diff --git a/.github/ISSUE_TEMPLATE/ask-a-question.md b/.github/ISSUE_TEMPLATE/ask-a-question.md new file mode 100644 index 00000000..fb6b80b8 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/ask-a-question.md @@ -0,0 +1,10 @@ +--- +name: Ask a Question +about: Question about usage, project priorities, or anything else related to mplfinance. +title: '' +labels: 'question' +assignees: '' + +--- + +Ask anything you want about mplfinance usage, project philosophy and/or priorities, or anything else related to mplfinance. diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md new file mode 100644 index 00000000..76585c75 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/bug_report.md @@ -0,0 +1,38 @@ +--- +name: Bug report +about: Create a report to help us improve +title: 'Bug Report:' +labels: 'bug' +assignees: '' + +--- + +**Describe the bug** +A clear and concise description of what the bug is. + +**To Reproduce** +Steps to reproduce the behavior: +1. Go to '...' +2. Click on '....' +3. Scroll down to '....' +4. See error + +**Expected behavior** +A clear and concise description of what you expected to happen. + +**Screenshots** +If applicable, add screenshots to help explain your problem. + +**Desktop (please complete the following information):** + - OS: [e.g. iOS] + - Browser [e.g. chrome, safari] + - Version [e.g. 22] + +**Smartphone (please complete the following information):** + - Device: [e.g. iPhone6] + - OS: [e.g. iOS8.1] + - Browser [e.g. stock browser, safari] + - Version [e.g. 22] + +**Additional context** +Add any other context about the problem here. diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md new file mode 100644 index 00000000..d1300522 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/feature_request.md @@ -0,0 +1,20 @@ +--- +name: Feature request +about: Suggest an idea for this project +title: 'Feature Request:' +labels: 'enhancement' +assignees: '' + +--- + +**Is your feature request related to a problem? Please describe.** +A clear and concise description of what the problem is. Ex. I'm always frustrated when [...] + +**Describe the solution you'd like** +A clear and concise description of what you want to happen. + +**Describe alternatives you've considered** +A clear and concise description of any alternative solutions or features you've considered. + +**Additional context** +Add any other context or screenshots about the feature request here. diff --git a/.github/ISSUE_TEMPLATE/feedback.md b/.github/ISSUE_TEMPLATE/feedback.md new file mode 100644 index 00000000..00c4f6d2 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/feedback.md @@ -0,0 +1,11 @@ +--- +name: Feedback +about: What do you think of mplfinance? Pros? Cons? Thoughts? +title: 'Comment:' +labels: 'feedback' +assignees: '' + +--- + +What do you think of mplfinance? Pros? Cons? Thoughts? +Thank you for taking the time to provide feedback. Much appreciated! diff --git a/.github/workflows/mplfinance_checks.yml b/.github/workflows/mplfinance_checks.yml new file mode 100644 index 00000000..4b9fdd45 --- /dev/null +++ b/.github/workflows/mplfinance_checks.yml @@ -0,0 +1,76 @@ +name: mplfinance Checks +on: [ workflow_dispatch, pull_request ] +jobs: + Regression_Tests: + runs-on: ubuntu-20.04 + strategy: + matrix: + python-version: ['3.8', '3.9', '3.10' ] + steps: + - name: Preliminary Information + run: | + echo "The job was automatically triggered by a ${{ github.event_name }} event." + echo "This job is now running on a ${{ runner.os }} server hosted by GitHub!" + echo "The name of your branch is ${{ github.ref }} and your repository is ${{ github.repository }}." + echo " " + echo "github.ref = ${{ github.ref }}" + echo "github.sha = ${{ github.sha }}" + echo "github.event.pull_request.head.ref = ${{ github.event.pull_request.head.ref }}" + echo "github.event.pull_request.head.sha = ${{ github.event.pull_request.head.sha }}" + echo "github.event.pull_request.base.ref = ${{ github.event.pull_request.base.ref }}" + echo "github.event.pull_request.base.sha = ${{ github.event.pull_request.base.sha }}" + echo " " + + - name: Check out repository code + uses: actions/checkout@v2 + + - run: echo "The ${{ github.repository }} repository has been cloned to the runner." + + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v4 + with: + python-version: ${{ matrix.python-version }} + + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install pytest + if [ -f requirements.txt ]; then pip install -r requirements.txt; fi + + - name: Install My Package + run: pip install . + + - name: Run Pytest + run: python -m pytest + + - run: echo "This job's status is ${{ job.status }}." + + Pull_Request_Updates_Version: + runs-on: ubuntu-20.04 + if: github.event_name == 'pull_request' + steps: + - name: Check out repository code + uses: actions/checkout@v2 + + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v2 + with: + python-version: '3.10' + + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install packaging + + - name: Fetch base and head on PR + if: ${{ github.event.pull_request.base.sha }} + run: | + git fetch origin master ${{ github.event.pull_request.base.sha }} + git fetch origin master ${{ github.event.pull_request.head.sha }} + + - name: Check that Pull Request includes updating the Version + run: | + git show ${{ github.event.pull_request.base.sha }}:src/mplfinance/_version.py > scripts/tv0.py + git show ${{ github.sha }}:src/mplfinance/_version.py > scripts/tv1.py + python scripts/version_update_check.py tv0 tv1 + diff --git a/.github/workflows/pubPyPI.yml b/.github/workflows/pubPyPI.yml new file mode 100644 index 00000000..0df45a70 --- /dev/null +++ b/.github/workflows/pubPyPI.yml @@ -0,0 +1,43 @@ +name: Upload Mplfinance to PyPI + +on: + workflow_dispatch: + inputs: + tag: + description: 'version tag to deploy' + required: true + type: string + +jobs: + build_and_deploy: + runs-on: ubuntu-latest + steps: + - name: Checkout Repository + uses: actions/checkout@v3 + with: + ref: ${{ github.event.inputs.tag }} + + - name: Display Coded Version + #run: git show ${{ github.sha }}:src/mplfinance/_version.py + run: egrep 'version_info .*=' src/mplfinance/_version.py + + - name: Set up Python + uses: actions/setup-python@v4 + with: + python-version: '3.x' + + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install setuptools wheel twine + + - name: Build + run: | + python setup.py sdist bdist_wheel + ls -l dist/* + + - name: Publish distribution to PyPI + env: + TWINE_USERNAME: __token__ + TWINE_PASSWORD: ${{ secrets.PYPI_API_TOKEN }} + run: twine upload dist/* diff --git a/.github/workflows/pubTestPyPI.yml b/.github/workflows/pubTestPyPI.yml new file mode 100644 index 00000000..19d23634 --- /dev/null +++ b/.github/workflows/pubTestPyPI.yml @@ -0,0 +1,43 @@ +name: Upload Mplfinance to TestPyPI + +on: + workflow_dispatch: + inputs: + tag: + description: 'version tag to deploy' + required: true + type: string + +jobs: + build_and_deploy: + runs-on: ubuntu-latest + steps: + - name: Checkout Repository + uses: actions/checkout@v3 + with: + ref: ${{ github.event.inputs.tag }} + + - name: Display Coded Version + #run: git show ${{ github.sha }}:src/mplfinance/_version.py + run: egrep 'version_info .*=' src/mplfinance/_version.py + + - name: Set up Python + uses: actions/setup-python@v4 + with: + python-version: '3.x' + + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install setuptools wheel twine + + - name: Build + run: | + python setup.py sdist bdist_wheel + ls -l dist/* + + - name: Publish distribution to Test PyPI + env: + TWINE_USERNAME: __token__ + TWINE_PASSWORD: ${{ secrets.TEST_PYPI_API_TOKEN }} + run: twine upload --repository-url https://test.pypi.org/legacy/ dist/* diff --git a/.gitignore b/.gitignore index beb04431..1a254b16 100644 --- a/.gitignore +++ b/.gitignore @@ -6,3 +6,5 @@ __pycache__ *.egg-info .tox/ .cache/ +*.code-workspace +*.ipynb_checkpoints/ diff --git a/.travis.yml b/.travis.yml deleted file mode 100644 index 0ff21d21..00000000 --- a/.travis.yml +++ /dev/null @@ -1,11 +0,0 @@ -language: python -dist: trusty -sudo: false -python: - - "2.7" - - "3.4" - - "3.5" - - "3.6" -install: - - pip install tox-travis -script: tox diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md new file mode 100644 index 00000000..fb073385 --- /dev/null +++ b/CODE_OF_CONDUCT.md @@ -0,0 +1,4 @@ + +#### All typical collaboration codes of conduct apply: + +### Treat people fairly, with respect, and overall [be a mensch](https://www.google.com/search?q=mensch). diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md new file mode 100644 index 00000000..565021bb --- /dev/null +++ b/CONTRIBUTING.md @@ -0,0 +1,37 @@ +## Contributing Basics + +- Contributing can be as simple as **asking questions**, participating in discussions, suggesting enhancements, etc. **All of these are valuable!** There are many ways to contribute. We also very much appreciate when you share the creative things you've done *using* mplfinance (both code and plot images). And, of course, writing code for mplfinance is also a great way to contribute. Thank you. + +- All of the usual/typical open source contribution guidelines apply (see for example, **[Matplotlib Contributing](https://matplotlib.org/stable/devel/contributing.html)** and **[Open Source Guide to Contributing](https://opensource.guide/how-to-contribute/)**). Therefore, here, on this page, we will mention just a few items that we may be particular about in **mplfinance**. + +--- + +## Fork Clone Workflow +- The standard workflow for contributing on GitHub is called **Fork/Clone**. For those who may not be familiar, here is a brief summary and some reference links. + - *We assume you are familiar with **git** basics: `git clone`, `git commit`, etc*. +- Note: a "Fork" is just a `git clone` *that is created on, and that lives on, GitHub.com*. You create a fork using the **Fork** button on GitHub: This allows GitHub to track the relationship between the original github repository, and your Fork. (In that sense a "fork" is slightly more than just a plain "clone", but only as much as GitHub.com adds some tracking and other minor features to make integration easier). +- The basic workflow is: + 1. Create a **Fork** of the mplfinance repository. (See references below for details.) The fork will exist under *your* github account. + 2. **Clone** *your* Fork to your local machine (`git clone`). + 3. Work on your cloned copy of the repository, `git commit` the changes, and then **`git push`** them *to your GitHub fork*. + 4. When you are satisfied with the code in your fork then, **on the GitHub page for your fork, *open a Pull Request (PR)***. A Pull Request effectively asks for the changes in your fork be pulled into the main mplfinance repository. The PR provides, on github, a place to see the changes, and to post comments and discussion about them. + 5. After code review, if you are asked by a maintainer to make additional changes, you do *not* have to re-enter another Pull Request (as long as the original PR is still open). Rather, make the changes in your local clone, and simply `git push` them to your fork again. The changes will automatically flow into the open Pull Request. + 6. When done, the maintainer of the repository will merge the changes from your fork into the mplfinance repository. The PR will automatically be closed. (Your fork, however, will continue to exist, and can be used again for additional Pull Requests in the future; See GitHub documentation for how to keep your Fork up to date). + +- Some References: +- GitHub documentation: + - **https://docs.github.com/en/get-started/quickstart/contributing-to-projects** +- and some user gists: + - https://gist.github.com/Chaser324/ce0505fbed06b947d962 + - https://gist.github.com/rjdmoore/ed014fba0ee2c7e75060ccd01b726cb8 + +--- + +## Coding Standards +- I am not super strict about adhearing to every aspect of PEP 8, *nor am I lenient*. I tend to walk the middle of the road: If something is a good and common, then it should be adheared to. +- Here are a few items that I (perhaps uniquely) tend to care about in particular: + - If you write code, please don't use tabs; rather use spaces. + - If you work on a pre-existing code file, please try to more-or-less emulate the style that already exists in that file. + - If you add a significant feature --that is, a feature for which explaining its usage takes more than just a few sentences-- please also create a "tutorial notebook" for that feature. **[For examples of tutorial notebooks, please see the jupyter notebooks in the examples folder.](https://github.com/matplotlib/mplfinance/tree/master/examples)** + - If you add a significant feature, please also create a regression test file **[in the tests folder](https://github.com/matplotlib/mplfinance/tree/master/tests)**, similar to the other regression tests that are there. *Often, the simplest way to do this is to take a few of the examples from the feature's "tutorial notebook"* (see previous point). + diff --git a/LICENSE b/LICENSE new file mode 100644 index 00000000..2c1d88e2 --- /dev/null +++ b/LICENSE @@ -0,0 +1,49 @@ +License agreement for mplfinance +================================= + +1. This LICENSE AGREEMENT is between the Matplotlib Development Team +("MDT"), and the Individual or Organization ("Licensee") accessing and +otherwise using matplotlib software in source or binary form and its +associated documentation. + +2. Subject to the terms and conditions of this License Agreement, MDT +hereby grants Licensee a nonexclusive, royalty-free, world-wide license +to reproduce, analyze, test, perform and/or display publicly, prepare +derivative works, distribute, and otherwise use matplotlib +alone or in any derivative version, provided, however, that MDT's +License Agreement and MDT's notice of copyright, i.e., "Copyright (c) +2012- Matplotlib Development Team; All Rights Reserved" are retained in +matplotlib alone or in any derivative version prepared by +Licensee. + +3. In the event Licensee prepares a derivative work that is based on or +incorporates matplotlib or any part thereof, and wants to +make the derivative work available to others as provided herein, then +Licensee hereby agrees to include in any such work a brief summary of +the changes made to matplotlib . + +4. MDT is making matplotlib available to Licensee on an "AS +IS" basis. MDT MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR +IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, MDT MAKES NO AND +DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS +FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF MATPLOTLIB +WILL NOT INFRINGE ANY THIRD PARTY RIGHTS. + +5. MDT SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF MATPLOTLIB + FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR +LOSS AS A RESULT OF MODIFYING, DISTRIBUTING, OR OTHERWISE USING +MATPLOTLIB , OR ANY DERIVATIVE THEREOF, EVEN IF ADVISED OF +THE POSSIBILITY THEREOF. + +6. This License Agreement will automatically terminate upon a material +breach of its terms and conditions. + +7. Nothing in this License Agreement shall be deemed to create any +relationship of agency, partnership, or joint venture between MDT and +Licensee. This License Agreement does not grant permission to use MDT +trademarks or trade name in a trademark sense to endorse or promote +products or services of Licensee, or any third party. + +8. By copying, installing or otherwise using matplotlib , +Licensee agrees to be bound by the terms and conditions of this License +Agreement. diff --git a/MANIFEST.in b/MANIFEST.in new file mode 100644 index 00000000..1aba38f6 --- /dev/null +++ b/MANIFEST.in @@ -0,0 +1 @@ +include LICENSE diff --git a/README b/README deleted file mode 100644 index c140cd46..00000000 --- a/README +++ /dev/null @@ -1,10 +0,0 @@ - -[![Build Status](https://travis-ci.org/matplotlib/mpl_finance.svg?branch=master)](https://travis-ci.org/matplotlib/mpl_finance) - -This module consists of code extracted from the deprecated matplotlib.finance -module along with a few examples of usage. - -The code is provides as is and it basically un-maintained. - -If you are interested in maintaining the code please get in touch -via matplotlib-devel@python.org diff --git a/README.md b/README.md new file mode 100644 index 00000000..391b8c58 --- /dev/null +++ b/README.md @@ -0,0 +1,615 @@ +[![mplfinance Checks](https://github.com/matplotlib/mplfinance/actions/workflows/mplfinance_checks.yml/badge.svg?branch=master)](https://github.com/matplotlib/mplfinance/actions/workflows/mplfinance_checks.yml) + +# mplfinance +matplotlib utilities for the visualization, and visual analysis, of financial data + +## Installation +```bash +pip install --upgrade mplfinance +``` +- mplfinance requires [matplotlib](https://pypi.org/project/matplotlib/) and [pandas](https://pypi.org/project/pandas/) + +--- + +## **⇾ [Latest Release Information](https://github.com/matplotlib/mplfinance/releases) ⇽** +#### ⇾ **[Older Release Information](https://github.com/matplotlib/mplfinance/blob/master/RELEASE_NOTES.md)** +--- + +## Contents and Tutorials + + - **[The New API](https://github.com/matplotlib/mplfinance#newapi)** + - **[Tutorials](https://github.com/matplotlib/mplfinance#tutorials)** + - **[Basic Usage](https://github.com/matplotlib/mplfinance#usage)** + - **[Customizing the Appearance of Plots](https://github.com/matplotlib/mplfinance/blob/master/markdown/customization_and_styles.md)** + - **[Adding Your Own Technical Studies to Plots](https://github.com/matplotlib/mplfinance/blob/master/examples/addplot.ipynb)** + - **[Subplots: Multiple Plots on a Single Figure](https://github.com/matplotlib/mplfinance/blob/master/markdown/subplots.md)** + - **[Fill Between: Filling Plots with Color](https://github.com/matplotlib/mplfinance/blob/master/examples/fill_between.ipynb)** + - **[Price-Movement Plots (Renko, P&F, etc)](https://github.com/matplotlib/mplfinance/blob/master/examples/price-movement_plots.ipynb)** + - **[Trends, Support, Resistance, and Trading Lines](https://github.com/matplotlib/mplfinance/blob/master/examples/using_lines.ipynb)** + - **[Coloring Individual Candlesticks](https://github.com/matplotlib/mplfinance/blob/master/examples/marketcolor_overrides.ipynb)** (New: December 2021) + - **[Saving the Plot to a File](https://github.com/matplotlib/mplfinance/blob/master/examples/savefig.ipynb)** + - **[Animation/Updating your plots in realtime](https://github.com/matplotlib/mplfinance/blob/master/markdown/animation.md)** + - **⇾ [Latest Release Info](https://github.com/matplotlib/mplfinance/releases) ⇽** + - **[Older Release Info](https://github.com/matplotlib/mplfinance/blob/master/RELEASE_NOTES.md)** + - **[Some Background History About This Package](https://github.com/matplotlib/mplfinance#history)** + - **[Old API Availability](https://github.com/matplotlib/mplfinance#oldapi)** + +--- +## The New API + +This repository, `matplotlib/mplfinance`, contains a new **matplotlib finance** API that makes it easier to create financial plots. It interfaces nicely with **Pandas** DataFrames. + +*More importantly, **the new API automatically does the extra matplotlib work that the user previously had to do "manually" with the old API.*** (The old API is still available within this package; see below). + +The conventional way to import the new API is as follows: + +```python + import mplfinance as mpf +``` + +The most common usage is then to call + +```python + mpf.plot(data) +``` + +where `data` is a `Pandas DataFrame` object containing Open, High, Low and Close data, with a Pandas `DatetimeIndex`. + +Details on how to call the new API can be found below under **[Basic Usage](https://github.com/matplotlib/mplfinance#usage)**, as well as in the jupyter notebooks in the **[examples](https://github.com/matplotlib/mplfinance/blob/master/examples/)** folder. + +I am very interested to hear from you regarding what you think of the new `mplfinance`, plus any suggestions you may have for improvement. You can reach me at **dgoldfarb.github@gmail.com** or, if you prefer, provide feedback or a ask question on our **[issues page.](https://github.com/matplotlib/mplfinance/issues/new/choose)** + +--- + +## Basic Usage +Start with a Pandas DataFrame containing OHLC data. For example, + + +```python +import pandas as pd +daily = pd.read_csv('examples/data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True) +daily.index.name = 'Date' +daily.shape +daily.head(3) +daily.tail(3) +``` + + (20, 5) + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
OpenHighLowCloseVolume
Date
2019-11-013050.723066.953050.723066.91510301237
2019-11-043078.963085.203074.873078.27524848878
2019-11-053080.803083.953072.153074.62585634570
+ +... + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
OpenHighLowCloseVolume
Date
2019-11-263134.853142.693131.003140.52986041660
2019-11-273145.493154.263143.413153.63421853938
2019-11-293147.183150.303139.343140.98286602291
+ + +
+ +After importing mplfinance, plotting OHLC data is as simple as calling `mpf.plot()` on the dataframe + + +```python +import mplfinance as mpf +mpf.plot(daily) +``` + + +![png](https://raw.githubusercontent.com/matplotlib/mplfinance/master/readme_files/readme_4_1.png) + + +
+ +The default plot type, as you can see above, is `'ohlc'`. Other plot types can be specified with the keyword argument `type`, for example, `type='candle'`, `type='line'`, `type='renko'`, or `type='pnf'` + + +```python +mpf.plot(daily,type='candle') +``` + + +![png](https://raw.githubusercontent.com/matplotlib/mplfinance/master/readme_files/readme_6_1.png) + + + +```python +mpf.plot(daily,type='line') +``` + + +![png](https://raw.githubusercontent.com/matplotlib/mplfinance/master/readme_files/readme_7_1.png) + + + +```python +year = pd.read_csv('examples/data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True) +year.index.name = 'Date' +mpf.plot(year,type='renko') +``` + + +![png](https://raw.githubusercontent.com/matplotlib/mplfinance/master/readme_files/readme_8_1.png) + + +```python +mpf.plot(year,type='pnf') +``` + + +![png](https://raw.githubusercontent.com/matplotlib/mplfinance/master/readme_files/readme_5_1.png) + +--- +
+ +We can also plot moving averages with the `mav` keyword +- use a scalar for a single moving average +- use a tuple or list of integers for multiple moving averages + + +```python +mpf.plot(daily,type='ohlc',mav=4) +``` + + +![png](https://raw.githubusercontent.com/matplotlib/mplfinance/master/readme_files/readme_9_1.png) + + + +```python +mpf.plot(daily,type='candle',mav=(3,6,9)) +``` + + +![png](https://raw.githubusercontent.com/matplotlib/mplfinance/master/readme_files/readme_10_1.png) + + +--- +We can also display `Volume` + + +```python +mpf.plot(daily,type='candle',mav=(3,6,9),volume=True) +``` + + +![png](https://raw.githubusercontent.com/matplotlib/mplfinance/master/readme_files/readme_12_1.png) + + +Notice, in the above chart, there are no gaps along the x-coordinate, even though there are days on which there was no trading. ***Non-trading days are simply not shown*** (since there are no prices for those days). + +- However, sometimes people like to see these gaps, so that they can tell, with a quick glance, where the weekends and holidays fall. + +- Non-trading days can be displayed with the **`show_nontrading`** keyword. + - Note that for these purposes **non-trading** intervals are those that ***are not represented in the data at all***. (There are simply no rows for those dates or datetimes). This is because, when data is retrieved from an exchange or other market data source, that data typically will *not* include rows for non-trading days (weekends and holidays for example). Thus ... + - **`show_nontrading=True`** will display all dates (all time intervals) between the first time stamp and the last time stamp in the data (regardless of whether rows exist for those dates or datetimes). + - **`show_nontrading=False`** (the default value) will show ***only*** dates (or datetimes) that have actual rows in the data. (This means that if there are rows in your DataFrame that exist but contain only **`NaN`** values, these rows *will still appear* on the plot even if **`show_nontrading=False`**) +- For example, in the chart below, you can easily see weekends, as well as a gap at Thursday, November 28th for the U.S. Thanksgiving holiday. + + +```python +mpf.plot(daily,type='candle',mav=(3,6,9),volume=True,show_nontrading=True) +``` + + +![png](https://raw.githubusercontent.com/matplotlib/mplfinance/master/readme_files/readme_14_1.png) + + +--- + +We can also plot intraday data: + + +```python +intraday = pd.read_csv('examples/data/SP500_NOV2019_IDay.csv',index_col=0,parse_dates=True) +intraday = intraday.drop('Volume',axis=1) # Volume is zero anyway for this intraday data set +intraday.index.name = 'Date' +intraday.shape +intraday.head(3) +intraday.tail(3) +``` + + (1563, 4) + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
OpenCloseHighLow
Date
2019-11-05 09:30:003080.803080.493081.473080.30
2019-11-05 09:31:003080.333079.363080.333079.15
2019-11-05 09:32:003079.433079.683080.463079.43
+ +... + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
OpenCloseHighLow
Date
2019-11-08 15:57:003090.733090.703091.023090.52
2019-11-08 15:58:003090.733091.043091.133090.58
2019-11-08 15:59:003091.163092.913092.913090.96
+ + + +The above dataframe contains Open,High,Low,Close data at 1 minute intervals for the S&P 500 stock index for November 5, 6, 7 and 8, 2019. Let's look at the last hour of trading on November 6th, with a 7 minute and 12 minute moving average. + + +```python +iday = intraday.loc['2019-11-06 15:00':'2019-11-06 16:00',:] +mpf.plot(iday,type='candle',mav=(7,12)) +``` + + +![png](https://raw.githubusercontent.com/matplotlib/mplfinance/master/readme_files/readme_18_1.png) + + + The "time-interpretation" of the `mav` integers depends on the frequency of the data, because the mav integers are the *number of data points* used in the Moving Average (not the number of days or minutes, etc). Notice above that for intraday data the x-axis automatically displays TIME *instead of* date. Below we see that if the intraday data spans into two (or more) trading days the x-axis automatically displays *BOTH* TIME and DATE + + +```python +iday = intraday.loc['2019-11-05':'2019-11-06',:] +mpf.plot(iday,type='candle') +``` + + +![png](https://raw.githubusercontent.com/matplotlib/mplfinance/master/readme_files/readme_20_1.png) + + +--- +In the plot below, we see what an intraday plot looks like when we **display non-trading time periods** with **`show_nontrading=True`** for intraday data spanning into two or more days. + + +```python +mpf.plot(iday,type='candle',show_nontrading=True) +``` + + +![png](https://raw.githubusercontent.com/matplotlib/mplfinance/master/readme_files/readme_22_1.png) + + +--- +Below: 4 days of intraday data with `show_nontrading=True` + + +```python +mpf.plot(intraday,type='ohlc',show_nontrading=True) +``` + + +![png](https://raw.githubusercontent.com/matplotlib/mplfinance/master/readme_files/readme_24_1.png) + + +--- +Below: the same 4 days of intraday data with `show_nontrading` defaulted to `False`. + + +```python +mpf.plot(intraday,type='line') +``` + + +![png](https://raw.githubusercontent.com/matplotlib/mplfinance/master/readme_files/readme_26_1.png) + + +--- +Below: Daily data spanning across a year boundary automatically adds the *YEAR* to the DATE format + + +```python +df = pd.read_csv('examples/data/yahoofinance-SPY-20080101-20180101.csv',index_col=0,parse_dates=True) +df.shape +df.head(3) +df.tail(3) +``` + + (2519, 6) + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
OpenHighLowCloseAdj CloseVolume
Date
2007-12-31147.100006147.610001146.059998146.210007118.624741108126800
2008-01-02146.529999146.990005143.880005144.929993117.586205204935600
2008-01-03144.910004145.490005144.070007144.860001117.529449125133300
+ +... + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
OpenHighLowCloseAdj CloseVolume
Date
2017-12-27267.380005267.730011267.010010267.320007267.32000757751000
2017-12-28267.890015267.920013267.450012267.869995267.86999545116100
2017-12-29268.529999268.549988266.640015266.859985266.85998596007400
+ + +```python +mpf.plot(df[700:850],type='bars',volume=True,mav=(20,40)) +``` + + +![png](https://raw.githubusercontent.com/matplotlib/mplfinance/master/readme_files/readme_29_1.png) + + +For more examples of using mplfinance, please see the jupyter notebooks in the **[`examples`](https://github.com/matplotlib/mplfinance/blob/master/examples/)** directory. + +--- + +## Some History +My name is Daniel Goldfarb. In November 2019, I became the maintainer of `matplotlib/mpl-finance`. That module is being deprecated in favor of the current `matplotlib/mplfinance`. The old `mpl-finance` consisted of code extracted from the deprecated `matplotlib.finance` module along with a few examples of usage. It has been mostly un-maintained for the past three years. + +It is my intention to archive the `matplotlib/mpl-finance` repository soon, and direct everyone to `matplotlib/mplfinance`. The main reason for the rename is to avoid confusion with the hyphen and the underscore: As it was, `mpl-finance` was *installed with the hyphen, but imported with an underscore `mpl_finance`.* Going forward it will be a simple matter of both installing and importing `mplfinance`. + +--- +## Old API availability + +**With this new ` mplfinance ` package installed, in addition to the new API, users can still access the old API**.
The old API may be removed someday, but for the foreseeable future we will keep it ... at least until we are very confident that users of the old API can accomplish the same things with the new API. + +To access the old API with the new ` mplfinance ` package installed, change the old import statements + +**from:** + +```python + from mpl_finance import +``` + +**to:** + +```python + from mplfinance.original_flavor import +``` + + +where `` indicates the method you want to import, for example: + + + +```python + from mplfinance.original_flavor import candlestick_ohlc +``` diff --git a/RELEASE_NOTES.md b/RELEASE_NOTES.md new file mode 100644 index 00000000..adb3707c --- /dev/null +++ b/RELEASE_NOTES.md @@ -0,0 +1,250 @@ +#### +--- + +### v0.12.7a17        released 2021-04-23 + +- v0.12.7a17        merged 2021-04-22 + - max panels to 32 (up from 10) ([Issue #377](https://github.com/matplotlib/mplfinance/issues/377)) +- v0.12.7a16        merged 2021-04-22 + - New plot type **`step`** for step/staircase lines in `mpf.make_addplot()` (Thank you [@pankaj3009](https://github.com/pankaj3009)) +- v0.12.7a15        merged 2021-04-22 + - Add **`reversal`** parameter to Point and Figure charts. (Thank you [Caleb Coffin](https://github.com/coffincw), for coding up [Issue 368](https://github.com/matplotlib/mplfinance/issues/368)) + +- v0.12.7a14        merged 2021-04-18
+ v0.12.7a13        merged 2021-04-18 + - Allow **`os.PathLike`** (**`pathlib.Path`**) objects in **`savefig`** (Thank you [Matt Stancliff](https://github.com/mattsta)) + + +### v0.12.7a12        released 2021-04-09 + +- v0.12.7a12        merged 2021-04-08 + - Fixed kwarg **`return_calculated_values`** + - It was *not* returning all values for `type='pnf'` (point and figure). + - See **[stackoverflow 66991998](https://stackoverflow.com/questions/66991998/)** for more information. +- v0.12.7a11        merged 2021-03-26 + - Prior to this version, **`xlim`** kwarg accepted only float or int: + - float as matplotlib date; (only when `show_nontrading=True`) + - int or float as dataframe row number; (only when `show_nontrading=False`) + - **`xlim`** kwarg now *also* accepts + - date or datetime **string** + - date or datetime **object** (`datetime.datetime` or `pandas.Timestamp`) + +--- + +### v0.12.7a10        released 2021-03-15 + +- v0.12.7a10        merged 2021-03-15 + - Add warning when user tries to plot "too much data" which includes reference to documentation + - Add [**documentation on "Too Much Data"**](https://github.com/matplotlib/mplfinance/wiki/Plotting-Too-Much-Data). +- v0.12.7a9        merged 2021-03-01 + - new kwarg **`fontscale`** to scale font sizes on plot. + - fix bug in `mpf.make_mpf_style()` + - was only an issue when kwargs `base_mpf_style` and `rc` are used at the same time; see comments in code for more detail. +- v0.12.7a9        merged 2021-02-27 + - fix `check_version.sh` to always fetch latest version of `pip`. + - See https://travis-ci.community/t/pandas-version-advanced-starting-in-jan-2021-numpy-is-now-incompatible/11214 + +- v0.12.7a8        merged 2021-02-23 + - support `yscale` kwarg. (See also [**`yscale.ipynb`**](https://github.com/matplotlib/mplfinance/blob/master/examples/yscale.ipynb), and [issue 21](https://github.com/matplotlib/mplfinance/issues/21)). + +--- + +### v0.12.7a7        released 2021-02-22 + +- Support [**`type=hollow_and_filled` candles**](https://github.com/matplotlib/mplfinance/blob/master/examples/hollow_and_filled_candles.ipynb).   (Thank you [Kenan Arik](https://github.com/KenanHArik)) +- Add example to show [10 years of daily data and how resampling affects candlesticks](https://github.com/matplotlib/mplfinance/blob/master/examples/resample10years.ipynb).   (See also [issue 307](https://github.com/matplotlib/mplfinance/issues/307)) +- new function: **`mpf.write_style_file(style,filename)`** allows users to save their custom mpf styles. +- support alias names for plot types.
(for example "candle" is the same as "candlestick", and "hollow" is the same as "hollow_and_filled"). +- new styles: "**ibd**" and "**kenan**". +- kwarg `scale_widths_adjustment` now supports `volume_linewidth`, `ohlc_linewidth`, and `candle_linewidth`.
(see also [widths notebook/tutorial](https://github.com/matplotlib/mplfinance/blob/master/examples/widths.ipynb)) + + +--- + +### v0.12.7a5        released 2021-01-23 + +- Add `style_name` kwarg to `mpf.make_mpf_style()` +- Add `vcdopcod` kwarg to `mpf.make_marketcolors()` (volume color depends on price change-on-day). + +--- + +### v0.12.7a4        released 2020-12-22 + +- fix [timezone bug](https://github.com/matplotlib/mplfinance/issues/236). +- set kwarg `tz_localize=False` for legacy timezone behavior + +- v0.12.7a3        merged 2020-12-21 + - calculate volume exponent ( more efficient than extra call to `draw()`) + - support `volume_exponent` kwarg to allow user to manually choose volume exponent. + - add version information to pytest logs + +- v0.12.7a2        merged 2020-10-21 + - Add "[growing candle animation](https://github.com/matplotlib/mplfinance/blob/master/examples/mpf_animation_growingcandle.py)" to examples. + - Bug fix for [issue #279](https://github.com/matplotlib/mplfinance/issues/279) `Mpf_Figure.subplots()` not working (always raising exception). + +- v0.12.7a1        merged 2020-08-16 + - Support passing `dict` for kwarg `title=` (instead of just string) to allow modification of title font and all other kwargs available to matplotlib's [`Figure.suptitle()`](https://matplotlib.org/3.3.4/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure.suptitle): The dict must include `title=`. Then just add whatever `Figure.suptitle()` kwargs to the dict that is passed to mplfinance's kwarg `title=`. [Thank you Teddy Rowan](https://github.com/matplotlib/mplfinance/pull/237) + +--- + +### v0.12.7a0        released 2020-08-09 +#### Enhancements + +- [**External Axes Mode**](https://github.com/matplotlib/mplfinance/blob/master/markdown/subplots.md#external-axes-method) + - [Issue #114: Display multiple plots in a row](https://github.com/matplotlib/mplfinance/issues/114). + - [Issue #209: Allow plotting on the existing AXIS](https://github.com/matplotlib/mplfinance/issues/209). + +- [**Animation Support**](https://github.com/matplotlib/mplfinance/blob/master/markdown/animation.md#animation-support-in-mplfinance): + - [Issue #25: Support animation/live updating of OHLCV data plots](https://github.com/matplotlib/mplfinance/issues/25). + +--- +### v0.12.6a3        released 2020-06-28 +- accept lower case column names in dataframe (i.e. 'close' is the same as 'Close') ([Issue #197](https://github.com/matplotlib/mplfinance/issues/197)) +--- +### v0.12.6a2        released 2020-06-28 +- `tight_layout` now supports adjusting Figure borders (padding) around plot. ([Issue #196](https://github.com/matplotlib/mplfinance/issues/196)) +--- +### v0.12.6a1        released 2020-06-25 +- `make_mpf_style()` may set `y_on_right=None`: prevent crash by treating `None` the same as `False`. ([Issue #190](https://github.com/matplotlib/mplfinance/issues/190)) + +--- + +### v0.12.6a0        released 2020-06-24 +#### Enhancements +- **`make_addplot()`** enhancements: + - **support `type=` ` ohlc ` and ` candle ` (issue [#168](https://github.com/matplotlib/mplfinance/issues/168))** + - support ` mav ` kwarg + - support `y_on_right` kwarg + - support `ylim` kwarg + - expand impact of `width` and `alpha` kwargs (originally affected only `make_addplot(data,type='bar')` plots). + - use `alpha` also on `scatter` plots. + - use `width` and `alpha` also on `line` plots (issue [#185](https://github.com/matplotlib/mplfinance/issues/185)) +- improve default line-widths algorithm +- rename `set_ylim` kwarg to `ylim` to be consistent with `ylabel` kwarg. +- deprecate `set_ylim_panelB` (use `ylim` in `make_addplot()` instead). +#### Bug fixes +- `axisoff` and `tight_layout` should be independent of each other (issue [#180](https://github.com/matplotlib/mplfinance/issues/180)) +- fix Spyder console block/hang when _not inline_ call `mpf.plot()`. (issues [#151](https://github.com/matplotlib/mplfinance/issues/151) and [#183](https://github.com/matplotlib/mplfinance/issues/183)) +- fix incorrect linestyles character for dotted (issue [#186](https://github.com/matplotlib/mplfinance/issues/186)) +--- + +### v0.12.5a3        released 2020-06-16 +#### Enhancements +- improvements to width adjustment algorithm (issue [#174](https://github.com/matplotlib/mplfinance/issues/174)) +- automatic width adjustment now also adjusts `mav` lines widths. (issue [#171](https://github.com/matplotlib/mplfinance/issues/171)) + +--- + +### v0.12.5a2        released 2020-06-08 +#### Enhancements +- Support setting `ylabel` in `make_addplot()` (Thank you [Andy Sum](https://github.com/AndySum) for coding.) +- Add `saxbelow` kwarg to `set_axisbelow()`, defaults to `True` so grid lines do not show through candles, etc. +#### Buf Fixes +- fix `tight_layout` issue [#156](https://github.com/matplotlib/mplfinance/issues/156) (`tight_layout` not affecting Figure Title; Thank you [Markus Schulze](https://github.com/fxhuhn) for pointing this out.) + +--- + +### v0.12.5a1        released 2020-06-07 +#### Enhancements +- **[Subplots: Create up to 10 "panels"](https://github.com/matplotlib/mplfinance/blob/master/markdown/subplots.md)** + - Can modify relative sizes of panels + - Can modify which is "main" panel + - Can modify which is "volume" panel + - addplot can plot to any panel + - MACD example +- support bar charts in make_addplot (`type=` 'line', 'scatter', or 'bar') +- make_addplot scatter now supports *sequence of markers* and sequence of colors
(Thank you [Elan Ernest](https://github.com/ImportanceOfBeingErnest) for posting the [sequence of markers solution here](https://github.com/matplotlib/matplotlib/issues/11155#issuecomment-385939618)) +- ability to custom format date/time labels ( ` datetime_format= `) (Thank you [Cam McLean](https://github.com/cammclean182)) +- ability to rotate date/time labels (` xrotation= `) +- ability to turn axis off (`axisoff=True`) (Thank you [Will Whitty](https://github.com/tavurth) for testing, code review, and contributing code changes) +- support ` tight_layout=True ` +- support ` fill_between= ` +- new algorithm for adjustment of candle widths, line widths, volume widths, ohlc tick widths **default change** (Thank you [Charles](https://github.com/char101) for your help). + - ability to scale the algorithm (up or down) + - ability to override the algorithm (i.e. set width and linewidth of volume bars, candles, ohlc bars. (iss num 81)) +- close plot when not needed to stay open **default change** + - fixes "20 open plots" warning + - removed code to close plots from regression tests: no longer needed +- support NaNs in data to indicate missing data (also fix bug related to min/max and mav when NaNs in data) **default change** (Thank you [Charles](https://github.com/char101) for your help) + - allows display low liquidity + - remove support for -1 meaning missing data. -1 is now considered valid data. +- Travis check to ensure each Pull Request has a new version (Thank you [Aaron Soellinger](https://github.com/free-soellingeraj)) +- remove rcParams context: modifications made by mplfinance are now availabile after calling mplfinance. **default change** + +#### Bug Fixes + - fix bug displaying a single candle + - fix bug "StatisticsError" when only a single data point + - fix poor choice of default color for ` type=line ` chart **default change** + - fix `savefig` Figure Facecolor bug + - fix ohlc bars color in "blueskies" style **default change** + +--- +--- + +### v0.12.4a0        released 2020-05-01 + + - regression tests for new API + - **[Renko plots](https://github.com/matplotlib/mplfinance/blob/master/examples/price-movement_plots.ipynb)** [(issue #11)](https://github.com/matplotlib/mplfinance/issues/11)     (Thank you [Caleb Coffin @coffincw](https://github.com/coffincw)) + - **`style='binance'`**     (Thank you [@akgna](https://github.com/akgnah)) + - return Figure and Axes (**`return_fig=True`**) ([issue #46](https://github.com/matplotlib/mplfinance/issues/46)) + - check that inputs are all float, and rename IPython.display.Iamge to avoid confusion with PIL.Image + - ability to **`return_calculated_values=True`** ([issue #63](https://github.com/matplotlib/mplfinance/issues/63))     (Thank you [@WHug0](https://github.com/WHug0)) + - **[Point and Figure (`type='pnf'`) plots.](https://github.com/matplotlib/mplfinance/blob/master/examples/price-movement_plots.ipynb)**     (Thank you [Caleb Coffin @coffincw](https://github.com/coffincw)) + - custom column names     (Thank you [@borgstrom](https://github.com/borgstrom)) + - **`set_ylim`** and **`set_ylim_panelB`** kwargs + - **`hlines`**, **`vlines`**, **`alines`**, **`tlines`** **[Trend, Support, Resistance, and Trading/Signal lines](https://github.com/matplotlib/mplfinance/blob/master/examples/using_lines.ipynb)** + - (Thank you [Aaron Soellinger @free-soellingeraj](https://github.com/free-soellingeraj) for writing regression tests for this.) + + + +--- +- **v0.12.3a3      released 2020-03-04** + + - `linecolor` kwarg for line plots     (Thank you [Caleb Coffin @coffincw](https://github.com/coffincw)) + - implement save figure to in-memory buffer     (Thank you [Caleb Coffin @coffincw](https://github.com/coffincw)) +--- +- **v0.12.3a2      released 2020-02-21** + + - implement custom markers (issue#30)     (Thank you [Amir Atashin @amiaty](https://github.com/amiaty)) + - fix minor issue with chart `type` validator     (Thank you [Amir Atashin @amiaty](https://github.com/amiaty)) + - add internal functions: `_bypass_kwarg_validation()` and `_kwarg_not_implemented()` +--- +- **v0.12.3a1      Released 2020-02-16** + + - fix issue#28: math.log crash on zero in data + - remove "Implemented" field from kwarg dicts + - yahoo style show colors for `ohlc bars` +--- +- **v0.12.3a0      Released 2020-02-12** + + - kwarg `block=False` for non-blocking call to `mpf.plot()` + - customize aspect ratio, figure title, y-labels + - customize colors and other `style` aspects of plot + - `no_xgaps` now defaults to True: use `show_nontrading=True` to set no_xgaps to false + - secondary y-axis available to `make_addplot()` + - bug fix for volume widths +--- +- **v0.12.0a3      Released 2020-01-16** + + - Increase mav limit from 3 to 7 different mavs +--- +- **v0.12.0a2      Released 2020-01-14** + + - Ability to save plot to a file (pdf, svg, png, jpg, ...) +--- +- **v0.12.0a1      Released 2020-01-09** + + - Ability to plot arbitrary user data (in addition to basic OHLCV data). + - both line and scatter plots available. + - optionally plot on either the "main" or "lower" (aka "volume") axis. +--- +- **v0.11.x      Released 2019-12-20** + + - Basic Plotting from Pandas DataFrame of OHLC bars and candlesticks. + - optional display of volume + - optional display of (up to 3 different) moving averages. + - old API still available by importing from "mplfinance/original_flavor" +--- +- **v0.10.x      Released 2016-09-08** + + - Old mpl-finance API set up as its own package
(i.e. removed from the matplotlib package). diff --git a/TODO.md b/TODO.md new file mode 100644 index 00000000..0d0b5bb2 --- /dev/null +++ b/TODO.md @@ -0,0 +1,14 @@ +# Wish List - TODO - To Prioritize + +- pass in Figure and Axes enhancement +- clean up code for easier maintenance +- how use configuration file +- auto-pull updates for config file. possible? +- collect anonymous data on feature usage +- wrappers for technical studies. +- documentation (replace old `https://matplotlib.org/api/finance_api.html`) +- make code more efficient (ex: tlines reconstructing data frame). + - **daily plot slower than intraday ???** +- add kwarg to print all kwargs information (kwarg and short description). +- fill the 'Description' fields in the kwarg dicts of these functions: `egrep -i 'def .*valid.*kwarg' *.py` + diff --git a/tox.ini b/archive.tox.ini similarity index 88% rename from tox.ini rename to archive.tox.ini index 09e9e5dc..c950090c 100644 --- a/tox.ini +++ b/archive.tox.ini @@ -4,9 +4,10 @@ # and then run "tox" from this directory. [tox] -envlist = py27, py34, py35, py36 +envlist = py36, py37, py38 + [pytest] -python_files = 'tests.py' +python_files = tests/* [testenv] deps = diff --git a/archive.travis.yml b/archive.travis.yml new file mode 100644 index 00000000..3ea49526 --- /dev/null +++ b/archive.travis.yml @@ -0,0 +1,13 @@ +dist: xenial +sudo: false +language: python +matrix: + include: + - python: 3.6 + - python: 3.7 + - python: 3.8 +install: + - pip install tox-travis +script: + - tox + - /bin/bash scripts/check_version.sh $TRAVIS_PULL_REQUEST diff --git a/examples/.gitignore b/examples/.gitignore new file mode 100644 index 00000000..225c3815 --- /dev/null +++ b/examples/.gitignore @@ -0,0 +1,2 @@ +*.png +*.jpg diff --git a/examples/addplot.ipynb b/examples/addplot.ipynb new file mode 100644 index 00000000..4884447b --- /dev/null +++ b/examples/addplot.ipynb @@ -0,0 +1,1023 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.5.2'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "pd.__version__ # for the record" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Adding plots to the basic mplfinance plot()\n", + "\n", + "Sometimes you may want to plot additional data within the same figure as the basic OHLC or Candlestick plot. For example, you may want to add the results of a technical study, or some additional market data. \n", + "\n", + "This is done by passing information into the call to `mplfinance.plot()` using the `addplot` (\"additional plot\") keyword.\n", + "\n", + "The `addplot` keyword expects a `dict`. The dict must contain the key `'data':` whose value is the actual additional data to be plotted. This additional data may be a `list`, `numpy.ndarray`, `pandas.Series`, or `pandas.DataFrame`. If it is a DataFrame, then *all* columns in that dataframe will be plotted. \n", + "\n", + "The rest of the `addplot` dict contains various keywords and their values that are used to configure the additional plot in relation to the basic OHLCV plot, as can be seen in the examples below.\n", + "\n", + "It is *strongly* recommended that the caller construct the `addplot` dict using the helper function `mplfinance.make_addplot()` (see examples below). This helper function:\n", + "- simplifies the syntax for specifying additional plots\n", + "- ensures that the dict contains default values for all possible configurable keywords\n", + "- does some basic checking on the keyword values to ensure they are of the correct types.\n", + "\n", + "The `addplot` keyword can also accept a `list` of `dict`s, as one possible way of plotting multiple additional data sets on top of the basic OHLCV data. See specific details in the the examples below." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## `addplot` examples:\n", + "\n", + "Let's start with an example data set that includes Bollinger Band data, in addition to the basic OHLCV data:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(3)\n", + "df.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Using this dataframe, we can of course plot a basic ohlc or candlestick plot:\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.9b7'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__\n", + "mpf.plot(df,volume=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's say we want to plot the Lower Bollinger band along with the basic OHLCV plot. \n", + "\n", + "We use `make_addplot()` to create the addplot dict, and pass that into the plot() function:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apdict = mpf.make_addplot(df['LowerB'])\n", + "\n", + "mpf.plot(df,volume=True,addplot=apdict)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "When creating the `addplot` dict, we can specify that we want a scatter plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apd = mpf.make_addplot(df['LowerB'],type='scatter')\n", + "\n", + "mpf.plot(df,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "The above example is a trivial use of a scatter plot, where the default line plot makes more sense. \n", + "\n", + "A more helpful use of a scatter plot might be to highlight specific movements in the data. For example, let's say we want to highlight whenever the \"Percent B\" Bollinger metric drops below zero. To do this, let's first calculate a series that contains this information:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def percentB_belowzero(percentB,price):\n", + " import numpy as np\n", + " signal = []\n", + " previous = -1.0\n", + " for date,value in percentB.iteritems():\n", + " if value < 0 and previous >= 0:\n", + " signal.append(price[date]*0.99)\n", + " else:\n", + " signal.append(np.nan)\n", + " previous = value\n", + " return signal" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "Take a small data set, and calculate a series that shows when the percentB falls below zero:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_34621/3980756157.py:5: FutureWarning: iteritems is deprecated and will be removed in a future version. Use .items instead.\n", + " for date,value in percentB.iteritems():\n" + ] + } + ], + "source": [ + "tdf = df.loc['05-10-2012':'06-07-2012',] # Take a smaller data set so it's easier to see the scatter points\n", + "\n", + "signal = percentB_belowzero(tdf['PercentB'], tdf['Close'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Now plot the calculated information as an additional scatter plot on top of the the OHLC data:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apd = mpf.make_addplot(signal,type='scatter')\n", + "\n", + "mpf.plot(tdf,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "We can customize the marker size and shape, to make the scatter markers easier to see:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apd = mpf.make_addplot(signal,type='scatter',markersize=200,marker='^')\n", + "\n", + "mpf.plot(tdf,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Plotting multiple additional data sets\n", + "\n", + "There are two ways to plot multiple additional data sets.\n", + "\n", + "- If the configuration is the same for all additional data sets, simply pass a `DataFrame` for the data. All columns in the DataFrame will be plotted.\n", + "\n", + "- Alternatively you can create multiple `dict`s and pass a `list` of `dict`s to the `addplot` keyword\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Passing a DataFrame as the addplot data plots all columns in the DataFrame:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tcdf = df[['LowerB','UpperB']] # DataFrame with two columns\n", + "apd = mpf.make_addplot(tcdf)\n", + "mpf.plot(df,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Setting `addplot=` a `list` of `dict`s is another to create multiple additional plots.
This method is necessary if the additional plots will have different configurations. For example:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "First prepare the data:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "def percentB_aboveone(percentB,price):\n", + " import numpy as np\n", + " signal = []\n", + " previous = 2\n", + " for date,value in percentB.iteritems():\n", + " if value > 1 and previous <= 1:\n", + " signal.append(price[date]*1.01)\n", + " else:\n", + " signal.append(np.nan)\n", + " previous = value\n", + " return signal" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_34621/3980756157.py:5: FutureWarning: iteritems is deprecated and will be removed in a future version. Use .items instead.\n", + " for date,value in percentB.iteritems():\n" + ] + } + ], + "source": [ + "low_signal = percentB_belowzero(df['PercentB'], df['Close']) \n", + "high_signal = percentB_aboveone(df['PercentB'], df['Close'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Now create the additional plot `dict`s and plot the data: " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [ mpf.make_addplot(tcdf),\n", + " mpf.make_addplot(low_signal,type='scatter',markersize=200,marker='^'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v'),\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=1.25,volume=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Plotting additional data on the Lower Panel\n", + "\n", + "---\n", + "We refer to the Main, Upper panel as Panel 0 and the Lower panel as Panel 1.\n", + "\n", + "It is possible to plot the additional data on Panel 1 (where Volume is usually plotted).\n", + "
In this example, as is typical in Bollinger Band Analysis, we plot `PercentB` in Panel 1:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [ mpf.make_addplot(tcdf),\n", + " mpf.make_addplot(low_signal,type='scatter',markersize=200,marker='^'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v'),\n", + " mpf.make_addplot((df['PercentB']),panel=1,color='g')\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=1.2,volume=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Plotting additional data with a *secondary y-axis*\n", + "\n", + "---\n", + "\n", + "- Notice in the above plot, in the lower panel with the \"Volume\" bars, we see that \"Percent B\" line ***has its own y-axis on the right side.***\n", + "\n", + "\n", + "- `mpf.make_addplot()` has a keyword argument called `secondary_y` which can have **three** possible values: **`True`**, **`False`**, and **`'auto'`**.\n", + " - The default value is `'auto'` which means if you don't specify `secondary_y`, or if you specify `secondary_y='auto'`, then `mpf.plot()` will attempt to decide whether a secondary y-axis is needed, by comparing the order of magnitude of the addplot data with the order of magnitude of the data that is already on the plot.\n", + " - If **`mpf.plot()`** gets it wrong, you can always override by setting **`secondary_y=True`** or **`secondary_y=False`**.\n", + " \n", + "---\n", + "\n", + "- Below we see that `make_addplot()` also allows setting the `linestyle` for each additional plot.\n", + "\n", + "\n", + "- **Notice also** that we pass an alternative \"mplfinance `style`\" to demonstrate that **if the `style` specifies that the *primary y-axis* should be on the right, then `mpf.plot()` knows to put any `secondary_y` axes on the left.**" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'),\n", + " mpf.make_addplot(low_signal,type='scatter',markersize=200,marker='^'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v'),\n", + " mpf.make_addplot((df['PercentB']),panel=1,color='g',linestyle='dotted')\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=1.2,volume=True,style='starsandstripes')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "---\n", + "\n", + "* **Below** we demonstrate that the main (upper) panel can also have a `secondary_y` axis:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "import math\n", + "# Change order of magnitude and range of low_signal, so that it will require a `secondary_y`:\n", + "# note: this calculation has no financial meaning whatsoever; we are just generating some \n", + "# data to modify the order of magnitude and range, so as to be able to demonstrate \n", + "# secondary_y on the main panel.\n", + "new_low_signal = [x*20.*math.sin(x) for x in low_signal] " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [mpf.make_addplot(tcdf,linestyle='dashdot'),\n", + " mpf.make_addplot(new_low_signal,type='scatter',markersize=200,marker='^',secondary_y='auto'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v',color='orange'),\n", + " mpf.make_addplot((df['PercentB']),panel=1,color='g',linestyle='dotted')\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=1.2,volume=True,style='sas')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# The same plot, markersizes are adjusted with respect to their value\n", + "# note: Below normalization is only to show how to change their size.\n", + "# It does not have any meaning.\n", + "normalize = lambda df: 50*(0.2+(df-df.min())/(df.max()-df.min()))\n", + "size_low = normalize(pd.Series(new_low_signal).abs())\n", + "size_high = normalize(pd.Series(high_signal).abs())\n", + "apds = [mpf.make_addplot(tcdf,linestyle='dashdot'),\n", + " mpf.make_addplot(new_low_signal,type='scatter',markersize=size_low,marker='^',secondary_y='auto'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=size_high,marker='v',color='orange'),\n", + " mpf.make_addplot((df['PercentB']),panel=1,color='g',linestyle='dotted')\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=1.2,volume=True,style='sas')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# The same plot, with a style that puts the primary y-axis on the left:\n", + "mpf.plot(df,addplot=apds,figscale=1.2,volume=True,style='default')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "---\n", + "\n", + "### In addition to 'line' and 'scatter' plots, `make_addplot()` also supports types 'bar', 'ohlc', and 'candle':" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "beg=50\n", + "end=130\n", + "sdf = df[beg:end]\n", + "slo = low_signal[beg:end]\n", + "shi = high_signal[beg:end]" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [ mpf.make_addplot(slo,type='scatter',markersize=200,marker='^'),\n", + " mpf.make_addplot((sdf['PercentB'])-0.45,panel=1,color='g',type='bar', width=0.75, mav=(7,10,15))\n", + " ]\n", + "mpf.plot(sdf,addplot=apds,panel_ratios=(1,1),figratio=(1,1),figscale=1.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ap = mpf.make_addplot(sdf,panel=1,type='candle',ylabel='Candle',mav=12)\n", + "mpf.plot(sdf,mav=10,ylabel='OHLC',addplot=ap,panel_ratios=(1,1),figratio=(1,1),figscale=1.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ap = mpf.make_addplot(sdf,panel=1,type='ohlc',ylabel='OHLC',mav=12)\n", + "mpf.plot(sdf,mav=10,type='candle',ylabel='Candle',addplot=ap,panel_ratios=(1,1),figratio=(1,1),figscale=1.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ap = mpf.make_addplot(sdf['Close'],panel=1,type='line',ylabel='Line',mav=(5,10))\n", + "mpf.plot(sdf,mav=10,type='candle',ylabel='Candle',addplot=ap,panel_ratios=(1,1),figratio=(1,1),figscale=1.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Zr+Xws3AOHx17BqWGTgVhFhg7ec9o7LAdNrsdp9PV8tfVSUC6zcbT/jquqdrA/MadTH7mEe6yNvCnyA5ujOzgz7Z6xv15Pl76P582k/THVZP2Fn+w2e3kOvtuAt9AlQlXWsJK8YBRhQ+DPbBztJaf6ib1KQmQhRADSmzlr+4uQtEflFIYhtFmMYb+0NkCHEopnmmo5I6mKnSbjalhK3P1cnI1U6fP7f3qW64I5LMPDoIolqganjRqCPXwdSXql51ahH1eWcYLgXpWBxr5LOKn4ICpbDCFWU+QTQTZrkcYfNKx3GZr4DslKTQx2VwfOltTpmKj8StXrwNg5ep1SanY0p3vpBdUHRsIkofOeRlYxq0zEiALIQaMgN/PwdP3Arq+kEZ/iF+Iobq6kpqaKqxWW7+NDu26iMiPfnYQM886lv8G6njN7GP8ogX8pmErSxoqANh45wOcFsrF3I0fPDsaF+klnKQVogNvq0ZuMXZSo8Jdfo72+mWVJcTttnqc43enRDNxVeEw5jnK+GzWr7kw4OJKvZyr9HIuCrho/OIr6nSDW4ydvGbUZ9ziBKJ7sjn4t9nt5OZGR+Nzc539Ghx39zvpI+XjdeVBA87XS8nvwol0psm6HOSlS5dy2223cdhhh7Fo0aJW29asWcPdd9/NunXrMJlMTJw4kSuvvJLx48cD8MEHH3DmmWcmfN6rrrqK2bNn93v7hRD9JxQOEfD7U15Oqs1CDKvXUZBf2C8/gAaK7yJNlJ39K468ai4bieAnGjQ+QQMA5ccdxSYiGMEQX11zA/X/eB3rJd0vH6VpGodreYxSVh40qtlIkD8a25mk5TBNy2UvcrB0EHTv2i9vrFnLq4U6T+vR/Muq117niZPPZnBuAR7DQ+3bK9jDsODUov3WaIT46Ngzmbf2E941B3hRuflS+Zmtl5CXhT/g/S1RnrHoex3NDUjWexD77CWaG7CrKhXiMaMagF9o+eyhZWc5vqwJkN1uN/PmzWPt2rUJJ598+umnzJo1i6OPPpprr70Wv9/PLbfcwqxZs1i+fDmlpaUt933++ecZPHhwq8c7m3OqhBCZLx3KSdnsdgq0IubMvZqCgqI+mzDo8XioMEJ80OhmwuJb+YPdjU9TjLlqDl8SHc21AO6vvmX/H4xnsNlOYRhyGpu44NCf8NZr71Bwc++C9d01O9fqg3nUqGYtflYrH6uVjxw0pmgO9tdy2QM7pgTBcmwRirwpe7G4MEKtHsKCxrHBHC656Eqcp5zb4b6NQICTQrlMsrp43KhhLX6uN3Zwnl6StT/k/SWWZyz6T8Dvx11fxz2LbuGU085qc6LcH+9BexP/bHZ7p4MFIaV4wKimCcUE7ByVZXnH8bImQF6+fDk+n49XXnmFE088sc32pUuXUl5ezk033YSuRzNLFixYwKGHHspbb73FSSed1HLfoqKiVgGzEEL0h7788bOYLeSWlnDUP1+g5PAfA1B21GH4UOQpne/+9irVb6/A/cEaAjsqsNvtLP1sPTbdDlZotHoIVtX02aXcfM3EXFM5O1WID5SXVcpLBWHeVV7eVV5c6OyGHZMWrakc/dPQAL8lxOTnHqVWNxiChQv0EvIj0RzTrs7qn6rlMlL/fiT7dqOCI7U8fq4VdDiKnam6WqEk2zRiUPrzw2nCINOGsZK9OmRHS1R31fOqjk0EKcDEuVmYdxwvawLkmTNncuqpp2IyJb6MtmDBApqamlqCY4CSkhIAKisrk9JGIYToL26biZ+veosKLYIRCDBOs7OXKZdJFhdDsRA8chbuGcf0e0rHrgZpFo7RCviFymczQVYpH6uUlzoifIQPEqUIm0HHwvSwjdOtZdg0nYDZ6PaPe6lmYZ4+iBdVHf9WHl5VDaxRPk7Xi7NuNHmglS8MKIN/qwb+aW9g4r1/ZoGq55eGzgzNmTFBW7JXh4xN/Otpatdq5eXNlrzj7E9bypoAefjw4R1udzgcOByOVre9+eabAEyePLnX+9e06F8qxfaf6nakG+mXxAZivyR6rfGf3Uztk3VGE/cb1fg0gxJD5x9Hnco9y9/G6fg+lcSeY8cZiY6xOZ1O7Dm71qf9/r+7vv6O+qWjx7W+n8YobIzCxgmqgO8IUNE8gU+hMIjGygrwB/z8/vRTuevxl7Hb9Zb2f/T5etzuaI3dd1evo6Cg9Y97orZYNI1TKGJPI4dlRi07CXObUcEMLZeT9EKcvfiRT5fjJeD342uuUOLzNmK1WDrtl5Y2a3F/dP4+dkWn+6P19s4+l/HCSvGOauTvRj31RECDYE0tjcVFPK5qeVs1cqqpkN3S7AQo0bES+/9dV4fszXvQ2fva2fdAe75R/pZ6x8fpBYzT+6Z/k/kZ6u4+siZA7q6tW7dyww03MH36dA466KBW25588klWrlxJdXU1Q4YM4cQTT+Skk05qNfq8q9FDCsjNze3vZnfJ6CEFqW5CWpJ+SWwg9YvHEw2G4pfBHT2koE1Ocqb0iVKKlzzV3FdXiQHsY3dyhb2YF75dn/B1xV5/d7fFJOqXrjwukR90sM3j8fDrD9a0087o9+yeuw/r1msYQwGHG+U8Xr+T5xqqWKm8/E/5ubhgCIflFvZqAYtUHi9+v5+ioiE0NV+mP3DqBHJycqitrcVut+P3+6nVfACUuEwUFdmx2+0tfWXSNXQ9ltzS/fcxkdhzjxr8/XPF7y8mtq/OPpd+v59AMMi7QS9P+uvYbkQnko2x2DnNVsBPxuzDCxWbebLJzSYjyM2RCn7iKOCCwsGUmtNrgmH8sRL/umN/sfv09D3oyvva3c/s1wEf91RsIYhipiOfS0pG9PkofTI+Q15v96oEDcgA+dtvv+Wcc86hrKyMO+64o+V2i8VCaWkpPp+Pa6+9Frvdzuuvv878+fOprq7m17/+dbvPuWG7G4cjtatAaVr0INuw3Y1UNvqe9EtiA7FfGhujeavhyPcLSWzY7sbpjES3N9Tzlyce4ITTZuPI6d+ySr0VVoonjVreUdGRw59oLk4OFVLtjr7G+NcVE3v93d3W3rES8Ptxu+sA+N/XW9uM6AYCAR64dxEX/rp7ebGBQIBL517N1ioftoa+eQ0xh+FgD9NgnojUsN4IsrBmCy/XVnGmXkR5N5fHTYfPUGOjh6YEl+m/3lSFxWxhn72+z3EdOnQo9pwcPvr8+5UMwxEDzVAtdW876ruuCgYDXHfddWyr9mFtfv9i703E+L6jYvvq6HMZ8Ps58PjDGHPjNeTtPRGAIqVznKmQA4xc3FtrwDAYsqmBPxYU8i+LnzeUhzd8bt7x1XOUns9hmgubltqqtomOlfjXHfuD3r0H8c/Z3vvalc9JzHYV5JZIBV4M9tJy+FUgn43b63vUtkSS+Rny+bzduv+AC5BXr17NxRdfzNixY3nggQfIz/9+BuY+++zDihUrWt1/r732YufOnSxZsoSLL7643VFkpUibICOd2pJOpF8SG0j9kuh1xl5/wO9n6t67EwoFufnmm7FabXy8dmNaBsn1KsIDRhXfEMAEnKYV8UM9OhIUe42J3teebou/T2xbwO9nysRRBIPRyXMHTp3Qqs9is/PvXnQLJyeYnd8Rq9XGpc2TF7vazoDfT2Nj9GShsbERsylxiSqAYViZpw/iP6qRl1QdXyo/CyI7+Z0+qNtBcqK2JFNsv7tepu/sfTSbmuveVle13G612jCbLL1+LVarjfnz57N+m7vV+xX9n9btaK+dsdvfNxrZ69mHMeXkEHbXs/Geh3n5ygUUOp3R4Hm/aNAcf/wdbHPxrFHL//DzsuHmdRo4QstnpuZMeaAc/3q78jnrrq68r2ZztHSc2WztcD9VKsTtRiWNGOyOjYu0Ekxo/XKsJ+Mz1N3nH1ALhXz++eecd955HHDAATz++OOtguOOjBs3Dp/PR01NTT+3UAiRKqFwiFAoSFlZGcUlpQSDgVY1QdNhxS6vivCyUcfvjG18QwAXOlfo5S3BcTKFwiGCwQDFxaWUlJRRXPx9n8WC59jCJDOmTmDKxFH9tihLT/anaxo/1l3cqA9hN2x4MbjbqMSrejd6mk46Wo0tVvd21affcMEll7Pq02/S6oTQQPGCUccTVi+mnBzqX/8vXx9zFluXPImlOW0g9pktLi5tdfwN1ixcppcxRy9lCBY8GDyn6phnbOP/jAYCKnuXIo+9r/Hv+a7va3vLhMerU2FuNypxE2E0Vi7Vy7Cm+OQi2QbMCHJNTQ0XXHABBx98MHfeeWfCkeAXX3yRb775hnnzWpdd+vzzz3E6nRQWFiaruUKIFNE0LeFkjlRWCWhSBq+rBv5PNdDUPAS3OzZm6yUUa6n9Gtc0DV3XMYzvg4744FnTNJRS1NRU9cns/EQLJ/RmfwWamV/rpfzJ2EkFYe43qrlcL+vWKoLpLFZXGtquxhYLlH87r/uLwvQnc56Lh6yNfKlCaAq+u/VufM8tb/f+ifLHNU1jbxzspefwET7+ZtSznRDPqTpeU/VpM6IMXS9d2FW9rbHuURHuMCqpJsxQoicb9jTop2TLmgDZ7XYTCkVHeyKRCIFAgKqq6CUGl8vFXXfdRTgc5sorr2wzEmyxWCgoKKCwsJClS5cSDoc59dRTAXj11Vd57bXXuPTSSzGbs6a7hBBpwK3CfKaacGg6hZgpwEQ+ppbgLKAM3lQe/qka8BINQMdg5Vi9gPHYezWxLBkSBc+91VHt6J7uL1czcalexp+MnXyJn6dVLWdQlPb9m208Hg9bVZh9//YUX5pC5KBxRjCXX933KCUlZT16Tl3TmEou++iOhIHycVoBB6WoNFxf1CVuT09rrPuUwSKjkh2EKMPMb/TyXlV6yWRZE/HNmTOHVatWtfx7586dvPHGGwAsXLiQFStWUF9fz2GHHdbmsdOmTWPZsmUccsgh3HvvvTzyyCOcdNJJaJrG6NGjufXWWzn66KOT9lqEENlviwpyh1GBB6NNLWAXOgWYcBOJbgdGNAfGe2VAYJyJyjULF+ul3GFU8F/VSDkWfqrlpbpZA0IsUNz3vDPZ4/abyBk1gkHKxK9N5TiNvknLaS9QfiJWGk5Pfmm43tYl7mvfKj/LjFq2EaIIE1fo5eQP0OAYsihAXrZsWYfbjz/++C49z6GHHsqhhx7aF00SQmSRoD+ae+z1NmIxtz8BrCu+UwHuMirxYTAUS0swXEcEHwae5j+AoVg4Vi9gMjkSGPezcZqdM7ViHlM1vKDqKFdmJmuOzh+Y5hKlpaQTm93OQ5+v41FztDrChKCJi+xDyNF0GunbvPX4QPld5eVFVcdmgtxiVLC/lssJWgGFSUxb6igFJlnqVYQXVB3vqWiVh0JM/EYvT3n6VqoN7FcvhBBdEPD7mTEtOlt+xi7VGrrrC9XEvUYVARQTsXOxXtoqDzKoDNxEcBOdLPYDbG0u/2bKssJKKQzDaCk1lQlm6E52GiFeUw08bFRztT6IEVp6BpZd1ZdLmvcHvzJ40RytQFKy+gsumvwjcvo551XXNA7SnOyjHPxduXlTefhAeflE+ThKy+cwLa9PlyQPBALMnz+fk8+8CKs1PT6zYaV4U3n4m3LjR6ETLRf5C62g3/s/E0gPCCFEknyifNxlVBJAMYUcfq2XtZkkZNV0yjQLu2t2dtfsCXMjYxMGQ6FgspreLRZzc6mpmiqqqyupqanCarX1SW5lMhynFbAPDgIo7jEqcTev+Cf6xz9UdFW8YVj407SfkmNre+KplOqXEy2HpnOyXsR1+hAmYieA4iXl5jpjO9tU332+QqEg119/fdp8Zr9Ufm4wdvCcqsOPYg/sXKcP5mS9SILjZjKCLIQYcLo7W9xmt7Ny1VqmTdmtx3mCHxheHlXVRIDpWi6ztGJMaZQy0ZeX4WOlptIlt7K7dE1jtl5MjRFmE0EWG1XM0wel1fuVLapUiP9TDQCcohe1OSGMP9mC6HHaHydaQzQLl+tlfEITzxp1VBLmdqOCq3tYGztewO/H21yj25ugRncyU2ACyuApVcu7cekUJ+uF7ItDUrh2IacJQois017N4lju8MgRwxk5Yni3Zoxb7dHLoj3JE/yP4eGR5uD4x5qLs9MsOIau1Ubt1vPZ7eTmJje3sqOUju7WsbZpOnP0UlzobCDI681BnOhbLxhuwsAUctgjwSS5NnV9V63tt2NJ0zSmaA7m64MZi40GDO4wKqjt4hWERMdYwO9n30ljOLC5RveBUyew76QxrWp09/Vnrz0VKsSfjJ28q7yYgSO1PG7ShzBVy5XgOAEJkIUQWcfr8XDPoltwu2tb/xDZ7by/+suWhRFiiyb0pzeMBpapWhTRH6RfaYW9KikV8PvxeptHo7yN/bb4RibpSkpHT9JSCjQzp+lFAPxV1VOpQp08QnQmPlXiGz3EGnyYgZP09tcZiD/Zip2o9ie7pnOpXspwLNQQ4Q6jgoYuLCCT6BgLhUP4m5cCb2hoYNPmLfibmlotQpQMnyofNxk72EaIYkxcow/ieL0wLepApyvpGSFEVgn4/Rw8fS8gOqFu19EaV34+v513HUVFJf0eHL9rNPIXVQfA8VoBx+uFvRqpiY1Gxa8Yt+vr60i6VzPoqa6sHtZT++JgMjkEUTxh1GbUhMN0En8SU1NThcVm5xVrEwCHanmU9jKNoa/laiYu18spx8xOwiwyKvB1sgJffKWbdDlxNZTiFcPNPUYVTc0Tg/+oD2aklh4TBdOZBMhCiKwSW+p40+YtKRutgeiEvKUquijRMVo+R+pdW9q+I7HRqLXrvmDT5i2sXfdFt15fsi7lpoLNbqegIG71sLjguDej7pqmcZpeRA4aX+JnZXPupuieXU9ibv/oI7ZpYfIx8XOt95+N/pCvRWsBF2FiC6HoBNt2guT2TszjFwPJy8vrdmpXbzSqCHcblSxX0fJ5P9fyuUwvG7ALf3SXTNITQmQll8uVsn1/qfw8YFRhEC2b1FcBQOzHduKE8S23JevHNhMkKmcW8PuZMnEUwWB0dK8nZfoKNTMnaIUsU7U8p+rYS+UM6AUUeipW89ec5+JfjuhJ3XFaQVovY1ykmblCL+cWYyffEWCxUcUcvaxNCbj4E3OAkSOGEwqHcDpdrPlsPfX1dRw4dQLvrl5Hfj9PWI0oxZf4WWbUUE2EHDRm6yVZUdM7mSRAFkKIPrRRBbjXqCRMtFrFyVrv0iripdvKW5kgFA4RDAYoLi5F0zSUUtTUVBEKh7DR9X47WHPygfLyNQH+omq5UCvtx1Znt5FzzsOrKUZi5UAtN9XN6VS5ZmGuXs6tRgXr8POQUcVsvSRhYJ/oxNxmt5MbaZ6w6uyfCashpVhHEx8pH5+qJhrjFhq6WC/tdSWOgUgCZCGE6CM7VIg7jUr8KPYmh7O04l5NyEskHVbeykSapqHrOobRcR5pe3RN40y9mPnGdlYrHx8rH/vIiFy31Vp0hp9zOgCn6L2bsJpMwzUrl+ll3GFU8DFNXGFs5UAtlx9pLoamaCEZvzL4TDXxET4+V00E4tasL8TENC2XX2j5MhGvhyRAFkKIPlCjohN5GjHYHRsX6CWYU/Djn60T8dLBIM3CL7QCXlJunjJqE5YlS5VYbe/u1vhOtlfMXkBnmuZgtzTqv64Yq9m4XC/jWaOOjQR5SzXylmpkHDam6xY0c3JCqq0qyH+Uh/eUF39cUDwIM/toDqZoDkZhldJtvSQBshAi5TJl6eT2eFSERUYFtUQYgZVf62VYezlq09M+SfdlhTPd4VoeHyovWwjxglHHnhSltD3xk8Bi0jUv/VPl4zOasKLxS639sm7pbDfNzh9Mg1mvArylPHyovHxFgK9sAQ5Y8Q+e9bv5qbXv5z+ElGKN8vK2auRbvq+zPAwLU7Vc9tEcDJE0ij4lAbIQIuVi9UNnn39JxgXIhlI8ZFSzkzDlmLlcL8PRB5c0M7lPsplZ0zhLL2aBsZP/qEY+9TeSuumgmZOXXqvCPGZEq7ocoeVRrGV2+DFGszFGs3GSKmSFauTNSAN1g8p4NuDm5UA9u930O6q0CM5uPKehFE0Y+DBoQjX/1+BbFWClamzJK7agsZ/m4Eeai9EyUtxvMvsIFUKIFHtLefgCPzlozNXLyZPqBllvlGbjMC2P/1MN3FKzhatVGU5S976ne156WCkeNKppxGA3bByZpmXdesKlmThCy2eGT+OwS07nV48/zOcRP0NPP4k/qXr2iYT4qZ5H+S6Pa1QRviXANyrAN8rPdkKt0iUSGYSZmZqL6VqulGpLAgmQhRCih3aoEC8oNwC/0oooyfBRsZ7oaHnnbHaMls//VBPbw0EWU8Vv9PI2pb9E1MvKzXcEcKFzvl6Sdsus9wUdjZo33+F65yC+iwQ46y+PUf7zn7EGH2sMH2OtZoaccTLPmr1sjHjYTuLa5SbAgY4DnZzm/xZoJg7UnIzDJqPFSTTwvs2FEANCf09WiijFEqOaEIp9cXBABpSr6kvxK6PF7Lq8czazaTqXmkq5WVXyjRHgCVXDORRLALOLT5SPf6kGNOBcvYTCHp5E9vXk0/6c9zDWZGPdnHncc9jJrMwxWKEa+U4Ps/uN1/Buc/6wDozAym6ajR9odkZjxYmOBU2OoTQhtT+EEGktEAhw1x03EwgEOr8z0cDNZrczcsTwHq1apZTq0mjoP1Q9GwmSh87petGA+1Hrz+WdM0WpZuHG0lGYgfeUl3+ohlQ3Ka1UqzCPNucdH6XlM1HL6fFzdbQKZFc/s/G8Hg/3LLoFt7u235aFLlYmfqUX8Wd9KEeGcqj+v7f4WdjOFXoZd+vD+YNpMCfrReyrOSjSzFg1fcB9j6QzCZCFEGktNlktFAp26f42u5133vsciAZtaz5b36WgzWK2YLFYqayspKa6qsPR0I0q0LJ865l6Ma4Bmg9os9vJzW0/93UglJzb057L2XoJEE0lWC1LUQMQUgYPRKrwYbAHNn7RD3nHsc9sTU0VNTVtP7PtnVwH/H5mTJsIRFdWnDJxVL8FyQBOzcRPIzn87/y5HBF2MF7LSevVA0WUvENCiKxjtUdHmbozYclmt/Puh2sBeLeD0dAgiiVGDRHgIM0py7d2oKNRv2xygJ7L0c0B4BKjhvWqa1c7stmDdTvY0HyF5Ty9tF8WBLHZ7axcFf3MJrqC0d7JdSgcIhQKUlxcSnFxKcFggFD4+5zg7l61EtlJAmQhhGjWElh3sBzsqxYfOwhRgomTM7SWa18aCKPEXfELLZ9pmoMQinuNSmpUONVNSpnVhpcXPdVowPl6Kfn9eIWlJyfDMZqWON+3u1etRHaSAFkIIZpZLFauu+66doO9gulT+Y85gAaco5eQk6LLpOkUlGbDKHFfjBhqmsbZWgljsNKAwT1GJX7Vs2WtM1mlCrG0Oe/4GD0/rVYbTKXOvltE+pEAWQiRUgG/H6+3EYCgv28uafY0gLTZbMyfPz9hsOdHscetNwDR1dR2T+EPfzYEpemkr0YMLZrGJXoZxZjYSoglRvWAKn8Xaq533IRiqt3JUVlU77i3OvpuEelJAmQhRJ8I+P3U1lZz683X46mv7/Jj9p00hhlTJwBw8PS9+mSyTF8HkBtVgHtsDdiHDWGQYeJYraBPnlekXvwJmtfb2OvjL18zcalehg2Nj2niv6qxL5qZEV5UdWwiSD4mfl8ysl/yjrsjdsLdF++rGHgkQBZC9Fos0J229248uPhODpi6R5sfpESXsUPhEP6mJjZt3sKmzVsI+P2tJsukml8ZPGvUssDYyTY9QqCikjODubIgRJYI+P1MmTiq5QStryoaDNWsnNKcn/6sqqNCpc8x3V8+UT5eV57mvOMSCkypXWYh2ZUqRPaRAFkI0WtdCXQ7uoztcrlwuVxtbu+P9Iuu+lw1cZ2xnX8rDwo4MGzjw8N+yRAl6ytli1A4RDAYoLi4lJKSsoQVDXrqIM3JFHIIonjEqCacxakWNXH1jn+u5bOHnrz0o/bSqTqrVCFEZyRAFkL0mfYC3Z5oM7o3bWJSRoDqIiEeilRxl1FJDREGYeZqvZyTQrmEG/p3dT6RGpqmoet9u0iDpmmcqReTh84GgryqupZ2lGnCSvGQUY0Pg3HYWsrdJUtn6VTtVaoQojMSIAsh0lL86F5xcSmhULBfR4AMpfiv4WHW9q/4QPkwAUdr+VynD2E3mYkvesClmZilFwPwqqrPyvrIf1NuviOAE53z9JKU5x13R3sr8HWUu9xZxROPx9Pvy9yL5JAAWQiR1pIxArRRBbjZ2MnjRi0NRoQfYOM6fTDH6AUt+cbpVFpNdJ9SCsMwkl5VYpLmYKbmxAAeMaqzqvTbWtXEa83La5+rl1CgZUb6UUcr8HWWu9xeqlhvl7gX6UcCZCFEG5myklRv29moIiwzalhg7GQ9QZzoXFk0jKtN5QzRWgfCySyt1teVFQYyi9mC1WqjpqaK6urKhEsS97eTtELKMVNJmOdUXdL225/qVYRHjGoU8DMtjz21nFQ3qcs6WoGvs9zl9kaXe7rEvUhfEiALIdro65Wk+muyXU/bGUun+IOxnf80l+H6keZkgWkIR7mKU3qZuL8qKwxUNrudj9duZOXqdUDiJYn7e3TZpumcq5dgAv6rGvlE+fplP8liKMXDRjUeDMZgzciyh52twJfoylVno8u9WdVPpB8JkEWHejpClykjkKJvJcq/S9Vku/ZUqBA3Gzt5QtXSiMForPxeH8TpejHOflwSV6SOzW4nN9cJtA5ekjm6PFqz8fPmCWyPGzXUq0if7yNZXlZuvsSPA50L9FLMGZR3HNOTlCmpjDGwSIAsOtTTETpZy35gsZgt2HNyWvLvbHZ7S5CR7Ml2HalSIW4zKlrSKc7SirhGH8QoLX1Wt+rKiKfoG8nu6yO1fMZgxYPBY0Y1RgaWflthNPKaamhebr2Y4gzJO95Vb1KmpDLGwCABshCi12x2O2s+W98SaLzz3udtgoxU/6i4VZg7jErqiDAKKzfpQzhYd6XlrPv2RjxF30tmX5s0jXP1Euxo/A8/f8uw0m9fKT/LVLTe8QlaAZM1R4pb1Ln2KlUI0RkJkIUQfSI+0Ijl4vWn7uQ1e1SEO4xKqggzBAuX62WSTiFSokyzcK5eAsByVc8a5U1xi7qmQoW4z6giAhysOTlcy0t1kzrUUaUKIbpCAmQhRMaJLW0dy2s+ePpe7eY1+5TBnUYl2wlRipnfSHAsUmyy5uCY5nzkR40atqn0TkVrVBHuNirxYrAHdk7TitI+xaCjShVdISPPQgJk0S4pNSXSVVeWtgYIKIN7jEo2EaQQE1fo5RlTq1Vkt6O0fKaQQwDFvUYV3jSdtBdWigeMKioIMwgzF+klGTMprydVJWTkWcRIgDzABfx+amurufXm66mtrW4JgncdoZsxdQL7ThojQbLIGCGluM+o4hsCuNC5Qi+nJIOCY1mYJHlS0de6pjFbL2EIFqoI81AaTtpTSvGkquVLAuSiM0cvIzeDrr705H3t7cizyB6Z82sh+lwsCPY3NQHw4OI7sefksOaz9a1G6FwuFx6Ph5EjhhMKh7AhXxYiteKrZgCtqmYARJrrtK5tLkX1G72cQVpmjQLFZtmL/peqvrZrOpfopdxk7GAtfl5Sbk7QCpPejvb8n2pghWrEBFyil1I+QD5DUs9YgIwgD2jxQXBtnZtNm7fgb2qSuo4i7XVWNeNl5eYjfNjQuEwvY7gmo7AiPZVrFs7TS9GAf6oGVhmpn7SnlOJfRgMvKDcAZ2rF7K4NnEBRrt4IkBFkAbhcLlwuV6vbdh2hA2RtedGpZP6w2Ox2csNtq2Z8q/z8SzUAcJFeytg0qnEsUiedg55JWg7HaQW8pNwsVTUMVpaUndR5VYTHjBo+IXpl8Wgtnxm6MyVtSRW5eiNAAmTRjtgInbu+jhlTJ7By9ToK8gvlcpPoUH/8sHRnJnlAGTxm1KCAQzQXe2o5fdoWkbnSPeg5QstjkwqyBh93GpVcoZcxJMlB8kYV4AGjmmrC2NA4Uytmfz03qW0QIl1IgCzaFT9CJ7lYItnilwGG6AhgZ1cwXlJuKghThplfagVJaKUQfUPTNM7Wi6kzwqwnyK1GBb/Ry5MykqyU4m3VyLOqljAwBAsX6aUMzrCcYyH6kuQgCyHSUptlgFet7fAk7Uvl5w3lQQPO1ouxafL1JjKLXYtOKN0dGx4MbjMq2Ki+XwQnEAhw1x03Ewh0vDBOd/iVwcOqmqeag+PpWi6/1wdJcCwGvJT/goTDYWpqalLdDNED7X1ZS/1k0Ve6ujqfH8VSoxqAw7U8dhtAE4pEdrFrOpfpZYzHjheD240KvmsOkkOhIPcsuoVQqPcLiyil+Fj5uNHYwSrlw4LGLK2YczQ5uRQCUhQgB4NBHnnkEY455hgmT57MwQcf3LLtoosuYtOmTaloluimRF/WAb+fKRNHtaqfPGXiKAmSM0hnJzj9MYrVW3+z+KgmwmAsHCupFSLD2TSdS/Uy9iKHJhR3GBV8rfrmO9RQijXKyw3GDhY3LwBSjpnf6YM4SHem/Qp5QiRL0gNkj8fDKaecwu23385XX31FOBxumYTT2NjIW2+9xemnn8727duT3bSslqygJhQOEQwGKC4upaSkjOLiUoLBgJSOyxBdWSCmL0ex+kLhD6fzrjmADpyjF2ORH3iRBSyaxsV6actqe3calXyl9/x71FCKVYaX+cYO7jeq2UIIJzrHawX8UR8spRCF2EXSA+R7772XdevWYTKZ+OEPf4jV+v2HMhAI4HK5qK6u5qGHHkp207JaR0GNx+Np+esrmqah67qMRmSYWG3steu+YNPmLaxd90XKa2N3VJ7Lh8Eet8wH4Egtn9FS0k1kEYumcYFeyn6agyCKh60eRv76XL7SQzR2YWnqsFJsVyFWGI1cZ+zgIVXNdkK40DlBK+BmfShH6vnYJaVCiDaSXsXi3//+N5qm8fDDDzN9+nQOOOAA6uvrASguLubJJ5/kmGOOYcWKFclu2oCTqlrHgUCABxYv4sJL5mKzSUCTTmLHxMQJ41tuiz8m4tMvgv4AOF0Jn6cvdVSe62WLD9vgcoYYJn5uzu/3tgiRbGZN4zxKMFPDe3gZfeWvuR8PGB6KMTECKyM1KyV6hPLjjuJVs4/qSBM7CFFFmPgwOh8TP9XymKk5Jc9YiE4kPUCurKzEbrczffr0hNvHjRtHTk4OlZWVSW7ZwJOqWsex0ezZ518iAXKa6eiY2HVp8oOn78VHn29IWfm/94xGPjQHMYIhTjPyMFvkaoXITrqmcTbFjA7A7a88xb4n/JIKPUINEWpo4mPVBDYYv2gB/6Z1rnIeOoOwsK/m4GDNiVUCYyG6JOmflIKCAvx+P5s3b064/f3336epqQmns2cr9yxdupQ999yTuXPnttm2Zs0azjrrLPbbbz8OOOAAZs+ezRdffNHqPg0NDVx77bUceOCB7LXXXhx//PG89dZbPWpLJoivEiC1jgW0f0zEL02+afMWAn5/ylIv3jI8PKqi1W823nk/Q5WUdBfZTdc0pkVsfHXVfK4K5HOvPoI/6IM4QytipuZkdMRMzRv/5cchO2dpRczTy7lTH8YdpuFcZRrET/Q8CY6F6Iakf1qmTp2KUopZs2Zx//33t0wae+qpp7j22mu56KKL0DSNqVOndut53W43F154IUuWLEk4Kvnpp58ya9Yshg4dyjPPPMOSJUsIhULMmjWLqqqqlvtdeumlvPvuu9xxxx384x//4KCDDuKSSy5h9erVvXvhWUZKuQ1ciZYmTxalFH833DylalHA4SE7m+97NCVtEQNDOlZtgWh+8ijNxkzdxRl6MZcF8/h89qUcE3ZwsO7iB5odp2ZKdTOzklIq4Qqf6bycuei+pAfIF110ETabjR07dnD33Xfjbw6sbrrpJp5//nmampqwWCxccMEF3Xre5cuX4/P5eOWVV8jPb5uLuHTpUsrLy7npppsYO3YsEydOZMGCBbjd7pYR4g8//JD33nuP66+/ngMOOIDhw4fzm9/8hr322ov77ruv9y8+AyX6wHel0kF7JLDODP3xRd/ej0pXGUrxjKrjryo6Z+FkrZAjw46+ap4QbQT8ftzuWu5ZdAtud618Xw1wFrMFi8VKTU0VNTVVWK22VnN2YvMlJHUwOyQ9QB43bhwPPPAAgwYNavnBjP8bNGgQ9913HxMnTuzW886cOZPHHnuM4uLihNsXLFjAs88+i65//5JLSkoAWvKdV6xYgc1mY//992/12B/+8IesWrWKYDA9ylolU6IPfPyl9to6N5s2b2lT6UAphWEYrQIiqZGcOfryiz5+yeiamqqES0Z3VkUlrBSPqRreUJ5oOTetmMP0vF63TYj2pOr7Kl1HrEU0/WzlqrUArFy9jo/XbpS0xCyWksS96dOn8/rrr/Phhx/y9ddf4/V6cTqdjBs3jn333ReTqfuXhYYPH97hdofDgcPRerTpzTffBGDy5MkAbNiwgcGDB2M2t+6WESNGEAqF2LJlC2PHju1227JVokvt8cFQTOwsO75GsqZpKKWoqakiFA5hQ75kMkV3ywHGloxumfgXt2T0rpVUbHZ7m+A5qAweNKr5lCbMwIV6KZM1GTkW/asr31eBQID58+dz8pkXYbX2zahhe5OYA4FAq6tvFotVRipTILaip8zZyX4pm9liMpk44IADOOCAA1Ky/61bt3LDDTcwffp0DjroICD6w59ocmDstlg5ukQ0LfqXSrH9J2pH/LZdt3e0raP9JLrdnmPnk3Ub8foaWfLgYmZfcAm5jugXSbgxOsKs6dEayYZhdGu/PdVRvwxkwWD0x/2Us7r24261tA1mrRZLl/rVnmPHGYl+jmw5tpbH2HPsfPT5etzuOg6cOoEV73+OPef7H50mZXC3UcnXBLCjcampjHFxy0h399jtjBwriQ3Efml5zR18X4XDQa6//np++avZfRastndMP7h4EXcvugWIjmZfOvdqLrtiXqePS4VsPl6sViuXzr0aq9XardeXzX3SG8nsl+7uo98D5FdeeaXHjz322GP7rB3xvv32W8455xzKysq44447Wm7vbFGLjraPHlJAbm5un7WxN0YPKWhzm8djatm266hvR9sSid3fbNJb/hI9fuq9ixI+zqRr6LqGhtat/fZWon4ZyDweD9dffz1XXHFFl/u/rraW2tpahg4dypbNmyktLe3y/gKBHK677jrGjSprE0x4PNHPzrgx5S1tiSjFNZUb+DoSoEA3c0vZaHa3OXZ5XPeO3a6SYyWxgdQvXfm+it1n1OC+O/7aO6b/vPB6rr7yUoYOHcq2bdsoLi7eZYS5/c9XqmTr8XLXHTf3+LHZ2ie9lYx+8Xq7t8ZDvwfI8+bN69Fqapqm9UuAvHr1ai6++GLGjh3LAw880GpCX15eHtu2bWvzmNgl5UST/2I2bHfjcKR2OWVNix5kG7a72XUuVGNj9DVs2O7G6Yx0eVsisfuHI0bLX1ceH3tcxFAoFIahurXfnuqoXwYyrzf6fmzc4Sa3oev939gYve+OWj+eoLtb+zzzvMvZVt0ENO3ynG2PwacjtXyoPOSgcYVWhrk6yHqCnT6uN+RYSWwg9ktXvq96+hnqyn4Tf1dH/13tieBXbT9H7X2+km0gHi+dkT5JLJn94vN5u3X/pKRY9Gbmel/6/PPPOe+88zj44IO57bbbWi1zDTB27FjeeOMNQqEQFsv3ZxobN27EarUybNiwdp9bKdLmoE/Ulti/u7utvefv6n4TPk7F/XVjv72VTu9RqgX8fho90XzGRk8jJt3S5Xy67h4vPXnO/xielgl5F+qlDMaScF9mc7Tahtls7dP3Vo6VxAZSv3Tl+6qvPwsBv5/GxubPZWMjZlPrz2V/fPb6U6a0M5mkTxJLRr909/n7PUBeuHBhf++iS2pqarjgggs4+OCDufPOO1tVs4iZOXMm9957LytXruRHP/pRy+1vvfUWBx10UJuAWohMtOuKeAdOnYA9J4c1n61Pi0knXyo/T6taAE7RCpmo5bR7346WoRaiLySqyNMfdv1czkizz6UQA02/B8jHHXdcf+8CiC4UEgpFUxwikQiBQKBlARCXy8Vdd91FOBzmyiuvpKamptVjLRYLBQUFTJo0iZ/85CfccMMN5OTkMGTIEJ588km+/fZbbrrppqS8jkwSSz3pblUDkRwBvz86WfKhxcw+//vJkvFl+goL8qlz1zNyxPC0qCZSpUW433ATAWZqTn6spWZBEiE6qsjTH2Kfy7XrvsDpdNLY2MjECeNbfS5lIQohkidr1medM2cOq1atavn3zp07eeONN4DoKPaKFSuor6/nsMMOa/PYadOmsWzZMgBuvfVWbr/9di6//HIaGxsZP348Dz/8cLfrMmezXUtzAdhzcvrth6O3+qMUU7rbdTTqwcV3toxGxcTK9MVyyFPN5HLyiNWDF4M9sHOqVtSj+QtC9IU25QlXr6Mgv7DfRnNj36sTJ4xvuW3X71W5YiJE8vR7gPyTn/ykR4/TNI3XX3+9y/ePBbjtOf7447v0PLm5uVx77bVce+21Xd53utt19TqLuev5ponY7HbWfLY+aT8cvRUKRUsxHX/q7AETIMePErtcLjweT8socTqKoJhwz81U6AZlmLlQL8EswbFIMZvdTm44Wp5w17q3Ab8fb3O+sDdBvnBP9pVJ36tCZLt+D5C3bdvWUmR9V7HRIaVUq/+P3yZ6pyt5bT25bNfRD4dIH4kWc0lHf7P4KP7RQdiVxhxTGU6t+4sFCZEssVX2gsHoancHTp2A1Wrr9cpq8r0qRPro9wB5yJAhbW4Lh8NUVlailMLlcpGfn09dXR1erxdN0xgxYgSFhYX93bQBoaORxFhem1y2E6m0Wnn5jzmAikSYFS5gsCM9U3WEiGlZZa+kFLNJJxwxqKmWVUGFyCb9HiDHlnOOqampYdasWYwZM4Y//vGPrZZu/vLLL7nxxhsJhUI8+OCD/d20ASVTRhLFwBJSiueNOgDW33oPe1x2Q4pbJIQQQkDbWmf97E9/+hPfffcdd911V6vgGGCPPfbgnnvu4fPPP+fPf/5zspsmhEiyt5SHGiKUKBO/yB0ss/NFRmipcFFdRUVFBTXVVW0qXAQCAe6642YCgUAKWyqE6KmkB8grVqxA13VychLXNs3NzcVkMvH2228nt2FCiC7pq1JTXhVhuaoH4ARTIXMvvyptlsgVoiOxChfvrl4HwLur17XJPw6Fgtyz6BZCoWB7TyOESGNJD5CDwSCRSIQFCxa0rBgU09jYyIIFCwiHw222CSHSQyxnvbfB7GuqAR8Go7GyL44+ap0QyWGz28l1Nk+oc8qEOiGyTdLrIO+zzz6sXLmS5557jldeeYURI0a0TB7bvHkzwWAQTdMYP358508mhOgxj8eD2aSnZKGXGhXmddUAwAl6oVStEUIIkVaSHiBfddVVnHHGGTQ0NBAIBPj2229btsVKvOXk5DBvnlRVEKI/pMNCL39VbsLA3uQwTpORNyFiZLU8IdJD0lMsxo0bx0svvcRxxx1HUVERSqmWv4KCAn7xi1/w4osvMnny5GQ3TYgBIbYgwYeffcO8efP48LNvWtXF7m9bVJD3lBcN+KVekJR9CpEp+iqFSQjROylZanrYsGEsXLgQgIaGBnw+Hw6Hg7y8vFQ0R/SQjHRkLpvdjj3HzsKFC1m/zU2CdXz6zQtGHQo4WHMyRJNjR6Q3+Z4TYmBKSYAcLy8vTwLjDJUJC4z09XKwonfWqSbW4seKxjFafqqbI0SnMuF7TgjR91ISIFdWVvLMM8+wYcMGamtr212G+vHHH09B60S26MpysIFAgAcWL+LCS+bKJc1+ZijFC4YbgMO1PAq0lJ+fC9ErFouV6667TkaXhchCSf+F+uCDD7jwwgvx+/3t3kcpJbPa+1isUkEqKhakSleWg43VKp19/iUSIPezVcrLZoI40fmpJleNROaz2WzMnz8/6WlKQoj+l/QA+bbbbqOpqSnZux2w0qFiQappmoau62iG/IKlSkgpXlZuAH6h5ZOjJX1+sBBCCNFlSQ+Qv/rqKzRN46c//SmXXHIJI0eOxGqVy1P9JVaxwF1fx4ypE1i5eh0F+YWShyuSKrakdBlmfqi5Ut0cIYQQokNJH8bJy8vDbDbz5z//md12202C4z4UCASYP38+gUCg1e02u53c3OYVn3JlxSeRXD5l8GrzktLH6wWYJX1KCCFEmkt6gHzIIYcQiURkKel+EAoFuf766wmFgqluStIFlMFmFWSnClGjwnhUhAAKJBhLuddUPV5ZUloMIAG/H6+3uXqOt5FAB3NuhBDpKSUr6X333Xf8+te/5vrrr2e33XZLdhNEFrrR2MFOwq1vzIEfbfgYIxjEv/Yrtlx/K1RVpqaBA1StCvO6ik4MlSWlxUCwa/WcGQmq5wgh0l/SA+TLL78cXdf56KOP+MUvfkFubi75+W3roWqaxuuvv57s5okMtbfmIKJ8hFAEUYSa/wB0qxXHlL34wbL7CF35xxS3dGD5m3ITQrGXLCktBoiW6jnFpWiahlKKmprW1XOEEOkv6QHyihUrWkaRlFI0NjYmTLeQkSbRHSfqhZxIYavbGhobmDp5d8p3341hv59L7gH7sueDi3g57OVU5SQSCLS6DGoxyyIifWmbCrJSlpQWA1Sseo5hGKluihCiB5IeIA8ZMiTZuxwQZMW4tnQ0jECA0M5Ktl5xLQVnnETZeafzH3OATeEdvHDoETRu2gzIZdD+8KLhRgEHarkMkyWlhRBCZJCkB8hvvvlmsneZ9QJ+P/tOGoO/ub70gVMnYM/JYc1n6yXYizEMqpY8xY7/rODgpx9hox5i71eeYNv8W2lc+WHWXgZN1QIxXys/n9GEBY1jtYKk7luIdCcreAqR/tKyWv9pp53GNddck+pmZIxQOIS/qYlNm7fQ0NDAps1b8Dc1EQqHUt20tKCUwjAMlFK43/uQK/35jI2YsRQWMOquBZRffHbClJ5AIMBdd9zcpmxeJohfIKaosICRI4YnbYEYpRQvGHUA/ERzUSRLSgvRSmwFz4FYcUiITJGyX64vv/yS7777jlDo+yBOKcWmTZtYs2YN69atY+HChalqXkZyuVy4XC7CEcl5g2iQaLXaqKmuarnNarVRYrZxcVDjhEf+zMg551F6zqnoLifVV13b6vGZvAx1bIGY+JOkZOVYf4SP9QRxoHOELCkthBAiAyU9QA4Gg1x66aX85z//6fB+TqczSS0S2cpmt/Px2o3U19dx4NQJvLt6HfnNqwiGGkNsuH0x2tadDF9wDcUnHs04DAyyZzlqm92e9HSRsFK8ZLgBOErLI1czJXX/QgghRF9IeorFsmXLePvtt1FKtfs3ZMgQrrvuumQ3TWQhm91ObvPJVq6z7SqCDW+8w5arbsQIBhl84jEss3gJq+wJkpNthWqkgjBFmDhERo+FEEJkqKQHyH/729/QNI0f/ehH3HDDDTgcDjRN46abbuLUU0/F6XRywQUXcOihhya7aWKAalzxAZvmXkukqYmPzUEeNKoISZDcbX5l8DflBuBYrQCLlGoUQgiRoZIeIG/ZsgWLxcK9997LSSedhNUaLf90wgkncN1113HjjTcyf/58li9fnuymiQHM+8FHfDbr19gUfEwTi41KghmQbhHw+6mtrebWm6+ntrY6pUva/lM10IDBMCwcoOWmrB1CCCFEbyU9QI4FxKp5hE7Xo01oai5RdsQRR2Cz2Xj44YeT3bSM5/F4Wv5E99V/sIaLAnnkoPE//DxgcmNy5OD1NqY08GxPbEnbaXvvxoOL72Ta3rsxZeKolLS1QoX4p6oH4GS9EF1Gj4UQQmSwpAfII0aMIBQKccEFF9DY2EhpaSkATzzxBE1NTbz77rv4/X42bdqU7KZlrPiSXnl5eUkt6ZVtRikzl4YKCdW5WW9V7PXoPcyYtmfKAs+OxC9pW1JSRnFxKcFgICXl/Z416ggD++JgvJaT9P0LIYQQfSnpAfJxxx2HUor33nsPr9fL7rvvjlKKO++8k3322YfZs2ejaRrl5eXJblrGipX0enf1OgDeXb1OFgnphcFh+OTk2YTr3BQcMJVxl16YssCzK2JL2qZqefZPlY/PaMKKxkl6YecPEEIIIdJc0gPkk08+mWOOOaYlxeLcc8/FbDa3qWRx6qmnJrtpGa2zag2ie7xff8f2hXcDUH7RLBxjR6e4RekppBTPNC8KcqSWT7EsCiKEECILJP3XTNd1brnlFs477zwKCgooLy/n0Ucf5ZFHHmHz5s2UlZVx9NFHc+KJJya7aSJLWSxWrrvuOiwWa7ce1/DmCur//R/yD5vJHrddn1U1kvvKv1QDVYQpxcxPpaybEEKILJHUEeRvvvmGv/zlLwD84Ac/aFmdbNq0aTz00ENMnDiRq6++WoJj0adsNhvz58/v0Wp4O2+9j3Ctm7wpk3jLnF45yKlWo8L8o3li3ql6oZR1E0IIkTWSFiD/85//5Nhjj2Xx4sUJt69atYpXX32Vk08+mbfffjtZzRowLBYrc+Ze3e1R1P6glMIwjJY0m3QWcdez/eZoqsVr5ia2q9TkIQcCAe6642YCgUBK9p/I86qOIIpJ5DBJc6S6OUIIIUSfSUqAvGXLFq6++moikQg1NTV89913be7zv//9D4BwOMwVV1xBRUVFMpo2YNhsNi77zbwejaL2FYvZgtVqo6amiurqSmpqqrBabWlfbaPhzRVU/v2fhDV4zKgmkuTAPuD343bXcs+iW3C7a9OimsYXqonVyoeZaFk3IURrmTQQIIRoKykB8gsvvEAgECA/P59nnnmGsWPHtrnPOeecw7Jly8jPz8fn8/H8888no2kiiWx2Ox+v3cjK5mobK1ev4+O1GzNiQuE3196MU2lsIMj/qYak7Tfg97PvpDHMmDoBgBlTJ7DvpDEpDZLDSvF088S8n2p5lGvpfYIjRDJl6kCAEKK1pATI77zzDpqm8bvf/Y6999673fvtt99+/P73v0cpxZtvvpmMpokks9ntFBQUMWfu1RQUFGVEcAwQqnNzYjC6OtxflTtpqRahcAh/UxObNm+hts7Nps1b8Dc1pbTk3JvKww5CFGHiSC0/Ze0QIh3FBgI++WJzy1/8QEAgEMDrbQSILkKURmlTQojvJSVArqioQNM0jjjiiE7v+7Of/Qxd19mxY0cSWiZSoT/SPZKRo7u3YWU/zUGY5KdauFyulr9UqlQh/qbcAJykF2LTkl4pUoi0Z7PbcTpdLX/xAwEPLF7U6orQA4sXpaqZQogOJOXXrb6+npycnJZlpjtitVqx2+14vd4ktExkg2Tm6P5KK8KFnvRUi3SwVjVxk7ETP4rx2NkXmZgnRHddeMncVmlmF14yN8UtEkIkkpQAOZZXXF1d3el9d+zYgc/no6CgoP8blmV6Wu83kyU7R9elmThdLwbg76qeOhXul/2kE6UUrxn13GlU4sNgD+ycr5ekbOU+ITKZzWZrnWaWwonTQoj2JSVAHjduHABLlizp9L73338/ABMnTuzXNmWj3tT7zVT9maPb3iz0fTUHe2IniOLvzXWAs1VAGTyoqnlRuVHAYZqLuXoZLs2U6qYJkbHSoaqQEKJjSVlJ75BDDuHdd99l6dKlhMNhzjvvPMrKylrdZ8uWLdx33328/PLLaJrGkUcemYymiSzRl/m58bPQY3adhf5LvZC1xg5WqEYOU3kMzsJKDpUqxGKjim2EsKJxllbM/npuqpslhBBC9LukBMgnnngiTzzxBJs3b+bJJ5/kqaeeYujQoZSWlmIYBpWVla0m5U2aNImf//znyWiaEG3EZqG76+uYMXUCK1evoyC/sNVEm+Galf21XN5XXl423FxsKk1hi/ve/1QTDxnV+DAowcTFehkjtIGTuiOEEGJgS0qKhc1m4/7772fYsGEtl623bt3Kxx9/zKeffsqOHTtQSqGUYs899+Tee++V/EaRUja7ndxcJwC5uc6E5eiO1QowAx/h4zuVPaWaVhqN3NWcbzweO3/QB0twLIQQYkBJWo2msWPH8sorr3D55Zczbtw4NE1rCYpNJhOTJ09m/vz5/OUvf6G0NLtG40R2KtHM/EiLpnW8YNSlbMWsvlyxa6XRyFJVgwIO1VxcrpfhlHxjIYQQA0xSUixinE4nF154IRdeeCGhUIj6+np0XSc/Px+TSX6EReY5SstnhWrkGwJ8ThOTklj6rCu50t3xblxwfKSWx3FagVzJEUIIMSClrMq/xWKhpKSEoqIiCY5FxnJpJn6m5QHwouHGSOIocl8u3f2e0chjEhwLIYQQQAoDZCGyxWFaHnnobCPE+yq5C9x0JVe6M+8ZjTzaHBwfIcGxEEIIIQGyED0Rv7S1TdP5hVYAwCvKTShFucg98e/GOpYY0eD4Z1oex0twLIQQQmRngLx06VL23HNP5s5tu4RnR9vmzZvHuHHjEv7V1tYmo+kiQ4RCQe5ZdAuhUBCAgzQn5ZipJcJbypPi1nXN+4aXm2s2o4Cfann8UoJjIYQQAkjyJL3+5na7mTdvHmvXrm2zQlFH2+JNmTKFe+65p83thYWFfd5ekT3MmsZxegEPGNW8quo5SDlxaOl3/hlSio+UjxWqkS+ILsf9Uy2PEyQ4FkIIIVpkVYC8fPlyfD4fr7zyCieeeGKXt8WzWCxSZm4A6csSafviYBRWNhLkn6qe47X0OanarIKsUI28r7z4MAAwAb/KL2Nmox2Q4FgIIYSIyaoAeebMmZx66qkJq2J0tE0MPH1dIg1A0zRO0Au5zajgX6qBqSo3pQtshJVipWrkP6qRzQRbbh+MhYM0JwfquUwuKGa9100GpU0LIYQQ/S6rAuThw4f3aFtf0LToXyrF9p/qdiRTe681/v1I1C/2HDufrNuI213HgVMn8O7qdRQUtF5OOv5xu+6nvW3jNTsHqlzeVV4eNqr4o2kwtl6kWnTl9VmtVi6dezVWq7XltnVGE08btewgDIANjWlaLgfpTsZiRdO0AXm8dEb6JDHpl8SkXxKTfmlL+iSxZPZLd/eRVQFyX6itreXqq6/mww8/JBKJMH78eC677DLGjx/f4eNGDykgNzc3Sa3s2OghBaluQtJ4PNErAmaT3vIH0T5wuVyt7puoXwKBQq677jr22XNMm9z02HMneq6Otv3OcHH+jq/ZHg7yzxwfc4uH9fvru+uOmwGoDAe5r247//HVA1BusnBGfjmH5BaQoye+ejKQjpeukj5JTPolMemXxKRf2pI+SSwZ/eL1du8KsQTIcZxOJ6FQiEmTJnHWWWdRV1fH4sWLOeWUU3jppZcYO3Zsu4/dsN2NwxFKYmvb0rToQbZh+8C5ZN7YGK0YEY4YLX8QfT+czgjQeb+ced7lbKtuApoSPnf8c3VlG8BZqohb2MnfGmsY6dOZrPdshb2uvD6ITr77t2rg70Y9QRRmopPvjiIfW4POjoa2lTUG4vHSGemTxKRfEpN+SUz6pS3pk8SS2S8+X/fWKZAAOc4f/vCHNrdNmjSJmTNnsmzZMubPn9/uY5UibQ76dGpLf2vvdSbqg+72S+y+7T1XR885FhtHa/n8VdXzmFHDfKwUaN3/uHX2+pRS/A8/zxi1VDSnU+yJnVP1Iso1S4fPsetzie9JnyQm/ZKY9Eti0i9tSZ8klox+6e7zS4DcCZfLxdChQ9myZUuqmyIyzJFaPmuVn28J8KhRw+V6GXofJVp5MHjHqGeFamwJjEswcbJexGRypGSbEEII0QvpV6g1RYLBINdddx2vv/56q9vdbjdbtmzp90l+onc8Hk/LX7owaRrn6iXkoLEOP693soBI/Op8iUSUYnXIx8QH7+A6u5sXlZsKwuSic7SWzw36EKZoDgmOhRBCiF7KqhFkt9tNKBTNA45EIgQCAaqqomW8DMNA1/WE21wuF3a7nbq6On7/+98TDAaZNGkSO3fuZNGiRWiaxhlnnJGaFyU6ZDFbsOfkMHLE9ycw9pycXpVr60slmpnTtWIeVtW8pOrYQ9nbLf0WW51v9vmXtJowqOfYecZfxxuerdQYYUp/eggGMAE7B2lOpmgOLBIUCyGEEH0mqwLkOXPmsGrVqpZ/79y5kzfeeAOAoUOHsm3btoTbFi5cyPHHH8+f//xnFi9ezKJFi6ioqKCwsJC9996bF154ocMJeiJ1bHY7az5bj7u+jhlTJ7By9ToK8luXa+trAb8fr7cRAK+3EYvZ0uH+9tdz+dxo4n3l5WGjmj/og9qUfmvvOb/SQ+z3rxd4LhCtSlGsmVhz530sueAqRuYW9M8LFEIIIQa4rAqQly1b1qvH2+12rrjiCq644oo+apFIBpvdTm7YCUBurrPfg+MpE0cRDEbTIGZMnYDVauPjtRs73O9pWhHfqgA7CPGgUc3P9XxGN9cjDvj97DtpDP6mppbnzC0r5dL33+E9m5+cEcMYjM7ZjhJ2awozetH9FJ9/Tb+9RiGEEGKgy6oAWYj+FgqHCAYDFBeXomkaSilqaqoIhUPYaD9AztF0ztWLudWo4DOa+MxoYhgWfqg52TOs8Dc1sWnzFlwuF2831HDrzu94T/ejK9jy4FL+u+g+/hKIroaXTikkQgghRDaSAFmIHtA0DV3XMQyjy4/5gWbnWn0wbykPHygvWwnxtKrDYoc9br+Rb+1m/hOs47/Kg628jGGGiXPMZZTPvhr3CecnLYVECCGEGOikioVIK51Vcsh0QzUrp+vF3KYPY5ZWzFhshDQY9MujudFXwX+b6rEA62+5i7mBPEZo1mgKSW5yUkiEEEIIIQGySDOxSg6hULDNtmwKnm2azkG6k2tMg7jan8fWx57GpelMsuZyh3Mom+9/DBNSmUIIIYRIBQmQRcboKHjOZIOVmW+v/zNLXcO5vWwMQ02SXyyEEEKkkgTIQrTDYrEyZ+7VWCyJ6xa3p6cj3bLAhxBCCJEeJEAWoh02m43LfjOv1aIdXZGtI91CCCHEQCEBshBCCCGEEHEkQBZCCCGEECKOBMgiI+y6FHPA709xi4QQQgiRrWShEJH2Ei3FbM/JYc1n66UmsBBCCCH6nIwgi7QXCodalmKurXOzafMW/E1NhMKhVDctaXpaUUMIIYQQ3ScjyCJjuFwuXC5XqpuRErGKGkIIIYTofzKCLNKG5BkLIYQQIh3ICLJICwG/nykTRxEMRhfXmDF1AlarjY/Xbkxtw9qhlMIwDJRSqW6KEEIIIfqYBMgiLYTCIYLBAMXFpWiahlKKmpqqtMsztpgtWK02amqqWm6zWm1YzLI8tBBCCJEtJEAWaUXTNHRdxzCMVDclIZvdzsdrN+L1NbLkocXMPv8Sch1OqaYhhBBCZBEJkEVWSGaVB5vdjs1u57fzruv3fQkhhBAi+SRAFmmlp7m9UuVBCCGEEH1FAmSRFjrK7U23PGQhhBBCZDcJkEVaiOX2uuvrmDF1AitXr6MgvxCb3U6oUQJkIYQQQiSPBMgibdjsdnLDTgBycwfexDePx9Pqv0IIIYRIDVkoRIg+1NliJ4FAgLvuuJlAINBym8VswZ6Tw8gRwykqLGDkiOHYc3KkdJwQQgiRIhIgC9FHYoudzJg6AYgudjJl4qhWQXIoFOSeRbcQCgVbbrPZ7az5bD0rV68DYOXqdaz5bP2AG0EXQggh0oWkWAjRRzpa7MSGvc3ossVsaQmCB3p6iRBCCJFOJEAWoo8lWuwk4Pez76Qx+JuagOjosj0nR0aKhRBCiDQkKRZCJEEoHMLf1MSmzVuorXOzafMW/E1NUsJOCCGESEMygiwyRjZUeXC5XLhcrlQ3QwghhBAdkABZpL34Kg8xUuVBCCGEEP1FAmSR9mJVHry+RpY8tJjZ519CrkMmsgkhhBCif0iALDKCzW7HZrfz23nXpbopQgghhMhyMklPCCGEEEKIOBIgCyGEEEIIEUcCZCGEEEIIIeJIgCyEEEIIIUQcCZCFSBMWi5U5c6/GYrGmuilCCCHEgCZVLIRIEzabjct+My/VzRBCCCEGPBlBFkIIIYQQIo4EyCKtSJqBEEIIIVJNUixEWpE0AyGEEEKkmowgCyGEEEIIEUcCZCGEEEIIIeJIgCyEEEIIIUQcCZCFEEIIIYSIIwGyEEIIIYQQcSRAFkIIIYQQIo4EyEIIIYQQQsSRAFkIIYQQQog4EiALIYQQQggRJysD5KVLl7Lnnnsyd+7cbm0D+PjjjznttNOYPHky++23H5dffjkVFRX93WQhhBBCCJEmsipAdrvdXHjhhSxZsgSbzdblbTHr16/n7LPPZtiwYbz00ks8+uijbN26ldmzZxMKhZLxEoQQQgghRIplVYC8fPlyfD4fr7zyCvn5+V3eFvPwww9TWFjIggULGDNmDHvttRe33HIL33zzDf/85z+T8RKEEEIIIUSKZVWAPHPmTB577DGKi4u7tS1m5cqVzJgxA7PZ3HLb2LFjGT58OO+8806/tFkIIYQQQqQXc+d3yRzDhw/v0TYAn89HRUVFwvuNGDGCDRs2dPh4TYv+pVJs/6luR7pJVr+0PL8W99fJflN53Mjx0pb0SWLSL4lJvyQm/dKW9EliyeyX7u4jqwLk3vB4PAA4nc4225xOJ9u2bevw8aOHFJCbm9svbeuu0UMKUt2EtNTf/eLxmADQNdBQ6Frb/ZpNestfbJvL5erXdnVGjpe2pE8Sk35JTPolMemXtqRPEktGv3i9lm7dXwLkPrJhuxuHI7UT+TQtepBt2O5GqZQ2Ja0kq18Cfj9Wq43KysqW26xWG1srvYTC0WMjHDFa/iB63Didkf5rVAfkeGlL+iQx6ZfEpF8Sk35pS/oksWT2i8/n7db9JUBulpeXB3w/khzP4/FQUFDQ4eOVIm0O+nRqSzrp736x2ux8vHYj7vo6ZkydwMrV6yjIL8RqsxNspwpKOrxX6dCGdCN9kpj0S2LSL4lJv7QlfZJYMvqlu8+fVZP0eiMnJ4ehQ4eyadOmNts2btzImDFjUtAqkWlsdjsFBUXMmXs1BQVF2Oz2VDdJCCGEEN0kAXKcmTNnsmLFilY1j7/88ku2b9/OIYccksKWiUxis9m47Dfz2q23LYQQQoj0llUpFm63uyW4jUQiBAIBqqqqADAMA13XE25zuVzY7XbOPfdc/v73v/O73/2Oiy++GI/Hwx//+EcmTZrET37yk9S8KCGEEEIIkVRZFSDPmTOHVatWtfx7586dvPHGGwAMHTq0VSWK+G0LFy7k+OOPZ+jQoSxdupRbbrmFY489FpvNxiGHHMJVV13VElwLIYQQQojsllUB8rJly3r9HHvuuWefPI8QQgghhMhMMiwqhBBCCCFEHAmQhRBCCCGEiCMBshBCCCGEEHEkQBZCCCGEECKOBMhCCCGEEELEkQBZCCGEEEKIOBIgCyGEEEIIEUcCZCGEEEIIIeJIgCyEEEIIIUQcCZCFEEIIIYSIIwGyEEIIIYQQcSRAFkIIIYQQIo451Q0QYiDxeDyt/iuEEEKI9CMBshBJYDFbsOfkMHLE8Jbb7Dk5WMyWFLZKCCGEEIlIgCxEEtjsdtZ8th53fR0zpk5g5ep1FOQXYrPbU900IYQQQuxCAmQhksRmt5MbdgKQm+uU4FgIIYRIUzJJTwghhBBCiDgSIAshhBBCCBFHAmQhhBBCCCHiSIAshBBCCCFEHAmQhRBCCCGEiCMBshBCCCGEEHEkQBZCCCGEECKOBMhCCCGEEELEkQBZiCSyWKzMmXs1Fos11U0RQgghRDtkJT0hkshms3HZb+aluhlCCCGE6ICMIAshhBBCCBFHAmQhhBBCCCHiSIAshBBCCCFEHAmQhRBCCCGEiCMBshBCCCGEEHEkQBZCCCGEECKOBMhCCCGEEELEkQBZCCGEEEKIOBIgCyGEEEIIEUcCZCGEEEIIIeLIUtO9EIlEWv6/uroKh8OXwtaApoHTEqS6uh6lUtqUtCL9kpj0S1vSJ4lJvyQm/ZKY9Etb0ieJJbNffD5vy//Hx2/tkQC5F7Zs2dLy/4fMmJLClgghhBBCiK7YsmULEydO7PA+kmIhhBBCCCFEHBlB7oXhw4e3/P/7H3+Nw+FIYWuilypGDylgw3a3XMKJI/2SmPRLW9IniUm/JCb9kpj0S1vSJ4kls198Ph8HTNkdaB2/tUcC5F4wmUwt/+9wOHA4clPYmuiBlpubi8MRkg9gHOmXxKRf2pI+SUz6JTHpl8SkX9qSPkksVf0SH7+1R1IshBBCCCGEiCMBshBCCCGEEHEkQBZCCCGEECKOBMhCCCGEEELEkQBZCCGEEEKIOBIgCyGEEEIIEUcCZCGEEEIIIeJIgCyEEL0UCEfY0eAnEI50a5sQQoj0JAuFCCFED0UMxeOrNvPCJ9sJhA1sZp0TJg/hrGkjANrdZtK1FLdcCCFERyRAFkKIHnp81WaeWr215d+BsNHq3+1tO+eAkclrpBBCiG6TFAshhOiBQDjCC59sT7jthY+3tbvtxU+2S7qFEEKkOQmQhRCiB2p9IQJhI+G2QES1u80fNqj1hfqzaUIIIXpJAmQhhOiBIocFmznxV6jNpLW7zW7WKXJY+rNpQgghekkCZCGE6AGb2cQJk4ck3HbClKHtbvvl5CHYzKb+bJoQQohekkl6QgjRQ7FqFS9+sh1/2MBu1vllXBWLzrYJIYRITxIgCyFED5l0jXMOGMlpU4dR6ws1p118Pzrc0TYhhBDpSwJkIYToJZvZxOC8xMFvR9uEECLbBcKRjBwkkABZCCGEEEL0qY4WUsqExZJkkp4QQogOBcIRttT6pH6zEKLLYgspxUpexhZLenzV5hS3rGtkBFkIIURCmT4CJIRIjY4WUnrxk+2cNnVY2qdbyAiyEEKIhDJ9BEgIkRodLaSUKYslSYAshBCijc5GgCTdQggREwhH2NHgb/le6GghpUxZLCltUyyWLl3KbbfdxmGHHcaiRYtabVuzZg13330369atw2QyMXHiRK688krGjx8PwD333MO9997b7nN/9dVXCW/v6HEvvPACe+21Vw9fjRBCZJaujABJdQ4hBraO0rBOmDyEp1ZvbfOYTFksKe0CZLfbzbx581i7di02m63N9k8//ZRZs2Zx9NFHc+211+L3+7nllluYNWsWy5cvp7S0lHPOOYdTTjmlzWP/+Mc/EgwGO9z/oEGDeOGFF9rcXlhY2PMXJYQQGSY2ApQoSM6UESAhRP+KpWHFxNKwoGsLKaWztAuQly9fjs/n45VXXuHEE09ss33p0qWUl5dz0003oevR4fsFCxZw6KGH8tZbb3HSSSeRm5tLbm5uq8e9//77rFixgr/+9a8d7t9kMlFaWtp3L0gIITJQbCntTB4BEkL0nV3rGXdlIl4mL5aUdgHyzJkzOfXUUzGZEnfiggULaGpqagmOAUpKSgCorKxM+BjDMFi4cCEnn3wyY8eO7ftGCyFEFsr0ESAhRO+1l0Zx+B5lXUrDytTFktIuQB4+fHiH2x0OBw6Ho9Vtb775JgCTJ09O+Jjly5ezadMmHn300T5poxBCDASxpbRP328YTlcOjZ4mrO0MXgghslN7aRRhQ2V1GlbaBcjdtXXrVm644QamT5/OQQcd1Ga7UooHH3yQE044geLi4k6fz+/3c8MNN7BixQp8Ph8/+MEPuPDCCznggAM6fJymRf9SKbb/VLcj3Ui/JCb90pb0SWJ2i4nhRQ42+IMolerWpA85XhKTfmkrU/ukozSKv362g+MmDeaZj7a12fbLyUOwWzo/mU5mv3R3HxkdIH/77becc845lJWVcccddyS8z/vvv8+3337b7vZ4DocDm81GeXk5t99+O36/n8cee4yzzz6bxx57rMMgefSQgjZ5z6kyekhBqpuQlqRfEpN+aUv6JDHpl8SkXxKTfmkr0/okuoJm+2kUFx6yGyX5OTy6cgO+YASH1cQ5M0Yz97Ddu7WYUDL6xevt3oh2xgbIq1ev5uKLL2bs2LE88MAD5OfnJ7zfP/7xD3bbbTfGjRvX6XPOnj2b2bNnt7ptypQpHHHEESxZsqTDAHnDdjcOR2oLX2ta9CDbsN0tozxxpF8Sk35pS/okMemXxKRfEpN+aStT+yQQjnSYRtHk9XP8nuUctUcJtd4QRbnRiXibdtR36fmT2S8+n7db98/IAPnzzz/nvPPO4+CDD+a2227DarW2e9+VK1dy+OGH93hfZrOZsWPHsnHjxg7vpxRpc9CnU1vSifRLYtIvbUmfJCb9kpj0S2LSL21lWp9YTR1Xs7GaTCgVvd+g5ol4PXl9yeiX7j5/xq2kV1NTwwUXXMDBBx/MnXfe2WFwvGXLFrZt28bEiRO79Ny33norzz33XKvbgsEgX331VaeTB4UQQgghss1Z00Zw2tRh2JtXxrObdU6bOizrq9mk3Qiy2+0mFIqmKkQiEQKBAFVVVQC4XC7uuusuwuEwV155JTU1Na0ea7FYKCgoaPn31q3RM56RI0cm3Nftt9/OmjVrePrpp4FoObibbrqJSCTCQQcdhNvt5sEHH6SiooKbb765r1+qEEIIIURai1WzydR6xj2VdgHynDlzWLVqVcu/d+7cyRtvvAHAwoULWbFiBfX19Rx22GFtHjtt2jSWLVvW8u9YXWSXy5VwX1VVVWzatKnl37/97W8pLCxk2bJl3HzzzTidTsaPH89f/vIX9t577z55fUIIIYQQmSZT6xn3lKZUJmXDpBev14vT6QTgs6+24nCktoqFpsGYoQWs35ZZkwD6m/RLYtIvbUmfJCb9kpj0S2LSL20N2D5RULDYhubXqLvS32ZzMvvF5/MyadwwABobGzutPJZxOchCCCGESF+BcKS5PFgk1U0RKeZ61krxLTkUPGKDDDsc0i7FQgghRPYLhCMDKp9xIGhvSeKzpo3oVk1ckR0sX+mU/DEHgJrfNUGGfcwlQBZCCJE0EkRlr/aWJAY454DEk+VFdtKaYNDFueh+jcYjgzScEUx1k7pNUiyEEEIkTSyIii08EAuiHl+1OcUtE73R0ZLEL36yXdIt+kEgHGFHgz8t+7bkuhysX5sIDY9Q9ecmyMBzXxlBFkIIkRSdBVGnTR0m6RYZqtYX6nBJ4lpfaEBVQOhP6X4VxvmKhby/2FBmRcViH0Z+Zs5KlBFkIYQQSdGVIEpkpmgueeKQwm7WKXJYktyi7JBolDidr8KYN+iUznMAUHO1n8CU9Bvd7ioZQRZCCJEUsSAqUZAsQVRms5k7XpJYrgx0T3ujxKfsMzR9r8IEYNAlDnSvhveQEPXnB1LTjj4iI8hCCJFFepqXmIx8xlgQlYgEUemno2Mi0baBuiRxf2hvlPiR9zal7VWY4j/lYPvcTLjcoHKRL+MjTBlBFkKILNDTvMRk5zPGgqUXP9mOP2xgN+v8snl/Ij10dEwAHR4v5xwwktP3G4bTlUOjpwmrSU56uqujXP1/rqtIy6swua9ZKHjUhtIVFfd4MYoyM+84ngTIQgiRBXpaYivZpbliQdRpU4f1qA6y1E/ufx0dE0Cnx4vNbGJ4kYP1TcGBtWpcH+koVz8QURyzVzl//Xxnm21dvQrTl58hy3c6hYvsOP8WDczr5vrxT8/cvON4EiALIUSG62l1iFRWlbCZTd2qapDuM/ezRUfHxAsfb4uuDZxAXxwvcvIT1Vmu/rnTR+K0mbt9FaYvP0PmDTpFd9txvmRBMzSUrqg/LUDdnLZ5x9bIJ+g04TdN79Y+Uk0CZCGEyHA9LbGVSaW5ZBGK5Ohs9BISDwn35niRk5/WOpvw6LCae3QVpi8+Q+YtOoV323A9b0WLaChN4TkuSN3lfkJj2h43ecGHKAleg8LOhtxNoGVO2JnhKdRCCCF6WmIrU0pzySIUydPRMWEzaf1yvKRz2bJU6cqEx+hVGHuX0yp68xmybNApvTqHET90kfeMDS2i0fjzIFte91B5t69tcKwiFAd+T2nwajQM6i0XZVRwDDKCLIQQ/cq+ykT+Iza0UPNImAEo0JoH4wyXwvPLIL5Dwj0esuhpia1uPS6FuaSZNNKd6To6Jk6YMhSgT0u5yeIxifU2V39XPf0MWT8zUXi/jdxXLWgq+h3W+LMgdb/xExyf+Pk05aPMfwHOyHIUOtW2W2iwnNvjtqeKBMhCCNFfQlA214Flc8c/bM7lVoJjItSfE8BzYhDl6P6uelodoiuPKz/PAW9B2aEOPMeE8P04BLbut7GnpH5ycnXlmOirKiRy8tOx7ubqt6dbnyEFOSvNFNxnw/FO9HalKzxHB3FfHCA4sf3RZpNRySD/r7AbazDIpcK+BJ/5p71ufypIgCyEEP3E9ZwVy2YToeERaub5IZZOqX3/Z/1KJ+8JG9b1Jkr/4KDoVjsNpwepPytAZHDXh217OuLU2eOsX0DupHlw1kqcn07H+dzBRG46CO/+BTQeG6LpwDD0c/wii1AkV2fHRF+ObLYEbiGDUq+NqtxAy+dETn76TsLPkIICv4WzR46k4F0bpkoNc6VO7qsW7J9Fw0PDpvCcFMR9foDwqMQnMjEW4ysGN52ERW0mrA1mh/0ZgqZJ/fmy+pUEyEII0Q80PxTdZQeg7rIA3l8kLuDvPRLcFwVw/tVK/iM2bF+aKFxsp+BBG97DQwTHRwiNMAgPNwgNN4iUqQ5TMXo64pTwccqgvOZKmPVY9N97r4Iz78IE5K0fR97qHxJ5dQaewTOpvaAAZe/2brtM6icnX0fHUnvbLN/qFDxig8OBgwBrJ/swmbha251JTxUydVsRf99jO1ce+SkBiyEnP33srGkjMIU0Rt3l5PAvBlHWaMdqJP4yieQpGs4IUD87QKS08xN1e3gFg/ynY6KegD6RHfZniehD+/olJJUEyEII0Q9cf7Fi3qETHB3B88tgh/dVdvCcHMRzUpCclWbyH7GR+4YF5z+s8I/W9zVsivBwg8BeEWqubSJS0k/JwUpR6r0C6+SlELRA5M+48zdgD7+HLfIx2pivYMxXmHiYAr8dx81Ps/2CQ7o16t0dfZ2TKfqYAtezVkquzUFv0uApGFGSR8NpQRpODxAZpNrcP+cdM4WL7JyzuqDl5qO/HMLwBgevzd/GL6clXnVR9IylTueauyaQ88H3oZ+yKsJlikipQbgsegIe3D36naVcXXtek7GNwf5foePBZ/oJO+2PorS8fnoVySMBshBiQElGrVWtCQrvbR49nutv95u2TVs0aDooTNNBYSzf6TjeNmPebMKyWceyWce8RUdv0rB+a4r+rTOx45nGLgfJXX7tSlESvIo8lkLITOj257AsPZba7W6UNToJxxZZQ07kPZx1b2B1rsI69wSG3/YAO447hcA+nVSVUGD/wISpTsd3cAjl7Ho7+yonU/QdvQFKrnHg+lt0uNj3wxCOnRbMX+sU3WWncLGNxqNC1J8TIDAl0hIY56xuvozvVLhnB/BMDTJ4bi6Ttxcw8fo8do5qbHcimOge6xc6g85xYtmqEymKLgXtnxLBKFDfp34R99nLsWDrSu6UUpQGrmgOjn/EDvtfQMuOtBgJkIUQA0Iya63mPWHDXKkT3D1CY4LUiq60JTTWoH7sLiPPCkzVGpbvdMqucGD7ysTgU5xsf7YRo7j9ILlbr10pioO/Iz/0CCpiQvvNc7gPOZzSuLspzYHffDB+88HUlV9JSd0fybfeh+nq8xl6dyVV31yO5+QEKSUKct42U7TIjv3j73McfYeEaPx5CM8hQZb+r5vvkTKAEBohNMIY5IEmFUyTxfaJifJLohNRDZui5o9NeM4KMmZIATuebiTvURu5b1lw/dWK669WwuUG5oro+2M4Fe5zAtSfG8AojB6/219tZPA5udjWmhl6nIuK+7zRCi+ix3Jfs1B2uQPdpxEYH2HnEi/h4a1PPHr6/ZgbfoXcyL8wcFBluzNrgmOQAFkIMUAka6EJrREK74uWeKj9jT/hBLYet0WDSKkiUhph2/ONDD3Rie0rE0NO7jhI7vL+lKI4eC0FoQdQyoR2xV8w3j2WxnvqKaWd0hqaTnXhTYSbyig25qNd+gfKllVgnX8LNX8IRH9lFDjeio4a2j+J/uxEXNFUEds6E87XrDhfs1JkzWH66FJq9wjz1thK/LRup8mooCxwMfbIKr4Pilv/0Ae13diZ8yQhfff2+1H0ngH5D9kovsWOFtYI7hahYrGX4HgjutieDk0/DuP7URjLep28x23kPWfFXKEnDIxjIkMU215spHxOLrn/tjDo7Fxqrmui/uxgq5FO0QUKCu+yUXR7DhAtz1Z5pw+V2/auPflO0lUdJcGrAai1/p6wnl0L9shpthAi6yVzoYn8x2yYanUCE8N4j2g7itpXbYkMUWx7vpHQiEhLkKzXtI0gurw/pSgKXk9B6F4UOk2vPAr/OpHGY7uQi6hpuB2XUWldjDJMcMY9FEw4m8GzzOS+amHo0U4Gn+XE/omZSJ6idq6fze82sPVfHjb/t4Gaq5rwjw9jDer8/Ksh3P/Xffnvgz9m+qbilnYS/B9Dmw7FEXkTnUZ0Am2CY4WOVX3DUN9PsUfe7VI/iu7TvDD4rFxKFuSghTUaTgmwdbmn3XSI0BiDmuub2Liqnu1PNbLp3QbqfutvExzHqFzY+bAX9wV+NEOj5DoHJb/PgSwdSA6EI+xo8Pfp95Dmg/KLHS3Bce1cPxUPJg6Oe/qdVBz4A2ZVhV/fh3rLBX3W9nQhI8hCiKyXrFqrer1GwYPNo8dX+BMOQfRlWyJDFNufa2TISe2PJLe3P5spwGjXNnTfRgptG7AbH+GIvIFCo4r7KFlwBgD1p3U8wTCex/orInoR5b5z0I98FkdBDY45L4HPTCTfoP7cAPVnBzHyv29faLSBe06AL86q59pFX3LkV4M5bu1QxtY6efLZ/Vl00Nd8+svnGRn4M2bNQ0CfSIV9CRGtDIUJsKCwACZ0Gij3z8IReZshTcdRabuPRssvu9x+0TUFD9twvG3BcCqqbvbReEziCi27Ui5o+mEXo1wT1PzBT3CsQenvcshfZgMNqhc09aLl6aU/0r6sX+q4nrPifNmKuVrHyFFULvLhPar996gn30k54bfJCz+NwtycWpF98wIkQBZCZL1kLTSR/4gNU72Of3IY36GJA4G+bkt46C5B8ilOtj/zfZAc298QxxZ+OuI9ppav5Qf5Wxnh2omuNQeqzb+dCo0q22K0Z85A92r49woTnBTp1pVtn/lnbM99mcHeUzAd+Drquel4t1xO9Q+PIpKX0+7jihwWtpU3cW/xtzy4/3fMe3sPZq8ew5WD/os6dD6aFsFrOowK+xKU1nZIW2sExz9LqC96kfCBc8gLP0154FzMagtuy2VEr/uLXjPA9Xx0Ml7lHb6EV0n6kufUIOEhBoPPyiX/CRtNM8J4j+zffSZLX6V96W4N518tuJ6zttQvBgiOiVBxn6/DhT2g+99JmvJRGrgcALflUoKmvbrc1kyStikWS5cuZc8992Tu3Llttq1Zs4azzjqL/fbbjwMOOIDZs2fzxRdftGz/4IMPGDduXMK/JUuWdLjf7777jvPOO4999tmHKVOmcO655/Ldd9/1+esTQiRPrEh+In1Va1Wv06L1X4HaK/3t5kv2R1tiQXJoRATbl9EgWa8Ha+QzBkVu5r8nzOGt4y9g3tSlHDr8Q0bl7UDXFHXBwfhMP8FtuZhK251scbyLx3wqeU9GX0fDGV0fPY4XMO3PNudrhLUhaGPX4vzReQzXJ1Ic+AMWI/H3aXy/hEyKm36yln/ePwtuOB/NFMF45SLc/3u2dXCswP6hidIrchi1bz7lc3MZfFYRoUcfptZ6DQDFwespCfwGVJZen08y+/tmLJtNhEsMvIcmJ1BtmhmOfqaA0t86MG9O29Cly/oi1cqyXqfsYgcjp+ZR+gcH9s/MGDkKzwlBtj3XyJa3PJ0Gx9D976Si4EIsahNB7QfUWX/b6fNnqrQbQXa73cybN4+1a9dis7Vdy/TTTz9l1qxZHH300Vx77bX4/X5uueUWZs2axfLlyyktLW257/PPP8/gwYNbPd7pdO76lC1qa2s588wzGT9+PE8//TS6rnPbbbdx1llnsXz5cgoKCvrsdQohkqu/F5ooeNCG3qjRtF+408vI/dGWlpHkyyqw/egBRta/hG7aFN1oh6Bh5+2t+/DvzVPZ0DCGvUZN49Spe7S5lGv72IRtnQnDqWj8Rc8CZICQvgdbHO/iDD1LfuhRrOorCkKLKQgtxmeaSYPlHLymnwGWltHd2Otf/vkG/jT9Nn42aiVKaYSX3orlz79hiAlq5vlpPD6I6yUrrmesWL/7/sc7uFsE6zcmihc6qHNfS+WVwykNXkp+eClmtZUK+6MJR5+zQTLKFwLkPRsdPW78ZRCSWLDAfXGAnHfNON6xUH6Jg20vNna6CEk663WqlYJBs3Oxfhu9T9N+YTwnBWk8quv1i+N19TvJGvmE/NB9AFTZ70Rp/bg6UIqlXYC8fPlyfD4fr7zyCieeeGKb7UuXLqW8vJybbroJXY+eRS5YsIBDDz2Ut956i5NOOqnlvkVFRa0C5s48/fTTeL1e7rjjDvLyokWub731Vn74wx/yzDPPcOGFF/by1QkhUqU/F5owVWnkP9o8evzbpk5n2/dXW0yDPkJ/9HjQ3eiAESjEm/tTGs1H02T6EcN2t3HMsI73l/dkNOrwHB9MOKGnOwwtnwbr+TRYzsNuvEte6FGc4b/jiPwHR+Q/LfdTNJc9wMSNe+rcuKeBThADBxU5D9N03pEUbw+S/6SNkgU5lCz4PlUjUmDgOT6E5+QAwQkGrqetlM7LofB+Ow3157DjxiGUB88gN/I6Q5uOoML+GCF9t969sDTSlTzWvgqe9QbIfTUaFTec1POTp57tHCrv8jHsZy7sn5gp/rOdmj/4yQm/iSv8PPWWWQRM+ye3Tb3Q21Qr+4fRWuiRQoNtLzcSGtu7etFd+k5SIcoCc9AwqDefhd80o1f7THdpFyDPnDmTU089FZMp8Yd4wYIFNDU1tQTHACUlJQBUVlb2at8rV65kypQpLcExQH5+PpMnT+add96RAFmILNAfC03kP2xDb9LwHRTCP73rM9H7si22yAcMbjoRk+4hWHsw1iuvRfv4h9T/JUBgaqR5f3S4P71ew9m82EPD6YE+aRcAmobfNAO/aQY1RiWu8FPkhR7HoqIj3BoKiADf5zuHtKHstD9J0DQZzFC9sAn/tDCl86L1XH0Hh2g4JYjv8FCrJa49vwpi5CnKL3WQ97QNveEIti/6J4MiJ2Mz1jLM92OqbLfRaDml715fCnWUx3rWtBF9Gjw7/2ZFD2j49wkT2j35C3hEShWVd/kY/KtcCp5vwHb6peSUPBttW/g53JZfU2v9HWhtrz6nm1haQ/x7F9OVVCvXM7ET2VCvg+Nd29Xed0RB6F5sxv8Ia4OotV3fZ/tMV2kXIA8fPrzD7Q6HA4ejdT3ON998E4DJkyf3at8bNmzg8MMPb3P7iBEjeOONNzp8rKalfg5IbP+pbke6kX5JTPqlrR71iQGul6I/Vu5fB1LSn/bwCgY1nYKOF6/pcCpHPE7x2ELy3rMy6CIzW//l6XAhkRjXSxZ0v4Z/3zChCUZLsNqXx4phKqPeNJd66+VoBACj5S8aKBugDAwtHzRzq8F47/Eh/Ac3QJhWS1rv2izf0SF2uryUn5eLc7kV3bMf2x/6DyWmX5Mbfo3ywEU4Im9Tbb8NpbWfdteZVH+GOstjjRiKZz7aFnf/74PnWfuPYOkHbYPnWfu3X0HB1Zxe4Tk52OFr7s9+8R8Uwrf4YXKnXENOQS1KWfCZf0xu5P8oDN1NbuTfVNofTLuJY4n6ZNb+idMaZu0/ouP+bQTn8uZUl5MTf+cEwhFqvSGKcvvm6pQt/B5FwYUAVNtuRen5fVKWOpmfoe7uI+0C5O7aunUrN9xwA9OnT+eggw5qte3JJ59k5cqVVFdXM2TIEE488UROOumkVqPP8TweD7m5ba8pOp1OGhoaOmzH6CEFCR+bCqOHFKS6CWlJ+iUx6Ze2utUn/wUqgEEw5ARnwoVB+pX3/2DriYAfnMeTO/QvjNas8DCwDswf6Yz6bT78g47bpoDoYBz2OWbGDC1oc5e0OFaGdvF+pwGjgaPA8R8LI2eNgeWvAvdA1W9xhZ/FFfwYhjwL9sm9alKq+mVLra/DPNZXPtuRcNvLn+3AlWtNOPJc6LJz5U/HtX3Q/4BPgBwovdBBaV47C8fE6fN+CX4NOy+AH78d/ffqg9CWP0jukxMg8AbsOBtr+AuG+Q6BkvlQfDVo6RXm7NonC4YX8sdj9qTKE6DUZcNu6cIXyBKgCdgXhh2W12pTxFAs+vfXLFmxgaZQhByLidkHjWbuYbv3fMXQ0FbYeDYQgvzZDBp8es+epwPJ+Ax5vd1Lmk+vI6ebvv32W8455xzKysq44447Wm63WCyUlpbi8/m49tprsdvtvP7668yfP5/q6mp+/etfJ3w+rRenMBu2u3E4Ult6RtOiB9mG7W5U54NFA4b0S2LSL231pE+KH80hHxv1RwSo2ZncGq2O8GuUN81CI0ij+ZdU8gBs9wE+AMz36Aw9woXp/zRqr27CPbf9tAnbKhND17qI5BtsntGA+n7gMXOPlZFgfU5n0GlOzO/p+A+JsP1vZ2LN2ZvypnOwBL9GbdyfGtuNNFjO6/YQU6r7JRCOtJvHajVp+NsJnn3BCI+u2Jhw2yPvrOeoPUraVi64x04BdjxHBqny+MDTfrv6vF9UiILgXRQEb0MnQIQ83P4bKLjsEky1ZuoG+6m7cl80+zuU+H+HK/w0VP8Bf+3LVOXcnxY5513pk+1NXcvrHvKAEztmqo/30bCt9WOWvLep1YlPUyjCvW99S53Hz+zp3V/pTlN+BvuOxW5U4Nf3Y3tkAWxzd/t52n3+JH6GfD5vt+6fsQHy6tWrufjiixk7diwPPPAA+fn5Ldv22WcfVqxY0er+e+21Fzt37mTJkiVcfPHFCUeR8/LyaGxsbHO7x+PptIKFUqTND0c6tSWdSL8kJv3SVpf7JPz9pKXGo4NJ7cfc8F8p95+LRpgG82lU2e4CTNGR4GahEQaVt/sYfF4uhXfY8e8boeng1hU2NC843rJQ8EA0b9NzQgjDTqvnicnEYyUw3mDbi40MPd6J/VMzuX+z0Hjs3mxxvE1p4Apc4ecpCVyNLbKaStuDPbrWm6p+sZraz2M9bu8hvPLZjnaD52Ck/ZHnGu8uFRRC4HqxOTf95K4f533RL5ryMch/Jo5INM2x0Xwc1dY/EXEOIni7n8FnOym4yxbN/98/n0r7YhrDR1EauBy7sYah3h9SZ72Cesuv06LiQm/7xPKtjn21GcOm8Pwi1Oq5Oku5OW3qsO6lWyhFSeAK7MYawlo5O+2Po7Al/G7orWR8hrr7/BlZTPDzzz/nvPPO44ADDuDxxx9vFRx3ZNy4cfh8PmpqahJuHzt2LJs2bWpz+8aNGxkzZkyv2iyEyD4575sxV+uEBxv49+27ZWI7pAzygg9T7j8HjTD15nOost3d7kpWvp+FcJ/vR1Ma5XMcmHZo6HUaructDDonl1F75zPoolzsn5oxHIqGM/pwcl6aCI82cM+J1tEtXGSHMCjNRaXtQSptizHIwRV+nrzQwyluafedNW0Ep00dht0c/Tm3m3VOmzqM2QeMbLe27XF7D8FmTvzzn6iCguMNC6YandCICP79k1dPWlMNDG46EUfkDSLkscP+NBX2R4nogwDwHRrGPTuApjSK/vx9ZROf+Ui2ON6l0XQ0On6KgwsY7puOI/yPzDvD24XrueiJivdnIYyC1q+lK6XjuiMv9HDzankWdtqfIKIP7vxBWSTjAuSamhouuOACDj74YO68806s1raFEF988UVuvvnmNrd//vnnOJ1OCgsLEz73zJkz+eSTT6irq2u1v08++YRDDjmk716EECIrOP/WPHr882BSvk1tkY8Z2nQ4pcGr0DBwWy6m2nYbaB3vvGaen6b9wphqdIYd5WLUlDzKfpNL7r8t6AGNwIQItVc0sfWfnj6dEZ9OGn4VJFxuYF1vwvnX5gBQ0/BYfkWVLZqiVxy8FmvkfylsZffFynO9dO40njxzX146dxrnHDASk671KHhOVEEhVvu44aTkHOcAuqpjSNNx5BjvEqGY7Tl/x2c+os396i7zYzgUOavM2D/4vt2GVkKF/XF22J8mpI3CojYy2H8ag/0nYjG+Ts6L6GshcL3w/UTJXcVKxyXS3VU67ZGVlAR/D0CV7TYCpmk9aHBmS7sUC7fbTSgUPcuJRCIEAgGqqqoAcLlc3HXXXYTDYa688so2I8EWi4WCggIKCwtZunQp4XCYU089FYBXX32V1157jUsvvRSzOfqyb7/9dtasWcPTTz8NwCmnnMJTTz3FlVdeyVVXXYVSiptvvpmysrKENZmFEANYCHJfi6VX9O/8A13VURS4kbzwUjQUEYqpsV2Px/yrrqUEWKBisZfhP3Nhror+gDZNDeP9WQjvz0KER2ZnUBxP2aFujp/SPzgoWmSn8ZhQyy9go/lkHJE3cIVfoDxwHltz3kRp7S+LnY4SlefqqLZtVxeGMFVoON4yozSF58Tk1D42GRUM9h+HzfiCsDaE7TkvEdITTBwEjEJFw+kBCh6yU7DYzs794/JMNQ2f+Qi2mH5Mfug+CoO344i8wXDfDOotF1Jr/S1Ky0v4vOnI8bYZc5VOaJhB04y2I/m9LR0XYza2MMg/q/kK1dl4LGf2uu2ZKO0C5Dlz5rBq1aqWf+/cubOlxNrChQtZsWIF9fX1HHbYYW0eO23aNJYtW8YhhxzCvffeyyOPPMJJJ52EpmmMHj2aW2+9laOPPrrl/lVVVa1SKpxOJ48//jh/+tOfOOWUU9A0jenTp/PEE0+kTYUKIURq7Fov1rHCjMkdvewcmNyz9ApdubFH3iWiDSKsDSeilbQOeJWBK/wUxYH5mKhFoVFvmU2t9Q8YWkG39hUZrNj2YiP2j034Dg4TGdT/l5qTtbpbVzWcEqTgPjuWTSZcL1q/H4XTNKptt2GPrMJqfElx4A9U229PbWP7UHeD53iul6xoEQ3fzBCRIf1/zJiNzQxuOg6rWk9IG8n2nL8S1jueXOY+L0D+Uhu5b1mw/s9EcM/Wn0el2XFbf4PHfDLFwetwhV+kIHQvzvDzVNtuw2v+eX++pD7TUmbvpEC7I/m9XaVTU00M8p+BSVXTpO9Pta3t1fiBQlMqwxNyUsjr9bYsXf3ZV1txOFIbRGsajBlawPptGTbTvJ9JvyQm/dJWoj5pb6Wyq57dg/wXbNRd4qd2nr/b+9KVmyFNR2Izvmi5zSCHsDacsD6ckDYMm7EWu7EaAL8+lSrbrdGFM5Ksu8dKV1Z3SxXXU1bK5jkIDY+w+T+eVssl2yKrGNp0JBoRdtifwmc+ssPnyvrPkILhP3Zh/c7Ezvu8eLt4paSn/WIxvmNw0zFY1DaC2ji257xERE+cCrKrkmtyyH/SRuPPg1Tc7+vwvvbIu9GJmUY0nabBfCo1toXR2tv9pLfHiqlKY+S0PIjA5ncbCA/r+El6cnKqq3pK/ZfgjLxKWBvC1pw3iejl3W9sNyTzM+TzeZk0bhgAjY2NnQ58ZlwOshBCJFNspbLY5JdA2OCF97djezV6Aa4n6RWaamJQ06+aLyGXEtR+gIENnSas6msckTfIDz+O3VhNhCIqbXexLedfKQmOeyJRnz21eiuPr9qc4paB58QgoeERLFtMuJ5vPYclYJrG/7N33+FRVOsDx78zO1vTQ+gBVFRAUFERKyJesWEDCygiCFhQULF3vZaLBaxwLVhQwIqIyrWDP+wiKIoCKoi0UBNSt075/bHsmpBN22ySTXg/z8Oj7OzOnD3s7rxz5j3v2em4GYA2/vHYzNgVAfYUzqU2HGtsGJkmZSc1bBqR3VxNB99p2K1NBNSD2OSZXyE4DugGm4v9BPTYd2sKrwhgqRYp/7NjX1N9aOO3Hc1G9+fkO+7Ewk66/hq53mNw618k9D2VF9CNXXWr47vblDrXgaIr+I7VawyOIXLXwFXr4NhlfE2u91hSjf9h4to1Ka9hg+Nkl3QpFkIIkSyqKpt03NrWuHw2AnsbBA+o4wnPMmjjvwy3+S260ppN7o/Q1X3AMrFZ29GsDWjmeuzWBgCK7SMwlexEvJ1GkfBSU4nmgJ1XB2hzo4esJ12UnBOEcisT77Rfh1v/HLf5LW0C49jsmltlhZCWLjI5r2RwqEIfNYRWgbvQrG341L5scb8ZHc2t7d0IvYtJ6Vkh0t5xkPlfJ9un1FCTXNEodFyH1zaQNoHLcZor6eA/i0L7FRQ47kpYDnpC7qZY5f4tzk9wHrgVIDv4AJmhqShYBNQebHMm30qETUFGkIUQogpVlU06fWW43NHWk32V1zmujmWRE7iBVGM+Jqlsdr0ZDo4BFBVDbUvA1ocy+xAKHddQ6LimWQXHkPhSU3VR0yhjRMk5QUJdDOyb1GjgEaXY2OZ6FoMMPMYXZIaearD2JjOlDFLfb6CgbDcOYzkpxodY2Nnmer5CqkNd7kYUXhlOdUqb60DbVLsvZtB2IJvcC9lpn4CFQmboGXK9x+M0fkrAO0vM3RTnTzYcf9owMkzKTk7c98dhrCDXdyJZoadQsCi0X8Um90IJjneRAFkI0eLUNlCqSayySa6Qyomrw7ceQ4PrVhM2K/QwGfoMLDS2uF6JO2UiUe+vISSy1FRtGabFi9+tY/Dzi7nolaUMfn4xL363DsOs4la0HQqu3VUX+SkXym4p5Lraie2uJwDIDj6A0/gx4W1Odqkf2FHLFAI99UqT3hItKzgZgBLtQnS1U/Txmu5G7P75D3Y3KRsYQtEVMp6r/aIgluKiwHkvee75hJQuOKw/6OgbiEf/Xxzv5h91bX9VIhdxpWeFsBIxsG2ZZASnkesbgNP8NVwpxPUu+c77k2IxlWQhAbIQosWoc6BUg0jZpPJOWNOGlJDGlk4+OKD2+0oPvUR2MDwjfJtzGj5tQJ3bk+j31xBi9VlEXUpN1UU8o3SlZ4cI7mOgbVFJe61yPf0y7SyKtREo6LTxXwFWw+bgJpvUXSvnlZyb2Pe9+8Wd3VhJqvEeFjZ2Oq6t8Nx47kbsHB++2kl/1YFtR90mhPptR7PB8yXF2gUoGLT1X4HdXFXr1+/+3hJxN0XxQup7/6xiWF+KVUY7/wXkBO9AIUiJdg4bPF/j046r975bGslBFkK0GJFAKSISKAGMPrL6UlFV2b1s0lm/dwRAO7/2+/Do/yMncAMAOxz3U2qvw4vLaYj31xDqW2qqLuLOedZg57V+2l6dQtZUFyXDgpVG53Y4J+E2Psdh/Um6/jLF9rEJb38ysuUpuL/RsGwWpWcnJr2iqlzcmw8Ol9Mr0c5HV/eq8JrI3YhYQWZVdyMChxp4jwnh+dpOxgtOCm6uW4UZS0lju3MqNquQFOND2vkuYpNnQbUVLqp6b8MO7Vjn9u8u5QM7aqlCoIdB8MD6jeSr1k7a+4biMn/AII0dzkcptZ9br322ZDKCLIRoERJ1O3N35Vcqe+2cPgxcG06v8J5Vu5E1l/Edbf1jdq18N54ix1VxtaOh3l9DqG51t0Srzyhd6ZkhgvsZaNtU0mdVnoVmKSkUOO4AIDv4EIpVkphGJ7m0dxwoloL3eB0jJzF3J2KN8n/zx/ek6u9goVLouK7Sa+K9G1E4PrxcevrLTtTiOBqrqGx1PUNQ2Q+HtYY2/kvBqvr7VdUdjNd/3FS/uykWZMwMfy5LhgbqNt9hNzZzMx18g3CZP6ArbclzfyDBcQ0kQBZCtAgNPTnMqdnY57vU8NLMvXRCe9e8+pzN3ERb/8WoBCjRziff8e+4j9+Uk9/iVddSU/GoV86zDQomhkcYM592QozB0lLtPALqgdisHWQG94AJe1Z4khtAyZDEjB5XdXF31UFvoiomxepgQuq+MV9b1XLZ1d2N8B2j4z9Yx1aikP5KfOU3LCWdLe5ZmKSRYnxKdnBSzOfVdOE67NCOdW5/hPsrDdePGmaqRck58X+/NfMvOvpOwWmuJKTsxSb3hwRtveLe355CUiyEEC1CPLdj6yqSC1ir2sdWgHb+UWjWdnxqX7Y5nwIl/jGJxnh/zVF9l9ctGxQKV7RYZyPlIztlZ+72b6uo5DvupYN/MJmhaRTbL8FQ2yfyLSQVx3Ibjj9sGGkW3oGJueiKdXHXKXULZ+/zOaalsFqfQGYVr63tin8VKLBzfID2l2pkPu+kaEwgrsltIXV/trqeob1/OFmhKQRsB1OmnVHhOTVduBb5dUYf2YWLDs8lNc1NaYkPh60WF4wWZD0WnjBXdEkAMzO+kXyHsZz2/nPQrO0E1APY7HobQ20X1772NDKCLIRoERp6cphapOBZVPvFQXICt+Ayl6ArbdnqmgFK5YlgddEUk9+ai3hGGaNUKLooPFIauZ29O592PF7bv1Dxkh18KGHtTkaR0eOyQZVzsuMVa5T/yoPeRFNNPll/DG5PzaOZdb0b4T0pRHB/A1u+SptrPPGlWgBe7TQKHLcA0MY/DoexosL22t7BcGo2OmV7ar9wx7ca7h80zBSLwksDcbXdZXxNB9+gXRfpR5Dn/p8Ex3UgAbIQosWoV6BUg5SP7CghBf8hOnqn6tMr0kKzouXctrpeStiIY0O+v+asvjnPJecHMZ0W7u807H/EPi3mO+7GQiFNn1mnygbNSghS3w0HdIlKr4DKF3cdUrZxTteFAPwZmtAwF3cq7Ljbh+mySP3QQe6paTh/ju84O+03UmY7DZUy2vkvQrUKo9sa6sI1OzJ6PCqAmVW30WPFKiMtNIP2vnOxUUKZbSCb3XMxlcy42rKnkhQLIUSLEdft2FpQCxSyJ4dPWKVnVR84OI2fylWseAC/7ah6Hz+iod5fSxEeZax7f5jZFmWDQqTNdZA+y0n+vZVXYQvaDqREG0a6/hqtAv9mi/u1RDQ5qXi+0NB2qIRyTfxHJHbSZ/nKJlf0ehuHTWdF8fGcfNDAhB6nPN9xOpveL6HtlSk4/rTRcXAq+bf7KBodrNuEN0Vlq+tpcr0DcVh/0NY/ls2uV6N3hRJdtcX1rQ33dxqmx6LwslqOHlsWLvNb0kKvkarPQ6UUgBLtPLY5p4GyZ6Zg1YcEyEKIFifeQCkmE9pc60HbohLoqVM8vOoAWbXyy03KO49i+6WJacNuEvr+BABFIwKkzXWQNsdBwS0+LE/l5xQ4biNVn0uK8REu42sC2jGN39AGFKl9XDo4mPD7y5GLu5GH2djX/ykAaW3vJtgAlU3KC3Y32Ti/hJw73KS/5STnHg+ubzW2T/bVKa83Mmmvo/dfeIwFdPYeRqFjIsXacGyqM6EXrllP7Bo9HhnAzK6+jZq5njT9DdJCr2K3/o4+HlB7UWwfSbE2ul5zH/Zk0mtCCFGNzGedpHxux0yx2Pq0F6uqhaYsnbb+MditjQTUXmx3Pg5Kw578ReIEDjMI9DCwlSjRyZi7M9RciuxXANAqcBdYybNAS32pxZDyya70inMabmnpNuY0VCVIme3EuFeSrCvLA9sf9bH1sTJMt0Xqx7tSLn6qWxAbUvdji2s2IaULdmsjrQPX08V7KOnB51AsX0KqtrgW2/B8bcd0WxRVM3rsMr6jne98ungPJjv4H+zW3xi0otA+jg3uL9jo+TJct1uC47hJzwkhRBVcP9jIfigcEW9/yFttabfs4P14jEUYZLDFNRNLiTEEKZKXAsUjdtXPfaXqCZWFjokYZOEyfyRFn9dIjWt4KR84UAMK/t46oa41lzCMh83cRnpoBgA7HTc2yDGqU3puiI0flBDobmDfqNJxSCruL+t2I92v9WO95we2OacRVPZBs/JoHbyZzt5DyAhOQ7HK6tXGrMfDvzfFIwKVa1BbFm79czp4T6ej71RSjE+x0Ci1DWKzazZ/p6wg3/kfgrYD69UGESYBshBCxKAWKLS9KgXFUCi6KEBpNQuDePT/kRV6AguFba7plVYEa8l2X163OSsZHMRMsXAt13Auiz0KaCoZ0eAuO3AvWA032tqY0iJLSzfg6HF28AFU/HhtxxOw9W2w41QntK/JpvdKKBkSRNEVWv3bDXX96Cp2SuwXssHzPVudzxJU9keztpITvIMu3t5kBJ8Fq+6VJ5xLbHi+tGM6LQqvKPd6y8Sjf0BH34l08A/BbX6NiYdC+5Ws8/zMVvcsvNpp9a6UIyqSHGQhhNidCW0metA2qwQOMMi/u/KkrQjFKqH1rkl5Ox0349UabtJRMqlqed2RfTs3yIp5jcFKDQfJGbOcpM90sL137H/3IvtoMkLPhHM+dz4DXNyo7Uw0bYOK+zsNS7Mo3b0OdIK49C9J11/BwlavBXMSwXLD9kle3F9qOH+3kTrPTmk8C3EoGqX28ynVziFFf4+s0CM4zZXkBG8hI/Q0BY7bKdXOqTnNwTKxWXm0muODI4vxDd5CSuY21OBObNZO3MYCnOZKAAzSKbJfRpHjCkylVRzvXtSWBMhCCLFLQDfYUOAl5b92Uhbuyjt+pqzqvGMgK/gomrWFgNqDnfbrG6+xTSyyvG5EZHldgNFHdmmqZtVb8cUBMmY5SX3PQf6d/tgTuRQnBY47aRu4FHbcheY+npDSfEvtpb4Tzj32DtBrnBQWD8Xy0TpwLQCF9vEEbQclbN8B3YhrYpzlgZ3X+Gl9h4fsKS5KTw9BfIvugWKjzD6YMu0sUvW5ZAfvx26to23gMjJDU8l33IPfPqDCS2zmVtzG53iMBXiM/8Nm7YDwquakACm7DUAbSg6F9nEU28dgKhlxNlTUhQTIQog9XvnR0J5/Z/Dmq0cCsPXBsmrzjjXzLzJD/wVgh+MhUPaMn9Saltcd3ie32ZafC/Yw8fXRcS/RSHvbTtGY2CkHpdoQ0vRZeIxFtPFfxibX/Ob572+VS684t2HSK7KCD+Kw/iKo7MNOx80J2Wci7mAUXxgkc7oT+zobGbMd4fJv9aGolNrPpVQ7k/TQDLKDD+M0f6GDfwjeUH8oHk924Cvc+kKc5vIKL7V86Shb26I7sgh0SsdUsjGULEwlC13pTKl2lsxraGTN8NsshBCJ9fLi9by+eBPdtqcx9b1D0CyV2b3XsaJdIaOpejQ0J3A7CkFKtbPxa/0ascVNq6bldQu8oWZdhq54RAD3Eo30Wc6qa+YqKttdT9PF3w+X8T1ZoUfZ6bip0dtaX85lNhx/2TAyTMr+lfj0CofxM5mhaQBsdz6OpSRmeb6E3MGwQ8ENftpOSCHrSRfF5wexUhPQOMVBseMySuzDyAxOIzM0DY+xCPIWRZfUttDwq0fg1U5AXzOQticfg2VX2PhVMYa75VRHac5kkp4QYs8TAsdvNtJed5B1q4vzrunCb4+dzAcz+tGhxM2KNkXce8IK3l6WV+XkM4/+KSnGR5i4mzynsrHVdnnd5qrstBBGloljtQ3Xt1WPIxlqe2j3EgBZwYdwGd81VhMTJrK0dOkZ9UgxqIql0yZwNQoGxdrFCbuIrOkORl0mjJaeGSLQU8eWr5L5fGI7wFLS2em8lfWepRTZx4LrMIrso9nsms3alL/I88ynUL2O9DuOAkul+IIgRnsJjpOFBMhCiD1Kygd29j4gg06npNHmRg/Zs1z0zsvEpdvYnuLno/23cNmQpQTsZnQ0tBIrSKvAbQAUOq5FV5tv/mk8Gmp53WRhucLLTwNkzKyhMkDaGRTZx6Jg0sZ/GapV1AgtTJDgP0tLlyZwaemIjOA0nOYv6Epb8p33Jmy/tbmDUWsq5N/sByDzGRdqfuInmBpqW/Jdj8BeS8h3TcGrnYalpAGQPdmFe7GGkWmyc7w/4ccW8ZMUCyHEnsOE7AddqH4FvY1J4CCDsl4h7sxbwU85hWxLqzgzpqrR0IzQszis1YSUThTaJzRW65NKopfXTTZFw4NkPusi5SM7tq0KRtuqR/YKnPfiNr7CYa4iJzCRbc4XmsUiMZ4vNWw7VUKdDfx9ElymL/gnWcEHAdjhfCShE8sidzBiBcnx3MHwHa/jO1LH/Z1G1lNO8u9pnEDV86lG1jQXlmKx7UkvRjsZPU4mEiALIfYYnk81HGtt6K1N1n1THL2lnPOdnW1LKtctjTUaajO3kh18BIB85/0Jy6lsbiJLBydqed1ko+9t4j0uhOcLO2lvOCi8uuq6tpbiZqvzeTr6/kWa/g4+20BK7Bc0Ymvj41m4a/R4UCh2nnW8LAu2XIaKn1LbGZRpZyRw5//cwSifgxwR1x0MBfJv9ZF7VhoZM50UjQ2g5zZssKqtU2kzMTzpbufVAbwD9AY9nqi7pE2xmDFjBr169WLixImVti1dupSRI0dy+OGHc+SRRzJmzBhWrlxZ4Tk7d+7k3//+NwMGDKB3796cccYZvPbaa9Uec+7cuXTr1i3mn48++iih70+IlijeRSMaa7GJzOfC9dqKLglUyLcc2bczw/vk4tqVV+vSVIb3yY05GpodvBeVEry24yizJfbE3xwlYnndZFU0Ipx2kP6aE2pYXC5o60m+4z4AcgI3opl/NXTz6s3zf+ExMu/xiQ3O0kIzwft/GKSzw/lwQvcdUZfvbG0EDjUoPTmIElTImtKwF72KH9qN82ArUvH2C7FzoqRWJKOkG0EuLCzklltu4bfffsPprJww//PPPzNq1CjOOOMM7rrrLvx+Pw899BCjRo1i/vz5tG7dmlAoxKWXXkppaSn/+c9/6NChAx9//DH33HMPqqoydOjQatvw1VdfVXosI0PqDgpRlXhLLjXmYhPOn2y4F2uYboviiyrmW0ZGQy86PJfUNDelJT4ctsoBn9NYQrr+6q7FDiY1i9voIn7eE0MYrUzsG1VcS234D6/+Aq7YPhaPsZAU4yPa+seyyf1R0q5upq1Vsa+3YXos/H0SFyDbzC1kB+4EoMB5H4baLmH7rnCcBriDUXCTn5RP7eHyfperBLs3zJLbre5x41yuobcz2fqUF1retWWLkHQjyPPnz8fr9TJv3ryYQemMGTNo27Yt999/P127dqVnz5488MADFBYW8vnnnwPw7bffsnz5cu69916OOuoounTpwmWXXUafPn145513amxD69atK/1xOJLzR06IZBApuRTJCYyUXHp58foGeV08Mp8LX3CXDA1iZsW+ferUbHTK9sQ+0VomOYFwDdci+1iCtgMS3kaRZLRd6QdA6nu1OAcoCttcU9GVdrjMn8gOTmrgBsbPsyg8PuY7WocEnt5yArdgoxg8x1NiH5G4HVchkXcwQvublJwbRLEUsh9pmFHk1Dl2MmY7sTSLLU+XYbaSvONklXQBcv/+/XnppZdo1Sr2EooPPPAAb7zxBqr6T9NzcnIA2LZtGwBHH300X3zxBYcddliF1+bk5ESfI4RIjHhLLiWyVFNNtPUqKR/YsVSLwjFV55JWybLIDD2Gy/wRg2x2Om5JWNtEcis9M3y3IWW+HWox0GoqrdjmfBqAzNBTOIzfGrJ5cfMs2rV6Xv/E1T726B+SaryLiRPaPdcs77DsvM6P5bBI+cSO64cED+0uh5xbwnnH+bf7CSR6YqRIqKRLsejUqVO12z0eDx5PxdVkFi5cCEDv3r0B0DSNtm3bVnhOaWkpixcv5uijj05cY8tRlKb/LYgcv6nbkWykX2JLVL/srKHk0k5viPYZlU808b4uHpkvOFFMhdLTghh7m1XOR4rVJ4pVROvANaTq7wJQ4LwHS81M6JymZLcnf4cCfQ309ibaZhX39xr+Y/+JkqvqF7/9eEr0C0nTXyUneDOb3e8nV+cFwf3NrhHk4/WENE2xSmkduBGAQucNZDv2Q1EK67/jRmbkWhRdEiDzWRc5d7rZ9L/ShERKailwDqh+hdLTgxSPDSTVR6KpNOZvS12PkXQBcl1t3Lgxmkpx7LHHxnyOaZrcfvvt+Hw+rrzyyhr3+dhjj/HJJ59QVFRE586dGTVqFKecckq1r9m7QyYpKSlxvYdE27tDZlM3ISlJv8RW337p0MbAbbfhC1UeDfE4bBy2X2tc9sqBbryvq7OdwBvh/02900Fqx5rvJ0f7xLcE8oaC/hcobmg7jdYZo2i9h57Z9tjv0IXAFOjwaSrEmMISs1/0R+Gv/+E2vmaf9I8hfVhDt7L2Pge8wD7Q+dj0xOxz67/B2gSOnmTvdRfQjD8vDwHvgvM3jX3ezYSr67m/AHAp8CewP6TOdpCaLmmb5TXGZ6WsrG7l/5p1gLx69WpGjx5NmzZtePTRR2M+JxgMcvPNN7NgwQKefPJJunbtWuX+XC4Xbdq0wTAMJk2ahGVZvP3221xzzTU8+OCDDB48uMrXrs0rxONJ/DKddaEo4Q/Z2rxCLElripJ+iS2R/TLk4PYxSy4NPqg9edtKEv66usiY6qRVmRv/4Tp5nUphU9XPjfbJpp2kBZ+jVeBOFEIE1W5sdb1EqKwHlDWjhSASZE//DjlOsJE7JQ1jjsm624ujObvV94uTdPut5ARuQd98HRuKj4kuDtHUst9ykYmLon4B8jf56r0/h/ETHb1PogCbbJMJbvaydwdHUn9eArpBQVmI7JTYk/tSbrfTdkIK5h0WG44trrYOdrVC0PaKFFI+tkM6bHy6mGCJCYn5eWv2GvO3xestq9Pzm22AvGTJEq688kq6du3KM888E3NCX2lpKVdddRW//vorzz33XI3pFaeddhqnnXZahccOOeQQ/v77b6ZPn15tgGxZJM0PQTK1JZlIv8SWiH6pbtGI6vYd7+tqLQgZL4Yn5xVeGqjdPo1C2vguJkWfD0CxdiE7nA9jKSmwh39+mvN3KKAbcVc7CBxoEOpiYF9nw71Iw3tixWTkqvqlSBtDWugVnOYKMgOTKXAmx5Lk7kj+8XGh+v97Wjqt/degYFKkXYLfdiTKrn0m4+eltpVzSs8Kkf5aCPc3drLvd7PtSW/dD6ZD26s8pHxsx0yxUD9WCHYyk65PkkFjfFbquv9mGSAvX76cSy+9lH79+jF58uSYFSaCwSDjxo3j77//Zvbs2XTv3j3u43Xr1o0333yzPk0WokWLt+RSQy82kfauHW2bSnAvg7KTar7D4zR+gL8vI0X/GxMPO5yTm2zBh/oEdOIfCSklqEDpmSGynrKR+q6jUoBc9es0djgfpqPvdDJDT1NiH05I3T/+N5MAtq0KzhU2LLsVrmBRTxmhZ3Cay9GVthQ4705ACxtWpHJORKRyDsDoI7v880QFtt/no9PJGmnvOCi+IIj/qDr0lwFtrvGQ+oED022xeWYpHY9Mq/YOlkguSVfFoib5+flcfvnl9OvXj8cff7zK8mt33303a9asYdasWbUOjp9//nmeffbZSo//+uuvNU4eFELEX3KpQRabsCAjsjDI2ED1tUYtnazgQ3Twngqhvwmq3dnoWdAkwbFhWrz43ToGP7+Yi15ZyuDnF/Pid+swTBl2ikdtSgnWZqGakrN2VbP4xI5Sh6wEv+0YSrRzUQiRE7ilyYdUPV+Ex8X8fXSs1PrtSzPXR0vZ7XA+mNDlpBtCXSvnhPY3Kbw0XPWm9R1uqG0WpQFtrveQ9p4D02Wx+eUyAn2lYkVzk3QjyIWFhYRC4U+hYRgEAgG2b98OQFpaGk888QS6rnPDDTeQn59f4bV2u53MzEyWLVvG3Llzueeee/B4PNHXR2RnZ2Oz2Zg1axazZs3ivffew+Fw4Ha7uf/++zFNk1NPPRW/38+rr77KsmXLePjhhlkNSAjRMNxfaDhX2TCyTErOD1b5PM1cS1v/5bjMH8IPZI5jk34HJp4qX9OQaj3CJWpUU0A07NCOvP7jplqNLoe6mQS6GTh/t+FZYKfs9NrPOcl33EuK/hEe43NSjPkJX3q5LqLpFf3rOXpsWeQErkfFS5ntZMpsZyWgdQ2roIbKOQXeEO3TK15J77zGT9o8B44/bGS+4KTwihrKRJrQ+mY3aW87MJ0WW14sw3+UvkdVvWkpki5AnjBhAosXL47+fcuWLSxYsACASZMm8dVXX1FUVMTAgQMrvbZv377MnDkzuhLePffcwz333FPpeQsWLCA3N5edO3eydu1arF1X9MOHD8fhcPDqq6/y3HPP4XA42G+//Zg+fTrHHXdcA7xbIURDyXw2nHtcdHEQK1bNf8siTZ9NTuBWVEoxlBy2u56iXbthWJsKmyTfuKaAbnifXEm3qIOaAqLnv13Hu8u3RB+r6WKk9MwgzkfcpL5btwDZUNtT4LiJnOBdtArchtf2LyylCS7AjH9GkOu7vHSK/g4pxmeYpLDD+UhylbGrQjhdSY35mXBpKtmeylUOrBTYcY+PdpenkPWoi5IzgxgdqvhxsCDndjfpbzixHBZbppfh65fYZbxF40m6AHnmzJnVbh8yZEiN+xg/fjzjx4+v8XkTJkxgwoQJFR4777zzOO+882p8rRAieTl/suH50o7ptCgeWXnER7UKaO2/llTjfQDKbCex3fkUpq1NYze1gnhGuETVqguInDaFj1bGXjiqqouR0jNCtHrEjedzO2oxWHXIKCiyX0F6aDYO63cyg4+x03l7nd5LIjiX27DtVNFbmwR7xH/LX7UKyQneCkCB4zZ0NTlTEHfP43dqNs7t3SFm5Zxzeneo8uKz7NQQ3uNDeP7PTs6/3Wx9tuKEPaUUUuc7SHvTgfsHLbxK3jNl+AZIcNycNbscZCGEiNg9d1TxQvbDLjqcF06uLB0SxGhdcbTHafxIJ+8xpBrvY+Jmu3MKW1yvY6hNGxzDPwFdLFWNcImqRQKiWE45oG2NFyO70/c28R+sowYUPJ/U8d9CsbPD+SAAWaEn0cy/6vb6BHBHlpc+To//7L8rtUKztuFXe1NkvyxxDUyQ6vL4R/btzPA+ubh2fc9cmsrwPrnRijoxKbD9Xh+m0yL1Awfu/9PACKdxtbnaw16HZNDmRg/uHzRMp8XW/3rxDpTguLlLuhFkIYSoSaXKBDaVe3w9OPeNztjzwie+0tOC5N/mr/A6m5lHO/+FaNZWAurBbHU91+RVBcqLd4RLVK2qUoLDDu3IRyu31el2O4SrWbh+1kh9z0HZeXWrfe/TjqfUdhapxru0DtzEZtdbjZqakIjlpdP010nT52LiZLtzKijJF0bUlMdfU+WcWBVk9L1NCscFyH7cRZvrPaCCtuWfqwz/QTol5wYpPSuEmS0TaluC5Ptki6QipaZEMip/Atx/eyr3fNaTo9fnABDcz2DHv32Vcv8Uy087/8Vo1lb8ah/y3O9jKa5Gb3tNqqsNLequulKC8VyMlJ4RJOc+N54vNdQCBTrWrT07nPfj8S7AYywgTZ9Jif3iOr+neKjF4PrRhqVYeI+Lb3RTM/8iZ9dy0vmO+wjaeiayiQlR2zz+cOWciv/GNZUELLzST9pcO/b1u4LmtiYlQ4KUnBMk1C323QjRfEmALGJKSO1QIRpA5ASY5bVz9Tf7MeLHLmiWSrEjxLTjVnPWf9vgdO8W3FgWOYEbcZlL0ZW2bHG9nJTBMTR8beg9VayAKJ6LEaO9ha+vjnuxRsoHdjiwbu0w1Fx2OO+nTeBacgK347P1R1cbvjqJ+2s7iqHgP1DHbBXHCKcVpK1/LCpllNlOptg+NvGNTID65PHXNPJsuWHL9DLS3nLg7a+HL8Llq9liSYAsYo4SS6kpkaxK1hlc/0k3LlrWGU8o/BP2Vq8NPNz/d7anBugXyqL9bgFyuv4C6fosLOxscb2MocbOS00msQI6kVjxXoyUnhXEvVgj9V073Fz345Zo4ZUaU4zPaOO/ijz3e6A07JQgz//tyj+Os3pFdvA/uMyf0JW2bHNNTdqqFfFUqoDajzwHDzDJv9sf83miZZEAeQ9W1SjxsEM7SqkpkXS0jQqZT7vY+/UMjgiGJ9R91ymfh/qv4qeOhUDsE6DL+JqcQHjG/XbnIwRsRzRqu0Xyq+vFSNlpIXLusnB9p8W3MpqisN35JC7v0bjNr8kIPUOR48o4dlRLVvn6x3XPP3bri8gMPQnANufTmEpOQpuXSPHm8UsFGbE7CZD3YFWNEpcGdPmhEEnDvlYlc5qTtLcdKHp41OqP3sXc1vNXluTurPDc3U+ANnMj7fyjUNAp0i6hxD6yUdsuWiYjx8J3jI7nCzu8BcRRGdRQ27PDOZm2gbFkB+/Fq/2LkNot4W0FsK9RsW9SMVMt/IfWrbybauXTJnAFChY77RPwaQMapI2JFE/qTLwjz6LlkgB5D1Xd7aSPVmyVHwrRuCyw5SvY/1RxrLZhX23Dsev/tc3/3HouPTlI4YQAHGjQbXEKvy4rqvIEqFg+2vlHYLN24FOPiJbYEiIRSs8MhQPk14krQAYotZ9DivE/UvV3aOMfxyb3x6Ak/vfV83+7Ro+PDUFddm9ZtPFPQLO2EFAPpsBxR8Lb1hDiSZ2RCjJid3EFyLqu88wzzwBwxRVXoGkSZzc31d1OChgWZx3YtsIKUxHyQyESzf21RpuJngqBcHmWzWLHSX6Krw5Ar/BjNmo4AVoWrQPX4jKXoSsd2Op6GRRHI7wbsacoOyWEdYuF8r2CLU9Bbx9faa/tzsm4jG9wmT+RFXqMnY6bEtxS8ETqH9dxeel0/UVSjA8x8bDV9Xyz+w7VNXVGKsiI8uKKbDVNY/r06aiqWqsV60Tyqel20tijupDq1OSHQjQo+18qbS/3YCtSMZ0Wob1NQvsaBPcz8XfVmePfxPTtf1OCjvMrlXNLK1ZSqeoEmKbPJE1/EwsHW1yvYKhtG/utiRbOzNiVZrHITsondopGBuPbj5LNducTtPcPIyv4CGW2kwjaeiesnYoPXN/uWl66DgGy01hMq0B4xHiH8yFC6r4Ja1Oykgoyory4h34PO+wwvv32W9asWUPXrl0T2SbRCGq6neRxaPJDIRqUWqTQ7pIUbEUq3n4hNr9cVuH274vfrYurkopqFdIq8G8AtjsfImA7rGHegNjjlZ0SwrPIjuej+ANkAK92MsXaCNL1mbQNjGOj+/OElSF0LdZQAwrBrgZ6p9rV6vXoH9LWPwYVP6XaYEq04QlpS3MhFWQE1GOp6YceeoiBAwcyduxYZs+ezfLly9m4cSN5eXmV/ojkVJslN8M/FC4JjkVi6dD2Kg+Ov2wE9zHY+l9vheC4ppJLkaWlY8kKPoyNAvzqYZRojbMIg9gzeQeGK0K4v9VQd9av7NkO5/2ElE44zFVkB+9JQOvCIuXdajt6nBZ6mXb+i1DxUaINZqvz6aQt6SZEQ4p7BPmEE05A18NfuPvvv7/K5ymKwooVK+I9jGhAcjtJNJVWD7jwLLJjpFtsebEMM7Ni/ma8JZfs5h9khKYDsMM5qcFry4o9m9HOgiNB+U7Bs0Cj9Nz4l3C2lHS2Of9LB/+ZZIaeJaTuR7F9TL3bGF1e+vga2mZZZAUfIjv0EACF9ivJd9wn3yGxx4r7kx8KhbAsq1Z/RHKTUWLRmNJed5D5vAtLtdg6rYxQ18qBcCRHPpbqKqm0CtyOgk6Jdj4B2+EJbbcQMQ0O/yflo/pXn/Brx5LvmARATuAmPPoH9dqftlHB8acN02nhP7KaEWRLp3Xg2mhwvMNxH/nOByQ4Fnu0uEeQBw8enMh2CCGSSKzVFRPB9YON1re5Aci/w1/lql7xlFzy6J+QYnyGiYd8x90Ja7MQ1RoM3BweqVV8YLnrt7six+Vo1gYyQ9No6x9Lnvv9uPPoI+Xd/EfpVbZLscpo6x9DivExFna2Of9Lqf3ceJsvRIsRd4A8adKkRLZDCJEEqlpdsXzliHhpmxTaXpaCElIoPj9A0dhAtc+vU8klKxSdcV/ouLZZLCUtWoj9INjNwPG7DfciO95T4k+ziMh33ItmbSJVn0d7/zA2uj9BV/eu837ckfzjKtIrNHMtbf2X4TKXYJLGFtcsfNpx9Wq7EC1FQgoYFxYWsmrVKgoKCjjttNMA8Pv9uFyJmYUrhGgcVa2uCNVXjqiWCc7lNlrf7EbboeLro7P9Pz6oId6uS458Ruh5HNafhJRcCu1SelI0rrJTQjh+t5H6cWICZBSVbc6nsZmbcZvf0953Hps8H2MqrWq/jyB4vorkH1e8U6NYJWQFp5AZehqFILrSjs2uNwnaDqx/24VoIeqVYPTXX39x2WWXccwxx3DJJZdw/fXXA2BZFieeeCKffvppQhophGh4ta0cEdANNhf7q60kYctTSHvdQZsrPezVO53c09Nw/qYR6mCy9bkycNa+XTXlyKvWDrKC4VXy8h3/xlLqeY9biDoq2xUUez7VIAHxMYCluNjifpWgsh8Oaw3tfBeiWL5av961VEMtUwh1NgjtsyvP3zJJC71GZ+/hZIWeQCFIqe0sNro/k+BYiN3EPYK8du1aLrjgAoqLi6MT8ZRdpWAKCwvZsWMHEydOZObMmRxyyCGJaa0QosHUVDliR2mQj1dtqzL9QimF7MdceD634/izYjCrtzbx9dPZea0fo3ViJ+5mB/6DjWJ86pGUaTI3QjS+YC+DUEcT+yYV9/cavmPrtmJdVUwlm83ut+joG4jbXEwb/xVsdb0ISs3zAiqUd1PAafxATuBWXOZSAAJqT3Y4HsSvHZuQtgrR0sQ9gvz4449TVFREbm4uN9xwAx6PJ7pN0zQOPPBAdF3n+eefT0hDRfOSMt9O5lNOSMx5QjSCmipH/G/FVmYv2RgNoiPpFy8vXg9Axkwnmc+5orPmvf1C5N/uY8PHxaxbUsy2J7yE9q7dQgW15TB+JV1/GQtlV1k3qdcqmoACZSeHh44TUc2iPF3twhbXG5h4SDXeo6PvVLID9+PRP0W1iqp8necrAw74Eev8F2jjH02u7yRc5lIMstnufJSN7kUSHAtRjbhHkL///nsUReGll14iNzeX559/Hp8vfPsnLS2N6dOnc8wxx/Dzzz8nrLEiuVRV6SB9hoPWd4YvmLRNKjsm1ZxvKppedZUjzjqoPfN+2RzzdW8vy2N4n1xS5zkAyL/VR9ElgXrP5q+RZdEqeDsKJsXaRQldnleIuio7JUTmi05SPraz415fPRMYKwrYDmGr6wXa+UfiMn/AZf4AIbBQCKrd8atHELD1QbUKcZrLcQaW45j1B9h1MgF0sNAosl/KTsdNmEpm4hq3h2moCj8i+cQdIJeVleFyucjNzY25PS0tDZvNRlFR1Ve4onmqrtJB1qvOaHBsqRYZs53oXUwKx1VfsUAkh6oqR5zUvQ1v/Lgp5mv8uolvuYlzhQ3TZVE0MnZwnOgTS6r+Fh7jC0zSKHDcUe/9CVEf/sN1jCwTbYuK8xcbgd5V5+jHw6udwjrPMtzGV7jMxbiM73GYv+E0V+I0V4I+458n28J/zB1d8LXtSUDtRan9HELq/glt056kISv8iOQUd4Dctm1bNm3axJdffkm/fv0qbX/llVcIBoN06CDlllqaqiodHLYwmyFPZwGw7QYvhdlB9r8tk1b/cRPKNSk7I0GzV0SDqapyREA3cGpqzBxll6bS+bMUAMoGhrBSKm5viBOLW19Em8AEAAocN2GobePajxAJo4U//+lvOkn5yJ7wABnAUNtTqp5HKecBoFjFuIwfcZnf4zR+wlCyCaoHkvJEH9wz+rBzgovCK2RwIhEapMKPSGpx3wQaMGAAlmUxbtw4LrnkEsrKygC4+uqrOfXUU3n44YdRFIUBAwbEtf8ZM2bQq1cvJk6cWGnb0qVLGTlyJIcffjhHHnkkY8aMYeXKlRWeU1xczF133cXRRx/NgQceyJAhQ/j8889rPO6aNWu49NJLOfTQQznkkEMYO3Ysa9asies9tERVVToY/GtHzn46fDdhwXlb6OdcxElFX/Nkvz8BaDPRg+sHuR3VXOxeOSKSfhHLOQd3IOP9cFmK0rOClbZHTixV5S7XuW3GT7TzX4RCkGLtIorsV8W1HyESLVLNIuXjxOYhV8VS0vFpx7PTcTNb3K+z3fVfitRxOF7+FxRn1by8tKiV2lb4ES1L3AHyuHHj6NChA7qu891336Hr4dlYn376KX///TeWZdG2bVvGjRtXp/0WFhZyxRVX8MILL+B0Vq4F9fPPPzNq1Cg6duzI66+/zgsvvEAoFGLUqFFs3749+ryrr76ab775hkcffZQPPviAY489lquuuoolS5ZUeeyCggIuvvhiLMvi1Vdf5Y033kBVVUaOHElhYWGd3kdLFavSwRkr2jP5g4NRUfj0jM2M2Xtp9DmPHvUHb/faiBpQaDcmBftaWbq0uRrZtzPD++Ti2jWRz6WpDO+Ty2WevXGstWGkW5XqrSb6xGI3/6C97zxUSim1DWK78zGZmCeShq+fjumxcKy2YV+d+N+62pRYdC6zYStS0duZBLsldlLsnqqmCj8FXrkQaYni/gZnZ2fz5ptvMmjQIDRNw7Ks6B9N0xg0aBBvvPEGOTk5ddrv/Pnz8Xq9zJs3j4yMjErbZ8yYQdu2bbn//vvp2rUrPXv25IEHHqCwsDA6QvzDDz/w7bff8u9//5sjjzySTp06cd1113HggQfy3//+t8pjv/rqq5SVlfHoo4/SvXt39t9/fx555BFKSkp4/fXX69ZBLdTulQ5O+b0dj83vjc1SeOGIvxh/4LKKE/IUuOWUX/iuSz62nSrtLk5BLZCApjmKpF/MHduXWRcfxtyxfRl9ZBcy3g9Pzis7JVipvnEiTyw2cyPtfUOwkY9PPYZtrudBSchaR0IkhOUC74DEV7MwTIsXv1vH4OcXc9ErSxn8/GJe/G4dhlm5ZKLn88jiICGZHJ0gNVX4yfY0zh0D0bjqdXbJyclhypQpBINB/vrrL8rKykhNTWXvvffG4XDEtc/+/ftzwQUXYLPFvh3/wAMP4PP5UNV/PqyRIHzbtm0AfPXVVzidTo444ogKrz3uuON4+umnCQaDMdv39ddfc8ghh5Cenh59LCMjg969e/Pll19yxRVXxPWeWpLylQ4GrGnDU+8dgmapvHTYWn4Zv5PAr5WDoZDN4rKzl/Dt/BNIWWOn3ZgUNr9WiiULLTZL4fSLXd9PE1J2BcilZ1UOdiMnlqpyl2t7YlGtAjr4zsVubSKgHsRm96tYinyARPIpOzlE6v8cpHxkp3B8YvJ/65L/Gq1/PEBqbCZKdRV+zundQapZtFBxjyDfeuutPPDAAwA4HA66d+/OYYcdRrdu3XA4HFiWxfnnn89dd91Vp/126tSpyuAYwOPx0KpVxeU2Fy5cCEDv3r2B8CIm7du3R9Mqxv+dO3cmFAqxYcOGmPteu3YtnTp1qvR4586dWbt2bV3eRosWudU+bvE+2E2VVw9dx+qbixl7dJcqr7KDqSZ5M0rRW5u4l2i0vs4DiV0vQjQB1xIb9jwVPcfEd3TlE3K1ucu1PLEoVintfefjsH4nqOzDZtdbWEp6ja8Toil4T9CxNAvXzxq2zfUfwq1LmpJth4LrFw3LZuE7RgLkRKoqxSxS+Ue0PHGPIL/zzjtkZWVx++23x9xeUlLCihUr2LBhA/fee2/cDazJxo0buffeeznqqKM49thjo8dOTU2t9NzIY1WVnispKSElJaXS46mpqRQXF1fbDkVp+lTIyPEbuh2aTWHMUV1QpsEfyws5ZFgqRzrC6TDVXWXb9lbY+lIZ7c9NJe19B0XjAwR7Nvzkhsbql+YmEf2S+t6u9IpBIZQqBoNHHRG7dNyoIzrXfGwruKv261J0pR1bPO9gqm0a7M6xfFZik36JLVa/WJnh4NSzyE7qJ3aKR1WeuFoXO2tIU9rpDdE+I3yh6fkifEr3H2ZgZVpNlmHREj8vkfPeRYfnUlAWIjulbuUqW2KfJEJj9ktdj1GnAPmdd97hnXfeif69pKSEiy++uNLzLMtizZo16LqO1+utW4vqYPXq1YwePZo2bdrw6KOPRh9XauiFqrbX9Lrq7N0hM2Zw3RT27pDZOAfqCJxe8aF7h2SQlebixa/X4g0aeBw2Rh+zNxMH7h8u6dURGAy8Brk/pcFJjdNUaMR+aSb8IYMNBV7at07DZY/jFqEOfBD+34xLnWR0rDypNuKBTlnceVYvtpcEaJ3mrP3xtl4NpQtBzUTr8imdnb3q3s44yGclNumX2Cr1yzBgEeQs9JBzuyfWS6rkDxkVvicd2hi47TZ8ocqDCR6HjcP2a/3P92lx+D/uszT26ZhZ6fmNTT4vlUmfxNYY/VJWVrdc8ToFyJs2bWLx4vA3UFEUDMPghx9+iPlcywrfP99vv/3q1KDaWrJkCVdeeSVdu3blmWeeqTChLz09nU2bKi9qUFJSAhBz8l/kdaWlpTFfl5mZWW171uYV4vE07UxWRQl/yNbmFWI1YfrCkF5tGdQ9p8JV9rrN/4zap/a10+a1FHzvhdh8UVmDtydZ+iVZGKbFjO8r1yUedUTd6hK7F2m0356K3sFkfediiL2OSCV5vtqNqLn1T2nvewoLlc3OWfh35AKFtW5fPOSzEtue3C8B3ahyxLCqfrEdodDZlg6fw4avS9D3qrmaRHXfyyEHt495Z27wQe3J2xY+r2FClw/TsaGy8dASgpuarvTYnvx5qYr0SWyN2S9eb93ijToFyJdeeildu3Zl/vz5LFiwAEVRooHw7pxOJz169OCee+6pU4NqY/ny5Vx66aX069ePyZMnV5pw17VrVxYsWEAoFMJu/+eK4e+//8bhcFS5+l/Xrl1Zt25dpcf//vtv9tlnn2rbZFkkzYc+GdrisNlot2si1+5t8fYL58a5ftCglEoLSzSUZOiXxhZr9boZ3yem4H3KvPB3q+TMIJZCQnPKbeZ2WvvHA7DTfh0+2zGNmrO+J35WamNP6pe6LHCze7/orS3KTglP1kub5aDgdn+Nx6vue1nVCpcj+3aOHtf5sw1bQXg+QOAAIynmeOxJn5fakj6JrTH6pa77r1OA7HQ6OfXUUzn11FPp3r07mZmZfPvtt3U7Yj3l5+dz+eWX069fPx5//PEK1Swi+vfvz9SpU/n66685/vjjo49//vnnHHvssVVW2Ojfvz9PPvkkO3fuJCsrK3q8ZcuWccMNNzTI+9kTGW0tAj0MnCttuL/V8J4ok0kSraqT+7BDO1Y74Wd4n9za5dUFIOWjqqtX1Itl0TpwNZq1Db96GDsdNyV2/0LUQn1XTiseEST1fw7S33Cw83p/tVV7apqIN7xPbswVLsuLVK/w9dfrMf1eCBER9yS9SZMmxVzII8KyLH7//XfS09PrtNx0YWEhoVD4hGsYBoFAILoASFpaGk888QS6rnPDDTeQn59f4bV2u53MzEwOOugg/vWvf3Hvvffidrvp0KEDs2bNYvXq1dx///3R50+ZMoWlS5fy6quvAjBs2DBmz57NDTfcwE033YRlWTz44IO0adOG8847r9bvQdTM2z+Ec6UNzyK7BMgNoKqTe2lAr7EucbSEWzU8n9uxlSgE9zESPtEyXZ9BivERJilscz1LlbP/hGggtQlYa7qQ9B2tE+xq4FhjI+V/dkrPqfpCsjb1wtun2yqWWNyNe1G5+sdCiHqLO0C+9dZbyc7O5rTTTou5XVEULrjgAvbaa68KE/tqMmHChGieM8CWLVtYsGABEA7Kv/rqK4qKihg4cGCl1/bt25eZM2cC8MgjjzBlyhSuvfZaSktL6dGjB9OnT6dnz57R52/fvr1CSkVqaiovv/wy//nPfxg2bBiKonDUUUfxyiuvJM0EvHjFutXelHz9dbKeCeexisSq7uT+0YqtCalLnPpe+HmlZyV2MQK7+QetAuHKODuc/yGkdk3czoWopdoGrNVSoHhEgJx7PGTMdFYbINe3XrhaqOD60YalWHiPkwEHIRKhTtFJaWlphXJnhmGwefPmSnnIpmny448/4vP5+Pvvv+vUoEiAW5UhQ4bUaj8pKSncdddd1dZhfvDBBys91rlzZ5555plaHaM5qEseXWPyHa5jui0ca21o61X0zrIkaqJUd3IPGBZnHdiWd5dvqbSt1nWJyyDl010B8pn1K2FVgRWkrf8yVHyU2k6nRBuRuH0LUQeJWuCm5NwQ2Q9auJZqOH6zVXm3pb4LUaR8bEcxFfy9dcxsSXAVIhHqFCDPmDGDadOmAeER4uLiYk444YRqX1N+kpxofPXNo2swTvAdpZOy0I5nkUbxiAQGWnu4mk7uY4/qQqpTiznhpzZSPrGj+hUCPXVC+ybuwiY7OAmn+TO60o7triekYKhoMrUNWAN6uFRiQDdwxFjgysywKD07SPrrTtJnOtjxoK/KY1Y3Ea8m6TPD8wFKzpXfUSESpU4B8t57701qaiolJSXVVrAo71//+lfcjRP1k4g8uobk6x8iZaEdtwTICVXTyd3j0Bh9ZLjgfWqam9ISX8yTe1Uii4MkcnKey/iazNATAGxz/hdTyU7YvoWIR3UBa13uzBWNCAfIae84KLjNh1nFIpA2ValxIl4sjl9suH7WMD0WJUPkd1SIRKlTgDxo0CBOOukkFi1axPjx43E6nVXmIEfKvNU2JUIkXkLy6BpQJFfO87UdQoDcbEiY2oxGOTUbnbI9/OUL1rr8jbpTwbMrb7z0jMScjFWriDb+y1GwKLSPw6cNSMh+haiP6gLWF79bV+s7c8GDDPy9dVzLNFLnOmpcWa+6iXixZERGj4cEsdJq/TIhRA3qPEPKbrdz4oknAuDxeJg0aVLCGyUSI1F5dA0l1NUk1NHEvknF9aMN/xFNV9i+pYl3NKom6bMdKCEFXx8dPTcxuY6ZwcewW5sIqAdQ4Kh6zoAQTWH3gDWeO3PFI4K4lmlkzHRSPDKYsImtapFC6jzHrmMEErNTIQRQj2qJq1atqrEG8vDhw7n11lvjPYSop8it9lhqOyGrQSnhNAsAzyIZPm4I4ZO7KyH/1rbNCllPhou5Fo6reeGD2lCtItJDLwKww/EgllJNsVghkkBt7sztrvSMIEaGieMPG67vEve7m/Z2eD6A/1Cd4AEy0VmIRKp3ja1Vq1axZs2aaO1iCNdAXrduHUuXLmXFihUyytyE6jPxozF4++ukv+oMl3uT9SCSWqv73ag+Be/xIbwDE1NKKj00Axsl+NVD8duOTcg+hWhI8dyZs9xQcn6QzOku0mc68R/lrX9DLEifFV6LoEhGj4VIuLgD5GAwyNVXX82iRYuqfV5qamq8hxAJ0FC32hPFd4yOZbNwLrehFihSoihJub61kfaeA8tusePfvsTcIrYCZITCJRULHddI1QrRLMRbkq14RDhATv3ITv42BaNN/X7rXN/ZcPxpw8g0KTtdFgcRItHiTrGYOXMm//d//4dlWVX+6dChA3fffXci2yvilMhb7YlkZlj4DzFQLAXPF7JoSFLSIecuDwCFYwOE9knMrdw0/U00awtBpStltkEJ2acQjWFk384M75OLSwufQl2ayvA+udXemQvtbeLtF0IJKaS97qh3G9JnhkePS84PVruMtRAiPnFHJO+99x6KotC/f39OOOEEHnzwQXw+H/fddx+//fYb77//Ppdffnl0Qp8QVfH1D+FeouFeZKf0bBkJSTbpMx04V9nQ25rsvDoxucdYJpnBpwAodEwAJbku3ISoTuTOXF1LJRaPCOL50k76bCeFVwUgzo+9bbtC6kfhVI7ii6S0mxANIe4R5A0bNmC325k6dSrnn38+Dkf4ivjcc8/l7rvv5r777uOee+5h/vz5CWusaJm8/XeVe/tCA8mwSCpqvkL2lPDwVP7tPqwEZUylGB/gsP5EV9pQqg1NzE6FaGSRUom1vTNXNjCE3s7EnqfiWRD/HbO018PVZLz9QoT2lsl5QjSEuAPkSEAcWSxEVcO78vnCKwWdeuqpOJ1Opk+fXt82ihYucJCBkWmibVNxrIr7IykaQKuHXNiKVHx99cSN7lsWmcHwoiBF9iukcoXYc2hQPDw8oS7rSRdKPHP1DEifHU6vkAWWhGg4cUcjnTt3JhQKcfnll1NaWkrr1q0BeOWVV/D5fHzzzTf4/X7WrVuXsMaKFsoGvmN3jSJLubek4VxmI+11B5ZqseM+b8Jqt7rMb3CZSzBJo9g+OjE7FaKZKL4wiJFp4vpZo/1FqajFdXu95/807JtU9LYmZQMlJU2IhhJ3gDx48GAsy+Lbb7+lrKyM/fffH8uyePzxxzn00EMZM2YMiqLQtm3bRLZXtFCRNAu3TNRLDibk3OlGsRSKRwQTWmP1n9HjUZhKRsL2K0RzYLSxyHuzFD3HxP2DRvthqag7a3/1GZmcV3xhMAGFWoUQVYk7QB46dChnnXVWNMVi7NixaJpWqZLFBRdckLDGipbLu2vBENdiDcXXxI0RpL3lwLVMw8gyKbg+QRPzAIfxGynGp1jYKbKPS9h+hWhOgj1M8uaUorczcS3X6HBeKrZtNQfJ2gYVz0INy2ZRfIHUPhaiIcUdIKuqykMPPcT8+fPJzMykW7duvPjiixx33HHstdde9O3bl/vuu49Ro0YlsLmipTLaWwT3N1ADCu7vZFikKanFkP3grol5N/sxsxI3czIz9CQAJdpQDLV9wvYrRHMT6mqy6e1SQp0NnL/b6HBuKra86oPk9NkOFEuhbGAIo73MaBaiIdU7Etl3332j/9+3b1/69u1b312KPZS3fwjHHzbci+x4ByRmpTZRd2lvONF2qAR66ZQMS9wkIM1cT6r+NhZKuLSbEHs4vbPJpjmldLgwFcdqGx3PSSPvtVL0vcqlNOlgX6fi+MNG2hvhyfEyOU+IhlevANmyLObMmUMoFOLCCy+MPn7bbbex//77M3z4cOx2mXQlasd7nE7mdPAs0shv6sbsqSxIezN8Ei68NP46rbFkhJ5GwaDUNoiQun/idixEM2a0t8h7q5T2F6biXGmj47mpFA8L4lijYv/ThuMvFSX0z8hycC8jOqlZCNFw4g6QQ6EQV111FV9++SXnnntuhW0rVqzgnXfe4fPPP+eFF15A0+SWuaiZ/wgd02nhWG1D26Cid5L6no3N8ZsN5yobZqpF2SmJmyGvWgWkh14Bdi0rLYSIMnIs8t4opf3FKbiWaWQ/UbH0oZ5jEtrPILivGZ6cJ9UwhWhwcUeur7/+Ol988QUAilIxb8put2NZFosXL+aVV15h9Ggp5SRqZrnBd4xOykI7ngUaxaPkNmJjS3srPHpcenoQy5O4/WaEXkDFi089ioDt8MTtWIgWwsyyyHu1lKz/ulDKFEL7GwT3MwjuZ2JmS76xEI0t7uvQd955B0VRGDt2LLfddluFba+99hqXXXYZlmXx7rvv1ruRYs/h/Vd41DJlgaTmNLogpL0T7veS8xN3caJYPjKCzwIyeixEdaw0KLjZT/69PoovCuI/wpDgWIgmEneAvG7dOux2O9dffz0uV8XbQZqmce211+JwOFi/fn29Gyn2HGUnhgNk9zcaSlkTN2YPk7LAjm2nSnAvA38fI2H7TdNnYyOfgNoDr+2khO1XCCGEaChxp1goioKu6xQWFpKVlVVpe35+PsFgkJSUlHo1UOxZjA4WgQMMnCtsuL+0461lHmxWYBIeYwGW4sHEjaWkYOLBUjxYihtKBwLHNmzjm7nI5LyS84IJWzUPSyczOA2AQvvVoCRqx0IIIUTDiXsEuXv37liWxbhx4/j2228pKirCMAwKCgpYtGgRl19+OYqisP/+Mlu9sQR0gw0FXgJ64kb/msI/aRa1v35L1efgMpfiNr4kxfiEVP0d0vXZZISmkxl8EjaeQVbgfrDkdmUstu0Kns81LMWi9JzEpVek6O9jt/5GVzpQqg1J2H6FEEKIhhT3CPKFF17IkiVL+Pnnn6udhDd06NB4DyFqyTAtXl68njnL8gjoJk5N5dzeHRjZtzM2tfmN2JWdGCLrKReehXYwfbW6jNvkWYDT+AUFL4rlRY3+twzN2khG6CWyglOwmXlsdz4BiuQ4l5f6jgPFUPD2C6F3TNBFhGVFFwYptF8JiiMx+xVCCCEaWNwB8mmnncZvv/3GCy+8UOVzhg8fztlnnx3vIZgxYwaTJ09m4MCBPPbYY7XedsIJJ7Bp06aY+xw8eDAPPvhgzG1VvW6//fZj/vz5cb6Lhvfy4vXMXrIx+veAbkb/PvrILk3VrLgFDjYwWplo21Scv9gI9K55RNxUMvFpx8XcpiiQ0fpkrLwRpOuvoVnb2OKagaWkJrrpzZO1W3pFgriNL3GZyzBIp9h+ccL2K4QQQjS0ehUovvHGGxk4cCBz587lt99+o7S0FI/HQ/fu3TnrrLM48sgj49pvYWEht9xyC7/99htOp7PW2yLmzJmDYVQMqgoKChg2bBjHHHNMtccePXp0pRHxZK7jHNAN5izLi7nt7WV5DO+Ti1NL4GoPjcEGZSeESH/LiWeBvVYBcnUCusEG/XRMx1vkBkfgMRbQwXcGW1xvYKhtEtTo5svxqw3n74mvfRwZPS62j8FS0hK2XyGEEKKhxRX5BYNBfD4fGRkZ9O7dm969e2OaJvPmzWP58uW4XC6seuR6zp8/H6/Xy7x58zjvvPNqvS0iOzu70mNTpkyhR48enHHGGdUe2+Px0Lp167jb3tgKvCECeuwFNfy6SYE3RPv0ZhYgA94TddLfcpKyQGPn9fHto3LqiZ0rj3iRK/efgMtcRkffSWx2v01I7ZrYxjczkdHj0jOCWO7E7NNhLA9PmsRBkf3yxOxUCCGEaCR1nqT3zjvv0K9fP+bMmRN9zO/3M2LECG6//XZef/11ZsyYwejRo5k0aVJcjerfvz8vvfQSrVq1qtO2qixfvpx3332XW2+9Na72JLNsjx2nFvuf0aWpZHuaZ66tt18Iy27hXK5h2xxfHnUk9SRyARHQTR772sWjK2cQUHtgt9bR0XsyTmNJIpvevAQgNVL7OIHpFZmhp8L71C7AUNsmbL9CCCFEY6jTCPKSJUuii4KsW7cu+viMGTNYunRppee/8sorHH/88Rx11FF1alSnTp3i2laVRx99lIEDB3LggQfW+bW1pShNU8HKZbdxbu8OFXKQI87p3QGXvfmNHgOQDr4jdTxf2klZaKfkoroFb9Wlnry0xODs3vPpHLoYt/E1HXyDyfN8QNDWcJ+PZKQowP/AVqgS2ssgcLiRkM+wZq4nVZ+LhUKRc3yzquwWaWtzanNjkH6JTfolNumXyqRPYmvMfqnrMeoUIL/66qtYloWiKGRkZEQff/vttwFQVZUJEyaw77778t///pdVq1bx9ttv1zlATqRffvmFb775hrlz59bq+b/99htjxozh999/JyUlhb59+3LNNdeQk5NT7ev27pDZZDWf7x2SQVaaixe/Xos3aOBx2Bh9zN5MHLh/s6xiEXUu8CW0/tpD65vrtu5xuNxd1aknnvR2uDMXQN55qKXvkxscCl2+BXvzm9RYLzPC/7GPtbFPbmZi9rn1HigzIHUInXL7JGafjWzvDplN3YSkJP0Sm/RLbNIvlUmfxNYY/VJWVrc76nUKkH/55RcUReH222/noosuAmDDhg1s2LABRVE49dRTGTduHAAdO3ZkyJAhLF++vE4NSrRZs2bRs2dPevbsWeNzs7Ky2LlzJ5dccgl77bUXf/75J1OmTGHp0qXMnTu30oqB5a3NK8TjSdwEp7oa0qstp/fIISXVTVmpD4fNxrrNRU3WnkTQDlPpTDrmpxbrVhfVKT82oBs4NTVmkOzSVEpLfPzls6HwDO3Vzbj0JQTXnkye5yNMJTNxbyKJ2XYodPkgA0uxWH9SMcam+pd3U60COpdORwU2meMIbCqs9z4bk6KEf6jX5hVKyexypF9ik36JTfqlMumT2BqzX7zeui3PW6cAefv27aiqWqG2cfnUipNO+mcZ2QMOOABN09i2bVudGpRIwWCQTz/9lPHjx9fq+ZGR8Iju3bvTunVrRo4cycKFCznttNOqfK1lNf0aFA6bjU7ZHv7yBZu8LYkQ6mIS3M/A8acN1zca3hP0Wr/WYas+9cRhs4X/zfCw2f0aHb0n4zB/p613OJvdb2MpVV8MtRSpcx1ggO84Hb29BQn4zKQFX0TFi089Gr/aJyH7bArJ8H1ORtIvsUm/xCb9Upn0SWyN0S913X+dJukZhoHL5cJu/2eY+scff4z+/2GHHVbh+Q6Hg2AwcRN/6urHH3/E6/Vy7LHxLzHcrVs3ADZurBxoiYZXtmtVPc9ndZ9sOLJvZ4b3ycW1axKjS1MZ3ieXkX07V3ieqeSw2f0WBq1wm9/QJnAlWLHTM1oMC9LeSGztY8XykRl6FoBCx9UJ2acQQgjRFOo0gpyamkpRURGFhYVkZmZiWRZfffUVEJ48Vz5Pt6CgAK/XS3p6emJbXAfff/89TqeTfffdt8bnrlmzhunTp3P55Zez9957Rx+PpIjk5uY2WDtF1bwnhsh6xoVngR0sH9QhpdqmKow+sgsXHZ5Lapqb0pJw6kksuroPm92v08F3Jqn6O+hKR/Kd9yXoXSQfx682HL/bIB28Cap9nBaaic3aQVDtjtc2MCH7FEIIIZpCnUaQI4HmQw89xOrVq3n88cfJy8tDURSOPvroCs995ZVXAOjSpe6TngoLC9m+fTvbt2/HMAwCgUD071u3bq1ym9/vr7CfjRs3kpubi62KoOiUU07hpZdeAqBDhw58//33XHfddXz//fds3LiRTz/9lLvuuot9992XE088sc7vQ9Sf/zADI8PEnqfiWFnnqoQAOLVw6klNC6YEbH3Y6noeC5XM0FQygs/EdbzmIPV/u0bkzyEhtY8Vy09W6HEAdtonghLfv5UQQgiRDOo0gjxw4ECWLFnCvHnzmDdvXoVtgwcPjv7/1VdfzaeffhozcK6NCRMmsHjx4ujft2zZwoIFC4Dw5L/yy0GX3zZp0iSGDBkS3bZ9+/ZqR7DXrl1Lfn4+AG63m5kzZ/Lkk09y/fXXU1xcTPv27Tn55JMZN24cDoejzu9DJIAG3gE6afMceD6zEzwg0KCH82qnscP5CK0D19MqeBu62oEy7cwGPWajsyDlg10B8rmJ2WV66GU0azNBZX9KtXMSs1MhhBCiidQpQL7ggguYN28eK1eurPD4kCFDOPjgg6N///nnn7Esi9TUVC688MI6N2rmzJl1fk0sM2bMqHb777//XuHvubm5PPzwwwk5tkgc779CpM1zkLLATuHVDRsgAxTbR6OZG8kKPUYb/5Ws9/TFUNs1+HEbi+N3FcdaG2aahfovBXbUb3/h3OPHANjpuBGUZlp7WwghhNilTgGyw+Fg1qxZvPTSS/zyyy+kpKTQr18/zj777ArP23fffQkGgzz66KO0bSuraIn68R6vY9ksnD/ZsO1QMHIafgpwgeNOnOZSPMYXZAcfYLvrqQY/ZmNJ+TA8elz2rxBpzvrfGUkPzUCzthJUulGqDa75BUIIIUSSq1OADJCSklJj2bQbb7yRTp06NdnCGSK5BXSDAm9o1zLZNY82mpkW/sMN3N9peBbaKTm/ESqjKAr5jgdw+/qTps+myBhL0HZwza9rBlI+CAfF3lNDpFG/AFmxvGTuyj0ucNwko8dCCCFahAaZSdO9e3cJjkUlhmnx4nfrGPz8Yi56ZSmDn1/Mi9+twzBrHhGOlntbUOdrurgFbb0o1kagYJETuL1FFK+0r1VxrrJhuiy8A+pfvSI99CKatY2g2p0y7ez6N1CIFiKgG2wu9hPQjaZuihAiDo0XbYg93suL11dYuCOgm9G/jz6y+mon3hND8IAbzyI7SilYqQ3a1KidjttI0+fiNr8mxfgfZdrpjXPg3dR11L0qkfQK74AQVt1W765EscrICj0BQIHjZqlcIQThgYCXF69nzrI8ArqJU1M5t3cHRvbtjE2tQ51KIUSTkjOaaBQB3WDOsryY295ellfjKEuoq0mgl45appD1VOOtcmeobdjpuA6AVoG7wGr4SYIVjl+PUfdYItUryk6t/+hxRugFbNYOAuoBlNlaWKUPIeIUGQiILHMfGQh4efH6Jm6ZEKIuJEAWjaLAG4qeMHbn100KvDUEbArsuCtc5zrzeSf2tY330S2yX0FI6YLdWktG6LlGOy4k9mSrbVJw/axh2S28/6pfgKxYpWQGnwRgp4weCwHUfiBA0i+ESH5yVhONIpwaEPvj5tJUsj01LyXtP0qn9PQgSlCh1b0JWN2ilizFRb7z3wBkBR9BtepZF62W6jvqvruUj3alV/TTMeu5wGVG6Hls5BNQe1Jma5q0EyGSTU0DATtKgwm9IySEaDgSIItG4dRsnNu7Q8xt5/TuUOu82vzbfZgui5TP7Hg+/yeFvqFHZMpsZ+JTj8JGCdmBSQ1yjN3Ve9R9N5HqFfVNr1CsEjKD4bJ3Ox23yOixELvUNBDwvxVbJf1CiGZCzmyi0Yzs25nhfXJx7TqBuDSV4X1yGdm3c633oedaFF4ZTrVodY8bw5/YHN0qKQo7nP/BQiFdn4HDWJHY/ceQiFH3CNt2BdcPNizVouyk+gXIGaHp2CggoB5ImW1QvfYlREtS3UDAWQe1Z94vm2Nui+eOkBCiYUkVC9FobKrC6CO7MLxPbr0qMhReESDtDSeOv2ysvs/H7PbxVcaoq6CtNyXaMNL112gVvJPNrjmgNNys9MjJtnzlj4i6jLoDpHxsR7EUfEeFMLPjv3hQrSIyg1MBKHDc0qDvX4jmKHLB//ayPPy6iUtTOad3B07q3oY3ftwU8zWRO0Lt06WOuBDJQgJk0eicmq1eJwLLDfl3+mh3RQrHvd6G1pc62Z5asbrE28vyGN4nt14l0WKVVitw3Emq/i4eYyEe41O82klx7782qjrZ1mXUHf4p71Zaj/QK1Sqine98bOwkoB6M13Zq3PsSoqWqaiAgoBs4NTVm2lRd7wgJIRqeBMiiWSo7LUTh4QEyf3By4xfduOm0Xypsr8+ITHV1TFHbU+i4luzgf2gVuAuv7cQGzcFNxKi7Wqjg/ib8VS87Jb4A2WZup73/HJzmcnSlDduc/5XRYyGqsftAQCLvCAkhGp7kIIvmSYH8e30YisX5yztxcF5Ghc31GZGpqbRaof0qdKUNDut3PMZH9XsftRQ+2briOommfKqh6Ar+w3SMdnVPr7CZG+ngOw2nuZyQkkue+wOCtgPqvB8h9nSJmIchhGgcEiCL5qsX/HBSPgD3fNYTpVzsF++ITG1Kq1mKhyL7pQDRWsDJLOXDcPWKeNIr7OZqOvpOxWGtJqjsxyb3h4TUroluohB7hMgdoblj+zLr4sOYO7Yvo4/sIivsCZGEJEAWzVrOwxreVJ1DNmcx+LeO9R6RqW1ptWL7GExScJvf4zQWx93+hqaUgvuLXekVdQyQHcZyOvhOw25tJKAexCbPBxhqbkM0U4g9Sn3uCAkhGocEyKJZU7Kh7NYgAA9+dyDvnXpkvUZkaltazVSyKLaPAIjWBG4q1dWA9iy0owYUAr109M6xA/9YnMZiOvjOQLO241OPIM/9HqaSk8hmCyGEEElLAmTR7BUPD+I/RMeRb2OvUemoO+O/XVmXBU2K7OOwsJFi/A+7uTruY8bLMGuuAZ0aR/UKp/EDHXxDsFGE1/YvNrvnYioZNb9QCCGEaCEkQBbNnw22vFhGcC8Dx2ob7UeloPji311kIk3vHRkc91cOe3k9DD+sctqGrnamVDsbBYuMXbWBG1NNkwkVX3gEGWqfXqGZ62nnH45KGaW2M9jsehVL8TTMGxBCCCGSlJR5Ey2CkWOxeXYZHQen4vpRo+2VKWyZXhbXJ9ymKlxp24cOM1JRjPBotPmSRXBfg+B+BqH9TYL7GfgP1ylMuZo0/W3S9NfZad6GobZJ8DuLrabJhMP75JL1rRPVqxDc1yC0X83pFYpVTDv/sGhaxVbXdFAciW66EEIIkfRkBFm0GHpnk82vlGGmWqR8Zqf1LW6IY9E4dadCm/EpKIZCqJOBmWKhliq4lmmkv+Wk1QNu2o9KpeMZaQSVg/Da+qMSID00PfFvqgq1mUzo+jZ8deDtr9e8Q0unnX80TnMlIWUvtrhngeJMZJOFEEKIZkMCZNGiBHsabH6hDMthkf6Gk+yHXXXbgQVtrvNgz1MJHGCwYWEJa1cW8ff3ReTNLGXHXT6KLwhgpFs4/rLh/kaj0D4BgIzQCyhWWQO8q8pqM5nQ/V04QPYfUXOAnBO8DY+xAIN0Nrtflwl5Qggh9mgSIIsWx3+0ztYnvFiKRdZUF+kv1j5NIGO6k5TP7JgpFlufLsNyAQoYHSx8x+sUXRpg+8M+ii8ML22d9pYDn+0EAmpPbOwkLTS7gd5VRTVNJnT5bTiXhycU+moIkNODz5ERmo6Fja2uGYTUbglvrxBCCNGcSIAsWqSy00PsuDc8U6/V3W54o+bXOH+y0WpSeMR5+yQvoX2qztstOTdcWi7lAztqiRIdRc4MTQOrFikNCVDdqlyuJRqKoRDoZmBmV5NnUvoRrQK3ArDD+TA+bUBjNF0IIYRIajJJT7RYxaOCaNtUsp5ywTDIucBN/q1+zKx/AsaAblDgDZGjO+h8VRqKrlA8LEDp4OqrPoS6mfgP1nH9rJHyPwclw4aQHbwPu7WeVP1dSu3nNPTbi67KNbxPLgXe0K60i/CocTS94siqg3W7sQLyzkfBpNA+jmL76AZvsxBCCNEcJPUI8owZM+jVqxcTJ06s07ZbbrmFbt26xfxTUFBQ7THnzJnDoEGDOPDAAznuuOOYPHkywWAwYe9JNK6CG/3svNoPNkh/zUmnE9JIfceOYZSrIfzyUtadH8S+wUagmxEdea5Jyfnhz0XaWw5Q7BTZxwGQGXoKrDhmB8Yp1qpcru/DAbIvVoBsWXj0T2jnGwZmCWW2k8l33NdYzRVCCCGSXlKOIBcWFnLLLbfw22+/4XQ6a72tvEMOOYSnnqq8wllWVlaVr5k3bx533HEHt9xyCyeeeCKrV6/mlltuoaioiPvukwCiWVJg501+si5x4R8VHvFte3UKxS+YfHlEAYEsk4t/7MLJv7fDa9d57vLVnOFuV6tdl54ZotW9Fu4fNOx/qRTvfTFZwYdxmj/jNr7Epx3XwG8uNsUHrp/DwXKFCXpWgDR9DpmhqTjMVeHHnAexzT4dkCVvhRBCiIikHEGeP38+Xq+XefPmkZGRUett5dntdlq3bl3pj6JUvcra1KlTGTRoEKNGjSI3N5fjjz+ea665hjlz5rB58+aEvT/RBHpD3nulbL/Xi5Fisd/PaXzy4nHcsaAHt3/eA4C7Bv7GM/lrYy7ZHIuZaVF2UjgVI+0tB5aSFk1TyAw93hDvolZcSzWUULj+sdHaQrUKyQw+Rhdvb9oExuMwV2HQip2Om6HzIiwlrcnaKoQQQiSjpAyQ+/fvz0svvUSrVq3qtK0+1q1bx4YNG+jfv3+Fx48//nhM0+Trr79O6PFEE7BB8SVBlr63nY/234JLtzF2yT44DRtv99rInAM3RmsI11bJebvSLN52gAFF9ssxceMxPsejf9hQ76Rarl35x77jCmgVuJ0uZb1oFbwXzdpCUNmH7c4prEv5hZ3OW8CW2SRtFEIIIZJZUqZYdOrUKa5t9bF27dqY+2/Xrh12uz26vSqKEv7TlCLHb+p2JJvd+yWtq40R5y3luJWtuWNhD3a6g9w58FcgXAmiVYq91n3o76+jtzXRNqt4vtbw9W9HoeM6soMPkBO4hY1a/0Zfqtn9nQaHfkXq+IuwhdaF26n2pdAxAa92KijhdAr5vFQmfRKb9Ets0i+xSb9UJn0SW2P2S12PkZQBciIUFBRw880388MPP2AYBj169OCaa66hR48eMZ9fXFwMQGpqaoXHFUUhJSUlur0qe3fIJCUlJTGNr6e9O2Q2dROSUvl+ubTfPkzVV/PpflvDq+3t+uKM7bcPPbrU8e7EJcCD0H5+KlwImHfC329hD/7B3s6noXUj5q/7gnDs3XDJg9hsJjgOgHbP4vIcS1WZ1fJ5qUz6JDbpl9ikX2KTfqlM+iS2xuiXsjJ7nZ7fIgPk1NRUQqEQBx10ECNHjmTnzp1MmzaNYcOGMXfuXLp27VrpNdXlJtdm+9q8Qjye2t+abwiKEv6Qrc0rbMwiCkkvVr+cdUAbdpb4eXtZHn7dxKWpnNO7A2cd0Ia/NhXWaf/2U1Q6PZiOOddi/YpizAwLt+0h2jMYK/9hNvrPIqTum/g3tns7jD9om38FjrE/AeF0jwLH3Vg73bCzsNLz5fNSmfRJbNIvsUm/xCb9Upn0SWyN2S9eb91Wum2RAfIdd9xR6bGDDjqI/v37M3PmTO65555K29PT0wEoKSmp8LhlWZSVlVU7ITD8vEat7FWtZGpLMinfL6pSdQ3huvZdsKuJ/1Ad148aKe/ZKb4oiNd2PKXaYFL1d2jlv4nNrrcb7h6SZZGuv0irwJ2obh9sb0fZx9PZccWxu7bX+HL5vOxG+iQ26ZfYpF9ik36pTPoktsbol7ruPykn6TWEtLQ0OnbsyIYNG2Juj4wqr1+/vsLjGzduJBQKxRx1Fs1frBrC8SguXxN5lx2O+zFJxWN8Torxbr32XxWH8Qvt/OfTOnADKj70H8+EM5dT2lpWxBNCCCHi1eIC5GAwyN13381nn31W4fHCwkI2bNhQ5SS/3Nxc9t13XxYuXFjh8YULF2K32zn22GMbrM2i+Ss7I4jptHD9qGFfHf5aGWoHChy3AJATuA3FKqluFwR0g83F/prLzFkWbn0B7X1n08nXnxTjM0xS2GZ7CnXMO1CYU+0KekIIIYSoXlKmWBQWFhIKhfN5DcMgEAiwfft2AEzTRFXVmNvS0tJwuVzs3LmT22+/nWAwyEEHHcSWLVt47LHHUBSFESNGRI9zyimnMHToUC655BIArr32WiZMmMCLL77IySefzMqVK5k6dSojRowgJyenMbtANDNmOpSdGiJtnoO0txwU3OoHoMh+GWn6bJzmSrKDD5PvrDxhzzAtXl68njnL8gjoJk5N5dzeHRjZtzM2tVxahhUiVX+bzNBUnOZv4ePipEQbRqFjItrSfVD9KqFOBnpHuYcnhBBCxCspA+QJEyawePHi6N+3bNnCggULAOjYsSObNm2KuW3SpEkMGTKEhx9+mGnTpvHYY4+xdetWsrKyOPjgg5kzZ06FVIm1a9eSn58f/fvAgQOZPHkyzzzzDI8++ig5OTmMHDmScePGNfRbFi1AyXnBcID8toOCm8LLW6PY2eGcTEffIDJCT1OiXUDQdkCF1728eD2zl2yM/j2gm9G/jz6yC1gGGaHpZIaeQrPyADDIosg+hmL7pRhqGwBSI/WPj6jdQidCCCGEiC0pA+SZM2fW6/Uul4vrr7+e66+/vtrn/f7775UeO/300zn99NPrdXyxZ/Ido6O3D9dEdn+h4RsQTnPw246mRBtGmv46OYEbyHP/LzphL6AbzFmWF3N/by/L4+LDHHTSr8BjfAFASOlMof0qSuzDsZSKZQXduwJkSa8QQggh6qfF5SAL0WRsUHJueLJe+puOCpvyHf/GIAO3+S1p+j8XgAXeEAHdjLm7g1r9wl7+AXiMLzDIZKvzWdZ7llLsuKxScEwIXEt2jSBLgCyEEELUiwTIQiRQZOnplI/t2Db/kz9sqG0ocIbLD7YJXEN731m49YVkuzWc2u5fQ4vLe83h1ZNvw6lsxa8eykbPIkrt54MS+6aP81cbqldBb2+id44dcAshhBCidiRAFiKBQnublP0rhBJSyHjRWWFbsXYJhfbxmLjwGF/QwX8OXUP/4t/9f8GmhPOG0x2lTD/hfm7tMwNNNSmyX8om9wfoaudqj+v+vtzosSxlKoQQQtRLUuYgC9GcFV7uJ2WBnfTZTnZe7cdK27VBsZHvvI9C+9Wkh54jI/Q8TvMXhnX6hYEX5DLjtxM5b98P6Zy2lYDhId/9JD7HObU6pus7Sa8QQgghEkVGkIVIMP+RBv6DdWwlCumznZW2G2prdjpvZ13KcnY4HkBXOtDKsZHrD5lB57St+JXubE37vNbBMQa4FssEPSGEECJRJEAWItEUKLwiAEDmC04Ixn6apaRS5LiSdZ6f2Ob8L361D0XaSPI8nxFS96/14RwrbNhKFPQ2JqG9Jf9YCCGEqC9JsRCiAZSdGiLU2cC+3kbq+3ZKzwlV/WTFQYn9AkrsF8R1LHe0/rHkHwshhBCJICPIQjQEGxReumsU+RkXNODCdlL/WAghhEgsCZCFaCAlQ4MYWSbOVTbcixroZo0JrsU2QCboCSGEEIkiAbJoNgK6weZiPwG9eSylbLmhaGQ4ATnz2cqT9RLB85mGrVDFaGUS2k/yj4UQQohEkBxkkfQM0+LlxeuZsyyPgG7i1FTO7d2BkX07Y1OTO+m2eGSAzKedeL6y41huI3hg4oJ751IbbceHV9QrPj8o+cdCCCFEgsgIskh6Ly9ez+wlG6NLMgd0k9lLNvLy4vVN3LKaGTlWdHW9RI4iO1aqtB+ZgupTKD09SMHN/oTtWwghhNjTSYAsklpAN5izLC/mtreX5TWLdIuiywJYikXqfDvaxvoP82p/q7S/KBVbkYq3X4itj3vBloCGCiGEEAKQAFkkuQJvKDpyvDu/blLgraZ8WpII7W1SdnIIxVDIeN5Vr33Ztih0GJ6Ctk3Ff6jOlull0DDpzUIIIcQeSwJkkdSyPXacWuyPqUtTyfbYG7lF8YksHJL+mgO1ML5RZHWnQvuLUrGvtxHoZrB5RhlWSiJbKYQQQgiQAFkkOadm49zeHWJuO6d3B5xa0+QW1LWiRuAwA9/hOqpXIXOaEwJ1O57ihfajUnD+biPU2WDz7FLMrAYsriyEEELswaSKhUh6I/t2BsI5x37dxKWpnLOrikVjq09FjcLL/bh/SCXrGRcZM514jwvhHRii7AQds1XlYFfxg/0PG84VNtLecuD6UUNvY5I3uwyjrQTHQgghREORAFkkPZuqMPrILgzvk0uBN7Qr7aJpRo4jFTUiIhU1AEYf2aXa13pP0sm/3Ufaqw4ca22kfugg9UMHlmLh72PgPTEECjhWhINi+xoVxfgn6DYyTDbPKkXfS+odCyGEEA1JAmTRbDg1G+3Tm65cQ00VNYb3ya0+cFfCuciFVwSwr1FJ+dSO51M7riU23D9ouH+o/HUM5ZoEDzAIHGBQOiRIaG8JjoUQQoiGJgGySCoB3WjyUeKq1KaiRm0D+FBXk8Ku4WBZLVDwLNTwLLJjOSyCPQ0CPQyCPUzMTEmlEEIIIRqbBMgiKTSH1fIiFTViBcn1qahhZluUnhui9NzkL1knhBBC7AmkioVICs1htbxkraghhBBCiMSSAFk0uea0Wt7Ivp0Z3icX167azC5NZXif3CapqCGEEEKIhpHUKRYzZsxg8uTJDBw4kMcee6zW2wCWLl3Kk08+yYoVK7DZbPTs2ZMbbriBHj16VHm8ESNGsHjx4kqPezwefvrpp/q/IRFTInN7G1oyVdQQQgghRMNIygC5sLCQW265hd9++w2n01nrbRE///wzo0aN4owzzuCuu+7C7/fz0EMPMWrUKObPn0/r1q2rPPapp57K7bffXuExVZWB9obUULm9DampK2oIIYQQouEkZeQ3f/58vF4v8+bNIyMjo9bbImbMmEHbtm25//776dq1Kz179uSBBx6gsLCQzz//vNpju1wuWrduXeFPq1atEvbeRGWS2yuEEEKIZJKUI8j9+/fnggsuwGarHBhVty3igQcewOfzVRj5zcnJAWDbtm2Jb7Cot2RaLU8IIYQQe7akDJA7deoU17YIj8eDx+Op8NjChQsB6N27d73aJhrGnpLbm8x1noUQQggRlpQBcqJt3LiRe++9l6OOOopjjz222ueuX7+e8ePHs3z5cjRN4+CDD2bixIk1BuaKEv7TlCLHb+p21IfLbqNDRmIDx2ToF8O0mPF95TrPo45oujrPydAvyUb6JDbpl9ikX2KTfqlM+iS2xuyXuh6jxQfIq1evZvTo0bRp04ZHH3202udmZGSwbt06zjvvPMaPH8/GjRt5/PHHGTp0KO+//361uch7d8gkJSUl0c2Py94dMpu6CUmpKftl8se/M3vJxujfI3Wes9Jc3HBytyZrF8jnJRbpk9ikX2KTfolN+qUy6ZPYGqNfysrqNuG/RQfIS5Ys4corr6Rr164888wzVU7qi5g6dWqFv3fv3p1u3bpx4oknMnfuXC699NIqX7s2rxCPp2lXQlOU8IdsbV4hlqxQHNXU/RLQDaZ/+VfMbc9/+ReDuuc0SbpFU/dLMpI+iU36JTbpl9ikXyqTPomtMfvF6y2r0/NbbIC8fPlyLr30Uvr168fkyZNxOBxx7adTp054PB42bNhQ7fMsi6T50CdTW5JJU/VLfln1dZ7zy5q2zrN8XiqTPolN+iU26ZfYpF8qkz6JrTH6pa77T8oyb/WVn5/P5ZdfTr9+/Xj88cdrFRzn5+dz++23s3Tp0gqPr1mzBq/XW6vJgULEEqnzHEuy1nkWQggh9mRJOYJcWFhIKBROVzAMg0AgwPbt2wEwTTNavm33bWlpabhcLp544gl0XeeGG24gPz+/wr7tdjuZmZkAjBw5kh49enDLLbfQqlUrVq1axY033shdd93Fvvvuy99//81DDz1E69atOeeccxrp3YuWJlLnuXwOcoTUeRZCCCGST1IGyBMmTKiw5POWLVtYsGABAB07dmTTpk0xt02aNIkhQ4bw1VdfUVRUxMCBAyvtu2/fvsycOROADRs2kJ2dHd32/PPP88QTT/Dvf/+bHTt20Lp1a4488kiuvvrqCs8Toq6kzrMQQgjRfCRlgBwJYOMVqXlc1+dlZWVxzz331OvYQsSyp9R5FkIIIVqCpAyQhWipnJqtSSfkCSGEEKJmLXKSnhBCCCGEEPGSAFkIIYQQQohyJEAWQgghhBCiHAmQhRBCCCGEKEcCZCGEEEIIIcqRAFkIIYQQQohyJEAWQgghhBCiHAmQhRBCCCGEKEcCZCGEEEIIIcqRAFkIIYQQQohyJEAWQgghhBCiHAmQhRBCCCGEKEcCZCGEEEIIIcqRAFkIIYQQQohyJEAWQgghhBCiHAmQhRBCCCGEKEcCZCGEEEIIIcqRAFkIIYQQQohyJEAWQgghhBCiHAmQhRBCCCGEKEcCZCGEEEIIIcqRAFkIIYQQQohyJEAWQgghhBCinKQOkGfMmEGvXr2YOHFinbYB/PTTTwwfPpzevXtz+OGHc+2117J169YajzlnzhwGDRrEgQceyHHHHcfkyZMJBoP1fi9CCCGEEKJ5SMoAubCwkCuuuIIXXngBp9NZ620Rf/31F5dccgm5ubnMnTuXF198kY0bNzJmzBhCoVCVx503bx533HEH5513Hh9++CH33nsvc+bM4b777kvo+xNCCCGEEMkrKQPk+fPn4/V6mTdvHhkZGbXeFjF9+nSysrJ44IEH2GeffTjwwAN56KGH+PPPP/noo4+qPO7UqVMZNGgQo0aNIjc3l+OPP55rrrmGOXPmsHnz5oS+R9FyBXSDzcV+ArrR1E0RQgghRBySMkDu378/L730Eq1atarTtoivv/6aY445Bk3Too917dqVTp068eWXX8Z8zbp169iwYQP9+/ev8Pjxxx+PaZp8/fXXcb4bsacwTIsXv1vH4OcXc9ErSxn8/GJe/G4dhmk1ddOEEEIIUQdazU9pfJ06dYprG4DX62Xr1q0xn9e5c2fWrl0b83WRx3d/Xbt27bDb7VW+LkJRwn+aUuT4Td2OZNNY/fLy4vXMXrIx+veAbkb/PuaoLg178DjI56Uy6ZPYpF9ik36JTfqlMumT2BqzX+p6jKQMkOujpKQEgNTU1ErbUlNT2bRpU8zXFRcXx3ydoiikpKREt1dl7w6ZpKSkxNPkhNu7Q2ZTNyEpNWS/+EMGc3+OnYbzzi+bufOsXrjstgY7fn3I56Uy6ZPYpF9ik36JTfqlMumT2BqjX8rK7HV6fosLkOOl1HBpUdP2tXmFeDxVTwBsDIoS/pCtzSvEkrv6UY3RL5uL/PhCsXOOvUGDpX9up32Gq2EOHif5vFQmfRKb9Ets0i+xSb9UJn0SW2P2i9dbVqfnt7gAOT09HfhnJLm8kpISMjMz6/Q6y7IoKyurckLgP88jaT70ydSWZNKQ/ZLlsePUVAK6WWmbS1PJ8tiT9t9EPi+VSZ/EJv0Sm/RLbNIvlUmfxNYY/VLX/SflJL36cLvddOzYkXXr1lXa9vfff7PPPvvEfF3Xrl0BWL9+fYXHN27cSCgUim4XIhanZuPc3h1ibjundwecWnKmVwghhBCishYXIEO40sVXX31VoebxqlWryMvL44QTToj5mtzcXPbdd18WLlxY4fGFCxdit9s59thjG7TNovkb2bczw/vk4tLCXyuXpjK8Ty4j+3Zu4pYJIYQQoi6SMsWisLAwGtwahkEgEGD79u0AmKaJqqoxt6WlpeFyuRg7dizvv/8+t912G1deeSUlJSXceeedHHTQQfzrX/+KHueUU05h6NChXHLJJQBce+21TJgwgRdffJGTTz6ZlStXMnXqVEaMGEFOTk5jdoFohmyqwugjuzC8Ty4F3hDZHruMHAshhBDNUFIGyBMmTGDx4sXRv2/ZsoUFCxYA0LFjxwqVKMpvmzRpEkOGDKFjx47MmDGDhx56iLPPPhun08kJJ5zATTfdFA2uIVzaLT8/P/r3gQMHMnnyZJ555hkeffRRcnJyGDlyJOPGjWvotyxaEKdmo326BMZCCCFEc5WUAfLMmTPrvY9evXrVuJ/ff/+90mOnn346p59+er2PL4QQQgghmqcWmYMshBBCCCFEvCRAFkIIIYQQohwJkIUQQgghhChHAmQhhBBCCCHKkQBZCCGEEEKIcpKyikVzYZVbt9Dr9TZhS8IUBcrK7Hi9ZbKUZTnSL7FJv1QmfRKb9Ets0i+xSb9UJn0SW2P2S/k4zarFwSRArofynX3kIfs3YUuEEEIIIURteL1eUlNTq32OpFgIIYQQQghRjmLVZpxZxGSaJjt27ADA4/GgKEoTt0gIIYQQQuzOsqzonf+cnJwKKyvHIgGyEEIIIYQQ5UiKhRBCCCGEEOVIgCyEEEIIIUQ5EiALIYQQQghRjgTIIi6R1HVJYa+stLQUCE/iFELER35bRG1Efmfl8yISTQJkEZfIj1Hkx0mCwbClS5dy5plnsmrVqhpnyIo9l67rTd2EpGcYBiC/LeVZliWBYDmlpaWMHj2an3/+WapIiYSTM7ios1WrVjF58mTGjx/P5MmT2bZtG6qq7vEnssWLFzNmzBjy8/N59913ATm5i8pKSkoYMGAAS5YsaeqmJB2v18tjjz3GxIkTGT9+PCtXrpTfFv4ZkNB1XQLBXUpLSznnnHP47rvveOWVVzBNUy4egFAoxM6dO5u6GS2CBMiiTpYsWcLIkSPZsGEDGzZs4L333uOaa66hpKRkjx4xXbx4MZdccgkTJkxg3Lhx/PTTTwB7bJ/4fD4WLVpEWVlZUzclqZSWlnLWWWdx0EEH0adPn6ZuTlIpLS1lyJAh/P777wSDQTZu3Mj555/Pn3/+ucd+jwDKysp44IEHuOyyyxg1ahTffffdHn8HorS0lEGDBtGjRw/uvPNO1q1bh6qqe/zFg8/nY9SoUUybNo3t27c3dXOavT33V0fU2fr167n11lu54ooreOqpp3j33Xe59NJLWbt2LVu2bIk+b0+7iv/hhx8YPXo011xzDWPGjKF///7s2LGDP//8c4/rCwiPYIwaNYqbbrqJBQsW4PP5mrpJSaG0tJTTTz+dXr16MW3aNGDP+65UJRQKcd1119GtWzemTZvG1KlTmTJlCm3btmXOnDnR5+1pI8mRUdKNGzeSnp6OYRhcdtllfPLJJ8Ce1x8Q7pMzzjiDgw8+mMcff5wTTzyRrVu3snjx4qZuWpP74osvWLp0KR988AGzZs0iPz+/qZvUrEmALGrt999/Jy0tjTPPPJNQKATAgAEDyMzMxOVysWPHDsrKylAUZY858S9btowRI0YwceJELrvsMgDS09MpKyvjt99+2yNHNEzTjI4cT5o0iU8//RS/39/ErWpaZWVlnHnmmfTt25cnn3wSCAeFe+LnI5YtW7awefNmhg4dis1mA6Bbt27sv//+tG7dmvXr10dTufYUhmFwzz33sM8++/D0008zefJknnrqKfr27csjjzxCcXHxHtUfEA6OBwwYQO/evaPfI7vdjsfj4ffff2/i1jW9jRs3cvTRR3Psscfy7LPP8sorr0iQXA971rdL1MvatWv5+++/adWqFXa7HYBNmzYRDAa56aabOOusszjzzDNZunQpiqK0+NENXddZuXIld911F2PGjAHCI4IdO3bktNNO47333qO4uLiJW9n4fv/9d8rKynj55ZfZf//9efDBB/nkk0/22CDZMAyuu+46CgsLoxdRwWAQu92OZVnMnTuXxx57jOeee45ffvmliVvbNIqKiti4cSPr1q0DiF44rFmzhjfeeIOhQ4dyxhlnMH36dAoKCpqyqY3G5/OxceNGBgwYEO2P1q1bc9JJJ1FYWLhH3kL/7LPPOPXUU3nssceA8MV4dnY2p5xyCu+8884eHwzm5+fTuXNnHn74YU499VQJkutJa+oGiObj8MMP580332THjh3k5OSwdu1axowZw2mnncbAgQMpLS3lzTff5PLLL+fdd9+lY8eOTd3kBqVpGoMHD8blcmFZFoqiRE9kBxxwAB9//DFbtmyJ3hqNjIy1dJqm0b59e9q1a8eUKVMYP348kyZNAuCkk06q0F97ApvNRr9+/di2bRtPP/00o0ePpmfPnhiGwZgxY9ixYwfBYJC8vDzeeustrrrqKs4+++ymbnaj2nfffcnNzeX5559n586dHHLIIdx///3k5ORwzTXXoGka77//Po899hitWrViyJAhLf4zZJommzdvZs2aNQDRJpLF7QAAOU5JREFU35DDDjsMy7LIz8+na9euTdzKxnXiiSdW+G5ERtAPOugg3nnnHdauXUurVq32qN/b8jp16oTb7QbgscceQ1VVnn32WQAuvvhiWrVq1eK/N4mkWHvKvXARF9M0oz9CPp8Pv99PVlYWEB49/vDDDxk1ahSaFr7WWrJkCRMmTODcc8/luuuuA2hxX8bCwkJKSkpwOBxkZWXhcDhiPu/ss8+mdevWTJ8+HaDF/jCV/4xA+DbookWLGDRoEAAFBQVceeWVrFu3jltvvZWBAwfidrtbbH9U5dVXX+W1115j//3359JLL+WNN95g8+bN3HLLLXTo0IEtW7YwcuRIcnJyeOWVV6InupZI13UKCwsBcLlcpKamsnXrVq655hoKCgpo06YNO3bsYNasWeTk5ERfM3HiRNasWcPcuXNxuVxN+A4anq7rXHLJJZx++ukMHTo0+vjy5csZNmwYr7/+OgceeGATtrBxGIZBIBDAsixSUlKAf3L3y/9+DBs2DE3TmDVrVvQ5Lfn3Rdd1duzYgWmapKenk5qaiq7r+P1+XC5X9Jx8/fXX87///Y/LL7+cESNGRL9Pq1atYq+99mrx36P6kBQLEdOqVatYvXo1qqpG65G63e5ocGwYBh07dmTs2LFomhZ9zkEHHURmZma0HFFL+4H66aefGDNmDCNHjuTkk0/mwQcfZPXq1RWeE/nxHjZsGOvWrWPevHlAy7tQgHBZrgceeIBvv/02+lhqamo0OLYsi+zsbP773//SpUsXJk2axCeffILP50NRFF566SVWrFjRVM1vMH6/nw8//JDXX3+dDz/8EIALL7yQCy64gD/++INHHnmEjRs3cu2117LXXntht9vp3Lkz99xzD8uXL+ePP/5o4nfQcEpLS7n88su57LLLOOWUU5g4cSIfffQRbdu2ZdasWXzwwQcMGDCAtLQ0UlNTgfDnSNM0OnfuTEpKSjTFqyUJBoP8+eefrFq1iry8PDRN44UXXqgQHEO4L2w2W6UR0oULF/Lnn382ZpMbXGlpKVdffTWjR4/mlFNO4a677uL777+vcG6JpPKNGDGCvLw8Xn/9daBl/t5GlJaWMm7cOC677DIGDRrE3XffzdKlS9E0jdTUVDRNi1Y6mTJlCoMGDeLZZ59l5syZeL1eHn/8ccaOHbvHpr3VlqRYiEo2b97M2Wefjc1mY+7cuXTr1q3SKOHuP86Rv5eVlZGZmUmXLl0atc2NYfny5VxxxRUMGzaM3r17s3jxYmbPno1hGNxyyy04nc4KpYYGDhzIm2++yWuvvUavXr3Yd999m/gdJE5kdObRRx9l9uzZbNq0CZfLxSGHHFJhe6QvIkHylVdeyYMPPojH4+HXX3/l2Wef5b333mvKt5JwpaWljBgxAlVV+euvv1BVlc8++4wpU6Zw4YUXYrPZeOaZZ+jUqRO5ubkVXuv3+8nNzaV9+/ZN1PqG5fP5OOecc9hvv/24+OKLWbNmDZ9//jnXXnstV155JWPGjCElJQWv10tpaSllZWW4XK7o56isrIzOnTtjGEaLKutVWlrKVVddRX5+Pn///Te9evXiiiuu4Pjjj48+J/Kd8nq9pKSkkJmZGd326KOP8vrrr0cvxlsCr9fLkCFD2HfffTn//PNZvXo1ixYt4v333+f222/n3HPPBf5JszjqqKNo3749b731Fr1796Z79+5N2fwG4/V6GTp0KHvttRdXXXUVK1as4L333mPbtm08/PDD0d+OyMCVzWZjypQpALzwwgt8+eWXrF27lhkzZlT4DIkYLCF289dff1nHHHOMNWDAAKtPnz7WypUrLcuyLMMwKj33119/td5//30rPz/fWrlypTVu3DhryJAhlq7rjd3sBhUMBq2JEydad911V4XHH3jgAatPnz5Wfn5+hccjffXrr79ahx56qDVmzBiroKCg0drbWG688UbrwgsvtA4//HBr2LBh1o8//hjdZppmpefn5+dbI0aMsLp162b17t3b+vXXXxuzuQ0uEAhYQ4cOta655hprx44d1urVq60nn3zS6tatm/XCCy9En/f5559bW7durfT6hx56yBo5cqRVVFTUmM1uNC+99JI1dOjQCo+tWbPGevDBB63u3btb//nPfyzLsqyVK1daBx10kHXllVday5Yts1asWGFNmTLF6tu3r7V69eqmaHqD8Xq91umnn26NHz/e+uGHH6yZM2da55xzjnXCCSdYf/zxR6Xnf/XVV1bv3r2tTZs2WZZlWU888YR18MEHWz///HNjN71BPfnkk9aFF15Y4bEffvjBuvrqq61u3bpZL730UvTxUChkWVb4c9OnTx9r7Nix1rZt2xqzuY1m6tSp1sUXX1zhfDxjxgyrR48e1k8//VTp+cFgMPr/AwYMsPr27Rs9p4vqSYqFqGTZsmVkZWVx99130759ey6++OLo0snlK1MEg0FWrFjBDTfcwHHHHcfEiRPx+Xy8/vrr2Gy2aNpFS2CaJuvWrYtOPIyUuTv99NMpKSmplGYR6auePXty8803EwgEyMjIaPR2N6RAIMDff//NiBEjePHFF/njjz+YPHlydJGUWOX+srOz6dGjB2lpabz11lv07NmzKZreYH766adoVZdWrVrRtWtXhg4dyn777VehDNXxxx9PmzZtyMvLY8mSJXz22Wc88sgjvPnmm9x6662kp6c34btoOPn5+dE8ycgt4H322YfLL7+c8ePH88orrzB16lS6d+/ObbfdxpIlSxg6dCgTJ07kq6++YsaMGS1uYtpbb71FZmYmU6ZMoU+fPlx00UWMHj2abdu2Rat6lGe329F1HbvdznPPPcfzzz/PrFmzOOigg5qg9Q1n27ZtpKWlAeFzDUCfPn249tprOffcc3nwwQd56623AKIpBd27d+f2229nxYoVLbaK0ubNm0lPT0dV1eh56IILLsDtdvPjjz9Wen4kHenpp59m+/btvPLKKy12dD3RJMVCVBIpQdWvXz8sy2LKlClcfPHF0S9WJN3C4XBwwgkn0LNnT9auXUuHDh04+OCDUVUVXdejkwRaAqfTSVlZGUuXLgWIvrfc3FwURYm5GEbk1t+QIUM477zzoqXvWkrtUtM0adu2Lenp6fTq1YupU6dGlx+/4YYbOOSQQ6JBcuRW+H/+8x/eeustZs2a1aJSTiIKCwv5+++/o58HwzBo06YNhxxyCCtWrCAYDEYndVqWxddff83kyZNJSUmhXbt2zJo1i27dujXlW2hQLpeLvLw8QqEQLpeLUCiE3W4nMzOT4cOHU1ZWxtSpU+nZsydDhw7luOOO46uvvqJr16507tw5OsGoJdmyZUs00Il8V0477TQefvhhfvzxR0488cQKz+/UqRPt27fnyiuv5Pfff2f27Nn06tWrKZreoGw2WzQX3+FwRM8pe++9N2PHjo2uMNipUyeOPPLI6G/yoEGDOOGEE1rsRWZJSUm0HGQk+HU4HLjd7uiFxO7ee+89nnjiCebMmdOif18SrWWcqUVCDR06lDvuuANVVTn++OO54YYbaNu2bYWR5MgPeqtWrTjggAMYNGgQhxxySHTktCUFx5ZlYZomF154IaNHjwbCo6OGYVBaWorNZotOXtx9xBTCwXQkUGwpwTGEJ23edNNN0SWTjzrqKKZOncqqVasqjSRDOHj8/vvveemll1rcyHFEeno6Xq83ulBKJDdf07RKE2IUReG8885j2rRpzJw5k6effrrFjuxEvhdnnXUWmqZx/fXXA/+MhgJkZmZy/vnnc8QRRzBjxgxKSkpo37495513HoceemiLDI4hfCdm9erV0YnNkb5KTU2NGfC0bdsWVVVZvnw5b731VourZBF5/6effjp+v5+7774boMLEs7322osRI0bQqVMn3n33XUzTjI4Y2+32FhkcR/rlzDPP5Iorrog+HgqFCIVC2Gy26Pve/Tx00kkn8cknn7TIC6mG1HLO1iIhIl+sQw45JPr//fv3jwbJI0aMYOXKldET23/+859KVQhaUhAI4UBGVVUuuugijjjiiOjjNpuNYDCIruvRUcFIMHj99ddHR5vL76el6dSpU4Uyd1UFyQ8++CDTpk2LTqBpqY466ihef/316O3uyAndZrORmZmJpmkVbv0WFBRw6KGH0rFjxxaXglNe5LPfpk0bLrjgApYvX84999wDVA58TjnlFH799Ve8Xm9TNbdRRH5fzzvvPG677TY8Hg/wz2dG07ToJKrynxlVVZk2bRqffPJJixwNjHxWevTowYABA/j888957rnngIqflUMPPZSTTjqJRYsW4fV6W9x5Z3eRfhkwYAAXXHBB9PHIKLLf748OTEWe++ijj/Lhhx/icrno3LlzI7e4+WvZnyhRZ5EvVqQCwe5Bcrt27Rg1ahSrVq3immuu4auvvmL//fdvyiY3mlg/wIqi4HQ6KwS/l112GT///DMHH3xwYzYvaZQPkp988kluvvlmXn31VU477bQqa0a3JOUvACKfi4KCAlJTU1FVNfo5euihh7j11lurvC3a0liWhcPh4IILLuC4447j008/5d///jcQDnwid6X2339/2rVr1+KXq498Nrp3786QIUOij0eCnOLi4uj3JfKZeeyxx3j11VejKSctlbWr5vG1115Lp06deO2116L15DVNi35nunfv3mLvLFQl1nkokprjdDqjj02dOpXnnnuuxS/Y1ZAkQBbVUhQlesXev39/br75Ztq1a8fZZ5/NunXrePfddyvUQd7TBINBDMOITia59NJLWbduHR9++GGL65dYAUv5ka3I58SyLI466iheeOEFvv32WxYuXMgbb7wRLQG3J4mkWOi6XqGvnnrqKWbPns2VV165xxTqj+TgZ2ZmcuONN9KvXz8++OADrrjiCsrKyqIn/gULFuB0OqOLQuxpIoFz5IIiYurUqTz77LMtLqUilkgKW+vWrZk8eTIdOnTg5Zdf5t577wWI9ssPP/xAWlpaix89rk4oFMLn86HrevQ788QTT/Dss8/y9ttvt7jJm42p5SSKioSJXI1u376d1q1bV6ineOyxx/Lwww9z8MEHM3v27Ogtr5aUc1yV3fsFwqMZdrudwsJCHnjgAdavX8/8+fOjKSgtoV8KCwvJzMyMnrgjn4XIf7dt20Zqamr0FnHked9//z0ul4vXXnutRU7Ig9irdZWfiBmZlKdpWvSxJ554ghdeeIHXXnutxeZi777Ub6RPIv/Nycnh/vvvZ/r06bz66qucfPLJ7Lvvvrjdbn744QdmzpwZvejcE5T/HAWDwejFaCTgefzxx3nhhRd4++23W+xnZneRPmjfvj3PPvsskyZN4uOPP+abb77h4IMPxu/38+WXX/Lqq69Gf3v2BJHvltfrxePxYLfbcblc0fkP06ZN4/nnn2/Rvy+NZc+97NrDlR8NjPy/ZVnRH+rPPvuMW265hby8PCA8EmaaJiNHjiQQ+P/27jwuqur9A/hnmBEaxIUE1HIp0QbFBZdQTEMQfRWJghviGohikKgoSC5laqIiaGyioYIiQm6ZmuY3y6993XLJDU0QXFFGBZVlYBiY5/cHv7nNOANpyozcOe9/xJk7vM59OPfOc849ixypqam8TI5fNC4dOnRAy5YtMXz4cFy/fp13yfG+ffuQlpaGiooKREZGQqlUQigUorKyEkKhEPfu3YOrqyuSk5M1Prd69WqsXr0aW7du5WVyrNomWb3RoPrXxMQEDx48gEwm43q62rZtC5lMhmXLliEpKQlpaWm8/vJSJceqHRbVV7bJy8uDs7MzLl26hMmTJyMtLQ0jR45EmzZtIJFIsH37dnTs2NGQxa8Tzz5NUj1RqKqqgkAgQElJCYDq3lEzMzNYW1ujoKAAMTExvG1Q1TSMRqFQcHVlxIgRkEql+OKLLxAdHY0ePXpAJpPBysoK27dv5+XE1triIhQKkZeXB19fX26Oh5mZGdq3b4+wsDCsW7eO25yKeUl1t8Qy87pSLaqu2shB9X/VvwcOHCAHBwdKT0/X+NyFCxdoxowZ3MLjquP54kXjolQqqaKigubMmUOTJk3SOp4Pdu/eTV27diV3d3fq3r07lZeXc+/dvn2bBgwYQIsXL9baRObXX3+lixcv6ru4erF3716Kj48nuVxOK1eu5M5d9XfPy8sje3t7io+P5z5z+PBhkkgk1LlzZ8rMzDRIufUtKSmJHB0d6ebNm9xrt2/fJhcXF1q4cCHvNhN6XsePH+d+VtWZu3fvkouLC/3vf//j3gsPDyeJRELdunWjS5cu6b2cdU39769QKOjJkyca79+5c4ecnZ3pyy+/5NU99Z+8SFyUSiV3/0lJSSF3d3e6du2aXsvLZyxBNjKqi6+kpITmz59PgYGBNH/+fMrNzSUiouzsbHJ0dKTU1FStz6rvyMO3G9a/iYsqkX7y5IlWksQn/fr1I3t7e4qMjKTS0lLu9dDQUJo1a5bWjnm6dtDjk3/TaCgqKqKlS5fybhe42vzyyy8kkUho//79RERUWlpKgwcPprCwMI06UtPPfPRPjQalUsnF4MiRI+Tt7c3LhEc9CYyIiCA/Pz/68MMPaffu3VRWVkYlJSU0aNAgCg8P16gT6tcUH+vKv40LUfU9hq+7BxqKgIjnU4UZLaWlpfD09ESTJk24x1ilpaVYvXo17O3tce/ePaMc2P9v4kJqYwf5sgmI6jyqqqpQWFiIRYsWwcLCAj/++COCgoIwZswYbuY4X875RfXv3x+PHz/Gp59+isDAQG4MZFhYGCorKxEVFaU1Nlkul2vMMucT9etA/efZs2fj8uXLSE1NhbW1NbKzs9G+fXteLnn4PA4fPoygoCBER0fD3d0dMpkMXl5ecHBwwPLlyzXiIpPJIJfLuTXW+Wj69Om4efMmhg0bhvLycrRr1w7u7u4oKytDZmYmevbsaZR15UXjQjrmQjCvgCGzc0Z/1FumCQkJNHv2bJLL5UREdOrUKfLz86Nu3brR77//rnU8n7G4aFI/v6dPn1JBQQH3/0WLFpGdnR3FxsZSfn4+9zofe3Kepeq5qqyspAcPHlBgYCCFhYVx8Xj48KHWscZC/XyfHX71008/kYuLC/34449ax/JdTT3jISEhNHjwYK63Lysry+iewhARHTp0iNzc3DTuJepU92Fjw+Ly+jC+rh8jJRQKUVZWhoiICDx9+hQDBw7kJhA5OjoiNDQUDg4OmDlzJm7fvq0xA53PWFz+pr7ywNKlS+Hv74+RI0ciKioKAPDFF19g7NixiI+Px65du1BYWAgAePz4scHKrA+qiXdA9VMGoVCI+Ph4rFixAmPGjEF8fDzS09MhlUoBVE9IIyN6MKeKzTfffIPo6Gg8ePCAm6D68ccf46233sKWLVs0juU7pVLJ9egpFAqN5TLd3NygUChw8uRJAICtra1W758x9AY+efIEIpEIYrFYYwlEAMjNzUVaWhqUSqVRXUsAi8vrxDjuVgwA4MqVK9i2bRuSk5ORk5Oj8Z6dnR2mTZsGc3Nzo7sAWVyqqZLj4OBgnDp1CmPHjsWECRPQo0cPANWz68PDwzFu3DjExMQgMjIS06ZNw8KFC7lNHviGNRqeT1lZGc6fP48DBw7A09MTKSkpuHTpEgAgJCQE+fn52L59u4FLqT+s0fDPTExMcPv2bRQWFnJDulRyc3OxatUq3LlzxygaC+pYXF4fxnllGolnE7kuXbpg3bp1aN26Nfbv36+1RXTv3r1hbW3NXZh8vQBZXGp2+vRpZGdnIzo6Gp6envD19YWLiwv3vkgkwoIFCzB+/Hj8/PPPyM7ORlBQELfdKd+wRoNu6l/aVVVVEIvF2L59OxITE+Hm5oaEhATMnj0bcXFxMDc3R4cOHXD58mUANS9hxTes0VCtps2SXF1d0a5dOwQEBCA/P59bShQAmjZtirZt2/J2zD7A4lIfsASZpyorK7ndiEpKSvDkyROYmprCyckJixcvRnFxMRYvXszdsIHqG7pCoUDTpk0NV/A6xuLyN/XHd6qkRSqVorCwEC1bttQ65tatW9xOVvPnz8e2bduQkZGBTp066bHU+scaDZrUe9WTk5Px5ZdfIjQ0FDt37oSdnR0WL16MNWvWwMPDAxs2bMCaNWtQVlaGjIwM/Pnnn7xtYLJGgzb1urJjxw7ExMQgPj4eJ0+ehKWlJaZPn47S0lJMmjQJN2/e5OrG77//DjMzM4jFYkMWv86wuNQPbBULHlJdfCUlJQgLC4NUKsXt27fh5uYGT09P9O7dGydOnMDcuXMhFovx0UcfoXXr1vjtt99w8+ZNbvtovmFxqUb/P+P5zp07sLa2BhFxN9xz584hMDAQoaGhGDFiBIC/V6o4c+YMgoKC8O2336JPnz6GPIU6o74qhypO+/btw5IlS3D48GFYWFhoHHPr1i0kJyfjq6++AgBcu3YNzZo141b54BtSmy0fGBiIa9euoVOnTsjMzERhYSF69+6NdevWccfn5+cjKSkJOTk5OHHiBA4ePIh33nnHQKWvO882GrKzs1FRUYE+ffpw19GJEydw5swZbNy4Eb1790ZRURHOnTuHbdu28XIbdvW68tlnn+HatWto3rw5/vrrL1haWsLZ2RlfffUVfvjhB6xduxYPHjyARCKBmZkZrl69ipSUFF5uGMPiUn+wBJmnSktLMWzYMLRv3x4DBgxAXl4ejh07htzcXERGRmLQoEE4ceIEFi1ahFu3bmH8+PGwsbGBv7+/xq5XfGPscVFtRXrhwgVcvXoVFhYWaNu2LYKDg+Hg4IDi4mL4+flBqVQiJCQEzs7O3GczMzMxa9YsxMbGQiKRGPAsXj3WaKjds8v5RURE4OjRo9i0aRNatGiB0tJSrFu3DikpKXj//feRlJTEHVtRUcEtWda8eXNDFL9OsUZD7VasWIEjR44gOTkZNjY2EAgEmDVrFg4cOIC4uDi4ubnhr7/+wqFDh3Dz5k20atUKnp6eaNeunaGLXqdYXF5/9febnqlVXFwcrK2tkZCQwH2xCQQCXLlyBWVlZQCAPn36YNGiRViwYAGuX78OHx8fbgZ+fU4Ca2PMcSkpKcHYsWPRqlUr9OnTB0FBQTh27Bj++OMP+Pr6IiAgAJ9//jkiIiLg4+ODVatW4dGjRxgxYgTkcjl+/fVXiMVi3vWO/lOj4d1330XLli2xefNmWFlZwdnZmas7YrEYTZo04e1atRUVFTA1NeUmCwmFQshkMly5cgWenp5o0aIFFAoFGjZsiClTpsDU1BQbNmzA2rVr8dlnnwGoHqetWhmGT1SNBlVyHBERgRs3bmDr1q1ajQZ/f3+u0dCiRQuEhYXxutGgUlFRgatXr+Kjjz7iksAnT57g9OnT+PTTT+Hq6gqgejI0H7eMrgmLS/3AxiDz1M2bN2FjY8N9kf/yyy9ITU3FkiVLMHToUEilUjx+/BhOTk5YunQpcnJy8OWXXyIrK4u3YwQB441LWVkZfHx80K5dO6xatQqff/45nJycMGfOHMTGxmLMmDGIi4tDXFwc7OzskJycjPLycixbtgwDBgyAr68vUlNTERERgWbNmhn6dF6ZkpISjBkzBjdu3ECfPn0QFxcHDw8PlJeXw9fXF4mJibC0tERERARu376NVatWYefOnQDA60YDUD1sYOLEifD39wcAbrKQarOCiooKANVjsKuqqtCoUSNMmjQJHTp0wJkzZ2qchFTfqc5bfYWB2hoNU6ZMwdmzZ7F27Vrud5iamqJp06a8To6B6usrMzMT5eXl3BOaoUOHwtXVFeHh4ZBKpVi0aJHW6kF8x+JST+htxWXmlbt16xb98MMPFBERQb/88ovGVtABAQHk7u5ORNVbljo4ONC2bduIiCgnJ4cGDBhAx44dI6LqRelPnDhBXbp0IT8/P43fUx+xuGiLj48nPz8/Ki4u5l57dtOTpUuXkr29PR0/fpyIiG7evEm7d++mJUuW0KZNmzS2x+UDmUxGQ4YMoRkzZmhsoU1ElJ+fT0uXLiWJREKxsbFERHT+/Hlyc3OjHj16kLOzM/n4+JCjoyNlZmYaovh1rry8nNLS0qhnz54UEhLCvV5RUUHTp08nFxcXunDhAhFVXyuqzUFWrFhBXl5eJJPJDFLuulRZWUne3t40efJk7rWqqip69OgRde/enWJiYoioOh6q66uoqIhGjRpFfn5+vNxoqKKigq5du0bp6emUlpZGu3btouLiYq4+BAcHk5ubG/388880YMAAWrhwIffe/v37ydnZmR4/fmzAM6gbLC71X/19Xmzkzp07hy+++AKmpqYoLCzElStX0LNnT26lhf79+2PNmjUICAjAH3/8gQULFnDjJ8vLyzV6LwQCARwdHbFhwwZYW1vX69n3LC66Xbx4EW3atIGFhQX32rObngQEBODq1auIjY1Fly5d0LZtW7Rt2xaenp56Lq1+bNq0CTY2Nli6dCm3VbRqGEHz5s0xf/58AEBiYiJ69uwJJycnJCUl4c8//8Tly5fRqlUruLi4oG3btoY8jTpjZmYGT09PiMVifP311wgJCUF0dDQaNGgAFxcXnD17FvHx8Zg+fTo6d+7MDT/Ky8uDra1tvR6OVJPKykoMGzYMUVFRmD17NqKiomBiYoLGjRujX79+2L17N5ydndG1a1duzkKjRo3Qq1cvnDx5EhUVFbxagaC0tBTz5s1DXl4e7t69C4FAgOLiYnz33XeYNGkSvLy84OnpiZMnTyIkJASurq7cSjhA9X3pvffe490QHBYXnjB0hs68uLNnz1KPHj0oNjaW7ty5QwUFBfT06VONY54+fUpTp04liURCU6dO5V6Xy+U0ZcoU8vPz4922rywuuhUXF5ObmxslJCQQUe3bZa9du5b69eunFTc+CggIoEWLFtV6zMOHD2ncuHHk4+Oj0fvOZ8/WD5lMRrt37yYHBweaMWMG93pCQgL17t2bhgwZQvv376fjx4/T8uXLqXv37pSVlaXnUuuPejxmzZrFvb5r1y7q27cvTZ06lS5duqTxmeDgYJozZ069fgr1rOLiYho0aBAFBQXR0aNHSS6XU0FBAV24cIFGjRpFDg4O3D1n69at1KtXL/L29qbDhw/TqVOnKCIignr06EF//fWXgc/k1WJx4Q+WINczd+/epSFDhtDatWtrPObRo0dEVH2hBgUFkZOTEw0fPpy++OILGjVqFA0ZMoS7UfMlGWRxqVlpaSkNHjyY5s6dW+MxqqQoJyeHHB0dKTs7m5RKpb6KqHes0aDt2eRN/RooKSmhXbt2kYODAwUHB3Ovp6WlkY+PD0kkEnJ1daWhQ4fSlStX9FZmfWGNBk3FxcXk7OxMM2bMqDHpnzJlCnXr1o1++OEHIiJKT0+nCRMmkEQiocGDB5OXlxfv6gqLC7+wZd7qmd9++w2JiYmIjo7G22+/zS07VlhYiKNHj+LgwYO4cuUKunfvjokTJ6JLly748ccf8dtvv8HU1BRt2rTB9OnTIRKJ6v2SZepYXGq3Zs0apKSkICEhAU5OTjUel5GRgdTUVOzcuZPXj/dkMhm8vLzQvXt3LF++XOcxquEWubm58PHxwdatW2Fra1uvJ2vWRCaTwdvbG5aWlujatSs++OADtGrVCq1bt+aOKS0txaFDh7Bo0SI4OzsjJiYGQPW22lKplFvRg08b6igUCo2hVerL3anisXjxYnz44Yf49ttvAQDbtm3D3r17ce7cObz99tuwsLDA8uXLebN2rUwmg7u7O+zs7JCYmAhAc6k79fvnyJEjUVZWhv379wOonpx27949mJubo1GjRmjSpIlhTqIOsLjwD7+yACNw7tw53L9/n7uARCIRLl26hCVLluDixYuwtrZGmzZtcOzYMWRnZyM2NhYjR47EyJEjNX5PVVUVr5JAFpfaOTk54cCBA0hMTESjRo3QuXNnAJobHADVG104ODgA0Ly58425uTk+/vhjpKSkYNiwYTobDaq4nD59GjY2NmjTpg1v43H06FFkZ2cDqL52kpOTYWVlhXfeeQddu3aFq6srWrZsCS8vL5iYmGD58uWYOXMm1qxZA0tLSzRt2pR3sfmnRkPDhg0xePBgAMCiRYsQHByMmJgY+Pj44KOPPuJto+Ho0aPIz8/HgAEDUFhYiDfffFPjb6/eyRAeHg5fX1/s2rULw4cPR8OGDfHee+8ZsPR1h8WFf/iXCfBcr169kJSUhMTERLRs2RI5OTnYsWMHmjVrhsmTJ2PmzJlo0KABrl27hmHDhuHs2bOwtbXV+j3PTtCq71hcate7d29MmDABCQkJWLVqFaZNm4Y+ffpw56tQKJCQkIBDhw4hJSWF173HKqzR8Ld+/frh66+/xtKlS9GrVy8sWLAAubm52LNnD44dO4YtW7agYcOG6N27N5o1a4bhw4djw4YNmDt3LlasWMHLmLBGg279+/fHvHnzsHLlSlRWViI4OBg2NjYax6g6Gdq2bYvGjRvj6dOnAMDLeKiwuPAPS5Drme7du2Pq1KkaOzONHj0aQ4cORa9evQBUPwZ877330LJlSxQVFRmqqHrF4lIz1WPh8ePHQygUYtOmTQgMDISHhwfee+89FBYW4tatWzh16hTWr1+vs+HAR6zR8DcLCwt4eHhAJpNhxYoVEIlEmDp1Ktzc3ABU96Lfu3cPBw4cQFZWFvLy8gAAe/bswZw5c2BtbW3I4tcJ1mjQrWHDhhg9ejSUSiUiIyMhEAgQHByssw5YW1tDLBajtLTUACXVLxYX/mEJcj3TuHFjzJgxAx9//DEKCgpgaWmJTp06ce+rer+ysrJgaWnJuy2Ba8LiUjPVNIPS0lJ4e3vD3t4ev/76K3788UccPXoUVlZWeP/997FlyxZeb3mrjjUatJmbm2Ps2LEgIkRGRqKiogKff/45AOD9998HALi7u0MkEuH06dOQSqXo1KkTL5NjgDUaavPGG29gzJgxAIDIyEgA0EgGVU9aMjMzIRaLufrDdywu/MIS5HpIIBBobT+pSgCFQiHkcjlWrlyJpk2b4oMPPjBQKfXPGONSUVGBoqKiGndyU415y8vLw7Rp0xAcHIxBgwaha9eu8Pf3h1Kp5NZGVk0+Mgas0aCbmZkZxo0bB4FAgJUrV0IoFHJbRhMRhEIhtz64MWCNhprpSganT5/ObZ0MAHv37oWZmZlRNDBVWFx4xCBrZzCvjGoprgcPHhARUWZmJk2ZMoW3S5Y9L2OIS1lZGQ0ZMoRCQ0Pp/v37NR53584d6t+/Py1YsIA752eXcOPTkm5yuZwePnxY4/uq3apUSwMeOnSIe6+4uJiePn1KVVVV9b5+/BuqeiCXy+m7774jOzs7bik8Y1ZeXk4bN27UiodSqTTKekKkWVc2bNhAHTt2pPnz55NUKiUiopiYGHJwcKCrV68asph6x+LCH6wHuZ6h/39Ek5WVBWtra1haWuL777/HV199BWtrazRr1gxvvvkmdu3ahQYNGvByyTJdjDEuV65cQW5uLnJyciAUCjFz5kxuF0AVuVyOiIgIfPDBB1i8eDHXg/Hs+Ei+jJcsLy/HqFGj0LFjR4SEhKBFixZax4hEIty9exdjx46Fs7MzBg4cCKC6DqnvNEhGtgKm6mlLUVERBAIB/P39IRQKsXLlSpiYmCAgIMDQRTQIIuJ61quqqhAVFQUA+OyzzyAQCHhz7byIZ+uKr68vTExMEBkZiTfeeANCoRBpaWnYtm2b1lM9PmNx4RmDpueMhry8vFp7AlUt059//pkGDhxIf/75JxER/ec//6HY2FiKj4+nI0eOcD0aqp6y+o7FRbf09HRyd3en1NRUsre3p/DwcMrPz9c4RqFQUHZ2toFKqH9nz56lTp06UceOHXXGg6i6NzAwMJDCw8N51XNemxfpVR86dCgdPHiQiKpjtWnTJpJIJLRhwwa9lPV1otog5OnTp1RUVERExPUkJyYmGrJodebf1pWysjJKSUkhiURCEomEMjMz9VJefWFxMT4sQX5NXL9+nUtyaksGf/rpJ3JwcKC0tLRafx9fHvuxuNRsy5YtFBISQnK5nJKTk2tMko0JazRoe5mhOKrPp6am0vXr1/VRXL1hjQZtL1tXSkpKaMeOHbyrKywuxql+P2PmkZycHAgEAuzduxdKpRIhISFaj8sLCgqwfft2zJ49Gz4+PrX+Pr5MuGJxqVnr1q1RVVUFU1NTjBkzBiKRCBEREQCgc7gFoL3GL98oFArY2dlh1KhRqKys5CbJqMdDJBKhffv2hiymXr3MUBygetLRuHHj9F3sOvVvhuIMGjQIQPVExjFjxqBBgwbo06ePvotep162rjRs2BDDhw/n3bATFhfjxBLk18TZs2fx/vvvw8PDAwsXLoSJiYnWRdi4cWMsW7ZM582cr1hcqslkMhw7dgxOTk7cOFlnZ2f069cPQPWXtmpXQF1J8n//+184OzvzOjkGWKNBl+zsbLzzzjsYO3ZsjbEQCoWYNWuW0TQcWKNBt1dRV/iYBLK4GCeWIL8mTExMIJFI4OHhgaKiIp09Xw0aNOB1EqgLi0v1Um3+/v44d+4clixZgiFDhkAsFgPQ3PlPV5I8b948bNy4EWvXrsWRI0fQvHlz3tyoWaPh+bBedW2s0aAbqyu6sbgYJ5YgGwg9s2Wt6lGdSCSCt7f3c/V8qTY74BMWF20ikQgVFRVo1aoVFi9eDIVCAS8vLy5JVmdmZoYRI0YAqF6D88yZM3j06BF27NjBq0YEazQ8P9arro0lPLqxuqIbi4uRMvQgaGOUmZlJO3bsoOLi4hqPKS8v15hopD4xID09XR/F1DsWF92uX79Offv2pVOnTtHChQupc+fOtHXrVpLJZLV+bvz48eTo6Eh//fWXnkqqXyNGjKCBAwc+VzxUE826detGbm5u5ODgQJcuXdJjafWjtLSUDh06pHUNqVZjINK+htQnMR45ckRvZTWkI0eOUHJyMhHVHg916jHkA1ZXdGNxYVRYgqxnBQUF5OTkRBKJhL7//vtav9TVL8J58+ZRfn4++fv7U69evXi1GgMRi0ttsrOzaejQoZSXl0ePHj2i0NBQsre3p9TU1BrjFBUVxevF6FmjQZtCoSAfH58XvobCw8OpqKiI1qxZQxKJhO7fv8+r5e9YwqON1RXdWFwYdSxB1rPi4mIaPHgweXl5kb29/T9+qctkMkpLS6MuXbqQg4MDffLJJ7zZCU4di0vtfvnlF+7nBw8eaCTJpaWlGsdmZWWRRCKhCxcu6LuYesMaDbqxXnVNLOGpGasrurG4MCosQdazkydP0sCBAyknJ4fCw8Of+yJ0cXGhMWPGcGtz8mWzCxUWl2oymYx27txJCQkJ9PPPP1NWVhb3nvq5PXz4UGeSHB0dTUeOHKGnT5/qvez6xhoNmlivum4s4dHG6opuLC6MOjZJT8+USiWsrKxgY2OD2bNno6qqCsuWLQMRYfjw4TonXgUEBEAsFmPz5s0QiUS82Cb5WSwuQElJCUaNGgVTU1NUVlbixo0bsLOzg6enJyZOnAiRSASFQoEGDRrAysoKoaGhAKonn4nFYty8eRPr16/H9u3b0bhxYwOfzatTVlaGAwcOQCqVwtbWFu+++y46dOiAgQMHcn9za2trhIWFAfh7Mp6XlxfMzc2xevVq9OjRA3/88Qev4vIsIoKVlRVatWqFGTNmoLy8/B+voejoaFy+fBnbtm2DRCIxQKnrVk5ODu7fv4/Vq1dj3759GnVDVzxUy7cdPHgQWVlZSE9P52VcWF3RjcWF0WC43Nx4nT9/noiqt0j+p56v06dP04cffsgNH6jvPaS1Mea4VFRU0IQJE2jWrFlcb8WpU6fI39+funXrRitWrOCOVT/XBw8e0IIFC0gikZCDgwNdvnxZ72WvS8XFxfTRRx/R0KFDyd3dnTp27EheXl6UkpLCHaOqA0SaPck7d+6kqKgokkgkdPHiRUMUX+9Yr7omNhSnZqyu6MbiwqiwBLkOXb16lRISEmju3LmUkZHBJYBEmhNEnn1crvrC9/X1pRMnTnBj3+p7EqjC4qJNKpXSkCFD6OjRoxqv5+Tk0MKFC0kikdSYJC9btox69OjBu+2TWaOhZmwozvMz9oSH1RXdWFyYf1J/n0e/5s6cOYNp06ahW7dukMvlOHjwIFq3bg0vLy/4+flBKBRqPS4nIqxYsQICgQC//vorsrKy0LNnT26N1vo8fECFxUUbEaGwsBDZ2dncuaiGDrRr1w5Tp06FQCDA1q1bYWNjg08//ZQ7bsWKFdi2bRvS09N5t2br48eP8fjxY0yZMoV7tOno6AgrKyskJydj48aNAICwsDCNITbW1tYwNzdHw4YNkZGRwbu4sKE4urGhONpYXdGNxYV5LgZO0HkpPz+fBg8eTElJSdxrp0+fps8++4w6d+5My5cv515Xb6kWFhbS3LlzSSKR0NChQ3kzfECFxaV23t7eNH78eHr48CERaa7GkZOTQwEBAeTp6cn1FJeXl1NISIhGDzxfKJVKunr1KkkkEjp+/DgRaf6979y5Q19++SV17dqVNm3apPHZ5cuXU5cuXSgzM1OfRdYL1quuGxuKo43VFd1YXJjnVb+73l5TT548AQD069eP202nV69eaNasGaytrbFp0yYIhULMmTNHo+fL0tIS9+/fh729PTIyMngx8Uwdi8vfZDIZ1q9fj3v37oGIMGPGDLi6umLz5s1ITU2Fv78/LCwsuF0B27VrBz8/P/j5+eHatWto3749zMzMEBkZyatdA1UEAgHs7Ozg4OCAhIQEdOjQAVZWVlw8WrVqhUmTJkEqlWLPnj3o168f2rdvD7lcjgcPHmDLli3o1KmToU/jlWO96toUCgUCAwPRsWNHfPPNNxCLxfjjjz/w3XffITo6Gvn5+QgLC0ODBg004hEaGgozMzPMmzcPYrEYO3fuhL29vaFP55VhdUU3FhfmedXfDOM1Q2pbJBcWFuLWrVsgIgiFQu4Ce/fddzFlyhQQEbZu3YqWLVti3LhxEIlEICL4+Pjg8ePH2LdvHy+SQIDFRZeSkhKMHj0azZs3h1KpxI0bNzB58mRERUXh+vXr2LhxIxo1agRvb29YWFhw5+vo6AiJRIKLFy/ik08+AQBeJces0VA7YkNxdGIJjzZWV3RjcWFeBP++RQyksrKS+7lPnz6ws7NDdHQ0CgoKIBKJoFQqAYDr+erevTv27t2Le/fuAageP9e5c2fs3btXo6ejvmNx0VRZWYk5c+bA1tYWSUlJWL9+PTZu3AgiQlxcHFauXInu3bsjLi4OGzdu5OJUVVUFABCLxWjdurWBz+LVKykpwciRI3HhwgVIpVKcOnUKkydPRt++fdG3b19s3LgRGRkZKCkpgYmJCVev1BsNKnxMjgHtXvVHjx7pvIacnJywZ88eXL9+HQB43ateU8IDgEt4vL29sXXrViQnJwOAVsKzZcsW3iU8rK7oxuLCvAh+fpPoWWZmJhYsWIBx48Zh2rRpyM3NhaurKy5fvoy0tDTuS111Edra2sLf3x/nz5/HjRs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" + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(3)\n", + "df.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Using this dataframe, we can of course plot a basic ohlc or candlestick plot:\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.10b0'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__\n", + "mpf.plot(df,volume=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's say we want to plot the Lower Bollinger band along with the basic OHLCV plot. \n", + "\n", + "We use `make_addplot()` to create the addplot dict, and pass that into the plot() function:\n", + "\n", + "use `label` keyword to label each plot" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apdict = [mpf.make_addplot(df['LowerB'],label=\"LowerB\"),\n", + " mpf.make_addplot(df['UpperB'],label=\"UpperB\")]\n", + "mpf.plot(df,volume=True,addplot=apdict)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## added plots without labels will not show up in the legend" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apdict = [mpf.make_addplot(df['LowerB'],label=\"LowerB\"),\n", + " mpf.make_addplot(df['LowerB']/2+df['UpperB']/2), # missing label is ok!\n", + " mpf.make_addplot(df['UpperB'],label=\"UpperB\")]\n", + "mpf.plot(df,volume=True,addplot=apdict)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## `label` works with scatter too" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apd = mpf.make_addplot(df['LowerB'],type='scatter',label=\"added scatter\")\n", + "\n", + "mpf.plot(df,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# more examples with labels:\n", + "\n", + "Note:\n", + "\n", + "- use panel=1 to choose the lower panel\n", + "- supported types: 'scatter', 'bar', 'line', 'step'\n", + "- *NOT* supported types: 'ohlc', 'candles'" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# preparing data:\n", + "def percentB_belowzero(percentB,price):\n", + " import numpy as np\n", + " signal = []\n", + " previous = -1.0\n", + " for date,value in percentB.items():\n", + " if value < 0 and previous >= 0:\n", + " signal.append(price[date]*0.99)\n", + " else:\n", + " signal.append(np.nan)\n", + " previous = value\n", + " return signal\n", + "def percentB_aboveone(percentB,price):\n", + " import numpy as np\n", + " signal = []\n", + " previous = 2\n", + " for date,value in percentB.items():\n", + " if value > 1 and previous <= 1:\n", + " signal.append(price[date]*1.01)\n", + " else:\n", + " signal.append(np.nan)\n", + " previous = value\n", + " return signal\n", + "low_signal = percentB_belowzero(df['PercentB'], df['Close']) \n", + "high_signal = percentB_aboveone(df['PercentB'], df['Close'])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# actual plotting:\n", + "apds = [ mpf.make_addplot(high_signal,type='scatter',markersize=50,marker='^',\n", + " label=\"make_addplot(type='scatter', label='...')\"), \n", + " mpf.make_addplot(low_signal,type='bar',label=\"make_addplot(type='bar', label='...')\"),\n", + " mpf.make_addplot(df['LowerB'],type='step',color=\"g\",label=\"make_addplot(type='step', label='...')\"),\n", + " mpf.make_addplot((df['PercentB']),panel=1,color='y',label=\"make_addplot(type='line',panel=1, label='...')\")\n", + " ]\n", + "fig,ax = mpf.plot(df,addplot=apds,figscale=1.2,volume=True,returnfig=True)\n", + "ax[0].set_ylim(105,150);\n", + "ax[3].set_ylim(-5,5);\n", + "ax[0].set_title(\"new API for adding labels\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Having multiple plots within one `make_addplot()` can also work.\n", + "## In this case, set `label=` a sequence of labels:\n", + "\n", + "\n", + "- **Note:** When passing *multiple* data sets into a ***single*** `make_addplot()`, then you must pass either no labels, or the correct number of labels. \n", + " - If you pass labels, but not enough, then a warning will be issued.\n", + "- The only way to label some data sets and not others is to use *separate `make_addplot()`* calls, where some make_addplots include labels and some make_addplots do not (as demonstrated above where it says \"# missing label is ok!\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tcdf = df[['LowerB','UpperB']] # DataFrame with two columns\n", + "\n", + "apd = mpf.make_addplot(tcdf,label=['LowerB','UpperB'])\n", + "mpf.plot(df,addplot=apd)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/data/SP500_20191106_IDayBollinger.csv b/examples/data/SP500_20191106_IDayBollinger.csv new file mode 100644 index 00000000..630d713a --- /dev/null +++ b/examples/data/SP500_20191106_IDayBollinger.csv @@ -0,0 +1,392 @@ +Date,Open,Close,High,Low,Upper,Lower +2019-11-06 09:30:00,3075.1,3074.12,3075.91,3073.9,, +2019-11-06 09:31:00,3074.02,3073.59,3074.12,3073.21,, +2019-11-06 09:32:00,3073.42,3071.78,3073.42,3071.74,, +2019-11-06 09:33:00,3071.76,3072.03,3072.07,3071.25,, +2019-11-06 09:34:00,3072.05,3071.2,3072.05,3071.12,, +2019-11-06 09:35:00,3071.19,3071.05,3071.44,3071.05,, +2019-11-06 09:36:00,3070.63,3071.99,3072.04,3070.08,, +2019-11-06 09:37:00,3071.88,3070.79,3071.88,3070.79,, +2019-11-06 09:38:00,3070.91,3071.04,3071.34,3070.78,, +2019-11-06 09:39:00,3071.07,3071.54,3071.78,3070.61,, +2019-11-06 09:40:00,3071.66,3071.59,3072.0,3071.24,, +2019-11-06 09:41:00,3071.64,3071.81,3071.86,3071.25,, +2019-11-06 09:42:00,3071.75,3072.32,3072.32,3071.75,, +2019-11-06 09:43:00,3072.31,3073.28,3073.28,3072.18,, +2019-11-06 09:44:00,3073.32,3072.97,3073.34,3072.72,, +2019-11-06 09:45:00,3073.1,3072.65,3073.28,3072.65,, +2019-11-06 09:46:00,3072.63,3072.18,3072.83,3072.11,, +2019-11-06 09:47:00,3072.13,3072.44,3072.9,3071.97,, +2019-11-06 09:48:00,3072.43,3072.01,3072.5,3071.76,, +2019-11-06 09:49:00,3072.06,3071.93,3072.19,3071.72,, +2019-11-06 09:50:00,3071.96,3071.97,3072.0,3071.64,, +2019-11-06 09:51:00,3072.03,3073.27,3073.39,3072.03,, +2019-11-06 09:52:00,3073.25,3072.68,3073.25,3072.18,, +2019-11-06 09:53:00,3072.65,3072.57,3072.82,3072.39,, +2019-11-06 09:54:00,3072.58,3072.89,3073.11,3072.58,3073.8933959058663,3070.561804094134 +2019-11-06 09:55:00,3072.88,3073.86,3073.93,3072.82,3073.836361511401,3070.5980384886 +2019-11-06 09:56:00,3073.88,3074.33,3074.39,3073.75,3073.992630461414,3070.5009695385866 +2019-11-06 09:57:00,3074.37,3074.48,3074.48,3074.11,3074.302671659017,3070.406928340984 +2019-11-06 09:58:00,3074.54,3074.45,3074.86,3074.37,3074.565653610169,3070.3375463898315 +2019-11-06 09:59:00,3074.44,3074.68,3074.81,3074.36,3074.8167898172874,3070.3648101827125 +2019-11-06 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+2021-01-12,378.890015,379.859985,376.359985,378.769989,378.769989,52445000 \ No newline at end of file diff --git a/examples/external_axes.ipynb b/examples/external_axes.ipynb new file mode 100644 index 00000000..20926ab8 --- /dev/null +++ b/examples/external_axes.ipynb @@ -0,0 +1,778 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# How to use your own `matplotlib` `Figure` and `Axes` in `mplfinance`\n", + "\n", + "---\n", + "\n", + "### • Using your own `matplotlib` `Figure` and `Axes` makes your code more complex,
   compared to direct use of `mplfinance`,
   but it provides all the power and flexibility of `matplotlib`
   for those who know how and want to use it.\n", + "- When you pass a `matplotbib` `Axes` into `mplfinance`,
   we say that `mplfinance` is in **External Axes Mode.** \n", + "- Certain `mplfinance` features may be not available,
   or may behave differently, when in External Axes Mode (see below for details).\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
Date
2011-07-01132.089996134.100006131.779999133.919998117.161659202385700132.373927125.3160731.219057
2011-07-05133.779999134.080002133.389999133.809998117.065437165936000133.254297124.9127031.066618
2011-07-06133.490005134.139999133.110001133.970001117.205429143331600134.040915124.6270850.992467
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" + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2011-07-01 132.089996 134.100006 131.779999 133.919998 117.161659 \n", + "2011-07-05 133.779999 134.080002 133.389999 133.809998 117.065437 \n", + "2011-07-06 133.490005 134.139999 133.110001 133.970001 117.205429 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2011-07-01 202385700 132.373927 125.316073 1.219057 \n", + "2011-07-05 165936000 133.254297 124.912703 1.066618 \n", + "2011-07-06 143331600 134.040915 124.627085 0.992467 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
Date
2012-06-27132.419998133.429993131.970001133.169998118.980804108088000136.447962128.1400420.605441
2012-06-28132.289993132.990005131.279999132.789993118.641281169242100136.500761128.2192410.551922
2012-06-29135.199997136.270004134.850006136.100006121.598610212250900136.721010128.7929930.921670
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" + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "idf.shape\n", + "idf.head(3)\n", + "idf.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Let's grab 5 months of data from the input data frame:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "df = idf.loc['2011-07-01':'2011-12-30',:]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### We can, of course, plot a basic ohlc or candlestick plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.6a5'" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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X8KQ2WJ7AMGliEiUGEysiIvIY9taK8ZYXicLEioiIPIa9tWLeVlvjzZ02OzuJZmJFRERkhafVaNnaafOliyUe996dnUQzsSIiIqHUOG6otQTC22q0tDg0kHxMrIiISCjRF2JX1Jh4QwLhaTVP9mqdROdmZ+G1WWlCt8/EioiIFM1abRETBts4o9ZNDbF/bVaaXjlbJ9Gx8QkoOndW6P6YWJHbqOEDSUTud+liCaYmxpn9zkhfvdLifGfwxO8va3E2RQ23SIvOnZVVG2n4/j/J2y5rfxyEmdwmffVK5GVvxcT4hz2+Cp6I7NclvCs+2pJj93w5bB1IOi97q+q/t7SJVOs2cdbimJudper3bcvTkIbH9pMd8s4tJlbkNiK/DImIRIiNT0BsfAKmJsbpTde2y1FrUmEqoTD8Dral9skw6VBbXGwpp2HCWXrpoqx9MLEiIiKyQu2N22PjE5xy206NcbFWXsOEM3vrxzhV8IvN22diRUREXsvWW3/exjAujJPt2HidiIjMUmIjbVvKZNiXlrl1tD21J894VkjZ1Kx1zAx7sOc4j7ZTbGK1YcMG9O/fH2lpxv1LHDlyBE8++SQGDRqEwYMHIzk5GcePH9fNLy8vR58+fUz+rV692pVvg8zw5uEUiNREiU992VImw9s91tZR2+0sW8hNij0tBvaOG+koxSVWZWVlSElJQUZGBgIDA43m//TTT3jssccQERGBLVu2YO3ataitrcXjjz+OK1euAAAqKysBAMuXL8eBAwf0/h5//HFXvh1qJapHT92jvLYOp0BE7mXPI/i2bNOR7TmjTJ5ICUmxO4+RqFq27lFRspZXXGK1a9cuVFdXIy8vD+3atTOav27dOnTt2hXz5s3DzTffjP79+2PevHm4du0a9u3bB+BGYtW1a1d07txZ7y84ONil74dumL9oOT7akuNxv4qIPJm2Ia/Iz62jDZ5bl8lZtd+eOEaeIVcMPeSO5M7wuDn6Pt94+x+ylldc4/Xhw4dj8uTJ8PX1NTn/nXfeQU1NDXx8buSEXbp0AQBdjVVFRQUAMIkiIlIgORc6a4kTn3azn6e+v/TVKwFAr3d1V1JcjVVUVJTZpApoSZY6duyoN23Pnj0AgAEDBgC4UWMVEhLipFISEZG95FzoDJsNuKN9plrahHp6DZutHEmKRRxrxdVYyVVUVIT58+dj2LBhGDx4MIAbidXmzZtx8OBBlJaWonv37oiPj8dDDz2kV9tlSJL0/yX72BJHSWKcreH5KAbjaL/Wn1N3xbF1GeImJWBHzla9MtjyXSL3+0bEPq1tv/W/IuzI2Yq4STcSCsMy2lNma9uwtk1nf8+biqMzjrUcqk6sCgoK8MQTT6BLly5YunSpbnpTUxM6deqEuro6zJ07F76+vti3bx/eeustFBcXm3zSUKtXRHsAQHRke6eX3xtYimNQoB9iujHOtuD5KAbjKJ/h5zQzMxNJSUluLYO117Zsw9r7ELFPW4g8J69duYSUJx5GUlISkpKSjF7bU+bkaU/YFIfMzExkZmYiJiYGH3zwgdnlnaV1HOXu09qxraryl1UW1SZWR44cQUpKCnr37o33339fr6H7+PHjMX78eL3lb731VpSWliIjIwPTp0832/7qzIUy9OsdgsLiMmg0Tn0LHk2SWk50S3GsqWvE6fNlri2YytgSR7KOcbRf689pXnYW1qW/i2Gjx7k0jobfFdZet5a7PQt5OS0dW7ZeJv3D9Rg6apzZfY55IM7ufdrCGefkTR274IP1Le3Nlq74AA2NzbrXp8+X4ey5X3HP8FGYGPcwYifZdqts6KhxNsVh6KhxGDpqHKYm3ohb7vYsnD33q1O/503FUe6xOXvuVyxd8YEuJobHvrq6SlaZVJlYHTt2DNOmTcOQIUOwbNkyBAQE2LRe37590dDQgCtXrphNrLQHRqMBv4AFsBRHxth2jJUYjKN8rWM2MT4B/9qVYxRHZ48VZ7g/a69bmxifgIm/jf2n0ej3IG7pXJgYn6A3f0Lcw7rXudlZuFhieX1biTwnDY9VbvZWvW0/9fSzuuNk7z7lHAtTZXCW1vuVG9Onnn5W73gbHnu55Vdc43Vrrl69iuTkZAwZMgQrVqwwmVTl5OTg7bffNpr+888/Izg4GOHh4a4oKtmBjS+J1EcJ/SXZyt6+jVonjmrth89TnwLUsrdDUNFxUVyNVVlZGRoaGgC0tJWqq6tDaWkpACAsLAwrV65EbW0tXnzxRVy9elVvXX9/f7Rv3x4dOnTAli1b0NDQgClTpiAgIACff/45du7ciZSUFJtruMj1DEdOJyIi5VHi2IGx8QmI/a120p0Ul1ilpqbi0KFDutclJSXYu3cvAGDhwoX48ssvUVFRgTFjxhite9dddyEzMxMjRozABx98gPT0dDz22GNobm5Gz549sXDhQkyYMMFl74Vsp8QPKRG5h7NvLXoLZ3YAqk1ieJfBmOISq8zMTIvz4+Jsy0RHjBiBESNGCCgRuYJSfmkQke20P4gKTv4iNBlyRc21tmd1T07gXPHelBC/zMxMiw8iuJrq2lgREZEyaNsr9f5dH7deYO2pmfGGntXdwR1DARlWyLhiqB5LmFgREZFO64uiWnocd0eCZDgQNG+JtXBFwmoY6+LiYuRuvzHN3QkzEysiItJJX71SlzDExicgecazLi+DYdJiyN01EoDx4NRqejJS7QxjHRkZaXO/XK6guDZWRETkPtqEQcsdv/4Ny2DI3TUSgDKSO3dQQtu01rcbd+RsxbUrl9xWFlMcrrHavXs3ZsyYgZEjR+oGQQaAt956C9euXXN080RE5EXUePtRLWUWQQlt07Rl0Lbxi4yMdGt5DNmdWNXX12PatGl48cUXkZ+fjwsXLqC+vh4AUFVVhaysLCQkJDC5IiIim6mx8001ltle3lpTJ4fdidWaNWtw4MABAMCAAQPg739jkMLq6moEBgbi3LlzWL16teOlJI/EDygR2YLfFcrh7toqNbA7sfrkk08gSRJWrlyJrKwshISE6OZ17twZGzduhEaj0XXuSWSIH1Bx+EQSmaOGc8NaGfldYZ033Y5UOrsTqwsXLiAwMBD33XefyfkDBgxAUFAQLl1SVqMyIk9k+JSMGi6m5BpqeFpNDWVUOm+6Hal0didWwcHBqKurM5s4HT16FDU1NXo1WUTkGrxQEZEaeOKPQLsTq9tvvx0ajQZPPfUU8vLy0NjYCADYv38/0tPTMX36dEiShP79+wsrLBERkT3c0SO4N5LbHs4TfwTanVhNmzYNPj4+OHHiBGbPno2qqioAQHJyMpYvX47Lly9DkiRMmzZNWGGJiMgxlpILW9rpFBcXW+y8U6kMuwlgg3jnMGwPZ5jQqrFnf7nsTqwGDhyIRYsWITg4GBqNxugvODgYCxYswODBg0WWl4iIHGCphsCWdjqRkZF6PY6rldrLrxaGCW3r88/U+aa2hN0Uh3peHz9+PIYPH469e/fixIkTqKqqQmhoKPr06YPRo0cjLCxMVDmJiEgBkpKSnL4PZ9QmsYZKHfKyt6o+6XV4SJt27dohLi5ORFmIiMjNrCUgSUlJOH2+zKllcMaF1dUXa3cP++JNXJHsy+HQkDb19fV499138d577+lNnzFjBhYvXoza2lqHCkdERJa9NivNbBsWQH6jbSYDYnhio2xHOatNlcckVrW1tZg8eTLee+89/Prrr3rziouLsX79ekyePFk3zA0RiZebnYWpiXEe2QCUbFN07qzZNiyAMsZ28zae2ijbHq1rQL2lry27E6uMjAwcPXpU11C9tc6dO0Oj0eD48eNYt26dw4Ukohta1z5oByH1hi8rchwv+K7hLQmELbwxqbc7sdqxYwckScLrr7+O119/XW/e2rVr8cYbb0Cj0SA3N9fhQhLRDZZuMbAGiyzhBZ+UzFTir8anBO1OrIqLixEQEIApU6aYnJ+YmIiAgAAUFxfbXTgiso22HQ1rsDyPGi4sfOKO7HXpYomuXzRTiX/rH5Jq+eFod2IVEhKC+vp6s4nTmTNnUF9fb3SbkEgONVxUlIDtaDyXsxtBi/iMOXLuecrtydYJAtmuS3hXs/2iGZ4bavnhaHdiddtttwEAnnjiCWzbtg3Hjh3DuXPn8PPPP2Pz5s148sknIUkS+vXrJ6yw5H34ZI3nsnYB4gXKMsNf7/b+mnf3Z0x7QVX78TZMEJho2cZSbadab13b3Y/V448/jv379+PcuXN44403jOZrNBpIkoSpU6c6VEAi8kzWOgL0hI4CnSk2PgGx8QmYmhhn8rWaeGKNqzbRIss87bgDDtRYDR06FK+//jr8/PxMDmnj5+eHl19+GcOHDxdZXvISarmXTkREtvOGmjyHel6fMmUKRo8ejZ07d+Lo0aOoqKhASEgI+vbti3HjxqFHjx6iykleRs2/vp1N+8U0Mf5hj/y1R67F84lcyVpNniecjw4PadO1a1ckJyeLKAsR2UCttxgMh/ho/SQjuY8SzidPfKrQE9+TCNbiooTz0VE2J1bFxcXw9fVFeHi47rWtIiMj5ZeMiAAAKSkpOPqfE5gQp95fcACQvnolgBttKjyxXY3aKOWJPE88DzzxPYngDXGxObEaNWoUOnTogK+//lr3WpIkq+tJkoRjx47ZX0IiL3f69Gl8tCUHGo35ZdTw61ibSOVmZyEve6siLujeLjY+we1PBRK1pobvMmtkNV7XGHyzm2q0buqPSK3U0sBSTb8C1dIXjVp4woXIE/A4iKGm7zJzbK6xmjhxIkJDQ/Ve21JjRaRmfOSflE7u+cm2bc7BeJKWzYnVokWLLL4mIuVw9OLpjgsvL/auwbZtnoOfGWWyux+rF154Ac8++yxv9RG5kK2NjQ0vnnJvabqj3Y12n+zDzDK13J4m52P7OGWyO7E6cOAA9u/fz9uBpGpqu0jZOsSDYXsPV38BOxJXtsHSp6191HL0WLItEJFz2Z1YPfDAA6ipqcHevXtFlkdnw4YN6N+/P9LS0ozmHTlyBE8++SQGDRqEwYMHIzk5GcePH9dbpry8HHPmzMGQIUNw6623IjY2Fvn5+U4pK6lX+uqVer0Aqy3RMsfdtwecMSK9pxwbW2njBog9nu4+N4g8nd0dhP71r3/F5cuXkZaWhpEjR+K2227DTTfdBB8f41xt4sSJNm+3rKwMs2bNwtGjRxEYGGg0/6effsJjjz2GCRMmYM6cOaipqcHixYvx+OOPY/fu3ejYsSMAYObMmSgpKcHixYsRERGBnTt34plnnkFmZibuvPNOe982eRjDzujYWF08Ub3oe9uxMRc3Nj4nUja7E6ukpCQALV0u/Pvf/8a///1vk8tJkiQrsdq1axeqq6uRl5eHhx56yGj+unXr0LVrV8ybN0+XxM2bNw/3338/9u3bh4ceegiHDx/Gt99+i4yMDAwbNgwAkJaWhm+//RarV69GRkaG3LdLRKQIbHxOpGx23wps3UeVyH6shg8fjvXr1+tqngy98847+Oc//6lXM9alSxcAwJUrVwC0tP9q06YN7r77br11hw0bhm+++Qb19fWyykTk6V6blebyW22GbX0M2xJRC7aJ8gw8t+1jatBmpX8m7K6xWrhwochy6ERFRVmcHxwcjODgYL1pe/bsAQAMGDAAAFBYWIiIiAj4+em/vZ49e6KxsRHnzp1D7969BZaaRFHSbQ6lDPfhCkXnzmL+ouUu3afhMTasiWl9LnjTsTDEfqrULzc7C+mrVzp8TLzxuJoaO1DpMbArsfruu+9QWFiIsrIydO/eHX/5y1+sJkTOUlRUhPnz52PYsGEYPHgwAKCyshIhISFGy2o7OK2oqDC7Pe1DjnzY0TH2xnH6jGcRO+nGh6b0UgnysrN003K3Z+nNd5Qk6Zex9eu4SQnYkbPVreeCqTgaltnW7Vhax1Ic7GFqfbllCO/aFXG/HWtHj4Unfa6txbF13HK3Z6H0UomsuFvbd+t/yTamzl9JAjIzMzFs9Dibt7MjZ6vu2Gq3IfJzq0S2fG+0/tdZZZBDdmL1xhtvYNu2bXrTVq5ciTlz5mDy5MlyN+eQgoICPPHEE+jSpQuWLl1qdXlbbkv2imgPAIiObO9w+Uh+HF94LkXvdc8e3fWm/c/uHKNlHNqi3xAAACAASURBVBEU6IeYbu1tfu0ureNoT5msrSP6fZtaX24Zkqc9IfxYKP1znZmZqWu/ampeZmYmrl25ZHMcX3guBf+zO0dW3G2h9Dgqkak4T7dwvK1tIzMzE4WnTuCrfZ/otmH4mfEEtr4nZ56TVVX+spaXlVh98skn2LrVuA+VxsZGzJs3D/369cNtt90mqwD2OnLkCFJSUtC7d2+8//77aNeunW5eWFgYzp8/b7ROZWUlAKBt27Zmt3vmQhn69Q5BYXGZxUFvyTJJajnRHY1jTV0jTp8vM/vaUda2L3p/cml/KbWOoz1lsraO6Pdtan25ZRg6apywMok6H50t/cP1GDrKdA3G0FHjMHTUOExNjLMYhzEPxMmKm5y4qiWOSmQYZ1OfbTnbGDpqHKJvXq/3OTH8zHgCa+/JFedkdXWVrOVlJVbbt28HAERERGD69OmIjIzEiRMnsHbtWpSXl2PTpk1YvHixrALY49ixY5g2bRqGDBmCZcuWISAgQG9+TEwM8vPz0dDQAH//G5nmmTNn4O/vjx49epjdtvbAaDTgF4cAjsbRcH3Rx8Xa9pVyHrQuhz1lsraO6Pdtan25ZZA7395yKYkt5bO2zMT4BFnHckLcw8LPJzJmLmZyYqnU7yclcGYs5G5X1lOBx48fhyRJWLVqFRISEnDvvfdi2rRpWLhwITQaDX766Sd5e7fD1atXkZycjCFDhmDFihVGSRUAjBgxAnV1dfj666/1pu/duxf33HOPXrJFZImpJ1L4dA+JYngumTrfnE3pDYE9hYhjyydn1UFWjVV5eTnatGmD/v37603XNhq31CjcVmVlZWhoaAAANDU1oa6uDqWlpQBabvGtXLkStbW1ePHFF3H16lW9df39/dG+fXsMGDAAI0eOxNy5c/HWW28hIiICW7duxalTp/DOO+84XEbyXNovv4nxD+uGjzF8IsWVHVXmbs9CcXGxS/al26eLn8DLzc5CXvZWp+8zMzPT7G02d0lfvRJ52Vstnm/kGRw5ttrPCKCfCCu92wFvJSux0mg0aNOmjdH0oKAgAEBzc7PDBUpNTcWhQ4d0r0tKSnTD5ixcuBBffvklKioqMGbMGKN177rrLmRmZgIAli5disWLF+OVV15BZWUlbrnlFmRkZKBfv34Ol5E8k/aXoJIubLGTEvA/u11bntj4BJeOLSiqZ3ZrlJhYMZEiW5j7jLC2UZns7sfKWbSJkTlxcbZ9+YaEhGDu3LmYO3euiGKRF3B1QqHliX3TGNb8Afx1TaSVm52FHTlbce3KJXcXhZxAdmLV2NiI7777zmTXBebmDRw40P4SEgnUOolRSqeTcm8tqiFBUWOnfp5KDeeLt4mNT0DcpASMHzMMuduzMLHVdxI/J+onO7GqrKw02e+GJEkm50mShGPHjtlfQiKBWicx7qqhchS/eL2b3ESJ54tyRUZGInbSjac4vW2gcU8le6xAa+MCOjpWIJEr8de8aYZPH/FJJOXghZdI2WTVWMXGxjqrHEROYa1qnRcp0wzH7eMvaedTyq1pInKMrMTKWQMvEzkLEwLLzHV1wJo811PrrWlyHX4u1UH2rUAib+LsLzJ311LExifgoy056BLe1Wi6q/GiwRh4MhHHlj8S1YGJFZEFzv4i03YKSbxoAIyBJ+Ox9R5MrIgUhg3FxTPVgz3jTO5m6gl7Uj8mVuQ13H3bzVYi29nkZmdhamKc1fct8haUEuMcOykBkZGRetPYnoncjYmVZ2JiRV7Dltturmjj4uoBdk21oTK1nMh98vYmEXkrJlbkVayNMO+KdhCeWFPC22pERC2YWJFX0Q614s6GpIadb1qjhtsFnpgsErmKrbfsSR2YWBG5mGHnm4YMa9XUkFgRkf1svWVP6sDEikhhnFGrJreWzNMpsYE9EXkGJlZEXsBaLZkltiQh1tquKY0SGtjnZmchqkdPt5aBlE0tnyfSx8SKVI1fPM5nSxKihLZrIrj6ic35i5a7bH+kPmy7qE5MrEjV0levZHJFNikuLrZaq8YLGRE5StYgzERK48gtLm/CMeiAyMhIfLB+KzQad5eEiDwZa6zIoxk22vbWBIPJpzKwdpXI8zGxIo9mWKPFBKMFL/Cul5udhfTVK91dDCJyMiZWRF5I9HiEau+6wBUdNCrhSUQicj4mVqQK7JlYLJH9WnlCwsAOGolIFCZWpGjaNlG88InljY3+2YM9EbkCEytSNG+7+KuFtdouJT4kwMSKiFyBiRURyZa+eqXFPqGckRCrcVgetZWXiBzHxIrIRva28/LEi6s7elpX4+1LawkoUWtRPXryXPEA7CCUyEax8QmIjU/A1MQ4WetpH7FXW1KgNHJvL+ZmZ7k95toElMgW2iGOcrOzkJe9lQ/rqBRrrMijKPHXnrWaFrUNYOwucpMkDk9DaqV9WAdQ5ncaWcbEijyK0i+mpvp88oQBjJXYWJ0JK6ld8oxnVf294K2YWBG5kCf0+WSKEr/87UlY1dhAnjyXEj9XZB0TKyKi36ixgTwRKQsTKyIHya3hMLxtpsTbaIZ4W42IyDZMrIgcJLddl2GNiBpqSDyhHRgRkSsoNrHasGED+vfvj7S0NJPzDx48iKFDh2Lo0KFG8/7zn/+gT58+Jv927Njh7KIT2c0TBjQm81jzR+T5FNePVVlZGWbNmoWjR48iMDDQaH5TUxNWrVqF9evXo1OnTqitrTVaprKyEgDw8ccfIyoqSm9e27ZtnVNwIgFi4xMU/2Qj2Y/9WhF5PsXVWO3atQvV1dXIy8tDu3btjOafOnUKO3fuxKZNmzBw4ECT29AmVt26dUPnzp31/kwla0REprBmiYjkUlxiNXz4cKxfvx4dO3Y0OT88PBw5OTm49dZbzW6joqICABASEuKUMhKRd2DtIRHJpbjEKioqCr6+vmbnt2vXDu3bt7e4DW2NVXBwsNCykbIppX2SJ9ZyqOHJRSIiJVBcGysRKisr4e/vj//6r//C/v37ce3aNURHRyMpKQljxoyxuK4k6f9L9nFWHCVJf5utX8dNSsCOnK1m5zu7DLnbs5CX0zK+V9ykBLPLy9m+q+JoTev3Y8/67mAtjqWXSvD4lDhMjHsYsb+9P0vnl6NlELE9d+P3oziMpRiuiKPcbXtkYgUA7du3R2BgIBYtWoTGxkbk5eXh2Wefxfz58/HQQw+ZXa9XREttWHSk5Voxso3oOAYF+iGmW3u7XzuzDC88l4IXnkvB/fff71AZTC3v7Di6en1XsBbH1+bMRlJSksV1RMcpedoTio+bLfj9KA5jKYYz41hV5S9reY9MrJKTk5GcnKw37fbbb8fZs2exYsUKi4nVmQtl6Nc7BIXFZdBonF1SzyVJLSe66DjW1DXi9Pkyu1+roQytl3dVHF29vitYi+PQUeOM3oPo88dwfVP7VBNnnY/eiLEUwxVxrK6ukrW8RyZW5vTt2xdff/01mpub4eNjunmZ9sBoNODJLoDoOBpuT+5rNZTB1PLOjqOr13cFe+Io+vxRQ5zs4anvyx0YSzGcGUe521Vc43URMjIysGrVKqPpP//8M3r27Gk2qSIicoQnPrhARPIorsaqrKwMDQ0NAFo6A62rq0NpaSkAICwsDE1NTaiurgYA1NbWorm5WTe/TZs2CAsLQ3BwMBYvXoympiaMGzcOzc3N2LZtGw4fPowFCxa4540Rkcu46wnRvOytHPaHyMspLrFKTU3FoUOHdK9LSkqwd+9eAMDChQtx/vx5vPvuu3rrDBs2DAAQGxuLRYsWYfLkyQgKCsLGjRuRmZkJPz8/3HzzzUhPT8fw4cNd92bII126WILc7CyvvYAqpVsLSxztwT43Owt52Vtlv09vPzeISIGJVWZmptVlUlNTrS4zceJETJw4UUSRiPR0Ce+q2gunNmGI6tHT7m14w7A7sfEJiI1PwNTEOFnrtT431JCAEpF4bGxE5EVi4xPw0ZYczF+03N1FcZjS2zPFxiegS3hXdxeDiFyMiRURqZJhrZnSEy0i8g5MrEiVcrOzMDUxjrda3ESJQ9x4+u1JIlIHJlakStpbWrzV4h5qbWNmjbWEkbViRGQNEysihVFibZC3sJYwslaMiKxhYkWkMJ5aG0RE5A2YWBEREREJwsSKiDzCpYslmJoYp6h2ULytS+R9FNdBKJHS8WKpTF3Cu+KjLTnuLoYe3tYl8j6ssSKP5ayer3mxdD/2ak5ESsXEijyWu3u+Zl9bzuOqY6sd+4+IyFZMrIichH1tqV/yjGdZQ0lEsrCNFZGdtAMas0ZKmUS0hWNSRURyscaKyE6skXIva08BMikiIndgYkUkGNvluIb2KUAmUESkJEysiBxkmEh1Ce+qd7Fn9wyeq/Vx55OKRAQwsSJymLUGzqxRUT9zT3i2HjvQ3U+hEpEyMLEicpBh4sQaKs/D9nREZCsmVqQq1tovGc53R5LDGirvwfZ0RGSIiRWpimH7JWvzmeSQM1k7H4nI+zCxIiLVY8NxIlIKdhBKqmLt1h7bN3kn1hoRkVKwxopUxdoFlBdY78VjT0RKwMSKiIiISBAmVkRERESCMLEiIhKEbfyIiIkVEZEgbOdFREysiEiVWDtERErExIqIVIm1Q0SkREysiIiIiARhYkVEREQkCBMrIiIiIkGYWBEREREJwsSKiIiISBDFJlYbNmxA//79kZaWZnL+wYMHMXToUAwdOtTk/AsXLuD555/HwIEDcdtttyExMRHff/+9M4tMREREXk5xiVVZWRlSUlKQkZGBwMBAo/lNTU347//+b6SkpKBNmzYmt1FfX48nn3wS58+fx/vvv49t27YhJiYGTz75JIqKipz9FoiIiMhLKS6x2rVrF6qrq5GXl4d27doZzT916hR27tyJTZs2YeDAgSa38emnn+L06dP4xz/+gT/96U/o06cP5s6di3bt2mHt2rXOfgtERETkpfzcXQBDw4cPx+TJk+Hr62tyfnh4OHJyctC+fXuz29i/fz969eqFmJgY3TRfX18MHjwYX375pfAyk/uw920iIlISxSVWUVFRFuebqsUyVFhYiO7duxtN79mzJ3JyclBTU4OgoCCT60qS/r9kH1fFMW6SZ/e+zfNRDFFxlCT9bRi+9nQ8H8VhLMVwRRzlbltxiZUIVVVVJhOr0NBQAEBFRYXZxKpXREtNWHSk+Roxsh3jKAbjKIajcQwK9ENMt/ZmX3sLno/iMJZiODOOVVX+spb3yMTKHI1GY3WZMxfK0K93CAqLy2DD4mSGJLWc6IyjYxhHMUTF8ey5X7F0xQeI/a2mtKauEafPlwkqpfLxfBSHsRTDFXGsrq6StbxHJlZhYWGoqjIORGVlpW6+OdoDo9GAJ7sAjKMYjKMYjsbxqaefxcT4BK//nvDW9+0MjKUYzoyj3O0q7qlAEWJiYnD27Fmj6WfOnEH37t3N3gYkIrIkNt6z2/QRkeM8MrEaMWIEioqKUFBQoJtWX1+P/fv3Y+TIkW4sGREREXkyxd0KLCsrQ0NDA4CWzkDr6upQWloKoOUWXlNTE6qrqwEAtbW1aG5u1s1v06YNwsLCcP/99+OWW27Byy+/jNmzZyM0NBRr165FQ0MDpk2b5p43RkRERB5PcYlVamoqDh06pHtdUlKCvXv3AgAWLlyI8+fP491339VbZ9iwYQCA2NhYLFq0CH5+fvjwww+xcOFCzJgxA/X19bjjjjuQmZmJrl27uu7NEBERkVdRXGKVmZlpdZnU1FSry3Tq1AlLly4VUSQiIiIim3hkGysiIiIid2BiRURERCQIEysiIiIiQZhYEREREQnCxIqIiIhIECZWRERERIIwsSIiIiISRHH9WBERKV1udhbysrfi0sUSdxeFiBSGNVZERDLFxifgoy056BLOkRyISB8TKyIiIiJBnJ5YXb16FbW1tc7eDREREZHbOdzG6vjx4/joo49w/fp1jB49GvHx8QCANWvWYN26dSgvL4ePjw/uvPNOvPrqq+jbt6/DhSYiIiJSIocSq4KCAkyePFlXI5Wfn48rV64gICAAy5cv1y3X1NSEQ4cOISkpCbm5uejevbtjpSYiIiJSIIduBa5duxY1NTXQaDS6v40bN2LTpk0AgIiICNx+++2IjIwEAFRWViI9Pd3xUhMREREpkEM1VocPH4YkSZg5cyb+8pe/4F//+hdWrlwJSZLw3HPP4emnn9Ytu337drz22mv46quvHC40ERERkRI5VGN16dIlBAQE4JlnnkFMTAyefvppBAQEAAASExP1lo2Li0NAQAAuXbrkyC6JiIiIFMuhxMrX1xdNTU2oq6sDANTU1KCxsREAUF5errdsdXU1GhoadIkXEZHaTYx/2N1FICKFcehWYPfu3XH69Gk8//zzGDlyJPbu3Yvm5mZIkoQXXngBaWlp6NatGy5duoT3338fGo0G0dHRosouTFNTk+7/ly+X4lI7f1y+fB0ajRsLpXKSBIT61zOODmIcxXBWHO8ZPhqXL5eK26DC8XwUh7EUwxVxrK6u0v2/db5gjkOJ1ahRo3Dq1Cl88cUX+OKLLwAAffr0QYcOHXDw4EE8+eSTestLkoRx48bJ2sevv/6K0aNHm50/c+ZMpKamGk2fMGECjh8/bjR98ODB2LBhg960oqIi3f9HDrlDVvmIiIjIOxQVFaFfv34Wl3EosUpOTsa+fftw6tSplo35+eGVV17BTTfdhMTERNTU1OgtP2TIEDz66KOy9hEREYEDBw4YTT9+/DiSk5MxZMgQk+tVVlYiKSkJ06dP15vOW5FERETkLA4lVmFhYdi+fTs+++wzlJeX495770VMTAwA4JNPPsGmTZtQWFiI4OBg3HPPPZgwYQJ8fX1l7cPX1xedO3fWm6bRaPDee+9h3LhxuPPOO02uV1lZiU6dOhmta0pUVJTu/9/+cAL9ekeisLiM1bMOkCQgOrI94+ggxlEMxlEMxlEcxlIMV8Sxuroad9/xewD6+YI5Dve8HhQUhLi4OKPp3bt3x6xZsxzdvEk5OTk4ceIEVq1aZXaZqqoqBAcH27S91slecHAwQkJCEBzcwJPdAZIExlEAxlEMxlEMxlEcxlIMV8fRlsoh4WMF7t69GzNmzMDIkSMxYMAA3fS33noL165dc3j7DQ0NeO+99zBlyhSztVG1tbVoaGiwObEiIiIiEsHhGiut+vp6zJgxQ9cBqEajgSRJAFpqj7KysnDw4EFkZWXhpptusns/O3bswJUrV/D444+bXaaiogIA8O233yInJwdnz55Fhw4dcO+99+Lpp59GaGio2XV/K7LuX7IP4ygG4ygG4ygG4ygOYymGK+Iod9vCEqs1a9bgwIEDkCQJAwYMwNGjR3V9WlVXVyMwMBDnzp3D6tWrMWfOHLv3s2HDBowbNw4dO3Y0u0xtbS06deqEa9eu4ZlnnkGnTp3w008/YcmSJfjxxx+xceNG+PiYrqzrFdEeQMs9W3Ic4ygG4ygG4ygG4ygOYymGM+NYVeUva3lhidUnn3wCSZKwcuVK3Hfffbj77rtx/fp1AEDnzp2xceNGPPLII9i7d6/didWpU6dw8uRJvPjiixaXi4qKMho6p0+fPggMDMRLL72Er7/+GsOGDTO57pkLZejXO4QNCh3EhpliMI5iMI5iMI7iMJZiuKbxepX1hVoRllhduHABgYGBuO+++0zOHzBgAIKCghwa0mbPnj0ICgrC3Xffbdf6ffv2BQBcvHjR7DLaA6PRgCe7AIyjGIyjGIyjGIyjOIylGM6Mo9ztCmu8HhwcjLq6OrOJ09GjR1FTU4OQkBC79/HNN9+gX79+aNOmjcXljhw5ghdeeAFXrlzRm/7zzz8DAHr16mV3GYiIiIjMEZZY3X777dBoNHjqqaeQl5ena1+1f/9+pKenY/r06ZAkCf3797d7HwUFBejZs6fR9IsXL2Ls2LH49NNPAQDdunXDgQMHkJqaiu+++w5FRUXYtWsXlixZgoEDB5rt+4qIiIjIEcJuBU6bNg379+/HiRMnMHv2bN305ORkAC1PCfr4+GDatGl27+PatWsICwszmt7Q0IDCwkJdm67w8HBs3rwZK1aswPPPP4+Kigp069YNjzzyiFFP7KROj67Jx5WqWt3rjiFtsGn6SDeWiIiISGBiNXDgQCxatAhz585FVZVxQ6/g4GC8/vrrGDx4sN37+L//+z+T07t3745ffvlFb1rv3r0tdiBK6nalqhb1AW1bvS53Y2mIiIhaCEusAGD8+PEYPnw49u7dixMnTqCqqgqhoaHo06cPRo8ebbK2icgWhjVUtQ1N8OGwj0REpDBCEysAaNeunckhbjQaDYqLiwEAkZGRondLHs6whkpT73gv/kRERKIJT6zMuXLlCkaNGgUfHx8cO3bMVbslIiIichnhYwVao2GHHUREROShXJ5YEREREXkqh24F3nLLLaLKQeSQ2oYm/GXZZ7rX7H6BiIjcwaHEirf1yFnkPgWo0YDdLxARkds5lFgFBwejpqYGUVFRCA8Pt7hsQ0MDfvjhB0d2R16ETwESEZEaOZRYvfTSS5g7dy4CAwOxfv16+PmZ31xpaSnuueceR3ZHREREpGgONV6fPHky7r77bhQUFGDNmjUWl5UkyZFdERERESmew08FLliwAG3atMGaNWtw6tQpEWUiIiIiUiWHOwjt1q0bjhw5gubmZvj6+ppdrkOHDti7d6+juyMiIiJSLCE9r0uSZDGpAgAfHx9069ZNxO6IiIiIFIkdhBIREREJwsSKiIiISBAmVkRERESCMLEiIiIiEoSJFREREZEgwhKrbdu2WV2msrISs2fPFrVLIiIiIkURlli9/vrrePrpp3H16lWT8w8ePIjx48cjLy9P1C6JiIiIFEXorcAvvvgCDz74oF5HoLW1tXj77bfxt7/9DcXFxSJ3R0RERKQowhKrv/3tb/D19cXVq1cxc+ZMzJkzB1999RUmTJiAjz/+GM3NzYiIiMC7774rapdEREREiiKk53UAeOmllzB+/Hi8+eab+OGHH5CTk4OcnBxoNBr4+fkhKSkJzz77LIKCgmRve8aMGSaHw+nRowc+//xzk+vU19dj+fLl2L17N65evYqoqChMmzYN8fHxsvdPREREZAthiRUA9OnTB5mZmUhKSsIPP/wAoGW4m1dffRWJiYl2b7eyshL33Xcf3nzzTb3plobRefPNN/HFF1/g7bffxs0334wDBw7gtddeQ1BQEP7617/aXRYiIiIic4QmVj/++CNef/11nDx5UjdNo9Fg/vz5OH78OF588UW0bdtW9nYrKyvRs2dPdO7c2ablz58/j9zcXMydOxf33XcfACAmJgY//vgjVqxYwcSKiIiInEJYG6u5c+di8uTJOHHiBADgscceQ25uLvr374/m5mZs27YNY8eOxY4dO2Rvu7KyEsHBwTYv/9VXX0Gj0WDEiBF60++55x6cOXMGRUVFsstAzvXomnz8Zdln+Muyz/Domnx3F4eIiMguwmqsPv74YwBAREQEFi5ciLvvvhsA8M9//hNr1qzB6tWrcfXqVcyePRsTJkyQtW25iVVhYSECAwMRHh6uN71Hjx4AgNOnTyMqKkpWGci5rlTVoj6g7W//L3dzaUx7dE0+rlTVAgA6hrTBpukj3Vwi79T6OAA8FkSkLEJvBU6YMAGvv/46QkNDddN8fX0xY8YMjBo1Ci+//LLebUJbVVRU4JdffsGTTz6JEydOICwsDHfddRdSU1PRqVMno+XNJWLaclVUVJjdlyTp/0v2UUIcRe/bMPlzxXtTQhyVpvVxaHlt/VgwjmIwjuIwlmK4Io5yty0ssVqxYgXGjBljdn7fvn2RnZ0tu7uFxsZGtGvXDlevXsVTTz2FqKgonDx5EkuXLsU333yDvLw8m5801Gg0VpfpFdEeABAd2V5WOck0W+MotTpzJQGfEEmSENNN7DE0LKPo7VvC8/EGw/NDzrFgHMVgHMVhLMVwZhyrqvxlLS8ssbKUVGn5+/sjLS1N1nb9/Pxw4MABvWm///3v0bVrVyQmJmLnzp145JFH9OaHhYWhqqrKaFuVlZUAYLEB/ZkLZejXOwSFxWWwIQ8jMySp5US3NY6tk15bEmBbtnf6fJnD2zHcpjO3b4rcOHoDw/PDlmPBOIrBOIrDWIrhijhWVxvnE5YIvRXoSn379gUAXLx40WheTEwM6uvrceHCBUREROimnzlzBgDQu3dvs9vVHhiNBjzZBXBXHGsbmjB26We6185oh+PK98Xz0TJbY8M4isE4isNYiuHMOMrdrtAhbZzh9OnTeOWVV3RPG2r9/PPPAIBevXoZrXPPPffAx8cH+/bt05u+Z88e9OnTB5GRkU4rLymDRgPUB7TV/bVu7ExEROQsik+sIiIi8N133+Hvf/87Dhw4gKKiIuTn5+O1115Dr169MGbMGPz0008YO3YsvvvuOwBAeHg4EhMTsXLlSvzrX//CqVOnsGbNGuTn58u+FUlERERkK8XfCgwKCsKmTZuwcuVKzJkzB9euXUPXrl0xfPhwpKamIjAwEDU1NSgsLER1dbVuvdmzZyM0NBTvvPMOrl69iujoaCxfvhwjR/KxbCIiInIOxSdWwI2+scwZNGgQfvnlF71pfn5+SEtLYw0VEQnHvrSIyBzhidUPP/yA3bt34z//+Q+uXr2KTz/9FACwdu1aTJ06FQEBAaJ3SUTkUqb60iIiAgQmVs3NzXjrrbewbds2AC2PQGv7m6mtrcXSpUuxb98+rFu3zuZ+p4iIiIjURFjj9czMTGzduhUajQadOnWCr6+vbt7169cBtNRmpaeni9olERERkaIIS6y2b98OSZLw6quvYv/+/QgLC9PNCw8Px7vvvguNRqO7NUikdq0Hjubg0UREBAi8FXj27FkEBATgscceMzn/z3/+M4KCgnDhwgVRuyRyK7azIXIMHwIgTySsxiogIAANDQ1mBzg+d+4campq2HidiIgA3Phx87CYUgAAIABJREFUwo58yZMIS6z69esHjUaD5557DocPH9aN53X69Gl8+umnSElJgSRJ6NOnj6hdEhERESmKsFuBSUlJ+Pbbb3Hw4EEcPHhQN/2BBx4AcOMpwaSkJFG7JCIiIlIUYYnVn//8Z6SlpWHlypVoamoymu/j44NnnnkGY8eOFbVLIiJSELaZIhLcQej06dNx//33Y9euXThx4gSqqqoQGhqKPn364IEHHjA5YDIREXkGPtBB5ISe16Ojo5Gamip6s0TkBqyBICKSR3hiVVVVheLiYly/fl3XgN3QwIEDRe+WVKb1BbtjSBs3l4bMYQ0EEZE8whKr2tpavPnmm/jss8/Q0NBgdjlJknDs2DFRuyWVan3B5sWalM6w5q62oQk+7DmGiEwQlljNmTMHu3fvFrU5IiLFMKy509Rfc2NpiEjJhCVW+/btgyRJCAsLw4gRIxAREQF/f39RmycVM9VOh4iIyBMJS6wCAgJQV1eHbdu2oWfPnqI2Sx6A7XSIyF0M23Py4QtyNmGJ1f3334/c3Fy0a9dO1CaJVI1P1BG5n7Pbc/JzToaEtrGqrq7G1KlTMX36dPz+979HcHCwyWUjIyNF7ZYUSPtFI0kSNBqN1zb0ZU1dC9YYkCdTwuecyZ2yCO1uISQkBKdOncILL7xgdhk+Fej52NDXuxkmUo7WGPCJPPvwYus9lJDc0Q3CEqu5c+ciLy8PAMz2X0XkLrUNTfjLss90r5VwkTG88DU0NsPf78a46B1D2mBzivouhKJvvTiaqBvWoLrj2LsjyeHFlsg9hCVW+fn50Gg08PX1xa233opu3bohIIA/K72BGmoUNBoo7iJjeOFrqr8Gjcwyuvo2mxITVGtlUkKCoYQyEJFrCEusGhsbIUkSPvroI/zpT38StVlSAd76cx9Xd7SqxARVRJnYDoyIRBGWWA0ZMgT5+fm49dZbRW1ST15eHjZu3IjCwkK0b98ew4YNQ1paGjp06GBy+QkTJuD48eNG0wcPHowNGzY4pYykXmyP4t0ME1Q11MIqgbOHpuLnktRIWGL11ltv4cKFC3jxxRfx8ssvIyoqStSmsWHDBvzjH//Aq6++iuHDh+PMmTN44403UFhYiMzMTEiSZLROZWUlkpKSMH36dL3pvD1JpnjLrRolXKiUVgZTCYHcWlhn3CJVQy2as2tMveVzSZ5FWGL10ksvwc/PD/v27cOePXsQFhaGsLAwo+UkScKePXts3q5Go8GHH36ICRMmICkpCQDQo0cPPPPMM3jttddQVFSEHj16GK1XWVmJTp06oXPnzva/KSIZDC+uSqzlUMKFSmllELF/Z9widfVtXiUkvESeQFhi9dVXX+lqjjQaDcrLy1FebvxlYKp2yRJJkrBr1y74+PjoTe/SpQsA4PLlyyYTq6qqKrP9aBE5g+HF1RvampmqqSF1siXhnbImH1er6nRPVxKRMWGJlTM7/Wzfvr3RtD179iA4OBi/+93vjObV1taioaGBiRWZpYbaJTVQYmN2Hlvb2NOO7Eqla2vRiNRI6CDMrrJnzx5s27YNzz//vMnbjRUVFQCAb7/9Fjk5OTh79iw6dOiAe++9F08//TRCQ0PNbltboSazYo1UxpbaJWecA3K3Kfd8fDQ9H1cqf2uXE9pSo6B9DZi+eCrhXBdZBiXUHNqS3Nl7Ljii9TZsaUcmep8ilne0TK44323Zh7OvNUr4XLuCK67ZcrcttOd1V/j000/x8ssvY9y4cUYN07Vqa2vRqVMnXLt2Dc888ww6deqEn376CUuWLMGPP/6IjRs3Gt1a1OoV0VI7Fh1pXEumVve+vQMXr9cAAMLbBeHLNybYvb6pbdhze1fOa3eQJAkx3dobTTP1f1u1XGz/pffaUg2BJEm689Dc+WhYpqtVdbqL5dWqlh8Yli6ehu/T8FjLre2x59iairW1dRzhivPPWnJn7T0blsOW5S2tb2ob1t6n3M+AiGNr7TNiON+W7zNH42iNtThbI+Ja42gZnMHadUM0Z16zq6r8ZS0vLLHS9rpui4kTJ9q1j82bN2P+/PmYMmUKXn31VbNfDFFRUfjqq6/0pvXp0weBgYF46aWX8PXXX2PYsGEm1z1zoQz9eoegsLgMntKBfElZte5LvqSsHKfPl9m9vqltyO1p33B5a6/dQaPRYPAbuXq1P63LZU8ZNRqgzv9GDaumznJNikajQWFxGaIj2+vOxylr8m0uky1l1Gg0esfS8FhbK6Op7cl5DQA19Y34/d8/1r3uGNoGm1s1mhZ9Pijh/DOMu7ll5CxvaX1T27D2Pk3tU+75Zq3cxtuw/BkxnG/L95mjcbTGWpzNkSTofbbdUQZLDL9rAP3ab8PPqSHD75Izpdcsfs7tJTKO5lRXV8laXlhiNWvWLJt+6UmSZFditW3bNsybNw8vvPACnnrqKXuKiL59+wIALl68aHYZ7YHRaOC0g+RuIt6Xp8amNb32JJXuaU9ieD46o0zuPpZG7bQqy91eJmerbWjC2KXyumdwx+dWDd8Vcrc/5QPHnn60pW2anDI561rj6DZNfdc48jl19ufcmddsudsVeivQWb/0Dh06hDfffBOzZs3C448/bnX5I0eOYPPmzXj11VfRsWNH3fSff/4ZANCrVy+nlFMEPvJM5Pnc0ejfHY36DfdpOB6mM8ogt48yubG3Z6QJa32Sufp7X63XGTX07QYITKwWLlxocnppaSn279+P//znP0hNTcUdd9wha7sajQZvv/02br/9djzwwAMoLS3Vmx8cHIzKykpMnToVzz77LP7617+iW7duOHDgAFJTU/H3v/8d4eHh+PHHH7FkyRIMHDgQd955p93v09kMP7Tny64pbmw2ImfiU33O4Y5G/Yb7NBwP0xllcHX/X4ZMdUFirmd/SZLQISTQ6X27maxlC7lJ6P4cHa3AlmTP3cfWVsISq9jYWLPzkpOTsWzZMixbtgzr1q2Ttd3i4mKcPHkSAEy2i5o5cyZiY2NRWFiI69evAwDCw8OxefNmrFixAs8//zwqKirQrVs3PPLII2YbvLuK3F8KSnycnTyHEpMYJTzV5w7WaloMvzsMa3/4o0sZbPnO1ksQbLil72gNkzPGczX53dEqWZO7DyV0HCyKy54KjI2NRXp6OpYtW4bNmzfbvF63bt3wyy+/WF3OcJnevXtj1apVsss5ceW/4RsQpOsAT/QXlbUaKSVc2KxR4sWY7OOtSYwSWfs1bvjdYVj7I/q7hJ2/KocSkw5+d5jnssTq8OHDAIBjx465apd2qfdvCx//356AsOPkNfWr01L1qNyT0xljksnFDxSR8oj+XKqlttzZA0ErkSf8uBXxHlrfUnVWZYg9hCVW7777rsnpdXV1KCgowP79+wHA43tDN/Wr0xu/7Mhx2ifHWn9pEJE+R9vdKOHHqlye8ONWxHtQYk0eIDixstTdgkajsburBSJvxCSayPmsfc4cbZRN9lNrbaTLulsICAjApEmT8Pe//13kLomIiJzGGQ2/nc2e22xKTGLU8hSgIWGJ1caNG01OlyQJ7dq1Q/fu3VV3G9CWKmJ3n4xqrMYmIiLnsec2m1qTGCUSlljdddddojalGLIfm3XDycjbRURE4nhCw3ByL7sTq+LiYrt3GhkZafe6REREzuIJDcPJvexOrEaNGmXXKPCSJCm+ywUiIiIiezh0K9AVo8AriRo6zLOnjGodN4qIiEhp7E6sLA1h46nU0J7JnjJ6Qm/wRERESmB3YmVu0GVSPmtPMrKNAREReRtRd2+cMqRNY2Mjzpw5g4qKCrRt2xYxMTF2tcci53D3k4xERESiye1+yGTnr60Gkrb3+ig0sbp+/TqWLFmCXbt2obb2RmHDwsLw8MMPIzU1FYGBgSJ3SURERCS7KYyzOn8VllhVVlYiMTERp0+fNmrUXl5ejoyMDBw5cgQfffQR/P39Re2WiIiISDGEJVbr1q3DqVOnAADh4eHo168fQkNDUV5eju+//x7Xr1/H999/jy1btmDq1KmidktERORR2EmpMmiPQ3NDrfWFWxGWWH3++eeQJAlTp07FK6+8otemqq6uDvPmzcP27dvxySefMLEiIiIygw8QiWGYoDY0NsPfz0dvvqWEVXscmiEvq/Wxvohtfv31V/j6+iItLc2ooXpgYCBmz54NSZJw+vRpUbskIiIiMkmbGGn/Gps1eq+d1RWnsMRK267K3NN/AQEB8PPzQ3Nzs6hdEhERESmKsMSqe/fuaGpqwocffmhy/vr169HQ0IDu3buL2iURERGRoghrYzV69GgUFBRg1apV+Oyzz/DHP/4RHTp0QGVlJb755hsUFBRAkiSMGTNG1C6JiIiIFEVYYjVt2jR8+umnKCoqQkFBAQoKCvTmazQaREdH44knnhC1SyIiIiJFcehWYE1Nje7/YWFh2Lx5M0aPHg2gJZHS/kmShPvvvx+ZmZkIDQ11rMRERERECuVQjdWQIUNw3333Ydy4cRg6dCi6dOmC9957D5cvX8bRo0dRXl6Otm3bon///ujYsaOoMgvXukPT1v1VNDfUQqq3/BqA7lFMa69t3abo10osoxLLpIYyyimTGsroqjKpoYxKLJMayiinTGooo6vKpIYyKqVMrfMCww7QTZE0tixlRt++fXVPAXbs2BEPPvggxo8fjz/84Q/2btItLl26hPDwcHcXg4iIiBTs4sWL6NKli8VlHEqsBg0ahOvXr9/Y2G9JVkxMDCZMmIAHH3wQkZGR9m7eZZhYERERkTVOT6yam5tx+PBh7NmzB3v37kVxcfGNDUsSJEnCH//4R0yYMAFjx45FWFiYvbtyqubmZly+fBkAEBwcbLYvLiIiIvIuGo0G1dXVAIBOnTrBx8dy83SHEitDx44dw+eff449e/bg5MmTN3YiSfD398eIESMwfvx4/PnPfxa1SyIiIiLFEJpYtVZUVIR///vf+OKLL/D999+jsbERAPD/7Z15WJRV+8c/wwwDCImogAqIgoIgi6LgLorkgrim2StlpmnZr163MksrLy2zSy2XygVcQaLMXEo0xR0USFEx9xX3DUWZgWGYmfP7g3eewKUsSdB5Pn9xPfMM3M/Nec75nvvc5z5WVlYcOXLk3/iTMjIyMjIyMjIVyr8mrMxcvXqVTZs2ERcXx/Xr11EoFBw9evTf/JMyMjIyMjIyMhVCuRUILc2JEyfYvHkzW7ZskUSUWb9VrVr1z74qIyMjUynQaDQ4ODhgMpn+MqdC5n6MRiNKpbKizXimMNeFlKnclJuw2rdvHykpKaSkpHDx4kXgDzGlUqkIDw+nV69edOjQobz+ZIUiN3CZpwFZFPwzsrKyGDNmDF9//TUBAQEVbc5Th0ajYfTo0bz77rv4+vpWtDnPDEajEZVKJb/XlZzHElY7duwgJSWFbdu2kZubC5QtntWkSRN69uxJVFQU1apVezxLKwnmWZhCoZAbdzmh0WiwsbHB2tq6ok15qjl16hQHDhzgypUrhISE4OfnR/Xq1eV2+jfJzMxk+PDhGI1G1q9fT0BAgOzDv4FGoyEqKopmzZrJoqocKCgoIDY2lgsXLgAwYsQIvL295cn938RkMmEymVCp/pWFujKUS4HQ0r+ibt269OjRg169elG3bt1yMbKyUFBQwDvvvEPXrl3p378/IEcEHpdDhw7x0UcfMXLkSNq2bSuLq3/I3r17GTFiBA0aNCAnJwdra2uee+45ZsyYQaNGjSravKeGzMxMXnvtNcaMGYNOp2PXrl0kJSVVtFlPDRqNhujoaIKDg5k9ezYgR/cfB41Gw4svvkjt2rUxGo1cvnyZGzdusGTJEpo0aSL79hEpKChg3Lhx9OnTh/bt2//r48xjSzchBI6OjnTr1o1evXrRtGnT8rCrUpKUlERaWhqXL19GrVbTq1cvrKysZHH1DzB3CCtXruTYsWN88cUXqFQqWrduLedl/E2uXr3Khx9+yLBhw3jttdewtrYmOTmZhIQEYmJimDNnDm3atJE74b/ALKpGjhzJ0KFDOXz4MGvXruXMmTPUr19f9t1foNVq6dmzJ82bN2fGjBkAGAyGJxIheBYxGAxMnDiRhg0bMmPGDFQqFUePHmXChAlMmTKFFStWYGtrW9FmPhUsW7aMlJQUzpw5g42NDa1atfpXx5nHUgPPP/88X3/9NampqUyaNOmZFlVQUkLC09MTOzs75syZw9q1awEkcSXz6JgHqfPnz9OrVy9cXFz48MMP2bNnj1SaQ+bRuH79OgaDgXbt2kkzsS5duvDuu+/i5OTEe++9R1ZWlrR8LXM/WVlZDBo0iDFjxjB8+HCgZKNNbm4u2dnZsqj6C4xGIyNGjKCwsJAxY8YAoNfrUalUCCHYtWsXP/zwAxs2bODWrVsVbO3Twd27dzl//jxRUVFYW1ujUCjw9/enY8eOXL16Fa1WW9EmPjVcv36dsLAwqlWrxvjx4//1ceaxhNXcuXOJjIx85pdvhBAUFxdz+fJl3nzzTSZPnkzVqlWZO3euLK4eA71ej8lkolOnTkyZMkUSV+np6bK4+htcuXKF3Nxcqf0ZDAaUSiUhISEEBARw9+5dhg8fTk5ODlZWVo90iKglodfr2bFjBxMnTmTo0KFAyRK/h4cHUVFR/Pzzz/Ig9hcolUratm2LSqXi+++/58qVK6jVaklwTZ8+nS+++IKxY8fy3nvvcezYsYo2udKj0+k4f/48V65cAZD6xNDQUPR6vZTXLPPX5ObmEhERwfTp03F1df3Xxxl5/eoRMFeODwoKwsbGhoCAAMaNGyeLq8fAnETo6upKrVq18PT0ZNq0aQ9s9KWFgOzf+wkJCcHOzo7Y2FgAKUoA4ObmxqRJkwgLC+PLL7+ksLBQjr7cg1qtZujQobz88svSNfPSfuPGjTl+/Dh5eXmA3P7+jOHDh9O3b1+WLFlCcnIyeXl5jBw5EpPJxGeffcbKlSv56quvyMrKIj4+vqLNrfTUrFkTZ2dnHBwcAKQlVb1eT2FhobzE+giYTCaEENja2uLs7IybmxvTpk2jVq1afyquHnfyqZw0adKkx/oNzygmkwmDwVAmR6B+/fo0atQIlUqFh4cHdevWZd++fezatQtHR0cpmR8gJyfnmdkJWV5oNBr0ej1CCCm03alTJ1xcXLCysqJGjRo0bdqUjIwM1q1bh4+PD3Xq1JHWwm/cuCF1MpZMXl4eN2/elDpXR0dH1Go1y5Yt49y5c/j4+GBjY0NKSgpff/01r7/+Oo6Ojmzfvp0+ffpgY2NT0Y9QKdBoNGg0GoxG40PPMfXx8WHNmjUcPHiQ6OhoWZSWQq/Xc+zYMc6ePSvl2rZq1Yrc3FxiY2PRarVSnpC3tzdOTk40aNAAg8HADz/8QPfu3alatars0/9hMBi4fv06d+/eBUrOre3bty/BwcFl7svJySElJYWBAwfi6OgoXc/MzESlUll8H1l67DaPMx07dsTLywulUkn16tX/dJy5c+fO4+euCZn7yM/PF++//74YMGCAeOWVV8S0adPE3bt3pc8NBoP08+7du0WfPn1ERESEWLNmjRBCiFmzZok33nhD5OfnP3HbKytZWVli4MCBIjo6WrRp00ZMmzZNZGVlSZ8bjUbp5xMnToh+/fqJdu3aid27d4vi4mLx0ksviQEDBlSE6ZWKrKws0a9fP9GxY0cRGBgoJk2aJHJyckRBQYFYuHChCA0NFYGBgaJ9+/bC399f/PDDD0IIIW7duiVCQkJERkZGBT9B5eDAgQPi5ZdfFs8//7xo06aNiIuLE1evXr3vPqPRKBYtWiQ6deokUlJSKsDSykl+fr546aWXRHR0tPD19RW9e/cWixcvlj7/6KOPhK+vr3jnnXeETqcr8924uDjRrVu3+65bMvn5+WLYsGGiZ8+eIjg4WIwePVr89ttvZe4x95Hr168X7du3F3fu3JE+mz59uggLCxPXr19/onZXNjQajRg3bpwYOHCg6Ny5s1ixYoW4fPnyA+8tPc7s3LlTCCHEtGnTRIcOHURRUZEwmUz/2A45YnUPWq2WPn36UKVKFUJDQ7G2tmbNmjVs3boVZ2dn3N3dsba2xmg0YmVlhYeHBx4eHmRlZZGens7OnTv56aefmD59Oh4eHhX9OJWC7OxsBg8eTGRkJN27d8fJyYlff/2VTZs24erqSoMGDaTEaoVCQY0aNQgODmbfvn2sW7eONWvWUFRURFJSkkXvGPz9998ZPnw43bp1Y8CAATg7O5OUlIROpyMyMhI/Pz969OhBjRo1aNmyJW+++SadOnUC4PLly2RlZdG3b98ys1xLJDs7m+HDh9OhQwfCw8OxsbFh8eLFODs7ExISIrVDKEkD8PDwYOXKlVy8eJHWrVtTpUqVCn6CikWn0/HKK6/g4eHB2LFjiYqKYt++fWRmZtKwYUPc3d1p06YNKpWKYcOG4eTkBPyxEzg5ORlbW1s6der0zOfnPgqFhYW89NJL1KhRg1deeQV3d3d27NjB8ePHCQsLk6Kp5jZ54sQJtm3bRkxMDLa2tsyZM4fly5ezePFivLy8KvJRKhStVsuLL76IjY0NQUFBACxdupSqVasSEhICUCY6WqNGDZo0aUJGRgYbNmwgKyuL5ORk5s2bh5ub2+NFUv+xJHsGMZlM4vPPPxdDhgyRZlMGg0FkZ2eLrl27irZt24rVq1eLoqIi6TMz+/fvF4GBgSI0NFQcPXq0QuyvjOj1evHOO++I8ePHl7m+ZcsWMWjQINGoUSOxbt066fq9kStfX18xYMAAodfrhRBCFBcXPxnDKxnFxcVi7Nix4pNPPilz/fPPPxchISEiNzf3vu8YjUZx6tQpcerUKfHWW2+Jl19+uYx/LZHCwkIxYsQIMXXq1DLXx4wZIzp27Ci0Wm2Z62Z/paamiuDgYDF27FipLVoq69atE/369SsTkT906JAICAgQS5Yska6ZZ/yXL18WV69eFQcPHhRffvmlCA0NFSdOnHjSZlda5s2bJ1599dUy7+by5cuFv7+/2L9//333b9q0STRp0kTcvXtXfPvttyIwMFAcOnToSZpc6TCZTGLy5Mli2LBhZa5/8MEHomXLluLmzZsP/e6FCxdEkyZNRGhoqDhy5Ei52CMnr5dCoVCQk5ODk5OTlIeiVCoJDAwkMTERJycnZsyYwc6dOzGZTCiVSinJLTMzE6VSyYoVK+SCjKUQQnDp0iWpWKxerwcgIiKC0aNH06ZNGz744AM2b94MUKYe2MyZM/H29iYhIQFra2uLroljMpk4d+4ctWvXBqC4uBiAqKgotFotp0+fLnO/Xq9n1apVDBgwgGHDhnHz5k0WL15s8RssiouLuXDhAg0aNAD+2GkVGRnJ9evXuXTpUpn7ze0xNDSUV199lcuXL1t01BRKop/mcxShxIcBAQH4+Phw/Phx6T6FQoFOp+PHH3+kU6dOjB07lh07drB8+XIaNmxYUeZXOi5fvoy9vT1WVlZSexwwYAB2dnZkZWXdd7+bmxtOTk6MGjWKefPmsWLFCos/dslkMnHhwgXJD+Zxpm/fvuTn50tnFj+I1atXI4RgxYoV+Pn5lYs9ljlKPQAhBEajETs7O27fvo1Wq6VKlSrSEpWTkxPLli0jJiaGuXPnEhISQvXq1VEoFHz//fd8/fXXrFixQu4w7kGtVuPg4EBaWhojRoxArVZLAqlJkya89dZb6HQ6Zs+ejYeHhyRKJ02axP79+0lNTUWlUlm0qIISP2q1Wn777TfeeOMNyRfu7u5ASWXhe+/v1q0bQgg8PT1p3rw5SqXS4v1oa2tLXl4e+/fvp3///pJw8vf3x2AwoNFoHlhIVa1W8/rrrzNq1CiLP87queee4+zZs1y7dg1XV1epPVWpUoX8/Pwy99ra2jJo0CA8PDzw9vamdu3a1KxZsyLMrrTk5+dz8OBB4I+df2q1GltbW4qKiu67v0GDBuh0OtLS0lizZo08kackAHL9+nXJj+YlZm9vbxQKxX39o5mEhAS++eYbVq1aVa5jt2X2DA9AoVBIh0WnpaWxbdu2Mh2oWVzNnDmTy5cvM3/+fOm7NWrUYM2aNQQGBlbgE1Q+zNG8zp07k5OTw5IlSwAkoQQlpQJiYmK4efMmmZmZ0neHDh1KWlqaxUeqoMSPQggGDhzIsGHDgJL2ajQa0Wq1qFQqaQeq2edGoxEHBwdefPFFWrRogVKplA5wtWSEEERHR9O7d28Aqa5Xfn4+VlZWODo6PjS34rnnnpOO8LJUUQUl0bs5c+bg6uoKUGa7eul8KjOOjo707t2bwMBAWVSVwuyjHj168Pbbb0vXi4uLKS4uRqVSUbVq1TL3Qonomj59Or/++qssqv6HyWSiRYsWUk6peezW6XQIIR66U7J169b88ssvNG7cuFztsexe9gFER0ezfft2JkyYQK1atWjevLkkroQQ+Pj40KtXL7Kzs6VweGRkZEWbXSkxD1BRUVGsX7+ehIQEnJ2diY6OLhOF6tatG7/++itr165l0KBBCCGkxH9ZDPzhx5iYmDIDulKpRK/XYzQaUavVZe597733+M9//kNoaGiZ+y0ZIQRqtZp33323jC8UCoW0tHpvMvVnn31G7969y3S8ll4eoGHDhmVm92Z/aLVa7OzsylybOnUqhYWFTJky5ckbWskx+6hDhw5l3mvzZFKn00l9n/nemTNnEhwcLI8592BlZcXYsWOlftB8rfQmlNIkJSXRsGFDmjVr9u/Y86/81qcYpVLJa6+9hp+fH8OGDWPfvn2SqFIoFCiVSmrVqoVGo7H4gepRKB3pMxqNzJo1i3Xr1gElkSvzWri7uzu1atUCyr4Eso//4EFREisrK9RqdRmfDR8+nOzsbJo0afIkzav0mH30sDZlZ2dXxo+vv/46qamp+Pr6PhH7nlbM/lQoFGXa6Ny5c0lKSuKFF16oKNOeCh4W/VQoFGWEwtdff01sbCwuLi5PyrSnitK+MlNcXIwkS5DIAAAc+klEQVRarS6zk3fWrFlMmzbtX60zaZHCSqfTSccEPIigoCBGjRqFj48PQ4cOJTk5mcLCQunzS5cu4enpafEz10fBysoKo9FI7dq1WbFiBSaTiVmzZvHtt98CJS+DXq/nwIEDODs7V7C1Tx/FxcUYjUbs7e0BGDZsGDk5OWzYsEEqCyLz1xgMBoqLi6UOePjw4Vy8eJF169ahUqksyo+ll53EI1SgLn2PuU+cPXs2Cxcu5LvvvpMFfikexbfmJSyTySRFAGfPns2CBQtYtWqVVEpA5q8pKiqiqKhIikTPmTOHxYsXk5CQgLe397/2dy1ujcVkMjFy5EgOHTrEd999h6enZ5nPzZGpli1b8uGHH7Jo0SLGjBlDZGQkNWrUoLi4mI0bN5KYmCifLH4PRqOxTDSgdJTPaDTi5uZGYmIiEyZMYMWKFfz888/4+/uTk5ODTqdj4sSJZb5nqTzMj/di3pmqVqu5ffs206ZN4/z58/zyyy9ybtrfRKVSoVAo0Gq1fPTRR+Tk5FisH81tLS0tjTZt2gAl51Gad6Tei7kdVqtWjaKiIr799lvi4uL47rvvyj135Wmm9IaHv2pTarUaR0dHtFot33zzjezPf4AQAhsbG6ytrVEqlSxcuJC4uDgSExP/9V2UCvEoU5JnCIPBwNatW5k5cyZqtZq5c+dSr169MveUHsj0ej2//PILW7Zs4fbt23h6evLaa6/h4+NTAdZXXsw+Kyoq4siRIzRt2rTMdfhDMNy9e5fffvuNlJQUlEolNWvW5O2335Z3//FofryXHj16cPLkSTw9PS1WDNzLw3btPcyPWq2WHj16cPPmTWrVqsX69est2o83b96kbdu2vP3225w5cwZXV1fGjBnzpwU9Fy5cyJdffolarX4ig9fTyuTJk2nQoAEDBw78092lb731Flu3bpX9WYq/+15DSf+Yl5dHXl4eiYmJT2STmcVVXreysqJu3bp4enqSkpLC5s2bad26dZn11ntzfPz8/Hj++ed58cUXCQ8Pl9e478FchV4Iwf/93/+xfv166SxF8y4qc/6FyWTC1tYWLy8vIiMjiYiIoGXLltKSoSUOYmYe1Y9mzCVCDh8+TLVq1fj+++8tWgyYMRgMUmL/vn37uH37NiqVSsqhKl1Z3YzJZGLLli04OTmxevVqi/ajyWTC3t4eV1dXZsyYwdWrV1m2bBlKpfKBvjOj1+u5cuUK8+bNk3erPYTi4mI++ugjioqKHnr2pNnHeXl5XL58mUWLFpVbfaWnmdKR/NTUVH7//XfOnz+Pl5fXA/0ohMBgMJCamsrZs2dZuXIl/v7+T8RWixJWBoMBKysrlEoldevWpX79+g8VV/di3mEgJ1OXxTz4FBYWcuLECdLT0zl16hSnT5/Gzc0Nd3f3MqLA/AI8aIZhyVvY/64f4Y9k4bCwMPr37y/XqaKkXSmVSjQaDQMHDmTNmjUsXbqU7Oxs1Go1Pj4+94kr8b9DwSMiIoiJibH4yKnZL2vWrOHw4cMUFhZibW1N8+bNHyjwzXh4eNCpU6eHLhlaOiaTCZVKRc2aNUlMTKRevXpSodrSmH3r5eVF9+7dpeLKlkzpEiejRo3i559/ZvPmzZw5c4ZGjRo9MNhhHq9btmxJ//79n+hxPxYlrMz/mLVr11K9enUaN25MvXr1HklcWXLOz8MoPYj17duXnJwcHB0dcXFxkWYJ7u7ueHh4PFAUyJTwOH4UQmBrayuJBUsW/uaIn8FgYODAgbi5ufHee+8RGhrK7t272b59OyqViuDg4PvEvslkokqVKhYdOTX7z4yNjQ2DBw9GCEFcXBxCCFq0aPHQ6KlCoZBOrJC5359mf9nZ2bFr1y70ej0REREPjAKa84PMm1IsHbN/Jk+ezMGDB4mNjSU6OpquXbs+UJyaMdfze9Lno1qUsALYtm0bo0aNori4mMaNG+Pv7//I4kqmLOYB6cMPP0Sv1zNv3jy6dOlCt27dcHd3Z9WqVZw+fRp3d/cHRlxkSngcP5b2pSX71TyjLSoq4uzZs+Tl5TFx4kS8vLzw9/fHz8+P06dPs2XLFlxcXGjYsOFDfWeJkdPSyyxbtmwhPT0dOzs7AgMD8fPzo7CwkKVLl0qFGO+N+lly23sY5naUlZVVZst/tWrVEEIwf/58IiIiHhptkSmLRqMhKSmJV155hebNm1O9evUygunatWtSIdDS6ScVgcUJq/r166NUKlm0aBE6ne6B4qpNmzayuHpEtFotCQkJ+Pr6EhkZidFoRKFQ4Ofnh4eHB8uXL+f8+fO4urpKuUIy9yP78fFQKBQYDAZGjx7NnDlzKCgooG/fviiVSqysrKhduzbu7u7s3LmTixcvEhERIUdX/kfpZZb//ve/bNiwgfT0dE6ePIm3tze+vr54e3tTVFTE0qVLEUIQEBDAypUrsbGxkaup/wnx8fGMGjWKY8eOUVxcLOX4NGjQgIyMDM6fP0/btm0tMkL6d9FqtcycORMvLy+p8LFZQBUWFjJ69Gg0Gg1BQUEV3j8+s8JKCHHfDgJzaDY0NBSFQkFcXBxFRUVlxNWOHTv4/vvviYyMfOLhw6cBc56aGbVaTUpKCocPH6ZPnz7Y2tpKosDHx4cTJ05w8OBBLl68iLu7O3Xq1KlA6ysPsh/LHysrKy5cuMCVK1e4dOkSXbt2pWbNmhQXF6NUKqlTpw7W1tYsX76cHj16UKNGjYo2uVJgHoSmT5/OwYMH+fbbbxkxYgStWrWSktAdHR1p2LAhBQUFLFu2jNWrV5ORkcHAgQPlfrIU9y7r+fr64uHhwfHjx4mPj2f//v0YDAaCg4PRaDQkJyfTs2dP7O3t/3RjgKXxIF9YWVlx/PhxDh48SKNGjXB1dZXuKS4uZtWqVajVatq3b18RJpfhmRNW5gGrdBjwq6++olatWlSvXr2MuFIqlcTGxqLX6/Hz88Pf35/atWtz6NAhunfvLncYD8DKyoqCggLmz59P/fr1sbe3p6CggB07dnDp0iWaNWtGlSpVpBcjPT0dd3d39uzZQ2FhIZ06dbpvCcsSkf34+NybwwJICdaZmZmkpKQQGRlJtWrVpHvz8vLYu3cv3bt3t+hIy715esXFxSxdupSoqCjCw8NRKpVUrVpVuufSpUtUqVKF0NBQPD09USqVfPrpp9SvX78iH6NSUXo59dixY5w8eRJ7e3tCQ0Pp1q0bzZs3Z8eOHWzZsoWNGzcSHR3NunXryM/PJzw83KLf5dKU9uOtW7e4ffs2zz33HCqVCpVKRWJiIrdu3cLd3V06r9La2ppNmzZJ0ayKTjl5poSVRqOhZ8+e5OfnS6HCPXv28Omnn5Kamkr79u3LdLLNmjWjoKCAhIQErKys8Pb2JigoiF69ell0p/tX/Prrr3z22WfcuXOHFi1aEBISwoULF9i0aRO3bt2iefPm2NraotfrWb9+PePHj6dWrVrExsbSs2dP6aBWS0f24z/HvGtPp9OxYcMGMjIyuHjxovQOV6tWjbS0NNavX0/Lli2l45OmTZuGSqXijTfesOiB7N78soKCAhITE6levbpUFNScR1VYWMjUqVPJy8ujTZs2BAQEEBkZKfeRpSgtBsaNG8eSJUuIj48nKSmJq1ev4uXlRXBwMFFRUfj7+3P06FFWr17NzZs3MRgMREdHP/BIFkujtB8nTZpEbGwssbGxbNiwgZo1axIZGUmtWrVYvHgxJ0+eRKlUSkvUu3bt4oMPPqBatWoV/m4/M8JKo9HQq1cvcnNzSUtLw8bGhmbNmuHh4YGjoyP79u0jOTmZdu3a4eTkJNW6qV69Ops3byYtLQ2FQkGrVq3k3Iu/wM3NDRcXFxYtWsTly5dp3749kZGRnDlzho0bN7Ju3TpycnKYO3cut2/fZvDgweh0OrKysujdu7ccCfwfsh//GebdjxqNhgEDBrBv3z727NnD2rVrOXDgALVr16Zz587Y29uzc+dOkpKS2LJlCxcvXuTy5cskJCSgUqksbulFr9dz6NAh1q5dS2pqKjdu3MBoNOLs7IyNjQ3p6ens2rWLtm3bUr16daBEXFlbWxMfH8+dO3fo1q2bdF3mD8yR05EjR3LixAk+/vhjhgwZgslkIjk5mePHj+Pn50ft2rXx9PSkZ8+e1K5dG1dXV0aOHCmdk2rplC6pcPjwYV577TWaNm1Kbm4u8+fPp7CwkKFDh1K3bl0OHjxIQkICGRkZXLp0iW+++eZPdwg+SZ4JYWXeUeXu7s7MmTPRarUsXrwYlUpF8+bNCQwMRKVSkZmZycaNG8t0HOYzAF944QU6duwoz8LuwRzdKz0IqdVqGjRogJOTE0uXLuXChQuEh4fTpUsX7OzsuH79OqdOncLHx4e4uDiUSiUrVqzg1q1b9OvXzyKPApL9WH4oFAr0ej1DhgzB3d2d2bNn07dvX/r168e0adPIycmhQ4cOhIaGYmdnx7lz58jPz2fMmDG89dZbUr0vSypNodFoGDFiBGlpaezatYsbN26QlJRESkoKWq2WFi1aEBQUxJo1a0hNTSUsLKxMRDQtLQ0vLy9atGhRgU9R+Sj9Pu/YsYPVq1fz1Vdf0bRpU2rUqEF4eDgmk4mtW7eSm5tLs2bNpPIo3t7etGzZUh5z7iElJYX169cze/ZsWrduTVBQEKGhoSxZsoT27dvTvHlzfHx86NixI3369KFbt268/PLLlavel3hGuHDhgvTzqVOnxPvvvy98fX3FvHnzpOsrVqwQERERonPnzuLUqVOioKBAzJo1SwwZMkQUFxdXhNlPBQUFBWLUqFEiNTW1zHWtViuWL18uGjduLMaPHy/y8/OFEEIUFRWJ/Px8kZubK1avXi3Gjx8vwsLCxNGjRyvC/EqD7MfHx2AwCCGE2LNnj+jevbs4cuSI9NmePXtEQECAWL16dZnvLF++XHTs2FFER0eLK1eulPk9lkB+fr7o1KmTeOedd8TRo0eFTqcTQgjx22+/iffee0/4+vqKKVOmCCGE2L59u+jQoYOIjIwU8fHxYtOmTeKLL74QYWFh4tSpUxX5GJWGwsJCMXXqVHHp0iUhhBBGo1EIIURiYqJo2bKluHPnjhBCCL1eL31n2rRpIjg4WBw7dkwIIYTJZHrCVldOzH4o7Y9FixaJdu3aiVu3bgkhhDh37pwIDw8XEydOFEIIcenSJemzysozEbECqFq1qvRz9erV8fLyQqvVsnTp0jKRKxsbG/bv38+8efPYsmULe/bsYfr06VISnMz9VdF37dpFXFwcR44cwcvLCzc3N6AkYdDLywuDwUBiYiIFBQX4+vri6OiIWq0mLi6Ob7/9FicnJ7744guLO+ZC9uPjo9Pp0Ol05OXlYW9vLy0VnDhxgvj4eHr16kXt2rXZtGkTo0aN4v3336d///6kpqayadMmQkJCCA4ORqVSsXfvXr7//nu6detWpr94ltHr9YwaNYratWsza9YsnJ2dpWVQNzc3AgMDUavVLFmyBLVazQsvvEDbtm05ePAgGzZsIC0tjby8PObMmSOfj/o/Nm3aREJCAidOnCAkJITnnnsOgJycHLZt24afnx9eXl4olUppR2pISAixsbHUrVuXJk2ayEup/+Pu3bvSDmjzcV6HDx8mNTWV3r17o9VqiYmJITw8nClTpgDw5ptvcvr0acLDwyvY+ofzzAire3FyciojrtRqNc2aNSMgIAAfHx/c3d2pWbMmU6ZMoWHDhhVtbqVAp9OhUqnuO3amfv36uLq6snv3bvbs2VNGFJhPD9+1axfp6ek4ODgQFhYGlGw1HjRoENHR0RYlXGU/lg+HDx/myy+/ZO7cuWzatAkbGxtJVObm5rJu3Tr8/f05e/YsEyZM4P333+c///kPQghmzZrFzZs36dKlCwBBQUEYDAbOnj1Lt27dLCY/7eTJk2zevJm33nqrTIkOc9t0cHDA3d1d8mdYWBh+fn707t2bDh06MGDAAPr164eHh0dFPUKlo2HDhlJqyb59+2jevDkODg7Y2tqyevVqzp8/j4+PDy4uLtKyc15eHjt27CAqKop69epV9CNUKDqdjh9//JF58+YRFxfHjz/+yOHDh6lbty41atSgatWqJCQkcO7cORYsWECHDh2YPHkyJpOJO3fusGHDBqKioipNPtWDeGaFFZQVV0uWLMHd3Z1GjRrh7u5OWFgYbdq0kXKtLJ3s7Gw+/vhjDAYD9evXx9raGoVCIc24GjVqhIODA3v27CE9PZ369evj7u4OlAxytra2jBs3jqioKCmqYGtri62trUUVv5P9WD7s3buXoUOH4u3tTXBwMG5ubnTu3FkSRHXq1OH06dMsWbKErVu38u677xITEwOUdNwJCQm0bt2apk2bSrPhpk2b0r17d4s6RH3z5s1s3LiRd95556E5eY6Ojjg7O7Nq1Sr8/f1p3LgxUBL5r1q1qsXm8j0Ic06VWahnZmaSlZVF06ZNcXd3p0GDBixatIgLFy7g4uKCh4cHJpOJ5cuXk52dzfDhw6UIlyWi0WgYPHgwFy9exMHBgS5dupCfn8++ffuIj4+nVq1atGrVChcXFxITE3FwcOCTTz7ByckJIQQLFiwgIyODESNGVOqo8zMtrKBEXNWvX5+TJ09y9epVOnbsKNW4svQ6QGYKCgqYMGECe/bsYevWraSlpXHu3DkaN26Mra2tNMD7+flRpUoV0tPTSU1NxcXFhSpVqjBz5kyMRiMxMTHSWW2WeCyI7Mfy4fDhw7z55psMGzaMcePG0aZNG9q0aXNflKl58+ZcuHCBkydPSrWX7t69y4cffkheXh5Tp07FysqqzKYBSxMJe/fu5ffff2fo0KEolcoH1vcxmUzUqVOHPXv2YDKZKvUSS0ViLgVgniQ9SFwFBgbi6+vLsmXLSE1N5aeffmLbtm1s3ryZBQsWPNGDgCsb5nJIXl5efPzxx/Tr14+goCC6detGcHAwubm5LF26FE9PT3r16kW1atVITk5m3759bNq0ia1bt7JhwwZiY2Px9vau6Mf5U55pYWXuTKtXr87Ro0c5efIkAwYMkHYDyaKqBJVKxbFjxygqKmL+/PlcvXqV7du3s3z5cnJzc7G3t5dOrPf398fBwYHs7Gzi4+NZv349JpOJefPmSX61RDEAsh/LA51Ox5dffklISAgjR44EkE5QMOda7dixg3PnzuHj40OLFi3Izc0lPj6elStXkpmZiUKhICkpCWtraylaZWnvullAaTQa1qxZg5ubG40aNXqgH8zXli1bRp06dWRhVQqdTsfGjRtRKpXY29ujUqnK7CYNCgqiqKiIvXv3sn//fkJCQggKCiIiIoIqVaqgVqtp1KgRH3zwgUXnqGk0GqKjo2nWrBkzZ86Uok1mkVq7dm0CAwPJyclh+fLldO7cmfbt29O2bVtu3LiByWTC09OTjz76CF9f3wp+mr9GIYQQFW3Ev8X169elsP+nn37K7du3mTp1qlynqhTmDticjzJy5EgGDRrEjRs3WLRoEadOnSItLY2YmBgCAgLo3bs3UFJZ+Pfff6egoICYmBgpl8CSlqtKI/uxfLhz5w4xMTEMHjyYfv36Sb64dOkSCxcuZOvWrdy4cQOAJk2aMH36dDw8PMjMzKSwsBAHBweaNm0qRfws1Y9mbty4wYsvvkjdunWZMmWKtCVd3FN5/cqVK0ycOJFXX32V8PDwCq9cXRnQ6/UMGjSIAwcOYG1tTVBQEC4uLrRr146wsDCqVKkipZKsWrWKhIQEatWqxYQJE3B3d5fb3//Q6/UMHz6cAwcOcODAAaBEUFlbW9937969exk9ejQdOnTgo48+Qq1WS36894i6yswzG7HKyMjg5ZdfJj09neTkZHbu3Mmnn35qUcm/j4K5urJareb69etkZGQQHh6Os7Mzbdu25dq1a+zevZvCwkJSUlJISUnBwcGBevXqERYWRnBwMFZWVhiNRovuRGQ/lg96vZ4VK1ZgY2NDx44duXr1Krt37+btt98mKyuLZs2aMXLkSFq1asXWrVs5duwY0dHRuLm5Ua9ePerUqSP9LyypTtXDsLe3p379+sTFxXHnzh1pt+m9lddjY2M5fPgwQ4YMwcHBweJFFZREWQ4fPkxRURGurq506dKFI0eOsHnzZhYuXMiOHTs4fPgweXl5tG7dGp1Ox6VLl9i7dy8hISGVOgfoSZKfn8/Bgwc5f/48J0+e5Pnnn0epVD7wSKo6depw4MABjh07xksvvYRSqSyTsvO0tMtnVlgJIdBqtRQWFuLh4cGkSZPk3X8PQaFQoFQqsbGxYf78+YSEhODl5UVycjKTJk3ik08+YcSIEYSEhJCRkcHy5cu5ceMGXbp0kWa2T8tM4t9E9mP5cPLkSX766SfWrVtHUlISq1atwtfXlxEjRjB+/HgaNmxIQEAAd+/eJTU1laioKKpUqXKfWJApoV69ejg5ObFo0SJOnjyJwWCgYcOGGI1Gzpw5w+LFi0lMTGT+/PkWv2OtNLa2tjRp0oRr165x8+ZNPDw8+Pzzz4mJiaFBgwa4uLiQnp5OSkoKK1eu5OzZs5w7d44jR45w584dOnbsKL/PlPgxJCQEjUbDL7/8wsmTJ+ncubM0kTT7SK/XSycq7N69m+joaOzt7Z86UQXP+FIglCQcygPWo/Pf//4XKysrwsLCmDx5MmPGjGHIkCFloigpKSl07NhRjgj8CbIf/znXrl0jISGB7OxsTCYTXbt25fnnn5eW9c1LAzNmzOD3339nyZIlT1WnW1Fs376djz/+mJs3b+Li4oJCocDFxQWDwcBnn31mUfXR/g7Xr19n4cKFpKam0rVrV0aNGiV9ZjAY0Ol0bN26lZs3b/Lrr79SVFTE9OnT5Yn8Pdy6dYt58+axatUqIiIimDFjBlD2fECAqVOnsnfvXlauXPnU9o3PvLCS+XskJiYydepUhBCMHz+eAQMGSIeD3pszcO8LIfMHsh8fD71ej7W1NVqtFgcHB+m62Vd37txh1KhRBAYGMmbMmAq09Oni2rVrZGdnc+zYMUwmEy1btsTb21s+VuUvuHHjBgsWLCA9PZ1OnToxevRo4P53WaPRoFAosLe3ryhTKzUPE1fmnCudTse4cePw8PBg7NixT+3OfVlYydzH4MGDuXPnDj/99NNT2agrC7IfHx/zwFU6mTo/P5/Ro0eTm5vLypUr7/tcRubf4FHFlcyf8zBxBTBr1ix+/PFH4uPjqV+/fgVa+Xg8szlWMn8f8+B0584dMjIyCAgIoE6dOvKg9TeR/Vh+mJfwN27cSHZ2NpmZmSxcuJDbt2/zww8/lCmpIPNo3LsjUG6Tj4a9vT1+fn5cu3aNXbt2ce3aNVq1anXf4eoyf46dnR0BAQFotVqSk5OlnKv58+ezYMECli1b9tSXppCFlYyEuWNwdnYmPj4etVpNu3bt5A7jbyL7sXy5cOECQ4cOZdu2bdy9e5cGDRowd+5crK2t5WjBP0BO8v/nlBZXu3fv5uzZs/K7/Q8oLa7MZy/u2rWL7777joCAgIo277GRhZXMfVStWpXi4mIWLlxIREQEzs7OFW3SU4nsx/LB0dGRPn360L9/f/r370+XLl3k0hQyFYa9vT3+/v6cOnWK48ePExERgZ2dXUWb9dRhFlfXrl3j+vXrLF68GH9//4o2q1yQc6xkHsjp06eZPn0633zzjZxY/RjIfvx3kJewZCqa3NxchBBy4v9jcuvWLUwm0zPlR1lYyTwU8+Al71p7PGQ/ysjIyFgOsrCS+VPkyED5IPtRRkZGxjKQhZWMjIyMjIyMTDkh71GWkZGRkZGRkSknZGElIyMjIyMjI1NOyMJKRkZGRkZGRqackIWVjIyMjIyMjEw5IQsrGRkZGRkZGZlyQhZWMjIyMjIyMjLlhCysZGRkZGRkZGTKCVlYycjIyMjIyMiUE7KwkpGRkZGRkZEpJ/4fWeBM0RJH7sAAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__\n", + "mpf.plot(df,volume=True,tight_layout=True,figscale=0.75)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Basic Introduction to External Axes Mode:\n", + "\n", + "---\n", + "\n", + "**`mplfinance`** provides a wrapper function to create a **`Figure`:**\n", + " \n", + "- [**`mpf.figure()`**](https://matplotlib.org/3.3.0/api/_as_gen/matplotlib.pyplot.figure.html#matplotlib-pyplot-figure)\n", + " \n", + "This function behaves exactly like its matplotlib `pyplot` equivalent, with the added feature that it accepts **`style=`** kwarg, and embeds `mplfinance` style information into the Figure that it creates.\n", + "\n", + "---\n", + "\n", + "**Once you have created a Figure, you can call standard matplotlib Figure methods for creating subplot Axes:**\n", + "\n", + "- [**`fig.add_subplot()`**](https://matplotlib.org/3.3.0/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure.add_subplot)\n", + "- [**`fig.add_axes()`**](https://matplotlib.org/3.3.0/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure.add_axes)\n", + "- [**`fig.subplots()`**](https://matplotlib.org/3.3.0/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure.subplots)\n", + "\n", + "Regarding the above three Figure methods, if the Figure was created using `mplfinance`, then these methods will apply style information to the Subplot Axes they create, based on the mplfinance style information found inside the Figure. ***Alternatively*** the user may pass **`style=`** into these Figure methods to apply a style to the Subplot Axes that may be different from the style that was applied to the Figure." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "---\n", + "#### EXAMPLE 1\n", + "\n", + "Create a figure, and two subplot Axes: one for the OHLC data, and one for Volume.\n", + "\n", + "**NOTE** that the style information need only be applied when creating the Figure. The same style information then propagates throughout subplot Axes creation and into `mpf.plot()`, unless overridden with kwarg `style=` in these latter methods.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "fig = mpf.figure(style='yahoo',figsize=(7,8))\n", + "ax1 = fig.add_subplot(2,1,1)\n", + "ax2 = fig.add_subplot(2,1,2)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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E6aCBcheBiFwIV7sisi8mkEREpDquutoVBx2RozCBJCIiyTRp6ZxNQQaWalbXFR50UEnI1TGBJCIiyURSIhDYUe5iuBzzmlXWOJJcmEASEZGitGbScldNpFjjSHJhAklERIrSmknL1Z5IudoiDK76g8CZMIEkIiLVc/aERCQlom75MovdBoqqy5z+uQLq/0GgBkwgiYioSc6yrr2lxMlVEpLgtj6c8J0cggkkERE1yZbJiD1rxtSaOLnqfJb6HwSatHS4zV8gd3GoEUwgiYjIISzVAqqh6dXWbDmfpZLj+2jmWpPy6X8QiKRE4PRpGUtGTWECSbJT8ocaEdmOpWbmxXk7HPZ5oJaaPSl9HpXcjP/b5fMtrkE2f75qeS2dDRNIkt3ivB1IyljCRJJI5Sw1M9uqGbolk5w77Uo1585Dk5aO1MIDSMpYAqDpbgbOmFjpn1dz0ziZJ8JO+1o6OSaQJLvgtj5Ii3lalf2XiMjxGpvk3BlHJzeaCAd2hEhKxOSQWKTFPN3sdEfmiVVRdZnif6zrn9ezPROavI8zPA9X4C53AYiIiOzNGQfZiKREm9au6X+sOwNLNdX658ElNeXDGkgiInJqrVm5Rm3Mm35dJbHikpryYQJJRORClNTs11xZzOefbK4/3+SQ2GabPNVMHyfzJm0mVmRvTCBJVqw5IHIsJY3Eba4s5k2Ylppyna15uilSE3xnf94tGTRDysQEkuTRpQs0aemtWvOWiFrPpoNJzp2H2xMzWj3a1xkHttibnAm+HKO2WzIYyKIuXay6Dql1mECSLOpmz6pvYiEih7LpYJLAjqhbvqzV72V9WexSC3V1uhu1EYn2+9x05HQ45j8crFkys272LKuuQ3vbv38/kpOTERUVBT8/P2zbts2wr7a2FnPmzMHAgQMREhKCqKgoPPzwwygqKjI5xvXXXw8/Pz+Tf3PnznXwMzHFBJKIiFpFSjLTXHcVm9RCmbs63Y3aqOU5mU8a7+xN8c2pqqpCdHQ0Fi5c2Oi+Y8eO4fnnn8d3332HNWvWIC8vD5MmTWpw3xdffBG//PKL4d9zzz3niOI3idP4EBFRq0hJZiaHxBqaZ1MLD2Bd4UGH9Htz5LlaI7XwgKqTp6a0tibcGfvNx8fHIz4+vtF9Pj4+2Lhxo8m2N954A8OGDcMff/yB0NBQw/b27dsjKCjIrmWVQhUJpE6ng0ajcdi5jP8nyyzFTAjG0xyvM+kYs5Yxfr85Omb6c0/sHIOJnWMw6tAyk3M391ngJoSkcurv39S5pB5Pz9Yx++TUQUzsHGO4bR4DqeU0frz5Yy191rY2JpY0FjMpn/vG5ZrYOQafnDoo6/tcCAEAKC8vN8k9PD094enpafXx9cf18TGtkV+6dCkWLVqEkJAQjBkzBjNmzICHh4fV52stVSSQOTk5hhfUUXJzcx16PjVoKmaVlZXIzs52cGmcA68z6Riz5pm/33z3/wBHRcz83JZuG+teWYV8s3KXDhrY5Ll8+/ZFaTPHNj+eVLa6zn4rP4vb9s7HqPZRGNU+Cr+Vn8Xi/23CqPZRrSrnbZquhudp/ljjGPju/wHtcnJw+h/TDPutjYklxjGT8rnf3POQg0ajQbdu3RAdHY2KigrD9pkzZ2LWrFlWHbu6uhqvvvoq7rrrLnh7exu2P/zww+jbty98fHxw+PBhzJs3D7///juWLVtm1fmsoYoEMiIiwqE1kLm5uQgPD4dWq3XIOZ2dpZh5XfJCZGSkDCVTLl5n0jFmLWPyftuWhrq0dHScNtUhMTN/r1u6reeWvh3ay1Um+9qsWImg+6Y3fbLISBg39umP7Za+Hdrt2wGz47WUra+zsEudsLX/DADAutM/wtPTE8/2G2vY3+ZyFaJO5qMucUSLjhcJoxh5tWs6vpGRaPPkU+hw9XZjMbaVxmIm5XO/zeUqRK9YCd2IEahLHIEHO9yOyC7yfWcIIVBTU4Pjx483qIG0Rm1tLe6//37U1dXhzTffNNn36KOPGv6Ojo6Gr68vpk2bhrlz58Lf39+q87aWKhJIrVbrsATS+Jz8kpKmqZhpNGAsm8DrTDrGrHnG7zfdyCRc2bgJHkYx06Sl222ghvl73dJtg1EjgR07TMqI8xckvc73XnNL/f1HjUTdqJFwe2KGVdeJra4z4+c8JXQg1hf9aHJcMXUqNEmJaNWZNJrm42u83yzG9mAcMymf+2Lq1PplHQFoUR8nOelbPL29vW2We9TW1mL69OkoKCjA5s2bTWofG9O/f38AwMmTJ2VLIDkKmxRHjVNvEDkLR07l0lqtWWXFWQeqqGXUtTGpA2HUGANj+uQxLy8PmzZtalFCeOzYMQCQdVCNKmogSV006farASEickVKGr1sPCLfFVRUVCA/P99wu6CgAJmZmfD19UVwcDCmTZuGo0ePYsOGDdDpdCguLgYA+Pn5wcPDAxkZGTh06BAGDx4Mb29vHD58GCkpKUhMTDQZpe1oTCBJUTRp6cC583IXg4hswFWnqLGGNRNqN0fu12FrRZZJ/0xXcuTIEYwePdpwOyUlBQAwceJEzJo1C+lXa/2HDBli8rgtW7YgLi4Onp6e2LhxI9544w3U1NQgNDQUU6dOxYwZMxz3JBrBBJIURSQlOkUTGpHaaNLS6997J/Nt1g9yXeFB+yUuV5dRFImJqmqxsGeiJ2cSubUiC89irOU7qlBcXBxKSkqa3N/cPgDo27cvdu7caetiWY19IImIXERzzZgiKRF1y5cBPbrLlpBJqn2zchlFYy7b79qOyz2aL1V4TleJdad/NNy2V00rOQ4TSCIiFTNfLu7ZngkylqZ5Dq0hM0qeXLbVw47LPZr3cQzUemFSl5sNt+VuUifrMYEkIlKxxXk7kJSxxJBIOvKLu6i6rEFNlDFZa6FUula2iavN/HLUsBZVlxmuu3Wnf8Q5XaXDy0D2xT6QREQqFtzWB2kxTzv8vC1JWOWshRKJ9cmjqgfuXW3ml4PxdafT6bA6Z7cs5SD7YQ0kERHZ3OSQWAS39bF8R5noax9bM6ckETGBJCIiB+HACcfS17IS2QMTSJIdv1Skc9lRowSg4QhXpbB0XXLghCl7T+6t+j6eJCsmkCQ7fqlIZz5qlAmla1HqKh4uO5q5lZTezE/UHCaQRCrAL24iInIkJpBERKR8Mk5Jo1ZS+0gy9mSMCSQRkRNr7ku9JX3s3EtL4Za+3dbFsj0brjxD9RrE0mxlGsNE62np9cn7mrWOLB7ZycmTJ7Fr1y5cvnwZACCEaNVxmEASETmx5rovtKSP3RVfX9QljrB1seyOI4ztwGxydf21ZVjm0mi6I9ZGOp+LFy9i7Nix6N+/P+655x4UFxcDAGbMmIGXXnpJ8vGYQBIRkeKZJ4ysiZQX+107nxdffBHu7u7IzMxEu3btDNv//ve/Y9euXZKPxwSSiEjFLE2TVTLQfrMg2HKKLkcmjKxds71R7aPkLoLL27NnD+bMmYOQkBCT7T179sQff/wh+XhMIImIFMaW8zxamiardNBAm51L6rmVirVrtscEUn5VVVUmNY96Fy5cgIeHh+TjMYEkIlKYxXk7TJJI8xqxouoyxU4m7uxUvTZ2C+kHzbh6HNQmNjYWGzZsMNzWaDSoq6vD8uXLMXjwYMnHYwJJ5CT0CQO/4NQvuK2PSe2deY2Yfj+vBdtz5bWx9f1MGxs0Q85v3rx5+Oijj3DXXXehpqYGc+bMwcCBA/HDDz9g7ty5ko/HBJLISehXHzH/gmMS4bpcOdkh27Omnyn7jSpfr1698H//93/o168fbr31VlRWVmLUqFHYu3cvunfvLvl47nYoIxHZ29VJlUViIkRSIvtsOZnUwgOK7R/I6XGoScbzRJr9aNWkpxsSUHuv8U2tFxQUhNmzZ9vkWKyBJMXjL9tGcFJlp2bPtayt7RvZ2mvKqWvCucpNy1ydJ9JSKwjX+FamTz75BJs2bWqwfdOmTVi/fr3k4zGBJMVj7Zpzs5TQ8Eu7aa0ZzGDP5LQ5+sTTKRMx8x9kTCgb1VTtNLtSOIf//Oc/CAgIaLA9MDAQb731luTjMYEkIruylNDwB4Ip4+Y/pxvMoJaacbU8DxtjPJzbH3/8gW7dujXYHhoailOnTkk+HhNIUjSnbhYjagU2/5FimK2NTc6tY8eOOH78eIPtx48fh7+/v+TjMYEkRWPTyF849x+1RFF1GZIylvBaIeuZrY1tgs38TmfcuHGYNWsWvv/+e+h0Ouh0Ouzbtw+zZs3CuHHjJB+Po7CJnIT53IBKZT7CWJ/4OkPZ1SC4rQ/SYp6W5dxqGcGtludhrWbjcLWZn5zHSy+9hFOnTmHMmDFwd69P/+rq6pCcnIyXX35Z8vGYQBIp1GvndyGpQymmhNpvqTl7WJy3A8Bfy9g5S+KrBnJPn6KWPnJqeR7WYhzUxcPDAx988AFefPFFHD9+HG3btkXv3r3RtWvXVh2PCSSRQhVeKcOkLjc3uk/JNSTGCaPcCY2rmRwSK9sobHItSv4MouaFh4cjPDzc6uMwgSRqhiYtXZG/wpVYpsYwoWmdSSG3yF0El8JkSDpn+QxydSkpKXjxxRfh5eWFlJSUZu/7r3/9S9KxmUASNcN4dQUiR5HU5G+2KhFJx7iRWh07dgxXrlwBABw9ehQajabR+zW1vTlMIInUwMokwpE1rRxQY2MczOBUlNqqQeq0ZcsWw99bt2616bE5jQ+RwqUWHkBSxpLm+xKaTXwsdWoNR07mrW/Sbs0qK2rFKXdcByfOJzlcuXIFHTt2xM8//2yzYzKBJJfmDF/ck0NikRbzdLOTS5v34XLkl1RrY+h0q6zYkPlcjdb0E2X/PSKyxN3dHaGhodDpdDY7JhNIcmmL83aYfJE7Q0LZGDmbxIyTH2tHXbvCpMT6aywt5mmbNOWzOZSIWuK5557DvHnzUFJSYpPjsQ8kuTTzSZfXFR5k/zwrWDvq2hUGLTUWI062TkT29u677yI/Px9RUVEIDQ1Fu3btTPbv3btX0vGYQBIRyYyTrZPacCqqv+zfvx/Lly/H0aNHcebMGaSmpmLkyJEAgNraWrz++uvYuXMnCgoK4O3tjaFDh2LOnDkIDg42HKO0tBQzZ85E+tXuSYmJiVi4cCF8fJru2mRu5MiR0Gg0EELY5HkxgSTlUci0JJq0dNUO8Hg0cy0G+oc7JGkx/yJhbRu/XJ0NR063gNnntiu/v81VVVUhOjoa9957L6ZOndpg37Fjx/D8888jOjoapaWlePHFFzFp0iTs2bPHcL8HHngAp0+fxhdffAEAeOqpp/DQQw9hw4YNLTr/K6+8grS0NNTW1mLIkCFYuHAhAgICrHpeTCBJeRQyLYlISlTtiMnfLp/HipApDjmX+RdJg9q2c+f/6vuo0oTdnOQv16sxWtvXF+sKD3J1HwfSpKVDs2atVQmkS/xgUsjnthLFx8cjPj6+0X0+Pj7YuHGjybY33ngDw4YNwx9//IHQ0FBkZ2dj165d2LlzJ/r37w8AWLp0KYYPH46cnBxEREQ0e/758+dj/fr1uPvuu9G2bVt88cUXePbZZ/HRRx9Z9bxUkUDqdLpWTYLZ2nMZ/0+WSY2ZSEhAndF93c6dg9i6DXWJI+pvp283/G0tIUzLZX7bTQhZXuvGYmZetuZYKrctn6elGFo8d8cAXEkYDgBok5bW6nIo+b257vSPTS5Lue70jzhdXdZsufUxmghgYucYjDq0rMn7S7lOlBwzxUgYbnJd6nQ6+O7/AToJS8F9cuogJnaOgVv6duDkSbg9/gR0I0agLnGEpNdLycw/t42p7TrTNwGXl5eb5B6enp7w9PS0+vj64+qbp//73//C29vbkDwCwIABA+Dt7Y2MjAyLCeTWrVuxbNkyjB8/HgBw9913Y8SIEdDpdNBqta0upyoSyJycHJu16bdUbm6uQ8+nBi2OWY/uQHa24Wb3v7VDvtG27l9+VX/bBiorK5FtdC7z290rq5BvdNvRjGNmXrbmWCq3LZ+npRhaur9v374o1b+2Noi3Et+bq8/sRr9Lvo3u6wdfeF9xbzZmxjECmo+xlOtET4kxUxLz67L7DweQO2hgix9veE16dEf3TkHIf/SR+h3Z2bhN01Xy66VIZp/bjVHLdabRaNCtW/yye2oAACAASURBVDdER0ejoqLCsH3mzJmYNWuWVceurq7Gq6++irvuugve3t4AgOLiYgQGBja4b2BgIIqLiy0es7CwELGxf9WA9+vXD+7u7igqKsI111zT6rKqIoGMiIhwaA1kbm4uwsPDrcrcXYm1MWvj1Q6RkZFN3raG1yUvk2OZ37bluaTQ6XTAGZjEzLxszbFUbls+T0sxtHR/REYiyAblUPJ7U3JMzBnFyNL9H+xwOyK7tCyGSo6ZkhhflzqdDjpAUsyMXy/zazwSjv98cTS1XWdCCNTU1OD48eMNaiCtUVtbi/vvvx91dXV48803TfY1luMIIVqU++h0Onh4eJhsc3d3t7pGWBUJpFardVgCaXxONbwRHKnVMdNoTB9nftsKGg1MjmV+2/xcju5MbxyzBmVrjoUYWXqeUliMoaVzm+209rVV4nvzzJ9lGP2/ZZgUckujfeEkvbYW7j8ltOU1Y3pKjJmimF2XOkiL2Zk/y7D+TEb9a2/Dzy9no5brTN/i6e3tbbPco7a2FtOnT0dBQQE2b95sqH0EgKCgIJw9e7bBY86fP49OnTq1qLyPPvqoSYJbXV2NZ555xmQqn7Vr10oqMycSJzKiHyFsYDzAA1yGjFrO+DrSzzeq+oEUamX2OSCV8cAxrhxE5vTJY15eHjZt2gR/f3+T/QMGDEB5eTn+97//GbYdOnQI5eXliImJsXj8iRMnIjAwEN7e3oZ/99xzDzp37myyTSpV1EAS2UqDEcKBHR0+fUdq4QF8cuogzukq7X4uTVp6fVLsgNHPqYUH7D6C2Hf/D4AMXQ4aszhvB4BWjLgm5Wnl50Bj1zynA3I9FRUVyM/PN9wuKChAZmYmfH19ERwcjGnTpuHo0aPYsGEDdDqdoV+jn58fPDw8EBkZiWHDhuHJJ5/EkiVLANRP45OQkGBxAA0AvPPOO3Z5XqyBJLrK2mX4pGqqRmNySCy29p+BQK2X3ctgi/Wozdd1bmqOw5as6W0tvx+UsxQlJwdXJ7f07XAvLW3RfR1xzZPyHTlyBEOGDMGQIUMAACkpKRgyZAjmz5+P06dPIz09HadPn8aQIUPQq1cvw7+MjAzDMVavXo3evXtj/PjxGD9+PPr06YN3331XrqcEgDWQRAbWLsMnldRl+5Q6+bT5cpBMmkjN6hJH4MqXX8HD8l2JAABxcXHNrj/dkrWp/fz88N5779myWFZjDSS5FONaP0fXOFqLiRnpKfXHhKtwLy2tn9PxKmv6RxI5KyaQ5FKMB8FMDoll05Ke+WAhfiE6lNSEkD8m5HXF19dkMQMOriNXxASSVM9kVLUZ1uRcZTZIgF+IjsWEkIicDRNIUr3m+jXyi5vszdm6SpDt8YcqqREH0RA1w15ztmnSHDN1TmMaS2gcOTedq32Z8kcK8RogNWINJFEz7DVnm0hKtGrqHGs01vfTkXPTueKXqSs+ZzXh5N9EDTGBJFKI5vpqUvM0aelo8+RTDebn42AgsgXzH1glA/mDgIgJJLkMOZuNW8JWc1C25HmqrRlZJCWidul/cMXX12Q7BwORPZQOkr7eOJHaMIEkl9GSZmM1JFYteZ62alLlABEiItfEBJLIiD37qqmlidr4eXAuTSIi18QEklzLufNwe2KGLH3jFuftMFkz2pJR7aPsXKLWceRyj0RKpklLh9sTMxTdNYbIXjiND7mWwI6oW75MllObrxltrqi6DKmFBwy1oEpNIImonkhKhEhKrE8iiVwMayCJFCK4rY/tmtBlrGklIiL1YwJJpEZXa1rtMb9jUXWZpKZ4ObBpkeTEH27kCphAktNTciLjbFqSeOmb4pU8ObZISqzvqmA2Gt0RX+yphQeQlLEEYX+TZ6J4kh+njyJXwASSnN7ivB1MIm2kqcTLWbiXlsItfXuT+x3xxT45JBZpMU9jxXVT7H4uIiK5MIEkp2fTvoMq4apLr13x9UVd4gi5i0FEpHpMIEn19KObAddJrBy5tjXVY783InIlTCBJ9YxrKF01sWITv/3o+41q1qyVuyhERA7DBJLIBdhq8m9nXbrQnqOynb3fKBFRazCBJHIBxs341nDWpQuZ5BER2RYTSFI8436LmrR0zu3XCq4y0KhkoPqfIxGREjCBJMUz7rcokhJZi+RglmouJ4Xc4qCSWFY6aKDcRSAicglMIImoWYvzdjS78oxNazadaAlGDkwiIlfmLncBiJyBJi29fhJqCc3nqYUHVNFsrF95xiGuLsHoDBbn7QBg4wSanFOXLtCkpbvsLA/kmlgDSdQCrRmEYanmjhqSOk+nnLF1lX6lZFnd7FkQSYlcg51cChNIUh2lNH9aXDP63HnFlFUppNbg2Gp6IiJbMPzQhHI+h4jshQkkqY4j1juWqtH5EwM7OmWTl5IGzdhqeiIiWxJTpzjle5tICiaQRA7grPMnNkZJzbaSm5FZ60sOwOSRXAETSCIHUVLNnUVqTbSctNaXiEhpmEASWUFKkmVeUyZ1wIhDMdEiIqJmMIEksoI1/S2ZoKmMWmttiYgawQSSSAEaHWRDzoW1tkTkQphAEimAmgbZEBGR+jGBJCKXxOZmInKE/fv3Izk5GVFRUfDz88O2bdtM9m/ZsgXjx49Hz5494efnh8zMzAbHGDVqFPz8/Ez+3XfffY56Co1iAkmqwVUgbEfRA3xsRInzhRKR+lRVVSE6OhoLFy5sdH9lZSVuvvlmzJkzp9njTJs2Db/88ovh35IlS+xR3BbjWtikGiIpESIpsT6JdDDDWtlduqBu9iyHn9/WVNOX7+rAFtU8HyJyOvHx8YiPj29yf3JyMgDg999/b/Y4f/vb3xAUFGTTsllDFQmkTqeDRqNx2LmM/yfLbB0zNyFMjiWE6bEt7bfluQ23E4YDCcPR5smnDPulntf4/raOmTUxsGX8bM1SzNw6BuBKwnDg6jbj18/8tbTm3AAgEhJQp9A4NYWfZ9IxZtKpLWZCCABAeXm5Se7h6ekJT09Pu533888/x2effYZOnTrhjjvuwAsvvIAOHTrY7XyWqCKBzMnJMbygjpKbm+vQ86mBrWLWvbIK+dnZhtuVlZXINrptab8tz93cbannbez+toqZNTGwZfxszVLMfPv2RWkTr4/5a2f1uXt0BxQaJ0v4eSYdYyadWmKm0WjQrVs3REdHo6KiwrB95syZmDXLPi1Qd999N7p164ZOnTohKysL8+bNw/Hjx7Fx40a7nK8lVJFARkREOLQGMjc3F+Hh4dBqtQ45p7OzdczaeLVDZGSk4bbXJS+T25b22/Lczd2Wel7j+9s6ZtbEwJbxszWLMYuMhHGDj/HrY/7aWXNuZ8XPM+kYM+nUFjMhBGpqanD8+PEGNZD2Mm3aNMPfvXv3Rs+ePXHbbbfh6NGj6Nu3r93O2xxVJJBardZhCaTxOdXwRnAkm8VMozE5jkYD0+Na2m/Dczd3W+p5G7u/rWJmTQxsGj8bkxwz49fL/LWzILXwgMlqQkqOi1T8PJOOMZNOLTHTt3h6e3s7PPfQ69u3L9q0aYO8vDzZEkiOwiYip+ToydfXFR502LmIiJqTlZWF2tpaWQfVqKIGkshhOKpXMSaHxDKpIyLFq6ioQH5+vuF2QUEBMjMz4evri9DQUJSUlODUqVMoKioCUD+uAwA6deqEoKAg5Ofn4/PPP0d8fDwCAgLwyy+/4OWXX8b111+PW265RZbnBDCBJJLGCZerSy08gLC/dWz1Y9W4xKImLV3yfKFF1WUNmrGJiCw5cuQIRo8ebbidkpICAJg4cSJWrFiB9PR0PPbYY4b9999/P4C/BuW0adMGe/fuxapVq1BZWYmQkBAMHz4cM2fOlLVLABNIIpWbHBLb6qRHrbV8IilR8kTiwW19MDkkFqmFB7Cu8KAqE2sisr24uDiUlJQ0uX/SpEmYNGlSk/uvueaaBqvXKAH7QBKRYpkvN5haeECmkvxlckgs0mKe5trlROTSmECS00otPICkjCWsCbKzSSHy9bExryVUY20oEZEzYgJJTos1QY6hpj5/za3xbV7bSURETWMCSaQQctb0uYrmBkBJ7RNJROTKmEASKYSaavqIiEjdmEASERERkSRMIInIaejnYlQCdjkgIlfGBJJIguYGYZD96ediVAKllIOISA6cSJxUyx4TPjvbKjRERET2wBpIUi05p/lR6xKAjtSa5QYlOXcebk/M4PQ9REStwASSyA4mh8RyfkoriaREILB1a3i36PhTp6Bu+TLWKhMRtQKbsIlaQZOWXj9voD1ryMgiawayMHEkImo91kAStYJISkTd8mV2rSEjWGxm5kAWIiJ5MIEksqVz59mnzpYCO7KZmYhIgZhAElnDPGEM7MhkR4U4KIqIyBQTSCIriKlTmkwYOdG082hsxLfxhOUcFEVEZIoJJJEVzJNH44nG2T/PeTQ24ntd4UGZSkNEpHxMIMn5WOpnaLbfkTWBbL5WDyUtm0hEpDRMIMn5WOpnaLafNYHUGkpaNpGISGmYQBKRU+BAFiIi5eBE4uR0jPsZtmY/OSfWBhIRKQdrIMnpWOpnyH6I6sUkkohIGZhAEhEREZEkTCCJiIiISBImkERELcCJ4YmI/sIEkoioBdj/kojoL0wgiUixOKKeiEiZmEASkWJxRD0RkTIxgSQiIiIiSZhAEhEREZEkTCCJiIiISBImkEREREQkCRNIIiIiIpKECSQRERERScIEkoiIiMhO9u/fj+TkZERFRcHPzw/btm0z2b9lyxaMHz8ePXv2hJ+fHzIzMxsc488//8QLL7yAnj17IiQkBBMnTkRhYaGjnkKjmECS0+MSc0REpFRVVVWIjo7GwoULG91fWVmJm2++GXPmzGnyGLNnz8a2bdvw/vvvIz09HZWVlUhOToZOp7NXsS1yl+3MRDbCJeaIiEip4uPjER8f3+T+5ORkAMDvv//e6P6ysjKkpqZi1apVuPXWWwEA7777LqKjo/Hdd99h2LBhNi9zS6gigdTpdNBoNA47l/H/ZBljJh1jJp21MXMTwuSxQqg//rzOpGPMpFNbzIQQAIDy8nKT3MPT0xOenp42P9/Ro0dRW1uL22+/3bAtODgYUVFRyMjIYAJpjZycHMML6ii5ubkOPZ8aMGbSMWbStTZmEYWnceWBf6JkYCxKBw1EZWUlsrOzbVw6ZeJ1Jh1jJp1aYqbRaNCtWzdER0ejoqLCsH3mzJmYNWuWzc9XXFwMDw8P+Pr6mmzv1KkTiouLbX6+llJFAhkREeHQGsjc3FyEh4dDq9U65JzOjjGTjjGTztqYud1/H9wSRyAIQBAAr0teiIyMtHk5lYTXmXSMmXRqi5kQAjU1NTh+/HiDGkhHl8NRuU9jVJFAarVahwdRq9Wq4o3gSIyZdIyZdK2O2aiRMH6URgOXiT2vM+kYM+nUEjN9i6e3t7dDco+goCDU1NSgtLTUpBby3LlziImJsfv5m8JR2EREREQK1bdvX7Rp0wZ79uwxbDtz5gyysrJkTSBVUQNJREREpEQVFRXIz8833C4oKEBmZiZ8fX0RGhqKkpISnDp1CkVFRQDqx3UA9X0cg4KC4OPjg8mTJ+Oll16Cv78//Pz88PLLL6N3796GUdlyYAJJREREZCdHjhzB6NGjDbdTUlIAABMnTsSKFSuQnp6Oxx57zLD//vvvB2A6KOff//433N3dMX36dFRXV2PIkCFYv369rF0CmEASERER2UlcXBxKSkqa3D9p0iRMmjSp2WO0bdsWCxcubHIycjmwDyQRERERScIEkoiIiIgkYQJJRERERJIwgSQiIiIiSZhAEhEREZEkTCCJiIiISBImkEREREQkCRNIIiIiIpKECSQRkZnUwgMoqi6TuxhERIrFBJKIyMzkkFgEt/WRuxhERIrFBJKIiIiIJGECSURERESSMIEkIiIiIkmYQBIRERGRJEwgiYiIiEgSJpBEREREJAkTSCKiRkwKuUXuIhARKRYTSCKiRkwOiZW7CEREisUEkoiIiIgkYQJJRERERJIwgSQiIiIiSZhAEhEREZEkTCCJiIiISBImkEREREQkCRNIIiIiIpKECSQRERERScIEkoiIiIgkYQJJRERERJK4y10AawghTP531Dk1Gg2EEA49rzNjzKRjzKRjzKRjzKRjzKRTW8yMcw+NRiNzaeSjEU78atbV1eHSpUtyF4OIiIhcTIcOHeDm5roNuU6fQOo56ldAeXk5oqOjcfz4cXh7ezvknM6OMZOOMZOOMZOOMZOOMZNObTEzTptcOYF06iZsOV44jUaDiooKaDQal666loIxk44xk44xk44xk44xk05tMVPDc7AF102diYiIiKhVmEASERERkSTauXPnzpW7EM5Gq9UiLi4O7u5O3QPAoRgz6Rgz6Rgz6Rgz6Rgz6Rgz9XHqQTRERERE5HhswiYiIiIiSZhAEhEREZEkTCCJiIiISBImkEREREQkCRNIUhyO6yJHqK2tlbsITofvTSLSYwJpQ8ZLK5J058+fB1A/yz+/qFrmp59+wpYtW7Bz505kZWXJXRyn8eWXX2LixImoqqqSuyiK99NPP2H69OkAuAKHFKWlpcjLy0NeXh6vMwl0Op3cRaAWYgJpAzt27MDPP/8MNzc3JpGt9NVXX+HBBx/E7t27ATCJbIm1a9diwoQJWLlyJWbPno17770X7733ntzFUrwPP/wQDz74IDIyMlBQUACANWtNyczMxOjRoxEQEGCynfFq3s8//4wxY8Zg6tSpGDp0KF599VWcPHlS7mIpXm5uLt59910UFxfLXRRqAU4kbqVNmzZh6tSp2LBhAxISEhAUFIS6ujr+Updg586deOyxx1BeXo7z58/D19cXYWFhhiSSsWzohx9+wNNPP4033ngDr732Gm699VacOnUKS5cuRZs2bRAbGyt3ERXpo48+wgsvvIAPPvgAmZmZKCwsRFJSEq+xRmRmZiIxMRHTp0/HggULDNv5nmxeTk4OxowZg5EjR2LmzJno06cP1q5dix49eiA6Olru4inWyZMnER8fj7S0NLRt2xbR0dH429/+JnexqBlMIK2QlZWF1157DWPHjoWfnx8WLFiAYcOGoXPnzkwiW6isrAxLly5FTEwM/vnPf2L37t3IyspCQEAAk8hmpKeno6amBi+//DIAoGPHjrh06RJ++OEHfPPNN/Dy8kJMTIzMpVSW999/H88//zw++OADjBkzBjqdDlu2bMGAAQPQuXNnuYunKMXFxRg6dCiSkpKwZMkS1NTUYM6cOVi9ejVWrlyJCxcuIDg4GL6+vnIXVVEqKiqQkpKC3r17Y+HChQgKCkLfvn2RnZ2NXbt2YeLEiXBzY8OfucrKSrz22msIDw/Hvffei9deew0ajQbXX389k0gF45VshbKyMtx444245557sGTJEsTFxeHOO+9EZmYmm7NbyMfHB1OmTEFCQgISExPxyiuv4MKFC1i9ejW+++47AOx31Zg///wTBQUFKCoqMsTn8uXLuP322/H8889j5cqVOHbsmMylVI6jR49i+fLl+Oijj3DnnXcCAGJjY1FSUoKDBw8CYLOssbNnz2LAgAE4cuQIfv75Z0yePBk//fQTIiIicO211yI9PR0pKSkoLCyUu6iKcunSJXh6eiIxMRHAX/35brjhBuh0Omi1WjmLp1i1tbXo27cvhg0bhoceegjvvvsuli5diuXLl+PixYtyF4+aIsgqubm5hr9Pnz4tJk+eLMLCwsSxY8cM2y9fviwqKirkKJ5TqKmpMbm9f/9+kZCQICZNmiS+++47IYQQFy9eFHv37pWjeIq0fft2cfPNN4t58+aJ7du3izVr1ojAwECRnp4uzp49K2666Saxa9cuuYupGFVVVSI7O1sIIURdXZ1h+7x580Tv3r3FH3/8IVfRFOvYsWNiwoQJws/PT9x1113i4sWLhn3r168XN910k9i2bZuMJVSmAwcOGP6+cuWKEEKIb775RowYMcLkfoWFhQ4tl9IVFxeb3P7000+Fn5+fmDNnjuHa0+l0oqCgQI7iUSPYhC1RXV0damtrDb8k/f39Dc3VHTp0wMCBA5GdnY033ngD8fHx8Pb2xiOPPAJPT09ERkbKXHplyM7ORlFREU6dOoUuXboYYqnT6eDm5obQ0FB0794d27dvR3Z2NrRaLVJSUrBr1y5MnTrVJWskz5w5g4sXL6KsrAw+Pj4IDw/H5cuX8c033+CLL77A//3f/+HNN9/EnXfeCS8vL6xatQrh4eHo16+f3EVXhDZt2iAgIMDQHUL/v7u7O3bs2IFrr70WvXr1MlyDrkj/3PWfZ0FBQejRowf8/f1xzz33mMQnOjoaS5cuhZ+fH2699Va5iy6rqqoqVFVVobKyEu3atcM111wDoP67Qv/ZdvToUaSlpWH69Olwd3fHokWLsG7dOiQkJKBNmzZyFl82Op3OpFbWy8vLsN3NzQ19+vRBWFgYXnnlFWg0GvTq1QtvvPEGNm3a5NJxUxJ3uQvgTDZu3Ijt27cjNzcXSUlJGDBgAIYMGQI3NzfDG6Fz585488038cILL+DOO+9EcHAwSkpKsHr1armLrwhr1qzB4sWLUVNTA41Gg8jISCxYsADh4eHQarWGL69BgwZh7ty5eOWVV3Dfffehd+/e2L17t0smjxs2bMAHH3yA/Px8dO/eHcOGDcPMmTPxxBNPYMyYMYaYhIaGAgAKCgrg7e2N8PBwOYstu2PHjuHkyZPQarXo3bs3evbsaYiV/v9BgwahZ8+eePvttzF27FiXbWLMycnB+++/j6ysLPTv3x+33347Bg0ahJtuugmdOnVCUFAQAECr1UKn06GsrAxhYWG47rrrZC65vLKysjBv3jycPHkSgYGBuOOOO/DUU08BgMkPEa1WizZt2sDT0xMLFizAokWLsGfPHrRr106uosvq119/xcqVK/Hrr7+ib9++SEpKQlxcHID6WImr3UkmTJgAjUaDxx9/HOnp6cjLy8Pu3btdNm5KwxrIFvr0008xY8YMxMXFISAgAHv27MHevXtRXV2N/v37G5JINzc3tG/fHhEREXjvvfcQFhaGffv2oU2bNi5duwEA33//PR5//HEsWrQIDzzwAEaOHImvv/4aGzZsQHh4OLp27Wr4AtfXgLz33nvo1q0bdu7ciTZt2uDKlSsuFcPPPvsMzz77LJ599lmMGzcOHh4e2LNnD/r06YMuXbrA29sbPj4+8PHxQU1NDQoKCjB79mzU1NQgJSXFpWJlLDU1Fc888wwOHz6M7du3Y9++fbj++usNiRDwV01HSEgIvvzySwQHB6NXr14ylloeP//8M0aOHImuXbuiffv2OHHiBE6cOIHY2Fh06NAB3t7eJom1m5sbli5dioyMDDzzzDPw8fGRsfTy+eWXXzBy5EjExcUhMTER7u7u2LVrF8LCwhAWFgbgrxHrhYWFyMnJQXZ2NpYvX46dO3eib9++8j4BmWRlZWH06NEIDQ1FWFgYvv/+e+Tk5OC2224zDJgx/qHXp08f7Nu3D7/99hu++eYbjmRXEnlb0J1DWVmZGDdunHj77bcN206cOCFefvllcd1115lsr6urE2VlZSIhIUH0799f1NbWCiGE4X9X9uGHH4qEhARRXV1tsn306NHihhtuEBkZGUKI+n4uNTU1Yty4cSIiIsLQR9LVYpiVlSWGDBkiPv74Y8O233//XfTu3Vt8+OGHDe5/4sQJMWHCBHHrrbcaYqbvg+VKtmzZIrp16ya++OILUV5eLr7//nuT969xH0ghhLhw4YKIiIgQr732mhzFlVVRUZEYOnSoeOWVVwzb9uzZI8LDw8XBgwcb3H/Hjh3iueeeE127djXp5+1qLl68KO68804xe/Zsw7azZ8+KQYMGiUWLFjW4/+bNm4Wfn5+45pprxE8//eTIoirKmTNnxK233ipeeuklw7ZffvlFdOnSRaSnpze4f21trZg9e7bw8/MTmZmZjiwqtYBrVk9IpNVqkZ+fj8rKSsO23r1748EHH8S4ceOQmpqKr7/+GkD9L6aTJ0+iT58++OGHH+Du7o4rV67A3Z29Bc6ePYszZ87A09MTAFBdXQ0A2Lx5MwIDAzFz5kwA9TUcbdq0wYIFC3DixAlDzaOrxbCyshKRkZG46aabANTXZoSGhiI2Ntawao/xqg1du3bFs88+i2+//dYQM1drkj137hzWr1+Phx9+GOPHj0eHDh0QFxeHbt26YevWrQBMR/ULIeDv749PP/0Us2bNkqvYsjl27BiuueYaJCcnG5oNb731VkRERCA/Px+A6ej03NxcFBUVIT093aWbr8+ePYuAgADEx8cDqO/vGBgYiNtuu80wMt34venv748+ffpg165duOGGG2QpsxLor7dJkyYBqB99HRkZiZtvvhklJSUATK+3K1euIDIyEnv37mXNowIxgbRACAF3d3fcdNNN+OOPP1BWVmbYFxoainvvvRddu3bFzp07DdtvuOEGLF682GUTn6bcddddKC8vx6JFiwAAbdu2xZ9//gkA+OCDD1BYWIj169cDqP/wjYiIcOkYdu3aFf/85z8bfHAKIXDp0iUAMEkQ27dvjwEDBhj6qblizNzc3NCrVy/ccsstAP5aXjQmJsbwxSTMpuupq6vDjTfeaPix50o6deqE4cOHIyoqyjC4SAiBP//8E+fOnQNgmnA/+uijWLFiBXr37i1XkRUhMDAQEyZMwG233QbgrxjV1dUZviOMu48MGjQImzdvxrXXXuv4wipI9+7dMXjwYERFRQGAYSCMEMKQeBtfb23btsWUKVNc+seKkjGBtECj0cDT0xN33HEHPv30U2zZssXkCygiIgJjx47FV199haKiogaPd8Uv8aZ07twZDzzwALZu3YqPPvoIAODp6Ym6ujp06NAB/v7+qKioAGCaGLlqDAMDA9G/f38ApknPn3/+aUi8AeDuu+/G8uXLTR7rajWPegEBAZg2bZphZLD+y0i/FN+VqHqXvAAAIABJREFUK1cM27KysqDRaEy+6F3tWrvhhhswdepUAH/119NoNPDx8TG5hlavXo0dO3YAALy9vWUpq5L4+/sjISEBgOnKPFqt1vAjRKPRYP78+Xj11VcBgJOuAwgPD8c///lPAKafafofvXoffvghvvrqKwBw2X7czsC1Pi2tkJycjNzcXDz33HNwd3fHnXfeaRgJFhISgl69enFaAQvatWuHCRMmoLCwEGvWrEFlZSUee+wxuLm5wcvLC56eni6b+Fhi/Kvc19fXcO2NHz8ev//+O9atWydX0RSna9euAEy/2EtKSlBWVmZIEMePH4/q6mps27ZNtnIqjfE15uXlBQ8PDwDAvHnzsGrVKsM69WTK/L2p/x6YN28eVq5cifT09Ab3I5hMp+Xn52f4YTJv3jysWLEC+/btk7mEZAkTSCPHjx9Hr169GtRC6C/yl156CbW1tXjsscfw66+/IjY2Fj169MB//vMfdOjQwVDLQU3r2bMnnnrqKXz44Yd4++23sXv3bvTq1Qs//fQT/vzzT0NtCDXN3d0d1dXVmDJlCn777TccPHjQpZv6m2L+ha3ve3vPPffgjz/+wP79++UolmKIZpYILS0tRV1dHZYsWWJIglxxhHpjmotbdXU1PDw8sHjxYqxYsQI7duxw2dHWLaGPY1VVFQDgzTffxKpVq5Cenu7yzf3OgN82Vy1cuBALFizAxo0bERcXZ1ITZvxh8eqrr+Kaa67BZ599ZphixsvLC9u2bYNGo0FdXZ1LV7k39+GqFxERgeeeew4JCQl4++23cebMGfTq1QsLFy6Eu7u7yy351ZKYGSsvL8eaNWsQHR3N5LGFOnXqBA8PDyQlJeHMmTP48ccfXS5u+vfVhQsXEBAQ0Ow11759e8yfPx+1tbVIS0tz6YEf+vfn2bNn0alTp2bjptPp8Omnn6J9+/bYvn07k8cW0mq1eO211wAA27Ztw4033ihziaglXOOTswVeeOEFZGRk4NFHH8U777yDwYMHN0hi9B8kDz74IEaNGoWSkhLU1dWhd+/ecHNzc6kvo8YYJ0Jr1qxBSEgIhg0b1uh9/f39MXToUAwdOtRku6vFUErM9Pr374/Lly9j7dq1LjvKX5itKAOg2R9vpaWlOHToEK6//nqXSx5zc3Pxyy+/YNSoUdi0aRM++eQTrFixAoGBgU0+xt/fHx4eHti6dSv69OnjwNIqj0ajweHDhzF//nysWrWq2ZamiIgIhIeH46OPPnLpgUb69+WRI0eg1WqbHQQjhICvry/at2+PTZs2uXTcnI79ZwpSPuO1mMeOHSuioqLEnj17Gp1Dz3wOOT2dTme38jkD4+d/5MgRMXr0aNG/f3/x448/NvmYpmLpKloTMyHq51LTP9bV5sYUwjRuxcXFory83OK1dOzYMZGSkuJy87LqdDoxf/584efnJ1566SXh5+cn1q9fb/Fxe/fuFb/99psDSugcjh49Kvz8/MRnn33W7P0KCwvFmTNnHFQqZdK/Fzdv3iyioqLEY489Js6dO9fsY44ePSpOnjzpiOKRDWmEMJvTwsU0VmsxduxY/Prrr1ixYkWjNZHUtPnz5+P48eM4d+4cMjMzERYWhoULF2Lw4MFyF02xWhszIbHpW23mz5+PzZs3w83NDR07dsT8+fMN09E0x1VqHo3dfffd2L17N+677z4sWrTI5bvatIT+/aVv+n/99ddx4MABrF69Gl26dJG7eIr2/fffIzk5GYsWLcKIESPg7+8vd5HIDlz+E0T/Ibpjxw5kZGQAADZt2oRrr70Wjz76KL7//nuT6QWoaR988AHeeecdPProo1i3bh1Wr16Nbt26YdasWS4/YKEp1sTM1ZJH/ZyOALBu3Tq8++67ePjhh/GPf/wDbm5uGDVqlGE+VuPfxea/kV0ledQ/79raWvj7+2PgwIH44IMP8OWXX8LNzc0w52Njj6G/BnbovyMGDBiAM2fOGCZYN74eydSuXbvw97//HZMmTTIsdcnvURWSq+pTSX799Vdx7bXXikceeUQcPnzYsH3MmDEiKipKfPfddy65JJxUjz/+uHjwwQdNtn3//fdi+PDh4pZbbml0aTRXx5hJl56eLv7973+LdevWmWx/5JFHRI8ePcTp06dlKply6JsRDx8+LHbu3CkuXbokhBBizpw5wt/fX3z++ecm9ysoKJCnoAp1+PBhcccdd4jPP/9cXLx40bB9ypQpYujQoS7TBaK1xo8fL5KTkw23jbuY8P2pHtq5c+fOlTuJdTRh1vQXEBCA0NBQfPnllyguLkZwcDCCg4ORnJyMb7/9FmvXrkVERAR69OjhcrU+Tamrq2sQi4MHD+LEiRMYM2aMYcqUrl27oqysDF988QWOHj2Ka6+91jBPn6thzKz3008/4ZlnnsG3336LESNGIDo6GjU1NdBqtRg5cqThPWxpIJKa6T/fNm/ejAcffBBdunRBSEgIAgIC0K9fP+h0Orzyyivo0aMH+vTpg8WLF+Pjjz9GYmKiYe5HV6WP3YkTJ1BRUYHFixfj2LFjyMvLQ1xcHEJDQ/Hjjz+iXbt2iIqKcvluJI2pq6tDXl4ecnNzccstt8Df398wQ8mZM2fw8ssvo2fPnujUqZPcRSUruWQCqX/Dl5eXG760e/XqhcDAQHz66ac4e/YsQkJC0LlzZyQnJ2PDhg3Iz8/HXXfdJWexFUUfw2+//RY9evQAABQXF2PHjh0IDg5GWFiY4cvo3LlzqK2tRXBwMP773//itttuQ9u2bWUru1wYM+nMv6DbtWuHNm3a4NixYyguLsaECRMMq38IIbBz5060a9fOsEqIK9JoNDh48CDuu+8+vPLKK7j//vsRFBQEoH4uzH79+sHNzQ0vvvgidu/ejU2bNmHVqlUIDQ2VueTyEUb9Hd3c3NCjRw8MHz4ccXFxKC8vxyeffIKvv/4adXV1OHz4MOrq6pCQkODyyaM+bmfOnMHFixdRU1OD9u3bw9fXF2+99RaqqqoQFhaGjh074sqVK1i1ahV27dqFadOmGZq2yXm51CCajIwM+Pv7Izw8HCtXrkR+fj4ef/xxk9qdTZs24fnnn8ewYcPwyCOPGObxYqfzhrKysjBo0CBMmTIFS5cuBQA8/PDD2LdvH55//nkMHDgQHTt2xOOPP46bbroJwcHBhi+t8PBwmUsvD8as5czfc5WVlfDy8kJ1dTXWrVuHt99+G/3798d7771nuM/tt9+OmJgYLFiwQI4iy07/hf6vf/0LP//8Mz755BPDPvP5VXfu3ImTJ09i+PDh6N69uxzFVQR9zPbu3YutW7eitLQUvXr1wtSpUxEYGIiamhpcvnwZ8+bNw8WLF/H1119Dq9UiNzcX3t7eLptE6uO2bds2vP766wCAsrIy3HPPPXj66adx5MgRPPzwwwgLC4MQAn5+fjhw4AA2b96M66+/XubSk03I0W4uh4KCAnHHHXeI5ORkcebMGZGamip69OghXn311Qb9fxYsWCC6desm/vGPf4isrCzDdvaDNFVVVSXWr18vQkNDxZNPPmnY/uSTT4pBgwaJ0NBQ0b9/fzFgwAAhRH1f0379+ons7Gy5iiw7xqxljKfqWb58ubj//vvFgAEDxLJly0RWVpa4cuWKeO+990Tv3r3FwIEDxT/+8Q9x3333iX79+rlk/zTzaYyeeOIJMWHCBCFEwynGjhw5Ii5fvtzo41zV1q1bRefOncWMGTPE3//+d3HbbbeJ6667Tpw6dcrkfqdPnxZr164VJ06ckKmkyrJ3715xzTXXiFWrVonLly+LRYsWCT8/P/Hll18KIYT46aefxP/7f/9PPPTQQ+LNN98Uv/76q8wlJltymQRSCCE++ugjMXr0aDF9+nRx6dIl8dVXX4nIyEgxZ84ckyRyxYoVYuTIkeKRRx5x+fkdLbl8+bL49NNPRXBwsJgxY4Zh++HDh8W2bdtEWlqaIfF+4YUXxODBg006pbsixqzlXn31VXHttdeKd955R3z44YeiW7duYsqUKeL/s3fncVHV+//AX2eGzUAUEBdUXAJBMLdcctdMTU0zM3dtUyvMyky7/kwqvd+U3OK6ZuWaqZVpqYlmrmnq9bqhqUGY+wooIDLAzOf3BzHODDDMGWY4s7yej4cPOWfO8p73OXPmPZ9zzudkZmaKzMxM8cUXX4gWLVqIJ554QuzevVs/n7sUkdnZ2SInJ0dcunRJ5OTk6MfPmDFD1K1bV9y5c0cI8bBQzMjIELGxsWLPnj2KxOuI7ty5Izp06CDi4+P1486cOSOee+450axZM7f97JlTuD9NnDhRvPvuu0IIIa5cuSKaN28u3nnnHSVDo3LkFgWk4a/sNWvWiB49eoiXX35ZZGRkiO+//15ERkaK2NhYcfToUZGbmytGjBghNm3apJ+PReRD8+fPFx9//LHRuAcPHoh169aJ4OBg8f777xeZ5+DBg2Ls2LGifv364tSpU+UVqsNgzqxz4sQJ0apVK33H6seOHRNBQUFGHWFnZ2eLzz//XHTt2lWMGzdOP94dzhacO3dOjBgxQrRp00ZUqVJFdOjQQUydOlUIIURWVpbo2LGjaNOmjbh586bQ6XQiLy9PfPzxxyI6OlpcvnxZ4eiVk5WVJYR4eFy/ePGiaNCggdi1a5d+mvz8fHHq1CnRqVMn8cUXXwgh3Lu11vS7sHB46NChYv369SI7O1s0bNhQvP322/rXNm7cKPbv369MwFQu3OKivsJHngHA0KFDMXLkSFy7dg1vv/02unfvjpkzZ2Lnzp0YPnw42rRpg6SkJPTu3Vs/H699LPDgwQNkZ2fj888/x5w5c/TjfXx80LdvXwwYMABLly7F2LFjjebz8PBAamoqNm/ebPaRVq6IObOcRqMxGs7Pz8cjjzyCVq1aYePGjejbty/i4uIwePBgZGVlYffu3ahQoQKGDBmCgQMHIjExEa+88goAuHzn/2fOnEH37t1RrVo1vPHGG1i+fDlq166Nzz//HIMHD4aHhwcWLFgAX19ftGrVCj179sRzzz2HVatW4ZtvvkGtWrWUfguKuH37Npo0aYKNGzfqj+tVq1ZFzZo1jfpdVavVaNSoETw8PPDnn38CcL9+V4uTmZkJ4GEuqlatirlz56Jly5bo06cPZs2aBUmSkJeXh82bN2Pfvn3Iz89XMmSyI7e5C9vwubmPPfYYVCoVfvvtNxw4cACvvfYann76aTRs2BCNGzdGfHw8PDw89HfkuavCbmcK8+bp6YnIyEhUrlwZ8+bNg1arRdu2bQEAnp6eOHv2LLy9vZGVlYUBAwboDzI1a9bEM888gxo1aij5dsoFc2adXbt2ISEhAd7e3qhevToAICUlBWvWrEHlypUxadIkxMbGYtSoUQCA33//HV999RWio6MREhKCiIgIPHjwACdPnkTXrl3h5+en5Nuxqzt37uDFF19E//798X//939o0qQJGjRogE6dOiEkJAQrV65ESkoKXn31VYwYMQK+vr4IDg5Gw4YN8e9//xuRkZFKvwXF5OTk4OrVq4iLi0N0dDTCw8Oh0+lw9uxZHDlyBJUrV0ZERASAgu+MX375BbVq1dI/Fcodi8hLly7hyy+/xPTp0xEfH49jx47hwYMHaNSoEcLDw5GQkID79+9jzZo18PHxgVarxYwZM7B9+3b8+9//RpUqVZR+C2QvirZ/KsDwNMTXX38tnn76afHyyy/rn/ta+Lo7nAIz57vvvhOvv/66OHv2rMjIyDB67fbt2yI+Pl7UqVNHzJo1SwhRcG3Vyy+/LNasWaOfzt1O/TNn1vn6669FVFSUePfdd4068tfpdGLkyJEiICBAxMXF6cfn5OSIQYMGiZEjRxrlKzMzU6Snp5dr7Eo4efKkaNOmjThz5oz+OFWYh7t374pZs2aJGjVqiM2bNysZpsO6deuWeP/990VAQIA+R6mpqaJ///6iW7duYvLkyWLjxo1i4sSJonbt2m53A5uh06dPi8cff1y8+uqr4u233xazZs0STZo0EQ0bNhSffPKJEEKIDRs2iLZt24rGjRuLl156SbzwwgsiLCxMnDx5UuHoyd7cqhufQsKgb7k1a9boT+nExsaiZs2aCkenvHv37qFLly7IzMxEcHAwmjZtinbt2mHYsGH6aW7duoUNGzbgww8/RJ06dQAAXl5e2Lt3Lzw8PNyug13mzDobNmzAW2+9hQULFqBr167w9/c3en3//v2Ii4vDlStX8K9//Qvp6enYuXMnrl27hn379sHT01Pf6usuufvmm28wYcIEXL9+HUDRvjIvXryIjh074r333sO4ceP0491x/wIKun/SarVG+9aNGzcwd+5cfPnll1ixYgX69u2LtLQ0zJs3D4cPH0ZaWhqqVq2KuLg4t7mExFRiYiJ69eqFV155Be+++66+38bk5GTMnj0bO3fuxMSJE/Haa68hOTkZX3/9NdLT0xEaGornnntO39ctuS63OYVtyPAUY+PGjSGEwJ49e1CpUiX9sDseaAt5enri9u3beOaZZzB69GhkZ2dj+vTpSExMxJ9//omWLVvC398fLVu2RI8ePeDh4YE2bdpg/vz5bnvqnzmT7/bt2/jwww/x+uuvY9iwYfpO/bOysnDq1CncunULrVu3RuvWrXH16lWsXr0aqampCA0Nxfr16+Hp6Yn8/Hyo1Wq3+rxmZWVh/fr1aNCgASIiIoq898qVK2PTpk0ICAgweiKPO+Wo0F9//YUXXngBP/74Izw8PHDr1i3Uq1cPfn5+6NixI+7evYsPP/wQERERaNasGTp27Ijhw4djwIABGDp0qNteK5qSkoIuXbogJiYGsbGx8PT0hEqlQn5+PqpUqYLo6GgkJiZi//796NKlC8LCwtC5c2f07NkTbdu2RUBAgNJvgcqDUk2fjsDwdPbAgQPF0KFDFYzGsfzyyy+idu3aIjExUQhRcNfwJ598IgICAkSHDh3E7NmzxYkTJ4rM5y7dpxSHOZPn1q1bonXr1mLLli36cV9++aV48cUXRUBAgIiIiBB9+/bVv1bYJU0hd83blStXRHh4uBgyZIi4dOmSfnzhaez09HTRvXt3sW7dOqVCdAharVZMmzZNBAQEiBo1aog2bdqIpk2bii5duogJEyaIY8eOiePHj+s/ozt37lQ6ZIeg1WrFxx9/LMLCwsSSJUv04wsvlyj83jxw4IAIDAwscqmEO9+t7m7csgWykGFL5JEjR5CXl4eePXu6/B2clqhfvz6uXbuGEydOoHv37vDw8MCkSZPQunVrPP744zh27Bg++ugjVK9eHU2bNtXP526taIaYM3mys7OxdOlSCCHg6+uL2NhY7Ny5E+Hh4Zg6dSo6duyITZs2ITMzE+3atYOXl5c+V0IIt/2c+vv7o27duoiPj8edO3fw6KOPIjg4WN/COGfOHBw+fBiTJk1y68fFSZKEyMhIaLVaVKpUCc2bN0dcXBxyc3Nx6tQpLFq0CDt37sSDBw+QkZGBlStXon379m7/3HlJktCgQQNkZmZi586dSE1NRZs2baBSqYwuFwkKCsLKlSvRtGlTNG/e3Gh+cg8eSgegNEmSkJqaisTERMydO1f/LGICGjdujDVr1iA9PR39+vVDpUqVsGjRIvj7++PmzZs4dOgQevfurXSYDoU5s1xwcDAWLVqEkSNHYt++ffDz88PMmTMRHR2NoKAg3L17F/7+/tBqtQAKujYq5O5fUr169cLMmTMxadIk/O9//0Pr1q1RrVo1XLp0CTt37sSmTZvcvhACgGrVqmHcuHGYO3cuDh06hPr162PSpEkAgKNHj+LGjRtYsWIFqlatijt37iAoKEjhiB1DjRo18M4772DOnDn4+eefIUkS3nnnHahUKv0jMU+dOoXq1aujZcuWSodLCnHLm2iKk5OTAx8fH6XDcDhdu3bF8ePH0bZtW6xevbrYa1vy8/ONvtzdHXMmz507d3D//n39jUWF7t69i6FDh2LgwIF46aWXlAnOwR09ehT/+c9/kJSUhEqVKuGxxx7D6NGj0aBBA6VDcyiFN83873//Q69evTBhwgT9a3l5eRBC4N69ewgODlYwSsdz8+ZNzJkzB8ePH0fv3r3xzjvv6F+bMmUKzp07hy+//JLXPLopFpBUrMJT++vXr0d8fDwWLVqEpk2buv0NRuYwZ7Zz584djB07FmlpaUhISHDb09WWKLwBS5Ik6HQ6t70kojSGxVCvXr0wfvx4APwxV5riisjZs2dj4cKF2Lp1K6KiopQOkRTCIw0Vq7Dg6dChA9LT07F7926j8VQUc1Z2qampmDdvHsaOHYs7d+7g559/hlqt1p/GpqIKi0eA+5o51apVw4QJE9CsWTNs374dM2bMAAAWj6UwzNuOHTvw1FNPYc6cOdi0aROLRzfHApLMCgkJwfjx47FgwQKcO3dO6XCcAnNmvWvXruHw4cOoX78+tm/fbtRVDxXPsGhkAWleYTH06KOP4siRI0hLS1M6JKdQmLf69esjPT0dO3bsQJMmTZQOixTGU9hUqgsXLuDTTz/FwoULeXrMQsyZ9e7duwd/f39IkqS/YJ/Ilm7dugWg4FnOZLk7d+5Ap9MxbwSABSRZqPA6Pn6hW445KxteO0pE5LhYQBIRERGRLDy3RkRERESyOPXtZzqdTv83T3URERGRvRmeuHXna9yduoAEgMzMTKVDICIiIjdTsWJFpUNQlNMXkADg4+Nj9xZIrVaLpKQkhIeH84YICzFn1mHerMO8ycecWYd5s46r5E0IgZycHKXDUJxTF5CGnefau4CUJEl/VyhPl1uGObMO82Yd5k0+5sw6zJt1XC1vrvAeysJ9T94TERERkVVYQBIRERGRLCwgiYiIiEgWFpBEREREJAsLSCIiIiKShQUkEREREcnCApKIiIiIZGEBSURERESysIAkIiIiIllYQBIRERGRLCwgiYiIiEgWFpBEREREJAsLSCIiIiKShQUkEREREcnCApKIiIiIZGEBSURERESysIAkIiIiIllYQBIRERGRLCwgiYiIiEgWFpBEREREJAsLSCIiIiKShQUkEREREcnCApKIiIiIZPFQOgAia4w4uhSpufcBAEFevljdYozCEREREbkPFpDklFJz76OCt3fB35r7CkdDRETkXhQ9hd24cWMEBAQU+ffee+8pGRYRERERmaFoC+SuXbug1Wr1w2fPnsVzzz2Hfv36KRgVEREREZmjaAFZpUoVo+HPPvsM9erVQ7t27RSKiIiIiIhK4zDXQObm5uLbb79FTEwMJEkqdhqNRgONRqMfFkIAALRabYnz2EphS6lhiymZZ9+cCaO/XWm7cF+zDvMmH3NmHebNOq6St8Law91JwkEysXHjRowePRqJiYmoUaNGsdPMnDkTcXFx+mE/Pz+cPn0aFy9e5AZ1cQ1mz4VHZoZ+uNcbzVChUiUAwP0HDzA3sKdSoRERkRuRJAl16tSBv7+/3RuvHJnDFJDPP/88PD09sW7duhKnKakF0svLq1xaIJOTkxEWFga1Wm3XdbkKW+bMc8gwSDVD9MM9+gTrC8gHmhxsbv12mZbvSLivWYd5k485sw7zZh1XyZsQArm5uW5fQDrEKexLly5hz549WL16tdnpvL294f1P1y1AwUbMyMiAWq0ut42oVqudesdXgv1zJrnkNuG+Zh3mTT7mzDrMm3WcPW8O0u6mOId4Es0333yD4OBgdO/eXelQiIiIiKgUiheQOp0Oa9asweDBg+Hh4RANokRERERkhuIF5J49e3DlyhUMHz5c6VCIiIiIyAKKN/k9+eSTSE9PVzoMIiIiIrKQ4i2QRERERORcWEASERERkSwsIImIiIhIFhaQRERERCQLC0giIiIikoUFJBERERHJwgKSiIiIiGRRvB9IIltQvR4DpKUVDAQGQrdkkbIBERERuTAWkOQa0tIg1QwBAIir1xQOhoiIyLXxFDYRERERycIWSHJIRqekAUCjUS4YIiIiMsICkhyTwSlpABApFxQMhoiIiAzxFDYRERERycICkoiIiIhkYQFJRERERLKwgCQiIiIiWVhAEhEREZEsLCCJiIiISBYWkEREREQkCwtIIiIiIpKFBSQRERERycICkoiIiIhkYQFJRERERLKwgCQiIiIiWVhAEhEREZEsLCCJiIiISBbFC8hr165hzJgxqF+/PkJCQtChQwecOHFC6bCIiIiIqAQeSq787t27ePrpp9GhQwd89913CA4OxoULF1CpUiUlwyIiIiIiMxQtID/77DPUrFkTCxcu1I8LDQ1VMCIiIiIiKo2iBWRCQgKefPJJvPTSSzhw4ABq1KiBV199FS+++GKx02s0Gmg0Gv2wEAIAoNVqIUmSXWPVarVG/1PpypIzeddWiBLX7Yy4r1mHeZOPObMO82YdV8lbYe3h7hQtIP/++28sW7YMMTExePfdd/G///0P//rXv+Dt7Y3BgwcXmX7evHmIi4vTD/v5+eH06dNISkoqtw2anJxcLutxJdbkLErooDYaU/L21ekEdAbT64QO58+fl71OR8N9zTrMm3zMmXWYN+s4e94kSUKdOnWUDkNxihaQOp0OTZs2RWxsLACgcePGOHfuHJYtW1ZsATl+/HjExMTohwuLxvDw8HJpgUxOTkZYWBjUanXpM1CZcqaSTNsgS96+KpVkNL1KUiEiIkLW+hwJ9zXrMG/yMWfWYd6s4yp5E0IgNzdX6TAUp2gBWa1aNURGRhqNa9CgATZv3lzs9N7e3vD29tYPCyGQkZEBtVpt9wKykFqtduodXwn2z1nRbe8K24j7mnWYN/mYM+swb9Zx9rzxFHYBRbvxad26NZKSkozG/fXXX6hVq5ZCERERERFRaRQtIGNiYnD06FHMmTMHKSkp+O6777By5UqMGjVKybCIiIiIyAxFC8jmzZtj9erV2LBhA9q2bYvZs2fjk08+wcCBA5UMi4iIiIjMUPQaSAB4+umn8fTTTysdBhEV6exbAAAgAElEQVQRERFZSPFHGRIRERGRc2EBSURERESysIAkIiIiIllYQBIRERGRLCwgiYiIiEgWFpBEREREJAsLSCIiIiKShQUkEREREcnCApKIiIiIZGEBSURERESysIAkIiIiIllYQBIRERGRLCwgiYiIiEgWFpBEREREJAsLSCIiIiKShQUkEREREcnCApKIiIiIZGEBSURERESyyCogt23bhhkzZuDIkSMAgH379uGFF17AgAEDsGLFCnvER0REREQOxuICctmyZRg5ciR27NiBAQMG4Ntvv8Xw4cMREhKC2rVr4//9v/+HJUuW2DNWIiIiInIAHpZOuHTpUsyePRsvvvgi9u/fj4EDB2L69OkYNWoUAKBly5b4z3/+g9dff91uwRIRERGR8ixugbx06RKefPJJAECHDh2g1WrRtm1b/evt27fH5cuXbR8hERERETkUi1sgAwICcPnyZdSuXRvXr19Hfn4+rly5gqioKADA5cuXUblyZbsFSq5N9XoMkJb2cIRGo1wwREREZJbFBWSvXr3w1ltvYfDgwUhISMDgwYMxdepUqFQqSJKE2NhYfQslkWxpaZBqhugHRcoFBYMhIiIicywuID/66CPk5ubihx9+wBNPPIG4uDgsWbIEw4YNQ15eHtq1a4fY2Fh7xkpEREREDsDiAtLX1xfx8fFG48aNG4fRo0cjLy8PFStWtHlwRI6gyOn1wEDolixSLiA3wJwTETk2qzsSz83NRVJSEjw8PKwuHmfOnImAgACjfxEREdaGRGQf/5xeL/xnVNiQfTDnREQOTXYBmZ2djXHjxiEkJARt2rTBlStXAADvv/8+5s2bJzuAyMhInDt3Tv/vwIEDspdBREREROVHdgE5bdo0nD59Gps3b4aPj49+fKdOnbBx40bZAXh4eKBatWr6f1WqVJG9DCIiIiIqPxZfA1lo69atWLZsGVq2bAlJkvTjIyMj8ffff8sOICUlBQ0bNoSXlxcef/xxxMbGom7dusVOq9FooDHo3kUIAQDQarVGsdiDVqs1+p9KJydnZXsouyhx3bZQXGz23A+4r1mXc+ZNPubMOsybdVwlb4W1h7uTXUCmpqYiODi4yPj79+/LXvnjjz+OxYsX49FHH8Xt27cxe/Zs9OjRA7///jsCAwOLTD9v3jzExcXph/38/HD69GkkJSWV2wZNTk4ul/W4EktyFiV0UBuNMd2eJW9fnU5AZzC/Tuhw/vx5mVFaHputl18Sd97XypJzd86btZgz6zBv1nH2vEmShDp16igdhuJkF5DNmjXDjh07MGbMGADQt/ytWrUKrVq1krWsbt26GQ23bNkSzZs3x9q1azF27Ngi048fPx4xMTH64cKiMTw8vFxaIJOTkxEWFga1Wl36DCQrZyrJtM3JdHuWvH1VKslofpWksunNWKax2Xr5privWZdz5k0+5sw6zJt1XCVvQgjk5uYqHYbiZBeQsbGxeOGFF3Du3Dnk5+djyZIlOHfuHP773/9iy5YtZQrG19cXUVFR+Ouvv4p93dvbG97e3vphIQQyMjKgVqvtXkAWUqvVTr3jK8H+OSu67e29jcpjH+C+ZszSXDBv8jFn1mHerOPseeMp7AKyLz1r3bo1tm3bhgcPHqBu3brYvXs3goODsX37djRt2rRMwWg0Gvz555+oXr16mZZDRERERPYjuwUSAKKjo7F48eIyr3zq1Kl4+umnUatWLf01kJmZmRg8eHCZl03ubcTRpUjNLbguN8jLF6tbjFE4IiIiItdhVQFZnPz8fFy/fh21a9e2eJ6rV69i1KhRSE1NRZUqVdCiRQvs2LEDoaGhtgqL3FRq7n1U+Odyh1SN/Bu8iIiIqGQ2KyDPnj2Lzp07IzU11eJ5li1bZqvVExEREVE5KVv3e0RERETkdixugezUqZPZ13NycsocDBERERE5PosLyPPnz6N///4ldp5548YNp+8clIiIiIhKZ3EB2bBhQzz++ON49dVXi309MTERq1atsllgREREROSYLL4G8oknnjDbwujn54e2bdvaJCgiIiIiclwWt0DOmDHD7Ov16tXD5s2byxwQERERETk23oVNRERERLKwgCQiIiIiWWzWkTgRkSswfAwmwEdhEhEVhwUkEZEBw8dgAnwUJhFRcXgKm4iIiIhkkV1Anj17tsTXdu7cWaZgiIiIiMjxyS4gn3zySSxdutRonEajwcSJEzFixAibBUZEREREjkl2Abl06VLExcVhwIABuHnzJhITE9GpUyfs378fCQkJ9oiRiIiIiByI7AKyT58++O2336DVatG2bVt0794d7dq1w+7du9GkSRN7xEhEREREDsSqm2i0Wi1yc3Oh1Wqh1WpRrVo1eBvctUhERERErkt2Ablhwwa0b98e/v7+OHr0KNavX4+VK1eiZ8+e+Pvvv+0QIhERERE5EtkF5FtvvYWpU6di7dq1qFKlCrp06YIDBw4gJCQEHTt2tEeMRERERORAZHckvmfPHoSHhxuNq1y5MpYvX45169bZLDAiIiIickyyC0jT4tHQ4MGDyxQMkVPQaKAaaLCvBwZCt2SRcvEQERGVMz7KkMgKUs0Q/d/i6jUFIyEiIip/fJQhEREREcnCApKIiIiIZOEpbCIiKjPV6zFAWtrDEbw2mMilWdUCefDgQYwZMwbdu3fHtWsF13+tW7cOv//+u02DIyIiJ5GWBqlmiP6fUTFJRC5HdgH5008/YcCAAahQoQJOnTqF3NxcAEBWVhbmzp1rdSBz585FQEAAJk+ebPUyiIiIiMj+ZBeQs2fPxty5cxEfHw9PT0/9+NatW+PUqVNWBXHs2DGsXLkS0dHRVs1PREREROVHdgGZnJyMtm3bFhlfsWJF3Lt3T3YAWVlZGDNmDOLj41G5cmXZ8xMRERFR+ZJ9E021atWQkpKC0NBQo/GHDh1C3bp1ZQcwceJEdO/eHZ07d8bs2bPNTqvRaKDRaPTDQggAgFarhSRJstcth1arNfqfSicnZ2XrDkCUMk6UabtZEpst9wvua8XnvLR82C5vpvtT2fYfR2bLfc2abeas+Bm1jqvkrbD2cHeyC8iXXnoJkydPxvz58yFJEq5fv44jR45g6tSpmDhxoqxlbdiwASdPnsSuXbssmn7evHmIi4vTD/v5+eH06dNISkoqtw2anJxcLutxJZbkLErooDYaU/RLvCQ6nYDOYH6d0EGnE0avnz9/3tJwZcemE7oyLb8k7ryvmeZcTo7LmjfDfadw2B7b15HYYl8ryzZzVu78GS0LZ8+bJEmoU6eO0mEoTnYB+fbbbyMjIwN9+/ZFTk4OevfuDW9vb7z55psYM2aMxcu5cuUKJk+ejA0bNsDHx8eiecaPH4+YmBj9cGHRGB4eXi4tkMnJyQgLC4NarS59BpKVM5Vk2n5huj1L3r4qlWQ0v0pSQaWSjF6PiIiwNGzZsakkVZmWb4r7WtGcW5JjW+VNdTjBeLiM+48js+W+Zs02c1b8jFrHVfImhNDfQOzOrOoHcurUqZgwYQLOnz8PnU6HiIgI+Pn5yVrGyZMncfv2bXTp0kU/TqvV4uDBg/jiiy9w8+bNIjuYt7c3vL299cNCCGRkZECtVtu9gCykVqudesdXgv1zVty2l4z+tvc2s8fyua8ZszQXZc9b0R8vrr4d7LWvMW9UHGfPG09hF7C6I/FHHnkEzZo1s3rFHTt2xIEDB4zGvfnmmwgPD8fbb7/t1DsXEZGzG3F0KVJz7+uHg7x8sbqF5WeZiMi1yS4gc3JysHTpUuzfvx937tyBTqczen3v3r0WLadixYqIiooyGvfII48gMDCwyHgiIipfqbn3UcHgjE+q5r6ZqYnI3cguIN98803s2bMHffv2xeOPP15up46JiIiIyDHILiB37NiBb7/9Fk888YTNg9myZYvNl0lEREREtiW7+72QkBDZN8wQERERkeuQ3QI5ffp0fPTRR5g7d26RzsSJyHmpXo8B0tIejggMhG7JIuUCIiIihyW7gGzWrBk0Gg2aNWuGRx55BB4exou4cOGCzYIjonKUlgapZoh+UFy9pmAwRETkyGQXkKNGjcL169cxdepUVK1alTfREBEREbkZ2QXkkSNHsH37djz22GP2iIfchGkfcz/q8mHZ84iIiIhIabILyPDwcOTk5NgjFnIjpn3MCTPPuiYiIiLHIruA/PDDD/HBBx9g6tSpiIqKKnINpL+/v82CIyIqD0Y3EL3RFDD4cUNEREXJLiAHDBgAAHj22WeNxgshIEkSUlNTbRMZEVF5MbyBiM+5JSIqlewCcvPmzfaIg4iIiIichOwCsl27dvaIg4iIiIichOwC8sCBA2ZfZ4FJRERE5NpkF5B9+vQpMs6wL0heA0lERETk2mQXkKZPmsnPz8epU6fwySef4IMPPrBZYERERETkmGQXkJUqVSoyrkuXLvDy8sKUKVOwZ88eW8RFLqbIc5bZVQoREZHTkl1AlqRKlSpITk621eLI1Zg8Z5ldpRARETkv2QXk6dOnjYaFELh58yY+++wzREdH2ywwIiIiInJMsgvIjh07QpIkCJMWpBYtWmDBggU2C4yIiAgo5hKYwEDolixSLiAikl9AnjhxwmhYpVKhSpUq8PHxsVlQREREeiaXwIir1xQMhogAKwrI0NBQe8RBRERERE7CogLy888/t3iBr732mtXBELmCEUeXIjX3PgAgyMsXq1uMUTgiIjLH6BQ5T48TWcSiAnLRIss+TJIksYAkt5eaex8V/umiKFVzX+Foyg8LZ3JaBqfIeXqcyDIWFZAnT560dxzkgjzHjkNU6h2oJBWg0SgdDtmZuxbORGXBH17krMrUD2ThndiGjzIk0ktLg7pWLQCASLlQysRERO6HP7zIWVlVQK5btw7/+c9/kJKSAgB49NFHMW7cOAwePNimwRGR4zJsOQEAjTYPFcCnC9mTac7ZYkVESpFdQC5cuBCffPIJRo0ahdatWwMADh06hAkTJiAtLQ0xMTE2D5KIHI9hywkA5GTnWr2sIv388ZKHYpnmnC1WRKQU2QXk0qVLMWfOHKPWxl69eqFhw4aYOXMmC0hyOBptHnodnKcfdqRWm+JalFY0e1XBiBRi2s+fE13ywE6uicgdyS4gb968iVatWhUZ36pVK9y8eVPWsr766issW7YMly9fBgBERkZi4sSJ6Natm9ywiEokIBym1ca02Eh9oykq+Ps/HGaLklUKCvEs6HQCqsMJCPLyK78fCezkmojckOwCsl69eti4cSMmTJhgNH7jxo2oX7++rGWFhITgww8/1M+3du1aDBs2DHv37kXDhg3lhkbk+EyKDZg8EpSKN3xEFO6YaUUuOLX78GlYLMSJiOxLdgE5efJkvPLKK/j999/RunVrSJKEQ4cOYe/evVi+fLmsZfXs2dNoeOrUqVi2bBmOHj3KAtIJmXbGS86ttKKtPN3x9XSYVmQiIpJRQCYmJuKxxx5D3759sXPnTixatAhbt26FEAIRERH49ddf0bhxY6sD0Wq12LRpE7Kzs9GyZctip9FoNNAYXFxf2I2QVqu1e1dCWq3W6H8qSqVYZ7zFteKZa9kTsrajyoJpjJcnjP42fK30ZQmz+9pLx75Cal6WfjjI0w8rmtvmmknT2IoWbVlm3qcp2+fY/PJNY7Hl+s0vq7h57XecKNv7NGX+uCZvXfbMg71zbLr80pZt2++Dko8XrsZVvkcFzxwBkFFAdurUCY0bN8aIESMwYMAALF261CYBnDlzBj169EBOTg58fX2xevVqREZGFjvtvHnzEBcXpx/28/PD6dOnkZSUVG4bNDk5uVzW44yihA7qf/7WCR0A6IfNFxvFKfrlVRKdTkBnsm6dzvz058+ftzgSw/dVXCw6oTNanuG6TddVdFlFYyvcx4rb125rMuFbocLD4QeZst6LOZbEVtL7LG1a+es2v7+UFkvZ12/5skznNd0fbKms77Mkxe1rctdlzzzYO8emxy5Ll22L7wNzxwtX5ezfo5IkoU6dOkqHoTiLC8iEhASsWbMGH3/8MaZOnYo+ffpg+PDh6NChQ5kCCA8Px759+3Dv3j389NNPiImJwZYtW4otIsePH290l3dh0RgeHl4uLZDJyckICwuDWm3ua9Z9qSRVsX8XkLt9TKcveX6VSiqybpXK/PQREREWR1Lae1FJKqPlqQ4nlLiuossqGltYWFiJ+5rhsotbfllYEltJ77O0aeWv2/z+Ulospq8bttwW12pr7r2X9l5M5zXdH2zJ1tvf3HFN7rrsmQd759j0+FHasm35fWDueOFqXOV7VAiB3Fzruy1zFRYXkK1atUKrVq0wc+ZMbNq0CWvWrEG/fv0QGhqKYcOGYciQIahZs6bsALy8vPQ30TRr1gzHjx/HkiVL8NlnnxWZ1tvbG94Gp9SEEMjIyIBarS63p+Go1Wqn3vFdU3Hb3tz+IBltQ1t0w2K8T0hGf8vbXx5OX/y+VrSwLr/90XRdlue4/GMxfj017+FNNqma+1ZvE0vZ773bZ/vba1+z5z7gCMu2zfdBWY4XzsnZv0d5CruA7JtoKlSogCFDhmDIkCG4cOEC1qxZgxUrViAuLg6dO3fGd999V6aAWNlTuWM3LER2x2c+E7mWMj0Lu169enjnnXdQs2ZNTJ8+Hbt27ZI1/7Rp0/DUU0+hVq1ayMzMxA8//IDffvsN33//fVnCIiIyiz0GFM+wyLP1oyn5zGci12J1AXngwAF8/fXX2Lx5M1QqFZ577jkMHz5c1jJu376N119/HTdv3oS/vz+io6Px/fffo0uXLtaGRUSEr5Yegeqzf56WFRgIjAw3nkCxHgMcm2GRV5ZHUxKR65NVQF65cgVr167FN998g4sXL6JVq1aIi4tDv3794OvrK3vl8+fPlz0PEVnOtKWtPB+xp+Qpy6CsXEi1C+6SLGuB6MiPwiQiUorFBeRzzz2H/fv3o0qVKhg0aBCGDx+O8PDw0mckIuUo2NLmKqcsbf0oTF4LSESuwOIC0sfHB6tWrUKPHj2c+u4pIiIllWdhzWKViOzF4gJy7dq19oyDyGkZPvIvyEv+pRxE9uIqrcBE5HjKdBc2ERk/8s+Vv6RNrwW09V26RETkPFhAEpFFTK8F5F26RETuiwUkEZGb8hw7DlGpdwoe5Vdcd0dERCVgAUlE5K7S0qCuVQsA+8MkInlYQBIRuQjDu64BXqdKRPbDApLcjunNID/q8uGjYDwkH2/oKZ7hXdcAr1MlIvthAUlux/RmEAGhYDS25S7PeFbyhh7+ACEiYgFJ5NSKPPOZz3i2O1f+AUJEZCkWkEROrCzPfDZqrQQAjcaWoRERkQtjAUkWMz09qluySNmAqGwMWisBQKRcUDAYcjc8nhA5NxaQbsT0Dk3Zz8bl6VGrGOad18uRuzB8xCdQzI1OPJ44HBb1JAcLSDdieoemKz92z5EY5p3Xy5G7MHzEJ8A7wp0Ci3qSgQUkkQNzpX792LpBVL6KXOfMzx3ZEAtIIhOmp96UPO3sUv36sXWDyK5Mf3D+eOcWfGqH6ofLdKMdi08ywQKSyITpqTeediZyLa7aX6rpD84yH7v4o4/MYAFJREROxfQsAW8IJCp/LCCJiGyozMWNk1CyH1HTswT2viHQtMVSu3C+XddH5AxYQDo4XoNC5FzKs7gxehIRALzRFPC2z01WRdal0UCqX08/6NL9iLLFUrbiuo1b0exVBSMiW2MB6eh44CKiEhg+iQgAIOx3va7puuxdMDpL/6nleadzmfvyLUfsNs71sYB0MoYHEEc+eBARlYXT9J9q+kQnG//QNyxQU99oigr+/vrXlCzK2EUQsYB0MoYHVf6iI2dm9AXE53ATFc+wQLVjC7Nsdi6cyfGxgFQYf8WR2zK8PMOVr58jp2O2mx+NBp5DhiFK6KCSVE7948dVuzOi8sECUmn8FUfk1nijnAMq5dpzqWYI1P/87dQ/fniNPZWBogXk3LlzsWXLFiQlJcHHxwetWrXCRx99hPDwcCXDInJZznJjgivRaPPQ659ufYK8fItOYPAlPuzJym7RBZA7caQbXxzpKVvk/BQtIA8ePIhRo0ahWbNmyM/Px7///W/0798fhw4dgq9vMQdacig8/eF8nObGBBciICy+brm8+zck+3Oku5H5lC2yJUULyO+//95oeOHChQgPD8eJEyfQrl07haJSllP9QuTpDyIiIrfkUNdAZmRkAAACAgKKfV2j0UBjcMGy+OeONK1WC0mS7BbXS8e+QmpuFnRCoMqx/VjZfJTNlq0yGS79F6Iw+lur1cpYW9FlyZnfNFbHUdyvaKV+WZvbXpbNX7hNCv639fsor7yUNQ+2Jkr4u7zJy4ttOwoXGPHfpUjNywIABHn6YU2p8dlL0fUUPRbJicWxjmXGsZR23DV/TDcfq7ll2Z7huoqLy9L3Le97y/EIR7obXkEOU0AKITBlyhQ88cQTiIqKKnaaefPmIS4uTj/s5+eH06dPIykpya4b9LYmE74VKgAA7jzIwvnz52227Cih01+MXRqd0EGne/g+dTohKxbDea2Z3zBWndABgMXD1hRS5ocf0ukEdCaxmb5X2zIfi7nh0uh0AsnJyQCA5ORkWfNbsk3ML892OSsuD6bbyDA2exacxX1uzMdiP6XlxZQtOwrX6YTRsez2g8wyfm6s32bFbQPTY5GsfV/RY5nJNjV5L6bvI0ebj96/f6YfzhVaVDDzPsx9R5hOX5bjniV5GHp4Me7pChpxftLl6eMufN1cLKbHNmcmSRLq1KlT+oQuzmEKyIkTJ+LMmTPYtm1bidOMHz8eMTEx+uHCojE8PNyuLZCqwwkP/5YkREREWL0sz7HjjLvtyc2zPA5JBZXq4ftUqSQ0+s8Co+sQ88w8o9XwfRTOL+e9qCRVsX9bMgzI3T6m05c8v0olFYnNME+2Zz4Wc8OlUakkhIWFITk5GWFhYVAdtXx+S7aJ+Xhsl7Pi8mBu/5GzvWXHUsznxnws9lNaXpRct/zPjfXbrLh1z7j/m1HrqJxYlD2WmeRVUhnFYnrcBYS+iAeA3OzMh9MW8z7M7R+m0xddl+UsyUMmco1iN33dXCymxza1ujx+stmHEAK5ublKh6E4hyggJ02ahG3btuHnn39GzZo1S5zO29sb3oand4VARkYG1Gq1XQtIowOEBFk7fpF+Hsv8/FjJ+G+T6xDNx1b0wOfMH+KHitv29twfzClrIfRwmxT8b+v3UV55sV9BaB2phL/Lm5J5sWTdSu0fQGrefVTwLrjiu+BGE3nFrCMdy4xjsef7MJ3e3tvP/PLNxaLR5qPf0QXQ6QRURyUEefk5bQ8DPIVdQNECUgiBSZMmYevWrdi8ebNrNgmb9vPozH2Gkd1ptHnoczi+4CB7OAEabT4qwNpr3ojcg2FXSQC7P3JEBb0RPLwllD0MOD9FC8j33nsP33//Pb755hv4+fnh5s2bAAB/f39UKKGZnMiVmR5kcwxObxFR8Qy7SgJYnBCVB0ULyGXLlgEAnnnmGaPxCxcuxNChQ5UIiYiIXIxpZ94O3T0akZNQtIBMT09XcvVEROQGTDvzZgfadqDRQDXQVl1OkTNwiJtoiIiIyLkZXu9fli6nyDmwgCQiInIQch4Ra3rzkEabx5vuqNywgCQiInIUMh4Ra3rzUE42+yak8uO4T6cjIiIiIofEFkgb491+RERE5OpYQFrB9BoV3ZJF+teUvtvPsIBlZ7pERERkDywgrSHjGpXyZljAsjNdIiIisgdeA0lEREREsrAFkoiIXMpXS49A9Rk7tSayJxaQRETkUoKyciHVrvNwBDu1JrI5nsImIiIiIllYQBIRERGRLCwgiYiIiEgWFpBEREREJAtvorEBw867+TB7IiIicnUsIG3AsPNuPsyeiIiIXB0LSBcmty80o0c0AkUe00hEREQEsIB0abL7QjN4RCPgeI9pJCIiIsfAApJKptFANXCw0TARERERC0gyy6hFMuWCgpEQERGRo2AB6cY02jz0OjhPP/yjLh8+CsZDREREzoEFpBsTEPq7xwuHiYiIHJ1h93lBXr5Y3WKMwhG5HxaQREREVK5Mz4CVVgQa9RISGIjUkeH6BpBUzX27xkrFYwFJRERE5cr0DFipRaBBLyHsIcQx8FGGRERERCSLogXkgQMHMHjwYDRs2BABAQHYunWrkuEQERERkQUULSCzs7PRqFEjfPrpp0qGQUREREQyKHoNZLdu3dCtWzclQyAiIiIimZzqJhqNRgONwdNQxD+P5tNqtZAkyY5rFsX+WcpIOxEl/G1unKtzpDyYrtfRtkd5xeNoeSjtc1NelMyLJetWav8wHaf0/lI2Wq3WYEjOe3H0923P+IRJ3owVPV1qvL+Ym9fWRGmPBXYTTlVAzps3D3FxcfphPz8/nD59GklJSXbdoDrdw2XrhIBO6KDWD+uMXi+d9V8gpuvS6coaS2lKjlUndABgtG5zw/IPPJbnyf55MGU+FnPD9mTJNjEfj+1iLS4PptvIMDZ7FlaWfG6MY7Gf0vKi5LrL9VhWyrod7XNjOFza+9YJHc6fP/9wWMZ7UXTfVPj4odMJo7yZiiplfzE3r61JkoQ6deqU2/oclVMVkOPHj0dMTIx+uLBoDA8Pt2sLpOpwwsO/JQkqSWUwrIJKJWfdptNaPq/pulSqssZSmpJjNVyvJcNy3mdp6zZl/zyYMh+LuWF7smSbmI/HdrEWlwfTbWR+3TaMxYLPTXkpLS9Krrtcj2WlrNvRPjfGzL9vVW4eGn007eHwG02BChUsi0XJfVPh44dKJSEiIqLk10vZX8zNa2tCCOTm5pbb+hyVUxWQ3t7e8DZ8cooQyMjIgFqttvMpbKnYP0sZaSdSCX+bG+fqHCkP9iuEbKO84nG0PJT2uSkvSubFknUrtX+YjlN6fymbwv4KAQCyzo45+vu27/esWi2nrfVhLF8t/S88Pxv28KXAQMNgDd4AACAASURBVOiWLLJdaCZ4CruAUxWQRERE5HoMn0wj99GEQVm5kGo/PKXMjsbLh6IFZFZWFi5cuKAfvnjxIhITE1G5cmXUrl1bwciIiIiovBg+mYaPJnQOihaQJ06cQJ8+ffTDU6ZMAQAMGTIEixbZr/mZiIiIiKynaAHZvn17pKenKxkCEREROZgRR5ciNbegJTLIyxdrFI6HiuI1kERERORQUnPv85S2g1P0UYZERERE5HxYQBIRERGRLCwgiYiIiEgWFpBEREREJAsLSCIiIiKShQUkEREREcnCApKIiIiIZGEBSURERESysIAkIiIiIllYQBIRERGRLCwgiYiIiEgWFpBEREREJAsLSCIiIiKShQUkEREREcnCApKIiIiIZGEBSURERESysIAkIiIiIllYQBIRERGRLCwgiYiIiEgWD6UDKAshhNH/9lJB5QkflWfBgEoL4eMDeHsXrNvHx+h1o2n/eV38My0AiAoV9PMWN1xB7VXi/KbrgkpnNhbTdZsuuyyxCh+fgpGWDst4n7LzVEoeTN9nae9bbmymsQAocVjuNpETuyXbxNz+Udo2khVbMXkw3UZGscn8XMjNS2mfG8NYyrKuUucvJS+l7XtyX5e7Tex5LJNz7Crr50ZO3sp6LLPpvlvO+6YzHz/MxuLjY9e6wLD2kCTJbutxdJKwd/VlRzqdDpmZmUqHQURERG6mYsWKUKnc90Su0xeQhez9KyAjIwONGjXC6dOn4e/vb9d1uQrmzDrMm3WYN/mYM+swb9ZxlbwZlk3uXEA69Sns8txwkiQhKysLkiS5dZO1HMyZdZg36zBv8jFn1mHerOMqeXPm2G3JfUtnIiIiIrIKC0giIiIikkX90UcffaR0EM5CrVajffv28PBw6jP/5Yo5sw7zZh3mTT7mzDrMm3WYN9fh1DfREBEREVH54ylsIiIiIpKFBSQRERERycICkoiIiIhkYQFJRERERLKwgCSHwnu6qLzk5eUpHYJT4meUiAAWkDZh+EhFss6dO3cAFPTwzy8oyx0/fhybN2/GL7/8grNnzyodjtPYsGEDhgwZguzsbKVDcQrHjx/Hyy+/DIBP4ZDr7t27+Ouvv/DXX39xf7OQVqtVOgSyAAvIMti+fTv++OMPqFQqFpFl8MMPP2D06NHYtWsXABaRllq9ejUGDRqExYsXY/LkyRg2bBiWLl2qdFgOb/ny5Rg9ejSOHDmCixcvAmCrmjmJiYno06cPgoKCjMYzZ6X7448/8Oyzz2LkyJHo1KkTPv74Y6SkpCgdlkNLTk7G559/jps3byodCpWCHYlbadOmTRg5ciTWrVuHHj16oFq1atDpdPx1LtMvv/yCsWPHIiMjA3fu3EHlypVRt25dfRHJfBbv4MGDGD9+POLi4jB9+nR07twZV65cQXx8PDw9PdGmTRulQ3RIK1aswKRJk7Bs2TIkJibi6tWr6NWrF/ezEiQmJqJnz554+eWXMXPmTP14fjZLl5SUhGeffRa9e/fG+++/j+joaKxevRr169dHo0aNlA7PIaWkpKBbt274+eef4ePjg0aNGqFChQpKh0UlYAFphbNnz2L69Ono168fAgICMHPmTHTt2hXVq1dnESnDvXv3EB8fj1atWmHMmDHYtWsXzp49i6CgIBaRpdi2bRtyc3MxdepUAECVKlWQmZmJgwcPYseOHfD19UWrVq0UjtKxfPXVV5g4cSKWLVuGZ599FlqtFps3b0bLli1RvXp1pcNzODdv3kSnTp3Qq1cvzJs3D7m5ufjwww/xxRdfYPHixUhNTUWNGjVQuXJlpUN1OFlZWZgyZQqioqLw6aefolq1amjSpAnOnz+PX3/9FUOGDIFKxROAhu7fv4/p06cjLCwMw4YNw/Tp0yFJEho3bswi0kFxD7bCvXv30KxZMwwcOBDz5s1D+/bt0bdvXyQmJvJ0tgyVKlXCiBEj0KNHD/Ts2ROxsbFITU3FF198gT179gDg9VYl0Wg0uHjxIq5fv67P0YMHD/Dkk09i4sSJWLx4MU6dOqVwlI7j5MmTmD9/PlasWIG+ffsCANq0aYP09HQcOnQIAE/Jmrp16xZatmyJEydO4I8//sDw4cNx/PhxhIeHo0GDBti2bRumTJmCq1evKh2qw8nMzIS3tzd69uwJ4OE1fU2bNoVWq4VarVYyPIeUl5eHJk2aoGvXrnjttdfw+eefIz4+HvPnz0daWprS4VFxBFklOTlZ//e1a9fE8OHDRd26dcWpU6f04x88eCCysrKUCM9p5ObmGg0fOHBA9OjRQwwdOlTs2bNHCCFEWlqa2Lt3rxLhOayEhATRunVrMW3aNJGQkCBWrVolgoODxbZt28StW7dE8+bNxa+//qp0mA4jOztbnD9/XgghhE6n04+fNm2aiIqKEpcvX1YqNId26tQpMWjQIBEQECAGDBgg0tLS9K+tXbtWNG/eXGzdulXBCB3X77//rv87Pz9fCCHEjh07xNNPP2003dWrV8s1Lkd28+ZNo+H169eLgIAA8eGHH+r3Pa1WKy5evKhEeGSCp7AtpNPpkJeXp//lGBgYqD9dXbFiRbRt2xbnz59HXFwcunXrBn9/f7zxxhvw9vZGRESEwtE7jvPnz+P69eu4cuUKQkJC9PnUarVQqVSoXbs26tWrh4SEBJw/fx5qtRpTpkzBr7/+ipEjR7pti+SNGzeQlpaGe/fuoVKlSggLC8ODBw+wY8cOfP/99/jtt98we/Zs9O3bF76+vliyZAnCwsLw+OOPKx26Q/D09ERQUJD+kojC/z08PLB9+3Y0aNAAkZGR+v3QXRW+/8JjW7Vq1VC/fn0EBgZi4MCBRjlq1KgR4uPjERAQgM6dOysduuKys7ORnZ2N+/fv45FHHkGtWrUAFHx3FB7nTp48iZ9//hkvv/wyPDw8MGvWLHzzzTfo0aMHPD09lQxfEVqt1qhF1tfXVz9epVIhOjoadevWRWxsLCRJQmRkJOLi4rBp0ya3zZkj8VA6AGewceNGJCQkIDk5Gb169ULLli3RsWNHqFQq/c5fvXp1zJ49G5MmTULfvn1Ro0YNpKen44svvlA6fIexatUqzJkzB7m5uZAkCREREZg5cybCwsKgVqv1X1rt2rXDRx99hNjYWLzyyiuIiorCrl273LZ4XLduHZYtW4YLFy6gXr166Nq1K95//32MGzcOzz77rD4vtWvXBgBcvHgR/v7+CAsLUzJsxZ06dQopKSlQq9WIiorCo48+qs9V4f/t2rXDo48+igULFqBfv35ufWoxKSkJX331Fc6ePYsWLVrgySefRLt27dC8eXNUrVoV1apVAwCo1WpotVrcu3cPdevWxWOPPaZw5Mo7e/Yspk2bhpSUFAQHB+Opp57CO++8AwBGP0jUajU8PT3h7e2NmTNnYtasWdi9ezceeeQRpUJXzJ9//onFixfjzz//RJMmTdCrVy+0b98eQEGexD+XlAwaNAiSJOHNN9/Etm3b8Ndff2HXrl1umTNHwxbIUqxfvx5vvfUW2rdvj6CgIOzevRt79+5FTk4OWrRooS8iVSoV/Pz8EB4ejqVLl6Ju3brYt28fPD093b5VAwD279+PN998E7NmzcKoUaPQu3dv/Pjjj1i3bh3CwsIQGhqq//IubPlYunQp6tSpg19++QWenp7Iz893uzx+++23mDBhAiZMmID+/fvDy8sLu3fvRnR0NEJCQuDv749KlSqhUqVKyM3NxcWLFzF58mTk5uZiypQpbpevQl9//TXeffddHDt2DAkJCdi3bx8aN26sL4KAh60cNWvWxIYNG1CjRg1ERkYqGLVy/vjjD/Tu3RuhoaHw8/PDmTNncObMGbRp0wYVK1aEv7+/UXGtUqkQHx+PI0eO4N1330WlSpUUjF5Z586dQ+/evdG+fXv07NkTHh4e+PXXX1G3bl3UrVsXwMO71q9evYqkpCScP38e8+fPxy+//IImTZoo+wYUcPbsWfTp0we1a9dG3bp1sX//fiQlJaFLly76G2YMf+xFR0dj3759+Pvvv7Fjxw7exe4olD2D7tju3bsn+vfvLxYsWKAfd+bMGTF16lTx2GOPGY3X6XTi3r17okePHqJFixYiLy9PCCH0/7u75cuXix49eoicnByj8X369BFNmzYVR44cEUIUXN+Sm5sr+vfvL8LDw/XXSLpjHs+ePSs6duwoVq5cqR936dIlERUVJZYvX15k+jNnzohBgwaJzp076/NWeO2VO9m8ebOoU6eO+P7770VGRobYv3+/0efY8BpIIYRITU0V4eHhYvr06UqEq7jr16+LTp06idjYWP243bt3i7CwMHHo0KEi02/fvl289957IjQ01Oiab3eUlpYm+vbtKyZPnqwfd+vWLdGuXTsxa9asItP/9NNPIiAgQNSqVUscP368PEN1GDdu3BCdO3cWH3zwgX7cuXPnREhIiNi2bVuR6fPy8sTkyZNFQECASExMLM9QqRTu2TxhIbVajQsXLuD+/fv6cVFRURg9ejT69++Pr7/+Gj/++COAgl9JKSkpiI6OxsGDB+Hh4YH8/Hx4ePAqAaDgjs4bN27A29sbAJCTkwMA+OmnnxAcHIz3338fQEHLhqenJ2bOnIkzZ87oWx7dMY/3799HREQEmjdvDqCgFaN27dpo06aN/sk9hk9sCA0NxYQJE7Bz50593tztlOzt27exdu1avP7663j++edRsWJFtG/fHnXq1MGWLVsAGN/ZL4RAYGAg1q9fj3/9619Kha2oU6dOoVatWhg8eLD+tGHnzp0RHh6OCxcuADC+Qz05ORnXr1/Htm3b3P709a1btxAUFIRu3boBKLjeMTg4GF26dNHfnW74GQ0MDER0dDR+/fVXNG3aVJGYlVa4vw0dOhRAwd3XERERaN26NdLT0wEY72/5+fmIiIjA3r172fLoYFhAlkAIAQ8PDzRv3hyXL1/GvXv39K/Vrl0bw4YNQ2hoKH755Rf9+KZNm2LOnDluXfSUZMCAAcjIyMCsWbMAAD4+PtBoNACAZcuW4erVq1i7di2AggNueHi42+cxNDQUY8aMKXLQFEIgMzMTAIwKRD8/P7Rs2VJ/jZo75k2lUiEyMhJPPPEEgIePGW3VqpX+S0mYdNej0+nQrFkz/Y8+d1O1alV0794dDRs21N9gJISARqPB7du3ARgX3TExMVi0aBGioqKUCtlhBAcHY9CgQejSpQuAh3nS6XT67wzDy0jatWuHn376CQ0aNCj/YB1EvXr10KFDBzRs2BAA9DfCCCH0Rbfh/ubj44MRI0a4/Y8VR8QCsgSSJMHb2xtPPfUU1q9fj82bNxt98YSHh6Nfv3744YcfcP369SLzu+OXtznVq1fHqFGjsGXLFqxYsQIA4O3tDZ1Oh4oVKyIwMBBZWVkAjIsid85jcHAwWrRoAcC46NFoNPriGwBeeOEFzJ8/32hed2t5LBQUFIQXX3xRf1dw4RdR4WP48vPz9ePOnj0LSZKMvuDdcX9r2rQpRo4cCeDhtXqSJKFSpUpG+9EXX3yB7du3AwD8/f0VidXRBAYGokePHgCMn86jVqv1P0YkScKMGTPw8ccfA4Dbd7weFhaGMWPGADA+rhX+8C20fPly/PDDDwDgttdyOzr3O1rKNHjwYCQnJ+O9996Dh4cH+vbtq7/7q2bNmoiMjGRXAhZ45JFHMGjQIFy9ehWrVq3C/fv3MXbsWKhUKvj6+sLb29ttix5LGP4ir1y5sn4ffP7553Hp0iV88803SoXmcEJDQwEYf6Gnp6fj3r17+gLx+eefR05ODrZu3apYnI7IcD/z9fWFl5cXAGDatGlYsmSJ/nn1VJTpZ7Twe2HatGlYvHgxtm3bVmQ6d2fYpVZAQID+h8m0adOwaNEi7Nu3T+EIyRwWkABOnz6NyMjIIq0PhTv2Bx98gLy8PIwdOxZ//vkn2rRpg/r16+Ozzz5DxYoV9a0bZN6jjz6Kd955B8uXL8eCBQuwa9cuREZG4vjx49BoNPpWEDLPw8MDOTk5GDFiBP7++28cOnTI7U/3F8f0i7rw+tuBAwfi8uXLOHDggBJhORRh5lGhd+/ehU6nw7x58/QFkLvepV4cc7nLycmBl5cX5syZg0WLFmH79u1uebe1JQpzmJ2dDQCYPXs2lixZgm3btrn1qX5n4PbfNp9++ilmzpyJjRs3on379katYIYHh48//hi1atXCt99+q+9extfXF1u3boUkSdDpdG7fzG7ugFooPDwc7733Hnr06IEFCxbgxo0biIyMxKeffgoPDw+3fMyXJXkzlJGRgVWrVqFRo0YsHi1UtWpVeHl5oVevXrhx4wYOHz7slnkr/HylpqYiKCjI7H7n5+eHGTNmIC8vDz///LPb3vRRqPBzeuvWLVStWtVs7rRaLdavXw8/Pz8kJCSweLSAWq3G9OnTAQBbt25Fs2bNFI6ISuM+R84STJo0CUeOHEFMTAwWLlyIDh06FClgCg8co0ePxjPPPIP09HTodDpERUVBpVK53ZdQcQyLoFWrVqFmzZro2rVrsdMGBgaiU6dO6NSpk9F4d8yjnLwVatGiBR48eIDVq1e77d3+wuSJMgDM/oi7e/cujh49isaNG7tl8ZicnIxz587hmWeewaZNm7BmzRosWrQIwcHBJc4TGBgILy8vbNmyBdHR0eUYrWOSJAnHjh3DjBkzsGTJErNnnsLDwxEWFoYVK1a47c1GhZ/NEydOQK1Wm70JRgiBypUrw8/PD5s2bXLbnDkd+/cU5LgMn8Pcr18/0bBhQ7F79+5i+84z7TuukFartVt8zsIwBydOnBB9+vQRLVq0EIcPHy5xnpLy6U6syZsQBf2oFc7rjv1jGubt5s2bIiMjo9T96dSpU2LKlClu2T+rVqsVM2bMEAEBAeKDDz4QAQEBYu3ataXOt3fvXvH333+XQ4TO4+TJkyIgIEB8++23Zqe7evWquHHjRjlF5XgKP48//fSTaNiwoRg7dqy4ffu22XlOnjwpUlJSyiM8shHp/7d350FR3FkcwL8MQ+KqhQz3gAgZYQBRRBERFAzBxQNjQuJBSEDEtQQvPBaS3S1BjBEIgkVU1oNNNAqRMkQ8V8LEiyQqawaEsLjEo3QNyzGcgwzLMW//sKbDqDFios3av89/85vpqjevprvf9O/Xr4nu62khEA+7WvH666+juroaWVlZD70SyTxacnIyvv/+ezQ0NKCiogIODg748MMP4efnx3doA9qT5o36OfX9vElOTsbRo0chEolgbm6O5ORkrhXNowjpymNf8+bNw+nTpxEVFYW0tDS27OYx6fYz3fT/pk2bcOHCBezZswc2NjZ8hzdgFRcXIzQ0FGlpaZgxYwZMTU35Don5jQn26KE7cBYWFqKkpAQAUFBQALlcjmXLlqG4uFivpQDzaB9//DF27NiBZcuWITc3F3v27IG9vT3ee+89drPCI/yavAmteNT1dASA3Nxc7Nq1C9HR0YiMjIRIJMLs2bO5vqx9/xff/x9ZSMWj7rt3d3fD1NQUvr6++Pjjj5Gfnw+RSMT1fHzYNsw9ups7dOcMLy8v1NbWck3W+/4umZ989dVXCAkJQVhYGPeoS3ZOfc7wdelzIKiuria5XE4xMTGkVCq58ddee41cXV3p7NmzgnwU3JNYsWIFLVmyRG+suLiYgoKCaNKkSQ99JBrD8vYk/v73v9PmzZspNzdXbzwmJoZkMhnV1NTwFNnAoptGVCqVVFRURGq1moiIEhMTydTUlA4dOqT3uVu3bvET6ACmVCpp2rRpdOjQIWpqauLGw8PDaerUqYJaCtFfb775JoWGhnKv+y4zYfvo88Fww4YNG/guYp8Vum/Kz8zMDHZ2dsjPz0ddXR2kUimkUilCQ0OhUCiwf/9+ODk5QSaTCe5qz6NotdoH8nHx4kVUVlbitdde49qljBgxAq2trfj8889x5coVyOVyrkefELG8/XqlpaVYu3YtFAoFZsyYgdGjR6OrqwuGhoYIDg7m9uVfuhHpeac71h09ehRLliyBjY0NbG1tYWZmBk9PT/T29iIhIQEymQxubm5IT0/Hvn37MHPmTK73o5Dp8ldZWYn29nakp6ejvLwc169fx5QpU2BnZ4dLly5h8ODBcHV1FfxykvtptVpcv34d165dw6RJk2Bqasp1K6mtrcX69esxcuRIWFpa8h0q8ysIqoDU7eBtbW3cydrFxQUWFhbIy8tDfX09bG1tYW1tjdDQUBw8eBA3b97E3Llz+Qx7wNHlUaFQQCaTAQDq6upQWFgIqVQKBwcH7iTU0NCA7u5uSKVS/OMf/0BAQAAGDRrEW+x8Ynnrv/tPzIMHD4aRkRHKy8tRV1eHBQsWcE/9ICIUFRVh8ODB3NNBhMrAwAAXL15EVFQUEhISsHjxYlhZWQG41w/T09MTIpEIf/7zn3H69GkUFBRg586dsLOz4zlyflGf9Y4ikQgymQxBQUGYMmUK2trakJOTgyNHjkCr1UKpVEKr1WL69OmCLh51OautrUVTUxO6urowdOhQmJiYICMjAx0dHXBwcIC5uTl6enqwc+dOfPXVV1i4cCE3tc38fxLETTQlJSUwNTWFo6Mj/vrXv+LmzZtYsWKF3lWdgoICxMXFITAwEDExMVzfLrbQ/OGqqqowefJkhIeHIzMzEwAQHR2N8+fPIy4uDr6+vjA3N8eKFSswfvx4SKVS7mTl6OjIc/T8YXl7fPfve3fv3sWQIUPQ2dmJ3NxcbN++HRMmTMDu3bu5z7zyyiuYOHEiUlJS+Ah5QNCd0D/44AP885//RE5ODvfe/X1Wi4qKcOPGDQQFBeGll17iI9wBQ5e3c+fO4fjx42hpaYGLiwsiIiJgYWGBrq4uaDQabNy4EU1NTThy5AgMDQ1x7do1GBsbC7KI1OXsxIkT2LRpEwCgtbUV8+fPx5o1a1BWVobo6Gg4ODiAiCCRSHDhwgUcPXoU7u7uPEfP/Gp8zJs/S7du3aJp06ZRaGgo1dbW0oEDB0gmk1FSUtIDa35SUlLI3t6eIiMjqaqqihtn6yAf1NHRQZ999hnZ2dlRbGwsNx4bG0uTJ08mOzs7mjBhAnl5eRHRvfWmnp6e9K9//YuvkAcElrfH07dVz7Zt22jx4sXk5eVFH330EVVVVVFPTw/t3r2bRo0aRb6+vhQZGUlRUVHk6ekp2HVp97cyWrlyJS1YsICIHmw3VlZWRhqN5qHbCdnx48fJ2tqaVq1aRSEhIRQQEEBjxoyhO3fu6H2upqaG9u/fT5WVlTxFOnCcO3eOhg8fTjt37iSNRkNpaWkkkUgoPz+fiIhKS0spOzubli5dSlu2bKHq6mqeI2Z+K899AUlEtHfvXnr11Vdp0aJFpFar6YsvviBnZ2dKTEzUKyKzsrIoODiYYmJiWH/Hx6DRaCgvL4+kUimtWrWKG1cqlXTixAk6efIkV3zHx8eTn5+f3kJ0oWJ5e3xJSUkkl8tpx44d9Mknn5C9vT2Fh4eTWq0mtVpNe/bsoQkTJtCkSZPozJkz3HZCKiI7Ojqos7OTbt++TZ2dndx4cnIyOTg4kEqlIqKfCsW2tjZKSEigs2fP8hLvQKVSqcjPz48yMzO5scrKSgoJCaFx48YJdh/8ObrfU1xcHK1du5aIiO7cuUPjx4+n1atX8xka84w81wVk33/WOTk5NH36dFq0aBG1tbXR559/Ti4uLpSQkECXL1+mrq4uCg8Pp4KCAm47VkTq27ZtGyUlJemNaTQaOnjwIFlYWNC77777wDbffvstLV++nGQyGZWXlz+rUAcUlrcnU1ZWRhMnTuQaqyuVSjIzM9Nrgt3R0UG7du2iwMBAWrlyJTculFmDq1evUnh4OPn4+JC5uTn5+fnR+vXriYiovb2d/P39ycfHh+rq6kir1VJ3dzclJSWRm5sb/fvf/+Y5en61t7cT0U/H+Vu3bpFcLqfTp09zn+np6aHy8nKaOnUq7dmzh4iEe8X2/vOi7nVYWBjl5eVRR0cHubq6UmxsLPfe4cOHqbi4mJ+AmafuuV7cp3vUGQCEhYUhIiICNTU1iI2NRVBQEFJSUqBQKPDOO+/Ax8cHP/zwA4KDg7nt2NrHn2g0GnR0dGDXrl1IT0/nxgcNGoQ5c+Zg7ty52L17N5YvX663nVgsRmNjI44dO/bIR1k9r1jeHt9///tfvdc9PT0YPHgwJk6ciMOHD2POnDlITU1FaGgo2tvbcebMGfzud7/DW2+9hfnz56OiogJRUVEAIIiHAFRWViIoKAhWVlaIiYnBJ598Ajs7O+zatQuhoaEQi8XYvn07hgwZgokTJ2LmzJkICQnBp59+itzcXAwfPpzvr8CbhoYGjB07FocPH+aO85aWlrC1tdXrv2poaIjRo0dDLBajuroagPD6r95PrVYD+CkPlpaWyMjIgJeXF1599VWkpaXBwMAA3d3dOHbsGM6fP4+enh4+Q2aekuf+Luy+z8sdM2YMRCIRvv76a3zzzTdYunQpZsyYAVdXV7i7uyMzMxNisZi7A0/IdC1ndLkzMjKCi4sLTExMsHXrVvT29sLX1xcAYGRkhKqqKrz44otob2/H3LlzuYOLra0tZs+eDalUyufXeWZY3p7M6dOncerUKbz44ouwtrYGANy4cQM5OTkwMTFBfHw8EhIS8Ic//AEAcOHCBfztb3+Dm5sbbGxs4OzsDI1GgytXriAwMBBDhw7l8+s8dSqVCgsXLsQbb7yBDz74AGPHjoVcLsfUqVNhY2ODffv24caNG1i8eDHCw8MxZMgQWFhYwNXVFZs2bYKLiwvfX4FXnZ2d+PHHH5Gamgo3Nzc4OTlBq9WiqqoKJSUlMDExgbOzM4B755CioiIMHz6cezqU0IrI27dvIzs7G++//z4yMzOhVCqh0WgwevRoODk54dSpU7h79y5ycnIwaNAg9Pb2Ijk5GYWFhdi0aRPMzc35/grM08Dr9c9nqO+0w4EDB2jGjBm0DKFTPQAACKlJREFUaNEi7lmvuveFMvX1KIcOHaLo6GiqqqqitrY2vfcaGhooMzOT7O3tKS0tjYjuralatGgR5eTkcJ8T4vQ/y9uTOXDgAI0aNYrWrl2r19Bfq9VSREQESSQSSk1N5cY7OztpwYIFFBERoZcvtVpNzc3NzzR2vly5coV8fHyosrKSO2bpctHS0kJpaWkklUrp2LFjfIY5oNXX19O7775LEomEy1NjYyO98cYb9Pvf/57+9Kc/0eHDhykuLo7s7OwEdyObzvfff0+enp60ePFiio2NpbS0NBo7diy5urrS5s2biYgoPz+ffH19yd3dnSIjI2nevHnk6OhIV65c4Tl65mkSRBsfHerTUy4nJ4ebxklISICtrS3P0Q0Mra2tCAgIgFqthoWFBTw8PDB58mS8/fbb3Gfq6+uRn5+PxMRE2NvbAwBeeOEFnDt3DmKxWJBNdVnenkx+fj5WrVqF7du3IzAwEMbGxnrvFxcXIzU1FXfu3MF7772H5uZmKBQK1NTU4Pz58zAyMuKu+gopd7m5uVi3bh3+85//AHiwX+atW7fg7++PP/7xj1i5ciU3LsTfmM7du3fR29ur9xurra1FRkYGsrOzsXfvXsyZMwdNTU3YunUrLl26hKamJlhaWiI1NVUwS0n6qqiowKxZsxAVFYW1a9dyfRuvXbuGLVu2QKFQIC4uDkuXLsW1a9dw4MABNDc3Y8SIEQgJCeH63TLPp+d+CruvvlOL7u7uICKcPXsWw4YN414L9eCqY2RkhIaGBsyePRtLlixBR0cH3n//fVRUVKC6uhpeXl4wNjaGl5cXpk+fDrFYDB8fH2zbtk3Q0/8sb/3X0NCAxMREREdH4+233+aa+7e3t6O8vBz19fXw9vaGt7c3fvzxR+zfvx+NjY0YMWIE8vLyYGRkhJ6eHhgaGgpuv21vb0deXh7kcjmcnZ0f+P4mJiYoKCiARCLReyqP0PKkc/36dcybNw9HjhyBWCxGfX09XnrpJQwdOhT+/v5oaWlBYmIinJ2dMW7cOPj7++Odd97B3LlzERYWJsj1ojdu3EBAQACWLVuGhIQEGBkZQSQSoaenB+bm5nBzc0NFRQWKi4sREBAAR0dHvPzyy5g5cyZ8fX0hkUj4/grM08bXpU8+9Z3Onj9/PoWFhfEYzcBTVFREdnZ2VFFRQUT37hjevHkzSSQS8vPzoy1btlBZWdkD2wmpdcrDsLz1T319PXl7e9Px48e5sezsbFq4cCFJJBJydnamOXPmcO/p2tHoCDVvRPfapTg5OdFbb71Ft2/f5sZ109jNzc0UFBREBw8e5CvEAaO3t5c2btxIEomEpFIp+fj4kIeHBwUEBNC6detIqVRSaWkpt68qFAq+Q+Zdb28vJSUlkaOjI+3cuZMb1y2X0J1Dv/nmGzI1NX1gqYRQ71QXGkFdgdTpeyWypKQE3d3dmDlzpiDu3HwcMpkMNTU1KCsrQ1BQEMRiMeLj4+Ht7Q1PT08olUps2LAB1tbW8PDw4LYT2hW0+7G89U9HRwd2794NIsKQIUOQkJAAhUIBJycnrF+/Hv7+/igoKIBarcbkyZPxwgsvcLkiIkHvr8bGxnBwcEBmZiZUKhVGjhwJCwsL7gpjeno6Ll26hPj4eME/Ls7AwAAuLi7o7e3FsGHDMH78eKSmpqKrqwvl5eXIysqCQqGARqNBW1sb9u3bhylTpgj6+fMGBgaQy+VQq9VQKBRobGyEj48PRCKR3pIRMzMz7Nu3Dx4eHhg/frze9szzT8x3AHwxMDBAY2MjKioqkJGRwT2DmLnH3d0dOTk5aG5uxuuvv45hw4YhKysLxsbGqKurw8WLFxEcHMx3mAMOy9vjs7CwQFZWFiIiInD+/HkMHToUKSkpcHNzg5mZGVpaWmBsbIze3l4A91ob6bATFDBr1iykpKQgPj4e3333Hby9vWFlZYXbt29DoVCgoKBA0EVQX1ZWVli5ciUyMjJw8eJFyGQyxMfHAwAuX76M2tpa7N27F5aWllCpVDAzM+M5Yv5JpVKsXr0a6enpOHnyJAwMDLB69WqIRCLukZjl5eWwtraGl5cX3+EyPBDUTTQP09nZiUGDBvEdxoAUGBiI0tJS+Pr6Yv/+/Q9d09LT06N3YmdY3vpLpVLh7t273I1FOi0tLQgLC8P8+fMRGRnJT3D/By5fvoyPPvoIP/zwA4YNG4YxY8ZgyZIlkMvlfIc24Ohumvnuu+8wa9YsrFu3jnuvu7sbRITW1lZYWFjwGOXAUldXh/T0dJSWliI4OBirV6/m3vvLX/6Cq1evIjs7m615FCDBF5DMg3TT+3l5ecjMzERWVhY8PDzYTUa/gOXtt6NSqbB8+XI0NTXh1KlTgp6ufhy6m7AMDAyg1WoFuyzicfQtiGbNmoU1a9YAYH/qHuVhReSWLVuwY8cOnDhxAqNGjeI7RIYH7CjDPEBX7Pj5+aG5uRlnzpzRG2cejuXt12tsbMTWrVuxfPlyqFQqnDx5EoaGhtw0NvNwuuIRYL+3X2JlZYV169Zh3LhxKCwsRHJyMgCw4vER+ubsyy+/xLRp05Ceno6CggJWPAoYKyCZn2VjY4M1a9Zg+/btuHr1Kt/h/N9geXtyNTU1uHTpEmQyGQoLC/Va9TA/r2/RyArIX6YriEaOHImSkhI0NTXxHdKAp8uZTCZDc3MzvvzyS4wdO5bvsBgesSls5pFu3ryJDz/8EDt27GDTYv3A8vbkWltbYWxsDAMDA26xPsM8DfX19QDuPc+ZeTwqlQparZbljGEFJPPLdGv42Mm8f1jefh22dpRhGGbgYgUkwzAMwzAM0y9sbo1hGIZhGIbpF1ZAMgzDMAzDMP3CCkiGYRiGYRimX1gByTAMwzAMw/QLKyAZhmEYhmGYfmEFJMMwDMMwDNMvrIBkGIZhGIZh+oUVkAzDMAzDMEy/sAKSYRiGYRiG6RdWQDIMwzAMwzD98j8nL4eyXarkgQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mpf.plot(df,ax=ax1,volume=ax2)\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "**Notice** above that we display the plot by simply saying,\n", + "\n", + "**`fig`**\n", + "\n", + "This is because the code is executed in a jupyter notebook **cell**. \n", + "\n", + "In a normal python script you would call **`mpf.show()`** or `plt.show()`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "---\n", + "#### EXAMPLE 2\n", + "\n", + "Create a figure, (with `default` style) and create four subplot Axes each with a different style." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = mpf.figure(figsize=(12,9))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "ax1 = fig.add_subplot(2,2,1,style='blueskies')\n", + "ax2 = fig.add_subplot(2,2,2,style='yahoo')\n", + "\n", + "s = mpf.make_mpf_style(base_mpl_style='fast',base_mpf_style='nightclouds')\n", + "ax3 = fig.add_subplot(2,2,3,style=s)\n", + "\n", + "ax4 = fig.add_subplot(2,2,4,style='starsandstripes')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "mpf.plot(df,ax=ax1,axtitle='blueskies',xrotation=15)\n", + "mpf.plot(df,type='candle',ax=ax2,axtitle='yahoo',xrotation=15)\n", + "mpf.plot(df,ax=ax3,type='candle',axtitle='nightclouds')\n", + "mpf.plot(df,type='candle',ax=ax4,axtitle='starsandstripes')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "---\n", + "#### EXAMPLE 3\n", + "\n", + "Three candle plots side-by-side" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "aapl = pd.read_csv('data/yahoofinance-AAPL-20040819-20180120.csv',index_col='Date',parse_dates=True)\n", + "goog = pd.read_csv('data/yahoofinance-GOOG-20040819-20180120.csv',index_col='Date',parse_dates=True)\n", + "spy = pd.read_csv('data/yahoofinance-SPY-20080101-20180101.csv',index_col='Date',parse_dates=True)\n", + "aapl = aapl.loc['2016-05-01':'2016-07-31']\n", + "goog = goog.loc['2016-05-01':'2016-07-31']\n", + "spy = spy.loc['2016-05-01':'2016-07-31']" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = mpf.figure(figsize=(9,6),style='yahoo')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "ax1 = fig.add_subplot(2,3,1)\n", + "ax2 = fig.add_subplot(2,3,2)\n", + "ax3 = fig.add_subplot(2,3,3)\n", + "\n", + "av1 = fig.add_subplot(3,3,7,sharex=ax1)\n", + "av2 = fig.add_subplot(3,3,8,sharex=ax1)\n", + "av3 = fig.add_subplot(3,3,9,sharex=ax3)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "mpf.plot(aapl,type='candle',ax=ax1,volume=av1,mav=(10,20),axtitle='AAPL')\n", + "mpf.plot(goog,type='candle',ax=ax2,volume=av2,mav=(10,20),axtitle='GOOG')\n", + "mpf.plot(spy ,type='candle',ax=ax3,volume=av3,mav=(10,20),axtitle='SPY')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "---\n", + "#### EXAMPLE 4\n", + "\n", + "OHLC Bars, and Candle, on same plot:\n", + "- First using addplot\n", + "- Second using External Axes, **which allows us to use a different style for the OHLC bars versus Candles**" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ap = mpf.make_addplot(spy,type='ohlc')\n", + "mpf.plot(aapl,type='candle',style='yahoo',addplot=ap)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s = mpf.make_mpf_style(base_mpl_style='seaborn',rc={'axes.grid':False})\n", + "fig = mpf.figure(style=s,figsize=(7.5,5.75))\n", + "ax1 = fig.subplot()\n", + "ax2 = ax1.twinx()\n", + "mpf.plot(spy ,ax=ax1,type='ohlc',style='default')\n", + "mpf.plot(aapl,ax=ax2,type='candle',style='yahoo')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### Example 5 - passing external axes into addplot\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "fig = mpf.figure(style='blueskies',figsize=(7,8))\n", + "ax1 = fig.add_subplot(2,1,1)\n", + "ax2 = ax1.twinx()\n", + "ax4 = fig.add_subplot(2,1,2)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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1NVpSbL+80sCznx3k1W1H2XXiEhVGIxMG+PDyvDEMtqByTU3p4aZlsL8L8ZfySMkuUjocIYQQQhFWSgcgzKN2SaX6SWhTdT8XLXmU8E3rW50YZ+QX8/PJNH4+dYmz6QVAVeH2P90aTG8v87fUNJlMrP3uGHHJOQQHuHH/jQMY5OeClabzvaeaNqwHJy/m8eOxVB6YNFDpcIQQQogOJ4loF+RqC/m19sC0R93PtLxiPvj5dJ01jkN6uGJjpSbmQjaPfLCXu6/rx93X9TVrGaX/7D3LzuMXCfRw5OV5Y3C0szbbtTvajYP8+NeOk+w8dpH7bxyAuhMsKRBCCCHMSRLRLigi7Mpay0qDkcyCErS21r8lbc0nO+GnrySv9lpHBg0ZWlNqKr+4nP/uT2DbkSQqDEb83bTMGhnAjYN88XK2x2QysevERdbvOMnH+86yNz6Np2ePIMi37W02f4hL4eN9Z3HT2rLqzpBOnYQCONlbM76/N3vi0zialM3IQA+lQxJCCCE6lCSiXYzJZCItrwSdPosVX2YRnZRNcVklUJWCOqqtsVdZoVbBPetBhYqKGx7lw19OM7q3B4P8XQk/o2bRgKq1mP/asptzGQWcupTHM58e4OTFXErKDbg42HDvhCBuHdGzzrS4SqVi6tAejO7tyb9+PMHPp9J4/KNfuef6/tx9Xd8WT6EbjCZOXswl6XIRF3OKSM0p5uC5TOysNaxcMBZvnX17/PV1uClD/NgTn8ae+DRJRIUQQnQ7koh2crlFZUQmZJCQXkBiViEXsgopLK2oOe7iYMPw/l6UVhgoKKngbHY5akMFKhUUlAAmMLn1IvzXBMJ/TQC1BoPahqknysFouOp+blpb5o7tzYLQvjjYNv7t46q15bk7RjFhYBr/iDjGR3vPEJmQwR+nD6O/j3OjO9tNFaV8si+F72JTyCwoqXPMwdaKv9xmntFVSzGmjyd21hp+PZ3B47cMlel5IYQQ3Yokop1QYUkF+06nsftkGrFJl6m9Sd1Na8vo3h4M7+XO2D6e9PV2rpPcjPsCcsrAzRZ2za96bsaN4/nTv74gOjGbiFOXwVCB0cqWwT42ONtbE+DuyEA/Fwb5u+DlbH9N5ZFuHOTLsJ6urP3uGFEJmTz64T5cHGwY1tMN6zw3tAYrbPRl/DOilEt5xVScv8y/401YqVW/fa0b/m5a/F217Eq3I7Rf59uU1BRbaw0hfb3YE5/GidRchvV0UzokIYQQosNIItrJJGUV8sePI2tGPQPcHZk82I9hAW709nRC52DT5Ne72kKpoW6Be1VZIVOH9mDq0B58VXolUV033zwxuzna8cr8Mfx08hI/n7zEsZQc9p5Ox4507H47Z1v2b3+wtufBG3pxS3APXLV1q/Cv3wXhZ5uuidoZTRzow574NPbGp0siKoQQoluRRLQTKSqt4IUvD1NYWsFto3sxc2QAvT2drmmEMiIMbv0Gvpt95bmOKK6vUqmYMsSfKUP8MRhNXMgq5L5tORRXmLC3s+Xdm+1wd7Tjgb323DW+4dfTVVuVjuvnhY2Vmr2n03hk6qBOUZBfCCGEMIeuNc/ZhRmMJv72vxgu5hYzc0QAj98ylD5eja+1bEr9uqLmLq7fHI1aRV9vZypcAil07k2lkx/Derrh5+rQLZMwexsrxvTxJKuglNNp+UqHI4QQwgLt2bOH2bNn4+fnh0qlYuvWrXWOr1ixgoEDB6LVanF1dWXq1KkcOHCgzjmBgYGoVKo6j2effbYjX8ZVJBHtJP695zQHz2Ux2N+F/5s2uE3XaqquqKstOFg13ZveXOrfa/o2uKiv+ljNHB2fOoMJA3wA2BufpnAkQgghLJFer2f48OGsW7euweNBQUGsW7eOY8eOsW/fPgIDA5k2bRpZWVl1znv55ZdJS0ureTz33HMdEX6jFE1EzZHd5+bmsnjxYnQ6HTqdjsWLF5OXl9eRL6Pd/XIqjU/3n8Pd0ZYX5442a4H4+iLCwF/bMeswI8Lg6ZFX7pVbBsWVdaffwzd1j0R0fH9vrNQq9p5Ox2RqfYtUIYQQXdOMGTNYuXIlc+bMafD4woULmTp1Kn369GHIkCGsXbuWgoIC4uLi6pzn5OSEj49PzcPR0bEjwm+UoomoObL7hQsXEhsbS0REBBEREcTGxrJ48eKOegntrqCknDe+i8Nao+bFuaNxd7Rr/os6kfbo+tQZOdpZMzLQg0u5xZzPLFQ6HCGEEB2gsLCQgoKCmkdZmXk2QpSXl/P++++j0+kYPnx4nWNr1qzB3d2dESNGsGrVKsrLyxu5SsdQdLPSjBkzmDFjRqPHFy5cWOfztWvXsmnTJuLi4pgyZQqnTp0iIiKCqKgoxo0bB8CGDRsYP348p0+fZsCAzp/lfHUwkeKyShZd34/B/q5Kh9OuGtrR351MGOjDofNZ7I1Po6+3s9LhCCGEaGeDB9ddavfiiy+yYsWKVl9v+/bt3HXXXRQXF+Pr68uOHTvw8LjSLOWJJ55g1KhRuLq6cvDgQZYvX05iYiIbN25s9T3bqtPsmm8ou4+MjESn09UkoQChoaHodDr279/faCJaVlZW511HYaFljkAVlJTz9aELONhaMTekt9LhtLuGdvR3J9f19+Yt1TH2xKfzuxs7/5soIYQQTTt58iT+/v41n9vatm0kZvLkycTGxnL58mU2bNjAggULOHDgAF5eXgAsW7as5tzg4GBcXV2ZN29ezSipEix+s9L27dtxdHTEzs6ON998s052n56eXvOXW5uXlxfp6emNXnP16tU1a0p1Ot1V70gsxZaDiRSXVzJnTCDO9k3XB+0q6u/o705ctLYEB7iTnF1EanaR0uEIIYRoZ05OTjg7O9c82pqIarVa+vXrR2hoKJs2bcLKyopNmzY1en5oaCgACQkJbbpvW1h8Ilqd3e/fv5/p06ezYMECMjMza443VO7HZDI1WQZo+fLl5Ofn1zxOnjzZLrG3RUFJOVsOX8DBxoo53WA0tFp3XzMa0tcTgOgL2c2cKYQQQjTNZDI1ue40JiYGAF9f344K6SoWPzVfnd1XZ/j9+/dn06ZNLF++HB8fHzIyMq76mqysLLy9vRu9pq2tbZ13HQUFBe0Se1tsqbU2tLuMhgoYGVg12h+bdJmw0b0UjkYIIYSlKCoqqjNymZiYSGxsLG5ubri7u7Nq1SrCwsLw9fUlOzub9evXk5qayvz5VW0SIyMjiYqKYvLkyeh0Og4dOsSyZcsICwsjICBAqZdl+YlofbWz+/Hjx5Ofn8/BgwcJCQkB4MCBA+Tn53PdddcpGWabFJZU1IyGKrE2tDtPjyutj5czTnbWxCZlYzSZUHfDAv9CCCGudvjwYSZPnlzz+ZNPPgnAfffdx7vvvkt8fDwfffQRly9fxt3dnbFjx7J3716GDBkCVA3Cbd68mZdeeomysjJ69erFkiVLePrppxV5PdUUTUTbmt0PGjSI6dOns2TJEt577z0AHnroIWbNmtWpd8x/dfC8oqOh3X16XEkatYrhAW7sO5NBYmah7J4XQggBwKRJk5qsM71ly5Ymv37UqFFERUWZO6w2U3SN6OHDhxk5ciQjR44EqrL7kSNH8sILL6DRaIiPj2fu3LkEBQUxa9YssrKy6mT3AOHh4QwbNoxp06Yxbdo0goOD+fjjj5V6SW2WmqPn8wPnu81OeXG1Eb9Nz8ckXVY4EiHMo7t0SBNCXDtFR0Tbmt0DuLm58cknn5gzLMUYTSbWfhtHeaWRR28e0u3Xhi6YGkpJsV7pMDrcyMCqEhoxF7KZF9JH4WiEaLvwTetZtORRpcMQQlggi9813518cySJuJQcRvZyZ+aInkqHo7gSfRGOWq3SYXS4AHdH3LS2xCVnU2kwKh2OEEII0W4kEbUQ6XnFbNgdj521hidnBjdZfkp0bSqVihGB7pSUGziTnq90OEIIIUS7kUTUAphMJtZ+d4zSCgMPTBqAr4uD0iEJhY3sVTU9Hyv1RIUQQnRhkohagIijKURfuMzQHq7cNiZQ6XAshr3WkSJ991sjCrU2LF2QDUui65HNS0KIapKIKqygpJwNu+Ox1qj588xgqRtZy+c7o7B3uLJGVK0C17Z1P+s0fF0c8NHZczw1l/JKg9LhCGFW4ZskERVCVJFEVGEf7TlDQUkFC0L70MPdUelwLJqrLUSEKR1FxxkZ6EGFwcjJ1FylQxGiTUqK9SyYGtro8fDTHRiMEMKiSCKqoPOZBXwTnYSnsx13je+rdDjCwoyoLuOUJOtERefmqNVSoi8CqsqyFeTm1ElMw88oFZkQQmmSiCrEZDKx7ocTGE3w8E2DsLfpdN1WFdfVR1FGVG9YkkRUdCEl+iLS0y7VJKZCiO5NElGF/HwqjbiUHIID3LhxkK/S4XRKXX0Uxd3RjgB3R05dzKOwpELpcIQQQgizk0RUASXllby/6xRqFTw2bYjUDBWNGh/kjdFkIjIhQ+lQhBBCCLOTRFQBn+4/R1ZhKbNH9aKPl7PS4QgLNmGADwB749MVjkQIIYQwP0lEFTC8lxtDerhy38QgpUOxeIse6N79qQf46vB0tuPw+SxKyiuVDkeINrPXOuLj64e9tmOqhEjNUiEsmySiChjd25N/3HsdzvY2Sodi8RYt6d6JqEqlYsIAHyoMRg4kZCodjhBt9vnOKJxd3fh8Z1S732vB1FDeeX1lk6WjhBDKkkRUdErTt8FFfdXHru6G36bn952W6XnRNXTUTIfs0BfC8kkiKjql3DIorqz62NUN6eGGi4MNB85lSpcl0SkV6fV1puK7+0yHEOIKSURFp7Gomy6p1ahV3DDAh5JyA4fPS+950fnYO2g7ZCpeCNFxCgoK2Lp1K6dOnWrTdSQRFZ3GogFKR6CcCQNlel4IJXT1xhlCtNSCBQtYt24dACUlJYwZM4YFCxYQHBzMV1991errSiIqRCcwPMAdJztrIs9mUGkwKh2OEN1GV2+cIURL7dmzhwkTJgDw9ddfYzKZyMvL45///CcrV65s9XUlERWiE7DSqBnf35vC0gpp+SmEaLOmRnql5JVoSH5+Pm5ubgBEREQwd+5cHBwcmDlzJmfPnm31dSURFaKTkOl50RV1pwoYlqT2SG/9xDN8kySi4mo9e/YkMjISvV5PREQE06ZNAyA3Nxc7O7tWX1cSUSE6idG9PbC30fDrmQyMJpPS4QhhFpZWAaM7jgZK4ila4o9//COLFi2iR48e+Pn5MWnSJKBqyn7YsGGtvq4kokJ0EjZWGkYHepCrL+Nser7S4Qhh8VrTxak7JGXTt1lO4i86j0cffZTIyEg++OAD9u3bh1pdlUL26dNH1ogK0V2M6+cFIF2WhGgBc3dx6iqjpbllYGxkUmXB1FAKcnO6RDeqrvLvZUnGjBnDHXfcgaPjlTd3M2fO5Prrr2/1Na3MEZgQomOM7VuViB48l8W9E7ppYVUh2kntJKyh5DV80/p2KcZ/Nj2flVtjcLDR4Oeqxd/Vgd5ezkwc6ItGrTL7/ZpS3Y1q0JChHXrf9tBe/17dyZNPPtnic9euXduqe0giKkQn4uFkRz9vZ05fyiNXX4ar1lbpkIRoVu2WnqUVBrILS/F30yoYUcOUSMKKyypZ+XU0F3OLATibXlBz7NTYXB69eUiHxdKVVS9HcLWFiDClo2mdPXv28Nprr3HkyBHS0tL4+uuvuf3222uOr1ixgs8++4yUlBRsbGwYPXo0q1atYty4cTXn5ObmsnTpUrZtq9odGBYWxttvv42Li0uD94yJianz+ZEjRzAYDAwYUFXY+8yZM2g0GkaPHt3q1yVT80J0MuP6eWECDp3LUjoUIVqk9qjUy1uOcN+7P/POzpNUtLImbleacn37x+NczC1m5ogAvnt6OpsemsjL88bgrbNny6EL/HTiolnu010K89f+3igp1tcsMcgtg5yyzr02Vq/XM3z48Jqi8vUFBQWxbt06jh07xr59+wgMDGTatGlkZV35XbFw4UJiY2OJiIggIiKC2NhYFi9e3Og9d+/eXfOYPXs2kyZNIjU1lejoaKKjo0lJSWHy5MnMnDmz1a9LElHRZXSlX05NqV4nGiXrREUnczQpm4O/vYH66mAiT3y0H1W5/pqv09SGoo78OdDW5G7XiYvsOBrP9i8AACAASURBVHaRAHdHHrl5MDZWGnp5OHFdkDcvzhmNtUbN2u+OcSGrsO2xmrEwv6X+rF0wNZSNb79W87mjVkuJvqjFX2/pyfqMGTNYuXIlc+bMafD4woULmTp1Kn369GHIkCGsXbuWgoIC4uLiADh16hQRERFs3LiR8ePHM378eDZs2MD27ds5fbr5F//GG2+wevVqXF1da55zdXVl5cqVvPHGG61+XZKIii5hwdRQ3nl9ZZdYYN+cAb4u6OxtOJyYJV2WRKdhMpn48JeqX3bP3T6S64O8OZOejzZ5Lw76Sy2+zoKpoZQUN5y8mvvnQHO7y9uS3F3KLeYf3x/HWqPmr7ePxM5aU+d4kK+OpbcMobTCwIqvjlBUWtH6m9Xjagu1l57a2Ng2mVzWT9AstbJAib4IR+2VJR9Fen2TFROuqp+qQBetwsJCCgoKah5lZeYZsi0vL+f9999Hp9MxfPhwACIjI9HpdHWm6kNDQ9HpdOzfv7/ZaxYUFJCRkXHV85mZmRQWtv7NkiSiokuoXtt1Le9+OyuNWsXYvp4Ul1VyPDVX6XCEaJFD57M4nppLcIAbNw7yZcXc0Tw+bQhgwiM7Bo2+ZSP89ZON+sfM+XOg/u7y2lO9bVFcVsnf/hdDcXklD900kL7ezg2eN2NEADOG9yQ1R8+ab45SUl7Z4Hn5xeVEnc3gv78msGprDEs27OEvmw+y41gq+rKKmqYBt/zPRHpeMSsGZ6ArTefX01WPUl0A8+9/uNF4qxO0S7l6Pt57FkPgeMorDW3+e2hvDz7+VKMVEyxl8GLw4MHodLqax+rVq9t0ve3bt+Po6IidnR1vvvkmO3bswMPDA4D09HS8vLyu+hovLy/S05tvlHLHHXdw//338+WXX5KamkpqaipffvklDzzwQKOjtC0hm5WEMirL0J7/DpWhgjLvEVS49gOVvC9qqXF9vdh5/CIHEjIZ0ctd6XCEaJLJZOLfv1RlM/dPHIBKVTUcd9uYQNaccMT+4kHs02NIvnw9AR4tr/nZ0a51qrchZ9PzazYnhfbz4vYxgU2e//gtQziXUUDk2QzuXreL2aN6cfuYQFwcbDmSmMV3sSlEns3AUCtjVgGJWYUcPJeFtUZNiZ0njgYDleX53HPiysjqi8m//WH8gyxc9xO3DO+J0f7KtKvJZKKgpAJDXhZPhacQU91eOPh2Zq0IZ+X90wnpe3ViYyma2jFff2Pa9G2QVlz1sSM3M508eRJ/f/+az21t27YBdfLkycTGxnL58mU2bNjAggULOHDgQE0CWv1/rzaTydTg8/W9++67/PnPf+aee+6hoqLq+8jKyooHHniA1157rZmvbpwkoqJDafQZ6I5+gHPcB1gVXxkBMVo7UuYVTO6Yxynue6uCEXYOY/p4olapOHguk4enDFI6HCGa9OuZDM6k5zOmjyfDAtzqHDM4eJDrOhi33BO88OVh3r7vepzsrRWKtP2YTCa2Hr7A+z/FU2EwMnNEAI/ePLjZBMDGSsPqu0L4LDKBb2NS+HT/Ob6IOo/OwYbsoqppXB+dPRMG+tDX25k+Xs70cNNyIauI3Scv8fPJS1QUZmANGDU2hPTxpI+XE1+et+Keqo3PfPxJOKX9QtkceQ6mPEPAkvVYTX2WW/8eUbOhLAbo6+1M8s6PmX3fo2yJhr9sPsR1Qd48NHkgPdwt9w1ESyjV4cvJyQln54ZHxFtDq9XSr18/+vXrR2hoKP3792fTpk0sX74cHx+fBqfWs7Ky8Pb2bvbaDg4OrF+/ntdee41z585hMpno168f2kZmKFpKElHRYVwjX8Xt4BuoDOUYNXbkD7uPSqce2GbEYpsRi/3F/dhdjCRryusUDH9Q6XAtmpO9NUN6uHIsJYf0vGJ8XByUDkl0M+EbWlaj0WA08e/f1obef2PDtW8LHXvhaCggNSeFVf+LYdWCse1WPzP8NCwa0PAxe60jg4YMvaZOTC2RX1zO2u/i+PVMBg42Vjw9eziTB/u1+Ot1DjY8PGUwi67vz7exyXx96AL5xeVMHuzHjOE9GRHojrpeQhvkqyPIV8eSmwZyfXghuZXW6BzsWL2g6ryv9bB4QtW56ngvbls8hZ3HL/JNdBJJql7Y2mjwcLQjscSOYo0TGtcevLdYx+yNj7B2wfts/+df6Tn3WfafySDyTAYh/byYMzaQUYEeLRpdEx3DZDLVrDsdP348+fn5HDx4kJCQEAAOHDhAfn4+1113XYuvqdVqCQ4ONluMkoiKDmF36QDukauptPcgb/T/UTDsdxjt646M2Kfsxed/C/Ha9Sc0xdnkhj4NLfyBVt3Kz69nQHuEb5HG9fPiWEoOBxIyua2Z6T0hzK2lxcL3nErjwuUirg/yZoBvw7UKUako8xrKKOciDp/P4q3vj/HYtCHY1tvA02AcTSTEu09coteC59gceY5ATycCPZ345LQdiwbU/blSWFLB9pgkHOe/SoCjHZMG+5FfXA7Y1JxTVFqBUeuOSp/dbEy1HTyXyevb48jRl9Hfx5nnbh/V6hqqjnbW3Bnal3khfTAYjdhYNf73U/33olapMNo6Y4CqOfsGVP/93T4mkNtG9+LWG0bxza9V9SPHfVE1SuhWb8ZYk5vE+vtv4Me4FL48mMiBhEwOJGTSy8ORh24aVFPdoyPZax3Jyrx6xK+rKCoqIiEhoebzxMREYmNjcXNzw93dnVWrVhEWFoavry/Z2dmsX7+e1NRU5s+fD8CgQYOYPn06S5Ys4b333gPgoYceYtasWTV1QZui1+t59dVX2bVrF5mZmRiNdTfLnj9/vlWvSxJR0f5MRjx2Pw1A5vR3Ke59c4OnlfScwMUF3+K3ZS7ukX9DU5zF5Zv+3qK1o5/vjOLW0KFma+XXGYT09WTj7ngOnJNEVFiu72KrFiLec0P/pk9UqXlx7mge//evfH80hbjkbP40M5jggLproE2oUHFlPWRDCbFJY83r3x4l4mgq4MTZ3fFXDqqteLrIhYF+Ovr56DiWnMP3R1MorTCgVkFytp7YpGze/uE49rZuYDIy7y09ecXlcNPTqArS+DYmmSlD/YHGE8HSCgPv7zrFtugkVMBd4/ty38QgrDVtXwuvUavQqJtO0lvbVUilUqEytGyHvkatYsaIAKYP70n0hWy+PpRIVEImf/38EPPH9eb3kwaa5fW2VPXvga7q8OHDTJ48uebz6q5H9913H++++y7x8fF89NFHXL58GXd3d8aOHcvevXsZMuRKU4Tw8HCWLl3KtGnTgKqC9o3VJa3vwQcf5JdffmHx4sX4+vqabeRb0US0qS4BFRUVPPfcc3z33XecP38enU7H1KlTefXVV/HzuzKlERgYSFJSUp3rPvPMM7z66qsd+lpE45xOhGOXEYu+9y2NJqHVyr2CSb3rB/y/ugOXoxtQmQxkTVl71cioq23dj91Rb08nPJ3tiE3KpqzC0KLRIyHMoblWmNUuF5YSm5RNb08n+vvoGjzH1RZKDVUfXbW2vPP7Cby76yQ/xKXy5CdRzB4VQF8vZ05dyiP+Uh6lM1eiuRRHUWkFjnbWNTvZq+M4n1VE2Q3/R8TRVHq6aXnk5sHkFZdzIauQxMxCDiUXEH3hMtEXLtfE4GRvzdyQ3tw2uhcFJRU1aysv5v42+ulgw9AerpyMPYTRox9vfn+MjT/HU+ngz/ZoRzyd7fF0tqO80khccjZxyTkcS8lBX1aJj86eZ2aPuGptrNIWmbFDsEqlYnRvD0b39uBYSg7LPovhiwOJHEvJ5a+3j8S3HZcO1R8Rr93F61p0ht8pkyZNwmQyNXp8y5YtzV7Dzc2NTz75pFX3//777/n222/b1Fe+IYomotVdAu6//37mzp1b51hxcTHR0dE8//zzDB8+nNzcXP74xz8SFhbG4cOH65z78ssvs2TJkprPHR0796LprkRVVoD7vpcwqa24POlvLfqaSpc+pN71I/6bp6OL+4AK557khdTtd9tZW7SZk0qlIqSPF9/GJnM0Oduid6+KrqWlrTB/OnERE/w2etiwiLC66zad7K15albVGso3vz/GN9HJNedq1CqoKMXQYxQPb9rL8rARNTvZM/KLYcgMJq+OQOXsy6RBvjx5azAOtnV/zc3YZuKjSaXEX8ojIT0fL2d7pg7rUVPH083RjvtvHMDvJgaRllfCA79Y8+XtVZunZr/zEEatB9OfWscPcakYsy/wVkTDr8vFwYbZowJ4cPJAtLaWt/mqsXWybTWspxvW/SYwuuIoUQmZPLxpLzcO9GV4LzeGB7jj6Wzf7DXKKw2czyzkdFoeqdl60vNLyMgvJquwlAG+Ltw3oT+D/Kt299cf+W1tb3n5ndI8V1dX3NzM/4ZK0UR0xowZzJgxo8FjOp2OHTt21Hnu7bffJiQkhOTkZAICrqwFdHJywsfHp11jFa3jduA1rIqzyB39WFWJphYyaL1Ju+NLenx2Mx77XqLSqSdFg+a3Y6SdU0g/T76NTeZAQqYkosLi7DpRVai+uY05DSVFY/p4snHJRL6JTkKtUjHQz4X+PjrumXkj2X7XkRF0I09+EknlwJnYePRk0b92Q59JqAyVPD5tCGGjezU4dahSqfBytsfL2Z6JA30bjUmlUuHn6oCq3kSDWn+Zx28Zyv03DmDeVzk8MrCEy4WlZBWUYjKZGNrTjeAANwLcHTt0005LN491BJWVDa/cPoYthy7wwc/xfH80he+PpgDg6WSHg60V1ho1NlZqrDRqrNRqrDQqNGo1ufoyzmUUXNX+Va2qWiN7+HwWh89nMa6fF6f+u6pFI/MN6Y77CtrqlVde4YUXXuCjjz7CwcF8o9ydao1ofn4+KpUKF5e6C97XrFnDK6+8Qs+ePZk/fz5PPfUUNjY2jVwFysrK6nQvaEtHANE469wEXKLfodLBs2rj0TWqcO3Lpds24//lbLx/eASDow8lPSe0Q6Sd16hAD6zUKg6ey2pxLTghOkJSViHnMgoI7umGt675UbCG2NtYsSC0b53nvvhxH7eGDuWF5/7E69vjyOs/kUqgr5czNwf7s+mphdz2fPusFS/S6/H0qipz42hnjdrZm9tGt8utrllr14S2F5VKxdyQ3swaGcCpS3kcTcrmaHI2CRkF5OrLqDQ2PsXcw03LQD8XBvjqCPR0wsfFAU8nOzRqFZFnM/lozxkOJGRCyBIee/JvfPLMndccX3fcV9BWb7zxBufOncPb25vAwECsreuO9EdHR7fqup0mES0tLeXZZ59l4cKFdWpuPfHEE4waNQpXV1cOHjzI8uXLSUxMZOPGjY1ea/Xq1bz00ksdEXa35r7nRVTGCrKvfwGjbcPrw5pT5jeWjFs34rPtHny2LSJl0S9UuvQ2c6Sdl72NFcMC3Ii5kM3FHH2nr+UnOq/6ZZF2nbgIND0t3xah/bzZ8OBE7vr9I6x/+62a7kQflLVfdzV7B61FJi711+y2dA1vY65lnWV1G1RX24ant22tNYzo5X5V4w2jyUSlwUiFwUilwYTBaKTSaMLBxgpHu8aXMlwX5E1ofy/2xafzSvguNu4D9Zh7KK0wXNUmVZhX9R4ec+sUiWhFRQV33XUXRqOR9evr9oZdtmxZzZ+Dg4NxdXVl3rx5rFmzBnf3hjvOLF++vGa3GcDFixcZPHhw+wTfTdlkHsXx3HbK3AdROGRRm66l7zeL7BtexGPfCnRHN5F940rzBNlFjOvrRcyFbA6cy5JEVCiiuivNx6erkhGjycSuE5ew1qibnP5uK1dHWzTJBxttkdlYnLW75zRVVxTMu6mnvTS3Zrf2hrCWuJaR1dwyyKlVBL6lHYrUKhU2VpomS1A19bUTB/liu28dQb9/nTiG8ufwKF6ZNwZXx5bvNmrtxqbu6sUXX2yX61p8IlpRUcGCBQtITEzkp59+arYDQWhoVd/YhISERhNRW1vbOm20CgoKzBewAMAt8u8A5Ix/BpopM9IS+SMexC1qDU7xX5I94SWzXLOrCOnrxbu7TnHwXCZzQ2S0WHS8+l1pTqTmkpFfwvVB3hbVJal+nPUT6IY0lqQq1RKyJepPO9ffENaeOrJDkaqsiM8eCmXoQ2uJZwiPfriPHm5a8orLKSgpB+DmYT24Y2wgrrZ2wJVkXF9WwdhZi4hKyCCnqIycojIcbKyYIz9DO5xFJ6LVSejZs2fZvXt3o4llbTExVUV4fX3b7124aFrt0VB9/9vMck2TjRP6vjNxOv0l9im/UNLrpma/pqN+8Cqtp7sWH509cck5lJRXYm9j0f+tRTew6/hv0/JD2mda3lyuNWmqPYKmVEvI1uqKPwvttY706RWAb89eTJo1k68PXyCrsBS1CpztbSitMPBZ5Dm+OpjI1KF+jB3qRfylXB79MIeE9HzqL1MNcHeURLQJBoOBN998k88//5zk5GTKy8vrHM/JyWnVdRX9jdVUlwA/Pz/mzZtHdHQ027dvx2AwkJ6eDlTVwbKxsSEyMpKoqCgmT56MTqfj0KFDLFu2jLCwsDq76kXHqh4NreqMZL5ixoWD7sTp9Jc4nfq8ZYnoma75w7c+lUpFSF8vtkUncTQpm9D+zfcMFqK9VBiM/BKfBmorQvt3rUoOlrQZSCmWtNu8euT3i52RACy8vh8atapqI5lKRVFpRU1L1Iijqb81OKjSx6uqtq27oy2uWlvcHe3wdLZT6qV0Ci+99BIbN27kySef5Pnnn+evf/0rFy5cYOvWrbzwwgutvq6iiWhTXQJWrFjBtm3bABgxYkSdr9u9ezeTJk3C1taWzZs389JLL1FWVkavXr1YsmQJTz997Tu0hXnYZMb9Nho6kKIg8y5sLg68iUoHTxzPbiNryhuYrBtvk2fJ02btIaSfJ9uikzhwLlMSUaGo3ScuUVhSgdq1R6vW/zXEkkoTdRbttf7x851RFvvv4aqtuz60uiXqnLG92X3yEklZhQzyd2VYTzd0Do1X1hENCw8PZ8OGDcycOZOXXnqJu+++m759+xIcHExUVBRLly5t1XUVTUSb6xLQ1DGAUaNGERVleTsYuzO3qDUA5IY+Y9bRUADUVhQNmIdLzDtoE76laNCCRk/tbNNmbTWilwfWGrWUcRKKUpfm84+IY6jVamw9A8123fYqTXStm3g6k/ZMFJVMQluTBFtr1Ewb1qOdIuo+0tPTGTZsGFDVOCg/Px+AWbNm8fzzz7f6uh3XBFZ0eTaZcTgmtM9oaLXC35JPp1Ob2+X6nZWdtYbhvdzJyC8hObv9ytcI0Ri1oQz7tMOUVRr588xhGFpZsq2trmUkMCIM/LXdY9akvbjagoNVxyXz4ZvqVs6Rne8dp0ePHqSlpQHQr18/fvzxRwAOHTpUZwP4tZJEVJiFzeVT+P5vIWD+taG1lXmPpNwtCIekn9DoM9rlHp1VSB9PgKpCz0KYWfiGKwmAvdaRQUOGYq/9rVyY0YBn1hHUlaXMH9dH0dGnjhqtaygBCz/dIbe2KO2dzNf+vqtdH7WaJS4R6KruuOMOdu3aBVTVcH/++efp378/9957L7///e9bfV1JREWb2Sf/gv/mW7AuTCF39GMUBc1pv5upVBQOuhOVyYhj/Jftd59OqHpjSORZSUSFeS2YGso7r6+sSQA+3xnFN5HH+XxnFCaTCdus49iV51Lp4MmDkwea/d71k4/alBoRaygBCz+jSCjtqqNHPOurPQJaXS+1RC+zPkp49dVX+ctf/gLAvHnz2Lt3L4888ghffPEFr776aquvK4moaBOnk5/ht2Uu6vJCsia/RvaNq6Cd1ycWDqzqOS/T83X5uWoJ9HTieEoOufpusjhWdIjGEgCTycTG3fHYFKRSYaWlxGckGrV5//83l3woOSJWu9j99G1wUV/1sStRcvlC/Tch1Tv2a0bihaJCQ0N58sknCQtr2zeHJKKiVTRF6Xj98CjeEQ9jUluRFhZO/siHOuTelbpelPhfj13mUWwzYjrknp3FDUHemIDIs7JsQbQvk8nE+z+dYnPUeYxWdmR6hYDG/MXrLTn5qF0errttkOwI9d+EfL4zCmdXN4tss9odZGdn1/w5JSWFF154gaeeeoq9e/e26bqSiIprU1mGy8E36fXhaJxPhFOhC+Ti/G8p7ntrh4aRN+oPALjveR6aqa7QnVw/wAeAfafTFY5EdGUmk4l3dp7iiwOJeOvsKe4xnkorh3a5lyQfyusMbU5F+zl27BiBgYF4eXkxcOBAYmNjGTt2LG+++Sbvv/8+kydPZuvWra2+viSiokXUpbnoot+h10cheOxbAcDlG1aQdN9BynxHd3g8+n6zKfEfj0PKXhzORwCyexKgn7cz3jp7Yi5koy+raPb87ri5QrSNyWRi/Y6TbDmUiI/OnjcWhWKyNm8S2tz3pfxf71jdoTGIaNzTTz/NsGHD+OWXX5g0aRKzZs3i1ltvJT8/n9zcXB5++GFZIyraj236Ebwi/kDgewPx/PlZrPKTKBi8kKT7j5AXsgysFFrBrlJxeeIqADz2PA+GCtk9SVWXpeuDfKgwGDl0LqvZ8+tvrpDEtPuovRv5WhxLyeHrwxfwcbHnjXvG4+Ni/pHQ5jb9yP/1uix5+YLo/A4dOsSqVau44YYbeP3117l06RKPPvooarUatVrN448/Tnx8fKuvL4moaJQu+h16/HcKzic/xWjnQs64p0h6MI7M6e9gcPRROjzKfEdTOGAeNrln0cV9qHQ4FuOGAVWdlX49c+3rRLvirl/RsPr1GFvqs8hzACy9ZSjeOntzhiRaSZYviPaUk5ODj0/V73xHR0e0Wi1ubm41x11dXSksLGz19SURFVczGXHf8wKePz+L0daZ9JkfcuHB4+Rc/xyVzsr3F64te8KLGDW2uEWuRl2ap3Q4FmFIDzd09jYcSMikvNKgdDiiCzE6+XDwXBZ9vZwZ+1vdWiGuhcy6dE71u/WZs3tfm1p8JiQkcO7cOSZOnIi9vb20FuwKDOV4/fgYzqc2U+HoT9qcryj3GKR0VI2qdA4gf9QjuB56C9eDb5A98RWlQ1KcRq1ifJAXEUdTiU3KJqSvl9IhiU4g/HTjawGrp36db6nqJX3n+D6d8md9V27pqaRr2cwUfkbWnHZGv/vd72q6J5WWlvKHP/wBrVYLQFlZ20pFtGpENDs7m6lTpxIUFMStt95a0/LpwQcf5E9/+lObAhLKUVUU47v1LpxPbabMfRCpd++w6CS0Wm7Ikxjs3XGJeRdVWYHS4ViEG4Jk97y4Nk0ty/h8ZxRO/n2p9B2Gj4s9Nw7yrXNc6aLnLdVQTUzZEd52tRPL5jpO5ZbVrbUqI6SW77777sPLywudTodOp+Oee+7Bz8+v5nMvLy/uvffeVl+/VSOiy5Ytw8rKiuTkZAYNupKo3HnnnSxbtow33nij1QEJZajKCvDbeif2F/dT4j+etNs+xWjnqnRYLWK01VHU/zZ0cR9glxFLScBEpUNS3KjeHtjbaNh/JoMnppvMXmRcdD+GvhMxmmD+uD5o1HXHMCLC4NZv4LvZCgV3DeonnjI6Z14NfS/UHgU1murWWpURUsv34YftuwejVSOiP/74I2vWrKFHj7r9hPv3709SUpJZAhMdR12Sg/+Xt2F/cT/FvW7i0pwtnSYJrVbqMwoA24xohSOxDDZWGsb28SKvuJyTqblKhyM6uVx9GcaAsbg42DA9uGeD57TnyKI5yzV1ZNIjo33mJ6W7up5WJaJ6vR4Hh6tLdly+fLlmDYHoHDTFWfh/MRu7jGiK+s7k0m2fmb0mYEco86mqZWqXfkThSCzHpMFV06cf/HIaoxT9F23w9aELoLHmjrGB2FprGjynPRO8zlquSapQmF9n/V4QjWtVIjpx4kT+85//1HyuUqkwGo289tprTJ482WzBifZlnXsO/89uwfbycQoHzCV91kfK1QVto3K3ARittdimy4hotQkDfBjZy51jKTl8Ey0zFd3NgqmhzB4/tKZPN9QdoSsp1tc51pjsolK2HrmAvY2GsFGB7RCp6Mqmb5O2p6JprUpEX3vtNd577z1mzJhBeXk5Tz/9NEOHDmXPnj2sWbPG3DGKdmCXso8en07BJu8c+cH3kzFjQ7v0ie4wag1lXiOwLkxFo5c+61D1BnHZrcHYWqnZuDuejPySOkXMp2+Di/q6GwdE11GiL+LUieM1fbqh7gido1Zb51hj/vXjSYrLKrl7fD+c7Dvxz4gO1p3/f9VeppFbVrUuVLTdnj17mD17Nn5+fqhUqjptNSsqKnjmmWcYNmwYWq0WPz8/7r33Xi5dulTnGoGBgahUqjqPZ599tqNfSh2tSkQHDx5MXFwcISEh3Hzzzej1eubMmUNMTAx9+/Y1d4xdjnX2aXy+uRd1SY4i93c6EY7/V7ejLs3j8o2ryJryJqgbnm7rTEp9RgLIqGgtfq4O3D9pACXlBt76/hif1CpinlsGxZVXRiu68y/O7q6xf/uohAz2xKcR6OnE/NA+ygTXSdX//9WdtGWZhqyrbZxer2f48OGsW7fuqmPFxcVER0fz/PPPEx0dzZYtWzhz5gxhYWFXnfvyyy+TlpZW83juueeavXdFRQX3338/58+fN8trqa3VdUR9fHx46aWXzBlLt+F6+B84nv0fthkxpIV9QrnX8I65scmI26+v4HZwLUYrBzJmfYS+38yOuXcHuLJONBqYoWwwFuSOMb355VQah85noekxqub5+jUVu/Mvzu6uoX/7kvJK/hlxAhXw5IxhWGuubdxCyiKJhqhVoLOp+vP0bZBWXPWxuqRW7V301fVr/XpaViMVpcyYMYMZMxr+3abT6dixY0ed595++21CQkJITk4mIODK36GTk1NNp6SWsra25uuvv+b555+/9sCb0aoR0Q8//JAvvvjique/+OILPvroozYH1dVlTn2LvBEPY12QTI9Pb8bp+Cftfk9VeRE+2xbjdnAtlVpfLt75fZdKQgFKf0tEbRvZsNRd32lr1Cr+fGsw1ho181dqQgAAIABJREFUhqGzydVXZRsN1VQUnUtr+8W3xLP/+oLMghJmjQpgcI9rr6LR3UrydJZaqkpztb3yM6e5N7/SurRt8vPzUalUuLi41Hl+zZo1uLu7M2LECFatWkV5eXmLrnfHHXfUWQ5gLq1KRF999VU8PDyuet7Ly4u//e1vbQ6qy9PYcPmmv5M+YyOoNHj/+H94/vgY6tL2KbNjVZBMj89uwfHcdkq9R5GyaDdl3iPa5V5KqnQOwGDvjl1GNDSwS7w772Dt5enE3df1BRsHwn9NUDqcVmkq6equbzKupV/8tWwaOZuez4liR9wdbXlg0sBWRtc64achTd/5/k3rv7GTxLRhTY2Ud8flQYWFhRQUFNQ82tqlqFppaSnPPvssCxcuxNnZueb5J554gs8++4zdu3fz2GOP8dZbb/Hooy2rRNCvXz9eeeUV5s2bx+rVq/nnP/9Z59FarZqaT0pKonfv3lc936tXL5KTk1sdTHdTNGg+5Z5D8Nl2D7rjH+N49htyQp8mf/iDbd69ri7NwzYjBrv0I+hi3sWqOIvCAXPInLYek7W9mV6BhVGpKPUZjTbxRwINieQga9pqmz+uD//ZEc326CTmj+uNt65zlekK37S+0dItUhT7avWnNVuahKbm6Hnl62hQqfm/aUNwtOvYDUqLBnSNf8/OVOS/IzX179odlwcNHjy4zucvvvgiK1asaNM1KyoquOuuuzAajaxfX/fN6rJly2r+HBwcjKurK/PmzasZJW3Kxo0bcXFx4ciRIxw5UnfmUaVSsXTp0lbF26pE1MvLi7i4OAIDA+s8f/To0WZfiKir3GMwKff8guuht3A58i88f/kLLrHvcXnCy+j73wbX0s/ZUIHz8f/gEvMeNjl1hxOyx/+F3NCnr+16nVCZ9yi0iT8ysjyaaM2VRLShtUjdjb2NFZozu6gMvp3/7D3LU7M6aG2yUMTnO6O4NXToNU1rakpyePyjwxSWVKBO3M+EAbe2Y4SiO3C1hfyWzfx2SydPnsTf37/m87bWYq+oqGDBggUkJiby008/1RkNbUhoaFUJt4SEhGbzt8TExDbF1phWTc3fddddLF26lN27d2MwGDAYDPz000888cQT3HXXXeaOscsz2TiRc/3zJN1/hIIhi7DKT8Z3+334bLunZaWITCa0Z7YS8NE4vHY9iXXeOUq9R5E3fAkZ09/lwu9jyB3/TJdPQuHKOtFRZXV3znfHd9oNKY/fjboklx3HUknKKlQ6HGFBHPQXsb94gMKSCuzP7qB4z4fcefN4pcMSnVxEmCxPaIqTkxPOzs41j7YkotVJ6NmzZ9m5c2eLBgZjYmIA8PX1bfF9ysvLOX36NJWVla2OtbZWjYiuXLmSpKQkpkyZgpVV1SWMRiP33nuvrBFtA4OTP5m3rCdv5MN4/fgYjue2Y5+6j6zJf6do0IKrE0mTCfukn3Dfv6qmo1DhwPlkX/dXKl2uXjrRHVS3+hxZHg2da+a5Qzja21EZ/yMVI+/k33vOgM1opUNqkQVTQykp1isdRpdkMpmwyTmHU/ZpTCo1L8wZxWv3P0N62iUGDRmqSEyy4757qF+5QzStqKiIhIQra/wTExOJjY3Fzc0NPz8/5s2bR3R0NNu3b8dgMJCeng6Am5sbNjY2REZGEhUVxeTJk9HpdBw6dIhly5YRFhZWZ1d9Y4qLi3n88cdrNqWfOXOGPn36sHTpUvz8/Fpdj7RVI6I2NjZs3ryZ+Ph4wsPD2bJlC+fOneODDz7AxsamVYGIK8q9hpN6909kX/cc6go9PhEP0ePTKbhG/R3btCNgNGB/YRf+n03Df8sc7NKPUBwwiZRFv5Bx68Zum4QCGB08qHAOYHhFLBqTed6tdXb1N/loUmMI9HBk7+l0jMV5Vw4YKlAZKzo4uobV7wpUoi/CUatVOKquxwT/z959h0dVZg8c/97pk2Qy6Q0SeidAkF4kKgIBwY4IoiDiru5P1wXdFVfBXdeV3XV1FdeGuKjEggoIqCgqTQHpRQKhE1JJnSSTZDLl/v4YiQaSkDa5k8n7eZ55IFPeewZjcuYt5/Dmd0fR56fiVOkoaz+cq3tGV+0vNfoHKBJXa98fepFIqN1q+3cQlTsaZs+ePSQkJJCQ4K6ZPW/ePBISEli4cCHp6emsXbuW9PR0BgwYQHR0dNVt+/btgHvZ/6OPPiIxMZHevXuzcOFC5s6dywcffFCv6y9YsICDBw+yefNmDAZD1f1jx47lo48+avT7anQdUYDu3bvTvbv4P80j1FoKhz2Gteskwr/5A8bMnRiy9xK6/VlcGj9UjjIAytqPpnD4nyiPHa1wwN6jIuoqTMWr6e08RgbKzOh4i6ljh5F7IafaIR8JmdljerDo070E5h3m6U/9OJljwVRUTgASDlM0h893oG/7YCSFtnNc7Ap0cUbO6B9A7oWmd8zKK6ngg+0nSS+wYrM7sTmcOJwyw7tFMH1kNwy19FH3RTIS9n638PGPZ3BpjGSHDyHQ4E48G7O/VLicryTUTVXXv4NI1usvMTERuYaKMBfV9RjAwIED2bmz8f9Pr1mzho8++ohhw4ZV+93Qu3dvTp061ehx652Izps3j2eeeQZ/f3/mzZtX53NfeOGFRgckVFcZ1puMaV+hKUnHePY7/M59izH9Byqir6JwmEhAa2KLGojp+GqG2Pey2ksS0eRUZX4p1TaTOKJ7JD1jgjiWWcT3lmL0GhVOQxCyvQJtSSZ/eC+TjuEmbhrUkXHx7dBpqido5/JK2HI0i54xQQzuHO7RhDWz0Mqkhe/ywb+fQJblRl3LZnfyya7TfLD9FBV2Z7XHJOBMbgmbUrL4/YS+DOoc3kyRK2/GnJqrDFQ6nFReNR1XTD/iQv1JMQ3F4fLRahotSCRVDSeS9dYjNzeXiIiIy+63Wq1N+h1Q70R0//792O3uZbt9+/bVelGlZlB8ncPUnpL4uymJv1vpULzexQNLg+37WM09Ckfj5m3laCRJ4ulbr+JIeiEdwwNoHxLAiE8lCipchDtyudp4jj2nc/nPl4d5Z+txbh3SiRsS4sgotPLB9lP8kJrNxc/eXSIDmT6iK6N6RKFWNd///+WVTuw9xjHnza3YnS4YOpvfLNvGnSO6cnXP6Hpfa+fJHJZ8dYQcSzl+Og1zr+3JuPj2GLRqdBo1VpudpZuO8eWB8zz+4S6u7RPDg2N7E+Tf+jeu1VTuqrTCzl8+3Ysrph9SUTov/H4W077VU14m9uo1lTf9Py4IzW3w4MF8/vnnPPTQQ8Av+d7SpUsZPrzxBxvrnYhu2rSp6u+bN29u9AUFwdNsEf1xomKoo+YOS4JbmMnAmF6XnJSUVDgDIll8eyTpBVY++fE0Xx1K561Nx3hv23FsDhcAcaH+3JDQgT1nctl1KpdnVu8jymzE7KfD4ZSxO124ZBl/vYYAgxaTQUtMsD83D+pIcEDd2Y4syzij4xn7whYc3a/DpFNzz7DuLPtwNafpxbNr9vNOyHEW3DiAHtFBdY61+3QuCz/eiyzLTBoQx6yru192/UCjjvkT+zGub3te/PIQ3x3JZP/ZfOZPimdY18iG/8N6MclRwbwVuzh9oQRV3kl0u98lyP83ouZlK6TUKovQdj333HNMmDCBlJQUHA4HL730EkeOHGHHjh1s2bKl0eM2+LCSw+FAo9Hw008/NfqiguBJsi6AFG0f4h1HMLs8063KF13aCaZ9iD/hneNJ/t01TBveBYNWQ/doM4tuGchb94/hliGd+PsdQ3jt3lGM6RVNjqWc1CwLpy4Uk1VUVvX13jN5bD6axfvbTzLztU28vfkYpRWXH4qSZZkfjmfzwNvfUznoLjIt5ajP7mD5bxKZNrwL2h+X8/qcUVzdM5r0AiuPJu9k/9m8Wt/PyRwLf13l/jDyt6mD+cPE+DqT4Pi4EF6fM5rpI7pgKbPx5Mo9/OfLw5RXtp5Db3V1n1LZSvA7/wOnL5RwbZ8YdDvfRnK08XpmrVhb7hQnKGPEiBH88MMPlJWV0aVLF77++msiIyPZsWMHV13V+AosDT6spNFo6NChA06n88pPFgSFbNWPId5+mFEV3wOen+ZJXlp71x9vUmq1Eh5R8yzfhimXz7K4txQYuO+antx3Tc2tHrtFmXnq5oEkqVysnwwqSapasql0OLFWOCipsPP98WxW7jzF+9tPsW5fGtf0jiHAoMWoU6NVq1i55QAFDneiqMo5ytq/zeX2cX/C7Pe3qmt1jTSz8JaBjJ86G1vCbTzx0W6c7RLI0URVa1ZwobicP3+0m/JKJ39Iimdo18v3NdVEp1Fzb2JPhnaNYPHag6zfn8b+s3n8/Y4htAvxnlP7lQ4nt989l9Kgbtw2YQyfbHDPRiQve5VJ0+ewfn8aGw6dp6LSiVatQqtR4VdkQ5Kd3DGsM3Ou6cmNi8XPcEEQGiY+Pr6qfFNzadSp+SeffJIFCxawYsUKQkJCmjUgQWgOWw1j+F3pK1xt24KnE9GpY4eReT6Nzz56t+qUsbcmpkY//zpPQjdlqU9SqVBfssai06jRBagJDtAzPawrkxM6sPLHU6zefZa1+85dMoKeIV3CmTmqG4vueYaxg16oak95KXXabhb89e/8/bMDONP2og7ug8URwvl8FRLw9Kp95JfamD6iK5MSrlwf71J92ofw5n2jeXVjCl8ePM8TK3fz8t0jMPvVXZ7OJctkFFg5mlnE0YxCTuYU07d9CHMSe6C59B+nEXIs5azff44v9p/H2vdWdECRy8ETH+1iZPcoHP1uYfp/v6PS4UKrVhFo1FLpcGGtdICkoiKsJ3Ov7Vjj2OKgjSAIdSkuLq7xfkmS0Ov1jS7f2ahE9OWXX+bkyZPExMTQoUMH/C85lbtv375aXikILWOHfgR2NFxd0fh9K/VVbi29rPh3XX3R2zKTUcucxJ7cNqQzZ3NLqLA7Ka90UG538tIf7+PvT3wF1K980Oie0Tyr1/LYh3sIKTwChTD7jV8eH9u3HbPHND67Muo0zJsYj1olsX5/Gos+2cM/pw+9rILARVabncc/3MXRjKJq9x/NKOJ4VhELb7nqiolsbVLSC1n542m2H8/GJYNBq0afsRdrQS66rkPZdUrDrlO50HEodmsxs64fyOSBHapdb+jHdV9D7DcUBKEuQUFBdR5Ib9++PbNmzWLRokWoVPX/4N2oRPSmm25CkqQr1qy6kq1bt/Kvf/2LvXv3kpWVxerVq7npppsAd6uqJ598ki+++ILTp09jNpsZO3YsixcvJiYmpmqMwsJCHn74YdauXQvAlClTWLJkCUFBdR9iEHybVRXATu1gRtt3cKYkE4i54muElmP209G/Q/X2c0ssGQ0eZ2CnMMpih+MqOI9BcjIu1kWlw8mOAn/mT+rR5CoekiTx0Pg+ZFvK2XM6l+c/P8SCKQMuG7fS4eTpT/ZyNKOInjFBDO8WQa+YYNqF+PH854fYfzaf/1v+A8/cPoiO4aZ6Xdsly+w4nsPKH09zJN2917ldiD83DuzAuH7tCTBMYOKwvnz+/suczCnmoT8uZPFTj/HkrEnc9ZeDTXrfgiAIl1q+fDl//vOfmTVrFkOGDEGWZXbv3s0777zDk08+SW5uLs8//zx6vZ4nnnii3uM2KBEtKyvjscceY82aNdjtdq677jqWLFlCWFhYg98QuGtP9e/fn9mzZ3Prrbdedq19+/bx1FNP0b9/fwoLC3nkkUeYMmUKe/bsqXre9OnTSU9PZ8OGDQDcf//9zJw5k3Xr1jUqJsF3fKNLZLR9B37ntwB3Kh2Oz7nY9ailip7/uiZmeZmVqWOHsfKbnbj0ZgpCzITo4c/uz7FMXAfNVZterVLx1M0JPPLuDr47kkmU2cjsMb8kuS5Z5l/rD7H/XD4DOoTy9zsGV5s1fe6OIbz2TQqf7T3Hw+9s5/5rezKuX/taZ1bBPQO65OufOJHtXgqLjw3h9qGdGdYtAtWvkuAZcx5EkiS6RZnRnviW2656iadcYu+ntxIn3etWU8vP2mrhCi3vnXfe4d///jdTp06tum/KlCnEx8fzxhtv8O233xIXF8ezzz7ruUR00aJFLF++nBkzZmA0Gnn//fd54IEH+PjjK6z51CIpKYmkpKQaHzObzWzcuLHafUuWLGHIkCGkpaURFxfH0aNH2bBhAzt37mTo0KHAL/WsUlNT6dFD/B/fVgXr4QfDGLA+h/HcZpRMRCeshawyqh2m8QXl1tIWvd6vtzoE+PvXen1P/Hv767U8e8dgHlr+A+9vP8WWY9lMGhDLuPj2fLDjFJtSMukcYeLpW6+6LMHUqFU8NL4vHcJM/HfjEf6z4Sfe3XaCmwd3ZPLADgQYtFXPLSy18dbmY3x1KB2AoV0juGtkV3q1C64xroZs/wjWg6WyEW9eaBYXvy/fS23c96W37jtvTjWVEfP199ya7Nixg9dff/2y+xMSEtixYwcAo0aNIi0trUHjNigRXbVqFcuWLWPatGkAzJgxg5EjR+J0OlGrPd8az2KxIElS1bL7jh07MJvNVUkowLBhwzCbzWzfvr3WRNRms2Gz/VK2pKSkxLOBCy1uwxS4ce1VuIr98UvbQnCUTIVTqvZJu6VmJwptUOZw/yk0v0tnUTz17x0RaOSfdw7lrc2p/Hgyhze/O8ayzak4XTKRZiN/v2NItaTyUlOu6sDAjqF8/OMZvj6czrLNqST/cJIgPx1qlYRKksgrraC80klMsB8PXt+7WeuYXvwlf1FdFRSE5lfT92VDfgaJfeeC0tq3b8+yZctYvHhxtfuXLVtGbGwsAPn5+QQH1/zBuTYNSkTPnz/P6NG/tJQcMmQIGo2GzMzMqiA8paKigscff5zp06cTGBgIQHZ2do3tpiIiIsjOzq51rOeee46//OUvHotV8A5Te+god47E/8zXfDv6BNf/0L3aJ21v63YkNE5NZac8pUO4iWduH0ReSQUbDp7n8wNpOJwyi6cNIcxkuOLr24cG8IeJ8dxzdTdW7znLxsMZlFTYcckyTpeMXqtm9pgu3D60c41L93XNihn9A4iKjqm10sBlz79CBQXB8xr7Myg5FbKs1b/vfWUJW1Rv8F7PP/88t99+O19++SWDBw9GkiR2797NsWPH+OSTTwDYvXs3d9xxR4PGbVAi6nQ6Lzuer9FocDg8W/DZbrczbdo0XC4Xr75avWBzTYcRrtSPesGCBcybN6/q64yMDHr37t18AQteYUYPKC8dg/+Zr/E7txkQP+F8VUt/oAgzGbhrVDemj+yKyyU3uDRTSICBOYk9mZNYc23W2tQ1K1afSgPil7xvmNHj8iTWV2ZLxeSA95oyZQqpqam8/vrrHD9+HFmWSUpKYs2aNXTs2BGABx54oMHjNigRlWWZWbNmodf/sr5ZUVHBb3/722olnFatWtXgQGpjt9uZOnUqZ86c4bvvvquaDQWIiooiJyfnstfk5uYSGVn7kpNer6/2HmqrjSW0fmVxiQAY07aA6n5lgxF8jkqSUKmbdjK/JTXkl7yvzLAJgtB8OnbseNnSfFM1KBG95557LrvvrrvuarZgLnUxCT1x4gSbNm0iNLR6uZfhw4djsVjYtWsXQ4YMAeDHH3/EYrEwYsQIj8UltB6VYb1xGMMwpm9DHeugkRXLmqSmk6Di9KxQH79eip86dhjFhQVV1QI8zVdm2LxFTT8H6qul/9sLQm2KiorYtWsXFy5cwOVyVXvs7rvvbtSYDfqt/L///a9RF6lNaWkpJ0+erPr6zJkzHDhwgJCQEGJiYrjtttvYt28f69evx+l0Vu37DAkJQafT0atXLyZMmMDcuXN54w13Jev777+fG264QZyYF9wkFeVxYzClfkof20Gg8f1w6+vSXxo1nQRtqf2pRv8Aci9cvmrgCYW2lqsM4OmDNt7wQeHSjl01NU4QWo+afg40hdhmIbS0devWMWPGDKxWKyaTqdoWSEmSGp2INr3nXBPs2bOHhIQEEhISAJg3bx4JCQksXLiQ9PR01q5dS3p6OgMGDCA6Orrqtn379qoxkpOTiY+PZ9y4cYwbN45+/frx3nvvKfWWBC9UHjcGgOFlm5UNxEOSU2t/bOU3OzH6tUyPdJfcvCfV61oa9vRBm+TjHhu63i4mni1dJktoGRPWQobV/eeVrPxmJ4HBIdW+55X+oCS0PfPnz+fee++lpKSEoqIiCgsLq24FBQWNHrfl1yl/JTExsc7uTPXp3BQSEsKKFSuaMyzBx5T9nIgOLd8GzPf49epzaKQ5+cLp/5qWHsXSsODLRFk3obXJyMjg4Ycfxs/Pr1nHVXRGVBBagiOwAy6diQ6Vp5ptzF/PQl4sm2P0D2i28T3FWw+giNm/luet3wttRbAe/DSX7x0XBG81fvz4ap0tm4uiM6KC0CIkCXtgHNF5xzjrcoCq6d/2v56FbOkZ0KYQs4y+rSHJpfheUJaSe8cFoTEmTZrEY489RkpKCvHx8Wi11Rt4TJnSuAMCIhEV2gRHYBz6vCNoSjNxBNav4HdDiNklUElg/lWZYW848NPWiOSyZakqitBfOOi+5RxAVuspGP4nHOaOSocmCM1u7ty5APz1r3+97DFJknA6nY0aVySiQptg/zn51FjSGpWIXqnPs0gA3EuMYnbHcxraOUnwIFkmdNsigva8jET1swwBx1dTMHwBRQMfBHXtLV8FobW5tFxTcxF7RIU2wWF2//LWFqc16vXJy1698pMU0JCTt83N6B9AqdVa9bUoJ+NZK7/ZyQOPPtkqtoD4NFkmbMufCd7zEk7/SCz953Dh+pdJu2srF659HlQawrYtJPb9a9Dn7G+2y4pVF8FXiRlRoU2omhFtZCLaVJ5K0pQ8eXtxb+xFLTn72VZ/KYuZd4XJMqFbnyRo33+xB8aRcft6HOYOVQ9XRvTH2mUS4Zv+SMDJdcR8ciPn7t2Py+huxtKUnwPiv72ghJdffpn7778fg8HAyy+/XOdzH3744UZdQySiQptg//mXhdZyTpHrt2SSdqVtBL7Ak+9vwlqwVHpseKG1+jkJDd77So1J6EVOUwzZU1YQ8v1fCdn1b0J2/ou8a9wtES/9OSBWEVqO2noB/9NfIqs0yGq9+6bSIMlOkF0gu3DpTJR3vE7pUL3Kiy++yIwZMzAYDLz44ou1Pk+SJJGICkJdLu4LbezS/K9NWAtZZS3XRaihkpc1TyLq7e/TUy6dXRaHrgR95m5Cv/8LfunbsJtia01Cf61wyDwCf3oP88G3KEq4H0dQ58ueI76vWoZUWUK7D8ehs5yp83m2sD6cF4loNWfOnKnx781J7BEV2gSXPogSVWCzLM3XZzncF5aOW/J9enMtVm/osiQoQ5d7hKjP7iT2w7H4pW+jPGYYGVOvnIQCyLoACkYsQHLZCf3hmRaIVqhN+LePorOcobTrZHIT/0He6L+SP+LPFAz7E/nDnyB/xJPkj3wKS8JvlA61Tlu3bmXy5MnExMQgSRJr1qypesxut/OnP/2J+Ph4/P39iYmJ4e677yYzM7PaGIWFhcycOROz2YzZbGbmzJkUFRW19FupRsyICm2DJJGhiaNHyVFoplqidfHk0rE3Lb03JY5fv4/WVItVaBv8Tn9F9Gd3IslObGF9yR+1kLJO4+BX/bWvpLjv3QTtfRVT6iqKBv4ftuirPBixUJOAlI8IPPohttCe5CS9iaxt3q5ALclqtdK/f39mz57NrbfeWu2xsrIy9u3bx1NPPUX//v0pLCzkkUceYcqUKdWK0E+fPp309HQ2bNgAwP3338/MmTNZt25djdecN29eveN74YUXGvGuRCIqtCHp2jh6Vv6EpiSjXjMatQnWQ4WzekeUljJ17DAyz6fx2Ufvtvqkrbm2EAhCc1OXZBC5wT07ljP+NUp6TwOpEQuIKg35o/9C9NrphG1bSMbt62tNZMXe5OanKTpNxLfzcKn15Exc1qqTUICkpCSSkpJqfMxsNrNx48Zq9y1ZsoQhQ4aQlpZGXFwcR48eZcOGDezcuZOhQ4cCsHTpUoYPH05qaio9ely+V2T//vpVfpAa8AHtUiIRFdqMDO0v+0SbkojW1BGlpVxshdmrT98aH6+xZ7sPbBMQhBbjchD1xX2oKwrJH/kkJX2mN2k4a5eJlLcbjjH9e/zOfEVZ5wk1Pk/0nG9mTjtRX9yHyl5K7jX/ojK85p+ZvsxisSBJEkFBQQDs2LEDs9lclYQCDBs2DLPZzPbt22tMRDdt2uTxOMUeUaHNyNAoW8KpJdTUs72xs4419cIWBF8XsvOfGDO2UxaXSOHg+i9L1kqSyBvt3iMatnkBkr2s6WMKVxT6/dMYsvdi7ZyEZcBcpcOpVUlJCcXFxVU3m615PpFUVFTw+OOPM336dAIDAwHIzs4mIiLisudGRESQnZ3dLNdtDDEjKrQZVTOiFt9NRJuTJ2d+a5q59VaFtrZXOaCtMqZtJXjnP3H4hZOT9Cao1M0yri1mMMV97iLwyApCv/9rVTknwTNMKR+6y2yZYskZ/98G7ettab1796729aJFi3j66aebNKbdbmfatGm4XC5efbV6M5aaltBlWa51af2WW26p93VXrVrVsEB/JmZEhTYjXetejtcU11xLNHmpd3ZPao2u1PGppplbb+WSqy+bJqe2zHWN/gH06tPXKysJ+Bpt/jFCtv+dqM9nAZCT9CZO/8hmvUZe4t+xB7QjaP9rGM5/f8Xnt9T3ma/RZ+8lfOPDuDRGsm5Mrmom4K1SUlKwWCxVtwULFjRpPLvdztSpUzlz5gwbN26smg0FiIqKIicn57LX5ObmEhlZ8/f7xdP19bk1lpgRFdqMdE3dM6Li8EzzUbLjU1MF6+s+NJJ8vGXqP3r7THGrJ8uYD75F4MG30eenuO+S1OSPWkh5h2ub/XIuvZkL45bQbtUtRH79O9Jm/oCsq/1DRkt9n/kSdWk20Z/NQOW0kT1xGZUR/ZUO6YpMJlO1ZLEpLiahJ06cYNNKZuECAAAgAElEQVSmTYSGVk/Chw8fjsViYdeuXQwZMgSAH3/8EYvFwogRI2oc83//+1+zxFYXkYgKbUaJOgin3lzjHtGpY4dRXmat4VVtW1vs/HJxS4Lgw2QXYd89RtDBt5CRKIsdTWmPWyjtOgWXX5jHLlve8Tos/WZjPvQ/QrctIu+6f3vsWm2Ow0bUuplorFkUDn6E0p63KR1RsystLeXkyZNVX585c4YDBw4QEhJCTEwMt912G/v27WP9+vU4nc6qfZ8hISHodDp69erFhAkTmDt3Lm+88QbgLt90ww031HhQqTa5ubmkpqYiSRLdu3cnPDy8Se9LLM0LbYojMA5NaQY47dXuL7eWEuDvX+Nrfr2fsa0RMzKCz3E5iNjwAEEH36LS3Im02XvJvH09xf3u9WgSelHe1c9gD4wj6OBbGNO2ePx6bYX58HKMWbuwdrye/JELlQ7HI/bs2UNCQgIJCQmAu8ZnQkICCxcuJD09nbVr15Kens6AAQOIjo6uum3fvr1qjOTkZOLj4xk3bhzjxo2jX79+vPfee/W6vtVq5d577yU6Opqrr76a0aNHExMTw5w5cygra/whPJGICm2KPTAOSXa5k9F6qvEkehucKRQ8T+wL9DCHjaj19/xc4LwXGXdswB7cpUVDkHUmLoxbAkDwj/9q0Wv7MlPKhwDkXvuvZjtk5m0SExORZfmy2/Lly+nYsWONj8myTGJiYtUYISEhrFixouqU/ooVK6rKO13JvHnz2LJlC+vWraOoqIiioiI+++wztmzZwvz58xv9vkQiKrQpVT3nm3hyvq3OFIoDXZ71yuHaD3gJTaMtPEW7T28k4OR6KiITyJj6Bc6AKEViKY9LxBbaG+P571GXZikSgy/RFp7CkLOP8ughOII6KR2Oz/r0009ZtmwZSUlJBAYGEhgYyMSJE1m6dCmffPJJo8cViajQptjNvl9L1FOmjh3Ga8//rVm2KHhzb/m6XKkaQFNdekJfaAZOO8G7/k3su8MxZuygLC6RjNvW4jKGKBpWac9bkZAJOL5a0Th8genoSgBKe01VOBLfVlZWVuPp+oiICLE0Lwj1MaM7OALdJZxW7k7zaELhi5qz5NLKb3YSGBzS6k6Gt+ZqAG2R7sJBYpMTCf3+r8gaAxfGvkTmrauR9c1zSrkpSnq4e4Wbjn2qcCStnCwTcGwlsqSmpPvNSkfj04YPH86iRYuoqKiouq+8vJy//OUvDB8+vNHjilPzQpsxowfYc90zouG2NMq0IqFoSclLW095LLEHuPULOPoxEV//HypnBaXdbiT3mn8qthRfE0dQJyqiBmHI3oOm6AwglpQbQ5+9D13RaaydxrXIYbO27KWXXmLChAm0b9+e/v37I0kSBw4cwGAw8NVXXzV6XDEjKrQpDlMsAHHOmovaC55Rn2X9GXOaJ0ltjtakLbkHWOy7bWYuJ6Hbnibqy/sAyE5aSvbkd70qCb2o5OcSQ6ZUMSvaWKZj7mX5kp5iWd7T+vbty4kTJ3juuecYMGAA/fr1Y/HixZw4cYI+ffo0elwxIyq0KS6Du5ZonKP17BFtTTOJtbm4rN+rT99an9Nc79GTrUk9QTRSaD6SrZioL+fif3oDjoAYsqYkY4saqHRYtSrtfjNhW54g4NinBAc/qnQ4rY/LQUDqp7i0/li7TlQ6mjbBaDQyd+7cZh1TzIgKbY4jMI5oZyZauY72OR40YW39twQ05wGhtqShS+tKzUqKRgrNR229QPuVE/E/vYGKqEGcn77Jq5NQAGdAFOXtR6HPT+G7ESlsmKJ0RK2LX9pmNGW5WLtMQtbWXAdaaD75+flVfz9//jwLFy7kscceY+vWrU0aVySiQptjD+yAGhftXfWvJdqcCm3u09H10Zp6snuThi6tJy9TJhGtq5GCUH8ayznafTQefe5hSrrfRMbUz71yKb4mFzsABRyrXv5GpxZ1Za8k4OjHAJSI0/IedfjwYTp27EhERAQ9e/bkwIEDDB48mBdffJE333yTa6+9ljVr1jR6fJGICm2O4+cSTh2dtS/Pe+svgEvLHjXHfkilNNee0KZqy52zfIEuL4X2H45HV3QaS797yZn4NrLGoHRY9VbabQqySuveJyr/8gn19i5tt15xfUh2KwEn1+MwhlHW4Rqlw/Fpf/zjH4mPj2fLli0kJiZyww03MHHiRCwWC4WFhfzmN79h8eLFjR5fJKJCm2MPrEcierylommYS8sebZgC7fxplUt63rIvUsw6t17a/FTafZSExppFwdA/knvdC62uq47LEExZx7FoLWfRZ++tul8koXUzHfsElb2U0h63gkocd/Gk3bt38+yzzzJq1Cief/55MjMzefDBB1GpVKhUKh566CGOHTvW6PFFIiq0OXazu5ZoXYmoINSkNc9A+6LgPS+jthWRN2oRBSP/DJKkdEiNcvH0fODhdxSOpJWQXQTtfQUZCUvC/UpH4/MKCgqIinJvdQkICMDf35+QkF8aQgQHB1NSUtLo8UUiKrQ5DnNHAOIdKcoG8rOGbgO4dEnbG2te+mrC1ppnoH2NVFlCwPHVOPzCKbrqIaXDaZLSrpNx+EdiOvoR6rJcpcPxen6nv0JXcBxrl0nYg7sqHU6bIF3yIe/Sr5tCzGcLbU5laE9yVBGMtW9GJ9sAZbOl5OMNW4a7dEnbG5fwWlsJJaH1CUhdjcpuxdJvNqi1SofTNBo9lgH3E/rDMwQeXEbh8MeVjsirBe95GYCiwQ8rHEnbMWvWLPR69+/KiooKfvvb3+L/80FLm61pnWHEjKjQ9kgqNhrHYZJLGWH7QelomlVr7eEuuKkk35tF9pTAIysAKO47U+FImoel3724NEbMB5YiOSqu/II2Sp+1B2PGdsqjh1ARM1TpcNqEe+65h4iICMxmM2azmbvuuouYmJiqryMiIrj77rsbPb6YERXapK8NE7jLuoJx5V8B1yodTrNZ+c1OJg7r2+p6uAtuwXoxi1wf2vxUjJk/UhE9GHtoT6XDaRYuYwglfaZjPrgM09GPKI6/R+mQvFLVbOggMRvaUv73v/95dHxFZ0S3bt3K5MmTiYmJQZKky+pQrVq1ivHjxxMWFlbV0/RSiYmJSJJU7TZt2rSWegtCK7XFkIgNHePLv6xWMkUQGspbS335Ml+bDb2oaOCDyEgE7f2v+LlUA03RafxPrqMyqDPWLqKTkq9QNBG1Wq3079+fV155pdbHR44cecX6VHPnziUrK6vq9sYbb3giXMGHlKpMbNaNoqPzHNoCL63VJLQK3lrqy2c57ZhSPsCl8aOk+81KR9Os7MFdsXZJQleQit/Zb5QOx+sE7X0VSXZRdNX/tboyXULtFF2aT0pKIikpqdbHZ850f9o9e/ZsneP4+flVlRYQhPr6XDee8ZXf4X/mq8seK7S5W3EqcTo6OdU7DyA1lDee5hdaP/8zX6Mpy6W493RkfaDS4TS7ooG/I+DUFwTtfYWyTtcrHY7XMKZtIfDICpzGUEp6T1c6HKEZ+cRhpeTkZMLCwujTpw+PPvroFetZ2Ww2iouLq25NqX8ltF6f68YB4H/68kTUJde/H3xzmrAW/rnf/Wdr5wvJNIgDRN4m8Kf3AN9blr+oov1IKiL645e2meCd/0JVXqB0SIoLPPQ2MatuQXLayLv6b8hao9IhCc2o1SeiM2bM4IMPPmDz5s089dRTfPrpp9xyyy11vua5556rOu1lNpvp3bt3C0UreJPTms6kanpgyNhBoNaldDiAO/ktcyiTBAs1+7/4lpsZF7PIdVOXZuF35msqgzpT0W640uF4hiRRMGohslpH6Pa/0XFpb8I3/h5tfuM717RaLgdhmx4n4ps/IGuMZN34ISV9xGyor2n1p+bnzp1b9fe+ffvSrVs3Bg0axL59+xg4cGCNr1mwYAHz5s2r+jojI0Mko23UV8bx9ChJZVRUBV+c91M6HMELteTMrq/MIntK6A/PIMlOivvNbrVdlOqjrONYzt53hMBDb2M++Bbmw8sJPPwOxfH3kD9qES5jyJUHaShZRlNyHv2Fw2iLTqOqLEWyl6KqLAXZhUsfiEsXiEtvQmW3oik+j7b4PJqSdHA5kTUGZLUeWWPEaQzB4R+FMyAKR0A0DlM7HKZYHKZ2yBpDvcLRWM4SsfH3+KVtxh4YR9ZNH1EZJn5P+6JWn4heauDAgWi1Wk6cOFFrIqrX66sKswIUFxe3VHiCl/naMIGHS15mTHS5SEQFwYsZMncReCSZSnMnLAN8v62j0z+CwuGPUzj4D5hSPyVkx3OYDy8n4MRn5I96muK+M9EUp6HPPYz+wmHU5bngciLJLpBdqCqLUZcXoKooQF1RiKzS4dKZcOkCkHUByNIvh31Udiu6vCOobZYGxymrtMhqHZKj3H3tK70vY6j7ZgjBZQjGbmpPWadxlMdd7U5SnZUE711C8I5/onJWUN5uONmT38PpF97g2ITWwecS0SNHjmC324mOjlY6FKEV2KUfilNv5uqoEtSSKJcieF7y0lcv644lXIHLSdh38wHIu+Yf9Z5V8wkaPSV9plPa/SaCd71I8J7/EPHN7wnf9BiSs/KKL5dVWpyGIFT2UjSlmUiys8bnOfwjsUYPpjI8nsqQ7j/PgAbg0gaAJKGqLEVVWYLKVoys0WM3xeEIjMXpHwHSz7v8XA4kexmaslzU1hw01mzU1mw0JRlVs6eakgy0lrPoflWtJOjgUlxaf8o6XIuu4Di6glScejMXEp+lOH62OCHv4xRNREtLSzl58mTV12fOnOHAgQOEhIQQFxdHQUEBaWlpZGZmApCa6i7YFxUVRVRUFKdOnSI5OZmJEycSFhZGSkoK8+fPJyEhgZEjRyrynoTWxSlpKOs4lqDUT+kfcuUf6s0hWA+WlrmUUA8Xu1HFxMa1yPWSl4lEtKECD72N4cIhSrtMpKzzeKXDUYSs9aNg5J8p6T2N0K1Poc89TGVoL2wR8djC++EwtQeVyj3TKalw6QJwGkKQdaZftjHIMpKjApXdvdxeNbZK2zzL/SoNsj4Quz4Qe3CXOt6MjOQoQ11egC4vBf9Tn+N/egMBJ9cBUNLzdvLGPIvTP7LpMQleT9FEdM+ePVxzzTVVX1/ct3nPPfewfPly1q5dy+zZs6sev1ioftGiRTz99NPodDq+/fZbXnrpJUpLS4mNjWXSpEksWrQItVp8ghLqp6zTOEypnzI8smXa6l3sw96WtHSy1xBN6UY1YS1kldW/1NfUscMoLixg6thhovtVPanK8gj94RlcagN5ic8pHY7i7MFdyL7x/ca9WJKQtUacSp86lyRkrT8OrT+OwFjKOo8nV3ahz96PrNZSGdFP2fiEFqVoIpqYmIhcR/eIWbNmMWvWrFofj42NZcuWLR6ITGhLKqIHAdAzyK5wJN7N6B9Arz59G9XH3ldbjza0ykG5tZTsrEx69ekLuP9Ncy/keDDC1i/0+6dR2yzkD1+Aw9xR6XAET5FU2KKvUjoKQQE+t0dUEBrKbu5EmUOiV1Al5UoH48VacxLprU0CLiboQs20hScx//QednMHigb9XulwBEHwgFZfR1QQmkyl5mSJgXb+TlQVRUpHI3jApW04k5e+qkwgQoMEHvofAIWD/yCKmAtt3tatW5k8eTIxMTFIksSaNWuqPb5q1SrGjx9PWFgYkiRx4MCBy8ZITExEkqRqt4vbHpUiElFBADqMuRMAXe5PCkfiu2bM8Z4DOsnLRCLq9Rw2Ao+8j0sbQEnP25SORhAUZ7Va6d+/P6+88kqtj48cOZLFixfXOc7cuXPJysqqur3xxhueCLfexNK8IAC2iHgA9LmHqYgdpXA0TeNNCd+v+cpJ8St1P/LWbQCtTcDJdagrCrDEz3Kf/BaENi4pKYmkpKRaH58509329uzZs3WO4+fnR1RUVHOG1iQiERUEwBbuPqWpzz2scCRN5ysJX31pis9jOpKMujwfdUURKlsRjoAYcq97wSP1B6+UZCYfF4locwg8tByA4n6zFI1DEDyppKSkWlOdSxvueEJycjIrVqwgMjKSpKQkFi1ahMmk3Ic9kYgKAlAZ1hunC/QXDikditBA4d89hv/pLy+7v6xDItbuNysQkdBU2sKT+KVvoyJyALbIBKXDEQSPubS9+MXylJ4yY8YMOnXqRFRUFD/99BMLFizg4MGDbNy40WPXvBKRiAoC7mLRZ0s1dNYcA2cloFM6JKEeNJaz+J3eQGVwNy6MW4JLH4S6LId2n9xI8O7/YO1202U9yb2tlqe3bqVQUtVsaPwsReMQBE9LSUmhXbt2VV97ejZ07ty5VX/v27cv3bp1Y9CgQezbt6/WtuieJg4rCcLPjhVpkVz2aq3nBO9mPrgMCRlLwm+oaDecyrBelMclUhaXiCHnAMbzl9cZvljLs9xaqkDEl2trWymuyGEjMEUcUhLaBpPJRGBgYNXN04nopQYOHIhWq+XEiRMtet1fE4moIPzsaJF7FrQl9ole6cCLcGWSvYzAw+/i0pko7l29/Ejh4EcACN79HyVCE5og4OQ61OX5lPS8TRxSEgQPO3LkCHa7nejoaMViEEvzgvCzo0VaAPQXDgN3Vt3vifaU4jBL0wUc+wS1rYiiAb+5LGEpj0ukIqI/fuc2MX/lATJcA+rdhlNQVuDh5YA4pCQIlyotLeXkyZNVX585c4YDBw4QEhJCXFwcBQUFpKWlkZmZCUBqaioAUVFRREVFcerUKZKTk5k4cSJhYWGkpKQwf/58EhISGDlypCLvCcSMqCBUuTgjqsutfmBp5Tc7CQwOUWQ/4cUkuDFtNX2aLBN04E0ALAPmXv64JFH086zoPfkvNagNZ0ME6yFE7/5TaDp1SQZ+57dhC48Xh5QE4RJ79uwhISGBhAT3/xvz5s0jISGBhQsXArB27VoSEhKYNGkSANOmTSMhIYHXX38dAJ1Ox7fffsv48ePp0aMHDz/8MOPGjeObb75BrW7+CiP1JWZEBeFneRVqHH4R7hnRcPmyQy6eUmij1tk6X+3R3lSGzJ3ocw9T1uFa7CHdanxOabcbqTR34kbLGjobn6JI37nW8Rp7YEjMsDavgJPrASjtIaodCMKlEhMTkWW51sdnzZrFrFmzan08NjaWLVsu3zevNDEjKgi/YguPR20rIsaZ0WLXdMmema3zZeb97k4gRQPur/1JKjVFgx5CjYvHK5bUOWspDgx5h4ATawH3hwhBENoGkYgKwq9UhvcFIN7e+gvb+yp1SSYBJ9dhD4yjrNO4Op9b0ns6Dr8I7i1bzrZe61ooQqEx1GW5GDK2YwvtjT24q9LhCILQQkQiKgi/Yotwd1jqW9lyiahK+mWPYbAe/DRiz2Fdgva/huRyYOl/3xU7J8laIzkTl+KUNER+MQdD+g8tFKXQUP4n1yPJLqzdxH4HQWhLRCIqCL9iC3f3nI+3t1yHpWD9L3sNN0yBdv7V9x6Kgue/UFsvYD6wFKchGEu/2fV6TXlcIo9GvonkrCT6szvpbq70cJTVJS99terv4vBZ7fxPuGesS0UiKghtikhEBeFX7MFdcWmMLTojemlN0cu+FvsXqwTvfhGVo5zCQQ8j6wPr/boNppvJvfZfqG0W3hqdCwWnPRLfhLWQYXX/eVHysl8SUSUrMHgzVUUhfue3UBnUmcqw3ld+gSAIPkMkooLwayo1lWG96eQ8S6y2uOpuT85KXlpTVNQYrZm6NIvAg8twGMOw1HVIqRbFA+ZSMPSPhBtd8MoQXh6eh//Jz39u6do8Cm1UKxX163aiQu38T29Acjncy/ItVK1CEATvIMo3CW1SsB4qnDXvxbSFx2PI3sv6QYepwF3kV8xKKi/4x3+jctooGPwUsq5xS9sFI57gzTfe5PHEQK5vnwZrp+M0hlIRORCHKQaHqT0OU3usXSbiMgQ1OeaL7UR79enb5LF8mX/VaXmxLC8IbY2YERXapJr2Yl5U0W44AAHH17RwVEJtNMXnMf/0Dg6/CCz95zR+IEliZWY00f/I476dcRT3uQvJYcP/7EbMh98hdPuzRH71AB3+N5DAA0vB5Wi+NyHUSKoswe/st9hNsdgiByodjiAILUzMiAptVm393ku73Yj+6z8RmPIB+aMWNXr2TWg+wT8+j+SspHDIPGStX5PGWvnNTpKXvsqMuQ9yAbhw/cuorTloSjPRlGRgyNqF+cBSIr57FPPBt8gf9TSVoT2Q1QZkjQGXLgDUuuZ5YwL+Z75G5bRR3G2yWJYXhDZIJKJCm1XbXkxZa+Roh7sYfuYVTMc+priep7PbMlVZHkH7/ktleDxlHa/DpTc329iG9O0EHlmBwz+62f5bVNtqoVLjNMXgNMVgix6EtfuNWAbMJXTbIkzH1xDz2bRqr3Uagsm68YOqmXOhaapOy3edrHAkgiAoQSSiglCDmMR74cwrmA8uozh+lpipuYLwzY9jOvYxALJKQ3m7EZR1GkdFzFBsEf2QNYaGDyrLBO19hdBti5BkJ/mjFzVunEZwmDuSc8M7WNK3E3gkGVVlCZLThmS34nd+G9Fr7iDjjq+oDOvVIvH4LJcDv7Pf4jCGUREzVOloBEFQgEhEBaEG9uAulHW4Br9zmzBk7aYiZojSIXktfdYeTMc+pjKoC9YuSfif3oDf+a34nd8KgKzSYgvvS2VYb1waP2SN3p1QShpABtkFgNMYSmVoDypDeiBr/Yj46v8IOLUep95MzoTXKesyscXfW0X7EVS0H1HtPvO+1wjf/DjRq24l486vcZjat3hcvkKfvR91ZTElPW67YnMCQRB8k0hEBaEWln5z8Du3icCDb4lEtDayTNiWJwDIG/MsZV2SyB/zLNrCkxjTNmPI2oshazeGnP0YcvbXf1hJhSS7qIgcQPYN7+Awd/TQG2g4y8AH0FizCd79H2I+vYX0OzbgMobU+/WiQcEv/NI2A1DWIVHROARBUI5IRAWhFtYuSTgCYjAdX01e4nO4jKFKh+R1/E98hjHzR8pir6as84Sq++3BXbEHd6W4/32Au2C51nLOvbztqEByVoLLDpIKcG970JRmoStIRZufitZyhrJO48kf/XSLLcc3RP6op1FbLxCY8j7Rn91Jxh1f/vxerkyUAvuF37lNgLv7lSAIbZNIRAWhNioNlvhZhO74O4E/vUfR4EeUjsi7OGyEbVuIjETemGfr3EfrMgRjMwS3YHDV1VYhodEkiQvXv4ym+Dx+6dswnt9GedyYZr6Ib5MqSzFk7aIyuCuOwFilwxEEQSGijqgg1KE4/m5klQbzober9jIKbkEH3kBrOUdJnxlURvRTOpw6eaRblVpL0aCHADAdSfbABXybMWMHkstOmZgNFYQ2TcyICkIdnAHRlHa9AdPxNQSkrqK0521Kh6QMWcb/5Dr0OQdQVxSishXhf2YjLo0f+SOfVDo6xZR1vA6HfxQBJ9aSd+2/gOYrW+XrxLK8IAggZkQF4YoKhz6GjEToD880a1/y1sSU8j7R62YSsuvfmA+9jSl1FVJlKfmjFuEMiFY6POWoNJT0ugOVo5yA1NVKR9OqGNM2I0sqymNHKx2KIAgKEjOignAFleF9Kek9jcCUDzAfWo4l4X6lQ2pR2sKThH/3GC61gQsTXsVuisNlCMJpDG3QaXFfVdxnBsF7XsKU8j6oZykcTeugtuagzztCRdQgXIYgpcMRBEFBYkZUEOqhYMQTyGodwTv/gVRZonQ4LcdZSeQXc1DZreQlPktpj1uxxQzGHtJNJKE/s4f2oCJqEMbMH+lqP6F0OK2CMW0LAGUdrlE4EkEQlCYSUUGoB0dgHEUD7kdTnkfwnleUDqfFhP7wDIacA5R2uYHifnOUDsdrFfedAcCdVnFoqT6q6oeK/aGC0OaJRFQQ6qlwyHycejNBe5egtuYoHU6TaYrPYz6wFNNPK/A/sQ5j2lb0WXvRXTiELu8o/sdXE7znZRwBMVwYt0S0Oa1DaY9bcakN3FH2ISrZqXQ43k2W8Tu3CZfGj4rowUpHIwiCwhRNRLdu3crkyZOJiYlBkiTWrFlT7fFVq1Yxfvx4wsLCkCSJAwcOXDaGzWbjoYceIiwsDH9/f6ZMmUJ6enpLvQWhDXEZQygc/Agqu5Xgnf9UOpwm0RSfp/0HYwn/7lEiv/4d0evuot0nk4n94FriVowm7t1hRK+fhYxEzoQ3xDL8Fbj0ZqzdJhPtzOL6yk1Kh+PVtIUn0JRmUt5+JGj0SocjCILCFE1ErVYr/fv355VXal7qtFqtjBw5ksWLF9c6xiOPPMLq1av58MMP+f777yktLeWGG27A6RSzEkLzsyT8Fod/NOZDbxNw9GOlw2kUVUUh0atvQ2PNxhI/i9zExeQPf4Kigb/DEj+L4j53UdJzKiXdbyZn0jLK465WOuRWobiPe3l+TsW7Ckfi3fzObQagXLT1FAQBhU/NJyUlkZSUVOvjM2fOBODs2bM1Pm6xWFi2bBnvvfceY8eOBWDFihXExsbyzTffMH78+GaPWfBd9ekBLmv9yJm4lOjVtxO54X5QqSjtcWsLRNdMHDai196FPv8Yxb3vJHfsf8SSezMpj72aM+qO3G77jK2l7wEzlQ7J66itOZj3vwZAWZw4qCQIQivfI7p3717sdjvjxo2rui8mJoa+ffuyffv2Wl9ns9koLi6uupWUtKFT0EKt6tsDvDx2NFk3fYis0hH5xVz8j7eS+pGyi8ivHsCY/j1lcYlcuP5lkYQ2J5WaOWHLKZECeLHw9/id/krpiLyKqryAmE9uQld0Gku/2VSG91E6JEEQvECrTkSzs7PR6XQEB1fvYR0ZGUl2dnatr3vuuecwm81Vt969e3s6VMHHlMclknXTB8gqDVGfz8H/+GdKh1QnyV5OxFcPYkr9FFtYX7ImvwdqndJh+ZyDugRuMb+HjETU+nvoF2JTOqQWZzz7LRFf/Y7AQ8tR2SwASLZiYlbdgj4/hZKeU8m99t8KRykIrY+vntjdBm0AACAASURBVKtp1YlobWRZRqpjpmfBggVYLJaqW0pKSgtGJ/iK8g7Xkn3j+z8no7MxpXygdEg10hSfp93KCQSmfEBlSA8yb/4YWR+odFg+KVgP2/2u5fHIV1E5ynl9VB5kHVI6rCZRW3MI2vUiQbteRGM5W+vzdLlHiP70FtqtuoXAIyuI+Ob3dHy9O5Ff3EfM6tsx5OyntMsN5Ex4DVTqlnsDguAjfPVcTavurBQVFUVlZSWFhYXVZkUvXLjAiBEjan2dXq9Hr//ltGZxcbFH4xR8V1nHsWTd9CHRa+8icsNvUVUUYRn4gNJhVTGe30bk+lloyvMo7XoDORNeR9aZlA7LZ22YAsmpMKPHHeTtziJs2yJ4YzSfjdMS8v1fsXZOwhHUEZdaj6wxgErrtdsj9Fl7CNr/BgHHVyO57ACEff805dFDKO15G46AaNTl+ajL89DlpxKQ+imS7KIiciCFQ/6AIXsvppQPMR1zH+or63At2ZPeBlWr/rUjCIrx1XM1rfonwlVXXYVWq2Xjxo1MnToVgKysLH766Sf++c/WXV5HaD3KO1xLxq2fEbP6NsI3P466opCC4QsUTzCM5zYRs+pWkF3kj3ySwiHzQfLJRRCvMqOH+8+iQb/nPy/8h7/d2osu57aj3vVvQnZVX5KWkZDVOmS13v2nxuD+u8aArDHg0vjhMgbjNITgNIbg9I+iMrgr9pDuOEztAPeMt67wBNrC0zj8w6loNwKnf2Sj41fZLO69z2fce1ztpvZY+s9B1hgwHfsEY9YujFm7LnudPTCO/FGLKO1xC0gqrN2mkD/yKfzObUaX9xOWAXNFuSZBuERJSUm1ybBLJ8qa05XO1bTJRLS0tJSTJ09WfX3mzBkOHDhASEgIcXFxFBQUkJaWRmZmJgCpqamAeyY0KioKs9nMnDlzmD9/PqGhoYSEhPDoo48SHx9fle0LQkuwxQwmY+oXxKy6mZCd/0BTkkHuNYuVm310VhL+3WNIspOsySuwdpusTBxtmSTx6dkA/nbvl4xK6MWa1xbid+Yb1BUFSM5KJEcFktP2y81RicpuRSovQHJWIMmuOod3afwAGZWj/LLHKoO7UhEzDKch2D2O7EJWqbF2TqKi/chaPyRpis4Qs+YOdAWpVEQOoHDIfKxdJlbNYloGPoi28BT+J9chOSvdybExFKcxHFv0IPcs76+pNJR1GktZJ/HzWBBqcukZlUWLFvH000975FqNPVfjaYomonv27OGaa34p4TFv3jwA7rnnHpYvX87atWuZPXt21ePTpk0Dqv+HevHFF9FoNEydOpXy8nKuu+46li9fjlot9iAJLasyvA/pd3xFzKpbCTyyAuP5reSMf42K2FEtHov5wFJ0hSco6Xm7SEK9QFGlmpLed1LS+876vUCWweVAZS9FVVGIurwAdXkBmtJ0dAUn0RaeQFvg7mtvD+mGPbgblcGd0ZRkYEzfjiF7L7rCk5cNG7z3FWyhvbEMuI+SXncg6wKqHjOkbyd67QzUFQUU957OhbH/qXEG0x7chaLBjzTuH0IQhGpSUlJo165d1deemg2ty5XO1XiaooloYmIisizX+visWbOYNWtWnWMYDAaWLFnCkiVLmjk6QWg4R1Anzt+1lbBtCzEfXEa7j2/AMvBB8kc+haw1tkgMqrI8Qnb+A5fGj7zRf2mRawrNTJJArcWlDsZlCMYR1LlhL7eXo889hOQoB0mNLKlQl+cTePhd/M9uJOLbeYRtXoDTGIZLb8alD8SQvRfJZSdv1NPuRNNL964Kgi8xmUwEBrbM4dHGnqvxtFa9R1QQvJGsCyD3uhco7TKJiK8fImjff1GXZpJzw/IWuX7o9r+htlnIH/FnnKZ2V36B4HNkrZGKmKGX3W/tNgVt4SkCD72N/+kNqCsK0RTmILkcuHQmsse/jbXbFAUiFgTB07z1XI1IRAXBQ8o7Xsf5u7fTbuUkTMdXU3r8Rqzdb/boNXUXDhF4aDl2UyxFVz3k0WsJrZM9uAv5Y54lf8yz7jtkGclRhixpxGEiQfBivnquRhyhFQQPchmCyJnwKrJKQ8S381GV5XnuYrJM+OYFSMjkjXmmxbYCCK2cJCFr/UUSKghebs+ePSQkJJCQkAC4z9UkJCSwcOFCANauXUtCQgKTJk0C3OdqEhISeP3116vGePHFF7npppuYOnUqI0eOxM/Pj3Xr1il6rkaS69qk2Uakp6cTGxvL1pTzRLdrr3Q4gg8K2f53Qnb+g5LuN5FzwzseuUbggaVEfPco5e1GkjH1c7HHzwtMHt6Xo0d+olefvqzb8ZPS4QiC4CWyMtK5uncs58+fp337tp13iBlRQWgBBUMfxRbWF9PxNR7pTW/I3EX45gW4dCYuXP+SSEIFQRCEVkEkooLQEtS6akv06rLc5hvaeoGodXcjuezkjH8Ne0i3ZhtbEARBEDxJJKKC0EIqI/pTOGQ+6vJ8wjb9sXkGdTmI/PxeNNYsCgc/ImqGCoIgCK2KSEQFoQUVDH0UW2hvTKmr8D/5edMGk2VCty3CL30bZbFXkz/yqeYJUhAEQRBaiEhEBaElqXVcGPcKsqQi/Nt5qCqKGjWMux/4HIL3voI9oB05k96uasMoeA+jfwBR0TEY/QOu/GRBEIQ2SCSigtDCbNFXUTTwQTTWbEK3NnwWU5+5m9j3RmFK/RRbWB8yb1uD0y/cA5EKTbXym50EBoew8pudSociCILglUQiKggKKBjxZyrNnTD/9C7GtM31e5HLQfCPz9P+o/Foi9Mo6j+X9Du/xR7S3aOxCoIgCIKniERUEBQga/3Ivf5lACI2PoxUWVLn87UFx2n/4XhCf3gGlz6QrCnvk3fd86JovSAIgtCqiURUEBRSHnc1lvhZaC3niFl9B1Jl6eVPcjkJ2vsKse+NxpC9B2uncaTdvQNr10ktH7AgCIIgNDNxukEQFJR3zT/QFqfhd+47YlZPJfPmlcg698EW3YVDhH87H2PWLlw6EznXPU9Jn7tEsXpBEATBZ4gZUUFQkKwxkDXlfco6XIsx4wdiVk9FXZJJ2Hd/JDZ5DMasXZR1uJa0u3dQ0nemSEIFQRAEnyJmRAVBYbLWSNaU94leOx2/c9/R8a0+SLILe0A78hL/jrXbjSIBFQRBEHySmBEVBC9wMRm1dhwLkorCwY+QNmsX1u43iSS0lZsx50GlQxAEQfBaYkZUELyErDWSdfMnSJUlyPpApcMRmsmMuSIRFQRBqI2YERUEbyJJIgkVBEEQ2gyRiAqCIAiCIAiKEImoIAiCIAiCoAiRiAqCIAiCIAiKEImoIAiCIAiCoAiRiP4/e3ceF1X1/3H8PUgiIK6hoOJuJgjmVgrmnmGLpn6t1FxS+1lplmWW9bW0Ra1stTS1zVZbzFIrLc21ICszNddyww1xCZBNlvP7g++MDLihMHcYXs/HYx41253PHO8M7zn3nHMBAABgCYIoAAAALEEQBQAAgCUIogAAALAEQRQAAACW4BSfknJyciRJRw4fsrgSAADg6ex5w54/SjOCqKT4+HhJ0n86X21xJQAAoLSIj49X7dq1rS7DUjZjjLG6CKtlZWXpjz/+UPXq1eXlVfyjFZKTkxUaGqotW7YoICCg2F/PE9BmF4d2KzzarPBos8KjzQrPk9osJydH8fHxat68uby9S3efIEHUAklJSapYsaISExNVoUIFq8spEWizi0O7FR5tVni0WeHRZoVHm3kmJisBAADAEgRRAAAAWKLMxIkTJ1pdRGlUpkwZdezYsdSPDSkM2uzi0G6FR5sVHm1WeLRZ4dFmnocxogAAALAEh+YBAABgCYIoAAAALEEQLQGMMcrOzuYMDAAAwKMwRhQAAACWYNqZmzt+/LjWrFmjhQsXKjY2VosXL1a9evWsLqtEOnDggGJjY7Vu3TqFhYVp0KBBVpdUIiQnJ2vJkiX6/vvvlZGRoSFDhqhz585Wl+W2cnJytGnTJsXGxiomJkb79u3TZZddpqVLl1pdmtvbvXu3Vq1apQYNGujaa6+VMUY2m83qstxSYmKiYmNjtXz5cu3Zs0ddunRR7969FRgYaHVpbispKUm//vqrli9fruDgYA0aNEgVK1a0uqxSj0PzbsAYo40bN2rhwoU6dOiQ031Lly7VzJkzFR8fr61bt2r9+vWO5+DMDh48qLi4OKfbEhISNGrUKE2ZMkUvvviilixZovT0dIsqdE9HjhzRiRMnCtz+/PPPa9q0aTp16pSCgoJ02223afbs2crKyrKgSveSmZnpdH306NG67LLL1K5dO82cOVO+vr6KjY3V5ZdfrlOnTllUpfs6efKkXn31VdWqVUs+Pj5q2rSpxowZo40bN0oSIVTSv//+q127djl93g4fPqwnn3xSjz76qPbs2aNatWpp5syZ6tOnj44fP25hte4hMTFR8fHxBW6bPn26HnnkEb355pt6+eWXlZSUZFGFcGJQbH755RezYcOGcz7mzz//NO3atTOVK1c2DRs2NFFRUea7775z3P/zzz+b7777zuzatctcc8015uGHHzbGGJOdnV2stZdEkyZNMlWqVDGVKlUyrVu3Nl988YU5deqUMcaYEydOmJdeesls3LjRDB8+3Nxyyy0mLi7O4oqtlZqaaubOnWs6duxoAgICTJ06dcwtt9xiVq9e7di/vvvuO1O1alXz+eefO5733HPPmaZNm5rVq1cbY4zJycmxpH5Xy8zMNCtXrjR33323ady4sWncuLEZPXq02blzp+Mxf//9tzl48KDT8+rXr29mzJjh6nLdxo4dO8xbb71l7r77bjN58mTzzz//OO47duyYue2220ydOnVMUlKSycrKsrBS97Fp0yZz1113mRo1apiAgADTunVr8+CDD5pDhw4ZY4zZvn27GTNmjFm7dq3jOT/99JOpX7++mTVrllVlWyYzM9OsWLHC9O3b11SrVs1UrVrVdO3a1elzl5iYaD7++GPzww8/mG+//daUL1/ebNy40cKqYUePaDHIzs6WJN1xxx166qmnztrzlpGRoQkTJqhs2bLatWuX1q5dq6pVq2rChAn6448/JElt27ZVdHS06tWrpyZNmuj333932fsoSebOnau5c+fq5Zdf1j///KNmzZrp/vvv1/fffy9JqlixosaMGaPw8HA1adJER48edfQ+m1Lau7x582YtWrRIkZGRWrt2rZYuXarjx49r3Lhxjv1vzZo1atWqlaKiohzP69atmw4fPqwffvjBqtItsX37ds2YMUOJiYn673//q1deeUXLli3TiBEjtGPHDklSgwYNFBwc7JhYuHr1ahljVLlyZUmet6+d6/2cOnVKc+fOVb9+/fTWW28pLS1Na9asUadOnfTbb79JksqXL69mzZrJ399fAQEBOn78uLZv3+5x7XQmZ3uPaWlpWrJkiY4dO6a3335bO3bs0AMPPKBPP/1Uzz//vCSpUaNGeumll5w+l5GRkcrOzlbZsmVdUr87OXHihN5//31VrVpVn3zyidatW6fWrVtr7Nix+vbbbyVJFSpUUL9+/dS1a1d17txZKSkp2r9/v8WVQ+LQfJEyxignJ8fxBdO9e3clJCQoLS2twOMk6c8//9SuXbs0dOhQVapUSdWrV9e0adNUtmxZffLJJ5JOh9qcnByFh4dr69atkjz/kFV2draysrLO+wfJ/gd/3rx5atmypQYNGqQqVapo1qxZatWqlWbOnKmcnBzZbDbHYdRGjRopNTXVcfjek/7oXUi72e+rUqWKHnjgAT3yyCOKiIhQ48aNNW3aNHl5eWndunWSpHr16unw4cNauXKl4/nr16/XsWPHHD+KSvq+mJOTo6ysrLOuSmFvr+zsbPXq1UvPPfec7rjjDkVHR+uNN95Qamqq1qxZ43hMXnv27FFOTo7CwsIklfy2souLi9P777/v9LnKLzs7W7t27dLdd9+tZcuW6b333tPs2bNVt25dzZw5U5JUtmxZhYSEaOvWrWrYsKFatGihW2+9Vffcc48OHjzoyrdUrM70eTzbvuDj46OOHTvqhRdeUHR0tIKCgtS/f38NHz5c69atU2ZmpuO59r85khQTE6Pjx4+rZcuWxfdGXCzv+zuXypUrq2/fvpo4caI6d+6s+vXra/LkyQoNDdWaNWuctpGVlSUfHx9VrFhRO3fu9Kjv/5KKyUqFkJGRoT/++EOVKlXSlVdeqczMTF122WWO+202m2w2m7y8cvN969atNW/ePCUmJjp6RPIqU6aM9uzZoyZNmjhuCw4OVsuWLbV27VpJcmzLy8tLYWFhOnLkiE6ePKny5csX51t1qezsbJUpU8bptvzXExISdPLkSdWrV89pAoOXl5eOHDmirKwsBQcHS8rtiSlbtqxuvfVWPfjgg9qxY4euvPJKxzavuOIKSXL8Gi6p4eBi283+fhs0aKAGDRpIkuO+1NRUHTt2TI0bN5YkRUdHa8WKFfrvf/+rlStX6u+//1ZSUpLuvPNOLV682Om57uxcNXp5eTk+Z2dif15ERIQiIiIk5YZXLy8v+fn5KT09XZdffrmk0+1v3158fLyMMQoPD3c8p6TJyclx/Jizv78///xTQ4YM0aBBg5y+A/Py9fXVpEmTHNezs7NVq1Yt1alTR1lZWUpOTlZAQIAaNGig8ePH65prrlF4eLh+/vlnPfDAA0pPT9fUqVMVFBTkkvdZWGfap+wdEfk/h2fa9/744w8dP35cnTt3drrfy8tLrVq1KvA6GzZs0JVXXqmsrCxHm+f9PD/44IMaPHiwwsPDi+w9uoK9zfL+7bTL+/7i4+MVHx/v+Azm5e3tre7duzuu27d39OhR1a5d22m79u1dccUV2rx5s06dOiUfH5/ieGu4QCXvW9FCmzdv1rBhwzR37lxJKvAFnJCQoP/7v//TZ599Jklq2bKljh49WmDQtP2DEBQUpJSUFKdelPLly6tevXqKj49XSkqK0xeU/QNl7xUtifL3GEkFw5MxRt99951uuOEGde3aVU899ZR69+6tJ598UpIK/ELOycmRn5+fUlNTnbbXtm1bnThxQgcOHJB0OhzUqVNHvr6+JSqIFke72Z+T9w/qDz/8oIoVK6p9+/aSpFq1aumtt97S8OHDlZSUpKioKEdvs3177tx+9t6OM9WYnJysPXv26Oeff1a3bt0UGRmpmTNnnnMSVv72Wr9+vRITE9WlS5cCj83OztbatWvVokULSXLrEGr/7JyJl5eXvL29nfa3xMREeXt76/rrr1fdunXVo0cP/fvvv2fdhj2cGWMUExOj0NBQBQQESJLCw8M1btw49ejRQ7Vr19aAAQM0Y8YMbdq0ydHT7E5SU1O1dOnSM+5TXl5eBT6XBw8e1DfffOMYomX/LPfv318LFiw442c7L5vNpu3bt2vz5s3q0qWLfH19C/TiTZo0SZmZmRo/fvylvLViY3+PZ+p9tLfZmT4f//77r0aOHKnKlSsrNDRUw4YNO+vhdPu27T+aPvzwQ/n4+Kht27ZnfFyLFi30119/nXPfh2u47zejG6pTp44aNWqklJQUZWVlqUOHDvrwww8d9wcEBGjJkiXatm2bJKlJkyay2Wzat2/fGbdXpUoVlS9fXjt37nS6vXLlyvLz83M8z/4HPzAwUNWrV3fMnHdXX3/9tXr16uUYQ5j3izb/l3ROTo4++eQT3XXXXY7bNm3apIceekiBgYEaMmSI4uLi9PPPPzuGOOT/wqpSpYoqVKighIQEp9eoV6+ebDZbgT+Q5cqVU/Xq1XXo0CElJycX0bu+dEXZboMHDz5vu0nOPQ7r16/XrFmzNHXqVHl7nz5Y4uvrq/Hjx+uTTz7RU089pRYtWuiXX37Rtddeq5MnTxZdAxRCVlaWYmJiNH78eHXr1k1RUVGaOHGiDh8+LElOITk9PV3r1693zMSWcmcdDxkyRNHR0XrnnXfUunVrXXvttXrmmWd03333STr74VT7Zf/+/ZowYYImT558xiMUZcqUUWxsrKKjo4ujCS5JTEyMhg4dqvr166tu3boaOHCgvvjiiwIhPC0tTd9++61Gjhypbt266bnnntPx48c1d+5cZWVlqUyZMnrhhRf00ksvqVKlSmd9Pfs+9uyzz8rf31/9+/d33Fe+fHnHEjr2fTQ0NFQ2m63A6heulJaWptjYWMf3uV1MTIy6d+/u+IFr308OHjyoDz74QI888og++ugjR8BZs2aN+vXrp0WLFknK3S9OnTolLy8vRUREyNvb+7zDQp588kk1a9ZMffv2leT8w+rHH3/U+++/r/Hjx6tGjRpF2AKFl5aWprVr12rixIm66aab1KJFC3Xr1k0TJ07UL7/8UiC8Jycna8GCBRo1apSGDBmimJgYp9D6+OOP67ffftOHH36oXbt26ZlnninwXWhns9lkjJGXl5fi4+M1ffp09e3bV1dddZXT4+z7WGRkpP755x9mzrsBgmghXH755apatar27Nkjb29v7dmzR7t373Z8cMqVK6fGjRsrPj5eiYmJknJ7Pbdu3VrgV68xRr6+vmrcuLFWrlzpNI40LS1N5cqVc/xRsH94fXx81LBhQy1dulQLFy7Um2++6XbjqE6ePKlly5ZpxYoVeuaZZySdDlFZWVl666231K1bN0mnv2T37t2rd955R1Lucjjz5s2TJE2fPl133HGHZsyYoc6dO2vnzp2OX7t5lS1bVo0aNdK+ffscQcQ+tqhcuXJn/OJq0KCBjhw5onXr1mnFihXatWtXMbTGhSuKdrOPK54+fboGDhx43nbLKzMzU/369dOIESPUqVOnAvcnJyc79sfPP/9cn3/+uW699VbLhogsXrxYI0eO1I4dO9ShQwf17dtX5cqVc/wY8fLyUnp6uoYNG6bg4GDddNNNGjFihB5++GFJUqVKlVS3bl3t3btXDRs21LPPPqupU6dq+vTpmjVrlnbu3Hnent7bb79dPXr00O23337G+7ds2SKbzaaaNWtKcp+xyOvWrdO4ceOUkZGh559/Xh9++KEqVKigW2+9VU8++aTTj7M333xT48aN04kTJ9S+fXv5+fkpKSlJS5cuVWRkpMLDw9W3b181bNjwvK8bGxuruXPn6vHHH1dISMg5x01u2rRJf/31lyIjI4vujRfS008/rcjISPXq1cupM6FWrVqqUqWKNm3aJCm35i1btmjAgAGaPHmydu7cqSeffFIjR47U4cOHddttt6lHjx567733tHfvXkm5/wbly5d3DNk6075m73mfPXu2fv75Z02ZMqVAaE1ISNDrr7+u2267TX369FFmZqb+/vtvR22uNmnSJLVv315Lly5V8+bN9cADD6hPnz5atGiRunTpovfee8/p3/2ll17SE088oaSkJHl5een222/XtGnTJOUOXfjhhx/Uv39/3XjjjQoICND111/vGIJ1JvZ2fPrppyVJEydOLPCYvEPnEhMTtWnTJsXExCgmJqaomgGFVYQz8D2afYma//73vyYyMtKkpaWZHj16mKFDh5p///3X8bhhw4aZHj16OJYo6datm+nbt69JSUlx2p59mZJnn33WNGvWzCxevNhx3y233GI6derkuH7ixAkzefJkU7duXWOz2YzNZjO+vr6mb9++Zvfu3cX1li/KgQMHTJs2bczSpUtNx44dzfTp0x335eTkmFdeecWUL1/e6TlLliwxZcqUMUlJScYYY1q2bGkee+wxp8e88sor5oorrjB///23Y1t5/7tmzRoTFBRkPv74Y8dzPv/8c1OzZk2zfPlyx21r1qwxw4YNMzVr1nS0pZeXl3n77beLsBUKz9Xtlt/AgQNNhw4dTEZGRoH7/v33XzN79mwzePBg061bN1O/fn3z3HPPXdL7vRQHDhwwISEh5uGHHzbp6enGmDMvZ/bAAw+YDh06mD///NMYk7sUWmBgoGMpqldeecV4e3ubY8eOOT0vMDDQvPbaa+es4bHHHjMRERFm7969Be6z1/LKK6+YWrVqmV9//dUY4x7LXGVmZprWrVubDh06mCNHjjjd9/TTT5vy5cub2bNnG2OMWbx4salWrZrTv7W9vTMzM83w4cNNu3btjDHnX07u+PHjplu3bmbo0KEF7svKyjLz5883W7duNbt27TKffPKJiYyMNMOHD3e8nhXeeust06xZM2Oz2cy9997rWO7t0KFDJjw83DzxxBOOxw4aNMiEh4ebEydOGGOM+fTTT81VV11lxo4da4wxZtWqVSYyMtKMHz/eGJPbtrVr1z7j/pPXpk2bTNWqVc1nn312xvufeuopY7PZTPv27U3jxo2Nj4+P8fLyMvfee68lS2HNmjXLtGvXzvGZy6t///6mXr16ZsWKFcYYY9577z3TpEkTs2XLFsdj3nnnHRMREWG2bdtmlixZYoKCgsxvv/1mjMn9/OTk5Jx3X/v4449NxYoVz/q38dChQ+ahhx4ynTt3dvwNKFOmjBk1ahTLh1mEHtFCqlOnjtLT07V//341a9ZMu3fvdloEvEmTJjpy5IiOHDkiKfdX19atW5WSkuK0HfuvsiFDhigsLEwjRozQa6+9prvuukt79+519NxIuQOxq1atqjFjxmj9+vXKyMhQamqqPvvsM9WtW7f433QheHl5afv27YqKitKoUaP00ksvOXqpbDabGjdurDJlymj37t2O5wQHB+uyyy5zDDm47LLLlJSU5HTYNzg4WJmZmY5lcky+sX/t2rVT7969NWbMGL388stavny5pk+frujoaEVFRTl68xISEvTnn3/qvvvu06pVq3T06FFlZ2dr6NChlvZYXUq72Zda8vb2Pmu72Yd/nOk9fvTRR1q3bp3uu+8+bd68WZMnT1bv3r31+uuvS5L8/PxUqVIlZWdnq127dnr//fc1ZsyYYmuL8/Hx8dH+/fvVs2dPxySD/MMO0tLS9Omnn2rmzJmKiIjQxo0blZ6erszMTL311ltKSUlR3bp1VaNGDW3fvl1S7mRESWrYbbIMfgAAIABJREFUsKH++eefs77+qlWrtGTJEk2YMEGBgYFatmyZpk6dqgULFkiSY1+rXLmy+vTp45j45Q5jab/++mtt2rRJo0aNUmBgoNMqH/369VNYWJg+/fRTSdK2bdtUrlw5jRs3zvF8e3t7e3srIiLC8Xk813szxuj9999XcnKypk+fLin3DDfbtm1TTk6OypQpo+XLl+vmm29WaGionnjiCUVFRen555+3dBJJUFCQQkJCNHjwYO3YsUNPPfWUpNxlgBo3bqzY2FhJ0tatW7Vz504NGDDAMTyhT58+6tatm+NwfOvWrXXHHXdo1qxZSkpKUmJiojIyMlS7du2zvn5SUpJGjx6t6667To0aNdKbb76pYcOGqVOnTo6/OQcPHtR//vMfRUZGatKkSdq2bZuys7P1xhtvnPUQdnGyT0SzfydlZ2c79q8RI0YoOztb3333naTcXu/KlSvr1KlTGjdunHr27Knx48dr37592r59u+rVq6ekpCTHEIf8k4HPZPv27Zo4caKeeuopHT9+XLNmzdKdd96psWPHOo46njhxQjt27FDTpk317bffau/evcrKytL06dMtaTOIHtELZe/N+OGHH0yrVq3M4sWLzYIFC0yTJk3MunXrHI/77rvvTKVKlcyiRYuMMcYsWrTIVKlSxWzfvv2s2z5+/Lh54YUXzNVXX2169uxp5s+ff956srOzTWZmplv0suT1zjvvmOuuu87s27fPGGNM8+bNzYQJExy9xr///rupWbOm+fLLLx3POXDggFMv27333ms6dOjg1Fswd+5cU7ZsWUdPYd5frvY2OHHihHnjjTdMkyZNzOWXX24GDRpkduzYcUF1W32CACvazZjcNuvWrZujV6BChQqmTZs25p577jFr1qwp1vd8Ka666irTsmVL8/DDD5vHHnvMTJs2zcTGxprjx48bY3Lbq1atWiYwMNBUqlTJVK1a1URERJg77rjDfPHFF8aY3AXAGzZsaF5//XVjTO5+lJmZaTp27GjuvfdeY0zB/SI1NdXccsstxmazGX9/f+Pl5WWqVKliWrRoYd555x0XtsDFmTt3rvHz83PqZbJLSUkx9957rwkODjZZWVnmhRdeMIGBgcaY3B7Q/JYtW2a8vb0dPfJn89tvvxmbzWYiIiLM9ddfb4KDg43NZjNhYWGOffWff/4xO3bscKseqS1btpjOnTubp556yvz444+mWrVqZs6cOcYYY5544glTs2ZNY4wx+/btM6GhoU4LyWdlZZmPP/7Y+Pv7O25LT083V1xxhZk4caIZOXKkufXWWx0n3DiTBQsWOHrs/Pz8TGhoqBk0aJCZMWNGgSNs7mLr1q2mU6dOjt7ivJ+fQ4cOmQ4dOpjo6GhjjDEPPvigsdlspnHjxuamm24yTzzxhJk/f75jP8jOzjb16tUzjz/+uNNr7N69+6z7yQMPPOB01DAsLMz069fPfPnll2c82gP3wPJNF8j+i7927dry9/fX5s2b1a9fP2VnZ+uXX35R69atlZmZqUWLFsnLy8sxs6958+Y6ceKEdu/e7Vg2KL/KlStr7NixGjt27Flf3/xvzKOXl5fjV6E7zcK11/bTTz+pTZs2CgkJkZQ7Zmjq1Klq2rSpbr31VlWqVEm1atXSr7/+ql69eknKnQxz+eWXa8OGDZKknj17KjY2VhMmTNCbb76p+Ph4ffvttypfvrw2b94sybkHxv7/lSpV0r333qsRI0ac85dtVlZWgV/XVrWlle0m5Y5rnjBhgl588UU1btz4rEvxSKcnT52vV8IVvvzyS02bNk1r167V5ZdfrtTUVP33v/9V27ZtNWfOHPn5+SkwMFBhYWF6+eWXVaZMmQJLqAUHB6ty5cqaMWOGmjRpos6dO2vevHnauXOnY8JS/veZlZWlXr16qXfv3goPD1doaOg5FxDPyspymvhlNT8/P2VnZztON5p3f/D19VVQUJCOHTumnJwcNW3aVEePHtWRI0dUrVq1AtsKCwuTMUbz58/XkCFDdPLkSZUtW9bRHvZ9+9dff1WHDh0UFBSkpk2b6uGHH1aLFi2cFvmvX7++C9594dSoUUMVKlTQ3r17NWHCBI0bN05jxozRtddeq4iICMd49JCQEPn6+jodrShTpozS09NVrVo1HTt2TFWrVpWPj49Gjx6tDz74QH/88Yeee+65M37ezP/GhkZERGj9+vWqV69eiTkfenBwsCpVquQYU5v38xMUFCRfX1/H5KCaNWsqKChIGzZsULly5Zy2k5aWJl9fXz366KN6+OGHlZ6erv79++vw4cOaO3eunnnmGTVq1MjRVvZ97bbbblP//v11xRVXlJg2g+gRLazk5GTTu3dvc+eddxpjjLnzzjtNjRo1zPTp0824cePMPffcY6pVq2YeeeQRx6/BsWPHOp3W7mzsvZzu1CtQWL169TJXXHGFueuuu0xYWJjx9/c3NpvN3HTTTebUqVMmLS3NDB482ERGRjqes2zZMuPj42Patm1rjMntOfjss89Mo0aNTK1atUyNGjXMgw8+aO69917To0ePC6ojOzvb8au6JHCndsvMzDSZmZklpu0OHTpkjhw5YpYvX25CQ0PN8OHDjTG5Y627dOni9Nj4+Hjz5Zdfmvj4eJOYmGgGDx5sgoKCzMCBA03Tpk1NQECAuf/++wv1+iXpc7tx40bHmOgz1Tt48GBTp04dx/jR2rVrm2HDhjmO6CQkJJhPP/3U7N+/3xhjzKhRo8yVV15pypUrZ8LDw80ff/zhujfjAiNGjDDdu3c3J0+eNMYYEx0dbTp06GC++OILU65cObN582ZjTG7vXtOmTc3KlSuNMcakpaWZ5s2bmzvvvNOkpqY6tpeTk2NuvPFGY7PZzFdffeW4zZPY2yzv+7aLiIgwffr0MRkZGWbbtm2mcuXK5qmnnnKcFvfkyZPmxRdfNB9//LGjB3P27Nmma9euJiAgwISEhJjhw4ebPXv2FNi2p7VjaUIQvQj33HOPiY6ONikpKSY1NdWMGTPGtGjRwvznP/8xf//9t9m2bZvjQ1hS/pgXhT179ph27dqZZs2amSFDhpgXX3zRxMTEmGXLlplmzZqZ559/3hiTG6BsNpsZPXq0mTlzphk+fLjp06ePsdlsTtvbsWOHWbRokSPEt27d2owZM6ZE/MEvDHdoN0/4Ej916pQZNGiQ6dixozEmd2JalSpVTHR0tFmwYIGZMWOGGTBggOnTp4/Zv3+/yc7ONo899pi5+uqrzbZt28zXX39tdu3add7XycnJMVlZWSW2zcLCwkybNm3M0aNHjTGnv6OOHj1qgoODzf333++4bcGCBaZFixbm6quvNh06dDAhISFm4MCBjokgx48fN2vXrjV//PGHR37XPf300yYqKsps27bNGJP7o6dp06YmOjralCtXzjHx7dixY+b66683oaGhZvDgwSYqKsq0adPGrF+/3hhzeqKNMbnDYextVVL3oXOxt5n9x4v9va5atcpUrFjR6fzvr7/+umnSpInp2LGj6dChg6lbt65p3ry5WbBggdM2jx8/7pH7F3IRRAvB/qXx9NNPmy5dujhmIp9PdnZ2qfgQ7dmzxwQEBJgNGzY43Z6Tk2NeeOEF4+Xl5fhD/+mnn5o2bdqYZs2amZdeeskcOXLE/PXXX07PyduLPGfOHFOhQgWn1QU8Be12ceLi4pzGJy5atMgEBgaaadOmOW7bsGGD+b//+z/TuHFjExERYUaPHm1WrVrlGJs3Y8YM06RJkwIzyD3ZJ598YqpUqWKuu+46s3btWpORkWG2b99u+vbta1q2bOm0PxmTOwby5ZdfNtOmTTOrVq1y2/GJxeGDDz4wbdu2NT/88IPjtsWLFztm0z/00EOO248dO2ZmzZplBg4caJ577jmzdetWK0q23AcffGCioqLMzz//bIwxJikpySxcuNC0aNHC3HTTTebw4cNOj9+9e7eZNm2aY/9KTk62omxYiCBaCPYw+cgjj5j27ds7JpbY73PHyUOu9P3335ty5cqdcfLCiRMnzF133VXgj9y5PPHEEyY0NNQEBgaa4OBg88Ybb3hk+9JuhZeUlGQiIyPN0KFDzS233GJCQ0NN/fr1zbhx4xw9v/bP65km2tgtWLDA1KpVy3zzzTfnfawnWbx4sYmOjjYRERGmWrVqxs/Pz3Tv3t0xiQm5Vq1aZcLDw80LL7xgjDm9Ty1evNhERUWddVml0mz16tWmcePGJjQ01LRp08ZUrVrV1K9f34wfP96xVJqnfR/h0rjPKPoSwGaz6ffff9fPP/+s8PBwx6LM7jh5yAobN25U9+7dlZ6e7jh9n12lSpU0e/bsAs+xT4Cxn/7PfnYMm82mnj17KiwsTFdeeaWaNm3qse1LuxVeQECAxowZo3Xr1qlmzZrq37+/02Qv6fRECftkIftSMnknqNWpU0c9evRQhQoVnB7r6W688UZ17dpVv/32mypWrKjQ0FBHu9j3I+SenS06OlpNmjSRdHqfuvHGG3XjjTdaWZrbatCgga6//nplZGToqquuUtu2bRUeHs7+hbOyGeMmp/soAVJTU9WlSxfVqVNHTz/9tBo1amR1SW7lfF8w9jOCeGIwuhS0GwCgtCKIokiZfAvN48LQbhfHviC7OywpBQAoPIIoAAAALEEXAgAAACxBEAUAAIAlCKIAAACwBEEUAAAAliCIAgAAwBIEUQAAAFiCIAoAAABLEEQBAABgCYIoAAAALEEQBQAAgCUIogAAALAEQRQAAACWIIgCAADAEgRRAAAAWIIgCgAAAEsQRAEAAGAJgigAAAAsQRAFAACAJQiiAAAAsARBFAAAAJYgiAIAAMASBFEAAABYgiAKAAAAS3hbXYA7yMnJ0cGDBxUQECCbzWZ1OQAAwIMZY5ScnKwaNWrIy6t09wkSRCUdPHhQISEhVpcBAABKkbi4ONWqVcvqMixFEJUUEBAgSVq9JU7lAypYXA0AAPBkJ5OT1D40xJE/SjOCqOQ4HF8+oIICKhBEAQBA8WM4IJOVAAAAYBGCKAAAACxBEAUAAIAlCKIAAACwBEEUAAAAliCIAgAAwBIEUQAAAFiCIAoAAABLEEQBAABgCYIoAAAALEEQBQAAgCUIogAAALAEQRQAAACWIIgCAADAEgRRAAAAWIIgCgAAAEsQRAEAAGAJgigAAAAsQRAFAACAJQiiAAAAsARBFAAAAJYgiAIAAMASBFEAAABYwtvqAgAr+aUlyGZyJEnG5qVU30CLKwIAoPQgiKJUs5kcBQdVlyQdOhxvcTUAAJQuHnFovm7durLZbAUuI0eOtLo0AAAAnIVH9Ij++uuvys7OdlzfvHmzrrvuOvXt29fCqgAAAHAuHhFEAwOdx/VNnTpVDRo0UIcOHSyqCAAAAOfjEYfm8zp16pQ+/PBDDR06VDabzepyAAAAcBYe0SOa11dffaV///1XQ4YMOetjMjIylJGR4bielJTkgsrgDrp+lKCElNxZ8oH+XorpZXFBAACUYh7XI/r222+re/fuqlGjxlkfM2XKFFWsWNFxCQkJcWGFsFJCSo5S/aor1a+6I5ACAABreFQQ3bt3r5YtW6bhw4ef83Hjx49XYmKi4xIXF+eiCgEAAGDnUYfm3333XVWrVk033njjOR/n4+MjHx8fF1UFAACAM/GYHtGcnBy9++67Gjx4sLy9PSpfAwAAeCSPCaLLli3Tvn37NHToUKtLAQAAwAXwmK7Dbt26yRhjdRkAAAC4QB7TIwoAAICShSAKAAAASxBEAQAAYAmCKAAAACxBEAUAAIAlCKIAAACwBEEUAAAAliCIAgAAwBIes6A9cKmi5hvFp8U7rgf6e2nZgEALKwIAwLMRRIH/iU+TUv2qO64npMSf49EAAOBSEUTh0bp+lKCElBxJuT2cAADAfRBE4dESUnIcvZz0cAIA4F7oIgIAAIAlCKIAAACwBEEUAAAAliCIAgAAwBIEUQAAAFiCIAoAAABLEEQBAABgCYIoAAAALEEQBQAAgCUIogAAALAEQRQAAACWIIgCAADAEgRRAAAAWIIgCgAAAEt4RBA9cOCA7rjjDlWtWlV+fn666qqr9Pvvv1tdFgAAAM7B2+oCLtWJEycUFRWlTp066bvvvlO1atX0zz//qFKlSlaXBgAAgHMo8UH0ueeeU0hIiN59913HbXXr1rWuIAAAAFyQEn9ofuHChWrVqpX69u2ratWqqXnz5pozZ845n5ORkaGkpCSnCwAAAFyrxAfRXbt2aebMmWrUqJGWLl2qu+++W6NHj9b7779/1udMmTJFFStWdFxCQkJcWDEAAAAkDwiiOTk5atGihSZPnqzmzZtrxIgRuuuuuzRz5syzPmf8+PFKTEx0XOLi4lxYMQAAACQPCKLBwcEKDQ11uq1Jkybat2/fWZ/j4+OjChUqOF0AAADgWiU+iEZFRWn79u1Ot+3YsUN16tSxqCIAAABciBIfRMeMGaPY2FhNnjxZf//9tz7++GPNnj1bI0eOtLo0AAAAnEOJD6KtW7fWggUL9Mknn6hp06Z6+umn9corr2jAgAFWlwYAAIBzKPHriErSTTfdpJtuusnqMgAAAFAIJb5HFAAAACUTQRQAAACWIIgCAADAEgRRAAAAWIIgCgAAAEsQRAEAAGAJgigAAAAsQRAFAACAJQiiAAAAsARBFAAAAJYgiAIAAMASBFEAAABYgiAKAAAASxBEAQAAYAmCKAAAACxBEAUAAIAlCKIAAACwBEEUAAAAlrAkiC5atEhPPvmkYmJiJEk//vijbrjhBkVHR2v27NlWlAQAAAAXc3kQffPNN9W7d2998803io6O1kcffaRbbrlFNWvWVN26dfXAAw/o1VdfdXVZAAAAcDFvV7/ga6+9phkzZuiuu+7SihUrdMMNN+jFF1/UvffeK0lq06aNnn/+ed1///2uLg0AAAAu5PIe0T179uj666+XJHXq1EnZ2dlq37694/6OHTtq7969ri4LAAAALubyIFq1alVH0Dx48KCysrK0b98+x/179+5VlSpVXF0WAAAAXMzlh+Z79uypYcOGafDgwVq4cKEGDRqkhx56SF5eXrLZbHr44YfVrVs3V5cFD9H1owQlpOQ4rqdlGQurAQAA5+LyIPrcc88pIyND8+bNU7t27fTaa6/p1VdfVc+ePZWZmakOHTpoypQpri4LHiIhJUepftVP35B42LpiAADAObk8iPr7+2vOnDlOt40dO1ajRo1SZmamAgICXF0S4BJ5e2sD/b20bECgxRV5vvw95LQ7ALgXyxe0P3XqlLZv3y5vb++LCqETJ06UzWZzugQFBRVDpcClsffWpvpVdwpHKD5525x2BwD3Y1kQTU1N1bBhw+Tn56ewsDDHhKXRo0dr6tSphdpWWFiYDh065Lhs2rSpOEoGAABAEbIsiI4fP15//vmnVq5cqXLlyjlu79q1qz799NNCbcvb21tBQUGOS2Agh94AAADcnWVB9KuvvtLrr7+udu3ayWazOW4PDQ3VP//8U6ht7dy5UzVq1FC9evV0++23a9euXed8fEZGhpKSkpwuAAAAcC3LgmhCQoKqVatW4PaUlBSnYHo+11xzjd5//30tXbpUc+bM0eHDhxUZGaljx46d9TlTpkxRxYoVHZeQkJCLeg8AAAC4eJYF0datW+ubb75xXLeHzzlz5qht27YXvJ3u3burT58+Cg8PV9euXR3bnDt37lmfM378eCUmJjoucXFxF/kuAAAAcLFcvnyT3ZQpUxQdHa0tW7YoKytLr776qv766y/FxMRo1apVF71df39/hYeHa+fOnWd9jI+Pj3x8fC76NQAAAHDpLOsRjYyM1E8//aTU1FQ1aNBA33//vapXr66YmBi1bNnyorebkZGhrVu3Kjg4uAirBQAAQFGzrEdUksLDw895CP1CjB07VjfffLNq166tI0eO6JlnnlFSUpIGDx5cRFUCAACgOFgaRM8kKytLBw8eVO3atS/o8fv371e/fv109OhRBQYGqk2bNoqNjVWdOnWKuVJ4uuU9jPxT4x3Xjc1Lqb4sDQYAQFFxuyD6119/qUWLFsrOzr6gx8+bN6+YK0JpFegrBQedPm/9ocPx53g0AAAoLMtP8QkAAIDSyeU9oi1atDjn/WlpaS6qBAAAAFZyeRDdsmWLbr/9dtWrV++M9x86dEg7duxwcVUAAABwNZcH0aZNm+qaa67RPffcc8b7N2zYoDlz5ri4KgAAALiay8eItmvXTtu3bz/r/QEBAWrfvr0LKwIAAIAVXN4j+sorr5zz/gYNGmjFihUuqgYAAABWYdY8AAAALEEQBQAAgCXcbkF7APAEfmkJspkcx3XOzAUABRFEAaAY2EwOZ+YCgPPg0DwAAAAsYVkQ/euvv85635IlS1xYCQAAAKxgWRBt1aqVpk+f7nRbRkaGRo0apV69ellUFQAAAFzFsiD60UcfadKkSerevbsOHz6sDRs2qHnz5vrxxx/1008/WVUWAAAAXMSyINq7d29t3LhRWVlZatq0qdq2bauOHTvq999/V4sWLawqCwAAAC5i6WSl7OxsnTp1StnZ2crOzlZQUJB8fHysLAkAAAAuYlkQnTdvniIiIlSxYkXt2LFD33zzjWbPnq1rr71Wu3btsqosAAAAuIhlQXTYsGGaPHmyFi5cqMDAQF133XXatGmTatasqauuusqqsgAAAOAili1ov379ejVu3NjptsqVK+uzzz7TBx98YFFVAAAAcBXLgmj+EJrXwIEDXVgJYI2uHyUoISX3FJCB/l5aNoDTPwIAShdO8QlYJCElR6l+1f/3/5z+EQBQ+nCKTwAAAFiCIAoAAABLEEQBAABgCUuD6Jo1a3THHXeobdu2OnDggCTpgw8+0Nq1a60sCwBgka4fJajZ7Hg1mx2vrh8lWF0OgGJmWRCdP3++rr/+evn6+uqPP/5QRkaGJCk5OVmTJ0++6O1OmTJFNptNDzzwQFGVCgBwEfskvlS/6o5VJQB4LsuC6DPPPKM333xTc+bM0WWXXea4PTIyUuvXr7+obf7666+aPXu2IiIiiqpMAAAAFBPLguj27dvVvn37ArdXqFBB//77b6G3d/LkSQ0YMEBz5sxR5cqVi6JEAAAAFCPLgmhwcLD+/vvvArevXbtW9evXL/T2Ro4cqRtvvFFdu3YtivIAAABQzCxb0H7EiBG6//779c4778hms+ngwYOKiYnR2LFj9cQTTxRqW/PmzdP69ev166+/XtDjMzIyHGNSJSkpKalQrwcAAIBLZ1kQHTdunBITE9WpUyelp6erffv28vHx0dixYzVq1KgL3k5cXJzuv/9+ff/99ypXrtwFPWfKlCmaNGnSxZYOAACAImDp8k3PPvusjh49qnXr1ik2NlYJCQl6+umnC7WN33//XUeOHFHLli3l7e0tb29vrVq1Sq+99pq8vb2VnZ1d4Dnjx49XYmKi4xIXF1dUbwkAAAAXyPJzzfv5+alVq1YX/fwuXbpo06ZNTrfdeeeduvLKK/XII4+oTJkyBZ7j4+MjHx+fi35NAMCF8UtLkM2cXobJ2LyU6htoYUUA3IllQTQ9PV3Tp0/XihUrdOTIEeXkOK8Xd6FLOAUEBKhp06ZOt/n7+6tq1aoFbgcAuJbN5Cg4qLrj+qHD8RZWA8DdWBZEhw4dqh9++EH/+c9/dPXVV8tms1lVCgAAACxgWRD95ptv9O233yoqKqrIt71y5coi3yYAAACKlmWTlWrWrKmAgACrXh4AAAAWs6xH9MUXX9QjjzyiN998U3Xq1LGqDABFrOtHCU7nCA/099KyAUxOAQAUZFkQbdWqldLT01W/fn35+fk5nW9eko4fP25RZQAuRUJKjlL9que5zuQUAMCZWRZE+/XrpwMHDmjy5MmqXr06k5UAAABKGcuC6M8//6yYmBg1a9bMqhLgAfKvUSgZy2oBAACFY1kQvfLKK5WWlmbVy8ND5F+jUDpsWS0AAKBwLJs1P3XqVD300ENauXKljh07pqSkJKcLAAAAPJtlPaLR0dGSck/RmZcxRjab7YzniAcAd5V/tYBNtzNMBADOx7IgumLFCqteGgCKXP7VAoxhmAgAnI9lQbRDhw5WvTQAAADcgGVBdPXq1ee8v3379i6qBAAAAFawLIh27NixwG151xJljCgAAIBns2zW/IkTJ5wuR44c0ZIlS9S6dWt9//33VpUFAAAAF7GsR7RixYoFbrvuuuvk4+OjMWPG6Pfff7egKrg7ZiYDAOA5LAuiZxMYGKjt27dbXQbcFDOTAQDwHJYF0Y0bNzpdN8bo0KFDmjp1Kqf9BAAAKAUsC6JXXXWVbDabjHE+tNqmTRu98847FlUFAAAAV7EsiO7evdvpupeXlwIDA1WuXDmLKgIAeLL8Y8wD/b20bECghRUBsCyI1qlTx6qXBgCUQvnHmCekxFtYDQDJxUH0tddeu+DHjh49uhgrAdybX1qCbOZ0z42xeSnVl54bwF3R2wpcHJcG0ZdffvmCHmez2QiiKNVsJkfBQad7bg4dpucGcGf0tgIXx6VBNP+4UOB88vcypGWxbqiny9sbTE8wcGH43KCkcot1RO0z5/Oe4hOQCvYyKJF1Qz1d3t5geoKBC8PnBiWVZaf4lKT3339f4eHh8vX1la+vryIiIvTBBx9YWRIAF/NLS5B/arz8U+Pll5ZgdTkAABeyrEf0pZde0oQJEzRq1ChFRUXJGKOffvpJd999t44ePaoxY8ZYVRoAFyrKnhyGclwYJsMBcBeWBdHp06dr5syZGjRokOO2nj17KiwsTBMnTiSIwu1EzTeKTzsdlNxpVizBIhdDOS4Mk+EAuAvLguihQ4cUGRlZ4PbIyEgdOnTogrczc+ZMzZw5U3v27JEkhYWF6YknnlD37t2LqlRAkhSfJreZFZu/52/T7Ub1awU5rhMsLk7ednX1Dw0rXxsArGLZGNGGDRvqs88+K3D7p5+hBkbuAAAgAElEQVR+qkaNGl3wdmrVqqWpU6fqt99+02+//abOnTurZ8+e+uuvv4qyXMCt2Hv+7BfDEegikbdd8wZ9T39tALCKZT2ikyZN0m233abVq1crKipKNptNa9eu1fLly88YUM/m5ptvdrr+7LPPaubMmYqNjVVYWFhRl41ilv8Qs0TCKumW9zDyTz3dQ2vlsAF3qgUAYEEQ3bBhg6666ir16dNHv/zyi15++WV99dVXMsYoNDRU69atU/PmzS9q29nZ2fr888+VkpKitm3bnvVxGRkZysjIcFxPSkq6qNdD0cs/dk1ijF9JF+grtxmP6E61AAAsCKItWrRQ8+bNNXz4cPXv318ffvjhJW9z06ZNatu2rdLT01W+fHktWLBAoaGhZ338lClTNGnSpEt+XaCkYjwiAMAduHyM6E8//aQWLVro0UcfVXBwsAYOHKgVK1Zc0jYbN26sDRs2KDY2Vvfcc48GDx6sLVu2nPXx48ePV2JiouMSFxd3Sa8PlDSMRyy8rh8lqNnseMel60eseQoAl8rlQbRt27aaM2eODh8+rJkzZyouLk5du3ZVgwYN9Oyzz2r//v2F3mbZsmXVsGFDtWrVSlOmTFGzZs306quvnvXxPj4+qlChgtMFAM4l/wQxAjwAXDrLZs37+vpq8ODBWrlypXbs2KF+/fpp1qxZqlevnm644YZL2rYxxmkMKOAKec8QxFmCAAA4P7c413yDBg306KOPKiQkRI899piWLl16wc997LHH1L17d4WEhCg5OVnz5s3TypUrtWTJkmKsGCiIRcKBM69xW5TyrqzBqgdAyWd5EF21apXeeecdzZ8/X2XKlNGtt96qYcOGXfDz4+PjNXDgQB06dEgVK1ZURESElixZouuuu64YqwZQGuQNVflPF5qWZdRsdrzTdRQ8u5UxRbvyRVGeEhaA9SwJonFxcXrvvff03nvvaffu3YqMjNT06dN16623yt/fv1Dbevvtt4upSgCS9acPtbIHzClU5TtdqDEq1OlEbWINUwDIz+VB9LrrrtOKFSsUGBioQYMGaejQoWrcuLGrywBwgawecuBJPWBF1Y5W/zgAgKLi8iDq6+ur+fPn66abblKZMmVc/fIAUOK5+scB4zIBFBeXB9GFCxe6+iUBAJfAk3qlAbgXyycrAciVd2JMUc80BgDAHRFEATeRd2JMUc80did5J+0Ym2VLGQMA3ABBFIDLcZjXc+RfN5RlrAAUBkEUAHDR8q8ber5lrAAgL4IoAMBJ/lnyAFBcCKIASi3Gq54Zs+QBuApBFLhIy3s4nynHJsbGlURWBS5CMAAQRIGLFujrfKacw4dL7ti4vBNOAv1zQxFLSRU/eh0BlHYEUQBOE04SUnJDUWlYSgoAYC2CKFwuf+/bsgGcLrAkY/keWInTjwIlG0EULnem3jecW97xhLncJ+yxfA+sxMQqoGQjiKLQ8vZASPRCuEre8agSYQ+lA0tJlTwc9UJhEERRaHl7ICR6IUoCT/ljnr9nmB9Bno8eT+sVNlhy1AuFQRAFiknUfKP4tNwvYftMdKt40h9zfgQBxSv/Ua+EFKNUv6D//X/hPnNpWUbNZp9+Dj2kyI8gChST+DTRKwB4sLw9hZ40SS//Ua9LGQpkjJzGkPNdiPwIogCAUulSe+ucJuoxSQ+4KARRAHBDLEtU/FzZW5d/mTMOUQO5CKIA4IZcOa43/3jmmF7F+nJOSss6tPmXOeMQNZCLIFpKsJwGgLNx5Xjm/Csf5J0II6lID3Hnn3TjTuvv5ufKHtOS1DvLcoGejyBaSrCcBgB34ao1cYty0k1xK84e0zP1OpsKp8O/O/9NYLlAz0cQLaUYfwZPkPeQsuS5h3WBS+HOZz8rSb2zKB4E0VLKk9aVROmV95CyJLf6A4vSLf+M/Pw/ks53f0mSf+hXYTB2FgRRD8EYUABwH/ln5Of/kXS++0sShn7hUpTcc/39z5QpU9S6dWsFBASoWrVquuWWW7R9+3ary3I5+xdBql91p8McADyffQLQ6cthp+t+aQlWl4hL5JeWwL8nPFKJ7xFdtWqVRo4cqdatWysrK0uPP/64unXrpi1btsjf39/q8nAB8vbmbrq95B6eKi3yz3p255nIniTvuG7bGdo874SOw4cPK4gJHh7FnYZT5Z9jAFyKEh9ElyxZ4nT93XffVbVq1fT777+rffv2FlWFwsh7WMeYknt4qjQpKTORPUneIHL4MG0O67hTKEbJV+KDaH6JiYmSpCpVqpz1MRkZGcrIyHBcT0pKKva6JNfOVL+UweMAPEv+1QUu9ciD89qO9IgDuHgeFUSNMXrwwQfVrl07NW3a9KyPmzJliiZNmuTCynK58lckg8cB2OVfXeBSjzw4r+1I76wV8nc2uPJsWJfCk1YLQNHwqCA6atQobdy4UWvXrj3n48aPH68HH3zQcT0pKUkhISHFXZ7byt9bwqx7ACVR/vHLZxpL6ylKameDJ60WgKLhMUH0vvvu08KFC7V69WrVqlXrnI/18fGRj4+PiyorGvlPc5YbHm2O65fyqzJ/b0lJ+lIDgLzyT9qCZ8n7Y4OTsXiGEh9EjTG67777tGDBAq1cuVL16tWzuqRikf80Z/Fph/lVibMqTT1DAEoXJkp5lhIfREeOHKmPP/5YX3/9tQICAhy/gCtWrChfX1+LqwOsQ88QUDjLezj/gKPHDSh+JT6Izpw5U5LUsWNHp9vfffddDRkyxPUFAQBKpEBf5x9w9LgBxa/EB1FjOOQIACh+LORe/PLPquckJ56vxAdRAABcgYXci1/+WfWc5MTzEUQBACjF8o+NZXIjXIkgCgCAB8m/asb5zn6Vf2wskxvhSgRRAAA8TN5gydmv4M4Iom4q/wL2HCoBAACehiDqpvIvYO/KQyWspQcAAFyBIGqR/GN43CnssZYeAABwBYKohQh7AACgNCOIAgBwBlHzjeLTcjsJAv29FNPL4oIAD0QQBQDgDOLTTi+unpDCUSugOHCOMgAAAFiCIAoAAABLEEQBAABgCYIoAAAALMFkJTeRf11RzqQEAAA8HUHUjVh1JiUAAAArEERxXnnX0pOkTbefu7fWLy1BNpMjyb3OGAUAANwLQRTnlXctPUky5ty9tTaT4+jd5YxRAADgbAiiKHZdP0pQQkpuD2mgP/PjAABALoIoil1CSg5nJwEAAAUQRHHJmPEPAAAuBkEURYIZ/wCAkiTvxFqJybVWIYgCAIBSJ+/EWonJtVYhiAIAgBKpMMsF5p04K51/KUK4BkEUAACUSIVZLjDvxFnp/EsRwjU8Yi2d1atX6+abb1aNGjVks9n01VdfWV0SAAAAzsMjgmhKSoqaNWum119/3epSAAAAcIE84tB89+7d1b17d6vLAAAAQCF4RI8oAAAASh6P6BEtrIyMDGVkZDiuJyUlWVgNAABA6VQqg+iUKVM0adIkq8sAAOCM0rKMms3OnQUe6O+lmF4WFwQUk1IZRMePH68HH3zQcT0pKUkhISEWVgQAwGnGyLHUUEIKC627QtR8o/i0020d6O+lZQM401JxK5VB1MfHRz4+PlaXAQAA3ER8mpzWGeUHgGt4RBA9efKk/v77b8f13bt3a8OGDapSpYpq165tYWUAAMBVCnOmJbgHjwiiv/32mzp16uS4bj/sPnjwYL333nsWVQUAAFypMGdagnvwiCDasWNHGcM5YwEAwGl5e0glcoI78oggCgAAkF/eHlKJc8u7Ixa0BwAAgCUIogAAALAEQRQAAACWIIgCAADAEgRRAAAAWIIgCgAAAEsQRAEAAGAJgigAAAAsQRAFAACAJQiiAAAAsARBFAAAAJYgiAIAAMASBFEAAABYgiAKAAAASxBEAQAAYAmCKAAAACxBEAUAAIAlCKIAAACwBEEUAAAAlvC2ugB3YIyRJJ1MTirW18lJS5a/n68kKTk5WX5+fo77CnvdpCdLttPXlZ4slfU7fZ8k2XzPej05WY5a8m8rOTlZSUlnf63895+r1uTkZJn0c9eS9/r5Xjvv+yzs413dDnkffyH/Judqh/P9+7vy36Qw++L5np+cnPtaeT8X57temNcubC3napfzbbswr3Uhr5133zxfOxT2++Jc+/aFvHbe65fy73++5xe2lkv53ryYdsn7b1bY/aMw18/32me6v6g+o4Vth0v93BTn90dhv+NNerKSk3xVHOx5w54/SjOboRW0f/9+hYSEWF0GAAAoReLi4lSrVi2ry7AUQVRSTk6ODh48qICAANlstmJ7naSkJIWEhCguLk4VKlQottfxNLTbxaHdCo82uzi028Wh3S6OJ7SbMUbJycmqUaOGvLxK9yhJDs1L8vLycukvkgoVKpTYD4+VaLeLQ7sVHm12cWi3i0O7XZyS3m4VK1a0ugS3ULpjOAAAACxDEAUAAIAlykycOHGi1UWUJmXKlFHHjh3l7c2oiMKg3S4O7VZ4tNnFod0uDu12cWg3z8FkJQAAAFiCQ/MAAACwBEEUAAAAliCIujFjjLKzs5WTk2N1KQAAAEWOMaIAAACwBNPN3NTx48e1Zs0aLVy4ULGxsVq8eLHq1atndVkl1oEDBxQbG6t169YpLCxMgwYNsrqkEiE5OVlLlizR999/r4yMDA0ZMkSdO3e2uiy3lpOTo02bNik2NlYxMTHat2+fLrvsMi1dutTq0tze7t27tWrVKjVo0EDXXnutjDHFera7ki4xMVGxsbFavny59uzZoy5duqh3794KDAy0ujS3lpSUpF9//VXLly9XcHCwBg0axOLyFuLQvIWMMdq4caMWLlyoQ4cO/X97Zx4VxbH98e8MyCYoixgQkEUQGWBQkATBiKLB8enDhaARF1QwRDRGjOLDiCIa44LLCwpijEfUuCu/BKISMS4QQWJwgcimLK4sArIvs9zfH7xpGQE1Rh0k/TknJ053V3XV5Vb1rdv3VsucS0hIQFRUFEpKSpCVlYX09HSmDEvHPHz4EPfu3ZM5VlZWhgULFuCbb77B5s2bcebMGTQ2NsqphZ2T0tJSVFZWtjm+ceNGhIeHo7m5GXp6epgyZQp27doFkUgkh1Z2PoRCoczvhQsXolu3bhg6dCiioqKgqqqK1NRU9OrVC83NzXJqZeeltrYW//3vf2FoaAhlZWXY2NggMDAQN2/eBADWCP0fT548QX5+vsy4Ky4uxqpVq/Cf//wHhYWFMDQ0RFRUFDw9PVFRUSHH1nYeqqqqUFJS0uZYREQEli1bhp07d2Lr1q2orq6WUwtZAADE8tq5cuUKXb9+/bnX3Lhxg4YOHUpaWlpkbm5OLi4udPr0aeb85cuX6fTp05Sfn08ffPABLV26lIiIxGLxG237u8rq1atJW1ubNDU1ydHRkY4fP07Nzc1ERFRZWUlbtmyhmzdvkp+fH02YMIHu3bsn5xbLl/r6eoqJiaHhw4eThoYGGRsb04QJE+jSpUuMjp0+fZp0dHTo2LFjTLkNGzaQjY0NXbp0iYiIJBKJXNovD4RCIV24cIE+++wzsrS0JEtLS1q4cCHl5eUx19y+fZsePnwoU87MzIwiIyPfdnM7Dbm5ubR792767LPPaN26dXTnzh3mXHl5OU2ZMoWMjY2purqaRCKRHFvaucjIyKC5c+dSnz59SENDgxwdHWnx4sX06NEjIiLKycmhwMBASk5OZsr89ttvZGZmRtHR0fJqtlwRCoV0/vx58vLyot69e5OOjg6NGjVKZvxVVVXRwYMH6ezZs3Tq1ClSV1enmzdvyrHVLKxH9DUiFosBANOnT0dYWFiHXrempiaEhIRASUkJ+fn5SE5Oho6ODkJCQnDt2jUAwJAhQyAQCGBqagorKyv88ccfb60f7xoxMTGIiYnB1q1bcefOHdjZ2eGLL77AL7/8AqDle76BgYGwtbWFlZUVHj9+zHig6R/qYc7MzERcXBycnZ2RnJyMhIQEVFRUICgoiNHBpKQkDB48GC4uLkw5d3d3FBcX4+zZs/JqutzIyclBZGQkqqqqsGLFCmzbtg2JiYnw9/dHbm4uAKBfv37Q19dnEgwvXboEIoKWlhaArqdvz+tPc3MzYmJiMHXqVOzevRsNDQ1ISkrCiBEjcPXqVQCAuro67Ozs0L17d2hoaKCiogI5OTldTk4d0VE/GxoacObMGZSXl+P7779Hbm4uFi1ahCNHjmDjxo0AAAsLC2zZskVmfDo7O0MsFkNJSemttL+zUVlZiX379kFHRweHDh1CWloaHB0dsWTJEpw6dQpAy/fpp06dilGjRsHNzQ11dXW4f/++nFv+z4Y1RF8DRASJRMJMKmPGjEFZWRkaGhraXAcAN27cQH5+PubMmQNNTU289957CA8Ph5KSEg4dOgTgqVErkUhga2uLrKwsAP+MV1VisRgikeiFDyPpw/7w4cNwcHDAzJkzoa2tjejoaAwePBhRUVGQSCTgcDjMK1QLCwvU19czr++70gPvZeQmPaetrY1FixZh2bJl4PP5sLS0RHh4OLhcLtLS0gAApqamKC4uxoULF5jy6enpKC8vZxZGXUEfJRIJRCJRh7tTSGUmFosxceJEbNiwAdOnT4dAIMCOHTtQX1+PpKQk5prWFBYWQiKRwNraGkDXkBcA3Lt3D/v27ZMZW88iFouRn5+Pzz77DImJidi7dy927doFExMTREVFAQCUlJRgZGSErKwsmJubw97eHpMnT8a8efPw8OHDt9mlN05747IjfVBWVsbw4cOxadMmCAQC6OnpwdvbG35+fkhLS4NQKGTKSp8/AJCSkoKKigo4ODi8uY7IgdZ9fB5aWlrw8vJCaGgo3NzcYGZmhnXr1oHH4yEpKUmmDpFIBGVlZfTs2RN5eXld6lnwrsEmK70ETU1NuHbtGjQ1NTFgwAAIhUJ069aNOc/hcMDhcMDlttj1jo6OOHz4MKqqqhhPSGsUFBRQWFgIKysr5pi+vj4cHByQnJwMAExdXC4X1tbWKC0tRW1tLdTV1d9kV986YrEYCgoKMsee/V1WVoba2lqYmprKJC9wuVyUlpZCJBJBX18fQIsXRklJCZMnT8bixYuRm5uLAQMGMHX2798fAJgV8LtqGLyq3KT97devH/r16wcAzLn6+nqUl5fD0tISACAQCHD+/HmsWLECFy5cwO3bt1FdXY3Zs2cjPj5epmxn53nt5HK5zHhrD2k5Pp8PPp8PoMV45XK5UFNTQ2NjI3r16gXg6d9AWl9JSQmICLa2tkyZdw2JRMIs6KT9u3HjBmbNmoWZM2fKzIWtUVVVxerVq5nfYrEYhoaGMDY2hkgkQk1NDTQ0NNCvXz8EBwfjgw8+gK2tLS5fvoxFixahsbER69evh56e3lvp56vQnl5JnRLPjsf29O/atWuoqKiAm5ubzHkul4vBgwe3uc/169cxYMAAiEQiRu6tx/XixYvh4+MDW1vb19bHt4VUbq2fpVJa97GkpAQlJSXMWGyNoqIixowZw/yW1vf48WP07dtXpl5pff3790dmZiaam5uhrKz8JrrG8gLevVlRDmRmZsLX1xcxMTEA0GbiLSsrw6effoqjR48CABwcHPD48eM2QdJSxdfT00NdXZ2M90RdXR2mpqYoKSlBXV2dzKQkHUBSr+i7yrPeIqCt8UREOH36NP71r39h1KhRCAsLw6RJk7Bq1SoAaLMqlkgkUFNTQ319vUx9Q4YMQWVlJR48eADgqWFgbGwMVVXVd8oQfRNyk5Zp/SA9e/YsevbsiWHDhgEADA0NsXv3bvj5+aG6uhouLi6Mt1laX2eXn9TL0V47a2pqUFhYiMuXL8Pd3R3Ozs6Iiop6biLWszJLT09HVVUVRo4c2eZasViM5ORk2NvbA0CnNkKl46c9uFwuFBUVZXSuqqoKioqKGD16NExMTODh4YEnT550WIfUMCMipKSkgMfjQUNDAwBga2uLoKAgeHh4oG/fvpg2bRoiIyORkZHBeJo7G/X19UhISGhXr7hcbpvx+fDhQ/z8889MuJZ0THt7eyM2NrbdMd4aDoeDnJwcZGZmYuTIkVBVVW3jwVu9ejWEQiGCg4P/TtfeKNJ+tud9lMqtvXHy5MkTzJ8/H1paWuDxePD19e3wdbq0buni6cCBA1BWVsaQIUPavc7e3h5//vnnc8cAy5ul886MnQhjY2NYWFigrq4OIpEIrq6uOHDgAHNeQ0MDZ86cQXZ2NgDAysoKHA4Hd+/ebbc+bW1tqKurIy8vT+a4lpYW1NTUmHLSh72uri7ee+89JnO+M/Pjjz9i4sSJTAxh6wn22clZIpHg0KFDmDt3LnMsIyMDX375JXR1dTFr1izcu3cPly9fZsIcnp2ktLW10aNHD5SVlcncw9TUFBwOp83DUUVFBe+99x4ePXqEmpqa19Trv8/rlJuPj88L5QbIehnS09MRHR2N9evXQ1Hx6YsSVVVVBAcH49ChQwgLC4O9vT2uXLmCDz/8ELW1ta9PAH8RkUiElJQUBAcHw93dHS4uLggNDUVxcTEAyBjKjY2NSE9PZzKxgZaM41mzZkEgEGDPnj1wdHTEhx9+iLVr1+Lzzz8H0PGrVOl/9+/fR0hICNatW9fumwoFBQWkpqZCIBC8CRH8LVJSUjBnzhyYmZnBxMQEM2bMwPHjx9sY4Q0NDTh16hTmz58Pd3d3bNiwARUVFYiJiYFIJIKCggI2bdqELVu2QFNTs8P7SfXs66+/Rvfu3eHt7c2cU1dXZ7bOkeopj8cDh8NpswPG26ahoQGpqanM3C4lJSUFY8aMYRa6Ul15+PAh9u/fj2XLluGHH35gjJukpCRMnToVcXFxAFp0o7m5GVwuF3w+H4qKii8MDVm1ahXs7Ozg5eUFQHZx9euvv2Lfvn0IDg5Gnz59XqMEXo2GhgYkJycjNDQU48aNg729Pdzd3REaGoorV660MeBramoQGxuLBQsWYNasWUhJSZExWr/66itcvXoVBw4cQH5+PtauXdtmXpTC4XBAROByuSgpKUFERAS8vLwwcOBAmeukuubs7Iw7d+6wmfNyhDVEX4JevXpBR0cHhYWFUFRURGFhIQoKCpiBoqKiAktLS5SUlKCqqgpAi9czKyurzUqXiKCqqgpLS0tcuHBBJo60oaEBKioqzMNAOliVlZVhbm6OhIQE/PTTT9i5c2enjJ+qra1FYmIizp8/j7Vr1wJ4akSJRCLs3r0b7u7uAJ5OrkVFRdizZw+Alq1wDh8+DACIiIjA9OnTERkZCTc3N+Tl5TEr3NYoKSnBwsICd+/eZYwQaTyRiopKu5NVv379UFpairS0NJw/fx75+flvQBovz+uQmzS2OCIiAjNmzHih3FojFAoxdepU+Pv7Y8SIEW3O19TUMDp57NgxHDt2DJMnT5ZrmEh8fDzmz5+P3NxcuLq6wsvLCyoqKsyChMvlorGxEb6+vtDX18e4cePg7++PpUuXAgA0NTVhYmKCoqIimJub4+uvv8b69esRERGB6Oho5OXlvdDb+8knn8DDwwOffPJJu+dv3boFDocDAwMDAJ0nHjktLQ1BQUFoamrCxo0bceDAAfTo0QOTJ0/GqlWrZBZoO3fuRFBQECorKzFs2DCoqamhuroaCQkJcHZ2hq2tLby8vGBubv7C+6ampiImJgZfffUVjIyMnhszmZGRgT///BPOzs6vr+OvwJo1a+Ds7IyJEyfKOBYMDQ2hra2NjIwMAC3tvnXrFqZNm4Z169YhLy8Pq1atwvz581FcXIwpU6bAw8MDe/fuRVFREYCWv4O6ujoTvtWevkm977t27cLly5fxzTfftDFay8rKsH37dkyZMgWenp4QCoW4ffs20zZ5sHr1agwbNgwJCQkYNGgQFi1aBE9PT8TFxWHkyJHYu3evzN9/y5YtWLlyJaqrq8HlcvHJJ58gPDwcQEv4wtmzZ+Ht7Y2xY8dCQ0MDo0ePZsKx2kMqyzVr1gAAQkND21zTOpSuqqoKGRkZSElJQUpKyusSA8vL8hoz8Lsk0u1pVqxYQc7OztTQ0EAeHh40Z84cevLkCXOdr68veXh4MFuTuLu7k5eXF9XV1cnUJ92e5OuvvyY7OzuKj49nzk2YMIFGjBjB/K6srKR169aRiYkJcTgc4nA4pKqqSl5eXlRQUPCmuvzKPHjwgJycnCghIYGGDx9OERERzDmJRELbtm0jdXV1mTJnzpwhBQUFqq6uJiIiBwcHWr58ucw127Zto/79+9Pt27eZulr/PykpifT09OjgwYNMmWPHjpGBgQGdO3eOOZaUlES+vr5kYGDAyJPL5dL333//GqXw13nbcnuWGTNmkKurKzU1NbU59+TJE9q1axf5+PiQu7s7mZmZ0YYNG/5Wf/8uDx48ICMjI1q6dCk1NjYSUfvbmi1atIhcXV3pxo0bRNSyJZquri6zHdW2bdtIUVGRysvLZcrp6urSt99++9w2LF++nPh8PhUVFbU5J23Ltm3byNDQkH7//Xci6hxbXQmFQnJ0dCRXV1cqLS2VObdmzRpSV1enXbt2ERFRfHw89e7dW+bvLZW3UCgkPz8/Gjp0KBG9eFu5iooKcnd3pzlz5rQ5JxKJ6MSJE5SVlUX5+fl06NAhcnZ2Jj8/P+Z+8mL37t1kZ2dHHA6HAgICmG3fHj16RLa2trRy5Urm2pkzZ5KtrS1VVlYSEdGRI0do4MCBtGTJEiIiunjxIjk7O1NwcDARtci3b9++7epQazIyMkhHR4eOHj3a7vmwsDDicDg0bNgwsrS0JGVlZeJyuRQQECC37bCio6Np6NChzNhrjbe3N5mamtL58+eJiGjv3r1kZWVFt27dYq7Zs2cP8fl8ys7OpjNnzpCenh5dvXqViFrGkUQieaHOHTx4kHr27Nnhs/LRo0f05ZdfkpubG/M8UFBQoAULFrDbiL1lWI/oS2JsbIzGxkbcv38fdnZ2KCgokNkA3MrKCqWlpSgtLQXQssrKyspCXV2dTD3SVdisWbNgbW0Nf67ppDcAAA6GSURBVH9/fPvtt5g7dy6KiooYjw3QEnito6ODwMBApKeno6mpCfX19Th69ChMTEzefKf/IlwuFzk5OXBxccGCBQuwZcsWxkPF4XBgaWkJBQUFFBQUMGX09fXRrVs3JuygW7duqK6ulnntq6+vD6FQyGyRQ8/E/Q0dOhSTJk1CYGAgtm7dinPnziEiIgICgQAuLi6MN6+srAw3btzA559/josXL+Lx48cQi8WYM2eOXL1Vf0du0q2WFBUVO5SbNASkvT7+8MMPSEtLw+eff47MzEysW7cOkyZNwvbt2wEAampq0NTUhFgsxtChQ7Fv3z4EBga+MVm8DMrKyrh//z7Gjx/PJBc8G3rQ0NCAI0eOICoqCnw+Hzdv3kRjYyOEQiF2796Nuro6mJiYoE+fPsjJyQHQkpQIAObm5rhz506H97948SLOnDmDkJAQ6OrqIjExEevXr0dsbCwAMPqmpaUFT09PJvmrM8TT/vjjj8jIyMCCBQugq6srs9vH1KlTYW1tjSNHjgAAsrOzoaKigqCgIKa8VN6Kiorg8/nMmHxe34gI+/btQ01NDSIiIgC0fNkmOzsbEokECgoKOHfuHP7973+Dx+Nh5cqVcHFxwcaNG+WePKKnpwcjIyP4+PggNzcXYWFhAFq2ALK0tERqaioAICsrC3l5eZg2bRoTouDp6Ql3d3fmdbyjoyOmT5+O6OhoVFdXo6qqCk1NTejbt2+H96+ursbChQvx0UcfwcLCAjt37oSvry9GjBjBPH8ePnyIjz/+GM7Ozli9ejWys7MhFouxY8eODl9fv2mkCWnS+UksFjN65u/vD7FYjNOnTwNo8X5raWmhubkZQUFBGD9+PIKDg3H37l3k5OTA1NQU1dXVTJjDs8nB7ZGTk4PQ0FCEhYWhoqIC0dHRmD17NpYsWcK8haysrERubi5sbGxw6tQpFBUVQSQSISIiQm5y+8ciTyv4XUDqxTh79iwNHjyY4uPjKTY2lqysrCgtLY257vTp06SpqUlxcXFERBQXF0fa2tqUk5PTYd0VFRW0adMmev/992n8+PF04sSJF7ZHLBaTUCjsFN6VZ9mzZw999NFHdPfuXSIiGjRoEIWEhDCe4z/++IMMDAzo5MmTTJkHDx7IeNkCAgLI1dVVxksQExNDSkpKjKew9WpVKofKykrasWMHWVlZUa9evWjmzJmUm5v7Uu2W90cC5CE3ohaZubu7M56AHj16kJOTE82bN4+SkpLeaJ//LgMHDiQHBwdaunQpLV++nMLDwyk1NZUqKiqIqEVmhoaGpKurS5qamqSjo0N8Pp+mT59Ox48fJ6KWzb/Nzc1p+/btRNSiS0KhkIYPH04BAQFE1FY36uvracKECcThcKh79+7E5XJJW1ub7O3tac+ePW9RAq9GTEwMqampyXiXpNTV1VFAQADp6+uTSCSiTZs2ka6uLhG1eECfJTExkRQVFRmvfEdcvXqVOBwO8fl8Gj16NOnr6xOHwyFra2tGX+/cuUO5ubmdzhN169YtcnNzo7CwMPr111+pd+/e9N133xER0cqVK8nAwICIiO7evUs8Hk9mI3mRSEQHDx6k7t27M8caGxupf//+FBoaSvPnz6fJkyczH95oj9jYWMZbp6amRjwej2bOnEmRkZFt3rZ1JrKysmjEiBGMx7j1OHr06BG5urqSQCAgIqLFixcTh8MhS0tLGjduHK1cuZJOnDjB6INYLCZTU1P66quvZO5RUFDQob4sWrRI5i2itbU1TZ06lU6ePNnumx8W+cJu3/QCpCv9vn37onv37sjMzMTUqVMhFotx5coVODo6QigUIi4uDlwul8nkGzRoECorK1FQUMBsGfQsWlpaWLJkCZYsWdLh/el/8Y5cLpdZBXa27Ftp+3777Tc4OTnByMgIQEuc0Pr162FjY4PJkydDU1MThoaG+P333zFx4kQALckwvXr1wvXr1wEA48ePR2pqKkJCQrBz506UlJTg1KlTUFdXR2ZmJgBZ74v035qamggICIC/v/9zV7MikajNilpe8pSn3ICW2OaQkBBs3rwZlpaWHW7DAzxNnnqRJ+JtcfLkSYSHhyM5ORm9evVCfX09VqxYgSFDhuC7776DmpoadHV1YW1tja1bt0JBQaHNVmr6+vrQ0tJCZGQkrKys4ObmhsOHDyMvL49JWHq2ryKRCBMnTsSkSZNga2sLHo/33M3DRSKRTPKXvFFTU4NYLGY+N9paJ1RVVaGnp4fy8nJIJBLY2Njg8ePHKC0tRe/evdvUZW1tDSLCiRMnMGvWLNTW1kJJSYmRh1S/f//9d7i6ukJPTw82NjZYunQp7O3tZTb5NzMzewu9/+v06dMHPXr0QFFREUJCQhAUFITAwEB8+OGH4PP5TFy6kZERVFVVZd5aKCgooLGxEb1790Z5eTl0dHSgrKyMhQsXYv/+/bh27Ro2bNjQ7rij/8WG8vl8pKenw9TU9J36Frq+vj40NTWZuNrW40hPTw+qqqpMcpCBgQH09PRw/fp1qKioyNTT0NAAVVVV/Oc//8HSpUvR2NgIb29vFBcXIyYmBmvXroWFhQUjL6nOTZkyBd7e3ujfv/87Jbd/LHI1g98hampqaNKkSTR79mwiIpo9ezb16dOHIiIiKCgoiObNm0e9e/emZcuWMau/JUuWyHzOriOkXs7O5g34q0ycOJH69+9Pc+fOJWtra+revTtxOBwaN24cNTc3U0NDA/n4+JCzszNTJjExkZSVlWnIkCFE1OIxOHr0KFlYWJChoSH16dOHFi9eTAEBAeTh4fFS7RCLxcxK+l2gM8lNKBSSUCh8Z2RH1OJhKS0tpXPnzhGPxyM/Pz8iaom5HjlypMy1JSUldPLkSSopKaGqqiry8fEhPT09mjFjBtnY2JCGhgZ98cUXf+n+79L4vXnzJhMX3V57fXx8yNjYmIkf7du3L/n6+jJvdsrKyujIkSN0//59IiJasGABDRgwgFRUVMjW1pauXbv29jrzlvD396cxY8ZQbW0tEREJBAJydXWl48ePk4qKCmVmZhJRi2fPxsaGLly4QEREDQ0NNGjQIJo9ezbV19cz9UkkEho7dixxOBz6v//7P+ZYV0Mqt9Z9l8Ln88nT05OampooOzubtLS0KCwsjPk8bm1tLW3evJkOHjzIeDB37dpFo0aNIg0NDTIyMiI/Pz8qLCxsU3dXlGVXhzVE/wLz5s0jgUBAdXV1VF9fT4GBgWRvb08ff/wx3b59m7Kzs5lB9y49yF8HhYWFNHToULKzs6NZs2bR5s2bKSUlhRITE8nOzo42btxIRC0GFIfDoYULF1JUVBT5+fmRp6cncTgcmfpyc3MpLi6OMeQdHR0pMDDwnXjY/xU6g9y6ysTd3NxMM2fOpOHDhxNRS3KatrY2CQQCio2NpcjISJo2bRp5enrS/fv3SSwW0/Lly+n999+n7Oxs+vHHHyk/P/+F95FIJCQSid5ZuVlbW5OTkxM9fvyYiJ7OVY8fPyZ9fX364osvmGOxsbFkb29P77//Prm6upKRkRHNmDGDSQCpqKig5ORkunbtWped89asWUMuLi6UnZ1NRC0LHxsbGxIIBKSiosIkv5WXl9Po0aOJx+ORj48Pubi4kJOTE6WnpxPR0yQbopawGKm83lU9ehFSuUkXMdL+Xrx4kXr27Cnz/fft27eTlZUVDR8+nFxdXcnExIQGDRpEsbGxMnVWVFR0WT37J8Maoi+BdKJYs2YNjRw5kslCfhFisfgfM2gKCwtJQ0ODrl+/LnNcIpHQpk2biMvlMg/5I0eOkJOTE9nZ2dGWLVuotLSU/vzzT5kyrT3J3333HfXo0UNmh4GuAiu3V+fevXsy8YlxcXGkq6tL4eHhzLHr16/Tp59+SpaWlsTn82nhwoV08eJFJi4vMjKSrKys2mSQd2UOHTpE2tra9NFHH1FycjI1NTVRTk4OeXl5kYODg4xOEbXEP27dupXCw8Pp4sWLnTo28U2wf/9+GjJkCJ09e5Y5Fh8fz2TTf/nll8zx8vJyio6OphkzZtCGDRsoKytLHk3uFOzfv59cXFzo8uXLRERUXV1NP/30E9nb29O4ceOouLhY5vqCggIKDw9n9KympkYezWaRA6wh+hJIjclly5bRsGHDmKQS6bnOmjz0Nvnll19IRUWl3cSFyspKmjt3bpsH3PNYuXIl8Xg80tXVJX19fdqxY0eXlDErt1ejurqanJ2dac6cOTRhwgTi8XhkZmZGQUFBjPdXOm7bS7SREhsbS4aGhvTzzz+/8NquRHx8PAkEAuLz+dS7d29SU1OjMWPGMElMLE+5ePEi2dra0qZNm4joqV7Fx8eTi4tLh9sq/dO5dOkSWVpaEo/HIycnJ9LR0SEzMzMKDg5mtkzrinMTy1+n80TRd2I4HA7++OMPXL58Gba2tsxmzJ01eUge3Lx5E2PGjEFjYyPz6T4pmpqa2LVrV5sy0gQY6af/pF/E4HA4GD9+PKytrTFgwADY2Nh0WRmzcns1NDQ0EBgYiLS0NBgYGMDb21sm4Qt4miAhTRaSbiHTOknN2NgYHh4e6NGjh8y1XZ2xY8di1KhRuHr1Knr27Akej8fIRapLLC2YmppCIBDAysoKwFO9Gjt2LMaOHSvPpnVq+vXrh9GjR6OpqQkDBw7EkCFDYGtry+oZSxs4RJ3kcx+dmPr6eowcORLGxsZYs2YNLCws5N2kTseLJhXpl0C6qmH0qrByY2FhYWH5J8MaoiyvDXpmo3mWl4OV26sj3ZC9s2wrxcLCwsLy12ANURYWFhYWFhYWFrnAuhBYWFhYWFhYWFjkAmuIsrCwsLCwsLCwyAXWEGVhYWFhYWFhYZELrCHKwsLCwsLCwsIiF1hDlIWFhYWFhYWFRS6whigLCwsLCwsLC4tcYA1RFhYWFhYWFhYWucAaoiwsLCwsLCwsLHKBNURZWFhYWFhYWFjkAmuIsrCwsLCwsLCwyIX/B1hFjzERMt7lAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ap = mpf.make_addplot(df[['UpperB','LowerB']],ax=ax2,ylabel='Bollinger Bands')\n", + "mpf.plot(df,ax=ax1,volume=ax4,addplot=ap,xrotation=10,type='candle')\n", + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "fig = mpf.figure(style='charles',figsize=(7,8))\n", + "ax1 = fig.add_subplot(3,1,1)\n", + "ax2 = fig.add_subplot(3,1,2,sharex=ax1)\n", + "ax3 = fig.add_subplot(3,1,3)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "ap = [ mpf.make_addplot(df,type='ohlc',ax=ax2,ylabel='OHLC Price'),\n", + " mpf.make_addplot(df[['UpperB','LowerB']],ax=ax1)\n", + " ]\n", + "mpf.plot(df,ax=ax1,volume=ax3,addplot=ap,xrotation=10,type='candle')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/fill_between.ipynb b/examples/fill_between.ipynb new file mode 100644 index 00000000..7d3f3067 --- /dev/null +++ b/examples/fill_between.ipynb @@ -0,0 +1,807 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Using kwarg `fill_between` with mplfinance\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### PLEASE NOTE: It is recommended that you read the following tutorials before continuing:\n", + "- [Plot Customizations](https://github.com/matplotlib/mplfinance/blob/master/examples/plot_customizations.ipynb)\n", + "- [Adding Your Own Technical Studies to Plots](https://github.com/matplotlib/mplfinance/blob/master/examples/addplot.ipynb)\n", + "- [Panels](https://github.com/matplotlib/mplfinance/blob/master/examples/panels.ipynb)\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### `fill_between`\n", + "- **`fill_between`** is used to fill areas of color between specified values on your plot. This is typically done to highlight or emphasize portions of the plot, or to make an obvious distinction between different portions of the plot. For example, you may want to highlight the area between Trading Bands in a Bollinger plot. Or color a positive moving average area differently from negative moving average area.\n", + "\n", + "### **`fill_between`** is available in *both* **`mpf.plot()`** and **`mpf.make_addplot()`**.\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Usage:\n", + "#### `fill_between` may be set to a single y-value, a series of y-values, a dict, or a series of dicts, for example:\n", + "- **`fill_between=y1`** \n", + " - `y1` is a single y value, or a series of y values. If a series, then the series *must be the same length as your ohlc data frame*. \n", + " - The fill color is placed between the y value(s) and y=0.\n", + "
 
\n", + "- **`fill_between=dict(y1=value(s),y2=0,where=None,kwargs)`**\n", + " - `y2` defaults to 0, and is a single value, or series of values the same length as your data frame.\n", + " - `where` is a boolean series the same length as your data frame. Fill color appears *only* where the boolean series is `True`.\n", + " - `kwargs` are any additional kwargs accepted by matplotlib [**`Axes.fill_between()`**](https://matplotlib.org/api/_as_gen/matplotlib.axes.Axes.fill_between.html).\n", + "
 
\n", + "- **`fill_between=[d1,d2,...]`**\n", + " - where d1, d2, etc are each fill_between dicts as described above.\n", + " \n", + "\n", + "#### Note that \n", + "kwarg `fill_between=` is similar to matplotlib method [`Axes.fill_between()`](https://matplotlib.org/api/_as_gen/matplotlib.axes.Axes.fill_between.html)
**except** you **do** ***NOT*** specify the x-axis (**rather the x-axis is always assumed to be the datetime index of your dataframe**)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### Examples:\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read in daily data for the S&P 500 from November of 2019 " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20, 5)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2019-11-01 3050.72 3066.95 3050.72 3066.91 510301237\n", + "2019-11-04 3078.96 3085.20 3074.87 3078.27 524848878\n", + "2019-11-05 3080.80 3083.95 3072.15 3074.62 585634570" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily = pd.read_csv('data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n", + "daily.index.name = 'Date'\n", + "daily.shape\n", + "daily.head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.9b0'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "A single y-value or series **assumes** we fill between ZERO and that single y-value or series.\n", + "\n", + "Therefore, scale down the data, close to zero, so that we can demonstrate specifying\n", + "a single y-value, or single y-series for fill_between:\n", + "\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print('''\n", + "\n", + "A single y-value or series **assumes** we fill between ZERO and that single y-value or series.\n", + "\n", + "Therefore, scale down the data, close to zero, so that we can demonstrate specifying\n", + "a single y-value, or single y-series for fill_between:\n", + "\n", + "''')\n", + "scaled_down_data = (daily/3000)-1.0\n", + "\n", + "mpf.plot(scaled_down_data,figscale=0.7)\n", + "mpf.plot(scaled_down_data,figscale=0.7,fill_between=0.03)\n", + "mpf.plot(scaled_down_data,figscale=0.7,fill_between=scaled_down_data['Close'].values)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "Use a dict to specify two y values, or two series, (y1 and y2) for `fill_between`:\n", + "\n", + "\n" + ] + }, + { + "data": { + "image/png": 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LEBkZacQtJKLm8pN/ofezpqIM+RteMVFrHh2dl35l6iY88kQX0ra2tpDL5ZDL5XW+Pn/+fMyfP7/BdXzwwQf44IMPmvR+06dPx/Tp05vbTCJqQxyIZVwP7wSReIgupImIqG1xJ0i8RDW6m4iIiH7HkCYiIhIpHu4mImqGhy9XAnjJEhkPQ5qIqBl4uRK1JR7uJiIiEin2pImImqGuy5V43TYZC0OaiKgZeLkStSWGNBE9sqS27XhXLRI1npMmIrIgGnUZrsVF4FpcRJ0j0cm8MKSJiIhEioe7icjs8DB1NV6zbfkY0kREZorXbFs+Hu4mIiISKfakiYjMVGPXbNd16JuXkJmXVod0eno6Dh06hJ9//hn379/HDz/8AAB477338Prrr8PV1bW1b0FERHVoLHDrusEKz+WblxaHtFqtxrx583Dy5EkAgCAIkEgkAACVSoVdu3bhzJkz2LNnD5ydnQ3SWCIiS6VRl+nOMfvJv2CPlwC0IqRTUlJw4sQJAEDXrl1x7do1VFVVAQAUCgWsrKyQm5uLLVu2YPHixYZpLRERNZnPvF2Q2jDszVmLB44dOnQIEokEcXFxSE1NhaOjo+41Dw8PbNu2DYIg4OuvvzZIQ4mIzIGmogwatf5XnfM9NI8xLp2S2rSD1Fb/i8xLi3vSBQUFsLOzw9ixY+t8vV+/frC3t0dhYWGLG0dEZG6aeh6Yl09RU7S4Jy2TyVBeXo579+7V+frly5dRWloKOzu7FjeOiMxfW/QYiSxVi3vSvXr1wokTJ/Dqq69i2rRpqKysBAB8++23yMrKws6dOyGRSNCzZ0+DNZaIzM+j1mNs6nnghy+f4uMuqS4tDumoqCicPHkSmZmZWLp0qW767NmzAVSP9pZKpZg5c2brW0lEZCa054EbnY/nh6kJWhzSoaGh+OCDD7B69WqoVKpar9vb22PFihXo379/qxpIROaNPUailmvVzUzGjh2L8PBwfP3117hy5QqUSiUcHR0RFBSEYcOGoUOHDoZqJxGZKfYYiVqu1Xccc3JywksvvWSIthAREVENrXrARmlpKf7+978jKSlJb3pUVBTef/99/Pbbb61qHBER0aOsxSGtVCoRGRmJTZs24ebNm3qv3b17F7t27UJkZGSd56uJiIiocS0O6e3btyMzMxOCIMDe3l7vNU9PTwiCgF9//RWbN29udSOJiIgeRS0O6cOHD0MikWDlypV455139F7btGkT3n33XQiCgH/961+tbiQREdGjqMUhnZeXBzs7O0RGRtb5+uTJk2Fra4uCgoIWN46ILI/Uth06L/0KnZd+xZHf9Wjq/b/J8rV4dLetrS1+++035Ofnw8fHp9brubm5UKvVcHJyalUDiYgeNXwONGm1OKR79uyJU6dOYcaMGYiKikKPHj3g6OiIBw8e4OLFi9i6dSskEgl69OhhyPYSERE9Mloc0n/5y19w+vRpXL9+He+++26t1wVBgEQiwbRp01rVQCKiRw2fA01aLT4nPXDgQKxYsQLW1tYQBKHWl5WVFRYvXoyhQ4casLlERJaPz4EmrVbdcSwyMhLh4eE4dOgQLl26BIVCAZlMhu7duyMiIgJdunQxUDOJHk0adZnuKVJ+8i/4YU30iGn1bUG9vb3x2muvGaItAACNRoOPPvoI+/btw/Xr12Fvb49nn30WS5Ys0RugdubMGbz11lsAgNOnT9daz61btxAbG4vTp0+jvLwcwcHBeOutt9C7d2/dPGq1GvHx8UhNTUVRURH8/PwQFRXF25wSEZEoNDmkCwoKYGVlBU9PT93PTeXt7d3keePi4rB3715ER0fj6aefxvXr17Fq1SpMnToV6enpsLKyQmJiIrZv3w43NzeUldW+NEGtVuMvf/kLZDIZtm7dCjs7O3z88ceYMWMGDh48CD8/PwDAqlWrkJGRgZiYGHTt2hXHjx/HihUrYG9vjzFjxjS5zURERMbQ5JAeNmwYXF1dcebMGd3PEomk0eUkEgkyMzOb9B6VlZU4cuQIoqKiMHbsWACAn58f5s+fjyVLliArKwt2dnY4ePAgdu3ahd27d+PkyZO11pOWloacnBykp6cjICAAALB69WqcOnUKmzdvxpo1a5Cfn4/9+/dj9erVGDZsGABg2rRpuHDhAhISEhjSRERkcs063C0IQoM/t7ox1tbIyMioNV0qrR7fZmNjA09PT+zbtw/Ozs71rufkyZPo3LmzLqC16x4wYABOnDgBoPoQuSAItQa2hYWFITU1FTdu3ND1uImIiEyhySE9btw4ODo66v3clJ50a2VmZiIpKQnh4eHo3r17k5bJzc2tM2A7d+6Mffv2obS0FLm5ubC1tdUdvtfq1KkTACAnJ6fBkJZIqr9MydTvT0Rkblr7ualdvjXrac6yTQ7p2NjYBn82tLVr12LHjh2oqqpCZGQkli5d2uRllUolfH19a03X7mSUlJRAoVDAwcGhwXka4u/tXOfyREQkXgE+zgZZj793y9ejVNo0ed4Wje6uqKjAzJkzIZVKsXXrVlhZWbVkNQ2aOXMmxo8fj8zMTKxbtw65ublISUkxynu1RG5BMWSyCpO2gT1pIqLmyckvbtXyEkl1QOcWFKOlZ3xVKmWT521RSNvY2CArKwvl5eVGC01XV1e4uroiMDAQ/v7+mDhxIg4fPtykAV3t27eHUlm7CCUlJZBIJHBycmpwHgCN3nNcENDiXxARkbFoH2BCdTPU53ZrMqA5y7X4jmOjRo1CWVkZvv7665auopaioiKkpaXhzp07etO7desGAMjOzm7SegICAnDt2rVa069evQofHx+0a9cOAQEBUKvVuHnzZq15ACAwMLAFW0BERGQ4Lb6ZyQsvvID79+/jzTffRHh4OJ566im4uLjoRmLXNG7cuCats7y8HHK5HIsXL8asWbN00y9fvgwAtQZ51Wfo0KH45z//iV9//VUXtmq1GidPntT1xAcPHgypVIpjx47pPW7z6NGjCAoKata13URERMbQ4pCeMmUKgOrLsL7++ut6e9QSiaTJIe3l5YUJEyYgOTkZrq6uCA0NRX5+PmJiYuDu7o5Ro0ZBqVRCpVIBAMrKyqDRaHQ973bt2qF9+/Z47rnn8MQTT2DJkiWIjo6Go6MjNm7ciIqKCkRFRQGoDvzJkydj/fr18PLyQlBQENLS0pCRkYHk5OSWloVIlAxxe1HeopSo7bU4pGteI23I66VXr14NDw8PJCUlobCwEG5ubujTpw/kcjmcnJyQmJiIDRs26C0zaNAgAMD48eMRGxsLa2trbNmyBR988AFmzpwJtVqN3r17Y+fOnejYsaNuuWXLlsHR0RHR0dEoKiqCv78/4uPjER4ebrDtobbFICEiS9LikP7ggw8M2Q4dW1tbyOVyyOXyOl+fP38+5s+f3+h63Nzc8OGHHzY4j7W1dYPvRUR101TUvh0vAO4UERlYi0L6//2//4fc3FyUlJTAx8cHzz//PLy8vAzdNiISqfwNr9Q5naOKiQyr2SG9cuVKfPHFF3rTEhIS8O677+KPf/yjwRpGRET0qGtWSH/11Vf4/PPPa02vqKhAdHQ0goKCEBISYrDGEZE4+czbBakND20TGVuzQlob0NpnSHt5eSErKwtbtmzBb7/9hj179jCkiR4BUpt2PP9M1AaaFdKXL1+GRCLB+vXrERwcDKD6qVFdu3bF66+/jp9++skojSQiInoUNSukf/vtN7Rr104X0FoDBgwAANy/f99wLSMio6hrZDZ7xUTi1OznSbdrV/ufWTtNo9EYplVEZDR1jczmqGzT4z23qS4tvk6ayNJp1LwWmIhMq9khXVlZiXPnztV5l7H6XgsNDW15C4lMRHvnsoeZe2+HI7OJzEezQ1qhUOju212TRCKp8zWJRILMzMyWt5CojdW8tagl4shsIvPR7JA25H26icROTL1ODvgievQ0K6THjx9vrHYQiZKYep0c8EX06GlWSBvroRpERERUG0d3E5mJtj70/vDo9vqefEVExsOQJjITbX3o3ZIHzxkar3EmY5GaugFERERUN/akiahOfnL9R9JqKsrqfY40ERmHROA1VU2mVCrh6OgIALiYlQeZzMGk7ZFIgAAfZ+TkF4O/xWoqlRIhQb4AWv47qrmOH6/kwd6+7X7PKpXyoZ9VeLZ3NwCt+5szdF1a+/fPv13jYn2NxxC1rfm/pFAo4OBQ//8Se9JEIqL9xyUiAnhOmoiISLTYkyYSkYtZeXo/1zzcTUSPHoY0kZG05Byuqcc5EJG4MKTJrNU10EqM6moXA5mIGsOQJrNmLgOt6jpk/euN+yZoCRGZEw4cIyIiEin2pMmsmctAq7Pnr0Amk5m6GURkZhjSZNbM5byuTCYzm7YSkXgwpMlicbAWEZk7hjRZLA7WIiJzx5B+hBnyXswkLuZyaRoRNYwhTRbLEgZryWQOLer9m8ulaUTUMIY0WSwO1iIic8eQplbjYXPxMZdL04ioYQxpIgvEHSUiy8CQJqImaen5cSJqOd4WlIiISKQY0kRERCIlupDWaDTYtm0bIiIiEBISgn79+mHhwoXIz8/XzXPu3DlERkbiqaeeQt++ffHGG2+gsLBQbz1XrlzBnDlzMHDgQAQHB2Ps2LFIS0vTm0etViMuLg5hYWEIDg7G6NGj8eWXX7bJdpJ4qFTKh754TTERiYPozknHxcVh7969iI6OxtNPP43r169j1apVmDp1KtLT05GXl4eZM2di9OjR+Otf/4r79+8jLi4OUVFR2LdvH2xsbFBYWIgpU6YgJCQEmzdvhr29PVJTUyGXy2FlZYWRI0cCAFatWoWMjAzExMSga9euOH78OFasWAF7e3uMGTPGxJUQp4dvklE9zbxDjdcUE5FYiSqkKysrceTIEURFRWHs2LEAAD8/P8yfPx9LlixBVlYW9uzZAxcXF7z33nuwtq5ufmxsLEaPHo3Dhw8jIiICx44dQ3FxMVavXg1vb28AwLx585CamooDBw5g5MiRyM/Px/79+7F69WoMGzYMADBt2jRcuHABCQkJDOl6MNDqx7t8EZGhiSqkra2tkZGRUWu6VFp9VN7GxganTp3CkCFDdAENAAEBAfD19cWJEycQERGhm25lZaW3HltbW933p0+fhiAIGDp0qN48YWFhSE1NxY0bN+Dn52eIzSKRM9Q1xdyBISJDE1VI1yUzMxNJSUkIDw+Hn58fbt++jU6dOtWar3PnzsjJyQEAjBw5EuvXr8ff/vY3rFmzBjKZDF999RV++eUXvPnmmwCA3Nxc2NrawtPTU2892nXn5OQ0GNISSfWXKWnfv6XtqLlcU7fnxyt5taapVCr069WtWesxFgcHB2TnNe8yIQcH/WuKW1KXxpi6LsbYptZo7d8uNYz1NR5D1LY5y4o2pNeuXYsdO3agqqoKkZGRWLp0KYqKigDU/lAFAEdHR93gMldXV3z88ceYPXs2+vTpA2tra0gkErz//vsYMmQIAEChUNS7HgAoKSlpsH3+3s51Lm8K/t7OTZpPqdQ/HKu0sdFbR9O2p/Z71VyvmOrSUkrl73Xp4tX07VEoFA+tR6nbCTR1XWpuk6nbUlNT/3apZVhf42lNbWv+PzZGtCE9c+ZMjB8/HpmZmVi3bh1yc3MRExPTpGXv3r2LefPmoXPnznj//fchk8nwzTffYNWqVejQoYPuHHRr5BYUQyaraPV6WkMiqf5DyS0ohiA0Pn9XX5d6X2vN9tQ8FyuGurRWze25erMY9vYtrcvvy5m6LmL7HTX3b5eah/U1HkPUtq4BuPURbUi7urrC1dUVgYGB8Pf3x8SJE3HmzBkAtXssQHXPt0OHDgCArVu34t69e9i3b5+uxxASEoJff/0Vf/vb3zBs2DC0b9++Vs9Sux4AcHJyarB9ggDR/PEboi1KparWOpp6a8may4mpLi1lqO0RU13E1JaaxNQWS8T6Go+hPhsaI6qQLioqwtmzZxEaGgp3d3fd9G7dqs935uXlwcvLC9euXau17NWrV/Hss88CALKzs+Hj41PrkJ6/vz+OHz8OQRAQEBAAtVqNmzdvwsvLS289ABAYGGjozTO5hgZI1TVQireAtBy8pSeReRLVzUzKy8shl8tx4MABvemXL18GAHh6emLIkCE4efIkKip+P1yXmZmJgoIC3WFsb29v5Ofno7S0VG892dnZ8PLygkQiweDBgyGVSnHs2DG9eY4ePYqgoCDdpVuWRCZzeOhLPM9aVqmUCPRzQaCfS7MOBRERWTJR9aS9vLwwYcIEJCcnw9XVFaGhocjPz0dMTAzc3d0xatQo9O/fH4cOHcLy5csxZ84clJSUYOXKlXjqqacwfPhwAMDLL7+ML774Am+99RbmzJkDmUyGY8eO4fjx43jjjTcAVAf+5MmTsX79enh5eSEoKAhpaWnIyMhAcnKyCatgGmfPXxFVaBMRkchCGgBWr14NDw8PJCUlobCwEG5ubujTpw/kcjmcnJzg5OSEHTt2IC4uDmPHjkW7du0QHh6Ot99+W3c9dVBQEDZv3oykpCS88sorqKioQKdOnbBs2TJMmTJF917Lli2Do6MjoqOjUVRUBH9/f8THxyM8PNxUm28yMplMNI83rOsmIGJpGxFRWxJdSNva2kIul0Mul9c7T8+ePbFr164G19O/f3/079+/wXmsra0bfS9qezw/TkRUTVTnpImIiOh3outJE/H8OBFRNYY0mURDD6MQ0/nx1uBlT0TUWgxpMqimDvriwyiIiBrHkH6EGaOnx0FfRESGw5AmkzDU4yGJiCwZQ5oMqqmDvizhnDMRkbExpMmgLGXQFxGRGPA6aaKHyGQOyM67D0EQuMNBRCbFkCYiIhIphjQREZFI8Zw0tRpv2kFEZBzsSRMREYkUQ5qIiEikGNJEREQixZAmIiISKYY0ERGRSDGkiYiIRIohTUREJFIMaSIiIpFiSBMREYkUQ5qIiEikeFtQM6dUKqFSKSEI+tP59CYiIvPHkDZzjo6OdU7nvbSJiMwfD3ebKZVKia6+LqZuBhERGRF70hbgux+uwN5eZupmEBGRgTGkLYBMJoO9Pc9BExFZGoY0iQKfSU1EVBvPSRMREYkUQ5qIiEikGNJEREQixZAmIiISKYY0ERGRSDGkiYiIRIohTUREJFIMaSIiIpESXUhrNBps27YNERERCAkJQb9+/bBw4ULk5+fr5jl37hwiIyPx1FNPoW/fvnjjjTdQWFhYa127d+/GyJEj0bNnT4wcORJ79uzRe12tViMuLg5hYWEIDg7G6NGj8eWXXxp9G4mIiJpCdCEdFxeHxMREzJo1C6mpqVi3bh0uXbqEqVOnQq1WIycnBzNnzoSfnx/279+PTZs2oaCgAFFRUaioqNCt56OPPsL//d//Yd68eUhPT8fLL7+MNWvW4NChQ7p5Vq1ahf379yM6OhqpqamYNGkSVqxYgbS0NFNsOhERkR5R3Ra0srISR44cQVRUFMaOHQsA8PPzw/z587FkyRJkZWVhz549cHFxwXvvvQdr6+rmx8bGYvTo0Th8+DAiIiKgUqmQmJiIhQsX4oUXXgAATJ8+HR07doS/vz8AID8/H/v378fq1asxbNgwAMC0adNw4cIFJCQkYMyYMSaoABER0e9E1ZO2trZGRkYG5s6dqzddKq1upo2NDU6dOoVBgwbpAhoAAgIC4OvrixMnTgAAzpw5A4VCoQtorVGjRiEoKAgAcPr0aQiCgKFDh+rNExYWhqtXr+LGjRuG3jwiIqJmEVVPui6ZmZlISkpCeHg4/Pz8cPv2bXTq1KnWfJ07d0ZOTg4A4Oeff0aHDh1w48YNvPHGG7hy5Qrc3d0xe/ZsREREAAByc3Nha2sLT09PvfVo152TkwM/P7962yWRVH+ZSs33NnVbLJG2nqyrcbC+xsX6Go8hatucZUUb0mvXrsWOHTtQVVWFyMhILF26FEVFRQAAB4faj2V0dHTUDS67e/cuKisrER0djQULFsDd3R1ffPEFFi1aBGtra4waNQoKhaLe9QBASUlJg+3z93auc/m2olTa6L7v4mXatlgyf29nUzfBorG+xsX6Gk9ralvz87sxog3pmTNnYvz48cjMzMS6deuQm5uLmJiYJi1bWVkJpVKJpUuXon///gCAnj174scff0RSUhJGjRrV6vblFhRDJqtofEYjUamUuu+v3iyGvb3p2mKJJJLqf8LcgmIIgqlbY3lYX+NifY3HELWt+fndGNGGtKurK1xdXREYGAh/f39MnDgRZ86cAQAoFIpa85eUlKBDhw4AgPbt2wOoDuaa+vbti507d0Kj0aB9+/ZQKmsXStuDdnJyarB9ggCT/vHXfG9Tt8WSsbbGxfoaF+trPK2pbXOWE9XAsaKiIqSlpeHOnTt607t16wYAyMvLg5eXF65du1Zr2atXr6Jr164AgC5dugAAiouL9ebRaDSQyWSQSqUICAiAWq3GzZs3a60HAAIDAw2wRURERC0nqpAuLy+HXC7HgQMH9KZfvnwZAODp6YkhQ4bg5MmTetdEZ2ZmoqCgQHcp1eDBgyGVSnH06FG99Xz//fe6wNfOc+zYMb15jh49iqCgIHh7ext684iIiJpFVIe7vby8MGHCBCQnJ8PV1RWhoaHIz89HTEwM3N3dMWrUKPTv3x+HDh3C8uXLMWfOHJSUlGDlypV46qmnMHz4cACAj48P/vjHPyIhIQGenp4ICgrC3r17cenSJWzevBlAdeBPnjwZ69evh5eXF4KCgpCWloaMjAwkJyebsgxEREQARBbSALB69Wp4eHggKSkJhYWFcHNzQ58+fSCXy+Hk5AQnJyfs2LEDcXFxGDt2LNq1a4fw8HC8/fbbuuupAWDlypV47LHHEBsbi3v37qFLly7YtGkTwsLCdPMsW7YMjo6OiI6ORlFREfz9/REfH4/w8HBTbDoREZEeiSBwWEFTKZVK3SVaF7PyIJOZ7rInlUqJkCBfAMCPV/Jgb89LsAxJIgECfJyRk8/RscbA+hoX62s8hqhtzc/v+i4H1hLVOWkiIiL6HUOaiIhIpBjSREREIsWQJiIiEimGNBERkUgxpImIiESKIU1ERCRSDGkiIiKRYkgTERGJFEOaiIhIpBjSREREIsWQJiIiEimGNBERkUiJ7lGVVJtKpaxjmsoELSEiorbEkDYD2keaERHRo4WHu82cIAgmfa41EREZD3vSZuBiVl6d0yWSNm4IERG1KYa0Gaivp8yQJiKybDzcTUREJFIMaSIiIpFiSBMREYkUQ5qIiEikGNJEREQixZAmIiISKYY0ERGRSDGkiYiIRIo3M2kGQRB034vhARcSCaBU2kClUqJG08gAWFvjYn2Ni/U1HkPUtmZ+CI2shCHdDDUL+2zvbiZsCRERWQKVSgVHR8d6X+fhbiIiIpGSCI31tUlHo9Hg7t27AACZTAYJb55NRETNJAiC7sism5sbpNL6+8sMaSIiIpHi4W4iIiKRYkgTERGJFEOayIB49oiIDIkhTWRA2sGEGo3GxC2xHCqVCunp6VCr1aZuikXjDqY4MaQfARqNBpWVlaZuhsVSqVTYs2cP1q5di23btqGwsBBSqZRBbQAKhQLh4eG4ePEibG1tTd2cRwL/bsWFo7stnEqlwpIlSzB+/HiEhYXBxsbG1E2yKAqFAi+99BLc3d1x+/ZtKJVKeHp6YvPmzXjsscdM3TyzplAo8OKLL6Jnz55ISEgwdXMsUmlpKXbv3o28vDw4Ojri5Zdfho+PDzQaTYOXBVHb4R3HLNzHH3+Mo0ePIicnB3Z2dujfvz+srKxM3SyLoFarMWfOHAQHB2PNmjWws7PDl19+iYSEBJw/fx4jRowAUH0YkdfUN49CocALL7ygF9BVVVW1/nZZ25ZTKBT405/+hMceewzFxcW4c+cOPv/8c3z++efo1KmTqZtH/8NdJQtXWFiIZ555Bs7Oznj77bfx73//m4e+DSQzMxPFxcWYPXs2HBwcYG1tjfHjx6NDhw4Aqo9ilJaWQiKR8HxfM5SVlWHMmDHo2bMn1q9fD6B6h0gb0EVFRSgoKIBCoWBtW6iiogKLFy9Gt27dkJKSggMHDiAmJgYODg748MMPUVFRYeom0v8wpC3cvXv3MGzYMKxduxaenp545513cPbsWQa1Ady6dQvXrl1DVVWVbppGo4FarcaWLVsQERGBP//5z/j+++8hkUh4rq+Jfv75Z9y/fx9WVlbQaDQQBAG2traoqqrCkiVLEBUVhfHjx+PPf/4zzp8/z9q2wK1bt5CXl4eXXnoJ9vb2sLKywrBhw9C/f39cvnyZ9RQRhrSF0n64tWvXDu7u7vDx8UFsbCw6duzYYFCzV9J0vXr1gkwmQ1JSEs6ePYvc3FxMnjwZLi4umDx5MqZNmwZ7e3tERUUhOzub5/iaqGfPnti4cSPOnDmDBQsW6A5nT5s2DXl5eXjxxRfxyiuvwMrKCq+++iquXr3K2jZTSUkJcnNzUV5eDgC6nnO/fv2gVCpRXFxswtaRHoEsRlVVlaDRaITKykrdtIqKCqGsrEwQBEHQaDTClStXhIkTJwqDBw8WTpw4IajVat28xcXFbd5mc1JXfffv3y8MGDBAeOaZZ4SRI0cKzz//vHDv3j3d6z/88IMwYsQIYf78+UJ5ebmg0WhM0XSzUFVVpff98ePHhdDQUGHevHnCnj17hMWLF+vV9syZM8KAAQOE9957T/e7oaYpKSkRBgwYIKSmpupN379/v9CrVy/h1q1bJmoZPYy7nxZCoVDgrbfewowZMxAREYHk5GT8+OOPsLa2hp2dHTQaDSQSCR5//HHExMTA09MTy5cvx9mzZwEAcXFxGDduHNRqNXvTdairvllZWRg3bhyOHDmC/fv3o3///ujRowdcXV11PZOnnnoKnTt3RllZGWxtbTnIqQ6lpaW63rD21IFUKsXgwYOxdu1a/PDDD4iPj0evXr3g4uKi+/vs378/XF1d8eDBA0ilUta2AVVVVSguLsaDBw+gVqvh6OiIAwcOYMyYMQB+P4ImCAJkMhmsrfXHFF++fBmlpaVt3m7i4W6LoFQqMW7cODx48AD9+/dHr169sHv3bixevBhHjhwBAL3rdh9//HG8//778PT0RHR0NBYuXIjPPvsM8fHxDJI61FXfXbt2YcGCBUhLS4ODgwO8vb2Rl5eH+/fvAwBsbGx0pxMcHR3h6+uLqqoq7gA9RK1WY+zYsRg1ahQuX74MKysrvaAeNGgQ/vrXv6J37974wx/+AIlEAolEgoqKCpSVlcHDwwMBAQEAeKqmPgqFAnK5HDNmzMBzzz2H2NhYXLlyBe7u7rp5tJ8NxcXFcHR0hLOzs+61tWvXYubMmbpD49TGTNmNJ8OIiYkRpkyZojft8OHDwiuvvCI8+eSTwsGDB3XTax5SvHHjhtCrVy8hNDRUyMzMbLP2mpvG6nvgwAFBEAThk08+EYKCgoR169YJgiAIt2/fFuLj44W+ffsKv/76a5u32xz89ttvwvDhw4WBAwcKffr0EX766SdBEAS9UwqVlZW6UzYKhUIQBEFQqVRCQkKC8OyzzwpXr15t+4abCaVSKTz//PPCnDlzhJ07dworV64UevToIbzzzjvCgwcPas2/ZcsWYdiwYUJ5ebkgCIKQkJAg9OrVS7hw4UJbN53+h9dJW4CbN2/C19cXQHXPxNbWFs899xzc3d2RlJSEpUuXwtbWFiNHjoRUKtVdW7p//34IgoDdu3fj8ccfN/FWiFdj9V22bBnat2+PcePG4cKFC0hJScHu3bvRsWNHlJSU4KOPPkLXrl1NvBXilJmZCYVCgeXLl2P79u2YNm0aduzYgR49euiui9Z+3blzB8nJybh06RJkMhmys7OxdetWdO7c2dSbIVobNmyAm5sbkpKSdNNcXFywY8cOvPbaa3ByctKb397eHuXl5bCyssKGDRuwZcsW7NmzB8HBwW3ddPofHu62ABKJBD/99BMAwNbWVneYtXfv3pg7dy769u2LDz/8ED/++KNu/t27d2Pjxo0M6CZorL59+vRBTEwMbt68ieXLl2Pnzp2YMmUKoqKisHv3bvTo0cOUzRe18vJyyGQyPPfcc3jjjTfg4+ODadOm4dKlS7pLsGrq2rUrPDw88Oyzz2Lnzp148sknTdRy85CXlwcfHx8A0N37fNKkSaiqqsL333+vm0/436kCDw8P2Nra4q233kJKSgoDWgxM3JOnVtCOZj106JAwYMAA4R//+IfutYqKCt33X3/9tTB48GAhISFBNy0nJ0f45Zdf2q6xZqg59R00aJDw97//vc3baAlqjjD+9ttvhRdffFHv0HfNWlPzTJkyRYiIiBAE4fe/54qKCqFPnz7Cp59+Wmv++/fvC8HBwcITTzzBU2AiwZ60GdMO8Bo8eDAef/xxfPbZZzh06BAAwNraWtfjGzFiBIYPH46DBw/qBi/5+/sjMDDQZG03B82p74gRI3Do0CG9G5tQw7S95NGjR+t6cmFhYVi0aJGuR/3TTz/pRhp/+umn+O9//2uy9poTbT3/8Ic/YNKkSQCq/54rKyt1o7Tbt29fazlnZ2e8++67SEtLwxNPPNF2DaZ6MaTNnEajQYcOHRAbGwtBEJCQkICvvvoKQHWQaA9xdevWDR06dNBdikVN09z6Chxh3GTaG5BoR2xrQ7tmUE+fPh05OTnYvHkzYmNj9UYdU/20/+Mvv/wyIiMjddOtra0hkUhQVVVV6wYwKSkp+O677/DHP/4RXbp0acvmUgMY0mZOe21px44dsWvXLlRWViI+Ph6bN28GAN3j/bKzs+Hq6srb/TVTc+vLnnTLaQc1Ar8HdZcuXTBmzBgkJSVh586dHIDXTA9f7wwAlZWVkEqlsLe3101bv3494uPjdfedJ/HgoyrNSM2nAD38KDntazdv3sSSJUuQm5sLHx8fhIaG4tatW/jmm2/wySefoHv37qZqvuixvsbTUG0fVvP1hQsX4syZM/jkk094esZAbt26hREjRmDr1q3o168fEhISsHXrVg4SEyn2pM2I9kMuLi4O586dA/D7eT3tTSC8vLyQmJiIN998Ey4uLrh48SKkUin27t3LAGkE62s8DdX2YdqAjo+Px7Fjx/Dxxx8zoBvx8ENe6qPRaGBrawsHBwdUVlbiH//4BwNa5HidtJkpLi7G9u3bUVpaimeeeUavR6K9ZMXZ2RkTJkzAhAkTANT9HF6qG+trPA3V9mFXr17F+fPnsXv3bg5gaoKaO0Hh4eF45pln6jxiIZVK4erqCn9/f8ydOxdVVVUMaJFjT9qMCIIAZ2dnzJ07FydOnNC7zlFL+09Z8ywGA6RpWF/jaUpta/Lx8UFSUhJCQkLaqIXmT7sTlJaWBgB17gRpn47Xs2dPdOjQAV9++SV69uzZ1k2lZmBIi9jDg5C0IzaHDBmC0tJS/Oc//wFQ9+EtjuBuHOtrPK2pLVB973NHR0fjNtKCNHUnSPsgkrlz5+Kzzz5Dt27d2ril1FwMaRHT9tCuXbum13MLCQnBn/70J2zevBk3btzgs3RbiPU1HtbWuFqzE6Q9ZdOxY0fjN5Rajf8hIrdx40aMHDkSK1euREZGhm56REQEPDw8kJ6eDkEQeGlVC7G+xsPaGk9rdoK4Y2Re+NsSmYc/sF544QXI5XJcuHABixYtwttvv41z587h8ccfx6BBg/DFF1/oBojwarrGsb7Gw9q2Le4EPRp4nbSI1BwlfO3aNSgUCgQEBMDe3h75+fn497//jQ0bNsDa2hrBwcGYOnUqFixYgFdeeQWzZ882cevFj/U1HtbW+B4erX39+nWkp6fjq6++Qn5+Pp577jlMnDgRffv2xfvvv49vv/0W6enpsLKy0j35jswPQ1okan7IvfPOO/j+++9x9epVeHh4YOrUqRg3bhzc3NxQXFyM9PR07Nu3D1evXkVJSQmGDh2KhIQE2NnZmXgrxIv1NR7W1vi4E/ToYkiLzPz585GTkwO5XA4bGxvs27cPR48exUsvvYRXX30Vvr6+ur3iTz/9FP/5z3/w+uuv82YPTcT6Gg9raxzcCXrEGfUZW9Soqqoq3feHDh0SRo4cKWRnZ+vNs2bNGiE4OFhITEwUVCqVUFlZqXutvLy8zdpqjlhf42Ft29a8efOEMWPGCF9//bVw/PhxYcGCBcKTTz4prFy5Urhx44YgCL8/jvKTTz4R5HI5H0drAThwzATKysqwbds23Lt3D1KpVDewIz8/H4IgwMvLCwBQUVEBAFi5ciVGjhyJ3bt3o6SkRHeOCfj9AQ/0O9bXeFjbtlNzwNdXX32FX375BYmJiRgxYgSGDBmChIQETJo0Cfv378eBAwdQWlqqW2bSpEmIjY3lUQoLwJA2gU8//RRbtmzBli1bUFRUpDe6ValUIjs7G0D1DR20j0J888038dtvv+HMmTMAeDONhrC+xsPaGhd3guhhDGkTmD59Ol566SWcOnUKKSkpKCoqgkQiwZAhQ1BcXIwdO3agsLAQQPU/miAIUCqV8Pb2hq+vr4lbL36sr/GwtsbFnSB6GEO6jWnvFLRo0SIMHjwYp06dwqZNm3D37l10794dy5cvR1paGhISEnT/kBKJBKmpqZBKpfDz8zNl80WP9TUe1tb4uBNED+NTsNqQRqOBlZUVKioqYGNjgyVLlgAATpw4AQCYPXs2Xn75ZVRWViI2NhY//vgjPDw84OjoiNOnT+Pjjz+Gp6enKTdB1Fhf42FtjU87invRokWoqqrCiRMnIAgCZs2apdsJeu+992BjY4OZM2eia9eu3Al6BDCkjaysrAwZGRkICgqCn58fpFIpbGxsdK8vWbIEgiDg22+/hUQiwWuvvYYpU6YgODgYe/fuRXFxMTw8PPDZZ5+ha9euJtwScWJ9jYe1bTvcCaL68DppI1Kr1Zg6dSp++OEH2NraIjQ0FO7u7hg+fDhCQkLg4OCge9JPQkIC0tPTERYWhlmzZsHd3R3l5eWws7Pj84rrwfoaD2trfA/vBNXcAdKKi4vDt99+i7CwMLz22mtwcXHB+fPndTtBvr6+mDRpEneCLBh70kZUWloKf39/PHjwAHZ2dnjmmWeQkZGB999/H8XFxejRowdCQkIwYMAAzJgxAyUlJfj555+xbds2zJo1C66urgB4Q/z6sL7Gw9oal1qtxvTp0xvdCVq6dCnatWuH9PR0aDQazJo1C71798aTTz7JnaBHBHvSRnb37l0kJyfjp59+QlhYGObOnQulUonDhw8jNzcXR44cgUKhgJ2dHTp27IhLly6hsrISr776KubPn88PuUawvsbD2hrPgwcPEBsbix9++AF2dnYYPXo0MjIycOvWrVo7Qb169UJCQgKysrIQHBystxMk8J7cFo8h3QZu376NlJQUnDp1CqNHj8bChQt1r5WXl6O4uBj/+te/cO/ePaSmpkIikSAlJQUBAQEmbLX5YH2Nh7U1Hu4EUVMwpNvInTt3sGnTJpw9exbDhw+HXC4HgFqHq+7duwdra2t06NDBVE01S6yv8bC2xsOdIGoMQ7oN1fdhV1lZCWtrDg9oLdbXeFhb4+FOEDWE/11tyN3dHa+99hoA4JtvvgEAyOVyWFtb13pWLDUf62s8rK3x1FdbKysrvZ2gxx57zGRtJNNhSLexmv+Qx48fR2lpKd555x1+yBkI62s8rK3xcCeI6sOQNgF3d3fMnj0bSqUSFy9eRFFRkW60JrUe62s8rK3xcCeI6sJz0iZ07949CIIANzc3UzfFIrG+xsPaGs/du3fx4YcfIjc3F0lJSdwJesQxpImIRIY7QaTFkCYiIhIpnuwgIiISKYY0ERGRSDGkiYiIRIohTUREJFIMaSIiIpFiSBMREYkUQ5qIiEikGNJEREQixZAmIiISKYY0ERGRSP1/+VBIHeAuGZMAAAAASUVORK5CYII=\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print('''\n", + "\n", + "Use a dict to specify two y values, or two series, (y1 and y2) for `fill_between`:\n", + "\n", + "''')\n", + "\n", + "mpf.plot(daily,figscale=0.7,fill_between=dict(y1=3090,y2=3120))\n", + "mpf.plot(daily,figscale=0.7,fill_between=dict(y1=3100,y2=daily['Close'].values))\n", + "mpf.plot(daily,figscale=0.7,fill_between=dict(y1=daily['Low'].values,y2=daily['High'].values))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "Use a dict to specify other attributes (kwargs) for `fill_between`:\n", + "\n", + "To demonstrate use of the `where` kwarg to display a holding period,\n", + "we convert the datetime index into a dataframe, and use that to generate a boolean array:\n", + "\n", + "`where_values = pd.notnull(dates_df[ (dates_df>=buy_date) & (dates_df <= sell_date) ])['Date'].values`\n", + "\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print('''\n", + "\n", + "Use a dict to specify other attributes (kwargs) for `fill_between`:\n", + "\n", + "To demonstrate use of the `where` kwarg to display a holding period,\n", + "we convert the datetime index into a dataframe, and use that to generate a boolean array:\n", + "\n", + "`where_values = pd.notnull(dates_df[ (dates_df>=buy_date) & (dates_df <= sell_date) ])['Date'].values`\n", + "\n", + "''')\n", + "\n", + "dates_df = pd.DataFrame(daily.index)\n", + "buy_date = pd.Timestamp('2019-11-06')\n", + "sell_date = pd.Timestamp('2019-11-19')\n", + "\n", + "where_values = pd.notnull(dates_df[ (dates_df>=buy_date) & (dates_df <= sell_date) ])['Date'].values\n", + "\n", + "y1values = daily['Close'].values\n", + "y2value = daily['Low'].min()\n", + "\n", + "mpf.plot(daily,figscale=0.7,\n", + " fill_between=dict(y1=y1values,y2=y2value,where=where_values,alpha=0.5,color='g')\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "Use `panel=` in the `fill_between` dict to place the fill_between on a panel other than panel 0:\n", + "\n", + "In this example, we `fill_between` on the volume panel, \n", + "filling between the volume and the average volume.\n", + "\n", + "\n" + ] + }, + { + "data": { + "image/png": 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cuZPy8vImt2/bto0rr7ySlStXMnx40+EwISGB4447rsFr3e09b4uO9L2j73tr3vPOFI7vu9Npb1P5sAhMKSkppKSkMHjwYLKysrj88st56623mDp1aquPUVxczLXXXsvhw4dZuXJlg1t6CQm1J2pFRQWxsbH1r9ddWUpMTGz2uHkFpcTGulus2zBqT6a8gtIWxzV0R+q7+t6d+r6/uDZceLy+Zq8i+bvCVLdtf3E5yfml7arDH3911LHGppIcm9rktoRv25HQsx/J6dnNHiP32+N31/e8NQLR946+7619zwMtnN/3ykpnm8qHbGA6fPgwmzZtYvz48aSmfvcNPWTIEABycnJafazS0lKuuuoqTNPk5Zdfpk+fPg22Z2fX/jDYu3cvaWlp9a/XjW0aPHhws8c2TVp9krSlbHejvge7FcHR3foeyL4093/TFXW0dt/2HKMt5YuLCvnLSy9wxcyrSEvv3fZGhphA/H8Hsw3hWG9HtLW9ITvTd01NDfPnz+e1115r8Pr27dsBGg3kbo5pmtx44414PB5WrlzZKCwBjBs3joSEBNauXdvg9TVr1pCcnMwJJ5zQrj6IiEjztIiwhJOQvcKUkZHBZZddxtNPP01KSgrjx48nPz+fBx98kNTUVC644AKcTmf91ADV1dX4fD5KSkoAiI6OJiEhgdWrV/PRRx/x1FNPNdheJzU1FYfDwS9/+Usee+wxhgwZwvjx4/noo4/4f//v/3HXXXdht7ftPqeISEdt374tKPuKSNNCNjABLFy4kLS0NJYsWUJRURG9evVi3LhxzJ8/n8TERJ588kn++Mc/Ntinbubu6dOns2jRIt5//30AfvWrXzVZx44dOwC45pprsFgs/PGPf6SwsJA+ffpw1113MXPmzE7soYhIQ3VPr82eNStgx5Lw0d6wq5Dc+UI6MDkcDubPn8/8+fOb3D5v3jzmzZvX4jEeeughHnrooVbVd9VVV3HVVVe1tZkiIgEzMGsQa9Zv9ruW3K03XscjTzzLoMFDmiyjteTCS6CCskJy5wnpwCQiEolaG3QGDR7CiJGjO7k10hVaE5T9UUjuXApMIiIiIUBhJ7SF7FNyIiIiIqFCgUlERETEDwUmERERET80hklERDrN7rycZgcy5+za2eBrUzSQWUKFApOIiHSK3Xk5nDPhRL/lbr3xuha3r1m/WaFJgk6BSUREOsV3C5gnYbW2/ePG6/VQVna0Q4/aiwSKApOIiHQqq9WmJaYk7GnQt4iINJKWls68+XeQlta6hc5FujsFJhERaSQtvTc33XInaem9g92UkFdcVMiCBQsoLioMdlOkEykwiYiIdEBxcRELFy6kuLgo2E2RTqTAJCISZnS7TKTradC3iEiYqbtdJl2npfmkcnO+m0/KNJveX/NJhT8FJhERkRa0dj6pW+ZpPqnuLKCB6c033+T1119n27ZtHDlyhM8++wyABx54gF/+8pekpKQEsjoREZFOV3dlKTY2DqvV2mQZi8XA52v68pLX66Wy0qn5pMJcQAKTy+XihhtuYMOGDQCYpolhGABUVlaycuVKPvjgA/785z+TnJwciCpFRES6RHx8PACVlc6AHEfCU0AC07PPPsv69esBGDRoEHv27MHr9QK1ydxqtZKXl8dzzz3HbbfdFogqRURE/CouKuQvL73AFTOvavcUCQOzBrFm/eYWxzDdMu86Hn3yWbIHDWmyjMYwhb+ABKbXX38dwzBYtGgR06ZN45RTTuHo0aMApKWl8ac//YnZs2fzzjvvKDCJiEiXKS4u4snHFnP2uVM6NKdUS2Hn2xsqDBo8hONHjG53HRLaAjKtQEFBAVFRUUybNq3J7SeffDIxMTEUFWmOChEREQk/AbnCFBsbS1lZGYcOHaJnz56Ntm/fvp2qqiqSkpICUZ2IiIQRr9fTqfu19Mh/zq6dDb42RbfLpDUCEphOOOEE1q9fz3XXXcfs2bPxeGpP8v/85z/s2LGDFStWYBgGI0eODER1IiJBtX37tma32awWPF5fu/btbuoGOZeVHQ3IcZrS2kf+b71Rj/xLxwQkMM2dO5cNGzawdetW7rjjjvrXf/GLXwC1T81ZLBbmzJkTiOpERIKi7oN79qxZATtWd+ZvsHTOrp3ceuN1PPLEswwa3L7B0nXHTkxMwmpt+0ea1+uhrOyoHvkXvwISmMaPH89DDz3EwoULqaysbLQ9JiaGe++9l1NPPTUQ1YmIBEUgnpaCyLoF1Jp+Dho8hBEjOzZY2mq1YbfbO3QMkZYEbOLKadOmMWnSJN555x127tyJ0+kkPj6eoUOHMnnyZI1fEpFuQU9LiUSmgM70nZiYyA9/+MNAHlJEREQk6AIyrQBAVVUVf/jDH1iyZEmD1+fOncvvf/97ysrKAlWViIiISJcKSGByOp3MnDmTZ555hgMHDjTYdvDgQVauXMnMmTObHN8kIiIiEuoCEpief/55tm7dimmaxMTENNiWnp6OaZrs2rWLpUuXBqI6ERERkS4VkMD01ltvYRgG9913H3fffXeDbc888wy/+c1vME2Tf//734GoTkRERKRLBSQw7d+/n6ioKGbOnNnk9hkzZuBwOCgoKAhEdSIiISktLZ3777+ftLT0YDdFRAIsIIHJ4XBQU1NDfn5+k9vz8vJwuVxERUUFojoRkZCUlt6bBQsWdGiRVxEJTQGZVmDkyJG8//77XHPNNcydO5fjjz+e+Ph4jh49yhdffMGyZcswDIPjjz8+ENWJiIg00Nnr1YkEJDBdffXVbNy4kb179/Kb3/ym0XbTNDEMg9mzZweiOhEREaBr1qsTgQAFptNPP517772XRYsW4Xa7G223Wq3ccsstnHXWWYGoTkREBOia9epEIIAzfc+cOZNJkybx+uuv8/XXX1NRUUFsbCzDhg3joosuYuDAgYGqSkS6UHFRIX956QWumHmVxuZISOqq9eoksgV0aZQ+ffrw85//PGDH8/l8vPDCC7z66qvs3buXmJgYTjnlFG6//Xb69u1bX+6DDz7g17/+NQAbN25sdJzCwkIWLVrExo0bqampYcSIEfz6179mzJgx9WVcLhePPfYYb7zxBocPHyYzM5O5c+dqqReJeMXFRTz52GLOPneKApOIRKx2BaaCggKsVivp6en1/26tPn36tLrs4sWL+etf/8qCBQsYO3Yse/fu5f7772fWrFm8+eabWK1WnnzySZ5//nl69epFdXV1o2O4XC6uvvpqYmNjWbZsGVFRUbz44otcc801/POf/yQzMxOA+++/n3Xr1vHggw8yaNAg3nvvPe69915iYmKYOnVqq9ssIiIi3U+7AtPkyZNJSUnhgw8+qP+3UbdMdwsMw2Dr1q2tqsPj8fD2228zd+5cpk2bBkBmZibz5s3j9ttvZ8eOHURFRfHPf/6TlStX8tJLL7Fhw4ZGx1m9ejW5ubm8+eabZGdnA7Bw4ULef/99li5dym9/+1vy8/NZtWoVCxcuZPLkyQDMnj2bzz//nMcff1yBSUREJMK1+5acaZot/rujbDYb69ata/S6xVI7dZTdbic9PZ1XX32V5OTkZo+zYcMGBgwYUB+W6o592mmnsX79eqD2Np5pmo0GpU+YMIE33niDffv21V+JEhERkcjTrsB06aWXNngE89JLL23VFaaO2rp1K0uWLGHSpEkMGzasVfvk5eU1GXYGDBjAq6++SlVVFXl5eTgcjvpbjHX69+8PQG5urgKTiIhIBGtXYFq0aFGL/w60hx9+mOXLl+P1epk5cyZ33HFHq/d1Op3069ev0et1ga+8vJyKigri4uJaLNMcw6j905K67V2QKUOO+h7+fT+2H63tS3fpe1tFar+hfX1vz7nVVt2ljlAVzud8W9vc4afk3G43c+bMwWKxsGzZMqxWa0cP2cicOXOYPn06W7du5dFHHyUvL49nn322U+pqq6w+yU2GrebKRir1PXyVFiUA0C8tgey+yW3aN9z73l6R2m9oW987cm6FYh19UzuvjlAXjue802lvU/kOBya73c6OHTuoqanptACTkpJCSkoKgwcPJisri8svv5y33nqrVYOxExIScDqdjV4vLy/HMAwSExNbLAOQmJjY7PHzCkqJjW08WeexDKP2ZMorKCXAQ71Cnvoe/n3fX1xe/zU5v7RV+3SXvrdVpPYb2tf39pxbbdUVdeSXlNd/7aw6QlU4n/OVlY0/91sSkHmYLrjgAl5++WXeeecdzj333EAcksOHD7Np0ybGjx9Pampq/etDhtTO1JqTk9Oq42RnZ7Nly5ZGr+/evZu+ffsSHR1NdnY2LpeLAwcOkJGR0aAMwODBg5s9vmnS6pOkLWW7G/U92K1ov7q2t6cf4d739orUfkPbfya2dZ/2tKez60hNTef+++8nNTVd73sYaWt7AxKYLr74Yo4cOcItt9zCpEmTGD16ND169Kh/ou1Yl156aauOWVNTw/z587ntttu49tpr61/fvn07QKMB2s0566yz+Mc//sGuXbvqg4/L5WLDhg31V6jOPPNMLBYLa9euZebMmfX7rlmzhqFDh7Zp7igREYksaem9WbBgAbn54XeVRVovIIHpZz/7GVA7tcA777zDO++802Q5wzBaHZgyMjK47LLLePrpp0lJSWH8+PHk5+fz4IMPkpqaygUXXIDT6aSyshKA6upqfD4fJSUlAERHR5OQkMB5553H8OHDuf3221mwYAHx8fE89dRTuN1u5s6dC9SGrxkzZvDEE0+QkZHB0KFDWb16NevWrePpp5/u4P+OiIQCLfEiIh0RkMB07BxMgZyPaeHChaSlpbFkyRKKioro1asX48aNY/78+SQmJvLkk0/yxz/+scE+Z5xxBgDTp09n0aJF2Gw2nnvuOR566CHmzJmDy+VizJgxrFixgt69v/uheddddxEfH8+CBQs4fPgwWVlZPPbYY0yaNClg/ZHQoQ/P0NIV74eWeBGRjghIYHrooYcCcZhGHA4H8+fPZ/78+U1unzdvHvPmzfN7nF69evHII4+0WMZms7VYl3Qv+vAMLXo/RCTUdTgwffzxx+Tl5VFeXk7fvn258MILGwycFhHpKrvzcqioqGhyW86unQ2+NiU+Pp7WrHwvIpGnQ4Hpvvvu429/+1uD1x5//HF+85vf8KMf/ahDDRMRaYvdeTmcM+FEv+VuvfG6FrevWb9ZoUlEGml3YPrXv/7FK6+80uh1t9vNggULGDp0KKNGjepQ40REWqvuytLyF19k2LDhbd5/+/ZtzJ41q9krVCIS2dodmOrCUp8+ffj5z39ORkYGO3bs4LnnnqOsrIw///nPCkwi0uWGDRvO2LFjg90MEelm2h2Ytm/fjmEYPPHEE4wYMQKACRMmMGjQIH75y1/y1VdfBayRIiIiIsHUeGbJViorKyM6Oro+LNU57bTTADhy5EjHWiYiIiISItp9hck0TaKjoxu9Xveaz+drf6tEpNvRE2wSDGlp6cybfwdpaa1bHUKkOQGZh0lEpCV6gk2CJS29NzfdcmewmyHdQIcCk8fjYfPmzU3O7t3ctvHjx3ekShEJQ3qCTUTCXYcCU0VFRf06cscyDKPJbYZhsHXr1o5UKRJSWrrNZBhQWpTA/uLyZhfkjLTbTHqCTUTCVYcCUyDXjRMJN629zeSPbjOJiIS+dgem6dOnB7IdImGnNbeZbFYLHm/TD0DoNpOISPhod2DqrAV3RcJNS7eZWgpMoURPsImItExPyYlEOD3BJiLinwKTSITTE2wSLJojScKJApOIAN3nCbbt27d16X7SfpojScKJApOIdAvx8fEAzJ41KyDHERE5lgKTiHQLA7MGsWb95hYHr99643U88sSzDBo8pMkyGrwuIs1RYBIRoHvcympN2Bk0eAgjRo7ugtaISHeiwCQS4XQrS0TEPwUmkQinW1kiIv4pMImEseKiQv7y0gtcMfMq0tJ7t/s4upUlItIyS7AbICLtV1xcxJOPLaa4uCjYTRER6dYUmERERET80C056ZZaWhsNwmt9NK3zJiISfApM0u20dm00CP310bTOm4hIaFBgkm6n7mpMYmISVmv7TnGv10NZ2dGgr4+mdd5EREKDApN0W1arDbvdHuxmBER3WedNRCRcKTBJt+X1eoKyr4iIdD8KTN1EoObj6Q7qZpwuKzsasGOJiEhkU2DqJurm4zn73CkRH5j8zVwNmr26LdLS0pk3/w7S0tKD3RQRkaBRYJJuqbVBR7NX+5eW3pubbrkzIMfqDgv8ikhkUmCSVtNtP2kvLfArIuFOgUlaTbf9pL20wK+IhDsFJhHpEsFe4FdjsUSkIxSYRCQiBHIslohEnpBefNfn8/GnP/2Jiy66iFGjRnHyySdz0003kZ+fX19m8+bNzJw5k9GjR3PiiSdy8803U1TUcOX2nTt3cv3113P66aczYsQIpk2bxurVqxuUcblcLF68mAkTJjBixAimTJnC3//+9y7pp4iIiIS2kA5Mixcv5sknn+Taa6/ljTfe4NFHH+Xrr79m1qxZuFwucnNzmTNnDpmZmaxatYpnnnmGgoIC5s6di9vtBqCoqIif/exneDweli5dyuuvv865557L/Pnzeeutt+rruv/++1m1ahULFizgjTfe4Kc//Sn33ntvo2AlIiIikSdkb8l5PB7efvtt5s6dy7Rp0wDIzMxk3rx53H777ezYsYM///nP9OjRgwceeACbrbYrixYtYsqUKbz11ltcdNFFrF27ltLSUhYuXEifPn0AuOGGG3jjjTd47bXXOP/888nPz2fVqlUsXLiQyZMnAzB79mw+//xzHn/8caZOnRqc/wQJCy098m6zWvB4fW3eT0REQkvIBiabzca6desavW6x1F4Us9vtvP/++0ycOLE+LAFkZ2fTr18/1q9fz0UXXVT/utVqbXAch8NR//eNGzdimiZnnXVWgzITJkzgjTfeYN++fWRmZgaiWyFvd15Oi08yHfu1OZHyNJMelRcRiRwhG5iasnXrVpYsWcKkSZPIzMykuLiY/v37Nyo3YMAAcnNzATj//PN54okn+J//+R9++9vfEhsby7/+9S+++eYbbrnlFgDy8vJwOBykpzd8eqbu2Lm5uRERmHbn5XDOhBP9lrv1xuv8llmzfnO3D03+HpXPzdnJLfOu49EnnyV7UMceldeEjyIiwRUWgenhhx9m+fLleL1eZs6cyR133MHhw4cBiIuLa1Q+Pj6+fmB4SkoKL774Ir/4xS8YN24cNpsNwzD4/e9/z8SJEwGoqKho9jgA5eXlzbbNMGr/tKRuu79yHXFsHe2tx+ms/eBPTEzCamvfqeH1eCgrO4rTWdGgLZ3Z9/ZIT0/nxvl3kJ6e3qG2ZWU3H3a+vRjK4OOGcPyI9j0qH8irWF35HrT1fQ/E+RsKQvV87wrqu/oebtra5rAITHPmzGH69Ols3bqVRx99lLy8PB588MFW7Xvw4EFuuOEGBgwYwO9//3tiY2N59913uf/++0lKSqofs9ReWX2SmwxbzZXtLKVFCQD0S0sgu2/76qk7hsNhx263t+sYbovRZDs6s+/tkd03mVPGLurUOur+P/umtv89ye47jp07dzYb2rdt28aVV17JypUrGT58eJNlEhISOO6449pVf0e19n0PxPkbSkLtfO9K6ntkCse+O51t+5wLi8CUkpJCSkoKgwcPJisri8svv5wPPvgAoMnbIeXl5SQlJQGwbNkyDh06xKuvvlofbEaNGsWuXbv4n//5HyZPnkxCQgJOp7PJ4wAkJiY227a8glJiY90ttt8wak+mvIJSTLN1fW6r/cXl9V+T80s7dAyvz8Tia19Dvd/uV9eOruh7qMovKa//2t73BMAam0pybGqT2xK+fc8SevYjOT272WPkdqD+9mjr+x6I8zcURPL5rr6r7+HW98rKxp/7LQnZwHT48GE2bdrE+PHjSU397sNiyJDasSD79+8nIyODPXv2NNp39+7dnHLKKQDk5OTQt2/fRleBsrKyeO+99zBNk+zsbFwuFwcOHCAjI6PBcQAGDx7cbDtNk1afJG0p25TWDMje9c3OZuvwN16mfj/z2z/tYX53rGPb0dG+hyOzmf+LcKujI1rbrlDvR1t1l360h/oe7FYERzj2va3tDdnAVFNTw/z587ntttu49tpr61/fvn07UDsGZeLEiaxduxa3211/C2nr1q0UFBTU32rr06cPW7ZsoaqqipiYmPrj5OTkkJGRgWEYnHnmmVgsFtauXcvMmTPry6xZs4ahQ4fWT0cQTIEakB0Jg7El/GjZEhEJdSE7cWVGRgaXXXYZTz/9NH//+9/Zu3cvH374Iffeey+pqalccMEFzJ07F6fTyT333ENeXh5ffPEFd911F6NHj+bss88G4IorrqC6uppf//rXfP311+Tl5bFs2TLee+89fvSjHwG14WvGjBk88cQTrF27lvz8fJYuXcq6deuYP39+MP8bIk5xUSGPP7qI4qLCYDdFulDdsiVa1FlEQlXIXmECWLhwIWlpaSxZsoSioiJ69erFuHHjmD9/PomJiSQmJrJ8+XIWL17MtGnTiI6OZtKkSdx555318zUNHTqUpUuXsmTJEq688krcbjf9+/fnrrvu4mc/+1l9XXfddRfx8fEsWLCAw4cPk5WVxWOPPcakSZOC1f0GImW19+LiIp58bDFnnztFH54iIhIyQjowORwO5s+f3+JVnpEjR7Jy5coWj3Pqqady6qmntljGZrP5rSvYgr3au4iISKQK6cAk3ZNmExcRkXCjwCRdSrOJi4hIOFJgki5Vd2Vp+YsvMmxY0xMt+rN9+zZmz5rV7FUqERGRQFNgkqAYNmw4Y8eODXYzwp4exxcR6RoKTBIUHVkUVgvKfqfucXwREelcCkzSiNfr6bR9A7WY7LHHEhER6WwKTN1EIG7N1AWQsrKjHW5Pc2EmEPNJ1R1fA75FRKSrKDB1E4G4NdNVYUbzSYmISLhRYJIGFGZEREQaC9m15ETCXVpaOvfff7+eYBMR6QYUmEQ6SVp6bxYsWKA18UREugEFJhERERE/FJik1TRJooiIRCoN+pZW0ySJIiISqXSFSURERMQPBSYRERERPxSYRERERPxQYBIRERHxQ4FJRERExA8FJhERERE/FJhERERE/FBgEhEREfFDgUlERETEDwUmERERET+0NEqA7M7LoaKioslthgGlRQnsLy7HNJvePz4+noFZgzqxhSIiItJeCkwBsDsvh3MmnNjh46xZv1mhSUREJAQpMAVA3ZWl5S++yLBhw5ssY7Na8Hh9TW7bvn0bs2fNavYKlYiIiASXAlMADRs2nLFjxza5raXAJCIiIqFNg74lpKSlpTNv/h2kpaUHuykiIiL1dIVJQkpaem9uuuXOYDdDRESkAV1hEhEREfFDgUlERETEDwUmERERET8UmERERET8UGASERER8UOBSURERMQPBSYRERERP0I6MPl8Pv70pz9x0UUXMWrUKE4++WRuuukm8vPz68ts3ryZmTNnMnr0aE488URuvvlmioqKGh3rpZde4vzzz2fkyJGcf/75/PnPf26w3eVysXjxYiZMmMCIESOYMmUKf//73zu9jyIiIhL6QjowLV68mCeffJJrr72WN954g0cffZSvv/6aWbNm4XK5yM3NZc6cOWRmZrJq1SqeeeYZCgoKmDt3Lm63u/44L7zwAv/7v//LDTfcwJtvvskVV1zBb3/7W15//fX6Mvfffz+rVq1iwYIFvPHGG/z0pz/l3nvvZfXq1cHouoiIiISQkJ3p2+Px8PbbbzN37lymTZsGQGZmJvPmzeP2229nx44d/PnPf6ZHjx488MAD2Gy1XVm0aBFTpkzhrbfe4qKLLqKyspInn3ySm266iYsvvhiAq666it69e5OVlQVAfn4+q1atYuHChUyePBmA2bNn8/nnn/P4448zderUIPwPiIiISKgI2StMNpuNdevW8atf/arB6xZLbZPtdjvvv/8+Z5xxRn1YAsjOzqZfv36sX78egA8++ICKior6sFTnggsuYOjQoQBs3LgR0zQ566yzGpSZMGECu3fvZt++fYHunoiIiISRkL3C1JStW7eyZMkSJk2aRGZmJsXFxfTv379RuQEDBpCbmwvAtm3bSEpKYt++fdx8883s3LmT1NRUfvGLX3DRRRcBkJeXh8PhID294YKvdcfOzc0lMzOzyTYZRu2fQAjksUJFXX+6W79aQ32PvL5Har9BfT/2ayQJ5763tc1hEZgefvhhli9fjtfrZebMmdxxxx0cPnwYgLi4uEbl4+Pj6weGHzx4EI/Hw4IFC7jxxhtJTU3lb3/7G7feeis2m40LLriAioqKZo8DUF5e3mzbsvok4ypPAMBmtWCzNn/Rrrltda/3S0sgu29ys/uHs6w+ycFuQtCo75EnUvsN6nukCse+O532NpUPi8A0Z84cpk+fztatW3n00UfJy8vjwQcfbNW+Ho8Hp9PJHXfcwamnngrAyJEj+fLLL1myZAkXXHBBh9qWV1DK/uLaQOXx+vB4fU2Ws1ktzW6re31/cTnJ+aUdak+oMYzab6S8glJMM9it6Vrqe+T1PVL7Deq7+h5+fa+sdLapfFgEppSUFFJSUhg8eDBZWVlcfvnlfPDBBwBUVFQ0Kl9eXk5SUhIACQm1V39GjhzZoMyJJ57IihUr8Pl8JCQk4HQ2/o+ru7KUmJjYbNtMk4CdJIE8Vqjpzn3zR30Pdiu6XqT2G9R39T18tLW9ITvo+/Dhw6xevZqSkpIGrw8ZMgSA/fv3k5GRwZ49exrtu3v3bgYNGgTAwIEDASgtLW1QxufzERsbi8ViITs7G5fLxYEDBxodB2Dw4MEB6JGIiIiEq5ANTDU1NcyfP5/XXnutwevbt28HID09nYkTJ7Jhw4YGcy5t3bqVgoKC+ukBzjzzTCwWC2vWrGlwnC1bttSHr7oya9eubVBmzZo1DB06lD59+gS6eyIiIhJGQvaWXEZGBpdddhlPP/00KSkpjB8/nvz8fB588EFSU1O54IILOPXUU3n99de55557uP766ykvL+e+++5j9OjRnH322QD07duXH/3oRzz++OOkp6czdOhQ/vrXv/L111+zdOlSoDZ8zZgxgyeeeIKMjAyGDh3K6tWrWbduHU8//XQw/xtEREQkBIRsYAJYuHAhaWlpLFmyhKKiInr16sW4ceOYP38+iYmJJCYmsnz5chYvXsy0adOIjo5m0qRJ3HnnnfXzNQHcd9999OzZk0WLFnHo0CEGDhzIM888w4QJE+rL3HXXXcTHx7NgwQIOHz5MVlYWjz32GJMmTQpG10VERCSEhHRgcjgczJ8/n/nz5zdbZuTIkaxcubLF49jtdm666SZuuummZsvYbDa/dYmIiEhkCtkxTCIiIiKhQoFJRERExA8FJhERERE/FJhERERE/FBgEhEREfFDgUlERETEDwUmERERET8UmERERET8UGASERER8UOBSURERMQPBSYRERERPxSYRERERPxQYBIRERHxQ4FJRERExA9bsBvQnWzfvq3ZbTarBY/X1+b9REREJPgUmAIgPj4egNmzZgXkOCIiIhJaFJjawev11v/94MES4hMSeeUfb+N0OpssbxjQp1c8BQcrMM2mjxkXF0d8QiIHD5Z0RpODxjAg3u7i4MGjzfa9u1LfI6/vkdpvUN/V9/Dre2Xld5/Zx36uN0eBqR327dtX//fJp48JYktERESko/bt28fxxx/fYhkN+hYRERHxQ1eY2iEzM7P+75s+3UlsbGyL5Q0Dsvokk1dQGnaXLDtKfVffI6nvkdpvUN/V9/Dre2VlJaeMGQI0/FxvjgJTO1it1vq/x8bGEhsb12J5w6gdoxQb6w67E6qj1Hf1PZL6Hqn9BvVdfQ/vvh/7ud4c3ZITERER8UOBSURERMQPBSYRERERPxSYRERERPxQYBIRERHxQ4FJRERExA8FJhERERE/FJhERERE/FBgEhEREfFDgUlERETEDwUmERERET/CIjC98MILjBgxgvnz5zfatnnzZmbOnMno0aM58cQTufnmmykqKmpQprCwkJtvvpnx48czatQoZsyYwaefftqgjMvlYvHixUyYMIERI0YwZcoU/v73v3dqv0RERCQ8hHRgKi0t5Re/+AXLli0jKiqq0fbc3FzmzJlDZmYmq1at4plnnqGgoIC5c+fidruB2iB09dVXs2/fPpYtW8Yrr7xCVlYW11xzDfv27as/1v3338+qVatYsGABb7zxBj/96U+59957Wb16dZf1V0REREJTSAemf/3rX1RWVvLaa6+RlJTUaPvSpUvp0aMHDzzwANnZ2YwbN45Fixaxc+dO3nrrLQBWr15Nbm4uDz/8MKNGjWLo0KEsXLiQxMREli5dCkB+fj6rVq1i/vz5TJ48mQEDBjB79mymTJnC448/3qV9FhERkdAT0oFp4sSJPP/88/Ts2bPJ7e+//z5nnHEGNput/rXs7Gz69evH+vXrAdiwYQMDBgwgOzu7vozNZuO0006rL7Nx40ZM0+Sss85qcPwJEyawe/fuBleiREREJPKEdGDKzMzEarU2uc3pdFJcXEz//v0bbRswYAC5ubkA5OXlkZmZ2WSZAwcOUFVVRV5eHg6Hg/T09AZl6o5ddywRERGJTDb/RUJTRUUFAHFxcY22xcfHk5+fD9QGq379+jVZBqC8vJyKiopmj1NXpjmGUfunJXXb/ZXrjtR39T2SRGq/QX0/9mskCee+t7XNYRuYQkVWn+Qmw1ZzZSOV+h6ZIrXvkdpvUN8jVTj23em0t6l82AamhIQE4LsrTccqLy+vHySekJCA0+lssoxhGCQmJrZYBiAxMbHZduQVlBIb626xrYZRezLlFZRimi0W7XbUd/U9kvoeqf0G9V19D7++V1Y2/txvSdgGptjYWDIyMtizZ0+jbbt37+aUU04BageBb9mypckyffv2JTo6muzsbFwuFwcOHCAjI6NBGYDBgwc32w7TpNUnSVvKdjfqe7BbERyR2vdI7Teo7+He90rDic2048DRpv3Cse9tbW/YBiaofYpu7dq1uN1u7PbaS2tbt26loKCAyZMnA3DWWWfxj3/8g127dtUHH5fLxYYNG5g6dSoAZ555JhaLhbVr1zJz5sz6469Zs4ahQ4fSp0+fLu6ZiIhIx135zDoOOatbXf7I6W/hOJxG3LYxrd6nd3IsL8yZ2J7mhZWQDkylpaX1E1B6vV5qamooKSkBam+1zZ07l9dff5177rmH66+/nvLycu677z5Gjx7N2WefDcB5553H8OHDuf3221mwYAHx8fE89dRTuN1u5s6dC0B6ejozZszgiSeeICMjg6FDh7J69WrWrVvH008/HZzOi4iIdNAhZzUuR/PDSo5l2lxU9ynGa4vCntO6fQCKjjb/YFR3EtKBad68efz3v/+t/3dhYSHvvvsuAA899BCXXXYZy5cvZ/HixUybNo3o6GgmTZrEnXfeicVSO2OCzWbjueee46GHHmLOnDm4XC7GjBnDihUr6N27d/2x77rrLuLj41mwYAGHDx8mKyuLxx57jEmTJnVtp0VERILAk3QQX3QlnpQiTMOLYTY9rU+kCunAtGLFCr9lRo4cycqVK1ss06tXLx555JEWy9hsNubPn9/kenUiIiLdnffbwGR47PjiyrBW9Ah2k0JKSE9cKSIiIl3Dk1yE4bPii6rCm3Ak2M0JOQpMIiIiEc40fLjT9mOpigPDxBuvwPR9CkwiIiIRzhd3FG/cUSzVsWAaeJIOBrtJIUeBSUREJMJ5kg5iRlVh1MRicUXjSSnEJMwmVupkCkwiIiIRzpNcgmn4MEwLhisab1wZZlRlsJsVUhSYREREIpynVz6Gp3Z2b0tNDKYGfjeiwCQiIhLBfPZqPD2KascvAXhtmFaPAtP3KDCJiIhEsLr5lyw1tYHJwADAk3A4mM0KOQpMIiIiEcyTfBDT6gGPvf41w+3A07MwiK0KPQpMIiIiEczToxBMo/7KEoDFFY038SCmzRXEloUWBSYREZEIZRpe3Kn7sdTENHjdqInBF1WtcUzHUGASERGJUN74Unyx5d8N+P6W4Y7CtNdoxu9jKDCJiIhEKG/yQXxRVRiu711h0sDvRhSYREREIpQnqQQAw2wcBwyvDW9ycVc3KWQpMImIiEQod+p+DLejyW2GKxpPSjGm4e3iVoUmBSYREZEI5IuqxJNcUj//0vdZaqLxRTvxxZV1cctCkwKTiIhIBPIkHcSMrmw04LuO4YrGdOhJuToKTCIiIhHIm1SCafFgeO1NbjdMK6ZhKjB9S4FJREQkArlTCjFMa4tlDNPAk3iwi1oU2hSYREREIoxp8eJJzcdo5nZcHcMVjadnASZmF7UsdCkwiYiIRBhvwmG8MRVYqmNaLGfUxOCNK8cX4+yiloUuBSYREZEI40k6iOmoxnBFt1jO8u3Ab59m/FZgEhERiTSebyekNPzFAK8N0+rRwG8UmERERCKKiYk7bR8WV5TfsvVLpCQe6uxmhTwFJhERkQhiRjvxJh7GaGbCyu+zuKPwpBR2cqtCnwKTiIhIBPEkHcSMan7Cyu8zaqLxJh7CZ6/u5JaFNgUmERGRCOJNLsG0eDF8tlaVN1wx+BzVeONLO7dhIU6BSUREJIK4ex5odVgCMNwOTLsLX4QP/FZgEhERiRCm1Y2nZ0Grb8fBMQO/FZhEREQkEngTD+ONcWLUtDxh5fcZXhveHkWd1KrwoMAkIiISITxJJWD3P2Hl9xk10Xh6FGNavJ3UstCnwCQiIhIhPMnFmBj1t9lay+KKwRdViTeutHMaFgYUmERERCJA7YSV+7G08eoS1C7CazqqI3rGbwUmERGRCOCLLccbfwSjDQO+6ximBdMwI/pJubAPTB6Ph2XLlnHRRRcxatQoTjnlFO6++25KSkrqy2zevJmZM2cyevRoTjzxRG6++WaKihoOXissLOTmm29m/PjxjBo1ihkzZvDpp592dXdEREQ6hTfpIGZ0FZZWzvD9fYZpwZN0MMCtCh+tCkybN28mNze3/t8vvfQSF154IWPGjOGiiy7iL3/5S6c10J/HH3+cxx9/nGuvvZY33niDxx9/nM8++4xrr70Wj8dDbm4uc+bMITMzk1WrVvHMM89QUFDA3LlzcbvdALhcLq6++mr27dvHsmXLeOWVV8jKyuKaa65h3759QeubiIhIoHiSSzANL4bP2q79jZpoPD0PYGIGuGXhoVWBacGCBRQX165s/NJLL/G///u/nHPOOSxYsIBzzjmHRx55hJdeeqlTG9qcV199lQsvvJBp06aRmZnJySefzA033MC2bdvYuXMnS5cupUePHjzwwANkZ2czbtw4Fi1axM6dO3nrrbcAWL16Nbm5uTz88MOMGjWKoUOHsnDhQhITE1m6dGlQ+iUiIhJI7p75GF57u/c3XNF4Y8rxxVQEsFXho1VTfe7du5fMzEwAXnnlFX7zm98wffr0+u1Dhw7l8ccfZ+bMmZ3TSj+s1oZp2eFw1P/9/fffZ+LEidhs33U1Ozubfv36sX79ei666CI2bNjAgAEDyM7Ori9js9k47bTTWL9+fed3QEREpBOZNheenoVtmrDy+yw1MXjij+JNOIK1KiGArQsPrbrCFBcXx5EjtQO9iouLGT58eIPtxx9/PAcOHAh861rhiiuu4M033+S///0vAAcPHuRPf/oTJ5xwAv3796e4uJj+/fs32m/AgAH1txnz8vLqA+H3yxw4cICqqqrO7YSIiEgn8iQewhddidHO8UsAhs+GafFG7JNyrbrCNHHiRF566SUeeughTj75ZN58802GDRtWv3316tUMHDiws9rYohtuuIGqqip+9rOfYbfbcbvdjB07lv/7v//D6XQCtYHv++Lj48nPzwfA6XTSr1+/JssAlJeXExPT9KyohlH7pyV12/2V647Ud/U9kkRqv0F9P/ZrKPIml2DaajDcDv+FW2KCN+FQo5dDue/NaWubWxWYbr31Vq644gpmzJjB6NGjeeGFF/j4448ZNGgQeXl5fPbZZzz11FPtaW+H/elPf+LPf/4z9913H+PGjSM/P58//OEPzJs3j//5n//p9Pqz+iQ3GciaKxup1PfIFKl9j9R+g/oeaoxvU4EnuQjaMWHl91ncUXh6Nr6jFIp998fpbNt4rlYFptTUVFatWsXSpUt59913MU2TL774gsLCQsaMGcNf/vIXRo4c2a4Gd0RpaSmPPvoov/zlL7nyyisBGD58OP369WPatGls3rwZgIqKxgPUysvLSUpKAiAhIaH+atT3yxiGQWJiYrNtyCsoJTbW3WI7DaP2ZMorKMWMsIcL1Hf1PZL6Hqn9BvU9VPtumiam4audsLKN68c1xXDF4E04gs9ejcX93QSYodh3fyorG3/ut6RVgQlqQ8Utt9zCLbfc0uZGdZa9e/fidrsZMmRIg9ezsrIA2LdvHxkZGezZs6fRvrt37+aUU04BageBb9mypckyffv2JTq6+VlRTZNWnyRtKdvdqO/BbkVwRGrfI7XfoL6HYt99cUfxxh3t0IDvOoYrunYB34QjWA5n1L8eqn1vSVvb2+rA1JTq6mo+++wzdu/eTVlZGQCJiYkMHDiQE044ocWgEQh9+/YFYNeuXZxzzjn1r+fk5NRvnzhxImvXrsXtdmO3115+27p1KwUFBUyePBmAs846i3/84x/s2rWLwYMHA7VzM23YsIGpU6d2ah9EREQ6kyfpEGZUFUZZSoePZbgdmDYX3oQj2I8JTJGgXYHp6NGjPPbYY/zjH/+gurq6yTLR0dFceuml3HzzzfW3vgKtZ8+eTJ06leeee46MjAzGjh1LUVERDz74IKmpqUyaNIlx48bx+uuvc88993D99ddTXl7Offfdx+jRozn77LMBOO+88xg+fDi33347CxYsID4+nqeeegq3283cuXM7pe0iIiJdwZNUjGn4MMz2TVh5rLoxUN6Ewx0+Vrhpc2AqKyvjiiuuIDc3l5iYGE477TQGDhxY/0RZRUUFu3fvZsuWLfzlL3/ho48+4uWXXyYhoXPmbPj973/PE088wWOPPUZJSQnx8fGMHz+eRx99lKSkJJKSkli+fDmLFy9m2rRpREdHM2nSJO68804sltpZFWw2G8899xwPPfQQc+bMweVyMWbMGFasWEHv3r07pd0iIiJdwZOaj+Hp4NNxxzA8djwpRf4LdjNtDkx//OMfyc3N5aqrrmLevHnNPiHmdDp54oknWL58OU899RR33nlnhxvblNjYWO68884Wjz9y5EhWrlzZ4nF69erFI488EujmiYiIBI3PXoOnR1FAxi/Vsbii8SYXY1o8GL4OjewJK21efHfNmjWccsop3HnnnS0+Th8XF8ddd93FSSedxNtvv92hRoqIiEjbeZIP44tq/4K7TTFqovFFVeGNLw3YMcNBmwNTSUkJo0aNanX5E044gZKSkrZWIyIiIh3kST6EaXOBp/1ryH2f4Y7GtNfgTSgN2DHDQZsDU3JyMnl5ea0un5OTQ3JyclurERERkQ5ypRSDaenwhJXHMkwLpmHijY+sJVLafPPxjDPO4LXXXuOll17yu9juypUrWbt2bYOFekVEpPua+cw6DlU0/fT097mTD1I59EsSPz6z1WNhesZFs/LnkzrSxIjhxYs7rSAgE1Z+n+Gz4OkRWQO/2xyYbr75Zv7zn//wwAMP8Pzzz3P66aeTlZXV4Cm5vLw8Nm7cSH5+Pj179uSmm24KeMNFRCT0HKqoxuVofnWEY1UM+y9Vg3dhPTAKR2FW647vLOtI8yLKQUsx3rgKLNXJAT+24YrGk1KIafgCfuxQ1ebAlJ6ezssvv8yCBQvYuHEjL7/8cv1aNXXMb6fPPP3001mwYAHp6emBaa2IiHQL3rijVA/Yhi++lJq+37Q6MEnrFVoL8EVVYy0P/BUmiysGX4wTX0w5uNo8uicstet5wMzMTJYtW8a+ffvYtGkTeXl59eu1xcfHk5WVxSmnnEJmZmZAGysiIt1DTeZ2fHFHsR1Jw5W5E9/Xp2Gpjg92s7qVAtt+wMQwAx9ojJpozPgjeBOOwNGeAT9+KOrQBAqZmZkKRSIi0iY+Ww3V2V9iqY7DUpGEO20frj65ROe2/gls8S/HthPDHbgJK49l+Gxg8X37pFxkBKbIuI4mIiIhw9V3F57kEqxlKRimFcNno7r/NkzCbPXWEFZhlHPAmo+1OvC34+qYGHgTD3Xa8UONApOIiHQZ0/BSPegLDNNS/2SctawH7tT8iHvqqjMdsOZTYSnH0omByeKKwp1S0GnHDzWdHpgWL17MOeec09nViIhIGHCn7cOduh/rMeNejJpYzKhKXH13BbFl3UuhtQA3Lgxv4Cas/D6jJhpvQik+R+umkQh3nR6YSktLyc/P7+xqREQkDFQP/Bpsbiyu7658GBhYquOo6b+9dlZq6bC91jysWDu1DosrBtNRjSdCZvzWLTkREekSnsSDuPrtwlLeo9E2a3kPvEkHcaXvDULLuhcPHvLsu4g3WzcfVvsrsoPNhTextHPrCRFtfkru9ttvb1P5Tz/9tK1ViIhIN1TTfzu+mHLsRwc22mZ47ZgWHzX9dhCVP7jrG9eNFFsLOWopJdmXAjg7rR4DAxMDd0JkLJHS5sD0z3/+E8Mw6ienbI3vT2wpIiKRxRdVSXX2V1gqE5pd18xakYyrbw7euKNYnUld3MLuo9BaQJVRSR+z86f9MTx2PD2LO72eUNDmwBQXF0fv3r25//77W1X+2WefZePGjW1umIiIdB81/XbiSziErbj5D3FLZQLu9L24MnKJ2TWmC1vXvRRY9+PDh6ULRt1YXNG4kw/hwoWdzpnzKVS0OTANGzaM7du3c9JJJ7Wq/KpVq9rcKBER6T5Mi4fq7C/A48Awmx+IbJgWDLeDmoFfE50zulNmqO7uTExybDuIMeO6pD6jJgZfzCEOWovJ8PTrkjqDpc1n4/Dhw6msrGTvXg3MExER/1wZu/H0OoDtaC+/Za3lPXCnFOLpeaALWtb9lBtlFFkLSTATuqQ+wxWF6ajhoKX735Zr8xWm8ePHs3nzZgoLC+nfv7/f8meffTZ9+/ZtV+NERCS8mZhUZ32BafgwPP5v2RiuaExHDTV9vsF+UJ8dbXXAup8KSxn9PV2zmLGBBROTEmv3n3S0zYHp/PPP5/zzz291+XPOOUcTV4qIRChPSiGujN3YylJaVd7AwFIZj2vADnzbTsHiju7kFnYvhbYCvHi7dDyR4bOSb93XZfUFi24Qi4hIp6kZsBUzqhKjuvVjaqwVyXgTDuPuvbvzGtZN7bHmYm37tZAOsdREs9e6Bx++Lq23qykwiYhIp/DGllEzcBvWiuRmpxJoiuGzYVI7b5MW5G09Fy7ybDnE+7pm/FIdoyaacstRjlgOd2m9XU2BSUREOkVN5g68cUextGNOJWtFMq7ee/BGyKSIgVBsLaTMcpSEzp7h+3ssrmgqDScHLd17HJMCk4iIBJzPVkP1oM+x1MS0a3oAS2UCvphyXH1yOqF13dMB636qjSpizNgurdfwWfEaXkqs3ftJOQUmEREJOFefXLzJJVhbOdj7+wwMDFd07RgoizfAreueCqz7Adp0+zNQDNPggDW/y+vtSgpMIiISUKbhq52o0mfB8NrbfRxreQqelCLcvfYHsHXdk4nJLvsOYrtowsrvizXj2GvL69ZjzhSYREQkoNyp+3Gn78Va1rNDx7G4ozCtblz9vglQy7qvUssRDlqLifd17filOrFmHIcth6gwyoNSf1dQYBIRkYCqGfg1ps2NxRXT4WNZKxOpydyJL6oyAC3rvg5Y8yk3yonvohm+vy/OF4/TUsHBbjyOSYFJREQCxpN4hJrMnVjLkwNyPEtFEt74UlwZuQE5XndVaM3Hhw9bF8/BVMeBAzcuSrrxk3IKTCIiEjBVA3biiynHUhmYW0OGacXwWakZsK1bj4/pqDxbDnbaP16so+oGmhd34yVSFJhERCQgyimnatA2LFUJAX1Sy1qejDt1P96kkoAdszupoZq91jwSgjR+qU6UGc0+2+6gtqEzKTCJiEhAbGYz3qQjWMt7BPS4RnUcvmgnNX01J1NTCq0HKLeUBW38Up1YM54D1nxqqAlqOzpLwAJTaWkpmzZtYvXq1fWvVVdXB+rwIiISwjx4eJd3wWPH8FkDemwDA0tNLK4B2zCtnoAeuzs4YMun2qgi2uz4IPuOiDPjqDScHOqmA787HJhyc3O57rrrOP3007n66qu59dZbATBNk3POOYd33nmnw40UEZHQtsO+lRxysB0N7NWlOtbyHniSi3Gla06m78u37sWCJSgTVh4r2oyhyqikxKLA1EheXh5XXHEFGzZswOv1YprfDcgrLS3l4MGDzJ8/n08//bTDDRURkdBkYvKR4308eLC4ozqlDsPjAIuPqkzdljuWiUmObSexZnywm4Ll20jRXQd+dygw/eEPf+Do0aP069eP2267jdjY79avsdlsjBw5Eo/Hw3PPPdfhhvqzf/9+brjhBsaOHcv48eP55S9/SUFBQf32zZs3M3PmTEaPHs2JJ57IzTffTFFRwze1sLCQm2++mfHjxzNq1ChmzJihsCci4sd+61622b+iD306tR6LM5GazDxKDS3IW+ew5SCHrQeJ9wV3/FIdG3byrXuD3YxO0aHA9NFHH2EYBs8//zxz587F4XDUb0tISGDp0qVYrVY+//zzDje0JWVlZcyaNQuv18vLL7/MsmXLKCwsZM6cOfh8PnJzc5kzZw6ZmZmsWrWKZ555hoKCAubOnYvb7QbA5XJx9dVXs2/fPpYtW8Yrr7xCVlYW11xzDfv27evU9ouIhLNPHB9RbikjmeROrcfiTMIbX842x5edWk84OWDNpyKIE1Z+X6wZx37bHrx0v/X/OhSYnE4n0dHR9OvXr8ntCQkJWK1Wjh492pFq/FqxYgUul4vHHnuM4447jlGjRvHoo49y00034Xa7Wbp0KT169OCBBx4gOzubcePGsWjRInbu3Mlbb70FwOrVq8nNzeXhhx9m1KhRDB06lIULF5KYmMjSpUs7tf0iIuGq1DjCJ1Gb6Ont1eljaAzTguGxsdmxCR++Tq0rXBRY92NiYiWwA+3bK9YXR7mljCOWQ8FuSsB1KDClp6dTXV3Nhg0bmtz+4osv4nK5SE1N7Ug1fr399tucc845REdH1782cOBALrjgAqKionj//fc544wzsNm+mwE1Ozubfv36sX79egA2bNjAgAEDyM7Ori9js9k47bTT6suIiEhDnzs2c9BSTE9f5/6cr2MrS2KPLZd91j1dUl+o223LwU7njBtrjzgzDqfhpKQbjmPq0BzqkyZNYsWKFVx//fWMHz8ep9MJwI033sg333zD7t27MQyDSZMmBaSxTXG73ezatYtLLrmERx99lH/9619UVVVx2mmncc899xAVFUVxcTH9+/dvtO+AAQPIza2dbj8vL4/MzMwmy7z66qtUVVURE9P4kU3DqP3Tkrrt/sp1R+q7+h5JIq3fNdTwUfT7xJsJWI2uucJh1MRQaXHyteNzBlZndUmd/gTrfa8yKtlv20OiLyHIz8cBBhgm2LBhYnLQWowR4jNAtPX96lBguv7663n33XcpKChg06ZN9a/XTSVgmia9e/fm+uuv70g1LTp69Cgej4fly5czZcoU/vjHP7J//34eeOABrrrqqvrbaXFxcY32jY+PJz8/H6i9vdjUrcX4+NonD8rLy5sMTFl9kps8dlOy+iS3tlvdjvoemSK175HS701s4ggHGMogouqvcnTybTks9I1JJTfmczL4CTEEd+6hY3X1+76TYkyqySSTGKKbKdU1UapHwnf1J+DAG1tKdiePaesop7NtS8l0KDClpKTw17/+lYceeoi33367fgA1gN1u57zzzuP222+nV69eHammRR5PbYTNzMzkrrvuAuAHP/gBNpuN66+/no8++qjT6gbIKyglNtbdYhnDqP1GyisoxYywpZDUd/U9kvoeSf324ePv8W9SafdQ6TGpNKq//dDs7I6bRJUls8OWx1sVHzLKPbaT6/MvWO/7R1HbOBxbTi8PVNPcRNFd06Aj5dX1VZlWB5t9X3FW2ZGgzw3VkspKZ5vKd3hZ4169evHII4/gcrnIzc3F6XQSHx9PVlZWg6fmOkvdFaARI0Y0eH38+PEAbNu2DYCKiopG+5aXl5OUlATUDlCvu6X4/TKGYZCY2PQaPaZJq79B2lK2u1Hfg92K4IjUvkdCv3Ntu9hp20aaNwOT2tsxXcWOAxOTT+2bGekKfmCq09Xv+37LXgwsgBH8ZYnN76JZjBnHYeMw5ZSRYCYFtVktaet71eHAVMfhcDBs2LBAHa7V4uPjSU1NbfQkns9X+wRFWloaGRkZ7NnTeIDg7t27OeWUU4DaQeBbtmxpskzfvn0bDCiPVD587LLtIMqMJtM7oH6SMhGJPB87PqTaqAra4+w9fb3Y5viKQ1UlXTbgPJT48JFj30FciEwncKw4XxyltkOUWItJ8IRuYGqrDgemiooK3njjDfbs2UNpaWmD2b7rGIbBgw8+2NGqmjVhwgTee+89ampqiIqqvY++efNmAIYOHcrEiRNZu3Ytbrcbu732nuXWrVspKChg8uTJAJx11ln84x//YNeuXQwePBionZtpw4YNTJ06tdPaHmxXPrOOQ07/a/65e5RQMWIz1f1zMHwW7CUZxOQNJSp/INbq2Bb37Z0cywtzJgaqySISZCWWIj6P+oRevrSgtSHZl8JO21a+tn/BhJqzg9aOYDloKeaI5TCJvuRgN6UROw7cuCm2FpHtOS7YzQmYDgWmzZs388tf/pLy8nK/ZTszMF133XX8+9//5uabb+bXv/41Bw4c4Pe//z1jxozhtNNOIzMzk9dff5177rmH66+/nvLycu677z5Gjx7N2WfXfqOdd955DB8+nNtvv50FCxYQHx/PU089hdvtZu7cuZ3W9mA75KzG5Wj6diOAN6aCquM2U33c5/hiKrAdqf0BWd2nkKrMfKwVSUTtG4pj/xDsJX0xzMZPyhQd9X9+iISq1v5SAbXLVFSc8BGm1UXszpHYylu3rlrPuGhW/rzzniYOtE8dH1NqOcxQ9/FBa4MFCzFmLJ84NnF6zVkhMw9RVzlgzafScNLb7BvspjRSN26p2FIY5JYEVocC0wMPPEBZWZnfckYnP2s5cOBAXnzxRRYvXsz06dNxOByce+653H333UDtgPDly5ezePFipk2bRnR0NJMmTeLOO+/EYqm9rWSz2Xjuued46KGHmDNnDi6XizFjxrBixQp69+7dqe0PRabVTVXWl1QP/xhPUgnW8h7YCwfUfyNYamIxDS+++KNUDv+IquM+xXa4N9G7f4CjYDBWZ/e5DCuRzd8vFcdype+mbMSXmNFOKgbnEfPNGKJzTsBa1fI6X4ec/n+OhgqnUcGmqPdJ9CUHfUBvqi+dffbd7LblMMgzJKht6WoFtv348IVsUIw2Y9hrywt2MwKqQ4EpNzcXwzCYOHEiP/vZz+jTp0+XDPRuyogRI1ixYkWz20eOHMnKlStbPEbdAPZIZho+XBm5VP1gE670vVhc0diL+jd55cgwrVjLU7CWp+CzV+PpUUR52l4sVQlE5Q8mat9Q7EX9oeWHCEW6BZ+thsoRGzFtbuwF2fgSjuA84T1qsr4mesdYovNGYnGH/1jIr+yfU2QtCIlbLbFmHNVU86X9s4gLTHm2XUSboTOlwvfFmnEUWQ9QQzVRzU55EF46FJjS0tIoKiriySefrB8bJOHL06OIyuGbqOm/AwwT+8EMDG/rArDFHY3lcAam4cMXW07V4M+ozv4SW2kqcTlZHLCMJN3bp9N+I/V328TExBfrxJN4BE/iEdw9SrBWxRL/1XgMX+u+DcLttol0rerBn+HqvRv7wb4YGFjLU7BUJOFNOkTF+Lepyf6KmB3jido7FMMbnj8vPXjYFLUeO1HYCI0+JPl68JnjY86tnkqc2fKVvO7CaVRQYN0fMuvHNSXOjKfEUkSJtZh+3sYTR4ejDgWmWbNm8eCDD7Jjx45Gj/VL+Kgdp/QJ1cd9hi+6AltpGpaalgdyN8cwLVidSVidSZg2F96EI5Sd+B/+kHiA49w/YKzrJIa5jyfGbN/xm3PsbRMTEzOqCm/iITyJh/AmleBOzccbV4YZVYlp8YJpAcPEFWcQ/+nkVoWmcLptIl3Lk1RC5fD/YqmKbxCGDNOKrTQN0+LBk1xC+amvU539BTHbx+MoyG7yym0o+8a+jVz7LjK8oTNuppcvlTzbLnbYv2as6+RgN6dLHLDmU24po58ndINItBlDtVFFibVIgQlqA1NUVBTXXnst559/Pscdd1yzs15feumlHalKOkENNTiP+5LykV/hST6ItSIJe9GAgF0FMjwObEfSsXiTic2K5zPHZj5zfEyqtzcnuk7heNdo+nsHdri+SsOJq9cBqnvuwZNUgrtXAd6EI5hRVZhWN2DBUhONURODtSKpPhz5oiuoGvYxGGZtaArT3/oluEzDS+WIjfjiyrAXDmiyjOGzYT+cgWlz4U7bhzt1P46CQcRsH4+9uPGSTKHIxOS/jg/w4gn4LzwdYcOOYVrY4vgvY1wnBX1cVVc4YM3HjQtHCK0h931170OJpfusKdehwJSXl8eLL77IkSNHePnll5stZxiGAlMI8eFjm/0r1kSv5uhp68ATj70os9N+2zUwSDZ7kOTpgRsXB60lvB7zd9ZG/5ts93GMc53CD9wjWjXBWQ3VFFkLKbYeoNB6gN22XRRaD3Do/J14HSZgYHFFYdTEYj2SBl5bsz9ALdXx2DCoGlo7BYVCk7RHTf8d1PTfge1wut8Pa8PjwF7SD5+jiprMHbh67yZqzzAsX3X9HHZtVWDdx9eOz0n1ht5DML18aXxj306R5QC9fX2C3ZxOt8+6G0uIDvY+lh0H+617g92MgOlQYFq4cCE5OTkYhtHk/EsSevKte1kT/SafRX2M1/RiP5iO2YX3/e04yPD2pTd9qDDK2eHYyteOz+npS+WEmhMZ5R5LlmcwVqy4cHHQWkSRtZBCawF7rHkU2PZRYZRTY9SOV4o2Y4gz47GVpmAx49v826WlOg6bCVXDNtdeadpytkKTtJovuoLK4z8AnwWLq/UDcC2uGBxFA/BFV1B93Gd4+mxlVUwUZ9ZMCurcRi3Z4vgv5UY5fczQuyKWZCZTaOTzteMLeld378DkwUOufRcJITx+qU6sL4582168eEP2ab626FBg+vzzzzEMg4yMDC6++OKgPiUnLTtqlLI++l0+iH6Po0YpfbyZJJiJbPJ8gzcI57GBQYKZSIInES8eDlkOsiZmNRti1tLfnUWimcg+6x4qLOVUGZUAOIgizpdAmq830WZMg3Bk8ZRiWtt3Kd5SE4ftCFQN+QRAoUlaxcSkcvh/8aQU1j4N2g6W6njshXEQfZC3Y15nS9RHnFE9idNqJoTUkhJHjVI+jvqQHr6UkLzlZWAQZybwiWMTE6rPxh4iA9I7Q4m1iKOWIyT7UoLdFL9izTjKLKUcthwk1Zce7OZ0WIcCU1xcHG63m1deeYWePXsGqk0SQDXUsDnqQ9ZFv0W+dR89fWkM8f6gS3/oebw+Vn74TStKOvA5KvEkfAAWH5aaaCzVMRiuqG/b6wOOfvvn+3WYGB0IfpaaOGyl34YmwyT+k3MUmqRF7rR9VA/+DGtZSoduZxsYWJ2JDPEMothSyGuxL/Nx1AdMrD6X8TWnEk3wHx3/3LGZg5ZiBntC99ZhqjeNfNs+cm07GeoJ3oSana1uwspQvNL3fbFmHIVGASXWYgWmiy++mBdffLF+3TYJHSYmW+1fsiZ6NTvtW4k14zjOMzwol0VNwGtt5eBEbxTW0u9+szaB1nwWmd7qDkfA2tBkUDVkS21o2nyuQpM0ybS6qRzxPj57DfYjgbmFZsFCb18fUn1pHLAW8P/iXmBT1AYmV5/PKNe4oF01qaGGTVHvE2PGhfRtlWhicOPiC8en3TowFVj3Y2KGxVqeVqyY+CixFoJ7ZLCb02EdCky//vWv8Xg8XHXVVVx77bUMHz6chISm76v26dO97yuHku/GKW3Ga3oZ4BlEVAg/TRFKLDWx2I6kUTX4U4DaK00e3WaWhqoGfYYrY3ftXGUBvlprxUY/b39cuCiw7eOF+GcY4h7O5OoLGO4e0eUflNvtX7HPtodMz8Aurbc9Uny9+NKxhfOrLiYxhG5pBoqJSY5tZ0g9peiPgYUDlvxgNyMgOhSYTjjhBNzu2mmc77rrrmbLGYbB1q1bO1KV+GFictQo5f3odWyMXkepcYS+3v4kmK1b0kG+Y6mJxVZaF5pM4j85V6FJ6nkSDlH1g/9iqY5t9cSu7eHAwUDPIKqp4hvbdnISdjLSNYZJ1eeR5RncJbfVTUw2RW0Ak7D4pSvF14sc2w622b/iZNfpwW5OwFUYZRRbDxAfRj/XY8049tjyMDFDcvxbW3QoMLlcrkC1Q5rw/dmrTcOHL6oKX6wTb2wFvhgnntgKvImleJKO4Itx4o0rx1qRiLU8iU8oAlqeA6OjY3+6q/orTcd9hmmYJGw+D3S6RzzT8FE5YiPe+CPYCwd2SZ3RxDDIO4QKo5wtjo/Ybv+KcTUnM9Z1EnFmPNFmLDFmDNFmTMCvPu225bDTvo3evoyAHrezWLFiw84Wx385yXVa2H9Af1/thJXl9A+Dq3114nzxlFqPUGYcJclMDnZzOqRDgWn69OmBake3V0015UYZ/iZf8OLlqKWUMkspe/v+F1eiD29sGd7Ew/iiKjHtLkybC9PuAtu3i7R5bRhuB4bbgeVIf/BZaO0vvj53NRZr5yYm0+bGDMM6DK8da1kKVUM/wRdVScqHp1JutH62b8OAMiytet+7m+7Ud29UJT5H7Y/Kmv7bqRm4DWt5Clg9Aeub2+di5X/9X4U3DfDFFPFW8gtYal4GrxXDa8Xw2jC8VvDZsLgcWKpisVTHYnFFYXFHYdREkWxN4MFLTifWjCXajCHGjMVmtvwR8F7UO5RajtDb2wcXNX7bV4OBaXVjWjvvtqGJu8W2JPqSybXvZIf9a/p20UzYXXW+f2PfTqVRgYnZqvcD6PT3A2rfk5pm2mPDRqXhJM++i0Hurl3vL9qMCejYP8PUBEpt5nQ6iY+vnbvoix37iY1tenbzOtWWSpb3+QN7nIU0991kwUq0GU2UGY0NG9VGNX/7fAeeKDBtnXdpw/S4MGyde7upO9RhuKKxejxcMLoNY/EMSIyLosxZ0+z73m11o77/+6t9eC2155alKg5v4uGA19E5569RG6K8NgyfFavLx4/GHofNtGHHgQc3bsN9zFcPJg0f4En3ZbDbltPqGuNjHbz+yR58ls4boG7xuZk0vOUrXg4zCptpw+yqk6+LzncbdsotjZ8Sbsm6bQc69f0AsJhuJg1r/j2J8yXgw9upbWjKD9yjuNI5t9ntlZVORg3tB0BFRUWzK5XU6dAVJmkdFy4Oc5h86z6izOhvg1EM0WbUt1+jiTcTSPb1INGXXP91zfpPcNs7d3Iyn7MMS1zn3g/vDnV4449QM+w/7LftZYBnkN/fzAEME2KIwuWzhHtmaLPu1HfD7cCwOHCn7cNRNYikdT8O+NOTXfI9UnOYtz7xYNpd+KJqMO0+fA4PpsONz16Dz1GNaXdjWr2YVi9YPViqj5L48cTaS1utkJoQQ8/yKtz2zpsM1+6u4KY+E1sssznqQ96NeZNUbzrWVnyvdlR7z/e3v9pHtad1QcLdswhrWQ/ivx6Ho6j1a/nFu31YYjv33HK4ndzcZwLNXX5ZFff/+MSxiePcwzu1Hcc6aC3iqKU0oMfs0Jl09tln+y3j8/morq7mww8/7EhVIWv6k29jsUe3WMa0eKkYkYDhHYu1Mh5LVVz9V4u7qd8qK+kZ58PhzABH557o3ooYrNU9VIcf9kN9iC1MYMy4XHbatjHIM9TvpV4D6EE0hlkd9qGhrbpT362VB/Em1GAt60n8lsk4ipteL64juup7xBJfW0drbl6bhg8wWzevx7fKDpXjMJM69eeWw1XGQG92i2V6VvXiS/sWPIaXnmZqp7WlTnvPd3fZQfAz5Ypp+PD0ysdS1oe4j8/DkX9cm9pmqziCNb5zzy2Hu5yB3uxmA9NJNaexy7aDZLNz23GscrNtV+Jao0OBKT8/v8llUQyj9reRutfr/t0dueyJWBwtByaAqO3nNPi3D/AZQDNX4Q85Wz9WRrqGrTyZn1Vcy4r4pa0OTRL+TMOHN/EQsVtPxV4U+LAUqgwz9Of5aU6Cmcgo9zjWRv+bNF/orX3XWqbFizt1P7bSVBL+ewH2ktCfrLIpqd40rFhx4w7rn5kdCkzNza109OhRnE4nNpuN0aNHNzs3k0i46eVLY1bFdayIW8pO+1ayFZq6PU9KCbYj6cRsO7nbPXXVnY10jWFD9FqqjMqwmreojml1407dj72kHwmbpmI7GpprDLZGL186sWYclYYzrJ+U61BgWrt2bbPbtm/fzu9+9zuioqL4wx/+0JFqREJKT18qP3Ney4q459hp/5pszxDszV0qlLDmNCowrV7ivj4Va1XXLVItHZftOY5+nv4csBbQ3zsw2M1pE5+9Bk/PAhwFg0j4aApWZ3Kwm9Qhyb4eJPmSOGopJcmbHOzmtFunXXMdNmwYS5Ys4aOPPuJ///d/O6sakaCoC01D3SPItX2DW5M0dTsmJvute4jeM5ioPV03WFUCw4aNE12n1D+GHy58UZV4eh4gavfxJG68JOzDEtQu+5PpHojTcAa7KR3SqTep4+Pjsdvt/Pvf/+7MakSCoqevF1c65zLUfTw5tp24FJq6lWJLIT18KcR/cVKHFteV4BnuGkmSmcxRy5FgN6VVvDHleJJLiNk5loRNU7HUtPyYezjp4+sXlKkFAqlTApPb7SYvL4+7776b6upqyso0gFm6p56+XvzMeS0/cI8kV6Gp23BRQ6nlMJOqz8de2ivYzZF2SvP1Zqj7Bxy0lAS7KX5544/giy8l9utTid98LhZP6C9F0xZp3t4YGPi+N9dXOOnQGKbhw/1fpjYMgyFDunZ2T5GulOLryZXOa1kZt5St9i/J9hyHIwzW3ZLm7bPuZoh7OGdUT+IR3gt2c+R7vr9sVEuqBngonXiAD8oqWz0OLcZu47ITszrSxFYzMfEmHcS0uYn97Cxit58U1k8oNqeXN40YM5ZKw0m8GZ4PgnUoMLVmkvCoqChuvfXWjlQjEvJ6+FK40nktL8Ut4yv75wzyHBcWi5VKY6XGEew4uKD6EqKJCXZzpAmHnNW4WjnXk6VkJI6cEqqzvsbVoxDb4XQs7pangqlyt27ZkY4yMfH0PIDhtZHw8flE5Y7stk9i9vSlEueLj9zANH78+CZfNwyD5ORksrKymDFjBunp6R2pRiQs9PClcGXFXFbGP8fX9s/J9hwH+J+jS0KHFy+F1nwmV1/AUPfxwW6OBIDhcRD/8flE7z6eyuEf4eqbg9c0sB1JC/iM7W3hw4c77QCWmh7Ebz6XqP3d+06MHTt9vZlsdXxJuN6V61BgWrFiRaDaIdItJJs9uLJibu2VpqjP6MHIYDdJ2qDAuo8+3n6cUz212/6mH4kMDOwlmSQe7IOr3y4qh/0Xd9o+LK5orKW9unxQvxcPObadWMuSidt8SdhOSNlWmd6BfMbmYDej3bSWnEgrVbu9THn0zVaV9cYMoPT0nXyQuQZ7Se9mlsBprCvHTkhDlYaTGqOG86oupocvJdjNkU5gmFai9g3FcSCL6oFbqRr2X9zpe7E6k7CU9+iSkOzCRa5tJ9me49ixPgvTGRlhCWpn/IbaW5Hh+AtJmwJTQUFBuytqblZwkXBhmrR63ATeROL++0N8vEVN/+3YDqdhcfmfbbirxk6EEjcuKg0nVUYViWYSsWbXP0ptYrLPuocxrhMZ5zq5y+uXrmV4HMTsOoGo/YOpGvwZVcd9irv3HqxHe2LpxAlKq4wq9lhz+IF7JFc4r2btkU9wRdCct7286USZ0dRQHZbjA9sUmCZPntyudeEMw2Dr1q1t3k8knFmq40n48EIsNdFUDf4ca1kK1qrwHOzYHs//ZzsV1e76f5uYmHYXvqhqTEcNPkdtODR8VoyaaCwuB974XWD1Yi1LwlIZ3+JvoYG8GldiKSLJTOaCqmnYdOE9Yliq44n76gyi9gynauhmarK+xpN4GMvB5IDXVWGUs9+6h3Guk/mxcxaJZlLA6wh1qb40Ys04nJYKon3dPDBB656ME5FaFnc08R+fj+GKoWrYf8Hmxlre/W/3ePBwlDI8PbyYjmpMqwcAw+2oHTdyJB3H4d5Yy3tiLe+BtSIZS3Uc7tR9VA/8Gle/b/D1OIClMgFreY8mx5gE6mqcGxdHLIeYVvljMr2Rs7iufMdW3pP4zefVDgwf9l88fbaRa/2Gft7+AZkipNQ4QrH1AGdUT+KyqivCcm27QIg140j1prHPtoeepAa7OW3WpsA0ffr0zmqHSLdl+GzEfXYWRnUclaM2YCYXYy1NDct7+N9nYuKiBqfFSZXhpNKoxMSHBQu+mEosriRshf2xlabXhqK6cNTMY92OooE4igbi2XaQmgHbqM76Ck/aPvA4sB3theEJ/P2LfdY9DPIM4cyayQE/toQPAwP7wX4kbszATMsia1AZu+w7iDZj6ePti7WdVx4PWooptRzhnKoLubBqOo4IX3eyvyeLb+zbg92MdmnTGfDQQw91VjtEujXDtBC77SSs1bFUjF2Lp+cBbIcywio0+fBRZVRSaThxWipwUXuFx4GDWF886d4M+nuySPdmkOZLY8cbX+Nx9WnXE0i2sl7YvjyTmJ3jqOm3k+pBX+DpeQDT8GErS8GoDsw4p6NGKVasXFA1LShjpyT01A4MH8T15ZPZEvUR70b/m29s2+nh60mar3ebvmcPWPdTY1RzSeXlnF09BUvnrkYWFtJ9GWG1tt+xAnazvqioiG3btlFRUUFiYiIjRowgJaX733oQaS0Dg+i8kRg1MVSc+A7utH3YS/oFZVbfVzfnUeX2tKqsN7YcT2IphmlguKOwVEdjO9oT+6E+2MqSsZYnYS1PwlIT8+2HiYue8QexOZPx2jv2uLalJpaYnBOIzhuBK2M31QO/wt0nF1/yQSiLwfft1az28OHjgHU/E6vP4QduTf8gDUURxak1ExjhOoEPo9azPvpddti+Jt2XQbIvpcXgZGKy15qHDRs/ds7ilJozw+qXo86U6k3Hhg03LuxhdrWtw4Fp//793H///XzwwQcNXjcMg/PPP5/f/OY39OjRo6PViHQbUQWDsXwQQ/lJb+JO21sbmnxdO9C4yu3Ba215bIZp8eDpWQheG9E7T8NROLB2vJEzqdGEf17Ae8zPvkMVZe16QKQ5hs9GVP5gHPmD8KQUUTNgK55+n7PTtpU4M4F0b+82jzUpsO6jt7cv51ZfpA8zaVaCmch51RcxxjWe96Lf4eOoDyixFdHHm9nkjNU+fORZd5FoJvEj55WMdo8LQqtDV6o3nVgzjkrDSZIZQYHp0KFDzJgxg5KSkkaDwU3T5N///jfffPMNL7/8MnFxutwtUsd+sC+J719Kxclv4krfg/1g304Zn9MeJia+uKN4E0qxF2cS9+UZ2A9khUSoMDCwH+6N/XBvrF8O5adDe/ChYwN7bXkYpoV0X0arll2oMiqpNqq4rPoKevq0uK74l+pL5/LKmYx3ncra6H/zhWMLxWYhfb2ZRH87o78HD7m2b0jzZvBT52yGePyvtxppksxkkrw9OGI9TJI3vC6mdCgwLV26lOLiYgBOOOEERo0aRUxMDIcPH+aTTz4hNzeXnJwcnn/+eW644YaANNifa665ho0bN/Luu+/Sr18/ADZv3sxjjz3GV199hd1u54wzzuCuu+5qsGRLYWEhixYtYuPGjdTU1DBixAh+/etfM2bMmC5pt0QeW1kvEjZOo2L8v6nJ3IntcG+sVcEd42Ba3bh7HsDiiibu8zOJ2TEeiys0H/+1ViYwsfpcTqk+k68dX/CRYyPf2LdRYOyjpy+VHr6eTd6uq51zaTejXGM5sebUILRcwpWBwUDPIK6quJ6t9i95N/pNvrFvI9qMIYr+7LJvZ6B7MFc4r46oJy6rXB4ueKR1k/oClJ7ipHLIN0QVVbV6n1CY1LdDgem9997DMAzuuOMOrrrqqkbb//CHP/B///d/vPXWW10SmP72t7/x0UcfNXgtNzeXOXPmMGXKFH73u99x5MgRFi9ezNy5c3n11Vex2+24XC6uvvpqYmNjWbZsGVFRUbz44otcc801/POf/yQzM3JmYpWuZa1MJOHDizFq1lAz6AsstHJizAAzMfElHMEbW4ajMIu4L84Mm+UaoohmrOskTnCdSJ5tF5sdm/jcsZmdtq0kmsmketOx890txIOWYhLMRC6omtbgdZFjXfnMOg45q1ssY1qPp2qgHecPtvBOz/eIKsjkmw+Hsq58K9Dy3IM947rPOpNtmtQXsBaPwByciyuxGquzdfNRhcKkvh36dfbAgQPYbDauvPLKJrf/4he/wGq1sn///o5U0yrFxcUsXryYn/zkJw1eX7p0KT169OCBBx4gOzubcePGsWjRInbu3Mlbb70FwOrVq8nNzeXhhx9m1KhRDB06lIULF5KYmMjSpUs7ve0S2SyuGBI+voCYbafgTSjloKW4S+v32Wpwp+/FNEzitpxN4n9+GDZh6VgWLAzyDOEnlbOYX3YPl1VeQYIvgd22XeTZdlFpOHHj5pClhInV5zDAqyVopHmHnNW4HIkt/nFbU7DtO4WEdVcR/+FlxG36Mb6a/n73czkS/Yax7syx/zhit52MN74Unz18/h86FJgsFgterxeXy9Xk9q6c5PK3v/0tY8aM4fzzz2/w+vvvv88ZZ5yBzfbdxbTs7Gz69evH+vXrAdiwYQMDBgwgOzu7vozNZuO0006rLyPSmQyvnbhPzyL+09OosJRRYN3f6Y/emph4kkrw9Cwkav9gkt77MXHbTsHi6fhEfcGW6kvn3OoLuaXsXn5WcR1Z7sEUWQvYZv+CbM9xTKg+J9hNlG7E4oolOm8klurOW1alOzEwiN16ClG7f/DtdCHeYDepVTp0Sy4rK4tt27axaNEi7r33XhyO7watulwuHnroIbxeLwMHDuxoO1v05ptvsnHjRlavXs3evXvrX3c6nRQXF9O/f/9G+wwYMIDc3FwA8vLymrztNmDAAF599VWqqqqIiQnNcRzSfRimlfivTuRHzon8I/av7LXm0d/bOYOtfY5q3KkHsFYkk/Dx+UTnjGr05Fs4aM1tEwDTGImrdw+qM3PI29ebtQc2tLqOarcXS2iMxxfpNgyvnfhPJ+NLOIK7Vz72ksyQeLCkJR0KTFOnTmXr1q288sorvPPOO4wYMYKkpCRKS0v58ssvKSurfbT4wgsvDFR7GyktLeWBBx7g1ltvJSMjo0FgqqioAGjyCb34+Hjy8/OB2mBVN0D8+2UAysvLFZikSxgYnO6aSIKZwCuxK+tXNQ/UhHc+fORb9+FJPkTU7hHEfXEmtrLwfUqs7rZJaxiHkok5NAKgTQuemq4j7WmaiPhhrUwkfvO5HJ3wKt6kg9iOtrxcSlviVF3ZlmY3aevMJx0KTLNmzeKdd97h888/p7S0lPfff79+W93tuBNOOIFZs2Z1pJoWPfjgg2RmZjJjxoxOqyMYAjmHjYQPwzDI7ptMNpMZRh+e4Rn2kcswhnV4UdijHGUvu+lHP5I/HIxl/3gMX8cmlmxOV5y/+h4JTZ39vnSXc0vnby37wX7EfT6RipP+jS+mAktVc7c1DXoktn6g/BEcpBBNdlJys2WczrZdVe/QT2CHw8Hy5ct57LHH+Nvf/obT6azfFhcXx49//GNuuummBrfqAmn9+vW8/fbb/P3vf8diafwbeEJC7XwsdVeajlVeXk5SUlJ9uWPbfmwZwzBITOz6J5e0yHFkMk2T3PxSABz05ofWa/hz7At8bP+cLPdgotqxEKgXL/use/AZXsbVnMbU6mm8tesTXI7OCUtQ24/O/kDQ90ho6uz3pSve9+5SR7iIzh2JN6mEyh98hN3taGZOOpMjZa0fIF5hdXHYU01uRWmzZSorG3/ut6TNgcnpdDa4xRUdHc1dd93F7bffTm5uLuXl5SQmJpKVlYXV2nk/kKF27FJ1dTUXX3xx/Wt1J+F5553H+PHjycjIYM+ePY323b17N6eccgpQOwh8y5YtTZbp27cv0dHd5/FPCX3H/hzN8GRyVcX1vBy7nC8dn9Lfm9WmNc+OGqUcsO2nn2cAU6ou4QTXeK1nJSIhxTAtxH55Bp7Ew7j6fYO9qH+TS0a1JWLWlW0pl7Y1s7Y5MJ1++umcffbZXHLJJZx55pn1V3asVivHHXdcWw/XITfffDNXX311g9e+/PJL7r77bp599lkGDBjAc889x9q1a3G73djttZfftm7dSkFBAZMn165OftZZZ/GPf/yDXbt2MXjwYKB20PqGDRuYOnVql/ZJ5Pt6+noxy3kdfzNf4qOojfTx9iPRbHnuEg9u9lp3YzUsnFV1HudXXUyyGV6z6opI5LC4o4n/5BzK4o7i6XkA+8G+wW5SI20OTNXV1axevZrVq1eTkpLC1KlTueSSSxg5susXr0xPT28wWzfAkSO1AzQHDhxIv379mDt3Lq+//jr33HMP119/PeXl5dx3332MHj2as88+G6i9GjV8+HBuv/12FixYQHx8PE899RRut5u5c+d2eb9Evi/eTOAK51XEmXH8J3oNbp+Lnr6mB0gethyk2FJIlmcwU6su5Xj36JB/+kRExFaeQvyWsyk7/R94Ew5jLU8JdpMaaPO1+aSkJEzTxDRNDh06xMqVK/nxj3/MlClT+L//+7/6J89CRWZmJsuXL6egoIBp06Yxd+5chg0bxjPPPFN/dcxms/Hcc8+RlZXFnDlzmD59OocOHWLFihX07t07yD0QqRVFNJdVzuDCqumUGaUUWgsabHfhIse2g0rDyXlVF3N9+S2McJ+gsCQiYcNxIJvYr07DF1OBL6oy2M1poM1XmD788EM2b97MmjVrePfdd+sDUl5eHo8//jhPPPEEY8aM4dJLL+WCCy6oH3jdVU4++WR27NjR4LWRI0eycuXKFvfr1asXjzzySGc2TaTDrFi5oGoa8b5E/hn7N/Za88j0DuSgpZjDloMc5xnGhZXTOc4zXEFJRMJSzM4T8SYdpOq4T7EXZ2L4OvaEcKC0uRUWi4WTTjqJk046ibvvvpvt27ezZs0a1qxZw/bt2zFNk08++YQtW7bwu9/9jrPOOotLLrmEc87RzLoigWBgcGbNZOLNBP4e+2e+sn9GL18qF1dezlk15xJjxga7iSIi7Wb4rMR9NglvwhHc6XuxFTWefDoYOhzbhg0bxrBhw7jhhhvIz8/nnXfe4T//+Q+ffPIJLpeLt99+mzVr1rB1a8sLEYpIrdbOXg1Qk/4DqrINYneN4PMSB0/wH7/7dKdFP0Wke7LUxBL/ybkcPfNVPCmF2EqCP54poNe5+vbty1VXXcV5553HO++8w7JlyyguLtZ8EyJt0KbZq4/8gNhPfgC0fvbqQ86y9jZNRKTL2I6kE/fZWZSf+gbeuOD/3ApYYNq+fTvvvPMO77zzDt988w3w3ZxIwZj4UURERMJb1N5heJNKqBqxjiqjMqhDDjoUmOoGf69Zs6Z+8HddSLLZbEycOJFp06Zx1llndbihIiIiElkMDGK3ngpxBew5LpfjPMOwBvbmWKu1udb//Oc/rFmzhrVr13L48GGg4RTvJ5xwApdccglTp04lOTk5YA0VERGRyGN47SRuPpOsyVvJs+UwyDMkKE8Btzkw/fznP8cwjAYhqX///lxyySVccskl9O8fGqPZRUREpHuwVibww8oZLIv/Iwes+fTx9uvyNrTrupZpmiQlJTFlyhSmTZvGmDFjAt0uERERkXqDPEO4qOqHvBy7nKNGKUlmcpfW3+bAdO655zJt2jQmTpxYvzabiIiISGc7peZMCqz7eTf6TaI9MUQR1WV1tzkwPfnkk53RDhEREZEWWbBwYdV0SixFfOn4lOM8w7G0fZW3dtYtIiIiEiZizFh+WDmDPt5+7LHmdlm9CkwiIiISVtJ8vZleeQUOHBRbCrukTgUmERERCTvHu0dxftUlHLUcocIo7/T6FJhEREQkLE2sPodTqyew37YHN65OrUuBSURERMKSDRuXVP2Ioa4fsNu2C5POW7tWgUlERETCVoKZyA8rZ9LTm8o+655Oq0eBSURERMJapncA06p+jGl4OWw52Cl1KDCJiIhI2BvjOonJVVMosRRRZVQF/PgKTCIiIhL2DAzOrbqQca6TqbAE/qm5dq0lJyIiItJVqt1epjz6ZqvKeuNSOXxWHNurv+Ff7za/j89d3aY2KDCJiIhISDNNcDkSW1fYnUjsJ5fiiyttcR8fjja1QYFJREREuhX74d5wuHdAj6kxTCIiIiJ+KDCJiIiI+KHAJCIiIuKHApOIiIiIHwpMIiIiIn4oMImIiIj4ocAkIiIi4ocCk4iIiIgfCkwiIiIifigwiYiIiPihwCQiIiLihwKTiIiIiB/dIjD97W9/Y9q0aYwZM4ZJkyZx7733cujQofrt33zzDXPnzmXMmDGMGTOGa6+9lpycnAbHKCsr45577uHUU09l5MiRTJ8+nXXr1nV1V0RERCQEhX1gev7557nvvvuYNm0ar732GgsXLmTDhg3MmzcP0zQ5cuQIs2bNAuD//b//x4oVK7BarcyePZuysrL648ybN4+PPvqIP/zhD7z22mtMmDCBX/3qV3zyySfB6pqIiIiEiLAOTKZpsmzZMi699FKuueYaBgwY0CDo7Nixg5deeomqqioeeeQRhg4dyogRI1i8eDHl5eX85S9/AeDjjz9m06ZNLFiwgJNPPplBgwYxf/58Ro4cyZIlS4LcSxEREQm2sA5MhmHwr3/9i7vvvrvB6+np6QA4nU7ef/99xowZQ1JSUv32pKQkRo8ezfr16wF4//33iY6O5pRTTmlwnDPPPJNNmzbhcrk6uSciIiISysI6MAEkJyeTkJDQ4LV3332X2NhYhgwZQl5eHpmZmY32GzBgALm5uQDk5eWRkZGBzWZrVMbj8bB3797O64CIiIiEvLAPTN+3du1a/vrXv/Lzn/+chIQEnE4ncXFxjcrFx8dTXl4OQEVFRbNlgPpyIiIiEpm6VWB68803ufHGG7n44ov5+c9/HuzmdIhhGBiGEexmSBfrive9q+robPoeCU3d5fztDnVIYHWbwLRixQpuueUWfvKTn7B48eL6E7HuKtP3lZeX149rSkhIoKKioskyAImJiZ3Y8qaZpolpml1erwRXV7zvXVVHZ9P3SGjqLudvd6hDAqtbBKa//OUv/P73v+eWW27hvvvuw2L5rlvZ2dns2bOn0T67d+9m0KBB9WUOHDiA2+1uVMZut9O/f//O7YCIiIiEtLAPTB9++CG//e1vufPOO7n22msbbZ84cSKffvopR44cqX/t4MGDfPbZZ0yePBmAs846i5qaGj744IMG+7777ruceeaZ2O32zu2EiIiIhLSwDkymafK73/2OMWPGcOGFF1JSUtLgj9Pp5IorriA5OZnbbruNHTt2sGPHDm677TbS0tL48Y9/DMDo0aOZNGkSCxcu5KOPPmLfvn089NBD5OTkcMMNNwS5lyIiIhJsNv9FQldBQUH9EidnnHFGo+033HAD8+bNY8WKFTz44IP89Kc/xTAMTj31VF588UViY2Pryz7yyCP8z//8DzfffDMVFRUMHz6cZcuWcfzxx3dZf0RERCQ0hXVg6tu3Lzt27PBbbsCAATzzzDMtlomLi2PhwoUsXLgwUM0TERGRbiKsb8mJiIiIdAUFJhERERE/FJhERERE/FBgEhEREfFDgUlERETEDwUmERERET8UmERERET8UGASERER8UOBSURERMQPBSYRERERPxSYRERERPxQYBIRERHxQ4FJRERExA8FJhERERE/FJhERERE/FBgEhEREfFDgUlERETEDwUmERERET9swW5AODJNs/7vPnd1p9RRd1wfjk45/rH1GK7O6YPqaF8d0Lnve1fVYRgGPtPeqXWAvkdCqg5PNaZpdovztzvUUVdPtzi3OqGOYz+/j/1cb45htqaUNFBcXEx6enqwmyEiIiIBUFRURFpaWotldEtORERExA9dYWoHn8/HwYMHAYiNjcUwjCC3SERERNrCNE0qKysB6NWrFxZLy9eQFJhERERE/NAtORERERE/FJhERERE/FBgEgkhkXyHPJL7LpEpEs95n88HhGffFZgkZFRWVvLmm2/icrmC3ZSgqXuAoO6HSiSKpL7rnP9OOH6ABkqknPMVFRVcddVVfPLJJ2H5sJQmrgwxPp8Pn8+HzRZZb01FRQVnn302l112GVOmTAl2c7pUZWUlr732Gvn5+fTs2ZMLL7yQ9PR0fD6f36c2wl1lZSUvvfQSBQUFJCUlccUVV0RM3yP5nK+pqWH79u2UlJQwcuRIEhISiI2NjYj3vaqqipdeeon9+/cTHx/PFVdcQd++fbt93ysqKvjhD3/Inj17WLFiBSeccAIWiyWsgpOekgshlZWV3H777UyfPp0JEyZgt3feLMmhpKKigksuuYSRI0fy+OOPB7s5Xaruh0hqairFxcU4nU7S09NZunQpPXv2DHbzOlVFRQWXX345CQkJlJaWUlZWRr9+/Vi6dCkpKSnBbl6nivRz/sorr6Sqqoq9e/eSmprKiSeeyK233trtg0NFRQU//vGP6dmzJ6WlpZSUlGCaJq+88gr9+/cPdvM6TUVFBRdeeCFjxozh5JNP5q9//SurVq0KdrParHuelWHqxRdfZM2aNTzyyCN89NFHeL3eYDep01VUVHDxxRczYsSI+g+OpvrdHXO9y+Xi+uuvZ8SIETzzzDOsXr2aG2+8kcLCQj799NP6ct2578cffzx/+tOfWL16NfPmzWP//v3s2rWrvlx37Hukn/PXXHMNgwYNYunSpXz00Udcfvnl5OTkMGPGDPLy8rBYLN3yFpXb7ea2225jyJAhPPvss7z22ms8+OCDxMXF8cgjj+B2u4PdxE5Rd76PHj2aP/zhD5x//vkcOnSIDz/8MNhNazMFphBSVFTESSedRHJyMnfeeScffvghHo8n2M3qNNXV1UydOpWRI0fyxBNPALU/UK1WKwCHDx+moKCAiooKDMPodh8gW7dupbS0lF/84hfExcVhs9mYPn06SUlJQO0Vx6qqqm7Z9+3bt1NWVsYvf/lLEhISsNvtTJ06lejoaKKjo3E6nVRXV3e7vkf6Ob9jxw4OHz7M1VdfTf/+/UlMTORXv/oVv/jFL3A6nfzsZz9j37593TI0FRYWsn//fn74wx8SExOD1Wpl8uTJnHrqqWzfvr3b9RfA6XQyadIkTjjhhPrzHSAmJoYvv/wyiC1rHwWmEHLo0CEmT57Mww8/THp6OnfffTebNm3qtqFp27ZtHDlyBKvVis/nwzRNHA4HXq+X22+/nblz5zJ9+nR+8pOf8Omnn9Yu5tqNfqgUFhayZ8+eBlcXfD4fLpeL5557josuuoif/OQnbNmypdv1vaCggJycnAa33rxeL4mJiSxbtoyLL76YK664gs2bN3ervuucrw0NDkftgrN1YXHKlCmcfvrpHDx4kKuvvpr8/Pxud1uuvLycvLw8ampqAOqvKJ188sk4nU5KS0uD2LrOsWbNGqZOncpjjz0G1P58S0lJ4ZJLLuG1116jpKQkyC1sm+51Roapuh+c0dHRpKam0rdvXxYtWkTv3r1bDE3h/tvn8ccfz1NPPcXGjRu58cYb6wf/zZ49m/3793PJJZdw5ZVXYrVaue6669i9e3e3+iF6wgknEBsby5IlS9i0aRN5eXnMmDGDHj16MGPGDGbPnk1MTAxz584lJyenW/V92LBhOBwO8vPzgdrvgSuvvBK73c7YsWO54oorcDgcXHfddWzfvr3b9H3kyJE89dRTfPDBBxF5zo8YMYL4+Hj+8pe/AOBwOKiurl0xfuDAgfzqV79i8ODBPPfcc93uycH+/fuTnJxc36+6Mao+nw+n0xnMpnWas88+m4ULF9b/u+5cHjVqFE6nkz179gBN35IOSaYEhdfrNX0+n+nxeOpfc7vdZnV1tWmapunz+cydO3eal19+uXnmmWea69evN10uV33Z0tLSLm9zIDTV7/fee88cN26cecMNN5h//vOfzdtuu808dOhQ/fYPPvjAPO2008wHHnigfv9w1FTfV61aZZ522mnmSSedZJ5//vnmhRde2KDvn332mXnOOeeY8+bNM2tqasK276ZZ2/86NTU1Zl5eXv2/i4uLzXvvvbfBef3pp5+akyZNMufNm2e6XK5u03ev12u+99575vjx47v9OW+a3/Xd5/OZFRUV5u9+9ztz6NCh5qJFi+rLHDhwwJw0aZK5Zs0ac+nSpeaFF15oVlRUBKvJAeHxeMwjR46YpaWlZk1NjWmated5nbr39NVXXzVPO+008+DBgw3237Ztm1lZWdl1DQ6Qun4fOXKkwXn/fTNmzDB/+MMf1v87HM7x7vOrSxipqKjg17/+Nddccw0XXXQRTz/9NF9++SU2m42oqCh8Ph+GYfz/9u49pqnzj+P4p7SUqWyos4gI3vA6QCCiGYowR6S6LRvRxbDo0GlQMy+MublMYmKcGohBrIpMQBxKwbGoy9ShTOc06oyZl4k6dRNxaqoiWrmWUnh+f/A7xxaBQintzjnfV7J/Spc8b3qQh/Oc5xyMGDECGzZsQP/+/ZGUlIRz584BAFJSUhATEwOj0Sios0zm3e+++y4yMjJw48YNREZGIjU1FRcvXkRaWhqCg4PRp08fvi0sLAx9+/bF8+fPBbcNldPaZ37z5k3ExMSguLgYBw4cQFhYGPz9/dG3b1/+dH1QUBAGDx4Mg8EApVIpyPa6ujr+TAm3vKRUKjFkyBAAzUsTKpUKa9euhYeHB//XZnBwMLy9vWE0GuHq6ir4dq7LxcUFkydPxsaNG3H58mXRHvMtP3eZTIZevXphzpw5mDVrFvbs2YOpU6ciLi4OarUa4eHhiIqKwrx58/Do0SNcuHDB2Qk2q66uRmJiIubPn4/o6GgkJyfj1q1bUKlU/Hu4nwW9Xg93d3f07t2b/9rGjRuxYMECfvlOKMy71Wo11q1bh1u3blm8h+v+5JNP8OTJE2i1WgAQxDFOEyYHq6mpQUxMDJ4/f46wsDAEBwdDq9Xiiy++QHFxMQBY/GIZMWIE1q9fj/79+2PNmjVISEjA999/j7S0NEH9Am3ZHRISgry8PCQkJODYsWOIjIzEunXrEBQUhKlTp0Imk0Emk6GhoQEGgwGenp4YNmwYAOEtRbb2mefl5WH58uX4+eef0atXL3h7e+P+/ft49uwZgObT9dwyrLu7O3x8fNDY2Ci4dqPRiA8++ADTpk3jl9Zann7nlia4Y1kul8NkMvHXO4wcOZJfthaSlu1yudxi0hQeHo5vvvkGISEhojvm2/vchwwZgqVLlyI9PR3+/v7w8fHBihUrsHbtWjDGoNPpMGjQIHh7ezu5wja1tbWIjY2FyWTCjBkzoFarUVhYiNzcXFRWVvLv4y70b2pqgslk4r8/W7ZsQX5+PjIyMiwmUf91He3mluVCQ0MxYMAA7Nu3Dzdv3nTWsDvHeSe3pGnDhg3s448/tnjt6NGjbM6cOeyNN95gP/30E/+6+enMe/fuseDgYDZ+/Hh2/fp1h43XXtrqnj17NhszZgw7fPgwY4yxuro6xhjjT8fX1tYyjUbD3nzzTVZWVubYQduJtc/8xx9/ZIwxVlBQwEaNGsU2bdrEGGs+fZ+WlsZCQ0PZP//84/Bx20NlZSWLiopikyZNYuPGjWNXr15ljLFWT9U/fPiQnT59mjHWvESzefNmFhYWxkpLSx06Zntpq918SdZkMvHL8GI65ttqb2hoaPP/MRqNrKqqiqWnp7Pp06ez8vJyRw3XrlJSUtjcuXMtXtu0aRMLCgpid+/efen9Wq2WTZo0iZlMJrZ161YWGBjISkpKHDRa++lMN/fzf+PGDTZu3Di2YMEC9ujRI0cN1WbSup30f4BOp4OPjw+A5r/ClEoloqOjoVKpsH37dnz11VdQKpVQq9VwcXEBYwwymQwHDhwAYwxarRYjRoxwckXntdednp6OFStWQC6XQ61W4/Hjx8jIyMD169fRs2dP3L59Gzt37sTgwYOdXGEba5/5119/jVdffRUxMTH4888/kZmZCa1WCy8vL1RVVeG7776Dn5+fkytsc/36dVRXVyMpKQm7du3C3LlzkZubC39/f4sbFDY2NqKkpASfffYZFAoFvL29YTAYkJ2djaFDhzq5wjbttTc2NkIul/P/lZeXIyMjA9euXRPFMd+Rdk5DQwOOHz+Obdu2QalUQqfTITs7G/369XNige3u37+PgQMHAnjx8x4bG4ucnBxcvHiRv0El92+7p6cnlEolvvzySxw7dgz5+fkICAhwZoJNOtoNvFhFGTVqFFauXAmNRiOIs6g0YXIwmUyGq1evAmi+jsNkMkGhUCAkJARLlixBfX09UlNT4e3tjcDAQMhkMmi1WqSnp2Pfvn2CnCwB7XcvXboURqMRqamp8PX1ha+vL4YPH46Kigr4+/tjzZo1gv3FAVj/zA0GAzZs2ICsrCwkJSVh5syZOHPmDAYPHozQ0FB+siVE9fX16NmzJ6Kjo+Hh4YHU1NRWJ01yuRyBgYHIysrClStXMGjQIAQFBQl2WQboeDvHz88P5eXlCAgIEPwx35l2V1dXBAQEICQkBKNHj0Z4eLig2/V6Pe7cuQPgxXKzSqWCm5ubxTVJ3BJ0aGgoysvLceTIEezbtw9jxoxx/KDtoKPdHO7zj4mJwbRp0/Daa685brC2cu4JLungdgAcPHiQTZw4kX377bf818xPU//yyy9s8uTJTKPR8K+Vlpayv//+23GDtSNbu813BApVZ9rDw8PZ5s2bHT5GR+CWWxlj7OTJk+z999/v8DKN0FF7s9bazZcmxYD7ed+9ezfLy8vjX29oaGCVlZVs3LhxFt8Tc4WFhRa7RoWkK91CQxMmB9Pr9Wzu3LlsypQpFtcrmf/DuWbNGhYVFcVMJpMgtlp2REe73377bVF1M9b5z1wszLeTm3+e5r88za/VKCgoYBcuXHD4OLuDLe1//PGHw8fZHaTczljrk+CqqioWHBzMioqKLF7fsWMHO3funKOG1q06233q1ClHDc1uaJecAzU1NcHDwwPJyclgjEGj0eDQoUMAAIVCwd/QbOTIkfDw8OC34gpdZ7p79+7Nr+2LQWc/cyaAdfyO4k65c7u/uJ2fERER/INW582bh9LSUmRlZSE5OZl/LIzQ2dIupB1R7ZFyO9D8c92SyWSCi4sLevTowb+2ZcsWpKWlieaY70z35s2bLW6xIBR0DZMDcVtrvby8kJeXh9mzZyMtLQ06nQ7x8fH84wK4R0aI5ZEIne1ubGxs9YdPiKTc3pL5JoaIiAgAzf94vvPOO+jRowf27Nkj2IvbraF2abZzDAYD6uvr8corrwAANBoNdu7ciR9++AGjR4928ui6T1vdhYWFguyWMTH9SfsfYr4TpOXFndzXdDodVq5ciTt37mDgwIEYP348Hj58iOPHj6OgoECQB5RUuwFqb6u9JfOvJyQk4OzZsygoKMDw4cMdMlZ7o3Zqb6+9qakJer0e06dPx6ZNm1BSUoLt27cLdjecVLsBmjB1u5SUFEyZMgUTJkx4aRu1XC6HXq/Hr7/+iuLiYtTW1sLLywvx8fGC3Q3HkWo3QO2ttbcmLS0NOTk5KCwsFOzOIHPUTu3ttcfGxuLGjRtobGxEfn4+AgMDHTxS+5JitzjP/f9H6PV67Nq1C3V1dZgwYYLFAcU9rbx3796YMWMGZsyYAQAv3aNEiKTaDVB7W+0tlZWV4dKlS9BqtaL4pUnt1N5WO3ctamBgIHQ6HbKysjBy5EgnjNZ+pNpNu+S6Cbc7ZMuWLWzKlCnt7v4R044wqXYzRu2MdaydsRd3dRYDaqf2jrQ/e/aM6XQ6RwytW0m1mzHaJWc3LZ+Pxe3yioyMRF1dHc6fPw8ArV7ILeQdYVLtBqjdXGfageYb27m7u3fvILsJtb9A7R1r584se3l5df9A7Uyq3a2hCZOdcEsqd+/etdgaPnbsWMyaNQtZWVm4d+9eu6erhUiq3QC1A9RO7c2ovf12IX8/pNrdGnHVOFl6ejrUajVWr16NEydO8K+/99578PT0RFFRERhjorldAEeq3QC1Uzu1c6hdvO1S7W6Jdsl1QcudAf/++y+Kiopw6NAhPHjwANHR0fjwww8RGhqK9evX4+TJkygqKoJcLhf0zRml2g1QO7U3o3ZqF3O7VLutoQmTjcx3Nt29exfV1dUYNmwYevTogQcPHuD333/Htm3boFAoEBAQgLi4OCxfvhxz5szB4sWLnTx620m1G6B2aqd2ahd/u1S7O4ImTDYwP6BWrVqFixcvoqysDJ6enoiLi0NMTAz69esHvV6PoqIi7N+/H2VlZaiqqsJbb70FjUYDNzc3J1d0nlS7AWqndmqndvG3S7W7o2jC1AXLli1DaWkpEhMT4erqiv379+PYsWOYOXMmFi5cCB8fH/705N69e3H+/Hl8+umngr2zLUeq3QC1Uzu1U7v426XabVX33bFAfLincDPG2MGDB5larWa3b9+2eM/atWtZQEAA27p1K6utrbV4+nx9fb3DxmpPUu1mjNo51E7t5qhdXO1S7e4s2iVnhcFgQE5ODioqKuDi4sLvAnjw4AEYYxgwYAAAoKGhAQCwevVqqNVqaLVaVFVV8RfBAeAftCoEUu0GqJ3aqZ3axd8u1e6uoAmTFXv37kV2djays7Px9OlT/snbAFBTU4Pbt28DaL4hm9FoBAB8/vnnqKysxNmzZwEI8yaFUu0GqJ3aqZ3axd8u1e6uoAmTFfPmzcPMmTNx+vRpZGZm4unTp5DJZIiMjIRer0dubi4ePXoEoHmWzRhDTU0NvL294ePj4+TR206q3QC1Uzu1U7v426Xa3RX08N12cDsGVqxYgcbGRpw6dQqMMcTHx2P06NFISkrCunXr4OrqigULFsDPzw8ymQyHDx+Gi4sLfH19nZ1gE6l2A9RO7dRO7eJvl2p3V9GEqQ1NTU2Qy+VoaGiAq6srVq5cCQA4deoUAGDx4sX46KOPYDKZkJycjJKSEnh6esLd3R1nzpzB7t270b9/f2cm2ESq3QC1Uzu1U7v426XabQ90WwEzBoMBJ06cwKhRo+Dr6wtXV9eX3pOSkoKTJ08iIiICixYtQp8+fXDp0iUUFhZCr9fDx8cHsbGx8PPzc0KBbaTaDVA7tVM7tVsSY7tUu+2NJkz/ZzQaERcXh8uXL0OpVGL8+PFQqVSIiorC2LFj0atXL/4p2xqNBkVFRYiIiEB8fDxUKhXq6+vh5uZmceMvIZBqN0Dt1E7t1C7+dql2dwdakvu/uro6DB06FM+fP4ebmxsmTJiAEydOYP369dDr9fD398fYsWMxceJEzJ8/H1VVVfjrr7+Qk5OD+Ph49O3bF4Dwns4s1W6A2qmd2qld/O1S7e4OdIbJzJMnT5CRkYGrV68iIiICS5YsQU1NDY4ePYo7d+6guLgY1dXVcHNzg5eXF65duwaTyYSFCxdi2bJlgj2gpNoNUDu1Uzu1i79dqt32RhOmFh4/fozMzEycPn0a06dPR0JCAv+1+vp66PV6HDlyBBUVFTh8+DBkMhkyMzMxbNgwJ46666TaDVA7tVM7tTcTc7tUu+2JJkytKC8vx44dO3Du3DlERUUhMTERAF5aw62oqIBCoYCHh4ezhmpXUu0GqJ3aqZ3axd8u1W57oWuYWqFSqbBo0SIAwPHjxwEAiYmJkMvlMJlMUCiav22vv/6608bYHaTaDVA7tVM7QO1ib5dqt73QhKkNbR1YCoUCTU1Nol3TlWo3QO3UTu0AtYu9Xard9kATpnaYH1i//fYb6urqsGrVKtEfUFLtBqid2qmd2sXfLtXurqIJkxUqlQqLFy9GTU0Nrly5gqdPn/LbLMVMqt0AtVM7tVO7+Nul2t0VdNF3B1VUVIAxhn79+jl7KA4l1W6A2qmd2qVEqu1S7bYFTZgIIYQQQqygBUtCCCGEECtowkQIIYQQYgVNmAghhBBCrKAJEyGEEEKIFTRhIoQQQgixgiZMhBBCCCFW0ISJEEIIIcQKmjARQgghhFhBEyZCCCGEECtowkQIIYQQYgVNmAghhBBCrPgff8VJVgCNKbAAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print('''\n", + "\n", + "Use `panel=` in the `fill_between` dict to place the fill_between on a panel other than panel 0:\n", + "\n", + "In this example, we `fill_between` on the volume panel, \n", + "filling between the volume and the average volume.\n", + "\n", + "''')\n", + "\n", + "mpf.plot(daily,volume=True,panel_ratios=(1.1,1),\n", + " type='candle',tight_layout=True,figratio=(1,1),\n", + " fill_between=dict(y1=daily['Volume'].values,\n", + " y2=daily['Volume'].mean(),\n", + " panel=1,alpha=0.5,color='lime'))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "There are two ways to do multiple `fill_betweens`:\n", + "(1) Specify a list of `fill_between` dicts.\n", + "(2) Specify a fill_between (or list of fill_betweens) for each `mpf.make_addplot()`\n", + "\n", + "Here, for example, we specify a `fill_between=` a list of fill between dicts:\n", + "\n", + "\n" + ] + }, + { + "data": { + "image/png": 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KzkrwBXxhb+dYEdEBkxBCCCEGKPjZqJJqg2CeHVqr1E3W7j7Vh65zVgCnAh+EtaVjigRMQgghxDih1ypiPtBxFWlYqQ521hCeYmsAjoFzNjAfomqFdzckYBJCCCHGuiC4D+jEfKijeSE4xR7wE3CdNAJ14CwDFhD1wRJIwCSEEEKMadpRhWfP8VGlZIdg/hBzIzUDNeCcCSwGtDA0chyQgEkIIYQYi0xwf6oRs8cIjSrl2ODu+7KysrIez2ltGu4aNy1zWmjRvfCPzuf37983tDaPYRIwCSGEEGOMVn98VKlQw07q36hSrMcDwKZNG7s9HyBAM83Y2OxmNxY9px9o35w+mkjAJIQQQowVFrgPasT8w0BrguBkG2L6d2lm1kTuvncTbb7uUwMU7/uUK3/zVTbdv5lbT93QYz0JCQlMzZ82mNaPaRIwCSGEEBGgpLiQlpaWbs/V1x/ltd//iX+duor8hjzMOAt/SjCUffu4WI+HzKyJvd6jp/PKD97yRgDyTz2FOXPnD64T45gETEIIIcQoKyku5Pzli3s8b2Awgxkk4qaOOvz4uy13972b+gyauq2/UsOcHJkb6UYKCZiEEEKIUdY+svTsL3/JrFmzu5yPKY0h5c0UApP8OEbXwKasrIxNmzb2ON3WG61J4cRAMG8QW6ZEEQmYhBBCiAgxa9ZsFi5c2PmgDaocyAPyw3xDG/QaDd8iEys2zHWPM5JdQQghhIhkVcBhICv8Vet1CmuCTWC2jC71RQImIYQQIpIdBAJAXJjrDYLWogjMs3ASw1z3OCQBkxBCCBGpjoH6FMgIf9VGpUZwik1gmh3+yschCZiEEEKISFVEaF+35PBWq7yAgsA8q2PPuczMLNauu5nMzGGY+xsHZNG3EEIIEYl8oD4BUgjv5rdOaHTJP9fCnPTZE3eZWRO5/sZbwnij8UVGmIQQQohIVAzUAunhrVarV9gpEDjVDm8gNs5JwCSEEEJEGgvUXsAD6GGs1wT9mMI/x8JOlUSVAyEBkxBCCBFpyo5/hXk5kVEdyugdPEXSCAyUBExCCCFEJHFA7Q/93t+NdftDtQEm+OdaOJ7w1RstJGASQgghIkkdofVLmeGt1qjSCE6zMfMkjcBgSMAkhBBCRJJDgBcIYzJJrUHhxEFgriWf/IMkaQWEECJKlRQXdmz6OhgJCQlMzZ8WxhYJrVULJapMC2OlNuh1Gr7TTax0Weg9WBIwCSFEFCopLuT85Yt7PD+XuUxkIn/hLwQJ9ljutTd3S9AURjHlMXAUOCV8deo1CivTJjBLFnoPhQRMQggRhdpHlpKSktH1zz4KlKM4zZzP563TcTsudMPFu8a7XfL1WJZJU1PjkEaoRGcGBrFFHkglfNNmAdDaFK1LTZxw70UXZSRgEkKIKKbrBi5XaG8MzdFYGFzIIhZSb9RjYbHYXoRXa+GAcXCUWzr+5ZGHq84NM8NXp6tSIzjVJpgvC72HSgImIYQQGI7B4uBiTgvOp0aroUULjRzF4mFJ4PM0qiaq9KpRbuU4ZsNsZoNud+ztNlSqGRwjlEZAPu2HTtbKCyFElHM7bs4ILGVBcAFVelVHsARQq9XhIYYzgmeQaIfxsS3RieeYmzzyCE4ww1OhA0a1TmCWhZUtC73DQQImIYSIYh7Hw1mBZcw151Cul9GqWruUKdVKmWhNZGnwdFxOmIY/RCfx5bG4cWN7wjN1ptcprDSbwOdkoXe4SMAkhBBRKp54VgRXMMucxRG9FJ/ydVvOUQ5H9MNMN0/htOBpoQzUImy0BkV8eSy11IanQhO0JkVgnoWdFJ4qhQRMQggRlQyvzhf4AqdY0zmsHyagAr2WD6og1VoVpwVPY4Y1Y4RaGR2MIxour0EDDeGpr1LDzHUITJOF3uEkAZMQQowxNdVVPLjxPmqqB7cIWzumyHw/lQIKKNKKCaqe8yydqEVroVXzsiSwhGx74qDuLTpTPnAf1AgmhGftku7TwDm+0NsdlirFcRIwCSHEGFNTU83DmzZQU1M94Gv1WkXcXww8dR4OcQhLDWyNS61WSyye0CLwcO7dEaWMMg39qMKf3L+gtS+xdW4C023MXBldCjcJmIQQIkrolYrYvxjodQrvpDZsBvehWqqVMsmZxFmchQqqvi8Q3bPAfUDHiSEsn8YTmEAwzgrtFycvS9hJwCSEEFHAKFPE/dVAa1IE8+whfaA6yqFEHeZzfI6UgwmyCHyQjEqFXqkw08MwGmRBOuk0FbRgp8kLMhwkYBJCiHHOKNaI/asL1aZCUzVhGH0IqiCVVJL6aRKuT+WjZDBch3SUA8QMvS53nYtyymma2jUthAiPiM79ads2zzzzDC+++CJHjhwhNjaWpUuXctNNNzF58uSOcm+//TY//vGPAdi1a1eXesrLy9m4cSPvvfceLS0tFBQUcO2113LBBRd0lHEchyeeeILf/va3VFVVkZWVxb/+67/yne98Z/g7KoQQJygpLuy8R5sDul/DaNPRfTpVB0sBKH+3BFeTgRln4RidRxUSEhKYmj8N16casX8zcHAwc8I78tBEE6bHwvOeQVtyECb3fY0I0Y4qXEe08Iwu+UAFNN7nfb4eI2uXhktEB0wbNmzgN7/5DevXr2fhwoUcOXKEO++8k6uuuoqXX34ZXdd5+OGHefrpp0lPT8fn65pDpLGxkW984xtMmDCBTZs2kZqaypYtW/jBD37AU089xVlnnQXAI488whNPPMFPf/pTFi1axPvvv8+dd94JIEGTEGJkBKFsXwnXfOkrxBNPAglMOP4rjjg8eHDjxouXpSzlH3ft4mPepZVWjnGMaqppoIFmmmmiideeepeCsqk4MQ5W5vBM0/hTg6g28LxjwCnDcotxyVWioVrByQ5DZWXgm+KnkMIwVCZ6ErEBk2mavPrqq6xZs4ZLL70UgNzcXNauXctNN93EgQMHiImJ4Y9//CNbtmzh+eefZ+fOnV3q2bZtGxUVFTz33HPk5OQAcPvtt/P666/z61//mrPOOou2tjaeeuoprrnmGr7yla903KuwsJAnnniCq6++mpiYMIyZCiGEA6oNNK9CeRVaK6hmhXFUQ7VASmEc/8K/sOqKVWRmTsRx2dhuGyfGwY6xQyNJ6oS6/Ardr6F8GppfQzlQVVfFE796Atc/NTRNYSeBXgN2rIMTS9j/5TdzbdzFGuwETg1//eON8oL7Uw0rNQxBbAMQC60FrYNexC/6J2Lf1oZh8MYbb3Q5rmmhuXKXy0VWVhYvvvgiKSkpPdZz+eWXc95555GVldWpjoyMDFpbQ3O9e/bsobW1lRUrVnS6dvny5TzxxBPs2bOHM844Iwy9EkKMdV2my06gFDRUJ1JW0wxB1TGFZrSFvtzNBq5mF3HEkpGQSXv6I0cHx+3geCCQaFJMMcmLU8gpGMQclwX8ReHHT0tOG61zg2j1Cr1WQ2vVUPWgLEio8pBDDsrWCToB/Phx1CA/wDUI5trwCcQEdXyL5Cmt3riOaGgNGsH8IW5bYgPV4JwBwdjwpCUQPYvYgKk7e/fu5dFHH2XlypXMmjWrX9e43e5OwRJARUUF+/fvZ82aNQAUFxcDMGXKlE7l2v9eVFQkAZMQgpLiQs5fvrjXMqdwCqdyKskkE0ssHjyo49GD//ivNtq4+ac/JSM/q0tgYTXZgx8pMIEiCEwM8L/8L5d/bg2TP3e8LsdCtYLWrNBaFEf3NFFOOZOdHFKCycTgQQFBx6JNtdKm2milrcc8TbZ90vEYYBLEfKhjJTsET5HRjm4FwXVAx463h/7YVTWQCcwDPh1600TvxkTAdP/99/Pss89iWRarVq3i5ptvHnRdfr+fH/7wh6SkpHD11VcDdPxvMT4+vlPZhISETue7o1Toqzft5/sqNx5J36Xv44nXG/q34Nlf/pJZs2Z3Oa/8iowdE1ANGlaiie0OTaOd+MFYVlbGpk0babPaUN18YA76WxYEioGp0DihiTrqOv/7pIAEsBMcbBxM3eElXsLwGSSd8GsCE8gkEw2NEkpIJRWtl0/2WI/ns3skgxPrEPuegZMUxJoYHY+3D+T9bpRrGLUKM8fuVH7Ar3sAaAZnGZyYP7Q/n0nhNJZ/1gfa5jERMK1evZrLLruMvXv3snHjRoqLi3niiSfQdX1A9bS0tHDdddfx6aef8vTTT5OamjrktuVPSukSaPVWNlpJ36PTeOt7Q3Xok2nOqaeycOHCrgX2A3GE/sffwz9P+vFlBekpsUyckNDlvLchtqOcrvdzCMJPKFiaAZwL6lAoUMnJTKRgckq3lxRMXsTBgwdpbm7uetKBA/84wJVrrmT7FduZsXBGt58WsbGxTJo0qdOxjNnxUAgcJLQIPIo2f+3z/W4De4A04KSdZQb8ulcC04HZgA7G8Wt6e82H01j8Wfd6XQMqPyYCprS0NNLS0pg+fTr5+flcfvnlvPLKK1x88cX9rqOmpoZrr72W+vp6tmzZ0mlKLzEx9I9gS0sLcXFxHcfbR5aSknr+iS+uaCAurve5Y6VCb6biigac6PgPVwfpu/R9PPW9rCYUXJiWjWmdNOVkg/oYdI+GhR1aS9QNyw5dV9fQRvzRrqPXdQ1tHeWsk+/RHR9wGPgcOCuAeDraVlbTTEp5Q4+X6nEZpMRldHsufnKor/r0RJIbsjELup9CqjqhDxMnJIT+ngSuTzQCpk3b2SYM7HNpzOnv+12vUsT9w4WdbuMc7XxuQK/78RjXWUDoNbH6/5qH21j+WW9t9Q6ofMQGTPX19bzzzjssWbKEjIzPfqBnzAjtkl1Y2P/HJxsaGrjmmmtwHIcXXnihy/+ICgoKADhy5AiZmZkdx9vXNk2fPr3Huh2Hfr9JBlJ2vJG+j3YrRsd463uvfSkHSoGcftbVQ30D+nZ5gTJgHjjLAc9JdQ3h+99+nX+uhVnjYBzWes0QfuL0hqMgkGPj2q9hJer4e1gEXlNdxa+ff4YrVl1DZtbY38y3r++3UaihAmB76PJC9/tlcoBKcBYCuQNvw3AZiz/rA21vxKZn9fv9rFu3jt///vedju/fvx+gy0LunjiOww9+8ANM02TLli1dgiWARYsWkZiYyI4dOzodf+2110hJSeG0004bVB+EEFHkU0KLrj19FQyTZqAcnEXgnDN897UTwHemiZXsYFQM4CMjBqxMm5gPdVyF3V83lE2ExxqtQeEq1rEmDDGqqANSgdOQJxFHWMSOMGVnZ/PVr36Vxx57jLS0NJYsWUJ5eTn33HMPGRkZXHjhhXi93o7UAD6fD9u2qa2tBcDj8ZCYmMj27dt59913eeSRRzqdb5eRkYHb7eZ73/semzZtYsaMGSxZsoR3332X//f//h+33norLtc4H08WQgxNPahDQPezW4NSVlbW4zm9RceoN/Ce6qUl3gsfdz6/f/++8DUEsDIcfGdYxP3FQK9VWBn9+9C3k0D5HDzvGtiJQaysMTYEEUbGES20j9+0ITw9aAL14JxLKGgSIypiAyaAu+66i8zMTB599FGqq6tJT09n0aJFrFu3jqSkJB5++GF+/vOfd7qmPXP3ZZddxn333cdbb70FwL//+793e48DBw4A8O1vfxtN0/j5z39OVVUVkyZN4tZbb2XVqlXD2EMhxLhQBDTSZSHvYMR6QkNFmzZt7PZ8CinEEss2tlFBRa91tT/pGw5mrk3b6SaxOw20RrCT+xf8WJkOxmGF512D1nODOOFr0pihfOA+qGEn9b2PX2+BsrvCTTDNpMHfgLOn8/c/3EGy6CqiAya32826detYt25dt+fXrl3L2rVre63j3nvv5d577+3X/a655hquueaagTZTCBHNfKD2EvoffximSDKzJnL3vZto62arJ1eLgbtJ553Ev7N542YeeOgJpk2f0W097XvJhVPwFBut1cLzro7jcnDi+r4GQsGWq0jD83cjKhaBn8wo09CPqtAasB70FijHEksOOTTRxA52UExxj/WEM0gWnUV0wCSEEBGvBKgFwhibdLcAWjum0FD4VlpkkgMbYdr0GcyZOz98N+6LCi0CV60Q85FBMMcKJazsi3Z8+5QDGnZSz4vAxyUL3Ac0nBh6TDUB3QfKygLP0Rg0S9Gc00rjKS18OfmbPdYxHEGy+IwETEIIMVg2qH2EgoaBpYUbEO2YQmtS+D5vEZhrdVmzNKJ08C22UD6F+4BOcKrVr08S54RF4HaKQ3B6dGQCNyoVeqWGObHv/nYEyg6h7WyOKcw5Dv55FnFTbLIi9jGt6CABkxBCDFZ7KoFw7DjfA61eoXkVvqUWgVMjZGTGDb6lJpovtC9acKrdr4DRTgLV5uD5u4GdFB17n7kKdZRD/0biANUKRqWGnQxtZ1kET7FwRurJS9ErCZiEEGKwhjmVgHZUobUqfEtNArP7XjA8kpw4aDvDIs6vMEo1rF7W55zIynJwlSg87xio/mWHGbO0owrXYQ0zvR/fmyAYVaEhJP+pFoE5NnZq9D5VGIkkYBJCiMEYhlQCJ9LrFKpN4TvDJDArsoKldnaqQ9uZJnE7DPQqBen9uy6Ya+Mq1ompG8Z5zAjgKtFQXnB6G4G0Q6+11hLaX84/z8bMiczXO9pJwCSEEINRBDQRllQCJ9NrFSqgaFtmEpwZ2Wt9rCwnNNL0pgE1dJmaq6mu6vaJP81RNO4J7Q9SdOBgj/WP1YXMygvuTzWstJ5HiVQzGNU6VppN23KTwDQb3CPYSDEgEjAJIcQAKb9CfQqkEPaRAL1GoYKKtjNNgjMiO1hqZ0618bWZ8AlomsJKDAUJNdVV3H5r92lhAFy4OIMz+N91/8PHfNxjXqnX3tw95oIm1xENrUERzO/mNQyE1ilhgH+BSeBzFnYUbVI8VknAJIQQAxRTGRP2VAIAerVC2Yq2s8wx9xRZcLYNiaBtU9iGgxNLx8hSXGw8mtb99Nt0ZwY59mTmqXl8rO/lE+MTWlRoQ1/LMmlqauzYCH3MCILroI4d73TegMwOjR5qraGcTP55Fla2rFMaKyRgEkKIAVAoPMUxYU8loFcpFMeDpYKxFSwBoZG2JRA4bBHzkUFgitVxStN0DKP7b5aDTSmlJNqJLLVPZ5pVwD9cH1KkF+Gj61TeWGCUaxjVimDOZ6+j1qjQazWsDJvWzx9/jeUTeEyRl0sIIQZgMpOJqXbDkvDVqVcqlHZ8zVJ3UzijIDMzi7XrbiYzcwCPsungW2Kh2hSuT3XUAPIGNWvNtKgWMu1MzgucS742ld3qfY5xdOCNH00OuA9pODrgAuUHo0LDiQXf4tD0mxM/2o0UgyEBkxBCDMApnAKWClsqAaNC4RiK1mUm5tTICJYglETx+htvGfiFMdB2honyKeLe96AGsMjLUQ7VejVux81UayqZdiapJKP7IjtjY011Fb/c/N9c+H++zkQ7O5RmIc3GqAgt3g8WHJ9+y5Tpt7Esst+FQggRQVzNBqdwCmaqGZb6jHINxwhNw0VSsDRUTjy0LTMJJAeZytQBXx9QAUqMErzKyzKWkb0rHdchDay+rx0NNTXV3HXXXdTUVOMq0tCPqdDTb0nQep5J60pTgqVxQEaYhBCin+IqPSSSiJUw9E/u2OoYnAJCwVLuwIKlQU2XjTA71aFufgOttDLRnkgdtQOuo1E1UUkFuk8nbocR8SM1eg24qjXMLIfA5ywCsyyc2NFulQgXCZiEEKIflA+SjsTRQMPQUgk4MJWp2DEWbcuDmJMH/uE/6OmyEeZLD/BX/spXuIw0O416rX7AddjY+NIDmBNtXEUaRqUWyoQ9e2SDkZLiwu6f1rPhyD8LAWh8pY6iacUcm91EwAjCoc+KjdV8UuIzEjAJIUQ/GGUa7kY3tYMYKengQEyFmxZaqFnYQNLkYch6GWEOcYh3jHdZaa8gQIAWbXApApwYCObbaI0Kz7sGrsMa/vlWaB+7YV5cUlJcyPnLF3f8PYYYMo//KqAADx6WsYy//OoVfsLNFFLYbT1jMZ+U+ExYA6aXX36Zl156iX379nHs2DH+8Y9/AHD33Xfzve99j7S0tHDeTgghRoYNrk81LLeNzSDXGjlACZgJFq/yKl/JuCaMDYxse/W9JOlJLAkuxlQmPjX4dAF2soOdaGFUKeJeNwhMswnMs7DSh2+arqWphTTSyPNMJUflMNmeTLKTjIbCq1ppVI18ns9zlHqOGvUkqs5ZKC3LorXVO/bySYlOwhIwBQIBvv/977Nz504AHMdBqdCYdWtrK1u2bOHtt9/mV7/6FSkpKeG4pRBCjBi9SmFUaPhTAoOrwAZKgFRomtncY0br8cpRDh8YHxDnxDLHnMNh/TBBFRx8hRqYkxyUz8F9SMNVcXyaLoxrhpQP9KOh3En5e3L4//j/iPPFYWLSQANVVGISWvyvUBzkAHXU0cCxHutMSEgIT+PEqAhLwPTEE0/w5ptvAjBt2jQOHz6MZYUWRba0tKDrOsXFxTz55JP86Ec/CscthRBixLiKNJQFtnsQoxg2UAxMAOd8CFYOIVAYwyxl8a7773gcD9Os6RTrRdhqaE8GOp7j03THFLHvGBiHNQLzLYJ5n03T1VRX8evnn+GKVdeQmdXLFKgDWoMKBUkVCqNSQ2tSKAsmxk/kez/5MV5aO69fc8Bz1M2Byn18/cWvsGnjZvJnndJt9bKGaewLS8D00ksvoZTivvvu49JLL2Xp0qU0NjYCkJmZyS9+8Quuvvpq/vznP0vAJIQYU7RjCneJjjXBoZfBg+61B0sZoWCJLKAy7E0cM/zKz9vuv+EJeMiz8ijWi8OyF5+d6hBICk3Txb5uYEy38c+1sCc41NRU8/CmDZz3hYu6BEzKB1q9wqjRMEpD6QBUKzgG2EkOZs5n2bjTyST9xGtbwajQsabbVJxWBS9CwexTOHXO/KF3SESksARMFRUVxMTEcOmll3Z7/vTTTyc2Npbq6upw3E4IIUaMcURDtSjsTHtgAZMNFAITjwdLmcPTvrGmRWthl/ttzvWvJNfOpVQvDU/FOpiTHVSbg/uAhlGu4Z9joU5MmdXLKJId72Al2zgT6T2Is8GoUhBU+Oea+OdbmIcjM82BCK+wBExxcXE0NTVx9OhRJkyY0OX8/v37aWtrIzk5ORy3E0KIEaF84P5Uw06yBzYSYgFFQPbxYCljeNo3VlhW50SfVVTxV+1NzgucR7qVTpXW/X+mbbt/+a5qqqs6NvoFQAd3tYH7oItGK/RUY/XrZWTvTCem0YXu07ENh2C8iRlv4UmI6X267jjlBaNSx8q08S80O039ifEvLAHTaaedxptvvsl3vvMdrr76akwz9MPx17/+lQMHDvDcc8+hlGLu3LnhuJ0QQowIo0xDPxraWf5EZWVlPV6jo2EccRPMCNCU1YxZasIJgyj79+8bruZGnPZFzk1NjV3OHeMorbSQQgqLWUwrraEcV92I9fS8D01NdRW337qu23M6OimkcAZn8P4Db/I+b9JII168Xcrefe+mnoMmG4zKUKZx/7zQqJIj67ejTlgCpjVr1rBz50727t3LzTff3HH8u9/9LhB6ak7TNFavXh2O2wkhxPA7nkrAcQN66FD7B/emTRu7vcSHj2aaySCDXeziWJQ/MTU1fxqvvbm7x8fpCw8d5Ic/+A7X/eCHLLYXYbQa+JODBBPNjhG9WI+n19Gf9pGluNh4NE3vct5PkDzyaSLUBoVOAp899m/bFq1t3s4jVCdQLWBU6VgTbXynWaEtbMKw7kqMPWEJmJYsWcK9997LXXfdRWtra5fzsbGx3H777ZxxxhnhuJ0QQgy79lQCVtZno0uZWRO5+95NPX64FhYe4BtbLufhu3/BmoU9P+ASTU9M9aefGRdOJjlnIq5CDfdBHa1RYaXa2KlOv6e8NE3HMLoGTH0xe9oW0AajQgMH/POPjyrFD7h6MY6ELXHlpZdeysqVK/nzn//MwYMH8Xq9JCQkMHPmTM4991xZvySEGFPaUwk4MZ2P9zZt4y1tAmDKogJ5WmqA7FQH/2KL4AwLV6GO+4CGq1jHTrJDTyiO4Fqh9lElM9vGv8DCnCKjSiLMmb6TkpL4l3/5l3BWKYQQI65TKoF+0qsVzgDKi+7ZSeBfYBE4xcJVpOPefzxwSjweOA18EKn/rONrlRzwLzDxz7Nw4obxfmJMCVvA1NbWxuOPP47b7eZ73/tex/E1a9aQn5/P2rVrSUpK6qUGIYSIDJ1SCfSD8oPmUwRO6d9TXaJvTgIE5lkEp1u4ijXc+3VcxRp2ghPaBiXMO6EaXh1XsY456fioUq6MKonOwvKW83q9fPOb32Tfvn1cfvnlnc7V1dWxa9cu3nnnHV544QXi4iRcF0JErsGkEjAqNYIFNmaGjDCFmxMHgVNtggU2rsMa7n06riMajscJy/dbczSmMhVXi47vCyaBueHbXkWML2GZFX766afZu3cvjuMQG9v5nZaVlYXjOBw6dIjNmzeH43ZCCDFs2lMJWGn9+zDWGhVODPjnWsM7XRTlnFgIzLJpuThI67kmViq4yjRia2Jw4RpUnUl2ItPsaVRTTfXp9fiXSLAkehaWgOmVV15BKcUdd9zBf/zHf3Q69/jjj/OTn/wEx3H43//933DcTgghhkc3qQT6Kq/XafhnW1hZMro0ImIgeIqN96Igreeb+FP9TGEKU6wpxDjuflWhOzpTrCkkOkm8a7zLS7xEW5ZfpuBEr8ISMJWVlRETE8OqVau6PX/llVfidrupqIiuHbqFEGOLXhXaLsPK6N/aJb1WYaXbBD4XWruUmZnFnXfeSWZm1nA2UwC4IFhgU3XGUV7iJcr1MrKsbPKsPDxOz4kuk+wk8q18arQaXo35M++53sNH92kihDhRWNYwud1umpqaKC8vZ/LkyV3OFxcXEwgEZNG3ECKiuYo0lNk1lUC3AqC1Klo/b3bk58nMmsj69espKm/AkQGnEeHoUEQRja5m8vWpzDRnkmfmoaFRrVfTptqA0KjSZHsyJhbvuv7OJ65P8ClfaM8/IfohLAHT3Llzeeutt/j2t7/NmjVrOPXUU0lISKCxsZGPPvqIp556CqUUp556ajhuJ4QQYTfQVAKuSo3g1NBiZDH6gnaAQlVEkSpmkjGJWeZM8oP5ZJBBE82kOqkc1g6zx/U+5aoCjiesPHmfOyF6EpaA6Vvf+ha7du3iyJEj/OQnP+ly3nEclFJcffXV4bidEEKE3UBSCWhN4BjHF3qH+fF2MTDd7VdXTx0f8xGTmMR0ptNEKKHoPvbhx99rPUL0JCw/6suWLeP222/nvvvuIxgMdjmv6zo33ngj55xzTjhuJ4QQYTWgVAI26DU6voUmVrbMu422Pver+/QgP7z+Ozzw0BNMmz6j2zLRtFWNGLyw/d9o1apVrFy5kpdeeolPPvmElpYW4uLimDVrFpdccglTp04N162EECOoprqKXz//DFesuqbXTVDHsvZUAsG8vkeX9DqFNeGzhd5i9PUn2Jk2fQZz5sp2NWLwwjqYPGnSJP7t3/4tbPXZts0zzzzDiy++yJEjR4iNjWXp0qXcdNNNnRaXv/322/z4xz8GYNeuXV3qqaqq4r777mPXrl34/X7mzJnDj3/8YxYsWNBRJhAIsGnTJrZt20Z9fT25ubmsWbNGtnoRUa+mppqHN23gvC9cND4DpoGkEgiC1qJoW2HiJI5E44QQkWJQAVNFRQW6rpOVldXx9/6aNGlSv8tu2LCB3/zmN6xfv56FCxdy5MgR7rzzTq666ipefvlldF3n4Ycf5umnnyY9PR1fNzuIBwIBvvWtbxEXF8dTTz1FTEwMv/zlL/n2t7/NH//4R3JzcwG48847eeONN7jnnnuYNm0af/nLX7j99tuJjY3l4osv7nebhRBjS0cqgX6sXTIqNIJTbALTZKG3ENFmUAHTueeeS1paGm+//XbH35XqO+OXUoq9e/f26x6mafLqq6+yZs0aLr30UgByc3NZu3YtN910EwcOHCAmJoY//vGPbNmyheeff56dO3d2qWf79u0UFRXx8ssvU1BQAMBdd93FW2+9xebNm/npT39KeXk5W7du5a677uLcc88F4Oqrr+bDDz/kwQcflIBJiHGsv6kEVAugg3++xSATSwshxrBBT8k5JyUZOfnvQ2UYBm+88UaX45oWyrXpcrnIysrixRdfJCUlpcd6du7cSV5eXkew1F73mWeeyZtvvgmEpvEcx+myKH358uVs27aN0tLSjpEoIcT40e9UAg4Y1Rr+eZYs9BYiSg0qYPrKV77S6RHMr3zlK/0aYRqqvXv38uijj7Jy5UpmzZrVr2uKi4u7DXby8vJ48cUXaWtro7i4GLfb3THF2G7KlCkAFBUVScAkxDjU31QCep3CSnUIzLFk+wwhotSgAqb77ruv17+H2/3338+zzz6LZVmsWrWKm2++ud/Xer1ecnJyuhxvD/iam5tpaWkhPj6+1zI9USr01Zv28yMQU0Yc6fvY7/uJ/ehvX8ZC35UPYj7VcJJtVG+bRAVBa1b4lps4yb3HS2Oh38NlMH0fzHtroMbLPSLVWH7PD7TNQ35KLhgMsnr1ajRN46mnnkLXw79d9+rVq7nsssvYu3cvGzdupLi4mCeeeGJY7jVQ+ZNSug22eiobraTvY1dDdehxsJzMRAompwzo2oju+35C2Z5Pofen44qB04AVQP/2do3sfg+zgfR9KO+tSLzH5Izhu0ekG4vvea93YIsRhxwwuVwuDhw4gN/vH7YAJi0tjbS0NKZPn05+fj6XX345r7zySr8WYycmJuL1erscb25uRilFUlJSr2WAXvfAK65oIC6ua7LOEykVejMVV0Tf/lLS97Hf97Ka5o7fU8ob+nVNxPfdhri3DAyfhtnQ83Sc8oLeoNF6ehCztu+ORHy/h9Fg+j6Y99ZAjcQ9ymubO34frntEqrH8nm9t7fq535uw5GG68MILeeGFF/jzn//MF77whXBUSX19Pe+88w5LliwhIyOj4/iMGaFMrYWFhf2qp6CggD179nQ5XlJSwuTJk/F4PBQUFBAIBKisrCQ7O7tTGYDp06f3WL/j0O83yUDKjjfS99FuxeC1t30w/YjUvuuVCr1Cw8ywe26fE0oj4J9rEZzkwAD6Ean9HgkD/TdxoNcMpj3DfY+MjCzuvPNOMjKy5HUfQwba3rAETF/+8pc5duwYN954IytXrmT+/PmkpqZ2PNF2oq985Sv9qtPv97Nu3Tp+9KMfce2113Yc379/P0CXBdo9Oeecc/jDH/7AoUOHOgKfQCDAzp07O0aozj77bDRNY8eOHaxatarj2tdee42ZM2cOKHeUECLydaQS8PRcRj+qsFMcAnP6sV2KiGqZWRNZv349ReVjb5RF9F9YAqZvfvObQCi1wJ///Gf+/Oc/d1tOKdXvgCk7O5uvfvWrPPbYY6SlpbFkyRLKy8u55557yMjI4MILL8Tr9dLa2gqAz+fDtm1qa2sB8Hg8JCYm8sUvfpHZs2dz0003sX79ehISEnjkkUcIBoOsWbMGCAVfV155JQ899BDZ2dnMnDmT7du388Ybb/DYY48N8bsjhIgE7Vu8rLrkW+SX5PaeSsAErUHRdraFnSKfgEKIMAVMJ+ZgCmc+prvuuovMzEweffRRqqurSU9PZ9GiRaxbt46kpCQefvhhfv7zn3e65qyzzgLgsssu47777sMwDJ588knuvfdeVq9eTSAQYMGCBTz33HNMnPjZNg+33norCQkJrF+/nvr6evLz89m0aRMrV64MW39E5IiG/dHGkpF4Pdq3eLkw70tMa5lCsJdUAkalhpnrEDhF9osTQoSEJWC69957w1FNF263m3Xr1rFu3bpuz69du5a1a9f2WU96ejoPPPBAr2UMw+j1XmJ8Gff7o40xI/l6uI5o2Fk9T7OpVsAB/zwL+sj+LYSIHkMOmN577z2Ki4tpbm5m8uTJfOlLX+q0cFoIIUZKSXEhLS0t3Z4rPHQQgGOFdRTFF0Nr1zKxMR4meyfhn21j5sp+cUKIzwwpYLrjjjv4n//5n07HHnzwQX7yk5/wta99bUgNE0KIgSgpLuT85Ys7HXPjZgITSCedCUxgAQvY/oetHP3D0W7rSCedH//4TmLnpcpCbyFEJ4MOmP70pz/x29/+tsvxYDDI+vXrmTlzJvPmzRtS44QQor9aWlpw4eL5h37FrPTZuOoMXLVuDK+GMhW2y8GKt7ASLegms3f54XL+9NBL1OQcJTc1ZcTbL4SIbIMOmNqDpUmTJvFv//ZvZGdnc+DAAZ588kmampr41a9+JQGTEGJ4BUE/ptCOKTL2pHAlV7KkZAm5bbngAvKARPqVodtd5aaUUprzBpbMTggRHQYdMO3fvx+lFA899BBz5swBYPny5UybNo3vfe97fPzxx2FrpBBCAGB+FiDp1QqjUkNrUaiAIqEutEVRMDMIMwZYbysoU/E+77PKLWkEhBBdDTpgampqwuPxdARL7c4880wAjh07NrSWCSGECXrD8QCp5niA1BwKkBzdwU50MDNtiIFWw8dRjuK4BhHwlEPb1DaKKQ5/H4QQ48KgAybHcfB4uqbJbT9m2/KEiRDiM/15gq3wwEHcjS7cTQYxx9zE1sZgtOroAR13rJvkvDSsDBsnnI/7HwUSobWgDWcg+5+IMSEzM4u1624mM7N/u0MI0ZOw5GESQojedPcEG0AMMaSSSgIJTGEKb617mUN8QCyxmJi00EITTfjwAXD3vZvIjAljniYLqANnBZi6Gb56RcTIzJrI9TfeMtrNEOPAkAIm0zTZvXt3t9m9ezq3ZMmSodxSCDEGtbS0oKPz/CPPM2vi5zCadFy1LoxGA61NQ5kaaA5WnIUVb+F4Ov+7UVZWxqZNG2nz+cLbsAogB5gD7Atv1UKI8WVIAVNLS0vHPnInUkp1e04pxd69e4dySyEiSm/TTHpQ0bI3hRLzWI8TPQkJCUzNnzZ8DRwtDtAMerlCawg9wXYFV/D5w0uZ4s0NlfEA6UA8/XqKLezagAA4i4DYUbi/EGJMGVLAFM5944QYa3qaZgKYwATO4iyyyWYf+/iAD2iiqduyr725e+wHTX7QGxVak0KrV7iqNdAhvsIFFiTUxuPChZVswnQiIylkGfA5YIx/64UQI2PQAdNll10WznYIMea0jyw9+8tfMmvW7NBBB2LKYkj4RzxGkwsnzUKr0zFTTLyzWvFN9XU8xbV//z6uvuqqHkeoIpZFKDBqUmiNCqMq9BSb5lWoIKDAiXcgB8xcG0eDVt1HLbXYnp73cBtR9UACOAvoNomlEEKcbNAB03BtuCvEWDNr1mwWLlwIQeADUEeATGAB6IaGFbShhtCIhuv4FNCU0WxxV70+wXYg9ARb5V9LSf9HCp6jbow2HS2goxywYmyMZIO0vIyOqTWlgCRC35NIG4i2gFpwzgbkwSkhRD/JU3JChEMTqLeBTwgFSyknnNOAicAEoAxUOThzQFf6yLezGz1NLRoYTGUq05nO5/k8H2zYyV7+TgstePHSRufH8O++dxOZWWF8gm24VALZhBZ6CyFEP0nAJMQQuatdqAOEnrjKA3rKEeQC8oEWUHsgtSmF+cxHC47uHNXJU4sqoIgpjyH2UCzuWjeObhNMD+L0kAF72J5gGw6+0JezktBiczGqJEeSGEskYBJisGyYxzyS30oOjSBNA/ozaJQAnAK8D+dzPlnvTMBI1zBzR3d9z+emnspprtNQ+wmNwiQSWqA9Gk+wDUFZWVn3JyyIKfPgm+qjsbkR9nQ+vX+/5BUYaZIjSYwlEjAJMQiqDSZ8lMJ5nBdaxD11oBWAmWZSSCGeY27i/mwQmG4TmGdhp47soh+jVWcBC0h9PQUVSyhQKmDM/esQe3yXgU2bNnY5l0oqccTxJm9STTX11PdYT0JCwrC1UQgxdo2xfxKFGH16ncLzrkHqoQTKKcdMHXyGaBOT1iw/VrpNzD4NV7mGf45FcIaF03XnobDSGhSuIo1JO9M5l3NRQQVz6d8oWQTKzJrI3fdu6jQ1qExFXE0MltvmvZj3eHzj4zzw0BNMm9797rzjNi+WEGLIJGASor8ccBVpeP6uo7UoWia10UpreKqOg2CBjXZMEbtLx1Wi4Z9nYU6xw/7Yu3ZU4Tqk4T6kozUpHKU4yEFK2kowD/cQ/Dn0OF3Y4xTYKOhYdO6AfjSU9iB4uo3/NIvMmhzYCNOmz2DO3Pmj21AhxJgjAZMQ/RGAmA91Yv6p47gdgnk2zpEw30OBneZgJzkY1RpxrxkEp9v451rYE4Y4TeeAXnM8UCrSUV6wJjgEp9noNToOTrdTWQDxxFNKKbOZTSONHfu6nSy2m824R4Pyg1GhYSdA29kmgRl2aMF9zWi3TAgxlknAJEQftEaF5z0d16caVqaNnTTMNzTAnGyj2sB9UMMo1wicahGYaeEMdAsPG4xKheugjuuwhgqANcHGPuHp/+6mstp56tzsr/mEK377Vb7znR+wkEU4OPgmBLHddke5WI9n9FMK2KDXKrRWRWCajX+BhZ0WaUmghBBjlQRMQvTCKA1Nwem1iuAUe0SfGHNiIZgfmqbzvGNglGgE5lkEp342TVdTXcWvn3+GK1Zd0zlgscAo00IBV6mGssDMsHF6eJS+S7Bjh6538qB8QRX8FlL+z0SSJmTg3q9jHNbAASvLHva1Vv2hWkOjStYEh9bPmwSn2WN2LZYQIjJJwCREdyxw79Xx7NHBDgUuo7WFhp3qYCdZGNWKuNcNAgWhp+msDIeammoe3rSB875wUSjoCYKrVMN1IDQyhQIrwx7YyJQZqsNKd2g708SsPT5Ko4GZ42BOMjEqVOfAKXOA9wiX4yNomAr/HIvAfGv4RwCFEFFJAiYhTqJaIeY9g5j9GlaqM+KP+XdLB3OSg/I5uAs1XBUa/lMtlBU6rQLgOqiFgpgqheMCc6LdcxLNngTAdUTHnGLTdqYZ6nvtSWUiJHBSzWDU6FhZNv7TTIJ5oxfUCiHGPwmYxLjU295oACUfHwKg8NODnY7H1LuZ8HESsdUenDxITx39DMQ11VWd1xdp4DpqEPMHF83BOgCaf1dHk7sW02PhTwniWA5UhYr3d32RagOjQicww8K31Oxx+u7EdvQUONlZdh8XD4EJRmVo9My3wCQw18KJG77bCSEESMAkxqGe9kZrF0ccK1jBYhbzu+ufYT/7qaee2czmTM4knnhKKMHGHvX90Wqqq7j91nXdntPQSCKJpSzl5ee28luew8Lqtmxf/dCaQK/T8M818S22BjYy1U3g5DqigR9UDGFd4+RqNnCV6JiTbfwLTczJzqhmRxdCRA8JmMS40z6ylJSUjK53fosbjsHy4HI+Z82mWqsh08lgCZ+nRqthqp2PlxZqtFo8diytbd5R3x+t/f7r1t1ITk7OgK/vzz5v2lGF1qLwLbHwz7MG/6/CCYGTq1JBLeh7NDQbNP/Q5spUUFFAAYZfw3eOSWD28Cf2FEKIE0nAJMYtXTdwuVwdf1eO4vPBJcxhDmXuI/hVgDpbkWvnclSvx0DHozzEaG78BEax5V3l5OQwrSD8Gaj1SoWyFb5lJoFZYdrL7njgxBLwZgZDi+f/5qKAApRvEDeoBXdFDCWUULX0KAkLMsPQSCGEGBhZIinGLcsyCQaDHV8z2mYw1z+HMqcMr9VGWiCNFDOVt9Rb7NB2sF1/mTq7jtxALhPMtNFu/vCyQykTMBStK0wCs4dh418NrMkOreeaVJ15lEMcwn3UBYVAWz+u9wGfhtravKSJ7WzHNyGyAlkhRPSQEaZxosd8PFGoffPUpqbGjmPTmc5cTqWMMhpoIIMMdvImzTRziNAC8ArK+JiPmMlMFrKQmcwk0exr5fMYZIHrSChnUduZJlb2MD8FqEFbpp+XeZlj5zSS4+SGgiYbmASc/FSdQ2jBegswG5zF0Frahsng9+wTQoihkoBpnOiSjyeKTc2fxmtv7u5Yy+Spc5O5Ow1lK/xJQeKrPPzD/ICnfvlUjxuxGl6drKp0MpuzUMWhR/RHJc9QuAXBdVjDzHVoW2b2K2VCZmYWa9fdTGbm0J4YdHAITAzgnAaUgfonXQMnL1AOpIOzDJhFKAFl6ZBuLYQQQyYBkxiX2nec144p4j410NIUVpqNUa0TPNsiKTEDftn3RqzemiDuT3RcRaHH2M2Jx/clG4NUG7jKdQKnWLQtNXES+nddZtZErr/xlrC0Yf/+fZ/9JQvcyk3soVg8u92ogIbjcmib1oZ3aiuW34IPu7lOCCFGgQRMot/G2rSfaoXYv4W2NbGTHIxaDf9pJr4FFs7Bvq8HsDId2tJNggUaMR/ruEo17HgHKyMCklkOgOHVMSo1fHNN/ItH/gmz9mnSq6+6qss5hSKbbFy4UCgOcxiH7r+/7fUIIcRIk4BJ9NuYmvYLgufvBsZhHcftoAKKtmXHFzcP9FEHDcw8GzPbxl2k4f6njqtYx9U2Nn580kknptGF7ywL//whpA0YgpOnSU9WeOggP/zBd3qcIoVQsNQ+ciiEECNtbPyLL8RA2BCzRyfm4+PbdUxw8C21MKcMMfu0GwKzbIK5Nu4DOvqfFTOYgdYWuQ+bumpdxBFH3bwG4hakj+pzsf0JdvqaIh2KcK3FEkJEp8j9l16IQXLv1fH8QwdTESywaT3PHHqwdAInHvwLLSqXHeVDPsQ4ZkAR4A/bLYbOBkoAzeFVXqVpmjfqf9rb12JF/OioECIiRfQ/obZt84tf/IJLLrmEefPmcfrpp3P99ddTXl7eUWb37t2sWrWK+fPns3jxYm644Qaqq6s71XPw4EGuu+46li1bxpw5c7j00kvZvn17pzKBQIANGzawfPly5syZw0UXXcTvfve7EemnCB9XsYbnPR1lgv80i9aVQewJw7PeKJAc5HVep2FFI0wl9CRXOfSwO8nIsQg9fZYCDWc0daRNEEIIMXgRHTBt2LCBhx9+mGuvvZZt27axceNGPvnkE6666ioCgQBFRUWsXr2a3Nxctm7dyuOPP05FRQVr1qwhGAwCUF1dzTe/+U1M02Tz5s289NJLfOELX2DdunW88sorHfe688472bp1K+vXr2fbtm18/etf5/bbb+8SWInIpVcqPH8zwIK20y3alpkjsilrYGIA50vgXAQkAYeAOuhh3fIwN+b4/XND7QlmBUehEUIIMf5E7Bom0zR59dVXWbNmDZdeeikAubm5rF27lptuuokDBw7wq1/9itTUVO6++24MI9SV++67j4suuohXXnmFSy65hB07dtDQ0MBdd93FpEmTAPj+97/Ptm3b+P3vf88FF1xAeXk5W7du5a677uLcc88F4Oqrr+bDDz/kwQcf5OKLLx6db4LoN61eEfu2AQ60LTcJnjIMmat7cOIj72qqItaJJe5ALMZHBvYEC9Nl4RgOjt55o9iysrLwNqQNOALMBGcFoeDtSHhvIYQQ0SpiAybDMHjjjTe6HNe00KCYy+XirbfeYsWKFR3BEkBBQQE5OTm8+eabXHLJJR3HdV3vVI/b7e74865du3Ach3POOadTmeXLl7Nt2zZKS0vJzc0NR7ciXklxYc9PMn0aeha/8GDvz+SP9NNMWoMi9m86jga+c4KhHexHQG+PyqeQwixm4cPHXOaSQgrGST9uFha55JLsTUCrV2A4OC5wDEI/mQMJ+JqAKnAWAMsA2ZhWCCHCKmIDpu7s3buXRx99lJUrV5Kbm0tNTQ1TpkzpUi4vL4+ioiIALrjgAh566CH+8z//k5/+9KfExcXxpz/9iU8//ZQbb7wRgOLiYtxuN1lZnZ+eaa+7qKgoKgKmkuJCzl++GAAdnaQTfqWSShJJnMZpbL/hBfaxjwoqeqzrtTd3j0jQpNUrPO/pODr4zzax0kduHqyvR+WLCg9y49rv8O371nJKziy0oNbxpQcVuk8nXsWTmpABflABDa0VCIIyAQfiqzycwik0vN9AaVVpx0iVY3z2pXt19GadllO9eBO9sPezNkjCRyGECI8xETDdf//9PPvss1iWxapVq7j55pupr68HID6+615fCQkJHQvD09LS+OUvf8l3v/tdFi1ahGEYKKX42c9+xooVKwBoaWnpsR6A5ubmHtumVOirN+3n+yo3FCfeY0D3cUIZoLVmBQcsFrOYgtgC0rV0PE4sscf3A7GwaVNtTCaXNCeVBSxkv36AT4xPaNAaOqqzTJOmpka83pZObRmOvuuVCs+7Bo7h4FtmYac6/R6UycrK4gfrbiYrK2tIbcsv6DkoPD4YytTTpjFjzud6LNdKEGxQflABhQoAAVB+hbfIz1+f/Cvv/eo9Eo7/iiUW1/FfAQJ8yIf48LGPfb0mfBzO99/JBvq6D/r9G2FG4mc9Uknfpe9jzUDbPCYCptWrV3PZZZexd+9eNm7cSHFxMffcc0+/rq2rq+P73/8+eXl5/OxnPyMuLo7XX3+dO++8k+Tk5I41S4OVPyml22Crp7LDpaE6EYCczEQKJvdwnyChqZv2r6NANaFNTltBL5nE2ZyNoQwCRoAW1cxR6nBU5w/hcrzE2/EsthYy0z6FvfpeDhgHaNPaCGqq23aEte8OcBD4B6F1OhcCGQOromByCksX3he+NnWj/TWZnNHLa9KHKWefyv878/91DtptUEGFCigO7D3A0997mi1btjB79uxu60hMTOSUU04Z1P2Hqr+ve7/ev2PIcP6sRzrpe3Qai333ege2z9WYCJjS0tJIS0tj+vTp5Ofnc/nll/P2228DdDsd0tzcTHJyMgBPPfUUR48e5cUXX+wIbObNm8ehQ4f4z//8T84991wSExPxer3d1gOQlJTUY9uKKxqIi+v9SSSlQm+m4ooGnGGaMSqrae74PaWsAeUNjRppLQqtSaHVKvRGhWpToZEMh9B6GY+DHevgxEF5cgOf8ikJWhKGOmHNVzdtblYtNOstpDqpnO4/nfzgNP7p+oj99oHP2lHeEP6+m+D+p45nj47jgdaVQayAE3qcP8KU1zZ3/J5S3jDoevS4DFLiuo8IY9saAUickENKVkGPdRQN4f6DMdDXvdP7d4TbGk4j8bMeqaTv0vex1vfW1q6f+72J2ICpvr6ed955hyVLlpCR8dmHxYwZoW0TysrKyM7O5vDhw12uLSkpYenSpQAUFhYyefLkLqNA+fn5/OUvf8FxHAoKCggEAlRWVpKdnd2pHoDp06f32E7Hod9vkoGU7U6vC7IPhRZi171USf2OTIw2Dd2vo47nazRjHFxJBhNyM3Bi6DahhHPiH/rZzmPqGA1aA5l2Jit9K8l3CtjJX3Gszn0dat8hNHUYs1vH808dOxbalpqY2c7oPL7fD+39DUffR/MeQ9HfdkV6PwZqvPRjMKTvo92K0TEW+z7Q9kZswOT3+1m3bh0/+tGPuPbaazuO79+/HwitQVmxYgU7duwgGAzicoWG1vbu3UtFRUXHVNukSZPYs2cPbW1txMbGdtRTWFhIdnY2SinOPvtsNE1jx44drFq1qqPMa6+9xsyZMzvSEYymExdkdyeRRBaykL89+jpv8xqtx39ZJ2VRvPveTWHPdOwoh2q9GsMxmBjM4st8mczdaehZCjs7PD9B2jGF5x0d9wEdJ9bBt9giWBC+7N1idMm2JUKISBexiSuzs7P56le/ymOPPcbvfvc7jhw5wt/+9jduv/12MjIyuPDCC1mzZg1er5fbbruN4uJiPvroI2699Vbmz5/PeeedB8AVV1yBz+fjxz/+MZ988gnFxcU89dRT/OUvf+FrX/saEAq+rrzySh566CF27NhBeXk5mzdv5o033mDdunWj+W3ot3zyiSEGhSJIEC/eLsHScDOVyRGtlEoqSSyLJf4VFzF/0+FY/+uoqa7iwY33UVNd1XHMKFfE7TBwH9JBd/DPtwicOtrptEU4ybYlQohIF7EjTAB33XUXmZmZPProo1RXV5Oens6iRYtYt24dSUlJJCUl8eyzz7JhwwYuvfRSPB4PK1eu5JZbbunI1zRz5kw2b97Mo48+yje+8Q2CwSBTpkzh1ltv5Zvf/GbHvW699VYSEhJYv3499fX15Ofns2nTJlauXDla3e+kt0fYtaDi2B+quPoX/8rqtWtZqC3AaHHh6A6BpCBmnAUKYj2eEflAaqONlsk+MhLs0J5uDeDO1gnMsHBie7+2pqaahzdt4LwvXERm5kTcBzQ87xngB0eHwGwb30IrgkN9IYQQ41FEB0xut5t169b1Osozd+5ctmzZ0ms9Z5xxBmeccUavZQzD6PNeo63bvEYWxP3Z4J9pHwKQftEkkqdPxKjSMEo0jHINrQUcD1iJ9ogu97GTIJhkgwOxfzNwFWr451gE823o6+EEM7ReKeZDHSfOQbMVZp6F73QT3H1cK4QQQoRZRAdMog8OxHyo4yrWwP1ZKOTEQjDfJphvozWBXqnhKtYwqjVUhcJOsLFTndDi7+GmgHQIYqFVK+LeMCh/u4KayUdpzfR1GSlqzyJev62KhmANvgkB3FUGwQST6pR6goUmMPLZxIUQQkQ3CZjGMPdejZj3dVAQnNr9Amg7Cewkm+AMG61eYVRquIo09BoNFQA72cFKcYb/naCBNdGhqqyKJ+94EIXi4PFffvykkEIGGaSSykIW8u7jb7CN35JGGjY2/8v/Un5S7oCRyiYuhBBCSMA0RrkKNTx/N1AmWBOcvrcEUWBPcAhMsAjMttBrFUZFKHhylWqgwNVsoA3n4qAgBBsDBAnyb//yb0zITseX68dd40L36tixNnashRVrY3ts9GYd3avTtLSJ7+R9t6Oa/fv3cfVVV/WYYkEIIYQINwmYxiCjVCP2bwaOy0EFFcGp9sCm1/TQaI810cI/x8Ko1jDKFNoumMY0YiwPjVojzap5YBvAnsgG1QJ6m4JjYNTrOIaDZipqqMF9sYdJZ0wObQFyGCgilE9pEhADHE9s7XwJWDTINkQBeRxfCCFGhgRMY4xerfC8rYMJVqaD8imsyTbUD7JCN5i5NmYulBu1vPTgS8zXF5Dn5JFpZ+JTPo5px2hVrT3X4YAHD/FOPDGWB5MA8VUe9DgNO8mBU6HNDmIlOpSX1rL1wa18xXUZ3pbjWVYnghs3cftjiXnbgxNjo/k0Wk710uK0wJ7Ot5MNZT/T/ji+EEKI4SUB0xiiHVPEvm2gNSvMKTZ6jcKa4GBmOoMPmE5geWwOcYgavZYULZXJ9iQKrAKygxPJcrJoVs3Uq2M4OCQ48cQRj4fQ0JYPH17lpVgVU0IxFyz7GvGfT4dEIAeC5TaOA7FtcQBcfdVVXe6vozOVqcQSSzrp7GIXQXredqZ9c2QhhBBiuEnANEaoZoh920CvVQTzbFCgtSj8cy1whWdqpj0AaWpqpIlGjlDC33ibdNLJIYdccqmmmlM5lTZaKeUIFVTQcMIvm9Dic73AhZPYdTfo3vJJQWiLlx/+4Dts3LSZG2au77WtsuBbCCHESJGAaQxQbRD7joFxRIVyGGmhY44HrEmhACUcUzN9BjMHDvLDdd/hm3d/l7y507Bd3S807yuY6U+gUzDzFObMnd+/hgshhBDDTAKmSBcEz7sGrkKdYJ4FeuiwXq+wMm2sCeFNRdmfYCZ3YQGfmzsvrPcVQgghIplsMBHJLPC8r+Pep2HmWJ9lx3ZA+bXQ5rPyCkaszMws7rzzTnmCTQghxgH5uI1UDsR8FNoaxMzunDZAawY73sGcOJIbnYiBysyayPr162VDWSGEGAckYIpQ7v2hLN5WuoMT3/mcdkzDnGRjp0jAJIQQQowECZgikKtQw/OugZ3ohPIYncgGZYHZw1Yow0mSJAohhIhWsug7whhlCs/fDBzDwU7rOoKkNSrsZAczexQCJkmSKIQQIkrJCFME0WsUnrcNVBCsrO6n2/SGUB4mJ3aEGyeEEEJEMQmYIoR2TBG7y0BrUpiTexg9CoKjhbYyEUIIIcTIkYApAqiW41m8a1QoGOphw1v9mMJOczB7GH0SQgghxPCQgGmUKR/E/u14Fu8pvedV0pqPZ/p29VxGCCGEEOEnAdNoCkLMuwauQ3pof7heluCrNnDcYE6S6TghhBBipEnANFqOZ/GO2XtSFu8eaA0KK9PBypDpOCGEEGKkScA0GtqzeH90PIu3p+/yWqtGcJolr5gQQggxCuTjdxR0ZPFO65rFuzvKC45shSKEEEKMGgmYRpir6HgW7wQHO7l/AZBerxGUrVCEEEKIUSMB0wjSy0/I4j2hn8GPDcoEM6/ndANCCCGEGF6yNUqYlBQX0tLS0u05paDlk1TMV1zorQZtWX443LlMrMfT7a72WqPCThqdrVCEEEIIESIBUxiUFBdy/vLFPZ43MLiMy8gmmyKKeix3972bugRNeqPC/zmrX2udhBBCCDE8JGAKg/aRpWd/+UtmzZrd5bzm08h4ZQJBt4md0HWkqKysjE2bNtLm83U+YQIOmLmydkkIIYQYTRIwhdGsWbNZuHBh1xOtYOzXsGJsSOp/fXqDwkpzMLNkOk4IIYQYTbLoO4JpjYpggQ0xo92SkZOZmcXadTeTmZk12k0RQgghOsgIU4RS/ujcCiUzayLX33jLaDdDCCGE6ERGmCKUVq+w0mUrFCGEECISSMAUoUJbodigj3ZLhBBCCCEBUwRSXnDiJPeSEEIIESkkYIpA+jENc6KNnSrTcUIIIUQkkIAp0tihBd/BfNkKRQghhIgUEjBFGK1ZYSch03FCCCFEBJGAKcLoxxTBHAsnYbRbIoQQQoh2ER0w2bbNL37xCy655BLmzZvH6aefzvXXX095eXlHmd27d7Nq1Srmz5/P4sWLueGGG6iuru5S1/PPP88FF1zA3LlzueCCC/jVr37V6XwgEGDDhg0sX76cOXPmcNFFF/G73/1u2Pt4ImUR2gpliqxdEkIIISJJRAdMGzZs4OGHH+baa69l27ZtbNy4kU8++YSrrrqKQCBAUVERq1evJjc3l61bt/L4449TUVHBmjVrCAaDHfU888wz/Nd//Rff//73efnll7niiiv46U9/yksvvdRR5s4772Tr1q2sX7+ebdu28fWvf53bb7+d7du3j1h/XS0urBQHa6JMxwkhhBCRJGIzfZumyauvvsqaNWu49NJLAcjNzWXt2rXcdNNNHDhwgF/96lekpqZy9913Yxihrtx3331cdNFFvPLKK1xyySW0trby8MMPc/311/PlL38ZgGuuuYaJEyeSn58PQHl5OVu3buWuu+7i3HPPBeDqq6/mww8/5MEHH+Tiiy8ekT67mg2C+TaOZ0RuJ4QQQoh+itgRJsMweOONN/j3f//3Tsc1LdRkl8vFW2+9xVlnndURLAEUFBSQk5PDm2++CcDbb79NS0tLR7DU7sILL2TmzJkA7Nq1C8dxOOecczqVWb58OSUlJZSWloa7e13EEIOj25g5MrokhBBCRJqIHWHqzt69e3n00UdZuXIlubm51NTUMGXKlC7l8vLyKCoqAmDfvn0kJydTWlrKDTfcwMGDB8nIyOC73/0ul1xyCQDFxcW43W6ysjpv+Nped1FREbm5ud22SanQ11ClkUYgNYid6YSlvkjR3pfx1Kf+kr5HX9+jtd8gfT/x92gylvs+0DaPiYDp/vvv59lnn8WyLFatWsXNN99MfX09APHx8V3KJyQkdCwMr6urwzRN1q9fzw9+8AMyMjL4n//5H374wx9iGAYXXnghLS0tPdYD0Nzc3GPb8ielEGhOBMDQNQy9m0G749ub6LrW7VYnuqaRRBLxcxUFeSm9fSvGrPxJKaPdhFEjfY8+0dpvkL5Hq7HYd6/XNaDyYyJgWr16NZdddhl79+5l48aNFBcXc8899/TrWtM08Xq93HzzzZxxxhkAzJ07l3/+8588+uijXHjhhUNqW3FFA2U1oYDKtGxMq5spNQsMNCzLBqvraccLrbRyWD9GTHnDkNoTaZQK/SAVVzTgRNnDf9L36Ot7tPYbpO/S97HX99ZW74DKj4mAKS0tjbS0NKZPn05+fj6XX345b7/9NgAtLS1dyjc3N5OcnAxAYmJo9Gfu3LmdyixevJjnnnsO27ZJTEzE6+36jWsfWUpKSuqxbY7DkN8kRqNBBRX4k4Jj7g3XX+H4Po1V0vfRbsXIi9Z+g/Rd+j52DLS9Ebvou76+nu3bt1NbW9vp+IwZMwAoKysjOzubw4cPd7m2pKSEadOmATB16lQAGhoaOpWxbZu4uDg0TaOgoIBAIEBlZWWXegCmT58ehh71wAHNr/iUT2UrFCGEECJCRWzA5Pf7WbduHb///e87Hd+/fz8AWVlZrFixgp07d3bKubR3714qKio60gOcffbZaJrGa6+91qmePXv2dARf7WV27NjRqcxrr73GzJkzmTRpUri795lGsOJtyigbvnsIIYQQYkgidkouOzubr371qzz22GOkpaWxZMkSysvLueeee8jIyODCCy/kjDPO4KWXXuK2227juuuuo7m5mTvuuIP58+dz3nnnATB58mS+9rWv8eCDD5KVlcXMmTP5zW9+wyeffMLmzZuBUPB15ZVX8tBDD5Gdnc3MmTPZvn07b7zxBo899tjwdrQe/Nl+mmga3vsIIYQQYtAiNmACuOuuu8jMzOTRRx+lurqa9PR0Fi1axLp160hKSiIpKYlnn32WDRs2cOmll+LxeFi5ciW33HJLR74mgDvuuIMJEyZw3333cfToUaZOncrjjz/O8uXLO8rceuutJCQksH79eurr68nPz2fTpk2sXLly+DpoATb4JweG7x5CCCGEGLKIDpjcbjfr1q1j3bp1PZaZO3cuW7Zs6bUel8vF9ddfz/XXX99jGcMw+rxX2B0DUiGQIQGTEEIIEckidg1TVDgGzjRwPGPs0QIhhBAiykjANFoChJJY5o12Q4QQQgjRFwmYRstRIAPIHu2GCCGEEKIvEjCNlmZwZgADy8wuhBBCiFEgAdNoaAU8QPf7+QohhBAiwkjANBqOApMITckJIYQQIuJJwDTSHKAVnOnId18IIYQYI+Qje6Q1A0lAzmg3RAghhBD9JQHTSDsKTAFSR7shQgghhOgvCZhGkg2Y4BSMdkOEEEIIMRASMI2k41uhMHm0GyKEEEKIgZCAaSQ1Hh9dih/thgghhBBiICRgGkkJwNTRboQQQgghBkoCppGUiWyFIoQQQoxBxmg3YDzZv39ft8c1n0Z6eRrevFa8H7f2+zohhBBCRAYJmMIgISEBgKuvuqrb827cXMRFvMM7VFPdZz1CCCGEiCwSMA2CZVkdf66rqyUhMYnf/uFVvF5vt+WVgpz4JL7qvQbH6b7O+Ph4EhKTqKurHY4mjxqlIMEVoK6usce+j1fS9+jre7T2G6Tv0vex1/fW1s8+s0/8XO+JBEyDUFpa2vHnc5ctGMWWCCGEEGKoSktLOfXUU3stI4u+hRBCCCH6ICNMg5Cbm9vx53c+OEhcXFyv5ZWC/EkpFFc0jLkhy6GSvkvfo6nv0dpvkL5L38de31tbW1m6YAbQ+XO9JxIwDYKu6x1/jouLIy6u90yUSoXWKMXFBcfcG2qopO/S92jqe7T2G6Tv0vex3fcTP9d7IlNyQgghhBB9kIBJCCGEEKIPEjAJIYQQQvRBAiYhhBBCiD5IwCSEEEII0QcJmIQQQggh+iABkxBCCCFEHyRgEkIIIYTogwRMQgghhBB9kIBJCCGEEKIPEjAJIYQQQvRhTARMzzzzDHPmzGHdunVdzu3evZtVq1Yxf/58Fi9ezA033EB1dXWnMlVVVdxwww0sWbKEefPmceWVV/LBBx90KhMIBNiwYQPLly9nzpw5XHTRRfzud78b1n4JIYQQYmyI6ICpoaGB7373uzz11FPExMR0OV9UVMTq1avJzc1l69atPP7441RUVLBmzRqCwSAQCoS+9a1vUVpaylNPPcVvf/tb8vPz+fa3v01paWlHXXfeeSdbt25l/fr1bNu2ja9//evcfvvtbN++fcT6K4QQQojIFNEB05/+9CdaW1v5/e9/T3JycpfzmzdvJjU1lbvvvpuCggIWLVrEfffdx8GDB3nllVcA2L59O0VFRdx///3MmzePmTNnctddd5GUlMTmzZsBKC8vZ+vWraxbt45zzz2XvLw8rr76ai666CIefPDBEe2zEEIIISJPRAdMK1as4Omnn2bChAndnn/rrbc466yzMAyj41hBQQE5OTm8+eabAOzcuZO8vDwKCgo6yhiGwZlnntlRZteuXTiOwznnnNOp/uXLl1NSUtJpJEoIIYQQ0SeiA6bc3Fx0Xe/2nNfrpaamhilTpnQ5l5eXR1FREQDFxcXk5uZ2W6ayspK2tjaKi4txu91kZWV1KtNed3tdQgghhIhORt9FIlNLSwsA8fHxXc4lJCRQXl4OhAKrnJycbssANDc309LS0mM97WV6olToqzft5/sqNx5J36Xv0SRa+w3S9xN/jyZjue8DbfOYDZgiRf6klG6DrZ7KRivpe3SK1r5Ha79B+h6txmLfvV7XgMqP2YApMTER+Gyk6UTNzc0di8QTExPxer3dllFKkZSU1GsZgKSkpB7bUVzRQFxcsNe2KhV6MxVXNOA4vRYdd6Tv0vdo6nu09huk79L3sdf31taun/u9GbMBU1xcHNnZ2Rw+fLjLuZKSEpYuXQqEFoHv2bOn2zKTJ0/G4/FQUFBAIBCgsrKS7OzsTmUApk+f3mM7HId+v0kGUna8kb6PditGR7T2PVr7DdL3sd73VuXFcFy4cQ/ourHY94G2d8wGTBB6im7Hjh0Eg0FcrtDQ2t69e6moqODcc88F4JxzzuEPf/gDhw4d6gh8AoEAO3fu5OKLLwbg7LPPRtM0duzYwapVqzrqf+2115g5cyaTJk0a4Z4JIYQQQ/eNx9/gqNfX7/LHlr2Cuz6T+H0L+n3NxJQ4nlm9YjDNG1MiOmBqaGjoSEBpWRZ+v5/a2logNNW2Zs0aXnrpJW677Tauu+46mpubueOOO5g/fz7nnXceAF/84heZPXs2N910E+vXrychIYFHHnmEYDDImjVrAMjKyuLKK6/koYceIjs7m5kzZ7J9+3beeOMNHnvssdHpvBBCCDFER70+Au6el5WcyDEC+CbVYBkxuAr7dw1AdWPPD0aNJxEdMK1du5a///3vHX+vqqri9ddfB+Dee+/lq1/9Ks8++ywbNmzg0ksvxePxsHLlSm655RY0LZQxwTAMnnzySe69915Wr15NIBBgwYIFPPfcc0ycOLGj7ltvvZWEhATWr19PfX09+fn5bNq0iZUrV45sp4UQQohRYCbXYXtaMdOqcZSFcrpP6xOtIjpgeu655/osM3fuXLZs2dJrmfT0dB544IFeyxiGwbp167rdr04IIYQY76zjAZMyXdjxTegtqaPdpIgS0YkrhRBCCDEyzJRqlK1jx7RhJR4b7eZEHAmYhBBCiCjnKJtgZhlaWzwoBytBAqaTScAkhBBCRDk7vhErvhHNFweOwkyuG+0mRRwJmIQQQogoZybX4cS0ofxxaAEPZloVDmMssdIwk4BJCCGEiHJmSi2OslGOhgp4sOKbcGJaR7tZEUUCJiGEECLKmenlKDOU3Vvzx+LIwu8uJGASQgghopjt8mGmVofWLwFYBo5uSsB0EgmYhBBCiCjWnn9J84cCJoUCwEysH81mRRwJmIQQQogoZqbU4egmmK6OYyroxpxQNYqtijwSMAkhhBBRzEytAkd1jCwBaAEPVlIdjhEYxZZFFgmYhBBCiCjlKItgRhmaP7bTceWPxY7xyTqmE0jAJIQQQkQpK6EBO675swXfx6lgDI7LLxm/TyABkxBCCBGlrJQ67Jg2VOCkESZZ+N2FBExCCCFElDKTawFQTtdwQFkGVkrNSDcpYknAJIQQQkSpYEYZKuju9pwKeDDTanCUNcKtikwSMAkhhBBRyI5pxUyp7ci/dDLN78H2eLHjm0a4ZZFJAiYhhBAiCpnJdTie1i4LvtupgAfHLU/KtZOASQghhIhCVnItjmaiLFe355Wj4yhHAqbjJGASQggholAwrQrl6L2WUY7CTKoboRZFNgmYhBBCiCjjaBZmRjmqh+m4dirgwZxQgYMzQi2LXBIwCSGEEFHGSqzHim1B88X2Wk75Y7Him7FjvSPUssglAZMQQggRZczkOhy3DxXw9FpOO77w25aM3xIwCSGEENHGPJ6QUvUVBlgGjm7Kwm8kYBJCCCGiioNDMLMULRDTZ9mOLVKSjg53syKeBExCCCFEFHE8XqykelQPCStPpgVjMNOqhrlVkU8CJiGEECKKmMl1ODE9J6w8mfJ7sJKOYrt8w9yyyCYBkxBCCBFFrJRaHM1C2Ua/yqtALLbbh5XQMLwNi3ASMAkhhBBRJDihst/BEoAKunFcAewoX/gtAZMQQggRJRw9iDmhot/TcXDCwm8JmIQQQggRDaykeqxYL8rfe8LKkynLwEqtHqZWjQ0SMAkhhBBRwkyuBVffCStPpvwezNQaHM0appZFPgmYhBBCiChhptTgoDqm2fpLC8Rix7RixTcMT8PGAAmYhBBCiCgQSlhZhjbA0SUIbcLruH1RnfFbAiYhhBAiCthxzVgJx1ADWPDdTjkajnKi+km5MR8wmabJU089xSWXXMK8efNYunQp//Ef/0FtbW1Hmd27d7Nq1Srmz5/P4sWLueGGG6iu7rx4raqqihtuuIElS5Ywb948rrzySj744IOR7o4QQggxLKzkOhxPG1o/M3yfTDkaZnJdmFs1dvQrYNq9ezdFRUUdf3/++ef50pe+xIIFC7jkkkv49a9/PWwN7MuDDz7Igw8+yLXXXsu2bdt48MEH+cc//sG1116LaZoUFRWxevVqcnNz2bp1K48//jgVFRWsWbOGYDAIQCAQ4Fvf+halpaU89dRT/Pa3vyU/P59vf/vblJaWjlrfhBBCiHAxU2pxlIWy9UFdr/wezAmVODhhbtnY0K+Aaf369dTUhHY2fv755/mv//ovzj//fNavX8/555/PAw88wPPPPz+sDe3Jiy++yJe+9CUuvfRScnNzOf300/n+97/Pvn37OHjwIJs3byY1NZW7776bgoICFi1axH333cfBgwd55ZVXANi+fTtFRUXcf//9zJs3j5kzZ3LXXXeRlJTE5s2bR6VfQgghRDgFJ5SjLNegr1cBD1ZsM3ZsSxhbNXb0K9XnkSNHyM3NBeC3v/0tP/nJT7jssss6zs+cOZMHH3yQVatWDU8r+6DrnaNlt9vd8ee33nqLFStWYBifdbWgoICcnBzefPNNLrnkEnbu3EleXh4FBQUdZQzD4Mwzz+TNN98c/g4IIYQQw8gxApgTqgaUsPJkmj8WM6ERK/EYeltiGFs3NvRrhCk+Pp5jx0ILvWpqapg9e3an86eeeiqVlZXhb10/XHHFFbz88sv8/e9/B6Curo5f/OIXnHbaaUyZMoWamhqmTJnS5bq8vLyOacbi4uKOgPDkMpWVlbS1tQ1vJ4QQQohhZCYdxfa0oga5fglA2QaOZkXtk3L9GmFasWIFzz//PPfeey+nn346L7/8MrNmzeo4v337dqZOnTpcbezV97//fdra2vjmN7+Jy+UiGAyycOFC/u///b94vV4gFPCdLCEhgfLycgC8Xi85OTndlgFobm4mNrb7rKhKhb56036+r3LjkfRd+h5NorXfIH0/8fdIZKXU4hh+VNDdd+HeOGAlHu1yOJL73pOBtrlfAdMPf/hDrrjiCq688krmz5/PM888w3vvvce0adMoLi7mH//4B4888shg2jtkv/jFL/jVr37FHXfcwaJFiygvL+e///u/Wbt2Lf/5n/857PfPn5TSbUDWU9loJX2PTtHa92jtN0jfI406HhWYKdUwiISVJ9OCMZgTus4oRWLf++L1Dmw9V78CpoyMDLZu3crmzZt5/fXXcRyHjz76iKqqKhYsWMCvf/1r5s6dO6gGD0VDQwMbN27ke9/7Ht/4xjcAmD17Njk5OVx66aXs3r0bgJaWrgvUmpubSU5OBiAxMbFjNOrkMkopkpKSemxDcUUDcXHBXtupVOjNVFzRgBNlDxdI36Xv0dT3aO03SN8jte+O4+AoO5SwcoD7x3VHBWKxEo9hu3xowc8SYEZi3/vS2tr1c783/QqYIBRU3Hjjjdx4440DbtRwOXLkCMFgkBkzZnQ6np+fD0BpaSnZ2dkcPny4y7UlJSUsXboUCC0C37NnT7dlJk+ejMfTc1ZUx6Hfb5KBlB1vpO+j3YrREa19j9Z+g/Q9EvtuxzdixTcOacF3OxXwhDbwTTyGVp/dcTxS+96bgba33wFTd3w+H//4xz8oKSmhqakJgKSkJKZOncppp53Wa6ARDpMnTwbg0KFDnH/++R3HCwsLO86vWLGCHTt2EAwGcblCw2979+6loqKCc889F4BzzjmHP/zhDxw6dIjp06cDodxMO3fu5OKLLx7WPgghhBDDyUw+ihPThmpKG3JdKujGMQJYicdwnRAwRYNBBUyNjY1s2rSJP/zhD/h8vm7LeDwevvKVr3DDDTd0TH2F24QJE7j44ot58sknyc7OZuHChVRXV3PPPfeQkZHBypUrWbRoES+99BK33XYb1113Hc3Nzdxxxx3Mnz+f8847D4AvfvGLzJ49m5tuuon169eTkJDAI488QjAYZM2aNcPSdiGEEGIkmMk1OMpGOYNLWHmi9jVQVmL9kOsaawYcMDU1NXHFFVdQVFREbGwsZ555JlOnTu14oqylpYWSkhL27NnDr3/9a959911eeOEFEhOHJ2fDz372Mx566CE2bdpEbW0tCQkJLFmyhI0bN5KcnExycjLPPvssGzZs4NJLL8Xj8bBy5UpuueUWNC2UVcEwDJ588knuvfdeVq9eTSAQYMGCBTz33HNMnDhxWNothBBCjAQzoxxlDvHpuBMo04WZVt13wXFmwAHTz3/+c4qKirjmmmtYu3Ztj0+Ieb1eHnroIZ599lkeeeQRbrnlliE3tjtxcXHccsstvdY/d+5ctmzZ0ms96enpPPDAA+FunhBCCDFqbJcfM7U6LOuX2mkBD1ZKDY5mouwhrewZUwa8+e5rr73G0qVLueWWW3p9nD4+Pp5bb72Vz3/+87z66qtDaqQQQgghBs5MqceOGfyGu91Rfg92TBtWQkPY6hwLBhww1dbWMm/evH6XP+2006itrR3obYQQQggxRGbKURwjAObg95A7mQp6cFx+rMSGsNU5Fgw4YEpJSaG4uLjf5QsLC0lJSRnobYQQQggxRIG0GnC0ISesPJFyNBzlYCVE1xYpA558POuss/j973/P888/3+dmu1u2bGHHjh2dNuoVQggxfq16/A2OtnT/9PTJgil1tM78J0nvnd3vtTAT4j1s+beVQ2li1LCwCGZWhCVh5cmUrWGmRtfC7wEHTDfccAN//etfufvuu3n66adZtmwZ+fn5nZ6SKy4uZteuXZSXlzNhwgSuv/76sDdcCCFE5Dna4iPg7nl3hBO1zPo7bdMPoVfOw12V37/6vU1DaV5UqdNqsOJb0HwpYa9bBTyYaVU4yg573ZFqwAFTVlYWL7zwAuvXr2fXrl288MILHXvVtHOOp89ctmwZ69evJysrKzytFUIIMS5Y8Y348vZhJzTgn/xpvwMm0X9VegV2jA+9OfwjTFogFjvWix3bDIEBr+4Zkwb1PGBubi5PPfUUpaWlvPPOOxQXF3fs15aQkEB+fj5Lly4lNzc3rI0VQggxPvhz92PHN2IcyySQexD7kzPRfAmj3axxpcIoAxyUE/6ARvk9OAnHsBKPQeOEsNcfiYaUQCE3N1eCIiGEEANiG358Bf9E88WjtSQTzCwlMKkIT1H/n8AWfSs0DqKC4UtYeSJlG6DZx5+Ui46AKTrG0YQQQkSMwORDmCm16E1pKEdH2Qa+KftwGGO7t0awFtVMpV6O7gv/dFw7B4WVdHTY6o80EjAJIYQYMY6y8E37COVoHU/G6U2pBDPKo+6pq+FUqZfTojWjDWPApAViCKZVDFv9kWbYA6YNGzZw/vnnD/dthBBCjAHBzFKCGWXoJ6x7Uf44nJhWApMPjWLLxpcqvYIgAZQVvoSVJ1N+D1ZiA7a7f2kkxrphD5gaGhooLy8f7tsIIYQYA3xTPwEjiBb4bORDodB88fin7A9lpRZDdkQvRkcf1ntogVgctw8zSjJ+y5ScEEKIEWEm1RHIOYTWnNrlnN6cipVcRyDryCi0bHwxMSl2HSLB6V8+rMHfyAVGACupYXjvEyEG/JTcTTfdNKDyH3zwwUBvIYQQYhzyT9mPHduMq3Fql3PKcuFoNv6cA8SUTx/5xo0jNXoVjVoDKXYa4B22+ygUDopgYnRskTLggOmPf/wjSqmO5JT9cXJiSyGEENHFjmnFV/AxWmtij/ua6S0pBCYXYsU3onuTR7iF40eVXkGbamWSM/xpf5TpwpxQM+z3iQQDDpji4+OZOHEid955Z7/KP/HEE+zatWvADRNCCDF++HMOYicexajp+UNca00kmHWEQHYRsYcWjGDrxpcKvQwbG20EVt1oAQ/BlKMECOBieHI+RYoBB0yzZs1i//79fP7zn+9X+a1btw64UUIIIcYPRzPxFXwEphvl9LwQWTkaKujGP/UTPIXzhyVD9Xjn4FBoHCDWiR+R+yl/LHbsUer0GrLNnBG552gZ8Ltx9uzZtLa2cuSILMwTQgjRt0B2CWZ6JUZjep9l9eZUgmlVmBMqR6Bl40+zaqJaryLRSRyR+6lADI7bT502/qflBjzCtGTJEnbv3k1VVRVTpkzps/x5553H5MmTB9U4IYQQY5uDgy//Ixxlo8y+p2xUwIPj9uOf9CmuOvnsGKhKvYwWrYkp5shsZqzQcHCo1cd/0tEBB0wXXHABF1xwQb/Ln3/++ZK4UgghopSZVkUguwSjKa1f5RUKrTWBQN4B7H1L0YKeYW7h+FJlVGBhjeh6ImXrlOulI3a/0SITxEIIIYaNP28vTkwrytf/NTV6SwpWYj3BiSXD17Bx6rBehD7wsZAh0fwejuiHsbFH9L4jTQImIYQQw8KKa8I/dR96S0qPqQS6o2wDh1DeJtmQt/8CBCg2CkmwR2b9Ujvl99CsNXJMqx/R+440CZiEEEIMC3/uAaz4RrRB5FTSW1IITDyMFSVJEcOhRq+iSWskcbgzfJ9EC3hoVV7qtPG9jkkCJiGEEGFnG3580z5E88cOKj2A1pqIHdtMYFLhMLRufKrUy/CpNmKduBG9r7J1LGVRq4/vJ+UkYBJCCBF2gUlFWCm16P1c7H0yhUIFPKE1UJoV5taNTxV6GcCApj/DRTmKSr18xO87kiRgEkIIEVaOskOJKm0NZbkGXY/enIaZVk0wvSyMrRufHBwOuQ4QN0IJK08W58RzxCge12vOJGASQggRVsGMMoJZR9CbJgypHi0Yg6MHCeR8GqaWjV8N2jHq9BoS7JFdv9QuzomnXjtKi2oelfuPBAmYhBBChJV/6ic4RhAtEDvkuvTWJPy5B7FjWsPQsvGrUi+nWTWTMEIZvk8Wbyfg1VqoG8frmCRgEkIIETZm0jH8uQfRm1PCUp/WkoyV0EAguygs9Y1XVXo5NjbGCOdgaufGTZAAteP4STkJmIQQQoRNW95B7NhmtNbwTA0pR0fZOv68feN6fcxQFRuFuBj8erGhal9oXjOOt0iRgEkIIURYNNNM27R9aG2JYX1SS29OIZhRhpVcG7Y6xxM/Po7oxSSO0vqldjGOh1KjZFTbMJwkYBJCCBEWu9mNlXwMvTk1rPUqXzy2x4t/suRk6k6VXkmz1jRq65faxTkJVOrl+PGPajuGS9gCpoaGBt555x22b9/ecczn84WreiGEEBHMxOR1XgfThbL1sNatUGj+OAJ5+3B0M6x1jweVRjk+1YbHGfoi+6GId+JpVV6OjtOF30MOmIqKivjOd77DsmXL+Na3vsUPf/hDABzH4fzzz+fPf/7zkBsphBAish1w7aWQQozG8I4utdObUzFTaghkSU6mk5XrR9DQRiVh5Yk8TixtqpVaTQKmLoqLi7niiivYuXMnlmXhOJ8tyGtoaKCuro5169bxwQcfDLmhQgghIpODw7vutzAx0YIxw3IPZbpBs2nLlWm5Ezk4FBoHiXMSRrspaMdDivG68HtIAdN///d/09jYSE5ODj/60Y+Ii/ts/xrDMJg7dy6mafLkk08OuaF9KSsr4/vf/z4LFy5kyZIlfO9736OioqLj/O7du1m1ahXz589n8eLF3HDDDVRXd35Rq6qquOGGG1iyZAnz5s3jyiuvlGBPCCH6UKYfYZ/rYyYxaVjvo3mT8OcW06BkQ9529Vod9XodCfborl9qZ+CiXD8y2s0YFkMKmN59912UUjz99NOsWbMGt9vdcS4xMZHNmzej6zoffvjhkBvam6amJq666iosy+KFF17gqaeeoqqqitWrV2PbNkVFRaxevZrc3Fy2bt3K448/TkVFBWvWrCEYDAIQCAT41re+RWlpKU899RS//e1vyc/P59vf/jalpaXD2n4hhBjL3ne/S7PWRAopw3ofzZuMldDMPvc/h/U+Y0mlXk7LKCasPFmcE0+ZcRiL8bf/35ACJq/Xi8fjIScnp9vziYmJ6LpOY2PjUG7Tp+eee45AIMCmTZs45ZRTmDdvHhs3buT6668nGAyyefNmUlNTufvuuykoKGDRokXcd999HDx4kFdeeQWA7du3U1RUxP3338+8efOYOXMmd911F0lJSWzevHlY2y+EEGNVgzrG+zHvMMFKH/Y1NMrRUKbBbvc72NjDeq+xokIvw8FBJ7wL7Qcrzo6nWWvimHZ0tJsSdkMKmLKysvD5fOzcubPb87/85S8JBAJkZGQM5TZ9evXVVzn//PPxeDwdx6ZOncqFF15ITEwMb731FmeddRaG8VkG1IKCAnJycnjzzTcB2LlzJ3l5eRQUFHSUMQyDM888s6OMEEKIzj5076ZOq2GCPbz/zrczmpI5bBRRqh8ekftFuhKjEBfDs25sMOKdeLzKS+04XMc0pBzqK1eu5LnnnuO6665jyZIleL1eAH7wgx/w6aefUlJSglKKlStXhqWx3QkGgxw6dIj/83/+Dxs3buRPf/oTbW1tnHnmmdx2223ExMRQU1PDlClTulybl5dHUVEo3X5xcTG5ubndlnnxxRdpa2sjNrbrI5tKhb56036+r3LjkfRd+h5Noq3ffvy863mLBCcRXY3MCIfyx9KqefnE/SFTffkjcs++jNbr3qZaKTMOk2QnjvLzcYAC5YCBgYNDnV6DivAMEAN9vYYUMF133XW8/vrrVFRU8M4773Qcb08l4DgOEydO5LrrrhvKbXrV2NiIaZo8++yzXHTRRfz85z+nrKyMu+++m2uuuaZjOi0+Pr7LtQkJCZSXlwOh6cXuphYTEkJPHjQ3N3cbMOVPSum27u7kT0rpb7fGHel7dIrWvkdLv9/hHY5RyUymEdMxyjHM03JoTI7NoCj2Q7L5V2IZ3dxDJxrp1/0gNTj4yCWXWDw9lBqZUCo18bP7J+LGimugYJjXtA2V1zuwrWSGFDClpaXxm9/8hnvvvZdXX321YwE1gMvl4otf/CI33XQT6enpQ7lNr0wzFMLm5uZy6623AvC5z30OwzC47rrrePfdd4ft3gDFFQ3ExQV7LaNU6AepuKIBJ8q2QpK+S9+jqe/R1G8bm98lvEyry6TVdGhVvuMfmsPdcYeYphQOGMW80vI35gUXDvP9+jZar/u7Mfuoj2sm3QQfPSWKHpkGHWv2ddzK0d3stj/mnKZjo54bqjetrd4BlR/ytsbp6ek88MADBAIBioqK8Hq9JCQkkJ+f3+mpueHSPgI0Z86cTseXLFkCwL59+wBoaWnpcm1zczPJyclAaIF6+5TiyWWUUiQldb9Hj+PQ7x+QgZQdb6Tvo92K0RGtfY+GfhcZhzho7CPTysYhNB0zUly4cXD4wLWbuYHRD5jajfTrXqYdQaEBavS3JXY+C81inXjqVT3NNJHoJI9qs3oz0NdqyAFTO7fbzaxZs8JVXb8lJCSQkZHR5Uk82w49QZGZmUl2djaHD3ddIFhSUsLSpUuB0CLwPXv2dFtm8uTJnRaURysbm0PGAWIcD7lWXkeSMiFE9HnP/Td8qm3UHmefYKezz/0xR9tqR2zBeSSxsSl0HSA+QtIJnCjejqfBOEqtXkOiGbkB00ANOWBqaWlh27ZtHD58mIaGhk7ZvtsppbjnnnuGeqseLV++nL/85S/4/X5iYkLz6Lt37wZg5syZrFixgh07dhAMBnG5QnOWe/fupaKignPPPReAc845hz/84Q8cOnSI6dOnA6HcTDt37uTiiy8etraPtm88/gZHvX3v+RdMraVlzm58UwpRtoarNpvY4pnElE9F98X1eu3ElDieWb0iXE0WQoyyWq2aD2PeJ93OHLU2pNhpHDT28onrI5b7zxu1doyWOq2GY1o9SXbKaDelCxduggSp0aspME8Z7eaEzZACpt27d/O9732P5ubmPssOZ8D0ne98h//93//lhhtu4Mc//jGVlZX87Gc/Y8GCBZx55pnk5uby0ksvcdttt3HdddfR3NzMHXfcwfz58znvvNAP2he/+EVmz57NTTfdxPr160lISOCRRx4hGAyyZs2aYWv7aDvq9RFwdz/dCGDFttD2/7d33/FR1fn+x19nzrT0QEgBQu+SAJGiIEVAQGClqNe2iBV117aurrur6+/a1oW7l0V01VVQVwFddS133RULWJCqNAXpJPQQkpAhmcn08/39ERMJJYWUycx8no8HD2VykvN9M2cmnznf1mM9nh7fYcQ4MZdUvEF62h3F3eEwujMJ28FeWA/1xFLYHk2dPlOm4ETt14cQLVVdP1RAxTYVzgHrULqP2F3ZmMvqtq9aSpydxbc33WzixrbJ+i0O03F6+fuGrA0mTMSoWDZY13KR9+IWsw5Rc8nXD1OuuchQ7UPdlNNUjls6Zjoa4pY0rgYVTE8++SSlpaW1Hqc18VzLzp078/rrrzNnzhymT5+O1Wpl3LhxPPTQQ0DFgPDXXnuNOXPmMHXqVOx2O6NHj+Z3v/sdJlNFt5LZbGbhwoX86U9/4pZbbsHn85GTk8OiRYvIyMho0va3REr34+6yBU+fbwkkFaKXtcJytFPVC8HkjUVpQYz4E5T3WYe7xybMxzOw7zsP65Hu6K7IuQ0rolttHypO5kvfR2nWFpTdhbN7HjG7c7DvHYDurnmfr2JX7e+jLYVLc7LWtpJEIznkA3pTjXQOWvaxz7yXboGeIW1LcztiPoSB0WILRbuK4YA5L9TNaFQNKphyc3PRNI1Ro0Zx/fXX065du2YZ6H0mWVlZLFq06Kxfz87OZvHixTX+jMoB7NFMaQa+trm4z1uLL/0AJp8dS0HHM9450pSOXtYavaw1hsVDoFUBZWkHMLkTsB3uju1gLywFHaHmSYRCRATD7KU8axXK7MdypCtGQgmuAV/i7fID9p3nY8/LxuQP/7GQWy3fUaAfaRFdLbEqDg8etlg2R13BlGfeg121nCUVThWr4ijQ8/HiwXbWJQ/CS4MKprS0NAoKCnj22WerxgaJ8BVoVUB5n7V4O+4ETWEpaosWrFsBbPLbMR1vi9IMjNgy3N034+m6BbMjlbi9Xcg3ZZMebNdkn0hr6zZRKIxYF4HEEgKJJfhbFaK7Y4nfOhjNqNvLINy6TUTz8nTfjC9jH5ai9mho6GWtMTmTCCYV4xz8Kd6uW4nZORjbgV5owfB8vwwQYK1tBRZsmGkZGZKMVmy2fss4zyTiVM138iKFS3NyRD/UYvaPO5M4FU+hqYBC/RiZwdMXjg5HDSqYZs6cyVNPPcXOnTtPm9YvwkfFOKUNeHpsxrA7MTvSMHlrHsh9NpoyobuS0F1JKLOPYEIJpYO+4unEfHr4z+N83xB6+/sSo87t55/Nyd0mCoWyuQkmFhNILCaYVIg/9TDBuFKUrRxlCoIygabwxWnEbxpTp6IpnLpNRPMKJBVS3ucbTO74asWQpnTMjjSUKUAguZCyoR/i6fo9MTsGYz3S9Yx3bluy3Zbt5Fr20DbYcsbNtDFSyTPvYaflB873XRDq5jSLfP0wZaZSMgMttxCxqxg8mptCvUAKJqgomGw2G7NmzWLChAn06NHjrKteT5s2rSGnEk3AixdXjy2UZW8lkFyE7kzCUtCp0e4CaQEr5pJ0TMFkYrvEs9m6ns3Wb0kNZjDIdyF9ff3pGOzc4POVay58bfLxpOwnkFSIv80RggklKJsbpfsBEyavHc0bg+5MqiqODLsTd+9vQVMVRVOYfuoXoaW0IOVZqzDiSrEc7XTGYzTDjOV4W5TZhz/tIP7UQ1iPdCNmx2Asx07fkqklUii+sa4mSKDRP/A0hBkLmjKx0foNOb4hIR9X1Rzy9cP48WFtQXvInaryeSg0Rc6ecg0qmPLy8nj99dcpKSnhrbfeOutxmqZJwdSCGBhst2xlmf0jTgz7AgLxWAo6NNmnXQ2NZNWKpEAr/Pgo0gv5MOZdPrd/TFd/Dwb6LuQ8f1adFjjz4qFAP8oxPZ+jej77zHs4qudTPGEXQasCNEw+G5o3Fr0kDYLms76BmjzxmNFw96pYgkKKJnEuvB134u24E/Px9Fp/WWsBK5bCTAyrG2+Hnfgy9mHb3xvT1uZfw66+jugH+cH6HanBljcJpo2Rxm7LDgpM+WQY7ULdnCZ3UN+HqYUO9j6ZBSuH9AOhbkajaVDB9Nhjj7F37140TTvj+kui5TmsH2CZfSmbbd8SVEEsRemoZuz3t2ClbbA9GbTDqZWx07qNH6zfkWKkMsA7iH7+8+kS6I6Ojg8fRXoBBfpRjupH2K/nccR8EKdWhlerGK9kVzHEqXjMjtaYVHy9P12aPHGYFbh7r6+407RxrBRNos4Mu5PyvqvBMGHy1X0ArskXg7WgE4bdiafHZgLttvF+jI0R3tEhXduoJhut31CmldFOtbw7YkkqmaPaYX6wfk+GJ7ILpgABci17SGjB45cqxRpxHDYfIEiwxc7mq48GFUzfffcdmqbRtm1bLrvsspDOkhM1O6E5WGFfzmr7l5zQHLQLdiBBJbI2sJtgCK5jDY0ElUhCIJEgAYpNRSyL+YivYz6no78LiSqRg/p+nKYy3Fo5AFZsxBkJpBkZ2FVMteLIFHCg9HO7FW/yxmEuAXfPDQBSNIk6USjK+3xDoPXRitmg58DkicdyNA7sRXwa8yEbbesY7hnNMO/IFrWlxAnNwbe2NbQyWrfILi8NjTiVwAbrWkZ6xmJpIQPSm0KhXsAJUwnJRutQN6VWsSqOUpOD46YiUo30UDenwRpUMMXFxeH3+3nnnXdISUlprDaJRuTFy3rbGr6wf8Jh/SApRho9g+c165teIGiweM3uOhxpxbCWE0hYDSYDk9eOyROD5rP92F4DOPHjn1PPodAaUPiZvHGYHT8WTZoifsMlUjSJGvnTDuLpvhm9tHWDurM1NHRXIj0D3ThmOsoHsW/xrW01ozzjGOwdip3QTx3/zrqeItMxugdabtdhajCNw+aD5Jp30SsQugU1m1rlgpUt8U7fqWJVHEe1IxTqx6Rguuyyy3j99der9m0TLYdCsc2yhWX2j9hl2UasiqNHoE9IbosqIKjXcXBi0Ibu+OmTtQLq8rtIBT0NLgEriiYNd8+NFUXT+nFSNIkzUrqf8qyVGBYvlpLG6UIzYSLDaEeqkUa+foR/xP2dtbavGeOZQD/fwJDdNfHiZa1tJTEqrkV3q9iJwY+P762bIrpgOqIfQqHCYi9PHR2FQaF+FPzZoW5OgzWoYPrNb35DIBDgxhtvZNasWfTp04eEhDP3q7ZrF9n9yi3JT+OU1hNUQToFumFrwbMpWhKTNxZzSRru7psAKu40BaSbWVTn7rYZX9t9FWuVNfLdWh0zmcGO+PBxxHyQv8e/SE9/H8Z4LqWPP6vZf1HusGzloHk/HQKdm/W856K10YYt1o1McF9GYgvq0mwsCsVe864WNUuxNhom8k2HQ92MRtGggmnAgAH4/RXLOP/+978/63GaprFt27aGnErUQqE4oTlYaf+CVfYvcGgltA92JEHVbUsH8ROTNxazo7JoUsRvGCdFk6gSSCjGfd43mDyxdV7Y9VxYsdI50A0Pbnabd7A3YRfZvhxGe8bTJdC9WbrVFYq1tq9BERYfulobbdhr3sl2y1Yu8F0U6uY0OqdWyjE9n/gwel+PVXHsN+ehUC1y/Ft9NKhg8vl8jdUOcQanrl6tNAPD5saIdRGMdWLEuAjEOgkmOggklWDEuAjGlaE7E9HLkthAAVDzGhgNHfsTqaruNPXYjNIUCevHg1zuUU9pBuVZqwjGl2A52rlZzmknhm7Bnji1MjZa17HDspWB3gs43zeEOBWPXcUSo2Kwq5hGv/u0z7yXXZbtZBhtG/XnNhUdHTMWNlq/YYhvWNj/gj5VxYKVZXQMg7t9leKMeBx6CaXaCZJUcqib0yANKpimT5/eWO2IeB48lGml1Lb4QpAgJ0wOSk0ODrT/Bl+iQTC2lGDicQxbOcriQ5l9KIsPzD9u0hY0o/mtaH4rppKOYJio6wdfw+/BpDdtxaTMflQYnkMLWtBLW+PutQHDVk7rNUMp0+q+2remQSmmOj3vkSaSsgdt5RjWirdKb8cdeDtvRy9rDXqg0bL5DR+Lv6n9LrzSwIgp4JPkv2PyvgVBHS2oowXNaEEdDDMmnxWTOxaTJxaTz4bJb0Pz2kjWE3hqykXEqljsKoYYFYtZ1fwr4EvbZzhMJWQE2+HDW2v7vGgo3Y/Sm67bUOGvsS2JRjK5ll3stPxA+2ZaCbu5rvfdlh2Ua04Uqk7PB9DkzwdUPCfes7THjJlyzUWeZQ/d/M27359dxTTq2D9NyQJK9eZyuYiPr1i76Pudh4iNPfPq5pU8pnJea/c0+11HOduryYSOXdmxKTtmzHg0D//8bicBGyhz093aUAEfmrlpu5si4Ryaz44eCHBp/3qMxdMgMc5Gqct71uc9YkVQ9o+3HiRoqri2TO44gonHG/0cTXP9ahVFVNCMZujoPoP/Or8HZmXGgpUAfvya/6T/BlBUn8CTbrRln3lvnc8YH2vlww37MUxNN0DdZPgZ3afmO15WZcOszKjmuvia6Xo3Y6HMdPos4Zp8sT2/SZ8PAJPyM7r32Z+TOCMBg2CTtuFMzvP3Y4br1rN+vbzcRb9emQA4nc6z7lRSqUF3mETd+PBxnOMc1g9iU/YfC6MY7Mr243/txKsEko1WJBrJVf9dtmIDfkvTLk5muEoxxTVtf3gknCMYX4K391ccMh+gU6BbrZ/MATQFMdjwGaZwrxnqLZKya34rmsmKP+0gVnc3kr64qtFnTzbLa8R7nE82BFAWH4bNi7IYGNYAyurHsHgxrB6UxY/Sgyg9CHoAk+cEid+Oqri1VQepCTGklLnxW5puMVyL38m97UbVeMx62xqWxywlNZiOXofXakOd6/X+6daDeAJ1KyT8KQXopa2I/2Eg1oK67+UX7zcwxTbttWX1u/hVu5Gc7fbL+3H/YIN1LT38fZq0HScr0gs4YXI06s9s0JU0duzYWo8xDAOPx8OaNWsacqoWa/qzn2Ky2Gs8RpmCOLMS0ILno5fHY3LHVf3X5D/Tp8pyUuIMrK62YG3aCz3ojEH3tJJz1MJS3I7YownkDMxll3k73QK9ar3VqwGtsKMpT9gXDfUVSdn18iKCCV700hTiN47BeuzM+8U1RHO9RkzxFeeoS+e10gxA1W1djx+VFpdhVUlN+r5l9ZXSOdi1xmNS3G3YYtlIQAuSolKbrC2VzvV695cWQS1LrijNINDmMKbSdsR9Ox7r4R71apvZWYIe37TXltVfRudg17MWTEO8w9hj3kmyatp2nKxM1e9OXF00qGA6fPjwGbdF0bSKTyOVj1f+PRL5LImYrDUXTAC2HZdU+7sBGBpwlrvwxa66j5URzcNclsz1zlksil9Q56JJhD+lGQQTi4ndNhRLQeMXSy2Vplr+Oj9nk6AS6ecfyOf2j0kzWt7ed3WlTEH8qYcwO1JJ+OZSLIUtf7HKM0kNpqGj48cf1u+ZDSqYzra20okTJ3C5XJjNZvr373/WtZmECDdtjDRmOm9jUdwCdlm20VWKpogXaF2IuSSdmO0XRNysq0iW7cvha/vnuLXysFq3qJLS/fhTD2EpzCRh7STMJ1rmHoN10cZIJ1bFUa65wnqmXIMKps8///ysX9uxYwdPPPEENpuNp59+uiGnEaJFSTFSud41i0VxC9ll+YGugZ5YznarUIQ1l+ZE6UHifhiK7m6+TapFw3UN9CAz0JF8/Qgdg51D3Zx6MSxeAilHsB7pRsK6ieiu5FA3qUGSjVYkGUmcMDlICiaHujnnrMnuufbu3Zvnn3+edevW8b//+79NdRohQqKyaOrlzyLXvBu/LNIUcRSKQ/p+7Pu7Y9vffINVReMwY2aQ78KqafjhwrCVE0jJx7avL4mrpoR9sQQV2/508HfGpblC3ZQGadJO6vj4eCwWCx9//HFTnkaIkEgx2jDDdSu9/H3Za96FT4qmiHLMdJRWRmvivx/SoM11Rej08WWTpJI5YSoJdVPqJBhTRiC5kJhd55OwdhImb83T3MNJOyMzJEsLNKYmKZj8fj95eXk89NBDeDweSktlALOITClGG653zeI8fza5UjRFDB9eHKbjjPZMwOJoE+rmiHOUZmTQy38eRabCUDelVsH4Eox4B7E/DCV+/ThMgZa/FU19pAUz0NAwTlnrK5w0aAxTnz6136bWNI2ePZt3dU8hmlNrI4UZrlksjlvANssWugZ6YA2DfbfE2R3U99HT34fhntHM5ctQN0ec4tRto2ri7hTAMSqf1aXldR6HFmMxc/mgLg1pYp0pFMGkIpTZT+zmi4ndMSSsZyieTZtgGjEqlnLNRbwKz4lgDSqY6rJIuM1m4/7772/IaYRo8VoZrZnhmsWSuJfZavmOboEeYbFZqTidQyvBgpVLPVOwExPq5ogzKHZ58NVxrSdTYTbWvYV4uvyAr9VRzMfTMflrXgrG7a/btiMNpVAEUvLRgmYSvp2ALTc7YmdiphipxBnx0VswDR48+IyPa5pGcnIyXbp04brrriM9Pb0hpxEiLLQyWjPDeSuL4xfyg+U7ugZ6ALWv0SVajiBBjuqHGeO5lF7+vqFujmgEWsBK/LcTsO/rS3mfdfja7yWoNMwlaY2+Ynt9GBj40/IxeVsRv34ctkOR3RNjwUL7YAe2WbcQrr1yDSqYFi1a1FjtECIiJKtWzHDeWnGnybaZVmSHukmiHo7oB2kXzOQSz6SI/aQfjTQ0LIUdSCxqhy9zD+W9v8GfdhCTz47uaNPsg/qDBNhr3oVemkzc+ilhuyBlfXUIdmYz60PdjHMme8kJUUcef5CJf1lap2ODMZ1wXLSL1R2WYSnMOMsWOKdrzrETorpyzYVX8zLefRmtjNahbo5oAprSsR3shTW/C57O23D3/gZ/+gF0VxKmslbNUiT78JFr3kXXQA92ruiCckVHsQQVK35DRVdkOH4gqVfBdOTIkXM+0dlWBRciXChFncdNEEwk7psrMPgEb8cdmI+nYfLVvtpwc42daEn8+CjXXLg1N4kqiVjV/FOpFYqD+n5yfIMY6Lug2c8vmpcWsBKzZwC2Q91xd9+Mu8cm/Bn70U+kYGrCBUrdmpv9+l7O82dzresmPi/ZgC+K1rxtE0zHpux48YTl+MB6FUxjxow5p33hNE1j27Zt9f4+IcKZyRNPwprJmLx23N2/Qy9tje4Oz8GO5+LVr3bg9Pir/q5QKIsPw+ZBWb0Y1oriUDN0NK8dk89KMH4P6EH00iRM5fE1fgptzLtxhaYCklQyl7qnYpYb71HD5IknbutwbPv74O61Hm+XHwgkHsdUlNzo53JqZRzS9zPQdwFXuWaSqJIa/RwtXaqRRqyKw2VyYjcivGCCus2ME0JUMPntxH87Ac0Xg7v3N2D2o5dFfndPgAAnKCXQKoiyelB6AADNb60YN1KSjvV4BnpZCnpZK3RnMiZPHP7Ug3g6/4AvczdGq3xM5QnoZa3OOMakse7G+fFRYipmavlVdAhGz+a64ifmshTi14+vGBje+xsC7baTq+8mM9ixUZYIcWglHNPzGe4ZzeXua8Nyb7vGEKviSA2mcdC8nxRSQ92ceqtXwTR9+vSmaocQEUszzMRtvhjNE0d5v69RycfQHalh2Yd/KoXChxeXyYVbc1GulaMwMGHCiCnH5EvCfLQjZkd6RVFUWRydZVq3taAz1oLOBLYX4e20HU+XrQTSDkLAivlEG7RA4/dfHNT30y3QkxHeMY3+s0X40NCwFGWSuKotKq0LXbqVsseyE7uKpV2wPfo53nksMh3DYSrhEvdkJrunY43yfSc7Brqw27Ij1M04J/W6Av70pz81VTuEiGiaMhG7fQi6Jxbn+Z8TSMnHXNw2rIomAwO3Vk655sJlcuKj4g6PFSuxRjzpwbZ0DHQhPdiWNCONnf/5gYCv3TnNQDKXtsG8ZQQxuwbizdyFp9v3BFLyUZqBubQ1mqdxxjmd0Bzo6FzqnhqSsVOi5akYGN6NX5SNYaNtHcvtH7PbvINWRgppRka9XrP5+iG8mocp5Vcy1jMRU9PuRhYW0o22YbW338karbO+oKCA7du343Q6SUxMJCsri9atI7/rQYi60tCw52WjeWNwDvoMf9pBLIWZIVnV9731ebj9gTodG4wtI5DoQFMamt+GyWPHfCIFS3E7zKXJ6GVJ6GVJmLwxP/4y8ZESX4TZlUzQ0rDp2iZvLDF7B2DPy8LXdh+ezlvxt8vFSC6C0hiMH+9mnQsDg3z9EKM8l3CeX5Z/ENXZsDHUO5Is3wDW2Fawwr6cneYfSDfakmy0rrFwUigO6HmYMXOVayYXekeE1YejppQaTMeMGT8+LGF2t63BBdOhQ4f47//+b1avXl3tcU3TmDBhAv/v//0/WrVq1dDTCBExbEe6Y1odQ9mQpfjTDlQUTUbzDjR2+wME9ZrHZihTgEDKUQiase8ahvVo54rxRq6k0xb8CwLBk977ip2l5zRB5Gw0w4ztcHesh7sRaF2At9M2Apnfscu8jTiVQHowo95jTY7oB8kItmec52fyy0ycVYJKZLznZ+T4BvOl/TO+ta2m0FxAu2CHM65YbWCQp+8hUSXxX64Z9PcPDEGrW67UYDqxKo5yzUWSiqKCqbi4mOuuu47CwsLTBoMrpfj444/ZvXs3b731FnFxcrtbiEqWovYkrpyG84Kl+NL3Yylq3yTjc86FQmHEnSCY4MByrANxW4Zjye/SIooKDQ3L8QwsxzPQt/Timl6tWGP9mgPmPDRlIt1oW6dtF9xaOR7NzeWea0kxZHNdUbtUI50ry3/OYN9QPrd/zPfWjRxTR2kf7ID9xxX9AwTINe8mLdiWa1w30DNQ+36r0SZJJZMUbEWJfpykYHjdTGlQwbRgwQKOHTsGwIABA+jXrx8xMTEcP36cDRs2kJuby969e3n11Ve56667GqXBtbn55ptZtWoVy5cvJzMzE4D169czb948tm7disViYfjw4fz+97+vtmXL0aNHmT17NqtWrcLr9ZKVlcVvfvMbcnJymqXdIvqYS9uQsGoqzsEf4+2wC/PxDHR3aMc4KN2PPyUfk89O3HcjiNk5GJOvZU7/1csTGOUZx4WeEfxg/Z511lXstmzniHaQFCOVVkbKGbvrKtZc2kc/3/kM8g4NQctFuNLQ6Bzoxo3OX7DNsoXl9qXstmzHrmKw0ZE9lh109nfnWtdNUTXj0u0LcOncui3qC+C40EV5z93YCtx1/p6WsKhvgwqmL7/8Ek3T+O1vf8uNN9542teffvpp/va3v/HJJ580S8H0z3/+k3Xr1lV7LDc3l1tuuYWJEyfyxBNPUFJSwpw5c7j11lt57733sFgs+Hw+brrpJmJjY3n55Zex2Wy8/vrr3HzzzfzrX/+iQ4foWYlVNC+9PJGENZeheZfh7fY9Juq4MGYjUyiMhBKCsaVYj3Yh7vsRYbNdgw075/uGMMA3iDzzHtZb1/KddT27zNtIVMmkBtOx8FMXYpHpGAkqkUvdU6s9LsTJZrz4BcUuT43HKL0v7s4WXOdt5LOUL7Ed6cDuNb34omwbUPPagylxkbPPZL0W9QX0Y1mo7rn4Ej3orrqtR9USFvVt0MfZ/Px8zGYzM2bMOOPX77jjDnRd59ChQw05TZ0cO3aMOXPmcPXVV1d7fMGCBbRq1Yonn3ySrl27MnDgQGbPns2uXbv45JNPAPjoo4/Izc3lz3/+M/369aNXr1489thjJCYmsmDBgiZvu4huJl8MCd9eSsz2CwkmOCgyHWvW8xtmL/70AyhNEbdxLIlfXRE2xdLJTJjoFujJ1eUzua/0YS4vv5YEI4F95j3kmfdQrrnw46fYVMgozyV0CsoWNOLsil0efNbEGv/49daYD15Iwhc3Er/mcuLWXoXh7Vjr9/msibUWY5HMeqgHsdsvIBjvwLCEz79Dgwomk8lEMBjE5/Od8evNucjl448/Tk5ODhMmTKj2+MqVKxk+fDhm808307p27UpmZiYrVqwA4Ouvv6ZTp0507dq16hiz2cywYcOqjhGiKWlBC3GbLiZ+0zCcplKO6IeafOqtQhFIKiSQchTboe4kfXkVcdsvxBRo+EJ9oZZqpDPOM5lfl/6B65230cXfnQL9CNst39M10IORnktC3UQRQUy+WOx52Zg8TbetSiTR0IjddiG2fef9uFxIMNRNqpMGdcl16dKF7du3M3v2bP7whz9gtf40aNXn8/GnP/2JYDBI586dG9rOGi1dupRVq1bx0UcfceDAgarHXS4Xx44do2PHjqd9T6dOncjNzQUgLy/vjN1unTp14r333sPtdhMT0zLHcYjIoSmd+K2D+C/XKP4v9m0O6Hl0DDbNYGvD6sGfmo/uTCbh2wnY9/Y7beZbOKhLtwmA0rLxZbTC02EveQcz+Dz/6zqfw+MPYmoZ4/GFiBha0EL8pjEYCSX42xzGUtihRUwsqUmDCqZJkyaxbds23nnnHT777DOysrJISkrC4XCwZcsWSksrphZPnjy5sdp7GofDwZNPPsn9999P27ZtqxVMTqcT4Iwz9OLj4zl8+DBQUVhVDhA/9RiAsrIyKZhEs9DQuMg3igSVwDuxi6t2NW+sBe8MDA7rBwkkF2Pbl0Xc9yMwl4bvLLHKbpO60IqTiSnOAqjXhqfKV3IuTRNC1EIvTyR+/ThOjHyPYFIR5hM1b5dSn3Kq8tiaVjep78onDSqYZs6cyWeffcZ3332Hw+Fg5cqVVV+r7I4bMGAAM2fObMhpavTUU0/RoUMHrrvuuiY7Ryg05ho2InxomkbX9sl0ZQy9aceLvMhBculN7wZvCnuCExxgH5lkkrymO6ZDg9GMhi0seTbNcf3Ka6RlaurnJVKuLbl+K1iKMon7bhTOIR9jxDgxuc/WranRKrHuA+VLsNIaO12Tks96jMtVv7vqDXoHtlqtvPbaa8ybN49//vOfuFyuqq/FxcVx1VVXce+991brqmtMK1as4NNPP+Xdd9/FZDr9E3hCQsV6LJV3mk5WVlZGUlJS1XEnt/3kYzRNIzGx+WcuySbH0UkpRe5hBwBWMrhCv5k3Yv/Ot5bv6OLvju0cNgINEuSgvh9DCzLQO4xJnql8smcDPmvTFEtQkaOpfyHIa6RlaurnpTme90g5R7iw52YTTCqk/Lx1WPzWs6xJpygprfsAcafu43jAQ67TcdZjystP/71fk3oXTC6Xq1oXl91u5/e//z0PPvggubm5lJWVkZiYSJcuXdD1pntDhoqxSx6Ph8suu6zqscqLcPz48QwePJi2bduyf//+07533759XHjhhUDFIPCNGzee8Zj27dtjt0fO9E/R8p38Pto20IEbnb/grdjX2GLdRMdgl3rteXZCc5BvPkRmoBMT3VMY4Bss+1kJIVoUTZmI3TKcQOJxfJm7sRR0POOWUfUpMSuPrakurW/NWu+C6aKLLmLs2LFMmTKFESNGVN3Z0XWdHj161PfHNcivfvUrbrrppmqPbdmyhYceeoiXXnqJTp06sXDhQj7//HP8fj8WS8Xtt23btnHkyBHGjKnYnfziiy/m//7v/9izZw/du3cHKgatf/3110yaNKlZMwlxqhSjDTNdt/FPtYR1tlW0C2aSqGpeuySAnwP6PnTNxMXu8UxwX0ayCq9VdYUQ0cPktxO/4RJK404QSMnHUtQ+1E06Tb0LJo/Hw0cffcRHH31E69atmTRpElOmTCE7u/k3r0xPT6+2WjdASUnFAM3OnTuTmZnJrbfeyocffsjDDz/ML37xC8rKynjkkUfo378/Y8eOBSruRvXp04cHH3yQRx99lPj4eJ577jn8fj+33nprs+cS4lTxKoFrXTcSp+L4yr4Mv+EjxTjzAMnjpiKOmY7SJdCdSe5p9PX3b/GzT4QQwlzWmviNYym96P8IJhxHL2sd6iZVU+9780lJSSilUEpRXFzM4sWLueqqq5g4cSJ/+9vfqmaetRQdOnTgtdde48iRI0ydOpVbb72V3r178+KLL1bdHTObzSxcuJAuXbpwyy23MH36dIqLi1m0aBEZGRkhTiBEBRt2Li+/jsnu6ZRqDo7qR6p93YePveadlGsuxrsv4xdlvybLP0CKJSFE2LDmdyV26zCMGCeGrTzUzamm3neY1qxZw/r161m2bBnLly+vKpDy8vKYP38+zzzzDDk5OUybNo1LL720auB1c7ngggvYuXNntceys7NZvHhxjd/Xpk0b5s6d25RNE6LBdHQudU8l3kjkX7H/5ICeR4dgZ4pMxzhuKqJHoDeTy6fTI9BHCiUhRFiK2TWIYFIR7h6bsBzrgGY0bIZwY6l3K0wmE0OGDGHIkCE89NBD7Nixg2XLlrFs2TJ27NiBUooNGzawceNGnnjiCS6++GKmTJnCJZfIyrpCNAYNjRHeMcSrBN6NfYOtls20MVK5rPxKLvaOI0bFhrqJQghxzjRDJ27zaIIJJfjTD2AuOH3x6VBocNnWu3dvevfuzV133cXhw4f57LPP+Oqrr9iwYQM+n49PP/2UZcuWsW1bzRsRCiEq1HX1agBv+nm4u2rE7sniu0Irz/BVrd8TSZt+CiEik8kbS/yGcZwY8R6B1kcxF4Z+PFOj3udq3749N954I+PHj+ezzz7j5Zdf5tixY7LehBD1UK/Vq0vOI3bDeUDdV68udpWea9OEEKLZmEvSidt8MWVD/0MwLvTvW41WMO3YsYPPPvuMzz77jN27dwM/rYkUioUfhRBCCBHebAd6E0wqxJ31BW6tPKRDDhpUMFUO/l62bFnV4O/KIslsNjNq1CimTp3KxRdf3OCGCiGEECK6aGjEbhsKcUfY3yOXHoHe6I3bOVZn9T7rV199xbJly/j88885fvw4UH2J9wEDBjBlyhQmTZpEcnJyozVUCCGEENFHC1pIXD+CLmO2kWfeS7dAz5DMAq53wXT77bejaVq1Iqljx45MmTKFKVOm0LFjyxjNLoQQQojIoJcncEX5dbwc/1fy9cO0C2Y2exvO6b6WUoqkpCQmTpzI1KlTycnJaex2CSGEEEJU6Rboyc/cV/BW7Guc0BwkqeRmPX+9C6Zx48YxdepURo0aVbU3mxBCCCFEU7vQO4Ij+iGW25diD8Rgw9Zs5653wfTss882RTuEEEIIIWpkwsRk93QKTQVssW6iR6APpvrv8naO5xZCCCGECBMxKpYryq+jXTCT/Xpus51XCiYhhBBChJU0I4Pp5ddixcox09FmOacUTEIIIYQIO339/ZjgnsIJUwlOrazJzycFkxBCCCHC0ijPJQz1jOSQeT9+fE16LimYhBBCCBGWzJiZ4v4vevnOY595D4qm27tWCiYhhBBChK0ElcgV5T8nJZjKQX1/k51HCiYhhBBChLUOwU5MdV+F0oIcNxU1yTmkYBJCCCFE2MvxDWGMeyKFpgLcmrvRf74UTEIIIYQIexoa49yTGei7AKep8WfNndNeckIIIYQQzcXjDzLxL0vrdGwwLpXjF8exw7Obfy8/+/cYfk+92iAFkxBCCCFaNKXAZ02s28H+RGI3TMOIc9T4PQbWerVBCiYhhBBCRBTL8Qw4ntGoP1PGMAkhhBBC1EIKJiGEEEKIWkjBJIQQQghRCymYhBBCCCFqIQWTEEIIIUQtpGASQgghhKiFFExCCCGEELWQgkkIIYQQohZSMAkhhBBC1EIKJiGEEEKIWkjBJIQQQghRCymYhBBCCCFqEREF0z//+U+mTp1KTk4Oo0eP5g9/+APFxcVVX9+9eze33norOTk55OTkMGvWLPbu3VvtZ5SWlvLwww8zdOhQsrOzmT59Ol988UVzRxFCCCFECxT2BdOrr77KI488wtSpU/nggw947LHH+Prrr7n77rtRSlFSUsLMmTMB+Mc//sGiRYvQdZ0bbriB0tLSqp9z9913s27dOp5++mk++OADRo4cyZ133smGDRtCFU0IIYQQLURYF0xKKV5++WWmTZvGzTffTKdOnaoVOjt37mTJkiW43W7mzp1Lr169yMrKYs6cOZSVlfHmm28C8O2337J27VoeffRRLrjgArp168Z9991HdnY2zz//fIhTCiGEECLUwrpg0jSNf//73zz00EPVHk9PTwfA5XKxcuVKcnJySEpKqvp6UlIS/fv3Z8WKFQCsXLkSu93OhRdeWO3njBgxgrVr1+Lz+Zo4iRBCCCFasrAumACSk5NJSEio9tjy5cuJjY2lZ8+e5OXl0aFDh9O+r1OnTuTm5gKQl5dH27ZtMZvNpx0TCAQ4cOBA0wUQQgghRIsX9gXTqT7//HPefvttbr/9dhISEnC5XMTFxZ12XHx8PGVlZQA4nc6zHgNUHSeEEEKI6BRRBdPSpUu55557uOyyy7j99ttD3ZwG0TQNTdNC3QzRzJrjeW+uczQ1eY20TJFy/UbCOUTjipiCadGiRfz617/m6quvZs6cOVUXYuVdplOVlZVVjWtKSEjA6XSe8RiAxMTEJmz5mSmlUEo1+3lFaDXH895c52hq8hppmSLl+o2Ec4jGFREF05tvvskf//hHfv3rX/PII49gMv0Uq2vXruzfv/+079m3bx/dunWrOiY/Px+/33/aMRaLhY4dOzZtACGEEEK0aGFfMK1Zs4bHH3+c3/3ud8yaNeu0r48aNYpNmzZRUlJS9VhRURGbN29mzJgxAFx88cV4vV5Wr15d7XuXL1/OiBEjsFgsTRtCCCGEEC1aWBdMSimeeOIJcnJymDx5MoWFhdX+uFwurr32WpKTk3nggQfYuXMnO3fu5IEHHiAtLY2rrroKgP79+zN69Ggee+wx1q1bx8GDB/nTn/7E3r17ueuuu0KcUgghhBChZq79kJbryJEjVVucDB8+/LSv33XXXdx9990sWrSIp556imuuuQZN0xg6dCivv/46sbGxVcfOnTuX//mf/+FXv/oVTqeTPn368PLLL9O3b99myyOEEEKIlimsC6b27duzc+fOWo/r1KkTL774Yo3HxMXF8dhjj/HYY481VvOEEEIIESHCuktOCCGEEKI5SMEkhBBCCFELKZiEEEIIIWohBZMQQgghRC2kYBJCCCGEqIUUTEIIIYQQtZCCSQghhBCiFlIwCSGEEELUQgomIYQQQohaSMEkhBBCCFELKZiEEEIIIWohBZMQQgghRC2kYBJCCCGEqIUUTEIIIYQQtZCCSQghhBCiFlIwCSGEEELUQgomIYQQQohaSMEkhBBCCFELc6gbEI6UUlX/b/g9TXKOyp9rYG2Sn3/yeTRf02SQc5zbOaBpn/fmOoemaRjK0qTnAHmNtKhzBDwopSLi+o2Ec1SeJyKurSY4x8m/v0/+vX42mqrLUaKaY8eOkZ6eHupmCCGEEKIRFBQUkJaWVuMx0iUnhBBCCFELucN0DgzDoKioCIDY2Fg0TQtxi4QQQghRH0opysvLAWjTpg0mU833kKRgEkIIIYSohXTJCSGEEELUQgomIYQQQohaSMEkRAsSzT3k0ZxdRKdovOYNwwDCM7sUTKLFKC8vZ+nSpfh8vlA3JWQqJxBUvqlEo2jKLtf8T8LxF2hjiZZr3ul0cuONN7Jhw4awnCwlC1e2MIZhYBgGZnN0PTVOp5OxY8dy+eWXM3HixFA3p1mVl5fzwQcfcPjwYVJSUpg8eTLp6ekYhlHrrI1wV15ezpIlSzhy5AhJSUlce+21UZM9mq95r9fLjh07KCwsJDs7m4SEBGJjY6PieXe73SxZsoRDhw4RHx/PtddeS/v27SM+u9Pp5IorrmD//v0sWrSIAQMGYDKZwqpwkllyLUh5eTkPPvgg06dPZ+TIkVgsTbdKckvidDqZMmUK2dnZzJ8/P9TNaVaVbyKpqakcO3YMl8tFeno6CxYsICUlJdTNa1JOp5Mrr7yShIQEHA4HpaWlZGZmsmDBAlq3bh3q5jWpaL/mZ8yYgdvt5sCBA6SmpjJo0CDuv//+iC8cnE4nV111FSkpKTgcDgoLC1FK8c4779CxY8dQN6/JOJ1OJk+eTE5ODhdccAFvv/0277//fqibVW+ReVWGqddff51ly5Yxd+5c1q1bRzAYDHWTmpzT6eSyyy4jKyur6hfHmXJHYl3v8/n4xS9+QVZWFi+++CIfffQR99xzD0ePHmXTpk1Vx0Vy9r59+/LKK6/w0Ucfcffdd3Po0CH27NlTdVwkZo/2a/7mm2+mW7duLFiwgHXr1nHllVeyd+9errvuOvLy8jCZTBHZReX3+3nggQfo2bMnL730Eh988AFPPfUUcXFxzJ07F7/fH+omNonK671///48/fTTTJgwgeLiYtasWRPqptWbFEwtSEFBAUOGDCE5OZnf/e53rFmzhkAgEOpmNRmPx8OkSZPIzs7mmWeeASreUHVdB+D48eMcOXIEp9OJpmkR9wtk27ZtOBwO7rjjDuLi4jCbzUyfPp2kpCSg4o6j2+2OyOw7duygtLSUX/7ylyQkJGCxWJg0aRJ2ux273Y7L5cLj8URc9mi/5nfu3Mnx48e56aab6NixI4mJidx5553ccccduFwurr/+eg4ePBiRRdPRo0c5dOgQV1xxBTExMei6zpgxYxg6dCg7duyIuLwALpeL0aNHM2DAgKrrHSAmJoYtW7aEsGXnRgqmFqS4uJgxY8bw5z//mfT0dB566CHWrl0bsUXT9u3bKSkpQdd1DMNAKYXVaiUYDPLggw9y6623Mn36dK6++mo2bdpUsZlrBL2pHD16lP3791e7u2AYBj6fj4ULF/Kzn/2Mq6++mo0bN0Zc9iNHjrB3795qXW/BYJDExERefvllLrvsMq699lrWr18fUdnlmq8oGqzWig1nK4vFiRMnctFFF1FUVMRNN93E4cOHI65brqysjLy8PLxeL0DVHaULLrgAl8uFw+EIYeuaxrJly5g0aRLz5s0DKt7fWrduzZQpU/jggw8oLCwMcQvrJ7KuyDBV+cZpt9tJTU2lffv2zJ49m4yMjBqLpnD/9Nm3b1+ee+45Vq1axT333FM1+O+GG27g0KFDTJkyhRkzZqDrOrfddhv79u2LqDfRAQMGEBsby/PPP8/atWvJy8vjuuuuo1WrVlx33XXccMMNxMTEcOutt7J3796Iyt67d2+sViuHDx8GKl4DM2bMwGKxcP7553PttdditVq57bbb2LFjR8Rkz87O5rnnnmP16tVRec1nZWURHx/Pm2++CYDVasXjqdgxvnPnztx55510796dhQsXRtzMwY4dO5KcnFyVq3KMqmEYuFyuUDatyYwdO5bHHnus6u+V13K/fv1wuVzs378fOHOXdIukREgEg0FlGIYKBAJVj/n9fuXxeJRSShmGoXbt2qWuvPJKNWLECLVixQrl8/mqjnU4HM3e5sZwptxffvmlGjhwoLrrrrvUG2+8oR544AFVXFxc9fXVq1erYcOGqSeffLLq+8PRmbK///77atiwYWrIkCFqwoQJavLkydWyb968WV1yySXq7rvvVl6vN2yzK1WRv5LX61V5eXlVfz927Jj6wx/+UO263rRpkxo9erS6++67lc/ni5jswWBQffnll2rw4MERf80r9VN2wzCU0+lUTzzxhOrVq5eaPXt21TH5+flq9OjRatmyZWrBggVq8uTJyul0hqrJjSIQCKiSkhLlcDiU1+tVSlVc55Uqn9P33ntPDRs2TBUVFVX7/u3bt6vy8vLma3AjqcxdUlJS7bo/1XXXXaeuuOKKqr+HwzUeOR9dwojT6eQ3v/kNN998Mz/72c944YUX2LJlC2azGZvNhmEYaJpGjx49eOqpp0hPT+fhhx9m7dq1AMyZM4dp06bh8/nC6i7TybknT57MCy+8wI4dOxg1ahRz585l48aNzJs3jwEDBtCqVauqbEOHDqV169acOHEi7KahVjrTc75z506mTZvGp59+yvvvv8/QoUPp27cvrVu3rrpd379/fzp16oTH48FqtYZldrfbXXWnpLJ7yWq10rlzZ6CiayI1NZXHH3+cpKSkqk+bAwYMoF27dvh8PiwWS9hnr8xlMpkYMWIEf/7zn9m8eXPEXvOnPu+aphEXF8eMGTO46qqrWLRoEePGjWPmzJlMmDCB4cOHM3bsWG688UYKCgrYsGFDqCOcM6fTyX333cfNN9/M+PHjmT17Nrt27SI1NbXqmMrXgsPhID4+nuTk5Kqv/fnPf+aWW26p6r4LFyfnnjBhAk8++SS7du2qdkxl7ptuuomioiKWLFkCEBbXuBRMzczlcjFt2jROnDjB0KFDGTBgAEuWLOGBBx7g008/Baj2i6VHjx788Y9/JD09nUcffZR7772Xt956i3nz5oXVL9BTc+fk5LB48WLuvfdeli1bxqhRo3jyySfp378/48aNQ9M0NE3D7/fj8XhIS0uja9euQPh1RZ7pOV+8eDH33HMPH330EXFxcbRr145Dhw5RUlICVNyur+yGjY+PJzMzk2AwGHbZfT4fU6dO5dJLL63qWjv19ntl10TltazrOoFAoGq8Q8+ePau6rcPJqdl1Xa9WNA0fPpwnnniCnJyciLvma3reO3fuzF133cVzzz1H3759yczM5P777+fxxx9HKUV+fj4dO3akXbt2IU5xbsrLy7nmmmsIBAJcfvnlTJgwgbfffpvXXnuN0tLSquMqB/obhkEgEKj693nmmWd44403eOGFF6oVUS1dXXNXdssNGjSItm3b8u6777Jz585QNbt+QndzKzo99dRT6vrrr6/22CeffKJmzJihzjvvPPWvf/2r6vGTb2cePHhQDRgwQA0ePFht27at2drbWM6W++c//7nq06eP+s9//qOUUsrtdiulVNXt+PLycjV//nx14YUXqn379jVvoxtJbc/5Bx98oJRS6s0331S9evVSf/nLX5RSFbfv582bpwYNGqT27NnT7O1uDKWlpWrs2LHqoosuUgMHDlRbt25VSqkz3qo/evSoWrlypVKqoovm6aefVkOHDlW5ubnN2ubGcrbsJ3fJBgKBqm74SLrmz5bd7/ef9Xt8Pp8qKytTzz33nJo4caIqLCxsruY2qjlz5qgbbrih2mN/+ctfVP/+/dX+/ftPO37JkiXqoosuUoFAQD377LMqOztbbdmypZla23jqk7vy9b9jxw41cOBAdcstt6iCgoLmauo5i67lpFuA/Px8MjMzgYpPYVarlfHjx5Oamsrzzz/Pb3/7W6xWKxMmTMBkMqGUQtM03n//fZRSLFmyhB49eoQ4Rf3VlPu5557j/vvvR9d1JkyYwLFjx3jhhRfYtm0bsbGx7N27l5dffplOnTqFOMW5qe05//3vf09CQgLTpk3ju+++46WXXmLJkiVkZGRQVlbG3//+d7p16xbiFOdm27ZtOJ1OHn74YV599VVuuOEGXnvtNfr27VttgcJgMMiWLVv41a9+hdlspl27dng8HhYuXEiXLl1CnOLc1JQ9GAyi63rVn8LCQl544QV++OGHiLjm65K9kt/vZ/ny5fz1r3/FarWSn5/PwoULadOmTQgTnLtDhw7Rvn174KfX+zXXXMMrr7zCxo0bqxaorHxvT0tLw2q18pvf/IZly5bxxhtvkJWVFcoI56SuueGnXpRevXrx4IMPMn/+/LC4iyoFUzPTNI2tW7cCFeM4AoEAZrOZnJwc7rzzTrxeL3PnzqVdu3ZkZ2ejaRpLlizhueee49133w3LYglqzn3XXXfh8/mYO3cuHTp0oEOHDnTv3p3i4mL69u3Lo48+Gra/OKD259zj8fDUU0+xYMECHn74Ya644gpWrVpFp06dGDRoUFWxFY68Xi+xsbGMHz+epKQk5s6de8aiSdd1srOzWbBgAd9//z0dO3akf//+YdstA3XPXqlbt24UFhaSlZUV9td8fbJbLBaysrLIycmhd+/eDB8+PKyzOxwO8vLygJ+6m1NTU7HZbNXGJFV2QQ8aNIjCwkI+/vhj3n33Xfr06dP8jW4Edc1dqfL5nzZtGpdeeimJiYnN19hzFdobXNGjcgbAhx9+qIYNG6b+9re/VX3t5NvUn332mRoxYoSaP39+1WO5ublq9+7dzdfYRnSuuU+eERiu6pN9+PDh6umnn272NjaHyu5WpZT66quv1JQpU+rcTRPuJHuFM2U/uWsyElS+3l9//XW1ePHiqsf9fr8qLS1VAwcOrPZvcrK333672qzRcNKQ3OFGCqZm5nA41A033KBGjx5dbbzSyW+cjz76qBo7dqwKBAJhMdWyLuqae8yYMRGVW6n6P+eR4uTp5Cc/nyf/8jx5rMabb76pNmzY0OztbArnkn39+vXN3s6mEM3ZlTpzEVxWVqYGDBigli5dWu3xF198Ua1du7a5mtak6pt7xYoVzdW0RiOz5JqRYRgkJSUxe/ZslFLMnz+ff//73wCYzeaqBc169uxJUlJS1VTccFef3MnJyVV9+5Ggvs+5CoN+/LqqvOVeOfurcubnyJEjqzZavfHGG8nNzWXBggXMnj27aluYcHcu2cNpRlRNojk7VLyuTxUIBDCZTMTExFQ99swzzzBv3ryIuebrk/vpp5+utsRCuJAxTM2ocmptRkYGixcv5uc//znz5s0jPz+fWbNmVW0XULllRKRsiVDf3MFg8IwvvnAUzdlPdfIkhpEjRwIVb56TJk0iJiaGRYsWhe3g9tpI9ujMXsnj8eD1erHb7QDMnz+fl19+mXfeeYfevXuHuHVN52y533777bDMralI+kjbgpw8E+TUwZ2VX8vPz+fBBx8kLy+P9u3bM3jwYI4ePcry5ct58803w/KCitbcINnPlv1UJ3/93nvvZfXq1bz55pt07969Wdra2CS7ZK8pu2EYOBwOJk6cyF/+8he2bNnC888/H7az4aI1N0jB1OTmzJnD6NGjGTJkyGnTqHVdx+Fw8Pnnn/Ppp59SXl5ORkYGs2bNCtvZcJWiNTdI9jNlP5N58+bxyiuv8Pbbb4ftzKCTSXbJXlP2a665hh07dhAMBnnjjTfIzs5u5pY2rmjMHZn3/lsIh8PBq6++itvtZsiQIdUuqMrdypOTk7n88su5/PLLAU5boyQcRWtukOxny36qffv2sWnTJpYsWRIRvzQlu2Q/W/bKsajZ2dnk5+ezYMECevbsGYLWNp5ozS2z5JpI5eyQZ555Ro0ePbrG2T+RNCMsWnMrJdmVqlt2pX5a1TkSSHbJXpfsJSUlKj8/vzma1qSiNbdSMkuu0Zy6P1blLK9Ro0bhdrv55ptvAM44kDucZ4RFa26Q7CerT3aoWNguPj6+aRvZRCT7TyR73bJX3lnOyMho+oY2smjNfSZSMDWSyi6V/fv3V5sa3q9fP6666ioWLFjAwYMHa7xdHY6iNTdIdpDskr2CZK85ezj/e0Rr7jOJrDQh9txzzzFhwgQeeeQRvvjii6rHf/azn5GWlsbSpUtRSkXMcgGVojU3SHbJLtkrSfbIzR6tuU8ls+Qa4NSZAQcOHGDp0qX8+9//5vDhw4wfP54rr7ySQYMG8cc//pGvvvqKpUuXout6WC/OGK25QbJL9gqSXbJHcvZozV0bKZjO0ckzm/bv34/T6aRr167ExMRw+PBh1qxZw1//+lfMZjNZWVnMnDmTe+65hxkzZnDHHXeEuPXnLlpzg2SX7JJdskd+9mjNXRdSMJ2Dky+ohx56iI0bN7Jv3z7S0tKYOXMm06ZNo02bNjgcDpYuXcp7773Hvn37KCsr4+KLL2b+/PnYbLYQp6i/aM0Nkl2yS3bJHvnZozV3XUnB1AB33303ubm53HfffVgsFt577z2WLVvGFVdcwW233UZmZmbV7cl//OMffPPNN/zyl78M25VtK0VrbpDskl2yS/bIzx6tuWvVdCsWRJ7KXbiVUurDDz9UEyZMUHv37q12zOOPP66ysrLUs88+q8rLy6vtPu/1eputrY0pWnMrJdkrSXbJfjLJHlnZozV3fcksuVp4PB5eeeUViouLMZlMVbMADh8+jFKKtm3bAuD3+wF45JFHmDBhAkuWLKGsrKxqEBxQtdFqOIjW3CDZJbtkl+yRnz1aczeEFEy1+Mc//sHChQtZuHAhx48fr9p5G8DlcrF3716gYkE2n88HwK9//WtKS0tZvXo1EJ6LFEZrbpDskl2yS/bIzx6tuRtCCqZa3HjjjVxxxRWsXLmSl156iePHj6NpGqNGjcLhcPDaa69RUFAAVFTZSilcLhft2rUjMzMzxK0/d9GaGyS7ZJfskj3ys0dr7oaQzXdrUDlj4P777ycYDLJixQqUUsyaNYvevXvz8MMP8+STT2KxWLjlllvo1q0bmqbxn//8B5PJRIcOHUId4ZxEa26Q7JJdskv2yM8erbkbSgqmszAMA13X8fv9WCwWHnzwQQBWrFgBwB133MG1115LIBBg9uzZbNmyhbS0NOLj41m1ahWvv/466enpoYxwTqI1N0h2yS7ZJXvkZ4/W3I1BlhU4icfj4YsvvqBXr1506NABi8Vy2jFz5szhq6++YuTIkdx+++20atWKTZs28fbbb+NwOMjMzOSaa66hW7duIUhwbqI1N0h2yS7ZJXt1kZg9WnM3NimYfuTz+Zg5cyabN2/GarUyePBgUlNTGTt2LP369SMuLq5ql+358+ezdOlSRo4cyaxZs0hNTcXr9WKz2aot/BUOojU3SHbJLtkle+Rnj9bcTUG65H7kdrvp0qULJ06cwGazMWTIEL744gv++Mc/4nA46Nu3L/369WPYsGHcfPPNlJWVsX37dl555RVmzZpF69atgfDbnTlac4Nkl+ySXbJHfvZozd0U5A7TSYqKinjhhRfYunUrI0eO5M4778TlcvHJJ5+Ql5fHp59+itPpxGazkZGRwQ8//EAgEOC2227j7rvvDtsLKlpzg2SX7JJdskd+9mjN3dikYDrFsWPHeOmll1i5ciUTJ07k3nvvrfqa1+vF4XDw8ccfU1xczH/+8x80TeOll16ia9euIWx1w0VrbpDskl2yS/YKkZw9WnM3JimYzqCwsJAXX3yRtWvXMnbsWO677z6A0/pwi4uLMZvNJCUlhaqpjSpac4Nkl+ySXbJHfvZozd1YZAzTGaSmpnL77bcDsHz5cgDuu+8+dF0nEAhgNlf8s6WkpISsjU0hWnODZJfskh0ke6Rnj9bcjUUKprM424VlNpsxDCNi+3SjNTdIdsku2UGyR3r2aM3dGKRgqsHJF9aXX36J2+3moYceivgLKlpzg2SX7JJdskd+9mjN3VBSMNUiNTWVO+64A5fLxffff8/x48erpllGsmjNDZJdskt2yR752aM1d0PIoO86Ki4uRilFmzZtQt2UZhWtuUGyS3bJHk2iNXu05j4XUjAJIYQQQtRCOiyFEEIIIWohBZMQQgghRC2kYBJCCCGEqIUUTEIIIYQQtZCCSQghhBCiFlIwCSGEEELUQgomIYQQQohaSMEkhBBCCFELKZiEEEIIIWohBZMQQgghRC2kYBJCCCGEqMX/B8HntThjrI/EAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print('''\n", + "\n", + "There are two ways to do multiple `fill_betweens`:\n", + "(1) Specify a list of `fill_between` dicts.\n", + "(2) Specify a fill_between (or list of fill_betweens) for each `mpf.make_addplot()`\n", + "\n", + "Here, for example, we specify a `fill_between=` a list of fill between dicts:\n", + "\n", + "''')\n", + "\n", + "fb1 = dict(y1=daily['Open'].values , y2=daily['Close'].values , panel=0, alpha=0.3, color='magenta')\n", + "fb2 = dict(y1=daily['Volume'].values, y2=daily['Volume'].mean(), panel=1, alpha=0.5, color='lime')\n", + "\n", + "mpf.plot(daily,volume=True,panel_ratios=(1.1,1),\n", + " type='candle',tight_layout=True,figratio=(1,1),\n", + " fill_between=[fb1,fb2])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "We can accomplish the same thing by specifying one fill_between in `mpf.plot()`\n", + "and the other in `mpf.make_addplot()`. This is useful if we are already using\n", + "`make_addplot()` to plot some additional data. \n", + "\n", + "NOTE: Since make_addplot() accepts a panel argument, one should NOT specify\n", + " panel in the fill_between dict used by make_addplot.\n", + "\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print('''\n", + "\n", + "We can accomplish the same thing by specifying one fill_between in `mpf.plot()`\n", + "and the other in `mpf.make_addplot()`. This is useful if we are already using\n", + "`make_addplot()` to plot some additional data. \n", + "\n", + "NOTE: Since make_addplot() accepts a panel argument, one should NOT specify\n", + " panel in the fill_between dict used by make_addplot.\n", + "\n", + "''')\n", + "\n", + "fb1 = dict(y1=daily['Open'].values , y2=daily['Close'].values , alpha=0.4, color='magenta')\n", + "fb2 = dict(y1=daily['Volume'].values, y2=daily['Volume'].mean(), alpha=0.5, color='lime')\n", + "\n", + "avol = [daily['Volume'].mean()]*len(daily)\n", + "\n", + "ap = mpf.make_addplot(avol,panel=1,fill_between=fb2,color='k',linestyle='-.',width=0.25)\n", + "\n", + "mpf.plot(daily,volume=True,panel_ratios=(1.1,1),\n", + " type='candle',tight_layout=True,figratio=(1,1),\n", + " fill_between=fb1,addplot=ap)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "We can specify effectively a \"multi-color\" fill_between, by breaking it into\n", + "two separate fill_betweens, with two separate colors, each with a \"where\" clause to\n", + "indicate where the fill_between color should and should not appear along the datetime axis.\n", + "\n", + "This is useful, for example, if we want to highlight where a given value is \n", + "above or below the average value.\n", + "\n", + "Notice that when using multiple where clauses like this, it is helpful\n", + "to set `interpolate=True` in the `fill_between` dict, so that the space \n", + "between True values and False values also gets filled.\n", + "\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print('''\n", + "\n", + "We can specify effectively a \"multi-color\" fill_between, by breaking it into\n", + "two separate fill_betweens, with two separate colors, each with a \"where\" clause to\n", + "indicate where the fill_between color should and should not appear along the datetime axis.\n", + "\n", + "This is useful, for example, if we want to highlight where a given value is \n", + "above or below the average value.\n", + "\n", + "Notice that when using multiple where clauses like this, it is helpful\n", + "to set `interpolate=True` in the `fill_between` dict, so that the space \n", + "between True values and False values also gets filled.\n", + "\n", + "''')\n", + "\n", + "fb_above = dict(y1=daily['Volume'].values, \n", + " y2=daily['Volume'].mean(), \n", + " alpha=0.4, color='lime', \n", + " interpolate=True,\n", + " where=(daily['Volume'] > daily['Volume'].mean()).values)\n", + "\n", + "fb_below = fb_above.copy()\n", + "fb_below['color'] = 'magenta'\n", + "fb_below['where'] = (daily['Volume'] < daily['Volume'].mean()).values\n", + "\n", + "\n", + "avol = [daily['Volume'].mean()]*len(daily)\n", + "ap = mpf.make_addplot(avol,panel=1,fill_between=[fb_above,fb_below],color='k',linestyle='-.',width=0.25)\n", + "\n", + "mpf.plot(daily,volume=True,panel_ratios=(0.8,1),\n", + " type='candle',tight_layout=True,figratio=(1,1),addplot=ap)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "Here, as an additional example, we create \"multi-color\" fill_between for both panels:\n", + "\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print('''\n", + "\n", + "Here, as an additional example, we create \"multi-color\" fill_between for both panels:\n", + "\n", + "''')\n", + "\n", + "fbvolume_above = dict(y1=daily['Volume'].values, \n", + " y2=daily['Volume'].mean(), \n", + " alpha=0.4, color='lime', \n", + " interpolate=True,\n", + " where=(daily['Volume'] > daily['Volume'].mean()).values)\n", + "\n", + "fbvolume_below = fbvolume_above.copy()\n", + "fbvolume_below['color'] = 'magenta'\n", + "fbvolume_below['where'] = (daily['Volume'] < daily['Volume'].mean()).values\n", + "\n", + "avol = [daily['Volume'].mean()]*len(daily)\n", + "ap = mpf.make_addplot(avol,panel=1,fill_between=[fbvolume_above,fbvolume_below],color='k',linestyle='-.',width=0.25)\n", + "\n", + "fbclose_above = dict(y1=daily['Open'].values , y2=daily['Close'].values , alpha=0.4, \n", + " interpolate=True,\n", + " color='lime',\n", + " where=(daily['Close']>daily['Open']).values\n", + " )\n", + "\n", + "\n", + "fbclose_below = fbclose_above.copy()\n", + "fbclose_below['color'] = 'magenta'\n", + "fbclose_below['where'] = (daily['Close']" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print('''\n", + "\n", + "Finally, as a more pratical example, we use `fill_between` to color a MACD plot:\n", + "\n", + "''')\n", + "\n", + "df = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True).loc['2011-07-01':'2011-12-30',:]\n", + "\n", + "# =======\n", + "# MACD:\n", + "\n", + "exp12 = df['Close'].ewm(span=12, adjust=False).mean()\n", + "exp26 = df['Close'].ewm(span=26, adjust=False).mean()\n", + "macd = exp12 - exp26\n", + "signal = macd.ewm(span=9, adjust=False).mean()\n", + "histogram = macd - signal\n", + "\n", + "fb_12up = dict(y1=exp12.values,y2=exp26.values,where=exp12>exp26,color=\"#93c47d\",alpha=0.6,interpolate=True)\n", + "fb_12dn = dict(y1=exp12.values,y2=exp26.values,where=exp12macd,color=\"#e06666\",alpha=0.6,interpolate=True)\n", + "fb_macd_up['panel'] = 1\n", + "fb_macd_dn['panel'] = 1\n", + "\n", + "fb_macd = [fb_macd_up,fb_macd_dn]\n", + "\n", + "apds = [mpf.make_addplot(exp12,color='lime'),\n", + " mpf.make_addplot(exp26,color='c'),\n", + " mpf.make_addplot(histogram,type='bar',width=0.7,panel=1,\n", + " color='dimgray',alpha=0.65,secondary_y=True),\n", + " mpf.make_addplot(macd,panel=1,color='fuchsia',secondary_y=False),\n", + " mpf.make_addplot(signal,panel=1,color='b',secondary_y=False)#,fill_between=fb_macd),\n", + " ]\n", + "\n", + "s = mpf.make_mpf_style(base_mpf_style='blueskies',facecolor='aliceblue')#,rc={'figure.facecolor':'lightcyan'})\n", + "\n", + "mpf.plot(df,type='candle',addplot=apds,figscale=1.6,figratio=(1,1),title='\\n\\nMACD',\n", + " style=s,volume=True,volume_panel=2,panel_ratios=(3,4,1),tight_layout=True,\n", + " fill_between=fb_macd+fb_exp12)\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/hollow_and_filled_candles.ipynb b/examples/hollow_and_filled_candles.ipynb new file mode 100644 index 00000000..eb46d4e0 --- /dev/null +++ b/examples/hollow_and_filled_candles.ipynb @@ -0,0 +1,558 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# HOLLOW and FILLED CANDLESTICKS\n", + "\n", + "\n", + "### To best understand Hollow and Filled Candlesticks, we compare them to Traditional Candlesticks:\n", + "\n", + "---" + ] + }, + { + "attachments": { + "image-1.png": { + "image/png": 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NvD47g/mx/bg2MImr/ROYG9+PN6ZPAIu3gWLJ7QHuuyWgUkAFBZRRckXmur9rK1fe/goImu0f42APBc1gqXJTcb02kRYB1sLLgyaNZAX7EJqLC6vQ7N+Dq7unMDd+oArNRaBEQFai75UriPwnMGMwru42vms7hPL2V0DQbP8YB3u43gmyo6MDjz/+OJ544gmXuMwyfdpfgfXaRFo8f3hoHsA1B829MWguVKHJESaAMjxoFmturz1urVgLOVBA0MxBkENdXO8EKWiGKth+9dZrE2nxdC28kow0Bc20xDBrdgiaWYvYI7R3vROkoPkIRU/5rtdrE2kxu2HQnDnmpm553XN1erbeSLPsXF973LSoITuaoYCg2QyVM3KM9U6QgmZGAvgIzFyvTTyCQz3ULtfC62FGmtVrmoJmXf0t/sz1iRQQNNUSagpYB6kVVBcETV+R/Kyv1ybSokBjoLkfb6wLzepo040/eU2TI003Fl1zj1Fa9Gi0HRZ/yxu9/yzuT9DMYtQekc3rdQxB8xEJ3oTdWkw3mzfB1Ic6RHOhGQGznaCZtF08VJDa7EuCZpsFdDPuWAfy9yFo+opkZ91iutk8rR4LmpuLTNJ2sbmjtce3Bc32iGNDvLAO5O9M0PQVyf66xdry9Tzi9vU+D9q23ncaXb5ZaH42sBfnJl6Mpmdv3gCKKyhVyjYLWzN39TnN9pierRd3K6uX14TQAgRNNYKaAtZZagXVBUHTVyT76+vF2vfM6jFP42ez0OTLDc6O7cPr09NAFZpl26nltZcZtMf07HoxjZf7y2mMfatsEjRbpXwKj2sdxTdN0PQVyf76erH2PSuXy2Bi/Xof40qr88i2h7h7tvoavYeFZjr8rheZ+mUWd8vjtaysXh6vl/dlQTPvLSDmv3WWWJFbFDR9RbK/vl6sfc9KpZKD5nrgbDU07PiR3XWgycEhR4qE/prX6EUvN+D7Z6Pp2ZnoOU1Oz1YHlBXeLMsDPGCkacdvVR5ZF/6/xT1pHn6E9q8paG4yxvHGt8ldtfzr5otvSN6gaTr4ua9LltfNt3o+2DbmPjRZFv+0Chb+cSObGgfNCt+k12bQjMc16XI85nlfFjQ32QL8xrfJ3bX06+aLb0SeoGkarJf72mR13fyL229l8bweNOPbVzFlt8o0Oa9ED4BENvEvlESJbHd8d++PXX+kWfsrJzPVkSZf2E4ic7RJcFa/H/lZQqUSpZb7XX2FfDwW9ZYZ33rlDyqr1ybiZXlfFjQ32QL8xrfJ3bX06+aLb4SgaX/tYu0oy9cpS+sWaz+3a5j1cr8u11sOjw2g6UaMDqAVoLgc+ysn1XfP2p8GqwNNjjSzDs16MduoLN6OrW68LO/LguYmW4A1Kss3ubuWfn09HwTNdoZmNCLjqMxdtyyVUSkXUSoVXCqXi24dpSJQ5tCr5NZZx6VS9UahFuUGd9pCG327nE9u2FkACvfcHbJvTs+4v2xyZWAfLg/twdzki3hrZja6e7awEu2nBJRKFZT59Im7GaoI06J2DGrQIr+j48b8rfrvLshWY0h73d8Bdb8cothxGM1+zpnnQvXdRtbvLY+fhOqVxbfncVnQDIh6scgmBljOKaulpaU1ZbabQqHgOhnX2eCy9rFOYjlPGN3d3fjpT39a+9NgXGaZnZCy6Ge9uDCu9onHmuW2btvjda0sS3kU3+g+l5WVKOe5FYWiG5GtLN9BBcsoV+4B5WWgsAywYpFQYVqOcvYNJve9FuTOlqpdBB5tdOBbQaW8guXC3Soe7gFLt4F//Af8dvYETo0fxPzQPpwe3IPfTR7EWy8dBb76Cviaf1PzHlBaQqlM/1dc4r4iv6vHog5MrfKbx6XvjA0TR9H0e7kIrETbypVlLJWjODqflu8iussJuANgEcDKJqdvs9TmG2WroLmBkvGTI4EY/9g2lvvbeFLidoNPlvLol3U0gqC/Tz31FJ5++mn87Gc/c4nLLOPH6pp/cX2sLM05YUj74h+u+5C07Va+wpNzhj9RTAD328+u4a0UgDt3gXtfA4t/BpYWgDtfAYtfATcWgK8WgIUF4GYs3bgJtCot3ARuMt0AbtwAvroJfHkzyrlt8QawchflP/9/wMI/Al/+I/Cf/x/MHT2B+ZEX8enYYVzZcxSnRvdhbvpl4D/+J+CrPwP/9P8Cf/6HaGR6ewG4tQgsLgI3F4EFpqoOzFvlO4/rfKzGhzG5sQh8eRv46nZk560F4N4NYIka/RlYuAEs3gGWSlhcLsL9nKhOXYf20Qw3+YaZLmhuIGX8hEpA2Enz7t27+OCDDzA+Po7t27djy5Yt7g8zcyqTqbOzE11dXW5ExlFZmhPt9BPtNx/+4i/+At/4xjfwzW9+0yUus4zfidfz/fXX06iBxYu2Pvvssy5xmTEdHR3Fhx9+iNu3b7tWwvjzYz+WNmg6qd5s0OQjFaV7BWCpANy6i78/fxlz/91/j18fO4Y3XjmB12aP4c3pY/jg8DH89tAJvHPkBN4+aukY3j4y27L01pFZvHH0uEtvv3Qc7x5+Ge8ditLbL73syv/XQ9N4/9VfuZHk6dmXcX7/UbzX9Rw+enYHzm3ZiXMdu3Cy6xd4a+sOXDwwg48OTuP9l2bwwfFXwe++MX0Cbx59BW8ffQXvHLFkOrTef8aGiTF576VX8NtDr+CDw6+45TenT+DfHj6E12dn8NbRaVz9F/8K/9eFa8DNJTc3u7S0ct+Pemu060HUtuc5FzQDom8NiFWXl5ddQ5ufn3cn2CeffBKPPfYYHn/8cTd9yZxlHIlZOcvSnmhrvfTEE084YH7nO9/Bt7/9bZe4THByG6dq498zP63M1tOa0wfaypw2MnbMf/zjH7uyn//857hw4YKbSTBYWu7PLgQ0pdRUsTZdWOa0YxlYLuD/PHceb744jQ/2HMJHB17Ce6MT+GjyRZwafxEXRqJ0dixaZxnT6bG9OD021ZJ0cnwvPhrf79Lp0QM4M3oA54YPYG4kWnZlk4ednWfG9+HM4DiuDE7ibOdOfNr5HD7dutOlTzp34WLfC7j0/AjOD0/h1PAUzkwexEejL+LM2EGcraZzo9Eyy9Lh/xROTuzDyQnGIrLtwvAhMJ0bOeRsPzWxDx+/NOvi9O7ucfzuwHH8h7nLwF1Or/OCbf3r9dY+4nlqGm+LDRE0AwNgI0xWJzj379+PH/3oR+4ky5MuT7QEJU++TFzmCTiryfzglOz3vvc9fOtb31qTWMZtVi+rfnKqmT6Y/Tb1/JOf/MSVMedsQr1RpsEzsAmlqlp0MiyhUFoCKsvAjX/G2X/xL/HRvpdwefIQ5n45iD9OvoirQ1P4bHAKX/RH6drglCtj+bWhSVwbGm9pujo86eyhXbTzD/17Xfp8YC+Yvhg9iEvPDUXbBqfwvw/vwfmt23D+55345NkefPxMN+af7sDl3ufwef8Yvhjbjyv9E/jk+VFcH96PPwzuwx8HVtMfBvfgs6E9uDLCNIWrw63zn8f+dGQcn9Y0oO/78cVu02AKn74wik9+OYyPfzGMK6MH8NH4ATfidFPsvMbpHqGJwOk3UAOmX573dUEzoAXUazyc1rNrfAQIR14EC6cwucz03e9+dw1ofPBkYd384SjT7OUy/bPpWivPam7xspx+cPqZMOW0O0ebcUDaddyAppPaKmzTvLOyyHsoK3fddUu+Su70yB7wLTlnnunB/JZely4824uPn+nFxWd7Mbe1D2c6ejG3JnVX15udr9pxbitt7XPpwrN9uPDsDpfOPbsdl7p24ULHDsx3bMOpp7fg494dmN/ahfMd3biwpQsfd/biQtc2nHpmKz56phPne5/Dhe5dmN+60+3j4jM7wMT98hj0nRqc7rTjN9vv1eOd6eyGSx19LjbzWyK/I//7cLX3Fzj/TA+u9PwSfxo/gJMjU3jjpSPA4pfRj6UqNFPbUFNomKAZEJT4CdNuAOH1OU7hcXqSJ1mecHmi/eEPfwhOXxIozLMKErObfhgw6Y/5xDKDJnOrb7lts/W05gb/73//+7URNcvoH0eZjHFfX5+7lm3tgG2A0Mnyx6BZwAqW734F3F3Eb15+BRdH9+NPuyfdyZYjsEsdvbjQ2YuPt0b52e4+nO7pxdnuXsx19+Js57Zq2t6S/FxnD1bTNpzrrKaO7TjXsR1nn+3FmWe6cKFrO85u7cLFHbvw+45OfNTdhZM93Zjr7cXJjg6c7OrG2W19OMX1rioQt/bhfOcOXOjow6WtfS4/39kX+U3fu3txpqu1/s919+BsT4+zhbGZ69qB+a4+l85XfwycfaYDH3dsx+XnR/DR+F53jZM3B5WxVH1ZQ7bbcrP7oaC5geJ2crQTJqtzpMGbRTilx6nZH/zgBzWA2GjFoMGTb9YTgUeomG9cZhn9stz30SDpl6dt3X4EMLeY0Xb+ALL4MtYWd2suNl1r61nLDZpF98TePWDhK3ezzCejL+L6rmF8snUnLm3pccB0J9/OXswTJj29Diw1aHbvwFmmrl1NzwkI2sZE22gT0+mePhAgTGc6+nB5xy9x6plOzPfswO+2dmFuxw78pqsTJ7f34UxfH37f1YWT3dtwum8HTvb24fedPZjr2+mAaBAiLHkMJvdjoXos53uL/HeQdD9eeqK49PAHTZRs25ktnZjb0oUrPc85aJ6ZehFvHj+G8s1/QImPFCG6wz9r7beV9gqaAeobOONVeSK163lxQLDMbijhSdfqKI+u9aZRB8bJYmY/BBhT2sptnIqv1wbi7SEry/SjltyLyMvR84Y3buKDIy/j0tCL+OKXE7j07E5c3BKN2j7vH8Ef+0dwffcwPhsew5WBYbf+x91j+Lx/Atddmmx6zmP/6YURl5x9AyO4OjiCK0NjLl0dHHM28VplZOsYrg+M4drAGLiNda8NjuD6wEitLP5d1rk2MOG+w31QBz9FvlODVvg/FsWhf8j5EfkU920IZ7t63NTzxS3b8dnuCcyNHwLvqsWtBVSwEr2wodomstKGW22noBkQgXonTEEzvRBMCua8QpNN303MFQvAjVt4/8iruDh8EH94fgrnt+7EfMd2nOna7k7IhMX13aO4PjSBq/2j+OKFCZdWoWnwbF4eQXMM/9vzIw6KBCKhd3lowqUrQxMR9Pon8PnuSfxxd5Svgm7CQd98ICCvDkzi6uCEu8uW3+cyy314EsJrfzQ0z2+zn3Z/sXvEJfpOW53tQxPVHw0jbrR8vns7Lm7ZiesvTGF+9LB7HMU9b1ouRG9QEjQDKLBaRdBc1WLdJUGzfQBZD6h5hSaB6d6BxDchLdzBmzN/jbOjh3Clfy/OdO7Cqa7t+KhnuzsB86R8ffc4rvNu2t3j+NPzk/jTC4RONHpz21mniYnH/tMLUSIQCRMD3uWhSQc+QpCjwM9378EfCc4XqrmD6CS+eCFK3EawXu+PboS6OrAnAufgZATSgclVALuR68Sa0Wsz/bZj0f8vdkfJ+U7gV1ME/DGc6t4GgyZ/DF0cOeye43QvQSjwXYHR30qtd45b94SY8w2CZkADqNegNNJsH5DmGZruBZF8p+zNO/i72b/GyfFD+HhwLz7q3uWA+bve7bg8HE1zEpbXh/a4ab4INhE0OcXZisRpVcLSjSD7o9EgocFnMS1x/Vr/HgdDB05Cc53E7Q6a/XsQh+aafXG6liNXl6rTvS31n9PGnEY2YNL2aLTM6VpC81z3djdzwJEmockXIDhorgiaAaf/+6oImvdJcn+BoNk+gNRIc+01zRo0F+/gtWOvuvewXhiewoe9O0FgfuhB0z2j6K5h7nEjs+j6YHQtkdcIm51s6tSmJlenJzlFWU1rRoscMUajT45AueynGnir07w23ct87ZTt6vXDZvttx7Prs3Gwx6HJG5zmengn8U5c6Z/C3Fh1epav3OO0PF9yr+nZ+0/6DygRNB8gjm0SNAXNem3A2keWcjtBmj/ummapANy8hb879rJ7A9DFoQn8rmcnPurZ5hJHkW4adlQMSXoAACAASURBVPc4Phuewqd27a86orGbZ1qRG9AMkBFEoxt4ONKycj93YHRQnIyuf3J0Wr2GuQpg+/7qdVID5+r+ouuorfDdXb8dHnMzAWZX9IMgunmJcTvV3YMzvXwsZruL2+mJQ+6Ve+7lBiW+1F7QTNp/Bc0AxewEE6+q6dn2AWlep2fdXUB8ny5fPv/VDbw7fRxnx/bhysC4O8na849f7B6KbrZ5YdRB85PB8erNNqvXDd3opjZFaFOFjzbn6OrSyAQujUTgICR5vS+6wzXKbSTGKeZPYomQ4frFkQlcHOW2CQcf7oPfia4b2l210R253Ec8OXDGRrHN1oDHN59oF22Pbg7idU7e8cy7Z6NnUXkXLeN2avKAe1etewl/RdCMn9NDlwXNAKUEzfYBpKZnV6dnHTTde2dXgC9v4P2js5gf3edu9OFLAuY7elz6Ux1oOshwurIGjeq1tIHm5Tw27agHzejOVj5OQpisQi8OGS7zuxE0V8HLEZpBkznXo1Fr9e5cPnbjHmup3m3rfiw0z+8IztGNSvSffhg06Xd0c5BBswfnenrdCyA+GRrFqcn9eGPmWPSXawTNgLP//VUEzfs1ua/kYaBZ7+SssvTCl89pMj7x5zTt2U0+p2kftoV67cG2ZyE3H5wf/COavLa1sIB3po9jbmSvu0uU03nuVXldfe4uUT5i8ocXxnFtZMqNWGrQqD7m4E7kXLabUJqUr06Txh8PiaZnOWLkdC2BV/daZ/UapU1tcl/R1Gz979u07Wo9q998v21Uyx8OkQbRjwPeHOWm0nndeWAMpzv73I1A/AF0ZWAUZyf24u2jx6I/HcZHTvhHtMFXKlbcbyhO18dTFtpzs20UNAMUr3eS3Gh6VoBMLyDrxSav0OQbYeCuaS7irZm10HTvmO3a4U7CfCTj+gsTa6BpMDKYKI9B1H5MPOq8OrLnjxiOqG2UbDdIne7YUYXmNvd8LaH5jkGTf+9X0AwgwNoqguZaPequCZrZAmA9KG5UJmgKmpmEvqBZ95z9KAsFzQB1BU1B05oJ20K99mDbs5KbHxpptmB02MjRp6DZ9C4naAZIXu8kqenZ9gJpnkaa1uTZrgVNQVPXNK1HhOWCZoBOgmZ7AbLeVG0eocmmL2gKmoJmAARiVQTNmBjrLQqagqa1DbaFeu3BtmctFzQFTUEzWa8VNAP0qneS1PRse4FUI03dCKQbgdY+buLeFhVwfsxbFUEzIOKCZnsBMq/Ts/VGyRppaqSpkWYABGJVBM2YGOstCpqCprWNeuCxbWnP69kuaAqagmaynitoBuglaAqa1kzqgce2pT2vZ7ugKWgKmsl6rqAZoJegKWhaM6kHHtuW9rye7YKmoCloJuu5gmaAXoKmoGnNpB54bFva83q2C5qCpqCZrOcKmgF6CZqCpjWTeuCxbWnP69kuaAqagmaynitoBuglaAqa1kzqgce2pT2vZ7ugKWgKmsl6rqAZoJegKWhaM6kHHtuW9rye7TVoLiy6Pw12ZnSv+/NYq38abO1fOflsePVPg+mvnKQAuHr3bNO7naAZILmgKWhaM6kHHtuW9rye7TVo3ljEu9PHcXpsr/v7jD40P989ic92T+D60BSuDIxX/whz9HcqM/lSgEa+NL2V+xI0m97tBM0AyQVNQdOaST3w2La0577tfOPLRtCc74xGmtf710KTo8zobzimYLTVSmi1+tiCZtO7naAZILmgKWhaM/HBY+VZyH3bBc02AL6g2fSuJ2gGSC5oCprWTHzwWHkWct92QVPQrJTK0I1AyXqvoBmgl6ApaFoz8cFj5VnIfdsFTUFT0EzecwXNAM0ETUHTmokPHivPQu7bLmgKmoJm8p4raAZoJmgKmtZMfPBYeRZy33ZBU9AUNJP3XEEzQDNBU9C0ZuKDx8qzkPu2C5qCpqCZvOcKmgGaCZqCpjUTHzxWnoXct13QFDQFzeQ9V9AM0EzQFDStmfjgsfIs5L7tgqagKWgm77mCZoBmgqagac3EB4+VZyH3bRc0BU1BM3nPFTQDNBM0BU1rJj54rDwLuW+7oCloCprJe66gGaCZoCloWjPxwWPlWch92wVNQVPQTN5zBc0AzQRNQdOaiQ8eK89C7tsuaAqagmbynitoBmgmaAqa1kx88Fh5FnLfdkFT0BQ0k/dcQTNAM0FT0LRm4oPHyrOQ+7YLmoKmoJm85wqaAZoJmoKmNRMfPFaehdy3XdAUNAXN5D1X0AzQTNAUNK2Z+OCx8izkvu2CpqApaCbvuYJmgGaCpqBpzcQHj5VnIfdtFzQFTUEzec8VNAM0EzQFTWsmPnisPAu5b7ugKWgKmsl7rqAZoJmgKWhaM/HBY+VZyH3bBU1BU9BM3nMFzQDNBE1B05qJDx4rz0Lu2y5oCpqCZvKeK2gGaCZoCprWTHzwWHkWct92QVPQFDST91xBM0AzQVPQtGbig8fKs5D7tguagqagmbznCpoBmgmagqY1Ex88Vp6F3Ldd0BQ0Bc3kPVfQDNBM0BQ0rZn44LHyLOS+7YKmoCloJu+5gmaAZoKmoGnNxAePlWch920XNAVNQTN5zxU0AzQTNAVNayY+eKw8C7lvu6ApaAqayXuuoBmgmaApaFoz8cFj5VnIfdsFTUFT0EzecwXNAM0ETUHTmokPHivPQu7bLmgKmoJm8p4raAZoJmgKmtZMfPBYeRZy33ZBU9AUNJP3XEEzQDNBU9C0ZuKDx8qzkPu2C5qCpqCZvOcKmgGaCZqCpjUTHzxWnoXct13QFDQFzeQ9V9AM0EzQFDStmfjgsfIs5L7tgqagKWgm77mCZoBmgqagac3EB4+VZyH3bRc0BU1BM3nPFTQDNBM0BU1rJj54rDwLuW+7oCloCprJe66gGaCZoCloWjPxwWPlWch92wVNQVPQTN5zBc0AzQRNQdOaiQ8eK89C7tsuaAqagmbynitoBmgmaAqa1kx88Fh5FnLfdkFT0BQ0k/dcQTNAM0FT0LRm4oPHyrOQ+7YLmoKmoJm85wqaAZoJmoKmNRMfPFaehdy3XdAUNAXN5D1X0AzQTNAUNK2Z+OCx8izkvu2CpqApaCbvuYJmgGaCpqBpzcQHj5VnIfdtFzQFTUEzec8VNAM0EzQFTWsmPnisPAu5b7ugKWgKmsl7rqAZoJmgKWhaM/HBY+VZyH3bBU1BU9BM3nMFzQDNBE1B05qJDx4rz0Lu2y5oCpqCZvKeK2gGaCZoCprWTHzwWHkWct92QVPQFDST91xBM0AzQVPQtGbig8fKs5D7tguagqagmbznCpoBmgmagqY1Ex88Vp6F3Ldd0BQ0Bc3kPVfQDNBM0BQ0rZn44LHyLOS+7YKmoCloJu+5gmaAZoKmoGnNxAePlWch920XNAVNQTN5zxU0AzQTNAVNayY+eKw8C7lvu6ApaAqayXuuoBmgmaApaFoz8cFj5VnIfdsFTUFT0EzecwXNAM0ETUHTmokPHivPQu7bLmgKmoJm8p4raAZoJmgKmtZMfPBYeRZy33ZBU9AUNJP3XEEzQDNBU9C0ZuKDx8qzkPu2C5qCpqCZvOcKmgGaCZqCpjUTHzxWnoXct13QFDQFzeQ9V9AM0EzQFDStmfjgsfIs5L7tgqagKWgm77mCZoBmgqagac3EB4+VZyH3bRc0BU1BM3nPFTQDNBM0BU1rJj54rDwLuW+7oCloCprJe66gGaCZoCloWjPxwWPlWch92wVNQVPQTN5zBc0AzQRNQdOaiQ8eK89C7tsuaAqagmbynitoBmgmaAqa1kx88Fh5FnLfdkFT0BQ0k/dcQTNAM0FT0LRm4oPHyrOQ+7YLmoKmoJm85wqaAZoJmoKmNRMfPFaehdy3XdAUNAXN5D1X0AzQTNAUNK2Z+OCx8izkvu2CpqApaCbvuYJmgGaCpqBpzcQHj5VnIfdtFzQFTUEzec8VNAM0EzQFTWsmPnisPAu5b7ugKWgKmsl7rqAZoJmgKWhaM/HBY+VZyH3bBU1BU9BM3nMFzQDNBE1B05qJDx4rz0Lu2y5oCpqCZvKeK2gGaCZoCprWTHzwWHkWct92QVPQFDST91xBM0AzQVPQtGbig8fKs5D7tguagqagmbznCpoBmgmagqY1Ex88Vp6F3Ldd0BQ0Bc3kPVfQDNBM0BQ0rZn44LHyLOS+7YKmoCloJu+5gmaAZoKmoGnNxAePlWch920XNAVNQTN5zxU0AzQTNAVNayY+eKw8C7lvu6ApaAqayXuuoBmgmaApaFoz8cFj5VnIfdsFTUFT0EzecwXNAM0ETUHTmokPHivPQu7bLmgKmoJm8p4raAZoJmgKmtZMfPBYeRZy33ZBU9AUNJP3XEEzQDNBU9C0ZuKDx8qzkPu2C5qCpqCZvOcKmgGaCZqCpjUTHzxWnoXct13QFDQFzeQ9V9AM0EzQFDStmfjgsfIs5L7tgqagKWgm77mCZoBmgqagac3EB4+VZyH3bRc0BU1BM3nPFTQDNBM0BU1rJj54rDwLuW+7oCloCprJe66gGaCZoCloWjPxwWPlWch92wVNQVPQTN5zBc0AzQRNQdOaiQ8eK89C7tsuaAqagmbynitoBmgmaAqa1kx88Fh5FnLfdkFT0BQ0k/dcQTNAM0FT0LRm4oPHyrOQ+7YLmoKmoJm85wqaAZoJmoKmNRMfPFaehdy3XdAUNAXN5D1X0AzQTNAUNK2Z+OCx8izkvu2CpqApaCbvuYJmgGaCpqBpzcQHj5VnIfdtFzQFTUEzec8VNAM0EzQFTWsmPnisPAu5b7ugKWgKmsl7rqAZoJmgKWhaM/HBY+VZyH3bBU1BU9BM3nMFzQDNBE1B05qJDx4rz0Lu2y5oCpqCZvKeK2gGaCZoCprWTHzwWHkWct92QVPQFDST91xBM0AzQVPQtGbig8fKs5D7tguagqagmbznCpoBmgmagqY1Ex88Vp6F3Ldd0BQ0Bc3kPVfQDNBM0BQ0rZn44LHyLOS+7YKmoCloJu+5gmaAZoKmoGnNxAePlWch920XNAVNQTN5zxU0AzQTNAVNayY+eKw8C7lvu6ApaAqayXuuoBmgmaApaFoz8cFj5VnIfdsFTUFT0EzecwXNAM0ETUHTmokPHivPQu7bLmgKmoJm8p4raAZoJmgKmtZMfPBYeRZy33ZBU9AUNJP3XEEzQDNBU9C0ZuKDx8qzkPu2C5qCpqCZvOcKmgGaCZqCpjUTHzxWnoXct13QFDQFzeQ9V9AM0EzQFDStmfjgsfIs5L7tgqagKWgm77mCZoBmgqagac3EB4+VZyH3bRc0BU1BM3nPFTQDNBM0BU1rJj54rDwLuW+7oCloCprJe66gGaCZoCloWjPxwWPlWch92wVNQVPQTN5zBc0AzQRNQdOaiQ8eK89C7tsuaAqagmbynitoBmgmaAqa1kx88Fh5FnLfdkFT0BQ0k/dcQTNAM0FT0LRm4oPHyrOQ+7YLmoKmoJm85wqaAZoJmoKmNRMfPFaehdy3XdAUNAXN5D1X0AzQTNAUNK2Z+OCx8izkvu2CpqApaCbvuYJmgGaCpqBpzcQHj5VnIfdtFzQFTUEzec8VNAM0EzQFTWsmPnisPAu5b7ugKWgKmsl7rqAZoJmgKWhaM/HBY+VZyH3bBU1BU9BM3nMFzQDNBE1B05qJDx4rz0Lu2y5oCpqCZvKeK2gGaCZoCprWTHzwWHkWct92QVPQFDST91xBM0AzQVPQtGbig8fKs5D7tguagqagmbznCpoBmgmagqY1Ex88Vp6F3Ldd0BQ0Bc3kPVfQDNBM0BQ0rZn44LHyLOS+7YKmoCloJu+5gmaAZoKmoGnNxAePlWch920XNAVNQTN5zxU0AzQTNAVNayY+eKw8C7lvu6ApaAqayXuuoBmgmaApaFoz8cFj5VnIfdsFTUFT0EzecwXNAM0ETUHTmokPHivPQu7bLmgKmoJm8p4raAZoJmgKmtZMfPBYeRZy33ZBU9AUNJP3XEEzQDNBU9C0ZuKDx8qzkNezvYwSUCoCNxbx7vRxnB7biytDEzjbuR1zHb2Y69qBz/vH8PnuSXy2ewLXh6ZwZWAcVwfHqqkNwDOYYR8GJnGVqRqPawNjiNIErvdP4HRnH851b8e5zm24MjCKufH9eOfoMWBhESiVUC6XUUbFJf6I8lMW2nWzbRQ0AxQXNAVNayb1wGPb0p7Xs9217ULBnUTfnTmBs2MvupPwma7tONu5DXM9O/FZ/yj+uHvSgfPawISD5meD47jaP4qrBI6duFuRbxp4Bv+Hyauw3Yzfm7Y/soGAZGxcPAYjYPLHjothVx/OdPS6H0Nz4wfw3pEqNCtFlMvFdaFJmNb7WDtybadehTYvEzQDAlyvcXR1deGJJyKYfOtb3wLTt7/9bVf2+OOP17ZZHeXpBq/FjDG0eLLsySefREdHR62V2AmjVpChhXq2u7ZNaN5cxNuza6F5put+aPKk/OngKARNQjYN0IxGltf7J8EUjToNmiNuhDnX3YszHX24MjiJ+bEDeP+lE8DNBeAhockmX68tZagrbMpUQTNAPndi8eoJmumGYNIfKQbIODS5D0EzGmlyepapLjQNHspXQdokLa4MRSPkZkOTp8N650XvNNmWq4JmQFjrNQ5Bs32gSTAKmvVHmmeq07MEJk/MvN75ydAorg2N4+rAcNMhURvdNQlKaT9eKDR5bXPNSHNhcyPNgNNm21YRNANCK2i2DyDrjUAFzfunZ091bQenZwlNXrusB80rgmbLfzQQmkzXBiZdIhj5w4bXN68PjETXNLt73Q1BgmbAyT6giqAZIJKgKWhaM2FbqNcebHua83q2O1/qXNMkNE9114fmx0OjuDo8DkFz9cabVoxICcfLwxE07WasRkMzq239UfZDQTNA3XoNJ3R6lqMYpfRrYNOz3/nOd9wNXbwZKM/XNH1ocmqWo5nLQxMwaH46qOnZVsDSjmnQJDgNmpeHohg1aqRZ74dWwCmzrasImgHhFTTTD73N/jAxQAqa0SMn/vSsoNnaUaWBMp43E5r1zoEBp862rCJoJgxrgVNZAJ599ll388hjjz2Gb3zjG/jud7+L733ve2508ld/9Vdt8+gJ/SOQnnrqqdpjNFxmGbfVu0aYpTKOMOmP+cK7Z+0O2p///OeufMuWLS7m7kHwctktZ/UkYiOHeI6VFeD2Hbx7/BWcGt6LT3ePu+czT3X0uGuan74wjD8O7HEvN/h0cByf2JTg4AiuDU22NPHRlwclXo9dfeDfHvyP59ELGz4bnMTVfj57Ou6uB9o68welzfr/INs32uZuxhoed1Plnw1Ogenq0BSuDkc2fz446q5pnunsdvH8dGAC50ZfxG+OvgJ89VXtkZNSZfUFB3w2M3pTVPWFBxm+HOE66iP4T9DcQFT/5MgTJz9bt27F008/7ZI918ecJ2FCgydiwnOzI6A0fJ/+0C+Chcl8TINtm7XBoGk+EZjf/OY33Q8hxvBnP/vZmuc0Lf5+u9igGaVmcxyWtuyguXATb80cdy83uD68F+d6d+F0Zy9Od+/A5eeHatDk6ObTkeiNQLymybfM8A1BrUruBQt8ycI66fPhSVwfmnBgjcPTgERIGhQ5pemmNYem3JuPDJwG0/Xyzfi+nt2h5Xxmlulq/4RLBCN/2Di/+ofd24D4nCbvnuW22nOaCzcEzYfslYJmoHC1E0y1/jPPPONOqASKnWQJTUKFJ1qOUngiznoyYNIPA5T5FN9mZVnMCUfzhdOzFk/6wm2cVbBPqVSyxUzm1o7jOYpFYOEm3pw+Br4x5trglDvJEppne3fh6gvD+NPAnuiNQBxZjhAuY7jGkWbttW3x0Vvzlq8PjOFBiW8zYrq2e6SWrIzf47J938qtPv22bfXyRvheb7+hZTy+vT5vvec0L/TswLmebfhoS4+D5vnxg3jn4CxAaJYL7o1AGmkm68qCZqBeHGHwRMMPc0KTJ1SeWDk64fTsD37wA/z0pz914ORJ2CCT5bzeyNIAw23U4EEp7b4zXowhfeHMAKfYGU/Ck37RfsbaYh9vB4FNJ3XV4sB0I2e+e/bWbTfSJDQ5PXtya68bpZzv+4WDJl+j94cXout6fMQhAkwElUbA42H3sRFgDISfD44jnqz8Qd9nnQdtt20Pazu/Z/t42NyObY8E8WYtXvfka/U+7x/B+e7tuNDTh1Nbet3U7YWJQ3j7wIyguYleKWhuIF696TiedDo7O2vQ5DVNJo40v//979dewxZfjk/hZmmZ8OAPAubmZ7yMgHlQSruvdi2aseKy+cjRJoFKcDLW8Y+1Ccvj27K2zFGGe2H7zUU30pyfPBS9e7ajD+d7d+L3z3a7l7Zf6PwFzm3ZidPdu3CqZ0f0QveuPnetjO+nbVU6170TSRNfQs/XyjFxmS+nt8R1Ju5zvmfXA/fdCJ+T2h6vHz/++a5f4FzXLzDX/Quc6XkO57qfc8A8u7UH8129zr9rw3tAaL576Nia1+hppJms1wqaG+hlIwxWs+VisYienh43MuE0bPxkS6AQFAbRtENjI/voBwHCeszjy9z2IGBy20b7b/V2+mN+mI+0mxDlCJTg7O7uBqdlLf5+vkETSvVmN3dSLAB//hKvH5lx07N8fIEjkzNbunF66zYHjgtbn8O5Z3bgTCfBGUFnvqvPnYz5cvdWJYPdejnBSB/iyWBpcOR3WWY569J/5uvtN16+Gd/j+9nM8vzWXTjXsQtnOpl24lzHTvfe2dPPduHs1i4Xw8v945gb2Y8PeCOQrmk+dL8UNAOki58kefIkNHft2oWf/OQnLtkozIASn+JrNRQ2e3z6YrDkjwMmW+e2ze6/1d8nIOmPAd58pG8/+tGP3A+jnTt3uj+hZHdOBzSZzFSpQXPhJt459rK7EYhTfAQKoUiYnO/aiYvP7sL8szsx17ULZ7t3YG5rnzspb+ZE34jvnuvYjgel+c4dYKIPlrhe+07nNucHfeX1PyYu809pWc7leol/QWSzPtTs2MCPevXixyY0mc46cEbQnO/Yhks9O91I8+MdL+DS8yM4O7wPp175L4EbXwGlFV3TfIieKmgGiBafhjOAjo2NuZt9eM2LIxLe/MOcIOWUHq/78TpZ2q/pbWQffeCoy0ZjhAuXWcZt9PNBaaP9t3o7Y2V+xHNe3+QsAm8CGh0dda0kfhMQ24G1hYAmlNoqzgeONO/dw2//9r/Gyb1H8MnYAVzYPQ5O53F0cnVoL67178HV3XtxbXifW4/u1uRdtBPutW28q7Ylia+N4+Mi1XfR+jbwjlG3nY9iDE7g8vMjuLT9eZznCPrpLlzc2oMLHX24sG0XPvnloLsL+FPefTo4gc+Gp2o+2Q03UW7Xdhvns+n4MDlnBvhDhzG6MshUXeer9IYmcOmXA+BLD+aGJ/HRnsM481/9N9H0bHkFlXIRmp5N1j0FzQ30Wl5edjUITlteWVnBuXPnate8CA2e/AlO5nYzkMHzQVBp9TaDltlB8McTH6shJDnyYh5f5rZ4XdtH1nL6wJjRbsaQOcvo31/+5V/i4sWLuHv37gYtJd2bDfLxHOUKKoUVgHfPLn6Nf3/lc7x75K/x2uBenN43i/d3T+L0xGGcHY/S3NhhMM2PHsbFEaZDmBvZ6/5wNf94dSvSybH9OD22H2dG9+LM2BROV9PJ8SmcHKdN+zG/5zB+N7wH85MHMNc/gnN9v8CFn3Xg2lOd+OxnXbj4dCfmtj2HS6NTODfxIj4a3oO58UMunZ04gLMT+3F2fA/Oje3B/CjTPjciPzP+YsN8pv3UL0nOuudG97lEm2yZ+YWRKM0P7cHZ4T04PXUY7+89hDeOzuLvL30MLH4FlJfd9Wye2/wfgFy3cn9bulv6o7dO0AzQOD4tZ+BcWlrCqVOnMDQ0hL6+Pjcq4V2WfL0er3cy599h5E0kWUm01098HvWHP/yhuxHIpi45Hc0ybvPrZ8XXuJ2MFdfpD19kwLRt2zYMDg5ifn4ei4uLa1qJzTxk7WRCe/0ElIHiMlAoAv/4Jf7+489w+r/9H/DW7K/w/rG/wbtHX3Xpnekof//Iq/jgpVfx4WGml/HBkeN4/+gs3j/a/Pzd6eN4Z/pll2jHB0dm8e70DN6ZYZrFO9PH8fbBWXw4+yu8N3MC7x2expmXjuLN3u242LsTn/fswpWt23B5xy/xdt9Ot+2tfS/hd8f+Br+f/Vu8sX8m8n868u2DozP48KVZfHD4GN576QTeOXKiJX7H9abPlqLyaP03R2adraeP/co9YvLaoWM49y//Ff6P8xeAL//sYl5auuNGmgbHeCO/v53Et+Z7WdDcIP4GTI4umeKf+HRdvYYXr5uVZb+zcN2mnuOjSpZxW7t81ovf7du3nYv01X4wZdVv2h1PfOL0VnkFS+B7YMrAyhLAEfXCTeDGTfcYCvgnpG5+FY1MODqxxPI1abG63sx80f3xbP4BbdygPV8BN7+sJi7T9tvux4Dz6asbwH/6jzj58qv43eAo5l4YxpnnB/DhwAg+OvEK8J//b+DLm8ACv7MA3LoH3Lgd7Yf7ZuJx3LHopyUeu5l+x49XjYPzdQFYpM/VRDv/iTH7Gli4A9z6Grh7zz2fuVJcRhElNzVrbSLel63M8vi2vC8Lmhu0ADYafiznMkeZBkwu88ag+IfbbHu8PK3L1jHWyzma5JQlr/ExcZll8fpp9W0ju8wHGz1aff9HEoHJuvGPvx7flsZl89XsZqu9hSK+BnAXJRRKK+4tMSgVgK/vRKl4DyjdQ6VyD+Vq4nI0tbcSjVA5Si2Uq8tNzIt8XKaaaEORU82ccmRaiVKhAhRKkX237gBffonXj5/A7188gvk9B3Fh32H8dv9B/PrYMWDxJvD1vajuUgWgQPSL/Zv7cyPyqs92bOat8t8dt2obb+qprKBUTZVy1f+VAkAbl4rASslNLJQrwF3+RgJXV39IxdtsvK1Ye4lvz/OyoBkQ/fgIMw7EOBjXG6kEgIXTrAAAFhBJREFU7D41VeIdxYxiGacuCcof//jHLnGZZe3QmXxY0ifG1fctXs/i7tcxzdKc02azmyNNnjjvooJlwoe/CVhYLEUwKhfdqKSCAoooVP+VUEDJjVKKPOHyay1KPPkXq2zj75nItxLKzr7o3angq6L55kv6tVwCbt3Fa0dP4DfjB3B6cA8+3D2ODyYP4rUZPoZxG7hXiOqWOPAu8bKvY6fBhfvischTHpvbN+M/v/+wice1j8VyiT/q6Srto+u0jxstkfnLZfdorttW023tD0Lbb7y9WFnec0FzgxZg07M8adr0HL9iJ077OkebfpmB1BpeFnP6x2t9vKkpnljGj++T6WG5vz1t63E74/GycpYxtratHlCtbtZyniY5EOP51H14El6ujhpLQJFTtTypouxOwASsg0XsHGznYuNts3Ozice1Y5uNzF0h2f/1CrBSBG7fw2svzeLk+CFc3Tvt0ocTB/B30y9H05iFMgpfLzvQECrchx2DvtpxrHyz/vP73NfD5PyOM6j6fdpJYPKWtTg4iyUXxOjHA2NcTYTn6o+N1R9TUWOI/rf+Gi/L+7KgmbAF8ORpH55A2+kkan75OR+7iF/X5HL8fax+/Syu+ycHrvvT7vSL5faJtwUry1pOb3hSLbthU/WEyrN47ORKn2005NznNqPF6nnbzt9NzWNmOKMJeI41iy6H+7HjDOJI+u7XwD//Ge/PHse5iYOYe27IPVrDu2zfnj0R/eUP/hUj9vHqCHAFZSxz6trtNZqBcG2jCjuDKONuLSNJzrr04WFy19YsTlUuGszjoHdvfaI/nEEoV1DitC4PWDWU/sRTvA1bebws78uCZkAL4PQsGw8//onSyrnNGpiVxdfTumzux+2zMst5/dJeKcfRJpdZxk/8e1z2P/72tK3H48nluH3mn/nEbfHZBK5n/UMPXHInVf5XBWahEk3r+S7adqOV226Fzc5j537nBI/PSeNiFZqcVAXKvEbLqebCPeDmDbxzdBrnJ/a5P6HF5xfPTuzFO8ePAV/9E8BruCigUiEoOSnNqWjeMhPt183FuiuBNeZUBXs436NJ5OhGrKTLLlgWB/djPrLBfjjY/iyoJV7zpe0Vwp9fZP3o47d7v9zWlQOCplpBTQHrOLWC6gIByTtneS2TicsGTb+u1rOlAKHCkZljTsx0W7e8tokFPNfWzrkc27QqRXY725xdNIxwI+4MnNzKkSOheRe4+c94e/oI5iamcHl4DJ8MjuP05BTemD0CLP4z56RRwYqbkiYwo1FmAWV3cZTzvNULuLWBWnTMlmlAe8wmd5GT9tRLUYz4gyL6GRDpQ9n0SaaAoJlMr7auLWi2dXjXcc4f5ayO3mwQswactuLyFgPDRkq0haa4m5kiOERTtKtTn65CYck9jvLmzBE3urw8NLEKzZlpYPFLB00Ckt8vOPxGNz0RxA68PAaPxWO6Two0WBMTmzqoamLbqiC1USinr5lqbpg7yjdUQNDcUKL8VBA08xNr56k7oVZHYfeNUlbhaefd1RMsQVFNm7l1dNPfrQIizi2Svnp9r7oYgYHG83rlwgLenI5eTH95aA8+GZxyb/x5Y6b6lz+K0aUYVrfxM6/nuou63GGtMAanzfpBLU3/JLnnp4sptYjbafayjNuqQWRWXcxZo9+8u4Lm5jVsmz0Imm0TyjBH3JmzPjTtpMrc4MOcIzBLHLW4My8r2Qm52bkd24OD2R3ZXCUEb4S5uYg3pk/g7PghXB7ch4/5ysCJQ3h95kT0ooRiYZWPscdZnAjcmR3H/OSBzIaHye37D5HzK7xKaTf9cN3FgbbFbaXNXGe52R3WQlSrjgKCZh1R8lokaOYx8nYmXeWff761cy5z3k0a3VFadDnrPsT5viHf4bENGGvAFWOGQYV1USoBi7fx2uwJnJo8hEvD+3BxcD9OTh7Cr3n37K1F91yqcZGPeLrHPOmgwaaaW51G+M99PEyiDf5zmc5PC4iF1tZjuS3mscVv1mdBc7MKttH3Bc02CmawK9GZ1U6iPOnyZGwncSu3PLpWyOthqzfa2LZm5wYNPsjPY9dIHINmHG7uTUe3FvHa7DGcmjyAS8N73EiTywQpbi2AdXgrkenAZXflj3ebumnYSFjCmMdlvc34bTo/TE7f7EeBxcxsoVG2zNz2b2XBzUMV71NA0LxPkvwWCJo5jr138q+dcW20wrOuW65ef6tde2udZjRp2T1HScP47CFT9YYdZ2zcNr7ujjcC3cCbM9OYm9gb/dmv/gm3/Pb0TPTOWtbhPvh9B0o+rsLEVwwuV7dFPxg44iaEWvep+m03KdH/2p20kVVxYFIvN6UeBbLqY+usz+qRBc2sRu4R2C1oPgJRM7JLG4HUIMAFnpNtiLImjz3mED8BN3mZAIimi208SWDWJlXXDrXcIyfR3bNvT09jfnwK1wYmcLV/HPN8ucH0tAOqA2ul+g5ewtItrwDlKkzd/lcf26j+krBfFM3PHSirz6HyWVT3w8H9unG2UCPODkTjZStnPfvxk5EGmiIzBc0UBaPVpgiarY5Ayo4fJ+l6yy022VgewcvgWYVD3GYCnQ/3L97AGzOE5t410Izunl0EitGLDaKRZgyatdFnNCRfhVCLBaj3Q4V+xz7eagR20yZWT4thCgiaYTrlopagmYswt5WTtXO/I0MESwKtNr0cJwb/UsmtG3h9dhrzY/txbWDSjTTnxve7O2p5kxDfwh5dwyQco5Ern9F0b9GhcrH9ueO0lZpyJkQBQTNEpZzUETRzEug2clPQbKNgZsQVQTMjgWqGmYJmM1TWMRqpgKDZSDW1rxAFBM0QlXJSR9DMSaDbyE1Bs42CmRFXBM2MBKoZZgqazVBZx2ikAoJmI9XUvkIUEDRDVMpJHUEzJ4FuIzcFzTYKZkZcETQzEqhmmCloNkNlHaORCgiajVRT+wpRQNAMUSkndQTNnAS6jdwUNNsomBlxRdDMSKCaYaag2QyVdYxGKiBoNlJN7StEAUEzRKWc1BE0cxLoNnJT0GyjYGbEFUEzI4FqhpmCZjNU1jEaqYCg2Ug1ta8QBQTNEJVyUkfQzEmg28hNQbONgpkRVwTNjASqGWYKms1QWcdopAKCZiPV1L5CFBA0Q1TKSR1BMyeBbiM3Bc02CmZGXBE0MxKoZpgpaDZDZR2jkQoImo1UU/sKUUDQDFEpJ3UEzZwEuo3cFDTbKJgZcUXQzEigmmGmoNkMlXWMRiogaDZSTe0rRAFBM0SlnNQRNHMS6DZyU9Bso2BmxBVBMyOBaoaZgmYzVNYxGqmAoNlINbWvEAUEzRCVclJH0MxJoNvITUGzjYKZEVcEzYwEqhlmCprNUFnHaKQCgmYj1dS+QhQQNENUykkdQTMngW4jNwXNNgpmRlwRNDMSqGaYKWg2Q2Udo5EKCJqNVFP7ClFA0AxRKSd1BM2cBLqN3BQ02yiYGXFF0MxIoJphpqDZDJV1jEYqIGg2Uk3tK0QBQTNEpZzUETRzEug2clPQbKNgZsQVQTMjgWqGmYJmM1TWMRqpgKDZSDW1rxAFBM0QlXJSR9DMSaDbyE1Bs42CmRFXBM2MBKoZZgqazVBZx2ikAoJmI9XUvkIUEDRDVMpJHUEzJ4FuIzcFzTYKZkZcETQzEqhmmCloNkNlHaORCgiajVRT+wpRQNAMUSkndQTNnAS6jdwUNNsomBlxRdDMSKCaYaag2QyVdYxGKiBoNlJN7StEAUEzRKWc1BE0cxLoNnJT0GyjYGbEFUEzI4FqhpmCZjNU1jEaqYCg2Ug1ta8QBQTNEJVyUkfQzEmg28hNQbONgpkRVwTNjASqGWYKms1QWcdopAKCZiPV1L5CFBA0Q1TKSR1BMyeBbiM3Bc02CmZGXBE0MxKoZpgpaDZDZR2jkQoImo1UU/sKUUDQDFEpJ3UEzZwEuo3cFDTbKJgZcUXQzEigmmGmoNkMlXWMRiogaDZSTe0rRAFBM0SlnNQRNHMS6DZyU9Bso2BmxBVBMyOBaoaZgmYzVNYxGqmAoNlINbWvEAUEzRCVclJH0MxJoNvITUGzjYKZEVcEzYwEqhlmCprNUFnHaKQCgmYj1dS+QhQQNENUykkdQTMngW4jNwXNNgpmRlwRNDMSqGaYKWg2Q2Udo5EKCJqNVFP7ClFA0AxRKSd1BM2cBLqN3BQ02yiYGXFF0MxIoJphpqDZDJV1jEYqIGg2Uk3tK0QBQTNEpZzUETRzEug2clPQbKNgZsQVQTMjgWqGmYJmM1TWMRqpgKDZSDW1rxAFBM0QlXJSR9DMSaDbyE1Bs42CmRFXBM2MBKoZZgqazVBZx2ikAoJmI9XUvkIUEDRDVMpJHUEzJ4FuIzcFzTYKZkZcETQzEqhmmCloNkNlHaORCgiajVRT+wpRQNAMUSkndQTNnAS6jdwUNNsomBlxRdDMSKCaYaag2QyVdYxGKiBoNlJN7StEAUEzRKWc1BE0cxLoNnJT0GyjYGbEFUEzI4FqhpmCZjNU1jEaqYCg2Ug1ta8QBQTNEJVyUkfQzEmg28hNQbONgpkRVwTNjASqGWYKms1QWcdopAKCZiPV1L5CFBA0Q1TKSR1BMyeBbiM3Bc02CmZGXBE0MxKoZpgpaDZDZR3jkShAeqKMSjW5YxhR3TYApRXg1g28PjuNuYm9uDowiav9E5gb34/XZ04Ai7eBYgnsB3DfLQGVAioooIySK4rKH4kH2mlGFBA0MxKoZpgpaDZDZR2j4QoYHB3aiLdydAgrd9AsA6WlGjTPTuzFlcFJXOmfwtmJA1VoLgLFwio0yxWgXEGlQmBGQHbQ5O5t3w13RjtMuwKCZtoj1ET7BM0miq1DNUYBg1cVjAQmk1vlEQxwXKgDzU8H4tBccNBEpRR9j98tE5cGzeIqLGv7bYwb2kt2FBA0sxOrR26poPnIJdYBGq2AQdPtNwLmfdAk4AjN4hKweANvzKxOz94HzUIBD4Qmd2XHrJG50U5pf2lWQNBMc3SabJug2WTBdbjNK2AAcyyLplDXTM+60SI31ofm2unZBWAdaEYj2GJkrx1T0Nx8/DK4B0Ezg0F7VCYLmo9KWe23GQrYdcf60ARQWAFu3sCbM9OYH49uBCI058YP4I1p3ggUCE06I2A2I6SpPIagmcqwtMYoQbM1uuuojVEgGJrTM5gf249rA7wRaO8Dock+wUlfG2nWWFlbaIzt2kt2FBA0sxOrR26poPnIJdYBHqECQdBcWMDb0zM4L2g+wki0964FzfaObyLvBM1EcqlyyhRIDM3+PUEjzaJGmimLdGvNETRbq38mjr5161Y8+eSTePzxx13iMsv0kQJpUmBDaBaLwOJNvDUz66Znr+6ectBcfU7z/kdO+EOS0IwSX3RQ/dQWrEB5XhQQNPMS6U34KWhuQjx9tYkKeI+cEGx29yzzKjTfnD2O+bED7sUGn/bvjb3cIIImX2bg6FiGe9GBoNnEEGbgUIJmBoLUahMFzVZHQMdfVwGC0VLsjUBuIBiHJpdLHGnewhuzx93NP1cG9oHQPD1xAK/NngBuLQAlvhEoEJruIOtapg1tqoCg2aaBfVi3OB3lfwRNXxGtp0YBNldLPjRpJEeY1qSLBWBxEa/NHsPZ8UO4PLgPnwzcD02OV/lxr6Ct3j0bXdesPqfpNsb262rrv7woIGjmJdIBftqNQJbbVwRNU0J56hQwYDowetOzNDYOzVIBuLWIXx87htMTh/DJ0D58PLgXpyYP4Nccad5eAMrRy9n5Vfv9GD10wn3HXm4Q32/qRJFBj1IBQfNRqpuxfRss4zldEDQzFsg8mVsHmsXqu2cdR6vbI6ZWoTl7Aqcmw6AZfT2CMW8Jch8WGjTdjvMkuHwVNNUGagrEYWnL3Cho1iTSQtoUiKhWnYKN4FYPmvyDJdGNQLfw746dwMnJQ7g0vA8Xh/bi5NQBV1ZvpBntPgZNO56gmbaW0DR7BM2mSZ3+Axko4zmtFjTTH7vcWmgQY1798128ImnFtuCgyRuB7tzB//TKq3j9wDQ+2HMI708dxOsHj+B/fuVV4Ovb1elZt7PommZtX7E/DcbNBs3cCp9fxwXN/Mb+Ps/jsLTlcrkMS1ZmOXdgy5bft1MVSIEmKxAhb+1B2T7L/APTy8vA3bvRH5y+eRtgunUHuHfPvay9Ui7e16b53fs+dYruq6OCtlRA0GzLsD68UwY/yw2YzK3Mch7Fli1/+CPrm1Lg0Slg7ZPtuFQq3ZesfdMCqxvPH51l2nPWFBA0sxaxR2xv/ETBZYOmX851fvzyR2yedi8FHloBv63aer0dcpuBlMv6SAFTQNA0JZTXFLCTyYNyqxyvY2XKpUAaFbC2aj8E47ltM7tt3XIrVy4FBE21gXUVsBNGPF+3sjZIgZQrYO04Dsv4sm2Pu1GvLL5dy/lTQNDMX8zlsRSQAoEKCJqBQuWomqCZo2DLVSkgBZIpIGgm0ysPtQXNPERZPkoBKXCfAgZEP49XtG3xMi3nWwFBM9/xl/dSQApIASmQQAFBM4FYqioFpIAUkAL5VkDQzHf85b0UkAJSQAokUEDQTCCWqkoBKSAFpEC+FRA08x1/eS8FpIAUkAIJFBA0E4ilqlJACkgBKZBvBQTNfMdf3ksBKSAFpEACBQTNBGKpqhSQAlJACuRbAUEz3/GX91JACkgBKZBAAUEzgViqKgWkgBSQAvlWQNDMd/zlvRSQAlJACiRQQNBMIJaqSgEpIAWkQL4VEDTzHX95LwWkgBSQAgkUEDQTiKWqUkAKSAEpkG8FBM18x1/eSwEpIAWkQAIFBM0EYqmqFJACUkAK5FsBQTPf8Zf3UkAKSAEpkEABQTOBWKoqBaSAFJAC+VZA0Mx3/OW9FJACUkAKJFBA0EwglqpKASkgBaRAvhUQNPMdf3kvBaSAFJACCRQQNBOIpapSQApIASmQbwUEzXzHX95LASkgBaRAAgUEzQRiqaoUkAJSQArkWwFBM9/xl/dSQApIASmQQAFBM4FYqioFpIAUkAL5VkDQzHf85b0UkAJSQAokUEDQTCCWqkoBKSAFpEC+FRA08x1/eS8FpIAUkAIJFBA0E4ilqlJACkgBKZBvBQTNfMdf3ksBKSAFpEACBQTNBGKpqhSQAlJACuRbAUEz3/GX91JACkgBKZBAAUEzgViqKgWkgBSQAvlWQNDMd/zlvRSQAlJACiRQQNBMIJaqSgEpIAWkQL4VEDTzHX95LwWkgBSQAgkUEDQTiKWqUkAKSAEpkG8FBM18x1/eSwEpIAWkQAIFBM0EYqmqFJACUkAK5FsBQTPf8Zf3UkAKSAEpkEABQTOBWKoqBaSAFJAC+VZA0Mx3/OW9FJACUkAKJFBA0EwglqpKASkgBaRAvhUQNPMdf3kvBaSAFJACCRQQNBOIpapSQApIASmQbwUEzXzHX95LASkgBaRAAgUEzQRiqaoUkAJSQArkWwFBM9/xl/dSQApIASmQQAFBM4FYqioFpIAUkAL5VkDQzHf85b0UkAJSQAokUEDQTCCWqkoBKSAFpEC+FRA08x1/eS8FpIAUkAIJFPj/ARiW3jTTbpCVAAAAAElFTkSuQmCC" 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" 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Traditional Candlestick Charts:\n", + "- Traditional candlestick charts **contain only TWO Candle Colors**. These two colors represent whether the \n", + " - Close is GREATER than the Open (**up** color), or the\n", + " - Close is LESS than the Open (**down** color).\n", + "- **Example** Color Combinations:\n", + "\n", + "|

`Black (Close > Open)`

`Red (Close < Open)`

|

`White (Close > Open)`

`Black (Close < Open)`

|

`Green (Close > Open)`

`Red (Close < Open)`

|\n", + "| :---- | :---- | :---- |\n", + "| ![image-1.png](attachment:image-1.png) | ![image-2.png](attachment:image-2.png) | ![image-3.png](attachment:image-3.png) |" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "# Hollow and Filled Candlestick Charts:\n", + "\n", + "### Hollow and Filled Candlesticks differ from Traditional Candlesticks in two imporant ways:\n", + "\n", + "**1.** The **TWO** COLORS ***now*** represent the ***Change (up/down) FROM the PREVIOUS CLOSE*** (*not* from the Open).\n", + "\n", + "**2.** The **Change from the Open** is instead represented by whether or not the candle body is \n", + "- **HOLLOW**: Close **UP**       from the **Open**, or\n", + "- **FILLED**:    Close **DOWN** from the **Open**\n", + "\n", + "---\n", + "## EXAMPLES:" + ] + }, + { + "attachments": { + "image-21.png": { + "image/png": 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" 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" 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" 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## Hollow and Filled, using Black/Red Candle Colors:\n", + "\n", + "|

BLACK:
  • Up from Previous Close


    • FILLED:
  • Down from Open

    • |

    RED:
  • Down from Previous Close


    • FILLED:
  • Down from Open

    • |

    BLACK:
  • Up from Previous Close


    • HOLLOW:
  • Up from Open

    • |

    RED:
  • Down from Previous Close


    • HOLLOW:
  • Up from Open

    • |\n", + "| :--- | :--- | :--- | :--- |\n", + "| ![image-21.png](attachment:image-21.png) | ![image-22.png](attachment:image-22.png) | ![image-23.png](attachment:image-23.png) | ![image-24.png](attachment:image-24.png) |" + ] + }, + { + "attachments": { + "image-31.png": { + "image/png": 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" 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" 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" 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## Hollow and Filled, using White/Black Candle Colors:\n", + "\n", + "|

    WHITE:
  • Up from Previous Close


    • FILLED:
  • Down from Open

    • |

    BLACK:
  • Down from Previous Close


    • FILLED:
  • Down from Open

    • |

    WHITE:
  • Up from Previous Close


    • HOLLOW:
  • Up from Open

    • |

    BLACK:
  • Down from Previous Close


    • HOLLOW:
  • Up from Open

    • |\n", + "| :--- | :--- | :--- | :--- |\n", + "| ![image-32.png](attachment:image-32.png) | ![image-31.png](attachment:image-31.png) | ![image-34.png](attachment:image-34.png) | ![image-33.png](attachment:image-33.png) |\n", + "\n" + ] + }, + { + "attachments": { + "image-41.png": { + "image/png": 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" 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" 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" 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## Hollow and Filled, using Green/Red Candle Colors:\n", + "\n", + "|

    GREEN:
  • Up from Previous Close


    • FILLED:
  • Down from Open

    • |

    RED:
  • Down from Previous Close


    • FILLED:
  • Down from Open

    • |

    GREEN:
  • Up from Previous Close


    • HOLLOW:
  • Up from Open

    • |

    RED:
  • Down from Previous Close


    • HOLLOW:
  • Up from Open

    • |\n", + "| :--- | :--- | :--- | :--- |\n", + "| ![image-41.png](attachment:image-41.png) | ![image-42.png](attachment:image-42.png) | ![image-43.png](attachment:image-43.png) | ![image-44.png](attachment:image-44.png) |\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "attachments": { + "image-51.png": { + "image/png": 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" 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" 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" 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" 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Examples of Calling `mpf.plot(...,type='hollow_and_filled')`
    with different styles.\n", + "\n", + "\n", + "#### These plot images were made using data from the `examples/data` directory, using the following code:\n", + "\n", + "```python\n", + "df = pd.read_csv('data/yahoofinance-SPY-20200901-20210113.csv',index_col=0,parse_dates=True)\n", + "df = df.iloc[5:40]\n", + "kws=dict(volume=True,tight_layout=True)\n", + "for s in ['yahoo','nightclouds','ibd']:\n", + " mpf.plot(df,**kws,style=s,type='candle')\n", + " mpf.plot(df,**kws,style=s,type='hollow_and_filled')\n", + "```\n", + "\n", + "---\n", + "\n", + "---\n", + "\n", + "\n", + "|

    `type='candle'`

    |

    `type='hollow_and_filled'`

    |\n", + "| :----: | :----: |\n", + "| ![image-51.png](attachment:image-51.png) | ![image-52.png](attachment:image-52.png) |\n", + "\n", + "---\n", + "\n", + "---\n", + "\n", + "\n", + "|

    `type='candle'`

    |

    `type='hollow_and_filled'`

    |\n", + "| :----: | :----: |\n", + "| ![image-53.png](attachment:image-53.png) | ![image-54.png](attachment:image-54.png) !\n", + "\n", + "---\n", + "---\n", + "\n", + "\n", + "|

    `type='candle'`

    |

    `type='hollow_and_filled'`

    |\n", + "| :----: | :----: |\n", + "| ![image-55.png](attachment:image-55.png) | ![image-56.png](attachment:image-56.png) |\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "import mplfinance as mpf" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# A NOTE of WARNING:\n", + "## Some color combinations display \"hollow and filled\" candlesticks better than others.\n", + "\n", + "## Traditional Candlestick Styles:\n", + "- Sometimes, in traditional candlesticks, one candle color is ***the same or very similar to the background (or face) color of the plot***. \n", + "- In such a case, throughout the financial industry, it is common to ***make the edge color different from, and contrasting with, the candle body*** (so the candle will stand out against the background (face) of the plot).\n", + "- In mplfinance, you can see this in the following styles: 'classic', 'default', 'mike', \n", + "and 'blueskies':" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = pd.read_csv('data/yahoofinance-SPY-20200901-20210113.csv',index_col=0,parse_dates=True).iloc[5:40]\n", + "kwargs=dict(volume=True,tight_layout=True,figscale=0.5)\n", + "for s in ['classic','default','mike','blueskies']:\n", + " mpf.plot(df,**kwargs,style=s,type='candle',title=s)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# A NOTE of WARNING continued:\n", + "\n", + "## In Hollow and Filled Candlesticks,
    ***the edge and wick color are significant***
    (representing up or down),\n", + "and therefore *cannot* be used *as an outline* to distinguish the candle from the background.\n", + "\n", + "Thus, for `type='hollow_and_filled'`, some solid candles may blend in or be difficult to distinguish from the background of the plot, while hollow candles may appear to be the wrong color:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for s in ['classic','default','mike','blueskies']:\n", + " mpf.plot(df,**kwargs,style=s,type='hollow_and_filled',title=s)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# A NOTE of WARNING continued:\n", + "\n", + "## In Hollow and Filled Candlesticks,
    ***the edge and wick color are significant***\n", + "and therefore cannot be used as an outline to distinguish the candle from the background.\n", + "\n", + "## The simplest way to fix this problem, while using one of these styles, is to make the `facecolor` of the plot darker, or lighter, or a different color:\n", + "\n", + "### Here is an example of darkening, or coloring, the `facecolor`:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "kwargs=dict(type='hollow_and_filled',volume=True,tight_layout=True,figscale=0.6)\n", + "face_color_styles = [\n", + " 'default',\n", + " mpf.make_mpf_style(base_mpf_style='default',facecolor='#b9c7df',gridstyle='dotted'),\n", + " mpf.make_mpf_style(base_mpf_style='default',facecolor='#95ced0',gridstyle=''),\n", + " mpf.make_mpf_style(base_mpf_style='default',facecolor='#56b0b3',gridstyle='dotted')\n", + "]\n", + "\n", + "for s in face_color_styles:\n", + " mpf.plot(df,**kwargs,style=s)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# A NOTE of WARNING continued:\n", + "\n", + "## And here is an example of lightening the `facecolor`:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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It addresses four key elements:\n", + "\n", + "- Reducing false signals at sideway market by trading less frequently\n", + "- Creating a meaningful trading system by combining indicators from different categories\n", + "- Establishing reliable buy and sell points\n", + "- Identifying potential support and resistance levels" + ] + }, + { + "cell_type": "markdown", + "id": "abfc3353", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### mplfinance 'yahoo' styles was used to customize alphatrend indicator:\n", + "- Type of Plot Use `candle`\n", + "- Alphatrend Indicator Build With Two Types Lines Named Signal Line and Trend Line\n", + "- Background, Grid, and Figure Colors\n", + "- Grid style\n", + "- Y-Axis On The Right or Left\n", + "- Matplotlib Defaults\n", + "- Fill Between\n", + "- Alpha\n", + "- Color\n", + "#### The simplest way to do this is to choose one of the `add_plot` that come packaged with `mplfinance`\n", + "#### but, as we see below, it is also possible to customize your own `mplfinance styles`.\n", + "#### Also Other Plot Type Can Be Used\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "821ec5c5", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import pandas_ta as ta\n", + "import mplfinance as mpf\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "378febfd", + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "markdown", + "id": "b32a433d", + "metadata": {}, + "source": [ + "### Read in daily data for the S&P 500 from November of 2019 " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a410f0a2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(200, 6)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    2004-04-0828.0828.13999927.20000127.37000118.75205871791400
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2004-04-07 28.08 28.129999 27.480000 27.620001 18.923342 72680200\n", + "2004-04-08 28.08 28.139999 27.200001 27.370001 18.752058 71791400" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../data/yahoofinance-INTC-19950101-20040412.csv',index_col=0,parse_dates=True).tail(200)\n", + "\n", + "df = idf.copy()\n", + "df.index.name = 'Date'\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "markdown", + "id": "9157386c", + "metadata": {}, + "source": [ + "---\n", + "\n", + "- `alphatrend_cal` is OHLCV Data To Return Trend And Signal Line Used In Alphatrend\n", + "- **Here is Function For The Calculation:**\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5c3e9613", + "metadata": {}, + "outputs": [], + "source": [ + "def alphatrend_cal(df): \n", + " Open = df['Open']\n", + " Close = df['Close']\n", + " High = df['High']\n", + " Low = df['Low']\n", + " Volume = df['Volume']\n", + " ap = 14\n", + " tr = ta.true_range(High, Low, Close)\n", + " atr = ta.sma(tr, ap)\n", + " noVolumeData = False\n", + " coeff = 1\n", + " upt = []\n", + " downT = []\n", + " AlphaTrend = [0.0]\n", + " src = Close\n", + " rsi = ta.rsi(src, 14)\n", + " hlc3 = []\n", + " k1 = []\n", + " k2 = []\n", + " mfi = ta.mfi(High, Low, Close, Volume, 14)\n", + " for i in range(len(Close)):\n", + " hlc3.append((High[i] + Low[i] + Close[i]) / 3)\n", + "\n", + " for i in range(len(Low)):\n", + " if pd.isna(atr[i]):\n", + " upt.append(0)\n", + " else:\n", + " upt.append(Low[i] - (atr[i] * coeff))\n", + " for i in range(len(High)):\n", + " if pd.isna(atr[i]):\n", + " downT.append(0)\n", + " else:\n", + " downT.append(High[i] + (atr[i] * coeff))\n", + " for i in range(1, len(Close)):\n", + " if noVolumeData is True and rsi[i] >= 50:\n", + " if upt[i] < AlphaTrend[i - 1]:\n", + " AlphaTrend.append(AlphaTrend[i - 1])\n", + " else:\n", + " AlphaTrend.append(upt[i])\n", + "\n", + " elif noVolumeData is False and mfi[i] >= 50:\n", + " if upt[i] < AlphaTrend[i - 1]:\n", + " AlphaTrend.append(AlphaTrend[i - 1])\n", + " else:\n", + " AlphaTrend.append(upt[i])\n", + " else:\n", + " if downT[i] > AlphaTrend[i - 1]:\n", + " AlphaTrend.append(AlphaTrend[i - 1])\n", + " else:\n", + " AlphaTrend.append(downT[i])\n", + "\n", + " for i in range(len(AlphaTrend)):\n", + " if i < 2:\n", + " k2.append(0)\n", + " k1.append(AlphaTrend[i])\n", + " else:\n", + " k2.append(AlphaTrend[i - 2])\n", + " k1.append(AlphaTrend[i])\n", + "\n", + " df['k1'] = k1\n", + " df['k2'] = k2\n", + " return df" + ] + }, + { + "cell_type": "markdown", + "id": "e84ec985", + "metadata": {}, + "source": [ + "---\n", + "\n", + "- `alphatrend_cal` return new DataFrame With Two New Columns Named As `k1` and `k2`\n", + "- **Here is New Dataframe Named As alphatrend:**\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "6b097e76", + "metadata": {}, + "outputs": [], + "source": [ + "alphatrend = alphatrend_cal(df).tail(90)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "84416a60", + "metadata": {}, + "outputs": [], + "source": [ + "# Data Extracted And New Variable Applied\n", + "k1 = alphatrend[['k1']]\n", + "k2 = alphatrend[['k2']]" + ] + }, + { + "cell_type": "markdown", + "id": "cc1e77f1", + "metadata": {}, + "source": [ + "Use a dict to specify other attributes (kwargs) for `fill_between`:\n", + "
    \n", + "To demonstrate use of `fill_between` the `where` kwarg to display a holding period\n", + "
    \n", + "`where = aplhatrend['k1'] < alphatrend['k2']`" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "2a1415c7", + "metadata": {}, + "outputs": [], + "source": [ + "fill_up = dict(y1 = alphatrend['k1'].values, y2 = alphatrend['k2'].values, where = alphatrend['k1'] >= alphatrend['k2'], color = '#00E60F')\n", + "fill_down = dict(y1 = alphatrend['k1'].values, y2 = alphatrend['k2'].values, where = alphatrend['k1'] <= alphatrend['k2'], color = '#80000B')" + ] + }, + { + "cell_type": "markdown", + "id": "4053fab9", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's say we want to plot the Ichimoku Cloud along with the basic OHLCV plot. \n", + "\n", + "We Use `make_addplot()` to create the addplot dict, and pass that into the plot() function:\n", + "\n", + "We Use `Color` To Define Line Colors\n", + "\n", + "We Use `alpha` To Define Depth Line Color" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "3cc8fd1f", + "metadata": {}, + "outputs": [], + "source": [ + "ic = [\n", + " #Alpha Trend\n", + " mpf.make_addplot(k1,color = '#0022FC',width=3),\n", + " mpf.make_addplot(k2,color = '#FC0400',width=3),\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "236c94af", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Function For The Calculation:**\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0294b569", + "metadata": {}, + "outputs": [], + "source": [ + "#Calculation For Simple Moving Average For Length 34 as Long SMA\n", + "df['SMA34'] = df['Close'].rolling(window=34).mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "60577083", + "metadata": {}, + "outputs": [], + "source": [ + "#Calculation For Simple Moving Average For Length 5 as Short SMA\n", + "df['SMA5'] = df['Close'].rolling(window=5).mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "8f51c335", + "metadata": {}, + "outputs": [], + "source": [ + "# Awesome_Oscillator Column Assign To df\n", + "df['AO'] = df['SMA5'] - df['SMA34']" + ] + }, + { + "cell_type": "markdown", + "id": "4ed037fa", + "metadata": {}, + "source": [ + "### Function For Generate Color Awesome_oscillator" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "1ad7fb7e", + "metadata": {}, + "outputs": [], + "source": [ + "def generate_awesome_oscillator_color(df):\n", + " awesome_oscillator_color = []\n", + " awesome_oscillator_color.clear()\n", + " for i in range (0,len(df[\"AO\"])):\n", + " if df[\"AO\"][i] >= 0 and df[\"AO\"][i-1] < df[\"AO\"][i]:\n", + " awesome_oscillator_color.append('#26A69A')\n", + " #print(i,'green')\n", + " elif df[\"AO\"][i] >= 0 and df[\"AO\"][i-1] > df[\"AO\"][i]:\n", + " awesome_oscillator_color.append('#FF5252')\n", + " #print(i,'faint green')\n", + " elif df[\"AO\"][i] < 0 and df[\"AO\"][i-1] > df[\"AO\"][i] :\n", + " #print(i,'red')\n", + " awesome_oscillator_color.append('#FF5252')\n", + " elif df[\"AO\"][i] < 0 and df[\"AO\"][i-1] < df[\"AO\"][i] :\n", + " #print(i,'faint red')\n", + " awesome_oscillator_color.append('#26A69A')\n", + " else:\n", + " awesome_oscillator_color.append('#000000')\n", + " return awesome_oscillator_color" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "244270b6", + "metadata": {}, + "outputs": [], + "source": [ + "# List of Color Assiging To Awesome Oscillator\n", + "awesome_oscillator_color = generate_awesome_oscillator_color(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "a12c51b8", + "metadata": {}, + "outputs": [], + "source": [ + "# Data Extracted And New Variable Applied\n", + "awesome_oscillator = df[['AO']]" + ] + }, + { + "cell_type": "markdown", + "id": "c56fba65", + "metadata": {}, + "source": [ + "Let's add a new panel containing Histogram.\n", + "\n", + "By default addplot uses Panel 0 For Main Candlestick." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "9febb60d", + "metadata": {}, + "outputs": [], + "source": [ + "ao = [\n", + " mpf.make_addplot(awesome_oscillator,type='bar',width=0.7,color=awesome_oscillator_color,panel=1,alpha=1,secondary_y=True)\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "2b47e643", + "metadata": {}, + "outputs": [ 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    OpenHighLowCloseAdj CloseVolume
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2004-04-07 28.08 28.129999 27.480000 27.620001 18.923342 72680200\n", + "2004-04-08 28.08 28.139999 27.200001 27.370001 18.752058 71791400" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../data/yahoofinance-INTC-19950101-20040412.csv',index_col=0,parse_dates=True).tail(200)\n", + "\n", + "df = idf.copy()\n", + "df.index.name = 'Date'\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "markdown", + "id": "313bd8d2", + "metadata": {}, + "source": [ + "---\n", + "- **Donchian Channel has 3 lines: Upper Band, Median Band and Lower Band. They are calculated as follows:**\n", + "\n", + "- Upper Band = The Highest High in the previous n periods\n", + "- Lower Band = The Lowest Low in the previous n periods\n", + "- Median Band = ((Upper Band – Lower Band))/2)\n", + "- **Here is Following Calculation:**\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "b50f8903", + "metadata": {}, + "outputs": [], + "source": [ + "#For Calcultation Dochian Channel\n", + "period = 10\n", + "df['Upper'] = df['High'].rolling(period).max()\n", + "df['Lower'] = df['Low'].rolling(period).min()\n", + "df['Middle'] = (df['Upper'] + df['Lower']) / 2\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "37d55079", + "metadata": {}, + "outputs": [], + "source": [ + "# Data Extracted And New Variable Applied\n", + "DCU = df[['Upper']]\n", + "DCM = df[['Middle']]\n", + "DCL = df[['Lower']]" + ] + }, + { + "cell_type": "markdown", + "id": "18e4178e", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's say we want to plot the Ichimoku Cloud along with the basic OHLCV plot. \n", + "\n", + "We Use `make_addplot()` to create the addplot dict, and pass that into the plot() function:\n", + "\n", + "We Use `Color` To Define Line Colors\n", + "\n", + "We Use `alpha` To Define Depth Line Color" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "8ad79ac0", + "metadata": {}, + "outputs": [], + "source": [ + "apds = [\n", + " mpf.make_addplot(DCU,color='#2962FF',panel=0,),\n", + " mpf.make_addplot(DCM,color='#FF6D00',panel=0,),\n", + " mpf.make_addplot(DCL,color='#2962FF',panel=0,),\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "4b7b72aa", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    2004-04-0828.0828.13999927.20000127.37000118.75205871791400
    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2004-04-07 28.08 28.129999 27.480000 27.620001 18.923342 72680200\n", + "2004-04-08 28.08 28.139999 27.200001 27.370001 18.752058 71791400" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../data/yahoofinance-INTC-19950101-20040412.csv',index_col=0,parse_dates=True).tail(200)\n", + "\n", + "df = idf.copy()\n", + "df.index.name = 'Date'\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "markdown", + "id": "f5c79c2d", + "metadata": {}, + "source": [ + "---\n", + "- **Golden Crossover has 2 lines: Short Term Moving and Long Term Moving Average. They are calculated as follows:**\n", + "\n", + "- Short Term = The Rolling Mean the Previous Short periods\n", + "- Long Term = The Rolling Mean the Previous Long periods\n", + "- **Here is Following Calculation:**\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a4e807cb", + "metadata": {}, + "outputs": [], + "source": [ + "df['SMA21'] = df['Close'].rolling(window=21).mean()\n", + "df['SMA50'] = df['Close'].rolling(window=50).mean()" + ] + }, + { + "cell_type": "markdown", + "id": "287f1b1c", + "metadata": {}, + "source": [ + "### Function For Color Coding Golden Crossover" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "1e3a3f0a", + "metadata": {}, + "outputs": [], + "source": [ + "def color(goldencrossover):\n", + " UP = []\n", + " DOWN = []\n", + " for i in range(len(goldencrossover)):\n", + " if goldencrossover['SMA50'][i] < goldencrossover['SMA21'][i]:\n", + " UP.append(float(goldencrossover['SMA50'][i]))\n", + " DOWN.append(np.nan)\n", + " elif goldencrossover['SMA50'][i] > goldencrossover['SMA21'][i]:\n", + " DOWN.append(float(goldencrossover['SMA50'][i]))\n", + " UP.append(np.nan)\n", + " else:\n", + " UP.append(np.nan)\n", + " DOWN.append(np.nan)\n", + " goldencrossover['up'] = UP\n", + " goldencrossover['down'] = DOWN\n", + " return goldencrossover" + ] + }, + { + "cell_type": "markdown", + "id": "5c0312ef", + "metadata": {}, + "source": [ + "### Function For Checking Cross Over Golden Crossover" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e73a94e9", + "metadata": {}, + "outputs": [], + "source": [ + "def golden_cal(df):\n", + " goldenSignal = []\n", + " deathSignal = []\n", + " position = False\n", + " for i in range(len(df)):\n", + " if df['SMA21'][i] > df['SMA50'][i]:\n", + " if position == False :\n", + " goldenSignal.append((df['SMA50'][i]-df['SMA50'][i]*0.01))\n", + " deathSignal.append(np.nan)\n", + " position = True\n", + " else:\n", + " goldenSignal.append(np.nan)\n", + " deathSignal.append(np.nan)\n", + " elif df['SMA21'][i] < df['SMA50'][i]:\n", + " if position == True:\n", + " goldenSignal.append(np.nan)\n", + " deathSignal.append((df['SMA50'][i]+df['SMA50'][i]*0.01))\n", + " position = False\n", + " else:\n", + " goldenSignal.append(np.nan)\n", + " deathSignal.append(np.nan)\n", + " else:\n", + " goldenSignal.append(np.nan)\n", + " deathSignal.append(np.nan)\n", + " df['GoldenCrossOver'] = goldenSignal\n", + " df['DeathCrossOver'] = deathSignal" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "1a9418bc", + "metadata": {}, + "outputs": [], + "source": [ + "golden_cal(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "d0043a96", + "metadata": {}, + "outputs": [], + "source": [ + "#Fuction Color Applied And Df Generated \n", + "goldencrossover = color(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "84416a60", + "metadata": {}, + "outputs": [], + "source": [ + "# Data Extracted And New Variable Applied\n", + "up_sma100 = goldencrossover[['up']]\n", + "down_sma100 = goldencrossover[['down']]\n", + "up_sma21 = goldencrossover[['SMA21']]\n", + "dco = goldencrossover[['GoldenCrossOver']]\n", + "gco = goldencrossover[['DeathCrossOver']]" + ] + }, + { + "cell_type": "markdown", + "id": "54195a6c", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's say we want to plot the Ichimoku Cloud along with the basic OHLCV plot. \n", + "\n", + "We Use `make_addplot()` to create the addplot dict, and pass that into the plot() function:\n", + "\n", + "We Use `Color` To Define Line Colors\n", + "\n", + "We Use `alpha` To Define Depth Line Color\n", + "\n", + "We Use `Makers` To Define Cross Over Point\n", + "\n", + "We Use `linestyle` to Highligh Short Term Moving Average" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "3cc8fd1f", + "metadata": {}, + "outputs": [], + "source": [ + "ic = [\n", + " #Golden Crossover\n", + " mpf.make_addplot(up_sma100,color = 'green',panel=0,),\n", + " mpf.make_addplot(down_sma100,color = '#FF8849',panel=0,),\n", + " mpf.make_addplot(up_sma21,color = '#0496ff',panel=0,linestyle='dashdot'),\n", + " mpf.make_addplot(gco,type='scatter',markersize=200,marker='v',color='red',panel=0),\n", + " mpf.make_addplot(dco,type='scatter',markersize=200,marker='^',color='green',panel=0),\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "236c94af", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    2004-04-0828.0828.13999927.20000127.37000118.75205871791400
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2004-04-07 28.08 28.129999 27.480000 27.620001 18.923342 72680200\n", + "2004-04-08 28.08 28.139999 27.200001 27.370001 18.752058 71791400" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../data/yahoofinance-INTC-19950101-20040412.csv',index_col=0,parse_dates=True).tail(200)\n", + "\n", + "df = idf.copy()\n", + "df.index.name = 'Date'\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "markdown", + "id": "177b9f0c", + "metadata": {}, + "source": [ + "---\n", + "\n", + "- Here We Use the `rolling max` of `High` and `rolling min` of `Low` To Calculate Tenkan-sen line with `window` = 9.\n", + "- Here We Use the `rolling max` of `High` and `rolling min` of `Low` To Calculate Kijun-sen line with `window` = 26.\n", + "- To Obtain Senkou_Span_A Line We Used Tenkan-sen `+` Kijun-sen `divided` by 2 \n", + "- Here We Use The `rolling max` of `High` and `rolling min` of `Low` To Calculate Senkou_Span_B with `window` = 52\n", + "- Here We Use The `shift` for -26\n", + "- **Here is Following Calculation:**\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "aeb8d05b", + "metadata": {}, + "outputs": [], + "source": [ + "# Formula To Obtain Ichimoku Cloud \n", + "df['Tenkan-sen'] = (df['High'].rolling(window=9).max() + df['Low'].rolling(window=9).min()) / 2\n", + "df['Kijun-sen'] = (df['High'].rolling(window=26).max() + df['Low'].rolling(window=26).min()) / 2 \n", + "df['Senkou_Span_A'] = (df['Tenkan-sen'] + df['Kijun-sen']) / 2 \n", + "df['Senkou_Span_B'] = (df['High'].rolling(window=52).max() + df['Low'].rolling(window=52).min()) / 2 \n", + "df['Chikou_Span'] = df['Close'].shift(periods=-26) \n", + "\n", + "a = df[['Tenkan-sen']]\n", + "b = df[['Kijun-sen']]\n", + "c = df[['Chikou_Span']]\n", + "d = df[['Senkou_Span_A']]\n", + "e = df[['Senkou_Span_B']]" + ] + }, + { + "cell_type": "markdown", + "id": "a89a2241", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's say we want to plot the Ichimoku Cloud along with the basic OHLCV plot. \n", + "\n", + "We Use `make_addplot()` to create the addplot dict, and pass that into the plot() function:\n", + "\n", + "We Use `Color` To Define Line Colors\n", + "\n", + "We Use `alpha` To Define Depth Line Color" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3cc8fd1f", + "metadata": {}, + "outputs": [], + "source": [ + "ic = [\n", + " mpf.make_addplot(a,color='#fcc905',alpha=0.5,),\n", + " mpf.make_addplot(b,color='#F83C78',alpha=0.5,),\n", + " mpf.make_addplot(c,color='#8D8D16',alpha=0.8,),\n", + " mpf.make_addplot(d,color='#006B3D',alpha=0.8,),\n", + " mpf.make_addplot(e,color='#D3212C',alpha=0.8,),\n", + "]" + ] + }, + { + "cell_type": "markdown", + "id": "ea29ff4e", + "metadata": {}, + "source": [ + "Use a dict to specify other attributes (kwargs) for `fill_between`:\n", + "
    \n", + "To demonstrate use of fill_between the `where` kwarg to used\n", + "
    \n", + "`where = df['Senkou_Span_A'] < df['Senkou_Span_B']`" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "0da8c4d1", + "metadata": {}, + "outputs": [], + "source": [ + "ichimoko_fill_up = dict(y1 = df['Senkou_Span_A'].values, y2 = df['Senkou_Span_B'].values, where = df['Senkou_Span_A'] >= df['Senkou_Span_B'], alpha = 0.5, color = '#a6f7a6')\n", + "ichimoko_fill_down = dict(y1 = df['Senkou_Span_A'].values, y2 = df['Senkou_Span_B'].values, where = df['Senkou_Span_A'] < df['Senkou_Span_B'], alpha = 0.5, color = '#FC8EAC')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "236c94af", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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8VapUcRXxH3/8cS1YsEBffvllsMJGGfLOO+/o6aefVlRUlI4cOeIqhDZt2lRNmzbVzTffLIfD4WrskZqaqoMHD+ryyy8PcuQoq3bs2KGXXnpJ+/fvV6dOndShQwddffXV6tu3r+Li4ly/UWw2m5xOpw4cOKAmTZqoefPmQY4cQGlgmDw7FlSrV6/W2LFj9fzzz6t79+6qUKGCevbsqRo1aujtt98uMG1GRoY2bNig+fPn69ChQ1q7dq1CQkJ4WSOK7d1339XEiRP19NNP66KLLtLzzz+vH3/8Ud98842rRemZLf1SUlJ07bXXqkKFClq5cqVCQkKUm5vLDSX4zaZNm3TTTTfp6aefVpcuXZSRkaHJkyfr5MmTuuqqqzRhwgTXtNnZ2Tpy5IgeeOABHTt2TF9++SW5CL/ZvXu3unXrptDQUD388MO64YYbFBUVVeDcu3z5co0bN06dOnVShQoVFBUVpY8//lhr1qxRq1atgvwJUJbs3LlTvXr1UrNmzfTWW2+pWrVqBQqmGzduVI8ePdSwYUO9+eabru5Mdu7cqYoVK6pevXrBDB9lxK+//qobbrhBXbp00YkTJ5SUlKRmzZpp0aJFhaa9+eab1aZNGxmGoVmzZumTTz5Ru3btAh4zypaVK1fqrrvu0osvvqiLLrpIhmGoT58+6tKli2bPnl3gd0tGRoY2bdqkOXPm6MiRI/r222+5ToTf7dy5Uz169NA111wjKe/F3ps3b9bdd9+te++91+08M2fO1MqVK7Vs2TLVqVMngNECKI04cwVRcnKyli1bptGjR+vaa6919Us6YMAA/ec//yk0/f79+zVv3jxlZmbqm2++UUhISKFWLoC3tmzZotmzZ+vJJ5/UoEGDJEl33HGHq2/7atWqqW7duq7H/XJycjRt2jQlJSW5CqUU7+Fvhw4dUpUqVdS9e3dFRUVJkl588UU9/fTTWrNmjaKjozVy5EhJ0tdff63Zs2fLNE198cUXHBvhNykpKXrkkUdcP8ZeeOEFOZ1O9e/f31XEl6R+/fqpUaNG+vLLL7V582ZVqlRJn332mVq2bBnM8FHGHDt2TPfee6/OO+88SXnn6pdffrlAEb9jx45aunSp6tatqzZt2rjmbdasWZCiRllz+PBh3X777Ro8eLAeffRRZWZm6pNPPtFzzz2nHTt2FGpJGhoaqqefflphYWFavXo1xXsUW2Jiot58803dd999uu6661zDe/bsqZ07d0pSga7rHA6HVqxYoZCQEFcDOK4T4W9vvfWWLr30Ur300kuS8o6Vy5cv12OPPabc3NwCjY8+/fRTfffdd3r77be1cuVKivcAzgkVtyCKiYlRnTp11KRJE0l/vYCsQYMGOnLkiNLS0hQREeEqjLZs2VJPPPGEGjduLJvNRtEUfuFwOHTHHXeoZ8+ermGPPPKINm3apE2bNikmJkaVKlXSyy+/7Gq5169fP82ZM4fiPUpMZGSkcnNzdfToUUVFRcnhcKhGjRqaMmWKpk2bpuXLl+uqq65SbGysWrRooTvvvFN9+vSR3W4nJ+E3OTk5atOmjdq2batevXrp3nvv1dy5cyWpQBHf6XSqffv2ateunQzDoDCAErFp0yaFh4frwQcf1B9//KGFCxcWKOJnZ2crLCyswPkc8Ldvv/1WtWvX1ujRo13vornkkks0adIkHTx4sFABv3bt2qpRo4bef/99nkiCX1SvXl316tVz3czM16pVK33xxRfKzc2VaZoKDQ2VJFWqVEnTpk1TpUqV+A2NEmGapg4ePFjg2q9+/foaMWKEIiIi9OCDD6pGjRq6+eabJUk///yzNm3apNWrV+v8888PVtgAShneqhYk+a32nnjiCfXv37/AsPDwcIWFhSksLMx1cbFu3Tqlp6eradOmrj7TuPCAP7Rv317XX3+9qlevLkm69957tWXLFn3wwQf69ttv9cADDyglJcXVX2l4eLi6devmar1CHqIktG7dWqdPn9abb74pSa5+datVq6Z///vf+vXXX7Vy5UpJUmxsrK6//nrXNOQk/KV69eq65ZZbdPXVV0uS5syZo0svvVRz587VsmXLlJqa6irYZ2RkuLrUoXiPktC7d2/dfffduvjii9WvXz+NGDFCp0+f1h133KETJ04oLCzM9TQnUFKaNm2qvn37qnbt2jIMQ7m5uapataqqVKmi7OzsQtNfd911+uSTTyjewy9M05TNZtMzzzyj66+/3jVMkkJCQmS32xUSEuIq3u/cuVO5ubmKioriNzRKjGEY6tKli7Zv367t27e7hleoUEE33XST7rjjDr3zzjs6fPiwJOnBBx/U0qVLKd4D8AoF/CAxDENnvn7ANE3Xvw3DcBXwJalPnz56/vnnXS+Akgo+FggUV37xXpLGjRunL7/8UhdccIGio6N1xRVX6PTp00pMTCw0H0UqlASn06m6devqueee08KFCzVnzhxJeflmmqaqV6+uiy66SCdOnCg0LzkJf6tdu7ZsNptycnIk/VXEnzdvnj744AOdOHFCTzzxhCZPnlzoxcqAv+TnVrdu3VzD+vXrp5EjR+r06dMaPXq0kpKSZLfb9cILL+jgwYPBChVlXPv27XXLLbdIkqsYarfbVblyZWVmZrqmy3+X14UXXqiGDRsGI1SUQfk3yvML9Gf+hnY6nQWuA6+55hrNmDGjQMGe39AoKRdccIGioqK0ZMkSV6FekqKjo3XVVVdp+/btBX5PV6lSJQhRAijNuP0cRGe+eNYwDNe/nU6nsrKydOrUKd16661KTEzUunXreFEt/OJsLz1u1KhRgX8nJSWpXr169J+LgMm/wdm7d2/NmDFDU6dO1alTpzR27FjFxMQoOztbf/zxh/75z38GO1SUI6GhocrJyVFoaKjmzJmje++9VwsWLNCSJUu0detWff755xQGUGL+nlv5L2js27evJGnhwoUaPXq06tSpo7ffftv13gbA3/ILp1JeXuZfV2ZkZLgKqTNnztQzzzyjiy66SE2bNg1WqCgHzvwNnf8kptPp1IABA5SUlKSPPvooyBGivOjcubNuvPFGzZs3T2FhYRoyZIgaN24sKa8r5AYNGigrKyvIUQIozSjgB8mZre1//vln2Ww2dejQQdJfF8YDBgxQQkKCfvzxR4WGhtJfH4plw4YN6tSpk6s4mn+xm///CQkJqlWrVoF50tLSdN999yk3N1e9e/cORtgoh/Ifjz58+LBuuukmRUdHa/z48Vq/fr0iIyOVlZWlnJwc3X333cEOFWVcfl/2WVlZCg8PV2hoqGvYnDlzdMEFF2jPnj364osv1Lp162CHizLuzHcrnNmP8w033CCHw6Hx48crNDRUa9euVVxcXJCjRVn1998jOTk5MgxDOTk5io6O1vz58/Xiiy/q66+/pngPvzvzN/TWrVtVrVo11a1bV1JeN5/5L5o/cOAAv6FRItw1hsu/Thw9erRCQ0O1YMEC7d+/XwMHDlTTpk31xhtvKCUlpVBDOQDwBk3FAuDMrnLOHGYYhlauXKlrrrlGKSkprnFZWVk6ePCgDMPgwgN+8dZbb6lnz55asWKFpLyLXqfT6crDjz/+WPfcc48OHTokScrIyNB//vMf3XbbbTp8+LBWrFjhatUClKT84v2HH36oK6+8UomJibrpppv0zTffqFu3bmrSpIkuv/xyfffdd673MAAlIScnR3a7XQcPHtT999+vXbt2SZKroH/vvffq2LFjWrlyJcV7lLjc3FzZ7XYdOnRI7777rqS8/p7zz+M//vijJGn16tVq06ZNMENFGWWapus9MwcOHNBLL70kSQoLC1NoaKhq1aqlKVOm6N///rdWrVqlCy64IMgRo7T7e3ez+X/zf7tcfvnl2r9/v2ua06dPa/v27UpPT+c3NErcL7/8osOHDys3N1fh4eE6ePCgZs2apdtvv12TJk1Sbm6uBg0apKFDh+qjjz7S0qVLVbt27WCHDaAUo4BfwpxOp+sOrcPhcBWbbDabvvrqKw0fPlxPP/20rrjiCtc83bp10x133KGPPvqICw/4xaWXXqpRo0bpnnvucT1Kmv/I6fLly3XnnXeqZ8+eatCggSQpMjJSycnJatasmb7++mtXHtK/OPzFU1/hhmFo1apVGj16tO6//37FxcXJ6XSqWbNmmjhxop555hlNmjTJVbwnJ1Fcx44dc/UX/tFHH2nWrFmS8p6GO3DggK6++mqFhoYWaNEcEhKiChUq8GJGlKiNGzfql19+kWmaCgkJ0cGDB9WzZ0/98ssvrmkMw9DXX3+tzz77TKtWrVLLli2DGDHKkvyCaWpqqmtY/k3Nnj17atOmTa7hTqdTp0+f1qFDh/T555+rffv2AY8XZcuZv6Glv7qetdls+vzzz3XzzTfr2Wef1cUXX+ya5qqrrtItt9yiVatW8Rsafnfm0x+ff/65unfvrl27drnOz1dddZX+/PNPSXk9Kbz88stat26dXn/9dX3xxRdq27ZtEKMHUBYYprvm4fC7F154QevWrVPlypV1/fXX69prr9X//vc/JSQkqH///q7p/n6hwYUH/OXQoUOaO3euli5dqhdffFHXX3+9UlJSdN1112nw4MG64447JLl/LJBCKfzpzBz76KOPlJCQoKioKHXv3l01atTQY489pvPOO08333yzx/kAf8jMzFSnTp3UunVrdevWTZMnT9b8+fM1cOBAZWdn66qrrlLLli01f/58cg8BY5qmcnNz1blzZ11yySV64YUXdOLECXXv3l3dunXT7NmzC+Xj8ePHVaNGjSBFjLIm/3z7xRdfaOnSpbr99tt18cUXKzk5Wb169VLnzp313HPPFeiWcdWqVTr//PN13nnnBTt8lCGvvPKKNmzYoLp16+rKK6/UpZdeqnfffVeGYeimm25yTff3a0R+Q6OknDhxQqtXr1ZqaqrGjh2r5ORktWjRQoMHDy5wfuZ3CwB/o4BfQvJfLiZJs2bN0ksvvaQbbrhBhw4d0v/+9z899thjuv322wtNC/jT33Pr4MGDmjdvXoEifnJysmJiYgrMxwUHSsqZuTVt2jQtXbpUNWrUkNPpVFJSkt555x394x//KPCSPKAkJSQk6B//+IcyMjL06KOPauzYsa5xBw4cUMOGDTkeIig++ugjPfroo3r55ZdVt25drVq1SqNGjSqQj1xDoqSsXLlSo0aN0oQJE3TZZZfpH//4h44ePar//e9/+te//lXouMi1I/zhzGPak08+qYULF6pr1646dOiQ/vzzTz344IO67rrrJJFzCLxdu3apc+fOqlOnjqZNm6bBgwdLkj788ENdf/31nI8BlChuS5eQ/IP39u3bVaFCBS1atEiXXHKJkpKS9MYbb2jixIlyOp0aOXKkbDYbP8BQIvJz6r333lPv3r3VsGFD3XXXXZKku+++W6Zpqm/fvpIKXgRzMYySkp9bmzdv1rZt27R8+XLFxcUpKSlJTz75pG666SatWLFC7dq147iIEpXfn3OFChWUnZ2tkJAQbdq0Sfv373e1ID2zeE+hAIHWtm1b1atXT999953uv/9+jRgxolAOcoxESTh06JCmT5+uhx56SGPGjHENr1u3rgYMGOB2Ho6P8If8Y9qvv/6qrKwsLV26VBdeeKF+//13vf7663rggQeUlZXluonEtSICqWbNmrrnnns0f/58HT161DX8hhtuCGJUAMoLCvgl6Ouvv1b//v1Vu3ZtvfPOO5KkatWqaeTIkZKkyZMnyzAMjRgxggsPlJjjx4/r/vvv15tvvqn333+/QBH/nnvukc1mc7VkAQLhgw8+0FtvvSW73a7mzZsrMjJSFStW1Jw5c5SRkaExY8bos88+U+XKlYMdKsqo/GL8gQMHdN555+ngwYM6evSoLrvsMuXm5urxxx/Xeeed57b/XaCk/Prrr0pNTdU///lPSVKjRo3Uo0cPPfvssxoyZAgvv0PAJCUlKSMjQ5dffrlrGIVSBMonn3yi8ePHKyoqSrfeeqskqUWLFq4nkB599FEZhqEbb7yRnERARUdH6+6775YkzZw5U02bNlXfvn1p5AEgIDjj+dHfX8rYsGFD3XnnnUpKStLvv//uGh4dHa2RI0fqwQcf1KRJk7RixYpAh4oy7O+9YtWoUUOrV6/W0aNHNXDgQKWnp7uK+IMHD9a4ceNcfUkCJc3pdGrr1q06ePCgdu7c6Xq3Qm5ursLCwjRgwACdPn1aJ06cCHKkKKvyf2StXLlSgwcP1syZM5Wenq5GjRrp008/1ddff61HHnlE+/btkyTNnj1bzz77bJCjRllmmqb++OMPPfjggxo4cKAeeughff/995KkcePGqV27dnr11VeVk5MT5EhR1uVfQzocDjkcDtcLGaW/bmKuXbtW69atC0Z4KCeioqLUpUsXHTp0SDt27HANb9q0qUaNGqXrrrtOo0eP1tdffx3EKFHW5R8Pd+/erS1btrjOy9WqVdN9992nMWPGaMSIEVqxYoXrfSAAUJJoge9Hf++upEmTJho1apQyMzN1//33q0KFCrr++usl5RXxb7vtNtWtW1e9evUKZtgoY9z1SdqmTRstXrxYQ4YM0cCBA/Xuu++6bjD9+eefeu+99zRw4MAgRYyy7O8t9mw2mx544AFVr15d8+fP13333acnnnhC0dHRkqQ6derI6XTq1KlTwQoZZVz+ixlHjBihJ598Ut27d1dMTIycTqfOP/98ffrpp+rTp49Gjx6tatWq6dtvv9XKlSuDHTbKMMMwVLt2bc2aNUs7duzQ448/rh9//FE1atTQE088obi4OMXHxysnJ4f3g8Dv3HWhGBsbK7vdrjfeeEPnn3++oqOjXePWrFmj9PR0dezYUREREUGLG2WDuyc7unTpooiICOXk5OjBBx9USEiIrrjiCklSkyZNdMstt6hhw4a67LLLghEyyoEzX879yCOPSJJSU1PVvXt3zZo1S1FRUa7eFO644w5lZmZ67F4MAPyFl9j62fHjx9WhQwe1bdtW77//vipUqFDgxaFz5851211Jbm6uQkK4nwLfnXkBPHfuXK1fv15LliwpMM3WrVt10003qU2bNnrttddUqVIlJSQkqEaNGjyCCr87Myd/+OEHZWVlyTRNde3aVQ6HQy+++KI++ugj1a9fXw888IDS0tL09NNPKyUlRWvWrCEnUSIyMzN11113qX79+nrsscdcP9IcDocMw5DNZtOOHTu0YMECSdKoUaPUqlWrIEeNsiY/7w4dOqTjx4+rTp06qlixoqKiovTHH39o06ZNmjNnjjIzM1WvXj2tWbNGM2fO1B133BHs0FGG5OfhunXrtH79eu3fv1/XXHON+vTpo59++kl9+/bV1VdfrZtuukkxMTH66KOP9Pbbb2vNmjVq0aJFsMNHKXfmdeLmzZtdT2O2adNGUt6142uvvaZff/1VM2bMUNeuXQstw+FwuJ7mBPzpyy+/1K233qrHH39cffv21bp16zRs2DDdcMMNevbZZ1WlShWlpaXp4Ycf1kcffaT4+Hi6/wRQoijgF5O7/s62bt2q4cOHq0GDBnr33XddRfz58+frP//5j2bOnElrZ/jVihUrdOrUKfXr10+RkZFatWqV6xHT/CJU/kXy888/r8cee0wdO3bUxx9/7Go9Rd+mKCmPPfaYli9frqpVq2rPnj264oorNG3aNDVq1Ehz587VvHnzlJ2drcsvv1w1a9bUv//9b0VGRvKjDCUiOztbV1xxha6++mo99NBDkgqey0+ePKmqVasqOztbNpuNm+vwu/x8+/jjj/Xwww+7XqLcrFkzPfzww67ilSS99dZb+u2337RkyRKKpigRH3/8se655x5dccUVio6O1uLFizV8+HA988wz2rJli8aOHau0tDTZ7XZFRUVp7ty5BXIU8MWZ591///vfWrVqlZKSktSoUSN17txZjz/+uCTp+++/1+uvv67ff/9d06ZN09VXXx3MsFGGnflbODk5WQ899JAaN26s++67T4cPH1afPn3Utm1bff/99+rcubNeeOEFVa1aVWlpacrIyFCNGjWC/AkAlHVU64qpqO5K9u/fX6DP8TvvvFM9e/bUe++9F6RoUVZ9/fXXuvvuu7VixQrl5OSod+/eevPNN7V69WqNGjVK0l9dPNWoUUODBw9WgwYNCjyKT/EeJeGVV17RkiVLtGjRIn399deaNGmSVq5cqePHjys0NFRjx47V3XffrebNm6tmzZp69NFHFRkZqczMTIr3KBHZ2dmqU6eOUlJSXE+F5Pddunv3bs2ZM0fHjx9XWFgYxXuUCMMw9P3332v06NEaM2aMli9frilTpshut+u2227T9u3bXdMOGzZMM2fO1NatWynew+/27t2rRx55RI8++qhef/11PffccwoJCVHVqlVls9nUoUMHffLJJ1qxYoXeffdd/fe//6V4D7/I/w09a9YsLV68WLNmzdJ3332ndu3aae7cuRo/frwk6Z///Kduv/121apVS//973+DGDHKsr1792ru3Lk6evSoJKlixYrq0qWLrr/+eiUlJWnw4MHq2rWrFi9erIceekirV6/W6NGjlZKSokqVKlG8BxAQVOx8dOYLa+fOnavBgwdL+utipE2bNnrnnXe0e/du3XrrrUpLS1PDhg312GOPadmyZUGJGWXXc889pzvuuEPjxo3TBx98oOzsbF155ZVauHChPvvsM40cOVJHjx7ViRMntGbNGp1//vl6/fXXZbfb5XA4gh0+yqD8h7t+++03jRgxQu3bt9eHH36oWbNm6emnn1aXLl2Unp6u0NBQjRkzRldeeaW2bt2qJ598UikpKfSri2Lbu3evpk+frn79+ql///4aN26cDh48qEqVKqlv37564403tHz5cmVlZUnKO3//5z//cb2kDCgJ+efcdevWqWvXrho1apSaN2+uQYMGadKkSWrUqJGeeuopZWRkFHghXlRUVLBCRhmWlZWl6tWr6+abb9aePXt0/vnna9CgQXrooYdks9n0+++/Kzo6Wuedd56aN2+umJiYYIeMUu7M39Dbtm3TN998o1deeUVdunTRtm3btHTpUt10003673//q4kTJ0qSLrroIj366KOaP39+sMJGGZaUlKTevXvrhRde0JIlS3T48GGFhYWpf//+atKkiT7//HNVqFDBlY+RkZG6+OKLdeDAAaWmpgY5egDlCQV8H6xYsUJLly5VRkaGJKlRo0Zau3atxowZ45rG6XSqTZs2uuOOO/T555/rhhtuUGZmpmrVqiWbzVbg4gUojvxiwMyZMzV8+HDde++9Wr58ubKzs3XVVVdp8eLFWrdunS6//HJ169ZNe/bs0ciRI13z08oZ/rJ371798ccfrhbNOTk5+u2339SwYUP98ssvuueee/Twww/r9ttvV25urubNm6fVq1crLCxM48eP19VXX60vvvhCzz33nOjdDcWxbds29ezZUzt27FDDhg0VHh6uNWvWqGfPnlq+fLmGDh2qiRMn6u6779aECRN0//33a8yYMXr55Zc1e/ZsWlLBr/bt26cPPvhA0l/n3KysLO3evVuZmZmu6Tp06KCrrrpKmzdvVkZGRqGnPAF/S0pK0tGjRxUfH68bb7xRPXr00OzZsyVJP/74o5566ikdOHAgyFGirPj7b+gWLVqoT58+ateundatW6exY8dq+vTpev7559W1a1e99tpruu222yRJrVu35jc0SoTdblfFihWVkZGhL774Qu+8846OHTumsLAwSdKuXbv0559/ql69epLyGid17dpV3333nRo0aBDM0AGUMzwb7oOvv/5ab775pkJCQtSv3/+1d9/hUZbpHse/yUw6IQSCdCkCGwKhuHoIAtIWQg1KD5ACCBshQDChLMUTaQntJFFxKaIUKRtAmhpAIHAO0hfpIigqRQWCoQRISJnzB2deCejq0cnOGH6ffzCTjNcz13Vf77zP/d73/XQzxpUMGjSIIUOGsGDBgkfGlVgrTa00rm0sjzoAACPuSURBVERsxVpFbzKZmDlzJgAxMTEAvPjiizz//PPs2bOHDz/8EA8PD0JCQjCbzZovLjb1/vvv8+abb9KxY0ciIyPx8/PDxcWFkJAQpk6dyuXLl3n99deN8z9u377NJ598gtlsJjg4GFdXV6Kjo3FxcaFr165KXMlvduHCBUJDQ+nfvz+vvvqqEUunT59mzJgxxMXFUaZMGcaNG0elSpXYu3cvp0+fpmbNmmzZsoU6derY+RNIcZKXl8fy5cuZO3cuubm5xjXQ39+fTZs2kZ6eTuvWrXFzcwOgYcOGwP35u6VLl7bXsqWYuXHjBufPn+fw4cP4+vry5z//mUqVKtGsWTPq1avHX/7yF7p27UpycrLxAH3z5s1cvnwZT09PO69eiosH99CdOnWiRIkSDBkyBGdnZzZt2kT79u3p06cPrq6u1KhRg9atW2OxWArNJtceWmwpPz+fUqVKMXnyZFavXo2Hhwfvv/8+ABEREZQvX54XXniBefPm0b59e0qUKMGBAwdIS0szEvwiIv8uSuD/BklJSbi7uzNy5EgsFgvdunUzxpUMGTKEwYMH89prr+Hq6sqWLVsICgoyqvOVNJWi8GBMPZzE79y5M6VKlaJfv37G3ygOxZbee+89xo8fz8SJE3nmmWfw8/Mzfte0aVN27txJyZIladCgAQDffvstI0eO5Pbt24wYMcJ4COXq6srw4cPt9TGkmNi+fbtx6Jh1tr2TkxP+/v7MmzeP8PBwxo8fzyeffEJYWBh9+/bF2dmZvLy8Qg/aRWzBbDbTp08fcnJymDJlCvn5+fTr14/u3bvz3nvvGa81b94cb29vNmzYgKenJ2XKlLH30qWYOHPmDOPHj+fq1at88803ZGVlUbt2bfr27Ut0dDQDBw7kypUr3Lhxg1OnTpGZmcmWLVtYvHgxaWlp6kgSm7HuoWNiYrBYLHTt2hUPDw8KCgr47LPP8PLyws3NzehQ6tq1K2FhYUDhA0ZFfi9rPFn3wxUqVODy5cskJCRw4MAB5s+fj5OTE/379ycwMJDU1FTefvttfH19mTx5MgEBAXb+BCLyOFIC///JmvhMSEggPz/fSJJ269bNGFcSFRVFixYt8PDwoGTJkixatMh4v5Km8ls9eNDig9XJ1p/Pnj2Lr68vfn5+RhLfegBUt27dClUJKA7FVj755BMSEhKYO3cuXbp0eeT3jRo1YtiwYaSkpNCuXTsqV66Mi4sLrq6upKWlFeogEbGF48ePc+/ePby9vYHCh82XL1+eIUOGMGLECPbt20dQUBDOzs44OTkpeS9FpmbNmkRGRlJQUMC0adPIz88nPDycdevW0b17d6ZNm8bNmzepWbMmx44dY8OGDZQqVcrey5Zi4Pjx47z44ot0796dV155hVq1avHtt98yZswY5s2bx71793jllVe4efMmy5cvp0WLFtSsWRNvb28+/PBD6tata++PIMXEw3to6x4lJCQET09PevbsSUJCAj169ODmzZvcvn2bd955B7i/11HyXmzlq6++4oMPPqB58+ZG11ujRo0IDAxk3LhxpKWlcf36dePcwvDwcJo2bUpQUBCgfbSI2I8S+P9PGlci9nL37l08PDzIzc3F1dXVmAHp7OzMxo0befnll0lLS6N06dI4Ozsb8RkbG0uFChVo0aKFqlfE5k6ePEndunVp2bKl8drevXvZs2cPhw4don79+owYMYJly5axc+dOvv/+eypVqkRwcDAmk4m8vDzMZn0Vie24ublx6dIlsrOzcXd3L/TQ09nZmZYtW3Lv3j1++OEHAI1rEpv75ptvOHLkCLVq1TKq9J566ikGDx5Mfn4+iYmJFBQUEBkZydq1a9m6dStnzpzBw8OD5ORkqlevbudPIMXBqVOnCA4OZuTIkYwdO9Z4vWzZsixevJjY2FgWLVpEo0aN6NGjB926dePEiROUL18eV1dXPUQSm/qpPbQ1id+rVy86dOgAwI4dO6hRowbTpk1TkYfY3JUrV2jbti0//PADJUuW5KWXXqJ+/fqEhIQwfPhwxowZw7Fjxxg9ejTZ2dmsX7+e27dvM3ToUMqVK2fv5YvIY87JopMCf7cxY8awdOlSkpOT6dy5MyVKlCj0e914yO+1YcMGNmzYwIULFwgKCmLw4ME8+eSTwP0ZpWFhYSQmJjJo0CCgcMxFRUWxb98+9u3bh7u7u90+gxRPsbGxHDlyhO3btwMQHx/PwYMHyczMpFy5cly4cIH69evz5ptvPjJHV9dGsSVron7dunXExcUxcuRIhg4ditlsNh4U5efnc+rUKaKioli0aBH+/v72XrYUM1euXKFx48bcuHEDV1dXOnbsSNmyZRk8eDBPPPEEFouFOXPmsH79emJjY4mIiLD3kqUYunLlCm3atKFy5cqkpaUBP46MsP57+fJlmjdvTqtWrZg/f76dVyyPI+seOikpid69ez9SZKQiD7G1O3fuEB0dzfnz56lRowY5OTlkZWWRnZ1NTEwM//mf/0mTJk2YM2cOAJMmTWLfvn2sWrVKo+1ExO5UivszrM81Hn6+Yf357NmzZGRkAPdnjoeHhzNq1Cg++OAD7t27V+g9SlDJ7/Hee+8RHR1NQEAAdevWZffu3Xz88cfA/ar8s2fPkpycbCTv4ccqF4DQ0FB8fHyMeBWxpcjISD777DNatGhBo0aNeP/993nhhRdYt24d69atIywsjMOHD3Pt2rVH3qtro9iStZK+bdu21KxZk7///e+sWLGiUALAZDKxbt06XFxcNNdZikSJEiVo06YNf/rTn4zk/dGjR3nxxRdp1qwZb7/9Nm5ubgQHBzNjxgxWr15t7yVLMeTl5cXTTz+NyWRiwYIF3Lt3r1Dy/t69e5QrV45BgwZx7Ngxrl+//sieR+T3sO5DrH5pD52amkp2dnahv1fyXmypoKAAT09PUlJSqF69Ordu3aJhw4akpKRQp04dUlNT+fbbb/nHP/7B+fPnAZgyZQorV65U8l5EHIK+FX+GxpWII9i8eTOTJ0/mrbfeMuaLR0REkJOTYxy4+HOHflqTo5s3b+bGjRvGPGgRWwoMDOSjjz5i7dq1uLu78/LLL1OyZElj01WtWjVKlSql+eLyb5Gbm0uJEiVYuXIlHTt2ZOrUqezevZu//vWvnD9/nkOHDrF06VI++ugjbcbE5qzJgeTkZEaNGkVmZiZBQUHMmDGD48ePs3PnTnbt2sVnn33G3bt3uX79OvHx8XTo0OGR7k2R36qgoAAvLy/efPNNRo8ebcxxHjBgAC4uLhQUFBjnIl28eJFSpUppXI7YjHW04oPjb6wdctpDiz1ZH2J6e3szZ84c4uLiSEtL44knnmD27NlcvnyZVq1a4erqypNPPmnEr5+fn72XLiICaITOT9K4EnEE2dnZLFq0iNu3bzNy5Ejc3NwA6NSpE3l5edy4cYPKlSsTFxdHUFDQI4fbWr377rs0atTIOKRHxFasXx8/N0P8zp07DBgwAG9vbxYuXKhZ42JTD1/zrN/FP/zwA6VLl+bGjRu8+uqr7Nq1i0uXLlG1alWqV69OfHy8DmaUImNNPN28eZPRo0dz9uxZwsLC6NevH66urmRlZZGTk8PWrVs5ffo0vXv3Nubki9iKNQ5v3brF6NGjOXfuHD169DCS+Pn5+dy6dYvY2FgCAgKIjY392ftIkV9r48aNREZGEhERQVJSEvDjd7P20OIocnNzcXFx4datW4wZM4bPP/+cvn37Eh4ebjzcFBFxRErgP+S9997jb3/7GyNHjuTixYscPXqU/v37M2jQIO7evcvbb79N6dKl6devX6H3WW9Adu3axauvvsry5cupXLmynT6FFBfffPMNJpPJiKVevXpx5swZXnvtNa5fv87//M//cOrUKdasWUPFihXtvFoprqyb+oc399afz5w5Q9myZfH19QUgKyuLCxcuMGnSJC5fvkx6ejpms1kVVWIT1u9bazxZLBby8/Mxm82cP3+e9u3bM3v2bDp27Ehubi45OTmcO3eOJ598EpPJpG4kKXIPJwe++OILevTowcCBA9WNJP82D8fhl19+WSiJP2XKFNatW8f7779PtWrV7L1cKQYWLlzIO++8g4+PD/7+/iQnJwP3CzreffddfH196du3b6H3aA8tRenhvYc13jIzM/H19SUrK4u4uDjOnTtHr169iIiI0Pe0iDgsjdB5gMaViKOpWrWq8d93797Fz8+PmTNnGhutMmXKkJ6eTmZmphL4UmR+7UgxX19f7t27x5QpUzh8+DClSpVix44dhQ4RFfk9vvjiC9555x0uXrxIvXr16N27N1WrVsVsNnPx4kVat25Np06d6NChAxaLBRcXF1xcXAgMDFRlqRSJn+oEcXFxMZIDM2fOZPTo0axduxaz2Ux4eLiSA2JzvxSHs2bNIi4ujjVr1uDp6clXX33F/PnzSUtLU/JebKZEiRJ4e3sTEhLCsmXLiImJITk5GU9PT7p370758uUfeY/20FIUrl27RpkyZXB2djaS9tZ/rcUec+bMoUOHDsyaNYtx48axcOFCXFxcdLi8iDgslUL+n+zsbL788kteeukl2rVrZ7yekZHBhg0baNasGX369GHfvn3Ao4fbWtWuXZvFixfj4+Pzb1m3FC87duxg+vTpzJgxgw0bNhT6nYeHB2+99RbVqlUzDoby9fWlRo0autmVIrNhwwaio6Np164dU6ZM4fz58zg7O+Ps7MzmzZsZNGgQkydPpn79+sD9pH5oaCjDhg1j1apVuLi4KHkvNnHy5EmCg4O5fv06BQUFbNu2jTVr1mCxWMjNzeWjjz6iV69eJCcn4+TkVCiZpeS92Jr1e9h6P2ixWMjLyzOSA02bNiUtLQ1vb29mzZpFrVq1WLBgAStWrLDnsqWY+bVxWKJECSMOX331VebNm8cHH3xAYGCgPZcvxUytWrWoXr06gwcPpn///hw+fJiYmBhatGjB/v37ycvL+9n3ag8ttvLFF1/QqFEjYmJiAAol763FHm3btqV9+/bGTPyEhASaNm1Kq1at7Lt4EZF/QSN0HqBxJWJ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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(\n", + " df,\n", + " volume=True,\n", + " type=\"candle\", \n", + " fill_between = [ichimoko_fill_up,ichimoko_fill_down],\n", + " style=\"yahoo\",\n", + " addplot=ic,\n", + " figsize=(20,10)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c2c8b141", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/indicators/macd.py b/examples/indicators/macd.py new file mode 100644 index 00000000..f10154fa --- /dev/null +++ b/examples/indicators/macd.py @@ -0,0 +1,39 @@ +import pandas as pd +import mplfinance as mpf + +import matplotlib.dates as mdates + +idf = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True) +df = idf.loc['2011-07-01':'2011-12-30',:] + + +# ======= +# MACD: + +# df = df.iloc[0:30] + +exp12 = df['Close'].ewm(span=12, adjust=False).mean() +exp26 = df['Close'].ewm(span=26, adjust=False).mean() +macd = exp12 - exp26 +signal = macd.ewm(span=9, adjust=False).mean() +histogram = macd - signal + +fb_green = dict(y1=macd.values,y2=signal.values,where=signalmacd,color="#e06666",alpha=0.6,interpolate=True) +fb_green['panel'] = 1 +fb_red['panel'] = 1 +fb = [fb_green,fb_red] + +apds = [mpf.make_addplot(exp12,color='lime'), + mpf.make_addplot(exp26,color='c'), + mpf.make_addplot(histogram,type='bar',width=0.7,panel=1, + color='dimgray',alpha=1,secondary_y=True), + mpf.make_addplot(macd,panel=1,color='fuchsia',secondary_y=False), + mpf.make_addplot(signal,panel=1,color='b',secondary_y=False)#,fill_between=fb), + ] + +s = mpf.make_mpf_style(base_mpf_style='classic',rc={'figure.facecolor':'lightgray'}) + +mpf.plot(df,type='candle',addplot=apds,figscale=1.6,figratio=(6,5),title='\n\nMACD', + style=s,volume=True,volume_panel=2,panel_ratios=(3,4,1),fill_between=fb)#,show_nontrading=True) + diff --git a/examples/indicators/macd_histogram_gradient.ipynb b/examples/indicators/macd_histogram_gradient.ipynb new file mode 100644 index 00000000..3e6e45f6 --- /dev/null +++ b/examples/indicators/macd_histogram_gradient.ipynb @@ -0,0 +1,445 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "30e3a660", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Mplfinance Used To Plot MACD Histogram\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "id": "8db0114d", + "metadata": {}, + "source": [ + "### What is MACD Histogram\n", + "The MACD histogram is a technical analysis tool that is used to measure the momentum and strength of a financial instrument's price movement. MACD stands for Moving Average Convergence Divergence. It is derived from the MACD line, which is calculated by subtracting the 26-day exponential moving average (EMA) from the 12-day EMA.\n", + "\n", + "The MACD histogram represents the difference between the MACD line and its signal line, which is a 9-day EMA of the MACD line. It consists of vertical bars that oscillate above or below the zero line, also known as the centerline." + ] + }, + { + "cell_type": "markdown", + "id": "026a251c", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### mplfinance 'yahoo' styles was used to customize:\n", + "- Type of Plot Use `candle`\n", + "- MACD Histogram Build With Two Lines MACD Line, Signal Line and Histogram\n", + "- Background, Grid, and Figure Colors\n", + "- Grid style\n", + "- Y-Axis On The Right or Left\n", + "- Matplotlib Defaults\n", + "- Histogram\n", + "- Alpha\n", + "- Color\n", + "#### The simplest way to do this is to choose one of the `add_plot` that come packaged with `mplfinance`\n", + "#### but, as we see below, it is also possible to customize your own `mplfinance styles`.\n", + "#### Also Other Plot Type Can Be Used\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "821ec5c5", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import mplfinance as mpf" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "86dcb05e", + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "markdown", + "id": "61bf088e", + "metadata": {}, + "source": [ + "### Read in daily data for the S&P 500 from November of 2019 " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f3228212", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(200, 6)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    2004-04-0828.0828.13999927.20000127.37000118.75205871791400
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2004-04-07 28.08 28.129999 27.480000 27.620001 18.923342 72680200\n", + "2004-04-08 28.08 28.139999 27.200001 27.370001 18.752058 71791400" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../data/yahoofinance-INTC-19950101-20040412.csv',index_col=0,parse_dates=True).tail(200)\n", + "\n", + "df = idf.copy()\n", + "df.index.name = 'Date'\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "markdown", + "id": "584d26a0", + "metadata": {}, + "source": [ + "--- \n", + "**The MACD histogram is calculated as the MACD indicator minus the signal line. Observe that:**\n", + "\n", + "- When MACD is above the signal line then the histogram is positive.\n", + "- When MACD is below the signal line then the histogram is negative.\n", + "- When the gap between the MACD and its signal line is widest then the histogram registers its highest (or lowest) readings.\n", + "- The histogram is at zero when MACD and the signal line cross (the signal for trading with the MACD).\n", + "- The histogram turns back towards the zero line when MACD and the signal line converge, well in advance of them actually crossing.\n", + "\n", + "\n", + "- **Here is Following Calculation:**\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a410f0a2", + "metadata": {}, + "outputs": [], + "source": [ + "#Get the 26-day EMA of the closing price\n", + "k = df['Close'].ewm(span=12, adjust=False, min_periods=12).mean()\n", + "\n", + "#Get the 12-day EMA of the closing price\n", + "d = df['Close'].ewm(span=26, adjust=False, min_periods=26).mean()\n", + "\n", + "#Subtract the 26-day EMA from the 12-Day EMA to get the MACD\n", + "macd = k - d\n", + "\n", + "#Get the 9-Day EMA of the MACD for the Trigger line\n", + "macd_s = macd.ewm(span=9, adjust=False, min_periods=9).mean()\n", + "\n", + "#Calculate the difference between the MACD - Trigger for the Convergence/Divergence value\n", + "macd_h = macd - macd_s\n", + "#Add all of our new values for the MACD to the dataframe\n", + "df['MACD_12_26_9'] = df.index.map(macd)\n", + "df['MACDh_12_26_9'] = df.index.map(macd_h)\n", + "df['MACDs_12_26_9'] = df.index.map(macd_s)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e5cf3344", + "metadata": {}, + "outputs": [], + "source": [ + "#Generating Colors For Histogram\n", + "def gen_macd_color(df):\n", + " macd_color = []\n", + " macd_color.clear()\n", + " for i in range (0,len(df[\"MACDh_12_26_9\"])):\n", + " if df[\"MACDh_12_26_9\"][i] >= 0 and df[\"MACDh_12_26_9\"][i-1] < df[\"MACDh_12_26_9\"][i]:\n", + " macd_color.append('#26A69A')\n", + " #print(i,'green')\n", + " elif df[\"MACDh_12_26_9\"][i] >= 0 and df[\"MACDh_12_26_9\"][i-1] > df[\"MACDh_12_26_9\"][i]:\n", + " macd_color.append('#B2DFDB')\n", + " #print(i,'faint green')\n", + " elif df[\"MACDh_12_26_9\"][i] < 0 and df[\"MACDh_12_26_9\"][i-1] > df[\"MACDh_12_26_9\"][i] :\n", + " #print(i,'red')\n", + " macd_color.append('#FF5252')\n", + " elif df[\"MACDh_12_26_9\"][i] < 0 and df[\"MACDh_12_26_9\"][i-1] < df[\"MACDh_12_26_9\"][i] :\n", + " #print(i,'faint red')\n", + " macd_color.append('#FFCDD2')\n", + " else:\n", + " macd_color.append('#000000')\n", + " #print(i,'no')\n", + " return macd_color" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "24b7da34", + "metadata": {}, + "outputs": [], + "source": [ + "macd = df[['MACD_12_26_9']]\n", + "histogram = df[['MACDh_12_26_9']]\n", + "signal = df[['MACDs_12_26_9']]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "aa32e15d", + "metadata": {}, + "outputs": [], + "source": [ + "macd_color = gen_macd_color(df)" + ] + }, + { + "cell_type": "markdown", + "id": "e9bc3f19", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's say we want to plot the Ichimoku Cloud along with the basic OHLCV plot. \n", + "\n", + "We Use `make_addplot()` to create the addplot dict, and pass that into the plot() function:\n", + "\n", + "We Use `Color` To Define Line Colors\n", + "\n", + "We Use `alpha` To Define Depth Line Color\n", + "\n", + "We Use `Panel` To Define MACD with Histogram\n", + "\n", + "We Usr `Histogram` For MACD Histogram\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "bc7973ef", + "metadata": {}, + "outputs": [], + "source": [ + "apds = [\n", + " mpf.make_addplot(macd,color='#2962FF', panel=1),\n", + " mpf.make_addplot(signal,color='#FF6D00', panel=1),\n", + " mpf.make_addplot(histogram,type='bar',width=0.7,panel=1, color=macd_color,alpha=1,secondary_y=True),\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "eac0570a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(\n", + " df,\n", + " volume=True,\n", + " type=\"candle\", \n", + " style=\"yahoo\",\n", + " addplot=apds,\n", + " volume_panel=2,\n", + " figsize=(20,10)\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "aeb8d05b", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/indicators/mpf_rsi_demo.py b/examples/indicators/mpf_rsi_demo.py new file mode 100644 index 00000000..bdcbb07b --- /dev/null +++ b/examples/indicators/mpf_rsi_demo.py @@ -0,0 +1,20 @@ +import pandas as pd +import mplfinance as mpf + +infile = '../data/yahoofinance-SPY-20200901-20210113.csv' + +df = pd.read_csv(infile, index_col=0, parse_dates=True).iloc[0:60] + +import rsi +df['rsi'] = rsi.relative_strength(df['Close'],n=7) + +print(df.head()) +print(df.tail()) + +apd = mpf.make_addplot(df['rsi'],panel=2,color='lime',ylim=(10,90),secondary_y=True) + +mpf.plot(df,type='candle',volume=True,mav=(10,20),figscale=1.5,addplot=apd,panel_ratios=(1,0.6)) +mpf.plot(df,type='candle',style='charles',volume=True,mav=(10,20),figscale=1.5,addplot=apd,panel_ratios=(1,0.6)) +mpf.plot(df,type='candle',style='mike',volume=True,mav=(10,20),figscale=1.5,addplot=apd,panel_ratios=(1,0.6)) +mpf.plot(df,type='candle',style='checkers',volume=True,mav=(10,20),figscale=1.5,addplot=apd,panel_ratios=(1,0.6)) +mpf.plot(df,type='candle',style='yahoo',volume=True,mav=(10,20),figscale=1.5,addplot=apd,panel_ratios=(1,0.6)) diff --git a/examples/indicators/parabolic_sar.ipynb b/examples/indicators/parabolic_sar.ipynb new file mode 100644 index 00000000..a386d20f --- /dev/null +++ b/examples/indicators/parabolic_sar.ipynb @@ -0,0 +1,488 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "959a247a", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Mplfinance Used To Plot Parabolic SAR\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "id": "c6799029", + "metadata": {}, + "source": [ + "### What is Parabolic SAR\n", + "The parabolic stop and reverse, more commonly known as the \"Parabolic SAR,\" or \"PSAR\" is a trend-following indicator developed by J. Welles Wilder. It is displayed as a single parabolic line (or dots) underneath the price bars in an uptrend, and above the price bars in a downtrend.\n", + "\n", + "The parabolic SAR has three primary functions. First, it highlights the current price direction or trend. Second, it provides potential entry signals. Third, it provides potential exit signals." + ] + }, + { + "cell_type": "markdown", + "id": "dc724a84", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### mplfinance 'yahoo' styles was used to customize:\n", + "- Type of Plot Use `candle`\n", + "- Parabolic SAR Build With Two Types Lines Named Upper Band and Lower Band\n", + "- Background, Grid, and Figure Colors\n", + "- Grid style\n", + "- Y-Axis On The Right or Left\n", + "- Matplotlib Defaults\n", + "- Fill Between\n", + "- Alpha\n", + "- Color\n", + "#### The simplest way to do this is to choose one of the `add_plot` that come packaged with `mplfinance`\n", + "#### but, as we see below, it is also possible to customize your own `mplfinance styles`.\n", + "#### Also Other Plot Type Can Be Used\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "466ece3e", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import mplfinance as mpf\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "99d144e4", + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "markdown", + "id": "9085a2ae", + "metadata": {}, + "source": [ + "### Read in daily data for the S&P 500 from November of 2019 " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "86a4ec31", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(200, 6)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    2004-04-0828.0828.13999927.20000127.37000118.75205871791400
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2004-04-07 28.08 28.129999 27.480000 27.620001 18.923342 72680200\n", + "2004-04-08 28.08 28.139999 27.200001 27.370001 18.752058 71791400" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../data/yahoofinance-INTC-19950101-20040412.csv',index_col=0,parse_dates=True).tail(200)\n", + "\n", + "df = idf.copy()\n", + "df.index.name = 'Date'\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "markdown", + "id": "aa309397", + "metadata": {}, + "source": [ + "---\n", + "\n", + "The parabolic SAR (PSAR) indicator uses the most recent extreme price (EP) along with an acceleration factor (AF) to determine where the indicator dots will appear\n", + "The parabolic SAR is calculated as follows:\n", + "\n", + "- Uptrend: PSAR = Prior PSAR + Prior AF (Prior EP - Prior PSAR)\n", + "- Downtrend: PSAR = Prior PSAR - Prior AF (Prior PSAR - Prior EP)\n", + "Where:\n", + "\n", + "- EP = Highest high for an uptrend and lowest low for a downtrend, updated each time a new EP is reached.\n", + "- AF = Default of 0.02, increasing by 0.02 each time a new EP is reached, with a maximum of 0.20.\n", + "\n", + "- **Here is Following Calculation:**\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "842c2061", + "metadata": {}, + "outputs": [], + "source": [ + "#Parabolic SAR Calculation With High and Low Values\n", + "def calculate_psar(high, low, af_start=0.02, af_step=0.02, af_max=0.2):\n", + " psar = []\n", + " trend = []\n", + " af = af_start\n", + " af_direction = 1\n", + " extreme_point = low.iloc[0]\n", + " psar.append(extreme_point)\n", + " trend.append(-1)\n", + "\n", + " for i in range(1, len(high)):\n", + " if trend[-1] == -1:\n", + " if high.iloc[i] > extreme_point:\n", + " extreme_point = high.iloc[i]\n", + " af = min(af + af_direction * af_step, af_max)\n", + " psar.append(psar[-1] + af * (extreme_point - psar[-1]))\n", + " if psar[-1] > low.iloc[i-1]:\n", + " psar[-1] = low.iloc[i-1]\n", + " if psar[-1] > low.iloc[i]:\n", + " trend.append(1)\n", + " extreme_point = low.iloc[i]\n", + " af = af_start\n", + " else:\n", + " trend.append(-1)\n", + " else:\n", + " if low.iloc[i] < extreme_point:\n", + " extreme_point = low.iloc[i]\n", + " af = min(af + af_direction * af_step, af_max)\n", + " psar.append(psar[-1] + af * (extreme_point - psar[-1]))\n", + " if psar[-1] < high.iloc[i-1]:\n", + " psar[-1] = high.iloc[i-1]\n", + " if psar[-1] < high.iloc[i]:\n", + " trend.append(-1)\n", + " extreme_point = high.iloc[i]\n", + " af = af_start\n", + " else:\n", + " trend.append(1)\n", + "\n", + " return pd.Series(psar, index=high.index), pd.Series(trend, index=high.index)\n" + ] + }, + { + "cell_type": "markdown", + "id": "a462e84c", + "metadata": {}, + "source": [ + "### Segregation Positive and Negative Trend" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3acab0be", + "metadata": {}, + "outputs": [], + "source": [ + "def color(df):\n", + " UP = []\n", + " DOWN = []\n", + " for i in range(len(df)):\n", + " if df['PSAR'][i] < df['Close'][i]:\n", + " UP.append(float(df['PSAR'][i]))\n", + " DOWN.append(np.nan)\n", + " elif df['PSAR'][i] > df['Close'][i]:\n", + " DOWN.append(float(df['PSAR'][i]))\n", + " UP.append(np.nan)\n", + " else:\n", + " UP.append(np.nan)\n", + " DOWN.append(np.nan)\n", + " df['up'] = UP\n", + " df['down'] = DOWN\n", + " return df " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "c9840c42", + "metadata": {}, + "outputs": [], + "source": [ + "#Getting High's And Low's From df\n", + "high = df['High']\n", + "low = df['Low']" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "745c4e74", + "metadata": {}, + "outputs": [], + "source": [ + "# Function For Calculation Return df\n", + "df['PSAR'], df['PSAR_1'] = calculate_psar(high, low, af_start=0.02, af_step=0.02, af_max=0.2)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9236db97", + "metadata": {}, + "outputs": [], + "source": [ + "#Color Seperation\n", + "psar_df = color(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "d6daf32a", + "metadata": {}, + "outputs": [], + "source": [ + "# Data Extracted And New Variable Applied\n", + "a = psar_df[['up']]\n", + "b = psar_df[['down']]" + ] + }, + { + "cell_type": "markdown", + "id": "f52eddd7", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's say we want to plot the Ichimoku Cloud along with the basic OHLCV plot. \n", + "\n", + "We Use `make_addplot()` to create the addplot dict, and pass that into the plot() function:\n", + "\n", + "We Use `Color` To Define Line Colors\n", + "\n", + "We Use `alpha` To Define Depth Line Color" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "7bf67a45", + "metadata": {}, + "outputs": [], + "source": [ + "psar = [\n", + " mpf.make_addplot(a,scatter=True,color='green',),\n", + " mpf.make_addplot(b,scatter=True,color='red',),\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "af4af23b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(\n", + " df,\n", + " volume=True,\n", + " type=\"candle\",\n", + " style=\"yahoo\",\n", + " addplot=psar,\n", + " figsize=(20,10),\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ba2c3f20", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/indicators/rsi.py b/examples/indicators/rsi.py new file mode 100644 index 00000000..a2d8dab2 --- /dev/null +++ b/examples/indicators/rsi.py @@ -0,0 +1,32 @@ +import numpy as np +def relative_strength(prices, n=14): + """ + compute the n period relative strength indicator + http://stockcharts.com/school/doku.php?id=chart_school:glossary_r#relativestrengthindex + http://www.investopedia.com/terms/r/rsi.asp + """ + deltas = np.diff(prices) + seed = deltas[:n + 1] + up = seed[seed >= 0].sum() / n + down = -seed[seed < 0].sum() / n + rs = up / down + rsi = np.zeros_like(prices) + rsi[:n] = 100. - 100. / (1. + rs) + + for i in range(n, len(prices)): + delta = deltas[i - 1] # cause the diff is 1 shorter + + if delta > 0: + upval = delta + downval = 0. + else: + upval = 0. + downval = -delta + + up = (up * (n - 1) + upval) / n + down = (down * (n - 1) + downval) / n + + rs = up / down + rsi[i] = 100. - 100. / (1. + rs) + + return rsi diff --git a/examples/indicators/supertrend.ipynb b/examples/indicators/supertrend.ipynb new file mode 100644 index 00000000..48612d46 --- /dev/null +++ b/examples/indicators/supertrend.ipynb @@ -0,0 +1,457 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b282572e", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Mplfinance Used To Plot Supertrend\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "id": "f341883c", + "metadata": {}, + "source": [ + "### What is Supertend\n", + "- It is a trend-following indicator. The Supertrend indicator was created by Olivier Seban to work on different time frames. \n", + "- It works for futures, forex and equities. You can run it every 15 minutes, hourly, weekly, or daily." + ] + }, + { + "cell_type": "markdown", + "id": "265abc82", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### mplfinance 'yahoo' styles was used to customize:\n", + "- Type of Plot Use `candle`\n", + "- It Build As Signal Trend Line\n", + "- Background, Grid, and Figure Colors\n", + "- Grid style\n", + "- Y-Axis On The Right or Left\n", + "- Matplotlib Defaults\n", + "- Fill Between\n", + "- Alpha\n", + "- Color\n", + "#### The simplest way to do this is to choose one of the `add_plot` that come packaged with `mplfinance`\n", + "#### but, as we see below, it is also possible to customize your own `mplfinance styles`.\n", + "#### Also Other Plot Type Can Be Used\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "821ec5c5", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import pandas_ta as ta\n", + "import mplfinance as mpf\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "e4bbf5f2", + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "markdown", + "id": "b32a433d", + "metadata": {}, + "source": [ + "### Read in daily data for the S&P 500 from November of 2019 " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a410f0a2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(200, 6)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolume
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2004-04-07 28.08 28.129999 27.480000 27.620001 18.923342 72680200\n", + "2004-04-08 28.08 28.139999 27.200001 27.370001 18.752058 71791400" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../data/yahoofinance-INTC-19950101-20040412.csv',index_col=0,parse_dates=True).tail(200)\n", + "\n", + "df = idf.copy()\n", + "df.index.name = 'Date'\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "markdown", + "id": "39efb27e", + "metadata": {}, + "source": [ + "- Supertrend indicator is plotted in stock price charts for investors and highlights prominently visible trends that are shown in red when prices have dipped and green when prices have risen. \n", + "\n", + "\n", + "\n", + "- **This indicator works on only two parameters:**\n", + "\n", + "- Periods: Traders usually use 10 periods – Average True Range number of days (ATR – yet another indicator that gives you market volatility value by decompressing the range of prices of a security for a particular time).\n", + "- Multiplier: A multiplier is a value by which ATR would be multiplied. Three multipliers are used.\n", + "- ATR plays a crucial role in this indicator since it is used to compute a value, and based on that, the degree of price volatility can be tracked. If all of these are too complex, you don’t have to worry; systems and screeners are now equipped to do the math for you in seconds – simply select the options on your computer and set up your trade strategy!\n", + "\n", + "- **Here is Following Calculation:**" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "1be6af19", + "metadata": {}, + "outputs": [], + "source": [ + "st = ta.supertrend(df['High'], df['Low'], df['Close'], length=7, multiplier=3,append=True)\n", + "super_trend_df = df.join(st).tail(190)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "84d8abff", + "metadata": {}, + "outputs": [], + "source": [ + "#Following Function Used To Differentiate Uptrend And Download" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "54ce6e01", + "metadata": {}, + "outputs": [], + "source": [ + "def color(super_trend):\n", + " UP = []\n", + " DOWN = []\n", + " for i in range(len(super_trend)):\n", + " if super_trend['SUPERTl_7_3.0'][i] < super_trend['Close'][i]:\n", + " UP.append(float(super_trend['SUPERTl_7_3.0'][i]))\n", + " DOWN.append(np.nan)\n", + " elif super_trend['SUPERTs_7_3.0'][i] > super_trend['Close'][i]:\n", + " DOWN.append(float(super_trend['SUPERTs_7_3.0'][i]))\n", + " UP.append(np.nan)\n", + " else:\n", + " UP.append(np.nan)\n", + " DOWN.append(np.nan)\n", + " super_trend['up'] = UP\n", + " \n", + " super_trend['down'] = DOWN\n", + " \n", + " return super_trend" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d0043a96", + "metadata": {}, + "outputs": [], + "source": [ + "#Fuction Color Applied And Df Generated \n", + "super_trend = color(super_trend_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "d214d3e9", + "metadata": {}, + "outputs": [], + "source": [ + "up_super_trend = super_trend[['up']]\n", + "down_super_trend = super_trend[['down']]" + ] + }, + { + "cell_type": "markdown", + "id": "444b0bfb", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's say we want to plot the Supertrend along with the basic OHLCV plot. \n", + "\n", + "We Use `make_addplot()` to create the addplot dict, and pass that into the plot() function:\n", + "\n", + "We Use `Color` To Define Line Colors\n", + "\n", + "We Use `alpha` To Define Depth Line Color\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "3cc8fd1f", + "metadata": {}, + "outputs": [], + "source": [ + "ic = [\n", + " #Supertrend\n", + " mpf.make_addplot(up_super_trend,color = 'green',panel=0,),\n", + " mpf.make_addplot(down_super_trend,color = '#FF8849',panel=0,),\n", + " \n", + "]" + ] + }, + { + "cell_type": "markdown", + "id": "0b4cda06", + "metadata": {}, + "source": [ + "Use a dict to specify other attributes (kwargs) for `fill_between`:\n", + "
    \n", + "To demonstrate use of the `where` kwarg to display a holding period\n", + "
    \n", + "`where = supertrend['up'] > supertrend['Close']`" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "c7df8268", + "metadata": {}, + "outputs": [], + "source": [ + "#Fill Between Method Appled\n", + "fill_between_up=dict(y1=super_trend['up'].values,y2=super_trend['Low'].values,alpha=0.05,color='g')\n", + "fill_between_down=dict(y1=super_trend['down'].values,y2=super_trend['High'].values,alpha=0.05,color='r')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "236c94af", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(\n", + " super_trend,\n", + " volume=True,\n", + " type=\"candle\", \n", + " style=\"yahoo\",\n", + " addplot=ic,\n", + " fill_between = [fill_between_up,fill_between_down],\n", + " figsize=(20,10)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7eb44dc8", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/marketcolor_overrides.ipynb b/examples/marketcolor_overrides.ipynb new file mode 100644 index 00000000..e4968366 --- /dev/null +++ b/examples/marketcolor_overrides.ipynb @@ -0,0 +1,831 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Coloring Individual Candlesticks\n", + "\n", + "- Users can **color one or more specific candlesticks (or ohlc bars) differently than others**.\n", + " - Users may choose to do this in order to highlight a specific pattern or technical signal.\n", + "\n", + "\n", + "- The **`marketcolor_overrides` kwarg** is used to specify individual candle colors.\n", + "\n", + "\n", + "- **`marketcolor_overrides`** must be set it to an interable (`list`,`tuple`,`ndarray`) **that is the *same length as the dataframe*** being plotted.\n", + " - The simplest way to do this is to create a \"marketcolor overrides\" column in the dataframe.\n", + "\n", + "\n", + "- **Rows where the user wants to override the candle color must contain a \"color-like\" object:**\n", + " - Examples of color-like objects include:\n", + " - a **string** such as `'yellow'` or `'#ffff00'`\n", + " - an **rgb or rgba tuple** such as `(1.0, 1.0, 0)` or `(1.0, 1.0, 0, 0.75)`, or `(255, 255, 0)` or `(255, 255, 0, 0.75)`\n", + " - an **mplfinance marketcolor object**, created with `mpf.make_marketcolors()`\n", + "\n", + "\n", + "- **Rows where the user does *NOT* want to override** the candle color ***MUST*** contain **`None`** values.\n", + "\n", + "---\n", + "---\n", + "\n", + "### To illustrate, we will first give simple examples using just a few candles.\n", + "### This is followed by examples using more realistic, larger, data sets:\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pandas version= 1.1.2\n", + "mplfinance version= 0.12.8b4\n" + ] + } + ], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "print('pandas version=',pd.__version__)\n", + "\n", + "import mplfinance as mpf\n", + "print('mplfinance version=',mpf.__version__)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Start with a simple, 5-row DataFrame:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "2021-10-11 131.4 133.2 131.3 132.1 19591\n", + "2021-10-12 131.9 132.7 131.3 131.4 21467\n", + "2021-10-13 132.0 133.2 131.5 131.8 20406\n", + "2021-10-14 130.9 132.7 130.6 132.1 22611\n", + "2021-10-15 131.6 131.8 130.7 131.0 22001" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ix = pd.DatetimeIndex(['2021-10-11','2021-10-12','2021-10-13','2021-10-14','2021-10-15'])\n", + "\n", + "df = pd.DataFrame(dict( Open=[131.4, 131.9, 132.0, 130.9, 131.6],\n", + " High=[133.2, 132.7, 133.2, 132.7, 131.8],\n", + " Low=[131.3, 131.3, 131.5, 130.6, 130.7],\n", + " Close=[132.1, 131.4, 131.8, 132.1, 131.0],\n", + " Volume=[19591, 21467, 20406, 22611, 22001]),\n", + " index=ix)\n", + "df\n", + "mpf.plot(df,volume=True,style='yahoo',type='candle')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "--- \n", + "\n", + "#### Suppose we want to color the third candle yellow, and the fourth candle blue.\n", + "#### Then we create a list of overrides as follows: `mco = [None,None,'yellow','blue',None]`" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mco = [None,None,'yellow','blue',None]\n", + "mpf.plot(df,volume=True,style='yahoo',type='candle',marketcolor_overrides=mco)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### We can change only the \"face\" (body) of the candle, with the `mco_faceonly` kwarg:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mco = [None,None,'yellow','blue',None]\n", + "mpf.plot(df,volume=True,style='yahoo',type='candle',marketcolor_overrides=mco,mco_faceonly=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### marketcolor overrides work also with ohlc plots\n", + "- Presently only `type='candle'` and `type='ohlc'` are supported.\n", + "- If there is enough demand, we will consider also supporting types 'hollow_and_filled', 'renko', and 'point_and_figure'." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mco = [None,None,'yellow','blue',None]\n", + "mpf.plot(df,volume=True,style='yahoo',type='ohlc',marketcolor_overrides=mco)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### We can also fully customize indivual candles using a marketcolors object.\n", + "#### Notice that with the approach, we do not have to know whether a candle is up or down;
    a single marketcolors object can specify different colors for up candles and down candles:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# ===============================================================================================\n", + "# Here we specify `up` as rgba using the matplotlib convention: rgb are floats from 0.0 and 1.0 :\n", + "mc = mpf.make_marketcolors(base_mpf_style='yahoo',up=(0.7,1.0,0.7,0.4),down='fuchsia',\n", + " edge={'up':'blue','down':'#000000'},wick='#cc6600')\n", + "\n", + "mco = [None,None,mc,mc,None]\n", + "mpf.plot(df,volume=True,style='yahoo',type='candle',marketcolor_overrides=mco)\n", + "\n", + "# ====================================================================================\n", + "# Here we specify `up` as rgba using the convention that rgb are ints from 0 and 255 :\n", + "mc = mpf.make_marketcolors(base_mpf_style='yahoo',up=(178,255,178,0.4),down='fuchsia',\n", + " edge={'up':'blue','down':'#000000'},wick='#cc6600')\n", + "\n", + "mco = [None,None,mc,mc,None]\n", + "mpf.plot(df,volume=True,style='yahoo',type='candle',marketcolor_overrides=mco)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### When dealing with larger data sets we recommend setting up your marketcolor overrides as a COLUMN in your DataFrame\n", + "#### This has two advantages:\n", + "1. It helps ensure that your marketcolor overrides are the same length as your dataframe, and\n", + "2. It allows you to use the dataframe's `DatetimeIndex` in order to position the override values.\n", + "\n", + "#### Note that you will still have to pass the `marketcolor_overrides` as a separate iterable (apart from the dataframe)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Step 1: read in the data:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(50, 5)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseVolume
    Date
    2011-08-29119.559998121.430000118.059998121.360001190977200
    2011-08-30120.830002122.430000119.260002121.680000241315700
    2011-08-31122.459999123.510002121.300003122.220001301828400
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    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2011-08-29 119.559998 121.430000 118.059998 121.360001 190977200\n", + "2011-08-30 120.830002 122.430000 119.260002 121.680000 241315700\n", + "2011-08-31 122.459999 123.510002 121.300003 122.220001 301828400" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "df = df[['Open','High','Low','Close','Volume']].iloc[40:90] # Arbitrarily choose a 50 row subset of the data\n", + "df.shape\n", + "df.head(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Step 2: Create a new column for the overrides:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    OpenHighLowCloseVolumeMCOverrides
    Date
    2011-08-29119.559998121.430000118.059998121.360001190977200None
    2011-08-30120.830002122.430000119.260002121.680000241315700None
    2011-08-31122.459999123.510002121.300003122.220001301828400None
    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Volume \\\n", + "Date \n", + "2011-08-29 119.559998 121.430000 118.059998 121.360001 190977200 \n", + "2011-08-30 120.830002 122.430000 119.260002 121.680000 241315700 \n", + "2011-08-31 122.459999 123.510002 121.300003 122.220001 301828400 \n", + "\n", + " MCOverrides \n", + "Date \n", + "2011-08-29 None \n", + "2011-08-30 None \n", + "2011-08-31 None " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['MCOverrides'] = [None]*len(df)\n", + "df.head(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Step 3: Use the DatetimeIndex to position the Overrides:\n", + "#### For demonstration purposes, let's override every Monday as black, and every Tuesday as \"blueskies\" marketcolors:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseVolumeMCOverrides
    Date
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    2011-09-02118.419998120.870003117.430000117.849998255517200None
    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Volume \\\n", + "Date \n", + "2011-08-29 119.559998 121.430000 118.059998 121.360001 190977200 \n", + "2011-08-30 120.830002 122.430000 119.260002 121.680000 241315700 \n", + "2011-08-31 122.459999 123.510002 121.300003 122.220001 301828400 \n", + "2011-09-01 122.290001 123.400002 120.779999 120.940002 254585900 \n", + "2011-09-02 118.419998 120.870003 117.430000 117.849998 255517200 \n", + "\n", + " MCOverrides \n", + "Date \n", + "2011-08-29 black \n", + "2011-08-30 {'candle': {'up': 'w', 'down': '#0095ff'}, 'ed... \n", + "2011-08-31 None \n", + "2011-09-01 None \n", + "2011-09-02 None " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc = mpf.make_marketcolors(base_mpf_style='blueskies')\n", + "for ts in df.index:\n", + " if 0 == ts.weekday():\n", + " df.loc[ts,'MCOverrides'] = 'black'\n", + " elif 1 == ts.weekday():\n", + " df.loc[ts,'MCOverrides'] = [mc]\n", + "#mc\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== without marketcolor overrides: ===\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== WITH MARKETCOLOR OVERRIDES: ===\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print('\\n=== without marketcolor overrides: ===')\n", + "mpf.plot(df,volume=True,type='candle',style='yahoo',figscale=1.4)\n", + "\n", + "print('\\n=== WITH MARKETCOLOR OVERRIDES: ===')\n", + "mco = df['MCOverrides'].values\n", + "mpf.plot(df,volume=True,type='candle',style='yahoo',marketcolor_overrides=mco,figscale=1.4)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### TO DO:\n", + "1. `marketcolor_overrides` should affect volume *when the override is a marketcolor object* that includes a 'volume' key.\n", + "2. support `marketcolor_overrides` in **`mpf.make_addplot()`**\n", + "3. support \"hollow and filled\" candles (both `mpf.plot()` and `mpf.make_addplot()`).\n", + "4. support renko and point-and-figure. This may be tricky (since one \"box\" may cover more and/or less than one date). Also, is support for marketcolor overrides even needed for renko and pnf? (find out from those who commonly use them)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/mpf_animation_demo1.py b/examples/mpf_animation_demo1.py new file mode 100644 index 00000000..bfba298c --- /dev/null +++ b/examples/mpf_animation_demo1.py @@ -0,0 +1,36 @@ +''' +This file contains a simple animation demo using mplfinance "external axes mode". + +Note that presently mplfinance does not support "blitting" (blitting makes animation +more efficient). Nonetheless, the animation is efficient enough to update at least +once per second, and typically more frequently depending on the size of the plot. +''' +import pandas as pd +import mplfinance as mpf +import matplotlib.animation as animation + +idf = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True) +idf.shape +idf.head(3) +idf.tail(3) +df = idf.loc['2011-07-01':'2011-12-30',:] + +fig = mpf.figure(style='charles',figsize=(7,8)) +ax1 = fig.add_subplot(2,1,1) +ax2 = fig.add_subplot(3,1,3) + +def animate(ival): + if (20+ival) > len(df): + print('no more data to plot') + ani.event_source.interval *= 3 + if ani.event_source.interval > 12000: + exit() + return + data = df.iloc[0:(20+ival)] + ax1.clear() + ax2.clear() + mpf.plot(data,ax=ax1,volume=ax2,type='candle') + +ani = animation.FuncAnimation(fig, animate, interval=250) + +mpf.show() diff --git a/examples/mpf_animation_demo2.py b/examples/mpf_animation_demo2.py new file mode 100644 index 00000000..d67974b6 --- /dev/null +++ b/examples/mpf_animation_demo2.py @@ -0,0 +1,45 @@ +''' +This file contains a simple animation demo using mplfinance "external axes mode". + +In this example, instead of creating the Figure and Axes external to mplfiance, +we allow mplfinance to create the Figure and Axes using its "panel method", and +set kwarg `returnfig=True` so that mplfinance will return the Figure and Axes. + +We then take those Axes and pass them back into mplfinance ("external axes mode") +as part of the animation. + +Note that presently mplfinance does not support "blitting" (blitting makes animation +more efficient). Nonetheless, the animation is efficient enough to update at least +once per second, and typically more frequently depending on the size of the plot. +''' +import pandas as pd +import mplfinance as mpf +import matplotlib.animation as animation + +idf = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True) + +df = idf.loc['2011-07-01':'2011-12-30',:] + +pkwargs=dict(type='candle',mav=(10,20)) + +fig, axes = mpf.plot(df.iloc[0:20],returnfig=True,volume=True, + figsize=(11,8),panel_ratios=(2,1), + title='\n\nS&P 500 ETF',**pkwargs) +ax1 = axes[0] +ax2 = axes[2] + +def animate(ival): + if (20+ival) > len(df): + print('no more data to plot') + ani.event_source.interval *= 3 + if ani.event_source.interval > 12000: + exit() + return + data = df.iloc[0:(20+ival)] + ax1.clear() + ax2.clear() + mpf.plot(data,ax=ax1,volume=ax2,**pkwargs) + +ani = animation.FuncAnimation(fig, animate, interval=200) + +mpf.show() diff --git a/examples/mpf_animation_growingcandle.py b/examples/mpf_animation_growingcandle.py new file mode 100644 index 00000000..4385b9e7 --- /dev/null +++ b/examples/mpf_animation_growingcandle.py @@ -0,0 +1,94 @@ +''' +This file contains a animation demo using mplfinance demonstating resampling +of the data and re-displaying the most recent, partially resampled, candle. + +The idea for this example came from Issue #256 +(https://github.com/matplotlib/mplfinance/issues/256) + +The typical use-case is where the user has real-time data from an API, +perhaps to the second, or minute, but wants to aggregate that data to +15 minutes per canlde, or maybe 30 minutes per candle. At the same time, +during those 15 or 30 minutes, the user wants to see the most recent +candle changing and developing as real-time data continues to come in. + +In the example presented in this file, the data is once per minute, +with an aggregation of 15 minutes per candle. But, for this *simulation* +we set the animation rate to 250ms, which means we are getting 1 minute's +worth of data from the API every 1/4 second. Thus, this simulation is +running 240 times faster than real-time. + +In a real-life case, if we have data once per second, and want to aggregate +15 minutes per candle, we would set the animation interval to something +like 5000ms (once every 5 seconds) because a more frequent visualization +might be impractical to watch or to use for decision making. + +PLEASE NOTE: In this example, we resample the *entire* data set with each +animation cycle. This is inefficient, but works fine for less than 5000 +data points or so. For larger data sets it may be practical to cache +the resampled data up to the last "full" candle, and only resample the +data that contributes to the final candle (and append it to the cached +resampled data). If I have time, I will work up and example doing that. + +NOTE: Presently mplfinance does not support "blitting" (blitting makes animation +more efficient). Nonetheless, the animation is efficient enough to update at least +once per second, and typically more frequently depending on the size of the plot. +''' +import pandas as pd +import mplfinance as mpf +import matplotlib.animation as animation + +## Class to simulate getting more data from API: + +class RealTimeAPI(): + def __init__(self): + self.data_pointer = 0 + self.data_frame = pd.read_csv('data/SP500_NOV2019_IDay.csv',index_col=0,parse_dates=True) + #self.data_frame = self.data_frame.iloc[0:120,:] + self.df_len = len(self.data_frame) + + def fetch_next(self): + r1 = self.data_pointer + self.data_pointer += 1 + if self.data_pointer >= self.df_len: + return None + return self.data_frame.iloc[r1:self.data_pointer,:] + + def initial_fetch(self): + if self.data_pointer > 0: + return + r1 = self.data_pointer + self.data_pointer += int(0.2*self.df_len) + return self.data_frame.iloc[r1:self.data_pointer,:] + +rtapi = RealTimeAPI() + +resample_map ={'Open' :'first', + 'High' :'max' , + 'Low' :'min' , + 'Close':'last' } +resample_period = '15T' + +df = rtapi.initial_fetch() +rs = df.resample(resample_period).agg(resample_map).dropna() + +fig, axes = mpf.plot(rs,returnfig=True,figsize=(11,8),type='candle',title='\n\nGrowing Candle') +ax = axes[0] + +def animate(ival): + global df + global rs + nxt = rtapi.fetch_next() + if nxt is None: + print('no more data to plot') + ani.event_source.interval *= 3 + if ani.event_source.interval > 12000: + exit() + return + df = df.append(nxt) + rs = df.resample(resample_period).agg(resample_map).dropna() + ax.clear() + mpf.plot(rs,ax=ax,type='candle') + +ani = animation.FuncAnimation(fig, animate, interval=250) + +mpf.show() diff --git a/examples/mpf_animation_macd.py b/examples/mpf_animation_macd.py new file mode 100644 index 00000000..2a8850e3 --- /dev/null +++ b/examples/mpf_animation_macd.py @@ -0,0 +1,90 @@ +''' +This file contains a animation demo using mplfinance "external axes mode", +in which animate both the display of candlesticks as well as the display +of MACD (Moving Average Convergence Divergence) visual analysis. + +In this example, instead of creating the Figure and Axes external to mplfiance, +we allow mplfinance to create the Figure and Axes using its "panel method", and +set kwarg `returnfig=True` so that mplfinance will return the Figure and Axes. + +We then take those Axes and pass them back into mplfinance ("external axes mode") +as part of the animation. + +Note that presently mplfinance does not support "blitting" (blitting makes animation +more efficient). Nonetheless, the animation is efficient enough to update at least +once per second, and typically more frequently depending on the size of the plot. +''' +import pandas as pd +import mplfinance as mpf +import matplotlib.animation as animation + +mpf.__version__ + +idf = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True) +idf.shape +idf.head(3) +idf.tail(3) +df = idf.loc['2011-07-01':'2011-12-30',:] + + +# ======= +# MACD: + +df = df.iloc[0:30] + +exp12 = df['Close'].ewm(span=12, adjust=False).mean() +exp26 = df['Close'].ewm(span=26, adjust=False).mean() +macd = exp12 - exp26 +signal = macd.ewm(span=9, adjust=False).mean() +histogram = macd - signal + +apds = [mpf.make_addplot(exp12,color='lime'), + mpf.make_addplot(exp26,color='c'), + mpf.make_addplot(histogram,type='bar',width=0.7,panel=1, + color='dimgray',alpha=1,secondary_y=False), + mpf.make_addplot(macd,panel=1,color='fuchsia',secondary_y=True), + mpf.make_addplot(signal,panel=1,color='b',secondary_y=True), + ] + +s = mpf.make_mpf_style(base_mpf_style='classic',rc={'figure.facecolor':'lightgray'}) + +fig, axes = mpf.plot(df,type='candle',addplot=apds,figscale=1.5,figratio=(7,5),title='\n\nMACD', + style=s,volume=True,volume_panel=2,panel_ratios=(6,3,2),returnfig=True) + +ax_main = axes[0] +ax_emav = ax_main +ax_hisg = axes[2] +ax_macd = axes[3] +ax_sign = ax_macd +ax_volu = axes[4] + +df = idf.loc['2011-07-01':'2011-12-30',:] + +def animate(ival): + if (20+ival) > len(df): + print('no more data to plot') + ani.event_source.interval *= 3 + if ani.event_source.interval > 12000: + exit() + return + data = df.iloc[0:(30+ival)] + exp12 = data['Close'].ewm(span=12, adjust=False).mean() + exp26 = data['Close'].ewm(span=26, adjust=False).mean() + macd = exp12 - exp26 + signal = macd.ewm(span=9, adjust=False).mean() + histogram = macd - signal + apds = [mpf.make_addplot(exp12,color='lime',ax=ax_emav), + mpf.make_addplot(exp26,color='c',ax=ax_emav), + mpf.make_addplot(histogram,type='bar',width=0.7, + color='dimgray',alpha=1,ax=ax_hisg), + mpf.make_addplot(macd,color='fuchsia',ax=ax_macd), + mpf.make_addplot(signal,color='b',ax=ax_sign), + ] + + for ax in axes: + ax.clear() + mpf.plot(data,type='candle',addplot=apds,ax=ax_main,volume=ax_volu) + +ani = animation.FuncAnimation(fig,animate,interval=100) + +mpf.show() diff --git a/examples/mpf_demo.py b/examples/mpf_demo.py new file mode 100644 index 00000000..88abe8a8 --- /dev/null +++ b/examples/mpf_demo.py @@ -0,0 +1,21 @@ +import pandas as pd +import mplfinance as mpf + +infile = 'data/yahoofinance-SPY-20200901-20210113.csv' + +df = pd.read_csv(infile, index_col=0, parse_dates=True).iloc[0:60] + +# mpf.plot(df,figscale=1.5,type='candle',mav=(10,20)) + + + + +#mpf.plot(df,type='candle',figscale=1.5) + +#df = pd.read_csv(infile, index_col=0, parse_dates=True).iloc[0:180] +#mpf.plot(df,type='renko',figscale=1.5) +#mpf.plot(df,type='pnf',figscale=1.5) + +#mpf.plot(df,type='candle',figscale=1.5,mav=10) + +mpf.plot(df,type='candle',volume=True,mav=(10,20),figscale=1.5) diff --git a/examples/mpf_demo_autoclose.py b/examples/mpf_demo_autoclose.py new file mode 100644 index 00000000..ff1d5956 --- /dev/null +++ b/examples/mpf_demo_autoclose.py @@ -0,0 +1,21 @@ +import pandas as pd +import mplfinance as mpf + +import time +import matplotlib.pyplot as plt + +infile = 'data/yahoofinance-SPY-20200901-20210113.csv' + +df = pd.read_csv(infile, index_col=0, parse_dates=True) + +# print('len(df)=',len(df)) + + +for jj in (0,1,2): + start = jj*35 + stop = start + 35 + tdf = df.iloc[start:stop] + fig,_ = mpf.plot(tdf,type='candle',volume=True,mav=(10,20),figscale=1.5,returnfig=True) + plt.pause(4) + plt.close(fig) + del fig diff --git a/examples/mpf_demo_axlabelsize.py b/examples/mpf_demo_axlabelsize.py new file mode 100644 index 00000000..1c4c6c0c --- /dev/null +++ b/examples/mpf_demo_axlabelsize.py @@ -0,0 +1,28 @@ +import pandas as pd +import mplfinance as mpf + +infile = 'data/yahoofinance-SPY-20200901-20210113.csv' + +df = pd.read_csv(infile, index_col=0, parse_dates=True).iloc[0:60] + +# mpf.plot(df,figscale=1.5,type='candle',mav=(10,20)) + + +#mpf.plot(df,type='candle',figscale=1.5) + +#df = pd.read_csv(infile, index_col=0, parse_dates=True).iloc[0:180] +#mpf.plot(df,type='renko',figscale=1.5) +#mpf.plot(df,type='pnf',figscale=1.5) + +#mpf.plot(df,type='candle',figscale=1.5,mav=10) + +mystyle=mpf.make_mpf_style(base_mpf_style='yahoo',rc={'axes.labelsize':'small'}) +mpf.plot(df,type='candle',volume=True,mav=(10,20),figscale=1.5,style=mystyle) + +mystyle=mpf.make_mpf_style(base_mpf_style='yahoo',rc={'axes.labelsize':'medium'}) +mpf.plot(df,type='candle',volume=True,mav=(10,20),figscale=1.5,style=mystyle) + +mystyle=mpf.make_mpf_style(base_mpf_style='yahoo',rc={'axes.labelsize':18}) +mpf.plot(df,type='candle',volume=True,mav=(10,20),figscale=1.5,style=mystyle) + + diff --git a/examples/original_flavor/data b/examples/original_flavor/data new file mode 120000 index 00000000..4909e06e --- /dev/null +++ b/examples/original_flavor/data @@ -0,0 +1 @@ +../data \ No newline at end of file diff --git a/examples/date_demo1.py b/examples/original_flavor/date_demo1.py similarity index 80% rename from examples/date_demo1.py rename to examples/original_flavor/date_demo1.py index 74e947b2..21acff5f 100644 --- a/examples/date_demo1.py +++ b/examples/original_flavor/date_demo1.py @@ -15,16 +15,18 @@ import matplotlib.pyplot as plt import pandas as pd +from pandas.plotting import register_matplotlib_converters +register_matplotlib_converters() from matplotlib.dates import DateFormatter, MonthLocator, YearLocator +import os.path years = YearLocator() # every year months = MonthLocator() # every month yearsFmt = DateFormatter('%Y') -quotes = pd.read_csv('data/yahoofinance-INTC-19950101-20040412.csv', - index_col=0, - parse_dates=True, - infer_datetime_format=True) +# make file paths OS independent +infile = os.path.join('data','yahoofinance-INTC-19950101-20040412.csv') +quotes = pd.read_csv(infile,index_col=0,parse_dates=True,infer_datetime_format=True) dates = quotes.index opens = quotes['Open'] diff --git a/examples/date_demo2.py b/examples/original_flavor/date_demo2.py similarity index 84% rename from examples/date_demo2.py rename to examples/original_flavor/date_demo2.py index bb8a341f..c7ea9d97 100755 --- a/examples/date_demo2.py +++ b/examples/original_flavor/date_demo2.py @@ -6,8 +6,11 @@ import matplotlib.pyplot as plt import pandas as pd +from pandas.plotting import register_matplotlib_converters +register_matplotlib_converters() from matplotlib.dates import (MONDAY, DateFormatter, MonthLocator, WeekdayLocator) +import os.path date1 = "2002-1-5" date2 = "2003-12-1" @@ -20,7 +23,8 @@ monthsFmt = DateFormatter("%b '%y") -quotes = pd.read_csv('data/yahoofinance-INTC-19950101-20040412.csv', +infile = os.path.join('data','yahoofinance-INTC-19950101-20040412.csv') +quotes = pd.read_csv(infile, index_col=0, parse_dates=True, infer_datetime_format=True) diff --git a/examples/finance_demo.py b/examples/original_flavor/finance_demo.py similarity index 83% rename from examples/finance_demo.py rename to examples/original_flavor/finance_demo.py index 846eb456..8b28cc18 100644 --- a/examples/finance_demo.py +++ b/examples/original_flavor/finance_demo.py @@ -3,9 +3,12 @@ import matplotlib.dates as mdates import matplotlib.pyplot as plt import pandas as pd +from pandas.plotting import register_matplotlib_converters +register_matplotlib_converters() from matplotlib.dates import MONDAY, DateFormatter, DayLocator, WeekdayLocator +import os.path -from mpl_finance import candlestick_ohlc +from mplfinance.original_flavor import candlestick_ohlc date1 = "2004-2-1" date2 = "2004-4-12" @@ -16,7 +19,8 @@ weekFormatter = DateFormatter('%b %d') # e.g., Jan 12 dayFormatter = DateFormatter('%d') # e.g., 12 -quotes = pd.read_csv('data/yahoofinance-INTC-19950101-20040412.csv', +infile = os.path.join('data','yahoofinance-INTC-19950101-20040412.csv') +quotes = pd.read_csv(infile, index_col=0, parse_dates=True, infer_datetime_format=True) diff --git a/examples/original_flavor/finance_demo_newapi.py b/examples/original_flavor/finance_demo_newapi.py new file mode 100644 index 00000000..eb353dab --- /dev/null +++ b/examples/original_flavor/finance_demo_newapi.py @@ -0,0 +1,17 @@ +import pandas as pd +from pandas.plotting import register_matplotlib_converters +register_matplotlib_converters() +import os.path + +import mplfinance as mpf + +date1 = "2004-2-1" +date2 = "2004-4-12" + +infile = os.path.join('data','yahoofinance-INTC-19950101-20040412.csv') +quotes = pd.read_csv(infile, index_col=0, parse_dates=True, infer_datetime_format=True) + +# select desired range of dates +quotes = quotes[(quotes.index >= date1) & (quotes.index <= date2)] + +mpf.plot(quotes,type='candle',style='checkers') diff --git a/examples/finance_work2.py b/examples/original_flavor/finance_work2.py similarity index 96% rename from examples/finance_work2.py rename to examples/original_flavor/finance_work2.py index b8454c6a..90bb8e6a 100644 --- a/examples/finance_work2.py +++ b/examples/original_flavor/finance_work2.py @@ -4,9 +4,13 @@ import matplotlib.ticker as mticker import numpy as np import pandas as pd +from pandas.plotting import register_matplotlib_converters +register_matplotlib_converters() +import os.path ticker = 'SPY' -r = pd.read_csv('data/yahoofinance-SPY-20080101-20180101.csv', +infile = os.path.join('data','yahoofinance-SPY-20080101-20180101.csv') +r = pd.read_csv(infile, index_col=0, parse_dates=True, infer_datetime_format=True) diff --git a/examples/longshort.py b/examples/original_flavor/longshort.py similarity index 81% rename from examples/longshort.py rename to examples/original_flavor/longshort.py index 64a000a6..d0cfe791 100644 --- a/examples/longshort.py +++ b/examples/original_flavor/longshort.py @@ -7,18 +7,25 @@ import matplotlib.pyplot as plt import numpy as np import pandas as pd +from pandas.plotting import register_matplotlib_converters +register_matplotlib_converters() +import os.path from six.moves import urllib start_date = "2004-8-19" end_date = '2018-1-20' # grab the price data off yahoo csv quotes -r1 = pd.read_csv('data/yahoofinance-AAPL-20040819-20180120.csv', + +infile1 = os.path.join('data','yahoofinance-AAPL-20040819-20180120.csv') +r1 = pd.read_csv(infile1, index_col=0, parse_dates=True, infer_datetime_format=True) -r2 = pd.read_csv('data/yahoofinance-GOOG-20040819-20180120.csv', + +infile2 = os.path.join('data','yahoofinance-GOOG-20040819-20180120.csv') +r2 = pd.read_csv(infile2, index_col=0, parse_dates=True, infer_datetime_format=True) diff --git a/examples/plot_day_summary_oclh_demo.py b/examples/original_flavor/plot_day_summary_oclh_demo.py similarity index 78% rename from examples/plot_day_summary_oclh_demo.py rename to examples/original_flavor/plot_day_summary_oclh_demo.py index a6d0a3a2..5511856b 100644 --- a/examples/plot_day_summary_oclh_demo.py +++ b/examples/original_flavor/plot_day_summary_oclh_demo.py @@ -3,10 +3,13 @@ """ import matplotlib.pyplot as plt import pandas as pd +from pandas.plotting import register_matplotlib_converters +register_matplotlib_converters() from matplotlib.dates import (MONDAY, DateFormatter, MonthLocator, WeekdayLocator, date2num) +import os.path -from mpl_finance import plot_day_summary_oclh +from mplfinance.original_flavor import plot_day_summary_oclh date1 = "2003-11-1" date2 = "2003-12-1" @@ -16,7 +19,8 @@ daysFmt = DateFormatter("%d %b %y") -quotes = pd.read_csv('data/yahoofinance-INTC-19950101-20040412.csv', +infile = os.path.join('data','yahoofinance-INTC-19950101-20040412.csv') +quotes = pd.read_csv(infile, index_col=0, parse_dates=True, infer_datetime_format=True) diff --git a/examples/panels.ipynb b/examples/panels.ipynb new file mode 100644 index 00000000..3212577f --- /dev/null +++ b/examples/panels.ipynb @@ -0,0 +1,841 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# mplfinance subplots using the \"Panels Method\"\n", + "\n", + "---\n", + "\n", + "### Introduction:\n", + "* Mplfinance allows users to create up to ten vertically stacked \"*panels*\", all sharing the same date/time x-axis.\n", + "* Here is an example showing 3 panels:\n", + "\n", + "![sample_subplot](data/sample_subplot.png)\n", + "\n", + "### Features and Basic Terminology\n", + "* Panels are identified by their \"Panel ID\", an integer ranging from 0 to 31.\n", + "* Panel ID's are always numbered from top to bottom, thus:\n", + " - Panel 0 is always the uppermost panel, Panel 1 is just below that, and so on.\n", + "* The \"*main panel*\" is the panel where candlesticks/ohlc data are plotted.\n", + " - In the above example, the \"main panel\" is in the middle (which in this example is Panel 1)\n", + "

    \n", + "* Users can choose which panel is the *main panel*, and on which panel to plot *volume*.\n", + " - By default, if not specified, Panel 0 (the *uppermost* panel) is used for candlesticks/ohlc data.\n", + " - By default, if not specified, Panel 1 (second from top) is used for volume.\n", + " - Previous versions of mplfinance that supported only two panels called these panels \"main\" and \"lower\". For backwards compatibility, if any code passes in `panel='main'` that will be translated to `panel=0` and `panel='lower'` will be translated to `panel=1`. Going forward, however, users should use only integers to identify panels.\n", + "

    \n", + "* The relative sizes of panels may be specified with the `panel_ratios` kwarg.\n", + " - See below for example usage.\n", + " - By default, if not specified, the main panel is 2.5 times the height of all other panels (and all other panels are equal in size to one another).\n", + "

    \n", + "* mplfinance automatically determines how many panels are needed, based on which panels were specified for the main panel, volume panel, and each of the addplot panels.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## PLEASE NOTE: This tutorial ASSUMES you have already read:

        [Adding Your Own Technical Studies to Plots](https://github.com/matplotlib/mplfinance/blob/master/examples/addplot.ipynb)\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "---\n", + "\n", + "## Examples:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "idf.shape\n", + "idf.head(3)\n", + "idf.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Let's grab 5 months of data from the input data frame:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "df = idf.loc['2011-07-01':'2011-12-30',:]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### We can, of course, plot a basic ohlc or candlestick plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.5a2'" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__\n", + "mpf.plot(df,volume=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### We can switch which panel is main and which contains volume:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,type='candle',volume=True,main_panel=1,volume_panel=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "or we can make both panels the same size:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,type='candle',volume=True,panel_ratios=(1,1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Or make the main panel 4 times that of the volume panel:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,type='candle',volume=True,panel_ratios=(4,1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's add a third panel containing bollinger data.\n", + "\n", + "By default addplot uses Panel 0." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ap0 = [ mpf.make_addplot(df['UpperB'],color='g'), # uses panel 0 by default\n", + " mpf.make_addplot(df['LowerB'],color='b'), # uses panel 0 by default\n", + " ]\n", + "mpf.plot(df,type='candle',volume=True,addplot=ap0) \n", + "\n", + "ap2 = [ mpf.make_addplot(df['UpperB'],color='g',panel=2), # panel 2 specified\n", + " mpf.make_addplot(df['LowerB'],color='b',panel=2), # panel 2 specified\n", + " ]\n", + "mpf.plot(df,type='candle',volume=True,addplot=ap2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Now that we have 3 panels, we can demonstrate how to use ` panel_ratios `\n", + "\n", + "#### There are two ways to specify ` panel_ratios `:\n", + "1. As a sequence of numbers, **one for each panel**, to be applied in order to panel IDs 0, 1, 2, etc.\n", + "2. As a sequence of only **TWO** numbers: The first number will be applied *to the **main** panel*, and the second number will be applied *to all other panels*.\n", + "\n", + "\n", + "- In the ambiguous case where there are only two panels, the sequence of panel_ratio numbers will be treated as in item #1:
    The first number will apply to Panel 0, and the second to Panel 1 (regardless of which panel the user chooses for the main panel).\n", + "\n", + "\n", + "---\n", + "\n", + "Let's rearrange the above plot to have the main panel on the bottom, and the volume panel on top.
    \n", + "Then we will demonstrate the above two uses of panel_ratios." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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dO1i4cKGzX5IQQiRLPdRXTty2IYQQrkLzxHPPnj18//33HD16lFu3brF7924AZs+ezcCBA5N7lmeWr68vq1atYu7cuYwdO5Zbt24RGBhIy5YtGTlyJB4eHiQkJBAeHk58fHzyfmPHjsXPz49JkyZx69YtgoKCmDNnDi1byge6EMJ1pB7qKyIu2onRCCFEztIs8UxKSmL06NEEBwcD9p6hd4awMZlMfPbZZ+zcuZPVq1dnOfksWbIkM2fOvO/6+vXrc+LEiRTLDAYDI0eOZOTIkVl8JUIIIYQQIidodo/n8uXL+eGHH1BVlYIFC6LX65PXRUVFAXDixAkWL16sVZFCCCGEEMKNaJZ4bty4EUVRGDduHLt27cLf3z95XZEiRViwYAGqqrJt2zatihQizzJZkmg7e2vy4+XFO5wdkhBCCOEwzS61X7hwAaPRyCuvvJLu+ieffBJvb28uX76sVZFC5Fl3hmu6Q+77EyJ90jlLCPeiWYunp6cnFovlvtNRnj9/noSEBE1nGRJCCPFwu9M5S8bUFcI9aJZ4Pv7446iqyvDhw/nzzz+Tp6ALCwsjODiYwYMHoygKVapU0apIIYQQQgjhRjS71P7yyy+zb98+9u7dy969e5OXd+jQAbjby/3ll1/WqkghhBB5jFw6FyJv0yzxfPLJJxk5ciTz5s0jKSkpzXqdTsfrr7/O008/rVWRQgg3dW9yIYmFuJeMaypE3qbpAPKDBg3iqaeeYsuWLZw8eZK4uDj8/PyoWLEi7du3JygoSMvihBBu6t7kQhILIYR4eGg+c1FQUBDDhg3T+rBCZEnqy3UmSxI6oxMDEuI/cm4KIR5mmieecXFxXLp0iejo6OQORqnVrVtX62KFSCH15TrVfNuJ0Qhxl5ybQoiHmWaJZ2RkJFOnTuWnn37CarXedztFUTh69KhWxQoBSCuSEEII4Q40Szzfeecdtm/fft9WTiFykrQiCSFygnSEE0JbmiWee/bsASAgIIAWLVpQrFgxPDw8tDq8EOIeMuSMELkjpzvCSWIrHjaaJZ5Go5HExETWrVtH2bJltTqsEOm682GtKAqqqj50l9Yf9iFn5Mta5BXOHuFB3ksit2k6jue3335LQEBAxhsL4SBXu7RusiTRdvbW5OfO/gBP3SJqsdrwMNydqKyArxdfDnafL5jUX46OflmnPl5W9Vy8g1txiaiqmut/69xu7ZbW9bzN2YmvePholnhOmDABk8lE7969GTJkCBUrVsTHxyfdbYsXL65VseIh4eqdh1QVl2qBTJ2YJ5lvo7pQfKll1Oqi9ZdjRsfLMJ5Y531Z53Zr98Peui6E0JZmiaeiKPj5+REeHs5bb731wO2y06t9w4YNrFq1ivPnzxMYGEjjxo0ZOXIkBQoUSHf7SpUqpbu8RYsWLF68OMvlC+dytRbOrHK3VqPcjtfVWl0cicfd/tZCCJGbNEs833vvPTZu3Aigec/2ZcuW8eGHHzJq1Chat27NuXPnmDBhAmfOnOHLL79EUZR09xs3bhzt2rVLsczT01PT2ITIDHdrNXK3eJ3t3mTTZElC55s/ed2lyNspbsNwtdZ6Z8vpqxnyQ0AI16JZ4nlnKCW9Xk+1atUoUaIERqPjnx6qqrJ06VKeffZZ+vXrB0CZMmV4/fXXmTBhAidOnKBy5crp7uvv70+hQoUcjkEI8WDO/nJ3dgeJexP11K3xqW/DyKi1Xuv7hV39ntCcvpohP6KEcC2aJZ5WqxVFUVixYgV16tTR6rAoisKWLVvQ6/UplhcpUgSwz5QkRF6XOhlxtVYzrb/cs9r5x9Uu1TtC6/uFXe2e0Id9RAohHnaaJZ6NGjVix44dVKtWTatDJgsMDEyzbPv27fj4+FCxYkXNyxPC1WS11czduVoi6Wgv+Lwsq5fK3f1+bSGEYzRLPCdNmsSVK1cYNWoUb7/9NqVLl9bq0GmEhoaybt06RowYgb+//32327NnD5s2bSIsLAxvb2+eeeYZhgwZgp+f3333URT7I7fcKSs3yxQ5LzMtlFr/zbN6vKyce6lfjyXJhodel2J9Tr++rNC6bGcmwjlxLjlaP/fun5lEUsvytNjekXhy+rzObOw5FUde/y7Ka9+57vg6NEs8R40ahcFgYPv27fz888/4+fmlO6anoiiEhIRku5ytW7cyatQoOnbsyKBBg+67XcGCBYmLi2PIkCE88sgjHDx4kDlz5nD06FG++OKL+3ZICioeiK+vb7bjy66g4mlbdd1Ns/e+5VpUAgBF8nmzc2LnbO2b3v73+3u5qoxaKBVFoVyJwBTPHWFPTn5M8fxBrU6KoiSfc+mde6njSf16kmJvo3pn/vWlPjfuPX7qsrR4fm/Z6cnJ8rWW1XMptezUT1b2z+j1O3quZ/X1ZfReSL0+o8+q1OdKVuouM7J7fK2+M3L69WVFRt8DWsoL37kAcXHuN0OkplNm3jmBVVUlJiaGmJiYNNs58iG9atUq3n//fXr06MH48eMfeKw7U3jeUblyZTw8PHjnnXfYv38/devWTXe/8MuR+PhYsh1jVimK/Q0QfjkSd5/m/mpkfPIX5NXIaM5ciszWvuntr/VICc6WYLZS8c21yc9NliR0Dnx+qCoketxt/VcTH3z5UlVVwi9HJp97PRbtICI21eVSh+JRU/z9Up8bqbfV+nnDiZuSX08BPy++TNW55d59tC4/t6Wu6/TWZ2X7rO6f0evP6vYZ7Z9xfA9+L6Ren9FnVepzJSt1l56ei3ekODezenytvzO0fH33vjZIe2UkvffivVJ/D5y9cTvF52RG+2dGXvrOBYiPd79+Lpolnjk9KPzatWuZNm0ab731FgMGDMjWMe70fr927dp9t1FVnHIyOqPcnO4J7OjryQsfCvfjCvds3qlfVU05ILpW8Tjz75digPfY6Dx9LpksSTwzK2u94B2pj9TlZaZzkJblpZ6FS4vOSVmJr+cixz43U5+bGcWS+nP6zoxjOfWd4cgxU3+OpL4yktX3YpqOdhq+l531Xa81d3wNmiWeoaGhWh0qjb179/Lee+8xZswY+vTpk+H2+/fvZ+3atUyYMCFFx6QjR44AyFzy/0l935qzh6QRIqfk5c5BuT1rVm7/aEpzm0eqWbi0Lj+jzlK5fb+vo7NsOSIzU++60tTAqeNJb707TRWcV2mWeOYUVVWZMmUKNWvWpH379ty4cSPFeh8fH2JjY+nduzdvvPEG7dq1o3jx4uzcuZOhQ4cyYsQIihQpwoEDB5g7dy6NGzematWqTno1uSurH0iu1pNYuK97O8S4QqL3MJ3bGXVGStNRzMWSCWdzdq/7jH4k9Vy8g1txiaiqSgFfrxxNTLWeejejcy+rrdcZDd0lY7i6Js0Sz82bN2d622effTbT216+fJmwsDAAmjRpkmb90KFD6dKlC+Hh4URFRQH2y/6rVq1i3rx5DB8+nKioKAoXLsxzzz3H0KFDM112Tks9np3WH/gZtWi6Mlcft1I82L2tVPJhn7syapHMqAVR65mW5L2cNRklkiku1WfiveVKP7pyu/VauCbNEs8xY8ZkquOQoihZSjxLlCjBiRMnMtwu9TaVK1fm008/zXQ5zuDor7H0EskHJZZZ/QBy5qV3V7gHUoiHkdbvPVd/Lz9sibE7NUCk5ujf6s79wjnV2CMyR9NL7c7u3fmwSS+R1PKXrSv9UhbaSv0BnNe/bIW4H0cT44x+oLtaoufOn+sZ/a0ySkxz+35okT7NEs/p06enu/zGjRvs2rWLY8eOMWzYMGrWrKlVkUKIbHL1Vigh3EWGl8bdLNG7N1HO6Aepq7UWy+eae9As8ezSpct91w0cOJDZs2cze/ZsvvjiC62KfOg4+5ez9HoXQoi87d5EOaPETRI9kR251qu9S5cufPbZZ8yePZsvv/wyt4p1K6l7AqdO7Jz9y9nZ5QshhKtzdgOBEK4u1xLPP/74A4CjR4/mVpFuR3oCCyGEe5Mf6EI8mGaJ54IFC9JdbjabOXXqFLt27QLs426KzJFfzkIIIYTISzRNPB80nNKdHu9t27bVqsg8z9V/OWc1MZZ7RIUQQoiHW64Np2Q0GunatSujR4/WskjhRFmdMeNBA9o7uzekEEIIkRUZTdkp0qdZ4rly5cp0lyuKQr58+ShZsqRcZn/IZGWYEekNKYQQIjelHg4qo8QxdaJpsiSh882f/NwVr0y6Is0Sz3r16ml1KCGEEEKIHJXVAeVTzzYoDSbZk+3E8/Lly9kutHjx4tneVwghhBDpk06pwtVlO/Fs1apVpuZmT01RFBlSSQghhMgBrt4p1ZVl9dK71vs/LBy61C5zswshhBAiL0h96f1S5O0sTQkqc8FnTrYTzwdNkSmEEEII4c5kStCcke3Ec/r06VrGIYQQQggh8rgcmTLTarVy9uxZYmJiCAgIoFy5ctm6H1QIIYQQQuQdmiae0dHRzJw5ky1btmAy3R3ryt/fnxdeeIFhw4bh6empZZFCCCGEEMJNaJZ4xsXF0bNnT06fPp2m01F0dDRLly7l4MGDrFixAg8PD62K1YTFYkn+//nz5/D19c2Vcs1R1zF7xCc/T4qLQm9N/C+oWPs2d9bn8ecpXrs8z1vPXexck3NZnsu5LOdybjzHEsuFC+fISXFxcXeLuyeXSW358uV89NFHtGnThjlz5qRYFxoaypIlSzhx4gQ2m42qVasydOhQ6tevn7zN1atXmTFjBnv27CExMZGqVasyatQoatasmeWYNUs8ly9fzqlTpwAoWrQojz/+OL6+vkRHR3Po0CGioqI4dOgQa9asoXfv3loVq4nDhw8n/79Dm8ZOjEQIIYQQeUXLL3KvrMOHD9OsWbMUyyIjIxkzZgz//vtvulecQ0JCGDp0KIMHD2batGnEx8cze/Zs+vfvz6ZNm6hQoQJms5m+ffvi4+PD0qVL8fT0ZOXKlfTr14/vvvuOUqVKZS1QVSOdOnVSK1eurE6fPl212Wwp1plMJnX8+PFqpUqV1Oeee06rIjXz66+/qoA85CEPechDHvKQh1s+fv311zT5zapVq9RevXqpN2/eVFu2bKmOGDEixfoRI0aoffv2TbHsypUrasWKFdUlS5aoqqqqmzZtUitWrKiGhYUlb2OxWNRmzZqpEyZMyHLOpVmL5/nz59Hr9YwcOTJNRyJPT0/Gjh3LN998w5kzZ7QqUjOPPvpo8v+Dt+/lkUcK5FrZigJli+Xj7JUoZFjUrJG6c4zUX/ZJ3TlG6i/7pO4ck9fq79atCNq1bgikzGXuaN68Od27d0ev16e7f+rL7kByDmcw2FPEXbt2UaZMGcqVK5e8jcFgoFGjRuzcuTPLMWveq/1+vdeNRiMGgwGbzaZ1kQ67U7kAjzxSgIIFC+Va2YoChQsHEmsx5ok3QXZF3lY4/Leeq1d15M9vo1BhlcKFbRQspGK8z4C9uV13B6/9ztnoMxTxKUYx3xIU8yuBt8En5wvOIXLuZZ/UnWOk/rJP6s4xebn+7s1l7sjqZfCrV68ybdo0SpQoQadOnQAIDw9P9zhlypRh48aNJCQk4O3tnfk4sxTRA5QsWZLTp0+zdOlShgwZkmb9smXLsFgslClTRqsihZvbs8vA+q+M/P2Xngvn0/815mFUadveQp9+iVSvkZTLEdqpqsrCv2cx+8C0NOtK+ZfhhUqv8GKl3jzilXst5UIIIYRWduzYwfDhw0lMTKRx48asXbuW/PnzA/YOTCVLlkyzj5+fHwAxMTHOSTyfeuopTp06xbx58wgNDaVWrVr4+fkRFRXF77//zunTp1EUhaefflqrIoWbstngk3mezJ2V8YlqMSt8t8nId5uM1KpjpXe/RJ5pZ+E+Vw00Z7VZefe3t/n6xIp011+IOces/VOYf+hDOpV7nlceH8RjBarlTnBCCCGEBurXr8/mzZu5ePEiixcvpkePHqxatYrixYtrXpZmiWffvn3ZsmUL586d459//uGff/5JsV5VVYKCgujbt69WRQo3FB8Po0b68FPw3evnXl4qj1VNovoTSZQNSiI6SuH6dR03riv8vtdAZKQOgIP7DRzcb6BipSRGjU2gZWtrjsYaZ4nljdC+/HoxJHnZK48NxEvvxZW4S1yIOc/fN/ajomJOSmTDqS/ZcIdS/VYAACAASURBVOpLnizdjhG1x1L5kao5Gp8QQgihBR8fH8qVK0e5cuWoW7curVq14rPPPmPSpEn4+/unGLbpjpiYGBRFISAgIJ0j3p9DiWdcXFzymJd+fn58+eWXTJ48me3bt6e4l1On09GmTRsmTpyY3DSbkQeNOXWvhQsX8vHHHzN9+nS6du2avFzLMaeENi5dVBjc349jR+3NlYqi8vYYE/0HJpLOrSkAJCTAt5uMrFjqyamT9v1OntAzoI8f9RtYmfsxFEp7BcAhUYmRbDnzDSv//YywqJMAeOiMfNjsEzqWfz7Ftuejz7L62BLWn1xFjDkagJDzwYScD6ZdUBeG1xpD+cCK2gYohBBCOMhmsxEaGkqJEiWoUqVK8nJvb29KlSpFWFgYAOXKlePgwYNp9j979iwlSpTAy8srS+U6lHg2btyY1q1b06lTJ5o2bUrBggWZP38+ERER/PPPP0RHRxMQEEDVqlUpUCBz979lNObUvcLCwvjss8/SLNd8zCnhsJPHdfTu6ceN6/bWS18/lY8XxGXYauntDS/1MPNidzN7dhmYM9OLv/+yn7a/7zPQoAFMmW6k+8tmh2P85+bfLDkyj23nfsCcdHcQ4ABjPhY++SX1i6Ud47V0QFnG1Z/K8Fpj+ObUGhb//THX4q8AEBy+iW1nv2dak7k8V7GHw/EJIYQQWtHpdMyYMYOgoCA+//zz5OUmk4lz587RpEkTAFq0aMG3337L6dOnk3vOm81mdu3aRbt27bJeriNBm0wmgoODGTx4ME2bNmXatGn8888/FChQgObNm9OxY0eaN2+e6aQTYMuWLcTHx7N582by5ct33+1sNhvjx4+nS5cuadYFBwdz5swZZs6cSfXq1alUqRKTJ08mICAgReWK3PHPYT09X7ibdJYpm8Q338Vk6VK5okCTZlY2fBfL/EVxlA2629Fo8gRvDh107KbP05En6P5DO7ac2Zgi6axesBZfd/gx3aTzXr4efrzy2EC2dzvAuPrTKOBlHxnBqlr5367X+fSvWWlm9BJCCCFyUmRkJDdu3ODGjRskJSWRmJiY/NxkMvH666+zc+dOZs+eTVhYGMeOHWPUqFHExMTQo4e9weSpp56iSpUqjB49msOHD3PmzBnGjh2LxWLh1VdfzXJMDiWe+fLlQ1VVVFUlIiKC1atX061bN9q2bcuiRYu4dOlSlo/ZvHlzli1blmGyumrVKi5dusTIkSPTrNN6zCmRfQf+1PPyS37cvm0/1apVtyePj1bI3rBaigJt21vYuj2GXn3sCaLVqvDGEF9u305/KK/M+OLIpyRY7dPE5fd8hD6PD+b7Z3eysfN2KuSvnOnjeBm86Vf1NXa8cIieVfonL599YCqT9o4iyeacnvlCCCEePsOGDaNJkyY0adKEq1evsn379uTnwcHBdOnShRkzZrBz506effZZ+vbtS3R0NCtXrqR27dqAPX9asmQJQUFB9O/fny5duhAREcGqVasoWrRolmNy6FL73r172b9/PyEhIWzfvj050QwPD2fu3LnMmzePmjVr8uyzz/LMM8/g7++f4TEzcxn84sWLfPzxx3z44YfpHtORMacUxf7ILXfKys0yc0NSEvy01YPRI31ISLC/uDr1rCxZEUsmToMMGY3wzqQEwk97sns3XLms4+3hPixZEYcuiz+nbptu8W3YOgD8PPzZ8eIh/I1Zu1k6NV+jL5MbzaS4Xwlm/vkeAF8eW8rNhOvMafk5nvoH30aSG/LquZcbpO4cI/WXfVJ3jslr9ZfR61i1alWGx+jSpUu6V4/vVbBgQWbNmpWV0O7LocRTp9NRr1496tWrx7hx4zh+/DghISGEhIRw/PhxVFXlwIEDHDx4kClTptCiRQs6derEk08+6VDQEydOpGnTprRp0ybd9Y6MOVW2WD4KFw50KL7sCCqe+2XmhJs34YsvYNEiCA+/u7xNG9i0yYCvr7av86uvoGZNuHEDft3hwdcrAxk/PmvHmLF7EYlJJgBerdWfJ4JKaxbfhyUn83jxcvT/rj9JahI/nf2e/+0ZwIYXNmDU32dk/FyWV849Z5C6c4zUX/ZJ3Tkmr9Sfn4fj/Rtym6YzF1WuXJnKlSszdOhQLl26xM8//8yOHTs4cOAAZrOZbdu2ERISwtGjR7NdxoYNGzhy5AjBwcEaRn7X2StRxFpyLyFQFPsbIPxypFvOoqCqcDZcx65fDeze6cGunQbMiSl/grV52szcT+O5FglEale2okBQiUBmzYuldw9fVFVh4kSVgsXiaPN05u4ftdgszN033348FDqVeYUzlzQMEmhaqDOfP+XL69t7k2CN5/uT39Nx1XPMa/0FHjoPTcvKCnc/95xJ6s4xUn/ZJ3XnmLxWfzdvRjk7hCzTfMrMO0qUKEGfPn14+umn2bZtG0uXLuX69esOdbC4ceMGH374IePHj6dQoftPa+nImFOqilNORmeVm1W3bysc/UfP0X/1HP1Hz6GDei5eSL9jT7MWFnr0SqTVk1Z0upx7fY2bWnnjTRNzZ3ljsym8NsCX8e8m8Epfc4aXIbad/YGrcZcBaFn6aUr7B+VInM1KPslnbdby6rYXSUwyse3cFkbuGMicFp9j0OXY2zBT3OXcc0VSd46R+ss+qTvH5JX6c8fXkCPfeMePH+fnn3/m559/5tSpUwDJCWdWBxq91+7du4mKimLcuHGMGzcuxbrx48fzzjvvcPToUc3HnHrYWSzw808erFrmyZ9/PPiUKVjIxrNdzbzU00zZoOx1IMqO199I5MxpPd9/a8RmU5jyrg9nwvRMmJxw3zFCAVb8uyj5/30eH5yjMTYs3ozFbdYw8OfumJMS2Rq+Gb2iY1bzz9DrcmkqJiGEEMKJNEs873QyCgkJSe5kdCfZNBgMNG/enM6dO9OiRYtsl9G6dWu+//77NMs7duzIG2+8QevWrQHtx5x6WN26pfDVl0a+XOnJtavp99gxeqrUqWulSTMrTZtbqFTZluXOPVrQ6WDWvHhKlbbx6Xz7D4svV3py/pyOBYvj+G+egxT+ufkXB679DkCFwMo0LNYsx+NsUqIlC1uvYnDIy1hsZrac2UjZfI8yotbYHC9bCCGEcDaHEs9ff/2VkJAQQkNDuXXrFkCKS+k1atSgU6dOtGvXjsDAzN3IGxkZicViAUgx5hTYL6FXrJj+LDBFihRJXnfvmFOTJk3Cz8+PTz75JNtjTj1szobr+OJzTzauN2IypbxWXf7RJJo2t1LlsSQeq2rl0Qo2PJx3m2IKOh28OdpEULkkxo32wWJR2PWrB3NmevHOJFOa7Vf8uzj5/70fH4SSS90cm5dqwyetVzA4pCc21cYnh2ZSu3B9mpZslSvlCyGEEM7iUOI5aJD9y/reZLN06dJ06tSJTp06Ubp01nsHDxs2jD/++CP5+Z1xp4A002Lez50xp6ZPn07//v0xm83UrFkz22NOPQxUFf7Yp2flMk+2/eiBqt5NwhRFpdWTVl7pm0ijJlaXH4aiy/MWSpSMpV8vP0wmhXVrPXljZCIB+eznaaLVxLJ/F7LlzDcA5DMG0vnRF3I1xlaln+HN2u/w0f73UFF589eBfP/sTor6Fs/VOIQQQojc5PCldlVVyZcvH23btqVz584Oz4WemTGnUjtx4kSaZVqOOZVTVBVOn9Lh58QWw6hIhU3feLB2tSdhp1PeZ+jjo/JC90Re6WumdJncu19TC/UaJNG1m5k1qzyJj1dY95WR/gPtnXpm/DGBCzHnkrftXqUv3gafXI9xYPXhHLi2jx0XtnHbFMHwHf1Y3e57p/Z0F0IIIXKSQ4lnmzZt6Ny5M82bN8fDVa63upGVy4xMedcHvR6aNvely/NmnmxjwTOH+z6pKuz/Q8+6rzwJ/t6DxFTDHxUubKN3/0Re6mEmX6Abdpn7T5/+iaxZZR+ofcUXHuwp1ZldV35OXq9TdLxUqTdv1BzjlPh0io4Pmy2k8+bmXI67yIFrvzN7/xT+V+89p8QjhBBC5DSHEs/58+drFcdD6fp/c5cnJcEvoR78EupBQD4bLVtbadTYSsMmFooXdyzxU1WIjYFr13Rcv6bj6D961n9tTNO6CVC3vpXuPRN5up0FT+dPrOOwcuVttGhl4ZdQD65cNnAlJAAet69rWKwZ4xtMo/IjVZ0aY36vR5jfejkvbWmLxWbh8yPzaVi8Oc1KtnZqXEIIIUROcO4Agg+5N0aaMHrA5m+8uHDBviw6Sse3G418u9E+iH3ZoCRatLLy5NMW6tS1PnBoIACrFY4c1rPvNwP7fjPw10EDcXH3vykzIJ+NLs9ZeKlnIhUqutfl9Mx4uW8Mv4Q+Yn+ybyT5am5nRtMFPFmmXa51JsrIE4VqM6beFKbss7e8jtv9Blu7/oa/MZ+TIxNCCCG0JYmnE3l6woi3TXw8y4s1G2LZuN7Itq0eKRLFs+F6li/Vs3ypJ/nz22j1pIXqNZIoVdpG6TI2ChS0cexfPfv/MPDnHwYOHjAQF5txQlW3vpUXeyTyTFsLXunPHur2zElmVie+AoVnwvVqcKEx40puo03ZCs4OLY1XHhtI6Pkf2XP5F67GXWbGH+8yrcnHzg5LCCGE0JQkni5Ap8N+ab2RlWkfwN+H9Py2x4O9uw38dUiP1WpPJG/f1vHNek++WZ/5YxctZqNc+SQKF1EpXNhGkaI2mja3Uq583mvdNFkTOHLzEGGRJwmLPMWBa/s4fPMgNCgB3y0FYNeGJ3iuZbyTI01LURTebzKXdpsaE2eJ5esTK3imbCcZYkkIIUSeIomnizEaoW79JOrWT2L4mxAdpfBLqIGft3nwa6gH8fEPbs0sVNhG/QZWGvyXyJYuY8vV4Y9sqo3z0eH8G3GYoxGHuWWKoGHxprQp0z7Heo6rqkpw+Le8t/d/3Ey4nma9scY3eO76lJjbnmz9wYP/vaNQrJjrdZoq4V+aMfXeY8KeNwH7Jffgrr/hb8z+bF9CCCGEK5HE08UF5FPp1MVCpy4WEk1w6JCBc2d1XDin48J5Hdeu6igblESdeknUqWelTNncTTQBrsdfJfT8T2w/v5U/rv5GnCUmxfr1J1fh6+HHU2U60PnRF2hYrJlmU0RejL7I4J8HEnJ+a7rri/mWYHrT+eyPVlnwMSQlKSxZ5MWEyQmalK+1lyr1IfjMZvZe2cmVuEt88MdEpsoldyGEEHmEJJ5uxNMLGjS00qBhxttabBZuxF/jWvwVwqNOcybqFOFRp7kYcx6DzgMfgw/eHj54673RKXfnuNTrDJTwK0XZgPIE5XuUUv5lsNqsJCQlkGCJI8YczeW4i1yOvcDl2IscjThiv5ydgThLLJtOf8Wm019R1Lc4XR/tTteKPSgbUC5Tr92m2v67hH6SW6ab3DJFcDPhGt+GrSPGfDfRbVGyDc1LteHRwEqUy1eBwj5FURSFSr0SWbLIE5NJYc0qI736JObqXPKZpSgK05vOp93GRsRb4/jqxAo6lu9G/WKNnR2aEEII4TBJPN1cVGIkRyMOJ1/aPnX7ONfir3DLdNMp8RT0LkyNQnV4rEB1HitQDW+DD8HhmwkO30SMORqAq3GX+fTvWXz69yxqFa7HYwWqUzogiNL+ZSnsU5R4azwx5mhizdFcir3Aweu/89f1/USbox5Y7rsNP+SZsp3S7a1eqLBK/4GJfDLPC4tF4aMPvFiwyPXu9QQo6V+a0XUnMWnvKACm7Psfmzv/gkEnb1chhBDuTb7J3FScJZYP/pjIVydWYFMz33KnU3RZ2j4zKj/yOK1Lt6V16bZULVgjRQsqQOMSLZjYYAY7Lmxj4+m1/HrhZ5LUJAAOXv+Dg9f/SO+wmdat4suMqTeFfJ6BD9xuwBATX60xEnFTx48/GDm4P5FadZIcKjundK/cl/UnV/NvxN8cv/UvXx1fzsuPverssIQQQgiHSOLphg5e+4O3fx3M+ZjwNOsMioHCPkUp5FOUwj5FKORdhLL5ylMu36ME5atASb/SKIqCyZpAgjWeBGsCKnc72iQmmTgfHU54VBhno09zJfYSRr0nXgZvfAw++Hj4UdS3OCX8SlHCrxTF/UrxiFeBDGP2NHjxTFAnngnqxI34a2w+/TUbTq0hLDLtdKfpKeBViFpF6lGtYA0K+RTlEa8CPOJVgCYVqxMf5YWaib5Cfn4w4i0TE8baOzm9P8Wb9ZtjXXLueb1Oz8SGM3hxS1sAPj74Ph3KP0egZ34nRyaEEEJknySebsRiszD/4AcsOjwnudXS2+BDl0dfomrBGjxWoDoV8lfGU5/xtEM+Hr74ePimu+7RwEqaxp1aIZ8iDKj+Bq9WG8bNhOucjwnnfPRZzsecJSLhBn4efvgZA/A3BvCIVwGqFqxJaf+yaS6hKwoU9QvkTFRkpsvu9pKZ5V94EnZKz18HDWz9wYN2HSxav0RN1C7SgE7lu/Fd2HoiE2/z8YH3mdRoprPDEkIIIbJNEk83YbVZeX37K4Se/zF5WY1CdfmoxaJMd9BxNYqiUMinCIV8ilC7SINcKdNggDHjExjQxw+AmdO9aN3GdacIHV13EiHngom3xrHm+Bd0r9yHSo887uywhBBCiGzRZbyJcDZVVZm4563kpNOgGHiz9ni+6hDstkmnM7VoZaVhY3sr54Xzer5ZZ3RyRPdX1Lc4Q2rYx/W0qTam7BuLmpn7CoQQQggXJC2ebmDuoRmsO7kSAA+dkaVPr6NR8eZOjsp9KQq8/T8Tz3XyAGD7zx706GV2clT31+/x11h3YhUXYs6y78oufrmwjZaln3Z2WEKIbEg0wR+/G7h6RceN6wo3buiIiVF4vGoSLVtbXHKYNyG0JC2eLm7t8WUsOPRh8vOPmi+UpFMD1WskUbiw/QP+z98NmF0378TT4MWYeu8lP//s8FwnRiOEyI7YWPh8kSfNGwXQ92U/xo7yYfZMb1Yt92TzN0amTfbmyWYBPN3Snw+meXH5kgv2ehRua/ny5VStWpWRI0emWbd//35eeeUV6tWrR8OGDRkwYADHjh1LsU10dDTjx4+nYcOGVKtWjS5durBjx45sxSItni7shzMbefe3t5Ofj6//Pu3LdXViRHmHokDDJla+3WgkPl7h70N66tZ3zaGVANqUaU/5wEqERZ7gz2t7OXjtD2oVqefssIQQD6CqcPqUjh++M7JyuZHoqIzbesJO6wk7rWf9V0YWfxFH7bqu+7n0sEk0weZNRi6c02EwgE6vYvhvEj5VJXl0lQaNrNSp5xp/t8jISMaMGcO///6LZzqdGf766y/69OlD+/btmTBhAiaTiQ8++IA+ffqwZcsWChUqBMCwYcO4dOkSH3/8MQULFuS7777j9ddfZ9WqVdSuXTtLMUni6YJUVWXR4TnM2j8ledmAasPoW3WIE6PKexo3sfDtRvv9nXt2e7h04qlTdAyoNowxu4YC9lbPRW2+dHJUQojUYqLhu81G9u018PteA7ciUiabiqLydDsLjRpbKVRIpVARGwYD7NllYEeIBwcP6LHZFCIjdfTq7sfMOfG07+iaI288TA4d1DPmbR/CTmU83bMyW+WX36IpUdL59+Nv2bKF+Ph4Nm/eTLdu3dKsX758OcWKFWP69OnodPZzderUqTz99NMEBwfTu3dv/vzzT/bt28fSpUupX78+ACNHjmTfvn18+umnLF26NEsxSeLpYhKTEpmwZyQbT61NXtatYi9G1Z3kvKDyqIZNrMn/37vHwIi3nBhMJnQs/zxzDkzjWvwVQs4HExZ5kvKBFZ0dlhDiPz//ZGDSeB+uXUvbsmkwqDzb1czA1xIpVz7tfZxVqyUx6LVEIm4qvPmGD3t2eWBOVBj+mi+XLiYwYHCiS445nNclJMCcmV4sW+KJqmbuD+DjA77pj1aY65o3b0737t3R69NPmN9//30SEhKSk06AIkWKABAfb5/db/fu3Xh5edGgQcrRZ5o2bcrChQsxm80YjZnvpCuJpwu5bbrFayEv8+e1vcnL3qozgcHVR6Y7DaRwTLFiKuXKJ3EmTM9fB/XExIC/v7Ojuj9PvSd9qw5hxh8TAfj8yHxmNJ3v5KiEEDeuK0ye6M2PP6T88vUPUKlbz0q9BlbadTBTvETGLWAFCqosWRHHhLHebPjafmn0w/e9OX1Sz8Qp8S79GZXX/BJq4L2J3pw/dzdpq1bdyrCRJoxGSEoC63/tF4py9/FEzSQC8zu/tROgVKlSD1zv4+ODj49PimWhoaEA1KhRA4Dw8HCKFSuGwZAyZSxTpgxWq5Xz58/z6KOPZjomSTxdxLW4K7yytSunI48D4KX3ZmbzhbQN6uzkyPK2Rk2snAnTk5Sk8OfvBlo9ac14Jyd6sVJvPvnrI2LM0Xx7+mtG1BpLUd/izg5LiIeGqsLJ4zpOntBz+pSe06d17N1jSHH/ZvOWFoa/aeLxakncp6HpgTw8YPrMBEqXtjF7pjcAGzcY2f+nntnz4ilXQqtXI9JzNlzHtMne7NjukbzM6Kky4i0T/QYkYsjDmdPFixd57733aNKkCQ0bNgQgNjYW33SacP387ONhx8TEZKkM6dXuAsJvh/PSlnbJSWch7yKsab9Fks5c0Kjx3UTzt92u/2nibwygZ5X+gH0mq+X/LnRyREI8HMxm2LTBg07P+NP+qQBGDvPlk3le/BR8t9NQ/kdszJ4Xx5IVcVSvkb2k8w5FgdfeSOTjBXH4+tpbz86f0/NiVz8mTbrb0ia0Y7XCrA+8aNvaP0XSWbeele9/jGHgkLyddJ4+fZoePXpQuHBhZs2alWPlSOLpZGGRJ2m6rCnnY84CUMq/DF93+JHqhWo5N7CHRP2GVnQ6+4f6b7s9MtjaNfR5fDDG/6ZFXXt8BVGJmZ8yVAiRNZcuKiz6xJOWjQIYNdKXY0fTZpNGT5Wuz5v5MTSGTl0smt6L2aGzhe9/iqFmbXummZSkMHkyDH/NB5lLQluzZ3qxcIEXFov9D1ikqI058+NYsyGW8o/m7fFV9+/fT48ePShZsiSrV68mMDAweZ2/vz+xsbFp9rnT0hkQEJClsiTxdKIzkad4aUt7LsVcAqB8voqsbR9M6YCyzg3sIZIvUKVadXtv9pMn9Ny47vr30hb0LsxzFboDEGeJYf4947wKIRyjqnD4Lz1zZnrR8Wl/mjfMx0czvFN0GHqihpW3xySwaGksITujOXIiig/nxFOgQM5kgqXL2Fi7IZbhbyWg19vL+DHYyKoVrjvrmrv5JdTAZ596AfaOYEOGmtj2SzQdn9X2h4QrOnLkCAMGDKBevXosX76cfPnypVhfrlw5rly5gsWScnSFs2fP4uHhQenSpbNUniSeTrTi6GJumW4C8FiBaqxp/4Pcr+cEDRun7N3uDoY88RZeevu9X6uPfs7pyBNOjkgI9xZxU2HJIk+eaeVP147+fDLPK0XrpqKotHnazFffxLDhu1gGv57Ik09ZKRtkc+iSemYZDDBsRCKffh6XvGzGVG+OHZWvcUddvqwwasTdDjajx5l4638ml+mZnpMiIiIYNGgQjRs3Zu7cuen2Tm/RogWJiYn89ttvKZZv376dpk2b4uGRtauFcsY6UYuSbcjnGUiHih34st33FPAu6OyQHkqNm7rXfZ4Axf1KMrD6cACsqpVp+8bLHO5CZJGqwr69Bl4f5EPjugHMmOZN2OmUWeQTNayMfDuBn3+NYeGSeOrUS3JqC9iTT1kZbn/rJw+39N+oNyIbLBYYOdSX27ft6VDrNhb6vpro5Ki0ExkZyY0bN7hx4wZJSUkkJiYmPzeZTMydOxez2czbb7/NrVu3ktfduHGDyEj7bVxPPPEELVu2ZPLkyfz+++9cuHCB6dOnExYWxtChQ7Mck6LKtxXXr19PHrdq36GTFCxYKNfKVrHxaMlHOHMpUu7XySJFgXIlAh2uu0QT1Kqaj8REhWLFbezcF+0Wl1YSrPE8taEeV+Lst2p81mYtrUo/k+n9taq/h5HUnWOcXX+JJtjynZHlSz3TvWezXgMrnbqYadXaQuEirvUHVhQoUTCQ2nWs/PuP/Yfy8y8mMuOjBCdH5h5Sn3szZ3ix+BP7JfYSJW18GxzjMkMhZcbNmzdoUNM+nvO1a9coXLhwivW9evXijz/+SHff6dOns2DBAi5dupTu+nr16rFq1SoA4uLi+PDDD9m2bRuxsbFUqVKFt956K3lA+axwj+adPEynSKOzs3l6QZ16Vvbs8uDKZR3nzuooG+T6N5J7G3wYU28Kw3f0A2Da7+NpXKIlnvq006IJIex+36tnxFBfblxP+dlbsJCNrt3MdHvRTFA5137/e3rC3E/j6fSMP/HxChu+9qRhYyudu8gMR1nx/WaP5KTTYFCZ+2mcWyWdmXEncbyfrl0zNw23r68vkydPZvLkyQ7HJFmPENjH87xj+8/u0bsdoF3Qs9Qt2giAc9FnWPnvYidHJITrOhuuY8iAlEnnEzWszJkfx67foxk91uTySecdQeVsTJ529xr7mLd92L1T2pIy66etHrx9z32db48xUaOm606bnJdI4ikE9gGf7/h0nicRN93gWjugKAoTGsxAwR7vgr8+4mbCdSdHJYTriY2Fwa/6Jo+5Wa+BlfXfxvDN97F0fNZCFvtHuIQuz1vo9pL9fkSLWWHIq74c3J8LPZ3c3Nat9uGokpLsn5vdX06k/8C8c1+nq3PZxHP58uVUrVqVkSNHplkXGhpKjx49qF27NjVr1qRXr178/vvvKba5evUqI0aMoG7dulSvXp0ePXpw6NCh3ApfuJnKVWx06mIGICpKx/tTvJ0cUeY9VqAaL1Z6BbAPr7Twr9lOjkgI12KzwdvDfTl90p6UPVoxic+WxVKzlvu3cE2ZnkDLp+wtnwkJCv17+3H0X0k+72ffbwa6diV5rM4uz5uZPC3BLe7rzytcLvGMjIxk8ODBLF26FE/PtPeqhYSE8Nprr1GvXj02bNjA6tWrMRqN9O/fn1OnTgFgNpvpZZsifwAAIABJREFU27cvFy5cYOnSpaxfv56goCD69evHhQsXcvslCTcxbkICAfnsl9m+3Wh0mx7uAMNrjcXbYL9stOb4Mi7FnHdyREJo57bpFgnW7Hfdnv+xFyHb7E2aAflsLFoSx3+z/bm1mwnXGbj9eXbUyw/ltgEQE63Q9XkLExce4my4Tjq/YR+94MCfekaN9KFvL19MJvvyth3MTJ8Zj87lMqG8zeW+Wbds2UJ8fDybN2+mW7duadb/8MMPNGrUiBEjRiQvmzZtGs2bN2fnzp1UqFCB4OBgzpw5w9atWylXrhwAkydPZvfu3Xz++ee89957ufZ6hPsoWEhl9DgT7/zPnsBNHOfND9ti8PRycmCZUMinCL0fH8Siv+dgsZmZf+hDZjRb4OywhHDY+pOrmbjnTfSKgQ7ln6Nn5X5UK1Qz0/t/tcbI/Dn2N7FOp/Lxgni36DyYkf1X9zIstB/X46/av8lf6gKrtsGFxlhjH2HN+y1Z8z4E5Eui+hM2GjWx0ryFhYqVbZlq3bPZIDERTCYFixk8jGA0qnh42OeSv/cYiSaIiFC4eUPHzZsK0dEKFrOCxWIfrshmU/DwUJOPgQoxsQqx0QqxsQqJiQp6vYrBAHo9eBhVfHzA11fFx1fF11fFzx/8/FT8/e3PPb1UvLzs45um93pUFcLP6Aj92YMN643Jrd13tHrSwqy58Xl6CkxX5XJV3rx5c7p3747+PiPyzpkzJ80y5b+zzvDfGbRr1y7KlCmTnHTeWdeoUSN27tyZA1GLvOKFl8xs2mDkwJ8GzobrWfiJFyPeMjk7rEwZUO0N1hz7gmhzFBtPr2VA9TcoH1jR2WEJkW3B4ZsZt+sNVFQsWNhwcjUbTq6masEa9K/6Oh3KPZf8+Z+a2QxT3/Vmzeq7V85GjTXRrIV7T3KuqiqzfpvF/0L+R5Jqv1WgoHdhyheryM3X3uTcJ4uwXrybmEdH6dm9U8/unR58+L43RYvZqFvPSny8ws2bChE3FaKidNhsYLOpqKpKUpKCxewezYA6nUpgfpUyZW2UDbIRFJTEzZs6fgk1cP5c2jwiIJ+NQQN19B0URzpjpYtc4HKJZ6lSpbK0/dWrV5k2bRolSpSgU6dOAISHh6d7nDJlyrBx40YSEhLw9k7/Hj5FSf/XU065U5bcX5J1OVF3ej1MmW4fpsRqVVj8iSednjW7xTy9gV6BDKz+Bh/tn4JNtTH34HTmt1523+3l3Ms+qTvHZKb+dl0M5a1fBqJiv1Zs1Bkx2+z3Yf9z8y9G/jKALWe+YVqTjynkUyTFvteuKgwd7MvB/Xe/4vr0T2TA4ES3/ZslWk0Eh29m9bGl/HV9f/LyBsWaMrflEgr62MdvtHaH2et/ZNlP+zGfrw6X6kFc0eTtr17R8f2398u43K9ybDaFWxEKtyJ0HDpw/+3q1rfyUo9E2ra3UKV8IOGXyRO3Ibjj+exyiWdm7dixg+HDh5OYmEjjxo1Zu3Yt+fPnB+wDnZYsWTLNPn7/3dQTExNz38SzbLF8FC4cmHOB30dQ8dwvM6/Quu7KlYBRo2D6dPsN6OtWB/D555oWkWMmFfofq459xrW4awSHb2aKbgK1itV64D5y7mWf1J1j7ld/ey/s5bXtvbDY7KNN9K3Rl7nPzOXrf79m4f6FHLxyEIDt53/k0KZGLGy/kBcefwGAv/+Grh3g6lX7sTw9YdEi6NPHE3C/MW5P3zrN5wc+Z+mhpUQkRKRYN7bJWN5r+R4GXcqv8kVvP8PYV6vw8qaX2X1uN0RUgNPPwOm2EN4Sku65f8j7JvhEgM4KqKCooNjAIx4MCfZ/9RZIMtofVk+wpRoCQGcF3+vgew38roF3BBgSQW+2P1Dt+1g9Ien/7N13fFPl4gbw52Q0TdKVMkpbSqUg47KXCOhlXRDUy1JUUFQEFVFUrvt6r8IVhZ8LxwUvAoIKDkCkioAiqOwNikyBAqUDCrS0GU2a5Pz+iA1tmo7sk/T5fj58tDnJyZs3J83Td6oAUQCirwCqYsii9ejctA26JHVHx0ZdcK2uLUSrCgaDYyUCvR4oLgZKShz/vXLFcZvJdPVffj7guga6QgHccANwyy3AsGFAq1YKVIw8kfLZjVFaQl0Ej0l656IBAwagU6dObrvXjUYj8vPzce7cOcybNw/5+fn49NNPkZKSgptuugmtW7fGe++9V+kxS5YswSuvvILNmzdXWt2/4s5FOw8Ed+ciQXB8ALJyuQOKpwJZdwYD0LtbPPR6ARqNiO37roTNZIRPDn2I6dufAwD8telALBqywu39eO15j3Xnm5rq71TRH7j928G4YnZs1zco/Rb8d+BiZ7gSRREbzq7Fi1umVlo6rF/aIAxu8DDenTQC5/MdXazJKXbMnW9Ax051m72ut5Tg6xNfYF3Wt5AJMjRSN0YjTRIaqZOQHJOKZG0qUmKaQhfdAIcu/oqdeVuwM28rDl36DY3UjfGXhh3RrkFHtE5sB6u9DJdMBbhcegkllmJkJFyL65r0RhNtSq3lKLWa8P3pb/HlsU+xM29LlePtG7fH1C7/Rr+0wTWex2a3YcHB9/Hp4QXOHc5gUQNFzYHoQkBbAMitUCs0SNamopEmCUmaJlDIlDh2+RCOFx5xhv9ySpkSDaIbVRriUGQurPPkr5SYphAgIEfvfqJvlCwKXRr3wO2t78EtzUdApajbIHujEThzWobTp+RQKEVc38uK2Liq94u0z+7FiwXo2bn6nYukKGxbPDUaDTIyMpCRkYEePXpgwIAB+PDDDzFt2jTExsbCYDBUeUxJSQkEQUBcnJur8U+iGJrm91A9byQIRN1pNMDfR1jw+RIVjEYB32ZG4a6x4fGX5R2t78OCg/9Fjj4bm85twK68bc5F5t2pD9fepUsCMldG4UqRALMZMJsFCAJw191mtGrt/TCK+lB3geRafza7Dc/88qgzdPZK/ive6bcAckFR4X4CBja7GV1G9cTL257G2qxVAICfT27Bz/96DfgzdCZdm43u/3gNb+Qcwfk/8tEyoRVGt7oHN6YOhFxWeezfyaLjWHpkIb7643MYykq8ei2XSy/iWOFhfP3HFzXeLy02Hd2SrkeKtiniVPGIjYpHtDwauYZzOFt8GmdLsnD40m8osRRXepxSpsTQ5sNxd9sHMLrrEGTlXqn12pMJcjzU8Uk82OEJZJecwc78LdiRuxnZJafRMqE7Ojd2/GsR36pKnQCAxWbBH4VHccGYh0aaJkjWpkAX3aDKjntWuxVHL/+Ofed3Ye/5Hcg1nINWGYvYqDjEKuOQqG6Ajg27olOjbkjSJkMURRy69CvWZK3C2qxMZJecvvqcdgt25m/FzvyteG3Hi7it1Vjcdu3daB7fskrLbkVqtWNZvDZtr36ey+vHarfiirkIxZYiXLEUolTZFFH2JgjHoQWuwvH3T1gFT7vdjo0bNyI1NRVt27Z13q5Wq5GWloaTJ08CADIyMrBv374qjz99+jRSU1MRHR0G05Qp5O64yxE8AWD55+ETPFVyFZ7o+gKe3TQZAPD2nhn47Jbvqp2EEemyz8pwx8iYKlskAkDmSiU+/dKAv7QL//UcI8HSowtxoGA3AOCauBb44G9Lqm3xSoxugPf6f4Tv0m/Fqzv+jYJl7wJ53R0H40/j/PDr8O35Auf9TxYdw/env0WyNhW3t7oHCkGB3y7uw8GL+x0zw32gi26AYnORc7JPTbJLziC75Eydz908viXuaDUOo64dgwbqRn/OQ/DssywIAprFXYNmcddgdKt76vy4KHkU2jXsiHboWOP9FDIF2jfsjPYNO+Pedg/VqTzl93+m+8s4pz+L3fnbsCt/G3bmbXEG0ULzZSw4+F8sOPhfKAQFmsamIz2uORprkqGQySEXFFDIFJAJcsgFGQRBBrkgh76sBHn6HOQaziFPfw6F5stVytBEm4K/pv4NfdP+ht4pfREbVX2DFPlXWAVPmUyGWbNmoXnz5phfYdBdaWkpzpw5gxtuuAEA0K9fP2RmZuLEiRNo2bIlAMfanps3b8bNN98ckrJT+Gnf0Ya27aw4ckiBXw8ocPSIrNJf01I2rMVo/O/X2Th15Q/sPr8dW3N/xg2p/UNdrKC7fFnAA+Oq7std7soVGe4bo8XSZXq0ahMe722kytWfw1t7XnH+/OoN7yImKrbGxwiCgFtb3IajK8bgf4f/3P5QVQyMvRWIuRo6FYICVtExmz3PkIP39/+f2/NFy9UY0fIO3POXiUiNSUOB8QIumM6jwJiPPEMO8gw5yNWfw0XTBaTHZaBn8g3omXwD0mObw2Iz43jhERy69BtOXfkDGoUGidENkRjdANEKNX6/eAC78rfhQMEeWGw175KjUyWiX9pg3NF6HLon9YroPxoFQUBabDrSYtMx6toxEEUR+y7sxNIjH2FtVibK/pxQZhWtOF18EqeLT/rlefMNuVh2/BMsO/4J1AoNxrQZj4kdHkNjTZPaH0w+kVzwLCoqQlmZY0yJzWaD2WxGQYHjF0hsbCweffRRPP/883j77bcxfPhwWCwWzJ07FyUlJRg7diwAYPDgwWjbti2effZZTJs2DTExMZgzZw7KysowceLEkL02Ci+CANw5xoJp/3J8TJZ9rsJL/zGFuFR1o5Ap8ETXF/DETw8AcLR69knpF9FfYK5MJuDhB7TIOuXoQsxoYcO/ppmg0TjWInz1P2rs26NAYaEM48bEYOkyPVpey/AZCqIo4uVtT8NQpgcA3NX6PvRM7lOnx65ZrcT//usInTKZiHfnmKFo808IAFJj0pASkwatMgY/Z/+AL499jF/O/Qi7ePV9jo2KQ4eGXdC36SDc3upuxKsSKhyLR0bCtXUqh0oRjQ6NulS7xujf0h2NHmabGX8UHkGRuRDFlisoNl+ByWpEY00TpMc1R7PY5ohTxdfpOSORIAjolnQ9uiVdjxd7voaVf3yGAwV7cKb4FM4Wn4bRWnUYXXXkghxJmmQ00jSBTqVDQnQi4qLiccFyFhuzfnL+AWCyGvHR73Ow5MgC3H7t3bg1YxQsdgtMZUaYbEboVA3QNek6aJXVD/QXRRFGqwHGMgMaqhvXq9+1npLc5KJx48Zh165dbo/NnDkTo0aNwtdff42PP/4YJ0+ehFarRevWrTFlyhR0797ded+LFy9i5syZ2LRpEywWC7p06YLnn38ebdq0qXLeipOLduwP/uSijNQEnMqJjIHOwRSMuiu+IqB39ziUlgqIi7dj2+5iRIfJbpp20Y5hq/6Ko5cPAQD+97elzi8/ILKvPasVePQhLTasd8y+bdTYjuWr9GiadjVwlBQD998dg18PKJz3+ehTPdr+pfbwGcl1Fwyu9ffdqZV44qcJAIDGmiZYN2pHncLXhfMChg6MxZU/91//1zQj7p9Q85CYXP05/Jz9A7TKGHRs1BXpcRlVxixKWX2+9kRRxEXTBVwuvQibaIfNboVNtMEmWmGz22AT7RBhR7Q8GskxTdFY3aTK2NXy+jt0Jhc7c7di/Znv8PWJL2G21bxes0JQoEOjLrg++UbEqxJwtjgLZ4qzcLbkNApLL8FQpncu/ZURfy2+GfELohWB/7K4eLEA13cJr8lFkgueocDgGZ6CVXfPTNXg6xWOde/efNeAEaPKanmEdPx4Zg0m/Xg3AKBNYjt8M2KT80s2Uq89mw148Vk1VixzjM/Vxoj4fIXe7TjOK0UC7h2rxaGDjvApCCKGjyrD41NL0Sy9+gAaqXUXLBXrL1+fh2Gr+uJSqaNna87AT3DTNX+v9RyiCDx4vxY/b3T8cXHL3y14Z44xLNc19ASvPd+4q7+Lpgv46OAcLD36kbPV3Vff37YzKBt4hGPwlFxXO5HU3DnG7Ayeyz5XhVXwHNhsKDo16oZfC/bi6OVDWJu1CrdkjAp1sQLGYgGeekKDtasd75dSKeKD+dVPHopPELF4qQH3jtHiyCEFRFHAqq+isDpTiTvusmDAoDK0amNDcrIY8YEm2ERRxLcnv8K0bc+gyFwIABicfmudQicALP8yyhk6GzW2Y9qrJr5H5JWG6sZ49rrpeKjTk1hxfCnyDbnQKDRQKzVQyzU4deU4duRtwakrf1R5bIwyFo01TRCjjIVWGQOtMgb90gZx17gaMHgS1aJbDxtatLTh5Ak5du1Q4NRJGTJahMdYQEEQMLXbi7h/nSNsvrNvJm66ZliNy5KEK6PR0b2++RdHGFEoRLz1nhG9b6h5i0SdTsTyr/X49GMV5s1RoahIBqtVwGdLVM7tFuPi7WjR0o6EhPJ9o0U0bwa0aKNAj55WaLUBf3kR5ZLpIp5b8SBWHL66xmySJgUv93q9To8/ly3Dq9OudmO++n9G6HRs/iPfJKh0mNjhsWqPnzfkYc/5HbDay5Ael4Fmcc2hUyVyPKeHIu/bh8jPBAEYfZcFs2Y4vuieelyDpcv10GhCXLA66pPSDz2a9Mbu/G3IunICy459grFtHwh6Oc6ekUGrFZHYwP+th5cvC3hkohZ7dzt+pUVHi5jzoQF9+9dtX+5oNfDgJDPuGmvGwvnRWDRfBYPhaiGLr8iwf6+7cYAxUCpFdOlmw3U9rdDGiJDLHaE3Ll7EwEFliK15Yna9YrVbseL4Ery991VcLr3ovP2W5iPxcu83kBjdoNZz2O3Ac0+pne/P7XeaMeBv4b3/OoWHJG0ybskYGepihD0GT6I6uOMuCz7+SIW8XBkO/qbAP6ZoMedDA+RV11yWHEEQ8Ez3l3HH6psAOFo9/97itqDNnDWXAi88q8E3Xzu6v2NiRaRfY0N6uh3JKXY0ThKRlGRH4yQ7oqMB2Z/BTSZzhP7ycViCAMTFiUjQiVCpHN3qm35WYNXKKGz8UQmLWXCef/4iPXr09Hxtztg44MmnSnHveDM2/azA8aNyHPvzX36e+wkoZWUCdu1QYNeOqr9OdTo7Jj1mxj33mqGqx8sHi6KIjdnr8Pru6ThZdMx5u06ViGm93/Toy/zzJVHYud3Rqp2SaseLL4fHShNE5MDgSVQHcfEiFizW487bYqEvEfDjD0rMfEWNf00Ljy+9rknX4ZbmI/Fd1te4XHoRcw+8hed7/ifgz3uxQMAjD2qxf+/VXzX6EgGHDipw6KD359VqHWm0YqskACQ2sGPREgPatfdtQfjERPHPsbxXx/OazYBeL8CgF2A0AuaSOKzMNGPzLwqcPeP+L5DCQhlmvqLGogUqPPZkKe64ywJZ+Eyg9otLpgI88dME7MjbXOn22/9yO57uPAMN1Ul1PlfxFQHvvHk1wf/fW0a2KBOFGQZPojpq3daOOfMMmHCvFlargMULVWiaZqt1+RapeLbHNKw/uwYWmxmLD83DmLbjkZHqfs1Bfzh+VIYHx8cg55wjaanVIrp2t+LsGRlyzslgt3vf3+4ucP59eBkmPFSKlNTAjPVTqQCVSkSDP4cKZKQCnXuaIIqOYQTHjznGhtqsgNUG/LJRiW8zlRBFAfl5MvzrOQ1+3S/Ha6/Xn0kwZmspJv14N/Zf2O28rWvj6/BCz1dwe9fBHs/Mnvu+CoWFjutp2AgLevVhFztRuGHwJPJAnxuteGWmCS884xjg+ep0NdQax0LzUpca2wwPtJ+M//06G2V2C/5v18vo3/Ybv5z799/kWPyRChcLBJjNAixm4I/jchiNjoSV1MSODxddbYm0WIDcHBnO5wu4cF6G8/kyFBQIKCsTYLU6lkSyVWi0FATAbgOKiwUUXpahsEiA0SCgW3crRtxmQZ8brVAq/fJSvNIs3V5l+aXhI8vw0GQZZr+hdq4nuvwLFdp3sOHue6V/vfhKFEW8sOVxZ+hsrGmCl3u9jsHpt0Im8zx5nzktw8eLHJO9VCoRTz8fHr0NRFQZgyeRh0bfZUH2WRnmvh8NURTw4rMa5OXI8MRTpZJvyZrUcSpWHF+Ki6YL+P70t/jl9C9IU3by+nzmUuDd2dFY8D9VtS2Y7TtYMe8jA5KaXG3aiooCrmluxzXNASBy90lv09aOeR8ZsGqlEk8/4Zj6PmOaGm3a2tCtR+S+bgD44Ne38M3J5QAAtUKD+YO+RLuGNe/5XZM3ZkWjzOK4xh540Bywlm0iCqx6NtqIyD+mPlOKBx68utPFf9+NxnP/0MAi8YasmKhYTO32ovPnJ79/EsayqlvQiSJw8oQMB/bLcfiQHCdPyJB9VobcXAH5eQIKLgjYuV2Ovw+JxYdzo6uETkEQoY0RMfouMz5boa8UOuujEaPKnNdLWZmAxyZpcT5f4n+l+GBtVibe3vuq8+c3+/7Pp9C5Z5cc675zTE5r0NCOhx+teZcZIpIutngSeUEQgH++VIqUVDtena6GKApYuSIK+fkCps0wSXqdz9uvvRtLDs/Hkcu/40D+AYz57lbM+9tnSNImAwB+3S/H6zOjnTOH60IZJWLKE6W45z4LotWOvdCl3vobbM/+sxRHDsuxfasSBRdkeGySFku+1EOlCnXJ/Gtb7i945pdHnD8/1f3fdV4U3h27HXjtP1fX7Jz6dCliqt8ym4jcWLx4Md58800MGjQIs2fPrnJ827ZteOaZZwAAW7durXI8Pz8fs2bNwtatW2E2m9G+fXs888wz6NLF83kCbPEk8sH9Eyx4/39GqFSOFr1tW5S4qX8sHn9EgyOHpfnxksvkePWGdxGjdEwH/v3iAdz27d+wYd8fmPKIBrcNi/UodHbqbEXmmhJMftyMuHgRUVEMne4oFMA7c4xISXX8UbJ/rwLDhsTi+7XKiNn6MPPEMkz4fjRKbY7xlyNb3oVJHad6fb4jh2WY/KAWv/3qaCNp1dqG2++UeLcCkYQUFRVh0qRJWLhwIVRu/sq12Wx455138MgjjyA62v2abxaLBePHj0d2djYWLlyI5cuXo3nz5njggQeQnZ3tcZnY4knkoyE3l6FxYz0mTdTi8iUZRFHAmtVRWLM6Cv0GlGHCQ2Zc39sqqTDWsVFXLPv7Okz6/j6c3d0B+QfG4+ETXQD71V8J6dfY0Le/FWVlgLlUgMXimK0t2gGbTYAgiOhzoxVj7rGExXqmUtCggYi5Hxpw56gYmM0CTp6Q49GHtOjYyYonnipF9+vCcxckURQx77d38Oae/wDFyUBeV3Rs1B0PpT0GURTcXvuXLgFrVyuxbYsCu3cpIJMBrdva0LqNDenX2PHtKiW+XxtV6TEv/NsEBb+1iOps9erVMBqNWLVqFUaPHl3l+MmTJ/HNN99gyZIlWLp0KTZv3lzlPmvWrMGpU6ewdu1aZGRkAACmT5+OLVu2YP78+fjPfzxbmo8fYSI/6Nrdhg2bi/HZpyp8NF+FSxcdrZ0/b1Ti541KtP2LDfdPMOPW4RZJdK1eKRLw1X+7Qv/VMeBS5ZbZuEQTnnpKxB1jLCGdKR6p2ne04fMVerz6H7Vzp6XfflVgwr2O/uPGje1Ib25HSqodSoUIuQKQyyv+E6/+vwJQyB33USoAVbSI6GjHzk0arYiEBMeC+wk6EUoFUFgo4EqRgMJCRxJMTnEs4u/LWpinzunx7H+34cDubkBuDqBPcbwmAEPfc5SlxbU2JCSIMJkEmEyA0SDg7BlAFCun7GNH3f8F07ixHc+8YMKNfbl8EpEn+vbtizFjxkBeTetAUlISVq5ciYSEhGrPsXnzZqSnpztDJwAoFAr07t0bmzZt8rhMDJ5EfhIbCzw82Yz7xpux7MsozP8gGnm5jlB35LAczz2lwawZ0fjbTWUYcnMZevWxIiqqlpMGwMkTMjw0Xoszp11+EcVlA93mwdTnA2T8bTGUyhuDX7h6omNnG774So+fNyrw5ix1pcB14YIMFy4Ed5hGTKwInc4OUQREUYAoAvHxIv7Szop2HW1o38GGa5rboVI5do2SyYC1G4x498NLOLWrDWC/o9pzl5Y6NgyoiULhGGtgtVZuGm3c2DGR6M4xFkSr3T2SiGqSlpZW4/H4+Np3sMvKynJ7nvT0dKxcuRImkwlqdd0/oAyeRH4WrQbuvd+CMXdb8MNaJT6ar8KvBxwftcJCGZZ/ocLyL1SIjRNx860WPP18KXS64Azy++UnBZ54VAt9ieMLXqUCBg2xYOTtpfja9hRWn16OMgAPrx+Dj4d+jS6NewSlXPWRIAD9B1rRt38J1q5WYtPPCpw+LcfpLJmzxTxY9CUC9CWV/xDJzXH8wfTVcjcPEOyAmAAgpdLN6hgzunaRoV0HGxRy4I/jMpz4Q44zp69uGKCMcrTKtsgQ0O26UvS+wYru11mhUABZp2Q4ekSOUyfkaNrMjmHDGTiJQs1gMKBp06ZVbo/5c5ZfSUkJgyeRFCiVwC3DynDz38uwf68cnyxSYcN6JUwmxxdwSbGALz9T4ecNSrzxjhG9bwhcN6IoAgs/VOH1164ufdSmrQ1r18hhVxohikBv+xwYN5Rg49l1MFoNmPD9aLzQcwb0lhLkG3JRYDqPJtoUdG18Hbom9URidIOAlTeURFHE4UsH8dvFvTBbzbCKZSizl0EpU6JPSj+0SWwPwY8DdmUyx3Vyy7Cr23OWFAMFBTLnQvo2m2NHJJvdsZC+Y5F9wXncagUsFgHmUkcLY2mpAIMeKCqSObvXy8oAne5q17vdBuTlyZCXKyA3Rwa93jEWs/zf5UsCbLZqXqdYIRjH5KHNwJ14dmIL3Ngpze14TrMZKCsDoqMdk6wcOz8l4FROaaWJVW3a2tGmrR0VtyolosjC4EkUYILgGAPatbsRJhOw+Wclvl+nxI8/KGHQCzh/XoZ7x8Rg4sOlmPpMqd/HgJ48IcO0f6mxfevVAZuDh1jw5rtGXHNNAk7lOG5TypR4v/8iTPzhTmzP24RiyxW8sHlKtedtHt8S1zXpg94pf8X1yX9FA3VDmG1m7L+wG9tzf8HBi/uRrG1a6bi/iaKIQ5d+xdqsTPx+8VdkJLRE75R+uD65D2Kjau9CKmcX7dh7fge+P70a68+sRo6++pmaLRPa4O8tbsOj6vFoVBbbAAAgAElEQVQQEJjwHRsHxMaFdkmuUhNw9Kgce/eX4ZstWTh29iKsFjlgjQas0ZDF5+HGW7Px0rgbkJ7Yr8ZzObYbDU65ici/YmNjYTBUXe+5pKQEgiAgLi7Oo/MxeBIFkVoNDB5ahsFDy3A+X8Cz/9Bg62ZHIFwwLxpbtyjw7hyjX9YBNZmAOe9GY+GHKpSVXW2GmjK1FFOeLHU7E12liMb/Bi3FfWtH4UDB7qp3qCDryglkXTmBL499DADIiL8WufpzzqV0ypUfb5PYDonRDWG1W2EXbbCLdijlUYiWRyNaoYZGoUX7hp3RL20w0uOaV/u8ZfYy7D+/Cz9lf491p79BdskZ57GtuT/h08PzIRfk6NioK+5sfR9GtLwTCln1v+p+v/grXtzyBA5d+rXG11vuRNFRzN77KmbvfRU9mvTC6FbjMOSaYdAow3A6eg0ssivYgg+xSDkXV/oUAX0ctytlStzZ+j5M7vwUGms4Dpgo0mVkZGDfvn1Vbj99+jRSU1OrXYapOgyeRCGS1ETEoiUGLFqgwpv/59gO8MghBUbcHIuXXzFh1GiLV0swnfhDhtXfROGrZVHOyU0AkNrUjmkzjOg/sOYufa0yBouGrMDnRxdBFEUkaZPRRJuKxOgGyLpyAnvP78S+87tw6NIBlNmvdomeuvJHjec9evlQrWX/+sQXeGXH82gR3wp90wahiTYFSpkSUXIVzNZS7MjbjK25v8BQVlLjeWyiDfsv7Mb+C7vxv19n4/Guz+GW5qMgl11N28YyA97bPwuLfv8ANvHq9pUKQYGeyTdiQLObkBjdAAqZEkqZEnmGHHx3aiX2nN/hvO/u/O3Ynb8d07c/h2EtbsOkjlORGtus1tfpShRFiBAhE/w/tvNy6SXsO78ThjI9WunaokVCa0TJHbPaLpkuYnf+NuzO34YC0wXIBRnkMgVEUcTG7HUosRQ7zyMX5Bh57RhM6fyMV6+RiMJTv379kJmZiRMnTqBly5YAHGt7bt68GTfffLPH52PwJAohmQyY8JAZvfpYMfUxDU6ekMNoFPDcUxps3azA9NeMdVrq5nSWDGu/U2LNt1E4crhyU6ZSKeLBSWY8MqUUdR3/HRsVh4c6PlHl9la6ts5daExWI/ae34ltub9ge+4m/H7xABprktEntS96Jf8V3Zv0wukrJ7Et92dsy92Ew5d+g4i6TaI6eeU4Tl45Xuv95IIc1yffiKHNh6NPan8cLzyMrTk/Y2vOz87Hny4+iX/8/BDmHHgLrXRtoRDkkMsU2Ht+R6XW0la6tniww+MY0GwI4lXulxYZ95cHkVNyFquzvsK3Wctw9OJRAIChrASfH12MzBPL8XT3l3DPXyZWGyJFUcSPZ9ZgY/b3yNVnI0efjVzDOcggw60tbsPEDo+hZULrOtWTO7n6c9iZtwW787dj7/kdVepRKVOiRUIr2Ow2/FF0tNbzyQU5RrS8E490+geuiW/hdbmIKPiKiopQVuZoILDZbDCbzSgoKADg6EK32WwwGo0AgNLSUtjtdufx6OhoxMbGYvDgwWjbti2effZZTJs2DTExMZgzZw7KysowceJEj8skiGKk7JnhvQsXLiApKQkAsGP/cTRs2Choz311kH1RxOxeEiyRVndGI/DKy2os/+LqYLjUpnY88lgpRt5eef1PUXTMOP5hnRI/rFXi+LGq/eaCIKJvfyv++ZL7LTz9XX82uw0yQVbtxJtSqwk20QaFoIBMJocMMpTZLSi1lcJkNeKS6SK25GzEz9k/YN+FXbCL7ocb6FSJuCG1P25sOhD90gZXO8lpT/52vL33VezKr7r9W0VRchUe6/w0JnZ43NkSWBtBAJqnxOOr/eux7NgSfHdqJYzWq2Oguja+Dq/d+F6VAHmmOAsvb3saW3I21nj+vzW7GRM6PIpuSdfX2gpqLDPg53PrsfncRuzI24zsktN1eg21UQgKjLx2DB7p9A80i7vGL+csF2mf3WBi3fkm0urv4sUCXN+lFQDg/PnzaNy4caXj48aNw65du9w+dubMmcjJycF///tft8dHjhyJWbNm/fk8FzFz5kxs2rQJFosFXbp0wfPPP482bdp4XGYGTzB4hqtIrbvvvlHixec1ziWPACApyY4HHjIjtakdv/ykwKaflDh/3n0g6dzViluHWTD0ljIkNam+YqRcf0XmQuw/vwtGqxEWmxkWuwV20YZ2DTqhXYNOlbrMayKKIrbnbcI7e1/DvgtVf/n2TL4BM/rMRvP4lh6Vz7XuSixX8Mbu6fjs6CLnfZQyJTo36o4ujXugS+Pr8EfREcw58BbMttJK59IqY5CibYp8Y26lrm0ASFDp0DP5BlyffCM6NeqGKHkUZJABgoDjlw9j7elM/JL9Y5VxteUUggLtG3ZB9yY9oVM1wLHCQzhy6XfnsIh2DTqhZ3IfXNekD67VtYUIETa7FVbRikbqpGpbfn0l5WtP6lh3vom0+qsteEoRgycYPMNVJNfd2TMyvPRPNbZsqtvWQV27WzF4SBluGlqGtGZ1m5gUyfXnzuXSS85WV6u9DCq5CikxNS+uXJ3q6m5n3la8uOUJnC4+WePjm2hT8M+er6J3Sl/ERyVAEAToLSX48tgn+Oj3uThvzPWqXEpZFDo37o7rk29Ez+Qb0KlRV6gVmir3M9vMEEU7ohWhWSSzvl17/sS6802k1V84Bk+O8SSSoGbpdixeasBvB+T43xwVflhXuQs4OlrE9b2t6DegDINuqrllkxyCse5oz+Q+WD1yMz749W1knliGc/qzlY7LBTnuazcJT3R9HlplTKVjMVGxmNDhUYz7y4P47tRKrD/zHXbmbcEVS1GNz9kguhFuuuZWDL7m7+iedH2dwqRKzrWNiCg0GDyJJKxjZxvmzjfij+OlWLk8CjYb0OdGK3peb+WOLhIVrVBjarcXMbXbiygwnseBC3uw/8IuWOxlGNnyLrRr2LHGx0fJozDy2rsw8tq7YLPbcOTy79iRtwlni7NgF+2w/zkDPjYqDv3TbsJ1TXrXeegBEVGoMXgCsFqvLi+Tcy4bJpMxaM8tCIBgKUT2+eKIaPYPpvpUd9FqYOy9V38uuOj7OetT/fmbJ3XXRt4ebZLbO34wAdnZZ2p+gIt4JOCmhGGAu+GWNiA355xH55MCXnveY935JtLq7/KlS87/r5hlpIzBE8CJEyec/3/b3weGsCREREREnjtx4gRSUlJCXYxa+X+1YiIiIiIiNzirHY4FVnU6HQDHrHaNpuos0EBxrAeYgKzcyJhhF0ysO9+w/rzHuvMN6897rDvfRFr9GY1G56z2wsJCJCQEZgk0f2JXOwCl8uqSNRqNBhpN8PZcFgRAq9VCoymLiA9BMLHufMP68x7rzjesP++x7nwTyfVXMctIGbvaiYiIiCgoGDyJiIiIKCgYPImIiIgoKBg8iYiIiCgoGDyJiIiIKCgYPImIiIgoKBg8iYiIiCgoGDyJiIiIKCgYPMPQko8XhLoIRERERB5j8AxDSz9ZGOoiEBEREXmMwTPMjB4+CCaTsdJtbAElIiKicMDgGQHYAkpEREThgMEzzCzPXA+1WhPqYhARERF5jMEzDN1974RQF4GIiIjIYwyeYeie+yaGugjV4nhTIiIiqg6DJ/mV63hTBlEiIiIqx+BJfmUyGTF6+CDnz8u/XFIpfDKIEhER1V8MnmHO3fJKoRSjjYHJeLU8FrO50tAAzsAnIiKqvxg8w5zJaESMNibUxSAiIiKqFYOnBMydO7fSz67d0eyeJiIiokjA4Blitw8fhBkzZuD2CuMiK3ZHjx4+CAvmvR+KogUFQzUREVH9weAZYiajEbm5uc5xkUs+XoAolarS8Zq60tUaDfQGfcDL6S3XNUddJx9xzCcREVH9weApMffcNxEWs7nO95f6Tkaua466Tj4qKirE0IG9gl0sIiIiCgEGT4mTeoumr0RRRGHh5VAXg4iIiIKAwVOCKnZP16VFU0pbaOoNeqg10m2BJSIiotBh8JQgT7fE9PT+gZzQo1ZrsDxzfbXHXYOpIAjQ6RIDVh4iIiKSDgbPMOBpi2ZtwdKfE3qGDuzl0RjNiQ9PqRRMExJ0WLthu9/KQ0RERNLF4BkGPG3RDOZM8cLCyx6N0XR9LVIaJkBERESBxeBJHvF3N72noZqIiIjCF4NnhBk6sBeKigor3VZbWPQkTC6Y936ldThdx2iyBZOIiIiqw+AZYQoLL0MUxUq31db17knXvOs6nK5jNH1twfR0zCgRERGFD0WoC0Dhzd8tnFzTk4iIKHKxxZN8wjGaREREVFcMniGm1miQkpIStEXXXceAuhsTSkRERBQIDJ4htiJzPRITE7GihkXXPaHTJUIQhGqPu44BdTcmlIiIiCgQGDwjzNoN25GQoKv2eG3BNJC7GhEREVH9xuApAZMnTw7YuV270msLpq7LJYUagzAREVHkYPCUAH8Hz4ozzcO9Kz2YuzARERFRYDF4RqCKM83dda3XtASSWq2ptJc6ERERkb8weEa4tRu249HHn650mydLILl2das1mqDNwCciIqLIwuBZD/iy1qZrV/fyzPVsESUiIiKvMHhSjYqKCrmFJREREfkFg2c9V9vySqIoSnYbyyEDeqFJkyYYMoDBmIiIKBxINnguXrwY7du3x9SpU6sc27hxI8aOHYtu3bqhS5cuGDduHHbu3FnpPvn5+XjyySfRo0cPdOzYEWPHjsX+/fuDVfyw4bq8kr/3Xg+kwsLLkMlkkg3GREREVJnkgmdRUREmTZqEhQsXQqVSVTn+448/YvLkybjuuuuwYsUKLFmyBFFRUZgwYQL++OMPAIDFYsH48eORnZ2NhQsXYvny5WjevDkeeOABZGdnB/slSV7FsOk6HlQQBOh0iUErS8XnGzqwF3Jzz7Grn4iIKEJILniuXr0aRqMRq1atQnx8fJXj3333HXr37o0nn3wSzZs3R7t27fDqq6+irKwMmzZtAgCsWbMGp06dwhtvvIGOHTuidevWmD59OuLi4jB//vxgvyTJq2nyUUKCDms3bA9aWR59/Gnn8xUWXoZWE1OpRZMLyhMREYUvRagL4Kpv374YM2YM5HK52+OzZ8+uclv5GEWFwvFyNm/ejPT0dGRkZDjvo1Ao0Lt3b2c4JWmqbQb+0k8W+jRLn4iIiEJHci2eaWlp1YZOd/Lz8zFjxgykpqZi2LBhAICsrCykpaVVuW96ejry8vJgMpn8Vl4KHJ0uEQajPqhd/URERBQ4kmvxrKuffvoJTzzxBMxmM/r06YPPP/8cOp1jkozBYEDTpk2rPCYmJgYAUFJSArVa7fa8guD4FyzlzxXM5/RIkOujonUbt2PJxwsqt3BWUx7J1p+ESf7akzDWnW9Yf95j3fkm0uovHF9H2AbPnj17YtWqVTh37hzmzZuHsWPH4tNPP0VKSopP522ekgCtVuunUnr2vFIUpZAjIzV0ZXvpn5V3XapYHrlMcP43lGUMd1K99sIB6843rD/vse58Eyn1ZzAoQ10Ej4Vt8NRoNMjIyEBGRgZ69OiBAQMG4MMPP8S0adMQGxsLg8FQ5TElJSUQBAFxcXHVnjcrtwgaTVkgi16JIDg+AFm5RRDFoD1tnVmsNpzKKQp1MZwqlsdmFyGTOf4rpTKGC6lfe1LGuvMN6897rDvfRFr9GY1Vs47UhVXwtNvt2LhxI1JTU9G2bVvn7Wq1GmlpaTh58iQAICMjA/v27avy+NOnTyM1NRXR0dHVPocoIiQXY6ietzZ3j5sgrXJVU0+SKmOYkeq1Fw5Yd75h/XmPdeebSKm/cHwNkptcVBOZTIZZs2bh7bffrnR7aWkpzpw5g8aNGwMA+vXrh+zsbJw4ccJ5H4vFgs2bN6N///5BLXO44wxyIiIi8hfJBc+ioiIUFBSgoKAANpsNZrPZ+XNpaSkeffRRbNq0CW+//TZOnjyJI0eO4JlnnkFJSQnGjh0LABg8eDDatm2LZ599Fr/99htOnTqFF154AWVlZZg4kUEqXI0ePgjFV4owevigUBeFiAKMa/YSRSbJdbVPmTIFu3btcv6cn5+PDRs2AABmzpyJUaNGAQA+/vhjLFq0CFqtFq1bt8Ynn3yCbt26AXCs2blgwQLMnDkTEyZMgMViQZcuXfDpp5+iSZMmwX9R5BcmoxHncnLQoX2HUBeFiAKMa/YSRSbJBc9PP/201vuMHDkSI0eOrPE+DRs2xFtvveWvYhERERGRjyTX1U5UHbVGg6apqVBrNKEuChEREXmBwZPCxvLM9YiLT8DyzPUAHDsb6fXc2YioPuCYT6LIwOBJYWvdxu1o1qwZ1m3cHuqiEJEfuZtIuPSThZXuwyBKFJ4YPCmi8MuIKPyVTyQ0GY0A6hZEiSg8MHhSROGXEVHkcQ2iRBS+GDyJiIiIKCgYPImIiIgoKBg8Kazcfe+EUBeBiIIsFEupcbw4UWAweFJYqWknk6EDeyE39xyGDuwVxBIRUaAtz1yPR6Y85VxKLdBGDx+ED95/i9vzEgUAgydFjMLCy9BqYlBYeDnURSEiPwvm9pmczEQUOAyeFNYmT54c6iIQkZ9xlzKiyMXgSWGNwZMo8rjuUhaOOEaUyD0GTyIiIj+rz2sKM3RTTRg8iYgorHAiYWi5BkvXn+tz6KbaMXgSEVFYkeJEwvrUyucaLBk0yRMMnkRERBV4M7mpvoSv+tjaXJ/+qAgGBk8iIqIKAjG5KVLCS22tzaOHD0LxlaKIWgO1vvxRESwMnkREJDnhtEvZ6OGDYDLVvOZnfQkv9WEN1Ej5IyJUGDyJiEhy/L1gfG1hwZcwYTIaEaON8frxUlefgtbo4YNw66A+zhZb1xbcoQN74Y1Z0+vVUAN/Y/CkiFaffmESkXu1bYEZii0yw+l3U02ttd50rUv5tZuMRhz8/aCzxda1BdfdUIPaZvlTZQyeFLG43zIRAbV3//q7e3jowF4oKiqs8T7h1PVeVFTobOHT6RJhMOqh0yXW+fHhvNxSbRPN3H3PhNPrCwUGT4pY9WGsERFJT2HhZYii6Py5LmNApUwURWcL39oN25GS0hRrN2wHULeJWBWDWLhNPlqeuR6PTHmq2tfn+j1TH2f9e4rBk4iIyAdqjQZ6g77a45E+BrQi1xZC1yAWjg0Cnow3luIas1LD4ElERAEntXFvtZXHdVZ9TfdfnrkeEx+e4pdyhaOKdeXaAsogRq4YPCliebMINBEFhtTGvdVWHtdWLk/vH848/SMh2CsQBBK/NwKPwZMihk6XCLtodw56D8Qi0ETkOX+P6/Nmgksgy+NKp0uEIAgBOXcw1BayA73Gaij/SPH1e8P1e4iqYvCkiLF2w3bs2HfMOeidiKTB3+P61m7Yjmeef9nrz7prefzdyrV2w3YkJOj8ci4piqTWXaBqC6svwZrfQ7Vj8CQiorDjSfhxDZauPwe6d6S2yUehJrXxt8HkbjkkX64tqh2DJxERRTTXYBnsYTjLM9dDrZZuMJHa+Ntg8rU1nkO6PMfgSUREQTVkQC80adIEQwaEx1qH7haE93RWvJSZTMZKLX6uPwuC4NGYRU9e+9CBvXB919bO5ZbCcR3McHqvpYDBk4iIgqqw8DJkMlmN2w5KieuC8EMH9sKc996s8TGu3bUVw0lddjYKphhtTI0tfo8+/rRHYxY9XfdSJly9FqS+/JK7yUORNuY10Bg8qV6R8pcbUX0WTt29rkG0LiqGE28eH0xqtaZS13EkBytPx2hy8pDv/Bo8LRaLP09H5Hfh9OVGRBRppDYZh2M0g8+n4Gm327Fs2TKMGzcO3bp1Q+fOnZ3HnnrqKVy4cMHnAhL5SziOHSKqD5Z8vAB5uTl+7ZEIZO9GuK/TWZtAjlmsbe/zYJg7d27Inpt8CJ6lpaW477778PLLL2PPnj0wGAzOrgODwYDvvvsOd955JwoKCvxWWCJfSH3sEFGkqq2V6577JiI5JdWvXbqe9m54Era4Tqf/zu/rZgCeun34IMyYMQO3V5g8xclBweV18Pzggw+we/duAECnTp2gVCqdx4xGI1QqFfLz8/mXBRFRPVSxxVEKrVy1CeY4RnctpvV1/PnaDduRktI0oGMmK9atyWhEbm5upclUkTyGVYq8Dp5r1qyBIAh477338MUXX0Cr1TqPNWrUCJ988glEUcQvv/zil4ISEVF48HVRbn88f21bYoaylWvthu149PGnK90WqePPg92i6cr1WlRrNEhJSZHMGNP6yOvgmZ+fD5VKhUGD3H+wO3XqBLVazXGeRET1jL+3yAyEULdyVXx+qS2v5E/BaNGsieu1uCJzPRITE7FCwq3vkc7r4KnVamE2m6sNlocOHYLJZKrUEkpERBRo4TZTWerLK/mKYyipIq+DZ+fOnSGKIh566CGsWrUKVqsVALBp0yZ8+OGHePjhhyEIAjp06OC3whJ5ir/wfFNfx51RVVK/FiJpJ6Fg0xv0Ae16DnXrMkmL18FzwoQJkMlkOHbsGF544QUYDAYAwMMPP4zZs2fj4sWLEAQBDz74oN8KS+Qp/sLzjeu4M6mHDwocqY9BrK18/F1QPdcF44kCyevg2aNHD8yaNQsajQaiKFb5p9Fo8Oqrr6Jnz57+LC8RhZDUwwcRRT7+ARzeFL48eNiwYejbty82bNiA48ePw2AwICYmBq1bt8bAgQMRGxvrr3ISEZGELPl4QbWtiOXrdqakNnV7XKdLRH5eDpokpwayiH6j0yVG7OQfKag4DEKnS0Ru7jmkpLi/dgDHH8BswQ5fPm+ZGR8fj1GjRuH555/HK6+8gueeew4jRoxg6CQiimA1tX7XNrln3cbtaNasGdZtDI/9rt0tGM8xo/5TMUS6mwVfsYXT3Q50bAENLz4FT7PZjHfeeQdz5sypdPv48eMxY8YMFBcX+1Q4IiKKTJMnTw7o+f0dDF3Pxxa34Kn4R467Heg4BCi8eB08TSYT7rrrLsybNw/5+fmVjhUWFmLp0qUYO3asc9IRERHVH7UFv0AHT38Hw2AHTbbiBU6grz2qmdfBc+HChThy5AhEUYRara50LCkpCaIo4uTJk5g3b57PhSQiosAZPXwQbh3Up9JOPxWDT112AnLFFkHvDR3YC3PeezPUxZAEd13rvmLwDC2vg2dmZiYEQcC///1v/POf/6x0bN68eXjppZcgiiK+//57nwtJRMFR21gqikwmoxEHfz9Yaaehit2Xrru/8NoIrEhfUL42FVvL3XWtU3jzOnjm5eVBpVLh7rvvdnt87NixiIqKQm5urteFI6LgqmmsFMMGlWMYoEDypLWck43Cj89bZlYXLLOysmCxWKAJ4G4IRBQ4rrNLGTbCW6C/jH09f32eJa7TJUIQhFAXIyzodIkwGPXQ6RIB1D7ZqHxpr0DuzESe8Tp4duzYEaIoYvz48VixYgUOHz6Ms2fP4uDBg1i6dCkmTJgAQRDQrl07f5aXyK/4l3Fkqen9rO/vtSczf71p3fZ1ZrEvY0KXfLwAebk5Yfseuy7XxCBavbUbtuOZ51+utNxSRa7Xbm1Le1HweR08x48fD0EQcPbsWfz73//Gbbfdhptuugl33HEHZsyY4WwJve+++/xWWCJ/4zIckaWm95PvdfVcW4XCrXX7nvsmIjklNWImNLlbN5Suqul9Drdrtz7yOnj27t0b//rXv6BQKNxumalQKPDss8+ib9++/iwvkd9wzGJl3sxcpsjga6sQrx0KFNeudQp/Pm2Zeffdd2PgwIH45ptvcOjQIZSUlECr1aJ169YYNmwYmjVr5q9yEvkd/zKurHzmcof2HUJdFK+MHj4IJpOx9juS30nh2qnPY0Qj2doN2zF0YK9qu9brssUmSYtPwRMAmjRpgoceesgfZSGiIJs7dy6GDB8b6mJ4pbx1rbyVzmQ0IkYbE8oi1Vu17c0eDJHSzV6OQfqqmuqitmBK0lPn4Jmbmwu5XI6kpCTnz3WVkpLiecmIKKBuHz4I+bk5WPDRIixf5b6LVcpffhXXnAQc4aeg4EKISlO/Lc9cj6EDe3EChx9FWpD2RW11IeXfU1RVnYPngAEDkJiYiG3btjl/rsusO0EQcPjwYe9LSBTBlny8IGRfMCajEbm5uWj7l+pXnginL7/y8EPe8eTLm92b/sfw5L1w+j1FHk4uct1Jwd2kInf/iMg9zrQmqfDky9t1jVfyXTDDU7guO0WRoc4tniNGjEBMTEyln7nOGFHkqG2cnrtWLk9bbIPZwhvK1uRwwPqpv5Z+spDvPYVMnYPnrFmzavzZ3xYvXow333wTgwYNwuzZsysd27NnD9577z0cPXoUcrkc7du3xz/+8Q+0bdvWeZ/i4mL83//9HzZu3Ai9Xo+WLVvi8ccfR//+/QNabqKKXL/cpfxlX9s4vbUbtlcpv6dfYL5+4XlSf67PVVRUWG8nIVRc7qj8/fX1vWDXMBF5w+t1PKdOnYonnnjC713pRUVFmDRpEhYuXAiVSlXl+IEDB3D//fcjOTkZS5cuxYcffgiTyYT7778fBQUFzvtNmTIFO3fuxDvvvINVq1bhr3/9Kx599FHs3bvXr+Ulqs7o4YPwwftvVVrbMNy71kMdml23wtMb9HV+rCiKlZbOYnejb0J9LRBRePI6eG7ZsgWbNm3ye3f76tWrYTQasWrVKsTHx1c5vnjxYiQnJ2PmzJm49tpr0aFDB8yYMQNFRUVYs2YNAGD37t3YsWMHpk2bhp49e6JFixaYOnUqOnTogLlz5/q1vETVKV/b0HX2NfnH8sz1UKu933853P8I8ITrAvFc8J2IQsXr4Dl06FCYTCZs2LDBn+VB3759sWjRIjRo0MDt8ddeew1ffPEFZLKrRS9f4sn45xf8li1bEB0djeuvv77SY2+88Ubs2LEDFovFr2UmoqpGDx8U9GBTsfvXZDIyWFVQqW74R1FYYet83bnb6YjDQqTF6wXkhw0bhsLCQkydOhX9+/dHp06dkEsgSe4AACAASURBVJCQUCkQlhsxYkSdz5uWllbjcY1GA42mcivHxo0bAQCdO3cGAGRlZSE5ORkKReWXl56eDqvVirNnz6Jly5Zuzy8Ijn/BUv5cnKflOU/rruLkGOdjBABigOq/wnMIbv5/yICrW3au2xjacYfuyle3B1Z///JdhCod9/Xz5fp4l5/H3X+1+zcmJgYmk7HCdSIgIUHn/Ll8zKc3dR+On9uKdeP22qzA9bOi1v458axp0+pfswfvbTjWXyjNee9NLP1kIdZt3O5V3VUZG13L5yicrdu4HUMG9sK6CmO5K177kXbthePr8Dp4jhs3DoBj3NQPP/yAH374we39BEHwKHh66ty5c/jPf/6DG264Ab16Odbw0+v10Gq1Ve5bPiu/pKSk2vM1T0lw+9hAa56SEPTnjBR1rbvjx45g7ty5mDx5MgCgcaOGyM7ORlpaGjJSHeeoeNxXcpkAhVwGuUxwnj9KIXf+f/GVQsTFxqL4SqHztmCSywTnf92Vry5qun/5+Sse9/T8tT2fJ88/7eWXKr23MgE+172UP7c1XcvxcbFoltYUzZo1c/v6jx87gvbt2+P3338HAOzbsxvt27fHvj27q30+b95bKdeflLheq57+nlr22WK89M+nnT/HajVYl/mZ8xxPPj4lJL+DAqUurydSrj2DQRnqInjM6+BZcVJRqNbqPHHiBB544AE0btwYb731ll/OmZVbBI2mzC/nqgtBcHwAsnKLwCVPPeNN3Q0ZPhancooAAN/+sBVDBvbCtz9sdd72znvv+20LSZtdhNVmh80uOs9vsdqc/2+zixAhwl7heDDZ7KLzv+7KVxc13b/8/BWPe3r+2p7Pk+ev+N5XV766CofPbU3X8mdfrcOQgb3w2Vfrqn39d4y936P3zpP3NhzqT0oqXquC4AieQ0eMrXPdub43JQZjpc+D62cj3NX0eiLt2jMaDaEugse8Dp4zZ870Zzk8tmfPHkyePBktW7bEBx98UGkiUmxsLHJycqo8prylMy4urtrziiJCcjGG6nkjgU915/pYf74P4tX/iu7+v8J9Qv3eV1u+Wh9Yw/3dvTZf69eT96uOdetLeST9ua2tbLUcv/veiR69d3ePm+BxXUi6/iSoYl15VHeB/D0XpiLl2gvH1+BV8NyzZw+ysrJQVFSEpk2bYujQobWOzfSngwcP4sEHH0SfPn3w9ttvIyoqqtLxjIwM/PTTTygrK4NSebUZ+vTp01AqlWjWrFnQykpUznUtRX8syE4EOK4tk9EItUaD5Znr3a7bGWi8bgOnfHyyt8on2pVfC5xsQ6Hk8az2l156CePGjcP8+fOxfPlyzJ49G0OHDsUXX3wRiPJVcenSJTz88MPo06cP3n333SqhEwD69esHs9ns3Fe+3IYNG3DjjTdWCqNEoeJu28FgLvGj1miQkpICtcb7JYk8MXRgLxQVFQbluQBAb9AH9LVJaWk2k9GIg78fdM5S56z1yJKQoPPrxgf8I4FCyaPguWbNGixbtqzKXuxWqxWvvPIKfvvtN58LVFRUhIKCAhQUFMBms8FsNjt/Li0txbvvvguLxYKnn34aly9fdh4rKChAUZFjTEenTp3Qv39/TJ8+HTt37kR2djZmzpyJkydP4rHHHvO5jETecF1LMRhqWoZlReZ6JCYmYkWQylNYeNmn8eCjhw9yzpQvV1PLjVqtCWhdSyl4Uv1y6dIlDBnQq873D/RngcgTHnW1r1ixAgDQpEkTPPzww0hJScGxY8ewcOFCFBcXY8mSJXj99dd9KtCUKVOwa9cu58/5+fnOtUJnzpyJLVu2oKSkBDfddFOVx1533XX49NNPAQBvvfUWXn/9dTz55JPQ6/Vo27YtFi5ciHbt2vlUPqKaVOwqr23v82DwdFtEKXfBmYxGxGhjKt3GlpvgkfK1Ud9xiA6FE4+C56FDhyAIAt577z107NgRgGPB91atWmHSpEl+afEsD47VGTVqVJ3Oo9VqMX36dEyfPt3nMhHVVcWgV9ve51IUyC8vnS6xSlc7vzBDx9MgyfdJOho0aIBvvt/inFji6R+YRKHkUVd7SUkJoqOjnaGzXPkOQTWtj0kUiWrbUYStRFet3bC9ygSJ+rRtpdQwqBBRKHgUPO12O6Kjo6vcXn6b3W73T6mIwkRtwak+f7mrNRroDfpKtzGIB4dao0GH9h2CNnGMpI2fO5ISr9fxJCLfBfILYejAq1ty+nNGbF2VDzWoKJhBvD5/2YbT8A6qna/Xcn3+A5ikx+PgabVasWfPHrezU6s71qNHD+9LSBTBAvmFUFh4GVpNDAoLLztvq09jKgP9OstnFpeH+vpUtxRcrteVv7b1JQoFj4OnXq937tNekSAIbo8JgoDDhw97X0KiMBHqFsa68OckhLq8Xn+2Oqo1GhQUXPDb+XwlimKlUM8JHhQskydPjqgtLql+8XgBedc1POvyj6g+cNfC6CrQ3b+1TXbyp7q8Xn8GseWZ66FWc8wiEVE486jFc+TIkYEqB1HYc7cFpqtAtoiNHj4IuTnnkLnyyzqP8ZN6lx27r4lqV1RUKOmeFqKKPAqeM2fODFQ5iMLe2g3bQ/rLv3ybxA7tO7g97m7/bql32bH7mqh2rsM+iKTM4652IgpP/t6/W6dLhMGoh06X6JfzhbvyViciIqoegydRDYI5ZjLcrN2wHSkpTb1u4R06sFeVnYwqcrc3u5S5tjoF89rhup1UEX9vkZQxeBLVgDvrBE5h4eUaJx+625tdSgRBqLG1N5jXzvLM9Vi9fivX7yQA/L1F0sbgSVSNimMiyb36vEh7gwYNsG4jJ3MQEXmCwZOoGrWNiXQXTOtbEOPEn9BhdyoRhSMGTyIvuQum9T2IMQwFx9CBvfDGrOmczEREYYfBk4j8YvTwQfjg/bf8NjRBrdFAb9D75VyhEMhZ7nVZvJ+ISIoYPKleq9g1XnELSPKcv5drkvpORbUtvs+1FYmIqmLwpHqtYtc4W5FCa/TwQbW2lkppDG2wd33iMAYiigQMnkRhLJLCiMlorLW11J9jaGtbDklquEQOVUenSwyra5nqNwZPIonwtKvf32Mq65tHH3/ao8XvQxnyubQX1WTthu2VrmXuokVSxuBJ5IFAhg9Pu/prG1PJLS1r5mnr6YJ574cs+Pl7/CwRUagweBJ5QMrdnWqNBk1TU53bJvq6paUUSGlMZ4w2hsGPwoKnrflEwcTgSRQhlmeuR1x8QkRtmxjO66KG2xhSihzh/LmhyMfgSSRhnnbtu7YQSqnF0JVOlwhBEEJdjIBJSNCx1YmIyAWDJ5GEedq179rSUfFn1674UFu7YTsSEnShLkZY4vhdIgpXDJ5E9UQkdsXXV5EwfpeI6icGTyKiIIikNVeJiLzF4ElUR9xS0/+kPAbV36S8IgIRUbAoQl0AonAR6i01hw7shcLCy9DpEiOmizWSZt8KgsAxq0REtWCLJ1GYKCy8DJkg417yEhXsWez1qbWYiCIHgycRkR8EOwhGUmsxEdUfDJ5ERH7g7yDIyUhEFIkYPImI6kBv0Ad1DVRORiKiSMTgSSQR9X1RcLVGA71BH+piVEut1ni9BipXRCAicmDwJJKIcF8UXK3RoEP7Dl63Ci7PXA+1Whq7KvmbpysijB4+CMVXijB6+CAA0tt1iojIWwyeROQXyzPXY/X6rWG7M5LrmMpQjrE0GY04l5MDk9EIgLtOEVHkYPAkqgZbmYIvlEsEuY6p5BhLIiL/Y/AkqgZbmYIvkpYIqi1Ec9Y6EdVHDJ5E9QgXHQ+e2kI0W1SJqD5i8CSqRyKpRZGIiMIPgycRkRsmk9E5q1wK2FpNRJGAwZNIQhgupCNGG+OcVS4FbK0mokjA4EnkpUDMeme4CJ2iokIu8E5EFGAMnkReCvWsdy735F+iKNZ5gXdP6XSJsIv2ersrFRFROQZPIomqbZvFUAff+saXYRBrN2zHjn3HwnZXKiIif1GEugBE5J6n2yySbwRBQEKCrtrjHAZBROQ7tngSSZROlwiDUe/snnX9mfwrIUEnmRZJDqMgokjF4EkkUWs3bMczz7/sDENrN2xHSkrTSuGIs+DDk7thFBV3MuIwCiKKVAyeRBLm2r3rGjTZ/RueXIdRjB4+CB+8/5ak1g0lIgoEBk+iP9XWle3ueLBbHBk0I5PJaMS5nBxJrRtKRBQIDJ5Ef3LXlV3bcQbByKU36DnGkojIzxg8iSqorQWTYyrrj4kPT+EYSyIiP2PwJKqgthZMtnDWH3yviYj8j8GTiIiIiIKCwZOISII4rIOIIhGDJxGRBLGrn4giEYMnERHYwkhEFAwMnkREYAsjEVEwMHgSERERUVAweBIRERFRUEg2eC5evBjt27fH1KlT3R7ftm0b+vTpgz59+rg9np+fjyeffBI9evRAx44dMXbsWOzfvz+QRSYiIiKiGkgueBYVFWHSpElYuHAhVCpVleM2mw3vvPMOHnnkEURHR7s9h8Viwfjx45GdnY2FCxdi+fLlaN68OR544AFkZ2cH+iUQERERkRuSC56rV6+G0WjEqlWrEB8fX+X4yZMn8c0332DJkiXo0aOH23OsWbMGp06dwhtvvIGOHTuidevWmD59OuLi4jB//vxAvwQiIiIickMR6gK46tu3L8aMGQO5XO72eFJSElauXImEhIRqz7F582akp6cjIyPDeZtCoUDv3r2xadMmv5eZIheX2CEiIvIfyQXPtLS0Go+7awV1lZWV5fY86enpWLlyJUwmE9RqtdvHCoLjX7CUP1cwnzNSBKPuxt0fuUvs8Nrznl/qTgAg/nkO4ept9eH94LXnPdadbyKt/sLxdUguePqDwWBA06ZNq9weExMDACgpKak2eDZPSYBWqw1o+ap7XvIO6843rD/veVt3cpkAmUyAAAEZqQmQywQo5DLIZY6f6wtee95j3fkmUurPYFCGuggei8jg6Yus3CJoNGVBez5BcHwAsnKLIIpBe9qIwLrzDevPe77WXVy8Drm555CS0hSncopgs4uw2uyw2UWcyinyf4Elhtee91h3vom0+jMaDaEugsciMnjGxsbCYKj6ZpSUlEAQBMTFxVX7WFFESC7GUD1vJGDd+Yb15z1v627thu1Y8vEC3HPfRMfjy89Rz94LXnveY935JlLqLxxfg+RmtftDRkYGzpw5U+X206dPIzU1tdplmIiIgoVbdBJRfRSRwbNfv37Izs7GiRMn/r+9Ow+M6WwbP/6dTDJZRRISZBF7EoklIRFLxa40L+W1p/Ug5W37Q9Gqlj7VxYtSaqktEiobilJL7MsTiURqayiqUQ2xRIQwk20mM+f3h3dOk6JFNRPm/vyVZzLpc5/LOee+zr1cR/5Mq9Vy+PBhOnfubMKWCYIgCIIgmK8qN9VeUFCATnd/jaVer6e0tJS8vDzg/hS6Xq+nqKgIgJKSEgwGg/x7GxsbqlWrRo8ePfDz8+P999/nk08+wcHBgSVLlqDT6XjjDTHKIAiCIAiCYApVLvEcN24cGRkZ8v++ceMG+/fvB2DWrFlcvXqVr7/+usLfdOjQAYB+/foxe/ZsLC0tiY6OZtasWURGRqLVagkMDCQuLo7atWtX3sEIgiAIgiAIsiqXeMbFxf3ld8aNG/eX36lZsybz5s17Fk0SBEEQBEEQnoEXco2nIAiCIAiCUPWIxFMQBEEQBEGoFCLxFARBEARBECqFSDwFQRAEQRCESiEST0EQBBOztbPD08MDWzs7UzdFEAThHyUST0EQBBPb8P1eHKs7seH7vaZuiiAIwj9KJJ6CIAiCIAhCpRCJpyAIgiAIglApROIpCIIgCIIgVAqReAqCIAiCIAiVQiSegiAIgiAIQqUQiacgCEIVEDE80tRNEARB+MeJxFMQBKEKeO1fb5i6CYIgCP84kXgKgiAIgiAIlUIknoIgCIIgCEKlEImnIAiCIAiCUClE4ikIgiAIgiBUCpF4CoIgCIIgCJVCJJ6CIAiCIAhCpbA0dQOqAkmS5J+Liooq9f9boYDCQiuKigop1wzhMYjY/T0ifk9PxO7vEfF7eiJ2f8+LFr/yOYv0nByQSDyp+A8XGtjEhC0RBEEQBEF4ckVFRTg4OJi6GX9JTLULgiAIgiAIlUIhPS9js/8gg8HArVu3ALCzs0OhUJi4RYIgCIIgCH9OkiR51rZmzZpYWFT98USReAqCIAiCIAiVouqnxoIgCIIgCMILQSSegiAIgiAIQqUQiacgCIIgCIJQKUTiKQiCUAl0Op2pm/Bc0uv1pm7CC0Fs5xCqCpF4PgfEDUOoagwGg6mb8Fz58ccfGTFiBDdv3jR1U54rGo2G8ePHk5WVZeqmvDDEtSuYmiggX4Xp9XqUSiUKhQKDwfBclEmoqjQaDdbW1lhZWZm6Kc+drKwsTp06xfXr1wkKCsLPzw8XFxdxTj6mo0ePMmbMGLRaLZmZmXTr1g1JkkTZtr+g0Wjo1asXwcHBNGrUyNTNeS4VFxeTkJBATk4ODg4ODB06FA8PD3HtPiaDwYDBYMDSUqRKz5Lyk08++cTUjRAeVFRUxNtvv41Wq8Xf319OPkVn9eROnz7NuHHjcHd3x9PTE6VSaeomPTeOHTvGyJEjyc3NJSUlhUOHDpGUlERQUBCurq6mbl6Vl5GRwahRo5g8eTJ2dnZcvnyZ7t27i+v4L2g0GsLDwwkMDGTBggWmbs5zSaPRMHDgQG7evMmlS5c4duwY69evp2fPnjg5OZm6eVVeUVERkyZNwtbWFi8vL9FvPEPikaeKWrduHampqaxatYrvv/8eAAsLCzFN8gSMSxQ2btzI+fPn+eKLL0hPTxdrxh7T1atX+fDDDxkzZgxr1qzhyJEjTJkyBUdHRyIiIkhNTQXEUpBHycjIYOTIkYwfP57hw4fTrl07rl69ik6nEzH7ExqNhldffZWgoCAWLlwIQFlZmYlb9XzR6XS89957NGnShKioKLZs2cLMmTOxt7dn3rx5Yr3xY4iNjWXfvn3MmzePo0ePin7jGRKJZxV15coVvL29sbW1ZdGiRSL5fArGUaXs7Gz69u2Lm5sbU6dOJS0tTXRkj+HatWuUlZXRsWNHVCoVAD179uS9997D2dmZyZMnc+LECXk0XvjdsWPHGD58OJMmTeJ//ud/AGjcuDEnTpwgMzNTjHg+gk6nIzw8HIVCweeffw6AVqvF0tISSZJISUlh06ZN7N27F41GY+LWVl03btwgJyeH//7v/8bW1halUkmXLl1o27Yt58+fF9frY8jNzSUkJAQnJyc++OAD0W88QyLxrGIkSUKn03Ht2jXefPNNPvvsMxwdHVm8eLFIPp+CVqvFYDDQtWtXPv/8czn5TE9PFzeRv3Dt2jXy8vLk0RGdTodSqSQoKAh/f3/UajVjxowhOzsbCwsLMYr3f4qLi1m7di0ffPABkZGRwP21YgEBAbRu3ZpDhw4BYrf2w1hZWdGpUydyc3PZsmULt2/fRqVSodfrGTlyJDNmzGDGjBmMHz+e9957j4sXL5q6yVWSWq3m0qVLlJaWAr9XVGjTpg2FhYUUFBSYsnnPhfz8fLp06cLcuXOpVauW6DeeIZF4VjEKhQIrKyuaN2+OtbU1AQEBvP/++yL5fArGReG1atWidu3aeHt7M3v27IfeRMonTSKu94WGhmJvb8+qVauA+0mBMU7u7u5Mnz6dkJAQ5s+fT3FxsRjF+z+2trZMnTqVESNGyJ9ZWFigUqlo2rQpSUlJGAwGlEqlSNYf4pNPPmHAgAHMnDmTnTt3cvfuXSZOnIiVlRVffPEF69evZ/bs2aSlpREfH2/q5lZJdevWxcnJCa1WCyBvqjQYDBQWFpqyaVWewWBAkiRsbGxwdXXFw8OD2bNnU7t27T9NPsW1/PjE5qIqwGAwoNfr0el08u65+vXr4+vri6WlJV5eXtStW5fjx49z+PBhqlevjq+vb4WpZLFY/D6NRoNWq0WSJKysrFAoFHTt2hU3NzcsLCyoUaMGgYGBHD16lK1bt9KkSRPc3d3lheN5eXk4ODiY+ChMo6CggLy8PEpKSlAoFDg7OyNJErGxsWRnZ+Pj44OlpSX79u1j6dKlvPHGG1SvXp1Dhw7Rr18/rK2tTX0IJlVcXCx39NWqVavwO+Mu9rp167J582bu3LlD27ZtRbLO/VmJs2fPcunSJXQ6Hc7OzoSFhZGfn8/y5cu5d+8eBoOBadOm0ahRI2rUqIGvry9FRUVs3ryZ3r17U61aNbOOpV6v5969e5SWlmJhYYGtrS19+vShZcuWwO/n37lz5/jhhx+IiIjAzs5O/vvz589jb29vtlU/DAYDOp2OsrIyud/o3LkzDRo0QKlU4uLi8qf9xt27d7GxsTHxUTw/ROJpYhqNhunTp7Nq1SqSkpK4cOECLVq0wNnZGUtLS/R6PRYWFhWSz+TkZJycnPD19WXhwoVs3ryZTp06yevwzNXJkyeZOnUqiYmJrFixgry8POzt7XF3d5dHiBUKxQPJp7+/P3Xq1CEiIoKkpCQGDBhg6kOpdCdPnmTy5MkkJiayfPlyrl+/TpMmTWjTpg2Ojo589913JCQk8N1337FlyxamTZtG586dqV27NkuWLKFNmzZ4eHiY+jBMJjMzk88//5yYmBjWrVuHnZ0dHh4ecjJuTIpUKhW//PILJ0+eJDg4GBcXF1M22+Q0Gg2jRo1ix44drF69mpSUFEpKSmjVqhVhYWHcu3ePhIQEGjVqRHh4eIWyNmfOnOHSpUuMHDnSbBMmuB/D999/n7i4OJYuXcrNmzepU6cOdevWlb9jLJ+Unp7OhQsXiIyMlMspzZ07lzlz5jB48GCzTJ4KCwv5+OOPWbNmDdHR0eh0Otzc3HBycpITy4f1Gz4+Pnh7e/PFF18wY8YMhg0bhoWFhVk/AD0ukXiaUGFhIf369cPOzo7WrVtjZWXFli1bOHDgAK6urnh6emJlZVUh+fTy8uLEiROkp6eTnJzMd999x9y5c/Hy8jL14ZhUZmYm//rXv+jatSuvvPIKzs7O7N69mz179lCrVi0aNWpUoSRVjRo1aNGiBcePH2fr1q1s2bKF0tJS1q1bZ3ZlM86cOcOYMWPo3bs3AwcOpFatWmzYsAGtVku3bt3w8/Pjv/7rv3BxcSE0NJQ333yTrl27AvfXgZ44cYL+/ftTvXp1Ex+JaZw6dYrRo0cTEhKCr68vpaWlJCQk4O/vT8OGDeVzzjgK37hxY5YvX05ZWRlhYWEAZlnXs6SkhNdee426devy7rvv0rt3bzIzMzl+/DiNGjXCy8uLl156CScnJyIiInB2dgZ+j9X333+PSqWiZ8+eZpt4FhUVMXjwYKpVq0aPHj1wdnZm48aNlJSUEBwcLD/4GJPMEydO8OOPPzJs2DCUSiWLFi0iLi6O6OhovL29TXkoJlFYWMigQYOwtramWbNmKJVK4uPjcXJyIjAwEKDCdVmjRg1atmzJ0aNH2blzJydOnCApKYlly5bh4eFhdtfwU5MEkzAYDNKsWbOkN954Q9JqtZIkSVJZWZmUmZkpvfzyy1KHDh2kzZs3S6WlpfLvjE6ePCk1a9ZMCg4Ols6dO2eS9lclWq1WGjdunPTRRx9V+Hz//v3S66+/Lvn6+kpbt26VP9fr9fLPFy5ckHx8fKTBgwfL/w46na5yGl4FaLVaacKECQ/Ebvbs2VJQUJCUn5//wN/o9XopKytLysrKkt5++23ptddeqxBTc6JWq6XXXntNmjNnjvxZSUmJNHz4cKlPnz7y9WtkjNPq1aslPz8/adGiRZXa3qpk8+bNUr9+/aSCggL5szNnzkgBAQHS6tWrH/j+tWvXpFu3bkmnT5+W5s+fLwUGBkrnz5+vxBZXPV988YX0r3/9q8Jn8+fPl1q0aCFlZ2c/8P2EhASpffv2UllZmbR48WKpWbNm0unTpyuptVWLwWCQpk+fLo0aNarC5x9++KEUGhoq3bp165F/e+XKFally5ZScHCwdPbs2X+6qS8csbnIRBQKBb/99hvVq1eXn9aVSiXNmjUjMTERZ2dnvvzyS5KTkx/YiJCRkYFSqSQhIQFfX19THkaVIEkSOTk51KpVC0BeZ9elSxcmTZpEhw4d+PDDD9m7dy9AhTd2zJs3j4YNGxIfH4+VlRVlZWVm9ZYKSZLIzs6mTp06wO+7X1955RUKCwsf2DWs1WrZtGkTgwcPZvTo0dy6dYtVq1aZ7Wa3wsJCrl+/TosWLYD78bS2tqZz585cv379gd3DxnOvZ8+edOrUicOHD5vtpoTr169TWFgoj5SXlZXh7++Pr68vP//8c4XvlpSU8O233xIWFsbEiRM5dOgQiYmJ+Pj4mKLpVUZOTo68xMV43xsyZAh6vZ4TJ07I3zOeY25ubqhUKiZPnkxUVBSJiYkEBARUfsOrAL1ez5UrV+TjN977BgwYgFqt5ty5c4/8282bNyNJEgkJCfj5+VVKe18k5tPDViGSJKHX67Gzs+POnTtoNBp5Q4vBYMDZ2ZnY2FiGDRvG4sWLCQoKwsXFBYVCwfr16/n6669JSEigcePGJj6SqkGlUuHo6Eh6ejpjx45FpVLJCWTLli15++23KS4uZuHChXh5ecnJ+ieffMLJkydJSUnB0tLS7JJOuB+74uJiuZMyHr+npycKhYKioqIHvt+rVy8kScLb25vWrVujVCrNMnZw/2ExPz+fCxcu0KNHD/khMSgoiKKiItRqNa6urg9MwdWpU4epU6fi7u4uT8Ob2zSdo6Mj2dnZ5ObmUqtWLfn8sbW1Ra1WV/iujY0Nw4cPx8vLiwYNGuDh4SHenMX9DYGXLl0Cft+57urqirW1tVxKCX6fLm7dujV5eXns2rWLTZs2mXXSpFQquXXrFmfOnAF+v/c1bNjwofc+o/j4eJYsWcKmTZtEH/yUxIinCSgUCiwtLQkLCyM1NZWDBw8Cvy8ANxgMODk5MW/ePK5du8by5cvlv61RcPCgawAAH81JREFUowZbtmyhWbNmpmp+lWJ8ku/evTu//fabXPrHmEgCBAYGEhERwa1bt8jIyJD/NjIyktTUVLMc6YT7sZMkiWHDhjF69Gjg/rmp1+tRq9UolUq5WoIxznq9HgcHBwYNGkSbNm1QKpXo9Xqzi52RnZ0dL730EqGhoQDy+uB79+6hUCj+dLe1p6dnhU1v5iYkJIRFixbJMxXlS5uVX89p5OzsTP/+/WnZsqXZJ53l73tDhgwB7l+7ZWVlFBcXAw9WVgBwcnLi448/JikpyayTTrgfw9DQUHm9unEPQHFxMZIkPbK6Sbt27di+fTv+/v6V2dwXinn2FlVEeHg4hw4d4qOPPqJOnTq0bt1aTj4lSaJJkyb07duXzMxMeVS0W7dupm52lWLssHv37s2OHTtISEjAzc1N3gFrTCh79erF7t27+f777xk+fDiSJMkbssw1cTLGLiIiosLyA6VSiVarRa/Xy5USjN+dPHkyQ4cOJTg4uML3zZEkSdjZ2TFv3rwHNrdotdoKMTVasWIF3bt3p0GDBvJnD/ueOWjcuHGFESPjOVZYWIitrW2Fz2bOnElRUREzZsyo/IZWQca4DB06tMK9y9LSUn54/ON5FRUVRYsWLRg4cGCltrWqsrCw4N13361QDaZ8zP74MLhu3ToaN25Mq1atKq2NLyrzvONVEUqlkpEjR+Ln58fo0aM5fvy4nHQqFAqUSiUeHh5oNBqz7dwfh3F5wrx589Dr9SxYsICtW7cC92/ExiknLy8veXSl/E3F3GP7qMTHWM/OaMyYMWRmZsq1Ac2dMTblk07jSFRZWRnVqlWr0KmNGjWKpKQks9w9/DjKX4flz8nFixezbt06syxz9lce9sBcVlYm1/I0WrRoEV999ZXZVp54lIeVINRqtahUqgp1ThcsWMDs2bNFvexnRCSe/7CSkhKuX7/+yN83b96cCRMm0KRJEyIjI0lKSpKnSuB+uRpvb2+znIp7XBYWFuj1eurUqUNCQgIGg4EFCxawdOlSALmkyOnTp3FzczNlU58bOp0OvV6Pvb09AKNHjyY7O5udO3fKJb6EBxmv07KyMnQ6ndz5jxkzhmvXrrFx40aUSqVZbMQyJuHGJR1/tYmq/PeNcVy4cCFRUVGsXbtWPPA8ppKSEkpLS+WanAsXLiQ6OpoNGzaIzaiPoaSkhOLiYvmBctGiRaxatYr4+HgaNmxo4ta9GMxvfrESGQwG3nnnHU6fPs3atWsfGOkw3mBDQ0OZOnUqMTExTJo0iW7duuHq6oper2f79u0kJiaaZWHfh9Hr9RVGRsqPDuv1ejw8PEhMTGTatGkkJCSwbds2mjZtSk5ODmq1mujo6Ap/Z04eFbs/MhgMWFlZoVKpuHPnDrNnz+by5cts377dbNfDPikrKyt0Oh3FxcVMmjSJ7Oxss4uf8dxKT0+nbdu2wP0HaXd394d+37gxy9HRkdLSUpYuXUp0dDRr1641+/V05a9d43KshzEYDKhUKuzt7SkrK2P58uXExMSY9e71J2VtbY1KpUKpVBIVFUV0dLSI3zOmkMy1lkclKCsr48CBA8ybNw+VSsXixYupV69ehe+U7/y1Wi3bt29n//793LlzB29vb0aOHEmTJk1M0Pqqxxir0tJSzp49Kxf4LR9D4w363r17/PDDD+zbtw8LCwtcXV0ZO3as2e5ef5zY/VF4eDhZWVl4e3ubXdL0R4/q7B8VvytXrjB06FAMBgMODg7s2LHDLOOXm5tLWFgYkyZN4ueff8bNzY1Jkyb9acH3qKgo5s+fj0qlEh3+H3zxxRd07tyZkJCQP01AhwwZwvnz59Hr9SQmJpr1ZtQnvXYlSaJPnz7cvXuXO3fumH38/gnmcwc0AUtLSzp37oxKpeKzzz5j7NixfP311xWSz/Invkqlon///oSHh6NSqdDpdGb7Ro4/MiaUkiQxfvx4cnNzmTx5Mu3bt69QjsY4jeno6EjXrl3lHYvl/zvm1PHD48fOSJIkysrKCAgIoGbNmkRHR5ttwg7Ix63Vavn5559RqVR4eHjg4ODwyFJIxvfcV69enW3btpll/CRJolatWnz00UfMmjULBwcHjh49Cvz5qF2zZs0ICQlh+vTpYmqznIKCAlavXk1xcTEhISEPjZ+xQkKzZs24fv06K1euNOuBi/IjxSkpKajVaqytrenSpcsjk86ysjI8PDzIyclh06ZNZh2/f4p4ZeY/xLjAW6lU4u3tTf369dm3bx979+6lXbt2f7pI2fi+V3Pf9GJk7LCLi4u5cOEC6enpZGVlkZWVhYeHh1xz0pgAGG8oD0sIzG0H8ZPGDpDPvTZt2jBw4ECzrtMpSRJKpRKNRkNERAQbN24kJiaGCxcu4ODgQL169R6In8FgwNramr59+xIZGWmWSSf8/lC9detWfvrpJ4qLi7GzsyMwMLDC62v/yMvLi65du8ovNRDun4e2trZIksTu3btp1qzZQ+NjvP81b96cfv36mfVGNkmS5Pv9xIkT2bZtG7t27eLSpUv4+fk9siSXUqkkNDSUgQMHVqg+ITw7IvH8hxhP+E2bNuHo6Ejz5s2pV6/eYyWf5rb28M+U7/j79+/P5cuXcXJywtPTk//85z/89ttveHh44OXl9dAEypz9ndgZ38BjTBDM8SHIWJJGp9MxbNgw3N3dGTt2LM2bN2fXrl2cPHkSe3t7fH19H3jwMRgM2NvbyxvfzCnp/GMpH2tra4YPH05paSkxMTFYWlrSunXrhyafxhgaNwSaqz/G0BgjW1tbNm/ejKurq1x+74/3OYPBgK2t7SPrUJoLY1w+++wzTp06RVRUFH369KF79+6PLPxuLEXl4OAgKgD8g0Ti+Q9KTk5m4sSJFBcX4+/vj7+//2Mnn8J9xhvB1KlT0el0LFu2jB49etCjRw/q1avHhg0byMrKwtPT86Gjd+bs78SufPzMMZbG0ZLS0lJ+/fVX1Go1H3/8MY0bN6ZFixb4+PiQnp7OsWPH8PT0fKDyRPmfzWmUvfzU5oEDBzh69Ci2tra0bNkSX19f7t27x5o1a1AqlQQHBz9Qc9Icz7WHMcYjOzub6tWry3GpVasWarWab775ht69ez+0/xAx/J1GoyExMZGIiAhCQkJwcXGpELPc3NwHEnRzul5NRSSe/yBvb29sbW2Jjo5GrVbTtGlTAgICKiSf7du3F8nnXygsLCQuLg5fX1+6detGWVkZCoUCHx8fvLy8iI2N5fLly9SqVYu6deuKG285InZPx/gWmIkTJ7J48WJKS0vp27cvSqUShUJB3bp18fT0ZNu2bajVarp162b2HVb5qc3x48ezY8cO0tPT+fnnn2nUqBG+vr40bNgQjUbDmjVrsLS0pEWLFqxbtw5ra2tq1qxp4iOoWpYsWcK4cePIzc1FoVBQv359AGrWrElycjKWlpYEBQWJB+0/odFo+Oqrr2jQoAEhISHA76PqRUVFTJo0iaKiIrF5qJKJxPMZkCTpgcXyxjWeQUFB2NjYEB0djUajqZB8Hjp0iG+//ZZu3bqJYf1yjLEzsra2Zt++fZw5c4Z+/fphY2ODXq9HoVDQpEkTLly4wI8//khOTg6enp6PLNdiDkTsnh0LCwuuXLnC9evXuXLlCi+//DI1a9aUY2wc5VyzZg19+vQx+wdIY/IzZ84cfvzxR5YuXcpbb71FaGioXD/S2dmZJk2acPfuXWJjY9m8eTNHjhwhIiLC7O+Bf5w2r127NjVr1uTw4cNs3LiRS5cu4eTkRLNmzeSauhEREfLGQXNPPh+27EChUHDu3DkyMzPx8/OjVq1a8ndKS0vZsGED9vb2dOjQwRRNNlsi8fwbjB2QQqGQO/uvvvqK2rVrU6NGDXkKKSgoSB75LCwsxM/Pj4CAAOrUqUNmZiavvPKK2d90y7OwsKCoqIivv/4aLy8vHB0dKS4uJjk5mevXrxMYGIidnZ18o0lPT8fT05O0tDSKi4vp2rXrA9PF5kLE7uk97DWDxrWIGRkZ7Nu3j27duuHk5CQ/aObl5XHy5Ek5KTV3paWlfPPNN7z88st06tRJrstpPJ+uXr1KtWrVCA4Olt9V/7//+79mv4mj/BKF7Oxsrl69iqenJ6GhoYSFhVG/fn2+++47Dhw4wIkTJxgwYABbt26lrKxMPkfNWfn43b59mzt37lCtWjUsLS2xsrJi7dq13L59G09PT/ntdSqVir1799KoUSNatWolkvdKJBLPp6TRaOjTpw9qtVp+b3VaWhozZswgJSWFjh074uTkVCH51Ol0xMXFYTAYqFevHoGBgfTt21d0WA9x8OBBZsyYwe3btwkODqZ169ZcvnyZ3bt3c/v2bVq3bo2NjQ1arZYdO3bwwQcfULt2bVauXEmfPn1wdnY29SGYjIjdkzPuOi8pKWHnzp0cPXqUnJwcGjZsSPPmzXFyciI1NZUdO3bQtm1bVCoVWq2WefPmYWNjw5gxY0SnBRQVFZGYmIiLi4s8imTcRGR817paraZ9+/a0aNGC7t27m/39r3zSNHXqVFauXElUVBSbN29Gr9cTEBBA69atefXVV6lWrRoZGRnEx8dTUFCAjY0N3bt3N6vNa39UPn6ffPIJK1euZOXKlezcuZOaNWvSrVs3ateuzerVq7lw4QJKpRKdTkd8fDz/+c9/mDJlCk5OTuL6rUQi8XwKGo2Gvn37kp+fT2pqKtbW1rRq1QovLy+qV6/O8ePHSUpK4qWXXsLZ2VkeGa1ZsyZ79+4lLS0NSZJo37692e/efBRPT088PDxYvXo1ly9fpn379vTs2ZNff/2VnTt3snXrVrKzs1m8eDF37txhxIgRlJSUcOLECV599VWzHkEWsXsyxl37Go2GwYMHc/z4cdLS0vj+++85deoUderUoUePHtjb25OcnMz69es5ePAgly9fJicnh7i4OCwtLR9ZHuhFo9VqOXv2LDt37uT48eOo1WosLCyoXr061tbWpKWlkZqaSocOHXBxcQHuJ58qlYo1a9ag0Wjo2bOn/Lm5M46yjxs3jvPnz/Puu+/St29fCgoKSExMRK1W07hxY9zc3AgICGDQoEE4OjpiZ2fHO++8Y/avATbGb8KECfz000+MHDmSwMBA8vPzWb58OcXFxURGRlK3bl1++OEH1q5dS3p6OpcvX+brr79+5A534Z8jEs8nZDAYmDp1Kp6ensybN4/CwkJWrVollwhp1qwZlpaWZGRksGvXrgo336KiIiRJYtCgQXTp0sXsn/SNjKPC5TtuS0tLGjdujKurK2vWrOG3336jQ4cO9O7dGzs7O27cuMHFixdp0qQJ0dHRKJVKEhISyM/PZ9CgQWbzilERu79PoVCg1WoZNWoUXl5eLFy4kP79+zNgwABmz55NdnY2nTp1Ijg4GFtbW3799Vfu3bvHxIkTGTt2rFzn1BxKTmk0Gt5++20OHDjA3r17uXjxIvHx8Rw5cgSdTkfLli1p2bIlmzdvJiUlhZCQkAoj6CkpKTRq1Eje6GHOyl+z27dvZ9euXSxZsoRWrVpRr149evXqxe3bt9m0aRMODg40a9YMCwsLLCwsCAgIoHPnzo+sRWludu/eze7du1m4cCFt27alefPmBAcHs3r1ajp27Ejr1q1p0qQJnTt3pm/fvoSHh/Paa69Rt25dUzfdPEnCE7ty5Yr8c1ZWljRlyhTJx8dHWrZsmfx5QkKC1KVLF6lHjx5SVlaWVFRUJC1cuFAaMWKEpNPpTNHsKq2oqEiaMGGClJKSUuHz0tJSad26dZK/v780adIkKT8/X5IkSdJqtZJarZby8/OlzZs3Sx988IEUHBwsnTt3zhTNNykRu6dXVlYmSZIkpaamSuHh4dL58+fl36WlpUkBAQHS5s2bK/xNbGys1LlzZyk8PFy6fv16hf/Oi0ytVktdu3aVxo0bJ2VmZkrFxcWSJEnSgQMHpMjISMnHx0dauHChJEmSdOjQIalz585S165dpbi4OOngwYPS/PnzpZCQECkrK8uUh2FSxcXFUkxMjHTr1i1JkiRJr9dLkiRJy5cvl3r06CEVFRVJknT/GjV69913pdDQUCk3N1eSJEkyGAyV3OqqxXj85eOwYsUKKSwsTLpz544kSZL022+/SWFhYdJHH30kSZIkXb16Vbp9+3blN1Z4KDHi+RQcHR3ln11cXGjQoAGFhYV88803FUY+ra2tOXnyJMuWLWP//v2kpaXx5ZdfyoubzZn0h4Xchw8fJjo6mrNnz9KgQQM8PDyA+2+RaNCgARYWFiQkJKDRaGjUqBHOzs6oVCqio6NZunQpzs7OzJkzR949+yITsXt6RUVFFBcXc+/ePbnAO8D58+eJj4/n1VdfpXbt2uzZs4cJEyYwZcoUBg4cSEpKCnv27CEoKIgWLVpgaWnJsWPHWL9+Pb169apwT3gRabVaxo0bh7u7OwsXLqRWrVry8oIGDRrg7+9PWVkZ33zzDTVq1CA8PJx27dpx4sQJtm/fTmpqKrdu3WLRokVm/QrC+Ph4Vq5cSVFREU2bNsXOzg5Jkjh+/DjHjh2jffv2uLm5oVQq0Wq1KJVKAgICiI6OpkmTJvLLCszZvXv35OocxtmezMxMUlNT6devn/yWsbCwMD7//HMA3nzzTS5evEhYWJiJWy+AmGp/JpydnSsknyqVilatWhEQEICPjw+enp64ubnx6aefmv16kpKSEiwtLR94rWX9+vWpVasWR44cIS0trUICZWVlhaWlJcnJyfzwww/Y29sTGhoKgK+vL6+//jrh4eEvfEIvYvf3nDlzhjlz5rBkyRL27NmDtbW1nGzn5eWxfft2AgIC+PXXX5k2bRpTpkxh6NChSJLEggULuHXrlrw2sXnz5pSVlXHp0iV69er1wq+LPXfuHAcOHGD8+PHUrl1b/tx4Lrq4uODt7U1OTg7Jycl06NCBhg0b0r9/f8LCwhgyZAgDBw7Ey8vLVIdQJbRs2ZKCggKSk5PJy8uTk08HBwdiY2MpLCykRYsWODg4yGWScnNzSU5Opn///mZb7qykpIT169ezfPlyYmJi2LhxIz/99BN169alZs2aODo6Eh8fT3Z2NitWrKBTp0589tlnGAwGCgoK2LlzJ71796ZRo0amPhQBkXg+M+WTz9WrV+Pp6Ymvry8eHh6EhITQvn17ea2nuTp9+jSffvopZWVlNGjQQE6idDodSqUSX19fHBwcSEtLIz09nfr16+Pp6QlAQUEBKpWKDz/8kN69e8sjVTY2NtjY2LzwuzpF7P6eY8eOERkZScOGDWnZsiXu7u707NlTThg9PT3Jyspi1apVHDhwgPfee4+IiAgAiouLSUhIoF27dgQGBsojLYGBgbzyyitmsblj79697N+/n7fffvuRa4CdnZ1xcnIiNjaW0NBQuUSSMTEwt7XDf2Q8b9q1a0dOTg6HDx/m5s2b+Pn5UbduXZydnYmJiaGgoIB69erh4uKCQqEgLi6OixcvMmLECLN8DaZGo2HEiBFyKa6ePXuiVqs5fvw4cXFx1K5dm3bt2uHq6kpiYiIODg5Mnz4dZ2dnJEkiKiqKo0eP8tZbb73wMxPPC5F4PkPOzs7Ur1+fX375hRs3btC5c+cKNT7NeYqksLCQDz/8kLS0NPbv309qaipXrlwhICAAGxsbOTZ+fn7Y2dmRnp5OSkoKbm5u2NnZMXfuXEpLS3nttdewsLB4oFD6i0zE7u/56aefePPNNxk9ejRTpkyhffv2dOjQ4YFRylatWnHlyhV++eUXwsLCUCqV3L17l2nTplFQUMDMmTPlzR3GjSHmkkwdO3aMM2fOMGrUqEcWLDeWiTtw4AAODg60adPGRK2teoyVE4wPiu3btycnJ4eUlBTy8vIICAggODgYR0dHYmJiOHr0KPv37+fAgQPs2LGDFStWyG8uMifGsoUNGjTg448/ZsCAATRv3pxevXrRokUL8vPz+eabb/D29ubVV1/FycmJpKQkjh8/zp49e9i/fz+7du1i5cqVNGzY0NSHI/wfkXg+I8aOyMXFhfPnz3PhwgUGDx4s73Q156QT7k/5nj17lpKSEpYvX87Vq1c5ePAgsbGx3L59G3t7e3kKr2nTpjg4OJCZmUlcXBxJSUkYDAaWL18ux9OcEicRu6dXUlLC/PnzadmyJRMmTACQi7+XlpZSUFDAoUOHuHTpEj4+PrRp04b8/Hzi4uLYuHEjGRkZWFhYsHbtWqysrORRK3O5no0JpkajYcuWLXh5eeHj4/PQ4zd+tmrVKurXr0/btm0ru7lVSklJCXv37kWpVFKtWjWUSmWFygft27fnypUrJCcnc+vWLfz9/WnTpg3t2rUjLy8PnU5HnTp1+PTTT/Hx8THhkZiGRqMhPDycVq1aMW/ePHm00pi816lTR36LU2xsLD169KBjx4506NCBvLw8DAYD3t7e/Pvf/zbL+FVlCkmSJFM34kVw8+ZNecrt008/5datW3z55ZeiTie/d17GNXKTJk0iIiKC69evExMTw6VLl0hLS+P111/H39+fPn36APc3fJw9e5aioiKGDh0ql60xh6lhIxG7v6egoIAhQ4YQGRnJwIED5WLTV69eZdWqVezZs4e8vDzg/vq7uXPn4uXlRUZGBiUlJdjb2xMYGCiPFJtb/Izy8vIYNGgQ9erV47PPPpPXapYf+ZQkiZycHKZNm8b/+3//z6xHPLVaLcOHD+fUqVOoVCqCg4NxdXWla9euNG/eHHt7e3nafOHChezcuZOOHTsyevRoXF1dKS0txdraukJxdHOi1WoZM2YMp06d4tSpU8D9hNPKyuqB7x47doyJEyfSqVMn/v3vf6NSqeRr9Y+vshaqBjHi+QxkZGQwbNgwUlNT2blzJ8nJycyaNavCInxzZnxziZWVFTdu3OCHH36gU6dOuLm50bFjR27evMmRI0coLCxk3759HDx4kGrVqlGvXj2Cg4Np3rw5FhYW6PV6s+v4Rez+nsLCQuLj47G3t6dz587cuHGDI0eOMHbsWE6ePEmrVq0YP348bdu2Zf/+/Zw/f57w8HA8PDzw9vbG3d1d/jcwxwTAyN7envr167Ny5Uru3r2Lj48P1atXrzDyqVAoiImJ4cKFCwwfPhx7e3sTtti0NBoNP/30E6Wlpbi6utKpUydOnTrFzp07iY6O5ujRo2RlZSFJEr169eL69eucP3+eq1ev0rRpU6pVqwZgtq+vVavV/Pjjj1y+fJlffvmF7t27o1QqH/paW3d3d06dOsX58+cZMmQISqWyQtzMMX5VnUg8nwGDwUBJSQnFxcV4eXnx6aefmnXJkIdRKBQolUqsra1ZtmwZQUFBNGjQgN27d/Pxxx/z+eef89ZbbxEQEEBaWhqxsbHcunWLHj16yKMq5vrkKmL39CwsLPj111/Ztm0b27ZtIzExkU2bNuHj48Obb77JlClTaNy4MQEBAajValJTU3nllVews7N7IKkyd/Xq1ZM3wBhfPdioUSMMBgOXLl0iJiaGxMREli1bhre3t6mba1I2Nja0bNmS3Nxcbt++jZeXF3PmzGHgwIF4enpia2vLvn37SEpKYsOGDRQXF3PmzBlOnjyJlZUVISEhZpt0wv34BQUFodFo2L59O7/88gs9evSQH6KN9zNjySmNRsORI0cIDw/H3t5eJJ1VnJhqf4b0er1Zd/KPa/z48fLNdfr06bz33ntERkZWuEkkJSXRs2dPsx5lehgRuyd348YNEhISyMzMxGAw0KtXL7p16yYvjTFOy82ZM4ezZ8+yevVq0WH9iUOHDvHxxx+jVqtxcXHBwsKCGjVqoNVqmTlzplnUg31cN2/eJCoqipSUFHr16sU777wj/864xnjXrl3k5+ezY8cOFAoFUVFRckUAc3f79m2WLVvGpk2b6NKlC19++SXAA0sQZs6cybFjx9iwYYO47z0HROIpVLqEhARmzZqFJElMnTpVnh4BHlhHZ65rnB5FxO7paLVaVCoVGo2mQkkaY4zu3r3LhAkTaNasGZMmTTJhS58Pubm5ZGZmcubMGQDatGkjv6ZVqCgvL48VK1aQnp5O165dmThxIvDg9Zmfn4+lpeULXxP2ST0q+TSu+SwpKeH999/Hy8uLd99916xHip8XIvEUTGLEiBGo1Wo2bdpk6qY8d0Tsnp4xOS+/KUatVjNx4kTy8/PZsGHDA78XhL/rUcmnOW9YexKPSj4BFixYwMaNG4mLizPLklPPI7HGU6hUxg797t27ZGRk4O/vj7u7u+joH4OI3d9nXAaza9cuMjMzycjIICoqijt37vDtt99WKJkk/Lk/7mgX5+Cj2dvb4+fnR25uLocPHyY3N5e2bdtWqAkrPJqtrS0BAQEUFhaSlJQkr/lcvnw5K1asYM2aNWJfxXNEJJ5CpTLeYF1dXYmNjcXGxoYOHTqIG+9jELF7Nq5cuUJkZCQHDx7k7t27NGrUiMWLF2NlZSVGoJ6A2Hz1ZMonn0eOHOHSpUu89NJLInaPqXzyuWfPHuLj4zl8+DBr164lICDA1M0TnoBIPAWTcHR0RKfTsWLFCrp06SLWhj0BEbu/p3r16vTr14+BAwcyaNAgevbsadYlp4TKY29vT9OmTcnKyuLnn3+mS5cu2NramrpZzw1j8pmbm8vNmzdZtWoVTZs2NXWzhCck1ngKJnPx4kXmzp3LkiVLxCaYJyRi92yJqWKhMuXn5yNJEjVr1jR1U55Lt2/fxmAwiPg9p0TiKZiUscMXO7CfnIidIAiC8LwRiadgcmK06emJ2AmCIAjPE5F4CoIgCIIgCJVC1AwRBEEQBEEQKoVIPAVBEARBEIRKIRJPQRAEQRAEoVKIxFMQBEEQBEGoFCLxFARBEARBECqFSDwFQRAEQRCESiEST0EQBEEQBKFSiMRTEARBEARBqBT/H1r3OGH+3AtaAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ap2 = [ mpf.make_addplot(df['UpperB'],color='g',panel=1),\n", + " mpf.make_addplot(df['LowerB'],color='b',panel=1),\n", + " ]\n", + "mpf.plot(df,type='candle',volume=True,main_panel=2,volume_panel=0,addplot=ap2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "As was mentioned previously,
    the default for panel_ratios is that all panels are the same height *except* the main panel which is 2.5 times the height of the others.
    **For the above example, this is equivalent to:**\n", + "\n", + "1. specifying **` panel_ratios=(2,2,5) `
    **(panel ID's 0 and 1 are each 2/5 the size of panel 2, and panel 2 is 5/2 times as high as each of the other two panels)

    \n", + "\n", + "2. or specifying **` panel_ratios=(5,2) `**
    (main panel 5/2 times as high as the other panels, and all other panels 2/5 as high as the main panel),
    \n", + "\n", + "\n", + "Both of the above `panel_ratios` specifications have the same effect, and both are equivalent to the default. Note carefully that the first specification requires that we have in mind that the main panel will be on the bottom. But the second specification does not. The second specification however requires that all panels, other than the main panel, be the same size (a typical practice). However if we want any panels *other than* the main panel to differ in size from each other, then we must use the first specification providing a ratio number for every panel in use.\n", + "\n", + "For example:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,type='candle',volume=True,main_panel=2,volume_panel=0,\n", + " addplot=ap2,panel_ratios=(4,3,3))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,type='candle',volume=True,main_panel=2,volume_panel=0,\n", + " addplot=ap2,panel_ratios=(4,1.5,5))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "---\n", + "\n", + "Notice that in all of the above examples, mplfinance automatically determined ***how many*** panels we needed based on our specification of panel ID's. This automatic determination however requires that we do *not* skip any panel ID's. If we do, mplfinance will raise an exception:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "inferred panel list is missing panels: [2]", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmpf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'candle'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mvolume\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mmain_panel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mvolume_panel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0maddplot\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0map2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/code/mplfinance/src/mplfinance/plotting.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(data, **kwargs)\u001b[0m\n\u001b[1;32m 279\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Request for volume, but NO volume data.'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 280\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 281\u001b[0;31m \u001b[0mpanels\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_build_panels\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 282\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 283\u001b[0m \u001b[0mvolumeAxes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpanels\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mat\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mconfig\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'volume_panel'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'axes'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'volume'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mTrue\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/code/mplfinance/src/mplfinance/_panels.py\u001b[0m in \u001b[0;36m_build_panels\u001b[0;34m(figure, config)\u001b[0m\n\u001b[1;32m 99\u001b[0m \u001b[0mmissing\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mm\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mm\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpset\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mm\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mpset\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 100\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmissing\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 101\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'inferred panel list is missing panels: '\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmissing\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 102\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 103\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: inferred panel list is missing panels: [2]" + ] + }, + { + "data": { + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,type='candle',volume=True,main_panel=3,volume_panel=0,addplot=ap2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "We can override this behavior by ***explicitly*** setting the number of panels, ***however*** the panel for the ID that was skipped will be empty of any plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,type='candle',volume=True,main_panel=3,volume_panel=0,addplot=ap2,num_panels=4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Finally, we demonstate using these features to create a **MACD** plot (**M**oving **A**verage **C**onvergence **D**ivergence)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "- First use Pandas to calculate the 12 period and 26 period exponential moving averages:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "exp12 = df['Close'].ewm(span=12, adjust=False).mean()\n", + "exp26 = df['Close'].ewm(span=26, adjust=False).mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "* The MACD Line is defined as the difference between these two moving averages:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "macd = exp12 - exp26" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "* The MACD Signal is defined as the 9 period exponential moving average of the MACD Line:

    \n", + "* We also calculate the difference between the MACD Line and the MACD Signal which we will plot as a histogram:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "signal = macd.ewm(span=9, adjust=False).mean()\n", + "histogram = macd - signal" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### Now create our MACD plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [mpf.make_addplot(exp12,color='lime'),\n", + " mpf.make_addplot(exp26,color='c'),\n", + " mpf.make_addplot(histogram,type='bar',width=0.7,panel=1,\n", + " color='dimgray',alpha=1,secondary_y=False),\n", + " mpf.make_addplot(macd,panel=1,color='fuchsia',secondary_y=True),\n", + " mpf.make_addplot(signal,panel=1,color='b',secondary_y=True),\n", + " ]\n", + "\n", + "mpf.plot(df,type='candle',addplot=apds,figscale=1.1,figratio=(8,5),title='\\nMACD',\n", + " style='blueskies',volume=True,volume_panel=2,panel_ratios=(6,3,2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "- Just for fun, the same plot in a different style:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s = mpf.make_mpf_style(base_mpf_style='classic',rc={'figure.facecolor':'lightgray'})\n", + "\n", + "mpf.plot(df,type='candle',addplot=apds,figscale=1.1,figratio=(8,5),title='\\nMACD',\n", + " style=s,volume=True,volume_panel=2,panel_ratios=(6,3,2))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/plot_customizations.ipynb b/examples/plot_customizations.ipynb new file mode 100644 index 00000000..e51b45a8 --- /dev/null +++ b/examples/plot_customizations.ipynb @@ -0,0 +1,782 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# mplfinance plot customizations\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### In this notebook, we demonstrate the use of various keyword arguments to customize:\n", + "- figure size and aspect ratio\n", + "- display of non-trading periods (weekends, holidays, after hours trading)\n", + "- figure title\n", + "- y-axis label\n", + "- x-axis datetime format\n", + "- x-axis labels rotation\n", + "- line color for line plot\n", + "- tight_layout\n", + "- fill_between" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read in daily data for the S&P 500 from November of 2019 " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20, 5)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2019-11-27 3145.49 3154.26 3143.41 3153.63 421853938\n", + "2019-11-29 3147.18 3150.30 3139.34 3140.98 286602291" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily = pd.read_csv('data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n", + "daily.index.name = 'Date'\n", + "daily.shape\n", + "daily.head(2)\n", + "daily.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.9b3'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "- `figscale` is used to scale the size fo the figure up or down.\n", + "\n", + "- `figscale=1.0` means that the _height_ of the plot will be the default height (see below);
         the width of the plot will depend upon the aspect ratio.\n", + "\n", + "- `figratio` modifies the aspect ratio of the plot.\n", + " - specify a tuple (width,height) for `figratio`.\n", + " \n", + "- `figscale` and `figratio` may be used independently (they do _not_ need to be specified together)\n", + "\n", + "- If not specified, the default values (as of June 2020) are:\n", + " - `figscale = 1.0`\n", + " - `figratio = (8.00,5.75)`\n", + "\n", + "(one may also specify simply `figsize` which _overrides both_ `figscale` and `figratio`
    specifying explicitly, at the same time, both the size and aspect ratio of the figure.)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily)\n", + "mpf.plot(daily,figratio=(18,10))\n", + "mpf.plot(daily,figratio=(18,10),figscale=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Displaying non-trading periods\n", + "\n", + "---\n", + "\n", + "- Some users like to see gaps in the plot created by non-trading periods (days or, for intraday data, hours)\n", + "- Non-trading periods can be displayed using the **` show_nontrading `** kwarg.\n", + "- In the example below, these gaps make it easy to visualize weekend and the U.S. Thanksgiving Holiday.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='candle',volume=True,figscale=0.9)\n", + "mpf.plot(daily,type='candle',volume=True,figscale=0.9,show_nontrading=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "---\n", + "\n", + "#### Setting the Figure Title, the Y-axis Label, and the X-axis Label:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='candle',volume=True,\n", + " title='\\nS&P 500, Nov 2019',\n", + " ylabel='OHLC Candles',\n", + " ylabel_lower='Shares\\nTraded',\n", + " xlabel='DATE')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Setting the x-axis datetime format and x-axis labels rotation:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,figscale=0.65)\n", + "mpf.plot(daily,figscale=0.65,xrotation=20)\n", + "mpf.plot(daily,figscale=0.65,datetime_format=' %A, %d-%m-%Y')\n", + "mpf.plot(daily,figscale=0.65,datetime_format=' %A, %d-%m-%Y',xrotation=90)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Setting linecolor for a line plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily, type='line', linecolor='#00ff00')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### tight layout:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,volume=True,figscale=0.75,mav=(3,6))\n", + "mpf.plot(daily,volume=True,figscale=0.75,mav=(3,6),tight_layout=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### fill_between\n", + "\n", + "#### Usage:\n", + "- `fill_between=y1` \n", + " - `y1` is a single y value, or a series of y values the same length as your data frame.\n", + "- `fill_between=dict(y1=value(s),y2=0,where=None,**kwargs)`\n", + " - `y2` defaults to 0, and is a single value, or series of values the same length as your data frame.\n", + " - `where` is a boolean series the same length as your data frame.\n", + " - `kwargs` are any additional kwargs accepted by matplotlib `Axes.fill_between()`.\n", + " \n", + "\n", + "#### Note that \n", + "`mpf.plot()` kwarg `fill_between=` is similar to matplotlib method [`Axes.fill_between()`](https://matplotlib.org/api/_as_gen/matplotlib.axes.Axes.fill_between.html)
    **except** you **do** ***NOT*** specify the x-axis (**rather the x-axis is assumed to be the datetime index of your dataframe**)\n", + "\n", + "#### Examples:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "A single y-value or series **assumes** we fill between ZERO and that single y-value or series.\n", + "\n", + "Therefore, scale down the data, close to zero, so that we can demonstrate specifying\n", + "a single y-value, or single y-series for fill_between:\n", + "\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print('''\n", + "\n", + "A single y-value or series **assumes** we fill between ZERO and that single y-value or series.\n", + "\n", + "Therefore, scale down the data, close to zero, so that we can demonstrate specifying\n", + "a single y-value, or single y-series for fill_between:\n", + "\n", + "''')\n", + "scaled_down_data = (daily/3000)-1.0\n", + "\n", + "mpf.plot(scaled_down_data,figscale=0.7)\n", + "mpf.plot(scaled_down_data,figscale=0.7,fill_between=0.03)\n", + "mpf.plot(scaled_down_data,figscale=0.7,fill_between=scaled_down_data['Close'].values)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "Use a dict to specify two y values or series (y1 and y2) for fill between:\n", + "\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print('''\n", + "\n", + "Use a dict to specify two y values or series (y1 and y2) for fill between:\n", + "\n", + "''')\n", + "\n", + "mpf.plot(daily,figscale=0.7,fill_between=dict(y1=3090,y2=3120))\n", + "mpf.plot(daily,figscale=0.7,fill_between=dict(y1=3100,y2=daily['Close'].values))\n", + "mpf.plot(daily,figscale=0.7,fill_between=dict(y1=daily['Low'].values,y2=daily['High'].values))" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "Use a dict to specify other attributes (kwargs) for fill_between:\n", + "\n", + "To demonstrate use of the `where` kwarg to display a holding period,\n", + "we convert the datetime index into a dataframe, and use that to generate a boolean array:\n", + "\n", + "where_values = pd.notnull(dates_df[ (dates_df>=buy_date) & (dates_df <= sell_date) ])['Date'].values\n", + "\n", + "\n" + ] + }, + { + "data": { + "image/png": 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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "daily.index.name = 'Date'\n", + "daily.shape\n", + "daily.head(2)\n", + "daily.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.10b0'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Create a price-movement plot\n", + "There are two different types of price movement plots that can be created with the `plot()` function, Renko (`type='renko'`) and Point & Figure (`type='pf'`).\n", + "\n", + "### For `type='renko'`, you may specify arguments in `renko_params`:\n", + "\n", + "- **`brick_size`**\n", + " - Can be either an integer/float or 'atr'\n", + " - By specifying an integer or float you are setting each brick/box to be that value\n", + " - Setting `brick_size='atr'` means the `brick_size` will be set to the Average True Value over the specified `atr_length`\n", + " - `brick_size=2` means for a renko brick to be created the price must move at least a value of 2.\n", + " - Default if no `brick_size` is specified is 'atr'\n", + "- **`atr_length`**\n", + " - Can be either an integer or 'total'\n", + " - Represents the time period over which to calculate the Average True Value\n", + " - if `atr_length='total'` then ATR will be calculated over the entire dataset\n", + " - If `brick_size` is not 'atr' then setting `atr_length` has no effect on the plot\n", + " - Default if no `atr_length` is specified is 14\n", + "\n", + "### For `type='pnf'`, you may specify arguments in `pointnfig_params`:\n", + "\n", + "- **`box_size`**\n", + " - Can be either an integer/float or 'atr'\n", + " - By specifying an integer or float you are setting each brick/box to be that value\n", + " - Setting `box_size='atr'` means the `box_size` will be set to the Average True Value over the specified `atr_length`\n", + " - `box_size=2` means for a X or an O to be created the price must move at least a value of 2.\n", + " - Default if no `box_size` is specified is 'atr'\n", + "- **`atr_length`**\n", + " - Integer representing the time period over which to calculate the Average True Value\n", + " - If `box_size` is not 'atr' then setting `atr_length` has no effect on the plot\n", + " - Default if no `atr_length` is specified is 14\n", + "- **`reversal`**\n", + " - Integer representing the number of boxes needed in the opposite direction to start a new trend\n", + " - Default if no `reversal` is specified is 1\n", + "\n", + "Note: `renko_params` and `pointnfig_params` must be passed in as a `dict`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### We can create a simple renko chart by setting the `type='renko'` \n", + " - This example uses the default values for `brick_size` ('atr') and `atr_length` (14). This means the outputted plot sets the `brick_size` to the Average True Range over the last 14 datapoints." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='renko')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### We can also create a simple Point and Figure chart by setting the `type='pnf'` or alternatively `type='p&f'` or `type='pointnfigure'`" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='pnf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### We can see how price movement plots eliminate noise compared to a line plot of the same data" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily, type='line')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### We can adjust the brick size for the Renko charts by specifying integer or float values\n", + "- Notice how the distance between each date varies" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='renko',renko_params=dict(brick_size=4))\n", + "mpf.plot(daily,type='renko',renko_params=dict(brick_size=1.5))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Similarly, we can also see this difference with the Point and Figure charts\n", + "- Notice how the arguments differ" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='pnf',pnf_params=dict(box_size=4))\n", + "mpf.plot(daily,type='pnf',pnf_params=dict(box_size=1.5))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### By default, when `brick_size='atr'` and `box_size='atr'`, the atr_length is 14, but we can change this by specifying `atr_length`" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='renko',renko_params=dict(brick_size='atr', atr_length=2))\n", + "mpf.plot(daily,type='pnf',pnf_params=dict(box_size='atr', atr_length=2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### In addition to `brick_size` and `atr_length` we can also specify the `reversal` value to change the number of boxes needed to create a new trend" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='pnf',pnf_params=dict(box_size='atr', atr_length=2, reversal=2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## ----------------------------------------------------------\n", + "# Using other plot functionalities with price movement charts\n", + "\n", + "- Passing in data to the `addplot` argument will have no impact on the outputed plot as this feature is not supported\n", + "- It is also possible to customize the colors of price movement plots, show volume, and the moving average (mav)." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# First we set the kwargs that we will use for the style examples:\n", + "renko_kwargs = dict(type='renko',mav=(8,20,30), volume=True,figratio=(10,8),figscale=0.75)\n", + "pnf_kwargs = dict(type='pnf',mav=(4,6,8), volume=True,figratio=(10,8),figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,**pnf_kwargs,style='starsandstripes')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "- for Renko charts within `marketcolors` one can specify colors for the `edges` and `up` and `down` brick colors.\n", + "- for Point & Figure plots within `marketcolors` one can specify colors for the `up` Xs and the `down` Os.\n", + "\n", + "for example:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mc = mpf.make_marketcolors(up='g',down='r',\n", + " edge='black',\n", + " volume='gray')\n", + "s = mpf.make_mpf_style(marketcolors=mc)\n", + "\n", + "mc2 = mpf.make_marketcolors(up='gray',down='r',\n", + " volume='black')\n", + "s2 = mpf.make_mpf_style(marketcolors=mc2)\n", + "\n", + "mpf.plot(daily,**renko_kwargs,style=s)\n", + "mpf.plot(daily,**pnf_kwargs, style=s2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.10" + }, + "metadata": { + "interpreter": { + "hash": "8ecd6f5902954c85e2c5f64adab8e68ffc9f9adb663632e05245b069694d0b62" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/resample10years.ipynb b/examples/resample10years.ipynb new file mode 100644 index 00000000..aff7e086 --- /dev/null +++ b/examples/resample10years.ipynb @@ -0,0 +1,364 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Resampling 10 Years of Daily Data\n", + "\n", + "---\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(2335, 6)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolume
    Date
    1995-01-033.9765634.0009753.9375003.9843752.66986141721600
    1995-01-044.0000004.0234383.9531253.9765632.66462541865600
    1995-01-053.9843754.0625003.9765634.0078132.68556660480000
    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "1995-01-03 3.976563 4.000975 3.937500 3.984375 2.669861 41721600\n", + "1995-01-04 4.000000 4.023438 3.953125 3.976563 2.664625 41865600\n", + "1995-01-05 3.984375 4.062500 3.976563 4.007813 2.685566 60480000" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    OpenHighLowCloseAdj CloseVolume
    Date
    2004-04-0628.2528.45000128.04000128.27000019.36867570147800
    2004-04-0728.0828.12999927.48000027.62000118.92334272680200
    2004-04-0828.0828.13999927.20000127.37000118.75205871791400
    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2004-04-06 28.25 28.450001 28.040001 28.270000 19.368675 70147800\n", + "2004-04-07 28.08 28.129999 27.480000 27.620001 18.923342 72680200\n", + "2004-04-08 28.08 28.139999 27.200001 27.370001 18.752058 71791400" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('data/yahoofinance-INTC-19950101-20040412.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(3)\n", + "df.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### We can, of course, plot a basic ohlc or candlestick plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.7a4'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__\n", + "mpf.plot(df,volume=True,type='candle')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "aggregation = {'Open' :'first',\n", + " 'High' :'max',\n", + " 'Low' :'min',\n", + " 'Close' :'last',\n", + " 'Volume':'sum'}\n", + "dfw = df.resample('1W').agg(aggregation)\n", + "dfm = df.resample('1M').agg(aggregation)\n", + "dfq = df.resample('1Q').agg(aggregation)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "kwargs=dict(volume=True,type='candle',tight_layout=True)\n", + "mpf.plot(df,**kwargs,title='\\nINTC Daily ')\n", + "mpf.plot(dfw,**kwargs,title='\\nINTC Weekly ')\n", + "mpf.plot(dfm,**kwargs,title='\\nINTC Monthly ')\n", + "mpf.plot(dfq,**kwargs,title='\\nINTC Quarterly ')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/savefig.ipynb b/examples/savefig.ipynb new file mode 100644 index 00000000..6ca20160 --- /dev/null +++ b/examples/savefig.ipynb @@ -0,0 +1,402 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pandas version: 1.1.2\n", + "mplfinance version: 0.12.7a14\n" + ] + } + ], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "import mplfinance as mpf\n", + "import io\n", + "print('pandas version:',pd.__version__)\n", + "print('mplfinance version:',mpf.__version__)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Saving your plot to a file (or to an io buffer):\n", + "\n", + "- `mplfinance.plot()` allows you to save your plot to a file, or io-buffer, using the `savefig` keyword.\n", + "- The value of `savefig` may be a `str`, `dict`, `io.ByteIO` object, or `pathlib.Path` object. \n", + " - If the value is a `str` then it is assumed to be the file name to which to save the figure/plot.\n", + " - If the value is an `io.ByteIO` object, then the figure will be saved to the io buffer object. This avoids interaction with disk, and can also be useful when mplfinance is behind a web server (so that requests for an image file can be serviced without going to disk).\n", + " - Using a `pathlib.Path` object (or anything using the `os.PathLike` interface) helps with path manpulation and cross-platform path management.\n", + "\n", + "If the file extension is one of those recognized by `matplotlib.pyplot.savefig()` then the file type will be inferred from the extension, for example: `.pdf`, `.svg`, `.png`, `.jpg` ...\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "%%capture \n", + "## cell magic function `%%capture` blocks jupyter notebook output,\n", + "## which is not needed here since the plot is saved to a file anyway:\n", + "mpf.plot(df,type='candle',volume=True,savefig='testsave.png')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### We can use IPython.display.Image to display the image file here in the notebook:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import IPython.display as IPydisplay" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-rw-r--r-- 1 dino dino 24821 Apr 18 22:49 \u001b[0m\u001b[01;35mtestsave.png\u001b[0m\r\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%ls -l testsave.png\n", + "IPydisplay.Image(filename='testsave.png')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### We can use io to save the plot as a byte buffer:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture \n", + "## cell magic function `%%capture` blocks jupyter notebook output, \n", + "## which is not needed here, since the plot is saved to the io-buffer anyway:\n", + "buf = io.BytesIO()\n", + "mpf.plot(df,type='candle',volume=True,savefig=buf)\n", + "buf.seek(0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### We can use Ipython.display.Image to display the image in the ioBytes buffer:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "IPydisplay.Image(buf.read())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### We can use `pathlib.Path` objects as output filenames:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pathlib\n", + "ourpath = pathlib.Path(\"/tmp\") / \"ourfigure.png\"\n", + "mpf.plot(df, type='candle', volume=True, mav=(3, 7, 13), savefig=ourpath)\n", + "IPydisplay.Image(ourpath)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Specifying image attributes with `savefig`\n", + "\n", + "We can control various attributes of the saved figure/plot by passing a `dict`ionary as the value for the `savefig` keyword.\n", + "\n", + "The dictionary **must** contain the keyword `fname` for the file name to be saved, **and *may* contain any of the other keywords accepted by [`matplotlib.pyplot.savefig()`](https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.pyplot.savefig.html)** (for example: dpi, facecolor, edgecolor, orientation, format, metadata, quality)\n", + "\n", + "When creating the `dict`, I recommend using the `dict()` constructor so that that `keyword=` syntax may be used and thereby more closely resemble calling:\n", + "**[`matplotlib.pyplot.savefig()`](https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.pyplot.savefig.html)**\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "## %%capture blocks jupyter notebook output; plots are saved to files anyway:\n", + "save = dict(fname='tsave30.jpg',dpi=30,pad_inches=0.25)\n", + "mpf.plot(df,volume=True,savefig=save)\n", + "mpf.plot(df,volume=True,savefig=dict(fname='tsave100.jpg',dpi=100,pad_inches=0.25))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-rw-r--r-- 1 dino dino 11280 Apr 18 22:49 \u001b[0m\u001b[01;35mtsave30.jpg\u001b[0m\n", + "-rw-r--r-- 1 dino dino 54741 Apr 18 22:49 \u001b[0m\u001b[01;35mtsave100.jpg\u001b[0m\n" + ] + }, + { + "data": { + "image/jpeg": 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+ "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/jpeg": 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+ "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%ls -l tsave30.jpg\n", + "%ls -l tsave100.jpg\n", + "IPydisplay.Image(filename='tsave30.jpg')\n", + "IPydisplay.Image(filename='tsave100.jpg')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Specifying image attributes (via `savefig`) dict also works with an io.BytesIO buffer:\n", + "- Just assign the io-buffer to the `fname` key in the savefig dict" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "buf30dpi = io.BytesIO()\n", + "buf100dpi = io.BytesIO()\n", + "mpf.plot(df,volume=True,savefig=dict(fname=buf30dpi ,dpi=30 ,pad_inches=0.25))\n", + "mpf.plot(df,volume=True,savefig=dict(fname=buf100dpi,dpi=100,pad_inches=0.25))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Use Ipython.display.Image to display the buffer contents:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "_ = buf30dpi.seek(0)\n", + "IPydisplay.Image(buf30dpi.read())" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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seWVMptIvd1VWuzsfA2qGnnufi3v9r68PKTCw8vEZdfmduPh7HfV3sbrb5He7lKOf60b0HDVjZM9RewQQNzF27FiNGDFCaWlpeu2115SRkaGFCxfK19e3RtvJy8vTgw8+qP/85z9asmSJmjRpUufaYqNCKwQXdxQbFersEmAweu49LBZ/+79/0zbKIX+zLt6Ho/4uXryPEydOVLkPT/ibXJ8c9Vw3oueoHSN6jtojgLiJsLAwhYWFqV27doqNjbVPoztkyJBqb+PkyZMaN26csrOztXz58nKXcDVq1EhSaUC5eOaWsjMfISEhVW4341iOzObCmh6SyzCZSv9QZRzLqXJgKjwLPfc+VqvF/u8jx3MUGFj/f7Mu3oej/i5evI+TZwtlLqxiHzk59b5vd+To57oRPUfNGNlz1B4BxIVlZ2drz549SkhIUHh4uP3x9u1Lr/s9fPhwtbeVk5Oje+65RzabTStXrlRUVFS55XFxcZKkn376Sc2bN7c/XjY2pF27dlVu22aTR7yJ85TjQPXRc+9xcZ8d1XdP2cfF42X2H8z0iAHt7twP1I4RPUftcSNCF3bhwgWlpKToo48+Kvf4gQMHJKnCwPKq2Gw2PfrooyoqKtLy5csrhA9J6t69uxo1aqStW7eWe3zLli0KDQ1V165da3UMAOBJrFbLJb6qnpUKAPArzoC4sMjISN16662aP3++wsLClJCQoKysLE2bNk3h4eEaNGjQf+e0L33Ry8/PV0lJiU6dOiVJatiwoRo1aqT169fr888/1xtvvFFueZnw8HAFBATooYce0qxZs9S+fXslJCTo888/11//+ldNmjRJ/v5c8wgAnjaTFi7vUpfcEDqB2iGAuLipU6eqefPmmjdvnk6cOKFmzZqpe/fuSklJUUhIiObOnavXX3+93PeU3dl8xIgRmj59unbu3ClJevjhhyvdx8GDByVJY8aMkY+Pj15//XX9/PPPioqK0qRJk5SUlOTAIwQAwHUROoH6Z7LZuJoNNWexWOxT9Lr7NcImkxTXMlTpWQxI9hb03PtcPK7hm0OZCgys3d+sy30aXnZvDkf9XTRifIYnjQGpj+d6u5jLzxbJfVdch6P/vl/8/MjLy2Pms1riDAgAANXkzm/GUTv7D2Y6uwTA4xBAAAAAqkDoBOofs2ABAAAAMAwBBAAAAIBhuAQLAAAvw9SyAJyJAAIAgJdhalkAzsQlWAAAAAAMwxkQAAC8zKWmlr34fiYA4AgEEAAAvAxTywJwJgIIAABuwmwO4q7bANweY0AAAAAAGIYAAgAAPI7ValHb6CYymUyXnHYYgPG4BAsAALgl7mcCuCcCCAAA9YDxGcbjfiaAe+ISLAAAAACG4QwIAABwS9W9n4nVapXNVvV2mJYYMBYBpJ5t2LBBa9eu1ffff68zZ87oq6++kiS9/PLLeuihhxQWFubcAgEA8BDVDQ7Xdr30jRW5dA4wFgGknhQUFOiRRx7Rjh07JEk2m00mk0lS6Scvy5cv1+7du/Xuu+8qNDTUiZUCAAAAzkMAqScLFy7U9u3bJUlt27bVjz/+qOLiYklSXl6efH19lZGRoTfffFNPPvmkM0sFAMCprFaLfQD5/oOZDr8E6vOvDikw0OzQfQCoPgah15O1a9fKZDIpNTVV69atU3BwsH1Z8+bN9dZbb8lms2nz5s1OrBIAAO9jNptlNgdV+QXAWJwBqSfHjh1TgwYNNGzYsEqXX3vttQoMDNSJEycMrgwAgNq51L00LvfGnXt0AKgKAaSemM1mnTt3TqdPn1bTpk0rLD9w4IDOnz+vxo0bO6E6APB8vOGtf2WzSFXmcgO3uUcHgKoQQOpJ165dtX37dt13330aPXq0ioqKJEmffvqpDh48qGXLlslkMqlTp05OrhQAPBNveAHAPRBA6klycrJ27NihtLQ0Pf300/bHH3jgAUmls2L5+Pho7NixzioRAIAa2bPvkMzm2g3eru49OgB4HwJIPUlISNCrr76qqVOnVnqqPzAwUM8//7x69erlhOoAwPPxhrf+lQ3ert33MrgbQOUIIPVo2LBhSkxM1ObNm3Xo0CFZLBYFBwcrPj5e/fv3Z/wHADgQb3gBwD0QQOpZSEiIbrvtNmeXAQAAALgk7gNSj86fP68///nPmjdvXrnHk5OT9corr+jcuXNOqgwAAABwDQSQemKxWJSUlKQFCxbo+PHj5Zb98ssvWr58uZKSkpgKEgAAAF6NAFJPlixZorS0NNlsNgUGBpZbFhERIZvNph9++EGLFi1yUoUAAACA8xFA6snGjRtlMpn0wgsv6Nlnny23bMGCBXrxxRdls9n0j3/8w0kVAgAAAM5HAKknmZmZatCggZKSkipdPnLkSAUEBOjYsWMGVwYAMJuDdDjzjGw2G7NlAYCTMQtWPQkICNC5c+eUlZWlli1bVliekZGhgoIChYSEOKE6AABc0+XGRhIYAc9DAKknnTp10s6dOzVmzBglJyfrqquuUnBwsM6ePav9+/dr8eLFMplMuuqqq5xdKgAALuNyN4j84egZgyoBYBQCSD259957tWvXLv3000968cUXKyy32WwymUwaPXq0E6oDAAAAXAMBpJ707t1bzz//vKZPn67CwsIKy319ffX444+rX79+xhcHAICL2rPvkMxms7PLAGAgAkg9SkpKUmJiotauXavvvvtOeXl5MpvN6tChg4YOHao2bdo4u0QAHsJqtahzfLQkaf/BTK6Th9sym838/gJehgBSz6KionT//ffX2/ZKSkr09ttva9WqVfrpp58UGBionj17auLEieUGu+/evVtPPfWUJGnXrl0VtvPzzz9r+vTp2rVrly5cuKCOHTvqqaeeUrdu3ezrFBQUaNasWVq3bp2ys7MVExOj5ORk3XbbbfV2PAAAAPBuBJBaOnbsmHx9fRUREWH/f3VFRUVVe93U1FS9//77mjJliq6++mr99NNPmjx5skaNGqUNGzbI19dXc+fO1ZIlS9SsWTPl5+dX2EZBQYHuvfdemc1mLV68WA0aNNA777yjMWPGaM2aNYqJiZEkTZ48Wdu2bdO0adPUtm1bffLJJ3r++ecVGBioIUOGVLtmAAAAoCoEkFrq37+/wsLCtHv3bvv/TSbTZb/PZDIpLS2tWvsoKirSpk2blJycrGHDhkmSYmJiNH78eE2cOFEHDx5UgwYNtGbNGi1fvlwrVqzQjh07Kmxn/fr1Sk9P14YNGxQXFydJmjp1qnbu3KlFixbppZdeUlZWllavXq2pU6eqf//+kqTRo0fr66+/1uzZswkgAAAAqBcEkDqw2WyX/H9d+fn5adu2bRUe9/EpvX+kv7+/IiIitGrVKoWGhla5nR07dqh169b28FG27euuu07bt2+XVHrZls1mqzBIvk+fPlq3bp2OHj1qP1MCAAAA1BYBpJaGDx+u4ODgcv+vzhmQukpLS9O8efOUmJioDh06VOt7MjIyKg0PrVu31qpVq3T+/HllZGQoICDAfklZmVatWkmS0tPTCSAAAACoMwJILU2fPv2S/69vM2bM0NKlS1VcXKykpCQ9/fTT1f5ei8Wi6OjoCo+XBajc3Fzl5eUpKKjiLCQXr1MVk6n0y12V1e7Ox4Ca8YSeX1y7uz8HjeIJfTeCEb9bnrIPuB5HP8/5PaofBJB6UFhYqLFjx8rHx0eLFy+Wr69vve9j7NixGjFihNLS0vTaa68pIyNDCxcudMi+aio2KrTS8OJuYqNCnV0CDObOPbdY/O3/9pTnoFHcue9GMOJ3y+h9tInkOeJtHPU8v/j3CrVHAKkH/v7+OnjwoC5cuOCwQBAWFqawsDC1a9dOsbGxuv3227Vx48ZqDQ5v1KiRLBZLhcdzc3NlMpkUEhJyyXUkKSQkpMrtZxzLkdlc8eaL7sJkKv1DlXEsR/U8jAcuyhN6brX++nx19+egUTyh70Yw4nfL6H0cOZ6jwECeI97A0c/zi3+vUHsEkHoyaNAgrVy5Ups3b9Zvf/vbetlmdna29uzZo4SEBIWHh9sfb9++vSTp8OHD1dpOXFyc9u7dW+HxI0eOqGXLlmrYsKHi4uJUUFCg48ePKzIystw6ktSuXbsqt2+zySNezD3lOFB97tzzi+t25+NwBn5el2bE75YR+wgMDNLhzDOKaxmq9CxCp7cx4ncXtUcAqSe/+93vdObMGT3++ONKTExUly5d1KRJE/uMVRcbPnx4tbZ54cIFpaSk6Mknn9S4cePsjx84cECSKgwYr0q/fv3097//XT/88IM9SBQUFGjHjh32Myg33HCDfHx8tHXrViUlJdm/d8uWLYqPj6/RvUsAAACAqhBA6sndd98tqXQq3s2bN2vz5s2VrmcymaodQCIjI3Xrrbdq/vz5CgsLU0JCgrKysjRt2jSFh4dr0KBBslgsslqtkqT8/HyVlJTo1KlTkqSGDRuqUaNGuummm3TllVdq4sSJmjJlioKDg/XGG2+osLBQycnJkkrDzMiRIzVnzhxFRkYqPj5e69ev17Zt2zR//vw6/nQAAACAUgSQenLxPUDq834gU6dOVfPmzTVv3jydOHFCzZo1U/fu3ZWSkqKQkBDNnTtXr7/+ernvuf766yVJI0aM0PTp0+Xn56c333xTr776qsaOHauCggJ169ZNy5YtU4sWLezfN2nSJAUHB2vKlCnKzs5WbGysZs2apcTExHo7HgDuw2q1qHN86Qx6+w9mymyu/0G8RuwDAOBaCCD15NVXX3XIdgMCApSSkqKUlJRKl48fP17jx4+/7HaaNWummTNnXnIdPz+/S+4LcDTejAIA4PkIIPXg3//+tzIyMpSbm6uWLVvq5ptvLjeQGwBweWWXk1aFQAoAnoEAUkcvvPCC/va3v5V7bPbs2XrxxRf1+9//3klVAYD76dmt/SWX/3D0jEGVAAAcqeIUTai2jz/+WB988IFsNlu5r8LCQk2ZMkX79+93dokAAACAS+EMSB188MEHkqSoqCjdf//9ioyM1MGDB/Xmm2/q3Llzevfdd9W5c2cnVwkA7mHPvkMym83OLgMA4GAEkDo4cOCATCaT5syZo44dO0qS+vTpo7Zt2+qhhx7St99+6+QKAcB9mM1mxnkAgBfgEqw6OHfunBo2bGgPH2Wuu+46SdKZM1yvDAAAAFyMMyB1YLPZ1LBhwwqPlz1WUlJidEkA4BDMUAUAqC8EEADAZTFDFeqT2RzE7wzgxQggdVRUVKQvvvii0rufV7UsISHBqPIAAAAAl0IAqaO8vDzdfffdFR43mUyVLjOZTEpLSzOqPABVsFgsslotquSzAzsuK/oVM1QBAOoLAaSOKjvzAcB1Wa0WdY6Prta6XCLyK2aoAgDUFwJIHYwYMcLZJQAAAABuhQBSB6+++qqzSwBQB59/dUiBge5/WREzVAEA3AkBBIDXMpvNCgx0/zfnzFAFAHAnBBAAgMNZrZYqHr/02RsAgOchgACAm3OHGaqqO/Afzsc9OgA4GgEEANwcM1QBANwJAQQA4HD7D2ZW+rjVar3sGBYAgGchgACAC/OUsROcoQEAlCGAAIALY+wEAMDT+Di7AAAAAADegzMgAODCGDsBAPA0BBAAqGdWq8V+6dT+g5l1Gv/A2AkAgKfhEiwAAAAAhuEMCABDVTWrU+ky95rZqToud0yc4QAAeBsCCABDedusTpcbp8EdpwEA3oZLsAAAAAAYhjMgAAxV1axOkmfO7LRn3yGZzWZnlwEAgMsggAAwVHXHPHjK2Amz2ew2tQIAYAQCCACXxNgJAAA8E2NAAAezWi1qF9NE7WKaXHIGKAAAAG/AGRAALomxE8apKhh74rTIAADnI4AAcEmMnbg0szmo3i5D87apkQEAzsUlWAAAAAAMwxkQwANYrRb7p9j7D2Zy5gA1UtXUyJ44LTIAwPkIIADg5ZwZWOvzUjIAgHvgEiwAAAAAhiGAAAAAADAMAcTFlZSU6K233tLQoUPVuXNnXXvttZowYYKysrLs63zxxRdKSkpSly5d1KNHDz322GM6ceJEue0cOnRIDz74oHr37q2OHTtq2LBhWr9+fbl1CgoKlJqaqj59+qhjx44aPHiwPvzwQ0OOE6hPVqvlEl9MLQsAgDMxBsTFpaam6v3339eUKVN09dVX66efftLkyZM1atQobdiwQZmZmRo7dqwGDx6sP/7xjzpz5oxSU1OVnJysVatWyd/fXydOnNDdd9+tzp07a9GiRQoMDNS6deuUkpIiX19fDRw4UJI0efJkbdu2TdOmTVPbtm31ySef6Pnnn1dgYKCGDBni5J8EUH1MKwsAgOviDIgLKyoq0qZNm5ScnKxhw4YpJiZGvXv31vjx45WZmamDBw9q0aJFatKkiV5++WXFxcWpe/fumj59ug4dOqSNGzdKkrZu3aqcnBxNnTpVv/nNbxQbG6tHHnlEcXFx+uijjyRJWVlZWr16tVJSUtS/f3+1bt1ao0eP1uDBgzV79mwn/hRQhk/1AQCAJ+AMiAvz8/PTtm3bKjzu41OaG/39/bVz50717dtXfn6/tjIuLk7R0dHavn27hg4dan/c19e33HYCAgLs/961a5dsNpv69etXbp0+ffpo3bp1Onr0qGJiYurjsFBLfKpffVVNKyvV79Sy3EEcAICaI4C4mbS0NM2bN0+JiYmKiYnRyZMn1apVqwrrtW7dWunp6ZKkgQMHas6cOfq///s/vfTSSzKbzfr444/1n//8R48//rgkKSMjQwEBAYqIiCi3nbJtp6enE0DgNoyaVpZQCABAzRFA3MSMGTO0dOlSFRcXKykpSU8//bSys7MlSUFBFd9sBQcH2weqh4WF6Z133tEDDzyg7t27y8/PTyaTSa+88or69u0rScrLy6tyO5KUm5tbZW0mU+mXuyqr3VHHcPF26/Kz+ubQpT/Vv7Zr+zrvw9mCgoJ0ONOx94Sor37UZH/u2g+jf1aO5ujnOlwPPfc+Rr6mo/YIIG5i7NixGjFihNLS0vTaa68pIyND06ZNq9b3/vLLL3rkkUfUunVrvfLKKzKbzfrnP/+pyZMnq3Hjxurfv3+daouNCq00vLib2KjQWn+vxVL5pTiSZPH3L7eP2v+sQqu1f0/ph6NYLL/2o01k3X5WeXl5VezDYj+b6M79uPhn5c7H8b/q8lyHe6Ln3sdRPb/47yJqjwDiJsLCwhQWFqZ27dopNjZWt99+u3bv3i2p8jdBubm5aty4sSRp8eLFOn36tFatWmV/A9G5c2f98MMP+r//+z/1799fjRo1qvRNdNmZj5CQkCpryziWI7O5sM7H6CwmU+kfqoxjObLZareNttFNqrWeo35WF49FcPd+ONrFP6sjx3MUGOiIfvy6TXfuh6f9XtXHcx3uhZ57H0f3vKqxf6gZAogLy87O1p49e5SQkKDw8HD74+3bl15qk5mZqcjISP34448VvvfIkSPq2bOnJOnw4cNq2bJlhU8vY2Nj9cknn8hmsykuLk4FBQU6fvy4IiMjy21Hktq1a1dlnTabPOIPuxHHYbFYL7mP2o5duHibntIPRzHiZ+Up/fCU4/hfnnQsqB567n2M+PuO2iOAuLALFy4oJSVFTz75pMaNG2d//MCBA5KkiIgI9e3bV1u3blVhYaH8/3upT1pamo4dO2a/tCoqKkp79+7V+fPnFRgYaN/O4cOHFRkZKZPJpBtuuEE+Pj7aunWrkpKS7Ots2bJF8fHxioqKMuKQ3VZ1Z1263OxLPxx17PgHoCbM5iB+JwEA9Y4A4sIiIyN16623av78+QoLC1NCQoKysrI0bdo0hYeHa9CgQerVq5fWrl2r5557Tg8++KByc3P1wgsvqEuXLhowYIAk6c4779Tf/vY3PfXUU3rwwQdlNpu1detWffLJJ3rssccklYaZkSNHas6cOYqMjFR8fLzWr1+vbdu2af78+U78KbgHo2Zdciar1WKf9Wn/wUyvOGYAAFD/CCAuburUqWrevLnmzZunEydOqFmzZurevbtSUlIUEhKikJAQLV26VKmpqRo2bJgaNmyoxMREPfPMM/b7hcTHx2vRokWaN2+e7rrrLhUWFqpVq1aaNGmS7r77bvu+Jk2apODgYE2ZMkXZ2dmKjY3VrFmzlJiY6KzD9zh79h2S2Wx2dhkAAABOQwBxcQEBAUpJSVFKSkqV63Tq1EnLly+/5HZ69eqlXr16XXIdPz+/y+4LdWM2mz3izMHlbrTnCccIAAAcgwACoMYYywIAAGrLx9kFAAAAAPAenAEBUGOMZQEAALVFAAFgd6kbLF087sNTxrI4CtPXAgBQNQII4GHqMkC8bJpdAAAARyGAAA5m9KfhDBAHAACujAACwK66d3QHAACoLQII4GHqMkCccR0AAMDRCCCAh2GAOAAAcGXcBwSAVzGbg3Q484xsNhtBDQAAJyCAAAAAADAMAQQAAACAYRgDAngAbnwHAADcBWdAAAAAABiGAAIAAADAMAQQAAAAAIYhgAAAAAAwDAEEAAAAgGEIIAAAAAAMQwABAAAAYBgCCAAAAADDEEAAAAAAGIYAAgAAAMAwBBAAAAAAhvFzdgGAK7BYLLJaLbLZql7HbA4yriAAAAAPRQCBV7NaLeocH12tdX84esbB1QAAAHg+LsECAAAAYBjOgAD/9flXhxQYaHZ2GQAAAB6NAAL8l9lsVmAg4zyqYjYHcRkaAACoMy7BAgAAAGAYAggAAAAAwxBAAAAAABiGAAIAAADAMAQQAAAAAIYhgAAAAAAwDAEEAAAAgGEIIAAAAAAMQwBxcSUlJXrrrbc0dOhQde7cWddee60mTJigrKws+zpffPGFkpKS1KVLF/Xo0UOPPfaYTpw4UWFbK1as0MCBA9WpUycNHDhQ7777brnlBQUFSk1NVZ8+fdSxY0cNHjxYH374ocOPEQAAAN6DAOLiUlNTNXfuXI0bN07r1q3Ta6+9pu+++06jRo1SQUGB0tPTNXbsWMXExGj16tVasGCBjh07puTkZBUWFtq38/bbb+tPf/qTHnnkEW3YsEF33nmnXnrpJa1du9a+zuTJk7V69WpNmTJF69at0x133KHnn39e69evd8ahAwAAwAP5ObsAVK2oqEibNm1ScnKyhg0bJkmKiYnR+PHjNXHiRB08eFDvvvuumjRpopdffll+fqXtnD59ugYPHqyNGzdq6NChslqtmjt3riZMmKDf/e53kqR77rlHLVq0UGxsrCQpKytLq1ev1tSpU9W/f39J0ujRo/X1119r9uzZGjJkiBN+AgAAAPA0nAFxYX5+ftq2bZsefvjhco/7+JS2zd/fXzt37tT1119vDx+SFBcXp+joaG3fvl2StHv3buXl5dnDR5lBgwYpPj5ekrRr1y7ZbDb169ev3Dp9+vTRkSNHdPTo0fo+PAAAAHghAoibSUtL07x585SYmKiYmBidPHlSrVq1qrBe69atlZ6eLkn6/vvv1bhxYx09elR33323rr32Wg0dOlQff/yxff2MjAwFBAQoIiKi3HbKtl22LQAAAKAuuATLTcyYMUNLly5VcXGxkpKS9PTTTys7O1uSFBQUVGH94OBg+0D1X375RUVFRZoyZYoeffRRhYeH629/+5ueeOIJ+fn5adCgQcrLy6tyO5KUm5tbZW0mU+mXO7q4bnc+DtRMWZ/pt3eh796HnnsfR/ec36X6QQBxE2PHjtWIESOUlpam1157TRkZGZo2bVq1vreoqEgWi0VPP/20evXqJUnq1KmTvvnmG82bN0+DBg2qU22xUaGVhhd3YLH42//dJtJ9jwO1ExsV6uwS4AT03fvQc+/jqJ5f/L4BtUcAcRNhYWEKCwtTu3btFBsbq9tvv127d++WJOXl5VVYPzc3V40bN5YkNWrUSFJp6LhYjx49tGzZMpWUlKhRo0ayWCyVbkeSQkJCqqwt41iOzObCKpe7Mqv112M+cjxHgYHueRyoGZOp9MUp41iObDZnVwOj0HfvQ8+9j6N7fvH7BtQeAcSFZWdna8+ePUpISFB4eLj98fbt20uSMjMzFRkZqR9//LHC9x45ckQ9e/aUJLVp00aSlJOTY7+kSiq9x4jZbJaPj4/i4uJUUFCg48ePKzIystx2JKldu3ZV1mmzyW3/sF9ctzsfB2qHnnsn+u596Ln3cVTP+T2qHwxCd2EXLlxQSkqKPvroo3KPHzhwQJIUERGhvn37aseOHeXu+ZGWlqZjx47Zp9O94YYb5OPjoy1btpTbzt69e+1hpmydrVu3lltny5Ytio+PV1RUVH0fHgAAALwQZ0BcWGRkpG699VbNnz9fYWFhSkhIUFZWlqZNm6bw8HANGjRIvXr10tq1a/Xcc8/pwQcfVG5url544QV16dJFAwYMkCS1bNlSv//97zV79mxFREQoPj5e77//vr777jstWrRIUmmYGTlypObMmaPIyEjFx8dr/fr12rZtm+bPn+/MHwMAAAA8CAHExU2dOlXNmzfXvHnzdOLECTVr1kzdu3dXSkqKQkJCFBISoqVLlyo1NVXDhg1Tw4YNlZiYqGeeecZ+vxBJeuGFF9S0aVNNnz5dp0+fVps2bbRgwQL16dPHvs6kSZMUHBysKVOmKDs7W7GxsZo1a5YSExOdcegAAADwQCabjavZUHMWi8U+nmT/wUyZze45e5TValHn+GhJ0jeHMhUY6J7HgZoxmaS4lqFKz2Jgqjeh796HnnsfR/f84vcNVd3CAJfHGBAAAAAAhiGAAAAAADAMAQQAAACAYQggAAAAAAxDAAEAAABgGAIIAAAAAMMQQAAAAAAYhgACAAAAwDAEEAAAAACGIYAAAAAAMAwBBAAAAIBhCCAAAAAADEMAAQAAAGAYAggAAAAAw/g5uwDA0axWyyWWWQ2sBAAAAAQQeLzO8dHOLgEAAAD/xSVYgCSbzSazOcjZZQAAAHg8zoDA4+0/mHnJ5SaTQYUAAACAAALPd7kzGwQQAAAA43AJFgAAAADDEEAAAAAAGIYAAgAAAMAwBBAAAAAAhiGAAAAAADAMAQQAAACAYQggAAAAAAxDAAEAAABgGAIIAAAAAMNwJ3TUSnFxsf3fv/xySmaz1YnV1I3JJAX7F+iXX87KZnN2NTACPfdO9N370HPv4+ieW60W+78vfi+EmiGAoFaOHj1q/3f/3t2cWAkAAIDxjh49qquuusrZZbglLsGqpi+++ELp6en2/69YsUI333yzunXrpqFDh+q9995zYnUAAACAe+AMSDVNmTJFzz//vOLi4rRixQr96U9/0qhRoxQXF6eMjAzNnDlTJSUlSkpKcnaphoiJibH/e8++QzKbzU6spm5MJik2KlQZx3I4Re8l6Ll3ou/eh557H0f33Gq1qme39pLKvxdCzRBAqumnn36y/6J98MEHevHFFzVixAj78vj4eM2ePdtrAoivr6/932azWWZzkBOrqRuTSQoKCpLZXMgLlJeg596Jvnsfeu59jOz5xe+FUDNcglVNQUFBOnPmjCTp5MmTuvLKK8stv+qqq3T8+HGH7Pvtt99Wx44dlZKSUmHZF198oaSkJHXp0kU9evTQY489phMnTpRb5+eff9Zjjz2mhIQEde7cWSNHjtS+ffvKrVNQUKDU1FT16dNHHTt21ODBg/Xhhx865HgAAADgvQgg1dS3b1+tWLFCknTttddqw4YN5ZavX79ebdq0qdd95uTk6IEHHtDixYvVoEGDCsvT09M1duxYxcTEaPXq1VqwYIGOHTum5ORkFRYWSioNFvfee6+OHj2qxYsX64MPPlBsbKzGjBlTbiD55MmTtXr1ak2ZMkXr1q3THXfcoeeff17r16+v12MCAACAdyOAVNMTTzyhf//73xo5cqRatGiht99+WyNHjtQLL7ygu+66S6+//roef/zxet3nxx9/LKvVqo8++kiNGzeusHzRokVq0qSJXn75ZcXFxal79+6aPn26Dh06pI0bN0oqDUbp6emaMWOGOnfurPj4eE2dOlUhISFatGiRJCkrK0urV69WSkqK+vfvr9atW2v06NEaPHiwZs+eXa/HBAAAAO9GAKmm8PBwrV69Wj169ND27dtls9m0f/9+7dq1SxEREXrvvffUt2/fet1n3759tWTJEjVt2rTS5Tt37tT1118vP79fh/LExcUpOjpa27dvlyTt2LFDrVu3VlxcnH0dPz8/XXfddfZ1du3aJZvNpn79+pXbfp8+fXTkyJFyZ0oAAACAumAQeg00atRIjz/+eL2f6ajKpWZXsFgsOnnypFq1alVhWevWre1TBmdkZFS6ndatW2vVqlU6f/68MjIyFBAQoIiIiHLrlG07PT2dmR4AAABQLwggdZSfn6+vvvpKR44c0blz5yRJISEhatOmjbp27aqGDRs6ZL95eXmSSgfH/6/g4GBlZWVJKg0q0dHRla4jSbm5ucrLy6tyO2XrXIrJVPrlrspqd+djQM3Qc+9E370PPfc+ju45v0v1gwBSS2fPntWsWbP097//Xfn5+ZWu07BhQw0fPlyPPfZYpWM4PEVsVGilAcbdxEaFOrsEGIyeeyf67n3oufdxVM8tFn+HbNfbEEBq4dy5c7rzzjuVnp6uwMBAXXfddWrTpo39jEFeXp6OHDmivXv36r333tPnn3+ulStXqlGjRvVWQ9m2ys6EXCw3N9ceeBo1aiSLxVLpOiaTSSEhIZdcRyo9o3MpGcdyZDYX1vgYXAU3qvI+9Nw70XfvQ8+9j+NvRFjx/RJqjgBSC6+//rrS09N1zz33aPz48VV++m+xWDRnzhwtXbpUb7zxhp555pl6q8FsNisyMlI//vhjhWVHjhxRz549JZUOSt+7d2+l67Rs2VINGzZUXFycCgoKdPz4cUVGRpZbR5LatWt3yVpsNnnEH3ZPOQ5UHz33TvTd+7hiz+9asE2nLZVfQVEfmgY11PL7Ex22fVfnqJ672u+Ru2IWrFrYsmWLevbsqWeeeeaSlx4FBQVp0qRJuuaaa7Rp06Z6r6Nv377asWOH/Z4fkpSWlqZjx46pf//+kqR+/frp6NGj+uGHH+zrFBQUaMeOHUpMLP3DdMMNN8jHx0dbt24tt/0tW7YoPj5eUVFR9V47AADe7LQlXwUBIQ77cmS4AeqKAFILp06dUufOnau9fteuXXXq1Kka7ycnJ0enTp3SqVOnVFxcrAsXLtj/n5+fr+TkZFksFj333HPKyMjQ/v37NWnSJHXp0kUDBgyQJN1000268sorNXHiRO3fv1/p6emaNGmSCgsLlZycLEmKiIjQyJEjNWfOHG3dulVZWVlatGiRtm3bVund1wEAAIDa4hKsWggNDVVGRka11z98+LBCQ0NrvJ/x48frX//6l/3/P//8s/75z39Kkl599VXdeuutWrp0qVJTUzVs2DA1bNhQiYmJeuaZZ+TjU5ot/fz89Oabb+rVV1/V2LFjVVBQoG7dumnZsmVq0aKFfduTJk1ScHCwpkyZouzsbMXGxmrWrFn2syQAAABAfSCA1ML111+vjz76SCtWrFBSUtIl112+fLm2bt2qESNG1Hg/y5Ytu+w6nTp10vLlyy+5TrNmzTRz5sxLruPn56eUlBTOeAAAAMChCCC18Nhjj+nTTz/Vyy+/rCVLlqh3796KjY0tNwtWRkaGdu3apaysLDVt2lQTJkxwctUAAACA8xFAaiEiIkIrV67UlClTtGvXLq1cuVKm/7kzje2/0yT07t1bU6ZMqXCXcQAAAMAbEUBqKSYmRosXL9bRo0e1Z88eZWRk2O/JERwcrNjYWPXs2VMxMTFOrhQAAABwHQSQOoqJiSFkAAAAANXENLwAAAAADEMAAQAAAGAYAogBUlNTdeONNzq7DAAAAMDpCCAGyMnJUVZWlrPLAAAAAJyOAAIAAADAMMyCVQsTJ06s0fr79u1zUCUAAACAeyGA1MKaNWtkMpnsNxusjv+9USEAAADgjQggtRAUFKQWLVpo8uTJ1Vp/4cKF2rVrl4OrAgAAAFwfAaQWOnTooAMHDuiaa66p1vqrV692cEUAAACAe2AQei1ceeWVslqt+umnn5xdCgAAAOBWOANSCwkJCfriiy/0888/q1WrVpddf8CAAWrZsqUBlQEAAACujQBSCwMHDtTAgQOrvf6NN97IjQgBAAAAcQkWAAAAAAMRQAAAAAAYhgACAAAAwDAEEAAAAACGIYAAAAAAMAyzYAEA4OHuWrBNpy35Dt1H06CGWn5/okP3AcAzEEAAAPBwpy35KggIcfA+zjl0+wA8B5dgAQAAADAMAQQAAACAYQggAAAAAAxDAAEAAABgGAIIAAAAAMMQQOpRTk6O9uzZo/Xr19sfy8937LSHAAAAgDshgNSD9PR03Xffferdu7fuvfdePfHEE5Ikm82mG2+8UZs3b3ZyhQAAAIBrIIDUUUZGhu68807t2LFDxcXFstls9mU5OTn65ZdflJKSon379jmxSgAAAMA1EEDq6M9//rPOnj2r6OhoPfnkkzKbzfZlfn5+6tSpk4qKivTmm286sUoAAADANRBA6ujzzz+XyWTSkiVLlJycrICAAPuyRo0aadGiRfL19dXXX3/txCoBAAAA10AAqSOLxaKGDRsqOjq60uWNGjWSr6+vzp49a3BlAAAAgOshgNRRRESE8vPztWPHjkqXv/POOyooKFB4eLjBlQEAAACux8/ZBbi7xMRELVu2TA8++KASEhJksVgkSY8++qj+85//6MiRIzKZTEpMTHRypQAAAIDzcQakjh588EFFRUWpqKhIe/bsUVFRkSRp8+bNOnLkiGw2myIiIvTggw86uVIAAADA+QggdRQWFqb3339fN998s/z8/GSz2exffn5+uvnmm7Vy5Uo1a9bM2aUCAAAATsclWPWgWbNmmjlzpgoKCpSeni6LxaLg4GDFxsaWmxULAAAA8HYEkHoUEBCgDh06OLsMAAAAwGURQOpBXl6e1q1bpx9//FE5OTnl7oZexmQyadq0aU6oDgAAAHAdBJA6+uKLL/TQQw8pNzf3susSQFBTdy3YptOWfIdtv2lQQy2/nxnaAACAcQggdfTyyy/r3Llzl13PZDIZUA08zWlLvgoCQhy4/cv/7gKuqjYB3WQyVXqWuiqEdACofwSQOkpPT5fJZFLfvn119913KyoqioHnwP/gTA4cwdEBvXQfhHQAqG8EkDpq3ry5Tpw4oblz58rf39/Z5QAuiTM5AACgDPcBqaNRo0apsLBQBw8edFoN/fv3V3x8fIWvoUOH2tf54osvlJSUpC5duqhHjx567LHHdOLEiXLb+fnnn/XYY48pISFBnTt31siRI7Vv3z6jDwcAAAAejDMgdTRq1Cg1aNBA48aN08CBA3XFFVcoKCio0nWHDx/usDrGjBmjMWPGlHvMz6+0venp6Ro7dqwGDx6sP/7xjzpz5oxSU1OVnJysVatWyd/fXwUFBbr33ntlNpu1ePFiNWjQQO+8847GjBmjNWvWKCYmxmG1w7mMuDwKAACgDAGkjjIyMvTOO+/ozJkzWrlyZZXrmUwmhwYQs9ms8PDwSpctWrRITZo00csvv2wPJdOnT9fgwYO1ceNGDR06VOvXr1d6ero2bNiguLg4SdLUqVO1c+dOLVq0SC+99JLDaodzcXkUAAAwEgGkjqZOnarDhw/XeGYVI+3cuVN9+/a1hw9JiouLU3R0tLZv366hQ4dqx44dat26tT18SKVnUK677jpt377dGWW7PM4cAJ4vv7BYg1/b4NB9MIkCAG9DAKmjr7/+WiaTSZGRkfrd737ncrNgWSwWnTx5Uq1ataqwrHXr1kpPT5dUeianssusWrdurVWrVun8+fMKDAx0eL3uhDMHgOez2eTwmbaycs44POTkFxbLx3VemlweHzABjkUAqaOgoCAVFhbqgw8+UNOmTZ1Wx3fffafk5GQdOHBAvr6+6tu3ryZMmKCioiJ7nf8rODhYWVlZkkqDSnR0dKXrSFJubm6VAcRkKv1yJUkLtul0XvVfPGp8b4BgXjxcTU1+B8vWdbXfW3gnI0KOreCMQ7dfxtWeU7V9rnvKB0yu1g8jOPrvuzf+TB2BAFJHv/vd7/TOO++opKTEaTU0adJEeXl5GjNmjKKjo/X9999r5syZ+vLLL/XWW285fP+xUaFVDrx3lmzLBYe+eGRbch1+c0kjbl7pSfuIaxla4++Ljar598B1cINX11Lb56ERavpc95S/767aDyM46u+7xcItF+oDAaSOnnrqKRUVFemee+7RuHHjdOWVV6pRo0aVrhsVFeWQGj788MNy/2/fvr3Cw8N17733avfu3ZKkvLy8Ct+Xm5urxo0bS5IaNWoki8VS6Tomk0khIVW/mc84liOzubAuh1DvHD0ex4jxPuyjZvtIz8qp9vomU+mLU8axHLno0C1Ug6uOu/NWNX0eGqG2z3VPeQ1xtX4YwdF/363Wiu+VUHMEkDrq2rWrCgtL33xPmjSpyvVMJpPS0tKMKksdOnSQJJ08eVKRkZH68ccfK6xz5MgR9ezZU1LpoPS9e/dWuk7Lli3VsGHVlxzZbOJNHJyuNr+D/O4C9Se/sFiDZrrmgH1vfa574zGXcVTPvflnWp8IIHVUUFDg1P0fPnxYCxYs0P3336+2bdvaH//mm28kSW3atFHfvn21detWFRYW2u/WnpaWpmPHjql///6SpH79+unvf/+7fvjhB7Vr105S6bHt2LFDQ4YMMfioAADuxoixLEzOAXgGAkgdjRgxwqn7b9Gihf7973/r+++/1zPPPKNWrVrp4MGDeuWVV3TFFVeof//++s1vfqO1a9fqueee04MPPqjc3Fy98MIL6tKliwYMGCBJuummm3TllVdq4sSJmjJlioKDg/XGG2+osLBQycnJTj1GoDpqOmtNbabOZrpUAADqjgBSR6+++qpT9x8UFKRly5Zp9uzZmjRpkrKzsxUaGqrExESlpKTI399fMTExWrp0qVJTUzVs2DA1bNhQiYmJeuaZZ+Tj4yOp9J4fb775pl599VWNHTtWBQUF6tatm5YtW6YWLVo49RiB6nD0rDWl+/CMT18dPcWoRFgDAFSNAOIBoqOjNWPGjEuu06lTJy1fvvyS6zRr1kwzZ86sz9IAuCDCGgDAmQggdVR2CdOllJSUKD8/X5999pkBFQFwZ0acneCmdAAAZyKA1FFWVlal15KXzfFd9jjz1QOoDiPOThh1UzoAACpDAKmjqu7tcfbsWVksFvn5+alLly5V3hsEAABUn6MnnGgaVPW08+7G0WdUGeuF2iKA1NHWrVurXHbgwAH98Y9/VIMGDfTnP//ZuKIAwMnyC4s1+DXH3hOCS8m8k6PPEnrS+CV+VnBVBBAH6tChg+bNm6frrrtOf/rTn/T88887uyQAMIQR94TgUjIAcE8+zi7A0wUHB8vf31//+Mc/nF0KAAAA4HScAXGQwsJCZWZm6i9/+Yvy8/NVUlLi7JIAAAAApyOA1NGVV1552XVMJpPat29vQDUAAACAayOA1FF1ZtZo0KCBnnjiCQOqAeBIDKwGAKDuCCB1lJCQUOnjJpNJoaGhio2N1ciRIxUREWFwZQDqGwOrAQCoOwJIHS1btszZJQAAAABug1mwAAAAABiGMyA1dOzYsVp/b1V3TQcAAAC8BQGkhvr37y+TyVTj7zOZTEpLS3NARQAAAID7IIDUQnVmvgIAAABQEQGkhkaMGOHsEgAAAAC3RQCpoVdffdXZJQAAAABuiwBSj06cOKHvv/9eeXl5CgkJUceOHRUWFubssgAAABzirgXbdNqS77DtNw1qqOX3Jzps+3AOAkg9yMzM1OTJk7V79+5yj5tMJg0cOFAvvviimjRp4qTqAAAAHOO0Jd+hN2g9bTnnsG3DeQggdXT69GmNHDlSp06dqjA43Waz6R//+If+85//aOXKlQoKCnJSlQAAAIBrIIDU0aJFi3Ty5ElJUteuXdW5c2cFBgYqOztbX375pdLT03X48GEtWbJEjzzyiJOrBQAAAJyLAFJHn3zyiUwmk55++mndc889FZb/+c9/1l/+8hdt3LiRAAIAAACv5+PsAtzd8ePH5efnp7vuuqvS5Q888IB8fX2VmZlpcGUAAACA6yGA1JGPj4+Ki4tVUFBQ6XJuWggAAAD8igBSR7GxsbLZbJo+fXqFEFJQUKBXX31VxcXFatOmjXMKBAAAAFwIY0DqaMiQIUpLS9MHH3ygzZs3q2PHjmrcuLFycnL0zTff6Ny5czKZTLr55pudXSoAAADgdASQOho1apQ2b96sr7/+Wjk5Odq5c6d9WdnlV127dtWoUaOcVSIAAADgMrgEq44CAgK0dOlSjR49WmazWTabzf4VFBSke++9V2+//bYCAgKcXSoAAADgdJwBqQWLxVLupoINGzbUpEmTNHHiRKWnpys3N1chISGKjY2Vr6+vEysFAAAAXAsBpBZ69+6tAQMG6JZbbtENN9wgH5/SE0m+vr664oornFwdAAAA4LoIILWQn5+v9evXa/369QoLC9OQIUN0yy23qFOnTs4uDQAAAHBpjAGphcaNG9vHeZw+fVrLly/XH/7wBw0ePFh/+ctflJWV5ewSAQAAAJdEAKmFzz77TO+8845GjRqlli1b2sNIRkaGZs+erd/+9rdKSkrSBx98oNzcXGeXCwAAALgMLsGqBR8fH11zzTW65ppr9Oyzz+rAgQPasmWLtmzZogMHDshms+nLL7/U3r179cc//lH9+vXTLbfcohtvvNHZpQMAAABORQCpBx06dFCHDh30yCOPKCsrS5s3b9ann36qL7/8UgUFBdq0aZO2bNmitLQ0Z5cKAAAAOBWXYNWzli1b6p577tErr7yiJ554Qs2bN5f0600JAQAAAG/GGZB6dODAAW3evFmbN2/Wf/7zH0m/Bo+QkBBnlgYAAAC4BAJIHX3xxRf28R9ls1+VhQ4/Pz/17dtXw4YNU79+/ZxYJQAAAOAaCCC18Omnn2rLli3aunWrsrOzJZW/xKpr16665ZZbNGTIEIWGhjqpSgAAAMD1EEBq4f7775fJZCoXOlq1aqVbbrlFt9xyi1q1auXE6oxx8bFbrVYnVlK5ksJ8lSjAoduXxD68aB9l+zEV5LMP9sE+nLgPyf3/nrCPmu3DarVUe32TSbJY/GW1WuSI4bcXv+dhfG/tmWz89GqsQ4cOkkpvSDh48GANGzZM3bp1c3JVxjp58qQiIiKcXQYAAIBTnDhxwj7ZEGqGMyC18Nvf/lbDhg1T37595e/v7+xyAAAAALfBGRDUSklJiX755RdJktlslslkcnJFAAAAjmWz2eyXYTVr1kw+PtzRojYIIAAAAAAMQ2wDAAAAYBgCCABUEyeMAc/H8xxwPAIIAFRT2VinkpISJ1cCR7NardqwYYMKCgqcXQqchOc54DjMggVUU0lJiUpKSuTnx9PGm1itVn300UfKyspS06ZNdfPNNysiIkIlJSUMPvRQeXl5GjBggG699VYNHjzY2eXAAOfPn9eKFSuUmZmp4OBg3XnnnWrZsiXPc8BBGIQOVIPVatXEiRM1YsQI9enTh+mXvUReXp5uu+02hYeH6+TJk7JYLIqIiNCiRYvUtGlTZ5cHB8jLy9Mtt9yiTp06afbs2c4uBwbIy8vTH/7wBzVt2lQ5OTk6deqUbDabPvjgA6+4sTDgDMR6oBreeecdbdmyRTNnztTnn3+u4uJiZ5cEBysoKNCDDz6ojh07asGCBVq/fr0effRR/fzzz9q3b599PT7D8Rx5eXn63e9+p44dO9rDR2XPdXruOQoLC/Xkk0+qffv2WrhwoT766CNNmzZNQUFBmjlzpgoLC51dIuCRCCBANZw4cULXXHONQkND9cwzz+izzz5TUVGRs8uCA6WlpSknJ0cPPPCAgoKC5OfnpxEjRqhx48aSSs+KnT9/XiaTiTekHiA/P19DhgxRp06dNGfOHEmlIdTX11eSlJ2drWPHjikvL4+ee5Cff/5ZmZmZuu222xQYGChfX1/1799fvXr10oEDBxgHAjgIAQSohtOnT6t///6aMWOGIiIi9Oyzz2rPnj2EEA/2888/68cffyz3CXhJSYkKCgr05ptvaujQofp//+//ae/evTKZTLxRcXPff/+9zpw5I19fX5WUlMhmsykgIEDFxcWaOHGikpOTNWLECP2///f/tG/fPnruIXJzc5WRkaELFy5Ikv2Mx7XXXiuLxaKcnBwnVgd4LgIIcAllb0QaNmyo8PBwtWzZUtOnT1eLFi0uGUL4dNT9de3aVWazWfPmzdOePXuUkZGhkSNHqkmTJho5cqRGjx6twMBAJScn6/DhwwxUdXOdOnXSG2+8od27d+vRRx+1z3g2evRoZWZm6pZbbtFdd90lX19f3XfffTpy5Ag99wCtWrVSaGiofbazsvF9JSUlslgsziwN8GgMQgf+R0lJif3TzbLLL4qKilRcXKwGDRrIZrPphx9+0LPPPqsTJ07olVdeUc+ePe0vXGfPnrVfpgP3UVnfP/roI82YMUNFRUVq0qSJ/Pz89M477ygsLEyS9PXXX+vJJ5/UlVdeqT/96U/y9/e3v3GFe7h4lqOSkhLt2LFDTz31lK699lpdd9112rt3ryZNmmTv+WeffaYnn3xSQ4YM0aRJk2Qymei5GykuLlZubq5MJpMCAwMVEBCgU6dOKTw8XFLph0cmk0mrV6/Wn/70J61Zs6bchBMHDhxQ69atFRgY6KxDADwCH98AF8nLy9NTTz2lMWPGaOjQoZo/f76++eYb+fn5qUGDBvY3qVdccYWmTZumiIgIPffcc9qzZ48kKTU1VcOHD1dBQQFnQdxIZX0/ePCghg8frk2bNmn16tXq1auXrrrqKoWFhdkv0+jSpYtat26t/Px8BQQE8EbUjZw/f95+FqPsMjsfHx/dcMMNmjFjhr766ivNmjVLXbt2VZMmTezP5169eiksLExnz56Vj48PPXcjeXl5SklJ0ZgxY3TTTTdp+vTpOnTokD18SL/e+yMnJ0fBwcEKDQ21L5sxY4bGjh1rv1wLQO0RQID/slgsGj58uM6ePatevXqpa9euWrFihZ588klt2rRJUukblLIXqCuuuEKvvPKKIiIiNGXKFE2YMEErV67UrFmzeDPqRirr+/Lly/Xoo49q/fr1CgoKUlRUlDIzM3XmzBlJpZdplF16FxwcrOjoaBUXFxM63URBQYGGDRumQYMG6cCBA/L19S0XQq6//nr98Y9/VLdu3fTb3/7WfpajsLBQ+fn5at68ueLi4iRxuaW7sFqtuuOOO1RUVKRbb71VAwcO1Pvvv6+lS5fq3Llz9vXKzn6WlJTYz3xL0pw5c/Tuu+9q/vz55UIJgFqyAbDZbDbbtGnTbHfffXe5xzZu3Gi76667bL/5zW9sa9assT9eXFxs//fRo0dtXbt2tSUkJNjS0tIMqxf143J9/+ijj2w2m8323nvv2eLj422vvfaazWaz2U6ePGmbNWuWrUePHrYffvjB8LpRe+fOnbMNGDDA1rt3b1v37t1t3377rc1ms9mKiors6xQVFdny8/NtNpvNlpeXZ7PZbDar1WqbPXu2rWfPnrYjR44YXzhqLTU11TZ69Ohyj7322mu2Ll262H788ccK669YscLWu3dvW1FRkW3u3Lm2Tp062b755huDqgU8H7d0Bv7r+PHjio6OllT6CWlAQIBuuukmhYeHa968eXr66acVEBCggQMHysfHp9y1wjabTStWrNAVV1zh5KNATV2u75MmTVKjRo00fPhwff3111q4cKFWrFihFi1aKDc3V2+//bbatm3r5KNATaSlpSkvL0/PPfeclixZotGjR2vp0qW66qqrVFxcLF9fX/vXqVOnNH/+fH333Xcym806fPiwFi9erNatWzv7MFADmZmZatmypaRfn+d33HGH3nrrLe3du9d+w8Gyv+vNmzdXQECAnnrqKW3ZskXvvvuuOnbs6MxDADwKAQT4L5PJpG+//VaSFBAQoKKiIvn5+albt256+OGHdeHCBc2cOVNRUVHq1KmTTCaTVqxYoTfeeEMffvgh4cNNXa7v+fn5mjZtmhYtWqTnnntOt912m3bt2qXWrVurR48e9vAC93HhwgWZzWbddNNNaty4sWbOnFkuhFw8MF2S2rZtq1OnTqljx46aMmUK4cMN5eTkKCMjQ9KvM12Fh4erQYMG5cZ0lF0626NHD506dUr/+Mc/9OGHH+rKK680vmjAgzEGBF7P9t9ruH/729/q9OnTWrBggSTJz8/Pfp1/165dNWrUKOXn52vbtm32773uuuv08ccf66qrrjK+cNRJdfs+evRoXbhwQWvWrFFwcLB69OihCRMmaPjw4YQPN9WnTx89+eSTatCggfr06aMnnnhCLVu21OjRo/Xdd9/Jx8fH/jsQHh6upKQkzZ07V/fffz/hw81c/Dy/4447JJWGjKKiIp0/f16S1KhRowrfFxoaqhdffFHr168nfAAOQACB1yv7xOuGG27QFVdcoZUrV2rt2rWSyr8ZvfHGGzVgwACtWbPGPuA4NjZW7dq1c1rtqL2a9P3GG2/U2rVry92UEO6pbBKJwYMH29+c/m8I+fbbb+XnV3qBwF//+ld9+eWXTqsXdVP2PL/zzjuVlJRkf9zPz08mk0nFxcUV7ueycOFCff755/r973+vNm3aGFku4DUIIIBK35Q0btxY06dPl81m0+zZs/Xxxx9LKn2hKrtJVfv27dW4cWP7dLxwbzXtu40Zj9xe2ZvNspmtygLJxSHknnvuUXp6uhYtWqTp06cz65EHKAuUFysqKpKPj0+5e3rMmTNHs2bN4l5OgIMRQADJfi+AFi1aaPny5SoqKtKsWbO0aNEiSaVjAyTp8OHDCgsLs79pgXurad85A+J5yiaUkH4NIW3atNGQIUM0b948LVu2jEkGPFR+fr4uXLighg0bSpJmz56tN998Ux988IE6dOjg5OoAz8ad0OF1yma5kVRhsGnZsuPHj2vixInKyMhQy5YtlZCQoJ9//ln//Oc/9d577/Hi5Ibou/e5VM//18XLJ0yYoN27d+u9997jEks3U92el5SUKCcnR4MHD9Zrr72mb775RvPmzWO2K8AgBBB4rdTUVCUmJuqaa64p90JV9gKWk5OjrVu3atOmTbJarWrRooXGjRvHbFdujr57n6p6XplZs2bprbfe0vvvv8/gYzdW3Z7fcccdOnDggIqLi/Xuu++qU6dOBlcKeCem4YVXysnJ0ZIlS3T+/Hldc8015V6cfH19VVJSotDQUN1666269dZbJZX/ZA3uib57n0v1/H8dOXJE+/bt04oVKwgfbqw6PS8bx9epUycdP35cixYtUvv27Z1QLeCdGAMCr2Oz2RQaGqqHH35Y27dv1969eyusU/aCdfEJQt6Eujf67n2q0/OLtWzZUvPmzVPnzp0NqhD1rbo99/Hxkclk0sMPP6yVK1cSPgCDEUDg8f534HDZ7FV9+/bV+fPn9a9//UuSKh1YzkxX7ou+e5+69FwqvUFdcHCwY4tEvapLz8vOeLZo0cLxhQIohwACj1f2CfaPP/5Y7pPtzp076w9/+IMWLVqko0ePXvLSDLgf+u596Ln3qUvP+T0AnIdnH7zCG2+8oYEDB+qFF14odyfzoUOHqnnz5tqwYYNsNhvT63oY+u596Ln3oeeA+2EWLHik/5315KefftKGDRv08ccfKysrSzfddJNuv/129ejRQ6+88oo+/fRTbdiwQb6+vrLZbFyC46bou/eh596HngPujwACj3PxrEU//vij8vLyFBcXp8DAQGVlZemzzz7T66+/Lj8/P3Xs2FGjRo3So48+qrvuuksPPPCAk6tHbdF370PPvQ89BzwDAQQe5eIXp2effVZ79+7VkSNH1Lx5c40aNUrDhw9Xs2bNlJOTow0bNmjVqlU6cuSIcnNz1a9fP82ePVsNGjRw8lGgpui796Hn3oeeA56DAAKPNH78eKWnpyslJUX+/v5atWqVtmzZottuu0333XefoqOj7afi//rXv+pf//qXHnroIe567Obou/eh596HngMewAZ4gOLiYvu/165daxs4cKDt8OHD5dZ56aWXbB07drTNnTvXZrVabUVFRfZlFy5cMKxW1B/67n3oufeh54DnYRYsuK38/Hy99dZbOn36tHx8fOwznGRlZclmsykyMlKSVFhYKEl64YUXNHDgQK1YsUK5ubn2AYmSFBAQ4JyDQI3Rd+9Dz70PPQc8GwEEbuuvf/2r3nzzTb355pvKzs6Wj4+P/QXHYrHo8OHDkkpvLlZQUCBJevzxx3Xu3Dnt3r1bEjecc0f03fvQc+9DzwHPRgCB27rnnnt02223aefOnVq4cKGys7NlMpnUt29f5eTkaOnSpTpx4oSk0k/AbDabLBaLoqKiFB0d7eTqUVv03fvQc+9DzwHP5ufsAoDaKJsN5YknnlBxcbG2b98um82mcePGqUOHDnruuef08ssvy9/fX2PHjlXbtm1lMpm0bt06+fj4KCYmxtmHgFqg796Hnnsfeg54PgII3E5JSYl8fX1VWFgof39/TZw4UZK0fft2SdIDDzygO++8U0VFRZo+fbq++eYbNW/eXMHBwdq1a5feeecdRUREOPMQUAv03fvQc+9DzwHvwDS8cAv5+fnatm2b4uPjFRMTI39//wrrpKam6tNPP1WfPn10//33q0mTJtq3b5/ef/995eTkKDo6WnfccYfatm3rhCNAbdB370PPvQ89B7wPAQQur6CgQKNGjdJXX32lgIAAJSQkKDw8XAMGDFDnzp0VFBSk4OBgSdLs2bO1YcMG9enTR+PGjVN4eLguXLigBg0alLuJFVwfffc+9Nz70HPAO3EJFlze+fPnFRsbq7Nnz6pBgwa65pprtG3bNr3yyivKycnRVVddpc6dO+u6667TmDFjlJubq++//15vvfWWxo0bp7CwMEmSjw9zLrgT+u596Ln3oeeAd+IMCNzCL7/8ovnz5+vbb79Vnz599PDDD8tisWjjxo3KyMjQpk2blJeXpwYNGqhFixb67rvvVFRUpPvuu0/jx4/nxclN0XfvQ8+9Dz0HvA8BBG7j5MmTWrhwoXbu3KnBgwdrwoQJ9mUXLlxQTk6O/vGPf+j06dNat26dTCaTFi5cqLi4OCdWjbqi796Hnnsfeg54FwII3MqpU6e0YMEC7dmzRwMGDFBKSookVbj+9/Tp0/Lz81Pjxo2dVSrqEX33PvTc+9BzwHswBgRuJTw8XPfff78k6Z///KckKSUlRb6+vioqKpKfX+mvdNOmTZ1WI+offfc+9Nz70HPAexBA4HaqepHy8/NTSUkJ1wN7KPrufei596HngHcggMAtXfwi9cknn+j8+fN69tlneXHycPTd+9Bz70PPAc9HAIHbCg8P1wMPPCCLxaL9+/crOzvbPiUjPBd99z703PvQc8CzMQgdbu/06dOy2Wxq1qyZs0uBgei796Hn3oeeA56JAAIAAADAMFxQCQAAAMAwBBAAAAAAhiGAAAAAADAMAQQAAACAYQggAAAAAAxDAAEAAABgGAIIAAAAAMMQQAAAAAAYhgACAAAAwDAEEAAAAACGIYAAAAAAMAwBBAAAAIBhCCAAAAAADEMAAQAAAGAYAggAAAAAwxBAAAAAABiGAAIAAADAMAQQAAAAAIYhgAAAAAAwDAEEAAAAgGEIIAAAAAAMQwABAAAAYBgCCAAAAADDEEAAAAAAGIYAAgAAAMAwBBAAAAAAhiGAAAAAADAMAQQAAACAYQggAAAAAAxDAAEAAABgGAIIAAAAAMMQQAAAAAAYhgACAAAAwDAEEAAAAACGIYAAAAAAMAwBBAAAAIBhCCAAAAAADEMAAQAAAGAYAggAAAAAwxBAAAAAABiGAAIAAADAMAQQAAAAAIYhgAAAAAAwDAEEAAAAgGEIIAAAAAAMQwABAAAAYBgCCAAAAADDEEAAAAAAGIYAAgAAAMAwBBAAAAAAhiGAAAAAADAMAQQAAACAYf4/pLa6CHCZZg4AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "_ = buf100dpi.seek(0)\n", + "IPydisplay.Image(buf100dpi.read())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## A note about `jpeg` files:\n", + "\n", + "**[`matplotlib.pyplot.savefig()`](https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.pyplot.savefig.html)** uses the Python Image Library (PIL or pillow) to save jpeg files. \n", + "Thus you must have pillow installed (`pip install pillow`) to save jpeg images. \n", + "\n", + "**Version 3.1.2 of matplotlib has an incompatibility with version 7.x.x of pillow** (which was released to PyPI on On January 2, 2020. This incompatibility was **[fixed here](https://github.com/matplotlib/matplotlib/pull/16086/commits)** however (as of this writting) the fixed version of matplotlib was not yet on PyPI (to be pip installable), *but it may be by the time you read this*.\n", + "\n", + "If you encounter an exception when trying to save a jpeg file, that says \"format 'jpg' is not supported\" check that you have pillow installed. If you do have pillow 7.x.x installed, and you are encountering this exception, the permanent fix for the problem is to upgrade to the new version of matplotlib `pip install --upgrade matplotlib`. (This should work if the new version of matplotlib is on Pypi at the time).\n", + "\n", + "If upgrading matplotlib doesn't work, you can immediately fix this problem in one of the following temporary solutions:\n", + "\n", + "- install the previous version of pillow: **`pip install Pillow==6.2.2`**\n", + "- edit your installed version of `.../site-packages/matplotlib/backend_bases.py` and apply **[this one-line fix](https://github.com/matplotlib/matplotlib/pull/16086/files).**\n", + "\n", + "\n", + "---" + ] + } + ], + "metadata": { + "file_extension": ".py", + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + }, + "mimetype": "text/x-python", + "name": "python", + "npconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": 3 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/Axes.scatter.ipynb b/examples/scratch_pad/Axes.scatter.ipynb new file mode 100644 index 00000000..19c32848 --- /dev/null +++ b/examples/scratch_pad/Axes.scatter.ipynb @@ -0,0 +1,521 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.1.2'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "pd.__version__ # for the record" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.7a1'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__ # for the record" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2011-07-01 132.089996 134.100006 131.779999 133.919998 117.161659 \n", + "2011-07-05 133.779999 134.080002 133.389999 133.809998 117.065437 \n", + "2011-07-06 133.490005 134.139999 133.110001 133.970001 117.205429 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2011-07-01 202385700 132.373927 125.316073 1.219057 \n", + "2011-07-05 165936000 133.254297 124.912703 1.066618 \n", + "2011-07-06 143331600 134.040915 124.627085 0.992467 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
    Date
    2012-06-27132.419998133.429993131.970001133.169998118.980804108088000136.447962128.1400420.605441
    2012-06-28132.289993132.990005131.279999132.789993118.641281169242100136.500761128.2192410.551922
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(3)\n", + "df.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's highlight whenever the \"Percent B\" Bollinger metric drops below zero. \n", + "To do this, let's first calculate a series that contains this information:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def percentB_belowzero(percentB,price):\n", + " import numpy as np\n", + " signal = []\n", + " previous = -1.0\n", + " for date,value in percentB.iteritems():\n", + " if value < 0 and previous >= 0:\n", + " signal.append(price[date]*0.99)\n", + " else:\n", + " signal.append(np.nan)\n", + " previous = value\n", + " return signal" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "Take a small data set, and calculate a series that shows when the percentB falls below zero:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "tdf = df.loc['05-10-2012':'06-07-2012',] # Take a smaller data set so it's easier to see the scatter points\n", + "\n", + "signal = percentB_belowzero(tdf['PercentB'], tdf['Close'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Now plot the calculated information as an additional scatter plot on top of the the OHLC data:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apd = mpf.make_addplot(signal,type='scatter',markersize=200,marker='^')\n", + "\n", + "mpf.plot(tdf,addplot=apd)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[nan,\n", + " nan,\n", + " 132.76890099000002,\n", + " nan,\n", + " nan,\n", + " 129.55140099000002,\n", + " nan,\n", + " nan,\n", + " nan,\n", + " nan,\n", + " nan,\n", + " nan,\n", + " nan,\n", + " nan,\n", + " nan,\n", + " 126.87840395999999,\n", + " nan,\n", + " nan,\n", + " nan,\n", + " nan]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "signal" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Now, what if we have only the signals (without nans in between)? \n", + "\n", + "## Since `show_nontrading=False` (the default/unspecified value),
    we need to specify the ***row number*** from the original dataframe as the x-value (not the date) ..." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[2, 2, 5, 5, 15, 15]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "[132.76890099000002,\n", + " 136.76890099000002,\n", + " 129.55140099000002,\n", + " 133.55140099000002,\n", + " 126.87840395999999,\n", + " 130.87840395999999]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "x = []\n", + "y = []\n", + "for row,value in enumerate(signal):\n", + " if not np.isnan(value):\n", + " x.append(row)\n", + " y.append(value)\n", + " x.append(row) # demonstrate having another value at the same x-coordinate\n", + " y.append(value+4.0) # demonstrate having another value at the same x-coordinate\n", + "\n", + "x\n", + "y " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "#df = df.loc['2012-01-01':,:]\n", + "df.shape\n", + "df.head(3)\n", + "df.tail(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "from mplfinance._panels import _build_panels" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "s = mpf.make_mpf_style(base_mpf_style='classic',mavcolors=['lime','b','r'])\n", + "mpf.plot(df.iloc[15:75,:],type='candle',volume=True,figscale=1,mav=(7,11,15),style=s)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "kk = 0\n", + "for jj in range(len(df)):\n", + " kk += 1\n", + " #if kk%8==0 or kk%9==0 or kk%10 ==0:\n", + " if kk%18==0:\n", + " df.iloc[jj,:] = float('nan')\n", + " if kk == 18: kk = 0" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
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SwaM0frXrP8XjFnryAqNuvsRo/5Ucnv07PXZWYOIrCYy4XokfViUzd0YkUdEFr4hUqVSUKlXKZLb//NCsXy+KuLnx26LFJssfFo4HucQbBOapcLSx11CmRUXKvFKKm177cKvsSePmLUi5lca1/Re4+OtveIVq+OB0K8peLcIXxvOs4Xf05P7IghKYKw+RN5KHckgWyiJ5mJ9VF487AxfTrWY9Fvr5kZqaip2DFpcSxXH1KoGr1z//LFGcVcNKkpaURFTkdaKuXyPy2hVuRV4nTZ9GGroHhUA+1gIHN/zMgDnTKVGhHNHhEXzOFqbRhyXs5kz0DZrVOU2Tzt5MCayI38BrvNe/DOs3J/FVYDxHjitnzisl0BYtwktvDuDgxiBib/x/2qMWVGc17xHCBQYSSBo5D0hyrehJxVeqU759Ncq+WAlbRzvu34gj/Ndz7P1oOxXKNaZZr94UK1WPPX+sZfufP/Fb0p9MoBuT6Uk3GvI+ywnlujm6LIQQQjxTVl08/lt6Sip3Iq5xJ+KapZti4vSuv0iIieWFV7uy5fMvWcIeBtOKGfSlGw9eYXTglxu033GLNp+8iJ+/F226/s1rrzpx6EgaX319n01bksjI2x3YQu3FQa9jY2vL798uzVzWihqsZAT7uMCgHApHtUZNsyntqd67Lm6ViqFP13E9OJzgj38lfMd57p75/2z/5/ibvUt+4qW33qDNkIG06N+H3UtWMu3HjWxKOcKXDGSX62hOvP0T/pv+5ky4Mm9bCyGEENmx6mce1Wo1NWrU4OzZsxgMyr6N+OjAGV1aGm2ozY+M4g0Cs0wJU9ynFB2X9qV5jTRqXt5D/TJJRN7S8c3iBJatTiTyljJvaed3HkU93JmwfQPBq9fx61ffANCRenzLEII5x0AWZU6n9CiVjZrOq16nas86nFx8kPBfz3H1z0tkJD3+qq5LiWK0GTKIF3p0ISk+nlPrF9PcO4R33yiKnUbN4uGuDNtoufeT5qYgnR/WQPJQDslCWcyRhzzzaMqqi8eC5N8DZwB+ZBQVKYEvH2cpetQaNS+MfQnfj9vhcPUylY79SvcXjWi1KkIOpLF+cxIbg5KJvq3MQjI/dJ84mnod2zLzlVdJuZ/AIFryOa8TxFGGsyT7wlGtouPyftTo+zw/917Oxc2nn+qzGzUrxczPq9O8RgQZejvW/ebMd/7XORIVVSCefxRCCGsmxaMpZb3Lx8y0Wi2BgYFotVpLN+WxHh0489Bk1lEGD96lTZbtDToDB2b+wbJ6c7kap+VM75H0+6kW74yKIyHRwNzP3Ll+wZs/finBO28WpZin5X8U8jMP99IlafxqV3YvWUXK/QQ+pDNzGMBidvMO32dbOKJS8criPtR4rR5b+q16qsLxhQb2bFhVjH2/2FLZ7QLTAzIYtbwHMTUDeGnpAio2qf8Mepc/CtL5YQ0kD+WQLJRF8jA/y1cMFubg4GDpJuTZwQ0/U7H+85SoUA6AS9ziB3Yzmk4Uxznbfe6ejWJl06/4a8I2qr3bCv3QQfQemkipytd5570Y0jPgqy/cuXGxDDt+LsFbA4vg7ma5H4v8yqOd3xCS7sURsmo9c+jPOLoyjY1MZC1Gsrn4rlLR/pte1B7YkK1vrOb8+hNP9nmtHdi11YuQXSWpVtWOd0fGULnODaZNvcYP/jOY23MAN89dIDVR2fNzFqTzwxpIHsohWSiL5GFeVl88FiSPDpx56At+IR0dU+id435GvYFDX/zJquYLcKvkSf99I9EXcWbZqkQ69IimdOXrDPePQaWCRfM8iAwrw9JvPClfrnCMp/KqVIF6ndqxZ9FyvkkbTH+aM5KlfMmvOe7TdmEP6rz9AtsG/8jZNcfz9DnFi6kZ5efM8ZBSbNtUAgcHFT1fv03tRjdZujKR9EcekYwKC2e5/0SunT77X7snhBBCmJUUjwWIXqfjaNB2GnbpgMbODoA4kpjMOnrRmDbUznX/qKPXWen7FRqthv77R+FZ0wuAmFgDi5cl0q5rNGWqXufDj2Jp3UrL2aOlWRjgTqmSNvnet/z0ynvvkHThJmM2VqQNtRnIItYQkuP2red1o55fM34dso7QFUdyPbZWq6JXD0e2rCvOtfNlmPmpG5cuZ9C6YxRNW98iaGsyRrM9VSyEEELkP6seMKNWq/Hy8iIqKqrAjJjLbuAMwDrepwolacYnJJL71C9OXs702fEOzs+5saHzYm6EXMmyjYODimFvF2WcvwuODiq+WZzA7Hnx3I3Jv+9TfuRRtk4txgUson63w7gn2NKPrzjC5Ry3f/Hzzrzw4UvsGLqeE9/uz3YblQp8G9vT/7Ui9OrmhIuLmv0HU1n5YyLrNycTF1cwfpYepyCeH4WZ5KEckoWymCMPGTBjyqqvPBoMBmJjYwvUyZ/dwBmA0azEFScm0+Oxx0iKus/qFgu5fTKSPr8PpVLnmlm2SUkxErDgPpV8bvD5vHjeGliUSye9+XSiK87O+TOLf37kMaD3MNr2vYg2wUBHZuVaOLaY0YEXPnyJ39/blG3hWL6chk8muHLhRGn27ChJ61Zavvr6PtWev0GLdlF8vzSx0BSOUDDPj8JM8lAOyUJZJA/zs+riUavVsmjRogI3QuvAvwbOAFwnhuls4i1eojGVH3uMtPup/NT+W8K3n6PH5jfxefOFbLdLSDAybXY8lXxu8O2SBEaPdCbslDcfvu+Mo+OzLSLzmscLPTrT+u2BvNCzC7VeakG5uj54li2Dg3NRk+261urI0DmO3Eu6xyt8xkVu5XjMZp+2p+nEl9nl/zPHFgabrHN0VDFrqhvnjpVm5DBn/vwrlVbtb1Glzk2mfBZHWHjOb6MpyArq+VFYSR7KIVkoi+RhfoVjRISVCf3XG2ceWsJuutOILxlIS6Y89t3M+jQdP/dezssLe9Lhh744eRXlwMw/st029p6B8R/f48tF95kwxoUpH7kxys+FSVPvsWxV4jPtX25KVa1M7ykTSbmfgH0RJ9Rq079/9Bk6kuLicD4Yw2vT9ER563j50qfEkfOoZt/JbWn2STt2j/uFI/P+Mln3yssOfDXXHa/iNnw6M475gfdJTZWHGIUQQlgvKR4LoIcDZ17o2YXt879G988wXgNG3mc5e/iYMXRmOpseeyyjwchOvw0k3bpPyxkdKeLlzB/vb8ZoyL5AuhWlZ+SYWAIW3GfqJFcWB3oyoG8Rhr1/l4th+X8FrtWgfsTevMVnHXthNBpxdHGmiJsrTu5uD/7p5koNQ2k+3lqb6146+hGYY+Ho4OFEhx/6ULlrbf76aBuHPv8zc51XCRvmzXanV3cnfv8zhfbdorlcSK8wCiGEEE/Cqm9bF2QHNwbh6OKMT9sXTZZf4hZz2MoI2lGbMnk+Xsi0nex4dx3P+/nSZc0AbOxyH2EdcVXHG0Pu0q5rFKVL2/D3/tJMGuvCP4PA84VbSS/qtm/DXyvWYtDrMRoMJN2LIzo8gvCjf3Pq993cWXeAMRsqcDH1Gm0ixnD5UvZT4ZR9sRJvnhxDad/ybOiyOPOKq0oF775VlDNHStOymZb+b93hle5SOAohhBAPWfVoa3jwrERqau6jk5Vq6PcLUNvasGiQn8lyDTb8wSQMGGnLDHTk/RWEVbrXpsuaAdzcH8Gm7ktIu//4741Wq+KjD10YM8qFsPAMho2KYd+BtCfuz4Nj5ZxHl7GjaNilA9Ne7kZ6SkqW9WXxZCvjuEcSXfmCe9lccVTb2tB86is0HvsiV/8MY+sbq0m8dR+A2jVt+Xq+B40baVm8PIEJn9zj3j3rfgC7IJ8fhZHkoRyShbLkdx4y2tqUVV95VKvVuLu7Z3lurqB4OHCmePmyJst16HmfZdTEGz/aPtExL24+zU9tv6HE86V5fe8IipTM/s01j0pNNTJ5WhwNmkcSF2dgz46SfPOVB66uT/Z9zS0PB+eiNO7ZhZAfN2ZbOJbEjY2MJpk0XiUg28LRtaInA0JG0mh0K/aM38aPbb8h8dZ9HBxUzPzUjcN/lcLZWU2r9rcYOjLG6gvHgn5+FDaSh3JIFsoieZifVX+n7ezsmD59Onb5ea81Hz0cONO4V7cs605wlUXsZCxdqESJJzru9eBwVjVbgNbdkQEHRuFRrXie9jtzLoMW7aLw+yCGXt2cOHOkNL17OuX5c3PLo2nvHqhtbNi3dn2WdZ4UZRP+qFHRnbnc5n6WbWq90ZDBf4/G3tWBlU2/5NAXf1LECd4b+uAW9chhzkybFUf9ZpFPfdW0sCno50dhI3koh2ShLJKH+Vl18VjQZffGmUd9zhYiiWUeA1HxZNPq3D0bxcomX5J2P5X+ISMp3bR8nvYzGuG7JQnUbHiTvSGprFlSjK0bilP2uacfm6Wxs6PZ6704uuVXEmPumaxzxYkN+FMUB3oSQCSm6+2dtXRZM4BOy/txYcNJltWbC9cjmfGJK1fOePP5dHf2hqRSt8lNZs6JJyP3AepCCCGE1ZPisYB7OHCmzTuDUNuYDnJJIZ0PWEETqjCIlk987ISb8axuvoA7p27R94+hVO5aK8/7RkXreW3QHbr2jqZ6VTtOHijFiHeL8jR3Fep3akcRdzf2LF9jsrwI9vzEKEriSg/mcoXbJutLNy3P4BNjqNChOkF9VxDx+UYCZxUhPNSbYW87s3RlIpXr3GDQu3cL7VyNQgghxLNm9cVjSjbPzxUkd6/d4M8fVtB6yED81y+nYsN6JutDuMAy9vAJr1Ia98ceT6VWU61ZY4p4uAGQFv9gMvGwX87SfeNgnh/a9Inat+23FOo0ucmy1YnM/9yDPb96Ua2KbY7b/zsPlUpFq0GvE/rnXu5evZ653AE71jCSSnjRi3n/nwBcpaJihxr0/X0YA0JGkhgZz6W3A5jd8yanDpXm5ZccmDztHuVqXmfspHvcuJn3wUTWqKCfH4WN5KEckoWySB7mZfWjrQsL7xpV6T5hNOXq1ubEb7vYOnch925FAVAUB0KYwhlu8hpfZru/nYMDjbp3pMWAvnh4lybmxk2+HTKKmBs3H2ygUtFmXjcajGrB/hm/s3fS9iduo29je75b6Em55zRM/zyOL+bHo3vMBb+aLzbnza8+56v+Q7h6MvRBW9GwguE0pjK9mMcRLqNxsKXWGw1p+H4LPKoWJ+PEOWyDQ+hRN456de04FZpOwIJ4ftqYJLemhRBCPBEZbW3KqotHtVpNjRo1OHv2bKF5J2a9Tu3o9MFwHIoW5c8lK9m9dDW6tDTaUYfVvMcRLnObeOJIJp5kUhyNeDasRumWz2Mo5kDoub85fHAPDScNxs61CN++M4qosPDM4zca8yIvfdGFU0sPseOddRh0uX/f3Ep50XPSh/y9/XeObd2Bvb2Kj8e7MHqkC6FnMxgy4i5/n3wwyXl2eYxY8S1Gg4HAQcOAB6Oq59KfFtTgNb7k71K3aOHfmE6Dy1PB4R5ukZcoZxeLh8uDz/9jdwpzv4rn9z9lSo0nVRjPj4JM8lAOyUJZzJGHFI+mrLp4fPg+TD8/v0I1X5e9oyNt3hlIizde4/7tu2z54ktO7/qLwbTiBSrhghPF7N3wKlocF4MDdvf12PzrCmAy6UTXtufOC0X5btdidlzZnfm6wxr96tFx6WtE7LpE8Me/khKTTGpsEmnxpt/Dqr6NeX3Wp2js7LC1t2PpqPGc/WsfAM/XseO7hR7UrmH34G01s+IAe5M8ytWpzXurvmPJex9yc8/fjKI973g0Ib38bX7t/AeVe9pQ67kMihnjALgXb+TwkVQOH0178HUsjZhY+cX+tArr+VFQSR7KIVkoiznykOLRlLyesBBKS05m2/yvObR5K13HjmLQ/FlcPHiEn2fNI9gjgVaD+lG9eVP+ir5N8Kp1HNwQhE1iBi444ooTHhShDmVperY6zS/XZHFyb9JVPTluDOcAFzmw5iK/RC/jlU39GXTEP/NzDTo9qfdSSIlJwt62CG7FShMbeYZzuw5Rvmp9+gVO4IeBE7hy7BR/n0ynyYu3GDPKhcnjXOnayZH3Rt9HY5NOjWoaSnk50Me/NuWMC2j9ThyVZ1dDU+4UNtpjALyJmps6V/46qOfXNXHsD07k0mUZ9CKEEELkNykeC7G7V6/zw/AxVG/elK7j3mfszw9GK2VuRIwAACAASURBVN88f5HVEz7l5I5d6B956DCJtMypboI5z0L9b9gbHBj70Swappclbdl1+t1pxgd0RL/LwN/P3SCsXCRxHukkuOtI9jCQUdyGki1roq3gRlTYdeKS7/Jcm4o4V7QhUXORPoff5M7pW1wPCSPq6HV+2HmdoO23+O5Ld3Zu8QBm0a+bJwA6/WESk4oS29qTv4s6c09dg1vxGs79fZ8/ll4idMMJjHq5siiEEEKYk1UXj0ajkcjISIxGs925t4hzwfu5ePAI9Tu2Iy46mosHjuR537TUFGbOHs3rs6dQa2c7Zk2aQdy2v2lMZV6Ir0zpk27UxA0PiuChcsbeqIFpADqgJFCSFNIJd7jD2fr3Ub1ZGZc65XB4yZ7nhzZFpVaTkZzOdydusDfkLJVqlueOkxPxbp4kGp2wvZbGmZAznN9/jhsh+4iPiM2n75L4N2s5PwoKyUM5JAtlkTzMz6qfeRR5p1Kr6fXJeF7o0ZlNM+cSsnaDyfp6ndrRa/I44i5cY9vY2dhEJeNOEdxxwhNnylOcqpSkmtqbYoaiACQ76Tj1fAwXGiRyp4GRjLoOFI/UUi2kCHbxjqyPPsqStYGW6K4QQgiRSZ55NGXVVx5tbGzw9fUlJCQEvV7m+8uN0WBg3SczSUlIoMfE0WiLOLHr++XYaDR0GTuKZq+9ypGgbWyY9gW6tFxe72eAys9VY+y4z7E5FEn0qrNU3leCtpSkJG5cLHqHDW0j8PiwHWvbjjRfB0UWcn4oi+ShHJKFskge5mfVxaOtrS2DBg3i8OHD8gOXR7/MWUDK/QQ6jByKczFPvKtXxbtmNTZM/ZwD6zfn6RiXrp1nxncfMXTxAs7ViWHih5MxGgy42Tsz56v5uFepz6GNW0i5n5DPvRG5kfNDWSQP5ZAslEXyMD+rf8OMeHJ/fLeMzZ/Npdlrr+LqVZzAgUPzXDg+FHHyNCs/nETt1i3pNv4DAFJU6aQVd8PO0YG9K3/Kj6YLIYQQ4j+y6iuP4untW7OBq6fOEnP9Bsnx95/qGGf27GPD1Nn0njKR+7fvcmDtBtJKeHBq55/ERUU/4xYLIYQQ4lmw6uLRYDAQGhoqbwh4StdDz/7nYxza9AtFi3nSYdRQytSshsHelr0rfnwGrRP/lZwfyiJ5KIdkoSySh/nJaGuhCD0nfUjTPj04v+8g3w/7wNLNEUIIITLJaGtTVv3Mo0ajoWvXrmg0Vn0BVhE2zZzLjgXfkXDstOShEHJ+KIvkoRyShbJIHuYnxaP8wCmC0WAgeMVa2jZtJnkohJwfyiJ5KIdkoSySh/lZdfEohBBCCJEffH19Wb9+PWFhYSQlJdGpUyeT9RMnTuT48ePcvn2bGzdusHXrVho0aGCyjaurK4sXLyYyMpLIyEgWL16Mi4uLObuRLSkehSgE7J0cGfbDQio1qm/ppgghhODB2I7Tp0/j7++f7fqwsDBGjx5No0aNePnll7l69SpbtmzB09Mzc5ulS5fi4+NDt27d6NatGz4+PixevNhcXciRVV/j1ev1BAcHy6SiCiF5PD2jwYg+I4MhXwewatwnnP5jz38+puShLJKHckgWyqLUPHbu3MnOnTtzXL9u3TqT/x4/fjyDBg2iVq1a7Nmzh6pVq9K2bVtatmzJ0aNHARg+fDh79uyhcuXKXLp0KV/bnxuLjbb28PDIHK2k1+vJyMjA1tYWGxubzO11Oh06nQ47OzvU6v9fJM3IyECv12Nvb49Kpcpcnp6ejsFgQKvVmnxuTstTU1NRq9XY2dk9drnRaCQtLQ0bGxtsbW0zlxsMBtLT09FoNCbPW0ifpE/m7pONRkPPT8dTu00rNk7/gmNB2wt8nx4qTDlJn6RP0qeC1yeNRkNCwoO3nlWoUMFktHVaWhrp6enkJikpiT59+rB169Zs19va2uLn58fYsWPx8fEhJiaGN954g88++4zSpUubbHvz5k3Gjx/PypUrc/3M/GSxK4/z589Hp9MBEBwczNKlS+nfvz/NmzfP3CYoKIigoCBGjBhBrVq1MpcvW7aMvXv3MnnyZEqVKpW5PCAggNDQUObOnYuDg0Pm8kmTJhEbG8uiRYtM2jBq1CgGDRrE888/n7ksJSWF4cOHU6NGDZNLzZGRkUyaNAlfX18GDRqUuTw0NJSAgAA6duxI165dM5dbqk9+fn64u7szffr0AtenKVOm0LZtW5o0aVJo+mTunIzA5VPn6PXJeFq0bk1V+yI8/LX4pH368ssvqVevHg0bNjT5RVoYf/YKQp9WrlxJuXLlqFSpEiVLliwUfSrIOUVGRjJlypRC1aeCnFNsbCwTJkzItz7NmDEj89/Dw8NN+jVjxgxmzpzJ02jfvj3Lly/H0dGRqKgoOnfuTExMDADFixfPvOD2qDt37lCiRImn+rxnxaqvPAIsWrQIf39/UlNTM5cVhL+CCuNfdiqVisDAwDzlUVD6ZKmcWr01gPbDhxCydgO/zluE0WjM7FN9TUXO2kRiVBlz7ZNarWbhwoVZ8iiMP3sFoU82NjYsWLCADz74gLS0tELRp4Kak1arJSAgAD8/PwwGQ6HoExTcnB7NQ6/XF6grj46Ojnh5eeHh4cHgwYNp2bIlrVq14s6dO4wZM4bXX3/d5AIXwMmTJ1mxYgVz587N9TPzk8WuPKamppr8DwkehJmRkZFl25xCefQX6L+PnZflD384smuLwWDI9jh6vT7b5yoe/oD+m7n7BDm3Xel9epo8lN6n3JbnZ59+/2YJibH36PHRGLRFi/Dj5OkYdHq8cGWLbgx7decZwQ/EkJhjn3LLwxJ9gsKXE+S9Tw/zSEtLy3MeOS1XSp8eKkw5PSR9Klx9cnR0zPz3hISEZzZJeHJyMuHh4YSHh3PkyBFOnjzJwIEDmTNnDrdv36Z48eJZ9vH09OT27dvP5POfloy2FqKQOrBuM6vGfkyddq1586vPsXPQEkUcbxDI85RjD5/QlCqWbqYQQoh/qFSqzCuwhw4dwtXVlfr1/z+LRoMGDXB1deXgwYOWaiJg5cWjTqcjKCgo279ehPlJHs/eyd92sdhvNBXq1+Xd777CwdmZXYTSiimEc5vNjGEMnVCjyrKv5KEskodySBbKotQ8nJyc8PHxwcfHB4By5crh4+ODt7c3jo6OfPrppzRs2JAyZcpQt25dAgMDKV26NJs3bwbgwoUL7Ny5k8DAQBo2bEjDhg0JDAxk+/btFh1pDfJuayGsQpma1Xl70VwSY+/x3dD3iY++gxoVY+jMGDoRwgWGspho4i3dVCGEUJynebd18+bN2bFjR5blq1atYuTIkSxdupSGDRvi4eFBbGwsx44dY/bs2Rw/fjxzWzc3N+bMmUOHDh0A2L59O/7+/sTHW/Z3tVUXj3Z2dowYMYKFCxc+9mFXkf8kj/xVvHxZhnwzD4BVYz/m6slQAJpRlW8Ygg1q/PiB3ZwBJA+lkTyUQ7JQFnPk8TTFY2Fm1bet1Wo1tWrVMhmBJSxH8shft69cZeEb75IYe4+Rq76n/+dTcSvpxT4u0IopnOIa6/mASfRAg43koTCSh3JIFsoieZiffKeFsCLx0Xf4qt/b/DhpGhXq12XcLz/yysihJDjq6cuXTGEDI2jHFj6klNHN0s0VQgihQFI8CmFljEYjR4K2M6tTH3YvXU3LAX0Zv20djXp0YqF6J52YTUnc2Jk2HudrZnuqRQghRAFh1cVjRkYGy5Yty3ZOKGF+kod5paek8Fvg98zq1JtLB4/Qe8pE/NctI/4Fd15kKre5j/OXNyQPhZDzQzkkC2WRPMzPqgfMCCH+77naNejy4SjKP+/Dmd3BpE/dxfy7vWjPTI4S/vgDCCFEISUDZkxZ9ZVHe3t7pk+fjr29vaWbIpA8LO3a6bMsfONdVo6ZRMkqlfD57SNiSxmYoOpu6aYJ5PxQEslCWSQP87Pq4lGlUlGqVCmT91oKy5E8lOHEb7uY3aUvcbdvc2aIBy2N1WlMZUs3y+rJ+aEckoWySB7mZ9XFoxAie7r0dM4HH+BKJ0/OqG4wji6WbpIQQgiFkOJRCJGtC/sOYNTasaTMcZpTHV+qZtlGo7Wlw5K+uFbwsEALhRBCWIJVF4/p6ekEBATIGwIUQvJQlosHj5KRksrNdu6c4mq2Vx/titpTuml5Xtvlh3MZVwu00nrI+aEckoWySB7mZ9XFo8FgIDQ0FIPBYOmmCCQPpclIT+fcvgNUb9GUWQTRlKo0p5rJNsl3Evmx9SKMBiN9d/nh5OVsodYWfnJ+KIdkoSySh/lZdfGo1WoJDAxEq9VauikCyUNptFot9Z4rz3M+NQlxvcZxrjCOrlm2S7gZz9rWi9A42NL3j2E4eDpZoLWFn5wfyiFZKIvkYX5WXTwCODg4WLoJ4hGSh7I4JaejVqup1rwJswmiMZVpRY0s28VHxPJj60U4ejrRd+dQ7F0lx/wg54dySBbKInmYl9UXj0KInKl1em6cOUeNFk3ZRShHuZzt1UeA2It3+LHN1zg/50bvX9/BrojMuSaEEIWRFI9CiFyd33eQqr6NUWtsmEUQDalIa2plu+2d0Fv82PYbPKqX4NWtb6NxsDVza4UQQuQ3q349oVqtxsvLi6ioKHnQVgEkD2V5mIeNmwvv/7iERW8O5/KR42xjPHbY8DIzcty3dJNy9Nk5lJv7I9jQZTH6NJ0ZW144yfmhHJKFspgjD3k9oSmrvvJoMBiIjY2Vk18hJA9leZjHjbPnib99hxotfAGYxc88T3na4pPjvjcPRLCxy2K8m5en27qBqDVW/avmmZDzQzkkC2WRPMzPqn+ja7VaFi1aJCO0FELyUJaHedjb23Nu735qtHxQPAZznv1cYHwOzz4+dHV3GJt7LKVC+2p0XtUflVpeHfZfyPmhHJKFskge5mfVxaMQIm/OBe+nePmyeJTxBmA2W/ChLK9QN9f9wnecJ6jPCqr29KHDD31B3j0rhBAFnhSPQojHunjgCLr0dGq0aApACBcI5hxj6YKK3AvCiz+f5pcBq6k9qBG1BzY0R3OFEELkIykehRCPlZ6SQtjh45m3ruHB1cfaPEdHnn/s/ud+/JuwX87QYFSL/GymEEIIM7Dq0dbw4FmJ1NRUSzdD/EPyUJZH82jW71U6jxnJx83ak/bPubsBf4rjTEumYCT3XyXl2lSh7+/DWN1iAdeDw/O97YWRnB/KIVkoS37nIaOtTVn1lUe1Wo27uztqtVV/GxRD8lCWf+dxdu9+NLa2VGny/1vPswmiBt4MoPljjxfxx0Xunoum/nuP31ZkJeeHckgWyiJ5mJ9Vf6ft7OyYPn06dnZ2lm6KQPJQmn/nEXsjkqiwcGq0bJa5zREus5K9TKcP1Sj12GMeWxBMle61cS7jmm/tLqzk/FAOyUJZJA/zs+riUQjxZM7t3U+15k1QPTJqeiI/EsEdfmAojuT+yzt0xRHSk9J5fphvrtsJIYRQLikehRB5dnZvCM6eHnjXqJa5LIV03uJbvPFgFq/nun9GUjqnfjhE3XeaoNHKqwuFEKIgsvriMSUlxdJNEI+QPJTl33lEnDhN8v37JqOuAS5xi7Gsph++9KZJrsc8HrgPrZsDNV7LOkq7eDE1Py4vRoXymv/e+EJIzg/lkCyURfIwL6sfbS2EeDL9Z0/Bs2wZ5vd9M8u6BQymM/Vpw3TCiMrxGK9ueZuiZVxZ+vwck+UODirOHi3N0b/T6NX/zjNvuxBCPA0ZbW3Kqq88qtVqatWqJSO0FELyUJac8ji7N4QyNavjXMwzyz7jWUMk9/iBoWjJ+bb00a/2UqJuaco0r2CyPCXFyPiP79G9sxOtmsurxh4l54dySBbKInmYn1V/p+3s7PD395cRWgoheShLTnmc33cQg15P9eZZb08nkcZbfEMFijODvjkeO3PanpFZJw3/aWMS+w+mMvczd2xs/ns/Cgs5P5RDslAWycP8rLp4FEI8ueT4+1w9GUr1FtmPmD7HTSawloG0pDs5v47w2IJgqnSrle20Pf4TYqlT2463BhZ9Zu0WQgjxbEjxKIR4Ymf3hlClSUM0Ofylv4pgNnCQeQykAsUBUGtMLyPmNm3P0ePpLF+dyJSPXHFxkV9TQgihJFb9W9loNBIZGYnRaLYxQyIXkoey5JbH2b9CsHd0pGKDnN9rPYaVRBPHDwyl/eBBfHZ4N5Ua1c9c/7hpez6acg+tvYrJY12eTYcKODk/lEOyUBbJw/xktLUQ4ql89NsmzuwO5udZ83Lcxrd4PTbeG8alHm7sH1ec379Zwh/fLctc71rBg3cvTeTXIes4teRQlv3H+bvw6URX6jS+ycUwXX50QwghHktGW5uy6iuPNjY2tGjRAht5Kl8RJA9leVwe5/buzzLf46MadutIhy2fs+cdR6r/FIfTD2coUbG8yTZx4TFc3nYux/ddzw+8z/WbOubMdH/6jhQScn4oh2ShLJKH+Vl18Whra8ugQYOwtZU3XSiB5KEsj8vj7F/78PAuTYkK5UyWO7m6MHDeZ/SdNolTO3czcOkQfuYIXRerqVy0bJbj5DRtD0BampFxk+/RoZ0j7Vo7PJN+FVRyfiiHZKEskof5WXXxKIR4emFH/iY9JdVk1HW1Zo0Zs2kVFevXZdn74/np4xmkJSfzASvQGQ00O1wE1b/mYov44yJ3z0ZlO20PwOYtyezZm8Kcz9zQyItnhBDC4qR4FEI8FV1aGpcOHqFGS19stfb0+GgMQ76ex80Ll/iiR39O7/orc9sEUtjpdpHK2xPxLFU6y7GOLdxHle61s522Bx5M3VOlki1D35Kpe4QQwtKsung0GAyEhoZiMBgs3RSB5KE0ecnj7N4QytWtjf+65TTq1omN079g8TB/Eu7GZNl2ZdpunG7r6ODeOMu60BVHSE9My3baHoBToRn8sCKRTya64uFunb+25PxQDslCWSQP85PR1kKIp+ZcvBiTdmwi8uIl1kyYwu0rV3Pd/lLZZYRqIul+eWKWdS/N7UrtgQ0J9J6CLjUjy/pinmrOH/dm9bpERo6JfWZ9EEKIx5HR1qas80/4f2g0Grp27YpGHqRSBMlDWfKSx/3bd5jdpS8L+r/z2MIR4NgL6bxwzZMiZH1v9fHAfWjdHKjRr162+965a2Da7DjefbMoNatb34Pxcn4oh2ShLJKH+UnxKD9wiiF5KEte84i5cRO9Lm9zMP5Z+hq2OjVdaZBl3eOm7QEI/O4+YeE6AmZZ39Q9cn4oh2ShLErNw9fXl/Xr1xMWFkZSUhKdOnXKXKfRaJg2bRqHDx/m9u3bhIWF8f333+Pl5WVyjLNnz5KUlGTyNXXqVHN3JQurLh6FEOZ1PiaMm40c6EvTbNdnTtvTomK26zMyYOxHsbRu5UDnDtY9dY8QQtmcnJw4ffo0/v7+WdY5OjpSt25dZs2aha+vL6+99hqVKlVi/fr1WbadOnUqFSpUyPyaPXu2OZqfK2WV6UKIQi067Arh3d1pcagKZfHkKndN1kf8cZE7Z6Jo5N+S63svZ3uMbb+lsHNXCl/McOe3P26Snm6OlgshxJPZuXMnO3fuzHbd/fv36dy5s8my0aNHExwcjLe3Nzdu3MhcnpiYSHR0dL629UlZrHjUarWZI6P0ej0ZGRnY2tqazBCv0+nQ6XTY2dmhfmRuuIyMDPR6Pfb29qhUqszl6enpGAwGtFrT56lyWq7X6wkODs4ysWhqaipqtRo7O7vMZUajkbS0NGxsbEy2NxgMpKeno9FoTC6ZW6pP2bW9oPTJaDTmOY+C0qeCnFNOefyXPsXdjOTaS84k2Vyhj74pc222ZenTkYA9vPJ9b7xqeRMXdjfbPk38NJHDf3nSr7czy1bdt4qcAIKDg9FoNCbtLMh9Kqg52drasm/fPvR6faHpExTcnGxtbQkJCUGv1+dbnx7dt2jRoiafkZaWRvoz+CvWxcUFg8FAfHy8yXJ/f3/GjRvHzZs32bRpE/PnzycjI+ugQnOyWPE4f/58dP88JxUcHMzSpUvp378/zZv//3mnoKAggoKCGDFiBLVq1cpcvmzZMvbu3cvkyZMpVapU5vKAgABCQ0OZO3cuDg7/v6U1adIkYmNjWbRokUkb/Pz8+O233/jyyy8zl6WkpDB8+HBq1Khhcqk5MjKSSZMm4evry6BBgzKXh4aGEhAQQMeOHenatWvmckv2yd3dnenTpxfIPq1du7bQ9akg57R06VICAwOfWZ+MQJydkRsttPTZ3YRDTeMYONi0T18GfkXbuT0YtW4CJQ465Nin2zHL8HvHmWWrTltNTkuXLmX69OmFqk8FOaeMjAz8/f0LVZ8Kck4ZGRkMHjw4X/o0Y8aMzH8PDw836deMGTOYOXMm/4W9vT1Tp05l3bp1JCQkZC5ftGgRJ06cIC4ujvr16zNlyhTKlSvH8OHDn/gz3NzcaNasGR4eHixbtuw/tddiU/V4eHhkDnW35JXH/v37s2HDBpMqXv6ys9yVx379+uUpj4LSp4KcU055/Nc+DV26iCJ/3uL970vQTT2Ho3YRWfrU/JP2NBr7Ij9Unk1qbHK2fRoyyIHPpzvjXeU6CYmaQp8TwGuvvcb69esz//Au6H0qqDnZ2trSq1cvVq5ciUqlKhR9goKbk62tLb1792bFihUA+dInjUaTWdRVqFDBZKqevFx5TEpKok+fPmzdujXLOo1Gw6pVqyhTpgzt27c3KR7/rWvXrqxZs4YyZcoQG5v3KcsGDx7MrFmzcHBwwGg04uLiwqlTpyhbtixvvPEGQUFBeT4WAI6OjkZzfXl6ehof+qdoteiXVqs1LlmyxKjVai3eFvmSPJT2lV959Jn2kXHkqsXGI8w0fsmgbLdx8HQyjk6ebWwyoU2OxynmqTamxZY1vj2oiMW/VwU5D/mSLAr6lznycHR0zKxfPD09n7j+MRqNxt69e2dZ7uzsbAwKCjKeOnXK6O3t/djjVKxY0Wg0Go0tWrTI82e/8sorRp1OZ9Tr9Ua9Xm/U6XRGR0dH46RJk4x6vd64YsWKJ+6PjLYWQphV9OUISlQqxzoO0JUGOGKXZZuUu0mErjhK/feaY2Nnk81RHsz7uHtvKr17OOV3k4UQ4pnTaDSsXLmSSpUq0alTpzxdSaxTpw4AUVFRef6c999/H5VKxcWLF02W//LLLwDUr1//CVr9gBSPQgizir58Ba2TE796XqIIWjqS/aTgR+f/RZGSzlTvm/16gHWbkmjZTEuJ4tkXmEIIYSlOTk74+Pjg4+MDQLly5fDx8cHb2xsbGxtWr15NvXr1ePPNN7GxsaFEiRKUKFEi8zZ9o0aNGDFiBD4+PpQtW5YePXqwYMECtm7dajIa+3Hq16+P0Wikd+/eJssjIiIAsswtmRdWXTzqdDqCgoJMnh8SliN5KEt+5REdfgWAjKquhHCBPjnM+Rhz/jZh287SyL9ljsfa/EsyBgP07Or4TNuoRHJ+KIdkoSxKzaNevXocOHCAAwcOADB79mwOHDjA5MmTKV26NJ06dcLb25uDBw8SHh6e+dW4cWPgwfOXPXv25Ndff+XYsWNMmjSJpUuXmgwgyosiRYoA/y8W/73c0fHJf3/Ku62FEGalUqmYeehPfl34LaVXXOdLBlKXcURyL8u2ZV+sxGt/Dmdtm6+5uutiNkeDLeuK4+KspmX7vN/GEUKIJ1GQ32194cIFSpYsSYsWLQgODsZoNOLs7MzIkSOZMWMG165do2bNmk90TKu+8mhnZ4e/v3+WkV/CMiQPZcmvPIxGI9FXIvCqUJ5fOEoKGfSmSbbbXt0dRvSJm7leffxpYxK+TbR4ly7ct67l/FAOyUJZJI/chYSEALBy5crMZZs2bWLatGmZ8/k+KasuHtVqNbVq1coyHYawDMlDWfIzj+jLVyhRsTyJpLGN4zm+rhDg8Nw9VOxQA4/qJbJdv2V7MqmpRnp1L9wDZ+T8UA7JQlkkj9wFBASg0+koW7YsRuODm81t2rRBrVaTnp7O/Pnzn/iY8p0WQphd9OUrlKhQDoAf2U8lvKhPhWy3PffT3yRExtPwg+yvPiYkGPn192QZdS2EENkIDQ2lf//+xMTEoFKpMr/u3r1L//79OX/+/BMfU4pHIYTZRV++goNzUZyLebKP89wkNserj4YMPccWBFNrQAMcixfJdpt1m5JoWN+e8uUs9tIsIYRQrO3bt1OtWjU6d+7MW2+9RefOnalWrRo7dux4quNZdfGYkZHBsmXLLP6OSPGA5KEs+ZlH1OUIAEpULI8BIz9xgO40xD6HN6ae+PYABr2BesN8s12/bUcKSUmGQn31Uc4P5ZAslEXyyJu0tDT27NnDunXr2LNnD2lpaU99LKsuHvV6PXv37kWv11u6KQLJQ2nyM4/Ym5FkpKVl3rpex35ccaI9dbPdPvVeMqeXHuZ5P180Wtss65OTjWzdkVKon3uU80M5JAtlkTxyN2HCBEJCQrK8D3vEiBGEhIQwfvz4Jz6mVReP9vb2TJ8+HXt7e0s3RSB5KE1+5mE0GLh95SolKpYHIIxojnA514EzR+bvxdHTiZr9s38bwk8bk6jrY0fVylmLy8JAzg/lkCyURfLIXY8ePahduzZ79+41Wb579258fHzo2bPnEx/TqotHlUpFqVKlTF6KLixH8lCW/M4jOjwCr3+KR4Cf2M+L1KQ4ztluH3f5LpeCQh8MnMmmTb/9kUJ8vIHePQrnhOFyfiiHZKEskkfuypQpA5Dl9YRhYWEm65+EVRePQgjLib58Ba9K/x9hvZkj6DDwKo1z3OdwwF941vCiQvtqWdalpRkJ2pZM756F99a1EEI8KRubB3Pgli5d2mS5t7e3yfonIcWjEMIioi9fwdHFmSIebgDEk8wOTuT4ukKAG/vCiTx8lUb+rbJdv35TEtWr2lG7ZuG8dS2EEE/q+vXrAHz22Wc4ODgAoNVqmTFjBgDXrl174mNadfGYnp5OQEAA6enplm6KQPJQmvzOIzo85BKD7QAAIABJREFUAoASFUxvXdfEm9rkfBvlSMBflGtTheJ1SmVZ98eeFGJi9fQphFcf5fxQDslCWSSP3O3atQuVSsUrr7xCWFgYBw4c4PLly3To0AGj0ciuXbue+JhWXTwaDAZCQ0MxGAyWbopA8lCa/M7j7vUb6DIyTJ57/JMzxJBAFxrkuN/5DSeJvxpLww9aZVmXkQGbf0mmVyGcskfOD+WQLJRF8shdQEAAcXFxADg7O1OzZk2KFi2KSqUiLi6OefPmPfExrbp41Gq1BAYGotVqLd0UgeShNPmdh0Gn507EtcwR1wB6DOzgJJ2ol+N+Rr2BY18FU+O15ylSMuvgmnUbk6hY3pYG9QrXe27l/FAOyUJZJI/c3bp1i86dO3Pu3DmAzDfMhIaG0qVLF27duvXEx7Tq4hHIvP8vlEHyUJb8zuPR1xQ+tI3jVKYklSmZ434nFx/EaIRqvbLOC/nXvlSib+sL5YThcn4oh2ShLJJH7k6cOMELL7xA7dq1adOmDbVr16ZJkyacOHHiqY5n9cWjEMJyoi9fMbnyCPAXZ0kkNderj2n3U7m2J4yKHWtkWafXw8agJF7t5pTdjD5CCGG1IiIiOHToEBEREf/pOPIiWCGExUSFR1DUwx0nVxeS4uIBSEPHH5ymE/WYx7Yc97287SwvzemCXRF70hNNX7O1bmMSfkOcadLInv2Hnv4VXEIIURB9/fXXGI1G/Pz8+Prrr3Pd9uF2T0Ll6Oho/C8NfBKOjo7cuXMHACcnJ5KTk8310dlSq9V4eXkRFRUlD9oqgOShLObIo0TF8oz9eQ0LBw7lyvGTmcu70ZDFvMvzjOM6Mdnu61rBg6GXJ7Gp+//YO8+oKI8uAD8svXfpKqICig0LIordKGLvvXeNiZqoiYmJNeazd6Ox9xJ776Jir4gIAoKwCApIb8vu94OIEoqLgizyPufsOTp9uO+8e3dm7r0b8T/0OEeekhIEP7Hm4NFkvp8aUyxj/9II60NxEGShWHwJeWhpaZGUlASAqalpiesvHyMhIQGpVIq+vj4JCQnIZAWrenp6eQdnyI8yfWwtlUqJiYkRFr+CIMhDsfgS8ngT8pJMiQRzu0o50s/xiDQy8KBOvnXfBkUT7ReZ59G1TAb7DybRvbMWoq/kLSesD8VBkIViIcgjbz6MuPPOSCavz6fwlbxWPw0NDQ1Wr14tWGgpCII8FIsvIY9MiYQ3oWGY2VXMkZ5IGpfxLfDeI8DzY75U8nDMM1zh3n+SsDBXwd3t63iehPWhOAiyUCwEeeSmXbt2eHh4ZP+7oM+7coVBuPMoICBQouRlNANwjHssZRCm6PGa+DzrBh73xWVKc8zqWBF5LyxH3q276QSHZNCzmzaXvFKLZewCAgICisjVq1cBUFVVzT6yfvLkSba/x8+lTO88CggIlDyRQS9yuesBOMVDZEBbauVbN+xqEKlxKVTO4+gaYN8/yXTtqIWK8DNZQIExsrLArXc3RCqFjzEsIFAQGRkZnDhxghMnTqCtXXTuywTlUUBAoESJDAxGv5wpmnq6OdJjSOQ6z2hfwNG1VCLlxZlned57BNhzIAkTY2Xat9Uq0jELCBQFmnq6dJg8galHdtP15ym0n1g4i1cBAXl49eoVSkpKxMbGFlmbZVp5TE1NZezYsaSmCkdaioAgD8XiS8njVWAwAGa2FXPlHec+7jiiR/4OgJ8f88Wivg1apjq58h4+TufSlRR+mWpQ6n0+CutDcfhcWSirqNCkfy9+OrEf156dOfvXZo4vXUOzwX2p3rxJEY/260dYGwWzZ88eADp27FhkbZZp5VEkEmFkZIToazHHLOUI8lAsvpQ8Xr8IRZqZmctoBuAE91FDhTbUzLd+0MmskFuV2jnmmT9z7ltq11Sja6fSvfsorA/F4XNkUaNVM348vIuOUybw8MwFFrfrg+W6QPr9rYXGnBsMnP4zRtaWxTDqrxdhbRRMcHAwMTExrFq1ipUrVzJs2DD69u2b41NYyvRfWk1NjTlz5qCm9nXFwC2tCPJQLL6UPCTp6US/DM/TaEZMLHcJKtBlT/LrRCJuv6SyZ95H19dupHHqbDK//WRQqt32COtDcfgUWZSvWZ3xW9cxeMl8XoeEsqXzGCrP8uNazHQW0h9bTOmxR5uBHcLYZzebxip5P88CuRHWRsEsX74cIyMj1NTUGDhwIEuWLGHt2rXZn485Ec+LUvwqFRAQ+FqIDArGrFJu5RGyjq5bUgNN8v9iCDzuS8U29ohU8n6lzZz7Fkd7Nfr0+PriXQsoNkZWFvT/cxYTd2xAXUuTC/1+p/bYJ5x5MY7RtGYfN6jPT7RgNnWYxjo9L2yfK3NIMolbzON72mOBYUlPQ6CU886fY1H5ehRsEAUEBEqcV4EvqOv5TZ55x7nHr3SjGdU4yYM8yzw/7kuTWe2wblyJ0EvPc+XfvZ/OoaNJ/DrdgD0HkpBIinT4AgI50NDVoXqzJtRq3Rz7xg1JehNL8PD1tLxpxHS685Jo5vAP2/AigZTseuHE8NvrLZzuHsc4j/EozQjmO7EH0+nERXzZyVVO8YA0hAdYQH7mzZtX5G2WeeUxJSXl44UEvhiCPBSLLyWPyKBgDC3MUdfWIi0pZ9ivQCJ5SjieOOerPEbeDydBHIdd+2p5Ko8Av817y71rlgzqp8PfWxKLfA5fAmF9KA7/lYWmnh5OLZpQs3Vzqro2QEVVlRd3HpIx6hDt75hgJ2vEbQIZxlqOcY9M8o+G4r3/EJXq1ab6wRb83HM0biFm9MGNPx1G0G1wIj8t+JOw2MjinmKpQlgbeePi4kJiYtb77ubNm9y6datI2i3Tsa0FBAQUAyvHqkzau4VlfYcR+tg3V/40OjGcFjgwCQmZebbRbn0vrBvbst7xj3z72f63CW4NNXBwDict7Yu9+gS+UrQN9HFq4U7N1i2o4lIPJWURwfce8ujsBR6du0y3qOosoC9HuMtaznKHILnbVtPU5LvdG5FmZrKs7zAqd65G+/W9UdFRgydJrGq7kISwonH4LPBxSltsa4CNGzfSvXv3HGkHDhxgyJAhn912mb7zKBKJcHJyEiy0FARBHorFl5RHVHAIUqk0T6MZyDq6NkAbN+zzbSPwuC/GDmYYVDLOt8ys+W+xtFBmxODcbn0UHWF9KA7a+vp8v/UvZl48Rvdfp6KsqsKhBUuY1aIDq4eM5erO/WRExTEFT/Zxg+GsK5TiCJCeksKWST9hZGPBCK+ZdNo1EL9Dj9Cq+xhtHW0GXp+IsaNZMc2wdCGsjdwMHTqUHj16ADnvOXbr1o3hw4d/dvtl+i+tpqbGpEmTBAstBUGQh2LxJeWRkZpGrDgiX6OZx7wkhNcFxrp+cc6fzHRJvg7DAfyfS9i2K5Fpkw3Q0ipdjh+F9aE41PX8ButaThz9czm/t+jA2uETuL7nHxKiY7LLDKcFRujwJ0c+uZ9UyVte6nuh56yF39qnHBuwg7/vHaGfqyYasUr0vzoBK9eKRTCj0o2wNnLTr18/IEtx9PX15enTp9n//xTXPP+lTCuPAgICikNk4Is8fT2+4zj38aA2SuSt9KUnphF6KbBA5RFg9oI4jAxFjB2hW2A5AYH8sHdzQSUxmdsHj5IYkztqhy6afEs7tuFFCG8+qQ+79tUYfG8yMmUJL9e/oWG9vlhUtSOEN1yOeEhHd2VeP35F7/NjqOxZ/XOnJPCV4ejoiEwmY+zYsbi4uNCgQQPGjx8PgIODw2e3LyiPAgICCkFkYP7ueiDr6NoMA+pRKd8ygcd9Kd+sMqra+e9AhIRK+HtrAj98p4+ubunafRQoeVTU1KhUrw6qcfkbXY2jDRqosphjhW5fSVlE03nt6XFsBGFeQWyqu4g9E/9H1IsQBi6ci7q2Fms4S/U4C15/c5WgE0/penAINYe6fM60BL4ydHWzfhzv3r07O23Xrl0A6Oh8/rWdMq08ymQyxGIxMplwcV4REOShWHxpeUQGBWNsbYmapkae+bcJJJK4Ao+unx/3RUVdhYqtqhbY1/yFcWhriZg4Ru+zxvwlEdaHYlCpbi3UNDWJDQjOUxYm6DKa1mzgAq+IK1Tb2uZ69Dk3BpcfmnPhhyMc6LyRtLcpSNLS2Dr5Z/RMTej523Ru8Zy7BDE6rQWHem7hwfobePzdG9efWhXVNEsVwtrIn4yMjOx/p6enF1m7grW1gICAQmDjVI3vdv3Nkl6DCfN9lmeZhfSnGdWpx/R82xnhN52XVwI5NXJvgf0tnGvIkAG6VK4VRmxs/m5TBAQ+pOOPE6nVujmzW3fOM382PelPE5yZRixJcrdbvqkdHXcPRCaVcaT3Vl565TawcW7fhn5//M6SXoOp76vHekbRlN94QhiNZrTGfbYHd1d6cW7iQWRSQZEqSkqbtXVCQgIymYwdO3bkSO/fv3+u9HfH24WhTO88Kisr4+7ujrKyckkPRQBBHorGl5ZHVNALgAKPro9xj4qY4oRNvmUCjz3BziPvONcfsmBJHCoqMHlC6dh9FNaHYuDY2BW/qzfylIUlhgyhOas4XSjFsWKrqvQ+P5Y3T16xqc7CPBVHgAenz5McF49Ty6Yc5R5hRDOa1gBcn3OWkyP3UmeMG512D0RZvey4cRbWRv7069cvx+fd7uyHaf379y90u2VaeVRVVWXw4MGoqqqW9FAEEOShaHxpeaQlJxMjjsjXXQ/ANZ4RRzLtC4h1HXjcF10rA8xqWxXY3+s3UlasjWfCaD3KmSr+q1BNTU1YHyWMkbUl5Wwr8PzG7Txl8QMdSCSVtZyVu001HXXabehFyIUA9rRZS3JU/ncppZJMnly6ilNzdyRksp7zdMMFM/QBeLjem4PdNmHnWY2eJ0eiolk2nhXhuyNv8gtF+LmhCUGIMCMgIKBARAa9wLwA5TGDTE7zkPY4syAfFygvrwaTFp+KnWc1Ih+EF9jfohXxjBmux9Tv9Zn8U26rWUXBpLw1E3dsIC1WsY/KvnYcG7siycgg8PY96NUvR54dWVFgfmM/iaTJ3WbTPzzRNNbm1IiVch01+1y4Qv1OHpiUt2ZbqBc/0JEhNOMPDgMQcNiHPa3X0vP0KDw29uZIn22Fm6TAV0FxhCT8EEF5FBAQUBgiA4Nxau5eYJlj3KMnrlSiHEFE5cqXZmQSfOYZdu2rcX1OwTtAsbFSlqyMY9pkAxavjCdcnHf0mpKmYbdOaBnok6yvR43Wzbl99GRJD6lM4tDYleC7D0lPzh0KbyodiSSOTVyUuz2bJpWoO64xZ8YfIC5Evh8vz67fID0lFacWTbm0eQfb8WIIzVjGSVLIMogIuxbM8YE76XJgCG98XnF9rvw7oQJfB/Pnzy/W9hX/rKYYkUql+Pj4IJUKl+UVAUEeikVJyCMy8AVG1paoqKvnW+YiT0gmjfYFWF0HHvfFskF5NE20P9rnsjXxJCZJmT5F/5PGXNyIVJSp18mD67sPkBwYQo9ZP+Ho7lbSwypzqKipUblBXfyueudaG9WxpisuLOQoaUjka09TlXZ/9+alVxD3Vl+TexwZqWn4e9+kRsumAKznPAZo05OG2WVEIki5/YRrvx7HfY4HVbvUKMRMSx/Cd8eXp0wrj+np6SxevLhIzdcFPh1BHopFScgjMig4K9RYs8aoaWrmWSaFdC7wpOB7jyd8URKJsGv3ccOZhAQZ/1sax7CBulSsoHiHMdXcG6NrbMT1fQeZ2b0/Ty56MWjxXOzq5688CxQ9dvXqoKapwdOr3rnWxk90IYhIdnFd7vaa/N4WXWt9TgzbDYV0MfP4/BXK16yOrokxIbzhOPeYaOvCqKG67N1mSmSwDUE+NpyaEMDwsPXs3GLGvEU2dPLUooqdCoWN4qdjbEj778bk60arpFHU7w43Nzf27dvH8+fPSUpKwtPTMztPRUWF2bNnc+vWLaKionj+/Dnr16/H3Nw8RxsGBgZs2LABsViMWCxmw4YN6OuX/A/dMq08qqio0KlTJ1RUFO8LoywiyEOxKAl5vAoIIjkungEL5zD3xjmmHd3DgIVzaDliEI7ubuibmQJZDsPrYYcFhnm2kxyViPhWCHZyRt5YvT6BuHgp3yqg30eXbh0IfezL66AQOnh6svvn2QTduc/QFX9SvkbB0XQEig6HJq7EiCOIDAzOsTbqY8c31OIPDiNBvmsPFg3KU39SM67OPE1swOtCj8X38lXUiWfclBqsXmpMy4enqPlgH8v/Z4x5OWVWrEmgc69Ifvg5hjMHo9BKimXcUE0O7CjH03vWxEdU4I6XJVvXmzB1kj4ebTSxsszfUtmlS0daDBtIj5nTCj3WL4Gifndoa2vz+PFjJk2alCtPS0uL2rVr88cff+Dm5kafPn2oXLky+/bty1Fu06ZN1KxZk86dO9O5c2dq1qzJhg0bvtQU8kWx/tJfmHcP3OnTp5FI5DtqECg+BHkoFiUhj7TkZH5r7om5nS2WDlWwrFoFS/vKNBvcFy29LMUu6W0cMXcDkH4vo61aXTalncuzrcDjT6k/qSkiFRFSScHHWSkpMv7amMCE0Xr8Ni+W+HjF8JGnb2aKg1tDDsz5Xw55bP5+OiPXLmXEmiWsHjqWCP9AAGpRgQm05RK+7OE6GXIqMwIf552LHvhgbZw6zQxJV54QxkFuy9WOspoyHhv7EHkvjFuLLxVqDOVtlBk+SJfWLTSpW2EMojHwLECDQ2fiaXzRk/CrBnSMX/6fWgno/JHBoNvfoRT+Cr+ftuNgJ6KaoxrVHVTxaKOFgUHWPlJ0TCaPfNJ59Didhz4ZPPJJx9cvHUf3RsSER+Dc/htePPTh2q79hRp3caOo3x1nzpzhzJkzeebFx8fToUOHHGmTJ0/Gy8sLa2trwsLCsLe3p02bNjRt2pQ7d+4AMG7cOC5dukSVKlUICAgo9jnkR4kpjxoaGtn3EzIzM8nIyEBVVTWHnyaJRIJEIkFNTQ3RB/vsGRkZZGZmoq6unsPMPD09HalUioZGzq31/NI/HMuHpKamIhKJcgRZl8lkpKWloaysnMMdgFQqJT09HRUVlRy/ekpqTnmNvbTM6V2Zr2lOpVlO78qUxJwinwcR/SKUx6fOZ89J29iI8tUdsHKoinnVysQ6GNImoSGbws7lOafA4740+b0tlZrbE+YVXODY09PTWb0+gSkT9Rk11JAVa5OLfE6fIifXbp2QpKfz9KJXdhl1dXXS0tLYNulnhq9dzKh1y1g5cDRdIxyZKenKGxLoSF0m48lyTvKP+h3SlN5/oZb0nErjetIzN8O0YnlOrViHhoZGdv9NpA64Yc9g1bWoK6vLNacmM9thVMWEnY1Woq6qRrrs43OyraDM5Ina9OupSWKSlLMXUrns54he4/FM/2YEqYlJtEt7ygZG4axmh68oPMecUqOSONZrBz3OjERrUFfWDd1NRkZCtpxsrEXUqK5KdQcRTtVVaN9Om4njVP6VnYy30m3cvJnI1Yu16fjDt0Q9D+LlY1+FkdOH/RTXs/dhXV1d3Rx9pKWlFcmRub6+PlKplLi4rMhELi4uvH37NltxBLh9+zZv376lYcOGZVN5XLp0afYvBC8vLzZt2kT//v1p0qRJdpnDhw9z+PBhxo8fj5OTU3b65s2buXLlCr/88guWlpbZ6YsXL8bHx4dFixah+cF9qRkzZhATE8Pq1atzjGHSpEmIRCIWL16cnZaSksK4ceOoVq1ajq1msVjMjBkzcHNzY/DgwdnpPj4+LF68mPbt29OpU6fs9JKa09ixYzEyMmLOnDmlbk6zZ8/Ozv9a5lSa5bRy5Uogy2pP/QMDlpKcU5d2HjSp6wpApLMm9U5mOQvPc05eXiglShmxaDymd7Jk8jE5vYyoxc8/hlCt1gRkMlGJy8mmTydUEpJZ8r+F2REhpk6dmn0vSpoCETFpHK40D/uX6QS1BN+exjyLgpR5YfyR0pdZmv153k6JUHfIVFcq8TmVxvUUkJaAVJLJhL4DUOqd5VBZQ12dqZIOhFkk03XOGLr+q4AUNKcoUQwNp7bE+JE6s8fN/Oic6jkb8ffaetjaPCYtXYs7j+rzjecWKlWqznfTBhOnZMGCv9fxxsePmTN+5bV6In/Xnc794aI85xR/Mx2V/s7YqFmwqtefecpp9oLDTJo0idq1qmKgH4meVRx6FvE42JymfZNLiJPCsd82gDe3DFj65yKFkdO7/ovr2Zs7d272v4OCcjpxnzt37me7xlFXV2fWrFns3buXhIQEAMqVK5cdle9DXr9+jZmZ2Wf197mUWHhCY2Pj7PA+JfVrNTMzk/79+7N///4c8R+FX+AlMyeZTEbfvn3lkkdpmVNpllN+8lCUOS0dv4buCzOpxY+8VkvMc06em/pi2bACW+ssKXDs79Ib1NPh+nkTBgyP5eDRtBKVk6NbQ4avXcJfwycQ8tAHgD59+rBv377sH96OUiv+yhyBpZoJZyZqMmXrFJJiYrPnZCs1ZZJyB7pl1ieWJNapnGe95BwpogyFfvYUbT0NWvYHKmpqbB7/A5C1u/V7/VEMvOBAN5Ul3FQJ/OicJFIJ/b0noqyqzC63VUgzMvOdk6O9CpMmaNCzqzaRUVKWrExi0/ZkUlNzzmnslrVEh4vZPf130tLSGKf0DT/LutBQ/VeilOLznJPrzNY0+LEZ+zv+TeiZgI/KqdfcXzC0smBZn6F06ajH5IkGuNQVEZlgyOzfgti8PR7I6R3hS8tJVVWVnj17snXrVoBiefZUVFSylbpKlSrlCE8oz85jUlISvXr14tixY7nyVFRU2L59OzY2NrRt2za7nylTptCvXz/q1MlpHPjw4UO2bt3KokWLCuyzWNHS0pJ9qY+JiYnsHf8qrcJH+Agf4fNJn7Gz5svesEHWg4b5lqnapYZsmmyJzKCSsdztnj9mLvM6Y17i8+u34HfZ1CO7883vTxPZS1bLLvCrzNmshuzX80dkk/dvlWnq6eYqWwET2WIGyMSslQWIlstmmQ+V1XJ2LfE5loaPirq67I/bl2TuA3tnp4lQkl1jlmwf38vdTsNpLWU/ShbJzOva5FumppOqbPcWU1l6bAVZ4GNr2ahhujJ1daV8y7caOVg298Y5mbKqqgyQ6aIpe8FK2XQ65z8WJSVZ13+GyL6Pny8zqV7wcy5SUZbNvnZa1mbMsBzpXfo7yXzDe8jSYivKIgJtZL9M1ZeZGItkIpRk1hiVuMyK46OlpZWtv5iYmBRa/5HJZLKePXvmStfT05MdPnxY9ujRI5m1tXWOvNGjR8tiY2Nz1YmNjZWNGjXqi+lueX3KtLW1qqoqQ4YMEUIaKQiCPBQLRZdHWEIEb2xEuFIl3zIvzvqTlpBKjSEN5G536eo4XF00aFBX7eOFiwlNPT1qtGzKzQPvo+i8k4eeijarGMpSBrGH67RjHvciH7Nu5ET0y5kyav1yOk/7nv4LfmfU+uVM3r+VQec3knFvBEfOOBLZ05pRMW4cDxyJu1OzEptjaaFy/Tqoaqjj5+WdndZBuR72WPKn8lG52jB2KEfj39pya+FFXt19mSvfrJwy+7ebcu+aFc611Rg9MRoH5zDW/Z1AWpos33Yfn7+MhrY2VRrWAyCBlGyn4Zrk8/zKZBwdsIO3gdF0Pzq8QF+oFWvXREtPj6dXcrogOrjdhzHTVdj2ainnbhowZaI+wU+sebDElft2P+CAZT4tFg+K/q7KDxUVFbZt20blypXx9PQkJiYmR/7NmzcxMDCgbt262Wn16tXDwMCAGzdufOnh5qBMK4/Kyso0adJECKauIAjyUCwUXR4x4RFEuejgStV8y6QnpvFow02cx7jJHef3+KkUAgIzmDiu5Hyp1fVsg0ikzJ0PIskoKyvTrlJjTmZOoz3OjGY9U9ie7ZQ6MjCYv0Z/j4qqKpUb1EXXxJjkuHiC7j3kxr5DHF6wlNULf2fQ89l4Oq/nzqQU+uk1yW8IAv/i2KQR0WFiooJDstP6yNyItYXHqmEfra8kUqLd372JexHD1d9O58q3MFfm/HFzGtRTZ8jo11SrG87GrYl8cFMkXyIDg3kd8pIaLZpmp/3FefTRoheu+dbLSErnQKe/UdVSo+vBoeiVz9vlVbUmjYh/E02Yr1+uvMtbd3HlxBNCbZdQ7xsZdxdWxKF9HAY31jOv1Zf1Qaqo7yptbW1q1qxJzZo1AahYsSI1a9bE2toaZWVlduzYgbOzM0OHDkVZWRkzMzPMzMyyleBnz55x5swZVq1aRf369alfvz6rVq3ixIkTJWosA2VceRQQECi9xIojeN1AjypYYEr+/hnvLL+CuoEmNQbVl6tdqRRWrImnWyctbKxL5svIpWtHnlzyIjHmfci6bpn1cZ8tQ4aMVsxhPzdz1Qvz9WNh1/4s7NqfNcPGs23KDA7OW8SZtRu5vucffC5exriZAU3OdubGr2nEbjTGwMroS06t1OHQxBW/q+93Hc3Rp7m0GqGNlQqo9Z66E5pg1bACJ4ftRpKaUyO0tMhSHLW1lGju8Yptu5IorKcZn/OXqd68CUr/3ucL5Q3HuMdoWqNE/mOMD43lQOe/MbYvx6iAn2i7rif6FXIqkY7ujfDz8kaWjxPzPb/MJT7qNUvsZuG0cCAjaxjgc1aLDtv88HARnitnZ2e8vb3x9s56fhYsWIC3tze//PILVlZWeHp6Ym1tzY0bNwgKCsr+NGz4PlrQ0KFDefLkCUeOHOHIkSP4+PgwfPjwkppSNoLyKCAgUCqJEUcQ5awFUODRddyLGJ4deET975uCknxf+Ft2JpKQKGXcyC/vNNy6mgOW9lW4efD9kWhzqrMsYxDi+uCp9j+e86rQ7VZoXpmhD6bQ7A9PHm64Qerct2RqwNBr32NYxbQop/DVYFLBBhMb62z/jgA9aUQGEsJdPl6/XC1L3Od6cHflVcKuBefIs7LMUhw11JVo6fmKwKBP80/oc+EKusZGVKz13pJ4NWeojHmBUZgAxDdCWGM7m8s/n6D+MKbCAAAgAElEQVRKZydGBvxMu/W90Lc1xsjKAvPKlfC9fDXf+mnJyagNPkbDQ5n84/mWzWnXaDs0iPR75uzZa0iN6qXrGLmo8fLyQltbO9dn1KhRhIaG5pmnra2Nl5dXdhuxsbEMGzYMCwsLLCwsGDZsWLYrn5KkTCuPEomEw4cPK5RT0bKMIA/FQtHlESt+RbKZKuFaCQUeXQPcXnwJo6rlqOwpX0SWpCQZf29JZPggXbS15VM4iwqXbh15GxnFs2tZO4uqKDOfPlxTesbvxkdJzEwpVHs6lvp03DmAPhfGkRKTzGbnRZz//hA3Hj6k7WADdJLV6H91Ama1rYpjOqUax8auSNLTeX7rvZ+9frhxTOk+B84eKXBtWLvZ0vfSeGL8orj80/GceVZZiqOaapbiGBT86Wss5JEP8a/f4PTB0fVdgriML1PoUODuI2QdYd9aeJG1tnO4PO0YlTtUZ5T/dDpuH0SaUiL+3vk7Px9JSybGNmdT5UckzHfDrU93IlOTWdvHAqUXRpw6aE4l2+L3CKjo76qvEUF5FB44hUGQh2Kh6PJITUwiOT4ef6vEjyqP4pshhF0LpsGkZnK3v3JdPDo6Sgzup/OZI5UfNU0N6rRrze1Dx5H9G0RhFK2oiClTZTs4fER+eYhURDSY1IwRftOo0KIKxwbtZIf7SqIeiQEQ+/kT4WbKkCYGJIfE0+fSOKwbVyq2uZVGHBq7EnjnPukpqQC4UBk7zNkh8ypwbVRq50ivM6OJvB/GzuaryEh678bFxjpLcVRRzlIcg1983vqSyWT4XPTCqaV7jvSFHMUJG9pSS652MpLTubX4EmtsZ3Pxh6OUq29GnKMPrVZ1wrCySa7yfXFjHn1Yzkl+eL6cK9v20PGHb6lQy4mV8ZdJ6dYXabw6pw6ZYWFevNc/FP1d9TVSppVHNTU1Jk2alMvnlEDJIMhDsSgN8ogNf8ULRyWqYYUB+VuNQtbuY/lmlTFztpar7bDwTA4cTmbCGD1EX+hNWbN1CzR1dbj175G1OfpMoQN/c5EgtTdyy6N8UzuGPPiBZn92wGfzbf6yn4fP1tvwwd21iIBAAr/RQT0WNFo8IfJuGL3OjMLOQ4iXDaCqoY5d/To8/cDKui+NCeE1t1SD85VFtT7OdDs8jOAzz9jb7i/SE9Ky88rbZCmOIhG09HzFi5CiUXZ8LlzBxMYa8yp22WneBHCNZ0yhQwE1cyNJyeDhulsY+dcmeMcLKraxZ4TfdDy39MWoatb1hs7UZymD2MhFZnEAgKOLV/DysS8DF83lpXocJ94E8KpzV1RVlDjxjxmGhsW3iErDu+pro0wrjyKRCCcnpxyOQwVKDkEeikVpkEeMOILX9XUQIcKFygWW9T/0mLdB0YXafVy2Ko7KlVRp31bz44WLgAZdPfG/cZuY8AgAZtKDFNJZwGG55KGspoznlr70vTSetLgUttRbzNlv/yEtLjVX2YzUNMJiwrnvkEjfRFf2evxF8OlndD00lGp9vqy1rCJSuX5dVNXVs41ldFCnE/XYxTWUlJXylIXzWDc6bO/Hk+13ONh9M5lp75XDCuVVOH88KzJQy/avCAktul2y5zfvkJKQSI2WTXOkL+QotahAa2oUqr0qDeuhqqrBhRkHWFtpDue/O0SFllUY8XQao3ZOYHb1IezjBlPZmV1HKslk72/zMTArh71rfdZyFtuwqvzWRRcLc2WO7CmHllbxXAEpDe+qrw3hLy0gIFBqiRFHoFTTjHBiaPSRo2uZVMbtpZdx7FUbXWsDudq/dTcd75upfDe2+N32mFYsj13dOtm+HV2oTA8aMpsDxCPfPcc6o92o1q8uJ4buYnvjFUQ+CC+wvPhZAM88dbDHktpp5TnYfTNPtt+hw/Z+1Bnj9tlzKs04ujciOiyc1y9CAehIPbRQYzfX8yzv9ksb2qzqzu2lVzgxbA+yTGl2XsUKKlw4bo5UCi08XhH6MrNIx5opkeDndR2n5jmPrr3w4wYBhd59dHRvRFRwCG9Cw8hMk3B3pRdrK80haOxVyrtWYodPGuf3yyhXO6c/x6jgECKDXuDUoineBPCAF3j6t6V9t0icqqmxf3s5SpkrRoF8EJRHAQGBUktseASGlhZ44//Re48AjzbeJD0xnboT5PdvuHR1PE2baFC7ZvEeiTXo4klyXDw+F64gQon59OUuQezKR1n5L2q66jSa0ZpHG2/yaNOtHEfU+SH28yelcyVeEk0/3JBlSjkxbA93lnnxzeruNPq59edOq9Ti0Ng115H1ZZ4SRk5Hzigp0WppF5rMasfln45zYfLhHH9724pZimOGREYLj1eEhRet4viOxxeuYF3NHkNL8xzpCzlKXSrRnOpyt1WtiRtPvXI+d3XSK/C/dS2xqxLC6aF7Ma1tyZD7U+h+ZDgW9ctnl/O5cIVqTd1QEolYwxmaU53k+6Z07RtF08YabPnL9ItdAxEoPsq0CDMyMti8eXOOuL0CJYcgD8WiNMgjNuIVqhrq3NMOpybl0flPjN3/kpGUzoN116k90hU1nYLLvuPQ0WRehEiYOLb43PaIVJSp36k9d46eRJKeziCaUpPyTGMXMrIUkY/Jo8GkZqjqqHHt99yOqPMj3C8ADV0dDuk9pgsN0EINZDLOTzrElRkncJ/jQYtFnYpkjqWJcrYVMLa2zI4qY4cZDanCTrLc1ryTRaYsE8/Nfag7oTGnRu/De/65HO1Uss1SHFPTshTHcHHxKI4Afle9kaSn59p9vIQvdwjkBzl3H60cqqJvZorv5WvZafZYspuJPCaUIZLV3N/kzV/28zk6YAeGVUwYdOt7ep4ciVUjW3wuXEbHyJCKtWtwmLuIiWE0rbl4JZU+Q17TrZMWKxYZF+ncS8O76mujTCuPmZmZXLlyhczM4lvQAvIjyEOxKA3yeHc30M8yHhWUqYfdR2rA3RVeqGqrUXOoHI76gMzMLMvrXt20MTcrHqvRau5u6BobcevgUYzQ4Se6sB0v7vPeN2BB8tAy1aH+5GbcXXGVhHD5fcCJn2VFqfCuGYcumnjyPgza9blnOTNuPw0mNcOhR+3PmF3pw6GxKxlpaTy/fReAPrjxliROcB/IksX1W9503DsQx951ONxnGw/W5d4hVlNV4kWIhFaerxBHFO86SktKxv/GbZz+c+8RYCHHaEBlmuDw0XYc3RuRmphE8L2HAOijxTbGE04sfVhOClmW47JMKU+232FD9QUc6rUFHSt9Blz7FrelzYhND8WphTsSMlnPBbrjQjn0OHI8mZETohk1VJe5M+W7OiIPpeFd9bVRppVHdXV15syZg7q6fDsQAsWLIA/FojTII0acpTzG22rwmni5jq4TwuN4uuc+9b5zR0lZvlfgxm1ZMYbHjtD9rPHmh0vXjoQ+9iXCP5Cf6IwIJebwT44yBcmj0c+tkWXKuPHH+UL1mxgTS1zka5TrWHKFp/SjcY78e6uvEXzmGY1mtJbbwfrXgEPjhgTevk9GahrKiOhNI/ZzMzsUpI6RLj/6zadiy6rs77ABv70P8mzHzz+D5h7Frzi+w+fCFSo510LbIOcd3XM85gEv5Np9rObuxrPrN8mUSBChxFpGYIg2A1lJIrkNr2RSGX57H7Cx1kL+6bIRDUNNJM5iqk9zoHyzymzlChlkMoRmAGzZkciUn2KYOsmAvdtMMTD4fDWkNLyrvjbKtPKopKSEpaUlSmXopajICPJQLEqDPFITEkmJT8DQOuve48eMZt5xe/FlDGyNqdpZPivU+HgZG7clMnKoLhoaRfv30CtnikPjhtz85wg1Kc9A3PmDw7whIUe5/OShX8GQOmMacfPPC6TGJhe6//Bn/lg6ZB3JumGPLeWy89TVlXi78zRmNSyo0kH+O3OlGTVNTezq1cm2sm5BdcwxyD6yBmizvgcyS2X+8fyb4DPPSmqouXhyyQuUlKjWrHGuvIUcpRH2Ba4RHSNDbGpU4+mVrCPrH+lIC6ozgnWE8KbgzmUy/A89ZpPzIryneqGipUrfi+PwvDyUrS0eM5jmaJBlLbN0VTzd+0fR3F2Du16WNHL5PKWvNLyrvjbKtPIoICBQ+okRR2BkaYE3AThjm/0FVRCR98MIuRhAg8nN5O5n5bp4jAxF9O9dsD/JwlK/kwcZaek8OHGOP+iLH2I2clHu+k1mtSMlOpk7y658Uv9ivwCs7KtyjHvEkUxvXHGurcay/xnx8pk1x5fL6Bq2m5Yzm39S+6WNyg3qoqKmlm0w0pfGPCaUR2RZXTeY0pyqXWtgfkWLiBuhJTnUXCRGx/Li/iNqtMh9dH2KhzwmtEDLa4fGrohEIp5e9caDOkyhA3P4h0v4FmocV5ccReOhLQErg1DRVCX5vANnvUT0b9Uxu8yho8nUbSwmXCzhwglzpk/RFwxpShGCqAQEBEo1seIIDC3Nuc4z1FHFGVu56t1adAkr14pYuVaUq3zwCwmHjyfz7ZiiM5xREolo0MWTh2fO0zG5Jg2ozHR2kYn045UBUycLqvevy7VZp8lITv94hTwIfxaAvpkpZpV1CR5zkJ+vhnHrsiVdOmixYXMiQ0a/xk4liplVr9JqqHw7u6UZxyauvAkN401oGMbo0JZa7CRrJ65Ciyo0+8OTWwsuohuqmD5nfC5coWqjBqhp5vZNupBjuOOYr09UR/dGhDx6gkW0BqsZxmHusIJThR5DZkYGz67ewMa0DlsaLGGvx1/EqCZjcrYxA659i20bewBCX2bS3OMVfy6J4/efDb5INBqBoqFMK4/p6eksXryY9PRPe+kKFC2CPBSL0iKPGPErDC0teEo4b0mS694jQOCJp0T7RVK/UE7D46nmoEaPrlqfONr3aOjqMGzl/zCytODhzuPMpDsHucU18j4GzUse7nM9eBsUzcMNNz5pDMrKUK1cAO1NluB3Qw+3WcGIgkyZ0UMd2+ph/PRbLNt2JdGgcRjpyRkcXCjF8ws5TJcHK8eqTD6wjXK2FYqsTYfGrtlH1j1wRYqM/dxAr7whnfYM5MU5fy7POK6wa8PnwhVU1dWxd8ttEHaC+/gSxmQ8c+WJVJSxb+TCi3M32cY4XhLNt2z6rHHYVHfEwKwcQSefcrLh33Rrq4m+SJtep0cz9MEUOu8bTMsV3Tmr2pDxm8rhVEuLB7ds6DXCCm1zPUQq8qkopeVd9TVRppVHqVSKj48PUql8v/IFihdBHopFaZFHrPgVRpYWSJFxk+dyK4/IZNxecpmqXWqgbyuf65Cr3mkcPJrEsj+NMTb69NdnOdsKTNyxgQq1nFg/ZhJ9nlZBBw1+ZV++df4rD2s3W6p0dOLKjJNIJYWTkUNVVeb/bsgLX2u2r1JGTyRm/VFbrO1DuTOwIZXPNONDw9XnQRI8x0gIVq/AoT1m/PyDfonbzygpKdHt5x+wrFqZ9t+NKZI2Le2rYGRlkX1k3Y/GnOQBCRrpdP1nCOkJaRzpu41MSabCro3osHDE/s9xauGeK0+GjEUcowVO1CVnHHPbOrXQ1NZm4D5jTNFjEKtIIi1XG/Ly1Os6kowMqv87jps8J/b0S5q6prHnm7VEPRSjpquOpUsFagxpgN6YHmywHs4b44rsWKjK8eCWTE//k+9i5qJuUPAPltLyrvqaKNPKo4aGBqtWrUJDQ6OkhyKAIA9Fo7TIIyY8AjVNDXSMDPHGn/rYoYJ8R18+2+6QGptM/Ym5v2jzY/ykGJSVYemfRp80Xscmjfh2xwakUilLew9D5v2SkbRkCceJIDbfev+VR9M/PIm8H8bTfCx9/4uBgYiRQ3W5ds4Cn9tWDBukw4HDydR3FzPvVD9uRjUjOkbKTq7hQR2M0MlR//E/fiz2rckBcRV+n2HI3m2m6OiUnAZZr5MHFWo5cW33AZxaNKVi7Zqf3abHxNFEh4UTcPMudaiII1bs5CptVnfDuJoZB7tuIjUmWeHXhs/5y1Rr6oaGTu77uUe5yzPETPnP7mM1dzfsF4fgnliJ0awniKjPGkNqYhKBt+7i1Py9Q/4sp+HV0DyTxLFBO9nbdh2b6y5idflZLNT8kTn6s2jk9Jjf10hpkHyfXk/WErruFOnxua28P0TR5fE1UqaVRwDNPO6FCJQcgjwUi9Igj9h/3fUYWlpwHX+0UacW8h1jSlIyuL/6GjWHuXx0d+MdkVGZfD81hj49dOjgUbi/T4thAxi68n8E3rnH8n7DiX4Zxnz68JIYVnPmo/XfycPOoxo2jStxafrxAiPJiETQpqUGOzaaEvbMhhULjXgTnUnPgVFYV33Jdz/GcP9hOuHPnmNpXwWAfXijBHQj97HntTlnue/gwfDfoWVTTa6ds8Cukkqh/gZFgYauDu2/G8u946c5OG8R4U/98fx+7Ge16dDEFccmjTi6cAWZGRn0pTFiYng72oCaQ1w4NWJvjnCPirw27hw9hRJKjNu8Br1ypjnypMhYzDFaU5PaH6yTDhouNNySxB8c5iyPi2QcPhe9sKvnjKZelouro9wjjGhGk3fkovTENOKCo5k9LZTGLcWoZqTw94AQrC0/rqoosjy+Rsq88iggIFC6iclWHs15RCiJpMrtsgeyfBmKVJWpPcJV7jo79yZx7GQyq5cYY2j48deoqoY6/f+cRfvvxnLur81snjiNtKRknLGlGdWYyV7S//Uh+DGUREo0nd+ekIsBBJ/2y7NM1coqzJ1pQPATa078Y45TNVV+nRNLBccwOvWK4p/DyXx4PSz8qT/lKpZHVUOdaBI5xUP6kju2dcCRJ0Q9FpPcug2uLSJQUVHixkULvmn5Zb+4vxkzHFUNdY4uWolMJuPYklXYOteieh4uauRBpKJMpx8mEnDzDo/PX0YTNbrRgJ2uPrRc1pk7y6/wZMfdIp5F8RH9MowVA0ehqafLxB3rMbPLaUR2kNs85xWT/t19rGdeC89l6XiZhLKEE0U2jieXvFBWVcGxSdbaynIafp7uuGBGwfHi7z1Ip767mEnTY3gZJjj/VjQE5VFAQKBUkxKfQGpiEkaWFkjI5DaBuFJF7vpJkQk82X6Hut82QaQqv6Xn2O+j0dQQsXBuwcfXBuZmjN+yjmpNG7Nl0k+cXrUe2b+7hZ2pTyRxnOah3P3a96xFuZqWXJ5+PFeeuZkyF0+Y43vXmhFDdDl8PBmXZmJqNRSzeEU8ryLz/hIWP/NHpKyMRZWsCD07uUoNylMDm5wFZTKuzzlLpbaOxBtY4NpCzPUbaRzdX44fvy9YGSgqzKvY4danG2fXbiL+dZbvQX/vW/jfuI3Hd2MRKRfeWtetd3dMyltz+M+lALSnDspmGqTsr4z4ZmhWvOpSRmRgMMv7jyQ5Lp4JW9dRqV6d7Lys3cfjeFCHhlRhQ/IQkk2UGZa4IjscZlEQF/ma0Me+OH3gOmgbXqQjyXYaXhCJiTI2bUsssvEIFB1lWnlMT09nxowZgoWWgiDIQ7EoTfKIEUdgZGUBgDf+uFAFEfLfx7u/yhs9awPqj5Hfl6E4IpPJP8UwqJ8ObVvlvfNWqW5tvtu9EU09XVYMGMmjszn9N3agLse4i1SOL+z09HR+nTWThr+2wv/gI8Q3Q3Lkq6rCni2m2FVSodegKGzsw/h2Sgx3739cfq+eB5MpkWDpkLVje4EnvOItfcm9k/ds/0Oi/SJpNKM18fEyOveOYv7COOb9ZkiTRsUf4aPL9ElEvwzHa/ueHOnHl6zC3M6Weh09CtWetqEB34wZxo0DR4jwDwSgt2pjtu+LQYKUQz025zJIKi1rIz7qNasGj+Glrx+j1i2l9jcts/MOcJNgotjPJEzStdk4OJaY1Pzv3H4qPheu4NC4ISpqalljIoUdXGUIzXLdq/1USos8vibKtPIolUqJiYkRLLQUBEEeikVpkkdseJavR8hSHvXRojrWctfXkBmgFm+Iy9TmKInkVzq37Ejk9LkU1i43Rk8vZ72GPTozev0KIgODWdZnKBH+z3PkO2OLDcYcQb7jUKlUilWXyuiVN+Tyz7mPFhfNN6J+XXV6DnjNgUPJpKXJv4MkSU8nKjgEq3/vPWYiZTfX6U5D1Ml5p1EmlXF97jmqdHSiXC1LZDKYOfcttV3D8br+6da58lC7bSsq13fm4PzFZEpyHvOH+T7j/okzfDMu60hbXtqOGwHAqZV/AVAeEzIX2hLvosLBbptIikzIVac0rY3UxCQ2jJnEg9PnGbBwDk0H9gGyZPw/jqKGMl7zLLnif61Y+ve5eAV1LS0qu7yPm76CU0iRsYkxchu3FURpksfXQplWHjU0NFi9erVgoaUgCPJQLEqTPN5FmQG4RzCpZMjvsgewcqiCVpQVWpZaOPSoXai+R098g56uiD/nvD++Nra2osevU7l58CjrRk0k6W1crnrvjqy98ZerH10TPVrN7cTT7feIfhqZI29QPx3GjtDj2x+iuXH70xS4cL+sMIXv2MU1DNGmHXVylfXddY/YwDc0+vm94YOPb8Yn9SsvapqadJgygUfnLuHvfQsAcwz4je5MoC19cCPlz0tUCtekq+cAdPi4AmlR1Y6G3TtxZu1GkmLfAtCnfxfuf5vBpYlHEN8IybNeaVobAJkSCbt+msX5DVvp+MO3dPrxO5REIvbiTZfG+xG3NuLplevF0ndkYDCvQ17mcB30ircMZjX1sWMevT+7j9Imj6+BL28mJyAgIFDExIgjMPxXeUxDwj2CcKUqf3FervqW9lVQTdUhU6xMoxmts9zfFGDF/CEvwzKZ+msMa5aasP9gEucupmLj5AjAiWVrkUryvmdYmCNrAOcJjZGqyrgx91yO9HrOaqxabMyGLQls2Pzp98PC/fyp0bIZSiIRMqmUQCLxxp++uHGI2znKyjKleM8/R7u/emLsaJZLmS0OWo0cjLa+Pkf+tyw7zRRdPKiDMbroowXRwKBQOtCQVTQklQyiSeANCUSTQDwpJJBCAqnEk0yNOh6INgZjsCMQdxyhlg4qfzmiuimam2s/LdyjInNi2Rrevoqky/RJ6JuZsvOnWVi1qktk0Auiw8I/3sAn4nPhCvU6tuPA7P8h+3d38CbP+ZEdLGUQTwlnE5eKrX+BokdQHgUEBEo9seJXqGtpom2gT9LbOK7jz2A5LuS/w9K+CpkSCXpxlVB2yqRqZyf8D8rvrmT9pkR6dNFm3XITarmGY+VYlRhxBCnx8XmWL+yRdblaljh/1wQDPzUSXr7fxTQ1EbFvWzkePk7n2ynRco83L8R+AahraWJawYao4Kwdt51cYxmDsMQQ8X98UPpsvYPbL21o9HNrjvbf/ll9fwyTCjY0HdSH839tJlb8Kjv9MS9pwM8AqKKMMTrY6Fkxbs4Cwk7dIvTEdYzRxQRdjNDBAG3KY4IuGhip6aN3RB3VlDTaMQqApAgp3hvTWThld7HOpyS5vucf4qJe03/BLEb/tQzj8tbcO3a6WPv0uXCF5kP6UaFGdV48fL+utuNFNayZR2/8icg3upKA4lGmj60FBAS+Dj709QjgTQAm6FIFi4/WfWdl7OfljVamMeLroTSa0abQYxg5IRpjIxHzfzfE2tGe8Kf5H0cX5sjaoWdtBlyfSFxgNEYP3x/FqqjA7s3lUFVVoseAKD7XVkD8LAAg298jwDHuIUVGG3I74JZmZHJjwQUce9fBsLLJ53X+ETpP+564yNdc2LQj3zIZZPKKOG7H+7LD9yCqs1uxz+IJ8znEZLYxhDV0ZzFtmEtj1VlsPmTBr4vjMWcUlZmIM9PwiJrFrPF/cCf1eb79fA08uejFmuHjKWdbAT0TY3wvXy3W/kIe+ZAQHUP1Fk1y5f3CHq7jz0ZGU57ifY4Eio4yrTympqYyduxYUlML9l4v8GUQ5KFYlCZ5xIRnKY/vLK7vEIiETBrJ4bLHtIINqhrq3D6SZYQSdigcc2dr7NpXK9QYXoRI+Om3WMYM16NRXRnhfvkrhh3lOLLO8ufoSec9g/A/9JitbsuYMHx8tjwWzDKkUUN1eg+KQhzx+X7wkuPiiY14hdUH9x4TSOE2gTSnep51Hm28SVJkAq7TW312//lRvVljHBu7cvjPpUjS5LvPeXnLLlISEvlm3PA8890H9MLQwjyrTTJ5SxKhvOEJYfgS9tH2S9PayI/QR09Y3n8EJ5atJfj+o2LtSyaV4nvpKjU+cNnzjkykDGcdcaSwnfFy3VX9L1+DPEobZVp5FIlEGBkZIRKV6T+DwiDIQ7EoTfJIjosnNSkp22gmiTQeEkIj7D9a991O2/Nb94gRR6CZYcxLryDcfin87uOaDQlcv5VJ+wo7iQnK24F3XSph/ZEja3V9DbofHY7LD825MOUwR/ttR5qWmS2Pvj21mThOn8nTY7jqXXQWzuF+/lja5zQ0usgT3HHM0yo2M03Crf9dpPqAeuhXMCyycbxDRV2dTlO/w+/qDZ5c9JK7XnpKCmfW/E3dDu0w/9d35Tt0jY1oNXIw13YfyD6eLyylaW0UxJvQMM5v2II0s/idcD++cAXTiuUpZ5s7+lMsSQxgJTYYs4phKBXCzRZ8PfIoTZTpv7Samhpz5sxB7V//UwIliyAPxaK0ySNW/ApDq/fH1Nfxl8tZuKVDFWIjXpESH4/4WQCW9lW5NvsMli4VqNhKfottyLKxmbfRCm3ltwz1zFsx6US9Ao+sjR3NGHTre6xcK7LP4y9uLboEvJdHPWct1i03ZsuORFavz+1G5nMQ+wVg5fhf5dEXXTSpR6U869xfd53U2GQaTiv63cfmQ/qhb1aOQwuWFLrujQOHiX4ZTvuJY3Kke0wcQ2aGhDNrNn7yuErb2lAEAm7eIS05OYfD8A95hpjRbKAdtZlKRyBL0W8zeuhH2xbk8eUp08qjgIDA10NMeASGFubZ//fGH0uMqPCRe1RW9lUQ+2Xd9xP7BWDpUIUXZ58hvhnySbuPUoPqXBR3YMQAFTatNaFlMw0+3BAp6Mi6SkcnBt74jsz0TDbXX0LwmZwGBOpqyezaZNoiiRkAACAASURBVIjvswzGTfo8A5m8CPcLQNfYCF0T4+y0h7wghkSakfcxviQlg1uLLlFjSAN0rYouyoyhpTkthw3kytZdvH4RWuj6UkkmJ1eso1pTt+zoKtbV7KnXyYPTq9bna8wkUDxI0tJ4du0mTs1z33t8x2keMoeDTKEDIyp1Y9K+Lbj27IKBWbkvOFIBeRCURwEBga+C2IhX2XceIcsViBTpR/09WthXIfxfY5FwvwD0TIzRNTbi+pyz2LjbYeNuV2D9/2LtaM8hL0t++i0Wl/rqnD5sTpCPNfN+M6S7vW3eR9ZKSrj90oZuh4fx4pw/21yX8TbwTY4iysrg7nIAbS0levSPIjW16MLIvUP8LGs39MN7j1JkXMaXFjjlW+/+6ms8O/AQZfWic+DRccq3JMfFc3bd5k9u4+Hp84Q+9sXz+3EoKSnReer3RAYG473vUJGNU0B+fC5coUItJ/RM8/9Bt5yTeNm+YrbYA+XLL1ncYxBvI6O+4CgF5KHMK48pKSklPQSBDxDkoViUJnl8GGUGII5knhBWoPKoa2yEnolxtqWx2P9fi2OHqjw/9oTI+2GF3n20cqxK2NPnLFwWT7W64TRqIebIiWSGD9Zh9y0ZGpf+wnlUBKYmWa9fNR11uuwfTJNZ7fD69SQHu28mPfH9PUaRCMzKKTN3pi5mJi8YOPItoS+L545aTHgEKfEJue49XuAJtamQbzi59MQ0jvbbztugotkNtXWuRc3WzTm6aAXpn/kMHluyigo1q9N3/kxsnWtx+M9lRXLHrzStDUXB98p1MiUSqjfLe/dRQ0ebQYvnEbK3OS/1Eun4eyIa0ZI8y/4XQR5fljKtPKampjJu3DjBQktBEOShWJQ2ecSII9DQ1kZLXy877Tr+NCpAeXwXy/ndsXVseAQpCYnZO2/X55ylYquqWDbMfck/L7QNDTAwN8thaX3rbjrfTonBuupLQvp9w8swCQvmGBLqZ8ORAxaseNiJLq2U0Fmzhg6qt9m0xpiTB824e9WS8AAbUqMrEB5gw/hR2vw4I5oz54v3uDX8WUCOnUfIMpoRIaIpjsXa9ztePHjMponTuH/y7Ge3FXj7Hk+veuPc/ht8Ll4h4Mbtj1f6CKVtbSgKKfHxBN15kCPazDssqtrx3e5NVHGpx/ofp9Ex6jdUEbGJMah+JIShII8vT5lWHkUiEU5OToKFloIgyEOxKG3y+K+7Hsi692hLOf7f3r3HRVXn/wN/zZUBRBO8IOIl75LZam0ahC3mppuapVuWPzfRzS6oaay6bqtddtV2Ndn2a7JbUkq55W6Zka4Va7ipSVqtZqDiXZERUAYVEOb++8OYODJDw23O+Zx5PR8PHtmHw5nPmxejH845n8+nC7zPBI7p3wc1lVWwFJkBAG63G+ajxzwzsAs2f4cLeef9vvrY9fvB6LlD9Rc7vtnWC+22/hSPTa1Ct/6FSF1kQZ+hUfh1h32YghzMuq8GE8aFoVdPPa5UuLA7twbpr1/BU/PKcP/kEtx653ls/7x7q+dhPnLMU0etYlzCYRQhqYFb1y3J7XIhL+fzFjvf1lWv4vS33+Gjlatb5HyivTeUJG/HTvQZditMbcI9bbeOG4OnN2TAVl2Nv0yejvwdu3Ae5XgU6TBAh/YIb+CMzEMOQf2dNhqNSE1N5QwthWAeyiJaHtcvFA5cGzxaYcfTGOP1a7r274vzR4/DXWcrQsngye3GnmX/Qe974xB9a7cf7UPXgf2uDUa9bPVWd5Z1mcWFbHM3vNXz1xj5+w5oF3MG7WPPYuDQItw1phiTH72AuQssWLbyMt7IrMTWT6pRcEwTkDzMBUcR1T0WIWFhkvYdyEeSj0kzSld8/CRWT30cZYU/voajP0R7byhJ/o5d0BsMGJAwHHqjEZOWLMSUl57HgU+24/+mPi7ZJvEbnMRoLEcpGr7azjwCL6gHj0SkHlWXLsN6tVry3GMZKrEE/8JM3I1xGFrva2IG9PNMlqllPnIMHXp0gzHUBAA48q8DKCsoRfzin/9oH7oO6IeigqOSwSgAaKCRzLIOaWfCmNcfxImPD2Pnq1+jqqrlJ780VdGRY9Bqtehy3fqIOchDF7THAMTI1DNSg/LzxTh3qADDfjkBszL/hp9OuBf/fG45/vncMr8XgSf5cfBIRKpRbj7vWSi81pvYgSx8jb8iWbJsj8EUgo49usF83U4wRQVHodVqPYtLu11u5C7fjn7334yONze83WHswP4oOlR//cahkM6yvjvtfhgjTPjk8X81qc7WVHLiFBx2O2Kue+7xSxxDNWwNzrom8kfejp3oN/ynCL/hBqz+1ePYt3mL3F2iRgrqwaPb7YbZbK53lYDkwTyURcQ8LF4GjwAwD5mwoBIZeAJGXFtOJrpPb2h1OpgLpPsYl5w4Dafdga51ZhwfeucbXDpZhvjf+776GBIeho49u3vdlrDuLeteYwZg8Ixh+Cz1Q1Scu+R3bYHKw+lwoOT4qXrPPdbAjj046nOrwmAi4ntDSXL/tRnZf3sDf5mc3OAe8P5iHoEX1INHq9WKxYsXw8pL5YrAPJRFxDyu32WmVgWq8RheQxxi8RwmAbi2lqHL6cT54yclxzpsNpScOi258uZyuJD70nYMePAWRA3wvmBx7SSboiPSyTJ1b1kb2oZgzNrJOJVdgINv7G1UbYHMo6jgaL0rjwDwX+TjDvRDKIL72TIR3xtKUmkpx6fpGai+0jI7JDGPwAvqwaNOp8OIESOg0zW8DAAFBvNQFhHzsBR5v/IIAN/iDJ7He3gSP8cv8BPE9O+L0lNnvD5nZT5yDF37SwdP32V+hYqiy7jjWe9XH7sO6Ae71YqSk6cl7XVvWY9cNQEhbU34+LGNja4tkHmYjxxDl77XrszWlYN8mGDAcD+2fVQzEd8basY8Ai+oB48GgwHJyckwGAxyd4XAPJRGxDws5vMwtQlHaNsIr5/PQA624BusxnTERfaF+ehxr8cVFRxFl359oKmz9IfL7sSXf85B3JSh6JHUp97XdB3YD+ePnYDLIV2AuvaW9fl7NLjlseHImf8RrhT6f7u6ViDzKCo4BkNICDr27C5pL4AZZlgwMshvXYv43lAz5hF4QT14JCJ1KTcXA4DPq48AMBfrcRnVmPJmGErzj3k9xnzkGIyhJnToHitp/zbjSxR+fgIPb38Kd700DlrDD1c6Ygf2r/f8Vu0t6y0R+zEm4yGc+k8Bvl2b29TyAqZ2EtH1i4UD164+8rlHouDGwSMRqYa3tR6vdwXV+E2nDxBVYMOE/0R6PaZ2u8Lrb107rQ5s/Pnf8N/f/Ru3/+ZneDR3LiL7d4LOYEDnXjfWGzzW3rI+vDIUITeE4pOZ/2xOeQFTU1mFsnNF6Dqgf73P7UA+BqArYnwsvE5E1yQkJOC9997D8ePHUVVVhXHjxkk+f9999yErKwtnzpxBVVUVBg8eXO8cH3/8MaqqqiQf69evD1AFvgX14NHlciEvLw8ul0vurhCYh9KImEelpRy26hrJLjPeWG4Jxze/6YyHzw/GGNxS7/NXL19B+fliz/aFdbldbuxdkYO3hr8CQ7gR0//3G4xYfO0q5PWTZe7HbThw92V0eSIOOxZsweUz5U2uLdB5FB055nXSzE4chgsu/EzQBcNbgojvDTVTah7h4eH47rvvkJqa6vPzubm5eO655xo8z5tvvolevXp5Pp5++unW6G6j6OXugJxsNhvS0tLk7gZ9j3koi6h5WMznJQuFexMzoC/23uPChT//D6sxA0l4EedgkRxj9jF4qlXyv3NYN3QVRq6agGHPjcDly0dwqbzY83kNNBjT5lZsfsOOMzlnceD15t2uDnQe5oJjSJzyYL32clRhP05jJAbhHXwRsP4oiajvDbVSah7Z2dnIzs72+fl3330XANC9e3efxwBAdXU1SkpKWrRvzSXb4NFkMnl+S3A6nbDb7TAYDJLZUg6HAw6HA0ajUbJnpd1uh9PpREhICDQajafdZrPB5XLBZDJJXstXu8PhwLhx47B9+3Y4HA5Pe01NDbRarWSrI7fbDavVCp1OJ3ko1+VywWazQa/XQ6//4dspV03e+i5KTS6XC7/4xS/w2Wef/WgeotQkck6+8lB6TZeLSxDV9douKL5y6jawP4qPn8TfQ97FJ9ZFyMATGIcV0Jt+6EvJiVO4bcK9Ddakd+uwM3UrYtrFofMkDaZ9PQ8fP/ZPnNt+AkNdPXF8RTjsUVex7WcbodfpmpWT2+3GmDFjsH37djidP0zKaa2fvQsnTiG8/Q1o17kjKi9aJDnttB1BsusuGHUGyXOfwfJ+0uv1+PnPf44tW7ZAq9WqoiZA3Jz0ej3uuecefPTRR9BoNK1SU92vjYiIkLyG1WqFzWZDa3nooYcwefJklJaW4j//+Q+WL1+OysrKVns9f8g2eHzllVc8/yDt2rUL69atw9SpU5GYmOg5JisrC1lZWZg9ezYGDfphV4P169dj586dWLJkCWJiftgqKy0tDXl5eVi1ahVCQ0M97YsXL4bFYkF6erqkD6mpqbj//vtx3333edqqq6sxa9YsxMXFSS41m81mLF68GAkJCUhOTva05+XlIS0tDWPHjsWECRM87XLVlJKSgsjISCxdulS4mv74xz9iwoQJktcUvSaRc3r11VcxYcIEjBkzBiEhIcLUVNUjGhds1QDgM6cBt9+GEMsVDPvbKpw64cYdy27AC7oHEZN+D+ByQ+MCHG0jUB3aHrf0uwW/eXI2NC5A4wKsV2sw97n56D6wN1J/c62mK716onp3GU7U5OOXWx5Du8NGDHxXhy+fqgber8Tl05Z6P9uNzekf//gHJkyYgGHDhiE6OrpeTS39s+cy6nEZQEz/fujYXyfJ6dKnJ9D+n+FIiZ+CwdPvanJNIr+fTCYTPv74Y6SkpKimJpFzCg0NxbZt2/DII4+0Sk3Lli3z/PnkSenasMuWLcPy5cvRGv75z3/izJkzKCkpQVxcHF588UXcfPPNGD9+fKu8nr80YWFhAVuSPSwsDBcuXAAAREVF4erVqwDk+y0IANLT05GamoqamhpPG3+zk6cmjUaDNWvW+JWHKDWJnJNWq8Wrr75aLw+l15T46MO4K3kKFsff4zUnU0Qb/HH3p9j47B/w3X92AABmWEfgD+6H4IILWj8fBbfDiXJUoVxThbY/uRFnLWdx+MxhWFLawvnyjdCE6qD/vAIrRi+DzWptdk46nQ6rV6/GM888I1kMuTV/9n7/nw/x+YZ/YkfGW5KcNE4g374Cf9dux/8Zf7gtFyzvJ5PJhLS0NKSkpMDlcqmiJkDcnOrm4XQ6W6UmvV6Piopri5r36tXLM34B/LvyWFVVhcmTJ2Pr1q31Pte9e3ccPnwYd9xxBw4ePNjgeX7yk5/giy++QEJCAg4cONDgsa1JtiuPNTU1kn+QgGth2u32esf6CsXXavLXn9dXe+0Ph7e+uFwur+dxOp2SW0a1an9ArxfomgDffVd6TU3JQ+k1NdSu9JoayqO23d++B7KmC2cKERoRAVNEG9RU1L+1U7sTzJm8Q54+pSMbZ3ERkWgDB5xwwAUnXPjlH5/FgR07cDDnv552N9xoi1BEIQKRaIPYiBjExwyA60Q1foIeiExvA01OCA4udOP1P2yC7fvva3Nzqs3DarX6nYevdn9zKvp+sXRvOe3EEYxwDcSKmo+aXFOtYHg/NdR3X+2sSTk1hYWFef5cUVEhGTwG0oEDB2Cz2dC7d+/gHDwqgdPpxK5du7z+YFLgMQ9lETUPy/fL9UTGdPEsuVNXzIC+sFXX4MKZQkn7Vvyv3rHR3cy4PLo9Ps7x/Zf00BGj4XopFr+Pn44afD9YPQJoZ2jgQsvd2JEjj6KCoxg0coTXz+1AHv6M/4cIhKIC1QHrkxKI+t5Qq2DKIy4uDkajEcXFxT9+cCsK6qV67HY71q1b5/W3FAo85qEsoubhGTz6WK6na/9rO8G4/VjWw1xwzOtyPZLzDeiHi4Xn6l3lbMmBIyBPHkVHjqJDt1iY2oTX+1wO8qGHDiMwMGD9UQpR3xtqpdQ8wsPDMXjwYM/6jT179sTgwYMRG3tt84H27dtj8ODBGDjw2nuob9++GDx4MDp37gwAuPHGG7Fo0SIMGTIE3bt3x+jRo/H222/jwIEDyM2Vd7OBoB48GgwGTJ8+nVsaKQTzUBZR86gsK4e9xor2Xbwv1xPTv4/XK5LeFB05ho49u8MYWv956VredpZpDXLkUZh3GAAwcERC/c+hDMdRHJRbFYr63lArpeYxdOhQ5ObmegZ6f/7zn5Gbm4slS5YAAMaOHYvc3Fx88MEHAIC33noLubm5+PWvfw3g2q32n/3sZ8jKysKBAwewcuVK5OTkYNy4cbKvaRnUg0edTofExERupq4QzENZRM6j/Hwx2nu58li7E4y/g0dzwVFotVpE9+nl85iYAX0DMniUI48Lp8/i0Odf4J4nZ0Dr5XWDdatCkd8baqTUPHbt2oXw8PB6H0888QQAYMOGDV4/Xztzu6ioCGPGjEH37t0RGRmJwYMHY8GCBSgvb/pmAy0lqAePRKROlqLzXve3ju59I3QGPcxH/Bs8Fh8/BafD4fPWdWTXLghr27bezjJq8vHq19Dpxh64bfwv6n1uB/LQHR3QG51l6BkRyYWDRyJSHYvZ++Axpn8fuFwunD92wq/zOGw2lJ46U2+P61pdB17b+zkQVx7lYi44hgOffoafPzUDuutuC+7BUdjgCMqrj0TBLKgHjw6HA1lZWV6n+1PgMQ9lETmPcvN5tO9a/5nHmP79UFZYBGsjltkoOnLU5zaFXQf2w+XSC6gos3j9fEuSM49P16zFDZ07YfgvpQv4V8GKvTgWdM89ivzeUCPmEXgcPPIHTjGYh7KInIel6DzC2ratN0s4ZkBfv593rGU+cgxd+vaGRlv/r8uuA/qh6EhgrjrKmUfpqTP4ZusnGPV4cr3JQznIRwIGwBhEK7+J/N5QI+YReEE9eDQajUhNTa232j3Jg3koi8h5lJ+/tgZa+xjp1ceY/n0aPdgzFxxDSFgYorp1rfe52IH9AzZ4lDuP7L+9gbB2bZHwyC8l7TuQj3CEYBj6yNIvOcidBUkxj8AL6sGjVqvFoEGDJFsWkXyYh7KInIel6IeFwmu17xKNsLZtYS443qhz1V6p7HrdpJmIDlFo27EDig4FZrKM3HlYis5j76aPMHLGryRXdPNxDiW4jJ8F0a1rubMgKeYRePxOE5HqVJZZYLda0b7O4LH2uUVzQeOuFFZduoxLxSWebQ1rdR14bTAZqCuPSrD99fUwhITgrkcf8bS54cbnOMRJM0RBhINHIlIdt9uNcnOxZJeZmP59UVV+CZdLLjT6fEVHjqHrdZNmug7oh6tXrniucgaDKxcu4ouNmzDi0YcRfkM7T/sO5GMwuqMj2srYOyIKlKAePNrtdqxfv15xWxoFK+ahLKLnUW4+L73y2L9vo29Z1zIXHKt/5XFAv4Au0aOUPHLeeAsAkDTjV562HcjHHhQgCm3k6lZAKSULuoZ5BF5QDx6dTid27twZFJupi4B5KIvoeVjOF0smzMT074OiRt6yrlV05CjadeqINlHtPW2xcYGbLAMoJ4+qS5ex8+1/4s5Hfom2HTsAAC6iAvdhJY7ALGvfAkUpWdA1zCPwgnrwGBISgqVLlyIkJETurhCYh9KInkd5UbFnwoypTTg6dIv1e2eZ69V+XUy/a1cfQ9tGICq2K4oOB25nGSXl8XnmO7BbrRj1eLLcXZGFkrIg5iGHoB48ajQaxMTEQKPRyN0VAvNQGtHzsJjPI/yGdggJD0OXfteWkTEfbdrg0VJkRk1llee5x9pb2IG8ba2kPGoqq7Bj3QYMm3RfveWQgoGSsiDmIYegHjwSkXqVfz+RpX1MF8T073ttq8GTZ5p0Lrfbfe25x++X6+k6sB9s1TUoPX22xformt3vvIerl6/gnqd+LXdXiCjAOHgkIlWymH9Y67Fr/74oPn4KzmbsQGE+etxzxbHrgH4wHz0Gt8vVIn0Vka26Bp+tzcRt43+BTjf2kLs7RBRAQT14tNlsSEtLg81mk7srBOahNKLnUXGxDA6bDZFdo69tS9jEW9a1zEeOolPP7jCYQq7tLBPAW9aAMvPIfe9DXC69gNEpj8ndlYBSYhbBjHkEXlAPHl0uF/Ly8uAK4qsHSsI8lEX0PNxuN8rPlyAqNhbRfXo1ebJMraIjx6DV6dB9UBw63dgjoJNlAGXm4bTbkf23N/GTMaPq7cCjZkrMIpgxj8AL6sGjyWTCmjVrYDKZ5O4KgXkojRryKDefR/+EYTCEhKCooHmDx+IT12573zr+F9DqdAHfWUapeXz90TZcOH0WY2Y/LndXAkapWQQr5hF4QT14BIDQ0FC5u0B1MA9lET0PS9F5dO7VEwBw/mjTFgiv5bBaUXrqDH4y5m447Q6cP3ayBXrYOErMw+V04tP0DMTdlYDug4Nni0IlZhHMmEdg6eXuABFRa6mdNGMpOo/qKxXNPp+54Bi69O2NoiNH4eRuFh4HPtkOvdHQ7EcDiEgMQX/lkYjUq/z7waO5iTvLXK92cBToW9ZK53a78VXWNjg4YYEoKAT14NFms2Hx4sWcoaUQzENZ1JBHubkYAJq8p/X1ap+bDPRMa0AdeagFs1AW5hF4QT14dLlcsFgsnKGlEMxDWdSQx4WzhXA6HDjzXX6LnK8w7xDOHSrA0dx9LXK+xlBDHmrBLJSFeQReUA8eTSYT0tPTOUNLIZiHsqghj8qycrw09kEc2ZXbIuerqazCXyYno/RU03aqaQ415KEWzEJZmEfgBfXgkYjUr/bWNRERtQwOHomIiIjIbxw8EhEREZHfNGFhYe5AvVhYWBguXLgAAAgPD8fVq1cD9dI+mUwm1NTUyN0N+h7zUBbmoSzMQzmYhbK0dh5hYWGoqqoCAHTs2FER4xc5BfWVR61Wi8jISGi1Qf1tUAzmoSzMQ1mYh3IwC2VhHoEX1N9po9GIpUuXwmg0yt0VAvNQGuahLMxDOZiFsjCPwAvqwSMRERERNQ4Hj0RERETkt6AfPFZXV8vdBaqDeSgL81AW5qEczEJZmEdgBf1sayIiIqKGcLa1VFBfedRqtRg0aBBnaCkE81AW5qEszEM5mIWyMI/AC+rvtNFoRGpqKmdoKQTzUBbmoSzMQzmYhbIwj8AL6sEjERERETUOB49ERERE5LegHjy63W6YzWa43QGbM0QNYB7KwjyUhXkoB7NQFuYReJxtTURERNQAzraWCuorjzqdDiNGjIBOp5O7KwTmoTTMQ1mYh3IwC2VhHoEX1INHg8GA5ORkGAwGubtCYB5KwzyUhXkoB7NQFuYReEE9eCQiIiJqDQkJCXjvvfdw/PhxVFVVYdy4cZLP33fffcjKysKZM2dQVVWFwYMH1zuH0WjEyy+/jDNnzqC0tBT/+te/EBMTE6gSfOLgkYiIiKiFhYeH47vvvkNqaqrPz+fm5uK5557zeY4VK1bgvvvuQ3JyMn7+85+jTZs22LRpk+wLoutlfXWZuVwu5OXlweVyyd0VAvNQGuahLMxDOZiFsig1j+zsbGRnZ/v8/LvvvgsA6N69u9fPt23bFtOmTcNjjz2GHTt2AABmzJiBo0ePYuTIkdi+fXvLd9pPss22joqK8sxWcjqdsNvtMBgMkgdeHQ4HHA4HjEajZJRtt9vhdDoREhICjUbjabfZbHC5XDCZTJLX9dVeU1MDrVZbb1V6b+1utxtWqxU6nU7yXIXL5YLNZoNer4de/8NYnDWxJtbEmlgTa2JN6qhJr9ejoqICANCrVy/JbGur1QqbzYaGVFVVYfLkydi6dWu9z3Xv3h2HDx/GHXfcgYMHD3ra77rrLmzbtg1du3bFpUuXPO1ffvkltmzZgmXLljX4mq1JtiuPr7zyChwOBwBg165dWLduHaZOnYrExETPMVlZWcjKysLs2bMxaNAgT/v69euxc+dOLFmyRHLvPy0tDXl5eVi1ahVCQ0M97YsXL4bFYkF6erqkD08//TQeeOABJCUledqqq6sxa9YsxMXFSS41m81mLF68GAkJCUhOTva05+XlIS0tDWPHjsWECRM87XLVlJKSgsjISCxdulS4ml544QX89Kc/xdixY1VTk8g5/fWvf0XPnj0xevRoyV+kItckck5vvfUW2rVrh9tvvx1dunRRRU0i53T8+HGsWLFCVTWJnJPZbMYLL7zQajXVHaidPHlSUteyZcuwfPlytLTOnTvDarVKBo4AUFpais6dO7f46zVGUF95BID09HSkpqaipqbG0ybCb0Fq/M1Oo9FgzZo1fuUhSk0i56TVavHqq6/Wy0PkmkTOSafTYfXq1XjmmWdgtVpVUZOoOZlMJqSlpSElJQUul0sVNQHi5lQ3D6fTqZorjw899BD+/ve/IzIyUnL8li1bcPLkScydO7fB12xNsl15rKmpkfyDBFwL02631zvWVyh1/wK9/tz+tNf+cHjri8vl8noep9MJp9NZr732B/R6ga4J8N13pdfUlDyUXlND7UqvqaE8atv97btSamqo777alVJTbR5Wq9XvPHy1K6WmWmrKqRZrUldNYWFhnj9XVFQEZJHwkpIShISE4IYbbpBcfezYsSO+/PLLVn/9hnC2NREREZHC7N+/HzabDSNHjvS0RUdHIy4uDnv37pWxZ0E+29rpdGLXrl1ef6uhwGMeysI8lIV5KAezUBal5hEeHo7evXt7/r9nz54YPHgwLBYLzp07h/bt26Nbt26eZ5j79u0L4NoVx5KSEly5cgWZmZl46aWXYLFYUF5ejuXLlyM/Px85OTmy1FSLe1sTERERNaApe1snJibik08+qde+YcMGPPHEE5g6dSpee+21ep+vOwEnJCQEy5Ytw0MPPYTQ0FD897//xbx581BUVNTMiponqG9bGwwGTJ8+nVsaKQTz0Mdz2AAAIABJREFUUBbmoSzMQzmYhbIoNQ+Xy4Vt27bh/PnzAIDJkycjPDwcTzzxBIBrg8jw8HDJx+jRo3HvvfeirKwMeXl5mDp1KubPn4/u3bujY8eOePDBB3HvvfciPz8fZWVl2L17N+Lj4wNeW1APHnU6HRITE7mZukIwD2VhHsrCPJSDWSiLUvP4sR1mrtejRw988MEH2LNnD+Lj47Fy5Uq8/PLLkiWJJk2ahBUrVmDFihWIj4/Hnj17sHnzZsTGxrZWGV7J9sxjhw4dZL9tbTKZYDKZ0KFDB5+zxShwmIeyMA9lYR7KwSyUJRB51J1t7a8f22Hmeo899hgKCwuxcOFCAEBBQQGGDh2KuXPnIisrCwAwZ84cZGZmIjMzEwCwcOFC3H333Zg5cyaef/75RvexqQL6zGO/fv2wf//+QL0cERERUYu68847cfz4cc//N3edx1qffvopDh48iAULFnjaxo8fj7fffhsdOnSARqPBxYsXMXXqVGzZssVzzMqVK3HzzTdjzJgxzaiqcYL6tjURERFRY+zevRvFxcWej/nz57fIeTt37oySkhJJW2lpKQwGAzp06ICoqCjo9XqUlpZKjikpKQn4jjMBvW197tw5z5/79OmD8vJyAOpb7V7NNel0OrzyyitYtGiR5/aA6DWpMSdfNen1+nr5iV6TGnPyVZPBYKiXn+g1qTEnXzUZjUa/8xOlJjXm5GuHmdqBnbcdZlpLbd/cbrfkz9cfc31ba5Ptmcfy8nJYLBa/jvX1bGRLtctB1JpMJhMcDgcsFku9Z0tErakhaqspEPnJQW05Ad770pL5ySFYcvLV3pT85BDsOXlrD8QOM96uIHbs2BF2ux1lZWXQaDRwOBz1junUqVO9q5GtTbbb1kpbzJP8o9TFWMk/zE9szE9szI8asm/fPiQlJUna7r77bvzvf/+Dw+GA3W7H/v37JTvOAEBSUlLAd5zhIuFEREREDWjKIuF1d5jJzc3Fb3/7W+zcudOzw8yLL76ImJgYzJw5E8C1pXq++uorvPnmm1i3bh2GDRuGv/71r0hOTvbMtp40aRIyMjIwd+5c7N27FzNmzEBycjJuu+02FBYWtlL19cl25VFpi3mSf5S6GCv5h/mJjfmJjfkFl6FDhyI3Nxe5ubkAgD//+c/Izc3FkiVLAFzbp7ru+oxnzpzBxIkTkZiY6Blszp8/3zNwBIBNmzZh4cKFWLRoEXJzc5GQkICJEycGdOAIyHjlMSoqyu9nHkk5TCYT0tPTkZKSwvXNBMT8xMb8xMb8xNWUK49qxqV6iIiIiMhvHDwSERERkd9kGzw6HA65XpqaweFwICsri/kJivmJjfmJjfmRWnC2NREREVED+MyjlGxXHq9fYZ7EYDQakZqayvwExfzExvzExvxILWQbPNbdJojEodVqMWjQIOYnKOYnNuYnNuZHasGfYCIiIiLyGwePREREROQ32QaPdrtdrpemZrDb7Vi/fj3zExTzExvzExvzI7XgbGsiIiKiBnC2tZRsVx5DQkLkemlqhpCQECxdupT5CYr5iY35iY35kVrINnjUaDRyvTQ1g0ajQUxMDPMTFPMTG/MTG/MjteCEGSIiIiLyGwePREREROQ32SbMREREoLKyMlAvTS1Eq9UiLi4Ohw4dgsvlkrs71EjMT2zMT2zMT1ycMCPF2dZEREREDeDgUUq229Ymk0mul6ZmMJlMWLNmDfMTFPMTG/MTG/MjteAzj9RooaGhcneBmoH5iY35iY35kRpw8EhERETUCmbOnIn8/HyUlZVh9+7diI+P93nsxx9/jKqqqnofmzZt8hzz2muv1fv8jh07AlGKhD7gr0hERESkcpMmTcKKFSswb948fPnll/j1r3+NzZs349Zbb8W5c+fqHT9lyhQYjUbP/0dGRuLLL7/E5s2bJcdlZ2fjySef9Py/zWZrvSJ84GxrahStVovo6GgUFxdztqCAmJ/YmJ/YmJ+4mjJh5r///S8OHDiAefPmedq++eYbbN26Fc8///yPfv2sWbOwePFi9O7d2/N6r732Gtq1a4eHH364iZW0DNmuPBqNRs9Dw06nE3a7HQaDATqdznOMw+GAw+GA0WiEVvvDHXa73Q6n04mQkBDJSv02mw0ul6vew8i+2mtqaqDVaiUjfV/tbrcbVqsVOp0OBoPB0+5yuWCz2aDX66HX//DtVHNNFRUVkvOooSY15uSrpsrKSsn51VCTGnPyVVNVVZXkddVQkxpz8lXT1atX/cpPpJrUmNP1fa/7tREREZLXsFqt9a7+GQwGDBkyBKtWrZK05+TkYNiwYfDHtGnT8P7779cbqCYmJuL06dO4dOkSdu/ejRdffNFzYS5QZBs8vvLKK3A4HACAXbt2Yd26dZg6dSoSExM9x2RlZSErKwuzZ8/GoEGDPO3r16/Hzp07sWTJEsTExHja09LSkJeXh1WrVkkeSl68eDEsFgvS09MlfUhJSUFkZCSWLl3qaauursasWbMQFxeH1NRUT7vZbMbixYuRkJCA5ORkT3teXh7S0tIwduxYTJgwwdOu1preffddvP7666iurlZNTWrMyVdNn376KdauXev5DVoNNakxJ1817du3DxkZGaioqFBNTWrMyVdNx48fxxtvvIHLly+rpiY15uStpmXLlnn+fPLkSUldy5Ytw/LlyyVtUVFR0Ov1KC0tlbSXlJRg1KhR+DG33norbrrpJjz11FOS9uzsbHzwwQcoLCxEjx498Nxzz2Hbtm1ISEgI6O1r2W5bd+3aFRaLBQB/CxKpJp1Oh/T0dKSmpqKmpkYVNakxJ1816fX6evmJXpMac/JVk8FgqJef6DWpMSdfNRmNRr/zE6UmNebkre96vd7zS1uvXr0kVwO9XXmMjo7GiRMnkJSUhH379nnaFyxYgEceeQRDhw5FQ/7v//4Pw4cPx+23397gcdHR0Th8+DCmTZuGjz76qMFjW5JsVx5ramo8b55adrsddru93rG+RtNWq9Xnuf1td7lcjWp3Op1wOp312mt/QK+ntppq35Te8hO1JkB9OQHea6r9y9ZbfqLWBKgvJ8B7TbX/iHrLT9SaAPXlBPiuCfA/P1FqUmNO1/clLCzM8+eKiooffeaxrKwMDocDnTt3lrR36tSp3tXI64WGhuKXv/yl5AqtL8XFxTh79iz69Onzo8e2JC7VQ0RERNSC7HY79u/fj5EjR0rak5KSsHfv3ga/dtKkSQgJCcHGjRt/9HUiIyMRGxuL4uLiZvW3sbg9ITWayWTy+ZsmKR/zExvzExvzE1NTZltPmjQJGRkZmDt3Lvbu3YsZM2YgOTkZt912GwoLC7F27VqYzeZ6M6+zs7NhNpslz3oC18ZNv//97/Hhhx+iuLgYPXr0wAsvvIBu3bph6NChAV3BRrbb1nWfPSBxaLVaREZGcqkJQTE/sTE/sTG/4LJp0yZERkZi0aJFiI6OxqFDhzBx4kQUFhYCAGJjY+v9HPTp0wcJCQkYP358vfM5nU7cdNNNmDJlCtq1a4fi4mLs3LkTjz76aMCXPpTtymNUVJRnwgyJw2QyIT09HSkpKfztWUDMT2zMT2zMT1xNufKoZrz8R0RERER+4+CRiIiIiPzGwSM1Wt0Fwkk8zE9szE9szI/UgLOtiYiIiBrAZx6lZLvyyNnWYtJqtRg0aBDzExTzExvzExvzI7WQ7Sf4+u2JSAxGoxGpqanMT1DMT2zMT2zMj9SCv/4QERERkd84eCQiIiIiv8k2eHS7AzZPh1qQ2+2G2WxmfoJifmJjfmJjfqQWnG1NRERE1ADOtpaS7cqjTqeT66WpGXQ6HUaMGMH8BMX8xMb8xMb8SC1kGzwaDAa5XpqawWAwIDk5mfkJivmJjfmJjfmRWnDCDBERERH5jYNHIiIiIvKbbINHl8sl10tTM7hcLuTl5TE/QTE/sTE/sTE/UgvOtiYiIiJqAGdbS8l25VGv18v10tQMer0eEyZMYH6CYn5iY35iY36kFhw8UqPwLz+xMT+xMT+xMb/gM3PmTOTn56OsrAy7d+9GfHy8z2OnTp2Kqqqqeh8hISFNPmdr4YQZIiIiohY2adIkrFixAitWrEB8fDz27NmDzZs3IzY21ufXXL58Gb169ZJ8WK3WZp2zNXDwSERERNTC5syZg8zMTGRmZqKgoAALFy7EuXPnMHPmTJ9f43a7UVJSIvlo7jlbg2yDR6fTKddLUzM4nU7s2rWL+QmK+YmN+YmN+QUPg8GAIUOG4LPPPpO05+TkYNiwYT6/rk2bNjh8+DCOHj2K999/H7fcckuzz9kaZHvwQqfTwWQyAbj2hrLb7TAYDJJtmxwOBxwOB4xGI7TaH8a5drsdTqcTISEh0Gg0nnabzQaXy+U574+119TUQKvVwmg0/mi72+2G1WqFTqeT7A7gcrlgs9mg1+slz7GouaYNGzZAp9N56lJDTWrMyVtNdrsd//jHPyT5iV6TGnPyVZPdbsc777wjyU/0mtSYk6+a7HY73n33Xb/yE6UmNebkre91vzYiIkLyGlarFTabTXJ8VFQU9Ho9SktLJe0lJSUYNWoUvCkoKMATTzyB/Px8REREICUlBdu3b8fw4cNx4sSJJp2ztcg2eHzllVfgcDgAALt27cK6deswdepUJCYmeo7JyspCVlYWZs+ejUGDBnna169fj507d2LJkiWIiYnxtKelpSEvLw+rVq1CaGiop33x4sWwWCxIT0+X9CElJQWRkZFYunSpp626uhqzZs1CXFwcUlNTPe1msxmLFy9GQkICkpOTPe15eXlIS0vD2LFjMWHCBE+7WmvasGEDXnrpJURGRqqmJjXm5Kumbdu2IS0tDWFhYaqpSY05+aopNzcXa9askfxDJnpNaszJV00FBQXIyMiQDDREr0mNOXmradmyZZ4/nzx5UlLXsmXLsHz5cnjjdktXQ9RoNPXaan311Vf46quvPP+fm5uLPXv24Mknn8SCBQuadM7WIts6j127doXFYgHA34JEqkmn0yE9PR2pqamoqalRRU1qzMlXTXq9vl5+otekxpx81WQwGOrlJ3pNaszJV01Go9Hv/ESpSY05eeu7Xq9HRUUFAKBXr16SdR69XXk0GAy4ePEipk6dii1btnjaV65ciZtvvhljxoyBP1599VV07doVDzzwQIudsyXIduWxpqbG8+apVXtb5nrXh1Kr7gyk68/tb7vL5WpUu9Pp9Pq8Su0P6PXUVlPtm9JbfqLWBKgvJ8B7TbV/2XrLT9SaAPXlBHivqfYfUW/5iVoToL6cAN81Af7nJ0pNaszp+r7UvVtTUVHxo4uE2+127N+/HyNHjpQM9JKSkvDvf/+7wa+ta/DgwcjPz2/Rc7YELjZFRERE1MJWr16NjIwM7N+/H3v37sWMGTPQrVs3ZGRkAADWrl0Ls9mM559/HgDwu9/9Dl999RWOHz+Otm3b4qmnnsLgwYPxzDPP+H3OQJFt8OjtNwZSPofDgaysLOYnKOYnNuYnNuYXXDZt2oTIyEgsWrQI0dHROHToECZOnIjCwkIAQGxsrGSf8xtuuAGrV69G586dceXKFXz77be455578M033/h9zkDh3tZEREREDeDe1lKyrfN4/QOzJAaj0YjU1FTmJyjmJzbmJzbmR2oh2+Cx7qwnEodWq8WgQYOYn6CYn9iYn9iYH6kFf4KJiIiIyG8cPBIRERGR32QbPHpbh4mUz263Y/369cxPUMxPbMxPbMyP1IKzrYmIiIgawNnWUrJdeQwJCZHrpakZQkJCsHTpUuYnKOYnNuYnNuZHaiHb4LHuXpIkDo1Gg5iYGOYnKOYnNuYnNuZHasEJM0RERETkNw4eiYiIiMhvsk2YiYiIQGVlZaBemlqIVqtFXFwcDh06JNmTk8TA/MTG/MTG/MTFCTNSnG1NRERE1AAOHqVku21tMpnkemlqBpPJhDVr1jA/QTE/sTE/sTE/Ugs+80iNFhoaKncXqBmYn9iYn9iYH6kBB49ERERE5DcOHomIiIjIb5xtTY2i1WoRHR2N4uJizhYUEPMTG/MTG/MTFyfMSMl25ZFvHDG5XC5YLBbmJyjmJzbmJzbmR2rB2dbUKCaTCenp6cxPUMxPbMxPbMwv+MycORP5+fkoKyvD7t27ER8f7/PY5ORkZGdn49y5czh37hy2bt2KW2+9VXLMa6+9hqqqKsnHjh07WruMevjMIxEREVELmzRpElasWIEVK1YgPj4ee/bswebNmxEbG+v1+BEjRuC9997Dvffei5EjR6KwsBAfffQRunTpIjkuOzsbvXr18nxMnDgxEOVIcPBIRERE1MLmzJmDzMxMZGZmoqCgAAsXLsS5c+cwc+ZMr8fPmDEDa9euxcGDB3H06FHMmjULWq0WSUlJkuOsVitKSko8H+Xl5YEoR0If8Ff8nslk8ly6dzqdsNvtMBgM0Ol0nmMcDgccDgeMRiO02h/GuXa7HU6nEyEhIdBoNJ52m80Gl8tV75aAr/aamhpotVoYjcYfbXe73bBardDpdDAYDJ52l8sFm80GvV4Pvf6Hb6daa6pV93VFr0mNOfmqqVbd/ohekxpz8lVTrbr9FL0mNebkq6Za/uQnSk1qzMlb3+t+bUREhOQ1rFarJF8AMBgMGDJkCFatWiVpz8nJwbBhw+CPsLAwGAwGWCwWSXtiYiJOnz6NS5cuYffu3XjxxRc9k5EDRbbB45/+9CfPP2a7du3CunXrMHXqVCQmJnqOycrKQlZWFmbPno1BgwZ52tevX4+dO3diyZIliImJ8bSnpaUhLy8Pq1atkizEunjxYlgsFqSnp0v6kJKSgsjISCxdutTTVl1djVmzZiEuLg6pqamedrPZjMWLFyMhIQHJycme9ry8PKSlpWHs2LGYMGGCp13NNe3ZswdpaWmqqkmNOfmq6fDhw5L81FCTGnPyVVNxcbEkPzXUpMacfNVktVol+amhJjXmdH1Ny5Yt8/z55MmTkrqWLVuG5cuXS9qioqKg1+tRWloqaS8pKcGoUaPgjz/84Q8wm82SZxqzs7PxwQcfoLCwED169MBzzz2Hbdu2ISEhod4AtjXJtlRPx44dPUv18LcgcWpyOp2IjY3FxYsXPTMGRa9JjTn5qsnlcqFbt264cOGCJz/Ra1JjTr5qcrvd6N69O0pLSz35iV6TGnNq6Mpjjx49UFJS8qP5iVKTGnPy1ne9Xo+KigoAQK9evSRL9Xi78hgdHY0TJ04gKSkJ+/bt87QvWLAAjzzyCIYOHYqGPPPMM0hNTcUvfvEL5OXl+TwuOjoahw8fxrRp0/DRRx81eM6WJNvgMSoqqt6lWFK+2tmCKSkpqKmpkbs71EjMT2zMT2zMT1yNXefRYDDg4sWLmDp1KrZs2eJpX7lyJW6++WaMGTPG59fOnTsXCxcuxLhx47B///4f7du3336LzMxMyRXt1sYJM0REREQtyG63Y//+/Rg5cqSkPSkpCXv37vX5dfPmzcNvf/tb3H///X4NHCMjIxEbG4vi4uJm97kxZHvmkYiIiEitVq9ejYyMDOzfvx979+7FjBkz0K1bN2RkZAAA1q5dC7PZjOeffx7AtVvVS5YswfTp03H27Fl07twZAFBZWYmqqiqEh4fj97//PT788EMUFxejR48eeOGFF1BWVhbQW9YAB4/UBNXV1XJ3gZqB+YmN+YmN+QWPTZs2ITIyEosWLUJ0dDQOHTqEiRMnorCwEAAQGxsr2W1o5syZCAkJwTvvvCM5T+2EHKfTiZtuuglTpkxBu3btUFxcjJ07d+LRRx8N+HbPsj3zGB4eHvR7QxIREZHycW9rKdmeeaw764nEodVqMWjQIOYnKOYnNuYnNuZHaiHbT/D1U/VJDEajEampqcxPUMxPbMxPbMyP1IK//hARERGR3zh4JCIiIiK/yTZ4dLsDNk+HWpDb7YbZbGZ+gmJ+YmN+YmN+pBacbU1ERETUAM62lpLtymPdvSdJHDqdDiNGjGB+gmJ+YmN+YmN+pBayDR7rbnRO4jAYDEhOTmZ+gmJ+YmN+YmN+pBacMENEREREfuPgkYiIiIj8Jtvgse5+jiQOl8uFvLw85ico5ic25ic25kdqwdnWRERERA3gbGsp2a486vV6uV6amkGv12PChAnMT1DMT2zMT2zMj9SCg0dqFP7lJzbmJzbmJzbmR2rBCTNERERE5DcOHomIiIjIb7INHp1Op1wvTc3gdDqxa9cu5ico5ic25ic25kdqwdnWRERERA3gbGspbk9IjWIwGDB9+nTmJyjmJzbmJzbmF3xmzpyJ/Px8lJWVYffu3YiPj2/w+AkTJuDrr7+GxWLB119/jfHjx9c75tlnn8Xx48dx8eJFfPzxxxg4cGBrdd8n2QaP3BheTDqdDomJicxPUMxPbMxPbMwvuEyaNAkrVqzAihUrEB8fjz179mDz5s2IjY31evztt9+Ot956Cxs3bsTw4cOxceNGvP3227jttts8x6SmpmLOnDlITU3FiBEjUFJSgi1btqBNmzaBKgsAINt6AWFhYaipqZHr5amJTCYT9Ho9wsLCoNVyvpVomJ/YmJ/YmJ+4wsLCGv01c+bMQWZmJjIzMwEACxcuxN13342ZM2fi+eefr3f8rFmzkJOTg5dffhkA8PLLL+POO+/E7NmzkZyc7Dlm5cqV+OijjwAAjz/+OE6dOoWHHnoIb775ZhOra7yADh7rfvMLCwsD+dLUwn71q1/J3QVqBuYnNuYnNuYntk6dOqGsrMzz/1arFTabTXKMwWDAkCFDsGrVKkl7Tk4Ohg0b5vW8w4YNw6uvvipp2759O2bNmgUA6NmzJ6Kjo/HZZ595Pm+z2bB7924MHz48oINH/upDRERE5Kf8/HwUFxd7PubPn1/vmKioKOj1epSWlkraS0pK0LlzZ6/n7dy5c73jS0tLPcfX/rekpMTnMYES0CuPFy9exE033YT8/Hz06tULFRUVgXx5agERERE4efIk8xMU8xMb8xMb8xNbp06dkJ+fjz59+qCystLTbrVafX6N2y1d0Eaj0dRra87x/h7T0gL+zGPtpd6rV68G/VR3EdU+6M38xMT8xMb8xMb8xFY7fqmsrPzRwX9ZWRkcDke9K4KdOnWqd3Wxlrerkh07dvQcX3vFsXPnziguLvZ6TKDwtjURERFRC7Lb7di/fz9GjhwpaU9KSsLevXu9fs3evXvrHX/33Xd7jj99+jSKi4slxxgMBtx555348ssvW7iChnF3diIiIqIWtnr1amRkZGD//v3Yu3cvZsyYgW7duiEjIwMAsHbtWpjNZs/M6/T0dGRnZyM1NRVbt27FuHHjkJSUhFGjRnnOuWbNGsyfPx/Hjx/HiRMnsGDBAlRXV+Nf//pXQGvTGQyGFwL6iuAWTaJjfmJjfmJjfmJjfmJrTH6HDx+GxWLBggULMG/ePISGhmLmzJnIy8sDAKSkpMDpdGLr1q0AgKKiIhw5cgRz5szBggUL0K1bN8ybNw87duzwnDM3NxcmkwnPPvssUlJScOXKFSQnJ6OoqKh1CvYhoNsTEhEREZHY+MwjEREREfmNg0ciIiIi8hsHj0RERETkNw4eiYiIiMhvHDwSERERkd8UNXjUaDRyd4GagfmJjfmJ68EHH8S8efPk7gY1EfMTWzDmp4jB4+jRoxEXFwe3281/wATE/MTG/MQ2Y8YMvPnmm/juu+8k7cxSDMxPbMGan+yDxwceeADvv/8+duzYgZtuuon/gAmG+YmN+YktOTkZL7/8MqZNm4bPPvsMWu0Pf6W73VzCV+mYn9iCOT9ZFwkfOHAgXn31Vezbtw89evRAYmIi7r33Xnz33XfQaDSq/+aLjvmJjfmJbezYsdi4cSPmzZuHN954A71798b06dPRp08fuFwurFq1Ct999x1sNpvcXSUvmJ/Ygj0/Wa88tmvXDv/73/+wceNGPP3009i1axe2bduGm2++mVdABMD8xMb8xNa/f3+cPXsW4eHhSEpKwgcffICePXuisrISN9xwA7KysjB+/HgA6r+FJiLmJ7Zgz0/27Ql79+6NEydOAACio6ORlpYmuQICACEhIdDpdLh69aqcXSUvmJ/YmJ/Y5s+fj8mTJ6Njx47YsGEDli5dipqaGgDAa6+9hrvuugtDhw5ldgrF/MQWzPnpDAbDC4F8QY1GA4PBAJfLBQAoLy/3jMorKyvxxRdfYODAgXj22WeRnZ2NK1euYO3atbBarSgoKAhkV8kL5ic25ie26/Pbs2cP2rVrh/LycqxcuRKXLl3y5Hny5EnMmjULOTk5OHfunJzdpu8xP7Exvx8E9MrjxIkTce+996Jv377YsmULvvrqK3z++ecAAK1W6wmkc+fOWLVqFRITE3H+/HlERkZi4MCBcDqdgeoqecH8xMb8xHZ9fvv378dnn30GALjpppuQn58vOX7kyJFYtmwZJk+ejLNnz8rRZaqD+YmN+UkF7Mrjww8/jPT0dOzevRsXL17EqFGjkJSUhNDQUHz11Vdwu93QarVwu92oqqrC0aNHkZKSglOnTiE+Ph5Op9PzeQo85ic25ic2b/ndddddaNOmDfbt24cLFy5IjjcYDPjTn/6ECxcuYN26dTL1mmoxP7Exv/oCMniMiIjA888/j3Xr1mH58uX45JNPkJubi7Zt22LatGnQarXYt2+f5x+miIgIrFu3DjabDSNGjIDT6YROp/NcGaHAYn5iY35iayi/Rx991JMfAISGhuKBBx7AH/7wB3Tr1g3jx4+Hy+VS5QP7omB+YmN+3ukD8SJOpxM33ngjwsPDPW2HDh3C3//+d7hcLjz66KMoLCzEhx9+CODaQ/x5eXlYsGCB5x8u3jKTD/MTG/MTW2Pyi4iIwNChQ2Gz2XDHHXcwPwVgfmJjft4F5MqjRqPBrbfeivDwcOzatQtWqxUAcOXKFZw7dw633XYbunTpgn//+98AgOLiYnz66adwuVyq/caLhPmJjfmJrTEVux9IAAAFiUlEQVT5VVVVYe/evXjnnXfgdruZnwIwP7ExP+8CMnh0Op0ICwvDokWLcPr0aXz77beez1ksFhgMBqSmpuLtt99GZWWl5Gv5jJX8mJ/YmJ/Y/M1vw4YNqKyslCxKzPzkx/zExvy8C8htawB499130bdvX/zlL3+B3W7Hhx9+iOrqagDAuXPncPjwYTgcjkB1hxqJ+YmN+YnNn/zsdrvMvSRfmJ/YmF99LXrlcdCgQSgrK/M52v78888RERGBpUuXQqfTwWg0AgBefPFF2O12ZGRktFRXqAmYn9iYn9iYn9iYn9iYX+O02OBx0aJFyMzMxBdffIGzZ8/6DGDHjh0oKyvDuHHj8MQTT+Duu++GRqPB2LFjVTsrSQTMT2zMT2zMT2zMT2zMr/FadJHwDz/8EAMHDsSTTz6Jzz//vMGlPaKjoxEZGQmtVov8/HzVP1wqAuYnNuYnNuYnNuYnNubXOC0yeNTr9Z7npbZs2YIBAwbg8ccf/9EAJB3RaFT9cKmSMT+xMT+xMT+xMT+xMb+mafbg0ds3bevWrejfv3+jA6DAY35iY35iY35iY35iY35Np23uCWq/8aNHj8btt98OABg3bhwKCgrw+uuv46677oJW2+yXoVbC/MTG/MTG/MTG/MTG/JquRSbM9O3bFxs3bkS7du1QVFSE4uJivPPOOxg9ejSmT5+OgwcPNvgQKsmL+YmN+YmN+YmN+YmN+TVNiwweLRYLzp49iwcffBBdunSB2Wz2BHDPPfdg2rRpOHr0KE6ePNkCXaaWxvzExvzExvzExvzExvyaplmDx4iICM9q6keOHEFpaSmmTJmC6Ohozwj+3XffxZQpU9C7d2+89957LdVvagHMT2zMT2zMT2zMT2zMr3kaNXi8/fbbERoaCovFglmzZuH+++/HkSNHcPnyZQBAQUEBLly4gDlz5iAqKgqFhYUoLi7GG2+8gU2bNrVWDeQn5ic25ic25ic25ic25tey/B48du/eHWvWrMEdd9yBnTt3IjY2FnPmzIFGo8GJEydw5coVANdG8KGhoZ4R/OHDh3Hx4kUAgFar5XMDMmF+YmN+YmN+YmN+YmN+Lc/vwePly5eh0WgwZMgQxMfHY9WqVTh+/Djmz58Pg8GAEydOeEbwt9xyC2644QaUlZUhMzPTcw5+4+XD/MTG/MTG/MTG/MTG/Fpeo25bHzhwABqNBomJiUhMTMTq1atx+vRpPPPMMzAajbhy5QouXLiAp59+Gm+99RZefvllAAiqLXuUjPmJjfmJjfmJjfmJjfm1rCYtEj516lRMmzYNRUVFmD17NkaNGoXf/e53iIqKQmVlJex2O4YPHx5UW/WIhPmJjfmJjfmJjfmJjfm1jCbvMFM3gHnz5iEqKgpDhw5F27ZtsX79ejidTmi1Wq7OrlDMT2zMT2zMT2zMT2zMr/mavFTPwYMHAQB33nknEhISkJOTgz179mD//v1wu938xisc8xMb8xMb8xMb8xMb82u+Zq3zWBtAfHw8hgwZgq+//hoVFRUA+HCpCJif2Jif2Jif2Jif2Jhf8zR7h5mDBw9Cq9Vi5MiRuHLlCr799tsW6hoFAvMTG/MTG/MTG/MTG/NruiY/83i9999/Hw6HAw8//HBLnI4CjPmJjfmJjfmJjfmJjfk1nralTnTmzBnU1NTAYDC01CkpgJif2Jif2Jif2Jif2Jhf4+lb4iRRUVEYPHgw5s6dC7vd3hKnpABifmJjfmJjfmJjfmJjfk3TYretQ0JCYLVaW+JUJAPmJzbmJzbmJzbmJzbm13gtNngkIiIiIvVrsWceiYiIiEj9OHgkIiIiIr9x8EhEREREfuPgkYiIiIj8xsEjEREREfmNg0ciIiIi8hsHj0RERETkNw4eiYiIiMhv/x/ysfzshnA9+AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apdict = mpf.make_addplot(df.iloc[0:50,:]['LowerB'])\n", + "\n", + "fig,ax = mpf.plot(df.iloc[0:50,:],type='line',mav=(2,4,6),style='mike',returnfig=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "#pdf = _build_panels(fig,addplot=apdict)\n", + "#pdf" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "#apd = mpf.make_addplot(df['LowerB'],type='scatter')\n", + "# mpf.plot(df,type='candle',style='yahoo',mav=(24))\n", + "# mpf.plot(df,type='candle',style='yahoo',mav=(24),yscale='log')\n", + "# mpf.plot(df,type='candle',style='yahoo',mav=(24),yscale='symlog')\n", + "# mpf.plot(df,type='candle',style='yahoo',mav=(24),yscale='linear')\n", + "\n", + "# mpf.plot(df,type='candle',mav=(24))\n", + "# mpf.plot(df,type='candle',mav=(24),yscale='log')\n", + "# mpf.plot(df,type='candle',mav=(24),yscale='symlog')\n", + "# mpf.plot(df,type='candle',mav=(24),yscale='linear')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "def percentB_belowzero(percentB,price):\n", + " import numpy as np\n", + " signal = []\n", + " previous = -1.0\n", + " for date,value in percentB.iteritems():\n", + " if value < 0 and previous >= 0:\n", + " signal.append(price[date]*0.99)\n", + " else:\n", + " signal.append(np.nan)\n", + " previous = value\n", + " return signal" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "tdf = df.loc['05-10-2012':'06-07-2012',] # Take a smaller data set so it's easier to see the scatter points\n", + "\n", + "signal = percentB_belowzero(tdf['PercentB'], tdf['Close'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "auto says do NOT use secondary_y ... for panel 0\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apd = mpf.make_addplot(signal,type='scatter')\n", + "\n", + "mpf.plot(tdf,addplot=apd)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "auto says do NOT use secondary_y ... for panel 0\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apd = mpf.make_addplot(signal,type='scatter',markersize=200,marker='^')\n", + "\n", + "mpf.plot(tdf,addplot=apd)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "auto says do NOT use secondary_y ... for panel 0\n", + "auto says do NOT use secondary_y ... for panel 0\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tcdf = df[['LowerB','UpperB']] # DataFrame with two columns\n", + "apd = mpf.make_addplot(tcdf)\n", + "mpf.plot(df,addplot=apd)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "def percentB_aboveone(percentB,price):\n", + " import numpy as np\n", + " signal = []\n", + " previous = 2\n", + " for date,value in percentB.iteritems():\n", + " if value > 1 and previous <= 1:\n", + " signal.append(price[date]*1.01)\n", + " else:\n", + " signal.append(np.nan)\n", + " previous = value\n", + " return signal" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "low_signal = percentB_belowzero(df['PercentB'], df['Close']) \n", + "high_signal = percentB_aboveone(df['PercentB'], df['Close'])" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "auto says do NOT use secondary_y ... for panel 0\n", + "auto says do NOT use secondary_y ... for panel 0\n", + "auto says do NOT use secondary_y ... for panel 0\n", + "auto says do NOT use secondary_y ... for panel 0\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [ mpf.make_addplot(tcdf),\n", + " mpf.make_addplot(low_signal,type='scatter',markersize=200,marker='^'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v'),\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=0.8,volume=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "auto says do NOT use secondary_y ... for panel 0\n", + "auto says do NOT use secondary_y ... for panel 0\n", + "auto says do NOT use secondary_y ... for panel 0\n", + "auto says do NOT use secondary_y ... for panel 0\n", + "auto says USE secondary_y ... for panel 1\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [ mpf.make_addplot(tcdf),\n", + " mpf.make_addplot(low_signal,type='scatter',markersize=200,marker='^'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v'),\n", + " mpf.make_addplot((df['PercentB']),panel=1,color='g')\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=0.7,volume=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "auto says do NOT use secondary_y ... for panel 0\n", + "auto says do NOT use secondary_y ... for panel 0\n", + "auto says do NOT use secondary_y ... for panel 0\n", + "auto says do NOT use secondary_y ... for panel 0\n", + "auto says USE secondary_y ... for panel 1\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'),\n", + " mpf.make_addplot(low_signal,type='scatter',markersize=200,marker='^'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v'),\n", + " mpf.make_addplot((df['PercentB']),panel=1,color='g',linestyle='dotted')\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=0.7,volume=True,style='starsandstripes')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "import math\n", + "# Change order of magnitude and range of low_signal, so that it will require a `secondary_y`:\n", + "# note: this calculation has no financial meaning whatsoever; we are just generating some \n", + "# data to modify the order of magnitude and range, so as to be able to demonstrate \n", + "# secondary_y on the main panel.\n", + "new_low_signal = [x*20.*math.sin(x) for x in low_signal] " + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "auto says do NOT use secondary_y ... for panel 0\n", + "auto says do NOT use secondary_y ... for panel 0\n", + "auto says USE secondary_y ... for panel 0\n", + "auto says do NOT use secondary_y ... for panel 0\n", + "auto says USE secondary_y ... for panel 1\n" + ] + }, + { + "data": { + "image/png": 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jAvDz0aJWq6o9pk0/vm5tz5Ux2YuMcITlR+3T+7pW+T15YkwWqvs9mQXBKpfCIoPbc88bxlRsKL3Buns9WWRjNJpqZ0whMfi+P5FlrMKvgZmmncUxHFmrBQdZCMqPCWytDGl7PwVgQ2BbxkfFsix5lfh59JOk7f20yjGVlUtufqHdMTmDRZZJqXnWRGiVYVHId59OJ6ZFiP2512oIap9gyE9Dn7wRUwsx02VNzD2NRmUjF3fnnqWveXl55PqpSo8vdx9xBbPZTFxcHK+88gqdO1eMJNm5cyfBwcH06dPHuq1v374EBwezY8cOm0jDmkRShUEQBJ5//nni4+PZtGkTrVu3tvm8Z8+eaDQa1q1bx/333w/AlStXOHr0KP/9738B6NevH9OnT+fKlStEREQAoiOkTqejZ8+e1n1+//13m7bXrl1Lr169KmhulRET+471/YR7BjL/g4eZ+sGPLFqxzbr9rWdjefu5sTw4eT7rtx+3bv/ivTgevW8Qtzwwg6QzV6zbV3zxHLcP7Ua7Ia/ZXCT7V06jWURDwnq/YNOHtL2fculKFj3HTrNuC/T3IX3fXP7alczYiZ9at0e3jeDAqndZ+ttOnvl3ac74EQM68fvXU/h4wRp2LP+a1UPgxDUNn07/ye6YEh41MNi4nqXpA3jhz1KLg6MxrVz4ArcO7FyjYxpwSwynG7bAWSw/ane+uJftWw565ZjKfk/TPy992vTU3JPH5NkxWWjXrwSlEtZdCWdsg8FMeHwgXB+T5cY/TkhhzBNzrGNaRkUsfXX0mSfG5AyW9oNvvhnfiHAEJ9IwCWYzd76/khmxHR1/T9Fj4OASvp/+Oi8eEH+ra+J7+s/8P/jPl6ut2z0196I7RYOxwPr/O++8w7Rppf11hY8++gi1Ws3kyZPtfp6amkpoaGiF7aGhoRUejmsSSatVPvPMMyxbtozffvvNRiMKDg7G11eM8X366adZtWoVixYtIiQkhJdffpmrV6+yf/9+VCoVJpOJHj16EBYWxscff8y1a9eYMGECd911F5999hkghlV26dKFSZMmMXHiRHbu3MlTTz3FDz/8wD333FNlPy3VyA6uepfIsAaA+09EeflFtBv6Gpd3ziakQUDtPbkeWIJvwhRKWg/D+MBPdsfkd2A+6o3vYmwzgoK7lzgck3V/N55cLXKxVH5zdkyTfz7M1tNXXUo/q1IquKVdIz69v5ukYypLdb+nzGv5VrmENPCXLQxlxpSTV2iVTVjjoFobk2/0kyy/8Du3vViAWgNbF/sw6FwahUUGQmKeozKs1oMyOLQwlKHg+FcOx5SakWOVS2CAj82Yyt6Q7bVbdjlkeN4ZklLzeODrvZWOwR6/Pt2PHi1D7M+9sxtg2X2YAyLIn3QAFIoa+Z4yruXRYsBLVrm4+1uekpZNTOw7HFz5tvX+AM5bGBQKBfHx8dx1112A6Ox/xx13cODAAavvQqtWrZgyZQpTpoiK6YcffsjixYsrLD+0b9+exx9/nNdff73K80qBpBaG+fPnAzBkyBCb7d9++y0TJkwA4JNPPkGtVnP//fdbEzctWrQIlUo0/ahUKv744w+eeeYZBgwYYJO4yULr1q1ZvXo1L774Ip9//jmRkZHMnTvXKWWhLIH+4kVXFl8fLfbqxfn72Z8oAeUyjKnV4jjKt2vB3naVSmF3u1qtsrtdq1Wj1Vb8KnVaDfR9FHrcg8agR+MjJrqqMKYOt8LGd1H/vYMgHyWobcdWfkyV9d3ZMQUG+Dg9pqOXc9h0sqLzalWYzAJ/nczkYo6hQrIZKcZkoTrfk0UegQE++Dr6nq7j7NyrrO+OtntyTDptRetedcZkuREFBvjU6vUEcOD21tyhOcb+aw0ZdPacdUwWx0ZHfgPjhBQo91n5c9vzLVAo7Pc9oMskq8JhURYcjWl8VKy1f1DRTyIowJcF2486vdxnQaVUMG/TWb5+JMT+3GszGGLnoOx4O0GBfhXOWaE9j809cVtZuUD1r6e8fFG5CQwMJCgoyO6+rrB161bS09Np0aLUYmoymXjppZeYM2cO58+fJzw8nLS0tArHZmRkVHDwr0kkX5KoCh8fHz777DOrtcAeLVq0YNWqylOoDh48mAMHDrjcx3qBT5D4ckRYFwgIg/w0uLhLvNC9CFd8F8pTl7M/yngfvUKuAfBJchRLPORUN05IwWIvqSqVdNnPy5v1q8tnYX3Y8Oi/XT6usuyPgPjg0etRD/TwxiIuLo4RI2zrctx2223ExcXx6KOivPr160dOTg579uzh5ptvBmD37t3k5ORY/ftqgxpxeqyPqJRKRgzohEpZB8p1KBRiQqdDP8CZDZIqDK7KpWxFyupQ5Y+al1Cn5ksN402yuXvrIAY0zmTX1YrO1FVR9infVXyjn6xwvGVZYUOg+HeckGLd1xUSBo5FaTJhVqmq3rkc3qiQe8N8yc/P5/Tp0lLi586dIzExkZCQEFq0aFHBGV+j0RAeHm5duo+OjmbUqFFMnDiRr776CoAnn3yS2NjYWnN4BLn4lGcQzGA22rz8fVT8vuA5/H1UFT6r8iXYqSBXXZY/BqtehPyMyvdrO0z8e3qj585tB38/Hb9/PcWhGbA8zoR5VUVdyMvgqlzqE94lGwXbM5tgEmrmp7NseKSrioAjxgkpVuXiUmhzjrXvUS1lAZwMYd6/GBaPgbRj1TqHq3jDfNm3bx8xMTHExIgZQKdOnUpMTAz//rfzlpylS5fStWtXRo4cyciRI+nWrRvff/991QdKiGxh8ASroiHPNlNisVHJx9t78MqARHRqFxWAwA4wxgOxtiWFpYlThv2r8n3bDBX/ph2BvDQIlGadrNhQwscL1vDKk6PtrnGXxV3rgoW6YGVwRS71DY/LxmyCywfEEtBaf+eOubCTYI2BnBJtpbtV5cvgSSyOkhasvgl2Ekg5wh3rgoUqrQwnE+DcFkj6vVrFqFzFG66lIUOGOLUkb+H8+fMVtoWEhLBkyZKKO9cisoXBEwR1pHwsdrFJxfQtPSk2uXohKiAoyjP9EgQY+xkMeaO0foQjApqUZns8+5dnzm+HYoOR6Z+vsvGgd8Qn6086EeDlHArwaiuDK3Kpb3hUNlcOwze3wjcj4PM+sGMe7PsWDi6BQz/CoZ/gwPdwcm3pMelJ8O0oTo75nWFhzoW0lc3y6M5SRHWwnK+qc7trXbBQpZWh1+Nihdzu/3DrPM4iX0vSIVsYPEHXd+Hy71Xv5xSC5yrfaf3gpoed37/tMLhyCM5shO4PeqYPbnA2Q4+nYn4F4ExGvodak6lzFOfDphmwaz4I10Prcv6GtW/Z37/NUOhwvT5Nkyho0ILNx4zsrYbvgiuoAgIIiIpi3Jm93LrzDx6SMIV0wsCx4kOFB5w3LQq5XStD+xHiS6bOIysMnsCSaz5ljcNSuE6hUEPk7dbKdzVO2+Gw7RNRYTCboZadzDZMHWwT2+0uctrleoqxGL4cCFliGCSd7mLtU3/SrIuR4DAzB4LDGTO0C5hLxBuoSgsRpbk7UCjguf2MUWvJs+N86Ck2n8yg0ZAhKFQq1jRtyvaYwaj3JWLMLS2OZy+ngj2c6WN6SLhHlAVwQSHPvggqnWRLnjLSIisMnqKclUGjNDOhRzIapQv+C4LRc9aF7XPFH8iBU6FBc+eOad5HrDKnz4C0o7Y/mh5Co1Yx4Z6BaNRVm0GVSgVKjy1KeDeuyOWGQDA77dyrUQpMuKc/GqUgOgXbQ6EUX/ZQ66DzODi6HG6fBR1Gon8gkhNbtaXFmb5ZZXUELEt5XwQplxc+/+s0CpUKc0kJSo2G3MCG+EdFkbNnj9jHcrUn7NWicIXXv/43QhmF4a6Si261V6VCnpcmWjCjx7h1nqqod9dSDSIrDJ6inJXBV2Ni/pitzh/vSetCcR5smw2FWdCiv/MKg1oLrQeJTkpnN0miMPj6aJn/gQvLJPWEeicXO47CjvAF5ncCfq0kpr+8o3B5U/vgV+GWV0Drh2/0k3bTMVucBu0pDta+SGRhSMkuZM+5aygUkH/sGEE9egDgExGBPjgYY06pf4AjRaFsWKUzfVQiiHK6jlolsUXRv7HkygLUw2upBpGdHj1JmYp2hSUqnv59EIUlTmq5nrQu7P1aVBYatYMujqul2aX5zeKTWn7FLGOeoLDIwNNvf0ehiwVybnTqnVzsOAo7ouprqZyjsCBA/CTYOrv0hqjxxbf7FKvFoKbKSzvL74fEm/3NrULo50+p9UUQ8Hcy7r46IZiWUtvjo2Klj+xQ1swTf727lmoQWWHwJBYrg0JNiVnJosQoSsxOiFihhqZjPWNdMOhhx/WsmYNedv0i7f0EvHEZbpvufl/sUGI0sWjFNpuc7jL1UC5d3wUnXVqrvpbKOQrv/goO/wR/TYf00qJC5Z/MLWGJ9p7YKysPLQW/JYoKQ+9WIRxr36N0eUWhwCciAnWwd4YDeyP17lqqQWSFwdOUsTI4jUetC99AwVVo2Bq63uf68T7BYnSFjIyUlFGu3aK8sn1xlzXy4fBqpTXuv3z9hMpwZV9PkJFXzN9ZBaiVCg5fzkZpsr3RCWaz01YGGRkpkRUGT+PqD6FHrQsFsGOu+P6Wl0Elu6jIeDHVUa7LU1bZPrcVfn4EzEYuHVVxZreaeEUk8YpIu0sQrjgNSplToUmgjr1vjeDDu7uy5WRmhbwICqUSn4gILoXa+iINzzvD+KhY619XqcxXo8YwlVS9j4zXIN9RpKDru+gu/MFbt+xHp6rCLOaMdSHjBPz5FrQbAX2fcrzf/kVihEODFtDtAVd7bdvOge/FXAw3T6x+O3bQadW89WystaKcjEi9lIuT4cg6lcn+tWRxFFY2hv9NgGPx4vYmURxYeRFQOLyRuhth4Gl8NCr+PJbqsMiaSqkgYeBYnvjlc+u2yuZMdRUbi3WlvNw8rijlpsDat8Wsm/cvdv14fSakHoHcy+JvXuvBEN4NUg/hk3e1/l1LNYQsUSkIiUHX8g7e1qypPHTMmciIU+th+aNQnAun14kZGbvYKdtdUgjb54jvB70EKjdSouZnwOV9ENJGAoVBw9vPjfVomzcC9VYuTiQ906nNvD3YTiVakxEK28C83mAsBIWSs3uUHN94EVNJRYfKsjfBqko+1xRFJSZ0aiXHUnIrTYNuMgsca9+D9peSbNKb19k5U3BNVPAEs2gZaj3I+WMv7IAl90BJge12jT+U6NE2as/bz+/zbH9lAHlJQjL07d5mzJJb0Rsq0cmE6z94v0yC354Vi0StflW0Jqx7B/54CZbdJyoLAdcTnWQ4qDGx71sxsiGoGXQf717nO42Fe76BoW+6144d9AXFjHliDvqCYo+3XZept3JxYglPb1AzZulo22tJoYamsXByk6gstBwAk7ZwaLWOkqK6k7vjP2uSGTZrM2/+crjKImtizYaTfJSQzLZTmeTmF7k9ZxxZDiS3wIR3gZ7Xw2QTXhctDc6QdQF++qeoLAS3EJPNdRgNChWU6MEnGGPDtox7Ymb9u5ZqANnCIBGm4K6sP9sMExrAjrnVYl3ILoHDP1beWMw/4faZ8PduaDPE9rO047DpQ7GwC8CgF8V8Cu7QpKP4kgCT2cz67ccxmT1YkfMGoF7LpQorg0lQiNeSUOaGKhih+3vQIhsKr0Hnu/HtNMlufgVnKL+eX1jNdlxBEAQ2JKfx9zXnzibWbEhnfVI68zedITRQy7ksSLqSW/XB3siwt8XieGlHxWXQ3o873FWMWBHYNHwDfRpfFevePJpQ6qCdmyKGkjeJoqDAQML0F+rntSQxssIgNWXXZgUgUwdBJaC77rugCIGGrcQkMyYjmAxiilrL++Y3i9EOCkVFZcFkhKX3Qe4lQAExD0GMnLBEpo7hSmr1EgWUaKD9KPG4ENuPyy47FCYtADdCI6VK0mRBoVCQ8MIt3P/VTpJT8+z6LpRHpVAQ0cCHvCIj6XkG/Nu3596Fe+g54UGGR4UyPDqMPm1CHB4vCALHUnLJyCtmaFSoJ4fjOn4hohVzzauw8QMxZ0wlRfKWJf/Biw3780fnDez+5CSjJpWJ5gqKFF8ykiIrDFITMRqyVoNg5NHvb+XbvruhRAW9R5T6LtzycvXaVqnhlpfErIxD3oDQaI91W3YjuvAAACAASURBVEamRnGmgJsZSPVDKFKhiOpj3eyorLM9nFEAykZVSK00nMvUcyzFeQuBSRC4lFVI/DP9OZeeyzOfrSOoWVMuZRWyeOcFFu+8gL9WxS0dmjAsKpTOkcH461S0bCSW8d58MoMJ3+4lMtiH7a8PQ6FQoNBoCIiOJj85WaphOqbX4+JyakYSbPoPjP6o0t0PZoWw6WsfQOFUZk4ZzyL7MEiEj1bDF+/F4RPzL3zfexTf9ydytVjHX2mhoDJ7Lu9Cz0fh/u/qjLJglUst1an3Vuq9XCrxZfBRm/gidgs+GhPfHG+PoRD+HDOXeEWk12ZurIxDf2dz/5c7uZpfzCfrT1bpu1AelVLB53+dIbZbU2bEdmTPG0NZENeTB3s3p0mgDr3BxJqjqbyy/DC3z93K3A2nrcf2bdOIRv5aujQNJq/4ujVHEPBp2hT/du0YHxXLOCGltMbG9cRWkjmFqtQwaob4fs9CSLejtCT/Qa+Qq2U2VC6ven8tSYhsYZAIrVbNo/dZPH/FJ5R1qRGsS42ATQIsmO+ZJ5c6VoHRVi4yFmS54NDKoFWZeTRGdPZ9bl8vIi9foShPab2pVaYsuHqNSRktYTYLfLXlLLPWnsBoFnjzlyOVRkY4QvRlSONkht46Z0Z2Dmdk53DMZoGjKTmsT0pnY3IaKdlFaNWlz4U+GhW73xxuUzdC27gxhvR0ii5fdn+Q1aHtUOh4B5z4Q3SAjIsv/V1LPQLLH2fdsGKGC8Mhq+rm5GtJOmQLg0Tk64u4KfYd8vVFdj6tWzd5T1K5XOovslxwaGXQF6jxff8JfN+fCCgoyqt7P1tpuUX885vdfJSQjNEscEfXCIqMZpetCxZUSgWz/kyuMGeUSgXdmjVg6q0dWPX8IA7861Zm3N3V5tjyRaaKU1PJ2b/fpsCVX7t2aMNqsAT1bR+IZcXP/gUn1pRub9AS2gxhc3ooidkNnIrekK8l6ah7V14dwSwIJJ25gvl68ZtRESmE+9SE77V3U14uMiKyXK5TLvtjww8f5dLxMFYN3kxEFdePp0IBPbG8kZ5XxHu/Hyfum93c/ulWhs3cxI4zV/HVqPjvPd14ekgbNp/McMrR0R4ms8BfJzM5lVng8TmzMTmNwM6daXDzzRxv08WjbTskpA30e1Z8v/plOP6b+N4nCB5cyvjtAzALzt2u5GtJOuQliRqgMHEW/LcNZqOBrqtv52x+oFPHlS9+I6XzlYyMV1AuYuLtzsfoGJRHkKaEQpPKoVLgybwBy5JXWQtTWRzqtp/OZNfZqzzUpyXhwT4OjzUYzSzecZ5PN5wiv9g24qNzZBBz/xFD2yYBPL54r8Osjs6iUio8UmOi/O9KicnM2O6RrDyUwp8DxtLp7FFAXK6R1MFw0EtiMqes87BxOkSPFZcmlCoKTPKtyhuQv4Wa4OSfYDJwJj+As/kB1W7GokDIioPMDU3Xd/F9KpzeIVf5a/gGQPRdyC7RWp/+y4ZMSpFkqGybO05nMuHbPZSYBBZuPcvjA1tzb8/m5BaWYBYEYlqIoYDbTmXyzsqjnMnQA9C9WTAP9W1Jk0AdTQJ0REcEoVIqOHo5p1q+C+UxmQV8IiJISs2jTztft9uzoFEpeWdMJ/44cJGLka1JadKUyAzRv0HKyIR4n46MKzgGmz6CMxsg5xI0aG793fO2dN71EVlhkAg/Hy0rF76An48Wjv8KQPzfzfGE/4LUoV5SYiMXGSuyXMoQEoNOaeLLm/egUgosO9+S1SlNbXaRqvR02RthwtFUnl6yn43J6ZSYBBoHaMnMN/D5X2f4/K8zAHQMC+TPF28BYENyGmcy9DTy1/LaqCju7dkMpR0fhU/Wn0SBs8W9q2bBtgv0aefZnAqNAnR0Pn2Iwx17sqvbQO7e8JNH23eIb0MY/R+3mpCvJemQFQaJUKtVjJ34Kf7qEjIfWAfAL383r+KoGx+1WsWtAzvXdje8DlkutrzZ+RidgnNJLfTh5YOVV3Ite5N3x0tIX2zET6tCcd1D/89jqaw5mgrALR2asCCuJ1tOZjB73UnOZupp7K8lNEhnPX7KiA74aFQ8Nbgtwb6OQ/rOZug9piwAnM3Ue7C1Uvoe3sbhjj3Z37kvYzetQG1ys7JoJVgsF2UtGOWVwrKhnpUhX0vSISsMElB2ot8WngrGIs7m+3Mou4FH2i8bF13Xkpbk5hfSbshrnN70EUEBnjOj1nXqtVz+3ivWg2jeR6wJsHMeU6PEePzJ+3uSZdBV0YD7mMwCD329m+njutA5UizudF/PZjRt4MuoLuF0jgxCoVBYwxftEeyr4bVRUVWea8PUwR5xyMvVFxI1/E3iN85wuy17dDx3jAa518gOCuFI+x7EJLtW0MkdS6g7FqR6fS1JjKRRElu2bGHMmDFERkaiUCj49ddfbT4XBIFp06YRGRmJr68vQ4YM4dixYzb7ZGVlERcXR3BwMMHBwcTFxZGdnW2zz5EjRxg8eDC+vr40bdqU9957D8FLPGTvbv43YLEu1N9wyrLkyeFOdqm3cvnfBFg8BhYOg6+Hw/p3UCsF6HwHPz+fVGH3wqQFNi9PEH/wMol/Z7N4x3mrI2L/do15+baOdGkabLU6eAKlUoFapXT/pVSSl1+IUqJcLPeYL9P76A4AdnUb6PRxvtFPWm/4Vd343c174Siipd5eSxIjqcKg1+vp3r078+bNs/v5f//7X2bPns28efPYu3cv4eHh3HrrreTl5Vn3GT9+PImJiSQkJJCQkEBiYiJxcXHWz3Nzc7n11luJjIxk7969fPbZZ8ycOZPZs2dLOTSn8FUZGRUpWgDi5eUIGRn7RHQDn2CxCNGVRPH9XfPh3qUw9ixpez8FIG3vp5L57nRvFszQjk1o0ySg2rkRbkRuPrwdgFOtorkW5LhGRXksywZSZYkcHxVrk77bglS+LTIiki5JjB49mtGjR9v9TBAE5syZw1tvvcXdd98NwOLFiwkLC2PZsmVMmjSJpKQkEhIS2LVrF336iLnjFy5cSL9+/Thx4gQdO3Zk6dKlFBUVsWjRInQ6HV26dOHkyZPMnj2bqVOnevTJwFVGhqfirzZxPt+fA1miJ7UrP3iW8K7y22Rk6iyF2bD8MRj+b4jsIW77xw+Qe0UsQqTxg1vfhUD7Zn+paB8WyLeP3ozZjTDHG5HGOZm0P3+cU606safrAEZtr6Lex3WcyWVR1m/BEsZaXcoqCmG9X6h2OzKVU2uJm86dO0dqaiojR460btPpdAwePJgdO0Qz2M6dOwkODrYqCwB9+/YlODjYZp/Bgwej05Wuc952222kpKRw/vx5u+cuLi4mNze39JUnTXlYy3JE/KVmWJYj4hWRDl/1AX9fHftXTsPfV/p16bpEvZHLmtfEkLn4SVC2/HBQBDzwPdz9VQVlQUrZlF+6tBfV4K3U1Jzpe93KsKfrAMxlHsCq+v2qrgLgSNlwZQmqXlxLtUCtKQypqaL3cVi59KNhYWHWz1JTUwkNrRguFBoaarOPvTbKnqM8M2bMsPpEBAcH0ymqvXuDsYOPysjo68sRL878wuX1VssFWPaiK0xawDghxeZV11AqFTSLaFinfphrgnohl6Tf4fCPoFDC2M9AafvzY1n7Ln8jklI27/5+nDfjj5CRV+zxtqWmJubMOCGFtw6twK9QT1ZwI062FIvceeoBp+zSgidrgvQcO42ALk+51TeZitR6aujySwaCINhss7ekUNU+lqcGR8sRb7zxBjk5OdbX8eRT1e6/I0aEpRGoMfK33g+a9nTqGMtF6HXrcGYT5Gd4pKk8fRFhvV+QnZLKccPLJT8Dfp8CwMfHOuI78muH87z8jUMq2ZxOz+f7XRdYtvsip9PzPdp2TVBTc8ZHo+K+YZ0IzM9B7+s48ZxFwZOXTW9cai2sMjxcNDumpqYSERFh3Z6enm61EISHh5OWllbh2IyMDJt9ylsS0tPFLGrlLQ8WdDqdzRJGXoHJjZHYp+xyxGQ3/SjKpqitcc5shB8fEstnT9xYO32QqdsIAvzxIhRkciQ7mA+OeUeM/H/WJGMyC4yIDqNf20a13R2vZurIjnS9ezQqs3O/la4qDfb8tZxt317OBhlpqDULQ+vWrQkPD2fdunXWbQaDgc2bN9O/f38A+vXrR05ODnv27LHus3v3bnJycmz22bJlCwaDwbrP2rVriYyMpFWrVjUzGDv8cKEly8635H8XW1Tr+LKmulpdeghuASUFkHYMJEzcInMDc/hncTlCqeGJ3X0wmFV2d6vJJ9OdZ66yPikNlVLB66Orzp1Q3wn21TitLNjDFT+tZcmrXJoL9cX/yxuQVGHIz88nMTGRxMREQHR0TExM5OLFiygUCqZMmcKHH35IfHw8R48eZcKECfj5+TF+/HgAoqOjGTVqFBMnTmTXrl3s2rWLiRMnEhsbS8frRVfGjx+PTqdjwoQJHD16lPj4eD788MNaj5BYlxrB47v7su+ae08unqic5xYhbUAbAMYiuOr5pRuZG5ycy7D6FQDeSYzicHbDCrvYezocHxUrmZ+O2Szw4Woxv8P4m1vQLrT69V3qG2YU5PmVFs9z5/fJ3rHOtFfX/bjqMpIuSezbt4+hQ4da/586dSoAjzzyCIsWLeLVV1+lsLCQZ555hqysLPr06cPatWsJDCydkEuXLmXy5MnWaIqxY8fa5HUIDg5m3bp1PPvss/Tq1YuGDRsydepU67nqEuOjYt1KbSsJSiWEd4WLO+HKIXFpwg0C/X1I2/spgf6OK/7VR244uWz8APZ9C74NoDiHvVdDmJVc8UneoiyUd/IteyPwtGxWHkrhyOUcAnRqXhjheYfnmqKm58zp5h1YfOckQnKusnfvYYdWgKpCJD25fCBbF2oWSRWGIUOGVJpxUaFQMG3aNKZNm+Zwn5CQEJYsWVLpebp27cqWLVuq202vwF4SEq8hvNt1heEwdH/QrabMZoFLV7Lo2CYcleoGjghwkRtKLsfiYcvH4vuCTAqNKp7Y3QeTUD2DpidlU1Ri4uM/TwDw9JC2NA6ou6F3NT1nGmelk+8fhFGtBlXpspK7ORQcUau+WzJ2qfUoiRuRwqQFNtnpyuIpM1qN5nCI6C7+vXLI7ab0hcX0HDsNfWHdC2OTkhtKLoEREBgJ3R7kh/MtmbCrLyfzgqrdnCdl8+3281zOLiQi2IfHBrR2u73apKbnTIP8bKZ89yHvz53KsmO/2XzmyaVTi/+Ws7+Ttb5sW4+Qi0/JVE1EN/Fv6hHR470WfUNk6gAt+sJT2wjo/RomoW9t98bK9tOZzF4nWhdeGtkRX61950sZx7S8cs7m/7LRDWVv3I4qS8YrIkG+wddZZIWhlrBoz/YSNMF1fwaJ8ua7TJMoUGmhOAeyzkNI3X4yk5GI3CtixkYA/0bVXoKQgmMpOUz6fj8lJoE7ukVwd0zT2u5SncdTT/bW3zkPLcem7f2UsN4vVLDuyriPrDBIyA3jwKbSQGgnsTDQlUNuKww3jFw8TJ2Wy8GlsPpliJ0D3R9w+rDCpAVO+e24I5uU7EImfLuX/GIjfduEMPv+7jdMRs3amDMrh9zL0fY9UCUew1SmUKCFsg86riyXevIBqU5fS16MrDBIRFCAL+n75lb7eFediMpemJI4CkV0FxWG1MPQ+a5qN+OuXG5UbORSUgjF+RDQpHY75SyCAMl/iPk6si9Uy3G3Msc5d+dMiL+Wm1o04MLVAhY83Aud+sZYiqita+lyaDMyQsLQNkmn0I7CUJOME1LsRpbJvzHS4D02wxsMo9HEum3HMBorT3ZSZ2KJLX4MVw671YyzcvE6TEY4tU68mUuAjVzOboK5MZByUJJzeRyFQiwcddeXMOjlCh87qqNSfpsjZ7fqzBmD0UyBQUw05qNR8cVDPflhYl+CfDROt+Ht1PS1ZPmtijp/HACdnTo/3oA3/MZs2bKFMWPGEBkZiUKh4Ndff7X5fNq0aURFReHv70/Dhg0ZMWIEu3fvttknKyuLuLg4a82juLg4srOza3IYFZAVBokoKDIwduKnFBQZqt6ZWs7m6AzhnomUcFUuXsOer2DpvdYkRJ7GRi5nN4EhT6y94EZ2vRpFqYIe/wCl0qGlwKIguFqIzZU58/e1Aj5KSKb/fzbwzdZSBz2VUkFDf63T56wL1Na11PHcMQC0jRpVKCDmDXjDb4xer6d79+42OYPK0qFDB+bNm8eRI0fYtm0brVq1YuTIkWRklNbsGT9+PImJiSQkJJCQkEBiYiJxcXE1NQS7yEsSMs4R1lmsMqjPEAsJ1RVzuaewWFbcTFzlCEXhNW6LSBEVhIFTIfEHcQlo3//BzRMlOafb7FkIaUdh1EegEdeMq1qzltKR968T6Uz6bj8Gk1g2e0NyOs8Pr7uJmbyViIzLmIqKUPn4oAkJoSQz0+G+44SUeplcafTo0YwePdrh55ZsxhZmz57NN998w+HDhxk+fDhJSUkkJCSwa9cu+vTpA8DChQvp168fJ06csGY6rmlkhaEMefoicvNFk7NGrcLXR0thkYGSMqYtnVaNTqtBX1CMyWy2bvfRatBq1eTrizALAnn5YgU5i1nM0q4Ff18dSqWi0kpzZY8JCvDFaDQ5pTXrC4rx99NRbCih2FBa/8G9MSlQ/jMBc8O2+Pk0RO3CmAL9fTCbBfSFxVa55OUX2R2TUqEgwN8Hg8FIkaHEul2lVEowptKkYn4+WtRqleMxjZwDg94RHUDzC23GVJbqjsm87zt+vWUrRcvjKBz/E77D/wWrX0ZY/y75EQPQJMejFgyoR76LvqAYLmxHe/AbTI2jUQ6cgjbnDCVb5qDIPk/RyFmYm0RXPaZKvqeqxqROO4Tfn2+CyUBh4+6UdP0HjsjNL6z0eypMWmDzPeXmF9p8T2XnjKMxnblayDNLDmAwmYlpHszDfVpwS/tGCILg0e+pVuaeg++prFxqckwKwJCejm+LFuhCQysoDLn5hQ7HZI9cj19PRhu5uP1bfl3+eXl55PqV+r+UL2JYXQwGAwsWLCA4OJju3UVL7s6dOwkODrYqCwB9+/YlODiYHTt2yAqDNxAT+471/YR7BjL/g4eZ+sGPLFqxzbr9rWdjefu5sTw4eT7rtx+3bv/ivTgevW8Qtzwwg6QzV6zbt+07xdgRMbQb8prNhb9/5TSaRTQkrPcL1m3LyvXH8lmgvw/p++by165kxk68HioUFUt02wiSzlypYAJ+cPJ8fv96Ch8vWMP0z0s/89SYVi58gVsHdnZqTCCGOV26kkXPsdOs23rE/puMfZ/ZjgmIbhvBgVXvsvS3nTzz7++t20cM6ORFYxLIjB/PBVVHmzHZ/Z6cHNOJlZv5oreaV1fkwtkfmf/eY5z/Yy6tDBfxW9gflVLAhApufpwHX/6FxpdW823f3WhOrqJgz9dojVlYVucNC27jzi238O+P3nP7e7I3pgYaA/vu2ICfzsCFwL5EPbYT2OVwKSKs9wse+Z7aDX3N7vek8venbewoCktMFKenk7ByJQnzBJfG5Oz3VPtzr+KY2g19rUbH9Bgw8dBalrR4gg5BOrYnLeCm2HesYwrr/YLNmL7CFkvYowVLCKSnvqfPFq2zysWT31N0p2gwFlj/f+eddyrNUlwVq1at4sEHH6SgoICIiAjWrVtH48aNAbGKc6gdH5HQ0NAK1ZlrEoVQWe7mesLl1CzaDX2Ng6veJTKsAVD7Tw+ONO28gmJU10PCMvMN9H3he2LTTjBm8wrrviP157zyiajOPuUZC8gruf5kYTbi9/N9qC/txBS3En3YzRXHVFxIgeF6giuTAc3Fbfi27YdBHVTpmBQ5fyMENUWj0eDro6Xo/F50i0eiEMyYGrTGPORNNN3uRV9UgpB5EvWZtWh3f4ayKAsUKkqi7kSRfR71lQMIGn9MD/6Iuu0tnv2eBAHfXyegOfMn+dcUbFrgS0mxbYhi+fj8tL2fSvY9XdUbeHjRfv7OKqRLZBALH+qBv670OajOzz0vvJ7W+rcmzy+Qac9+jFmpYs4DPRjRoZHDMW0IbGvTz7vMl71uTJV9Tylp2cTEvsPBlW9b7w/gvIVBoVAQHx/PXXfZRpfp9XquXLlCZmYmCxcuZOPGjezevZvQ0FA+/PBDFi9ezIkTJ2yOad++PY8//jivv/56leeVAtnCUIZAfx+CAnxttvn6aPG1s6+/n/2JEnA9/tdgMLL0t508dGc/gArtWrC3XaVS2N2uVquY/ucpklNzeeW2KJQK8Gvdmi3NmzHowEYa5GXZ9E2n1aDTVvQKr+6YyEuDrTMhLxUe+L5aYyovF7VaZXd/rVaNVltxenp8TFX13VgMszsRFBoFDy6DoMYQ0QUu7US17i2CntwshhWqSvuq3vUZQYd+hG73w7mtcGEb+DVG22og2tzL0OVe6DkBNDoozkenC0CBgqU70njozjbWcfu06g0PLYeCa6g634VKpSkdU4uu4uumB8SQxg6j0DRsKYZj/vgPFOe2oP7hPnhgCUHtb3VurFQ+94JMVyHhDTjzJyYj7PmfroKyUNV5qvM9lZ0z6ushkUEBvuiLjbzwP1FZaB7iy/892pvQwIrfa6Vj8ua5V8l2lUqBj1ZjlYulvzUxJouDdua6k8zdcIo344/Q9fmBtG1Sseqnvb4oFPa/D099TwoUrFizz0YuVY3JHpbvybK0ERgYSFBQ9VOcVzivvz/t2rWjXbt29O3bl/bt2/PNN9/wxhtvEB4eTlpaWoVjMjIyCAsL81gfXMX7XFxvEIoMJTzz7+9tNGB3EQSBzSczOHo5F41KwcB2jTFkZmJUa1jb/w6Pncchai3sWQBJK6Ewq1pNSCEXKYkdcR8U53Dl5CH8er0hbhzyBuiCxVTZH7eFme0hrdSkSfIquHYGNs0QlQWAgkw4/itc2gsJr4lhk0vuFf+e2+JYLu2GQ7f7RN8JewQ3gz6ToGFL8X9dAIz/H3QYJZYk/+EfYjGosgiCqAi5wtUzsGCI+N0rlBz6Q0tOas3kM7AnmxKTmWeXHeDwpRwa+mlY/OjNdpWFG5navpZeGN6evm1CKDCYeHbpAQoN3hHRU9tyqS6CIFBcLF6X/fr1Iycnhz179lg/3717Nzk5OfTv37+2uigrDHUJhULB6smDmHlfd3q1DEGhUJCflATA7q4DyGwgceSCb0MY8iaMWwDKGyeevTLuaHoZgNUpkQhcf5r2bwRDxPVRCrOg8Br8bwIY9OK2CatFGbUbAU17wpOb4faZMPh1uG0GBDWFvBQ4vQ706fD3noondgeNDzywBLrcA+YS2P5paXjm1lkwPULc5ix5qfD9ODFCJrQzTNrChcTS7798LYFlyausLymiIgRB4K34I2w6kYGPRsn/TehNGztPtzLSolIqmPtgDI0DtCSn5vHu78dqu0teQ35+PomJiSQmJgJw7tw5EhMTuXjxInq9njfffJNdu3Zx4cIFDhw4wBNPPMGlS5e47777AIiOjmbUqFFMnDiRXbt2sWvXLiZOnEhsbGytOTyCvCRR52gSqOPens2s/5dcu0ZxWhq6sDASBozhn3/8n7QdsNwo6wOCwOgI0elpTYoYGmbJYlh49AtQqMQn+o0fgGCC/DQIaSNu6/6AbYrkyB6l73s9BolLIedv6Ho/hHUCJ7zJXUKlgbsXQuMO0OtxMU8CgNoHjIW2SkrWeVHxiYyp2E5RjmgJyb4ADVvDw79CQGiFWigWyvovSBVCeSwllxUHLqNUwOfjbyKmRUNJziNTNaFBPnz6YAz//GY3y/df4olBbWgXGoDJLJB0JZcuTYNru4u1wr59+xg6dKj1/6lTpwLwyCOP8OWXX5KcnMzixYvJzMykUaNG9O7dm61bt9K5c2frMUuXLmXy5MmMHDkSgLFjxzrM61BTyAqDRKiUSkYM6ISqBhKb5CcloQsL40DnPozetlLy87lDTcrFbdKTaBWgp9CoYmNauXVDlRr6PiW+j4yBBi1AF+hcuxof6P24bXNSyEWpgiHlnKO6PQAdR4tWDoDiPHHZ4to5uOtz0SphoaQIfnwI0o6AfyjE/QIBtp7bNVFauLxsujQN5ptHepGeW8zw6Npbz61tvOVaGtCuMe/EdqJb8wa0Cw0gI6+YB77ayeXsQra9NgyAa0Eh5AQ2pPXlM1YlU6pkdd4glyFDhlBZPMEvv/xSZRshISEsWbLEk91yG1lhkAh/Px2/fz3FY+1l6Q0898MBhnQI5fGBrW2K53y3eylz2jfnQtO2XIhsLe0FaSwWn06zL0DMP10+3NNykZSTawD4Kz2UQpPaJmwwXhFZKt+wzvaOdokak4t/Y/FlQTCLykP6cVj+GKQnictOSiWseRXObwVtIPxzuWg9wXbsluJR44QUj1UbrNDl67Ixm0t/gId09M60xDWJN11LEwaUFqRrHKAlyFfDVb2BE6l5JLfuzNf3PEfD3Gu8vvBfqARzJS3BlZxClu2+yM/7/ia30IifVoWPRoWfVsXvzw/ERyNay77feZ7Ev3O4s0ckt3QQl2PT84rYfCLDa+Ryo1EHHvPqJsWGEj6Yt5JiDznebDmVwfbTV1m+/5LdSnuRGZcASG0scdnewixYHAsrny9ds3cBT8tFUk4kAKXLEc4+TVen+FKtycUnGMb/BP2eE//f8rH4AtY99jN5mQq2LiwhPlLMWmcZW9kxSl2GvdhQwvOzVjLq0y2cz3R9zt2oeOu1pFAo+OSBHmx/fRgD2zem9aXT+BQXktkwlP2d+9o9RhAEdp29yjNL9zPwo7/4bONp0nKLKSwxcVVv4HJ2IafS89GqSm9Zu85dY8WBS5zNyLduO5eh57ONp7xSLjcCssIgEcUGI9M/X2UTD+wOm0+IOcaHdLTv2BieKT7xXWkscRrWwHAICBOfTNNcd3LytFwkIz9DjGigVGGQklqVi1IFt02Hu+ZD447Q+wkA8q8q2fCFL5nnVYyPiq2gCPlGP1kt5chViopLweFllgAAIABJREFU+OVkLifT8pm78ZTk56srePO11LqxPwHX82E8aDjH5Ht6A7C2/x2YlKXRNQUGI8t2X2T0p1t5cMEuVh9JxWQW6NM6hC8euoktrwwlYcog4p/pzw8T+9o8LN0d05TXR0fRq1WIdVuwn4Yh7Rt7rVzqOvKSRB3AbBbDKaGiKbYwaQHxikgiMkSFIbWJxBYGgPBuoof/lUPQ/Oaq96+LnF4HCBzMasDlQj+nDil78/SNflLyJ2+P02M8dLUN4RSEqvMsSI1CoSB7924mvf4oH9zVpba7I1MN4vq15LPle7jaMJQj7XvQ48R+/rMmmaW7L5BXJN7YfTUqxt3UlIf7tSQqvOp8B8Ojwyr4sESFB/Hyre35+E1JhlEnyc7OZvny5Zw5c4ZXXnmFkJAQDhw4QFhYGE2buna/kBWGOsD2M5lc1RsI0Knp1cq+R3h4phj+d7VBY4o1WnQlElZqi7iuMKS6V+raqzkh+i+svlwDCpg34SjfQxkcLc14WkESBAGFQlRYzMXFTIuNxs9Ooh4Z78dPq+auDT+hNRrockoMNUzJLiSvyEjLRn7E9W3JfT2bE+xXP8K1a4rDhw8zYsQIgoODOX/+PBMnTiQkJIT4+HguXLjAd99951J78pKERGjUKibcMxCN2r3kNll6A6/8T7wx39kjEo2q4lc2TkjhYf0JAvS5CAolaY0i3DpnlURUv9S1p+QiKcZiOLMRgDVXSmXpqFaCJ6gTckFaGVgwmwX+b9s5hs/azPL9l+qMbGqauiaXnkl76Hoq0ZLNhGeHtuPbR3vz10tDeGJQG48pC3VNLlIydepUJkyYwKlTp/DxKU1sNnr0aLZs2eJye7K6LhG+Plrmf/CwW20IgsDL/ztEam4RbRr78+btlZdWDs9M4ayvP9lBIbRIveDWuSs/UTfxb3oSmEqceiq14Am5SM75bWDIh4AwDlwLqXr/Kiifq8Be9Io3ysVergWLdUHK5Zbvd13gvVVi5sz3Vx1ncIcmXicbb8Ab54wrdAwPpGO4k6HILlDX5eJJ9u7dy1dflS//BU2bNq1WESvZwiARhUUGnn77OwqdKEftiG+3n2dDcjpatZLPxsfYFNWxR9zvC/lo9nN0O3mw2ud0ioatxNTIJgNkJLt0qCfkIjl5qeL4OtxWmt1RYlyRS7wiknhFpNXpUGrnw5rItWAhu8DAJ+tPAvDMkLZseXUoARqF98+ZWqBOXEtlGCek2Lykoq7JRUp8fHzIzc2tsP3EiRM0aeJ6ZmBZYZCIEqOJRSu22VRHc4VjKTnMWCOmfX77jmg6R1adMS1In4vaVAOewQqF6McALi9LuCuXGiHmIXj1DIx41+2mnL2R1wm51ABz1p8iu6CEjmGBTL21A8G+Glk2DpDlYh9ZLqXceeedvPfee5SUiCGmCoWCixcv8vrrr3PPPfdUcXRF5CUJL6TQYOKFHxMpMQnc2imMuL4ta7tLFQnvJib1uXIY7GQUrvOoNODn/nKEBZundC+MoCiv2JTtnyU5k9ScTs/j+13iUtq/x3RCbcdfR0ZGxnlmzpzJ7bffTmhoKIWFhQwePJjU1FT69evH9OnTXW5PVhi8kBlrkjidnk+TQB0f3dPN6ileFWaFgp9HPcyVxpHsO5hEgZSdrKaFwespzAKfBqIVBdsbZ3lfBFduosuSV9Woab+6WJwabTJZ1hAf/JGEySwwIjqMAe0aV32AjIxMpQQFBbFt2zY2btzIgQMHMJvN3HTTTYwYMaJa7d1QCsMXX3zBxx9/zJUrV+jcuTNz5sxh0KBBtdIXnVbNW8/GonMxDKyoxMThSzkAzLqvOyH+WqePVQoCO9rdhMrPD/XpS9LmArBESqQdBbNZTCXsBNWVS42x9H7ITxWrTbbsJ8kpliWvqpC+21W5lFc+liWvqlb2xcqUnrIKUqHEysNfJ9LZdCIDjUrBW3fYOvd6/ZypJWS52EeWS0WGDRvGsGHD3G7nhrH5/fTTT0yZMoW33nqLgwcPMmjQIEaPHs3FixdrpT86rYa3nxuLTutaqJCPRsX/nurHtxN6W/Oju0J+UhLZe/dizM+vemd3aNRerHxoyIdrZ50+rLpyqRGK80QFKPuiWEzKQzhjWXBHLjUR6iglJSYz0/8Q/XUm9G9F68b+Np979ZypRWS52EeWSymTJ09m7ty5FbbPmzePKVNcr7dxwygMs2fP5vHHH+eJJ54gOjqaOXPm0Lx5c+bPn19h3+LiYnJzc0tfeRW9SN1FX1DMmCfmoC8odvlYjUrJ0KjqFdcpunSJ4pQUhBKJ86ir1NCyP7QcCCXO5/d3Ry6SowuEV07Dw79BcM0mbPJquUjM0l0XOJ2eT4i/lueGta/weX2WTWXIcrGPLJdSVqxYwYABAyps79+/P8uXL3e5vRtCYTAYDOzfv99aN9zCyJEj2bFjR4X9Z8yYQXBwsPXVKarij5S7mMxm1m8/jslceWU2C7PXnWTGmiQMRuf29wri4uHRP0qXJ5zAVbnUNL7dX8T3jmVuhSouS15lXXawPP2Pj4qt1BLgqlyksCrUhqVCDKMU60O8NFKMiiiPt8+Z2kKWi31kuZRy9epVgoMrRtgFBQWRmZnpcns3hMKQmZmJyWQiLMw2r3hYWJjd5BRvvPEGOTk51tfxZGkK2ijUaoxOTNoTqXl8tvEUX20+y8bkNPdOqlSiDQ3Fr00b99qRkYTq3pSryrdQdtnDoqxYXtWlJmLm5286Q05hCVHhgTzQq7lk55GRqY+0a9eOhISECtvXrFlDm2rcI24or5Dy0QRlc9GXRafTodPprP/nFXg+Xvdcpp6QW25h7l9nmXZn10r37RgeyGf/iOHC1QJGdal+WudxQgp0eZoGffuiUCgouny52m25RFGuaM53MprDKznzF6x9m8kd1Mw92dHuLmUzH44TUsBJC4SnIyTGR8WKTo1uhjrWRKhkVTw9pC0Gk5kR0WFyGKWMjIeZOnUqzz33HBkZGVanxw0bNjBr1izmzJnjcns3hMLQuHFjVCpVBWtCenp6BatDTXH+WhHqwEAW7bzITa0aMbZ7xSe9sgpNbDcPlVA2mTDp9agDAlAHej7tqg1mE3zRDzJPwIvHILhZlYf4aDV88V4cPt7mkHRiDaQdJSq4dZW7SvHE7Ugu3nBTl5IGflreGdO50n28ds7UMrJc7CPLpZTHHnuM4uJipk+fzvvvvw9Aq1atmD9/Pg8/7Hr67BtCpddqtfTs2ZN169bZbF+3bh39+/evlT7deVMznvp/9s48vIlq/eOfpOm+UWhpKTtl38u+yiKrAi5cQPGicBVEVOSi/ry4sCiLXrmKoLKIwhXEFUHggizKvrdQZClbaSndoWuaNkmTzO+PkDRt0zZpkiYt83mePNCZM2fO+c6ZmXfec857BkUA8H+/XOBySm6J/X8l5fD4lydIySm0+7k1cjkAbgGVLxFrE1K34nUk0q9YdIiHh4xpEwbi4UpTnlRyuLId0K9OaRiDYDr90R5U5GWoii6FsevKTJ+s6TMmzOGSbcYFEHUxj6hLSV566SWSkpJIT08nLy+PW7duVclYgFpiMIDe9bJ+/Xq++eYbYmNj+ec//0liYiIzZ850SnnyFUp+/OJ7+kfURVmk48VN0WQr9LHN4+8pmLbhLBfu5LB87zW7n1tzP3a4wz0MAOPXw5u3oPWIytOi16XbmAXkK5QOLpgVHFwG+elQpyn708LK7LZ1LACYf7mb4gq6mI5XqO6gTRXhCtq4IqIu5hF1MU9ISAh+fn425VFrTLBJkyaRmZnJ+++/T2pqKh07dmT37t00beqcsMo6QeBqXCo7Hu/AMxuiScwq4JXvz/Hhk52Z8vVpMhVqOjYM4P3HO9r93LOuHuLbNm1o765xfMS++hWvoFkanSAQG5eKThAcVCAruXUYTt+fevvoJ6jW/lTpjAZH4HK6OAhBENDoBLPLtJfHg6KNtYi6mOdB16Vbt2788ccfBAUFERkZWWGk4HPnzlmVd60xGABmzZrFrFmznF2MEgR6u7Pu2e48+eUJjt/M5KGPDyII0KyeDxun9cKvkhUoq0LYPb2BkBrckGq5ZVT5sHceJJ6GQf8Hnf5mn3xz7sCJVaC4C80GQM/n7ZOvgcTT8P3TIOig8yRoNQz4yaJDnTW2oDwvhTUGTmVld5SBKQgCS/4Xy827+az5e3e83N0cch4RkQeZxx57zDio//HHH7dr3rXKYHBV2oYFsObv3fnX1r9IyVUS7OfJt//oTbCfZ+UHV4GQrHTctBpUnt7k+NtvASWzCAIc+wTiDkFuImx9HjKuQJtH4cACCO0APV+AYCtjXeh08Ot0SDyp//vyr+AVaD9jJCUGvvubPuhUxFAYt8opRkB1r9lgro7VtRDWigM3WH8sHoDjN+/xcDvnDEgWEanNLFiwAACtVsvgwYPp3LkzQUFBdslbNBgchI+XBzu+eg0fL/1aEA+1DuHPNwbz59UMujSuQ8M63g47t0ynpX5WGqkhjUgNsd+gPbNIJBDUDNo+CoIWzqyDo/+Bo58Agn5Fy9NroPkgCI/Et+lD7Fg3W6+LIJScimm6JkXMZr2x4O4LbR+Biz/D7jeg9Uj9FE5byIiFTU+AKg+a9INJ34HMduPN8OKtyniH0u2ltvHVkVt89oc+3smCse2tMhZquzZVRdTFPKIuetzc3Bg5ciSxsbGiweDqyGRuDB9QcrqYl7sbj3SqepwFawi7l0JqSCPSgx1sMAB0MxlxG94Nds4GrRqaDQQPP7j+O8QfhvjDuB1fwfCH3gRZR0g5D/Va6tNc2Q5/fADP/AyeAbDvPX1+Q96GPi+Buw/0mGa7sZAZB98+BoVZ+rJO/hE8fEokceT4hSeEFLMGhbn2UlvYcjqRJbv1a0W8MaI10/pXPnXVlNqsjS2IuphH1KWYTp06cevWLZo3t+6eK49aM0vC1cjLL6R+j9nk5dt/2mRFGL5yg7MzALhbp2prUlSZrk/D9IMwbhX8/VeY/AO8FgMjl0LXvyPIvBn0wTW9LuGRkJeqP+7cJsiKg71v68dDKHMgrBP0nqmfvjlupT59aTQq+Otn/UwHlbzisuXc0RsL+elQvwP8fSt42Wfqqa1ufVvaS3VEZKwq288n8872iwDMHBTBy0NaWp2Hs+4lV0fUxTyiLsUsWbKEN954g127dpGamlpyDaU869dQEj0MDkTuxGk9BoPhXpD1K15ag7mv5SeEFAgzmf0R1Az6vgyAfMC7nPluQfG+kNb6f0ct0weBum4IYyqBMZ/pF7kqTeoFvaeg5cPw1cOQeT+0d8p5ePp7vYEB+i6PC99Dx7+BzAPuXYf8DKjXiqbrWpKx6l/GLC194Rvra8fIjQYc1V6qe5yEgWtpcl7/+QKCAM/2bcpbo9pUOGK7Ipx5L7kyoi7mEXXRM2rUKADGjRtX4t4zBA3Uaq2LciwaDLWUYoOhmj0MleFVx/z2kDYw9F04vgLUBdD/NWjUvWy65Gj4egS4eUDHJ/XGgk89UCvgxl74YxEMf19vLOx7F05+Dlf/B5M26w2Mv2+Fui3I+HKRY+vpJMrr8nCkoVMef17NQKsT6BdRj4VjO1TZWBAREakaBw8etGt+osFQSwnJzqBOXibB2RnodAJSaQ14WA+cq/9VRINIaNIXvOtA31fBtz6EdwVtkX6GxvHPIKARZN6EM2v1x7QYXDy4svnAMlkaIzo66GXqil0F1cG5xGwAhratXzPan4hILaGgoIA333yT7du3U1RUxLBhw1i5ciXBwcE25SsaDA7C19uT6B0L8fV2zNTJyvAvkLNgtd7lLv3hTaeUwRw26yKV6gcquvvojYBhJt0bGbFwdDnsManvmBX6wZJWYAjhXNHgR8M+c8aAtQaC4es/+npUtbcXR02pFASB8/cNhsgm5XiVLMTZ95KrIupiHlEX/dTKjRs38swzz+Dt7c2WLVt46aWX+Pnnn23KVzQYHIRUKqFRgyDxy6oUdtHFw9f89iHvQFEBXN6uH7MweB50eapEEu92M/QvezPehC1Xd5V42dtzHQlLqE3t5U5WIffy1bi7SegQHmhTXuK9ZB5RF/OIusCvv/7K119/zVNP6Z9/zzzzDP3790er1eLmVvWAaeIsCQchVygJ7fmaSwy+ERwUIrUqgY4cqotUqh88+XosvHahjLFgiisu0mQvXSrycFRXvQ3dEe3DA22O6OhK95IrIepiHlEXuHPnDgMHFne/9urVC5lMRkqKbd2jooehFnO86yD293uUmB2XWfSY/desqKmYrhVR0Qv0QR17YA/8PGX0aVGXbk3sEzBGRETEcrRaLR4eJQNXyWQyNBqNTfmKBkMtxk2nJdc/iNPf/Y9tj49w6Rdgafd/dZa1xLLT7WZUW6jk2syw9qEMay+GfhYRcQaCIDB16lTjmhIASqWSmTNn4utb3KX766+/WpWvaDDUYjrcvMCcb5cYp1i6It7iC1pERETErjz33HNltv3973+3OV/RYHAQ/r5epJ/9DH9fL+eVoUCOf0El0Q+rGVfQBUp5FVyE6tDF0fVWabR8deQWT/dqQj07La7mKm3G1RB1MY+oC2zYsMEh+YqDHh2ETieQlJqNTlf71mT3bjejyis7GnTxaf+iMY/qXiXSloF/pmGYbe02udyiE9Hte/OEkMI4TZJd24uzQkX/ei6Z5fuu87c1J+022LY230u2IOpiHlEXxyEaDA5CUaii+7iFKApVTi3Hke5D+W3IBOQ+FS/atE0SXuJnKdZ+sRp0cRau0P3xhJBCk4RLfDNxNj8+Pp2ohCyHtZfqXmeicZAPnRsF8vc+Te0W2dFV7iVXQ9TFPKIujkPskqjlHO4xnKw6wXS5Fl1uGu92M9hSjWV6UFFrdPwRm87oTg2IbBzE5N5NCPByx9/L3Wx6R0aftJQMuZL6/pa7dge0CqZ/y/5oxa87EZFah2gw1HL8Fblk1Qkmz9e24DkVUToyYnkeCmfO0jDt9nCWcfTR71f5+lg8s4e2ZO6INnzwWEfjV7irrKyXlF2AVCKhQaAX+SoN/T/8k2b1fPWzHtrVp2vjINwqCYgjkUiQuT24QXNERGorYpeEA3GFQTcBCv0SpnLfsss42zIWwdFY2zVSVapr8OPNjHw2nkgAoFMjfahkg7FgqKcrtJdGQT6E+HsiCHAxORdBgBsZ+aw+FMf41SfpteQAb/58gd8vpaFQFc/p/iM2nS8O3kSuLHJIuVxBG1dE1MU8ztblyJEjjB07lvDwcCQSCdu3bzfuKyoq4q233qJTp074+voSHh7Os88+WyaoUnZ2NlOmTCEwMJDAwECmTJlCTk5OdVelBKKHwUEE+HmTEbXS2cXAX5ELQJ6f4zwM1hDg5+3sIjiFpbtj0eoEhrWrz3CT+ATKIi2XIjpTdPWe2fZi8NpU56wOdzf9d0S/iGCi3xvO4et3OXAlnYPXMshUqPk5Oomfo5PwkEnpF1GPns3qsunkbdLylGh1ArMfbmXX8rjKveRqiLqYxxV0USgUdOnShWnTpjF+/PgS+woKCjh37hzvvfceXbp0ITs7mzlz5jBu3DiioqKM6SZPnkxSUhK///47ADNmzGDKlCns3LmzWutiimgwmCBXKI2uYXeZG95eHhQq1RRpitcM9/SQ4enhjqJAhVanM2738nDHw0NGvkKJThDQaLQcPXudkQM74uXlUcbl7OvtiVQqKRO+1N/XC51OKDNgJ8DPG41GS4FSbdwmlUjw8/VCrdagVJv/svM38TAUKtVm62SOvPzCMnWyBtNoiqZ5aio5r7lyALhJpfj6eKJSF6FSF3/ZWnudrDkn2Oc6nYrP4s+rGcikEmYPblGiTl+2HcnXk9/E99vjuPV6nSFZ1/D28sDbq2SUNlMqa3sGfLw8kMncStTH9Jo8LI8rsS9fIxDq71WiThJgXJdwHukQSq5Cyfk7uRy6fo9DN+6RlF3IoWt3OXTtLgDhgV6M79oAwObrZFondZGGo2evM7BnawL8vMvUCRx7P9mr7VlznSypU668wKiLTOZWK+pkj+ukKFBy4PgVoy621slQVrlcTp5PcZhzT0/PEoGRTBk9ejSjR482uy8wMJD9+/eX2LZq1Sp69epFYmIiTZo0ITY2lt9//51Tp07Ru3dvAL766iv69u3LtWvXaNOmjdm8HY1oMJgQOaZ45cOp4wewevGzzF38Axu3HjNuf+flMbz7yjiemr2aA8evGLd/+f4Upk0YyEOTlhEbl2rc/sPKmTw2vBstB79V4iaJ3rGQRg2CCO35WokypJ/9jKTU7BIzCfx9vciIWsnBU1cZN/0z4/Z2EQ04t2sR3/12klnzNxm3D3v+/9i5fg7bJOEE5OtdWHLfQH73bsYTQkqZOpkjtOdr5dapqpSuqynlrRBpOGZY//bsXD+Hj9ftYckXxWkquk6m6apaTpuvk0RC+Ihh4OVD92B3eo+aZ0w/rH97nkuOw1upQOHjT0J4BIeDWrPvnQ/ZuPVYibEWW67u4vKqNQAWt70dX73G8AEditvefY3N1Uni7k7Yo48Q6ufBhe9/RdBqy68T0DaiAfu/foMPfzrN7ujbFOXkEBMXx8y4i1ZfJ2vupzJ1std1ooL7qQptT6yT8+r04ZrdLP/qd7vXqV37dqApMP69YMECFi4sLq8t5ObmIpFIqFNH31158uRJAgMDjcYCQJ8+fQgMDOTEiRNOMxgkgqNWJqpBJKdl03LIW5zftYjwUP0Fs9kqzVfScshbJJ/8hLp1/JxiaW+ThHOpZRe+Hv8KTVJu8c9Ny3hCSDHWqfRNW/rrs7yvh/Je/KbHm/MwPCyPM+pSHuaOMa2TNV9Edbq8XO55SiO/uNohX0RfHUtg1aFb1PFxZ9/sAXjJigcDukml7PNtzqaxL3CufW+GnvqdsYe3MqowgbqRr5TR4xHVbYd95e29ks6bv16mdagfv0zvVWGdoHq/XHPlhbQc8hY3D35EaHCA6GG4X6e0u7lGXfz9vGpFnexxne5myWnS/3WjLrbWKSU9h8gxCzi/413j+wEq9jCYIpFI2LZtG48//rjZ/UqlkgEDBtC2bVs2b94MwNKlS9m4cSPXr18vkbZ169ZMmzaNefPmmcvK4YgeBhP8fb3K9LF7e3lgrtfd18d8Q/ErNdhGJtO7sMrruze33c1NYna7we1YGg8PGR4e5i+lYQyD3GSWRHl1MuUP/wjjrIbSdaoqVRm/UPoYTw93PD3KTkMsXSdrB3M64jrtu5zG54dvATBvdFvq1/Exm3eHm39xrn1vLrfszNjDW0t0Rxg8L6bxIyxtexWVvfT2M7f17WRQ6xC7tD1Lr5OBiupkeBH5+3k59X6yZ53MYW2d/P30+RiMBaj5dbLPddJvM9UFql4neb7euPH39ycgoOzgcVsoKiriqaeeQqfT8eWXX5bYZy6OiSAIdotvUhVEg8FBSCUS2kU0QOrEiwsQkK8fw5DnG4AtrqQSMxZsGIBXFT2cuTBVVbmSksecH2MQBJjSpymTejYpN23bW5eQ6rSkB4dzr05INZZSjyAIHL6uH4cwqHX9aj9/ZbjKveRqiLqYp6boUlRUxMSJE4mPj+fPP/8sYYyEhYWRnp5e5pi7d+8SGuq8Rd3EaZUOws/Xi3O7Ftnt67yq+BfoDQatzJ1Cz+IvXHtOWSyMXWdxBEVn61Ed3JWrmP5tFAVqLf1b1mP+2PYVpvdRFdDizg0ALkd0ro4iluBqmpwMuQpvdzd6NHO95ahd5V5yNURdzFMTdDEYCzdu3ODAgQPUq1evxP6+ffuSm5vLmTNnjNtOnz5Nbm4u/fr1q+7iGnGowbBkyRL69euHj4+PcTBHaRITExk7diy+vr4EBwcze/Zs1Gp1iTSHDx+me/fueHl50aJFC9asWVMmny+//JLmzZvj5eVF9+7dOXr0qEPqZClqtYYNPx9FrbZt/XFbkWk1+BQqAJD7le9Os2V9hfIoPRVwmyTcqXoYDBtzP3uh0miZuTma5JxCmgf78uXk7sZpihXRIe4vAC637Fwt8SdMOXLfu9CnRV283N0qSV39uMq95GqIupjHFXTJz88nJiaGmJgYAOLj44mJiSExMRGNRsPf/vY3oqKi+O6779BqtaSlpZGWlmZ897Vr145Ro0Yxffp0Tp06xalTp5g+fTpjxoxx2oBHcLDBoFarmTBhAi+99JLZ/VqtlkcffRSFQsGxY8f44Ycf2Lp1K6+//roxTXx8PI888ggDBw7k/PnzvP3228yePZutW7ca0/z444/MmTOHd955h/PnzzNw4EBGjx5NYmKiI6tXIUp1EbPmbyp3umN1YozF4BtYIljTlqu7HGIoVIQr6OFIkrMLScwqIMBLxvrnehDoYz7sc2k63LwAQFzj1hR6eLPl6i6HGDTmKO6OqP7uEEtwpXvJlRB1MY8r6BIVFUVkZCSRkZEAzJ07l8jISObPn09SUhI7duwgKSmJrl270qBBA+PvxIkTxjy+++47OnXqxIgRIxgxYgSdO3dm06ZN5Z2yWnDoGIZFixYBsHHjRrP79+3bx5UrV7hz5w7h4fqvqv/85z9MnTqVJUuWEBAQwJo1a2jSpAkrVqwA9JZXVFQUy5cvNwbE+OSTT3j++ed54YUXAFixYgV79+5l9erVLFu2zJFVrBE0TY3HX5GHm7Z8i9vcrIbqwvSF6Kiv6+padKpFiB87XulPUnYhESF+laZ/QkhhmySckOwM6memklGvAVdbdCDyalSlx9oDhUrD2YQsAB5yUYNBRKSmMXjw4ApXa7VkcmLdunWNsyZcBaeOYTh58iQdO3Y0GgsAI0eORKVSER0dbUwzYsSIEseNHDmSqKgoioqKUKvVREdHl0kzYsSIEtaaKSqViry8vOKfPM/ONXMtnt69kZd/+A8tkuNsymdy2zHVGnGwPKorbHRVaRDoTc9mdS1O/4SQwsPyODrcvN8tUY3jGE74xWK8AAAgAElEQVTdyqRIK9C4rjfNg32r7bwiIiI1D6caDGlpaWVGfAYFBeHh4UFaWlq5aUJDQ9FoNNy7d4979+6h1WrNpjHkUZply5YZ43MHBgbSvq19Q9mCfk7wsP7tcZO6/rhSg/u7PKqy3kR5edYEPZyBm1Rq7JaIjeiEVlI9Opl2RzhzulZF1KR7qToRdTGPqIvjsFrRhQsXIpFIKvyZxsOuDEvmmpZOY3DnVJamvAfgvHnzyM3NNf6uXL1hcXktxdfHk53r55Q7x9cZOCJClzWu/sltxxDc/VUHlKLm4+vjSbPkOHwKFRR4+5HQMKJazmswGB5q5brdEa54L7kCoi7mEXVxHFaPYXjllVd46qmnKkzTrFkzi/IKCwvj9OnTJbZlZ2dTVFRk9BiEhYWV8RRkZGQgk8moV68egiDg5uZmNk1581VLR+iSF1i3voElqNRFfLxuD2/OGG02MEp1cimiMz+NmkLDjDtw8ZZTy1Ib+SnqDrfuKhjbpQEdwqu2yJdKXYSboOPhU7tx1xRRP8u8d8yeJNxTcDuzAJlUQr+WwQ4/X1VxpXvJlRB1MY+oi+Ow2sMQHBxM27ZtK/x5eVk2/7Vv375cunSJ1NTieN379u3D09OT7t27G9OUXqhj37599OjRA3d3dzw8POjevXuZNPv373fqfFWVWsOSL3aVCLvqLGRaDXK/OlysVxw8qCpjEZw1KLI8KhrHYPB8VMcsg1/PJbHmcBwX7uRWOQ9DOxl6Zh8Dzx3Ev0Du8HEaaXlKGtf1pkezIPw8XTeGmyvdS66EqIt5RF0ch0OfEomJiWRlZZGYmIhWqzXOSW3ZsiV+fn6MGDGC9u3bM2XKFD7++GOysrJ44403mD59ujHq1cyZM/n888+ZO3cu06dP5+TJk3z99dd8//33xvPMnTuXKVOm0KNHD/r27cu6detITExk5syZjqxejaFZyi0yDx1Cp1RWnriWsE0SblNESktRFmk5l6hf4KtPC8sHOroCfVrU48ibQ1Co7e9hExERqX041GCYP38+//3vf41/G+akHjx4kMGDB+Pm5sb//vc/Zs2aRf/+/fH29mby5MksX77ceEzz5s3ZvXs3//znP/niiy8IDw9n5cqVJdYYnzRpEpmZmbz//vukpqbSsWNHdu/eTdOmTR1ZvRqDl1qJJrfs1+/ktmPs+vVtGrLZu90MCitI60gMX+Zbru5imyTcoaGkY+7koNboCPH3tNssg1zfQC637Iy/Io8n7JJj+UgkEpf2LoiIiLgODn1SbNy4sdwYDAaaNGnCrl0Vu7oHDRrEuXPnKkwza9YsZs2aZW0RHYa7zI2p4wfgLnO9yHmOxHRGhXe7GSWWaK6NnLqVCei/1m2ZZWDaTmLa9mD7sKdoefuqzeUrD7myCG93N2QWRKF0Ng/qvVQZoi7mEXVxHK7/tKiheHt5sHrxsyVWHqxuSnzxN2uGX4cOuPmYXzGxNlGdsSKKDQbbuiNM20mHmxdomhxH21uXbMqzIhbtvELk+/vZeDzeYeewF65wL7kioi7mEXVxHKLB4CAKlWpeevdbCpXqyhNXA95Nm+LbsiVu/v425VPVgY/mXuKWDkh8QkixqFvBNOx1dVBy/EK9SlJXjGk7Cc69x5zNH/Lwmb025VkeKo2WuLv5yFUaOjas2qyO6sTV7iVXQdTFPKIujkPsvHQQRRotG7ce46N/TTC7Bnt1YxjwKPW0bm6y4QXszNDRrorp+IUWNo5fKNJoy9VYo9Wh1OjIylfTpJ7eQ3Q7U8HZhGwUKg35Kg0Fag0KlRaFSoNCrSFfpaXAuE+/XeYm4fTbw/CUufHLzH6cupVJDysiUjoLV7uXXAVRF/OIujgO0WB4QNCpVAC4WTjl1d5subrLoq6C0p4EU4+Bq42HsNf4hfIQgA/3XGXNYX1I766N67D95f4AnE3I5o2fL1iVn7tbcRndpBL6u3DsBREREddDNBgeELT3DQZrPQyOIv3sZw7Lu7o8IQaDoXdz+32lPyyPI8DPm22ScLpmXGfeZ8XLtOcWFhkjmDas481DrUPw83TD10OGr6cMX083fDxk+Hne/9vD7f52/T5fD1mFEVBFREREKkI0GByEp4eMd14eg6eHa0hs7JLwttxJVzqWgT0HE7qKLlXFnuMXoGx7MXhadr82kLRcJW3D/KnnV2zs9Y2oR98I289bE3C1e8lVEHUxj6iL4xAVdRCeHu68+8o4ZxfDiFahAMDN1zVWJKzpIVsvJuei1ugI9vMkIsR2TctrLxEhfhYtk12bcbV7yVUQdTGPqIvjEGdJOAhFgYqxL6xAUaBydlGAYoPB18s5XRKlvROuoktVaRDoxbzRbZk5qIVdXPyu1l5cCVEb84i6mEfUxXGIHgYHodXpOHD8ClqdztlFAUBbUIBEp0Pt4YnU09M4CNLRGAcxlpruWJ4uOQVq7spVNK3ni4escnvWENXRkdEczdEoyIcXB9lvRUlXay+uhKiNeURdzCPq4jhEg+FBQRCoI88iOzAYN1/fajMYrOHjvVf54qB+RsCE7o34eEIXJ5dIRERERMSA2CXxABGcfRdwnXEMpgiCwC/RSca/d/6VQkGp1eYsHXQ5ue0YJrcdY3HAJ2sRBIE9F1O5mSFHpxPsnr+IiIiIKyIaDA7Cy8OdL9+fgpcLDe4LzskAXMNgKK1Lck4h6XkqZFIJIf6eKIt0HLp21+L8qjPCY4ZcxUvfnWPkiqOotfZxe7pie3EVRG3M4yxdBMG1jWSxvTgO0WBwEB4eMqZNGIiHC03tqWfwMLjAehKldYm+nQ1Ah/AAnuzWEIDdF1OrvVyWkFtYRJfGdegQHoCXu30WuHHF9uIqiNqYxxm6XEnJY+C/D3IlJa/azmktYntxHKLB4CDyFUq6jVlAvkLp7KIY2eTVEPW9e2jkcoedw7A+RGXrRJTW5dx9g6Fb0yAe6dgAgD+vZoDU9Zpo61B/fnu5PzteGWC3PF2xvbgKojbmcYYu/9l/jaTsQj7Zf73azmktYntxHK73NK4l6ASB2LhUdC7kvlNnZJB9/DgFN244uyhldIlO1BsM3ZsGEdekPdqCAhQqDe5BQc4oXrXjiu3FVRC1MU9163IpOZc/YvXdmgdi07mUnFst57UWsb04DtFgEKkWDB4HcyGhC9QaYlP1Xo/uTYOQALlRUdzbu5eizMwSaR01kNEaNHYat2CKq/cLi4h8euA6blJ9zBE3qYQVB5z/4SFSvYidPA8iBjd/FeYpW7IctbV4u7tx6I3BXEjKoUGgPnR1UXa23c9jD3Q6gW4f7Kd+gBffvdCb0ADbF/O6kpLH9P+eRRYQYIcSiojYH1PvAoBWJxi9DDVhiXQR+yB6GByEj5cHO756DR8vD2cXxciWq7uo06sXoWPH4hkW5pQymNNFIpHQuK4PYzqHmz1GIrPernWEYQP62Rx5Sg2JmQXU87XPtf3P/msk5yoZ+tQjLtVeXAVXvJdcgerUxdS7YMBVvQxie3EcosHgIGQyN4YP6IBMZp9R9PZCp9HHNnAzswhVdbj7rdHFPSiIoH79CB4xAo/QUIeWy1Kupem7TiLq+yFzs/32Mf1yu5BeyNX0fJvzrG246r3kbKpLF0Mb1ZaKOWLqZXAlxPbiOESDwUHk5RdSv8ds8vILnV2UEuRfuULGnj0UxMU55fzW6LIm+hd9375EgragoBpKVznX0vUGQ5tQ+ywIZfrlJuh0LN971S751iZc9V5yNtWliznvggFX9DKI7cVxiAaDA5G74LQenVKJoFZX2/miErL4KeoO9/KLQ1Fbqou3upCcU6fIPnqU/DP/MXYzCILgtIGP1+8bDK3D/G3Oq/SXm0Qq5dD1ey73xeYKuOK95Ao4WpfyvAsGXNXLILYXxyAaDCIOQ6HSMOXrM/zfL3/Ra8kBnll/in1XMio/0BRBQJNXHCTmTHwWj39xnKRs53gcDF0SrevbbjDUpH5hkQeTirwLBsQ2++AgGgwPCFuu7tL/RyplQrgPdXr1sigo0paruywKxGSOozfuUVikxd1Ngk6A4zczuZRa/PJPzim06sWv0wnM/+0SF5Jyeezz48Q1agVYvsaErWi0Om7d1S8T3sZGD0NN6xcWefCozLtgQGyzDw6iweAgfL09id6xEF9vT2cXpQTfXdnByS4D8WzQgEuHlptNYxj8aOsgyD9i0wH4e5+mHHlzCP83qg0TezYx6nItLY8A7/LjvZc2BKRSCd9M7UmH8AAyFWpWPzWXa03bVbl81pKQWYBaq8PHw42GdcoOGrWGmtYv7Exc9V5yNo7WxRLvggFXarNie3EcosHgIKRSCY0aBCG18IarLlJCGqFz009TTMx0nFtfpxM4eE3f/TCsXShN6vkwa3BL2jUIMOoSEeJHgJd1C8SE1/Hml5n9GNYuFK2bjKPdhzqi+GYxjF9oFepv03Wtqf3CzsJV7yVn40hdLPUuGHClNiu2F8chGgwOQq5QEtrzNacPvjH1EkxuO4bFo2egvW8wGEb825sTN+/xwrdR3MtX4+8po2ezusZ9pro0rVf+qplbru4y/kp3hXh7uDFnmL474mLzjtW23oRh/IKtMyTEfmHrcJV7ydVwpC7WeBcMuEqbFduL4xANhgeEyW3HIAsMxKtBA+O2H8/esft5tDqBuT9d0C8cBYzoEIaHzP7NrH2DAPzzc5HKZHjUrVv5AXbAOEMitOrjF8R+YRFXx1rvggGxzdZ+HGYwJCQk8Pzzz9O8eXO8vb2JiIhgwYIFqEtN6bt48SKDBg3C29ubhg0b8v7775eJq79161bat2+Pp6cn7du3Z9u2bSX2C4LAwoULCQ8Px9vbm8GDB3P58mVHVa3G4tumDYJJOOj4ewq7L1N75MZd0vKU1PFxZ8PUnix5omOV86rocSWVSmgbr7/GHvXrG7dXZXCmpRhjMNgw4LGm9guLPDhUxbtgQGyztRuHGQxXr15Fp9Oxdu1aLl++zKeffsqaNWt4++23jWny8vIYPnw44eHhnD17llWrVrF8+XI++eQTY5qTJ08yadIkpkyZwoULF5gyZQoTJ07k9OnTxjT//ve/+eSTT/j88885e/YsYWFhDB8+HLkDl3GuaRi8C5JS7vu1R+wbwOmn+16LJyIbMqRtfbzcqxZtLTmkEYtfXEpySKNy07SNvwSAZzVEgVQWabl9f8xHmyp6GGpyv7DIg0FVvQsGxDZbu5EI1bhM3scff8zq1au5desWAKtXr2bevHmkp6fj6akf0frhhx+yatUqkpKSkEgkTJo0iby8PPbs2WPMZ9SoUQQFBfH9998jCALh4eHMmTOHt956CwCVSkVoaCgfffQRL774YqXlSk7LpuWQt7h58CMahtlnOWVBEJArlPj7eiGROH/wTdhz6/EMDS1jMLi7Sbjy/ijcqxjmWFmkZe/lNEZ3bICHTMpPUXf47nQiH43vRNuwsospWarL8/89yx+xGQxrF8r653qYTbPZuyXvzF6BRCLh7t696JRKh3kXtDqBGxlybqTnM6Zzgypd0+f/e5ZD1+5a9TB2k0oY0qZ+uRo8CLjaveQqOEKXqrTR0ji7zdpbF0e8H2oq1TqGITc3l7om/c0nT55k0KBBRmMBYOTIkaSkpJCQkGBMM2LEiBL5jBw5khMnTgAQHx9PWlpaiTSenp4MGjTImKY0KpWKvLy84p/cvm550M8SSErNRmfDjWcvLiXnmvUuABRpBTaduF3lvHfEpPDaDzFMXHsSgIk9GvPby/3NGgtgmS6m6ytU9LXiqywwrmrpaC+Dm1RC27AAxnYJr9JDSOwXrjqudC+5EvbWxVbvggFnt1mxvTiOajMY4uLiWLVqFTNnzjRuS0tLI7TUg97wd1paWoVpTPebHmcuTWmWLVtGYGCg8de+bSsbamYeRaGK7uMWoihUVZ7YwXx64HqJsQulWWNDt4REAqEBnozqaNnql5boYtqHWlmfqDpdH+vBdByDI7DVESf2C1cdV7qXXAl76/LpgevYy38jAae1WbG9OA6rDYaFCxcikUgq/EVFRZU4JiUlhVGjRjFhwgReeOGFEvtKf60ZHsym282lKb3NkjQG5s2bR25urvF35WrtfRgbvhrMeRcMZMhVnLx5r0r5T+jRmGNvDWVqv2ZVLGFJSn/lVPa1osrQeyI8QkL01osNCILA9XQ5BWpNie3Rt7MZueIIv19KrVK+Yr+wSE3g1l1FhQONrUEA4u4+uCuvHjlyhLFjxxIervdIbt++vcT+X3/9lZEjRxIcHIxEIiEmJqZMHiqVildffZXg4GB8fX0ZN24cSUlJ1VUFs8isPeCVV17hqaeeqjBNs2bNjP9PSUlhyJAh9O3bl3XrSvYvh4WFlfECZNx/ARg8BuWlMd0Pek9DA5Mpg6ZpSuPp6VmiG0ReoK2wPjUZw5dtZS+rt7df4uAbg6t0Dnc3KVUc21gGc+U1fGGb6xPV5OSQHxuL+u5duG9sZsiVBPl4WD0uY9meq6w7cguZVEKPZkGsmBRJWKAXOQVqkrMLOXj1LqM6Nqg8IwvqZC0VaSAiYg/+mDsInR2HtEkf4PEmCoWCLl26MG3aNMaPH292f//+/ZkwYQLTp083m8ecOXPYuXMnP/zwA/Xq1eP1119nzJgxREdH4+bmnKW7rTYYgoODCQ4OtihtcnIyQ4YMoXv37mzYsAFpqa/cvn378vbbb6NWq/Hw8ABg3759hIeHG42Ovn37sn//fv75z38aj9u3bx/9+vUDoHnz5oSFhbF//34iIyMBUKvVHD58mI8++siquskVSuOSqO4yN7y9PChUqinSFBsUnh4yPD3cURSo0Jq4+b083PHwkJGvUKITBOT5Svx8PNHcP7b0Uqu+3p5IpZIywUX8fb3Q6YQy7rQAP280Gi0FyuJpqVKJBD9fL9RqDUp1kXG7m1SKr48n529nGscCVEb8PQVnb96lTVhxUKLSdTLg4+VBRr6aUzczGNw6GNn962pJnQy6yPOVZeoUmyY3W17TL+xWIT6oSnkAFNevG/9/PSWbEStPEOznQdS7w8tcp5/Pp1DHx5N+zerg61l80+28lM66I/rBuBqdwKlbWXz+x3UWjutAZr4KHw83pvVpZLyOll6n8upkLaYaNA/yqrDtGfDx8kAmc3NK21Opi0pcJ1vuJ9M2U1vqZI/rZKqLK9ZJ6iZ10nXSlNDF5mf5/bLK5XLyfIqfGaU/PE0ZPXo0o0ePNrsPYMqUKQDGsXqlyc3N5euvv2bTpk0MGzYMgM2bN9O4cWMOHDjAyJEjy83bkVhtMFhKSkoKgwcPpkmTJixfvpy7d+8a9xm8ApMnT2bRokVMnTqVt99+mxs3brB06VLmz59v7E547bXXeOihh/joo4947LHH+O233zhw4ADHjh0D9F0Rc+bMYenSpbRq1YpWrVqxdOlSfHx8mDx5slVljhyzwPj/qeMHsHrxs8xd/AMbtx4zbn/n5TG8+8o4npq9mgPHrxi3f/n+FKZNGMhDk5YRG1fsuo6+dJvhAzrQcvBbJW6S6B0LadQgiNCer5UoQ/rZz0hKzab7uIXGbf6+XmREreTgqauMm/6ZcXu7iAac27WI7347yaz5m4zbh/Vvz871c3htw0kEnVBhd4QBN6mEf3zxJzd//6PSOu346jWi8qSsPXKLwjt3yDt3zuo6RY5ZUKZOgb164RUWChIz5RUEVhy4QTN5Cku+0C+ktcVMPXo/t4qAbt3QKvUPnhLXSSKh2ROPUagVQKdDlZ6OMiUFXVERwX37AKCOu0nurXg8goNZExvLk22DGNUuhOeeW0Lkdz9XWCdz10lfpzCbu0vui8CKAzdIP3rMora346vXnNb2Pl63x3idwD73U8shb9W6OoHt16nlkLdqXZ2g6tdp7ZaD5BeoaDnkLbvWqV37dqApDqe/YMECFi4sLq89iY6OpqioqMRg/vDwcDp27MiJEyecZjA4bFrlxo0bmTZtmtl9pqe8ePEiL7/8MmfOnCEoKIiZM2eWMBgAfvnlF959911u3bpFREQES5Ys4cknnyyR36JFi1i7di3Z2dn07t2bL774go4dLQsaZJg2c37XIsJD6wC2W6UajZajZ68zcmBHvLw8qt3Sjs9WMmbVMazlxxd60u5+YKLyvh6QShnw70PkKTWsnNiZwa2DLa6TQZeBPVtTt46fsU6xaXImrT9bafm2vdSHiHo+xr/NPXi0OgEdEuoFeJe4TgVqDd+dTeb3y+ncyCjbvzq2SziLx7Qp0fZsvU5jvzzJ7ayS194Wmgf7smtW3wfKw6Au0hjbTICfd62okz2uU668wKiLTOZWK+pkj+ukKFBy4PgVoy621iklPYfIMQs4v+Nd4/sBKvYwmCKRSNi2bRuPP/54mX0JCQk0b96c8+fP07VrV+P2LVu2MG3aNFSqknqMGDGC5s2bs3bt2krP6wiqNQ6Dq+KIebZ5+YWE9nyN9LOfEeBn28qG1iIIAi98G1WlOf8dwwP47ZUBFab77vRt3tl2iSZ1fTj4xmCrRv+Xp4sl87/Nze/2bjejRBpL4zBcT5fzv79S+d/FVG5m5NOtSR22TO9T5UBT5aHTCRb1C+cpCmnYZy7Jpz4hwLf89iKVSB64RXWceS+5MqIu5rG3Lra+H+xpMAwfPpyIiAjWrFljfUXsgMO6JEScw5WUPKZuOEOG3PopRVqdwIWkXA5ezWBIW/PTFAVBYOPxBACe69esylMFTTGNu1BZ+Qz9+B0bBtp0ztah/rQe7s8/h7cmOaeQED9Ph6x5IZVKkFowWU0mlYIgIJNKkVUxiJaIiEjtICwsDLVaTXZ2NkFBxUZKRkaGcfyeMxCfTLWM/+y/RoZcZdN86jWHy4/LcPxmJjcy8vH1cGNCj/LDNluDs9dXaFjH2yHGgoiIiEhV6N69O+7u7uzfv9+4LTU1lUuXLjnVYBA9DA5CKpHQLqJBtU4tMv1St6Wf6XR8Vrlf8RtPxAPwt+6NCPBytzrv0rpY6l0wYE8vgyvhjPZSUxC1MY+oi3lcQZf8/Hxu3rxp/Ds+Pp6YmBjq1q1LkyZNyMrKIjExkZSUFACuXbsG6D0LYWFhBAYG8vzzz/P6669Tr1496tatyxtvvEGnTp2MsyacgfhZ5SD8fL04t2sRfr5e1XbOTw9crzyRBZT3FX87U8Ef95etfraKgZpK61KVCIi1MfKhM9pLTUHUxjyiLuZxBV2ioqKIjIw0TvWfO3cukZGRzJ8/H4AdO3YQGRnJo48+CsBTTz1FZGRkibEJn376KY8//jgTJ06kf//++Pj4sHPnTqfFYADRYHAYarWGDT8fRV0qZoCjsPZLvSIMX/EXk3KM2wRB4NP91xEEGNwmhIgQvwpyKB9TXcT1FYqp7vZSkxC1MY+oi3lcQZfBgwcjCEKZ38aNGwGYOnWq2f2m0zS9vLxYtWoVmZmZFBQUsHPnTho3buycCt1HNBgchFJdxKz5m0pM+3Ek9vIumLJoZ/Hc5J+jktgek4JUAq8ObVnlPE11EddXKKa620tNQtTGPKIu5hF1cRyiwVALsKd3wZRr6XJAP/Pivd8uAfD6iDZ0b1q3osMswhAB0db1FWSBtWccg4iIiIgrIw56rAVUtFaBVAKD29Rn3ZTuFud3Oj6L/11M4clujShQa3h5yzlUGh1D2oTw0qAIu5T5y8O37LK+gm+bNuSeOWOXMomIiIiIlI9oMDgIN6mUYf3b42ZBWGZbqMy7oBPgz6sZXE2TWzyroH/LYPq31EdvFASB5/o2ZeOJBD6Z2NXmoEFuUin9H4rk8I1Mm/IBvZfBq0EDFIGBaHJr9niG6movNRFRG/OIuphH1MVxiJEecUykx+qiqhESrUWl0eIps8/o3Of/e5Y/YzPsspSuIAio0tKMXgZLIz2KiIiIWEJNfj/YG9EEcxAqdRGLP9+ByoEDbyydZWCPWQX2MhZU6iKibqTbxVgAfdjVdp1aUhi7rkYbC9XRXmoqojbmEXUxj6iL4xC7JByESq1hyRe7mD11OJ4e1gc4soSKxi6UxjCrwBYvgz1QqTVc37qD5NOfVrhmgjXUhsA11dFeaiqiNuYRdTGPqIvjEA2GGkpNj5AorpkgIiIiUrMQn9g1FDFCooiIiIhIdSIaDA7CXebG1PEDcLdT378pNTlCoiN1qcmIupSPqI15RF3M86Dpsnr1ap5//nl+/fVXAL7//ns6d+5Mx44dmT9/PhqN/SJeirMkqHmjYC2ZGVEe9pgxISIiIvKg4Mrvh6VLl7J06VKGDRvGqVOnePPNN1m6dCmzZ89GKpXy2Wef8eqrr7JgwQK7nE/0MDiIQqWal979lkKl2q75VtW7YMDZXgZH6VLTEXUpH1Eb84i6mOdB0uWbb75h48aNbN++nT179vCvf/2LFStWsGDBAt577z3Wrl3L5s2b7XY+0WBwEEUaLRu3HqNIo7Vrvrasv2DAmWMZHKVLTUfUpXxEbcwj6mKeB0mXlJQUevXqBUBkZCQSiYRu3boZ9/fo0cO4hLY9EA2GGoSt3gUDzvYyiIiIiIjYTmhoKFevXgXg5s2baDQa498AV65coX79+nY7nzitElCr9a6rmCsJpN7NqSS1ZSgKVACcv3wbXx9Pu+S5eM9V1Hl5dskL4L3vTvLO6DZ2y88SHKFLbUDUpXxEbcwj6mIee+uSfv+dYHhPuBJPP/00zz77LE888QQHDhzgzTff5PXXXyc7OxuJRMIHH3zA448/brfziYMegU3bjjPj7f86uxgiIiIiIi7KuqXPMeWJ/pWma9asGbdv3y6zfdasWXzxxRdltm/cuJFp06aV2V5YWIiXl1eF59JqtSxevJhTp04xYMAA3n77bbZs2cKbb75JQUEBY8eOZfXq1fj5+VVabksQPQzAgB4tATj60zwahNSxKS+5QknkmAWc37UIf9+KL/aDhqhN+YjalI+oTfmI2pSPvbRJvZvDwInLjO+Jysu235wAACAASURBVDh79ixabfH4iUuXLjF8+HAmTJhQ7jEBAQFcu3atxLbKjAUANze3MjMgnnnmGZ555hmLymotosEAeLh7ANAgpI7N02by8gsRpFrCQ+sQ4Gef0Me1hbz8QgBRGzOI2pSPqE35iNqUj721MbwnKiMkJKTE3x9++CEREREMGjSo3GMkEglhYWE2lQ8gISGBuLg4+vfvb5HBYS2iwWCCXKE0NjJ3mRveXh4UKtUlRtt6esjw9HBHUaBCq9MZt3t5uBObdZkpW59DMyIFef5yAHy8PJDJ3Iz5GvD19kQqlSBXKEts9/f1QqcTUBSqSmwP8PNGo9FSYDJVSCqR4OfrhVqtQWmy0IqbVIqvjycqdREqdXHQjqrUycNDRr5Cic6k56qqdZLnK/Hz8USer6w1dbLXdTLVprbUyV7XyVSb2lIne10nU21qS51MsaVOBm0KlWoC/LyrXCdDWeVyOXk+xcGgPD098fSseIyEWq1m8+bNzJ07F0kFa97k5+fTtGlTtFotXbt25YMPPiAyMrLCvE3Jysri6aefZv/+/UgkEm7cuEGLFi2YNm0a9erVY/ny5RbnVRHiGAaKA3OYMnX8AFYvfpaX3v2WjVuPGbe/8/IY3n1lHGNfWMGB41eM2798fwqPjG5N2H/CQADPbVOQqL3Y8dVrDB/Qgfo9Zpe4SaJ3LKRRgyBCe75W4rzpZz8jKTWb7uMWGrf5+3qREbWS/ccuM276Z8bt7SIacG7XIjb8fJRZ8zcZtw/r356d6+ew+PMdLPlil011mjZhIN3GLCA2LtW4XayTWCexTmKdHrQ6KW9+B5oC498LFixg4cLi8prjp59+YvLkySQmJhIeHm42zalTp7h58yadOnUiLy+Pzz77jN27d3PhwgVatWpVYf7GOk6dSnJyMl999RWdOnXiwoULtGjRgr179zJ37lwuX75sUT6VIRoMFBsM53ctIjxUP4ahqpb2lvM/oUoJ5LH+/ZHJ3FzC0jbg7K+HXHkBR89eZ2DP1shkbrWiTva6TooClVEbby+PWlEne10ndZHGqE2An7dT63Q76w6rz31JZuE91j66zunXSaPRGrWpW8dPvJ9M6mTQZmjfdvjb4GFISc/Rj4XY8a7x/QCWeRhGjhyJh4cHO3furDCdKTqdjm7duvHQQw+xcuVKi45p0KABe/bsoWvXrvj7+xsNhlu3btG5c2fy8/MtPn+FCCJCUmqW4NV2upCUmmVzXrnyAsGr7XQhV15gh5LVLkRtykfUpnxcSZvkvGSBhQjSRVIhX5Xv7OK4lDauhr20qer7ISEhQZBKpcL27dutPucLL7wgjBo1yuL0fn5+wo0bN4z/j4uLEwRBEM6ePSsEBQVZff7yEAM3PQB4t5vh7CKIiNQKTiedxkvmxdw+c51dFBEXZ8OGDdSvX59HH33UquMEQSAmJoYGDRpYfMzAgQNLhICWSCQIgsDy5csZMmSIVeevCHHQowPQNo5j1u8zWDJsMU3rNHV2cUREROzE2ui1KDVKOtTvgK+Hr7OLI+Ki6HQ6NmzYwHPPPYdMVvI1++yzz9KwYUOWLVsGwKJFi+jTpw+tWrUiLy+PlStXEhMTYzZmQ3n8+9//ZvDgwURHR6NWq5k3bx6XL18mPT2d48eP261eoofBzkglEjw63+C7y5vZf2u/s4vDNon5gTbOQCqR0C6iAdIKRgs/qIjalI8raTOo6SDGtxtP8zrNkavkzi6OS2njajhTmwMHDpCYmMg//vGPMvsSExNJTS0eTJmTk8OMGTNo164dI0aMIDk5mSNHjhjXiLCEjh078tdff9G5c2eGDBlCVlYWjz76KOfPn7d44KQl1IpBj0eOHOHjjz8mOjqa1NRUtm3bZlU4THsvX7r+3HpuZN5gcqfJdAnrYnN+trBNEs7ktmMojF3n1HKIiNQmZu6aydrotUTPiKZbg26VHyBSY3Hl5a2rm1rhYVAoFHTp0oXPP//c2UVBrdbgFteGDwYtoUP9DhRpiyo/6AFBrdaw4eejqE1GZYvoEbUpiyAIxKTFoCgsdClt8tX5fHP+GwDisuK4kHYBZ313ie2mfERtoKCggBMnTtgtv1phMIwePZrFixfz5JNPOrsoKNVFzJq/iUKVmln/m8VjPzxGvtpOU1pqOAZtTKdCiegRtSnL9qvbiVwbyXO/PedS2vh5+LFr8i5+mfALM3bNoOvarsTnxDulLGK7KR9RG7hx4wYDBw60W361wmCwFpVKRV5eXvFPbr8VIA3kqnJRFCnYc3MPJ++ctHv+IiK1HY1O/2W49drPCBJdJakdT4YiA9+lvjRb0YxhLYYxvv14WtZtSYBnAAk5Cc4unoiIw3kgDYZly5YRGBho/LVva79BIQZOp5zk95u/s27MOoZHDLd7/pXhSoMdazKXMy6z4tQKVBpV5YlFSiAIAq/sfqXKx0/oMIFLL10i9/UCJIKUXFWuUwca3iu4R0FRAXmqPKQS/aNz9+TdZL+VzdDmQ51WrgeN00mnmb1nNrnKXGcXxenUr1+/wt/QofZtlw/ktMp58+Yxd27xPOrk9Gy6jVtil7zdpFKG9W/PIy0f5d6b94jPiefj4x/j6+HLrJ6z7HKOmopBGzepc+xUQRBIlifT0L9hhXHdTZn9+2z+jP+TSxmXWD9uvcPK5mxtHMGZ5DOsjV7Lvwb8i0YBjaqUR4f6HVAUqBjWvz3rzq9m8fH3ebTVo+x4eofxpV1dtKrbirjZcSWMlhDfkAqOcDy1sd1UxsPfPoyiSEHXsK78I7LsLAQDD4I2CoWCmTNn0r59e7P7ExMTWbx4sd3O90AaDKVDesoLtBWktg5fH092rp9j/PtyxmX+78D/0T6k/QNvMJTWprpZf249M3bN4OtxX1f4oDHllZ6v8Gf8n4T4OPbF4GxtHMGu67vQ6DTMPzifbx77hvT8dHSCjgb+lQek0eg0JOQk0KxOM6M2r+5+FYCJHSZWu7EA4O7mTougFtV+3oqoje2mInSCjm4NunE+7TwjIkZUmPZB0KZLly40adKE559/3uz+Cxcu2NVgqL2ml5NQqYtY/PkOVPcH2vRq2Ivx7cYzres0p42kdhVKa1PdzNilj3j527Xf+OHSD/T9ui+JuYkVHvN428dJfT2VZcOWObRsztbGESwYvIA/nv2Dl3u+zNqotTT7rBkLDy206NjrmddptaoVYcvDUKrULP58B8uHfUL6G+k82+XZco9TapTsubGHX2N/JbMg0041sQ2VRsXlDPss/lMm71rYbipCKpFyZNoRct7KqdRr9SBoM3r0aLKyssrdX7duXSZPnmy389UKgyE/P5+YmBhiYmIAiI+PJyYmhsTEil8GjkCl1rDki13GBV1C/UL5ZeIvvNHvDYvd4LWV0tpUN9r5WmJfjmX92PVkFWaRocjg63NfG/efvHMSpUZJYm4iGYoM4P469X62r1NfGc7WpjJ0go7CosIy27MLs9lxbYfZY2RSGUObD6V7eHfah7RHqVFyNfMqCw8t5Pebv6MTyh/ImCJPwUvmRbM6zVAXaY3a1PetX2E55x+czyNbHmH8T+PLLVdVOXHnBJ+f+ZxTSaesOu6DIx/QcXVHtlzcYtfygOu3G0fhJnWrNM2DoM17773HokWLyt3fuHFjNm3aVO5+a6kVXRJRUVEl4mUbxic899xzbNy40UmlEnE1pBIpbYPbAiBBwq3sW5xLOwfoB7QN+e8QVFr94MalQ5fStE5TTt45yZPtnmRI8yFkFmRSx6uORQ+r2sT8g/P55OQnvPvQu/xrwL+M21PlqXRf1517BfeImhFF59DO5eYxoMkAzrxwhiDvIFqtaoUECXGz42ge1Nxs+mEthqF4W0GOMgdK9RimyFPY/NdmCosKmT9oPpv/2kzDgIYMbT6UBYMW0CO8B3+l/8W0yGl2qb+BHdd28NHxj5jTew59GvWx+LhVZ1YBPPAeRlu4lX2Lfx//N23qtWFOnzmcTzvP3376G/V86nF2+llnF++BoVYYDIMHD3b5m1GhVpCUl0Sb4DbOLsoDT1ZhFiNbjiTmxRg61u8I6F3gwT7BJMuTkUllZCuz+ev6X/xw6QcaBTTiHzv+QUJOArEvxxqNjtIcvX2U9w6+R+t6rVk3tvZE1vR190VRpOBixsUS28P8wujdqDexd2PLBCj7x2//oF1wO57v9jx1vesikUjo2bAnyXnJzOk9h4yCjHKNBQNSiZS63nXLLJGcWZDJWwfewt/Dn/q+9Zm1exZNAptw6aVL+Hv6M7HDRCZ2mFgmv7PJZ4lKieKlni9RUFTAruu72PSX/utrZMRIeob3pHej3uWWp0NIB8a3G0/38O7lponLiuO3a78xt2/xoOrtk7ZzMeMi/Rr3q7C+1YVWp2Vd9DomdZxEXe+6zi6ORcikMgo1hczdN5fdN3fz6chPic+JJ09l/ynxIuVTKwwGV8Jd5sbU8QNwlxV/hZ68c5IBGwbQNLApt1675cTS2Y+0/DQ83TwJ8g7iXsE9gn2CKz3GnDbVxednPud2zm22xm4lPiee1vVa8/34743egn6N+xH/Wjw3s24SUTcCDzcPdl3fRSP/RgxpPoSfrvxEQk4CCTkJ5RoM+ep8Dt8+XKWHmDO1qYwpXaYwrs04WtdrDUBhUSHjfhjHipEr+Hrc13jLvPF29zamT8hJYEPMBqQSKVO7Ti2RV8OAhnw66tNyz5WrzGX8T+ORq+WcfuE0UFabtsFtearjU3Su35mJHSay8sxKnu38bIkylOZSxiV6re+FTCpjVMtRZBVmMemXScb9u67vIsAzgMz/y0QmNf9YnNJlClO6TCn3HNmF2XRc3RGlRkn/xv2NxseQ5kMY0tx+KwaaUpV2M+23aWz6axPRqdEOnfljT5oENmHR4EXU96nPwKYDaVm3JSf+caLCWSqufE/VWOy2UHYNpqrrnVtKdmG2wEKEhv9pKOSr8h1yjtL8SgPjv15tp9s9/xd3viiwEIGFCNJFUuGu4q7dz2FPen/VW2AhQtCHQcZyLzi4QBAEQdBoNZUefzvndqXXLk2eJvxw8QfhSMIRexTZJUmTpwmDNw4WWIjgs8RHyCooe89kF2YLX5z5Qnh97+tW5//TpZ+M16cyjt0+JmQVZAlqjVoQBEG4mH5ReP/Q+8Lem3vNph+1eZTw3LbnhDu5dwSdTicM+3aY8Nj3jwlv7H1DYCFCq5WthNs5t8scl6fME/7209+Ed/54R8gpzKmwTNO2TxNGbx4tXEi7UGJ7dmG28PaBt4WHNjwkaHXaMsdZ0gbtxdHbR4U6H9YRVp9dXW3nrMk4+v1QkxANBsG+DaKgUCXMfOe/QkGhqsT2NHmazXlbgyMNBp1OJ/Rd39f4YJcslAj/u/6/So8rT5vqYPOFzcLMnTOFs8lnhS/PfCk8/cvTwvro9cL0HdMFFlKtD2xzOFOb8kjKTRLm/zlf+P7i98ZtOp1OOJJwRPjh4g/CX2l/lUj/8+WfhUe+e0Qo0hZZdR6dTiekylNLnPfbmG+Nf5vTRqVRCX5L/QTpIqkQezdWEARBWHV6lcBChHHfjzN7norKZc7wMRCVHCX0WNdDYCHC+uj1Fdal9Dlu59wWDiccFuKz4wX/pf4CCxEOJxw27r+UfkkYvXm0MPzb4RXmWx5VbTe5ytwqna+6KSwqFNZFrRP+vPWnWUOrIux1T4kGQzGiwSDYt0HkygsEr7bThVx5QZXzSJWnCgsOLhB+u/qbcD71vPDFmS+szsPRHgadTiecunNKOJ96XsjIz7DoGIM2E398ShiycYhw7PYxu5fLGmJSYwTpIqnAQoQrGVeM2+f/OV9gIcKas2sqPH739d3C2eSzxi9cW7BHu7GFrVe2CsoiZYltu6/vFliI0Hl150qPzyzIFOp8WEd4aMNDQlRylMXnTc5LFh7+78NCq5WthAK1+bqb0+ZW1i2h3efthJB/hwhanVbQaDXCkiNLhD7r+1TpfqmMQ/GHhCd+eMJqY+iTE58ILESY8NMEYeWplcKPl34sUc+E7ASj0Z2Sl2J1uaxtN2O2jBF6f9VbOJ543OpzOYNL6ZcEFiIELgsUdDpdiX17b+4VVp9dLcRnx5s91l73VE0wGA4ePFjuvvXrKzZyrUEcw+CCRKVEsejwIkJ8QrhXcA8BgbGtx9I4sLGzi2ZEIpFUOECsIo7eOUxqfqrTp5l2CevC9VeuI5VIaVanmXG7YQzCtqvbeLHHi4C+f3rVmVWkylNZPWY1oI/rkJSXxJ/P/mnsoz6VdIocZQ6Dmw3GS+blsLJP+20a51LPMbP7TJLykhjafCgPt3i4SnkdTjjM+J/GExEUweVZl/GU6YOahfqFMr3bdML9Kw8zXte7LqtGr+LVPa9Sz6eexef2dfcl9l4sWYVZnEk+w6Bmgyw6rnlQc668fIVcZS5SiZS5++by6alPebnnyzYHSBMEoUzbHNRskMVlA/1YjGxltjHYU5t6bXi196tl0jWt05Svxn7FQ00fsiiglS2k56ez6/ouALxl3ugEHUl5STQJbOLQ89qCTtAxquUovGXeZa7J+4ff5/id4/w84ecS9++DyMiRI5kzZw5LlixBJtO/1jMzM3nhhRc4dOhQuYGdrKVWxGGoCdxV3OXFnS8yYtOISmd01Petz9SuU3mpx0sMjxjOE22fQFGkqKaSVkxmQSZaXdUjYwoI/Pj4Vr4Z9w1dQrvYsWRVI6JuBM2Dmpd4GL036D02PraRrRO3Gre5Sd1YcGgBa6LXkKfKo6CogM6hnQnxCaFXw17GdEP/O5TR340mVZ7q0HJnFmTyV/pfzNo9i6XHlrL/1v4q55Wr+n/2zjusqeTr49/0hA7SsVMEEQXEithWsWFv79p7WfuuveIulrWja13srruK5WdfC/ZesKMIoqJIkR4gpM77RzaBkAQCBBIhn+fJo8yde+ecM3PvnTtz5kwW7IztIJQIsfPJTvmmT74OvtjVcxeC2wdrdJ1hjYfh4biHsDO207hsc7Y5/un/D15OfglTlinGnhqLI6+OlOp8QLps05xlDhql7A5uC64sgPNmZ9z8dLPM1wCAv178BYvfLTDhzARMbT4V76e/x28df1PKt/r2akw8MxG+Dr5yh9KK4sDzA6i9qTY8rD1wZMAR2BrbwmSlCeqF1tPrfVK87LxwYegFnBh8QulY2zpt0ce9T4VHYS0twcHBoFAoCj97++Jjudy4cQNNmzYFm81G/fr1sWPHjlKVee3aNRw7dgzNmzfH27dvcfHiRTRq1AhpaWny+ERaQWtjFd8x2hxyyucLyG9bTpF8vuIwda4gl9CW0wiCQT5nfdb4ekWH4TSloqYk5lyaQ+ptqkfORp+Vpx18fpCMPDmS3I2/W+y56myjbQ48O0DqbapHZl+crdXrTj8/nay+tZpk8DLkaSk5KWTp1aVk8/3NhBCpc6X3Dm/yLvVdqa5dWts8+fqE3Pt8j5yIOkEmn51MTr89TXL4OeRE1AkSmxZbqrIJkbZPmU9KXHpcqc/XBmvvrCUIBun7T1+FdE1sIxAJyu2H8uOxHwmCQZZcXaKQ3mBLA9IyrKVKh0hVPEp4RBAM4rvTV+kYl88l+57uI0uvLiVuW9wIgkGOvjpaZplLsk1WfhbJF+aT1ymvCYJBWu9uTfgiPpFIJMRitQVh/sYk0anRZS5fn9HW86a074dly5YRT09PkpiYKP+lpKifto2LiyNGRkZkxowZJCoqivz555+EwWCQY8eOlUpOLpdLfvzxR8JmswmTySQrVqwgYnHp/D5KwtBhIJU3R7Xh7gYS/jqccPncCi3nBBwqrMMw4OgAgmCQjfc2ytMGhQ8iCAZZfWu11sopD79e/5UgGGTsqbEVXlZaXhqJz4xXe3zv072k35F+JCIuosJlGXh0IEEwyNKrS8t0fp9/+pB+R/qRmLQYQgip8HZalIdfHpKFVxaSf17+U6nlyrj3+R45G31WwSEwPS9d3pHS1B5CsZCk5qYSLp9LErITFI5FpUQRBIPQf6WTq3FXSd9/+pKs/Cxy8PlBsjhicak+JjRh7qW5hBJMIYsjFpPXKa8VjsVnxpfaJ6Oy2PJgCzkRdYLwhDxdi1KmDkOTJk00vv7cuXOJu7u7QtrEiRNJy5YtSyXns2fPiIeHB6lXrx5hs9lk/PjxJC9Puz5RBh+GQnBz8+VBYhh0GjhsJnj5AghFBUPwLCYdLCYDuXl8iCUFoW3ZTAaYTDqSU7Mxavaf2LtmLIyMWDBiM0Gn05Cdw8NYr0kAAIkAENMkoFIp4ObmK8jA4dCRycsCC8YK6RI6H/EZn1HX1EWeRqVQYGLMhkAgQr6KeOmFY6hn5/BK1OkkxRE/cN8r6ZSTmw/Jf9MoIQGrMdl3MlysXeS26uncB/XNXNCuTnuk5KRg95N9kBAJAmq1hbedD0yN2ZBICL6lZaNb8AxMHxmIDvXboa5NTYhEYjxNeIFrn65iku9PoFIouGxSHz348Qo60ahUGBuxwBcIFUK9qtJpqMdItKnVFrYm1mrrqbBOABTqqTDGHJbaeqKCBrqYA3MaR36emQkHIpEYefkC7H2xGzMvS+etPW080caprVqdMjJzMXrubuxdMxbmZkalbnv3vt6BCd0M9sb24FBNkJ3DK1GnK++uQ0RE8K/ZBgBwYtAJSCQEuTw+srh5qPWHI2hUOp5OjERNk1rIyxfIr6Gu7ZWmnorq1MC8Eea1kAbSEghE8nrKyc2X28bayrRU9SRre7k8xWH3wvUko5GlN0xqSnWSXZ9I6Lg38iFS+IlggKVQbnE61TCqgfGnJuLY23Bs77IT3V2CwGYy4GHjgf4NBsDDuiHqmbhhX4+/YERjYu3dtXiR/AI+Nn4wq1dDY53y8vhy29jbWijp9DHjEwgILFiWqMmpJ5efRqWilnkt8AVC5Ak006m4515576fCOmXmZ2LahQJ/Dy/bxtjTfT/cakiD3mna9mS2ObhhAqytTMusk0xWLpeLbKOCKa+imxgWJiYmBo6OjmCxWGjRogVWrlyJ+vVVb1x27949BAYqbqTVpUsX7N69G0KhEAwGQ+V5hVm3bh0WL16M0aNHY8OGDYiJicGwYcPQpEkTHDp0CM2bNy/xGppAIUTPQyRWAglJGXDpME8hbVT/NtgeMgKTFx/AvuO35emLpgRh8dRe6DluE67ciZKnb/t1OEYPDIB396WI/pAkTz/95wx0buMJW7/pCjfJk9PBqOlgCbtmMxTKvXxuDAIOtgJ4HLBPDQMAMOt/Ba/lJbiYNMSHXQUV7+HsgMizy7E3/BZ+WloQL/zwW6lj0+stO+A5bRKGuAdppNNJiqM8b2GdfIOW4c37gjn54nT6KHqFHke7AAAoKQ5gXQ1C8qNQfEnMQNNeweB3Cwcxz4TZg57IOn8ax6/dwYCLnQEOD/TIlvASB2LJuT+RefSIgk6d/BviTNhMhPxxGiu2ni13PZVGp8L1RBgCEKMcMHr9CzeLhoja7gmKSHpDmxqzkfJ4My7ffo1e40Mh9LkHcYNXAAGeTXqGyFvZFaLT1uXDsDJpDN5nvAfjXgfQPrmUqJOTvQUsF9cBsUoF/VEb0N97KNQTYeaD3+8gQADeYh5u3X+PXuND5ddQ1/b0pZ5kFNZJRtF6qgidZk8KhP0yN2QxP4NxrTtoyU7F6nRPfByr9h2D5K0rqJk1Sq2TiTEL3x5vUdLJ3dkeF49MRfiZx5i9/H96X0++vZaBmGRD2PwmiG3Bc5R1cigofCOFepq1Zw1C3/wGSGiAmAZfcW883rJHSachvVti9+ox5dYpP/YvQJQn/3vZsmUIDi6oAxkXLlxAXl4e3NzckJycjJCQELx9+xavX79GjRrKDsFubm4YNWoUFi5cKE+7e/cu/P398fXrVzg4lOwMa2dnh7CwMPTs2VOeJhAIMG/ePGzfvh35+fnFnK05hg4DCjoMT88uh6OdBYCy97QTUzJRv91cxF77HaYmbIWetoRI8Cz5Ke5+uYO5bWaDRqMq9bTvJ91Cl7+6oFPdzjje/xQAICknEe47XdDQxhNXfrwOI4b0xlHX044wdQYAdOd/wnlWHQxxl760GXQarHymIv3pH2UeYQCK/3p4mhSJMafG4OW3l+hYpxNO9D8FMxMOJBKCxJRM1J3nD48WTBzrfwIN7J0hEomx4uYq5ApzUN/CGcMaDS/3CIMm9VSWL6JLcf9i4Ml+8mO1zGrh1fhohfx7X+3CiTcnMKThcLSt3Q5v0t6glmlNeDk1BFVCV6tTanoOXDrMQ+y132FlYSzXKTU3HWdjTsPO2A49GnRXqVObgy3kYZsjx7yAs6VLiTrli3mYcX4WTkQfx5PRz1DDyFr+lZeTlw8KhYJcYS4Ssr/Ar4630pdrRYwwqKunLC5Pbhs7a7MKG2GgUii4nXgd8Rmf0b7WD7A3cSiXTpncHER8vILO9boo6aStr3FuTr7cNk72lqWqp2xxOtbfXY8MXhY2dtpc7noqj05UhhidDnbGg4T7+KFuJ5zofxpef7ojPjseqzquwmTv6XLHZJlOZ96cQ6+jBR84VmwrpM1Lk9eTzDYfb62FnbV5mXX6mpwJn6BleHp6sfz9ABQ/wlCY3NxcODs7Y+7cufJ9jgrj5uaG0aNHY8GCBfK0O3fuoE2bNkhMTCzRYRIAUlJSYGuremO2q1evomPHjiVeQxMMUxKFMDVmw8xEMbwsh82EqoCzxkaqG4os3dRE8VpmJhwIxUJ0+CsAADDQqx9ca7jK8yTnJCPkZggaWDfAycEn0cyxmfyYmUl9xM2IU7t0iMmkg8lUrkoWs2Aoq7As6nQqmk+GibF0eeBX7lecfHMSDawboFP9Tgp5+SI+XqQ8Ry3zWng++Tn4Yr7CskIajQIzUw4YjwJwZ1uo/Fw6nYZlHRdDQiSgUgoW7RSnU2G9VOm0O3I3rDhWCHQOhLGRsVLewjppor8svZGjBwDA1coVPu9q1gAAIABJREFU54acQwI3QSn/+4z3uBl/E21qt4GHwzh4OLgig5eB+qH1MazxMCxvv1wphDGLyYCpiVQeUxM2OGymXKdvGV/x08WJcDBxQD+vrwCU2569iT1epbzCX/3+gndN6ZB+fFY8zOh11OpkTDNGWJ9d2CTYABOmCQBpCPMR/xsBayNr3Bt7D2bgwMFSGvKbTqepvE556klBHjX3k4kxW/4iMjVhg/5fmN/i6qkoNBpFZboqneZenouXKS9xcdhFuNnXx4k3JyAQC9CuTjs4mDqUSicLUxP09+qjUidNZddUJ1n7KU09ffqWgfX318OSbYndff5UOFaWetJUdlXp97/cx4ME6S6g8dmfYGbCwbNJz2DJsVR5PgAE1PPH3TF3wRPxEJseK9/8LC4rFtc/Xkcrh7ZyXcqjEzdH2rkxNTWFmZmZWnnUYWxsDC8vL8TExKg8bm9vj6SkJIW0lJQU0Ol0lSMSqlDXWQCgtc4CYOgwaB02k4Ftvw4HW8WDhUFjYGLTiTgfcx45ghy8TnkNDoMDOpWO09Gn8cejP+Bq5Yp3094pnasP64yffH2CqRemwsfeB5ETIxWO9TvaD+djzmN7j+2Y5DdJZQyC4mxTuLNQHkQSEcafGQ8CgsRfEmHMVN1hKAuuVq7Inp8NU5ap9O8arkp5RjQZAf9a/vCy85KnPUl8AhqVhg33NqCnW0/4OfopdRrU2YZBZaCLcxdYsC2gjoN9D8KcbQ42nQ0unwu/P/0Qmx6LlNkpSjERknKS8CjhEepb1oenrae8swAApixTxKbHIjUvVXOjVALFtRttE1A7ALXMa8GMJX0xrLy1Ek8Sn+B/g/+H3u69K7RsQghyhbkKdVISxdnmzbc32PJwC3wdfDHOd5zScSdTJ8zznwdbY1uVsScqEyaNie6u3ZEjyMGV4VcAoNjOAgBYsC3QqlYrAEDHegUvxWNRx7D0+lL0bdAP236dWSntpjj4fD7evHmDgIAAlcdbtWqFM2fOKKRdunQJfn5+GvkvVCaGDoOWYTLpGD1QdcMAgB1BO0AIwbwr87D27lowaUwIxAK4WLlgbuu58geVPmLBtkAf9z5wsXRROtbYtjHufb6HXIH6eBGEKlZrGy6fi5TcFNiblDz8Vhx5wjz09eiLRG6i1tdn06g0eWdBHX6OfvBz9EMGLwNhkWFwtXJFdGo08kX5EBMx2u5ri8gJkfBx8FE4T1278bLzwr/D/i22TDuTgrgHpixTsOls0Kl0RCZGorNzZ4W8d+LvYED4ALSu1Rp3xtxROOZq5Yobo26gvmV9nb9AClPSPaVNtvbYqvB361qtwaaz4WHjUaHlRiZGou3etrAxtsGHGR80Pq8420QmRmL74+1oW6etyg6DOdscqzutLrPM2sTXwRfnhpwDAAwKH4SHCQ+xocsG9PPoV8KZytS3rI/2ddujh1t3jPatnHZTmNmzZ6Nnz56oXbs2UlJSEBISguzsbIwcORIAsGDBAiQkJODAgQMAgEmTJuGPP/7Azz//jPHjx+PevXvYvXs3/v7770qXvUS0uubiO0Wbyyq5OTzi02Mp4eYUvxzo1NtThPUbi/ju9CW05TTS5WCXcpcto7hllcUtsZSdUxbyhflEIpEQnx0+pNaGWmTdnXWk4/6OZMz/xsjztPqzNWEsNCPnov5VOr/RtkYEwSCXYi+VS46KJiYthsy4MIOcenuq2Hw3Pt4gCAapH1pfntYyrCWps7EOufXpllJ+TduNJrxKfqV2r4DTb0+TpjubkolnJpa7nMpCm7bRVz5nfSYIBmH8yihVPInibBP5NZIsvLLwu9tkymeHD0EwFGK9qGPo8aGky8EupPffvUnH/R3J229v5ce01W5K+34YPHgwcXBwIAwGgzg6OpJ+/fqR168LlrSOHDmStGvXTuGc69evEx8fH8JkMkndunXJ9u36WWeGEQYtIyEEb94nKjgAqaKrS1d8m/MNRgwj8ES8Ug1D6iOycMJxGXHI4meBSWPi6oer8LCWfpkRQvD62ysImdmowVHeCtvGyAZGDCO9iWipjl1PdiH0QShCH4SCLFOuYy6fi9ffXiMyMRJdXbrCwaTAw/numLtqv9o1bTea4GnrqfZYzwY90bNBT7XH9RFt2kZfcTR1RPTUaNQyqyXfcl0TirONj4OP0khWUfgiPlLzUmHONtfZMyidlw4ahQZztjlufbqFxnaN8UO9H9C6VusSz/3r5V8Kf8ekx6CBtXT5pa7azT///FPs8X379imltWvXDpGRkcqZ9QxDaGgdwaQxYcoyBY1KgwnTBB8yPshD8uorRIMb7/VPr3Fv7D308+iHQ30P4c+eUmcqCoWCVxOiwbzSE65WymFwLw67iNyFuejjruwkpgkfMj5g+oXp2Pt0b5nO15T+Hv1hZ2yHIwNUhy+OTIxEq92tsOPxDlwYegF7eu+RHyvLEP+sf2fBc5snDr04VGaZDWjOrie74LbFDfMuz4OESEo+QUtQKVS41XBT8m2paH448ANqbqyJf2OLn/aqKPKEeeh0oBOs1lgh6HAQrn+8jv3P9yOVl1qiDwMA/NP/H0xtNhWH+x3GgT4HUINTA0Kxckya6sDff/+Ndu3aoXbt2vj06RMAYPPmzUr+EeXB0GHQA/giPly2uMBohZHeOZzJ4Iv4qLGmBty2uOFL9heVeULvh+L/jv8fErIT4GTmhKGNh8K/tr/8uDnLHNRUe9CpygNbDFr5nHsiEyOx5eEWjDk9BvVD62PDvQ3lup46WtRsgaTZSRjkOUjlcWsja9S1qIuaZjW1Ul5sRiyivkWBJ+SVnLkQ9z7fQ+9/emPaeWkAnNcprzXq8FV38oR5iEmPQXx2PBZGLITdOrsKa0vq0FZHJTY9tsR9ImyMbUCj0MDlc7VSZmnh0Dno6tIV1kbW+L3T72hbpy1+8vsJ3V26a3T+4EaDsaX7Fvzo9SOGNxmOiWcnwmqNVbn3A/ne2LVrF6ZOnYqOHTsiNTUVYrF0+aipqSk2btyotXIMUxJaxojNxOk/Z8Dov6U8mvAp6xMkRAIJkaAGR/Od/iqTp0lPkZGfASaNqXb3wpj0GNyOv42WTi3Rv2F/peNlsY2mOFs5Y07rOdjxeAc+ZH5AUk5SySeVkZMUR/QlX1Ue87T1ROSESJWjCc+SnmHFrRWowamBHUGKm8uos83GLhsxq+WsUm9OlCvMxeno07AxsoEJ0wS/3/kd+/vsx+6nu0GhUBDWMwzOVs6luqauqMh2U5T+Hv3h5+gHJ1Mn/HLpF6TkpoBBrRxP9RxBDn6//Ttuf76NiBERGq0cUmebXEEuXLe4ggIK0uelq11lc7jfYbDoLK2tUiotFAoFKzquwPQW0+UOz6XZFbQwXD4XiTmJyBHkoKFNQxgxK6/d6JrQ0FCEhYWhb9++WLdunTzdz88Pc+fO1Vo5hg6DlqHTaejcRv0csipcrVzxe6ff0aBGA73xTC9Ky5otkfRLEmLTY9U+XIY3Ho6WNVuiVU3pUqfo1GjEpMegtnlt/HzxZ/Tz6IdJ/pNUnv/gywPseboHzlbOKLpY8XT0aQBArwa91Mrnbe8Nb3tvNLFrgkVXF2Fkk5FlU1QL7HyyE0uuLcF8//kKuxTmCfNwLOoY6pjXUTpHXbtxsXKBi5XyqpSSaFenHX7r8BuC3IJwPuY8CAgeJDzAnc93IJKI5D4n3wNluafKSi3zWvJt5Pf12YdFaYs02t5bG+QIcrDx/kbkCnNx6f0ldHXpWuI56mzzlfsVRgwjsGisYpfkVvYUiCooFEq5V0fxRXx8zPyIE4NOwIpjBWsjqZ9UZbUbXRMXFwdfX1+ldDabjZycHO0VpGOnS71Am6sksrh5xKbpNJLF1e6mH6VB26sk3nx7Q2b9O6vUG9V0PdSVIBik7d62BMEgjbZ6qbXNkVdHCIJBAvYEKMiRlZ8l3/xHned/RVPUZiWt4pDterjz8U6F9LS8NBJ6P1TlCouKbDdCsZBExEUQkVhEbny8Qf568ZfebjqkCn24pyqLXY93kZNvTpa4S61QLCQSiYS8+PKGmAV1U2kbiURC0vLSKkpUveLBlwcEwSBO653kadpqN5W1OWF5cHd3J6dOSZ8rJiYm5P3794QQQrZs2UJ8fHy0Vo5hhKECKBr29Hvl0vtLoFFo+PH4j/iW9w3e9t4Y0WSExuc3smmElNwU9HTriV5uvWBMM8OsLY9U5vW298by9sv/G3ovCJ+ayJXGcjdiGKmNUUEIQVyGNBJmaTzMK4rD/Q8juH0wbI0Vo69ZcawwvcV0tecVbTd8ER+HXx6GrbEturl2K/OwMZ1Klwe2aVunbZmuoWsq657KEeTg0vtLyBflY4jXkEopszDjm47XKN/y68sRcitE+oc3Dal532BmUlshD4VCgRXHqtjrvEx+ibDIMNib2GNBwIJi85aF1bdXIzwqHEvbLq3QwFe1zWujBqcG7E3sFaLGVpVncUn88ssvmDp1KoRCIQghiIyMRHh4OEJCQrBjx46SL6Ahhg6DAYgkIpUBl+ZcnoMXyS/gbu0OZyvnYoc2VbE2cK3C39k5PMyC6g6DWw03LG23FABwslCHoYF1A5BlpFinv+TcZLhscQGHzkHm/Ewwabqfsyytz4EqEnMSMeb0GLBoLPAWlc7pUR2ylTiqHE8NAGl5aeh/VOp/8zHzI/wc/RDoHFjCWZVPYk7BpkjUNFsk5yajPmoXc4ZqErgJ2PxwM7ztvbXeYbgYexFbHm7BV+5X3P18t0I7DPYm9kidq58O45XBuHHjIBQKMWPGDOTl5WHQoEGws7PDunXrMHToUK2VY1glYQDTL0yH4wZHpJsWbMzCF/HR1KEpbIxscGPUDQxvPByuVsqhkCsLVXOtJynSueXPWZ/BprPhYOqgF52F4kjOScbdz3fxOetziXkJIejq0hUd63XUim9Lr797gfEbA1sfbi05czXFimMlX/+/6OoibHm4pVLLJ4Tg5JuT2PVkV7FRUzd324z309/j3aQ4MK8FwdOmkcLxJVeXYOr5qXid8rrY8tyt3THffz5+8vtJK/IXZtXtVfjK/YquLl2LHVkzoB0mT56ML1++4OvXr/jy5QsSExMxceJErZZh+MzQMsYcFp6cDoYxR7+dyvY83YMOdTugnmU95ApzkSfMw8u6BS9bFp2FPb33QCwRg0al4admZXug7Hi8A65WrmhXt12JtsnKz8K3vG8Q0hSX/8Wmx+JY1DGYscxUytHMqRlyFuQgjZdWJhkrkxn/zsCR10ewPnA9fm5VMJKiyjb1LOvhwtALWitbKJGuT3+T+kZr16wMKvOeMmWZ4s6YO7j8/jIOvTwEPwe/Ci+zMBQKBSP/NxJcARft67ZXO1JlxDBCfcv6EIslKm3zz+t/EJseiwENBxRbXl2LuljVaZXW5C+Ml60XUvNSsa7zOjiZOVVIGcXxvTyLtY0mu1uWFUOHQctQqRTUdLAElVq5qx2KW+pXlOjUaIw9PRYMKgPp89LRvk57eFh7wPgP5fXm5fEJ+JL9BZPPTQYAPJ/0HF62XsXapv7m+kjnpSPUqiAS5Kj/jcL5mPP4lvcNLlYueJjwELHpsbg68qqSnEV9BvSR+pb1Uce8jtKUQGW0m+ODjuPwy8MY2HBghZVREejinurs3FlpH47KItA5EAKxQMFnZf+z/Xie/Bx93fsioE7B/ggy24iJdPtq2WZriwIWITo1Gg1tGla6/Nc/XsdX7lds6V65ozNF0dWzWBdkZGQgODgY165dQ0pKCiQSxVgeKSkpWinH0GHQMtzcfNg1m4HkR6Fqt3bVNVwBF+3qtIMRwwgmTBOM9hkNADiZulmr5dgZ26FtnbawMbKBl61XibaxMbIBX8RHHks6wiAhEoRHhSNPmIdmjs0woOEA/HrjV+QKcxGXEadVWSuLlT+sxMofViqlF7UNIQTnY86ju2t3rS21NWIYqdyESN/5Hu4pbXJs0DGlNDOWGcQSMXKFuZAQCYKvB8PexB4DXYfAYXIAxO6vMKLJCIxoPAJWHCuM8h6lcXmy8NDWRtblXm77NPEpuh7qivlt5svTPmZ+xLUP13Dm3Rksa7cMTeyblKsMTalO7WbYsGGIjo7G6NGjYWdnV2HL8w0dhmqIn6Mfro+6DrFEXHLmcsCgMXBj1A2VxzgeE8B7s0sh7cXkF2DSmDi5SOqbICES7Ou9D9Fp0ZjWfBqW31iObq7d0N+jP+xN7CEbWB93ehzMWeaY4z+n3Ou5K4uSRoQOvzyMYSeHoatLV5wfcl5v43NURYafHI6IuAgc6ndIYdtkXdLXoy/6evQFIPWD+e3mb6CAgv+bNRyUbGkI5QPPD+DA8wMY4z0Gu3vv1vja7BXSregfjHuA5k7NyyXn8+TnEEqEyMzPlKddibuC8WfGw9nSGRvvb8S+PvvKVYYBZW7evIlbt27B29u7QssxdBiqMYWnG3IFuXhTSwD/3JQKH9q3azZDZTqTxpQ7MgJST/6BntLh87PvzmLj/Y2oY14HRwcclb9A+SI+9j7bCwmRYI7/nFLJoarToi9cjruMOuZ10KZWG0NnoZK58fEGEnMS8cOBHyBZKtE7+1MoFEz2m4xcYS7oVDpocQ1wYu0C8JGL2Zdm4/qn64jLiEN9y/oaXa993fa4/vE6ErmJCH8djhY1W6C2uWYrLop2fEd5j4K7tbuC78U433EIqB0AK44VbIy1u+W8ASlubm4QCAQVXo5hlcR3DMdjQqnPETvEI0egHPmrx+EeWDQ2DRdiVDvZFX6Rl4WyyFr4HEdTR4zxHoMRTUYoPMDFRIyt3bdiTus5sDO204qsFUmeMA8Dwwdi/thUCMTqb/B9ffbh48yPFbI23kDxTGwq9Sx3NHXUSWdh68OtcNnsgkURi+RpqXmp8j0mbI1tsa3HNuzvsx8AQAEF7Wq3R3+P/ng+6Tk+Z32G82ZnjaftdvfajWMDj2Hro60YdGwQTr45WS75W9ZsqRT/oYF1A0NnoQLZunUrFixYgDt37iArKwt5eXkKP21h6DBoGVNjNpIfhcLUmK1rUZSITo2GMOASXDa7ICVX0QmmqUNTWGVTkS8qXaCT0rycZbZRx+X3l7G9ZyYu+0obuMQiFU8TnyJPmAdfB1/s7r0bjTr/iaeJTxERFwFAOi8/yW8S1nReo3dfgqrg0Dk4E30G72oJkZCdIE9X1250FeNfn6jse2pR20VIn5uudjqtouGJeHif8R6fsqQ7DnL5XNistQErhIU8oeLDv7BtKBQKUnJTEFAnAF62XhqPMNS3rI/+Dfsj0DkQXrZepd7m+sGXBwg8GCgPsqYv6POzWNvY2NiAy+Wibdu2sLKygqmpqcJPWximJLSMRELwJTEDDerbg0bTrxfY3c93QeGaw9/TXz7tIBuWX91pNdp0/Rt912t33W5hZLZRx+tvr3G5KQ88ptTpUdT4MXx3+WJn0E5MaCodbfhkJ8TgXb6w4FKxB3YVJqumlHZag0KhYHuP7Xg79GdYzy9YDaLP7UbX6MI2lhxLjbZXrggGeQ5Cy5ot5XuOJOcmAwDYdDaMGEYQioWgU+mgUChKtnGt4YqIERFl2uL5l1a/YHbr2aU6R0AnGHRsEOKz4hF8PRg7e+5Um3fOpTm4/uk6VnZcWSkrUKrTPTVkyBBQKBQcOHCgQp0eDZ8vWiaXx0fTXsHI5RW/rawuGO0zGqwLA3FsoLIXdnm3l5ZR3NSDzDbq8K/lj/+7ZoKAl/95NAuZsDayRoMaDQBIRzMc0+iwNrKGXQYNQhrBq5RXiM+KB9tDs5C6ZZVdm4z2GY2WbzgwZRX0/Au3m0vvL6FlWEuFIenqjD7fUxVBbfPaaFO7jXwTLBcrF/AX8/Fu6jsAwC+XfoHRSiOsubNGrW3Kcj8XfclIiAS/3/4dqXnqIygSADuDdmJjl41KkV2L8i79HR5/fYzY9NhSy1YWdNVuVq1ahWbNmsHU1BS2trbo06cPoqOjiz1n3759oFAoSr/8fM1GfF++fIn9+/dj6NCh6NSpE3744QeFn7YwdBiqIboaulfn7CijmVMzDLphimbvpEOIzHsd8W3ON4X9D4z4VHyb8w2r9liDIaZg7OmxqLOpDiQ1P2pV1or2gyAgyOCpHm2JTo3Gg4QHiE4r/iFjoPrApDHhYOoAQBoWOl+UDw69YpcKLoxYiPkR89H1UFeVfk8AwBJR0NWlK2a2nKl2rxcZs1vNxqn/O4WeDXpWhLh6w40bNzBlyhTcv38fly9fhkgkQmBgIHJz1UfuBAAzMzMkJiYq/NhszaZTfH19kZCQUHLGcmKYkigENzcf2TnSmP0MOg0cNhO8fAGEooLlhywmHSwmA7l5fIgLBcdgMxlgMunIzZP2Zrk50p6hEZsJOp0mv64MYw4LVCpFaXMUU2M2JBKi1Cs2M+FAJBIjL1/ZUU4gkO4PULQMvqBgWDI7hwcGXboqQqaT7AXOFwjBYjKUriHTKec/GWXHiuok+1cWUa2oHMXNIZakE8djApIfhYJGLejbKlyfUMCgMkDhmiuky3RSV09FdZLZovA1snN4anUihEAiIUrHVNUTlUKBiTEbAoE0uE5GfgbWDsrE0A2OyF2YC6FQLG8v3Jx8dKnXDScGnYAJ3Uzh2iW1vZzcfEhIQZTMimx7RXWSQaNSYWzEAl8gBP+/OgTKfj/l5OYr2Kaq6FRcPfFFfFz8cAE5oixMaDoBOXmKsu/vvR8rO6wCg7AVbKNtnQa4/h+eJT5HKyd/fOOmwaSGiZJOMjRpe01q+MnrSdUzQtv1JLMNL18AMxNOmetJ1qa4XC6yjQpWlrFYLLBYynEr/v33X4W/9+7dC1tbWzx58gRt26rf/I1CoZQ5SuOsWbMwc+ZMzJs3D15eXmAwFEeYGjbUTgAvQ4ehED5By+T/H9W/DbaHjMDPIf9g3/Hb8vRFU4KweGov/N/07bhyJ0qevu3X4Rg9MADdRkmjJbp0mAcAOP3nDHRu4wmX9vMUHmZPTgejpoOl0ld38qNQfEnMUBi6NzVmI+XxZly7/xa9xoeCUMWQ1IoDpYa0R//XqXuwQMFL7/B/563ddQGy3eBt242BUc+bELRmKem0dtcFLJ7aC4DiKIBMp7aDV2FJoWOFddoJIMLUGUPcg3D47VnAPahAjrdnMcQ9qFhHR5lOgPSrO4wtQZaRBIf+d1eex67ZDHTyb4gxhf6W6ej76Sfc+XUITA5PVtBfppO6emo7eJWSvgDk9XT4v2NPTgcr5TsMaedS5o8hO1a0nmR4ODsg8uxy/HXqHn5aehDiOjEQtsoHRMCL5Bc4eyweK7aelZbfYZ687U1efAC9jheUW1Lbazt4Fd68L3A8q4i2p04nGZ38G+JM2Eys3XVBrhNQ9vupsE4uHeZVOZ0A5XoiNCH4A/cBAHo690O9wUMgsUoFNakmaCmOSH4UCmGGERoX0sk7aCm+Pd6idZ0IxQk3SDxoU55j8dQ6SjotqMuH1ccbmD7jPN69KxgxK66eot38MMQ9qNLqaeG649i9eky568mjoQcgKnA6XbZsGYKDC+RVR1ZWFgDAyqr4nUNzcnJQp04diMVieHt747fffoOPj0+J1weAgQOly89HjCjYTZhCoYAQAgqFArFYOzF3KIQQUnK2qk1CUgZcOszD07PL4Wgn3ZGxor4eZJTni2jZzSXY9Gg9qAm1Id71CQKBCOdYtfED9z0A6QscALrzPyHcvBZGDbTAopFD8OvtZaBkWSB3ZbLCCEPm861gMRk4SXGUX6OwThyPCTj89qz8WGGdZGX9wH0v7zjIOggRps74gfsepsZsGDWUOlMmPwqVl8t7swsikRimXpOR/CgU+aJ82IVKb6rf2oVg6bEtoH1wQ9qRi6BRqbhkXA8AQF7uwJINA1ErhY6TxzLAYTPlIxGycrvzP5VYTzZ+0+XnyGQqKrsxhwWTRpMUOj0Rps7oI0mAREJg0miSwnmafBEJxAKsbFMXYy/eg6eju1a+XM+xaqNzTpy87UWYOqOn8HOV/xqvqjoFHe0KC445dvfajVkXfsZfrw9haZvl+KXFHL3Syfdnc7x3EuJw7yPo4VIw1aBKp1xhLt5mvMKVrv0wL1Jx+FyfdCpaT1+TM+ETtAxPTy+Wvx8A9SMMhSGEoHfv3sjIyMCtW7fU5rt//z5iY2Ph5eWF7OxshIaG4vz583j+/DlcXUve9O/9+/fFHnd2di7xGppQpUYYtm3bhrVr1yIxMRGenp7YtGkTAgICSj7xP0yN2UohRDlsJlTNFBobqW4obBYD1+6/RYeW7qDTC4av1IUmVZVOo1FUptPpNJiZcDC5xQQcjz6KxOd2IISAyaSrvBaLycCFZnkQOycjMe8LLg+/jO7j1inpJOssFCenqmOF/9bk/wDw4Jni2nCZjcxMODADB2y+1L/i6qcIEJtkIKmm0jXoDCCqjgA8pgQcdsGGWYXzWTSZAt6bXWrryeS/aZKy6ARIe++FPa8LH5fVU9GgNkwmHUwmHScpzggAB05W9rgQcwH5onz0dO0lbzf/xl1ADU4N+Dj4wIytXB8l6VRYjuIiSpal7RVFplNRWEyGfJqrMKW9n0yM2RCJxEr3lDbvp6JUhk6qKCzLzTHSJZ0nKY7o9WoTrE1qoINzW3kemU6FbVNROvGEPDxKfIDGdo1hZqTop2CXQQMa1UZjR0+V5RZO+/LtAzoe7ACj/hSsqIR6KmqbstaTbGrD1NQUZmbF+2kUZerUqXjx4gVu375dbL6WLVuiZcuW8r/9/f3h6+uLLVu2YPPmkkP2a6tDUBJVxunxyJEjmDlzJhYtWoSnT58iICAA3bp1Q3x8fKXKkZcvQK/xoSrn5bWFWw03fJz5EfQ33iU6MOaxpD1nY4YxOtXvBFqiZhHcKorCQ4uq2L/GDodX2WNbj21g3O0A6pe6Snla1myJWccsUPMbHX3+6YOz784qX0hDNHU8dTrLAAAgAElEQVRu1HQFRWlWWjxKeITuh7tjyvaB8nZzilkT/Y70Q+s9rfEt95vac/U5OJW2qYx7Sp8Z5DkIm7puQvu67ZWOVYZtmoc1R8DeANz6dAtpeWkIuRmCd2nSFRuzj1kidnosPG09S7gK4GTqBBcrF+SxCYYcH4KPmR8rTGZA9+1m2rRpOH36NK5du4aaNWuW6lwqlYpmzZohJiZGo/yHDx8u9qctqswIw4YNGzB27FiMGyfdXGfTpk24ePEitm/fjlWrFLdv5fP54PMLhr6yudmVKmvRr76yhCiWBfTZ/GAz7n+5Dz87IY5FHYM5y1whX987Jjif2xlTp00tv+CVAEMs7QC5W7uDFu+iMo+tsS0CXnFwowkPt6JPoZtLN42vr0/hoJvYN4GHtQesX3xAVOprEKMc5DMJWtRsgYTsBLlXfGmpTp0JAxWPn6MfUvNSkZmfiWEnh+Hf2H9xOe5yqQNbmbPN8WryK9jPN8Lfr/5GP49+qGtRt2KE1iGEEEybNg0nT57E9evXUa9evTJd49mzZ/Dy8tIo/8SJivFzRCIR+Hw+GAwGWCwWhgwZUmoZVFElRhgEAgGePHmCwMBAhfTAwEDcvXtXKf+qVatgbm4u/zV0L3mOSFNKWjooo7wPddn5Z96dwd+v/sb9hvkYGD4QgYcCIaYUzI+a8qigZtjgr5d/YeT/RoLQSh/QRV8ZcNMEW7ptQYd6HdTmqazYCmXB1tgWUVOi0CqKA/8DLcDvdBosIQW3Rt9C3Iw4mHr+pGsRqy267nQtv74czpudcbZFLr7lfpOHhdYF27pvw9efv2Jo46FoN/8RAGB94HqVeUu631h0FjbssMbwy6bo79G/XHLJ6kjXdVWUKVOm4NChQzh8+DBMTU2RlJSEpKQk8HgF/hwjRozAggUFYd+XL1+OixcvIi4uDs+ePcPYsWPx7NkzTJo0SaMyuVyuwo/H4+H169do06YNTpw4oTXdqkSHITU1FWKxGHZ2ipH/7OzskJSUpJR/wYIFyMrKkv+i3mo27KMpHs4OoBaZKuB4TKiQhj2qySis6bQGvjEF83B8pqIfK+HkYNn1ZTjw/AAIR3txxcuCh3PxX833PHiYMi0FA8MHgrDVy5psIUK6qRita7VW2Ojme8Q2kwYJkcCcXxPiInekNtqMumto2pmqiHZbmo4clUJReU9VZbL52YjLiEOskwC262xhtMJI5e6yMtvInI/LSnF1zGFw5FOfDb4wcTzYHj72Pgg6HISfJ33Djsc7SrxG4eMWuTT0vWNS4fFgdNVutm/fjqysLLRv3x4ODg7y35EjR+R54uPjkZhYsAIjMzMTEyZMgIeHBwIDA5GQkICbN2+iefOy7x7q4eGB1atXY9q0aeXSpzBVosMgo2gDlC0pKQqLxYKZmVnBz7R0jiwlEXl2uVrHJm0ztPFQzPGfgwZfmCDLCMgyAiN+QbWea54LiU0ylrZdinn+80DJKb+u5flqjzy7vNjj72oKkVhDjGNRxyCu905tvvMt8rBuUCYOvThUZlkqG3V2q5/EwJdZX5C64RWyjCv2S1LfvsY0wcSYXap7qjTtsyz2qIxRq0l+k3B79G20fSF107PkWCrsLitDZpvKhAIKqBQqaFQaPtqL5Ju+lZWKsmdp2422IISo/I0aNUqe5/r169i3b5/8740bN+LTp0/g8/lISUnBxYsX0apVq3LLwmQy8eXLl3JfR0aV6DBYW1uDRqMpjSakpKQojTpUBnvDb8kDD+kSnpCH3d2zIWx9FbNazcLqTqtBgW6/0vaGq19aBAA+sSzQ//uQoqaoH42ol0iH6xcGapqVzplIX7Fh22HJwZ2YNDMFA44OgKrVzkUfrLqYbimpzIqQSSAQ6c09VVm41nCFf21/+MayIVgswPNJz1Xmk9mmsqFQKNjRYwfm/mOJvh59K6SM8ral6tRuzp8/r/A7d+4cwsLCMHz4cPj7+2utnCrRYWAymWjatCkuX76skH758mW0bt260uX5aelBhfXBpaEsN0kGLwP7ArNx/8t9hS2T80X5CHjJBjXJSckZUlcUDrSiisYfWDj6mwPIMgJqmvrOXvsXRvg9zBo/t/pZ2yLqhHyBEOsPnoJ9Ok1hCLg6UvQeyBcIVd5ThfPpylelrOWW5jwGjSHfLK4oMttoQ6biUDUS42DqgJZvVX+9l2ckq/C5hf9fWr3UtZuqSFBQkMKvZ8+emD9/Ptzd3bF7926tlVMlOgwA8PPPPyMsLAx79uzBmzdvMGvWLMTHx2vsNPK9IpKIYLXGCqdb56LV7lYwWWmCXd2lkcUsOZaYddwSzOvdq/ULSB/Q5AFKmHwwRBQsabukEiSqeMry4ipqJ312Wq1IsvnZOB51HDcaF/jxfM+2+B6nwr4nhEKhwk8kEiE1NRVHjx6Fk5OT1sqpMh2GwYMHY9OmTfj111/h7e2Nmzdv4vz586hTp46uRatQ6FQ6rDgFIUeFEiH+bZ6H6VO+Yf+z/TqUzEBpoX9ogE3bbfTeiVMfHv7alqEyX8bFdYpkx1JyUzAgfABC+2Vh3uV5uBN/R+kamsisDb2+545KdYFGoyn8qNSKebVXmTgMAPDTTz/hp590vxStk39D0KjUMq/5Ly46nyoSf0nEOXpdtOJGIiYtBoPXd8AXGxE23N+AgXX0a0vgTv4NFeK2G5BCo1LRyb8h8LbsQaj0meLuhZLuE5lt7JrN0JsYGppQ1vuf4zEByc/WoXWt1rj7+S7W3F2j1ldHk3ZTnBylfdaUhrJcm+MxQb5PTFnzyfSVbVhHq6CXp66ZO3euxnnXrFmjlTKrpiV1zJmwmWrDjZYWVV8fRWHSpOGR7U3sEVAnACv21IBTKg0vkl9gyeh0iBq80Ios2uBM2Exdi6CXGBux9No2uvxSLYttNFmjr89fzmYsM0Su9cSM4xaY2WImmjk1U5lPm+1Gn+1REqpklz2DtfUs1jfu3bun0e/+/ftaK7NKjTDoCyF/nMacCZpHH9Q2Frk0jLpohhVD/9s9jqK7oC9FCfnjtK5F0Ev4AqHC7qKVhTYjX56kOAJFdiHUBjLbVDTqvohlLyNN7KTOnrIN3Er7xd3uJQd9u2787689Ssf5AiEsmkzR6KtcpUxlOO97gf+fs6Nsq/uqRnGbWVUUhhGGCmDF1rMKu6VVJhFxETjfPBe1vtGRMjsFa3dag/ZJdYhlXVB421kDBfAFou/SNprOpZf12kDJtvmev4zLS2mfM/rgf1JZyGyjq2exrkhKSkJycnKFXNvQYahidDrYCWHds3G3YT5sjG3gnMgAhWeia7EMlIKq/lDX5Qu+vLatTNmFTW9jyIIk/PPqn0or08D3CSEEK1euhJWVFZycnODo6IgaNWpg1apVKmO6lBVDh6GKMd9/PgCgblLVG4IzUHFU5690fUVi9Q35LIIfj/+oa1EM6DlLlizBhg0bsHz5cjx69AgPHz7EsmXLsH79eixdulRr5Rg6DBXAqP5twKArh3GtDFb+sBJ71trCO04/HX1G9W+jaxH0EgadpnPb6GunQR9sowtoce4AAAu2hdo8unrOfA/IbFMdbLR3716EhYVh2rRp8PX1RdOmTTF9+nT8+eef2LNH2felrBg6DBXA9pAR4LCZOimbQqHAIld/b5DtISN0LYJewmEzDbZRQ3W1Df29B47+ao+Yaeo3x9PVc+Z7QGab6mCjtLQ0NGzYUCm9YcOGSE9P11o5hg5DBTB58QHw8gUlZ6yGTF58QNci6CW8fIHBNmqozrahSyiwNrJWe9zwnFGPzDbVwUZeXl7Yvn27Uvr27dvh5eWltXIMyyorgH3Hb+P3+QN1LYZesu/4bV2LoJcIRWLsO34bgboWRA+R2caAMkKR8pbXBqTIbCMUicHRsSwVzZo1a9CjRw9cuXIFrVu3BoVCwZ07dxAXF4fz589rrRzDCIMBAwYMGDDwHdOhQwe8e/cOPXr0QFJSEr5+/YoePXogOjoa7dq101o5hhEGABKJNLBR4rdMrV3za7L0WglJGfK0NDoLCUkZSKOzlI6pylf0WOH0otdQd6yksorLV5jiZFJ3jaLnFKWk65WmrOKuoUpfTfRSd15xx9TlK8lOsvZSkg3LW/+ayl4Ybbe14v6v6noy2xSnf9H/F77XiqvvorqUxU6a5tPk/i9t/RduN5rIpE5/Te//8rQ7dcfU2akkvUqyJzc3X24jbk6+Sr00QfZekL0n9Ilnz57B29sbAFCzZk2sXr26QsujEG0u0vxOefzyAwIGrdK1GAYMGDBgQE+5dXQB/Lzq6VoMBahUKnx8fDBu3DgMGTIE5ubmFVqeocMAQCQS4dmbz7CrYVbuXb64XC48GnrgTdQbmJqaaknCqoHBNuox2EY9Btuox2Ab9WjLNhKJBMlp2fD2qAU6Xb8G5e/du4c9e/bg6NGjEAqF6NevH8aOHYsOHTpUSHmGDoOWyc7Ohrm5ObKysmBmZqZrcfQKg23UY7CNegy2UY/BNuqpTrbh8Xg4evQo9u7di1u3bqFu3boYM2YMRo4ciZo1Ve90WhYMTo8GDBgwYMDAdwyHw8HIkSNx/fp1vHv3Dj/++CN27tyJevXqoXv37lorx9BhMGDAgAEDBqoIzs7OmD9/PhYtWgQzMzNcvHhRa9emBQcHB2vtagYAADQaDe3bt9e7+S59wGAb9Rhsox6DbdRjsI16qpttbty4gWXLlmHs2LGIiIjAgAED8Mcff2htWsLgw2DAgAEDBgx8p3z+/Bn79u3Dvn378OHDB7Ru3Rpjx47FoEGDYGxsrNWyqke3y4ABAwYMGKhidO7cGdeuXYONjQ1GjBiBMWPGoEGDBhVWnqHDYMCAAQMGDHyHcDgcHD9+HEFBQaDRKn7TQcOUhAEDBgwYMGCgRAyrJAwYMGDAgAEDJWLoMBgwYMCAAQMGSsTQYTBgwEC1RrapkEAggGGG1kBpqG7txdBh+M7Qxx3T9Ak+n4/c3Fxdi/FdUN0edqqQSCSgUqmIiorCL7/8gjdv3kAsFutaLAPfCRQKRdciVCqGVRLfARcvXkRaWhqGDBkCKpUqf8gZUOTYsWM4ceIEnj9/jgEDBmDcuHGoVauWrsXSG9LS0pCeno5v376hdevW1e5hVxRCCKhUKl69eoV27dph4MCBMDU1rRRv8++FiIgI3L9/H2KxGB06dEBAQICuRdIbLl68iKtXr0IsFqNVq1bo37+/rkWqeIgBvSY8PJxQKBTi5eVFDh48KE8Xi8U6lEr/2LNnDzEzMyOLFi0i8+bNIxwOh+zcuVPXYukNL1++JM2aNSMeHh6Ew+GQgQMH6lokvSA9PZ00b96czJw5U56WlJREkpKSCJfL1aFkuicsLIxYWFiQvn37EkdHR9KtWzeSnJysa7H0grCwMGJlZUX69+9PWrduTZo2bUqePHmia7EqHEOHQY95+vQp8fPzIxMmTCBDhw4l/v7+ZP/+/fLjhk6DlPPnzxNbW1ty7Ngxedr48ePJ+vXrSVZWlg4l0w/evn1LrK2tycKFC8ndu3fJ9evXibm5OVmyZImuRdM5SUlJxN/fn3z+/Jnw+XwycOBA0rx5c1KnTh3Sq1cv8uzZM12LqBOuXbtG7OzsyIkTJwghhERFRREjIyPy/PlzHUume27fvk1sbW3J0aNHCSHSzribmxt5+vSpQj6JRKIL8SoUw5SEHmNqago3NzfMnDkTFAoFISEh2LVrFwBgxIgRoFKpIIRU66FlHo+Hp0+fYvbs2QgKCpKnR0VF4fXr11i3bh06deqEoKAgDBo0SIeS6gYul4slS5Zg8ODBCAkJkbeViRMn4tmzZwBQrdvQp0+f8Pr1awBSm2RlZeHXX39FbGwsrly5gv79++PcuXMVGj1PH4mMjISnpyd69+4NAPDw8ICfn598C2UvLy+MGTNGx1LqhhcvXsDDwwMDBw4EADRq1Ag2NjbYtm0bJBIJGjdujOnTp1fJe8owEa5nkP8c0QghcHZ2RmhoKDw8PODu7o65c+eibt262LVrFw4cOABA6nRTnZ38OBwOfvzxR/Tr1w8sFgsA0LVrVyQkJGDq1KlYvXo1MjIysG/fPiQnJ+tY2sqHSqVCJBKhcePGCg8wT09PxMTEQCAQVEsnP9l91rBhQ/j6+mLXrl1ITEzEihUr0KVLF0yZMgVLlixB3bp1cerUKYVzqgMCgQCZmZm4ffs2AKBv3754+/YtuFwu3r17h9DQUKxbt07HUuoGDoeD2NhYnDlzBgDQp08fxMXFgcPhgMlkYtasWQgJCdGxlBWELoc3DCgjEAiU0iQSCRGJRIQQ6fDXkCFDiL+/Pzl48CDJyckhvr6+5MiRI5Utqs5RNSWTkZFBFi5cSN6/fy9PO336NKFQKEpDhtWFxMRE+f9lNjt69Cjx9fVVyJeamlqpclUmMr0FAoHSUPHEiROJpaUlsbS0JG/fvlU41r17dzJs2LBKk1NfiIyMJI0bNyZubm4kICCA2Nvbk3fv3hFCCOHz+WT06NEkMDCQ8Hg8HUta+Tx9+pQMHjyYmJqakh9++IHY2NiQN2/eyI8HBwcTLy8vkpycXOWmJQwjDHpEeHg4Bg4ciM6dO2PMmDH48OEDhEIhKBSK/OuwUaNGWLBgAerVq4etW7eiUaNGSE9PR9++fXUsfeXx5csXCAQC+ZRMYSwsLBASEoL69evLv5zNzMzg7+8PGxsbXYhb6eTl5SEzMxM8Hg8AYG9vDwAKq2uoVCoEAoH8nLlz52L69Ong8/mVL3AFU3jp5MSJE9GhQwfMmjUL4eHhAIAdO3bA398fmZmZ2LVrF7Kzs+Xn2tvbo169elV+dIEUGtkkhMDHxwfHjx/H8ePH5asjXF1dQQgBk8mEh4cHcnNzq7xdACA1NRWfP39GRkYGAMDb2xtr167F48eP0b17d7Rv3x7u7u7y/Obm5jAxMYGJiUmVm5YwdBj0hL///hvDhw+Hm5sbfH198eDBAwQGBuLAgQPgcrny5ZSAtNMwbtw4PHnyBPb29oiJiQGDwYBIJNKxFhXPX3/9he7du+P48eMQCASgUChqH1o0Gg0CgQDr16+HnZ0dHB0dK1nayicqKgp9+vRBhw4d4OXlhf379yMvLw8AFJbi0ul0eYdi0aJF2LRpE2bMmCGf1qlKUKlUREdHw9/fHxQKBe7u7oiPj8eoUaOwaNEiAMCZM2fQo0cPHD16FKNGjcKWLVswefJknDhxAj/++GOVe/AX5sqVK7hw4YL84wSQdhxcXFzQqFEjmJiYyNsOhUKBQCDAlStX4OHhAQ6Ho0vRK5xDhw6hf//+8PX1xaBBg7BlyxYAQK1ateDm5gYrKytkZ2fLpzt5PB4iIiLg6upaNW2js7ENA4QQ6XRDTk4O6dixIwkJCVE4NmTIEOLp6Ul27NhB8vLy5OmpqakkICCAeHl5EaFQSAgh8n+rMhcvXiROTk7E0dGRtGjRgoSHhxM+n08IUfZIzsnJIffv3ydBQUGkUaNGcvtU5ZUlUVFRxNramkyfPp2Eh4eTcePGERsbG/LixQulvMePHyf+/v5k2bJlhMlkVvklYXPmzCG9evWS/52amkp27txJmEwmmTVrljz9999/J3369CHe3t7VYpXEkSNHCIVCIQ4ODuTSpUsqnyMRERGEQqGQsWPHkoULF5Ju3bopPHuq2rC7jEOHDhETExOybds2cuTIETJq1CjSvn17EhcXJ89z6dIlUq9ePTJo0CAybdo0EhgYSBo3biyfWq5qtjF0GPQAoVBI/Pz8yJo1awghhOTn58uPDR8+nLi6upJ79+7J0+Lj40nv3r3ljbI6dBby8vLI4sWLyfjx48nHjx9Jt27diI+Pj9pOQ2RkJAkMDCRBQUFyO8n8QKoiaWlppHPnzmTKlCkK6S1atCA//fSTUn5ZfI8aNWqQx48fV5aYOkEikZABAwaQvn37KqSLxWKyf/9+QqPRyNq1axWO5eTkyNtVVeXt27ekZcuWZMWKFaRbt27Ezs6O/PvvvwodAdk9dfz4cdKkSRPSqVMnMmHChCr/ofLixQvSuHFj8ueff8rT4uPjiYWFBTlw4IBC3sOHD5P+/fuTwMBAMn369CptG0OHQU/o2LEj6dq1q/zvwg+r1q1bk44dO6o8ryo2SlVIJBLy9OlTcvPmTUKI1Hmta9euSp2Gwrx8+VI+olDV7fTs2TPSpUsXcufOHUJIgfPspEmTyOjRo5Xyx8TEkEaNGqkcfaiKbNmyhbi4uJCXL18qpPN4PLJ8+XLi6ekpd+qrLrx8+ZIsWLCAvH79mhAidfAsrtOQkZGh0Cmvyh3wiIgIMnz4cLkTrEzXnj17ku3btxNCFB3Uc3NzFc6vqrYx+DDoGJlfwooVK/D48WMsWLAAAMBkMuVzzMuWLUN0dDTi4uKU5uvp9OoRSoNCoaBJkyYICAgAIQQMBgOnTp2CnZ0dVq5cidOnT0MkEiE7Oxvbtm0DIPX1kPl+VHU7NWnSBOPGjUPr1q0BFMS4d3JyglAoVMiblZUFFxcXPHz4EF5eXpUuqy5o2rQpLC0tsW/fPsTHx8vT2Ww2unTpgoSEBCQlJelQwsqnYcOGmDJlCho2bAgAOHfuHJo2bYqRI0ciIiICYrEYFAoFOTk5yMvLg4WFhYKPQ1UOoe3h4YHRo0fL428UdhbOzMwEADAYDPnz2MjISH5uVbaNocOgY2QNsVGjRpg9ezbCw8OxdOlSAJA7zVAoFJiZmYHNZldp56uSkOlOoVAgEonAZDLxv//9D/b29li9ejX279+Prl27Yv/+/QqbdFX1fTdkug4YMACA9IEl6yDxeDyFF+HatWuxefNmiESiqumUpYZWrVph6NChCA8Px86dOxEbGys/1qBBA9SuXVth1Uh1gEqlwsnJCQDkncpz587B19cXI0eOxNWrV/HlyxeMGTMGYWFhCudW9eeQg4MDOnToIP9bpm9ubi64XK48fejQodi6davCuVXZNlX7s0vPyMrKgrm5uUIa+W8Zk4mJCSZMmACBQICtW7ciLi4OP//8MwAgNDQUjo6O8uVxBqQjK0KhECwWC6dPn0a3bt0wfvx4eHl54fHjx9UqCqasQyTTl0KhQCwWg0ajgclkyr9+li5dipCQEDx79qzKj7gURiAQgMlkYsaMGWAymdi4cSNiY2MxcuRIuLi4ICwsDKmpqfDw8NC1qDqDwWBAKBSCwWDg/PnzCAoKwsiRI2FsbAxAuoqrOiK7p2RLcy0tLWFpaQkA6NKlCz58+ID9+/frWMrKo/o8NXTMhAkTYGNjgxkzZsDW1hZAwdpnKpWKo0ePgslkYu7cuWjSpAnmzp2Lbt26wcLCAra2trh69Wq13qlSduNGRkaCRqOhSZMmYDAYkEgkEAqF4PF4aNGiBW7dugU6nQ6RSFStXoqyDkJeXh5YLJZ8SJTNZsPBwQGrVq3C2rVr8ejRIzRu3FjH0lYeYrEYTCYTn/6/vTMPq6pq2/i9mWUSuRzAieFVkSGmBBEVFBWHxJQcSl8sE9NMccohzfHFnEt9rUvJOVGcQIvMoRQTFOcpcUwUECwFZRLwcLi/P+jszhEcer/k2N7790/Htffpes5i7bXvZ63nWc/t29i0aROmTZsGa2trxMfHIywsDK6urnj06BESExMlnXb7pHjWzD2CIKCwsBBWVlYwNjYWx1FcXBxq166NNm3a4NChQzAyMhKvyQFNf/3+++9o0KCBOOfWqlULpaWl6N27N9LT03Hp0iWdfpM8NR82IU/Gjh1LBwcHzp8/n3fv3iX5Z1R/fHw8DQ0NuXz5cvF+lUrFM2fOMC0tTTaBe0+i6R/tSG1bW1smJSXp3Ddx4kTWrVtXNlkjT6ZqaQI+09PT2aNHDx4/fly8Fh0dTUEQaGlpyZMnT9aonfpGMx5u3bpFOzs7jh8/XrxWUlLCtLQ0Xr58WfIVGLVTiTUZWNrP1JgxY/jgwQPxnvv379PPz4/NmzeXdMT/09D0TUJCAv39/ZmRkSG2h4WFidWD5TLfaKMIhpeM9uQ+a9YsNmnShPPmzRNFw/Hjx1mvXj2uXLlSvK+6swKkfH6Ahmf9xoSEBAqCIEYoa/PgwQMxKlkuD++xY8fENFySvHnzJhs3bszIyEidMbdixQpaW1szLS1NH2bWCOXl5eJvLioq0olYLyoqopGREYcPH67TL1LLj38a2r9z2LBhjIyMFM902bZtG83MzHTmHpLMysrihAkTJP9CfNY8u2PHDlpYWDAmJkbn+ieffMLu3bvLUkiRimB46WinJZHktGnTRNGQm5vLX3/9lQcOHNCjha8G2n301VdfMSoqipGRkUxOTmZZWRkTExN1cqKrQw6iiqx8QQ4ZMoSBgYEkK/suPDycgwYNqvZFmJ2dXdMm1giJiYk6/969ezcDAgL42muvsXfv3ty/f794n9wmdlL3mbp58yY9PDx4+PBhkpWiwNHRkf/973+f+f+Qar9pzxWHDh1ifHw8b9++TZIsKChgy5Yt+dVXX1X53p07d2S74ksqgqHG0K4jP23aNDZu3JifffYZ8/Ly9GjVq4H2wztp0iTWqVOHYWFhDAoKorGxMefMmSP5ZeO/yo0bN2hpaSl6QPn5+VXEglRzwUny2rVrFASB7777Lkny6NGjNDU15YQJE7h8+XIGBgbSw8ODK1eulGWBJG0WL17MQYMGcfjw4eKzVlJSwhs3bujZMv0zceJEWltbs0mTJjQzMxNXMLW3aKpDLs7JkyiCoQbYsWMHfXx8uH79erFNIxq0tyfkTnZ2NiMjI3X22r/44gva2tryiy++ICnPB/VpQmDChAl88803+fvvv+vDLL2iVquZkJDAOnXqcNiwYdy9ezfnzJmjc09kZCS9vb3FmBc5jp3CwkKOHTuWFhYW7NSpk9guly2ZJ9H+3UePHmWrVq145MgR5uXlccaMGbSysuKiRYskXbn1/4PhrFmzZuk78FLqqFQqnD59Gs8XGy8AACAASURBVGfOnBEPIAoJCUFeXh7WrFkDExMTODs7w8rKSt+m6o1vvvkG3bp1Q35+Pt59913Y2tpCEAQEBASAJGbPno2IiAjY2Njo29QaRxAEHD58GElJSXjttdfEaOzS0lIsX74cHTp0gJOTEyoqKmSRRgpU9omLiwvc3Nwwd+5cxMbGwt3dHd27d0d5eTkMDAzQq1cvrF27Fjdu3EC/fv1k0TdPjgETExO0aNECtWrVwoYNG9CgQQO0atVKLNomhz7RRvN7ly5dilOnTqFJkyYYNmwYatWqhY4dO0KlUmHBggWwsbGBi4uLrM4qeREUwfA3U92kbWdnB09PTyQnJyM1NRUGBgaiaHjw4AHmzJkDT09PWaW7PYmmhOyFCxcwdOhQ1K9fHyUlJTA2NkbLli2xfv16+Pj46JSRlQuFhYWIiYnBlClTcP78edy+fRvt2rWDi4sLMjIy8M0336B///4wMzPTt6k1iiAIcHZ2hpeXFw4fPozy8nIMGjRITAE0MDBATk4OLly4gH//+9+ST3vTTrnOzMxEbm6ueG6At7c3KioqMHfuXDRo0AC+vr7i+QJyEA1PiqPly5cjJiYG5ubmCA8Ph4mJCQAgODgYKpUKixcvBgD4+vpKsoLr/4yeVzgkh2bZc/v27dyzZ4/OtYsXL7JPnz5s06YNt27dKrbHxMRIer/5SZ4WnXzs2DH6+vrSyclJZ0kwKyuLjRo14rfffluTZr5ypKWlceTIkXR1dWXz5s359ddfc9myZezVq5cYzCZ1NEvK2pkRZGXAo5WVFSMiInSKtw0cOJBdu3aVfCEpbaZOnUpHR0fWq1eP3t7e3LRpE4uKipifn8/JkyfT2tqaa9as0beZeuHWrVvi5/Hjx9PQ0JAbNmyoEufy8ccfMzQ0VLZbN09DEQx/EykpKWI6182bN+nu7s6ePXvyxx9/1Lnv8uXLYnnmJ9OZ5CAatMVCQkICv/zyS3755Ze8evUqSfLUqVN8/fXX2bRpU65fv55btmzhG2+8QU9PT1n0D/nnS/H8+fPctm0bExMTxQC1R48e8f79+xw+fDhDQ0PZuHFjCoLADz/8UJ8m1wiaftm3bx9HjRrFoKAgLlmyRIx52b17N2vXrs22bdtyyJAhHDt2LC0tLXUCjqWI9jP1zTffsF69eoyNjeXBgwc5YMAAenh4cOHChSwtLeVvv/3GqVOnUhAEfvfdd3q0uuZZvXo1O3XqpJOVFhkZSXNzc8bGxuoITbLqOTAKimD4W0hPT6enpyffeOMNUTT8+OOPDA4O5ptvvlklbTIsLIxOTk6cMGGCbAfjxIkTaW9vz/DwcHp5edHX11cMCk1JSWFgYCAFQWBERASXLVsm9qtcRMP27dtZv359uri40MnJiZaWloyPj9e55+LFi1y5ciVbtmzJc+fO6cnSmiUhIYHm5uacOnUqp06dyk6dOrF58+bMzMykWq3md999x2bNmtHIyIgHDx7k9evX9W1yjbFz506uWrWqiiMyfvx4NmvWjEeOHCFZOV+tXLlSdmmBP//8Mz08PNivXz8dRy4yMpIWFhbcsmVLlZUGuc7PT0MRDH8DZWVljImJYWBgIPv06cOioiKS5MGDB9m2bVv27t1bFA2PHj3i0KFDuX37dtEzkNug3Lx5Mxs3bswTJ06QrFT+JiYmOi/E5ORkdunShW5ubrx37x5JigfOSJ2zZ8/SxsaGX3/9NXNzc3n9+nWOGzeOJiYm1XqFT3pGUqC6Z+Lu3bsMCAjgihUrSJJ5eXm0tbXluHHjdO7bsWMHmzZtKqvso4yMDFpYWFAQBM6YMYOk7jkBAQEB7Nu3b5XvSVU0PC0jJjU1ld7e3gwPD9cRDR988AEFQRDP7lCoHkUw/D/RTGxlZWVct24d/f39q4iGkJAQ+vv7c8CAAezQoQN9fX3FAS2nVC/Nb50zZw4jIiJIVp42Z21tLeY/FxYW8ubNmyTJI0eOMDAwkN7e3rI6hyEhIYF+fn4sLCwU2yoqKhgVFcW6desyKytL536pCU7NOMnIyNDpgzt37tDFxYWZmZlMT09n48aNOWzYMPH63r17xXGi/T2pov13V6vVPHToED08PNimTRtRXGv6csyYMQwPD9eLnfpA0zfff/99ldW3Y8eO0dvbm2+88YZO7M/8+fMlK6D+LuRXxehvRpOeZGJigoEDB2LEiBHIyspCREQEiouL0bFjRyxcuBA9e/ZEUVERmjVrJmZKyKGQ1Pnz55GcnIyysjLxt/7+++9wdHREamoq3n//fSxYsAAjRowASezcuRO7d++GWq1G27ZtsWjRIjx+/Bh9+vRBRUWFWDRHKly7dg0zZ87UaSspKcG5c+dQWloKoLKAkiAIGDJkCGrVqoX09HSd+6UU5a55Js6dOwcHBwfs379fvFZcXAwLCwtcvnwZISEh6NatG1auXAmgsh937NiBa9euAQAsLS31Yn9NcOrUKdy8eVPn725gYID27dtjxYoVuHXrFsLDw3H//n2UlZWhvLwcqampskjbPn/+PMrKyiAIAq5cuYJ+/fph6dKlSEtLE+8JCAjAqlWrcPDgQSxfvhyJiYkAgMmTJ4uF6xSegp4Fi2TQrmWwceNG+vn56aw0PKlc5aBkN23aRHd3d06aNEmnlsGOHTsoCAIFQeC2bdvE9qKiInbp0oXjx4/X2a5JTU1lenp6TZtfI2hqZEyaNElsy8jIoJ+fH6OionRWVrKysti8eXPJHiWu+ZufPXuWlpaW/OSTT6rc88Ybb+ic8Khh8uTJ9PHx4Z07d2rCVL1x4MABCoJAGxsbLlmypMrx2CqViklJSWzYsCGdnJzYuXNnvv3223RzcxNrQ0htRUrDL7/8Qi8vL44ePVqMRdi5cyednJw4dOhQ/vLLLzr3+/v708rKitOnT9eHuf9IFMHw/0S7VkRKSgpPnDhBlUrFtWvX0t/fn+Hh4WLAnpxiFtauXUsLCwuuWrWqyhG05eXlnDBhAk1NTbl9+3bevn2bFy9eZNeuXenj4yOKKTkFOJqYmHDChAliW3R0NAMDAzly5EhmZmYyJyeH06ZNo4ODgyRfippn4uLFizQzM6tyauOFCxdIkpmZmQwJCaGjoyPj4uK4fv16jh49mlZWVrII/Dx16hQHDRrExYsXc9iwYXR1dWWfPn24d+9e5ufni/clJSXR3d2d9vb2OmJdyo5KcXExp0yZwrZt23LcuHHitkxCQgKbNGnCyMhIXrx4Ubz3o48+YmJiomzmmb8DRTD8D1RX9S4+Pp4WFhbi2QtlZWWiaHjnnXdkdZ79mTNn+K9//YtxcXFVrj18+JAqlYoPHjzg2LFjaWpqykaNGtHb25sdO3YUvSApP8TV/ba4uDiamJhw7NixYtvcuXMZEBBAQRDo7e3Nhg0b8vTp0zVpao2Sm5tLb29vurq66rTPnz+fgYGBYhBjTk4O+/btSzc3N7q7uzMsLEzyqZMafvvtN/r5+XHVqlUkK9O0Bw8ezM6dO9Pf35979+4VY4CSkpJob2/PsLAw8ftSdVY0ztijR484Y8YMtm7duopoaNasGbt168YxY8awS5cu9Pf31znXQ+H5KILhBUlKSmJKSkq11/bs2UNBEMR0Js0gLC0t5Zo1axgYGFgl1UnK7N69m15eXszMzBTbvv32W44ePZotW7ZkUFCQmO52+vRpHjx4kKdPn5ZFFbhr164xKiqKCQkJzMjI0LkWGxtLExMTjho1Smy7f/8+v/vuOyYlJen0pxQpKSnhxIkT2a5dO3G1ZenSpaxdu3a10et37txhQUGBTjlrKaOZV7777ju6ubmJWUalpaW0s7Nj48aN6e7uTn9/f44fP575+fk8fPgwGzduzKCgIH2aXiNo5o/i4mJOnz6d/v7+OqLhp59+4pAhQxgcHMz+/ftLfovmZaAIhhcgLi6OgiCwffv2Yi6zNseOHePGjRt12rSrwoWEhDAyMrJGbH0VWLt2LVu0aMGTJ09SrVZz9OjRbNOmDTt37sxJkyaxbdu2bNy4cbVFk6ScNVJQUCCeL2FgYMCOHTuyTZs2XLNmDc+fP8+Kigru27ePFhYWnDhxor7NrVGe9BDbtGnDwMBA2tjYMDk5udp75UhFRQWzsrLYo0cP/vDDDyRJLy8vBgcHs7y8nEePHmV0dLSOQDhw4ABdXFyqCFQpolkpKCkp4axZs6qIhuLiYqrValEkSNk5eRkIpMTCzv9mjh8/jhEjRsDV1RUFBQVQqVT49NNP0b59ewB4ZqaD5tp7772H8vJyrFu3DkZGRpKKaq+O/Px8+Pv7o6SkBCUlJbC0tMTs2bPRrVs31K9fH0ePHkVYWBi2b9+OkJAQfZtbY6hUKqxduxbx8fG4f/8+pk+fjh9++AEXLlzAmTNn0KlTJ7i6ukKtVmP58uX49NNPMWfOHH2bXWNonpdHjx5h4cKF2LhxI3x8fLBz506d6wrAjBkzsG7dOlhYWMDOzg5xcXGws7N76v0lJSWSLqSkeY0JgoAzZ87Azs4Otra2mDdvHvbt24e2bdvis88+g6mpqVhXgjIsvvX/RSk+9RzS09ORlpaGBQsWoHnz5jhx4gQOHz4MR0dHODg4PHPACYKAixcvIi4uDp999hns7e0lP0DVajVq1aqFiIgING7cGCEhIVi5ciVatWoFCwsLAEBWVhaOHDmCQYMGoUGDBnq2uGYgCUNDQ3h6ekKtVuPSpUu4c+cOVq9ejWHDhsHHxwcWFhaIj49HdnY2cnJykJycjI8++gjm5ub6Nr9GEAQBKpUKZmZmCAgIQHFxMc6cOYMrV64gODgYxsbGsimW9DwCAgIQFxcHKysr7Ny5s9rnSPuFaGxsXNMmvjQ0hcU0VFRUAKhMLY2Pj0evXr3QrVs3NGvWDK1bt8bdu3eRlJSEjIwMBAUFiUXIlHH0P6DH1Y1/DL/++qv4+fvvv2f37t0ZGhqqc+iHprhNdculeXl5L9/IVwjN3mB1FBUVsWfPnuzZs6fslpa1D/lau3YtfX19+dZbb+kcMqRSqXj58mWuWbOGly5d0pepekGznPz7778zJyeHJSUlYgDbpEmTZBU4rI12Jta5c+d45coVlpeXc/jw4QwODta5T+rs2rWLI0eOZIcOHbhw4UKduTkxMZGCIIiHwGnml6KiIk6bNo1t27YVY2Hk0FcvA2WF4Sloq9g6deqI7c2bN4etrS1OnDiBI0eOwMnJCQ0aNED37t3h5eUFe3t78V7+ofClvBSoDf9YFjQ0NERqaipu3rwJBwcHAMDDhw9x6tQpjBo1Cnfu3MFPP/0EIyMjWXmMgiCgvLwcxsbG8PDwgKWlJfbv349Dhw4hLCwMxsbGEAQB9erVg4+PD+rVq6dvk/9Wnva3Jgm1Wg0jIyPcvn0bfn5+aNasGXx9fdG6dWvcu3cPO3bsQG5uruS3sJ7nPYeFhaFPnz5wdHSEt7c3pk+fjlq1aiEgIEDyz9H69evxwQcfoG3btigqKsLp06eRk5ODjh07giQuXLiAnj17YujQoQAglu82NTVF69at8cUXX8DIyAihoaGS76uXhn71yquHpmoiWXW1QFuV/vDDD+zRowc7depEDw8P2tnZPdOzlirPSjHdt2+feG3EiBH09/dn3759xUAjuQUcaTzou3fv8syZMywvLxePE+/fv7+ko/01z9L169c5d+5cDh48mDExMToHcmVmZtLGxobDhg3T8aqLi4v52WefSfbwLg1/xXsuLy+nWq1mWFiYLCqVHjp0iE2bNuXWrVvFtgULFtDJyYkPHz4k+fTUSE37O++8w7Fjx+oEPSr8NRTBoMXmzZtpamrKmTNnim3PEg1btmyhIAhs3bq1KBbk8BL8KymmGgoLC5mUlCT2pxzynrXHiub33rp1iw0bNhQLKJWVlXHDhg1s3rw5Bw8erBc7Xzaav/nFixdZr1499u/fn23atKGfnx9HjBjBwsJCVlRUMCEhoUoFVzmME5Jct24draysOGnSJL755pts06YNx48fz7KyMqpUKm7dupUbNmyo8r2TJ09Kvo8eP37Mzz//nEOHDmVeXp74e+/fv09nZ2fxMKZnkZKSQnd3d51DrBT+Oopg+IODBw/S0dGRwcHB9PDw4OzZs8Vr1e215+bmMigoiF5eXrLymP+XFNMnJzQpxy5kZmby1KlTT71maWnJ4cOH63jQZWVljI2NFQ/ckSIZGRl0c3PjlClTxLYvv/ySzs7O4smVclyhI/837/lJD1nqoiE+Pp7ff/+9Ttvdu3dpY2PDo0ePVrn/adVOFf5/KDlKAMrLy7F//34EBQVh0aJF6NevH7Zs2YLZs2cDqNw/VKvVOt+5cuUKVCoVTp48KRYsMTIy0of5Ncbx48cxf/58vP3227C2tsZ//vMfHDlyRLxeUVGBgIAARERE6HxPE5WsQaqpcVevXkWrVq3w4YcfIjk5ucr1nJwcjBw5El999RUEQRD3WDWFy5ycnPRg9cuHJA4dOoQWLVpgxIgR4r58ZGQkBEHApUuXAEgrkv9FUalUOHv2LLp06YIuXbqI88zQoUMhCAIyMzMBVH2GntyDf/K6VNAUgurTpw969OgB4M9YKQsLC1hbW+vMJ9OmTUN6erpO/2jGm1wysl4m0py5/yJGRkYYM2YMIiIi4Ofnhw8++AADBgxAXFycKBoMDQ11KiUGBgbi6NGjMDY2loVYAIDHjx/DwcEB0dHRiIqKgqGhIaKjo0XRIFUh8CLcvXsXI0aMQLNmzVC3bt1qxZSfnx8WLFig009y6DNBEFC3bl1069YNDg4OMDAwAEmoVCqUlZUhPz+/yncok+NhjI2N4ejoiPDwcNSpU0d88ZeXlyMvLw+FhYVVviOHvtFUHa2ueqRGDNSqVQvm5uZi2nHXrl2xa9cuNG3aVOd+OTxjNYXSk39gZ2eHzp07i5+HDx9eRTQ8fPgQK1eurDKA5SAWAKB9+/b4/PPP4ezsjNDQUIwaNUoUDT///LN43+PHjwH8qezlQFZWFgwNDbFw4ULZiyntF5rGY+7RoweGDx8uXhcEQTx0yMTERLx/48aNuHbtmiyi2P8O71mKbNmyBZ6entAk8GmyqZ6koKAAxcXFyMvLw1tvvYVbt27h3LlzMDQ0lNXcU6PobTNEzyQnJ3Pbtm388ssvee/ePXH/VDuC9s6dO5w1axbd3Nw4adIktm/fng0bNpT0Hnx1PGt/dM+ePezWrRu7du3K5ORklpaWsmPHjjx79mwNWvhqoF0t8WnndWjGjlTHkOZ3PXjwQGx7VmyPv78/d+3aRZKcOnUqrayseO3atZdrpJ7RzsR6Wt+Ul5ezZcuWYpXO0NBQurm5ST5W4a/EkuXl5dHBwYG2trZs2bKlrALP9YUsBcPXX39NGxsbvv7666xXrx4dHBy4ZMkS5uTkkNQVDXfv3uXEiRMpCAL9/f1lVbBESTF9Ps968WuLqZ9//pkkOWbMGKamptaUeTWKpi/S0tLo5OTE6dOnV7mmTUlJCZ2dnZmQkMD58+fTzMzsqQGjUuFFMrHIypdhkyZNmJSUxPDwcLZo0ULHqZEiKpWKU6ZM4eDBg3nixAnOnj2bLVu25KxZs8R7tAVTUVER3dzc2K5dO1kFnusT2QmGc+fOsVGjRty5c6dYP/6jjz6ij48Po6KimJ2dTfLPF2JRURF9fX3p6+srq0GppJg+G20P+nliqnv37uzWrRt79+5NQRB45syZGrOzpsnIyKC3tzebN2/+XA9RrVazXbt2dHd3p7m5OU+ePFnT5tYoivf8fHJycnjgwAHx88yZM6uIBu3na/v27aKIkHrfvArI7qTHa9euISEhAZMnTxZPZezRowdyc3Oxb98+FBYWolWrVjA1NUVFRQWio6Nx5coVnDhxQjYBjocOHUJUVBQ8PDxw+vRp3L9/H8HBwWJUv2YPVfPfvLw8fPzxx7CxsUFqaqrk++ny5csIDg5Gbm4uOnbsWG2/8I99+mbNmqF27dpYsWIFbt26hdTUVHh7e+v5F7wcSCImJga5ubmIjo6GpaUl4uLikJubiw4dOkAQBJ2TDCsqKrBu3TrcvHkTycnJ8PHx0fMveHmUl5dj9erVsLW1xaeffgoTExNs2bLlmX2zYcMGNG3aFMePH5f8M6XB0tISzs7O4mcXFxeUlpZi69atYl89fPgQa9euhb+/P9zc3MQsNqn3zauA7ATD9evXsXPnTgwcOBD169dHaWkpjIyM0L59e9y6dQubN29Gly5dYGdnB0EQ4OnpiTFjxsgmdfKvTmwAcPbsWezdu1cWWSOZmZno27cv1Go1rl+//kwxxcoVPKxcuRKnT59GSkoKPD099fwLXh6CIOBf//oXzMzMEB4eDjc3N5SUlOhM9gYGBmI/GRgYQBAEREdHw9XVVd/mv1QMDAzg4eEBe3t7tG/fvtoXoSZ7RBAEmJiYoEGDBliwYIGk556UlBQcP34chw8fhpOTE4yNjXWCFq2srNCiRQs8fvwY27ZtQ0ZGBhYtWoRvv/0W48aNE583OQUV6xW9rm/oCXd3d4aGhor/Li0tFT97e3tzyJAhJHX3y6S6b1gdf3VZUBspLwtWVFRw4cKF7NGjB/fv3y/2i/bS8pNBaRcuXGCjRo0kuTf/Is9EdnZ2teNn586dL9O0fwTV9U1eXp54CqgGqQY6KrFk/zykJ1mfIDs7G48fP4aFhYVYzCcmJga9e/fGoEGDEBsbC1NTU6jVahgaGsLX11fMhdY+DEVOCtbOzg52dnbiZ006XFxcHABg5syZePjwIbZu3YrIyEgdz0eKXpAGQRAQERGB+vXro0uXLvDy8gJQmQZGEjNnzhS9I814ee2115CWlgZra2t9mv63o/mN2dnZuHnzJnJzcxEaGgpTU1OdVQR7e3t88MEHACrHD0nk5+dj2bJlyMrKQsOGDfX8S14eKSkpyM7Oxr1799C/f3/Url1bp0S3pm8EQcC2bdvw6NEjHDt2DL/++is+/PBDcQxJ8VCm8+fPY9asWVizZg06d+4Ma2trjBo1Cps2bcLt27cxZcoU2Nvbi2mmlpaW+Omnn+Dj44OUlBRJr7q80uhZsLxUNm3aRB8fHzo6OrJOnTriWezFxcXcvHkz69aty969ezM/P5/FxcVUq9Vs06YNJ0yYoGfLaxYlxfR/52ke9K5duyTrBWl+z/nz59mkSRO6urrS2tqazs7O/Oqrr8QjeLXHT3Z2NmfMmEFBEFinTh1Jrrhoo3jPz+bw4cNs0qQJb9y4odM+d+5c+vr6cubMmWLZd7VazU8//ZReXl6yCf58VZGsYNi0aRMtLS25evVqHjlyhNOmTaOZmRmvXLlCknz06BH37NlDBwcHOjk50c/Pj61bt6arq6usBqMysT2bO3fu8MiRI9y1axcfPXqkc46CtpjSiIaZM2dy7NixFARBrJEgRe7du0c3Nzd+8sknzMjIYGFhISMjI+nt7c0xY8aIv117bERERNDa2pqXLl3Sl9k1gpKJ9XwOHDhAe3t7/vLLLyQrU2w1TJkyhU5OTjpnudy7d0/JhngFkKRgSEtLo7+/P1etWqXT3qpVKy5evFinrbS0lIsWLeKcOXO4ePFi2TywpDKxPQ/Fg346aWlpdHR05IkTJ3Ta586dy9dff51Tp04VCyeR5OrVq2ljYyPplFINivf8YiixZP88JLkxb2lpCQAICgoC8Odxq3Xr1kVOTo7YVlFRAVNTU3z88ceYPn06JkyYACMjI9mk6OTn58PAwABeXl7iHvuKFSvQt29fJCcnY9WqVSgqKhIzAObPnw+1Wo3U1FTJ7yHev38f77zzDv79739j3759uHPnDkJCQhATE4N58+YhOztbJ67F3t4e6enpsLKyQnJyMl5//XU9Wv/yUalUUKlUKC4uBgCUlpYCAKZOnYru3btj27ZtuHDhgnh/z549cebMGUmnTmp4/PgxysvLxT7R7pvQ0FBs3LgRN27cAFAZGzVmzBicPn1a0hlG2dnZuHXrFu7duye2xcTE4OzZsxg0aBAAiLFkAODr6yv2g1xjyV5J9K1YXhZZWVni57KyMpLk+++/r3P6HFlZplquKMuCT0fxoP/kaVtOfn5+7NChg/hvbQ8xKCiIvXr1IindKP9noXjPf6LEkkkHycq1Ro0aAahcSdCUzVWpVMjNzRXbBwwYgPj4eL3ZqG86d+4MW1tbjB8/HgBgZmaGsrIyAMC8efNQu3ZtLF++HEBlEaG6deuKWQBS9IK0UTzoSjQR/cXFxSgsLERBQYF4bdWqVUhLS8PAgQMBVHqImoJKISEh4liSYpS/Nor3/HRiY2MxYsQIfPTRR/jmm28wcuRIDB8+HFevXoW5uTl69+6NjRs34uzZs/D29kaHDh0QGBiIhw8fYv78+fo2X+EJpDdCn0AQBPFwD7VaLW5P9OzZEykpKXj33Xf1aV6NokxsL46npycaNmwoVirVFlP/+c9/0LBhQyxevBhA5bhq0KABnJyc9Gbvy0CTOpmWlobw8HAEBwfD1dUVsbGxAABXV1csW7YMBw4cQN++fVFWViaOjZs3b8LS0hLl5eWSLsccGxuLnj17omPHjnBxccHGjRsBAN7e3li2bBn279+PPn36oKCgAGVlZaioqMDly5cll2ZbHZcvX8by5cuxZMkSDB06FO3atUN0dDQ8PDyQmJgIoLJEdffu3XH16lWMHDkSYWFh6NevHy5cuFBtaWsF/SJtN/EPNBOflZUVrKysMGDAAFy/fh3p6emS3jfUJjY2FkuWLMGDBw+Qn5+PpUuXYvDgweLEFhUVhT59+mDDhg0wMjKCmZkZLl++jMDAQH2bXiMUFxejoqICJMXJfNWqVejWrRsGDhyIzZs3ix60kZERQkJCcOzYMQDS9KBJimIhKCgIgwcPhp+fH06dOoUhQ4bAzc0NPj4+6NWrFywsLDBy5Eh4eXmhRYsWMDMzw549e3Ds2DFJP1ca73npI7W1tgAABBFJREFU0qVwcXHB3r17MXz4cLRu3RouLi7o3bs3bGxs8OGHH8Lb2xt169aFgYEBCgoKZOE9VxdLJghClVgykmIsmTZyiSX7R6G3zRA9MHToUAqCQF9fX1lFJCspps/m0qVLDA0NpY+PDxs2bMhNmzaRrIzp2LJlC+vWrcu33nqLpaWl4j7z4MGD+dZbb1GlUkk2rTQ3N5ehoaGMiorSae/YsSNHjx6t01ZQUMDJkyczMjKSUVFRTEtLq0lTaxwlE+vFUGLJpIWs5Nt7772Hn3/+GcePH5d8lL+GJ5cFAaBdu3bYt28fEhMT4eLiorMs+N///hclJSUwNzeXRQ0NxYN+OiqVCg8fPkTfvn0B/LlS5+zsjLy8PAB/eohWVlai18w/PEkpo3jPL8aLxJK9/fbb6NKlCyIjI/Vmp8KLIf0Rq0W7du1w9epVCIIg6ZegNsrE9nTy8vIwbtw4DBo0CJ9//jkA4J133sHZs2exbt06+Pj4wNzcHGFhYejQoQPmzp2L3NxcmJub4+TJk5IvmNSgQQNs2rQJzZs3BwCx6FijRo2Qnp4O4M8YoYKCAlnsy2to0qQJ4uPjxReiSqWCiYkJGjZsCHNzcwB/9k1eXh5sbW11vi/FbaxnoS0gn4wlO3/+PDZt2qQv0xT+AtJ8EzwDTRVBqb4En0SZ2J6O4kE/H41YqKioED1EtVqN3377Tbxn3rx5MDU1RVRUFIyMjGTTN4r3/NdQYsn++Ug/3L0a5DKhaVBSTKtH40G3b98eAMTskEaNGonR/poyzNrphHJEU3oZqOwTjZCcMWMGpk2bhk6dOsl2slcysV4MzTNVXl6ORYsW4caNG7h06ZIiFv5ByFIwyBVlYqvKi3rQq1evFlO85CY4NWjGi6GhIZo0aYLFixdj4cKFOHXqlFi5U65UVFQAwDO9Z4VK3nvvPTRr1gzHjx9XxMI/DOWvJDOUZcHq0XjQGlGl7UFHR0fj7NmzsuwXbTQeorGxMb7++mtYW1sjOTkZvr6+erZM/zzpPfv4+Cje81OQYyyZVFBWGGSGsiz4dBQP+sXo2rUrAODo0aNo1aqVnq15tVC85xdDbrFkUkGgZpZUkBXJycl4//33kZaWJvnUyb/K3LlzMX36dFhbW+PHH39UXorVUFxcDAsLC32b8UqiWalSnikFqaEIBhmjTGzVc+rUKfj7++OXX36Bm5ubvs1R+Acip0waBfmgCAaZo0xs1aN40AoKCgq6KIJBQUFBQUFB4bkoQY8KCgoKCgoKz0URDAoKCgoKCgrPRREMCgoKCgoKCs9FEQwKCgoKCgoKz0URDAoKCgoKCgrPRREMCgoKCgoKCs9FEQwKCgoKCgoKz0URDAoKCgoKCgrPRREMCgoKCgoKCs/l/wBVwUr0C63/9QAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [mpf.make_addplot(tcdf,linestyle='dashdot'),\n", + " mpf.make_addplot(new_low_signal,type='scatter',markersize=200,marker='^',secondary_y='auto'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v',color='orange'),\n", + " mpf.make_addplot((df['PercentB']),panel=1,color='g',linestyle='dotted')\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=0.7,volume=True,style='sas')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "auto says do NOT use secondary_y ... for panel 0\n", + "auto says do NOT use secondary_y ... for panel 0\n", + "auto says USE secondary_y ... for panel 0\n", + "auto says do NOT use secondary_y ... for panel 0\n", + "auto says USE secondary_y ... for panel 1\n" + ] + }, + { + "data": { + "image/png": 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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
    Date
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    2012-06-28132.289993132.990005131.279999132.789993118.641281169242100136.500761128.2192410.551922
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "#df = df.loc['2012-01-01':,:]\n", + "df.shape\n", + "df.head(3)\n", + "df.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Using this dataframe, we can of course plot a basic ohlc or candlestick plot:\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "s = mpf.make_mpf_style(base_mpf_style='classic',mavcolors=['lime','b','r'])\n", + "mpf.plot(df.iloc[15:75,:],type='candle',volume=True,figscale=1.3,mav=(7,11,15),style=s)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (, line 1)", + "output_type": "error", + "traceback": [ + "\u001b[0;36m File \u001b[0;32m\"\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m STOP HERE\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "STOP HERE" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's say we want to plot the Lower Bollinger band along with the basic OHLCV plot. \n", + "\n", + "We use `make_addplot()` to create the addplot dict, and pass that into the plot() function:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "kk = 0\n", + "for jj in range(len(df)):\n", + " kk += 1\n", + " #if kk%8==0 or kk%9==0 or kk%10 ==0:\n", + " if kk%18==0:\n", + " df.iloc[jj,:] = float('nan')\n", + " if kk == 18: kk = 0" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.head(23)\n", + "df.tail(23)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "apdict = mpf.make_addplot(df.iloc[0:50,:]['LowerB'])\n", + "\n", + "mpf.plot(df.iloc[0:50,:],type='line',mav=(2,4,6),style='mike')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "When creating the `addplot` dict, we can specify that we want a scatter plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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kJHheo9jlcjF//nyOHTsG1DePz5s3j5qallvpdVSOI0eOkJycTEpKCgALFy7k4MGDnDt3jm3btrFlyxaGDh1q+fkKIUJDR4PZuvPl+ax2Na3oNl3Fc1uAlmYNZ5NVHOOIoRrNS7okIGUIhpHs0MNhPm7cuE6PGTRoEDfffDMAtbW1/OEPf+CrX/0qZWVl1NXVsWrVKmbNmsU999xDTk5Oi8fabDaysrJIT0/n0KFDrFmzhszMTOx2u6Vy5Obmkpyc3HQ7Li6OxMREHnroIfLz83E4HKSlpbW5rhAifHUl0Et0LY+b56nCZDwx3BmgFd2CkS9bF5VSLDD6EQkc0ZXk9OI90IN2NHt2djZPPfUUw4cPZ+fOndTU1DBr1iyWLVvG8OHD2bNnD2lpabzyyitERv7raYwdO5b09HSWL19OVlYWEyZMsHxNp9PZJvjtdjurV69m4sSJPntuQojg4I9aVamu43HzPEXUMQo79xpJbQa6hcLoaF9rb0pf8xkBXTVQRfF1lcCfdRl/NEtYHzG4W+cLVUE7mn3p0qUcOXKEpUuXsnDhQgYOHMjDDz/MZZddhmEYLF26lMLCQnJzc1s8rry8nF27drFo0SJ2795NSYn1ppfY2Ng2TfLV1dXExfl/cYLOdGdjA+lnF6J9zhp3p8d487tXqGt51MznDG4GE8kaYyA2FbQfs0GlO59VM1UCNhSfUE2+7vxn6kvOGndQfDkLundZTk4Ob731FlDfhDJ79mwqKys5deoUeXl5TccppTBNs0Wt3OVysWrVKubOnUtGRgapqamsXLmyTUB3ZOTIkZw6darpdlFREaWlpYwYMcJHzy5wJNSFqGfld6ErH87V2uRn5nkuUMtl2HAYQ+ijAjdYtjeJUxFMblgR7g1d3uXzhPLnZNCFeVFREQ6Ho2ku93vvvYfb7aaiooIlS5ZQWFgIwIsvvsiQIUNa9HFHRUWxYsUKUlNTAViwYAFpaWnYbDZL1548eTL5+fkcPXoUgL179zJ9+nRiY2N9+RR7VOsPpVB9owrhK82be1s3s7cX4lZ+Z+q05pdmIWdxcwlRfM8YTF8J8nZ1Np2vq59R01UfAA7pCmq02aVzhLIe6zMvLCxk8eLFTbeXLFlCREQE2dnZOBwOHA4HKSkpTJo0iVWrVrFs2TJM08Rms7Fjxw4mTZrE3XffTWpqKkopBg0axJNPPtlimphSiqlTp7a4buvbnsoxePBgduzYwaZNm3A6nQwfPpxHH33UT6+I9xr7l0JlRSIhQlFn25y2ZmrNbn2Rv+MkFoM1xkBiOmhal99b/xmubIzCTg41HNGVTG0Id280fsb6oi+/pynt76VzeonExERMU/P+J5/75HzDBsXzxfmKNv/vzfKRrR/TKFw+UDp6jUQ9eX061t4HdesBWlZ+T7TWPKeLeENXYEex3hjMKGXv9HGhoqfeQ776jDpiVvArfZFLiSLDuKTdGQQd/XxbD8zr7PhGvn6Nxl89AsNQXo33giAezd6befqgEUIEB63r5za/oSuIBNYYA8MqyHuKL2vAE1QcL+hizuDmJDVcgedFysJJ0PWZi67321kVyoM8hOguX31Z/rMuY58uIwJYZQzkKhXjg9L1Pu31oVv9fGr9WRalFF9R9TupvW5xIFy4fB5KmIeQ7r7hpHYvxL/Co6PfByvrrb9mlvEHXYIC7lFJjFOhO0g23ExVfVDAe7qKUl0X6OL0GAnzECShLIRvdGWO8GGzgt/q+scsUf35shH4dSh6u+YVnQEqknHEUAe82Y1pap6uEYwkzIUQwqIL2s1eXQTAfNWPWwzvR0wL/5ve8HP5X12BS5th05TuiQyACxHdWQFOiN6kKzM+rDC15tfmRVxovqxi+brheeMnEThXEc2lRHEGN/t1WYdTzbr6+eiv91h3SM08xHmz77IEuxBd91ddzglqSMBgkeof6OL0Kt7WrJVS3GnU/4z+rMu46MX2qMEU0N6QMA9yHY30tPLGbm/uZqi+UYXoju42sxZoN//VsMXmEmMA8bK6m8/5+vNpjIpmkorFjSbbvAh0XhO3ev32No0JNAnzXkhCXfRWXQn1Wq35lVmIC80NKo7xMnK9R/giKBeq/sRj8AnVDLtrgc/PD8Gzn7n0mYew5m/G5ku8BtO3RSF6ir/e97/XxZzCxQAiuFPJ71agefNz7qsiWGz052mzkNEbf0BEfDynn3rGj6ULHKmZh6HWte6OFqGR0BfCs9fNcl7T5UQAK42BxEnzut911mrobaviRBXH7SoRgJGO+7j8e6u7XLb2DF38bV4xS316zq6QMO+lpJldhBtfv6f/T1fxfMM0tMWqPyNlqdag0FElxFPlZLbRl4//43vo2lpG3HcvQxd/26trJt70ZZ7//Aw5uoY87eL/dBWX3rOYa375OFdm/pA/61JqA7zNiTSzhzkJbSG8n81xRrt4xixEA7erRL4i88mDQmc/Q087Shbuf50TG7IYs+XHXJn5Q/pcezWfZmzFrK7u8HxXjRvJVY9vYfDt3+QXuhCa5fXoH98PQG1ZOWsTRxHZzqYuPUnCXAgRsqzO9+1oR6z2VGuTneYFahoGvP27kvnkgearqbXnnn8JXVvHFZse4JIFc0gYdy3/XP9DKj4+3vJ6upqXzVKmvPc6GrCjuIpoSqjj4+OfUFNwnqqcXNwlpZz/7z9z7cEPu1227pIwD0LSly2E73i7wMfvdTEXqCWZKO5S/dvdRlP0LF9+Jua/+N+Uf/APrn5qG3FjRjPxlRe4sP+v/GDWt3nHrOQtXcFH1NfWI4AUYphn9OOW4YN8VgZ/kD7zICZN5EJ0zEqTK3j3e/SJdvKGriACuMdIwqbkIzLQuhvk7Q32rTyRw3u3LiLvl3swa2oYOHMGu/RFfqEL+Yhq7Chmq75sNy4lPWIQQ1WUpYHFgSQ18zDiqb9ICOGZU5vsblhc5FsqkUuVLcAlEv5kOqvJeeSn5P3qWf7fO+9yXFdjoBimopih+tAnxGYuSJgHoZN5xQwbFM8X5ys6vB/a/8bqbaAH4xrDQgTCC7qYIuq4DBuzpJ886PmqH91VcJ5/MxL4N0L7Zy5hHuJaB7svQ/kT7eQSouin5G0igocvvsS29qF2clBXEAksNwYQIf3kQcHf44fCqRIjHUIhyt9v8nzt5qfmeZ42C/16HSG81dEHcEch39nvSqWuY09D8/rtKpGh0rwe9Dz1X/fWAcRS5QpR3nygdUV/IrCjyKGGAu1msAqO9YeF8LXf6mJKqGMUdr4uzethq7uB395jOusS7UkS5mGqu81HNmVwvYrlsK7kHV3JrQ3LIQoRaN7sfNXZsYeryzisK4lCscwYgCHN60Gv+c+3q59z4dS83kia2cNMV9+k7TVHTlZxALytK9EBXqpQiI509T1foet4ovQcAHeoRIZI65MIYVIzDwO+aFpvHBnafCDRl4imDwb51HIWN8OQvkQRWN6s5NaZ53URxbqWK7DzVSXLtQrPgr02L2Fu0blz59iwYQM2m42EhASysrICXaQm/nqTRSrF1Sqat3UVn+oahsnAIBFgjV86O3rPW/3/j7STd3QVdqVYpqR5PdjIds7ek2Z2i44fP866devYuXMnxcXFFBQUBLpI7bL65m99XEePG0X9TlE51HSvYEL40cm8Ystfak2t+b1Zf2xq/CAGSfO6CANBE+Zut5utW7cyZswY8vPzOzxu//793HbbbcyaNYs777yTEydO+PRahw8fZs6cOcycOZNly5Y13T9t2jRSUlIoLi7G7XaTlJTk9XWDidUPv8ZtHz/TEuYiPLytKzmDm/5EcFtc/0AXRwifCJowT0tLIzo62uMxZ8+eJSMjg6eeeop9+/Yxa9YsHnrooRbHVFZWerzt6VpVVVWsX7+ezMxM9u/fz5QpU9i4cWPT/Xl5eWRkZLB582YiIkJrqb+uuhQbNhQF1FKu6wJdHNFLWZkvbkW1NvkvXQLAbSpR1l4PI8Hep+1vQfNOXr16NWvXrvV4TGRkJNu3b2fYsGEA3HjjjZw6darpfpfLxfz58zl27BhQ3zQ+b948ampa1io7utaRI0dITk4mJSUFgIULF3Lw4EEqKio4f/4827ZtY8uWLQwdOrRbzzWURCrFZQ0D36SpXYS6P+tSihuWbL2xYbaGEOEgaMJ83LhxnR4zaNAgbr75ZgBqa2v5wx/+wFe/+tWm+202G1lZWaSnp3Po0CHWrFlDZmYmdrvd0rVyc3NJTk5uuh0XF0diYiKnT59m9+7d5Ofn43A4SEtLIycnpytPM+hY+TY7qqGpPUea2kWAdHVAVPPupALtZr8uA2CR0V8GvYUYb8ZFNOpNA+hCcjR7dnY2Tz31FMOHD2fnzp0t7hs7dizp6eksX76crKwsJkyYYPm8TqezTfDb7XaqqqpwOBw+KXsoukLZeVXDMV0d6KII0SVaa35jFlEH3KTimsaCiODXnebz3tT0HjQ1c28sXbqUI0eOsHTpUhYuXEh19b9Cpry8nF27drFo0SJ2795NSUmJ5fPGxsa2aZKvrq4mLq53N8eNIZpIIBcXZdJvLnqQr/rKP8DJR1QTg2Ku6j21tVDWm2rVvhBSYZ6Tk8Nbb70FgFKK2bNnU1lZ2dRv7nK5WLVqFXPnziUjI4PU1FRWrlzZJqA7MnLkyBZ98EVFRZSWljJixAjfPxk/6UpTVGfsyuBLRKOpn58rhD/5KsAbXdBuft1sn/K+IbZPtRBWhFSYFxUV4XA4muZ4v/fee7jd7qZ+7qioKFasWEFqaioACxYsIC0tDZvN2mInkydPJj8/n6NHjwKwd+9epk+fTmxsrB+eTWi5VsUA8CES5t3h66ASnlXqOp40L1CFyXXEyEpvIcQfFZNwFhR95oWFhSxevLjp9pIlS4iIiCA7OxuHw4HD4SAlJYVJkyaxatUqli1bhmma2Gw2duzYQXx8PFBfW586dWqLc7e+7elagwcPZseOHWzatAmn08nw4cN59NFH/fjMg0PjqlqejFUx/EYX87F2Uqs1kTJ4SPhZ8/dkV74AObXJDvM8X+BmCJHcYyTJoLcwZ+WzLFwFRZgnJSWxb9++du/Lzs5ucXvx4sUtwtiX14L62vmf/vSnLp8/XA1UUQwikvPU8gUuRiADiETwMrXml2YhubhIIpL1xmBiZU55r9IY6r2ldi/vbmHZ5Q1rs+dqV4BLInorq02vf9alfIiTWAy+ZwyivwqKeovoQb0lxBtJmAvLzVKXNdTGc5EwF/7TUWBb/XA+o138SZeigHuNJAbK2uuiF5Cvq8Kyy5QNNOTK4jHd1tuaAHuKqTXPmkWYwHTVp2ngpuhdemO/udTMRQuewmU4NhTwBW5qtNlzhQojrV/f3vihY0VXX5fDupKT1NAHgzkq0celEiJ4Sc1ctOCpxmhXBkOJ4gvc5OFiNJ43xhGiq5q//6wGe4Wu43e6/nHzVT8Z8CZ6FXm3C6/IIDjRXf6aa//fuoQKTK7Ezg2yiYroZaRmLrwyEjsHqeS4ruZrJAS6OCLEtQ71ro4hqNR1HNQVKCDV6I+S+eSil5GaufDK1Q0Dio5RTa3WAS6NCDddrbG/rauoBb5ENMOUtRUfhQgnEubCq9pQkopkMJE40ZyS/c39LtyXf23vvdeV53tQVwDwFRXf7TKJ0NZbZ4hImIsWrPwipDTUzj+WLVFFN3T0RcXbD+NcXcNpXMRhMF7JPgqid5IwF167RtWPYpcd1ERXeBvWna369qpZBsDNKp4o6SsXzfSmWroMgBOAd2/6xv3NP8dFia4lUZbKtCycm8wD4Zx2839UEQl8XXZEE72Y1MyF1+zK4Bpi0MBRXRXo4oSk7tYYwrUv3dvX5VVdiqa+Vi5fKkVvJmEuumRSwzzedyXMw05PfFFor+nc2yAv1LUc0ZUYwCwl0yRF7yZfZUWXXKdisGlFDjUU6VrZlaoLGvdeHp3cL+B9e4Go5Xf3mvt1GSZwg4qTzVREC4H+fQoEqZmLLolWBtdSP6r9iK4McGl6j3BtXvdWqa7jb7ocgG9IrVwICXPRdVOM+jm9r+tyWUAmxAW6JuPt9f9Hl1ELjCdGFokRAglz0Q0pRDOESIqp433pOw+IYK+le2pJ6OoXiApdx+sNtfJvGgdTM+EAACAASURBVH27XDYhwomEuegyQym+2tDE+VrDh6vwrLM501Ye39sd0OXUoLmaaC5X9kAXR4igIGEuuuVGFUcM9QPhvpCd1LolEP3h/rpm6/N6qp178wWlVNfxF12/SMxsqZUL0UTCXLTL6gd8tDKY3DBN7c2G9bFF93kTsv78EtDVc3cU0N0t6x91CTVoxhHDlQ0rEQohJMyFB1Y/dG9pWHnrsK7EpU1/FimsNQZgIKaqtfez9vUXhO6e74Su5m+6gghgnhHcYwWE6GkS5qLbhisbl2GjCpP3ZCBcSOmJLw2+uEaVNnnGLEQDM1UCQ2ReuRAtSJgLn7ilYetJaWoXvpara3jEPMdF6rgMG99SiYEukhBBR8Jc+MSXVRx2FJ9Sw1ntDnRxgoav+rN7amBcsI2WP6GrecwsoIBahhHFSiOJSNkZTYg2ZA1OC86dO8eGDRuw2WwkJCSQlZUV6CIFncaBcG/qCv6my1mg+ge6SCHNU3g3LgPrz2sE+txaa97HyS6zEBeaG1Qcd6n+2JTUP4Roj1e/GaZpcuDAAX7xi1+Qm5tLWVkZZ86c8VfZgsbx48dZt24dO3fupLi4mIKCgkAXqUd4W0ub0tDU/p6uQsuKcIDn1zDYF3xprSutDF2p6RfqWp4wL/CUeYFqNJNULMvVAAlyITywXDM/d+4cixcv5uzZswBcffXVFBYWsnLlSn79618zduzYTs/hdrv56U9/yq5du/jf//1fhgwZ0u5xBw4c4Gc/+xkul4vExEQefvhhrrzySlJSUkhOTm46buzYsTz22GNWn4Klchw+fJjHHnuMqqoqhg4dSlZWFtOmTQOguLgYt9tNUlKS19fsDS7DRjwGRdRxnloGI4OUrAiWpm1flaMx8Ds6X0f/X6c1r+ky/qhLcaGJQTFH9WOaiseQpnUhPLL8Vfehhx6iurqatLS0plpXv379iI2NZdu2bZbOkZaWRnS057mhBQUFPPDAA2zfvp1XX32V2bNns2HDBiorK1FKsW/fvqY/7QV5ZWWlx9ueylFVVcX69evJzMxk//79TJkyhY0bNwKQl5dHRkYGmzdvJiIiwtLz7W0MpfhSw9zff+rqAJcm+LVeMKW9Wq+/gj7YWgVOaxePmPn8TpfgaqiNbzaGMsPoI0EuhAWWw/z999/nnnvu4c4772z6v1GjRnHXXXfxz3/+09I5Vq9ezdq1az0eExkZyfbt2xk9ejQAEyZM4OTJk1RUVJCQ4Hl3JJfLxfz58zl27BhQ3zw+b948ampqLJXjyJEjJCcnk5KSAsDChQs5ePAg586dY9u2bWzZsoWhQ4daeq691VVImAvrXNrk92YxmeY5TuOiPxGsNQax0hhIomyrK4RllsO8X79+nD17FtXwLbnx748++oi4uDhL5xg3blynxwwYMIBbbrml6fabb77JddddR1lZGXV1daxatYpZs2Zxzz33kJOT0+KxNpuNrKws0tPTOXToEGvWrCEzMxO7veX6zR2VIzc3t0UzflxcHImJiTz00EPk5+fjcDhIS0trc13xL1c11MyPUY0p/eZNgq0m7El7S6z6o/zHdTUbzXPs02Vo4GuqD5uMoVyrYnx+LSHCneWvvjfeeCPPPfcc77zzDkopHn/8cTZs2MDZs2eZN2+eXwp3+PBhsrOzyc7Oxm63M2vWLJYtW8bw4cPZs2cPaWlpvPLKK0RG/utpjB07lvT0dJYvX05WVhYTJkywfD2n09km+O12O6tXr2bixIk+e17hbCCRDCCCi9SRh4sRyEYYjbq6slvj6PXmfdG+GtHeE9rrQ8/TLn5qFlAHDCOKpcYARsqmKUJ0meUw/8EPfsDp06c5evQoAP/4xz8AmDhxIg6Hw+cFe+2119i8eTNPP/10U5P7ww8/3HT/0qVLeeKJJ8jNzW26H6C8vJxdu3axaNEidu/ezYwZM0hMtLbIRGxsbJsm+erqasstD6K+xeYqFcNBXcEnupoR8gHdgi+Xaj2ZV0yJrmXOlu+j3bX83LzAF9rNFBXP1xqW2LV6Hn9qfX6tNc+bRdRRv1HPUjVA5o4L0U2Ww7xv3748++yzHDt2jM8++4zo6Gguv/xyLr/8cp8X6q233uKRRx5h165djBo1CoCysjJKS0ubmsGVUpim2aJW7nK5WLVqFXPnziU1NZUXXniBlStXsmfPnjY17vaMHDmSl19+uel2UVERpaWljBgxwsfPMDR0Niq5I1cRzUEqOKar+Qays5W/nNDVPG1eYNQD6wB4t2Ep3Rd1MW/qcuZVDmSsjgq6AWRHdCWfUkMfDO5U/SXIhfABryZuvvfeexw7doxvfvObzJgxg1dffZW3337bpwVyOp08+OCDPPHEE01BDvWD2ZYsWUJhYSEAL774IkOGDGnRxx0VFcWKFStITU0FYMGCBaSlpWGz2Sxde/LkyeTn5ze1Puzdu5fp06cTGxvrq6fXKzSOaP+UGtzSb+4Xp7WLx83zlGFS8vZ7nPn189yhErlXJTGACPKp5cmyczyvizzO+e/paXFObfJ7XQLAPNWPWJk7LoRPWK6Z//WvfyU9PZ1bb72V22+/HYCDBw/y5JNP8uSTTzJjxgyPjy8sLGTx4sVNt5csWUJERATZ2dk4HA4cDgcpKSkcOHCAoqIi7r///haPf/bZZ7n77rtJTU1FKcWgQYN48sknW0wTU0oxderUFo9rfdtTOQYPHsyOHTvYtGkTTqeT4cOH8+ijj1p9iUSDviqCYUTxBW4+o4YxyFaVnfGm/7tU1/GEeb5pZbSti1ag6+r45nceBGCCjuWoriRbF/GGrmAAkXxDdb2FxGr/vJVj/qRLKKWOUdi5UUn3lRC+orTFpbruuOMOysrKeOyxx7j++usBePvtt/nxj39Mnz59eOmll/xa0GCXmJiIaWre/+Rzn5xv2KB4vjgfmE1LWn8od6X29luziNd0ObNVX243/LMxRiBfI6uszh3v7LjG+w27jbuPf8BnuBiFnfuNwVw1vH+7j8ntY5JZkkck8LAxlMHNdhqz0oXSUThbeUx7xxTqWn5ofoEJ/MgYEhTjKULhPRRI8vp0ztev0firR2AYipKSEq8eZ7mN67PPPmPJkiVNQQ71zdKLFi3is88+8+qiIvw1NrUf76XzzRtHn7c3zas7rtj0IJ81zMdOMwYS5aG/+eaYBG5WcdQCz5uem9u7y8pSr6/qUuqAySouKIJciHBiOcwTExN58803cTqdTf9XXl7OgQMHiI+P90vhROga3TAlLRcXtb2w37wxwK02nzcP/I6+APSfdjOXLJhDFIr7jEH0VRFtHtvaXNWPWAw+ppo3vNie1tfT3op0LYd0BQr49240+Qsh2mc5zBcuXMihQ4e44YYb+MY3vsHMmTO56aabOHr0KHPnzvVnGUUIilcRXEIUbjSf4wp0cYJeZ+EZERvDlY/8CIDbVF+SVctBnR0FeoKKILVhB7vf6iI+0c52j+tIV+fFt7ZPl1ELTFCxXKJkzX4hfM1ymK9YsYJ77rkHgFOnTvH555+jtWbRokXcd999fiugCF2jGppSc3RNJ0eKzlx6711ED7uE8g8/5t+U52WNW5tsxPE11Yc6YId5nu11BYz/3a8ZfPs3WxynteY9XcWGurOk5x7nd6e/4G2zkpgRye2f2KISXcvfGloFZkutXAi/sDya3TAMvv/977N27Vo+//xz6urqSE5OlgVVwpC3TcQdGY2dg1RwUtfw9c6O7eKc9mDRnfI3f53be3y5riP53rvq79/8EyL+65ttjunMt1U/bCj26TL+STV9J42n76TxvGAWMU/VXz9bX+QtXb8x0VncfGjW1+K//PofufDKXzjm2Ijp9H4MxH5dhhvNeGK4VFmbJiqE8I7HMH/33Xe5/PLLSUpK4t13321z/yeffNL070mTJvm+dCKkjVZ20HCSarTWTev5e3xMiIe6P7ysS4mMj+PiX/9G6bvvd+kcEUpxh+rHTTqeL3DxvY0/YOSD6/ifqHJytQsNnKQGO4o7VCIl1JGja7Bj8Hd3KYNunUVkYiIf3bvOq+ue0NX8VZcDMNuQWrkQ/uIxzO+66y4yMzOZO3cuS5Ys6fDDWCnVItiFABhMJPEYlGHK/uZddFxX87ouR9fW8tljP+v2+YaoKIYQxZldz1H+4cfc8vs9fEp9N0gsBmuNQU3dI42u/cbXGf/CM/T/yg3cdPQAvzILmakS2vTbt1aka/lP8wJ1wEyVICPYhfAjj2E+ceJEkpKSAKl5C++phv3Nj+oqPtbVLeY5i865tMmvzUI08PnOZ6g89qlPz1969AM2GJdwVFcRj8FVKrrdbUf/8b8fcEa7+N4Hr9FnbApHdCVHdCUnM7fzRkb7XzC01mSbFynHJIVo5ir/rDUghKjnMcz37t3b7r+FsCqFaI5SxcfayQysb/4RqtobZ9DVsQcf4qSQOiqPn+TzJ3/pl66HfirS0oC6S5WN976VSnTyMC5dnsqlyxYx+kff422zkslG23Ezb+oKPqaaOAyWG0lBtz68EOHG8mj28ePH89xzz/mzLCIMpTTsTX2M6l4937wrjjZsnHL3lybx6WcXfFWkbqnO+4KTDz/Gyc0/AeDnNef4Z6vpbkd1Jc/rIgAWqf5N8+GFEP5jOcy/8pWv8Pbbb/t1FSkRfvqrSIYSRQ2ak/SeKWrNF36xugpc82NqtMmHDSE5UVnf6Ken9jg/88yz5P1qL4Ytip3mBS65cy4xI5L5yeen+LlZSB3wDZXAl70ouxCi6yxPTRswYAD79u3jlltu4corryQmJqbpPqUUTzzxhF8KKEJfiormrHbzsXY2LfMaDpqPvLe6GYlVH+HEheZybAxopx87GOQ88lPsgwcy6NZZjMn6MQD/ny5FAXNUIt9UCZZmMAghus/yp8RvfvObpn9fuNCyyU9+YYUn16gY/keX87GupqO1An0dhj2hscz+KHdjE7s3tfJGjWvC+1qb9Qe05pO1D/Gjby1m29ED2JL6c82I0cw1ErkyjL60CREKLIf5li1bJLRFl1yBnSgUp3FRquva9KGGWoj7m6tZE/v1wd5MbZosGnFp083nZH0AIQLCcpjPnj2b2tpaYmOD/MNFBB2bMhiDnY+o5hPt5EbVOzfmsVpb/ohqatBcho2BMp1PCGFBpwPgKisr+e53v8v111/PxIkTufvuuzl79mxPlE0ECV/UnBtHtX9EaG+JarVZvTuv2dGGJVUnBOHANyFEcOo0zJ966ileffVV6urqMAyDI0eOcP/99/dE2UQYaQzzT7QT0w8zIpqHrL/6sXuCW2v+3oVR7D3N1/u0CyG6p9Mwf/nll7nuuus4cuQIH3zwAXfddRfvv/8+OTk5PVE+ESYuIZJ+RFCOyVncgS6OT/jjC8OJhib2ZKK63MQuIStE79NpmBcWFnLrrbfSt29fIiMjWbJkCVprzp8/3xPlE0Giu8GllGoa4XxCh3ZTuz/9o6FWfq2K6eTIwAjVFg8hwl2nYW6aJtHR/5pm0ji/vK6uzn+lEmFpDPUbbRyX/c07FOxh3pwEuxDBw9Jo9pqaGioqKgCa/q6urm76N0B8fO8coSysu1JFg65vStZac8Xw/j45b/NQCcWAaWwWL9BuCqglFoORdG2HMX83sUsTvhDByVKYZ2ZmkpmZ2XRbKcV9993X4rZsgSo6M5hI+hJBKXWco7bNQjGhuHCMLzXOLb9GRRMRAms6tFlERggRMJbWZtdae/xjmqa/yylChKeR5PX95vU1Tn/1m/dkzdHXI7obV327Du9HscvociF6t05r5seOHeuJcohe4ktE8y5VfKKrmdYLtkS1qkjXkkMNNhTXhUB/uRAiuATnDg4ibKWoGNDwT5xebYnafFMTK8eFmncbauVjVQzRyvJmhl4L1ddHCOGZ/z41hGhHkopkCJE40XzWzpao3vTDxtijAhZOvlyYRmvNOw2rvk0K4oVihBDBS2rmFp07d44NGzZgs9lISEggKysr0EUKGt6G2jUqhnxdzkcNA75CSWeD9LoyiO8fOPkcF7EYXIs0sQshvCc1c4uOHz/OunXr2LlzJ8XFxRQUFAS6SEHD24FX1zT0Cf/Dz2Huj2VdfX2+Wq150ax//W5VfbH5sYldCBG+guaTw+12s3XrVsaMGUN+fn6Hxx04cIDbbruNb3zjG9x5552cOHHCp9c6fPgwc+bMYebMmSxbtqzp/mnTppGSkkJxcTFut5ukpCSvryvqXYkdO4o83MSMHBHo4gTUAV1OPrUMIpLpSgYECiG6JmjCPC0trcVKc+0pKCjggQceYPv27bz66qvMnj2bDRs2tDimsrLS421P16qqqmL9+vVkZmayf/9+pkyZwsaNG5vuz8vLIyMjg82bNxMREdHm8cIamzKaNhEZcsetnR5vtTbcE1OzfDkF7Lx280ddAsBCox+RPppb3pMbzbReJ0AIERhBE+arV69m7dq1Ho+JjIxk+/btjB49GoAJEyZw8uTJpvtdLhfz589vmk53/Phx5s2bR01Ny4FWHV3ryJEjJCcnk5KSAsDChQs5ePAgFRUVnD9/nm3btrFlyxaGDh3arecq4KaGPc0Hz/l3CIEFUnxNa81eswgXmskqlrE+HPjWUaj6M+AlyIUIrKAJ83HjxnV6zIABA7jllluabr/55ptcd911TbdtNhtZWVmkp6dz6NAh1qxZQ2ZmJnZ7y6UxO7pWbm4uycnJTbfj4uJITEzk9OnT7N69m/z8fBwOB2lpab1i17jWH9C+DIMrsJNEBNHDLqHflBt8dt5G/ggXX9Z4P8TJP6kmFoOFyjfL2rYWY+941zVftTDIYjVCBIeQHc1++PBhsrOzyc7ObvH/Y8eOJT09neXLl5OVlcWECRMsn9PpdLYJfrvdTlVVFQ6HwyflFvUMpZii+vDfuoTh/7GM4r8dDnSRuszbEey1WvO7hkFvs1Vf+ijpshFCdE/Q1My98dprr/HAAw/w9NNPNzW5NyovL2fXrl0sWrSI3bt3U1JSYvm8sbGxbZrkq6uriYuL80m5RUszVB9qy8rpd9OX6TtpfKCL4zOd1Vb/T1eRTy0DiWSGDHoTQvhAyIX5W2+9xSOPPMKuXbu49tprW9zncrlYtWoVc+fOJSMjg9TUVFauXNkmoDsycuRITp061XS7qKiI0tJSRozo3SOuu8JKTTVWGZzZ9RwAl333P9BerAjXk3w9oOxIwwIxX1N9fDborTlZ5U2I3iekmtmdTicPPvggO3fuZNSoUW3uj4qKYsWKFUydOhWABQsWMGTIEGw2m6XzT548mfz8fI4ePcrEiRPZu3cv06dPJzZWVuXyh9HJ/YhM6MOwZYvod9OX+YRqUvy8aIrVZWGb8+VubuW6jo9xYgCTVGBafKSPW4jwExRhXlhYyOLFi5tuL1myhIiICLKzs3E4HDgcDlJSUjhw4ABFRUXcf//9LR7/7LPPkpSUhFKqKcgbtb7t6VqDBw9mx44dbNq0CafTyfDhw3n00Uf98Ix7r9ZhWltWzumndjHqwXX83izmKsPz9MTmnDXupkFeoRJQ7+oq6oBriSGhB/rKRyf3C5nXRgjRdUER5klJSezbt6/d+5oPcJs9ezazZ8/227Wgvnb+pz/9qVvXEN7Z/8Pt/NA8Sx7upg1HwtW7DU3sNwSoVi6ECE9BEeYiNPmq6dmmDG5TiezWF/mDLkbZotAut0/O7S+ta7tWar8Vuo6T1BBB/e5oPUVq50KEv5AbACeCjy+C4kYVx1CiKKSOoYvmdXhcKA/u+lhXo4EriCZG1mAXQviQfKKILvF1qEYoxRwjEYDk7ywBI/zemh9Sv7FMT9bKhRC9Q/h9Yoqg5mm/8uuIYSCRRF86lP633NTiuGBpJu5qOUyt+bhhl7hrAxTmslqbEOFLwlz4VHfCwlCKrzSs2T40dW6Xr++pDFED+hF7xagen9P+KTVUYDKQSIb4eaiKBLYQvY8MgBNB5WYVz+9dFxgw4xYKda2lxxh2O8+bRfxdV2HDoIw6+mDQ7+bJFB96G4AL2s0u8yI3v/c6AHcceJ4zzzzLvudfZoDy/6/BIV0BwCQVi+qBjWVO5hUzbFC8x/XZhRDhQ8JcdJsv+8/7qghutCXytq7kruee6LSWaRuYxLW7fsZfdXnD/9QBUInJdc/9nIuvH+R5s4i3dSWVmNhQVJWXM2D6FAZMn8ID5hcsVwO40Yj32XNozalNjjZMubtZ+e86QojeS8Jc+ISVpl2roX+r6ssRdymXfPtbFGg3g1X7tct+o0Yw/ve/JmZEMgOJZJkxgBgM4jE4pCv4r+oLDJg+pSnoryWGe40kJs4Yw2XfXUXcFaPoO2k8u/VFEnQEKX7qy35XV+JCcyX2Dp+LEEJ0h/SZi6AzREWR/9LLqMhIXjCL2+3fHj1iAFfv3EbMiGQuw8ZDxhCuVNEkKxv9VCSzjUQO3/B1TvxoC3eoRL5nDOI+YyCxysB1oZATD2Xy/reXMUslUAcdXqe7qrTJy7oUgClSKxdC+ImEueg2qwOu2juuo8fm7vhP3CWlfIiTP+sy6poFrak1w5bMJ+G6FKrP5rPeGNzuNqLu4hLOPvsi3zT6cpWKwWinr/p2lUgfDM7i5hQuS8/DG7/RRRRTx0hsTJZV34QQfiJhLoLO6OR+1OSf59j3MwD4gy7hu+YZBs/5dy79zhJWm3lc8fADAJx8eCux3ViAJVIpbmyoMTcOUvOVN81yDutKolAsN5KI6IGBb0KI3kn6zEXQenvXH3jdLOeALiOfWq7a8QgAbjR2FKd+8xKF+1/v9nVuVnH8RZfxjq5kvu6H3Qers32inTyniwBIVf0ZIn3lQgg/kjAXXunpdb6nG32YTh/2m2X8ThejTZPlEQO52Yhn9IObun3+xuczEhuf4eKQrmSG6uP1eT7QVeToGmIwqMDkgC6jjvo9y6f4caS8VbI+uxDhTcJchISZRgLJOoolC27l5t+/1uXzdDSifqaRwH+ahfxFlzJVx7dpEu8oCKu0yW91EW817IbW4pwqgbkqsctlFUIIqyTMRdDpKDivVjGUvv2eX645nlgGE0kBtRzVVZYGq72nq9hrXqQCkyhUU40+Ehil7IxVsX4pqxBCtCZhLrrkZF5xWDXdGkoxUyWwRxfxR13CBB1LpFIdrg1/Wrv4pXmBWuAK7Cw2+jNM2QJQciGEkNHsIoiNTu7Xo1ue3qTiGUIk56nljYaFZtr7suLUJr9oCPKvqHgcxmAJciFEQEmYi5Dky5BvPFekUswz6v/9J13KWe1uc2yNNvmZeZ58ahlKFAtVvx5Za10IITyRZnbhkactS8PRdcQwjhg+wMl2s4B7jSQuWTCHx+sKiFUGn+oaiqmjHxHcZwz0yTQ2IYToLvkkEiGnO18sOtsiVSnFCiOJL2GnlDp+YhYwZmsGH1HNO7qKYuoYQiTrjcEMlLnjQoggITVzEdL8MQDPpgzuMwbxze0PcenyVExnNd+55EtEoBioIrkSuzStCyGCioS58LnGke7NR7uHWjO9XRl8/v9+zun/3AWmZu+pC4EukhBCdEjCXISt1rX2jqaZeaJdbQfBhZLmX6bCaSqhEKIl6TMXXuvpKWO+0luDLBR/VkII70jNXAREY1N8dzhr3Hxx3rc7nYWj3volRojeRGrmQgghRIiTMBd+1br23dnUMG/O5StScxVChDoJcyGEECLESZ+5BefOnWPDhg3YbDYSEhLIysoKdJFCngzKEkII35GauQXHjx9n3bp17Ny5k+LiYgoKCgJdJCGEEKJJj4a52+1m69atjBkzhvz8fK+PS0lJYdasWU1/HA6Hz8tx+PBh5syZw8yZM1m2bBn5+flMmzaNlJQUiouLcbvdJCUldem6IjiF6lQ7IYRo1KPN7GlpaVxzzTVdOq6yshKlFPv27fP42MrKSuLi4jq87akcVVVVrF+/nl/96lekpKTwzDPPsHHjRp5++mny8vLYtm0bmzdvJiIiotPnIHwvVFeTE0IIf+vRmvnq1atZu3Ztl46rqKggISHB4+NcLhfz58/n2LFjQH3z+Lx586ipqbFUjiNHjpCcnExKSgoACxcu5ODBg5w7d45t27axZcsWhg4d2mn5RUsSvkII4V89Gubjxo3r8nFlZWXU1dWxatUqZs2axT333ENOTk6LY2w2G1lZWaSnp3Po0CHWrFlDZmYmdrvdUjlyc3NJTk5uuh0XF0diYiIPPfQQ+fn5OBwO0tLS2lxXhDeZuiaECHYhM5o9OjqaWbNmsWzZMoYPH86ePXtIS0vjlVdeITLyX09j7NixpKens3z5crKyspgwYYLlazidzjbBb7fbWb16NRMnTvTZcxGB54sV6IQQIliEzGj25ORkHn74YS677DIMw2Dp0qUUFhaSm5vb4rjy8nJ27drFokWL2L17NyUlJZavERsb26ZJvrq6uk2fuxBCCBFMQibMy8rKyMvLa7qtlMI0zRa1cpfLxapVq5g7dy4ZGRmkpqaycuXKNgHdkZEjR3Lq1Kmm20VFRZSWljJixAjfPRER9GR0uxAi1IRMmB8/fpwlS5ZQWFgIwIsvvsiQIUNa9HFHRUWxYsUKUlNTAViwYAFpaWnYbDZL15g8eTL5+fkcPXoUgL179zJ9+nRiY2N9/GzCW7AGYbCWSwghuqvH+swLCwtZvHhx0+0lS5YQERFBdnY2DocDh8NBSkqKx+PuvvtuUlNTUUoxaNAgnnzyyRbTxJRSTJ06tcV1W9/2dP7BgwezY8cONm3ahNPpZPjw4Tz66KO+filEN/REIEt/uhAi1CittQ50IcJBYmIipql5/5PPfXK+YYPig2p7z47Crb2R3p6CsPVccW9Hijd/nLevUetrtrcJTOtju1LGYBFs76FgJK+RZ/L6dM7Xr9H4q0dgGMqr8V4QQqPZhegKqWELIXoDCXMRUkK1liyEEP4UMgPghPC11nurSy1eCBGqpGYuAkJqcLoszwAAIABJREFU2EII4TtSMxdCCCFCnIS5EEIIEeKkmV2IDkhXgBAiVEjNXPhc64FlQggh/EvCXIQ1+VIhhOgNJMyFEEKIECdhLnqV9mrqUnsXQoQ6CXMR1mQhGCFEbyBhLoQQQoQ4mZomekSoNGVLTV4IEYqkZi78JlQCHEKrrEII0ZrUzIVfSUgKIYT/Sc1cdJkEtRBCBAcJcyGEECLESZgLS0K9Fi5LzAohwpn0mQuvSSgKIURwkZq5EEIIEeIkzIUQQogQJ2EuRDukK0EIEUokzIUQQogQJwPgRFiTGrYQojeQmrkQQggR4iTMhRBCiBAnYS6EEEKEOAlzIYQQIsRJmAshhBAhTkazW3Tu3Dk2bNiAzWYjISGBrKysQBdJCCGEAKRmbtnx48dZt24dO3fupLi4mIKCgkAXSQghhACCKMzdbjdbt25lzJgx5Ofnd/u4rl7r8OHDzJkzh5kzZ7Js2bKm+6dNm0ZKSgrFxcW43W6SkpK6dG0hhBDC14ImzNPS0oiOju72cZWVlR5vezpHVVUV69evJzMzk/379zNlyhQ2btzYdH9eXh4ZGRls3ryZiIiITssabmQbUSGECE5BE+arV69m7dq13TrO5XIxf/58jh07BtQ3jc+bN4+amhpL5zhy5AjJycmkpKQAsHDhQg4ePEhFRQXnz59n27ZtbNmyhaFDh3r79IQQQgi/CZowHzduXLePs9lsZGVlkZ6ezqFDh1izZg2ZmZnY7XZL58jNzSU5ObnpdlxcHImJiZw+fZrdu3eTn5+Pw+EgLS2NnJwcS+UVQggh/C3sRrOPHTuW9PR0li9fTlZWFhMmTLD8WKfT2Sb47XY7VVVVOBwOXxdVBJHRyf0CXQQhhOiyoKmZ+0p5eTm7du1i0aJF7N69m5KSEsuPjY2NbdMkX11dTVxcnK+LKYKMjAcQQoSysApzl8vFqlWrmDt3LhkZGaSmprJy5co2Ad2RkSNHcurUqabbRUVFlJaWMmLECH8VWQghhOi2sGpmj4qKYsWKFUydOhWABQsWMGTIEGw2m6XHT548mfz8fI4ePcrEiRPZu3cv06dPJzY21p/FFkIIIbolKMK8sLCQxYsXN91esmQJERERZGdn43A4cDgcpKSkeDxu8ODBKKWagrxR69udnWPHjh1s2rQJp9PJ8OHDefTRR/30rIUQQgjfUFprHehChIPExERMU/P+J5/75HzDBsXzxfkKn5wrXPnjNWocCBcO/efyHuqcvEaeyevTOV+/RuOvHoFhKK/Ge0GY9ZkLIYQQvZGEuRBCCBHiJMyFEEKIECdhLoQQQoQ4CXMhhBAixEmYCyGEECFOwlwIIYQIcRLmQgghRIiTMBdCCCFCnIS5EEIIEeIkzIUQQogQJ2EuhBBChDgJcyGEECLESZgLIYQQIU7CXAghhAhxkYEugBDBJBz2MRdC9D5SMxdCCCFCnIS5EEIIEeIkzIUQQogQJ2EuhBBChDgJcyGEECLESZgLIYQQIU7CXAghhAhxEuZCCCFEiJMwF0IIIUKchLkQQggR4iTMhRBCiBAnYS6EEEKEOKW11oEuRDiI+P/bO++4KK7tgX93YSkLSBMWkCagKBpBY0ONPo2xG6NPk1iSGI0vedGHRn2WiMYSWwpqNIoaBY0RLNjSLETsJdglYgnSDL1EkLYsO78/+DA/MHkajbLIzPefwMzs5nCce84995x7rpERer0eK6sGT+T7lEoFer38T/MgZB09GFk/D0fW0YOR9fNwnrSOCgsLUCqVVFRUPNLn5FPTnhAmJiZotVqUSsUT+84n+V31FVlHD0bWz8ORdfRgZP08nCdr95WYmJg88ufkyFxGRkZGRuYZR86Zy8jIyMjIPOPIzlxGRkZGRuYZR3bmMjIyfxk5KycjUzeRnXk9Rza+D0ar1ZKdnc29e/cMLUqdJTU1lczMTAAUCoX8Tv0Jsk7+nNLSUmJjYzl+/LihRXmm0Ov1j/wZuQCunnLt2jX8/PyASkOjUMgVqfdz7949PvjgAwoLC3FxcaFHjx4MGDDA0GLVKebMmcOvv/6Kubk5Pj4+zJw509Ai1TlWrVpFcXExL7zwAoGBgYYWp85QVFTE2LFjady4MdHR0fTt25f58+cbWqw6SWhoKAA6nY5///vfGBkZPbLdliPzesgnn3zC0KFD+f777wE5mvoztFot//nPf2jbti2LFy+mUaNGnD59usYzUtfZ0qVLyc/PZ9myZYwaNYpffvmFw4cPG1qsOsXMmTM5c+YMLVq0wNbW1tDi1Bn0ej3Tp0+ndevWLF68mG+//ZbDhw9z5MgRQ4tW55gyZQqXLl3CzMyMq1evMmfOHIBHDsBkZ14P0ev1vPrqq6xcuZI9e/YAskO/n7S0NARBECOHV155haSkJNLS0oiPjwekrbPy8nLS09MZN24cGo2GDh06oNFoSEtLM7RodYaUlBQSExNZv349/fv3Jz8/n6ioKA4dOoRWqzW0eAbHzMyMoUOHAuDk5ESfPn3IyMhgx44dZGdnG1i6usGZM2fIz88nNDSU0aNHM3r0aHQ6XY1n/mrzGNmZ1yMqKirQarXEx8fTrVs33n33Xb788kv27t0rPiMIgmQdVHUUCgWOjo6kpKQAkJCQwJ07d/jss8+YN28eCxcuFJ+TIiqVCgsLC+Li4igvL0etVuPt7U1+fv4fnpXq+6RWq2nQoAF6vZ6dO3cye/Zs4uPjCQ4OZsWKFWKdgdQQBAGlUklJSQmTJ08mNTWVPXv2EBkZSX5+PmFhYXz++ecUFBQYWlSDY2xsTFpaGomJiQA0aNCAM2fOsGjRIiZMmIBOpxOX3B+G0dy5c+c+ZXllaoHy8nLKysowNzenc+fOtGzZEnd3d6ysrAgNDcXKyormzZujUCjIz8/H3Nzc0CIbDEEQsLGxwdnZGVdXVxQKBWvXriUoKIjhw4fj5ubG/v37adOmDTY2NoYWt1Y5c+YMiYmJeHh40LlzZzw8PLC0tATgyJEjFBYW0q1bNwAuXLiAs7Oz5CY8er0ehUKBubk5O3fuJCYmBgsLC6ZPn87AgQPp2rUrmzdvRqlUEhAQYGhxaw2tVkthYaFoW/r168fx48eJjY1l69atLFu2jGHDhtG3b19CQkJwd3enSZMmBpbaMJSVlSEIAq6ursTHx7Nv3z4KCgqYMWMGr776Kt26dSM2NpZdu3bxyiuv/KUxJrdzrQfMnz+fnJwcioqKGDBgAIMHDwbAwsKC/v37IwgCq1evxs7ODp1Ox7Zt21i5ciUmJiaSMcTFxcVMmzaN+fPnY2dnB0DLli3F+0uWLEGlUgHg7++PQqF4rIrSZ5kPP/yQ5ORkSktL+eSTT9i1axd2dnbo9XqUSiUqlUp07Lt37yYkJISdO3ei0WgMLHntsXz5cu7evYu9vT2vvvoqISEhBAUFERUVxWuvvQaAr68vo0ePJioqipEjR4rvVX1Gq9Uybtw4XFxcmDRpEhqNBoVCwerVqykuLmbSpEl06NABADs7O1q3bo2xsTTdz5w5c7h37x7JycmsXLmSSZMmcejQIe7cuUOvXr344IMPALC2tmb16tWUlZVhZmb20O+Vl9mfcT766CMyMjJ4//33GTRoEPPnz+eLL77g7t27QKVDHzhwIFOnTmX8+PEsXbqUKVOmYGpqKhlHDrB//36io6N5/fXXycvLA6iRmyouLiY1NRW9Xs+GDRswNTXF09PTQNLWPuHh4eTk5PDNN98QFRWFtbU1S5YsqfGMlZUVLi4uHDlyhLCwMDZs2CApRz5nzhyuX79O165duXDhAp999hnR0dFMnjwZlUrF4sWLxWdLSkqwtbWVzBgrLS3l7t27KBQK1q9fT0ZGhnhPrVaj1WoJCgoiMzOTBQsWkJWVRffu3Q0osWEIDg4mJyeHiRMn0qRJE4YPH45arWbkyJG0b9+e3377TdTdpUuXyMnJ+UMO/X8hzalRPaGiooKysjLmzZuHg4MDzZo1w8PDg2nTpqHX65k0aRJQOZiys7NxcXFh9erV+Pj4GFjy2ictLY0PPviAxMREBg0axN69e8WVCmNjY86fP09kZCQlJSWYmpqyZs0alEqlGJXWd37//Xe6dOki/j5kyBDOnj0LIP799vb2TJ8+ncaNG7NixQqaNm1qEFkNQVpaGrdv3+aLL77Azs6OVq1aERUVxdmzZ6moqGDNmjVMmDCBESNG0LBhQ27cuMGKFSskE30mJSVha2tLp06dOHbsGOvXr2fcuHE4OTkBlauHs2bNYtasWZiYmBAeHo6xsTEVFRUYGRkZWPraobS0lLy8PD799FMsLCxYsmQJY8eO5datW7Ru3RpHR0ccHBxYuHAh7u7uREdHs3LlSnE17GHIOfNnGKVSSVhYGLdv3+Yf//gHUFk16u/vz+LFi7GwsOC5554jMTGRsLAwFi5cKCkDXJ179+7h7OzMmDFj+OWXX/j8888ZNGiQOFA8PT3x9fWlU6dOjBkzRnKG5rfffiM9PZ0OHTqgUCi4d+8e58+fp2/fvmKO2MLCgvT0dBYsWCC5XGdFRQXHjx+nWbNmaDQa1Go1Pj4+5ObmcuXKFfz9/ZkwYQINGzakRYsWvPnmm3h7exta7FpDpVLRrl07OnbsiCAIXL9+nbi4OLy9vWnQoAHW1tYMHjyYfv36MXDgQIyMjCQ1vgDu3r3LihUr6NChA87OzgiCwNatW/H29qZJkyY4OjpiZmaGqakppaWlTJ069ZHGmdw05hmlqqHAxYsXWbNmDb169RK3gQBER0ezbNkyNm7ciLm5OYIgYG1tbUCJDU/1KHvq1KmcPXuWH374ASsrK3bs2MGwYcP+9FmpUFBQQIMGDQD48ccf2bp1K5s3b0ahUHDs2DEcHR1xcXERn5EaU6dOJS0tja1bt4rX8vLyWLhwIXZ2dsyaNcuA0hme4uJi1Go1UGl/Dhw4gK2tLZMmTWLLli04OTnx8ssvA9JtZHXz5k2sra3F9NT48eMZPHgwPXv2BCArKwtHR8fH+m5pWat6RNVAaNy4MR06dODYsWNERUWJ99u1a4enpycqlUqcGUud6s558eLFdOrUiUGDBjF79mwiIiJq7OeUmiMXBKGGk1apVFhbW6NQKNi9ezezZs3CwsJCko68qhDys88+o7i4mNGjR4v37OzseOutt/jll18oKioykISGRRAE9Ho9arVa3ELVs2dPBgwYQGlpKQMGDOD48eP069dP/IwUHTlAkyZNatSZqFQqHBwcAIiIiGDatGmP3VpaWhbrGScuLq6GwdDpdNjY2DB48GBatmzJkSNHWLZsGVC5jaiqMYrUqV5AUjVQVCoVS5cuRavVkpiYyPbt2zEyMpJEBfv9TSi0Wq1oXKuaeTg6OuLq6sq3337Lxo0b2bBhA25ubrUua11AqVSKTWDCw8MpKSnh9ddfFxvopKSkoFarJZMfrxojZWVl4rWq+pKcnBzxWrdu3UhKSsLV1ZWwsDAxdSVVqtJV1bl79y7l5eXs27ePyMhIZsyY8Zdz5PcjO/NnhAMHDjBnzhxOnDhBSUkJgGg8jh07hpeXF0OHDiUmJoaxY8fy1VdfsXjxYuzt7Q0pdq1zvzPW6/UYGxuj0+mYNm0aN2/eFO99/PHHeHp61ijGkUJEXtWEYunSpQCYmJgAEBISwq5du8Rr4eHhrFixgpCQEEnVWtz/Dul0OlFHJ0+eZPPmzdjY2DBt2jTeeecd1q5dy9SpUzE1NTWEuLVKVUOYxMREPv30U7Kzs8VtnMOHD2fLli3is5GRkahUKjZu3CiOQankyO+ftFTpDWDbtm1il0lvb29WrVrFpk2b+PTTT2nWrNlj/z+lMZWsB/Tu3Ztr166xbds2oHLWa2ZmJh6EUZXH69atG7m5uRgbG0tuab0qz52SkkJMTAyNGjWiY8eOWFpaMnXqVExMTGjTpg1QuXXIz8+PGTNmiIZGKpEVVDYZOnToEF5eXgwbNoyVK1dy8uRJ8f1q1qwZQUFBvPTSS5IrdlMqlQiCQGFhIYCYWpg3bx4JCQn079+f0NBQrl27Rnl5OQ4ODri4uBhS5FpDoVCQl5dHVFQUrq6uODg4oNfrmTlzJs8995y4RxrAz8+PYcOGicVuUhlfVYV9giAQHx+Pp6enWEswc+ZMcnNzxfqm9u3bs3//fjZu3Pi3J8xyAdwzxoYNGzh69CgjR47E09OTI0eO8Pbbb2NiYoJWqxUjCKlR3ZGPHDmSLl26cOLECfr06UOLFi2wtrYW97XeX3wjharaPyvo++abb7hz5w6TJ0/m4sWLtG7dGpVKJU5spKCX6pw6dYpOnToB8MYbb2BiYkJFRQXvvPMOTZs2ZcKECWzZskWyY6xq3Kxbt469e/fSvHlz5s+fj1qtJjU1VUzD3D8xllIxaZWO9Ho9o0eP5s6dO/j7+zNgwACaNGnC119/zX//+1/x3dJqtZSVlT2RTpPy1rRnhGXLlrFz506mT59Obm4uP/74Iy4uLgwcOBBzc3PKy8sla2SgMmLIzMzk2LFjBAYGEhQURMeOHTl//jz5+fl06dIFOzu7P11Kl4KhqTo0Zv/+/Tg5OWFqaoqpqSkrV66kcePGdO7c+Q8RlBT0UsXPP//MwoUL0ev1REdHY29vz5gxYxAEgfnz59OjRw+CgoIwMjJCp9NJSjdVY6a0tBSVSkWbNm1QKpVcu3YNvV6Pl5eXmM7T6/V/mABKqdit6m8NCQnB1dWVRYsWceHCBW7duoW5uTljx47FyMgIrVaLSqVCpVL9pe5ufwXZmddRqjsdnU5HaWkp165d4/z580yaNImsrCx+/PFHbG1t0Wg0ku61XqWr6dOnExkZScuWLfH390ej0YhFXOXl5Tz//POSMsJQs+gmOjqa7du3Ex4ejo+PD/7+/jRq1IidO3fSpk0brKysJKefKszNzbG0tOT06dMkJSWxaNEinJ2def7557G0tGTBggW0bt0aZ2dnSemoKtd769YtJk6cyJkzZ4iLi+Nf//oX+fn5nDp1Cq1Wi4+PD8bGxpJy3NWpPs7Wrl3L1atXGT58OB4eHvj5+REXF0d8fDwKhQJvb++nsuIlO/M6SlXe7tatWzg4OODm5oaNjQ1nz57l/PnzTJ48mdzcXCIiInBxcaFx48aSG0jVB5BCoeCll17i119/5caNG7Rt2xYLCwscHR2xtLRk37599O7dW1KrF9Vzdzdu3MDV1ZVevXqhVquJiIjg3Llz6HQ67O3tcXBwkFRr1iqqJoLm5uY4OTmh0+nYvXs3Wq2WwMBAoLJ+4LfffqO4uFisuZACVUvGVS1YX3jhBQICAsSzyYODg8nOzubs2bPk5eXh5+cnqbRMdarskCAIpKSkcPLkSYqKimjWrBmOjo74+fkRHx/PmTNnMDc3x8vL64nLIDvzOsZnn32Gh4cHDRo0YMuWLaxYsQJfX19cXV1xdnbGzs6Oo0ePcuvWLSZMmEBZWRnt27eX3P7fqjzc7du3Wb9+PXFxcZSVlfGvf/2LgwcPcuLECRwdHXFzcxP3kA8aNMjQYtcaVcuder2ecePGcfjwYaKjo0lOTuaNN96ge/fuKBQKIiIiOHDgAFlZWQwcONDQYtcqVZMdvV5PRkYGOp2OTp06YWNjQ0xMDIWFhQQEBGBkZMRPP/1ESUkJXbt2NbTYtUbVCYtLliyhUaNGTJw4ER8fH1566SUiIiK4dOkSU6dO5ZdffkGr1dKpUyfJBRTVWb58OTt37uQ///kPtra2nDt3joKCAtzc3HBwcMDX15c7d+7Qs2fPx95+9iBkZ16HmDdvHps3b2bfvn0MGDCAFi1akJWVxQ8//ICbmxuurq44OTnxyy+/8OOPP5KVlcX48eMl58ih0tAkJyfz1ltv8dxzz6HX6zlw4AC3b99m7ty57N27l6+//prMzEzu3r3LZ599Jq52SMngzJo1i0aNGhESEoK9vT2pqans3r2bLl260K5dO3r37o2TkxMjRozA1tbW0OLWGtUd+RtvvMHp06f54osv0Ov1tGzZEo1Gw7Zt27h8+TIlJSXs37+fSZMmSWarZ9WKxY0bNzh9+jRHjx6lV69e2NjYYG5uTkBAAHv27KF9+/b06tWLwMBAsS5DKuPr/lRoSUkJ165d49y5c4wZMwaAo0ePUlRUhIuLCxqNhg4dOmBlZfVU5JGdeR0hPT2dxMREvv76azIyMvj4448ZOnQonTt3JiEhgf3799OoUSPc3NzIysoiICCAoUOHYmFhYWjRDYJOp2P79u14eXkxefJkWrZsyY4dO/D09CQwMJD+/ftz8eJFcnNz+e9//4utra0kDM2OHTsQBAGNRkNFRQXfffcdPXr0wMvLC09PTxwcHEhKSqKwsBA/Pz8sLS1p1aqVeCysVKgywtOnT6dhw4aEhITQu3dvpk6dSkBAAC+++CJqtZrt27ejUCiYN28ejRs3NrDUT5fi4mK++uor3NzcsLKyQqFQ4OTkhLe3N9nZ2Rw+fJjWrVvToEEDGjZsyLZt22jVqhVubm6Sc+Twv1OhsbGxxMbG8s4776BQKPjuu++AyiOXlUrlU9OR7MzrCFZWVuJ5vy+88ALJycksXryYIUOG0KVLF3E5+datW+zbt48JEyZIZm8rVO4LP3PmDCdOnKBly5YYGRkRFxfHzZs36dChA1OmTMHHx4dp06axY8cO3N3dGThwIHv27OHixYv4+vrWe4eVmZnJTz/9RGxsrBgJxMbGUlpaip+fHyYmJjg4OBAfH8/169fp3bs3IK1q44ULF5Kfny825zh69CivvvoqGo2GjRs3inum09LS6NChAxqNhtdeew1nZ2cDS/70Wb58OaGhoSQkJJCZmUlmZiZNmjTBwcEBd3d34uPj+frrr3FwcODQoUMkJyczYcIEcWIklffoYalQW1tbjh07xs2bN3nrrbewsLCgc+fONGjQ4KnqSHbmdRCFQkGPHj1ITExk6dKl/POf/6RHjx7iqVXBwcFPpYCirlJUVMTYsWNJSEggISEBf39/bGxsxJO9tmzZgo+PD1Wv8hdffIG3tzeurq7069ePjRs3kpCQQI8ePep1JbKlpSUajYbs7GyOHz+Or68vbm5uhIaGYmlpiYODAxYWFty5c4f09HS6du0qqYKlDz/8kKysLKZMmSJe27VrF+fPn+fGjRvExcWxZs0aFAoFc+bM4aWXXqJFixZPJb9ZF3F3dxeXgtVqNVu2bCE5ORlBEGjTpg2+vr5cvnyZffv24eLiwvLly1EqlZLaqvcoqdADBw6QkZHB22+/XSvvkOzM6zA9evQgOTmZyMhI+vfvT0BAAN27d5dM3g4qI/Jx48YRGBjIvHnz6Nu3r/j3u7u7k56eTlJSEr169cLJyYmVK1eSk5PDO++8g1KpxNjYmCFDhtCqVasn0pihLqLVakWnbG9vj5WVFRkZGcTExNCvXz+aNm3Kpk2bOH/+PKdPn2bv3r18+OGHj30607PI7NmzycvLY82aNTWut2rViu3bt3PixAm+//57VCoV3377LVeuXKFfv36SaNFaRVlZGd999x1NmzalT58+BAYGMnHiRJKTk4mKisLf35+GDRvi4uLCr7/+SmBgoLglVgpR+aOmQv39/Rk2bFitpUJlZ15HuD/fVPV78+bNuXjxIt27d8fExEQSg6Y6R44cobCwkBkzZgCVfcVPnz7Nnj17OHjwIEOGDMHCwoILFy6wZ88eSktL+eKLLzA2Nkav16PX68WT4+oj8+bN44cffsDc3Jy0tDSxctbHx4fbt29z8OBBBgwYQPfu3bG2tsbU1JSgoCBJrewEBQVRWlrKl19+KV5LT09n9uzZtGrVin/84x9cvHiRQ4cOceXKFb799lvmz58vqTQWgIWFhbjDwd/fn5kzZ9KhQwfWrl3Lb7/9RkxMDOXl5bz44oskJSURGRlJYGBgvR1b91PXU6HSaJZbx6ne7jAlJQV7e3tSUlIwMzPj0qVLJCYm1jj5S0rk5+dz+fJlAK5cucKxY8f48ssv6du3L4mJicTGxrJp0yZGjhxJfn4+NjY2KBQKSbQiLSkpIT4+nkuXLmFmZkZWVhYbNmzAwcGB1157DS8vL2xtbVmxYgXvvfdejSMopUJxcTF37typ0V8gNTWVoKAgBg4cKObOt23bRlRUFFZWVowaNQpPT08DSWxYunfvzqVLlxgxYgQ9e/Zk/vz5AEycOJGkpCRRL+Xl5ezfv19ywUUVCoWCBQsWIAgCQ4YMYffu3UyePBkvLy8uXbrE6tWr8fDwqF2Z5N7stUtMTAx+fn5ig47qEfmcOXOwtbVl3LhxLFy4kMzMTHJzc/n0008ldWpVdUpLSxk1ahSpqak4OztjamrK+PHjxf2+o0aNYvDgwfzzn/8UPyOlqtqqfcB3794lNDSUK1eucPjwYVJTU7lx4wZqtZorV67w2muvERwcLMkuXYWFhbzzzjuYmJiwbNkyxo8fT58+fXj77beBSsekUqkMLGXtUz2IqP5zZGQk69ev56effgIql9//LN3wv65LjTlz5nD79m3WrVuHWq02XC96QabW2Lp1q+Dn5yeEhYUJGRkZNe5FRkYKo0aNEsrKygRBEITc3FyhsLBQyMvLM4SodQK9Xi8IgiAUFBQIERERwuXLl4W0tLQaz0ydOlU4cuSIIcSrM+Tn5wtjxowRJk6cKF4rKysTMjIyhCNHjgiLFi0Sbt26ZUAJDU9BQYHw2muvCb6+vsLmzZsFQRCEiooKoaKiwsCS1S5arVbIyMgQ7YwgCIJOpxP/m5CQIAiCILz77rtCRESE5PRzP1U26P6fq/+enp4uTJo0SSgsLKxV2e5HGiWIdQRjY2Oee+45fvrpJ7799lsyMzPFe82aNSM8PFw8/czOzg5LS0tJNfK4n6rlcisrK15//XVatWpVY4vQ4sWLyczMpEuXLgaU0rDo9XpsbGwICQlBq9Xy7rvvApXnkWs0Grp168bMmTPx8fE+YMkqAAAPOUlEQVQxsKS1i1BtwVGv12NlZcXatWvp1KkTBw8eBCr3Cd9/dnl9pqioiNGjRxMcHEyfPn24cuUKgNg8Z9SoUZw+fRqArl27cuHCBcmm9+7du0dFRYW4ilX955SUFIqKirh+/TqJiYmcPn26TqRCZWdeC1RUVKDT6cjPz2f+/Pn8+9//5vDhw3z33XdkZGQA4O/vL+Z4pdQ//EFU7y1+/fp1SkpKiImJYerUqQQHB3P9+nU2btwonvYlNap3oLp37x4ff/wxCoWCoKAgA0tmOP7MCFfXUUhICGVlZYwYMQJAMmdsa7Vaxo8fT/v27Vm/fj3dunXjgw8+QKvVAoh7pUeOHAlAu3btKCwslGT6YdasWcyYMYOXX36ZuLg4ANE2z5kzh6ioKARBYPPmzSxYsIDw8HA++eQTw++WMei6gMTIzMwUcnNzBUEQhB9++EEYPny4sG7dOiE9PV0QBEFITEw0+FKNISgqKhK2b98u6kEQ/n8Jq6KiQnj99deFiIgIQRAE4ciRI0JISIgQEREhlJeXC4Lw/8uE9ZnDhw/XSM1UX/KbPXu28PnnnwuCIAi///67MGLECGHKlCm1LqOh+fDDD4Xx48cL/fr1E65evVrjXnUdFRQUCL179xbGjBljCDENQkFBgfDee+/VsC8jRowQ9XTz5k3xevUleEEQJLXU/tFHHwnvv/++UFhYKAQHBws9evQQioqKBEEQhIiIiDqdCpWd+VNk7dq1woEDB/7n/e+//14YPny4sH37dmHt2rXCmDFjhN9//70WJawbLF26VGjTpo2wadOmPziskJAQ4aOPPqpxrTpScOR/pdZCq9WK1+7evfuH2oL6zl8xwtV1VFhYKKSmphpK3FqloqJCSElJEQYOHCjmxPV6vfDKK68IJ0+eNLB0dYfy8nLh/fffF5KTk8Vrb775pnD48GFBEATh4sWLor25f8JTF5DGGpMBuHjxIuHh4XTs2BGAXr16Af+fy1MoFPTr1w97e3s++OAD1Go1q1atwtra2mAyGwq1Wk27du04cOAAWq2WgQMHotFoUCgU9O/fX6zk1+l0f9huVt+3n0HNWgudTifqByprLYYOHYqRkRE6nQ5jY2MaNGggmb2/UPleZGdnM336dPHs8bfeeouzZ8/SvXt3mjVrxrBhw2royNLSst53dquqqlYqlbi5ubFq1SoaNGgg7va4vxL9ypUr+Pj4oFarDSSx4dDr9RQUFJCcnExOTg7u7u7ivfz8fAACAgLEa3UxFSrnzJ8SxcXFODk50ahRI77//nux6Kb6ubcABQUFWFpaEhoaKu55lQo6nY7i4mJUKhUhISG8++67Yi1Beno6QI0teVLbVvWotRZSyf9W534jXJ3qRlhqOiopKWH27NkcOHBAvObu7i72YYDK9r+NGjUCKjvkbd68WezoJjWUSiV2dnaEhITg4OAgXre3t6/xzlQVv9VF5A5wT4nff/+d9u3b07NnT5KSkoiNjcXIyAhvb28UCgUKhYKCggKWL1/OggULJLWPXK/Xo1AoUCqVqFQqGjdujEqlwsfHBwsLC/bs2YNWq6Vx48aYm5tz6dIlrKys6uRs+GlSPaqytLSkadOmqNVqUT+NGjXC0tKSpKQkjI2NJacfqJwcm5ub07ZtW6ytrcWVrePHj+Pl5YWvry9QaYSlpKOjR4+ybds2SkpKAPD29gZqrgzu3LkTf39/vvnmGxITE1m+fLkkVrqqs27dOnJzc0X92Nvb11gdjY6OpnXr1ri7uxMZGcnGjRvp1atXndxfLzvzJ0h0dDR3796luLiY5s2bi1vLnJ2dSU9Pr+HQf/75ZywtLRkyZIi4ZCoFSkpKmDdvHjqdTtwupVarxapZHx8fzM3N+f7771EoFISHh3P16lX69+8vmaj8fgNjYWEhRkxNmjTB3Nycffv2oVarOXnyJFu3bqVXr16YmZkZUuxapT4Z4afB2bNnycnJwdvb+w+BRFW66tKlS4SHhwOwevVqVCpVjer/+s7FixdZtGgRpaWlKBSKP53wbNu2jRYtWhAfH09YWBhz584VVzPqGrIzf0JMmTKFU6dOceHCBWJiYsjNzaVTp04A2NjY4OTkRHp6OteuXSMmJobdu3fTp08fw29nqGUeFjEIgkDTpk1xdHRkxowZWFtbs3LlSslEDH/FwDRp0gRXV1fmzp3LzZs3WbhwIa6uroYUu1apb0b4aVBRUcGAAQN4/vnnSU5OruHQq8ZSRUUFcXFxbNiwAWNjY0m0QK7O7du3uXr1Ki1atODcuXM1JjxVk5qMjAz27NnDuXPnWLJkSZ1OhcrO/Anw448/cvnyZcLCwujcuTMeHh588skn5Obm0rlzZwBsbW3x9/cnIiKCq1evsmLFCkn2f35QxCAIghgV7NixA6VSWcPQSCFieJCBqUKhUBAfH8+5c+dYs2aNpFI0UP+M8JOgpKSE7du3k52dTVFREf7+/qhUKqytrXFxcSEtLY2ff/4ZMzMzGjduLC6xV50uWFUYKCUelAqtsjVFRUVs3bqV1atXiymbuorszJ8A169f5/LlywwZMgS1Wo27uzvt2rVj6dKllJWV0b59ewCOHTvGDz/8wNq1ayVngKt4UMRQ5bCys7OJjo5mxYoVGBsbS8rQyLUWD6e+GeG/S1FREaNGjRIP3jlw4AA5OTkEBgYClSuDGo2GnJwcLl68yObNm0lNTWX48OHimJPCRBkeLRV69uxZXF1def/992t0nqyryM78bxATE0NWVhbW1tZkZ2ej0+nEoyU1Gg0tW7Zk27ZteHp64uDgQExMDEFBQZJqrfk4EYOXlxcvv/wySqWSioqKeu/I5VqLh1OfjfDf5ZtvvsHa2pqPP/6YwMBAfHx8WLJkCXl5eTVWBps2bcrq1auxsLBg3bp1YhtXqdSiPGoqdO/evQwYMAB7e3sDS/7XkJ35YxIcHMyhQ4dISEhg/fr1WFtbU1hYiKWlpWhALC0tOXfuHI6Ojvj5+eHv70/Dhg0NLHnt8TgRQ0pKCkOHDhUjhfoeMci1Fg+nvhvhv8vly5e5evUqAwcOxMzMDFdXV9q3b8+nn36KTqejbdu2AISFhZGbm0tYWJjkcuRSSIXKzvwxiIiI4Nq1a2zatImuXbuSl5eHVquloKCAW7duoVarcXNzw9zcnHPnziEIAm3bthWXSaXC40YMxsbGkogYpGBg/i6yjv6c4uJidu3aRUJCAhqNhqKiIvR6vfh3azQamjVrxq5du/D19cXCwoLk5GRmzZoludQVSCMVWr/DnqdEVlYWzZs3Byqjb09PT0xNTZk3bx5KpZJdu3YRFBREeHg4MTEx9O7dG6DeO6f7USgUJCYmApURVMeOHVm3bh27d+8mNDRUfC4iIgJ7e3s2btwoqWI3nU4nVvXb29vTuXNnQkNDiYqKYtWqVeJzp0+f5rfffmP9+vXPnIH5u8g6+iNFRUW8++67nDx5kpiYGKZPn05SUhLHjx/n0qVL4nO+vr6YmJiQn5+PhYUFI0aMEMeXVBx5TEwMZ8+excXFBW9vb6Kjo8V7rVq1Yvny5Rw7dozY2Fi0Wi0JCQmsXbuWJk2aGFDqx0OOzB+DsrIycnJy8Pf3x9jYGKVSyYkTJxg6dCht27bF09OT3NxcSktLmTJlirh1RgrIEcPDkWstHo6so//NypUrcXJyYsGCBXTp0oXc3Fzs7e3JzMzk5s2bmJiY4OHhgYWFBQcPHsTJyYnmzZuLbVylMFEG6aVC67fVfEp069aN559/XmxAkZ2dTW5uLoIgYG1tTVZWFkOHDsXDw8PAktYuRUVFvPfee9ja2qJUKjl16hStW7emoqICa2trsbdx9YihRYsW4nGUUogYgoOD+fXXX3FwcCA2Npbnn3+en3/+GXt7e1q3bg1U9luvygO3a9eOMWPG1Hu9VEfW0YO5c+cO/v7+QKUzMjc3R6vVMnfuXJYvX87OnTsJDw/H2dmZ7OxsXn75ZUBaK4MRERFkZ2cTGRnJvXv3WL58Obm5uaSnp7N9+3ZKSkro1KkTtra2ODg4iO2jn+UaAjkyf0yqt4VMSkoiLi6OwYMHs3v3bhYvXszgwYOxtbU1oIS1jxwxPBi51uLhyDp6OObm5hgZGeHl5YWRkRFarZbExET69u1L586dad68OcbGxjg6OvLRRx9JKnVVxeHDh2nYsCEdO3bExMSElJQU8vLyCA4O5syZM8TFxfHdd9+RmZnJ3r17mTJlSo2+9c8i0vnXfYo4OjrSpEkToqOj2bhxI2FhYTRu3NjQYtU6d+7cESuIqyIGvV7P3LlzUalU7Ny5kzFjxjBr1ixJRgxyrcXDkXX0cLp27UqvXr3EFsiZmZkUFBQAlUHGwYMHefHFFxk5cqTkqtarCAgIwNjYmLKyMvH3goIC7OzsmDZtGm+++SYeHh7k5eWxdu3aelEwKY11qaeMra0tW7Zs4dChQ3z11VfPZPHEk+CVV16hoKCA8vJyVCoVbdu25dixY9jZ2REcHExqaiqnTp1CqVQyb948jIyMJGVoAgICuHr1KmVlZZiamhIQEMCpU6dEA5OcnMyhQ4fqlYF5VGQdPZz7jy/VarViimHRokWcP3+ecePGifelMr6qI8VUqOzMnwAuLi5MnjyZnj17ikU6UqRr165otdoHRgyDBg3CxcUFQFKOHKRpYB4VWUePjoeHB9nZ2axatYpbt26xbds2yUbk1bn/vHozMzMUCgW7d+/m888/5+uvvzaQZE8HeZn9CTF27FhJO3J4eMQQHR2No6OjeF+KhuZBBmbu3Lno9XoDSVZ3kHX0aDRq1Ij169dz+vRp1q9fLzvyP0EKqVC5AO4JIaXikr/K77//zt27d7lw4QJxcXFs3rxZksU4/4vi4mKysrLQarWEhoayZs0aSW1j/CvIOno4DRo0QKPRiNs7ZUf+R3Q6HVOmTOH8+fN8+eWX9TIVqhCqzg2UkXnC/Prrr+KhKps2bZINzX2kpaXRo0cPNBqNpGstHoSso0dDCn0aHpd169bV61So7Mxlnho6nY6oqCiGDh0quWK3v0p9NzBPAllHMk+C+m5/ZGcuUyvIEcOfU98NzJNA1pGMzMORnbmMjIyMjMwzjlyFJCMjIyMj84wjO3MZGRkZGZlnHNmZy8jIyMjIPOPIzlxGRkZGRuYZR3bmMjIyMjIyzziyM5eRkZGRkXnGkZ25jIyMjIzMM87/AdUwcO8RTyKmAAAAAElFTkSuQmCC\n", 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#apd = mpf.make_addplot(df['LowerB'],type='scatter')\n", + "# mpf.plot(df,type='candle',style='yahoo',mav=(24))\n", + "# mpf.plot(df,type='candle',style='yahoo',mav=(24),yscale='log')\n", + "# mpf.plot(df,type='candle',style='yahoo',mav=(24),yscale='symlog')\n", + "# mpf.plot(df,type='candle',style='yahoo',mav=(24),yscale='linear')\n", + "\n", + "mpf.plot(df,type='candle',mav=(24))\n", + "mpf.plot(df,type='candle',mav=(24),yscale='log')\n", + "mpf.plot(df,type='candle',mav=(24),yscale='symlog')\n", + "mpf.plot(df,type='candle',mav=(24),yscale='linear')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "d = dict(abc='aaa',xya=2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "d" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "'xya' in d" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def testkw(value,kwargs):\n", + " print('value=',value)\n", + " print('kwargs=',kwargs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "v = 'testing12'\n", + "kwargs = 'kwargs' if '123' in v else None" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "kwargs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "if kwargs is None:\n", + " print(True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "The above example is a trivial use of a scatter plot, where the default line plot makes more sense. \n", + "\n", + "A more helpful use of a scatter plot might be to highlight specific movements in the data. For example, let's say we want to highlight whenever the \"Percent B\" Bollinger metric drops below zero. To do this, let's first calculate a series that contains this information:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def percentB_belowzero(percentB,price):\n", + " import numpy as np\n", + " signal = []\n", + " previous = -1.0\n", + " for date,value in percentB.iteritems():\n", + " if value < 0 and previous >= 0:\n", + " signal.append(price[date]*0.99)\n", + " else:\n", + " signal.append(np.nan)\n", + " previous = value\n", + " return signal" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "Take a small data set, and calculate a series that shows when the percentB falls below zero:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "tdf = df.loc['05-10-2012':'06-07-2012',] # Take a smaller data set so it's easier to see the scatter points\n", + "\n", + "signal = percentB_belowzero(tdf['PercentB'], tdf['Close'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Now plot the calculated information as an additional scatter plot on top of the the OHLC data:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "apd = mpf.make_addplot(signal,type='scatter')\n", + "\n", + "mpf.plot(tdf,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "We can customize the marker size and shape, to make the scatter markers easier to see:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "apd = mpf.make_addplot(signal,type='scatter',markersize=200,marker='^')\n", + "\n", + "mpf.plot(tdf,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Plotting multiple additional data sets\n", + "\n", + "There are two ways to plot multiple additional data sets.\n", + "\n", + "- If the configuration is the same for all additional data sets, simply pass a `DataFrame` for the data. All columns in the DataFrame will be plotted.\n", + "\n", + "- Alternatively you can create multiple `dict`s and pass a `list` of `dict`s to the `addplot` keyword\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Passing a DataFrame as the addplot data plots all columns in the DataFrame:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "tcdf = df[['LowerB','UpperB']] # DataFrame with two columns\n", + "apd = mpf.make_addplot(tcdf)\n", + "mpf.plot(df,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Setting `addplot=` a `list` of `dict`s is another to create multiple additional plots.
    This method is necessary if the additional plots will have different configurations. For example:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "First prepare the data:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def percentB_aboveone(percentB,price):\n", + " import numpy as np\n", + " signal = []\n", + " previous = 2\n", + " for date,value in percentB.iteritems():\n", + " if value > 1 and previous <= 1:\n", + " signal.append(price[date]*1.01)\n", + " else:\n", + " signal.append(np.nan)\n", + " previous = value\n", + " return signal" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "low_signal = percentB_belowzero(df['PercentB'], df['Close']) \n", + "high_signal = percentB_aboveone(df['PercentB'], df['Close'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Now create the additional plot `dict`s and plot the data: " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "apds = [ mpf.make_addplot(tcdf),\n", + " mpf.make_addplot(low_signal,type='scatter',markersize=200,marker='^'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v'),\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=1.25,volume=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Plotting additional data on panel \"B\"\n", + "\n", + "---\n", + "We refer to the Main, Upper panel as Panel \"A\" and the Lower panel as Panel \"B\".\n", + "\n", + "It is possible to plot the additional data on Panel \"B\" (where volume is usually plotted).\n", + "In this example, as is typical in Bollinger Band Analysis, we plot `PercentB` in panel B:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "apds = [ mpf.make_addplot(tcdf),\n", + " mpf.make_addplot(low_signal,type='scatter',markersize=200,marker='^'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v'),\n", + " mpf.make_addplot((df['PercentB']),panel='B',color='g')\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=1.3,volume=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Plotting additional data with a *secondary y-axis*\n", + "\n", + "---\n", + "\n", + "- Notice in the above plot, in the lower panel with the \"Volume\" bars, we see that \"Percent B\" line ***has its own y-axis on the right side.***\n", + "\n", + "\n", + "- `mpf.make_addplot()` has a keyword argument called `secondary_y` which can have **three** possible values: **`True`**, **`False`**, and **`'auto'`**.\n", + " - The default value is `'auto'` which means if you don't specify `secondary_y`, or if you specify `secondary_y='auto'`, then `mpf.plot()` will attempt to decide whether a secondary y-axis is needed, by comparing the order of magnitude of the addplot data with the order of magnitude of the data that is already on the plot.\n", + " - If **`mpf.plot()`** gets it wrong, you can always override by setting **`secondary_y=True`** or **`secondary_y=False`**.\n", + " \n", + "---\n", + "\n", + "- Below we see that `make_addplot()` also allows setting the `linestyle` for each additional plot.\n", + "\n", + "\n", + "- **Notice also** that we pass an alternative \"mplfinance `style`\" to demonstrate that **if the `style` specifies that the *primary y-axis* should be on the right, then `mpf.plot()` knows to put any `secondary_y` axes on the left.**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'),\n", + " mpf.make_addplot(low_signal,type='scatter',markersize=200,marker='^'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v'),\n", + " mpf.make_addplot((df['PercentB']),panel='B',color='g',linestyle='dotted')\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=1.5,volume=True,style='starsandstripes')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "---\n", + "\n", + "* **Below** we demonstrate that the main (upper) panel can also have a `secondary_y` axis:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import math\n", + "# Change order of magnitude and range of low_signal, so that it will require a `secondary_y`:\n", + "# note: this calculation has no financial meaning whatsoever; we are just generating some \n", + "# data to modify the order of magnitude and range, so as to be able to demonstrate \n", + "# secondary_y on the main panel.\n", + "new_low_signal = [x*20.*math.sin(x) for x in low_signal] " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "apds = [mpf.make_addplot(tcdf,linestyle='dashdot'),\n", + " mpf.make_addplot(new_low_signal,type='scatter',markersize=200,marker='^',secondary_y='auto'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v',color='orange'),\n", + " mpf.make_addplot((df['PercentB']),panel='B',color='g',linestyle='dotted')\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=1.5,volume=True,style='sas')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# The same plot, with a style that puts the primary y-axis on the left:\n", + "mpf.plot(df,addplot=apds,figscale=1.5,volume=True,style='default')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/addplot_ohlc_rawtest.ipynb b/examples/scratch_pad/addplot_ohlc_rawtest.ipynb new file mode 100644 index 00000000..e39875e8 --- /dev/null +++ b/examples/scratch_pad/addplot_ohlc_rawtest.ipynb @@ -0,0 +1,939 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.0.3'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "pd.__version__ # for the record" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Adding plots to the basic mplfinance plot()\n", + "\n", + "Sometimes you may want to plot additional data within the same figure as the basic OHLC or Candlestick plot. For example, you may want to add the results of a technical study, or some additional market data. \n", + "\n", + "This is done by passing information into the call to `mplfinance.plot()` using the `addplot` (\"additional plot\") keyword.\n", + "\n", + "The `addplot` keyword expects a `dict`. The dict must contain the key `'data':` whose value is the actual additional data to be plotted. This additional data may be a `list`, `numpy.ndarray`, `pandas.Series`, or `pandas.DataFrame`. If it is a DataFrame, then *all* columns in that dataframe will be plotted. \n", + "\n", + "The rest of the `addplot` dict contains various keywords and their values that are used to configure the additional plot in relation to the basic OHLCV plot, as can be seen in the examples below.\n", + "\n", + "It is *strongly* recommended that the caller construct the `addplot` dict using the helper function `mplfinance.make_addplot()` (see examples below). This helper function:\n", + "- simplifies the syntax for specifying additional plots\n", + "- ensures that the dict contains default values for all possible configurable keywords\n", + "- does some basic checking on the keyword values to ensure they are of the correct types.\n", + "\n", + "The `addplot` keyword can also accept a `list` of `dict`s, as one possible way of plotting multiple additional data sets on top of the basic OHLCV data. See specific details in the the examples below." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## `addplot` examples:\n", + "\n", + "Let's start with an example data set that includes Bollinger Band data, in addition to the basic OHLCV data:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(3)\n", + "df.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Using this dataframe, we can of course plot a basic ohlc or candlestick plot:\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.5a4'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__\n", + "mpf.plot(df,volume=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's say we want to plot the Lower Bollinger band along with the basic OHLCV plot. \n", + "\n", + "We use `make_addplot()` to create the addplot dict, and pass that into the plot() function:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apdict = mpf.make_addplot(df['LowerB'])\n", + "\n", + "mpf.plot(df,volume=True,addplot=apdict)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "When creating the `addplot` dict, we can specify that we want a scatter plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apd = mpf.make_addplot(df['LowerB'],type='scatter')\n", + "\n", + "mpf.plot(df,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "The above example is a trivial use of a scatter plot, where the default line plot makes more sense. \n", + "\n", + "A more helpful use of a scatter plot might be to highlight specific movements in the data. For example, let's say we want to highlight whenever the \"Percent B\" Bollinger metric drops below zero. To do this, let's first calculate a series that contains this information:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def percentB_belowzero(percentB,price):\n", + " import numpy as np\n", + " signal = []\n", + " previous = -1.0\n", + " for date,value in percentB.iteritems():\n", + " if value < 0 and previous >= 0:\n", + " signal.append(price[date]*0.99)\n", + " else:\n", + " signal.append(np.nan)\n", + " previous = value\n", + " return signal" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "Take a small data set, and calculate a series that shows when the percentB falls below zero:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "tdf = df.loc['05-10-2012':'06-07-2012',] # Take a smaller data set so it's easier to see the scatter points\n", + "\n", + "signal = percentB_belowzero(tdf['PercentB'], tdf['Close'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Now plot the calculated information as an additional scatter plot on top of the the OHLC data:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apd = mpf.make_addplot(signal,type='scatter')\n", + "\n", + "mpf.plot(tdf,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "We can customize the marker size and shape, to make the scatter markers easier to see:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apd = mpf.make_addplot(signal,type='scatter',markersize=200,marker='^')\n", + "\n", + "mpf.plot(tdf,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Plotting multiple additional data sets\n", + "\n", + "There are two ways to plot multiple additional data sets.\n", + "\n", + "- If the configuration is the same for all additional data sets, simply pass a `DataFrame` for the data. All columns in the DataFrame will be plotted.\n", + "\n", + "- Alternatively you can create multiple `dict`s and pass a `list` of `dict`s to the `addplot` keyword\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Passing a DataFrame as the addplot data plots all columns in the DataFrame:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tcdf = df[['LowerB','UpperB']] # DataFrame with two columns\n", + "apd = mpf.make_addplot(tcdf)\n", + "mpf.plot(df,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Setting `addplot=` a `list` of `dict`s is another to create multiple additional plots.
    This method is necessary if the additional plots will have different configurations. For example:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "First prepare the data:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "def percentB_aboveone(percentB,price):\n", + " import numpy as np\n", + " signal = []\n", + " previous = 2\n", + " for date,value in percentB.iteritems():\n", + " if value > 1 and previous <= 1:\n", + " signal.append(price[date]*1.01)\n", + " else:\n", + " signal.append(np.nan)\n", + " previous = value\n", + " return signal" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "low_signal = percentB_belowzero(df['PercentB'], df['Close']) \n", + "high_signal = percentB_aboveone(df['PercentB'], df['Close'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Now create the additional plot `dict`s and plot the data: " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [ mpf.make_addplot(tcdf),\n", + " mpf.make_addplot(low_signal,type='scatter',markersize=200,marker='^'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v'),\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=1.25,volume=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Plotting additional data on the Lower Panel\n", + "\n", + "---\n", + "We refer to the Main, Upper panel as Panel 0 and the Lower panel as Panel 1.\n", + "\n", + "It is possible to plot the additional data on Panel 1 (where Volume is usually plotted).\n", + "
    In this example, as is typical in Bollinger Band Analysis, we plot `PercentB` in Panel 1:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [ mpf.make_addplot(tcdf),\n", + " mpf.make_addplot(low_signal,type='scatter',markersize=200,marker='^'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v'),\n", + " mpf.make_addplot((df['PercentB']),panel=1,color='g')\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=1.3,volume=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Plotting additional data with a *secondary y-axis*\n", + "\n", + "---\n", + "\n", + "- Notice in the above plot, in the lower panel with the \"Volume\" bars, we see that \"Percent B\" line ***has its own y-axis on the right side.***\n", + "\n", + "\n", + "- `mpf.make_addplot()` has a keyword argument called `secondary_y` which can have **three** possible values: **`True`**, **`False`**, and **`'auto'`**.\n", + " - The default value is `'auto'` which means if you don't specify `secondary_y`, or if you specify `secondary_y='auto'`, then `mpf.plot()` will attempt to decide whether a secondary y-axis is needed, by comparing the order of magnitude of the addplot data with the order of magnitude of the data that is already on the plot.\n", + " - If **`mpf.plot()`** gets it wrong, you can always override by setting **`secondary_y=True`** or **`secondary_y=False`**.\n", + " \n", + "---\n", + "\n", + "- Below we see that `make_addplot()` also allows setting the `linestyle` for each additional plot.\n", + "\n", + "\n", + "- **Notice also** that we pass an alternative \"mplfinance `style`\" to demonstrate that **if the `style` specifies that the *primary y-axis* should be on the right, then `mpf.plot()` knows to put any `secondary_y` axes on the left.**" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'),\n", + " mpf.make_addplot(low_signal,type='scatter',markersize=200,marker='^'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v'),\n", + " mpf.make_addplot((df['PercentB']),panel=1,color='g',linestyle='dotted')\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=1.5,volume=True,style='starsandstripes')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "---\n", + "\n", + "* **Below** we demonstrate that the main (upper) panel can also have a `secondary_y` axis:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "import math\n", + "# Change order of magnitude and range of low_signal, so that it will require a `secondary_y`:\n", + "# note: this calculation has no financial meaning whatsoever; we are just generating some \n", + "# data to modify the order of magnitude and range, so as to be able to demonstrate \n", + "# secondary_y on the main panel.\n", + "new_low_signal = [x*20.*math.sin(x) for x in low_signal] " + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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FnUauIIAsyRZuNjIuwKmdyt4nQRAEQfAXzF5mjZO+EI0OqvZ13LsMSsAtXSg06K3kWX4pSUlDZLVv1UzyvB+c6s7ZC6mWZdnOHusTVKgN9XvaGqH1e8KLR+HRX6D3VKh1B+TnwO9vweed4R8Hl6GXhrwc2PcjLB1VkB4rojIMWQDP7XGfsQzKMvx73wc0yjn/2eK+tgXBi4jBrCLCQoJY9sVYwkJu4tlbVzAa4Mv7YHZ3+G9tWPQIHFhmm1/xJkV0S/AUoluCJxC9skNp9jKX5F3O18PycbZG3R0vwsvHlZzHzYdAWIUiD02e9wNHJs9wqjtVYqItS7JPecFg9ohuaTQQEQM1OylLsR9ZpixdD6sEFw/Bl/cqKaqyrrjnfCYTnNoBPz8P/6sHPzwOe79RyszU6gyh5dxzPmuqNIPWw5X3K1+RZywrZNxSL2IwqwidLoC7OzVGpyv93qCbmkO/wOWjynt9OhxYCosSbANz3KSoSbcksL+6UJNuCepB9MoOznqZHfEub5oKu+bA98NBn6mUhVUo0ptsZvTEeSxYupUaCYMIjY91QoACkuf9QHbK+VId6wplolsaDTR/UIkm3eoRpWzP1/BxG1jyLGz9RIlc7Sypp2Hj/5R2Zt8Nu7+E3FQlcnXnFyG6mnvlsMdd/4GgCDibqDx7CYCMW2pGDGYVkZaRTUybMaRlZHu7K+pk26fK307j4YnfofVjyv8r/wUnNnqvXz6AWnTrQEoanf+7jgMpad7uiuAgatEtQV2IXhWDM15mR/Yud3gOanaGfjMcDgp18vQllwN3uWJsu0KZ6lZYBej7f7x8/jElEFjWZUicD6tfB63VpMe2T2HNJDi//8Y29Fnw1yL4uh9MbaIs876cBIFh0GwIPLIUnv8buv0HoquWzaRzeCW47Wnl/bp3lSjhgoxbKkYMZpWRLqHoS0fKXkjeotyA2j0J1Vor+4iaDgaTARYNVwJx3MSoQbc+XH2Y01ezmbL6iLe7IjiBGnRLUB+iV3Zw1MtcnHf59O6CpbRBYTD8Z7j1bpe7ppY9yWWtWwf0t8BTfyj7iu/8F7QbaRsI7M9vFU//5WMFZcnbYMGDypLrn0bC8fWACW7ppExuvHgEBnwOtbtYomCX6aRz+1EQHKVEUD9YytzefoiMW+pEDGbh5mDbZ8rfxgMgqoryXqOBvtMhviVkX4Fvhyp5CQWfZN+ZVNYevADAmoPn2Xcm1cs9EgRB8FEc8TLb8y6f3gWz7+avz58rKHNTGh9n9yRnp5xXjZHtMrogaNALur4C975n+1nbJ5RVcfFWkxsnN8GRlcoWs3K3QJdXYEwiPPYLtBymROwuRJlOOodVgNufVd4nb/P8+QTBg3jUYH7vvfdo27YtkZGRxMTE0L9/fw4fPmxTJycnh1GjRlGxYkUiIiIYOHAg58/b7llJTk6mV69ehIWFERMTw0svvUR+vu2NYP369bRq1Yrg4GDq1q3L3LlzPSmaoDZaD1eied7+tG15YCg8OF+52XQer6RYEHySqWuOEKBVHtoCtBqmrTnq5R4JgiD4KCV5me15l3Mz4McnwGQg7fhutwRsMhu9pdmTHBofS42EQS73QfW0egT6TLPkNQag1p3QfRI8ukIxlLv8q9i8zl6ZdG7/LDyxFnpO9vy5BMGDeNRg3rBhA6NGjWLbtm2sXr2avLw87rnnHjIzMy11xo0bx88//8z333/Phg0bSElJYcCAAZbPDQYDvXr1Qq/Xs2XLFr766ivmzp3L66+/bqlz4sQJevXqRdeuXUlMTOT555/niSeeYNWqVZ4Ur8wJDw1m97JJhIcGe7sr6uOWDko0z6qtb/wsuiqM3gVNb96bsq/rlvlGbzAqD28Go0m8zCrB13VLUCeiVw5QnJfZnnd55QS4egKiq/N/V/q4xbNcb8IoaiQMKnZPsi95kVWjW9XbQqdxULOjZcl1cXhl0jkkGqq18fx5VIJqdEu4AY8azCtXruTRRx+lcePGNG/enLlz55KcnMzu3bsBSE1NZfbs2UyZMoW77rqL1q1b8+WXX7Jlyxa2bVOWb/z2228cOHCAb775hhYtWtCzZ0/eeustZsyYgV6v5NL97LPPqFWrFh9++CENGzZk9OjRDBo0iKlTp3pSvDJHq9VQrUp5tFpJ/u4wFw87FmzCeq9Q+jk4vsFzffJBfF23rG/0ZsTLrA58XbcEdSJ65QD2vMz2vMsHliqph9DA/Z+TdF5vyYfsCiV5iEuTesqT+KNu+cSkc+ZlJYr3TYw/6tbNQpnuYU5NVX6YFSoo+fp2795NXl4e3bt3t9Rp0KABNWrUYOtWZZDeunUrTZs2JTa2YFayR48epKWlsX//fksd6zbMdcxt+AvpmTnEth0rAQMc5fh6+PxOWPGi48vKrhyHmV1g4VC4dsqTvfMpfFm3Ct/ozYiXWR34sm4J6kX0ykGK8jIX8i4vWLoV0lJg2Ril4LrX0jofsicxG9S+4mX2lG4VJ9/ZC6lumZywh9cnnXfOhg/rw+/vlM35fBQZt9RLmRnMRqOR559/no4dO9KkSRMAzp07R1BQEOXK2SZOj42N5dy5c5Y61say+XPzZ8XVSUtLIzv7xtDtubm5pKWlFbzSJUWNX5J+HvJzlBlNR4N5RVeHqKpQrgakn/Vs/wSHKOpGb0a8zIIgCMVQ2MtchHd5yqyVnJv5EORcgyotlOBRhbA25koybBcs3crZC85NZJr3KpfmWLVQXMAzT05O+MSkc1wzMOYp2UjKIq2VILiZMjOYR40axb59+1i4cGFZndIu7733HtHR0ZZXowa3ertLgido/iAk/AQPzrNdcl0cAYHKMc9sgertPNs/oUTs3ejNiJdZEAShBKy9zEXsXX669gHiMhKVvL0DZxV5v1ywTNkm58jy6aH92vPCEz1K1dWh/dpTJSa6VMf6MqUJeOYufGLSuVobeHYbPP6r2yKuC77Jxo0b6dOnD/Hx8Wg0GpYsWWK37tNPP41Go2HatGk25VeuXOHhhx8mKiqKcuXKMWLECDIyMjzd9WIpE4N59OjRLF++nHXr1lGtWjVLeVxcHHq9nmvXrtnUP3/+PHFxcZY6haNmm/8vqU5UVBShoaE39OeVV14hNTXV8jpwSDxUfkudu0DnZHCFkGgZ0H2E4m70ZsTLLAiCUAxmLzNYvMsWL/G5vxlebq3yvse7JP/6Z5FNmJcMFxe4yxp73lLrNFGOLEGu7icRss3LzjffM8QhD70ZV5ep+8yks0YDMQ09ew7BJ8jMzKR58+bMmFH8xNrixYvZtm0b8fHxN3z28MMPs3//flavXs3y5cvZuHEjTz75pKe67BAeNZhNJhOjR49m8eLF/P7779SqZRvuvnXr1gQGBrJ27VpL2eHDh0lOTqZ9e2Wwbd++PX///TcXLlyw1Fm9ejVRUVE0atTIUse6DXMdcxuFCQ4OJioqquAVGeUWeT1NZHgI53d+RGR4iLe74ttcOwVH1yh7slwhNwOO/OaePvk4vqhbJd3ozYiX2bfxRd0S1I/olZM0ewvCa0KzN4Hry4PzsuHHJwjUGKB+L5IPRLD/lXeLNNLctWTYOk2U2WtdmKF9b7e8tw4YVlZ7nN2pW9bGb2h8LB1/W1hiELQPZ61i+svT2XzPEJeDofnkpHP2Nci4UHI9P+RmGLd69uzJ22+/zf3332+3zpkzZ3juueeYP38+gYG26VwPHjzIypUrmTVrFrfddhudOnXi//7v/1i4cCEpKS4+17uARw3mUaNG8c0337BgwQIiIyM5d+4c586ds+wrjo6OZsSIEYwfP55169axe/duHnvsMdq3b8/ttysD5j333EOjRo1ISEjgzz//ZNWqVbz22muMGjWK4GDFc/j0009z/PhxXn75ZQ4dOsQnn3zCokWLGDdunCfFK3OMRhOnz17FWIIBcdNzZCXMHwjLXbj+2ddgSiNYMFjZc+Pn+KJuOXKjNyNeZt/FF3VLUD+iV05Svjn0Pa78NbN6Ilw8xBVDBPSdTo1HHiCqUb0S9xJbe4ldwV6gq6IM88JLwT0ZIMuduvXhrFX0HjH1hv4W9/1ViYlmzH/H0PG3hQ558+3hk5POO75Qgn9t/MDz5/JBZNxSYlolJCTw0ksv0bhx4xs+37p1K+XKlaNNm4J0ZN27d0er1bJ9+/ay7KoNdjLau4dPP/0UgC5dutiUf/nllzz66KMATJ06Fa1Wy8CBA8nNzaVHjx588sknlroBAQEsX76cZ555hvbt2xMeHs7w4cN58803LXVq1arFL7/8wrhx4/joo4+oVq0as2bNokcP5/bQpGfmkJahGPOBugBCQ4LIztGTl2+w1AkO0hEcFEhmVi4Gq3RFIUGBBAXpyMjMwWgV0CAsJAidLsDSrpnw0GC0Ws0NkfIiw0MwGk1kZufalEdFhJKankXrvpNIWjeZyIgQtBoNEeEh6PX55OgLgloFaLWEhwWTq88jV18QHdMXZcrPN5CVo7eUuUOmkJT9BAFUbuCCTMGEVWmJ7uR6TLu/Jv32l7wqE3j2OqVn5NC67yRStk0lIMB2Hs0bMh2/nM3ag47PQJtv+NuTLtAwLtJS7m/XSY0ymXUrad1k4ipH+4VM1vjLdVKbTPq8fFr3ncTxDf8lPKxg242aZfL0dXr1gx+4rUUd2l06Sd6lU5j2bkQDvH78bqYEliMnI5t8g5G0jGz63d0KgFx9Ht8s2cqZc1dJy8hWZIqPpfIDfW3646hM5vbDQoKoEhNN724tSMvIptL19uzJVH3YQJK//sFyzq8Xb6F3txYeuU7mMSt584dUrhDp0nWqXDGSpTPHotVq2Dh9KmkZ2Zz9djH/TJ1J9WEDLdfJ/L2YMctkLi+NTOZJ55IMZqUdZdJ52qAmHh0jcsOqEZ6fg+nP78js8CoR5cqr9vdUGt27kppp8xzv6zKZj0tPTyctLKCgf8HBFqels0yePBmdTseYMWOK/PzcuXPExMTYlOl0OipUqGAJ9uwNPGowmxyIhBcSEsKMGTOKXet+yy23sGLFimLb6dKlC3v37nW6j9a07D3R8v7RgZ349O1HGP/2Qub+uMlS/u9RvXltdF+GjPmUNZsPWMo/eTOBxx7ozB0PvsfBYwXRlZd9MZa7OzWmbpcJNgq7e9kkqlUpT2zbsTZ9OL/zI06fvUrrvpMsZZHhIVzYNZ0/dh4BoG7XCQA0rFOFPcvfYP7SrTz7+jxL/e4dG/HzrOf5YOavvDNjuU/LtG7bIfqO/MhS7g6ZVnZZx52xQOUGLsnUv5qebzuCae88qo5JJt9UYEiWtUxlcZ0Ajp48z51D3ve6TJ0fGejwjd5MgFZDv7eWkbpjh6XMH6+TWmWq23WC38kE/ned1CLTh/8eAkDPR6dw+ETBQ5SaZfL0dWrXvBb97m5Fi1fX8/7xi8zNqk/DDlGcDGlukalTagab2o61yPT2x8ssMsW2HcujAzvxSsKgUsv0r+RD3Nt2LMu+UPpsI9OU9cXKlJmda1Net8sEj16n6XNX89b4AS5fp8PHz1GtSnnWb1NkB/hX8hVuz8yxuU6xbccSoNVSv3acRSbz9+WsTPcPuJMtBtsMNMVhnnTuMHwtR/cfK1Gm0v6e+o38iUO9w6hBKu+OeZp3v/5Otb+n0uje9LmrgYLneDXIBNCwUUPIz7L8P3HiRCZNmoSz7N69m48++og9e/agUVmsII3JEavWzzlz7ip1u05g7/I3iI9VBhhfnPW5ci2Dqu3Hi4e5BJkiPmmCNusSjFxHZvnGpZfJkEfkzNZoMi+Q1XcW+fV6e00m8LyHuW7XCT7hYT54Lp0HZ+2ktHz3RFuLl9nfrpMaZTLrlniYRSZ3yqTPy6d6hxfEw+yETEPHfsaSz8eQlaNnb7/htFz6FVqNhiFjPuWnT58rVqbBoz9h0cfPFivTj7/uot/drYqVyXzesJAg+j81nQUfPe2wTGub3kX1sSOp8tD93Pnge4we3p0Rg+9g3uIt9Lu7IE2WOzzMdbtOcIuHefDoT/hl9ji0Wg1HZn1LlYeUfZ3b2vUkrFocpxs2Z25qEOcvprLhu1eKvU7OyDR20V9sTLrs9KTzHXUr8tHgZsXKBK79noK2/I+QLf8jv0ZHdI+vUO3vqTRjxMUr6SxjwC0AACAASURBVNTo+IJqPMwp56/RsvdE9i57zWIfgeMeZo1Gw+LFi+nfvz8A06ZNY/z48Wi1Bc+ZBoMBrVZL9erVOXnyJHPmzOGFF17g6tWrljr5+fmEhITw/fffF7s32pN41MOsNiLDQ4iKsI2qHRoSxI1xtrG5QVsTYWcjf+F2iysPCNAUWa7TBRAZHkJkhG0/g4J0BAXdeCmDgwIJDgq8odzXZCqqvNQyZV6GrEtKYeX6hAe5IlMotBwGm6YQtn8BtHrAOzIVwlPXKTI8hIAArddlmrl5n9PeZTMBWg1fbE5m1vCCvS/+dp1AfTKZxy3zZIw/yORIucjkOZnSMrKJDA8hPCy4yPOqUSYzHr1OyZuI0gWjsxrrh/a9vUSZdIXuDUXJtGDZNruBwcwyFW7HGZlC42OpP3IoAFXjyjNi8B0AfLd8Own3d7ihvivXKTI8hODrx7pynXQBWsu4Z+47QHi1ODr+pqRZHQL0HjHV9rjrulf4+3JEpn1nUll35FKRfSsOg9HEuiOXSE7V06SqbWovt/6e2j0KWz5El7wZrhwnqEJt9f6enB4jdEU+x/uqTOkZiqEdGRlJVJTrAZITEhLo3r27TVmPHj1ISEjgscceA5RAzteuXWP37t20bt0agN9//x2j0chtt93mch9KS5nlYRZcJyoilAu7ptv9QQjAxUPK33I1ICjc9fZaD1f+HvsdrpxwvT0fxVd0y9EgJfaQiNm+h6/oluBfiF45TyB5sOw5mNODihULlnM6Ev3aOnK1NdbBrOwF8bLGnCaquKBi3sYbumXv+y0NzgTMLEyZBNAsV11J+Qmw9xvPnsvHuBnGrYyMDBITE0lMTATgxIkTJCYmkpycTMWKFWnSpInNKzAwkLi4OOrXrw9Aw4YNuffeexk5ciQ7duxg8+bNjB49miFDhhSZgqqsEINZReTnG1i9aT/5Vss2hEKYDebKDdzTXvmaBQP7nq/d06YP4iu65cqN3oxEzPYtfEW3BP9C9Mp5AjUGqHUHRFUj/F7ncpraM6qtU0M5knrKnFJpaL/2VImJLrautygL3SqcX9r6e3PFeFbNpHOrR5S/iQvAkF98XT/iZhi3du3aRcuWLWnZUtkmMX78eFq2bMnrr7/ucBvz58+nQYMGdOvWjfvuu49OnToxc+ZMT3XZIcRgVhFZOXr6jvzIZr+EUAh3G8wArZVlIuz9Bgx5xddVKb6gW67e6M2Il9m38AXdEvwP0SvnyTKFQL+PYdR2qg9/2K1tl4XH2NPeabN3vCx0q7hczK7ku1bNpHP9+yCsIqSfhaQ1nj2XD3EzjFtdunTBZDLd8Jo7d26R9U+ePMnzzz9vU1ahQgUWLFhAeno6qampzJkzh4iIiDLovX3EYBb8C08YzPV7QkQsZF6Aw8VHaxdKz9Q1R3BXzEQNiJdZEAShKILd9+BpXoZdFh5ja+/0C084lzbUEay95S6148Yc0dY5r0vKfa2qSWddEDR/SHnvx6v3BP9BDGbBv7h4WPnrToM5IFAJ/gWw60v3tSvYcPxiJu4K2W8Cjl3McFNrgiAIKiYlEb59iHid84GgisNsGJbWI+rK0mNXvLD2sLcHuyRDtTAfzlrlNqM5ND7WMlFwqoR+qG7SuWWC8vfISkg/79lzCYKLSJRsFaHVaGhYpwpaleUuKzOyrkDG9UG3cj33tt3qEfhjChxfpwT/qlDLve17GV/QrbXj77RJk+Aq8jvxDXxBtwT/Q/TKQUwmWPkKJG9hSFSzkus7wdB+7V3yynrC6HUF8x7sjMwcwkODLLp1at4PxS6htteOOyi817k4VDfpHNMAqrWD0zvgzwXQaZxnz+cDyLilXsRgVhER4SHsWf6Gt7vhu5i9y9HVITjSvW2Xrwm1OsOJjcps6O3PuLd9L+MLuqXVatC6bX5c8BV8QbcE/0P0ykEOLIHkLaAL5evUbtzl7f54CfOycUeICA/h9pZ17Kbuceacru61dsZQV+Wkc6tHFIN5zzzo+Dz4uSEp45Z6kSXZKkKvz+fL7/9Ar795Igo6RU6qstfYncuxrekwBgbMgqYPlFxXZYhuCZ5CdEvwBKJXDpCXDb9dj0zbcSyXDO7fY+zOdEiexHqZdElLrPX6fM6cv1akbjmzPNtTe63todVq0AVo3fbSuhg8zCEa3w/17oWur4LJ6PnzeRkZt9SLGMwqIkefx7OvzyNH75+Rml2m/r3w4hEYssAz7d96NzR7AMIreaZ9LyK6JXgK0S3BE4helYDJBFs/htRkiKoKHcd65DS+tqzaHtbLpEvaC5yjz+PQsbPMW7KF5Hk/kJ1SsL+2pGMLe5XV8v14jeAIGPodNB0E2gBv98bjyLilXmRJtuB/6IK83QNBEARBsGXDf2HrDIhpBJ1fgLrdCpag5mZAYBhoS+nHyL6mpD7c8xWknla8y+Ydrd3fgKAwt4hQHGrxNjvKA/e1JSoitEQj2RpPGciFDXdBEMoWMZgF/yA3A9JS3B/sqzBXjsOBpRAeAy3dm8dSEARB8COyroAuGILClf/DK0HONWVP8fwtUKU5hFaACwch45yypajevUoqw+jqyhLVcjUgtJxyfOZlOPcnBEVA9XZKmckEP42EQysgL/PGPtTppnjvygA1eFMdMTy/X7HTpXN44nuokTDIKcNddaSfg8QFUP4WaDLQ270RhBuQJdkqIkCrpXvHRgSUdgban1n9OnzWSQkc4UmSt8GaSbDzC8+ep4wR3RI8heiW4Al8Wq9MJlg6Cj6sD39+W1De9AFIWALtRyve5LN/KpkXMs4pn2ecVzzE3w6BzzrC553h5B8Fxx9fB/Puh/XvFZRpNHBklWIsxzSCPh/BmER44Qj8KxmG/QgajVsCUPkaBqOJZX+mcCm0HHkGZf9rSXuMayQMIjQ+ttg6Q3rfVqRuiZfXg+z7Cda+ATtmebsnHsWnxy2hWMTDrCLCw4L5edbz3u6G72HIh2vJYMhVZuM9Se2uUK+nspTOZPKbiI6iW4KnEN0SPIFP65VGA3HNlCXSp3ZA2yeU8uBIqNNVeXUaB/t+5PKuA1TsOwwq1oGziXD4V0hao6ya0mghwGqLUVAExDSGcrfYnu+u1yCmIdTsbPee5GoKKF/CYDSx/K8UPlp7lOMXMyEihmc/W88Xo+5yOgVUUdjTLb/38nqT5kNg8zToPsnbPfEoPj1uCcUiUxwqIlefx9sfLyNXggXYEqCDh7+Hx1dB7Ts9e66oKjB0IbQb6TfGMohuCZ5DdEvwBD6nV3k5cOVEwf/tnoRntsKAmUXXD68Etz3FoaXnoXpbCKsAde6C+z6AMXvhpaPw4mGoZxVluf698OwW6DPNtq3bnoJad5R4T/KHPcYmk4knv97F2IWJHL+YSdD1p9gNKbkkXXA+b3BRHmmf062bgbAK8NxuqHFbQVlejvf64yFEt9SLGMwqIjdXz/ufLCM3JweM+a6//CmEv0YDNdT/MOAtcvX5vDNjObmS6kBwM6JbgifwKb26dBRmdVeWS+ekKWUaDcQ2cqoZc9ojV7HXjhr2GJfEtztOsfbQBYJ1Wl68px67X7+HCH0meoOR8Z/9TqaTS6aL8hgXp1vZKeedSi0lOEFwZMH7fT/BR83hxEbv9ccD+NS4JTiFLMlWEeG/tyTjtaOwfLZ7GoysB30Ou6ctb5B+HvZ8Dc0f9PxS7MJc/Qf+2aIsI/IjT7MgCILgICYTJM6HFS9BXhaEVYIrxyC+ZamaW7Bsm8WoTXZhabF1O/5EyrVs3l1xEICX723AiE61AHjm9nhm7MvgryzY2qwT9zjYnvWeZEf3eNebMMrlJd+CA/yzWdnbv3w8PLNZCZ4nCF5EPMwqwhhxK0aTu1rTQFQDdzXmHf5eBOvehh9GlO1587Lh4zaw5Gm4nFS25xYEQRC8S24G7JwNn7RXgnvlZSlLop/Z7JCxbPYAFw4idfZCquUzd+2VdZfX2hf46/Q19AYjrWqU49EONS3lowZ34qUe9QH4tmorzqU6tpTXOgDY0H7teeGJHkXWs/Yq2zOW/el79gnu+o+SjeTyUdg83du9EQQxmNWEofFEtG5zZpqg6SR3NVb2mEyQeD36aPMhZXvuwNCC5d/Hfi/bc3uIQF0Ajw7sRKAuwNtdEfwM0S3BE3hNr478BlMbwS/j4eJBCAyHbq8r0a8j4xxq4sNZq1iwdOsNEZurxEQztF97l6Mxmw3vBUu38p8pi/3GmLu3SRV+HduZDwe3IKDQw9Aj7WvSono5Qg35nLmWXar2zV75wroVGh9bole5rAOq+cs1tUtoObj3ejT4jR8oKT39ALkfqhcxmFVESFw7qNoHNC6upNfooGpfqFC6ZWM+wbm/4MJ+CAiGJgPK/vx17lL+HltX9uf2AKEhQXz69iOEhgSVXFkQnEB0S/AEXtGrwyth4VDISYUKdeDe9+GFg9D5BdAW/wBsbeCYDWN7OJL6qDjM7Q/t156Gdav41fLsOpUjqFUp/IbyAK2G/3uoJZMPLKP1LeWBklNM2UMNY5a/RDwvliYDoXYXJQPKipcUR4nKUYNuCUUjBrOKyM7R884fbcHkYrAAU766vctQ4F2u3xNCy5f9+Wt3Vf6e/AMM6o92mJ2j55nXviY7R+/trgh+huiW4AnKXK8O/wrfDQNjHjTqD6O2w+3PQEi0Q4eXZOAU3kPrbHApf/Y47juTyl+nr2EqwWBKz8nn3w17cSBFCbxW2mXtpdEt6+X0gpvQaOC+D5XUaklr4MASb/fIZeR+qF7EYFYRefkG3p5/irzY+0rvZfYH77IhD/7+XnnfYqh3+hDXDMIqgj4DTu/0Th/cSF6+gbk/biIv3+Dtrgh+huiW4AnKVK8O/QLfJRQYywNnQUBgiYcVZfDaCy41tF97qsQUGN/Wy4AdMZzNBrmjwavUxJTVR+j78WZm/XGi2Hofrj7MxeBIpqw+zGfTFzO7fOMSjeyiKI1ulbRqQCgllepCp/HK+1//VRCFXqXI/VC9iMGsQnIbvFZ6L7M/eJeT1kDWJQivXLA0uqzRagu8zH6yj1kQBMFrmIxOp0YM0BRzjLvSJl44BIuGK8Zy4/th4GyHjGWw9XCaPZCFDeOSSJ73A0cmz3C4fuHgVWrPvWw0migXGkiwTku3hjF26+07k8ragxcAWHPwAu+nBPF7rVZk5Oa77L2v7oNRsW8qj3ancVChthI1e9073u6NcJMiBrMKMUa3KN1eZn/wLuuzlOikAE0HO/zg4hHqmA1m/9jHLAiC4DWWN4SFgQ6/opZHkfHabKKWRxVdZ3lD9/Srcn3oMBoaD4ABsyBAue86uz/WngfSnvFmNtIc3c9sbUBZn0ftXk+tVsOUB1uw+z93U7tyhN16U9ccsQQCC9BqqBsTTrPzx7j6/VLLJMLJS5mAbWooR4xnX0kjZd3Xm8qjHRgCvT5U3u+YCSmJ3u2PcFMiBrOKCA7S8e9RvQkO0kHTN5z3MqvZu3z1H1j5CkxpAEmrlbIWD3m3T2YPc8oeyLri3b64iI1uCYIbEd0SHCKqPuCuNBBuSJtoXsqr0UC3ideXYRfocEn7Y5Pn/UDagSNFGmPWXl/rpdfW5c4aaf5uQEUE2x8/zN5lw/W8mwajiaQLmQy+ctDyPYbWqE73KRuYt/WkzXdbVARsR8cs8wRFWS2DdzYHtLXuqd4bXecuaDJIWTmyfBwY1bmk2Ua3Tu30i0BmNwtiMKuI4KBAXhvdl+CgQMVL7IyXuSy9y+4eADIvwcwusO0TJTppuRrQ92OIa+re8zhLdFWoVF8ZwE9s9G5fXMRGtwTBjYhuCQ7R9A3AXfcOF9MmHvwZFgyGvOvpiTQamyjYxaV9MhsmNRIGEdWoXpEGjj3D1l65s0uI/YWj59M5fC69xHrW3mUzAVoNv7btafn/xKUs8o0m/rN0P0v2nim2PUfHLHN6sOJyOLsTZ3NAW0/q+EVU7R7vQnCU4qTYNcfbvSkVwUGBvJbQiuCfHoXZ3eHQcm93SXAQMZhVRGZWLn2emEZmVq5S4IyXuSy8y/pMWPkqLB3t3na3fwbZV6DirTD0exiTCK0S3HuO0mLeQ31c3cuyb9AtQXAToluCQzg7CWwPVyeHc1KVe9jR35Tln1aYjdbilkmbjShw395XR/IA+yNT1xyhx7SNfL7hmN06hb3LZgxGE5szAth3RvH8jut+K492qAnAC9//yZoD9vNcOzpmWXv1vendtzaGzbrnai5vnyQyVsl5HlIOgiPL9twmE+Rb6UPGBcVRkrLXtt6OL2DTVFj3Hqx+HVa8DMuegx9HwnfDyP96ANkftlQMZa0OrhQfyE7wHcRgVhEGo5E1mw9gMF4PZuLoA0ZZeZcvHFS8wInfwLl97mv3zn8p+S77fwL17ikx32WZUscq8JeKl9bcoFuC4CZEtwSHKc1Wo8I4Ozmclw1HV8PZP5X/Q6LhoW+h1XBoXzD5W1zwLWvvr7UR5YiR6w6j2h8jY1/KyGX1daP2jnqV7dYryrtsJkCrYdqaowBoNBpe792IAS2rYjCaeHbBHrYeu1zk9+/ImOXN77zwua33r5uNZ1dzefssbR6H53ZD8yFld05DHsy73zZeTdIa+KoPrH3Ltu6aScprw/uw+SPY8Tns+Rr+XgQHf0Z3fC2hWj35VdvBU39AxzFlJ4fgEmIwqx1HHjA86V02WJ27Whu46zV4+AeIa6KUHV3j+nLlAJ2S77J6O9fa8QS3dARtIFxLhivHvd0bQRAE9eKql9nRyeH8XDi0An58Aj6oC/MHwe65BZ/f0gH6TreZnC2c4sl6mXRp8/1at+sKzkbeVgM/7TlNnsFE8+rlaFglqsg69rzLZgxGE2sOnrd4mbVaDf8d1Iy7G8WizzfyxFc7udqle6n6583vvPAScH/fv26DNgDCK5XtOTdMVlYRXjpS4BgJqwSVG0B0Ndu6TQZCi4cVw/72UdD5Bej6GtzzNtz3P7J7TKX3+jvJGrIEYhuVrRyCS0gUFrVjfsBI+bVow1mjg/j7in6AOPsn7PtJMUYj45Sya6eUGffIWGWviMZOEJa8bDiwDNa9DcN+gkq3KuV3vFhQ58we+O5h5f2Q+VDXyRvTmd0Q2wR0wc4dV5YER0DzB5Wtd0YXPSOCIAg3O03fgDM/l+7Y4iaH8/XKQ+/+xUpe5VyrfK5R1SCiZG+c9dJo8/uyWPrqi2mNPInJZGLhzlMADGlb3W49s3fZnsEMBV7mWcPbAKAL0PJ/D7Xk8bk72XLsMsNmb+eOWytTLzaS+nER1IuNpHyw7/uSzAayP64ucJhDvyjbJh76Tomk7QF+mz+be5KuR+iOrlbwTFzvHuVVmL7Ti20vLyObtee3gUbRMfMeeMH3EYNZRYQEBfLJmwmEFA5EUdwDhr0HiPTz8PmdgAk6PFdQvuX/lCUkALpQxXCOiFP+RlZRZvZSEpUlyHlZSr1NU5Xl0oWJaaREkj7yK3z7EDzwFTS4zzFhD/4M3w1Tcu8lLIbyNR07zhv0czxHpq9iV7cEwUVEtwSnKGkS2B5FTQ6bTHBsLexbDId+VvYnm4mMh8b9lXRR1drYnRwu6YG2RsIglzzMjuCIF1rt+Zat2XnyKscvZhIWFECf5vFF1rHOu1wc1l7mJlUVj3BIYAAzH2nDsFnbSTx1jV/+Pssvf5+1HNOnWRXVjFlD+7X3j4BezqLPhOXjldzMO7+wfY51F7npND34FuiM0OxBaDLA5SYL3w8XLNsmBrNKEINZRQQF6Xjsgc43fmDvAcP8AFGuubL3ImUvdB6vfBYZCw16KctbQstbHaNRPMu5aZCfDVdPKq+iiK4OLROg49iiPw8MgcFfw48j4OAyWJQAvaZA84dAF2RbN/U0ZF2GKs2V/2/pCAHBSiTsqGo3ti24Fbu6JQguIrolOE1pvMyFJ4dNJiV4V+I3BWURsdCoPzS+H6rfBtqSPYkfzloF3BjUydrra16eXVwUY097Af3poXvhjmQA+jSLt5tOyhHvspnCXmZQ0lQteqo9W45d4sj5dA6fy+DI+XSOXkinflwkj93VCoCM3HwW7znNA22qExLoQ/FTHKAkvVQ1QeHQc7KyUrLNCM+cY+UrVNFdVZ517/vALd9l4fuhef+5P/1+/RUxmFVERmYOdzz4Hhu/e4WI8ELLT4p6wNAbIKsmfNQcUpMBDTQbXLDn4sFvbpxV7zlZeemzlJm79PO2fzMuKMc36AVxzewv2TajC4JBX8KSp+Hv7+HnMUrkwEb9FO/xlWNw8Qic3gHV2sKI35TjwirAuH0QEVPar6tsMeQpQc8qN7hxMkAFFKtbguAColuC0zjrZS7Ku/z724qxrAmA1sOVvYU12jsdNNJ6f6i1kVxULl97hrGnvID++KCdmp1n8fYOaVf0cmxHvctmivIyAwTptHSpH0OX+jE2da+mZdGq90Q2fvcK3+w6w/u/HuLnv86y6Cnb79rdXn2TycTJy1mk5+SRrTdgMJloUb0cYaXMYe/30dUb91denuDgctg7D6MJtPd/BiHRnHKDwVz4fnhT7T9XOWIwqwijycTBY2cxFhWNufADRm4gnAqHE3OVz4OjodkDtscUZ+wGhSkGbYXarnc8QAf3f66khdr9JaSfhT1fFVEvSDHUg8KU/9ViLAN81ALSTsMTv0O11t7ujdMUq1uC4AKiW0KpcMbLXNi7bDQqk7EAvacqBrMT2PMk2XtYNhvSxRnGnlgy7Y/LOZcmniE330j92EhaVC9XZB1nvMtmivIy26sXpNNaxqzYqGCqlgtlcJsC4z0nz0CW3uDW737twfO8vnQ/Z65l25RHBOvo07wKD7atQfNq0WhKclLcrBgNymrIinVcbyv9vOLcARand2BgzU43VCmtt1nuh+pFDGZ/4voDxoK/6jK08hnloSG2qbJkumFvCAz1Xt+0AdBlghIU7OQmJfCKPgMq1IGKdaFqK/cMdN4ipgHkpiuTAYIgCIJrOOhlNml0aAp7l7VaGDgHWg5zPtgkOO1JcmiPsQcMW39azmk0mvj5rxSmr00CFO9yUcahs95lM/a8zCVxf8tq9G4Wj3VPvt91indXHGLobTUY2bk2cdHOrZzJzM3n6IUMIoJ11I2JAKBiRDBnrmUTrNNSKSKY4EAtWbkGzqXl8O2OU3y74xT1YyMZ3LY6PZvEse34ZTrUqXTDua114qYJFpd6Rtnyl3oaRu2A0KInWhzCZIJlo5UtgrFN+WBPa3KXbqVT2hmb4H7u8DYL6kIMZn/i+gPGr4uyGBp6ETBB/xkF+4J9AW0A1L5TefkTA2cre78d2BMnCIIgOIADXmaNtXf56kmIrqGMw1ot1O3ulCcoed4PnCqDqNfuwl+Wcx5ISeOVn/7iz9PKcvZalcIZ0Kro2CWl8S6bcdTLXJjAANv7+qakS2TnGZi96QTztv7DwNbVeLRDTfKNRlKu5XDmahZnrmWTci2Hs6nZpGbnMfXBFjSrphhyi3ad4o2fD/Bgm+pMHtQMgObVopn1SBs63VrJslfaaDSx/cQVFu06xYq/z3L4fDpvLT/AW8sPAPDC3fV4rpuSoeTPU9fQaOznAbc2pP1uX3N4JSWgX8Z5ZStGr/+Vvq1dc+Dob0oMnQEzqbRrleX7NAf3K4vI+ILvIU/3KiIsJIhlX4wlLKSYPbLN3qJn7CVllqz67b5lLPszoeVUbSw7pFuCUApEt4RSU0JeZiMBGOP7KPUuJcHMrrD4SSXP8nWKi2C9YOlWm/9rJAyi428LCY0vOcWUPTwdrTrZwxG5vUFggIZ9KWmEBwXw4j31WDGmM9GhN0aoLinvckkUzstsj5LGrM+Gtearx9vRrmYF9AYj3+5Ipse0jfSavomRX+9i0s8H+OKPE/zy91n2JF/j2MVMLmfoLcdHhwYSFaIjIKDAb63RaOjeKNYmsJhWq6F9nYpMfbAFO/7dnbf6NaZJVSUndfUKoVSIUPqXr9Hy7Pw9DPx0C+mBYUX22dqQ9nRU9zJHF6wElAXYOUtJaVoaEr+FFS8p77tPvCFPsnUQtdKOETfD/XDjxo306dOH+Ph4NBoNS5Yssfl80qRJNGjQgPDwcMqXL0/37t3Zvn27TZ2aNWui0WhsXu+//35ZinED4mFWETpdAHd3alx8pciG3FPp+szXbU/6zXItwbM4pFuCUApEtwSXKMbLrMUAzd5Q/jm/T8nucDkJjPlAMMnzfiDtwBE23zOE6gmDLF61BUu3smDZNg4mKVto3HmP9OT9NnneDxyZPEP13sFrWXo2J12mV7MqANwaG8mUwc1pX6ciMZH2lze74l0244iXuaQxS6PRcGe9ytxZrzI7Tlxhxrok/jh6kfJhQcSXC6VquVCqllf+xpcLISo0kEZVoizHD2hVza4H3R7RoYEktK9JQvuaXMvSExUSiFarGNwaoEnVKA6d0xB2Psepdv2G2ndC08Hw9yJY/jyMXOdcgL+kNUpwWlAyudz2zA1V3BFE7Wa4H2ZmZtK8eXMef/xxBgy4MRVXvXr1+Pjjj6lduzbZ2dlMnTqVe+65h6SkJCpXrmyp9+abbzJy5EjL/5GRkWXSf3uIwawi0jKyqdtlAknrJxMVYWc/8oGlVArMUnImN+zLgqkfi8FcVvw6AY6shP6fwi0dvN0bp3BItwShFIhuCS5hZy+zSaNj5dHqdAxqQBQo0XJDy0NMQ0a/8xMnT19iaN/buaVRPTr+ttCmyaH92jO0X3t6j5hquT+OnjiPDq3q+vT9sixyPnuai+m5dJ+ygfScPG6NvYN6scpDcL8WVYs9rrR7lwvjyF5mZ8asdrUq0K5WO4xGk8WA9TTlwmy9kwEmI58Na82lDD2PPZ8IFETcrlUpvEz65BP0eAeOrFJSTe2cBbc95fixtbpA/V5QsTZ0f9NjKwatdWv52kSPp5vzBj179qRnz552Px86dKjN/1OmTGH27Nn89ddfdOvWzVIeGRlJXFycx/rpCKEnTAAAIABJREFULGIwW5GemUNahhKhMFAXQGhIENk5evLyDZY6wUE6goMCyczKxWA0WspDggIJCtKRkZljE/0uLCQInS7A0q6Z8NBgtFoN6Zm2s4GR4SEYjSYys3NtyqMiQsnPN5CemUN6hnKMVqMhIjwEvT6fHH0eADm/fkAMQJvHyTVAvsHo8zJl5RQsVSpKJoAArZbwsGBy9Xnk6gsemnxJptDL/xB49SSG07vJrFgQgEYNMqVn5JCemYPBSl/M+Nt1EpnKViazbqVn5PiNTNaITGUgUxFeZo0pn7fXNePH4WcBxVNJTDvCQoI4efoSCz5SvEV7pytjWlEy5RuMmEwmjEYTSf9c4N2XBpGWkU2+Qfnu8vMNNvdQX7hO1v0xmRTDyGeukwMyBWugTY1ynL6WTZbe4LDuTV19BHfyv1WHmD64WZEymccss9y+/nsC0Ofls+zX7Zw5d5W0jGy+232GD347yss96sHZ01SNK09aRjbB11NU+bpMpdI9bTTazq8SumYCplX/xnj+EAFdXiIjoELRMqWmKdlitMp3Ej5oLlpdoEWm71fs5My5q5Yxwvq3Zz1GOCdTvuV+2LtbC+YtUbaF+OpYbj4uPT2dtLACj31wcDDBwcG4il6vZ+bMmURHR9O8ue0W0vfff5+33nqLGjVqMHToUMaNG4dO5z2zVQxmK1r2nmh5/+jATnz69iOMf3shc3/cZCn/96jevDa6L0PGfMqazQcs5Z+8mcBjD3Tmjgff4+CxgkjJy74Yy92dGlO3ywQbhd29bBLVqpQntu1Ymz6c3/kRp89epXXfSZayyPAQLuyazh87lRtG3a4TAGhYpwp7lr/B/KVbefb1ebQqf4XN9xwm16gluPWjfDDzVzZsP2w5hy/KtG7bIfqO/MhSXlgmM907NuLnWc/zwcxfeWfGcp+8Tv9pfo5XG8CFvzZQ+4m/VScTwNGT57lzSME+EX+8TiKTd2Sq23WC38kE/nedfFWm7Rcb06rCAQIDTOQZNJzW3M5j1f4h/9M76bi2E0kZkRaZAItM/0o+xL1tx9qVac73fzBv8Ra2Jx63fPbamSPcCazbdsjmHuoL12nUQUUegNo1KpOemeMz1+nlp3szaOxM/th7HE1gINrAQEY83I2LunD+/nk1hw8nA6AJDGTxjGdoUb0cMW3GOKR77R4bgjtZs/sEsR/MLlam6XNX89b4AT7/ewJsrlNs27E0738velMwb684RM6ZM6QlJvL1T1v496jedAWfl6m0v6e1m/czv0M17q9+moA9c+DP+SxNacSrW2twITekQKZ2tdj2r/akZAbyzM62gMauTOmZOZw+e5X12wp+e9ZjhDMyTZ+7Gih4jo+PUQLB+fJYDtCwUUPIz7L8P3HiRCZNmkRpWb58OUOGDCErK4sqVaqwevVqKlWqZPl8zJgxtGrVigoVKrBlyxZeeeUVzp49y5QpU0p9TlfRmEySDOzMuavU7TqBvcvfID5WUV5fnMG/ci2Dqu3Hk7RuMpERITfMZAX+vYCQNa9wLKIDdcctIVefR78np7Po42d9ViZvz3a7U6aAk+sJ/2EIpvK1SR+xRVUypWfkULfrBFK2TSWgUERQf7tOIlPZe5jrdp1A0rrJxFWO9guZrPGX6+TrMmWnbCd0fUFArazIsYTt/hITGrL7f8mAacdZ9PGzLF29l2lzfmPdt8oD6d5+w2m59KsiZRo8+hN+/XI8RqOJXiOmWu6Ve/sN5861i8jPN9D7iWmWcl+4TmZ5AJat3svD/dt79Trl5hv4+a9zLNh5mqSLmdhjQIt4JvVuUKRM1tjTvfDQYPINRjJzCskUfl2m3EIyhV2XKa+QTKGKTHn5BrTX01YV5WGu23UCyZs/pHKFSJ//PS1dvYeBPduQq89n8OhPWPTxs+gCtHy7O4X3Vhwk32iia71KfDS4GcFBOnb1TqDFkq98WiZXf08ByZsI3fIB2tNKMCmTLhR9y8fRtxtFaPk4dMmbMM3rDwHBZCaswlixXoljxKZ7hlh+e9ZjhDMyXbySTo2OL1ie439auZtHB3Xy2bE85fw1WvaeyN5lr1nsI3Dcw6zRaFi8eDH9+/e3Kc/MzOTs2bNcunSJL774gt9//53t27cTExNTZDtz5szhqaeeIiMjwy2e7VJhEkynz14xhTQYaTp99oq3u1Is+fkG0/4jZ0z5+Qb7lTIumkxXky3/9np8Shn0TGH+ki1Fvr9pyLxsMk2MUl5Zvq1LhXFItwShFIhuCW5jfR+TaT4m00+dTMZJ5UymiVEmw9ZPTSaTydSq90TLfcf6vrfp7gftNmd9n7J3TFneQx1hdeMupn++/t7b3TBdzcw1TV9zxNT6rd9Mt0xYbvNq8vpKU4f31prunbbRNPizLab/LPnblHIty9tddhg1j1mF9XXnicum2q/8YrplwnLTrpOXTSaTrX77gi55DKPRZDq6xmSa2bXg2ezsXwWf751vMv2z9YbDHBkXihtXikNtuuWqfQSYFi9eXGK9unXrmt599127n+/bt88EmA4dOlSqfrgDWZKtIrRaDdWqlC8+sER4JfufeZgFy7ZZAqZYv79pCKsA5WsquUBTEqFOV2/3yGEc0i1BKAWiW4LbaPYWS39PoV/oSTQmI/qmDxN4PbBPaXISq/Ee5Wyk3jyDkT3/XOW22hXd1odvtv3DO78cJDtP8YjFR4fweKda9G9ZlfJhQQSo/LfuT2NWm5oVeKB1NRbuPMV/Vx5m4ZO2ac9O+VtOZms0GqjbDercpQQDO70T4poWfN5iaJGHefL51Z90y50YjUZyc3Ptfp6YmIhWq7XrgS4L1Js49ibEvFep8NIKDHlwbp93OmXF2QupSrqOpVs5mHTWkuOycK5Lvya+lfI3pZR5AL2EXd0SBBcR3RLcRkQ96menQk4ahrgWxLyeW6JeVS+FMWDOt7pg6VbVRbE1Gk2cuFSwNPp/qw7z4MxtvPfrQbL1BlKz8ziXmsOJS5nsT0ll9z9X2P3PVQ6eTeOfy5lcSM8h12ppqBnrVE7VK4SRnWegYZUopj3Ygg0vd+WJzrWpFBGsemMZ1D1mFZUHfEy3WwnSadl+4gp/HL1k91h/zPENKIZz/Xuh23+83RNV65ajZGRkkJiYSGKiErH9xIkTJCYmkpycTGZmJq+++irbtm3jn3/+Yffu3Tz++OOcOXOGBx54AICtW7cybdo0/vzzT44fP878+fMZN24cw4YNo3z58l6TSzzM/sCh5fD9o9CoHwz+2uYjsxFbFjPp1jP8N623Ob4l7P8JUvZ6uyeCIAj+g8kEy8fRIOwChFUiq+9scj/6L9+v2MmIwXfYPczaezZ64jxLuqni7klmL+5QlPuXL1HSBMAL3//JmoPn+emZDtSNiSDnuhf48w3H+XzDcYfOMWVwc0ue4PWHL/Di938xpG11XuxRH4A7bq3Ed0/eTrtaFdBo1G8g+xNF6XV8uVASbr+F2ZtO8MGqw0ywc6xfe5udwPq5uagJCKF4du3aRdeu/8/eeYc3Vb0P/JO0TdM9GKVl77IpuyxRlqgsmYKAgIgDAeGnoF8FHLhBUXAgIoogKsgQZQrIKpsCskehFNpCWZ1pmuT+/rg0TUtX2uyez/PkSXJz7rnvyXlzct9z3vO+OR6WU6ZMAWDUqFF88803nDlzhh9//JGkpCTKlStH69at2bVrF40ayfmpPT09WbFiBbNmzSIzM5OaNWvyyiuvGOuxF8JgdgWSLoDCDcrXe+CjkripCUpB5fsrzNeEwSwQCAQW4+AiOPYLekmB26AfkPzlvL2DHmv9QNGCbnIvxyWx/vtX8v3M9BxTo9TRbpizDZqk1EwOxNzmv2v3eLVnfaPhmq7VkaHVczYxhbohfrzdtzHtapXj9dUnuJsuByFyUyrw9nDDSyU/JAnStXoytDrSs/R4q3LSx9zLyCIpNZMVB2OZ1K0uHm5KFAqFRV28BdbnxS61WXEglhPX7rFbCqCjvQWyMrFmGv+mC0um982m988l8VYpi3Tp0gWpkHjSf/zxR6Hnt2jRgn37HGuiEoTB7Bo89Cqrb4TTv217e0siCG0GKCA5DlJvgK/99lsIBAKBSxC7HzZOB2DJve6MrdkZTKLB5nWdzm+SuCj3atNzTG+0HWXC+WZKJvtjbrHv0i32X7rN+Rupxs+Gtq5GtXLeAIxqX4PnH6pNRLUc18VeTULp2iCEDK0eL5UbKveCd+NJkoTpve5D9Sqw5qUOVA70wsNN7OJzVsr5ejK2Uy2++Oc86xo9xP/pDbi7aH/GLl3JuY8WmGUwz1m0CSj89y5W38s2rvlrcVH8fNTMf/tp/HzkXHKme4O/33gBfMSMr93x9MtZ6Xcit2w/HzWJB+cZdUsgsBRCtwSlIvk6/DYSDDpo1J/VKfINrZ+Pmofa1sfPR82wvpGEVgwotJrilHE0MrR6Zv91ikfm7KD17K1MWH6Un/fFGo3l+iF+jIqsjqlXdPva5XMZy9mo3JUEeHsUaiyDnAbGNCBRoLeK5lUDqeBnp1QudsBVx6xxnWoS6O3BdXUAixasJXbpSjKuJ9pbLItTbcRAvMJCzDrHVt6YrqpbZQFhMDsRBoPE3O83sWyNbCiv/XM7JJ0HcvZcODouG1TCFKNbtvME/jIYJOLi72AwlPm07AILI3RLUCA6rRy0siDuXoX5bSA1ASo04De3kcTfSAZg2Zoorsbfdlm90hskJq04yne7Yrh0Mw2FAhqG+jO6Qw2+ebolR97qzqZXOvN238ZUDfa2t7guhauOWX5qD17sUhuAv5UVqPr0AKNhaQvj2dHuUe0hj6vqVllAGMxORFpGJpdib9KnewTL10bRInMHzG8FG6blOzvmKBE+TY35q2XBYA6LkJ+dKFJ2WkYmLfvMeiCJvUBQWoRulXEkCfYvhG86wrzm8Gk9+KAqvFMO3qsAS/vnLq/X5bwOrCpvc6nUFJ5azuAnH2Hqsz0B6NM9gkuxN83SK0fbj1wY7/11is2nElG5KflsSDOi3+rB35M6MbN3Ix5tXIlgH5W9RXRZXHnMGhlZg9d7hbN8XLtcAdtKsiprLo4WQM8e8riybrk6VjWYd+7cSe/evQkLC0OhULBmzZpcn0uSxIwZMwgNDcXLy4tu3bpx/vz5XGVu377N8OHD8ff3JzAwkLFjx5KampqrzPHjx+nUqRNqtZqqVavy8ccfW7NZDsGw3m14pvoZ+U1I4/zL2NEFzfTGJNuYd1X3nweo1xMGLobHPrG3JAKBQGA/9Dr4awpseBUSTsCdGEhNhMxk2cUaoNss+VmS4NgKmNcM0m7l1DFkKYzfCcG1gNLtKXaU/chF8f3uGH7YcxmAOYOb0T+iCgHeHvYVSuASqD3cGP9QbXw9bR/CyHTxxJW8DR1t5VxgHaxqMKelpdGsWTMWLFiQ7+cff/wxX3zxBd988w379+/Hx8eHnj17otHk5CcbPnw4J0+eZMuWLaxfv56dO3fy3HPPGT9PTk6mR48eVK9encOHD/PJJ58wa9YsFi5caM2m2Z+zGwhxvwdewdDE8QIR5HdjYosZTIcgqAY0HiA/CwQCQVkkMxVWDINDiwEFPPIWjNkM43fBhMMw5TRMuwyhzeXyCgXcPCMHTIz+Oace72AoRuoiZ1o9LgytzsCqw3EATO8VTu9mYXaWSOCqSJJEvKefza5n6glpKW9DSxveJfHMdLSVc4F1sKrB3KtXL9577z369+//wGeSJPH555/z5ptv0rdvX5o2bcpPP/3E9evXjSvRp0+fZuPGjSxatIi2bdvSsWNHvvzyS1asWMH169cBWLZsGVqtlsWLF9OoUSOGDh3KxIkTmTt3rjWbZjfclPe77MC38nOLkSz/O9ohXK8Fzo0IQiGwFkK3yhgGA/z6NJzfBO5qGPwTdP4/qNYWQptC+TrgHwZeQeB2f6VLmwaJp2DA9xA5oViXMdUrZ1k9LgqVu5IV49vxTt9GjO9cy97ilFlcfcy6kayhz/w9vF3vUTK0enuLUyKyo2GXlPxi/5TEM7M4MYRMP3d13XJV7LaHOSYmhoSEBLp162Y8FhAQQNu2bYmKkhUrKiqKwMBAWrVqZSzTrVs3lEol+/fvN5bp3LkzKlXOfp6ePXty9uxZ7ty5Y6PW2AZ/Xy+6tKuPf/oViNmJASW0HlvoD9xWs+4FzcrlPZ5xPdGlXHEK5OZZ2P0ZHP/d3pIUC39fL24c+gJ/Xy97iyJwMYRulUEOL4ZL28HdC0b9CQ37FD3uq3xg+G+yx5TSrfCyuJ5eabJyjBZ/tQcjI2vk2mMqsB2uplv5Eeyj4m6GlkyFG/8sXmtvcUpESbwWTceh7BXv0sb7KU6E7exV6LKgW66K3QzmhIQEAEJCcit7SEiI8bOEhAQqVsydx9bd3Z3g4OBcZfKrw/QaecnMzCQ5OTnnkZJc+gbZAJ1Oz627aRj2y6vLyvDHILBaoeeY/ogLumGxhAFbkNGe97hXWEjZyGUXGwVbZ8HRpfaWpFjodHq27D6JTuecM80Cx0XoVhnjbixsniG/7jYLqrYBLB/w0ZX06naalse+2MV3Oy8hSSJ6rr1xJd0qCHc3JfOfasEXJ//gieefLFEdzrj4kd84lPc+1ZoLTWVBt1yVMhkl+4MPPiAgIMD4aBhe194iFYt0jZZL5y+gOL5CPtB2vPGz4vzAC7phKemNTOzSlRx9/rUiy7nK3jKzqNoOGvaDBr3tLUmxSNdo6TNuHukarb1FEbgYQrfKGP6Vocs0qP0ItJHjjZQk4GNRLo6upFfroq9x6WYaS/ZeJiVTV/QJAqviSrpVGM2qBtJwWJ8Sn2/OvaMtsrZMmLm0xAG4TO9TzdneUdx2ZbttlxXdckXsZjBXqlQJgMTE3H+iiYmJxs8qVarEjRs3cn2u0+m4fft2rjL51WF6jby8/vrr3Lt3z/g4deZ8vuUckZE1Y1BkpUPFhlCjk/G4PfZvVRsxkPRLsUWWM5WtallYXQaoGA6Df4Q24+wtiUAgENgOpRt0mARP/wH3Y26UxHXSNJCOM65kmcOo9jWY1bshS0a3xl8tomELbEe2x9/J67mNPkv/5myRteVyXFK+98LFMaJLeg9d3HYVx21b4NjYzWCuWbMmlSpV4p9//jEeS05OZv/+/URGykoVGRnJ3bt3OXz4sLHMtm3bMBgMtG3b1lhm586dZGVlGcts2bKF+vXrExQUlO+1PT098ff3z3n4+VujiZZHMjC+zgX5dZtxxYocag1KE0K/TLhjCwQCQVlCr4NtsyE5PueYQmGxdCuWdud2FPQG2f1aoVDwTIea1A2xXcRigQDAYJB4auE+Hv9iN8cz3IhdurLUwbRMjW1HmOyas2iTSP0kKDVWNZhTU1OJjo4mOjoakAN9RUdHExsbi0KhYPLkybz33nusW7eOEydOMHLkSMLCwujXrx8ADRo04NFHH2XcuHEcOHCAPXv2MGHCBIYOHUpYmJxqYdiwYahUKsaOHcvJkyf59ddfmTdvHlOmTLFm0+yCx+Xt1PFLRfIMgKZDzDo3r0tcafYzi8GnmEgS3LoI8cfsLUmRKBUKGtQORSmCzAgsjNCtMsDGabDzYzkytiFnb54l0q0U5M7t7Hq1/cwNRi7eT7Imq+jCApvi7LplDkqlgurlvAHY32sI1UYMLHUKUNMJLkeY7HKk1V2lQoHKw42Vfx+0tygCM7GqwXzo0CEiIiKIiIgAYMqUKURERDBjhhwQ5LXXXuPll1/mueeeo3Xr1qSmprJx40bU6pyQ68uWLSM8PJyuXbvy2GOP0bFjx1w5lgMCAti8eTMxMTG0bNmSqVOnMmPGjFy5ml0Fr2M/AKBoMUKOKGoGeQfA0uxnNh18TKNem7NXubj7n52aE7/Dly1gwzR7S1Ikvj5qjqx/G1+R7kBgYYRulQEiXwL/KtBhYrEiXJtDtldS3slcZ9YrSZKY98959ly4xY97LttbHEEenFm3SsLwttUBOKBRkVnKYFQliVfg7Jhz7+vro6ZT63qMGdzZihIJrIFVDeYuXbogSdIDjyVLlgCyG9I777xDQkICGo2GrVu3Uq9evVx1BAcHs3z5clJSUrh37x6LFy/G19c3V5mmTZuya9cuNBoNcXFxTJvm+AaK2dy5Ahe2YpBA23y0vaUxYhr12pwZvOLuf3ZqQpvJz/HHZJdFB0ar1fHD77vQah1bToHzIXSrDBBcCyYegYZ9cx0uTn7SgjA9N7/sCs6sV3sv3iL66l083ZUMbVN4pguB7XFm3SoJjSv7U9HPk3Stnv2XbpeqLtMJroKMZ3sZ1da6rjn3vlqtjmuJd8uMbrkSZTJKtlMSWI20YX/xxrFmaHwq21saI2UmiFdJKFcXVL6QlQ5J5+wtTaFotFm8OGMpGq1wDxRYFqFbLojBAGsnwPktOcfcPR8oVhpXyKLOdWa9mr9NjkUytHVVKvg9+L0J7Isz61ZJUCgUPFxfTuG6/eyNIkrnj+nEWPYEV0Gu3XmP22qfc2ldzU0x9a4siOzvxDSStkabxZmL8WVGt1wJYTA7CwoF+rCWzDsbbm9JciGCeBWCUgmhzeXX14/YVxaBQCCwFFveknPM/zoCUm9YPKaFLVLQ2IvDV+4QdekW7koFzz1U297iCAQAPBx+32A+UzyDOe9qbWli29hjn3Npx5h6014q8v43O4aDaSTt38XeZadFGMwCI2Vx74nVqSzv3+eaMJgFAoELELUAoubLr3t/Dr4VLRLcC3JWmob1jWTqsz2Nx13Jk2nBdnl1+ckWlakc6GVnaQQCmY51y+PhpuDyrXRiktKKLJ83toAjBdYqDqVNc1XSxaJBj7Uu8TUF9kUYzE7Eqg2H8PFW4aa0XLeZGsmWdFcR3CfsvsHs4CvMbkol3To0tKhuCQQgdMtpkSS48A/s/xZuX5KP/bcKNr0hv+42C5oNLVHV+a1E5U1lY3rznd/NqTPq1bGrd9l25gZKBbzQpY69xREUgDPqVmnx9XSnTc1gALYVssqcn+t1YRTHddlcTGUwt35ryJNNcYLZuimVBAf6lCndchVEjzkRowd1ol3z2vh4l2zPU34DhTCSrUxYC/k54T/QZdpXlkLw8fbkz0WTS6xbAkFBCN1yQpIuwLJB8POTsOE1+CICvusKq5+XP28znglbypnlgmn6/5PfirS5/0XOpleZOj2vrpRTDPZtXpma5c3LdCGwHc6mW5bCuI+5EIPZXNfr4hjV5mIqg7n15wpUa0Z06+KQN5itaeDC7Gv5eHsS0bBamdMtV0AYzE5EpjYLH29PMksYLKCggaWgGTdb5lp2hOT2ViGoBngFgSELEk/aW5oCydRm8d78dSXWLYGgIIRuORmX98BX7eDCFlB6QNV2oFDCtUOg10KDPvDoB1yOu2WWC6bp/09pomdn42x69dmW85xLTKW8r4o3H29gb3EEheBsumUpsvcx74+5hUbpnm8Zc12vC9pOUZqVXlMZitquUdheZWu7kJvKmf2cqc3i0tWbZU63XAFhMDsRmVod67ZGk1nCcPRVTfacmO5Vzs+QXr42irfmrraZ0ewIye2tgkLhFG7ZmVodsxesL7FuCQQFIXTLyajSGoKqQ51u8OI+GLsJppyGnu9D59fgye9KnWvZEvsdnUmvDl+5w8KdFwGY3b8J5XzF6pIj40y6ZUlqlfehejlvsvQS//mFWqTOglZ/s+87Sxs7J7v+ggzj0u5VLikFyZOp1RFzNanM6ZYrIAzmMkT2wFIc17dhfSNpUCfUqYI4OCzZbtnXj9pXDoFAIMhL4klY+xLo7694uKtgzGYYvhLK399n61cJIl9iecoj4KF+oApLrBi7KmmZOv7v92MYJHgyojI9G1Wyt0gCQb6Yppc6GpCTvtSaHoCW2hZYXMPYVgEE7WWoC6yHMJgFLhWB1CHJXmG+JgxmgUDgQOi0sLQ/HP0ZDizMOe5TTvaOyUN++xeNe/TuT65OmLnULOPZ1Q3t6Kt3uXwrjUr+amb2bmRvcQSCQnk4vCJVgrwIzko3HjPXA7A495SmZUzdsy1lnBfk8i1SoQpKijCYnQgPdzeeGdARD/fSucMBeNeqZhxMzBlAlq+NokaV8qW+fpmi8v0V5punQVt0ugZ7YEndEghMEbrlwLir4OH/QcO+8t7kIsjPlTrvSsrluKR8PZMKuok2NcLN2dfoLHrVoU553u/fhG9GtCTA28Pe4giKgbPoljXoVKc8u157mAHxx4HC040W9Jsuzj2laRnTbYGl2Z5nGsTLGsHGikNRY5iHuxthFQPLpG45O/nv6hc4JF5qFV+/N9IidUV887FZ5WOXrqTaiIEM6xsp3LTNxT8MfCuBhxckx+e4OToQltQtgcAUoVsOiDYNVPejNLcYCS1HFXmK6Z68wgLp5FceCt5raGqEm3OT68h6tfdiElWDvKka7A3AU22q2VkigTk4sm5ZG6Uyt2dJtREDCzRii9o/nBdLR6V+oH6Te1N7eU4WNYZ5qVW8O6U/XmqVDaUSWAKxwuxEZGi0vPDmT2RotDa9bt78mIISMPEoTIp2SGMZ7KdbAtdH6JaDcX4LzGsOZzfI7/Nxvc4P05Xk4uzPK6jMsL6RTH22p3ky54Oj6tXmkwmMWnyA0UsOci9DRMJ1RhxVt2yJDgX/XSvaCIbi79e15WKLqdFqbUPdHDI0WnYdPF+mdctZEQazE5Gl07Nk1W6ydHqbXteeuZpdJt2UytveEhSKvXRL4PoI3XIg0m/LAb7SbsClHRar1twbUkvcODuqXjWpEkA5H08ahPrj6S5usZwRR9UtW3EvI4sXmg6iz/zd3ElzfsPOkbwiy7puOTNiNBfkojS58SyNS65sS5K9JRAIBGURSYI/J0FqIpSvB91mFeu0goJymRrJjnRDakskSWL7mRu8+vsx0u+niQkN8GL1S+2ZN6Q5ag+xT1HgfAR4eRCUnoyfUuJSUqq9xXEqqjqV+CC0AAAgAElEQVToyrag9Ig9zIJcmO6/sPePvbC9M06HLhN+HgAJx2HyCVCLdAOCsoXiTgxs/hz8K0NYc6jcEgKq2FusssPxX+H0OlC6w5ML5ZgKxWDOok2AbBQXZSTn3cto7/8Qa6LJ0vPayuOsO3YdgC71K/J4Uzl3bWhA8b5bgcBRmdfKl4hnHsdNqWCPvYVxInK5gpfRiURXRRjMToSnyp3/vfQEnirrdVvVAn7s2SvPlow6aLqaXZrE9U6BuyfcvQKae3A9Gmo9ZG+JcmEL3RKUTbJ1y2fbGxCz3eQTBTw+B1qPtZtsZYa7sfD3q/LrLtNzUt0VA9OgXEXdAOYXQdsczAnUY88x63aalvFLD3Hw8h3clQqGt61G3RBfm8shsA7i/xBajRHpl6yB0C3nRbhkOxGeKg/enNAHT5X1UlMUZBBbI0R/dp1590i7bF7OPl/C87uhegd7S/IAttAtQdnEU+XBm31CUMZsl1c3mz8NIY0BCbbOkvfVCqyHwQCrX4DMZKjSGjq8YtXLmWMkFxRJuzjYY8xKTNawfH8s/b/aw8HLd/BTu/PjmDa83bcx9UL8bCaHwLqI/8McJElCqxCmgqUoC7q1c+dOevfuTVhYGAqFgjVr1uT6fNasWYSHh+Pj40NQUBDdunVj//79ucrcvn2b4cOH4+/vT2BgIGPHjiU11b7bA8SvwIlIS8+k97Ofk5aeaW9RLEJBqwnL1+2zsSQ2olYXqNQE3BxvZtHVdMtp0WXChulyJGODwd7SWIS09EymfPA7+rCW0Owp6LcAxu+SfwuZybBrjr1FdG2i5sOV3eDhDf2/dajxp7jRdfPDFmOWJEmcSUhm/rbz9J2/m7bv/8Mbq09w5VY6VYK8+OOF9nSoU95q1xfYB/F/KLPiQCyRH2xjTaWm9hbFZSgLupWWlkazZs1YsCD/GET16tVj/vz5nDhxgt27d1OjRg169OjBzZs3jWWGDx/OyZMn2bJlC+vXr2fnzp0899xztmpCvjjOP6egSPQGA1v3nELvIjfS9kgqL8gfV9Mtp+Xybtj/NZxcDVPPQOpN8FCDp/OuXukNBr7ekcysj9fjr76fwkiplINO/TwADiyEtuMhUOSqtTiHf4QtM+TXPd+HcrWLdZqlt99YA2uOWZIk8f7fp9l4MoGrtzNyfda8aiDdG4bwVJtqBPuIXKquiPg/lPH0UJKQrGFnuVoka7LwV1tnVdReOZPtQVnQrV69etGrV68CPx82bFiu93PnzuX777/n+PHjdO3aldOnT7Nx40YOHjxIq1atAPjyyy957LHH+PTTTwkLC7Oq/AUhDGYTUtI0JKfKf44e7m54qVVkaLS5wr97qtzxVHmQlp6ZS+HVKg9UKndS0zQYTCIhe6tVuLu7GevNxsfLE6VSQUqaJtdxPx81BoNEWkbu2Sd/Xy909+VISZXPUSoU+Pqo0Wp1aLQ5+R7dlEp8vD3J1GaReT9yZ2nbpNMbjG2wdJvSNVrS4hI4+91yKg97EsDYpuzrWqNN1uyndJMce8Z+ysxCf3ARbvFHyHxoJkrfCg7Tpmyd0pv0c7HaZAPds3k/2bFNSrdAVE1HIHkF4377CsplT6L3DSV9wHJwUzllm7J1KyUtEx/vAJSSJPdTSHu8q3bA/eoepO3vY+jzldO0yRRH1T23A1+h3jELAH3EM7i1fKbYbYr9aSVVnx5ASp6x3xptyq7f3H7SZsnfR96VGkv103/Xkrl6OwNPdyVtawbRpW55Hq5XgZqVAoxtyr6G0D3XalP2mJVdxhXalI05/dS+RiDVy3lz5RbMXH2Cxm6pXEu4Q3JqxgNtyv4dl6RNlYb0M35nOr2BtPTMQtukN0i5vmPn0j25Pdk65ui/p+zzUlJSSPbOifrv6emJp6cnpUWr1bJw4UICAgJo1qwZAFFRUQQGBhqNZYBu3bqhVCrZv38//fv3L/V1S4IwmE2IeGKm8fUzAzry9XsjmfLeCpas2m08/r+XnuDNCX0YOvFrtu45ZTz+1TsjGD2oE52HfMDpi/HG4+u+m0T3jo2o02VaLoU9vG4WVUKDCGk9KZcMiQfnERd/h5Z9ZhmP+fmouXHoC3YdPAdAnYenAdCgdihH1r/NsrVRvDhjqbF8tw4N+XPRZD5ZuIHZC9ZbpE19953h0fuyWrJN2/edoc+4eXS8583uuTtosPYsYSGBxjZNj5Wva402WaufstuUjbGf1u2jfdRs6vunMOirBAy1uzpUmwDOX07koaEfFr9NNtA9m/eTQ7QpgZM/nKNmSgLuty8ye2QfvjhX3+na9FT/0UQGxBLgUY86D097oJ9aBnuxuztwbAWXwwbR+JlfC2zTsvZ7yDIo+S2lC6tWfpmrTWo3HcM6hrDg/7ry5d83eOvrHfm2aekfO9FLSgv2k2Pq3to3BzPMX/4O5p4OJ6jhAEYrFMVqU8d7cUz2TSYlTWNsU/aztdoU0nqS2bo3539DAej1zFzOxiSUup9aD/4QQ2YmSBJ+PmpW/fIWEcFKZs76gVi9nt+t0E+uqHuu1KYvlmzh3SlPulSbzO2nOR+N55M9aaw+Fs/iqCi0N24Q0npSvm0KaT2p1G2aHnuGTyd+XWibzl1KyHVdZ9K9L5ZsAXLu453h9wTQoGED0KUb38+cOZNZs2ZRUtavX8/QoUNJT08nNDSULVu2UL68vL0lISGBihUr5irv7u5OcHAwCQkJ+VVnExSSJBLDXku4Q52Hp3F0/duEhQQCjjnrk56eyZJVuxn8eBtUKnebzjge7jOSiLU/WqxNF2+moXB3p3Go3wOzc0Mnfs0fX7+MRpvF0b6jiFj7o8vMdrP6OVSnV6Hp8Br6Dv/nMG3SanWs23qUp3q3I0uvz1XeUWa7zW0TOP4MfpFtOvYzinUvI3n6kzo2Csm7nPO0SWHA8EVLlPeu8J9/Tyo98z1BAT4P9JPXumfxOLceyTeElGf3g7sadBo8zq3Hq0lvdB7yGOHx3wq8Nk5GQoGiYV/0qgCkWxdQ3o1BmXLdWJ+kDkTT8XWymj4NSje5TYZUdFvehqRzpA9eBQqFS+ueduv7qHZ/hKbjdLRtJ6H2VJnVpuP9R9Nh8y+kpGkYPOErfpv/ot3blLeflAoFv/99kL7dI3B3z1n5KEk/3UvX0u+rvQR7ezBnYBPK+agc7/fkJLrnCm3SanX89tcBRvRvj5+vl0u0KZuS9NPL4+ayIaQhFf1UjKypYmSfNlZr09G+o2j159IC27R602F2HTzHR9MHl6pN9uqnlNQMlq7ea7yPd/Tf0/XEu0Q8MZOj69402kdQ/BVmhULB6tWr6devX67jaWlpxMfHk5SUxHfffce2bdvYv38/FStW5P333+fHH3/k7Nmzuc6pWLEib7/9Ni+88EKR17UGwmAmx2C+sP0jKlcKsrc4DsmeHkPpsHlFqeu5m67l/b9P89uhOLo3DOG7ka0eKPPE2M9Y//0rFr2uw7Dva9g4Her1gmEu1C5B6Ym9HyWySitQ3jcADHr49iFIPAFtxsNjH9tPvpIQsxO2vQdPrQDv4PzLpCTAryOg8ZPQ7v4f4ZIn4PIuePQjaPe8fCzhBOz4EM6sz78ezwBQeUPK/Vn3uj3hqV/k7/LeNfiyJegyYMwmqNYOki7AvgXQ8wN5n7grIUkQuw+qlywPqOm4azoeuyqHr9xh1OID+KndWTehIxX8Su9qKBC4Ctt6Dufd7uOISUpjQIsqzBnczGrXcrl7PientPZRQQZzXurWrcuYMWN4/fXXWbx4MVOnTuXOnTvGz3U6HWq1mt9//91uLtkiSrYTkZqmocUTM0nNM1PkLGz8L55uc//lt0NxAHQ0iS6qN0jE38so6FTXITv/6fWj9pUjD86uWy7Bjg9gcQ85CFY2Sjfo+Z78+tD3kHTePrKVlJqdSR2ylhaD5xWsW36VYMxGaGMSAbNRP/CvAh5eOccqNYGhy2D8Tmj3InR+Dfp9A2O3wKuXYPoVmPwf9PpYNp5vnMqZeAioLE82PPOXbCzrdbBiGBxaDD/1hbRb1vsObIFOK08mZN5Pu6FQ5DKWs/Pd56Wg486AJcesltWDWPNSB74b2UoYywLxf5gHw7Xr/J/fbRQKWHUkjm1nEu0tktMidCt/DAYDmZnyandkZCR3797l8OHDxs+3bduGwWCgbdu29hJRGMzOhEGSOH0xPpcbhq0obRTDq7fTeWn5UZJStdSt6MvK5yMZ1b4GAHF30hn0zV6eXrQfTZa+8IqcnUpNQaGE1ARIvl50eRthT90SIBs6V/bIr2t3zf1ZrS6yR4JBlxPx2Fz0OrgbK688WpO0JPixD9w4bTxkgKJ1S+mWY9wCRIyESceg5agHy4Y2g0c/gEf+B82fgqptwKecbCS6ucsRt18+DK2fzd3eFiOhRkf5tZu7bEB7BsDVfbCoq/NNRpiyboI84fL7M/n28dV8DOPYpSs591H+aT+cAUuMWVn6HFfHOhV9aVy5ZCmuBK6F+D/MTb1pL/H4+Cd5tmNNAKavOsG99KwizhLkR1nQrdTUVKKjo4mOjgYgJiaG6OhoYmNjSUtL44033mDfvn1cuXKFw4cPM2bMGK5du8agQYMAaNCgAY8++ijjxo3jwIED7NmzhwkTJjB06FC7RcgGYTALiklpU4z8ceQaeoNE6xpB/DWxE61q5Lhn+nq6c/VOBjeSMzkdn1xaUR0blTdUaCC/drBVZoEdidkJei0E1YDydR/8vMe7oHSHs39DlJlGji4Tlg2Ez5vA3Aaw5kU4sTJnVVWflcvABWD/t7KrdN56CiPjLiztDzH/wqpxpcsj7a4qXb5g3wrQcbJsRBdErS4wdrOczupODCzqBjG7Sn5Ne9LmOfCpAG2fL7zNJmSP6c68ylwaziQk0+WTHey9mGRvUQQChyZ7rJjaoz61KvhwIyWTt/88afHrxC5dScZ1sXrt7Bw6dIiIiAgiImSPyilTphAREcGMGTNwc3PjzJkzDBgwgHr16tG7d29u3brFrl27aNSokbGOZcuWER4eTteuXXnsscfo2LEjCxcuLOiSNkFEyRZYHUmS+OOo7Ib9VJtqqNxzz9MEeqv4engLQgO9qBzoRfyNeyxfG8WwviXbf+fwVI6AGyfh2hEIf9ze0ggcgfOb5Oe6PfI3eMrXhYemwfbZsOkNyEyR3xdlHBkMsHo8XNouv0+Jh+hl8gOFvFpr0MnHXzoAPuVlo3HDa7IRP3SZfF5mKnzTERoPgM6vPrjnNy0JfhkKCcfBuzwMXCznWnZ0KobDs9tgxVMQd1A2+Pt8Ka9cOzqSlNP/VVrJK/IqnweK5b0JNR1bvcJC8p0MzbieSOzSlez2r0z8jXvWkd+O3E3X8txPh7l2N4Nv/71EZK1yKIo50SAQlFXUHm58OqgZA7/eyx9Hr9GrSSjdG4ZYrP5qIwbm6w0jcC66dOlCYeGx/vjjjyLrCA4OZvny5ZYUq9Q4wR2NIBtvtYp1303CW62ytyhmcfjKHa7cSsdb5cajjSvlW6ZVjWAqB8r7FUMrBriusQwm+5iP2FcOE5xVt1wCSYLzcqoJ6vYsuFznV+GRN+XXOz6QDdQD3xVe78ZpcHI1KD1g2G8wYg20fxlCGgMSxEdD4n9ycLGb9yNSenhBlTZykK1s/lslr8Lu+hS+agvrp8ir0EeXwfIhMKe+bHCqA2HkWqhQz3iqw+uWbwUY9Sc06g+GLFjzvByorKQuc9o067u+pyTA4p5wLWePV37GMsg3oV5hOTe1cxZtYvnaqEKrzzakh/WNJLSiY7opl1SvdHoDL/9ylNjb6VQN9uLzIc2FsSzIhcOPWXakRbUgxnWqBcC0VcdJ0djGNbuoMctZELrlvIgVZifC3d2N7h0bFV3QwVh15BoAvRqH4q0qWuVSPLxZsP0CLz1cx9qi2YewFvLz9aO5V4nsiLPqlktw4xQkX0NjcEddo0PB5RQK2WhW+cmG8LmNcPcqtBknf55wQl4VjnxJfr/n85wAYv2/gXr3jfHaD8vPKQlwcTukJkKzp8DvvlFVpRU8uwWyTILwtRgJXkHyyvOdy3IAsryENoPe86BS41yHnUK3PLxgwGIIrgW75sDOT+DUOqjSGsKaQ/X2EGLSBoMBNHdzIn9LEvw2UvYaSY6D8vVgwCL5O7E0d67IgcruxMDal+H53UWu5mevGFcbMbDACcmCvHqG9WlnMdEtSUn16qONZ9h1PgkvDzcWjmhFkI+4cRXkxinGLDvySvd6HI+7x6j2NfBTe9jkmnMWyV5Yzr6YInTLeRErzE5EcmoGFVtNfCDPmiOjydKz/rgc3GpAy8pFlj+TkMyVwCp8uvksBy/ftrZ49iGkEbipIOOObHw4AM6oWy7DOflG4HhmzdxRoQui3fMwaAlEPA2dp8rGWupNORXTpjcg+r4bU7Ynw6MfQpN8YhD4VZJdjztOzjGWTTGVRaGAhn1kt+3+30LHV6D+47JB2en/5OPjd+Zc0wSn0S2lErrOgL4L5N9n0lmI/hn+/j85HVw2V/bC+6GwxGQ7hUIhG7DJ8tYTks7Je6IPfGfZ1eaEE7D4UflagdVll/liuL7Xm/ZSkXEolq/bl+9xR71BLYlerTl6je92xQDw6aBmNAj1t5Z4AifGacYsO6H2cGP5uLYFegwWF71BYsOJeI5dvVtkWVfxPBS65byIFWYnI2/ycUdn6+lEUjQ6Kgd60a5muSLLH9l/Es87N8kMqsCrvx/jLaULqqi7p2w0Xz8qP4Jr2lsiwPl0y2W47459MKMebe4fKnIPf6P+8iMb3woQOUHeC13/MflYrS4wbhtUbmk5WdX+0Gyo2ac5lW5FPC27xscdzPmN1uiU87lvCOg0cC8ut4dI93fl37Z/GGyYDuc2yMZ23CHo93Xp93Sf2wwrR4M2FSqEw4jV8rWKQXGCNprGjihtVgRbYY5eRV+9y7RVxwF46eHaPN401FpiCVwApxqz7IDpNoa4O+m8ueY/BraswhNNizcmHbx8m5lrT3IqPhmVu5Lfx0fSrGqgtcR1KFLSNGTpDfwUdZmhrR+M6yNwTEQvCazKqsPyikv/iMoolUW7Hg/rG0kt/T1CA9RcvpXOsoD6rhnF1eiW7Tj7mAV2IOMOXN0PwGFNzhaEglb7CuWhV+U8w14mNx2WNJbLEr4VIPwxOXXV0yuh2ZCcz4JqwMSj8Nql3Nspaj8su24H1YCnfoGeH8h7x4+vgN1zSifPge/glyGysVyzM4zZVGxj2ZTla6MKDOJluoJT2qwIjsbBy7d5etF+MnUGHq5fgSnd69tbJIHAJdAbJMb9dJgdZ2+y6WThEa5vpWayNvoaL/x8mEHfRHHqflYUrc7A3C3nHijvkvd+9/khKpYZa08yavEBe4siKCbCYBZYjRRNFlGX5NQ1/VsU7Y6djZtk4MMBTQHYXiMC7/69rSKfXanbA1qPk1cBBWWXi9tA0kOFcI7FK42BTbJX+8DMmwZ3T2tIKTBF6SbvdXYrZO+eQgGRL8ITc+X322bnBHYzB4MeNv1PXqmWDND8aRi+KvekiBkUFMSrMEPa2dl1/iYjvt9PaqaOtjWD+XJYC9yKMXkrEAiKxk2p4Nfx7XilWz0mdc2Z9I29lc7G/xI4EHObTzedpc/83bSavZVJK6LZ8F8CCgU81aYq/77ahbEda7JgeIsH6rZ1xOy4O+l88Pdppq86zuErd6x6rWpBXpT3VTG0TVWrXkdgOVzQ39V18fHy5PC6Wfh4OcdNsZ/ag73Tu7L7QhK1K/iade5D9SoQXsmPMwkp7L90m8ebhhqD1rgE9R+VHw6Cs+mWy2CMjt2D0CM5K3ymq31XnVzvy7RutbgfCOzwD7BqLDz1q5yLvTjBwLRp8MdzcGa9/P6Rt6DT1FIHCTQN4pXtej2sb2TJvBrsSFF6laHV81PUZeZsPodWb6BL/Qp8PbwlXio32woqcDrK9JhVAvzVHkzqVjfXsXn/nGfVkbgHyjYI9adzvfL0aRZGozB58u6tJxpaXcZT15NZsOMCcbfTCfRWEeyjIshbRbCPB4HeKg5evs364/HoDXLMiRUHr9KrcSW+ftqyXlrZulW/ViUebVYZP09hhjkLoqecCKVSQZXQoGK5NjsKwT4q+jQz33UQoF2tcpxJSGHfpVs83jTU6Q0HR8YZdcvpMRhyGcxwyK7iWIsyr1u9PpJTd8UdhB8eheDaMLGQrRh3LkPUAji/WX7t5gn9viI2Gqp1Lv13aLo33pnH06L06mjsHT7YcAaAXo0rMW9ohNgrKCgWZX7MKiWSJFE5yAs/T3c83JV0qlueznUr0KleeSr6qQs976+KDUk4HEfrU/ty5Y8vLbfTtPx1PL7Ich3rlKdSgJp10ddz7anW6Q0kpWrxVbvje9/IzdIbOBOfglavJ1NnQJv90D/4OudzPX2ahKBUKvC3UYRxgWUQBrMTkZKmIaT1JBIPzsPftxjRdO2IwSCV+s+mXa1yLNl7mX333bpdDm26fCOtDsyVt9YeOJNuuQw6jZwS6vJuqNYOVzWYy7xuuXvC4KWw5DFIScydLzkzFZYNklOBNXhCPmbQ56QD8y4HQ5dDtXZcnTo0XwPXNECcS3nhFEFevdJk6Tkdn0xEtSAAImuX48mIyrSrVY4BLasIN2xBsSnzY1YpUSgUTOlej1e61UWSKPa94N8nElhepSUrV5/gnymP4VVCl+y4O+ks2XOZAC8PXu4qr3x3qFOOiY/UoWFYAMmaLO6ma7mdlsWdNC130rUEeasYEVmdxpXlVe9pj4aj9siZYNt4MoEJy48yMrI67/SVUyfeTc+i9/zdZss3e/ZPxG2cIXTLyRAGs8AqvP/3aaKv3mVyt3p0rFu+RHW0rSnnOD1/I5Wk1ExLiucYbHsX9n0FbZ+XV6EEZQuVN3SZbm8pBLbAPxRevr+qbOpSvXsuxO4Fn/I5BnNwLegwGSq3gJoPFblfefm6fQzrG0ns0pWc+2iB0WAuMtK6CxF99S7PLz1MaqaO3dMeJtBbhUKhYO6Q5vYWTSAosygUCrN2kPRqXIl22ptEhgZQJciL2BJe90x8Cot2xxDg5cGznWrhpXKTjfgexQ/2V8Evtzv+1lPyardWZzAeU3soCQ1Qo3JXonJTys8mrz3zvFe5K8Eg8flWEYHdGREGs8DiGAwSfx6/TmJyJposfYnrCfJRUTXjDle9gjgQc5sHQ9U4OWER4FNRBGoS5MJaAZjKkgHlkOR359hhsuxyjZS7XPe3i12tMR3UiIHGIDnL10bx1tzVgOPmUbYk9UP8qBLkxbW7GcQkpRFRTWVvkQQCgZkolQp+mTPKmLIq43pikV4zyZosVh2Ow91NyYh21QF4OLwiA1tW4fEmoXhaaBvG50Mj+HhgMzzccsZxP7UHUa93Naue5NQM5vwvzSIyCWyLMJgFFkepVLBuQkf+PHadh+pXMPt806A0DVISueoVxL5Lt+hpSSEdgcYDoMmgUgfxETgh1w5D4kloOuSBCRNrBWCas2iTsX6Bg6D2hy7TSlWFaYC4bLJ1qKz0tZfKjcWjW6NyU6L2EEG9BAJnxTS/s6FqFaLC21Atn3IXbqTw494r/HEkjjStnvK+ngxpVRWVuxI3pYJPBxUjsKKZiBgIZRthMDsRfj5qEg/Ow8+n4KAJjkKIv5pnO9Uq0bmmN3kNUxPYXDGcXUdi6GzBABAOgdJxbuycSbdcgn8/hnMb4eZZ6Dn7gY9NJ40sRX6GlS0QulV6YpeuzBUAp6x7C0iSxHd7Y5nxySSjXokAOgJLIcYs+5Ou1TGj/mMkrDrBoWOXqFGlPHqDxD+nE/kx6jJ7LuTEtqlb0ZeR7WsgmXrqOChCt5wXMV3iRBgMEnHxdzAYHHdQuHQzldRMncXqC0+5AUCSQgVVip/L2enQ2XePtjPolssgSVCjE/hXgZajgQfdsF3JGBK6VXqqjRiIV1iI8f2cRZuMebpNyXZhLAnWmKSxBgaDxIy1J/ly2wW+3X2Zo1bOlyooe4gxy/54q9xpd+cyAOsuZ1C9fWs6f7yd55YeZs+FWygV0KNhCMufbcvmVzozol11PN0dZxGiIIRuOS/CYHYi0jIyadlnFmkZjhkAKyYpjSEL9/H0ov3cS8+ySJ0Nh/Vm4+ROHH2rO14GyxniDkP0cvi0PmwonVtmaXF03XIpFApoPwEmH4fydQDZQA6t6HK79AGhW9agIG8Br7CQEkfJdoZJGk2Wnkm/RrN03xUUQPKxY9QpLyLNCiyLGLMcgwHxx3i4fgUydQYWbL/ItbsZBHp78PxDtdn52sMsHNmK9nXK53LjdnSEbjkvwiVbYBGu3c3g6UX7uZmSSTkfywVccfkUKR7ekJoA1wvJyypwTRzIJT8/ylKKImfAu1Y1s/rEWVaMi+JuupaVh+PYeT6JAzG30GQZ8HBTMLtPQ0atXWtv8QQCgZVQIgfbGvfTITJ1Boa3qUaf5mEiToHALgiDWVBqbqRoeHrRfq7dzaBWeR+Wjm1LgLfYT1YsKreQnxNPQZYGPMS+Fpdm/7f3Uwj1BTfHHn6vCoPZoYj45uMiy1Q16S9nWDEuistJaYz64QBXbqUbj4UFqPlgQFMiwnztKJlAILAFAV4e/Dbe+ccygfMjXLKdDEcLFHAnTcuIRQeISUqjSpAXy8a1fSB/XWnRGySmrzrOlIZ9ib+XYdG67U5AVfAuB4YsOWqyHXE03XI50m/D1rdh5Ri4vKtYp+QN9uSsWFu3Ctq3m98+X2ensLRjrjTBcezqXQZ8vZcrt9KpEuTFm483YPMrndkz/REeqidnXxBjlsBaCN0SWAuhW86JMJidCH9fL24c+gJ/X8fYs5WiyWLUDwc4m5hCRT9Plj3bltAAy8vmplRw6WYaiWp//jx23eL12xWFAsLurzLb0S3b0XTLJTn4PWSlQUgTqNWlWKfkDfbkjNhCt66aGMymRrI10nPZG1fe757N9jM3GKlyak8AACAASURBVLpwH7fStDSu7M/qFzvwbKda1AvxM+5XFGOWwFoI3XIMqrrQBGA2Qrdsj1ar5ezZs+h0pYuDJAxmJ0Kn07Nl90l0Or29RUGTpWfsj4c4HnePYB8Vy55tS/VyPla73uTudfm/C9sY06Gm1a5hN8Ii5OfrR+0mgiPplkuSlQH7v5Ffd5jksLm3rbEia2vdckUjuSAKW212VvZeSOLZnw6RkaWnc70KrHguMl+vJTFmCayF0C3HwJU8ZrIRumU70tPTGTt2LN7e3jRq1IjY2FgAXn75ZT788EOz6xMGsxORrtHSZ9w80jVau8qhN0hMWnGUAzG38fN056cxbagb4mfVa7avXZ6I5Gu4u7mgymbvY7ajwewouuWyHP0Z0pMgsBo06m/zyxfXsLKGsWlt3XJWt3VLTE644mpzyxpBtK4RxJMtKvP9qFb4eua/11+MWQJrIXRLYC2EbtmO119/nWPHjrFjxw7U6hw3+G7duvHrr7+aXZ8LWh8CayJJEu/8eZJNJxNRuSn5blQrGle27Q2bJLlY/rrsFeabZ0CbZl9ZBJZHr4O9X8qvI1+2S7Cv0hpWjrwXuDC39fgb9xxW9tJMTrhKBOz88HR344dn2jBnUDM8XHGCVCAQCARWZ82aNcyfP5+OHTvmSj3WqFEjLl68aHZ94t9IYBYLd17ix6grAMwd0ox2tcrZ7NpZCiWfbDrDI3P+JVljmTzPDoFfJfALA8kA8cftLY3A0pxeC3evyMHdIp4usJgjGEEFGZjO6uZcUL5iZ8fV2nTtbgYrDsSi0xsA8FK5OVVuVYFAIBA4Fjdv3qRixYoPHE9LSyvR/4swmJ0IpUJBg9qhKO10I5GaqeOHPZcBePPxBjzRNMym13eXDGw+mUhMUprrBf8y7mO2T+Ave+uWyyJJsPtz+XWb8aDyLrBoaYwgS62iWsPAtJZuFRQZ21nInpyIXbqSo8+/Zm9x7MpnW84x/Y8TvP7HiWKfI8YsgbUQuiWwFkK3bEerVq3466+/jO+zjeRFixYRGWn+fY4wmJ0IXx81R9a/ja+dQtL7erqz6sX2vPFYOM92qmXz6yuAwa2qAvDboTibX9+qVLZv4C9765bLcmk7JBwHD29oM85qlyloBdga7sjmGqrW0q2rpTCY7eWmPWHmUuO1sycnqo0YSPql2BLX6QieCaWlUZg/wT4qhrWtVuxzxJglsBZCtwTWQuiW7Xj//fd54403eOGFF9DpdMybN48ePXrwww8/MHv2bLPrcymDecGCBdSoUQO1Wk3btm05cOCAvUWyKFqtjh9+34VWW7rQ6OaSdd9NDqByoBfPda5t0+ub0r9FZdyUCo5dvetaOZmzV5iv2WeF2V665fJkry63GAXewVa7TEGu1HMWbbK4cWiuoWoL3cq4nmg05Iuzb9leLuaX45KKXME3lb04kxOu4J49ukNN9k5/hIhqQcU+R4xZAmshdEtgLYRu2Y6OHTsSHR2NTqejSZMmbN68mYoVKxIVFUXLli3Nrs9lDOZff/2VKVOmMHPmTI4cOUKzZs3o2bMnN27csLdoFkOjzeLFGUvRaG23f/f63Qy6z/2Xjf8l2OyahVHe15Oa5eX0Vd+ucaEJkexczLcvgsb2aWLsoVsuz/WjEPMvKN0h8iWrXqogV+qSulhbMvK0NXQrr3xeYSFUGzHQaGzm12ZHcuEuLGq56SRHaVbRnQ21h5tZ5cWYJbAWQrcE1kLolm2pXbs23333HQcOHODUqVP8/PPPNGnSpER1uYzBPHfuXMaNG8fo0aNp2LAh33zzDd7e3ixevNjeojk1i3fHcPlWOp9tOWcMyGJv6lTwBaBq7eK77zk83sHw9CqYcgbUrpUmpsySvbrceCAEVrWvLGaSN/K0o0WbLigydmHRwE2NT3u3Z1jfSKY+2zPfz7InOZw1XVZxkSSJKb9Fs/G/BNfLfCAQCAQCu/L333+zadOmB45v2rSJDRs2mF2fSxjMWq2Ww4cP061bN+MxpVJJt27diIpynJs8Z2R6r3Be7FKbxaNbO0wO5DoVZYP5wo1UO0tiYep0A/9Qe0shsASSBH6h8t7lDpPsLU2pcfZo03mNT0doT1HXLyxdliuw+VQifxy5xuRfj5KUKnKSCgQCgcByTJ8+Hb1e/8BxSZKYPn262fU5hgVUSpKSktDr9YSE5L65CAkJISHhQVfizMxMkpOTcx4pybYStVS4KZV069AQN6V1u81gkIwz/u5uSl57NJzKgV5WvaY5ZBvMF13NYM5GksBg29V8W+lWmUGhgF4fwtSzENLQoVZnIX/35OVro6hRpbzFr2Vr3coOgmXq9uzqxqezodMb+GTTWQDGdqxJBT9Ps+sQY5bAWgjdElgLoVu24/z58zRs2PCB4+Hh4Vy4cMHs+spkj33wwQcEBAQYHw3D69pbpGLh4+3Jn4sm4+Nt/s2FOXyw4TSvrTyeK9iXI3Hh9CX5+aYLGswnVsK3neDUGpte1la6VeZQ+wO2DTJVkHFuGk05v72xw/pGMv/tERaXx5K6VZyJh+yV28Lcs+1BYfuWyxqrjsRx4UYqgd4ejH+oZEEkxZglsBZCtwTWQuiW7QgICODSpUsPHL9w4QI+Pj5m1+cSBnP58uVxc3MjMTH3fq/ExEQqVar0QPnXX3+de/fuGR+nzpy3lailIlObxXvz15FpxWABi3fH8N2uGH4/HMe+S7esdp3S8NLA9iBJ3E7TcjvNxVz5bp6FhBNw9GebXtYWulVmOLES4g7Z7fIFGef2ckG2pG5Ze+LBmoHBHM2AtxeaLD2fbZH/cyc8XAd/tUeJ6hFjlsBaCN0SWAuhW7ajb9++TJ48mYsXLxqPXbhwgalTp9KnTx+z63MJg1mlUtGyZUv++ecf4zGDwcA///yTb3JqT09P/P39cx5+/rYUt8Qkp2cy98/jaDKt80P7+0Q87/51CoBpj4bTqW4Fq1ynpHjXqkbs0pV4qdzwMMgh+V1uH3OLkdDzAxiwyKaXzdTqmL1gPZki1UHp0CTD+imwqCvE7DIeLk2QKdOUScUh+1qlXdE097oFYQvdqjpioEXqsUZUatN+NzdncvaY50os2XuZhGQNlQO9eLpd9RLXI8YsgbUQuiWwFmVBt3bu3Env3r0JCwtDoVCwZk2Ox2RWVhbTpk2jSZMm+Pj4EBYWxsiRI7l+/XquOmrUqIFCocj1+PDDD82S4+OPP8bHx4fw8HBq1qxJzZo1adCgAeXKlePTTz81u13uZp/hoEyZMoVRo0bRqlUr2rRpw+eff05aWhqjR4+2t2gWQZIkpq76D/+ICD7afJ7ZTzZFoVBYrO4VB68yc+1JJAlGRlbn+YdqWaRuSxLxzcfG1546LVluHpy/kUKbmtbLb2tzAqtC5Iv2lkJQUnQaaNAb4qOhegfj4dIEmao37SWqFWIQ5jWMTa9VmhXZ7FRNzoAjyzlnkRylc1jfSLN1wHTMcwXupmv5aru8d2xK93pmp5ISCAQCgWOTlpZGs2bNGDNmDE8++WSuz9LT0zly5AhvvfUWzZo1486dO0yaNIk+ffpw6FBuz7x33nmHcePGGd/7+fmZJUdAQAB79+5ly5YtHDt2DC8vL5o2bUrnzp1L1C6XMZiHDBnCzZs3mTFjBgkJCTRv3pyNGzc+EAjMWVEoFDxUpzw7z99i+cE4JIWS2f0ao1SWzmhOy9Tx5pr/WH30GgCPNw1lZu9GFjPGrYWnPpNUfFxvhTkvkiQHkBI4B74Vod8C0GeBhYJ6FGUMDusbaTSMrbFP1t57b5evjbJ7ROvSYM5kib2/a2vz9Y6LJGt0hFfyo19EZXuLIxAIBAIL06tXL3r16pXvZwEBAWzZsiXXsfnz59OmTRtiY2OpVi0nXayfn1++22rNQaFQ0KNHD3r06FGqesCFDGaACRMmMGHChBKfn5KmITk1AwAPdze81CoyNFqydDlhyT1V7niqPEhLz0RvEslYrfJApXInNU2DwSSnpLdahbu7m7HebHy8PFEqFaSkaXId9/NRYzBIpGVk5jru7+vF4JaVWfn3Ac4qA/jlQCxpGi2fDW2BXqfPlQTdTanEx9uTTG1WLrePvG26eDONqatOcCkpHTelgokP12ZUu6qkpWts1iadTk+6JmcfslKhwNdHjVarK7RNvunJ/N+wjjSvGgjgUP1U0jZl4+HuhlfMJvS755EZMRZdeD+rtylDo2XUkx1QKhQPlLdYmxzs92TLNun0BrRandXalJ0jffDjbfhp9V5jXfr7x/O2Kft4YW3S6Q0kp2bwRNfm/LxGditOS880Hofi9VOGRsuwPu3I0GhL1E/L1u7jia7Nje1MTdPge7+86XeWXz/p9AYyNFq81Cr0JuV1egOZ2iyb9JPp95Xdpry6l91/A3u1ztV/rvR7Srin4Yc9lwF5y49OpyOtFG2SJIlnBnQkU6vLJb+zjhHgGP0k2qQ3jlmG++1whTZl40r95IxtMhgMxv9DZ2hT9nkpKSkke+d4BHl6euLpaZnAZffu3UOhUBAYGJjr+Icffsi7775LtWrVGDZsGK+88gru7oWbrV988QXPPfccarWaL774otCyEydONEtOlzKYS0vEEzONr58Z0JGv3xvJlPdWsGTVbuPx/730BG9O6MPQiV+zdc8p4/Gv3hnB6EGd6DzkA05fjDceX/fdJLp3bESdLtNyKezhdbOoEhpESOvcOVoTD84jLv4OLfvMMh7z81Fz49AX7Iu+xI51O1BXrox/ixasO56AgaM0d0/l5Zk5QaK6dWjIn4sm88nCDcxesD7fNq04cAX/pk1RuLvjrZRYMi6Sd2f/xPSJtm3T9n1n6DNunvF4g9qhHFn/NsvWRvHijKWFtunAnmMO2U+laZOxn7rG4XbtIAeOXKHXju02a1Ps9dvWa5Mr9tP9Nv22Zgczm5zgp5ia9Hv66XzbtGxtFKMHdeKlDmP4LdPXom3KTlGxfd8Z/t1/1niOj5fKeG3TNn2SHEdn4JOFG/j3/W/YHVDlgTZdOJ3K7vv11Kwqp5saOvFrWu07w6P3j5vTT8vX7StRP124ciNX+WaPvcXFfz8h/uY9epgcL6ifpry3gq/fG8nZSwn0NCn/ycINjAzQ8vPs73lXURWA6bFnuHS/nyyle6b9UZDuvZsUw0P3+8m0vCv9nvybN8erenV8stLpUr8Csxf8Weo2ff3eSFo8MdMpxghn6SfRppw21axa3uXa5Ir95Extmv/TPyxft8/oFeYMbQJo0LAB6NKN72fOnMmsWbMoLRqNhmnTpvHUU0/h758TT2rixIm0aNGC4OBg9u7dy+uvv058fDxz584ttL7PPvuM4cOHo1ar+eyzzwosp1AozDaYFZJkMkVRRrmWcIc6D0/j6Pq3CQuRZzgccdYnJTWDye/+wvuvDmDP5bu89sdJdAaJbg0q8mHfhqjc5ZvmwmbnFG5u/O+P46w6Km+wj6wZxJxBTQkL9rX7TBYUf8Zx8ISv+G3+iw7ZTxaZRdUkIs1rikIykDpmD4bg2lZfYZ752Ro+fWNIrjos2iZX7Ce1ioyMTNz+fBHVqZUYfELIevEQnj7+udo0eMJXrFs4iYRf13Dmg/m0O7DBom0aPOErNi6Zik6n54lnP+e3+fI++CETvmLDkqm52hT/y2piP1tI91M7yNRmsa/XcCLW/lhoPw19+Wv+/mEK5xf9Qszcb43yF3eF+Y1PVvH+qwMoH+Rndj89PuYzfvnieX7/+yDzf9zKrt/ewNdHzZZGXag2+TlCn+pfrH7a2W0IzdcsMX5faxdOxFPlwc6ug2m+9kfif1nNlc8W0iV6q0V17/Gxnxn7I7tNeXVvX5tehL8+gUpD+rF0zV4GPda6WG1ylt/TyWt3GbBwPwYJlo9pTft6FUvdJkmSmP7RSt6Z0h9PVc7cv0OOEU7ST6JNOSvMb3yyijn/G0Kgv49LtCkbV+onZ2zT3eQ0ps7+lfdfHYCXWuXwbbqeeJeIJ2ZydN2bRvsIir/CrFAoWL16Nf369Xvgs6ysLAYMGEBcXBw7duzIZTDnZfHixYwfP57U1FSLrWybjSSQ4uJvS+rwcVJc/G17i1Io91LSJXX4OOleSrokSZL0z+kEqe7//paqT1svjVq8X8rQ6oqs48WfD0vVp62XakxfL83bek7S6Q3WFtsqPD5mrrTvYpK0aNclKfZWmr3FsQ4/D5Kkmf6StPENq18qr24JzODAIrmfZgVJUszufIs8Pmau8fXu7kOMr6/89LtFRDCtv6DXpmTLcOWn36UtjboUWf+yNXsfOLe4lFa3CmqPud+dqdwF9Ye5bSsOBfWBKZbSA0flww2nperT1kvjfzpksTrFmCWwFkK3BNbC2XSrtPYRIK1evfqB41qtVurXr5/UtGlTKSkpqch6/vvvPwmQzpw5U6zrarVaqVatWtKpU6fMlrkgXCKtVFnlkfAQvh/VCrWHkh1nbzL6h4OkZRYeqv7lrnWoGuzFsrFtmdi1Lm6lDBpmT+ZuOce760+xcdkme4tiHVrdj/AevRx0mYWXFdiHa4dh43T5dbdZUKNDYaUfwBppjMyh2oiBeIUVHRjREYNuOXJk7GyKG8TLGdpiLhnanNWSF7rUpknlAKb3CrejRAKBQCCwN1lZWQwePJjz58+zdetWypUrV+Q50dHRKJVKKlasWKxreHh4oNFoii5oBsJgdnI61a3Aj6Pb4KNyI+rSLUYuPsC99Bw3kEydnj0Xkozvwyv5s21qF9rXKW8PcS1Kxzrl6dkoBN2OnfYWxTrU6Q7+lSHjNpz+097SCPKSfht+GwV6LYQ/Ae1ftrdEgmJgy0jUw/pGEloxwCbXchSu3Eqjx2f/0uXT7Uj3XQb91R6sm9CBGuV97CydQCAQCKxJamoq0dHRREdHAxATE0N0dDSxsbFkZWUxcOBADh06xLJly9Dr9SQkJJCQkIBWK7uBR0VF8fnnn3Ps2DEu/T979x3fVL0+cPyT0STdhUIXtMgUkFVAkaVwRfZShogi8lNccFXw3gsuUK84uI6LCnIVFeXCVS+iIHpFUFFGQVZl71FoKWV1zzT5/RGSptCRtjlNTvq8X6++oCcnJ99vztOTPOe7jh9n6dKlTJs2jXvvvZd69eq5XI4pU6bw+uuvYza7Z81rSZhVxGjQ8+yUoaXGawF0axbOvx/sRohJz45Tl3lx9T4AMvOLGP1+AhM//p0dpy479vfT+cZp//NtLXmWk7Q8lOjpoihDp4f4Cbb/b//EtsTUhaNwZB0U5lb83CoqL7YU4QvTJlgssGIyZJyG+s1g5IIqL/+VtGQ5eSnnql2EZSsTqv3c2uTO2Bo//OaaH2NEd556cECNj1MRtZwbJUSGmDh5MZdzmQWcuVwyns7dSxXW6jVL1CkSW0IpdSG2tm/fTnx8PPHx8QBMnz6d+Ph4Zs2aRXJyMqtWreLMmTN06tSJ6Ohox8/mzZsB2/jozz//nFtvvZUbbriBOXPmMG3aND744IMqlWPbtm2sWLGCuLg4BgwYwJ133lnqp6p894z5IKPBj+emDi/zsfi4evznoZt5bOlORnexzXgbbNTTJDyAM5dzS3WP8yVxE0Z7vFurojrfB7/NhVMbYV4HSE+yba/fDB7eAMagip/voopiq8ZSEuF/f4PLp6AgC4oLoP0YGPYO6A3KvKbSfvsHHF0Hen8YuwRMVW9FjJswmsOvzydpyfJqdcldtmqLW7pK56Wcq3YZXOHO2HJX13Dn4yhRf+dz444k39slnk6nY+NQNBoNJj8dn066iVaRQYQHKTc5i6LXLFGnSWwJpdSF2OrTp4+jd1FZKnoMoHPnzmzZsqXG5QgLC2PUqFE1Po6dbzQ11hE5uQUMe/Cf5OSWPZ71hphQfnmqD92b2cYDaDQaXhvVge8e702vlurvgl0Wq9XKRb8AxzqmPie0EbS80hqWngRaP/CvB9f1Lj9ZPn8I1r0IaQdcfpnKYovMFPjxeTixoWrlP/QDfDwQTm+F7FQoygGLGf74D3xxDxTlVX4Mb3N0Hax/1fb/oW9DVLsyd7O3MlbUBdg/JlLR8auuJGs1KUOSCzerKo0tD3PXOXBuVT6bluH43RvHf7vTsq1J3LFgE2/8eMixrXvzcEWTZfD+uBLqJbEllCKxpTyLxcLrr7/O4cOH2bt3LxERESxYsIBPPvmk1E9VScKsIsUWC+s27S81xfzVtFpNqa5vQUY9MWH+tVE8j+jx2s883n4Uxy/keLooyhnyJvR9Du7+AmachCd2Q/+XSx6/fBL2LC/p6pyZDBvfgn/dCpvftXUfrkSFsXVqM/zrFtj8Dnw6FH54BopcnEwhLBa0Omh+Gzy0Hh5PtNVD7w9HfoRlY6Eg27VjeYP00/DVZMAKXe6HTneXu6t9nUWlugA7J2XOnJNkJZI1e4ssuDZpmSvXLV9gP98A0RGhPp8oAyzfcYZnvt6D1QqZeeZKWw7cqa7Elah9EltCKRJbypszZw7PPPMMQUFBNGrUiHfeeYcpU6bU+LjSJVuoWkSIibMZ+RxNy6ZVZLCni6OM0EZw61/LfsxqhdXT4NjPtpblPz0LzfpCdEc4+wf8+Bwc+h806wN6I+iMtn/1RjCGQPO+YKhgIp78TPjP3ZCfDsHRkHUWtsyHYz/BmMUQ0abiskfeAP+3Bhq2to3JBqjfFCasgKVj4MRv8O9RcM+X1erWXKvMBfDfibZJ2KI7wcDXK9zdntCOH9FdkeSpvKRM6USt1YwpqpzVWemu5843MGprUjFP+m73Wf62/A8AJvW8jllD27p9nLIQQghRFZ999hkLFizg4YcfBmDdunUMGTKERYsWodVWv51YEmahai0aBvHH6XSOpqmoldKdrBaIvRnObIeO42zbNBp46FfYsRjWPAunNtl+yhLeEu5aAgHXlf24KQSGzbPN0j38HTi5CVZOgfMHbQnvIxtsXcSd5V6Cgkyod+WYZXVZbtID7lsF/74DTm+Bz0bAvSsgoH413oRasnWhbRkpUxiM/Qz8TBXurmQrY23O9Hw1e8JZ00nLapvS3d+dz7dza7Mv+vngOZ74fBcWK4y7MVaSZSGEEF4hKSmJwYMHO37v168fGo2GlJQUGjduXO3jSpdsFTEZ/Fjw0gRMBj9PF8VrtIiwjeOtswmzVgd9ZsC0vRDevGS7RmNbx/nRjdDzCVv34Y53ww13wvVDoEU/CIyAi0fgwz/hn7KlJLbST8OZHSXHumEkjP7I1hLdqj88lgD1mtpmiP5myrWzXq97AeZ3g51LKi574y4wcTUEhEPKLlg8FPIuV/yc2nRyE/z+oS1JBuj2KNz0ENz5IdRr4tGiecNyRa6u4ewt161YFbaKe6PNRy/wyL93YrZYGdEphjl3tPdIsuwtcSV8j8SWUIrElvLMZjMmU+kGDT8/P4qKisp5hmukhVlFDAY9k8b09nQxvIJ9nGZdSZgr7UpaXnfm+s3g9pfKfiznAnz1IFw+iV9cZya1CrUlvx/2tT3+0K+27uBXC2xg64790e1w6Dtby+vNj9oeKy6yjak255dO4MsT3QHu/97WwhzZ1tZN3FUZZ2ytvTWZKfz0NvjxWdBobesotxoEWq3tffj575CUALf8DRp1sc3oPfgfAI6u1rWtvDjw5pmYveW6pcZu5N5mx6lLPPjZdgrNFvq3jeSNMR3RaT3TsuwtcSV8j8SWUIrElvKsViv3338/RmPJxJP5+fk88sgjBAaWDEFcsWJFlY4rLcwqkp2TT+ehs8nOcXHCJR9mT1bsCfPxC9lYLD6wvm85nCdXcmVmYpcENoB7v4JJ35NdbLTFVm6BbY3nkBhbd+/yxHSC/nNs///xedjwJiTvBJ0f3LcSHlhn63btiojWMPknGLnQ1mJekbSD8NPfbS3Yb99gm4ws95Jrr+Ms9xKsehw+6mebwTspAT4fbzueucDWQj/sHdvY7zLGaXuqy215k2x58wRTNbluebLruShtb3IG93+yjdzCYnq3bMC74+Px03nuK4R8HgqlSGwJpUhsKW/ixIlEREQQGhrq+Ln33nuJiYkpta2qpIVZRSxWKweOncVSizORervYev74WYrJL4Lk9Dxi6wd4ukiKO+3OiYu0OgiJwZKdVxJbE1fZJg3TVdJl6KbJcPI32/jmn14CrR4adbYlm7E3Vq0coVeNKyk2l0wSZnd6G3wyCCxO3WouHYMv77ONf3Z1Tefj620t6znnbb93ugeCImHbImjQ0jYhGkDDVrbkX9RITa5b40d09/nxwGrxl//+QVa+mZuuq88HE7pi1Fdyc0th8nkolCKxJZQisaW86iwZ5QppYRaqptdpiSrIBHy/W3atady18mQZbInxyPfh1hnQfgxEtK35a18+aZuV+4eZpbcXm2H1k7ZkObabbRzx/60BQxCc3ABrZ1V+bIsFfp0Ln420JcsNW8Ok/8HIBdBvNjy5BwbMqXkdVMB5aai6zpWxzXX9vTp9KZeDqVnotBoWTuiCv8GzybIQQghRmyRhFqoXk2/rsikJswcYg6HvMzBqEbS8vebHu3wKDn0POz+D7LSS7VsXwrm9thm5xy2DDmMh7mYY9ZFtArIuEys+bs4FWDoafpkDWCF+gm1daOdu4/5htq7oVVRWMlVRV2JvSFaVnjFaTZzfB+dz4/zv4dfne6Rs3mL9YVtvjC5x9agf6GJPDiGEEMJHSMKsIgEmA6s+fIIAk3xhcdZIEuYa85rYanYr3DbbtlxVUIRtW/pp+OUV2/9vf8k29tru+oEw5feSccZW67VjmpO2wsLetrWj9f62VvER74Gfv1uKXNa44opmsfa2ZFXp2aO9JrZc4Hxu7Of16tnAPX2zwxOaNQhkSPtoBreP8nRRHNQUV0JdJLaEUiS21EvGMKuIXq/j9l43eLoYXsfRwnxeEubq8qrY6j299O//vLKOc+zN0Onea/d3Hru89yv47ikY+6ltwi6LBb5/C2HnRgAAIABJREFUCrJSbGtOj/0UIr2knh7knCQrnbx7VWy5gVvnEFCJni0a0LNFg8p3rEW+FlfCe0hsCaVIbKmXtDCrSGZ2HhFdHyczO8/TRfEq9hbmI+eysMpECtXitbF1+nfbv1o9DH3LtuRTRRKXQn66bSw02PYf9bEt0X7ol1pNlstb6sldLbo1WUpKiYSvvJZXr40tBXnzMl++oi7GlagdEltCKRJb6iUJs8pkyVT014jKz0Srgcx8MxeyCz1dHNXyytgKbAhdH7B1o3Yl2R3/JQx9G6Lal2xr2ApGzreNt66iqbOXsGxlwjXbz6ZllLm9VFHKWerJXcmqty0lVd6SV+ClsVWBpCXLyUs5V+3ne9u5qYktxy9yNC3bK29Gqi2uhHpIbAmlSGypkyTMQvUMVgsrHuvJzudvp2GwsfInqExNv7yrWv2mtpblDmNd21/nB13/Dxp1ccvLnzxzwZH8OLegRkeE+lRSVFO+EqP21v+rxy3XZc9+vYd+b/3K2v3qP79CCCFEdUjCLHxCp9gwn5u91d6CKV/evUNZLai+kijWlK/EaFVb/319ArC8wmJiwvwJMOjo1izc08URQgghPEISZhUJ9DeyY9ULBPr7XiuquNayVVsc/7cvd6NUgiaxVT01TRSVnqHaG/hSbF3991dRN3Rf4G/QseSBbuyadTuh/i6szV6LfCmuhHeR2BJKkdhSL0mYVUSr1dA4uh5arcbTRfE6x89n8/Lq/cz94aCni6II+3I3SrXk1fXYqmw8slLHUftsy3kp59jUf1yFLa2+EFv2G1bl/f1VtO62LzDqdZ4uwjV8Ia6Ed5LYEkqR2FIvSZhVJCsnn8gbn5AJA8qQkVfEoo0n+GLjUU8XRZVcja3yEkK1d011bs0vi6st+5UdpyaSliwnc/9hr3qv/WMi6fnj58RNGF1u8uwL161WM6Zcc3PDOSYqWndbrf44nc7OpMueLka5fCGuhHeS2BJKkdhSL0mYhU9oERHEpJ7XMeL4Vq+czdVXlJcQ+mLXVOdWQ28Yoxs3YTQhbVt5bau0c/Lsa8qqkzfEhFIKzRb+uvwPRr2/mZWJyZ4ujhBCCOFRkjALnxBs8mNS+gF67N6IRiNdXUTN+WKroXCdvRt2XfThhuMcPpdN/QADt7Zq6OniCCGEEB4lCbPwGb7W4uPKWr/Cu8g58x32eQPqmlMXc3jnpyMAPDukDWEBvrX6gBBCCFFVkjCrSHCgiXPb5hEcaPJ0UbzSucx8jgQ04GxGnqeL4ha1udavq7ElCWHFlD5n3jartiuDH3ztuuXLLc9Wq5XnvtlLgdlCj+bh3BHfyNNFKpevxZXwHhJbQikSW+olCbOKWCxWzpy9jMUiY3TL8vJ3B3ih9SC+35Pq6aJUm6eS0Ypia+rsJY5y1WYSrza1MVOyp1s8rVYr205eYu4PBxk0bwP3dxrPog3HgfKTebVet8qrjy+3PH+7+ywbjlzAoNfy8sh2Xj28Ra1xJbyfxJZQisSWeknCrCI5eQV0Gf4COXkFni6KVwoPtHUdvJit3vfnzUVrykyalW5ZrCi2Tp65wPgR3X1+6Zyaqgtjnl/+7gBjFiawYP0xDpzNxKzV8fJ3B3jtfweJvXdUmc9R63WrvKTY21r53SUjt4iXvt0PwNS+LWjWMMjDJaqYWuNKeD+JLaEUiS31koRZ+IwGQfaEuVCx11C6K2Z5Lbje0KJVFxLCq40ffrOni+A1Nh65wEcbTwAwrGMMb9/VkQciigBY+OsxZny1G3OxxZNFrBXe8LeohNfXHORCdgHNGwby8K3NPF0cIYQQwmtIwix8RniQEYALCrYw++LySaJ8rnQ/9+Uxrc7aNw7lzvhGTOzehHfvjueO+MY8P30kr49qj1YDX24/w4cbTni6mKIadpy6xLKtSQC8ckd7jHqdh0skhBBCeA9JmFVGJgooXwN7wpyjXAuzN8hLOcem/uOqlKS5sm9VY0sm/7Lx5TGtzkL9/Xjrrk7MGnZDqe133RjHSyPaAbAk4WSZrcxVja26cAPCzlxsIa+w2GOvX1Rs4ZkVewEY27Ux3ZqFe6wsVSWfh0IpEltCKRJb6iQJs4qEBPmTtv0dQoL8PV0UrxQepP4xzHYVjRf2j4mk54+fEzdhtMuJRWUt41fHlivJ8LJVWwBbcpOXcs6lcqiB3AgobW9yBlZryQQlOu21E0GN6dqY+oEGUjLy+elgWqnHqnPdqis9OTLyirj1H+tpM+sHOrywhtvf+pW9ySV/90fTslizL5Vj57MVK8OiDSc4dC6L+oEGnh7URrHXcTf5PBRKkdgSSpHYUi9JmFXEbC5m7cZ9mM2ea43wZg0CbS3M7hjD7Jw0eSKBqmi8sPOkQ+5KLK6OLXsy7ApfWP/aebmsqtQdfHcSKIA3fzzE0Hc3Mvmz7WTkFZW7n1Gv464bYwH495ZTpR6T61b5Ptl0guR02zJ4mflmjqRlY9SXfCx/vyeVh5fs4INfjzu2Wa1Wth6/SIEb3s/sAjML1h8F4NnBbagXqJ41lyWuhFIktoRSJLbUSxJmFcnNL2T45Hnk5vt2l+Pqsrcw5xUVk1tortGxnGerrmoCpTQluv+WF1vVmRlbbd1p7ee5ustl+XJ37JubhaPTamgTHUKQUV/hvuNviqNjbBjDO8aUapGW61bZMvKKHJOo/WN0B9ZNv4WlD3Yjtn6AY5/6gQY6xobRMrJkxupj57O564MtdHpxLRM//p0PfzvOgbOZ1VqmJMio56tHezC5d1Pu7Oy9ay6XReJKKEViSyhFYku9JGEWPiPAoMNgsSXKNW1llvWGbaozM7bautNeXUfn1ua6rmeLBqz/Sx+e6n99mV2xncXWD2DllJ6M6Rrr1ev3eovFm06SlW+mZUQQozo3pkVEMD1bNMDkVzLh1r03N2HllJ482Ltk1urk9HwaBBnJKyrm18PnmfP9AQbN28BNr6xj3AcJjFm4mRHzN/HY0h3sSrpc7uvbE+xWkcE8O6StnDMhhBA19ttvvzFs2DBiYmLQaDR88803jseKioqYMWMG7du3JzAwkJiYGO677z5SUlJKHePSpUvcc889hISEEBYWxgMPPEB2tnJDk1whCbPwGRqNhpCifEDZmbLVQomkz1eXWXKuV12/WXLkXBYpV7oJA6VaPF2ltl4G7lCVvw1b67Ktm/Xjt7VEW8nNCGe3tmrItmdv44cne/PckDb0ub4h/n46LmQXsuX4JbadvMwfp9P5fk8qdyzYzH0f/86OU5ccz//jdDoTP/6dl1bvd71yQgghhAtycnLo2LEj8+fPv+ax3Nxcdu7cyfPPP8/OnTtZsWIFhw4dYvjw4aX2u+eee9i3bx9r165l9erV/Pbbbzz00EO1VYUyVdzHTngVrUZDm+bRaKUloBT7sj5xE0YTYs7ngjFIkbWY1Ta51ZuL1gCudTV2Nbacj2VviXXeprb3yK4qy0f5chdsq9XKs9/sJTEpnbfu6sjQDjFVPsb+xctZsnwzt8b3YmC7KJ++bjnHRFVusizedJLMK63Lg9tHV/l1NRoNraNCaB0VwoO9m1FotrAr6TKpmfkY9Vq0Gg1r959jxa5kfjt8nsb1/OnSpD5gG7f86+Hz7Dx1mZmDWpdq0VYTX44r4VkSW0IpdSG2Bg0axKBBg8p8LDQ0lLVr15ba9t5773HTTTeRlJREXFwcBw4c4IcffmDbtm107doVgHfffZfBgwfzxhtvEBNT9e8l7iAJs5OsnHwys20tK356Hf4mA3n5hRQ5Dc43GvQYDX7k5BZQbClZPsVk8MNg0JOdk4/FafxegMmAXq9zHNcu0N+IVqshKye/1PbgQBMWi5WcvNItpCFB/piMfqz/fCYWq5XM7Dy0Gg1BgSYKC83kF5ZMyKPTagkMMFJQWESB01heb6yT2VxcaixHteoUE0nDMcPJzM4jMCsDAhuQmpFL0pLlhI8aVq06mYsttuP52yYSy8zOI+yOIfgt/pLM7DzF6mQutpCXX4i/yUCxxVrqPS7rPJmLLRQWmsusU1RDW0tpZnaeoz4Vnacd376A5cprOu8PlFmn6IhQRg+6kczsPHLOpHLow2U0vmcU/kuWqzr2LFe97/bzZIyKIOyOIXz05W8kp152nCfnOpmLLRQUFnldnVz9e9qelM7vJy5h0Glp1cDfUaaqnKefGrfnP+38+eOnI3RvEoJGo+E/I67HYrVSXGwpt05Lv0lg+O3xjvcxMzuPkCB/rFZKvTfedN3zi2xIo/F3YrVaXT5PeoOfo3V5cs8m5OTmu6VObSIC6NQ4xFGnm5uEMunmWD5JOEWrhoEAZOfk0y4ygMf7NmNg20j0V76zeUPsVec87Vz9ItlOn9vgXX9ParruSZ1K12n95zPxu3IzyVfqBL53ntRWJz8/Xanv8d5eJ/vzsrKyyAwoublqNBoxGo24Q0ZGBhqNhrCwMAASEhIICwtzJMsA/fr1Q6vVsnXrVu644w63vG5VScLsJH7obMf/7x/Vi/dfvo/pL3/O4q82OrY/O2Uoz00dzrjH32fdppIubQtemsCkMb255a5XOXDsrGP7qg+f4PZeN9Ciz4xSAbtj1Qs0jq5H5I1PlCrDuW3zOHP2Ml2Gv+DYFhxoIm37O/y4YR+jHnvPsb1N82h2rn6RpSsTeGzWEsf2fj3b8u2iJ/nHB/9jzvzVXl2nX7YcZPjkeTWq09MTRjvq1KtFDEQ155tf9tJ0/XKm/Hqm2nWKvPEJdqx6AXOxxVGnmUkHGXjjE4rWafrLn/P+y/dx+HhqqfeyrPM0M+kgx1cmlFmnTm3jAGjRZwZTDtjKXdF5evOZu+jZpSU3j3rZUf/gQBM3dWxaZp1iIsMcdeqVEcDGt9bTb2saM0EVsTfr7a95++MfS9XpL5MHcvD42VLHsZ+nk8kX6O+03X6erq7TPz74n2r/nq4fMRjwI9qSQ8fbZji2V+U8afz86NKrK3ePuIGWfWeSlZPPzKQtvPbW+grrtOjL35j8zGJ6ZZxhbNoB3mg/jm9PrKRjm9hS+3vTda9XRjbzjqdW6Tx9/PFMMvPNmHNymHj/K7VWJ2hWqk7PllMn8Ny1vCp1emf2Peh1Wt5ZvI6Dx73z78kbr3tSJ9frNPORwcx+YqRP1ckXz5Oa6vTa+9/x2sLvVVUngDZt24A51/H77NmzeeGFF6ip/Px8ZsyYwd13301ISAgAqampRERElNpPr9dTv359UlNTa/ya1aWxOk9nWkclp16mRd8Z7Fr9IjGRtjsc3njX51J6No26T+foL68THGSqk3fnKqvTr6MepsOSd4kI8Wfn8Pvo9M2n1arT2KkL+PK9xwj0NzLioXksm/cIALtGTCR+5aeK1Wns1AV8vfDP+JsMDJr0Fl+8+2iF52nXiIl0/9+yMut09+ML+e7jaWRm5znKXd55ysrOp0XfGaRseRudTuuoP8D4Jxbyzb8ev6ZO4x5/nxXv//maOiWOnEjX1Uu8PvaG/N/b/OedR645T4MnvcXnTu+7/Twd/+QLGowZfs15cq7T2KkLWPnB46r8e9p47CKP/ecPjHotPz7Ri3r+JfdTq3qe/rjjfnqv/YLM7DyysvNZ1PxWHjz2K1ENQ8ut09AH/uk4H/Z49cVWiZkr9/P9nlQe6NGEJ/7U3Cfq5InzVFhkJrbHUxz/dS6BASUtHWquky+eJzXWyf55mLTpTRrWD/aJOtn50nlSY53OX8oirudTju/x3l6nlHPpxA+dza5VzznyI3C9hVmj0fD1118zcuTIax4rKipi1KhRnDlzhvXr1zsS5ldeeYVPP/2UQ4cOldo/IiKCF198kUcfffSaY9UGaWF2EhxoumYxcX+TgbKWF3f+gHYWFGgqc3t5i5SXtV2n05S5Xa+3dYcIDipdToNBj8Fw7ak0GvwwGvyu2e5tdSpre3XrVN9aSBOnGY+rWye9TluqXGVtV6JOep0Wf5NteSydtuzjO9dJr9M6jnl1nexDZEKC/K+pj3OdnOmu7Hf1/u4+TxXVyZmSsafRlL2/tpz3vdmkuxz/dz5PznW6744ejnqr6e9pV9Jlnllpu4t9781NaNIwuMyyuFon+/gs57IEB5nQ6bTl1sn5fDjHny/FXlGxhU1HLwIwsnPsNc9RY53savs8OYaYBBjLfF011snOl86TnRrrZLzyXF+qk53UyVN1sm27+nu8t9YpK9uWaAcHBzsSWncoKipi7NixnDp1ip9//rnUsaOiokhLSyu1v9ls5tKlS0RFRbmtDFUls2QLUQX2SX6gbs4ErHbOM4crsXyUGmfX3nT0Avcs2kp6bhGdYsN4ol/LGh8zL+UcPw28lwXvfM23u89W/gRKn49YH51YzU+nZeOMviy4pzPtGrnvy4cQQgihBvZk+ciRI6xbt47w8PBSj3fv3p309HR27Njh2Pbzzz9jsVjo1q1bbRfXQRJmFdFptfTr2RadVk5bedIMQcxauZc537lvyRTnL/L+MZGOWZLdvd7wspUJnE3LcOsxk5YsZ1P/cZXOXF3V2HJnWWvzxsObi9Y4zmVdXz4K4Ie9qUz6ZBu5hcX0atGApQ92I8R07R39qvKPieTynNeYm2Jg/q8nqFcvuMLYsp8T+/nw5ZnIg01+DG4fLese15B8HgqlSGwJpdSF2MrOziYxMZHExEQATpw4QWJiIklJSRQVFTF69Gi2b9/O0qVLKS4uJjU1ldTUVAoLbd3A27Rpw8CBA5k8eTK///47mzZtYurUqYwbN85jM2SDJMyqEhhg5NtFT5bbRUNAns6PzxJO8fWulMp3dsHVX+TdpawkcfyI7kQ7dSd3h7gJo+n54+f4x0RWuN/VseV8k6Cs9WXdWVZ333ioiCTJJf67/TSPLd1BYbGFgTdE8dH9XQk0um+UztAO0YTorKRk5FPYqnWF1y0lYt/byHQh7iWfh0IpEltCKXUhtrZv3058fDzx8bZVL6ZPn058fDyzZs0iOTmZVatWcebMGTp16kR0dLTjZ/PmzY5jLF26lNatW3PbbbcxePBgevXqxQcffOCpKgGSMKtKQWERL7+3igKniQREaQ0Kc5jatwV//lMLtxxPqS/yriSJZSWqSrk6tpwTS0kwfc9HG0/w1+W7sVhhbNfGvDc+HqPevevxmvx0jO3eDIAN0a3r/HVrzb5Uhr67gc9/T/J0UXyCfB4KpUhsCaXUhdjq06cPVqv1mp/Fixdz3XXXlfmY1WqlT58+jmPUr1+fZcuWkZWVRUZGBh9//DFBQUGeqxSSMKtKQaGZOfNXl5o1UJQWWFzIXwZcz8Qe11X5ufZWXyW6RldHbSaqEltVU5s3M9zt2PlsXvn+AACTezfl9VEd0OuU+Sj4Uxvb0hBH6jfmxOL/AnV37P93e1LZm5zJ8Qs5ni6KT5BrllCKxJZQisSWeknCLMQV9lZfX+weKpOVuc6VZFjNre7NGwbxj9Ed+OuA63lmcBtFx9J2aVIPk5+W3MAQsvvdDtRuF3xv8sKwtrxyR3tGd2ns6aIIIYQQogokYRY+Jzk9jx2nLpOpr3yMSHmzJKu5BbEsSk5W5mvUnAyXp6jYwrnMknUY7+zcmCl9Wyg+8ZRRr6NLnG3txi3HLyn6Wt4uPMjI+G5xtIose8kuIYQQQngnxRLmOXPm0KNHDwICAggLCytzn6SkJIYMGUJAQAARERH89a9/xWwu3U1h/fr1dO7cGaPRSIsWLVi8ePE1x5k/fz7XXXcdJpOJbt268fvvvytRJY/z0+u4f1Qv/Nw81tDXTPsikVHvb2ZfcOXrtS1btaXM7b6YNFWkrsWWt3S7rw1Wq5WnvvyDMQsTSHNKmmtLr+YNANh68nKF+/naTSqhrLp2zRK1R2JLKEViS70US5gLCwsZM2YMjz76aJmPFxcXM2TIEAoLC9m8eTOffvopixcvZtasWY59Tpw4wZAhQ+jbty+JiYk8+eSTPPjgg6xZs8axzxdffMH06dOZPXs2O3fupGPHjgwYMOCaRa99gb/JwPsv34e/yeDponi1BkG29ydTX/bC7jXhjvVhk5Ysr3SZp5pYtjKBoQ+8XSohrKzc1YktNSc440d056kHB3i6GLUiLauA309cIiU9jyNp2bX++n3b2mZo33bqMgXm4nL389WbVPlFxUz4aCuLN52g0GzxdHF8hnweCqVIbAmlSGypl2IJ84svvsi0adNo3759mY//+OOP7N+/n3//+9906tSJQYMG8fe//5358+c71uJauHAhTZs25c0336RNmzZMnTqV0aNH8/bbbzuO89ZbbzF58mQmTZpE27ZtWbhwIQEBAXz88cdKVc1j8vILefS5z8jLL/R0UbxaeKCtK7YSCbM71oeNmzC60mWeamL8iO6s/mhaqXHYlZW7OrGl9gRH7eV3VWSIiW//3Iv3xnemZ4sGtfKazjdo4kKNBOZlk19kYcepiluZfdGvh8+z4cgFPvjtOH46WXvZXeTzUChFYksoRWJLvTw2hjkhIYH27dsTGVmSOAwYMIDMzEz27dvn2Kdfv36lnjdgwAASEmzjTgsLC9mxY0epfbRaLf369XPs40uKzMUs/mojRRW00ggIV7CFWQnljaOuTZ6Kratb22VCMvdxXve3YbCRge0qH6LgLs43aMzFFrRnkwHYdPRCrZXBW3y/5ywAA9tFKz5mvC6Rz0OhFIktoRSJLfXyWMKcmppaKlkGHL+npqZWuE9mZiZ5eXlcuHCB4uLiMvexH6MsBQUFZGZmlvxkZbqjSsJLhAddaWH2cz1hrqibtNJdj8sbR12Zyrp2V7fctTm+9+rWdpmQzD3yi4q5619b+HrXGU8XBYAz6ballDYeqVsJc35RMT8dsA0PGtKh9m5YCCGEEMJ9qpQwz5w5E41GU+HPwYMHlSqr27z66quEhoY6ftq2bunpIgk3anilhTmjCi3MFXWTdlfXXXe3JFfWtbu65fbFZbXqEqvVyvPf7OX3k5d46dv9ZOQWebpIFJ4/D8Du5AyydXVn7NaGIxfILjATFWIiPraep4sjhBBCiGrQV2Xnp556ivvvv7/CfZo1a+bSsaKioq6ZzfrcuXOOx+z/2rc57xMSEoK/vz86nQ6dTlfmPvZjlOXpp59m+vTpjt+Tz12m8/A5LpXbk4wGPc9OGYrRUKXTVuc4Wpir2CXbvlaxO8Ypl+XNRbbJ6rxx7KzRoGd4v04SWz5g6dYk/rvjDFoNvHt3Z0ID/DxaHqNBz9MP9MPQvBntGodh2LnMo+WpTfbu2IPaR6HVSndsd5LPQ6EUiS2hFIkt9arSGWvYsCENGzZ0ywt3796dOXPmkJaWRkREBABr164lJCSEtm3bOvb5/vvvSz1v7dq1dO9uSzgMBgNdunThp59+YuTIkQBYLBZ++uknpk6dWu5rG41GjMaSNXqzctUxlsBo8OO5qcM9XQyvFx54ZQxzFbpkQ+m1ipUQHRFaZrJ8Ni2DZSsTGD+iu8dmnjYa/MjJLcBo8GxyJWpmx6nLvPitbQ6Ivw1sTa+WtTPJV0Xs162kJcs5/bayM8R7kwJzMev22+o6pH20h0vje+TzUChFYksoRWJLvRQbw5yUlERiYiJJSUkUFxeTmJhIYmIi2dm2ZU369+9P27ZtmTBhAn/88Qdr1qzhueeeY8qUKY5k9pFHHuH48eP87W9/4+DBgyxYsIAvv/ySadOmOV5n+vTpfPjhh3z66accOHCARx99lJycHCZNmqRU1TwmJ7eAYQ/+k5zcAk8XxavZW5jzdAbyi7z/ZohzIl3V1ue8lHNs6j+uxpNl5eQWsGt/ksSWyr383X6Kiq0Mbh/Fw7e41ttHafbrVvioYfT88XNFZ4j3JhsOXyCrwExkiJHOcdId293k81AoRWJLKEViS70U6xMwa9YsPv30U8fv8fHxAPzyyy/06dMHnU7H6tWrefTRR+nevTuBgYFMnDiRl156yfGcpk2b8t133zFt2jTmzZtH48aNWbRoEQMGlKyfetddd3H+/HlmzZpFamoqnTp14ocffrhmIjBfUGyxsG7TfootspZnRUJMevx0GoqKrVzMKaRRmL+ni6QY/5hIev74eY2PU2yxcCk9h89Xb+WBsbe4oWRVp/T61L4uLTOfXUnpALww7AavmZHZ+bqVeDqdFVHtaXI5l8b1AjxdNEU5umO3i5bu2AqQz0OhFIktoRSJLfVSrIV58eLFWK3Wa3769Onj2KdJkyZ8//335Obmcv78ed544w30+tI5fJ8+fdi1axcFBQUcO3aszDHUU6dO5dSpUxQUFLB161a6deumVLWECmg0GseX8WNpth4N3rB0k6clLVnOpv7jKkxKxwy+sRZLVNrVk5i5e4mpZSsTuK6x57soK+Wng7bZmDvFhhER4p1Lqr3y/QG+iunE+kO2ScB8dRmxAnMxaw/Y/s4GS3dsIYQQQtU8tqyUEEpq38g2y/OeZNvySNVdusmXxE0Y7ZVdYu2TrV3N3UtMjR/RnfdenODWY3oT+3jZ29t61/l1NqhdFDdePkWTcNsNLV9dRmzT0Qtk5ZuJCDbStYl0xxZCCCHUTBJmFTEZ/Fjw0gRMMjFTpTo0tiXMpy/lAiUTa/maWDdNUmYy+NG6ebRHYkvpydbqgtxCMxuP2tY47tfGuxJm5+vWpJ5NefLEb/Ru6Z7JI73Vd7tTAdsNAumOrQz5PBRKkdgSSpHYUi9JmFXEYNAzaUxvDDIdfaVGd2nM+7u/5LVRHYDKZ6gG9yWftcldiabBoKdRZJhPxpavdvt1tuHIBQrMFmLr+9MqMsjTxSmlrl23rFYrW45fBGCQdMdWTF2LK1F7JLaEUiS21EsSZhXJzsmn89DZZOfke7ooXi8swECIufJZCJ0TabW3ctakBT07J58tu475XGwlLVnO4dfne7oYirN3x+7XJtJrJvuyu/q6ZQWOn89m95l0zxZMIRqNhp//cisf39+VG6+r7+ni+Cz5PBRKkdgSSpF+1QNpAAAgAElEQVTYUi9JmFXEYrVy4NhZLFarp4sivFBNxml/8d3v5OQVek1suWvG7KsnEvNFxRYrP1+Z8Ot2L+uODddet36r34w/vfkrL393wMMlU45Rr+NPrSPRSXdsxcjnoVCKxJZQisSWeknCLHxS0pLlbLSEMOGjrSzacNzTxakVZ9MyGPrA29Vqafbk7NhlqQuJrrtYrFZmDWvLnZ0bcWNT72/RbJ1tS+53JV0mX+tb3dIKzMVYLPJFSAghhPAlvvVtRdR59nHIcRNGk/PDHjYcuYCfrm7cF4qOCGX1R9M8XYwqU+PYcW/ip9MyolMjRnRq5OmiuCSyMJvY+v6cvpTHgaBIbvN0gdykqNjClKU7OZqWzb03N+HB3s08XSQhhBBCuEHdyCR8RIDJwKoPnyDAZPB0UbyW8zjkjpkpzLmjHX8dcL0HS+Tdps5ewrKVCQSYDHRqG+eIrfHDb661MigxdtwXZ0RXq7KuW71a2GbJXtaoM0fTsjxVNLfKLyrmUk4hKRn5tI0J8XRxfJ58HgqlSGwJpUhsqZckzCqi1+u4vdcN6PU6TxdFFaIKsrinWxPaRHvuy6u3J24nz1xg/Iju6PU6wsMCHbFV1oziripvXeXaVFfW3T59KZcF6496ddJ59XUroFkcQy4dpmGwkRT/MIa9u4kVO894uJQ1F2zyY8kD3Vj6YDd6NG/g6eL4PPk8FEqR2BJKkdhSL0mYVSQzO4+Iro+TmZ3n6aLUea5OSvXmojVenzSDLbbWbznklthqNWOKx2cc99V1t6+2Zl8qc384xOxV+zxdlHJdfd2KXziXXg+O4vvHe3ND5lnyioqZ/uUfzFi+m7zC4iodO7+omLMZeexPyWTz0Qt8t/ss/95yind/OsJL3+5n+heJTPrkd+5csIlJn/zOM1/vIfF0yezchWYLRcWWatfNarWy9coSUgCBRr3MjF1L5PNQKEViSyhFYku9ZAyzymTJVPRVcvpSLhuOXCDTEOjW48ZNGM1pF1pRy1v/2RsVW6qfODhzJVletjJB0fdFTe97TVwXHkif6xvSzwtnx3Z29XUraclyTi9ZzmMHjrDjyef55IIfX2w/TeLpdObf05nmDW1/r/YlsjYdvcCX20/TKjKYKX1bAGAuttD6+R+qXJZbWjaA2DAAfj54jseW7uRPrSNYNLFk4rvlO84Q5u9HTJg/jcL8CfHXl7lc17yfjvDPdUeYfnsrHr+tZZXLImpGPg+FUiS2hFIkttRJEmbh0349fJ7nvtlLkH+YY1vSkuW13gK6bGUCZ9MyHL/buy17uiXWU95ctAaoWddvAf3aRtKvrXcny2WJmzCauAmjSVqynCETRtLv6AUe/zyRQ+eyGPruBgw6LfPv6UzvlraxzqkZ+axMTKF3ywaOhFmv0xJs0pNbWEy9AD/CAgzUC/CjXoCBegEGwgLt//cj1N+P9NwiUtLzaBsd6ihHcno+FisY/Uq6xxVbrDy9YjdFxSWzXQcadMSE+RMd5k+jMBMxof6k5xXx0cYTAASb5KNUCCGE8FXyKS98WofGti/HeXoTVqsVjUbDaQ8kquNHdC81rtY/JrLOJstQd1qARcXsfwM9WjTg+yd68cR/Ekk4fpH8IgsnL+bS+0qjbdfr6vHM4Na0jAwu9fyEp28j0KArs/XXFZN6XMewjtGYnZLjvKJi/tQ6gpT0fFLS87iYU0hOYTFH0rI5kpZ9zTH+0r8Vk3o2rdbrCyGEEML7ScKsIoH+RnaseoFAf6Oni6Ia10cF46fTUISOM5fziK0f4OkieSVvjK263gpfmfWH0mgVGUxMmL+ni1IhV2MrItjEvx/sxu4z6QQY9DQJL/lbbRIeyEO3NL/mOUHGmn2EabUaIoJN1xzzXxO6On7PK7SNk7Yn0MnpeaSk53Euq4B+bSKYcHOTGpVBVI83XrOEb5DYEkqR2FIvSZhVRKvV0Di6Hlpt9VpT6iKjXsd14YEcScvmxIUcxRJmVxI756WaPLn2cFmJqDfGVl1vha9IgbmYqct2kV1g5n9P9PboTPCVqUps6bQa4uPq1UKpXOdv0NGsYRDNGgZ5uijCiTdes4RvkNgSSpHYUi+ZJVtFsnLyibzxCZkwoIrsSfLpy7mKvYYrE4A5d0H2ZCJYViIqsaUuW49fIrvATESwkeuv6qbsbSS2hBIkroRSJLaEUiS21EsSZuHzGtezdVk9fcn7pvG/ejIw4X7esC60u607YFvS7LY2kXKnWgghhBBCQZIwC58XW8/WwnxGwRbm6ho/ojvREaGV7yiqzde6dlutVtbttyXMt7eN8HBphBBCCCFsfvvtN4YNG0ZMTAwajYZvvvmm1OMrVqygf//+hIeHo9FoSExMvOYYffr0QaPRlPp55JFHaqsKZZKEWfi82PpXWpgve18Ls3CNr7UQ18T+s5mkZOTj76ejR/MGni6OEEIIIQQAOTk5dOzYkfnz55f7eK9evXj99dcrPM7kyZM5e/as42fu3LlKFNdlMumXigQHmji3bR7BgabKdxYOje0tzJdySVqynLyUcx4ukWeVNeGYt8eWJ5YC81br9qcB0LtlA0xO6wd7K2+PLaFOEldCKRJbQil1IbYGDRrEoEGDyn18woQJAJw8ebLC4wQEBBAVFeXOotWItDCriMVi5czZy1gs1sp3Fg72Sb8u5hQSPnYk/jGRir1W0pLl7Hrkb4od3x3KSjyrG1tWq5U/Tqfzza5kPvjtGP9Yc5BDqVnVLpsvjjd2N/v45X5tlYtjd5LrllCCxJVQisSWUIrEluuWLl1KgwYNaNeuHU8//TS5uZ4dViktzE6ycvLJzLZ12/XT6/A3GcjLL6TIXOzYx2jQYzT4kZNbQLHF4thuMvhhMOjJzsnHYi35QwgwGdDrdY7j2gX6G9FqNdfMlBccaMJisZKTV1Bqe0iQPxlZuXQZ/gJHf3md4CATWo2GoEAThYVm8guLHPvqtFoCA4wUFBZRUGh2bPfGOpnNxeTmFzq2ubNOADm5BWgsFrSWYixaHSfSbMmcvU7mYguZ2XnVqpPVimN/+3HiJozm1Gf/LbU9Oye/wjpZLNZSr1vd81R8pQx2rtTJXu6s7Hy6DH+BlC1vo9OVvo9W0Xn6ce9ZHl66q9T+G49e5MvJN1V4nuyve3Wd/CIbEnbHEAqvPLe658m+f3CgiUb33HnN/krHnlJ/T6mZ+exJzkCjgRtjQ0o9x1vrZI+to7+8TlTDUK+6Rvjida+u1KmwyEyX4S9w/Ne5BAaUrGmq5jr54nlSY53s16ykTW/SsH6wT9TJzpfOkxrrdCkjp9T3eG+vk/15WVlZZAaU9GgzGo0YjcqtJT1+/HiaNGlCTEwMu3fvZsaMGRw6dIgVK1Yo9pqV0Vit1jp/myM59TIt+s4ote3+Ub14/+X7ePS5z1j81UbH9menDOW5qcMZ9uA/Wbdpv2P7gpcmMGlMbzoPnc2BY2cd21d9+AS397qBiK6PlwrYHateoHF0PSJvfKLU657bNo8zZy/TZfgLjm3BgSbStr/DyrU7Gff4Qsf2Ns2j2bn6RT757wYem7XEsb1fz7Z8u+hJXn5vFXPmr/bqOq3duI/hk+cpUqe+q5bxWtzNrNu0n/q33opfWBjjmvsz7L8f8GfD9TWuU8LA8Yy82BCAmUlbmN+mD2nb32HVTUO5KyvG5Tq17f8MJ05fqPF5atB5Kjl5JRfuqtYJ4NfPZ3LruNdcPk9DXl/DvstmzFlZFGVk4N+oEWg0jIsqZt6/qh57vTLOsDG0MQtemkCrD+c7ztPMpC28FnezamJPqb8n/+uuI6RjR9pEBLL+w2U+USfwvfMkdVK+Tm8+O46n5nzO9U2jOHQi1Sfq5IvnSc11+svkgfx9+p0+VSdfPE9qqtPzb63gjQ9/UFWdAPKPLgVzSQvv7NmzeeGFF6iMRqPh66+/ZuTIkdc8dvLkSZo2bcquXbvo1KlThcf5+eefue222zh69CjNmzev9HWVIAkzJQnzrtUvEhMZBnjnnaxL6dk06j5dWphdrNP2oRPo9M2nFFss9H5mBXEt43jiTy3wnzaNjl8vxmK1MnbqAr5877Fq1WlT/7vp8PUnAOwaMZH4lZ8SEuTPhtvvouPXiwEYO3UBy+dPqbBOgye9xefvPlrj8zTo/jf54r3HqnSe7PXPys6nRd8ZVWph1hv86PL3teQUFvPvSV3o0CiUSZ/tZEdSOs8Ovp67Ojcqt072162oTtuG3us4T/b319XzZD++r93tfvQ/iWw6dom/DWjFvTc2VkWd7LElLcxSJ3fWqbDITGyPp6SFWeqkSAtzi74zpIVZ6uT2Op2/lEVcz6dU08Kcci6d+KGz2bXqOUd+BK63MLsrYc7JySEoKIgffviBAQMGVPq6SpAu2U6CA02EBPmX2uZvMuBfxr7OH9DOgsoZyH/1cSvartNpytyu1+sIDjQRHFS6nAaDHoPh2lNpNPhhNPhds93b6lTWdnfXKTYnjW//fA8Amyipk16nLfX6VamTRlOy3fk4Wo2m1Hb7a5VXJ6227PemqudJd1VdXKmTc7mDA03lHqOs8/TzwXPkFBYTGWKkR0vbesCDO8SwIymddQfOM/mWFuXW6er3vbLYc+U8LVuZwPgR3a/Z39OxV16drlZZ7GUXmNl2Mh2A/jdEqapO9uuW/WaMN14jruYL172r+VKd7EMuAgOMVb7uXc1b6mTnS+fJTm11Cg40OYZ2+UqdnEmdPFUnfZnf4721TlnZtkQ7ODiYkJCQMo9dG+xLT0VHR3usDJIwq0hIkD9p29/xdDGED6pObK3Za5t8qn/bKLRaDQAD20Vx6mIOg9qVf1FbtjKBs2kZ1S9secddtcWRMPuiDYfPU1hsoWmDQJo3DPJ0cVwm1y2hBIkroRSJLaGUuhBb2dnZHD161PH7iRMnSExMpH79+sTFxXHp0iWSkpJISUkB4NChQwBERUURFRXFsWPHWLZsGYMHDyY8PJzdu3czbdo0brnlFjp06OCROoHMkq0qZnMxazfuw+zUbUNUjTtnJlT7jM7OiWtVY8tcbGHtldmaB7Yrmfa/UZg/L41oR/fm4eU+d/yI7kRHhLpcTleXAjublsGylQkuH1dtGtcL4K6usYzu0hiNRuPp4rhMrltCCRJXQikSW0IpdSG2tm/fTnx8PPHx8QBMnz6d+Ph4Zs2aBcCqVauIj49nyJAhAIwbN474+HgWLrTN0WQwGFi3bh39+/endevWPPXUU4waNYpvv/3WMxW6QhJmFcnNL2T45HmlxksI1xRq9dwy9xe6vLwWd6XM/jGRXrM28LKVCVzXuEGVnuOcuFY1tvLNFsZ0aUzHxqHc1LR+lctbFXETRru0FFh0RCjjR3RXrAXb09o3DuX10R2Y0vfaru7eTK5bQgkSV0IpEltCKXUhtvr06YPVar3mZ/HixQDcf//9ZT5un0QsNjaWX3/9lYsXL5Kfn8+RI0eYO3euR7uEg3TJFnWE3lJM0iXbDH85OoOHS+N+40d0r9XuyEFGPU8PblPmY1arld9PXOKHfamMuXiAtvfX7k2F8SO6s2zVllp9TSGEEEII4ZukhVn4vGUrEziXls5Xj3Zn88w/EVDsu3f2vIFGo+GZr/fwyaaTrP7fdsd2X+4urbQzl3PZfSadAh/uxiWEEEII4Y0kYVYRrUZDm+bRaFU0ftEb2Lsed2lSn5gwfwl6J+OH3wxULbZOXczhl0NpFSZvo7vEMqpzY6IKshzb3NXqq+Zx49W1Ymcyw9/bxMyv9ni6KFUm1y2hBIkroRSJLaEUiS31ktxBRYICTexc/WK508kLdbInrR557SvduKsSW19uP82kT7YxY/nucvd5tE9z3hzbkea5F6tdtthyxoefroMJc7HFSliAH+0auT5ZmreQ65ZQgsSVUIrElm1olXA/iS31koRZRQoLzXzy3w0UOi3kLlz3x+l0XvvfQdaHe9ekSd6wFFJVYivAoKdhsJG+rSNcPn5xNWYn95YJ1bzBtNtbsev527mvexNPF6XK5LollCBxJZRS12Nrf0omvef+wv6UTE8XxefU9dhSM0mYVSS/sIjHZi0hv7DI00VRpYOpmSz89Rhbw+I8XRSvU5XYmtK3BVufvo3B7StfQP6iXwAPL9nOK98fcEcx6zSNRoOfTn2XbLluCSVIXAml1PXYenPtIc5czuOttYc9XRSfU9djS83U9+1LiGqKrRcAwHljkIdLon5arWvJW7IplDX7zvHJphOcziyqtYm/PNnN3d3cuXa4EEIIUZ69yRn8dCANgHUHzrE32feWaBSiOiRhFnVGbH1bwnzBEOSWJKS8Mba+bG9yRpW6V3fIOsuwjjFYrJDVtA3nAxuQU6B8VyRv6ObuLu/8fISer/3M4k0nPF0UIYQQPuztdYfRaW0TUum0Gv657oiHSySEd5CEWUV0Wi39erZFp5XTVh3RoSZ0Wg1FWh3nswtYtjKBs2nVv3vqS2NsXYmt5PQ8hr67ke6v/kReYeXLGyUtWU5eyjleGNaWjrFhWLRa3l53mFv/8QspQQ1ZknCSzccuyFJJldhzJoPk9DzU2s4s1y2hBIkroZS6Glv21mX7TfFii1Vamd2srsaWL5AzpiKBAUa+XfQkgQFGTxdFlfQ6LXFXWpkTT6c7lptSSk0T8trkSmz9uC8VgOvCA/E36Co9ZtyE0fjHRBIeZOTrR3sQm5lCk/AALmQXcsm/Hs+v3Mf4D7cyeN4GTlzIqfBYeSnn6uRyUgB7rnxZ6dBYfTNkg1y3hDIkroRS6mpsObcu20krs3vV1djyBZIwq0hBYREvv7eKApksoNr6Xm+b2XnNleRPSUon5O7kSmz9sNf2ng1oF1Xl42u1GkILslk3/VbeuTueBrmX6NcmgnoBfhw7n8PI+ZvYeORCuc9vNWOKT7Xou+pcZj5pWQVoNdA2Wh2xBKWXJJHrllCCxJVQSl2Mratbl+2kldm96mJs+QpJmFWkoNDMnPmrKZDp6Ktt4JVkb93+cxSaLW45pr3rsZpVFlsXswvYdvISAP3bRlb7dfx0WoZ3jGH6bS1YNPFG1ky7hfi4MDLyirjv461czC4o83l1MVkG2H3G9iWlZUSwS6363uDqJUnkuiWUIHEllFIXY6us1mU7aWV2n7oYW75CEmZRp3RpUo/Qojwy881sOX7RLce0dz32Rmv3n6P18/9j7L8S+HLbabKrMeGW1Wpl3k9HsFihXaMQx+RpriivK7V9Uq6IYBP/mXwzd8Y3wmKFUH8/xz4/7kvlXGZ+lcvrS+zdsds1Uk/rsixJIoQQ6lFe67KdtDILIQmzqGN0Wg1d0k8D8INC3bK9abztez8fIb/Iwu8nLvG3r3bz6eaTVT7G+78e47OEUwBM7duiSs/1j4mstHXY5KfjzbEdWfLATeivLFX1jzUHeWjJDl76dn+Vy+tL9pxJB9QzflmWJBFCCHWpqHXZTlqZRV0nCbOK+Ol13D+qF356dXTN9FY3pScBthZMd8087JwkOyeJnlwP+GBqJn+cycBPp+HJfi1pERHEyPhGjsd/PniO+z7+nZWJyY7YKrLAxiMXOJSaxcXsAr7cfpq5PxwC4LkhbRjYLlqRsmo0Gnq3bOj4fXD7aEx+WpqEB1S4BJh9XWc1TbDmKqvVyp5kW7fm9ipJmMtakkSuW0IJEldCKXUptiprXbaTVmb3qEux5Wv0ni6AcJ2/ycD7L9/n6WKoXpusVEJMei5kFxLs5++WYzpPSuW8PrMn1wP+YputJb1fm0ie7NeKJ/u1KvX4Zwmn+O3webo3C3fE1t7kDO79aOs1x3r41mY82LtZrZQb4IaYUDbPvI36gYZS268eL75s1RbGj+jO+BHdWbZqS62VrzakZuZzIbsAnVZD2+gQTxenUs6ty1DyBevYxTy5bgm3k89DoZS6FFv2m5yVJcxQchN00cSutVAy31SXYsvXSAuziuTlF/Loc5+Rl1/o6aKomh4r/a5MXBXTpmpdjMvj3O3YGyaoKjAX8/WuZADGdo0tc5+HejfjH6M70Ld1Q0ds5eYX0jIiiHoBJWOJx3eLY+bA1rVSbmdXJ8tw7Xjxs2kZjlZmX7PHMeFXECY/778bXd6SJG/+eEiuW8Lt5PNQKKWuxJarrct20spcc3UltnyRJMwqUmQuZvFXGykyF3u6KKpQ3ljivJRz3Hb5OLOGtmXuxJ4eKJny1u4/R3puEVEhJm5p1bDMfXq0aMCYrrG0jgpxxFbryCDWTr+VXbP6c/jlQfwxuz+v3NEejabi8U1KKSq28N3us7ywal+ZH+rREaEebcVXkn3Cr/YqmPCroiVJfjl0nn+v2yPXLeFW8nkolFJXYsuVsctXk7HMNVNXYssXSZds4bPKm3DKPyaSfg/f6YES1R57d+zRXRpX+QPRzqDXYtC7555adccYa4CZX+0mq8DMqM6NVTOW1x3sS0qpYcKvirr16bQaAq+/3gOlEkIIUZarh9C4yrmVWU2rNwhRU9LCLHxWbDldo8vb7gtyC83sTLrMxqMXgPK7Y9e28SO689SDA6r8PL1OS7dm9QHYdOyCu4vltaxWq6Pbm7d/KXFlSRJTdDQHUrNquWRCCCHKUp3WZTtpZRZ1kSTMKmI06Hl2ylCMBukY4IryxhLbt+cWmvliWxIzv9qN1equ+bI96401h7lzwWasVujeLJy4cNfWTK6N2Kpu1+kezRsAsOlo3UmYAVb9uRcL7+1MGy+f8MuVL14arPxrw8naKZCoE+TzUCjF12OrqmOXryZjmavP12PLl0nCrCJGgx/PTR2O0eBX+c6iUhYrPP/NPj7fdpojadmeLo5bRIYYCTToaBUZxLTbW1X+hCu8ObZ6tAgHYNvJSxSaLR4uTe3QaDQ0CvNnYLtor57wy9UvXlY0/HzovHzBEm7jzdcsoW6+Hls1aV22k1bm6vH12PJlkjCrSE5uAcMe/Cc5uQWeLopPCDLqmdijCX/p34owf/VevM5l5jtayCf3bsa+lwby47RbualpfZeP4c2xdX1kMA2CDOQXWdiVdNnTxRFOqvLFS75gCXfy5muWUDdfjq2ati7bSStz9fhybPk6SZhVpNhiYd2m/RRb6kYrm1Kcu18/O6QtU//UkogQkwdLVH3mYgtj/5XA8Pc2ceJCDtpq3jX25tjSaDR0t3fLPnax3P3GD7+5toqkuHnrjvDez0dITs/zdFHKJUuSCE/y5muWUDdfjq231x3GXWteaEBuglaRL8eWr1MsYT558iQPPPAATZs2xd/fn+bNmzN79mwKC0uvPbZ792569+6NyWQiNjaWuXPnXnOs//73v7Ru3RqTyUT79u35/vvvSz1utVqZNWsW0dHR+Pv7069fP44ckT9ica39KZn0nvsL+1MyPV0UtziYmsX5rAKS0/OIDDF6ujiK6dHc1i07oYKJv3xleSmr1crizSd448fDXMz23rvQsiSJEEKoy/HzObhrxhYrcOy8bwxnE6Iyio06P3jwIBaLhX/961+0aNGCvXv3MnnyZHJycnjjjTcAyMzMpH///vTr14+FCxeyZ88e/u///o+wsDAeeughADZv3szdd9/Nq6++ytChQ1m2bBkjR45k586dtGvXDoC5c+fyzjvv8Omnn9K0aVOef/55BgwYwP79+zGZ1NlyKJTx5tpDnLmcx1trD7NoYlcAsgvM/HIwDZOfjtvbRnq4hNcyF1s4cDYLP72GYJMfwSY9QQY9Wq2Gdo1C2fC3vhxJyybACyeRcNeM5D2vtDDvSkonX+t99XQns8XKlL4t2JucwfVRwZ4uTplkSRIhhFCfn6bfisWNk5xqNe5qrxbCuyn2zXPgwIEMHDjQ8XuzZs04dOgQ77//viNhXrp0KYWFhXz88ccYDAZuuOEGEhMTeeuttxwJ87x58xg4cCB//etfAfj73//O2rVree+991i4cCFWq5V//vOfPPfcc4wYMQKAzz77jMjISL755hvGjRunVBVrncngx4KXJmCSyQKqxflLvvOX9q93JfP8N3vpFBvmlQnzy98dYPHmk6W2aTQwpU8L/jLgesKDjIQH1ax1WanYKm+m8iofJzyAxvX8OXM5j0NBEdzmlqN6Jz+dlgd7N/N0MSpU0brLlbG3MttvWAlRHfJ5KJTiy7Gl1WrQuq1TtqgqX44tX1erY5gzMjKoX79kIqKEhARuueUWDAaDY9uAAQM4dOgQly9fduzTr1+/UscZMGAACQkJAJw4cYLU1NRS+4SGhtKtWzfHPr7CYNAzaUxvDF7YkqgGzl1InbuGDmgbiUYDiafTOXkhx5NFvMaRc1l8lnASgPBAAwad7U/WagWj3n1/vmqILXu37H3BUR4uSd0mS5IIb6CGa5ZQJ4ktoRSJLfWqtYT56NGjvPvuuzz88MOObampqURGlm7Rs/+emppa4T7Ojzs/r6x9rlZQUEBmZmbJT5Y6xrNm5+TTeehssnPyPV0U1cnTG0t9yXf+0h4RYqJXC1uX378u/6PGs0e606v/O4jFCv3bRrLj+ds5PGcQB/8+kN+fvY37elznttdRQ2z1vHKOdoU29qpz5G7rD6VxNC0bi5fWUZYkEd5ADdcsoU4SW0IpElvqVeWEeebMmWg0mgp/Dh48WOo5ycnJDBw4kDFjxjB58mS3Fb66Xn31VUJDQx0/bVu39HSRXGKxWjlw7Kxbx5/UFWkB4dd8yXf+0j5nZHsCDTq2nbzM++uPeqKI19h09AI/H0xDr9Uwc1Brx3aTn46IYBOhblwKSw2xdWurhgQb9aSYQvluz1lPF0cRv5+4xP2fbKPfW79y1AsnU5ElSYS3UMM1S6iTxJZQisSWelU5YX7qqac4cOBAhT/NmpWMv0tJSaFv37706NGDDz74oNSxoqKiOHfuXKlt9t+joqIq3Mf5cefnlbXP1Z5++mkyMjIcP/sPSkuHL9ubnEGWMeiaL/nOX9rjwgN4aYRtEv3YoWYAACAASURBVLl/rjtC4ul0TxS1VNle/u4AAPfe3IRmDYM8Wp7qsrrxQyEswMDzw9rywKktDG0f7bbjeov8omJmfLUbgLu6xtIq0vsm/JIlSYQQQghR11Q5YW7YsCGtW7eu8Mc+Jjk5OZk+ffrQpUsXPvnkE7Ta0i/XvXt3fvvtN4qKihzb1q5d+//s3Xl8E2XiBvBnkjRpelAOoa0gWKggh9y4chVYQHRFPPBAXREX2F3lFNxFRQEVRdaDaxEEV1hRf4gg2MWLQ5BDUA5BEQG5lbYcAr1yH78/StJJm7RJmzeTSZ/v58PHOJ0k75t5Mpl33nfeQYsWLVCnTh3vOhs3bvR53vr169G1a8ktZDIyMpCWluazTkFBAb799lvvOmUZDAbUqlWr9F9yrVA/BlKRWRuOlFz064e8l/nujg1xW9t0OFxujF/+PYqtjkgW08fHe3/Dz7kFSI7XYWxfdYyAKEvELbzu63wN/vj7L1W+33S0sDqceHHtQQx95zvsuHJv6Vnrj+DEhWKk1jLgmdtaKlxC/3hLEiIiIqpphF117mksN2nSBK+99hrOnz/v/Zun5/fBBx/E888/j+HDh2PSpEk4cOAA5syZg1mzZnnXHTduHHr16oXXX38dt912G5YvX47du3d7e6slScL48eMxffp0XHfddd7bSl199dW48847RVVPEQnxemQvHoeEeH3lKxMA2czYAW59UPY2Ny/feQP2nrqEk7+b8OLag3hlcNsIlxgw2Rx4bd1hAMDoPpmomyh+e4vIlr9beIWTyeaARRvd3wW32w2pTPbOFljw9/f24PvTJaMYthw5j+6Z9bwN55fuvCGsw+3DqSq3JHE4nNj87WH0/kML6HRan7/xliRUVfw9JFGYLRKlJmRry5YtePXVV7Fnzx7k5uZi9erVPu2xjz/+GAsXLsSePXtw8eJFfP/992jfvr3Pa1gsFkycOBHLly+H1WrFgAED8Oabb5abryqShE36tX79ehw9ehQbN25Eo0aNkJ6e7v3nkZKSgnXr1uHEiRPo1KkTJk6ciClTpnhvKQUA3bp1wwcffIBFixahXbt2WLlyJdasWeO9BzMA/POf/8SYMWPw17/+FV26dEFRURG++OKLmLsHs06nRf8ercsddFJgwUxQJO9lTkmIwxv3tYckAct3/YovDkT+Wtn9v+Yj32xHozpGPBLGib0qEu5s+buFVzgdzClA/ze24GidJth18mJYX7s6LHan97HD6cId87dj9oYj3tEK+SY7bp+3Dd+fvoxa8Trc3aEhtBoJ24/+DpcbuKP91egXhbc289BoJOi0mpD+xRvicEtWG8Qb4sr9Te0jBUg5/D0kUZgtEqUmZKu4uBjt2rXD/PnzA/69R48emDlzZsDXeOKJJ/C///0PH330Eb7++mvk5OTg7rvvFlXkoEjucF5kqFJn8i4hs88kHN00Ew3T6ihdnIAKiszI7D0JRzfPRK0ko9LFiXoHzuRj4LxtQa+/dkwPtGmYAgCY+cUhLNh8DLUT4vDFuCykpUT25EtevgU5+WZ0bByZPIY7W8P/uwubD5+H0+WGViOhT4sGYetl3n7zELTNXoa/LN2FvcfP46eXBiI+ruTH55nVP+JcgQW1E/SobYxDnUQ9UoxxqJOgR+2EuCv/9KiTEAdjnLZc7291zN5wBB/t/g1fPpGFJIMOn/6Qi1Ef7EXdRD22/rMPEg06uN1utJn6JRrWMWLRw51x7VWJOH6+CLM2/IKLxVbMe6BjREYURBL3WyQCc0WiMFskitqyVd32kSRJ5XqYPU6ePImMjIxyPcz5+fmoX78+PvjgA9xzzz0AgEOHDqFly5bYsWMHbrrppqpXqBp4IzCZwmILCorMAIA4nRbGeD3MFhvsjtJeI4NeB4M+DsUmK5wul3d5vD4Oer0ORcUWnyGLCfF66HRa7+t6JBoN0GgkFJaZWj45MR4ulxvFZqvP8lpJRjgcThQWW1BYVPIcjSQhKTEeNpsDFlvpdeBajQaJCQZYbXZYbaXX4UZrnUwWm3dZOOvk6V0OZkZfTy/zG4NbAwBGdL0GXx8+h4O5hZj40T7Mv7+tz/BR0XVKS4lHikHj8xmL3E6FRRYUFlvgdLrKrR9qnU5csnh7lwHfYe/N6hmrnT0AcDscePuh9rh73GLYrDbEaUrqtP2X8zh10bf8geh1GqTE6/Botyb4843XQCNJMLskvLX5KOokxOHhP1zjrdNFixNJegnyc8Ly7L337SnvKIXs73/Dgzddi6xmdfDa3W1gdTjhtNthk0ruwfhYVgYGd7gaiVe2b+M6Rsx7oEPJ5+52ej//aPs+VTV7nmwVFllipk5yrJMydbLZHSgstqDY5FsWNdcpFreTGuvk2Wd51omFOnnE0nZSZ50cPsfx0V4nz/MKCwtRkFB6BGQwGGAwGCDCnj17YLfb0a9fP++y66+/Ho0bN2aDOVp0GDjV+3jY4B5YMH0oJkxfjqWrSnspJ48aiGdHD8KQsQuwYftB7/I3X3gYj97bE1n3z8DPx0qH8WYvHof+PVojs/ckn8DuyZ6GRul1kNplnE8Zzu6ag99yL6HToGneZcmJ8Ti3ey627joCAMjsMwkA0LJZOvaufR7vf7IDj09Z5l2/X/dW+N/b4/Hqos/x0vy1UV2nTTsPYdDIOd7l4arT30YOxMZzwQ958TTqrrt9NQrySq631yYloeGA/rhUbMPV3Z6E21G64xZRJ21SEjR6PR7q00qR7QQAv5w8i15DXqlWnRr07A4Jbrhl8ylLcGP2hl8Q98vBatcpAfCpU2qXcd467ftsE7Tx8ZD0emji4vDne7KQe8mELXuPQaPXlyzX6yFpNLA5XDhfZMNzb6zGxGPH0LJZOt5Z8ATe3n4STpMJT45+zVsnbYcuOPjbJVzY9wPMJ08CKM3eIy+sxLeOZEgaDQoPHsTxRk7gpmvx4LiFfuv0zuwP8A+VfZ/Ckb3MPpNirk5A7G0ntdTp9clDAAC3DnsDh0/kxUSdYnE7qblOc5eux4sT7o6pOsXidlJTneYuXQ+g9DheDXUCgJatWgIOk/f/p06dimnTpkGEvLw86PV61K5d22d5amoq8vLyAjxLPA7JRumQg+/XPo+rU0s2UDSe9bl4uQgNu07A0U0zkZwUX0PPzgVXp3Ef/Ygtv1wI6X6xWo2Enpn1MPe+0om+dv9agA6Na0PrdvmsK6JOj/3fPmw/dhH/vPk6PP7H5hHdToVFFmT2mYScnbOg1fpObRBKnY6cLcI9i78L8AkDq/72B1xXP7Faddrcvh+uGTcS6Q/chftGv4kV/348pOy53W7o9HpcKLAgL9+EqxL1qJ9sgEaS8LvFiaXbT0CvkTCqd8nt8bQaDe5d/B0O5pbM9t06PRl/z8pAk3qJ0Ol0eHDxTlw22/Gn1qmYcWcrxBviYu77VN0eZs+QrrT6KTFRJ7lY2U5qq5PN7sA13Sbi+Nf/QmJCaU+HmusUi9tJjXXy7LNOb38d9esmx0SdPGJpO6mxTucvFqJx94ne4/hor1PO2cvoMHAqvs9+1ts+AoLvYa7KkOwPPvgAjz76KKxW37LdeOON6NOnT4XXPovEBjPUcw2z0+nC4eN5aNE0rVyjhkqFeu1yWfJrmcvafPgcel5Xv9KJxEJld7owLfsnrNr7G74Yl4Vrr0qs/ElhFK5sya9dLitc1zKfXrYSjR8uua5l4PBZWPufJ6r1esFwutx4/9tTePXLwyi0lL/d2A0NU/DR37t6r6WmUtxvkQjMFYnCbJEoasuWEtcwf/XVV+jbty8uXbrk08vcpEkTjB8/Hk88If6Yz5/o31rkpdFIaJRehzPLViKYmbEDkc+YXda7O05i2JJdWLXnt2qUzr84rQYv3XUDvnmqb8Qby0B4suWZGTtQr778Wubq8DSWI0mrkTC067XYOLEXHrjxGmQ2SELthJJbPzWsbcSioZ3YWA6A+y0SgbkiUZgtEoXZqlynTp0QFxeHjRs3epcdPnwYp0+fRteuXRUrF69hVpHCYgtSu4zD2V1zVDG7nhLktzOqirL3ZZYz2UqGy3iG5oqg1AzJ4chWMJOseU5IiLgvcyQ0SI7HjLtLh+zbHC5oNVLYRxzEEu63SATmikRhtkiUmpCtoqIiHD161Pv/J06cwL59+1C3bl00btwYFy9exOnTp5GTkwOgpDEMAGlpaUhLS0NKSgqGDx+OCRMmoG7duqhVqxbGjBmDrl27KjbhF8AeZoox1eld9gjUyzys27X43+gemDaodbVeX67Y6sCED/fhyNnCsL2mEirrXfYIVy9ztNDrNGwsExEREQHYvXs3OnTogA4dOgAAJkyYgA4dOmDKlCkAgOzsbHTo0AG33XYbAGDIkCHo0KEDFi5c6H2NWbNmYeDAgRg8eDCysrKQlpaGjz/+OPKVkWEPM8WM6vYuewTqZY6P0+KGRv6vba6qRVuO4+Pvz2Dfr5exYUIv1Q7TqcotvNTay0xERERE5fXu3RsVTY81bNgwDBs2rMLXiI+Px/z58zF//vwwl67q2MNMMWPWhiMIV3NTAgJeywwAOZfN+ObohWq9x9kCCxZtOQ4AeHJAC9U2loPtXfaItV5mIiIiIopdbDCrSHJiPM7umoPkxHilixKVjp8vRrimfHcDOHa+yO/fdp+8iN6vbsbY5ftgtjn9rhOM1748DLPdiU5N6uDWNmlVfp1wqE62qjIMvqLJ1Si2cL9FIjBXJAqzRaIwW+rFIdkq4nK58VvupSvT0auzN1KkjRN6+dyXrro0kv/PuG2j2mhQy4DfLpmxbOdJ/DWrWcivfTCnACv3lsy2Pfm2lpACvFekVDVbVR0GX9HkahRbuN8iEZgrEoXZIlGYLfViD7OKFJut6DRoWrkbjVMJjUaCTqsJ279AQ6T1Og3G9r0OALDw6+Mospa/L29F3G43Xv7sZ7jdwMC26ejYWPl7f1c1W6Ju4UWxg/stEoG5IlGYLRKF2VIvNphJNSqaRCDS7u7QEBlXJeJisQ3//eZkSM/ddPgcth29AL1Wg0m3XC+mgBEQ6rXLZfFaZiIiIiKKdmwwkyoczClAz39twsEccfdADoVOq8G4K73Mi7YcR4HFHtTz9p6+hHHL9wEAhnW/FtfUTRBWRtFE3sKLiIiIiCgasMGsMjV1ooDX1x/Gb5fMeGP9EaWL4nV7u6txXYMk5Jvt+M/WE5Wu/92Ji3j47W9RaHGgy7V1vA3uaBFKtqrbu+zBXuaaoabut0gs5opEYbZIFGZLndhgVpFaSUac2z0XtZKMShclouQTS0VT40qrkTC+X3MAwDvbTuCyyRZw3e1HL+CRd75Dsc2Jbs3q4b9/uRGJhuiZcy/UbEXyFl6BfPDJDuSei44sUGA1db9FYjFXJAqzRaIwW+rFBrOKOBxOrN/2ExyOqt/KSI3kQ3+jbQjvrW3ScH1aMgqtDu89lcvKzTfjL0t3wWx3olfz+nhnWBck6KOnsQyEnq1I3cKrIg/e0RXpDTjDdrSrqfstEou5IlGYLRKF2VKv6DpqpwqZLDYMGjkHZ3fNqTFnp8retijabkek0UiY0L85/rpsD5Z+cxLDe2SgXpLBZ530FCP+MaAFdh6/iPkPdYBBp1WotIGFmq1I3cKL1K8m7rdIPOaKRGG2SBRmS73Yw0xRzd/EUtHWy9y/VSraNkqByebEwq+PeZfLr+8d0bMpFj3cKSoby1URqVt4EREREREpiQ1milqBJpaKtomiJEnCE/1LrmV+d8cpnCuw4JN9ZzB4wTfIN5fOns1GIRERERGRurDBrCIaSULLZuk1ZvhqRbctirZe5t7N66Nj49rIuCoRpy6a8OLan7Hv18t4/9tTShctKDUtWxQ5zBaJwFyRKMwWicJsqZfkdofxQkSVOpN3CZl9JuHopplomFZH6eIQSnqXB87bVul6a8f0iIprmQHgQpEVdRP00GgkHMwpwCf7zmDSLdezZ1mggcNnYe1/nlC6GEREREQxhe2jUuxhVhGbzYElH22FzeZQuijCVdS77BFtvcxXJRm8jeNWV9fC039qqZrGck3KFkUWs0UiMFckCrNFojBb6sUGs4pYbHY8PmUZLDZ75SurWKBrl8uKtmuZ1Uyt2Xpw0E1KF4EqodZsUXRjrkgUZotEYbbUiw1mijrB9C57RFsvM0XWg3d0VboIRERERBTD2GCmqBJs77IHe5mJiIiIiEgUNphVRKvRoF/3VtBqYnezhdK77MFe5uqrCdkiZTBbJAJzRaIwWyQKs6VenCUbnAUuWgQ7M3Yg0TRjNhERERGRWrF9VIqnOFTEarNj+r+zYY3RyQKq0rvswV7m6on1bJFymC0SgbkiUZgtEoXZUi82mFXEanPgpflrYY3B6ehDvXa5LF7LXD2xnC1SFrNFIjBXJAqzRaIwW+rFBjNFher0Lnuwl5mIiIiIiMKJDWZSXHV7lz3Yy0xEREREROHEBrOKxOm0GDa4B+J0WqWLElazNhxB9fqWS0kAe5mrIFazRcpjtkgE5opEYbZIFGZLvThLNjgLnNL6vLYZJy4Uh+31Mq5KxKYne4ft9YiIiIiIahK2j0rplC4ABc9ssWHC9OV449khMMbrlS5O2Gyc0AuuMJ630Ujh6q+uOWI1W6Q8ZotEYK5IFGaLRGG21ItDslXE7nBi6aptsDucShclrDQaCTqtJmz/NNWcPKwmitVskfKYLRKBuSJRmC0ShdlSLzaYiYiIiIiIiPzgkGwADkfJ/dB+OZmHwmKLwqUJrMhUUrYjJ/KQlBCvcGkoljBbJAqzRSIwVyQKs0WiqC1beecvAyhtJ9VknPQLwGeb92PwY/OVLgYREREREVHUWLVgFP7Uu53SxVAUe5gB/KFdBgDg6KaZSE6K3jM+hUUW72x10VxOUh9mi0RhtkgE5opEYbZIFLVly1NeTzupJmODGUBcXBwAIDkpHrWSjAqXpnJqKSepD7NFojBbJAJzRaIwWySK2rLlaSfVZJz0i4iIiIiIiMgPNphVJjkx+odwkDoxWyQKs0UiMFckCrNFojBb6sRJvwAUFJmR2mUczu6ao6ohEkREREREROHG9lEp9jCriMPhxPptP8HBG55TmDFbJAqzRSIwVyQKs0WiMFvqxQazipgsNgwaOQcmi03polCMYbZIFGaLRGCuSBRmi0RhttSLDWYiIiIiIiIiP9hgJiIiIiIiIvKDDWYV0UgSWjZLh0aSlC4KxRhmi0RhtkgE5opEYbZIFGZLvThLNjgLHBERERERkQfbR6XYw6wiNpsDSz7aCpvNoXRRKMYwWyQKs0UiMFckCrNFojBb6sUGs4pYbHY8PmUZLDa70kVRlTb9n0S9diPQpv+TShclajFbJAqzRSIwVyQKs0WiMFvqxQYzxbzcc5dhsmmQe+6y0kUhIiIiIiIV0SldACIRVjbvCnNOHoxXpwHG1koXh4iIiIiIVIg9zCqi1WjQr3sraDXcbJUx5+QhqdgKc06e0kVRBWaLRGG2SATmikRhtkgUZku9OEs2OAtcLFqWlIGkYiuKEg0Y36wvTDYNEvQu/L7/baWLRkREREQU1dg+KsVTHCpitdkx/d/ZsHKyAAozZotEYbZIBOaKRGG2SBRmS73YYFYRq82Bl+avhZXT0VOYMVskCrNFIjBXJAqzRaIwW+rFBjMRERERERGRH2wwExEREREREfnBBrOKxOm0GDa4B+J0WqWLolorm3fFsqQMrGzeVemiRBVmi0RhtkgE5opEYbZIFGYrsLVr12LKlCnYvn07AOCrr77Cn/70J9xyyy1YtGiRwqXjLNkAOAtcrJDfe9lzW6mys2TPPrbRu/zhohNKF5mIiIiIKOpEqn301ltvYfTo0WjXrh1++eUXzJ8/H48//jjuv/9+aLVavPvuu5gxYwbGjRsnrAyVYQ+zipgtNjz27LswW2xKFyUq8d7LVcdskSjMFonAXJEozBaJwmz5N3fuXLz55pvYvXs31qxZg5EjR+KVV17B4sWLsXDhQrz55pt46623FC0jG8wqYnc4sXTVNtgdTqWLQjGG2SJRmC0SgbkiUZgtEoXZ8u/EiRMYMGAAAKBPnz5wOp3Iysry/r137944deqUUsUDwAYzERERERERKaBevXreBnFOTg4cDgdOnz7t/fupU6dQt25dpYoHANAp+u5ERERERERUI91xxx0YPnw4HnnkEWRnZ2Po0KGYOHEiNBoNJEnCP/7xD9x8882KlpENZhUx6HWYPGogDHpuNgovZotEYbZIBOaKRGG2SBRmy7+ZM2fCZrNh+fLl6NatG+bNm4e5c+fijjvugN1uR69evTBjxgxFy8hZssFZsmPFsqQM7wzYADhLNhERERFRFVSlfXTmzBlMmjQJn3/+OUwmEzIzM7FkyRJ07tw55Pe3WCyw2+1ITk4O+bnhxmuYVaTYZMXtI2aj2GRVuigUY5gtEoXZIhGYKxKF2SJRYj1bly5dQvfu3REXF4fPP/8cBw8exOuvv446deqE9Do2mw2HDx+GTqeLisYywCHZquJ0ubBh+0E4XS6li0IxhtkiUZgtEoG5IlGYLRIl1rM1c+ZMXHPNNViyZIl3WUZGRtDPN5lMGDNmDP773/8CAI4cOYKmTZtizJgxaNiwIZ566qmwlzlYbDDLFBZZvI/jdFoY4/UwW2w+078b9DoY9HEoNll9Ah+vj4Ner0NRsQUu2Sj3hHg9dDotCorMPu+VaDRAo5FQWGzxWZ6cGA+Xy41is+/Zp1pJRjiulMNTTo0kISkxHjabAxab3buuVqNBYoIBVpsdVpsj6utkkt2Prjp18pRQfo2BG4DnqgP51QduwKf80VqnSG0nT6acTle59dVaJyD2tpMa6+TJVmGRJWbqJMc6KVMnm73kuWV7atRcp1jcTmqsk2ef5VknFurkEUvbSZ11KqmPJ2PRXifv73dBIeAqrY/BYIDBYEBZ2dnZGDBgAO699158/fXXaNiwIR5//HGMHDmy3Lr+PP3009i/fz82b96MW265xbu8X79+mDZtGhvM0SKzzyTv42GDe2DB9KGYMH05lq7a5l0+edRAPDt6EIaMXYAN2w96l7/5wsN49N6eyLp/Bn4+lutdnr14HPr3aI3M3pN8ArsnexoapddBapdxPmU4u2sOfsu9hE6DpnmXJSfG49zuudi664hPOVs2S8fetc/j/U924PEpy7zr9+veCv97ezxeXfQ5Xpq/NqrrtGnnIQwaOce7vDp1amuyIhklP276uJJoW612mMxWSLoEmMxW2B0lOx6zxeZTzmitUyS3EwD8cvIseg15JWbqFIvbSa11yuwzKebqBMTedlJLnV6fPAQAcOuwN3D4RF5M1CkWt5Oa6zR36Xq8OOHumKpTLG4nNdVp7tL1AEqP49VQJwBodE0jnwbz1KlTMW3aNJR1/PhxLFiwABMmTMAzzzyDXbt2YezYsdDr9XjkkUfKrV/WmjVr8OGHH+Kmm26CJEne5a1bt8axY8cqfb5InPQLpRe1H900E8lJ8QCi86yPyWTF0lXbcN9tN0Kv19XQs3OB6/TRVS2QXGxF4ZVJvzyPxzf9I8x2LYxxTsw5/hWSriy/M690JxStdYrUdrLZHMje8D0euP0m2J1On/XVWicg9raTGutkszmw4tPvcN9tN6JOSmJM1EkuVraT2uqkkSR89Nku3NG/A3Q6bUzUKRa3kxrr5NlnPXxXNyQnGWOiTh6xtJ3UWKfCIjOWrf7Gexwf7XUqLLIgs88kHN043ds+AgL3MOv1enTu3BnffPONd9nYsWOxa9cu7Nixo9z6ZSUkJODAgQNo2rQpkpOTsX//fjRt2hT79+9HVlYW8vPzK30NUdhgBmfJjhWcJZuIiIiIqPpCbR81adIE/fv3x9tvv+1dtmDBAkyfPh1nzpyp9PlZWVm49957MWbMGCQnJ+OHH35ARkYGxowZg19++QVffPFFtepTHZwlW0WKii3oOHAqisqcKSKqLmaLRGG2SATmikRhtkiUWM9W9+7dcfjwYZ9lR44cQZMmTYJ6/ssvv4xnnnkGjz32GBwOB+bMmYObb74ZS5YswUsvvSSiyEFjg1lFXG43fj6W6zMMgygcmC0ShdkiEZgrEoXZIlFiPVtPPPEEdu7ciZdffhlHjx7FBx98gEWLFmHUqFFBPb9Hjx7Yt28fHA4HbrjhBqxbtw4NGjTAjh070KlTJ8Glrxgn/SIiIiIiIqIq69KlC1avXo2nn34aL7zwAjIyMjB79mw89NBDQb9Gs2bNsHjxYoGlrBo2mImIiIiIiKhaBg4ciIEDB4b1NR0OB3JyctC4ceOwvm4oOCRbRRLi9chePA4J8Xqli0IxhtkiUZgtEoG5IlGYLRKF2aqan376CRkZGYqWgT3MKqLTadG/R2uli0ExiNkiUZgtEoG5IlGYLRKF2VIv9jCrSEGRGQ06jy13nzWi6mK2SBRmi0RgrkgUZotEYbb869ixY4X/hgwZonQR2cOsNmVvPk4ULswWicJskQjMFYnCbJEozFZ5Bw8exJAhQwIOu87NzcWRI0ciXCpfbDATERERERFRxLVp0wZ/+MMf8Nhjj/n9+759+xSfOZtDsomIiIiIiCjiunfvjsOHDwf8e3JyMrKysiJYovLYw6wiiUYD9mRPQ6LRoHRRKMYwWyQKs0UiMFckCrNFojBb/s2ZM6fCvzdr1gybNm2KUGn8Y4NZRTQaCY3S60CjkZQuStRY2bwrzDl5MF6dpnRRVI3ZIlGYLRKBuSJRmC0ShdlSLw7JVpHCYgtSu4zjhAEy5pw8JBVbYc7JU7ooqhbubK1s3hXLkjKwLCkDK5t3Dctrkjpxv0UiMFckCrNFojBb6sUeZqIq8PRsA4Dx6jTcc2SHwiWKLp4TGQBQxJMZRERERKRSbDATVQEbhEREREREsY9DsomIiIiIiIj8YINZRZIT43F21xwkJ8YrXRSKMcwWicJsrtaX5gAAIABJREFUkQjMFYnCbJEozFbFDh06FPBvX375ZQRLUh4bzCricrnxW+4luFxupYsSE9r0fxL12o1Am/5PKl0UxTFbJAqzRSIwVyQKs0WiMFsV69ixI+bPn++zzGq1YvTo0bjjjjsUKlUJNphVpNhsRadB01BstipdlJiQe+4yTDYNcs9dVrooimO2SBRmi0RgrkgUZotEYbYqtnTpUkyZMgV/+tOfcPbsWezbtw8dOnTAhg0bsHXrVkXLxgYzERERERERKea+++7D/v37Ybfb0bp1a3Tt2hW9evXC3r170aVLF0XLxgYzERERERERKc5ms8HpdMLpdCI9PR3x8cpf880Gs8pwogAShdkiUZgtEoG5IlGYLRKF2Qps+fLluOGGG5CSkoIjR47g008/xaJFi9CzZ08cP35c0bKxwawitZKMOLd7LmolGZUuCsUYNWaLk7apgxqzRdGPuSJRmC0Shdmq2PDhw/Hyyy8jOzsb9evXR//+/fHjjz+iYcOGaN++vaJlY4NZRRwOJ9Zv+wkOh1PpolCMUWO2OGmbOqgxWxT9mCsShdkiUZitiu3duxePPfaYz7I6depgxYoV5WbPjjQ2mFXEZLFh0Mg5MFlsSheFYgyzRaIwWyQCc0WiMFskCrNVsRYtWgT828MPPxzBkpTHBjMRERERERGRH2wwExEREREREfmhU7oAFDyNJKFls3RoJEnpopCMw2TGsqQMAIDx6jTcc2SHwiUKHbNFojBbJAJzRaIwWyQKs6Ve7GFWkaTEeOxd+zySOCV9dHG7kVRsRVKxFeacPKVLUyXMFonCbJEIzBWJwmyRKDUtW6+88gokScL48eOVLkq1scGsIjabA0s+2gqbzaF0USjGMFvRb2XzrliWlIGVzbsqXZSQMFskAnNFojBbJEpNytauXbvw1ltvoW3btiE9b+vWrfjzn/+Mrl274syZMwCAZcuWYdu2bSKKGTQ2mFXEYrPj8SnLYLHZlS4KxRhmK/qZc/JUOYqB2SIRmCsShdkiUWpKtoqKivDQQw9h8eLFqFOnTtDPW7VqFQYMGACj0Yjvv/8eVqsVAJCfn4+XX35ZVHGDwmuYZQqLLN7HcTotjPF6mC022GX3SzPodTDo41BsssLpcnmXx+vjoNfrUFRsgcvt9i5PiNdDp9OioMjs816JRgM0GgmFxRaf5cmJ8XC53Cg2W32W10oyeu/b5imnRpKQlBgPm83h8+XTajRITDDAarPDKjuLFa11kk+vH2qd3GX+6++x+0rZ3bI6lF3ucDhDqpOcu8z/V7dOSmwnT6acTle59auyncpuA7PFFvY6ybef0+mKePYivZ3kn6nT6VJNnTzZKiyyKLKPiMX9HusE2Owlzy02+ZZFzXWKxe2kxjp59lmedWKhTh6xtJ3UWaeS+ngyFu118v5+FxQCrtL6GAwGGAwGBDJq1Cjcdttt6NevH6ZPnx5wvbKmT5+OhQsXYujQoVi+fLl3effu3UN6HRHYYJbJ7DPJ+3jY4B5YMH0oJkxfjqWrSocBTB41EM+OHoQhYxdgw/aD3uVvvvAwHr23J7Lun4Gfj+V6l2cvHof+PVojs/ckn8DuyZ6GRul1kNplnE8Zzu6ag99yL6HToGneZcmJ8Ti3ey627jriU86WzdKxd+3zeP+THXh8yjLv+v26t8L/3h6PVxd9jpfmr43qOm3aeQiDRs7xLg+1TvOu7HxsNgfsDieSUfLjpo8ribbVaofJbIWkS4DJbIXdUbLjMVtsPss37TwUUp3eQmDVrZNS2wkAfjl5Fr2GvOL9/6puJ7u9dMdfbLJiwvTlYa+TfPsdPp4X8exFeju9YbIiGSUN58PH81RXp8w+kxTZR8Tifo91Al6fPAQAcOuwN3D4ROmoCzXXKRa3k5rrNHfperw44e6YqlMsbic11Wnu0vUASo/j1VAnAGh0TSOfBvPUqVMxbdo0+LN8+XLs3bsXu3bt8vv3ihw+fBhZWVnllqekpODy5cshv144SW55t1sNVVBkRmqXcTi6aSaSk0ouxI/Gsz75BSYMGbsAS/41HAkJhhp6ds63TmvSWiG52IrCxJIzXf4ej2/6R5jtWhjjnJhz/Csk+Vl+bu+ikOr0SVorJBWX1OcSnKgDLQCgKNGABy4fVd1ZVJPJihFPL8EHs/8OlJm8sSrb6d2kDCRf+XwKEw2498LhsNfp2m6jvdvv/PeLY/5styfrRYkGPJh/TDV1MpmsePSf/8GSfw1H/Xq1Yn47sU6RqZPT6cLQiYvx9it/gTE+LibqFIvbSY118uyz3p/9N9StnRQTdfKIpe2kxjpdvFyEh8a/5T2Oj/Y6FRZZkNlnEo5unO5tHwGBe5h//fVXdO7cGevXr/deu9y7d2+0b98es2fPLrd+WU2bNsWiRYvQr18/JCcnY//+/WjatCneffddvPLKKzh48GClryEKG8wobTCf3TUHtZKMSheHQrAsKQNJVxoRAPw+Ht+sL0w2DRL0Lsw+ttHv8t/3v12l9wWAy3CitqzB/HDRiTDWUJ3kn4+oz6ReuxFV3n7Rpk3/J5F77jLSG9TGgfWv+V1HnnVmjIiIiEQKtX20Zs0a3HXXXdBqtd5lTqcTkiRBo9HAarX6/K2sGTNm4L333sM777yD/v3747PPPsOpU6fwxBNP4LnnnsOYMWPCUq+q4KRfKmK12TH939mwxvhkARR5zJaycs9dhsmmQe45ZYccicBskQjMFYnCbJEosZ6tvn374scff8S+ffu8/zp37oyHHnoI+/btq7CxDABPPfUUHnzwQfTt2xdFRUXIysrCiBEj8Le//U3RxjLABrOqWG0OvDR/rc8QFaJgeW5L5O/WRMwWicJskQjMFYnCbJEosZ6t5ORktGnTxudfYmIi6tWrhzZt2lT6fEmSMHnyZFy8eBEHDhzAzp07cf78ebz44osRKH3FOOkXqY58+OqkylenKzy3JQKAIpXdmoiIiIiIYp9er0erVq2ULoYPNphJdWJ5+CpVbGXzrjDn5MF4dRpgbK10cYiIiIgogM2bNwe9rsViwbx587Bp0yacO3cOLtmEZwCwd+/eMJcueGwwq0icTothg3sgTlfxNQBEoVJLtjy95EU5eUAzNpjVQC3ZInVhrkgUZotEYbYqNnz4cKxbtw733HMPbrzxRkiSVPmTIoQNZhUxxuuxYPpQpYtBMYjZIlGYLRKBuSJRmC0Shdmq2Nq1a/HZZ5+he/fuShelHE76pSJmiw2PPfsuzLJ7vhGFA7NFojBbJAJzRaIwWyQKs1Wxhg0bIjk5Weli+MUGs4rYHU4sXbXN5+bmNYVnhueysztTeNTkbJFYzBaJwFyRKMwWicJsVez111/HpEmTcOrUKaWLUg6HZJMq8NpVovDwTJwGAMar03DPkR0Kl4iIiIhqus6dO8NisaBp06ZISEhAXFycz98vXryoUMnYYCYSxnP7KwBIb1AbB9a/pnCJiMJ3ezE2vImIiChcHnjgAZw5cwYvv/wyUlNTOekXVY1Br8PkUQNh0NeMzeZzCyEV8tz+yvM4mvnLFhv8VJFgG941bb9FkcFckSjMFonCbFXsm2++wY4dO9CuXTuli1IOt5iKGPRxeHb0IKWLETE+w7BJKH/ZUlODn6JXVfdbPGFDFalpv4cUOcxWKXnHBUcRVR+zVbHrr78eZrNZ6WL4xUm/VKTYZMXtI2aj2GRVuigUJm36P4l67UagXrsRaNP/ScXK4clWq74TveUxmUPLmWditmVJGXCYonOHFw6ebabk9lKTqu63PCdsTDYNT9hQOfw9JFGYrVKejgszOy7Cgtmq2CuvvIKJEydi8+bN+P3331FQUODzT0nsYVYRp8uFDdsPwulyKV2UmBPJs6jyaz9/Te8Kmy4JgLK9uJ5sGeOcMNu1AAC3241Qrh6RD9G9DHdQzxH9uYt4fU9Djo244HC/RSIwVyQKs0WiMFsVu+WWWwAAffv29VnudrshSRKcTuVmF2eDmaKKZxhmeoPamBTB943k8G95wxKu4BqW4Ta5fkeMbzcCQMlw129Wvxix95IPrRX9uXNYPxEREVH027Rpk9JFCIgNZooq7L0rT8RsxPkaPWwRuj65Ku/F66aIiIiIao5evXopXYSA2GBWkXh9HN584WHE6+MqX5nCQt7jrdSkQ+G6DVBFPNl6cvpSIa8fKvYMBy/aJ8fifotEYK5IFGaLRGG2KrZly5YK/56VlRWhkpTHBrOK6PU6PHpvT6WLUaPUlB5vT7aenP5fxcoQ6DZiar+9WCA+9TK2rvLrRPts5txvkQjMFYnCbJEozFbFevfuXW6Z/F7MSl7DzFmyVaSo2IKOA6eiqNiidFEoylR3tm1PtuD2f021yWwVPpt3oNk4g5mlszozVys163VNmX2U+y0SgbkiUZgtEoXZqtilS5d8/p07dw5ffPEFunTpgnXr1ilaNvYwq4jL7cbPx3LhCtCoIeU5TGYsS8ooeZzeFbgyA7Zo1e1l9GTLGGCUkNvtjupezOqMBBAxiiAahvJHC+63SATmikRhtkgUZqtiKSkp5Zb1798fer0eEyZMwJ49exQoVQk2mInCye1WfAbsUJnMVlzbbTTcDivMTgnQGpUukuoFaoTH6vByIiIiIhFSU1Nx+PBhRcvABjNRDed2u2G2ayHpEuB2mEK69zKFhpOZEREREZX3ww8/+Py/2+1Gbm4uXnnlFbRv316hUpVgg1lFEuL1yF48DgnxeqWLEtPkw2kp/ETfa1upe3kzN/5xv0UiMFckCrNFojBbFWvfvj0kSYK7zJD1m266Ce+8845CpSrBBrOK6HRa9O9R9dl0KTjRPDO2/Bppp80O7ZVbE0TyeunqEv35KrX9ojk3SuJ+i0RgrkgUZksZ8kuW7jmyQ+niCMFsVezEiRM+/6/RaFC/fn3Ex8crVCJZWZQuAAWvoMiMBp3HoqDIrHRRqm1l865YlpSBlc27Kl2UiJDPMm2y2Kr+QleukU4qtsJtt3sfB7pe2vM5L0vKgMOk/txQxSIxm3moYmm/RdGDuSJRanK25McMkT4+qwl3jqjJ2QpGkyZNfP5dc801UdFYBtjDrDqFUToVfaizAte0aznls0yXHWrij+fzBICXLTZUte/Y8zkDwGWEZxIyT6MMAGeBVkig4d/ROpu5kvstT68FgAp7LmpC70asidbfQ1K/mpot+TFDTTk+i7Samq1A5s6dG/S6Y8eOFViSirHBTGFRE4ajRnKGY/ltooJpYEdStDbKahKlvm/yxmfJiIXoHKTkc8Lp+Gk0cJZ8hyo6AJSfxGPjmUh9+L0lUp9Zs2YFtZ4kSWwwE6lBTesVjzW8N3J58mvigznIDGbEQtke3Zv3fhXGEgenuiec+F0nUh9+bylYPB6IHmWvW45WbDCrSKLRgD3Z05BoNAh5fZ6dpVgmolfWZ9SBMTwTech/yKed2h6WUQ0Bh/jL7hseroPMskP6PPutdR36wJx7FkBwjfNgBDvcWjQefEWe6N9DqrmYrdin1CitWM/WjBkz8PHHH+PQoUMwGo3o1q0bZs6ciRYtWoT8Wp6T3ZIUHTc7jc7xdOSXRiOhUXodaDRiwiOfcKFN/yejauIgik6TDn1VoycVEzFJifyHPFyv73lNk00T8SH+nv2WOfesd5K66tRHPilN4dETYXnNUN+77GQ4NeGSlGgj+veQai41ZstzzMbjtuimxmyF4uuvv8aoUaOwc+dOrF+/Hna7HTfffDOKi4uDfo13330XN9xwA4xGI4xGI9q2bYtly5YJLHVw2MOsIoXFFqR2GYezu+agVpKxyq8TTE8yDwApGLUcFiRdmfQ7XJOKKYk9hVUjH9otv7bZYTJjWXJTFJusiIcL4ThHG66J7Mr2Tofy3hzyqbxw/R4SlaWWbMlHDpnMVkBbUlYet0Uveba63fWcd1vFyjHHF1984fP/S5cuRYMGDbBnzx5kZWVV+vw33ngDzz33HEaPHo3u3bsDALZt24a///3vuHDhAp544gkh5Q4GG8w1ULQd9IkY1lqTyWexrs4M27Es0CzT8hNFbDyHQDa026cR63YjudiKZACXAjRu5Qd9oj/ryfU7YrznuxHkZGBERNGo7FwNofRZyk8YOm12aPVxAKJ7MkclibhkUb79YvUkR35+PgCgbt26Qa0/b948LFiwAEOHDvUuGzRoEFq3bo1p06axwRwtCotKp3qP02lhjNfDbLHB7nB6lxv0Ohj0cSg2WeF0ubzL4/Vx0Ot1KCq2wCUb8pgQr4dOpy13z7VEowEajVRuevnkxHi4XG4Um60+y7vd9Rxyzl6C22HFjbc/g+/+9zI0koSkxHjYbA5YbHbvulqNBokJBlhtdlhtjnJ18pTODeCjzD/AnHcOCVen+SyXD9sMpk7y9cvW1V+d5IfOppw8JBdbUZiTBzRt5V3D7Wddednc7sDrBFo/1OWeSyfKvpf8hylc/aputxsFRWbE6bTBrV/B6/ib8Eh0/2+gbeC7kuxzrGD7SUEsD7SdSt8q8Hb1/FDlnL3kUzbPC7ndbuScvQSzXYvcs5ewsnlXmHLyYExrAHdCm9L1/by+vKRutxut+k5A3vl8pDeojacq+Xx8h0tXtO3KZ9ffaxUVW5CUGB/wHcu+m9liq3C/V9H3rLLHZd/Xs5/wfM6ex57lZbeld3kl72W12QN+LvkaPWwhfDfk5UyI1/tdLr8WTV7OQPvyWklGOBxOn/uxV3VfHi2/T0rUyWYveW6xybcsaq5TZdvJ83ttTGuAAfs2x0Sdwrmdyv6eVLVOnmNBzzrR+n0KtJ9zu92V7ss9x10AcAlOpNhdVx777hflv7nyesnrdNMdk5F3Ph9p9VPw04bXq1wn+faT/+YO2LcZQHizJ/+s5PvyQNvJ09FUmJPnc9x858FtIX6fSjJVWGTx3X6yclS1TiKy5/kuFBYUAq7S+hgMBhgMFV+H7XK5MH78eHTv3h1t2rSpcF2P3NxcdOvWrdzybt26ITc3N6jXEIUNZpnMPpO8j4cN7oEF04diwvTlWLpqm3f55FED8ezoQRgydgE2bD/oXf7mCw/j0Xt7Iuv+Gfj5WOlGzV48Dv17tEZm70k+gd2TPQ2N0usgtcs4nzKc3TUHv+VeQqdB07zLkhPj4bSbYLZrIekScPK380jtMg4tm6Vj79rn8f4nO/D4lNLx/f26t8L/3h6PVxd9jpfmrwUATD22AVfBjtrXNoJN9iNQfPxXpLlLelisVjuSryw3ma2QdAkAgMUN2iLeXIR8XTyeb9bPb53cjpL13W53UHWaZbYhGYDT5YLZIntfix3QauFwuFBssnqX67QaJAOw253espnMVm9dbDYH7A6nd319XEm0rVa7z/p2R8mOx2yx+Sz37JBMZt/lxis7VpPZ6lOexITKJ2wI3Cjyv9xktiK1yzgMG9wjqPWjQhBlk69itTvgcDhLt4e95EfParXD4XR5P1/DlbPdZosNLpfbu9wYX7K8ou0EwLvc897yTJvMNu/281nfYkeCsfzrWGx2mK8cXOQd/xWmZtdB0iXAai894JK/vs3u9ObPZLbi+OlzkHQJ+C33os/6ALzfAQ/5+7pcbp/ye9Z3A3C53OXWL8tktqJ+h78iwaiHyWzzDtcLlKdikxUTpi+vcL/n2UdUV7HJ6t1PePYdAPDPQ1/h/VrNAACOjF6APtlbF8/6sy02v2WwWkt+zF9d9LnP/svnmET+BNn/yD9fu8OFOJ3Gu/zNuq2R4rAgsWGa9+BRXv492dO8Bz7ycgbal5/bPRebdh7CoJFzvMtD2ZcD0ff75K9OcZIdcXFaOBxOWG0OSDpjWOv0+uQhAIBbh72BwydKRwhUp05Tj21AisMCSZJwVbPGSHnn7ajaTr+f+A2pLjfyjv+K1C7jwrKdlK5TOLP3xpXfaPOVg/3q1mnu0vVot/BVXDrxKxxOl/cYSInvk7/tJN93ypnM4dmXl/3NlZf/P+bv4bhwATk2CcebdIOkS8Dx0+dQWGwJqU7PHFmHgtM5OOfSIsVRsv2sVjsk2W+u533DmT35ZyXflwfaTp7Gadnj5lC/T3OXrgdQ0t6Qbz+r3eHzvtHwfZJrdE0jnwbz1KlTMW3aNFRk1KhROHDgALZt21bhenKZmZlYsWIFnnnmGZ/lH374Ia677rqgX0cEyR1tN3lVQEGRGaldxuHopplITooHEH1nUTO6j/H2GhrjnDj5zb8rPJP1hzsmI/fcJbjdQFr9FDz17WokF1tRlGiAGyjp0U0saTT4Wz6+6R9htmuRoHdh1rGN3uV35h30W6dru432rn9i+7xK67QmrZXf932i6R9hsmuRoHdi1rGvypVTXjZjnBOzj/tfJ9D6c45/VXKWMMjlkgSYbOXfSwK8Q1AvwYk6KOkhuwwnal95PKxpL9iuHPC7HSbvjnHWkbVIvRId+TpwmmGM10MCSs7uXWngyNeXv778fYN5r2DWD/VxoNcP9F4Jcc6SnsxKtp/n861oeaDtBNnrB96uEkw2jc/6CXFOIMDy2X5eJ+ByvROAn9fROzH72Ffl6lWUaMD4Zn1DXP+P5epb3W027tquKE6uDUgSUq9Kwc5PpsPDs997NynDp1fC3/YO5rFnXwKU7jvKlk2eG88+Dyjdd/h7zaFFJ2C12ZHe+e+VvqZ8ednPF37yV3a5p/yJRgMadPyrd/ul1U9B3vl8XN2gDvZ/+a+w9PKtvO4mmHLPentbou33yV+dMrqNhunKNpBvv3D1XBridLDaHZDgeyKkOnWSZ6so0YAHLh+Nqt5Yz/fPkz/2MPvWybP9PPuCqtapZHSOFfXqJOKjei28v/Wezz3S36cv2/eGOe8cJADG9FTc/P0mAL77Tvk+3hjnxJnvFlS4nYLZl5f9zfXs8wDgk7RWfn9bf9//dkjZW53astLfes/7hjN7qZ3+5t1ne/ZNFW2n95Kb+v1NCHUfYbHa8PulYiQlGpDRfYx3+yXEOXHiSjmqWidRPcyZfSbh6Mbp3vYRUHkP8+jRo/HJJ59gy5YtyMjICLheWatWrcL999+Pfv36ea9h3r59OzZu3IgVK1bgrrvuCvq1wo09zDLJSfHlJngwxuvhb8qHQD2MJcMfyws0cYS/5VqtVOFEE5Lk+zy9Xge93ndTlgw5Lfkinr1Q4DOEWCrzX3/L5dO4y5fL31f+WL5+MHUKWB6p9P/8lVNeNkkKvE6g9au8PMB7+fv/qnK73aU/fkFcjxTq+4qekzHQNvBdSfY5Brn9Aj0OtJ38Pg5ifQSzXP63QMsR4HUg+XnkK/j1y9elKuTPztfoYbN79hn53u9r2VtSJft5blUee14/mDpIUun+o7LXN+jjQv5cAm6PCpav6/jHcnMvSJKEsxcKSobyn78MrVbjd3+o02n9Lve3LwcAc+7ZkgO0vHM+z4um36dydZJtg6cOb8InaSWX23iuATTo47wjSeSCrZPT6cKx0+fRomkatNry11xWpU7y7T25fkeM7/Q3AOWvrQ+0nUKpU0W3RAu0nYL5LS5bJ4/K5mQIR50AZbNXdg9c1To5nS6cybuMtPopPn8v+7lH6vtkyTtXeiIn92yl+05JkryjrgJtp+rss8u+js8xmSQFv4+owvsGuu3iPUd2hJw9T5nLlqnC4+8y/x/qvjxOp0N+oRlp9VPKHWf4e52o2JcDSK6VHNQEeG63G2PGjMHq1auxefPmoBvLBw4cQJs2bTB48GB8++23mDVrFtasWQMAaNmyJb777jt06NAhqNcShQ1mFeKYACKKlLITy1SV6N2WfEIv+YyxovhMnthM3ZMVip7gTj6bfrgmWCs2W9Fp0DRhMxnLr3cXMSFP2fuVi8Y7XwRPni0qJd9PTKp8dSH83Xaxou9PtE3eGevZGjVqFD744AN88sknSE5ORl5eybZJSUmB0Rh4P922bVt06dIFI0aMwJAhQ/Dee+9FqshB41R4REQU1Twzv9drN8Jn+Jtcvkav2L2mleK592p177vKxhRRaGrifY/VuJ+Ql3ll865YlpSBlc27Kl2smLVgwQLk5+ejd+/eSE9P9/778MMPK3ze119/jdatW2PixIlIT0/HsGHDsHXr1giVOjjsYVYhs8XmvW2Q/KxZoHvyhVO0na0jotgXaOb3mk6NB7DBEHGrsUjevoyiV0VD4UNRE24JVBUibr9UnTLIb1UaaFRQJI9rb7pjMtwOU8n157K5amJFVX+fe/bsiZ49e2LevHlYsWIFli5dil69eiEzMxPDhw/HI488grS0tDCXNjRsMKuQ/OBRvqOuzj35ghWrB2hERORLqROkgRoj8kZv6lW1kFzBtYlVec2aeN96pbaxUu8b7FD4ULKlFvKTBaLutxzMMGmfBm0Q5FkJuQxBXC4TyePavPP5kHQJMNvFHaerWWJiIh599FE8+uijOHr0KJYsWYL58+fjueeewy233ILs7GzFysYGMxER+Zh06CssSyqZrMOR3hXQVb8ZwQMD9YnkgaTPwXyAzMkbvWcvFOD3/W9X+33DdY2+Wil1EjyY91Wqt7JWkhHnds+N2PtFivxkwWXhs0pUXo5gr92PpY6a6k7UWZNkZmbimWeeQZMmTfD000/j008/VbQ8bDATEZEP+SRNcNW8RgRFnvxgPrjMubF+20/oc9P10Om0QstWU0TDcFqfiaVCbFjJyesyrUn3kEYROBxObNp5CH1uur7K5QeUG/ovP+H5bPqNKEooubeBkiMoomHCsOjA39NgbNmyBe+88w5WrVoFjUaD++67D8OHD1e0TGwwq5xnMhzP41i7HoKIYgMPE8SKhsZOqKozHNrtBgaNnFPhLNnB9FqLFkwDSj7De7CNrOoMaQ7qGk8BAr2vXKDexFDzLa9LrtH/KAKHyey3YZl6VS2cyCkqN5OxfP1gRkFUp0e0OsOn5Sc8L7s03tnelRxBIbqXOBoa5MFktAYOYglaTk4Oli5diqVKglo/AAAgAElEQVRLl+Lo0aPo1q0b5s6di/vuuw+JiYlKF48NZrUrOxkOB3sQEdU8ohs7cuG6/lTEcGifRvjx02jgvPK6gkdKBGoYB9OAqugWVoGu96xOA0SpW6JV533lzw3b9c9ud+kQZVnDMu98PgA/oxZk68vzVJ2Oi0C5iZbh02oRDcO2hWS0hrj11luxYcMGXHXVVRg6dCj+8pe/oEWLFkoXywcbzFRlwZwt5k6DiEg9qtMLGAwR98sOdIcIET1qgWZZFjVrciRPhIQqXL/vwWROLhoaR3KBOi7kDelAn1Esz7Yd6naNNtXptY62jEa7uLg4rFy5EgMHDoRWG52X2LDBTFUWzNnisvfAC2VmRCIi8hXqjLGhCubWK4HKE0yjSd6bWp1RURKAls3SoZEk4XeI8JkEz2RGbXfJe4XaiJU3oGJhRu5wNQqq0/MsYiiuPFvVIW9ID93yMZYlrQJQvdtZiTjhJIpSIxmqQ56nYPIdav44CtQ/JWe/DhYbzBR2gQ6sovlMORGJxQOFygXT+Iy2WY0V60mRJOxd+3xE3srnmlD4vwY2mGukg72feHVOLoer17fs77jn8bRT2/32Gip9C7Jw5s9kseHUr2fQpNvosJ3YkGco0DFQMCdUwnXCifwLNU8h54+zZKsWG8wUdhyKQkQUXCNC3jjKNbYO+74z0EQ0ah8uCbix5KOteOiOriE/M2yTZQa4prW6Qj25HGqvWDDKvo7ncaBeQ/n68vL4NLBVItgTG1UV6ESL6PelaMDtqlbhv2s5ERFRGTXxMCGYxounAWIWNPJG/vpt+j+Jeu1GoE3/J4W/b7h4hkMvS8qAw2TyLne7gcenLIPFZg/5NT0NE5NNExMNk2g7SS0vj1pyFlFXTrQkFVt5274aJgZ2NzUWe5iJiIhqgGhrWAUj0D3BzRYb3G43ru02GmaLLaqu5fS55lmh21kB4q93J6LK8XsYG9hgJiKiiAr12k8KjVL3JA00W7UIbrcbki4BZnv0XcsZqJEfaWo8QUIUa/g9jA1sMBMRUWQJuvYzmoU6KVJ1Jn5SemIwIPoasURESuM+Ub14DTMREQlX0w8UQm3E8tpPIqIYw1myVYs9zEREJFzN6EcOjlJDpomISEn8JVQr9jATERFFEK9pIyKqeThLtnqxwUxERERERETkBxvMRERERERERH6wwUxERERERCQQp/xSLzaYiYhIOB4oEBFRjcZZslWLDWYiIhKOc50QEVGNxlm/VIsNZiIiIiIiIoHYXFYvNpiJiIiIiIiI/NApXYBo4HQ6AQBn8i6hMMmicGn8c7mq99xLGj2sOsCk0QNApY8971f2ucEs91fmYMsQ6PVDXUdEXfy9FwAUwAXnlXNP8seBNtllrQG6K6eqgtms8vWr817BrB+qUMtWlUwEehxq5oJZP9TXCdd3IJTMBVo/WMFkIlBGg9negR7nwwVXJfkI5rsRaqaDqUtV8id/LDpbwbxXqBkNV6b9PS4r1O0aaiaq876hliGY/Vx16luV3zX5c4N5HK7fwXDt80R8B/ytX/Zzj+RvaCTfN1z7b1HbrDrHox6R3rdVJ8fy1wk0ItvlKmmDRJuCIjOA0nZSTSa53RxQv/vHE+h53wyli0FERERERBQ1tq54Gp1vyFC6GIpiDzOAZo3rAwCObpqJ5KR4hUsTWGGRBZl9JkV9OUl9mC0ShdkiEZgrEoXZIlHUli1PeT3tpJqMDWYAWq0WAJCcFI9aSUaFS1M5tZST1IfZIlGYLRKBuSJRmC0SRW3Z8rSTajJO+kVERERERETkBxvMKpOcGP1DOEidmC0ShdkiEZgrEoXZIlGYLXXipF8omQUutcs4nN01J+qHSLjcLmgknucgIiIiIiIx1NQ+Eo0tL5U4cO4AerzTA61nd4DDwendKbwcDifWb/uJ2aKwY7ZIBOaKRGG2SBRmS73YYFaJesZ62P7rdhzK/wFnLp9VujgUY0wWGwaNnAOTxaZ0USjGMFskAnNFojBbJAqzpV5sMKtEenI6/nPbf6H/9H7UNtRWujhEREREREQxjw1mFbnn+nuhKaoFSZKULgoREREREVHMY4NZRTSShJbN0qFhg5nCjNkiUZgtEoG5Ct5vBb9h8sbJ6L20N1b8tELp4kQ9ZotEYbbUi7NkQz2zwLndbqw+tBqbT27GC31eQO14Ds0mIiKiwBbuXojHPn0MAHBf6/vw4T0fKlwiIlIDtbSPIoE9zCpitzvx+JrxmPfdPGw9tVXp4lAMsdkcWPLRVthsDqWLQjGG2SIRmKvg6bV67+MxN45RsCTqwGyRKMyWerHBrCIWmx2/726Ake3/hmtSrlG6OBRDLDY7Hp+yDBabXemiUIxhtkgE5ip4f+nwF7inuuGe6kaPxj2ULk7UY7ZIFGZLvXRKF4BCozvYEa/1nVXjh0YQERERERGJxh5mIiIiohjndruxP28/lh9YrnRRiIhUhT3MKqLVaNCveytoJAknLp2AVqNF45TGSheLYoAnW1oNz6FReDFbJAJzFbzb/+92ACXXLw94bwD0Wj1ub347EvWJCpcsOjFbJAqzpV6cJRvqmwXuH+v+gdd2vIaJXSfitZtfU7o4REREFIXcbjfiX4qHzWnDyXEncdsHt6FJ7Sb4e6e/Y8XBFVh8+2LE6+KVLiYRRSG1tY9E4ikOFbHa7Jj+72y0a9AeWkmLOE2c0kWiGOHJlpUTUVCYMVskAnMVHDfcWHnvSiwauAjpyen48bEfsfr+1Rj7xVi898N7eParZ5FXlIdDFw4pXdSowWyRKMyWerHBrCJWmwMvzV+LWzIG4tDoQ5jRb4bSRaIY4cmWlbc6oDBjtkgE5io4GkmD21vcjpGdRkKv1UOSJOi1eiy9YymymmQhPSkd6a+n48l1Typd1KjBbJEoNSFbW7Zswe23346rr74akiRhzZo1lT5n8+bN6NixIwwGAzIzM7F06VLxBQ0RG8wqpNfqkVk3s9xyi8OCRXsW4fCFwwqUioiIiNSg17W9sPmRzejbtC8kSCi0FYJX6BFRdRUXF6Ndu3aYP39+UOufOHECt912G/r06YN9+/Zh/PjxGDFiBL788kvBJQ0NJ/1SuXPF5/Dj2R/Rt2lf/HP9PzHvu3no2qgrvhn+jdJFIyIiIgWdunwKJy6fQEbtDDSp3cTnb5IkoW1qW5z7xzlclXCVQiUkolhy66234tZbbw16/YULFyIjIwOvv/46AKBly5bYtm0bZs2ahQEDBogqZsjYw6wicTothg3ugTidFgCwP28/ms5pins/uhf5lnw81vkxAMBd19+lZDFJhcpmiyhcmC0Kl0V7FuH9H97H76bfmasgrfp5Ffr8tw+e3vi0379rJA0by2UwWyQKs1Xejh070K9fP59lAwYMwI4dOxQqkX/sYZYpLLJ4H8fptDDG62G22GB3OL3LDXodDPo4FJuscLpc3uXx+jjo9ToUFVvgkg1rSojXQ6fToqDI7PNeiUYDNBoJhcUWn+XJifFwudwoNlt9ltdKMiJOp8XMp+6F3eGEvciMaxMz0TilMRLjEnHs3Clk1r0OlycUQ6ct+SJabXaf6ySisU4OhxMmi827TCNJSEqMh83mgEU2KYJWo0FigoF1ElinN198GC6Xu9z6aq5TLG4nNdbJs9/SO10xUyePWNpO0VynomILJm98FhfM5/HVg1+je5NuWDB9KIqKLT7lV1OdIrGdJJcO19VpjoaJ1wBAhXUyW22QJCnq6yQnajvNfOpeaDQln0Ws1AmIve2ktjppNJLPcXy018nTLiosKARcpfUxGAwwGAwIh7y8PKSmpvosS01NRUFBAcxmM4zG6Jidmw1mmcw+k7yPhw3ugQXTh2LC9OVYumqbd/nkUQPx7OhBGDJ2ATZsP+hd/uYLD+PRe3si6/4Z+PlYrnd59uJx6N+jNTJ7T/IJ7J7saWiUXgepXcb5lOHsrjn4LfcSOg2a5l2WnBiPc7vn4ostP+LeUW96l7dslo5Nyzfh088Oo/uAf3uX9+veCv97ezxeXfQ5Xpq/NqrrtGnnIQwaOcenTnvXPo/3P9mBx6csY50iWKcHB92EUUP7ovs9L8VMnWJxO7FOrFNNrNN94/6NS+YGkGprcet9b6HbsDloeL4nfvz+Ig4fz1NlnSK3nXrhv4lmvHoL/NZpx5pn0Hv+QOzM2wHD5/dAsutVUCfx2+mff7sVz4+/K6bqFIvbSU11evnNtfjXW5+rqk4A0OiaRj4N5qlTp2LatGmoSXgfZpTeZ+zopplITiq5H2E0nvW5eLkIDbtO8JYz0JmsS5aL+P7CLtza9LaYOzsXi2cco6FOhUUWZPaZhJyds6DV+l6podY6AerZThetv+PE+V/R8qpWMVMnz3byZOvopplIq58SE3WSi5XtVFmdPvr5Q6w49H9wuV2Y1mM6bmjQVrE63b96ML44/jk0p5vitxl7kJhQ2tNR07dTVet03dzmOHrpF/zfHSvwp8yBMVGnqm4nzz7r9PbXUb9uckzUySOWtpPoOu3K+Q6nCk5hWMc/w+1GWOp0/mIhGnef6D2Oj/bt5P393jjd2z4Cgu9hliQJq1evxp133hlwnaysLHTs2BGzZ8/2LluyZAnGjx+P/Pz8St8jUthghnpuzB1MOc12M+rMrAOr04qjY46iWd1mES4lqZFavgOxqsviLtidsxsbHt6Avk37Kl2csGK2YkNeUR4W7l6IF75+AV898hV6X9tbsbJ8n/s9Hv54KH758Fqc/2wFaiUZMXXTVBRYC/BYl8fQvF5zxcqmVtmHs5FiSMFNjW7CumPrsO7YOrRNbYuRnUYqXbSI4z6LAOCBVQ9g+YHlyB6Sjdtb3B6W11Rbtqpb3mAazJMmTcJnn32GH3/80bvswQcfxMWL/8/eeUdFeXx9/Lu7wNK7FAHBgoqIIqLYCPbea+y9/jS2GI1Rgz0mJnY0Ro0l9t67AoqgoKKAivQO0mFh2TrvH7ys2dC2LwvP5xzPceeZcoe5O8/eKffm4d69ezLJrQwop1/1DD1tPXSx71Lu+bLki7rFoaCgqAU2j42w9DAAgJu1m5qloaCoGhtDG4xoNQKnRp2Ci6WLKF0gFNRQSnHklOaIwh51sO2AoGkvQc+2FT3/J+If7H65G9kl2SqRR1Pod6ofhp4ZitSi1BrzDW81HD5OPmBqMXEg9AD2h+7Hi9QXKhtfCoq6hp2RHQDgXmzdMdo0ARaLhfDwcISHhwMoDxsVHh6O5ORkAMCPP/6IadOmifIvWLAA8fHx+OGHH/Dp0yf4+fnhwoULWL58uVrkrw7qDrMGwdTRwk//GwqmTs3Ddn/KfTC1FHMZn6JhIKluNTQqfqBXOMJRBnraehBuEKKgrABmemZKa0ddULpVf+hg2wEdbDsAAPLZ+Vj/dD3i8uNwZ9IdpX5HAKDj4Y4o5hTDf4Y/2lm3gy5TW0yvVnZdiaSCJLFTVUffHIWZnhlGu4xWqmx1FZ6Ah8fxj0FAoMPQkbjcZLfJcLdxx6Zem8CgNzxvvtScRQEA33f7HsNaDoOPk4/C6mwIuhUWFoZevXqJPq9YsQIAMH36dBw/fhwZGRki4xkAmjZtitu3b2P58uXYs2cP7O3tceTIkToVUgqgjmQD0LwjEhQUFMpn1vVZuB93H7cn3Ya7jbtMdbxMfYl3We8wr+M8icsQQhCWHoZOdp1kapOCQpGEpYdh36t9WOi5EF3su4jS4/Li4OrnCo6AgxezXqCrQ1elyVDEKYLlr5bgCXkoXFMIY6ZxrWUisiLg+ZcnuAIuLo+/3CCNZp6AhwdxD5DBysBM95kN0viloJCWMn4ZOHwOTHRN1C2K2qHso69QR7I1iJJSDobN2Y2SUk7tmVH+w5vDlywvRcNGWt1qCKQWpSK9OB3BKbLFAozJjUGvE72w4NYC3I+9L1EZroCLMRfGoMvRLojJjZGp3boGpVuazcHQgzj57iT8Qv3E0pubN8fugbvxeNpjpRrLAGDMNEbxj8V4v+C9yFiuTa9aW7bGMq9l+KXPL2JHyBsS2gxtDGk5BHM85shsLGeyMms9zl3foOashs3lD5dhvdMay+99PRLMFXCRUZxRQynJoHRLc6EMZg1CIBTiUdAHMY951eEX6gf7Xfb4NehXFUhGoelIo1sNgUxWJjb4bEDAjABMd58uUx0tzFtghvsMDGwxEN2bdK8yD0/Ag9tBN0y7Og1FnCLoMHSQXZoNIREiND1Uni7UGSjd0mwWeC7ATPeZWOi5sMpnvZv2rrJcWlEaNvpvxIanGxQiB1OLKXbHvza90mZoY0e/HVjdYzVcGslnMKcUpsDuDzv8/uJ3KONQHiEEF6IuICE/QeF1y8PvL36H/R/22Bq4tfbM/2LNozWYeX0m+EJ+7ZnrINSc1bB5nvwcHAFHtDj3NOEpWuxtgZnXZ8pdN6VbmgtlMNdTGDQG0ovT8STxibpFoaDQKIo4RXDY5YBZ12ehvXV76Gvri55d/XgVS+8uRVByEArLag53QKPRsG/QPlz/9jpYXBaeJjytlOdd1jtEfonErc+3YKhjCAA4PuI48n7IwyS3SYrtGEW9o6CsACXcEonyXvpwqVadrYpOdp1wbMSxWneRWVwWMlmZEBIhEvITkFiQCN8AX+wO2Q02j11jWVUjEArwLvMdhESyH60EBOnF6djybAsyWZm1F5CSXHYurn26hpHnR0oskyTE58fjacJTJBcm1565Ctxt3CEgAiQXSV4+n52PHUE7cDz8OCK/RMrULgWFOvEb4od3C95hvud8AICjqSPSitNwP+4+4vPjFdJGKa8UNjtt4PGnR52bHymqhjKY6ymjXUbj+cznuDL+irpFoaDQKMIzw0EIAQGpdIfpfNR57H21Fz3+7oHux6reNS4sKxTtQjHoDGSyMmH7uy0G/DMAZXzxWIguli64N/ke9gzcAzqtfDpubt68Xjr/opCdMn4Zrny8gj+C/xBLX/VgFVrsa4GUwpQqy1WkH3t7DOMujkP/f/qjlFeqcPmeJjxF6/2tMe/mPFyIuoCW+1vi2qdrmNpuKg4MPiC3Q7BFtxfB199XJg/YZfwyPEt6hjcZb0Rpu0J2wf1Pdxx+fbjacoNPD0b/U/3xPus9bA1tsannJtz49gZsjWyrLSMpLC5L7LMOQwe3Pt/C+6z3eBD3QO76KzgbcRa9T/bGRv+NMpXv6dQTnxd/xu1JtyUuo6uli/XfrMf2Pttl9v1AQaFqCCEij/A0Gg3trNuhsVFjAEAzs2ZIWpaEsp/K0MysmULay2BlIKskC59zP0NXS7f2AhRqp/66aauH6Opow2/TVOjqaNeat5FBIzQyaKQCqSjqA9LoVn3nG8dvkPtDLpIKkxCWHoYnCU/Qy6kXOtl1wrT200BQfnwyOjcamaxM2BjaiJUffm44ckpzcGTYEXR16Ap7Y3vYGdnBXM8c6cXpYi9cAx0DDGhRtzxBKhpKt+SHL+RjzIUxAIAZ7jNgrmcOABAQATJZmTj8+jA2994sViYwKRC9TvTC7A6zsajTIpjrmaOHQw/oaUnmuCU0LRT34+5jdofZtRqJNoY2yCrJQlR2FK59uga+kA8TXRP81v83GXorDovLwqGwQyAgWNRpkShdUr365fkv2BiwEZPcJuH06NMAgP2v9gMAmpg0qbIMV8DFk4Qn4Ag40NPSgzZDG+t91svdlzx2HubenItnSc+QuCxRdHrFmGmMTb02wVDHED6OivPIa6hjiNaWrWX+kc+gM+Bs4SxVGT1tPWzqtUmm9uoKqpyzOHwOglKC4N3EG9oMao5UF4WcQpjvMIelviVSV6RW8ipvb2yvkHYqdKuFRVO8mfcG+WX5So8wQKEgCAUpLC4luq3nksLiUnWLQkFBUYeYeW0mgS/I2kdrxdIfxT0iBeyCSvlzS3OJ3hY9QvOlkeSCZFF6Ga9MqnbPRpwlEy9NJE/in8gmOEW9Y+iZoWTqlakkrShNlBaTG0P2hOwhQqGwUv51j9cR+IIsuLmAEEJISmGKWL7LHy6TEWdHEDaPXWV7U65MIfAFmXVtlkTyPYx7KKorMDGQFHOKJe5bTRSWFZLdwbvJkjtLZCr/OP4xsdlpI1Y+pySH/Bn2JyksK6yyjEAoIK/TX5PDYYcr/W2FQiG59vEaGXBqAPnC+iJxHwghhC/gk2Z7mhH4glz/dJ0QQsi7zHckpTBFlq6plJySHJKQnyB1ufi8eMULU4/Y/mw7gS/I0DNDiUAoULc4DZbonGgCXxDj7cbqFqVOQdlHX6EMZqI5ClHMYpMOQzaQYlbVP3D+S1haGPkt6DfyMO6hkiWjUBaXoi6RXsd7kZvRN8nN6JskszhTKe1Iq1sNhbMRZ8no86PJhcgLEpcpYBeQW9G3as2Xxcoie0P2ktfprys9m3VtFoEvyI+PfpRK3qo4GX6SwBcEviD7Xu6Tuz5poXRLdZTxysQMvJepL0lqYWqVeYedGUbgC/Jn2J9VPj8XcY70ONaDvEx9KZdMLA6LnHl/hjyKeyRVubSiNPIx+yMpKiuq8rmkeiUQCqpcUKiAL+CTNQ/XkNC0UInkEgqFxPOwJ4EvyNbArWLPUgtTyfOk52Jps67NItqbtMnThKeEkPLFtsisSNFzn799CM2XRv55949E7auDR3GPiMUOC+J9zLvGvyUhhFz7eI0EpwSTEm4JGX52OIEvqpzj6jKqnLOeJjwl8AVx2u1EuHyu0tuj+EpMbgzJLc0lhJTPE5nFmeRj9scq84akhJC1j9aSE+En5GpT096HmmIfqQLqDrMGISQEH+MyIJTQS+flj5ex6uEqXP5wWcmSUSiL/aH78TTxKYadHYZhZ4fhn/f/KKUdaXWrvnIm4gzGXBiDG9E3AADftv0Wl8dfxjjXcbgfe18i5zkmuiYY0nJIrfkCkwLx3b3vMOfGnErPxruOx8aeGxUSO/afiK86E5EVIXd90kLplmrgC/mYdWMWtDdri5zIdLbrDDtjuyrz+zj6YHaH2fBu4l3l8wltJ+DZzGfobNdZLrl2hezCpCuT8OsLySM2+IX6we4PO7gccEFgUmCVeSTVKzqNXuORxx1BO/BL0C/Y9mybRLLRaDSs6b4Ga7qvwZR2U0TpF6IuwGmPE4acGSLmSVuboQ2ekIfj4ccBAH2a9YGrlSuA8qPfFXV6O3qDEIJbn29h8OnByCnNkUgeVdDSoiXYfDby2Hn4UvKl2nyEEEy7Ng1dj3ZFXF4cDHUMQafR8SzpmQqllR9Vzlk9nXri0/8+IWFpAnUkW4XwBDyMuzgObQ60wYuUF6DT6LA2tEZry9ZV5g/PDMe259tw+aN8v6crdMs/yR+n35+uN+EjGwKUwVyP6dGkB8a7jkcX+y7qFoVCRk6OPIk13dfgJ++fYGVgJXIMpQqKOcX4/sH3uBh1USmhVOoChBDsCt6Fqx+vAgCufbqGKx+v4G3GW7F8XAEXoy+MhuNuR3zI/iDKO+bCGNyJuSNRO1OvTkWTXU2QWJAIADBhmmBQi0EY2GJgpfwDWgzABp8N8GzsKWcPgV/7/oqhLYdiY8+NWNipcmggirrN5CuT4fGnR62xvDf6b8SZiDMAIJETmZXdVuLI8CNyh1yqjW/bfovmZs3R1b6rxPPIok6L4D/dH1YGVgr1Gh2YFIgJlybgbsxdUdpg58Fob90e3Ry6idL2v9qPW59vVesgbUybMdjed7vYHejeTXujp1NP6Gvro4T31XP5Wu+1SFiagOMjj1eqhwYa/Gf4I31FuqguX39f3I29iz/D/pSpj+GZ4fic+xkA0ONYDww5M6RGI1cSHEwc4D/dH2/nv4W1oXW1+Yq5xehi3wVNTJqglWUrbOm1BdGLo7G0y1K52q/vtLJsJfa5iFOkJkkaDhmsDHD4HHAFXInu+HvYemBxp8UY3Vr+RWwAOP7+GKZcnYJbn28ppD4K5UM5/arHDHYejMHOg1XaJk/AQ1JhElqYt1Bpu/UVBxMHbO+7HRw+Bz/7/KzSFegzEWfwe/DvAIC47+IU5h2yLnEn5g5WPFiBM6PLDY01PdagnXU7DG81XCxffH48rAyswOFzRCvQAYkBuPLxCkyZphjsPBgLbi1AJisTa3qsqbRIRaPREJ0TjZSiFASnBMPJ1An9mvdDv+b9lN7H9jbtcXPiTaW3Q1EzF6MuIpOViUHOg6SaH8PSw/A59zMYdEaN+Tb12oQfuv8AFpcllxOZ1+mvEZsXi1Euoyo5vpGFFuYtELMkRkwmQkitMvo4+SDr+yy52weAj9kfMeXqFJGnbD0tPQxyHgSgPHRS+IJwUd4SbgmW3lsKIREidXmqWFi5mrDUt8S9yfdAo9HEFjarcixGCMG6J+vw15u/EDw7GM3NmwMonyd+7PEjQlJDxHavJSU8Mxyehz2xtfdW/K/z/xCUEiTqr7x0sutUax5jpjHuT/m6sNPUrKnc7dZnwtLDwOax0cmuE3S1dFHKK8Wye8tAAw1/DpNtwYRCMpqYNMHb+W8RlR1VyXFnVXSy6yTRd0BSXCzboDe3d7U72hR1D8pg1iD0dXVw46+l0NeV/0eMsrj26RrGXxqPJZ2XYO+gveoWp97A1GIqtf6qdGu+53yU8krxKv1VvTSWASClKAV0Gh0RXyIwERPhYesBD1sPsTz7X+3HsnvLMKXdFPw59E/Rj+GJbhNhqmuKka1HAgCERIjr0dcxx6PyEWsA2Np7K7ToWvBs7Am+kA8tes3TL1fAxduMt9DV0kV7m/YK6K160IR5S9kkFiRi6tWp4Ag4OMQ4JJXBfHvSbUR+iaz1tAGNRoMR0whGTCOpZEsvTseBVwcw3nU82tu0x87gnTgXeQ7LvJZh18BdUtVVk2wVPI5/jO3Pt+Py+MuVwrZJgzR6ZWtkKzo1MtltMmZ1mFVt3mJuMaa0m4KkgqRqj7NXEPUlCrNuzMLBIQfhYetR66JGBTQaDeFZ4bA2tMbjhB/Xb4QAACAASURBVMcigxko370e02aMRPX8l/OR5yEgAhRyCqFN18btSbeRxcoSxXhXBDwBD68zXqOtVVup6i0oKwANtBrH/HnycyQVJGGUyyiJFyqUgarmrB1BO3DpwyVs7b0Va73X4n7sffz15i+0t9bc+V6TYGoxK73vlU2FbvXq0hpaWpLNFxR1BLXdnq5D1PdL7aXcUoV5LK0Kv1d+ZOndpeRV6ivy46MfCXxBJlycUK33VYra2Rm0k8y/OZ98yv5U6Vl0TjThCXhqkKp+klKYUq23XEIIuf35NoEvSM/jPWus51LUJTLi7IgaHbcIhUIy/+Z8MvLcyFo9Z2/030jgCzLp8qSaO0AI4Ql4Yl65CSEkrzSPrHm4hrxOf024fC4JSwsjD2If1FpXfeAL6wvZHLCZfHfnO3WLIiKtKI202NuCRGRFqFsUMSZfnkzgCzLt6jRCSLlXaa1NWuRd5juFtyUUConrAVcCX5BVD1ZVmWfujblk7o25Vc598nD78+1qHaARUu70Jyg5SKr31tgLYwl8QaZemSq1PAGJAcTqNyty+v1pqctWh0AoII/iHill7CrocKgDgS/IjU83Kj2rziHYgVcHiOE2Q7L+yfoa665wRDfx0kSy6NYijXMWJi0Lby0kNjttiH+CPyGEkIziDLL64Wpy7eM1NUtWv5HVG7lQKCQ5JTkNyjlbfbePpIEymInmKERhcSlp1HGJVHLOvzmf0DfSyd6QvUqTy/uYN4EvyLE3xwghROR1kEI2cktzieE2QwJfkFPvTok9G3J6CIEvyN2YuwptUxLd2vF8B/H404O8z3yv0LbrOqXcUoWFfYnMiiTMzUxC30gnj+Mf15j3QewDYrHDgsy/Ob/GfOEZ4aTVvlak3cF2Yj8E/n77N4EviJufG/nC+iLylK3ql70s85aspBWlkagvUSSjOIPAF4S+kU5KuXVvXhcKhSS1MLXK0GSqJjQtlHQ/2l0U5ogQotTv+K3oW2TFvRUki5VV6VkZr4zob9Un8EWtRp+i9crrL69qDcHqiMmNId7HvMn5yPMytZlWlFblwhlPwCMhKSF10nCae2MuMd9hLnrf/xuvv7xIp8OdKo3dxaiLBL4gPn/71Ohle0vAFuK024l0/LMjgS/IuAvjFC6/JKhyzhIKhbV6HqdQLBuebCBNdjUhe0L2SFWu+Z7mBL4gr1Jfydy2KnVLEWiKfaQKqCPZGkZxSZlU+c31zCEkQsTlxylJImCp11K427jDx8lH1CaF7JjrmePJtCc49f4UJrtNFntmb2wPAHiZ+rJKZ1Hy8G/dOh5+HPfj7mNqu6mie/DPkp/hTcYbXI++DjdrN4W2rUr4Qj7m3JiDdd+sk+horJ62Huy17RXStquVK+5OvovEgkT0btq7xrx9mvVB9qrsWu96Opg4IIOVAW26NmJyY0QOZJqZNcMYlzHoYt8F5nrmcDB2gIW+BVhcFsz0zBTSH0mRdt6SBSERYub1mQhJDcH1b69jfsf5aGHeAnwhX+ltS8vI8yNxI/oGjg4/WuPx4Hux95DJyoSPo4/S7oN6NvbE81nPxdKU+f0e0nJItV7k6TQ6Lo27hGfJz+BmVbsMitQrLzsvfMz5iKjsKAxrNUyiMi3MWyBwZtVevCWhsVHjKtOfJz9HrxO9YG1gjeGthkt0J51IcC9cEfze/3ccGnqokgNKroCL1xmvwRfyYaprKvZsVOtReDDlAfo261ujjD998xPWeq9FVHYUVj5YiYWe6nNSqEjd+pz7GQ7GDtDTrnyXXBVjRiHOu6x3EkW8+C8W+haIy4+T24leISMDzged4GrliifTn8hVF4UKUbfFXhfQlBUUWeTMLM4kGcUZalnBzCnJkTuGJ4U42SXZ1cYllYf/6tbo86MJfEG2P9suyvMg9gE5+uZolTtDmkTF7qP2Jm2FH/tUNUffHCUXIi+QW9G3ajxWrk5UOb9OuTKFWOywIHF5cUpvS1IW315MRp8fTcLSwkRpS+8uJYyNjEpxfPNK88R2nSvi2CrzhJC6kfXdpGi9yi3NJelF6QS+IM32NFPryYQyXhlp/HtjMurcKIlOIURmRZI2B9qoJc56BQKhgHzK/kQuRV3S+B1TRerWo7hHxGS7CZlwcYLoBJBQKCR8Ab/K/HwBn0RkRdR6AolCdvLZ+SQwMVDqk2NfWF9qvUpVG4XFpUTbZxCBL0hbv7Zy1aUKNMU+UgXUDnM9p6YQEMrkefJz9DvVDzaGNohdEiuxM5SGzIuUF3Aydap21wEo98SqClZ2XYn21u3FvKyrwqOzsijiFKGMX4ZG+o3A4XPg3cQb3Ry6oaVFS3WLJjNCIsRPT35CJisTj6Y+gjHTGACQWpQqOokgDeciz2FL4BZcGn9JYzx3jj4/Gs7mzljRdQWsDa0xuvVorOm+plondWlFaRhyZgimt5+O5V2XK10+roCLfyL+QUFZARZ3WixK9+3pix19d4g58yvhlqCNXxt42Hrg1sRboNFo6NS4E4o5xejYuKPSZVU1KYUp8PX3BYPOwOFhh9UtDsz1zBGQGACgfKe7qt1AVcHUYiJ1earEu49H3x7Fh+wPeJLwBIs7L669gBKg0+hoZdmqUoik/yIkQqQXp4vNUXF5cchl56JT4071bseVQWeglFeKtOI0FJQV4ET4CTxKeIRMViYIITg24hjcbdxF+QOSAtDnZB84mTohYWmCGiWvv5jqmsLbser48zXRyKCRQtqn59jg2dRg6DCpyL4ahbot9rqApqyg8PkCEvU5jfD5sjksUAYBiQEkLi+u0opyKbeUWOywIO6H3Cs5I6KomuFnhxOLHRYkJCVE5W3XRd1SJEdeHyHwBRl2Zpi6RZGK65+uE6+/vMji24srPWNxWGTl/ZWk458dRaveb9LfEPiCbHiyQepdnnWP18nswKgmlKVbUV+iCHxBGBsZJL0ovco8BewCsfu4ax+tFd3lVsUumFAoJOEZ4eTnpz9Xu6NUwcO4hwS+IF2OdFG6XHWBkJQQAl+QDoc6EDaPTTKLM8nekL0kOidaovLK0qu80rw655itNgrYBeRg6EHyLOmZStq7GHWReP3lRdY9XidVubcZb0nLfS2Jm5+b2Pdv0a1FBL4gK++vFMsfnhFO/n77N/mY/VEhckuKonXLP8GflPHKSFpRGjHYaiCag+CLSnNXYVkhMdpmRHz+9qEcpyqI3NLcOvO31LTfWppiH6kCaodZg6DTabC3NQOdLt0K7On3p/Es+RnmesxV6E4FIQQTL09EenE6AmcEiq3Y6WnrIXxBOOyM7OrdirGySClMQS47FyW8khrz+YX6ISglCKu7r0Y763YKaVtS3SrhluBu7F0kFSRhZbeVCmlbFeSU5oAGmkw7r+qEK+DiZdpLCImw0jMDHQPs7L9TLO3v8L8BALH5sZXy/xH8B25+vol5HvMw0W1ipedu1m4w0jFSuA8CWeet2nA2d8bVCVcR9SUKtka2lZ6/y3wH9z/dYaFnIboLvrHXRrhauaKddTuVzEs0Gg3tbdpLFBbMXM8cM91nwsrASuly1QW87L0wxmUM5nWcB10tXZyPPY/v7n0Hz8aeCJ0bWmt5ZemVmZ6Zyu/410Qxpxh62no1hqEz0TXBAs8FKpOphFuCl2kvQaPRsBmbAQB/v/0b2gxtDGg+oNqdOEcTR6QXp0OLroXYvFg4WzgDKL8LzqAxMKD5ALH8mwM34/LHy/ij/x8qPfWiaN2q8O/S2KgxdvTdAV0tXfRr3g9vM95WmruMmcYoWFNQ6Y44hWzMvj4bJ96dwPmx5zGmzRg8TXiKNxlv0KtpL6lDSn3K+YST707CXM8c33f7XiZ5lDVvUagAdVvsdQFNWUGRVU5l3YMrKisiXY50Ifpb9UkJt0ShdTdEhEIhSStKq/XuXN+TfQl8QY68PlJjvrzSPIl30f6tW3c+3yEhKSFVelOOzIok8AVhbmYqNVSZMijjlZF8dr66xZCKzOJMcjHqosQ7LK/TX5Mdz3dUqUMLbi4g8EW1oV04fI5SwpWpa34t5ZYSxkYGcfjDoU6O++7g3ZXuNlcgEApIelG6xt8FrQ02jy3q483om6T3id5ko/9GicpqyntbHoafHU60NmmRoOQgdYsiRkZxBjkRfoIk5ieK0hr/3pjAFyQwMbDGsv4J/lX64Xif+b5SuJ+dQTtJnxN9yJn3ZxQjuIQoQreSC5LJ86TnhMPnKFAyCmn5/v73YmHsFt5aSOALsvrhaqnrehD7QO67x4XFpUS7T19y+OVRhUXfUCYNYZ6VFGqHuQEwrs04uDZyRWe7zgqt14hphODZweAKuNBh6FSbTyAUICo7SmG7ofUVGo1W4/3lCqa3n47eTr3hZe9V5fPfX/yO7x+Wr35+WPQBLo1cpJJj8d3FiM+Px93Jdyt54m7TqA36N++PdlbtUMYvg6GOoVR1qxOmFlPszqgmYG1ojbFtxlZKL+IUIbUoFS6WLmI7pR62HtWumk93nw5vR290sOlQ6VlsXizCM8PRwaYDmps3V1wH1Iieth7yVueJ7narmt+CfkMGKwOru6+u0pfEg/gHuBNzB/2a9RM7+fM8+Tnm3pyLTzmfYMw0xjrvdVjVfZUqRVcZulq6ov8PbTkUQ1sOVaM0dQ8mgwm+kI+XqS/RzaFblXmeJT1DUmESOtt1VplPBhtDG0xrP00sbc/APZhzY06tHtYrdlsBcc/eVZVb2W2lRp1k+jdnIs5gzeM1GNtmLC6OuyhTHURFns/rK4QQfOf1HeZ7zhdFxPCy80J2aTa8m0h/h7mlRUss6bwEzubOcsnFb/MO8+4+wlXjqxp36q0hQxnMDYAp7aYotf6ajOXUolT0ONYDOaU5SFuRBhNdE6XK0hCoaTyFRIgN/htEnwOTAqUymDl8DtpatUUxp7jKH2g0Gg33p9yXTmAKhXMj+gamXp2KIc5DcGvSLYnKdLHvgi72Xaqtb+WDlRjjMgaXxl+CQCioM476kguTYaFnAQMdA1HakjtL0N6mPSa2nSiW/l/+bSz7hfrhbcZbzHCfgdD0UFyIuoAjw4+gTaM2Cpe5iFOErc+2opBTCC87L0xoO6FSnpnuM9GvWT/4OPogn50ProALa0NrWBtY41POJ1E9NfWPon6zqdcm/NrvVziZOlWb53j4cRwLP4ZNPTdhvc961Qn3H8a2GYueTj0rhZSqjrsxd7Hq4So8nPqwyisVmo6ACGCpb4keDj2kLptRnIEpV6cgIT8Bcd/FUUazjHx39zvc/HwT679ZLzKYp7tPx3T36TLV52jqiL2D9sotFz3bGt07uFbrnJKibkJdkqCQGEKI2OciTlGtZeyM7GCgYwBdLV1EfolUlmgaz8l3J7H4zmI8SZAvJh+Hz8GcDnNgb2yP6MXRmO85X6ryTC0mrn97HVnfZ0m0MxeeGY7nyc9rzadOSrglmHR5EtY9WQeBUKBucaQmPj8eZyLOiP2dU4tSwWQw0d669ruxkmCma4ZOjTvBQs8CPY/3hKufq0LqlRdCCFrtbwXD7YZIyC/3GJtalIpX6a8w/9Z85JflS1zX+ajzOPL2CCK/ROJB3AMEpwbjRvQNpchtpGOEC+MuYGq7qRjnOq7KPGPbjMWyLsvg0sgF/7z/Bza/22DW9Vlwtii/m529KhsRCyMwxmWMUmSkqPu0tmxdo7EMAC6NXNDLqZdSY2dXRTGnGD88/AEbnn5doJU0igNPwMPaJ+Xxlve83FNrfkJIpd8fdZ213muR9X2WTHfLLfQtEJQchISCBMTlxylBuvrFlY9X0OdkHxx9c1Qs/WPORyQVJtWZxd8KtMO74ua4O9SpS01DjcfB6wyackZfKBSSwuJSme+1vct8R0adGyW6z1fhwTW3NFei8ntD9pLme5qTX5//SnJKckQeTmu7v/wp+5NaY1pqAuMujCPwBfkt6DeJ8hdzisnL1JcK+7vKolu5pbmk6e6mhLGRQa58uKIQOZRBRFYEgS+I2S9m6hZFJnyf+hL4gsy6NkssncVhSfzdJaT8Tm9oWigJSAyoNk8xp5hobdIi8AWJz4snhBDyKvUVmX19NskozpBJfnnmrWJOMdHdokvgC8LisETp6x6vI8PPDq+1fFxeHJl+dTr59tK35H7sfbLy/koSnxdP7ny+Q/xe+ZG0ojSpZVIGK++vJDRfGtkSsEXdomgM8r4PKeTjc87naj09S8L2Z9vJrGuzavVePODUAGK83Zi8SX8jq6hSUxd06+rHq+Rd5jul+JWob1T453De6yzmKT67JJsEJgaST9mfyOLbi0mLvS3k9r0iFApJdkm26H30KfuTVHpSF3RLGjTFPlIF1JFsDUIoJEjNyEerZjZgMKQ7okMIwZQrUxDxJQJOpk742ednLLy9EI/iH2Fbn22Y4zGn1jpeZ7xGXH4cSnmleJb8DADAEXCgr61fY7na4jJSAFPbTUUzs2bwcfSpPTMAlwMuSC1KRdCsoGrvtklDhW45NTGDPlOy+KNMBhNd7LvgG8dvpNrpUzUWehb4rd9v4Aq46hZFJjo27gjvJt6VvMQa6BjAAJIf143Lj0OnvzrBUt8S2auyq8xjqGOIC2MvwM3aTbSzNe/WPIRnlnu839hro9TyyzNvGeoYonRtKYq5xWJHk4e1GoalXZbWWp5Oo+PEuxPQpmvj5MiT6N+8PwCgqVlT6TohBUSKe4e5pbmI/BKJn31+xrpv1lXpDZ2iauTRK02BL+Rjd8huZJdkY2OvjWJ3vtVNC/MWWNBxAYq4RRIfw/43a3qskShfMbcYRZwifM79jA62lf0vKAN5dUtIhHJ7uR7ZeqRc5RsSK7quwOOEx4jJi8GukF3o0aT8GLylviW8Hb3BE/BwOuI08svyYbTdCKu6rcKv/X6Vqa0+J/vgaeJTnBtzDh1sO6D1gdZo06gNwueHQ5uhXWv5hjBv1VvUbbHXBTRlBUVeOR/GPSRjzo8hSQVJJCY3huhv1ScD/xlIvrC+SFQ+pySHPIx7SD7nfCaEEBKTG0NySnKkkiGpIElquSkq0/9Uf2Kz04bcjL4pll7MKRatXMbkxpCFtxaS2ddn11pfYXEpYbpNI8zNTNLlSBeJd66FQqHGrJTWF2T9e2exsoj9H/bE87CnWB211Xf87XGiv1VfZk+1ss5b7zPfk/i8+Cq9tUuKUCgkWwK2kKsfr6rEW+3qh6sJfEGOvjlaa9xlQghpsbcFgS/Io7hHSpetvqEp7215EAqFRHuTNoEvSHJBsrrFUQthaWEkMitSFGteFcirW4P+GUQ6He5U57yb12f8E/yJ6wFXkTfs/3L0zVFi+aulVCf5qmLCxQkEviAHXh0gFyIvEOZmJul3sp/E5S++u0KwRo+MOzdBZhlUSUOYZyWF2mFuQPRt1hd9m/UVfT416hRsDW2rjZn4Xyz0LcTKVzhRkIQSbgmGnxuOgMQAlK0rqzGmJEXt3Pj2RpUenydfmYxH8Y9wZNgRuFm74WDYQTAZTOweuLtWj9ZCiy/gCTjIKc2BnrZku8yUMxLV0/1Yd5jpmWHXgF1SecW1MrBCyvKUSum3Pt/CgtsLMLLVSBwYcqDSc3mcpMjDmAtjEJMXA//p/mKedaWBRqPhp29+wvnI84jLi0Nry9YinWXz2HgY/xBxeXFY3nW5QmSumNf+Dv8bM9xn1JrfzcoNfCEfLC5LIe1T1C9oNBrmdZwHHYZOlc41X6S8wPCzw9HNoRtuTFTOfXx1828P8poAT8BDQFIASnmlcnnozy7JxuOExxASISa5TVKghPUTHycfRC766icnOCUYIakh6N6kOzrbdcasDrMw030mMlmZEu0EV8ehoYdwYuQJ0e+vgS0G4lPOJ8Tkxojiiv8bDp+DzYGb0a9ZP3g7eiONlQbossHiFsssA4V6oKyWBsxol9Gi/3/I/gAHYwcYMY2U0pauli6eJjwFAUFuaW6VYVYaKpmsTBRxitDMrJnECwnVhUeKz49HKa8UFvoWcG3kijXd1+Abx2/AZNQeTomeaY93cz6AJZT+eHUZvwzadO0651wDAGJyY2CqawpLfUuNNvAJIUgpSkFwajBooOHEyBMKqTfiSwTSi9NRyCkUpe0J2YNl95fhzbw3KjsG+V90tXTBZDDlDrtRWFaISVcmQUiESF6WDAcTBwBASlEKRpwbAQAY5Dyo0pF3SSnjl0GHoQM6jY6lXksxx2MOHIwdJDqSeXHcRWwO3IxzUedgoW8hOkpIQVHB/sH7q32WWJCIXHauRA44KVSDNkMbn/73CYFJgXJ54I/Lj8PEyxPRxKQJZTDXwM3omwCAbxy/EYvCcvPzTWx/vh2LPBeJQqrSaDS5PbL/9/rBs+RnGHJmCDrYdMCb+W8q5X+e/Bxbn23F0bdHkb4iHZ1tvaBzbzQ2nP1RLjkoVA/lJVvDMDJQ/B2mGddmwNXPFWcjz1Z6Rv7fM2VAYgD2vtyLiKwImdpg0BkImROCmCUxsNC3kEve+sbx8ONotb8VZl2fJXddb+a9wefFn9HdoTtoNBq2992OQc6DJFpRNTbQg5OJk9R3op33OUNvqx4+536WVWylMur8KFjttMLD+IfqFkVmNjzdAMvfLHHpwyW8X/Aex0Yck9gjbW0s6bwEwbODsarb11i/9+LuAQA2BW4SpbF5bPCFfJnakGXeer/wPdg/seUOvZFVkgUfRx90sOkgMpaB8piaU9pNwYouK2S6g1nB5oDNMNxmiE0Bm9DIoBGcTJ0kXjhi0Bm48vEKzkWew5eSLzLL0FBRxvtQkxjZeiTeLXiHXQN2qVsUpVHGL8M/7//BpoBNKvWULY9uOZg4YHK7yXLdY25i0gQ+jj7o6dRT5joaApsCN2H4ueG4E3NHlCYQCuBm5YaxbcYqbRGyQhcrTlqW8cuq1E9TXVNMdpuMSW0nYUvgFnif6gpdcy7aWNaNSBQUkkPtMGsQxoZ6+BImfwy4/+Jm5QYGjYH4/HjcjbkLz8aeuBB1AX++/hM/+/yMMW3G4HzUeRwMO4gfuv2AHf12yNROxSofhTgl3BLoa+ujlYXkztEEQgHm3ZyHqOwo3J18F2Z6ZgDKV7erOhZUG/LoVsXudVpxmlQxn1UFT8gDADQ1VZ6jJ2VDAw157Dx8yP6AFV1XyBxC5uenPyMgKQA/9vgRA1oMAAAYMY0qxWf+o/8f8LDxEB1V9jrihdC0UATPDoaXvZdUbcqjW4o4EWBlYAVTXVMs7ry40rNTo07JXX9cfhzYfHatVx6qY++gvXiW9AzeTbzllqUhoaz3YV1ESITgCXiVThbpa+vX+9A0NNAw7eo0EBDM6zgPNoY2Sm+zLuhWY6PG8J/hr1YZ6jqEEHjaeqKIUwRvR29cjLqI1Y9Ww9vRGydGnsBEt4kKbzO9OB37Xu7DL0G/YFjLYdjeZztYP7LEnFL+m46NO+Kf0f8AAFbeXwkBEWD64qYwNpTs2htF3YHaYdYg+HwBHj6PAp+v2FiyczzmIGV5Cqa1n4bRF0aj3aF2eJL4BBFfInA9+joAwLOxJ4a1HAZvR+pHnaLZ3Hszin8sxspuKyUuw6Az8DD+IV6mvcSH7A/V5uMKuAhNC8X1T9drrO9lyiuMODoJNz5Kfw/u1qRbyPshD32a9pG6rCqIXhwN9k9sNDdvrm5RZGZWh1l4M+8N9g3aJ1c9EV8iEJAUgNi82BrzuTRywdY+W0W72HpaeiAgiM+Pl7pNZc1bkmKqa4orE66IXUFRJKdGnULsklhMaTdFpvI9nXpivc96iX1JUJSjbr1SFasfrob2Zm1sDtysblHUAlOLiQltJ2CexzwIhKoZa3l0a/+r/Tj65ihySnOUIBnFv6HRaDg49CCiF0fD3tgeetp6SChIwOv010prs5RXil+CfgFQfuzbVNe0WmP5v2zrsw2Xx17BMKP59X7eOnDgAJycnKCrqwsvLy+8evWq2rzHjx8HjUYT+6erW/dOD1E7zBpEaRkXw+fuQVboHoWuTpnomsBE1wR57Dw0M2uGJiZN8LPPzxjRagSGOA8BUP6DfVYH+Y4Mh6SG4E3GG3g29qR2m/8DnUaXOmTItj7bwGQwRXcv78XeQ0BiAPo264s+zcqN1+ySbHQ+0hkMGgPsn9jVHs2+FX0HN1LPgh7OwXCX4VLJURF+qC5Tl8KxyIKjqSMyWZnw9ffFKJdRlXaEJWVx58UY12ac6PuXUpiCMxFn4GHrgX7N+1Vb7tiIYzBmGsNCT/rrFLLMWzeib+Dv8L8xoPkALPBcIHWb0hKbF4t9L/dhU69NYvfgJEGboa3RizGairLeh3UNfW19CImwSgPML9QPxkxjDG05VK5rBXWds2MqXxdTJvLo1oanG5Bflg8vey+FXZuhkIweTXrg8bTHaNOoDTh8TrW+XuTBzsgOSzovQX5ZPrrZd4OdsV21eePz42GkYyRaDGVqMdHXcSCsxy6t1/PW+fPnsWLFChw6dAheXl7YvXs3BgwYgOjoaFhZWVVZxtjYGNHR0aLPddHfDGUwU4hwtXJF6NxQsHlsWOhbKPyo18l3J3Ew7CDWf7OeMpgVwH93tO7G3MXeV3vBF/JFBrOtkS2amTWDnZEdCsoKqt3F6mHvDUa0K0YMHaV0uSlk43zUeewK2YXs0myZDebeTXuLfQ5ODcaax2vgZedVo8Es7z1iaXmb8RbXPl1DI33l77oSQjD6/GhEfImAvbE9VnVfVXshCgoVscRrCeZ7zq+0WEUIwcoHK1HGL0Pcd3H12mDWFPhCPr5t+y0SChIUcgVo6d2luPjhIrb23oqZHWYqQML6RU5pjtiihKmuKXo37Y2rH69i3MVxGN5qOK5MuKLQNvW09bB3kPhx/YdxD3Hi3Ql0tO0oFnFh9aPVuPzhMvyG+Klk4beu8Mcff2Du3LmYObNcZw8dOoTbt2/j2LFjWLOm6vjrNBoNNjbKv24hD5TB/C+KWWWi/2trMaCnqwN2GRe8opIsnQAAIABJREFUfx2dYOpogamjjZJSDgRCoShdV0cbOjpaYJWUQfivi//6ujrQ0mKgiMUWa8tAjwk6nYbikjKxdCMDXQiFBCVsjli6saGe6AhHhZx0Gg2GBrrgcvko4/JEeRl0Ogz0meBweeBwvzrpkaxPNGhDH0UstqhPaXlZYDJ0RWEtZO1TW4v2GNpiOBwNm6GIxRb1qbSMK8qrnD6pfpwk7dOb7FfYHLAF3g4+WNppuVx96tbYG2x3DrxsuqGIxRb16e2s/w+1QIAiFrvKPrU19YD2224Y0WJUpb9BbX2KyIzC9ZhrsNSzxGz3OWodp/jsZLzNfANP284w1zPHldjzeBD7AEOaD8cw5xEyj1Nd0L3ujb9BRpssjHEZA4FAKLfuGegzYc60xNjW4+Fs5owiFlspfaqYr4pZZRJ/n/o0GQCjPqZwt3NT+jiVsrlY5LEEV6Mvw93SE1wuX+Jx+pwbjQufz6KjrQcGOYmfzFDUHFEXdK8u9onLKy9bUiouiyb3qapx0oIejHVNoMUQ7xObx8a3rt8iqTAJxnQLsWd1vU+AbONUXMYCBOI/W5XRp4o5qyKPNH3yG+KHIhYbAi5QxGXX2qeaxqmAXYQMVgbichLAKinTmHFShe7dibmDsVdGwcmkKZ7PCIKdqa2oTxEZHyAgAugxyndwld2nD1nROB1xGl9Y2ZjbbqGoT5lFWSAgaGnigpJSzv/3qbw/FTpW18dJ9P4uKgaEX8eIyWSCyay8g8/lcvH69Wv8+ONXL+B0Oh19+/ZFcHBwpfwVsFgsODo6QigUwsPDA9u2bYOra91yjEYjqnQ7WEcpYrFh3WmpWNqMMT1wcMs0LFx3EscvPxel//S/oVi3eDiGzdmNR0Ff7476bZqKmeO84TH0Z3yMyxCl3/hrKfr1cIWV53diCvv6hi/sbc0qtZsVugepGfnoONxXlGZkoIsvYXtx49FbTFhyUJTu0twWb25txN8Xn2HRhq/Oa/p2b4ObR5Zhy/4b2Hrglsx92uM7HkZtsjHpyiRAQIdWZEdofXRXaJ8ePo/C8Ll7VNYnVYyTNH3qPZtgxYMVoKc4QSeon9R9ItpcjF5kDI92TXBmW7FcfWrZ1BpHf5kF7wnbperT/D83g+f9ELTcRhhSulat42Q5bjB4XfxBy7EC89EIjN3CwT+RJ6EV0RFaUR4yj1N90T2ixQMxLkCn9o547rdb4j59v6gPTDumYv+V68i43Qo00OpMnxQxTg+DomTqk8ApBrwu/vB28EHob+IxsdXdp7qme4ru0x/rvsVfZwMgJATR8Zn1ok/1cZwU0Seh+RcYDH8GMx1zpB/upbI+rZo7EJtWjFbbOA1dsRHQ4oHGMkabJk51fpwk6ZOixunYwxvg9r8OelZj+LrtxfolIzBszm48eBcCYeMkgCHAtjGrsGryOJWMk9A+EbQ8S7Q17CT+ztUtATh66NetLW4eWYYNf1zBb3/d06hxAoCyz8fFDOaff/4Zvr6++C/p6emws7PDixcv0LVrV1H6Dz/8gICAALx8+bJSmeDgYMTExKBdu3YoLCzEzp07ERgYiKioKNjbyxdWUpFQBjO+GsyxT3fAyLD8rmNdX/UBlL8yzAcHjXfbgCMol2V//4OY6jZdo/tU18YpjZ2ER3FPYKVrjf7NBkrdp4cJ9zH2yigYM40RPT8O+tpfnU9I2qfQ9Fcw1zOHu31bmfoUkRmFXa92orVFGyz3WqHWcTr86ih2vvwVA5sNwtaev+BVVhDC0l+js00XeNp+vQbQUHXPP+kpRlwaAhfLNvjwvyiJ+ySk8WC2s/xub9zCJFj+/1HputCnCtQxTqHpr3A15iKcLZwxs+28etEnoP6Nkyb3qaCsAGc+ngCbz8bKTuLHGTW1T4B045RSlIK2f7WCDkMHmd/lioVtq0t9YmgR6DP1Ko1HQxknVfcpPOst2jZyg4GurqhPFz9exMxbU+Fh0xHBM0M0rk8V1JVxKmaVoUWv1Yh9vEVkHwHV7zDLYjD/Fx6PBxcXF0ycOBGbN9cdZ4eUwYyvBnNdv4TP5fJx+nowJo/oCh0d1ZymX3JnCQx0DDDEeQjaWrUVhS+iqBsIiRAjz41ET6eeGO0yGo4mjpWcJTyOf4z1T9ejlWUr/D3i70p1dP6rM0LTQzHPbj32TdugMt1SJmweG7+9+A3no84jbG4Y9LTr7vdalUR9icKg04PQ2rI1fvL+CS0tWsLWyFaisgtvLYSFvgWWei2VyqOzLPPWi5QXsDG0gaOJo8QxjRVBCbcER98ehYulC/o174ezEWcx2Hmw1I7AKJSPOt6H6iCLlQWb321AAw289TzR90FIhHLF+dUkhESIiKwIOFs4Q19bX+ntyapbC24twOmI09jeZ3uVYewo5ENIhKCBVqNDqIT8BCy/vxxd7btidY/VKpTuK4QQsPnsKnVV0+Ytae0jLpcLfX19XLp0CSNHjhSlT58+HQUFBbh+veaILRWMGzcOWlpaOHtWtQ7/aqJhzLb1hDIuD4s2nBJbtVI2+wbvwy99f4G3o7fcxnJ8fjycdjvBcbejgqSjoNPouDHxBlpatETTPU3R/Vj3SnkERIDg1GC8Sqvs1r+MXwYLfQswGUyc2J+gUt1SJnwhH4dfH8aH7A84E3FG3eLUGVytXJG8PBl3Jt/BxMsT0WR3EwQlB0lU9uDQg9jSe4vU4Y+knbfYPDa6H+uO5nubo5hbLFVb8rIjaAeW3lsK3wBfnHx3EpOuTMI3x79BCbdEpXJQ1I463ofqwELfAlPaTcGyLstEMeUBYPGdxWj0WyP4hfqpUTrVQKfR0d6mvUqMZUB23YrPjweLy5I5Jvt/YXFZOBtxFgdDD9aeuQEQlBwE/W366H+qf7V5mpo1xbVvr6ncWC7iFCE0LRQphSl4lvwMdn/YYf2T9ZXy1fd5S0dHBx07dsTjx49FaUKhEI8fPxbbca4JgUCAiIgI2NpKtpivKur+8gZFvcFQxxBJhUkAyg0aLXrDUb98dj5eZ7xGn6Z9RKuj+1/th62hLYa0HCJ32KNMViboNHqVIQ462nbEhbEX0NKiZaVnulq6uDv5LlJzs+B8uvLkLg1sHhsMOkPkHE7VEEJEf1sjphEODzuMIk4RJrhOUIs8dZlMViaamTWDgAjQya6TusURI78sHy3MW6CgrAAmTNXu7C70XIirn65iWrtpcLNyg42hDQY0HwADHQOkFqVi54ud2Nl/p2juymRlwtrAuk6GwKCoH2jRtXBq1KlK6UmFScgpzVHbfKsu2Dw2nic/r9Grv7q4MfEGkgqSFBZTncVlYdKVSaDT6JjbcW6D+s1UFUmFSSjjl4Ev5NeeWcUsvL0QZyLOYHuf7UgtSkVBWQGySrLULZZaWLFiBaZPnw5PT0907twZu3fvRklJichr9rRp02BnZ4ft28v95WzatAldunRBixYtUFBQgN9++w1JSUmYM2eOOrtRiYb97aNQKRZ6FgieHYxG+o0azFGyCqZcnYI7MXdwZNgRzPaYjVJeKX58/CNYXBaez3yO7k0q7wxLwxyPOZjabipYXFalZxb6FhjnOq7G8sZMY7na732iN54mPsX1b69jeCvp4jgrih1BO3D07VEs81qG/3X+HwY7D1aLHJqAvbE9ns96LvUPbg6fg1x2LhobNVaabI2NGiNmSYzYAoiqsDWyxfsF70Xtvp3/FlYGVuAJeOh9ojdi8mJAp9Hxx4A/kMfOg+3vtjDUMUT2qmyNj/VNoVmcGX0GiQWJEl+pqA/ks/Ph/bc3onOj8WLWC4Uu9mWyMmGpbymXUaqrpYtWlq0UJlMj/Ubo5dQLtka2YPPYMGIaKaxuVZNUkAQjphHM9cxlrmO863h0c+gGroBbe2YV08qiFWwMy8Mi7R20F4OdB6OFeQs1S6UeJkyYgOzsbGzYsAGZmZlwd3fHvXv3YG1tDQBITk4Gnf7VBsjPz8fcuXORmZkJMzMzdOzYES9evECbNm3U1YUqoQxmDYJBp6Nv9zZg0DXT2GTQGTLHj9Vk2Dw27sfeBwAMaDEAQPlR6EWeixCcGoxuDt0U0g5TiwmmVmUnDNWRU5oDPS09GOgYyK1bFS/y9OJ0mcorghcpLxCbF1snX6Z1iaV3lyI8Kxy/9/8dno09JS73MO4hBp4eiHbW7fB2/luJy8mqW+ratf13uxU/gOgMOnb03YEzkWcwtOVQAEByYTLoNDqMmcaUsawGNP19KC0CoQBCIoQ2QxsAYKJrgvY27dUslWox1TVFm0ZtkFOagxKeYq9JeB72RAYrA2Fzw9BYr0md0C0GnYEn05+oVQZFkFiQCPdD7pjabir2Dd4ncz06DB00M2umQMkUx7pv1mGDzwbR5+oW7BvKvLV48WIsXlz1PX5/f3+xz7t27cKuXbtUIJV8UE6/oDlOvyg0m9i8WLWtOMbkxuBt5lu0tGgJdxt3AMDye8tx+M1h7Oi7Q24HJRnFGdDV0oWprqnEho6ij+Xns/PxMu0lXCxd4GhK3ZOvjrZ+bfEp5xPOjz2PMW3GSFzuU84nuBxwga2hLdJWpFHHkAFwBVxksbLgYOKgblEo6jFTr07F6fen4TfEDws8F6hbHLWSz84HT8iDlYGVwurkC/kw3m4MNp+NtT3W4mDYQTyb+QyuVpLHgY36EoWzkWfhYeuB0S6jFSZbfWB3yG4sv78cg50H4/ak2+oWR2kIhALQafR69W6k7KOv1O8ljnoGh8vDlv03wNFgZwEBiQHwC/VD5JdIdYuiciqMZSERIjYvVqVt73m5BxMuTcD5yPOitLCMMJTySuFo4ii3btka2cJMz0yqF8Wws8PQ+a/OeJHyQqY2/4uZnhkGthhIGcu10L95f1jqW6KtVVupyjmbOyNzZabUxrK0uvX7i98x8txIXP8kmTdNdaLD0KGMZTVRH96HksJkMEFAkFOaA6DcE/DWwK249umamiVTPWZ6Zgo1loHye+KstSykr0jHu6x3yC/Lx5y/10ilWyGpIdj6bCv+evOXQmWrD7g2csV41/EY4jxErnp2vtiJg6EHkVuaqyDJFMuJdyfgdtANF6IuVJunIc1b9Q3KYNYgOFw+th64JRbDTdPY92of/nfnf3ia8FTdoqiEiKwIsSPCWaws6G3Vg/M+ZxRzVOcBuINNB3Rz6AZ7469B4ANnBCJkdggGtBigct0q45fBP9EfoemhmHxlMp4kaP6xM01hR98deD3vtdR37Rh0BqwNpXdwJa1uvUh9gevR15FalCpVO6oin52PPSF7FLbQQyEb9eF9KClbe29FxsoMrO5e7vk3ICkA656uw56Xe9QsmXoRCAW1Z5IQOo0OWyNbHB52GLv67sXb4zZS6VZLi5ZY0HGB3Ebhf9n+bDsa/94Yvv6+Cq1XlfRr3g/nx57Hok6LIOuhVkIINjzdgEV3FiG/LF/BEiqG3SG7EZUdhZDUkGrzNKR5q75BGcwUKqWbQ7fyeMENYBewjF+Gvqf6wmm3Ez5mfwQAmOuZw8nUCQBw9dNVlcky22M2gmYF4X+d/ydKo9Fo8LL3UoiX1fTidGwN3IotgVskyq+rpYu47+LAoDGQWJAocWij6jj57iT2v9qPpIIkueppCGgztKv0pl5XWOa1DH6D/dCraS91i1IlG55uwLL7y9D9WHesfbwWCfkJ6haJop5jbWgNG0Mb0f3lpqZNMcN9Boa1HKZmydTD7pDdMP3FFEvvLVV43Y2NGmNW+zmgQbqFQW9HbxwcelDh8ZcFRIAMVkadXUCUlNzSXIw8NxKOux1l8nLNFXAxu8NsDGs5DA7GdfNUz4quKzCx7UT49vRVtygUSoBy+kWhUlZ0XYEVXVeoWwyZKOWVIrkwGa0tW0uUPyY3BgwaAww6Q3QcW5uhDf/p/rgbexeT3CYpU9xqySjOgKW+pejHlyLIY+dh3dN1MNczx7pv1klUprFRY9ydfBcxeTHo3bS3XO3vebkHbzLewMrAqkEsxqgL/0R/XIy6iI6NO2JWh1lKacPb0Rvejt5KqVsRzO04F4HJgXif9R7bn2/H2DZj0RRN1S0WRQPCx8kHPk4+6hZDbWjTtVHIKURacZpC6jsXeQ4hqSEY1nIY+jTrI/ZMSIRqjeoxvf10DHYejCYmTdQmgzx8zP4IG0MbmOqaIjApEPll+XiV9kpqZ6dMLaZcDsNUwQz3GZjhPkPdYlAoCcpg1iC0tRiYMaYHtLUY6halQZBdkg0jppHIAy6DxsCIcyNwatQpdLbrXGt5N2s3JC5LRGxerJhxamtkqzRjQxKmXJ2ChPwEnBp1ShTOSl7dcjB2wEz3mbAzspMqHFC/5v0UEk9zrMtYWBlYoat9V7nroqie91nv4Rfmh9EuoyXW4fo2b7Wzbofw+eHYHbJbrY78Gjr1Ta9qIq0oDacjTkObro3lXZerWxy1M951PHo37S12xUge7sXew4l3J2BlYIU+zfpAW4uBbmNp6H6yMxZ4LhA7mVUduaW5MNczV7jDJwcTB432kzDz+kyEpofi6oSrODL8CJqYNEEHmw7qFkttNKR5q75BeckG5QWOompmXp8J/0R/vJzzElYGVtjwdAMCkwLRzaEbtvXZpm7xpGbcxXG49OESgPIV+pglMWrZjY3Li8OWZ1swvOVwjHIZVek5m8fGd3e/g4+TD6a0m6Jy+Siq523GW1yIugAvey+MbD1S4fWzuCy8Tn8NBxOHOhs+hIJC1YSlh6HTX51gZ2SHmCUxKOWVwkLfQt1i1Ruuf7qOFykvMKzVMPRo0gMAsCt4F1Y8WAEfRx/4z/AHUL7bnFiQWGluKuIUweQXExjpGCHz+0zoa+urugt1Ep6AB4/DHoj8EomU5SlyLXBw+BzoMHTqlQdqTYCyj75C3WHWINhlXCxcdxLsMs2NMxuWHgan3U7oeLijukWpESER4mXqSyQWJCI0LRQA0NysOXJKc2BtYK1m6WSjwsPqoSGHcHvSbTFjWZW6dTvmNo6HH8f+0P0Aynfy78feR3x+PAAgg5WBu7F3MfXqVKXLQiEdHWw7YHvf7VIZy9LoVtSXKPQ80RM9j/eUQ0qKhkB9eB9Kir2xPaa1n4ap7abiccJjWP5miX6n5D+Z01B4EPcAC24tQCmvtMrnI1qPwI5+O0TGMruMi7e3GfAbeAhXJlwR5QtKDoKrn2slD/7JhckAyo8NK9pYFggFOBNxBjtf7ASHz1Fo3cpGm6GNiIURSFuRJvdpgB8e/gD9bfrY8XyHgqRTDw1p3qpvUAazBsHjC3D88nPw+IrzDKlq9LT0kFSYVGedM42/OB4r7q9AJisTEQsj8HDqQxjoGAAAprWfhshFkVjapXZHI9ufbYfXEa//Y+++A5o4/z+AvzMIGwSUISiKgOJEQFFwT1TctdVWRNxWrVaLWu237lH3HnVUrEoVB1psVdyo4ATRahURVIaIMgMkIcn9/vBHSgQRJOFI+Lz+QS6Xy+cxH+7uuXvu8+DQg0PqDrncVvVYhdvjb+Oblt+UGAatqtwqKCxAniSvzHU61O+AWe1nwb+VPwBg6t9T4XPQByH/hAAArI2skSpMBY/DQ3pe+ic/MyU3BYUymqKhuqpIbollYjiaO8LJwqkKIiOaTBuOh+VlbWSNoEFBWNFjheLCoqZeuFWVfTH7sPjKYmQWfLpicu8DvbHz7k6svr66XNsulMoQcuwhvmk2Cub65orlj9IfwcbIBkH3g5TWb27ZHPnz8nF7/O2KNaIcuBwuAk4GIDA8EKnCVJVvvyrUNa6r+PfdlLuK0XoV8TLnJURSEYwERqoOr0rVpP2WtqFnmEmVamTeCJFjI1U+j6IqPM98jpBHIeCAg+/bfQ8el4ceDj0Ur1dkKND5hPO4lXwLWaIsdYT6WdrYtlHr9seeHIu9MXuxttfaMgu7udm4wc3GTfG7h40H7r++D32d98N9DHQMEDMxBk4WTornx8sy5PAQRL+OxsnhJ+Hj6FP5hpAyFcoKkZCVAHN9c9Q2qK3SbXey74S4aXEq3SYh2uQ7z+8w2nU0hBIh26Gwav7F+UjJTUFfp77w0Pcoc90FnRfgbPxZtLRqWeI1kVSENGEabE1sweeWfkpcVJfD1doV9U3rK50XFNHX0VfMgKFKHA4HQ1yGgMvhVrhyN5tiXsfgVfYr9HPup1Q07beY37D19la8y3+HTvadyr29w18cRlJOEkx1TdURLiGfRB1mUqX0+HpoZ9eO7TBKVd+0Pv4c8Sfupd4rs8gGwzDIEmXBTN/so+v8NvA3XEm8UqMqmRb9f7wWvq7Q+37w+gGB3oEAgOOPj4PP5cPH0adc010xDIOX2S8hkUnQsBZVKq4KQ48MxZ9P/8SOfjsw0WMi2+EQUmPI5DIwYGCiawITXRO2w2HVsKbDkCfJg7HA+JPrLuyy8KNT/dxOvo1O+zrBydwJT6c9LfH6ush1mHVuFs77nUd3h+6K55mrUvDQ4Cr/zIpKzkmGpaGlosDp+qj12H9/P6a0mYLNfTYrbjgMaDwA7wreKV10KE8lcgFPQHUtCKtoSLYG0RXwMX+KL3QFdJ1DHfhcPnydffFz558/us6t5Fuw32CPLkFdytxWfdP68GvlpzFTQagit+Z1nIeM2Rn4pcfHnzFKyEzAo/RHEElFimVFB1KGYfDjhR8x8I+BOPzwcLk+k8PhIHlmMhKmJ1C14irSyKwRDHQMkCPOKdf65cmtZxnPMDp0NHLFuaoKk2i5mnY87L6/O3SW6ODss7Nsh1ItbPDZgF0DdqFx7caV2s7b/LcQ8ARKF8mL59b55+cB4KOPV4mlYnjv9ca6yHVKxzVVe5n9EltubVH8npCZAImsejwH+zL7Jbz3euOro18pnrN2MndCK6tWsNC3UBqd16tRLwQPDVYU/MwSZaHPwT6sxM2Gmrbf0iZUJRtUBa6qnX12Fs8ynqGPUx+Nu2L4Ju8NrNZYQZeni7Qf0mCqR8ODKuK7v7/D5lubEegViFU9Vym9JpKKMP/CfJx8chLnR51HUEwQUnJTsLP/TpaiJaUpKCyAHl9PZdVK5YwcHr96IPp1NPxb+WPfoH0q2S4h2sTngA/Oxr/vLO/03YkJ7hNYjkgz3Em5g73Re9HWti1GthwJDjjgcZWn9JEzcgglwlLv2ifnJONc/DmMaDFC8YhQoawQ0a+j0da2LYIfBOPr41/DzsQOCdMTPjqsuzLkjByjTozCwQcHcWDwARz/9ziOPz6Ok8NPYkDjASr/vIoKjw+Hb7Av7E3tcW3MtXI/cpclykLguUDsid6D/Pn5H30E61X2K2y7vQ0udVwwqtUoVYZOPoH6R/+hO8waJC9fjP7jNiAvX7MqJX5o+bXlmPr3VEX16ergfxf/h+23tyNblF3mepaGlogIiEDGnIyPdpY339yM4AfB1er55U+pqtxiGAbGAmM4mSsXdVoXuQ4tt7dEfdP6iJsWBxNdEyy8shC/3vv1k98JqVr6OvoV6ix/Kre4HC629dsGj7oeWNF9harCJFpOW46H5bVnwB4s7rIYAHDs8TGWo6k+PlXw8U7KHWy/sx0BJwNguNwQkUmRJdbhcrhKneXiuWVrYouA1gGKzpxQIkSd1XXgudsTr4Wv4evsi52+O7GoyyK1dJYBIOxpGC4kXEBji8boZN8J9U3qg8vh4kHaA7V8XkX1bNQTZ745g4v+FytUn8ZU1xRHHh2BrYkt3uS9+eh6D948wMrrK7Eucp0qwmVVTdtvaRMaE6BBZHI5zl9/BJlcznYoldLZvjNqG9SGlVH1qPJ549UNLI1YCgBoX689XK1dy1y/aOqJ0kjlUsy7OA9CiRAxE2NQy7qWSmNVF1XkVp4kDxuiNuC18DU29dlUaqdqc9/N2NRnE2SMrMR74zLicDf1LjgcDsz1zTHdc/oni6j8eP5H5BfmY5LHJLjUcfns2In6lCe32tm1w61xt2iOTVJu2nI8LC9bE1sMbDIQXA5XLcWlNM2Jxycw+uRoeNp64pzfuY+u52bjhvkd52NZxDJIZBI8fPOwzGM4UHZuGQmM4GThhBdZL/D03VN0su+k9rv9fZ36ImRYCNxt3KGvo49A70DM6TAH1kbWav3csmQUZACAoop414ZdK7wNDoeDt4FvFc89f0xd47qY2mYqq+1VlZq239Im1GEmVW5x18Vsh6CknV07bOi9AanC1E92lj8lT5KHca3HIfp1NFpYtVBRhJqBx+Xhp0s/AQAWdV2kNB1HcRwOB3yO8q5nePPh8LTzVKqevcFnwyc/c3/sfqTkpuCr5l9VInJSUbPDZ+PBmwf41ffXMgvkVQR1lgkpW0urlqVWeq6JjARGyBHnICU3pcz12tq2RVvbtvimxTfQ4+vBvpa90uvfnv4WAp4AgV6BsDWxLddn/zniT1gaWn6yUJWq8Ll8pU5+8Wma2JAtykav33uhUF6IcL/wSs168qnOMgC4Wrtic9/Nn/0ZhKgCdZhJjcflcMs1t3JxW25twdn4s1jTc41S0RFTPVOs91mv6hA1gh5fD1PbTIWZvlmFp79wsnCq8Ny7DMNgebfluJ92Hy0sa9bFCbadjjuNR+mP8Pjt40p3mP94+AfsTe3hUdejXCdPhNRET94+Qei/oahjWAdjWo9hOxzWta/XHo+nPIatcfk6uaWNQJIzcuyN3guxTIwZ7WaU+7OtjayRX5iP0aGj4dfSr8TUSVVJKpeqbSj4x6TlpSE5NxlSuRTv8t9Vy2lCCVE16jBrED2BDrYt9oOegE4qVSE2LRbN6jQrUQCkPA7/cxjXXl5DS8uWWNZ9GQAgNTcVNsY2qg6zSqgqt8q6Cnw58TKWRSxD94bdMbfD3HJtL7MgE3EZcWhr27bEaxwOB/6u/p8dK/l8s71mQyKToGmdpp9ct6zcyhHnYMSxEQCA7LnZ1GEm5VbTjoc3Xt3A3Atz0cqqFXWY8f4Oc5PaTT65XnxGPGxNbEstKCWTy7C211okZiU8g4YiAAAgAElEQVQqdbzLk1sh/4Qg5FEIbqfcRj/nfp/XiEoQS8WYGDYRYU/D8GTqE1gYWFTZZztbOOPK6CsoKCyo9KNQN5NuYuPNjbAzsStRCLRIligLprqmWjEKqabtt7QJFf3SIAIBHwHDOkKg4eXow+PDYb/BHj4HfFiNY/DhwegS1KXMYhMfs9N3JwJcAxRzO+6+txsOmxwQ+m+oiqOsGlWRWzGvY3D++XncSblTrvWTc5Jhvsoc3nu9FVNVkOrB39Uf493Hw87E7pPrlpVbOeIcdG3QFa2tW9f4eWVJxWjL8bC82tdrDwAl6j+Qj5PIJHDa7AT9Zfp4k/cG++/vx/dnvsdr4WsA74cDT2k7Bat7rVa6WFee3LIwsECzOs0wwW0CK3eXdfm6uJ92H+8K3uHUk1Nq/zypXIr4jHjF784Wzmhl3arS280UZSL4YTD+fvb3R9dptq0ZDJcbIjYtttKfx7aatt/SJtRh1iDCPBHcfBdAmKe+uf6qAp/Lx8vsl3iR/YK1GLJF2Xie+RzXXl77rOFMTes0xd6BexUH2cfpjyGSinD00VFVh1olVJlbBYUFpVYI93X2xd4BezHebXy5tlPXuC5qG9RGPZN6SM5NLvH6nZQ7iM+Ih5yh4hnVWVm5ZWdih4v+F3Fv4j0WIiOaTFuOh+XVpHYTPJ36FDfG3GA7lGrj2KNjWHR5EZ68fVLq62nCNOjr6EOPr4c6BnXwy/VfsOHmBkSnRpe53fLkVsf6HbGi+wrM6TCnUm2ojNU9V+NawLUqGWl1Lv4c2u9pj7spd1W6XVdrV6zqsQrLuy0v9fVCWSHShGkokBbAyrB6FIqtjJq239ImdIlDg8gZBo/jUyHX8Kmz3eu6I2psFKsVD031TPF61mv8+/bfjxanqoiVPVaihVULjZ0jUFW5tfTqUvzv0v8w2WMytvXbpvSao7kjHM0dy70tDoeDxOmJMBQYlvr6mJNj8ODNA5wafgr9G/evVNykYmRyGRKzEpGUk4TODTqXua627LdI9VIT86qidR603ZbbW3A58TKcLJyUaokUqWdaD8IfhcgSZYHD4eCbFt8gPS9dUdwrKScJUrkUdiZ2ShfOy5NbpnqmrB93ejj0KHV5oaxQ5Y+3RKdGIz0/Heui1uHgkIMq2661kTUCvQM/+roOTwf58/ORlJOkFc9K18T9lragDjOpcia6JvC082Q7DFgZWalsaisdng5Gu45WybY0WW2D2gDwWcPcS/OxzrKckcNQYAhdnm6lK5uTinstfA3HzY7gcXgomF9Azx4TQqpcP6d+cDJ3gr2p/UfX4XA4MNM3AwDM6zhP6bXlEcux/c52zO84H0u7LVVrrFXJ56APjARGWN1zNZwtnFWyTX9XfzSu3ZiVGx0CngAOZg5V/rmEFEdDsgmrErMS8Tb/LdthEBUZ2XIkMudkImRYiNJyiUzyvjjJ2ydgVHBllcvhInJsJITzhOV6jpaoVl3jujDXN0eT2k3wruAdbibdxJoba5Arzq3QdvoH90fbXW0R+SpSTZESQrTVD14/4Nf+v8K7vvdnvb+fUz/o8/U1el7rjIIMLI9Yriie+DzzOS4mXMTpp6dhoGMAsVSMAcEDEJUUVanPsTOxwxdNv/jkHNafI7MgE7eSbyExK1Hl2yZEVajDrEEM9AQ4tWs6DPQEbIeiEpcSLsH9V3eMODYCMnnVFjL55dov2HxzM9KEaVX6udWVqnLLSGCEWnq1SlSzjM+IR//g/mizq02FtpctysaoE6PQdlfbUnOEz+VrReVMTcPhcPA28C0efvsQG6M2oufvPfEy+yVeZr8ssW5ZuXU7+TZup9yGgKcd+zRSdbTteEhUb2PURnx7+lvcePXfc99yRo6EzARI5VL0c+6HE1+dwIDGA5Tep0m5JWfkWHB5Af54+Af+ffsvHMwc8HjKY+z03Qk7EzusvLYSfz79E7PDZ7Md6kcFhgfCc7cn9t/fr7T86bunaLurLVZdL716tibSpNwiymhItgbh83no2aEZ22GoTB3DOhBJRcgWZSNLlFVl0yIwDINlEcuQK8lF14ZdVTYsW5OpO7eEEiFaWbWCqV7FpoYwEhjh2ONjyC/MR1xGXLmmESFVo+h77OHQA2si16BpnaZoZlkyh8rKrfOjziPuHX2vpOK07XhIPp9IKip12qiTT07iUuIltLdrD696XmAYBrzF76eR/Ofbf9C0TlP0duxd4n2alFu1DWrjxw4/okGtBoqpsZrUbqLYp45sORKP3z5GP6fPn/rqRdYLRLyMgJuNW7mmEqyoRmaNYGtsCx5HeYrPU09O4XbKbdTSq4XZ3tW3w18RmpRbRBmHUcX4SA2XIyyAVZvpSLu9ESZG+myH81E5wgI4dpmDZ5d/qdZxVsTNpJtoZd2q1IOduoikIiy9uhQP3zxEyLAQev4Sqs2tlddW4kXWCyzuuhh1DOtUOrbd93bDytAKXRp0gbGuMQDg62NfI1ucjSVdl8DNxq3Sn0E+H8MwSMlNURTS+ZA27rcI+yivSHRqNDrv6wwLAwskTE8o8fqRf44gNi0WI1uOVHQgO/7WEY/SH+FawLWPziGsqbnFMIxaRlztvrcb4/8cjx4OPRDuF67y7X8s7jRhGv58+idsjGxYmetaHTQttzSlf1QV6A6zhsnVslL0bBT/0uPraVWBD1VRVW5tvb0VSTlJGNN6jEo6zOPcxin9zjAMzjw7g0xRJpZ2pe+RbRwOB7YmtmAYBs8zn8NAxwA2xjZK62jbfotUD5RXNZu5vjlyJbkQy8Sldrq+bPYlvmz2pdKyTT6bcObZmU/WvtC03JLJZfDc7YluDbthXsd5qKVXS2XbNtU1RYf6HeBd7/OeFf+Uj3XyrYysShz/tYGm5RZ5jzrMpFqQyWU4+OAgHM0d4VXPi+1wSCVMcp8EsUysks5yaRgw+HPEn7ifdl8tw8PI5xl3ahz2xuzFsm7LSlSjLc21l9fwIusFPO08KzTdGCGEAO8LUf075V/YmtiW+85qa5vWaG3TWs2RVb2n757ieeZz3E29i0VdFpV4PaMgAxEvIjCg8YAK34Ue1mwYhjUbpqpQCdFIVPSLVAsrrq2Af6g/vj/7vUqqKJclKScJhbJCtX5GTTa/03ws7rpYqfJox986wueAz2dVwZTJZbiTcge/Rf8GhmHA5XDhXd8b37b5Frp8XdUFTiqlpVVLCHgCZBRklGv9vdF7MfLESAQ/CFZzZIQQbcTj8tC4dmMYCYxKvJYlykLcuziIpWIWIqt6OeIcAO/voOvrKA+dFUvFsFtnh0GHB+Hpu6dshPdJk8Mmw2uPlyK+TTc34fjj48iT5LEcGSHvUYdZgxjq6+LuqYUw1Ne+TsJ4t/GwM7HDUJehkDEyiKQixGfEV3pnKZPLkCPOwZZbW/DFkS/AMAx6/d4LhssNEfEiQkXRaz515lZ+YT6uvbyGs/FnSz2x+ZRCeSHa7W6HMafGIDk3WeXxEdUY6zYW2XOzsabXGqXlH8stl9ou6GTfCa2sW1VlmERLaPPxkFTe33F/w3mLM3r+3rPC79XE3PK080TGnAxM85xW4jVdvi686nmhaZ2meJP3pkLblTNytd/EAICo5ChEJkUi7l0cMgsyMff8XAw9MrTadvA/lybm1ufYunUrGjRoAD09PXh6euLWrVtlrh8SEoImTZpAT08PLVq0wF9//VVFkZYfDcnWIFwuB3Y2ZuBytW8aHSsjKzz/7rmiAFd4fDj6HuoLW2NbPPvu2WcXBbuTcgft9rRT/H7lxRWk5aWhUF4IBzMHlcSuDVSdW/mF+RBKhLA0tIQOVweX/S/jeeZzWOhXvBK6Hl8PHe07gs/lI1ecixOPT8BAxwDt7NrBVM9UJfGSyvvYxZCP5VagdyACvQOrIjSihbT5eEjK71z8OUS+ikS3ht3Q0b6jYnmuJBcGOgawr2Vf4W1qY26FfR32WedRf8X9hVEnRmGIyxDsHrBbDZG9t6DzAkjlUnjU9YCRwAg/dvgRRx8fhau1q9o+kw3amFsfOnz4MGbOnIkdO3bA09MTGzZsQO/evfHkyRNYWlqWWP/GjRsYMWIEVqxYAV9fXxw6dAiDBg3CvXv30Lx5cxZaUDq6w6xBcvNEsGozXWsLBhSvVl3boDYAoI9jHwglws/eZkLWf5UzN/fZjNbWrfE28C0SpiegrnHdzw9Wy6gytw49OATD5YYYeXwkgPffa+cGnRHQOuCzK3he8r+EcL9wuNRxQWB4IHwO+uB2yu1Kx0rUT9v3W4QdlFcEAI49OoaFVxbiQsIFpeUT3CdA+KMQu/rvqvA2tTG3PtZZzhXnYnLYZKTkppT6+v3X95EpyoRIqt7/i0FNBuGLpl/AysgKOjwd/K/z/3B7/G21VP1mkzbm1ofWrVuH8ePHIyAgAE2bNsWOHTtgYGCAvXv3lrr+xo0b4ePjg8DAQLi4uGDJkiVwc3PDli1bqjjystEd5mJyhf8lsA6fB309AQpEEhRKZYrlugI+dAU6yMsXQyaXK5brCXQgEPAhzBNBXmz4ioGeAHw+DznCAqXPMtTXBZfLKfFHY2yoB7mcQV6B8nM3Jkb6kP5/HEVxcjkcGBnqQSKRQiT575lcHpcLQwNdiCWFEEuk1b5N+SKJYllRm1rWdkX2rPz3C+VAXr74s9rUr+FAPJ4QhwJpARqZOUKPqwMOh4PaOtZKcVZFm6rz91SUUzKZvMT6FW2TpeH7K4hvhOmKbamqTXq6fLSxbQMueHAwclZsv6Z8T9W9TZFJN7D+9ho0qNUAO/pvR46wQJFbuUKRok05wgKlE6Hq3KYi2vQ9aUObJIXv35uXrxyLJrdJG78ndbepa8OukDMMmpq1UGyrqE2FhTJIJAwkKKhQm4r2WUXraNP3JNDhATw5ZBIOZHI5/P8cjdCnx/E4/TEujb6EvHyxUptmtP0e/Zz7QSSSKrVLHW3KL8yHPl8ffB4Phga6YGQc5BT895nVLfc+73t6/x0V5Vh1b5Pi+J2TC8j/a4+uri50dUsOK5dIJLh79y5+/PHH//5PuFz06NEDkZGRJdYHgMjISMycOVNpWe/evREaGlrq+myhDnMxjl3nKP49emgHbF86CjOX/oF9x64pls+f4oufpg7A8O+24/z1R4rl2xb7IWBYR3T6agUex6cqlp/aNR09OzSDY5c5Sgl799RC2NmYwarNdKUY0m5vRFJqJtwHLFQsMzbUw5s7mxBx+6lSnC6NbHAvbBEOnozEtz//rli/h3dT/Ll7Blb/+jeWbQ2r1m26FPUvBozfqFhe1KZDp6JU0qavp++sNm2q7t8TAMQlpqHz8JWVatPRHZMx3+wQ1my6CMvN0yBteRv9nPrhxOKllW5T6K/TEDw0GJYe36HZ9v+mlKpJ31N1bpPMKhmFXc/AUs8Gq3r9Aruvv0RhXH0A7/dbRW2qM2QACj2ug5dsD53bnap1m7Txe9KGNq2dPxwA0Gf0OjxJeK0VbdLG76kq2mSR1QIDhm8EcFalbdq0LxxLZg7Rmu9J2vApeO1uo7GlI+rfCcD5648gN+KD07EWvLlfgcPhoONXy/A4/jU44BRrkyssPb5Ta5smL9wHic9RMCY56J6yAOd3LtSI3Kvo97Rp3/t5rIvO4zWhTQBgV89OqcO8YMECLFy4EB96+/YtZDIZrKyslJZbWVnh33//LbE+ALx+/brU9V+/fl3q+mzhMFXxNH81VzQx97NLv8DY6P2wlep41ScjSwjb9jMVcWr6leHyXp3LKMhAHcPaMDTQxevsNyiUymGqa1rhNskZOboc9Mb9tPu4HRANZ/PGrLUJqF7fU65QBMeuc5AStR48nvKTGpVp06UXFzHoqC8sDa2QOisFYrH0s9okkUnQ73Bv/PP2IV5+/xJ8mXIV0JryPVX3NgklQux/sA+e9Tww49wMxKbFYlO3nZg94Q6eXfoF1nVMweVysDlyG6aHT8VXLiPwa9891bpN2vg9aUObJIVS1POahedXVsHQ4L87HZrcJm38nthoEwfA6L9Goo6+Jea1/1kxJ3FF7jA7dp2Dl9fXoo65cbVokyq+p7+ehWHEyS8xtvVYbOyxVencyEBXF389D8OP5+dhUccl8GnUt0rbFPf2OZrven9Odm1UJLwbttPI3PvU95SekYv63rMU5/HVvU1FfwvPLixV9I+Aj99hTklJga2tLW7cuIH27dsrls+ePRtXrlzBzZs3S7xHIBAgKCgII0aMUCzbtm0bFi1ahLS0tBLrs4U6zPivw5x2eyNMjPQ//QaWMAyD3DwRjA31tO65jtIk5STB41cPCCVCZM/NBo/Lw8prK/HjhfdDPX71/RXj3ceXuY1lV5fBSGCEb1p+AwMdAxguNwQA3Bp3C21s26i9DZpCXbkVnRqNDTc3wMrQCqt6rqrUthw2OiAhKwEXRl1At4bdVBQhUZfZ4bPxe+zvODX8FBqbNi+RW1FJURBJRejSoAt7QRKNVdOOh6RsQolQUXjwXf471F79vg5K/rz8EtMsfYq25hbDMIh4GQETXZNSi2nNCZ+DVTdWoWuDrjjndw6LLi9CobwQXRp0gY+jj9rjC/knBOb65uju0F3tn8UWTcutivaPJBIJDAwMcPToUQwaNEix3N/fH1lZWTh58mSJ99SvXx8zZ87EjBkzFMsWLFiA0NBQ3L9/XzUNUQEq+qVB5HIGSamZkMtrxjUOGyMb5IhzkF+YjxfZLwAA8Rnxitfvpt4t8/1yRo7FVxdjxtkZyBW/r5gZOTYSvw/+nTrLH1B1bu24swOTwyaDz+UjaFBQpTvLABA0KAhmemaY8OcE3Hh1QwVREnVa2WMloidGw96kAWb+HYge+3sqTU/Szq4ddZbJZ6tpx0NSuixRFoxXGMN4hbFizmUBT4CdvjuxpOuSCneWAe3NLQ6Hg072nT5aeTrQOxCLuizC8a+Og8fh4Wz8Wfxy/Rf8+eTPKolvWLNhWt1ZBrQ3t4oIBAK4u7vjwoX/ivDJ5XJcuHBB6Y5zce3bt1daHwDCw8M/uj5b6BlmDZJXIIb7gIXV/k64qvC4PNwcdxMOZg4wFLy/M7xrwC4MazYMce/i0LNR2fMriqVifNf2OyRmJ8LOxA7A+5P0dnbtynxfTaTq3Dr8z2FcTryMjvYd0cKqhQoiBLzqeb2fnzsz/rOmpyJVi8vhwtrIGonpydgTuwPgy3Au/hw61O+g+Hsm5HPVtOMhKZ2prikksvfDR1OFqWhQqwGMdY0xwX3CZ2+zpuZWbYPa+Lnzz4rf1/Rag7h3cfB39WcxKu1SE3Jr5syZ8Pf3h4eHB9q2bYsNGzYgLy8PAQEBAIBRo0bB1tYWK1asAABMnz4dnTt3xtq1a9GvXz/88ccfuHPnDn799Vc2m1ECdZhJtVZaZ6tXo17o1ajXJ9+rr6OP1b1WqyMs8gnftPgGJromiunBVIHH5SFhegJiXsfA0dxRZdsl6mWubw7+/bbYv3gGrr28hlGho7C+93p83eJrtkMjhGg4DoeDx1Mew9LQ8qNzwZPP08m+EzrZd2I7DKJhvvrqK6Snp+Pnn3/G69ev4erqijNnzigKe718+RJc7n8DnL28vHDo0CH89NNPmDdvHpycnBAaGlqt5mAGqMNMCFGDcW7jsOPODvgc8MHxr45jUJNBn35TOVgZWaG3Y2+VbItUHX5cc/Rt5IvVN1fiTd4bCHgCtkMihGgJBzMHpd/j3sUBAOqb1ocuv2RhIkKIek2dOhVTp04t9bXLly+XWDZs2DAMGzZMzVFVDnWYNYyxYemTz2urbFE2tt7eiviMeDQ0a4iEzARMcJ8AUz1TPEh7gHZ27VDPtF6p7y16bpnH5VVx1JpJlblVUFgALocLDoeD9nbV6zkUUvWKCpzcHHcTxx4fwxCXIWyHRLRATTsekvKZc34OTvx7Apt8NmGa57TP2gblFlEXyi3NRFWyoTlVsmui/MJ8GK8whpyRo45BHaTnp+PYl8ew9fZWXEy4iH0D98Hf1R+54lx47PJAp/qdsKXvFujydTHu1DgE3Q/C6p6rMaPdjE9/GFG59Lx01DGsw3YYhBBCtFRUUhTOPDuD5pbN8UXTLzAsZBj+ivsLwUODMaDxALbDI0RjUf/oP3SHWYNIpTJcivoXXds1AZ9fM+6aGugYYIbnDFgbWcPKyAr/vv0X3vW8cSv5FvIL82GgYwAAuPriKp6+ewqpXKoYgvUq5xWkcinM9c3ZbIJGUFduUWeZ1MT9FlE/yitS5PrL61h0ZRG+bvE1vmj6BUKGhYBhGDD4vPtBlFtEXSi3NBfdYYbmXEHRlDjZIJQIcSXxCvIK8/Blsy8BvJ9WKiU3BcYCY5jqmbIcYfVGuUXUhXKLqAPlFSly9cVVHIw9CO/63hjValSlt0e5RdRF03JL0+JVJ5qHmWgFI4ER+jn3g4W+BWaenYnU3FRwOVzYmdhRZ5kQQgjRUp3sO2Fn/50q6SwTQkhpqMNMNELwg2DsubcHMrmszPV+vPAj1ketx9/P/q6iyAghhBBSHVx/eR2+h3yx8tpKtkMhhGgReoZZg3A5HLg0sgGXw2E7lCqVUZCBr4+/n7O1pVVLtLFtAwDoH9wfd1LuYGnXpSiQFsDH0QcjW45EC8sWkDNyzDw7E62tW8OvlR+b4WuEmppbRP0ot4g6UF6RD+WIcxDzOgan406DU4m8oNwi6kK5pbnoGWbQGH1NMOPMDGQUZOC3gb8ppoly/9Ud91LvKapnf9/ue6zrvQ4AEBQThNEnR6OHQw+E+4WzGTohhBBC1Mh+gz1eZr/E8S+PIz0/HTZGNujfuD/bYRGi0ah/9B8akq1BJBIpfguJgEQiZTuUKrfBZwP2D96vNKfyht4bcGvcLczvOB/dG3aHj6OP4jWXOi6Y1X4WhroMZSNcjVOTc4uoF+UWUQfKK1Kcia4JAMBY1xgT3CdUqrNMuUXUhXJLc9EdZmjOFRRNibM6SM5Jxmvha7jXdWc7FI1AuUXUhXKLqAPlFSkuOScZtfRqwVBgWOltUW4RddG03NK0eNWJ7jATrXPi8QnYrbfDxLCJbIdCCCGEEDWzNbGFocAQES8i8Czj2ScLhBJCSEVQ0S+iscRSMTZEbYCckWNuh7mKIh/t67UHl8MFn8uHWCqGLl+X5UgJIYQQok4SmQSd93UGAwaps1JhbWTNdkiEEC1BHWYNwuNy0cO7KXhcGhgA4H1H+cJcAEC3ht3gaecJALA2ssa72e9QS68Wm+FpFMotoi6UW0QdKK9IcY/SH2HTzU1gwMBc3xyWhpafvS3KLaIulFuai55hBo3R12QLLi1AYnYi9gzYAz6Xrv8QQgghNc2pJ6cw8I+B8KjrgVvjblVqWilCyHvUP/oPXeLQIGJJIZZuOQWxpJDtUKqNRV0XIWhQEHWWK4lyi6gL5RZRB8orUpxLbRdMdJ+IkS1GVrqzTLlF1IVyS3NRh1mDiCVSLNsaBjGVoycqRrlF1IVyi6gD5RUpzsnCCTt8d2B6u+mV3hblFlEXyi3NRR1mQgghhBCi0RZeXgjfQ774O+5vtkMhhGgZ6jATQgghhBCNFvEyAqfjTuNVziu2QyGEaBnqMGsQHT4Po4d2gA6fx3YoRMtQbhF1odwi6kB5RT5UNDOGVz2vSm2HcouoC+WW5qIq2aAqcIQQQgghmqxQVoi3+W9hY2zDdiiEaAXqH/2H7jBrkAKRBJN/2o8CkYTtUIiWodwi6kK5RdSB8op8SIeno5LOMuUWURfKLc1FHWYNUiiVYd+xayiUytgOhWgZyi2iLpRbRB0or4i6UG4RdaHc0lzUYSaEEEIIIYQQQkrBZzuA6qDoMe5coYjlSMpWFF91j5NoHsotoi6UW0QdKK+IulBuEXXRtNwqipPKXVHRLwBA8utMOHadw3YYhBBCCCGEEFJtPLv0C2ytzdgOg1XUYQYgl8uR+iYbRoa64HA4bIfzUbk5ubCrZ4ekV0kwNjFmOxyiRSi3iLpQbhF1oLwi6kK5RdRF03KLYRgI88SwsTQFl1uzn+KlIdkAuFyuZlw5kRcC8kIYG+nV+PLuRMUot4i6UG4RdaC8IupCuUXURQNzy9TYgO0QqoWafbmAEEIIIYQQQgj5COowE0IIIYQQQgghpeAtXLhwIdtBkPLj8Xjo0qUL+HwaTU9Ui3KLqAvlFlEHyiuiLpRbRF0otzQTFf0ihBBCCCGEEEJKQUOyCSGEEEIIIYSQUlCHmRBCCCGEEEIIKQV1mAkhhBBCCCGEkFJQh5kQQgghhBBCCCkFdZgJIYQQQgghhJBSUIeZEEIIIaQYmkCEEEJIEeowEwB0ckDUTywWIy8vj+0wiBYSiUQQiUQQCoVsh0K0gFwuB4fDwevXrxETE8N2OEQLFRYWQiaTsR0G0TKJiYl48OABUlJSIJfL2Q5Hq1CHuYZLSkqCRCIBh8OhTjNRm6NHjyIgIABt27bFggUL8OrVK7ZDIlri0aNHGDVqFDw9PTFixAjs2rWL7ZCIBpPL5eByuYiNjUWnTp1w/vx5pKSksB0W0SInTpzAlClT0K1bN+zfvx/Z2dlsh0S0QFBQEAYOHIhu3bph8ODBOHLkCNshaRXqMNdgBw8eRN++fXHs2DHqNBO1+e233zB27Fg4ODigf//+WL16Nf7++2+2wyJa4NGjR+jQoQOsra3x9ddfw9raGrt27UJUVBTboRENxeVy8ezZM3Tv3h39+vXDtGnTULduXaV16M4N+Vy//fYb/P39YWRkBFNTU0yfPh1PnjxhOyyi4Q4fPowpU6bg+++/R1hYGMzMzHDo0CG2w9IqfLYDIOw4d+4c5syZA4ZhsHHjRujo6GDAgAEQCARgGAYcDoftEIkW+PvvvzF37lzs3bsXQ4cOBQBkZGRAKBQiJycHJiYmLEdINNXbt28xadIkBAQEYO3atQCA58+fo0+fPoiJiUG7du1YjpBomqK7y0FBQejevTBLCLcAACAASURBVDvWr18PuVyOPXv2ICMjAwKBANOnTweXS/caSMVFR0djyZIlOHDgAAYMGAAA6NixIxITE9G6dWvo6OiwHCHRNAzDICsrC7t27cKyZcswevRoAMDMmTMREhKCu3fvwtTUFA0aNACfT12+yqC9fg1UUFCAiIgI9O3bFzdu3IC5uTmWL1+OU6dO0Z1mojIFBQWIjo7GDz/8AF9fX8XyR48e4dixY2jSpAlGjRpFw4bIZ3n16hVq166NgQMHAnh/4uDg4ABvb2/Ex8cDAD0jSCqkqCP86tUruLi4AAC8vLywb98+BAcHY8WKFXB3d0d6ejoAqv1BKiYzMxP6+vpo2rSpYplYLMbhw4fh6uqKuXPn4u7duyxGSDQNh8OBgYEBcnJykJubq1i+evVqnDlzBj179sTw4cMREBAAiUTCYqSajy431EB6enoYMmQIhEIh7O3tcfLkSQwYMADLly8HAMWdZkIqQ19fHyNGjIBcLoeuri4AwMfHB8nJyVixYgUkEglCQkKwb98+dOnSBZaWlixHTDRJ7dq14efnh06dOgGAYmSMTCZDVlYWAIDH47EZItFQEokEjx8/RnBwMMzMzPDHH3+Ay+UiIyMD/fv3x1dffYWLFy/SSCxSIbm5uUhJSUFERAQKCgrwv//9D+np6Zg0aRKaNGmCa9euITMzE2vXroWRkRHb4RINwDAMZDIZrK2tcfbsWSQnJyMuLg4JCQk4efIkzM3Ncf78eWzfvh2nT5/G4MGD2Q5ZY9Ed5hqIw+GgRYsW6NixIxiGgY6ODk6ePAkrKyvFnWapVIqcnBzs2LGD7XCJBip6xq9hw4Zo1KgRACArKwvu7u64ePEihg8fjlGjRmH8+PE4c+YMFdUh5VL82dF69eophjUWDaUF3l+oKb7eokWLsHHjxqoNlGiEjz2L7O/vjxcvXmDLli1wcnKCqakpjIyMYG9vj82bN+PZs2eIjY2t4miJphs4cCCGDBmCJUuW4IcffkBUVBQuXLiAMWPGYNmyZYpCTRkZGWyHSjRE0R3mrVu3onXr1qhbty7S09OxZcsWuLm5oUGDBhg8eDDS0tKQmJjIdrgaje4w1xCxsbFISUmBiYkJnJycUKdOHcUdGalUCoFAgNDQUAwePBgrV65EdnY29uzZA5lMhgkTJtAzW6RckpKSYGlpWeqz8LVq1cLSpUsVdwF5PB6MjY3h5eWFOnXqsBg10QRxcXHYunUr3rx5A0NDQ2zfvh18Pl+RS0VMTU0Vd5jnzZuHtWvXIjIykq2wSTVVdJElLS0NL168AI/Hg5OTE0xMTNC8eXPY29sjJCQENjY2AKDYl+nr68PQ0BCGhoZshk80QPELeVKpFHw+H3v27EFaWhqio6OxePFi1KlTR/Gaq6srGjVqREP9SZkuXLiA2NhYxMfHY9SoUWjSpAnq1auHjRs3gmEYnD59Wunci8vlwt7ens6zKol6QTXA7t274ePjg8mTJ+Obb75Bhw4dEBERofiD4vP5kEql0NXVxalTp2BmZobx48cjLy8P165dA5fLpR04+aSKVF3n8XiQSCRYv349rK2tS1ShJaS4hw8fwsvLC+/evQOHw8GNGzfQoUMHACWHXQuFQujo6OCXX37BunXrEBkZCTc3NzbCJtVU8amjvL29MXz4cAwcOBBubm64ePEibG1tsWTJEvTs2RNhYWGYM2cOgPdDas+ePQtjY2OYmpqy3ApSnQUHB2PhwoUQiUQAoLi4BwBWVlYQiURITU0Fl8sFn89HYWEhVq1aBSsrK9SvX5/N0Ek1tnfvXowYMQKXLl3CmTNnMGTIEFy/fh3A+5odIpEIYrEYwcHBiI2NxePHj+Hv7w+xWIwRI0awHL2GY4hWi4qKYmrVqsX88ccfTFpaGnP16lXGz8+P0dHRYQ4ePKi0rkwmY/Lz8xlvb2+mXbt2TGFhIcMwjOInIR9z9uxZxtbWlqlbty7j6enJhISEMGKxmGEYhpHL5Urr5ubmMpGRkYyvry/TvHlzRX7JZLIqj5tUf8nJyUyrVq2Y2bNnMwzzPk9u377NODs7M+fPny+x/tSpUxkOh8MYGxszt2/frupwiYZ4/fo14+DgwMydO5eJi4tjIiIiGD8/P0ZXV5fZvn07wzAM8+zZM2bq1KmMhYUFY2VlxbRp04axtLRk7t27x3L0pDoLDQ1lOBwOw+FwmNmzZzMSiaTEOhKJhHF3d2dsbW2ZQYMGMd7e3kzr1q0V69LxkHzo9OnTjKWlJXPs2DHFskGDBjFeXl4Mw/x3rnXr1i3GwsKCqV27NuPi4sJ07dpVkVdSqbTqA9cSNCRby7179w4ODg7o27cvjI2NYWlpCU9PT1hbW2P06NGwsLBA7969IZfLweFwsGDBAjx58gQpKSmKO89Uip6UpXjV9fnz52Py5MklCsgxxYZnP336FAsWLICuri7u3btX6rBaQorcuHEDhoaG+PbbbwG8H17WtGlTyGSyUp99d3R0RP369REWFobmzZtXdbhEQ7x79w46OjoYOXIkHB0d4ejoiA4dOsDOzg5Tp06FoaEh/Pz8sGjRIsycORNhYWGws7ODq6srGjZsyHb4pJpKSkrC/v37MWfOHDRv3hwBAQGQSqVYuXKlYtoo5v9rx5w9exaLFi2CSCRC69atMW/ePDrvIqXKzc1FWFgYxo4di/79+6OwsBA6OjqYMGECAgMDIZFIIBAIIJfL0aZNG9y/fx/R0dEwNTWFt7c3uFwu5VUl0f+clsvPz0dMTAzEYjGMjY0hl8shEAiwcuVK5OTk4JtvvsGdO3fQoEEDAO+f+VuxYgV4PB79cZFy0dPTw9ChQ5Gbm1uuqutubm5Yu3YtmjZtSjtx8klt27aFv78/7O3tAQCFhYUwMDBA7dq1IRaLS6zfp08fDBs2jIb5kzJlZWUhISEBenp6AKA44Vy+fDlEIhEmT54MLy8vNGrUCObm5pg2bRrLERNNoKOjg06dOsHDwwPe3t7Q19fH8OHDAUDRaS66eGxhYYFNmzYpvV8mk9HxkJRgbGwMW1tbNG7cWGm+bjMzM6SkpCAjIwOWlpbgcrmQy+WwtbWFra2tYj25XE55VUkchqGHU7VZVlYW+vbtiyZNmmDt2rUwMzNTPL/1/PlzfPXVVxg7diwmTZqkVKCi+L8J+ZSiO8hFPyUSCQYOHIi0tDTMmzcPgwYNQn5+Pg4cOKC4UwhQnpGKKZ4vXbt2Rf/+/TFz5kwAwM6dO+Hj46PoWBPyKZ06dYKenh5OnDgBQ0NDxV0bsViMXr16oXnz5ti8eTM4HA5NIUXKLTs7W+kZ9+PHj2P48OGYNm2aotOck5ODFy9eoEWLFixGSjQB80EB1eLL7t+/j379+iE2Nhbm5uYAgCNHjqBnz54wMzNjI1ytRWeqWq5WrVoYNmwY/vnnH2zcuBE5OTmKE04HBwdwOBwkJCQAgFLHhToxpCKKduYfVl23trbGypUrERQUBB8fHwQFBSlN5UJ5RiqCy+UqCucUFhYqhvEvWLAAkydPRkFBAZvhEQ1RdJ/gu+++Q05ODmbPno2CggLo6OhAJpNBV1cXNjY2SE9PB5fLpc4yqZAPC8INGTIEwcHB2Lx5M+bNm4dXr15hwIAB2LdvHzsBEo1SWme5iEAggIGBAUxMTAAA3bp1w/bt26kooRrQ2aoWKzqxnD59Ojp16oSTJ09i4cKFEAqFAACRSASBQABLS0s2wyRapqjiJ1VdJ6oglUqVfi+64CKVSmFubo4NGzZg9erVuHPnDpo0acJGiETDFJ2A+vr6YsCAAYiMjMS3334LkUikuAijr68PExMTSKVS2l+RcvlYnjAMg6FDh+LIkSPYsmULWrRogaSkJKxcubKKIyTaoPiIl4KCAgiFQrx58wa+vr5ISUnBuXPn6DxLDWhIthY4dOgQvvzyyxLPJxQN2UhOToatrS2WLVuGU6dOISkpCV26dMHTp09RUFCAmJgYeraBfLaiPLt37x54PB5atWoF4H3HRiwWo2fPnpDJZIiIiKCCJqRMHw49K3quNCEhAUFBQfj5558VoxJ8fX0RGRkJkUiEK1euwMPDg62wiYYpKjJYtC/aunUr9u3bh/T0dPj6+iItLQ1nzpxBZGQkFY4jH1XaI0VFy9LT02FmZqZ0rMvOzoa7uztsbGxw6dIlOh6ScinqpnE4HFy9ehUZGRkYNGgQACA2NhZ9+vSBpaUlhEIhHj16BB0dHcorNaA7zBouIiICI0eOxMKFC5XuxBRVvT5x4gQ8PT3x77//Yv78+dixYwfGjx8Pc3Nz9O3bV9FZLrobTUh5FO3Aizo4x48fR8+ePZGVlaVYh8vlKqquX716lU4OyCdxOBxERUVh7dq1igKFiYmJ8Pb2xvPnz5VOTmUyGTIzM3Hr1i3qLJNyk0ql4PF4ePHiBerXr49z585h4sSJ2LdvHwYPHoy0tDSYmpoiKiqKOsukTEX7o++//15xt5jL5eLIkSPo06cP3rx5o1i3oKAAfn5+EIvF1FkmH1XaPczi5/O9evVSOg7K5XKkpqbC2NiYOsvqVnUzWBF1OXToECMQCJh58+YpzbF29OhRxsjIiNmxY0eZ76d5lsmnlDUn5IkTJxgOh6OYu7S4zMxMRU5SnpFPkUqlzJgxY5iOHTsyDMMwOTk5jLu7OzNu3DjFHJNFP+/evcskJCSwFSqp5sraZyUkJDB169ZlJk2aVOq8pB/OHU9IccXzIzw8nGnYsCFz+fJlhmEYJiQkhDE0NGQ2bdqk9J7MzExm//79iuMgHQ/Jh4rvs/Lz85m8vDzF7xcuXGA4HA6zc+fOEu9bvHgx5VUVoCHZWuLgwYPw9/fHnDlzsGDBAvD5fIwYMQJdunTB5MmTFesxpVTbI6QsxXNmx44dePLkCYRCIUaPHo02bdogPDwcqampGDdu3Ee3QdWwSXk9e/YMbm5u2LBhA/z9/REeHo7evXvTfouUi1gshq6uruL3mJgYxMfHw8jICE2bNkW9evUwa9YsiMViRQVsgPZRpOJCQ0MV83MvXLgQ7969w/Tp0+Hl5aU0G8SHih4JIKQ0S5cuRXh4OORyOfz9/TFu3DgkJibi3r17GDJkiGK9D/OI7iyrF2/hwoUL2Q6CVFzxToxMJkOrVq3g4OCgmMC8Z8+eGDJkCNq2bav0PjrpJBVR/CRy9uzZWL16NYyNjZGcnIxly5aBx+Ohf//+6NSpU5nbobwjpfnwAp5cLoeFhQXevXuHyMhI9O/fH82aNaP8IeWyfPlynD59Gh4eHtDX10doaCh8fHzw4MEDbN68Gbdu3QKfz0dgYCD69u0LQLnCPyHlFR8fj7lz5+LSpUto2rQpevfuDQMDA3h5eaFr165lvpcuzJDiioZcA8DatWuxfv16fPHFF9DR0cGSJUsgFosxdOhQuLi4KL3vwzyivFIv6jBrqKI/rp07dyIpKQmNGjVC69at4eDgoJgio2vXrvQHRCqlKM9SU1Px119/YePGjZg1axYCAgJgbGyMVatWwczMDO3bt1fa6RNSHhwOB1euXMHly5fRokULxdVykUiETZs2oWPHjmjQoAHlFimX2NhY/Pzzz4ppoWbOnIl58+Zh06ZNGDZsGF6+fIkjR45ALpejTZs2lFOk3Iou7hX9NDc3R926dZGQkICIiAg0b94cjRo1gpGREY3kIxVSlCuxsbFITU1FQEAAxo8fj/79+6NRo0aYO3cuCgoK0L17d5Yjrdmow6zhJk2ahLCwMDRp0gT29vZKnWapVIrOnTtTp5lUyu+//w4fHx/k5OTA398f5ubm4HA4aNeuHRiGweLFi+Hn54datWqxHSrRMEKhEL/++ivmzp2L+/fv48WLF+jQoQMaN26Mly9f4sCBA/jyyy+hp6fHdqhEA7Rt2xb29vaYNWsWdHV1wTAMAgMDUatWLVhZWcHFxQWJiYm4ceMG+vXrBwMDA7ZDJhqg+EgroVAIuVwOHR0dODo6ol69eoiLi8P169dRv359NGjQQKljTUh53LhxA23btkVERASGDBkCZ2dncDgctGrVCg0bNsTcuXMhFovRrVs3tkOtsagnpUGK5h8t7s6dO3BwcMDMmTNx/vx5SCQSjBw5EkFBQVizZg1mzJhR6vsIKa+6devC29sbL168QGFhITgcDgoKCgAA48aNg4mJCe7du8dylEQTGRkZYc2aNXj06BHs7Oywf/9+ODs7Y/fu3WjcuDEsLS0RExPDdphEAxSVYxk9ejR2796NdevW4dSpU3j16pViHQcHB4wbNw4XL17Eo0eP2AqVaJiizvLSpUvRvXt3dO/eHV9//TXS09PRrVs3BAYGgs/nY/ny5bh69SoAGuJPyvbheXnr1q2xZs0aFBYWljjmjRw5Er/99huWL1+OnTt3VmWYpBi6w6xBinbAaWlpMDQ0VPzu5+eH0NBQHDlyBM7Ozoo7zVZWVjh37hwCAgJo503KpbShrw0aNICTkxNu3bqFvXv3ws/PDyYmJgCAjIwM7N27F/3794ezszMbIRMNUnTXJTY2FlevXkViYiJ4PB6cnZ3RtWtX+Pn5ISEhAdevX8fJkydx584d6OnpoV+/fmyHTqq54vut1q1bw9nZGUePHoWOjg7c3d1hZGQEABAIBAgLC0OvXr3g4ODAVrhEAxQ/Hm7ZsgVLly7FxIkT0bBhQ5w/fx47d+6Et7c3OnToAHNzc9y7dw9Hjx5F27ZtYWNjw3L0pDoryqvdu3dDR0cHtra2cHV1hZ6eHn766SdYWlqiTZs2ivVbtGiB9u3bY+jQoTRqlCVUJVsD5ObmwtjYGMD7KsUrV67EsWPH4O7urrSet7c33r59i3Xr1qF79+5KwxhpeBD5lOLDzkJDQ5GSkgIA6NGjB5ydnXH37l1MnDgR6enpWLx4MXR1dXHgwAEkJSXh7t27VPWTlMvRo0cxZcoUmJmZQSKRID09Hfv378fgwYMV6zx8+BA3btzA+vXr8ccff6BVq1YsRkyqs6JjW3x8PDIyMiCTyeDu7g4dHR3s3r0bEyZMwMSJE+Hn5wc7Ozvs2LEDO3bswP3791GvXj22wyca4MKFC7hy5QpcXV0VVYoLCwvRo0cPpKWl4eHDh+Dz+QgNDcW1a9ewatUq6tSQT5JIJGjUqBFMTExw9OhRuLi4QCKRYO3atZg/fz62bt2qNMtNEaqGzZKqnseKVMy5c+eY0aNHM//88w/DMAwjFAoZBwcHxsPDg7l79y4jl8sVcwLeuHGD4fP5TL169Zjr16+zGTbRYIGBgYyNjQ0zZMgQplWrVoybmxuzb98+hmEY5vr164yXlxfD4XAYPz8/ZsOGDYq5Akubz5SQ4qKjo5latWoxu3btYt69e8fExcUx33//PSMQCJhTp06VWF8kErEQJdEURce+Y8eOMS4uLoyjoyPj6enJtG7dmnn79i3DMAyzb98+hsPhMBwOh/nyyy+ZDh06MNHR0WyGTTRIREQEU79+fcbIyIgJCwtjGIZhxGIxwzAMk5WVxdjZ2TErVqwo8b6y5gEnNVNp87tnZWUxrq6uTMuWLRXn+WKxmFm+fDnD5/OZ1atXV3WY5CPoElg1Fx8fj6ioKGzZsgX379+HoaEhHjx4gJycHIwdOxbR0dGKO8cFBQWYOnUqBg4cCE9PT5YjJ5ooODgYwcHBOHnyJI4dO4Zp06bh4cOHiiHYXl5eWLVqFXr06IG7d+/im2++gYGBAQoKCugOM/mkxMREODk5Yfjw4TA3N4ejoyPWrVuHSZMmYcyYMUhOTlZaXyAQsBQpqY6YDwbEFVVZHzVqFGbMmIEHDx5g3rx5iImJwYEDBwAA/v7+OHz4MACgZcuWCAsLg6ura5XHTjRTgwYNMHr0aMUdZOD9fkkqlUJXVxcNGjRAfn5+iffRHWbyoeLn6sD7/ZmpqSkuX74MhmEwYsQIPHr0CAKBALNmzUJgYCBCQ0NL7PcIO+gvupqbNGkSAgMDERUVhW3btiE2NhYGBgaIjo5Gfn4+Jk6ciODgYDx+/BgbNmyAkZERNm/eDB6PB5lMxnb4REMUFaCIi4tD586d0aZNG4SEhGDmzJnYuHEjBg8eDKFQiISEBHh7e+Pnn39GrVq10LNnT7x58wb6+vost4BUN0+fPsWCBQuUlhUUFCAmJgYikQgAFPuogIAA6OvrIyEhQWl9eoyEFCl6nvTVq1cQCoWK5VFRURgzZgwmTJiA9PR0TJs2Dd9++y2mT58O4P3wxWHDhmHfvn0YMmQITE1N2WoCqeaSkpKQlZUF4L+LM3Z2dpgyZQq+//57nD17FnPnzgUA8Pl86OnpIScnh7V4iWYQi8WKf2/atAldunRBenq6opq6qakprl69isLCQowbNw7//PMPBAIBFi1ahIiICMV6hF1U9KsaKzpBaN26NXg8Hk6dOoXk5GTY29vDzs4O48aNw7Fjx3D48GHs27cPPB4PQUFBijt9dIWTlCUmJgZPnjyBjY0NdHR0AAB//fUXrKysoKenhy+++AKrVq3CpEmTwDAMDh06hJiYGMXULS4uLggNDcXJkycREBAAgDo45D8RERGYMmUK8vPz0bNnTwBArVq1cPXqVTx//hzu7u6K2gwymQwHDx5E7969qRATKaGovkJMTAxcXFzg4eEBFxcXAEBQUBAYhoGbmxvat2+PPn36YNu2beBwOAgJCUF4eDg8PT3h6uqKOnXqsNwSUl2FhoaiX79+uHTpEmrXrg0LCwvFtGOGhoZwdnYGwzDYtm0bLl68iOvXryMoKAgvX75ESEgInW+RUoWFhSkK8hobG8PAwACbNm3CzZs30atXLxgaGkIul0NfXx8WFhbYuHEjwsPD0b9/f1hYWNAUZdUIdZirMQ6Ho+g0u7m5gcvl4uTJk0qd5q+//hqdO3fGkCFDsHDhQvD5fEilUtp5kzIdPHgQM2fOBMMwsLe3V5xI5ufn49tvv8WePXtw4MAB+Pv7K5b/9NNPMDAwQK9evcDlcmFnZwcPDw+MGjUKZmZmtEMnSpo0aYJmzZph9uzZyM7ORq9evWBqaoo3b/6vvTsPi7Jq/wD+fWaGRWdEVglMQUEFXGDIcAlEXMIFewU1UsJMDdIss+yNSw3NJlPAEuV1z4UAVzD37TWiUEBZxAQ3DBSTEBgBWZ2B8/uD3zwvy6BY4IDdn3+yZ5jrOnNxeOZ8z3POfR4gLi4O169fh729PSoqKrBx40akpaUhICCAD9GEAA3DsouLCz799FMsWLCAf10ul+OXX37B119/jfHjx2Pr1q0A6p4sb9q0CRUVFXB1deUnBQlprLa2FsePH0dBQQFmzJiBwMBAXL58Genp6Rg+fDhqa2uhr6+Pvn37QktLCydOnEBpaSn+/e9/IzQ0FAKBgMZdRK2oqChs2LABYrEYVlZWsLa2hoeHB0JCQhAfH49x48bxFfxv3boFMzMzmJiYwNfXl+9PNLZqJzSzdZr8VVu3bmWOjo7Mz8+PXblypcnrVHiJPM2OHTuYWCxmW7ZsYVlZWU1eX7p0KdPR0WEHDx5kd+7cYb/99htzd3dnUqmUKRQKxhj1M6Keun6xd+9epq2tzT7++GP+2qpVq9jQoUMZx3HMwcGBmZubs5SUlOfZVNIBqIrk/Pbbb0xXV5etXLmywes5OTns4cOHzMHBgXXr1o0lJCQwxuqKYy5ZsoSZmZmx69evP/d2k44nKyuLmZiYsEuXLrHc3FwWHh7OHBwc2MiRI9nixYtZdnY2Y4yx0tJStmLFCjZo0CAWGBjIv5+KfJHmrFq1ir388svsq6++Yn/88QdjjLGMjAzWvXt3Nnr0aHbhwgV2584d9q9//YutXr2afx+Ns9oXOlaqnVL9WjiOQ2JiIiorK+Hm5gag7ty2jRs3wsnJCZ988gmdf0taLC0tDd7e3pDJZHjzzTcbvFZSUsIX8AoMDMTmzZthbGwMExMTGBgY4PTp09DS0kJNTQ0V+CJN3Lp1C2FhYRg1ahQcHR0bHNkTFRWFd999F35+ftiwYQMAoKioCAkJCejSpQusrKzw8ssva6rppB2Ty+UYPXo0qqurkZmZyV9fvXo1fvzxRyQkJOD333/HqFGjYGJigrKyMlhZWSE1NRUnTpyAVCrVYOtJR6BaxSCTyZCdnY3Q0FBIJBJUVFRAT08PL7/8MuRyOfz9/TFs2DBMmDABQUFBOHDgANzd3RESEqLpj0DaofpHdcpkMmzZsgX+/v6YPXs2zM3NkZOTg3HjxkEul0NbWxvdunVDUlISrYZpp+ggr3aENdqnwHEcDh06BF9fX8TExPDX586dy++liYqKwpIlS6iaLGmRe/fuQSwWY/jw4fy1o0eP4uzZs/jvf/8LY2Nj7NixA+vWrcPMmTNRUlKCrl27wsHBgV92Ruf/kcYePXqEWbNmISEhAWFhYXB1dUV1dTXmzJmDwYMHY/r06TA2NoaXlxc6deqEoKAgGBkZwcPDQ9NNJ+1c586dMXbsWCQkJGDx4sUICQlBaGgoVq9ejf3794PjOFhZWeHChQuIi4vDlStXMGDAAISFhaFXr16abj7pAFShxtHREd9//z2qqqogkUjg4uKC1157DcePH0dERAQOHDiA5ORkeHl54b333kN5eTni4uJQWFgIY2NjDX8K0t4IBAL+AcOyZcsAAFu2bAFQV+jS0tIS6enpOHfuHDiOw+uvvw6hUEjjrHaKnjBrWFxcHLS0tBoEGJWTJ09i4sSJ2LRpE/z9/QE0nLEKCQnBl19+ifT0dCqUQ1pk165d+OabbxAZGQlHR0csXLgQKSkpEIvFcHR0xPnz53Hnzh2kpqY2KZBTv+8RUp9CocCOHTsQExODwsJCfPHFFzh58iTS09ORlpaG0aNHw9bWFjU1NVi/fj2WLVuGlStXarrZpJ1T3XMqKyuxevVqnD17FhzHITMzE8eOHcNrr73W4OcI+bt8fHxQWlqKnJwc6OvrIzo6Gt26dQMA5OXlW4hzegAAGT1JREFUwdTUlO9r+fn5EAqFFJZJi6meNL///vuYOXNmg5VYAGgFXztGgVmD9u3bh+nTp8PZ2RmrVq2Cs7Nzg9cTExNx69Yt+Pr6NriuGhzI5XI4Oztj48aNGDly5HNsOemoSkpK4OTkhMrKSlRWVkIikWDlypVwd3dHt27dcOHCBUyaNAkHDhzAqFGjNN1c0gGoVsY8fvwYP/zwA3bt2oWePXsiPDwcQqEQx44dQ2ZmJsLDw6Grq4vU1FQIBALk5+fDyMhI080n7Zzq+66iogJBQUEIDw+HVCpFdHR0g9cJaQ2nTp2Ct7c33NzcsGPHDhgaGjZZ/UehhjxN/W2V6enpEIlE6N+/P4D/heZ58+Zh7ty5/IQMad8oMGtIUlIS3n//fdja2qK0tBQKhQLLli2Di4sLgJYNAtauXYvQ0FAkJSXBzMzseTSbdGCqL/ni4mIcPXoUCoUC06dPb3CGckJCAubNm4fw8HAMGjRIg60lHUn90BwZGckvh921axdfAVSpVOLWrVtISEjA0KFDYWdnp+FWk45CoVBAS0sLVVVVCAoKwokTJ+Ds7Iyvv/4aOjo6FJrJX1I/1Fy+fBn6+vowNzfH8OHD0b9/f+zevZv/OapUTJrTeAKltrYWQN2S7JiYGMycOROnT5/G8OHD+X4kk8mwceNGyGQyzJ49m/pYB0DHSmlIdnY2MjMzsWbNGvTp0wcXL15EXFwcLC0tYWFh0aI/nEePHmH+/Pm0HJu0iEAggEKhgFgshr29PaRSaYPiEuXl5Vi4cCG6du2KhQsX0s2btBjHcVAqldDS0sKAAQMgkUhw5swZxMbGYtKkSdDS0gLHcTAxMYFUKqXzcEmL1dTUQCQSoaCgAJWVlRg9ejTy8vIQGxuL7OxsuLi4UJEc8lQ1NTUNJlUah5pJkyZh4sSJsLKyQvfu3bFt2zbY29vD0tKSvgtJsw4fPoywsDCsXbsWBQUFeOmll2BoaAiO43D8+HF4enoiNDQUXl5eDY6KHTFiBPLy8rBmzRq89957/JnfpP2iwKwhFhYWcHJyQu/evWFlZQUDAwMkJycjLi4OFhYWsLCwAAA8fvwYQqGQ/yOrz9rampZykBZRzaQLhUIkJibi999/5/tYcXExkpOTsWDBAvzxxx84d+4cRCKR2j5HiDqqUJOfn4/bt29jzJgx0NHRwU8//YS4uDhMnDiRChMStZq7zzDG+H51584dvPrqq7C2toajoyOGDBmCgoICHDx4EEVFRbR9hDxRS0PN1KlTAQAikQjr169H3759MXToUA23nrRXu3btgp+fH4YPH45Hjx4hJSUFeXl5cHNzA2MMV65cgYeHB+bMmcO/h+M4fvLGwsICJ0+exOuvvw5TU1MNfhLSEhSYn7P6s5wGBgb89T59+sDQ0BAXL17Er7/+il69esHU1BTjx4+Hvb09Lbkmz6y5quuenp6YMmUKrKysAACLFi3C7t270a1bN5w5cwZaWlpQKpW0R4s0q37fUi1Hu3PnDpycnGBpaYkhQ4bAzs4OnTt3xv79+5Geng5PT08Nt5q0N6ql1FlZWdi8eTO2b9+OoqIiGBoawsDAAAKBAPfu3YO9vT0mT56MJUuWAAC0tbXx6quvoqqqCjNnzoS+vr6GPwlpr/5KqDEwMEDfvn3h6+tLS/2JWj///DMWLlyIsLAwfPzxx5g+fTqKiooQERGBOXPmoHPnzrCxsVF7rJ2qT3377be4ePEiFi9eTE+YOwDaw/yc3Lx5kz8vufF+q/qDz1OnTmHDhg2orq5Gfn4+CgsLcffuXVpyRlrkWauuA0BZWRlSUlLg4uLS4BgEQuq7d+8e8vPz8corr6h9zdbWFj4+Pti0aRMA8HuaDx48iGHDhtERP6QB1ffg1atXMWrUKLi5uSE3NxdKpRKvvPIKgoODIRaLcfjwYcTHxyM4OLjJJA0hT/Lzzz/jnXfeQXBwMN58800AQFBQEDZv3oy0tDR07dpV7f7T+uMzOuKHNKZQKBAWFoaMjAwEBwdDT08PQqEQhYWFcHJywtGjR/kCX09y4MABWFtb01nxHQRNnT0He/bswaBBg6B6mC8QCPj9M0DdwFI1bzFu3Dj4+vrip59+glgs5sOyUqnURNNJB7Jv3z64ubkhICAA8fHxTV43MDDA7t27G4TlmpoaSCQSuLq68v2SBqKksRs3bmDw4MGYN2+e2r6Vl5eH+fPnY+PGjeA4jt+rpa2tjRkzZlBYJk0IBALk5ubC29sbc+bMwb59+3DhwgXMmjULZ86cQWlpKTiOw8SJExESEtJgtQzdo8jTKBQKpKWlYezYsRg7dixqamoAALNnzwZQN8kHNO1LjZ8oU1gmjWlpacHS0hJeXl4wMDDg+1BNTQ3kcjlKS0ubvEfds8lp06ZRWO5A6AlzG4uNjcXs2bNhYWGBoqIiTJs2DYGBgQDUV8KWy+Xw9PRESUkJkpOTIRKJaIaTPFVrVF0nRJ0///wT06dPh0KhgJ6eHmpqaqhvkb+NMYYffvgBhw4dwrp169CjRw8IBAJUV1fDzs4OmzdvxtixYzXdTNKBHTp0CDo6OpgwYQJ/LT8/H/369cPJkycxbNiwBj9PlYrJ06gbj6v6TVlZGezs7HDgwAEMGTIEALB06VLMnTuXJo1fADTKaUNKpRKnT5/GiBEjEBwcjGnTpmHPnj348ssvAYBf/lrf9evXoVAocOnSJQrLpMUeP34MCwsLyGQyfPTRRxAKhZDJZPj1118BNJ01J6Sl7t27B6FQiKCgIOpbpNVwHAdjY2OMGzcOFhYWEAgEYIxBoVCguroaJSUlTd5D8/ukJVQr8jw9PfmwrOo7YrEYenp6De5bS5cuRXZ2NoVl0qybN28CAD8ur0/Vbzp16gSxWMzvR3Z3d8ePP/6Inj17Pt/GkjZBRb/akEAgwIABA2BmZgYXFxf069cPVVVV2LdvH4qKijBy5Eh+kKD6g+vRowfmzJkDoVBIYZm0WGtUXSdEHXNzc9jb2/NVipvrW6o+RX2LqNO4UJxAIECfPn0wePDgBq9ra2sjKioKo0aNQr9+/QAA4eHh6NSpE4yNjTXWftL+3bx5E0ZGRhAIBFAqlQ1CsarvCYVCbN++HTNmzICpqSnc3d1x8eJFBAQE0OQfUWvPnj0YN24clEolP25X9z1XUlKC9evXY/z48fj0009x8+ZNXLlyhU4deUHQ3aGNvfTSSxgzZgz/b39/f3h7e2Pv3r38k+bi4mJs3ry5yawVhWXyNPVXKNQ/j3vChAn48MMPIRAIsGrVKpw/fx7V1dUYN24cLl++TAMD8lT16yzY29vz/27ct1RPmj/55BMkJSVR3yJNqAaLxcXFAMBPCNdXfzCpmkgG6p7+LViwgAab5Ika14pRhZTGSktLUV5eDrlcjilTpiAnJweXL1/mJ5IJqS82NhZLlizB0KFDER0djZUrVwJoWotIRSAQYMqUKcjMzMTVq1f5GkT0vdjx0R7mVpaQkIAHDx7g4cOHmDp1KsRicYOnLhzH4f79+9i2bRv2798PDw8PJCQk4Pbt28jNzaU/KtIiVHWdtJXi4mL+mJ6n9a3169eDMQZdXV0cPnwYKSkpVMSENKDqQ9euXcPEiRPx9ttv84NOdfvfq6qq0L9/f6xduxY3btzAihUrEB8fr7Y6OyHAs9WKefjwIaRSKcrKymBiYoIrV67woYYeUpD6lEolli1bhry8PCxYsAAnT57Enj178NZbb2H58uUAGlbsLysrw5AhQ2BoaIjY2FjaVvmCoSXZrWjbtm2YPXs2kpOTER0djZ07d0JPTw89e/aEWCzmZ8z19PRga2uLwsJChISEwNTUlF+2QUUnyNM0Xh7UeBmsquo6x3GwtraGUChESEgIevXqhd9++41mPEmzrl27BldXVxQVFcHNze2pfatr164ICwtDTk4OEhMT4eDgoOFPQNobjuOQm5uLqVOnoqamBrdu3UJhYSFcXV3VLuEXCASIjo7GiRMncPjwYfzyyy/8sm1CGlMqldi2bRuMjIywbNkyaGtrY8+ePfy2N47j+C0AQF3A2b17N3r27ImkpCQKy6RZz7qtUltbG6amplizZg2F5RcQBeZWcvnyZfj5+WHTpk1Yvnw5AgICkJ6ejujoaDx69AgDBgyARCIBAP5Jc2BgIMzMzJCQkMDftOm4DPIksbGx+OijjzBgwACkpKQ0O/BU/Vcul2Px4sXQ19dHYmIiDQ5Is1oaalShmTGGzZs3IyUlBefPn8egQYM0/AlIe8QYw5YtWyCXyyGTySCRSLB3794nBpqdO3ciOzsb8fHxtGKBPBGFGtKWJBIJv91NIpGo7V/FxcXYsWMHnJycYGdnxxf0pX71YqHA3EquX7+OI0eOICAgAN27d4dIJIKnpydyc3Nx5MgRiEQiSKVSfl+NTCbD9evXcfHiRQoxpEWedSYdANLS0nDq1ClcuHCB+hlpVv1Q89VXX/GhRi6X86G5ft/iOA5Xr17FkiVLcOrUKXqyTJrFcRysrKygq6sLLy8v2NnZobKyskmgUU3KCAQCCAQCyGQy2Nraarr5pAOgUENaS0JCAlJTU5GYmAhra2toaWnxk8YA0KVLF/Tt2xePHz/G/v37cffuXQQHB+PIkSNYtGgRP7FMK/hePBSYW0lWVhZiYmLg4+MDExMTVFVVQSQSYcyYMcjIyEBERAQmT54MQ0NDcByHQYMGYeHChTTDSVqMqq6TttJcqKn/JLBxZVBTU1M6X5I0oa4arEQi4SdVxGKx2nsXx3GIiYmBra0tpFIpDA0NNdF80gFQqCFtgbZVkiehwNxKevfujZ07dyIhIQFvv/02RCIRqqurIRKJMHHiRGzduhX5+fmYMGECampqIJFI+AEoLcMmLdXSmfTdu3fDwcGhwYCABgfkSVoaag4fPgwrKysIhUJoa2vT4IDwVAWW8vLycO3aNVy9ehW9evXi7z2NA011dTX27duHwsJCHD58GJ9++inee+89dOnSRZMfg7RjFGpIW6BtleRp6HHTX3T//n08fvwYYrEYJiYmAICtW7di8uTJ8PHxQWRkJHR0dPgBxMCBAxucA6hCIYY8ydOqrpuZmcHPzw8cx2H//v2oqKjgq677+flpuvmkHcvLy0Nubi4ePnyIMWPG8Pelxn0LAPbu3QvGGEpKShAaGop79+7B3NycBp2ExxiDQCDAlStX8MYbb0BHRwf5+fkwMzNDYGAg3N3dYWhoyIdmc3Nz+Pv7gzGGlStXQl9fH5cuXYK5ubmGPwlpry5fvowVK1Zg27ZtcHV1hVgshp+fH0JCQpCTk4MFCxbAxMSED80SiQTnzp2DVCrF+fPnaUUfaVZxcTFEIhEcHBxgZGQEoO7894CAAMTExMDAwADz5s3jx/WrV69GTU0NLl26RP3qn4KRZxYREcGkUimztLRkBgYGbPfu3YwxxsrLy1lUVBQzNjZmnp6e7NGjR6yiooLV1tayoUOHsoCAAA23nHQkW7duZYaGhmzgwIHMyMiI9e7dm+3YsYMVFhYyxhirqalhtbW1jDHG/vzzT/bZZ58xjuOYk5MTe/z4MWOM8a8TUl96ejqzsLBgffv2ZV27dmU2NjYsKiqKFRUVMcYa9q379++zwMBAxnEcMzAwYMnJyZpsOmnHHjx4wGxsbNiSJUvY7du32R9//MG8vb2Zra0tW758OXvw4AFjrOF9ydfXl+np6bGMjAxNNZt0ELGxsaxnz57s9u3bDa5//vnnbMCAAey7775jVVVVjLG6e9iyZcuYvb09/32oUCiee5tJx3D27Flmbm7OMjMzGWOMVVZW8q/Nnz+fWVpasqysLP5aQUEBUyqVjDHqV/8UFJifUUREBJNIJGz79u3s119/ZUuXLmW6urrs2rVrjDHGKioq2IkTJ5iFhQXr3bs3Gzp0KBsyZAiztbWlPyrSYmlpaczc3JxFR0ezwsJCVllZyXx9fZmdnR0LDAxsMvAsKytjjo6OzNHRke9n1N+IOhRqSFvJyMhglpaWTSZVPv/8czZw4EAWFBTEysvL+evbt29n+vr6LDU19Xk3lXRAFGpIW+rfvz9zd3fn/181+cIYY7a2tuyDDz5gjDG+TzFWNzFD/hloPfAzuHbtGtavX4+1a9dizpw5cHZ2hkwmQ//+/XHs2DEAQKdOnTB+/HjcuHED8+bNw4QJEzBlyhR+74xSqdTwpyAdQePlQbq6uggPD8ekSZMQExODyMhIVFdX88uzVcuDEhMTaXkQeaKCggJUVVXBy8sLvXv3hrm5Ofbu3Ys33ngDMTEx2LVrFyoqKvjl1t9//z2OHj2Kn3/+GXZ2dhpuPWnPFAoFlEolKioqAACVlZUAgNWrV8PNzQ2bNm1CVlYW//MeHh5ITU2lo6NIi4wZMwYGBgZYtGgRAEBXVxfV1dUAgP/85z/o1KkTvvvuOwB1x5MZGxtDKBSitraWvg9JA/fv30dOTg4KCgr4a1u3bkVqaip8fHwAgF9+DYC2VRLQb/oZqDb8jxgxAgD4fTJGRkbIz8/nr9XW1kJHRweLFy/GF198gc8++wwikYiOMCAtplQqoVQq+cFAVVUVgLqB54gRI/h9pEDdDXvhwoVISUmho6PIU1GoIa1B9f1Xn729PczMzLB8+XIAdRPIqntYaGgojIyM8M033wCoCzSmpqZUZZ00i0INaQuRkZHw8PCAm5sb+vXrh/DwcACAg4MDQkNDcebMGXh5eaGsrAzV1dVgjOHu3bt8BiD/THQXeQY9evRATEwMbGxsANQNPIG64iWdOnUCAP4cSblc3uT9VD2PtBTNpJO2QqGG/F2qwnDl5eV49OgRSktL+de2bNmCjIwMzJgxA0BdoFGtrBoxYgTKy8sB0PcheTIKNaQtREZG4v3338cHH3yAH374AfPnz4e/vz+uX7+Ozp07Y/LkyQgPD0dqairs7e0xatQoDBs2DCUlJfjqq6803XyiQRSYn1H37t0B1M2ua2lpAagbVBYVFfHXvb29ERMTo7E2ko6HZtJJW6FQQ1qT6uSHzMxMeHl5wdXVFba2toiMjAQA2NraIjQ0FGfPnsW0adOgUCj4+9KDBw8gFouhVCrVPqEmBKBQQ9oGbaskfwc9ivqL6h+nUv8PyMPDA+np6YiIiNBEs0gHFBkZibVr1+Lhw4coKSnBunXrMHPmTH4m/aOPPoKXlxfCw8MhFAqhq6uLu3fv8ucxE9KczMxMLFq0CAUFBcjPz0dQUBB8fHz4UPPhhx9i2rRpiIqK4sNx/VAjFArp6CjCY/9/dFRmZiZGjBiBmTNnYvDgwUhJScG7774LOzs7SKVSvPHGGxCLxZg/fz4GDRoEGxsbaGtr4/jx43ydBULUaRxqAMDZ2RmnTp3CsWPHYGNj0yDUbNiwAZWVldDV1cWiRYuohgdplrptlRzHNdlWyRjjt1XWR9sq/9noN/83qGba9fT0IJFI4O3tjVu3biE7O5v2kpIWUc2kr1u3Dv369cOpU6fg7+8PJycn2NjYYPLkydDX18e8efNgb2+Pbt26gTGG0tJSmkknT0ShhrQ2juMgl8uxaNEi+Pj44NtvvwUAzJgxA6mpqdi5cyekUik6d+6MSZMmYeTIkZDJZJDL5dDV1cXFixepcBx5Igo1pK2otlWqVooqFApoa2s32Vapus8ZGho2eD+tuPpno7vK36BaZqZUKhEcHAypVIqMjAwKy6RFaCadtBUKNaStKBQKFBcXY+rUqQD+N3Hcq1cvvnaHKtB06dIFa9asafBzhDwJhRrSllqyrfKtt97C2LFjMXfuXI21k7Q/NNJuBbNmzcIvv/yCpKQkCjGkxWgmnbQVCjWkrZiamiIiIgJ9+vQBUHcfEggE6N69O+7cuQPgf4GmtLQUenp6/DVCWoJCDWlrtK2SPCsaGbUCZ2dn3Lhxg8IyeSZUdZ20FVWocXFxAVA32ATqBqKqQKzqW/WLgVGoIS2hCsu1tbV8oGGM4cGDB/zPfPPNN9i+fTs/GKW+RZ6VauIFaBpqzp8/j3feeUdTTSMvAFUR1SdtqyREhQJzK+E4DowxCsvkmVDVddJWKNSQtiYQCBpUu1ZNxgQGBmLp0qUYPXo0fSeSv4VCDWkrjbdVZmVl0bZK0iwKzK2IBpvkr6KZdNJWKNSQtqTqWyKRCD169EBISAiCgoKQnJwMe3t7DbeOdHQUakhbmzVrFqytrZGUlET9ijSLegQh7QRVXSdtRbU/nkINaW2qQKOlpYVt27ZBT08P8fHxcHR01HDLyIuEasWQtqLaVslxHPUr0ix6wkxIO0Ez6aStNA41MpmMQg1pVe7u7gCACxcuYPDgwRpuDXnRUK0Y0pZoWyV5Go7VX6tHCNG4+Ph4zJ49G5mZmTQ4IK0qOTkZTk5OuHr1Kh0dRVpdeXk5xGKxpptBXmCq1TKEEPI8UWAmpB1SDQooLJPWRqGGEEIIIaTlKDAT0k7RTDohhBBCCCGaRXuYCWmnKCwTQgghhBCiWRSYCSGEEEIIIYQQNSgwE0IIIYQQQgghalBgJoQQQgghhBBC1KDATAghhBBCCCGEqEGBmRBCCCGEEEIIUYMCMyGEEEIIIYQQogYFZkIIIYQQQgghRA0KzIQQQgghhBBCiBoUmAkhhBBCCCGEEDX+Dx+RsR0T7T0DAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [mpf.make_addplot(tcdf,linestyle='dashdot'),\n", + " mpf.make_addplot(new_low_signal,type='scatter',markersize=200,marker='^',secondary_y='auto'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v',color='orange'),\n", + " mpf.make_addplot((df['PercentB']),panel=2,color='g',linestyle='dotted')\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=1.5,volume=True,style='sas')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (, line 1)", + "output_type": "error", + "traceback": [ + "\u001b[0;36m File \u001b[0;32m\"\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m STOP HERE\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "STOP HERE" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "4" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(apds)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "import copy" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "apcopy = copy.deepcopy(apds)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "ap = [mpf.make_addplot(df,type='candle',panel=2,secondary_y=False)]\n", + "#apcopy.append(ap)\n", + "for d in apcopy:\n", + " ap.append(d)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# The same plot, with a style that puts the primary y-axis on the left:\n", + "mpf.plot(df,addplot=ap,volume=True,figscale=2,panel_ratios=(1,1))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "ap = mpf.make_addplot(df,type='candle',panel=1,ylabel='Other Price')#,secondary_y=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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lVa4baqde0y3FzDaI8nPyGDD9M882xpbfKsMAP2D2QAAAACCAUiFVavY/Zt8DnEU4BbiPSisAAAAggHJVfZjQ9cpuVzKvBwUHcjHhnILzvJ4owuvXNwGhFQAAABAAdm5uTOh6ZbdKhaoWmMyEcwrO83p2R69f3wSEVgAAAEAAtK5pyRlcUakEAKUpd+WTdSzCMGJMKwAAACAAqmtqM6qRrCGVtVIpfcyr1OOR0PUJXghi0Nrb061kIk7loE91JtrL+tkxFiGVVgAAAEAg5buxSh/zKl/XJi+6PoW5ssArqUDFFEEMdqzhMoDcCK0AAAAAHyo1XDB9IHTGcim/RUuWEagANpgU8gYVoRWy4uQDAAAwW6mhjukDoTOWS/kRWDkr2zEcxC6PQZb+GWbrJk247j5CK2TFyQcAAOCuUsKYMIwxld59EfCjbMdwtrHl0q8FhLRmydWNOgzXYRMYG1qtX79e55xzjpYvXz5s2XPPPaempiZNnz5dn/zkJ9Xc3KwXX3xxaHlHR4caGhqy/vvZz35Wzt0AAAAAssr3JWGum1c3xpiiAgQoP+sYVxQPmC298sqLsf7CyLjZA/v7+7VixQq9/vrrGjVq1LDlzz77rL7yla9o8eLFuuuuuzQwMKD77rtP1113nZLJpM4666yhdbdv3z7s+RMmTHC1/QAAAEA+hXxDX+5ZqryuaGJGNQCmYza/8jOu0mrz5s0aGBhQZ2dn1oDpmWee0cUXX6ybb75ZU6ZM0dlnn6277rpLhw8f1rZt2zLWnTRp0rB/J554Yrl2xdes/a8pUwUAAHBOKpwZ6W+sZCKut996MzR/gyUTcbWuafG6GQAAwxgXWs2ePVvr1q3TySefnHX5/fffrx/+8IcZP6uoqJAkVVYaVzjmW9b+15SpAgAAlGbliuUZIZS1W1C6SDSmM89qyFhufX6Q0M0GADIxZtYxxqU89fX1ttbv7u7WXXfdpdNOO01XXXVVya9fUXHsX5Ck9qfQ/Upuiquvtztj/SC+L0CK3XMECCPOEyC3Qs6Rd/fs0l1335/xnFzrW5fne77f/14L2v4gUxh+j6Qfs9nuqdIlN8XV2dGuM86YzHFvsHzXJSc/L+s50jgvpqc72gN3PNjdH+NCq0L98pe/1E033aSDBw9q5syZ+vGPf6yPfOQjGevcf//92rp1q/r6+lRfX6+FCxfq8ssvz7ndKXUTNXbsWDeb7pkpdRMLWu+Wmxbr5890aOppH64/ZlRlxmMgiAo9R4Aw4zwBcks/R9ra2tTc3Dz02Pr3VL6/r9KXt7W16c/v9+Z8vt//Xsu3vwiGIP8eST+Gs91TpbvlpsW65abFObcBb3l13U0/R4J4POzbd4Kt9X0bWl144YXq7OzUu+++q0cffVRNTU1qa2tTXV2dRo8ererqalVWVuqee+7R/v37tWnTJi1btkx333235s6dO+J2d3b1q6rqcBn3xH0VFccO/J1d/RocLOw5+w9+oHfe6x/xMRAkxZwjQNhwngC5ZTtHWh9fp5lzrhxax+7fV+nLZ865Uh95fF3O5/v97zXr/i740z5f7w8yheH3yOVfaCz5nPT7eRwk5b7uZjtHgng8DAzss7W+b0OrqqoqTZ06VVOnTtWMGTM0Z84ctba26vbbb9cVV1yhK664ImP96dOna9euXXrooYdyhlaDgwrsRdTOvv1T49UZ65r4vjDDDJxm4nEOmIbzBMgt/RxJ//9kIq6e7m5bf19Zl9t97DfW9s+Nxny9P8jO78dpLtZjtph9tT6Hex5veXHdTd+m9b48COzuj3EDsedy9OhRPfvss3rjjTcyfj5mzBjV19drx44dOZ//sY99TD09PW42MTD8cGG0Dg4f1IFJAQCAP/X2dA/9fVLMQONzo1e70SxjWWevBsCEWOVm2vXHD/flbvNVaHXcccdp9erVuu+++zJ+fuDAAe3atUvV1dWSpNbWVj388MPDnv/aa69pypQpZWkryo8LOgAAKKd8Nze5ZgcsRNhuVqyzVwNAuXFPaR7jQqv+/n719fWpr69PR44c0cGDB4ceHzhwQDfeeKO2bdum++67Tzt27NAbb7yhr3/969q7d6+ampokHau8euihh/TQQw9px44d+t3vfqc77rhDr776qhYtWuTxHsJpyURc85sa9fZbbxqXjAMAgOBqXdNS0t8epVZSpVdyMTU6EA7c7yBsjBvTaunSpXrppZeGHnd3d2vr1q2SpFWrVqmxsVGStGHDBq1bt05jx45VQ0ODfvSjH2n69OmSpObmZo0ZM0ZPPvmk1q1bpyNHjqihoUEtLS15Zw+Ef6T+UItEY4pEY5rf1JjxzRz9vwEAgJuslVSLFy/WWR8/X3ML/PvD+neK3b9d0l8/Eo1RIQAYxo0uvp2Jdu5xECrGhVZtbW1514lEIopEIjnXmTdvnubNm+dUs0IvNcbA3OjVxlwk85Xcc0EHAADl9M477+gbt60uetDc1jUtkorvFuj3MbD83n7AinsR/7He93Jd8p5xoRXMlBpjAAAAAMXJd/OT7ws56/Otj/1+g+z39gOlSCbi6ky0083XplJ711ifb73vtW6bEKv8jBvTCt6gbzQAAIBzso0xlevGqpAxqazPJ+QBgiMSjWnDxg7bs4yGWTIRH6pQLVbrmhZbs5Zy3S0/QquQsHa7tJ6UjIEAAADgnEg0Zuvm0+76AIIpfYIF5ObEdZNZS81HaBUS1tDKGlKl+u4G+QIZ5H0DAADlk5q5OFUZlXrc1dXlccsA+F2qm7D1OgNncE/oP4RWIdHV1ZUzlApDwkw1GQAAcIK1G0/qcV1dncctA+B3qTGTrNcZU0Isv4c+3BP6D6FVSNTV1Q2FUslEXG+/9WbBlVWFjLFgAuugeJTWAgAAN1n/9mhubnZ0ewDCZ6QiAlPGvCL0QbkRWoVQJBrTmWc1FFxZ5ZcxFqz7QmktAABwk/Vvj1JDqyBXvAMIBmthAEUCmXg/nEdohcAz5VsJAAAQLlROAQiaVGFASpAqr5zoYRSk98MUhFbwTfc/AAAAP6FyCgCKl0zEtXLFcke3mWsCMr/0MAobQquQSv/mr5CT06RvCunuBwAACkE3DQDwr0g0pj27dzm6zfQJyNwo3sgVimXD76n8CK1Cyu43fyZ9U5ivu99IoRYDswMAEC500wDgd9zDlCbXe5eteKPUYo30UKwQ/J7Kj9AKrvDywjpSqGXtfw0AAAAAJnP6HiZsAZjdUIj7RfMQWkGS/UQ538XOjcTY7gXWpC6NAACgfJwaSiBsN3cAzOP0PU2x92mmDNGycsVyR6/NTr6/xXQ3tNudMIwIrSDJfqJczjLG1AWydU2LredZ94kQCwCAcHBq5mDr3zvcVAAot3z3aeW6LpkyI/ue3btyvid23w8nK6uKGcjdbnfCMCK0gvGcukByIQAAAKVg7BEApuG6lKl1TYuvv2Boa2vzugnGIbSCkfx8oQEAAN7g7wcAQZcamN2t7nrW66jfrqt+H8eY0Go4QivYlq2vbr6Lmd2LXeuaFvr2AgAAW9yqODBlLBcAWLRkmSLRmGvd9azXUSq5yqurq4v7YAtCK9iWra9uvouZ3Ytdtr691uleSx2jigsBAAAoROrmUOLvBwDecquKiHDeGaXeo9bV1THGlQWhFXzDWupZ7Ilc7MDuAADAbNYvuJzm924nADASu+G8H0KuYmbzKxW/I5xHaIXQMWXmCwAA4CynQyW3QzAA8Jr1Gpe6juYLpUa6pzLpmlnMbH529fZ0053PZYRW8I1SSy0BAADsoLIKQNCNNIxLsV/0mzwGlhuVV4uWLLPVnS893PKiEsyPCK3gG/zRCABAuJXrm2w/dHsBADtGuq6FqaLUjcoru/eo6aGetT3JTXF1dXU51ragILSC60iQAQCAE9z+Bj914zZShQFV3wD8aqQxq6goNUdkXkx1dXVeN8M4hFYhUO7E1hpSlaMvMQAAQD75qgmsoZg1pOLGDoDf2Q2pvK7EKvX1vWx/MhHXyhXLPXntICG0CgE3EttcA84RUgEAACesXLHc0ZuNkSq1Ruo2Q0gFwO9KvY6WuxLL2t5SX9/6/HJWzEaiMe3ZvSvjZ9b7aCp48yO0QlGqa2ptDThnFZZ+0wAAoHh7du8q6Wal0G/YmVkYQFCVeh0tN7fb6/V7Yb2P9ro9fkBoFRLNzc1lfb18U3+aOKsEQRoAAMFi/Ybd624uAOA3+SqB3L6u2qlEYizlYCK0CgmnQ6v0i0e2i0OuSqxkIq6333ozZ6jlBRODNAAA4BwGHAYAe/JdM1PXVbdmXU1//XyhlOnD1BCqFYfQCkVJv3jYvThEojGdeVZDSd0LAQBA8OT7MotKKQDIzatrZDm6WRcTSpk0ZpTpoZqpCK3gCpMuDgAAwB/yDZQuDf/WHQDwoXL3HrHe91m/XPD6Ok2RhP8RWsER1jGsuDgAAAC7RqqkGukb/NY1LSXdEHl9MwUAprFbfGC977N2w3Y7RKMCN/gIreCIRUuWOTabYDIRV/0Zk51qGgAA8Am7Y07lWz/fzZc19OLmB4BfFTqmVL7rounFB9b2L1qyzOg255ugzKrcE6j5AaEVHFHqhSI9gY9EY7pz9f2lNgkAAPiE9WbL7oC+I62f+vtkpOXW0IuB2gH4VaFjSuW7LprOeo02/Zqda4KybAithiO0AgAAgKesN1t2B/TNt35q+aIlyxxrMwD4WbEDp5s+drHp7YN9hFbwHFN/AgCAcjD9G3kAMJ3p11HT2wf7CK1QFrn68vpl6k/GuAAAoLys35jzDToAwM/4PWYfoRXKwm5fXpOk+nu3rmnxuikAAARKvi+E/DZ2CQCUGxNImM0aUvF7zD5CK3jCTwlzsf29AQBAbtbZ+wr9+2CkAYT99PcFADjB9Nnzwo7PpnSEVigLEmYAAGBlna2v0L8PRvpCqdS/Lwi9APgN91UIOkIrlEW+i2muMa/ckiqlHenbWspsAQAwm9MhEzd/AACYxdjQav369TrnnHO0fPnyYcuee+45NTU1afr06frkJz+p5uZmvfjiixnrdHd36+abb9aMGTM0bdo0NTU16ZVXXilX82GTF2NepUppR/q2tjPRXra2AAAA+4r9u2GkL6wAAIBZjAut+vv7tXjxYq1du1ajRo0atvzZZ5/VkiVLdMEFF2jTpk164okndOKJJ+q6667TW2+9JUk6dOiQFixYoD179mjt2rV66qmnNGXKFF177bXas2dPuXcJhuLbVAAAwonxKgHAHXSzhtOMC602b96sgYEBdXZ2asKECcOWP/PMM7r44ot18803a8qUKTr77LN111136fDhw9q2bZskacuWLXrnnXf0ve99T9OmTVNDQ4PuuOMOnXTSSXrsscfKvUsAAAAQXe8BIOgoDIDTjAutZs+erXXr1unkk0/Ouvz+++/XD3/4w4yfVVRUSJIqKyslSc8//7wmT56sqVOnDq1TWVmpiy++eCjYAqyYLhYAAHfR9R4AyoNu0AiKSq8bYFVfX29r/e7ubt1111067bTTdNVVV0mSdu7cmXU7kydPVkdHh/bv368xY8Zk3V5FxbF/QZLaH5P3y4T3vaa2Vo3zPvxmwNomE9oId/jhHAG8xnmCUiQ3xdXZ0a6+3m6jfrdGolc79vqcI0BunCPlkbquNs6LqXFeTPObGnO+525fh+1u3+vfC14Kyzlid/+MC60K9ctf/lI33XSTDh48qJkzZ+rHP/6xPvKRj0iS9u3bp9NPP33Yc8aNGydJ2rt374ih1ZS6iRo7dqx7DffQlLqJXjdhRGNGVWrqad62b9H1CzLaYG2TCW2Eu0w+RwBTcJ6gGLfctFi33LRYl112mVG/W2+5abHj2+QcAXLjHHGX9bpqvcexyrfc6fbk0tbWpj+/3xv6e66gnyP79p1ga33fhlYXXnihOjs79e677+rRRx9VU1OT2traVFdXV9J2d3b1q6rqsEOtNENFxbEDf2dXvwYHvW5NdvsPfqB33uv3tA0z51yZ0QZrm0xoI9zhh3ME8BrnCZwQ5N+tnCNAbpwj5WG9rlrvcazyLXe6PbnMnHOlFvxpX2B+L9gVlnNkYGCfrfV9G1pVVVVp6tSpmjp1qmbMmKE5c+aotbVVt99+u8aPHznlYlUAACAASURBVK99+4a/EXv37lVFRYVOOumkEbc7OKjAHiAm75uJbbO2ycQ2wll8xkB+nCcoRRh+twZxnwAncY64y7T312575kZjRrXfC6Z9hk6zu2/GDcSey9GjR/Xss8/qjTfeyPj5mDFjVF9frx07dkiSpk6dql27dg17/u9//3uddtppGj16dFnaCwAAECZMaAIA3mJyKQSNr0Kr4447TqtXr9Z9992X8fMDBw5o165dqq6uliR9+tOf1p49e/T2228PrXPo0CE9//zz+sxnPlPWNqMwc6NXe90EAACQQ66boNQsVa1rWsrYIgCAVXVNrSLRWP4VAZ8wLrTq7+9XX1+f+vr6dOTIER08eHDo8YEDB3TjjTdq27Ztuu+++7Rjxw698cYb+vrXv669e/eqqalJknTZZZfp4x//uL7xjW/o1Vdf1TvvvKNvfvObOnz4sK6//nqP9xDZcGEFAMBsnYn2EZdFojFt2NghiWorAPASxQAIGuPGtFq6dKleeumlocfd3d3aunWrJGnVqlVqbGyUJG3YsEHr1q3T2LFj1dDQoB/96EeaPn26JKmyslKPP/64Vq1apeuuu06HDh3SJz/5SbW1tam2trb8OwUAMF4yESdAB0aQTMTV29Oddz2+4QcAb5lyDU4m4upMtBf0uwPIxbjQqq2tLe86kUhEkUgk5zqnnHKK7r33XqeahRBK9Qc35cIPwF2diXbOd2AEkWhsWKVVMb8j08da4WYGAIIrEo0pEo1pflOj102BzxnXPRAwBd8WAwAwstY1LZrf1GirO2Dqd2uqO2F1DRXwABBmdClHPoRWAAAAyKu3pzsjpKquqdWGjR18wQMAKFqu8RIBidAKAAAABSgmpMr3DToDBgNAuKV3GweyIbQCLFLTdjPOBgAAHyomYMr3DTpVWgAQbgzJgnwIrQALxtkAIDHGAmBVzE2F9Rt0KqsAAIAdhFZAgShdBcKFMRaAkSUT8YIqkq3foPNtOgCEG/dTsIvQCigQpatAsFkHmbbijyzgQ5FoLGdFMl3tAQDZ8KUg7CK0AgBAwweZtoZY/JEF5Jfq/kdXewAA4ARCK6BIVF0AwVbMTGlAmGQbn4rzBQAAOInQCigSVRcAAJO5/eUKARUAoFB0G0exCK0AAAACiC9XAACmoNs4ikVoBQAAEELplVjJRFwrVywfcTkAAMWoP2Myv09QEkIrAACAEEqvxIpEY9qze9eIywEAKMadq+/P6E7e29NNiAVbCK2AEWQbYBZAOCQT8bKPucAfcCg36wyZ6ZKJuN5+680RlwMAUIzqmlrGRIQthFbACLiYAuEVicbKPuZC65oWAgKUVa4ZMiPRmM48q4EZNAEAgKcqvW4A4DfJRFydiXZmvgACrtzVlqkAAXBLMhEngAIAGCOZiKv+jMleNwOGo9IKsImZL4Bw4OYefpati2u+ar5c3QWLRVd7AMBIItGY7lx9v9fNgOGotAIAhJ4XY1gBbopEY8MGUs9XzedGtR/hLwAAKAWVVkCB+LYYCC4vxrAC3OZG5RQAAEA5UWkFFIhviwGYjjGLkG7RkmUlHQ98WQMAALxGpRUAAAFh7Q6GcLMbWFlDKgJQAADgNUIrAAAQCHSDG1kh47YRUgEAANMQWgEAkAcDtZvBGkpZH1NpNjLGbQMAmICu57CL0AoAgDy44TeDNZQipCoeQSwAwAtU9cIuQisAADxWTIBAVziUgiAWAAD4AaEVAAAeKyZACFOVUTIR1/ymxtBVBhFMAgCAsHM0tDp06JCTmwMAACUISugRica0YWNH3mCvt6c7MPsshSuYBAAAyKak0Oro0aNqb29Xc3Ozpk+frvPPP39o2S233KLe3t6SGwgAAIbr7enW/KbGnCFN2EKP6ppaxsrIgcFvAQCA31QW+8QDBw5o4cKFevnllyVJg4ODqqiokCTt27dPzzzzjP7nf/5H7e3tmjRpkjOtBQDAJX67oa+uqdWGjR1eNwNllEzESwrlCPQAAIDfFF1p9cgjj+jXv/61JOm8887TCSecMLRsYGBAo0aNUnd3t9asWVN6KwEAcJnTN/RB6qbmlbC/h+nVdMlEXK1rWrxuEgAAQFkVHVpt2bJFFRUVamlpUTwe19ixY4eWTZo0ST/60Y80ODio//zP/3SkoQAA+Em+rnleBDJ+C4Gc7t5o+v6vXLE8o8tnqpouEo25Mtuf36oLAQBA+BQdWnV3d2vUqFH63Oc+l3X5eeedpzFjxjCuFULD9JshAOWVb8yp1jUtecekclrQxriyO/C66fu/Z/euoZCqENZ9t3ss0V0QAACYrujQauzYsTp48OCIodTrr7+u/fv3Z1RgAUHWuqaF4ArAkPQqmWKW25FMxDW/qVG9Pd0lb8tkqZAqtb9S7uDFz9fkZCKe9/O0hnCmh3IAAAB2FR1anX/++RocHNSiRYvU2dmpDz74QJK0bds2tba26oYbblBFRYXOPfdcxxoLmIxZqwB4JRKNacPGjmHdx+xWIplipBAudZ0daX+t/BziRKIxLVqyLOc6hcwgCQAA4GdFzx543XXXadu2bXrzzTf1zW9+c+jnN9xwg6Rjswked9xxWrhwYemtBAAAtvk1TE8FU6lqKqekQjy/vCf52pk+g2QhlVkAAAB+U3Sl1YwZM7R69WpVVVVpcHBw2L+qqirddddduvDCC51sLwAAQF7ZQhy/hniFcGOgdgAAAK8VXWklSVdddZVmz56trVu36ne/+5327duncePGqaGhQZdeeqnGjx/vVDsBALDFTxU12eRqfzIRV/0Zk8vcIrNZQ6pINObr7oEAAAAoMbSSpAkTJqix0dnyfQAAStWZaDcqtMoXos2NXp3xOFf7U93nwi79PSOkAgAACJ6iuwdK0sGDB/XAAw/o4Ycfzvj5ggULdOedd+qvf/1rSY0D/CAss3YBKE2+QIUQyv5sf0F6zxiTCgAAYLiiQ6v9+/crFovp0UcfVXd35h9Zf/7zn/Xkk0+qqalJ+/btK2r769ev1znnnKPly5cPW/byyy/ry1/+si644AJddNFFWrhwod54442h5S+++KIaGhqy/lu7dm1R7QGs6s+YPFQ5UcgsVgDKy+mZ1ZipzX1eV0p5+dk6MSZV/RmTOUYBAECgFN09cO3atUNB0ZgxYzKW1dTU6H//93+1Y8cOPfroo/rqV79a8Hb7+/u1YsUKvf766xo1atSw5b/5zW90zTXX6Atf+IJuu+02HThwQHfffbeuueYabd68WZMmTRpa96mnntKpp56a8fxx48bZ2U1gRHeuvt/rJgDIIX1mNRO2lwq9Ul3a3Kiq8dvseHZZu1A6rdxdSq2fVan7x+8lAAAQNEVXWj399NOqqKjQbbfdpm9961sZyx599FF9+9vf1uDgoH7+85/b2u7mzZs1MDCgzs5OTZgwYdjy9evX69RTT9WqVat01lln6dxzz9Wdd96p/v5+bdmyJWPdj370o5o0aVLGP2vABgBAIUoNFFKhV2o8KjeqM4M8O54UrO6A0vDKsqDtHwAAQKmKDq3+8Ic/aNSoUfrSl76UdXlTU5NOPPFEdXV12dru7NmztW7dOp188slZl3/3u99VPB7Xccd92PSamhpJ0sDAgK3XAgCgUHYCBev4RIxXlF3Yu7GV0uWUYwoAAIRB0aHV2LFjdfDgwRFDqZ07d+rQoUOqqqqytd36+nodf/zxIy6vqqoaFmg999xzkqTzzz/f1msBAOAGayWVW5VVI/HLBBFej2HltfTqO7vKfUwBAAB4oegxraZNm6bnn39eCxYs0MKFC/WJT3xC48aN01/+8he9+uqrWrt2rSoqKnT22Wc72d5h3n33XX3nO9/RrFmzdNFFF2Usa2tr00svvaSuri5VV1erublZ8+bNy6jSsqqoOPYvSFL7E7T9Mk0Qj52w4BwJJq/PSevr53uc7/l2XrNxXkyN82Ka39Ro6zXzbTv9v04o9T1yenvlPmac3j94i98lQG6cI0BuYTlH7O5f0aHVggULtH37du3evVu33XbbsOWDg4OqqKjQ/Pnzi32JvN5++21de+21qq6u1r333jv08xNOOEGTJk3SkSNHdPvtt6uiokI///nPddttt6mvr0833njjiNucUjdRY8eOda3NXppSN9HrJgTamFGVmnoa77GfcY4Ei/WcbGtrU3Nzs2evn+9xvucX0v5F1y8o6TUL4eR58uf3e/Wr5346tF/Wx3bba2f/29ra9Ktf/Uo/+MEPRlzfbXZfz43PE87jdwmQG+cIkFvQz5F9+06wtX7RodXFF1+slStXavXq1Tp8+PDwDVdW6pZbbtHs2bOLfYmcXn75ZS1ZskRnnnmmHnnkkYxB2//hH/5B27dvz1h/2rRp6unpUWtrqxYuXKgTTzwx63Z3dvWrqmr4/vhZRcWxA39nV78GB71uTXDtP/iB3nmv3+tmoAicI8GUfk4mN8XV+kiLZs650pPXL+RxuuSmuHbtfjdjeevj6/K2f+acK4t+zXzcOE8+cnK1Zs65Uvc++AN1drTr8AdHM/Zh1+53de+DP1BkXmHd5+zs/8w5V6r18XUZx4j1PXeb3c9j1+53dcnsOZrbeLUi82K6/AuN/N4xCL9LgNw4R4DcwnKODAzss7V+0aGVJH3pS1/SpZdeqp/85Cd6/fXXtXfvXo0dO1YNDQ266qqrdMYZZ5Sy+RG99tprWrhwoWbOnKn77rtvxADK6uMf/7h++tOfqr+/X9XV1VnXGRxUYA+QIO+bCXh//Y/PMFjSP8+50ZiSifaMzzeZiLs6W5v1eMr3OJ21vclEXD3d3baPz9RrJBNxdSba1dtjfxsjbdMJqW3NjcY0N3qsO2P6thf+yzLNjcaKfj07n0G2Y8Rtdt/Lhf+ybOiYTb1vXLPMw+8SIDfOESC3oJ8jdvetpNBKkmpra7Vo0aJSN1Ow999/XzfccINmzpypBx98MOug7U899ZTefPNNrVy5MuPnr732mk466aQRZyYEAIRHZ6Ld1dDKSZForKhBy+dGrx56fuT/QiE/8cvnU4xiZv8L8vsBAACQTcGhVVdXl44//njV1NQMPS5UXV1dwev29/cPdTc8cuSIDh48qL6+PknS+PHj9eCDD+rQoUP62te+pj/96U8Zzz3hhBM0ceJEffSjH9UTTzyhw4cPq6mpSZWVlfqP//gP/exnP9PNN9+cc3ZCwCluV3EAQD5cg8xVbBAJAAAQJgWHVnPmzNFHP/pRvfDCC0OPKwoY9r2iokK//e1vC27Q0qVL9dJLLw097u7u1tatWyVJq1at0vbt27V3715dfvnlw557wQUXqK2tTZdeeqm+//3v6/HHH9c///M/68CBA5oyZYpuv/12xWL8AY/y8FMVBwAEXTGVTQAAAPCWre6Bg5bOh9bHTmhra8u5vLGxsK4Nn/3sZ/XZz37WiSYBtqSPHQPATG4EGFRXli7VndENJnw2HCMAAAD2FBxazZ07V+PGjct4XEilFRA2fh07BgiTSDSm1jUtmt/UqLnRqx0JEtyuruzt6Xa0vSZye7+8ft+owAUAALCn4NBq9erVOR8DAGCKQiqpqmtqtWFjR5laNJzdqiI32hv2yp/enu6yvgfW4NHNyjIAAIAgOK7YJy5fvlw33XSTK10EAQCwK5mID/1/JBrToiXLPGxNfl6ERamQJiXsA4FX19S6+jmkv9ep19uwsWPoNcMcGAIAABSi6NBq+/bt2rZtG10EAQBGSHX3SwUF5Q4EUlU01qAixYSqGrdDGmQKeygIAABQKlsDsaf7/Oc/r/b2dm3dulWXXnqpk20CAMA2r7v75Xt9E8IiE4Kzcip3979sr5/qDph6DAAAgMIVHVpdddVV+vOf/6zly5frM5/5jM477zxNnDhRxx03vHhr7ty5JTUSAACTuTEboRtS4U1YZjn1urLMGmRSeQUAAGBP0aFVc3OzJGlwcFC/+MUv9Itf/CLrehUVFYRWAIBAi0RjvgokmOUUAAAAflB0aJU+ADuDsQMAkClsXfFMxGcAAADgb0WHVqtWrXKyHYDvcXNUGi/HnYGZTD8m8rXP5LZ7rVzdE/kMAAAA/K2o0Orll1/Wzp071d/fr9NPP12f//znVV9f73TbAF/h5qg0nYn2jPfQ9MAC7rMeE6YxvX0mo3siAAAACmE7tPr2t7+tp556KuNnLS0tWrlypWIx/ngH4AwCAQAAAAAIt+FT/eWwZcsWtbe3a3BwMOPfBx98oP/3//6fXn31VbfaCQAAAAAAgBCxFVpt2rRJklRbW6t/+7d/06OPPqqvfvWrmjBhgo4ePaonnnjClUYCABA2vT3dmt/UqGQi7nVTAsvuWIR8FgAAAOVlK7R6/fXXVVFRoZaWFn3xi1/U7NmztWjRIt19990aHByk0goA4JpcgUEyEc87qLffQqDqmlpt2Ngx1E2WyR6cZ+2C3NvTnXF8WP+/dU1L2doGAAAAm6HV3r17NXr0aE2bNi3j55/61KeGlgMA4IbORPuIyyLRmKpranM+3xoC+Y1f2+0n1TW1Ge9z+jGX7RjzSwAKAADgV7ZCq6NHj2r06NHDfp762dGjR51pFQAAIUdllflyBakAAAAona3QCgAAv3I7BHJ6+15UVlE55C6CSAAAAHsq7T7hgw8+0Msvv6zBwcGCl82YMaP4FgIAUIB8gYDbIVAQuu91JtoDsR+m4r0FAACwx3Zo9be//U3Nzc3Dfl5RUZF1WUVFhX77298W30IAQCCtXLFc02dcOHQjn0zEM27qU4NiF3qjTyAAJxUyuD8AAADcZbt74ODgoO1/AJALN4fhtGf3rhEHvZaGD4oN9yQTcc1vagz9eZherVfI4P4AAABwl61Kq0gk4lY7AIRMegVNJBpjQGPkRLDprkg0pkg0pvlNjV43xVOEpAAAAGaxFVqtWrXKrXYACJlcY+cQUMCKYBN+YKc7KwAAAPJj9kAARujt6db8psahmz665cBtzOQGu1LjrEnZw/X0YJXwHQAAoHSEVkCZMJV8btU1tdqwsYMqhQBx+5gvdfsca5khDPJLH2fNGq5bQyrCdwAAgNIRWgFlQtem4Ml3sx/2MMDOMV9MVYqX51QyEdfbb705VB3oV9bB7gmxcstVnUdIBQAA4DxCKwAoUr7QhKByZH6vSolEYzrzrIbAVQcyY2NuvDcAAADlRWgFACg7v4VUAAAAAMqP0ApwWTIR1/ymRgbktUgfeB0ATER3SQAAAG8RWgEui0Rj2rCxg6oSCwZeR6kIPuG2fN0lCbUAAADcRWgFAEXihtVbXgefuQblRjgwBhgAAIC7CK0AlIXfw52VK5YPq+rhhtU7xcw26LQgfvYEcZl4PwAAALxFaAWgLFrXtOTsymX6zeGe3bvozmgQBnJ3B8d3pnzvh+nXLQAAAL+r9LoBAMIh1ZVrJH66WU4m4upMtHte6eN33PB7j8+gNH66bgEAAPgRlVZASPi9e55JGFzfGXZv+BlDzHmELgAAADAZoRUQEp2Jdq+bAJSEMcQAAACAcCG0AmCk3p7unGNg5eNFRQ5VQEBunCMAAACwg9AKQNkVMvNbagysVGWN3ZtdLyrLqGbLjcACnCMAAACwg9AKCAg/BQKFzPxmHSC63De7pbyfyURc85saQz9Qu3UMKgILAAAAAHYQWgEBYQ0E/BRiZeP12EXp72chlWHpGKj9GKfHoGKmOwAAACBcCK2AgKCqxT2FVIYVwu9Boh12g75CeB1kAgAAACgvY0Or9evX65xzztHy5cuHLXv55Zf15S9/WRdccIEuuugiLVy4UG+88UbGOn/9619166236qKLLtK5556rSCSiX/7yl+VqPlB2zKxmvjAFidmCPmuwCgAAAAC5GBda9ff3a/HixVq7dq1GjRo1bPlvfvMbXXPNNTr11FP15JNPqrW1Vfv379c111yjvr6+ofWWLl2qF198UQ888IA6Ozv1j//4j7rxxhv13//93+XcHQDA/yFY9R9CxtLQpRUAAKA0xoVWmzdv1sDAgDo7OzVhwoRhy9evX69TTz1Vq1at0llnnaVzzz1Xd955p/r7+7VlyxZJ0q9//Wv913/9l26//XZdeOGF+ru/+zstX75c5557rtasWVPuXUJIUVVSXitXLNf8psayvufWG1I+80zcsPtfmKoDndDb051xHSKkBQAAKE2l1w2wmj17tr74xS/q+OOPz7r8u9/9rvbv36/jjvswb6upqZEkDQwMSJK2b9+u0aNH61Of+lTGcy+55BI98sgjOnTokE488USX9gA4xqSqEjfGFzLNnt27tGFjR1lf0/r5Wj/z9BCrM9Ee+M/Ayu7xn3q/TDlvwiyZiDtyzIbt86yuqS37dQgAACDIjAut6uvrcy6vqqpSVVVVxs+ee+45SdL5558vSdq5c6dOPfVUVVZm7t7kyZP1wQcfaPfu3TrzzDOzbr+i4ti/IEntT9D2y3TWY6mvt1udibgi847dwCU3ffj/brxe+uPGeTE93dHu6TGQq33FPN/J7Wc7R4rZnnWdmtpaNf7fZ9w4L6b5TY2hPg/zvYfp71dyU1x9vd22PnM4p3FebNgxW1EhtbW1adalVxa8nac72oc+09Q2SrkOmC5o+wN7+HsLyI1zBMgtLOeI3f0zLrSy691339V3vvMdzZo1SxdddJEk6W9/+5vGjh07bN1x48ZJkvbu3Tvi9qbUTcz63CCYUjfR6yaEyqLrF2jqaR++55PPOF233LR46PHPn+nIeFyqMaMqM14v3+NyK7U9+dZ3Yn/Tz5Fitmddx3oMeP0ZuK2trU3Nzc0jLvvz+70Ff4a33LRYP3+mw9ZnDudZ3+MbcnzGuZ7f1tamtrY27dzxO/3quZ8ObcN6jvhd0PYHxeHvLSA3zhEgt6CfI/v2nWBrfV+HVm+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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,addplot=ap,figscale=2,panel_ratios=(1,1))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/animation/gc.gif b/examples/scratch_pad/animation/gc.gif new file mode 100644 index 00000000..79426248 Binary files /dev/null and b/examples/scratch_pad/animation/gc.gif differ diff --git a/examples/scratch_pad/animation/gcmacd.gif b/examples/scratch_pad/animation/gcmacd.gif new file mode 100644 index 00000000..a88e551d Binary files /dev/null and b/examples/scratch_pad/animation/gcmacd.gif differ diff --git a/examples/scratch_pad/animation/gcmacd2.gif b/examples/scratch_pad/animation/gcmacd2.gif new file mode 100644 index 00000000..2b6e6c31 Binary files /dev/null and b/examples/scratch_pad/animation/gcmacd2.gif differ diff --git a/examples/scratch_pad/animation/genvol.py b/examples/scratch_pad/animation/genvol.py new file mode 100644 index 00000000..b28a54e4 --- /dev/null +++ b/examples/scratch_pad/animation/genvol.py @@ -0,0 +1,22 @@ + +import random + +def gen_vol( numpoints, totalvol ): + rlist = [] + for jj in range(0,num): + r = 0 + for kk in range(0,3): + r += random.random() + rlist.append(r/3.0) + rlist + s = sum(rlist) + vol = [] + for r in rlist: + vol.append((r/s)*tot) + + + +11/5/2019,3080.8,3083.95,3072.15,3074.62,585634570 +5 11/6/2019,3075.1,3078.34,3065.89,3076.78,544288522 +6 11/7/2019,3087.02,3097.77,3080.23,3085.18,566117910 +7 11/8/2019,3081.25,3093.09,3073.58,3093.08,460757054 diff --git a/examples/scratch_pad/animation/idaygcmacd.gif b/examples/scratch_pad/animation/idaygcmacd.gif new file mode 100644 index 00000000..36da0ef7 Binary files /dev/null and b/examples/scratch_pad/animation/idaygcmacd.gif differ diff --git a/examples/scratch_pad/animation/mpf_anim_iday_gif.py b/examples/scratch_pad/animation/mpf_anim_iday_gif.py new file mode 100644 index 00000000..8873c357 --- /dev/null +++ b/examples/scratch_pad/animation/mpf_anim_iday_gif.py @@ -0,0 +1,98 @@ +''' +This file contains a animation demo using mplfinance demonstating resampling +of the data and re-displaying the most recent, partially resampled, candle. + +The idea for this example came from Issue #256 +(https://github.com/matplotlib/mplfinance/issues/256) + +The typical use-case is where the user has real-time data from an API, +perhaps to the second, or minute, but wants to aggregate that data to +15 minutes per canlde, or maybe 30 minutes per candle. At the same time, +during those 15 or 30 minutes, the user wants to see the most recent +candle changing and developing as real-time data continues to come in. + +In the example presented in this file, the data is once per minute, +with an aggregation of 15 minutes per candle. But, for this *simulation* +we set the animation rate to 250ms, which means we are getting 1 minute's +worth of data from the API every 1/4 second. Thus, this simulation is +running 240 times faster than real-time. + +In a real-life case, if we have data once per second, and want to aggregate +15 minutes per candle, we would set the animation interval to something +like 5000ms (once every 5 seconds) because a more frequent visualization +might be impractical to watch or to use for decision making. + +PLEASE NOTE: In this example, we resample the *entire* data set with each +animation cycle. This is inefficient, but works fine for less than 5000 +data points or so. For larger data sets it may be practical to cache +the resampled data up to the last "full" candle, and only resample the +data that contributes to the final candle (and append it to the cached +resampled data). If I have time, I will work up and example doing that. + +NOTE: Presently mplfinance does not support "blitting" (blitting makes animation +more efficient). Nonetheless, the animation is efficient enough to update at least +once per second, and typically more frequently depending on the size of the plot. +''' +import pandas as pd +import mplfinance as mpf +import matplotlib.animation as animation + +## Class to simulate getting more data from API: + +class RealTimeAPI(): + def __init__(self): + self.data_pointer = 0 + self.data_frame = pd.read_csv('data/SP500_NOV2019_IDay.csv',index_col=0,parse_dates=True) + self.data_frame = self.data_frame.iloc[0:480,:] + self.df_len = len(self.data_frame) + + def fetch_next(self): + r1 = self.data_pointer + self.data_pointer += 1 + if self.data_pointer >= self.df_len: + return None + return self.data_frame.iloc[r1:self.data_pointer,:] + + def initial_fetch(self): + if self.data_pointer > 0: + return + r1 = self.data_pointer + self.data_pointer += int(0.3*self.df_len) + return self.data_frame.iloc[r1:self.data_pointer,:] + +rtapi = RealTimeAPI() + +resample_map ={'Open' :'first', + 'High' :'max' , + 'Low' :'min' , + 'Close':'last' } +resample_period = '15T' + +df = rtapi.initial_fetch() +rs = df.resample(resample_period).agg(resample_map).dropna() + +fig, axes = mpf.plot(rs,returnfig=True,figsize=(11,8),type='candle',title='\n\nGrowing Candle') +ax = axes[0] + +def animate(ival): + global df + global rs + nxt = rtapi.fetch_next() + if nxt is None: + #print('no more data to plot') + #ani.event_source.interval *= 3 + #if ani.event_source.interval > 12000: + exit() + #return + df = df.append(nxt) + rs = df.resample(resample_period).agg(resample_map).dropna() + ax.clear() + mpf.plot(rs,ax=ax,type='candle') + +ani = animation.FuncAnimation(fig, animate, interval=250) + +print('about to save') +ani.save('gc.gif', writer='imagemagick',fps=4) +print('DONE saving') + +mpf.show() diff --git a/examples/scratch_pad/animation/mpf_anim_idaymacd_gif.py b/examples/scratch_pad/animation/mpf_anim_idaymacd_gif.py new file mode 100644 index 00000000..a6348d48 --- /dev/null +++ b/examples/scratch_pad/animation/mpf_anim_idaymacd_gif.py @@ -0,0 +1,127 @@ +''' +This file contains a animation demo using mplfinance "external axes mode", +in which animate both the display of candlesticks as well as the display +of MACD (Moving Average Convergence Divergence) visual analysis. + +In this example, instead of creating the Figure and Axes external to mplfiance, +we allow mplfinance to create the Figure and Axes using its "panel method", and +set kwarg `returnfig=True` so that mplfinance will return the Figure and Axes. + +We then take those Axes and pass them back into mplfinance ("external axes mode") +as part of the animation. + +Note that presently mplfinance does not support "blitting" (blitting makes animation +more efficient). Nonetheless, the animation is efficient enough to update at least +once per second, and typically more frequently depending on the size of the plot. +''' +import pandas as pd +import mplfinance as mpf +import matplotlib.animation as animation + +mpf.__version__ + +## Class to simulate getting more data from API: + +class RealTimeAPI(): + def __init__(self): + self.data_pointer = 0 + self.data_frame = pd.read_csv('../../data/SP500_NOV2019_IDayRVol.csv',index_col=0,parse_dates=True) + #self.data_frame = self.data_frame.iloc[0:120,:] + self.df_len = len(self.data_frame) + + def fetch_next(self): + r1 = self.data_pointer + self.data_pointer += 1 + if self.data_pointer >= self.df_len: + return None + return self.data_frame.iloc[r1:self.data_pointer,:] + + def initial_fetch(self,num): + if self.data_pointer > 0: + return + r1 = self.data_pointer + self.data_pointer += num + return self.data_frame.iloc[r1:self.data_pointer,:] + +rtapi = RealTimeAPI() + +# ======= +# MACD: + +df = rtapi.initial_fetch(450) + +resample_map ={'Open' :'first', + 'High' :'max' , + 'Low' :'min' , + 'Close' :'last' , + 'Volume':'sum' } + +resample_period = '5T' + +rs = df.resample(resample_period).agg(resample_map).dropna() + +exp12 = rs['Close'].ewm(span=12, adjust=False).mean() +exp26 = rs['Close'].ewm(span=26, adjust=False).mean() +macd = exp12 - exp26 +signal = macd.ewm(span=9, adjust=False).mean() +histogram = macd - signal + +apds = [mpf.make_addplot(exp12,color='lime'), + mpf.make_addplot(exp26,color='c'), + mpf.make_addplot(histogram,type='bar',width=0.7,panel=1, + color='dimgray',alpha=1,secondary_y=False), + mpf.make_addplot(macd,panel=1,color='fuchsia',secondary_y=True), + mpf.make_addplot(signal,panel=1,color='b',secondary_y=True), + ] + +s = mpf.make_mpf_style(base_mpf_style='classic',rc={'figure.facecolor':'lightgray'}) + +fig, axes = mpf.plot(rs,type='candle',addplot=apds,figscale=1.5,figratio=(7,5),title='\n\nMACD', + style=s,volume=True,volume_panel=2,panel_ratios=(6,3,2),returnfig=True) + +ax_main = axes[0] +ax_emav = ax_main +ax_hisg = axes[2] +ax_macd = axes[3] +ax_sign = ax_macd +ax_volu = axes[4] + + +def animate(ival): + global df, rs + nxt = rtapi.fetch_next() + if nxt is None: + print('no more data to plot') + exit() + df = df.append(nxt) + rs = df.resample(resample_period).agg(resample_map).dropna() + if len(rs) > 90: + rs = rs[-90:] + data = rs + exp12 = data['Close'].ewm(span=12, adjust=False).mean() + exp26 = data['Close'].ewm(span=26, adjust=False).mean() + macd = exp12 - exp26 + signal = macd.ewm(span=9, adjust=False).mean() + histogram = macd - signal + apds = [mpf.make_addplot(exp12,color='lime',ax=ax_emav), + mpf.make_addplot(exp26,color='c',ax=ax_emav), + mpf.make_addplot(histogram,type='bar',width=0.7, + color='dimgray',alpha=1,ax=ax_hisg), + mpf.make_addplot(macd,color='fuchsia',ax=ax_macd), + mpf.make_addplot(signal,color='b',ax=ax_sign), + ] + + for ax in axes: + ax.clear() + mpf.plot(data,type='candle',addplot=apds,ax=ax_main,volume=ax_volu) + +ani = animation.FuncAnimation(fig,animate,interval=50) + +## print('about to save') +## ani.save('idaygcmacd.gif', writer='imagemagick',fps=5) +## print('DONE saving') + +import matplotlib.pyplot as plt +print('Backend: ',plt.get_backend()) + +mpf.show() diff --git a/examples/scratch_pad/animation/mpf_animation_demo1mod.py b/examples/scratch_pad/animation/mpf_animation_demo1mod.py new file mode 100644 index 00000000..e4e038f4 --- /dev/null +++ b/examples/scratch_pad/animation/mpf_animation_demo1mod.py @@ -0,0 +1,36 @@ +''' +This file contains a simple animation demo using mplfinance "external axes mode". + +Note that presently mplfinance does not support "blitting" (blitting makes animation +more efficient). Nonetheless, the animation is efficient enough to update at least +once per second, and typically more frequently depending on the size of the plot. +''' +import pandas as pd +import mplfinance as mpf +import matplotlib.animation as animation + +idf = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True) +idf.shape +idf.head(3) +idf.tail(3) +df = idf.loc['2011-07-01':'2011-12-30',:] + +fig = mpf.figure(style='charles',figsize=(7,8)) +ax1 = fig.add_subplot(2,1,1) +ax2 = fig.add_subplot(3,1,3) + +def animate(ival): + if (22+ival) > len(df): + print('no more data to plot') + ani.event_source.interval *= 3 + if ani.event_source.interval > 12000: + exit() + return + data = df.iloc[0+ival:(22+ival)] + ax1.clear() + ax2.clear() + mpf.plot(data,ax=ax1,volume=ax2,type='ohlc') + +ani = animation.FuncAnimation(fig, animate, interval=250) + +mpf.show() diff --git a/examples/scratch_pad/animation/mpf_animation_demo2mod.py b/examples/scratch_pad/animation/mpf_animation_demo2mod.py new file mode 100644 index 00000000..b86d88ea --- /dev/null +++ b/examples/scratch_pad/animation/mpf_animation_demo2mod.py @@ -0,0 +1,45 @@ +''' +This file contains a simple animation demo using mplfinance "external axes mode". + +In this example, instead of creating the Figure and Axes external to mplfiance, +we allow mplfinance to create the Figure and Axes using its "panel method", and +set kwarg `returnfig=True` so that mplfinance will return the Figure and Axes. + +We then take those Axes and pass them back into mplfinance ("external axes mode") +as part of the animation. + +Note that presently mplfinance does not support "blitting" (blitting makes animation +more efficient). Nonetheless, the animation is efficient enough to update at least +once per second, and typically more frequently depending on the size of the plot. +''' +import pandas as pd +import mplfinance as mpf +import matplotlib.animation as animation + +idf = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True) + +df = idf.loc['2011-07-01':'2011-12-30',:] + +pkwargs=dict(type='candle',mav=(7,12)) + +fig, axes = mpf.plot(df.iloc[0:22],returnfig=True,volume=True, + figsize=(11,8),panel_ratios=(2,1), + title='\n\nS&P 500 ETF',**pkwargs) +ax1 = axes[0] +ax2 = axes[2] + +def animate(ival): + if (20+ival) > len(df): + print('no more data to plot') + ani.event_source.interval *= 3 + if ani.event_source.interval > 12000: + exit() + return + data = df.iloc[0+ival:(22+ival)] + ax1.clear() + ax2.clear() + mpf.plot(data,ax=ax1,volume=ax2,**pkwargs) + +ani = animation.FuncAnimation(fig, animate, interval=200) + +mpf.show() diff --git a/examples/scratch_pad/bar_width_issues.ipynb b/examples/scratch_pad/bar_width_issues.ipynb new file mode 100644 index 00000000..de57835f --- /dev/null +++ b/examples/scratch_pad/bar_width_issues.ipynb @@ -0,0 +1,1231 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.0.3'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "pd.__version__ # for the record" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "#df = df.loc['2012-01-01':,:]\n", + "df.shape\n", + "df.head(3)\n", + "df.tail(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib qt\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# def plotbars(v,aa=None,w=0.5,e=0.5):\n", + "# x = range(len(v))\n", + "# fig, ax = plt.subplots()\n", + "# ax.bar(x,v,antialiased=aa,width=w,linewidth=0.0)\n", + "# plt.show(block=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def plotbars(v,fid=1,dpi=100,**kwargs):\n", + " x = range(len(v))\n", + " fig = plt.figure(fid,dpi=dpi)\n", + " ax = fig.add_subplot()\n", + " ax.bar(x,v,**kwargs)\n", + " plt.show(block=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "len(v1)= 50\n", + "len(v2)= 150\n" + ] + } + ], + "source": [ + "v1 = [202385700, 165936000, 143331600, 170464200, 194100500, 195918600, 214675700,\n", + " 204062600, 226111800, 220012800, 196872100, 166554900, 137145400, 245246300,\n", + " 126019400, 136653800, 131278200, 249020100, 207939900, 307038400, 325790900,\n", + " 346653800, 370830800, 520721800, 655619200, 702263900, 717828700, 662607400,\n", + " 487979700, 313731600, 258810600, 294095200, 238201100, 512956300, 428281300,\n", + " 275090600, 331136600, 246869700, 312365400, 314495900, 190977200, 241315700,\n", + " 301828400, 254585900, 255517200, 285130500, 209803200, 250568200, 380195100,\n", + " 305793500]\n", + "\n", + "v2 = v1 + v1 + v1\n", + "\n", + "print('len(v1)=',len(v1))\n", + "print('len(v2)=',len(v2))\n", + "\n", + "\n", + "# plotbars(v1,w=0.2,e=0)\n", + "# plotbars(v2,w=0.2,e=0)\n", + "\n", + "# plotbars(v1,w=.98,e=0)\n", + "# plotbars(v2,w=.98,e=0)\n", + "\n", + "# plotbars(v1,w=1.0,e=0)\n", + "# plotbars(v2,w=1.0,e=0)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (, line 1)", + "output_type": "error", + "traceback": [ + "\u001b[0;36m File \u001b[0;32m\"\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m STOP HERE\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "STOP HERE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plotbars(v1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plotbars(v2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def adjust_brightness(color, amount=0.5):\n", + " import matplotlib.colors as mc\n", + " import colorsys\n", + " try:\n", + " c = mc.cnames[color]\n", + " except:\n", + " c = color\n", + " c = colorsys.rgb_to_hls(*mc.to_rgb(c))\n", + " return colorsys.hls_to_rgb(c[0], max(0, min(1, amount * c[1])), c[2])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "c1 = 'c'\n", + "c2 = adjust_brightness(c1,0.75)\n", + "print(c2)\n", + "print(c1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plotbars(v2,1,dpi=135,ec=c2,fc=c1,linewidth=0.8,width=0.8)\n", + "plotbars(v2,2,dpi=135,ec=c2,fc=c1,linewidth=0.5,width=0.5)\n", + "#plotbars(v2,2,dpi=150,ec='k',linewidth=0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "v3 = [ (v,float('nan')) for v in v2]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "v3 = [v for tup in v3 for v in tup]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "len(v3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plotbars(v2,w=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "plotbars(v3,w=1.0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "STOP HERE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "v = df['Volume'].values\n", + "#v = df['Close'].values\n", + "def plot_vol(v,aa=None,w=0.5):\n", + " fig = plt.figure(figsize=(20,12))\n", + " ax = fig.add_axes( [0.15, 0.18, 0.70, 0.70] )\n", + " x = range(len(v))\n", + " ax.bar(x,v,antialiased=aa,width=w)\n", + " #ax.plot(x,v,antialiased=aa)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "y = v[0:51]\n", + "plot_vol(v,w=0.7)\n", + "plot_vol(y,w=0.7)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def adjust_brightness2(color, amount=0.5):\n", + " \n", + " def ab(c1, amount=0.5):\n", + " import matplotlib.colors as mc\n", + " import colorsys\n", + " try:\n", + " c = mc.cnames[c1]\n", + " except:\n", + " c = c1\n", + " c = colorsys.rgb_to_hls(*mc.to_rgb(c))\n", + " return colorsys.hls_to_rgb(c[0], max(0, min(1, amount * c[1])), c[2])\n", + "\n", + " if not isinstance(color,(list,tuple)):\n", + " color = [color,]\n", + " \n", + " cout = []*len(color)\n", + " cadj = {}\n", + " for c1 in color:\n", + " if c1 in cadj:\n", + " cout.append(cadj[c1])\n", + " else:\n", + " newc = ab(c1,amount)\n", + " cadj[c1] = newc\n", + " cout.append(cadj[c1])\n", + "\n", + " if len(cout) == 1:\n", + " return cout[0]\n", + " else:\n", + " return cout\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cadj = adjust_brightness2('c',0.75)\n", + "cadj" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cadj = adjust_brightness2(['c','r','g','b'],0.75)\n", + "cadj" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "vcolors= ['#007a00', '#d50d18', '#007a00', '#007a00', '#d50d18', '#d50d18', '#d50d18', \n", + " '#007a00', '#d50d18', '#007a00', '#d50d18', '#007a00', '#d50d18', '#007a00', \n", + " '#007a00', '#d50d18', '#d50d18', '#d50d18', '#d50d18', '#d50d18', '#d50d18', \n", + " '#d50d18', '#007a00', '#d50d18', '#d50d18', '#d50d18', '#007a00', '#d50d18', \n", + " '#007a00', '#007a00', '#007a00', '#d50d18', '#007a00', '#d50d18', '#d50d18', \n", + " '#007a00', '#007a00', '#007a00', '#d50d18', '#007a00', '#007a00', '#007a00', \n", + " '#007a00', '#d50d18', '#d50d18', '#d50d18', '#007a00', '#d50d18', '#d50d18', \n", + " '#007a00', '#007a00', '#007a00', '#007a00', '#007a00', '#d50d18', '#d50d18', \n", + " '#d50d18', '#d50d18', '#007a00', '#007a00', '#007a00', '#d50d18', '#007a00', \n", + " '#d50d18', '#d50d18', '#007a00', '#007a00', '#007a00', '#d50d18', '#007a00', \n", + " '#007a00', '#007a00', '#d50d18', '#007a00', '#d50d18', '#007a00', '#d50d18', \n", + " '#007a00', '#007a00', '#007a00', '#d50d18', '#007a00', '#007a00', '#d50d18', \n", + " '#d50d18', '#d50d18', '#007a00', '#007a00', '#d50d18', '#007a00', '#007a00', \n", + " '#d50d18', '#007a00', '#007a00', '#d50d18', '#007a00', '#d50d18', '#d50d18', \n", + " '#d50d18', '#d50d18', '#d50d18', '#d50d18', '#d50d18', '#007a00', '#007a00', \n", + " '#007a00', '#d50d18', '#d50d18', '#007a00', '#007a00', '#007a00', '#d50d18', \n", + " '#007a00', '#d50d18', '#d50d18', '#d50d18', '#007a00', '#d50d18', '#d50d18', \n", + " '#007a00', '#007a00', '#007a00', '#007a00', '#007a00', '#d50d18', '#007a00', \n", + " '#d50d18', '#007a00', '#007a00', '#007a00', '#d50d18', '#007a00', '#007a00', \n", + " '#007a00', '#007a00', '#d50d18', '#007a00', '#007a00', '#007a00', '#007a00', \n", + " '#d50d18', '#d50d18', '#007a00', '#d50d18', '#d50d18', '#d50d18', '#d50d18', \n", + " '#007a00', '#007a00', '#007a00', '#d50d18', '#007a00', '#007a00', '#007a00', \n", + " '#d50d18', '#007a00', '#d50d18', '#d50d18', '#007a00', '#007a00', '#007a00', \n", + " '#d50d18', '#007a00', '#007a00', '#007a00', '#007a00', '#d50d18', '#007a00', \n", + " '#d50d18', '#d50d18', '#d50d18', '#007a00', '#007a00', '#007a00', '#007a00', \n", + " '#007a00', '#d50d18', '#007a00', '#d50d18', '#007a00', '#d50d18', '#d50d18', \n", + " '#d50d18', '#007a00', '#007a00', '#d50d18', '#d50d18', '#d50d18', '#007a00', \n", + " '#007a00', '#d50d18', '#d50d18', '#d50d18', '#d50d18', '#d50d18', '#007a00', \n", + " '#007a00', '#d50d18', '#d50d18', '#007a00', '#d50d18', '#d50d18', '#007a00', \n", + " '#d50d18', '#007a00', '#007a00', '#007a00', '#007a00', '#d50d18', '#007a00', \n", + " '#d50d18', '#d50d18', '#d50d18', '#007a00', '#d50d18', '#d50d18', '#007a00', \n", + " '#d50d18', '#d50d18', '#d50d18', '#d50d18', '#d50d18', '#d50d18', '#007a00', \n", + " '#007a00', '#007a00', '#007a00', '#d50d18', '#007a00', '#d50d18', '#d50d18', \n", + " '#d50d18', '#d50d18', '#007a00', '#007a00', '#007a00', '#007a00', '#d50d18', \n", + " '#007a00', '#d50d18', '#007a00', '#007a00', '#007a00', '#007a00', '#d50d18', \n", + " '#d50d18', '#007a00', '#d50d18', '#007a00', '#007a00', '#d50d18', '#007a00']\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def without_cache(vcolors):\n", + " vca = []*len(vcolors)\n", + " for c in vcolors:\n", + " vca.append(adjust_brightness(c))\n", + " return vca\n", + "\n", + "def with_cache(vcolors):\n", + " return adjust_brightness2(vcolors)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%timeit a = without_cache(vcolors)\n", + "print(len(a))\n", + "a[0:5]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%timeit a = with_cache(vcolors)\n", + "print(len(a))\n", + "a[0:5]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "from mplfinance._helpers import _adjust_color_brightness" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "252\n", + "252\n" + ] + }, + { + "data": { + "text/plain": [ + "[(0.0, 0.23921568627450981, 0.0),\n", + " (0.4176470588235295, 0.025490196078431338, 0.04705882352941171),\n", + " (0.0, 0.23921568627450981, 0.0),\n", + " (0.0, 0.23921568627450981, 0.0),\n", + " (0.4176470588235295, 0.025490196078431338, 0.04705882352941171)]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vadj = _adjust_color_brightness(vcolors)\n", + "print(len(vcolors))\n", + "print(len(vadj))\n", + "vadj[0:5]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "252\n", + "252\n" + ] + }, + { + "data": { + "text/plain": [ + "[(0.0, 0.3588235294117647, 0.0),\n", + " (0.6264705882352942, 0.038235294117647034, 0.07058823529411759),\n", + " (0.0, 0.3588235294117647, 0.0),\n", + " (0.0, 0.3588235294117647, 0.0),\n", + " (0.6264705882352942, 0.038235294117647034, 0.07058823529411759)]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vadj = _adjust_color_brightness(vcolors,0.75)\n", + "print(len(vcolors))\n", + "print(len(vadj))\n", + "vadj[0:5]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "type(vcolors)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "len(vcolors)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "STOP HERE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import mplfinance as mpf\n", + "\n", + "mpf.plot(df,volume=True,style='charles')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's say we want to plot the Lower Bollinger band along with the basic OHLCV plot. \n", + "\n", + "We use `make_addplot()` to create the addplot dict, and pass that into the plot() function:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "apdict = mpf.make_addplot(df['LowerB'])\n", + "\n", + "mpf.plot(df,volume=True,addplot=apdict)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "When creating the `addplot` dict, we can specify that we want a scatter plot:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "apd = mpf.make_addplot(df['LowerB'],type='scatter')\n", + "\n", + "mpf.plot(df,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "The above example is a trivial use of a scatter plot, where the default line plot makes more sense. \n", + "\n", + "A more helpful use of a scatter plot might be to highlight specific movements in the data. For example, let's say we want to highlight whenever the \"Percent B\" Bollinger metric drops below zero. To do this, let's first calculate a series that contains this information:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def percentB_belowzero(percentB,price):\n", + " import numpy as np\n", + " signal = []\n", + " previous = -1.0\n", + " for date,value in percentB.iteritems():\n", + " if value < 0 and previous >= 0:\n", + " signal.append(price[date]*0.99)\n", + " else:\n", + " signal.append(np.nan)\n", + " previous = value\n", + " return signal" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "Take a small data set, and calculate a series that shows when the percentB falls below zero:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "tdf = df.loc['05-10-2012':'06-07-2012',] # Take a smaller data set so it's easier to see the scatter points\n", + "\n", + "signal = percentB_belowzero(tdf['PercentB'], tdf['Close'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Now plot the calculated information as an additional scatter plot on top of the the OHLC data:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "apd = mpf.make_addplot(signal,type='scatter')\n", + "\n", + "mpf.plot(tdf,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "We can customize the marker size and shape, to make the scatter markers easier to see:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "apd = mpf.make_addplot(signal,type='scatter',markersize=200,marker='^')\n", + "\n", + "mpf.plot(tdf,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Plotting multiple additional data sets\n", + "\n", + "There are two ways to plot multiple additional data sets.\n", + "\n", + "- If the configuration is the same for all additional data sets, simply pass a `DataFrame` for the data. All columns in the DataFrame will be plotted.\n", + "\n", + "- Alternatively you can create multiple `dict`s and pass a `list` of `dict`s to the `addplot` keyword\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Passing a DataFrame as the addplot data plots all columns in the DataFrame:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "tcdf = df[['LowerB','UpperB']] # DataFrame with two columns\n", + "apd = mpf.make_addplot(tcdf)\n", + "mpf.plot(df,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Setting `addplot=` a `list` of `dict`s is another to create multiple additional plots.
    This method is necessary if the additional plots will have different configurations. For example:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "First prepare the data:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def percentB_aboveone(percentB,price):\n", + " import numpy as np\n", + " signal = []\n", + " previous = 2\n", + " for date,value in percentB.iteritems():\n", + " if value > 1 and previous <= 1:\n", + " signal.append(price[date]*1.01)\n", + " else:\n", + " signal.append(np.nan)\n", + " previous = value\n", + " return signal" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "low_signal = percentB_belowzero(df['PercentB'], df['Close']) \n", + "high_signal = percentB_aboveone(df['PercentB'], df['Close'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Now create the additional plot `dict`s and plot the data: " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "apds = [ mpf.make_addplot(tcdf),\n", + " mpf.make_addplot(low_signal,type='scatter',markersize=200,marker='^'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v'),\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=1.25,volume=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Plotting additional data on panel \"B\"\n", + "\n", + "---\n", + "We refer to the Main, Upper panel as Panel \"A\" and the Lower panel as Panel \"B\".\n", + "\n", + "It is possible to plot the additional data on Panel \"B\" (where volume is usually plotted).\n", + "In this example, as is typical in Bollinger Band Analysis, we plot `PercentB` in panel B:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "apds = [ mpf.make_addplot(tcdf),\n", + " mpf.make_addplot(low_signal,type='scatter',markersize=200,marker='^'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v'),\n", + " mpf.make_addplot((df['PercentB']),panel=1,color='g')\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=1.3,volume=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Plotting additional data with a *secondary y-axis*\n", + "\n", + "---\n", + "\n", + "- Notice in the above plot, in the lower panel with the \"Volume\" bars, we see that \"Percent B\" line ***has its own y-axis on the right side.***\n", + "\n", + "\n", + "- `mpf.make_addplot()` has a keyword argument called `secondary_y` which can have **three** possible values: **`True`**, **`False`**, and **`'auto'`**.\n", + " - The default value is `'auto'` which means if you don't specify `secondary_y`, or if you specify `secondary_y='auto'`, then `mpf.plot()` will attempt to decide whether a secondary y-axis is needed, by comparing the order of magnitude of the addplot data with the order of magnitude of the data that is already on the plot.\n", + " - If **`mpf.plot()`** gets it wrong, you can always override by setting **`secondary_y=True`** or **`secondary_y=False`**.\n", + " \n", + "---\n", + "\n", + "- Below we see that `make_addplot()` also allows setting the `linestyle` for each additional plot.\n", + "\n", + "\n", + "- **Notice also** that we pass an alternative \"mplfinance `style`\" to demonstrate that **if the `style` specifies that the *primary y-axis* should be on the right, then `mpf.plot()` knows to put any `secondary_y` axes on the left.**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'),\n", + " mpf.make_addplot(low_signal,type='scatter',markersize=200,marker='^'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v'),\n", + " mpf.make_addplot((df['PercentB']),panel=1,color='g',linestyle='dotted')\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=1.5,volume=True,style='starsandstripes')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "---\n", + "\n", + "* **Below** we demonstrate that the main (upper) panel can also have a `secondary_y` axis:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import math\n", + "# Change order of magnitude and range of low_signal, so that it will require a `secondary_y`:\n", + "# note: this calculation has no financial meaning whatsoever; we are just generating some \n", + "# data to modify the order of magnitude and range, so as to be able to demonstrate \n", + "# secondary_y on the main panel.\n", + "new_low_signal = [x*20.*math.sin(x) for x in low_signal] " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "apds = [mpf.make_addplot(tcdf,linestyle='dashdot'),\n", + " mpf.make_addplot(new_low_signal,type='scatter',markersize=200,marker='^',secondary_y='auto'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v',color='orange'),\n", + " mpf.make_addplot((df['PercentB']),panel=1,color='g',linestyle='dotted')\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=1.5,volume=True,style='sas')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# The same plot, with a style that puts the primary y-axis on the left:\n", + "mpf.plot(df,addplot=apds,figscale=1.5,volume=True,style='default')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/check_use_cases.ipynb b/examples/scratch_pad/check_use_cases.ipynb new file mode 100644 index 00000000..72148ce7 --- /dev/null +++ b/examples/scratch_pad/check_use_cases.ipynb @@ -0,0 +1,2352 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.0.3'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "import pandas as pd\n", + "pd.__version__ # for the record" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Check Use Cases:\n", + "---\n", + "### Here we run through many cases of different amounts and densities of data, intraday, daily, weekly, and multiple styles to make sure all look OK for a given change \n", + "### ... for example correcting candle widths, volume bar widths, etc.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib qt\n", + "import mplfinance as mpf\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "setup = dict(type='candle',volume=True,returnfig=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plot 40 data points.\n", + "plot 70 data points.\n", + "plot 100 data points.\n", + "plot 130 data points.\n", + "plot 160 data points.\n", + "plot 190 data points.\n", + "plot 220 data points.\n", + "plot 250 data points.\n" + ] + } + ], + "source": [ + "data = {}\n", + "#for num in range(30,241,30):\n", + "for num in range(40,261,30):\n", + " data[num] = df.iloc[0:num]\n", + " print('plot',num,'data points.')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['binance',\n", + " 'blueskies',\n", + " 'brasil',\n", + " 'charles',\n", + " 'checkers',\n", + " 'classic',\n", + " 'default',\n", + " 'mike',\n", + " 'nightclouds',\n", + " 'sas',\n", + " 'starsandstripes',\n", + " 'yahoo']" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mpf.available_styles()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "styles = [\n", + " #'binance',\n", + " #'blueskies',\n", + " #'brasil',\n", + " #'charles',\n", + " #'checkers',\n", + " #'classic',\n", + " 'default',\n", + " #'mike',\n", + " #'nightclouds',\n", + " #'starsandstripes',\n", + " #'yahoo',\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# numpoints = [n for n in range(30,241,30)]\n", + "\n", + "# volume_width = (0.95, 0.90, 0.85, 0.80, 0.75, 0.70, 0.65, 0.60 )\n", + "# volume_linewidth = tuple([0.65]*8)\n", + "# candle_width = (0.65, 0.575, 0.50, 0.425, 0.350, 0.312, 0.312, 0.321)\n", + "# candle_linewidth = (1.00, 0.875, 0.75, 0.625, 0.500, 0.438, 0.438, 0.438)\n", + "# ohlc_tickwidth = tuple([0.35]*8)\n", + "# ohlc_linewidth = (1.50, 1.175, 0.85, 0.525, 0.525, 0.525, 0.525, 0.525)\n", + " \n", + "# widths = {}\n", + "\n", + "# widths['vw'] = volume_width\n", + "# widths['vlw'] = volume_linewidth\n", + "# widths['cw'] = candle_width\n", + "# widths['clw'] = candle_linewidth\n", + "# widths['ow'] = ohlc_tickwidth\n", + "# widths['olw'] = ohlc_linewidth" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# widths = pd.DataFrame(widths,index=numpoints)\n", + "# widths" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# def dfinterp(df,key,column):\n", + "# '''\n", + "# Given a DataFrame, with all values and the Index as floats,\n", + "# and given a float key, find the row that matches the key, or \n", + "# find the two rows surrounding that key, and return the interpolated\n", + "# value for the specified column, based on where the key falls between\n", + "# the two rows. If they key is an exact match for a key in the index,\n", + "# the return the exact value from the column. If the key is less than\n", + "# or greater than any key in the index, then return either the first\n", + "# or last value for the column.\n", + "# '''\n", + " \n", + "# s = df[column]\n", + "# s1 = s.loc[:key]\n", + "# #print('s1=',s1)\n", + "# if len(s1) < 1:\n", + "# return s.iloc[0]\n", + "# j1 = s1.index[-1]\n", + "# v1 = s1.iloc[-1]\n", + "# #print('j1,v1=',j1,v1)\n", + " \n", + "# s2 = s.loc[key:]\n", + "# #print('s2=',s2)\n", + "# if len(s2) < 1:\n", + "# return s.iloc[-1]\n", + "# j2 = s2.index[0]\n", + "# v2 = s2.iloc[0]\n", + "# #print('j2,v2=',j2,v2)\n", + "\n", + "# if j1 == j2:\n", + "# return v1\n", + "# delta = j2 - j1\n", + "# portion = (key - j1)/delta\n", + "# #print('delta,key,portion=',delta,key,portion)\n", + "# return v1 + (v2-v1)*portion" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "figscale = 1.0\n", + "setup = dict(type='candle',volume=True,mav=(10,40),returnfig=True)\n", + "# #num = 240\n", + "\n", + "# for num in range(30,241,30):\n", + "# for s in styles:\n", + "# # w = dict(vol_width=0.65 ,vol_linewidth=0.65,\n", + "# # candle_width=.312 ,candle_linewidth=0.438,\n", + "# # ohlc_ticksize=0.35 ,ohlc_linewidth=0.525)\n", + "# f,a = mpf.plot(data[num],**setup,figscale=figscale, style=s, title=s)\n", + "\n", + "\n", + "# # w = dict(vol_width=0.6 ,vol_linewidth=0.65,\n", + "# # candle_width=.285 ,candle_linewidth=0.376,\n", + "# # ohlc_ticksize=0.35 ,ohlc_linewidth=0.525)\n", + "# #f,a = mpf.plot(data[num],**setup,figscale=figscale, style=s, title=s)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_dfinterpolate returning 0.9566666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.0666666666666667\n", + "_dfinterpolate returning 0.5499999999999999\n", + "_dfinterpolate returning 0.8333333333333334\n", + "candle: avg_dist_between_points = 0.9857142857142858\n", + "candle: width = 0.5499999999999999\n", + "candle: linewidth = 0.8333333333333334\n", + "plot: xdates[-1]= 69\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 70\n", + "plot: avg_dist_between_points = 0.9857142857142858\n", + "volume: width= 0.9566666666666667\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n" + ] + } + ], + "source": [ + "f,a = mpf.plot(data[70],**setup,figscale=figscale)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=========================================\n", + "Can we better handle the formatting here?\n", + "So that we the same data is not labeled \n", + "repeatedly on the x-axis?\n", + "=========================================\n", + "\n" + ] + } + ], + "source": [ + "print('''\n", + "=========================================\n", + "Can we better handle the formatting here?\n", + "So that we the same data is not labeled \n", + "repeatedly on the x-axis?\n", + "=========================================\n", + "''')\n", + "#f,a = mpf.plot(data[num].iloc[0:1],**setup,figscale=figscale)\n", + "#f,a = mpf.plot(data[num].iloc[0:1],**setup,figscale=figscale,show_nontrading=True)\n", + "#f,a = mpf.plot(data[num].iloc[0:1],**setup,figscale=figscale,show_nontrading=True,datetime_format='%m/%d')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "def plotabunch():\n", + " for num in range(40,261,30):\n", + " for s in styles:\n", + " f,a = mpf.plot(data[num],**setup,figscale=figscale, style=s, title=s)\n", + " f,a = mpf.plot(data[num],**setup,figscale=figscale, style=s, title=s+' SNT',show_nontrading=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using matplotlib backend: Qt5Agg\n", + "_dfinterpolate returning 0.9733333333333333\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.3916666666666666\n", + "_dfinterpolate returning 0.625\n", + "_dfinterpolate returning 0.9583333333333334\n", + "candle: avg_dist_between_points = 0.975\n", + "candle: width = 0.625\n", + "candle: linewidth = 0.9583333333333334\n", + "plot: xdates[-1]= 39\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 40\n", + "plot: avg_dist_between_points = 0.975\n", + "volume: width= 0.9733333333333333\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.9733333333333333\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.3916666666666666\n", + "_dfinterpolate returning 0.625\n", + "_dfinterpolate returning 0.9583333333333334\n", + "candle: avg_dist_between_points = 1.4\n", + "candle: width = 0.90125\n", + "candle: linewidth = 0.9583333333333334\n", + "plot: xdates[-1]= 734375.0\n", + "plot: xdates[ 0]= 734319.0\n", + "plot: len(xdates)= 40\n", + "plot: avg_dist_between_points = 1.4\n", + "volume: width= 1.4035466666666665\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.9566666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.0666666666666667\n", + "_dfinterpolate returning 0.5499999999999999\n", + "_dfinterpolate returning 0.8333333333333334\n", + "candle: avg_dist_between_points = 0.9857142857142858\n", + "candle: width = 0.5499999999999999\n", + "candle: linewidth = 0.8333333333333334\n", + "plot: xdates[-1]= 69\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 70\n", + "plot: avg_dist_between_points = 0.9857142857142858\n", + "volume: width= 0.9566666666666667\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.9566666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.0666666666666667\n", + "_dfinterpolate returning 0.5499999999999999\n", + "_dfinterpolate returning 0.8333333333333334\n", + "candle: avg_dist_between_points = 1.4428571428571428\n", + "candle: width = 0.8173785714285714\n", + "candle: linewidth = 0.8333333333333334\n", + "plot: xdates[-1]= 734420.0\n", + "plot: xdates[ 0]= 734319.0\n", + "plot: len(xdates)= 70\n", + "plot: avg_dist_between_points = 1.4428571428571428\n", + "volume: width= 1.4217433333333334\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.9416666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.7416666666666667\n", + "_dfinterpolate returning 0.475\n", + "_dfinterpolate returning 0.7083333333333334\n", + "candle: avg_dist_between_points = 0.99\n", + "candle: width = 0.475\n", + "candle: linewidth = 0.7083333333333334\n", + "plot: xdates[-1]= 99\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 100\n", + "plot: avg_dist_between_points = 0.99\n", + "volume: width= 0.9416666666666667\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.9416666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.7416666666666667\n", + "_dfinterpolate returning 0.475\n", + "_dfinterpolate returning 0.7083333333333334\n", + "candle: avg_dist_between_points = 1.43\n", + "candle: width = 0.6996275\n", + "candle: linewidth = 0.7083333333333334\n", + "plot: xdates[-1]= 734462.0\n", + "plot: xdates[ 0]= 734319.0\n", + "plot: len(xdates)= 100\n", + "plot: avg_dist_between_points = 1.43\n", + "volume: width= 1.386980833333333\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.9166666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.39999999999999997\n", + "_dfinterpolate returning 0.5833333333333334\n", + "candle: avg_dist_between_points = 0.9923076923076923\n", + "candle: width = 0.39999999999999997\n", + "candle: linewidth = 0.5833333333333334\n", + "plot: xdates[-1]= 129\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 130\n", + "plot: avg_dist_between_points = 0.9923076923076923\n", + "volume: width= 0.9166666666666667\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.9166666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.39999999999999997\n", + "_dfinterpolate returning 0.5833333333333334\n", + "candle: avg_dist_between_points = 1.4461538461538461\n", + "candle: width = 0.6131692307692308\n", + "candle: linewidth = 0.5833333333333334\n", + "plot: xdates[-1]= 734507.0\n", + "plot: xdates[ 0]= 734319.0\n", + "plot: len(xdates)= 130\n", + "plot: avg_dist_between_points = 1.4461538461538461\n", + "volume: width= 1.4051794871794874\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.9\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.3373333333333333\n", + "_dfinterpolate returning 0.47933333333333333\n", + "candle: avg_dist_between_points = 0.99375\n", + "candle: width = 0.3373333333333333\n", + "candle: linewidth = 0.47933333333333333\n", + "plot: xdates[-1]= 159\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 160\n", + "plot: avg_dist_between_points = 0.99375\n", + "volume: width= 0.9\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.9\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.3373333333333333\n", + "_dfinterpolate returning 0.47933333333333333\n", + "candle: avg_dist_between_points = 1.44375\n", + "candle: width = 0.5162465\n", + "candle: linewidth = 0.47933333333333333\n", + "plot: xdates[-1]= 734550.0\n", + "plot: xdates[ 0]= 734319.0\n", + "plot: len(xdates)= 160\n", + "plot: avg_dist_between_points = 1.44375\n", + "volume: width= 1.3773375000000003\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.8916666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.312\n", + "_dfinterpolate returning 0.438\n", + "candle: avg_dist_between_points = 0.9947368421052631\n", + "candle: width = 0.312\n", + "candle: linewidth = 0.438\n", + "plot: xdates[-1]= 189\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 190\n", + "plot: avg_dist_between_points = 0.9947368421052631\n", + "volume: width= 0.8916666666666667\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.8916666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.312\n", + "_dfinterpolate returning 0.438\n", + "candle: avg_dist_between_points = 1.4526315789473685\n", + "candle: width = 0.4804143157894737\n", + "candle: linewidth = 0.438\n", + "plot: xdates[-1]= 734595.0\n", + "plot: xdates[ 0]= 734319.0\n", + "plot: len(xdates)= 190\n", + "plot: avg_dist_between_points = 1.4526315789473685\n", + "volume: width= 1.3729789473684213\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.8583333333333333\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.315\n", + "_dfinterpolate returning 0.438\n", + "candle: avg_dist_between_points = 0.9954545454545455\n", + "candle: width = 0.315\n", + "candle: linewidth = 0.438\n", + "plot: xdates[-1]= 219\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 220\n", + "plot: avg_dist_between_points = 0.9954545454545455\n", + "volume: width= 0.8583333333333333\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.8583333333333333\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.315\n", + "_dfinterpolate returning 0.438\n", + "candle: avg_dist_between_points = 1.45\n", + "candle: width = 0.484155\n", + "candle: linewidth = 0.438\n", + "plot: xdates[-1]= 734638.0\n", + "plot: xdates[ 0]= 734319.0\n", + "plot: len(xdates)= 220\n", + "plot: avg_dist_between_points = 1.45\n", + "volume: width= 1.3192583333333332\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.825\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.321\n", + "_dfinterpolate returning 0.438\n", + "candle: avg_dist_between_points = 0.996\n", + "candle: width = 0.321\n", + "candle: linewidth = 0.438\n", + "plot: xdates[-1]= 249\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 250\n", + "plot: avg_dist_between_points = 0.996\n", + "volume: width= 0.825\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.825\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.321\n", + "_dfinterpolate returning 0.438\n", + "candle: avg_dist_between_points = 1.448\n", + "candle: width = 0.49269648\n", + "candle: linewidth = 0.438\n", + "plot: xdates[-1]= 734681.0\n", + "plot: xdates[ 0]= 734319.0\n", + "plot: len(xdates)= 250\n", + "plot: avg_dist_between_points = 1.448\n", + "volume: width= 1.266276\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "10.5 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n" + ] + } + ], + "source": [ + "%matplotlib\n", + "figscale = 1.0\n", + "setup = dict(type='candle',volume=True,mav=(10,40),returnfig=True)#,show_nontrading=True)\n", + "%timeit -n1 -r1 plotabunch()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (, line 1)", + "output_type": "error", + "traceback": [ + "\u001b[0;36m File \u001b[0;32m\"\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m STOP HERE\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "STOP HERE" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### Resample data to Weekly:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "wdf = df.resample('1W').agg(\n", + " {'Open' :'first',\n", + " 'High' :'max',\n", + " 'Low' :'min',\n", + " 'Close' :'last',\n", + " 'Volume':'sum'\n", + " })" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseVolume
    Date
    2011-07-03132.089996134.100006131.779999133.919998202385700
    2011-07-10133.779999135.699997133.110001134.399994673832300
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    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2011-07-03 132.089996 134.100006 131.779999 133.919998 202385700\n", + "2011-07-10 133.779999 135.699997 133.110001 134.399994 673832300\n", + "2011-07-17 132.750000 133.220001 130.679993 131.690002 1060781500\n", + "2011-07-24 131.080002 134.820007 129.630005 134.580002 871838100\n", + "2011-07-31 133.300003 134.490005 127.970001 129.330002 1031930400" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseVolume
    Date
    2012-06-03133.160004133.929993128.160004128.160004764680800
    2012-06-10128.389999133.529999127.139999133.100006879586100
    2012-06-17134.169998134.259995131.160004134.139999923971800
    2012-06-24133.580002136.250000132.330002133.460007810496700
    2012-07-01132.050003136.270004130.850006136.100006777590700
    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2012-06-03 133.160004 133.929993 128.160004 128.160004 764680800\n", + "2012-06-10 128.389999 133.529999 127.139999 133.100006 879586100\n", + "2012-06-17 134.169998 134.259995 131.160004 134.139999 923971800\n", + "2012-06-24 133.580002 136.250000 132.330002 133.460007 810496700\n", + "2012-07-01 132.050003 136.270004 130.850006 136.100006 777590700" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "(53, 5)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wdf.head()\n", + "wdf.tail()\n", + "wdf.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using matplotlib backend: Qt5Agg\n" + ] + } + ], + "source": [ + "%matplotlib" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plot 8 data points.\n", + "plot 16 data points.\n", + "plot 24 data points.\n", + "plot 32 data points.\n", + "plot 40 data points.\n", + "plot 48 data points.\n" + ] + } + ], + "source": [ + "data = {}\n", + "#for num in range(30,241,30):\n", + "for num in range(8,54,8):\n", + " data[num] = wdf.iloc[0:num]\n", + " print('plot',num,'data points.')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# w = dict(vol_width=7.0 ,vol_linewidth=0.65,\n", + "# candle_width=4.2 ,candle_linewidth=1.0,\n", + "# ohlc_ticksize=2.5 ,ohlc_linewidth=0.525)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "def plotabunch():\n", + " for num in range(8,54,8):\n", + " for s in styles:\n", + " f,a = mpf.plot(data[num],**setup,figscale=figscale, style=s, title=s)\n", + " f,a = mpf.plot(data[num],**setup,figscale=figscale, style=s, title=s+' SNT',show_nontrading=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using matplotlib backend: Qt5Agg\n", + "_dfinterpolate returning 0.98\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.5\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 1.0\n", + "candle: avg_dist_between_points = 0.875\n", + "candle: width = 0.65\n", + "candle: linewidth = 1.0\n", + "plot: xdates[-1]= 7\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 8\n", + "plot: avg_dist_between_points = 0.875\n", + "volume: width= 0.98\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.98\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.5\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 1.0\n", + "candle: avg_dist_between_points = 6.125\n", + "candle: width = 4.1006875\n", + "candle: linewidth = 1.0\n", + "plot: xdates[-1]= 734370.0\n", + "plot: xdates[ 0]= 734321.0\n", + "plot: len(xdates)= 8\n", + "plot: avg_dist_between_points = 6.125\n", + "volume: width= 6.182575\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.98\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.5\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 1.0\n", + "candle: avg_dist_between_points = 0.9375\n", + "candle: width = 0.65\n", + "candle: linewidth = 1.0\n", + "plot: xdates[-1]= 15\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 16\n", + "plot: avg_dist_between_points = 0.9375\n", + "volume: width= 0.98\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.98\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.5\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 1.0\n", + "candle: avg_dist_between_points = 6.5625\n", + "candle: width = 4.39359375\n", + "candle: linewidth = 1.0\n", + "plot: xdates[-1]= 734426.0\n", + "plot: xdates[ 0]= 734321.0\n", + "plot: len(xdates)= 16\n", + "plot: avg_dist_between_points = 6.5625\n", + "volume: width= 6.624187500000001\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.98\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.5\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 1.0\n", + "candle: avg_dist_between_points = 0.9583333333333334\n", + "candle: width = 0.65\n", + "candle: linewidth = 1.0\n", + "plot: xdates[-1]= 23\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 24\n", + "plot: avg_dist_between_points = 0.9583333333333334\n", + "volume: width= 0.98\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.98\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.5\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 1.0\n", + "candle: avg_dist_between_points = 6.708333333333333\n", + "candle: width = 4.491229166666667\n", + "candle: linewidth = 1.0\n", + "plot: xdates[-1]= 734482.0\n", + "plot: xdates[ 0]= 734321.0\n", + "plot: len(xdates)= 24\n", + "plot: avg_dist_between_points = 6.708333333333333\n", + "volume: width= 6.771391666666666\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.9786666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.4783333333333333\n", + "_dfinterpolate returning 0.645\n", + "_dfinterpolate returning 0.9916666666666667\n", + "candle: avg_dist_between_points = 0.96875\n", + "candle: width = 0.645\n", + "candle: linewidth = 0.9916666666666667\n", + "plot: xdates[-1]= 31\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 32\n", + "plot: avg_dist_between_points = 0.96875\n", + "volume: width= 0.9786666666666667\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.9786666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.4783333333333333\n", + "_dfinterpolate returning 0.645\n", + "_dfinterpolate returning 0.9916666666666667\n", + "candle: avg_dist_between_points = 6.78125\n", + "candle: width = 4.505123437500001\n", + "candle: linewidth = 0.9916666666666667\n", + "plot: xdates[-1]= 734538.0\n", + "plot: xdates[ 0]= 734321.0\n", + "plot: len(xdates)= 32\n", + "plot: avg_dist_between_points = 6.78125\n", + "volume: width= 6.835680833333334\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.9733333333333333\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.3916666666666666\n", + "_dfinterpolate returning 0.625\n", + "_dfinterpolate returning 0.9583333333333334\n", + "candle: avg_dist_between_points = 0.975\n", + "candle: width = 0.625\n", + "candle: linewidth = 0.9583333333333334\n", + "plot: xdates[-1]= 39\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 40\n", + "plot: avg_dist_between_points = 0.975\n", + "volume: width= 0.9733333333333333\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.9733333333333333\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.3916666666666666\n", + "_dfinterpolate returning 0.625\n", + "_dfinterpolate returning 0.9583333333333334\n", + "candle: avg_dist_between_points = 6.825\n", + "candle: width = 4.39359375\n", + "candle: linewidth = 0.9583333333333334\n", + "plot: xdates[-1]= 734594.0\n", + "plot: xdates[ 0]= 734321.0\n", + "plot: len(xdates)= 40\n", + "plot: avg_dist_between_points = 6.825\n", + "volume: width= 6.842289999999999\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.968\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.305\n", + "_dfinterpolate returning 0.605\n", + "_dfinterpolate returning 0.925\n", + "candle: avg_dist_between_points = 0.9791666666666666\n", + "candle: width = 0.605\n", + "candle: linewidth = 0.925\n", + "plot: xdates[-1]= 47\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 48\n", + "plot: avg_dist_between_points = 0.9791666666666666\n", + "volume: width= 0.968\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "_dfinterpolate returning 0.968\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.305\n", + "_dfinterpolate returning 0.605\n", + "_dfinterpolate returning 0.925\n", + "candle: avg_dist_between_points = 6.854166666666667\n", + "candle: width = 4.271173958333334\n", + "candle: linewidth = 0.925\n", + "plot: xdates[-1]= 734650.0\n", + "plot: xdates[ 0]= 734321.0\n", + "plot: len(xdates)= 48\n", + "plot: avg_dist_between_points = 6.854166666666667\n", + "volume: width= 6.833878333333334\n", + "volume: linewidth= 0.65\n", + "vcolors= #1f77b4\n", + "4.82 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n" + ] + } + ], + "source": [ + "%matplotlib\n", + "figscale = 1.0\n", + "setup = dict(type='candle',volume=True,mav=(10,40),returnfig=True)#,show_nontrading=True)\n", + "%timeit -n1 -r1 plotabunch()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using matplotlib backend: Qt5Agg\n" + ] + } + ], + "source": [ + "%matplotlib" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%ls -l ../data/*" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1563, 4)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenCloseHighLow
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    2019-11-05 09:30:003080.803080.493081.473080.30
    2019-11-05 09:31:003080.333079.363080.333079.15
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    OpenCloseHighLow
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    2019-11-08 15:58:003090.733091.043091.133090.58
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    " + ], + "text/plain": [ + " Open Close High Low\n", + "Date \n", + "2019-11-08 15:58:00 3090.73 3091.04 3091.13 3090.58\n", + "2019-11-08 15:59:00 3091.16 3092.91 3092.91 3090.96" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../data/SP500_NOV2019_IDay.csv',index_col=0,parse_dates=True)\n", + "idf.drop('Volume',axis=1,inplace=True)\n", + "idf.shape\n", + "idf.head(2)\n", + "idf.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "tdf = idf.loc['2019-11-05 15:00':'2019-11-06 15:00',:]\n", + "tdf = idf.loc['2019-11-05':'2019-11-05',:]" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "391" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(tdf)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plot 40 data points.\n", + "plot 70 data points.\n", + "plot 100 data points.\n", + "plot 130 data points.\n", + "plot 160 data points.\n", + "plot 190 data points.\n", + "plot 220 data points.\n", + "plot 250 data points.\n" + ] + } + ], + "source": [ + "data = {}\n", + "#for num in range(30,241,30):\n", + "for num in range(40,261,30):\n", + " data[num] = tdf.iloc[0:num]\n", + " print('plot',num,'data points.')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "styles = [\n", + " #'binance',\n", + " #'blueskies',\n", + " #'brasil',\n", + " 'charles',\n", + " #'checkers',\n", + " #'classic',\n", + " 'default',\n", + " #'mike',\n", + " #'nightclouds',\n", + " #'starsandstripes',\n", + " #'yahoo',\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using matplotlib backend: Qt5Agg\n" + ] + } + ], + "source": [ + "%matplotlib" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "# w = dict(vol_width=0.00065 ,vol_linewidth=0.65,\n", + "# candle_width=.000312 ,candle_linewidth=0.438,\n", + "# ohlc_ticksize=0.00035 ,ohlc_linewidth=0.000525)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "def plotabunch():\n", + " for num in range(40,261,30):\n", + " for s in styles:\n", + " f,a = mpf.plot(data[num],**setup,figscale=figscale, style=s, title=s)\n", + " f,a = mpf.plot(data[num],**setup,figscale=figscale, style=s, title=s+' SNT',show_nontrading=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using matplotlib backend: Qt5Agg\n", + "_dfinterpolate returning 0.9733333333333333\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.3916666666666666\n", + "_dfinterpolate returning 0.625\n", + "_dfinterpolate returning 0.9583333333333334\n", + "candle: avg_dist_between_points = 0.975\n", + "candle: width = 0.625\n", + "candle: linewidth = 0.9583333333333334\n", + "plot: xdates[-1]= 39\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 40\n", + "plot: avg_dist_between_points = 0.975\n", + "_dfinterpolate returning 0.9733333333333333\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.3916666666666666\n", + "_dfinterpolate returning 0.625\n", + "_dfinterpolate returning 0.9583333333333334\n", + "candle: avg_dist_between_points = 0.0006770833337213844\n", + "candle: width = 0.00043587239608314124\n", + "candle: linewidth = 0.9583333333333334\n", + "plot: xdates[-1]= 737368.4229166667\n", + "plot: xdates[ 0]= 737368.3958333334\n", + "plot: len(xdates)= 40\n", + "plot: avg_dist_between_points = 0.0006770833337213844\n", + "_dfinterpolate returning 0.9733333333333333\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.3916666666666666\n", + "_dfinterpolate returning 0.625\n", + "_dfinterpolate returning 0.9583333333333334\n", + "candle: avg_dist_between_points = 0.975\n", + "candle: width = 0.625\n", + "candle: linewidth = 0.9583333333333334\n", + "plot: xdates[-1]= 39\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 40\n", + "plot: avg_dist_between_points = 0.975\n", + "_dfinterpolate returning 0.9733333333333333\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.3916666666666666\n", + "_dfinterpolate returning 0.625\n", + "_dfinterpolate returning 0.9583333333333334\n", + "candle: avg_dist_between_points = 0.0006770833337213844\n", + "candle: width = 0.00043587239608314124\n", + "candle: linewidth = 0.9583333333333334\n", + "plot: xdates[-1]= 737368.4229166667\n", + "plot: xdates[ 0]= 737368.3958333334\n", + "plot: len(xdates)= 40\n", + "plot: avg_dist_between_points = 0.0006770833337213844\n", + "_dfinterpolate returning 0.9566666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.0666666666666667\n", + "_dfinterpolate returning 0.5499999999999999\n", + "_dfinterpolate returning 0.8333333333333334\n", + "candle: avg_dist_between_points = 0.9857142857142858\n", + "candle: width = 0.5499999999999999\n", + "candle: linewidth = 0.8333333333333334\n", + "plot: xdates[-1]= 69\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 70\n", + "plot: avg_dist_between_points = 0.9857142857142858\n", + "_dfinterpolate returning 0.9566666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.0666666666666667\n", + "_dfinterpolate returning 0.5499999999999999\n", + "_dfinterpolate returning 0.8333333333333334\n", + "candle: avg_dist_between_points = 0.0006845238086368357\n", + "candle: width = 0.0003877827375927674\n", + "candle: linewidth = 0.8333333333333334\n", + "plot: xdates[-1]= 737368.44375\n", + "plot: xdates[ 0]= 737368.3958333334\n", + "plot: len(xdates)= 70\n", + "plot: avg_dist_between_points = 0.0006845238086368357\n", + "_dfinterpolate returning 0.9566666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.0666666666666667\n", + "_dfinterpolate returning 0.5499999999999999\n", + "_dfinterpolate returning 0.8333333333333334\n", + "candle: avg_dist_between_points = 0.9857142857142858\n", + "candle: width = 0.5499999999999999\n", + "candle: linewidth = 0.8333333333333334\n", + "plot: xdates[-1]= 69\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 70\n", + "plot: avg_dist_between_points = 0.9857142857142858\n", + "_dfinterpolate returning 0.9566666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 1.0666666666666667\n", + "_dfinterpolate returning 0.5499999999999999\n", + "_dfinterpolate returning 0.8333333333333334\n", + "candle: avg_dist_between_points = 0.0006845238086368357\n", + "candle: width = 0.0003877827375927674\n", + "candle: linewidth = 0.8333333333333334\n", + "plot: xdates[-1]= 737368.44375\n", + "plot: xdates[ 0]= 737368.3958333334\n", + "plot: len(xdates)= 70\n", + "plot: avg_dist_between_points = 0.0006845238086368357\n", + "_dfinterpolate returning 0.9416666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.7416666666666667\n", + "_dfinterpolate returning 0.475\n", + "_dfinterpolate returning 0.7083333333333334\n", + "candle: avg_dist_between_points = 0.99\n", + "candle: width = 0.475\n", + "candle: linewidth = 0.7083333333333334\n", + "plot: xdates[-1]= 99\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 100\n", + "plot: avg_dist_between_points = 0.99\n", + "_dfinterpolate returning 0.9416666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.7416666666666667\n", + "_dfinterpolate returning 0.475\n", + "_dfinterpolate returning 0.7083333333333334\n", + "candle: avg_dist_between_points = 0.0006874999997671694\n", + "candle: width = 0.0003363593748860876\n", + "candle: linewidth = 0.7083333333333334\n", + "plot: xdates[-1]= 737368.4645833333\n", + "plot: xdates[ 0]= 737368.3958333334\n", + "plot: len(xdates)= 100\n", + "plot: avg_dist_between_points = 0.0006874999997671694\n", + "_dfinterpolate returning 0.9416666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.7416666666666667\n", + "_dfinterpolate returning 0.475\n", + "_dfinterpolate returning 0.7083333333333334\n", + "candle: avg_dist_between_points = 0.99\n", + "candle: width = 0.475\n", + "candle: linewidth = 0.7083333333333334\n", + "plot: xdates[-1]= 99\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 100\n", + "plot: avg_dist_between_points = 0.99\n", + "_dfinterpolate returning 0.9416666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.7416666666666667\n", + "_dfinterpolate returning 0.475\n", + "_dfinterpolate returning 0.7083333333333334\n", + "candle: avg_dist_between_points = 0.0006874999997671694\n", + "candle: width = 0.0003363593748860876\n", + "candle: linewidth = 0.7083333333333334\n", + "plot: xdates[-1]= 737368.4645833333\n", + "plot: xdates[ 0]= 737368.3958333334\n", + "plot: len(xdates)= 100\n", + "plot: avg_dist_between_points = 0.0006874999997671694\n", + "_dfinterpolate returning 0.9166666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.39999999999999997\n", + "_dfinterpolate returning 0.5833333333333334\n", + "candle: avg_dist_between_points = 0.9923076923076923\n", + "candle: width = 0.39999999999999997\n", + "candle: linewidth = 0.5833333333333334\n", + "plot: xdates[-1]= 129\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 130\n", + "plot: avg_dist_between_points = 0.9923076923076923\n", + "_dfinterpolate returning 0.9166666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.39999999999999997\n", + "_dfinterpolate returning 0.5833333333333334\n", + "candle: avg_dist_between_points = 0.0006891025642219644\n", + "candle: width = 0.0002921794872301129\n", + "candle: linewidth = 0.5833333333333334\n", + "plot: xdates[-1]= 737368.4854166667\n", + "plot: xdates[ 0]= 737368.3958333334\n", + "plot: len(xdates)= 130\n", + "plot: avg_dist_between_points = 0.0006891025642219644\n", + "_dfinterpolate returning 0.9166666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.39999999999999997\n", + "_dfinterpolate returning 0.5833333333333334\n", + "candle: avg_dist_between_points = 0.9923076923076923\n", + "candle: width = 0.39999999999999997\n", + "candle: linewidth = 0.5833333333333334\n", + "plot: xdates[-1]= 129\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 130\n", + "plot: avg_dist_between_points = 0.9923076923076923\n", + "_dfinterpolate returning 0.9166666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.39999999999999997\n", + "_dfinterpolate returning 0.5833333333333334\n", + "candle: avg_dist_between_points = 0.0006891025642219644\n", + "candle: width = 0.0002921794872301129\n", + "candle: linewidth = 0.5833333333333334\n", + "plot: xdates[-1]= 737368.4854166667\n", + "plot: xdates[ 0]= 737368.3958333334\n", + "plot: len(xdates)= 130\n", + "plot: avg_dist_between_points = 0.0006891025642219644\n", + "_dfinterpolate returning 0.9\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.3373333333333333\n", + "_dfinterpolate returning 0.47933333333333333\n", + "candle: avg_dist_between_points = 0.99375\n", + "candle: width = 0.3373333333333333\n", + "candle: linewidth = 0.47933333333333333\n", + "plot: xdates[-1]= 159\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 160\n", + "plot: avg_dist_between_points = 0.99375\n", + "_dfinterpolate returning 0.9\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.3373333333333333\n", + "_dfinterpolate returning 0.47933333333333333\n", + "candle: avg_dist_between_points = 0.0006901041662786156\n", + "candle: width = 0.0002467628470834655\n", + "candle: linewidth = 0.47933333333333333\n", + "plot: xdates[-1]= 737368.50625\n", + "plot: xdates[ 0]= 737368.3958333334\n", + "plot: len(xdates)= 160\n", + "plot: avg_dist_between_points = 0.0006901041662786156\n", + "_dfinterpolate returning 0.9\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.3373333333333333\n", + "_dfinterpolate returning 0.47933333333333333\n", + "candle: avg_dist_between_points = 0.99375\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "candle: width = 0.3373333333333333\n", + "candle: linewidth = 0.47933333333333333\n", + "plot: xdates[-1]= 159\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 160\n", + "plot: avg_dist_between_points = 0.99375\n", + "_dfinterpolate returning 0.9\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.3373333333333333\n", + "_dfinterpolate returning 0.47933333333333333\n", + "candle: avg_dist_between_points = 0.0006901041662786156\n", + "candle: width = 0.0002467628470834655\n", + "candle: linewidth = 0.47933333333333333\n", + "plot: xdates[-1]= 737368.50625\n", + "plot: xdates[ 0]= 737368.3958333334\n", + "plot: len(xdates)= 160\n", + "plot: avg_dist_between_points = 0.0006901041662786156\n", + "_dfinterpolate returning 0.8916666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:266: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", + " fig = plt.figure()\n", + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:266: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", + " fig = plt.figure()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 0.312\n", + "_dfinterpolate returning 0.438\n", + "candle: avg_dist_between_points = 0.9947368421052631\n", + "candle: width = 0.312\n", + "candle: linewidth = 0.438\n", + "plot: xdates[-1]= 189\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 190\n", + "plot: avg_dist_between_points = 0.9947368421052631\n", + "_dfinterpolate returning 0.8916666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.312\n", + "_dfinterpolate returning 0.438\n", + "candle: avg_dist_between_points = 0.0006907894735616681\n", + "candle: width = 0.0002284578946963149\n", + "candle: linewidth = 0.438\n", + "plot: xdates[-1]= 737368.5270833333\n", + "plot: xdates[ 0]= 737368.3958333334\n", + "plot: len(xdates)= 190\n", + "plot: avg_dist_between_points = 0.0006907894735616681\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:266: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", + " fig = plt.figure()\n", + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:266: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", + " fig = plt.figure()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_dfinterpolate returning 0.8916666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.312\n", + "_dfinterpolate returning 0.438\n", + "candle: avg_dist_between_points = 0.9947368421052631\n", + "candle: width = 0.312\n", + "candle: linewidth = 0.438\n", + "plot: xdates[-1]= 189\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 190\n", + "plot: avg_dist_between_points = 0.9947368421052631\n", + "_dfinterpolate returning 0.8916666666666667\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.312\n", + "_dfinterpolate returning 0.438\n", + "candle: avg_dist_between_points = 0.0006907894735616681\n", + "candle: width = 0.0002284578946963149\n", + "candle: linewidth = 0.438\n", + "plot: xdates[-1]= 737368.5270833333\n", + "plot: xdates[ 0]= 737368.3958333334\n", + "plot: len(xdates)= 190\n", + "plot: avg_dist_between_points = 0.0006907894735616681\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:266: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", + " fig = plt.figure()\n", + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:266: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", + " fig = plt.figure()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_dfinterpolate returning 0.8583333333333333\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.315\n", + "_dfinterpolate returning 0.438\n", + "candle: avg_dist_between_points = 0.9954545454545455\n", + "candle: width = 0.315\n", + "candle: linewidth = 0.438\n", + "plot: xdates[-1]= 219\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 220\n", + "plot: avg_dist_between_points = 0.9954545454545455\n", + "_dfinterpolate returning 0.8583333333333333\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.315\n", + "_dfinterpolate returning 0.438\n", + "candle: avg_dist_between_points = 0.0006912878788584336\n", + "candle: width = 0.00023082102275083098\n", + "candle: linewidth = 0.438\n", + "plot: xdates[-1]= 737368.5479166667\n", + "plot: xdates[ 0]= 737368.3958333334\n", + "plot: len(xdates)= 220\n", + "plot: avg_dist_between_points = 0.0006912878788584336\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:266: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", + " fig = plt.figure()\n", + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:266: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", + " fig = plt.figure()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_dfinterpolate returning 0.8583333333333333\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.315\n", + "_dfinterpolate returning 0.438\n", + "candle: avg_dist_between_points = 0.9954545454545455\n", + "candle: width = 0.315\n", + "candle: linewidth = 0.438\n", + "plot: xdates[-1]= 219\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 220\n", + "plot: avg_dist_between_points = 0.9954545454545455\n", + "_dfinterpolate returning 0.8583333333333333\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.315\n", + "_dfinterpolate returning 0.438\n", + "candle: avg_dist_between_points = 0.0006912878788584336\n", + "candle: width = 0.00023082102275083098\n", + "candle: linewidth = 0.438\n", + "plot: xdates[-1]= 737368.5479166667\n", + "plot: xdates[ 0]= 737368.3958333334\n", + "plot: len(xdates)= 220\n", + "plot: avg_dist_between_points = 0.0006912878788584336\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:266: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", + " fig = plt.figure()\n", + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:266: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", + " fig = plt.figure()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_dfinterpolate returning 0.825\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.321\n", + "_dfinterpolate returning 0.438\n", + "candle: avg_dist_between_points = 0.996\n", + "candle: width = 0.321\n", + "candle: linewidth = 0.438\n", + "plot: xdates[-1]= 249\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 250\n", + "plot: avg_dist_between_points = 0.996\n", + "_dfinterpolate returning 0.825\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.321\n", + "_dfinterpolate returning 0.438\n", + "candle: avg_dist_between_points = 0.0006916666664183139\n", + "candle: width = 0.00023534649991549552\n", + "candle: linewidth = 0.438\n", + "plot: xdates[-1]= 737368.56875\n", + "plot: xdates[ 0]= 737368.3958333334\n", + "plot: len(xdates)= 250\n", + "plot: avg_dist_between_points = 0.0006916666664183139\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:266: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", + " fig = plt.figure()\n", + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:266: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", + " fig = plt.figure()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_dfinterpolate returning 0.825\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.321\n", + "_dfinterpolate returning 0.438\n", + "candle: avg_dist_between_points = 0.996\n", + "candle: width = 0.321\n", + "candle: linewidth = 0.438\n", + "plot: xdates[-1]= 249\n", + "plot: xdates[ 0]= 0\n", + "plot: len(xdates)= 250\n", + "plot: avg_dist_between_points = 0.996\n", + "_dfinterpolate returning 0.825\n", + "_dfinterpolate returning 0.65\n", + "_dfinterpolate returning 0.35\n", + "_dfinterpolate returning 0.525\n", + "_dfinterpolate returning 0.321\n", + "_dfinterpolate returning 0.438\n", + "candle: avg_dist_between_points = 0.0006916666664183139\n", + "candle: width = 0.00023534649991549552\n", + "candle: linewidth = 0.438\n", + "plot: xdates[-1]= 737368.56875\n", + "plot: xdates[ 0]= 737368.3958333334\n", + "plot: len(xdates)= 250\n", + "plot: avg_dist_between_points = 0.0006916666664183139\n", + "4.05 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n" + ] + } + ], + "source": [ + "%matplotlib\n", + "figscale = 1.0\n", + "setup = dict(type='candle',mav=(10,40),returnfig=True)#,show_nontrading=True)\n", + "%timeit -n1 -r1 plotabunch()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from mplfinance._helpers import _adjust_color_brightness" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "c = ['w','k','w','k','w','k']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ac = _adjust_color_brightness('#181818',1.0)\n", + "ac\n", + "ac = _adjust_color_brightness('#181818',0.9)\n", + "ac" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "for x in ac:\n", + " if x == (0,0,0):\n", + " print('black')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "STOP HERE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/combine_sparse_data.ipynb b/examples/scratch_pad/combine_sparse_data.ipynb new file mode 100644 index 00000000..d1211df3 --- /dev/null +++ b/examples/scratch_pad/combine_sparse_data.ipynb @@ -0,0 +1,1091 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-rw-rw-rw- 1 dino dino 33851 Feb 10 18:19 ../data/SP500_20191106_IDayBollinger.csv\r\n", + "-rw-rw-rw- 1 dino dino 1097 Feb 10 18:19 ../data/SP500_NOV2019_Hist.csv\r\n", + "-rw-rw-rw- 1 dino dino 78853 Feb 10 18:19 ../data/SP500_NOV2019_IDay.csv\r\n", + "-rw-rw-rw- 1 dino dino 35001 Feb 10 18:19 ../data/SPY_20110701_20120630_Bollinger.csv\r\n", + "-rw-rw-rw- 1 dino dino 239788 Feb 10 18:19 ../data/yahoofinance-AAPL-20040819-20180120.csv\r\n", + "-rw-rw-rw- 1 dino dino 250345 Feb 10 18:19 ../data/yahoofinance-GOOG-20040819-20180120.csv\r\n", + "-rw-rw-rw- 1 dino dino 161639 Feb 10 18:19 ../data/yahoofinance-INTC-19950101-20040412.csv\r\n", + "-rw-rw-rw- 1 dino dino 189400 Feb 10 18:19 ../data/yahoofinance-SPY-20080101-20180101.csv\r\n" + ] + } + ], + "source": [ + "%ls -l ../data/*" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('../data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2019-11-06 3076.78\n", + "2019-11-12 3091.84\n", + "2019-11-20 3108.46\n", + "2019-11-26 3140.52\n" + ] + } + ], + "source": [ + "x = df['Close']\n", + "for nn in [3,7,13,17]:\n", + " print(x.index[nn].date(),x.iloc[nn])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('2019-11-06', 3076.78),\n", + " ('2019-11-12', 3091.84),\n", + " ('2019-11-20', 3108.46),\n", + " ('2019-11-26', 3140.52)]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sp = [('2019-11-06',3076.78),('2019-11-12',3091.84),('2019-11-20',3108.46),('2019-11-26',3140.52)]\n", + "sp" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [], + "source": [ + "def list_of_tuples_of_len_two(obj):\n", + " if not isinstance(obj,(list,tuple)):\n", + " return False\n", + " return all( [ isinstance(x,(tuple,list)) and len(x)==2 for x in obj ] )" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list_of_tuples_of_len_two(sp)" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [], + "source": [ + "temp = sp.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [], + "source": [ + "temp[2] = [temp[2][0],temp[2][1]]" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('2019-11-06', 3076.78),\n", + " ('2019-11-12', 3091.84),\n", + " ['2019-11-20', 3108.46],\n", + " ('2019-11-26', 3140.52)]" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "temp" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list_of_tuples_of_len_two(temp)" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [], + "source": [ + "def showstar(*arg):\n", + " for a in arg:\n", + " print('type(a)=',type(a))\n", + " print('a=',arg)\n", + " zz = zip(arg)\n", + " print('zip(arg)=',zz)\n", + " for z in zz:\n", + " print('z=',z)" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('2019-11-06', 3076.78),\n", + " ('2019-11-12', 3091.84),\n", + " ('2019-11-20', 3108.46),\n", + " ('2019-11-26', 3140.52)]" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sp" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "type(a)= \n", + "a= ([('2019-11-06', 3076.78), ('2019-11-12', 3091.84), ('2019-11-20', 3108.46), ('2019-11-26', 3140.52)],)\n", + "zip(arg)= \n", + "z= ([('2019-11-06', 3076.78), ('2019-11-12', 3091.84), ('2019-11-20', 3108.46), ('2019-11-26', 3140.52)],)\n" + ] + } + ], + "source": [ + "showstar(sp)" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "type(a)= \n", + "a= (('2019-11-06', 3076.78), ('2019-11-12', 3091.84), ('2019-11-20', 3108.46), ('2019-11-26', 3140.52))\n", + "type(a)= \n", + "a= (('2019-11-06', 3076.78), ('2019-11-12', 3091.84), ('2019-11-20', 3108.46), ('2019-11-26', 3140.52))\n", + "type(a)= \n", + "a= (('2019-11-06', 3076.78), ('2019-11-12', 3091.84), ('2019-11-20', 3108.46), ('2019-11-26', 3140.52))\n", + "type(a)= \n", + "a= (('2019-11-06', 3076.78), ('2019-11-12', 3091.84), ('2019-11-20', 3108.46), ('2019-11-26', 3140.52))\n", + "zip(arg)= \n", + "z= (('2019-11-06', 3076.78),)\n", + "z= (('2019-11-12', 3091.84),)\n", + "z= (('2019-11-20', 3108.46),)\n", + "z= (('2019-11-26', 3140.52),)\n" + ] + } + ], + "source": [ + "showstar(*sp)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('2019-11-06', '2019-11-12', '2019-11-20', '2019-11-26'),\n", + " (3076.78, 3091.84, 3108.46, 3140.52)]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lp = list(zip(*sp))\n", + "lp" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "s = pd.Series(lp[1],index=lp[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2019-11-06 3076.78\n", + "2019-11-12 3091.84\n", + "2019-11-20 3108.46\n", + "2019-11-26 3140.52\n", + "dtype: float64" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "s" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "sbase = pd.Series([np.nan]*len(df.index),index=df.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Date\n", + "2019-11-01 NaN\n", + "2019-11-04 NaN\n", + "2019-11-05 NaN\n", + "2019-11-06 NaN\n", + "2019-11-07 NaN\n", + "2019-11-08 NaN\n", + "2019-11-11 NaN\n", + "2019-11-12 NaN\n", + "2019-11-13 NaN\n", + "2019-11-14 NaN\n", + "2019-11-15 NaN\n", + "2019-11-18 NaN\n", + "2019-11-19 NaN\n", + "2019-11-20 NaN\n", + "2019-11-21 NaN\n", + "2019-11-22 NaN\n", + "2019-11-25 NaN\n", + "2019-11-26 NaN\n", + "2019-11-27 NaN\n", + "2019-11-29 NaN\n", + "dtype: float64" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sbase" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "pandas.core.indexes.base.Index" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(s.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "s.index = pd.to_datetime(s.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "pandas.core.indexes.datetimes.DatetimeIndex" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(s.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "t = pd.to_datetime(s.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "z = t == s.index" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "z[2] = False" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "all(z)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2019-11-01 NaN\n", + "2019-11-04 NaN\n", + "2019-11-05 NaN\n", + "2019-11-06 3076.78\n", + "2019-11-07 NaN\n", + "2019-11-08 NaN\n", + "2019-11-11 NaN\n", + "2019-11-12 3091.84\n", + "2019-11-13 NaN\n", + "2019-11-14 NaN\n", + "2019-11-15 NaN\n", + "2019-11-18 NaN\n", + "2019-11-19 NaN\n", + "2019-11-20 3108.46\n", + "2019-11-21 NaN\n", + "2019-11-22 NaN\n", + "2019-11-25 NaN\n", + "2019-11-26 3140.52\n", + "2019-11-27 NaN\n", + "2019-11-29 NaN\n", + "dtype: float64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "s.combine_first(sbase)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "import mplfinance as mpf" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "ap = mpf.make_addplot((s.combine_first(sbase)).values)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,addplot=ap)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "def myplot(data):\n", + " plt.plot(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "y = s.combine_first(sbase).values" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ nan, nan, nan, 3076.78, nan, nan, nan,\n", + " 3091.84, nan, nan, nan, nan, nan, 3108.46,\n", + " nan, nan, nan, 3140.52, nan, nan])" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "x = s.combine_first(sbase).index.values" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x[mask],y[mask])" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "sparse = s.combine_first(sbase[s.index[0]:s.index[-1]])\n", + "#sparse\n", + "full = sparse.interpolate(method='linear')\n", + "#full" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2019-11-01 NaN\n", + "2019-11-04 NaN\n", + "2019-11-05 NaN\n", + "2019-11-06 3076.780\n", + "2019-11-07 3080.545\n", + "2019-11-08 3084.310\n", + "2019-11-11 3088.075\n", + "2019-11-12 3091.840\n", + "2019-11-13 3094.610\n", + "2019-11-14 3097.380\n", + "2019-11-15 3100.150\n", + "2019-11-18 3102.920\n", + "2019-11-19 3105.690\n", + "2019-11-20 3108.460\n", + "2019-11-21 3116.475\n", + "2019-11-22 3124.490\n", + "2019-11-25 3132.505\n", + "2019-11-26 3140.520\n", + "2019-11-27 NaN\n", + "2019-11-29 NaN\n", + "dtype: float64" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "line = full.combine_first(sbase)\n", + "line" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "# fips = sparse.interpolate(method='linear')#,limit_direction='both')\n", + "# bips = sparse.interpolate(method='linear',limit_direction='backward')\n", + "\n", + "# #fips\n", + "# #bips\n", + "\n", + "# def retnan(y1,y2):\n", + "# if np.isfinite(y1):\n", + "# return y2\n", + "# else:\n", + "# return y1\n", + " \n", + "# ips = fips.combine(bips,retnan)\n", + "# ips" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ap = mpf.make_addplot(ips)\n", + "mpf.plot(df,addplot=ap,figscale=1.25)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2019-11-06 3076.78\n", + "2019-11-12 3091.84\n", + "2019-11-20 3108.46\n", + "2019-11-26 3140.52\n", + "dtype: float64" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "s" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DatetimeIndex(['2019-11-06', '2019-11-12', '2019-11-20', '2019-11-26'], dtype='datetime64[ns]', freq=None)" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "s.index" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "apt = mpf.make_addplot(s.values)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "x and y must have same first dimension, but have shapes (20,) and (4,)", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmpf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0maddplot\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mapt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/code/mplfinance/src/mplfinance/plotting.py\u001b[0m in \u001b[0;36mdecorator\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 33\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mdecorator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 34\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrc_context\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 35\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 36\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mdecorator\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 37\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/code/mplfinance/src/mplfinance/plotting.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(data, **kwargs)\u001b[0m\n\u001b[1;32m 375\u001b[0m \u001b[0mls\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mapdict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'linestyle'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 376\u001b[0m \u001b[0mcolor\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mapdict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'color'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 377\u001b[0;31m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mxdates\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mydata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlinestyle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mls\u001b[0m\u001b[0;34m,\u001b[0m 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\u001b[0;34m>\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 272\u001b[0m raise ValueError(\"x and y can be no greater than 2-D, but have \"\n", + "\u001b[0;31mValueError\u001b[0m: x and y must have same first dimension, but have shapes (20,) and (4,)" + ] + }, + { + "data": { + "image/png": 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1\n", + " return (loc1+loc2)/2.0" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def date_to_iloc_linear(dtseries,date,trace=True):\n", + " d1 = date_to_mdate(dtseries.index[0])\n", + " d2 = date_to_mdate(dtseries.index[-1])\n", + "\n", + " if trace: print('d1,d2=',d1,d2)\n", + " i1 = 0.0\n", + " i2 = len(dtseries) - 1.0\n", + " if trace: print('i1,i2=',i1,i2)\n", + " \n", + " slope = (i2 - i1) / (d2 - d1)\n", + " yitrcpt = i1 - (slope*d1)\n", + " if trace: print('slope,yitrcpt=',slope,yitrcpt)\n", + " yitrcpt = i2 - (slope*d2)\n", + " if trace: print('slope,yitrcpt=',slope,yitrcpt)\n", + " return (slope,yitrcpt)\n", + " \n", + " \n", + "# d2s = dtseries.loc[:date]\n", + "# if len(d2s) < 1:\n", + "# sdtrange = str(dtseries[0])+' to '+str(dtseries[-1])\n", + "# raise ValueError('User specified line date \"'+str(date)+\n", + "# '\" is before (less than) range of plotted data ('+sdtrange+').')\n", + "# d2 = dtseries.loc[:date].index[-1]\n", + "# # If there are duplicate dates in the series, for example in a renko plot\n", + "# # then .get_loc(date) will return a slice containing all the dups, so:\n", + "# loc1 = dtseries.index.get_loc(d1)\n", + "# if isinstance(loc1,slice): loc1 = loc1.start\n", + "# loc2 = dtseries.index.get_loc(d2)\n", + "# if isinstance(loc2,slice): loc2 = loc2.stop - 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    OpenHighLowCloseAdj CloseVolume
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2010-01-04 112.370003 113.389999 111.510002 113.330002 96.341141 \n", + "2011-12-30 126.019997 126.330002 125.500000 125.500000 111.063309 \n", + "\n", + " Volume \n", + "Date \n", + "2010-01-04 118944600 \n", + "2011-12-30 95599000 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Read in daily data for the S&P 500 from November of 2019: \n", + "#daily = pd.read_csv('../data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n", + "#daily = pd.read_csv('../data/yahoofinance-SPY-20200901-20210113.csv',index_col=0,parse_dates=True)\n", + "daily = pd.read_csv('../data/yahoofinance-SPY-20080101-20180101.csv',index_col=0,parse_dates=True)\n", + "daily.index.name = 'Date'\n", + "daily.shape\n", + "daily.iloc[[0,-1]]\n", + "daily = daily.loc['2010-1-1':'2012-1-1',:]\n", + "daily.shape\n", + "daily.iloc[[0,-1]]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,xlim=('2009-05-10','2012-12-10'),show_nontrading=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DatetimeIndex(['2010-01-04', '2010-01-05', '2010-01-06', '2010-01-07',\n", + " '2010-01-08', '2010-01-11', '2010-01-12', '2010-01-13',\n", + " '2010-01-14', '2010-01-15',\n", + " ...\n", + " '2011-12-16', '2011-12-19', '2011-12-20', '2011-12-21',\n", + " '2011-12-22', '2011-12-23', '2011-12-27', '2011-12-28',\n", + " '2011-12-29', '2011-12-30'],\n", + " dtype='datetime64[ns]', name='Date', length=504, freq=None)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily.index" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "ix = daily.index" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Timedelta('725 days 00:00:00')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ix[-1] - ix[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "725.0" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "date_to_mdate(ix[-1]) - date_to_mdate(ix[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "517.8571428571429" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "725*(5./7.)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "def generate_yxs(data,d1,d2,trace=True):\n", + " #print('trace=',trace)\n", + " #cpx = daily['Close']['2010-12-1':'2011-1-31']\n", + " slice = data['Close'][d1:d2]\n", + " if trace: \n", + " print('slice range:\\n',slice.iloc[[0,-1]])\n", + " print('\\nlen(data),len(',d1,':',d2,')=',len(data),',',len(slice),'\\n')\n", + "\n", + " m,b = date_to_iloc_linear(slice,0,trace)\n", + "\n", + " x = [x for x in range(len(data))]\n", + " y = [y for y in data['Close'].values]\n", + "\n", + " #daily['Close']['2020-11-1':'2020-11-30']\n", + " offset = len(data.loc[:slice.index[-1]]) - len(slice)\n", + " if trace:\n", + " print('offset=',offset)\n", + "\n", + " dates = mdates.date2num(data.index.to_pydatetime())\n", + " \n", + " x2 = [(m*d + b + offset) for d in dates]\n", + "\n", + " if trace:\n", + " print('len(x),len(x2)=',len(x),len(x2))\n", + " print('len(slice)=',len(slice),'len(data)=',len(data),'offset=',offset)\n", + " return (x,x2,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "slice range:\n", + " Date\n", + "2010-12-01 121.010002\n", + "2011-01-31 128.679993\n", + "Name: Close, dtype: float64\n", + "\n", + "len(data),len( 2010-12-1 : 2011-1-31 )= 504 , 42 \n", + "\n", + "d1,d2= 14944.0 15005.0\n", + "i1,i2= 0.0 41.0\n", + "slope,yitrcpt= 0.6721311475409836 -10044.327868852459\n", + "slope,yitrcpt= 0.6721311475409836 -10044.327868852459\n", + "offset= 230\n", + "len(x),len(x2)= 504 504\n", + "len(slice)= 42 len(data)= 504 offset= 230\n" + ] + } + ], + "source": [ + "x,x2,y = generate_yxs(daily,'2010-12-1','2011-1-31')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "fig = plt.figure(figsize=(16,8))\n", + "ax = fig.add_subplot()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# ax.scatter(x,y,s=300,marker='^',c='c')\n", + "# ax.scatter(x2,y,s=300,marker='v',c='m')\n", + "# ax.scatter( x,y,s=200,marker='d',c='c')\n", + "# ax.scatter(x2,y,s=200,marker='d',c='m')\n", + "\n", + "ax.scatter( x,y,s=600,marker='_',c='c')\n", + "ax.scatter(x2,y,s=600,marker='_',c='m')\n", + "ax.scatter( x,y,s=600,marker=2,c='c')\n", + "ax.scatter(x2,y,s=600,marker=2,c='m')\n", + "\n", + "#ax.scatter( x,yconst,s=1200,marker=2,c='c')\n", + "#ax.scatter(x2,yconst,s=1200,marker=3,c='m')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
    " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " x x2 diff fill\n", + "0 0.0 7.524590 -7.524590 False\n", + "503 503.0 494.819672 8.180328 False\n" + ] + } + ], + "source": [ + "df = pd.DataFrame([x,x2]).T\n", + "df.columns = ['x','x2']\n", + "df['diff'] = df.x - df.x2\n", + "\n", + "a = df['diff'] < 1.0 \n", + "b = df['diff'] > -1.0\n", + "df['fill'] = [ a and b for a,b in zip(a,b)]\n", + "\n", + "print(df.iloc[[0,-1]])" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tdf = df['diff']\n", + "tdf.plot(figsize=(14,8))\n", + "#tdf.iloc[150:350].plot(figsize=(14,8))\n", + "#tdf.iloc[100:400].plot(figsize=(14,8))\n", + "#tdf.iloc[150:350].plot(figsize=(14,8))\n", + "#tdf.iloc[200:300].plot(figsize=(14,8))\n", + "#tdf.iloc[230:270].plot(figsize=(14,8))\n", + "plt.fill_between(tdf.index,y1=1.0,y2=-1.0,where=df['fill'].values,color='k')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "len(slice)= 42 len(data)= 504 offset= 230\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x,x2,y = generate_yxs(daily,'2010-12-1','2011-1-31',trace=False)\n", + "df = pd.DataFrame([x,x2]).T\n", + "df.columns = ['x','x2']\n", + "df['diff'] = df.x - df.x2\n", + "a = df['diff'] < 0.5\n", + "b = df['diff'] > -0.5\n", + "df['fill'] = [ a and b for a,b in zip(a,b)]\n", + "#print(df.iloc[[0,-1]])\n", + "tdf = df['diff']\n", + "tdf.plot(figsize=(14,8),ylim=(-8,8))\n", + "plt.fill_between(tdf.index,y1=1.0,y2=-1.0,where=df['fill'].values,color='k')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "len(slice)= 83 len(data)= 504 offset= 209\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x,x2,y = generate_yxs(daily,'2010-11-1','2011-3-1',trace=False)\n", + "df = pd.DataFrame([x,x2]).T\n", + "df.columns = ['x','x2']\n", + "df['diff'] = df.x - df.x2\n", + "a = df['diff'] < 0.5\n", + "b = df['diff'] > -0.5\n", + "df['fill'] = [ a and b for a,b in zip(a,b)]\n", + "#print(df.iloc[[0,-1]])\n", + "tdf = df['diff']\n", + "tdf.plot(figsize=(14,8),ylim=(-8,8))\n", + "plt.fill_between(tdf.index,y1=1.0,y2=-1.0,where=df['fill'].values,color='k')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "def generate_yxs_FROM_UTILS(data,d1,d2,trace=True,VERS=1):\n", + " from mplfinance._utils import _date_to_iloc_extrapolate\n", + " #from mplfinance._utils import _date_to_iloc_extrap_v2\n", + " #from mplfinance._utils import _date_to_iloc_extrap_v3\n", + " #from mplfinance._utils import _date_to_iloc_linear\n", + " #print('trace=',trace)\n", + " #cpx = daily['Close']['2010-12-1':'2011-1-31']\n", + " slice = data['Close'][d1:d2]\n", + " if trace: \n", + " print('slice range:\\n',slice.iloc[[0,-1]])\n", + " print('\\nlen(data),len(',d1,':',d2,')=',len(data),',',len(slice),'\\n')\n", + "\n", + " #m,b = date_to_iloc_linear(slice,0,trace)\n", + "\n", + " x = [x for x in range(len(data))]\n", + " y = [y for y in data['Close'].values]\n", + "\n", + " #daily['Close']['2020-11-1':'2020-11-30']\n", + " offset = len(data.loc[:slice.index[-1]]) - len(slice)\n", + " if trace:\n", + " print('offset=',offset)\n", + "\n", + " #dates = mdates.date2num(data.index.to_pydatetime())\n", + " \n", + " #if VERS == 3:\n", + " # x2 = [(_date_to_iloc_extrap_v3(slice,d) + offset) for d in data.index]\n", + " #elif VERS == 2:\n", + " # x2 = [(_date_to_iloc_extrap_v2(slice,d) + offset) for d in data.index]\n", + " #else:\n", + " # x2 = [(_date_to_iloc_extrapolate(slice,d) + offset) for d in data.index]\n", + " x2 = [(_date_to_iloc_extrapolate(slice,d) + offset) for d in data.index]\n", + " \n", + " if trace:\n", + " print('len(x),len(x2)=',len(x),len(x2))\n", + " print('len(slice)=',len(slice),'len(data)=',len(data),'offset=',offset)\n", + " return (x,x2,y)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "len(slice)= 42 len(data)= 504 offset= 230\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x,x2,y = generate_yxs(daily,'2010-12-1','2011-1-31',trace=False)\n", + "df = pd.DataFrame([x,x2]).T\n", + "df.columns = ['x','x2']\n", + "df['diff'] = df.x - df.x2\n", + "a = df['diff'] < 0.95\n", + "b = df['diff'] > -0.95\n", + "df['fill'] = [ a and b for a,b in zip(a,b)]\n", + "#print(df.iloc[[0,-1]])\n", + "tdf = df['diff'].iloc[150:350]\n", + "whr = df['fill'].iloc[150:350].values\n", + "tdf.plot(figsize=(9,5),ylim=(-8,8))\n", + "plt.fill_between(tdf.index,y1=1.0,y2=-1.0,where=whr,color='k')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "len(slice)= 42 len(data)= 504 offset= 230\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x,x2,y = generate_yxs_FROM_UTILS(daily,'2010-12-1','2011-1-31',trace=False)\n", + "df = pd.DataFrame([x,x2]).T\n", + "df.columns = ['x','x2']\n", + "df['diff'] = df.x - df.x2\n", + "a = df['diff'] < 0.95\n", + "b = df['diff'] > -0.95\n", + "df['fill'] = [ a and b for a,b in zip(a,b)]\n", + "#print(df.iloc[[0,-1]])\n", + "tdf = df['diff'].iloc[150:350]\n", + "whr = df['fill'].iloc[150:350].values\n", + "tdf.plot(figsize=(9,5),ylim=(-8,8))\n", + "plt.fill_between(tdf.index,y1=1.0,y2=-1.0,where=whr,color='k')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "len(slice)= 82 len(data)= 504 offset= 209\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x,x2,y = generate_yxs(daily,'2010-11-1','2011-2-28',trace=False)\n", + "df = pd.DataFrame([x,x2]).T\n", + "df.columns = ['x','x2']\n", + "df['diff'] = df.x - df.x2\n", + "a = df['diff'] < 0.95\n", + "b = df['diff'] > -0.95\n", + "df['fill'] = [ a and b for a,b in zip(a,b)]\n", + "#print(df.iloc[[0,-1]])\n", + "tdf = df['diff'].iloc[150:350]\n", + "whr = df['fill'].iloc[150:350].values\n", + "tdf.plot(figsize=(9,5),ylim=(-8,8))\n", + "plt.fill_between(tdf.index,y1=1.0,y2=-1.0,where=whr,color='k')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "len(slice)= 82 len(data)= 504 offset= 209\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x,x2,y = generate_yxs_FROM_UTILS(daily,'2010-11-1','2011-2-28',trace=False)\n", + "df = pd.DataFrame([x,x2]).T\n", + "df.columns = ['x','x2']\n", + "df['diff'] = df.x - df.x2\n", + "a = df['diff'] < 0.95\n", + "b = df['diff'] > -0.95\n", + "df['fill'] = [ a and b for a,b in zip(a,b)]\n", + "#print(df.iloc[[0,-1]])\n", + "tdf = df['diff'].iloc[100:400]\n", + "whr = df['fill'].iloc[100:400].values\n", + "tdf.plot(figsize=(9,5),ylim=(-8,8))\n", + "plt.fill_between(tdf.index,y1=1.0,y2=-1.0,where=whr,color='k')" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "len(slice)= 82 len(data)= 504 offset= 209\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x,x2,y = generate_yxs_FROM_UTILS(daily,'2010-11-1','2011-2-28',trace=False,VERS=3)\n", + "df = pd.DataFrame([x,x2]).T\n", + "df.columns = ['x','x2']\n", + "df['diff'] = df.x - df.x2\n", + "a = df['diff'] < 0.95\n", + "b = df['diff'] > -0.95\n", + "df['fill'] = [ a and b for a,b in zip(a,b)]\n", + "#print(df.iloc[[0,-1]])\n", + "tdf = df['diff'].iloc[100:400]\n", + "whr = df['fill'].iloc[100:400].values\n", + "tdf.plot(figsize=(9,5),ylim=(-8,8))\n", + "plt.fill_between(tdf.index,y1=1.0,y2=-1.0,where=whr,color='k')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "len(slice)= 82 len(data)= 504 offset= 209\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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    OpenCloseHighLowVolume
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    OpenCloseHighLowVolume
    Date
    2019-11-05 09:30:003080.803080.493081.473080.302209795
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    2019-11-06 12:57:003068.763068.823068.923068.562167685
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    " + ], + "text/plain": [ + " Open Close High Low Volume\n", + "Date \n", + "2019-11-05 09:30:00 3080.80 3080.49 3081.47 3080.30 2209795\n", + "2019-11-05 09:31:00 3080.33 3079.36 3080.33 3079.15 1739410\n", + "2019-11-06 12:56:00 3068.85 3068.76 3068.90 3068.74 1582534\n", + "2019-11-06 12:57:00 3068.76 3068.82 3068.92 3068.56 2167685" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('../data/SP500_NOV2019_IDayRVol.csv',index_col=0,parse_dates=True)\n", + "df.index.name = 'Date'\n", + "df.shape\n", + "df.iloc[[0,-1]]\n", + "tdf = df.iloc[0:599]\n", + "tdf.shape\n", + "tdf.iloc[[0,1,-2,-1]]" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,xlim=('2019-11-05 10:00','2019-11-07 18:00'),warn_too_much_data=2000)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'STOP' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mSTOP\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'STOP' is not defined" + ] + } + ], + "source": [ + "STOP" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def generate_trend_line(series,date1,date2,price1=None,price2=None,show_nontrading=False,forward_only=False):\n", + " \"\"\"Return a trend line given two dates and a time-series.\n", + " Input: Pandas series with a pandas.DatetimeIndex, and two dates:\n", + " The two dates are used to determine two \"prices\" from the series, \n", + " or the prices may optionally be specified as `price1` and `price1`.\n", + " `show_nontrading` optionally indicates that time-axis is continuous with respect to time\n", + " `forward_only` optionally indicates whether to extrapolate both backwards and forwards, or forward only.\n", + " \n", + " Output: Trend line as \n", + " \"\"\"\n", + " if not isinstance(series,pd.Series):\n", + " raise TypeError('First argument must be a Pandas.Series')\n", + " index = series.index\n", + " if not isinstance(index,pd.DatetimeIndex):\n", + " raise TypeError('First argument, pandas.Series, MUST HAVE A Pandas.DatetimeIndex')\n", + " \n", + " p1 = series[date1] if price1 is None else price1\n", + " p2 = series[date2] if price2 is None else price2\n", + "\n", + " if show_nontrading:\n", + " d1 = date_to_mdate(date1)\n", + " d2 = date_to_mdate(date2)\n", + " else:\n", + " d1 = float(index.get_loc(date1))\n", + " d2 = float(index.get_loc(date2))\n", + " \n", + " slope = (p2-p1)/(d2-d1)\n", + " yintercept = ((p1 - slope*d1) + (p2 - slope*d2)) / 2.0\n", + "\n", + " if show_nontrading:\n", + " dates = mdates.date2num(index.tz_localize(None).to_pydatetime())\n", + " else:\n", + " dates = range(0,len(index))\n", + " \n", + " trend_line = []\n", + " for dt in dates:\n", + " trend_line.append(slope*dt + yintercept)\n", + " if forward_only:\n", + " ixd1 = index.get_loc(date1)\n", + " for jj in range(0,ixd1):\n", + " trend_line[jj] = np.nan\n", + "\n", + " return pd.Series(trend_line,index=index)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/dev_alines.ipynb b/examples/scratch_pad/dev_alines.ipynb new file mode 100644 index 00000000..238ff7f4 --- /dev/null +++ b/examples/scratch_pad/dev_alines.ipynb @@ -0,0 +1,1996 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## There will be three (or four) kwargs:\n", + "\n", + "- `hline=` ... specify one or a list of prices to generate a ***horizontal line*** at that price level\n", + "- `vline=` ... specify one or a list of dates/datetimes to generate a ***vertical line*** at that point in time\n", + "- `aline=` ... specify one or more ***arbitrary line*** as\n", + " - list of two or more ***x,y values*** (multiple lines are contiguous)\n", + " - examples:\n", + " `[(dateA,priceA),(dateB,priceB)]`\n", + " `[(dateA,priceA),(dateB,priceB),(dateC,priceC),(dateD,priceD),...]`\n", + " - list of one or more ***x,y value pairs*** (multiple lines need not be contiguous)\n", + "where a ***single x,y pair*** is like `((dateA,priceA),(dateB,priceB))`\n", + " - examples: \n", + "`aline=((dateA,priceA),(dateB,priceB))`\n", + "`aline=[((dateA,priceA),(dateB,priceB)),((dateC,priceC),(dateD,priceD)),...]`\n", + "\n", + "- `tline=` ... ***trend line*** (still deciding whether to implement this).\n", + " - specify two (or more) dates or datetimes: mplfinance will ***automatically draw trend lines between the dates***. An additional kwarg `tline_value` or something like that may specify which algorithm to use for calculating the trend line between any two dates.\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Test Plan\n", + "\n", + "- Test each kwarg (`hline`, `vline`, `aline`, `tline`) on\n", + " - one month daily data\n", + " - a year or more of daily data\n", + " - a day or more of intraday data\n", + " \n", + "- For each kwarg test:\n", + " - one line\n", + " - two or more lines\n", + "\n", + "- For all of the above test EVERY plot type (`ohlc`,`candle`,`line`,`renko`,`pnf`)\n", + "\n", + "- For `aline` test BOTH ways of specifying lines\n", + "\n", + "- For `vline` and `tline` test multiple ways of specifying dates\n", + "\n", + "- Test all of the above both WITH and WITHOUT `make_addplot()` data\n", + "\n", + "- For `tline` test with various `tline_value` settings.\n", + " \n", + "---\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20, 5)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2019-11-27 3145.49 3154.26 3143.41 3153.63 421853938\n", + "2019-11-29 3147.18 3150.30 3139.34 3140.98 286602291" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily = pd.read_csv('../data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n", + "daily.index.name = 'Date'\n", + "daily.shape\n", + "daily.head(2)\n", + "daily.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.4a0'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## aline TESTS:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# make sure works for both sequence of 2 (or more) points, and\n", + "# sequence of sequence(s) of 2 (or more) points:\n", + "segments1 = [('2019-11-03',3085.),('2019-11-12',3103.)]\n", + "segments2 = [[('2019-11-03',3085.),('2019-11-12',3103.)]]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='ohlc',alines=segments1)\n", + "mpf.plot(daily,type='ohlc',alines=segments2)\n", + "# mpf.plot(daily,type='ohlc',alines=segments3) # This correctly fails the aline validator." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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26, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 26, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 27, 0, 0, tzinfo=datetime.timezone.utc)],\n", + " 'renko_size': 5,\n", + " 'minx': -0.9545454545454546,\n", + " 'maxx': 21.954545454545453,\n", + " 'miny': 3071.91,\n", + " 'maxy': 3156.91}" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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rLZH3YpASSUCqwNNimGrpuiS3TyNPYJASucGTW6JpLUzVHp4t0XLZST0YpBqlpVZAQ1ouOyDNACN3/qZaw1TL/55aLjuph6xBum3bNqSkpKCqqgqRkZFYsmQJEhMTUVRUhCeeeAJnz57F9u3bHcdfvnwZixcvxrFjx2C32zFp0iQ89thjAIDc3Fw8/fTTyM3NRXBwMJ588kkMGzZMzpejGmq/1sPus7bT6upHPBfJF8kWpLm5uXjuueeQlpaGuLg4pKamYuHChVizZg3uvvtujBkzBmfPnnV6zooVK+Dn54ctW7agvLwcU6dOxaBBgzBy5EgsWrQIY8aMwb333oujR49i9uzZ2LFjBwIDA+V6SYpS+yAKtQ4+EUvO1qhWwpTnIvk62YLUaDRi+fLliIuLAwAMHz4cK1euhE6nQ0pKCgoKCvDtt986PecPf/gDunTpAr1ej9DQUCQlJeHXX39F3759sW/fPrz11lsAgL59+6JDhw7Yt28fxowZI9dLUhWlJ6krPeXBW2klTOtT67nI85A8RbYgNZlMMJlq18q0Wq3YuHEjxo8fj/DwcISHh6OgoKDRc4YPH+64ffnyZRw6dAh//vOfkZOTg8jISAQHBzse79y5M7Kysnw2SBvy9Fw6XwxOJa6N1v0drYVpfTwXydvJPtgoNTUVKSkp6Ny5M1avXu3Sc6qrqzF37lyMGzcO/fv3x8GDBxEQEOB0TEBAAMrLyxs9V6fTIc4UKknZtSrnzBmnn7t26ey4PWpIb6fHsrJ/c9z2Nxqc6q7+8/QGXZPP8SWunlcN69EdGc9PQNKz25zuG79qFzKenyDq98pNinOx/nMAnouukuI89FV6va7Fx2UP0pkzZ2LGjBnYvHkzpk+fji1btrR4XbOsrAyPPPIIzGYzlixZAgAICgpCVVWV03GVlZVOLdQ6drvdsdg11fpx/3Gnn+t/o0+Ij3fc1ht0EGz2Rs9v+C3fF+q3qdaoq6+7/oLrYjTVMk16dptmWqZN4bkoH6nOQ18kCPYWw1S2bdQyMzOxe/duALWtxMmTJ6OsrAxZWVnNPsdqtWLOnDno0aMHXn75Zej1tcVNSEhASUkJLl265Dj21KlT6NGjh2dfhJfanX7C8YFUWJjv+C/fYnHcbngcKaOp0PTknFa58VwkLZKtRVpcXIz58+cjLS0NZrMZ6enpqKmpQXy9b50NffTRRwgJCcHChQud7g8NDcXIkSOxfv16zJ49G3v27EFJSQmGDBni6ZfhVZq6tlR/4+Q4U6hTq0ANIzCVoNS10eZo/ZppU3gukpbp7HZ74/4SD1m3bh02bNgAQRDg7++PuXPnwmazYdmyZaisrERhYSE6deoEs9mM1NRUTJgwARUVFU5dthMnTsTf/vY35OXl4cknn0Rubi5CQ0OxaNEiDBgwwOnvRUREQBDsOHQ8R66XqHptGdHYVFeQL46IrB9a7oSVp7rUmmqJailMeS7Ki1277uvfOwF6vQ4XLlxo8nFZg1RuDFJxIxpdeeN5+4eZFK1RT36AaSlMPXkucuRu6xik7mstSLlEoJeR+wPFl7asUmNAqbmbV85zUe2LQpB3Y5B6AbW0Cr3tw0wrg3jUFKZaOxe1cB6S+rFrV6Pk+MCSuiuoqTKr9YNMygFGcnWpKdXNK8e/qy+fi1Jh16772LXr5bT05m+uG5ikoXTLlOci+Sq2SKlZvvoN1p3WaE1NDYoKC1BZWQGr1Qqb1YoaqxWCzQZzdAhKSmtgNPrBYDAgICAAUdGmRqtzear8gDqv77aFr56LUmIduo8tUi+lxa4pLZa5zqWLF5GTfRoWy3nkW/KQb8mDxZKHgvza/1+8UIKIyPYICQ6BwWiEwWCE0WiA3mBAgFGP0rJKCIIN1poaVFZWoqioAKGhYTCZO8BkMsMc2wEmc6zjv/j4BETHmNwqq9wtUy3+u2qxzKRebJFqnCdHRkrxDVYtg09c1TCAJlz6Pxw+lI58Sx66dO1WG3zmWJhMZpjMsYiN7QiTORbto6JhNDb9vbSpehQEASXFRbBY8pBvOV8byhYLLJZcWPLykJOThdDQMPTrPxB9+w3A4CHD0TGu+cVLXHktgGdbpp78t/bFc1FqbJG6j/NIvTxIG5Lyw8KdN56W5/OVl5fhpvcPO93316hMJPcbgB49k5oNyta4U4+CICAn+zQOHzqII4fScWDfboRHROLGm27BjTfdiojISJd+j5LdvDwX1YVB6j4GqY8FaX1iP0jELMjg6t9Qg6qqKqS+/w98YhvkdL9UgSPFB5ggCDh29DA2bfxf/PD9t7j+jzdg9iNzERbWrtXnquGaKc9F5TFI3ccg9eEgbaitHzTNvfG8qYssO+s0FjwxB1269cD+hDsc90sZNFJ/gF28cAHv/WMldn6/A8+/tBz9+g9q9TlqCNP6eC7Kj0HqPgYpg7RZrX0I1b3xvPWbfmVFBe6bcTtuve1OvF3QxekxNQdpnd0/fo+Xlz6DD9aluTQwSW1hWp/Yc1HL56FcGKTuY5AySF1S/wOqbquqOnW7cADe9YH1/Xfb8ekn6/HW2x/g+tW7HfdLHS6e/AB75YVF6BSfgD/NvN+l49UcpnV88VyUA4PUfa0FaZv2IxUEATt27MC7776L7OxsXLp0CWfPnpWkoKQe9T+s6t8GvGvyelBQMC6UFDuFqJbY7XYUFRUiKKjxhvbNUft+pg3PL185F0nbXB6GeP78efzpT39Cbm4uAKB3794oLCzEAw88gA8++AB9+/b1WCFJeq50kdX/BuuNa5UOHjoC56990uk+tbXOmmO1WvH+e6thyTuPyTdPa9Nzm5pnqiSei6R1LgfpwoULUVlZiYceegirV68GAERGRiI4OBivvvoqPvroI48VksQTe53TG3d50el0je6rqamBn5+fAqVxjSAIOLh/D1LeWoHw8HC89sY/3FohqWGYyrmUIM9F8jYuXyPt168fHn30UUyZMgWjRo3CmjVrMGrUKLz33nt45513cPDgQU+Xtc18+RqpFAOEXL2motXBSA1bZb2O/ANnzuRg8pRbcd34CeiZmNRk2LaV2GtTdrsdZ37Lwc7/fINNG/8XQUHBuPNPszBx0hTR5ZNycf7m8FxUB14jdZ9kSwRGRkYiNzfX8cat+/+xY8cQEhIiQVFJLKVGNHrLllUp732ErNOn8MXn/8YzT/0N5WVlSO4/CMn9ByI5eQC69UiUpbVqtVpx9kwODh86iKOHf8KRQ+morqnGyFFj8Nzzy3D1NcmSBDzguZYpz0XyJS63SBcuXIiNGzeiZ8+e+PXXX9GnTx8UFxcjNzcXt912G5YuXerpsraZt7dIPf3tW6pvsGqcsuBKSyw39yyOHErHkUMHceTwTzh39jeEh0cgxmSGydwBZnMsYkxmmGM71t42mxEcFAK9QQ8/o9+VNXcNiI0Kwm+5F2C1WWGz2lBVVYn8fAvy69btvXLbcmUN35LiIsSYYpHcbwD69huAfv0HIaFLN8nC0936aIkWzkVfb62yReo+yaa/XLx4EQ8//HCjLtxBgwbh7bffRlhYmPjSSsybg1SO60GeeOOp5TqWO8Fhs9lQUlyEvLzzzYZgZWUlbFYrbDbrlV1gbPDzN0Kn0zt2f/EPCEBMjKnZMI6ONilyndbdMOW5qA0MUvdJPo80IyMDp0+fRmBgILp27YquXbtKUlBP8OYglYO3vvHkuC5Yn5bqUe66cZWW6lCtWIfuk3QbtfT0dJw5cwZTp04FAKSkpGDgwIEYOnSo+JJSm2j5eo+ayu5uUNhsNhQVFlzZTq22dVpQkI/KinLU1FghCDbU1NRAEGwICw5AlRWOrdUCAgIRHWOC+cpOMjFmM2JizKoYLazkaF4irXI5SL/99ls8+uijuOmmmxxB+uOPP2LVqlVYtWoVxo0b57FCUsvUFEzNUcvk+bbOnywvL8PP/z2CI4d/Qk52Jix5tV24xcWFCA+PuLJ/aO2eojEmM0JCEmAwGGAwGmG8co00IswflsJSCDYbrFYrKisrUFCQj18yfr7STVx7XTQ8IvLK9mwdEB/fGX37DUTf5AFoFx7uodpwDcOUqGUud+3eeuutuHTpEpYtW4YBAwYAAPbt24dFixYhLCwMaWlpHi2oO3ypa9cTA3rEdAWpdWBH/SBtKhzsdjt+/u8R/PjDd9i/dxeyTmcisddVSO4/ED169IIptnbj7ba0IF2pR6vViuKiQuRb8pCXl4vsrNM4evgnHP/5KMyxHTB4yHCMvHYsBgwaCoPB0LYX7Qa1LSXIbknxWIfuk+waab9+/fD4449j5syZTvevXbsWb775Jg4dOiS+tBLzpSCtT6oQa8sbT63BWV9L1/8uXy7F1s1fYGPav2C11mDsuD9i6PBRuLpPslsLHtQn5gOspqYGv57MwP69u/D9d9/gQkkxbr71f3DT1NsQFRUtqlytUVOYMgTEYx26T7IgHTt2LLp3745Vq1YhKCgIAFBaWoqHHnoI2dnZ+OGHH6QrtUR8NUgbcjfkWnvjqXFaS3NaCtEfd36HZS8vxjV9++PW26ZjwKChkk41kfIDLOPEMWz89yfY+Z9v8OCcxzFl6u2yTosBlAlThoB4rEP3STbYaPr06XjjjTcwbNgwdOzYEYIgIDc3F1arFQ888IBkBSbpSTVJXQutzrb614ZU/PuT9Vi8dBkGDFL/oLmkq/pgwaI++J8778ELixfi118y8MRTz3rs7zW1Li+vmRI5c7lFKggCli9fjnXr1qGqqgoAYDQacccdd2DhwoWyXLdpK7ZIW9dSOOoNOgi2pk8PLQVnc63R7KxMPPSXe7Dmw/9Fx46dPPb3PdUSuHy5FLP+NA3/b/4iDB9xreS/vz6lW6ZsTYnHOnSfZC1SvV6PefPm4bHHHkNOTg5sNhvi4+O5PKDGNQzExISoJo+LjjZpKjxdcerXX5Dcf5BHQ9STQkPDcN24P+KXEz97PEjZMiVqXotBeuDAAXTt2hXR0dE4cOBAo8ePHz/uuD148GDpS0ce19L+jzlnziAhPr7JY7USqi1dG+199TVY/velOJ35K7p17yl30UQrKirE11u+wNKXV8jy9ximRE1rMUhnzJiBF154AdOmTcM999zT7KAGnU7nFKqkXm29zunNW1Z1jIvHo//vKTw6exYem7sQ1//xBo8O3JFS+oG9ePmFZ3HzLf+Dfv0HyfZ3GaZEjbUYpIMGDUJ0dO0Qe7Y4tUuq0bWuDlpy53d7givL3d1w482I79wFLy99Bv/+ZB1uvf1OjB33R9FTXjzBZrNhz66d+PyzT/DryQzMX7AYI68dK3s5GKZEztq81q6W+OpgI6mCs62DE9Q2Haa1xRfqq6mpwa4fvsPGf/8LJ385gZHXjsXQ4dei/4BBiI4xtfjc1ogZ5HHxwgUcPfIT9u35ET/s/BYxMSbcMm06xv/hBgRemYamFDkHIHGgjHisQ/dJNo+0f//+eOKJJ3D33XdLWkBP8pUg9dS0FC2vbCRm8fXc3LPY/cP32L93F44c+QlhYe3Qr/9AdOveEyZzrGON3KjoGBiNrY/Xa60eBUFAcVEhLJY8FOTnwWLJQ05WJg4fSke+JQ9X9+mLwUNHYMSoMaq7litXmDIExGMduk+yIH300UcBAG+++aZmriN5c5DK0fqT8o0nd2u1La3RlgiCgOysTBw5nI6c7CwUXNk2LS/vPC5eKEFEZHuYY+u2Q4tFcHAw9HoD/Pz8oNfrYTQaERZsRNGF8tpt1WxWVFVWIT+/ds3efEseCgvzERbWzrFmr8kci06dE5DcbwB69ExyKayVJEeYMgTEYx26T7LpL1FRUdi6dStGjx6NxMREx+pGQO1go7feekt8aanN1HAt0hUtXV+VWlsXpm+JXq9Ht+49m2wJ1tTU1NsBJg/5lvO1+5HarKiqqoTNZoPNakVluyCUV9pg9PODXm9AeEQEeiT2utK6jUV0jFmV12RdxWum5OtcbpEmJSU1/0t0Opw4ob4PdG9ukcpBi99g1bifphbr0R2ebJn6Sh16EuvQfZK1SF966SXNdOn6AjWOknWFVstNrWPLlHyVyy3S6upqWK1WBAcHe7pMkvH2FqmnB/RI8Q1WzkFHamyNAr7XEvBEy9TX6tATWIfuE3/xmGAAABs8SURBVN0iLSsrwzPPPIPt27dDEAQMGTIEL730Ejp27Ch5Yalt1DivU+nRuqQ8tkzJ17TaIn311Vfxz3/+EzqdDgaDAVarFQMGDMCGDRvkKqPbvL1F2hqxI2Vd/Qarhvmjam2NAr7bEpCyZeqrdSgl1qH7RLdIv/zySyQnJ+Pdd99FSEgIli1bho8++giZmZno3r275AUm6TTXYhXbWmWrk1zBlin5ilaDtLCwEH/9618RHh4OALjnnnvw4YcfIj8/n0GqMe6um6v24FRza9TXMUzJF7QapIIgIDAw0PFz3fxRm83muVKRx7V2fbWwMN/xc/0dYdQQnC3hB7T6MEzJ2+ldOaiqqgqXL192/AcAlZWVje4jkpuUiy+Q5zQVmvy3I2/R6mCjpKSkVuePqnUbNV8fbNQSV7pr6wYnqLlrV6qlAD2Jgzx+5+4AJNaheKxD90myIENrU029eAMZr+Lu6Fo1TrMB2KLRInbzkjdqNUgzMjLkKAd5gKdakq4GqydDlQOMtKupMCXSMnVvK0FtolQXrLujgcl3NQxTtkpJyxikGqeGxRBa+rtyBCs/gLWJYUregkGqUVpp7bUWrGotN8mDYUregEGqUVoNIK2WmzyHYUpa59I8UlKfEQOv8ujm2J6m9fKTtBoGJwcjkZbIGqTbtm3DzTffjIkTJ+LOO+/EyZMnAQBFRUWYNWsW/vCHPzgdX11djaeffhoTJkzApEmT8OGHHzoey83NxaxZszBhwgTccsst2Lt3r5wvRTXqAkntwaSVcpJyGKakVbJ17ebm5uK5555DWloa4uLikJqaioULF2LNmjW4++67MWbMGJw9e9bpOWvXrsXFixfx9ddf4+LFi5g2bRr69++Pa665BosWLcKYMWNw77334ujRo5g9ezZ27NjhtJyhN9PCSFm1DYQi9WM3L2mRbEFqNBqxfPlyxMXFAQCGDx+OlStXQqfTISUlBQUFBfj222+dnrN161b87W9/g16vR2RkJCZOnIitW7eiS5cu2LdvH9566y0AQN++fdGhQwfs27cPY8aMkeslqYYa5nU2/Fv1MThJjPGrdiHj+QlKF4OoWbIFqclkgslUu/i51WrFxo0bMX78eISHhyM8PBwFBQWNnpOVlYXOnTs7fu7cuTO+//575OTkIDIyEsHBwU6PZWVl+WSQNiRXa1XNSweSdjW1YEPSs9vYMiXVkn3UbmpqKlJSUtC5c2esXr26xWMrKysREBDg+DkwMBAVFRWN7geAgIAAlJeXe6TMWib1vE62OkkOXP2ItET2IJ05cyZmzJiBzZs3Y/r06diyZUuz1zWDgoJQVVXl+LmiogLBwcGN7gdqQ7d+C7WOTqdDnClU2hehYTlnzjj93LXL7y3+UUN6O25nZf8Gf6PB6T4A0Bt0jsfVQu3/vv5Gg+rLqEYZz09A0rPbAACnX5qEaiu3bhSD56H79PqWN26RLUgzMzNhsVgwYsQI6HQ6TJ48GUuXLkVWVhauuqrpVk63bt1w+vRpdOnSBQBw6tQp9OjRAwkJCSgpKcGlS5fQrl07x2PTpk1r9Dvsdjt3PGjBj/udd+1JTIgCAIQEObf4o6NNTq1ONdWpmsrSFO664b667txqq411KBLPQ/cJgr3FMJUtSIuLizF//nykpaXBbDYjPT0dNTU1iI+Pb/Y5N9xwAzZs2IAxY8agqKgI27Ztw5o1axAaGoqRI0di/fr1mD17Nvbs2YOSkhIMGTJErpfjNRp21dbfxFtv0EGw2Zs8ll25RES1ZAvSwYMH48EHH8SsWbMgCAL8/f3x+uuvY//+/Vi2bBkqKytRWFiIiRMnwmw2IzU1FTNmzMDp06cxceJEGAwGzJkzB0lJSQCAJUuW4Mknn8Rnn32G0NBQrFy5Ev7+/nK9HE1z9Tpnw2+wSo0GJiJSs1Y39tYybuxdy93Rta11BSk58EgLG3rXYZeaeKxD8ViH7pNkY2/SFrmmpWhhUQgiIk9jkHoJpaelKLF9GhGRGjBINUrtiyGoZbUlIiJPY5B6AS2EUXPdwEREWscg1SgthGdztFx2IqKGGKQapdXrjlotNxFRcxikGrU7/YRmBvQoPRCKiMiTGKQaptYBPWofCEVEJCUGqRdRal4ng5OIfBmD1Et5el4nu2uJiGoxSH2E2G5gBicRUdMYpD6qtW7gwsJ8AM67wTT1XCIiX6dXugCkvN3pJ5zCsS5EG96uO5aIiH7HFqkPa6679mROEYDfd4tQy2hgIiI1YpD6EHdH1zZ3fVXNc1eJiOTCIPVinpqWwu3TiIh+xyD1MnKPrlXrohBERHJhkGqc2hZDYDcwEfkaBqlGNRWgagyn1rqB1VhmIqK2YJBqmNZCqKVuYCIireI8Ug3TchBpuexERPWxRapxWhrQw/AkIm/EINWopq49qm1Aj9oGQhEReQKD1AuoZV4ng5OIfBGD1Mt4evu0hrgrDBH5Ogapl5N6wQS2OomInDFIfUxbu4EZnERELWOQ+rDmWquFhflITIhyeiw62sTgJCJqAoOUGrU66zbzLizMd9rYm6sRERE1xiD1Qa5219btR9rwOWqbZkNEpCQGqY8QO7pW7tHARERawSD1Up6elsLt04iIajFIvYTSo2vVsigEEZHcGKQapXRwtoTdwETkSxikXkDtYcTt04jImzFINUrt4dkSLZediKghBqlGaXlAj5bLTkTUEIPUC6j9uiO7conImzFINUrNA3rUPBCKiEhqDFIvofS8Tm6nRkS+ikHqpZoLVqlaq2x1EhHVYpD6CLELJjA4iYiaxiD1Qa52Azfc/aW55ythx5yRSheBiAgAg5TQeBPvwsJ8x2N1t7kfKRFR0xikPqy57tq60IwzhSIhPr7Z4xmsREQMUp/T1tG1ap5mQ0SkBgxSLyf1ICGlp9kQEakNg9TLyD26ltunEZGvY5B6AbUshsBuYCLyRQxSjWoqPNUWTq4Eq9rKTETUVgxSjdNSEDXXDUxEpGV6pQtA7tNSiDak5bITEdXHFqmGae26I1uhROSNZA3Sbdu2ISUlBVVVVYiMjMSSJUuQmJiItWvX4pNPPoEgCBg0aBCee+45+Pv7o6CgAM8++yxOnz4Ng8GAqVOn4q9//SsAICMjA4sXL0ZJSQkiIyOxePFiJCUlyflyFNVwNaKGt+sfoyS1DIQiIvIU2YI0NzcXzz33HNLS0hAXF4fU1FQsXLgQzzzzDD788EN8/vnnCA0NxUMPPYR169bhvvvuwyuvvIKuXbvi7bffxuXLlzFt2jT06dMHI0aMwOOPP465c+fi+uuvx9atWzFv3jx8+eWXcr0c1VDbvE4GJxH5GtmC1Gg0Yvny5YiLiwMADB8+HCtXrsTWrVsxadIktGvXDgBw5513YtWqVbjvvvtw8uRJTJ06FQAQGhqKPn364OTJk4iKikJpaSmuv/56AMDEiRPx/PPPIzMzE927d5frJamS3PM6uSsMEfk62YLUZDLBZKrdScRqtWLjxo0YP348srOzMW7cOMdx8fHxOH36NIDasN26dSuGDx+OoqIiHDlyBH/5y1+QnZ2NTp06Of3+uuf5epDW54l5nQxOIiJnsg82Sk1NRUpKCjp37ozVq1dj3rx58Pf3dzweGBiIiooKAMAjjzyCu+66C8OGDUN5eTnuu+8+JCUlISMjAwEBAU6/NyAgAOXl5Y3+nk6nQ5wp1LMvSiNyzpxx+rlrl86O26OG9Hbczsr+DQDgbzQgzhTqdJzeoGt0HLWsrh7JfaxD8ViH7tPrdS0+LnuQzpw5EzNmzMDmzZsxffp0JCQkoLq62vF4RUUFgoODAQALFizAhAkT8PDDD+PixYu4//77sWXLFgQHB6Oqqsrp91ZWViIkJKTR37Pb7TiXf9mzL0qjftx/3OnnutZmSJDzl5T6e5LWb3WyXl0TZwplXYnEOhSPdeg+QbC3GKayzSPNzMzE7t27AdS2EidPnoyysjLodDpHVy4AnDp1Cj169AAA7Nq1C5MnT4ZOp0NERARGjhyJAwcOoFu3bsjOzoYgCABqu4qzs7PZreumEQOvcuqyrR+cDTf25hQWIiJnsgVpcXEx5s+fD4vFAgBIT09HTU0NZs+eja+//hpFRUWwWq3YsGEDbrzxRgBA165d8d133wGobXHu27cPPXv2RI8ePRATE4OvvvoKAPD555+jU6dO6Nq1q1wvR/PqwrOpa6W700/gZE4RyiqqHD8391wGKxH5Op3dbrfL9cfWrVuHDRs2QBAE+Pv7Y+7cuRgzZgw+/PBDrF+/Hna7HSNGjMAzzzwDo9GIkydPYunSpcjPz4fdbse1116LBQsWwGg04pdffsGiRYtw4cIFREVF4YUXXmjUIo2IiIAg2HHoeI5cL1G13Bkk1FJXEKe5uI5dauKxDsVjHbqvf+8E6PU6XLhwocnHZQ1SuflykEoxutbVNx5H8raMH2DisQ7FYx26r7Ug5RKBXkSpViK3TyMiX8Yg1TC1tgTVttoSEZEnMUg1SkstvZZWW1JzuYmIXMEg1SitBpBWy01E1BwGqUZpuYtUy2UnImqIQeoFtNDNy/mmROStGKQapfYBPWodCEVEJDUGqZeQe/u0hhicROSrGKReSK55nVzdiIiIQeoTpOoGZnASETXGIPVBrnYD6w06CLamV5BkeBIR1WKQ+riGgZiYENXkcdHRJoYnEVETGKQ+rmErtG7/0d3pJxBnCkVCfHyTxzJUiYhqMUh9TFtH1zZ3fVULc1eJiOTAIPVyUk9LUXqaDRGR2jBIvZBco2u5fRoREYPUK6hlMQS1r7ZEROQJDFKN0sKcTle6gdVUXiIidzBINU4rQdRSa5WISMsYpBqllQBtjtbLT0RUh0GqUVodzKPVchMRNYdBqlF1AaT2eZ1qGQhFROQpDFKNU9u8TgYnEfkaBqkXUWpepxZGEBMReQqD1It5al4nW51ERL9jkPoQd7uBGZxERM1jkPqo1lqrhYX5jp/rdoRp6nlERL5Or3QBSN3qhygRETXGFqmPcqW7Ns4UinP5l1UxGpiISK0YpD7E3dG13OWFiKh5DFIv5qlpKdzlhYjodwxSL6LU6NrmgpWtVSLyBQxSDVPrtBS1rbZERORJDFKN0kootdYNrNZyExG5ikGqUVoNIK2Wm4ioOZxHSkREJAKDlIiISAQGKRERkQgMUiIiIhEYpERERCIwSImIiERgkBIREYnAICUiIhKBQUpERCQCg5SIiEgEBikREZEIOrvdble6EJ5iMBggCALCwtopXRRN0ut1EASvPT1kw3oUj3UoHuvQfaWll6DX62Gz2Zp83KsXrff390d1dTX0ep3SRdEs1p00WI/isQ7FYx26R6/Xw9/fv9nHvbpFSkRE5Gm8RkpERCQCg5SIvAI710gpDFIShR9e0mA9iqfT8fqfGGlpabBYLEoXQ5MYpOSWM2fOAKj98GIIuGfHjh3YsmULLl261OxoQGrd2rVrsWLFCuzcuRNFRUVKF0eTnn76abzyyisoKSkBwC92bcXBRtRmS5YswalTpzBnzhwMHToUQO0bjy0C182fPx/nz59HUFAQysvLcdNNN2Hs2LEwm81KF01TnnzySVy8eBEdO3bE6dOnceONN+L222/n+dgGTz/9NCorKxEXF4eKigo8/fTTShdJc7x6+gt5Rn5+Pjp06IC0tDTY7XYMGzbM0TLlh1frvvnmG+Tm5mLdunUAgM8//xybNm1CQUEBbr/9doapi3bv3o1z58456vGf//wn1q1bh5tvvrnFqQr0u6eeegqXLl1CSkoKzpw5g5SUFKWLpEns2qU2KSkpQVVVFUaNGoWIiAh8+umn2Lt3LwB287oqLCwMMTExqKqqgiAImDp1KmJiYrBv3z7s3LkT1dXVrEcX+Pv7IzQ0FIWFhQCAO++8E/7+/iguLmb9tcJutyMzMxM6nc4RniEhIfjpp5/w9ddfK1w67WGQUptERkbikUcewZQpUzBlyhS0b98en376Kfbs2QOgNkxLS0sVLqW6hYaGIj09Hd988w2sVisAoGPHjkhMTMSOHTtw+fJltuxbIAgCACA+Ph7jx49HSEgIgNqVzHQ6naNOAaCsrEyRMqqdzWZD9+7d8fLLLwMAKisr0b59e8yaNQvHjx9HdXW1o56pdYbFixcvVroQpG6vv/46Nm3ahOPHjwMABg4cCAAwmUyIjo5GdnY2fvrpJ3Tv3h2HDh3Cli1bMGjQIBgMBiWLrSp79uxBfHw8gNp6M5vNeOmll3D48GF89tlnsFgsWLFiBb777jvk5+c76pic/f3vf0daWhoOHjyITp06Ydy4cfDz84PVakVxcTG++OILTJ8+HYGBgdi8eTO++eYbDBw4kOdiPXV1mJ6eDj8/P8THx8NorL3KV1ZWho8//hgDBw5ETEwMbDYb9Hq2t1rDGqIWLViwAJmZmRg+fDhsNhsWLlyIf/3rX47He/fujVtvvRUJCQl4/PHH8eKLL2LKlCnw8/NTsNTqsmrVKsyaNQvvvvuu475JkyYhJSUFkydPxq233op//OMfAIDOnTsjPDxcqaKq2oIFC3D27FlMnDgRer0ea9ascUzXMBgMMBqN8Pf3R7t27bBp0yasXLkSkydP5rlYT10d3nDDDTAYDPj4449hsVgcXeFDhw7Ftddei8cffxwWi4VfQFzEwUbULIvFgsLCQrz33nsAgOrqalx11VWYN28eBEHAXXfdBaA2TLdt24aysjK8++676NGjh5LFVh1BEDBz5kx89dVXqKmpwcMPPwwASE5ORnJyMgBg27ZtSE9Px/fff4/Vq1crWVxVOnfuHHJzc5GamgoAiIuLw9KlS1FRUQGg9pJCeHg4zGYznn/+eRw4cABvvfUWunfvrmSxVaWlOqw/WHDOnDn47bff8Morr+C1115jmLqALVJqVmRkJEpLS7F+/XoAtYM7Jk6ciBUrViAlJQXffPMNAOCnn37Cvn378PbbbzNEGxAEATk5ORg4cCDmzZuHLVu2OI2MtNlsyMrKwokTJ1BWVoZVq1axDpsQFBSEqqoq7N+/H3a7Hddccw1CQkKQk5MDoLYerVYrysrK8O233+KNN95AYmKiwqVWl9bqsC5M/fz88MADD2DBggUMURfxGik1y2AwoLS0FNnZ2YiKioLJZAIAdOvWDXq9HkeOHMHo0aMhCAImT56MhIQEhUusPjqdDsOHD0fv3r3RoUMHxMXF4cMPP8SFCxcwZMgQ6PV66HQ6jB07FuPHj0dUVJTSRVYlvV6PxMREJCUlISAgAADw5Zdfonfv3o7z0WazoV+/fpg6dSpbok1orQ4BIC8vD2FhYYiOjnYM4qLWsUVKLRo3bhzOnz+PTZs2ISMjA0BtOPTq1Qvnzp2DzWZDfHw85z62IDQ0FEBti77u+tOWLVuwfv16/N///R8eeughXL58mVM2WhAQEIDk5GSEhoZCEAQIggCDweA479LS0nD//fejU6dOjlAgZ63V4caNGzF//nyUlZXxXGwjXiMlB6vV6hi9B9R2S9YNInrttdfw6aefYuDAgZg0aRIuXrwIu92OqqoqTn6vp2EdAnAa9ejv74/Ro0ejffv2uO+++9C+fXu8/fbbjrClWk3VY103o06ng06ng5+fH6KiorBlyxasXbsWr732mqOlRW2vw/fffx/Lly9nS9QNbJGSg9FohCAI2LZtm+M+QRCQmJiIp556CiEhIVi7di1mzJiBN998E/Pnz0dYWJiCJVafhnXY1Dd7f39/ZGRkwGw2491330WvXr3kLqbqtVSPdXNsw8PDMWfOHLz99ttYvnw567EBd+qQ15XdZCeq58iRI/ZevXrZjx496rhPEAS73W63V1VV2UtKSuxHjx615+fnK1VE1WuqDus7d+6cfc6cOfYTJ07IXDJtaa4e687HtLQ0+0033WQ/deqUEsXTBNahPDjYyMcJguC0io7ZbIbdbsfJkycxaNAgx2AYoLZbKDAwEGazmd0/9bSlDoHaFul1112Hjh07KlFc1XK1HuuOad++PaZMmeJY6IJYh0ph166P0+v1sNvt2LVrl+O+vn374ujRo46l6rhUWMvaWocBAQG8JtqEttSj3W6H2WzmILcGWIfKYIvUR9X/5rpp0yYsW7YMR48eRa9evZCcnIxjx45hy5YtuOGGG7juazNYh9Jwpx5Zn85Yh8rifqQ+yGazwWAwwG63o6ioCBUVFQgJCcGLL74Iq9WKiIgI3HLLLfjqq69wxx13oGfPnkoXWXVYh9JgPYrHOlQep7/4mLq5Y4IgYM6cObh06RLCwsIwePBgLF++HCdPnsSGDRswb948FBcXIyoqim+8BliH0mA9isc6VAd27fognU6Hxx57DF26dMHChQsRERGBL774AocOHcJtt92GsWPHomvXroiIiMANN9zA1XaawDqUButRPNahCsg/UJiUkJaW5ridl5dnv+eee+y5ubl2u712WsuxY8fs999/v/3TTz91HGez2WQvp5qxDqXBehSPdaguHLXrA/Ly8rB161YsWrQIQO2Q+MjISGzfvh3l5eXw9/dH9+7d0bVrV8e2VAC4D2E9rENpsB7FYx2qD2vWB5hMJsydOxfV1dWON9/o0aOxd+9e7N27F5cvX0ZgYCDat2+PkpIS2Gw2rrXZAOtQGqxH8ViH6sNRuz7CarXi1KlTeOeddxAVFYVnnnkGKSkpyMjIgE6nQ1JSEtLS0vDOO+9w54xmsA6lwXoUj3WoLhxs5KVWrFiBw4cPo127dqioqEBkZCSio6ORmJiInTt34sCBA5g7dy7MZjOqq6tRXV2NuXPn8k1XD+tQGqxH8ViH6sYWqRc6f/48rrvuOgDAQw89hM2bN2P06NGOUXvFxcXYtGkTIiIiMHfuXAC1w+h5DeV3rENpsB7FYx2qH1ukXigsLAwTJkzAF198gfHjx+Opp56Cv78/tm/fjp9//hkfffQRQkJC8O9//xt2ux1Dhw4FwJVO6mMdSoP1KB7rUP24IIOX6tmzJ95//33cddddMBgMmD59Oq677jrY7XZ8//33KCkpQUVFBSZNmgSAb7qmsA6lwXoUj3WocvLPuCE5HT582H711VfbP/jgg0aP1W2lRC1jHUqD9Sge61Cd2LXr5WJjYzFy5Eg88cQTCA8PR9++fZ0e5zfX1rEOpcF6FI91qE4MUh8QGxuLUaNG4ZFHHkFMTAz69OkDgG+6tmAdSoP1KB7rUH04ateHHDt2DEFBQRwSLwLrUBqsR/FYh+rBICUiIhKBE42IiIhEYJASERGJwCAlIiISgUFKREQkAoOUiIhIBAYpERGRCAxSIiIiERikREREIvx/RjR2OMDWc4YAAAAASUVORK5CYII=\n", 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SAHcKU7mXpXD7NJIag5RIIdQcpkq9GIKSrrZE7otBSqQgagxTNZ2X5PZp5AoMUiKFUVuYKj08m6PmtpNyMEhVSk29gIbU3Ha5KDlM1fzvqea2k3JIGqTbt29HUlISKisrERoaiiVLliAuLg6FhYV47rnncP78eezYscN2/6tXr2Lx4sU4ceIErFYrxo8fj2eeeQYAkJOTgwULFiAnJwf+/v54/vnnccMNN0j5chRD6ed6OHzWdmq9+hGPRfJEkgVpTk4OFi1ahJSUFERFRSE5ORnz58/H2rVr8eCDD2LUqFE4f/58vcesWLECXl5eSE1NRVlZGSZNmoTExEQMHz4cCxcuxKhRo/Dwww/j+PHjmDFjBnbu3AlfX1+pXpKslD6JQqmTT9RELWHKY5E8nWRBqtfrsXz5ckRFRQEAhg4dipUrV0Kj0SApKQn5+fn47rvv6j3m1ltvRZcuXaDVahEYGIj4+Hj8+uuv6Nu3L/bv3493330XANC3b1906NAB+/fvx6hRo6R6SYoi9yJ1uZc8uCu1hGldSj0WeRySq0gWpAaDAQZDzbUyzWYzNm/ejDFjxiA4OBjBwcHIz89v9JihQ4favr569SqOHDmCP/3pT8jOzkZoaCj8/f1tt3fu3BmZmZkeG6QNuXotHYNTOmoM07p4LJK7k3yyUXJyMpKSktC5c2esXr26VY+pqqrC7NmzcfPNN6N///44dOgQfHx86t3Hx8cHZWVljR6r0WgQZQh0StvVKvvcuXrfx3bpbPt6xODe9W7LzPrN9rW3XlevdnUfp9Vp7D6GGmtYR0ekvzwW8S9tr/ezMat2I/3lsaKeV2rOOBbrPgbgsdhazjgOPZVWq2n2dsmDdNq0aZg6dSq2bt2KKVOmIDU1tdnzmqWlpXjqqadgNBqxZMkSAICfnx8qKyvr3a+ioqJeD7WW1WrlHnwN/HTgZL3v6/5FX3fPR61OA8HSeLvahn/ls77Nc9Y+kPZ6pvEvbVdNz9QeHovS4X6kjhMEa7NhKtk2ahkZGdizZw+Aml7ihAkTUFpaiszMzCYfYzabMXPmTHTv3h2vv/46tNqa5sbExKC4uBhXrlyx3ffMmTPo3r27a1+Em9qTdsr2gVRQkGf7L89ksn3d8H4kD3uhaW+jcLXisUhqJFmPtKioCHPnzkVKSgqMRiPS0tJQXV2N6GZ2vf/oo48QEBCA+fPn1/t5YGAghg8fjo0bN2LGjBnYu3cviouLMXjwYFe/DLdi79xS3Y2TowyB9XoFSpiBSeo/Z2oPj0VSM43Vam08XuIiGzZswKZNmyAIAry9vTF79mxYLBYsW7YMFRUVKCgoQKdOnWA0GpGcnIyxY8eivLy83pDtuHHj8OyzzyI3NxfPP/88cnJyEBgYiIULF2LAgAH1fl9ISAgEwYojJ7OleomK15YZjfaGgjgjsu1cNaRmryeqpjDlsSgtDu06rn/vGGi1Gly6dMnu7ZIGqdQYpOJmNLbmjccPs5a58gNMTWHqymORM3dbxiB1HIPUw4LUmR8obX3j8cPMPld/gCk1THksKguD1HEMUg8IUlf1CsW+8fhhVkOKDzClhKnajkUeh9QaDFI3DVIpPhic/caz12ZP+CCT6gNMrjCV4t+Vx6J4DFLHtRSk3P1F5dT05m/qCjfkHHLP5uWxSJ6KPVJqEv+Cbb3q6moUFuSjoqIcZrMZFrMZ1WYzBIsFxvAAFJdUQ6/3gk6ng4+PD8LCDY2uzuUsShnmdSYei+Kxho5jj9RNqXFoSo1trnXl8mVkZ52FyXQReaZc5JlyYTLlIj+v5v+XLxUjJLQ9AvwDoNProdPpodfroNXp4KPXoqS0AoJggbm6GhUVFSgszEdgYBAMxg4wGIwwRnaAwRhp+y86OgbhEQaH2ip1z1SN/65qbDMpF3ukKufKCT3O+AtWrZM8CgvycfDAXhw/moajR9KQZ8pFl9iuNcFnjITBYITBGInIyI4wGCPRPiwcer39v0vt1VEQBBQXFcJkykWe6WJNKJtMMJlyYMrNRXZ2JgIDg9Cv/0D07TcAgwYPRceopi9eYo/UPVNX/lt78rHoLOyROo6Tjdw8SBty5oeFI288Nc/ULSsrxY7tW/HVF5/ht+wsDEgcgv4DByGh3wB07xHfZFC2xJE6CoKA7KyzOHrkEI4dScPB/XsQHBKK2++4C7ffcTdCQkNb9TxyDvPyWFQWBqnjGKQeFqR1if0gEXNBhtb+DiWorKxE8j//jpR/b0K//omYNPk+JA4eCi8vL6c8vzM+wARBwInjR7Fl87/x4w/f4ZY/3IYZT81GUFC7Fh+rhHOmPBblxyB1HIPUg4O0obZ+0DT1xnOnIbKszLOY99xMdOnaHc/8vxcQ2aGj03+Hsz/ALl+6hA/+vhK7ftiJl19bjn79E1t8jBLCtC4ei9JjkDqOQcogbVJLH0K1bzx3/Uu/orwcj0y9F3ffcz/uue9Bl/0eV32A7fnpB7y+9EV8uCGlVROTlBamdYk9FtV8HEqFQeo4BimDtFXqfkDVblVVq3YXDsC9PrB++H4HPv1kI95970NoNM1v3CuGKz/A3nhlITpFx+CP0x5t1f2VHKa1PPFYlAKD1HEtBWmb9iMVBAE7d+7EmjVrkJWVhStXruD8+fNOaSgpR90Pq7pfA+61eN3Pzx+XiotgNpvlbopDrFYrCgsL4OfXeEP7pih9P9OGx5enHIukbq2ehnjx4kX88Y9/RE5ODgCgd+/eKCgowGOPPYYPP/wQffv2dVkjyflaM0RW9y/Yuvev+7WaewWDhgxDh45ReOOVhXjuhZfaFEhyM5vN+OcHq2HKvYgJd05u02PtrTOVE49FUrtWD+1Onz4dp0+fxpQpU7B69WqsXbsWHTp0wMMPP4wuXbrgo48+cnVb24xDu79z5DxnWyd4NPdcSlVScgVvv/kqjh09jBkzZ2HUTbc6bbZuLWcOqQmCgEMH9iLp3RUIDg7GgkWvwWCMdOi5Goap3MtiAM8+Fl2NQ7uOc9o50n79+uHpp5/GxIkTMWLECKxduxYjRozABx98gPfffx+HDh1yasOdwZOD1BkfMK1947nDh9ne3bvw0boPcO5cNiZMvBs3jRmLHnHxTjl3KvYDzGq14txv2dj132+xZfO/4efnj/v/OB3jxk8U3T4pwpTHojIwSB3ntEsEhoaGIicnx/bGrf3/iRMnEBAQ4ISmklhyzWhs+PxqHHobOnwkhg4ficyzZ/DlF5/hxReeRVlpKRL6JyKh/0AkJAxA1+5xTu+t2mM2m3H+XDaOHjmE40cP49iRNFRVV2H4iFFY9PIyXHd9gtMmRzUc5nXWpQR5LJInaXWPdP78+di8eTN69OiBX3/9FX369EFRURFycnJwzz33YOnSpa5ua5u5e4/U1X99O+svWLUuWcjJOY9jR9Jw7MghHDt6GBfO/4bg4BBEGIwwGDvAaIxEhMEIY2THmq+NRvj7BUCr08JL73Xtmrs6RIb54becSzBbzLCYLaisrEBengl5tdftvfa16do1fIuLChFhiERCvwHo228A+vVPREyXri6dWSy2Z6qGY9HTe6vskTrOaUO7ly9fxpNPPtloCDcxMRHvvfcegoKCxLfWydw5SBt+KLjig8AVbzwp2u0qFosFxUWFyM292GQIVlRUwGI2w2IxX9sFxgIvbz00Gq1t9xdvHx9ERBiaDOPwcIMkPd+GHA1THovqwCB1nNPXkaanp+Ps2bPw9fVFbGwsYmNjndJQV3DnIJUC33jOoaY6yjUBqSVqqqFSsYaOc+o2amlpaTh37hwmTZoEAEhKSsLAgQMxZMgQ8S2lNlHz+R41t72WxWJBYUH+te3Uanqn+fl5qCgvQ3W1GYJgQXV1NQTBgiB/H1SaYdtazcfHF+ERBhiv7SQTYTQiIsIoSy+0IVedMyVyZ60O0u+++w5PP/007rjjDluQ/vTTT1i1ahVWrVqFm2++2WWNpOapIZjUuni+rKwUP//vGI4dPYzsrAyYcmuGcIuKChAcHHJt/9CaPUUjDEYEBMRAp9NBp9dDf+0caUiQN0wFJRAsFpjNZlRUlCM/Pw+/pP98bZi45rxocEjote3ZOiA6ujP69huIvgkD0C44WNYaMEyJmtfqod27774bV65cwbJlyzBgwAAAwP79+7Fw4UIEBQUhJSXFpQ11hCcN7bpiQo+YoSC1TuywWq34+X/H8NOP3+PAvt3IPJuBuJ69kNB/ILp37wlDZM3G223pQbamjmazGUWFBcgz5SI3NwdZmWdx/OhhnPz5OIyRHTBo8FAMv3E0BiQOgU6nc8ZLbZbSLiXIYUnxWEPHOXUd6axZszBt2rR6P1+3bh3eeecdHDlyRHxrncyTgrQuZ4VYW954ag3OWlevlmDb1i+xOeVfMJurMfrmP2DI0BG4rk8CfHx8RD23mA+w6upq/Ho6HQf27cYP33+LS8VFuPPu/8Mdk+5BWFi4qHa1RElhyhAQjzV0nNOCdPTo0ejWrRtWrVoFPz8/AEBJSQmeeOIJZGVl4ccff3Req53EU4O0IUdDrqU3nlqXtTT0067vsez1xbi+b3/cfc8UDEgc4tSlJs78AEs/dQKbP/sEu/77LR6fOQsTJ90r6bIYQJ4wZQiIxxo6zmlB+ve//x1/+9vf4OPjg44dO0IQBOTk5MBsNuOxxx7Ds88+69SGOwOD1L7WBmDDN57ae532/GtTMj77ZCPmL1yKAYmumTTnig+wjDOn8cri+biuT18898JLTn3uhpQQpgwB8VhDxzktSAVBwPLly7FhwwZUVlYCAPR6Pe677z7Mnz9fkvM2bcUgbVlz4ajVaSBY7B8eag3OurIyM/DEnx/C2vX/RseOnVz2e1z1AXb1agmm/3Ey/t/chRg67EanP39dcocpQ0A81tBxTl9HWlVVhezsbFgsFkRHRyv68oAM0raLiwmz+/PwcINbhGdd3/4nFTt3bMPrb6506e9x5QdY0sq34B8QiIf/9LhLnr8uOcOUISAea+g4UetIDx48iNjYWISHh+PgwYONbj958qTt60GDBolsKsmhuf0fs8+dQ0x0tN37ukOo9r7ueiz/61KczfgVXbv1kLs5bVZYWIBvUr/E0tdXSPL77G2/xqUxRC30SHv16oVXXnkFkydPRnx80zthaDSaeqGqFOyRNtaW85yecI70m61bsPqdN/HM7Pm45Q+3uWTijit6AmkH9+H1V17CuPET8ehjM5363C2Ro2fK3pR4rKHjRPVIExMTER5eM8WePU71ctbs2tburOHIc8vlttvvRHTnLnh96Yv47JMNuPve+zH65j+IXvLiChaLBXt378IXn3+CX0+nY+68xRh+42jJ28GeKVF9bT5Hqiae2iN1VnC29S9YNS+Hqa6uxu4fv8fmz/6F07+cwvAbR2PI0BvRf0AiwiMMLT9BM8T0BC5fuoTjxw5j/96f8OOu7xARYcBdk6dgzK23wffaMjS5SNkzZW9KPNbQcU6bbNS/f38899xzePDBB53aQFfylCB11ZCrJ17ZCKjZPm3Pjz/gwL7dOHbsMIKC2qFf/4Ho2q0HDMZI2zVyw8IjoNe3fJXNluooCAKKCgtgMuUiPy8XJlMusjMzcPRIGvJMubiuT18MGjIMw0aMUty5XKnClCEgHmvoOKcF6dNPPw0AeOedd1y6ANyZ3DlIpej9OfONp9beqiAIyMrMwLGjacjOykT+tW3TcnMv4vKlYoSEtocxsnY7tEj4+/tDq9XBy8sLWq0Wer0eQf56FF4qq9lWzWJGZUUl8vJqrtmbZ8pFQUEegoLa2a7ZazBGolPnGCT0G4DuPeJbFdZykiJMGQLisYaOc9ruL2FhYdi2bRtGjhyJuLg429WNgJrJRu+++6741lKbKT2IajV3flXJtFotunbrYbcnWF1dXWcHmFzkmS7W7EdqMaOysgIWiwUWsxkV7fxQVmGB3ssLWq0OwSEh6B7X81rvNhLhEUZFnpNtLZ4zJU/X6h5pfHx800+i0eDUKeV9oLtzj1QK/AvWOTyljq7smXpKDV2JNXSc03qkr732mmqGdD2BWmfJqrXd1DL2TMlTtbpHWlVVBbPZDH9/f1e3yWncvUfq6gk9zvgLVs2TjpzF03oCruiZeis3mYYAABsVSURBVFoNXYE1dJzoHmlpaSlefPFF7NixA4IgYPDgwXjttdfQsWNHpzeW2kaJ6zoZnMSeKXmaFnukb775Jv7xj39Ao9FAp9PBbDZjwIAB2LRpk1RtdJi790hbInambGv/glXrjFypeGpPwJk9U0+toTOxho4T3SP96quvkJCQgDVr1iAgIADLli3DRx99hIyMDHTr1s3pDSbnaarHKra3yl4ntQZ7puQpWgzSgoIC/OUvf0FwcDAA4KGHHsL69euRl5fHIFWZuiHXlmFgBic5imFKnqDFIBUEAb6+vrbva9ePWiwW17WKXK6l86sFBXm27+vuCMPgpLZimJK707bmTpWVlbh69artPwCoqKho9DMiInvshaa9c6hEatTiZKPmtk+zPQm3UVOd1gzX1k5O4NCuOJzk8TtHJyCxhuKxho5zygUZWlpq6sYbyLgVR2fXKnGZDakTh3nJHbUYpOnp6VK0g1zAVT3J1gYrQ5XssRemRGqm7G0lqE3kGoJ1dDawWLUfxuzNqE/DMGWvlNSMQapySrsYAoeBqbUYpuQuGKQqpZZQailYldpukgbDlNwBg1Sl1BpAam03uQ7DlNSuVetISXmGDeylms2x7VF7+8m5GgYnJyORmkgapNu3b8edd96JcePG4f7778fp06cBAIWFhZg+fTpuvfXWevevqqrCggULMHbsWIwfPx7r16+33ZaTk4Pp06dj7NixuOuuu7Bv3z4pX4pi1AaS0oNJLe0k+TBMSa0kG9rNycnBokWLkJKSgqioKCQnJ2P+/PlYu3YtHnzwQYwaNQrnz5+v95h169bh8uXL+Oabb3D58mVMnjwZ/fv3x/XXX4+FCxdi1KhRePjhh3H8+HHMmDEDO3furHc5Q3cm10zZtlDaRChSPg7zkhpJFqR6vR7Lly9HVFQUAGDo0KFYuXIlNBoNkpKSkJ+fj++++67eY7Zt24Znn30WWq0WoaGhGDduHLZt24YuXbpg//79ePfddwEAffv2RYcOHbB//36MGjVKqpekGEpZ18ngJFcYs2o30l8eK3cziJokWZAaDAYYDDUXPzebzdi8eTPGjBmD4OBgBAcHIz8/v9FjMjMz0blzZ9v3nTt3xg8//IDs7GyEhobC39+/3m2ZmZkeGaQNSdVb5aUDyRXsXbAh/qXt7JmSYkk+azc5ORlJSUno3LkzVq9e3ex9Kyoq4OPjY/ve19cX5eXljX4OAD4+PigrK3NJm9XM2es62eskKfDqR6QmkgfptGnTMHXqVGzduhVTpkxBampqk+c1/fz8UFlZafu+vLwc/v7+jX4O1IRu3R5qLY1GgyhDoHNfhIplnztX7/vYLr/3+EcM7m37OjPrN3jrdfV+BgBancZ2u1Io/d/XW69TfBuVKP3lsYh/aTsA4Oxr41Fl5taNYvA4dJxW2/zGLZIFaUZGBkwmE4YNGwaNRoMJEyZg6dKlyMzMRK9e9ns5Xbt2xdmzZ9GlSxcAwJkzZ9C9e3fExMSguLgYV65cQbt27Wy3TZ48udFzWK1W7njQjJ8O1N+1Jy4mDAAQ4Fe/xx8ebqjX61RSTZXUFnu464bjaodzq8wW1lAkHoeOEwRrs2EqWZAWFRVh7ty5SElJgdFoRFpaGqqrqxEdHd3kY2677TZs2rQJo0aNQmFhIbZv3461a9ciMDAQw4cPx8aNGzFjxgzs3bsXxcXFGDx4sFQvx200HKqtu4m3VqeBYLHavS+HcomIakgWpIMGDcLjjz+O6dOnQxAEeHt74+2338aBAwewbNkyVFRUoKCgAOPGjYPRaERycjKmTp2Ks2fPYty4cdDpdJg5cybi4+MBAEuWLMHzzz+Pzz//HIGBgVi5ciW8vb2lejmq1trznA3/guUuL0REjbW4sbeacWPvGo7Orm1pKEjuiUdq2f2FQ2risYbisYaOc8rG3qQuUi1LUcNFIYiIXI1B6ibk7h1y+zQi8lQMUpVS+sUQlHK1JSIiV2OQugE1hFFTw8BERGrHIFUpNYRnU9TcdiKihhikKqXW845qbTcRUVMYpCq1J+2Uaib0yD0RiojIlRikKqbUCT1KnwhFRORMDFI3Ite6TgYnEXkyBqmbcvW6Tg7XEhHVYJB6CLHDwAxOIiL7GKQeqqVh4IKCPAD1d4Ox91giIk+nlbsBJL89aafqhWNtiDb8uva+RET0O/ZIPVhTw7WnswsB/L5bhFJmAxMRKRGD1IM4Oru2qfOrSl67SkQkFQapG3PVshRun0ZE9DsGqZuRenatUi8KQUQkFQapyintYggcBiYiT8MgVSl7AarEcGppGFiJbSYiagsGqYqpLYSaGwYmIlIrriNVMTUHkZrbTkRUF3ukKqemCT0MTyJyRwxSlbJ37lFpE3qUNhGKiMgVGKRuQCnrOhmcROSJGKRuxtXbpzXEXWGIyNMxSN2csy+YwF4nEVF9DFIP09ZhYAYnEVHzGKQerKneakFBHuJiwurdFh5uYHASEdnBIKVGvc7azbwLCvLqbezNqxERETXGIPVArR2urd2PtOFjlLbMhohITgxSDyF2dq3Us4GJiNSCQeqmXL0shdunERHVYJC6Cbln1yrlohBERFJjkKqU3MHZHA4DE5EnYZC6AaWHEbdPIyJ3xiBVKaWHZ3PU3HYiooYYpCql5gk9am47EVFDDFI3oPTzjhzKJSJ3xiBVKSVP6FHyRCgiImdjkLoJudd1cjs1IvJUDFI31VSwOqu3yl4nEVENBqmHEHvBBCUG586Zw2X5vUREdTFIPVBrh4Eb7v7S1OOJiDwZg5QabeJdUJBnu632a+5HSkRkH4PUgzU1XFsbmlGGQMRERzd5fwYrERGD1OO0dXatkpfZEBEpAYPUzTl7kpDcy2yIiJSGQepmpJ5dy+3TiMjTMUjdgFIuhsBhYCLyRAxSlbIXnkoLp9YEq9LaTETUVgxSlVNTEDU1DExEpGZauRtAjlNTiDak5rYTEdXFHqmKqe28I3uhROSOJA3S7du3IykpCZWVlQgNDcWSJUsQFxeHdevW4ZNPPoEgCEhMTMSiRYvg7e2N/Px8vPTSSzh79ix0Oh0mTZqEv/zlLwCA9PR0LF68GMXFxQgNDcXixYsRHx8v5cuRVcOrETX8uu595KSUiVBERK4iWZDm5ORg0aJFSElJQVRUFJKTkzF//ny8+OKLWL9+Pb744gsEBgbiiSeewIYNG/DII4/gjTfeQGxsLN577z1cvXoVkydPRp8+fTBs2DDMmjULs2fPxi233IJt27Zhzpw5+Oqrr6R6OYqhtHWdDE4i8jSSBaler8fy5csRFRUFABg6dChWrlyJbdu2Yfz48WjXrh0A4P7778eqVavwyCOP4PTp05g0aRIAIDAwEH369MHp06cRFhaGkpIS3HLLLQCAcePG4eWXX0ZGRga6desm1UtSJKnXdSpxVxgiIilJFqQGgwEGQ81OImazGZs3b8aYMWOQlZWFm2++2Xa/6OhonD17FkBN2G7btg1Dhw5FYWEhjh07hj//+c/IyspCp06d6j1/7eM8PUjrcsW6TgYnEVF9kk82Sk5ORlJSEjp37ozVq1djzpw58Pb2tt3u6+uL8vJyAMBTTz2FBx54ADfccAPKysrwyCOPID4+Hunp6fDx8an3vD4+PigrK2v0+zQaDaIMga59USqRfe5cve9ju3S2fT1icG/b15lZvwEAvPU6RBkC691Pq9M0uh81r7aO5DjWUDzW0HFarabZ2yUP0mnTpmHq1KnYunUrpkyZgpiYGFRVVdluLy8vh7+/PwBg3rx5GDt2LJ588klcvnwZjz76KFJTU+Hv74/Kysp6z1tRUYGAgIBGv89qteJC3lXXviiV+unAyXrf1/Y2A/zq/5FSd0/Sur1O1rV1ogyBrJVIrKF4rKHjBMHabJhKto40IyMDe/bsAVDTS5wwYQJKS0uh0WhsQ7kAcObMGXTv3h0AsHv3bkyYMAEajQYhISEYPnw4Dh48iK5duyIrKwuCIACoGSrOysrisK6Dhg3sVW/Itm5wNtzYm0tYiIjqkyxIi4qKMHfuXJhMJgBAWloaqqurMWPGDHzzzTcoLCyE2WzGpk2bcPvttwMAYmNj8f333wOo6XHu378fPXr0QPfu3REREYGvv/4aAPDFF1+gU6dOiI2NlerlqF5teNo7V7on7RROZxeitLzS9n1Tj2WwEpGn01itVqtUv2zDhg3YtGkTBEGAt7c3Zs+ejVGjRmH9+vXYuHEjrFYrhg0bhhdffBF6vR6nT5/G0qVLkZeXB6vVihtvvBHz5s2DXq/HL7/8goULF+LSpUsICwvDK6+80qhHGhISAkGw4sjJbKleomI5MkmouaEgLnNpPQ6piccaiscaOq5/7xhotRpcunTJ7u2SBqnUPDlInTG7trVvPM7kbR4/wMRjDcVjDR3XUpDyEoFuRK5eIrdPIyJPxiBVMaX2BJV2tSUiIldikKqUmnp6zV1tScntJiJqDQapSqk1gNTabiKipjBIVUrNQ6RqbjsRUUMMUjeghmFerjclInfFIFUppU/oUepEKCIiZ2OQugmpt09riMFJRJ6KQeqGpFrXyasbERExSD2Cs4aBGZxERI0xSD1Qa4eBtToNBIv9K0gyPImIajBIPVzDQIyLCbN7v/BwA8OTiMgOBqmHa9gLrd1/dE/aKUQZAhETHW33vgxVIqIaDFIP09bZtU2dX1XD2lUiIikwSN2cs5elyL3MhohIaRikbkiq2bXcPo2IiEHqFpRyMQSlX22JiMgVGKQqpYY1na0ZBlZSe4mIHMEgVTm1BFFzvVUiIjVjkKqUWgK0KWpvPxFRLQapSql1Mo9a201E1BQGqUrVBpDS13UqZSIUEZGrMEhVTmnrOhmcRORpGKRuRK51nWqYQUxE5CoMUjfmqnWd7HUSEf2OQepBHB0GZnASETWNQeqhWuqtFhTk2b6v3RHG3uOIiDydVu4GkLLVDVEiImqMPVIP1Zrh2ihDIC7kXVXEbGAiIqVikHoQR2fXcpcXIqKmMUjdmKuWpXCXFyKi3zFI3Yhcs2ubClb2VonIEzBIVUypy1KUdrUlIiJXYpCqlFpCqaVhYKW2m4iotRikKqXWAFJru4mImsJ1pERERCIwSImIiERgkBIREYnAICUiIhKBQUpERCQCg5SIiEgEBikREZEIDFIiIiIRGKREREQiMEiJiIhEYJASERGJoLFarVa5G+EqOp0OgiAgKKid3E1RJa1WA0Fw28NDMqyjeKyheKyh40pKrkCr1cJisdi93a0vWu/t7Y2qqipotRq5m6JarJ1zsI7isYbisYaO0Wq18Pb2bvJ2t+6REhERuRrPkRIREYnAICUit8DBNZILg5RE4YeXc7CO4mk0PP8nRkpKCkwmk9zNUCUGKTnk3LlzAGo+vBgCjtm5cydSU1Nx5cqVJmcDUsvWrVuHFStWYNeuXSgsLJS7Oaq0YMECvPHGGyguLgbAP+zaipONqM2WLFmCM2fOYObMmRgyZAiAmjceewStN3fuXFy8eBF+fn4oKyvDHXfcgdGjR8NoNMrdNFV5/vnncfnyZXTs2BFnz57F7bffjnvvvZfHYxssWLAAFRUViIqKQnl5ORYsWCB3k1THrZe/kGvk5eWhQ4cOSElJgdVqxQ033GDrmfLDq2XffvstcnJysGHDBgDAF198gS1btiA/Px/33nsvw7SV9uzZgwsXLtjq+I9//AMbNmzAnXfe2exSBfrdCy+8gCtXriApKQnnzp1DUlKS3E1SJQ7tUpsUFxejsrISI0aMQEhICD799FPs27cPAId5WysoKAgRERGorKyEIAiYNGkSIiIisH//fuzatQtVVVWsYyt4e3sjMDAQBQUFAID7778f3t7eKCoqYv1aYLVakZGRAY1GYwvPgIAAHD58GN98843MrVMfBim1SWhoKJ566ilMnDgREydORPv27fHpp59i7969AGrCtKSkROZWKltgYCDS0tLw7bffwmw2AwA6duyIuLg47Ny5E1evXmXPvhmCIAAAoqOjMWbMGAQEBACouZKZRqOx1RQASktLZWmj0lksFnTr1g2vv/46AKCiogLt27fH9OnTcfLkSVRVVdnqTC3TLV68eLHcjSBle/vtt7FlyxacPHkSADBw4EAAgMFgQHh4OLKysnD48GF069YNR44cQWpqKhITE6HT6eRstqLs3bsX0dHRAGrqZjQa8dprr+Ho0aP4/PPPYTKZsGLFCnz//ffIy8uz1Zjq++tf/4qUlBQcOnQInTp1ws033wwvLy+YzWYUFRXhyy+/xJQpU+Dr64utW7fi22+/xcCBA3ks1lFbw7S0NHh5eSE6Ohp6fc1ZvtLSUnz88ccYOHAgIiIiYLFYoNWyv9USVoiaNW/ePGRkZGDo0KGwWCyYP38+/vWvf9lu7927N+6++27ExMRg1qxZePXVVzFx4kR4eXnJ2GplWbVqFaZPn441a9bYfjZ+/HgkJSVhwoQJuPvuu/H3v/8dANC5c2cEBwfL1VRFmzdvHs6fP49x48ZBq9Vi7dq1tuUaOp0Oer0e3t7eaNeuHbZs2YKVK1diwoQJPBbrqK3hbbfdBp1Oh48//hgmk8k2FD5kyBDceOONmDVrFkwmE/8AaSVONqImmUwmFBQU4IMPPgAAVFVVoVevXpgzZw4EQcADDzwAoCZMt2/fjtLSUqxZswbdu3eXs9mKIwgCpk2bhq+//hrV1dV48sknAQAJCQlISEgAAGzfvh1paWn44YcfsHr1ajmbq0gXLlxATk4OkpOTAQBRUVFYunQpysvLAdScUggODobRaMTLL7+MgwcP4t1330W3bt3kbLaiNFfDupMFZ86cid9++w1vvPEG3nrrLYZpK7BHSk0KDQ1FSUkJNm7cCKBmcse4ceOwYsUKJCUl4dtvvwUAHD58GPv378d7773HEG1AEARkZ2dj4MCBmDNnDlJTU+vNjLRYLMjMzMSpU6dQWlqKVatWsYZ2+Pn5obKyEgcOHIDVasX111+PgIAAZGdnA6ipo9lsRmlpKb777jv87W9/Q1xcnMytVpaWalgbpl5eXnjssccwb948hmgr8RwpNUmn06GkpARZWVkICwuDwWAAAHTt2hVarRbHjh3DyJEjIQgCJkyYgJiYGJlbrDwajQZDhw5F79690aFDB0RFRWH9+vW4dOkSBg8eDK1WC41Gg9GjR2PMmDEICwuTu8mKpNVqERcXh/j4ePj4+AAAvvrqK/Tu3dt2PFosFvTr1w+TJk1iT9SOlmoIALm5uQgKCkJ4eLhtEhe1jD1SatbNN9+MixcvYsuWLUhPTwdQEw49e/bEhQsXYLFYEB0dzbWPzQgMDARQ06OvPf+UmpqKjRs34j//+Q+eeOIJXL16lUs2muHj44OEhAQEBgZCEAQIggCdTmc77lJSUvDoo4+iU6dOtlCg+lqq4ebNmzF37lyUlpbyWGwjniMlG7PZbJu9B9QMS9ZOInrrrbfw6aefYuDAgRg/fjwuX74Mq9WKyspKLn6vo2ENAdSb9ejt7Y2RI0eiffv2eOSRR9C+fXu89957trClGvbqWDvMqNFooNFo4OXlhbCwMKSmpmLdunV46623bD0tansN//nPf2L58uXsiTqAPVKy0ev1EAQB27dvt/1MEATExcXhhRdeQEBAANatW4epU6finXfewdy5cxEUFCRji5WnYQ3t/WXv7e2N9PR0GI1GrFmzBj179pS6mYrXXB1r19gGBwdj5syZeO+997B8+XLWsQFHasjzyg6yEtVx7Ngxa8+ePa3Hjx+3/UwQBKvVarVWVlZai4uLrcePH7fm5eXJ1UTFs1fDui5cuGCdOXOm9dSpUxK3TF2aqmPt8ZiSkmK94447rGfOnJGjearAGkqDk408nCAI9a6iYzQaYbVacfr0aSQmJtomwwA1w0K+vr4wGo0c/qmjLTUEanqkN910Ezp27ChHcxWrtXWsvU/79u0xceJE24UuiDWUC4d2PZxWq4XVasXu3bttP+vbty+OHz9uu1QdLxXWvLbW0MfHh+dE7WhLHa1WK4xGIye5NcAayoM9Ug9V9y/XLVu2YNmyZTh+/Dh69uyJhIQEnDhxAqmpqbjtttt43dcmsIbO4UgdWc/6WEN5cT9SD2SxWKDT6WC1WlFYWIjy8nIEBATg1VdfhdlsRkhICO666y58/fXXuO+++9CjRw+5m6w4rKFzsI7isYby4/IXD1O7dkwQBMycORNXrlxBUFAQBg0ahOXLl+P06dPYtGkT5syZg6KiIoSFhfGN1wBr6Byso3isoTJwaNcDaTQaPPPMM+jSpQvmz5+PkJAQfPnllzhy5AjuuecejB49GrGxsQgJCcFtt93Gq+3YwRo6B+soHmuoANJPFCY5pKSk2L7Ozc21PvTQQ9acnByr1VqzrOXEiRPWRx991Prpp5/a7mexWCRvp5Kxhs7BOorHGioLZ+16gNzcXGzbtg0LFy4EUDMlPjQ0FDt27EBZWRm8vb3RrVs3xMbG2ralAsB9COtgDZ2DdRSPNVQeVtYDGAwGzJ49G1VVVbY338iRI7Fv3z7s27cPV69eha+vL9q3b4/i4mJYLBZea7MB1tA5WEfxWEPl4axdD2E2m3HmzBm8//77CAsLw4svvoikpCSkp6dDo9EgPj4eKSkpeP/997lzRhNYQ+dgHcVjDZWFk43c1IoVK3D06FG0a9cO5eXlCA0NRXh4OOLi4rBr1y4cPHgQs2fPhtFoRFVVFaqqqjB79my+6epgDZ2DdRSPNVQ29kjd0MWLF3HTTTcBAJ544gls3boVI0eOtM3aKyoqwpYtWxASEoLZs2cDqJlGz3Mov2MNnYN1FI81VD72SN1QUFAQxo4diy+//BJjxozBCy+8AG9vb+zYsQM///wzPvroIwQEBOCzzz6D1WrFkCFDAPBKJ3Wxhs7BOorHGiofL8jgpnr06IF//vOfeOCBB6DT6TBlyhTcdNNNsFqt+OGHH1BcXIzy8nKMHz8eAN909rCGzsE6iscaKpz0K25ISkePHrVed9111g8//LDRbbVbKVHzWEPnYB3FYw2ViUO7bi4yMhLDhw/Hc889h+DgYPTt27fe7fzLtWWsoXOwjuKxhsrEIPUAkZGRGDFiBJ566ilERESgT58+APimawvW0DlYR/FYQ+XhrF0PcuLECfj5+XFKvAisoXOwjuKxhsrBICUiIhKBC42IiIhEYJASERGJwCAlIiISgUFKREQkAoOUiIhIBAYpERGRCAxSIiIiERikREREIvx/V9icvW6WXFoAAAAASUVORK5CYII=\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'pnf_bricks': [3091.9099999999994, 3114.41, 3129.41, 3146.91],\n", + " 'pnf_dates': [datetime.datetime(2019, 11, 1, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 19, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 22, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 27, 0, 0, tzinfo=datetime.timezone.utc)],\n", + " 'pnf_size': 5,\n", + " 'minx': -0.75,\n", + " 'maxx': 3.75,\n", + " 'miny': 3091.9099999999994,\n", + " 'maxy': 3151.91}" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mpf.plot(daily,type='candle',alines=segments1)\n", + "mpf.plot(daily,type='candle',alines=segments2)\n", + "\n", + "mpf.plot(daily,type='line',alines=segments1)\n", + "mpf.plot(daily,type='line',alines=segments2)\n", + "\n", + "cv={}\n", + "mpf.plot(daily,type='renko',alines=segments1,renko_params=dict(brick_size=5))\n", + "mpf.plot(daily,type='renko',alines=segments2,renko_params=dict(brick_size=5),return_calculated_values=cv)\n", + "cv\n", + "\n", + "cv = {}\n", + "mpf.plot(daily,type='pnf',alines=segments1,pointnfig_params=dict(box_size=5))\n", + "mpf.plot(daily,type='pnf',alines=segments2,pointnfig_params=dict(box_size=5),return_calculated_values=cv)\n", + "cv" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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    2015-01-05204.169998204.369995201.350006201.720001189.796265169632600
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2015-01-02 206.380005 206.880005 204.179993 205.429993 193.286972 \n", + "2015-01-05 204.169998 204.369995 201.350006 201.720001 189.796265 \n", + "\n", + " Volume \n", + "Date \n", + "2015-01-02 121465900 \n", + "2015-01-05 169632600 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolume
    Date
    2016-12-29224.479996224.889999223.839996224.350006220.07153347719500
    2016-12-30224.729996224.830002222.729996223.529999219.267166108998300
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2016-12-29 224.479996 224.889999 223.839996 224.350006 220.071533 \n", + "2016-12-30 224.729996 224.830002 222.729996 223.529999 219.267166 \n", + "\n", + " Volume \n", + "Date \n", + "2016-12-29 47719500 \n", + "2016-12-30 108998300 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('../data/yahoofinance-SPY-20080101-20180101.csv',index_col=0,parse_dates=True)\n", + "df = df.loc['2015-01-01':'2017-01-01',:]\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2015, 10, 22, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2015, 11, 2, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2015, 12, 17, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 1, 6, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 1, 12, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 2, 5, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 2, 24, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 3, 3, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 3, 29, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 6, 1, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 6, 24, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 7, 7, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 7, 13, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 11, 21, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 12, 8, 0, 0, tzinfo=datetime.timezone.utc)],\n", + " 'renko_size': 5,\n", + " 'minx': -0.9523809523809523,\n", + " 'maxx': 20.952380952380953,\n", + " 'miny': 185.429993,\n", + " 'maxy': 225.429993}" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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ikSAsLAzu7u4AAG9vbyQlJSE6Ohp+fn6oXbs2xGIxhg4diqioKABAbm4urKyshKoi4QH1KgnRHOpVsiNYWNra2qJHjx7yv0+dOoU2bdrgzp07cHJykj/u6OiIlJQUAEBOTg5iY2PxwQcfwM/PD+Hh4eA4TqgqGyzWw727eDfXqyHl1RHis1J76t42tIVQ7akPNDLA58yZM4iMjERkZCQWLlwIExMT+XNmZmbIy8sD8Lr3aWxsjMGDB+PZs2cYOXIkGjRogIEDB5YrTyQSwcHeUtDPIBQTiZHgn01sJEK3Di2QeueeSu9rNjem3N+3FvhUWT4AjfybCd2epZ9VnfZUhksTJ421p6a+mwC1pzKq2v/KYv1ZS9tTF/Z1sVhU7fOCh2VsbCwWLlyI8PBwuLu7w9zcHIWFhfLn8/LyYGFhAQAYOXKk/PH69evjo48+wvHjx98IS47j8DD9hTAfQGAO9paCfzZZyeveu7OjY41Gs1VW77KTNGvi30zo9jz9zw35Z65pe1ZU8R45odtTE99Nas+qVTwFq0xZpe3Jd1sC5dtTF/Z1mYyrNjAFvc8yPj4eixcvxtatW9GqVSsAgKurq/y0KwAkJSXJr2smJSWhoKBA/hzHcZBI6G4X1tRZckeZa5XqrGagD1gvYWTI7ckXlrPYaIIqYwVYTE+nb+0JCBiWeXl5mDlzJtasWQM3Nzf5476+voiKisKzZ89QXFyMn376Cf7+/gCABQsWICIiAgCQnZ2NvXv3omfPnkJV2aDV5ABPQfkmvgOT2pO/A7w+HthVRe2pmGBhGRcXh8zMTEydOhVSqVT+X8OGDTFmzBgMGzYMfn5+cHFxwdChQwEAixcvxtmzZ+Hj44MhQ4bAz88PAQEBQlXZ4Cl7gFc0Ak9fLvDXFF8HDkMPylJ894h0uT35HAVbk/bU16AEABGn48NLra2tIZNxuHTjrqarwoQmrgtVpGgHKLujVuxVatvOo03tqU57aFNQakNbAtSeQPX7oCpqsr/q+r7etoUzxGIRsrKyKn2e5oYlClX3xa/uF6227TzaQt0eEfXQq6due+r6d5PPXiUflwt0vT2rQmFJlKLMAb7sL1oKyuqpGpjUnlVT5wCvL0HJArVn5SgsidIqHuCr+kVLB3bVKDogUXsqpsoBXp976HzNmKVOe+r7d5PCkqikqh5RZTupvu88NaXMAYmCUnmG2J4sp7dTpn0MJSgBCkuiJvNRmyt93JB2Hj5Ud4DXtwO7EAy5PVnMw1zd5QJ97qFXhsKSqKzigaZ0J6WgVI+iHhG1p2oqay99DEqhJk2vLDD1sT0VobAkKqu4k5adjNlQdhy+VWw3as+aqapHRO2pnrLtaYhBCVBYkhrK2zYWGRnpyMhI13RVdF7pgcfT2bbc30Q9htSeQi2FV3Zf1+f2rAyFJVFJdad+DG3nYYl+fPBDX9tRE+tWGvr+TWFJlFZxB83bNhYAYGdnDzs7e4O74M+30vaj9uRHF+/m8rYs/VsfCdWrNJT2rIpKYSmTyRAXF4eNGzfizp07yMnJwYMHD1jVjeiI+As3maxcYEiqug5E7akefW5PTfQqy15D17f2VJbSYfn48WP07dsXISEhWLlyJR48eICEhAQMGDAAV69eZVlHogWq6lWW3XEoMNVT2YHdUA9IfKD25Fdlg80M8ZSs0mH59ddfIz8/H+PHj0fp3Os2NjawsLDA999/z6yCRHtVt8PQAUk51Y0spAO86gytPVmfgq2unQztx7HSYXnp0iWMGTNGvnwWALi5uSE4OBg3bxrerwxDUlmvsqqg1McDkhCoPWtOmVsadL1HJOQpWFXa0xC+m0qHpY2NDR49egSRSAQA8v+9fv06atWqxaZ2RCspOuDQAV45yt5LSe2pmCr3/unLAZ5lr9IQ21MRpcOyc+fO2LVrF0aNGgWRSIRVq1ahd+/e+PPPP9GjRw+WdSQaVNW1SkXoAF89VScd0PUekVBUbU/6br6JrzUt9Y3SYTljxgx4e3sjISEBHMfh2rVrePjwIby9vTF9+nSWdSRaRJWdhwKzcurOzkMH+MoZSnsKcQpW3aA0hH1douwL69Spg507d+LWrVtISUmBmZkZXFxc4OLiwrJ+RIMq7pzqnPaJv3BTb3ceddS0LUrbs4t3c+ptgr9pAXWtPVkP7FGnLcru67rWnspQ6T7LCxcu4NatW/Dz80OvXr0QFRWFc+fOsaob0RO69gueFb7m1KT2fI2PoNSVHpGQvUpDaE91KB2Wx44dw8iRI8uF4+nTpzFq1CgcO3aMSeWI5vDRqyzL0A/wrCafpvasOV07wLPoVfI5cb+utaeylA7LtWvXokGDBggMDJQ/NnHiRDRu3Bg//vgjk8oR/aRPO5AyWASlvh6QlEHtyS8WK9zo2ylYQIWwTElJQVBQENq1ayd/rGPHjhg2bBhSUlKYVI5oBt+9ylKGfEAC+D+AGGJ7slweSlsP8CxPwbL83ujb2SSlw9La2hqnTp1CXl6e/LHc3FzExcXB0tKSSeWI5vF9ykdbD0issF6X0tDasxTr9tTWAzyrgT30/VRM6dGwQ4YMwapVq9CpUyc0atQIMpkMjx49QnFxMcaNG6dUGXFxcVi9ejUKCwthbW2N+fPnw9PTExEREdi9ezdkMhnat2+PefPmwcTEBIWFhZg/fz7+/fdfGBkZYciQIQgODlb7wxLFhBhIoE87kCJCfFZqT93bhrJY74+G1p41oXTP8tNPP8WYMWMAAKmpqbh79y44jsOwYcPwxRdfKHx/WloaQkNDERYWhqioKAQEBGDu3Lm4fPkytm/fjt27dyMqKgrPnj3Dzp07AQARERHIzs5GVFQUdu3ahYiICFy7dk3Nj0pUJdTSP4QQou2UDkuxWIxp06bh/PnzOHjwIPbt24dz585hzpw5MDIyUvh+iUSCsLAwuLu7AwC8vb2RlJSE6Oho+Pn5oXbt2hCLxRg6dCiioqIAANHR0Rg8eDDEYjFsbGwglUoRHR2t5kclimhi6R9CiHLox6tmVXsa9vz583BxcYGdnR3Onz//xvM3btyQ//+333672g3Z2tqWmxbv1KlTaNOmDe7cuYNevXrJH3d0dJQPGEpNTYWTk5P8OScnJ5w8eVLBR9IPr169RG5ODoxkVigoMoapqamg29e3HTM3JxsvX76EhKuD4hJTSCRKX4EgFXAch+fPM4GibGTmFsPGpq58rmiiuuLiYmT9f3vm5gFWtesAoB+v2qbaI0ZwcDAWLVqEQYMGISgoqModQiQSlQtORc6cOYPIyEhERkZi4cKFMDExkT9nZmYmH0SUn59fLiTKPqePrl+9jCOH9uLa1ct4cP8eLK2sYCIRI/N5Nlzd3NHayxv9B34IF1d33retbztmSUkJTp2IxYljR3H96mVkZ2ehlqUlxJAh98UrNGvREu28O2DAB4Nha2vHrB6sB/gItY38vDwcPrgXZ8/8hetXL0PGcahtaYGcF68gFonQqnVbdOrSHX4BA2Fmbs6sHvrSns8ynmLfH3tw6eJ53PzvGszNzWFuZoLM59mwtqmLVq29gAYD5a/Xtx+vuqjasGzfvj3s7F4fSBT1HJUVGxuLhQsXIjw8HO7u7jA3N0dhYaH8+by8PFhYWAAAzM3NUVBQUOlzZYlEIjjY6+6I3IsXL2Dpd9/h0aOHCAoKxpjRwWjevAWMjY1hIjFCzouXuHbtKk7/dRpfhYyGV9u2CA39Gq5ubkzqc2uBD5NyhXLwwAGsXBkG6zrW+GjoUHwdOg0urq4QiUQwkRjh6bNMXLp4EbGxRxH8UT/0698fU6ZOg7W1Ne91uXv/PlyaOKFbhxZIvXOP9/JdmjhBbCRiUjYAFBUVYeOGcERs2wrv9u0xYtgQtAv7Hg0aNICJxAiFxSV4/PgxLvz7Lw4e3I/tW9dh9Jix+OTTcUx677rens+fP0fY8u9x6OBB9B8wAJO+DIFX27aoU6cOTCRGyC8sQmpKCvy3J5d7ny4f3zTFRGKkUruJxdWfHan227xjx45K/7+64uPjsXjxYmzduhVu/3+gd3V1LXefZlJSkvy6ZulzTZo0eeO5sjiOw8P0FzWun9BkMhl+2rEVP+/chgkTp+E9aYD8AJP+vABAARzsLfEspxiNnFtgsHML9B8UhL2//4KBAwdi8tRZeM83oMb1qNir1MW2BF73fpYvXYj/rl/B1Blz0K59R/nZkEdPXwJ4fdB5UWAEj7fehsdbb2PwiE8RsXk9pD5SLPh2Bd5q2Zr3ep3+5wa6eDeHs6Mjs9l7WPybpac9wezQybC0tMSqdRFo4vJ6ny35/+052Fu+3q6RFdp2fBdtO76LO6nJ+CHsWxyJ+hMLv12Bevb1ea+XrOT14vOs2jP+wk0m7Xn96mXMmfkVur/TCzv2HELdurYAgBcFwIv/b8/HGa9gVrsBgPJhOSFkEqZMnw1TMzPe66Wv5N9PJclkXLWBqfQAn7Zt22LXrl1Kb7iivLw8zJw5E2vWrJEHJQD4+vrKR8EWFxfjp59+gr+/v/y5n376CSUlJUhPT0dMTAz8/PzUroM2kclkWDgvFCePH8Xm7XvgFzBQqV/iZubmGDpiFH5YtxWbNqzGpvDVvNZLV0/35Obm4LOxI1BcXIQt2/fA++1OSl1Hs7W1w5QZc/DF5OmYNukznDwey6R+fN+/x/LmfABISU7EmJGD0e2dd7H8hw3yoFSkiYsbwlZvROeuPTA6OBB3UpMVv0lFLCZjYH3q9cSxPzH9q/GYPG0Wvpo+Wx6Uyjg42gsFBfn4/JMRyM3NYVI/opjSYdm9e3ecO3cOHMeptaG4uDhkZmZi6tSpkEql8v8aNmyIMWPGYNiwYfDz84OLiwuGDh0K4PU10/r160MqlSI4OBghISFo1qyZWtvXNqtXLkV62hOsDY9Ew4YOKr/fs2lzbNz2C44djcZvu9X/EaMP1yqLioow46sJaOPVDvMWLoOFheqLkffs9R5WrtmEpYvn4urliwxq+T81PcCzDsqn6WmY/MUnCJk4DcEffwqxWKX1FiAWizFy9DiM/2IKJk0Yi4yn6bzXkc/AZD0BwaWL57FsyTdYtXYzevTsrfD1FfdJC4ta+GbR93irZRuETv0CRUVFrKpKqiHilEy/+fPnIzo6GhKJBJ6enjAvcxFfJBJhzZo1zCpZHWtra8hkHC7duKuR7avjWGw0wn9ciS2Re+Qj36qi6FTCwwf3MG70MCxbuR4t3mqlUj1YTWsntDWrluH+3Tv4LmytwgO7ovY8E/8XliyYhZ/2HFT4b6OOmgYd66DkOA7jPwlCx87d8PGYz6p9rTKnubZuWocL589i7YZIJiNmtb09c7KzMXxwAGZ/8x06dq5+/yptz7L7Zdl9sqSkBKFTQ9CkiRsmTJzKe131jaqnYdu2cIZYLEJWVlalzyv9k/Hnn3/G8+fP8fTpU/z999+IjY0t9x9RTl7eK6xesRQz5yzi5WDs0NgJn4d8hZXfL4JMJuOhhrolNSUJRw7uReichSr3gCrTuUt3dOveE5s3rOWhdm/iq0fE6nRhTNRBFBTkI3jUp7yUN3L0OLx48QKxMUd4Ka+imrQD66AEgE3hq/HOu30VBqUyjIyMEDp7IQ4e+B13Umk+bqEpPVxtyZIldC8VD3ZFbkFrr3Zo246f0cUA4BswEHt//wXRRw7AL2Cg4jdAf3qVq1d8h1GfjFfpGpAi48ZPxrBAfwwc9BGT23TUXSSX9XW1/Lw8/Lh6Ob5dtpqXHx7A6wP8lOmzMXvmZHR/pxeT20rUWRBbiKBMTkrAsdho/Pyb8j8UFF0WsbW1w8hRn2L1yu+wYvXGmlaRqEDpsAwICEBxcXGlt24Q5RQXF2PfH7uxbtNOXssVi8UY/ckEbN30o9JhqQ/u37uLhNs3sWzlel7LtbaxwfsfDsG+33dj8rRZvJZdqmxgKkOIe/9OHD8KD89maNnai9dyW3u1g4uLG/46eQx9pf68ll1KncAsfR8r+37fjQ8Ch6F2HfXOIFX1A/bDj0Zg+7aNePjgHhwaO1X6GsI/hT8fX758icmTJ6Ndu3Zo3749Pv74Yzx69EiIuumd8+fi0bCRA5ycm/BedodOXfHk8SPcvZOq8LX60quMOXIAfX38YVCOIVsAACAASURBVGxszHvZvv4DEfvnEaaDKZQdIStEUAJA9OH98PVn82PLr9/7iDqyn0nZpbSpPYuKihD75xH4+vdX+j3N5sYo9TpjY2P0ec8P0UcOqls9ogaFYblu3TpERUWhpKQEYrEYZ8+exdSpdHFZHcdiY9BXWvP7IisjkUjQq48UJ48fZVK+NjoWx649Gzs6oWEjB1y9fIFJ+aUUHeCFWioqNzcH169dQY93eil+sRp69OyNK5cu4MWLXCblV6SoPVn/8Lh88TwaOzmjkYOjWu9X9APWx7cfThz7U62yiXoUhuXBgwfRpk0bnD17FpcvX0ZwcDAuXbqE5GT+75/Sd4kJt9CihWojVlXRomVrJCZUfxDQl15lQX4+Hj28D8+m7MKkeYtWSEy4xaz8UlUFphDX1UolJyXAxdWN2U3v5uYWcG7igtTkJCbll6puAJVQQQkAt2/dwFtv8T/BRSnPZi1w/96dcrOfEbYUhmVGRgb69euHOnXqQCKRICgoCBzHIT2d/3un9FlJSQnu3kmGixv/A0ZKuXs0RVJiArPytcmd1GQ0dnRmcgq2lJuHp+DtWXbgTykhDu7JiQlwdfNkug1XN08kJd1mug2g8sAUejHnlOREuLkr356q3u9sYmKCho0a4+4dGhUrFIVhKZPJYFbm12bp/ZUlJSXsaqWHnmc+Q61alqhVi90cj40bO+HxowdVPq8vvUoAePz4IRzUPMWlrMaNnfD48UOm2yhV9gDv6Wxb6eMsPXn8CA6ObNvT0ckZjx8ZRns+fvQQDo3ZnIIt1djRCY8eVr2/E34pNT68oKAAL168kP8HvF4RpOJjpGoFBfkwNWU7r6OxiQmKCqsekKLL4VhRYUEhTExNFL+wBkxMTFFYWKD4hTyJv3ATGRmvz9hkZKQLusJ8YWEBTEzYLgNnbGws6OwzmmzPoqJCpdtT3Vm0TExMUVREp2GFotStI4sWLcKiRYvkf4tEInzxxRfl/lZliS5DJJEYo7ikmOk2SkpKYCSpfiFufQlMI4kRSkrYTsJQXFIMYwm707yVsbOzR0ZGOuzs7FW+DaImjCQSlBSz/35KjIRbR7SLd/Ny7SkksdiI+dm3kuJiWpdVQEr1LDmOq/Y/Q5w5RlXW1jbIznrO9Jd1xtM02PB4c742q2trh6dP05hu49nTp4K2Z+l1tYS7z954jLW6dW2RkfGU6TYynqbD2saG6TZKlW230vYU8rqlut9PVX7MZmSkw8bGMPZ3baDwZ8mtW+xHAxoCUzMz2NdvgPv37sDVzYPJNpISE1QaVKDL3Nw8kZqcBJlMxttsMxUlJd1m9m9VUcWRmqpOWlBTbu6e+OdsPNNtJCcnoku3nky3UVHF9hSqt+7u7omU5ESFr1P3FKxMJkNKchJc3YX5fhIV5oYlNefm3hQJt9ntqAm3b8KN8YhGbVG7Th1Y1KrFdIBDYsItuHuwb8+qbmnge1mv6ri5eyIx4Sazs0QymQyJCbfgJsDBXRva09XdQ+V9XZVF1x/cv4c6daxhZVVb1aoRNVFYCqhzl+44cYzdpAEnjx9F567dmZWvbTp17s7sxuzcnGxcu3IJ7dp3ZFJ+KUUHbqEO8PXs68PWrh6uMJqE4dKFf1C/fgPY1WN77VDZeylZt2f7tzvj6uWL1a4/WZPl8U4c+9Og9nVtQGEpoHf7+ODC+bPIyc7mvezEhFt4kZsLLx4naNd2vgEDEH3kgNprrFYn9mgUOnTqyvSXu6r3UrI8wItEIkj9+iP68AEm5UcdPgCpn/JTv6lDmaBksXB0ZWrXqYN27TviRBz/P+Y4jkPUoX2Q+g3gvWxSNQpLAVlZ1UbX7j3x2x71F2uuyi+7IuDf731m1++0URsvbxQWFuD8OX6vtRUVFeHXX3YioP8HvJZblipBKdQB3se3H04cP8r7Ys3paU/w16ljeI/R1ISAau0iVHv2GzAIe37ZgWIlRhmrMrDnbPxf4DgOrdq0rUn1iIoM58iqJT4dPxG7f96OtCePeSvz+tXL+OdcPIYGjeKtTF0gFosRMnE6Vi5fwuso472//wI7O3t06sLmNJc6s/MIcYCvZ18fAz8YjHVrwngtd+0P32NQ4FBmp2C1tT27dHsHdaxtsP+PPW88p+4p2KKiIqwKW4IvJs+gJRMFRmEpsEaNGiNw8HAsX7qAl8EUBfn5+P67+Rj/xRSmswNpq+7v9EKDBg2xM3IzL+U9evQA2zatw+RpXzM/GKk6KlOIA/zI0eNw4d9z+Oes+tfTyjp75jSuXr6IoI8/4aW8imoyLSDrUbEikQiTp36NLRvX4snjqldqUqVXGbl1Axo7OqNr95481JCogsJSA4JHj0NOdjbC166oUTklJSVYNH8mnJu4Mr8epK1EIhFmzlmEP377ucaDfXJzsjHjqwn4eOznTBZ9Bmo+mTfrwLSwqIV5C5dh/pzpSE2p2aTnyUkJWDh3BuYtWgZzc/7XweVj/lzWA6jc3D0R9PEnmDb5c/lgH3V7lcdio3Fg368InbWAzyoSJVFYaoCJiQmWhv2Iv04dx48/LFfqmkZFeXmvMH/OdGRmZmLW3MUGfUrGvn4DhK0Kx7Il3yD6iHoDVNKePMbECWPg/XYnDB4SxHMNX+Nr1QvWPaJ23h3w5VehmDhhDK5fvaxWGdevXsakkLGYNOVrtGU86Iyv9mQVmEOGf4x23h0wacIYpKc9UauMI4f2IWzpQixfFY569vV5riFRBoWlhljb2GDdph1ITLiJLz8fVe1pmoqSEm9jTPBgmJiYYPmq9cyWVdIlns1aYPX6bdi2eR2+XTgHL18qN18xx3H46+QxjAkORK8+Ukz8KpTJDw++l4difYD38e2HqTPmYvpX4/HLrgilf9AVFxfjpx1bMWPKBMz4ej76Sv2Z1E+X2lMkEmHilJl4p1dfjA76sNxzik7Bvnz5AksWzMaObRuxev02pkvSkepRWGqQjU1drFizCR07d8PIYe9jyYLZSEq8XemtECUlJbh25RJmTvsSX34+CsNGjMLsb75lcnpLV7l7NMXWHb+hpKQEH/bvi03hq6v8JV+Qn4+Tx2Px6eihWLNqKRYv/QEjRo5lGpR8Yx2YPXr2xubI3fjr5DEMGeSHvb//UuV9g7k52fjj15/x0Qe++Pv0SWyK3I1uPd5lUi/W61KyaE+xWIzgjz9FXv+l5R4vKKh8ov60J4+xcf0PGNS/LziOw5YdvxrM7FzaSsSxuElNQNbW1pDJOFy6cVfTVamR7Kws/Lp7J6IO7cPLVy/xVsvWsLGxhaWFMVJS7+PmjWuwq2ePgYM+Qv+BH1JIKnD/3l3s2r4ZJ47HwtzMHM3fagVLSyuYmYhw81YCkhIT4OHZDB8NC0bPXu/ByKj6CejVJcS6lEIsanzl0gXs2r4FF/49hwYNG8HdoylsbayQkZmDpMTbSHvyGO3f7oThwWPQ2qsds3oIGZQstlH2eqXrhTVISrgNd8+mcHJqgjpW5niSnomb/11Dfn4eevbqi+HBY9HY0Yn3ehgCB3tLPExXfkWsti2cIRaLkJWVVenzFJZaKONpOv67fhU52VmwtbEAjGrhrZZtUMfaWtNV0zkcx+H+vbu4fesGXr16gXp1LWFmaYcWLVrB7P/XZmWN9XykQoRlqaKiIiQn3UZqSjJqmYnwMp+Dq6s73DyaCrIChhCfleW/V9mwjAvpiry8V7j53zU8fvQQVrUkKCiWoFnzt9DY0cmgxyHwQafDsqioCCtWrMDWrVtx8uRJNGjQAMXFxVi+fDlOnDiBgoICDB8+HGPHjgUAzJo1CydPnoSl5f9uiYiMjET9+v+7wK2PYVmWqv/gpHrUnvyhtlSNosXXqT35xXdYCroY2vjx49GyZctyj+3ZswdXrlzB/v37UVhYiMDAQHh5eaF9+/bIzc1FaGgoAgLYzfxBCCFC05d1ZQ2JoAN8JkyYgIkTJ5Z7LD4+HgEBATA1NYWVlRUGDRqEmJgYAEBubi6srKyErCIhhPCuJpOmE+0gaM/Sy8vrjcdEIlG5mWwsLCxw7949AEBOTg5+/vlnhIW9nn4rKCgIgYGBwlSW6IVnzzJw/eplJN6+iZevXqJuHQvUql0Prdq0haubB7OBPaWEusbGehvA6+u/Dx/cx7Wrl3AnNRlmxkB+EeDi6o5Wrb3QyMGR+XU2fWpPolsEDcvKdOnSBb/88gsGDBiAkpISHDhwAOb/P/Cie/fucHd3h7+/P1JSUjBixAg4OzujQ4cO5coQiURwsNfPqd5MJEZ6+9lY4TgOx48dw/r165Bw+zbatmuLVq3aoFEDR4CTISHxFvb9vgvZWVkYETQSH48aBWtGg6fERq/Do1uHFki9c4/38l2aOMm3wep7UlhYiN9/+xUbN25A3qtXaN/+bTRt1gyWtWrhxcuXuHjuFDatWwFzCwt8Ou4zDBr0IUxMTJjURR/as6p1K2lf55eq7SkWV/9DT+NhGRgYiHv37iEwMBD29vbo0qULkpOTAQCTJk2Sv87NzQ3+/v44ceLEG2HJcZzeXhini/6qefTwPubNmoqCggIEffwplvd+r9wozbLteSc1Bbu2b0G3bt3w5aTp8Gewysjpf27IeyrOjo6891ZkJa/H58VfuMnke3Lp4nnMnz0dbh6emBI6H15t28t7j2XbkuM4XLp4HjsjNmHlilX4ZtH3aNPWm/f6lG1Pvj9vxdtG+Cq/4inYqsqlfZ1fqranTMZVG5gan5RAIpFgxowZiImJwY4dO2BkZARPT0/IZDLcunWr3Gs5joOxsbGGakq03elTxzF25Efo3dcXkT/tRV8fv2pvZ2ji4opZ8xYjfPNO7Ny+BYu+mVnlTeI1wWo+V5anCzmOw87IzZgTOhkzZs1H2A8b0Lbd21WeZhWJRGjn3QEr1mzCtJnz8PX0L7Fr+xYma42ymIxBiPthARrYo8s0HpYHDhzA5MmTIZPJkJaWhr1796Jfv34QiUQICQnBoUOHAABPnjxBTEwMevTooeEaE210+tRxfLdoDpatWIchwz9W6dqZi6s7tmzfg5cvX2J26CS15upVhO8DMOvrals2/oiYqIPYsv1XdO6q2j7Xpds72LL9V0Qd3o9tm9czqR+r2Yv4bk8a2KM/BAvLjIwMSKVSSKVSAK8H60ilUnTs2BFFRUXo06cPgoKCMGXKFDg7O0MkEmH16tXYsWMHfHx8MGbMGEycOBHe3vyf2iG6LTHhFhbP/xpLV6xDy9ZvDiJThoVFLSxYEoaiwkKsXbWM5xq+xtcBnnVQRh85gOgjB/DDuq2o36ChWmU0aNgIP6zbisMH9+LPqEM81/A1XWlPoh9oBh8tR9cxqldSUoLRQYEYPDQI/v3eV/h6Re2Zm5uDoI8GYN6iZcxWy6jJwZn16cJnzzIwYnA/rAmPgLtH02pfq8x3MzHhFr78fBR2/XoIdeva8llVADVvD9ZBWXHGnurQvs4vvicl0PhpWEJq4uD+32BhYQG/gIG8lGdlVRshk6ZhxbJFTE7HAur3iIS4rrZ+zQoE9B+kMCiV5eHZDFL/Adjw4ypeyquoJteDhQxKovsoLInOKioqwubwNZg8bRav9/f17usLS0srxB2N4q3Mqih7gBciKO/eScXZ+FMYOWYcr+WO/mQ8/joZh/v32Jz9UScwWa3UUhUa2KP7KCyJzjp35jQcGjvxvsafSCTCB4HDcOTgXl7LLUuVA7xQIzWjDu+Dj19/WFryO2uWlVVtvCcNQPSR/byWW5a2tSf1KvUPhSXRWVGH90Pq359J2T3e6YVbN/9DxtN0JuUDyh3ghQpKmUyGmCMHIfVj056+/gMQfeQgk1tJSmlTexL9Q2FJdBLHcbjw7zl079GLSfmmZmZo174jLl38l0n5pZTtEbE+sD96+AAcx8HDsxmT8j2btUBhYQEeP37IpPxS1bWTpoKSTsHqBwpLopOeZTwFANja1WO2DTd3TyQn3WZWfqmqDtxC3tKQnPR6EWJWRCIRPDyaIjkxgdk2SlU2gErIoKRTsPqJwpLopNSUJLi5eTCduNvdwxMpSYnMyi+r4gFe6Hv/UpKT4OrqznQbbu5NkZKsmfas+LhQqFepPygsiU7Kzs6CtU1dptuoY22D3Nwcptsoq/RA7ulsW+5vIeTkZAvQntZ4kZvLdBuV0UR7Ev1DYUl0Eqdg0mM+GImNUFJSwnQbVcnIYDewqDKcTAaxmO3hQCwWo0QmXHvGX7gpeDvSKVj9RWFJdJKpmRny8/OZbiMvLw+mZmZMt1FW2VOGdnb2gt4LaGJqKkx7mpoy3UZZXbybw87OvtzfQqJTsPqFwpLopMaOTrh7J4XpNu7dTYWjkzPTbZQqeyBPuPus0sdZcnR0xr27qUy3ce9uKho3dmK6jVKaaE/qVeo3CkuikxydmuBpehry8/KYbSM56Tbc3DyZlV+qspGarJb1qoqbR1MkJ7EdqZqSnMjbNHrV0Yb2pF6l/qGwJDrJ2NgYrm4euH7tMpPyOY7DlcsX0bT5W0zKr0zFAShCHuBdXd3x8MF95OZkMyk/OysLTx4/QhMXNybll6ruFhEa4ENqgsKS6Kw+7/kh+shBJmUn3LqBwsJCvNWyNZPySym6RUSowDQzN0enLt0Qy2g+3Ng/j6Bzl+5MrwErcy8lq3Uw6RSs/qOwJDqrr48/Tp2IxatXL3kv+/DBvZD69WN6H6ey91IK1SOS+g3AkUP7eJ+SjuM4HDm0F1L/AbyWWxVl25PVjw86BaufKCyJzrKrZ49uPd5F5NYNvJb78ME9/BlzGAM/+IjXcstSddIB1gd4AOjYuRte5Obi9KnjvJZ78vhR5Ofno0MndiGiyfakXqVhoLAkOm38F1Owf++vvC7/9EPYdxg2YhTq2dfnrcyy1D1Asw5MY2NjTJ76NX5Y8R0KCgp4KbMgPx9rVi7D5KlfQyKR8FJmRTWd7UjoW0qIbqKwJDrNrp49Ph7zGebNmoICHu4T3Pv7L7h//y4+GjaSh9q9qaZzlLIOzA6duqJ5i7cQtnRhjU/HchyH779bgJatvdC+Q2eealheTYKSxfVgOgWrvygsic77aGgwnJu4YvbMySgqKlK7nJPHY7Flw1osW7GOyc3zfE/mzSowZ85ZhNu3/sOWjT+qHZgcx2FT+GokJtxC6OwFPNfwNT4+f00Dk07BGg4KS6LzRCIRvp67GBKJMcZ/GoQnjx+p9H6ZTIbIrRvw/bff4PtV65lMRMBnULIeIWthUQsr1mzCiWN/YuG8UOTlvVLp/a9evcT8OdPx18ljWLl2E8zNLXivoza2J/Uq9RuFJdELxsbGWLx0Fd7p2QdjggPx+56flDote/3aFUycMAZn/j6FrTt+Q/MWrXivG4vloVgHpq2tHTZF/AKxWIzRQYE4eTwWMpms2vfIZDKcPH4Uo0d8CGNjE2za9gvq1rXlvW6s21NZ1Ks0LCKO5dLlArC2toZMxuHSDf4GeGgTB3tLPEx/oelq6JSbN65h26b1uPHfVbzn2w9tvNqhWfOWsLSygr2NGc79ex3Xrl7C6VPH8fjRQwwLGo0BHwyGsbExk/qwXG5LiHUaTx6PRcSWcOTn56F3X1+0btMW7p7N4Opoh+R7T5GceBtXr1xC3J9HYFGrFkaO/gw9evZmUhfWn1eVf6uKYVnTniXt6/xStT3btnCGWCxCVlZWpc9TWGo52oHUl5KciFMn4nD1ykUk3LqBly9fwtzMFPXqN0TrNu3Q1vttdH+nN7OQBIRZl1KIbXAch0sX/sHZ+L9w7eplpKQkQVZcBLHEGK6u7mjVpi06demOtu3e1op7U4XYRtmw5OMULO3r/KKwrIDCkqiC2pM/htyWfPcqAcNuTxb4DktBr1kWFRVh6dKlaNq0KZ48eQIAKC4uxnfffQepVIp3330Xmzdvlr8+JycHISEh8PHxQUBAAI4cOSJkdQkhRCEa2GMY2NwlXIXx48ejZcuW5R7bs2cPrly5gv3796OwsBCBgYHw8vJC+/btsXz5cjRs2BBr167F/fv3MXjwYHh7e6N+fTY3ixNCiCI0sMcwCdqznDBhAiZOnFjusfj4eAQEBMDU1BRWVlYYNGgQYmJiAAAxMTEYMmQIAMDR0REdOnRAXFyckFUmhBBChO1Zenl5vfGYSCQqNyTdwsIC9+7dw/Pnz5GVlQUnp/8tFuvk5ISUFLYL/hL9cfPGNZw4dhTXr15Gwu2bePXyJUxMjWFfvyFatW6Hdu07oHdfXyYTEOgbmUyGM3+fwtn4v3D92hXcSU1CcXERJBJjNHFxR6vWXujUpTs6dekOsZjdb3BtGuAD0ClYQyJoWFamS5cu+OWXXzBgwACUlJTgwIEDMDc3R35+PsRicbmRiqampsjMzHyjDJFIBAd7SyGrLRgTiZHefjZW/v33PFauWIE7qSn4YFAgvpo8Ea1at0bt2rUhBofbCYm4cOFfHD0agy3hqzBq9BiMGj0GJiYmmq661uE4DgcO7Me6H9fCWGKM/gMGYPiwQDRr1hx1rCyRnfsCN2/ewIV//0XEpjXYsmEVJkz4AgH92KzYIjZ6XWa3Di2Qeuce7+W7NHGC2EhUbdm3Fvig2dzXZ7/43DdpX+eXqu0pFlf/fdV4WAYGBuLevXsIDAyEvb09unTpguTkZJibm0Mmk6GwsFB+EMvPz4eFxZuzgXAcp7ejyGiEnPJKSkqwbfN67N+7B5+Nn4TFvv3kP7ZeFQGvnuXBwd4SVraO6PmeI3q+9z4SE25h4/of8Mfe/Vj03Uo0cnDU8KfQHi9e5GLp4rm4eycVE76chg6dusgDMOslh1q1OGS95NDQqTkCnJrD//0ROHf2b6xc9T327T+EGbMXoFYtfg/+p/+5Ie/5OTs68trDLNujVLTPlfYo+dw3aV/nl6rtKZNx1QamxmfwkUgkmDFjBmJiYrBjxw4YGRnB09MT1tbWqFu3LlJTU+WvTUpKgru7uwZrS7RVYWEhpn81Hpcunse2Hb/Bv/8HSt0/6eHZDMtWrMN7vv3wycdDcO3KJQFqq/2epqdhTHAgrKxqY1PEbnTs3FVhT1EkEqFT527YHLEbFrVqYWzwYGQ8Tee9bixmL6KVR4giGg/LAwcOYPLkyZDJZEhLS8PevXvRr18/AICvry927twJ4HVQXrp0Cb17s5kZhOgumUyG+XOmw8zMHD/8uAV29exVer9IJMKQYSMxe/53CJ0agtSUJEY11Q25uTmYOGEM+g34ENO/nq/yNV1TMzOEzl4I34CBmDhhDF68yOW9jnwGphCzIBHdJ1hYZmRkQCqVQiqVAgCCgoIglUrRsWNHFBUVoU+fPggKCsKUKVPg7Px6IuuvvvoKz58/R9++fTFp0iQsXrwYdnZ2QlWZ6Ihd27fgaXoa5i1cVqM1Ezt36Y7xX07FjCkTeFnuS1ctnj8L3u07YsTIsTUqJ3jUp/Bq1x5LFszmqWbl8b1yCwUlqQ7N4KPl6DpG9dKePEbwsPexbedvaNSoscLXK9Oes2ZMgourO8aOC+Grmjoj/vRJ/LDiW+zcfVDhaWxl2rKwsBDDBwdgyoy56NS5G59VlVN3hKy2BSXt6/zS6Rl8COHbjz98j8DBw5UKSmWFTJqGX3fvxOPHD3krUxcUFRVhVdgSTJryNW/z5ZqYmGDiVzOx8vtFNVprtDo1XRBbG4KSaD8KS6Kznqan4dzZv2t8urCihg0d4BcwEPv/2MNrudou/vRJ1K1rh85de/BabtfuPVG7jjXOnTnNa7llqRqYQtyvSfQLhSXRWTFRB9Gz13swMzfnvWy/gIGIOXJQ4RqO+iTq8H7493uf93JFIhH8AgYi6vB+3suujKLApKAk6qCwJDor9s8o+PgGMCnbw7MZalla4r9rV5iUr23y8l7h33/OoGfv95iU36evL86dOY38vDwm5QPKjZCloCTqorAkOqmoqAh3UpPwVss2zLbRqrUXbt+6wax8bZKclAiHxk6wsqrNpHyr2nXQsJEDUlPZ3pZTXWDSvZSkJigsiU66dzcVDRo0gqmZGbNtuLk3RXLSbWbla5OUpAR4eDZlug13j6ZISUpkug2g8sDUtpGvRPdQWBKd9OD+PTg6N2G6DSfnJnjw4D7TbWiLB/fvwtGpCdNtODo1wf37wtziVTYQPZ1tK32cEFVQWBKdVFhQADOGvUoAMDMzR34+u2ts2qSwsJD56itmZmYoKChguo2y4i/cREZGerm/CVEXhSXRSSKxCDIZ2/k0SmQlkBhpfK0BQYjEYuYjf2UymaDt2cW7OezsVJv6kJCqUFgSnWRtbYPnmc+YbuN55jPUqWPNdBvaok4dazyvZPk7Pj1/ngmrOmwGEFUn4e7r7wkN8CE1QWFJdJKLmweSkxLAcrbGlKREuLp7MCtfm7i6eSA5OYHpNpITb8PVVZj2rHiLSE1n+SGEwpLoJFtbOxgZGeFpehqzbSQl3oarm2GEpZu7B5ISbzP78cFxHJKTEuDm4cmk/LIU3UtJgUnUQWFJdFb7tzvhr5PHmJSdl/cKFy/8g7bt3mZSvrZp5OAIY2MTJDC6r/TmjeswMzdHgwaNmJRfqrqgZLEOJjEcFJZEZ/kGDET0ETZTqJ06EYeWrb1ga1ePSfnaRiQSwdevP7Mp6aIO7YPUb4DCBaRrQpkApMAk6qKwJDrr7Y5d8OTJY9z47xqv5XIch9/27IJfwEBey9V2Uv8B+DP6EHJzc3gtNyc7G7F/HoHUrx+v5ZalyqQDFJhEHRSWRGdJJBJ8Nn4SVi5fzOttDzFRB1FcVIx3e/vwVqYuaOzohHfe7YMtG9byWu6m8NXo1VcKh8ZOvJZbSp3ZeeieS6IqCkui03wDBoKTyXBg36+8lJf1/Dl+XL0cU6bPhpGRES9l6pJx4yfjz+hDuH3zP17Ku3njGo7FRuPTzybyUl5FNZnGjkbIElVQWBKdJhaLMWveEmxc9wOuXLpQo7IKCgowa8ZESH37/gWq/AAAIABJREFUo2VrL55qqFusbWwwZcYchE79osYjjdPTnmDm1C8xbeY81LFme7+quj1FCkyiLApLovNcXN0xb+H3mDntC1w4f1atMnJzc/D19C9hU7cuPguZzHMNdUvvvr4YNHgYvvx8FB7cv6dWGQ/u38OXn49C4JAR6NmLzbJffC23RYFJlEFhSfRCx85dMX/xcnwzexq2bV6PkpISpd97++Z/GB30IRo0bIR5C783yNOvFY0YORaDBg/Hp6OG4MSxP1V677HYaHw6aggChwRhePAYJvVjtS4lBSapiohjOQWKAKytrSGTcbh0Q5jVDITmYG+Jh+kvNF0NnfE0PQ3fzJmOjKdpGBE8Fj5+/WFiYiJ/vmx7Jty6gR2Rm/DvP2fx1fQ56Ovjp6lqa63/rl/FN7Onol69+gga9Sk6duoKsfj1b+yybSmTyXA2/i/siNiEjIx0LFgShuYtWjGpkxBBqYkBQLSv80vV9mzbwhlisQhZWVmVPk9hqeVoB1Idx3G4dOEfbN+2EVevXELTZi3Q/K1WsLS0Qi0zI1y/cQtXr1wCAAweEoSBgz5CrVqWGq619iouLkbc0Sjs2r4FaU8eo2VrL7h7NIW9bW2kZWQjKfE2rl+9jIaNHDA8aAx69ZVCImEzYTrrQNNkYNK+zi8KywooLEl1XrzIxY3rV3H71g28evUSdevUQq069dC6TTs4NHZkepO8Psp4mo7r1y4jNSUZZiZAfiHg6uaOlq2EmcCBVa+y4jaoZ6n7dDosi4qKsGLFCmzduhUnT55EgwYNUFJSgu+++w6nTp2CWCyGl5cXZs+ejVq1amHWrFk4efIkLC3/96s/MjIS9evXl/9NYUlUQe3JH2pLflF78ovvsBR0gM/48ePfWLD3999/x40bN3Dw4EEcPnwYhYWF2LhxIwAgNzcXoaGhiI6Olv9XNigJIYQQIQgalhMmTMDEieVvTk5ISEC7du1gYmICsViMDh06IDExEcDrsLSyshKyioQQQsgbBF0G3svrzRu9O3XqhLVr12Ls2LEwMzPD8ePH0b17dwBATk4Ofv75Z4SFhQEAgoKCEBgYKGSVCSFlFOTn4+bN60hNSUItUxFeFnBwcXVH8+YtYVrhrBEh+kTQsKxMnz59cPToUXTt2hXGxsZo0aKFPBC7d+8Od3d3+Pv7IyUlBSNGjICzszM6dOhQrgyRSAQHe/0czWgiMdLbz6YJ1J6q4zgOp//6Cxs2hOPihQvw9PRE02bNYFnLAi9evkJs1H4kJCTAu317jBv3Gbp260YDp9RA301+qdqeYnH131mNh+X27duRmZmJ8+fPw9jYGAsWLMCSJUvwzTffYNKkSfLXubm5wd/fHydOnHgjLDmO09sL43TRn1/Unqq5eycVC+ZOR35+PkaMHIv5S36Ambk5gPJtmZ+Xh2NxMZg1ew4sLCwwd8EyODk30WDNdQ99N/mlanvKZFy1ganxGXz+/vtv9O3bF+bm5pBIJJBKpTh//jxkMhlu3bpV7rUcx8HY2FhDNSXEsByNOYLPxgxDwIBB2PHLfvj6D5AHZUVm5ubwCxiInbsPwC/gfYwbPRSxfx4RuMaEsKPxsHRxccGpU6dQXFwMADhx4gQ8PDwgEokQEhKCQ4cOAQCePHmCmJgY9OjRQ5PVJcQgHNz3G9atXo4f1m3F+4OGyGftUUQsFuODwKFYtXYz1q76HocP/MG4poQIQ7DTsBkZGRgxYoT876CgIBgZGSEyMhLLli2Dr68vxGIxmjRpggULFkAkEmH16tWYP38+1qxZA4lEgokTJ8Lb21uoKhNikM6d+Rsb1/+AdZt2wtHJWa0ymjZ/C6vXb8P4T0bAvn4DvN2xC8+1JERYNIOPlqPrGPyi9qzeixe5GPqhP+YvXo523h2qfa0ybXnh/Fl8M2c6fvn9CE0pqAB9N/ml05MSEEK027bN69Gpc3eFQaks77c7oWOnrojYHM5LeYRoCoUlIQQAkPbkMQ4f3IvPv/iK13I/D/kKB/b/VuPFpAnRJApLQggAICbqIHr18UHdura8lmtrVw893+2LmKiDvJZLiJAoLAkh4DgOUYf3w9dvAJPyfQMGIOrwfuj4EAliwCgsCSFIe/IYOdlZaNn6zSkp+dC6TTtkPstAxtN0JuUTwhqFJSEEyUkJcPdoymyaOrFYDHfPZkhKSmBSPiGsUVgSQpCcnAA3j6ZMt+Hm5oHkxNtMt0EIKxSWhBBkPX8OW1s7ptuwtauH7CruYSNE21FYEkJQUlwMIwnbCb2MjIxQXFLMdBuEsEJhSQiBiYkpCgsKmG6jsLAQJiYmTLdBCCsUloQQNHJojPv32E4Z+eD+XTRyaMx0G4SwQmFJCIGbuydSktmOVE1KTICbmyfTbRDCCoUlIQSu7h64eycVeXmvmJT/8uUL3L93By5u7kzKJ4Q1CktCCCwtrdCmrTdOnYhjUv6JY0fRrn0HWnmE6CwKS0IIAEDqNwBHDu5lUnb0kQOQ+vVnUjYhQqCwJIQAAHq80wt376Ti8qV/eS334r/n8ODeXXTr0YvXcgkREoUlIQQAYGpmhpBJ07Bi2SKUlJTwUmZxcTFWLl+CLyZPh6mpKS9lEqIJFJaEELnefX1Rx9oGWzf9yEt5mzesQd26tni3tw8v5RGiKRSWhBA5kUiE+YuXI/rwARzY+2uNytr3x24cjTmCbxYvZzZBOyFCYTu/FSFE59Sta4tVP25ByGcj8eTJI4z5NARGRkZKv7+4uBibN6xB9OEDWLshEjY2dRnWlhBhUM+SEPIGRydnbN3xG65dvYwvx49Gwq0bSr3v1s3r+PLzUbj53zVs3fkbGjs6Ma4pIcKgniUhpFK2tnZYtXYzftuzC1Mnfw43Nw/08fFH6zbt5CHIcRzu37uLa1cu4s/oQ0hNTcaIkWMxKHCYSr1RQrQdhSUhpEpGRkb4aGgw3h80BEejD+Fs/ClsDl+DrKxM1LKwwMtXr2BtXRetWnvhPd9+6OvjT5OlE71EYUkIUcjExAT+/T+Af/8PAACvXr2EbW1jPMspgoVFLQ3XjhD2BL1mWVRUhKVLl6Jp06Z48uQJAKCkpASLFy+Gj48PfH19MXPmTLx8+RIAkJOTg5CQEPj4+CAgIABHjhwRsrqEkCpYWNRC3bp1KSiJwRA0LMePHw8zM7Nyj/3++++4ceMGDh48iMOHD6OwsBAbN24EACxfvhwNGzZETEwM1q9fj4ULFyItLU3IKhNCCCHChuWECRMwceLEco8lJCSgXbt2MDExgVgsRocOHZCYmAgAiImJwZAhQwAAjo6O6NChA+Li2Ez0TAghhFRF0LD08vJ647FOnTrhr7/+QnZ2NgoKCnD8+HF07doVz58/R1ZWFpyc/jf03MnJCSkpKUJWmRBCCNH8AJ8+ffrg6NGj6Nq1K4yNjdGiRQsEBgbi2bNnEIvFMDY2lr/W1NQUmZmZb5QhEongYK+fS/+YSIz09rNpArUnf6gt+UXtyS9V21Msrn6WKY2H5fbt25GZmYnz58/D2NgYCxYswJIlSzBp0iTIZDIUFhbKh6Ln5+fDwsLijTI4jsPD9BdCV10QDvaWevvZNIHakz/Ulvyi9uSXqu0pk3HVBqbGZ/D5+++/0bdvX5ibm0MikUAqleL8+fOwtrZG3bp1kZqaKn9t0v+1d+9xPZ//48cf797v3kknRVFJKUk5NZKMD7bMaTZzGx8+KBO7bbMvNsc5RTJmZhOfOZROjuVDGR+nQuS0wocth6Ioy6HSQan0rt6v3x9+vaehtmneZdf9L+/Xq5vbs6v3dT2v13Vdr+tKTaVNG3HSuiAIgvByaT1Ztm7dmvj4eCoqKgA4duwYjo6OAAwaNIgtW7YAjxPlhQsX8PT01FqsgiAIwt/TSxuGvX//PmPHjtV89vLyQi6XEx4eztdff82gQYPQ0dHBzs6OxYsXAzBt2jS++OIL3nrrLfT09Pjyyy9p1qzZywpZEARBEACQSZIkaTuIF9GkSRPUaokLVzK0HcpfQsxj1C1RnnVHlGXdEuVZt/5oeb7mYouOjoyCgoJn3tf6MKwgCIIg1HcN/slSLpejVqsxMjLWdih/CR0dGWp1g/4T1SuiPOuOKMu6Jcqzbv3R8iwqKkRHR4fKyspn3tf6qyMvSqlUolKpan1HpiF7lX83bRDlWXdEWdYtUZ5164+Up46OTo0n5jT4J0tBEARB+KuJOUtBEARBqIVIloIgCIJQC5Es/2bEqLsgCMIfJ5Ll38SBAweQJAmZTCwgeFGVlZWaA8qriE7Ii8nPz6ekpETzWZRn3VCr1doO4ZXR4FfDCrWbO3cuZWVlDBo0SNuhNHgPHz5k5syZlJWV4ezsTKdOnRgwYAAymUx0Rv6kJUuWkJ6ejrGxMR06dMDHx0eU45+0evVqTYKcPHkycrlcfC/riHiyfMX5+vqSm5vLypUrtR1Kg6dSqZg6dSouLi5MmzYNAwMDDhw4wMaNGwE0CVP4/fz8/MjOzmbu3Lm4u7tz/vx50tLSNPdFef5+06dP59KlSxgYGJCUlKTZNlR8L+uGeLJ8hc2dO5fz589z6NAhAKKjo8nOziYzM5NJkyZhaWmp5QgblqysLFQqFRMmTKBx48bY2NgQEhJCREQEcrmc8ePHix78H5Cbm0t6ejpLly7F0tISCwsLYmNjKSgo4Pbt21hbW4sn9t/p0qVLFBYWEhQUBICtrS1xcXGa+6IcX5x4snyF9ejRg3v37nHjxg1iYmIICQlBV1eXO3fu4OXlRWpqKiB677+XoaEhBgYGxMTEUFJSgomJCa+//jqvv/46165d48cff9R2iA2KqakpRkZG/PDDD6hUKhQKBcnJyQQGBvLFF1/g7+8PIBr436GsrIxbt26Rk5MDQLNmzUhJSeHrr7/Gy8uLvLw88YT5guSLFi1apO0ghLr16NEj1Go1Li4uNGvWjOnTp5ORkcHatWv5xz/+wdChQ0lJSSEiIoKRI0eKxqgGT/bG9fX1uX79OklJSdy+fRsjIyPWrVtH+/btkclkFBUV0aVLFy1HXP9dv36dkpISmjRpQllZGQkJCWzdupWAgADGjx/PF198ga2tLbt378bOzg5ra2tth1xvlZWVAdCyZUssLS2xt7dHpVKxaNEi3Nzc8PT05MqVK4SGhjJmzBhR11+AGIZ9xcybN4/S0lKuXbvGzJkz8fT0RFdXl6NHj6Krq0tpaSn6+vp8/PHHLFu2jLKyMvT09LQddr1UWlrK5MmT+eyzz+jQoQMAU6dOJTg4mJ9++onTp0/Trl07fHx8SExMZMeOHVRWViKXy7Ucef01f/580tLSaNSoETo6Onz11Vd0796d27dvExgYyPjx41EoFHTr1g0zMzPRuNfA19eXhw8fkp6eTkBAAP369dPcmzlzJi4uLgDY29szY8YMCgoKaNKkibbCbfDEMOwrZMmSJeTl5eHn58egQYMIDw9n27ZttGvXDn9/f8zMzDQN+ZkzZygqKtIcui08LSEhgbNnzzJp0iSuXLkCPN4/8sMPP2TVqlWEhIQwc+ZMAA4dOkSjRo1EoqxBYGAg2dnZhIaGsmbNGnR1dfn000/JycnBzs4OHR0dzTxbXFwcd+7cwcrKSstR10/z58/n/v37TJ06FScnJ0aPHs3Dh78eR+Xs7ExpaSkAMTEx5Ofno6MjmvsXIfaGfYXMmTOHkSNH4urqCkBsbCz79u3Dzs6OkSNHYmBgwIwZM7C2tubEiROsW7cOR0dHLUddf23bto2Kigru3r3Ljh072Lx5My4uLpqh2UePHrFu3Tri4uJo2rQpgYGB6Orqajvsemv16tVYW1vz/vvva64tWLCAlJQUvvnmG3744QcSEhJQKBTk5uayYsUK2rVrp8WI66dHjx4xbdo0VqxYgYGBAQATJ07k//7v/3B1daW8vJykpCTCw8OxsrLi6NGjrFmzhrZt22o58oZNDMO+AiRJory8nLy8PBITEzXJ8q233kJHR4eIiAj+97//MXDgQPr27Yuuri4ffPABtra2Wo68fmvdujUA3t7elJeX4+3tTXh4OO3btwegUaNGeHt7M2DAANq1a6c53kc8XT5bixYtCA4Oxt3dHRsbGwD8/f2ZMmUK8+bNY/Pmzbz55ps8fPiQVq1aidXaz1FcXMzPP//MtWvXeO2115AkiaKiIu7cuYOrqyu6uroYGBjQuXNnKisrWb9+vea7LLwASXhlnD59WnJ1dZUOHjxY7XpYWJjUt29fqaSkREuRNVxlZWWaf3/55ZdS165dpZSUFEmSJGnz5s1SXl6e5n5FRcVLj68hKSgokBYtWiQtWLBAunPnjuZ6ZWWlNHz4cOn06dNajK5hSUlJke7du6f5PGnSJCk2NlbzOSsrSxthvdLEIPYrQq1W06NHD2bMmMGKFSuIiYnR3Bs3bhxOTk4UFhZqMcKGR5IklEqlZkeUuXPnMmLECLy8vPjss8/YvXs3xsa/HjounihrZmJigqenJyqVig0bNpCZmQk8nge2srKivLxcyxE2HI6OjjRv3lzzWVdXF3NzcwC2b9/OrFmzqs1hCi9ODMO+IqT/P/X8z3/+Ez09PRYuXEhOTg4DBgzg5MmT3Lp1S8yn1UD6zQvb5eXlmvIqKCjAzMwMgNmzZ3P06FHu37+v2YxArVaLxRO1UKlUKJVKevXqRW5uLpcuXWLmzJlMmDCB/Px8UlNTxVDh7/Ss79uDBw8oLy9nz549REREsHz5cgwNDbUU4atJLPBpgGqaF9u4cSNubm4UFBSwcuVKWrduTWZmJsuWLcPJyeklR9owVCXKgoICsrOzNQshKioqmDVrFkOGDOHNN98EHq84Tk5OJiwsDIVCIeYon6GmMlm7di2Wlpa4ublx4MABEhMTady4MZMmTRKLeZ7ht2X5ZKcuMjKSTp064ezszJIlS0hNTaWoqIhly5aJxTx/AZEsG5iqyiNJEmfPnsXa2lrz0vbs2bPJzc1l7dq1KJVK8vPz0dXVRaVSaZ6MhOqqyvP+/fusWLECXV1dPvroI2xsbJg+fToKhYLly5drfv7IkSP06dNHJMrnqCoTtVrNt99+S6NGjWjbti39+/fnu+++Iz4+nqioKE2DX15ejkwmQ6EQg1y/9WRdv3r1KnZ2djRu3Bh4vPI9NzeXdevWIZfLiYmJYfHixYSEhIhE+RcRybIBqRp+UavVjBs3jnv37tGmTRt69OjB0KFDCQ4O5tNPP0VPT4+KigrRANWiqpeemprK2rVrkSSJuLg4hg4dyrvvvoskSbi5uQFP9/BFonw+SZIYPXo0LVu2xN7enqFDh2JhYcGRI0fo168fcrm82jC38LSq76ZareaDDz4gMzOTzp07M2TIEBwdHdm8eTMzZ85EqVRSWVmJSqWirKxMbDrwFxLJsgEKCAhAV1cXHx8fNm/ezKVLl3Bzc8PLywv4dX5IqJkkSRQXFzNu3DiGDRvG2LFjSUxM5LvvvsPV1ZVRo0ZpXq/57Zym8HwXLlwgLCyMgICAauVWWFhYbUGUULuVK1eiUCjw9vbmu+++Q6VS0bt3bwYPHgyIuv4yiVUJDcy2bds4ceIEnTt3plGjRrz//vu89tprnD17lrCwMABReWpRtbpVJpNhaGiItbW1Jim6u7szZ84cDh48SFBQkGazeZEon++3BwyXlpaSmJhIbm4uMpmM8vJyVCoVa9euJTExUUtRNgxPluWGDRtISUnB09MTU1NTPv30UwwNDTl69CixsbGAqOsvk9hIvZ6rrKystvLt3r17JCcnc+3aNTp27EiLFi2wt7ensLCQ+Ph4Hj58SKdOnbQYcf0nk8nIysoiPDwcd3d3Tp06RUJCAv3790dHR4cWLVrw8OFD4uPjUavVtGrVCiMjI22HXS89ORydnZ2Nnp4etra23L17l3379vH6669jYGCAXC5ny5Yt9OrVCwsLCy1HXX9VdcokSeLWrVucOnWK4uJi2rVrh4WFBS4uLly9epUff/wRfX197O3ttRzx34dIlvXYkxP858+fRy6X06lTJ2xsbEhJSeHy5cs4ODhgYWGBra0tlZWV9OvXTywZr0HVrMOPP/5IVFQURUVFfP7554SGhhIfH4+7uzuGhoZcvHgRe3t7Tp48iSRJ4jSRZ5AkSTOH7u3tzbFjx9ixYwdlZWW0adOG+/fvs337dlxcXDh58iQnTpxg+PDhouNRi1WrVrFz504mT56Mqakp586do7CwEBsbG8zNzXFyciIzM1PU9ZdMJMt66smGaOLEiezfv59Tp06RlZXFO++8g5GRERcvXiQlJYVWrVrRokUL2rdvLxqi56iaO6vqgJibm9OsWTP279/PgwcPWLJkCVFRURw8eJCtW7eSmZnJ8uXLMTMzIzIykrffflssSPmNqqegWbNmYWVlxcqVK9HV1SUyMhJHR0cGDx5MZmYme/bs4dKlS/j7+4t3KZ/hydGjiooKSktLuXLlCufOncPHxweA48ePU1xcjJWVFc2bN6d79+6irr9kYrlkPVVZWYlCoWDevHm0bduWkJAQoqKiiIyMRC6X4+Pjg56eHmFhYURGRjJt2jSx+rUGMpmM+/fvs3z5ciZPnkyrVq3o1asXkiSxY8cOdHR0CA0N5dy5czx48IC+ffsCjxelPHlai1BdWVkZRUVFeHt7A3DlyhWMjY0ZMWIEOTk5+Pr68ujRI3R0dMT82nNUjR5dv36dtm3b0rt3b/T09IiMjGTx4sX4+voCj9+rVCgUjB49WmyCoQXiybKe+eabb7C1taVJkyaUlJQQFBTEmDFjaNmyJREREaSnp1NSUkJ+fj6WlpYYGRkxbNgwjIyMxCKU56jqud+4cYPz589z8uRJOnXqRLNmzTTzk+Hh4eTk5DBixAjs7e0JDg5m9erVnDx5koULF9KiRQtt/xr1QmpqKklJSZSXl1NSUoKZmRn79u3DxMSEvXv3cvXqVc3CqE2bNtG7d28UCoXobDxDVV03NjZmy5YtBAQE4OTkpDnI2dTUlPj4eK5du8a4ceMwMDCgZ8+eGBsbi7quBSJZ1iN+fn5s2rSJPXv2MGDAAJo1a4ZKpaJbt26EhoaSkpJCSEgIiYmJHDp0iAMHDjBjxgzNnpDCr0pKSti4cSM2NjaajoSFhQWWlpakpqYSExND586dMTc3x9zcnIyMDExNTXF3d0etVlNQUICzszM+Pj44ODho+9epF2bPnk1cXByxsbGcOXOGvXv34uDgQMeOHZkyZQrFxcVs374dhULB8ePHuXz5Mn369BFPlM/wZF0fMmQI7du3Jzs7m/3792NjY0PLli1p0aIFly9f5tChQ9y7d4/x48eLOUotEsmynrh79y43b95k8+bNZGdn4+/vz+DBg+nVqxd6enqEhobi5eVF27ZtycrKYty4cfj4+NCsWTNth14vrVq1ivXr15OWlkZWVhZZWVk4OjrSokULrKysuHbtGvv27aNLly5ERUWhVCqZMWMGMpkMHR0d7O3tcXR0xMTERNu/Sr2wYMECsrOz+f777xk1ahQ9evRAqVQyd+5cRo8ezVtvvcWhQ4coKioiNjaW6OhoFi5cKI7ZeoYn6/q9e/dYsmQJw4cPp2fPnqSlpXHw4EGsra2xsbEhOzubzp07M2LECM3ZlYJ2iE0J6iFJkvD19SU2Npb//Oc/2NjYMHv2bJRKJebm5hw5coT169eLhqgGv/zyCzExMVhbW1NeXs7WrVvp1q0bHh4e9OzZk19++YUNGzZw8uRJbGxsCAkJQVdXV2w+8AxTpkxBkiTWrFnz1L3g4GCio6OJiIggKSmJjIwM8vPzGThwoFjM8ztU1fUjR44QHR2NgYEB33//PYcPH8bDw4OEhASCgoLE2bP1gEiW9VhVwty7dy83btwgJiaGpKQk/Pz8xKbTtcjOzmblypX0798fT09Pbt++jaenJ507d0YmkzFjxgxMTU1p0qQJpqam4uDm5ygpKWHs2LEolUoiIiIAqm2lePfuXfz8/PDy8qJnz57aDLVBmz9/PnFxcURHR2Nqasru3bu5ePEi48ePp02bNtoOT0Aky3rP19eX9PR0goOD0dXV5dGjRzRq1EjbYTUIhw8fZvv27SxYsIB58+ZhY2PDV199RUBAAMnJydjZ2TF79mxA7PVak6KiIiZOnAg8XpEJ1RPmhAkT6NChA59//rnWYnwV+Pr6cuPGDQIDA2ncuLE4+q2eEX8JLXpya6vf9lmqPk+aNAlTU1NUKhWASJR/wBtvvIGzszOjR4/GwcGBr776CoCpU6cyZ84cZs2apflZkSifz8jIiKCgICRJYtSoUQAoFArKysoAsLOzo3379toMsd57sn7XVNfNzc017YJIlPWL+GtowYYNG6q9iKxWqzXzZLdu3aK4uJjk5GRu3rzJmTNnyMjIEKfI1+LJBqiqsZHL5bRs2RJ9fX0WL14MoGngW7VqpTnVQXjak+WiVqsxNjYmODgYeHzAOICenh47d+4kLi5OTAs8x71793j06JGmftdW12/evElFRYU2QxaeQyTLl8zX15djx45Ve5KpSpq+vr7s2rULSZLYtGkT/v7+hIWF8fXXX4ujd57h4cOHLFy4sFoDVNUJqays5MaNG4waNQpHR0ciIiJQq9Xo6elV+z9E772633bknvx3UVER69evBx4Pve7du5dt27axdu1aWrVqpbWY66upU6fyxRdfMHv2bM3IkKjrDZeYs3yJ5syZw4MHD1i7di3w+HgduVyOXC5n165d7N69m+DgYJRKJXl5eSiVSsrLyzE1NdVy5PVPcXExn3zyCQ4ODixcuLDaPbVazejRo3nnnXcYM2YM27Zt4+LFiyxZskS881cDX19frl+/zvbt25+6t2DBAkxNTZk2bRpFRUV4eXmRmppKVFSUOGz4GdasWcP58+cJCwvTHE1WNc8r6nrDJPZHe0mCg4M5f/48e/fuBWDLli1cvXqVtLQ0fHx8MDQ0ZPOnn4L6AAAKgUlEQVTmzcDjJGpmZqbNcOu1kpISJkyYgLu7O9OmTQMeP2UqlUqUSiXr1q3DycmJMWPGANCtWzdOnDgh9natQVVHripR/rYjl56ezoIFC4DHc5ibNm2ipKRE7Gz0HIWFhQwcOBCAqKgozWs1EydOFHW9gRLJ8iXp0qUL+/fv59ixY5SXl7Nr1y7mzJlDbGws+/btw93dHXi8ylA8/TyfJEksX74cmUymSZS+vr4UFBRw/fp1PvroIzp27Ejv3r2Bx42Ro6Mj69atAxArDJ/hj3Tkqp6OjI2NxUHOz1C1qtrExISsrCySkpKIjo7G39+fAwcOcPDgQdzc3ABR1xsasYPPS2JpaUmrVq2YP38+GRkZ+Pr60qVLF3r37k1RURHBwcG8++67NG7cWNuh1msymQxjY2OOHz+OUqnkyJEj3Lp1i/nz51NRUcGFCxdo2rQpLi4uVFRUPPU0KTYceJpMJiMhIYGmTZuSnJzM1q1bmThxIg8fPuTixYuYmprSqVOnaq+LCM9W1RGTy+X4+/vz6NEj/vWvf9GjRw969eqlqeuDBw8WW9c1NJLwl9mwYYN06NChatfOnDkjTZ48Wbp586ZUWVmpue7j4yOlp6e/7BAbjCfLSpIk6dSpU1L37t0lb29vKSsrS3M9NDRU8vT0lIqLi192iA3a6dOnpZ49e0qjRo2Sfv75Z831yMhIydPTU8rPz9didPXfs+r6nj17JCcnJ8nPz6/adR8fH+nKlSsvMzyhDogny7/IhQsXWLp0qWbZeNVm3C1btqRXr140b96csrIyFAoFu3fv5uTJk4wcORJ9fX0tR17/lJaW4ufnR0VFhWY3ExsbGzp16kRBQQEeHh7o6ekhk8lwdXXl9OnT9OnTR5RlDQIDA8nNzdV8L21sbHBxceHGjRv07dtXc7JF+/btOX78OB4eHmKV5nM8r647OTlhbW1NQECA5ikyMTGRI0eO4OXlJUaRGhgxpvIXqVr8YG1tzb59+wDo378/APr6+hQWFjJhwgSsra1JTk5m9erVYqL/OU6dOkVCQgIqlQqZTKYpR3d3d1xdXVEqleTk5GBubs6yZcvEqsJaXLhwgbCwMDw8PIBfv5ceHh6aA8SrdoravXs32dnZ4qDhGtRU14cNG4aZmRlbtmwhMTGRBw8eEBAQIA5AaIBEsvyLGBkZMWvWLNq2bUtYWFi1SlS1QGLOnDkoFArMzc3Fpug1yMnJwcbGBktLy6caI5lMxp07dxg1ahTt2rXj0aNHhISEaDYcEIt5niY6cnWrproO0KdPHzw8PFAqlRQVFYmFUQ2UGIatQ4cPH+bBgweUlJTg7OyMoaEhpqamWFpacvfuXc6ePYtcLsfBwYGEhATMzMxwdnYWvfZaVFZWMmTIELp27UpGRka1cpTL5RgZGdG7d288PT3x8vJCLpeLvV5rUFBQgLu7O/369SM9Pb1aeero6KCnp0ebNm3o2rUro0ePxs7OTtsh1zt/pK4nJiZSWlqKubn5U5tiCA2H2JSgjkyfPp3s7Gz09PQoLy/nH//4h2bzaYCbN28SHR3N/fv30dHR4erVq6xZswYrKystRl0/lZaWEhUVRYsWLbCwsKBjx46Ulpair69PRkaG5r2/YcOG8cYbb7Bz507c3Nw0jbp4onza4cOHadq0KcbGxjg4OFBQUECTJk1IT08nKiqKjIwM3n77bfr3709CQgLNmjUTh14/h6jrf08iWdaBAwcOEB0drVk0kZyczMyZM3nvvfeqbdZdUlLCJ598QkZGBoGBgWLnk2coLi7Gy8sLOzs7KioqyMnJoU+fPnz88cean7lx4wb//e9/uX37Nnfu3KFx48asW7dOJMjnEI173RF1/W9Mu4txXw179uyRxo4dW+3aTz/9JLm7u0tr1qzRXDt8+LDk6ekpXbt27WWH2GCEhIRIS5culSRJkvLz86UzZ85I3bt3l5YvX17t5/Ly8qSBAwdKXl5eUnl5uSRJT79eIkjS/v3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    OpenCloseHighLowVolume
    Date
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    \n", + "
    " + ], + "text/plain": [ + " Open Close High Low Volume\n", + "Date \n", + "2019-11-08 15:58:00 3090.73 3091.04 3091.13 3090.58 0\n", + "2019-11-08 15:59:00 3091.16 3092.91 3092.91 3090.96 0" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../data/SP500_NOV2019_IDay.csv',index_col=0,parse_dates=True)\n", + "idf.shape\n", + "idf.head(2)\n", + "idf.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(idf,type='ohlc',alines=segments1)#,figscale=3.0)\n", + "mpf.plot(idf,type='ohlc',alines=segments2)#,figscale=3.0)\n", + "\n", + "mpf.plot(idf,type='candle',alines=segments1)\n", + "mpf.plot(idf,type='candle',alines=segments2)\n", + "\n", + "mpf.plot(idf,type='line',alines=segments1)\n", + "mpf.plot(idf,type='line',alines=segments2)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('2019-11-05 10:00', 3085.0),\n", + " ('2019-11-06 09:45', 3067.0),\n", + " ('2019-11-07 09:40', 3087.0),\n", + " ('2019-11-07 14:00', 3093.0)]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "[[('2019-11-05 10:00', 3085.0), ('2019-11-06 09:45', 3067.0)],\n", + " [('2019-11-07 09:40', 3087.0), ('2019-11-07 14:00', 3093.0)]]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "segments1\n", + "segments2" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "al = dict(alines=[('2019-11-05 10:00', 3085.0),('2019-11-06 09:45',3067.0)],linestyle='-.',colors='g')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(idf,type='ohlc',alines=al)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'alines': [('2019-11-05 10:00', 3085.0),\n", + " ('2019-11-06 09:45', 3067.0),\n", + " ('2019-11-07 09:40', 3087.0),\n", + " ('2019-11-07 14:00', 3093.0)],\n", + " 'linestyle': '-.',\n", + " 'colors': 'g'}" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "{'alines': [[('2019-11-05 10:00', 3085.0), ('2019-11-06 09:45', 3067.0)],\n", + " [('2019-11-07 09:40', 3087.0), ('2019-11-07 14:00', 3093.0)]],\n", + " 'linestyle': 'dotted',\n", + " 'colors': 'c'}" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "al1 = al.copy()\n", + "al1['alines'] = segments1\n", + "al2 = al.copy()\n", + "al2['alines'] = segments2\n", + "al2['linestyle'] = 'dotted'\n", + "al2['colors'] = 'c'\n", + "al1\n", + "al2" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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/EE6dPI4Hhz3EjtXUVOsc12f1Kzj12jvw8fFFXsQDiMjL5q2NXsrL1Tmnb/+BcHN3R8ntYlRXV/FcyYTzwKQv2aLhO1mkBEHwXLtcuGuTgHXdZIybljE4O4Z3ElSiANC1ew/ET53Js0779h+oe+C2behzXwfs3LEVgG6AUe6F8zqniMVidGhoAcctGEE4F4wilVjQi6IPUqQEQbAuUF8t125AAN8iteTbvT5LT2iN1Bhmz12AN958H//dnAb06MGbe/+dVYLnaD9kP/niawDAyNFjAQA/79/XJFkI+2NL1y4pUoIgWNduYxapJd/ud+wSTlFRKptWKtDdwwNTE+cgIWEKsGkTb+6+Hr0Ezykp4UfmMlYtszZcbIMcRMI6MMFGZJESBGETKsobKhs1skbatl2Ixe7ZtXsPtqACTxY9AUKNoZ3WwkWodKBcLsfdO2UQiUT45ru92PfTYbRoEQQA8Gv43Bk/7satm4VNkoewL/UKWiMlCMJG1NbWorZWBolEAk+tqkYtg1uz2527dNWZN5cxYx/TGWtK4XlGiXKV6Zp3NrDbQjmlZaUlUKlUCGwRhKiBgxHZYIUC/EIRn32y0WR5CPujSX8hRUoQhJWR1qiDfDy9vHTWJ/tHaWrPNnXt0hDzFjyPJyYm8Mbu793HpGto18tliJ8yA78fVXdxEVSkZSUAgKCgljpzQa001Z3q6+t5+aqEc8CskZqb+2wMpEgJopnDFKnnluRjkEgkaN26LQCYVMXIWFxdXTHraU0HmDfefB9dBdy9htB243Lx8lIHNAkpUuYFwttHt5h+27YaF3Z62ufo26Mjr9IS4fgwrf/EVNmIIAhrI2/o7MKtHsTl3fWp6NMvCi8tXWmV+3MDmvpFCaSwCCBU6o/5x8Xbp0GRVlWxlZMKC68jskMQJj0eCwBs03IuIpEInbtoiuzL5XL8lLXXyE9EOAIai5RcuwRBWBl5HaNI3QTnhwwdgW9370f/AdFWuT83oMnHx8/AkWqESv3pw9XVFS4uLlAqlZBKayCV1uD9t99g6/oCgIeHh+C5Tz7FdzlTKoxzwTRasEWwEVU2Iohmzh+/HQCg3yK1Nl5emm4uQtahuTCJ+U9NGIULOed05rXbxjH4aLl8GTcx4RxoCjJQiUCCIKyIUqnE6yuXALBN4roQIpEIzzz7fygrLUWQVgu3xjC0PqqNkBIFAHd33bVhAJBovVio0LT8VsI+sPWhySIlCMKacOvTMu3L7MGSV5L1zjHuW0ZpmqI8jaG2tlZwvE5rXLvxN+G4qFQqNo0qQKuoiDWgNVKCaMZUV2miWe2pSPVhynqopdFWnKRInYfjx46wFqmHFZYLtHG8vxyCIGwGLy3ECnmijsC8pOcExxcsegk+vr54/sVXBOcnPD6Jt6/iBCgRjs07b6o9HLbq3EOKlCCaMVyL1BHhunGb6tJ9Kn664PiLS1ci+9xVRHDSXLj4+fvj7MWbmDh5GgCySJ2Ju3fVJSE/+OhTm9zPpoo0KysLEyZMQGxsLBISEpCbq+4FuHnzZowZMwajR4/GihUrUNfQ8LekpATPPvssRo8ejdGjR+PwYU2j3ZycHMTHx2P06NGIj49HTk6OLT8KQdwTVFU7lmuXyQ8VyhFtKlzXnpuewCJ9uHt4IOYRdb4pKVLnobZWBgDofl9Pm9zPZn85hYWFSE5ORmpqKjIzMxEbG4vly5cjOzsbW7Zswfbt25GRkYHS0lKkp6u71q9ZswZhYWHIysrCxo0bsWTJElQ1vEG/8MILmDt3LrKysjBz5kwsWbLEVh+FIO4Zqqsq2W19eaS2QnsN1FJroh4eGkU65+ln0blLV7z08qvGX6DB5a0k167TwBhjQtW6rIHNFKlEIsG6desQEqIuvRUdHY3Lly8jMzMTcXFx8PPzg1gsRkJCAjIyMgAAR44cwZNPPgkA6Nq1K3r06IGjR4/iwoULqKysxCOPPAIAiI2NRWlpKS5dumSrj0MQ9wTcNVJXG1SAMYS21Wmp6FxuPmjH8M7IOngUSQtfNPp8ZumY0l+cByYSW19qk6WxmSINDg7GkCFDAAAKhQK7du1CTEwMCgoKEBYWxh4XGhqK/Px8AOr8MiapFgC8vLxw5coVFBQUoH379rzrc88jCMI4uGukrm62t0i13bgMlkxx4RaaCO8cYfL5bLF+cu06DXV1akVqK4vU5q+gaWlpSE1NRVhYGFJSUrBkyRK4cf6APTw8IJVKAQCDBw9GWloaVq9ejYsXL+Lo0aPo2rUrpFKpzpuGu7s7amp0OzSIRCKEBJsfueUmcbHIdewByW4fnEF2iUjBbvt6e7Ly2kJ2zyOH2G3mXtLgB82+rpDsx0+cxIULF/DomIdNvl6rQHXlJXdX634nzvD7og9Hkl2pVELe4NoNDw1qtGuRMbKLxYavYXNFOmPGDCQmJmLv3r2Ij49Hhw4dWH82AEilUnh5qUt2rVy5Eq+//jri4uLQvXt3DB06FH5+fvDy8tJJopbJZPD29oY2KpUKN4rNj0wMCfaxyHXsAcluH5xB9rJyTUGGepWYldfWsnseOWQxK1RI9sDgcAwKDm/SZyqrUAeu1MjqrPqdOMPviz4cSXZZgyHm5u6OwtvVjRxtnOxKpcqgMrWZa/fSpUs4cuQIALWVOG7cOFRXV0MkEvFcsnl5eYiIULtfgoKC8NFHHyErKwsbNmxAcXExIiMj0alTJxQUFLCL/wqFAgUFBejcubOtPg5B3BNwI1GtUefWWCxdrciSMBYNeXadA2bd31bro4ANFWlZWRmWLl2KoqIiAMCJEycgl8uRlJTERusqFAps3boVY8eOBQCsWrUKmzdvBgAcO3YMRUVF6NevHyIiItCqVSv8+OOPAIDdu3ejffv2CA8Pt9XHIYh7jlbBbax+D+20Fu7/jgujSEmTOhqVlRXoEtYCQwf2xMm/j2HzF59g755dAICuXe+zmRw2c+1GRUVh/vz5mDVrFpRKJdzc3LB+/XpERUVhzpw5mDJlClQqFQYPHoyEBHX7oqlTp2LJkiVIT0+Hn58fNm7cyBbWfv/99/Hqq69i06ZNCAoKwnvvvWerj0IQ9wxc5TDhiUkGjjQP7VJ/zqNENfm1pEgdj2N/HoJKpcLNwhtsf1mG1m3a2kwOm66RTps2DdOmTdMZT0xMRGJios54586d8f333wteq2vXrtixY4fFZSSI5sj4xyaiR8/77S2GQ6Jx7VIeqaNhqASgLbsZ2b+UCUEQ9qPBymoXEmrV21ii1J+90ChSskgdDW6gqjaMi9cWUBs1giAaTRFoCtZuf2YryLXruMjl+hUptwaBtSGLlCCaMdbQDdpFFmzd/sziUIlAh0WhUDR+kA0gRUoQzRjGyrKGRXqvQK5dx0VuwLU7MNr84h7GQoqUIAiLKlLt9VBndekyiEAlAh0RuVyOKk7TBbFYjIRpM9n9t97daDNZaI2UIJoxlirEfq+shwrBVLThWqRKpRK/HtyPAYOG8IriE7bhYm4OxsRE88Y2fvwlzp45ze63Cg62mTxkkRIEYZZFek+thwrAfDdKTvrLxg/WYt6sBKx69WV7idWsWfP6ct6+SCRCbNx4+AcEsmPu7h42k4cUKUE0Y2jdr3GE1kg//88mAMD3331jF5maOz4+/PxRobV+yiMlCMK2mGGRct2595JLl0Go1q63j2N0OmmueGk1KOndpz8ATfs0W0OKlCCaMU2xSJn0FqG6ufciIoE8Um6PU8L2yGQy3v7Hn30FAIgZOQYAEDUgWucca0LBRgRBGL1Gei+ugTYGa5FSHqnDIK1Rt0cLDeuAl5a+iuDW6oYLkV274/djZxAU1Mqm8pBFShDNGFojbRyRQPeXykpN2kXB5Us2l6k5o46Y/gkAsGbtBoyb8CRvvl279jZtoQaQIiWI5o0RBRn0uXDvZXcuF+0SgVVVlajm5C9u+3qzHaRqvtwpK2W3pdIaO0qigRQpQRB6FSmjRLWVaXNRooDmu7lyJR9KpRI3rl3lzUsktF5qSw7/8Su7HWnDnqOGIEVKEM0YQ65d7fXQ5rg+CoCNaK6sqMDrKxajRssK8vLysodUzZYXn5vHbod16Gg/QTiQIiUIQlMGj4O21dmcrFAuXGt9a/qXqKmu5s0f+DnL1iI1W7gvfoGBLewoCR+K2iWIZoy2RcpYndJgdcHv5qo8uTAlAhmqq6oAAO1Dw3D92lWcPvU3KivK4evnbw/xrMau77ahqOgmBgwcjD79BjhEY4N9nB6jr76x1o6S8CGLlCAIiEQinuvW88ghO0rjWGgrkAXzpgMAogYOZscmPR5rU5lswZIXkvD+2lWY9HgsPlz3tr3FAQCc+PsYu+3n7zgvLqRICaIZQ+kvjSPk9gaANm3asdsXc3NsJY7VKC25zf4+1GoVPNj04Xv2EEkHbrPu0LCO9hNEC1KkBEHoVAiUDrZdL0dHh6lspE2LoJY2lsR67NyxFQP7ROLz/3wEACgvv6tzjCO8dN0pKwMAtGnbDp06d7GzNBpIkRJEM4b7cGTSWmhdlI++tUHPeyha9+WXngUAbP78EwDA3bt3dI65kHPWpjIJUVVVAQBYs3a9Q6zZMpAiJQjCrKL19zr6Htg9e/bGQzGjADhWBKmpXLt6hd32DwgAANy9U6Zz3O3iYpvJpA+pVAoA8PB0rJcYUqQE0YyxVGPvexm9ivT+B7Ai+S0AcOqI3Q8/0AQS5V44j/xLF1F+V9e1W1p625ZiCSKtUefwepEiJQjCURDq40jwEetZIwUAdw9182jt4BxnorKigrf/+NiHUVKitj47hnfGpIREAEBpSQkAQCaV4t9/7FOcgykJ6OHpaZf764MUKUEQpEgNYOi78fBQP9BlMqmtxLE42p+vuroK//0sFQDwUMxotA8NA6CxSDdueAePjX0IEaGB+Cb9S5vJqVKpcCkvFwDg5eXdyNG2hRQpQTRnHCAS0/HRVaQSibqWjUeDRardH9OZ0G6SDQCX8/MAABKJC4JaqluSfZr6Ie9/AHh12Ys2i+bldtkJCAy0yT2NhRQpQRBkkRpA6Ltxc1O36XJ3b3Dt1sqgdMJ+pb//egA/7PpW73xeXi46dOzE7udeOK9zzM4dWxE9MIpVvtbi6pXLAIDuPXrBx8fXqvcyFVKkBNGMcYTcQEdHaI10/abP2Dm3ht6XtbXOZ5XOnj7R4Pz0GU/jgQf6sfuvr1yic8wrixciOzsbK17+P4vLx1BfX8/2IO3R436r3aepkCIlCIIsUgMIvWzEjBzDbjure/fH/+3k7b+26h3e/vLX3sSwETHw8PTEg8MeBgD8dfSw3uu5umrayalUKjyXNBvPL5htEVm/+HQTvtqsfnnx8w+wyDUtCSlSgmjGkEXaOI0FEnm4O1fAUU1NNaY8NQ7/t3Aub3zylBmY+8xCdn/20wvY7RZBQbxjwztFoE+/KN4Yt09oTU019v24C3v37EJNDb9bTlN4963X2e2bN2+YfT1LQ4qUIAiySA1QV1trcN7YFJiK8nI8+8wMHPw502KymUrB5Uu4v2t7QcvS3d0dI2JGAwB63d+HN9eiBb8c4jsfpMDX10/nGufPnQEAlNzW5JyaW8jhdnERb1+oWIS9sWkbtaysLKSmpqK2thaBgYF44403EBkZic2bN2P79u1QKpXo378/kpOT4ebmhtu3b+O1115Dfn4+XFxc8Nhjj2HePHVT15EjR0KlUrHRc61bt0ZaWpotPw5BOD1kkDZO9x690C9qIE4cPyY4zzT2lmo1/NZmx7avkLXvB2Tt+wF513RL8JnDn0f+gLu7O/r2G2DwuGmTxxucHxT9IPZk/Y6wDuG8ca5FOveZhejbbwBcXFx0zn909DD89udpTBz/CDs2PnYYDh46yUb/msr5c//y9v/vpWVNuo41sZlFWlhYiOTkZKSmpiIzMxOxsbFYvnw5srOzsWXLFmzfvh0ZGRkoLS1Feno6AGDt2rUIDw9HVlYWduzYgZ07d+LIkSMAgIqKCmzduhWZmZnIzMwkJUoQTYAtyKCnwwkBuLi4YPv3mXoVgWdDTqN2w2+G28VFePnFZ5Gbc05nTqlUYskLSUhP+7zJ8tXKZJg+eTwmPTa6UVf9rZuFjV6v+3294O3twxsLDoDrCVsAACAASURBVG7DbjNW67l/zwiePzy6N+5wrMbq6iq8uuzFRu+rj5zzakU6febTOJ1zDf2iBjX5WtbCZopUIpFg3bp1CAkJAQBER0fj8uXLyMzMRFxcHPz8/CAWi5GQkICMjAwAQG5uLqKjowEAPj4+6NmzJ3Jz1Qm5VVVV8PPTdS0QBNEEyLXbKEpOCy8u3g15mDU1whbpyldewM5vt+L7777RmTv59zHs+m6bYDSssVRVVWq2Kyv0HieUnvPx519j0OCheG/Dxwbv0T6sA7s9KFrdGUiosL0+fvvlZ6OPVSqV+O9nqfj3zGkAQE6DRdrtvp46Ct5RsJkiDQ4OxpAhQwAACoUCu3btQkxMDAoKChAWFsYeFxoaivz8fABqZZuZmQmFQoGioiKcPn0agwYNQk1NDerr67Fs2TLExcVh6tSpOHnypK0+CkHcM1Cwkfl4NtR91RdUk3fxgt5z6+vNzz2tqqpit0tK9NfDreYoXIagli2Rvv0HPP5kvMF7DBw0BMmr38WO3Vns2LqN/4FYLMaHKV9gxcpXDZ7v5u5mcJ7LwZ8z8daqFXgsbgQA4GpDUf2OHTsbfQ1bY/Ngo7S0NAwZMgR///03Fi9eDKlUCjc3zZfs4eHBVvhftGgR/vnnHwwaNAgPPfQQYmNj0a1bNyiVSkycOBGzZ8/Gvn37MH36dCQlJaG8vNzWHwcRednsP4JwVijYqHE2/WcLglq2wqdf8i1LL9YiFVakdXX6g5W4CqapBR2Ki26y24asxIoK3efjA336G3UPkUiE6TOf5q3BxsaNx5ncQowd/wReWbZc8LzPNm+DRCJBZUUFdn23zagXt6Jbms9z9M9DyD55HAAQ2MJxO+zYNNgIAGbMmIHExETs3bsX8fHx6NChA+rq6th5qVTKLt4vW7YMo0ePxrPPPovy8nLMnTsX+/btQ1xcHNasWcOeExsbi5SUFGRnZ2P48OG8+4lEIoQEm+8OcJO4CF+HU8wjIi/bIRsi65XdCSDZrYu3p/oR4O/jxpPVGWTXh7Vkf2LCaDw+/obOS0erFurOL25iheB9lfUKnTHmuAJfTe6lrKYaIcGmV+yZ8t4qdtvHHXo/e+ktOW///XUfILSNuctj6nu5SXQDjwBgyMA+CG7dGoU3bmDJC0nw9hBh1uw5Bq/o5635Tr74eD273b1LKNpY4edqzO+LWGz4RdNmivTSpUsoKirC4MGDIRKJMG7cOKxevRoikYh15QJAXl4eIiIiAACHDx/G4sWLIRKJEBAQgCFDhuD48eMYMWIEbt26hU6dOvHuwUTwclGpVLhRXKUzbiohwT6C18mLeIBnjVriXpZGn+zOAMluXapq1A/Ximo5T1ZnkF0ftpZdJVZXNrpZdEfwvlKBtBjmuMtXNakdd8orcKfGdM+AXKGxZMfEjkLa1l0YMnSEznG//HaU3Q4ICMTQmEct9j1xFVFQy1aIGjgYFeV34eIZhKCgYBTeUOd+bvnqa3To3BP/t3Aulr26BsNGxOhc68zZXHb78BFNmk6t0sMqP1djfl+USpVBZWoz125ZWRmWLl2KoiL1L86JEycgl8uRlJTERusqFAps3boVY8eOBQCEh4fjl19+AaCuGnLs2DF06dIFpaWliI+PZxXw4cOHUVJSgt69e9vq4+iQF/EA8iIesNv9CaJp0BqpuTAetGqOa3f399tx5vQpAEBdbZ3geQAwb1YCu21KK7ZLebmsK7k3p4QfAMyY8rjO8Qd+ysAri9XFFqZMm4U/T15AUFBLneMsQUBgC2z6ZDO2fLMbLi4uaBkczM7duH4NqR+tw8XcHL3lCbMyfmC3mRzeL7bsEDSUHAWbSRYVFYX58+dj1qxZUCqVcHNzw/r16xEVFYU5c+ZgypQpUKlUGDx4MBIS1L9ca9euxerVq7Ftm9q3PnToUEyaNAkSiQTJyclYuHAh6uvr4e/vj5SUFPj42McVRQqUcHZojbTpMGuk0gbF9u+Z01j8/HwAQN61OwbXSLlrhrJaGdyN8Oxmn/obE8ePRPcevbAn8/dGC0YAwCuLF7Hbivp6Xjk/S+Hm7o662lp0iezGH3fVrANfu1qAa1cL2P2qqkpeAfrKygrcuH5N59raBSEcDZuq+GnTpmHatGk644mJiUhMTNQZj4yMxFdffSV4rbFjx7KWq6PAdfGSciWcAYraNR9N1K46/eXG9au8eX1BRNoVe2qNUIgA8FPWXgDA+bPqPE5ujIk+uKk7QkFHluC9D1Lxzdeb8dwLL/PGpybOQVbGHsFzJk4YhcwDfwIAThw/ihcWPS14nK+fv0VltTRUItBKUBQv4UyQRdp0fHzVFlWlCQpKpVLhr2NHeGPGFr2vV/CDl4zpOlNefpfdFous89gfO/4JpG//AZFdu/PGBz84HL8f/UfwnLzcHHZ78hNjUHjjuuBx7ULaW05QK0CKlCCaMWSRmk/Lluo1QCaHk0nXAID/7doheI5KpUKpVs5nrcw4i1ShpUiFLFJuE2wACA3ryG736m17b1lw67Z654Qs8UkJGg9l4qx5vBRJR4QUqZkoFAqcOnkccrmc584l1y7hDLAlAskibTItW6lLB96+XYyyslJ89slH7NxLzz0jeI5SqcSpE3/xxoy1SJk8ewB48bl5gm7Tjev5LdHkcrWynTNvIWbMnm/UfSyJoUChHhFt8Ofh33ljK19/C6PjxiOwRRAWabmKHRFSpGay8YO1eGrCKKx6bSkAit4lnBNSpE3Hx0edi1lTXYWiW43XsgXUivTE3+oi+P4N/TWlRrZh465x/rDrW8Fj7pTxO6SU31W7dhe9sNRu1t3nadvZ7TnzFvLmpsdPAKBeb/43txBeXt7YmPpfHD15AYGBjluIgYEUqZmkb1EXm/4mfbPOHFU8Ihwdcu2aD6OY5HI57t4xrv6stKYGhTeuw9XVFSNiRgEAcs6fN+rcCs56pz6USk1wUa1MBqm0BhKJxK61akc8PEqzHTMKj4yK0znmwWEPwcNT3d/VxcVFsMOMI+K4iTlOgkQiHEbOVaARedlkpRKODRmkTcbNXV2Qoa62FmWlJTrzIpFI54WltFS9PtqiRUsEBAQCAFa98Tpate2IMWMnGLxfY+3atI9hAo38AwLt7nn4+LN0nD37DwZFP4igFkH4ef8+3vwDfY0rWehomGSRKpVKHDhwAJ9++ikKCgpQUVGB69eFo6yaC66ujr0IThCGIIvUfBiLtK6uDqVlwopUG0bhBrZoAREninbR/JmN3o+7RsrQKri13mOY+ruMwrYnI2PH4v9eWgaRSITIbvfhbN4t3vwDfaLsJJl5GK1Ib968iZEjR2LhwoVYv349rl+/jtzcXEyYMAH//CMc2twccHUVNuop8IhwJqgfadNhXqbr6mpRVlqqMy+UR7rnfzsBAIEtgqBSaeaNSfOQCShSHx9frEh+C/f1vB8Av0rSzh1bAcAhI1/dG6x5hp732686nTkYrUiXL18OmUyGBQsWsG+xgYGB8PLywnvvvWc1AR0dQxYpBR4Rjg5ZpObDVAmqr6/nVe0xxNdbvgCgXhp6ev5z7Pi48U80eq6Qa7e09DZmzU1C6qfqAjbc3NIvPt0EALh6xTjZ7EVYh3CH7TfaGEYr0lOnTmHOnDls+T4A6Ny5MxITE3HeyEXyexFjS21R4BHhyNh77cyZEYlE7DrpuX9N886JxSK0adsOi195zehzhGryVjS0kPTw8AAgnErz2qp3dMYcgZlzkgAAn3yebmdJmo7RijQwMBCFhYXsHxzz/7///st2iG+OtG7TrtFjtAOPCMJhIIvUIjBu0zt3yho5ko9HQ3lBJjq1sUbfSqVScI305RVvANC4SrnFHjqGqxti9+nnmOuPK5LfRPb5q4jsdp+9RWkyRivS6OhofP3115g1axZEIhE2bNiAmJgY7N+/H8OGDbOmjA5Nm7YaRapdcYQgHB0VqCCDJXBzUyuwktvFJp3n21CwXSxmFGm93mOXL30eQwf0hEwr3/Tn309g7jPqovTuHp7s+LE/1S3ImOMZa9XREIlEvML1zojRivTll19Gv379kJubC5VKhTNnzuDGjRvo168fli5dak0ZHRpu3UvtX3AGCjwiHB1SpOahHSsxYNAQo84bOvxhABqLlBt4pM2Ob7agqOimznjH8E7sz4+71PTbrz8B0LiCGeuXsDxG55H6+/sjPT0dOTk5yM/Ph4eHB8LDwxEeHm5N+RweRT1HkUqlet+sSIESjggFG1kG7YjYjz7ZjIEPdGn0vLhH1b1DxWK1TSNkkdbW1iL+iTE642vWrtdJexGJROjcpSsuXbwAiYsEtbW1rLvZUS3SewGT8khPnDiBnJwcxMXF4eGHH0ZGRgaOHTtmLdmcAr5FalytTAo8IhwNskjNw00rjcPPiLZfwcFt2O+dUaRKAUU6YnBvnPnnlM54/NSZiBmpq2CfmqxuVSmTyfDHbwfYcXd3UqTWwmhFevDgQcyYMYOnOA8dOoRZs2bh4MGDVhHOGVBwfvGNqThCgUeEI0EGqWUQa72IuLq6Yv1Hnxk8x9VN44ZlXLtKAdeudt/SxvBsKLEnk9bwLFxnKbfnjBitSDdt2oQ2bdrgqaeeYseef/55tG/fHikpKVYRzhlQyOXstlBYOkE4A2SRmofQ+0j7sA4Gz+Guq4pY167hqF1jYBqNS2VSVFZUAAAenxhv9nUJ/RitSPPz8zF9+nT07duXHRs4cCCmTJmC/Px8qwjnDNRz1kiNsUhprZRwJGiN1DIIfY8SF8MhKNzAIJeGqF1t165QVSQASNu6S+913Tm5pJWVakXq6+tnUBbCPIxWpAEBAfj99995OUyVlZU4cOAAfHycsxqFJeD+ohu7RspUPCKlSjgMZJGahUpA4Un0lA9lcOUEKOlz7co5Hi8uQ4aO0HtdxrVbXVXJFqw3Zs2WaDpGR+3Gx8djw4YNGDRoENq1awelUonCwkIoFAo884xw89rmgFKpeRMVqoFpDNQdhrAXZJFaBu732LZdCADApRGLlMk9BQCRWP0iox21yzTk5tK6dVuD1w0N6wgAyDl3FiHtQwEALYJaGjyHMA+jFem8efNQWVmJ9PR0XL58WX2yRIIpU6Zg0aJFVhPQ0eHmfenLI9UHtVojHAVaI7UcX2xRN9turHyoMa5drkX6ZfpOBLVshYCAAIPX7dS5C9q2C8HNwhv49aA6l9QROr/cyxitSMViMZYsWYLnn38eV65cQX19PUJDQ5t1eUCA79o1tsM9QTgKZJFaBu73GNm1OwC+RSoWi3XWO7kWKevaVfJ/HvI6tUXaKrg1W7yhMVxcXDBo8FDs+m4bbhbeAKDuMkNYD4OK9Pjx4wgPD0fLli1x/Phxnflz586x21FRjlnH0drw1khNdO3mRTxAKTCEfVFRiUBLIBhsxFkjnTZjLsRiMTZ/8Qk75sZJf2GjdpUai1SlUuHqFbX3z9jmGAyBgUFa+y1MOp8wDYOKNDExEWvWrMGTTz6J6dOn6/1jE4lEPKXanOAHG5lukZI7l3AEqB+peQhF13Kjdr29ffDSy6/i0B+/Ii83B4Aei5Tj2k358H1sWPcWAMPtGoVgAo4YAluQIrUmBhVp//790bKlepG6uVqcjcGN1hPqymAqtFZK2BJy7VoPCceK9GgoJs8tJci1Mpmi9VyFvPmLjwWvZQweOoqUXLvWxKAi/eqrrwS3CQ3ccPVaM9ZIKfCIsCfk2jUX3RcSV4nm8cooNndOKUGuRSpuiNpVarl2Gby9TItF8eQUqHdzd+ftE5bH6DzSPn364Ouvv7amLE4JNzjAEhYpQdgSskgtg9D3yHXHMgXjPThtzoTySLnpL0z9XQDw9TOtoALX2vXz86cXJStjtCIdOnQojh07Rn94WqiaUJBBCLJACXtCD1rzEHouunO6rTAF47kWaX5eLrutce1yrsP5mZjar7O6uordListMelcwnSMTn8JCgpCZmYmhg0bhsjISN5itkgkwkcffWQVAR0dftRu4yUCjYGUKmErVIJVYglTEVKk3JcTZpvbgYUboct2f+GMcQOPtNc8G+Op+Ol4963XAQAzZs836VzCdIxWpN988w27ffv2bd5cc36b5a6RmuvaJQVK2Ivm/DdsCabNmIt333odEydNNXic/jVStSJlFPLNmzfY8n6A6RYpN90luHVrA0cSlsBoRfrWW2812z82uVyOGzduAK669Sq5Fmltba3F7skNPiIFS1gLWqqxDHOfWYTBQ4aja/ceBo9z56yRciN4RaxFqn6eDB3Qk3decHAbk2Xq0y8Kp04cx7DhMSafS5iG0Yp03LhxUCgU8PJqftFfry1/Cd9tT8dPvx1Hx/DOvDnuGmldnWUUKRVpIGyFigoyWASxWIye9zf+wstVnhIJpyCDiInaVQq+3PTtP8BkmT77cjsqKysQ2kg7N8J8Gg02qq6uxgsvvIC+ffuif//+mDlzJgoLC5t0s6ysLEyYMAGxsbFISEhAbq56sX3z5s0YM2YMRo8ejRUrVqCuoSzW7du3kZSUhNGjRyMuLg6ffvope62cnBzEx8dj9OjRiI+PR05OTpNkMoabhTegUqlwpeCyzpzSCoqULFDC5pAetSpt2rYDwG+uzY3KZRuDq1Q6HV/eem8joocMM/meAYGBpERtRKOKNDU1FRkZGaivr4dYLMbRo0exePFik29UWFiI5ORkpKamIjMzE7GxsVi+fDmys7OxZcsWbN++HRkZGSgtLUV6ejoAYO3atQgPD0dWVhZ27NiBnTt34siRIwCAF154AXPnzkVWVhZmzpyJJUuWmCyTsTCd7IU6MSg5b4/MC4AlIaVKWBNy7VqXrd/+iFdWrMLgB4cD0ETnasNapCqlznNmUvx06wpJmE2jinTPnj3o3bs3jh49iuzsbCQmJuLUqVO4dOmSSTeSSCRYt24dQkLULYaio6Nx+fJlZGZmIi4uDn5+fhCLxUhISEBGRgYAIDc3F9HR0QAAHx8f9OzZE7m5ubhw4QIqKyvxyCOPAABiY2NRWlpqskzGwgQFCPUG5Ll2LbhGSv1KCVtCrl3rMGDQEMydv4j9fvV9z9xgI4VcYTP5CMvQqCItKSnBo48+Cn9/f0gkEkyfPh0qlQrFxcUm3Sg4OBhDhgwBACgUCuzatQsxMTEoKChAWFgYe1xoaCjy8/MBqJVtZmYmFAoFioqKcPr0aQwaNAgFBQVo37497/rc8yyNW0Ny8/mzZ3Te4PmuXctbpIB6zZT5RxAWhSxSm8J15/LSY9hgIxUUCs0L+4kzustJhOPRaLCRUqlkq3IAmmLI2g1ojSUtLQ2pqakICwtDSkoKlixZwluA9/DwYNNIFi1ahClTpmDQoEGoqanB7Nmz0a1bN+Tk5PDCyAF1WHlNjW4ep0gkQkiwT5NkZfD3UwdYpX60Dl27dMS8ZzR5WWLOC6ZCUWf2vbTxPHKIt9+U67tJXCwm16FDh7Dzu2/x9tp34OHhgV8OHoRUKkXc2LEWub42lpTd1jiD7J4e6kdAC39PnqzOILs+HFl2X2/Ns65nj26snNdbqJ8xEhcgyF99TJu2bXFfZHvdizggjvydN4YxsovFhj02RkXt1tbWoqpKXSmD+V8mk7HbgNr1agwzZsxAYmIi9u7di/j4eHTo0IFnyUmlUjYyeNmyZRg9ejSeffZZlJeXY+7cudi3bx+8vLx0Uk1kMplgb1SVSoUbxVU646ZQp9B8iSkpqRj7+DTNHMcNI5XKzL6XNtqt1ppy/ZBgH4vJNTLmIQCAl08gFjy3GHFjRgMAss9fNTnXzRgsKbutcQbZa6Rq6+dOBf931xlk14cjy55fcI3dnjnv/1g5S++qn2d1dfW4dlOdP+riInHYz6GNI3/njWGM7EqlyqAyNapE4Jo1axAVFYWoqCiMGTMGIpEIixYtYscGDGg8NPvSpUtsoJBIJMK4ceNQXV0NkUjEc8nm5eUhIiICAHD48GGMGzcOIpEIAQEBGDJkCI4fP45OnTqhoKCAdasqFAoUFBSgc+fOuje2APt+3MVuc2tenjzxF65dLWD3LRW1qw9HWjM9eeIvnpu7oqLcjtIQ5kJt1GxD4qx5AIC5zyyEt7fG+OCmvzCuXW56DOHYGKVIVSqVwX9Cvfi0KSsrw9KlS1FUVAQAOHHiBORyOZKSkthoXYVCga1bt2Jsg5swPDwcv/zyCwC1xXns2DF06dIFERERaNWqFX788UcAwO7du9G+fXuEh4c36UtojKrKSnabsbquXb2CyY/H8o6z1hqpIwYe/XrwJ17wVXWVc76NNncoate2PNCnP06du4KXV6zijbPBRtCkv5jaOo2wH426di2VnxkVFYX58+dj1qxZUCqVcHNzw/r16xEVFYU5c+ZgypQpUKlUGDx4MBISEgCo019Wr16Nbdu2QaVSYejQoZg0aRIA4P3338err76KTZs2ISgoCO+9955F5GwMX18/1NbW4qEhuoqtrrYWKpXKqhGQjJvXHor1lcWLePuVlRWabbJInRqK2rUdvr66nVy4lY0UCvVyEbcNG+HY2PQnNW3aNEybNk1nPDExEYmJiTrjkZGRevugdu3aFTt27LC4jEK8vOINvPNmMgC1a/funTK9x8rlcl7wlCWxZ8/S69eu4rvt6byx0hJNzeXbtzVR3EqlEk/PnIx2Ie2x6q0P6CHtwJBF6hgwfyMqpRLyBs8Wtw0b4dgY3UatOTMpXqPkVSoVr3O9NtZcJ7Wne/ffM7qpN3GPDGa3Cy5rcngP7M/Ab7/8jG/SN+MSp1UU4XgwepReduwLE8iSc/4s/rdLbSBIXMkidRZIkRqBf0AAu73t6zR89on+lnGWLFzvSBQX3wIAjBn3mOD8t9s01urC+TPYbeqF6ByQIrUv3GCvLV+qS6FSsJHzQIrUSNZv+NDgvKRhPcMWkbuWCD5anfwK3nxjhdHHr3r1ZQBAYECg4HzB5UtQqVSorKzg5Rj/37NzIbVQn1bC8lA/UsdAJNZ9FLtSsJHTQIrUSBr7pWYa79bVWidyVx9NqXZUWVGOtP/+B19+noqammq9x6lUKiSvWIznkmazY4r6enh56ebrAsDOHVvR5z5+kezi4lvYvnWLyTISNoYsUrsiJkXq1JAiNZJGFWlDn0FrW6RcGCVqqjItvHGd3b5+7are47JP/Y2vt3zBy6Nd/Mpr2LJtNwY/OBwZB/7EytffZudeWbxQ+Donj7PbGXv/h5eefwZ1dXVQqVR4dl4i5s+ZiqtXCkz6DIRloGAjx0DItU6uXeeBVrONpDFFKhap30mslUvaGKZE8d64oamucikvF8HBbeDl7Q1XV1feH/SFnHM657ZoEYQWLYKw5ZvdAIAukd2QsXc3Thw/pvd+P/7wPVoFt8GK5DexaP5MAED04GF4ZFQcsjL2AAB+3r8Ph/46y7abImwLrZHaFyGL9NatprWrJGwPWaRG4iqQ0jL3mYWY8MQkDBo8lFUAtrRIuZiyZnrjukaRLpo/E/3v74Te3dqjX69w/HX0MDvHLUQBAK2CWwter/+AaJ2x3n368/a//DyVt19ZWYG7d/lpROfPnTHuAxAWgyxSx0DoRebsmdN2kIRoCqRIjaRFYAudMR8fP6z78D9I3/4DW0TflmukTQ08ull4XWdMLpejorwcS19cwI5pBwnF6YnY7RLZjd0ODeuAg4dOoXPnLgZlcHFx0YnoJavIftB3b19EInoUOzP00zOSlq1a6ox5cwr1uzUo0tpamc1k0sbYtVKuRaoNU+6xuroKH657mzenL8ioc+dIdnvt+ykI69AR5eV3DcogFot1jiHryA7Qd+4Q0IuMc0OK1EhatmylMybhlPBiFKm9XLumBB6VlZUCEHZXM2s1e/63U2fOS6C7DgB07KRpFsC03GsVHGxQBhcXFx3XsVAbPMK6MC8v9CC3L0JrpITzQMFGRtKypa5Fyg0scnNz1xmzF40FHjEKrE2btrh29Qpv7vq1q4gIFc4VbRGk+x0A/NqhLg0vFy8sWQmRSIRv0jezc7KGPrOA+sHNrdULADXV+lNxCOtCitS+NNbvknBs6DXISITq53LduO4N8/aySLkIKdF176xGdL9uuHWzENXV6k4tbdqYFiErZJUzbPpPGpIWvogePe8HAAQFtcTqt9fzjnlz1XJ2u05ep6NIGbkI20HudAeBXmScGlKkJtA+NIy3/8TEBHbbXIs0deP76NqxJa8QvCk0Fnj08aYPcLu4CKkb32dbnj02Mb7R6764dCW73bp1W73HxcaNx0svv2rQsuFap7Uyma5rlxSp3aB+pPZFLBBs9PFn6QJHEo4IKVIT2JP1B3778zQuXi3DuUtFvJxHxmKta0KtXam0Bh+89ybq6+vx1GOjLSIrd61UynGpnjzxF27fVveEHTf+CbyycrXB6/TpG8Vuc9dCzeWdN5Px6y8/AdCk1VSRIrU5ZJE6BkIvoCFaL+6E40KK1AR8ff0Q0j4MIpFIx9Wrido1XZEW3brFbpeVmV/kXTvwaN7Tc9m5nPNnoVQq0b1HL3h7+2DuMwvRP2oQ73xPTy92u0PHcKxZux6r3lrHNjU3hReXrEBoWEeEd4rQmTt/Vp03yli6tEZqP2iN1L4IBRtJXFzsIAnRFEiRWghzonblco07ePCQ4RaTCVAr0+++1e3b2qqVJqq2qorvYuUWWGjdph3ip87ElOmz0RQWPLcYvxw+hQGDhug9hrHstddMCetDFqljIKRIXaixt9NAitRCcNdI5XI5SjiNrhuDu67KKDWlUomz//4DuVxutmw9evTQGeN2aHkqfjpvjsklBdRpKpbAs6GovxCM4i6/e8ci9yKaAFmk9kXg+3dxIUXqLJAitRBunKjdyY/HYlDfrrxm14bgWqSVFWqrbMuXn2LCmOF4feUSk2VhAo6Y4COht92+/Qey2/FTZ+I//93K7t/XoycAjZVtCZii/tp4e/ugVpo9UAAAIABJREFUbz/1OuydO6RIbQ1ZpI6BoGuXLFKngRSphWAt0to6/HP6JADgt19+NupcOcciLSlRW7Jbv/ovAGD71rQmycMo05qaapw5w69hO3nKDCQtfJHdd3d3R8zIMejUUNbvmQUvYMOmz/HTr3816d5CuDcUatCmTbsQ+Df0OCWL1H6QQWpfhKKmSZE6D/STshBu7rp5pMYGcHDdt8VFt6BQKODr528Rue5PXsxuL3rhZVzMzcFrb6wVzIv9IeM3VNdUIyAwEOMmPGmR+zPI9aQF+fn5IaChjjEpUttDHUYcA8E1Ugo2chrIIrUQ5uSRcpVvfX09aqqr4WcBRSqTSoG8PHb/o0dHY9Mnm/Vahx6engjSU73IXCScNnRr3tnAbnt6esHfPwAAUF5+l7c+S1ifc//+AwBQ1tP3bk9EApWN9JXkJBwPUqQWwt1NIGrXCIM0ecVizJ0xmTf24nNPW+SPaPyY4cDff6t3Jk60q/8uceY8dInshiefmoIH+vRjxz08PCGRSODj6wulUomK8nKjr6lSqWiNzwAqlYoXVGaI+xoqUhH2geu9ennFG/hx/x/w9vYxcAbhSJAitRBiF/VXqeQ8uBqrFqNQKPD1li90xn89+BN+O/gTu68duSuV1uCb9C9xu7jI4PXzL11kt98aOMzkdmuWJCAwEBkH/sQ7H6Sw1jsAeHmpc1YZC/zfM8Z1sAGA5OUvYXD/7ii/a7jTTHNEoVBg1IgBjVbLYtbhglu3sZVohABc126HDp3QrXtPO0pDmAopUgshaQhVlysU7JgKhq0lQy3XZDJNNSKZVl/Qde+sxqvLXsScGZOMli/AX7gQvT3gKlKPhuIPTOH7mVOfQN7FC41eQy6XY2vDywQT3GUJfv/1AC7n5zV+oJWQy+W4c6es8QMboeR2Mfs5HhrSR/AYpVIJRcPvqyvH9U7YHq5FKqJOME4H/cQshLghMEBao6nOo5CrH1KlJbcFXWzGrqfKZHyFy0QDM+tbxuAfEIiIvGz2nz3hBjox+aUenGpKVwryG70GNzDpx//txO3iIrPdvP9kn8Ts6RMxcnhU4wdbibkzJiPq/s44f+4MCgUasBsLtyl7TY1wxajdO7ez21TZyL5wc0ZdXOix7GzQT8xCuIjVivRibg47JpNJcTE3BwP7RGL+3Kk659RyFOTkKTMwZOgIwWtrK1Ju3qk+arXOCQgIaPQcW+EqoEi5baSMqXB0l6NId367FdH9umHj+nfMkuuJR2PMOt8SHP7jFwDAo6OHYdjAXrzWc6ZQbUS5xaUvLmjStQnLw/UI0EuN80GK1EIwa6SFNzRWRK1Mhv0ZPwIAfvk5S+ccbl3eNWvX612n4rp5AUAuVwgex+Xq1QLefrv2obx9e1qlPIvUSx1U1apVa3aMKUohhFKpxM2bN1BWqluT+KMmKtL6+nrEDO3X+IFW5qyAh+H27WLs2rkNJ0+YltMr1WOFEo4JV3lS5LrzQXmkFkIo50smk+koMC7MGmlEZDeIRCKEhnUUPE7bKuFGBp/8+xivShHDkUO/sdsfbUqBr68f8nwfYBWoPQOPuGukng0Vj8aOfwL7M9UvHYYs0jWvL8OWLz+1qDynT/2t405WKBQ2T4ifHj9eZ+yhIZqfU9414/Nstd25FeXl8PO3TG4yYV3qFcZFWhOOA1mkFkIs1lWktbUyNggJ0C3HxrRcc28oxTd8xCOC19a2SO+UlbLbH7z3puA5RQ2J9gv/bynmPj2PHTfUs9RWcBUUU4ZwzNgJrHvLkDvT0koUAG7e1C1KYI9ONIYscVPIPvU35iTyA9E+/fhD3n5T++YS1qdeSYrU2SBFaiGErJf0tM951qP2uiVjkTKuzm738UPeu0R2A8DvzqJ9jZuFNwTlYdzGAQH6o3XtFXjEdWMxlrxYLGabiDelFZ05cF9MGOzhXuM2im8qNTXVmDh+pM74Jynr2bxSlUqFIVH3mX0vwjrUKxpfuiEcC1KkFkKsp5wXVyloBw1VVakbWXt7q/t8uru7Y8q0Wex8j169AQBlpZoHfc75s7xr6GvbxtzLQ08VI3tH7jJwA4/c3dWyGkoLaoymRO4KpZsoVbZXpI0FkRnz2f747aDeuZeefwYjBvfGzcLrgi8PhGNAFqnzYVNFmpWVhQkTJiA2NhYJCQnIzc0FAGzevBljxozB6NGjsWLFCtbtNH36dMTGxrL/Bg4ciLVr1wIARo4ciUceeYSdmzFjhi0/ig4uenK/Kio0lXr++O0Ab66yYY5bDrBzl67sdmBgEAB+s2/tggX6XHSMO5hRToawp1Jt3z6M3W5Kc/SO4Z15+3VNsGbvNijSqYlzENhC/Z3bo2JSY59bLpc3ail7efErYr393kcAgD79ovDDrm9xs/AGfuUU+wCAV1asaoK0hLWgNVLnw2bRFIWFhUhOTsbOnTsREhKCtLQ0LF++HCtXrsSWLVuwe/du+Pj4YMGCBUhPT8fs2bPx1VdfsefX19fjySefxGOPPQYAqKiowJ49exAcHKzvljZFX4Fpruv1hUVP49HHJrL7TFUjrlX5yKgx+PTjjZg55xk2Wf6dN5ORl3sB73yQggs553jX12eRMg9lfXV18yLsG3g0a+4C5F44z2v47c4qUmGLVCgXd/+vfyGyQxC7L5PJ9H5mfTDW2QN9+yNz3w/qQTsoUubl590PUiFXyLFi6fO8+amTxuHsv/8g7evvERIahvNnz+BKwWX8efg3RHa7D+3bh6FtuxDeOUOHPwwAyDmn8WTc5VjgD8WMwtz5i6z1kYgmYGxZR8JxsJkilUgkWLduHUJC1H/o0dHR2LhxIzIzMxEXFwc/P3Vlm4SEBGzatAmzZ8/mnb99+3bcd9996NaNWTesYs9xBPS5dvfs/k5wvPzuXRz/608AYK0gAAhpH4bDx9UPvW2cFmo7v92KN9/9kG2vxqAvMKeWtUj19xS1Z9DRimTdICmmZ6k+y6y6wRXORbtrhlRaA38Tc2bLytSKpUWLIHb91h5rpEyhjTZt22Fg9IOsIm3ZKhglt4tx6sRxAMBXmz/HH78f4AUn/XJgPwBgw6bPAQCPjIpDyqdb4OLiAh9fX1RVatbZyzhuXWNSqQjbQq5d58Nmrt3g4GAMGaK2PhQKBXbt2oWYmBgUFBQgLEzj3gsNDUV+Pj8Voa6uDp999hmSkpIAADU1Naivr8eyZcsQFxeHqVOn4uRJy5WJawouWlG7LRq6qGhH3DIcaki8B4CXGoJstFFqvZl+u01joY+KHQdAOFoY0CgjfQ21tXGEikesRarnO6usFC5on3HgT3Zbex3aGO7cUSuWwECNIrW1a5cbRBbeOQIuLi44ln0Rf53WLVcoEumP8GWUpI+vL+slYdbgtY8BzFuPJizL0GHDAADDHxKO3iccF5vnkaalpSE1NRVhYWFISUnBkiVLeAn6Hh4ekGpZWXv27EGvXr0QGqrOyVQqlZg4cSImT56MXr16ITMzE0lJSdi/fz/8tXLlRCIRQoLN76LgJnExeJ3bwfyHVUi7toJFA5hr3LmtLtzwwosvoXePToLXnDd3Bl5b/hK7f+HcKXZ7585v0bJFAGprZWjh68JWCGJQ1qvXTkPaBDQqu+eRQzry2YOQ1uoI43P/nmbl4MpeVqRrPYUE+yAkuD969OiBs2fPws8LaBPkieXLXsGIEQ9hTFxco/etrFAXve/eJRQSiVr5tA7yQjszv4vGvncu16+rZfD29kb/3up1cuZcuZb73t/PC/qok6pfNloG+rHnB/j7selQACCr1ihhZX2doIymyO5oOKvsBw8cRNndcofytBmLs37ngHGyiwXa3HGxuSKdMWMGEhMTsXfvXsTHx6NDhw68gBmpVMp2BGH48ccfkZCgSQ3w8fHBmjVr2P3Y2FikpKQgOzsbw4cP552rUqlwo1jXJWgqIcE+Bq9TWs5/2Hn76roXvX182Wvk5V8FAHj5Bhm4Lt/avHBBbZ28t/5jFJXJ4O8fiOLiWziXew1t2rbjHVtRqc6DrJICdYp6o78DzyOH7ObyrZSq3anFxcVYteYdzJn3LO97z7+i7nbTt/8AzJg9H5Fdu7NzElf1uujVwjJcLfwDGz/cgI0fbsCFghLe+vWdO2X44N3VmDNvIRuoVHJb/cIjU7qD8egW3q6ESmLe701jvzNcvtq6AwDQPrSDzjlS7Wjvav1BSQVX1WvySpEbex13D/7f081bxex2ZWW1oIymyO5oOKvsIcE+qJSJUSlzTtmd8TsHjJNdqVQZVKY2c+1eunQJR44cAaC2EseNG4fq6mqIRCKeKzcvLw8RERHsflVVFbKzszF48GB2rKamRsf9CwjnctoKbRfrsBG6dVu51jIT4GJKI21mTZVZA2T+P/NPNk6fOsE7trFgIy5cxWnPdVNuhPHbq3Xd3UzFIx8fX4x99HE2zxbQfE6pVMrzaFzTKpW4Yunz+CZ9MxIT1EFrKpWKrQLk7e3Dtmy1tWv3zGm1t8HH11dnTluWKwWXefvcFCImVYrrofD24b9tc6PA46fObJrABEGw2EyRlpWVYenSpSgqUlsVJ06cgFwuR1JSEjIyMlBaWgqFQoGtW7di7Nix7Hn5+fkIDAyED+dhUFpaivj4eFaZHj58GCUlJejdu7etPo4O2lG72mkIANgHvFwux949u9THNaGBd0BgCwCaIKWkuVPx5PhHUHTrJntMrQnpL4BjVDziBkYJlbM7+HMmAM36MxdGcdTKpFBw+remp2n6vdbKZGwZQqYmMtPr1dXVFWKxWBO8ZGNFysjz/IvLdOa0i5ifzta8NCUtfBF/ZV9E3/4DAAC//qJObfHkeHW0G0Qz9+rcpSumzZhrAekJonljMxMuKioK8+fPx6xZs6BUKuHm5ob169cjKioKc+bMwZQpU6BSqTB48GCeG/fWrVto1aoV71qhoaFITk7GwoULUV9fD39/f6SkpPCUra3RVqRC3e2lNTV4f+0q/PfzVHbM01P/ehcADIx+EMf+PMQbY6oVtW8fhr9wmB3Pz89D6zZtAXCDjUxLBQFgt7QYd05glKurm878N+mbAQAtWugqUiaoSiqV8j7zlSsaz8X58/+y2wEBgbhScBlBLdXXYur/aqJ2baNIq6oq4e3tg4py9Rqpv0AlKrFI877r6urKa/T+0suvAgA6deqCk3//xebRcn+vtF/WGAt3yIPDdaKeCYIwHZv6QqdNm4Zp06bpjCcmJiIxMVHwnFGjRmHUqFE642PHjuVZrvZGIuE3RuY+vB4c9jAO/X4QMpkUn6Ss5x2nHSSkTeqnX6Ffr3DeGPOwjezanTdezSklaEpBBi72jNzlWqTaD3huOsrkKbq/Kx4N36NMKuXVN/7l5yxcKbiMDh3Dcfj3X9nxu3fvIGZoX7y4ZAUATRsrW0btXim4jJihfXlj/v66a+sSVwnQsEzKVaJcXN34v39ci9RH4KUO/9/efcc1ee1/AP8kgbARkCnDBeIEB+DA1lkn1Wrd1l13bWut2vbearW9ba21rpb+HK1a0V6sdQEV9NbaOloBB+JEAihDEEFkJYQk5/dHzGPCEgTyJPh9v16+XiHJEz45Bg7nPOf5Hjyd2SCE1A/9OdpAKo78bGyerrxb+/mGajs082eMSJvZ2WHAIN0/JDSVkDp29tO5X1NonTHGXV/6PCNSDX13qmLtjlSg+9HUXAdpbWODtt7tKh2rGZHKZFKUK3Q7m6iIQwCAqwmVL5HSFP1/OiJVf199dKQ3rlfeNs3OvvKIVHt0PnvuYu62f7cA7nbvYN1Fdhbm1Z8jrel7EULqjjrSBqK9qGd4yGs6Han25T0V1WaBlPaUZ/eAIG70VHEaULNoJvaf8ygvL4ednX2dq/zweZ5Uu9OvWLFJU2pRu121aUb2Uqm0Us3akhL1irx7d1MrHachNlP/H+mzIEPF92htYwNr68qLjUy1ZjuCej1ddPfrsael/oaPHK1T6s9G6xKK6v6Is7aq/L0IIXVHHWkD0S588O6yD3UWiNjZ2Vd74btbhctWqmKltXBpybsrtV5XdxpQM2rTrHgVPecqZs3CI313qpaWVgjdri46UVyiuxxdU4yhuo5U8wfDH7/HQFGhWo8AAjDGkH7vbrXf+/GTc5RP/98af0QqLS3V+drNzb3K53X2U/8/uLi2AKvm3K1AIMCsuYu4r7XP0ZtXc/qAz1XuhDQl1JE2EM0oEVCPZqy1fuFX94tsydKVsLF99mbLPlrnQrW3RXNydtV5nubykAc52QCAyVo7ydSHPqd4Xxk2EiKRCOVyuc71xdpTu1VxdFTXXFapVJWmdgsfF+BxQQFkMqnOSE2bplKQ5tysPqZ2Syt0pJbVnMv8Yv0WzJyzEGHhR+HXVX1OtWJNXUB3wZv2Oeap02ajV5+X8Pn6LdxpgqBewRjx6ph6vwdCCA8FGV4ECkU5fNq1x3fbf4JXy1YAgCnTZleqkxvct18VR1fWqvXTykfaHa9YLMbe/x7FtEmjATzdt9TDywsPHmSj70v96/Eu+Fl4JBAIYGVtjcLHj5+c81UviNGU/qtulXPX7urzhRf+PsutgNXYH7YLY8arV4JbWljVuIG2Pqd2K45I/fy7Vfm85o5O+Pcnn3Nfn429XuXlQRWP0bCxbYawcHUx/gmTpj1vXEJINagjbQQWFuqp2KHDX+Xu0yxm0ab9y64m2luFOWgVuAeAXn1egp2dPQoKHnEdhOYXtEUV17I+L+/kK3qb6rW0tELh48coKdHa0FyzCXo1Rfi1z6/evHGt0uPjRw95cnz156sB/a7azclRX/c7681F8PD0QsiosbU6rmIVK21hByKQlZFeaXs5QkjjoY60AX2/cx8y0u/qjCA1qvoF/qxrSDW8fXzx2ZcbYW1tU2kkIhAI8Nm6TXhr/gwk37mNBznZ3JRhxVKLdaW91Zo+af7o0N6ZRDPNW9UfJEDt2/JZW1QJnkyJ6mNEmnznNgB1FSzNdmf11at33wZ5HUJI7VFH2oBeGVp9gfSqOoCqqh9Vp6ZSbpqVnlcTLqF/cNcqL8qvD30vOtIsglEqFdj2f98DIkuE7VFvD1bdtnBV7XIzdPiriDkeoXOftLQU3+8Iw7rPV2PQK8Pxw/ZvATwt6cgtEWvEEalKpYJQKETuA3WVr5pGmIQQw0cdqZ5UdQmMRT1HjBraC3DkWnt5OjrVf9NzPi6H0Syayc97iHffeVvnsepGpBWnfGfMno8VH61BJ2/dBVklpSV4ZdhIvDJMXczj1dGv49bN69y2dI09tZuWmoIxIQMwbcZcPHyoLh7fEP9PhBD+UEeqJ1V1ANorfevDtpqVvw15eYP2FG9jd66a3BVXtQLVj0grXhbj7OIKMzMzTHljFvaH7eLul1fYNLyzX1fu8hLg6WpXFWucqd24C+dRVFiI0K0buPuqqmZECDEedPmLnjxrkUt9VNWRzl/8bqN9v8Y+byp6UuJPKq2qI626uICpqSkuX0/jvtaM9u0rLM56lqcj0jodVmtKpe41rmZm5lTvlhAjRz/BelLdlGRDqOpaVAvzhpk21tDnFK+mkISm5KG26kakgG47aN5/dQUcqiNo5OtIK46y61PCkRBiGKgj1RObKkq/NZSqOpfqikA0hMaf2lWfI9WUPNT2rOsnNXuUahYPeXi11Hn8wJGYGo+/cU1d//bvc3/VLmwdVbx2VKFQVPNMQoixoI5UT6qryNNYahq5PS99lQ3UTO1W1ZFqCjNU55ejJ/DXhURuO7lXhuruENS9R1CtMnz52ce1el5dVZyuLqlQCpEQYnyoI9WTisXIF7/9foO+fgt3D52vfdt3bNDXr8g7+UqjnSutabHR8JGjazzW2toGLVo8bQuRSISzsdfRrJkd5i18u4Yj9SMv7yHfEQghDYxW7eqJrdbKzJ8PRiGwZ58anl13e/97DFs3rcOo18bD3NwcQb2CG/T1tWl3oI1R8UgzIi0p1h2tBQT2grePb51fz9WtBWITkittvq5vYXt24pf/7uU1AyGk4VFHqifePr6Yu2AJWrXxbvBOFABatmqNrzf9X4O/blUau+KR5hxpxWnPiqPuuuC7E819kINP/r280v279x3iIQ0hpCFRR6onAoEAK7X2i2wqGuOcqWZz7dwH2Tr366P+bWNJT9fdwu318VOQkXEPvYNf5ikRIaShUEdKnktjLjo69b9oAMAfv5/QuV+zubcxKtMqBDFp6gx89uUmHtMQQhoSLTYi9daYC4+0ders3+jfo7HIn+xe83L/QdSJEtLE0IiU1EtjLzwCgClvzIJvh04YN2Fqg7+2vpTJ1CPS6iozEUKMF41IicGZu2CJztc9gnph6vQ5MOOxClB9z89q9lNtjOt7CSH8oo6U1Iv2CLShRqN9+vbX+bqtd90veWlISqUSY0MG4Z1Fs5/7NTTnSGlESkjTQx0pqbeGrnhUsf5sp85+DfbazyMj/R4Sr15GVMTh5x6ZymRSADQiJaQpoo6UNKiGWHhUcZNuzY4sfFEoyrnbVe1IUxuaTbxtacs0Qpoc6khJg6m48Oh5NdSG5w1Fu8JSQcGj53qN5OQkAI1fupEQon/UkRKD4+nViu8IOrQrLBU8qtyRPsx9gB93hEImlVb7GkVProGt6/6ohBDDRx0paTANdZ7U0M4jFhcVcbdHDXsZWVkZOo+//+5CfL72X1i7+oNqX6OosBBA3fdHJYQYPupISYPSLDyqb6favkOnBkpUf8UlRTpfnzgeyd1mjOHsX6ee3B9R7WsUFak7Un1vp0cIaXzUkZJG9bznSj//agvaerdDZNTxBk5Ud/+cO6PztWabN0D3nKlDc8cqj2eMIS8vFwBgZ2ffCAkJIXyiykakUdS34pFf1+6I+eMC3J2tkfmAn82vGWMQCAT49Zf9Ovdrnwt9XFDA3X6Un1fl69zPykBRYSHsHZpX29kSQoyXXjvSmJgYhIaGoqysDPb29lizZg3atWuH3bt3Izw8HCqVCgEBAVi9ejXEYjGmTZuG3Nxc7vhHjx5hzJgx+OCDD3Dr1i188sknePToEezt7fHJJ5+gffv2+nw7pIlTKpU6o0+NktIS7nbh46cdaVFRIdf5art18zoA9XQ135fyEEIant6mdrOysrB69WqEhoYiOjoaw4YNw0cffYQrV67gp59+Qnh4OI4fP468vDyEhYUBAPbu3Yvo6GhER0cjKioKbm5ueO211wAAS5cuxZtvvomYmBjMnDkTy5dX3uuR8Kcxd4dpTKs+XcfdViqVVT5H+3KY/PyH3G2FQsEVXtD24Mk1pB6eLRsqJiHEgOitIzUxMcGGDRvg7u4OAOjduzdSU1MRHR2NESNGwNbWFkKhEJMnT8bx45XPi4WHh6Njx45o3749bt++jaKiIgwePBgAMGzYMOTl5UEikejr7ZBaaKiFR/o0feY8riCESqXU6Uy9WrYGAPy44zusfG8xGGNITdH9zGlW52orLVGPYK2srBsrNiGER3rrSJ2dnREcHAxA/Zf74cOHMWjQIKSlpcHLy4t7nqenJ1JSUnSOlcvl2LFjBxYuXAgASEtLg4eHh85zqjqOGBZ9bLXWEEQiEQD1iDQj/R53/yefredu//rLflxPTMCDnPs6x2qfJ42KjMSxw79wHamlgRWaIIQ0DL0vNtqzZw9CQ0Ph5eWF7777DsuXL4dYLOYeNzc3h7TChe0RERHo0qULPD09AQBSqbTStYZmZmYoLa1cvk0gEMDduf4jAbGJqEFehw98Z7c4f5a77Z18BdI+fWt9LB/ZTUzUHamLgwVmTJrF3d/Rt8LUrKIYTCHTuUslL4S7szV+/GEnFi9S/+E3e/YcAICri4PRfIb4/szUh7FmN9bcQNPPLhTWvLZB7x3pjBkzMH36dERFRWHSpElo2bIl5HI597hUKq30l3tkZCQmT57MfW1pacntpqEhk8lgZWVV6fsxxhpk1Sefq0fry9Cy1yULH9kFAvVETUZOIRISErj7ZQqxzvNeG/0qXh39OgBAKBRCpVLhxu1UtPcr4jpRALiccBUAoGAmBvX/UBND+8zUhbFmN9bcQNPPrlKxGjtTvU3tSiQSnD9/HoB6lBgSEoKSkhIIBAKdKdnk5GR4e3tzXxcXF+PKlSvo06cPd1+bNm2QlpYGlUoFQD1VnJaWhrZt2+rp3ZC6MKZzpAAgfDK1q6qw2KiqqkSaQgttvNsBAHJy7uNh7gOd51y+GAcAcHZ2bfCshBD+6a0jzc/Px4oVK5CTo17BePHiRZSXl2PhwoXcal2FQoH9+/dj5MiR3HEpKSmwt7eHtfXTobe3tzecnJwQGamuMHPkyBF4eHigdevW+no7pI40nakxdKra50i1VVWVqPBJDd22bX0AAA9ysrn7KjKkak2EkIajt6ndwMBALFiwALNmzYJKpYJYLMbGjRsRGBiIOXPmYMqUKWCMoU+fPjrTuNnZ2XBycqr0el9//TU+/vhjfPvtt2jevDnWr19f6TnEsBhDJwpodaQqZaX7g3oFI/afc9x9mu3R2mh1pDKZ7nlTDdpCjZCmSa/nSN944w288cYble6fPn06pk+fXuUxQ4YMwZAhQyrd7+vriwMHDjR4RtL4tFfvGmLnynWkisrXke47EIGJY4fhUnwsACA7W71qt62PZmo3G2VVXEsKUMF6QpoqqrVL9MoYLoHRjChLS4rRuYu6o/9u+08A1Of3v98Rxj23/MlCOW9vXwBAwuV4bPz680qvaWFhCVNT00bNTQjhB3WkRK8McQRaUd5DdVnKtas/QFmZulNt1aoN93hzRyd06uKvc0zrtk8XyP197i8A0Dmv79Cc9iElpKmijpTonbEsPPrn/BncSboFADB7Uu1IQ7tKkbOza5VVi7Q7Tzo/SkjTRR0p4YWhd6IVmZnrFgCx0hptuj8pFFJRixYtuNtKhaJxghFCeEcdKeGVd/IV7p8hM68wIrXWGoHeuJYi19jBAAAgAElEQVRY5THBwU8rOC1asqxxghFCeEcdKeGNoXee2iwtdatmtX2yuAgARr46BgDQTGv61sLCEnPnzuO+bkYbehPSZNHG3oQ3yd5djaYzrVjbuWPnLtzt9z9YBQCIPHkWF2P/QdfugXD38ISFydPSl/YOtNiIkKaKOlJiEIztnKmrmzt329lFXfrPzc0dIU9q7wKAhcXT6WC3Fk+fTwhpWqgjJbwyhg70rwuVz4F27NQFn63bhDZtvKs4Qs3c3Jy77UAjUkKaLOpIicEwlIpHTs4uXOk/dw9PtGjhUeXzJk2ZUePrCIVCnI+/CaFQCIGg5m2YCCHGixYbEVJByKin07MmJvWrRuTs4gpHJ+f6RiKEGDDqSAmpoO/L/bnbJiY0aUMIqRl1pIRU8FK/QdxtTQF7QgipDv25TQyGoSw8EgqFVd4mhJCq0G8JYrC8k6/A4vxZvmMQQkiNqCMlBslYCjUQQgh1pMTg8dmp0mUrhJBnoY6UGDxDOXdKCCFVocVGxCBpOk93Z2tkPijmOQ0hhFSPRqSE1ISmdgkhz0AdKSE1uHm96r1GCSFEgzpSQgghpB6oIyWEEELqgTpSQgghpB6oIyWkBu8s+5DvCIQQA0eXvxBShTOx15CZfg8BQb35jkIIMXDUkRJSBTc3d7i5ufMdgxBiBGhqlxBCCKkH6kgJIYSQeqCOlBBCCKkH6kgJIYSQeqCOlBBCCKkHva7ajYmJQWhoKMrKymBvb481a9agXbt22L17N8LDw6FSqRAQEIDVq1dDLBYDAPbv34+dO3eivLwcAwYMwMcffwxTU1PMnDkTaWlpMDc3514/Ojpan2+HEEII0d+INCsrC6tXr0ZoaCiio6MxbNgwfPTRR7hy5Qp++uknhIeH4/jx48jLy0NYWBgAID4+Hrt378bBgwdx6tQplJSU4NKlSwCAwsJCbNy4EdHR0dw/QgghRN/01pGamJhgw4YNcHdXX5vXu3dvpKamIjo6GiNGjICtrS2EQiEmT56M48ePAwAOHTqEiRMnwsHBAaamptiwYQN69uwJACguLoatra2+4hNCCCFV0ltH6uzsjODgYACAQqHA4cOHMWjQIKSlpcHLy4t7nqenJ1JSUgAAt27dQmlpKaZMmYKhQ4fim2++gVKpBKAekW7evBmvvvoqXn/9dfz+++/6eiuEEEIIR++Vjfbs2YPQ0FB4eXnhu+++w/Lly7nzoQBgbm4OqVQKACgqKsLFixexfft2yOVyzJgxA56enhg/fjyGDRuGQYMG4aWXXsLFixcxd+5cHD58GC1bttT5fgKBAO7O1vXOLTYRNcjr8IGy84Oy88NYsxtrbqDpZxcKBTU+rveOdMaMGZg+fTqioqIwadIktGzZEnK5nHtcKpXC0tISAGBjY4ORI0fC2lr9JseOHYuzZ89i/Pjx+OSTT7hjevTogaCgIJw9e7ZSR8oYQ+aD4nrndne2bpDX4QNl5wdl54exZjfW3EDTz65SsRo7U71N7UokEpw/fx6AepQYEhKCkpISCAQCbioXAJKTk+Ht7Q0A8PDwQHHx0zcoFAohEokgl8uRlJRU6XuYmpo28rsghBBCdOmtI83Pz8eKFSuQk5MDALh48SLKy8uxcOFCbrWuQqHA/v37MXLkSADA6NGjceDAARQVFUEmk+HYsWPo3bs3ysvLMXXqVMTHxwMAbt++jfj4ePTuTTt1EEII0S+9Te0GBgZiwYIFmDVrFlQqFcRiMTZu3IjAwEDMmTMHU6ZMAWMMffr0weTJkwEAgwYNgkQiQUhICMzNzTFw4ECMHTsWIpEImzdvxmeffQaZTAYzMzOsW7cOnp6e+no7hBBCCABAwBhjfIdoLCKRCCqVCjY29b9MRigUQKUyzqai7Pyg7Pww1uzGmhto+tmLigohFAq5q0YqatL7kYrFYsjl8meuuKqthnodPlB2flB2fhhrdmPNDTTt7EKhUOfqkoqa9IiUEEIIaWxUtJ4QQgipB+pICSGEkHqgjtQA0Ow6P4y53Sk7qY38/Hzk5ubyHeO55ObmVlkvwBBRR8qT7OxsXLhwAYmJiUb3iyUzMxNRUVH4+++/je6HNDc3F1lZWcjKyoJAYFyLI3JycnDz5k0kJycbXfaHDx/i3r17yMjIgEAgMJrP/P379/Hnn38iPj5epwKbMZBIJBg3bhxOnz7Nd5Q6k0gkmDp1Kk6dOsV3lFoRfaJda4/ohUQiwezZs1FUVITQ0FDk5+dDqVRWKm9oiCQSCebMmQOhUIgDBw4gNTUVBQUF6NixI9/RnkkikWDWrFlITk7Gpk2bYGtrC2dnZ1hZWfEd7ZkkEgmmTZuGnJwcbN68GYwxmJmZwdnZme9ozySRSLB48WLcuXMHa9asgY+PD9q2bQvGmEH/QSCRSDBv3jyUlZXhu+++A2MMAQEBBp8bUGdfvnw5OnTogKSkJAwYMACmpqYGnxtQZ3///ffRtWtXXL9+HS+//DJXNtZgMaJXpaWl7M0332T79+9njDGWkJDAPv/8c7Z06VL222+/8ZyuZmVlZey9995jYWFhjDHGkpOT2Z49e9jMmTPZTz/9xHO6mhUVFbHJkyez8PBwxhhjf/zxB5s4cSL76quvWGZmJs/palZSUsLefPNN9vPPPzPGGIuLi2PLly9nK1euZFevXuU5Xc3y8vLYyJEj2a+//soYY+zAgQOsb9++LD8/nzHGmEql4jNetYqKitikSZO4z8u5c+dYnz59mEQi4TnZs92+fZuNHj2aHThwgDHG2Ntvv82kUinPqWrn1q1b7LXXXuOyf/jhhywrK4sxZrifFcYYo6ldPbOwsICLiwtatGgBAPDz88PUqVPRsmVL/P7774iNjeU5YfXEYjHs7e1RXl4Oxhjatm2LkJAQjBgxAn/++SeioqL4jlgtU1NTODo6ok+fPgCA/v37Y8KECQgPD8eJEycgk8l4Tlg9S0tL2NnZcZW7AgICMHz4cJw5cwYnTpxAWloavwFrUFBQAA8PD4wdOxYAMH78ePj7+yM1NRVXr1412BGSSCSCq6srevXqBQDo06cPunXrhgsXLiAiIkKnPrghkcvl2LBhA8aPH4/x48cDAMrKyrB9+3aekz2bSqXC5s2bMW7cOC67TCZDaGgoABjsZwWgc6R6w56cE1KpVACAiIgI7jEvLy+MHj0a5ubmiIuL4yVfTbKzs3HlyhUAgL29Pa5fv85tdefg4IABAwYgICAAly9frrbyB1807S4SiZCdnY3vv/+ee6xbt2546aWXEB0dzW2oYEiys7ORkJAApVIJqVSKw4cPc++nS5cu6NmzJ+7fv4/Lly/znLSy8vJyAOrPy+XLl7FlyxYAwPbt23H+/HlERkZi1qxZ2LdvH58xqyUSiXD//n1s3LgRCQkJ+O6773DmzBkUFBRg//792LdvH/Lz8/mOqSM/Px8KhQLr1q3D1KlTud81EyZM0Nn8w1AJhUJs2rRJJ/u8efMAgGtrZqjn1nkdD78gUlNT2Zdffsl27NjBLl++zEpKSlhwcDD79NNPdZ73119/saCgIJadnc1T0sru3LnDQkJC2JkzZxhjjBUWFrIRI0aw9957T+d5CQkJLDg4mKWkpPARs0qadt++fTtLSEhg2dnZLCgoiM2fP5/t2LGDhYSEsHPnzrGoqCg2bdo0JpPJDGb6SNPuf/31F2OMsUePHrFBgwaxWbNmsU8//ZS9+uqr7LfffmPnzp1jQ4cOZUVFRQaTPT09na1evZrdunWLMcbY2bNnWb9+/diCBQuYv78/u3fvHmOMsejoaNatWzeD+bynpaWx77//noWHh7OUlBRWWlrKlixZwlauXMl69erFfbavXbvGBg4cyBITE3lO/FRSUhIbOXIku379OnefUqlkjDF27949FhwczA4fPsxXvBrl5eVxn93y8nLG2NNp3AcPHrDXX3+d7dmzh7d8tUEj0kaWkpKCuXPnQiQSISEhAT/++COKioqwc+dOHDt2DKtXr+ae+9JLL8Hf35/HtLqSk5PxwQcfYNKkSejbty+USiVsbGywf/9+JCQkYOnSpdxfin5+fvD19TWYlY3a7X716lX88MMPAIBjx47B1dUVRUVFmDlzJvr06YMuXbrAzc0NZmZmBjF9pN3uL730EhQKBezs7HDkyBH069cPzs7OWLRoEYYPH46goCC0a9fOYLIDwLlz5xAeHo7du3fjxo0bCA4ORnR0NBYsWIBBgwZxU9RDhgxBjx49eE6rlpqaitmzZ6OkpASnTp3CunXrsHfvXmzZsgVr166Fv78/WrduDQDo1KkT3N3dUVpaynNqNYlEwn1etBf9CYXqX++enp7417/+haNHj3IzS4YiOzsbb7zxBj7++GOoVCqYmJhApVJxK7udnJywbNky7N27F3/99RffcatFq3YbkVKpxObNm/Hyyy9j8eLF6Nq1Kw4dOoTWrVsjICAAQ4YMQWhoKM6fP4+srCzs2LEDFhYWGDduHN/RkZeXh7Fjx2LcuHGYNWsW5HI5du3ahUuXLqGwsBD//ve/ceDAAZw5cwZxcXEIDw+HhYUFpk2bxnf0atu9VatW6Ny5M/r374/evXvD3t4eWVlZ+OKLL9CsWTMMHDiQ7+g1tvv9+/cxefJk9OjRgzsNsG7dOlhbW2PYsGF8R+fY2dnh9u3b6N69O06dOgUnJyd4eHhALpdj7969KC8vR9euXfH222/D2toaY8aM4TWvSqXCzp07ERAQgCVLliA4OBgtWrTAzz//jMTERAwePBibN2/GzZs34eXlhVWrVsHW1hazZ8/mNTegvjxn2rRpmDhxIqZPnw6FQoHo6GikpaWhtLQULi4uANTn2bOyshAXFwc/Pz9YW1vznFwtJycHsbGxEIlEiI2NxcsvvwyhUAiVSgWhUAjGGFq0aAG5XI5Dhw6hR48esLOz4zt2JdSRNiKhUIjz58/DysoK/v7+aNasGeLi4lBQUIDo6GhIpVJ88cUXePDgAaRSKZydnbkRKuN5iX1paSmys7NRXl6Ojh07Yvny5SgoKEBZWRmOHDmC5ORkbNmyBSYmJhCJRPDw8MBHH31kENmra/fHjx/jxIkTuHr1Knr27InNmzfjjz/+gK2tLT7//HODyF5Tu0dHR+PMmTMYOXIkfvnlF8TFxcHe3t5gsmsIhUIcPHgQgYGBUKlU+Oeff+Dj44N79+6hY8eO3PlGW1tbrF+/HgC/2QUCARITE5GWloa+ffvCxsYGLVq0gK+vL44cOQKpVIr33nsPe/bswZ07d+Dg4IAvv/yS99wAcOnSJWRkZGDAgAFwdHTEggULcPfuXZw6dQo3btxAVlYWevToAVtbWygUClhbW3MLqAzBhQsXkJKSgnHjxiE+Ph7x8fFcZ1peXg6RSMQVjPfw8EBQUBDfkavG36xy06aZ44+OjmaXL19mjDF2/PhxFhgYyE6ePMl2797Nxo4dyyIiIiodqzm3wbfbt2+z1atXs3HjxrE1a9Zw9z98+JCNHj2aRUVFVTqG7+y1afcJEyawqKgoplAoWFlZGXcs39k1amr3MWPGsJiYmErnQw0luybXF198weLi4tijR4/Ytm3b2JAhQ9j06dMZY+pzYunp6dwxfGbX5P3999/ZkiVLWGJiIndfWVkZO3nyJHvrrbdYaWkpk8vlTCaTcccaQpurVCoWFhbGVq5cyd555x32+eefM8YYy83NZVFRUeytt95iSUlJVR5nCAoLC7lz5KdOnWKLFi1iq1ev5n4uq2pjQ8mujc6RNhKBQICioiIMHToUnTt3BgD06tULkZGRGDx4MGbMmIHu3bujoKCg0rGacxt8ysnJQbt27TB06FB06NAB7dq1A6Bejt68eXP4+flxK3e18Z29Nu3u5+eHvLw8iEQibmskxhjv2YFnt3vnzp1RWFioMwoylOzFxcVcLmdnZ5w8eRJ2dnZITEyEVCqFi4sLJBIJHBwc4OHhAYD/7JrPy8CBA2Fqaopvv/0WqampUKlUEIvF8PPzw927d5GQkABTU1OYmZkZRG4NlUqFqVOncudsNZd3OTo6IjAwEOnp6cjLy6t0nCHMXOTn58PGxgYODg4AgODgYEyYMAEPHjzAhg0bAABr166tdG7UELJXxP8noYlKTk5GaGgoCgoKYGJiAsYY7OzsdCrRJCcnc5cJGJLMzExs27YN+fn56N27N2bNmoVRo0YBAMzNzbnnGNqlLkDt212hUOgcZwg/nLVtd82lARqGkD0xMRE//PADd5lF9+7dIZPJ8J///AcPHjzAtm3b4ObmVunyLr6zSyQSfPvtt1Aqlfjqq6+gUqmwfv16XLp0CeXl5XB2doajo2OlRXR85wbUba65rOitt97CjBkzEBAQwD3u5OSE5s2bV/q8GAKJRIKdO3eioKAApqamYIxBLBYjKCgIM2fORFZWFoKCglBWVoaXX36Z77jPRPuRNpD79+8jLS0NzZo1Q/v27SGVSpGfn8+tUATUo43//e9/yMnJwe3bt2Ftbc395cWne/fu4dixY/Dw8ICPjw86dOiA3NxcbqGCxp9//omYmBjk5OTAxsYGmzZt4inxU9Tu/MjJycHjx49hbm4OLy8v5OXlIT8/Hz4+PgDU15EOHToUdnZ2OHjwIIRCITIzM+Hu7s5r7vT0dJw9exYuLi7o2LEjbGxskJeXBy8vLwDqEd7HH3+MwsJCFBQUwMzMDBYWFti6dSuvuYFnt7nGqVOn8PjxY8TExMDS0hLffPMNT4mfela7A9BZYDRmzBh06NABX3zxBQD+z0U/Cy02agCaAsuFhYXYtWsXcnJyYG5ujk6dOgEAt5zb2toaFy5cAAC0bNkSH374oc7jfGWfP38+nJycEBcXh9u3b8Pb21unI9K4ceMGTE1N4ePjgxUrVgDgPzu1u/5p6v5mZmZynbqLi4tOJ2pqaoru3btj8eLFEIlEUKlUaNasGQD+filKJBLukqijR48iLy8Pffr0QfPmzbncJiYmGDhwIFq1agV3d3f4+vri3Xff5TW3JntNba6dbe/evcjNzYWrqyvWrFljENlrandNNk2+rVu3QiQS4auvvgLwtIM1aPo/Ldu0yGQy9s4773B1UBMTE9nGjRvZ/Pnz2dmzZ595PJ8LFuRyOfvggw+42rm3bt1iU6dOrXIBVFX4zE7tzo+SkhI2e/Zsrgbt+fPn2bJly9hHH33Ebty4wRgzzMUgUqmUzZ8/n8sdFxfHBg4cWOvauYbe5jXhM/vztLumkAdjhrGgqzYMvJs3fJqpH82UROfOndG3b19IJBJERUXh4sWL3HP37NmDa9eu6RzP519apqamANS1OBlj8PX1RdeuXREfHw8AOucRt2/fjrNnz+ocz2d2and+WFhYwM7OjpuS6927N4YMGYI//vgD0dHRSE9P50YWP//8MzIzM3nLqs3c3BzW1tZwdXUFoK5X3LlzZ1y8eBE7d+7U2a7L0D4vtWlzjX379iEjI0PneD6z16Xdd+/ejdu3b8PX1xeA4Szoqg3jSGmAtBfaNG/eHLGxsbh//z4AoF27dvDz80Pz5s1x48YNAOri3XZ2dtxKUr7J5XIolUr07t0bgYGBXA1LGxsb7he9iYkJAPUHulOnTujbty9veTWo3fmhyalUKiGXy3HkyBHusa5du6JXr17IzMxEQkICAPX+o2VlZbyfEwXUU7ZyuRytWrXiphP37duH//3vfygrK0NKSgr27duH+Ph4FBUVGczn5XnavLy8nFsRzbe6tru9vT3XiQKGsaCrtmix0XNITU3F9u3b4ebmBnd3d4wePRrz588HoK7qkpycjGnTpsHb2xvvvfceDh48yC3xBvg9X5Gdnc39dQiof0iVSiV3GcjmzZshk8mwcuVKAOrl5+PHj0eHDh0A8Jud2p2f7Glpafjvf/8LV1dXdOjQAV26dMHrr7+OFi1awMfHB3///TcWLVoEsViMr7/+GuHh4TqVc/jKnpubCycnJ+5ruVzO7eN6584dWFpawt3dHbm5ufjoo48wdepU9O/fn/fcgPG2OWDc7f68TPgOYGzu3r2LefPmYcyYMbC0tMSuXbsQGxuL9evX459//kF+fj5Gjx7NLdn29fXlRhoafH1I8vPzMWrUKLi4uOjsPqP5ZQ6oR0O2trYAgAULFsDe3p77ZQ7wl53anb9f6HPmzEFISAju3buHmJgYBAYGIiIiAmFhYSgpKcH8+fMxdOhQyOVyHD16FBYWFjqvwUf2Bw8eYMKECfD19cW2bdsAqNtYM1WovdLVyckJUqkURUVFOq9BbV53xtzu9UEj0jo6fPgw7t69y63kk8lkGDt2LNzd3bFjxw4AT5d6nzp1CpaWlti8eTOfkTnFxcX49NNPkZKSgvLycm6qSKFQcNOJ+/fvR1xcHIRCIUxNTQ2mFBq1u/4xxrBz504oFAosXLgQUqkUWVlZmDdvHgIDA7mMWVlZuHPnDvbt24dmzZpxZf/4lJ2djTVr1qCsrAzm5ubcnpZKpRIikQj37t1DXFwczM3Ncfz4cZiZmRnEJVHG3OaA8bZ7fdE50joqLy/HyZMnub+izM3N8dtvvyErKwuLFi0CoK5/mZSUhDZt2nC/zPn+e4UxhqtXryIvLw8//PADmjVrxhULNzEx4Ta27ty5M06fPg0rKyvuh5bPSy00qN31TyAQQCQS4cKFCygtLYWFhQXatm2LsLAwXLlyBatWrQIAHD16FJGRkXB1ddWpncuna9euoby8HCtWrIBcLsfixYsBqPcZZYzBwcEB586dw/nz59GyZUvulznfxQuMuc0B4233emvUNcFNUH5+PluxYgX78ccfmVQq5e7Py8tjY8aM4faP1GZIS7izsrIYY4wVFRWxN954g7322mtMoVBwjyuVSm6puuZrQ0Dtzo/r16+zZcuWsRMnTjC5XM7df/XqVTZz5kyWnJzM7SGpYSjZNTVcb968yWbPns0WLVqk0+YVGUpuY25zxoy33euDRqR11KxZM3Tp0gVXr17FsWPHuHqzDg4OaN++PR4/fqzzfGYgS7jZk79W3dzcAADW1tbYtm0brKysMGnSJADArFmzcOLECUyYMAGAYV0ITe3OD19fXzg5OSEiIgKxsbFcScvWrVtDIBAgIyODm54GDKfdAXW9WUD9HlasWAGpVIply5YBAJYuXYqYmBjuuYaU25jbHDDedq8P438HeqT5T580aRLatWuHCxcuYNeuXVzh+ezsbBQWFuocw/eUqEZVOSwtLREWFgYLCwu0b98erq6uOvtaGsoHnNqdHyqVCiKRCEuXLoWtrS1++eUXREdHQyaTcStENbV1NQyl3QH1dCKgztSmTRusXbsWxcXF8PPzg7m5OYYOHco911ByG3ubA8bZ7vVFi43qSDNaUCgUOHr0KP7++2/ExcXB29sbVlZWXBFpYzJv3jw0b96cq2tpSCMiDWp3fmgylZeX4/vvv0dKSgokEgmcnZ1haWlpEDVon4VpLdiaMmUKWrZsSW2uB8bW7vVBHWkVpFIpxGIx95dVRRU/BHFxcTAzM4Ofn1+Vj+vTs7JXpFktunHjRgCG/QE35HavK0Nq99zcXMjl8mqLJ2iyqVQqPHr0CAkJCRCJROjXr5/O4/r2rNwV7dy5Ezdv3tRZ4GKonxdDbfPnYUzt/ryoI60gKSkJmzdvxurVq3W23qotPj8kz5O9sLCQu36Rz+wZGRmIjY2Fr68vvL29uX0fa8vYshtKu6ekpGDZsmWYPHkyJkyYUG0WVs1lOHxlr21ubenp6dymAHy2eU5ODlJSUuDq6gonJyedQgraDK3Ngdpn12Yo7d6YaPcXLRKJBCtWrMDgwYO5DXLris8dFp4nuyFsVJyUlIQZM2ZAKpWCMaazp2Jt8dXuz5vdENpdIpFg6dKlsLOzQ25uLoYPH15tO9b1/sZUl9zA0w5Je/cZvto8OTkZCxcuRFpaGg4dOgSlUomOHTtCKBRWeg+G1OZA3bIDhtXujU4/i4MNX1paGuvXrx87dOgQY4wxhULBrl27xu7du8fy8vK4+wyRMWcvLy9nq1atYnv37mWMqZfC37x5kyUnJ7OHDx8yxih7Y7hz5w4bNWoUO3r0KGOMsZUrV3KX6Gh2bzHEyxKMNTdj6ku4Jk6cyO3yc+DAATZ27FhWVFTEPcdQPy/GnF0fqEQg1FU3Tp48CU9PTwQHBwMA5s6dC6VSifz8fLRv3x7Tpk3jzsUdP34cbm5u6Nq1K5+xARh3dkBdlKC4uJjb8WTmzJlQKpUoKSmBt7c3pk+fTtkbEGMMMpkMa9euxdSpUzFq1CjIZDJkZGQgJiYGM2fO5EYXmtHDmTNn0KpVqyr3SqXctScUCuHk5MTtlzt+/Hj89ttvOHnyJBwdHdGmTRvufC9lNy40tQv1h8TZ2RlZWVlITEzEr7/+ilatWuHrr79G69atUVRUhEuXLiEgIACZmZmIjY1FcXExWrdurVMvlbI/n9LSUkgkEiQlJcHGxgbffPMNWrZsieLiYsTGxqJHjx7Iysqi7A1AIBDA1NQU/fr1Q0BAAFc4383NDadPn4a/v7/Oea8bN27g8OHDsLKyQtu2bSl3PZSWluLgwYNQKBQQi8WIiIhAREQEmjVrhr///htJSUnw8/NDamoqZTcyL3RHmp6ejsOHD+Phw4do3rw5evXqhaNHj0Imk2Hu3LlwcHCAp6cnysrKcOzYMYwYMQLu7u7o2LEjysrK4OXlVevVsZRdN/uRI0eQl5cHlUoFX19f7N69G+np6ejbty86dOgAT09PKJVKREZGYsiQIfD09KTsDZBd85lRqVRwcXHhHpPL5Th9+jRatWoFDw8PKJVKbhTSvn17ZGdno02bNryc4zLW3JrsR44cwcOHD+Ho6IiePXviyJEjiIuLw4kTJxAZGYmQkBDY2Njg+PHjGDhwINq2bUvZjcwL25FKJBLMnz8fZmZmSExMxIEDB+Dp6clNEfn7+3Mjh4pm4bMAAAfUSURBVFatWiE6Oho9e/aEg4MDxGIxXFxceBtZNIXsYrEY165d40bQEydOxN69eyEQCODj48NtZBwREYHu3bvD2dmZsjdAdjMzM1y/fh3Hjh2DSCRCp06dIBAI4ODggOzsbHz99dcYMWIEbGxsuE7J1tYWnp6evGQ31tza2cViMRITE/Hzzz+jffv2ePvttxEYGIi7d+9i1KhREAqFaNWqFQ4dOoRu3brBzc2Nshsbvk/S8qG8vJx99tlnXG3TvLw8FhkZybp06cIOHjzIPS8hIYElJCSwJUuWsOXLl/MVV0dTzR4dHc3S0tLYlClT2Ntvv82+/PJLNnv2bLZ06VKeU6s1texRUVHM39+fhYWF6Tx31apVbMyYMTqLSPhirLkZq/7z4ufnx3766SdWUlLC+vTpw8LCwtjNmzfZkiVL2LJly3hOrWbM2fnyQi42MjExQWlpKZKSkgCo67WOHDkSZmZmWLlyJUxMTDB06FCsX78e1tbWcHFxgWbgznjeTqwpZheLxVi5ciW2bt2KLVu24MKFC0hKSkLfvn0xa9Ysyt4I2UeMGAGxWIwPPvgA1tbWGD16NABg8uTJ6NSpU62uD2xsxpobqPnndMWKFWjXrh02bNiA//znPzhz5gycnZ2xdu1aAIb5eTGW7Hx54aZ2Nf/RQqEQt27dgqOjI1xdXQEAbdq04TZfHjlyJF555RWMHTsWAwYMAMD/xcRNNXvbtm3h5OSE8PBwDB48GF27dkWvXr3QrVs3yt6I2du0aQNnZ2dEREQgICAAtra2cHR05FZm8vlL0Vhz1ya7k5MT9u/fj3nz5iEkJATDhw/n6s8a+ufFkLPz6YV715ofsPbt20MmkyEyMhK3b9/mHu/SpQtKS0uRmZkJe3t77oPBDOBi4qac3d/fHzKZrFLxeYD/Iu5NOXuXLl0gk8m4fVGrOpYPxppb+/s/6/OSnp4Oe3t7bhRtTD+nhpidTy/kO2eMwc3NDYsWLUJqaip++eUXXLhwAYB6hCESiZCbm6tzDN8/nBpNObtQKKyU3VA05ewCgcAgsxtrbqBp/5wacna+vFC1djMzM+Hu7g6VSgXGGEQiEZKTk/Hjjz8iPz8fpqamKCsrg6WlJTZt2sR3XB2UnR+UXf+MNTdA2V9YjbmSyVAolUr26NEjFhQUxE6ePMkYU5cT05QUy8vLYzdv3mS7du1iv/76K3ec5nE+UXZ+UHb9M9bcjFH2F90LsdhIIBDA3NwcpqamOH36NIKCgmBpaclNR1hYWMDR0RFdu3ZFhw4dABjOiXPKzg/Krn/Gmhug7C+6Jt8SDx8+5G737NlT57yKUqms9jhD+JBQdn5Qdv0z1twAZSdNvCO9e/cu3n//faxZswZyuRwdOnSAl5cXPvvsMwDgrVRbbVB2flB2/TPW3ABlJ2pNbmqXPbkOSqFQcCXbIiMjcebMGeTm5mLixIlISUlBaWkpfHx8+I6rg7Lzg7Lrn7HmBig7qaxJdaSaD8m5c+ewadMmJCUlwcrKCh9++CFMTEwQFxeHzZs3QywW49GjR1yxAkNA2flB2fXPWHMDlJ1Urcl0pJpC1efPn8eqVaswYcIElJWV4ffff8eVK1cwZ84cDB48GFZWVkhKSgJjDMOGDeM7NgDKzhfKTrnrgrKTaulvgXDjyM3N5W7LZDK2Zs0aduDAAe7ra9eusZkzZ7KtW7dyz3v8+DF3m88l3JSdH5Rd/4w1N2OUnTybUS82ksvl2Lp1K9577z0AgJmZGSwtLXH58mUUFxfDzMwMPj4+ePXVV5GamgqpVAoAsLW1BcBvTU7KTtlflOzGmpuyv5gF6J+HUXekpqammDhxIsRiMf71r38BAIKDg1FcXIzY2FiUlJRALBajW7duKCgo4D4oGnx+SCg7Pyi7/hlrboCyk9ox6nOkmo19vby8EBsbi9jYWEydOhUpKSk4c+YMsrKy4ODggC1btsDNzc2g5vwpOz8ou/4Za26AspPaMbqONCMjA7GxsWjRogXKyspgZmaG5s2bw9vbG6dPn8bFixexbNkyqFQqJCQk4NSpU3Bzc8PHH38MgN/pCspO2V+U7Maam7LTdO7zMKqi9XK5HMOGDUNWVhbGjRuHu3fvYuTIkXB2dsbAgQORmJiIw4cPw9TUFB9++CEA4PHjx2jWrBkAfstaUXbK/qJkN9bclJ3K/j0voxqRikQiBAUFISYmBh07dsTs2bMRHx+PgwcPIj4+Hn/88Qfatm2LY8eOIS0tDf3794e5uTkA/vfLo+yU/UXJbqy5KTt1os/LhO8AddWhQwfs2LEDkyZNgr+/P1auXAm5XI6UlBT8888/yMjIgEKhqFQn0hCmKyg7Pyi7/hlrboCyk+egr+tsGtrly5dZp06d2K5duyo9VlxczN02xOugKDs/KLv+GWtuxig7qT2j7UgZY+zKlSusU6dObO/evdx95eXl3G1D/pBQdn5Qdv0z1tyMUXZSO0bdkTLGWEJCAuvUqRPbtm0b31HqjLLzg7Lrn7HmZoyyk2cz+rPLfn5+2L17N1JTU/mOUmeUnR+UXf+MNTdA2cmzGdXlL7XBjPg6KMrOD8quf8aaG6DspLIm15ESQggh+mT0U7uEEEIIn6gjJYQQQuqBOlJCCCGkHqgjJYQQQuqBOlJCCCGkHqgjJYQQQuqBOlJCCCGkHv4fa5l/w9/sxHAAAAAASUVORK5CYII=\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(idf,type='ohlc',alines=al1)\n", + "mpf.plot(idf,type='ohlc',alines=al2)\n", + "\n", + "mpf.plot(idf,type='candle',alines=al1)\n", + "mpf.plot(idf,type='candle',alines=al2)\n", + "\n", + "mpf.plot(idf,type='line',alines=al1)\n", + "mpf.plot(idf,type='line',alines=al2)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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datetime.datetime(2019, 11, 6, 16, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 6, 16, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 6, 16, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 6, 16, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 6, 16, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 7, 9, 37, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 7, 9, 41, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 7, 14, 42, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 7, 14, 42, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 7, 15, 17, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 7, 15, 43, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 8, 9, 58, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 8, 10, 42, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 8, 12, 9, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 8, 15, 30, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 8, 15, 58, tzinfo=datetime.timezone.utc)],\n", + " 'renko_size': 3,\n", + " 'minx': -0.9545454545454546,\n", + " 'maxx': 21.954545454545453,\n", + " 'miny': 3071.49,\n", + " 'maxy': 3098.49}" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'pnf_bricks': [3080.49, 3075.99, 3081.99, 3086.49, 3084.99],\n", + " 'pnf_dates': [datetime.datetime(2019, 11, 5, 10, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 5, 10, 6, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 6, 13, 19, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 7, 13, 7, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 8, 10, 11, tzinfo=datetime.timezone.utc)],\n", + " 'pnf_size': 3,\n", + " 'minx': -0.8,\n", + " 'maxx': 4.8,\n", + " 'miny': 3075.99,\n", + " 'maxy': 3089.49}" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cv={}\n", + "mpf.plot(idf,type='renko',alines=segments1,renko_params=dict(brick_size=3))\n", + "mpf.plot(idf,type='renko',alines=segments2,renko_params=dict(brick_size=3),return_calculated_values=cv)\n", + "cv\n", + "\n", + "cv = {}\n", + "mpf.plot(idf,type='pnf',alines=segments1,pointnfig_params=dict(box_size=3))\n", + "mpf.plot(idf,type='pnf',alines=segments2,pointnfig_params=dict(box_size=3),return_calculated_values=cv)\n", + "cv" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(idf,type='renko',alines=al1,renko_params=dict(brick_size=3))\n", + "mpf.plot(idf,type='renko',alines=al2,renko_params=dict(brick_size=3))\n", + "\n", + "mpf.plot(idf,type='pnf',alines=al1,pointnfig_params=dict(box_size=3))\n", + "mpf.plot(idf,type='pnf',alines=al2,pointnfig_params=dict(box_size=3))" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'alines': [('2019-11-05 10:00', 3085.0), ('2019-11-06 09:45', 3067.0)],\n", + " 'linestyle': '-.',\n", + " 'colors': 'g'}" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "{'alines': [('2019-11-05 10:00', 3085.0),\n", + " ('2019-11-06 09:45', 3067.0),\n", + " ('2019-11-07 09:40', 3087.0),\n", + " ('2019-11-07 14:00', 3093.0)],\n", + " 'linestyle': '-.',\n", + " 'colors': 'g'}" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "{'alines': [[('2019-11-05 10:00', 3085.0), ('2019-11-06 09:45', 3067.0)],\n", + " [('2019-11-07 09:40', 3087.0), ('2019-11-07 14:00', 3093.0)]],\n", + " 'linestyle': 'dotted',\n", + " 'colors': 'c'}" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "al\n", + "al1\n", + "al2" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "al1['colors'] = ['g','y','c']\n", + "al1['linewidths'] = [4,8,12]\n", + "al2['colors'] = ['g','y','c']\n", + "al2['linewidths'] = [4,8,12]" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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SEWmyMw8m0sFFIgpSETFJYSr+TkEqIk2iwBQ5N62RukCb4CDTPyP7oNaivFV8jPkACgoMaIGWNN+FQtQf1kmLio6Y2t5sHzDz9+8L/c/TKUhdpKa2rtnbqhN7P7O/fzNvpNFRYRwqKm/29v4eovaqGnP1i4kkKqprs7c3G+Lg3f3PG2hqV0SaxR9CVKQpFKQicl5aFxW5OAWpiJyTv0/pijSVglREzqIQFWk6BamINJlCVORsClIRaUTroiKXRkEqIk6a0hW5dC49jzQzM5PU1FSqqqqIjIxk6dKl9OnThzVr1rB+/XocDgfDhw8nJSUFm81GcXExTz/9NLm5uQQEBHDbbbdx//33A3DDDTdgGAaBgfW70KVLF9LS0ly5OyI+RSEq0jwuC9KCggJSUlJ49913iY6OJi0tjcWLF/Pkk0/y5ptvsnHjRsLCwnjooYdYu3Ytc+fO5bnnniMuLo5f/OIXlJeXM2XKFAYNGsSoUaM4ceIEmzZtIioqylW7IOKXFKIiF+ayqd3AwEBWrFhBdHQ0ACNHjiQvL4+MjAwSExMJDw/HarWSlJREeno6AFlZWYwcORKAsLAwBg0aRFZWFgDl5eWEh4e7qvkiPk3roiLN57IgjYqKYvTo0QDU1tayYcMGxo0bR35+PrGxsc7nxcTEkJubC9SHbUZGBrW1tRQWFvLFF19w9dVXU1FRQV1dHYsWLSIxMZEZM2bw2WefuWpXLkn86khYAkHLAwharkv9iefRlK6IOS6/1m5aWhqpqanExsayatUqFixYgM1mcz4eEhKC3W4H4NFHH2X69OnO8Jw7dy79+vWjvLycO+64g7vuuosrrriCjIwM5s2bxwcffED79u0bvZ7FYiE6Ksyl+9igzbNnX6w+wGpp1s9y1z54AltggNfvf3N/7w3M7P+F6neuPtrAvqim2a/pS1qi/1kD3Pf7B8/tf97CepH6uTxIZ8+ezaxZs9iyZQvTpk2jR48eVFdXOx+32+2EhoYCsGjRIiZMmMDDDz/M8ePHuffee9m6dSuJiYksX77cuc3EiRNZtWoVe/bsYezYsY1ezzAMj7pgsnWZlZonL/0C0p60D67mCxe9rnMYprY3s//nq9/FRqLeXvOW0hL9z1Hnvt8/eGb/8yYOh3HBMHXZ1G5OTg7btm0D6keJkydP5tSpU1gsFudULkB2djbx8fEAfPzxx0yePBmLxUJERASjR49m165dVFRUNNqmQcMRvCLSfJrOFbk0LgvSsrIyFi5cSGFhIQC7d++mpqaGefPmkZ6eTmlpKbW1taxbt45JkyYBEBcXx4cffghAZWUlO3bsoHfv3pSWljJt2jRnmH788ceUlJQwZMgQV+1Ok+gNSTyVDi4SaTmXNIRzOBx8+OGH5OTkcOONN9KhQwdOnDhB9+7dL7ptQkICDz74IHPmzMHhcGCz2XjppZdISEggOTmZ6dOnYxgGo0aNIikpCYDnnnuOZ555ht///vcYhsGYMWOYOnUqgYGBpKSk8Mgjj1BXV0f79u1ZtWoVYWHeMQ8ftDygWdO7Ii0lO/noOcNUH/5ELp3FMIwmTZ4fPnyYu+++m4KCAgBef/11QkJCeOCBB3jjjTcYPHhwqza0OSIiInA4DD7/+oBb23GuN6xLCVKzN9b1dt6+xhIfE+mxN1Y+vW8qRM/N9I3RW+DG3mZ+/57c/7zF0AE9sFotHDt27JyPN3lqd/HixVRWVvLQQw/RkL2RkZGEhobywgsvtExr/YhOhRFPkJ181PmfiDRPk4P0888/Jzk52TntCtCrVy9mzZrFv//971ZpnIiIiKdrcpBGRkZSUFCAxVJ/CHDD/7/66ivatm3bOq3zFUvc3QDxd/GrI3WAkUgraXKQjhw5krfffps5c+ZgsVh4+eWXGTduHB988AHXXntta7bRZ2l6V1zh9IsuKExFWl6Tg/SJJ55g2LBhZGVlYRgGe/fu5dChQwwbNoyFCxe2ZhtFpAUpTEVaVpNPf2nfvj1r165l37595ObmEhISQlxcHHFxca3ZPp9R82SdRqDicucLzfjVkTrASKSFXNJ5pLt37+bgwYPcdtttAKSmpjJs2DBGjBjRKo3zJUGBAedcKw1afu7vnyk+xtwowp9PnzHLbO3hv79/D6IQda2ioiOmtjfbBz2t//maJgfpX//6V77//e9z8803O4P0n//8J6+99hqvvfYa119/fas10tvZq2qc51Gd8yT4i4RcS5yHJua48zw8M8514QWFqGuZ/d27+zxUubgmr5G+9tprdO3alTvvvNP5vR/84Ad0796dVatWtUrj/IXWrKQ1nX4XF4WoSMtrcpDm5uYyc+ZMrrzySuf3RowYwfTp0895AXkR8Ry66IJI62lykEZERPCPf/zDea9QgJMnT/KXv/zFa65x6wn0ZiYi4luavEY6bdo0Xn75Za6++mouu+wyHA4HBQUF1NbW8sADD7RmG/2CjqIUs3TdXBH3aPKI9P777yc5ORmAvLw8Dhw4gGEYTJ8+nUcffbTVGigiF3fmOrvW3UVcp8kjUqvVyoIFC/jBD37AgQMHqKurIyYmRpcHbIbz3cJKpCVplkPENS4YpLt27SIuLo5OnTqxa9eusx7/+uuvnf9OSEho+db5Gb3xSXPoQ5mIe10wSGfNmsXy5cuZMmUKM2fOdF6o/kwWi6VRqIqIa1woRPWhTMQ1Lhikw4cPp1OnToBGnC1N07tilkJUxDNcMEjfeuutc/5bWo+md8Us9R8R12ryUbtDhw7l7bffbs22+J3T3/AaTpjXm6A0hWYzRDxHk4N0zJgx7NixA8MwWrM9fkfhKZdKU7oinqXJp7907NiRjIwMrr32Wvr06UObNm2cj1ksFl599dVWaaCI/I9CVMTzNDlIf/e73zn/XVxc3Oix8x3NKyKuoRAVcZ8mB+n//d//KTBF3EjroiKeqclBOnnyZGprawkNDW3N9vg13TdSzkdTuiKe66IHG506dYr58+dz5ZVXMnz4cO655x4KCgpc0Ta/otGGnI9CVMSzXTRIU1NTSU9Pp66uDqvVyvbt23n88cdd0Ta/p3CVC1GIiniGiwbppk2bGDJkCNu3b2fPnj3MmjWLzz//nJycHFe0z2/oTVHORR+mRDzfRYO0pKSEm2++mfbt2xMYGMjMmTMxDIOioiJXtE/Eb2lKV8Q7XDRIHQ4HISEhzq8bzh+tq6trvVYJoDdLf6YQFfEeTTpqt6qqivLycgDn/ysrK53/BggLC2uF5vkXvUHKxaiPiHieJgXp8uXLWb58ufNri8XCo48+2uhr3UZNpGVoXVTEuzQpSC92fV1df1ekZWhKV8T7XDRI9+3b12IvlpmZSWpqKlVVVURGRrJ06VL69OnDmjVrWL9+PQ6Hg+HDh5OSkoLNZqO4uJinn36a3NxcAgICuO2227j//vud7VqyZAlHjx4lMjKSJUuW0K9fvxZrq6cpKjpiavv4GHOjnOyD3vsmbnbfAYICA1qgJRd3vvvUKkT9m9m/f2ldTb6ykVkFBQWkpKTw7rvvEh0dTVpaGosXL+bJJ5/kzTffZOPGjYSFhfHQQw+xdu1a5s6dy3PPPUdcXBy/+MUvKC8vZ8qUKQwaNIhRo0Yxf/58HnvsMcaPH09GRgYLFixg06ZNrtodl4lfHQlL6v/d3DfT+JhIoqK6NrsNvvBHXFPb/IPjggIDXPpB4swwVYj6N2/+EOsvmnwbNbMCAwNZsWIF0dHRAIwcOZK8vDwyMjJITEwkPDwcq9VKUlIS6enpAGRlZTFy5Eig/mCmQYMGkZWVxf79+zl58iTjx48HYOLEiZSWlvrUua3xqyO1VubHGsJTISri+VwWpFFRUYwePRqA2tpaNmzYwLhx48jPzyc2Ntb5vJiYGHJzc4H6sM3IyKC2tpbCwkK++OILrr76avLz8+nevXujn3/6dr5KwepfFKIi3sFlU7sN0tLSSE1NJTY2llWrVrFgwQJsNpvz8ZCQEOx2OwCPPvoo06dP5+qrr6aiooK5c+fSr18/9u3bR3BwcKOfGxwcTEVFxVmvZ7FYiI5y76k5tsCAFmtDc3+ONcDcnXvcWcOWqF+A1TP3v82zQQDYF9W0ys+Hlu1//kj1M8cX6me9yPuHy4N09uzZzJo1iy1btjBt2jR69OhBdXW183G73e68w8yiRYuYMGECDz/8MMePH+fee+9l69athIaGUlVV1ejnVlZW0rZt27NezzAMDhWVn/V9V4qOCrvkNpzvoJPm7oujztyR1e6sYXPqd6Y6h+ft/+m/3zbPBrXaCLQl6ufPVD9zfKF+DodxwTB12dRuTk4O27ZtA+pHiZMnT+bUqVNYLJZGU7LZ2dnEx8cD8PHHHzN58mQsFgsRERGMHj2aXbt20bNnT/Lz83E4HED9VHF+fj69evVy1e64jaZ3fZd+tyLeyWVBWlZWxsKFCyksLARg9+7d1NTUMG/ePNLT0yktLaW2tpZ169YxadIkAOLi4vjwww+B+hHnjh076N27N/Hx8XTu3JnNmzcDsHHjRrp3705cXJyrdkfEFIWmiO9w2dRuQkICDz74IHPmzMHhcGCz2XjppZdISEggOTmZ6dOnYxgGo0aNIikpCYDnnnuOZ555ht///vcYhsGYMWOYOnUqAC+++CJPPfUUr732Gh07duSFF15w1a64zPmmd0VExHNYDB++LFFERAQOh8HnXx9wazvMrBGcL0gvZT2tJc4jdee5bGbXWOJjIj3uPFJXXnTBF9ao3En1M8cX6jd0QA+sVgvHjh075+Mum9qV5tEpEL4pO/loo9+tfs8i3ktB6qU05esbzgxUEfE+ClIRERETFKReQCMW76bLPYr4NgWpF9Obs3dRoIr4JgWpSCs6V3AqTEV8i4LUS2h61/soMEX8g4LUy+nN2jNd6PeiD0UivkVBKtLCFKIi/kVB6kX0Jiwi4nkUpD5A07ueQ6NREf+jIPUyejP2XApREf+kIPURGpW6l0JUxH8pSEVakUJUxPcpSL2Q3pw9i2YDRPyby27sLe5VVHTE1PbxMebCwsz9PNsEB5l6bai/p2hr0JSuiChIfcSF3rTN3pS6JW4Mbpan3ZgbFKIiUk9B6qX0Ru259LsR8S9aIxVpBq2LikgDBanIJdKUroicTkEqcgkUoiJyJq2R+pDT3+T1pu5aqreI/1KQ+gCt17mG6iwi56KpXR+lN/2WpSldETkfBamICQpREVGQ+gC9mbe+7OSjZ9VZdRcRUJD6LL3Jtw7VVUTOpIONfER28lHiV0fqjd4FVGMROZ1GpD5Eb/AtRwdriUhTKUhFztAQovGrIxWoInJRClKRi1CYisiFuHSNNDMzk9TUVKqqqoiMjGTp0qX06dOHNWvWsH79ehwOB8OHDyclJQWbzcbMmTMpLi52bn/06FFuv/12fvzjH3PDDTdgGAaBgfW70KVLF9LS0ly5O16hIQQ07ds0Ck0RuVQuC9KCggJSUlJ49913iY6OJi0tjcWLF/Pkk0/y5ptvsnHjRsLCwnjooYdYu3Ytc+fO5a233nJuX1dXx5QpU7jtttsAOHHiBJs2bSIqKspVu+A1FAbNo7qJSHO4bGo3MDCQFStWEB0dDcDIkSPJy8sjIyODxMREwsPDsVqtJCUlkZ6eftb269evZ8CAAfTr1w+A8vJywsPDXdV88QPnG7VrNC8iF+KyII2KimL06NEA1NbWsmHDBsaNG0d+fj6xsbHO58XExJCbm9to2+rqal5//XXmzZsHQEVFBXV1dSxatIjExERmzJjBZ5995qpd8UoabTWNLrogIpfK5QcbpaWlMXr0aD799FMef/xx7HY7NpvN+XhISAh2u73RNps2beKKK64gJiYGAIfDwR133MHcuXPZunUrM2fOZN68eRw/ftyl+yK+qeEqRgpREWkKi2EYhqtf1DAMtmzZws9//nN69OjBTTfdxNSpUwHIycnhrrvu4tNPP3U+f86cOSQlJXHjjTee92fefPPNPP7444wdO9b5vYiICAwDCotLWm9nmsAWGEB1bZ1LX7PNs0Hn/L59Uc2l/6zgILp269bsthw5fBh71aW/7umv73A4mr291Wo19frezh39z5eofub4Qv26RnUC4NixY+d83GUHG+Xk5LZ8bhUAACAASURBVFBYWMioUaOwWCxMnjyZZ555BovF0mgqNzs7m/j4eOfX5eXl7Nmzh1dffdX5vYqKCo4cOULPnj0bvUbDEbynMwyDQ0XlrbBHTRcdFeb2NjRobjscdeY+b5nd/zpHy7++vxzR7En9zxupfub4Qv0cDgOr1XLex102tVtWVsbChQspLCwEYPfu3dTU1DBv3jzS09MpLS2ltraWdevWMWnSJOd2ubm5REZGEhYW5vxeaWkp06ZNcwbwxx9/TElJCUOGDHHV7ng8Xw+HlqT1YxExw2Uj0oSEBB588EHmzJmDw+HAZrPx0ksvkZCQQHJyMtOnT8cwDEaNGkVSUpJzuyNHjtC5c+dGPysmJoaUlBQeeeQR6urqaN++PatWrWoUtnJuuh5vvTPDU3URkeZyyxqpq0REROBwGHz+9QG3tsNdUxvnG2ldamDEx3j/iC374P/22d9u0u0LU2vupPqZ4wv1GzqgB1arxf1rpOJ6DXeEMf1zDpoLl/iYSKKiujZ7+6KiI6bb4GyLn4WoiLQ+XWvXD2lN8GwKURFpLgWp+A19gBCR1qAg9XEaadXTlK6ItBYFqZ/yp9GZQlREWpOC1A/4c1goREWktSlI/Zg/jUrPpBAVkZaiIBWf5c8fFETEdRSkfsLfRmCa0hURV1GQ+jlfHLUpREXElRSk4jcUoiLSGhSkfsQfgsQXR9gi4tkUpOIz4aMpXRFxBwWpn/HVQFGIioi7KEjFpylERaS1KUjF6/nK1LSIeCfdj9QPNdyn1BdGa5rSFRF304jUT/l6yPj6/omI51CQilc7V2AqREXElRSk4vWyk48qPEXEbbRGKk4N643eGkre2m4R8W4KUj+nI15FRMzR1K6cxVPDNX51pPM/ERFPoSAVr6RAFRFPoaldP9dwTmlrKyo6Ymp7haaIeCoFqbS67IPmDgJSiIqIJ1OQSiOeeOSrfVENbZ4NOuv7nthWEfE/ClLxikA6cwraG9osIv5BBxuJ11B4iogn0ohUvIrCVEQ8jUak4nF0aouIeBONSOUsZ4aYu0aBvnKrNxHxbS4N0szMTFJTU6mqqiIyMpKlS5fSp08f1qxZw/r163E4HAwfPpyUlBRsNhszZ86kuLjYuf3Ro0e5/fbb+fGPf8y+fftYsmQJR48eJTIykiVLltCvXz9X7o5PcvdI8MzXj18diX1RjZtaIyJycS6b2i0oKCAlJYXU1FQyMjKYOHEiixcvZs+ePbz55pusX7+e9PR0SktLWbt2LQBvvfUWGRkZZGRksGXLFrp168Ztt90GwPz587n33nvJzMzknnvuYcGCBa7aFb/jqnA93+uc69QXERFP4bIgDQwMZMWKFURHRwMwcuRI8vLyyMjIIDExkfDwcKxWK0lJSaSnp5+1/fr16xkwYAD9+vVj//79nDx5kvHjxwMwceJESktLycnJcdXuSAu7UFhrRCoinsxlQRoVFcXo0aMBqK2tZcOGDYwbN478/HxiY2Odz4uJiSE3N7fRttXV1bz++uvMmzcPgPz8fLp3797oOefaTi6dp61Jelp7RETO5PKDjdLS0khNTSU2NpZVq1axYMECbDab8/GQkBDsdnujbTZt2sQVV1xBTEwMAHa7neDg4EbPCQ4OpqKi4qzXs1gsREeFtcKeNJ0tMMDtbTCrNdcqLzR1Gx0V5hP1cyfVzxzVzxxfqJ/Varng4y4P0tmzZzNr1iy2bNnCtGnT6NGjB9XV1c7H7XY7oaGhjbbZvHkzSUlJzq9DQ0Opqqpq9JzKykratm171usZhsGhovIW3otLEx0V5vY2tITW2IcLTelmJx/lUFG5z9TPXVQ/c1Q/c3yhfg6HccEwddnUbk5ODtu2bQPqR4mTJ0/m1KlTWCyWRlOy2dnZxMfHO78uLy9nz549jBo1yvm9nj17kp+fj8PhAOqnivPz8+nVq5eL9sa3uWo69WIhKiLiDVwWpGVlZSxcuJDCwkIAdu/eTU1NDfPmzXMerVtbW8u6deuYNGmSc7vc3FwiIyMJC/vf1EB8fDydO3dm8+bNAGzcuJHu3bsTFxfnqt3xS646elchKiLexGVTuwkJCTz44IPMmTMHh8OBzWbjpZdeIiEhgeTkZKZPn45hGIwaNarRNO6RI0fo3LnzWT/vxRdf5KmnnuK1116jY8eOvPDCC67aFb/Q2vcpdff5qiIiLcViGIbh7ka0loiICBwOg8+/PuDWdnjrGsH5ws7siPFSp3S9tX6eQvUzR/UzxxfqN3RAD6xWC8eOHTvn47rWrriU1kVFxNcoSOW8WjrYFKIi4osUpHLJWnp9UyEqIt5MQSouoYOLRMRXKUjlglpitKgpXRHxZQpSaZamjjAVoiLi6xSkclGtEXgKURHxFQpSabaLjUq1Lioi/kBBKq1CU7oi4i8UpNIkLRV+ClER8TUKUjHlUi4jqBAVEV+kIJVWo+AUEX/g8ht7i/dqzh1hFKYi4us0IhURETFBQSqX5PQRZnbyUefX8asjdbqLiPglBalcstMDFBofcKQwFRF/oyAVU84VnApTEfEnClJpNgWmiIiCVFqBjtQVEX+iIJVmO3OtVETEHylIxbQzj+QVEfEnuiCDtAgFqIj4K41IRURETFCQioiImKAgFRERMUFBKiIiYoKCVERExAQFqYiIiAkKUhERERMUpCIiIiYoSEVERExQkIqIiJhgMQzDcHcjWktAQAAOh4N27cLd2g6r1YLD4bNlbnWqnzmqnzmqnzm+UL+TJ09gtVqpq6s75+M+fa1dm81GdXU1VqvF3U3xiDZ4M9XPHNXPHNXPHG+vn9VqxWaznfdxnx6RioiItDatkYqIiJigIBURETFBQSp+S6sa4g7FxcVkZWW5uxlez5P+fhWkXujQoUNs2bKFTz75hOLiYnc3x+uUl5cDYLFYcDgcbm6N91H/a76cnBxmzJjBX//6V3c3xSsdOXKEHTt2sHfvXo8K0oAlS5YscXcjpOlycnJITk7GarXyzjvvkJeXx7FjxxgwYIC7m+YVDh48yPz58ykvL2fIkCHOMLVYvPuoQldR/2u+nJwcHn/8cb7zne/wr3/9i2uvvZbQ0FB3N8tr5OTkMHfuXE6ePElqaiplZWXU1dXRo0cPdzdNQepNqquree6550hMTOQHP/gBI0aMwG6388EHH3Dy5EmGDBni7iZ6vC+//JIPP/wQwzAoKipi8ODBCtMmUv9rvv3797Nw4UKmT5/Oo48+yq5duxg+fDjt2rXDMAz1vYuw2+385Cc/YcqUKfzwhz9k+PDh7N+/n88++wyHw0Hv3r3d2j6fPo/U19hsNiIiIqipqcEwDHr16kVkZCRt2rQhMzOTDh06MGnSJHc306MdOHCAuLg4evfuzY4dOwCYMWOG82TrgIAAN7fQc6n/NY/D4eCVV17hjjvu4M477wSgsrKS1NRUnnnmGYVoE7Rp04YuXbpw2WWXATB48GAiIiLYsGEDf/nLX+jYsSNXXXWV29qnNVIvcPo6XteuXfnyyy+x2+0AdOjQgeuuu47hw4fz+eefn/fKG/7syJEjfPHFFwAkJCSwbNky7r77bq644gp27NjB22+/DaAQPQ/1P3OsVisvv/wyM2bMcNby/vvvB6CsrAzwrANnPElDXRrqtmnTJudjsbGx3HrrrYSEhLBr1y63tK+BpnY9XH5+PqmpqXzzzTccP36cW2+9ld/+9rfs3LmTm266CYDQ0FBsNhuvvPIK48aNIzIy0s2t9hzZ2dk8/PDDJCQkEBsbS4cOHYD6T7g9e/akrKyM3bt3Y7fbGTBgACtXriQ8PJzOnTu7ueWeQf2v+crKyggJCcFisWAYBlZr/bil4es1a9ZgsVica/XSWH5+Pr/+9a/Zt28fAQEB3HbbbTz77LMUFBRw7bXXAhAREUFQUBAvvPACt9xyC2FhYW5pq0akHiw/P5/k5GTCw8M5fPgwq1ev5vnnn2fdunXs37+fH/7wh85PtIMHD6Zv375UV1e7udWeIzs7mx//+MdMmzaNa665BqgfHbRp0waAyMhIbrvtNkaMGMFHH33E+PHjOXz4MP3793dnsz2G+l/zHTlyhLvvvpunnnoKh8NBYGCgcx3eMAw6d+7MY489xltvvcU//vEPdzfX4+Tm5nLfffcREBDAF198wW9/+1tOnjzJb37zG95//31SUlKczx0zZozb1+d1iUAP9sYbb3Dq1CkeeeQRKisrKSws5P7772f48OEsWbKE5ORkwsLC6Ny5M4WFhdhsNlauXOnuZnuE0tJSbrrpJpKTk3nggQeorq5mzZo12Gw2AgMDufvuu53PLS8v55ZbbmHEiBE8++yzADoABPU/M3JycliyZAkdOnQgMjKSp59+GqvVisPhwGq1YhgGDoeD3/72t/z973/npz/9qUccfeoJ6urqWLp0KXFxccyZM4eCggJ+9KMfMW/ePMaOHcuBAwe477776NWrF0OHDuWzzz4jJCSEl19+2W1t1tSuB/vqq6/4xz/+wY033khoaCgRERFMnDiRX/ziFxQXF/Pcc88REBBAYGAg3bt3Z/HixYBCAKCiooIjR45QU1PDgAEDWLBgAceOHcNut/PXv/6VTz75xDk1+fzzz9OhQwd+9rOfATjf7Pyd+l/z7dixg9zcXO644w4+/fRTPv30U6699lqsVis1NTUEBAQ4L4TevXt3tx4o42msVivbtm2jbdu2DBkyhPbt27Nr1y6OHTtGRkYGdrudZ599lqKiIux2O1FRUc4Rqrv6noLUAzV0htDQUL7++muCgoKIjY0lICCAtm3bcuWVV/Luu+/Sr18/Ro0axdChQxk6dCigEGgQGhpKbGwsX3zxBW+88Qbx8fE8++yzXHfdddx4442sW7cOm81Gnz59MAzDefCH6qf+1xK6du3KNddcw6BBgwgNDXWG6ahRo7DZbM5p3i5dutC3b19AH0DgfzWw2+307t2byy67jIyMDN544w1mzJhBYGAgGzduJCwsjGnTpjFixAhGjBgBuLfvqcd7IIvFQmFhIb179yYmJoYtW7awfft25/pTjx49CAoK4vDhw2dtqzexeoWFhfTp04cJEybQv39/+vTpA9SfdtCxY0cGDhzoPN3luuuuA2h0QIg/U/8zp6ysjHbt2jkPbBs9ejRTp06lqKiIFStWALBs2bKz1kb9PUShvgYnT55kwoQJDBo0CICrr76azZs3M378eGbPns2VV17JsWPHztrWnX1Pvd4DHTp0iF/+8peUl5fzgx/8gI4dO/LHP/6RrVu3Ul5eTmhoKIZhcOrUKXc31SMVFBTwq1/9irKyMkaOHMmcOXO45ZZbAAgJCQHqa3zm5QH9+Y3s9EMlDh06xK9//Wv1vyY6ceKE83Sg7OxsVq9ezbFjxwgKCsIwDGw2G1dddRX33HMPBQUFXHXVVVRVVTmPPPV3Z9bvl7/8JceOHSMwMBDDMIiIiCAqKsr5/OzsbGpqatzV3HPSwUYe4ODBg/ztb3/jsssuo0ePHsTHx1NSUkKnTp2A+imLX/ziF+Tm5vL1119z2WWXERoayquvvurmlnuG//znP7z//vtcdtllxMfHM2jQIIqLi+nSpUuj5/39738nMzOTwsJC2rVr59aDEzxJbm4ua9eupW/fvowdO5awsDDKy8vp2rUroP53Id988w2LFi3i+eefd55OdeLECS6//HLnc04/wOj222+nf//+Oqjtv5pSv8LCQv7f//t/FBYWsn//fsLCwpwje0+hIHWznJwcHnjgAcaMGUN+fj7BwcGMHDmS2bNnA/WXZWu4M/vRo0f58ssvCQgIcJ7O4e9rUjk5OcybN49Ro0Zx8OBBIiMjmT9/PtHR0UDjN6qtW7dy+PBhQkJCmDFjBqD65eXlMXPmTBITExk0aJBz5N5A/e/8cnJyWLBgAbfffjszZ848KxTPrM3KlSv5z3/+w4svvnjOx/3NpdTv9ddfp6qqipCQEO69996zHnc3Bakb1dbWsnz5cuLj47n77rs5fPgwX3zxBampqdx444088sgjF9zekzqSO1RXV/Pkk08ydOhQkpKSyMrKYtGiRaSkpDB48OCLbu/v9QP4wx/+wMGDB/nRj35EbW0tW7duxWq10qFDB0aNGnXBbf25focOHSIpKYkHH3yQ6dOnU1tby8cff0xISAidOnWiV69eZ22zf/9+54FF/lw7aF79Tudp9dO1dt0oMDCQNm3a8O233+JwOOjWrRsdO3akTZs2vPLKK0RGRjpHTqtXr6Zfv36MHj3aub0ndSR3sNlsBAUFOevQp08fYmJi+OSTT0hPT6dHjx5MmzYNqP9E279/f+dIClQ/qD+H9osvvqC6upoHHniA4OBgamtrOXnyJHv37uWBBx4A4De/+Q39+/dX//uvPXv20KtXLwYMGEBNTQ333XcfwcHBfPvtt/To0YPrr7+eO+64A4A1a9YwcuTIRkfn+nPt4NLrN3z4cOfBR+B5fU+nv7hJdXU1AQEBlJSU8M0339CrVy86dOhAQEAAXbt2JTQ0lB07djBs2DAMw6C6urpRCPi7hiNIjx8/Tv/+/YmKimLjxo289dZbJCYmUllZyfvvv09kZCQxMTFUVVUxZswYN7faczScy9ipUyf+9a9/kZubS3h4OM899xxjxowhLi6O9957z3lZxaqqKvW/08TExFBSUsLOnTvZsmULcXFxPPfcc1xzzTXYbDa2bdvGFVdcAdRf5ej0DyD+vCba4FLr5+kHZnlWrPuBI0eOADjXna6//npKSkp4/fXXnacThISEMHjwYPbt20dxcTFt27Z1hoC/z8SfXr+AgABuvfVW56ktw4YNY+vWrdx2223cf//9DBw4ELvdTnBwsOr3Xw31aziitHPnzkRERPDhhx9SVFSEYRhERkYyaNAg2rZtS3l5OSEhIaofNLqJeZs2bbj77rux2WycOnWK7373u0D9qUFXXnkl33zzDWVlZYSHh3PrrbcC/l078O36KUhdqKysjFtuuYWbb77Z+b3w8HCef/55cnNzWblyJf/6178A6NWrF507d6a8vLzRz/DnT7Pnqp/FYnF+KImJiXEeqWuz2fjPf/7jPKz+9Of7qzPrZ7FYCAkJ4dFHH6Vv376UlpaSnp4O1F8MvKqq6qxTXPy1fkVFRdx5553OqW6AsLAwfvjDHzJ16tRG0469evUiKirqrOsO+2vtwPfrp4ONXKi8vJxnnnmG3Nxcampq2Lhxo/OxsrIyUlJSsFgs1NXVUVNTQ0hIiK5deprz1a+2tpbAwEAOHz7MP//5T44ePcqePXto06aNxx0m704X6n8nT54kNTWV/Px8Dh8+THh4OOHh4bz22mtubLHnOHLkCEuXLnUeOZqamnrWc/75z39it9vZsGGD+t4ZfL1+GpG6iGEYfPnll5SWlrJ69Wrat2/P7bff7ny8Q4cOPPvss8yaNYuRI0dyww03OENUn3UuXL/AwEDq6upo3749Bw8epKSkhIEDBzr/EM+88II/ulj/a9euHT/84Q9ZtmwZ8+bN47777nOGqOpXf93hmpoaFi5cSHV1NQ8//LDzserqaiorK503mY6NjXX2Pf3t1vP1+mlE6mKHDx+mW7dulJeXM2/ePMrLy/njH/943ptKe9ph3u6m+pmj+jVfYWEhXbp0Yd++fbzwwgvOGSPVrml8uX7e0Uof0PB5pVu3bkD9+sCvfvUr2rZt6zxF49577+Xdd99ttJ23dKTW1pT6JScnq37n0dT+99577zXaTvX7n4YrjfXt25eFCxdit9t57LHHAJg/fz6ZmZnO5+oUl7P5cv28p6Ve7lwL5aGhoaxdu5Y2bdrQr18/OnfuzJQpU9zQOs/XlPpFRUWpfufR1P73ve99zw2t8w4NIyeLxULPnj1ZtmwZ5eXlDB48mJCQECZMmOB8ricfGOMuvlw/BakHCAkJ4fbbb3def1NrUpdG9TNH9bs0hmEQFBRE9+7dqaioYNKkSardJfDF+ilIW5jdbqeurq7Jz1+3bh1t27Zt1JG8aUrD3VQ/c1S//ykuLubQoUMXfV7DaOk3v/kN3bp1U+0ukS/WTwcbtaCsrCxeeeUVUlJSGt3250JOnDhBeHg44N0dqSV8++237Ny5k759+xIfH09wcPBFt1H9/kf1a77c3Fwee+wxkpKSmDp1apNqcfDgQWJiYgD/rh3UH0iUm5tL165d6dy5M2FhYRfdxpfqp0sEtpCcnBwWLlzI+PHjL3qx79M1vNl52+J6S8vKymL27NnY7XYMw2D48OFN2k71q6f6NV9OTg7z588nIiKC4uJibrrppguu0TXcpaR9+/bOr/21dlB/f9B58+aRn5/Pe++9R11dHQMGDMBqtZ6zjj5ZP0NMy8/PN8aOHWu89957hmEYRm1trfHVV18Z//nPf4zS0lLn9+TcampqjKefftp46623DMMwjLq6OuPf//63kZ2dbZSUlBiGofpdiOrXfN98841xyy23GH/6058MwzCMJ554wigoKDAMwzAcDodhGPX1lHMrKysz7rrrLmPTpk2GYRjGO++8Y3zve98zTp486XyOP/Q93f3FpLq6Ov785z8TExPjvDD1fffdR11dHWVlZfTr14+ZM2c6b+uVnp5Ot27d+M53vuPOZnuUwMBAysvLqa2tBeCee+6hrq6OU6dOER8fz6xZs1S/C1D9Lp1hGFRWVrJs2TJmzJjBLbfcQmVlJd9++y2ZmZncc889ztFUw2jpo48+4vLLL3dOR0p9bTp37szAgQMBuPPOO9m6dSt//vOf6dSpEz179nTeG9iX66epXZOsVitRUVEUFBSwd+9e3n33XS6//HJefPFF4uLiOHnyJJ999hnDhw/n0KFD7Ny5k/LycuLi4pzXiBWoqKggJyeHrKws2rVrx89//nN69OhBeXk5O3fuZNiwYRQUFKh+56H6XRqLxUJQUBBjx45l+PDh1NXVYbPZ6NatG3/7298YMmRIo3W+r7/+mg0bNtC2bduL3ivTn1RUVPDHP/6R2tpabDYbmzZtYtOmTbRv355PPvmErKwsBg8eTF5enk/XT0HaTAcPHmTDhg2UlJTQsWNHrr76av70pz9RWVnJfffdR4cOHZy373r//fdJTEwkOjqaAQMGUFVVRWxs7Hmv6OEPDh48yMaNGyktLcXhcNC3b1/WrFnDwYMHueaaa+jfvz8xMTHU1dWxefNmbrzxRmJiYlS//1L9mu/0v12Hw+G80QHUX67ub3/7G5dffjndu3enrq7OOerq168fR44coWfPnt6/pmdCQ98rKSmhU6dOjBgxgo0bN7Jr1y4++OADNm/ezOTJk2nXrh3p6elcf/319OrVy6frpyBthpycHOdNkPfu3cs777xDTEyMczpoyJAhzk/7l19+ORkZGYwYMYIOHTpgs9no0qWLX48GGupns9n46quvnKP4u+66i7feeguLxULv3r2JiIggNjaWTZs2ceWVVxIVFaX6ofqZcfrf7r/+9S/ef/99AgICGDhwIBaLhQ4dOnDkyBFefPFFEhMTadeunTNMw8PDiYmJ8dvaQeO+t3fvXn73u9/Rr18/vv/975OQkMCBAwe45ZZbsFqtXH755bz33nsMHTqUbt26+XT9dPrLJaqtreVnP/sZvXv3ZurUqZSVlfHJJ5+waNEiUlJSnFfW+fLLL4H6c6VCQkJ4/vnn3dlsj3Gh+r3wwgv069ePxYsX06lTJy677DKysrJo3749P//5z93ddI+g+jXfuWq3fft2Fi9ezIIFC5gxY4bzuSkpKezdu5c333yzSady+IPz9b3Fixfz+OOPM2XKFG644QYeeughhg0bRmpqKjabjRdffNHdTW91OtjoEgUGBlJRUUFWVhZQf9eWSZMmERwczBNPPEFgYCATJkzghRdeICwsjC5dutAw6Df+e9i3Pztf/Ww2G0888QSvvvoqK1euZMeOHWRlZXHNNdcwZ84cQPUD1c+Mc9UuMTERm83Gj3/8Y8LCwpw3kU5KSmLgwIEK0dNc6L1v4cKF9OnThxUrVvDTn/6Ujz76iKioKJYtWwb4ft/T1O4laOgMVquVffv20alTJ7p27QpAz5496dKlC5s2bWLSpEnccMMNfO973+O6664DvP+E45Zwofo13Mh8/fr1jB8/nu985ztcffXVDB06FFD9QPUz42J/u1FRUWzatInhw4cTHh5Op06dnEei+noINMXF6te5c2fWrVvH/fffz+TJk7npppuc1871h77n23vXwhr+mPr160dlZSWbN29m//79zsevuOIKKioqOHToEJGRkc7OY/jCCcct4GL1GzJkCJWVlZw4ceKsbVU/1c+MpvztVlZWUllZed5t/VlT+97BgweJjIx0juT95b3P9/ewhRmGQbdu3XjooYfIy8vjD3/4Azt27ADqRwUBAQEUFxc32kZ/iP9zsfpZrdaz6if/o/o138VqZ7FYVLsL0Hvf+elgoyY6dOgQ0dHROBwODMMgICCA7Oxsfvvb31JWVkZQUBBVVVWEhoby8ssvu7u5Hkf1M0f1az7VzhzV7+K0RnoRDoeD48ePc/PNNxMXF+f85ArQsWNHhg4dyhVXXIHD4WDgwIHMnz8f0LpKA9XPHNWv+VQ7c1S/ptOItInWrFnDZ599RkpKCh07drzgc/1hcf1SqX7mqH7Np9qZo/pdnP/t8SUoKSlx/nvEiBGN1lAudM9Rf+xI56L6maP6NZ9qZ47qd2n8c6+b4MCBAzz++OMsXbqU6upq+vfvT2xsLMuXLwfw28urNZXqZ47q13yqnTmq36XTGulpGub2a2trnZdZ27x5Mx999BHFxcXcdddd5ObmUlFRQe/evd3dXI+j+pmj+jWfameO6meOgvS/GjrSxx9/zMsvv0xWVhZt27Zl0aJFBAYGsmvXLl555RVsNhtHjx51XmhB6ql+5qh+zafamaP6macgBedFqbdt28bTTz/N1KlTqaqq4i9/uF29kgAAAzFJREFU+Qt79uwhOTmZ8ePH07ZtW7KysjAMg4kTJ7q72R5D9TNH9Ws+1c4c1a+FtPitwr1IcXGx89+VlZXG0qVLjXfeecf59VdffWXcc889xquvvup83vHjx53/djgcrmusB1L9zFH9mk+1M0f1a1l+e7BRdXU1r776Kj/60Y8ACA4OJjQ0lM8//5zy8nKCg4Pp3bs3N998M3l5edjtdgDCw8MB/zxX6nSqnzmqX/Opduaofi3Pb4M0KCiIu+66C5vNxk9+8hMARo8eTXl5OTt37uTUqVPYbDaGDh3KsWPHnJ2pgb93JNXPHNWv+VQ7c1S/lue3a6QNN/GNjY1l586d7Ny5kxkzZpCbm8tHH31EQUEBHTp0YOXKlXTr1k3rAmdQ/cxR/ZpPtTNH9Wt5fhWk3377LTt37uSyyy6jqqqK4OBgOnbsSHx8PH/729/YvXs3jz32GA6Hgy+++IK//vWvdOvWjaeeegrQlIbqZ47q13yqnTmqX+vym0sEVldXM3HiRAoKCrjjjjs4cOAAkyZNIioqiuuvv569e/eyYcMGgoKCWLRoEQDHjx+nffv2gP9e+qqB6meO6td8qp05ql/r85sRaUBAAFdddRWZmZkMGDCAuXPn8umnn/LHP/6RTz/9lA8//JBevXrx/vvvk5+fz3e/+11CQkIA/7mn3oWofuaofs2n2pmj+rW+QHc3wJX69+/P66+/zrRp0xgyZAhPPPEE1dXV5Obmsn37dr799ltqa2vPupakpjTqqX7mqH7Np9qZo/q1MpefcOMBPv/8c2PgwIHGG2+8cdZj5eXlzn/rXKlzU/3MUf2aT7UzR/VrHX4ztXu6rl27Mnr0aB5//HHCw8MZPHgwALW1tY2mNPRp7NxUP3NUv+ZT7cxR/VqHXwYp1Heoa665hvnz5xMYGMiwYcMarQWoI12Y6meO6td8qp05ql/L8+tV5MGDB7NmzRry8vLc3RSvpPqZo/o1n2pnjurXsvzm9Jem0JSGOaqfOapf86l25qh+5ihIRURETPDrqV0RERGzFKQiIiImKEhFRERMUJCKiIiYoCAVERExQUEqIiJigoJURETEhP8PzxeWFceQpiwAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(idf,type='renko',alines=al1,renko_params=dict(brick_size=3))\n", + "mpf.plot(idf,type='renko',alines=al2,renko_params=dict(brick_size=3))\n", + "\n", + "mpf.plot(idf,type='pnf',alines=al1,pointnfig_params=dict(box_size=3))\n", + "mpf.plot(idf,type='pnf',alines=al2,pointnfig_params=dict(box_size=3))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "idf.shape\n", + "idf.head(3)\n", + "idf.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Let's grab 5 months of data from the input data frame:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "df = idf.loc['2011-07-01':'2011-12-30',:]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### We can, of course, plot a basic ohlc or candlestick plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.6a4'" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import copy" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "from mplfinance._mplrcputils import rcParams_to_df" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (, line 1)", + "output_type": "error", + "traceback": [ + "\u001b[0;36m File \u001b[0;32m\"\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m STOP HERE\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "STOP HERE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "d = {'axes.edgecolor': 'white',\n", + " 'axes.facecolor': '#0b0b0b',\n", + " 'axes.grid': True,\n", + " 'axes.labelcolor': 'white',\n", + " 'figure.dpi': 100.0,\n", + " 'figure.edgecolor': 'black',\n", + " 'figure.facecolor': 'black',\n", + " 'figure.figsize': [6.4, 4.8],\n", + " 'figure.subplot.bottom': 0.11,\n", + " 'grid.color': '#999999',\n", + " 'grid.linestyle': '--',\n", + " 'lines.color': 'white',\n", + " 'lines.linewidth': 1.0,\n", + " 'patch.edgecolor': 'white',\n", + " 'savefig.edgecolor': 'black',\n", + " 'savefig.facecolor': 'black',\n", + " 'text.color': 'white',\n", + " 'xtick.color': 'white',\n", + " 'ytick.color': 'white'}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "d = {\n", + " 'figure.edgecolor': 'black',\n", + " 'figure.facecolor': 'black',\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "d = {\n", + " 'figure.dpi': 100.0,\n", + " 'figure.edgecolor': 'black',\n", + " 'figure.facecolor': 'black',\n", + " 'figure.figsize': [6.4, 4.8],\n", + " 'figure.subplot.bottom': 0.11,\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams.update(d)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "external_axes_mode = True\n" + ] + }, + { + "data": { + 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rc1 = copy.deepcopy(plt.rcParams)\n", + "fig = plt.figure()\n", + "s = mpf._styles._get_mpfstyle('nightclouds')\n", + "mpf._styles._apply_mpfstyle(s)\n", + "ax3 = fig.add_subplot(2,2,1)\n", + "rc2 = copy.deepcopy(plt.rcParams)\n", + "mpf.plot(df,figscale=1,fig=fig,ax=ax3,style='nightclouds',type='candle')\n", + "rc3 = copy.deepcopy(plt.rcParams)\n", + "#fig" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "external_axes_mode = True\n" + ] + }, + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rc4 = copy.deepcopy(plt.rcParams)\n", + "fig = plt.figure()\n", + "s = mpf._styles._get_mpfstyle('nightclouds')\n", + "mpf._styles._apply_mpfstyle(s)\n", + "ax3 = fig.add_subplot(2,2,1)\n", + "rc5 = copy.deepcopy(plt.rcParams)\n", + "mpf.plot(df,figscale=0.85,fig=fig,ax=ax3,style='nightclouds',type='candle')\n", + "rc6 = copy.deepcopy(plt.rcParams)\n", + "#fig" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "rc3 == rc1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df1 = rcParams_to_df(rc1,name='rc1')\n", + "df2 = rcParams_to_df(rc2,name='rc2')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.concat([df1,df2],axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dif = df[df['rc1'] != df['rc2']].dropna(how='all')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dif" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from mplfinance._mplrcputils import compare_styles" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "tup = compare_styles('dark_background','fast')\n", + "tup[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dif['rc2']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dif['rc2'].to_dict()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "d = {'axes.edgecolor': 'white',\n", + " 'axes.facecolor': '#0b0b0b',\n", + " 'axes.grid': True,\n", + " 'axes.labelcolor': 'white',\n", + " 'figure.dpi': 100.0,\n", + " 'figure.edgecolor': 'black',\n", + " 'figure.facecolor': 'black',\n", + " 'figure.figsize': [6.4, 4.8],\n", + " 'figure.subplot.bottom': 0.11,\n", + " 'grid.color': '#999999',\n", + " 'grid.linestyle': '--',\n", + " 'lines.color': 'white',\n", + " 'lines.linewidth': 1.0,\n", + " 'patch.edgecolor': 'white',\n", + " 'savefig.edgecolor': 'black',\n", + " 'savefig.facecolor': 'black',\n", + " 'text.color': 'white',\n", + " 'xtick.color': 'white',\n", + " 'ytick.color': 'white'}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "d" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/dev_ext_axes_subclass.ipynb b/examples/scratch_pad/dev_ext_axes_subclass.ipynb new file mode 100644 index 00000000..a07650ab --- /dev/null +++ b/examples/scratch_pad/dev_ext_axes_subclass.ipynb @@ -0,0 +1,755 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2011-07-01 132.089996 134.100006 131.779999 133.919998 117.161659 \n", + "2011-07-05 133.779999 134.080002 133.389999 133.809998 117.065437 \n", + "2011-07-06 133.490005 134.139999 133.110001 133.970001 117.205429 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2011-07-01 202385700 132.373927 125.316073 1.219057 \n", + "2011-07-05 165936000 133.254297 124.912703 1.066618 \n", + "2011-07-06 143331600 134.040915 124.627085 0.992467 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
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    2012-06-27132.419998133.429993131.970001133.169998118.980804108088000136.447962128.1400420.605441
    2012-06-28132.289993132.990005131.279999132.789993118.641281169242100136.500761128.2192410.551922
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "idf.shape\n", + "idf.head(3)\n", + "idf.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Let's grab 5 months of data from the input data frame:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "df = idf.loc['2011-07-01':'2011-12-30',:]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.6a4'" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import copy" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hasattr(fig,'mpfstyle')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "fig.mpfstyle = 'default'" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hasattr(fig,'mpfstyle')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ax = fig.add_subplot(2,2,1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ax.style = 'default'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ax.style" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ax.xxx" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "from mplfinance._mplrcputils import rcParams_to_df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "STOP HERE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "d = {'axes.edgecolor': 'white',\n", + " 'axes.facecolor': '#0b0b0b',\n", + " 'axes.grid': True,\n", + " 'axes.labelcolor': 'white',\n", + " 'figure.dpi': 100.0,\n", + " 'figure.edgecolor': 'black',\n", + " 'figure.facecolor': 'black',\n", + " 'figure.figsize': [6.4, 4.8],\n", + " 'figure.subplot.bottom': 0.11,\n", + " 'grid.color': '#999999',\n", + " 'grid.linestyle': '--',\n", + " 'lines.color': 'white',\n", + " 'lines.linewidth': 1.0,\n", + " 'patch.edgecolor': 'white',\n", + " 'savefig.edgecolor': 'black',\n", + " 'savefig.facecolor': 'black',\n", + " 'text.color': 'white',\n", + " 'xtick.color': 'white',\n", + " 'ytick.color': 'white'}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "d = {\n", + " 'figure.edgecolor': 'black',\n", + " 'figure.facecolor': 'black',\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "d = {\n", + " 'figure.dpi': 100.0,\n", + " 'figure.edgecolor': 'black',\n", + " 'figure.facecolor': 'black',\n", + " 'figure.figsize': [6.4, 4.8],\n", + " 'figure.subplot.bottom': 0.11,\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams.update(d)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "external_axes_mode = True\n" + ] + }, + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rc1 = copy.deepcopy(plt.rcParams)\n", + "s = mpf._styles._get_mpfstyle('nightclouds')\n", + "mpf._styles._apply_mpfstyle(s)\n", + "rc2 = copy.deepcopy(plt.rcParams)\n", + "fig = plt.figure()\n", + "ax3 = fig.add_subplot(2,2,1)\n", + "mpf.plot(df,figscale=1,fig=fig,ax=ax3,style='nightclouds',type='candle')\n", + "rc3 = copy.deepcopy(plt.rcParams)\n", + "#fig" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "rc4 = copy.deepcopy(plt.rcParams)\n", + "fig = plt.figure()\n", + "s = mpf._styles._get_mpfstyle('nightclouds')\n", + "mpf._styles._apply_mpfstyle(s)\n", + "ax3 = fig.add_subplot(2,2,1)\n", + "rc5 = copy.deepcopy(plt.rcParams)\n", + "mpf.plot(df,figscale=0.85,fig=fig,ax=ax3,style='nightclouds',type='candle')\n", + "rc6 = copy.deepcopy(plt.rcParams)\n", + "#fig" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "rc3 == rc1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df1 = rcParams_to_df(rc1,name='rc1')\n", + "df2 = rcParams_to_df(rc2,name='rc2')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.concat([df1,df2],axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dif = df[df['rc1'] != df['rc2']].dropna(how='all')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dif" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from mplfinance._mplrcputils import compare_styles" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "tup = compare_styles('dark_background','fast')\n", + "tup[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dif['rc2']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dif['rc2'].to_dict()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "d = {'axes.edgecolor': 'white',\n", + " 'axes.facecolor': '#0b0b0b',\n", + " 'axes.grid': True,\n", + " 'axes.labelcolor': 'white',\n", + " 'figure.dpi': 100.0,\n", + " 'figure.edgecolor': 'black',\n", + " 'figure.facecolor': 'black',\n", + " 'figure.figsize': [6.4, 4.8],\n", + " 'figure.subplot.bottom': 0.11,\n", + " 'grid.color': '#999999',\n", + " 'grid.linestyle': '--',\n", + " 'lines.color': 'white',\n", + " 'lines.linewidth': 1.0,\n", + " 'patch.edgecolor': 'white',\n", + " 'savefig.edgecolor': 'black',\n", + " 'savefig.facecolor': 'black',\n", + " 'text.color': 'white',\n", + " 'xtick.color': 'white',\n", + " 'ytick.color': 'white'}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "d" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/dev_external_axes.ipynb b/examples/scratch_pad/dev_external_axes.ipynb new file mode 100644 index 00000000..635d1f7a --- /dev/null +++ b/examples/scratch_pad/dev_external_axes.ipynb @@ -0,0 +1,1382 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "idf.shape\n", + "idf.head(3)\n", + "idf.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Let's grab 5 months of data from the input data frame:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "df = idf.loc['2011-07-01':'2011-12-30',:]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### We can, of course, plot a basic ohlc or candlestick plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.6a5'" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "external_axes_mode = False\n" + ] + }, + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__\n", + "mpf.plot(df,volume=True,tight_layout=True,figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
    Date
    2011-12-23125.669998126.430000125.410004126.389999111.85094592187200128.281026119.3799740.787550
    2011-12-27126.169998126.820000126.059998126.489998111.93943086075700128.321357120.0176430.779453
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2011-12-23 125.669998 126.430000 125.410004 126.389999 111.850945 \n", + "2011-12-27 126.169998 126.820000 126.059998 126.489998 111.939430 \n", + "2011-12-28 126.510002 126.529999 124.730003 124.830002 110.470383 \n", + "2011-12-29 125.239998 126.250000 124.860001 126.120003 111.611977 \n", + "2011-12-30 126.019997 126.330002 125.500000 125.500000 111.063309 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2011-12-23 92187200 128.281026 119.379974 0.787550 \n", + "2011-12-27 86075700 128.321357 120.017643 0.779453 \n", + "2011-12-28 119107100 128.084988 120.732011 0.557324 \n", + "2011-12-29 123507200 128.213149 120.716851 0.720776 \n", + "2011-12-30 95599000 128.262110 120.720891 0.633732 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "df2 = df.tail(9).copy()\n", + "df2.loc[:,:] = float('nan')\n", + "ndf = df.append(df2)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "external_axes_mode = False\n" + ] + }, + { + "data": { + "image/png": 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rk2gmVkRERDZ4W42WvZ02nzld7XX77uokmokVEREJpcZxQ20lEL5Wo6XDoYHkY2JFRERCib4Qu6PGxBcSCG+reXJUxyS6pKgAc+dkC10/EysiIlI0W7VFTBjs44paNzXEfu6cbINydkyiU9LSceL4MaHbY2JFHqOGLyQRed6Z09XIyki1eM7IXZljdboreOP5y1aczVHDLdITx4/Jqo003v9/lW6UtT0Owkwek7syB6VFhRifdp/XV8ETkeNiYrth7bvFDk+Xw96BpEuLClV/3tIlUh3bxNmKY0lRgar3256nIY0/2399IO/YYo0VeYzuZKjmLykReRdL3TWo/ek4cwlFx3OwvU8JGtdQqS0uKWnpmP7I41bncaTmriPWWBEREdmg9sbtKWnpLrltp8a42CpvxxrQkqIC1Jw5LWv9rLEiIiKfxfELzTOOi6/GKSUtHV1jYmUtw8SKiIgsUtNtno6M+9KytB+6W3+2bg/5go4xM74lynEe7afYxGrNmjUYMGAAsrNN+5fYvXs3/vznP+PGG2/EzTffjGnTpmH//v366V999RWSkpLM/uXl5blzN8gCXx5OgUhNlPjUlz3JnvHtHlv7obbbWfaQmxR7Www8VcumuMRKo9Fg5syZyMvLQ3BwsMn07777Dg8++CC6d++ODRs2IDc3FxcvXsSDDz6Impoag3nff/997Nixw+AvIyPDXbtCRuJ79dY3CLS3oSQReZazDXktrdOZ9Skx2VMiJcTJkzWeomrZesbHy5pfcYlVWVkZGhoaUFpaik6dOplMX7NmDbp3746FCxfiqquuwrXXXosFCxZAo9Fg8+bNBvNeeeWV6Nq1q8FfaGiou3aFjCxYtIxPARKpjCue3nW2wXPHZM9Vtd9qe9rNEe4YesgTyZ3x5+bsfj7/0mJZ8yvuqcDhw4dj4sSJ8Pf3Nzv91VdfxcWLF+HndzknjI1tb1jW0NDgljISEZHj5FzorHUToMOn3RzjrfuXuzIHAAx6V3cnxdVYxcfHW0yqACAsLAydO3c2eG/Lli0AgOuvv96lZSMiIufJudAZNxvwRPtMtbQJ9fYaNns5kxSL+KwVV2Ml18mTJ/HSSy/hlltuwc0332wwLT8/H7t27UJVVRViYmKQmZmJCRMmGNR2GZMkw3/JMfbEUZIYZ1t4PIrBODqu4/fUU3HsWIbUCen4oLjQoAz2nEvknm9EbNPW+jv+K8IHxYVInXA5oTAuoyNltrUOW+t09XneXBxd8VnLoerE6uDBg5gyZQpiYmKwZMkS/fuBgYHo2rUrWltbMX/+fEiShE8++QTz5s1DTU0NHn30UYvr7NM9GgCQEBft8vL7AmtxDA0OQGIPxtkePB7FYBzlM/6e5ufnIzMz06NlsPXannW4Y5v2EHlM/nr2DGZOvg+ZmZnIzMw0ee1Imac/NNmuOOTn5yM/Px+JiYl4++23Lc7vKh3jKPqzrq8PlFUW1SZWu3fvxiOPPIK+ffvirbfeMmjofsMNN2DHjh0G8w8cOBCnT59Gbm4upk2bhqCgILPrPXpKg/59w3GkSgOt1qW74NUkqf1AtxbHi02XcLhS496CqYw9cSTbGEfHdfyelhYV4J+5K3DLqLFujaPxucLW645KNhagtLh97L+O85RsLEDKBMu3i0bfk+rwNu3himPyis4xeHt1e3uzJcvfRsulNv3rw5UaHDt+ErcOH4nxqfdZ3feOkkeOtSsOySPHInnkWGRlXI5bycYCHDt+0qXneXNxlPvZGM9v/Nk3NNTLKpPi2ljZY+/evZg2bRpuvPFGrFmzxuzTg+b069cPjY2N0GgsB1z3wWi1/HP2j3FkHJX0xzg6/zc+LR1xcXEm7xdvLPB42ayVec2GYnSN6aYv658npmLVyhyby1maVryxAKerq50umyuPyfFp6fp91v1Ne/hxrNlQbHXfXF0GV/w5G8ee8b0NjmFz8ZFDdYnV2bNnMWPGDCQnJ2P58uVma57ef/99LFiwwOT9vXv3IioqyqTxOykHG18SqY8S+kuyl6N9Gxn3Sq7Gfvi89SlAHUc7BF2waJnQ2CjuVqBGo0FLSwsAoLW1FU1NTfqOPyMjI7F8+XI0Nzfjqaeewrlz5wyWDQwMRHR0NK688kqsX78eLS0tyMjIQEBAAD766CN8/PHHmD17ttWnDsmzSosKvf7LT0Tqw/OS8qWkpSMlLR1ZGakeLYfiEqtZs2Zh165d+tfV1dWoqKgAACxcuBA7duxAXV0dRo8ebbLsjTfeiPz8fIwaNQorVqzAO++8gwceeACNjY1ISEjA/PnzkZ7OL4cSlRQVoLSoUBWPNBMRqYErOwDlOdsyxSVW+fn5VqenptqXid5+++24/fbbRRSJ3EApvzSIyH66i+vBnw/oh6oStV5X1xDpelb35pooV+6b7pythOYb+fn5SB451tPF0FNdGysiIlIGXXulvlclCb2Iy22z5UjNjC/0rO4OxjH0xFBAxhUy7hiqxxomVkREpNfxoqiWHsc9kSAZD06thJobJXBHwmoc66qqKpRsvPyepxNmJlZERKSXuzJHnzCkpKVj+iOPu70MxkmLMU/XSACmg1Or6clItTOOdVxcnN39crmD0DZWzc3NFjveJCIi5TMe4NgTv/6Ny2DM0zUSgDKSO09QQtu0jrcbPyguxK9nz3isLOY4VWPV1taGwsJCZGZmYvDgwQaDID/55JM4c0ZZO0tERMqmxtuPaimzCEpom6Yrg66NX1xcnEfLY8zhxKqxsRFZWVl44YUXsHv3btTX10P7W/ek9fX12LRpE+6//359H1RERES2qLHzTTWW2VG+WlMnh8OJ1VtvvYWvv/4aAHDdddchMPDyIIUNDQ0IDg5GdXU1Vq5c6XwpiYjIZ/Firhyerq1SA4cTq82bN0OSJOTk5KCgoADh4eH6aV27dsW6deug1Wrx73//W0hByfvwZCkOn0giS9RwbNgqIy/mtvnS7Uilczixqq6uRnBwMO644w6z06+77jqEhoaynRVZxJOlOMZPyajhYkruoYan1dRQRqXzpduRSudwYhUeHo6mpiaLidMPP/yAixcvGtRkEZF78EJFROQZDidW119/PbRaLaZPn47S0lJcunQJALBt2zbk5uZixowZkCQJ1157rbDCEhEROcITPYL7IrlNPLzxM3E4sZo6dSr8/Pxw4MABPPvss6ivrwcAzJgxA8uWLcMvv/wCSZIwbdo0YYUlIiLnWLuQ2dNOp6qqymrnnUpl3E0A23i6hq0hboz/n7syx21lcxeHE6shQ4Zg0aJFCAsLg1arNfkLCwvDK6+8gqFDh4osLxEROcHabWJ72unExcUZ9DiuVmovv1oYJ7Qdjz9zx5vaEnZznOp5fdy4cRg+fDgqKirw008/ob6+HhEREUhKSsKoUaMQGRkpqpxERKQAmZmZLt+GK2qTWEOlDqVFhapPep0e0qZTp05ITU0VURYiIvIwWwlIZmYmDldqXFoGV1xY3X2x9vSwL77EHcm+HE4NadPU1IS///3vePPNNw3enzx5MhYsWIDa2lqnCkdERNbNnZNt9faJ3EbbTAbE4JO5plzV15bXJFYXL15Eeno6Vq1ahepqw0D9+uuv2LBhAzIyMvSN2olIvJKiAmRlpLJjQB924vgxk3HrOlLC2G6+hp11XtaxBtRX+tpyOLHKy8vD/v37odVqERoaajAtNjYWWq0Whw4dwqpVq5wuJBFd1vHCqRuE1BdOVmQfazUlvOC7h68kEPbwxaTe4cTqgw8+gCRJmDdvHp577jmDaatWrcLzzz8PrVaLTz75xOlCEtFlti6crMEiS3jBJ7VR41OCDidWp06dQnBwMCZNmmR2ekZGBoKCglBVVeVw4YjIPrp2NKzB8j5quLDwiTty1JnT1fp+0czVqHb8IamWH45OD2ljKXE6cuQImpubERYW5nDhiNRwUVECtqPxXq5uBC3iO+bMsecttyc7Jghkv5jYbvp+0YxrVI2PDbX8cHQ4sRo4cCC0Wi0mT56MjRs3Yt++fTh+/Dj27t2LDRs2YOrUqZAkCf379xdZXvIxfLLGe9m6APECZZ3xr3dHf817+jumS8rU/nl3TBAAJlr2slbbqdZb1w73YzV58mTs2LEDx48fx7x580yma7VaSJKErKwspwpIRN7JVkeA3tBRoCvpfuFnZaSafa0m3ljjqku0yDpv+9wBJ2qshg0bhrlz5yIgIMDskDYBAQF45plnMHz4cJHlJR+hlnvpRERkP1+oyXOq5/VJkyZh1KhR+PDDD/HDDz+grq4O4eHhSEpKwrhx49CrVy9R5SQfo+Zf366mOzGNT7vPK3/tkXvxeCJ3slWT5w3Ho9ND2nTr1g3Tp08XURYisoO33GLo+CQjeY4Sjic+VUg6SjgenWV3YlVVVQV/f3/ExsbqX9srLi5OfsmICACQn5+P5JFjPV0Mp82dk43BQ4bqEylvbFejNkp5Is8bjwMmi+b5QlzsTqxGjhyJK6+8Ep9//rn+tSRJNpeTJAn79u1zvIREPm7x4sW44p3VuDfVctW4Gk5WJ44fw4JFy1BSVIDSokJFXNB9XUpausefCvRW3pgsimArLmo4l9kiq/G6Vqs1eW3PH5FaKaGBZVxcnMFj3Oao6SSulr5o1MIbLkTegJ+DGGo6l1lid43V+PHjERERYfDanhorIjXjI/+kdHKPT7Ztcw3Gk3TsTqwWLVpk9TURKYezF09eeL0X27Z5D35Plcnhfqyys7PxxBNP8FYfkRvZ29jY+OIp95amJ9rdKOG2qxowTqTD9nHK5HBitWPHDmzbto23A0nV1HaRsneIB+P2Hu4+ATsSV10Z2TmsIV3tow4vpkTK5nBidffdd+PixYuoqKgQWR69NWvWYMCAAcjOzjaZtnv3bvz5z3/GjTfeiJtvvhnTpk3D/v37Deapra3FX//6V9x888249tprkZKSgq1bt7qkrKReuStzDHoBVluiZYmnbw84MyI9G7cbEn3rjo2siVzL4Q5Cx40bh19//RXZ2dm47bbbcN111yE6Ohp+fqa52vjx4+1er0ajwZw5c/DDDz8gODjYZPp3332HBx98EPfccw/mzZuHxsZGLF68GA8++CDKysrQtWtXAMCsWbNQWVmJv//97+jSpQs+/PBDPProo8jPz8fgwYMd3W3yMsad0bGxuniietH3tfYklrqlcLb9nC/FkMgTHE6sMjMzAbR3ufDpp5/i008/NTufJEmyEquysjI0NDSgtLQUf/rTn0ymr1mzBt27d8fChQv1SdyCBQswevRobN68GVlZWfj666/x5ZdfIi8vD0OHDgXQ3ibsyy+/xMqVK5GXlyd3d4nIw3wt6bWUkLLxOZGyOXwrsGMfVSL7sRo+fDhWr16Nzp07m53+6quvoqCgwKBmTNcbfENDA4D29l8hISG46aabDJa99dZb8eWXX6K5uVlWmYi83dw52W6/DWp8S8q4LRG1460778Bj2zHmBm1W+nfC4RqrhQsXiiyHXnx8vNXpYWFhCAsLM3hvy5YtAIDrr78eAHDkyBF0794dAQGGu9e7d29cunQJx48fR9++fQWWmkRRUh87Shnuwx10vaK7k/FnbK0mxpc+C2Psp0r9SooKkLsyx+nPxBc/V3NjByo9Bg4lVrt378aRI0eg0WjQs2dP3H333TYTIlc5efIkXnrpJdxyyy24+eabAQAXLlxAeHi4yby6Dk7r6uosrk/3kCMfdnSOo3GM7dYNqRMuf2lqzlSjtKgAKb+9V7Lx8v9FkCTDMnZ8nTohHR8UF3r0WDAXR+My27sea8tYi4MjzC0vtwwdP3tnPwtv+l7bimPH71DJxgLUnKmWFXdb2+74L9nH3PErSe3jgN4yyv5xQD8oLjQ4P4r+3iqRPeeNjv+6qgxyyE6snn/+ebz//vsG7+Xk5GDu3LlIT3dvFnnw4EFMmTIFMTExWLJkiZB19ukeDQBIiIsWsj5fJzeO0x+ajMQel5fp3asnnnxipv71J5uKDV47KzQ4wGB7tl57Ssc4OlImW8uI3m9zy8stw9y/PqtvyymiTIDyv9f5+fkG+2w8LT8/H7+ePWN3HJ98YiY+2VQsK+72UHoclchcnGdY+bxtrSM/Px9HDhtQXqUAACAASURBVP2EnVv+pV+H8fnTG9i7T648JuvrA2XNLyux2rx5MwoLTftQuXTpEl5++WX8/ve/x8CBA2UVwFG7d+/GI488gr59++Ktt95Cp06d9NMiIyNRWVlpsoyupioqKsrieo+e0qB/33AcqdKAfZ86TpLaD3S5cUweORaHKzX61xebLll97Sxb6xe9Pbl0v5Q6xtGRMtlaRvR+m1tebhlsHQtyOHo8ulvuO6uRPNJ8DUbyyLFIHjkWWRmpVuMw+p5UWXGTE1e1xFGJjONs7rstZx3JI8ci4XerDb4nxt8Zb2Brn9xxTDY01MuaX1ZitXHjRgBAt27dMGPGDMTFxeHAgQPIy8tDbW0t1q9fj9dee01WARyxd+9eTJs2DcnJyVi6dCmCgoIMpicmJmLr1q1oaWlBYODlTPPo0aMIDAxEr169LK5b98FoteCJQwBn42i8vOjPxdb6lXIcdCyHI2WytYzo/Ta3vNwyyJ3uaLmUxJ7y2ZpnfFq6rM/y3tT7hB9PZMpSzOTEUqnnJyVwZSzkrlfWU4E//PADJElCTk4OJk6ciOHDh2P69OlYvHgxtFot9uzZI2/rDjh79ixmzJiB5ORkLF++3CSpAoARI0agqakJn3/+ucH7FRUVuPXWWw2SLSJrzD2Rwqd7yFXMHW+upvSGwN5CxGfLJ2fVQVaNVV1dHUJCQkxu9+m6NbDWKNxeGo0GLS0tAIDW1lY0NTWhpqYGQPstvuXLl6O5uRlPPfUUzp07Z7BsYGAgoqOjcd111+G2227Diy++iIULFyIuLg7r16/HoUOH8OqrrzpdRvJeupPf+LT79MPHGD+R4s7+lEo2FqCqqsot29Jv081P4FnqCFO0/Px8i7fZPGXunGycOH7M6vFG3sGZz1b3HQEME2Gldzvgq2QlVm1tbQgJCTF5X/deW1ub0wWaNWsWdu3apX9dXV2tHzZn4cKF2LFjB+rq6jB69GiTZW+88Ubk5+cDAJYsWYLXXnsNs2fPxoULF9CvXz/k5eWhf//+TpeRvJPul6CSLmwpE9LxySb3liclLd2t49GJ6pndFiUmVieOH1PU8UbKZOk7wtpGZXK4HytX0SVGlqSm2nfyDQ8Px4svvogXX3xRRLHIB7g7odDxxr5pjGv+AP66JtIpKSrAB8WF+PXsGU8XhVxAdmJ16dIl7N6922yP6pamDRkyxPESEgmkxCRG7q1FNSQoauzUz1up4XjxNSlp7X2zzZzMz8YbyU6sLly4YLbfDUmSzE6TJAn79u1zvIREAnVMYtTamzcTFN8mN1Hi8aJcVVVVKNlYgPEdzkn8vNRP9liBtsYFdHasQCJ3SUlLx/RHHvd0MRTJ+OkjPomkHLzweo+4uDiDkSQ80RSBxJNVY5WSkuKqchC5hK1fgLxImWc8bp87n4QkIlIzWYmVqwZeJnIVJgSOYbsc91PrrWlyH34v1UFxTwUSKYmrT2Sevpha6kPKE8mor180+AOAbOExog6y21gR+RJXn8h0nUJ6SkpaOta+W+zRMnQsi69jDLyXr/9w8CVMrIgUhg3FxTPXgz3jTO5kLmk294Q9qR8TK/IZnr7tZi+RTwaVFBUgKyPV5n6L/DWtxDinTEhHXFycwXt8Aos8jYmVd2JiRT7Dnttu7qiud/cAu/bc6hN5C8rTtzeJiDyJiRX5FFsjzLujjYs31pTwthoRUTsmVuRTdEOteLKRsHHnm7ao4XaBNyaLRO5i7y17UgcmVkRuZtz5pjHjWjU1JFZE5DglPZ1LzmNiRaQwrqhVk1tLRkREjmFiReQDbNWSWWPPU3622q4pjRKeXFRCGUjZ1PJ9IkNMrEjVeOJxPXue8lNC2zU5LO2Tu5/Y5CDgZA3bLqoTEytStdyVOUyuyC5VVVU2a9XcfSFTSyJKRPbjWIGkas7c4vIlHE4DiIuLw9urC6HVerokROTNWGNFXs240bavJhhMPpWBtatE3o+JFXk14xotJhjteIF3v5KiAuSuzPF0MYjIxZhYEfkg0eMRqv3pNnd00Mihfoh8AxMrIh8ksl8rb0gY2EEjEYnCxuukaLo2USVFBSgtKlR9zYhS+GKjf/ZgT0TuwBorUjTdxZ81Cspiq7ZLiQ8JMLEiIndgYkVEsuWuzLHaJ5QrasPUOCyP2spLRM5jYkVkJ0cbOHvjxdUTPa2r8falrQSUqKP4Xr15rHgBtrEislNKWjpS0tKRlZEqazndI/ZqSwqURu7txZKiAo/HXJeAEtljwaJlANimVO1YY0VeRYm/9mzVtKhtAGNPkZskcZw1Uitdm1JAmec0so6JFXkVpV9MzfX5pLYBjM1RYmN1JqykdtMfeVzV5wVfxVuBRG6Ukpau+OTPEUo8+fM2HKmdEr9XZBtrrIiIfqPGJw+JSFmYWBE5Se6F2Pi2mRJvoxnzldtqanzykIiUhYkVkZPk3tozvnCr4ULuDe3AiIjcQbGJ1Zo1azBgwABkZ2ebnf75558jOTkZycnJJtOKi4uRlJRk9u/jjz92ddGJHOYNAxqTZb5S80fkyxTXeF2j0WDOnDn44YcfEBwcbDK9tbUVb7zxBlavXo0uXbqgsbHR4rp27Nhh8l6nTp2ElpdIJG9t3E7t2KCeyPsprsaqrKwMDQ0NKC0tNZsEHTp0CB9++CHWr1+PIUOGWF1X165dTf6CgoJcVXQi8jKsWSIiuRSXWA0fPhyrV69G586dzU6PjY1FcXExrr32WjeXjIh8DWsPiUguxSVW8fHx8Pf3tzi9U6dOiI6OdmOJSC2U0j7JG2s51PDkIhGREiiujZVIy5YtQ0VFBWpqahAfH49p06Zh9OjRVpeRJMN/yTGuiqMkGa6z4+vUCen4oLjQ4nRXl6FkYwFKi9vH90qdkG5xfjnrd1ccbem4P44s7wm24lhzphoPTkrF+NT7kPLb/lk7vpwtg4j1eRrPj+IwlmK4I45y1+2ViVVISAhiYmIQEBCA1157DRcvXsTGjRvx+OOPY/HixRg/frzFZft0b68NS4hjrZgIouMYGhyAxB7RDr92ZRmefGImnnxiJu68806nymBuflfH0d3Lu4OtOM7967PIzMy0uozoOE1/aLLi42YPnh/FYSzFcGUc6+sDZc3vlYnVmDFjMGbMGIP3Bg8ejGPHjuGNN96wmlgdPaVB/77hOFKlgVbr6pJ6L0lqP9BFx/Fi0yUcrtQ4/FoNZeg4v7vi6O7l3cFWHJNHjjXZB9HHj/Hy5rapJq46Hn0RYymGO+LY0FAva36vTKwsueaaa7Bnzx6r8+g+GK0WPNgFEB1H4/XJfa2GMpib39VxdPfy7uBIHEUfP2qIkyO8db88gbEUw5VxlLtexTVeFyE3Nxdvvvmmyft79+5FQkKCB0pERL7AGx9cICJ5FFdjpdFo0NLSAqC9M9CmpibU1NQAACIjI9Ha2oqGhgYAQGNjI9ra2vTTQ0JCEBkZidDQUCxduhRtbW0YM2YMWltb8d5772HPnj3429/+5pkdIyK38dQToqVFhRz2h8jHKS6xmjVrFnbt2qV/XV1djYqKCgDAwoULUVlZiRUrVhgsc8sttwAAUlJSsGjRImRmZiI0NBQbNmzA6tWr0draiqSkJOTk5Nh8KpDIljOnq1FSVOCzF1CldGthjbM92JcUFaC0qFDx+0lEyqO4xCo/P9/mPLNmzbI5z4QJEzBhwgQRRSIyEBPbTbVJlS5hiO/V2+F1+MKwOylp6UhJS0dWRqqs5Tom3WpIQIlIPK9sY0VE5qWkpWPtu8VYsGiZp4viNCW2Z+qYdKekpSMmtpuHS0RE7sbEiohUybjWTImJFhH5HiZWpEolRQXIykjlrRYPUeIQN95+e5KI1IGJFamS7pYWb7V4hlrbmNliK2FkrRgR2cLEikhhlFgb5CtsJYysFSMiW5hYESmMt9YGERH5AiZWRERERIIwsSIir3DmdDWyMlIV1Q6Kt3WJfI/iOgglUjpeLJUpJrYb1r5b7OliGOBtXSLfwxor8lqu6vmaF0vPY6/mRKRUTKzIa3m652v2teU67vpsdUPUEBHZi4kVkYuwry31m/7I46yhJCJZ2MaKyEG6AY1ZI6VMItrCMakiIrlYY0XkINZIeZatpwCZFBGRJzCxIhKM7XLcQ/cUIBMoIlISJlZETjJOpGJiu/Fi74P4pCIRAUysiJxmq4Ez+71SP0tPeHZMqD39FCoRKQMTKyInGSdVxokUa6/Uz1J7Og7KTETGmFiRqthqv2Q83RO1RUykfAfb0xGRMSZWpCq22i8ZT2eSQ67E9nREZIyJFRGpHhuOE5FSsINQUhVbt/bYUNw3sdaIiJSCNVakKrYuoLzA+i5+9kSkBEysiIiIiARhYkVEREQkCBMrIiJB2MaPiJhYEREJwnZeRMTEiohUibVDRKRETKyISJVYO0RESsTEioiIiEgQJlZEREREgjCxIiIiIhKEiRURERGRIEysiIiIiARRbGK1Zs0aDBgwANnZ2Wanf/7550hOTkZycrLZ6dXV1Zg9ezaGDBmCgQMHIiMjA99++60ri0xEREQ+TnGJlUajwcyZM5GXl4fg4GCT6a2trfj73/+Ohx9+GCEhIWbX0dzcjMmTJ+PEiRPIy8vD+++/j4SEBEyZMgUnTpxw9S4QERGRj1JcYlVWVoaGhgaUlpaiU6dOJtMPHTqEDz/8EOvXr8eQIUPMrmPz5s04fPgwXn/9dQwcOBBJSUl48cUXERUVhX/84x+u3gUiIiLyUQGeLoCx4cOHY+LEifD39zc7PTY2FsXFxYiOjra4ju3bt6N3795ITEzUvxcQEIBhw4Zh27ZtwstMnsPet4mISEkUl1jFx8dbnW6uFsvYkSNHzK6nd+/eKC4uxsWLFxEaGmp2WUky/Jcc4644pk7w7t63eTyKISqOkmS4DuPX3o7HoziMpRjuiKPcdSsusRKhvr4ePXv2NHk/IiICAFBXV2cxserTvb0mLCHOco0Y2Y9xFINxFMPZOIYGByCxR7TF176Cx6M4jKUYroxjfX2grPm9MrFyxtFTGvTvG44jVRpotZ4ujXpJUvuBzjg6h3EUQ1Qcjx0/iSXL30bKbzWlF5su4XClRlAplY/HoziMpRjuiGNDQ72s+b0ysYqMjER9vWkg6urqIEkSoqKiLC6r+2C0WvBgF4BxFINxFMPZOE57+HGMT0v3+fOEr+63KzCWYrgyjnLXq7inAkVITEzEsWPHTN4/evQoevToYbGbBiIia1LSvLtNHxE5zysTqxEjRuDEiRM4ePCg/r3m5mZs374dt912mwdLRkRERN5McbcCNRoNWlpaALR3BtrU1ISamhoA7bf4Wltb0dDQAABobGxEW1ubfnpISAgiIyNx5513ol+/fnjmmWcwf/58RERE4M0330RLSwseeughz+wYEREReT3FJVazZs3Crl279K+rq6tRUVEBAFi4cCEqKyuxYsUKg2VuueUWAEBKSgoWLVqEgIAAvPPOO1i4cCGmTp2K5uZmDBo0CPn5+ejWrZv7doaIiIh8iuISq/z8fJvzzJo1y+Y8Xbp0wZIlS0QUiYiIiMguXtnGioiIiMgTmFgRERERCcLEioiIiEgQJlZEREREgjCxIiIiIhKEiRURERGRIEysiIiIiARhYkVEREQkiOI6CCUiUrqSogKUFhXizOlqTxeFiBSGNVZERDKlpKVj7bvFiInlEFlEZMilNVY//vgjjh49ioiICNxwww0ICwtz5eaIiIiIPMrpxOp///d/sWrVKtTW1uKOO+7A888/j9bWVsyaNQtffvmlfr7w8HA8++yzSEtLc3aTRERERIrkVGL173//Gy+88AIkSYJWq0VpaSkCAgIgSRK++OILg3kvXLiAefPmoXfv3vjDH/7gVKGJiIiIlMipxOrdd9/V/79Lly44e/YsysrKEBAQgNDQUNx5553o1q0bzpw5g/LyctTV1WHNmjVMrIiIiMgrOZVY7d27F5IkYd26dRgyZAi++uorZGVlQZIkrFixAqNGjdLPO3HiRNx333349ttvnS40ERERkRI59VRgbW0tQkJCMGTIEADA0KFDERISAgC4+eabDeYdOHAggoODcf78eWc2SURERKRYTiVWwcHBaGxsRE1NDQCgsrISjY2NAIB9+/YZzHv48GE0NTUhPDzcmU0SESnG+LT7PF0EIlIYp24FXnXVVfjvf/+L+++/H4MGDcI333wDf39/BAUF4fHHH8f999+PuLg4nD59GsXFxZAkCQMGDBBVdmFaW1v1///llxqc6RSIX345D63Wg4VSOUkCIgKbGUcnMY5iuCqOtw4fhV9+qRG3QoXj8SgOYymGO+LY0FCv/3/HfMESpxKrsWPH4rvvvsOpU6dw6tQpAMCwYcMQGxuL4uJivP322/p5tVotJEnCpEmTZG3j5MmTBm21jC1cuBCpqal2LzNp0iQ8//zzBu+dOHFC///bhg2SVT4iIiLyDSdOnED//v2tzuNUYjVx4kR8++23KCsrAwDEx8dj/vz5iIqKwv79+7F//379vH5+fnjkkUcwcuRIWdvo3r07duzYYfL+F198gb/+9a9WnzB84403MGiQYaIUGhoqa/tERERE9pK0Wucrz06ePIna2lpcddVVCAwMBAC0tbVh27ZtOHToEMLCwpCcnIxevXo5XWAAaGlpwbhx4zBq1Cg89dRTZsszatQorFu3DkOHDrW5vtraWnTq1AkA8NV3P6F/3zgcqdKwetYJkgQkxEUzjk5iHMVgHMVgHMVhLMVwRxwbGhpw06CrAQDnz59HVFSU1fmFDGnTs2dPk/fq6urQq1cvjBgxQsQmDKxduxa1tbWYOXOmkPX5+/vr/x8WFobw8HCEhbXwYHeCJIFxFIBxFINxFINxFIexFMPdceyYL1gidBDmCxcuYNmyZRg5ciRuuukm/PGPf9RPS09Px08//eT0NhoaGvDOO+9gypQpiIiIcHp9RERERKIIG4RZo9Fg0qRJOHz4MIzvLtbV1eG7777DAw88gMLCQvTp08fh7RQWFqKtrQ3333+/zXk3bdqEJUuW4Pjx44iOjkZqaioefPBBBAUFWVxGkgz/JccwjmIwjmIwjmIwjuIwlmK4I45y1y0sscrJycGhQ4cQEhKCUaNGoby8HM3NzQDa20R17twZ586dw1tvvYXFixc7vJ1169YhLS3Nam2Vv78/unTpgsbGRjzzzDMICwvDjh07kJOTg6NHj+LVV1+1uGyf7tEA2u/ZkvMYRzEYRzEYRzEYR3EYSzFcGcf6+kBZ8wtLrLZs2QJJkvDPf/4TN9xwA2666SZ9YnXllVdi/fr1uPvuu7Fz506Ht7F3715UVlZa7X4BaH+S0Hg7v//971FfX4+3334bjz32GOLi4swue/SUBv37hrNBoZPYMFMMxlEMxlEMxlEcxlIM9zRer7c9UwfCEqtffvkFISEhuOGGG8xOT0hIQEhICDQajcPbKC8vR6dOnUy6ULBXv379AACnT5+2mFjpPhitFjzYBWAcxWAcxWAcxWAcxWEsxXBlHOWuV1jj9ejoaDQ2NuLIkSNmp+/cuRONjY36bg0c8eWXX2LgwIE2W+WXl5djzpw5uHTpksH7e/fuhZ+fn7BuH4iIiIg6EpZYDRkyBFqtFllZWVixYoX+NuC7776LF154AY899hgkScLgwYMd3sbhw4fNJkV79uzBXXfdhd27dwMAYmNjUVZWhuzsbHz//fc4duwY1q9fj3Xr1mHChAno3Lmzw2UgIiIiskTYrcCZM2eioqICNTU1ePPNN/Xvv/zyywDah7QJCgrCww8/7ND629raUFtbi8jISJNpFy9exJEjR9DQ0AAAuPbaa7F69WqsXLkSDz30EC5cuIAePXrgsccew9SpUx3aPinLA6u24mx9o/515/AQrJ9xmwdLREREJDCxSkpKQm5uLp577jlUVVWZTI+Li8OCBQv07Zzk8vPzw4EDB8xOGzp0qMm0IUOGYPXq1Q5ti5TvbH0jmoOiOryu9WBpiIiI2glLrADgpptuwqeffopvvvkGP/30E+rr6xEREYGkpCQMHjwYfn5C+yMlH2JcQ9XY0go/y92REREReYTQxAoAAgICMHToUJMx+lpbW/H1118DaK9NIpLDuIZK2/yrB0tDRERknvDEypLa2lpkZmbCz88P+/btc9dmiYiIiNzG7ffmjIe7ISIiIvIWTtVYmWukbkltLRsXExERkXdzKrEaOXIkJI4gSQrQ2NKKu5d+pH/N7heIiMgTnG5jxVt75ApynwLUasHuF4iIyOOcSqw6d+6Mc+fOoV+/fkhKSrI6b3NzMzZt2uTM5siH8ClAIiJSI6cSq/nz52PWrFnQaDSYN28ewsLCLM7766+/MrEiIiIir+bUU4F33HEH7rnnHpw6dQpLly4VVSYiIiIiVXK6u4V58+bhd7/7HbZs2YJDhw6JKBMRERGRKjndeD06OhplZWU257viiivw448/Ors5IiIiIsXi4H1EREREgjCxIiIiIhKEiRURERGRIEysiIiIiARhYkVEREQkCBMrIiIiIkGEJVZ/+9vfcOnSJavznDx5EpmZmaI2SURERKQowhKrd955B3/6058sdhL6/vvv495778Xu3btFbZKIiIhIUYTeCvzxxx+RmpqKtWvX6t+rqanBjBkz8Pzzz6O+vh7+/v4iN0lERESkGMISqxdeeAERERFoamrCokWLMGXKFBQWFuKPf/wjtm3bBq1WiwEDBqCwsFDUJomIiIgUxekhbXQmTpyIO+64AwsWLMDHH3+ML774Al988QW0Wi0iIiIwe/ZsTJo0CZIkyV73yJEjUVlZafL+VVddZXE4nebmZixbtgybNm3CuXPnEB8fj4ceeghpaWmyt09ERERkD2GJFQB06dIFL7/8Mqqrq/Hf//4XWq0WkiTh0UcfxQMPPODUuqdMmYIpU6YYvBcQYLn4L7zwArZu3YpXX30Vv/vd7/B///d/mDt3LkJDQzFmzBinykJERERkjtA2Vps3b8aYMWP0SVVAQAC0Wi1ee+01TJ06FcePH3d43WFhYejatavB3xVXXGF23srKSpSUlCA7OxsjR45E7969kZWVhbvvvhvLly93uAxERERE1girsZo+fTq2b98OrVaL4OBgPPnkk7jnnnvwwgsvoLy8HJ9//jnGjh2LGTNm4JFHHhG1WbN27twJrVaLESNGGLz/P//zP9i0aRNOnDiB+Ph4l5aB5Hlg1VacrW8EAHQOD/FwaYiIiBwjLLHatm0bAOD3v/89Xn/9dfzud78DAKxYsQIffPABXn31VZw/fx5vvPGGyxOrI0eOICgoCLGxsQbv9+rVCwBw+PBhJlYKc7a+Ec1BUb/9v9bDpTHPOPlbP+M2D5fIN3X8HAB+FkSkLMISK39/f31tlHHbp3vvvRc333wznnvuOezcudOh9f/www946KGH8OOPP8Lf3x/Dhw/HE088gc6dO5vMe+HCBYSHh5u8HxERAQCoq6uzuB1d23oH2thTB0qIo+htGyd/7tg3JcRRaTp+Du2vbX8WjKMYjKM4jKUY7oij3HULS6zee+89DBw40OL0mJgYvPPOO3j//fdlr/uKK67AhQsXMGXKFPTs2RP79+/HkiVL8M0336C4uBjBwcHOFN1An+7RAICEuGhh6/Rl9sax49Oijjw5am59iT3EfobGZRS9fmt4PF5mfHzI+SwYRzEYR3EYSzFcGcf6+kBZ8wtLrKwlVR396U9/kr3uoqIig9dXX301unbtismTJ+Ojjz7C+PHjDaZHRkaivr7eZD26mqqoqCiTaTpHT2nQv284jlRpoNXKLir9RpLaD3R746jtMJNWQOC1Wi0OV2qcXo/xOl25fnPkxtEXGB8f9nwWjKMYjKM4jKUY7ohjQ4NpPmGN0O4W3Omaa64BAJw+fdpkWmJiIpqbm3Hq1Cl0795d//7Ro0cBAH379rW4Xt0Ho9WCB7sAnopjY0sr7lrykf61K9rhuHO/eDxaZ29sGEcxGEdxGEsxXBlHuesV2t2CKxw6dAjPPPOMyRiEe/fuBQD06dPHZJlbb70Vfn5+2LJli8H75eXlSEpKQlxcnMvKS8qg1QLNQVH6v46NnYmIiFxF8YlVt27d8PXXX2P27NnYuXMnTpw4gfLycsyfPx9XXXUVRo4ciT179uCuu+7SD/AcGxuLjIwM5OTkYMuWLaisrMQ//vEPbN26FdnZ2R7eIyIiIvJWir8VGB4ejvz8fCxfvhzPPvsszp07h+joaNx2223Izs5GYGAgLl68iCNHjqChoUG/3LPPPouIiAjMnz8f586dQ0JCApYtW4bbbuNj2UREROQaik+sAKBnz554/fXXLU4fOnQoDhw4YPBeQEAAsrOzWUNFRMKxLy0iskT4rcCdO3dizpw5GDduHG655Rb9+0uXLsWFCxdEb46IyO10fWmxDR8RGRNWY9Xa2opnnnkGmzdvBgD9AMwA0NjYiNzcXGzbtg3r16/Xd9RJRERE5E2E1VitWbMGmzZtglarRZcuXeDv76+fdv78eQDAgQMHsGrVKlGbJCIiIlIUYYlVcXExJEnCc889h+3btyMyMlI/LTY2FitWrIBWq8Wnn34qapNEHvXAqq24e+lH+r8HVm31dJGIiMjDhN0KPHHiBIKCgvDnP//Z7PTbb78doaGhqKqqErVJIo8yN2YdERH5NmGJVXBwMOrr61FXV2dQW6Vz/PhxXLx4ke2riIgIAJ+uJO8k7FZg//79odVq8cQTT+Drr7/Wj+d16NAhbN68GTNnzoQkSejXr5+oTRIRkYrx6UryRsJqrB544AF8+eWX+OKLL/DFF1/o3//jH/8I4PJTgg888ICoTRIREREpirDE6vbbb0d2djZycnLQ2tpqMt3Pzw+PPvooRo8eLWqTRESkILy1RyS45/UZM2bgzjvvRFlZGX766SfU19cjIiICV199Ne655x4kJCSI6jtR4QAAIABJREFU3BwRESkIH+ggcsGQNgkJCZg1a5bo1RKRB7AGgohIHuGJVX19PSorK1FbW6tvwG5syJAhojdLKtPxgt05PMTDpSFLWANBRCSPsMRKo9FgwYIF+OSTT3Dp0iWL80mShH379onaLKlUxws2L9akdMY1d40trfAL8mCBiEixhCVWc+fORUVFhcVaKiIitTKuudM2/+rB0hCRkglLrHbu3AkAiIqKwogRI9C9e3cEBgaKWj2pmLl2OkRERN5IWGIVFBSEpqYmFBYWok+fPqJWS16A7XSIyFOM23Py4QtyNaH9WH3wwQeIioqyPTORD+ATdUSe5+r2nPyekzFhidW8efPQ2NiIrKwsPPzww7j66qsRFhZmdt64uDhRmyUF0p1oJEmCVqv12Ya+rKlrxxoD8mZK+J4zuVMWYYmVJEmIiIjAkSNH8OSTT1qdj08Fejc29PVtxokUnwD1DF5sfYcSkju6TFhi9dJLL6G4uBgA+GQgKU5jSyvuXvqR/rUSLjLGF76WS20IDLg8Lnrn8BBsmKm+C6HoRMrZrg6Ma1A98dl7IsnhxZbIM4QlVrquFvz9/XHttdeiR48eCArywfs/PkgNffxotVDcRcb4wtfa/Cu0CiujMU8kqLZqQG2VSQkJhhLKQETuISyxunTpEiRJwtq1a/GHP/xB1GpJBXjrz3Pc3X5JiQmqiDKxHRgRiSIssRo2bBi2bt2Ka6+9VtQqDWzcuBH5+fk4fvw4oqOjkZycjOzsbHTu3Nns/ElJSWbfHzFiBFatWuWSMpJ6qbU9CtsviWEcRzXUwiqBq4emUuv3knybsMRq/vz5OHXqFJ5++mk89dRT6NWrl6hVY/Xq1Xjttdfw9NNPY9SoUTh27BjmzZuHw4cPY8OGDZAkyexyzz33HMaMGWPwXnBwsLBykffwlVs1SrhQKa0M5hICubWwrrhFqoZaNFcn9r7yvSTvIiyxevrppxEQEICKigp89tlniIiIMNunlSRJKC8vt3u9Wq0WeXl5GD9+PKZMmQIA6N27Nx599FHMmzcPBw4cwDXXXGN22cjISHTt2tWxHSKSyfjiqsRaDiVcqJRWBhHbd8UtUnfXRioh4SXyBkKHtNHVHGm1WtTV1aGurs5kPku1S5ZIkoSysjL4+/sbvB8bGwsAqK+vd7DERGIZX1x9oa2ZuZoaUid7Et5Jq7biXH2T/ulKIjIlLLFyZaef0dHRJu9VVFQgLCwMV199tcu2S0TWKbExuxpqDpXAkXZkZy+wTR+RLcISqy1btohalV3bKiwsxOzZsxEZGWlxvp07d6KkpASHDh1CaGgo7rrrLjz88MOIiIiwuIyuQk1mxRqpjD0XX1ccA3LXKfd4fCB3K85e+K1dTkR7jYLuNeC+/ZRLZBmUUHPoiuNLRIw6rsOedmSitylifmfL5I7j3Z5tuPpao4TvtTu445otd93CEit3+eijj/D0009j7NixmDFjhsX5unTpgvr6ejz88MO48sor8Z///AfLli3Dvn378M9//tPiLck+3dtrxxLiTGvJ1Op/XvoAp89fBADEdgrFtufvdXh5c+tw5PaunNeuYOviK0kSEntEm7xn7v/2ar/Yfmzw2loNgSRJ+uPQ0vFoXKZz9U36/TpX334rXs5+Gn/Wcmt7HPlszcXa1jLOcMfx58jxZcz4s7U1v7Xlza3D1n7K/Q6I+GxtfUeMp9tzPnM2jrbYirMtIq41zpbBFWxdN0Rz5TW7vj5Q1vzCEqvS0lK75x0/frxD28jPz8err76KjIwM/PWvf7V6Yti5c6fB62uuuQaBgYGYO3cudu/ejSFDhphd7ugpDfr3DceRKg28pQP5ak2D/iRfranF4UqNw8ubW4fcnvaN57f12hO0Wi1ufr7EoPanY7kcKaNWCzQFXq5h1TZZr0nRarU4UqVBQly0/nictGqr3WWyp4xardbgszT+rG2V0dz65LwGgIvNl3D1/3tP/7pzRAg2dGg0Lfp4UMLxZxx3S/PImd/a8ubWYWs/zW1T7vFmq9ym67D+HTGebs/5zNk42mIrzpZIEgy+254ogzXG5xrAsPbb+HtqzPhccrTmV6vfc0eJjKMlDQ3y2nILS6zmzJlj1y89SZIcSqzee+89vPLKK3jyyScxbdo0R4qof3rw9OnTFufRfTBaLVz2IXmaiP3y1th0ZNCe5IJn2pMYH4+uKJOnP0uTdloXaj1eJldrbGnFXUvkdc/gie+tGs4Vctc/6W3nnn60p22anDK56lrj7DrNnWuc+Z66+nvuymu23PUKvRXoql96X3zxBV566SXMmTMHDz74oM35d+/ejffeew/z5s0zaPi+d+9eAECfPn1cUk4R+MgzkffzRKN/TzTqN96m8XiYriiD3D7K5MbekZEmbPVJ5u7zvlqvM2ro2w0QmFgtXLjQ7Ps1NTXYvn079u/fj1mzZmHQoEGy1qvVavHyyy9j0KBBuOeee1BTU2MwPSwsDBcuXEBWVhYef/xxjBkzBnFxcdi2bRsee+wxzJ49G7Gxsfjmm2+wfPlyJCcnY8CAAQ7vp6sZf2krNb8qbvBgIlfiU32u4YlG/cbbNB4P0xVlUOJoBJZ69pckCVeGB7u8bzeztWzhV7hse46wJ9lT4mdrjrDEKiUlxeK06dOnY+nSpVi6dCn++c9/ylpvVVUVDh06BAC45ZZbTKY/9thjSElJwZEjR3D+/HkA7V0/5OfnIycnB0888QTOnz+PmJgYpKWl4bHHHpO1fdHk/lJQ4uPs5D2UmMQo4ak+T7BV02J87jCu/eGPLmWwp283gwTBjlv6ztYwuWI8V9G1kUroOFgUtz0VmJKSgtzcXCxduhQbNmywe7kePXrgwIEDNucznueaa67BypUrZZdzfM6n8A8K1XeAJ/pEZatGSgkXNluUeDEmx/hqEqNEtn6NG587jGt/RJ9L2PmrY1zdC7+odTrLE7WRauG2xGrXrl0AgH379rlrkw5pDoyCX+BvT0AIOHhtNXSUe2FzxZhkcvFiTKQ8or+Xaqktd/VA0ErkDT9uvWEfLBGWWK1YscLs+83Nzfj555+xfft2AO1toryZ8ZdcdBWsWk525Dzdk2OSJHEIESILnG13o4Qfq3J5w49bEfvQsa2aq+4yOUJoYmWtuwXdE4N33323qE0qkloa15HyMYkmcj1b3zNHhv4hMVz9hKeruK27haCgIKSmpuKZZ54RuUkiIiKXcUXDb1dz5DabEm+pqrWiQlhitW7dOrPvS5KETp06oWfPnqq7DWhPFbGnD0Y1VmMTEZHrOHKbTa1JjBIJS6xuvPFGUatSDHtuxXj6YOTtIiIicby5UTW5h8OJVVVVlcMbjYuLc3hZIiIiV/GGhuHkWQ4nViNHjnRoFHhJkhTf5QIRERGRI5y6FeiOUeCVRA0d5qmhjERERN7K4cTK2hA23koN7ZkcKaOtoTLYxoCIiMg+DidWlgZdJuWz1YkphyYgIiJf4+yYjDouGdLm0qVLOHr0KOrq6hAVFYXExESH2mORa3j6SUYiIiLR5HY/ZLbz1/Ar9K8dvT4KTaxqa2vx+uuvo6ysDI2NlwsbGRmJ++67D7NmzUJwcLDITRIRERHJbgrjqs5fhSVW9fX1mDRpEg4ePGjSqL22thZ5eXn4z3/+g7Vr1yIwMFDUZomIiIgUQ1hitWbNGvz8888AgG7duqF///4IDw9HbW0tvv32W5w/fx7ffvst3n33XWRlZYnaLBERkVdhJ6XKoPsc2loabc/cgbDE6tNPP4UkScjKysJf/vIXgzZVTU1NePnll7Fx40b861//YmJFRERkATspFcPZId90n0Mb5GW1whKr48ePw9/fH9nZ2SYN1YODg/Hss8+iqKgIhw8fFrVJIiIiIrOME9RKza9uqQkU/lSgpaf/goKCEBAQgLa2NtGbJCIiIrLKXTWBfrZnsU/Pnj3R2tqKvLw8s9NXr16NlpYW9OzZU9QmiYiIiBRFWI3VnXfeiZ9//hk5OTnYsmULbrjhBkREROD8+fP46quvcPDgQUiShNGjR4vaJBEREZGiCEusJk+ejLKyMhw7dgzff/89vv/+e4PpWq0WCQkJmDx5sqhNEhERESmKU7cC6+vr9f+PiIjAhg0bcMcdd0CSJGi1Wv2fJEm48847kZ+fj4iICKcLTURERKRETtVYJScnY9SoURg3bhxuvfVWdOnSBW+88QbOnj2L77//HrW1tYiKisKAAQPQuXNnUWUWrmOHph37q2hraYTUbP01AP2jmLZe27tO0a+VWEYllkkNZZRTJjWU0V1lUkMZlVgmNZRRTpnUUEZ3lUkNZVRKmTrmBcYdoJsjae2Zy4JrrrlG/xTglVdeiTFjxuDee+/FgAEDHF2lR5w5cwaxsbGeLgYREREp2OnTpxETE2N1HqcSq6FDh+L8+fOXV/ZbktWnTx/ce++9GDt2LHr06OHo6t2GiRURERHZ4vLEqq2tDbt370Z5eTkqKipQWVl5ecWSBEmSMGjQIIwfPx533XUXIiMjHd2US7W1teGXX34BAISFhVnsi4uIiIh8i1arRUNDAwCgS5cu8POz3jzdqcTK2I8//ojy8nKUl5fjxx9/vLwRSUJgYCBGjBiBcePG4fbbbxe1SSIiIiLFEJpYdVRZWYnPPvsMW7duxTfffINLly4BAPz8/LBv3z5XbJKIiIjIo1yWWOmcOnUKn376KfLy8nDmzBlIkoT9+/e7cpNEREREHiF8rECg/ZbgZ599hs8++ww///wzgMuPKEZFRVlblIhIEVpaWhAYGOjpYqhWa2sr/P39PV0Mr6LrF5KUTVhipWvEXl5erm/ErkumAgICMHz4cNx7770YMWKEqE16FA9wUoO2tjabDS3J1H//+1+89tprWLZsmc0ngMjUhQsX8Je//AXZ2dno27evp4vjdfi9VjanEqt///vfKC8vx5YtW3Du3DkAhp1nXX/99Rg3bhzGjBmD6Oho50qqELpfYZIk8eAW5MKFCwgODmbtgJMOHjyI7777DqdOncINN9yAfv364corr+RxKtNXX32F6dOno7m5GXv27MHt/7+9c4/L+X7/+LPuujvqgIROzoVSokQmh2RZP6evs81svny3/TDsYLMTm5+ZYQ7bkDCp2DDmkPNhKcWIxYiFpRxaStx33XXXfb9/f7T7sxL7Mk1xf55/9fj0uXPdl8/n/X69r/d1Xe/QUHkh9RCo1WrCw8MJCAiQRVU1oNFoiI2NJTs7G1tbW0aMGIGLi4v8Xj8ker0evV6Pmdk/slFXiWppEFrxT7i7u9OvXz/69euHu7t7tRhZWygqKmLixIk8++yzDBkyBJBXDo/K6dOn+eCDD3j99dfp2rWrLK7+JsePH+fVV1+lRYsWZGZmYm5uTp06dZg3bx5eXl41bd4Tw7Fjx3jppZeYNm0aJ06cwNLSks8++6ymzXpiUKvVRERE4Ovry6JFi2ranCcetVrN0KFDqVevHgUFBeTm5iKEYMOGDU/d/PpPUlRUxNtvv83AgQPp1q3bPz7PPLJ0E0Jgb29PeHg4/fv3p3379tVhV61k/fr1JCUlce3aNZRKJf3798fU1FQWV38DQwRg48aNpKen89lnn2FmZkaXLl3kvIyH5OrVq7z77ruMHz+eF198EaVSSXx8PDExMYwaNYrFixcTHBwsR13+CwZRNWnSJEaPHo2FhQXbtm2jtLQUMzMz2Xf/BbVazYABA/D392fBggUAlJWVPZYIwdNIaWkpb775Jq1ateLTTz9FqVTy448/MmvWLObPn8+8efPkhegDEh0dzb59+7h06RIWFhZ07tz5H51nHkkN9O7dmy+//JLExERmzJjxVIsqgKysLDw8PLCysmLx4sX88MMPAJK4knlwDJNUZmYm/fv3p0GDBkyfPp3k5GSpNYfMg3Ht2jXKysro1q0bSmX5uVl9+vThzTffxNHRkbfeeovU1FRp+1qmKsePH2f06NFMnTqV//znPwC0bNmS1NRU0tLSZFH1XygtLSUiIgITExM++eQTALRaLWZmZgghSExMZNOmTezduxe1Wl3D1j4Z3Lhxg+zsbP71r39hZWWFQqGgZ8+edO7cmfT0dPldfghycnIIDAzEwcGBd9555x+fZx5JWC1ZsoTQ0NCnXjULISgtLeXatWu88sorfPzxx9jZ2bFkyRJZXD0CWq0WvV5Pr169+OSTTyRxlZKSIourh+DatWvk5uZSWloKlE9yCoUCf39/2rZti0qlYvz48WRmZmJqavpAh4gaExqNhnXr1vHOO+8wduxYoHyL39vbm44dO3Lo0CGgPL9S5t4YGkDn5OSwZcsW8vPzUSqV6HQ6XnrpJWbNmsWsWbOYNGkSb775JhcvXqxpk2s9KpWKy5cvU1JSAiC93506daKwsJCCgoKaNO+JIi8vj549e/L555/j7Oz8j88z8v7VA2DoHN+uXTssLCzw9vbm7bfflsXVI2BIInR2dqZhw4Z4eHgwZ86cez70FYWA7N+qBAUFYWNjw6pVq4DySc7gs8aNG/PRRx8RGBjIggUL0Gg0cvTlLqysrJg+fTpjxoyRrpmamqJUKmnTpg3x8fHo9XoUCoUsSv+CGTNmMHjwYGbPns3OnTu5ffs2U6ZMwdzcnM8++4xvv/2WOXPmkJycTExMTE2bW+txd3fHwcEBrVYLIAUw9Ho9hYWFNWnaE4Ner0cIgaWlJU5OTri4uDBnzhwaNmz4l+LqUd9zxYwZM2Y80l94StHr9eh0Oim/AqBp06Z4eXlhZmaGm5sb7u7unDhxgsOHD2Nvby8l80P5FtfTUglZXajVarRaLUIIzM3NMTExoVevXjRo0ABTU1Pq1atH+/btOXr0KFu3bqVVq1Y0btxY2gvPzc3F1ta2hr9FzWNIYi0uLsbExARHR0eEEERHR5OZmYmnpydmZmbs27ePr7/+mn//+9/Y29tz6NAhBg4ciIWFRU1/hVqBRqORJq27zzE15KO5u7uzefNmbt26RefOnWVRWgGtVsvZs2e5fPkypaWlODo6EhISQl5eHsuWLePOnTvo9Xree+89WrRoQb169fDy8qKoqIjNmzfTt29f6tSpI/v0D3Q6HXfu3KGkpARTU1OsrKzo168ffn5+wJ/P5Llz5/jpp58YNWoU1tbW0ufT09OxsbF56neQ/ht6vZ7S0lLKysqkeaZHjx40a9YMhUJB3bp1/3KeuX37NpaWlo9mhJCpgkqlEtOmTRPDhg0TL7zwgpgzZ464c+eO9PuysjLp5yNHjoiBAweKnj17ii1btgghhFi4cKH4z3/+I1Qq1WO3vbaSmpoqRo4cKSIiIkRwcLCYM2eOSE1NlX6v0+mkny9cuCAGDx4snnnmGXHkyBFRWloqhg8fLoYNG1YTptcqUlNTxb/+9S/RvXt34e3tLaZNmyYyMzOFWq0WK1asEAEBAcLX11eEhISINm3aiO+++04IIUR+fr7w9/cXR48ereFvUDv4+eefxfjx40Xfvn1FeHi4+P7778Xt27er3FdUVCTefvttMWDAAJGRkVEDltZOVCqVGD58uOjbt6/w9PQUYWFhIjIyUvr97Nmzhaenp5gyZYooLi6u9Nnly5eLsLAwUVRU9LjNrrWoVCoxceJEMXDgQBEYGChmzpwpzp8/X+kew7yzatUqERYWVmkemjt3rujSpYu4devWY7W7tqFWq8Xbb78thg8fLkJDQ0VUVJTIysq6570V55mEhAQhhBBz5swR3bt3FyUlJUKv1/9tO+SI1V0UFhYycOBArK2t6dixI+bm5mzZsoUDBw7g5OSEq6sr5ubm6HQ6TE1NcXNzw83NjdTUVFJSUkhISOD777/n888/x83Nraa/Tq0gLS2NF198kV69evHcc8/h6OjI7t272bNnD87OzrRo0UJKrDYxMaFevXr4+vpy4sQJtm7dypYtWygpKWH9+vVGXTF45swZxo8fT9++fRkyZAjOzs5s2LABrVZLaGgorVu35n/+53+oW7cuQUFBvPLKK/Tq1Qsoz8NKTU1l0KBB2Nvb1/A3qVlOnTrFuHHjCAwMxMvLi5KSEmJjY2nbti3NmzeXnkPxR2S1ZcuWLFu2jLKyMkJCQgDjbhBcXFzM888/j7u7O2+88QZ9+/YlLS2NEydO0KJFC9zc3HjmmWdwcHBg1KhRODo6An/67IcffkCpVNKnTx+jj65AeSuAYcOGUadOHcLCwnB0dGTjxo0UFxcTEBAgRZgNleepqan8/PPPjBw5EoVCweLFi1m7di1RUVF4eHjU5FepUQoLCxk6dCgWFhb4+PigUCiIiYnBwcFBKqyr+M7Wq1cPPz8/jh49ys6dO0lNTSU+Pp6lS5fi4uLyaO/335ZkTyF6vV58+umn4t///rfQarVCiPJVQlpamnj22WdF165dxebNm0VJSYn0OwMnT54UPj4+IiAgQJw7d65G7K+NaLVaMXHiRPH+++9Xur5//37xwgsvCC8vL7F161bp+t2RK09PTzFs2DDp/6O0tPTxGF7L0Gq1YvLkyVX8OGfOHOHv7y/y8vKqfEan04mMjAyRkZEhXnvtNfH8889X8q8xolKpxPPPPy/mzp0rXSsuLhajR48W/fr1k95tAwZ/rV69WrRu3VosXrz4sdpbG9m8ebMYOHCgKCgokK6dOXNGeHt7i9WrV1e5/9q1a+LmzZvi9OnTYsGCBaJ9+/YiPT39MVpcu/nss8/Eiy++WOnaggULhK+vr8jMzKxyf2xsrAgODhZlZWViyZIlwsfHR5w+ffoxWVs70ev14qOPPhIvv/xypevvvvuuCAoKEjdv3rzvZ7OysoSfn58ICAgQZ8+erRZ75OT1CpiYmPDbb79hb28vraQUCgU+Pj7ExcXh6OjIvHnzSEhIqJLMeuzYMRQKBbGxsXJDxgoIIcjOzsbZ2RlAymnp2bMnU6dOpWvXrrz77rvs3bsXoFI/sPnz59O8eXNiYmIwNzc36p44QggyMzNp1KgR8GeF0HPPPUdhYWGVKiutVsumTZsYNmwY48aN4+bNm6xatcroCywKCwu5fv06vr6+QLlfLSws6NGjB9evX69SaWV4Hvv06UP37t05fPiw0SewX79+ncLCQinyWVZWRtu2bfHy8uL8+fOV7i0uLua7774jJCSEKVOmcOjQIeLi4vD09KwJ02sl2dnZuLi4AH+Oj8OHD0en05GamirdZ3juGjRogFKp5K233iIyMpK4uDi8vb0fv+G1CJ1OR1ZWluQHw/g4ePBgVCoV586du+9nN2/ejBCC2NhYWrduXS32GOcsdQ+EEOh0Oqytrbl16xZqtVpKlNbr9Tg6OhIdHc3IkSNZsmQJ/v7+1K1bFxMTE7799lu+/PJLYmNjadmyZQ1/k9qFUqnEzs6OlJQUJkyYgFKplASSn58fr732GhqNhkWLFuHm5iaJ0hkzZnDy5EkSExMxMzMzalEF5X7UaDTSQGvwhaurKyYmJhQVFVW5Pzw8HCEEHh4edOzYEYVCYfR+VCgU5OXlceHCBcLCwqQFkr+/P0VFRahUKpycnKpsAzRq1Ijp06fTuHFjaZvQWLcC7ezsyMzMJCcnB2dnZ+l5srKyQqVSVbrX0tKS0aNH4+bmRrNmzXBxccHJyakmzK61FBQUcPnyZeDPyj8nJycsLCykVgvw5zZWx44dyc3NZdeuXWzatKnaxMCTjEKh4ObNm5w5cwb4c3xs3rz5PcdHAzExMXz11Vds2rSpWuduOWL1ByYmJtJh0UlJSRw8eBD488gavV6Pg4MD8+fP59q1ayxbtkz6bL169diyZQs+Pj41ZX6txLDC6t27N7/99pvUDsAglADat2/PqFGjuHnzJseOHZM+O3bsWJKSkow+UgXlfhRCMHLkSMaNGweUP686nQ6VSoVCoZAqUA0+1+l02NraMnToUDp16oRCoUCn0xm1HwGsra155plnCAoKApBy9u7cuYOJiclfVqm5urpKY4GxiiqAwMBAFi9eLEWhK7ZFqZhPZcDR0ZFBgwbh5+cni6oKVBwfhw8fDpS/12VlZWg0GqBqtSqAg4MDH374IfHx8bKo+gMhBEFBQVJOqSFnV6PRIIS4bzV5ly5d2L59O23btq1We4x7lL0HERERHDp0iPfff59GjRrRsWNHSVwJIWjVqhX9+/cnLS1NimqFhobWtNm1EsPk07dvX3bs2EFsbCwNGjQgIiKiUhQqPDyc3bt388MPPzB69GiEEFLivywG/vTjqFGjKm2VKhQKtFotOp1O6rhuuPett95ixIgRBAQEVLrfmBFCYG1tzfz586skTWu12nseS7V8+XJ69+5Ns2bNpGvGfnxVy5YtK63uDc9cYWEhVlZWla7Nnj2boqIiZs2a9fgNreUYfDRixIhKY5zh+CRDgVRFIiMj8fX1lc6qlSnH1NSUN954QxoHDdcM3L0QWr9+PS1btqRDhw7/jD3/yF99glEoFLz00ku0bt2acePGceLECUlUmZiYoFAocHFxQa1WG/1E9SAYtlHnz5+PTqdj4cKFbN26FSgfQAyhbjc3N2kFXPElkH38J/eb0A29WgyMHz+etLQ0qf+NTDkGH1UUVYaoQVlZGXXq1Kk0ML/88svEx8cbdaXVg1DxHa34jC5ZsoT169czePDgmjDrieFeC8eysjKpl5WBxYsX88UXXxh9Ve/9qPjuGtBqtSiVykr9vhYuXMicOXP+0T6TRimsiouLuX79+n1/365dOyZPnkyrVq0YO3Ys8fHxUmgWykvXPTw8jHo74EExNTVFp9PRqFEjYmNj0ev1LFy4kK+//hpAKiU+ffo0DRo0qElTn0hKS0vR6XTY2NgAMG7cODIzM9m5c6fUFkTm/hje4bKyMkpLS6WJbPz48Vy7do2NGzeiUCiMKuHfIDYNW9D/LVm/4v0Gfy5atIjIyEjWrVsnC/y/QXFxMSUlJVKjykWLFhEVFcWGDRvk4qiHoLiLDgjmAAAcNUlEQVS4GI1GIy2mFi9ezKpVq4iJiaF58+b/2L9rdHsser2e119/ndOnT7Nu3boqq1HD4BAUFMT06dNZuXIlU6dOJTQ0FCcnJ3Q6Hdu3bycuLu7Ru7M+Zeh0ukqr14pRPp1Oh4uLC3Fxcbz33nvExsaybds22rRpQ3Z2NiqViqioqEqfM1bu58e70ev1mJubo1QquXXrFnPmzOHKlSts375dzk17SMzNzSktLUWj0TB16lQyMzON1o+GZy0lJYXOnTsD5YvJxo0b3/N+QwGAnZ0dJSUlfP3110RFRbFu3bpqz115kqn4XhvSS+6FXq9HqVRiY2NDWVkZy5YtY+XKlXL139/AwsICpVKJQqEgMjKSqKiox+JHE2FktcNlZWUcOHCA+fPno1QqWbJkCU2aNKl0T8WJTKvVsn37dvbv38+tW7fw8PDgpZdeolWrVjVgfe3F4LOSkhLOnj0rNWSr6EvDwHLnzh1++ukn9u3bh6mpKU5OTkyYMEGu/uPB/Hg3ERERZGRk4OHhYbRi4G7uN3Hdz49ZWVmMGDECvV6Pra0tO3bsMGo/5uTkEBISwtSpUzl//jwNGjRg6tSpf9nQMzIykgULFqBUKmUR8Bd89tln9OjRg8DAwL8UWMOHDyc9PR2dTkdcXJxcHMXDv9dCCPr168ft27e5devWY/Oj0Y0YZmZm9OjRA6VSyccff8yECRP48ssvK4mriv9BSqWSQYMGERERgVKppLS0VO4WfBcGwSSEYNKkSeTk5PDWW28RHBxcqTTdsKViZ2dHr169pAqOin/HGCcxAw/qRwNCCMrKyvD29qZ+/fpERUXJ4hSk76/Vajl//jxKpRIXFxdsbW3v2yrBcN6ivb0927ZtM2o/CiFwdnbm/fff59NPP8XW1pajR48Cfx1p8fHxITAwkI8++ugf3WZ5kikoKGD16tVoNBoCAwPv6UtD1amPjw/Xr19nxYoV8kKeyhG/xMREVCoVFhYW9OzZ876iqqysDBcXF7Kzs9m0adNj86NRHWljSAhUKBR4eHjQtGlT9u3bx969e+nSpctfJrOZmppK4kDmTwyTj0aj4cKFC6SkpJCRkUFGRgYuLi5SnyXDZGZ4Ae41uRlztdXD+hGQnsdOnToxZMgQuU8V5c+VQqFArVYzatQoNm7cyMqVK7lw4QK2trY0adKkih/1ej0WFhb079+fsWPHGrWogj8Xllu3buWXX35Bo9FgbW1N+/btKx09dTdubm706tVLamIrUxkhBFZWVggh2L17Nz4+Pvf0lWGcbNeuHQMHDpSLJyj3nWF+mDJlCtu2bWPXrl1cvnyZ1q1b37eNh0KhICgoiCFDhlSq7P2nMSphZfiP2bRpE3Z2drRr144mTZo8kLgy5pyf+1FxEhs0aBBXrlzBwcEBV1dXfvzxR3777TdcXFxwc3O7pyiQKedR/GjoHG6Y8IxZ+BvK00tLSxk5ciSNGzdmwoQJtGvXjl27dnHy5ElsbGzw8vKqIvb1ej02NjZSsYUxiqq7y/stLCwYPXo0JSUlrFy5EjMzMzp27HhPcWXwpaEYRaaqPw3+srKyYvPmzTg5OUntfO4eD/V6PVZWVvftv2RsGPzz8ccfc+rUKSIjI+nXrx+9e/e+b2NPQ8sKW1vbx15JaVTCCiAhIYEpU6ag0Who27Ytbdu2fWBxJVMZw4M7ffp0SktLWbp0KWFhYYSFhdGkSRM2bNhARkYGrq6u94y4yJTzKH6s6Etj9qthRVtSUsKlS5dQqVR8+OGHtGzZEl9fXzw9PUlJSeH48eO4urpWqeqt+LMxRk4rbrMcOHCAo0ePYmVlhZ+fH15eXty5c4c1a9agUCgICAio0mfJmJ+9+2HwTWZmJvb29pKPnJ2dUalUfPPNN/Tt2/ee843sz6qo1Wri4uIYNWoUgYGB1K1bt5LvcnJyqgjRmnqXjU5YeXh4YGVlRVRUFCqVijZt2uDt7V1JXAUHB8vi6gEpLCxk7dq1eHl5ERoaSllZGSYmJnh6euLm5kZ0dDRXrlzB2dkZd3d3ecC4D7IfHw1Dx+opU6awZMkSSkpK6N+/PwqFAhMTE9zd3XF1dWXbtm2oVCpCQ0ONUkDdi4rbLJMmTWLHjh2kpKRw/vx5WrRogZeXF82bN0etVrNmzRrMzMzw9fVl/fr1WFhYUL9+/Rr+BrWXr776iokTJ5KTk4OJiQlNmzYFoH79+iQkJGBmZoa/v7+84HwA1Go1X3zxBc2aNSMwMBD4M1JaVFTE1KlTKSoqqhVJ/k+tsBJCVEm0NORY+fv7Y2lpSVRUFGq1upK4OnToEN999x2hoaFyI7Z7YPChAQsLC/bt28eZM2cYOHAglpaW6HQ6TExMaNWqFRcuXODnn38mOzsbV1fX+5ZsGxuyH6sfU1NTsrKyuH79OllZWTz77LPUr19f8rUhSrVmzRr69esnL57+wDChz507l59//pmvv/6aV199laCgIKlnkqOjI61ateL27dtER0ezefNmjhw5wqhRo+RxsgJ3b+s1bNiQ+vXrc/jwYTZu3Mjly5dxcHDAx8dH6jc3atQoqWhFFlfl3Gt71MTEhHPnzpGWlkbr1q1xdnaW7ikpKWHDhg3Y2NjQtWvXmjC5Ek+dsDIMoiYmJtLE9cUXX9CwYUPq1asnha/9/f2lyFVhYSGtW7fG29ubRo0akZaWxnPPPScPGPfA1NSUoqIivvzyS9zc3LCzs0Oj0ZCQkMD169dp37491tbW0ouRkpKCq6srycnJaDQaevXqVWULyxiR/fjo3OvID0MO0LFjx9i3bx+hoaE4ODhIi6zc3FxOnjwpiS6ZckpKSvjmm2949tln6d69u9SXyvB8Xb16lTp16hAQECCdmfh///d/jzUhuLZTcTs1MzOTq1ev4urqSlBQECEhITRt2pTvv/+eAwcOkJqayuDBg9m6dStlZWXScytT2Y/5+fncunWLOnXqYGZmhrm5OevWrSM/Px9XV1fptA6lUsnevXtp0aIFHTp0qHGR+lQJK7VaTb9+/VCpVNIZacnJycyaNYvExES6deuGg4NDJXFVWlrK2rVr0ev1NGnShPbt29O/f3950P0LDh48yKxZs8jPzycgIICOHTty5coVdu/eTX5+Ph07dsTS0hKtVsuOHTt45513aNiwIStWrKBfv37SQa3GjuzHv4+haq+4uJidO3dy9OhRsrOzad68Oe3atcPBwYGkpCR27NhB586dUSqVaLVa5s+fj6WlJePHj5cnsgoUFRURFxdH3bp1pRW/IUndcNafSqUiODgYX19fevfuLY+RFagoBqZPn86KFSuIjIxk8+bN6HQ6vL296dixIwMGDKBOnTocO3aMmJgYCgoKsLS0pHfv3kZZMHE3Ff04Y8YMVqxYwYoVK9i5cyf169cnNDSUhg0bsnr1ai5cuIBCoaC0tJSYmBh+/PFHpk2bhoODQ42/20+NsFKr1fTv35+8vDySkpKwsLCgQ4cOuLm5YW9vz4kTJ4iPj+eZZ57B0dFRimzVr1+fvXv3kpycjBCC4OBgubLlv+Dq6oqLiwurV6/mypUrBAcH06dPHy5dusTOnTvZunUrmZmZLFmyhFu3bjFmzBiKi4tJTU1lwIABciTwD2Q//j0M1Y9qtZphw4Zx4sQJkpOT+eGHHzh16hSNGjUiLCwMGxsbEhIS+Pbbbzl48CBXrlwhOzubtWvXYmZmdt+2AU8rWq2Ws2fPsnPnTk6cOIFKpcLU1BR7e3ssLCxITk4mKSmJrl27UrduXaBcXCmVStasWYNaraZPnz7SdZk/MUROJ06cSHp6Om+88Qb9+/enoKCAuLg4VCoVLVu2pEGDBnh7ezN06FDs7Oywtrbm9ddfl4/z+gODHydPnswvv/zCSy+9RPv27cnLy2PZsmVoNBrGjh2Lu7s7P/30E+vWrSMlJYUrV67w5Zdf3rdC8HHzVAgrvV7P9OnTcXV1Zf78+RQWFrJq1SqpPNjHxwczMzOOHTvGrl27Kg0cRUVFCCEYOnQoPXv2lFdhd2GI7lWchMzMzGjZsiVOTk6sWbOG3377ja5du9K3b1+sra25ceMGFy9epFWrVkRFRaFQKIiNjSUvL4+hQ4ca5VFAsh+rDxMTE7RaLS+//DJubm4sWrSIQYMGMXjwYObMmUNmZibdu3cnICAAKysrLl26xJ07d5gyZQoTJkyQ+n0ZU2sKtVrNa6+9xoEDB9i7dy8XL14kJiaGI0eOUFpaip+fH35+fmzevJnExEQCAwMrRUQTExNp0aKFlDQsU07F93n79u3s2rWLr776ig4dOtCkSRPCw8PJz89n06ZN2Nra4uPjg6mpKaampnh7e9OjR4/79mAyVnbv3s3u3btZtGgRnTt3pl27dgQEBLB69Wq6detGx44dadWqFT169KB///5ERETw/PPP4+7uXtOm/4l4SsjKypJ+zsjIENOmTROenp5i6dKl0vXY2FjRs2dPERYWJjIyMkRRUZFYtGiRGDNmjCgtLa0Js58IioqKxOTJk0ViYmKl6yUlJWL9+vWibdu2YurUqSIvL08IIYRWqxUqlUrk5eWJzZs3i3feeUcEBASIc+fO1YT5tQbZj49OWVmZEEKIpKQkERERIdLT06XfJScnC29vb7F58+ZKn4mOjhY9evQQERER4vr165X+jjGgUqlEr169xMSJE0VaWprQaDRCCCEOHDggxo4dKzw9PcWiRYuEEEIcOnRI9OjRQ/Tq1UusXbtWHDx4UCxYsEAEBgaKjIyMmvwatQaNRiNWrlwpbt68KYQQQqfTCSGEWLZsmQgLCxNFRUVCiPL318Abb7whgoKCRE5OjhBCCL1e/5itrp0Y/FDRH8uXLxchISHi1q1bQgghfvvtNxESEiLef/99IYQQV69eFfn5+Y/f2IfgqYhYAdjZ2Uk/161bl2bNmlFYWMg333xTKXJlYWHByZMnWbp0Kfv37yc5OZl58+ZJSXAyVbuiHz58mKioKM6ePUuzZs1wcXEByrvaNmvWDFNTU2JjY1Gr1bRo0QJHR0eUSiVRUVF8/fXXODo6MnfuXKM7lV3246NTVFSERqPhzp07UgNPgPT0dGJiYhgwYAANGzZkz549TJ48mWnTpjFkyBASExPZs2cP/v7++Pr6YmZmxvHjx/n2228JDw+vNF48zWi1WiZOnEjjxo1ZtGgRzs7O0jZos2bNaNu2LWVlZXzzzTfUq1ePiIgIunTpQmpqKtu3bycpKYmbN2+yePFi+ViVP4iJiWHFihUUFRXRpk0brK2tEUJw4sQJjh8/TnBwMA0aNEChUKDValEoFHh7exMVFUWrVq2kBrUycOfOHakC2hDRT0tLIykpiYEDB0onKISEhPDJJ58A8Morr3Dx4kVCQkJq2Pr789QIq7txdHSsJK6USiUdOnTA29sbT09PXF1dadCgATNnzqw1+7I1TXFxMWZmZlWOnWnatCnOzs4cOXKE5OTkSqLA3NwcMzMzEhIS+Omnn7CxsSEoKAgALy8vXnjhBSIiIoxKuMp+rB7OnDnD3Llz+eqrr9izZw8WFhaSqMzNzWX79u14e3tz6dIl3nvvPaZNm8aIESMQQrBw4UJu3rwp5QS1a9eOsrIyLl++THh4uNHkp507d44DBw4wadIkGjZsKF03PJt169bFw8OD7OxsEhIS6Nq1K82bN2fQoEGEhIQwfPhwhgwZgpubW019hVqHn58fBQUFJCQkkJubK4krW1tboqOjKSwsxNfXF1tbW6mNQk5ODgkJCQwaNMjoW6UUFxfz7bffsmzZMlauXMnGjRv55ZdfcHd3p379+tjZ2RETE0NmZibLly+ne/fufPzxx+j1egoKCti5cyd9+/alRYsWNf1V7stTK6ygsrhavXo1rq6ueHl54eLiQmBgIMHBwVKulbFz+vRpZs6cSVlZGc2aNZOEQWlpKQqFAi8vL2xtbUlOTiYlJYWmTZvi6uoKlB8sqlQqeffdd+nbt68UVbC0tMTS0tKoql1kP1YPx48fZ+zYsTRv3hw/Pz8aN25Mnz59JEHk6upKRkYGq1at4sCBA7z55puMGjUKAI1GQ2xsLF26dKF9+/bSarh9+/Y899xzRpUovHfvXvbv389rr71235w8R0dHHBwciI6OJigoSGqhYJjkjDWX714YnqUuXbqQnZ3N4cOH+f3332ndujXu7u44OjqycuVKCgoKaNKkCXXr1sXExIS1a9dy8eJFxowZY9TH1KjVasaMGSO17+jTpw8qlYoTJ06wdu1aGjZsSJcuXXByciIuLg5bW1s++ugj6ZD0yMhIjh49yquvvlqro85PtbCC8kGjadOm/Prrr9y4cYMePXpU6nElh2TLu36/++67JCcns3//fpKSksjKysLb2xtLS0vJR61bt8ba2pqUlBQSExNp0KAB1tbWfP7555SUlPD8889jampapfmlsSD7sXr45ZdfeOWVVxg3bhzTpk0jODiYrl27VokydejQgaysLH799VdCQkJQKBTcvn2b9957j4KCAmbPni0lChuSjI1NJBw/fpwzZ87w8ssv37cJpaHVzIEDB7C1taVTp041ZG3txlCNalgkBQcHk52dTWJiIrm5uXh7exMQEICdnR0rV67k6NGj7N+/nwMHDrBjxw6WL18udV43RgztkJo1a8aHH37I4MGDadeuHeHh4fj6+pKXl8c333yDh4cHAwYMwMHBgfj4eE6cOMGePXvYv38/u3btYsWKFTRv3rymv85f8lQLK8NgWrduXdLT07lw4QLDhg2TqoFkUVWOubk5Z8+epbi4mGXLlnH16lUOHjxIdHQ0+fn52NjYSNsIbdq0wdbWlrS0NNauXUt8fDx6vZ5ly5ZJfjVGMQCyH6uD4uJiFixYgJ+fH5MnTwaQmnuWlJRQUFDAoUOHuHz5Mp6ennTq1Im8vDzWrl3Lxo0bOXbsGKampqxbtw5zc3MpwmBs77pBQKnVarZs2YKbmxuenp739IPh2qpVq2jatCmdO3d+3ObWWoqLi9m7dy8KhYI6deqgUCgqVZMGBweTlZVFQkICN2/epG3btnTq1IkuXbqQm5tLaWkpjRo1YubMmXh6etbgN6lZ1Go1ERERdOjQgfnz50vRJoNIbdSokdSNPjo6mrCwMLp160bXrl3Jzc1Fr9fj4eHBBx988ET40UQIIWraiH+K33//XQr7z5w5k5s3bzJv3jy5T1UFDAOwIR9l6tSpjBo1iuvXr7Ny5UouX75McnIyL7zwAm3btqVfv35AefLw2bNnKSoqYsSIEVIJuzFtV1VE9mP1UFBQwPDhwxk7dixDhgyRGgZevXqVVatWsWfPHnJzc4HyXJfPP/8cNzc3jh07RnFxMTY2NrRv316K+BmrHw3k5uYydOhQmjRpwscffyzlSlWMXAkhyM7O5r333uN///d/5YjVH2i1WkaPHs2pU6dQKpUEBATg5OREr169aNeuHTY2NtK23qJFi9i5cyfdunVj3LhxODk5UVJSgoWFRaWml8aIVqtl/PjxnDp1ilOnTgHlgsrc3LzKvcePH2fKlCl0796dDz74AKVSKb3Hdx9RV5t5aiNWx44dY+TIkSQlJbFz504SEhL49NNPKyVwyvzZXdnc3JwbN27w008/0b17dxo0aEC3bt34/fffOXLkCIWFhezbt4+DBw9Sp04dmjRpQkBAAO3atcPU1BSdTmfUk5jsx+qhsLCQmJgYbGxs6NGjBzdu3ODIkSNMmDCBkydP0qFDByZNmkTnzp3Zv38/6enpRERE4OLigoeHB40bN5b+L4x5MjNgY2ND06ZNWbFiBbdv38bT0xN7e/tKkSsTExNWrlzJhQsXGD16NDY2NjVoce1BrVbzyy+/UFJSgpOTE927d+fUqVPs3LmTqKgojh49SkZGBkIIwsPDuX79Ounp6Vy9epU2bdpQp04dAKM/ekqlUvHzzz9z5coVfv31V3r37o1CobjnkVSNGzfm1KlTpKenM3z4cOkQdYP/nhQ/PrXCSq/XU1xcjEajwc3NjZkzZ8rlwvfBxMQEhUKBhYUFS5cuxd/fn2bNmrF7924+/PBDPvnkE1599VW8vb1JTk4mOjqamzdvEhYWJq18n5SVxD+J7MdHx9TUlEuXLrFt2za2bdtGXFwcmzZtwtPTk1deeYVp06bRsmVLvL29UalUJCUl8dxzz2FtbV1FLMiU06RJEymp2nAMSIsWLdDr9Vy+fJmVK1cSFxfH0qVL8fDwqGlzaw2Wlpb4+fmRk5NDfn4+bm5uzJ07lyFDhuDq6oqVlRX79u0jPj6eDRs2oNFoOHPmDCdPnsTc3JzAwECjF1VQ7kd/f3/UajXbt2/n119/JSwsTFpIGsY8Q2sKtVrNkSNHiIiIwMbG5okTVfCUbwVCeRWHPGE9OJMmTZIGhY8++og333yTsWPHVnqo4+Pj6dOnjxwR+AtkP/59bty4QWxsLGlpaej1esLDwwkNDZW29Q1bA3PnzuXs2bOsXr36iRp0a4pDhw7x4YcfolKpqFu3LqamptSrVw+tVsvs2bONqj/aw/D7778TGRlJYmIi4eHhvP7669LvDHl/u3btIi8vjx07dmBiYkJkZKR8QPVd5Ofns3TpUjZt2kTPnj2ZN28eQJWt0tmzZ3P8+HE2bNjwxI6NT72wknk4YmNj+fTTTxFCMH36dCkcC1TJWTH23IG/Qvbjo6HValEqlajV6krl6QZf3b59m8mTJ+Pj48PUqVNr0NIni5ycHNLS0jhz5gwAnTp1ko5Vkrk/ubm5LF++nJSUFHr16sWUKVOAqu9uXl4eZmZmRtMn7WG5n7gy5FwVFxfz9ttv4+bmxhtvvPHERvxkYSVThTFjxqBSqdi0aVNNm/JEI/vx0TGI0IrJ1iqViilTppCXl8eGDRuq/F5G5p/gfuJKLpJ4OO4nrgAWLlzIxo0bWbt27RPdmuKpzbGSeXgMk9Pt27c5duwYbdu2pXHjxvKk9ZDIfqw+DFv4u3btIi0tjWPHjhEZGcmtW7f47rvvKrVUkHkw7q4IlJ/JB8PGxobWrVuTk5PD4cOHycnJoXPnzlUOV5f5a6ysrPD29qawsJD4+Hgp52rZsmUsX76cNWvWPPH50LKwkpEwDAxOTk5ER0djaWlJ165d5QHjIZH9WL1kZWUxduxYDh48yO3bt2nRogVLlizB3Nxcjhb8DeQk/79PRXF15MgRLl++zDPPPCP78SGpKK727NlDTEwMhw8fZt26dXh7e9e0eY+MLKxkqmBnZ0dpaSnLly+nZ8+ecv7F30T2Y/Vgb2/PwIEDGTJkCEOHDqVPnz5yawqZGsPGxoY2bdqQkZHB+fPn6dmzJ1ZWVjVt1hOHQVzl5OTw+++/s2rVKtq0aVPTZlULco6VzD25ePEin3/+OV999ZWcWP0IyH78Z5C3sGRqmry8PIQQ1K9fv6ZNeaLJz89Hr9c/VX6UhZXMfTFMXnLV2qMh+1FGRkbGeJCFlcxfIkcGqgfZjzIyMjLGgSysZGRkZGRkZGSqCblGWUZGRkZGRkammpCFlYyMjIyMjIxMNSELKxkZGRkZGRmZakIWVjIyMjIyMjIy1YQsrGRkZGRkZGRkqglZWMnIyMjIyMjIVBOysJKRkZGRkZGRqSZkYSUjIyMjIyMjU03IwkpGRkZGRkZGppr4f0jqLCh2MZ27AAAAAElFTkSuQmCC\n", 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,volume=True,tight_layout=True,figscale=0.75)\n", + "mpf.plot(ndf,volume=True,tight_layout=True,figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "fig, ax = plt.subplots()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "#dir(mpf.plotting)\n", + "#mpf.plotting._valid_plot_kwargs()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "external_axes_mode = True\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:285: UserWarning: \n", + "\n", + " ================================================================= \n", + "\n", + " WARNING: `figscale` has NO effect in External Axes Mode.\n", + "\n", + " ================================================================ \n", + " category=UserWarning)\n" + ] + } + ], + "source": [ + "#mpf.plot(df,scale_padding=1.0,ax=ax,fig=fig,figscale=0.75)\n", + "mpf.plot(df,scale_padding=1.0,ax=ax,figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['binance',\n", + " 'blueskies',\n", + " 'brasil',\n", + " 'charles',\n", + " 'checkers',\n", + " 'classic',\n", + " 'default',\n", + " 'mike',\n", + " 'nightclouds',\n", + " 'sas',\n", + " 'starsandstripes',\n", + " 'yahoo']" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mpf.available_styles()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "#s = mpf._styles._get_mpfstyle('nightclouds')\n", + "#mpf._styles._apply_mpfstyle(s)\n", + "\n", + "#fig, axes = plt.subplots(2,2)\n", + "fig = plt.figure(figsize=(12,9))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "s = mpf._styles._get_mpfstyle('blueskies')\n", + "#s\n", + "mpf._styles._apply_mpfstyle(s)\n", + "ax1 = fig.add_subplot(2,2,1)\n", + "\n", + "s = mpf._styles._get_mpfstyle('yahoo')\n", + "mpf._styles._apply_mpfstyle(s)\n", + "ax2 = fig.add_subplot(2,2,2)\n", + "\n", + "s = mpf.make_mpf_style(base_mpl_style='fast',base_mpf_style='nightclouds')\n", + "#s = mpf._styles._get_mpfstyle('nightclouds')\n", + "mpf._styles._apply_mpfstyle(s)\n", + "ax3 = fig.add_subplot(2,2,3)\n", + "\n", + "s = mpf._styles._get_mpfstyle('starsandstripes')\n", + "mpf._styles._apply_mpfstyle(s)\n", + "ax4 = fig.add_subplot(2,2,4)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "external_axes_mode = True\n", + "external_axes_mode = True\n", + "external_axes_mode = True\n", + "external_axes_mode = True\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:285: UserWarning: \n", + "\n", + " ================================================================= \n", + "\n", + " WARNING: `figscale` has NO effect in External Axes Mode.\n", + "\n", + " ================================================================ \n", + " category=UserWarning)\n" + ] + } + ], + "source": [ + "# mpf.plot(df,ax=ax1,fig=fig,style='blueskies')\n", + "# mpf.plot(df,type='candle',ax=ax2,figscale=1.5,fig=fig,style='yahoo')\n", + "# mpf.plot(df,ax=ax3,fig=fig,style='blueskies',type='candle')\n", + "# mpf.plot(df,type='candle',ax=ax4,figscale=1.5,fig=fig,style='sas')\n", + "\n", + "mpf.plot(df,ax=ax1,style='blueskies')\n", + "mpf.plot(df,type='candle',ax=ax2,figscale=1.5,style='yahoo')\n", + "mpf.plot(df,ax=ax3,style='blueskies',type='candle')\n", + "mpf.plot(df,type='candle',ax=ax4,figscale=1.5,style='sas')" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sname = 'yahoo'\n", + "s = mpf._styles._get_mpfstyle(sname)\n", + "mpf._styles._apply_mpfstyle(s)\n", + "fig = plt.figure(figsize=(9,6))" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "ax1 = fig.add_subplot(2,3,1)\n", + "ax2 = fig.add_subplot(2,3,2)\n", + "ax3 = fig.add_subplot(2,3,3)\n", + "\n", + "av1 = fig.add_subplot(3,3,7,sharex=ax1)\n", + "av2 = fig.add_subplot(3,3,8,sharex=ax1)\n", + "av3 = fig.add_subplot(3,3,9,sharex=ax3)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "external_axes_mode = True\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:290: UserWarning: \n", + "\n", + " ================================================================= \n", + "\n", + " WARNING: `figratio` has NO effect in External Axes Mode.\n", + "\n", + " ================================================================ \n", + " category=UserWarning)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "external_axes_mode = True\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:290: UserWarning: \n", + "\n", + " ================================================================= \n", + "\n", + " WARNING: `figratio` has NO effect in External Axes Mode.\n", + "\n", + " ================================================================ \n", + " category=UserWarning)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "external_axes_mode = True\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:290: UserWarning: \n", + "\n", + " ================================================================= \n", + "\n", + " WARNING: `figratio` has NO effect in External Axes Mode.\n", + "\n", + " ================================================================ \n", + " category=UserWarning)\n" + ] + } + ], + "source": [ + "mpf.plot(aapl,type='candle',ax=ax1,figratio=(10,5),style=s,volume=av1,mav=(10,20),axtitle='AAPL')\n", + "mpf.plot(goog,type='candle',ax=ax2,figratio=(10,5),style=s,volume=av2,mav=(10,20),axtitle='GOOG')\n", + "mpf.plot(spy ,type='candle',ax=ax3,figratio=(10,5),style=s,volume=av3,mav=(10,20),axtitle='SPY',closefig=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "#ax1.set_title('AAPL')\n", + "#ax2.set_title('GOOG')\n", + "#ax3.set_title('SPY')\n", + "#fig.suptitle('This is the Figure Title for the Entire Figure')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ap = mpf.make_addplot(spy,type='ohlc')\n", + "mpf.plot(aapl,type='candle',style='yahoo',addplot=ap)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "plt.style.use('seaborn')\n", + "fig, ax = plt.subplots()\n", + "plt.rcParams.update({'axes.grid':False})\n", + "ax2 = ax.twinx()\n", + "mpf.plot(spy,ax=ax,type='ohlc',style='default')\n", + "mpf.plot(aapl,ax=ax2,type='candle',style='yahoo')" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = mpf.figure(style='blueskies',figsize=(12,10))#,figsize=(10,10))" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "s = mpf.make_mpf_style(base_mpl_style='fast',base_mpf_style='nightclouds')\n", + "ax1 = mpf.add_subplot(2,2,1,fig=fig,style='blueskies')\n", + "ax2 = mpf.add_subplot(2,2,2,fig=fig,style='yahoo')\n", + "ax3 = mpf.add_subplot(2,2,3,fig=fig,style=s)\n", + "ax4 = mpf.add_subplot(2,2,4,fig=fig,style='starsandstripes')\n", + "\n", + "\n", + "# ax1 = mpf.add_subplot(fig,2,2,1,style='blueskies')\n", + "# ax2 = mpf.add_subplot(fig,2,2,2,style='yahoo')\n", + "# ax3 = mpf.add_subplot(fig,2,2,3,style=s)\n", + "# ax4 = mpf.add_subplot(fig,2,2,4,style='starsandstripes')" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "external_axes_mode = True\n", + "external_axes_mode = True\n", + "external_axes_mode = True\n", + "external_axes_mode = True\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:285: UserWarning: \n", + "\n", + " ================================================================= \n", + "\n", + " WARNING: `figscale` has NO effect in External Axes Mode.\n", + "\n", + " ================================================================ \n", + " category=UserWarning)\n" + ] + } + ], + "source": [ + "#mpf.plot(df,ax=ax1,fig=fig,type='ohlc',xrotation=25)\n", + "#mpf.plot(df,ax=ax2,fig=fig,type='candle',xrotation=25)\n", + "#mpf.plot(df,ax=ax3,fig=fig,type='candle',xrotation=25)\n", + "#mpf.plot(df,ax=ax4,fig=fig,type='candle',xrotation=25,figscale=1.75)\n", + "\n", + "mpf.plot(df,ax=ax1,type='ohlc',xrotation=25)\n", + "mpf.plot(df,ax=ax2,type='candle',xrotation=25)\n", + "mpf.plot(df,ax=ax3,type='candle',xrotation=25)\n", + "mpf.plot(df,ax=ax4,type='candle',xrotation=25,figscale=1.75)\n", + "\n", + "dum = ax1.set_title('blueskies')\n", + "dum = ax2.set_title('yahoo')\n", + "dum = ax3.set_title('nightclouds')\n", + "dum = ax4.set_title('starsandstripes')" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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candlestick plot:\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "\n", + "mpf.plot(df,volume=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's say we want to plot the Lower Bollinger band along with the basic OHLCV plot. \n", + "\n", + "We use `make_addplot()` to create the addplot dict, and pass that into the plot() function:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apdict = mpf.make_addplot(df['LowerB'])\n", + "fb = df['LowerB'].values\n", + "mpf.plot(df,volume=True,addplot=apdict)\n", + "mpf.plot(df,volume=True,addplot=apdict,fill_between=fb)\n", + "mpf.plot(df,volume=True,addplot=apdict,fill_between=110)\n", + "mpf.plot(df,volume=True,addplot=apdict,fill_between=dict(y1=112,y2=140,alpha=0.25))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "When creating the `addplot` dict, we can specify that we want a scatter plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apd = mpf.make_addplot(df['LowerB'],type='scatter')\n", + "\n", + "mpf.plot(df,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "The above example is a trivial use of a scatter plot, where the default line plot makes more sense. \n", + "\n", + "A more helpful use of a scatter plot might be to highlight specific movements in the data. For example, let's say we want to highlight whenever the \"Percent B\" Bollinger metric drops below zero. To do this, let's first calculate a series that contains this information:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def percentB_belowzero(percentB,price):\n", + " import numpy as np\n", + " signal = []\n", + " previous = -1.0\n", + " for date,value in percentB.iteritems():\n", + " if value < 0 and previous >= 0:\n", + " signal.append(price[date]*0.99)\n", + " else:\n", + " signal.append(np.nan)\n", + " previous = value\n", + " return signal" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "Take a small data set, and calculate a series that shows when the percentB falls below zero:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "tdf = df.loc['05-10-2012':'06-07-2012',] # Take a smaller data set so it's easier to see the scatter points\n", + "\n", + "signal = percentB_belowzero(tdf['PercentB'], tdf['Close'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Now plot the calculated information as an additional scatter plot on top of the the OHLC data:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apd = mpf.make_addplot(signal,type='scatter')\n", + "\n", + "mpf.plot(tdf,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "We can customize the marker size and shape, to make the scatter markers easier to see:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apd = mpf.make_addplot(signal,type='scatter',markersize=200,marker='^')\n", + "\n", + "mpf.plot(tdf,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Plotting multiple additional data sets\n", + "\n", + "There are two ways to plot multiple additional data sets.\n", + "\n", + "- If the configuration is the same for all additional data sets, simply pass a `DataFrame` for the data. All columns in the DataFrame will be plotted.\n", + "\n", + "- Alternatively you can create multiple `dict`s and pass a `list` of `dict`s to the `addplot` keyword\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Passing a DataFrame as the addplot data plots all columns in the DataFrame:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tcdf = df[['LowerB','UpperB']] # DataFrame with two columns\n", + "apd = mpf.make_addplot(tcdf)\n", + "mpf.plot(df,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Setting `addplot=` a `list` of `dict`s is another to create multiple additional plots.
    This method is necessary if the additional plots will have different configurations. For example:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "First prepare the data:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "def percentB_aboveone(percentB,price):\n", + " import numpy as np\n", + " signal = []\n", + " previous = 2\n", + " for date,value in percentB.iteritems():\n", + " if value > 1 and previous <= 1:\n", + " signal.append(price[date]*1.01)\n", + " else:\n", + " signal.append(np.nan)\n", + " previous = value\n", + " return signal" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "low_signal = percentB_belowzero(df['PercentB'], df['Close']) \n", + "high_signal = percentB_aboveone(df['PercentB'], df['Close'])" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(Timestamp('2011-10-03 00:00:00'), Timestamp('2012-03-13 00:00:00'))" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ldate = pd.Series(low_signal,index=df.index).idxmin()\n", + "hdate = pd.Series(high_signal,index=df.index).idxmax()\n", + "ldate,hdate" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "datedf = pd.DataFrame(df.index)\n", + "where = pd.notnull(datedf[(datedf >= ldate) & (datedf <= hdate)])\n", + "where = where['Date'].values" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "tcdf = df[['LowerB','UpperB']] # DataFrame with two columns\n", + "apd = mpf.make_addplot(tcdf)\n", + "filb = dict(y1=df['Close'].values,y2=min(df['Low'].values),alpha=0.75,color='g',where=where)\n", + "#len(where)\n", + "#len(df.index)\n", + "#type(where)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,addplot=apd,fill_between=filb)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Now create the additional plot `dict`s and plot the data: " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [ mpf.make_addplot(tcdf),\n", + " mpf.make_addplot(low_signal,type='scatter',markersize=200,marker='^'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v'),\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=1.25,volume=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Plotting additional data on panel \"B\"\n", + "\n", + "---\n", + "We refer to the Main, Upper panel as Panel \"A\" and the Lower panel as Panel \"B\".\n", + "\n", + "It is possible to plot the additional data on Panel \"B\" (where volume is usually plotted).\n", + "In this example, as is typical in Bollinger Band Analysis, we plot `PercentB` in panel B:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [ mpf.make_addplot(tcdf),\n", + " mpf.make_addplot(low_signal,type='scatter',markersize=200,marker='^'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v'),\n", + " mpf.make_addplot((df['PercentB']),panel=1,color='g')\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=1.3,volume=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Plotting additional data with a *secondary y-axis*\n", + "\n", + "---\n", + "\n", + "- Notice in the above plot, in the lower panel with the \"Volume\" bars, we see that \"Percent B\" line ***has its own y-axis on the right side.***\n", + "\n", + "\n", + "- `mpf.make_addplot()` has a keyword argument called `secondary_y` which can have **three** possible values: **`True`**, **`False`**, and **`'auto'`**.\n", + " - The default value is `'auto'` which means if you don't specify `secondary_y`, or if you specify `secondary_y='auto'`, then `mpf.plot()` will attempt to decide whether a secondary y-axis is needed, by comparing the order of magnitude of the addplot data with the order of magnitude of the data that is already on the plot.\n", + " - If **`mpf.plot()`** gets it wrong, you can always override by setting **`secondary_y=True`** or **`secondary_y=False`**.\n", + " \n", + "---\n", + "\n", + "- Below we see that `make_addplot()` also allows setting the `linestyle` for each additional plot.\n", + "\n", + "\n", + "- **Notice also** that we pass an alternative \"mplfinance `style`\" to demonstrate that **if the `style` specifies that the *primary y-axis* should be on the right, then `mpf.plot()` knows to put any `secondary_y` axes on the left.**" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'),\n", + " mpf.make_addplot(low_signal,type='scatter',markersize=200,marker='^'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v'),\n", + " mpf.make_addplot((df['PercentB']),panel=1,color='g',linestyle='dotted')\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=1.5,volume=True,style='starsandstripes')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "---\n", + "\n", + "* **Below** we demonstrate that the main (upper) panel can also have a `secondary_y` axis:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "import math\n", + "# Change order of magnitude and range of low_signal, so that it will require a `secondary_y`:\n", + "# note: this calculation has no financial meaning whatsoever; we are just generating some \n", + "# data to modify the order of magnitude and range, so as to be able to demonstrate \n", + "# secondary_y on the main panel.\n", + "new_low_signal = [x*20.*math.sin(x) for x in low_signal] " + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    2011-07-05124.912703133.254297
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    2011-07-08124.140890135.721110
    \n", + "
    " + ], + "text/plain": [ + " LowerB UpperB\n", + "Date \n", + "2011-07-01 125.316073 132.373927\n", + "2011-07-05 124.912703 133.254297\n", + "2011-07-06 124.627085 134.040915\n", + "2011-07-07 124.284986 135.077014\n", + "2011-07-08 124.140890 135.721110" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tcdf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "fb = dict(y1=tcdf['LowerB'].values,y2=tcdf['UpperB'].values,alpha=0.25)\n", + "#fb = dict(y1=tcdf['LowerB'].values,alpha=0.25)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [mpf.make_addplot(tcdf,linestyle='dashdot'),\n", + " mpf.make_addplot(new_low_signal,type='scatter',markersize=200,marker='^',secondary_y='auto'),\n", + " mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v',color='orange'),\n", + " mpf.make_addplot((df['PercentB']),panel=1,color='g',linestyle='dotted')\n", + " ]\n", + "\n", + "mpf.plot(df,addplot=apds,figscale=1.5,volume=True,style='sas',fill_between=fb)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# The same plot, with a style that puts the primary y-axis on the left:\n", + "mpf.plot(df,addplot=apds,figscale=1.5,volume=True,style='default')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/dev_hlines.ipynb b/examples/scratch_pad/dev_hlines.ipynb new file mode 100644 index 00000000..1d214333 --- /dev/null +++ b/examples/scratch_pad/dev_hlines.ipynb @@ -0,0 +1,1650 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## There will be three (or four) kwargs:\n", + "\n", + "- `hline=` ... specify one or a list of prices to generate a ***horizontal line*** at that price level\n", + "- `vline=` ... specify one or a list of dates/datetimes to generate a ***vertical line*** at that point in time\n", + "- `aline=` ... specify one or more ***arbitrary line*** as\n", + " - list of two or more ***x,y values*** (multiple lines are contiguous)\n", + " - examples:\n", + " `[(dateA,priceA),(dateB,priceB)]`\n", + " `[(dateA,priceA),(dateB,priceB),(dateC,priceC),(dateD,priceD),...]`\n", + " - list of one or more ***x,y value pairs*** (multiple lines need not be contiguous)\n", + "where a ***single x,y pair*** is like `((dateA,priceA),(dateB,priceB))`\n", + " - examples: \n", + "`aline=((dateA,priceA),(dateB,priceB))`\n", + "`aline=[((dateA,priceA),(dateB,priceB)),((dateC,priceC),(dateD,priceD)),...]`\n", + "\n", + "- `tline=` ... ***trend line*** (still deciding whether to implement this).\n", + " - specify two (or more) dates or datetimes: mplfinance will ***automatically draw trend lines between the dates***. An additional kwarg `tline_value` or something like that may specify which algorithm to use for calculating the trend line between any two dates.\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Test Plan\n", + "\n", + "- Test each kwarg (`hline`, `vline`, `aline`, `tline`) on\n", + " - one month daily data\n", + " - a year or more of daily data\n", + " - a day or more of intraday data\n", + " \n", + "- For each kwarg test:\n", + " - one line\n", + " - two or more lines\n", + "\n", + "- For all of the above test EVERY plot type (`ohlc`,`candle`,`line`,`renko`,`pnf`)\n", + "\n", + "- For `aline` test BOTH ways of specifying lines\n", + "\n", + "- For `vline` and `tline` test multiple ways of specifying dates\n", + "\n", + "- Test all of the above both WITH and WITHOUT `make_addplot()` data\n", + "\n", + "- For `tline` test with various `tline_value` settings.\n", + " \n", + "---\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20, 5)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2019-11-27 3145.49 3154.26 3143.41 3153.63 421853938\n", + "2019-11-29 3147.18 3150.30 3139.34 3140.98 286602291" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily = pd.read_csv('../data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n", + "daily.index.name = 'Date'\n", + "daily.shape\n", + "daily.head(2)\n", + "daily.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.4a0'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## hline TESTS:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n", + "hlines= [3112.0]\n" + ] + }, + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='ohlc',hlines=[3112.0],figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n", + "hlines= [3112.0]\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='ohlc',hlines=[3112.0],figscale=0.75)\n", + "mpf.plot(daily,type='candle',hlines=[3112.],figscale=0.75)\n", + "mpf.plot(daily,type='line',hlines=[3112.0],figscale=0.75)\n", + "mpf.plot(daily,type='renko',hlines=[3112.0],figscale=0.75)\n", + "mpf.plot(daily,type='pnf',hlines=[3112.0],figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "hconfig= {'hlines': [3112.0], 'vlines': None, 'alines': None, 'tlines': None, 'colors': 'g', 'linestyle': '-.', 'linewidths': None}\n", + "hlines= [3112.0]\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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23MlQcSdDl31QMWbiJ+zes5vwVavo2WcAjY3sntT3fhcURWHr1q0ANGnRrlR9R4r7M6HRKIUGt97mE8XFxXHw4EFAe/QbEBBAeno6Fy9efOQyubm5DB8+nBo1avDpp58WTH/y8vIiKSmJO3fuFHz2/Pnz1KhRQ7c7IUQh8mdG+Pn762V7XlW9GTxkOAAfh4wjLy9PL9t9EufP/cmVvy5TrnwFGjRsbOhyTJreQvv27duMHTuW69evA3D8+HFycnLw8PB45DIrV67EwcGBCRMm3Pe6o6MjrVq1Ijw8HIBDhw6RlJTECy8Y15GGKD3y8vLY9/NuAPz9u+ptu8NGvI/bM5U5++sp1n8frrftFlf+vbN923fCwsLCwNWYNr0NjzRr1oyhQ4cyaNAgNBoN1tbWzJkzhyNHjjBz5kwyMzO5desW/v7+uLm5ERYWxtq1a8nIyMD/niMXf39/3nvvPaZMmcK4cePYuHEjjo6OzJ8/H2tra33tjhD3+fXMSZJuJ+Lh6UWt2rVJuJmul+3a2zswftLHvDd8MF/M+Bj/rj1wcnbWy7aL46d7Ll0XT0evY9qvv/46r7/++gOvd+jQ4aGfj4qKeuS6nnnmGcLCwkqsNiGexs97tEMjvu076/1+Gt179CZ85TKORh9k3uxP+fDjz/S6/cdJSU7mxLFoLC0tadO2vaHLMXnmdY2sEAay95/QbmeA+ccqlYoPP56BWq0mfMVS/vzjN73XUJhf9u4mLy+Ppi/4UKas6V0QZGwktIV4Srdu3uDXMyexsbGluU9rg9RQt159+g14g7y8PD6e/AGKohikjof59wZRMjRSEiS0hXhK+ScgW7RsjZ3dg9NO9eW9URNwcSlH9KH9bN/2o8HquFdeXh77ftoFyF39SoqEthBPqWA828CXZju7uPD+2EkAfDp1Enfv6udkaGFOnThKcnISXlWr4V1NpuSWBAltIZ5Cbm4uv+zTHmm3a2/4I8lX+wZR77kGXEu4yuLQeYYu5757Z8sDD0qGhLYQT+Hk8SOk3rlDteo18fSqauhysLCwYPI/s0cWfz2fy/GXDFrPzzLVr8RJaAvxFPKvgvRtbzx3rWvSrAU9e79KdlYW0z+eaLA6Ll++zJ8xv+Pg4Eiz5i0NVoe5kdAW4ikYcqpfYcaO/wgHB0d27YgoOFGqb5HbIwBo3ba9XPhWguRxYw9RY6lLsZfJGJ/z0OXPv5n0VOt91PLGut5S1YcU4A/ACoJ/7wWxRlavD7AL3nivDwyj0J92ndT7z1X1+UMjRvP/TY/rvXe5kiJH2kI8qfP//Lcaxnn40wIoByQCR/S87Wzgn3vBmcpDGkyFSjGmWfglzNnZGY1G4eTv8TrfVmm+Jem9SlMfhg1+nZ1R25g2Yw6B/QcWvG5MPdj7007eDHoVB8cyen1Ywp5dkQwZ1JcGDRuzcathhmeMRXG/D43qeaFWq0hOTn7o+3KkLcQTyMrK4uD+vQC0NeIjSd/2nenQyZ/0tFQ+nzFFb9vNv7innVxQU+KKFdoajYbdu3ezePFiLl26xJ07dx54GK8QpcHxo4dJT0+jdp16VK5cxdDlFGrCh59gZW3NpvVrOXFc9+MkX879nE3r16JSqfDv+qLOt1faFDm0r127RufOnRk+fDhz5szhypUrxMbG0rNnT86cOaPLGoUwOvm3GjWFI8mq3tX08rAERVGY+8V05s6ajlqt5pslS6lVp55OtlWaFTm0J0yYQGZmJm+//XbBzWjyH677+eef66xAIYzR3n/mZ7czovnZhRk6fKROH5agKApffPYxX877HAsLC76Y+zX9Xx9Q4tsRxQjt/Ceh9+3bt+C16tWrExQUxB9//KGT4oQwRvGXLnIh7hxlypalkZE9l/FRHBwcGT/pY0B7tL1y+TcldidARVH4dGoIixbOxdLSkjlfLqFHr1dKZN3iQUUObRcXFxISEgruH5D/37Nnz+Lg4KCb6oQwQnt/1h5lt2nbEUtLY5zr93Dde/Sm7+sDycrKZErIWIa80ZfEWzefap2KojB18gcs+2YhVlZWzA/9lm4BL5VQxeJhihzaPj4+hIeHM2jQIFQqFXPnzqVjx47s2LGDtm3b6rJGIYyKsV4F+TgqlYqpn85hXugyyjo58dOuKLp3af3EV0xqNBomTxjFim8XY2VtzcLFK+jSNaCEqxb/VeTQHjduHE2aNCE2NhZFUfj111+5evUqTZo0YezYsbqsUQijkZFxl8MH9wPQtl1HA1fzZLq/2IutUb/QrHlLbt28wRsD+jDtowlkZWYWeR0ajYZJH4xk9apvsbax4esl4XTopJ+n0Jd2Rf7dzsnJiVWrVhETE8OFCxewtbXF29sbb29vXdYnhFGJPrSfrKxM6jdoRIWKroYu54lVdvdg1XebWfzVPObN+pTlS7/i8MF9zF7wDbVq1y102by8PMaPHsHG9WuwtbVj0bLVtGrTTj+Fi+LN0z5+/DgxMTF069aNDh06sH37dqKjo3VVmxBGx1geeFASLCwsGDb8fb7fFIVX1WrE/PEbvbp3KPQkZW5uLmPeG8rG9Wuws7NnyYrvJbD1rMihvWfPHoKDg+8L6f379zNo0CD27Nmjk+KEMCaKovDznn/mZ5tBaOdr8HxjNkfupc9rrxd6kjInJ4f3Rwxh8w/rcXBwZNnKdbQw0DMxS7Mih/aXX37JM888wyuv/DuV591336VKlSosXLhQJ8UJYUwuxJ3jyl+XcSlXnvoNGhm6nBLl4ODIjC8WMP+rb+87Sbn3n+c7Zmdn8+7bbxCxdROOZcrwbfgGuUe2gRQ5tC9cuMCAAQNo3LhxwWvNmzenX79+XLhwQSfFCWFM8odG2rbriIWFhYGr0Y1uAS+xdcd+mvu05tbNG7wZ9ArTPhrP8LeC2RG5lbJOToSFb6KxicxPN0dFDm1nZ2f27dtHRkZGwWupqans3r0bR0dHnRQnhDExtasgn1TlylVYseYHRn/wIZaWlixf+jV7dkXi7OzCijU/0rBRE0OXWKoVefZIYGAgc+fOpUWLFlSuXBmNRkNCQgK5ubm89dZbuqxRCINLS0vlaPRB1Go1rX07GLocnbOwsGDoOyNp1bodo98bSuqdOyxd+T1169U3dGmlXpFDe8iQIaSmprJq1SouXtTe3dzS0pJ+/foxYsQInRUohDE4tH8fOTk5NG76Ai4u5Qxdjt7Ub9iIyD2Hyc3NxcrKytDlCIoR2mq1mjFjxvDuu+8SHx9PXl4eHh4ecgm7KBV+LiVDIw+jUqkksI1IoaF99OhRvL29qVChAkePHn3g/d9//73gz82aNXvsxqKioggNDSUrKwsXFxemTJlCrVq1SExMZPTo0Vy5coWdO3cWfD47O5spU6Zw7NgxLCwsCAwMJCgoCICEhAQmTpxIQkIC9vb2jBs3jhYtWhR5x4UoKu1Uv/z52cZ/K1Zh3goN7aCgIKZNm8bLL7/MgAEDCm4S9V8qleq+AH+YhIQEJk+ezIYNG3B3dycsLIwJEyawZMkS+vfvj6+v7wMPVFi+fDkpKSls376dlJQUXn75ZRo1akT9+vUJCQnB19eXgQMHcubMGYYNG8bu3buxtbUtZguEKNyfMb9x/e8EXF2fod6zMqYrDKvQ0G7atCkVKlQAinYkXeiGLC2ZNWsW7u7ugPYGVPPnz0elUhEaGsrNmzcfuEgnMjKS9957D7VajYuLC/7+/kRGRlK1alWio6NZsGABAA0aNKBSpUpER0fj6+v7VHUK8V8FU/3ad3rkgYsQ+lJoaK9cufKhf34Srq6uuLpq79WQm5vLpk2b6NixI05OTjg5OXHz5oO3iLx48SKenp4Ff/f09GTv3r3Ex8cXPIDh3vcuXrwooS1KnKne1U+YpyKfiGzUqBGjR4+mf//+T7XBsLAwQkND8fT0fOyVlJmZmdjY2BT83dbWloyMjAdeB7CxseHu3bsPrEOlUuHuqvt55NaWFnrZjrEztz4kJSVx4vgRLC0t6dOrO05Oj983c+vBk5I+aBW3D2p14b/NFTm027RpQ3R0NP369XuqXxGDg4MJCgpi27ZtBAYGEhER8chxaDs7O7Kysgr+npGRgb29/QOvgzbg7z3yzqcoSrEeX/+k3F0d9bIdY2dufdi2ZSt5eXk092lNWpYFaUXYN3PrwZOSPmgVtw8ajVJocBc5tMuXL09kZCRt27alVq1a2NnZFbynUqkKxpcfJS4ujuvXr9OyZUtUKhUBAQFMnTqVixcvUrfuw28FWa1aNS5cuEDVqlUBOH/+PDVq1MDLy4ukpCTu3LlD2bJlC957+eWXi7o7QhSJDI0IY1Pk0F6zZk3Bn/87/lyUI+/bt28zduxYNmzYgJubG8ePHycnJwcPD49HLtO1a1dWr16Nr68viYmJREVFsWTJEhwdHWnVqhXh4eEMGzaMQ4cOkZSUxAsvyP0QRMnRaDTs/Vl7wyTfUjg/WxinIof29OnTn2pYpFmzZgwdOpRBgwah0WiwtrZmzpw5HDlyhJkzZ5KZmcmtW7fw9/fHzc2NsLAwgoKCuHDhAv7+/lhYWDB8+HDq1KkDwJQpUxg3bhwbN27E0dGR+fPnY21t/cT1CfFfv/16msRbN6nsXoWateoYuhwhAFApRXwkc3Z2Nrm5uQ8dNzZWzs7OaDQKJ3+P1/m2ZPxOy1z6kHD1Lz77ZDLbtmyi3+uD+PjT2UVe1lx68LSkD1rF7UOjel6o1SqSk5Mf+v5jj7TT09OZNGkSO3fuRKPR8MILLzB9+nQqV65c9KqFMAEZGXeJ2r6FjevWcOjAPhRFQaVS0b2HnCsRxuOxoR0aGsr27dtRqVRYWFhw+PBhRo8ezerVq/VRnxA6pSgKJ45Fs2HdGrZt2UR6WioA1jY2dPHrTuDrg2ju08rAVQrxr8eG9pYtW2jYsCGLFy/GwcGBmTNnsnLlSuLi4qhevbo+ahSixCVc/YsfNnzHhnVriL/070M8nm/cjJdf6Uv3F3tT1snJgBUK8XCPDe1bt24xZMgQnP75Ag8YMIAVK1Zw48YNCW1hUjIy7rIzchsb1q3m4P69BQ+vdXV9hpf6vMbLr/Sjeo1aBq5SiMI9NrQ1Gs19F7/kz8/Oy8vTXVVClJCszEz2//ITO7ZvJSpyC2mp/w5/dO7Sjd6v9KNVm3ZYWhZ5IpUQBlWkb2pWVhZpadqzn/n/zczMLPgzII8cE0YjNfUOe/fsJCpyK3v37OTu3fSC9xo+34SXX+1H9xd74+TsbMAqhXgyj53yV6dOncfOzy7KrVkNQab86c/vv/3KqP8NoWtXf95+b6Lej1wTE2+xe+d2dmzfwoH9e8nJzi5479n6DfHzD8CvWw+9DH+U9u9CPumDlt6n/AE8bip3Ead6CzOVcPUvBge9yo0bf3MuNoazv8Uwd+ES7O11+1SjhIQr7IzcRtT2LRw7cgiNRgNoDyKaveBDl64v0tmvO1U8PB+zJiFMx2NDOyYmRh91CBN1JyWFN/8J7AYNG/PX5Yvs2RXJgNd6svjbNZSvULFEt6fRaFgbvpz134Vz5vSJgtetrKxo3bY9Xbq+SKfOXalQ0bVEtyuEsZCzL+KJZWdn885bQZyLjaF6zdp8u2oDFpo0AgK6c/rUcfr07MK3q9ZT1btkZhklJFxh3PvvcOjAPgDs7Oxp274Tfv4BtO/YhTJlZYqeMH9qQxcgTJOiKEwc9y6HDuyjoqsby1Z8j5OzM7Xr1GHdDzt4rv7z/HX5Eq/07MKJ40eeentbf9xAQJfWHDqwj3LlKzBr/iKOnD7HwkVh9Oj1igS2KDUktMUTmT/nMzatX4udnT3ffLsW9yr/jhtXdHUjfN0W2nXoTFLSbQa81pOdkdueaDt3UlJ4f8T/8d7wwdxJSaF9Jz8idh6gZ69XsbMznfvgCFFSJLRFsa3/LpwFcz5DrVYzL3QpzzV4/oHPODg48vXS1bzWL5isrEzeHjKAFcsXF2s7hw7+Qvcurdj8w3rs7OyZNmMOi5etkfFqUapJaItiOfDLz0z64D0AJk+dSYdO/o/8rKWlJdNmzGHk6IkoisLHIeOYMS2kYJbHo2RlZTFjWghBgT25lnCVhs83YXPkXgL7D5QH64pST0JbFFnMH2d5e0gQubm5DBn2P/oHvdsejr0AABocSURBVPnYZVQqFe+8O5rP53yFpaUlSxZ9ycjhgx94XFy+2JjfefnFjixZ9CVqtZrh741l7cbteFerUdK7I4RJktAWRfL3tQTeDHqN9LRUur/Yi9EfTC7W8r36BLIk7HscHMuwbcsmBvbvTco9Fw9oNBqWfRPKSwEdiPnjNzy9vFm7cTvvjRqPlZVVSe+OECZLQls8VmrqHf5v4Gtc/zuBps1aMHN2KGp18b86rdu2Z+2Gbbi5VeJo9EFe7e3P1SuXuXbtKgP792b6xxPJzsri1b5BbInaR6PGzXSwN0KYNpmnLQqVk5PDiKGD+OP3s3hXq8FXS8OxuecGYsVVt1591m3ewZsDXuFcbAx9enYhOyuLlJRkXMqVZ/rM+XT261aCeyCEeZEjbfFIiqLw4YRR7N+3h3LlK7B0xTpcXMo99XorV67CdxsjadGyDTdvXCclJZl2HToTsfOABLYQjyFH2uKRvlowi3VrV2Jra8fib9fg6VW1xNZd1smJpSvWseTrBVSq7E6vPoEyM0SIIpDQFg/1w8bvmP35J6hUKuYs+IbnGzUt8W3Y2NjwzrujS3y9QpgzGR4RD4g+dIDxo0cAMOmjT+ns393AFQkh8kloi/v8dTme4W8FkZOTw8A3hxL8xluGLkkIcQ8JbVEgLS2Vt97oS1LSbdq268j4kGmGLkkI8R8S2gLQXtwy5r1hxP75B9Wq12Tul0uxsLAwdFlCiP+Q0BYAzJ89g51R2yhTtiyLlq2mrJPc6lQIYyShLdi2ZRNfzvsctVrN/NBv5T4fQhgxCe1S7rezZxj3/jsAjA+ZRhvfDgauSAhRGL2GdlRUFD179sTf35++ffsSGxsLwPLly+natSt+fn5MnDiR7H+epH3z5k2GDRuGn58f3bp1Y/Hif+/HHBMTQ2BgIH5+fgQGBsqzLJ/ArZs3GPpmPzIzM+jzan8GvjnU0CUJIR5Db6GdkJDA5MmTCQ0NJTIyEn9/fyZMmMCpU6dYsWIF3333Hdu3bycxMZFVq1YBMGPGDLy9vYmKiuL7779nw4YNHDx4EICRI0cyePBgoqKiGDhwIGPGjNHXrpiFrKws3h4ygGsJV2nUpBlTps+SKxKFMAF6C21LS0tmzZqFu7s7AD4+Ply8eJHIyEi6detG2bJlUavV9O3bl+3btwMQGxuLj48PAI6Ojjz33HPExsby559/kpqaSqdOnQDw9/cnMTGRuLg4fe2OSVMUhckTR3Pi2BGeqVSZ0MUrsbGxMXRZQogi0Ftou7q60qpVKwByc3PZtGkTHTt25NKlS3h6/vt8QQ8PDy5cuABogz0yMpLc3FyuX7/O6dOnadGiBZcuXaJKlSr3rf/e5UThwpYtYv13q7C1tePrpaup6Opm6JKEEEWk93uPhIWFERoaiqenJwsXLmTMmDFYW1sXvG9ra0tGRgYAI0aMoF+/frRo0YK7d+/yxhtvUKdOHWJiYh44MrSxseHu3bsPbE+lUuHu6qjbnQKsLS30sp2ntWvnTqZ/PBGAxUuW4NexVYmu31T6oEvSAy3pg1Zx+6BWFz5MqffQDg4OJigoiG3bthEYGIiXl1fBiUeAjIwM7O21T9keP348fn5+vPPOO6SkpDB48GAiIiKwt7d/4HFVmZmZODg4PLA9RVG4eiNNtzsFuLs66mU7T+PSxTj69++LRqPh7RGjaOnbrcRrNoU+6Jr0QEv6oFXcPmg0SqHBrbfhkbi4uIKTiCqVioCAANLT01GpVPcNa5w/f54aNbTzhA8cOEBAQAAqlQpnZ2datWrF0aNHqVatGpcuXSp4QGxubi6XLl2ievXq+tqdp7b+u3A+++RDrl27qpftpd5J4a03+nEnJYVOXbrx3ugJetmuEKJk6S20b9++zdixY7l+/ToAx48fJycnh2HDhhXMGsnNzWX16tV07669q5y3tzc//fQToD2Sjo6OpmbNmtSoUYOKFSuydetWAH744QeqVKmCt7e3vnbnqZw5dYLxY0bwzdcL6NimCZ9ODSEp6bbOtpeXl8fIEf9H3PlYataqwxfzvn6ix4UJIQxPpSiKoq+NrVq1itWrV6PRaLC2tmbUqFH4+vqyYsUKwsPDURSFli1bMmnSJCwtLYmNjWXq1KncuHEDRVFo06YN48ePx9LSkj///JOQkBCSk5MpX74806ZNe+BI29nZGY1G4eTv8Trft6L+CpSXl0efHp359cxJqlWvyYW4cwA4linD4CEjGPR/w3BwKNlxwJnTJ7P4q/m4uJRjw5bdJfowg/+SX4mlB/mkD1rF7UOjel6o1SqS73nw9b30Gtr6ZoyhvXrlMj6cMAq3Zyqz4+doLl6IY9ZnU/ll724AyleoyNsjRhHYf+BTTcPLyszkwP6fidy2mY3r12Bpacny1Zto4dP6iddZFPKDKj3IJ33QKunQlt+R9Sjx1k2++OxjACZ9NB0HB0eeq9+Qb1etZ9X3W3i+cTMSb91k6uQP6NKuGZvWryUvL6/I609JTubHTd/zzlvBNGtYgyGD+rJx/RoAPvz4M50HthBC9+RxY3o0c/pH3ElJoXXbDvh363Hfey18WrPuhyh27djO7JlTORcbw5iRw1j81TzeHzOJTn7dHnrF4rVrV9kVFcGuHRFEH9pPbm5uwXvP1X+ezn7d6dI1gJq16uh8/4QQuiehrSfHjx5mw7rVWFlb89G0mQ8NYJVKRWe/bnTo5MfmH9Yxb9annIuNYdj/vU7DRk0ZM34yzVu04vy5P9kZtY2dkdv49czJguUtLCzwadWWzn7d6dSlK5XdPfS5i0IIPZDQ1oPc3Fw+nDAKgCFD/0dV78KnJlpYWNDr5UC6BfTiu9VhfDnvc06fPMbrr75IRVc3bt64XvBZW1s72rbrSGf/7rTv4Iezi4tO90UIYVgS2nqw4tvF/BnzOx6eXgwb/n6Rl7OxsSFo0BBefrUfy5d8zTeL5nPzxnVcXMrRoZM/nf2706pNO+zs7HVYvRDCmEho69j1v68xb/YMAEKmzMDWzq7Y63BwcOSdd0fzevBgrly5TO069bC0lP91QpRG8pOvY59OnUR6WiodO3elQyf/p1qXk7MzTs7OJVSZEMIUyZQ/HTq4fy9bN2/E1taOkCkzDF2OEMIMSGjrSFZWFh9N0j6Y4e3/jaKKh+djlhBCiMeT0NaRZd8s5ELcObyr1eDNIcMNXY4QwkxIaOvAlb8us3DeFwB8NO1zeSqMEKLESGjrwLSPxpOZmUH3F3vRqk07Q5cjhDAjEtolbM+uSHbtiMDBwZHxIdMMXY4QwsxIaJegzIwMpk7+AIB3R43nmUqVDVyREMLcSGiXoK8XzuGvy/HUrlOPoEFDDF2OEMIMSWiXkPPnzrHoq3kATPnkC7liUQihExLaJUBRFN4f+R452dn07tOXpi/4GLokIYSZktAuAZERm9m5cwdlnZwYN3GKocsRQpgxCe0S8NknHwIwamwI5StUNHA1QghzJgOvT0lRFCpVrkKD+vUJ7D/Q0OUIIcychPZTUqlUrFm/TR5iKoTQCxkeEUIIEyKhLYQQJkRCWwghTIiEthBCmBAJbSGEMCES2kIIYUIktIUQwoToNbSjoqLo2bMn/v7+9O3bl9jYWACWL19O165d8fPzY+LEiWRnZxcss3r1ajp06ECbNm348MMPycnJASAhIYFBgwbh5+dHr169OHz4sD53RQghDEJvoZ2QkMDkyZMJDQ0lMjISf39/JkyYwKlTp1ixYgXfffcd27dvJzExkVWrVgFw7Ngxli9fzvr169mzZw/p6emcOHECgJCQEHx9fYmKimLKlCmMGjWKzMxMfe2OEEIYhN5C29LSklmzZuHu7g6Aj48PFy9eJDIykm7dulG2bFnUajV9+/Zl+/btAGzcuJHXXnuNcuXKYWVlxaxZs2jevDmpqalER0fz6quvAtCgQQMqVapEdHS0vnZHCCEMQm+h7erqSqtWrQDIzc1l06ZNdOzYkUuXLuHp6VnwOQ8PDy5cuABATEwMd+/epV+/fvj5+TF79mzy8vKIj4/HxcUFe3v7guU8PT25ePGivnZHCCEMQu/3HgkLCyM0NBRPT08WLlzImDFjsLa2Lnjf1taWjIwMAFJTUzl+/DiLFy8mOzub4OBgPDw88Pb2fuAJ5zY2Nty9e/eB7alUKtxdHXW7U4C1pYVetmPspA/Sg3zSB63i9kGtVhX6vt5DOzg4mKCgILZt20ZgYCBeXl73nXjMyMgoOIIuU6YM3bt3x9FRu8O9e/dm//791KtXj6ysrPvWm5mZed+Rdz5FUfRyIye5YZSW9EF6kE/6oFXcPmg0SqHBrbfhkbi4OA4ePAhoj34DAgJIT09HpVIVDIcAnD9/nho1agBQpUoV0tL+3Vm1Wo2FhQVeXl4kJSVx586dhy4nhBDmSm+hffv2bcaOHcv169cBOH78ODk5OQwbNqxg1khubi6rV6+me/fuAPTs2ZPvv/+e1NRUMjMz2bx5Mz4+Pjg6OtKqVSvCw8MBOHToEElJSbzwwgv62h0hhDAIvQ2PNGvWjKFDhzJo0CA0Gg3W1tbMmTOHZs2a8eabb9KvXz8URaFly5b07dsXgI4dOxIXF0dAQAC2trZ06NCB3r17AzBlyhTGjRvHxo0bcXR0ZP78+feNjQshhDlSKYqiGLoIXXF2dkajUTj5e7zOtyXjd1rSB+lBPumDVnH70KieF2q1iuTk5Ie+L5exCyGECZHQFkIIEyKhLYQQJkRCWwghTIiEthBCmBAJbSGEMCES2kIIYUIktIUQwoRIaAshhAmR0BZCCBMioS2EECZEQlsIIUyIhLYQQpgQCW0hhDAhEtpCCGFCJLSFEMKESGgLIYQJkdAWQggTIqEthBAmREJbCCFMiIS2EEKYELN+GruFhQUajYYyZcrqfFtqtQqNxmxbWWTSB+lBPumDVnH7kJp6B7VaTV5e3kPftyypwoyRtbU12dnZqNUqvWxPX9sxdtIH6UE+6YNWcfqgVquxtrZ+5PtmfaQthBDmRsa0hRDChEhoC72SX+zEveT7UHwS2nokX1BQqWSMMy4uDo1GY+gyjIJ8H4rPrE9EGou//voLDw8PVCoViqKUyi9qeHg4SUlJNGzYkLp161KhQgVDl2QQI0eOpFy5coSEhBi6FINavnw5t2/fpmnTpjz77LOUL1/e0CWZDIuPPvroI0MXYc6mTJnCunXrcHd3p0qVKqUyuD/44APOnTuHlZUVe/fuxcbGhrp165a6PoSEhJCWlsZnn31m6FIMaty4ccTFxWFjY8OePXuwsrLi2WefLXXfhyclR9o6duPGDSpVqsSGDRtQFIUWLVqUquDesWMHf/31F+Hh4QAsW7aMLVu20KtXr1Kx//mmT5/OiRMn2LZtGwC7d+/m5s2bVKhQgZo1a+Ll5WXgCvXj4MGDXL16lVWrVgGwdOlSVq1aRc+ePQud5ib+JWPaOpSUlERWVhatW7fG2dmZdevWcfjwYYCC4DZ3ZcuW5ZlnnuH27dsAtG/fnvT0dD755BOWL19OXFycgSvUvdTUVBRFoXXr1ty6dYvw8HDmzZvHsWPHWLNmDTNmzOCPP/4wdJl6YW1tjaOjI7du3QKgb9++WFtbc/v27VLx81ASZHhEh+zs7PDy8sLX1xcXFxcuX77M8ePHKVu2bMEYd2pqKjY2NoYuVWdyc3NZuXIlN2/e5Ny5c4SEhNClSxdcXV2JjY3lypUrNGnSBLVabbZH3jY2Nri7u3Py5En27t3Lb7/9xoIFC+jVqxfPPvssf/31Fzdu3KBx48aAeZ6c02g0qFQqLCwssLCw4LnnnsPKygqNRsOmTZvo3LkzZcuWRaVSkZ6eLkfdhZDhkRI2Z84crl+/TuXKlWnevDnNmzcH4LnnnkOtVrNx40bWr19PxYoViY+P5/Tp04wYMQIrKysDV15y8ntQqVIlunbtysKFC4mIiODMmTO0atWKkSNHArBx40Z27Nhhtj+ghw4dwsfHB4Dq1avzyiuv8PXXX1OrVi3s7e3Jy8ujRo0aVKlShWPHjqFWm+cvvp999hnXrl2jQoUK9OjRg1deeQXQ/oOelJRETk5OQWBv27aN8+fP8/bbb5vVz0RJMs9viYGMHz+euLg4fHx8yMvLY8KECaxdu7bg/Xr16tG7d2+8vLwYOXIkn3zyCT169DCrL+e9PdBoNAwdOpTTp08zbNgwOnbsSNmy/94HxtLSEkVRSE9PN2DFuvHll18yaNAgFi9eXPBavXr1GD16NH369MHBwQELCwtAO4Rkb29Pdna2ocrVmfHjx3PlyhX8/f1Rq9UsWbKE69evA9p7A1laWmJtbU3ZsmX58ccfmT9/PgEBAWb1M1HS5Ei7hFy/fp1bt27xzTffAJCdnU3dunUZM2YMGo2Gfv36Adof3KioKNLT01m8eDE1atQwZNkl6mE9qFOnDmPHjiU7O5smTZoQEhJScJS5Z88e5syZg4ODg4ErL3kajYbg4GC2bt1KTk4O77zzDgCenp4AxMfHs3PnTpKSktizZw9z5841u984rl69SkJCAmFhYQC4u7szdepUMjIyAO0wkJOTE25ubnz88cccPXqUBQsWUL16dUOWbfTkSLuEuLi4kJqaWjBLwtraGn9/f2bPnk1oaCi7du0C4MSJE0RHR/PVV1+ZVWDDw3vQtWtXZs2axezZs8nIyGDRokWkpaWRmZnJggULqF27toGrLnkajYb4+HiaNGnCmDFjiIiIIDQ09L7PJCcnc/nyZTQaDV9++aVZ9sHOzo6srCyOHDmCoijUr18fBwcH4uPjAcjLyyM3N5f09PSCf7hq1apl4KqNn5yILCEWFhakpqZy6dIlypcvj6urKwDVqlVDrVZz+vRp2rZti0ajISAgwCyneBXWA5VKxS+//MKAAQNo06YNvr6+lCtXzsAV64ZKpcLHx4d69epRqVIl3N3dWbFiBcnJybzwwgsAODg44O/vT+vWrc22D2q1mlq1alGnTp2Ck+1btmyhXr16BT8XeXl5PP/887z00ktyhF1EcqRdgjp06MC1a9f48ccfiYmJAbQ/wLVr1+bq1avk5eXh4eGBm5ubgSvVnUf1oG7duiQkJPxzq1zz/9o5OjoC2t822rRpw8iRI4mIiCA8PJwdO3YwdOhQ0tLSzHqam42NDQ0bNsTR0RGNRoNGo8HCwqLg+79hwwYGDx5MlSpVqFatmoGrNR3m/9OjI7m5uff9XaPRFJxgjI+PZ926dURERACQkpKCoihkZWUZolSdKW4PALPrATzYB+C+f5isra1p27YtU6dO5fPPP2fGjBl8+OGHODo6mtX0vof1If9kq0qlQq1WY2VlRfny5YmIiGD58uWEhISY9ZRXXZD7aT8FjUbDzp078fPzK7gBkFqt5sKFC/zwww8cPnwYW1tbbty4wdy5c6lTp46BKy550gOte/vwqKtdV69eTVhYGAsXLjS78xn5HteHCRMmEBMTQ05ODrNmzZIx7CehiCd2+vRppXbt2sqZM2cKXtNoNIqiKEpWVpaSlJSknDlzRrlx44ahStQ56YHWw/pwr6tXryrDhw9X/vjjDz1Xpl+P6kP+d2LDhg3Kiy++qJw/f94Q5ZkFORFZDPlXdeVzc3NDURRiY2Np2rTpfVf1WVhYYGtri5ubm1lNaZMeaBWnD6AdImnfvj2VK1c2RLk6U9Q+5H+mXLly9OjRAw8PD0OVbPJkTLsY1Go1iqJw4MCBgtcaNGjAmTNnSEtLQ6VSmf19kqUHWsXtg42NTcHJSXNSnD4oioKbm5tZn4jXBznSLoJ7jyZ+/PFHZs6cyZkzZ6hduzYNGzbk7NmzRERE0LVrV7M6sXQv6YGW9EHrSfpgzv3QJzkR+Rh5eXlYWFigKAqJiYlkZGTg4ODAJ598Qm5uLs7OzvTq1YutW7fy2muvUbNmTUOXXOKkB1rSBy3pg2HJZeyFyJ9XqtFoGD58OHfu3KFMmTI0a9aMWbNmERsby+rVqxkzZgy3b9+mfPnyZvcFlR5oSR+0pA+GJ8Mjj6FSqXj33XepWrUqEyZMwNnZmc2bN3Py5En69OlDu3bt8Pb2xtnZma5du5rlY5OkB1rSBy3pg4EZYMaK0duwYUPBn//++29lwIABSkJCgqIo2mlsZ8+eVQYPHqysW7eu4HN5eXl6r1OXpAda0gct6YPxkNkj//H3338TGRlZ8OBVNzc3XFxc2LlzJ3fv3sXa2prq1avj7e1dcItJwKwuzZYeaEkftKQPxkW6+h+urq6MGjWK7Ozsgi9p27ZtOXz4MIcPHyYtLQ1bW1vKlStHUlISeXl5Znf/COmBlvRBS/pgXGT2yEPk5uZy/vx5Fi1aRPny5Zk0aRKhoaHExMSgUqmoU6cOGzZsYNGiRWZ7ZzLpgZb0QUv6YDzkRCQwe/ZsTp06RdmyZcnIyMDFxYUKFSpQq1Yt9u3bx9GjRxk1ahRubm5kZ2eTnZ3NqFGjzOrLKT3Qkj5oSR+MV6k/0r527Rrt27cH4O2332bbtm20bdu24Mz37du3+fHHH3F2dmbUqFGAdtqTOY3XSQ+0pA9a0gfjVuqPtMuUKYOfnx+bN2+mY8eOfPDBB1hbW7Nz505+++03Vq5ciYODA+vXr0dRlIIH9ZrT1V3SAy3pg5b0wbjJxTVAzZo1WbZsGf369cPCwoLAwEDat2+Poijs3buXpKQkMjIy6NatG2CeX07pgZb0QUv6YMT0P8vQeJ06dUp59tlnlW+//faB9/JvLWnupAda0gct6YPxkdD+j/wv6apVq+57vTR9QaUHWtIHLemDcZHQfoj8G7mvXbvW0KUYjPRAS/qgJX0wHqV+9sijnD17Fjs7u1I9hUl6oCV90JI+GAcJbSGEMCEysVIIIUyIhLYQQpgQCW0hhDAhEtp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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='ohlc',hlines=dict(hlines=[3112.0],linestyle='-.',colors='g'),figscale=0.75)\n", + "hl = dict(hlines=[3112.0],linestyle='-.',colors='g')\n", + "mpf.plot(daily,type='candle',hlines=hl,figscale=0.75)\n", + "mpf.plot(daily,type='line',hlines=hl,figscale=0.75)\n", + "mpf.plot(daily,type='renko',hlines=hl,figscale=0.75)\n", + "mpf.plot(daily,type='pnf',hlines=hl,figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n", + "hlines= [3112.0, 3140.0]\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='ohlc',hlines=[3112.0,3140.],figscale=0.75)\n", + "mpf.plot(daily,type='candle',hlines=[3112.0,3140.],figscale=0.75)\n", + "mpf.plot(daily,type='line',hlines=[3112.0,3140.],figscale=0.75)\n", + "mpf.plot(daily,type='renko',hlines=[3112.0,3140.],figscale=0.75)\n", + "mpf.plot(daily,type='pnf',hlines=[3112.0,3140.],figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "hconfig= {'hlines': [3112.0, 3140.0], 'vlines': None, 'alines': None, 'tlines': None, 'colors': ['g', 'y', 'k'], 'linestyle': '-.', 'linewidths': [1.6, 4, 8]}\n", + "hlines= [3112.0, 3140.0]\n" + ] + }, + { + "data": { + "image/png": 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M33+vuLhYoS0ifq3VJyJvuukm5s6dy8MPP3xFG8zKyiIzM5PY2NjL3klZXV1NUFCQ6+/BwcFUVVVd9DpAUFAQ58+fv+gzLBYLURHuv47cFhjgke34Ok/2wVf7bYZjoT31eWodf9PW48FqbX4aulGrQ3v06NHk5+eTmpp6ybnt1pg6dSppaWls3ryZ5ORkcnJyLjkP3bVrV2pqalx/r6qqolu3bhe9Ds6A//7Iu5FhGG36+vr2iooI9ch2fJ0n++Cr/TbDsdCe+tqyTuGRclP0wRPa2geHw2gxuFsd2r179yY3N5c777yTgQMH0rVrV9d7FovFNb98KUVFRRw/fpzbb78di8VCUlISS5Ysobi4mMGDBze7Tv/+/Tl06BDXXnstAIWFhcTHx9OvXz/Ky8s5e/YsPXr0cL13//33t3Z3RERMqdWh/frrr7v+fOH8c2tG3mVlZcyfP5/s7GwiIyPZvXs3dXV1xMTEXHKd8ePHs2HDBsaMGcPp06fJy8vj1VdfJTQ0lFGjRrF+/XpmzpzJZ599Rnl5Obfeemtrd0fksnQ9uPiiVof2c889d0XTIiNGjGDGjBmkp6fjcDiw2WysWLGCHTt2sHTpUqqrqzl16hR2u53IyEiysrJIS0vj0KFD2O12AgICmDVrFoMGDQJg8eLFLFiwgI0bNxIaGsrKlSux2Wztrk+a8rfA8rf9kc6r1aGdlJREfX19s/PGrTV58mQmT5580etjx45tdvkuXbrw7LPPNvve1VdfTVZWVrtrEWmtCx+OpOAXb7rsU/4qKyuZPXs2N998M8OHD2fatGmUlpZ6ojYREbnAZUM7MzOTLVu20NDQgNVqZfv27cydO9cTtYn4hMIj5U3+E/Gmy4b2e++9x7Bhw9i+fTt79+4lLS2NPXv2UFRU5In6RETkey4b2qdOneLHP/4xPXv2JDAwkClTpmAYBidOnPBEfSIi8j2XPRHpcDia3PzSeH12Q0OD+6oScROdVGw79ci3tOrqkZqaGs6dc97R0/i/1dXVrj8D+soxEREPaFVoP/PMMzzzzDOuv1sslibfVtOaR7NK59A1qMtFr/nSSM2XahFpj1aFtmEYV/S+dA76slcR97tsaBcUFHiiDvEjnhrNan5aOqPLXj0iIiK+o9W3sYv4mo4eWXeG6R39a8T8NNIWETERjbRF/u7CUWhnGHmL+Si0xecpPEX+QdMjIiImopG2+DxNW4j8g0ba4lXxMeEKYZE2UGiLiJiIpkcE8P6Ug+5uFGkdjbRFRExEI20BvH+yTyNrkdZRaEuLNG0h4ls0PeIlumpCRNpDI21pkS+OrFtTk34hir/SSNtENDoXEY20xS95+8SqiLsotEUuwRenhkQ0PSIiYiIeDe28vDwmTpyI3W4nJSWFgwcPArBmzRrGjx9PYmIiTz31FLW1tQCcPHmSmTNnkpiYyIQJE3jllVdcn1VQUEBycjKJiYkkJyfruyxFpFPwWGiXlpayaNEiMjMzyc3NxW63k5GRwd69e3nttdf44x//yJYtWzh9+jTr1q0D4PnnnycuLo68vDz+9Kc/kZ2dzaeffgrA7NmzmT59Onl5eUybNo158+Z5alc8pvHEo6+egPT1+kT8kcdCOzAwkGXLlhEVFQVAQkICxcXF5ObmMmHCBHr06IHVaiUlJYUtW7YAcPDgQRISEgAIDQ3lxhtv5ODBg/ztb3+joqKCH/7whwDY7XZOnz5NUVGRp3ZH2klBL3JlPBbaERERjBo1CoD6+no2bdrEuHHjOHz4MLGxsa7lYmJiOHToEOAM9tzcXOrr6zl+/Dj79u1j5MiRHD58mOjo6Caf//31/EXhkfIm//kaX69PxB95/OqRrKwsMjMziY2NZfXq1cybNw+bzeZ6Pzg4mKqqKgAee+wxUlNTGTlyJOfPn+df/uVfGDRoEAUFBQQFBTX53KCgIM6fP3/R9iwWC1ERoe7dKcAWGNCu7Xhqnbaqqqlr97ot1Xfh53YN6nLZdTqSLx8L/kZ9cGprH6xWS4vvezy0p06dSlpaGps3byY5OZl+/fq5TjwCVFVV0a1bNwCefPJJEhMT+fnPf853333H9OnTycnJoVu3btTU1DT53OrqakJCQi7anmEYHDtxzr07hTMMWtrOpaYC2lObJ/bnSvjyPvnCsdBZqA9Obe2Dw2G0GNwemx4pKipynUS0WCwkJSVRWVmJxWJpMq1RWFhIfHw8AH/5y19ISkrCYrEQFhbGqFGj2LlzJ/379+fw4cM4HA7AOd1y+PBhBgwY4Knd6TCa4/UMTeGIv/BYaJeVlTF//nyOHz8OwO7du6mrq2PmzJmuq0bq6+vZsGED99xzDwBxcXF89NFHgHMknZ+fz3XXXUd8fDxXXXUV77//PgBvv/020dHRxMXFeWp32sxb87/6ZSDiXzw2PTJixAhmzJhBeno6DocDm83GihUrGDFiBI888gipqakYhsHtt99OSkoK4Lzkb8mSJbzxxhsYhsHo0aN56KGHAPjNb37DwoULWbVqFb179+aFF17w1K50KI3+RKQtLIZhGN4uwl3CwsJwOAz2fFHi9m21dd6qcfTbltC+knUu5I5fFp7aJ1+nuVwn9cGprX24aUg/rFYLZ86cafZ93cYuImIiemBUJ+FPI1mRzkyh7WfMdtJRv0xE2kahbUL63kaRzkuh7SXuClo9/F/Evym0TUgja5HOS1ePSIcpPFJ+Rc8sEZHLU2iLiJiIQltExEQ0p20imssWEY20RURMRKEtImIiCm0RERNRaIuImIhCW0TERBTaIiImotAWETERhbaIiIno5poO0jWoy0Wv6WYYEeloGml3AD3+VEQ8RSPtDqSRtYi4m0Lbz+kXiYh/0fSIiIiJKLRFRExEoS0iYiIKbRERE1Foi4iYiEJbRMREPBraeXl5TJw4EbvdTkpKCgcPHgRgzZo1jB8/nsTERJ566ilqa2td62zYsIGxY8cyevRonn76aerqnN/2XVpaSnp6OomJiUyaNInt27d7cldERLzCY6FdWlrKokWLyMzMJDc3F7vdTkZGBnv37uW1117jj3/8I1u2bOH06dOsW7cOgF27drFmzRreeusttm3bRmVlJZ9//jkACxcuZMyYMeTl5bF48WLmzJlDdXW1p3ZHRMQrPBbagYGBLFu2jKioKAASEhIoLi4mNzeXCRMm0KNHD6xWKykpKWzZsgWAjRs38tOf/pRevXrRpUsXli1bxm233UZFRQX5+fk89NBDAAwdOpS+ffuSn5/vqd0REfEKj4V2REQEo0aNAqC+vp5NmzYxbtw4Dh8+TGxsrGu5mJgYDh06BEBBQQHnz58nNTWVxMREli9fTkNDAyUlJYSHh9OtWzfXerGxsRQXF3tqd0REvMLjt7FnZWWRmZlJbGwsq1evZt68edhsNtf7wcHBVFVVAVBRUcHu3bt55ZVXqK2tZerUqcTExBAXF0dQUFCTzw0KCuL8+fMXbc9isRAVEerenfo7T23Hl9kCAzp9H9QDJ/XBqa19sFotLb7v8dCeOnUqaWlpbN68meTkZPr169fkxGNVVZVrBN29e3fuueceQkOdO3zffffx5z//mSFDhlBTU9Pkc6urq5uMvBsZhsGxE+fcuEf/4Knt+LKoiNBO3wf1wEl9cGprHxwOo8Xg9tj0SFFREZ9++ingHP0mJSVRWVmJxWJxTYcAFBYWEh8fD0B0dDTnzv1jZ61WKwEBAfTr14/y8nLOnj3b7HoiIv7KY6FdVlbG/PnzOX78OAC7d++mrq6OmTNnuq4aqa+vZ8OGDdxzzz0ATJw4kT/96U9UVFRQXV3Nu+++S0JCAqGhoYwaNYr169cD8Nlnn1FeXs6tt97qqd0REfEKj02PjBgxghkzZpCeno7D4cBms7FixQpGjBjBI488QmpqKoZhcPvtt5OSkgLAuHHjKCoqIikpieDgYMaOHct9990HwOLFi1mwYAEbN24kNDSUlStXNpkbFxHxRxbDMAxvF+EuYWFhOBwGe74ocet2Gr+5Rs+u1jwmqAeN1AentvbhpiH9sFotnDlzptn3dRu7iIiJKLRFRExEoS0iYiIKbRERE1Foi4iYiEJbRMREFNoiIiai0BYRMRGFtoiIiSi0RURMRKEtImIiHn+etj9ofNaIiIinaaTdQapq6rxdgoh0Ahppt4Oe5ici3qKRtoiIiSi0RURMRKEtImIiCm0RERNRaIuImIhCW0TERBTaIiIm4tffxh4QEIDD4aB79x5u35bVasHh8NtWtpr6oB40Uh+c2tqHioqzWK1WGhoamn3fr2+usdls1NbWYrVaPLI9T23H16kP6kEj9cGpLX2wWq3YbLZLvu/XI20REX+jOW0RERNRaItH6R928n06HtpOoe1BOkDBYtEcZ1FREQ6Hw9tl+AQdD23n1ycifcWRI0eIiYnBYrFgGEanPFDXr19PeXk5w4YNY/DgwfTp08fbJXnF7Nmz6dWrFwsXLvR2KV61Zs0aysrKGD58ODfccAO9e/f2dkmmEfDLX/7yl94uwp8tXryYN998k6ioKKKjoztlcD/xxBN89dVXdOnShY8//pigoCAGDx7c6fqwcOFCzp07x69//Wtvl+JVCxYsoKioiKCgILZt20aXLl244YYbOt3x0F4aabvZiRMn6Nu3L9nZ2RiGwciRIztVcH/wwQccOXKE9evXA/D73/+e9957j0mTJnWK/W/03HPP8fnnn7N582YAPvzwQ06ePEmfPn247rrr6Nevn5cr9IxPP/2UY8eOsW7dOgB+97vfsW7dOiZOnNjiZW7yD5rTdqPy8nJqamq44447CAsL480332T79u0AruD2dz169ODqq6+mrKwMgLvuuovKykqeffZZ1qxZQ1FRkZcrdL+KigoMw+COO+7g1KlTrF+/nt/+9rfs2rWL119/neeff54vv/zS22V6hM1mIzQ0lFOnTgGQkpKCzWajrKysU/w8dARNj7hR165d6devH2PGjCE8PJyvv/6a3bt306NHD9ccd0VFBUFBQd4u1W3q6+tZu3YtJ0+e5KuvvmLhwoX86Ec/IiIigoMHD3L06FFuueUWrFar3468g4KCiIqKYs+ePXz88cf89a9/5aWXXmLSpEnccMMNHDlyhBMnTnDzzTcD/nlyzuFwYLFYCAgIICAggBtvvJEuXbrgcDjYtGkTd999Nz169MBisVBZWalRdws0PdLBVqxYwfHjx7nmmmu47bbbuO222wC48cYbsVqtbNy4kbfeeourrrqKkpIS9u3bx2OPPUaXLl28XHnHaexB3759GT9+PKtXryYnJ4f9+/czatQoZs+eDcDGjRv54IMP/PYH9LPPPiMhIQGAAQMG8OCDD/Jf//VfDBw4kG7dutHQ0EB8fDzR0dHs2rULq9U//+H761//mm+++YY+ffpw77338uCDDwLOX+jl5eXU1dW5Anvz5s0UFhby6KOP+tXPREfyz6PES5588kmKiopISEigoaGBjIwM3njjDdf7Q4YM4b777qNfv37Mnj2bZ599lnvvvdevDs7v98DhcDBjxgz27dvHzJkzGTduHD16/OM5MIGBgRiGQWVlpRcrdo9Vq1aRnp7OK6+84nptyJAhzJ07lwceeICQkBACAgIA5xRSt27dqK2t9Va5bvPkk09y9OhR7HY7VquVV199lePHjwPOZwMFBgZis9no0aMH77zzDitXriQpKcmvfiY6mkbaHeT48eOcOnWK//7v/wagtraWwYMHM2/ePBwOB6mpqYDzBzcvL4/KykpeeeUV4uPjvVl2h2quB4MGDWL+/PnU1tZyyy23sHDhQtcoc9u2baxYsYKQkBAvV97xHA4HU6dO5f3336euro6f//znAMTGxgJQUlLC1q1bKS8vZ9u2bbz44ot+9y+OY8eOUVpaSlZWFgBRUVEsWbKEqqoqwDkN1LNnTyIjI/nVr37Fzp07eemllxgwYIA3y/Z5Gml3kPDwcCoqKlxXSdhsNux2O8uXLyczM5P/+Z//AeDzzz8nPz+f//zP//SrwIbmezB+/HiWLVvG8uXLqaqq4uWXX+bcuXNUV1fz0ksvcf3113u56o7ncDgoKSnhlltuYd68eeTk5JCZmdlkmTNnzvD111/jcDhYtc6iqyIAAAZiSURBVGqVX/aha9eu1NTUsGPHDgzD4Ac/+AEhISGUlJQA0NDQQH19PZWVla5fXAMHDvRy1b5PJyI7SEBAABUVFRw+fJjevXsTEREBQP/+/bFarezbt48777wTh8NBUlKSX17i1VIPLBYL//u//8uUKVMYPXo0Y8aMoVevXl6u2D0sFgsJCQkMGTKEvn37EhUVxWuvvcaZM2e49dZbAQgJCcFut3PHHXf4bR+sVisDBw5k0KBBrpPt7733HkOGDHH9XDQ0NPBP//RP/OQnP9EIu5U00u5AY8eO5ZtvvuGdd96hoKAAcP4AX3/99Rw7doyGhgZiYmKIjIz0cqXuc6keDB48mNLS0r8/Ktf/D7vQ0FDA+a+N0aNHM3v2bHJycli/fj0ffPABM2bM4Ny5c359mVtQUBDDhg0jNDQUh8OBw+EgICDAdfxnZ2czffp0oqOj6d+/v5erNQ///+lxk/r6+iZ/dzgcrhOMJSUlvPnmm+Tk5ADw3XffYRgGNTU13ijVbdraA8DvegAX9wFo8ovJZrNx5513smTJEl544QWef/55nn76aUJDQ/3q8r7m+tB4stVisWC1WunSpQu9e/cmJyeHNWvWsHDhQr++5NUd9DztK+BwONi6dSuJiYmuBwBZrVYOHTrE22+/zfbt2wkODubEiRO8+OKLDBo0yMsVdzz1wOn7fbjU3a4bNmwgKyuL1atX+935jEaX60NGRgYFBQXU1dWxbNkyzWG3hyHttm/fPuP666839u/f73rN4XAYhmEYNTU1Rnl5ubF//37jxIkT3irR7dQDp+b68H3Hjh0zZs2aZXz55ZcersyzLtWHxmMiOzvb+PGPf2wUFhZ6ozy/oBORbdB4V1ejyMhIDMPg4MGDDB8+vMldfQEBAQQHBxMZGelXl7SpB05t6QM4p0juuusurrnmGm+U6zat7UPjMr169eLee+8lJibGWyWbnua028BqtWIYBn/5y19crw0dOpT9+/dz7tw5LBaL3z8nWT1wamsfgoKCXCcn/Ulb+mAYBpGRkX59It4TNNJuhe+PJt555x2WLl3K/v37uf766xk2bBgHDhwgJyeH8ePH+9WJpe9TD5zUB6f29MGf++FJOhF5GQ0NDQQEBGAYBqdPn6aqqoqQkBCeffZZ6uvrCQsLY9KkSbz//vv89Kc/5brrrvN2yR1OPXBSH5zUB+/SbewtaLyu1OFwMGvWLM6ePUv37t0ZMWIEy5Yt4+DBg2zYsIF58+ZRVlZG7969/e4AVQ+c1Acn9cH7ND1yGRaLhccff5xrr72WjIwMwsLCePfdd9mzZw8PPPAA//zP/0xcXBxhYWGMHz/eL782ST1wUh+c1Acv88IVKz4vOzvb9edvv/3WmDJlilFaWmoYhvMytgMHDhjTp0833nzzTddyDQ0NHq/TndQDJ/XBSX3wHbp65ALffvstubm5ri9ejYyMJDw8nK1bt3L+/HlsNhsDBgwgLi7O9YhJwK9uzVYPnNQHJ/XBt6irF4iIiGDOnDnU1ta6DtI777yT7du3s337ds6dO0dwcDC9evWivLychoYGv3t+hHrgpD44qQ++RVePNKO+vp7CwkJefvllevfuzb//+7+TmZlJQUEBFouFQYMGkZ2dzcsvv+y3TyZTD5zUByf1wXfoRCSwfPly9u7dS48ePaiqqiI8PJw+ffowcOBAPvnkE3bu3MmcOXOIjIyktraW2tpa5syZ41cHp3rgpD44qQ++q9OPtL/55hvuuusuAB599FE2b97MnXfe6TrzXVZWxjvvvENYWBhz5swBnJc9+dN8nXrgpD44qQ++rdOPtLt3705iYiLvvvsu48aN44knnsBms7F161b++te/snbtWkJCQnjrrbcwDMP1Rb3+dHeXeuCkPjipD75NN9cA1113Hb///e9JTU0lICCA5ORk7rrrLgzD4OOPP6a8vJyqqiomTJgA+OfBqR44qQ9O6oMP8/xVhr5r7969xg033GD84Q9/uOi9xkdL+jv1wEl9cFIffI9C+wKNB+m6deuavN6ZDlD1wEl9cFIffItCuxmND3J/4403vF2K16gHTuqDk/rgOzr91SOXcuDAAbp27dqpL2FSD5zUByf1wTcotEVETEQXVoqImIhCW0TERBTaIiImotAWETERhbaIiIkotEVETEShLSJiIgptERET+X8a/ZFyr3lx6AAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hl = dict(hlines=[3112.0,3140.],linestyle='-.',colors=['g','y','k'],linewidths=[1.6,4,8])\n", + "mpf.plot(daily,type='ohlc',hlines=hl,figscale=0.75)\n", + "mpf.plot(daily,type='candle',hlines=hl,figscale=0.75)\n", + "mpf.plot(daily,type='line',hlines=hl,figscale=0.75)\n", + "mpf.plot(daily,type='renko',hlines=hl,figscale=0.75)\n", + "mpf.plot(daily,type='pnf',hlines=hl,figscale=0.75)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Now a year or two of daily data:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(504, 6)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolume
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2015-01-02 206.380005 206.880005 204.179993 205.429993 193.286972 \n", + "2015-01-05 204.169998 204.369995 201.350006 201.720001 189.796265 \n", + "\n", + " Volume \n", + "Date \n", + "2015-01-02 121465900 \n", + "2015-01-05 169632600 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolume
    Date
    2016-12-29224.479996224.889999223.839996224.350006220.07153347719500
    2016-12-30224.729996224.830002222.729996223.529999219.267166108998300
    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2016-12-29 224.479996 224.889999 223.839996 224.350006 220.071533 \n", + "2016-12-30 224.729996 224.830002 222.729996 223.529999 219.267166 \n", + "\n", + " Volume \n", + "Date \n", + "2016-12-29 47719500 \n", + "2016-12-30 108998300 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('../data/yahoofinance-SPY-20080101-20180101.csv',index_col=0,parse_dates=True)\n", + "df = df.loc['2015-01-01':'2017-01-01',:]\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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    OpenCloseHighLowVolume
    Date
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    2019-11-05 09:31:003080.333079.363080.333079.150
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    OpenCloseHighLowVolume
    Date
    2019-11-08 15:58:003090.733091.043091.133090.580
    2019-11-08 15:59:003091.163092.913092.913090.960
    \n", + "
    " + ], + "text/plain": [ + " Open Close High Low Volume\n", + "Date \n", + "2019-11-08 15:58:00 3090.73 3091.04 3091.13 3090.58 0\n", + "2019-11-08 15:59:00 3091.16 3092.91 3092.91 3090.96 0" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../data/SP500_NOV2019_IDay.csv',index_col=0,parse_dates=True)\n", + "idf.shape\n", + "idf.head(2)\n", + "idf.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(idf,type='ohlc',hlines=[3080.],figscale=0.75)\n", + "mpf.plot(idf,type='candle',hlines=[3080.],figscale=0.75)\n", + "mpf.plot(idf,type='line',hlines=[3080.],figscale=0.75)\n", + "mpf.plot(idf,type='renko',hlines=[3080.],renko_params=dict(brick_size=0.85),figscale=0.75)\n", + "mpf.plot(idf,type='pnf',hlines=[3080.],pointnfig_params=dict(box_size=2),figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n", + "hlines= [3080.0, 3091, 3068]\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(idf,type='ohlc',hlines=[3080.,3091,3068],figscale=0.75)\n", + "mpf.plot(idf,type='candle',hlines=[3080.,3091,3068],figscale=0.75)\n", + "mpf.plot(idf,type='line',hlines=[3080.,3091,3068],figscale=0.75)\n", + "mpf.plot(idf,type='renko',hlines=[3080.,3091,3068],renko_params=dict(brick_size=0.85),figscale=0.75)\n", + "mpf.plot(idf,type='pnf',hlines=[3080.,3091,3068],pointnfig_params=dict(box_size=2),figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n", + "hlines= [3080.0, 3091, 3068]\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(idf,type='renko',hlines=[3080.,3091,3068],renko_params=dict(brick_size=1.85),figscale=0.75)\n", + "\n", + "mpf.plot(idf,type='pnf',hlines=[3080.,3091,3068],pointnfig_params=dict(box_size=3),figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[(3112.0, 3140.0), [3158.68, 3187.1], [3049.7599999999998, 3077.2]]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "hconfig= {'hlines': [3112.0, 3140.0, 3158.68, 3187.1, 3049.7599999999998, 3077.2], 'vlines': None, 'alines': None, 'tlines': None, 'colors': ['r', 'g', 'b', 'c', 'k', 'aqua'], 'linestyle': '-', 'linewidths': [2, 4, 6, 8, 10, 12]}\n", + "hlines= [3112.0, 3140.0, 3158.68, 3187.1, 3049.7599999999998, 3077.2]\n" + ] + }, + { + "data": { + 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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "idf.shape\n", + "idf.head(3)\n", + "idf.tail(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "cols = ('Open', 'High', 'Low', 'Close', 'Volume') " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "'open' in idf" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'open'" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "'high'" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "'low'" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "'close'" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "'volume'" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "for c in cols:\n", + " c.lower()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "df = idf.loc['2011-07-01':'2011-12-30',:]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'left': 0.7, 'right': 0.8, 'top': 1.2, 'bot': 0.9}" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d = dict(left=0.7,right=0.8,top=1.2,bot=0.9)\n", + "d" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "z = {'left': 0.7, 'right': 0.8, 'top': 1.2, 'bot': 0.9, 'right': 0.9}" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'left': 0.7, 'right': 0.9, 'top': 1.2, 'bot': 0.9}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "z" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "'left' in d" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "'bottom' in d" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.7\n" + ] + }, + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.8\n" + ] + }, + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.2\n" + ] + }, + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9\n" + ] + } + ], + "source": [ + "keys=('left','right','top','bottom')\n", + "for x in d:\n", + " x in keys\n", + " print(d[x])" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = 5\n", + "isinstance(x,float)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.6a2'" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__\n", + "#mpf.plot(df,volume=True,scale_padding=dict(left=0.1,right=0.05),tight_layout=True)\n", + "mpf.plot(df,volume=True,tight_layout=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (, line 1)", + "output_type": "error", + "traceback": [ + "\u001b[0;36m File \u001b[0;32m\"\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m STOP HERE\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "STOP HERE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "x = 1.5\n", + "a = b = c = d = x" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "a\n", + "b\n", + "c\n", + "d" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "a *= 0.4\n", + "b *= 0.4\n", + "c *= 0.4\n", + "d *= 0.4\n", + "a\n", + "b\n", + "c\n", + "d" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "a = 1.1\n", + "b = 1.2\n", + "c = 1.3\n", + "d = 1.4\n", + "a\n", + "b\n", + "c\n", + "d" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "cols = ('Open', 'High', 'Low', 'Close', 'Volume')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "c2 = ('Open', 'High', 'Low', 'Close', 'Volume')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c2 == cols" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/dev_tlines.ipynb b/examples/scratch_pad/dev_tlines.ipynb new file mode 100644 index 00000000..1d6b6aa5 --- /dev/null +++ b/examples/scratch_pad/dev_tlines.ipynb @@ -0,0 +1,1619 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## There will be three (or four) kwargs:\n", + "\n", + "- `hline=` ... specify one or a list of prices to generate a ***horizontal line*** at that price level\n", + "- `vline=` ... specify one or a list of dates/datetimes to generate a ***vertical line*** at that point in time\n", + "- `aline=` ... specify one or more ***arbitrary line*** as\n", + " - list of two or more ***x,y values*** (multiple lines are contiguous)\n", + " - examples:\n", + " `[(dateA,priceA),(dateB,priceB)]`\n", + " `[(dateA,priceA),(dateB,priceB),(dateC,priceC),(dateD,priceD),...]`\n", + " - list of one or more ***x,y value pairs*** (multiple lines need not be contiguous)\n", + "where a ***single x,y pair*** is like `((dateA,priceA),(dateB,priceB))`\n", + " - examples: \n", + "`aline=((dateA,priceA),(dateB,priceB))`\n", + "`aline=[((dateA,priceA),(dateB,priceB)),((dateC,priceC),(dateD,priceD)),...]`\n", + "\n", + "- `tline=` ... ***trend line*** (still deciding whether to implement this).\n", + " - specify two (or more) dates or datetimes: mplfinance will ***automatically draw trend lines between the dates***. An additional kwarg `tline_value` or something like that may specify which algorithm to use for calculating the trend line between any two dates.\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Test Plan\n", + "\n", + "- Test each kwarg (`hline`, `vline`, `aline`, `tline`) on\n", + " - one month daily data\n", + " - a year or more of daily data\n", + " - a day or more of intraday data\n", + " \n", + "- For each kwarg test:\n", + " - one line\n", + " - two or more lines\n", + "\n", + "- For all of the above test EVERY plot type (`ohlc`,`candle`,`line`,`renko`,`pnf`)\n", + "\n", + "- For `aline` test BOTH ways of specifying lines\n", + "\n", + "- For `vline` and `tline` test multiple ways of specifying dates\n", + "\n", + "- Test all of the above both WITH and WITHOUT `make_addplot()` data\n", + "\n", + "- For `tline` test with various `tline_value` settings.\n", + " \n", + "---\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20, 5)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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\n", 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\n", 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vVrdu3dS5c2ft3r37iu1ffPGF6+PBgwe7vzoAAHzcVYN00qRJeu655/TAAw9o4sSJroXqv89ms10Wqo3Jy8tTZmamKisrFRkZqQULFqhnz546c+aMZs2apa+//lpbt251Pb+qqkoLFizQnj17FBQUpHHjxmnSpEmSpOLiYv36179WcXGxwsLCNHfuXN16663N2XcAAEy7apAOGjRInTt3lmR+xFlcXKz58+crOztbsbGxysrK0rx58/T666/r4Ycf1ogRI/T1119f9ppVq1bpu+++05YtW/Tdd9/pgQce0IABA/SDH/xAGRkZGjFihH72s5/pwIEDmjp1qrZt26bQ0FBTdQIA0BxXDdLVq1c3+HGLvlBwsJYsWaLY2FhJdXeTWb58uWw2mzIzM3Xq1KkrVkjKzc3Vr371K9ntdkVGRio1NVW5ubm68cYbtXPnTr3yyiuSpH79+qlLly7auXOnRowYYapOAACao8nXkQ4YMEBr165t8ReKjo5WcnLd9Vc1NTXasGGDUlJS1LFjR3Xv3r3B1xw5ckTx8fGuz+Pj41VYWKiioiJFRkYqLCzssm31s4kBAPCUJs/avf3227Vz505NmDCh0XOlTZGVlaXMzEzFx8dfc2nBiooKhYSEuD4PDQ1VeXn5FY9LUkhIiC5evHjFe9hsNsVG+8aCEY7gIJ+pJdD4Wm99qRZ38LX+uos79sldfQnE/voCd3zv2u1Xz7wmB2lUVJRyc3M1fPhw9ezZU23btnVts9lsrsOs1zJ58mRNmjRJmzdv1rhx45STk9Poec22bduqsrLS9Xl5ebnCwsKueFyqC91LR6j1DMPQ8ZNlTarNarHR4T5TS6Dxtd76Ui3u4Gv9dRd37JO7+hKI/fUF7vjedTqNq4Zpk4P0zTffdH186tSpy7Y1ZYRaUFCgEydOaNiwYbLZbEpLS9PChQt15MgR9e7du8HXdO/eXYWFhbrxxhslSYcPH1ZiYqISEhJUUlKi8+fPq0OHDq5tDzzwQFN3BwB8wuFjJQH7h0pr0eQgfeGFF0wd0j179qzmzJmj7OxsxcTEaO/evaqurlZcXFyjrxk9erTWrVunESNG6MyZM8rLy9Prr7+u8PBwJScna+3atZo6dao+/fRTlZSUaMiQIS2uDwCAlmhykKalpammpqbBw6dNMXjwYE2ZMkXp6elyOp1yOBxatmyZdu3apcWLF6uiokKnT59WamqqYmJilJWVpUmTJqmwsFCpqakKCgrStGnT1KtXL0nSggULNHfuXK1fv17h4eFavny5HA5Hi2oDAKClbIZhGFd7woULF/T0009r69atcjqdGjJkiF544QXdcMMNnqqxxSIiIuR0Gtr3RZG3S5EUuOeZfIGv9NZdSwT62vv4Sn/dxR19cedykIHWX1/ijt4O6JMgu92mc+fONbj9mpe/ZGZmasuWLaqtrZXdbteOHTs0a9YsU0UB9bh3IwB/d80g3bhxo/r3768dO3bo888/16RJk7Rv3z4VFBR4oj4AAHzaNYP09OnT+vGPf6yOHTsqODhYEydOlGEYOnnypCfqA+AG9SP/S/8BcI9rBqnT6bzsOs/660dra2utqwoAAD/RpFm7lZWVKiurO1lb/9+KigrXx5IUHs6qHICv4v6ogHWaFKTPPfecnnvuOdfnNptN06dPv+zzptxGDQCAQNOkIL3GFTLX3A4AQKC6ZpDm5+d7og4AAPxSk1c2AmC9lBUfS5IS5m5S0Ytpjc6u5Zyn9/H/APUIUsDL6sPz++rDFIBvI0gBL2gsPL+PUQ/g+whSBIS2IW0a3eYrYdTU8JT095HoNN+oHUDjCFL4PV9epac54bltWrLr48QXragGgBUIUgQMXxl5Jszd1OQAvTQ8AfgnghRwg0tn214L4QkEFoIUaKGmjjovnXnrK6NmAO5DkALN0KJDtkwY8jn8QQN3IkiBa2hOeLomPnk4PH15whUQ6AhSoAFMFgLQVAQp8P/8OTwbO1TJSBWwHkGKVs1MeBJSACSCFK2QP488AfgeghStghXh2dDhVEapQOtDkCJgMfIE4AkEKQJGS9e1rVc/muQaQwDNQZDCr6Ws+LhJy/JJjDwBWIMghUe489yh2ZHntTRWKyNVAA0hSOEXrA5PAGgpghQe0ZIFA5p7I2x3jRgZeQJoDoIUPqUlI08uOQHgTQQpvI4bYQPwZwQpvIIbYQMIFASpH/H36xy5ETaAQESQwlKt7UbYzQ1+zu8C/o8ghdv5w42wAcBdCNJWyIpDxEwWahnuIwr4P4IULUZ4AgBBimYiPP0Lk7UA6xGkuCbCEwAaR5CiQYQnADQNQQpJLAoPAC3l0SDNy8tTZmamKisrFRkZqQULFqhnz55atWqV/vSnP8npdGrQoEGaP3++HA6HTp06pWeeeUaFhYUKCgrSfffdp5///OeSpPz8fD377LMqKSlRZGSknn32WfXq1cuTu+P3/DE8mc0KwNd4LEiLi4s1f/58ZWdnKzY2VllZWZo3b56efvppvfHGG3r33XcVHh6uxx9/XGvWrNEjjzyiRYsWqVu3bvr973+vsrIyPfDAA+rbt6+GDRumGTNmaObMmbrzzjuVm5ur2bNna+PGjZ7aHb/QUOgkzN3EjbABwI08FqTBwcFasmSJYmNjJUlJSUlavny5cnNzdffdd6tDhw6SpPHjx2vFihV65JFHdOjQId13332SpPDwcPXt21eHDh1SVFSUSktLdeedd0qSUlNT9Zvf/EYFBQXq0aOHp3bJbzQ1OCXfD8+GZqE2d5TKqBaAO3ksSKOjoxUdHS1Jqqmp0YYNG5SSkqKjR49q5MiRrufFxcWpsLBQUl3Y5ubmKikpSWfOnNH+/fv1z//8zzp69Ki6du162fvXv44grZOy4mNGngDgAR6fbJSVlaXMzEzFx8dr5cqVmj17thwOh2t7aGioysvLJUnTp0/XhAkTdOutt+rixYt65JFH1KtXL+Xn5yskJOSy9w0JCdHFixev+Ho2m02x0eHW7lQTOYKD3FJLY+/R65m8Jr9H0YtpKq+sNl2LWe6soam9bexrtg1p06z38QRfqcVd37toGP21jjt6a7fbrrrd40E6efJkTZo0SZs3b9a4ceOUkJCgqqoq1/by8nKFhYVJkp566imNGjVKv/zlL/Xdd9/pscceU05OjsLCwlRZWXnZ+1ZUVKhdu3ZXfD3DMHT8ZJm1O9VEsdHhbqnl0vcwcyNsX+mLu7hrf3ypL75Si7u+d9Ew+msdd/TW6TSuGqYeC9KCggKdOHFCw4YNk81mU1pamhYuXCibzeY6lCtJhw8fVmJioiTp448/1qxZs2Sz2RQREaHk5GTt3r1bDz/8sI4ePSqn0ym73a6amhodPXo0oA7rXu08nj/OtgWAQGX31Bc6e/as5syZoxMnTkiS9u7dq+rqak2dOlVbtmzRmTNnVFNTo3Xr1umee+6RJHXr1k1//vOfJdWNOHfu3KmbbrpJiYmJuu6667RpU905wHfffVddu3ZVt27dPLU7XtHUGbfbpiW7/sE/HT5WwvJ+gJ/w2Ih08ODBmjJlitLT0+V0OuVwOLRs2TINHjxYjz76qCZMmCDDMDRs2DCNHz9ekrRo0SItXLhQb731lgzD0O23366HHnpIkvTb3/5WGRkZWrFihaKiovTSSy95alc8orHZqQ0Faf2NsD35i9ffbzIOAO5iMwzD8HYRVomIiJDTaWjfF0XeLkWS+WP1lwapmdGmO0LQl4LUXbX40j75Gs7hWYv+WscdvR3QJ0F2u03nzp1rcDtLBPqZohfT+EUPAD6EIIUpjU2KIuwBtBYem2wEAEAgYkQKUxh5AmjtGJECAGACI1Lg/zG6BtASBCmuibulAEDjCFI/4u4RU0MByagMAJqHIMU1ueMeoAAQqAjSVozRJwCYx6xd+L3Dx0p84t6qAFonghQAABMIUgAATCBIAQAwgclGrRCTjADAfRiRAgBgAkEKAIAJBCkAACYQpAAAmECQAgBgAkEKAIAJBCkAACYQpAAAmECQAgBgAkEKAIAJBCkAACaw1q4HtQ1p0+DjrH0LAP6LEamHJMZFersEAIAFGJF6GKNPAAgsjEgBADCBESlahJE1ANRhRAoAgAkEKQAAJhCkAACYQJACAGACQQoAgAkEKQAAJhCkAACYQJACAGACQQoAgAkEKQAAJng0SPPy8jRmzBilpqZq/PjxOnTokCRp1apVGj16tEaNGqVf//rXqqqqcr1m3bp1GjlypG6//XY988wzqq6uliQVFxcrPT1do0aN0tixY7Vjxw5P7goAAJI8GKTFxcWaP3++MjMzlZubq9TUVM2bN0+ff/653njjDf3pT3/Sli1bdObMGa1Zs0aStGfPHq1atUrvvPOOtm/frgsXLuizzz6TJGVkZGjEiBHKy8vTggULNHPmTFVUVHhqdwAAkOTBIA0ODtaSJUsUGxsrSUpKStKRI0eUm5uru+++Wx06dJDdbtf48eO1ZcsWSdL69ev105/+VJ06dVKbNm20ZMkSDR06VKWlpdq5c6ceeughSVK/fv3UpUsX7dy501O7AwCAJA8GaXR0tJKTkyVJNTU12rBhg1JSUnT06FHFx8e7nhcXF6fCwkJJUn5+vi5evKgJEyZo1KhRWrp0qWpra1VUVKTIyEiFhYW5XhcfH68jR454ancAAJDkhduoZWVlKTMzU/Hx8Vq5cqVmz54th8Ph2h4aGqry8nJJUmlpqfbu3avXXntNVVVVmjx5suLi4tStWzeFhIRc9r4hISG6ePHiFV/PZrMpNjrc2p1qBl+qJZA4goPorYXor7Xor3Xc0Vu73XbV7R4P0smTJ2vSpEnavHmzxo0bp4SEhMsmF5WXl7tGmu3bt9c999yj8PC6Jtx///36y1/+oj59+qiysvKy962oqLhshFrPMAwdP1lm4R41jy/VEkhio8PprYXor7Xor3Xc0Vun07hqmHrs0G5BQYE++eQTSXWjxLS0NF24cEE2m811KFeSDh8+rMTERElS165dVVb29wbY7XYFBQUpISFBJSUlOn/+fIOvAwDAUzwWpGfPntWcOXN04sQJSdLevXtVXV2tqVOnumbr1tTUaN26dbrnnnskSWPGjNF//ud/qrS0VBUVFXr//feVlJSk8PBwJScna+3atZKkTz/9VCUlJRoyZIindgcAAEkePLQ7ePBgTZkyRenp6XI6nXI4HFq2bJkGDx6sRx99VBMmTJBhGBo2bJjGjx8vSUpJSVFBQYHS0tIUGhqqkSNH6v7775ckLViwQHPnztX69esVHh6u5cuXX3auFQAAT7AZhmF4uwirREREyOk0tO+LIm+XosS4SEnS4WMlXq4kMHGOyVr011r01zru6O2APgmy2206d+5cg9tZIhAAABMIUgAATCBIAQAwgSAFAMAEghQAABMIUgAATCBIAQAwgSAFAMAEghQAABMIUgAATCBIAQAwgSAFAMAEghQAABMIUgAATCBIAQAwgSAFAMAEghQAABOCvV1AoEmMi/R2CQAAD2JE6kHlldXeLgEA4GaMSN3s8LESb5cAAPAgRqQAAJhAkAIAYAJBCgCACQQpAAAmEKQAAJhAkAIAYAJBCgCACQQpAAAmEKQAAJhAkAIAYILNMAzD20VYJSgoSE6nU+3bd/B2KZIku90mpzNg2+1V9NZa9Nda9Nc67uhtael52e121dbWNrg9oNfadTgcqqqqkt1u83YpLr5US6Cht9aiv9aiv9Yx21u73S6Hw9Ho9oAekQIAYDXOkQIAYAJBilaDgy/wV3zv+jaC1Ifww2Itm41zUFYpKCiQ0+n0dhkBi+9d3xbQk438xbFjxxQXFyebzSbDMPihcbO1a9eqpKRE/fv3V+/evdW5c2dvlxRQZsyYoU6dOikjI8PbpQScVatW6ezZsxo0aJBuueUWRUVFebskNCDo2WeffdbbRbRmCxYs0Ntvv63Y2Fh17dqVMHWzJ598Ul999ZXatGmjDz/8UCEhIerduzc9dpOMjAyVlZXpxRdf9HYpAWfu3LkqKChQSEiItm/frjZt2uiWW27he9cHMSL1spMnT6pLly7Kzs6WYRi69dZbCVM3+eCDD3Ts2DGtXbtWkvSHP/xBGzdu1NixY2LdpX4AAArzSURBVOmtG7zwwgv67LPPtHnzZknStm3bdOrUKXXu3Fk33XSTEhISvFyh//rkk090/PhxrVmzRpL0H//xH1qzZo3GjBlz1csw4B2cI/WikpISVVZW6rbbblNERITefvtt7dixQ5JcYYqW69Chg66//nqdPXtWknTHHXfowoULev7557Vq1SoVFBR4uUL/VVpaKsMwdNttt+n06dNau3atfve732nPnj168803tWjRIn355ZfeLtNvORwOhYeH6/Tp05Kk8ePHy+Fw6OzZs/xe8EEc2vWitm3bKiEhQSNGjFBkZKT+9re/ae/everQoYPrnGlpaalCQkK8Xapfqqmp0erVq3Xq1Cl99dVXysjI0I9+9CNFR0fr0KFD+vrrrzVw4EDZ7XZGqM0UEhKi2NhY7du3Tx9++KH++te/6pVXXtHYsWN1yy236NixYzp58qR++MMfSmKyTFM5nU7ZbDYFBQUpKChIffv2VZs2beR0OrVhwwbddddd6tChg2w2my5cuMDo1EdwaNfDli1bphMnTuiGG27Q0KFDNXToUElS3759ZbfbtX79er3zzju67rrrVFRUpP3792v69Olq06aNlyv3D/X97dKli0aPHq2VK1cqJydHBw4cUHJysmbMmCFJWr9+vT744AN+ETXTp59+qqSkJElSjx499OCDD+rf/u3f1LNnT4WFham2tlaJiYnq2rWr9uzZI7udg15N9eKLL+qbb75R586dde+99+rBBx+UVPcHYUlJiaqrq10hunnzZh0+fFiPP/44vxt8AN/lHvTUU0+poKBASUlJqq2t1bx58/TWW2+5tvfp00f333+/EhISNGPGDD3//PO69957+UFpokv763Q6NWXKFO3fv19Tp05VSkqKOnT4+5rLwcHBMgxDFy5c8GLF/mXFihVKT0/Xa6+95nqsT58+mjVrln7yk5+oXbt2CgoKklR3WD0sLExVVVXeKtevPPXUU/r666+Vmpoqu92u119/XSdOnJBUt2Z4cHCwHA6HOnTooPfee0/Lly9XWloavxt8BCNSDzlx4oROnz6tf//3f5ckVVVVqXfv3po9e7acTqcmTJggqe4XU15eni5cuKDXXntNiYmJ3izbbzTU3169emnOnDmqqqrSwIEDlZGR4Ro1bd++XcuWLVO7du28XLn/cDqdmjx5sjZt2qTq6mr98pe/lCTFx8dLkoqKirR161aVlJRo+/btevnllxnxN8Hx48dVXFysrKwsSVJsbKwWLlyo8vJySXWHxTt27KiYmBj95je/0e7du/XKK6+oR48e3iwbl2BE6iGRkZEqLS11zSB1OBxKTU3V0qVLlZmZqf/6r/+SJH322WfauXOnfv/73xOizdBQf0ePHq0lS5Zo6dKlKi8v16uvvqqysjJVVFTolVde0c033+zlqv2H0+lUUVGRBg4cqNmzZysnJ0eZmZmXPefcuXP629/+JqfTqRUrVtDfJmrbtq0qKyu1a9cuGYahH/zgB2rXrp2KiookSbW1taqpqdGFCxdcf6D07NnTy1XjUkw28pCgoCCVlpbq6NGjioqKUnR0tCSpe/fustvt2r9/v4YPHy6n06m0tDQuHWimq/XXZrPpv//7vzVx4kTdfvvtGjFihDp16uTliv2LzWZTUlKS+vTpoy5duig2NlZvvPGGzp07pyFDhkiS2rVrp9TUVN122230txnsdrt69uypXr16uSYWbty4UX369HH9fqitrdU//MM/6L777mMk6oMYkXrQyJEj9c033+i9995Tfn6+pLpfUDfffLOOHz+u2tpaxcXFKSYmxsuV+qfG+tu7d28VFxf//y31+JZvqfDwcEl1o/3bb79dM2bMUE5OjtauXasPPvhAU6ZMUVlZGZdnNFNISIj69++v8PBwOZ1OOZ1OBQUFuX4PZGdn67HHHlPXrl3VvXt3L1eLhvBbxSI1NTWXfe50Ol2TiIqKivT2228rJydHkvTdd9/JMAxVVlZ6o1S/1Nz+SqK/zfD9/kq67I8Qh8Oh4cOHa+HChXrppZe0aNEiPfPMMwoPD+dSl2toqLf1k7RsNpvsdrvatGmjqKgo5eTkaNWqVcrIyOAyOB/G/Ugt5HQ6tXXrVo0aNcq1oLfdbldhYaHeffdd7dixQ6GhoTp58qRefvll9erVy8sV+xf6a61L+9vYSlvr1q1TVlaWVq5cyTn9ZrhWb+fNm6f8/HxVV1dryZIlnBP1dQYss3//fuPmm282Dhw44HrM6XQahmEYlZWVRklJiXHgwAHj5MmT3irRr9FfazXU30sdP37cmDZtmvHll196uDL/11hv679/s7OzjR//+MfG4cOHvVEemonJRm5UvypJvZiYGBmGoUOHDmnQoEGXraATFBSk0NBQxcTEcAlGE9FfazWnv1Ld4d077rhDN9xwgzfK9StN7W39czp16qR7771XcXFx3ioZzcA5Ujey2+0yDEMff/yx67F+/frpwIEDKisrk81m456NJtBfazW3vyEhIa4JSLi65vTWMAzFxMQw6dCPMCJ1g0v/2nzvvfe0ePFiHThwQDfffLP69++vgwcPKicnR6NHj2YiRgvQX2vRX+u0pLf02P8w2cik2tpaBQUFyTAMnTlzRuXl5WrXrp2ef/551dTUKCIiQmPHjtWmTZv005/+VDfddJO3S/Yr9Nda9Nc69Lb1YIlAE+qv93I6nZo2bZrOnz+v9u3ba/DgwVqyZIkOHTqkdevWafbs2Tp79qyioqL4YWkG+mst+msdetu6cGjXJJvNpieeeEI33nij5s2bp4iICL3//vvat2+ffvKTn+gf//Ef1a1bN0VERGj06NGKiorydsl+hf5ai/5ah962Il6YKez3srOzXR9/++23xsSJE43i4mLDMOouuzh48KDx2GOPGW+//bbrebW1tR6v01/RX2vRX+vQ29aJWbvN9O233yo3N1cZGRmS6qaxR0ZGauvWrbp48aIcDod69Oihbt26uW6DJIml6ZqI/lqL/lqH3rZe/B9spujoaM2cOVNVVVWuH5jhw4drx44d2rFjh8rKyhQaGqpOnTqppKREtbW1rD3aDPTXWvTXOvS29WLWbgvU1NTo8OHDevXVVxUVFaWnn35amZmZys/Pl81mU69evZSdna1XX32VOzW0AP21Fv21Dr1tnZhs1ARLly7V559/rg4dOqi8vFyRkZHq3LmzevbsqY8++ki7d+/WzJkzFRMTo6qqKlVVVWnmzJn8oDQR/bUW/bUOvYXEiPSavvnmG91xxx2SpMcff1ybN2/W8OHDXTPtzp49q/fee08RERGaOXOmpLqp75z3aBr6ay36ax16i3qMSK+hffv2GjVqlN5//32lpKToySeflMPh0NatW/XXv/5Vq1evVrt27fTOO+/IMAwNHTpUEquTNBX9tRb9tQ69RT0WZGiCm266SX/4wx80YcIEBQUFady4cbrjjjtkGIY+/PBDlZSUqLy8XHfffbckflCai/5ai/5ah95CEteRNsfnn39u3HLLLcYf//jHK7bV3/4ILUd/rUV/rUNvWzcO7TbD9ddfr+TkZM2aNUsdO3ZUv379LtvOX5vm0F9r0V/r0NvWjSBtpuuvv1633Xabpk+fruuuu059+/aVxA+Ku9Bfa9Ff69Db1otZuy108OBBtW3blmnsFqG/1qK/1qG3rQ9BCgCACVzQBACACQQpAAAmEKQAAJhAkAIAYAJBCgCACQQpAAAmEKQAAJhAkAIAYML/AZJGwE4EDi8hAAAAAElFTkSuQmCC\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tl = dict(tlines=[('2019-11-02','2019-11-13'),('2019-11-17','2019-11-21')],\n", + " colors=['r','g','b'])\n", + "mpf.plot(daily,tlines=tl)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tl = dict(tlines=[('2019-11-02','2019-11-13'),('2019-11-17','2019-11-21'),('2019-11-21','2019-11-28')],\n", + " colors=['r','g','b'])\n", + "mpf.plot(daily,tlines=tl)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.dates as mdates" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([737367., 737368., 737369., 737370., 737371., 737374., 737375.,\n", + " 737376.])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "array([3078.615, 3077.71 , 3075.94 , 3086.1 , 3087.165, 3083.67 ,\n", + " 3090.56 , 3089.11 ])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "s = daily.loc['2019-11-02':'2019-11-13'][['Open','Close']].mean(axis=1)\n", + "x = mdates.date2num(s.index.to_pydatetime())\n", + "y = s.values\n", + "x\n", + "y" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[7.37367e+05, 1.00000e+00],\n", + " [7.37368e+05, 1.00000e+00],\n", + " [7.37369e+05, 1.00000e+00],\n", + " [7.37370e+05, 1.00000e+00],\n", + " [7.37371e+05, 1.00000e+00],\n", + " [7.37374e+05, 1.00000e+00],\n", + " [7.37375e+05, 1.00000e+00],\n", + " [7.37376e+05, 1.00000e+00]])" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = np.vstack([x, np.ones(len(x))]).T\n", + "a" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1.3334947228431702, -980197.03125)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "slope, intercept = np.dot(np.linalg.inv(np.dot(a.T,a)), np.dot(a.T,y))\n", + "slope, intercept" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(datetime.datetime(2019, 11, 4, 0, 0, tzinfo=datetime.timezone.utc),\n", + " 3077.972048699856)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "(datetime.datetime(2019, 11, 13, 0, 0, tzinfo=datetime.timezone.utc),\n", + " 3089.9735012054443)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x1, x2 = x[0], x[-1]\n", + "y1 = slope*x1 + intercept\n", + "y2 = slope*x2 + intercept\n", + "x1 = mdates.num2date(x1)\n", + "x2 = mdates.num2date(x2)\n", + "x1, y1\n", + "x2, y2" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#mpf.plot(daily,tlines=tl,figscale=1.5)\n", + "mpf.plot(daily,tlines=tl,tline_use=['close'],tline_method='least squares',figscale=1.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'tlines': [('2019-11-02', '2019-11-13'),\n", + " ('2019-11-17', '2019-11-21'),\n", + " ('2019-11-21', '2019-11-28')],\n", + " 'colors': ['r', 'g', 'b']}" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tl\n", + "tl['tlines'] = [('2019-11-02','2019-11-28')]" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,tlines=tl,tline_use=['high'],tline_method='least squares')#,figscale=1.75)\n", + "mpf.plot(daily,tlines=tl,tline_use=['close'],tline_method='least squares')#,figscale=1.75)\n", + "mpf.plot(daily,tlines=tl,tline_use=['low'],tline_method='least squares')#,figscale=1.75)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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yK5sFaVRUFMOGDWPevHl4e3sTFhZGSEgIX3/9NV26dCEgIICTJ09m2Gb8+PE4OTmxePFirl69yjPPPEPt2rXx9/dnyJAhBAQE8NJLL7Fv3z569erFypUrcXV1tdUpidw3kpKS2Lt7J7t2pgXn7h3bOHPmdIZ1HBwcqPZYDWrWrkvN2vWoUatOhuHbYF6lwjceUA9IBU4BR6BWXD327NrBrh3b2LVjG1MmjqGQW2Hq1ffHv1ET/Bs1oXyFihgMBpues72l9Ub/AY4CJThw7GE7VyS3Y7MgdXR0ZNy4cXh7ewPg5+fHpEmTMBgMhIaGcu7cOVatWpVhm+bNm/PQQw9hNBpxc3OjUqVKHDp0iMcee4ytW7cyefJkAB577DFKlizJ1q1bCQgIsNUpidwXPvoghB9mf0dCQkKGz93di1Kzdl1q1KpLrdr1qVb9fxQsWOiO+zrcPTotTB0A37T/drKV3WGRbNuykY3r17Bx/RoiDh9k1YqlrFqxFACvB0vh3zAA/8ZNaBTQjGLFilvpbHOb673RJ3FwcLBrJXJ7NgtST09PPD09AUhJSWHBggU0a9YMd3d33N3dOXfu3C3b+Pn5pf85NjaW3bt30717dyIjI/Hw8KBgwYLpy319fTl69KiCVMSCLpw/R9i3X2A2mylX/mFq1q6X1uOsVZdy5R/GaMz+xP/0ML1JjZ/KcLh7NM2atwTg9OlTbFq/lo3rV7Nxw1rO/BvF/J+/Z/7P31O0qAfzF67Ct8xDljjFXCmtNwrXr49+FtrEbrXI3dl8slFYWBihoaH4+voyderULG2TlJRE//79adq0KTVq1GDHjh24uLhkWMfFxYWrV6/esq3BYMDb080iteeUs6NDrqklv1HbWsfa5b9gNptp0SKQX39fePcNsij+3WQKfJzxGmiFbzyIfzcZAG/PR6hd/RHe6v0qJpOJv/76k5UrVvLjD3PYs2cPE8Z8wE9zf7ZYPfaW+fdvNLABR0dHOrR7iqJF9f19Lyzxs8FovPNlBZsHadeuXQkODmbRokV07NiRxYsX3/G6ZlxcHG+++SZeXl4MHz4cgAIFCpCYmJhhvYSEhAw91OvMZjOnzsZa9iTukbenW66pJb9R21rHgl9+B6BFYKDF2zeznmmBj5043D36lnWLeZWjfZdyNG7WmhZN6vL7b7/yw9zfaBTQ1KI12cvN3783eqPhQCq16jQkLsmROH1/3xNL/Gwwmcx3DFObPZAhIiKCTZs2AWm9xNatWxMXF8fRo0dvu01KSgq9e/emQoUKfPzxx+nDSGXKlCE6OporN02tP3z4MBUqVLDuSYjcR1JSUli3diUAQUEtrXKMzELzv+F6M68HS/JGnwEAjBj2DklJSVapy15uhChcH9Z9vFmgfYqRLLNZkF68eJFBgwZx5swZAHbu3ElycjI+Pj633WbmzJkUKlSIkJCQDJ+7ubnh7+/P7NmzAdi8eTPR0dHUrVvXeicgcp/Zs2s7Vy5fpmy5CpS34i+ptwvT2wVq15d78lDZ8hyJOMSM76ZZrS77SgWWAND0CQVpbmcwm81mWx1s1qxZzJkzB5PJhLOzM/379yc1NZUxY8aQkJDA+fPnKV26NF5eXoSFhREYGEh8fHyGIdugoCD69u3Lv//+y+DBg4mKisLNzY0hQ4ZQs2bNDMcrWrQoJpOZ3X9H2uoU70jDj9ajtrW8T0d/yBdTJ/BS9158HjrJJu2bWXhmFrRrVy+ne3AHCrkVZsXa7Tzg6WX12qzJ29ONAi43X2nbBPjjW6YsK9fvvO9u/bEkS/xsqFGlDEajgUuXMn8ghk2vkb7wwgu88MILt3zetGnm1znCw8Mz/RzgwQcfJCwszGK1iUhGa6+9caRJ0+Y2O2Zm100rfONxS5gGPN6cpk8EsWrFUsZ+PJwxE0JtVqNtpE3savpEoEI0D9BD60XkFv+ejuKfv/+kQIGC1KnXwKbHzup105ChI3Fydmb+z9+ze9d2W5RmNRl7o1Cp8m8ANGnawh7lSDYpSEXkFmvXrACgQcOAW241s4WshOlDZcvR49XeAHw4ZPAtjyfMu46z/5+/KFTIzea/xMi9UZCKyC3WrrL9sO5/ZSVMe/buh9eDpfhj327m/jjLVqVZVMaZuvDhqLT7Y/0bNbHLLzGSfQpSEckgKSmJjevXABDw+BN2reVuYVqokBvvvv8hkDY56srlyzarzRoOn7jE6pVpc0N020veoSAVkQx2bt9CXFwsFR+pTCnv29+eZit3C9NWT7elTr0GRF+8wGfjP7ZlaTn2395ofPxVNm1YB9h3NECyR0EqIhmsyQXDuv91pzA1GAwM/XA0RqORWWFfc3D/37Yu7578N0QPn7jElk3rSUxMoNpjNfL8LT33EwWpiGSw5tptLwGP564Zo3d6cEPlKtXo9EI3UlNT+XDYO9jw9niLWr3i2rCuHsKQpyhIRSTdieORRBw6gFvhwtSsnfueFHa4e/RtA7XfgPcoWtSDLZvWs3Txb3aoLutuGdJNTMFsNrN61TIAHtdtL3mKglRE0l1/CEPDxk1xcnK6y9r2k1mY1p5fjrcHvQ/AxyPeJz7+1rdB5WYH9v/F6ahTPODpRdVq1e1djmSDglRE0qU/zejx3HN99HYyC9OhCf2pXLUaUadO8mXoZ3ao6u4yuzYKsHplWm804PHm9/SeV7Ef/W2JCAAJ8fFs3rgegMZNmtm5mqy5JUyN8E/dPwCY9vlnnDieO56znRXXb3tpqtte8hwFqYgAsHXLRhIS4qlarTqeXg/au5wsuyVMywDVICkxkY9HvG+Xmm7ndr3R8+fPs3vndpycnWnQKMAepUkOKEhFBMhbw7r/dUuYNgecYNnShWxYt9ouNd3N9RAFWL4sHLPZTN16/ri5FbZjVXIvFKQikjZj9Po1ulx0/2h2ZAjTIsC1jt2IYe+QnJxsl5pu9t/e6M0WL14M6N2jeZWCVEQ4djSCE8ePUbSoB9X/V8ve5dyzDGFaHygGEYcPUrmnp91qgtsP6QIkJyezYnnaLzF620vepCAVkfSnGTVu0gwHBwc7V5Mz6feaOgJB1z5cAxUm3voqttxg145tXLp0ifIVKlLmobL2LkfugYJURNKDNK8O62bmcPdoqEjaf0nAyszfa2ptd+qNAqxZlTZbV73RvEtBKnKfi4uLZdvWjRgMBho3se/bXiztcPdoCAQcgD3ACfuE6Z2sunZtWo8FzLsUpCL3uU0b1pGclMT/atbGw6OYvcuxuMODosHv2hdLAJPtwvRuvdFdO7YScegA7u7u1KpdzyY1ieUpSEXuc2tXX5voksseUm9Je78+AYWBKNJ6pti+Z3pLiO7cxsvB7QHo1LlLrn4ko9yZglTkPmY2m/Pl9dH/KlTIjQmjvkr7YgUQn/ZHa4bpnW532b51E926tCM2JoaWrZ9hzNhPrVaHWJ+CVOQ+dnD/3/x7OooHPL2oUrWavcuxqtZt2lGnrh9cBdbc+NwWPdObe6NbNm/g5RfbExcXy9PPPMeEyV+pN5rHKUhF7mPp7x5t8kS+f1C6wWBgyIefpJ3nNuDMjWWWDtPb9UY3rl9Dj+AOxMdfpe1znRg78QscHR0temyxvfz9L0dE7uh+GNa9WZWq1ejY5SUwA7OAIzeWXX9JeE7dboLR2tUreKVbRxIS4unQKZjR46bk+Xt2JU22gtRkMrFy5UqmTZvGsWPHuHLlCidPnrRWbSJiRVcuX2bXjq04ODjQsFETe5djMwMGD6VWnXoQA4aZBlgGpNxYbo2h3lUrltKzRxeSEhPp/OLLfDR6Qr4fAbifZPlv8vTp0zRv3pzevXszYcIETp48ycGDB2nTpg379u2zZo0iYgUb1q8mNTWVWnXqU7iIu73LsZki7u7M/mkhffq/mxZmm4CvgXM31rnXMM2sN7psyULeeDWY5KQkgru9yvCRnypE85ks/22GhISQkJDA66+/jtlsBsDDw4OCBQsyduxYqxUoItax9tqwbpP7ZFj3Zo6OjrzZdxDfz1uMj28Z+Bf4EthB2rAvlumZLl74C2+93o3k5GRefuUNhgwfjcFgyPF+JXfJcpDu3r2b7t2706lTp/TPypcvT3BwMP/8849VihMR6zCZTKxdswLIm69Ns5Satery29J1PNPu+bTh3YXAD0Bc2vLshOl/e6MTJn9Nv949SElJ4bU3+vLukBEK0Xwqy0Hq4eFBVFRU+jfC9f//+eefFCpUyDrViYhV/P3nPs6fO0vJUt48/Ehle5djV4ULF+HTiV8wYfJXuBUuDAeAz4GItOX30jMdO+EL+vd5jdTUVHr3GciAwUMVovlYloPUz8+P2bNn061bNwwGAxMnTqRZs2YsW7aMxo0bW7NGEbGwNTcN6+oHfJqnnnmOheEbqF2nPsQCM4FwIOXuYZqxN/otg95+HZPJRN/+IfQdEKI2zueyHKSDBw+mVq1aHDx4ELPZzB9//MGpU6eoVasWgwYNsmaNImJh6feP3sfDupkp7ePLrJ9+p2//EDAAm0mfiHS7MM0Yol8C3TGbzQx4Zyi9+w60ftFid1m+E9jd3Z1Zs2axf/9+jhw5gqurK2XLlqVsWb0/TyQvuXjxAnt378DJ2Rk/f40m/ZejoyO9+w6kQaMAOrwUeGMiUhBUMHuA4T8vEE83BXgTgHfeH0GP13rbsGqxp2zNwd65cyf79+/nySefpGnTpixZsoStW7daqzYRsYL1a1diNpupW8+fQoXc7F1OrlWzVl12b4rk2ec63jIR6Xrv9EZvdALXQ3TI8NEK0ftMloN01apVdO3aNUNwbtiwgW7durFq1SqrFCcilnc/3/aSXYULF2HshM+ZOOVrcCHDRKQbQ71jgLcBGD7yU7q+/Jp9ihW7yXKQTpkyhQcffJD27dunf9anTx9Kly7N1KlTrVKciFhWamoq69asBBSk2dG6TTvWrtkLvtyYiPTB28CHwGDAwMgxn9EluLs9yxQ7yXKQHjlyhBdffJGaNWumf1avXj06d+7MkSNH7rCliOQWe/fs5NKlaHzLlOWhsuXtXU6e4l3alwPrzsPjpE1EYjww7NoX3/F8p2B7lid2lOUgLVq0KOvWrSM+Pj79s5iYGFauXImbm66ziOQF14d1H2/WQrdk3AMHBwcOz4iGlwHKAQ7ATA6faGPfwsSusjxrt2PHjkycOJH69etTqlQpTCYTUVFRaU/teE3XBETyAt32YhmHP4gmKSSJmCuXKV7iAXuXI3aW5SB99dVXiYmJYdasWRw9ejRtY0dHOnfuzJtvvmm1AkXEMs6e+Ze//tiLq2sB6tX3t3c5eZ6zs7NCVIBsBKnRaGTgwIH06dOHyMhIUlNT8fHx0eMBRfKI65OM/Bo2xsXV1c7ViOQfdwzS7du3U7ZsWUqUKMH27dtvWf7333+n/7lOnTqWr05ELGb1qmXA/f2QehFruGOQBgcH89FHH9GuXTtefPHF205OMBgMGUL1dsLDwwkNDSUxMREPDw+GDx9OxYoVuXDhAgMGDODkyZMsX748ff2kpCSGDx/Ojh07cHBwoGPHjgQHp82Mi4qK4r333iMqKoqCBQsyePBg6tevn51zF7lvJCcns2HdakDXR0Us7Y5BWrt2bUqUKAHkvMcZFRXFsGHDmDdvHt7e3oSFhRESEsLXX39Nly5dCAgI4OTJkxm2mT59OpcvX2bJkiVcvnyZdu3aUaNGDapVq8aQIUMICAjgpZdeYt++ffTq1YuVK1fiqiErkVvs3LGVuNgYKlSsRGkfX3uXI5Kv3DFIZ86cmemf7+lAjo6MGzcOb29vIO1tMpMmTcJgMBAaGsq5c+dueULS0qVL6du3L0ajEQ8PD4KCgli6dCkPPfQQW7duZfLkyQA89thjlCxZkq1btxIQEJCjOkXyo7Xpw7pP2LkSkfwny/eR1qhRg9mzZ9/zgTw9PfH3T5spmJKSwoIFC2jWrBnu7u6UK1cu022OHj2Kr++N3559fX05cuQIkZGReHh4ULBgwQzLrs8mFpGMrr82LaBpCztXIpL/ZHnWbqNGjdi6dSudO3fO0Y3cYWFhhIaG4uvre9dHCyYkJODi4pL+taurK/Hx8bd8DuDi4sLVq1dv2YfBYMDbM3c8MMLZ0SHX1JLfqG1vL9HNDggAACAASURBVDIykkMH91O4cGGefrIZzs7O2d6H2te61L7WY4m2NRrvnHlZDtLixYuzdOlSGjduTMWKFSlQoED6MoPBkD7Mejddu3YlODiYRYsW0bFjRxYvXnzb65oFChQgMTEx/ev4+HgKFix4y+eQFro391CvM5vNnDobm6XarM3b0y3X1JLfqG1v76effwWgQcMmnLuUBCRlex9qX+tS+1qPJdrWZDLfMUyzHKTff/99+p/PnTuXYVlWeqgRERGcOXOGBg0aYDAYaN26NSNGjODo0aNUrlw5023KlSvHkSNHeOihhwA4fPgwFSpUoEyZMkRHR3PlyhWKFCmSvqxdu3ZZPR2R+8aNYV3N1hWxhiwH6ahRo3I0pHvx4kUGDRrEvHnz8PLyYufOnSQnJ+Pj43PbbVq2bMmcOXMICAjgwoULhIeH8/XXX+Pm5oa/vz+zZ8+mV69ebN68mejoaOrWrXvP9YnkR4kJCWzeuA6AgCaaaCRiDVkO0tatW5OSkpLp8GlW1KlTh549e9KtWzdMJhPOzs5MmDCBbdu2MWbMGBISEjh//jxBQUF4eXkRFhZGcHAwR44cISgoCAcHB3r37k2lSpUAGD58OIMHD2b+/Pm4ubkxadKke7r2I5Kfbdu6ifj4q1SuWg2vB0vauxyRfOmuQRoXF8f777/P8uXLMZlM1K1bl1GjRlGqVKlsH+yFF17ghRdeuOXzpk2bZrq+k5MTI0eOzHTZgw8+SFhYWLZrELmfrL32kHo9zUjEeu56+0toaChLliwhNTUVo9HIli1bGDBggC1qE5Ecun59VC/xFrGeuwbp77//TvXq1dmyZQt79uwhODiY3bt3ExERYYv6ROQeHTsawbGjEbi7F6V6jdr2Lkck37prkJ4/f56nnnoKd3d3HB0defHFFzGbzZw9e9YW9YlINkUcPsjY0cPp0v4pABoFNMXRMcvTIUQkm+76r8tkMmW4z/P6/aOpqanWq0pEsuXK5css+n0+8+Z+z55dN97U9FDZ8vTuO8iOlYnkf1n6NTUxMZHY2LQbWq//PyEhIf3PAG5ueiqHiC2lpqayacNa5s+dw7Kli0hMTACgkFthnmz9DM916EzN2vVydNuaiNxdloL0o48+4qOPPkr/2mAw8Oabb2b4OiuvURORnDsScYj5c79nwbwfOfNvFJD2b7BBwwDatu9Ei6DWFCxYyM5Vitw/shSkZrM5R8tFJGdirlxm0e8LmDd3Drt33hi69S1TlnbtO/NMuw54l9br0UTs4a5Bun//flvUISL/kZqayuaN65g/dw7hSxbeGLot5EbL1s/Qrn0natf109CtiJ1pKp9ILmI2m7noW4z5QFjJUvx7Oip9mZ9/Y9q270Rgy6c0dCuSiyhIRewsJSWFHdu3sLXDUywATl5fcDoKH98ytG3fmWfbdaS0j4ZuRXIjBankeTfua76350DbQ2JiIps2rCF8yULW/DiL8zct8waeBdoDJdfvwmi86+3eImJHClLJ01JTU+nX+xUWL1zAq6/3YcDgobk2eGJjY1i7egXLly5k9arlxMXGpC97GGh77b/awNET0XaqUkSyS0Eqedroj4ayeOECAKaFfsbpUycZPW4qLi4udq4sTXT0RVYtX0r4kt/ZsH41STe9kL4GaT3PtkAVwABEnIjmqH1KFZF7pCCVPGvGd9P47utQnJyceH/IUMZ88gm//zqPs2fP8PlXsyji7m6Xuv49HcXy8EUsW7qQbVs2pj8FzAA0JC08nwXK3rRNhHqgInmWglTypOXhixkx7B0ARo2dRO9ePahRN4AewR3YunkDz7cN4psZP1HK+/Yvjre0q1fjGP3RUL6f9V36vdWOjo4EkhacbYAH/7ONAlQk78udF5NE7mDv7p30690Ds9lM3/4hPNuuIwBVqlbj59+WUaFiJQ4d3E/7NoH8/dcfNqlp355dtGnZhDkzv8XR0ZEWQa2ZCZxNSWEp8BoZQzTiRLRCVCSfUJBKnnI88hivdOtIQkI8zz3/Am/0yfhu3FLePvw4bwl16/tz5sxpOj3Xig3rVlutnpSUFKZ+9ikdng3k6JHDVHykMjuSkwlfupAXAI//rK8AFcl/FKSSZ0RHX6RH1w5cvHAe/0aPM+Lj8Zk+1ce9aFG+mzWP1k+3JS42hh5dOzDvpzkWryfy2FE6PfckEz4dSUpKCm8Dew/8w2OZrKsAFcm/FKSSJyQmJNCrexeORByiUuWqTPlyOk5OTrdd38XFhfGTv+LVXm+RkpLC4P5vMHniGIs8F9psNjP3h1k8HdSY3Tu34w2sAMYBrv9ZVwEqkv9pspHkeiaTiUFvv86O7VvwerAUX4X9SOHCRe66ndFoZFDIcEqWKs2IYe/w2biPiTp1kg9HjbtjCN/JhQvneX9wX5aHLwLgeSAUKPaf9RSeIvcP9Ugl1/v0kw9Z9PsCCrkV5uuwHyhZ0jtb27/40itMnTYTV9cCzP1hJq+93Im4uNi7b/gfa1cvp1Vzf5aHL6IIMAv4nowhqh6oyP1HQSq52pyZ3zIt9DMcHByY8sV0Klepdk/7aR74JDN//BWPYsVZt2Ylndu35tzZM1naNj7+KsPeG0D34A6cP3eWAGAf0IW0e0NBASpyP1OQSq61emU4H7w/EICPRk+kUUDTHO2vRs06zP1lGb5lyvLXH3t5rk1zDh86cMdt/ti7m+cqejN7xjc4AZ8AK4Ey15YrQEVEQSq50p/79tDn9e6YTCZ69xlI+44vWGS/D5Utx9xfl1H9f7U4dfIEzz8bxPatm25ZLzU1lR98PGjfuikHSHuE3zZgEOCAAlREblCQSq5z6uRxXunWkatX43im3fP06f+uRfdfvHgJZv30G82at+Ty5Ut07dKWxQt/SV9u8PGg20MleB9IAfoAO4D/XVuuABWRmylIJVe5fOkSLwd34NzZM9Rv0IhRYyZleq9oThUoUJDQr2bSJbg7SYmJvNWrG7/4eLDOx4PqwCagFLAMmAgUQL1QEcmcglRyjcTERF5/9UUiDh3g4YqVCJ02E2dnZ6sdz8HBgQ8+Gssn174eALwMxALPAX8AzVGAisid6T5SyRXMZjMhg95i6+YNPODpxddhP1r97S3lfdIe4DcI8AG6kvZAhSnAi8CRE9EoPkXkbhSkkitM/HQUv87/iYIFC/HV9B/xLu1rtWNdD9CbdSLtFWcFgMsnojlitaOLSH6jIBW7+/H7GUyd9CkODg5M+vxbHq1W3SrHySxAb5Z0IpokqxxZRPIzBanY1bo1Kxn67tsAfPDRWJo0bWHxY9wtQHX9U0RyQkEqdnNw/9+82asbqampvPZGXzq90M2i+1eAiogtKEjFLqKjL/Ja987ExcbQ6qln6T9oiMX2rQAVEVtSkIrNJScn82bPlzhxPJJHq/2P0eOmYDTm/E4sBaiI2IOCVGxu5PAQtmxaT4kHPPn8m1kUKFAwR/tTgIqIPSlIxaa+n/Uds8K+xsnZmdCvZmb7lWg3U4CKSG6gIBWb2bZlI8OHDAJg5OiJ1KxV9572owAVkdxEQSo2cfLEcd54rSspKSl0f7U3bdt3yvY+FKAikhspSMXq4uJi6dm9M9EXL9C4STMGhXyQre2zEqDenm5wNjYHVYqI3BsFqViVyWRiYN9e7P/nL8qWq8DEKd/g4OCQpW3VAxWRvEBBKlY1eeIYli1dSOEiRfjy2zlZehC9AlRE8hKbvkYtPDycNm3aEBQURKdOnTh48CAA06dPp2XLlgQGBvLee++RlJT2xNNz587Rq1cvAgMDefLJJ5k2bVr6vvbv30/Hjh0JDAykY8eO7N+/35anIlmwZNGvTJ7wCUajkc+mfku58g/fcf3yPh53DFG9zkxEciObBWlUVBTDhg0jNDSUpUuXEhQUREhICHv27GHGjBn8+OOPLFmyhAsXLjBr1iwARo8eTdmyZQkPD+enn35i3rx5bNq0CYB+/frRo0cPwsPDeemllxg4cKCtTkWy4O+//mBQv9cBGPzehzRu0uy26ypARSQvs1mQOjo6Mm7cOLy90+4b9PPz4+jRoyxdupQnn3ySIkWKYDQa6dSpE0uWLAHg4MGD+Pn5AeDm5sajjz7KwYMHOXDgADExMTzxxBMABAUFceHCBSIiImx1OnIHF86fo2f3zsTHX6Xtc514+ZXXM11PASoi+YHNgtTT0xN/f38AUlJSWLBgAc2aNePYsWP4+t5496SPjw9HjqS9DdLPz4+lS5eSkpLCmTNn2Lt3L/Xr1+fYsWOULl06w/5v3k7sJykpiTdeDSbq1En+V7MOIz4ej8FgyLCOAlRE8hObTzYKCwsjNDQUX19fpk6dysCBA3F2dk5f7urqSnx8PABvvvkmnTt3pn79+ly9epWXX36ZSpUqsX//flxcXDLs18XFhatXr95yPIPBkHZrRC7g7OiQa2qxBrPZzBuv92fH9i2U8vZm/vx5lCxZIn25q4vTHbdPSEwG4F6edZTf29be1L7Wpfa1Hku0rdFouONymwdp165dCQ4OZtGiRXTs2JEyZcqkTy4CiI+Pp2DBtGevvvvuuwQGBvLGG29w+fJlevToweLFiylYsCCJiYkZ9puQkEChQoVuOZ7ZbOZULrm/0NvTLdfUYg0zvpvGd99+i4uLK1O/nInJoTCnzsZmfRZuDtomv7etval9rUvtaz2WaFuTyXzHMLXZ0G5ERET6RCGDwUDr1q2Ji4vDYDBkGJI9fPgwFSpUAGDjxo20bt0ag8FA0aJF8ff3Z/v27ZQrV45jx45hMpmAtKHiY8eOUb58eVudjvzHxvVrGDk8BIDRn06mWvUaGsIVkfuCzYL04sWLDBo0iDNnzgCwc+dOkpOT6dWrV/ps3ZSUFObMmUOrVq0AKFu2LKtXrwbSepxbt27l4YcfpkKFCjzwwAMsXLgQgF9++YXSpUtTtmxZW52OXRw6uJ8f5oQRGxtj71IyOHb0CG9de0F3zzf60ffNVxSgInLfMJjNZrOtDjZr1izmzJmDyWTC2dmZ/v37ExAQwIwZM5g9ezZms5kGDRrw/vvv4+joyMGDBxkxYgRnz57FbDbTqFEj3n33XRwdHTlw4ABDhgzh0qVLFC9enI8++uiWHmnRokUxmczs/jvSVqd4RzkZYoiJuUJgk3qcPfsvHsWK8/qb/en8QjdcXF0tXGX263quTQsiDh3gKeAXbv/bmTXDU0Nj1qX2tS61r/VYom1rVCmD0Wjg0qVLmS63aZDaWn4K0pHD3+O7r0NxdS1AQkLaZKxS3qV5q987PNPueRwdbf+QqtTUVHp278zqlcuoCmwCimSyni16n/pBZF1qX+tS+1qPLYLUpk82knuz/58/mfHdlxiNRn6Yv4Qvv51DxUcqE3XqJO8M6E2rFg1ZtmQhtv6d6LuHSrB65TKKAb9ya4hqCFdE7gcK0lzOZDIx7L0BpKam0iW4O49Wq06z5i35PXw9n372BaV9fIk4dIDXX32R555uzuaN66xaj9ls5s99ewj18WA04ADMBW4eVFeAisj9REGayy34+Qd2bt9KiQc86TfgvfTPHRwceKbt8yxbs51hI8ZQ4gFP9u7ZyYsd29C1c1v+2LvbYjUkJyezeeM6hg8ZROP61Xim1eOMv7bsM6DptT8rQEXkfqS3v+Ril6KjGT1yKADvvP9hpm9OcXZ25sWXXqFt+06EffMF076YxMb1q9m4fjVBrdrQb0AI5StUzPaxr16NY/3aVSwPX8TqFeFcvnzj2oCXV0matWjJqzO/JQC9jUVE7m+abGRD2b3oPfTdt5kz6zvq1vdn9k+/3/Kovcxcio5m2ucTCft2GomJCRiNRtp16MKb/QZRqlTpO2574cJ5Vq8IZ3n4IjasW01iYkL6svIVKtI8sBXNA1tRrXoNjMbcNZihyRrWpfa1LrWv9WjWbg7l5SDdt2cX7Z5+AgcHB35buo6Kj1TO1rH+PR3FlM/GMPeHWaSmpuLs4sILwT3o2bsfxYoVT1/vxPFIVixbzLKlC9m5fUv6Qy4AqteoTYugVjzR4sl76tXakn4QWZfa17rUvtZjiyDV0G4ulJqaytCQ/pjNZrr16JXtEAV4sGQpPho9ke6v9mbip6NY9PsCvv1qKj9+PyP9bSwrwhfxz99/pm/j5OSEf6PHaR74JM2at8TrwZIWOycRkfxKQZoL/TB7On/+sYcHS5aid99BOdpX2XIV+Cz0W17p1YfxY0awbs1KJk/4JH15oUJuBDzenOaBT9KkaXMKF7n1OqyIiNyegjSXuXD+HOPGjADg/Q8+plAhy7wR4tFq1fl25s9s3byRmWFf4e5elBZBrajfoPEtb9IREZGsU5DmMp+MHMaVy5dpFNCMwJZPWXz/9fz8qefnb/H9iojcr3LX1Mv73I5tm5n/8/c4OTszbMQnWZqlKyIi9qUgzSWSk5MZGtIfgNde78tDZfVKOBGRvEBBmkvM+G4aBw/8g49vGXq+3tfe5YiISBYpSHOBf09HMWn8aACGfvgJrgUK2LkiERHJKgVpLvDxiPeJi4uleWArHm8WaO9yREQkGxSkdrZx/RoW/b4AV9cCvP/BKHuXIyIi2aQgtaPExEQ+eH8gAG/0GYB3aV87VyQiItmlILWjb6ZN4eiRw5SvUJHur/a2dzkiInIPFKR2cvLEcUInjQPgg4/G4uzsbOeKRETkXihI7WTEsHdISIin9dNt8fNvbO9yRETkHilI7WDl8iWsXL6EQm6FeXfIR/YuR0REckBBamPx8VcZMewdAPr2f1evKhMRyeMUpDb2xZQJnDxxnEqVq/LiS6/YuxwREckhBakNHTp4kGlfTAJg+MhPcXTUy3dERPI6BamNmM1m+vXtQ3JSEs916EKtOvXtXZKIiFiAgtRGliz6lZUrV+DuXpSBIR/YuxwREbEQBakNxMXFMnL4ewAMeGcoxYuXsHNFIiJiKQpSG4g4dJAz/0ZRu04dOnQKtnc5IiJiQZrtYgPVqtfg67AfadmiCfEpDvYuR0RELEg9UhswGAw0adqCYsWK2bsUERGxMAWpiIhIDihIRUREckBBKiIikgMKUhERkRxQkIqIiOSAglRERCQHFKQiIiI5oCAVERHJAQWpiIhIDihIRUREckBBKiIikgM2DdLw8HDatGlDUFAQnTp14uDBgwBMnz6dli1bEhgYyHvvvUdSUlL6NnPmzKFp06Y0atSIoUOHkpycDEBUVBTdunUjMDCQZ599li1bttjyVERERAAbBmlUVBTDhg0jNDSUpUuXEhQUREhICHv27GHGjBn8+OOPLFmyhAsXLjBr1iwAduzYwfTp0/n5559ZtWoVcXFx7Nq1C4AhQ4YQEBBAeHg4w4cPp3///iQkJNjqdERERAAbBqmjoyPjxo3D29sbAD8/P44ePcrSpUt58sknKVKkCEajkU6dOrFkyRIA5s+fz/PPP0+xYsVwcnJi3Lhx1KtXj5iYGLZu3UqHDh0AeOyxxyhZsiRbt2611emIiIgANgxST09P/P39AUhJSWHBggU0a9aMY8eO4evrm76ej48PR44cAWD//v1cvXqVzp07ExgYyPjx40lNTSUyMhIPDw8KFiyYvp2vry9Hjx611emIiIgAdnixd1hYGKGhofj6+jJ16lQGDhyIs7Nz+nJXV1fi4+MBiImJYefOnUybNo2kpCS6du2Kj48PZcuWxcXFJcN+XVxcuHr16i3HMxgMeHu6WfekssjZ0SHX1JLfqG2tS+1rXWpf67FE2xqNhjsut3mQdu3aleDgYBYtWkTHjh0pU6ZMhslF8fHx6T3NwoUL06pVK9zc0hqhbdu2bNiwgSpVqpCYmJhhvwkJCRl6qNeZzWZOnY214hllnbenW66pJb9R21qX2te61L7WY4m2NZnMdwxTmw3tRkREsGnTJiCtl9i6dWvi4uIwGAzpQ7kAhw8fpkKFCgCULl2a2NgbDWA0GnFwcKBMmTJER0dz5cqVTLcTERGxFZsF6cWLFxk0aBBnzpwBYOfOnSQnJ9OrV6/02bopKSnMmTOHVq1aAdCmTRt++uknYmJiSEhI4LfffsPPzw83Nzf8/f2ZPXs2AJs3byY6Opq6deva6nREREQAGw7t1qlTh549e9KtWzdMJhPOzs5MmDCBOnXq0L17dzp37ozZbKZBgwZ06tQJgGbNmhEREUHr1q1xdXWladOmtG3bFoDhw4czePBg5s+fj5ubG5MmTcpwrVVERMQWDGaz2WzvIqylaNGimExmdv8dae9SAF0HsSa1rXWpfa1L7Ws9lmjbGlXKYDQauHTpUqbL9YhAERGRHFCQioiI5ICCVEREJAcUpCIiIjmgIBUREckBBamIiEgOKEhFRERyQEEqIiKSAwpSERGRHFCQioiI5ICCVEREJAcUpCIiIjmgIBUREckBBamIiEgOKEhFRERyQEEqIiKSAwpSERGRHFCQioiI5ICCVEREJAcUpCIiIjmgIBUREckBBamIiEgOKEhFRERyQEEqIiKSAwpSERGRHFCQioiI5ICCVEREJAcUpCIiIjmgIBUREckBBamIiEgOGMxms9neRViLg4MDJpOJwoWL2LsUAIxGAyZTvm1uu1LbWpfa17rUvtZjibaNibmC0WgkNTU10+WOOdp7Lufs7ExSUhJGo8HepaTLTbXkN2pb61L7Wpfa13py2rZGoxFnZ+fbLs/XPVIRERFr0zVSERGRHFCQyn1Dgy+SV+l7N3dTkOYi+sdiXQaDrkFZS0REBCaTyd5l5Fv63s3d8vVko7zixIkT+Pj4YDAYMJvN+kdjYbNnzyY6Oprq1atTuXJlSpQoYe+S8pV+/fpRrFgxhgwZYu9S8p3p06dz8eJFateuTdWqVSlevLi9S5JMOHzwwQcf2LuI+9nw4cOZO3cu3t7elC5dWmFqYe+88w6HDh3CycmJtWvX4uLiQuXKldXGFjJkyBBiY2P55JNP7F1KvjN48GAiIiJwcXFh1apVODk5UbVqVX3v5kLqkdrZ2bNnKVmyJPPmzcNsNlO/fn2FqYUsW7aMEydOMHv2bAC+/fZbfv/9d5599lm1rQWMGjWKXbt2sWjRIgBWrlzJuXPnKFGiBA8//DBlypSxc4V516ZNmzh16hSzZs0C4JtvvmHWrFm0adPmjrdhiH3oGqkdRUdHk5iYSMOGDSlatChz585ly5YtAOlhKveuSJEiPPjgg1y8eBGAxx9/nLi4OEaOHMn06dOJiIiwc4V5V0xMDGazmYYNG3L+/Hlmz57NZ599xo4dO/j+++8ZPXo0//zzj73LzLOcnZ1xc3Pj/PnzAHTq1AlnZ2cuXryonwu5kIZ27ahAgQKUKVOGgIAAPDw8OH78ODt37qRIkSLp10xjYmJwcXGxd6l5UkpKCjNnzuTcuXMcOnSIIUOG0KJFCzw9PTl48CAnT56kVq1aGI1G9VCzycXFBW9vb3bv3s3atWv566+/mDx5Ms8++yxVq1blxIkTnD17lpo1awKaLJNVJpMJg8GAg4MDDg4OPProozg5OWEymViwYAHNmzenSJEiGAwG4uLi1DvNJTS0a2MTJkzgzJkzlCpVinr16lGvXj0AHn30UYxGI/Pnz+fnn3/mgQceIDIykr179/Lmm2/i5ORk58rzhuvtW7JkSVq2bMnUqVNZvHgx+/btw9/fn379+gEwf/58li1bph9E2bR582b8/PwAKF++PO3bt+eLL76gYsWKFCxYkNTUVCpUqEDp0qXZsWMHRqMGvbLqk08+4fTp05QoUYKnn36a9u3bA2m/EEZHR5OcnJweoosWLeLw4cO8/vrr+tmQC+i73IbeffddIiIi8PPzIzU1lZCQEH744Yf05VWqVKFt27aUKVOGfv36MXLkSJ5++mn9Q8mim9vXZDLRs2dP9u7dS69evWjWrBlFitx45rKjoyNms5m4uDg7Vpy3TJkyhW7dujFt2rT0z6pUqcKAAQN47rnnKFSoEA4ODkDasHrBggVJSkqyV7l5yrvvvsvJkycJCgrCaDTy9ddfc+bMGSDtmeGOjo44OztTpEgRfv31VyZNmkTr1q31syGXUI/URs6cOcP58+f56quvAEhKSqJy5coMHDgQk8lE586dgbQfTOHh4cTFxTFt2jQqVKhgz7LzjMzat1KlSgwaNIikpCRq1arFkCFD0ntNq1atYsKECRQqVMjOlecdJpOJrl27snDhQpKTk3njjTcA8PX1BSAyMpLly5cTHR3NqlWrmDhxonr8WXDq1CmioqIICwsDwNvbmxEjRhAfHw+kDYu7u7vj5eXFhx9+yPbt25k8eTLly5e3Z9lyE/VIbcTDw4OYmJj0GaTOzs4EBQUxfvx4QkNDWbFiBQC7du1i69atfP755wrRbMisfVu2bMm4ceMYP3488fHxfPnll8TGxpKQkMDkyZN55JFH7Fx13mEymYiMjKRWrVoMHDiQxYsXExoammGdS5cucfz4cUwmE1OmTFH7ZlGBAgVITExk27ZtmM1mqlWrRqFChYiMjAQgNTWVlJQU4uLi0n9BqVixop2rlptpspGNODg4EBMTw7FjxyhevDienp4AlCtXDqPRyN69e2ncuDEmk4nWrVvr1oFsulP7GgwG1q9fz4svvkijRo0ICAigWLFidq44bzEYDPj5+VGlShVKliyJt7c3M2bM4NKlS9StWxeAQoUKERQURMOGDdW+2WA0GqlYsSKVKlVKn1j4+++/U6VKlfSfD6mpqfzvf//jmWeeUU80F1KP1IaaNm3K6dOn+fXXX9m/fz+Q9gPqkUce4dSpU6SmpuLj44OXl5edK82bbte+lStXJioq6tor9fQtf6/c3NyAtN5+o0aN6NevH4sXL2b27NksW7aMnj17Ehsbq9szssnFxYXq1avj5uaGyWTCZDLh4OCQ/nNg3rx59OjRg9KlS1OuXDk7VyuZ0U8VK0lJScnwtclkSp9EFBkZydy5c1m8eDEAly9fxmw2k5iYAxUdsgAABSdJREFUaI9S86Tsti+g9s2G/7YvkOGXEGdnZxo3bsyIESMYO3Yso0ePZujQobi5uelWl7vIrG2vT9IyGAwYjUacnJwoXrw4ixcvZvr06QwZMkS3weVieh+pFZlMJpYvX05gYGD6A72NRiNHjhzhl19+YcuWLbi6unL27FkmTpxIpUqV7Fxx3qL2ta6b2/d2T9qaM2cOYWFhTJ06Vdf0s+FubRsSEsL+/ftJTk5m3Lhxuiaa25nFavbu3Wt+5JFHzPv27Uv/zGQymc1mszkxMdEcHR1t3rdvn/ns2bP2KjFPU/taV2bte7NTp06Ze/fubf7nn39sXFned7u2vf79O2/ePPNTTz1lPnz4sD3Kk2zSZCMLuv5Ukuu8vLwwm80cPHiQ2rVrZ3iCjoODA66urnh5eekWjCxS+1pXdtoX0oZ3H3/8cUqVKmWPcvOUrLbt9XWKFSvG008/jY+Pj71KlmzQNVILMhqNmM1mNm7cmP7ZY489xr59+4iNjcVgMOidjTmg9rWu7Lavi4tL+gQkubPstK3ZbMbLy0uTDvMQ9Ugt4ObfNn/9f3v3D5JOGMdx/COCFGKdXX8ck7CCoqZoKCRpCNuCoAjamqJouIKIGluCGgOXGoKWclAqAqeahIYkLohoLpcUIjo4vJ6GUPjxG/K83/MLuc9rCnQ43vHwpH3vuVQKOzs7uLu7Q09PDwYHB6HrOi4uLhCPxzmIUQP2lYt95amlLRvXHw4bOWRZFrxeL4QQeH19hWEY8Pv92N7eRqlUgqIomJqawtnZGWZmZhCJRH77kusK+8rFvvKwrXvwiEAHyvd7fX5+YmlpCW9vbwgEAhgaGsLu7i4eHx9xfHyMtbU1FAoFqKrKxWID+8rFvvKwrbvwq12HPB4PVlZW0NnZiY2NDSiKgnQ6jdvbW0xPT2NsbAzhcBiKoiAej0NV1d++5LrCvnKxrzxs6yK/MClc95LJZOXnfD4v5ufnxfPzsxDi+7YLXdfFwsKCODk5qbzPsqz/fp31in3lYl952NadOLVrUz6fx+XlJba2tgB8j7EHg0FkMhl8fHzA5/Ohq6sL4XC48hgkADyarkrsKxf7ysO27sXfoE3t7e3QNA2maVYWTDQaRTabRTabxfv7OxoaGtDS0oJisQjLsnj2qA3sKxf7ysO27sWp3RqUSiU8PT0hkUhAVVVsbm5if38fDw8P8Hg86O3tRTKZRCKR4JMaasC+crGvPGzrThw2qsLe3h5yuRyamppgGAaCwSBaW1vR3d2N6+tr3NzcQNM0dHR0wDRNmKYJTdO4UKrEvnKxrzxsSwA/kf7o5eUFsVgMALC4uIjz83NEo9HKpF2hUEAqlYKiKNA0DcD36Dv/71Ed9pWLfeVhWyrjJ9IfBAIBTExMIJ1OY3x8HOvr6/D5fMhkMri/v8fR0RH8fj9OT08hhMDw8DAAnk5SLfaVi33lYVsq44EMVYhEIjg4OMDc3By8Xi9mZ2cRi8UghMDV1RWKxSIMw8Dk5CQALhS72Fcu9pWHbQkA7yO1I5fLib6+PnF4ePjXa+XHH1Ht2Fcu9pWHbd2NX+3aEAqFMDIygtXVVTQ3N2NgYOCP1/nXpjPsKxf7ysO27saN1KZQKITR0VEsLy+jra0N/f39ALhQ/hX2lYt95WFb9+LUbo10XUdjYyPH2CVhX7nYVx62dR9upERERA7whiYiIiIHuJESERE5wI2UiIjIAW6kREREDnAjJSIicoAbKRERkQPcSImIiBzgRkpEROTAF858UCVyNcy+AAAAAElFTkSuQmCC\n", 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\n", 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tl = dict(tlines=[('2019-11-06','2019-11-13'),\n", + " ('2019-11-17','2019-11-21'),\n", + " ('2019-11-21','2019-11-26')],\n", + " colors=['r','g','b'])\n", + "mpf.plot(daily,type='candle',tlines=tl)\n", + "mpf.plot(daily,type='line',tlines=tl)\n", + "mpf.plot(daily,type='renko',tlines=tl)\n", + "mpf.plot(daily,type='pnf',tlines=tl,pnf_params=dict(box_size=3))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Now a year or two of daily data:" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(504, 6)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolume
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2015-01-02 206.380005 206.880005 204.179993 205.429993 193.286972 \n", + "2015-01-05 204.169998 204.369995 201.350006 201.720001 189.796265 \n", + "\n", + " Volume \n", + "Date \n", + "2015-01-02 121465900 \n", + "2015-01-05 169632600 " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolume
    Date
    2016-12-29224.479996224.889999223.839996224.350006220.07153347719500
    2016-12-30224.729996224.830002222.729996223.529999219.267166108998300
    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2016-12-29 224.479996 224.889999 223.839996 224.350006 220.071533 \n", + "2016-12-30 224.729996 224.830002 222.729996 223.529999 219.267166 \n", + "\n", + " Volume \n", + "Date \n", + "2016-12-29 47719500 \n", + "2016-12-30 108998300 " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('../data/yahoofinance-SPY-20080101-20180101.csv',index_col=0,parse_dates=True)\n", + "df = df.loc['2015-01-01':'2017-01-01',:]\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "tl = dict(tlines=[('2015-09-06','2015-12-13'),\n", + " ('2015-11-17','2016-07-21'),\n", + " ('2016-08-21','2016-11-26')],\n", + " colors=['r','g','b'])" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2015, 10, 22, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2015, 11, 2, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2015, 12, 17, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 1, 6, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 1, 12, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 2, 5, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 2, 24, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 3, 3, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 3, 29, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 6, 1, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 6, 24, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 7, 7, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 7, 13, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 11, 21, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2016, 12, 8, 0, 0, tzinfo=datetime.timezone.utc)],\n", + " 'renko_size': 5,\n", + " 'minx': -0.9523809523809523,\n", + " 'maxx': 20.952380952380953,\n", + " 'miny': 185.429993,\n", + " 'maxy': 225.429993}" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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    OpenCloseHighLowVolume
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    \n", + "
    " + ], + "text/plain": [ + " Open Close High Low Volume\n", + "Date \n", + "2019-11-08 15:58:00 3090.73 3091.04 3091.13 3090.58 0\n", + "2019-11-08 15:59:00 3091.16 3092.91 3092.91 3090.96 0" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../data/SP500_NOV2019_IDay.csv',index_col=0,parse_dates=True)\n", + "idf.shape\n", + "idf.head(2)\n", + "idf.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(idf)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "tl = dict(tlines=[('2019-11-05 10:30','2019-11-05 13:00'),\n", + " ('2019-11-07 10:00','2019-11-07 15:00'),\n", + " ('2019-11-08 09:35','2019-11-08 16:00')],\n", + " colors=['r','g','b'])" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1563" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(idf)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(idf,type='candle',tlines=tl,vlines='2019-11-07 9:30',hlines=dict(hlines=(3080,3087.5),colors='c'))" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'tlines': [('2019-11-05 10:30', '2019-11-05 13:00'),\n", + " ('2019-11-07 10:00', '2019-11-07 15:00'),\n", + " ('2019-11-08 09:35', '2019-11-08 16:00')],\n", + " 'colors': ['r', 'g', 'b']}" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tl\n", + "tl['linestyle'] = 'dotted'\n", + "tl['linewidths'] = 5\n", + "\n", + "kwargs = dict(tlines=tl,\n", + " vlines='2019-11-07 9:30',\n", + " hlines=dict(hlines=(3080,3087.5),colors='c',linestyle='-.',linewidths=[4,6,8])\n", + " )\n", + "mpf.plot(idf,type='candle',**kwargs, figscale=1.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2019-11-27 3145.49 3154.26 3143.41 3153.63 421853938\n", + "2019-11-29 3147.18 3150.30 3139.34 3140.98 286602291" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily = pd.read_csv('../data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n", + "daily.index.name = 'Date'\n", + "daily.shape\n", + "daily.head(2)\n", + "daily.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.4a0'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## vline TESTS:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "vconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n", + "vlines= 2019-11-14\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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pj2YtLCykoKCA5OTkXn+Le1tbG7m5uaSnp3Prrbeyc+dOwsLCui0TFhbGmTNneqxrWRafHfviL5fE+Khu0yYxOTv4Pr+v35tOj9mPcDD12DH5uL+c7B6PdcHi7tWzRyzLuuA/Ho+n14Gys7MpLS0lOzubrKysi16HPn36NHPmzCE2Npa8vDzg7CWa1tbWbsu1tLRoDLmIXPUueqZdWVl5RX5QdXU1tbW13H333dhsNjIzM3n66aepqanhhhtuOOc6HR0dzJ07l+uvv55FixZ55w8aNIj6+npOnTrFNddcA8D+/fu59957r0hWEZFg1es7Ir+qkydPsmDBAoqKikhISGDXrl20t7eTlJR03nVef/11+vTp062w4ez189GjR7N27Voefvhhtm/fTn19PaNGjfL1bshXEBEW6pPtDlq4EYChSTE+2X6XUEeIT7cv0ht+K+2RI0cyZ84ccnJy8Hg8OJ1Oli9fTnl5OcuWLaOlpYUTJ07gcrlISEigsLCQ3/zmNzQ3N+Nyubzbcblc/OQnPyEvL4+FCxeyfv16oqKiWLFiBU6n01+7I5epvePSRh31xtAnN/ts211CHSHs/7TeZ9v3NZOvC0t3fittgJkzZzJz5swe88813A/O3oxzPtdddx2FhYVXLJuIiAl6/SUIIiISeCptERGDqLRFRAyi0hYRMYhKW0TEICptERGDqLRFRAyi0hYRMYhKW0TEICptERGDqLRFRAyi0hYRMYhKW0TEICptERGDqLRFRAyi0hYRMYhKW0TEICptERGDqLRFRAyi0hYRMYhKW0TEICptERGDqLRFRAyi0hYRMYhKW0TEICptERGDqLRFRAyi0hYRMYhKW0TEICptERGDqLRFRAyi0hYRMYhKW0TEICptERGDqLRFRAyi0hYRMYjDnz+spKSEgoICWltbiYmJIS8vj9TUVOrq6pg/fz6HDx9my5Yt3uXb2trIy8tj586dhISEkJWVxaxZswBwu908+eSTuN1uIiMjWbhwIXfddZc/d8fvIsJCAx3hKwt1hFzxbQ5auNFn2xYJNn4rbbfbzZIlSygqKiIxMZHCwkIWLVrEv/3bvzFjxgzGjRvH4cOHu62zevVqPv/8czZv3sznn3/Ovffey6233srNN9/M4sWLGTduHA8++CAVFRU8/PDDvPfee4SHh/trlwKivaMz0BEuW6gjhP2f1l/x7U5Y+SGAT7bdJTE+is+ONfls+yK95bfLIw6Hg/z8fBITEwFIS0ujpqYGm81GQUEB6enpPdYpLi7m/vvvx263ExMTg8vlori4mMbGRsrKyrj//vsBGDFiBAMGDKCsrMxfuyMiEhB+O9OOj48nPj4egI6ODjZs2MCECROIjo4mOjqa48eP91inpqaG5ORk73RycjJ/+MMfOHToEDExMURGRnZ7raamhnHjxnXbhs1mIzE+yjvtdIR0mzZNiN0W6AhfiS/fe19u2/TjxuT8X7fs9ov8P+7Xa9oAhYWFFBQUkJyczKpVqy64bEtLC2FhYd7p8PBwmpube8wHCAsL48yZMz22YVlWt19rTf81t9NjBTrCV+LL996X2zb9uDE5/9ctu8djXbC4/T56JDs7m9LSUrKzs8nKyqKlpeW8y0ZERNDa2uqdbm5uJjIyssd8OFvwf33mLSJyNfJbaVdXV/PRRx8BZy9ZZGZmcvr0aWpqas67zuDBgzlw4IB3ev/+/QwdOpRBgwZRX1/PqVOnerwmInI181tpnzx5kgULFlBbWwvArl27aG9vJykp6bzrTJo0iXXr1tHZ2cmxY8coKSlh8uTJREVFMXr0aNauXQvA9u3bqa+vZ9SoUX7ZFxGRQPHbNe2RI0cyZ84ccnJy8Hg8OJ1Oli9fTnl5OcuWLaOlpYUTJ07gcrlISEigsLCQWbNmceDAAVwuFyEhIcydO5fhw4cDkJeXx8KFC1m/fj1RUVGsWLECp9Ppr90REQkIv34QOXPmTGbOnNlj/rmG+wGEhobyi1/84pyvXXfddRQWFl7RfCIiwU63sYuIGESlLSJiEJW2iIhBVNoiIgZRaYuIGESlLSJiEJW2iIhBVNoiIgZRaYuIGESlLSJiEJW2iIhBVNoiIgZRaYuIGESlLSJiEJW2iIhBVNoiIgZRaYuIGESlLSJiEJW2iIhBVNoiIgZRaYuIGESlLSJiEJW2iIhBVNoiIgZRaYuIGESlLSJiEJW2iIhBVNoiIgZRaYuIGESlLSJiEEegA8ilCXWEBDpC0Hlv7uhARxDxG5W2QZpb2/nsWFOgY1y2xPgoo/OLBANdHhERMYhKW0TEICptERGDqLRFRAzi19IuKSlhypQpuFwupk2bRlVVFQCrV69m0qRJZGRk8OSTT9LW1gbA8ePHefjhh8nIyGDy5Mm88sor3m1VVlaSlZVFRkYGWVlZVFZW+nNXREQCwm+l7Xa7WbJkCQUFBRQXF+NyuVi0aBF79uzhtdde4z//8z/ZvHkzdXV1rFmzBoBnn32WlJQUSkpKePPNNykqKuKjjz4CYN68ecyePZuSkhIefPBBHnvsMX/tiohIwPittB0OB/n5+SQmJgKQlpZGTU0NxcXFTJ48mWuuuQa73c60adPYvHkzAFVVVaSlpQEQFRXFt771Laqqqvj4449pbGzk29/+NgAul4u6ujqqq6v9tTsiIgHht3Ha8fHxxMfHA9DR0cGGDRuYMGECBw8eJD093btcUlISBw4cAM4We3FxMWlpadTV1fHHP/6Rf/iHf+DgwYMMHDiw2/a71hsyZIh3XmNjIx6Ph9u/9U3f76CIyBXQ2HgKu/3859N+/yCysLCQ0aNHs3PnTubPn09zczNOp9P7enh4OM3NzQD8+Mc/pqKigrvuuovx48fjcrkYPnw4zc3NhIWFddtuWFgYZ86c6TbP6XRecOdFRIKN3W7v1olf5vc7IrOzs5k1axa///3vycrKYtCgQd4PHgGam5uJjIwE4IknniAjI4Mf/ehHfP7558yePZtNmzYRGRlJa2trt+22tLTQp0+fbvO6yl9E5Grht9PQ6upq74eINpuNzMxMTp8+jc1m814OAdi/fz9Dhw4F4MMPPyQzMxObzUa/fv0YPXo0O3bsYPDgwRw8eBCPxwOcvdxy8ODBbpdGRESuRn4r7ZMnT7JgwQJqa2sB2LVrF+3t7Tz88MPeUSMdHR2sW7eO73znOwCkpKTw/vvvA2fPpMvKyrj++usZOnQo1157LRs3bgTgd7/7HQMHDiQlJcVfuxO0LMsKdITLZnJ2MD+/yb5O773N8uPerlmzhnXr1uHxeHA6neTm5jJu3Dhee+011q5di2VZ3H333fzsZz/D4XBQVVXF008/zbFjx7AsizFjxvDEE0/gcDj4+OOPWbx4MQ0NDcTFxbF06VKdaV8FLMvCZrMFOsZlMzF/dXU1KSkp+vzHEH4tbfGdF154wTsMcuTIkdjtdmPKY8WKFTidTubMmQOYV3wm5583bx6xsbEsXrw40FEui8nH/eXSo1mvAvPmzaOuro5JkyYxcOBAQkLMeeZ2W1sbJSUl3swPPfQQNpvNmOIzOf/ixYtpa2sztrBNPu6/ipCnnnrqqUCHkMtXW1vLpk2bWL16NTfffDMVFRX813/9F0eOHCE0NJR+/foFOuJ5eTweHA4Hx48fp3///ng8Hnbv3s3tt99uxK/qJud/5plnKC8vZ+3atQC89957lJeXc/ToUUJCQoL6uAGzj/uvSqV9FXjjjTdISkpi27ZtvPTSSzgcDnbt2sX27dsZPHgw1157baAjnlPXmejhw4eprKxkzJgx7Nmzh6NHj2K322loaKB///4BTnl+puZvaGigvLyc5ORkbrjhBjZs2MC///u/09rayo4dO9i+fTtDhgwJ2uOmy7p160hOTjbuuP+qVNqGczqdfPrppxw5coTa2lry8vKYMmUKw4YNw+12c/jwYW6//XZsNltQ/bru8Xi8eTweDwcOHGD27NnEx8fz1ltv8dJLLzF+/HiSkpKC8lKDqfk7OzuJjIxk2LBhlJeX8/7777Nv3z5+/etfM3XqVG666SY+/fRTjh07xm233QYQNNnh7Hvd0dFBREQEhw8fNu64vxKC+3c4Oafly5fz+OOPs2LFCvbs2UNWVhZbt25l69at1NTUADBs2DCGDBnCvn37cDgcQXPgbt++HTh711fXOPvU1FRqampoa2ujoaGBiooKRowYwZ/+9Kdu5RgMTM7/3HPPkZuby9KlSzl58iSzZ8+mtbWV1NRUIiMj6ezsZOjQoQwcOJA///nPQfehXlf+5557jr179zJ16lS2bt3Kf//3fwf9cX8lqbQN88QTT1BdXU1aWhqdnZ389Kc/pbKyklWrVuF0Otm+fTsVFRXA2UcCOJ3OoLkzdOXKleTk5HgfsWu322lvb8fhcDB48GBeeukl8vLyWLx4MQ899BC1tbU0NDQEOPUXTM7/xBNPcPjwYVwuF3a7nRdffJG4uDh++tOfct9999GnTx/vB3nXXHMNkZGR3e5UDrSu/BkZGdjtdl5++WW++c1vsmjRIkJDQykrKwva4/5K0+gRg9TW1nLixAn+9V//FTg7cmH48OH85Cc/Yfny5bz88ss899xzbNu2jWuvvZZ9+/bxyiuvEBEREeDkZ3k8HrKzs9m4cSPt7e386Ec/IjQ0FIAbbriBZ555hmXLlpGRkUFLSws33XQTUVFRAU79BVPzf/bZZ7jdbgoLCwFITEzkn//5nzly5Ij3hrRDhw6xZcsW6uvr2bp1K88///wFn3/hT+fLf+jQIe666y6eeuopXnvtNbZt20ZcXFzQHfdXmkrbIDExMTQ2NrJ27VpmzJiB0+lk0qRJ2O12lixZwooVK1i+fDmHDh3i+PHjDB48mAEDBgQ6NnC28A4dOkRGRgZ/8zd/w7PPPovNZuORRx4BYOLEiYwaNYqUlBTa29sJDw8PcOLuTM4fERFBa2sr5eXljBw5kptvvpmoqCg++eQTb2k3NDTwySef0KdPH1auXBlUN6pdLP+dd95JSkoKDQ0N1NbWMnTo0KA57n1BH0QaJCQkhMbGRg4ePEhcXJz3UbdDhgzBbrdTWlrK2LFjSUhIIDk5mb59+wY48RdsNhtpaWnceOONDBgwgMTERF577TUaGhoYNWqU93/MqKiooLuWCmbnt9vtpKamMnz4cO/TMd99911uvPFGUlJSsNls9O3b1/sXUmxsbIATd3e+/DfddJM3f1NTE4MGDWLQoEFBddz7gq5pGyY9PZ0jR47w9ttve79izWazMXz4cNxud1CVxZd1XSpwOp2MGTOGefPmsWnTJtasWcOWLVvIzc2lqakpwCnPz9T8YWFh3HLLLURFReHxePB4PISEhJCQkIDNZqOoqIg5c+bQ1NQUlM/wuFB+u93O+vXrmT9/ftDmv9J0eSSIdXR04HB88Z/I4/EwaNAg5s2bxy9/+Ut++9vfcvvttzN58mQ+//xzLMuitbU1KK5Ffjk70O2GE6fTydixY4mNjeXv//7viY2N5cUXXwyKa8Bgdv5zZe/6kLFrCFxoaChxcXHeG1Ty8/ODIjtcev5XX301qPL7ms60g5jD4cDj8VBSUuKd5/F4SE1N5fHHH6dPnz6sXr2aWbNm8cILL7BgwYKg+dXwy9nPdQbkdDqprKwkISGBV155hWHDhvk75nmZnP9C2bt+E4uOjmbu3Lm8+OKL5Ofnk5qaGpCs52J6fp+zJKj98Y9/tIYNG2ZVVFR453k8HsuyLKu1tdWqr6+3KioqrGPHjgUq4nmdK/tf++yzz6y5c+daf/nLX/ycrHdMzn++7F3HTlFRkfXd737X2r9/fyDiXZTp+X1JH0QGmS/fjJGQkIBlWVRVVXHHHXd0+5ArJCSE8PBwEhISenxrTyBcSnY4e6Y6fvx4vvGNbwQibg8m5+9t9q5lYmNj+d73vkdSUlKgIndjen5/0uWRIGO327Esiw8//NA7b8SIEVRUVNDU1ITNZvPeiRdsLjV7WFhYUF2HNDn/pWS3LIuEhAQSEhICFbcH0/P7k860g8Rfn2m8/fbbLFu2jIqKCoYNG8Ytt9zC3r172bRpE5MmTQq6ESImZwez819O9mDaB9PzB4K+BCEIdHZ2EhISgmVZ1NMOJJsAAANHSURBVNXV0dzcTJ8+ffjFL35BR0cH/fr1Y+rUqWzcuJEf/OAHXH/99YGO7GVydjA7v8nZwfz8gaIhfwHWNebU4/Ewd+5cTp06Rd++fRk5ciT5+flUVVWxbt06HnvsMU6ePElcXFzQHLwmZwez85ucHczPH0i6PBIEbDYbjz76qPcBOP369eOdd95h9+7d3Hffffzt3/4tKSkp9OvXj0mTJhEXFxfoyF4mZwez85ucHczPHzB+Hq0i/6+oqMj756NHj1oPPPCA5Xa7Lcs6O5Rv79691uzZs63f/va33uU6Ozv9nvNcTM5uWWbnNzm7ZZmfPxho9EgAHD16lOLiYu938yUkJBATE8OWLVs4c+YMTqeTIUOGkJKSQm1trXe9YPgKK5Ozg9n5Tc4O5ucPFno3AiA+Pp7c3NxuX6o6duxYSktLKS0tpampifDwcGJjY6mvr6ezszNonqlgcnYwO7/J2cH8/MFCo0cCpKOjg/379/Pyyy8TFxfHz372MwoKCqisrPQ+AKqoqIiXX345qB6TCWZnB7Pzm5wdzM8fDPRBpJ/86le/Ys+ePVxzzTU0NzcTExND//79SU1N5YMPPmDHjh3k5uaSkJBAW1sbbW1t5ObmBsWBa3J2MDu/ydnB/PzBSGfafnDkyBHGjx8PwCOPPMLvf/97xo4d6/1U/OTJk7z99tv069eP3Nxc4OyQqGC4lmdydjA7v8nZwfz8wUpn2n7Q9YD5d955hwkTJvD444/jdDrZsmULf/7zn3n99dfp06cPb731FpZlceeddwLBceeXydnB7PwmZwfz8wcr3VzjJ9dffz3/8R//wfTp0wkJCSErK4vx48djWRZ/+MMfqK+vp7m5mcmTJwPBdeCanB3Mzm9ydjA/f1Dy8xDDr709e/ZYN910k/Xqq6/2eK3rsZPByuTslmV2fpOzW5b5+YOJSjsAug7gNWvWdJtvwsFrcnbLMju/ydkty/z8wUKlHSBdD3n/zW9+E+gol8zk7JZldn6Ts1uW+fmDgUaPBNDevXuJiIgwcniTydnB7PwmZwfz8weaSltExCAaECkiYhCVtoiIQVTaIiIGUWmLiBhEpS0iYhCVtoiIQVTaIiIGUWmLiBjk/wBUWrmDV6gO2gAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='ohlc',vlines='2019-11-14',figscale=0.75)\n", + "mpf.plot(daily,type='candle',vlines='2019-11-14',figscale=0.75)\n", + "mpf.plot(daily,type='line',vlines='2019-11-14',figscale=0.75)\n", + "mpf.plot(daily,type='renko',vlines='2019-11-14',figscale=0.75)\n", + "cv={}\n", + "mpf.plot(daily,type='pnf',vlines='2019-11-14',pointnfig_params=dict(box_size=5),\n", + " figscale=0.75,return_calculated_values=cv)\n", + "\n", + "mpf.plot(daily,type='ohlc',vlines=['2019-11-14','2019-11-06'],figscale=0.75)\n", + "mpf.plot(daily,type='candle',vlines=['2019-11-14','2019-11-06'],figscale=0.75)\n", + "mpf.plot(daily,type='line',vlines=['2019-11-14','2019-11-06'],figscale=0.75)\n", + "mpf.plot(daily,type='renko',vlines=['2019-11-14','2019-11-06'],figscale=0.75)\n", + "cv={}\n", + "mpf.plot(daily,type='pnf',vlines=['2019-11-14','2019-11-06'],pointnfig_params=dict(box_size=5),\n", + " figscale=0.75,return_calculated_values=cv)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'pnf_bricks': [3091.9099999999994, 3114.41, 3129.41, 3146.91],\n", + " 'pnf_dates': [datetime.datetime(2019, 11, 1, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 19, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 22, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 27, 0, 0, tzinfo=datetime.timezone.utc)],\n", + " 'pnf_size': 5,\n", + " 'minx': -0.75,\n", + " 'maxx': 3.75,\n", + " 'miny': 3091.9099999999994,\n", + " 'maxy': 3151.91}" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cv" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Now a year or two of daily data:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(504, 6)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolume
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2015-01-02 206.380005 206.880005 204.179993 205.429993 193.286972 \n", + "2015-01-05 204.169998 204.369995 201.350006 201.720001 189.796265 \n", + "\n", + " Volume \n", + "Date \n", + "2015-01-02 121465900 \n", + "2015-01-05 169632600 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolume
    Date
    2016-12-29224.479996224.889999223.839996224.350006220.07153347719500
    2016-12-30224.729996224.830002222.729996223.529999219.267166108998300
    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2016-12-29 224.479996 224.889999 223.839996 224.350006 220.071533 \n", + "2016-12-30 224.729996 224.830002 222.729996 223.529999 219.267166 \n", + "\n", + " Volume \n", + "Date \n", + "2016-12-29 47719500 \n", + "2016-12-30 108998300 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('../data/yahoofinance-SPY-20080101-20180101.csv',index_col=0,parse_dates=True)\n", + "df = df.loc['2015-01-01':'2017-01-01',:]\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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c7B2Ii3vTJ+NevcLB0TEXluYPwjEXEBQdztVN94u1vEbXl0IJl5LY2tlx8fx/AERGRnI56IJaHtUHTjVdUCiodhdEcjrwyKqP1WvYiMN/HgQy3okcDjhEvfqNcmlp3iOmMgoAqh0t7P5D5cu//KxbM1jM6Yu3sLCwYNyET5k3dwa9+/pw8ngAXbr3Zk8WZQsCBdXugkpWfSwnZVUZPHQ0QwZ0Ry6H58+fIJfJaPX/2BnmjBgxFyBU9Za6iImJJjo6f3di+PCjNny54Hvu3rnNoCFDGD1ucqZ5M7M7KjJCa0t5cyIzu8OfPyM+Pi6frXk7SU9P58njh6SkpGSZT/NeubqVYt3mXaTL0qlUuRrL12xSeydirogRcwFE1whu88a1bPVbB0CvPgMZPnq8Vv68CHYfHf2CNSuX8vTxI27dvExxV/dM82raLZfLWbb4a/z/+A2A0eMm061n31zbZGw07U5NTeWrudM5d/YMEomE6bO+oFUbL7W8qm1rDjti5DV52ceiIiOYPmUsEeHPcXS0Z97Xy6hSVfevGF3PRunSZZkweUau7chPDBoxy2QyAgMDWbt2Lffv3+fVq1c8fvw4r2wT/J/sflJfvXyJ/Xt2sH337+zcH0CA/yEunDujM29OH5jMVmMtX7qImjVrc+jwP0yfMZN5c6brbXfgUX8uB11g76FjbNq2l3U/L+d+2D2D7MpLMrN7z86tvHr5koN/nuCnletZ9PWXyl8qmp/5bZwGMXYfW7bkaxo0bMyhw/8wfsJE5n8xE5lMplZHYWtnvR3zs2fPaNu2Lb6+vixdupTHjx8THBxM586duXr1al7aKFBBl455355f6e8zDJeSrhQrVhyfwSPYv3en8rxmzFlD0PVwKY7Fxb3i5IlAho8ej1QqpVOnztja2eu8jq6Hdf+eHQwdMQ5Hx6KUKVuObj37cWDfLoNtNDaao13NY/v2/Mpo38lY29hQpVoNPmzZhoD/j/pVeZvkdnnVx2JjYjj332mGjhyLRCKhR4+eyOVyrl0J0ipTmDZy0Nsxf/bZZyQlJTF27FilPKpYsWLY2dnx/fff55mBggxOX7yVqY45MiKcCh4VlWmPipWICH+mM29UVITBHVdRt2bZF1FRlHBxwcEhQ34kkUjwqOiZaVlNIiKe41HxTVCqCh4ViQh/bpBteUVWdkdGhOPh8cZuj4qeanYXBseQG4zZxyIjw3F1K4WtbUZUSUUf02zvwraRg96OOSgoiGHDhtG375s5QE9PT3x8fLilI3iNwPhkJieytLQkLT1dmU5NTcHKqohB18gK1Z+Jqv+3srIkPS1dLW9qqvbLmczttiIt7c3+a2lpaVhZWRlsX35jaWlFqordqWmpmbb320hu+5gqVlZWpGns0ZeakopVEfV+YiqNf16ht2MuVqwYT58+RSLJCO6s+Hv9+nXs7XX/fBUYj6x0zB6elbl47j9l+uKFs3h4VtIqmxtNrouLq1bndynpRsLrBB49zIhTkpKSwlWNn5iadatS0bMyF8+fVaYvnPuPip6VDbYtL1AsMNFlt4dnJS5deGP3xXP/Gb29CxrG7GOqZd1KlSYmJpqnTzPeZSUlJXHj+hUqeGTe3oUBvR1zkyZN2LZtG0OGDEEikbBs2TJat27NkSNH1LaMEuQtYfcfah3r238wvx/cy7Ejf3Li+BH27f6VfgOGaOXTNXeaHarzdpovWqytrek3YAgLvpzFrZvXmDP7M6pWraFVVrVu1WODhozEb8MaTv/7N7//tpf/Tp+kW48+etmVl2Rn99DhY/nph0VcuniOrX7rePr0MW3bfaJ1nbdxSiM3EeJ09TFbWzt69hnIwnmzuX3rOp/Nmkmdeg2UU3fZ3auCit6OecaMGTRo0IDg4OCMyfdr13jy5AkNGjRg+vTp2V9AkGM0X2podn63UqVZtGQlO3/dzLbN61m4aBll31GXrWWngc4p/QYO5b33m/LV5zOQy+XM+fIbrTyZ1V2lWg1mzpnP2tU/4f/nQX74aS2ORZ2Mal9uyKytmjRrwbBRvvzw3QKCLp1n6fJ1yimY7O5VYUbzMxvLQQ4aOoraderx5exPsba2ZsbsrzKtu7Cgt47ZycmJrVu3cvv2bUJDQ7GxscHDwwMPD4+8tE+gJ6mpKaSmpCKTpZOamqZ2Lrtg4hHhz/nhuwXcvXuHTl16MHDwCKRSqV5l5XI5qakppKSkkJKcrJQx6cqr61haWiopKclYpViRmpamld9cyfjMyaSkpJBmoN03rl9l2ZKvSUtJxGfoWD5q3U55Ljd64LzUEueWZ8+e8MN3CwgLvUfX7r3pN3Cocjo0uz4GGfPKqampJCcnI5cV6EjFemGQjvnixYvcvn2bDh060KpVK/z9/Tl79mz2BQW5Ijtt7NOnj5k9czJDho9h1NhJfDlnmnLeNzvkcjmfTZ+AewUPvvn+J04cP8oBFalddmzeuJbrVy+z6IeVFHVyYv6XM/Uue/PGNZYsms+UT2fTo1d/Pp00mpeZxKc1BZmN+P49+Rdb/dYxd94iPmjxEVMnjlKuSMvuXr2MjWX65DF079mPL76cxw/fLeDWzWsG1W+uaH5mRVvIZDJmTvWlarWaLPx2KYf9D/Hnof16X3f92hXcDb7Fd0tXYWVlxdfz52Rad2FBb8d8/PhxBg0apOaI//33X4YMGcLx48fzxDiBNh4VtFfW7dzmR+euPfnwozY0a96SHr0HsH3Ler2ud/7saZKTkxk9bjJVqlZn5ux5bNqwBn32T0hOTmbXji18NncBlSpXZe4XXxIaclfvz7Jl0y8MHjaGho2a0K59R1q0bM3e3dv1Lp9XZKdj3rR+NRMmz+Td2nXp3deH8hU8OBrwu9Z1dGl69+7eTvMPW+HVoRPNmn3A4GFj2LzxF626dc2d6mu36kKN/B4t6wxa/+/fWFhYMGzkOKpWr8n0WV+ycf0ava73+nUC+/fs4LO5C/GsVIWv5i/gxvUrhIWGZFw7m3tVUNHbMa9YsYJSpUrRs2dP5bGJEyfyzjvvsHLlyjwxTvAGRWeLCA9XSwOEhd6jXoM3EbPq1W/I/bBQ9CEs7B516zVUTl1UrV6T+Lg4EhKy340hMiIcB3sH5Xy2lZUV79auo98HAu6HhlCvwXvKdN3675nNyr+stLH3w0KpW7+hMl1Xo72z+ml+P0zjXjXQ/ZlzGqDfVJpehZ267FZ8ZsXURc1adYgIf0ZycnK21w1//oxixYrjVqo0kPHCuWbN2mptpll3YUBvxxwaGsrAgQOpX7++8tj7779Pv3791HayFuQdmXW89PQ0LFUCs1haWpGWrt+8Z1pqKpYa2mFLS219ss6yaWlYWKoHhLG01F+HnJaeppbf0tKS9PTs6zU1aWmpWFq+eT1jaWGppmvOivT0dLUgOhYWlmpablVy62hMNXLUtDstLU3tM0skEiwsLEjXo4+mpaVp908rS9I0+mdhcspggGN2dnbm5MmTJCYmKo/FxcURGBiIg4NDnhgneINq4HZN3EqVJvT/P+0A7t0Lxs2tlF7XdStVmtCQYGU6Ivw56enpOBYtmm1Zl5IliX7xQhmIXC6XE3pP/6kMt1JlCL33pu7Qe3dx1dPuvCYrHbOrWynuqUzZhN4LUWvvrOY7Xd1KqbVRWOhd3EqV0cqnS9NrqN2mmnfVpUUOU+mfTx4/xMqqiHI1X1aULOlGRPhz5S+4jD6m3d6Z3auCit6OuU+fPpw6dYrGjRvTvn172rVrR9OmTblw4QLdu3fPSxsFKiQkZvz8U+343Xr0ZavfOsKfPyMqMoKtm9bRrWc/va7X/MPW3L8fyr8n/yI1NZUVy76jW4++yqmNrHBwcKRlq49Zs3Ip6enp7Nmz2yCFQveefVm/diUvY2N5+OA++/fsoGt389cx9+g9gDUrl5KY+Jrr167wz8njtP+ki9Z1FFskqZbt2r0P+/fs4OGD+8TGxrJ+7Up69Hpzr3IzT6rLEeeXc1bUo2tbqI9afcztm9c5e+YUKSkprPhxMT1691dObWSFc7FiNG7anF/WLEcmk7F921asrKyoVaeeVt7CpGPWWy43cuRI4uLi2Lp1K2FhYRmFLS3p168f48ePz6a0IDdk97C+W7suffsPZkDvTsjlcnyGjKR+A/12abC2tuarhUuYO3sqia9fU6tOPYaMGKO3bb4TP2X2jIm0b92EkiVL8MWCHxhzNFqvsi1bfczN69fo3qkNUqmU8ZOm416+gt515zWZtXe3Hn0Jvn2Tju1aYGVlxey5C3EuVgzQrWNWdRTu5SswdvxUhg/qhVQCHbv04sOP2mZavyFB4zXtNpWD0rTbxtaWLxd8z5efTyc5KYn6DRoxaMgova83ceosZk0bj1erxri5leTLhUuVTr0wvfBTRW/HLJVK+fTTT5k4cSIPHjwgPT2dcuXKFbrl2PHxcfy6dSPytEQ6dO7LO+XeqCA0HxBTaUw1H3aAvgOG4N0545eLo2P20xCq1KnXgN0HjvDqZSwlXErqNZJR4FysGCt+9uNFVCQ1qpQjIiYZjp7Sq6xEIqFrzz68fBmDY1EnWrb+2CC78wvN9ra0tKTvgCGkp8so+847vN+4mVpeXeVVadn6Y+7fD0WelkjXnn3U2js7Ta9MJuP33/Zy7epl2rbrQCOVuvXh2pUgfj+4D8/KVejWo6/aXHluyaovN3ivMXt+O0p83CtKuJQ06LolSrgweNho/vz9AF4ft8py2b6uZ6MgkuXv1fPnzxMVFaX8//nz57ly5QqxsbHExcVx8+ZN5fHCQFpaGuNHD+Hpk8c4Oxdj5JA+PHv2RC2PKW96djF+HR2LGuyUFRQpUgSXkq4GOWUFEokEl5KuBgcgiowIZ+TgPpRwKcmrly8ZO2Igqan6vUTLTzTb+15IMONGDaKCR0VC7gbz6eSxeskLISPI/tgRA3kZG0tJV1dGDOpNVKT+L65W/bSE3/bvonLVaiyY9xnHjwXoXfbCuTPMnOZLBY+K/P3XMb5d8LneZfUhu/5pbW1tsFMGOOx/iO+/mUftuvXZsnkza1f/mK0NBR2JPIseVb16dRYsWED37t2pVq1apg+tRCLh5s2beWZkVjg7OyOTyQm6qd+Ciqw47H+I/Xt2sHrdVt5xc2TulwuIfvGCWZ/PBzLRaBow4tUsn5OyUgsJsnS5weXzg7KuDjyJiKf1iowRc6Bv1qO5JYvmY21tg++kT5HL5UwYO5SP231Cxy498sQuQ8jqXs2c6ku9ho3o3deH9PR0BvbpzIQpM2nc5INsr3vowB6OHP6Dn1Zt4B03R2Z99gXJyUlMnZG9kwx//gyffl3ZsfdPihUrzqWL5/hm/hx27PVXqh6ysnuYT0/6+wyjVRsvEhNf06tLO5auWEelylXVyhijvTTrzimpqan07PwxC75dyru162IpT6B1q1Zs23UIl5KZB0zK72fD0DarV6M8UqmE2EwWVGU5Ym7YsCEuLi4AvPfeezRs2FDnvwYNGhjwEcyXy5fO07bdJ8ovoLbtPuGKyq7PWWk1DSEn0p6sdMwFlctBF2jbrgOQ8eX+cbtPuHL5oomtUkfXvQoKuqAMWmRhYUGrNl5q/SQrLgddoJ2Xt0of66D3Z75x/Qr16r9HsWLFAajfoBFJSUm8iIrUslnT7uSkJO4G36Zlq4zpIltbO5o1b6kz4HxOMNazoUn482dYWFjwbu26ALi5uVGzVh1u37qR53WbkiwnmLZs2aLz/4WVhPh4HBwdlWkHB0cSXieo5Tl98RZVypfIsXPNza4WhU2r+TohAXuHN+1t7+BAfLxhI7W8Iqt7lfg6AXv7NxJRB0dHnj5+pNd1ExISsFN5L2Pv4EhCQkIWJd7wOiFBS5pqb2evthgoM7sTXidgZ++gprbJqNv47W3MfpoQH4e9xmd2sHfQsrswOWUwQC5Xr149tm3blpe2mBznYsXVdkaIiAjH2bmYWh7V2K/5rTEtTDpNyHhxGBHxpr0jIyNwdnY2oUVvUNWNa94rJ+diREaEK9NRERE4afSTzHB2diZSZU45MjJc78+c0T/f1JuWlkZ09Au1ujPrY0WLOvE6IZ4klXUIkTr6tzEwZj91LlacqMgItYVHkZEROj+z4v+FAb0dc/PmzTl79tH+Pv8AACAASURBVKzeLzkKIq3aenFg3y6SEhORy+Xs3L5JufsxGD8gtyGdSJFXl465oNKqjRc7t/khl8tJTk5m3+7ttG7b3tRmqaHrgW/dxoud2/0AiHv1Ev8/DvCRnoqS1m3bs2/39owoaXI5O7aq97GsqNfgPULu3uZu8G0A/jy0n8pVqlG8eOb77CnstrS0pPmHrdm1I+OX79Onjzl75l+afPChXnVnh6aO2Vj909WtFGXLuXPk/7FIrly5zONHD6hbV3v6tDA5Z721MiVKlCAgIIAWLVpQpUoVbG1tleckEgnLly/PEwPzk7r1GtLo/Sb49OvCO2XLEB3zilmfL9DKpxksJjdyOX0orFrNHr36c+L4EUYP68+rVy95t1ZdGjZqYmqzsr1Xg4eNYdSwvkwcO5RHDx/g3bm73juvNGzUhHdr1WVwv664uboQ/zqJHr3661XW3t6BSVM/Y8KYIdSp24CrVy6xbOWbYFXZ2T3GdwpjRgzg2tUgbt24xojREyhRwkWvug0hp/prXUgkEiZPm83UCSP5+69j3LwWxKRps7H5v//JzXNlzmSpylClWrVqmV9EIjHZvn/GVGVAxpLPHds2kRgfTR+fMdjZvVk2WqV8CbWVTZppgEcPH3DzxlUavtdYTRqkK6/msfj4OM6c+ofy5StQpVoNnXkVb391Xc/UGKrKAEhMTGTdmp9wLlac/j7D9FpxmFO7DCG7e52UmMg/J/+iVKnSOlehZYVcLufCuTNYW6RRvU4Tg2WGp//9m79PHKN3v0FUrKi+xZKmI9Q89uzZE7Zs/IX6Dd+nzce6f53kRXvlluA7t9i7ezu9e3ShYjX10XJe160PxlZl6D1i/vrrr3OkcS1ofP/tPM6fPU3ZMqX5Z6QPK9f6YWeX8bJGMW+n6Oia6b8CD7Po6y+pU6c+Py75hsU//kyNmrV05tWMffH82VPGDB+Ah2cl7gbfpt+AIfT9//ZQmnmziptRkEhOSmLC2IzPGP/qFQ/uhzL7C9P3M33a28bWVqkoMRSJRMJ77zfNkQM8GvAHP3y/gFq16zF+1CCWrVxP5SoZg6bsFrc8efyQMSMGUqVqdZYtXkhsTDQ9eus3Ws+O7J6N3HDr5jWmThhFrdr1mDhhAlNmzFVuLlBYnw29HbO3tzdpaWlqI8jCxpWgi5w9/S9bdx3E070kw4aPZNevWxg8bLRaPl2xFJKTkvjh+4UsXraGd2vV4c/fD7B08ULWbvgViUSi9vNOFz+vWsYnHbsyfPR4IsKfM7BPZ9p83IGSrm5qZR880u/tf0Fg7+7tFHMuzqIfVpKSksLAPp24eP4/k09nZHevTMXr1wksW/I1P67aQJWq1flt/y6WLfmGlT/76VV+9Yof6N6zH4OGjuLpk0cMGdCDVm29spyjzgnGnHqTy+X88P1CfCdNp4N3FyKf3mXo0GE0bfYh1jY2Znuvcku2vxsTEhKYPHky9evXp2HDhgwePJinT5/mh235TuBRf7p0742trR0SiYTefQcReNRfeT6ruK+Xgy5Stmw53q2VEY+4XfuOPH38iPDnzzKtT3E9uVxO4FF/evcfBGS88Gj+YStOngjUKmNva61WtiATeNSfPgMGI5FIsLa2plvPfhw78qepzVLDnGRYly6cw7NSVapUzXBCn3Tsxt07t4iOzv5ne1paGidPBNKr70AAypQtx/uNm3H6nxNGsU3RPro2B8gNEeHPefLoIe3adwSgbt16lC1bjiAdunFzule5JVvHvGrVKvz9/UlPT0cqlfLff/8xbdq0/LAt34mNiVYLO+nqVorY2Bi1PKrOWbUDxMZG4+rqpkxbWFhQwqUkL1XKqwYxVy0bHx+HlVURteXUJV3d1OpWlC1MxMbE4Oqq0t6ubpnOueU3qu1tLg96Rv9808csLS0pXryEWh/LjFevXmJn76AWarOkjv5tDDT7d26IjYnGpaSrWjxnV1c3nc+V4v+FgWwd86FDh6hTpw7//fcfly9fxsfHh6CgIO7dM3ynicDAQDp37kz79u3p27cvwcEZsXg3bdqkDCU6e/Zs5f5pKSkpzJ49m3bt2tGhQwc2b95scJ2GYO/gQHxcnDKdkBCPvZ16kKbMJHP29g7Ea4jeEzQWUGSmt7S1tSM5OUktZGZCfLyWsL4wzJ2pYmdvT0L8m/bWtYDCVJijNtbO3l5rAU6CxmKXzLC3s+d1QrzaZrkJ8XF6lTUUY/ZTewdHEvT4zOZ2r3JLto45KiqKjh074uTkhKWlJQMHDkQulxMRYdjoLTw8nJkzZ7JkyRL8/f3x9vZm7ty5XL58mc2bN7Nz5078/f158eIFW7duBTIc9suXL/H392fbtm1s2rSJa9d0b1xpDOrUa8ixI38qtdpHD/9BbRW9pKZTVu0E1arX5Ma1K8rlsdevXSEtLVW5JY4qmh3X0tKSmu/W4fjRjIA0ycnJ/H3iGHXqvtktRlGXYsRUGDpg3XoNOXYkY6pILpdzJOAPatepn02p/MWcvgxr1KxN0KXzxMZkjBaDLp3H2tpGr8BA1jY2VKpclb//OgpAYuJrTv1zwmBFSWZk9WzkBrdSpUlPT+f61csAREREcP3qZapVr5nndZuSbB2zTCbDxsZGmVbolw3dAsjS0pIlS5ZQqVKGvKdBgwaEhIQQEBBAhw4dKFq0KFKplL59++Lvn/GwBgQE0KtXL6RSKcWKFcPLy4uAAP2jaRlKm487kJiYyIIvZ7Fs6VIO7N3J4OGjtfKdvnhLSzfpUtKVrj36MHXiaPbs3MbcWVMYPW6yUgql+kJEl+Zy7PipLFvyNdu3bGDGlLHUrlOP6jVqaeULu/8wDz65afAZMpI/f9/P2tU/8u2Cubx4EUl7b+2A8/lNdvfKVJQqXQbvTt2YNmkUu3ds5cs5nzLGd7Laz/ysGDt+Kou//Yod2zbx6eSxNGrcTCuAUW7RFRY3N1hZWTHadzJzP5vKnp3bGDZkMF2699YKYKR6rwoDeolGk5OTiY+PV/4DSEpK0jqWFSVKlKBFixbK9MmTJ6lTpw7379/H3f1NzONy5cop9xAMCwtTO+fu7p6n+wtaWlqyfM1GipcowZMnj1m7cQdlyryjliermz9yzES69ehD0KXzTJk+h/afdNa77jr1GvDd0tXcunmD+g3fZ+5X32nlUQ2+Xhgo6erGL5t2EBUZgb29PWvWbTVY05sfmFN7j5swjY5denDn9k1mfb7AoJWSDRs14evvfuLGtas0/eBDZs6Zb1Tb8qp/enXoxJTpcwi6dJ7+AwcyauykbG0o6Ogll1uwYAELFrxZASeRSNR2LTE07OeZM2fw8/PDz8+P+fPnU6RIEeU5Gxsb5b6CSUlJWFtb6zynikQioayrcebKDpw+yp8H95GenkbRokWZ8/lcpa5WU6qmmb4bHMyenX5ERUaR8CqaVh82pmTJknqVTUpK4sBuPy6cPcXNaxdp2aIxTZo01cpbxNKCsq4OZimbU9imILt7IpfL2brhAH8fP4KFhQUN6teiV6/eeW5XdkgtMu63ooxHBXekFsbrYzm1S8HYUUNzVF9CQgL7dm3iwrlz3L55mY9aNKZhw/e08uXELqmFhA8a1VD+otNsw9wQFRXFnh2bCL5zhycP71G/Xn2qVM0Y6et6DkzxbBjcx6RZa/X1cszZLQ40JH7GsWPHmD9/PmvWrKFSpUrY2toqX/ZBxkowhVba1tZWbYtz1XOa9Rsq1NfF06ePmTPnc1at3Uydmp706NELvy27aOv1SbZl5XI5Y8eNp3O3fnTt0YeffviWWZ99zryFi/Wq+5c1PxGfkMIB/5MEXTrPuLHj2H3giHLpqYKcLErILzRty87OE8ePEHD4KLsOHCU2NobRw/pRzqOm0beXMrTNFPGuy5crx+mLt5RpY7d7ft/LlT8uRoYlBw//y3+n/2HM6LHsOnBYbWCUU7tU20h1esEYn++L2XMo71GFH1Zs5MSR/YwdN55N2/aafCGSKgb3MZk8S+ec7VTG7du39fqnD6dPn2bhwoVs2LCBWrUy5k8rVqyoNj0REhKinIfO6lxecHD/bjp26o5npSo4OTkxfJQvu3du1avsjWtXSE5OolvPjI1MR4yZwJlTJ5UvarJjz67t+E6ajrW1NY2bfEDV6jX56/iR3Hwcs2fv7l8ZNnIcTs7OlK/gQZfuvTmwb6epzcrx9mHmjEwmY//eHYyfNAMrKyuaf9gK9/Ie/PO3tlY+J+SVjvllbCyn//2bkWMnIpVKGTDQh5SUZOXLwMKK8QMTZEJiYiKzZs1i+fLleHp6Ko+3b99eqcZIS0tj+/btfPLJJ8pz27dvJz09nYiICA4fPkyHDjlbBqsP4c+f4eH5xvF7Vq5CeHjmC0RUef78KRU9Kyu/xe3tHXB1K0VkZHg2JTPekKckJ1H2nXLKYxU9K2e5OKUw8PzZEyp6VlGmPStVMZvPrKo5LwzEx8UhlUrVdPoVK+VNHzOmjjkyMhxXt1JKeZxEIsGzUmWem0k/ySuMtxNjNgQGBhIdHa21OGXr1q0MGzaMfv36IZfLadq0KX379gXAx8eH0NBQvLy8sLCwwNfXN8tgSrnFwsISmYraJD0tHUtL/V5GWVhYkK6iQwZIS03Va7NLqdRCS+WSnp5u1I0yzRFLC0vS09+0WVpamt4KA4FhSC2k2n0sLQ3LPHjZakyJoe7nKg1Ly8LdT/Ltyff29sbb21vnOR8fH3x8fLSOW1lZsXDhwrw2TUkFj4oEXTqv3HPu8qXzVPCoqGdZT27cuEpycjLW1taEP39GdPQLtRFKZlhbW1PStRTXr16mVp16yOVyLl86z5DhY3P1ecyd8h6eBF08rwyZmdHentmUyh8KSzAcBfb2Dtg7OHDn1g2qVq+JXC7nyuWLfNCilVGur0tLbIxRs1up0kRHvyD8+TPcSpUmOTmZGzeuMnLsxFxf25zJt6mMgkDnbr04998p/ji0n3PnzrJ2zU/4DB6pV1mPipWoWbM2SxbNJyw0hG/mz6Frjz56r6waPHQU3387j+A7t9jwyypSUlJoaqQg5ubKwMEj2LR+NRfP/8fRgD84eSKQbj36mtosnUGqzEHHnBskEgmDhoxi0ddfEHL3Dj+vWoaVlRWNGjc1aj3Gnou3s7Ona48+fDN/DmGhIXwx93Nq1qytd/zrgopwzCo4OhZlyY8/89u+XcyaOYPxE6dTp57+G81+NnchqakpTBk/koqVqjBspK/eZb07d+djL29mfTqBmzeusuiHlXkSm9icqPlubaZMn8PiRfPZtWMz3y1djXMx4291lFMK+gs/Tbr26EOLlm2YMWUcoSF3+fq7n4yqbNDUMRvry2zYSF8qVqrClPEjSU5O5rO5+fcr2lQU7knMHFC1ek3Wbvw1R5Khok5OfDFfe2GIPkgkEgYMGs6AQcNzVL6gYm1tg42NLdY2tlqyrdyQ2c4Whc3ZGoJEIsHG1hZrGxtsbGwKzDuMIkWKMGHyDCZMnmHWclFjUriHZAKzJvj2TRbO+4zho3z5uN0nTBk/grhXL41ej0cF9+wz6aCgT19o8vtve/nj4D4++3wBxV1K8tn0iUbdw1PRXuJLMPcIxywwGZs3rWXQsNE0a96STl170rhpC/bvNY6OWdfPaX0dRWHUMcvlcjb8sooZs7/i3dp1mTB5BvHxcVw8/59R6ylsX2amQjhmgcm4F3KXhu81VqYbNmrMvZBgo9YRFRVBRHi4wY61sOmYX79O4OXLWOVGDlKplPoNGhEWanj4Xl1obiJR0L/ITI1wzAKTkZaWqqYTt7S0JDU11YQW6aYwOJm01DStAFGWVlakpCRnUiLnFJYvM1MiHLPAZLi6liIsNESZvh8WqrYLjDFwcXHF1c3N4J/YCh2zYlPRgo5j0aKkpqYSFfnGaT4Iu4erm3a88NxSWNrMlAjHLDAZXbr3YcMvq4iLe8XTp4/Zt3s7nbv1Msq1dc0N6+ssCqOOWSqV0qlrT1YtX0JaWhrn/jvF3bt3aPGhcReYBD/Ifv9BQfYIxywwGW0+bk/tOvXo3rENg/t1Y+iIcXhUNH6QqpxuLlAYpjBUGT7Kl8jICDq3/5D5X8zki68WYa2yCYaxKCxfZqakYAgZBYUSiUSCz5CRpMvScXR0okNH9d1LNJf1GqqQyC7fvyf/4r/T/9C4aXM+aPFRltcpDE7GwcGRseOnsuvXzdR4tzb1GjQy6vUL2xeZKREjZoHJeBEVyVCfntjY2PLs6WPGjvBR25AWtLWxhpBVmX27f2XZkm8oVboMy5Z8w77dv+boOgWJy0EXmDJ+BOUrVORIwO8s/naeUa+fm3slUEc4ZoHJ2OK3jtZtvJgweQbzFi7G3t6ew/6Hsixj6KisaYPqygUmirKvXyew7uflfL90FQMGDee7H1ayfu0KXr9OUMvXtEH1QuVkVv60mCmfzmHwsNEsW7GOkycC1V6+GoOc6MYF2gjHLDAZly6cxeuTTkDGtEa79h0JunheeV4z+LohD7qmrlaV0JC7lCpdRjmfXdGzMq5upQm9p+2kCosuNzk5mTu3btCqrReQEW3ugxatuBx0wSjXFzpm4yIcs8BkJMTH4+BQVJl2cHQkPj5OLY/iQc+JNlbhHDQXmMQnqNerqDtBZVNhxQIT1esUZBIS4rGzd1CLd+3oWFTtMxsLoWPOPcIxC0yGk7MzL6IilekXUVE4OTmr5VHE981JbGTFz2pNHbOzszMvXkSq5X0RFYmTs5NaWdXYwgUdR8eivE6IJzkpSXksKipCq72NQWGKY20qhGMWmIyWrT5m984tyOVyUlNT2b93By1btVWe19TGGuIgNQO3q+JZqSrJyclcOHcGgAvnzpCamoJnpapaeQuLc7aysqJJ0xbs3b0dgIjw55w5dZImzVoY5fq5uVcCbYRcTmAyevYZwOhh/ZkwdiivXsZS0bMSjZs2z7KMoTtjnL54i7KuDpQvV05Z1srKiimfzmbOrCk0bvIB/535l7nzvlUuWc4sZGhBZ9zETxk7YgA3b1zl6pUgBg0dhUtJ449uFfJCY+1i8jYiRswCk2Fra8ea9dupUqUabdt9wvxvlmoFbtcMvq75oAffucW/J//SGWMjK6fQ9IMPWbRkJUWsrVm0ZGWWu8UUFufiXr4CazfuwNHRifGTptNv4FCjXl+znQpLu5kC4ZgFJiMlJYVpE0dx4fxZ9u/dyfc6dLWa2ljV0evGdauZOnEUmzeuZejAHlqxnLMa6QZdOs/MqeOIDH/OzKnjCLp0PtO8hWXE/PzZU3xHDeLx44cs/X4hB/fvNur1NdupsLSbKRCOWWAy9u/dgbWNDRu37mHrzt84999pLl08l2UZxSjswf0wdv26Gb/t+/l5w3Zq1KzN5o2/aOXXpWNOT0/n+2/mMevzBSxdsY5Zny/g+2/mIZPJ1PIVNh3zquVL6NCxK8tXb2TN+u2sXL6E2JgYo9dTWGJYmxLhmAUm42jA7/QfOBSpVIqtrR3de/bl2OE/lOez0jEHHvWnvXcXihcvgUQiob/PMA4HHNIqq0u6de/uHdLT02j+/wA+zT9sRVpaKiF372jlLSySubS0NE4cP0LfAYOBjGmNRu834dQ/fxnl+pr3SpA7hGMWmIyYmBjcSpVRpjO2qo/WmVfTwcbGROPqVkqtbGyMetnMdMwxMTG4upVWzmdLJBLcSpUhRqXuwqZjjot7hZ29g9qu7a5upYmJ0d3euSEqKqJQtJkpEY5ZYDLs7OyUy6ABEl+/xt7eXmdeTdmbrZ0dia9fK9OvXydga6deNjMds52dHUmJr9XyJr5OUKu7sOmYbW1sSXydoLbHX+LrBOzsdLd3bhA65twjHLPAZNSqXZfjxwKU6cBjAbxbq64ynZU2tlbtevwVeFg5L3z8aAC1ar8pq0CXk6hQ0ZNHjx7y5HFGONAnjx/y+PEjyntU1Kt8QcTG1pYKHp78ezJj6iI5KYl/Tv6l3Goqt2jqxgvDl5kpETpmgcnwGTKKoQN7YGtrx4uoSJ4+fsQnnbplWUahjW3WvCXbNq9n3ufTqfFubTatW82PK9er5QPdOmZHx6L0HziUmdPG07uvDzt/3Uz/gUNxdCyqVVaRLgya3NG+U/j6q9lERUbwz9+B1KvXkCrVahi1DtUQqYWhzUyFGDELTEap0mVYvW4b98PuIQdWr99GkSJF1PJkpl+WSCQs/nENbqVKc+1KED8sX6vlZLJyCgMGDad3v0H8c/I4vfv6MGDQ8EzzFhbn0qRpc774ahHn/jtF7XoNmDPvW6NeP7N7JTAcMWIWmAy5XM7Rw39w4vhRihQpQq1adfm4vbfe5a9dvYz/7weIj4/DydmZKlVrKIP0ZLfYITIinN/27+LunVtER7+gUeNmai8TVSksP8uTk5L4bf8uzpw+SXDwbRq934waNWsZ7fpihGw8xIhZYDJO/XOCwCN/sue3I6xcu5kfFi9Uzvsq0FxYonjwX718ybw5nzJv4WIOBpwkJPgOv+3bpXfdi77+ggYN3yfwn0s0aPg+i77+QitPYXHICjZtWENqSiqHj59ljO9kPp85OU92JRc65twjHLPAZOz6dQvDRvlSwqUklSpXpVOXHuzfs1Mrny5trP+fv9GkWQvqN3wfR8eijJswjd07tuhV7+NHDwm+fZOhI8ZhYWHB0BHjuHPrBo8fZXwp5GY7K3NFJpOxZ+c2Jk6bhbWNDW0+7kDpsu/w78njRrm+0DEbF+GYBSbj2bPHVK7yZlRapWp1nj17okxnNR3x7OkTKlV+Ew2uctVqamWz4vmzJ7hXqKiczy5SpAjlPTx5rlF3VFREoYktHB8Xh0QioXTpsspjlSpX5dlT/drMUAr6F5mpEY5ZYDIspBbIZOnKdHp6OhZS/bqkhYWFUioHGSvbLCz0e2UilUqRpaerHUtPS0OqEkS+sCGRStTaC0CWno6FpXjNZI4IxywwGeUrVOTqlUvK9NUrl3Cv8EZLnFVQnPLlPbh6+U3Za1eCcC/voVe975QrT1jYPeVuKXFxr7h/P5Ry5cqr1eXi4lpodMwODo7Y2toql53L5XKuXgnC3b2CUa4vdMzGRThmgckYMGg4635ewfWrl/n7r2McPxpAt559tfIpFpio0q59R4Lv3OK3/bsIuXuH5UsXMXBw5pI3VVzdSvFB85Ys/vYrnj59zJJF8/mgeUtKuroBujcULeiORiKRMGDwCBZ9/QWPHj5g0/o1yOUy3m/ygVHrEVMYxkE4ZoHJqFWnHr4TP+WL2dNY9/Nyvlm8nOLF1V8eaWpjFQ7S2saGxT+u4feD+5g8fgSdu/fmo9bt9K570rTPsLCwYLhPL6RSKROnztLKU9icTI9e/Wn4XmPGDO/P5Uvn+eb7n5DqOXWkD5ndK4Hh5KtjTk1NZdGiRVStWpXnz58DGXOD3377LV5eXnz00UesW7dOmf/Vq1f4+vrSrl07vL29+fPPP/PTXEE+UKKECyVd3XB1K2Xw/nOVKlfll407OBRwkj79BmkF2c+KIkWsKenqRknXUri6lcLa2sZQ0wscUqkUV7dSlHTN+Gdn9yagka4Qp8Kxmo58dcxjx47Fxkb9Adi1axdXrlzht99+4+DBg+zZs4cLFzK2VF+8eDGlS5fm8OHDrF69mvnz5xMeHp6fJgvykJC7d5j72VR69R1I4ybNmTB2KHFxr9TyZKZjzi2rli/h9s3rTP70M+7cusGq5Uu08hQ2x+T/x2/s+nUL4yZMxdrGmtkzJ6kFNQLdGxLoS27KCtTJV8c8btw4Jk6cqHbs9OnTeHt7Y21tjaOjI927d+fw4cMAHD58mD59+gBQrlw5GjVqRGBgYH6aLMhDNm/4mQGDhtOqjRc9+wyg4XuNdS4SMfaDHh39Av/fDzB3/nfUrdeQz79ahP/vB4iOzpjLLow6Zrlczvq1K5k1Zz4NGzVhyqdziI6KVO7covr5FBsL5ARd8/MCw8lXx1y3rnb0L4lEXcZjZ2fHw4cPiYmJITY2Fnf3N53E3d2d0NDQfLFVkPeEhASrvXxq1LiZWrB6zWD3xnrQHz4Io4KHp3I+u3jxEpSvUJFHD+6r1V2YdMyJia+JfhFF7br1gQy5YYP3GhMacleZRzV+tWpaH/LqXr2tmFzE2LRpU3bs2EHnzp1JT0/n4MGD2NrakpSUhFQqVe5cDGBtba0zkLpEIqGsq4PW8dxQxNLC6Nc0BuZqF2jblq2d8jTcSxdT5ivlUhQrC5laOamFRPk3p59b064wOwucitqrHXMqak9Re91t++DRoxzVa6hdeUl0dAp2tjZq9bkUd8S2iFztmMKx5qS9FfcqKioizz6XufZ/Q+2SSrN+H2Jyx9yzZ08ePnxIz549cXV1pWnTpty7dw9bW1tkMhkpKSnKFVpJSUnY2dlpXUMul/MkIt6odpV1dTD6NY2BudoF2rZlZ6eTswtnL17Hyr4kAEFXb2HnUFytnCxdrvxbvly5HI3EtNrMypHg4BAePnuJhYUF6enp3L17D4mVozKfaqD8nNZrsF15iExmyevEJK7dfqD8pXD95h0+bldZ6zNHRUUgSzf8mVLcKxcX10LRZoZgqF0ymTxL52xyuZylpSUzZszg8OHDbNmyBQsLC6pUqYKzszPFixcnLCxMmTckJIRKlSqZ0FqBMencrRcb160iMfE1kRHh7Nu9nY5deijPawbKNxYVPDxxK1Wa/Xt2ALB/zw7cSpWmfAXtQPmFRfollUrx7tSNn1cuQyaTEXTpPLdvXqd5y1ZaeRMSkwHDPnNe3au3FZM75oMHDzJ58mRkMhnh4eHs37+fjh07AtC+fXu2bt0KZDjloKAgWrdubUpzBUbkYy9vPCtVpXvHNgzo3Yl+A4eqxb9QxZgOUiKRMOvz+ez81Y/undqy81c/Zn0+Xym3Kywv/DQZOWYC98Pu0b1jG2ZPn8jsL7/B1jbjF6gxP3Nh+TIzJfk2lREVFcWAc5FXHwAAIABJREFUAQOU6YEDB2JhYYGfnx9HjhyhTZs2WFpaMnXqVMqXz1gaO2XKFGbOnEnbtm2xtrZm4cKFuLi45JfJgjxGKpUy2ncy1tbWFC3qRPee/dTOZxdTOTdU8PBk8qdzOBrwO229vKng4Zkv9ZoSx6JOTJs5l53b/ahZqw6Ns1j1p7oTiYK4uFfs3bUdqVRKt559cXBw1CojMA755phdXFwICAjQeW7FihU6jzs4OGR6TlDwiYmJZsiA7nzQ4iPu3buL75jBrFm3TRnsPi/5/be9rPt5Bd6du/P9118ydMRYtWmUwsj1q5eZNnkMXbv35uD+PYTdC2HK9DlqeZo2qM6DR4+0nPLr1wkM8+lJ7Tr1SU9PZ8TgPmzauhdrlXUJikD5YqSce0w+lSF4e9nmt57mLVrx6cwv+Ob7n5Ag4diRvF/dmZSYyJqVS/l+2WqGj/Llu6Wr+HnVMpISE/O8blOy8qfFTJg8g1FjJ/HT6g0cPfwHD+5nvMPJTse8b/evVKlanTlffsMX87+jXLnyHNif9cYEYgSdc4RjFpiM8+dO06FjVyBj3rdDxy6cP3smz+sNCQnGpaQblatUA6BylWqUcHElJCQ4z+s2FSkpKdy4foV27TPe3zg6FuWDFq24dPGsMk9WOubzZ0/zScc3G+V+0qkr58+e1iqrCJQvnHLuEI5ZYDLi4+IoWtRJmS5a1EkZijNP641XrxegqJMTCfHmJ8MyFvHxcdjZO6hNEzk5OWt95swWiMTHxyl3EYeM+er4ON33qrAsyjElwjELTIZjUSdiot/Iq6JfvNBymHlB0aJOxMSoy7piol9Q1KloJiUKPo6ORXmdEE9KSoryWHR0lFZ7ZxZPuWhRJ+WSdYDoF9plNa8hyDnCMQtMRouWrdmzaxuQEWXwt/27aNEy7+WQlatUIyE+nstBGcGygi6dJ/H1aypVrpbndZsKKysrGjVuxoF9GXsqRkVGcOrfv9WWxCucsS4dc4uWbdi3eztyuRy5XM7+PTvU7pWmjlm8AMwdJl/5J3h76d3PhxGD+/Dp5DHExkRTqnQZmjVvmef1WllZMWnaZ8yaNp4WLdvwz9+BzJj9ldry/8LIuAnTGDfShzu3bnD50gX69h+MW6nSQPY6Zu/O3fnz9/1MGDsUmUyGTCajXYdOOvMqlBkKlYbAcIRjFpgMe3sHNmzezZGA37Gzt6dVGy+DYirnhhYtW/NOOXfOnztDr74D8axUJV/qNSUeFSvxy6adbPVbx6ixE/n4/y8CQVu3rJm2srJi5dotbPhlJVKplCHDx2p9kRVW/bcpEI5ZYFJsbG3p1LWnSequ6FmZip6VTVK3KYiMCGeS7zCcixXnr+NHSJfJaP9JZ+X5rByrTCZjwRczuXXrOjKZnPDnz5jz5TdqX6SaI2QxYs45Yo5ZIHhLWL3iB1q18eKXjTtYtXYzP/7wLa9evtSr7PFjATx69JDtu/9g++7fCb5zi39P/qUzb2Fd0p6fCMcsELwFpKWlcezInwwYlLFhbUXPytRv0Ih/Th7Xq/xh/0P0GzgUKysrrK2t6dNvEP5//KY8r6ljFuQOMZUhELwFxMW9wtbOXk2LXLpMWTW5YlbERL+gdOkyepWNiooQUeZyiXDMAqMT6NvM1CYINLC1sSU5KRG5XK6cF05MfE2ZMu/oVd7G1o7ExNfKdGJiIrY6YqOD0DEbAzGVIRC8BdjY2vJOufL8d/ofIGOJ9ul//qbGu7X0Kl+jZi3+/uuYMv33X8eoUbO2Mq2YV85sgYrAMMSIWSB4Sxg9bjLfLpzLyDET+edEINVr1qJ6Df0cc98BQxjYuxMlXd1IS0vjzOmTbNt5SCufqsxOqDJyjnDMAsFbwgctPkIikXDowB4qVa6qfBGoD8WKFWfN+u2sX7sCiUTKz+u3UdRJfUm2wgmL0J+5RzhmgeAtolnzljleXXn+3Gn++fs4EomEBg0bUaZsOeMaJ1AiHLNAIMiWmzeuseGXVWzYsgeZLB3fUYOoUq2GMnQqaAfKF9MYOUe8/BMIBNmy69fNDBw8AvfyFajg4Umf/oPZ9esW5XmhYzYuwjELBIJsefrkMVWr1lCmq1arwbNnTzLNL0bLuUM4ZoFAkC0SiQQ5cmVaVQ8tMD7CMQsEgmwp516B61cvK9PXr12hXDntvQGFjtk4CMcsEAiypU//Qfy6dSPXr17mStBF9uzcSu9+g5XnxQs/4yJUGQKBIFsqVa7KlOlzmD1zElKJlBmz51G+godaHk0ds1hgknOEYxYIBHpRrlx5KlWuilQqpew76tMYIki+cRFTGQKBIFsiI8KZOG4YzT9sReMmzZk4digvXkSZ2qxCixgxCwSCbNm+dSMdOnalS7feADy4H8rObZsYO2GaaQ0rpIgRs0AgyJbg2zdp2qyFMt2kWQvuBt82oUWFG+GYBQJBtqSkJGNtbaNMFylShOTkZBNaVLgRjlkgEGRLiRIlefjwvjL9+PFDSri4mM6gQo5wzAKBIFu8O3dnq986EhLiiYt7xbbN6+nYuYepzSq0iJd/AoEgW5o1b8nZM//Su6sXcrmcdh068d77TU1tVqFFOGaBQJAtEomEqTM+p2efgUgkEsq5lze1SYUa4ZgFAoHeuJevYGoT3grEHLNAIBCYGcIxCwQCgZkhHLNAIBCYGfnqmFNTU1m0aBFVq1bl+fPnAKSnp7Nw4ULatWtH+/btmTVrFgkJCQC8evUKX19f2rVrh7e3N3/++Wd+misQCAQmIV8d89ixY7GxsVE7tnfvXm7evMmhQ4f4448/SElJYe3atQAsXryY0qVLc/jwYVavXs38+fMJDw/PT5MFAoEg38lXxzxu3DgmTpyodiw4OJj69etTpEgRpFIpjRo14u7duwAcPnyYPn36AFCuXDkaNWpEYGBgfposEAgE+U6+yuXq1q2rdaxx48asWLGC4cOHY2Njw19//UXz5s2JiYkhNjYWd/c3cV/d3d0JDQ3VuoZEIqGsq4NRbS1iaWH0axoDc7ULzNc2YZdhmKtdYL62GWqXVJr1fokm1zG3adOGo0eP0qxZM6ysrKhRowY9e/bkxYsXSKVSrKyslHmtra2Jjo5WKx8XF4dMJsPVxbjbpkulEmQyefYZ8xlztQvM1zZhl2GYq11gvrYZaldc3Cuk0swnLEzumDdv3kx0dDTnz5/HysqKr776iq+//ppJkyYhk8lISUmhSJEiACQlJWFnZ6dWvkiRIqSkpGT7DZQT8uKaxsBc7QLztU3YZRjmaheYr22G2CWVSpV+TRcmd8ynTp2ibdu22NraAuDl5cXChQtxdnamePHihIWFUbVqVQBCQkL46KOP1MonJibmu80CgUCQl5hcx+zh4cHJkydJS0sD4MSJE1SuXBmA9u3bs3XrViDDKQcFBdG6dWuT2SoQCAT5gUQul+fLhE1UVBQDBgwAICwsDHd3dywsLPDz8+O7/7V3nnFRndsefoaOIIgICIoaO3YjQSyxnGBvxBj1Z49iS2zRGysSDLHFYBTLEVAhirHEoMYSewdFxIoBFKRoQgelOjDMez9wZh9QT25yjzMMcZ5vs2dg/jOz9trvXu8q33zDvXv30NPTo1GjRnz11VfY2dlRUFDA4sWLiYuLw9jYmHnz5uHm5qYJuTp06NBRZWjMMevQoUOHjj9HlYcy3ibKysqqWsJrUSqVVS3htejWDH8OLy8vNm/eXNUyqiXaavtVvvn3d2bt2rUoFAoKCgrw8fHBwMAAIQQyWdXuKn/33Xfo6+tTWFjIvHnzpI1XbaCkpIQnT55gamqKg4NDVcuRkMvlJCcn07x586qWUonly5cTEREh7b1og30BpKSkVKpB0BYCAgIwNDRET0+P8ePHo6enpzXfWUV0K2Y1sWjRIhITE+ncuTNpaWl88sknWmEACxcuJDY2lkaNGpGUlMSQIUO4c+eOVqwcCgsLGT9+PN9++y39+vXjyJEjQNWvapRKJd7e3sybN4/o6Ogq1VKRpUuXkp+fz86dO7l16xYPHjyocvuC8gVJ3759iYqKqmoplViwYAE3b96kqKiIq1evMmTIEDIzM5HJZFp3d6ZzzGogNTWVnJwctm3bhpubG97e3hgZGZGVlVWlurKyssjLy8Pf35+hQ4fi7+9Pr169+PLLL7l16xZQdeEDhULBvHnzcHV15Z///CdeXl54e3uTlJT0h4n4mkBPT486depITbiuX78uPVdV39f69evJyclhw4YN1K9fH2dnZ1JTU4GqD5lZWFjw3nvvMXXqVG7cuFGlWlQ8fvyYvLw8AgIC+OyzzwgMDKRJkyZ8/PHHpKWlIZPJqnwBUBGdY1YDeXl53Lt3j+TkZAApHzslJaVKr8xyuZw7d+5UOlk8PT1xdXVl2bJl5OXlVdnqQSaTYWRkxMiRIwH4+OOP6dq1KykpKUDVOUDV+7Zp04bOnTszcuRItmzZQmRkpKS7KujYsSPbtm2THteuXZsdO3YAoK+vXyWahBAUFBRw69YtfH19+eyzz5g6dar0XVWl4xNCEB0dTUxMjHTMz8+Pjh07MmHCBBQKRZUvACqi7+3t7V3VIv4uyOVylEoldnZ2tGvXDgcHB0xMTDA2NubcuXO4ublR518j34uLiyuVm6uTZ8+eoVQqsba2prS0lNOnT+Pk5ISVlRUA77//PtevX+fixYsMGDCgSpxNUVERhw4donXr1lJs+ejRozRo0IAWLVpUmQNUva+5uTm//PILw4YNQ19fn9DQUCIjI3n06BHOzs4aC1PFxcVRVlZGmzZtgPKYvL6+Pu3atSM8PJyysrIqiYM/f/4cgBo1atChQwcsLCxwdXVFoVDg7e3Nu+++i6OjI1Aesvqjqjd1ULt2bbKzs4mLi6NZs2aYm5f3tejfvz9hYWHExsbSrVs3jWr6I7TnElHNWbZsGUuWLGH48OFcuXIFR0dHrKyskMlk0q1lrVq1ANi7dy9Lly6VimrUyZIlS1i8eDEDBw7k+vXr9O3bFysrK4KDg0lMTJReN3HiRMzMzNSupyLFxcUcOXKES5cuYWRkREBAQCWnUlpaWuk7CgsLe6VXijqQy+XExMSQlJQkHdPT06O0tBRzc3MmTZqEsbExx44do169eoBmVs6enp54e3uzdOlSxowZQ1ZWViUH16RJE27cuIFcLgc0d5ehsrH+/ftz/fp1GjRogLGxMQCzZ8/Gw8ODadOmkZCQwOHDh1m2bBmlpaVq13X9+vVKlcHOzs6kp6dz+PDhSu2De/fuTUlJidr1/BV0jvkN8PXXX5OTk8OKFSsYMGAAwcHBhIaGSp3wysrKyMsrb1py6NAh9u3bx7Rp0zAwUG9SjLe3N8+fP2f9+vUMGTKEpUuX4uDgwODBg1Eqlfj5+XHv3j0AEhISSEtLo7i4WCMndGFhIWPHjuXixYusXr2a1atXk5ubi4WFhfQaS0tLaZXl5eXF7t27pVW+uigoKGDq1KmsXbsWHx8fZsyYQVlZGba2tjRr1oy0tDR27txJbGwsHh4e7Ny5UyMbggEBAWRkZBAUFMTGjRuxsrJi+vTp3L17F6VSiYGBAaNHj+bmzZusXLkS0MzF4quvviIvL4+NGzcyePBgFixYQFZWFoaGhtKCZPbs2Xz++ecMGjSIgIAApk+frva7xaCgICZNmsTx48cpKioC4IMPPqBLly7ExMSwZ88e4uPjgfIFQEZGBiUlJVqzCagLZbwBfvnlFyZOnEjDhg1xcXHBzMyM69evk56eLq2cL126xO3btzl//jzffPMNLVu2VKsmpVLJzz//zLJly7CysqJr165ERETQsWNH7O3tsbW1pbS0lOXLl5OQkMDx48dZs2YNdevWVfsJLYRg1apVNGrUCB8fHzp06MDu3buxt7eX+qIAnD9/HgcHB3766ScSExP55z//ib6+vtrCBkIIPD09ad26NatWreLdd9/lzJkzBAQEMGDAADIyMvD29iY+Pp7g4GDc3NyoWbMmrq6uao9PhoWF0bFjR9q1a4eRkRGDBg0iOjqa0NBQunbtiqWlJWZmZrz33nv4+fkxbNgwTExM1P5bhoaGMnfuXGxsbOjatSuRkZFYWFjQtGlT9PT0UCqVyGQysrKyuH//Plu3btVIqCUuLo6SkhLOnz+PiYkJTZo0wcjIiNatWwOQlJTEt99+S1JSEkeOHOHrr7/G1tZWK7JaABA6/t8olUohl8vFtGnThL+/f6Xnzp49Kzw8PMTRo0eFEEL4+fmJbt26iYcPH2pE2/Pnz8WgQYNERESEEEKIlJQU0aFDB7Fo0SLh5uYmtm3bJuRyubh//764d++e+O233zSiS4W3t7cICQmRHvv5+QkfHx8hhBByuVwIIcT69etFx44dxcyZM0VpaakQQgiFQqE2TXK5XEyfPl1ERkZWOu7h4SFGjBghsrKyxJIlS0RiYqIQovz3V6FOXUIIsX//fjFgwACRkpJS6fi8efPEhx9+WOnYixcv1KpFiPLPnp+fL4YNGybCwsKk49OnTxd79uyp9NqUlBQxcOBAERMTo3ZdZWVloqSkRPj4+IjHjx+Ly5cvi969e4s9e/aIgoIC6XVyuVxcu3ZNXLx48ZXvVBvQOeY3QHh4uOjQoYM4efJkpePBwcGiR48eorCwUCQlJYn09HSN6kpMTBQpKSmirKxMBAcHi61btwohhDh27Jjo16+fuHv3rkb1CFF+QpeVlYmAgABx5coVybkFBgZKjllFfHy8mD59ukacsoqNGzeKuXPnioyMjErHx40bJ+bNmyfpVWnSFM+ePRPe3t5i+fLl4vfff5eOl5WViVGjRonLly9rVI+K5OTkSo5t0aJFYt++fdLjhIQEUVRUJPLz8zWqKzMzU+Tk5AghhDh+/Ljo3bu3CAkJkZyzphcifxVdKOO/RKlU0qBBA2rWrMmWLVuoW7cuTZo0AcontkRERPD+++/j4OCg8c21WrVqYWlpiUwmo3nz5nTt2hWA5s2bc+3aNRo2bEjjxo01qkkmkyGTyejQoQN16tSRNonCw8MpLCykV69eAHz//ffY2toyefJk9PT0UCgUao/JQ/kwhl9//ZWMjAwaN24sVUU6OTlx4cIFXFxcqFmzpsZTq0xMTDAwMCAmJoa7d+/StGlTLCwskMlkXLlyBScnJxo2bKhRTVC+D2BpaSk9vnz5Mk5OTjRu3Jh9+/bh7+9Pv379Ku0daIIaNWpIv12zZs2oU6cOW7ZswcHBgRs3bhAYGIibm5vGs0P+LLqS7P8S8a/NgpEjR2JsbMyXX35JZmYm/fr14+rVq6SkpFRJfqRSqaz0vvr6+vz+++84ODhw5MgR4uPjcXJy0rgulTZ9fX0pZQnKHY8qa+XLL7/kyZMnUjdCQCNOGcovpg8fPuTq1asAuLu7Sxt/crlc2kjSJKphEd27dyc7O5vo6Gi++OILpkyZQm5uLvHx8bzzzjsa1/WyjUF5aqZcLufEiRP88MMPfPPNN9LvWlW6hBAMGjSI2rVrM3nyZBwdHfHz86tkf9qGbsX8FygrK3vFEFWPg4KCaNOmDd27dycwMJB79+5x5coV1q1bJ2UWaFKXahMjICAAUR6yYtq0aVy/fp3z58+zceNGGjVqpFZdKlQbQKqcW9WJIyps4sXFxfHkyROioqJISEggICAAAwMD6W81gUpf69atSU1N5fHjx5w4cYKaNWuyb98+8vPzmTBhglr1vO63VBWMbN26FXNzcwYMGIBCoeDUqVOkpqbi6ekp3aVpUtfLNubg4EBqaio//vgjt2/fZs2aNWrf5H5ZlxBCerx//34MDQ2xtrZGJpMRExNDTEwMW7Zs0bqeJ69QhWGUaoUqvqlUKkVERIR4+vSp9NzChQvFlClTpE2rnJwckZ+fL7Kzs6tU16JFi8SUKVOk1/z6668iLi5OpKWlqV3Xy2RkZIhNmzZJscaysjIxfPhwcfDgQSGEEDdu3BAdO3bUWEy5rKzstY9fvHghPD09xZ07d8SDBw/E5s2bxezZs8XSpUtFSUnJa//2TaH6vGVlZWLdunVi06ZN4tSpU0KI8o1Qd3f3ShuOJSUlGol1/xkbU+mIiIgQXbp0EXFxcRrV9eDBA1FYWCg9t3jxYjF16lTpNTk5OWLkyJEa2YB8E+hCGX8C1a23Uqlk4sSJpKWl0bRpU7p06cKwYcOws7Pjq6++wsjICIVCofZc2z+ry9bWlhUrVqCvr09paWmVhS6gfDjCDz/8gJubGy1btmTGjBl07NiRjz76CIB27doxcuRI/ud//gcDAwPKysrUVlqsWrGnpKRw4cIF6tWrh6urK+bm5ixatAh9fX3at28PQKtWrSgtLZXybtWpS5UKOHbsWOrXr0/jxo1p06YNCoWCVq1aMWfOHGQymaRHE5Wjf9bGDAwMKC0txcXFhdOnT6s9TCCEkHRNmjSJp0+f0r59ewYPHixV9qlsv6ysDCsrK3bt2iXtaWg7ukb5f4GNGzdiaGjI5MmT2b17N9HR0Tg7OzN+/HiASoNj33Zdr3NgGzZsIDY2li1bthAVFYWLi8tr9alzo6+iUx47dizdu3fn6tWr9O/fn9atW2NpaSnNlXz5MwgNlF3fvn2b4OBgNm7cWOn98vLyNL6BVhFttDEAX19fDAwMmDBhAt999x0lJSX06NGDgQMHvqJLE7/fm0JX+fcn+eGHH7hy5Qrt27fHxMSEjz76iI4dOxIZGUlwcDBAlRimturS19cnOTmZffv2SSXCH3/8Mebm5sTHx0tOWalUvqJPnRt9enp6pKenExYWxpw5c1i9ejX+/v4UFhYSHR0t9RB+3YVFHSf1y419iouLuXHjBtnZ2dLquKSkhK1bt1ZZpzZtsrGK35e/vz9xcXF88MEHWFlZ8dlnn2Fubs758+c5c+bMK7qqi1MG3ebff+TlTYW0tDRiY2N5+PAhbdu2pW7dujRu3Ji8vDwuX75MQUEB7dq1e2t1qai4WRcVFcXKlSt59OgRiYmJ9OrVi7CwMCIjI+nTpw+g2ZNF9d0tWrSIffv20aZNG9q3b4+dnR3169fn6NGjlJaW0qlTJ41k0lR0/hkZGRgbG9OwYUNSU1M5fvw4Xbt2xczMDH19fUJCQujevTu2trYa0aWtNqayFyEEKSkphIWFUVhYSMuWLbG1taVVq1bExMRw/fp1TE1NNZ4O+qbQOebXoDphhBBERUVJ3bscHR2Ji4vjwYMHNGnSBFtbWxo2bEhZWRlubm5qj6tpq66X9WVmZpKRkUHLli355JNPKC4u5vTp04SGhuLq6sqxY8do3ry52rNVVFS8WMhkMvr06UN8fDxxcXE4OztjZmaGra0t5ubm/Pzzz/Tr10/tK0Dxr+wBpVLJhAkTuHjxIgcOHEAul9O0aVOysrLYu3cvrVq14urVq1y5coURI0ZQs2ZNterSdhuD8pDYwYMHmT17NlZWVty8eZO8vDwcHR2xsbGhRYsWPH36VOO63iQ6x/wSFU8YDw8PTpw4QVhYGOnp6QwZMoSaNWty584d4uLiaNCgAXXr1qV169ZqP2G0VdfL+h4+fMisWbM4c+YMERER1KpVi4EDBzJ8+HDS0tJISkri1q1bWFhY8P7776s97qeKKT9+/JjAwECio6ORy+VMmzaN06dPc/XqVWxtbXF0dGTv3r2UlZUxbNgwtelRofrMCxcuxMHBAV9fXwwNDdm/fz/NmjVj4MCBPH36lJ9//pno6Gh8fHzUnqusrTZWcQWvUCgoLi7m119/5ebNm0yePBmAS5cuUVhYiIODA3Z2dnTu3Fljtq8OdI75JVRGsHTpUurVq8fWrVtRKpUcO3aM58+fM2TIEGxsbAgLCyMlJYXOnTujr6+v9ltybdWlQiaTkZuby5w5c5g5cyYzZswgOTmZU6dOYWxsTLNmzXBxcaF79+60aNGC7du306lTJ+rWrat2XcnJyUycOJG2bduiVCo5deoUjx8/xtvbmyNHjrB7927S09N5/vw53377rcbmwMnlco4cOcKECROws7Pj0KFDFBYWSi1hBw4cyIABA/jwww+xs7NTqxbQXhtT/R6PHj3CxsYGR0dHatWqRWRkJJGRkXh4eCCTyTh27BhQPtRAT0+vWsWUX0a3+fcvvv32W3777TcMDAwoKioiLi5OKg++e/cuBQUFREVFERISgr6+Pj169GDy5MkYGhqq1QC0VReUN7dXbf4ApKenk5ubS79+/bC2tiYyMpKSkhKOHTvGhQsXePDgAUqlkr59+zJ69GgePnyoVn1QvsJSNbifN28eU6ZMoaCgAAMDAwwNDQkICKBjx44kJiYya9YstXavi4+P59KlSzx69IgnT55gbGyMTCbj4cOHrF27ltjYWGlDy9/fHyiviFR3WEVbbUylCyAkJIQvvviCW7duYWhoSOfOnRk9ejRPnz7F19eXgQMHMnbsWPr06aPRBYna0GzatHbi7e0tWrRoITp37iw1ZNm1a5dIT08XmzZtEp988onIz88XixYtEn369BG9e/d+pcnN26RLhY+Pj2jRooVYv369EKK8MMLX11eUlJQIDw8PsWbNGpGamiqGDBkiunXrJmbOnCkVZyxdulR89913b1xTUVGRuHz5sggJCZHeKygoSMydO1fk5OQIDw8PsWLFCiGEEAcOHBDPnj0TL168EOPHjxezZ88WCQkJb1yTEOVFSNOnTxdDhw4VY8eOFR9++KGIjIwU4eHhokWLFmLw4MFSMcTBgwfFrFmzKnVDUxfaamMVdaWmporc3FyxZs0aMWnSJHHz5k0hRHmHOB8fH9GzZ0+xatUqtWvSJG+9Y/7999+Fn5+fEEKIlStXChcXF6myqbS0VEybNk1cvHhRCCFESEiIuH//vsjKynprdVXk7t27YvDgwaJbt25i+fLl0vFHjx6JUaNGSY83bdokEhMTJcdTVFQkxo0bJ2JjY9+onoKCAjF69Gjx6aefCg8PD6k955UrV8Rnk1y1AAATcklEQVS0adPE0KFDK+mcNm2auHXrlhCivOLP3d1dLFiw4I1X03l6eoopU6aIkpISoVAoxNOnT0VwcLBo3769iI6OFpcvXxa9evUSGzduFD4+PqJv375v/Lt5HdpqYxV1+fj4iC5duoi0tDSRn58vVq1aJT755BOpNeuPP/4oQkJCNLog0QS6ApMKCCHw8vLizJkz/Pjjjzg6OrJo0SKMjIywsbHh3LlzbNu2DXt7+7dal/hX7w09PT22b9+OpaUlJ0+exNramm+++YasrCzmzJlD3759iY+PJzc3l82bN1eqWqtYTfcmKC4uxsPDA1dXV2bPnv3K/w8ICOD06dOMHTuWXr16ERgYyMOHD/H395dS1kpKSsjMzJTGRb0J5syZgxCCTZs2vfLcjh07pIk29+/fJzk5mdzcXPr376/xpkTaZmMv6zp37hyHDh3CzMyMLVu2cPbsWVxdXYmIiCAwMLBKOuupE93mXwVkMhn/+Mc/SElJYe3atbi7u2Nvb09ycrI0sqcqunhpiy6FQkFBQQEmJiaSrpiYGC5cuMCKFSv45ZdfuH79OkOGDCEvL4/o6GjS0tIqTR5ROcE3vTlz8eJF8vPzWbx4MVBe4HLt2jUOHz7M6dOnGT58OGZmZty6dYvDhw/z4sUL/Pz8pEZJSqUSQ0PDN1pdp4rBy+VyRowYAVBpGrO9vT23b9/Gzs6Orl270qZNG9577z2NlfRXRFts7D/pSkxMZO3atXz00Uf84x//wMzMTGrgVF1zlf8I3Yr5P+Dl5UVSUhI7duzA0NCQFy9eSA7pbdQll8sZM2YMlpaWzJs3j4YNG0p9eJcsWYKTkxN9+vRh/vz5tG3blqVLlwL/LoNVZ48JgAMHDrBnzx6OHDnCvXv3uHz5Mlu2bGHAgAEkJiZSVlbG999/j5WVFbm5udSqVUsjuvLz8/Hw8ADKu51B5ZLzKVOm0KZNGz7//HO1afiraLPtP378mICAAGrUqPHatqN/F/6en+r/oGJZ58vXJdXjTz/9FCsrK2l6riYMU1t1QfnAyho1ahAeHs53333H3r17pcyB/v37k5+fj729PRs2bODSpUts27YNKF/xVFwpq4uhQ4dKu/VeXl5cuXIFf39/1q9fz6FDh7CwsOD8+fMA0vRyTeiqWbMmgYGBCCEYPXo0UF5yripTb9SokTSHThNUtCttsrE/q8vGxkY6T/6uThneMsfs7+9fKVm9YkVYSkoKhYWFxMbGkpiYyLVr10hOTtbImHVt1VURc3Nz/Pz8GDFiBGlpabRv357w8HCWLFlCQkICP//8M6dOncLOzo69e/cydepU6W81MdzVxMSEoKAgPv/8c7766is2bNhAjx49pNfY29tTp06dSn+nLl0VL7BKpRILCwt27NgBlA9UgPJJKQcPHuTChQtq71kM5WXVL168kD6zttjYX9WVmJiIQqFQu66q5q0JZXh5efHo0SP27t372uesrKyYOnUqK1euJD09nezsbNatW6f2htraqus/kZubi6enJ2ZmZnzzzTeEhoaSkZEhDQpYtWqVVAyh7jCBqJBv/EfvtXr1amJiYggKClKrHn9/fzw8PKT3qKjp999/p0aNGkybNo2aNWvi7u5OUFAQq1atUrtjnjt3Ls+fP8fS0pJ169ZVyouuShvTVl1agSZSP6qaxYsXi5kzZ0qP5XJ5pZzRcePGSU3us7OzRX5+vjTI8W3UVZGKjdlVecHPnj0T06ZNE/Pnz5ee+/HHH4Wfn1+l16uD/Px84eXlValZfcWG6TExMaKoqEicP39eLFiwQCxbtkxMmDBB7c33ly9fLkaPHv3a5zw9PYWvr68QQoi8vDwxbNgw0bp1a400k/fz8xMTJ04UQpRPThfi34Nkq9LGtFWXtvC3b5S/Y8cOoqKiOHr0KFBeQRQTE0NCQgKTJ0/G3Nyc3bt3A+XpUrVr136rdQEUFBSwbt06vvzySym8olr9KZVKMjMzWbNmDYsXL2bWrFls3rxZyjoA9fW9LSws5NNPP6VJkyavzDNUKpWMGTMGd3d3WrZsiZ6eHvXq1cPe3h5vb2+1Nt9fsmQJz58/l+56VCOq9PX1+emnn0hKSmL58uVAecx5165dFBUVqb0cHcr7OPfv3x+A0NBQKS3Pw8OjSm1MW3VpC3/7dDmZTEZERATW1tbExsayZ88ePDw8KCgo4M6dO1hZWdGuXTsUCoVGJkJouy6V87O2tpYaxkP5RktZWRljx47F3NwcFxcXevTowYEDB0hMTKRbt26SQ1aHUy4qKmLKlCl06tSJJUuWAOUXECh3zFu3bsXU1JTZs2cD0LBhQ7p06SL1TVCXU96xYwdnzpzh+++/x8DAgJCQEA4ePMj27duxsLDAyMiIL774An19fSlVztjYWCOdCPX09Lh37x75+fmYmZmxdetWPv/8c4qKirhz5w61atXSuI1pqy6to6qX7JogPDxcdOvWTYwePVrcu3dPOr5//37xwQcfiNzcXJ0uIURhYaEYNWqUdNstRHnoQHVLuXnzZuHl5VXpb/Lz89U2A0+FUqkUXl5elUIFy5cvF7Nnzxb9+/cXhw4dEpcuXZKeKy0tVXtIRcWtW7fE8OHDxcmTJ8XRo0eFu7u7iIiIEF9//bWYM2eOCAkJkTRVBTdv3hQdO3YUS5YsEWfPnpWOHzhwQHzwwQciMzNTp0sL+VuumAMCAsjOzpYmBzs6OtKqVSseP35Mr169sLCwQCaT0bp1ay5duoSrq6tGRqxrqy4oDz+sXLmSnJwcfH19gfINmOPHj7NlyxbMzc1p1KgRkyZNAv698jEyMkImk6l1mrVMJsPCwoJLly5hZGTEuXPnSElJwdPTE4VCwe3bt7G2tqZVq1ZSjrCmmtjY29vToEEDPD09SU5OxsvLi3fffZcePXqQn5/Pjh07GDp0KDVq1NCInpdtzMHBAQcHB/z8/KhVqxY9e/YEkGysQ4cO2NjYvLW6tJW/nWO+ffs2q1atklJwVIZQv359unfvjp2dHXK5HAMDAw4fPszVq1cZNWoUpqamb6UuFf8f5/fy379pKjp7BwcH6tevz/Lly5HL5axcuRI7OztcXFxIS0tj586djBgxQiPDNrX1AvufbKxFixbUq1ePjRs3SiGUGzducO7cOcaPH6/2i4a26tJm/naO+fHjx9y/f5/WrVtz8+ZN9PX1JUPQ19enoKCASZMmER4ezsmTJ9mwYQP169d/a3Vpq/MrLi5mxYoVKBQKmjZtCpQ7wHbt2vHs2TNcXV2ltpkdOnQgPDycnj17vtUX2D+yMScnJ9q2bcvx48e5c+cOUVFRrF69Wppx+Dbq0mb+do752bNnuLi44ObmRlJSEpGRkZIhqDZemjZtSqdOnRgzZgyNGjV6a3Vpq/OD8okU+/fvp7i4GEA6kevVq4erqyvm5uZkZWVhZmbG6tWrycrKYtSoUWoPYWjrBRb+2MagvMqwX79+DB06lD59+rzRZk3VUZc287dwzGfPnuX58+cUFRXh5OSEubk5VlZW2Nvbk5qaWskQIiIiqF27Nk5OTmofPaOtulRoq/MDiIiIICsriyZNmrxyIiuVStLT0xk5ciTXrl0jLS2N7du3S2lz6tSnbRfYv2JjN27coLi4GBsbG7Xf9WirrupCta/8W7BggTRhuLS0lPfff19qGgOQmJjIoUOHyMrKQk9Pj5iYGDZt2oSDg8Nbqasie/fu5fTp07Rt25bk5GQGDRpE3759gfLeGJmZmYwePZqWLVvy4sULdu7cKXVjU3efgjt37lCnTh1MTEzYtWvXK/oAEhISMDY2xsHBQa0pcWfPnsXa2hoLCwuaNGnCs2fPqFWrFklJSYSGhlbSFhERQZ06daSLiDrRVhvTVl3ViirOCvmvOHHihJg6daoQQoisrCxx9epV0aVLF7F27dpKryssLBQTJkwQPXv21Ei1lbbqepnbt2+LJ0+eiMzMTOHr6yvmzJkjTp06Vek18fHx4smTJ1JKnLoq54qKikRISIg4e/aslDpYVFQkhBAiKSlJ+Pr6itmzZ4vz588LIcorDVWN8IUQakvZmz9/vhg3bpyYMmWKmDBhgggMDKz0/OPHj4Wvr69YsmSJWLZsmRg+fLj47bff1KKlItpqY9qqq7pRrSv/VBNzAaytrenWrRvbtm1j6tSp1KhRg1mzZgFw7do1fvvtNwIDA2nWrNlbq6u4uJjQ0FDq1q2Lra0tHTp0oLi4GFNTUz766CN++uknjh07hqGhIb179+bgwYM4OztLMVKlUqmWFWlhYSHjx4+nUaNGKBQKMjMz6dmzJzNmzADKi0Xc3d05duwYJ0+eZOfOndSoUYPhw4dL/0MdK/hffvmF/Px8du/eTXZ2NrGxsXzxxRfk5OSwcOFCAN555x1mzJjBzJkzSU5OJiAgQCMrP221MW3VVd2oljHmCxcukJGRgaWlJZmZmSgUCqlZtp2dHW3atGH//v00atQIGxsbLly4wJw5c6QNrrdNF5Q7v3HjxlFcXExMTAynTp0iKyuLLl26AFCrVi3s7OzIysri9u3b7Nq1iydPnjB27FgpZquu2O2ePXuwtLTk66+/pkuXLjRt2pQ1a9aQk5NDt27dgPJWnc2bN2fr1q2YmZkREBCg9phybGwsd+/eZfjw4dSoUYMGDRrw3nvvsXbtWuRyOS4uLgBcvnyZEydO4O/vr/YGO9pqY9qqq7pS7Ryzp6cnZ86cISEhgcDAQCwtLcnPz8fc3Fwae2Nubs7NmzextbWlVatWtG/f/pWWj2+LLhXa6vygfBLz/fv3GTJkCCYmJtSvXx8XFxfWrVuHQqHA2dkZgKCgILKzswkKClJr7wttdTLaamPaqqs6U60c8969e/n111/5/vvv6dGjBzk5OZSUlJCXl8ejR4+oUaMGjo6OmJqacvPmTYQQODs7q61/g7brqoi2Ob+ioiJCQ0NJSEjAzs6OwsJClEqllMVgZ2dHy5YtCQ0NpUWLFpiZmZGcnMyyZcswMDB4bZHLm0BbnYy22pi26qruVKtG+RkZGTg5OQFIJcLGxsasWLECPT09QkNDmTNnDsHBwVy4cIF+/foB6m/Urq26ioqK2L9/P0eOHKFhw4a88847XLp0SXq+Xbt2rFu3jqtXr/LgwQMKCwupVasWwcHBkvNTV0x5+vTphIWFceHCBRYtWkRSUhJXrlzhzp070utatGiBkZERubm5mJmZMWbMGOlioQ6nvHfvXjIzM9m3bx+rV69m8ODBGBkZkZqayoEDBwgPDwfK7yxsbGxITU0FUPsUFNBeG9NWXdWdarVilsvlZGVl0b59ewwMDNDT0+Pq1auMGDECZ2dnGjVqRHZ2Ni9evGDBggUaSVnSVl2FhYXMmDGDzMxMkpOTCQoKwtTUlGfPnmFhYSG1nDQ1NeXChQs4OTnRtGlT2rZtK6WeqcP5AWzatIm6devi4+ND9+7dyc7OxtramvT0dB4+fIiRkRENGzbEzMyM06dPU7duXZycnKTudepK1Tt//jx16tTB1dUVIyMjUlJSyMnJwdPTk+vXrxMdHc2xY8dIT0/nyJEjLFiwQJodqG600ca0WVd1p1plZfTs2ZNOnTpJSeiZmZlkZ2cjhMDS0pKMjAxGjBih8VHm2qhr27ZtdOjQgQULFlBQUMD69esxNDQkNTWV/fv3k5eXR48ePbCxscHU1JTMzEzg372U1bkKfPr0Ke3btwfKV1mmpqaUlJTg7e3Nhg0bOHjwIMHBwdjb25OZmcnQoUMB9a+yOnTowP3795HL5RgbG0vVjrVr12bhwoUkJydz5swZcnJy8Pf311jVKGinjWmzrupOtQplAK/0sTUxMUEmk3Ho0CG8vb0rzVt7m3U9ffoUa2trSZupqSlKpRJvb28MDQ05ePAgkydPZtmyZRp1fgDu7u5YW1tLM+WcnZ1RKBTUrl0bT09P5s6dS+/evWnVqhU//PAD+vr6lJWVqV1Xz549mTRp0v/pZObPn18lKV7aZmParqs6U61WzC9ja2tLs2bNOHv2LDt37iQoKIh33nmnqmVphS53d3fy8vIoLS3F0NAQZ2dnLl++LDm/J0+eEB4ejp6eHitWrJCcnybipT169KCkpERqgp6enk5eXh4ARkZGnD59mmHDhkn5wJrSBX/sZHx9faXJGlWNNthYddJV3ajWjtnKyoqQkBDOnDnD9u3btSZRXRt0abPzk8lklXoilJSUSPHsVatWERUVVWnKtqZ0vYw2OxltsLHXoa26qhvVavPvZWrWrImRkRHz58/XqkR1bdAlk8kqbd7dunWL7Oxs+vTpw6pVqwgLC2PSpEnSRpq6e1/8Ec+ePeP58+fcunWL6Ohodu3aJWVfVKUuhULBggULiIqKYsuWLVrlZLTBxl6HtuqqblT7JkaaXOn9FbRN16VLl7h58ybGxsZERUURGBio1jzlv0J8fDyDBw+mU6dO0uw8bdAF5U3x3dzcpAITbUJbvqOX0VZd1Ylq75h1/Dm02fkpFAp++uknRowYodFY959Bm7ToeHvQOea3BG12fhVRV0WfDh3VCZ1jfgvROT8dOrQbnWPWoUOHDi2j2hWY6NChQ8ffHZ1j1qFDhw4tQ+eYdejQoUPL0DlmHTp06NAydI5Zhw4dOrQMnWPWoUOHDi3jfwHwCIo2J8N9aAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,type='ohlc',vlines=['5-27-2015'],figscale=0.75)\n", + "mpf.plot(df,type='candle',vlines=['5-27-2015'],figscale=0.75)\n", + "mpf.plot(df,type='line',vlines=['5-27-2015'],figscale=0.75)\n", + "mpf.plot(df,type='renko',vlines=['5-27-2015'],renko_params=dict(atr_length=90),figscale=0.75)\n", + "mpf.plot(df,type='pnf',vlines=['5-27-2015'],pointnfig_params=dict(atr_length=90),figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "vconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n", + "vlines= ['5-27-2015', '5-27-2016']\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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1lSmzHrYxzoddl/ms66qhfV/4UqvEvGLFCqxYsYJ7LBKJKty1pLFM+/mu8/HWdrnQNKb62srK18PWdj7r+mrM82Eror64oX1f+FSrxFzT/Bg0fwYhhLw/NSbmR48e8REHIYSQ/6r17HKEEEL4wWtiDgsLwyeffAJ3d3eMGzcOT548AQD4+/vD3d0dbm5uWLx4MUpKSgAAJSUlWLx4Mdzc3DB06FAEBgbyGS4hhCgFb4k5JSUFCxYsgI+PD4KDg+Hh4QFvb29ERkYiMDAQhw4dQnBwMDIyMrB3714ArxN2dnY2goODsW/fPvj7+yM6OpqvkAkhRCl4S8yqqqrw8fGBg4MDAKBr166IiYlBSEgIhg4dCj09PYjFYowbNw7BwcEAgJCQEIwePRpisRiGhoYYMmQIQkJC+AqZEEKUgrfEbGxsDBcXF+7xpUuX4OjoiPj4eNjY2HDPW1tbIy4uDgDw7NmzCstsbGy4ZYQQ0ljVetrP9+natWsICAhAQEAAli9fDnV1dW6ZpqYmCgsLAbwexKKhoVHlsvJEIhEszd59gIu6qsobr5fXmL7tfeu7vL7xva/3lqtc6F9YXFrr174tvpqUH7hQl8+rzfvJBypYmum8c3yKVJ/tzZe3bc/aqsu69fm+CHH/VlY5RrG4+rnteU/M586dw/Lly7F9+3Y4ODhAIpFwF/sAoLCwkJvzWSKRoLi4uMpl5THG6jWAoPIAhPJF7lW9b32X1ze+9/neQNWF/nV57/oM4JAPXHhff0vlgRAvUvN4G2BSW/Xd3nyqanvWVm3Xre/3RWj7tyqVY5TJWLXJmdeqjKtXr2LlypXw8/NDx44dAQD29vYVuidiYmK4fujqlhFCSGPFW2IuLCzEwoULsXnzZrRs2ZJ73t3dnavGKCsrw/79+/Hxxx9zy/bv3w+pVIrU1FSEhoZi6NChfIVMCCFKwVtXRlhYGDIzM9+YZH/v3r2YMmUKxo8fD8YYevXqhXHjxgEAJk2ahLi4OAwZMgQqKiqYOXMm2rZty1fIhBCiFLwlZg8PD3h4eFS5bNKkSZg0adIbz6upqWHlypWKDo0QQgSFhmQTQojAUGImhBCBUUodMxGu9zGRe/mJ6qt6fVUT2b+vz2toE60LceL8hrw9GwtqMRNOzD9ZXGIwMzOv13uVllV/6zH58vf9eeX/BqF7n9v7fSu/PYU4+KWxo8RMCCECQ4mZEEIEhhIzIYQIDCVmQggRGErMhBAiMJSYCSFEYKiOmVTpXepra6pPrq4+9n19XkMlhHrmxrQ9GzpqMZM31Ke+tqb65Krqjd/X5zWU+uXKCotLBVPP3Bi2Z2NAiZkQQgSGEjMhhAgMJWZCCBEYSsyEECIwlJgJIURgKDETQojAUB0zqVZt6mslGmrc/2uqT66pPrY2n9eY622VUc/cmLdnQ0WJmbyVPCk4WBvCzMycSxpVKS2TQk1VpUIiqer11SWa+n5eQ1eXv/99a4zbsyGjrgxCCBEYSsyEECIwlJgJIURgKDETQojAUGImhBCBocRMCCECQ4mZEEIEhuqYSa1UNfChLgMT6lqTW9/Pa+jqOtDmXeqPm9L2bGgoMZMaVTfwoTYDE+qaNOr7eQ3duwy0eVdNYXs2RNSVQQghAkOJmRBCBIYSMyGECAwlZkIIERhKzIQQIjCUmAkhRGB4TcylpaVYvXo12rRpg+Tk1yVAZWVlWLVqFYYMGYL+/fvD19eXWz8nJwczZ86Em5sbPDw8cPr0aT7DJVWo68T3De3zhKb83y/fBuX/L98e5Z+rSVWvJ8LCa2KeMWMGNDU1Kzx3+PBhREVF4Y8//sCff/6JI0eO4Pbt2wCAdevWoXnz5ggNDcW2bduwfPlypKSk8BkyKSfmnyyu3tXMzJx7rrC4lNfPayo1t1X9/XKlZVJunaqW16T865vK9mxIeE3M3377LWbPnl3huatXr8LDwwMaGhrQ1dXFZ599htDQUABAaGgoxo4dCwCwtraGs7MzwsLC+AyZEEJ4x2tidnJyeuM5kUgEmUzGPdbS0kJiYiKysrLw6tUr2NjYcMtsbGwQFxfHS6yEEKIsSh+S3atXLxw8eBCffPIJpFIp/vzzT0gkEhQVFUEsFkNN7X83+tTQ0EBmZuYb7yESiWBppvPOMairqtTr9Yr2tviUGbNYRcTFwMf2K/95ddVQ9295lf9+FXHFx3XdPpVfX9/4qsLXNhf6/gXejFH83+3/NkpPzJ9//jkSExPx+eefw8zMDL169UJsbCwkEglkMhlKSkqgrq4OACgqKoKWltYb78EYw4vUvHeOwdJMp16vV7S3xafMmGVSxsXAx/Yr/3l11VD3b3mV/36prOLjum6fyq+vb3xV4WubC33/Am/GKJOxapOz0svlVFVV8eOPPyI0NBRBQUFQUVFB69atYWBgACMjIzx79oxbNyYmBg4ODkqMlhBCFE/pifnPP//EnDlzIJPJkJKSgmPHjmHYsGEAAHd3d+zduxfA66R8584duLq6KjNcQghRON66MtLT0/HFF19wjydOnAgVFRUEBATgzJkzGDhwIFRVVfHDDz/A1tYWADB37lwsWLAAgwYNgoaGBlauXAkTExO+QibVqOv8yg3t84Smpnruus7fTPXLwsZbYjYxMUFISEiVy7Zs2VLl8zo6Om9dRpSH77rXpl5nW9X8zOW3ybvM39zUt6nQKb0rgxBCSEWUmAkhRGAoMRNCiMBQYiaEEIGhxEwIIQJDiZkQQgRG6UOyCSG1V1M9d1X1zFS/3PBQYiakgaip9ri6emaqX25YqCuDEEIEhhIzIYQIDCVmQggRGErMhBAiMJSYCSFEYCgxE0KIwFBiJoQQgaHETEgjVNPE+kTYaIAJIY1MTRPrE+GjFjMhhAgMJWZCCBEYSsyEECIwlJgJIURgKDETQojAUGImhBCBoXK5BihsZm9lh0AaiJom1lcEOj7rjxIzIY0U1S43XNSVQQghAkOJmRBCBIYSMyGECAwlZkIIERhKzIQQIjCUmAkhRGAoMRNCiMCIGGNM2UHUh4qKCmQyGXR19d75PcRiEWQy4W4Giq9+KL76ofjqr3KMubk5EIvFkEqlVa7f4AeYqKuro6SkBGKxqF7vU9/XKxrFVz8UX/1QfPVXPkaxWAx1dfW3rtvgW8yEENLYUB8zIYQIDCVmQggRGErMhDQy1DvZ8FFiVoC3XWlVNqF/YWUymbJDqBWhbsfS0lIAgEgk3AthQt12Fy9eRF5enrLD4DT4qgwhWL16NcrKypCXl4fly5dDVVUVjDHBfEGKi4uRmZmJkpIS2NraKjucKuXn52P79u0YPXo0rK2tlR3OGxITE1FWVgZ7e3vB7NfyFi1aBKlUChMTE8ybN09Qx5/ctm3b8OrVK9jZ2aFnz57csajsWOfNmwdVVVV89NFHSouhMkrM9fTjjz8iOzsbo0aNwr59+/Dll18iMDBQMF+KvLw8TJ06FQYGBnjx4gUGDBiAmTNnQk1NTdmhcfLz8zFlyhR069btjaSs7C8tACxcuBAvX75ETEwMPDw8sGDBAqXGU9nSpUvx4sULeHt7Q1dXF8D/Ws1C2H4AsGTJEqSmpsLd3R1HjhzBvXv34OzsjOHDhys1Pm9vbxQUFOC33357Y5kytx0l5np4+fIlMjMzsWvXLgBAq1at8PPPPyM9PR2mpqZKju5118DChQvRtWtXzJs3D7GxsZgxYwZSUlLg6ekJExMTZYeI/Px8fPXVV+jfvz+mT58OAMjMzISKigr09fUhEomU+gVZvXo1srOzsWvXLjx9+hSTJk1Chw4d4OHhoZR4qpKdnY3FixejZcuWOHr0KBISEpCcnIzvv/8ezZs3V3Z4iIuLQ0xMDHbv3g0tLS1069YNx44dQ1hYGKRSKUaMGKGUuNauXYuzZ8/i2rVrAIDjx4/jn3/+gVQqxYABA9CpUyfIZDKIxfz3+FIfcz3k5OTg7t27SEhIAAAYGRnh2bNnSExMFERfGmMM6urqGD58OACgZcuWWLNmDYKDgxEYGKjk6F7bt28fYmJiuKTs7e2NefPmYdasWfD29gYALjkrQ25uLr7++muoqamhffv2GD9+PNLT05USS2UymQz5+fnIzMxEQkICbt++DV9fX5ibmyMjIwOTJ0/GkydPACi3b1dPTw/6+vp4+fIlAMDKygpjxoxBmzZtcP36ddy9e5f3mGQyGRwdHdGhQwdcuXIFR48eRUBAAMrKypCcnIypU6fi5s2bSknKAKDy008//aSUT27AiouLIZPJ0KxZM3Tq1AkWFhbQ1NSEhoYGwsLCMHDgQK41WlhYqLRuA7FYjFOnTuHMmTMYOXIkAEAikSAzMxNXrlxBbm4uunXrppTY5CwsLFBQUIBLly5xF2DmzJkDBwcHnDhxAtHR0RgwYIDSWswnT54EYwxOTk4AgMjISGRkZKBPnz5KiUeupKQEMpkMEokEIpEIGzZsQFZWFry8vNCvXz8MHz4cT58+RVBQEMaNG6e07ccYg5aWFk6cOIGbN2/i448/BgBoa2vD0tISFy5cQGlpKbp27cprXCKRCM2aNYOqqioOHTqEiIgIbN26FQMHDsTAgQMBAH/88Qf69+8PdXV13rcftZjraPHixVi4cCFGjhyJv/76C9bW1jA0NIRIJOKqMQwMDAAABw4cwKJFi1BWVsZbfAUFBTh48CACAwPx4sULzJs3D9ra2hgxYgSOHz+OadOmoUOHDli/fj1u3bqFrKws3ltThYWFuHDhAi5duoTmzZtjwoQJyMnJwYMHD+Dp6QkHBwf069cPXl5eSEhIQFJSEq/xhYeH48yZM5DJZFizZg13xgG8rnwoKiriHt+9exeZmZm8xrd48WIsWLAAI0eORHh4OLp27YrRo0fjzJkzuH//Preep6cnzM3NkZuby2t8wOtugby8PIhEIohEImzcuBEPHz7EDz/8wK1jYWHBfY+Ki4t5ievUqVPc/3V0dNCrVy/06dMH7dq1g1gs5ipbOnfuDE1NTe6Hj2/Ux1wHK1asQGZmJtasWYPAwED4+/ujc+fOGDp0KOzt7SGVSpGT83pykmPHjuHgwYNYtWoVVFX52cwFBQWYMGECunTpgidPniAqKgqmpqZYsmQJDh48iPv37+Ojjz7C6NGjkZeXB01NTd5bA3l5efjmm2+gq6uL9PR0BAQEYPfu3RgzZgzu3btXoaKlRYsWUFVV5TU+T09PZGZm4sWLFzh27BgWLFgAW1tbLiYdHR1oaGgAAI4cOYLt27dj//79vMVX+RgMDAxE165d0bZtW4wdOxYbN26EmZkZevbsibNnzyql22Xfvn1Yv349rl+/Di8vL+jo6EAikSAwMBATJ07EzJkz8fPPP8PIyAi5ubkwMDDgpcvg8OHD8Pb2xp07d+Dl5QUAMDMzwyeffILi4mKYmppyPxDJyckoKipCcXGxUs54qSujDoKDgzF58mTY2trC2dkZ2trauH79OlJSUriWc3h4OO7cuYPz589jzZo1aNu2LW/xBQUFAQCWL1+O4cOHQ01NDVFRUYiKioKnpyf69+8PBwcHFBQUwMfHB7m5ufj00095TXw//fQTWrdujeXLl6Nv3744efIktLS00K9fP7Rr1w56enr4559/oKGhAV9fX2RnZ2P06NG8xLh37148fPgQfn5+GDt2LA4fPoz4+Hj079+f+/z79+9DLBbj+fPn8PPzw4YNG3gtQax8DEokEty8eROlpaUYPHgwjI2NsWrVKkRGRuLMmTNYt24dLCwseIsPeN3do62tDcYYLl68iF69ekFdXR16enoYOXIkDh06hLCwMISEhODChQvw8vJCs2bNFB5XTEwMbGxscOLECcTExHBdFhKJBLq6ukhLS8OGDRtw6tQp/PHHH1i5ciXv206OWsy1wBhDaWkpMjMzcfPmTa6/ceDAgRCJRDh48CAcHBxgaWmJ9u3b49ChQ9izZw9atWrFa5xmZmZ4+PAh8vPzoa2tjf79+0NPTw8HDx7Ehg0bMHfuXPj7+yM6OhoAsH37dojFYt6uPMtkMqSlpXH9jGZmZmjRogXi4uIAABoaGnj+/Dk2bNiApKQk6OjoYNu2bbzFyBhDhw4dAABqamqYOXMmgoKCuC4qFRUV6OjoYKweeOcAACAASURBVMmSJbC3t4ePjw9v+/htx+DgwYMhFotx+PBh2Nvb46uvvoKrqyu0tbUhk8lgZmbGS3zlqaiowNXVFWZmZggKCsKyZcuwdOlS6OjocMfj3bt3kZ2dDTs7O1hZWSk0HvnZzsOHDzFo0CDMmDEDrq6uWLRoEX755RduvaKiIrRp0wYlJSX49ttvlVvzz0itXb16lTk5ObGQkJAKz/v7+zMXFxeWn5/P4uPjWUpKilLi++uvv9jYsWNZdHQ091xZWRkLDg5m3333HUtLS2OMMZabm8tkMhm3nE9+fn7s5MmT3Ofu3buXbd++vcI6iYmJLD4+nkmlUl5jPHz4MPPz8+Me37p1i02ZMoVJpVIulvz8fPb999+zR48e8RJTZW87Bvfs2cNcXFxYXl6eUuIqLyMjg0mlUlZWVsauXbvG5syZw3744QeWk5PDGGPs4cOHSostKyuLMcbYy5cvWffu3dmCBQu4Zf/884+ywnoDdWXUkkwmg42NDXR1dfHbb7/B3NwcLVu2BAA4OTnhxo0b6Nu3LywsLKCtra2UGG1sbPDkyRNs2rQJ/fr1g6GhIcRiMVq0aAE/Pz9oaWmhQ4cOXL8yY4z3cqAPPvgA9vb2XL/d2bNnkZubi759+wJ4fcG0Y8eOaNasGUQiEWQyGVRUVHiLzc7ODpqammCM4fHjx7h9+zY+++wziEQiXLhwAc+fP8eXX34Jc3NzXmIqr6Zj8ObNm+jdu7fSjj85+QUzsVgMCwsL6Ovr4/79+/j777/x4sUL+Pn5oV+/ftDS0uItJvbfVrOmpiakUin09PTw8ccfY9WqVUhOTkZ6ejqWLl0KDw8PaGpq8hbX21BXRi2x/1YujB49GhoaGli6dCnS0tLg5uaGy5cvIzExUWk1jwBQVlYGVVVVLFq0CHl5eZg8eTJ+++03tGjRAnp6emjVqtUbB5wyrjarqalV+FzGGPT0Xt995pdffkFERARGjx7NLedrm8pkMohEIq6iRiQSQVtbG4aGhgCA//u//8POnTvh5+entC9uTcdgQkICbxea5Sp3MZWWlla4WCYWi9G9e3eYmJhgzpw5CAsLw+7du2FsbKzQuO7duwc7OzvuR6r8D7yKigoYY2jevDmuXLmCDz74ABYWFti6dSu3/5WNWsxVkEqlbyQE+eM9e/agQ4cO6NOnD3bt2oW7d+/ir7/+wtq1a3md40GeSIqLi7nKBXnCGzBgAAoKCnDo0CFcvnwZoaGhSExMxMKFC3n98WCVRuyVlJRwiSM9PR1aWlpISkqCpqYmLl68iPv37yMwMBCqqqrc36coeXl5b9xBQv55ubm50NDQQEZGBh48eIC0tDTs27cPGzduhL29vcJiKq+hHINisZg7uzAxMeGSn6+vL3f2KBaLceHCBVy7dg2+vr4K75cPDQ3FunXrYGZmBktLS6ipqXHbbv/+/SgtLeUu6oWGhiIuLg5bt25F69atFRpXnSitE0Wg5P2ZMpmM3bhxgz1//pxbNn/+fDZlyhRWXFzMGGMsMzOT5ebmsoyMDF5jlPcPx8XFseXLl7PU1FTGGGNSqZSNHDmSbd68mTHG2PXr11loaCgLCgpipaWljDH++mvlMWZlZbHHjx9zz5eWlrI5c+awsLAwxhhjZ8+eZW3atGETJ07kLcb09HS2detWFhUVxfbt21dh/61YsYL9/PPPTCaTsdjYWNazZ0/m7u7Onj59qtCYymtIx6BMJmOzZ89mR44c4ZatWrWKjRgxgvs7kpOT2bJly3jtl//Pf/7DvvzySxYSEsIKCwsZY4wtWbKEjR8/noursLCQeXp6sgcPHvAWV21RYi5HfoFHKpWyL774gg0cOJBNnz6dBQQEsFevXjEfHx9WVFTEGGNcElGWjIwMtnbtWrZnzx7G2OuY58+fz5YvX/7W1/CVlOWfk5aWxubPn88WL17MEhMTGWOMzZ07l82fP59bNysri23bto33H45du3axNm3asG+++YZ7buXKlWzMmDEV9u3GjRt5vVjVkI5Bxhg7cOAAGzNmDJeonzx5wry9vd+ILT8/n/fYfH192cSJE1lISAh79OgR2759O/eDJj/O+L74XVvUlVGO/FR206ZNsLW1xdq1a5GWloaoqCjk5uZi+vTpUFVVRUlJidKGWbP/dg8EBQUhJCQEjDH06dMH6urqaNu2LYYNGwbgdZ/z206FFR2fWCxGTEwM/vOf/0AqleLMmTMoKCiAnp4eOnTogMmTJ3PrSiQSdOvWDWKxmOsnV5Ty3QPJycnIzc3FrVu30K9fP5iamsLIyAhff/01VFVVuS4ief8oX4R+DJbvYsrLy8OtW7dw+/ZtpKWloVevXjA2NoaLiwtUVVUhlUq5LjY+Y12/fj2OHDmCH3/8ERkZGQgODoaFhQWGDRsGiUSC0tJS7jhT5nWh6lBirmT//v0IDQ3Fp59+Cnt7e9jZ2SEnJwcRERFISUmBk5MTb1UC5cmTSlFREdTU1NClSxeIxWI8ePAAMpkM9vb23AUVPisZqpKfn49vv/0WAwYMwPz589GlSxecOnUKBQUF6N69O3eBhVXqg1bkl0QqlUJFRQUymQznz5+HSCTC3LlzUVxcjCVLlsDZ2RmOjo7cLeWVOS2qkI9B+YWz1NRU6Ovro1u3blBTU0N0dDSSk5PRuXNnbhuqqKjwcoG5/A9uWVkZioqK8ODBA0REROD7779HamoqgoODYWhoiGbNmkEikSg8pvpq8om58kWW5ORkPHr0CE+ePEHHjh1hbm4Oe3t75OTk4NKlS8jLy0OnTp14jVHeCn369Clmz56N69ev4969e/j666+RlZWFq1evoqSkBA4ODrwPYZaTt6REIhHU1dVx5coV9OrVC7a2trC0tETr1q2xZcsWpKWlwcbGBkZGRrzGKR+k8tVXX+Hu3btIS0tD586d0b9/f+Tl5WHFihVwdXXFkydPUFRUpPCqgfIawjEo/7GXyWSYMWMGDh8+jFu3bkEikeDjjz9GVlYW13J2cnLitSUqvwD59OlTmJqawtraGgYGBrhx4wYiIiIwd+5cZGRk4MCBA7CwsICdnZ0g5qiuTpNOzOVbABEREVBRUUGnTp1gbW2Nx48f4/79+2jZsiXMzMxga2sLqVSKgQMHQkdHh7cY5a3KlJQUbhizk5MTTpw4gfPnz8PLywtpaWm4ceMGMjMz0b59e6W0puQxBgQEwNnZGVeuXMGNGze4kWnm5ubIy8vDpUuXKtTjKlr5U+/AwEAUFxdjy5Yt6NWrF/T19QEAvXr1glQqxeLFixEaGoovvviCK+FTtIZwDMqJRCJ88803sLOzw6xZs5CSkoIzZ87AzMwM7u7uyMnJwcWLF5GdnQ1HR0eFx7Nu3TrY2tpCT08Pe/fuxcaNG9GmTRtYWVmhefPmMDIyQnh4OJ4+fYqZM2eiuLgYzs7OvO3b+miyiVneCpXJZJg6dSpOnz6NK1euICUlBcOGDYOuri4iIyPx+PFj2NjYwNzcHB988AEvyaQ8kUiErKwsrFq1CpaWlpg9ezYcHBwwaNAgHDhwAJGRkfD09MT9+/dRUlKCXr168d4aYP+tr71+/TqOHj2K3NxczJkzB3v27MGlS5fg7OwMHR0dREZGwt7eHpcvXwZjDF26dFF4bOVbo/Ifr0GDBkFNTQ2MMWRnZ8PPzw/ffvstunXrhq+//hqWlpYKjwtoGMfg6dOn0apVK4hEIiQlJWHv3r3YsmULTExMcPz4ccTExCAxMRFWVlawsbGBiooK3NzcFP7DsWzZMgQGBuLPP/+Eh4cHPvjgA6SmpuL06dOwtraGlZUVzM3Ncf/+fQQHByM1NRXffvttg0jKQBNOzPIv7KJFi2BpaYmtW7dCJpPh5MmTyM7OxrBhw2BqaoorV64gMTER3bt3563PrHKMjx8/xrVr1xAeHo7BgwfDwMAAEokETk5OOH78OJydnTF48GD07NmT1zt+yD9H3uozNTWFiYkJTp8+jezsbKxYsQJHjx5FSEgI9u3bh+fPn2P16tUwMjLCoUOH8PHHHyusL3fbtm04e/YsAgMDkZWVBVNTU7Ru3RpBQUEQi8X44IMPIBKJ8Pz5c/z+++9wd3eHlZUVr0lP6MdgUFAQvLy8UFJSgp49e0JXVxdRUVFwdnbGhg0b8OLFC6xcuRLBwcE4fPgwoqKi8P333yv87j0vX77Es2fPEBQUhOTkZKxYsQKjRo1C7969ERsbi5CQEFhaWsLa2hqpqalwcnLCqFGjlD4isi6aXGKWn/4YGBigoKAAu3btwoQJE2BlZYWDBw8iPj4eBQUFyMrKQvPmzaGrq4sRI0ZAV1eXly9EQUEBfH19YW1tzX2mfOhtWloazp8/j86dO0NPTw8mJiY4dOgQd+rL922YRCIR0tPTsWzZMrRt2xZmZmYwNzeHrq4uTp8+jdzcXHh7e8PGxgYdO3bEnDlzIBaLERUVhaSkJAwdOlQhVRg//vgjYmJi4OLiAisrK5w4cQL37t2DSCRCly5d8McffyA7OxtOTk7466+/EBERATc3N95G9An9GJRTU1PD9evXERERgefPn6N///4YNGgQCgoKsHv3bqxZswa2trbIzMzE1KlTMWzYMF6Gquvq6qJ79+4AgL59+yIhIQG//vorRo4ciT59+iAuLo67Fdiff/6JmTNnKm2WuHfVpBJz+dMfNzc3mJiYoKSkBB9++CH27NmDx48fw8/PDzdv3kRoaCiCg4Ph6enJ6/37NmzYgO3btyM2NhYpKSlISUlBq1atYGpqChsbGzx8+BBBQUEwNTXF2bNnkZCQgJkzZ3Kn63x9ceWtvbi4OERERODy5cvo1KkTTExMuP7kgIAApKWl4fPPP4e9vT12796NTZs24fLly1i6dKlCvsSrVq1CUlISfH190aZNG3Ts2BHdu3dHUlISYmJi0KZNG7Rv3x4bNmzArVu3cPr0aaxbt4637ouGcAwC4GamE4vF6Ny5M6KionD16lUMGjQIKioqCA4ORllZGe7fv4/Q0FBMmDCBl6k7KxOJRBgwYACePXuG1atX47PPPsOAAQOgra2Nly9fwsvLi7fRmu8Vz3XTSpOUlMQ2bdrEGHs9kMDZ2ZkbUVVaWsq+/vprdvHiRcbY6xnPoqOjWXp6Ou9xJiYmMl9fXxYcHMz+/PNPNmbMGLZu3Tp2+fJlxhhjCQkJ7JtvvmEDBw5kq1at4l7Hx2CD/Px8tnXrVvby5UtuQAFjjEVGRrJFixax6dOncwNJ/vnnHzZ37ly2fv16bqaxs2fPslOnTrGEhASFxFdaWspmzZrF7t69yxhjrKSkhIszMTGRzZgxgxsVmZOTw16+fMnrPm4Ix6B8IIh8oMuxY8e4/fr1119zs7H5+vqy7777jrm6uip1trjylixZwiZMmPDG39AQNZkWc/nTnz59+iAxMRG//vor3NzcYGhoyE0Cc+/ePZw8eRKjR49Wyly2xcXFOHnyJFq3bo0hQ4agZ8+emD17NhISEvD777/D0dERJiYmsLCwQExMDHr27MnVZSq6tfy21ry5uTksLCzw5MkTnDp1Cl26dMHRo0ehrq4OT09PbqYxe3t7tGrViquGeJ8YYygsLMT+/fvRt29fbnY6+ZmEvr4+jI2NsWPHDgwZMgSGhobQ0dHhdYYzoR+DXl5eOH36NFq0aAEDAwOoqKigbdu2uHLlCpKSkjBjxgwcOnQIT58+xaxZs+Dm5oZhw4bxMj8HK9dFxyp118kft2vXDnfu3FHaffrepyaTmMuTn/4kJiZi9erV+PTTT9G8eXPuTsMrV66EnZ2dUmLT1taGSCTCgQMH4OjoiIULF6J79+7YsWMHXrx4wd280tXVFfHx8Th48CB69uzJy9VmGxsbNGvWDN27d4eWlhb27t2LhIQErsKidevWePz4MTZu3Ij8/HysXr2aKwVT9JdEXj997tw53L9/H0OGDOGmDWWvpx5AUVERHj9+XGH2OmUR2jFYWFgIf39/XL58GY8fP0ZhYSHu3buHTp06wczMDHFxcejfvz9cXFywadMmxMbG4qOPPlL4YI3k5GSoqqpyF4nLz2aXmJgIVVVVxMbGIi8vD7dv38bFixcxfPhwQUzdWR8ixpR4X3MB8Pb2Rnx8PHbv3g01NTUUFRUpfadKpVKsX78eR48excCBA/Hzzz9zy+Lj49GiRQsAwO3btxESEoKpU6fyctElNTUVPj4+GDx4MFxdXfHixQu4urrC0dERIpEInp6eMDQ0hIGBATcXtLxiQ9HkX9g7d+5gx44d6N69O7788ssKy44fP46wsDCsWbMGmpqagmlRCeUYzMrKwvr163HlyhXMnz8fBw4cQLNmzeDs7IygoCBMnToVHh4eSE1NRUlJicLvPDJ79mxkZ2dDX18fa9eurTAboLe3NwwNDfHvf/8bK1euREpKCjIyMrB27VphzRL3jhp1i7n84ILqTn9u376Njz76COrq6rzPZ1s+Lnm8YrEYiYmJuHv3Lvz9/QGAm7uh/HyxFhYWFYY4K1pNrfmzZ88iKSkJgwYNqlBGp0jlRxwCr7ss8vLy8Pfff+Py5cvo0aMH8vPzcebMGezevRteXl4wNzfnLSnX9hRcmcegnLwE8/79+4iPj8fWrVvx8uVLZGRk4NatW4iPj8eHH34IS0tLhZ+hbd68Gc+ePYO/vz969+4NLS0tbv6X33//HdevX8eKFSsgkUjQpUsXeHh4YPjw4Qr/seBLo5wof8eOHZg6dSqXFCqf/hgbGyMxMRGampqIjIxEQkICd9tyPuTl5WHt2rVYunQpF5c8iUmlUiQkJGDs2LG4ePEiDh48yE2MXpW3Pa8o/fv3R2RkJMaPH1+hNT979mwkJiZW6G9UZFKuvI/l209LSwtdunRBq1atsGXLFowbNw56enpgjGHdunVo06aNwmIqLzk5GQYGBlzLV2jHoFzlhoGhoSGWL1+OefPmwdPTEz4+PgBe358xIiKCt0ZATk4OhgwZAgA4evQooqOjkZCQgKlTp0JHR4e78XBJSQmMjIx4iYlPjS4xe3t74+nTp5g2bRr3nPwLUf70JzAwsMLpD18HXH5+PmbMmIGWLVtWmE9APg/BhAkTMGzYMNjb28PFxQV///03Ro4c+cak7nyo/KUVi8VQUVGBlZUVJBIJl5SLi4uhoaEBGxubCusqSlX7WJ6g5Xdc/u6779CjRw/ExcVBV1cX6urqCrnoWJWqTsGFdAwCb/5wlD+7ycvLw6pVq7BgwQLMmjULmzZtwujRo+Hh4aHwi6XyOPT19ZGSkoLo6GgcO3YMy5cvR3BwMEJCQtCtWzcArycsUsb3ghc8V4Eo1IIFCyrMr1tcXMzNt3rkyBH2xRdfcPOxZmRksNzcXJaZmclbfPn5+WzMmDHMx8eHey43N5eLacuWLczb25tb9uTJEzZ9+vQKpWmKlpuby7y9vSuUGpWfuzY2NpYxxti0adPYgQMHeC9Jqss+VoZNmzaxyZMnM8YYy87OZoz9r5RRCMcgY4zNmjWLTZ48mc2aNeuNbeXl5cUdn69evWLjx49nc+fOZYwxXo/D27dvs86dO7OFCxeyc+fOcc8fPnyYubq6cjcWbqwaTYt59+7diIiIwIkTJwAAe/fuxcOHDxEbG4uvvvpK6ac/jDGsXr2am24SeN16evXqFdf669ixI1xcXLgYW7VqhW3btgFQfCsUEH5rvi77mK+LjpUJ/RR88+bNyM7Ohr+/P3JycqCurs7Ng/37778jPj4eS5YsAfC6v37btm3Iz88HoNhyzJ07d6JFixYYPHgwAKBr165YtmwZ5s2bB01NTbi6ugIAPv/8c4SEhCAtLY3XebL51mgu/olEIty4cQPGxsZ49OgR9u3bh6lTpyIvLw+RkZEwNDREp06dUFZWppS5dkUiEfT09BAeHg51dXWEhYUhMTERXl5eKCsrw507d2BsbIz27dtXGaOiL1YVFBRgypQp6Nq1KxYuXAjg9Skt8Doxb926FRKJBLNmzQIAaGpqIjw8HMOHD+d1CHht9zHfF9DkIyHv3r2L3NxcaGtrY+vWrZgzZw4KCgoQGRkJAwMDpR6DAHDu3Dk4OzujQ4cOOHDgAIKCgrB7927o6elBQ0MD8+bNg4qKCnehTUNDQ+Hzh9y5cwe//PILioqKIBKJuDt/t2nTBpaWlti4cSM3KdLNmzcRFhaGiRMn8lqDzjtlN9nfp6tXr7LevXuzsWPHcqO/GGPs0KFDzNXVlWVlZfEeU+VT/StXrrDu3buzSZMmsZSUFO75PXv2MFdXV6XcgkcmkzFvb282duxY7rklS5aw7777jg0ZMoQdO3aMhYeHc8sqn/7y2Z0hxH1cnlBPweXdPZs3b2YbNmxgd+/eZcOHD2dRUVFs1apVbPbs2SwoKIgxxv8tqy5fvsxGjBjB1q1bx2bNmsVCQ0MrLL948SKbOnUq++abb9j48eMFM9JQkRp0i3nnzp3IyMjgfmGtra3Rvn17xMXF4aOPPoKenh5EIhE++OADhIeHo0ePHrxeYCksLMSyZctQVlYGBwcHLsZOnTrh1atX6NGjBzQ0NCASieDk5ISrV6+iX79+vN9hQciteaHv48rxWVhYwMLCAps2bYKBgQH69esHAFx8Tk5OvM97AfzvAriKigqWL1+OoqIijBs3Dj179kSfPn2Qm5uL3bt3Y+jQobzP9fzq1Ss4Oztj4MCBiI+Px61bt6CiosJt0xYtWsDNzQ3Dhw/HoEGDeJvXRJkabGJ+2+mPlZUV+vTpg2bNmnG1v8ePH8fly5cxZswYXpNeeHg4Dh06hMLCQgDgYrS0tESPHj2go6OD9PR0aGtr49dff0V6ejrGjBnDW9dA+TpvCwsLWFlZYcmSJSguLsbKlSu5wQXJycnw8/PDqFGjeC3PE/o+bgin4EL94Th37hyys7NRUFCAdu3aQUdHB4aGhmjevDlevnxZITnfvHkThYWFMDU15b08VFka7MW/goICmJubw9LSEqdOnQIA7sKBRCJBTk4OpkyZAktLSzx69AibNm3i/WJLWloarK2t0bx58zdilE88PnbsWLRt2xZFRUXw8/PjhhEr+kJfYWEhVqxYARcXF7i5uQF4fSePTZs24cyZM1BTU+Pi+Ne//oXr16+jqKiI16Qi9H1cXXwjRoyAkZER9u7di5s3byI7OxsbN27k9YLVnTt34O/vjx49elSIbdiwYSgrK8OiRYtgY2MDJycnJCYm4vnz57wk5R9++AGpqanQ0NBAaWkp+vbti6lTpwJ43ToeMWIEjh07hosXL+LSpUt4+PAhNm/erPC4hKTBDsm+e/cuCgoK0Lp1a/j7+yMhIQEff/wxd/ABwN9//w1VVVWYmpqiefPmvMcYGRkJExMTaGpqIjAwsMoYY2NjoaGhAQsLC16HMJ87dw6rVq1C586dMWjQoAoxlZSUQF1dHWlpaTA1NcWvv/6KmJgY+Pr68jqMWej7uDbxFRcXQ11dHbm5ubzfPePKlSvw8fFB7969kZiY+EZs4eHh2Lt3L9TU1JCdnY0lS5agbdu2Co0pODgYx44d41ryjx49wrx58/Dpp59i/vz53HoFBQX45ptvkJCQgJ07dzaKYdZ10aC6Mupy+nPjxg0YGRmhXbt2vN2VorCwEIcPH0ZaWhry8/Ph6OgINTU16Ovrw8LCAklJSbh58yY0NTVhZ2eHI0eOcLfkkbeU+SrxunHjBtLT09GyZcs3+vRkMhlSUlIwevRoXLt2DcnJyfD19eXK5hSZnIW+jxvSKbgQ+24fPXqEqKgojBw5ElpaWrCxscGHH36I1atXc/fkA4BLly7h9OnT2LFjR5NLykADajFXd/oDAM+ePcOxY8eQnp4OsVjMnf7wdeeC/Px8TJw4ES1atEBZWRnS0tLQr18/TJ8+nVsnLi4OJ0+exIsXL5CUlAQtLS1s27aN1zsKywmxNS/0fSz0+IDXPxzGxsbQ09NDy5Yt8erVKxgYGCA+Ph5Hjx6tsJ9v3rwJPT09hbeSAeDChQvQ0tKCqqoqTpw4gT59+mDgwIHc8mvXrmH9+vWYN28eHB0d4e/vD1dXV+5HpKlpEC3m4OBgREVFYc+ePejduzdsbW2xZs0aZGRkoHfv3gAAQ0NDODo64sCBA4iOjsbGjRu5Wdj4sG/fPujr62PFihXo2bMnHBwcsGrVKmRmZlaIsXXr1ti6dSu0tbWxc+dOXlqhgPBb80Lfx0KPD3j9w3H16lX8/fffuHDhAjIyMtCrVy8AgIGBAczNzfHy5Us8ePAAFy5cwPHjx7lbVimSl5cXzp49i9jYWOzatQv6+vrIzc2Fjo4O1/2ko6OD27dvw8zMDO3bt+fmHW+qGsTFv7KyMq6ywdjYGL1798b27dvx73//G1paWpg5cyaA17+6L168wK5du9CqVSteYxSJRHj27BmA11+CHj16YOfOnZg2bRr09PS4lvOBAwdgbGwMPz8/qKqq8tKnXFNr3tbWFp9++ilOnjyJkJAQ+Pn5QUtLCyNHjuTeQ9GteqHvY6HHFxwcjNzcXAQFBVXou83MzOT6bu3s7DB9+vQKfbeKbs0fOHAAaWlpOHjwIPLy8rBhwwZkZGTg5cuXOHz4MAoLC9GrVy8YGhrC1NQUL1++BKDYCbAaAkG3mC9cuIDU1FTo6+sjLS0NZWVl3P27mjVrhg4dOuDQoUNo0aIFTE1NceHCBcyaNYurGVa0goICHD16FLGxsWjWrBny8/Mhk8m4VlKzZs3Qtm1bHD16FG3atIG2tjYSEhKwePFiqKqq8jZCTciteaHvY6HHJyfUvtvz58/DxMQEPXr0gLq6OhITE5GZmQkvLy9cv36du1tLSkoK/vjjD/zwww8wMDAQzFzZyiLYxCz005/8/HxMnz4daWlpSEhIwJ49eyCRSPDq1Svo6elxE9dLJBJcuHAB7dq1g4ODAzp27Mj11/I1bDgqKgrR0dEYNmwY3ZmN3gAABIBJREFUNDU1YWVlBWdnZ6xduxZlZWXcbF179uxBRkYG9uzZw0trXuj7WOjxAcL/4SguLkZ6ejocHR2hqqoKsViMy5cvY9SoUejWrRtatGiBjIwMFBUV4YcffmiyfcqVCTIxHzhwAA8ePEBAQABcXFyQmZmJkpIS5OTk4OnTp9DS0oK1tTUkEglu374Nxhi6detWYcJ0Rdu8eTPMzc2xfPly9OnTBxkZGTA2NkZKSgqePHkCdXV12NraQltbG2fOnIG5uTnatWvHTaWp6K4Bobfmhb6PhR4f0DB+OFq0aIH27dtz9e/379/HX3/9hVGjRkFTUxPR0dHo27cv3N3dYWxszFtcQsd/OUAtpKamol27dgBeH1gtWrSAhoYGli1bBrFYjKNHj2LWrFnw9/fHhQsXuAESfJ7+PH/+nDuQdHR0IJFIIJPJ8NNPP0FNTQ1HjhzBV199hcWLFyMtLQ3Dhw/nLcb8/HxMmzYNV65cwYULF/Djjz8iPj4ef/31FyIjI7n12rRpA3V1dWRlZUFbWxvjx4/nWsqKbs0LfR8LPb7yfbe//vorPDw8oK6uzvXdXr16FQAE0XdbeYi3/LZex44dw08//QSZTMZ7TEInyBZzQzj9kUgkUFFRgb29PVRUVFBSUoJnz57B3d0dvXv3Rrt27aCqqgozMzMsXbqUS3h8lMYJvTUPCH8fCz2+htp3W1BQwN0zcPv27di2bRt1X1RBkFUZ/fr1Q9euXbmi/LS0NGRkZIAxBn19faSmpmLUqFGwtbVVWowuLi4oKSnhJvRJSUlBTk4OAEBdXR1nzpzBJ598wl315nN+4OfPn8PR0RHA/1rzJSUl+Omnn7BhwwYcOXIE/v7+aN68Oe+teTmh72Ohx+fk5ITo6Gju7jHySbCMjIwwf/58JCQk4OzZs8jMzMSOHTt4LdurjqGhIfbu3YuzZ8/C19eX9+qphkKQXRmA8E9/RCJRhdFcJSUl3On/L7/8gnPnzsHMzIxbzucp5KeffgpjY2PuHnLdunVDWVkZjIyM4OXlhdmzZ6N///5o37499u/fz91rkG9C38dCjq9fv37417/+VeMPx9y5cwWV/CwsLDB37lzs2bNHUHEJjSBbzJWZmZmhVatWOHfuHPz8/LBnzx7Y2dkpO6wKbG1tkZaWhi1btuDp06c4dOgQb3XKlQm5Nf82Qt/HQoyvuh8OHx8f7m4pQjNlyhSlH29C1yASc0M4/bG0tMS0adPQtWtXBAQEKC0pAzW35iMiIvDvf/+bWy6EL4nQ97HQ4xPiD8fbCOF4E7oGM1fGzp07MXDgQK5GU2jKysrw+++/Y9SoUVzXgFAOwPDwcNy+fRsaGhqIiIjArl27lPrD8TZC38dCji8pKQkDBgxAs2bNBPnDQeqmwSRmoSWR6ijjnnPViYmJgYeHhyBa89URYkzlCT0+If9wkLppMImZvDsht+bJ+0P7tfGgxNzECK01Twh5EyVmQggRGMHWMRNCSFNFiZkQQgSGEjMhhAgMJWZCCBEYSsyEECIwlJgJIURg/h8D9mQqchcjcgAAAABJRU5ErkJggg==\n", 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srKW/WKtqpH0pmFtYQt/AAA/u3QYApKam4lHcfZE8wg+ccLq6UF3tro5UdOBRXh9za9kKUefPACh9JxIVeRZuLVpV0tKqh0xlVAOEO1rSuw+wt7VVedviwWJiH7wEg8HAxMmzsGThHAz0C0DM5Uj07jcQx8opWx2ornZXV8rqY/ojdlSorDDDR47HiKH9wOcD3759Bp/HQ6f/x87QZMiIuRohrLeURmZmBjIyVLsTw2+/d8Hi5avx5vUrDBsxAuMnTiszb1l2p6WmSGwpr0mUZXfyt6/Iy8tVsTU/JlwuF58/fQCbzS43n/i9srK2wY49R8DlceFcrz42bgsTeSeiqZARczVE2ghuz+7t2BdeOsIYMMgfo8dPkshfFcHuMzLSsW3zOnz59BEvXzxCTSu7MvOK283n87F+zQpE/HcaADB+4jT09fWrtE3KRtzukpISLF04G3fv3AKNRsPsuYvQqYunSF7ha1vd5IIVoSr7WFpqCmZPD0RK8jcYGxtiyYr1cHGV/itG2rNRq1YdTJ42p9J2qBKFRsw8Hg/R0dHYvn073r17h5ycHHz69KmqbCP8H1k/qZ88eoiTxw7hwNFzOHwyEpERZ3H/7i2peSv6wJSlFd24bhUaNWqKs1HXMXtOMJYsmC233dEXI/Ao7j6On72EsP3HseOfjXiX9FYhu6qSsuw+dngfcrKzceb8VWzYvBOrViymfqmIf+YfcRpE2X1sfegKuLdsjbNR1zFp8hQsWxQMHo8n0oa2XWe5HfPXr1/RtWtXBAUFYd26dfj06RPi4+PRq1cvPHnypCptJAghTcd84thBDAkYBQtLK9SoURMBw8fg5PHD1HnxmLOKIO3hEhzLzc1BzNVojB4/CXQ6HT179oK+gaHUeqQ9rCePHcLIMRNhbGyC2nVs0dd3ME6dOKKwjcpGfLQrfuzEsYMYHzQNLD09uNRviN86dkHk/0f9wvxIcruq6mMAcPd2LEaODQSNRkP//r7g8/l4+jhOoow2beQgt2OeN28eioqKEBgYSMmjatSoAQMDA6xevbrKDCSUEvvgZZk65tSUZNR1cKTSDo7OSEn+KjVvWlqKwh1X0LZ42fS0NJhbWMDIqFR+RKPR4ODoVGZZcVJSvsHB8XtQqroOjkhJ/qaQbVVFeXanpiTDweG73Q6OTiJ2a4NjqAzK7GNA6Tyxvn5pVElBHxO/3tq2kYPcjjkuLg6jRo2Cn9/3OUAnJycEBATgpZTgNQTlU5aciMlkgsPlUumSEjZ0dHQVqqM8hH8mCv9fR4cJLocrkrekRPLlTNl264DD+b7/GofDgY6OjsL2qRomUwclQnaXcErKvN4/IpXtY+JwxPboK2GXQEdXtJ+oS+NfVcjtmGvUqIEvX76ARisN7iz4++zZMxgaSv/5SlAe5emYHZzq4cHd21T6wf07cHBylihbGU2uhYWVROe3sLRGfkE+Pn54D6B089wnYj8xxdsWxtGpHh7cu0Ol79+9DUenegrbVhUIFphIs9vByRkP73+3+8Hd20q/3tUNZfYx8bKZmRn48qX0XVZRURGeP3uMug5lX29tQG7H3KZNG+zfvx8jRowAjUbD+vXr0blzZ1y4cEFkyyhC1ZL07oPEMb8hw3HuzHFcunAeVy9fwImjBzF46AiJfNLmTmUhPG8n/qKFxWJh8NARWL54Ll6+eIoF8+fB1bWhRFnhtoWPDRsxFuG7tiH2xjWcO30ct2Nj0Lf/ILnsqkpk2T1ydCA2rF2Fhw/uYl/4Dnz58gldPbpL1PMjTmlUJkJcWTG/fQf5I2TJfLx6+Qzz5gajmZs7NXUn615VV+R2zHPmzIG7uzvi4+NLJ9+fPsXnz5/h7u6O2bNny66AUGHEX2qId35rm1pYFboZhw/uwf49OxGyaj3q/CQqW5Olga4og/1H4udf2mLpH3PA5/OxYPFKiTxlte1SvyGCFyzD9q0bEHH+DNZu2A5jE1Ol2lcZyrpWbdp1wKhxQVj713LEPbyHdRt3UFMwsu6VNiP+mZXlIIeNHIemzdyweP4ssFgszJm/tMy2tQW5dcympqbYt28fXr16hcTEROjp6cHBwQEODg5VaR9BTkpK2Chhl4DH46KkhCNyTlYw8ZTkb1j713K8efMaPXv3h//wMaDT6XKV5fP5KClhg81mg11cTMmYpOWVdozDKQGbXQwdtg5KOByJ/JpK6WcuBpvNBkdBu58/e4L1oSvAYRciYGQgfu/sQZ2rjB64KrXEleXr189Y+9dyJCW+RZ9+AzHYfyQ1HVpWHxMO+1nCLkFJSQmKi4vB5/Gh7SikY37w4AFevXoFb29vdOrUCREREbhz547sgoRKIUsb++XLJ8wPnoYRoydgXOBULF4wk5r3lQWfz8e82ZNhV9cBK1dvwNXLF3FKSGoniz27t+PZk0dYtXYzTExNsWxxsNxlXzx/itBVyzB91nz0HzAEs6aOR3ZWltzlq5qyRnw3Yq5gX/gOLFyyCr92+B0zpoyjVqTJulfZWVmYPW0C+vkOxqLFS7D2r+V4+eKpQu1rKuKfWXAteDwegmcEwbV+I4T8uQ5REWdx/uxJuevduX0T3sS/xF/rtkBHRwcrli0os21tQW7HfPnyZQwbNkzEEd+4cQMjRozA5cuXq8Q4giQOdSVX1h3eH45efXzx2+9d0K59R/QfOBQH9u6Uq757d2JRXFyM8ROnwcW1AYLnL0HYrm0iEePKori4GEcO7cW8hcvhXM8VCxctRmLCG7k/y96wfzF81AS0bNUGHl490KFjZxw/ekDu8lWFLB1z2M6tmDwtGI2bNsdAvwDY13XAxchzEvVI0/QeP3oA7X/rBE/vnmjX7lcMHzUBe3b/K9G2tLlTee0WXqih6tGyNAcZe+MaGAwGRo2dCNcGjTB77mLs3rlN7jpPHjuEeQtD4OTsgqXLluP5s8dISkworVvGvaquyO2YN23aBBsbG/j6+lLHpkyZgp9++gmbN2+uEuMI3xF0tpTkZJE0ACQlvoWb+/eIWW4tWuJdUiLkISnpLZq7taSmLlwbNEJebi7y82VvxZ6akgwjQyNqPltHRweNmzaT7wMBeJeYADf3n6l08xY/a8zKv/K0se+SEtG8RUsq3Vzsepc3/fMuSexeuUv/zBUN0K8uTa/ATml2Cz6zYOqiUZNmSEn+iuLiYrnqrlGjJqxtagEofeHcqFFTkWsm3rY2ILdjTkxMhL+/P1q0aEEd++WXXzB48GCRnawJVUdZHY/L5YApFJiFydQBhyvfvCenpARMMe0wkympT5ZalsMBgykaEIbJlF+HzOFyRPIzmUxwubLbVTccTgmYzO+vZ5gMpoiuuTy4XK5IEB0Ggymi5Ramso5GXSNHcbs5HI7IZ6bRaGAwGODK2Ucl+qcOExyx/qlNThlQwDGbmZkhJiYGhYWF1LHc3FxER0fDyMioSowjfEc4cLs41ja1kPj/n3YA8PZtPKytbeSq19qmFhIT4ql0SvI3cLlcGJuYyCxrYWmJjPR0KhA5n89H4lv5pzKsbWoj8e33thPfvoGVnHZXNeXpmK2sbfBWaMom8W2CyPUub77TytpG5BolJb6BtU1tiXxlaXoVsVtd867ibVvb1KKmHgDg86cP0NHRpVbzySIl+Rv1C660j0le77LuVXVFbsc8aNAg3Lx5E61bt4aXlxc8PDzQtm1b3L9/H/369atKGwlC5BeW/vwT7vh9+/thX/gOJH/7irTUFOwL24G+voPlqq/9b53x7l0ibsRcQUlJCTat/wt9+/tRUxvlYWRkjI6dumHb5nXgcrk4duyoQgqFfr5+2Ll9M7KzsvDh/TucPHYIffppvo65/8Ch2LZ5HQoLC/Ds6WNcj7kMr+69JeoRbJEkXLZPv0E4eewQPrx/h6ysLOzcvhn9B3y/V5WZJ5XmiFXlnAXtSNsW6vdO3fDqxTPcuXUTbDYbm/5eg/4Dh1BTG7Jo3bY9/t22ETweDwf274OOjg6aNHOTyKdNOma55XJjx45Fbm4u9u3bh6SkpNLCTCYGDx6MSZMmyShNqAyyHtbGTZvDb8hwDB3YE3w+HwEjxqKFu3y7NLBYLCwNCcXC+TNQWFCAJs3cMGLMBLltC5oyC/PnTIFX5zawtDTHouVrMeFihlxlO3bqhhfPnqJfzy6g0+mYNHU27Ozryt12VVPW9e7b3w/xr16gh0cH6OjoYP7CEJjVqAFAuo5Z2FHY2ddF4KQZGD1sAOg0oEfvAfjt965ltl+RXcbV7aDE7dbT18fi5aux+I/ZKC4qQgv3Vhg2Ypzc9U2ZMRdzZ06CZ6fWsLa2xOKQdZRT16YXfsLI7ZjpdDpmzZqFKVOm4P379+ByubC1tdW65dh5ebk4uG83+JxCePfyw0+231UQ4g+IujSm4g87APgNHQGfXqW/XIyNZU9DCNPMzR1HT11ATnYWzC0s5R7JAIBZjRrY9E840tNS0dDFFimZxcBF2dvOA6VzjX18ByE7OxPGJqbo2LmbQnarCvHrzWQy4Td0BLhcHur89BN+ad1OJK+08sJ07NwN794lgs8pRB/fQSLXW5ZunMfj4dzp43j65BG6enijlVDb8vD0cRzOnTkBp3ou6NvfT2SuvLKU15fdf26NY6cvIi83B+YWlgrVa25ugeGjxuP8uVPw7Nap3GX70p6N6ki5v1fv3buHtLQ06v/37t3D48ePkZWVhdzcXLx48YI6rg1wOBxMGj8CXz5/gplZDYwdMQhfv34WyaPOmy4rxq+xsYnCTlmArq4uLCytFHLKAmg0GiwsrRQOQJSakoyxwwfB3MISOdnZCBzjj5IS+V6iqRLx6/02IR4Txw1DXQdHJLyJx6xpgXLJC4HSIPuBY/yRnZUFSysrjBk2EGmp8r+42rIhFKdPHkE91/pYvmQeLl+KlLvs/bu3EDwzCHUdHHHtyiX8ufwPucvKg6z+yWKxFHbKABAVcRarVy5B0+YtsHfPHmzf+rdMG6o75X5dBgQEYPny5ejXrx/8/f3LfGhpNBpevHhRJQaqkuiLEWCxWFi4dBV+sjZGZk4BwnZsw9w/lonkq6jGVDwQuKJlAek65urKnt3b4endC+MCp4LP52Ny4EhE/ncaPXr3V6tdsu7Vv1s3YMToCRjoFwAulwv/Qb1w5/ZNtG7zq8y6I/87DbMaNTF/UQh+sjZGekYewnf9gxlzZDvJ5G9fcfbMcRw6fh41atSEcz1XrFy2AL/93hUMBkOm3Vs3rcWMOX+gUxdP9O43EAN6eyDhzWs413OV99LIpCL9WxZbN67F8j/XoXHT5hg8sC86d+qEfr6DYWFpJfUzawPljphbtmwJCwsLAMDPP/+Mli1bSv3n7u6uEmOrmkcP76GrR3fqC6irR3c8Ftr1uTytpiJURNpTno65uvIo7j66engDKP1y7+bRHY8fPVCzVaJIu1dxcfepoEUMBgOduniK9JPyeBR3Hx6ePkJ9zFvuz/z82WO4tfgZNWrUBAC0cG+FoqIipKelStgsbndxURHexL9Cx06l00X6+gZo176j1IDzFUFZz4Y0GAwGGjdtDgCwtrZGoybN8Orlc5W0rS7KHTHv3btX6v+1lfy8PBgZG1NpIyNj5Bfki+SJffASLvbmFXauldnVQtu0mgX5+TA0+n69DY2MkJcne2GLKijvXhUW5MPQ8LtE1MjYGF8+fZSr3vz8fBgIvZcxNDJGfn5+OSW+U5CfLyFNNTQwFFkMVJbd+QX5MDA0ElHblLat/Out7H5qKPaZjQyNJOzWJqcMKCCXc3Nzw/79+6vSFrVjVqOmyM4IKSnJMDOrIZJHOParqjWm2qTTBEpfHKakfL/eqakpMDMzU6NF3xHWjYvfK1OzGkhNSabSaSkpMBXrJ2VhZmaGVKE55dTUZLk/c2n//N4uh8NBRka6SNtl9TETE1MU5OehSGgdQqqU/q0MlN1P01JTRBYepaamSP3Mgv9rA3I75vbt2+POnTtyv+SojnTq6olTJ46gqLAQfD4fhw+EUbsfA8oPyK1IJxLklaZjrq506uKJw/vDwefzUVxcjBNHD6BzVy91myWCtAe+cxdPHD4QDgDIzclGxH+n8LucipLOXb1w4uiB0ihpfD4O7RPtY+Xh5v4zEt68wpv4V0jlbSAAACAASURBVACA82dPop5LfdSsWfY+ewK7mUwm2v/WGUcOlf7y/fLlE+7cuoE2v/4mV9uyENcxK7N/1rG1w4X/xyJ5/PgRPn18j+bNJadPtck5y62VMTc3R2RkJDp06AAXFxfo6+tT52g0GjZu3FglBqqS5m4t0eqXNggY3Bs/1amNjMwczP1juUQ+8WAxlZHLyYO2ajX7DxiCq5cvYPyoIcjJyUbjJs3RslUbdZsl814NHzUB40b5YUrgSHz88B4+vfrJvfNKy1Zt0LhJcwwf3AfWVhbIKyhC/wFD5CpraGiEqTPmYfKEEWjW3B1PHj/E+s3fg1XJsntC0HRMGDMUT5/E4eXzpxgzfjLMzS3kalsRKqq/LotpM+djxuSxuHblEl48jcPUmfOh93//U5nnSpOh8eUcAtevX7/sSmg0te37Z2ZmBh6Pj7gX8oW5lAWfz8eh/WEozMvAoIAJMDD4vmzUxd5cZGWTeBoAPn54jxfPn6Dlz61FpEHS8oofy8vLxa2b12FvXxcu9RtKzVvHygifU/Kk1qduBLYJ4uhGB8nW2BYWFmLHtg0wq1ETQwJGybXisKJ2KYKse11UWIjrMVdgY1NL6iq08uDz+bh/9xZYDA4aNGujsMww9sY1XLt6CQMHD4Ojo+gWS+KOUPzY16+fsXf3v2jR8hd06Sb910lVXK+KINyP4l+/xPGjBzCwf2841hcdLVdF24qi6DVza2gPOp2GrDLC3Mo9Yl6xYkWFNK7VjdV/LsG9O7GoU7sWro8NwObt4TAwKH1ZI5i3E3R08fSV6CisWrEYzZq1wN+hK7Hm73/QsFETqXnFY198+/oFE0YPhYOTM97Ev8LgoSPg9//tocTzlhc3ozpRXFSEyYGlnzEvJwfv3yVi/iL19zN5rreevj6lKFEUGo2Gn39pWyEHeDHyP6xdvRxNmrph0rhhWL95J+q5lA6aZC1u+fzpAyaM8YeLawOsXxOCrMwM9B8o32hdFrKejcrw8sVTzJg8Dk2aumHK5MmYPmchtbmAtj4bcjtmHx8fcDgckRGktvE47gHuxN7AviNn4GRniVGjx+LIwb0YPmq8SD5pWs3ioiKsXR2CNeu3oXGTZjh/7hTWrQnB9l0HQaPRZOot/9myHt179MHo8ZOQkvwN/oN6oUs3b1haWYuUff9Rvrf/1YHjRw+ghllNrFq7GWw2G/6DeuLBvdtqn87QVG1sQUE+1oeuwN9bdsHFtQFOnzyC9aErsfmfcLnKb920Fv18B2PYyHH48vkjRgztj05dPcudo64Iyp56W7s6BEFTZ8PbpzdSv7zByJGj0Lbdb2Dp6WnsvaosMn835ufnY9q0aWjRogVatmyJ4cOH48uXL6qwTeVEX4xA734Doa9vABqNhoF+wxB9MYI6X17c10dxD1Cnji0aNymNR+zh1QNfPn1E8revZbYnqI/P5yP6YgQGDhkGoDQCWfvfOiHmarREGUN9lkjZ6kz0xQgMGjocNBoNLBYLfX0H49KF8+o2SwRNkmE9vH8XTs6ucHEtdULde/TFm9cvkZEh+2c7h8NBzNVoDPDzBwDUrmOLX1q3Q+z1q0qxTXB9pG0OUFk+f/wAD68eAIDmzd1Qp44t4qToxjXpXlUWmY55y5YtiIiIAJfLBZ1Ox+3btzFz5kxV2KZysjIzRMJOWlnbICsrUySPsHMW7gBZWRmwsrKm0gwGA+YWlsgWKi8cxFy4bF5eLnR0dEWWU1taWYu0LSirTWRlZsLKSuh6W1mXOeemaoSvt6Y86KX983sfYzKZqFnTXKSPlUVOTjYMDI1EQm1aSunfykC8f1cWC0srkXjOVlbWUp8rwf+1AZmO+ezZs2jWrBlu376NR48eISAgAHFxcXj7VvGdJqKjo9GrVy94eXnBz88P8fGlsXjDwsKoUKLz58+n9k9js9mYP38+PDw84O3tjT179ijcpiIYGhkhLzeXSufn58HQQDRIU1mSOUNDI+SJid7zxRZQlKW31Nc3QHFxkUjIzPy8PAlhvTbMnQljYGiI/Lzv11vaAgp1oYnaWANDQ4kFOPlii13KwtDAEAX5eSKb5ebn5cpVVlGU3U/z5fjMmnavKotMx5yWloYePXrA1NQUTCYT/v7+4PP5SElRbPSWnJyM4OBghIaGIiIiAj4+Pli4cCEePXqEPXv24PDhw4iIiEB6ejr27dsHoNRhZ2dnIyIiAvv370dYWBiePpW+caUyaObWEpcunKe02hej/kNTIb2kuFMW7gT1GzTC86ePqeWxz54+BodTQm2JI4x4x2UymWjUuBkuXywNSFNcXIxrVy+hWfPvu8UI2hKMmLShAzZ3a4lLF0qnivh8Pi5E/oemzVrIKKVaNOnLsGGjpoh7eA9ZmaWjxbiH98Bi6ckVGIilpwfneq64duUiAKCwsAA3r19VWFFSFuU9G5WFy+Xi2ZNHAICUlBQ8e/II9Rs0Uknb6kKmY+bxeNDT06PSAv2yolsAMZlMhIaGwtm5VN7j7u6OhIQEREZGwtvbGyYmJqDT6fDz80NEROnDGhkZiQEDBoBOp6NGjRrw9PREZKT80bQUpUs3bxQWFmL54rlYv24dTh0/jOGjx0vki33wUkI3aWFphT79B2HGlPE4dng/Fs6djvETp1FSKOEXItI0l4GTZmB96Aoc2LsLc6YHomkzNzRo2EQiX9K7D1XwydVDwIixOH/uJLZv/Rt/Ll+I9PRUePlIBpxXNbLulbqwqVUbPj37YubUcTh6aB8WL5iFCUHTRH7ml0fgpBlY8+dSHNofhlnTAtGqdTulBjACpG+OWlnGB03DwnkzcOzwfowaMRy9+w2EhaWoExa+V9qAXKLR4uJi5OXlUf8AoKioSOJYeZibm6NDhw5UOiYmBs2aNcO7d+9gZ/c9YpqtrS21h2BSUpLIOTs7uyrdX5DJZGLjtt2oaW6Oz58/YfvuQ6hd+yeRPOXd/LETpqBv/0GIe3gP02cvgFf3XnK33czNHX+t24qXL56jRctfsHDpXxJ5hIOvawOWVtb4N+wQ0lJTYGhoiG079ims6VUFmnS9J06eiR69++P1qxeY+8dyhVZKtmzVBiv+2oDnT5+g7a+/IXjBMtmFFKCq+qend09Mn70AcQ/vYYi/P8YFTpVpQ3VHLrnc8uXLsXz59xVwNBpNZNcSRcN+3rp1C+Hh4QgPD8eyZcugq6tLndPT06P2FSwqKgKLxZJ6ThgajYY6VsqZKzsVexHnz5wAl8uBiYkJFvyxkNLVikvVxNNv4uNx7HA40lLTkJ+TgU6/tYalpaVcZYuKinDqaDju37mJF08foGOH1mjTpq1EXl0mA3WsjDRSNiewTYCse8Ln87Fv1ylcu3wBDAYD7i2aYMCAgVVulyzojNL7LSjjUNcOdIby+lhF7RIQOG5khdrLz8/HiSNhuH/3Ll69eITfO7RGy5Y/S+SriF10Bg2/tmpI/aITv4aVgUUvwrFDYYh//RqfP7xFC7cWcHEtHelLew7U8Wwo3Mfo5Wv15XLMshYHKhI/49KlS1i2bBm2bdsGZ2dn6OvrUy/7gNKVYAKttL6+vsgW58LnxNtXVKgvjS9fPmHBgj+wZfseNGvkhP79ByB87xF09ewusyyfz0fgxEno1Xcw+vQfhA1r/8TceX9gScgaudr+d9sG5OWzcSoiBnEP72Fi4EQcPXWBWnoqoCKLElSFuG2y7Lx6+QIioy7iyKmLyMrKxPhRg2Hr0Ejp20spes143NL+bG9ri9gHL6m0sq+7qu/l5r/XgAcmzkTdwO3Y65gwPhBHTkWJDIwqapfwNRKeXlDG5wueuwD2Di5Yu2k3rl44icCJkxC2/7jaFyIJo3Af4/HLdc4ypzJevXol1z95iI2NRUhICHbt2oUmTUrnTx0dHUWmJxISEqh56PLOVQVnTh5Fj5794OTsAlNTU4weF4Sjh/fJVfb508coLi5CX9/SjUzHTJiMWzdjqBc1sjh25ACCps4Gi8VC6za/wrVBI1y5fKEyH0fjOX70IEaNnQhTMzPY13VA734DcerEYXWbVeHtwzQZHo+Hk8cPYdLUOdDR0UH73zrBzt4B169JauUrQlXqmGNvXMPYwCmg0+kY6h8ANruYehmorSg/MEEZFBYWYu7cudi4cSOcnJyo415eXpQag8Ph4MCBA+jevTt17sCBA+ByuUhJSUFUVBS8vSu2DFYekr99hYPTd8fvVM8FycllLxAR5tu3L3B0qkd9ixsaGsHK2gapqckySpa+IWcXF6HOT7bUMUeneuUuTtEGvn39DEcnFyrt5OyiMZ9ZWHOuDeTl5oJOp4vo9B2dq6aPKVvHbGVtQ8njaDQanJzr4ZuG9JOqQnk7McogOjoaGRkZEotT9u3bh1GjRmHw4MHg8/lo27Yt/Pz8AJRubZWYmAhPT08wGAwEBQWVG0ypsjAYTPCE1CZcDhdMpnwvoxgMBrhCOmQA4JSUyLXZJZ3OkFC5cLlcpW6UqYkwGUxwud+vGYfDkVthQFAMOoMu2cc4HDCr4GWrsiWGks8VB0ymdvcTlT35Pj4+8PHxkXouICAAAQEBEsd1dHQQEhJS1aZR1HVwRNzDe9Sec48e3kNdB0c5yzrh+fMnKC4uBovFQvK3r8jISBcZoZQFi8WCpZUNnj15hCbN3MDn8/Ho4T2MGB1Yqc+j6dg7OCHuwT0qZGbp9XaSUUo1aEswHAGGhkYwNDLC65fP4dqgEfh8Ph4/eoBfO3RSSv3StMTKGjVnZKQj+dtXWNvUQnFxMZ4/f4KxgVOUUremorKpjOpAr74DcPf2Tfx39iTu3r2D7ds2IGD4WLnKOjg6o1GjpghdtQxJiQlYuWwB+vQfJPfKquEjx2H1n0sQ//oldv27BWw2G22VFMRcU/EfPgZhO7fiwb3buBj5H2KuRqNvfz91myU1SJUm6JgrA41Gw7AR47BqxSIkvHmNf7ash46ODlq1bqvUdqpiLr5P/0FYuWwBkhITsGjhH2jUqKnc8a+rK8QxC2FsbILQv//B6RNHMDd4DiZNmY1mbvJvNDtvYQhKStiYPmksHJ1dMGpskNxlfXr1QzdPH8ydNRkvnj/BqrWbqyQ2sSbRqHFTTJ+9AGtWLcORQ3vw17qtMKuh/K2OKkp1f+EnTp/+g9ChYxfMmT4RiQlvsOKvDUpVNojrmJX1ZTZqbBAcnV0wfdJYFBcXY95C1f2KVhfaPYlZAVwbNML23QcrJBkyMTXFomWSC0PkgUajYeiw0Rg6bHSFyldXWCw96Onpg6WnLyHbqgxl7Wyhbc5WEWg0GvT09cHS04Oenl61eYehq6uLydPmYPK0ORotF1Um2j0kI2g08a9eIGTJPIweF4RuHt0xfdIY5OZkK70dh7p2sjNJobpPX4hz7vRx/HfmBOb9sRw1LSwxb/YUpe7hKbhe5Euw8hDHTFAbe8K2Y9io8WjXviN69vFF67YdcPK4cnTM0n5Oy+sotFHHzOfzsevfLZgzfykaN22OydPmIC8vFw/u3VZqO9r2ZaYuiGMmqI23CW/Q8ufWVLplq9Z4mxCv1DbS0lKQkpyssGPVNh1zQUE+srOzqI0c6HQ6Wri3QlKi4uF7pSG+iUR1/yJTN8QxE9QGh1MiohNnMpkoKSlRo0XS0QYnwynhSASIYurogM0uLqNExdGWLzN1QhwzQW1YWdkgKTGBSr9LShTZBUYZWFhYwcraWuGf2AIds2BT0eqOsYkJSkpKkJb63Wm+T3oLK2vJeOGVRVuumTohjpmgNnr3G4Rd/25Bbm4Ovnz5hBNHD6BX3wFKqVva3LC8zkIbdcx0Oh09+/hiy8ZQcDgc3L19E2/evEaH35S7wCT+vez9BwmyIY6ZoDa6dPNC02Zu6NejC4YP7ouRYybCwVH5QaoqurmANkxhCDN6XBBSU1PQy+s3LFsUjEVLV4EltAmGstCWLzN1Uj2EjASthEajIWDEWHB5XBgbm8K7h+juJeLLehVVSMjKdyPmCm7HXkfrtu3xa4ffy61HG5yMkZExAifNwJGDe9CwcVO4ubdSav3a9kWmTsiImaA20tNSMTLAF3p6+vj65RMCxwSIbEgLSGpjFaG8MieOHsT60JWwqVUb60NX4sTRgxWqpzrxKO4+pk8aA/u6jrgQeQ5r/lyi1Porc68IohDHTFAbe8N3oHMXT0yeNgdLQtbA0NAQURFnyy2j6KisrXsDaoGJoGxBQT52/LMRq9dtwdBho/HX2s3YuX0TCgryRfK1dW+gVU5m84Y1mD5rAYaPGo/1m3Yg5mq0yMtXZVAR3ThBEuKYCWrj4f078OzeE0DptIaHVw/EPbhHnRcPvq7Igy6uqxUmMeENbGrVpuazHZ3qwcq6FhLfSjopbdHlFhcX4/XL5+jU1RNAabS5Xzt0wqO4+0qpn+iYlQtxzAS1kZ+XByMjEyptZGyMvLxckTyCB70i2liBcxBfYJKXL9quoO18oU2FBQtMhOupzuTn58HA0Egk3rWxsYnIZ1YWRMdceYhjJqgNUzMzpKelUun0tDSYmpqJ5BHE961IbGTBz2pxHbOZmRnS01NF8qanpcLUzFSkrHBs4eqOsbEJCvLzUFxURB1LS0uRuN7KQJviWKsL4pgJaqNjp244engv+Hw+SkpKcPL4IXTs1JU6L66NVcRBigduF8bJ2RXFxcW4f/cWAOD+3VsoKWHDydlVIq+2OGcdHR20adsBx48eAACkJH/DrZsxaNOug1Lqr8y9IkhC5HIEteE7aCjGjxqCyYEjkZOdBUcnZ7Ru277cMorujBH74CXqWBnB3taWKqujo4Pps+ZjwdzpaN3mV9y+dQMLl/xJLVkuK2RodWfilFkIHDMUL54/wZPHcRg2chwsLJU/uhXIC5W5i8mPBhkxE9SGvr4Btu08ABeX+ujq0R3LVq6TCNwuHnxd/EGPf/0SN2KuSI2xUZ5TaPvrb1gVuhm6LBZWhW4ud7cYbXEudvZ1sX33IRgbm2LS1NkY7D9SqfWLXydtuW7qgDhmgtpgs9mYOWUc7t+7g5PHD2O1FF2tuDZWePS6e8dWzJgyDnt2b8dI//4SsZzLG+nGPbyH4BkTkZr8DcEzJiLu4b0y82rLiPnb1y8IGjcMnz59wLrVIThz8qhS6xe/Ttpy3dQBccwEtXHy+CGw9PSwe98x7Dt8Gndvx+Lhg7vllhGMwt6/S8KRg3sQfuAk/tl1AA0bNcWe3f9K5JemY+ZyuVi9cgnm/rEc6zbtwNw/lmP1yiXg8Xgi+bRNx7xlYyi8e/TBxq27sW3nAWzeGIqszEylt6MtMazVCXHMBLVxMfIchviPBJ1Oh76+Afr5+uFS1H/U+fJ0zNEXI+Dl0xs1a5qDRqNhSMAoREWelSgrTbr19s1rcLkctP9/AJ/2v3UCh1OChDevJfJqi2SOw+Hg6uUL8Bs6HEDptEarX9rg5vUrSqlf/F4RKgdxzAS1kZmZCWub2lTa2qYWMjIypOYVd7BZmRmwsrYRKZuVKVq2LB1zZmYmrKxrUfPZNBoN1ja1kSnUtrbpmHNzc2BgaCSya7uVdS1kZkq/3pUhLS1FK66ZOiGOmaA2DAwMqGXQAFBYUABDQ0OpecVlb/oGBigsKKDSBQX50DcQLVuWjtnAwABFhQUieQsL8kXa1jYds76ePgoL8kX2+CssyIeBgfTrXRmIjrnyEMdMUBtNmjbH5UuRVDr6UiQaN2lOpcvTxjZp6oYr0VHUvPDli5Fo0vR7WQHSnERdRyd8/PgBnz+VhgP9/OkDPn36CHsHR7nKV0f09PVR18EJN2JKpy6Ki4pwPeYKtdVUZRHXjWvDl5k6ITpmgtoIGDEOI/37Q1/fAOlpqfjy6SO69+xbbhmBNrZd+47Yv2cnlvwxGw0bN0XYjq34e/NOkXyAdB2zsbEJhviPRPDMSRjoF4DDB/dgiP9IGBubSJQVpLVBkzs+aDpWLJ2PtNQUXL8WDTe3lnCp31CpbQiHSNWGa6YuyIiZoDZsatXG1h378S7pLfgAtu7cD11dXZE8ZemXaTQa1vy9DdY2tfD0cRzWbtwu4WTKcwpDh43GwMHDcD3mMgb6BWDosNFl5tUW59KmbXssWroKd2/fRFM3dyxY8qdS6y/rXhEUh4yYCWqDz+fjYtR/uHr5InR1ddGkSXN08/KRu/zTJ48Qce4U8vJyYWpmBhfXhlSQHlmLHVJTknH65BG8ef0SGRnpaNW6ncjLRGG05Wd5cVERTp88gluxMYiPf4VWv7RDw0ZNlFY/GSErDzJiJqiNm9evIvrCeRw7fQGbt+/B2jUh1LyvAPGFJYIHPyc7G0sWzMKSkDU4ExmDhPjXOH3iiNxtr1qxCO4tf0H09Ydwb/kLVq1YJJFHWxyygLBd21DCLkHU5TuYEDQNfwRPq5JdyYmOufIQx0xQG0cO7sWocUEwt7CEcz1X9OzdHyePHZbIJ00bG3H+NNq064AWLX+BsbEJJk6eiaOH9srV7qePHxD/6gVGjpkIBoOBkWMm4vXL5/j0sfRLoTLbWWkqPB4Pxw7vx5SZc8HS00OXbt6oVecn3Ii5rJT6iY5ZuRDHTFAbX79+Qj2X76NSF9cG+Pr1M5Uubzri65fPcK73PRpcPdf6ImXL49vXz7Cr60jNZ+vq6sLewQnfxNpOS0vRmtjCebm5oNFoqFWrDnXMuZ4rvn6R75opSnX/IlM3xDET1AaDzgCPx6XSXC4XDLp8XZLBYFBSOaB0ZRuDId8rEzqdDh6XK3KMy+GALhREXtug0Wki1wsAeFwuGEzymkkTIY6ZoDbs6zriyeOHVPrJ44ewq/tdS1xeUBx7ewc8efS97NPHcbCzd5Cr3Z9s7ZGU9JbaLSU3Nwfv3iXC1tZepC0LCyut0TEbGRlDX1+fWnbO5/Px5HEc7OzqKqV+omNWLsQxE9TG0GGjseOfTXj25BGuXbmEyxcj0dfXTyKfYIGJMB5ePRD/+iVOnzyChDevsXHdKvgPL1vyJoyVtQ1+bd8Ra/5cii9fPiF01TL82r4jLK2sAUjfULS6OxoajYahw8dg1YpF+PjhPcJ2bgOfz8MvbX5VajtkCkM5EMdMUBtNmrkhaMosLJo/Ezv+2YiVazaiZk3Rl0fi2liBg2Tp6WHN39tw7swJTJs0Br36DcTvnT3kbnvqzHlgMBgYHTAAdDodU2bMlcijbU6m/4AhaPlza0wYPQSPHt7DytUbQJdz6kgeyrpXBMVRqWMuKSnBqlWr4Orqim/fvgEonRv8888/4enpid9//x07duyg8ufk5CAoKAgeHh7w8fHB+fPnVWkuQQWYm1vA0soaVtY2Cu8/51zPFf/uPoSzkTEYNHiYRJD98tDVZcHSyhqWVjawsrYBi6WnqOnVDjqdDitrG1half4zMPge0EhaiFPiWNWHSh1zYGAg9PREH4AjR47g8ePHOH36NM6cOYNjx47h/v3SLdXXrFmDWrVqISoqClu3bsWyZcuQnJysSpMJVUjCm9dYOG8GBvj5o3Wb9pgcOBK5uTkiecrSMVeWLRtD8erFM0ybNQ+vXz7Hlo2hEnm0zTFF/HcaRw7uxcTJM8DSY2F+8FSRoEaA9A0J5KUyZQmiqNQxT5w4EVOmTBE5FhsbCx8fH7BYLBgbG6Nfv36IiooCAERFRWHQoEEAAFtbW7Rq1QrR0dGqNJlQhezZ9Q+GDhuNTl084TtoKFr+3FrqIhFlP+gZGemIOHcKC5f9heZuLfHH0lWIOHcKGRmlc9naqGPm8/nYuX0z5i5Yhpat2mD6rAXISEuldm4R/nyCjQUqgrT5eYLiqNQxN28uGf2LRhOV8RgYGODDhw/IzMxEVlYW7Oy+dxI7OzskJiaqxFZC1ZOQEC/y8qlV63YiwerFg90r60H/8D4JdR2cqPnsmjXNYV/XER/fvxNpW5t0zIWFBchIT0PT5i0AlMoN3X9ujcSEN1Qe4fjVwml5qKp79aOidhFj27ZtcejQIfTq1QtcLhdnzpyBvr4+ioqKQKfTqZ2LAYDFYkkNpE6j0VDHykjieGXQZTKUXqcy0FS7AEnbZNrJ58CuVg0qn42FCXQYPJFydAaN+lvRzy1uV5IBA6YmhiLHTE0MYWIo/dq+//ixQu0qaldVkpHBhoG+nkh7FjWNoa/LFzkmcKwVud6Ce5WWlqLUzyVcl6b2f0XtotPLfx+idsfs6+uLDx8+wNfXF1ZWVmjbti3evn0LfX198Hg8sNlsaoVWUVERDAwMJOrg8/n4nJKnVLvqWBkpvU5loKl2AZK2ybLT1MwCdx48g46hJQAg7slLGBjVFCnH4/Kpv/a2thUaiUlcMx1jxMcn4MPXbDAYDHC5XLx58xY0HWMqn3Cg/Iq2q7BdVQiPx0RBYRGevnpP/VJ49uI1unnUk/jMaWkp4HEVf6YE98rCwkqp10zYDk3t/4raxePxy3XOapfLMZlMzJkzB1FRUdi7dy8YDAZcXFxgZmaGmjVrIikpicqbkJAAZ2dnNVpLUCa9+g7A7h1bUFhYgNSUZJw4egA9evenzosHylcWdR2cYG1TCyePHQIAnDx2CNY2tWBfVzJQvrZIv+h0Onx69sU/m9eDx+Mh7uE9vHrxDO07dpLIm19YDECxz1xV9+pHRe2O+cyZM5g2bRp4PB6Sk5Nx8uRJ9OjRAwDg5eWFffv2ASh1ynFxcejcubM6zSUokW6ePnBydkW/Hl0wdGBPDPYfKRL/QhhlOkgajYa5fyzD4YPh6NezKw4fDMfcP5ZRcjtteeEnztgJk/Eu6S369eiC+bOnYP7ildDXL/0FqszPrC1fZupEZVMZaWlpGDp0KJX29/cHg8FAeHg4Lly4gC5duoDJZGLGjBmwty9dGjt9+nQEBweja9euYLFYCAkJgYWFhapMJlQxdDod44OmgcViwcTEFP18B4uclxVTuTLUdXDCtFkLcDHyHLp6+qCug5NK2lUnxiammBm8EIcPhKNRQDuRkQAAIABJREFUk2ZoXc6qP+GdSATk5ubg+JEDoNPp6OvrByMjY4kyBOWgMsdsYWGByMhIqec2bdok9biRkVGZ5wjVn8zMDIwY2g+/dvgdb9++QdCE4di2Yz8V7L4qOXf6OHb8swk+vfph9YrFGDkmUGQaRRt59uQRZk6bgD79BuLMyWNIepuA6bMXiORp694A7z9+lHDKBQX5GBXgi6bNWoDL5WLM8EEI23ccLKF1CYJA+WSkXHnUPpVB+HHZH74T7Tt0wqzgRVi5egNooOHShapf3VlUWIhtm9dh9fqtGD0uCH+t24J/tqxHUWFhlbetTjZvWIPJ0+ZgXOBUbNi6Cxej/sP7d6XvcGTpmE8cPQgX1wZYsHglFi37C7a29jh1svyNCcgIuuIQx0xQG/fuxsK7Rx8ApfO+3j16496dW1XebkJCPCwsrVHPpT4AoJ5LfZhbWCEhIb7K21YXbDYbz589hodX6fsbY2MT/NqhEx4+uEPlKU/HfO9OLLr3+L5RbveefXDvTqxEWUGgfOKUKwdxzAS1kZebCxMTUyptYmJKheKs0nbzRNsFABNTU+TnaZ4MS1nk5eXCwNBIZJrI1NRM4jOXtUAkLy+X2kUcKJ2vzsuVfq+0ZVGOOiGOmaA2jE1MkZnxXV6VkZ4u4TCrAhMTU2Rmisq6MjPSYWJqUkaJ6o+xsQkK8vPAZrOpYxkZaRLXu6x4yiYmptSSdQDISJcsK14HoeIQx0xQGx06dsaxI/sBlEYZPH3yCDp0rHo5ZD2X+sjPy8OjuNJgWXEP76GwoADO9epXedvqQkdHB61at8OpE6V7KqalpuDmjWsiS+IFzliajrlDxy44cfQA+Hw++Hw+Th47JHKvxHXM5AVg5VD7yj/Cj8vAwQEYM3wQZk2bgKzMDNjUqo127TtWebs6OjqYOnMe5s6chA4du+D6tWjMmb9UZPm/NjJx8kxMHBuA1y+f49HD+/AbMhzWNrUAyNYx+/Tqh/PnTmJy4EjweDzweDx4ePeUmlegzBCoNAiKQxwzQW0YGhph156juBB5DgaGhujUxVOhmMqVoUPHzvjJ1g737t7CAD9/ODm7qKRddeLg6Ix/ww5jX/gOjAucgm7/fxEISOqWxdM6OjrYvH0vdv27GXQ6HSNGB0p8kWmr/lsdEMdMUCt6+vro2cdXLW07OtWDo1M9tbStDlJTkjE1aBTMatTElcsXwOXx4NW9F3W+PMfK4/GwfFEwXr58Bh6Pj+RvX7Fg8UqRL1LxETIZMVccMsdMIPwgbN20Fp26eOLf3YewZfse/L32T+RkZ8tV9vKlSHz8+AEHjv6HA0fPIf71S9yIuSI1r7YuaVclxDETCD8AHA4Hly6cx9BhpRvWOjrVQwv3Vrgec1mu8lERZzHYfyR0dHTAYrEwaPAwRPx3mjovrmMmVA4ylUEg/ADk5uZA38BQRItcq3YdEblieWRmpKNWrdpylU1LSyFR5ioJccwEpRMd1E7dJhDE0NfTR3FRIfh8PjUvXFhYgNq1f5KrvJ6+AQoLC6h0YWEh9KXERgeUp2P+kfsRmcogEH4A9PT18ZOtPW7HXgdQukQ79vo1NGzcRK7yDRs1wbUrl6j0tSuX0LBRUyotmFcua4EKQTHIiJlA+EEYP3Ea/gxZiLETpuD61Wg0aNQEDRrK55j9ho6A/8CesLSyBofDwa3YGOw/fFYin7DMjqgyKg5xzATCD8KvHX4HjUbD2VPH4FzPlXoRKA81atTEtp0HsHP7JtBodPyzcz9MTEWXZAucMAn9WXmIYyYQfiDate9Y4dWV9+7G4vq1y6DRaHBv2Qq169gq1zgCBXHMBAJBJi+eP8Wuf7dg195j4PG4CBo3DC71G1KhUwHJQPlkGqPikJd/BAJBJkcO7oH/8DGws6+Lug5OGDRkOI4c3EudJzpm5UIcM4FAkMmXz5/g6tqQSrvWb4ivXz+XmZ+MlisHccwEAkEmNBoNfPCptLAemqB8iGMmEAgysbWri2dPHlHpZ08fw9ZWcm9AomNWDsQxEwgEmQwaMgwH9+3GsyeP8DjuAY4d3oeBg4dT58kLP+VCVBkEAkEmzvVcMX32AswPngo6jY4585fAvq6DSB5xHTNZYFJxiGMmEAhyYWtrD+d6rqDT6ajzk+g0BgmSr1zIVAaBQJBJakoypkwchfa/dULrNu0xJXAk0tPT1G2W1kJGzAQCQSYH9u2Gd48+6N13IADg/btEHN4fhsDJM9VrmJZCRswEAkEm8a9eoG27DlS6TbsOeBP/So0WaTfEMRMIBJmw2cVgsfSotK6uLoqLi9VokXZDHDOBQJCJubklPnx4R6U/ffoAcwsL9Rmk5RDHTCAQZOLTqx/2he9Afn4ecnNzsH/PTvTo1V/dZmkt5OUfgUCQSbv2HXHn1g0M7OMJPp8PD++e+PmXtuo2S2shjplAIMiERqNhxpw/4DvIHzQaDbZ29uo2SashjplAIMiNnX1ddZvwQ0DmmAkEAkHDII6ZQCAQNAzimAkEAkHDUKljLikpwapVq+Dq6opv374BALhcLkJCQuDh4QEvLy/MnTsX+fn5AICcnBwEBQXBw8MDPj4+OH/+vCrNJRAIBLWgUsccGBgIPT09kWPHjx/HixcvcPbsWfz3339gs9nYvn07AGDNmjWoVasWoqKisHXrVixbtgzJycmqNJlAIBBUjkod88SJEzFlyhSRY/Hx8WjRogV0dXVBp9PRqlUrvHnzBgAQFRWFQYMGAQBsbW3RqlUrREdHq9JkAoFAUDkqlcs1b95c4ljr1q2xadMmjB49Gnp6erhy5Qrat2+PzMxMZGVlwc7ue9xXOzs7JCYmStRBo9FQx8pIqbbqMhlKr1MZaKpdgObaRuxSDE21C9Bc2xS1i04vf79EteuYu3TpgosXL6Jdu3bQ0dFBw4YN4evri/T0dNDpdOjo6FB5WSwWMjIyRMrn5uaCx+PBykK526bT6TTweHzZGVWMptoFaK5txC7F0FS7AM21TVG7cnNzQKeXPWGhdse8Z88eZGRk4N69e9DR0cHSpUuxYsUKTJ06FTweD2w2G7q6ugCAoqIiGBgYiJTX1dUFm82W+Q1UEaqiTmWgqXYBmmsbsUsxNNUuQHNtU8QuOp1O+TVpqN0x37x5E127doW+vj4AwNPTEyEhITAzM0PNmjWRlJQEV1dXAEBCQgJ+//13kfKFhYUqt5lAIBCqErXrmB0cHBATEwMOhwMAuHr1KurVqwcA8PLywr59+wCUOuW4uDh07txZbbYSCASCKqDx+XyVTNikpaVh6NChAICkpCTY2dmBwWAgPDwcf/31F548eQI6nY66deti6dKlsLa2Rl5eHoKDg/H69WuwWCxMnToVXbp0UYW5BAKBoDZU5pgJBAKBIB9qn8r4keByueo2QSo8Hk/dJkiFjBnkY+HChdi0aZO6zaiWaGrfV/vLP21m1apV4HA4yMvLw7Jly8BkMsHn80Gjqfet8rp168BgMJD/v/bOMy6qc9vDz1BFkCICgjV27ESCWGI5sVdijPqzRxE1sUVvrGgwxBaDUYweARWiGEsMaiyxd1Ck2DCAghRN6KBUB4Z57wfO7AOak5vc4wxDnOfb7BmY/8ysvfa717tKURELFiyQNl61gdLSUp48eYKJiQkODg7VLUdCLpeTkpJCq1atqltKFVauXEl4eLi096IN9gWQmppapQZBW/D398fQ0BA9PT0mTZqEnp6e1nxnldGtmNXEkiVLSEpKomvXrqSnp/PRRx9phQEsXryYuLg4mjZtSnJyMsOHD+fOnTtasXIoKipi0qRJfP311wwcOJBjx44B1b+qUSqVeHl5sWDBAmJiYqpVS2WWL19OQUEBu3fvJjo6mgcPHlS7fUHFgmTAgAFERUVVt5QqLFq0iMjISIqLi7l+/TrDhw8nKysLmUymdXdnOsesBtLS0sjNzWXHjh3069cPLy8vjIyMyM7OrlZd2dnZ5Ofn4+fnx4gRI/Dz86NPnz58/vnnREdHA9UXPlAoFCxYsABXV1f++c9/smrVKry8vEhOTv7DRHxNoKenR7169aQmXDdv3pSeq67va9OmTeTm5rJ582YaNmyIs7MzaWlpQPWHzMzNzXnnnXeYMWMGt27dqlYtKh4/fkx+fj7+/v588sknBAQE0Lx5cz788EPS09ORyWTVvgCojM4xq4H8/Hzu3btHSkoKgJSPnZqaWq1XZrlczp07d6qcLJ6enri6urJixQry8/OrbfUgk8kwMjJizJgxAHz44Yd0796d1NRUoPocoOp927dvT9euXRkzZgzbtm0jIiJC0l0dODk5sWPHDulx3bp12bVrFwD6+vrVokkIQWFhIdHR0fj4+PDJJ58wY8YM6buqTscnhCAmJobY2FjpmK+vL05OTkyePBmFQlHtC4DK6Ht5eXlVt4i/C3K5HKVSiZ2dHR07dsTBwYFatWphbGzMhQsX6NevH/X+NfK9pKSkSrm5Onn27BlKpRJra2vKyso4e/Ysjo6OWFlZAfDuu+9y8+ZNLl++zODBg6vF2RQXF3PkyBHatWsnxZaPHz9O48aNad26dbU5QNX7mpmZ8fPPPzNy5Ej09fUJCQkhIiKCR48e4ezsrLEwVXx8POXl5bRv3x6oiMnr6+vTsWNHwsLCKC8vr5Y4+PPnzwGoXbs2nTt3xtzcHFdXVxQKBV5eXrz99ts0atQIqAhZ/VHVmzqoW7cuOTk5xMfH07JlS8zMKvpaDBo0iNDQUOLi4ujRo4dGNf0R2nOJqOGsWLGCZcuWMWrUKK5du0ajRo2wsrJCJpNJt5aWlpYA7N+/n+XLl0tFNepk2bJlLF26lCFDhnDz5k0GDBiAlZUVQUFBJCUlSa+bMmUKpqamatdTmZKSEo4dO8aVK1cwMjLC39+/ilMpKyur8h2Fhoa+0itFHcjlcmJjY0lOTpaO6enpUVZWhpmZGVOnTsXY2JgTJ07QoEEDQDMrZ09PT7y8vFi+fDnjx48nOzu7ioNr3rw5t27dQi6XA5q7y1DZ2KBBg7h58yaNGzfG2NgYgLlz5+Lu7o6HhweJiYkcPXqUFStWUFZWpnZdN2/erFIZ7OzsTEZGBkePHq3SPrhv376UlpaqXc9fQeeYXwNffvklubm5rF69msGDBxMUFERISIjUCa+8vJz8/IqmJUeOHOHAgQN4eHhgYKDepBgvLy+eP3/Opk2bGD58OMuXL8fBwYFhw4ahVCrx9fXl3r17ACQmJpKenk5JSYlGTuiioiImTJjA5cuXWbduHevWrSMvLw9zc3PpNRYWFtIqa9WqVezdu1da5auLwsJCZsyYwYYNG/D29mbWrFmUl5dja2tLy5YtSU9PZ/fu3cTFxeHu7s7u3bs1siHo7+9PZmYmgYGBbNmyBSsrK2bOnMndu3dRKpUYGBgwbtw4IiMjWbNmDaCZi8UXX3xBfn4+W7ZsYdiwYSxatIjs7GwMDQ2lBcncuXP59NNPGTp0KP7+/sycOVPtd4uBgYFMnTqVkydPUlxcDMB7771Ht27diI2NZd++fSQkJAAVC4DMzExKS0u1ZhNQF8p4Dfz8889MmTKFJk2a4OLigqmpKTdv3iQjI0NaOV+5coXbt29z8eJFvvrqK9q0aaNWTUqlkp9++okVK1ZgZWVF9+7dCQ8Px8nJCXt7e2xtbSkrK2PlypUkJiZy8uRJ1q9fT/369dV+QgshWLt2LU2bNsXb25vOnTuzd+9e7O3tpb4oABcvXsTBwYEff/yRpKQk/vnPf6Kvr6+2sIEQAk9PT9q1a8fatWt5++23OXfuHP7+/gwePJjMzEy8vLxISEggKCiIfv36UadOHVxdXdUenwwNDcXJyYmOHTtiZGTE0KFDiYmJISQkhO7du2NhYYGpqSnvvPMOvr6+jBw5klq1aqn9twwJCWH+/PnY2NjQvXt3IiIiMDc3p0WLFujp6aFUKpHJZGRnZ3P//n22b9+ukVBLfHw8paWlXLx4kVq1atG8eXOMjIxo164dAMnJyXz99dckJydz7NgxvvzyS2xtbbUiqwUAoeP/jVKpFHK5XHh4eAg/P78qz50/f164u7uL48ePCyGE8PX1FT169BAPHz7UiLbnz5+LoUOHivDwcCGEEKmpqaJz585iyZIlol+/fmLHjh1CLpeL+/fvi3v37olff/1VI7pUeHl5ieDgYOmxr6+v8Pb2FkIIIZfLhRBCbNq0STg5OYnZs2eLsrIyIYQQCoVCbZrkcrmYOXOmiIiIqHLc3d1djB49WmRnZ4tly5aJpKQkIUTF769CnbqEEOLgwYNi8ODBIjU1tcrxBQsWiPfff7/KsRcvXqhVixAVn72goECMHDlShIaGSsdnzpwp9u3bV+W1qampYsiQISI2NlbtusrLy0Vpaanw9vYWjx8/FlevXhV9+/YV+/btE4WFhdLr5HK5uHHjhrh8+fIr36k2oHPMr4GwsDDRuXNncfr06SrHg4KCRK9evURRUZFITk4WGRkZGtWVlJQkUlNTRXl5uQgKChLbt28XQghx4sQJMXDgQHH37l2N6hGi4oQuLy8X/v7+4tq1a5JzCwgIkByzioSEBDFz5kyNOGUVW7ZsEfPnzxeZmZlVjk+cOFEsWLBA0qvSpCmePXsmvLy8xMqVK8Vvv/0mHS8vLxdjx44VV69e1ageFSkpKVUc25IlS8SBAwekx4mJiaK4uFgUFBRoVFdWVpbIzc0VQghx8uRJ0bdvXxEcHCw5Z00vRP4qulDGf4lSqaRx48bUqVOHbdu2Ub9+fZo3bw5UTGwJDw/n3XffxcHBQeOba5aWllhYWCCTyWjVqhXdu3cHoFWrVty4cYMmTZrQrFkzjWqSyWTIZDI6d+5MvXr1pE2isLAwioqK6NOnDwDfffcdtra2TJs2DT09PRQKhdpj8lAxjOGXX34hMzOTZs2aSVWRjo6OXLp0CRcXF+rUqaPx1KpatWphYGBAbGwsd+/epUWLFpibmyOTybh27RqOjo40adJEo5qgYh/AwsJCenz16lUcHR1p1qwZBw4cwM/Pj4EDB1bZO9AEtWvXln67li1bUq9ePbZt24aDgwO3bt0iICCAfv36aTw75M+iK8n+LxH/2iwYM2YMxsbGfP7552RlZTFw4ECuX79OampqteRHKpXKKu+rr6/Pb7/9hoODA8eOHSMhIQFHR0eN61Jp09fXl1KWoMLxqLJWPv/8c548eSJ1IwQ04pSh4mL68OFDrl+/DoCbm5u08SeXy6WNJE2iGhbRs2dPcnJyiImJ4bPPPmP69Onk5eWRkJDAW2+9pXFdL9sYVKRmyuVyTp06xffff89XX30l/a7VpUsIwdChQ6lbty7Tpk2jUaNG+Pr6VrE/bUO3Yv4LlJeXv2KIqseBgYG0b9+enj17EhAQwL1797h27RobN26UMgs0qUu1ieHv74+oCFnh4eHBzZs3uXjxIlu2bKFp06Zq1aVCtQGkyrlVnTii0iZefHw8T548ISoqisTERPz9/TEwMJD+VhOo9LVr1460tDQeP37MqVOnqFOnDgcOHKCgoIDJkyerVc/v/ZaqgpHt27djZmbG4MGDUSgUnDlzhrS0NDw9PaW7NE3qetnGHBwcSEtL44cffuD27dusX79e7ZvcL+sSQkiPDx48iKGhIdbW1shkMmJjY4mNjWXbtm1a1/PkFaoxjFKjUMU3lUqlCA8PF0+fPpWeW7x4sZg+fbq0aZWbmysKCgpETk5OtepasmSJmD59uvSaX375RcTHx4v09HS163qZzMxMsXXrVinWWF5eLkaNGiUOHz4shBDi1q1bwsnJSWMx5fLy8t99/OLFC+Hp6Snu3LkjHjx4IL799lsxd+5csXz5clFaWvq7f/u6UH3e8vJysXHjRrF161Zx5swZIUTFRqibm1uVDcfS0lKNxLr/jI2pdISHh4tu3bqJ+Ph4jep68OCBKCoqkp5bunSpmDFjhvSa3NxcMWbMGI1sQL4OdKGMP4Hq1lupVDJlyhTS09Np0aIF3bp1Y+TIkdjZ2fHFF19gZGSEQqFQe67tn9Vla2vL6tWr0dfXp6ysrNpCF1AxHOH777+nX79+tGnThlmzZuHk5MQHH3wAQMeOHRkzZgz/8z//g4GBAeXl5WorLVat2FNTU7l06RINGjTA1dUVMzMzlixZgr6+Pp06dQKgbdu2lJWVSXm36tSlSgWcMGECDRs2pFmzZrRv3x6FQkHbtm2ZN28eMplM0qOJytE/a2MGBgaUlZXh4uLC2bNn1R4mEEJIuqZOncrTp0/p1KkTw4YNkyr7VLZfXl6OlZUVe/bskfY0tB1do/y/wJYtWzA0NGTatGns3buXmJgYnJ2dmTRpEkCVwbFvuq7fc2CbN28mLi6Obdu2ERUVhYuLy+/qU+dGX2WnPGHCBHr27Mn169cZNGgQ7dq1w8LCQpor+fJnEBoou759+zZBQUFs2bKlyvvl5+drfAOtMtpoYwA+Pj4YGBgwefJkvvnmG0pLS+nVqxdDhgx5RZcmfr/Xha7y70/y/fffc+3aNTp16kStWrX44IMPcHJyIiIigqCgIIBqMUxt1aWvr09KSgoHDhyQSoQ//PBDzMzMSEhIkJyyUql8RZ86N/r09PTIyMggNDSUefPmsW7dOvz8/CgqKiImJkbqIfx7FxZ1nNQvN/YpKSnh1q1b5OTkSKvj0tJStm/fXm2d2rTJxip/X35+fsTHx/Pee+9hZWXFJ598gpmZGRcvXuTcuXOv6KopThl0m3//kZc3FdLT04mLi+Phw4d06NCB+vXr06xZM/Lz87l69SqFhYV07NjxjdWlovJmXVRUFGvWrOHRo0ckJSXRp08fQkNDiYiIoH///oBmTxbVd7dkyRIOHDhA+/bt6dSpE3Z2djRs2JDjx49TVlZGly5dNJJJU9n5Z2ZmYmxsTJMmTUhLS+PkyZN0794dU1NT9PX1CQ4OpmfPntja2mpEl7bamMpehBCkpqYSGhpKUVERbdq0wdbWlrZt2xIbG8vNmzcxMTHReDro60LnmH8H1QkjhCAqKkrq3tWoUSPi4+N58OABzZs3x9bWliZNmlBeXk6/fv3UHlfTVl0v68vKyiIzM5M2bdrw0UcfUVJSwtmzZwkJCcHV1ZUTJ07QqlUrtWerqKh8sZDJZPTv35+EhATi4+NxdnbG1NQUW1tbzMzM+Omnnxg4cKDaV4DiX9kDSqWSyZMnc/nyZQ4dOoRcLqdFixZkZ2ezf/9+2rZty/Xr17l27RqjR4+mTp06atWl7TYGFSGxw4cPM3fuXKysrIiMjCQ/P59GjRphY2ND69atefr0qcZ1vU50jvklKp8w7u7unDp1itDQUDIyMhg+fDh16tThzp07xMfH07hxY+rXr0+7du3UfsJoq66X9T18+JA5c+Zw7tw5wsPDsbS0ZMiQIYwaNYr09HSSk5OJjo7G3Nycd999V+1xP1VM+fHjxwQEBBATE4NcLsfDw4OzZ89y/fp1bG1tadSoEfv376e8vJyRI0eqTY8K1WdevHgxDg4O+Pj4YGhoyMGDB2nZsiVDhgzh6dOn/PTTT8TExODt7a32XGVttbHKK3iFQkFJSQm//PILkZGRTJs2DYArV65QVFSEg4MDdnZ2dO3aVWO2rw50jvklVEawfPlyGjRowPbt21EqlZw4cYLnz58zfPhwbGxsCA0NJTU1la5du6Kvr6/2W3Jt1aVCJpORl5fHvHnzmD17NrNmzSIlJYUzZ85gbGxMy5YtcXFxoWfPnrRu3ZqdO3fSpUsX6tevr3ZdKSkpTJkyhQ4dOqBUKjlz5gyPHz/Gy8uLY8eOsXfvXjIyMnj+/Dlff/21xubAyeVyjh07xuTJk7Gzs+PIkSMUFRVJLWGHDBnC4MGDef/997Gzs1OrFtBeG1P9Ho8ePcLGxoZGjRphaWlJREQEERERuLu7I5PJOHHiBFAx1EBPT69GxZRfRrf59y++/vprfv31VwwMDCguLiY+Pl4qD7579y6FhYVERUURHByMvr4+vXr1Ytq0aRgaGqrVALRVF1Q0t1dt/gBkZGSQl5fHwIEDsba2JiIigtLSUk6cOMGlS5d48OABSqWSAQMGMG7cOB4+fKhWfVCxwlI1uF+wYAHTp0+nsLAQAwMDDA0N8ff3x8nJiaSkJObMmaPW7nUJCQlcuXKFR48e8eTJE4yNjZHJZDx8+JANGzYQFxcnbWj5+fkBFRWR6g6raKuNqXQBBAcH89lnnxEdHY2hoSFdu3Zl3LhxPH36FB8fH4YMGcKECRPo37+/RhckakOzadPaiZeXl2jdurXo2rWr1JBlz549IiMjQ2zdulV89NFHoqCgQCxZskT0799f9O3b95UmN2+SLhXe3t6idevWYtOmTUKIisIIHx8fUVpaKtzd3cX69etFWlqaGD58uOjRo4eYPXu2VJyxfPly8c0337x2TcXFxeLq1asiODhYeq/AwEAxf/58kZubK9zd3cXq1auFEEIcOnRIPHv2TLx48UJMmjRJzJ07VyQmJr52TUJUFCHNnDlTjBgxQkyYMEG8//77IiIiQoSFhYnWrVuLYcOGScUQhw8fFnPmzKnSDU1daKuNVdaVlpYm8vLyxPr168XUqVNFZGSkEKKiQ5y3t7fo3bu3WLt2rdo1aZI33jH/9ttvwtfXVwghxJo1a4SLi4tU2VRWViY8PDzE5cuXhRBCBAcHi/v374vs7Ow3Vldl7t69K4YNGyZ69OghVq5cKR1/9OiRGDt2rPR469atIikpSXI8xcXFYuLEiSIuLu616iksLBTjxo0TH3/8sXB3d5fac167dk14eHiIESNGVNHp4eEhoqOjhRAVFX9ubm5i0aJFr72aztPTU0yfPl2UlpYKhUIhnj59KoKCgkSnTp1ETEyMuHr1qujTp4/YsmWL8Pb2FgMGDHjt383voa02VlmXt7e36Natm0hPTxcFBQVi7dq14qOPPpLBH9pVAAATAUlEQVRas/7www8iODhYowsSTaArMKmEEIJVq1Zx7tw5fvjhBxo1asSSJUswMjLCxsaGCxcusGPHDuzt7d9oXeJfvTf09PTYuXMnFhYWnD59Gmtra7766iuys7OZN28eAwYMICEhgby8PL799tsqVWuVq+leByUlJbi7u+Pq6srcuXNf+f/+/v6cPXuWCRMm0KdPHwICAnj48CF+fn5SylppaSlZWVnSuKjXwbx58xBCsHXr1lee27VrlzTR5v79+6SkpJCXl8egQYM03pRI22zsZV0XLlzgyJEjmJqasm3bNs6fP4+rqyvh4eEEBARUS2c9daLb/KuETCbjH//4B6mpqWzYsAE3Nzfs7e1JSUmRRvZURxcvbdGlUCgoLCykVq1akq7Y2FguXbrE6tWr+fnnn7l58ybDhw8nPz+fmJgY0tPTq0weUTnB1705c/nyZQoKCli6dClQUeBy48YNjh49ytmzZxk1ahSmpqZER0dz9OhRXrx4ga+vr9QoSalUYmho+Fqr61QxeLlczujRowGqTGO2t7fn9u3b2NnZ0b17d9q3b88777yjsZL+ymiLjf0nXUlJSWzYsIEPPviAf/zjH5iamkoNnGpqrvIfoVsx/wdWrVpFcnIyu3btwtDQkBcvXkgO6U3UJZfLGT9+PBYWFixYsIAmTZpIfXiXLVuGo6Mj/fv3Z+HChXTo0IHly5cD/y6DVWePCYBDhw6xb98+jh07xr1797h69Srbtm1j8ODBJCUlUV5eznfffYeVlRV5eXlYWlpqRFdBQQHu7u5ARbczqFpyPn36dNq3b8+nn36qNg1/FW22/cePH+Pv70/t2rV/t+3o34W/56f6P6hc1vnydUn1+OOPP8bKykqanqsJw9RWXVAxsLJ27dqEhYXxzTffsH//filzYNCgQRQUFGBvb8/mzZu5cuUKO3bsACpWPJVXyupixIgR0m79qlWruHbtGn5+fmzatIkjR45gbm7OxYsXAaTp5ZrQVadOHQICAhBCMG7cOKCi5FxVpt60aVNpDp0mqGxX2mRjf1aXjY2NdJ78XZ0yvGGO2c/Pr0qyeuWKsNTUVIqKioiLiyMpKYkbN26QkpKikTHr2qqrMmZmZvj6+jJ69GjS09Pp1KkTYWFhLFu2jMTERH766SfOnDmDnZ0d+/fvZ8aMGdLfamK4a61atQgMDOTTTz/liy++YPPmzfTq1Ut6jb29PfXq1avyd+rSVfkCq1QqMTc3Z9euXUDFQAWomJRy+PBhLl26pPaexVBRVv3ixQvpM2uLjf1VXUlJSSgUCrXrqm7emFDGqlWrePToEfv37//d56ysrJgxYwZr1qwhIyODnJwcNm7cqPaG2tqq6z+Rl5eHp6cnpqamfPXVV4SEhJCZmSkNCli7dq1UDKHuMIGolG/8R++1bt06YmNjCQwMVKsePz8/3N3dpfeorOm3336jdu3aeHh4UKdOHdzc3AgMDGTt2rVqd8zz58/n+fPnWFhYsHHjxip50dVpY9qqSyvQROpHdbN06VIxe/Zs6bFcLq+SMzpx4kSpyX1OTo4oKCiQBjm+iboqU7kxuyov+NmzZ8LDw0MsXLhQeu6HH34Qvr6+VV6vDgoKCsSqVauqNKuv3DA9NjZWFBcXi4sXL4pFixaJFStWiMmTJ6u9+f7KlSvFuHHjfvc5T09P4ePjI4QQIj8/X4wcOVK0a9dOI83kfX19xZQpU4QQFZPThfj3INnqtDFt1aUt/O0b5e/atYuoqCiOHz8OVFQQxcbGkpiYyLRp0zAzM2Pv3r1ARbpU3bp132hdAIWFhWzcuJHPP/9cCq+oVn9KpZKsrCzWr1/P0qVLmTNnDt9++62UdQDq63tbVFTExx9/TPPmzV+ZZ6hUKhk/fjxubm60adMGPT09GjRogL29PV5eXmptvr9s2TKeP38u3fWoRlTp6+vz448/kpyczMqVK4GKmPOePXsoLi5Wezk6VPRxHjRoEAAhISFSWp67u3u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    OpenCloseHighLowVolume
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    2019-11-05 09:31:003080.333079.363080.333079.150
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    OpenCloseHighLowVolume
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    2019-11-08 15:59:003091.163092.913092.913090.960
    \n", + "
    " + ], + "text/plain": [ + " Open Close High Low Volume\n", + "Date \n", + "2019-11-08 15:58:00 3090.73 3091.04 3091.13 3090.58 0\n", + "2019-11-08 15:59:00 3091.16 3092.91 3092.91 3090.96 0" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../data/SP500_NOV2019_IDay.csv',index_col=0,parse_dates=True)\n", + "idf.shape\n", + "idf.head(2)\n", + "idf.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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nKApnz5danDPA36tFy9lLVY3BqfI60/51pqzQtnkbe5/m3tvS18P/5a3biu7g7tbsFZ5ttX3NrbOuxlrl1jomjEalRQXd5qNZEhMTyczMJDExkdjYWLRaLVVVVerz5eXleHp6AvDCCy8wfvx49u/fz+7du8nMzOTLL7/Ey8uL5cuXEx4eDsCECRPw9/fn0KFDtt4cIW5IbdXtEBzoq7aU7dWN0fBDo6kTpo7OZsU8JydHPXmp0WiIiYnh6tWraDQatVsFIDs7m+DgYAB27dpFTEwMGo2Gzp07c8cdd7B//37KysrqLWNiGtkihLAua5z8M/c9W7PultyAublzAo7EZsW8uLiYxYsXU1hYCEBWVhbV1dUsWLBAHcVSU1PDpk2bmDhxIgB9+vThm2++AaCiooK9e/fSv39/ioqKiI2NVQv6rl27uHjxIoMHD7bV5ghxQ7NkKGBbam0Rbezq0Mby1h3p4iwtc4uaskajkW+++YacnBzGjRtHly5duHLlCr169bruspGRkcyfP59Zs2ZhNBrR6XSsWbOGyMhI5syZQ3x8PIqiMGrUKOLi4oDaoYmvvvoqH3/8MYqicOedd/Lwww/j6upKcnIyjz/+OAaDAR8fH9atW4eXl/OcpBKivWhY7Cy5UUTd19rrDkHN5bXHTS9ayuxifu7cOaZPn05+fj4AAwYM4OLFizz22GN88MEH3Hrrrdd9j+nTpzN9+vRrHk9ISCAhIeGax0NCQvjwww8bfa+JEyeqLXghRNszpxXcXKvWkkJo74LZWNaGF0GZXlNeWe2QJ8TN7mZZsmQJFRUVLFy4EEVRAPD19cXT05OVK1daLaCjcKavW0K0R7bqp25ufhdH7Cs3MbuY//jjj8yZM0ftAgHo168fCQkJ/PLLL1YJJ4RwPJa2tu3Vv24pRy7U5jC7mPv6+pKfn49GUzv+0fT/n376iY4dO1onnRDC4bRl0XO0AuoMLfCmmN1nPnLkSD766CP27duHRqPhjTfe4KWXXiI/P5+HHnrImhmFEO1UW1xqL2qZXcyfe+45fv31Vw4cOADAkSNHAIiIiGDx4sXWSSeEsLm2apW2ZCRIS+Z0sTZnaaWbXcx9fHzYuHEjR48eJTc3Fw8PD/r06UOfPn2smU8I4SBaUmCbKuiWvJe9hgc6SxE3seiioaysLI4ePUp0dDRRUVGkp6ezd+9ea2VzSI7UYhDCHqz1N9CweMrfmmXMLuZff/01iYmJ9Yr3Dz/8wKxZs/j666+tEs6RONuntBD20B6mknVWZhfztWvXctNNN/G73/1OfezJJ5+kV69erFu3zirhhBDOpaWNnubmKpfibx6zi3lubi4zZsyoN2f48OHDiY+Pb3TSKyFE+9JYwbW0a8TcYt9wjLp8M74+s4t5586d+e6779S5xgFKSkr46quvbog5UaR1IIT5LCm+zd1oQoq4+cwezRIbG8sbb7zBiBEj6NmzJ0ajkfz8fGpqanjsscesmdEhONOEO0KIG4/ZxXzevHmUlJSwceNGTp48Wbuwqyvx8fEsWrTIagGFEO2HNIisx+xirtVqSUpK4sknn+TUqVMYDAYCAwPlUn4hbkBteWFRc6T4m6/ZYr5//3769OlDt27d2L9//zXP//zzz+q/IyMj2z6dEMKhtKa7sbF5z62xnhtVs8U8ISGB5cuXM3XqVGbMmKFOrtWQRqOpV9idnZxBF8I8UnAdR7PFPCIigm7dugHS8hZCXMvUgra0JS0NpbbXbDGve5efpu74I4S4cTnLnYRuBGaPM7/tttv46KOPrJlFCCFEC5ldzO+880727t2r3jKuPWvsK6C0LISw7CRmY68X1mP20MSuXbui1+u56667CAkJoUOHDupzGo2Gt99+2yoBhRA3NulfN4/Zxfyf//yn+u8LFy7Ue66pUS4NZWRkkJKSQmVlJb6+vrzyyiuEhISwfv16Nm/ejNFoJCIiguTkZHQ6HRcuXOCll14iNzcXFxcXJk2axLx58wA4evQoL7/8MpcuXcLX15eXX36ZsLAwczenWdKaEMJyzZ0Ebc2NKoR5zC7mf/rTn8wu2o3Jz88nOTmZLVu2EBAQQGpqKkuWLGHp0qVs2LCBrVu34uXlxcKFC9m4cSOzZ89mxYoV9OnTh3feeYfS0lKmTp3KoEGDGDVqFE8//TTPPvssY8eORa/Xk5SUxLZt21qcTwhhOWn4OA6zi3lMTAw1NTV4enq2bEWurqxevZqAgACg9p6ib731Fnq9nujoaLy9vQGIi4tj7dq1zJ49m+PHjzNp0iQAvLy8GDRoEMePH6dr166UlJQwduxYACZMmMCyZcvIycmhX79+LconhLi+tpiqVlrc1nHdYn716lWWLl3Kzp07MRqNDBs2jD/96U/07NnTohX5+/vj7+8PQE1NDWlpaYwZM4a8vDyioqLU1wUGBqpT6o4cORK9Xs/IkSMpKiri8OHDzJ07l7y8PHr16lXv/U3LNSzmGo2GAP+WzepoWq6DuxtQO7tbB3e3Fr+fNelcXRwyV1OcKa8zZQXHyNtw/aafG5sh0RHyWsLaebXalvWAXLeYp6SkkJ6ejkajwcXFhczMTP7whz+wadOmFq0wNTWVlJQUgoKCWLduHUlJSeh0OvV5Dw8PdZrdRYsWER8fz4gRIygrK2P27NmEhYVx9OhR3N3d672vu7s7ZWVl16xPURTOni9tUdYO7m71WhGm92np+1lTVY3hmlx1r2R1tKtaA/y9HHI/NsaZsoL98tY9zhqu39QgaiyX7N/6jEalRQX9ukMTt23bxuDBg8nMzOTQoUMkJCTw448/kpOT06KgiYmJZGZmkpiYSGxsLFqtlqqqKvX58vJytSvnhRdeYPz48ezfv5/du3eTmZnJl19+iaenJ5WVlfXet6KiwuqTfjlb/2Ddwu0oRVy0f3Ks2cd1i/nFixe5//778fHxwdXVlRkzZqAoCufPn7doRTk5OezevRuo7fqIiYnh6tWraDSaencqys7OJjg4GIBdu3YRExODRqOhc+fO3HHHHezfv5++ffuSl5eH0WgEartt8vLy2qy/vD3csqruvRaddRuE82mqkEuBt77rFnOj0YiHh4f6s2l8ucFgsGhFxcXFLF68mMLCQgCysrKorq5mwYIFpKenU1RURE1NDZs2bWLixIkA9OnTh2+++QaobXnv3buX/v37ExwcjJ+fH9u3bwdg69at9OrViz59+liUqSl1i197ad1KQReifTNrNEtlZSWlpbV9RKb/V1RUqP8GrnvruMjISObPn8+sWbMwGo3odDrWrFlDZGQkc+bMIT4+HkVRGDVqFHFxcQCsWLGCV199lY8//hhFUbjzzjt5+OGHAVi1ahUvvvgia9eupWvXrqxcudLyrTdD3SLYHgqiaVKkhv8Wwpraw9+Oo9Mo17k+Pyws7Lrjyx11CtzOnTtjNCr8+PMpi5dt7uCzZwFseCJzzNpdABxdNr7RE6CNXazR8DF7bI8znfRypqzgeHmvd6w5Wt7rsXbe2wbcjFar4fLlyxYtZ1bL/HrzsbTH+VpMwxAb48gt2oaFu7EPJXNaSY42+kUI0bzrFvOjR4/aIodoA40VaXMuo3bkDychhHnMnjXxRtNUq9ze6vZ3N/Vcw5+zT19qtFg3Nztkc+sRQjgeKeYWcLTWqzULrRRxIZyLFHMzOVohb62G22PP4l13TLwQomXMnmhLODZH7RYSNzb5kLYdaZlbkaO1OC3tNxeitdrbN1pHJsXcBtqiOLbVB0NTJ0Obeq0QrSENA9uRbpYmlFdWO8yFDI1dhdrwoqG2fG8hhPORlrkFHKXYNTZs0DRPtKnlLa1vIW4sUsytqLERI235gdBWhdiS4i+EcExSzFuhPd6gVk6ICuGcpJg7uMYmyWpKaz4sWjqHixDCMUgxtyJzJr2yZHlH5WhDMG3hRtxm4dikmFvAkpZvY4Xc0pZzwxtjWLObxhm6gByJ7C/haKSYt1BbtcocqYUnBao+R/rdOKv2cqcuZyDF3EKtGfJnzkyHzsxRi19rczWcKsFRt9MRybz4tiPFvA205uThjVwUbFEUW3NRlNycuPVkX9mOFHMrqTuXuDkcZTSJJbeTa20xtsUfelPfkCy525K5jwthT1LMLdTUCJWGLcDGHm+MOUMNHaF146xdRC0ZUdRcsZdCLhyVFHM7utH7Xm2x7c7wgSNEW7DpRFsZGRmkpKRQWVmJr68vr7zyCiEhIaxfv57NmzdjNBqJiIggOTkZnU7HjBkzuHDhgrr8pUuXmDx5Ms8//zz33nsviqLg6lq7Cd27dyc1NdXq22DOPTVb83p7a5jX2fK3haa22ZILuISwNZsV8/z8fJKTk9myZQsBAQGkpqayZMkSli5dyoYNG9i6dSteXl4sXLiQjRs3Mnv2bD788EN1eYPBwNSpU5k0aRIAV65cYdu2bfj7+9tqE4C2m87WUVky+qCtir41PzDqbk9TY/+bO09ger659xHCEdism8XV1ZXVq1cTEBAAwMiRIzl58iR6vZ7o6Gi8vb3RarXExcWRnp5+zfKbN29mwIABhIWFAVBaWoq3t7et4qta0hqzdCZDe7LljIuOuD8sOQEshCOxWcvc399fbUXX1NSQlpbGmDFjyMvLIyoqSn1dYGAgubm59Zatqqri73//Oxs2bACgrKwMg8HACy+8wLFjx/D19eXZZ59l6NCh16xXo9EQ4O9lcV6dq4vFywX4e9Ubk2yaltaS5S15vK6W5LVUc+8f4O9FeWU1Hdzd6u2HpvZB3bwN/28NpnxQf9x4Y+tsmMdgMOLior3m9dbe3y1li2PBXKZ93VweR8prDmvn1Wo1LVrO5jenSE1NJSUlhaCgINatW0dSUhI6nU593sPDg/Ly8nrLbNu2jfDwcAIDAwEwGo089NBDTJs2jfDwcPR6PQsWLGDHjh34+PjUW1ZRlBbdZCLA38vi5Rq+vrHlG/uabnqs4etN3QDm5KiqMVj9Zhp137/hNtR9ru6/O7i7XTP/evbpS/X2b8P/W0Pd9677O2js3qkN89T9w21qOx1JS45da2sujyPmbY618xqNSosKus1HsyQmJpKZmUliYiKxsbFotVqqqqrU58vLy/H09Ky3zPbt24mJiVF/9vLyYvny5YSHhwMwYcIE/P39OXTokG024v/Xkq/hzZ1Yc9bRLebeW7QhR93WhrnkZtnCGdismOfk5LB7926gtusjJiaGq1evotFo6nWrZGdnExwcrP5cWlrKoUOHGDVqlPpYWVnZNV0xgDqyxZrMvaLQ3KsHnbVftrnc1/tQsnW/dGM3CWnsNZZ8ADnr7020XzYr5sXFxSxevJjCwkIAsrKyqK6uZsGCBaSnp1NUVERNTQ2bNm1i4sSJ6nK5ubn4+vri5fV/X3WLioqIjY1VC/quXbu4ePEigwcPttXmWJ2jtlpNLC1qtmztmj5MmtqHlhZiS899CGEPNuszj4yMZP78+cyaNQuj0YhOp2PNmjVERkYyZ84c4uPjURSFUaNGERcXpy5XUFCAn59fvfcKDAwkOTmZxx9/HIPBgI+PD+vWratX8K2luaFp5hZgc8ZyO/sQOHvmN3fd5r5OulmEM7DpCdDp06czffr0ax5PSEggISGh0WXGjRvHuHHjrnl84sSJ9VrwttbWxcoZinfdOdnb+8VTQjgbuZy/FVrab2rO1YWOXviul681sxVa2/XOdUh/uHBGUsxboTVXPNb9f8N/N/azo7E0ny1PHJozuVnd38H1MpVXVstNFoTDk2JuIWtezu+oRcJRc5mjpdmbGm7pzPvCHmSf2Y7NLxpydo210NrqpgcmjtYt0ZCj5pOJsMSNTFrmbaCtioajFkkw/4PLnO6I7NOXrum6aAtSvMWNTIp5G2mLPlVn6De39FuFM18JKoQzkWLeRm6UgnSjbKcQzkaKuWhT5lw6L4Roe1LMHUh7KXwNh/6Z8/q20F72nxAtIcW8jbWmMDnDMK7WnBuw5rZJIRc3Ohma6IAcuaC3pGjaY3sceR8KYQ1SzNuIFA/HIb8LcSOSbhZhd23RRWJJH70Q7ZEUc2EWW/ZJO+sdl4SwJynmwmJtfaJWWtNCtJ4Uc2F3MqeKEK0nxVw4HOliEcJyUsyFWWzZWjDK4i8AACAASURBVG5qUq/m+tLlA0Dc6KSYC4dj6XzvtrzxhRCOSoq5sDtzZ4uU1rcQTZNiLsxii0Jq6kax9P6h0iIXwsZXgGZkZJCSkkJlZSW+vr688sorhISEsH79ejZv3ozRaCQiIoLk5GR0Oh0zZszgwoUL6vKXLl1i8uTJPP/88xw9epSXX36ZS5cu4evry8svv0xYWJgtN+eGZI3C2ZIPCulaEaI+m7XM8/PzSU5OJiUlBb1ez4QJE1iyZAmHDh1iw4YNbN68mfT0dIqKiti4cSMAH374IXq9Hr1ez7///W969OjBpEmTAHj66ad59NFHycjIYObMmSQlJdlqU4SDke4XIWxYzF1dXVm9ejUBAQEAjBw5kpMnT6LX64mOjsbb2xutVktcXBzp6enXLL9582YGDBhAWFgYx44do6SkhLFjxwIwYcIEioqKyMnJsdXmCBu63hWh0joXwobdLP7+/vj7+wNQU1NDWloaY8aMIS8vj6ioKPV1gYGB5Obm1lu2qqqKv//972zYsAGAvLw8evXqVe81puX69etX73GNRkOAv5fFeXWuLi1azl6snbe8srpN36+pvOWV1XRwd2v28brLBQf6qtmstf1yLFiX5K1Pq9W0aDmbz5qYmppKSkoKQUFBrFu3jqSkJHQ6nfq8h4cH5eXl9ZbZtm0b4eHhBAYGAlBeXo67u3u917i7u1NWVnbN+hRF4ez5UotzBvh7tWg5e6mqMThV3qb2b1PbUPfxDu5uZJ++pLbWTUXeWtvvbMeC5LUua+c1GpUWFXSbj2ZJTEwkMzOTxMREYmNj0Wq1VFVVqc+Xl5fj6elZb5nt27cTExOj/uzp6UllZWW911RUVNCxY0frhhc201TXSWOPSzeLEDYs5jk5OezevRuo7fqIiYnh6tWraDSaet0q2dnZBAcHqz+XlpZy6NAhRo0apT7Wt29f8vLyMBqNQG23TV5e3jVdLMK5SZEWwnw2K+bFxcUsXryYwsJCALKysqiurmbBggXqKJaamho2bdrExIkT1eVyc3Px9fXFy6tOP2lwMH5+fmzfvh2ArVu30qtXL/r06WOrzRE2IhcQCWEem/WZR0ZGMn/+fGbNmoXRaESn07FmzRoiIyOZM2cO8fHxKIrCqFGjiIuLU5crKCjAz8/vmvdbtWoVL774ImvXrqVr166sXLnSVpsi7KC54i2FXQgbnwCdPn0606dPv+bxhIQEEhISGl1m3LhxjBs37prHQ0ND+eSTT9o8o7AvSwuz6USodMmIG51czi+cmrTKhaglxVwIIdoBKebCaZg7u6IQNyIp5sLp1L0HqRR0IWrZ/ApQISwlBVuI65OWuXA4lhZvKfZCSDEXQoh2QYq5EEK0A1LMhRCiHZBiLoQQ7YAUc2F3cgJTiNaTYi6EEO2AFHMhhGgHpJgLhyBdLUK0jhRzIYRoB6SYC4cgU9kK0TpSzIUQoh2QYi4cgvSZC9E6UsyFEKIdkClwndxXj99h7whtRlrnQrSctMyFEKIdsGnLPCMjg5SUFCorK/H19eWVV14hJCSE9evXs3nzZoxGIxERESQnJ6PT6QDYtGkT7733HtXV1dxzzz28+OKLuLm5MXPmTPLy8vDw8FDfX6/X23JzhBDCYdisZZ6fn09ycjIpKSno9XomTJjAkiVLOHToEBs2bGDz5s2kp6dTVFTExo0bAThw4ADr16/nX//6F19//TVXr17l4MGDAFy5coU1a9ag1+vV/4QQ4kZls2Lu6urK6tWrCQgIAGDkyJGcPHkSvV5PdHQ03t7eaLVa4uLiSE9PB+Czzz5j2rRpdOnSBTc3N1avXs3w4cMBKC0txdvb21bxhRDCodmsm8Xf3x9/f38AampqSEtLY8yYMeTl5REVFaW+LjAwkNzcXACOHj1Kjx49iI+Pp6ioiPHjx/Pkk0/i4uLClStXePPNNzl58iQ6nY6FCxcyZsyYa9ar0WgI8PeyOK/O1aVFy9mL5LUeZ8oKktfarJ1Xq9W0aDmbj2ZJTU0lJSWFoKAg1q1bR1JSkto/DuDh4UF5eTkAJSUlZGVl8e6771JVVUViYiKBgYH87ne/Y8KECYwZM4Y777yTrKws5s6dS1paGjfffHO99SmKwtnzpRbnDPD3atFy9iJ5rceZsoLktTZr5zUalRYVdJuPZklMTCQzM5PExERiY2PRarVUVVWpz5eXl+Pp6QlAp06dmDhxIl5eXnTp0oUpU6bwww8/APDyyy9z5513AnD77bczbNgw9TkhhLjR2KyY5+TksHv3bqC26yMmJoarV6+i0WjUbhWA7OxsgoODAejVqxelpf/3CajVanFxcaGqqorjx49fsw43Nzcrb4UQQjgmm3WzFBcXs3jxYrZs2UL37t3JysqiurqaBQsW8Ic//IG5c+fi4+PDpk2bmDhxIgAPPvggq1at4qGHHsLNzY0vvviC2NhYqqureeSRR3jnnXeIiIjg2LFjHDhwgD/+8Y/11llSUoLRaOS2ATc3FqlZWq0Go1Fpk223BclrPc6UFSSvtVk7b0nJFbRay9vZNivmkZGRzJ8/n1mzZmE0GtHpdKxZs4bIyEjmzJlDfHw8iqIwatQo4uLiABgzZgw5OTnExMTg4eFBVFQUU6ZMwcXFhTfffJPly5dTUVGBu7s7f/7znwkMDKy3Tp1OR1VVVYtPKLR0OXuRvNbjTFlB8lqbNfNqtdp65xHNpVEUxXk+EoUQQjRKLucXQoh2QIq5EEK0A1LMhRDtTnFxMRcuXLB3DLO1RV4p5jbmbKcoJK91OVteZ5CTk8NDDz3Et99+a+8oZmmrvHIC1AYKCgo4deoUnp6eDBw4sEXDjmzJ2fIWFhZSXFyMm5ubeo2CI3O2vOfOneP48eN07NiRW2+9tUUjLWwlJyeHpKQk+vTpQ1lZGatWrcLT0xONxjFHy7RlXpeXX3755baPKExycnKYPXs2JSUlpKSkUFxcjMFguGbaAUfhjHlnzJhBYWEhb775Joqi4O7urs4D5GicMe+8efOorKxk3bp1KIpCREQEiqI4XIE8fvw4SUlJxMfH8/TTT7Nz507GjRvnsBcTtnVeKeZWVF5ezh//+EemTp3KU089pV7gdPDgQYxGI/3797d3xHqcNe/DDz/MM888w5AhQ/j+++85cuQI3bt3p3v37vaOWI+z5S0tLeXpp58mPj6eRYsWMWDAAFatWsU999xDly5d7B2vnqqqKv74xz8yceJEYmNjAfj888/59ddf1ZlWHUlVVRUvvvgi0dHRbZZXirkVubm5sW/fPoYMGULv3r3p3r07N998M+fOnePQoUN07txZnRLYEbi5ubF//34GDx7sNHl/+OEHhg0bRlBQED179sTV1ZX169ej0+no2bMnnTt3tndMlZubG99//z3Dhw93irwGg4G9e/fyu9/9Dh8fHwIDA/nxxx/RarXk5eXh5uaGr6+vvWNSVVWFTqdj9OjRDB8+HKPRiEajwdPTk9zcXHUOJ0dRXFyMVqslKiqKYcOGtVlex+4MdVKm0xBGoxGAbdu2qc8FBQXx4IMP4uHhwf79++2SryHTLJVVVVVUVlby5Zdfqs85Yl6onUa5pqaG8vJy0tLS1H0eHh7O8OHDOXfuHD/++KOdU9YyGAxA7XFhMBjYsmWLQ+c1cXFx4dy5c6xZs4bDhw+zbt06vv/+ey5fvsymTZv46KOPKC4utmvGgoICnnjiCQ4fPqx+WzDt2/79+/Pll1+ydetWe0as58SJEyQkJJCXl3fNB3er8yqiTZ08eVJZsWKF8ve//1358ccflatXryp33HGH8uqrr9Z73XfffacMGzZMKSgosFPSWufPn1ceeOAB5fvvv1cURVGKioqUYcOGOWzewsJCxWAwqD9funRJGTt2rDJ79mzl1VdfVe6//37lyy+/VHbt2qWMHz9eKSkpUYxGo93y5ubmKs8//7yyZs0aZefOnUp5ebly3333KbNmzXLIvHl5eco777yjbN68WcnNzVXKysqURYsWKc8995wyYsQIJTc3V1EURfnpp5+UqKgo5ciRI3bLqiiKsnPnTiU0NFSZMWOGsnfvXvXx6upqRVEU5csvv1Rmzpyp/Pjjj/aKqMrOzlamTJmifPjhh02+pjV5pZulDeXm5jJv3jz69+/PsWPHOHToEMOHD2fcuHGsWLGCM2fOcM899wBw8803s3//fqKiovDyst/E/CdOnODdd9/l4MGD9OzZk4EDBzJ69GhWrFhBQUEBd999t8PkvXDhAg8//DDff/89MTExaLVaPDw8mDx5MpcuXcLb25sxY8Zw33330aNHDw4cOEB0dDQuLi52yZuXl8djjz1GZGQkFRUVfPPNNwQGBrJw4UKHzHvy5EnmzJlD7969ycrKYteuXVy4cIGlS5dy11138eOPPzJjxgyg9mYzX331Fbfddptdu9569OhBXl4eo0eP5p///Cc9evRQ52gydV3k5+ezf/9+br31Vrsdu+fOnWPGjBlMmzaNhIQEampq0Ov15OXlUVZWpp4vaU1em9+cor0yGAysX7+e+Ph4Zs2aRX5+Ps888wxHjx7l7rvv5tNPP2Xu3LksWLCA2267jYMHD+Lp6Wn3k15Dhgzh4Ycfpnfv3rz++usYDAbGjx/PRx99xPz58ykoKGDIkCEOk3fAgAFUV1czf/58/vrXv+Li4kKnTp2YN28eUDvs76uvvuLjjz+mc+fOdh3JsH37diZNmqQW7zfeeEPt43e0vEajkU8//ZRp06Yxb948Ll26xM8//8ybb77JmTNnWLZsGTk5ObzwwgvMmjWLN998k27dujFs2DC75DVxcXGhoKCAzp07M378eN555x18fX3Jz88nKiqKgIAARowYQX5+vl2P3ePHj9O/f3/69evH1atX+f3vf4+Xlxdnz56le/fuDB06lHnz5hEQEKB2u1maV1rmbUSr1bJ79246duzI4MGD8fHxYf/+/Vy+fBm9Xk95eTmvv/4658+fp7y8HH9/f5KTkwHsNszLaDSiKAofffQRw4YN44477mDlypXccsstXL16lWeeeYazZ89iMBjw8/Oze94DBw5w8OBBkpKS2Lt3L9u3byc6OhqtVktFRQVarZaNGzeSlZWFr68vf/rTn+yad9euXZw7d4677roLLy8vfvvtN/7zn/8wadIkKisrHSqvRqPhyJEjaiu3U6dO9OzZk9DQULZu3Up5eTnPPPMMqampnDhxgi5durBixQq75TVxcXHh6tWreHt7M3XqVGpqali6dCn79u1Tv0X07t2b8PBwu2a9+eabKS0t5YcffmDHjh3cfPPNvP7664wdOxYvLy927dpF//796dq1a8vztqTvR9Rn6uPU6/VqX1d6eroSGRmp7Ny5U1m/fr0yZcoUZdu2bdcsW7f/1162b9+u/OMf/1AURVF27Nih3HbbbcrQoUMVRbk2n73znjt3TlEURTl+/Lgyb948Ze7cuUpFRUWTr7dHXtPx8MsvvyiHDx9WM+zcuVN59NFHm13Wnnm/+uorZdGiRcqRI0fUxyorK5WdO3cqjz/+uFJWVqZUVVXV29/2Oh4uXryo/vvTTz9VFi1apCiKoiQlJSljxoxRpk+frhw+fNgu2eoy7ceamhpFURTlrbfeUubOnat8++236mvOnz+vPPjgg8qePXtatS4ZzdIGNBoNJSUljB8/nkGDBgEwYsQItm/fztixY0lMTGTo0KFcvnz5mmXtdXXl2bNn1X+7u7vz9ddfA7WtSX9/f3x8fPjhhx+uyWevvGfOnAFQv3r279+fxYsXA/DMM88A8PTTT9cbiaMoil3yajQaCgsLCQsLY9CgQWqGqqoqOnTooL7uiSeeQK/XO0TekpISoqKicHNzY+3atZw8eVK978Ctt97KqVOnOHz4MG5ubri7u9s1b3Z2Nu+//746kmb06NF07tyZF198kVOnTvHxxx9z7733smvXLptnMzGNYNJoNPz3v//lrbfeAuDxxx8nMTGRiIgI9bV+fn507dpVHf3WUlLM20B2djYpKSlcvnwZV1dXFEWhc+fO9a7qy87Oprq62o4p/09+fj4ffPABhYWFANx1112EhITw1FNP8csvv6DX63n22Wf5/vvv7ZrTdHCfPn2a1NRUCgsL633lDAoKYtmyZRgMBgYNGoSHhwfR0dHq87b8Ol1cXKzuz9OnT/Pee+9RWFhYr9hptVr1/rYLFiygY8eOTJgwwS5568rJyWHt2rUYDAb+8pe/YDQaWblyJQcPHqS6uhp/f3+6detW7169tsybn5+PXq/nwIED/Pbbb/Tq1Yu4uDh1KOJNN93EwYMHOXLkCJs2baJbt25MnjyZBQsW2CRfQ2fOnGHNmjWcP38egG7duqnHpUaj4Y477qBjx458/fXXpKWlMX/+fHx8fBg1alSr1itzs7TAuXPnyMvLw8fHh7CwMMrLyykuLq53p6PCwkL+93//l8LCQo4dO4aXlxerV6+2S95ff/2VL774gp49exIcHMygQYO4cOGC2spVFIXp06dz5coV0tLScHW173nx3377DR8fH/Xn0tJSSktLuemmm9THlDp9iY888ghBQUG8/vrrQO2HgC1bjCdOnOC5555j2bJlDBo0qNG8AHv27OHPf/4zN910E507d1b7nG2d9/Tp0/zwww90796dAQMG0KlTJ4qKiggKClLzvPjii1y5coXLly/j7u5Ohw4dePvtt22W0SQnJ4fHHnuMYcOGcfjwYQYPHszo0aPV4mi6YKiwsJBu3brh4uKCwWBQRwQpdugjT0lJISUlhdjYWBITE9W60DDLsmXL1BE3zz77bKvzyglQC+Xk5PDII49w5coVtXXr4eHBwIEDAdSruby8vNi7dy9Qe/LjhRdeqPe8LfM+9thjdO3alQMHDnD8+HEGDRpEjx49gNqLb1xcXJg8eTKxsbG4urpiMBjs2v0zZ84cCgoKGDlyJFB7+7+GQ7RM+/D999+nvLycv/zlL4DtC2NOTg6LFy9mypQpjB07Vp1rxZS37tdtX19fPvroI0JDQ3nttdfslnfu3Lm4uLjw+eefU1RUxKhRo+jatSsA1dXVuLq6EhUVRe/evQkICCA0NJSnnnoKsG1xrKqq4k9/+hP3338/Tz31FJGRkVy9epX09HQqKioYNGiQWrS9vLzU/Vh3f9rj246Pjw8nTpwgNDSUb7/9lv79++Pj43PN7/ruu+/m7rvvVlvkrT0WpJhboLKyktdee40pU6bwzDPPMHToUE6dOsVXX32Fr68vQUFB9Q6e22+/nWHDhjF06FDA9n+4VVVVrFy5kvvuu49FixZxyy238K9//Ythw4aprXJTHo1G0+gfg63l5OSQlZVFSUkJ2dnZjBgxAmj6QzAgIIApU6aor7Fl9oKCAqZNm8bMmTOZPn061dXVbN++ndOnT3Px4kV69eqFVqtVc+t0Ovr06UNiYqJd8lZUVPDSSy/x0EMP8eSTTxISEsK7777LPffco16WbyqOGo0GPz8/QkJCCA0NtUteFxcX9u7di6+vL+Hh4XTr1o3AwEC0Wi07d+6kQ4cO9OvXD4ANGzbg5uaGn5+fzfI1paamhk8++YS7776b3377jQMHDnD77beTnZ2tdr1+9NFHdOnSBW9vb3W51n7wSJ+5BUxfN7VaLYqiMGjQIEaPHk1OTg7//ve/ycrKUl+bmprKTz/9VG95WxdJnU6Hm5ubut6QkBACAwPVr/sff/yx+tr333+f3bt32zRfY06cOEHnzp154IEHOHLkCG+++SZQu+9qamrU17377rvs2bOnXleRrffvmTNnGDRoEF5eXlRVVTF//nzS09P58MMPWbNmDX/729/q5d2/fz+jR48GbF8YATw8PPDy8lK7fyIiIhg0aBBZWVm899576klwsP/xW11djdFoxNfXl59++onKykqgtv85KiqKoUOHkpWVhdFo5PLly/j4+DBgwACb5WvI9A3MaDTSvXt3hg8fTlhYGI888gg+Pj5MmzaNNWvWALVdsNXV1fTq1atNM0jL3Ax1ux0OHTrEsWPHCA8Pp1OnTnh5eXH06FG6d+9OWVkZgwcP5vLlyxQWFnLXXXfZLbPpZNVvv/3GLbfcgr+/P1u3buXDDz8kOjqaiooKvvjiC3x9fQkMDKSiokItNPZQU1ODVqvF39+fqKgoBg4ciJubG//5z3/Iy8tjxIgR6oeoRqOhoqKi3gkje3yd7tatmzqZ2ubNm+nfvz8rVqzgnnvuoXfv3qSlpREcHIy3tzfV1dVqt5E98lZXV2MwGMjJyWHAgAH4+/vz0UcfkZqaysiRIzl+/Dh79uwhICCATp06qePjbe3ChQt07NgRFxcXNBoN/fv3Z+3atZw4cYIxY8YA0LFjR7RaLWvXrmXs2LHcdNNNhIWFAbbvIzfl1Wq19frq9+zZw5kzZxg7diypqamcOXOG8PBwBg8ejJ+fH0OGDGnzvFLMr+PkyZOsXLmSn3/+mTNnzjBz5kw+/fRTvvnmG7777jvef/99Jk6cSEREBH/+85+5//778fX1tdvBVVBQgJeXFy4uLmi1WkJCQujSpQsuLi507NiRhIQEIiIiGDJkCD///DP+/v4MGjRIna/cXnm1Wi1GoxFPT0/c3Nxwc3MjICAAT09Pvv32W86dO0dERATLly/Hz8+P22+/3a55obYbICgoiLNnz3Lx4kWioqLo27cvrq6ueHt7k5GRweDBg+nTp4/d9m/d4uji4sKQIUPo0qULrq6udOjQgdmzZzN69GhuvfVWvv76a8LCwggNDbXL8Xv+/Hkefvhh9uzZw/333w9Ahw4dGDduHH/+85/Jzc1l6NChdOjQgZ49e7Jr1y5GjRpVbzpeW+7bhnm1Wi1VVVXq396vv/7Kd999R25uLsuXL+fkyZOUlJSo59faOq9czt+MU6dOMW/ePCZPnoynpycffPAB+/btY+XKlWRmZlJcXMyDDz6otmBCQ0OvuRzb1sPjHnjgAbp3767O1KjRaNQ7w9QdbaPT6fj111/VcfGOkNfUujHl7dixI6NHj8bDw4N//vOfjB49mjvvvLPe12l7718PDw/i4uIYOHCg+kfq6upKly5d0Gq1aveAPfKaik1oaKja5ePq6qp+y6w7P72fnx/l5eWUlJTYLa/RaOSWW26hsrKShQsXkpKSAtReW5CWlsaCBQt45ZVX6NatG2fOnKFjx452vVNTY3lNx25ISAiPP/44vXv3ZsuWLeoJ8D59+lgtjwxNbEZaWhqnTp1Sz+RXVFQwZcoUAgIC+Pvf/w783zCvr7/+Gk9PT7WP1x5KS0t59dVXyc3Npbq6Wp1Ks6amBldXV86dO8cPP/zApUuXOHToEB06dLDbcElz8ppahVVVVUydOpVBgwapww/tMeSsqbx1ff/99+Tk5LB37148PDzUflJ7KCgo4JVXXqGyshIPDw+1OJq6A3799Vf279+Ph4cH6enpuLu72/V4+N///V8+/vhj/vCHP7Bq1Src3d1Zt26d+vzly5f59ttvKSgowM3NjTlz5gD2u0S/ubxGo5F9+/YRGRmJi4tLvYzWyisnQJtRXV3Nzp071daKh4cHX375Jfn5+SxcuBCAgwcPcvz4cfr27asWcnt8PiqKwn//+1+Kiop4//338fHxYfLkyQDqcEMfHx91pMXAgQPVP9zWXnlmjbxVVVXqAb9mzRpCQkLqjSO39R9vc3mh9hxFVVUVBw4c4PTp09xyyy1qIbdXe+mnn36iurqaxYsXU1VVxe9//3sAtbh06dKFXbt2sXv3bm6++Wa7Hg8AY8eO5bXXXiMsLIw//OEPVFRU8Pvf/149udi5c2cmTZrE/Pnz1UJuj2PBnLxarZbhw4fXGx1kYrW8rZoMoJ0rLi5WFi9erPzjH/9QysvL1ceLioqUyZMnK9999901y9h77pL8/HxFURSlpKREmT59ujJp0iR1XojGOHJe07wWdefYcOS8jbF3XtP887/88osye/ZsZeHChQ6dt+7v/ujRo8qsWbOUJ598UlEURXnmmWcUvV5vz3jXaCzvE088oShKbd4dO3bYLIu0zJvh4+NDeHg4//3vf/niiy/UO/J06dKFsLAwfvvtt3qvV+w0V4Vp3YB6MZCXlxd/+9vf6Nixo3qPwTlz5rBly5Z6yzly3kcffZRt27Zx6623qss4ct45c+bwr3/9q94y9hyzD7UjbqD2fM7ixYspLy9XrzZ8+umnycjIUF/rCHnrtmT79u3LsmXLKC0t5dZbb0Wn0zF+/Hi75muosbxXr15V89577702yyLFvAmmAzs2NpaQkBD27t3LBx98oE6WVVBQwJUrV+otY8+7lTe2bk9PTzZu3EiHDh0ICwvD39+fqVOn2iHdtczNaxrV0NQytmJu3oceeqjZZWytueLo4eFRrzg6Ql4TRVFwc3OjV69elJWVMXHixHrdbI7GEfLKaJYmaDQajEYjrq6uzJ07l88//5w9e/bw4IMPEhwcjJeXF/Hx8faOaRbT3XjsNXeJpSRv27tesXG0vKYPlvfee48ePXo4dFZwjLw3/GiW8vJydDpdk7fqavjL2L9/P+7u7upXf1sfXNfL29CmTZvYv3+/ejLOUf8YTCSvZS5cuEBVVZXZt2577733+OWXX+qd7LRV3sLCQnJzc7npppvw8/Mz65Zop0+fVofU2nrfOlveG7qYHz9+nDfffJPk5OR609Way9a/rJbkvXLlijr/g63znjlzhn379hEaGkpwcLA6D3ZzJK/5cnNzefbZZ4mLi+Phhx82a/32KjbZ2dk8+eSTBAUFUVhYyAMPPEB8fDxubm6Ndu8oDYbvNfxZ8l7LcZs8VpaTk8Nzzz3H8OHDW1TIwbYnD1ua11RobH1y6/jx48THx/PNN9+o32bMIXnNk5OTw1NPPYW3t7d6E4bm1m9qs9WdjtVWeS9dusTSpUtZsGAB77zzDnFxcWzbtq3e8FPT8EOTtesERwAADMJJREFUhoXQloXR2fKqbDZuxoHk5eUpd999t/LZZ58pilI7vOinn35Sfv31V6WoqEh9zFE4W97q6mrlpZdeUj788ENFUWqHu/3yyy9Kdna2ersvydtyJ06cUB544AHl888/VxRFUZ577jl1yKRpOKe9hxjWdfnyZeXxxx9XcnNz1cdmzpypfPbZZ8p3332nnDlzRn38u+++U3799Vd7xFQ5W16TG+4EqMFgYOfOnQQGBnLHHXcAMHfuXAwGA8XFxYSFhTFjxgy1Tzw9PZ0ePXqoE+NI3utzdXWltLRUneVw5syZGAwGrl69SnBwMAkJCZK3BRRFoaKigmXLlvHII4/wwAMPUFFRwZkzZ8jIyGDmzJlqi9DU6v7+++/p3bt3vakcbM1gMHDx4kUyMjIYNWoU+/bt49ChQ2oXxk033cQTTzxBQUEBer2eu+++W/K2wA030ZZpZr78/HyOHDnCli1b6N27N6tWraJPnz6UlJRw8OBBIiIiOHv2LPv27aO0tJQ+ffqo8y5I3usrKysjJyeH48eP06lTJ/7nf/5HvUP5vn37uP3228nPz5e8FtBoNLi5uXH33XcTERGhzmPTo0cPvv32WwYPHlzvJN3PP/9MWloaHTt2VOf9tpXTp0+zdetWLl68SLdu3Rg+fDhbt25l//797Nixg+3btxMTE0OnTp1IT08nKiqKfv36ERYWRkFBAX379rX53ZecKW9jbphifvr0adLS0rh48SJdu3ZlxIgRfP7551RUVDB37ly6dOlCYGAglZWVfPHFF0RHRxMQEMCAAQOorKwkKCjI7BEkN2rerVu3UlRUhNFoJDQ0lPXr13P69GlGjx7NLbfcQmBgIAaDge3btzNu3DgCAwMlrwV5TceDac5sk6qqKr799lt69+5Nr1691MvJ/fz87FJsTHe30ul0HDlyhH/+85+EhYXxxBNPEBkZyalTp3jggQfQarX07t2bzz77jNtuu40ePXrg7e1NYGCgTT8onS1vU26IYm76Zbm7u3PkyBE++eQTAgMD1a+lgwcPVn8ZvXv3Rq/XM3z4cLp06YJOp6N79+52ObicLa9Op+Onn35Svz1MmzaNDz/8UJ2XunPnzgQFBbFt2zaGDh2Kv7+/5LUgr7u7O//v//0/vvjiC1xcXBg4cCAajYYuXbpQUFDAqlWriI6OplOnTmpBt3Wxqamp4W9/+xtjx47liSeeYPjw4fj5+bF48WK8vLwYMmQIr7/+Op6enuh0OpYtW4avr6969yXApvegdba8zbJ3p721VVdXK8uXL1c2b96sKErtvCrbt29XwsPDlX/961/q6w4fPqwcPnxYWbRokZKUlGSvuO0qr16vV/Ly8pT4+HjliSeeUFasWKHMnj1befrppyVvK/L++9//VgYPHqxs3Lix3mtfeuklZfLkyUpJSYk9oqqWLFmivPrqq/Ue27lzp3LbbbcpmZmZyp49e5SYmBjlscceU1588UX1NaaTt7bmbHmb0u5b5lqtloyMDK5cucJdd91Fhw4dCAkJoX///iQnJ3PTTTfRu3dvnn/+ef773//i5+en3mxXscdY0XaSNzg4mOeff57Ro0czY8YMPDw8+O233wgJCeH555+XvK3I279/f4KDg1m+fDndu3dXbyTRo0cP/Pz8uO2222ya0cS0f7RaLUePHqVbt27qLer69u2Ln58fmzZtYt68ecTExHDfffep0wnY4+IwZ8t7Pe26mF/vl2W6ycDEiRO59957mTJlCvfccw/gmAeXM+Xt168ffn5+bN68mbFjxzJkyBBGjBihFhrJ27q8ffv2xd/fn23bthEREYG3tzfdunVTb5Bhjw8e0/o8PDz4z3/+w5kzZ+jevbs62ZdOp2PHjh1ERETQs2dPtetHsdMEX86W93ocL1EbMv2ywsLCqKioYPv27Rw7dkx9Pjw8nLKyMs6ePYuvr6/6C7L3wdVe8g4ePJiKioprJiQD+8zW2N7yhoeHU1FRQUVFRZPL2pqiKPTo0YOFCxdy8uRJPv30U/bu3QvUfmC6uLhw4cKFesvYc4IvZ8vbnHbdMofaX1anTp3o168f27dvJz8/H3d3d3r16kWXLl3YunUrgwYNqnenbHsfXO0pb1pa2jV57UnyWsfZs2fx9vZGURSMRqP6LWHfvn3s2bOHjIwMtm7dio+PD48++qhdszpjXnO027lZzp49S0BAAEajEUVRcHFxITs7m3/84x8UFxfj5uZGZWUlnp6evPHGG/aOK3klr1PmNRqNXLlyhfHjx/Paa68xduxYdeoAjUZDcXEx58+fJzMzE29vb6ZMmQLY71ZvzpbXItY9v2p7BoNBuXTpkjJs2DBl586diqLUnnU2nXkuKipSfvnlF+WDDz5QtmzZoi5nrzPTklfyOnNekw8++EBZtGiROv1BcxxhqgFny2uOdtfNotFo8PDwwM3NjW+//ZZhw4bh6empfqp26NCBbt26MWTIEG655RbAvmemJa/kdda8Fy9exNPTEwB3d3eysrIYMGAA3bp1U8e5N8ZeLVxny2updnUC9OLFi+q/hw8fjkajUU9eNJzlrC57/eFKXuuSvNZz6v9r715eomrjAI5/8zJqQwSFlkEGpqAOJOElqBajuTC6QYYGtTD9C7yAjZokBC3aVLOKFgbixhIhpChII0litHRQSmYxNjC4SMIGvHQm9Wnh6+GNWsib58w8vr/P6ngZ+OIjj8czz3lOKERzczOdnZ1Eo1Hy8/PJysri1q1bALbeHbsZuvX+F9vmzDwUCtHa2orf7+f48ePs37+fjx8/0tvby8WLF+NuKZH0Wkt6t57657rxysqKeZfswMAAw8PDzM3NUVNTQzAYZGlpidzc3Fjnatf7t7SezHUbLOmVXl17N1rfvn3L3bt3CQQCOJ1OPB4PSUlJjI6Ocu/ePRwOB/Pz8+b9D9JrH20nc90GS3qlV9fejevJIyMjdHR0UF1djWEYvHr1iomJCerr66moqMDpdBIIBFBKUVlZKb0203Iy122wpFd6dezdeMMwISEBwzDo7u7m9OnTVFVVUVhYSF5eHs+ePSMcDlNaWkpBQQFut5sLFy4A9i/n0613y9m4cuavzc3Nmcffv39XnZ2dqre31/x4ampK1dbWKq/Xa35fJBIxj+1eviW91pJe6xiGoTo6On7ZZOzOnTvK4/GYG3kZhqH6+vpUY2OjWlpa+uX1dv9sdeu1QuzfVdmkaDSK1+ulsbERWF9atHPnTsbHx1lYWCAlJYXc3FzOnTvHzMwMy8vLwK/PaLTzr670Sq/OvcnJydTU1OBwOGhrawPgxIkT5sM6FhcXcTgcHD16lG/fvpm9G+w+w9Wt1wraXGZJSEhg3759TE1NMTQ0xKlTp9ixYwcfPnxg165dZGRkkJaWRmpqKi9fvqSsrIy0tDTz9bHY7U56pVfX3o190rOysvD5fPh8Pq5cuUIwGGR4eJjZ2Vn27NnD/fv3yczMjPk1Z916raDNZK7bYEmv9OrWGw6H8fl8HDhwAMMwSElJYe/eveTk5PD69Wvev39PU1MTa2tr+P1+BgcHyczM5MaNG4D9/z3o1mu1uN6bJRwOMz09zcmTJ1ldXcXpdKKUIhgM4vV6SU9Pp62tjYGBAd68eUMkEuHgwYO0t7cDsfnlkl7p1bE3Go1SWVnJ7Owsly5dIhQKcebMGTIyMigvL2dycpL+/n6Sk5PxeDwARCIRdu/eDdh/F6puvXaI28lct8GSXunVuRfg06dPXLt2jbNnz3L+/HmeP3/OyMgIOTk5zM/PU1RUxOPHj3G73fz7H/pYneHq1mu1uL3MkpiYSGlpKS9evKCgoIC6ujrGxsZ48uQJY2NjDA0NcfjwYZ4+fcrnz59xu92kpqYCsdnfW3qlV+degPT0dI4dO8bNmzcpKSmhrq6OqqoqsrOzSUxM5MuXLwQCAQ4dOkR5ebn5ulhNjLr1Wi1OnkT6Z/n5+Tx8+JDLly9TWFhIS0sL0WiUYDDIu3fvCIfDrKys/LZvRawGS3qlV+deWH/gRU9PD1evXuXr16/U1taSl5dnPpquoaEBp9MJxMcZrm69lrJj/ePfGh8fVy6XS3V1df32tYWFBfM4XtaKSq+1pNd6ExMTyuVyqe7ubvNzP378MI/jqVUp/XqtoMVkrpR+gyW91pJe6/n9fuVyudSDBw9inbIpuvVuNW0mc6X0GyzptZb0Wm90dFRdv3491hmbplvvVtJqbc6RI0d49OgRMzMzsU7ZFOm1lvRar7i4mNu3bwOYj1eLZ7r1bqW4XZq4GUqzNzSk11rSK/7PtJ7MhRBCrNPqMosQQog/k8lcCCG2AZnMhRBiG5DJXAghtgGZzIUQYhuQyVwIIbaBn4A++aU/isukAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(idf,type='ohlc',vlines=['11/05/2019 13:36'],figscale=0.75)\n", + "mpf.plot(idf,type='candle',vlines=['11/05/2019 13:36'],figscale=0.75)\n", + "mpf.plot(idf,type='line',vlines=['11/05/2019 13:36'],figscale=0.75)\n", + "mpf.plot(idf,type='renko',vlines=['11/05/2019 13:36'],renko_params=dict(brick_size=1.85),figscale=0.75)\n", + "mpf.plot(idf,type='pnf',vlines=['11/05/2019 13:36'],pointnfig_params=dict(box_size=1.85),figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "vconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n", + "vlines= ['11/05/2019 9:30', '11/06/2019 9:30', '11/07/2019 9:30', '11/08/2019 9:30']\n" + ] + }, + { + "data": { + "image/png": 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LwM6dO4mIiECj0dCxY0fuueceMjMzKS8vb7BMvfqRLUII+2GKS/JzTpy3yoJ8M8xWzEtKSpg/fz5FRUUAZGVlUVNTw5w5c0hNTaW4uJja2lo2btzIuHHjAOjduzfffvstAJWVlezZs4e+fftSXFxMZGSkWtB37tzJuXPnGDBggLl2RwhxHdZ8orC5Rbx+H6x5X67Woqas0Wjk22+/JTc3l9GjR9OpUycuXrxIz549b7hsSEgIs2fPZtq0aRiNRnQ6HatWrSIkJIQZM2YQHR2NoiiEhoYSFRUFwLJly1iyZAmffPIJiqJw77338thjj+Ho6EhCQgJPP/00dXV1uLu7s2bNGvR66zsZJYSwbo2NRbdFzS7mp0+fJiYmhoKCAgD69evHuXPnePLJJ/noo4+48847b7iOmJgYYmJirnk8NjaW2NjYax738/Nj/fr1ja5r3LhxagteCNH2rteCvbLwtVURbM56zN0tcr2rTa315H2zu1kWLFhAZWUlc+fORVEUADw8PHB1dWX58uUmC2gtbGGcqRCidW70QWEL/evNLuY//vgjM2bMULtAAPr06UNsbCy//PKLScIJIWyfrTSC6vvTbaFwN6bZxdzDw4OCggI0msvjH+v//9NPP9G+fXvTpBNCCNEszS7mw4YN4+OPP2batGloNBreeecdRo4cybZt27jvvvtMmVEIIczqyta5rbTUm30C9OWXX+bXX39l3759ABw6dAiA4OBg5s+fb5p0Qgiza8ux3C3tYrGXkSWW0Oxi7u7uzoYNGzh8+DB5eXm4uLjQu3dvevfubcp8Qgg7ZAtXVVpbnhtp0UVDWVlZHD58mPDwcMLCwkhNTWXPnj2mymaVpNUghHnI31rLNLuYf/PNN8TFxTUo3j/88APTpk3jm2++MUk4IYR9aWyIb0VVjU32UVubZhfz1atX061bN373u9+pjz377LP07NmTNWvWmCScEOLWZo03TrZWzS7meXl5TJkypcGc4UOGDCE6OrrRSa+EEPbLlsdj26tmF/OOHTvy/fffq3ONA5SWlvL111/LnChCiAak0Jtfs0ezREZG8s477zB06FB69OiB0WikoKCA2tpannzySVNmFEJYARk2aN2aXcxnzZpFaWkpGzZs4NixY5cXdnQkOjqaefPmmSygEEKIG2t2MddqtcTHx/Pss89y/Phx6urq8Pb2lkv5hRCtJt0xbafJYp6ZmUnv3r3p0qULmZmZ1zz/888/q/8OCQlp+3RCCLvRkjsGSZdOyzVZzGNjY1m6dCmTJk1iypQp6uRaV9NoNA0KuxDi1iWtbctospgHBwfTpUsXQFreQojryzlxnpGrdwKXW+BS0M2vyWJ+5V1+rnfHHyGEuBHpMjG9Zo8zv+uuu/j4449NmUUIIUQrNbuY33vvvezZs0e9ZZwQQgjr0eyhiZ07dyYtLY377rsPPz8/2rVrpz6n0Wj405/+ZJKAQohbm/S/N0+zi/k//vEP9d9nz55t8Nz1RrlcLT09ncTERKqqqvDw8GDRokX4+fmxdu1aNm3ahNFoJDg4mISEBHQ6HWfPnuWNN94gLy8PBwcHxo8fz6xZswA4fPgwb775JufPn8fDw4M333yTgICA5u6OEMLKSRFvmWYX89///vfNLtqNKSgoICEhgc2bN+Pl5UVSUhILFixg4cKFrFu3ji1btqDX65k7dy4bNmxg+vTpLFu2jN69e/P+++9TVlbGpEmTCAwMJDQ0lOeff54XX3yRUaNGkZaWRnx8PFu3bm11PiGEsGXNLuYRERHU1tbi6uraug05OrJy5Uq8vLyAy/cUfe+990hLSyM8PBw3NzcAoqKiWL16NdOnTyc7O5vx48cDoNfrCQwMJDs7m86dO1NaWsqoUaMAGDt2LIsXLyY3N5c+ffq0Kp8Q4saubi23pvUsLW7TuGExv3TpEgsXLmT79u0YjUYGDx7M73//e3r06NGiDRkMBgwGAwC1tbUkJyczcuRI8vPzCQsLU1/n7e2tTqk7bNgw0tLSGDZsGMXFxRw8eJCZM2eSn59Pz549G6y/frmri7lGo8HL0LpZHeuXa+fs1Ojj1kTn6GDyXG25fnPkbStNZbXGfbCGY3u97VdU1VzzmDXkbQlT59VqW9cDcsNinpiYSGpqKhqNBgcHBzIyMnjppZfYuHFjqzaYlJREYmIiPj4+rFmzhvj4eHQ6nfq8i4uLOs3uvHnziI6OZujQoZSXlzN9+nQCAgI4fPgwzs7ODdbr7OxMeXn5NdtTFIVTZ8palfV6y7V2fabkZdBfk+vKif3bYpL/ttzvxvJaq6ayWuM+WPrY5pw436LjZem8LWXqvEaj0qqCfsOhiVu3bmXAgAFkZGRw4MABYmNj+fHHH8nNzW1V0Li4ODIyMoiLiyMyMhKtVkt1dbX6fEVFhdqV8+qrrzJmzBgyMzPZtWsXGRkZfPXVV7i6ulJVVdVgvZWVlW0+6Zdc6CCEsBU3LObnzp3joYcewt3dHUdHR6ZMmYKiKJw5c6ZFG8rNzWXXrl3A5a6PiIgILl26hEajaXCnopycHHx9fQHYuXMnERERaDQaOnbsyD333ENmZia33347+fn5GI1G4HK3TX5+vkn6y221oF+Z21b3QQjRfDcs5kajERcXF/Xn+vHldXV1LdpQSUkJ8+fPp6ioCICsrCxqamqYM2cOqampFBcXU1tby8aNGxk3bhwAvXv35ttvvwUut7z37NlD37598fX1xdPTk5SUFAC2bNlCz5496d27d4syCSGEvWjWaJaqqirKyi73EdX/v7KyUv03cMNbx4WEhDB79mymTZuG0WhEp9OxatUqQkJCmDFjBtHR0SiKQmhoKFFRUQAsW7aMJUuW8Mknn6AoCvfeey+PPfYYACtWrOD1119n9erVdO7cmeXLl7d8729B9ZMgyY1yhbAvzSrmS5cuZenSperPGo2mwd2FmjsFbkxMDDExMdc8HhsbS2xs7DWP+/n5XXeCL39/fz799NPmxG9Tli5+bV2EZYY7IexDs4r5jeZjuZXma7H24tec/vGWvMaa91UI8V83LOaHDx82Rw7RBq4u0lcX4usVcWv/gBJC3FizZ00U1qG+6JpihIqvt8c165WRMELYhmZfzi+sw/WGHDZ2ZZ0Q4tYhLfNmsqduiJwT55vsgjF3a7yxbwRCiJaRYm4nrp4/pjns6QNKiFudFHMTassWZ1usp7EWuRDCPkgxN4ObLcT1y0tXhBDieuQEaBOstRXbnBEt1ppdCGEa0jJvBWtuIbe0K6Wp10q3jBC2Q4q5GbX1qI22KrTXW4+MMhHCdkg3SytZ6nL3622voqrGpib4F0K0LWmZWzlpGQshmkNa5lasOYXcGvq0ZVIuISxPWuYt0JJi1dZznJj6ZKSc7BSmJu8v05KWuYVJq9Z61f9uZN4bYQukZS7ajLWOfrnZXFdPlWCN+2jtpLFielLMb5K1FjBbYI5jJze2FrcKKeZWwhoLzY1aU7b4QWaLmYVoDinmbcSULUD5impeTRV8+SAQ1kqKuQk1p2UrhBBtwayjWdLT00lMTKSqqgoPDw8WLVqEn58fa9euZdOmTRiNRoKDg0lISECn0zFlyhTOnj2rLn/+/HkmTJjAK6+8wgMPPICiKDg6Xt6Frl27kpSUZM7daZacE+elaNsB+R0Ka2e2Yl5QUEBCQgKbN2/Gy8uLpKQkFixYwMKFC1m3bh1btmxBr9czd+5cNmzYwPTp01m/fr26fF1dHZMmTWL8+PEAXLx4ka1bt2IwGMy1C23GFgqDvXXtXP2heuWQ0Csft7f9FrcOs3WzODo6snLlSry8vAAYNmwYx44dIy0tjfDwcNzc3NBqtURFRZGamnrN8ps2baJfv34EBAQAUFZWhpubm7ni3xRbuiCntVltZf+u1tTFXbb0exPCbC1zg8GgtqJra2tJTk5m5MiR5OfnExYWpr7O29ubvLy8BstWV1fzt7/9jXXr1gFQXl5OXV0dr776KkeOHMHDw4MXX3yRQYMGXbNdjUaDl0HfqswtXc7LoG8wJvnq5Suqapq8vVtj22vuBSs6R4dW72dTKqpqCHgjHWj6eFz53JXH4Xr5dY4OTa6jrXkZ9GqW5t5irzl5TJm5tUz1XmiuxrbdVB5L520pU+fVajWtWs7sV4AmJSWRmJiIj48Pa9asIT4+Hp1Opz7v4uJCRUVFg2W2bt1KUFAQ3t7eABiNRh599FEmT55MUFAQaWlpzJkzh23btuHu7t5gWUVRWj2bYEuXu/r1N7N8fQuxuevwMuhNPmtiY/kae+7Kf7dzdrrmZho5J843+sdgyvytWXdzlrHGmSrN8V5oSmPbbiqPpfO2lKnzGo1Kqwq62UezxMXFkZGRQVxcHJGRkWi1Wqqrq9XnKyoqcHV1bbBMSkoKERER6s96vZ6lS5cSFBQEwNixYzEYDBw4cMA8O2EitjoGujVdEfWtY1N2Y7TkWEp3irB1Zivmubm57Nq1C7jc9REREcGlS5fQaDQNulVycnLw9fVVfy4rK+PAgQOEhoaqj5WXl1/TFQOoI1usQXOLgz0Vkebczq45z7e1W/F3IW49ZivmJSUlzJ8/n6KiIgCysrKoqalhzpw5pKamUlxcTG1tLRs3bmTcuHHqcnl5eXh4eKDX//dreXFxMZGRkWpB37lzJ+fOnWPAgAHm2p1G2cqUtW2puftjzgJ+5TccezveQlyP2ZqyISEhzJ49m2nTpmE0GtHpdKxatYqQkBBmzJhBdHQ0iqIQGhpKVFSUulxhYSGenp4N1uXt7U1CQgJPP/00dXV1uLu7s2bNmgYF35bIWHTT8fX2kIIubglm7ZeIiYkhJibmmsdjY2OJjY1tdJnRo0czevToax4fN25cgxa8ud2KBdheC6M97pO49cjl/MLkrPVDr7Fx5M0p7FL8hTWynjOGt6Ari8Kt2NK3lBsV46ufr79Ztvx+hDWTYi7sVlu3oKVF3nJyzMxHinkLXd2ahpZ3I9j6bIrNzdfYtw1TfgOx9uMmhClJn3kbMFXrwxpbNW1RMHNOnKeiqsbkN6gW4lYixdwEpJBYnrTSxa1GirkQQtgBKeaiTcm3EiEsQ4q5aLXrFe4rx29LcRfCPKSYt7GbKV72fjMEa5khUQh7JEMTrZC9FXRz74+9HT8hmkOKeRuRAiKEsCTpZhF2RT5Uxa1KirmwOrZ6xyUhLEm6WUSLSetXCOsjLXMhhLADUsyFEMIOSDEXNuN6felyv08hpJgLKyYnQYVoPinmQghhB6SYC6vRWDdK/c/SSheiaWYdmpienk5iYiJVVVV4eHiwaNEi/Pz8WLt2LZs2bcJoNBIcHExCQgI6nY4pU6Zw9uxZdfnz588zYcIEXnnlFQ4fPsybb77J+fPn8fDw4M033yQgIMCcu3NLspZ+aeknF6Ihs7XMCwoKSEhIIDExkbS0NMaOHcuCBQs4cOAA69atY9OmTaSmplJcXMyGDRsAWL9+PWlpaaSlpfGvf/2L7t27M378eACef/55nnjiCdLT05k6dSrx8fHm2hUhhLA6Zivmjo6OrFy5Ei8vLwCGDRvGsWPHSEtLIzw8HDc3N7RaLVFRUaSmpl6z/KZNm+jXrx8BAQEcOXKE0tJSRo0aBcDYsWMpLi4mNzfXXLsjzEi6WIS4MbN1sxgMBgwGAwC1tbUkJyczcuRI8vPzCQsLU1/n7e1NXl5eg2Wrq6v529/+xrp16wDIz8+nZ8+eDV5Tv1yfPn0aPK7RaPAy6FuVubXLWYLO0cHkeSuqatpsXTeT98rlriz0ptr/prJa43vEHO+FprR025bO21KmzqvValq1nNkv509KSiIxMREfHx/WrFlDfHw8Op1Ofd7FxYWKiooGy2zdupWgoCC8vb0BqKiowNnZucFrnJ2dKS8vv2Z7iqJw6kxZq7K2djlL8DLoTZ63Ldd/M3nbOTs1+rip9r+prNb4HjHHe6EpLd22pfO2lKnzGo1Kqwq62UezxMXFkZGRQVxcHJGRkWi1Wqqrq9XnKyoqcHV1bbBMSkoKERER6s+urq5UVVU1eE1lZSXt27c3bXhhNnJiU4iWMVsxz83NZdeuXcDlro+IiAguXbqERqNp0K2Sk5ODr6+v+nNZWRkHDhwgNKzujKgAACAASURBVDRUfez2228nPz8fo9EIXO62yc/Pv6aLRdg2KehCNJ/ZinlJSQnz58+nqKgIgKysLGpqapgzZ446iqW2tpaNGzcybtw4dbm8vDw8PDzQ66/oJ/X1xdPTk5SUFAC2bNlCz5496d27t7l2RwghrIrZ+sxDQkKYPXs206ZNw2g0otPpWLVqFSEhIcyYMYPo6GgURSE0NJSoqCh1ucLCQjw9Pa9Z34oVK3j99ddZvXo1nTt3Zvny5ebaFWGFpBUvbnVmPQEaExNDTEzMNY/HxsYSGxvb6DKjR49m9OjR1zzu7+/Pp59+2uYZhRDCFsnl/EIIYQekmAurJt0nQjSP3DZO2IzGCrtcHSrEZdIyF0IIOyAtc2H1mupqkW4YIS6TlrmwOlKghWg5KeZCCGEHpJgLIYQdkGIuhBB2QIq5EELYASnmwuLkhKcQN0+KuRBC2AEp5kIIYQekmAshhB2QYi6EEHZAirkQQtgBKeZCCGEHpJgLqyDDE4W4OVLMhRDCDsgUuI34+ul78DLoOXWmzNJRrMLXT99jlu3YUuvcXMfElsgxsSxpmQshhB0wa8s8PT2dxMREqqqq8PDwYNGiRfj5+bF27Vo2bdqE0WgkODiYhIQEdDodABs3buSDDz6gpqaG+++/n9dffx0nJyemTp1Kfn4+Li4u6vrT0tLMuTtCCGE1zNYyLygoICEhgcTERNLS0hg7diwLFizgwIEDrFu3jk2bNpGamkpxcTEbNmwAYN++faxdu5Z//vOffPPNN1y6dIn9+/cDcPHiRVatWkVaWpr6nxBC3KrMVswdHR1ZuXIlXl5eAAwbNoxjx46RlpZGeHg4bm5uaLVaoqKiSE1NBeDzzz9n8uTJdOrUCScnJ1auXMmQIUMAKCsrw83NzVzxhRDCqpmtm8VgMGAwGACora0lOTmZkSNHkp+fT1hYmPo6b29v8vLyADh8+DDdu3cnOjqa4uJixowZw7PPPouDgwMXL17k3Xff5dixY+h0OubOncvIkSOv2a5Go8HLoG9xXp2jQ6uWsxTJazq2lBUkr6mZOq9Wq2nVcmYfzZKUlERiYiI+Pj6sWbOG+Ph4tX8cwMXFhYqKCgBKS0vJysrir3/9K9XV1cTFxeHt7c3vfvc7xo4dy8iRI7n33nvJyspi5syZJCcnc9tttzXYnqIorRqVYmujWSSv6dhSVpC8pmbqvEaj0qqCbvbRLHFxcWRkZBAXF0dkZCRarZbq6mr1+YqKClxdXQHo0KED48aNQ6/X06lTJyZOnMgPP/wAwJtvvsm9994LwN13383gwYPV54QQ4lZjtmKem5vLrl27gMtdHxEREVy6dAmNRqN2qwDk5OTg6+sLQM+ePSkr++8noFarxcHBgerqarKzs6/ZhpOTk4n3QgghrJPZullKSkqYP38+mzdvpmvXrmRlZVFTU8OcOXN46aWXmDlzJu7u7mzcuJFx48YB8Mgjj7BixQoeffRRnJyc+PLLL4mMjKSmpobHH3+c999/n+DgYI4cOcK+fft47bXXGmyztLQUo9HIXf1uayxSk7RaDUaj0ib7bg6S13RsKStIXlMzdd7S0ototS1vZ5utmIeEhDB79mymTZuG0WhEp9OxatUqQkJCmDFjBtHR0SiKQmhoKFFRUQCMHDmS3NxcIiIicHFxISwsjIkTJ+Lg4MC7777L0qVLqaysxNnZmT/84Q94e3s32KZOp6O6urrVJxRau5ylSF7TsaWsIHlNzZR5tVptg/OIzaVRFMV2PhKFEEI0Si7nF0IIOyDFXAgh7IAUcyGE3SkpKeHs2bOWjtFsbZFXirmZ2dopCslrWraW1xbk5uby6KOP8t1331k6SrO0VV45AWoGhYWFHD9+HFdXV/r379+qYUfmZGt5i4qKKCkpwcnJSb1GwZrZWt7Tp0+TnZ1N+/btufPOO1s10sJccnNziY+Pp3fv3pSXl7NixQpcXV3RaKxztExb5nV4880332z7iKJebm4u06dPp7S0lMTEREpKSqirq7tm2gFrYYt5p0yZQlFREe+++y6KouDs7KzOA2RtbDHvrFmzqKqqYs2aNSiKQnBwMIqiWF2BzM7OJj4+nujoaJ5//nm2b9/O6NGjrfZiwrbOK8XchCoqKnjttdeYNGkSzz33nHqB0/79+zEajfTt29fSERuw1byPPfYYL7zwAgMHDmTHjh0cOnSIrl270rVrV0tHbMDW8paVlfH8888THR3NvHnz6NevHytWrOD++++nU6dOlo7XQHV1Na+99hrjxo0jMjISgC+++IJff/1VnWnVmlRXV/P6668THh7eZnmlmJuQk5MTe/fuZeDAgfTq1YuuXbty2223cfr0aQ4cOEDHjh3VKYGtgZOTE5mZmQwYMMBm8v7www8MHjwYHx8fevTogaOjI2vXrkWn09GjRw86duxo6ZgqJycnduzYwZAhQ2wib11dHXv27OF3v/sd7u7ueHt78+OPP6LVasnPz8fJyQkPDw9Lx6S6uhqdTsfw4cMZMmQIRqMRjUaDq6sreXl56hxO1qKkpAStVktYWBiDBw9us7zW3Rlqo+pPQxiNRgC2bt2qPufj48MjjzyCi4sLmZmZFsl3tfpZKqurq6mqquKrr75Sn7PGvHB5GuXa2loqKipITk5Wj3lQUBBDhgzh9OnT/PjjjxZOeVldXR1w+X1RV1fH5s2brTpvPQcHB06fPs2qVas4ePAga9asYceOHVy4cIGNGzfy8ccfU1JSYtGMhYWFPPPMMxw8eFD9tlB/bPv27ctXX33Fli1bLBmxgaNHjxIbG0t+fv41H9w3nVcRberYsWPKsmXLlL/97W/Kjz/+qFy6dEm55557lCVLljR43ffff68MHjxYKSwstFDSy86cOaM8/PDDyo4dOxRFUZTi4mJl8ODBVpu3qKhIqaurU38+f/68MmrUKGX69OnKkiVLlIceekj56quvlJ07dypjxoxRSktLFaPRaLG8eXl5yiuvvKKsWrVK2b59u1JRUaE8+OCDyrRp06wyb35+vvL+++8rmzZtUvLy8pTy8nJl3rx5yssvv6wMHTpUycvLUxRFUX766SclLCxMOXTokMWyKoqibN++XfH391emTJmi7NmzR328pqZGURRF+eqrr5SpU6cqP/74o6UiqnJycpSJEycq69evv+5rbiavdLO0oby8PGbNmkXfvn05cuQIBw4cYMiQIYwePZply5Zx8uRJ7r//fgBuu+02MjMzCQsLQ6+33MT8R48e5a9//Sv79++nR48e9O/fn+HDh7Ns2TIKCwsZMWKE1eQ9e/Ysjz32GDt27CAiIgKtVouLiwsTJkzg/PnzuLm5MXLkSB588EG6d+/Ovn37CA8Px8HBwSJ58/PzefLJJwkJCaGyspJvv/0Wb29v5s6da5V5jx07xowZM+jVqxdZWVns3LmTs2fPsnDhQu677z5+/PFHpkyZAly+2czXX3/NXXfdZdGut+7du5Ofn8/w4cP5xz/+Qffu3dU5muq7LgoKCsjMzOTOO++02Hv39OnTTJkyhcmTJxMbG0ttbS1paWnk5+dTXl6uni+5mbxmvzmFvaqrq2Pt2rVER0czbdo0CgoKeOGFFzh8+DAjRozgs88+Y+bMmcyZM4e77rqL/fv34+rqavGTXgMHDuSxxx6jV69evP3229TV1TFmzBg+/vhjZs+eTWFhIQMHDrSavP369aOmpobZs2fz5z//GQcHBzp06MCsWbOAy8P+vv76az755BM6duxo0ZEMKSkpjB8/Xi3e77zzjtrHb215jUYjn332GZMnT2bWrFmcP3+en3/+mXfffZeTJ0+yePFicnNzefXVV5k2bRrvvvsuXbp0YfDgwRbJW8/BwYHCwkI6duzImDFjeP/99/Hw8KCgoICwsDC8vLwYOnQoBQUFFn3vZmdn07dvX/r06cOlS5d46qmn0Ov1nDp1iq5duzJo0CBmzZqFl5eX2u3W0rzSMm8jWq2WXbt20b59ewYMGIC7uzuZmZlcuHCBtLQ0KioqePvttzlz5gwVFRUYDAYSEhIALDbMy2g0oigKH3/8MYMHD+aee+5h+fLl3HHHHVy6dIkXXniBU6dOUVdXh6enp8Xz7tu3j/379xMfH8+ePXtISUkhPDwcrVZLZWUlWq2WDRs2kJWVhYeHB7///e8tmnfnzp2cPn2a++67D71ez2+//ca///1vxo8fT1VVlVXl1Wg0HDp0SG3ldujQgR49euDv78+WLVuoqKjghRdeICkpiaNHj9KpUyeWLVtmsbz1HBwcuHTpEm5ubkyaNIna2loWLlzI3r171W8RvXr1IigoyKJZb7vtNsrKyvjhhx/Ytm0bt912G2+//TajRo1Cr9ezc+dO+vbtS+fOnVuftzV9P6Kh+j7OtLQ0ta8rNTVVCQkJUbZv366sXbtWmThxorJ169Zrlr2y/9dSUlJSlL///e+KoijKtm3blLvuuksZNGiQoijX5rN03tOnTyuKoijZ2dnKrFmzlJkzZyqVlZXXfb0l8ta/H3755Rfl4MGDaobt27crTzzxRJPLWjLv119/rcybN085dOiQ+lhVVZWyfft25emnn1bKy8uV6urqBsfbUu+Hc+fOqf/+7LPPlHnz5imKoijx8fHKyJEjlZiYGOXgwYMWyXal+uNYW1urKIqivPfee8rMmTOV7777Tn3NmTNnlEceeUTZvXv3TW1LRrO0AY1GQ2lpKWPGjCEwMBCAoUOHkpKSwqhRo4iLi2PQoEFcuHDhmmUtdXXlqVOn1H87OzvzzTffAJdbkwaDAXd3d3744Ydr8lkq78mTJwHUr559+/Zl/vz5ALzwwgsAPP/88w1G4iiKYpG8Go2GoqIiAgICCAwMVDNUV1fTrl079XXPPPMMaWlpVpG3tLSUsLAwnJycWL16NceOHVPvO3DnnXdy/PhxDh48iJOTE87OzhbNm5OTw4cffqiOpBk+fDgdO3bk9ddf5/jx43zyySc88MAD7Ny50+zZ6tWPYNJoNPznP//hvffeA+Dpp58mLi6O4OBg9bWenp507txZHf3WWlLM20BOTg6JiYlcuHABR0dHFEWhY8eODa7qy8nJoaamxoIp/6ugoICPPvqIoqIiAO677z78/Px47rnn+OWXX0hLS+PFF19kx44dFs1Z/+Y+ceIESUlJFBUVNfjK6ePjw+LFi6mrqyMwMBAXFxfCw8PV5835dbqkpEQ9nidOnOCDDz6gqKioQbHTarXq/W3nzJlD+/btGTt2rEXyXik3N5fVq1dTV1fHH//4R4xGI8uXL2f//v3U1NRgMBjo0qVLg3v1mjNvQUEBaWlp7Nu3j99++42ePXsSFRWlDkXs1q0b+/fv59ChQ2zcuJEuXbowYcIE5syZY5Z8Vzt58iSrVq3izJkzAHTp0kV9X2o0Gu655x7at2/PN998Q3JyMrNnz8bd3Z3Q0NCb2q7MzdIKp0+fJj8/H3d3dwICAqioqKCkpKTBnY6Kior43//9X4qKijhy5Ah6vZ6VK1daJO+vv/7Kl19+SY8ePfD19SUwMJCzZ8+qrVxFUYiJieHixYskJyfj6GjZ8+K//fYb7u7u6s9lZWWUlZXRrVs39THlir7Exx9/HB8fH95++23g8oeAOVuMR48e5eWXX2bx4sUEBgY2mhdg9+7d/OEPf6Bbt2507NhR7XM2d94TJ07www8/0LVrV/r160eHDh0oLi7Gx8dHzfP6669z8eJFLly4gLOzM+3ateNPf/qT2TLWy83N5cknn2Tw4MEcPHiQAQMGMHz4cLU41l8wVFRURJcuXXBwcKCurk4dEaRYoI88MTGRxMREIiMjiYuLU+vC1VkWL16sjrh58cUXbzqvnABtodzcXB5//HEuXryotm5dXFzo378/gHo1l16vZ8+ePcDlkx+vvvpqg+fNmffJJ5+kc+fO7Nu3j+zsbAIDA+nevTtw+eIbBwcHJkyYQGRkJI6OjtTV1Vm0+2fGjBkUFhYybNgw4PLt/64eolV/DD/88EMqKir44x//CJi/MObm5jJ//nwmTpzIqFGj1LlW6vNe+XXbw8ODjz/+GH9/f9566y2L5Z05cyYODg588cUXFBcXExoaSufOnQGoqanB0dGRsLAwevXqhZeXF/7+/jz33HOAeYtjdXU1v//973nooYd47rnnCAkJ4dKlS6SmplJZWUlgYKBatPV6vXocrzyelvi24+7uztGjR/H39+e7776jb9++uLu7X/O7HjFiBCNGjFBb5Df7XpBi3gJVVVW89dZbTJw4kRdeeIFBgwZx/Phxvv76azw8PPDx8Wnw5rn77rsZPHgwgwYNAsz/h1tdXc3y5ct58MEHmTdvHnfccQf//Oc/GTx4sNoqr8+j0Wga/WMwt9zcXLKysigtLSUnJ4ehQ4cC1/8Q9PLyYuLEieprzJm9sLCQyZMnM3XqVGJiYqipqSElJYUTJ05w7tw5evbsiVarVXPrdDp69+5NXFycRfJWVlbyxhtv8Oijj/Lss8/i5+fHX//6V+6//371svz64qjRaPD09MTPzw9/f3+L5HVwcGDPnj14eHgQFBREly5d8Pb2RqvVsn37dtq1a0efPn0AWLduHU5OTnh6epot3/XU1tby6aefMmLECH777Tf27dvH3XffTU5Ojtr1+vHHH9OpUyfc3NzU5W72g0f6zFug/uumVqtFURQCAwMZPnw4ubm5/Otf/yIrK0t9bVJSEj/99FOD5c1dJHU6HU5OTup2/fz88Pb2Vr/uf/LJJ+prP/zwQ3bt2mXWfI05evQoHTt25OGHH+bQoUO8++67wOVjV1tbq77ur3/9K7t3727QVWTu43vy5EkCAwPR6/VUV1cze/ZsUlNTWb9+PatWreIvf/lLg7yZmZkMHz4cMH9hBHBxcUGv16vdP8HBwQQGBpKVlcUHH3ygngQHy79/a2pqMBqNeHh48NNPP1FVVQVc7n8OCwtj0KBBZGVlYTQauXDhAu7u7vTr189s+a5W/w3MaDTStWtXhgwZQkBAAI8//jju7u5MnjyZVatWAZe7YGtqaujZs2ebZpCWeTNc2e1w4MABjhw5QlBQEB06dECv13P48GG6du1KeXk5AwYM4MKFCxQVFXHfffdZLHP9yarffvuNO+64A4PBwJYtW1i/fj3h4eFUVlby5Zdf4uHhgbe3N5WVlWqhsYTa2lq0Wi0Gg4GwsDD69++Pk5MT//73v8nPz2fo0KHqh6hGo6GysrLBCSNLfJ3u0qWLOpnapk2b6Nu3L8uWLeP++++nV69eJCcn4+vri5ubGzU1NWq3kSXy1tTUUFdXR25uLv369cNgMPDxxx+TlJTEsGHDyM7OZvfu3Xh5edGhQwd1fLy5nT17lvbt2+Pg4IBGo6Fv376sXr2ao0ePMnLkSADat2+PVqtl9erVjBo1im7duhEQEACYv4+8Pq9Wq23QV797925OnjzJqFGjSEpK4uTJkwQFBTFgwAA8PT0ZOHBgm+eVYn4Dx44dY/ny5fz888+cPHmSqVOn8tlnn/Htt9/y/fff8+GHHzJu3DiCg4P5wx/+wEMPPYSHh4fF3lyFhYXo9XocHBzQarX4+fnRqVMnHBwcaN++PbGxsQQHBzNw4EB+/vlnDAYDgYGB6nzllsqr1WoxGo24urri5OSEk5MTXl5euLq68t1333H69GmCg4NZunQpnp6e3H333RbNC5e7AXx8fDh16hTnzp0jLCyM22+/HUdHR9zc3EhPT2fAgAH07t3bYsf3yuLo4ODAwIED6dSpE46OjrRr147p06czfPhw7rzzTr755hsCAgLw9/e3yPv3zJkzPPbYY+zevZuHHnoIgHbt2jF69Gj+8Ic/kJeXx6BBg2jXrh09evRg586dhIaGNpiO15zH9uq8Wq2W6upq9W/v119/5fvvvycvL4+lS5dy7NgxSktL1fNrbZ1XLudvwvHjx5k1axYTJkzA1dWVjz76iL1797J8+XIyMjIoKSnhkUceUVsw/v7+11yObe7hcQ8//DBdu3ZVZ2rUaDTqnWGuHG2j0+n49ddf1XHx1pC3vnVTn7d9+/YMHz4cFxcX/vGPfzB8+HDuvffeBl+nLX18XVxciIqKon///uofqaOjI506dUKr1ardA5bIW19s/P391S4fR0dH9VvmlfPTe3p6UlFRQWlpqcXyGo1G7rjjDqqqqpg7dy6JiYnA5WsLkpOTmTNnDosWLaJLly6cPHmS9u3bW/ROTY3lrX/v+vn58fTTT9OrVy82b96sngDv3bu3yfLI0MQmJCcnc/z4cfVMfmVlJRMnTsTLy4u//e1vwH+HeX3zzTe4urqqfbyWUFZWxpIlS8jLy6OmpkadSrO2thZHR0dOnz7NDz/8wPnz5zlw4ADt2rWz2HDJ5uStbxVWV1czadIkAgMD1eGHlhhydr28V9qxYwe5ubns2bMHFxcXtZ/UEgoLC1m0aBFVVVW4uLioxbG+O+DXX38lMzMTFxcXUlNTcXZ2tuj74X//93/55JNPeOmll1ixYgXOzs6sWbNGff7ChQt89913FBYW4uTkxIwZMwDLXaLfVF6j0cjevXsJCQnBwcGhQUZT5ZUToE2oqalh+/btamvFxcWFr776ioKCAubOnQvA/v37yc7O5vbbb1cLuSU+HxVF4T//+Q/FxcV8+OGHuLu7M2HCBAB1uKG7u7s60qJ///7qH+7NXnlmirzV1dXqG37VqlX4+fk1GEdu7j/epvLC5XMU1dXV7Nu3jxMnTnDHHXeohdxS7aWffvqJmpoa5s+fT3V1NU899RSAWlw6derEzp072bVrF7fddptF3w8Ao0aN4q233iIgIICXXnqJyspKnnrqKfXkYseOHRk/fjyzZ89WC7kl3gvNyavVahkyZEiD0UH1TJb3piYDsHMlJSXK/Pnzlb///e9KRUWF+nhxcbEyYcIE5fvvv79mGUvPXVJQUKAoiqKUlpYqMTExyvjx49V5IRpjzXnr57W4co4Na87bGEvnrZ9//pdfflGmT5+uzJ0716rzXvm7P3z4sDJt2jTl2WefVRRFUV544QUlLS3NkvGu0VjeZ555RlGUy3m3bdtmtizSMm+Cu7s7QUFB/Oc//+HLL79U78jTqVMnAgIC+O233xq8XrHQXBX12wbUi4H0ej1/+ctfaN++vXqPwRkzZrB58+YGy1lz3ieeeIKtW7dy5513qstYc94ZM2bwz3/+s8EylhyzD5dH3MDl8znz58+noqJCvdrw+eefJz09XX2tNeS9siV7++23s3jxYsrKyrjzzjvR6XSMGTPGovmu1ljeS5cuqXkfeOABs2WRYn4d9W/syMhI/Pz82LNnDx999JE6WVZhYSEXL15ssIwl71be2LZdXV3ZsGED7dq1IyAgAIPBwKRJkyyQ7lrNzVs/quF6y5hLc/M++uijTS5jbk0VRxcXlwbF0Rry1lMUBScnJ3r27El5eTnjxo1r0M1mbawhr4xmuQ6NRoPRaMTR0ZGZM2fyxRdfsHv3bh555BF8fX3R6/VER0dbOmaz1N+Nx1Jzl7SU5G17Nyo21pa3/oPlgw8+oHv37ladFawj7y0/mqWiogKdTnfdW3Vd/cvIzMzE2dlZ/epv7jfXjfJebePGjWRmZqon46z1j6Ge5G2Zs2fPUl1d3exbt33wwQf88ssvDU52mitvUVEReXl5dOvWDU9Pz2bdEu3EiRPqkFpzH1tby3tLF/Ps7GzeffddEhISGkxX21zm/mW1Ju/FixfV+R/MnffkyZPs3bsXf39/fH191XmwmyJ5my8vL48XX3yRqKgoHnvssWZt31LFJicnh2effRYfHx+Kiop4+OGHiY6OxsnJqdHuHeWq4XtX/yx5r2W9TR4Ty83N5eWXX2bIkCGtKuRg3pOHrc1bX2jMfXIrOzub6Ohovv32W/XbTHNI3ubJzc3lueeew83NTb0JQ1Pbr2+zXTkdq7nynj9/noULFzJnzhzef/99oqKi2Lp1a4Php/XDD+tdXQjNWRhtLa/KbONmrEh+fr4yYsQI5fPPP1cU5fLwop9++kn59ddfleLiYvUxa2FreWtqapQ33nhDWb9+vaIol4e7/fLLL0pOTo56uy/J23pHjx5VHn74YeWLL75QFEVRXn75ZXXIZP1wTksPMbzShQsXlKefflrJy8tTH5s6dary+eefK99//71y8uRJ9fHvv/9e+fXXXy0RU2VreevdcidA6+rq2L59O97e3txzzz0AzJw5k7q6OkpKSggICGDKlClqn3hqairdu3dXJ8aRvDfm6OhIWVmZOsvh1KlTqaur49KlS/j6+hIbGyt5W0FRFCorK1m8eDGPP/44Dz/8MJWVlZw8eZL09HSmTp2qtgjrW907duygV69eDaZyMLe6ujrOnTtHeno6oaGh7N27lwMHDqhdGN26deOZZ56hsLCQtLQ0RowYIXlb4ZabaKt+Zr6CggIOHTrE5s2b6dWrFytWrKB3796Ulpayf/9+goODOXXqFHv37qWsrIzevXur8y5I3hsrLy8nNzeX7OxsOnTowP/8z/+odyjfu3cvd999NwUFBZK3BTQaDU5OTowYMYLg4GB1Hpvu3bvz3XffMWDAgAYn6X7++WeSk5Np3769Ou+3uZw4cYItW7Zw7tw5unTpwpAhQ9iyZQuZmZls27aNlJQUIiIi6NChA6mpqYSFhdGnTx8CAgIoLCzk9ttvN/vdl2wpb2NumWJ+4sQJkpOTOXfuHJ07d2bo0KF88cUXVFZWMnPmTDp16oS3tzdVVVV8+eWXhIeH4+XlRb9+/aiqqsLHx6fZI0hu1bxbtmyhuLgYo9GIv78/a9eu5cSJEwwfPpw77rgDb29v6urqSElJYfTo0Xh7e0veFuStfz/Uz5ldr7q6mu+++45evXrRs2dP9XJyT09PixSb+rtb6XQ6Dh06xD/+8Q8CAgJ45plnCAkJ4fjx4zz88MNoN1v4dAAACftJREFUtVp69erF559/zl133UX37t1xc3PD29vbrB+Utpb3em6JYl7/y3J2dubQoUN8+umneHt7q19LBwwYoP4yevXqRVpaGkOGDKFTp07odDq6du1qkTeXreXV6XT89NNP6reHyZMns379enVe6o4dO+Lj48PWrVsZNGgQBoNB8rYgr7OzM//3f//Hl19+iYODA/3790ej0dCpUycKCwtZsWIF4eHhdOjQQS3o5i42tbW1/OUvf2HUqFE888wzDBkyBE9PT+bPn49er2fgwIG8/fbbuLq6otPpWLx4MR4eHurdlwCz3oPW1vI2ydKd9qZWU1OjLF26VNm0aZOiKJfnVUlJSVGCgoKUf/7zn+rrDh48qBw8eFCZN2+eEh8fb6m4dpU3LS1Nyc/PV6Kjo5VnnnlGWbZsmTJ9+nTl+eefl7w3kfdf//qXMmDAAGXDhg0NXvvGG28oEyZMUEpLSy0RVbVgwQJlyZIlDR7bvn27ctdddykZGRnK7t27lYiICOXJJ59UXn/9dfU19Sdvzc3W8l6P3bfMtVot6enpXLx4kfvuu4927drh5+dH3759SUhIoFu3bvTq1YtXXnmF//znP3h6eqo321UsMVbUTvL6+vryyiuvMHz4cKZMmYKLiwu//fYbfn5+vPLKK5L3JvL27dsXX19fli5dSteuXdUbSXTv3h1PT0/uuusus2asV398tFothw8fpkuXLuot6m6//XY8PT3ZuHEjs2bNIiIiggcffFCdTsASF4fZWt4bsetifqNfVv1NBsaNG8cDDzzAxIkTuf/++wHrfHPZUt4+ffrg6enJpk2bGDVqFAMHDmTo0KFqoZG8N5f39ttvx2AwsHXrVoKDg3Fzc6NLly7qDTIs8cFTvz0XFxf+/e9/c/LkSbp27apO9qXT6di2bRvBwcH06NFD7fpRLDTBl63lvRHrS9SG6n9ZAQEBVFZWkpKSwpEjR9Tng4KCKC8v59SpU3h4eKi/IEu/uewl74ABA6isrLxmQjKwzGyN9pY3KCiIyspKKisrr7usuSmKQvfu3Zk7dy7Hjh3js88+Y8+ePcDlD0wHBwfOnj3bYBlLTvBla3mbYtctc7j8y+rQoQN9+vQhJSWFgoICnJ2d6dmzJ506dWLLli0EBgY2uFO2pd9c9pQ3OTn5mryWJHlN49SpU7i5uaEoCkajUf2WsHfvXnbv3k16ejpbtmzB3d2dJ554wqJZbTFvc9jt3CynTp3Cy8sLo9GIoig4ODiQk5PD3//+d0pKSnBycqKqqgpXV1feeecdS8eVvJLXJvMajUYuXrzImDFjeOuttxg1apQ6dYBGo6GkpIQzZ86QkZGBm5sbEydOBCx3qzdby9sipj2/an51dXXK+fPnlcGDByvbt29XFOXyWef6M8/FxcXKL7/8onz00UfK5s2b1eUsdWZa8kpeW85b76OPPlLmzZunTn/QFGuYasDW8jaH3XWzaDQaXFxccHJy4rvvvmPw4MG4urqqn6rt2rWjS5cuDBw4kDvuuAOw7JlpySt5bTXvuXPncHV1BcDZ2ZmsrCz69etHly5d1HHujbFUC9fW8raUXZ0APXfunPrvIUOGoNFo1JMXV89ydiVL/eFKXtOSvKZz/PhxXnrpJRYtWkR1dTV33HEHPj4+LF26FMCsV8c2h63lbQ27aZkfP36cBQsWcPDgQUJDQ+nWrRs///wzn376KRMnTrS6oUSS17Qkb9tT/n+/cW1trXqVbEpKCjt27ODs2bNMnjyZvLw8ysvL6du3r6Xj2lzem2XTxdzWflmSV/Laat76rDt37uSdd94hOzub9u3b8+qrr+Lo6EhmZibvvvsuOp2O8+fPq9c/SF7zsdlibmu/LMkreW01b31/8q5du3jjjTd47LHHqKqq4uuvv+bAgQPMmDGDUaNG0b59e7Kzs1EUhbFjx0peM7PJYm5rvyzJK3ltMW/9CUOtVktVVRXr16/nwQcfZNKkSQwYMICA/9fe/b2y+8ZxHH+xNpslRZumUEyxFQlzwMHMifLrgKI4mP0H5oA1xJEDZ3YkB5Sc+JGSiAMTJc2YZUUONmrtgMRqfmx+XJ8Dfe6++nwO1Me97fJ9P45uP+565tbl3r3LdZWUYH19HcFgEAaDATqdDkajEW1tbQDiP52Pt95vF8eZM//s5uZGOH5+fmZjY2NsYWFB+Njn8zGz2cwcDofwfeFwWDiO9/Qt6hUX9YonGo2ykZGRT4uMTUxMMJvNJizkFY1G2fLyMrNarezx8fHT+fH+2fLWK4bEv6vyRbFYDA6HA1arFcDH1KL09HR4PB5EIhGkpaWhuLgYLS0tCAQCeHp6AvB5j8Z4/tWlXurluVcqlaKzsxMymQx2ux0AUFtbK2zW8fDwAJlMhoqKCtzf3wu9v8X7Dpe3XjFw85glNTUVOTk58Pl8cDqdaGhoQEpKCo6Pj5GRkQG1Wg2FQgG5XI6trS3U19dDoVAI5yditTvqpV5ee3+vk56fnw+XywWXy4Xu7m74/X7s7e0hFAohKysLk5OT0Gg0CX/mzFuvGLgZzHm7WNRLvbz1BoNBuFwu5ObmIhqNIi0tDdnZ2dBqtdjZ2cHR0RH6+/vx/v4Or9eL7e1taDQaDA8PA4j/qwfeesWW1GuzBINBnJ+fo66uDm9vb1AqlWCMwe/3w+FwQKVSwW63Y21tDbu7uwiHw8jLy8PQ0BCAxPxyUS/18tgbi8XQ2NiIUCiEjo4OXF1doampCWq1GiaTCaenp1hZWYFUKoXNZgMAhMNhZGZmAoj/f6Hy1hsPSTuY83axqJd6ee4FgLOzM/T29qK5uRmtra3Y2NjA/v4+tFot7u7uUFlZicXFRRiNRvz3BX2i7nB56xVb0j5mkUgkMBgM2NzchE6ng8VigdvtxtLSEtxuN5xOJ4qKirC6uorLy0sYjUbI5XIAiVnfm3q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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "vls = ['11/05/2019 9:30','11/06/2019 9:30','11/07/2019 9:30','11/08/2019 9:30']\n", + "vlnoon = ['11/05/2019 12:30','11/06/2019 12:30','11/07/2019 12:30','11/08/2019 12:30']\n", + "\n", + "mpf.plot(idf,type='ohlc',vlines=vls,figscale=0.75)\n", + "mpf.plot(idf,type='candle',vlines=vls,figscale=0.75)\n", + "mpf.plot(idf,type='line',vlines=vls,figscale=0.75)\n", + "\n", + "\n", + "mpf.plot(idf,type='renko',vlines=vls[1:3],renko_params=dict(brick_size=1.),figscale=0.75)\n", + "mpf.plot(idf,type='pnf',vlines=vls[1:3],pointnfig_params=dict(box_size=1.),figscale=0.75)\n", + "\n", + "#mpf.plot(idf,type='renko',vlines=vlnoon,renko_params=dict(brick_size=0.85),figscale=0.75)\n", + "\n", + "#mpf.plot(idf,type='renko',vlines=['11/05/2019 13:36'],renko_params=dict(brick_size=0.85),figscale=0.75)\n", + "#mpf.plot(idf,type='renko',vlines=vls,renko_params=dict(brick_size=0.85),figscale=0.75)\n", + "#mpf.plot(idf,type='pnf',vlines=['11/05/2019 13:36'],pointnfig_params=dict(box_size=2),figscale=0.75)\n", + "\n", + "#mpf.plot(idf,type='renko',vlines=vls,renko_params=dict(brick_size=0.85),figscale=0.75)\n", + "#mpf.plot(idf,type='pnf',vlines=vlnoon[0],pointnfig_params=dict(box_size=2),figscale=0.75)\n", + "#mpf.plot(idf,type='pnf',vlines=['11/05/2019 13:36'],pointnfig_params=dict(box_size=2),figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "vl = dict(vlines='11-07-2019',linestyle='-.',colors='g')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "vls = ['11/05/2019 9:30','11/06/2019 9:30','11/07/2019 9:30','11/08/2019 9:30']\n", + "vlnoon = ['11/05/2019 12:30','11/06/2019 12:30','11/07/2019 12:30','11/08/2019 12:30']" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "vconfig= {'hlines': None, 'vlines': '11-07-2019', 'alines': None, 'tlines': None, 'colors': 'g', 'linestyle': '-.', 'linewidths': None}\n", + "vlines= 11-07-2019\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(idf,type='ohlc',vlines=vl,figscale=0.75)\n", + "mpf.plot(idf,type='candle',vlines=vl,figscale=0.75)\n", + "mpf.plot(idf,type='line',vlines=vl,figscale=0.75)\n", + "\n", + "\n", + "mpf.plot(idf,type='renko',vlines=vl,renko_params=dict(brick_size=1.),figscale=0.75)\n", + "mpf.plot(idf,type='pnf',vlines=vl,pointnfig_params=dict(box_size=1.),figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'vlines': '11-07-2019', 'linestyle': '-.', 'colors': 'g'}" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vl" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "vconfig= {'hlines': None, 'vlines': ['11/05/2019 9:30', '11/06/2019 9:30', '11/07/2019 9:30', '11/08/2019 9:30'], 'alines': None, 'tlines': None, 'colors': ['g', 'y', 'c'], 'linestyle': '-.', 'linewidths': [1.6, 4, 8]}\n", + "vlines= ['11/05/2019 9:30', '11/06/2019 9:30', '11/07/2019 9:30', '11/08/2019 9:30']\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "vl['vlines'] = vls\n", + "vl['colors'] = colors=['g','y','c']\n", + "vl['linewidths'] = [1.6,4,8]\n", + "\n", + "\n", + "mpf.plot(idf,type='ohlc',vlines=vl,figscale=0.75)\n", + "mpf.plot(idf,type='candle',vlines=vl,figscale=0.75)\n", + "mpf.plot(idf,type='line',vlines=vl,figscale=0.75)\n", + "\n", + "mpf.plot(idf,type='renko',vlines=vl,renko_params=dict(brick_size=1.),figscale=0.75)\n", + "mpf.plot(idf,type='pnf',vlines=vl,pointnfig_params=dict(box_size=1.),figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "vconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n", + "vlines= ['11/05/2019 9:30', '11/06/2019 9:30', '11/07/2019 9:30', '11/08/2019 9:30']\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(idf,type='renko',vlines=vls,renko_params=dict(brick_size=0.85),figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "vconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n", + "vlines= ['11/05/2019 13:36']\n" + ] + }, + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(idf,type='pnf',vlines=['11/05/2019 13:36'],pointnfig_params=dict(box_size=1),figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "vconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n", + "vlines= ['2019-11-6']\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'pnf_bricks': [3090.91, 3114.91, 3129.91],\n", + " 'pnf_dates': [datetime.datetime(2019, 11, 1, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 19, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2019, 11, 22, 0, 0, tzinfo=datetime.timezone.utc)],\n", + " 'pnf_size': 6,\n", + " 'minx': -0.6666666666666666,\n", + " 'maxx': 2.6666666666666665,\n", + " 'miny': 3090.91,\n", + " 'maxy': 3135.91}" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cvals={}\n", + "\n", + "#mpf.plot(daily,type='pnf',vlines=['2019-11-6'],figscale=1.25,return_calculated_values=cvals)\n", + "mpf.plot(daily,type='pnf',vlines=['2019-11-6'],pointnfig_params=dict(box_size=6),figscale=1.25,return_calculated_values=cvals)\n", + "\n", + "#mpf.plot(daily,type='pnf',figscale=1.25)#,return_calculated_values=cvals)\n", + "cvals" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "vls = ['11/05/2019 9:30','11/06/2019 9:30','11/07/2019 9:30','11/08/2019 14:30']" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "vconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n", + "vlines= ['11/05/2019 9:30', '11/06/2019 9:30', '11/07/2019 9:30', '11/08/2019 14:30']\n" + ] + }, + { + "data": { + "image/png": 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2bcvw4cPZt28fRUVFNdpYWEaSCCFES9Woom02m9m+fTt///vfyc7O5sKFC+Tk5FjV9uzZs8ybN4+8vDwA9u/fT3l5OTExMSQlJZGfn09FRQXr1q0jLCwMgICAAL7++msASkpK2LNnD927dyc/P5/w8HC1cO/cuZMzZ87Qr1+/xrwdIYTQHasPTU+cOEFkZCS5ubkA9O7dmzNnzvDoo4+yatUqbrzxxgbbBwcHM2vWLKKjozGbzZhMJl5//XWCg4OZPn06kydPRlEUQkJCiIiIAODVV1/lpZde4uOPP0ZRFEaOHMmkSZNwdHQkLi6OOXPmUFlZiYeHBytXrsTNTX99ikII0RhWF+0FCxZQUlLC7NmzWblyJQCenp64urqydOlSPvjgg8u+RmRkJJGRkZc8HhUVRVRU1CWP9+jRo97XDQsLU4/IhRDiWmF198hPP/3E9OnT1aNggG7duhEVFcVvv/3WLOGEEELUZPWRtqenJ7m5uRgMVWc1Lf//5ZdfaN26dfOk04HqUze25NngrgUyFemlag/9yzh2rsa/a6u+DauPvLD829q2l3vu1ag9vWpd7636cntj9ZH2sGHD+PDDD4mOjsZgMPDGG28wevRotm3bxs0339ycGe2e5c7MQv9a4p3Xr1R9d2y/nLq2obWvU/2z1Nx3hq8vU313WreXfcLqI+1nnnmG33//nR9++AGAgwcPAjBo0CDmzZvXPOmEEELUYHXR9vDwYO3ataSlpZGVlYWLiwsBAQEEBAQ0Zz4hhBDVNGqc9v79+0lLSyM0NJRRo0aRlJTEnj17miubEEKIWqwu2l999RVTp06tUaT//e9/Ex0dzVdffdUs4YQQQtRkddF+++236dSpEw888ID62JNPPomvr686blsIIUTzsrpPOysri7lz5zJgwAD1sSFDhjB58mTefPPNZgln7xoaOiT0Qw/DvLRWe+hf9X83ZqhcQ0MIa7et67lXo74hnbXXY+/7gNVH2m3btmXHjh3qtKkABQUFbN++/Zq/fPxKhkUJ+1LfMC9R/9A/a4bK1ffvy7W90uGGl1N7OGJd67H3fcDqI+3w8HDeeOMNhg4dynXXXYfZbCY3N5eKigoeffTR5swohBDif6wu2jNnzqSgoIC1a9dy5MiRqsaOjkyePJnHH3+82QIKIYT4g9VF22g0Ehsby5NPPsnRo0eprKzEz8/vmr6EXQghbK3Bor1v3z4CAgLo0KED+/btu2T5r7/+qv47ODi46dMJIYSoocGiHRUVxZIlS5g4cSIPPfSQOklUbQaDoUYBF0II0TwaLNqDBg2iQ4cOgBxJCyGEPWiwaFe/AYE1Nzm4Vlg73tOehw0JGZ99JSz7ePV/X8n45sa0vdrPVWPHkNs7q09E9u/fnz/96U9MmTKlOfPohuVOzdXHe0LNO1gL+1f79yjqV98c2Jb93dptWNdnpb62TfW5utzvWU+/f6svrhk5ciR79uxBUZTmzCOEEKIBVh9pt2/fnuTkZG6++WZ69OhBq1at1GUGg4G33nqrWQIKIYT4g9VF+6OPPlL/ffr06RrL6htVIoQQomlZXbRfeeUVKc5CCKExq4v2hAkTqKiowNXVtTnzCCGEaMBlT0RevHhRnZJ10KBBTJs2jdzc3CtaWUpKCnfffTfjxo0jIiKC9PR0AFavXs348eMZO3Yszz33HGVlZUBVN0xMTAxjx44lNDSUv//97+prpaWlER4eztixYwkPDyctLe2KMl1OoJ+nOmSo+r+tHaIkd/i2P9b+HoV1rmakVGPaVv9ctXJ2uuzzW+rv+bJFOz4+nqSkJCorKzEajezevZs//elPjV5Rbm4ucXFxxMfHk5yczLhx41iwYAGpqamsWbOG9evXk5SURH5+PmvXrgXg1VdfJSAggJSUFDZs2MDGjRvZtWsXAHPnzmXGjBmkpKQwbdo0YmNjG53JGtbeqdmiuaaUFE1LpmJtGrWnUW2utk1xZ/iW8nu+bNHesmUL/fr1Y/fu3aSmphIVFcVPP/1EZmZmo1bk6OjI8uXL8fHxAWDYsGEcOXKE5ORkQkNDcXd3x2g0EhERQVJSEgDp6ekMGzYMADc3N2644QbS09M5dOgQBQUFjBkzBoBx48aRn5/f6ExCCKE3l+3TPnPmDDNnzsTDwwOAhx56iDVr1nDq1Cm6detm9Yq8vb3x9vYGoKKigk2bNjF69Giys7MZNWqU+jw/Pz+ysrKAqsKenJzMsGHDyM/P58CBAzzyyCNkZ2fj6+tb4/Ut7WpnMhgM+Hhf+U0ajA5VJ18tr+FgrPlzY9raisnRoUnXaav8TZ27IY35PdaldjtbZm9KeszdmM/V1f6eq2uK17BmexuNDQ/4uGzRNpvNuLi4qD9bxmdXVlZak/ESCQkJxMfH4+/vz8qVK4mNjcVkMqnLXVxc1LvjPP7440yePJmhQ4dSVFTEww8/TFBQEGlpaTg7O9d4XWdnZ4qKii5Zn6IoHD9VeEVZAcyVVRcTWV6j0lzz58a0tRUfb7cmXaet8jd17oY05vdYl9rtbJm9Kekxd2M+V1f7e66uKV7Dmu1tNisNFm6rrogsLS2lsLBQ/Q+gpKTkksesMXXqVHbv3s3UqVMJDw/HaDSqJx4BiouL1REqzz77LGPHjmXfvn3s2rWL3bt388UXX+Dq6kppaWmN1y0pKZG5vYUQLZ5VRXvJkiUEBwcTHBzM+PHjMRgMPP744+pjgwcPvuxrZGZmqicRDQYDEyZM4OLFixgMBrU7BCAjI4PAwEAAdu7cyYQJEzAYDLRt25bhw4ezb98+rr/+erKzszGbzUBVd0t2dnajumuEEEKPrCraiqI0+J+leDbk7NmzzJs3j7y8PAD2799PeXk5MTEx6qiRiooK1q1bR1hYGAABAQF8/fXXQNWR9J49e+jevTuBgYF4eXmRmJgIwObNm/H19SUgIOCKNkJDmmomM3sa+mfJY0+ZbKGlDgG71lzuc9XSf8+X7dNuqvHPwcHBzJo1i+joaMxmMyaTiddff53g4GCmT5/O5MmTURSFkJAQIiIigKohfy+99BIff/wxiqIwcuRIJk2aBMCyZct4/vnnefvtt2nfvj1Lly5tkpy1ZRw712QzmdkTy6xn1xqZ1U/frP1cteTfs9VXRDaFyMhIIiMjL3k8KiqKqKioSx7v0aNHvfN49+zZkw0bNjR5RiGEsGdWT80qhBBCe1K0hRBCR6RoCyGEjkjRFkIIHZGiLYQQOiJF20pNMf2k1uOi6xq/WnvaWa0zNpeWPG73WlX7c9XSx2db2HTIn15dzVjP6uNK7UH18au1M10LY7db4rjda1FxaTnHTxXWuw+35N+zHGkLIYSOSNEWQggdkaIthBA6IkVbCCF0RIq2EELoiIwesTHL2e7Gnt2ufpb8atrWNTqkvmGAXZ5JbNR67JG9jNoRzetaGOpnIUfaNtIUd2i33Fn6atpWvyt17Uwt9S7y1d+7aFnq2odb+u9ZirYQQuiIFG0hhNARKdpCCKEjUrSFEEJHpGgLIYSOyJA/G6s9M1ntiZtqn/mua7je1bRtKFN9P1+OtRma86x+7fVY+95Fy2BvN85uTlK0baihO0k3NMNe7Zn5rrRtQ5nqytgY1mRobrXXcy3M+CauvaGc0j0ihBA6YtMj7ZSUFOLj4yktLcXT05MXX3yRHj16sHr1atavX4/ZbGbQoEHExcVhMpl46KGHOH36tNr+3Llz3HvvvcyfP5/bb78dRVFwdKx6Cx07diQhIcGWb0cIIWzOZkU7NzeXuLg4Nm7ciI+PDwkJCSxYsICFCxeyZs0aNm/ejJubG7Nnz2bt2rU8/PDDfPDBB2r7yspKJk6cyD333APAhQsX2LJlC97e3rZ6C0IIoTmbdY84OjqyfPlyfHx8ABg2bBhHjhwhOTmZ0NBQ3N3dMRqNREREkJSUdEn79evX07t3b4KCggAoLCzE3d3dVvGFEMIu2OxI29vbWz0qrqioYNOmTYwePZrs7GxGjRqlPs/Pz4+srKwabcvKynj33XdZs2YNAEVFRVRWVvLss89y6NAhPD09efrppxkwYICt3o4QQmjC5qNHEhISiI+Px9/fn5UrVxIbG4vJZFKXu7i4UFxcXKPNli1b6Nu3L35+fgCYzWbuv/9+HnzwQfr27UtycjIxMTFs27YNDw+PGm0NBgM+3m5XnPdq2jbE6GCo8foOxpo/V1d72eXamhwdrHpda1nTtjH561M995WovZ6meO/1qf2aV5tdK5Lbek2xPmtyG/+339bH5kV76tSpREVFsXXrVsLDw+nSpQtlZWXq8uLiYlxdXWu0SUxMJCIiQv3Zzc2NJUuWqD+PGzeOlStXkpqayi233FKjraIoHD9VeMV5r6ZtQ06eOAFAK2cnAIxGY42fq481tiyzZGmobe0xyrXbXonqmaqraz2W51ZX13uri4+3W6NzNpShKd57fWq/5pVktweS23pNsT5rcpvNSoOF22Z92pmZmezatQuoOvqdMGECFy9exGAw1OgOycjIIDAwUP25sLCQ1NRUQkJC1MeKioou6UIB1JEk9q769JHWTItaezrV+tpWV9dUrI3NaNHQVK21pz2t/tyGljWl+tZzLUzTKa49NivaZ8+eZd68eeTl5QGwf/9+ysvLiYmJISkpifz8fCoqKli3bh1hYWFqu6ysLDw9PXFz++NPivz8fMLDw9XCvXPnTs6cOUO/fv1s9XaEEEITNjs0DQ4OZtasWURHR2M2mzGZTLz++usEBwczffp0Jk+ejKIohISE1OgKOXnyJF5eXjVey8/Pj7i4OObMmUNlZSUeHh6sXLmyRmEXQoiWyKb9CZGRkURGRl7yeFRUFFFRUXW2ueOOO7jjjjsueTwsLKzGEbkQQlwL5DJ2IYTQESnaQgihI/oYbtGC1TctqjWz7NU1HWVz3JW6eqbLTXtaPVN9y670jvTVWZtBiJZGiraGGpoW1TL9amOmVLWm3ZXmrP0lUte0p7Wnda1vWe2pZa9UQxmEaKmke0QIIXREirYQQuiIFG0hhNARKdpCCKEjUrSFEEJHpGjbqSsdXdHcw92aYkhh9aF/jb2BcFNlEEKvZMifHbrSYWuWds0xbWVjhhRas6wphv7J8D5xLZIjbSGE0BEp2kIIoSNStIUQQkekaAshhI5I0RZCCB2Roi2EEDoiQ/5EozTlOPDaU7UWl5Y3+PwrGdMtREsjRVtYramne4XGj9euazpWIa4l0j0ihBA6IkVbCCF0RIq2EELoiBRtIYTQEZueiExJSSE+Pp7S0lI8PT158cUX6dGjB6tXr2b9+vWYzWYGDRpEXFwcJpOJhx56iNOnT6vtz507x7333sv8+fNJS0tj0aJFnDt3Dk9PTxYtWkRQUJAt344QQticzY60c3NziYuLIz4+nuTkZMaNG8eCBQtITU1lzZo1rF+/nqSkJPLz81m7di0AH3zwAcnJySQnJ7N161Y6d+7MPffcA8DcuXOZMWMGKSkpTJs2jdjYWFu9FdHELCNHWjk71bm8+hSuMh2ruNbZrGg7OjqyfPlyfHx8ABg2bBhHjhwhOTmZ0NBQ3N3dMRqNREREkJSUdEn79evX07t3b4KCgjh06BAFBQWMGTMGgHHjxpGfn09mZqat3o5oIhnHzlk1fK+8orJRzxeipbJZ0fb29mb48OEAVFRUsGnTJkaPHk12djb+/v7q8/z8/MjKyqrRtqysjHfffZeYmBgAsrOz8fX1rfGcutoJIURLY/OLaxISEoiPj8ff35+VK1cSGxuLyWRSl7u4uFBcXFyjzZYtW+jbty9+fn4AFBcX4+zsXOM5zs7OFBUVXbI+g8GAj7fbFee9mrZaMTk6NGluW26D+tblYDTYPEtDaudo6m1uK5Lbek2xPmtyG/+3r9fH5kV76tSpREVFsXXrVsLDw+nSpQtlZWXq8uLiYlxdXWu0SUxMJCIiQv3Z1dWV0tLSGs8pKSmhdevWl6xPUZSruotLU98Bxhaa+s41ttwG9a2r0qzYPEtDaudojrsF2YLktl5TrM+a3Gaz0mDhtln3SGZmJrt27QKqjn4nTJjAxYsXMRgMNbo1MjIyCAwMVH8uLCwkNTWVkJAQ9bHrr7+e7OxszGYzUNXdkp2dTdPes+cAACAASURBVLdu3Wz0boQQQhs2K9pnz55l3rx55OXlAbB//37Ky8uJiYlRR41UVFSwbt06wsLC1HZZWVl4enri5vbHnxSBgYF4eXmRmJgIwObNm/H19SUgIMBWb0cIITRhs+6R4OBgZs2aRXR0NGazGZPJxOuvv05wcDDTp09n8uTJKIpCSEhIja6QkydP4uXldcnrLVu2jOeff563336b9u3bs3TpUlu9FdGMLEP7LDcStpChfkJUsWmfdmRkJJGRkZc8HhUVRVRUVJ1t7rjjDu64445LHu/ZsycbNmxo8oxCG7Xv9m4hs/oJUZNcxi6EEDoiRVsIIXREirYQQuiIFG0hhNARKdpCCKEjUrSFXal9s18Z6idETVK0hd0oLi1Xh/Z5e3cCZFY/IWqToi2EEDoiRVsIIXREirYQQuiIFG0hhNARKdpCCKEjUrSFEEJHbH7nGr3YPme4bu/q0VS2zxmu2bqrz/RnT7TcJkIb9vY7l6It7I6MyxaiftI9IoQQOiJFWwghdESKthBC6IgUbSGE0BEp2kIIoSNStIUQQkekaAshhI4YFEVRtA7RXBwcHDCbzbRp435F7Y1GA2az/jaP5LY9vWaX3LZlTe6CggsYjUYqKyvrXN6iL64xmUyUlZVhNBqu+DWupq2WJLft6TW75Laty+U2Go2YTKZ6l7foI20hhGhppE9bCCF0RIq2EELoiBRtIeyYXnsv9Zob7D97iz4Rac8URcFg0NeJFD1mttBT9ry8PPLy8nB2dqZnz55ax7HaqVOnuHDhAs7Ozvj5+ck2byZypG1DJ0+eZM+ePRw8eNDuv82rKykpAcBgMOgq9+nTp8nNzSU3N1c3xSMzM5OHH36YdevWMXHiRNavXw/Y/9FfZmYm0dHRrFixgvHjx/Ovf/1LN/uL7ra5ImwiIyNDGT16tDJ//nxl+PDhyv/7f/9P+fbbb7WOdVnZ2dnKnDlzlG3btqmPmc1mDRNZJyMjQxkzZozyf//3f0pISIiyYcMG5dSpU1rHatB///tf5Z577lE2bNigKIqipKSkKIMGDVJOnjypcbKGWXJv3LhRURRF+fDDD5XBgwfbfW5F0ec2d1i0aNEirb84Wrri4mKee+45Jk6cyP/93/8xaNAgDh06xI8//ojZbKZ79+5aR6zXN998w5YtW9QLlQICAtQjKHs9ei0sLOSpp55iypQpPP3003Tr1o0PPviAU6dOERAQQJs2bbSOWKeLFy+yb98+5s2bB0C3bt04cOAA7dq1Iycnh3bt2uHs7KxxyksVFBSwc+dO5s+fD0DPnj3ZuXMnw4cPx9PTU+N0DSsqKtLdNpfuERto1aoVHTt25LrrrgPgxhtvZMqUKXTp0oXt27ezd+9ejRPWLz8/n8GDBwOQnJzMV199BVR1lZjNZi2j1cvR0REvLy9CQkIAuPXWW5k0aRLr169n27ZtanePvXFzc+PXX3/lhRde4Ny5c/ztb39j586dHDhwgBdffJGEhAStI9ZQXl4OVF3EVlRUxOHDh9WfFUWhsNB+b9V37tw5CgsLad26NQcPHiQuLk4X2xxAjrSbkeVo1Gw28/XXX/Prr79yxx13AODh4UGnTp34+eefuXDhgloY7UFxcTFOTk5UVlZSVFTEgw8+yJAhQ/jhhx84dOgQDg4O6hG3Pame+7333iMnJ4fbbrsNABcXF06ePElqaire3t4EBARonLbK77//zoYNG8jMzMTX15c777yT999/n4MHD7J582Y2b97M+PHj6dGjB6+99hqjR4+2i6PXnJwc3nzzTTp37oyPjw+jR4+mffv2ODo6UlFRwerVqxk2bBi+vr4A7Nixg86dO+Pg4KBxcjh8+DCPPvooAwcO5LrrruO2227jH//4B7/88otdb3OVxt0zLdaRI0eUV199VXn33XeVn376Sbl48aIyfPhw5aWXXqrxvB07dthV/9+pU6eUu+66S/nuu+8URVGUsrIypbCwUFEURTlx4oQSFxenxMbGKrt27VIURVESEhKU33//XbO8FpbcO3bsUBSlqi++f//+yqOPPqq8++67yoQJE5SdO3cqW7duVR566CGlpKRE8755S7/7kiVLlHvuuUd57rnnFLPZrJSXlytHjx5VHnvssRrPj46OVtLT0zVKW9PHH3+sBAUFKfPnz1d++eUX9fHKykpFURRl8uTJSl5enqIoijJ9+nRlwYIFmuSsLSMjQ7nvvvuUtWvXKoryR96KigolJydHmT17do3n29M2t5DukWaQlZXFI488goODAwcOHOD999+noKCA9957j88//5y4uDj1uSNHjqRfv34apq3p+PHjpKens2jRIr7++mucnJxwdXWloqKCTp06MWPGDDw9Pfn888+58847SUtLw8/PT+vYHD9+nMOHD/Piiy+yfft2unTpwhdffIG3tzeFhYVMmzaNkJAQ+vbtS+fOnXF2dtb0L4WysjJWrFhBVFQUzz33HMuWLWPv3r3s378fR0dHPD09SUtLY9myZVy4cIE5c+bg6elpN+c/hg8fzuDBg+nevTsffPABBw8eBFC3aYcOHThz5gxPPvkk3t7evPzyy1rGBeDEiRM8/PDD3HnnnUyZMoWKigqSk5NJSUkhLS2Ndu3acfjwYZYvX26X29xCxmk3scrKSlavXs3kyZOJjo4mNzeXp556irS0NG655RY++eQTHnnkEWJiYujfvz8//vgjrq6udOzYUevoANx0001MmjSJrl27smTJEioqKrj99tsxGqu+3319fXnkkUcICwtj1KhRvPLKK4D246BvuukmHnjgAbp27corr7xCWVkZ48ePZ9GiRRiNRk6ePMmhQ4dYtmwZnTp10iynhclkws3NjQ4dOqAoCt26dePGG2/kl19+4dtvvyUoKIjXXnuNZ555hsOHD9OuXTv+/Oc/A9pva4C2bdtSVFRE27Zt6dy5M+vWrWP27Nnk5OQwbNgwysrKeOCBB5g4cSKLFy8GwGw2q/uRFtLT0+nevTvdunXj4sWLPPbYY7i5uXH8+HH1HMgrr7zCvHnzOHz4MJ6enna1zS2kaDcxBwcHnJ2dMZvNVFZWct1119GlSxf27dvH9u3bCQoKIikpidWrV3Px4kX69OnD448/Dmi/Y1hOLObk5DB06FBiY2N59dVX8fT0JC8vj7CwMADeeOMNbr31VnWH1vrDWFfupUuX0qFDB06cOMFdd93FypUrOX/+PO3ateOll14CtNvelvV2796djh07YjAY+PTTT/niiy8YOXIkOTk5bNq0iVmzZrFlyxZKSkrUPlWtt7Ulv5ubGwMHDsTf359Ro0axYcMG9a+wYcOGERUVhY+PDwsXLrSb3DfffDM5OTls3bqVjRs30rNnT5599lnOnDnD3r17SU5OZvz48SQmJlJaWmpX27wG7XpmWh5LH2lycrLy008/KYqiKElJSUpwcLDy5ZdfKqtXr1buu+8+ZcuWLZe0tfSt2YPExETl/fffVxRFUbZt26b0799fGTx4sKIoilJUVKRs2rRJfa5ecpeUlCilpaXqc7XOXVFRoSiKomY6deqUcuLECUVRFKWgoECZM2eOsnnz5hpttOyDt6y7oKBAfewf//iH8sorryiKoihz5sxRbr75ZiU2NlbJzMys0VbrbW1h2eYrVqxQHnnkEeWbb75Rl+Xl5Sl33323eq7GQuvzHnWxo68P/TMYDBQUFDB27FhuuOEGAIYOHUpiYiJjxoxh6tSpDBgwgP/+97+XtNX6m/z48ePqv52dndWhfTt37sTb25vWrVuzY8cOWrVqxT333ANUHXHpJbezs7M6R7HWuQ8ePMhbb71FcXGxOjzOy8tL7bZxc3PjwoULlJWV1WinxV8Flon4DQYDP//8M6tWrVKH8g0YMICSkhJefvllTp06xd/+9jc6d+7Mnj17aryG1vsIVG3zFStWADBnzhymTp3KoEGD1OXe3t60b9/+kqsg7aVLpDoZ8teEMjIyWLNmDTfccAOurq4oikKrVq1o3bq1+pxVq1bh5+dH//79NUxa0/Hjx1m1ahU9e/bEzc0NX19f0tLS2LRpE0eOHOGzzz6jQ4cO/PDDD4wcOVJtp9UObTabMRgMHDt2jISEBLvPnZeXR25uLhcvXsTDwwNHR0f8/PzU8xgGg4GcnBw+++wzfvvtN95++23atm3L3LlzbZqztpycHN577z0CAwNp3bo1lZWV+Pn5qdcbtG/fnpdffplz586xYcMGvL298ff3V8fHa6m+bd6+fXsMBgP+/v6YTCa++uorUlNTefPNN2nTpg0zZszQOvplyU0QrsKJEyfIzs7Gw8ODoKAgiouLOXv2bI3RFHl5efzrX/8iLy+PQ4cO4ebmxvLlyzVMXTU2+PPPP8fX15fu3bvTq1cvTp8+rRYRRVGIjIzkwoULbNq0CUdH+zj1cf78eTw8PNSfCwsLKSwsVI9Q7TF3ZmYm06dPZ8CAAezevZvp06dzyy23EBgYCPzRv60oCosXL8bJyYnWrVvz5JNPAtr2p8bHxxMfH094eDhTp05V92tFUTCbzTg4OHDw4EF69+6tXjFryapoeH7G2m0OsHjxYgwGA66urjz99NOaZ7eGFO0rlJmZybRp0xgyZAipqanccccdjBw5kmHDhgE1P2zvvvsupaWluLi4qN/kWn0YMzMziYmJYcSIEfz+++94enoya9YsunXrViOX2WxGURQcHByorKzU/KKI48ePExMTw2233VbnEag95i4qKuLxxx9n7NixTJo0ie+//56NGzfi7OxMZGQkvXr1arC91ifA0tPTWbJkCSEhIRw/fpyZM2fi5+en+XZtiN63uTWke+QKlJaW8vLLL3Pffffx1FNPMWDAAI4ePcr27dvx9PTE39+/xjf1wIEDGTx4MAMGDAC02zHKy8tZvnw5d9xxB48//jg9e/Zk69atdOrUiR49egB/dB0YDAY1oz3sxJmZmezfv5+CggIyMjIYOnQo8EdXiT3mdnR0ZMeOHYSEhODr66seqa5evRpnZ2d8fX3Vvxw+/PBD2rVrh7v7Hzeh1vpor6Kigg0bNnDLLbdw/vx5fvjhBwYOHEhGRgbe3t4AfPTRR5fk1pLet7k1tP806pCzszOtWrXCaDSiKAo33HADI0aMIDMzk61bt7J//371uQkJCfzyyy812mtVTJycnICqLx1FUejZsyc33XQTP/zwA1D1IbV477332LVrlyY563L48GHatm3LXXfdxcGDB3nzzTeBqm1ZPfe7776reW7LH6+VlZWUlZWxefNmddlNN93E0KFDOX78OAcOHADgzJkzlJeXq5d8a8ly4tFsNtOxY0eGDBlCUFAQU6ZMwcPDgwcffJDXX38dqJo/u7S0FB8fHy0jA/re5o0lR9qNUFlZqRbc1NRUDh06RN++fWnTpg1ubm6kpaXRsWNHioqK6NevH//973/Jy8vj5ptv1jg56kiE4uJi+vTpg5eXFwaDgYMHD1JaWsrNN99coz+ypKSE4cOHaxkZqPoiMRqNeHt7M2rUKPr06YOTkxPffvst2dnZDB06VP3yNBgMmufOzs7mnXfeISMjg/LycqZMmcKKFSv4+uuv+e2334iPjyciIoJevXqxYsUK7r77btq2bctNN90EaNefevr0aVq3bo3RaKzR/fH999+Tk5PDmDFjSEhIICcnh759+9KvXz+8vLw0zw363eZXSoq2lY4cOcLSpUv59ddfycnJYdq0aXzyySd8/fXX7Nixg3/84x+EhYUxaNAgXnvtNe688048PT0JCgoCtNsxTp48iZubGw4ODhiNRgIDA2nXrp16km7nzp2YzWZGjBgBVJ2Y6dixo9qVo3VuSz+1q6srTk5OODk54ePjg6urK9988w0nTpxg0KBBLFmyBC8vLwYOHKhZ7uzsbKZPn07v3r05ffo0iYmJnDhxgjfffJPz589jMBgYM2YM48ePx8fHhx9//JGwsLAaf3lpsa1PnTql9v/eeeedGI1GysrK1H3m999/Z8eOHWRlZbFkyRKOHDlCQUEBffr00TQ36HebXw3tT6/rwNGjR5k5cyb33nsvrq6urFq1ir1797J06VJ2797N2bNnufvuu9Uj6p49e6pdERZa7Bhnz57lrrvuomPHjmzZskV93DJeGar6AC19erNmzcLT07PGyRp7yG05+rPkbt26NSNGjMDFxYWPPvqIESNGMHLkSHr37q1ZbkVR+PLLL7n//vuJiYmhuLiY3NxcZs6cyalTp3j11VcByM3N5dtvv+XDDz/Ew8PDLk7omc1mevXqRWlpKbNnzyY+Pl7d1j169GDOnDl07dqVjRs3YjAY8PT0tItZEvW8za+G9GlbwfLtPHv2bKZNm8Y///lPDh48yDPPPENoaCiRkZEEBATw0Ucf8cgjj2Aymexion2TycRtt92Gi4uLekGMg4NDjT5gT09P0tPTefrpp2nbtm2NuRa0crnciqLg7u7OiBEjOHnyJCNHjtQ8t8FgwMHBgT179lBUVESrVq3o1q0ba9euJTU1lRdeeAGAzz77jMTERDp16sTSpUs1zWzxyy+/UF5ezrx58ygrK+Oxxx5Tl7Vr1474+Hg++eQTdWiipWBrnVvP2/yqNN/Fli3H+vXrldDQUOXChQs1Hg8NDVViYmIURVGUzZs3K4sWLVIv61UU7S873rlzpzJ9+nTl/PnzSlRUlHLPPfeoy4uLixVFUZQDBw4oN910k/L888+ry7S87Phyuatfiv7qq68qTz31lPqz1pdL/+c//1GefvppZdu2bUpZWZn6+M8//6xMmzZNycjIUMrLy2u00TqzhWVq4N9++015+OGHldmzZ6uXfdvjpdwWet7mV0qKthXOnj2rzJs3T3n//ffVYqcoipKfn6/ce++96hzO1dnLjpGbm6soStWcEZGRkco999yjfhgVpSrn+vXra/xsDxrKbSkiBw4cUJ9vD7krKiqUV199VXn88ceVf//732oRKSgoUKKjo2vMdaEo9lUMq2/btLQ0JTo6WnniiScURVGUp556qsY9Qu2Jnrf5lZLuESt4eHjQt29ffv75Zz7//HOKi4uBqj8dg4KCOH/+fI3nK3YwJ4fyvz//OnfuDFTNZ/HOO+/QunVrwsPDAYiOjmbbtm1MmjQJsI8LC6zJPWPGDLZs2cKNN96ottE6t+UKwblz5+Lu7s4nn3xCcnIyJSUluLm5AVxy+y17OgFm6ec1GAxcf/31LF68mIsXL3LjjTdiMpm4/fbbNU54Kb1v8yslRfsyLAUhPDycHj16sGfPHlatWqVO+nTy5EkuXLhQo4097Bh1ZXB1dWXt2rW0atWKoKAgOnXqxLhx49TlWhc+sC63t7c3d955Z4NtbM0yysVkMhEXF8f111/P9u3beeCBB5g+fTqtW7dWp7a1Z4qi4OTkhK+vL0VFRYSFhdWYgteetJRt3lhyGbsVLEegFRUVfPbZZ3z//ffs27dPnUjHMnuYXsycOZP27dvbzXzY1rKH3KdPn6asrKzeC0qqX05/7tw5Dhw4gIODA7fcckuN5bZ2udy1vffee/z222/qPDn2vI/Y6zZvLlK0/8cyTWZ9w4Fq/+L37duHs7Oz+ie6VjvG5XLXtm7dOvbt26de1aaXHdoecmdlZfH0008TERHBpEmT6s2g1DNGXKttbW3u6o4dO6ZeAq7lPpKXl0dWVhadOnXCy8tL7faozd62eXOSok3VxDhvvvkmcXFx6pwKjaHVjnEluS9cuKCOy9Yqd05ODnv37qVnz54EBgbi7Ox82TZa587MzGTu3Ll4enrStm1b9TJ6e9fY3LWLX33F0BYyMjJ48skn8ff3Jy8vj7vuuovJkyfj5ORkF11iWmlZX0FXIDMzk2eeeYYhQ4ZcUcEGbfqCrzS3pfBpdfIuPT2dyZMn8/XXX6t/rVhDy9wZGRk89dRTzJgxg4SEBFq1asWJEyfUPGB//b1wZblrF0OtiuO5c+dYuHAhMTEx/PWvfyUiIoItW7ZQVlamZrLMk3KtuaaL9tGjR5k+fTpRUVFERUVRWVnJf/7zH44dO8bZs2cB+9wxmiK3Fh/GiooKPvzwQ2bOnMlbb71FVFQUaWlpZGZmkp+fD9hXbkVRKC4uZvHixUyZMoW77rqLkpIScnJySElJqZHH8kXy3XffcezYMZtlrItec1dnNBrx8vJSL5V/4IEHcHd358svv+S7777j+PHjapegvWVvbtfsZeyVlZV8+eWX+Pn5qRMMPfLII1RWVnL27FmCgoJ46KGH1D7rpKQkOnfurE4yoxW95oaqS+YLCwvVKxunTZtGZWUlFy9eJDAwkKioKLvKbTAYaNWqFW+88Qbt2rWjsrISFxcXHnvsMf75z39y8uTJGnd2//XXX0lOTuaWW26pcSMMyd14lZWVnDlzhpSUFEJCQti7dy+pqalqV0mnTp144oknOHnypN1lb27X7IRRlpnjcnNzOXjwIBs3bqRr164sW7aMgIAACgoK+PHHHxk0aBDHjx9n7969FBYWEhAQUGPuDsndOEVFRWRmZpKenk6bNm34y1/+QpcuXSgsLGTv3r0MHDiQ3NxczXMfO3aMTZs2cebMGXWaUouysjK++eYbunbtiq+vrzr7o5eXF0FBQZw8eZLrr79ek+4nvea2ZN+8eTNnzpyhQ4cODBkyhM2bN7Nv3z62bdtGYmIiEyZMoE2bNiQlJTFq1Ci6detmF9lt6Zor2tV36vbt2zN06FA+++wzSkpKeOSRR2jXrh1+fn6Ulpby+eefExoaio+PD71796a0tBR/f39NJpzRc+7NmzeTn5+P2WymZ8+erF69mmPHjjFixAh69eql3g0lMTGRO+64Az8/P01zZ2Zm8uijj+Ls7Mx//vMfPv/8cxwcHOjTpw8Gg4F27dp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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2021-01-08 380.589996 381.489990 377.100006 381.260010 381.260010 \n", + "2021-01-11 377.850006 380.579987 377.720001 378.690002 378.690002 \n", + "2021-01-12 378.890015 379.859985 376.359985 378.769989 378.769989 \n", + "\n", + " Volume \n", + "Date \n", + "2021-01-08 71677200 \n", + "2021-01-11 51176700 \n", + "2021-01-12 52445000 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('../data/yahoofinance-SPY-20200901-20210113.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(3)\n", + "df.tail(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "pmax = max(df['High'])\n", + "pmin = min(df['Low' ])\n", + "offset = 0.06 * (pmax - pmin)\n", + "\n", + "marks = df[['High','Low']].copy()\n", + "\n", + "marks['above'] = [float('nan')]*len(df)\n", + "marks['below'] = [float('nan')]*len(df)\n", + "dt1 = '11/9/2020'\n", + "dt2 = '12/21/2020'\n", + "marks.loc[dt1,'above'] = df['High'][dt1]+offset\n", + "marks.loc[dt1,'below'] = df['Low' ][dt1]-offset\n", + "marks.loc[dt2,'above'] = df['High'][dt2]+offset\n", + "marks.loc[dt2,'below'] = df['Low' ][dt2]-offset" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ap = [ \n", + " mpf.make_addplot(marks['above'],type='scatter',marker='v',color='yellow',markersize=300),\n", + " mpf.make_addplot(marks['below'],type='scatter',marker='^',color='yellow',markersize=300)\n", + "]\n", + "mpf.plot(df,type='hollow_candle',style='checkers',addplot=ap,\n", + " mav=(20,50),figratio=(12,5),xlim=(16,len(df)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "- Notice November 9th (the tall solid black candle) \n", + " - on that date **`Close < Open`** (see data in next cell)\n", + " - the candle is **FILLED** (*not* hollow) because **`Close < Open`**\n", + " - the candle is **BLACK** (*not* red) because **`Close > Previous Close`**" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    OpenHighLowClose
    Date
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    2020-11-09363.970001364.380005354.059998354.559998
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
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    2012-06-29135.199997136.270004134.850006136.100006121.598610212250900136.721010128.7929930.921670
    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(3)\n", + "df.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Using this dataframe, we can of course plot a basic ohlc or candlestick plot:\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,volume=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "tdf = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True).loc['08-15-2011':'10-30-2011',:]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['binance',\n", + " 'blueskies',\n", + " 'brasil',\n", + " 'charles',\n", + " 'checkers',\n", + " 'classic',\n", + " 'default',\n", + " 'kenan',\n", + " 'mike',\n", + " 'nightclouds',\n", + " 'sas',\n", + " 'starsandstripes',\n", + " 'yahoo']" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mpf.available_styles()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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120.040001 120.510002\n", + "2011-10-14 121.910004 122.570000\n", + "2011-10-17 121.989998 120.230003\n", + "2011-10-18 120.139999 122.580002\n", + "2011-10-19 122.379997 121.129997\n", + "2011-10-20 121.430000 121.660004" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tdf.loc['09-10-2011':'10-20-2011'][['Open','Close']]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['binance',\n", + " 'blueskies',\n", + " 'brasil',\n", + " 'charles',\n", + " 'checkers',\n", + " 'classic',\n", + " 'default',\n", + " 'kenan',\n", + " 'mike',\n", + " 'nightclouds',\n", + " 'sas',\n", + " 'starsandstripes',\n", + " 'yahoo']" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mpf.available_styles()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "updn = dict(up='k',down='r')\n", + "#m = mpf.make_marketcolors(base_mpf_style='default',up='k',down='r',hollow='w',wick=dict(up='k',down='r'),\n", + "# edge=dict(up='k',down='r'))\n", + "m = mpf.make_marketcolors(base_mpf_style='default',**updn,wick=updn,edge=updn,hollow='w')\n", + "s = mpf.make_mpf_style(base_mpf_style='default',marketcolors=m,style_name='kenan')\n", + "\n", + "mpf.plot(df,type='hollow_candle',volume=True,style=s,figscale=0.75)\n", + "\n", + "mpf.plot(df,type='candle' ,style='kenan',volume=True,figscale=0.75)\n", + "mpf.plot(df,type='candle' ,style=s,volume=True,figscale=0.75)\n", + "\n", + "import pprint\n", + "#pp = pprint.PrettyPrinter(indent=4)\n", + "#pp.pprint(s)\n", + "\n", + "pp = pprint.PrettyPrinter(indent=4,sort_dicts=False)\n", + "strl = pp.pformat(s).splitlines()\n", + "f = open('kenan.py', 'w')\n", + "print('style = '+strl[0],file=f) \n", + "for line in strl[1:]:\n", + " print(' '+line,file=f)\n", + "f.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "style = { 'style_name': 'kenan',\r\n", + " 'base_mpl_style': 'seaborn-darkgrid',\r\n", + " 'marketcolors': { 'candle': {'up': 'k', 'down': 'r'},\r\n", + " 'edge': {'up': 'k', 'down': 'r'},\r\n", + " 'wick': {'up': 'k', 'down': 'r'},\r\n", + " 'ohlc': {'up': 'k', 'down': 'k'},\r\n", + " 'volume': {'up': '#1f77b4', 'down': '#1f77b4'},\r\n", + " 'vcedge': {'up': '#1f77b4', 'down': '#1f77b4'},\r\n", + " 'vcdopcod': False,\r\n", + " 'alpha': 0.9,\r\n", + " 'hollow': 'w'},\r\n", + " 'mavcolors': [ '#40e0d0',\r\n", + " '#ff00ff',\r\n", + " '#ffd700',\r\n", + " '#1f77b4',\r\n", + " '#ff7f0e',\r\n", + " '#2ca02c',\r\n", + " '#e377c2'],\r\n", + " 'y_on_right': False,\r\n", + " 'gridcolor': None,\r\n", + " 'gridstyle': None,\r\n", + " 'facecolor': '#DCE3EF',\r\n", + " 'rc': [ ('axes.edgecolor', 'black'),\r\n", + " ('axes.linewidth', 1.5),\r\n", + " ('axes.labelsize', 'large'),\r\n", + " ('axes.labelweight', 'semibold'),\r\n", + " ('lines.linewidth', 2.0),\r\n", + " ('font.weight', 'medium'),\r\n", + " ('font.size', 12.0)],\r\n", + " 'base_mpf_style': 'default'}\r\n" + ] + } + ], + "source": [ + "!cat kenan.py" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "style = dict( style_name = 'kenan',\n", + " base_mpl_style = 'seaborn-darkgrid',\n", + " marketcolors = { 'candle': {'up': 'k', 'down': 'r'},\n", + " 'edge': {'up': 'k', 'down': 'r'},\n", + " 'wick': {'up': 'k', 'down': 'r'},\n", + " 'ohlc': {'up': 'k', 'down': 'k'},\n", + " 'volume': {'up': '#1f77b4', 'down': '#1f77b4'},\n", + " 'vcedge': {'up': '#1f77b4', 'down': '#1f77b4'},\n", + " 'vcdopcod': False,\n", + " 'alpha': 0.9,\n", + " 'hollow': 'w'},\n", + " mavcolors = [ '#40e0d0', '#ff00ff', '#ffd700', '#1f77b4', '#ff7f0e',\n", + " '#2ca02c', '#e377c2'],\n", + " y_on_right = False,\n", + " gridcolor = None,\n", + " gridstyle = None,\n", + " facecolor = '#DCE3EF',\n", + " rc = [ ('axes.edgecolor', 'black'), ('axes.linewidth', 1.5),\n", + " ('axes.labelsize', 'large'), ('axes.labelweight', 'semibold'),\n", + " ('lines.linewidth', 2.0), ('font.weight', 'medium'),\n", + " ('font.size', 12.0)],\n", + " base_mpf_style = 'default')\n", + "\n", + " mpf.write_style_file(s,\"kenan.py\") \n", + "\n" + ] + } + ], + "source": [ + "pp = pprint.PrettyPrinter(indent=4,sort_dicts=False,compact=True)\n", + "strl = pp.pformat(s).splitlines()\n", + "#strl[0]\n", + "#strl[0].replace('{','dict(',1).replace(\"'\",\"\",2).replace(':',' =',1)\n", + "print('style = '+strl[0].replace('{','dict(',1).replace(\"'\",\"\",2).replace(':',' =',1))\n", + "for line in strl[1:-1]:\n", + " if \"'\" in line[0:5]:\n", + " print(' '+line.replace(\"'\",\"\",2).replace(':',' =',1))\n", + " else:\n", + " print(' '+line)\n", + "line = strl[-1]\n", + "if \"'\" in line[0:5]:\n", + " line = line.replace(\"'\",\"\",2).replace(':',' =',1)[::-1]\n", + "else:\n", + " line = line[::-1]\n", + "print(' '+line.replace('}',')',1)[::-1])\n", + "#f.close()\n", + "\n", + "method = 'mpf.write_style_file(s,\"kenan.py\")'\n", + "print('\\n',method,'\\n')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "style = dict( style_name = 'kenan',\n", + " base_mpl_style = 'seaborn-darkgrid',\n", + " marketcolors = { 'candle': {'up': 'k', 'down': 'r'},\n", + " 'edge': {'up': 'k', 'down': 'r'},\n", + " 'wick': {'up': 'k', 'down': 'r'},\n", + " 'ohlc': {'up': 'k', 'down': 'k'},\n", + " 'volume': {'up': '#1f77b4', 'down': '#1f77b4'},\n", + " 'vcedge': {'up': '#1f77b4', 'down': '#1f77b4'},\n", + " 'vcdopcod': False,\n", + " 'alpha': 0.9,\n", + " 'hollow': 'w'},\n", + " mavcolors = [ '#40e0d0', '#ff00ff', '#ffd700', '#1f77b4', '#ff7f0e',\n", + " '#2ca02c', '#e377c2'],\n", + " y_on_right = False,\n", + " gridcolor = None,\n", + " gridstyle = None,\n", + " facecolor = '#DCE3EF',\n", + " rc = [ ('axes.edgecolor', 'black'), ('axes.linewidth', 1.5),\n", + " ('axes.labelsize', 'large'), ('axes.labelweight', 'semibold'),\n", + " ('lines.linewidth', 2.0), ('font.weight', 'medium'),\n", + " ('font.size', 12.0)],\n", + " base_mpf_style = 'default')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'style_name': 'kenan',\n", + " 'base_mpl_style': 'seaborn-darkgrid',\n", + " 'marketcolors': {'candle': {'up': 'k', 'down': 'r'},\n", + " 'edge': {'up': 'k', 'down': 'r'},\n", + " 'wick': {'up': 'k', 'down': 'r'},\n", + " 'ohlc': {'up': 'k', 'down': 'k'},\n", + " 'volume': {'up': '#1f77b4', 'down': '#1f77b4'},\n", + " 'vcedge': {'up': '#1f77b4', 'down': '#1f77b4'},\n", + " 'vcdopcod': False,\n", + " 'alpha': 0.9,\n", + " 'hollow': 'w'},\n", + " 'mavcolors': ['#40e0d0',\n", + " '#ff00ff',\n", + " '#ffd700',\n", + " '#1f77b4',\n", + " '#ff7f0e',\n", + " '#2ca02c',\n", + " '#e377c2'],\n", + " 'y_on_right': False,\n", + " 'gridcolor': None,\n", + " 'gridstyle': None,\n", + " 'facecolor': '#DCE3EF',\n", + " 'rc': [('axes.edgecolor', 'black'),\n", + " ('axes.linewidth', 1.5),\n", + " ('axes.labelsize', 'large'),\n", + " ('axes.labelweight', 'semibold'),\n", + " ('lines.linewidth', 2.0),\n", + " ('font.weight', 'medium'),\n", + " ('font.size', 12.0)],\n", + " 'base_mpf_style': 'default'}" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "style" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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pWLFiBTQaDdavX289uOghioqKMGHCBFy4cAEfffQRGjVq5HDbNFcK4OGhf3jBGiIIZS8gzZUCq+5Xqj6Me/Uqu50g2nWbQBRFZOfegadvgVU99rJVFwDAtRHga/l3RNXwDoIULrjasAn0vmHWleUUWG+rZex9vUse93pKir8zxcVau8rXiiTB19cXvr6+aNGiBSIiIvDCCy/gwIEDGDhwYKXruH79OsaPH4/8/Hxs27bN4naFl5cXgLIkwsPDw7y9vAfB29u7wnpFEU75oeCs7arrGPfqIYq2l19+4DGw/n1UpZ6K6npw4bIfR18LLnnXoU79DEXD/gyjf4BjlVWDysakRuJejzgSE3uPc9okIT8/H6dOnULnzp3h7+9v3t7qv913GRnWzzJXpKCgAGPGjIEoitixYweCg4Mt9kdGRgIALl26hICAP96I5WMVWrRoUeXrICLnc+HChWopKzWXG3nwWZ+Euz1jnDJJoLrPaZOE0tJSxMXFYdq0aRg/frx5+7lz5wDAajBiRURRxJtvvgmDwYBPPvkEjRs3tirTqVMneHl54fDhw3j00UfN2w8dOgQfHx906NDBsYshIqfg4akGRGDipElW+4xGI0pKSuDu7m5zngQPT3UNtbLuqi3JGf3BaZOEoKAgDBs2DGvXroWvry86d+6MnJwcLF68GP7+/ujfvz+0Wq35McaSkhKYTCbk5ZXNu+7u7g4vLy/s3bsX3333HZKSkiz2l/P394erqysmTpyIxMREtGrVCp07d8Z3332HTz/9FLNnz4ZKZd9ADyJyTmFNw/Fp6v4KZ1ycN/ttLFj4PppFNLfYxxkXHfOg5OyBmJzJzmmTBABYsGABAgICkJycjNzcXPj5+aFTp06Ii4uDt7c3Vq9ejTVr1lgcUz6D4tChQ5GQkIDjx48DACZV8OI8f/48AGDs2LFQKBRYs2YNrl27huDgYMyePRsjR46sxiskopr2oA97pVKFZhHNEdXmkRpsUd33oOTsQZicyc+pkwRXV1fExcUhLi7O5v7Jkydj8uTJD6xjyZIlWLJkSaXON2bMGIwZM8beZhIR0UPww7524iqQREREZJNT9yQQEdUXyksXobivO16lyYBg0ENlY2VKk6caBn47p2rGJIGISGbKSxcROqgPoL9vYjaTCYLBAP+4iVZTPEOlQvaXh5koULVikkBEJDOFtqgsQVC4QFRaPn5pa+4bwWAE9HqrngciqTFJICKSkNHPHwWvToLRz//hhe8jKl0A5cMfuRYBy0WliKqJpAMX9+3bh4kTJyImJsZiAqKFCxciPz9fylMRETklo38Abr/2Rp2eIfFG3nUsX74cN/Kuy90UqmaS9CTodDq88cYbOHbsGICyWQ7LV/wqLi7Gtm3bcPLkSXz88cfw8fGR4pRERCSTmzfysHz5cvxP+y5o7Fd3kyGSKElYv349jh49CgBo3rw5Ll68CKOxrCusqKgILi4u0Gg02LBhA6ZNmybFKYmIJNXYzx9jX52ExlW4TVCXXb500WoSpKysDBgMBmg0GVYLBnECpLpFkiRhz549EAQBCQkJGDx4MLp06YLbt28DAAICAvDhhx9i9OjROHjwIJMEInJKfv4BiH3tDbmb4VQuX7qIYYP6QH/fUxcmkwlGowHT35oIxX1PXahUKqR+eZiJQh0hSZJw5coVuLm5YfDgwTb3P/7442jQoAFyc3OlOB0REdWAYm0R9Ho9RFG0WPRKoVDA1VUFk8myG8FoNEKv19s9/TI5L0kGLnp4eKC0tBQ3b960uf/cuXO4e/cu3NzcpDgdERHZySXvOhquWwMXOwYbeniqoVKpIAgCTCaT+cdgMODu3bswGAwW2wVBgEql4qJMdYgkPQkdOnTA0aNH8eqrr2L06NEwGAwAgG+//Rbnz5/H1q1bIQgCoqOjpTgdERHZyeVGHnzWJ+Fuz5hKP3kR1jQcqV8etjkmIX7ONMQveh/NmnHFzLpMkiQhNjYWx44dQ3p6OmbOnGne/vrrrwMoe9pBoVBg3LhxUpyOiIhqiK0PfEEAlEolIiKao1VrrphZl0mSJHTu3BlLlizBggULUFxcbLW/QYMGmDt3Lrp27SrF6YiI6iTBYLQ5w6Ktcg/CdSBIKpLNuDh48GDExMTg4MGD+O2336DVaqFWqxEVFYU+ffqgYcOGUp2KiOqpCxcuSFrOWZg81YBKBej1ljMp/nftBlGptLl2g8nGvX+uA0FSknRaZm9vbzz//PNSVklEVDYQTgQmTppksd1kNKKkpATu7u5QuFiueQARtWYAnaFpOLK/PGzz27//7LeRt2QF9BGW9/4r+vbPdSBISpIlCXfv3sW6devg6uqKiRMnmrfHxsYiIiICkydPhre3t1SnI6J6JKxpOD5N3V+nB9BV9C1eVKqgj2gOXRv77v1zHQiSgiRJglarxcsvv4xff/0VL7zwgsW+Gzdu4MSJEzh16hR27NgBDw8PKU5JRPUMB9AR1TxJ5kn46KOPkJ6eDlEU0aBBA4t9gYGBEEURv//+O1JSUqQ4HREREdUASZKEAwcOQBAEzJs3D++8847FvnXr1uHdd9+FKIrYv3+/FKcjIiKiGiBJkpCdnQ03NzeMHDnS5v4RI0bA1dUVV65ckeJ0REREVAMkSRJcXV1RWlqKnJwcm/s1Gg10Oh2nZSYiSTX288fUqVO5ciNRNZFk4GJ0dDSOHz+OsWPHIjY2Fo888gjUajVu376Nn376CRs3boQgCHjkEQ4sIiLp+PkHYOrUqcjMKbBasri+k2piJqrfJEkSXnnlFZw4cQKXLl3Cu+++a7VfFEUIgoDRo0dLcToiIqqAlBMzEUmSJHTr1g1z585FQkKC1brjAODi4oK3334bvXv3luJ0RERUASknZiKSbDKlkSNHIiYmBnv27MHZs2dRVFQEDw8PtG7dGoMGDUKzZs3srtNkMmHTpk1ITU3FpUuX0KBBA3Tp0gUzZsxASEiIudzJkycxffp0AMCJEyes6rl27RoSEhJw4sQJlJaWom3btpg+fTo6duxoLqPT6ZCYmIi0tDTk5+cjLCwMsbGxnEGSaq0bedexK/UzDBn2Z/hVctU/qhuknpiJ6i9Jp2UODg7Ga6+9Jll9S5cuxWeffYb4+Hj87//+Ly5duoT58+dj1KhR2LdvH1xcXLB69Wp89NFH8PPzQ0lJiVUdOp0Or7zyCjw8PLBx40a4ublhy5YtGDt2LHbv3o2wsDAAwPz583HkyBEsXrwYzZs3xzfffIO5c+eiQYMGGDhwoGTXRFRTbt7Iw4frk9CjZwyTBCKqkiolCVeuXIGLiwsCAwPN/19ZwcHBlSpnMBjw1VdfITY2FoMHDwYAhIWFYfLkyZgxYwbOnz8PNzc37N69G9u2bcP27dtx7Ngxq3r27t2LzMxM7Nu3D5GRkQCABQsW4Pjx40hJScF7772HnJwc7Ny5EwsWLECfPn0AAKNHj8aPP/6IlStXMkkgIqJ6qUpJQp8+feDr64uTJ0+a/18QhIceJwgC0tPTK9cwpRJHjhyx2q7474AblUqFwMBApKamwsfHp8J6jh07hvDwcHOCUF73E088gaNHjwIou0UhiqLVmImePXsiLS0Nly9fNvc4EBER1RdVvt0g3ve80f3/Xx3S09ORnJyMmJgYtG7dulLHaDQamx/w4eHhSE1Nxd27d6HRaODq6mruGSnXtGlTAEBmZmaFSYIglP04i/K2OFOb6gNnjLsgABCc7zUqJWeMu6SEP34cvkap64JEdVGlSfF6t/fYKiUJQ4YMgVqttvj/yvQkVNWyZcuwefNmGI1GjBw5EjNnzqz0sVqtFqGhoVbby9tfWFiIoqIieHp6PrBMRSKCfWweK7eIYB+5m1AvOVPctfnecFEICA30RmSIj9zNqVbOFHdJ5XsDCgFhgd6Ao79DCevS5pet6BsaUPdfW87Ikde7VvvwlUHvVaUkISEh4YH/L7Vx48Zh6NChSE9Px4oVK6DRaLB+/Xq43L9+vAw0Vwrg4WH92KdcBKHsBaS5wsllapIzxj079w6MJhHZuXfg6Vsgd3OqhTPGXUqq3DsIMom4mnsHegd/h1LWddfkhqlTp+KuyQ2ZOY7VRZUnxeu9uFhrV3mHn27Q6/UYN24cFAoFNm7cWC0f3L6+vvD19UWLFi0QERGBF154AQcOHKjUgEIvLy9otdZBKSwshCAI8Pb2fmAZAPD29q6wflGEU/5xctZ21XXOFHdRBCA6V5uqS529RvGPH4evT8K6/Pw406WcHHm923ucw2s3qFQqnD9/Hv/5z38kTRDy8/Oxd+9e5OXlWWxv1aoVACAjI6NS9URGRuLixYtW27OyshASEgJ3d3dERkZCp9Ph6tWrVmUAoEWLFlW4AqK640bedWxYtwY38q47VV1EVL0kWeCpf//+KCkpwcGDB6WoDgBQWlqKuLg47Nq1y2L7uXPnAMBqkGFFevfujcuXL+P33383b9PpdDh27BhiYmIAAD169IBCocDhw4ctjj106BCioqIq/dgm1S78sKq88jkXbt7Ie3jhGqyLiKqXJJMpPfvss7h16xbefvttxMTEoH379mjUqJH5ccV7DRkypFJ1BgUFYdiwYVi7di18fX3RuXNn5OTkYPHixfD390f//v2h1WpRXFwMACgpKYHJZDL3PLi7u8PLywtPP/002rRpgxkzZiA+Ph5qtRpJSUnQ6/WIjY0FUJZwjBgxAqtWrUJQUBCioqKwd+9eHDlyBGvXrpUiROSEONlQ9bt86SKK75seOEuTAYNBjyyNdW+gh6caYZwemMhpSJIkvPzyywDKHoM8ePBghT0KgiBUOkkAyiY9CggIQHJyMnJzc+Hn54dOnTohLi4O3t7eWL16NdasWWNxTPfu3QEAQ4cORUJCApRKJTZs2IAlS5Zg3Lhx0Ol06NixI7Zu3YomTZqYj5s9ezbUajXi4+ORn5+PiIgIJCYmmnsbiMg+ly9dxPBh/f94XO6/jEYjdHod5s+dZn2LUgQ+Td3PRIHISUiSJNw7R4KU8yW4uroiLi4OcXFxNvdPnjwZkydPfmg9fn5+WL58+QPLKJXKB56LiOxTrC0CBCA5KQktW7Z8aPkLFy5g4qRJVj0PRCQfSZKEJUuWSFENEdVBLVu2RHR0tNzNIKIqcDhJ+Pe//w2NRoPCwkKEhITgmWeeQVBQkBRtIyIiIhk5lCTMmzcPf//73y22rVy5Eu+++y7+9Kc/OdQwIpIHBxvWTUY/fxS8OglGP3+5m0K1SJWThC+//BKff/651Xa9Xo/4+HhERUWhXbt2DjWOiGoWBxvWXUb/ANx+7Q25m0G1TJWThPIEITg4GK+99hqCgoJw/vx5bNiwAXfu3MHHH3/MJIHqJFvftAWhbD777Nw7VjOa1aZv2hxsSET3qnKScO7cOQiCgFWrVqFt27YAypZWbt68OSZOnIhffvlFskYSOYuKvmkLKHvEVxRFWD3fUwu/aXOwIREBDiQJd+7cgbu7uzlBKPfEE08AAG7duuVYy4ickLN+0+Y4AiKqDlVOEkRRhLu7u9X28m0mk6nqrSJycs70TZvjCIioukgyTwIRycdZezfuPZ+U5eoTPpFAcnMoSTAYDDh9+rTNWRYr2te5c2dHTklEFXCm3g2g7JYGRGDipEkW241GI0pKSuDu7m6zh8PDU12DrXRufCKB5OZQklBUVGRet+FegiDY3CcIAtLT0x05JRHVEmFNw/Fp6n6bYyXmzX4bCxa+j2YRzS32cawEkXNxKEmQcp0GInKMM3brV/SBr1Sq0CyiOaLaPFJjbSEi+1U5SRg6dKiU7SCiKmK3PhFVlyonCVzUicg5sFufiKoLn24gcjIuedehTv0MRcP+DKN/QKWOYbc+EVUHJglULzjjZEPKSxehsPEYokqTgUbJH8AQ1hT6+3oATJ5qGNgDQEQ1hEkC1XmXL13EsEF9oNfrLbabTCYYDAZMj5sIhUJhsU+lUiH1y8PVligoL11E6LD+EAQbO41GQK9DwNxpwH1jCUQRyE7dz0SBiGoEkwSq84q1RdDr9VAoXKBUujy0vMFghF6vr9bJhhTaIggCoEhKAioxARIA4MIFmCZNstn7QERUHZgkUL2hVLpAqVRVqqxOZ6zm1vxXy5aAE02ARER0LyYJVG8YDJX74K9sOSKiuk7x8CJUX93Iu44N69bgRt51uZviEA9PNVQqFUwmI3Q6nfmnpKQERUVFKCkpsdhuMhmhUqk4jwAR1XvsSaAK3byRhw/XJ6FHzxj4VfJRPGcU1jQcqV8ernAegb8uWVEn5xFo7OePsa9OQuMqLA7kjLM3ElHNY5JA1a4qz/1LrT7OI+DnH4BYOxcH4uyNRHQvJglU7Vxu5MFnfRLu9oyRLUmgyqmJ2Rsd6eEgoprl1EmCyWTCpk2bkJqaikuXLqFBgwbo0qULZsyYgZCQEADA6dOnkZiYiF9++QUqlQrdu3fH7NmzERgYaK7nt99+Q2JiIn766Sfcvn0bzZs3x2uvvYaBAweay+h0OiQmJiItLQ35+fkICwtDbGwsnn/++Rq/biI5VXevS1V6OIhIHk49cHHp0qVYvXo1xo8fj7S0NKxYsQJnz57FqFGjoNPpkJmZiXHjxiEsLAw7d+7EunXrcOXKFcTGxponzsnNzcXLL78Mg8GAlJQU7NmzB0899RTi4uJw4MAB87nmz5+PnTt3Ij4+HmlpaRg+fDjmzp2LvXv3ynX5REREsnLangSDwYCvvvoKsbGxGDx4MAAgLCwMkydPxowZM3D+/Hl8/PHHaNSoERYuXAilsuxSEhISMGDAABw4cACDBg3C4cOHUVBQgAULFiA4OBgA8MYbbyAtLQ27du1Cv379kJOTg507d2LBggXo06cPAGD06NH48ccfsXLlSoseByKAA/uIqH5w2iRBqVTiyJEjVtvLp89VqVQ4fvw4evXqZU4QACAyMhKhoaE4evQoBg0aZN5+/2ArV1dX879PnDgBURTRu3dvizI9e/ZEWloaLl++jLCwMCkuq86ztR6BSpMBwaCHysYaCbVtLYKKBvaZ7hnYp+DAPiKqI5w2SbAlPT0dycnJiImJQVhYGK5fv46mTZtalQsPD0dmZiYAoF+/fli1ahX+7//+D++99x48PDzw5Zdf4sKFC3j77bcBABqNBq6urhbjGACY687MzKwwSRAE2J5/XyblbZGiTYIAQKj8NSovXUTIoD4Q7lsjASYTYDAgIG4icN8aCaJKhZy0w7IkCvZeHwA0DQ/Hjp3WA/s0mgzEz5mG+EXvI6IyA/vKz2dPT0N5WRlec1WJVU2Q8vVOlce4y0OKuNt7bK1IEpYtW4bNmzfDaDRi5MiRmDlzJvLz8wEAnp6eVuXVajVycnIAAL6+vtiyZQtef/11dOrUCUqlEoIgYNGiRejVqxcAoKioqMJ6AKCwsLDCtkUE+9g8Vm4RwT4O16HN94aLQkBooDciQypRX/5lwGgAlC6AshIvLYMBMBrQVK0AKlO/xDyVLTBj+jT8b3QLBAZW/vy2YvHzz95QKpXo0aUjoiszzbIuuOzd+oaNAXxGI3D3LtCggdUCTwpBQFjz4BqPl92vhRomxeud7Me4y8ORuGu1lZuavlytSBLGjRuHoUOHIj09HStWrIBGo8HixYsrdeyNGzfwxhtvIDw8HIsWLYKHhwe+/vprzJ8/Hw0bNjSPQagqzZUCeHjoH16whghC2QtIc6UAoli5Y2wtowyUfTsuLdXh2KkfkJ17x2KfrW/Hqtw7CDGJMCldAJdKvLRMIhQGI3Jy70DvW1C5xkrKDUOHj4PWAGTmOHb+7Ot3zP/1rExdro2g/GIfhAqWivaf9TbyFi6zWipa9FTD4NoIcLC99srOvQOjSUR27h14yvK7sq0qr3dyHOMuDyniXlystat8rUgSfH194evrixYtWiAiIgIvvPACTp48CaCsF+B+hYWFaNiwIQBg48aNuHnzJlJTU83f+Nu1a4fff/8d//d//4c+ffrAy8sLWq114Mp7ELy9vStsmyjCKd8klW1XRcsoA/cspfxWJZdSFgHxnn9Xqp3lxzlhDO0i/vHfyl6LPqyCWywiICpV0DdrDl1rG48byhArUYT52pzxd+Ws7arrGHd5OBJ3e49z2kcg8/PzsXfvXuTl5Vlsb9WqFQAgOzsbQUFBuHjxotWxWVlZaN687BtYRkYGQkJCrG4JRERE4PLlyxBFEZGRkdDpdLh69apVPQDQokULqS7L6ZQvoyyKIhQKhcWPUqmEu7s7lEqlxXZRFKt9KWVyLpwAiah+ctokobS0FHFxcdi1a5fF9nPnzgEAAgMD0atXLxw7dsziW3B6ejquXLlivo0QHByMnJwc3L1716KejIwMBAUFQRAE9OjRAwqFAocPH7Yoc+jQIURFRZkfnayLyhc/EgQBJpPJ4sdgMKCkpAQGg8FiuyAIsi2AVFcWnaptyidAqs1reBCR/Zz2dkNQUBCGDRuGtWvXwtfXF507d0ZOTg4WL14Mf39/9O/fH127dsWePXswZ84cTJgwAYWFhZg3bx7at2+Pvn37AgBefPFF/P3vf8f06dMxYcIEeHh44PDhw/jmm2/w1ltvAShLOEaMGIFVq1YhKCgIUVFR2Lt3L44cOYK1a9fKGIXqV9HiR4BzLoBUVxadIiKqDZw2SQCABQsWICAgAMnJycjNzYWfnx86deqEuLg4eHt7w9vbG5s3b8bSpUsxePBguLu7IyYmBrNmzTLfQ4+KikJKSgqSk5Px0ksvQa/Xo2nTppg9ezZefvll87lmz54NtVqN+Ph45OfnIyIiAomJiYiJiZHr8mvMgz7s5VwAydaAyixNBgwGPbJszLlQF1ZuJCJyJk6dJLi6uiIuLg5xcXEVlomOjsa2bdseWE/Xrl3RtWvXB5ZRKpUPPRfVnMuXLmL4sP5/zCfwX0ajETq9DvPnTrO5GuGnqfuZKBARScSpkwSqv4q1RYAAJCcloWXLlg8tf+HCBUycNKlODKY0+vmj4NVJMHKQIBHJjEkCkZMx+gfgNldJJCInwCSBKlTVx94Eg7FSj/ILBmOF+ypaI8F4zxoJtm43cI0EIiLpMEmgCpU/9lZZJk81oFIBej0E3T0JgMkEwWCAqFRard0AlarsuPuENQ3Hp6nWaySUP3GxYOH7TvPEBRFRXcUkgSRjaBqO7C8P21wF0n/228hbssJqmuEHrQJZ0Qe+nE9cEBHVJ0wSSFIVfeCLShX0Ec2hq6Mf7I39/DF16lTOSEhEdYrTzrhIVJv4+Qdg6tSpnOCJiOoUJglU7fhIHxFR7cTbDVTt+EgfEVHtxJ4EIiIisolJAhEREdnEJIGIiIhsYpJARERENjFJICIiIpuYJBAREZFNTBKIiIjIJs6TUItdvnTRagEkQQC0+d7Izr0D8b6lGLkAEhER2YNJQi11+dJFDB/WHxAstwsABEGAKIrWyzWLwKep+5koEBFRpTBJqKWKtUWAACQnJaFly5YPLX/hwgVMnDTJqueBiIioIkwSarmWLVsiOjpa7mbUmMZ+/hj76iSutkhEVAOYJFCt4ucfgFiuA0FEVCP4dAMRERHZxCSBiIiIbGKSQERERDYxSSAiIiKbnDpJMJlM+PDDDzFo0CC0a9cOjz/+OKZMmYKcnBxzmdOnT2PkyJFo3749Hn30Ubz11lvIzc21qmv79u3o168foqOj0a9fP3z88ccW+3U6HZYuXYqePXuibdu2GDBgAL744otqv0YiIiJn5dRJwtKlS7F69WqMHz8eaWlpWLFiBc6ePYtRo0ZBp9MhMzMT48aNQ1hYGHbu3Il169bhypUriI2NhV6vN9ezadMmvP/++3jjjTewb98+vPjii3jvvfewZ88ec5n58+dj586diI+PR1paGoYPH465c+di7969clw6ERGR7Jz2EUiDwYCvvvoKsbGxGDx4MAAgLCwMkydPxowZM3D+/Hl8/PHHaNSoERYuXAilsuxSEhISMGDAABw4cACDBg1CcXExVq9ejSlTpuDZZ58FAIwZMwZNmjRBREQEACAnJwc7d+7EggUL0KdPHwDA6NGj8eOPP2LlypUYOHCgDBEgIiKSl9P2JCiVShw5cgSTJk2y2K5QlDVZpVLh+PHj6N69uzlBAIDIyEiEhobi6NGjAICTJ0+iqKjInCCU69+/P6KiogAAJ06cgCiK6N27t0WZnj17IisrC5cvX5b68oiIiJye0/Yk2JKeno7k5GTExMQgLCwM169fR9OmTa3KhYeHIzMzEwDw66+/omHDhrh8+TLeeust/Pbbb/D398frr7+OQYMGAQA0Gg1cXV0RGBhoUU953ZmZmQgLC7PZJkEo+6lpgmC1bMPDj4F87a3rymPK2NYsxl0ejLs8pIi7vcfWiiRh2bJl2Lx5M4xGI0aOHImZM2ciPz8fAODp6WlVXq1Wmwc33rhxAwaDAfHx8XjzzTfh7++Pv//975g6dSqUSiX69++PoqKiCusBgMLCwgrbFhHsY/PY6qbN94Zg529bEASEBnojMsSnehpFiAj2kbsJ9RLjLg/GXR6OxF2rVdlVvlYkCePGjcPQoUORnp6OFStWQKPRYPHixZU61mAwQKvVYubMmejatSsAIDo6Gj///DOSk5PRv39/h9qmuVIADw/9wwtKrGwpaKt1Hh9IFEVk596Bp29B9TSqHhOEsjeu5kqB1RLdVH0Yd3kw7vKQIu7FxVq7yteKJMHX1xe+vr5o0aIFIiIi8MILL+DkyZMAgKIi61UNCwsL0bBhQwCAl5cXAFgtgvToo49i69atMJlM8PLyglZrHbjyHgRvb+8K2yaKkOVNIoqwXgr6YcdAvvbWF4yvPBh3eTDu8nAk7vYe57QDF/Pz87F3717k5eVZbG/VqhUAIDs7G0FBQbh48aLVsVlZWWjevDkAoFmzZgCAgoICizImkwkeHh5QKBSIjIyETqfD1atXreoBgBYtWkhwRURERLWL0yYJpaWliIuLw65duyy2nzt3DgAQGBiIXr164dixYxZzIqSnp+PKlSvmRxl79OgBhUKBQ4cOWdRz5swZc8JRXubw4cMWZQ4dOoSoqCgEBwdLfXlEREROz2lvNwQFBWHYsGFYu3YtfH190blzZ+Tk5GDx4sXw9/dH//790bVrV+zZswdz5szBhAkTUFhYiHnz5qF9+/bo27cvACAkJAR/+tOfsHLlSgQGBiIqKgqfffYZzp49i5SUFABlCceIESOwatUqBAUFISoqCnv37sWRI0ewdu1aOcNAREQkG6dNEgBgwYIFCAgIQHJyMnJzc+Hn54dOnTohLi4O3t7e8Pb2xubNm7F06VIMHjwY7u7uiImJwaxZs8zzKQDAvHnz0LhxYyQkJODmzZto1qwZ1q1bh549e5rLzJ49G2q1GvHx8cjPz0dERAQSExMRExMjx6UTERHJzqmTBFdXV8TFxSEuLq7CMtHR0di2bdsD61GpVJgyZQqmTJlSYRmlUvnQcxEREdUnTjsmgYiIiOTFJIGIiIhsYpJARERENjFJICIiIpuYJBAREZFNTBKIiIjIJiYJREREZFOlkoTTp08jMzPT/P/bt2/HM888g44dO2LQoEH45JNPqq2BREREJI9KJQnx8fG4fv06gLIE4f3338eTTz6J+Ph4PPnkk1i+fDm2b99erQ0lIiKimlWpGRcvXbqEsLAwAMDnn3+Od999F0OHDjXvj4qKwsqVKzFy5MjqaSVV6MKFC5KWIyIiKlepJMHT0xO3bt1CSEgIrl+/jjZt2ljsf+SRR6yWWabq5eGpBkRg4qRJFtsFAIIgQBRFWC0bLv73OCIiokqoVJLQq1cvbN++HUuWLMHjjz+Offv2oXXr1ub9e/fuRbNmzaqrjWRDWNNwfJq6H8XaIovtggCEBnojO/cOxPuyBA9PNcKahtdgK4mIqDarVJIwdepUvPjiixgxYgTat2+PTZs24d///jeaN28OjUaD//znP0hKSqruttJ9bH3gCwIQGeIDT98CqySBiIjIHpUauOjv74+dO3fi0UcfxdGjRyGKIn766SecOHECgYGB+OSTT9CrV6/qbisRERHVoEovFe3l5YW3334bb7/9dnW2h4iIiJxEpZMEW0pKSvCf//wHWVlZuHPnDgDA29sbzZo1Q4cOHeDu7i5JI4mIiKjmVSlJuH37NhITE/GPf/wDJSUlNsu4u7tjyJAheOutt9CwYUOHGklEREQ1z+4k4c6dO3jxxReRmZmJBg0a4IknnkCzZs2gVpc9WldUVISsrCycOXMGn3zyCb777jvs2LEDXl5ekjeeiIiIqo/dScKaNWuQmZmJMWPGYPLkyfD09LRZTqvVYtWqVdi8eTOSkpIwa9YshxvrLIxGo/nfN27kwcOjWMbWWBIEQK3S4caN23y6oQYx7vJg3OXBuMtDirgXF2vN/773s6zCc4qifafq06cPmjZtik2bNlWq/KhRo5CdnY3Dhw/bcxqndvbsWbRt21buZhAREVXZL7/8gkceeeSBZexeBTIvLw/t2rWrdPkOHTogLy/P3tMQERGRzOy+3eDj4wONRlPp8hkZGfDx8bH3NE6tfB0LADj1w2/w8PCQsTWWBAGICPaB5gonU6pJjLs8GHd5MO7ykCLuxcXF6NKxFQDLz7KK2J0kdO/eHbt27cL27dsfuqDTtm3bcPjwYYvFoKpi06ZNeP/99/HUU08hMTHRYt/p06eRmJiIX375BSqVCt27d8fs2bMRGBhoLnPt2jUkJCTgxIkTKC0tRdu2bTF9+nR07NjRXEan0yExMRFpaWnIz89HWFgYYmNj8fzzz1u1x8XFxfxvDw8PeHjYHpchB0EoW2vDw0PPN28NYtzlwbjLg3GXh9Rxv/ezrCJ2JwlvvfUWvv32WyxcuBAfffQRunXrhoiICIunGzQaDU6cOIGcnBw0btwYU6ZMsb/1AAoKCjBr1iycPXsWbm5uVvszMzMxbtw4DBgwAH/9619x69YtLF26FLGxsUhNTYVKpYJOp8Mrr7wCDw8PbNy4EW5ubtiyZQvGjh2L3bt3mzOp+fPn48iRI1i8eDGaN2+Ob775BnPnzkWDBg0wcODAKrWfiIioNrM7SQgMDMSOHTsQHx+PEydOYMeOHRAEwaJM+VjIbt26IT4+3uJbvT2+/PJLFBcXY9euXfjTn/5ktT8lJQWNGjXCwoULoVSWXUpCQgIGDBiAAwcOYNCgQdi7dy8yMzOxb98+REZGAgAWLFiA48ePIyUlBe+99x5ycnKwc+dOLFiwAH369AEAjB49Gj/++CNWrlzJJIGIiOqlKk2mFBYWho0bN+Ly5cs4deoUNBoNiorKViNUq9WIiIhAly5dKnW/40F69eqFF198scIukePHj6NXr17mBAEAIiMjERoaiqNHj2LQoEE4duwYwsPDzQkCACiVSjzxxBM4evQoAODEiRMQRRG9e/e2qL9nz55IS0vD5cuXHb4WIiKi2sahaZnDwsKq9cPzQXVrtVpcv34dTZs2tdoXHh6OzMxMAIBGo7FZT3h4OFJTU3H37l1oNBq4urpa9XiU152ZmVlhWwSh7MdZlLfFmdpUHzDu8mDc5cG4y0OKuNt7rENJgpzKey5sTeakVquRk5MDoCyZCA0NtVkGAAoLC1FUVFRhPeVlKhIR7FPhhFJyigj2kbsJ9RLjLg/GXR6MuzwcibtWq7KrfK1NEpyF5koBPDz0cjfDjI8myYNxlwfjLg854j5y3RHcLLK9VpA9Gqvdsf21GAlaVPOkeQRS+/BC96j2JGHp0qU4ePAgDh06JGm95WtBlPco3KuwsNC8qJSXlxe0WuugFBYWQhAEeHt7P7AMULayZUVEEU75x8lZ21XXMe7yYNzlUZNxv1lUAp1rxX+LK1/PnVr/WnEk7vYeZ/eMi/YqKCgwd/1LycPDA0FBQbh48aLVvqysLDRv3hxA2UDGisqEhITA3d0dkZGR0Ol0uHr1qlUZAGjRooXk7SciInJ21Z4kVKdevXrh2LFj0Ov/6O5PT0/HlStXzI8y9u7dG5cvX8bvv/9uLqPT6XDs2DHExJR1OfXo0QMKhcJqfYlDhw4hKioKwcHBNXA1REREzsXu2w0zZsywq/wPP/xg7ynMCgoKzAmA0WhEaWmpeR0ILy8vxMbGYs+ePZgzZw4mTJiAwsJCzJs3D+3bt0ffvn0BAE8//TTatGmDGTNmID4+Hmq1GklJSdDr9YiNjQVQNvfDiBEjsGrVKgQFBSEqKgp79+7FkSNHsHbt2iq3n4iIqDazO0nYvXs3BEGAPYtH3j/ZUmVNnjwZ//rXv8z/f+3aNXz99dcAgCVLlmDYsGHYvHkzli5disGDB8Pd3R0xMTGYNWsWFIqyThKlUokNGzZgyZIlGDduHHQ6HTp27IitW7eiSZMm5rpnz54NtVqN+Ph45OfnIyIiAomJiebeBiIiovrG7iTB09MTTZo0wfz58ytVfv369Thx4oTdDQOArVu3PrRMdHQ0tm3b9sAyfn5+WL58+QPLKJVKxMXFIS4uzq42EhER1VV2JwmtW7fGuXPn8Nhjj1Wq/M6dO+1uFBEREcnP7oGLbdq0QXFxMS5dulQd7SEiIiInYXdPQufOnXH69Glcu3bN5pTI9+vbty9CQkKq1DgiIiKSj91JQr9+/dCvX79Kl3/yySfx5JNP2nsaIiIiklmtnieBiIiIqg+TBCIiIrKJSQIRERHZxCSBiIiIbGKSQERERDYxSSAiIiKbmCQQERGRTUwSiIiIyCYmCURERGST3TMuEhGRNF5adwQ3tSUO19PY0x3bXuOy9iQ9JglERDK5qS2BztVbgnruSNAaImu83UBEREQ2SZYkFBQU4NSpU9i7d695W0mJ491oREREJA+Hk4TMzEy8+uqr6NatG1555RVMnToVACCKIp588kkcPHjQ4UYSERFRzXMoSdBoNHjxxRdx7NgxGI1GiKJo3ldQUIAbN24gLi4OP/zwg8MNJSIioprlUJLwwQcf4Pbt2wgNDcW0adPg4eFh3qdUKhEdHQ2DwYANGzY43FAiIiKqWQ4lCd999x0EQcBHH32E2NhYuLq6mvd5eXkhJSUFLi4u+PHHHx1uKBEREdUsh5IErVYLd3d3hIaG2tzv5eUFFxcX3L5925HTEBERkQwcShICAwNRUlKCY8eO2dy/ZcsW6HQ6+Pv7O3IaIiIikoFDkynFxMRg69atmDBhAjp37gytVgsAePPNN3HhwgVkZWVBEATExHAmMCIiotrGoZ6ECRMmIDg4GAaDAadOnYLBYAAAHDx4EFlZWRBFEYGBgZgwYYIkjSUiIqKa41CS4Ovri88++wzPPPMMlEolRFE0/yiVSjzzzDPYsWMH/Pz8pGovERER1RCH127w8/PD8uXLodPpkJmZCa1WC7VajYiICIunHYiIiKh2kWyBJ1dXV7Ru3Vqq6oiIiEhmDicJRUVFSEtLw8WLF1FQUGAx62I5QRCwePFiR09FTkqq5W4BLnlLlirz2hIEwebfnXvxdUVUNQ4lCadPn8bEiRNRWFj40LJMEuouqZa7LauLS97SH7iUMpG8HEoSFi5ciDt3Hv7mEwTBkdM8UJ8+fZCTk2O1vWXLlvjyyy8BlCUziYmJ+OWXX6BSqdC9e3fMnj0bgYGB5vLXrl1DQkICTpw4gdLSUrRt2xbTp09Hx44dq63tVL2k6uHgt1Aiqq8cShIyMzMhCAJ69eqFl19+GcHBwbIMVhw7dizGjh1rsU2pVJrbOG7cOAwYMAB//etfcevWLSxduhSxsbFITU2FSqWCTqfDK6+8Ag8PD2zcuBFubm7YsmULxo4di927dyMsLKzGr6m+KtEbMWDFPofraezpzm+hREQOcihJCAgIQG5uLlavXg2VSiVVm+zm4eFR4ayOKSkpaNSoERYuXGhOHBISEjBgwAAcOHAAgwYNwt69e5GZmYl9+/YhMjISALBgwQIcP34cKSkpeO+992rsWuo7UQQ/2ImInIRDScKoUaOwePFinD9/Hm3btpWqTZI6fvw4evXqZU4QACAyMhKhoaE4evQoBg0ahGPHjiE8PNycIABlPRFPPPEEjh49Kkezq52Ugw1L9EYo+LQrOTGpeqgA3n6i+sXhJMHNzQ3jx49Hv3790LJlS3h6etosO2TIEEdOVSVarRbXr19H06ZNrfaFh4cjMzMTAKDRaGzeUggPD0dqairu3r2LBg0a2DyHIJT91JSR647gZpHjo71L9EYoPBtJ0iZRd0uSepzZw37H5ftr8rVAlSdVDxUA5BTckizhkDLBrsnXXmVf75X5e1VZtTVWUpLi74y9xzqUJGg0GmzZsgW3bt3Cjh07HtAooVqThLNnzyI2Nhbnzp2Di4sLevXqhSlTppinibaVuKjVavOAR61Wa3MlS7VaDQAoLCysMEmICPapMDGqDvnaUkn+2NX1D3YpB8sKgoDIEJ9KlY0Irlw5qpzqHPRcVVImHFK9D+15jUrpYa93qf5eAbU/VlJy5O+MVmvf0ACHkoQFCxYgIyOjUt9cq0ujRo1QVFSEsWPHIjQ0FL/++iuWL1+O77//Hh9++GG1n19zpQAeHvpqP085ueJc20gZJ1EUkZlT8MAyglD2xtVcKQB/RdLh671yKvMalVJlX+/O+Pur6VhJSYq/M8XFWrvKO5Qk/PjjjxAEAUFBQXj22Wdlebrhiy++sPj/Vq1awd/fH6+88gpOnjwJoGzCp/sVFhaiYcOGAAAvLy/zCpb3lxEEAd7eFWfCogh+KNQDlf0d8/VAchn5t5p/5Le2vt5rY5vv5Ujc7T3OoSTB09MTer0en3/+ORo3buxIVZIqnx76+vXrCAoKwsWLF63KZGVloUuXLgDKBjKeOXPGZpmQkBC4u7tXb4OJiBzER36pOjiUJDz77LPYsmULTCaTVO2xS0ZGBtatW4fXXnsNzZs3N2//+eefAQDNmjVDr169cPjwYej1evNjmunp6bhy5Qr69OkDAOjduzf+8Y9/4Pfff0eLFi0AADqdDseOHcPAgQNr+KrIGdX16YE58RQR2eJQkjB9+nQYDAaMGTMG48ePR5s2beDl5WWzbHBwsCOnsqlJkyb497//jV9//RWzZs1C06ZNcf78eSxatAgtW7ZEnz598D//8z/Ys2cP5syZgwkTJqCwsBDz5s1D+/bt0bdvXwDA008/jTZt2mDGjBmIj4+HWq1GUlIS9Ho9YmNjJW831T51/VtaXb8+Iqoah5KEDh06QK8vG7Q3e/bsCssJgoD09HRHTmWTp6cntm7dipUrV2L27NnIz8+Hj48PYmJiEBcXB5VKhbCwMGzevBlLly7F4MGD4e7ujpiYGMyaNQsKhQJA2ZwIGzZswJIlSzBu3DjodDp07NgRW7duRZMmTSRvN5EUONcFEVU3h5IEnU4nVTuqLDQ0FMuWLXtgmejoaGzbtu2BZfz8/LB8+XIpm0ZUraRcWKuuPxJLlVfZiacqPR+LEyafvL1WeQ4lCUOHDpWqHURUR0j5B5hqnjPOAyE13l6rPIeShCVLlkjVDiKqI/gHmKjuUMjdACIiInJODvUklD8d8CAmkwklJSX45z//6cipiIiIqIY5lCTk5OTYHLxSPt96+XZnnH+dSA5SrkborIPCiKjucChJqGjug9u3b0Or1UKpVKJ9+/YVzp1AVN/Uh0FhRFR3OJQkHD58uMJ9586dw1//+le4ubnhgw8+cOQ0REREJINqG7jYunVrJCcn47vvvsP7779fXachIiKialKtTzeo1WqoVCrs37+/Ok9DRERE1cCh2w0V0ev1yM7Oxt/+9jeUlJTItgAUERERVZ1DSUKbNm0eWkYQBLRq1cqR0xAREZEMHEoSHjZvNwC4ublh6tSpjpyGiIjIKdX1dSAcShI6d+5sc7sgCPDx8UFERARGjBiBwMBAR05DRETklOr6NOQOJQlbt26Vqh1ERETkZLh2AxEREdlkV0/ClStXqnyiimZnJCIiIudkV5LQp0+fKq3DIAgC0tPT7T6OiIiI5GP3mITKPNFAREREtZ9dScLQoUOrqx1ERETkZOxKEpYsWVJd7SAiIiInI9m0zLm5ufj1119RVFQEb29vtG3bFr6+vlJVT0RERDXM4SQhOzsb8+fPx8mTJy22C4KAfv364d1330WjRo0cPQ0RERHVMIeShJs3b2LEiBHIy8uzGtAoiiL279+PCxcuYMeOHfD09HSooURERFSzHEoSUlJScP36dQBAhw4d0K5dOzRo0AD5+fn4/vvvkZmZiYyMDHz00Ud44403JGkwERER1QyHkoRvvvkGgiBg5syZGDNmjNX+Dz74AH/7299w4MABJglERES1jEPTMl+9ehVKpRIvvfSSzf2vv/46XFxckJ2d7chpiIiISAYO9SQoFAro9XrodDooldZV1dWJl+69ruLi4ho9t0lfAhNcJalH0Dm+vKmz1mXSl9UhVaykrMvZYiVlXYy7PHUxVvbVAzjna7S4WPvAMoIAaLUqFBdrUdWP13s/syrzGe1QkhAREYFff/0VCQkJmDt3Llxd/wiUTqfDkiVLYDQa0axZM0dO43TuDXKXjq1kbAkREdUV7dbU7PmKi4uhVqsfWMahJGHgwIFIT0/H559/joMHD6Jt27Zo2LAhCgoK8PPPP+POnTsQBAHPPPOMI6chIiIiGQiiA/cEdDodXn75Zfz4449WCz+VV9uhQwds2bLFopehtjOZTLhx4wYAwMPDo0qLXhEREdU0URTNveF+fn5QKB48NNGhJAEASkpKkJiYiL///e/Qav+4n+Lp6Yk///nPmDJlCtzd3R05BREREcnA7iRBq9XanBjJaDQiMzMThYWF8Pb2RkREBFxcXCRrKBEREdUsu5OEDh06oG/fvnjuuefQo0ePh3ZVEBERUe1kd5LQunVr8z14X19fDBw4EM899xyio6OrpYFEREQkD7uThMcffxy3b9/+o4L/JgzNmjXD4MGD8eyzzyIkJETaVhLVQaIoctAr1Rt8vddOdicJJpMJp0+fxqFDh/D1118jJyfnj8oEAYIgoGPHjhgyZAj69+8PLy8vyRtNVJeYTCbetqsBxcXF+Pbbb9G3b9869bRVbVGeJPD1Xrs4/HTDuXPncOjQIRw6dAjnzp37o2JBgEqlQu/evfHcc8/hySefdLixJB2TyQSTyWRzpkyqPsXFxdi1axdycnLQuHFjPPPMMwgMDOQfzmpWVFSEvn37YtiwYZg5c6bczak37t69i+3btyM7OxtqtRovvvgiQkJC+HqvRRxOEu6Vk5ODgwcP4ttvv8X3338PnU4HoGz65vT0dKlOQw4qLi7GjBkzMHToUPTs2RMqlUruJtULRUVFeP755+Hv74/r169Dq9UiMDAQKSkpaNy4sdzNq7OKiorM46ZWrlwpd3PqjaKiIvz5z39G48aNUVBQgLy8PIiiiM8//xxNmzaVu3lUSZKmciEhIRgzZgwWLVqEqVOnIiAgAEDdXcOhttqyZQsOHTqE5cuX47vvvoPRaJS7SXWeTqfDhAkT0LZtW6xbtw579+7Fm2++iWvXruGHH34wl+N7RVpFRUV49tln0bZtW3OCYOv1zrhLS6/XY9q0aWjVqhXWr1+PXbt2YfHixfD09MTy5cuh1+vlbiJVkmRJwrlz57B69Wo899xz6Nu3LxISEnD9+nUAgLe3t1SnIQnk5ubiscceg4+PD2bNmoV//vOfMBgMcjerTktPT0dBQQFef/11eHp6QqlUYujQoWjYsCGAst6du3fvQhAEfmBJpKSkBAMHDkR0dDRWrVoFoCxZK5+/JT8/H1euXEFRURHjLrFr164hOzsbzz//PBo0aAAXFxf06dMHXbt2xblz52AymeRuIlWSQ0nC6dOnkZCQgCeffBJDhw5FcnIyfvvtN4iiCBcXF/Tt2xerVq3CsWPHpGovSeDmzZvo06cPli1bhsDAQLzzzjs4deoUE4VqdO3aNVy8eNHiW6zJZIJOp8OGDRswaNAg/OUvf8GZM2fMg7vIMb/++itu3boFFxcXmEwmiKIIV1dXGI1GzJgxA7GxsRg6dCj+8pe/4IcffmDcJVRYWAiNRoPS0lIAMPccPP7449BqtSgoKJCxdWQPu5OEb7/9FvPmzUO3bt3w8ssvY/PmzcjOzoYoihBFER06dMC7776L48ePIykpCU8//TRHEjuJ8j+U7u7u8Pf3R0hICBISEtCkSZMHJgr8huW4Dh06wMPDA8nJyTh16hQ0Gg1GjBiBRo0aYcSIERg9ejQaNGiA2NhYZGRkcFCXBKKjo5GUlISTJ0/izTffND9+N3r0aGRnZ+O5557DSy+9BBcXF7z66qvIyspi3CXStGlT+Pj4mMellY97MplMFtP3k/Or8mRK9x7WtGlTPPfcc3juuec4IMXJmEwm8zek8m5Wg8EAo9EINzc3iKKI33//He+88w5yc3OxaNEidOnSxfymvn37trlLnCrPVtx37dqFZcuWwWAwoFGjRlAqldiyZQt8fX0BAD/++COmTZuGNm3a4P3334dKpeJz5VVw78h5k8mEY8eOYfr06Xj88cfxxBNP4MyZM5g9e7Y57v/85z8xbdo0DBw4ELNnzzY/yk2VZzQaUVhYCEEQ0KBBA7i6uiIvLw/+/v4A/nj8cefOnXj//fexe/dui8G6586dQ3h4OBo0aCDXJVAFqvT8myiKaNiwIQYMGIDBgwejY8eOUreLJFBUVIT58+cjPz8f165dw3PPPYfu3bsjOjoaSqXS/Me0ZcuWWLx4Md555x3MmTMHixYtQo8ePbB06VLs378fBw4c4AeWHWzFvU+fPhgyZAieeuop3L59GykpKSguLoavry/0ej1UKhXat2+P8PBwlJSUsPetCu7evYvc3Fw0a9YMRqMRLi4uUCgU6NGjB5YtW4a5c+fiu+++w5QpU9CoUSPzB1fXrl3h6+uL27dvsyehCoqKivDOO+8gOzsbOTk5eOaZZzB8+HC0atXKXKY8WS4oKIBarYaPj49537Jly7Br1y6kpaUxSXBCdr8jnnrqKaxZswbHjx9HfHw8EwQnpdVqMWTIENy+fRtdu3ZFhw4dsH37dkybNg1fffUVgLJHU8vvwbZs2RKLFi1CYGAg4uPjMWXKFOzYsQOJiYlwdXVlglBJtuK+bds2vPnmm9i7dy88PT0RHByM7Oxs3Lp1C0BZV2z5bR61Wo3Q0FAYjUbe5rGDTqfD4MGD0b9/f5w7dw4uLi7m8R8KhQLdu3fHX//6V3Ts2BFPPfWUubdAr9ejpKQEAQEBiIyMBMDba/YoLi7G8OHDYTAYMGzYMPTr1w+fffYZNm/ejDt37pjLlfemmUwmc08mAKxatQoff/wx1q5da5E4kBMRqU5avHix+PLLL1tsO3DggPjSSy+J//M//yPu3r3bvN1oNJr/ffnyZbFDhw5i586dxfT09Bprb13xsLjv2rVLFEVR/OSTT8SoqChxxYoVoiiK4vXr18XExETx0UcfFX///fcab3dtd+fOHbFv375it27dxE6dOom//PKLKIqiaDAYzGUMBoNYUlIiiqIoFhUViaIoisXFxeLKlSvFLl26iFlZWTXf8Fpu6dKl4ujRoy22rVixQmzfvr148eJFq/Lbt28Xu3XrJhoMBnH16tVidHS0+PPPP9dQa6kqON1eHXX16lWEhoYCKPuW5erqiqeffhr+/v5ITk7GzJkz4erqin79+kGhUFjcMxRFEdu3b0fLli1lvora52Fxnz17Nry8vDBkyBD8+OOPWL9+PbZv344mTZqgsLAQmzZtQvPmzWW+itonPT0dRUVFmDNnDj766COMHj0amzdvxiOPPGK+9VD+k5eXh7Vr1+Ls2bPw8PBARkYGNm7ciPDwcLkvo9bJzs42r9VT/nofPnw4PvzwQ5w5c8Y8Rq3870tAQABcXV0xffp0HDp0CB9//DHatm0r5yXQQzBJqKMEQcAvv/wCAHB1dYXBYIBSqUTHjh0xadIklJaWYvny5QgODkZ0dDQEQcD27duRlJSEL774gglCFT0s7iUlJVi8eDFSUlIwZ84cPP/88zhx4gTCw8Px6KOPmhMMsk9paSk8PDzw9NNPo2HDhli+fLlFonD/NMDNmzdHXl4e2rZti/j4eCYIVVRQUACNRgPgjycY/P394ebmZn78EfhjIcBHH30UeXl52L9/P7744gu0adOm5htN9pG5J4MkZjKZRFEUxT179ohPPPGE+Le//c28T6/Xm/998OBBsUePHuLKlSvN2zIzM8ULFy7UXGPrEHvi3r17d/GDDz6o8TbWdWlpaeZ/f/vtt+Jzzz1ncevh3t8DOab89b5lyxZx27Zt5u16vV68c+eO2KlTJ4vfx70+++wzUaPR1EQzSQIcylvHlGfsPXr0QMuWLbFjxw7s2bMHAKBUKs0D5J588kn07dsXu3fvNg+Si4iIQIsWLWRre21mT9yffPJJ7Nmzh9NhS6R88O2AAQPMgw579uyJqVOnIiQkBKNHj8Yvv/xiXszs008/xffffy9be+uC8tf7iy++iJEjR5q3K5VKCIIAo9Fo9aTI+vXr8d133+FPf/oTmjVrVpPNJQcwSaiDTCYTGjZsiISEBIiiiJUrV+LLL78EUPYmLp/gpFWrVmjYsKH5mX5yjL1xFzmKXhLlH0blTyyUJw33JgpjxoxBZmYmUlJSkJCQwJH0ErG1iqzBYIBCobB4nHHVqlVITEzknCu1EJOEOkihUMBoNKJJkybYtm0bDAYDEhMTkZKSAgDmZ/AzMjLg6+vLqWglYm/c2ZNQPcoH4gJ/JArNmjXDwIEDkZycjK1bt3JwaDUqKSlBaWkp3N3dAQArV67Ehg0b8Pnnn6N169Yyt47sJelS0VTzykduA7AanFW+7+rVq5gxYwY0Gg1CQkLQuXNnXLt2DV9//TU++eQTvnGrgHGXx4Pifr9790+ZMgUnT57EJ598wltqVVDZuJtMJhQUFGDAgAFYsWIFfv75ZyQnJ/MphlqMSUIdsXTpUsTExOCxxx6zeBOXv7kLCgpw+PBhfPXVVyguLkaTJk0wfvx4PsXgIMZdHhXF3ZbExER8+OGH+Oyzzzia3kGVjfvw4cNx7tw5GI1GfPzxx4iOjq7hlpJU+AhkHVBQUICPPvoId+/exWOPPWbxxi1fAc/HxwfDhg3DsGHDAFh+M6CqYdzl8aC43y8rKws//PADtm/fzgTBQZWJe/n4pujoaFy9ehUpKSkW0zNT7cMxCbWcKIrw8fHBpEmTcPToUZw5c8aqTPmb+d5OI35QOYZxl0dl4n6vkJAQJCcno127djXUwrqpsnFXKBQQBAGTJk3Cjh07mCDUAUwSapn7B7uVP5XQq1cv3L17F//6178AwOZgRD7BUHWMuzwciTtQNsGPWq2u3kbWQY7EvbwHrUmTJtXfUKp2TBJqmfJvohcvXrT4htquXTv8+c9/RkpKCi5fvszV7CTGuMuDcZeHI3Hn76Ju4W+zFkpKSkK/fv0wb948HDlyxLx90KBBCAgIwL59+yCKIh9tlBjjLg/GXR6MOwF8uqFWuH8U8aVLl7Bv3z58+eWXyMnJwdNPP40XXngBjz76KBYtWoRvv/0W+/btg4uLi3lhFbIf4y4Pxl0ejDvZwiTByd07Gv7ixYsoKipCZGQkGjRogJycHPzzn//EmjVroFQq0bZtW4waNQpvvvkmXnrpJbz++usyt772YtzlwbjLg3GnijBJcGL3vnHfeecdnDlzBllZWQgICMCoUaMwZMgQ+Pn5oaCgAPv27UNqaiqysrJQWFiI3r17Y+XKlXBzc5P5Kmofxl0ejLs8GHd6ECYJtcDkyZORmZmJuLg4qFQqpKam4tChQ3j++efx6quvIjQ01Nzd9+mnn+Jf//oXJk6cyJnlHMS4y4NxlwfjTjZV3wKTVFVGo9H87z179oj9+vUTMzIyLMq89957Ytu2bcXVq1eLxcXFosFgMO8rLS2tsbbWJYy7PBh3eTDuVBl8usFJlJSU4MMPP8TNmzehUCjMI4ZzcnIgiiKCgoIAAHq9HgAwb9489OvXD9u3b0dhYaF58BDwx0JC9HCMuzwYd3kw7mQvJglO4tNPP8WGDRuwYcMG5OfnW6xkp9VqkZGRAaBscpjyJYfffvtt3LlzBydPngTASXuqgnGXB+MuD8ad7MUkwUmMGTMGzz//PI4fP47169cjPz8fgiCgV69eKCgowObNm5GbmwugLIMXRRFarRbBwcEIDQ2VufW1F+MuD8ZdHow72YsLPDmB8tHFU6dOhdFoxNGjRyGKIsaPH4/WrVtjzpw5WLhwIVQqFcaNG4fmzZtDEASkpaVBoVAgLCxM7kuolRh3eTDu8mDcqSqYJMjMZDLBxcUFer0eKpUKM2bMAAAcPXoUAPD666/jxRdfhMFgQEJCAn7++WcEBARArVbjxIkT2LJlCwIDA+W8hFqJcZcH4y4Pxp2qio9AyqCkpARHjhxBVFQUwsLCoFKprMosXboU3377LXr27InXXnsNjRo1wg8//IDPPvsMBQUFCA0NxfDhw9G8eXMZrqB2YtzlwbjLg3EnKTBJqGE6nQ6jRo3Cf/7zH7i6uqJz587w9/dH37590a5dO3h6eppXrVu5ciX27duHnj17Yvz48fD390dpaSnc3NwsJkChh2Pc5cG4y4NxJ6nwdkMNu3v3LiIiInD79m24ubnhsccew5EjR7Bo0SIUFBTgkUceQbt27fDEE09g7NixKCwsxK+//ooPP/wQ48ePh6+vLwCutGYvxl0ejLs8GHeSCnsSZHDjxg2sXbsWv/zyC3r27IlJkyZBq9XiwIED0Gg0+Oqrr1BUVAQ3Nzc0adIEZ8+ehcFgwKuvvorJkyfzjVtFjLs8GHd5MO4kBSYJMrl+/TrWr1+P48ePY8CAAZgyZYp5X2lpKQoKCrB//37cvHkTaWlpEAQB69evR2RkpIytrv0Yd3kw7vJg3MlRTBJklJeXh3Xr1uHUqVPo27cv4uLiAMDqPuDNmzehVCrRsGFDuZpapzDu8mDc5cG4kyM4JkFG/v7+eO211wAAX3/9NQAgLi4OLi4uMBgMUCrLfj2NGzeWrY11EeMuD8ZdHow7OYJJgswqegMrlUqYTCbeF6wmjLs8GHd5MO5UVUwSnMC9b+BvvvkGd+/exTvvvMM3bjVj3OXBuMuDcaeqYJLgJPz9/fH6669Dq9Xip59+Qn5+vvkxJKo+jLs8GHd5MO5kLw5cdDI3b96EKIrw8/OTuyn1CuMuD8ZdHow7VRaTBCIiIrKJN6OIiIjIJiYJREREZBOTBCIiIrKJSQIRERHZxCSBiIiIbGKSQERERDYxSSAiIiKbmCQQERGRTUwSiIiIyCYmCURERGTT/wO21D958jKfKgAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#mpf.plot(tdf,type='renko',volume=True,style='blueskies')\n", + "#s = mpf.make_mpf_style(base_mpf_style='default',facecolor='#b4c0d4')\n", + "mpf.plot(df,type='hollow_candle',style='kenan',volume=True,figscale=0.75)#,style=s)\n", + "\n", + "m = mpf.make_marketcolors(base_mpf_style='default',up='k',down='r',hollow='w',wick=dict(up='k',down='r'))\n", + "s = mpf.make_mpf_style(base_mpf_style='default',marketcolors=m)\n", + "mpf.plot(df,type='hollow_candle',volume=True,style=s,figscale=0.75)\n", + "\n", + "m = mpf.make_marketcolors(base_mpf_style='default',wick=dict(up='w',down='k'))\n", + "s = mpf.make_mpf_style(base_mpf_style='default',marketcolors=m,facecolor='#bfcbdf')\n", + "mpf.plot(df,type='hollow_candle',volume=True,style=s,figscale=0.75,)\n", + "\n", + "m = mpf.make_marketcolors(base_mpf_style='default',wick=dict(up='w',down='k'))\n", + "s = mpf.make_mpf_style(base_mpf_style='default',marketcolors=m,facecolor='#b4c0d4')\n", + "mpf.plot(df,type='hollow_candle',volume=True,style=s,figscale=0.75,)\n", + "\n", + "m = mpf.make_marketcolors(base_mpf_style='checkers',volume={'up':'#1f77b4', 'down':'#1f77b4'})\n", + "s = mpf.make_mpf_style(base_mpf_style='default',marketcolors=m)\n", + "mpf.plot(df,type='hollow_candle',volume=True,style=s,figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "#tdf" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "m = mpf.make_marketcolors(base_mpf_style='checkers',volume={'up':'#1f77b4', 'down':'#1f77b4'})\n", + "s = mpf.make_mpf_style(base_mpf_style='default',marketcolors=m)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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    " + ], + "text/plain": [ + " Open Close\n", + "Date \n", + "2019-11-01 3050.72 3066.91\n", + "2019-11-04 3078.96 3078.27\n", + "2019-11-05 3080.80 3074.62\n", + "2019-11-06 3075.10 3076.78\n", + "2019-11-07 3087.02 3085.18\n", + "2019-11-08 3081.25 3093.08\n", + "2019-11-11 3080.33 3087.01\n", + "2019-11-12 3089.28 3091.84\n", + "2019-11-13 3084.18 3094.04\n", + "2019-11-14 3090.75 3096.63\n", + "2019-11-15 3107.92 3120.46\n", + "2019-11-18 3117.91 3122.03\n", + "2019-11-19 3127.45 3120.18\n", + "2019-11-20 3114.66 3108.46\n", + "2019-11-21 3108.49 3103.54\n", + "2019-11-22 3111.41 3110.29\n", + "2019-11-25 3117.44 3133.64\n", + "2019-11-26 3134.85 3140.52\n", + "2019-11-27 3145.49 3153.63\n", + "2019-11-29 3147.18 3140.98" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[['Open','Close']]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/figsubplot_tests.ipynb b/examples/scratch_pad/figsubplot_tests.ipynb new file mode 100644 index 00000000..0d353567 --- /dev/null +++ b/examples/scratch_pad/figsubplot_tests.ipynb @@ -0,0 +1,294 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# import matplotlib.pyplot as plt\n", + "\n", + "# fig = plt.gcf()\n", + "# type(fig)\n", + "# id(fig)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# from IPython.core.interactiveshell import InteractiveShell\n", + "# InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# import matplotlib.pyplot as plt\n", + "\n", + "# fig = plt.figure()\n", + "# type(fig)\n", + "# id(fig)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# plt.get_fignums()\n", + "\n", + "# import matplotlib\n", + "# figs = [manager.canvas.figure for manager in matplotlib._pylab_helpers.Gcf.get_all_fig_managers()]\n", + "# print('figs=',figs)\n", + "\n", + "# figs = list(map(plt.figure, plt.get_fignums()))\n", + "# figs" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import random" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def make_xy():\n", + " xs = [x for x in range(10)]\n", + " ys = [random.randrange(1,19) for x in range(10)]\n", + " return xs, ys" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "plt.ioff()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x,y = make_xy()\n", + "plt.plot(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "ax1 = plt.subplot2grid((12,2), (0,0), rowspan=3, fig=fig)\n", + "ax2 = plt.subplot2grid((6,2), (2,0), rowspan=2,colspan=2, fig=fig)\n", + "ax3 = plt.subplot2grid((6,2), (0,1), rowspan=2,colspan=2, fig=fig)\n", + "ax4 = plt.subplot2grid((6,2), (4,0), rowspan=1, fig=fig)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x,y = make_xy();ax1.plot(x,y)\n", + "x,y = make_xy();ax2.plot(x,y)\n", + "x,y = make_xy();ax3.plot(x,y)\n", + "x,y = make_xy();ax4.plot(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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4YKOjnJGLi+KGGbFsLah1ylXPYy0dvJVVwoKUKIf/uxb2IwM1e2ScmPc0a3TI9762YIqZXWUN5FfJKp3oP4csoABGBHiy4s50fnrxGN7JLWPe05uH1dRoZ1fRcJzN+TUsTIl2itWQH06Nwc1VsXKH861CvbGtiLZOC3fOSTA6inAgMlCzR0Z+DRH+HowK8/3e1+YnR+Gi4J0cOY0n+s9hCygAVxfFTy8ey4o702np6GLhc1t4besRtJamSEf3Tk45WuOwV999V5ifB5dOGMHbWaW0dXYbHafP2jq7eXXrEc4fFyabAYvv6R2oeWyYDtS0WDRbD9cya1ToKYf4hvt7MntMGGtzyrBIs73oJ4cuoHrNHBXCxvvncM6oEB56dw93v5FNQ2un0bHEaWitWZ1dSlpcEHEhzrNdyOIZcTQc7+S9nRVGR+mzd3PLqGnuYKmsPolTSOkdqFkyPE/jHTjaRG1LB+eMPv3VqAtToiirP05m0fD8OxID5xQFFECIrwcv3TKN/3dFIp/sO8oVf9807M/tO6qenoJmrplq7MbB/ZWeEExCmA8rthcZHaVPLBbNC5sKSYr0Z+ao7/d3iB5KqZeUUlVKqd0nfS5YKfWxUurQiV+DjMxoK5OjA3oGahYNz9N4Gfmn73/qdemEEXi7u0ozueg3pymgoKfZd+m5o3jrxzNRCq77x1b+8eVhWXp1MKuzSnE3uXDFpEijo/SLUoobpseSXVzP3vJGo+Oc1ZcHq8mvambpuQkOs8egg3oFuOw7n3sQ+FRrPQb49MSfhxxvdxPjI/2G7ZvNjPwaEkJ9iAw4/RR+b3cTl04YwXs7y53q9L0wnlMVUL1SYoN47/45XDIhgsff389tr3xNTbMMQ3MEHV0W1uWVc0lSBAFebkbH6bdrp0bjbnLhzR2Ovwq17KsCIgM8uXKycxWq9qa1/gqo+86nrwJePfH7V4EFdg1lR8N1oGZnt4UdhXXfG19wKgtSzDS2dfHFgaG9sfhAfL6/in9+edjoGA7JKQsogAAvN569IZXfLpjI1oJarvjbJracuFxVGOfzA1Uca+3kmlTnOn3XK9DbnbmTI1mbXUazA4/O2F3WwNaCWm6bFY+bbNMyEBFa695mt0rglLssK6WWKqUylVKZ1dXV9ktnRcN1oGZeST0tHd1nPH3Xa9aoEML8PFiTLafxTvbRnkqWvJbJH97fz5GaFqPjOJyzPvM6cv+AUoob0+N4555Z+HqaWLx8O3/5+CBd3c69JYczW5NdSqivB3OceAuRxTPiaOnoZl2u417a/MKmAnw9TCyaHmt0FKeney7rPeXyjNZ6mdY6TWudFhYWZudk1jFcB2pm5NeiFKQnnL2AMrm6MD85is8PVFHfOjyvWPyuLw9Wc++bOYyJ8EMpeCdXisvv6stb11dw8P6BpCh/1t87m6tTovn7p4e4Yfl2KhvajIw0LB1r6eCz/VUsmBLl1JvXpsYGkjjCjxXbixxyZEZ5/XE27Kxg0bQY/D2d7zSpgziqlIoEOPHrkD13ExPsRYiP+7CbB5VxuIaJUQEEerv36fYLU8x0dmve2+U8V+HaytbDtSx9LZPR4b6sWpLOzIQQ1uaUOeTzoZHO+irnLP0DPh4m/nxdMn+5LpndZQ1c/rev+Gz/UaNjAdDVbRkWP3jrd5bT2a252klP3/VSSrE4PY495Y3klTre8NaXMwoBuG32SIOTOLV1wC0nfn8L8K6BWWzq24Gaw2cFqrWji5ziY5zTh9N3vSZE+TMm3Je1w/w0XlbRMe549Wtig715/Y7pBHi7sTDFTFFtKzklw6sIP5uBLhP0qX/ACFenRrP+vtmMCPDi9lcy+e2GvXR02feUXmNbJ5/tP8ofNu7jqmc2M+7/PmD5pkK7ZjDC6qxSxkf6kxTlb3SUQVswJQpvd1dWbHOsZvLGtk5W7ijhykmRmANPf2WR+JZSaiWwFRinlCpVSt0BPA78QCl1CLj4xJ+HrNS4QAqG0UDNHYV1dHZrZo3qeyuBUooFKWYyi45RXNtqw3SOa1dpA7e+tINwPw9W3DmDEF8PAC6bOAIPkwvvyKiH/zDo8yxn6h8AY5owR4X5svaec7h5ZhzLNxfyw39ssel/iPrWDj7aU8ljG/Yy9+lNTHn0I25/JZOXM47gbnJhfKQff/3k4JA+rZhf1UReaYPTTB4/Gz9PN66aYmb9znIajjvO0NZ/7Sihub2LJTI4s8+01tdrrSO11m5a62it9Yta61qt9UVa6zFa64u11t9dZR9SevughstAzS2Ha3F3den33pALUnqev94dhv0++ysbueml7fh7ubFiSTrh/p7ffM3P041LJoxgfV653RckHNlAC6g+9w8Y1YTp6ebKb66ayD9uTKWgpoUr/76JDTut0xRc29zO+7sqeGTdHi576itSHvuYpa9n8ca2Inw9TNx34RjeXDKDnY9cwls/PofnbphKl0XzxAf7rXJ8R7Q6uwxXF8X8KVFGR7GaxTNiaeu0sDa71OgoQM9l2S9nFJKeEMyk6ACj4wgnMtwGambk15AaF4iXu2u/vs8c6MWMkcHDrt/ncHUzNy7fjofJhZVL0k+5ur0wJYpjrZ18ddA5r0a1BdMAv6+3f+BxHLx/4LKJkUyICuD+VTnc+2YOWw7X8tDcJDzd+v4fq6qpje0FdWwvrGV7QR2HqpoB8HJzZWpcEFdOimRGQgjJMQF4mL5/v7Eh3iyZM5JnPz/MjTPjvnk3OFR0WzTv5JRx7phQwv08z/4NTmKiOYDkmEBWbC/mlnPiDR9WuXFXBeUNbTy2YKKhOYTzGU4DNY+1dLC3opGfXzx2QN+/MMXMg2t2sbO0geSYQCunczzFta0sfmE7ACvuTCc2xPuUt5szJowQH3fW5pRxcZLDdO0Y6qwF1In+gfOBUKVUKfAwPYXTv0/0EhQB19ky5GDFBHvz77tm8qePDvDPLwvILjrGMzekMDr81JuvVja0sb2wlm0FdWwvqKXgxPwLH3dX0uKDWZhqZsbIECaZA3A39W0R757zR/N2VimPrtvD2ntm4eIydCZHbyuopaKhjf+5crzRUaxu8YxYfvX2Tr4+cozpI/t3OsCatNa8sKmAUWE+XDAu3LAcwnmlxgaxOquUbovGdQg9/3zX1oJatOaM+9+dyeWTInlo3R7W5pQN+QKqvP4417+wjbaublYtTWd0uO9pb+vm6sK85Cje3FFMY1unXAFMHwoorfX1p/nSRVbOYlNuri78+vLxzEwI4Rf/zmPe0xk8etUEfjg1mrL649+uMBXWUXSiX8rP08T0+GAWTY9hxsgQJkT5D/jyfB8PEw9ensjP/pXH6uxSfpgWY82HZ6jVWaX4eZq4ePzQe1cyb3IUj23Yy4rtRYYWUNsK6thd1sgfrp40pIpvYT8psYG8trWIg0ebGB/p/Bd6nE5Gfg2+HiaSB3iaO8DLjYvHh7M+r5z/uXL8kB1UW9XYxg0vbKPxeCdvLkknccTZfyYWpJh5ZcsRPthVyXXThs5r2EAN9BSe0zp/XDgbH5jDT1fl8qu3d/LEBwe+2QYmwMuN6SODuSk9jvSEEMZH+lv1ndpVyWZe21rEHz84wGUTR+A3BCr4lvYu3t9dyYIUc79OizoLL3dXrkmN5s3txTw0t/2bq1Ls7YVNBYT6urMwZWg06Qv7O3mg5lAvoNITggc1i27BFDMbd1Wy+VANFyQOvRXf2uZ2Fi/fTlVTO6/fMb3PPZXJ0QGMDPVhTU6pFFA48VYugxHh78kbd87g15cnkp4QzCPzknj/gTnk/N8PeOHmNO6ck8BEc4DVl7ldXBSPzJtATXM7z3yeb9X7Nsr7uys53tk9ZK6+O5UbZsTS0W3h7Sxjmsnzq5r4bH8VN6XHD8kiVdhHbLA3IT7uQ7qRvKz+OEdqWzmnH+MLTuX8ceEEeruxZghett/Q2slNL+6guK6VF2+ZxtS4vq+sK6VYmGJmW0EdZfXHbZjSOQzLAgrA1UVx13mjeOaGVG6dNZLxkf52OTWSHBPItVOjeWlzIYVDYG+hNdmlxIV4MzVuaDXGn2xshB/T44N5c0cxFgM2ZF2+qRAPkws3psu2LWLghsNAzYz8nv1Q+7KB8Jm4m1yYOzmSj/ZU0tTmOGNMBquprZObX95BflUzy25OY+aovg8a7bVgSs+bZUfe6spehm0BZaRfXTYOd1cXfvfeXqOjDEpZ/XG2FtRydUq04Veo2dri9FiKalvJsPOG1dVN7azJKePaqdGGnT4UQ8dQH6i5Jb+GUF8Pxkacvhm6rxamRNPeZeHDPY6xo8VgtXZ0cccrmewpa+CZG1I4b+zAxgrFhniTFhfE2pzSYTXq4VSkgDJAuJ8n9100hk/2VfGlE8/UeCenDK3h6iF8+q7XZRNHEOzjzoptxXY97utbj9DZbeEO2bZFWEFvH1TuENySQ2tNxuFazhkVYpU3dKmxgcQGe7M2xzHmwA1GW2c3S1/LIrOojr/+aAqXTBgxqPtbkGLm4NFm9lY0Wimhc5ICyiC3zYonPsSbxzbspbPb+Sa7aq1ZnVXK9JHBxASfem7IUOJhcuWHU6P5eN9RjjbaZ6L88Y5uXt9WxMXjI0gIG/w7aiG+Gag5BE/jHapqprqpnVn92P/uTHq3dtlyuNapd5Ho6LJwz4psNufX8MS1ycxLHvyw4ysnReLmqob91i5SQBnEw+TK/16ZRH5VM69vdaz91voit6SegpoWrnXyjYP74/rpsXRbNP/6usQux3s7u5RjrZ2ybYuwGm93E4kjhuZATWv1P51sYYoZrZ13a5eubgsPrMrhs/1V/HbBRK6dap3n6yAfdy4YF867ueV0G9AX6iikgDLQRePDmTMmlL9+cpDaE6MUnMXq7FI83Vy4fNLgloKdSXyoD3PGhLJyRzFdNl417LZoXtpcSHJMINPih26DvrC/1Nggcovrh9wLX0Z+LXEh3kQHWW9FfGSoD1NiAlnrhCst3RbNf72Vx/u7K/m/uUncmB5n1ftfmGKmqqmdLXbuC3UkUkAZSCnFw/OSaO3o5s8fHzQ6Tp+1d3WzPq+CSycMjVlW/bF4RiwVDW18ccC2vWuf7DtKYU0LS+aMHPIN+sK+UuMCaeno5uDRJqOjWE1Xt4XtBbWDHl9wKgtTzOyvbGKfE/X7WCya/1m7i3dyy/nlpeNs0kN5QWI4fp4m1mY7X3FpLVJAGWx0uB83z4xj5Y5i9pQ3GB2nTz7bV0XD8U6uHkan73pdND6CcD8PVmy37WnX5ZsKiA7y4rJBNnsK8V0nD9QcKnaVNdDU3mW1/qeTzZ0cicnFefp9tNb8ZsNeVn1dwr0XjOYnF4y2yXE83VyZOzmSD/ZU0trRZZNjODopoBzATy8aS5C3O4+u3+sUl4Wuzi4j3M+D2VbsNXAWbq4uLJoWwxcHqyk91mqTY+QUH+PrI8e4fdbIQU1TFuJUhuJAzS2HawGYmWD9AirE14PzxoY5Rb+P1prHP9jPK1uOcOfskfzikoFtqNxXC6aYae3o5uO9Q2PUQ3/Js7MDCPB24xeXjGVHYR0bd1UaHeeMapvb+eJAFQtTzEN6Q9Iz+dH0WBSwaodtmsmXbyrE39MkWyUIm/hmoGbJ0FmB2nyohqRIf5vNSluYaqaysY3tBbU2uX9r+dunh/jnlwXcmB7L/1w53uan/6fFB2MO9GLNMD2NJwWUg1g0LZbxkf78fuM+jnd0Gx3ntNblldNl0cPy9F0vc6AXFyaGs+rrEquPoCipa+X93RXcMCMOX49ht1WlsJOU2EAKqluob3X+gZptnd1kFR+zyem7XhePj8DXw+TQW7v848vDPPXJIa6dGs1v5k+0S++ki4tiQUoUmw5VU93kXBdCWYMUUA7C1UXxyLwkyuqPs+yrAqPjnFJJXSsvfFXARLM/40b4GR3HUDfMiKWmud3qS9cvbi7E1UVx6znxVr1fIU7W2weVU+z8p/Eyjxyjo8vCOTZsKfB0c+XyiSP4YHelQ77BfXXLER5/fz9zJ0fyx2sm22Vbsl4LU8xYNKzPG35bu0gB5UBmJIRw5eRInv8y3+E2aiyubWXRsm00t3fxh4WTjY5juPPGhmMO9LJqM3lDayf/zixhXnIUIwI8rXa/QnxXciO18yEAACAASURBVMzQGaiZcbgGk4tienzfN8UdiIWpZprbu/h4n2P1+6zaUczD6/ZwSVIEf/3RFLu3VowO92OSOcApRz0MlhRQDubXlyeiNTz+/n6jo3zjSE0Li5ZtpaWjizeXpDMpOsDoSIZzdVFcPz2GjPxaCqqbrXKfK3YU0drRLYMzhc0NpYGaW/JrSIkNxMfGp7zTR4YQGeDpUFfjvZNTxq/X7uK8sWE8fUMKbgZddLIgxcyusgbyqxx7NIbWmuJa6138IwWUg4kO8ubH541ifV45OwrrjI5DQXUzi5Zt43hnN2/emc5EsxRPva5Li8Hkoli5Y/D743V0WXgl4whzxoQyPtLfCumEOLOhMFCzobWTnWUNNpn/9F0uLor5U6L48mC1Qww+fn9XBb94K4/0kSH886apeJhcDcsyPzkKVxfl8KtQG3ZWcOGfv7DaGwcpoBzQj88bRVSAJ4+u32Pok1t+VU/x1NltYeXSdJKi5IX9ZOH+nlwyIYK3skpp6xxcX8S6vHKqmtpl9UnYTe9AzUMOvmpwJlsLatEaZo+xz0iVq1Oi6bZow/t9Ptt/lPtX5TAlJpDlt6Th6WZc8QQQdmKszTs55VgctCA/3tHNHzbuY2yEH8nRgVa5TymgHJCXuyu/vmI8e8obeSvTPvuufdeho00sWrYNi9asXJpO4ggpnk5l8Yw46ls7eX93xYDvQ2vN8k0FJI7wY46dXgiESIk5MVDTiedBbTlcg7e7q9VeEM9m3Ag/xkf6szbXuAJq86EafvxGNokj/Hn5tmk2P3XZVwtTzJTVHyezyDFPCy/7qoDyhjYenpdktT4xKaAc1NzJkUyPD+bJDw/QcLzTrsc+UNlTPCkFq5amMzZieF9xdyYzE0IYGerDim0DP4236VAN+yubuHNOgmzbIuwmLsSbYB93p+6DysivYfrIYNxN9nspuzrFTF5JvdV6H/tjR2EdS17LJCHUh9dun46/A22ldcmECLzdXVmbU2p0lO8prz/O81/mc+XkSGZYcdiqFFAOSinFQ/OSqGvt4OlPD9ntuPsqGrn+hW2YXBWrlqYzOlyKpzNxcVHcMD2WzKJj7K8c2F5ZL2wqINzPg/nJUVZOJ8TpKaVIjQ102gKqsqGNw9UtzLJD/9PJ5k+JQins3kyeW1LP7a98TVSgJ2/cOYMgH3e7Hv9svN1NXDZhBBt2Vgy6pcHaHn9/P1r3XKRlTVJAObCJ5gAWTYvhlS1HyK+y/bud3WUNXP/CNjxMLvxr6UxGhfna/JhDwTVTo3E3ufDm9v6vQu2raGTToRpunRVv13fRQgCkxAY57UDNLYdrADjHhgM0TyXC35NZo0JZm1tmt6239pQ3cPOL2wn2cWfFnemE2mji+mAtSDHT1NbFFweqjI7yja+P1LEur5y7zhtFdJC3Ve9bnrEd3C8uGYeXuyu/fW+vTY+zq7SBxcu34+3myqql6cSH+tj0eENJsI87V06KZE12GS3t/dtUc/mmQrzdXVk8Pc5G6YQ4PWceqLk5v4ZgH3fGG9CfuTDFTEndcbLs0O9z6GgTN724A18PE28umeHQM+JmjQ4lzM/DYbZ2sVg0j67fQ2SAJz8+z/oX6AyqgFJKHVFK7VJK5SqlMq0VSnwr1NeDBy4awxcHqvlsv20GuOWW1HPD8m34epj4110ziQuR4qm/Fs+Ipbm9q19X5xxtbGNdXhnXpcUQ4O04vQxi+OgdqJnjZKfxtNZsya9l5qgQu07d7nXpxBF4urnY/LL9wpoWbli+HZOL4s0l6VZfQbE2VxfFVclRfH6gyiFWNd/OKmV3WSMPXp6It7v1m+2tsQJ1gdZ6itY6zQr3JU7h5pnxJIT58NiGfXR0WXfvteziY9y0fDuB3m786650YoId+z+oo5oaF8S4CD/e7MdMqFe2HKHborl91kgbJhPi9L4dqOlcK1AFNS1UNrbZvf+pl6+HiUuSevp9rP2c3KukrpXFL2yj26JZcecMpzkrsDDVTGe3ZsPOgV+ZbA1NbZ088eEBpsYF2ay/VE7hOQF3kwsPzU2isKaFV7YUWu1+s4rquPnFHQT7uvOvpTMd/t2NI1NKsTg9lp2lDewsPfuLUUt7Fyu2FXHZxBHEhsjfuzBOSmwguSXONVBzS35P/5MtNxA+m4WpZhqOd/K5Dfp9KhvaWLx8O83tXbx+x3TGONGV0EmR/oyN8DV8Yvszn+dT09zOw/OSbHZ182ALKA18pJTKUkotPdUNlFJLlVKZSqnM6urqQR5u+Dp/XDgXJobz90/zrbLr9Y7CnuIpzM+Dfy2dSVSglxVSDm8LUsx4ubn2qZn835klNLZ1yeBMYbjU2CCa27ucaqBmRn4t5kAvYg1cMZ8zOpRQX3erFwrVTe3csHwbdS0dvHbHDCZEOdfuD0opFqSYySw6ZtVtU/qjsKaFlzYX8sOp0Uy24YywwRZQs7XWqcDlwE+UUud+9wZa62Va6zStdVpYWNggDze8/e+V42nv6ubJDwe3T97Ww7Xc8tIORgR48q+l6Q7dlOhM/D3dmJ8cxbu55TS2nX52V1e3hZcyCkmLCyLlRBOvEEbpbSR3loGa3RbNlsM1zBodYujcNJOrC/OSo/h0X5XVZvUda+ngphe3U1Hfxsu3TWNKjH0GhFrbgilmAN7JNWYV6nfv7cPd1YVfXjbOpscZVAGltS478WsVsBaYbo1Q4tQSwny5bdZI3soq7dNpolPJyK/htld2EB3kxcql6YT7S/FkTYvTYzne2X3Gd6Uf7jlKSd1xlpwrq0/CeM42UHNPeQONbV3MGm381P6FKWY6ui1s3DX4fp/Gtk5ufmkHBTUtLL8ljWnxwVZIaIyoQC/SE4J5J8d+ox56fXWwmk/2HeXeC8cQ7mfb17cBF1BKKR+llF/v74FLgN3WCiZO7b4LRxPi486j6/f2+wdz06Fqbn/la+KCfXqKJxv/cA1Hk6MDmWQOYMW24lP++2itWbapgPgQby4eH2FAQiH+U+9ATWe5Ei8jvxbALhsIn80kcwAJYT6Dvhqvpb2L217+mv2VjfzzxqkOURwO1sIUMwU1LewsbbDbMbu6LTy2YS9xId7cPjve5scbzApUBLBZKZUH7ADe01p/YJ1Y4nT8PN341aWJZBUdY10/Lpn/4kAVd7yaychQH95cMsNhB7ENBYtnxHLgaNMpZ8RkFh0jr6SeO+YkWG0/JiEGKyU2iMNOMlBzy+EaxkX4EeZn/HOYUoqrU8zsKKyjpG5g/T5tnd3c+WomuSX1/H1RChckhls5pTEunxSJu8n2ox5OtmJ7MYeqmvmfK8bjYbL9BssDLqC01gVa6+QTHxO01r+zZjBxetdOjWaSOYA/bNxPa8fZBzd+vr+Kpa9lMTrMl5VL0gmR4smm5iVH4edhYsUpmslf+KqAIG83rk2NNiCZ+C6ZZdcjJban1yanxLH7oNq7uvn6SJ3dp4+fyVUn+n3684a2V3tXN3e9nsW2wlr+cl0yl0+KtHY8w/h7uvGD8RGszyuns9s2ox5Odqylg798fJDZo0P5QZJ9VvdljIETcnFRPDI/icrGNp7/4vAZb/vJ3qMsfT2TcSP8eHOJ4+2fNBT5eJhYmGrmvV0V1LV8+46+sKaFj/cd5ab0OLzcbf/uSPTZsJ9llxwdiIuCHDtM1h6M7KJ62joths1/OpWYYG+mxQexJru0X20Vnd0W7nszhy8PVvPHqyd/U4gNJQtTzNS2dLDpkO2vwP/rJwdpbu/i/+babmzBd0kB5aSmxgWzYEoU//yq4LRLxx/sruTuFVkkRQXwxp0zCPSW4slebpgRS0eXhdVZ3+5M/uLmAtxcXbhpZrxxwYQ4BR8PE4kj/B1+oGZGfg2uLooZCY7VYL0wJZrD1S3sLuvbhuLdFs3P/53HR3uP8uj8CVw3LcbGCY1x7tgwgrzdWJvT/9W5/thf2cgb24pYPCOWcSPsNzNLCign9t+XJ+KqFL/fuO97X3t/VwX3vpnNRHMAr98xnQAv2SrEnhJH+JMWF8SbO4qxWDR1LR28lVnK1Slmh+jdEN844yy74TTHLjXO8QdqZhyuITk6AD9Px3o+u3JSJO6ufev3sVg0/716J+vzyvn15Yncck687QMaxN3kwtzJUXy0p5KmM4x2GQytNY9t2Iufpxs/u3isTY5xOlJAObHIAC9+csEo3t9d+c3O5AAbdpZz78ockmMCee326fg72JPNcLE4PZbCmha2FtTyxrYi2rss3DlHtm1xMGecZTec5tg5+kDNprZOdpY2OOQVagHeblyYGM66vHK6ztDvo7XmoXW7eTurlJ9dPJa7zhtlx5TGWJhqpr3Lwge7K21y/x/vPUpGfi0//8FYu7eoSAHl5O6ck0B0kBe/Wb+Xrm4L7+aWcf/KHKbGBvHq7dMd7p3acHL5xEgCvd14aXMhr209woWJ4YwOd54tGYYDmWX3rd6BmjkOehpve0Ed3RbtEOMLTmVBipma5nY259ec8utaa3733j7e2FbMj88bxf0XjbZzQmOkxAQSH+Jtk6Ga7V3d/Pa9fYyN8GXxjFir3//ZSAHl5DzdXPnfK8ezv7KJe9/M4Wf/ymX6yGBeuX0avh7W331a9J2nmys/nBrNp/urqGnukNUnByOz7P7TNwM1HbSRPONwDZ5uLqTGOeZ07gsSwwjwcjvtEN2/fHyQ5ZsLufWceP77snGGTlG3p96tXbYcrqWyoc2q9/3S5iMU17Xy0NwJmFztX85IATUEXDphBDMTQvhgTyUzR4Xw8q3T8XaX4skRXD+9513RRLM/MxMc59JrAcgsu/+glCIlJtBhJ5Jn5NcwLT7YLvN9BsLD5MqVkyP5cM9RWtr/c7zMs5/n8/Rn+Vw/Pcamm9s6qgVTzGgN71pxFaqqsY1nPjvED5IimD3GmFVJKaCGAKUUT1w7mV/8YCwv3jJNLpF3IAlhvjy2YCK/XTBp2D1pOjqZZfd9qXGOOVCzqqmNg0ebHbL/6WQLU8wc7+zmwz3f9vu8uLmQJz88wMIU87B9HogP9SElNtCqQzWf+PAAHd0W/ueK8Va7z/6SAmqIiAn25r6LxuDpJsWTo7kpPc5pNwUVw4ujDtTcerhn+xZHmv90KlNjg4gO8vqmUFixvYjHNuzlikkjePLaycN694GrU8zsr2xiX0XfRj2cSV5JPW9nlXL77JHEh/pYId3ASAElhBACcNyBmhn5NQR4uZEU5W90lDNycVEsTDGTkV/DP748zP++s5uLEsN56kcphvToOJIrJ0dhclFn3Gi9L7TWPLp+D6G+Htx7gbGN+MP7X1QIIcQ3egdqOtIKlNaajPxaZiaEOMUKzoIUMxYNj7+/n1mjQnl2cSruJnmpDfZx5/xxYbybWz6oWWPr8srJLq7nV5eNM/wqc/lXFUII8Y3UuEByi+uxOMhAzeK6VsrqjzPLgfa/O5NRYb6cNzaMOWNCWXbzVGmrOMnClGgqG9vYVlA7oO9v7ejiDxv3M8kc4BD7idr1Uq2srKwapVRRH28eCpx6oIZzGkqPRx6LY3LUxxJndADRdykxQbyxrWdXe3tui3E6vXOVHL2B/GQv3zoNFydYLbO3i8aH4+dhYm1O2YD+Pf/xxWEqG9t45oYUh/j7tWsBpbXu8yhfpVTmUNrccyg9HnksjmkoPRZhnNS4noGa2cXHHKKA2pJfS2SAJyMNbBbuL0d4cXdEnm6uXDEpkvd2VfDYVRP7dcV4SV0r//yqgPnJUaTFO8ZeiHIKTwghxDfiHWigpsWi2XK4hnNGhQ7Ly/+HogUpZprbu/h439F+fd/j7+9HKXjw8kQbJes/KaCEEEJ8w5EGau6rbORYa6fT9D+Js5sxMpioAM9+XY23vaCW93ZVcPd5o4kK9LJhuv5x5AJqmdEBrGwoPR55LI5pKD0WYaDegZoNrZ2G5tiSf2L+kxP1P4kzc3FRXJVi5suD1dQ2t5/19t0WzaPr92IO9GLpuQl2SNh3DltAaa2H1IvBUHo88lgc01B6LMJY3w7UNHYVanN+DaPCfIjw9zQ0h7CuhSlmui2a9XnlZ73tvzNL2FvRyIOXJzrcLhsOW0AJIYQwRu9Azexi4+ZBdXRZ2FFYx2xZfRpyxkb4kRTpz9rcMxdQDcc7+dOHB5gWH8TcyZF2Std3DllAKaUuU0odUErlK6UeNDrPQCmlYpRSnyul9iql9iilHjA602AppVyVUjlKqQ1GZxkspVSgUuptpdR+pdQ+pdRMozMNlFLqZyd+xnYrpVYqpeQtuxgwHw8T40b4k2NgH1RuST3HO7s5RwqoIenqVDN5JfUcrm4+7W2e/vQQda0dPDxvgkNeROBwBZRSyhV4FrgcSAKuV0olGZtqwLqAX2itk4B04CdO/Fh6PQDsMzqElfwN+EBrnQgk46SPSyllBu4H0rTWEwFXYJGxqYSzS401dqBmRn4NLgrSE6SBfCianxyFi4J3T9NMfri6mVe2HOFHaTFMNAfYOV3fOFwBBUwH8k/slN4BrAKuMjjTgGitK7TW2Sd+30TPC7TZ2FQDp5SKBq4ElhudZbCUUgHAucCLAFrrDq214+xf0X8mwEspZQK8gbM3FwhxBqmxQTS1d3Go6vQrBLa05XANk8wBBHgZu12HsI1wf09mjQ5lbW4ZWn+/SP/de/vwcnPlF5eMMyBd3zhiAWUGSk76cylOXHT0UkrFAynAdmOTDMpTwK8Ai9FBrGAkUA28fOKU5HKllPNM6juJ1roM+BNQDFQADVrrj4xNJZzdyQM17a2lvYuc4no5fTfELUwxU1J3nKzvzBz7/EAVn+2v4v6LxhDm52FQurNzxAJqyFFK+QKrgZ9qrRuNzjMQSqm5QJXWOsvoLFZiAlKB57XWKUAL4JT9dkqpIHpWaUcCUYCPUupGY1MJZ9c7UNOIPqgdhXV0WbQ0kA9xl04YgZebK2tPOo3X2W3hsQ17GRnqwy3nxBsXrg8csYAqA2JO+nP0ic85JaWUGz3F0wqt9Rqj8wzCLGC+UuoIPadVL1RKvWFspEEpBUq11r0rgm/TU1A5o4uBQq11tda6E1gDnGNwJuHkvh2oaf8z2xn5NbibXJh6YhVMDE0+HiYunRDBhp0VdHT1nNh4bWsRBdUt/O+V43E3OWKJ8i1HTPc1MEYpNVIp5U5PM+w6gzMNiOq5bOBFYJ/W+i9G5xkMrfWvtdbRWut4ev5NPtNaO+0qh9a6EihRSvWeYL8I2GtgpMEoBtKVUt4nfuYuwkkb4oVjSYkNJL+q2e4DNTMO15IWF4Snm2PN/RHWtyDFTMPxTj4/UEVtcztPfXKQc8eGcWFiuNHRzsrhCiitdRdwL/AhPS8C/9Za7zE21YDNAm6iZ7Um98THFUaHEt+4D1ihlNoJTAF+b3CeATmxivY2kA3souf/tQzVFIOWGtuzAmTPgZq1ze3sq2iU6ePDxOzRoYT6evBOThl//vggrR3dPDR3vEOOLfguk9EBTkVrvRHYaHSOwdJabwYc/6egn7TWXwBfGBxj0LTWuUCa0TmsQWv9MPCw0TnE0JIc8+1AzfPH2WdFYGtBz/Yt54yS8QXDgcnVhfnJUby+7QjdFs0t58QzOtzP6Fh94nArUEIIIRxD70DND3ZXsK2g1i4zoTLya/DzMDHJQWf/COtbmGKms1sT4OXGTy8aa3ScPnPIFSghhBCO4bZZ8Tz87h4WLdvGCH9P5k6OZF5yFJOjA2xymiUjv5b0USGYXOX9/XAx0ezPdWnRnDc2nABv55n7JQWUEEKI07ouLYa5kyP5eO9R1udV8OrWIyzfXEh8iDfzkqOYlxzF2AjrnHIpqWuluK6V22fFW+X+hHNQSvHEtclGx+g3KaCEEEKckbe7iaummLlqipmG1k4+2FPB+rwKnv08n6c/yydxhF9PMTU5itgQ7wEfZ8vhGgBpIBdOQQooIYQQfRbg7caPpsXyo2mxVDW1sXFnBet3VvDkhwd48sMDTIkJZH5yFHMnRxLu3789rTPyawn382B0uK+N0gthPepUe9AIIYT4T2lpaTozM9PoGA6rpK6VDTsrWJ9Xzt6KRpSC9JEhzJ8SxWUTRhDk437G79daM+13nzB7dChPLUqxU2ohzkwplaW1PuXV2rICJYQQYtBigr25+/xR3H3+KPKrmliX11NM/XrNLv7vnd2cOzaM+clRXJwUga/H9196Dhxtoqa5Q07fCachBZQQQgirGh3ux89/4MfPLh7DnvJG1uWVsz6vnM/2V+Hp5sJFiRHMS47i/HFh30wbz8jvmf8kBZRwFlJACSGEsAmlFBPNAUw0B/DgZYlkFR9jXW45G3dV8N6uCvw8TFwyYQTzp0Sx6VA1I0N9iAr0Mjq2EH0iBZQQQgibc3FRTIsPZlp8MA/PS2LL4VrW5ZXz4e5KVmeXArB4RqzBKYXoOymghBBC2JXJ1YVzx4Zx7tgwfrtgIl8erOaLA9XcPDPe6GhC9JkUUEIIIQzj6ebKpRNGcOmEEUZHEaJfZFa+EEIIIUQ/SQElhBBCCNFPUkAJIYQQQvSTFFBCCCGEEP0kW7kIIUQfKKWqgaJ+fEsoUGOjOPYmj8VxDaXH44iPJU5rHXaqL0gBJYQQNqCUyjzdHlrORh6L4xpKj8fZHoucwhNCCCGE6CcpoIQQQggh+kkKKCGEsI1lRgewInksjmsoPR6neizSAyWEEEII0U+yAiWEEEII0U9SQAkhhBBC9JMUUEIIYUVKqcuUUgeUUvlKqQeNzjMYSqkYpdTnSqm9Sqk9SqkHjM40WEopV6VUjlJqg9FZBkMpFaiUelsptV8ptU8pNdPoTAOllPrZiZ+v3UqplUopT6Mz9YUUUEIIYSVKKVfgWeByIAm4XimVZGyqQekCfqG1TgLSgZ84+eMBeADYZ3QIK/gb8IHWOhFIxkkfk1LKDNwPpGmtJwKuwCJjU/WNFFBCCGE904F8rXWB1roDWAVcZXCmAdNaV2its0/8vomeF2mzsakGTikVDVwJLDc6y2AopQKAc4EXAbTWHVrremNTDYoJ8FJKmQBvoNzgPH0iBZQQQliPGSg56c+lOHHBcTKlVDyQAmw3NsmgPAX8CrAYHWSQRgLVwMsnTkcuV0r5GB1qILTWZcCfgGKgAmjQWn9kbKq+kQJKCCHEGSmlfIHVwE+11o1G5xkIpdRcoEprnWV0FiswAanA81rrFKAFcMp+O6VUED2rtCOBKMBHKXWjsan6xq5zoEJDQ3V8fLzdjieEEPbU3NxMRUUFY8aMAaCiogKAyMhII2MNitaa/Px8/P39iYiIMDrOgJWVlVFbW4tSCovFQnd3N0FBQYwcOdLoaP3W2dnJ/v37mTRpEgBNTU1UVlZ+83PnTI4dO0ZDQwO9tUFtbS0tLS3ExsYaG+yErKysGofYTDgtLU1nZmba7XhCCGFPXV1djB07lk8//RSz2cy0adN48803mTBhgtHRBkRrzS233EJwcDBPPfWU0XGs5osvvuBPf/oTGzY474V4c+bMYfny5YwbN45HHnmElpYWnnzySaNj9dv27du5/fbb+frrr/Hy8uLWW28lLS2N++67z+hoACilsk63wbHJ3mGEEGKoMplMPPPMM1x66aV0d3dz++23O23xBJCRkcHrr7/OpEmTmDJlCgC///3vueKKKwxOJp5++mkWL15MR0cHCQkJvPzyy0ZHGpAZM2Zw7bXXkpqaislkIiUlhaVLlxodq09kBUoIIYQQ4hTOtAIlTeRCCCGEEP0kBZQQQvRRa0cXP12Vw3X/2EpLe5fRcYQQBpICSggh+qC8/jg//MdW3s0rJ7Oojl++nYc9WyCEEI5FCighhDiLrKJjzH8mg6LaVl66ZRoPXp7Ixl2VPPfFYaOjCSEMIlfhCSHEGazOKuXXa3YRGejJyiUzGBPhx/njwthd1sifPjrA+Eg/Lkx03vlIQoiBkRUoIYQ4hW6L5g8b9/GLt/KYGhfEO/fMYkyEHwBKKf54zWSSIv15YGUuh6ubDU4rhLA3KaCEEOI7mto6WfJaJv/8qoAb02N57Y7pBPm4/8dtvNxd+edNU3EzubDktUwa2zoNSiuEMIIUUEIIcZLi2laufm4LXx6s5rGrJvDbBZNwcz31U2V0kDfPLU6lqLaVn63KxWKRpnIhhgspoIQQ4oQth2uY/+xmqpraef326dw0M/6s35OeEMJDc5P4dH8Vf/3koO1DCiEcgjSRCyEEsGJ7EQ+/u4f4UB+W35xGfKhPn7/35plx7Clv4OnP8kmK9OfySc67ebAQom+kgBJCDGud3RYe27CX17YWcf64MP5+fQr+nm79ug+lFI8tmMjBo8384q08EsJ8GTfCz0aJhRCOQE7hCSGGrfrWDm59eQevbS1i6bkJvHjLtH4XT708TD1N5T4eJpa8lkl9a4eV0wohHIkUUEKIYSm/qokFz2bwdeExnrx2Mv/vivG4uqhB3WeEvyf/uHEqFQ3HuW9lDl3dFiulFUI4GimghBDDzucHqlj47Baa27tYuXQGP0yLsdp9T40L4rGrJrLpUA1PfHjAavcrhHAsZy2glFIvKaWqlFK7T/rcI0qpMqVU7omPK2wbUwghBk9rzfJNBdzxytdEB3vz7r2zmRoXbPXjLJoey03pcSz7qoB3c8usfv9CCOP1ZQXqFeCyU3z+r1rrKSc+Nlo3lhBCWFd7Vze/fHsnv31vH5ckjWD13TMxB3rZ7Hj/NzeJ6fHB/Ortnewua7DZcYQQxjhrAaW1/gqos0MWIYSwiZrmdm54YTtvZ5Vy/0VjeG5xKt7utr0I2d3kwnM3phLs487S1zKpaW636fGEEPY1mB6oe5VSO0+c4gs63Y2UUkuVUplKqczq6upBHE4IIfpvb3kjVz2TwZ7yBp65IYWf/2AsLoNsFu+rUF8Plt2URm1LB/esyKZTmsqFGDIGWkA9D4wCpgAVwJ9Pd0Ot9TKtdZrWOi0sLGyAhxNCiP770D2GUQAAIABJREFUYHcl1zy/hW6L5q27zmHu5Ci7Z5gUHcDj10xiR2Edv92w1+7HF0LYxoDWsLXWR3t/r5R6AdhgtURCCDFIWmue+SyfP398kOSYQF64aSrh/p6G5VmYEs2eskaWby5kQlQA102z3lV/QghjDKiAUkpFaq0rTvxxIbD7TLcXQgh7Od7Rza9W72R9XjkLU8z84epJeLq5Gh2LBy9PZH9lE//7zm5GR/iSGnvazgchhBPoyxiDlcBWYJxSqlQpdQfwhFJql1JqJ3AB8DMb5xRCiLOqbGjjun9uZcPOcv77skT+cl2yQxRPACZXF56+PoWIAA9+/HoWVY1tRkcSQgyC0lrb7WBpaWk6MzPTbscTQgwfuSX1LH0tk5b2Lv62KIWLkyKMjnRK+yoaufq5LSRG+rFqaToeJsco8IQQ36eUytJap53qazKJXAjh9N7NLeO6f27F3eTCmntmOWzxBDA+0p8/X5dMTnE9D72zB3u+iRVCWI8UUEIIp2WxaP74wX4eWJVLSkwg6+6dzbgRfkbHOqsrJkXykwtG8a/MEt7YVmR0HCHEANh2kpwQQthIc3sXP12Vyyf7jnL99BgenT8Rd5PzvCf8+Q/Gsa+iiUfX72VshB8zEkKMjiSE6AfnebYRQogTSupauea5LXx+oIpH5iXx+4WTnKp4AnB1UTy1aAqxwd7csyKbsvrjRkcSQvSDcz3jCCGGve0FtVz1bAYVDcd55bZp3DprJErZZ7K4tfl7urHs5jTauyzc9XombZ3dRkcSQvSRFFBCCKexakcxi5dvJ9DbjXd+Mos5Y5x/d4PR4b489aMp7Clv5MHVO6WpXAgnIQWUEMLhdXVbeHT9Hh5cs4tzRoey9p5ZJIT5Gh3Lai5OiuDnF4/lndxyXtxcaHQcIUQfSBO5EMKhNbR2cu/KbDYdquH2WSP5f1ckYnIdeu/9fnLBaPaUN/L7jftIHOHP7DGhRkcSQpzB0HsWEkIMGQXVzSx8LoNtBbX88ZpJPDQvaUgWTwAuLoo/XZfM6HBf7l2ZTXFtq9GRhBBnMDSfiYQQTu+rg9UseDaD+uOdrLgznR9NizU6ks35eph44eY0LBbN0td7pqoLIRyTFFBCCIeitealzYXc+vIOogK9ePcns5g+MtjoWHYTF+LDMzekcvBoE798O0+ayoVwUFJACSEcRkeXhV+v2cVvNuzlovERrL77HGKCvY2OZXfnjg3jwcsT2birkue+OGx0HCHEKUgTuRDCIdQ2t3P3imx2FNbxkwtG8YsfjMPFxTnnO1nDkjkJ7C5r5E8fHWB8pB8XJjru/n5CDEeyAiWEMNz+ykauejaDvJJ6/rZoCr+8NHFYF0//v737Do+ySvs4/j3ppPdQQgIkoYQOAUK1gICKYkFE6V0ULOuuq7urrrrFVfdVV0WpUhTQBRXbCopIkRISek8oCQTSSe+Z8/6RqKggKZN5Zib357q8mEyezPOba+LknvOccx8ApRT/ursb0S28eWT1fk5lFhodSQhxGSmghBCG+vpoOnfP30F5pYkPZ/dndI9WRkeyGs1cHFkwsTfOTg7MXBFPfmmF0ZGEEDWkgBJCGEJrzVubk5i1Mp6IYE8+nTuI7q19jY5ldUL93Jk/vhfJ2cU8tmY/JpNMKhfCGkgBJYSwuNKKKh79YD8vbzjBqG4t+XB2f5r7uBkdy2rFtgvgmVHRbDqewWvfnDQ6jhACmUQuhLCwjPxSZq5M4MC5XP4wogMPXh9hs5sBW9Kk/uEcuZDHf75NIrqlNyO7tDA6khBNmhRQQgiLOXg+l1krEsgvreCdCb0Z2aW50ZFshlKK50d34WR6Ib/78ABtAz3p0NzL6FhCNFlyCU8IYRGfHbjAPe/sxNFBsW7OACme6sHNuXpSuYerEzNXxJNbXG50JCGaLCmghBCNymTS/HvjCeat3ke3UB/Wzx1IpxbeRseyWSHebrwzoTcX80qYt3oflVUmoyMJ0SRJASWEaDRFZZXMeT+BN75NYmxMKO/N6Eegp6vRsWxe73A/XhjdhW2JWby04YTRcYRokmQOlBCiUZy/VMyM5fGcTC/g6VHRTBvYRiaLm9G4vmEcuZDPwq2n6dzSW/pnCWFhUkAJIcwu/mwOs1cmUF5l4t2pfbmufZDRkezS06OiOZFWwBNrDxIR5EmXVj5GRxKiyZBLeEIIs/pv/DnuW7QLLzcnPn5woBRPjcjFyYH5E3rh7+HCrBXxZBWWGR1JiCZDCighhNmsSzjPH9YepG9bfz55aCCRwZ5GR7J7gZ6uLJwYQ3ZROQ+9v5cKmVQuhEVIASWEMIvNxzN4Yt1BBkQEsHRKH3zdXYyO1GR0DfXhxbu7svtMDn/7/KjRcYRoEmQOlBCiwfamXOLB9/fSsbkXCyb2xtXJ0ehITc6dPUM5kprP4u1n6NzSh7F9WhsdSQi7JiNQQogGScooYNqyPQR7u7Jsal+83JyNjtRkPXlzRwZFBvKXTw6zN+WS0XGEsGtSQAkh6u1iXgmTlsTh5ODAiml9CfKSHk9GcnJ04I37ehLi48oDKxPIyC81OpIQduuaBZRSaqlSKkMpdfiy+/yVUl8rpRJr/vVr3JhCCGuTW1zOpCVx5JdWsmxqH8IDPIyOJAA/DxcWToyhoLSS2e8lUFZZZXQkIexSbUaglgEjf3Hfk8AmrXUUsKnmayFEE1FSXsWM5fEkZxezcGJv6T9kZTq18ObfY7uzLyWXZz45gtba6EhC2J1rFlBa661Azi/uHg0sr7m9HLjDzLmEEFaqssrEvNV7SUi5xKv39mBAZKDRkcQV3NK1BQ/dEMEH8ed4b1ey0XGEsDv1nQMVorW+WHM7DQi52oFKqVlKqXilVHxmZmY9TyeEsAZaa/708SG+OZbB87d35tZuLYyOJH7D727qwI0dg3nus6PsPp1tdBwh7EqDJ5Hr6rHhq44Pa60Xaq1jtNYxQUHSkVgIW/byhhN8GH+eh4dGMbF/G6PjiGtwdFC8Nq4HYf7uPPj+Xi7klhgdSQi7Ud8CKl0p1QKg5t8M80USQlijpdvPMP+7U9zXN4zHhkUZHUfUkrebMwsnxVBWaWLWynhKK2RSuRDmUN8C6lNgcs3tycB688QRQlijTw9c4PnPjzKicwh/u6MLSimjI4k6iAz25LV7e3A4NZ+nPjokk8qFMIPatDFYDewEOiilziulpgMvAjcppRKBYTVfCyHs0LbETB7/cD992/rz+rieODpI8WSLhkWH8Lub2vPxvlSWbD9jdBwhbN41t3LRWt93lW8NNXMWIYSVOXAul9krE4gI8mTRpBjcnGWLFls294ZIjl7I5x9fHqNjc28GRckKSiHqSzqRCyGu6HRmIVOX7cHfw4Xl0/ri00y2aLF1Dg6KV8Z2JzLYk7mr95KSXWx0JCFslmwmLIT4lYz8UiYtjQNgxbS+hHi7GZxImIunqxOLJsVw2xvbmbUynnVzBuDhap9/CkwmTVp+KcnZxaTkFJGcXUxydjHnc0u4vXtLpg9qa3REYcPs8/8aIUS95ZVUMGlpHDlF5ayZFUu7IE+jIwkzCw/w4M37ezHl3Tj+sPYAb93fy2YXBpRXmjh/qZjknGJSagqk5Oyi6q9ziimvNP14rJODItSvGW7Ojrzw+VFcnRyYEBtuYHphy6SAEkL8qLSiipkr4jmVWcjSKX3oFuprdCTRSIa0D+LJmzvyjy+PM/+7Uzx0Q6TRka6qqKzyZ6NIZy+7fSG3BNNliwqbOTsSHuBORJAHN3YMJszfnTYBHoQHuNPCxw0nRwcqq0zMXpnA0+sP4+/hwi1dpSGsqDspoIQQAFSZNI+s2UfcmRxeH9eDwVHS+NbezRzcjsOp+byy8QSdWnhxY8erbirRqLTW5BSVX3EUKTm7mKzCsp8d7+fuTHiAB73D/birZyvCAjxoE+BOWIA7QZ6u1xxNc3J04M37ezFhyW4eXbMfP3cX+kcENOZTFHZIWbIfSExMjI6Pj7fY+YQQtVO9RcthVsel8MyoaKbJ3JAmo6S8ijHv7CAlu5hP5g4kopEu2ZpMmov5pSRnF5Hyi1GklOxiCsoqfzxWKWjh7UZYgDvh/h6EBfw0ihQW4I63m3kWNOQWl3PPOztJyytlzexYOreUTbHFzymlErTWMVf8nhRQQoj/+/ok/9mUyIPXR/DEyI5GxxEWdv5SMbe/+T2+7s588tDAehcoZZVVnL9UUjOKVFRTJFXfPpdTQnnVT/ORnB0Vrf3ca4okd8JrCqTwAHdC/dwt1jLjYl4Jd8/fQXmV5qM5AwgLcLfIeYVtkAJKCHFVK3ee5en1RxgbE8q/7u5ms5OJRcPsOp3N+MW7uaFDEAsnxuBwlYaphWWVVxxFSs4u5kJeCZf/SfFwcSQswKOmQPqpSArzd6elbzOracqalFHAmHd24tPMmbUPDCDIy9XoSMJKSAFlRyqrTDg5SvsuYR5fHrrIQ6v2cmOHYBZM7C2/W03c8h1nefbTIzxwXQQ3RYeQklPE2ayfRpFScorJKiz/2c8EeLhccRQpzN+DQE8XmynI96Zc4v5Fu4gM9mTNrP542mlrB1E3UkDZie2JWcx5L4G7e4fyzKjoq35CFKI2dpzKYsrSPXQL9WHl9H40c5Eu402d1pon1h7kvwnnf7xPKWjp04ywK4wihQe442Wm+UjWYPPxDGasiCe2nT9Lp/TB1Un+n2jqpICyA5uOpTPn/b14uDhyqbiCcX1a8/c7u1rNELiwLYdT8xi3cBctfd34cHZ/fN1djI4krERZZRUbj6Tj4epImL8Hrf2bNalCYl3CeR7/7wFGdWvBf8b1lA+qTdxvFVAyRmkD/nfoIg+v2UenFt4sn9qXJdvP8ObmJMoqTbw8pptcdhF1kpxdxJR39+Dt5sTyaX2leBI/4+rkyG3dWxodwzB39w4lu6iMf3x5nAAPF/56e2ebuQwpLEsKKCu3fn8qv/vwAD1a+/Lu1D54uznz+xEdcHN24JWNJymrrOK1e3vi4iRFlLi2zIIyJi2No9JkYs2s/rTwaWZ0JCGszqwhEWQWlLFo2xmCvd2susmoMI4UUFbswz3n+ONHB+nX1p8lk/v8bL+quTdG4ebsyN++OEZ5ZQJv3t/LYst+hW0qKK1gyrtxZOSX8f7MfkQGexkdSQir9dTNncgqLOflDScI8HBhXN8woyMJKyPDFlZqxc6zPLHuIIOjgnh3St8rbvY5Y3A7XhjdmW+OZTBzRTwl5VWWDypsQlllFbNXJnA8rYD5E3rRK8zP6EhCWDUHB8VLY7pxXfsg/vTxITYeSTM6krAyUkBZoUVbT/PM+iMM6xTCokm9f3N11MT+bXjp7m5sT8piyrtxFF7WzVcIqN6i5XcfHGDHqWxeursbN3QINjqSEDbB2dGBtyf0omuoL/NWV29zJMQPpICyMm9sSuTvXx7j1q4teHtCr1qtfhnbpzWv3duD+ORLTFqym7ySCgskFbZAa81znx3hi0MX+dMtHbm7d6jRkYSwKe4uTrw7pQ+t/JoxY/kejqflGx1JWAkpoKyE1pqXNxzn31+f5K6erXh9XA+c67C6bnSPVrx1f08OpeYxfvEuLhWVX/uHhN17a3MSK3YmM3NwW2YNiTA6jhA2yd/DhRXT+tLMxZHJS+M4f6nY6EjCCkgBZQW01vzti2O8tfkU9/UN45V7uterNcHILi1YMLE3J9MLuW/RLjILyq79Q8JurY5L4ZWN1QX5Uzd3MjqOEDYt1M+dFdP6UVJexaSlceTIh9QmTwoog5lMmr98cpgl288wZUAb/nFnlwY1bruxYwhLJ/fhbHYR9y6s3mVcND0bjqTx548PcX2HIP41pps0AxTCDDo092LJlD6kXiph6rI9FMmc0yZNCigDVZk0T6w7yPu7U3jgugievS3aLA3bBkUFsmJaP9LzShm7YKcMNzcxu09nM2/1PrqG+jJ/fK86XQoWQvy2Pm38efP+Xhw6n8uc9/dSUWUyOpIwiLyzGqSiysSjH+xnbcJ5Hh0WxR9HdjBrt9u+bf15b0Y/covLuXfBLs5mFZntsYX1Op6Wz4wV8YT6NePdKX1wd5FWb0KY203RIfzzrq5sPZnJE2sPYjJZbks0YT2kgDJAWWUVc1ft5bMDF3jy5o48Oqx9o2wV0DPMj1UzYykur2Tsgp0kZRSY/RzCepzLKWbSkjg8XJxYOb0f/h6yRYsQjeXePmH8YUQHPt6Xyj++PIYl95UV1kEKKAsrrajigZUJbDiSzl9vi+aB6xp3ZVSXVj6smdUfk4Z7F+zi6AVZgmuPsgvLmLw0jtKKKpZP60srX9miRYjG9uD1EUwZ0IbF28+wcOtpo+MIC5MCyoKKyyuZtmwP353M5J93dWXKwLYWOW+H5l58ODsWZ0cH7lu0i4Pncy1yXmEZRWXVv1epuSUsmdKHDs1lixYhLEEpxTOjohnVrQX//N9x1iacNzpSk5BbXM5THx0io8DYRVJSQFlIQWkFk5fGset0Nv++pzv3WXhfpXZBnnw4uz9ebk6MX7SbhGTpqGsPyitNPPBeAocv5PPm/b3o08bf6EhCNCkODop/j+3OoMhA/rjuIN8eTzc6kl3bejKTEa9t5b/x59hz5pKhWaSAsoC84gomLIljX0oub9zXi7t6GdMNOizAnQ9n9yfQy5WJS+LYeSrbkBzCPEwmzR/WHmBbYhb/vLMrN0WHGB1JiCbJ1cmRdyb2JrqFNw++v5eEZGP/sNuj4vJKnv7kMJOWxuHt5swnDw3k1m4tDM0kBVQjyy4s475Fuzh2IZ+3J/Q2/AVv6duMD2bF0sq3GVPejWPLyUxD84j6+aH56vr9F/jDiA6M7dPa6EhCNGmerk68O7UPzb3dmLZsD4npsmjHXPamXOLW/2znvd3JzBjUls/mDaJLKx+jY0kB1Zgy8ksZt3AXpzILWTQ5xmpGCIK93VgzK5Z2QZ7MXB7P10dlyNnWLNh6mqXfVzdfffB62aJFCGsQ6OnKyun9cHFyYNLSOC7klhgdyaaVV5p4ZcMJxry9g/JKE6tmxPKXUdG4OV97j1hLkAKqkVzILeHehbtIzS1h2dS+XNc+yOhIPxPg6cqambF0auHFnPcS+OLgRaMjiVr6b/w5XvzfcW7v3pJnRpmn+aoQwjxa+7uzfGpfCksrmbw0jtxi2fKlPk6mF3Dn/O95c3MSd/UK5atHB9M/IsDoWD/ToAJKKXVWKXVIKbVfKRVvrlC27lxOMWMX7CSroIyV0/ta3Yv+Ax93Z96b0Y+eYb7MW72Xj/bKChJrt+lYOk9+dIhBkYG8ck932aJFCCsU3dKbRZNjSM4pZvryeErKq4yOZDOqTJpFW08z6o3tpOWVsmBib165pztebs5GR/sVc4xA3aC17qG1jjHDY9m805mF3PPOTgpKK3l/Zj96h1v3qigvN2eWT+tLbLsAHv/vAVbtTjE6kriKhOQcHlq1l+gW3rwzsTcuTjKALIS1im0XwH/G9WBvyiUeWiVbvtTGuZxi7lu0i79/eYzr2gex4bEhjOjc3OhYVyXvwGZ0Iq2AsQt2UVFlYs2sWLqF+hodqVbcXZxYOqUP17UP4k8fH+Ld788YHUn8QmJ6AdOWxdPCpxnvTu2Dp6ts0SKEtRvZpQUvjO7Ct8czeOqjQ9Kt/Cq01ny45xw3v76NoxfyeXlMNxZO7E2gp6vR0X5TQ9+FNbBRKaWBBVrrhb88QCk1C5gFEBZm2d5HlnQ4NY+JS3bj7OjAqlmxRAbbVjNDN2dHFkzszbxV+3jus6OUVpiYI5OTrcKF3BImLY3DxcmBFdP6Wv2bihDiJxNiw8kqLOO1bxIJ8nLljyM7Gh3JqmQWlPHUR4f45lg6se38eeWe7oT6uRsdq1YaWkAN0lqnKqWCga+VUse11lsvP6CmqFoIEBMTY5fl976US0xeGoeXmzPvz+hHm0APoyPVi6uTI2+N78XvPjzAv746TlllFY8MjZJJyga6VFTOpKVxFJZW8sHs/rT2t403FiHETx4ZGkVWYRlvf3eKQE9Xpg+yzC4U1u6rw2n86eNDFJZV8vSoaKYOaGNT8zobVEBprVNr/s1QSn0M9AW2/vZP2Ze4MzlMfTeOQC9X3p/Rz2Yq56txdnTgtXt74OrkwGvfJFJaYeKPIztIEWWA4vJKpi3fQ0pOMSum9SW6pbfRkYQQ9aCU4rnbu5BdWM4Lnx8lwMOFO3q2MjqWYfJLK3ju06Os23ueLq28eXVsD6JCbOuqDTSggFJKeQAOWuuCmtvDgefNlswGbE/MYuaKeFr6uvH+jFia+7gZHcksHB0UL93dDVcnB97ZcorSiiqevU2Wy1tSRZWJuav2ceBcLvPH9yK2nXWu5BRC1I6jg+LVe3twqTiO3//3AP4eLgyxsvY2lrAjKYvf//cA6QVlPHxjJPOGRuHsaJvTsRuSOgTYrpQ6AMQBX2itvzJPLOv37fF0pi3fQ3iAO2tm9beb4ukHDg6Kv93RhWkD27Jsx1n+9PEhTCa7vAJrdbTWPLnuEN8ez+CFO7owsoux3euFEObh5uzIwkkxRIV48cB7CRw413Q2di+tqOL5z45y/+LduDk7svaB/vxueAebLZ6gASNQWuvTQHczZrEZXx1OY97qvXRs7s2KaX3x83AxOlKjUErx9KhONHNx4K3NpyirMPHSmG442fAvvC3411cnWLf3PI8Na8/4fuFGxxFCmJG3mzPLp/Xh7rd3MHXZHv77QH8igjyNjtWoDp7P5bEP9nMqs4jJ/cN58uZONHOxjm7iDSF/Ceto/f5UHlq1l66tfHhvRj+7LZ5+oJTiDyM68vhN7floXyqPrNkv/Uwa0eJtp3lnyykmxIbx8NBIo+MIIRpBsJcbK6f1QwGTlsSRnl9qdKRGUVFl4vVvErlr/g6KyqpYOb0vz43uYhfFE0gBVScfxp/j0Q/2ExPux4rp/fBpZn2dURvLvKFR/PmWTnxx6CJz3ttLWaV01jW3T/al8rcvjnFL1+Y8d3sXmXMmhB1rE+jBsql9yS0uZ/LSOPJKKoyOZFanMgsZ8/YOXv3mJKO6tWDDo0MYHGVfc76kgKqllTvP8sTagwyKDGTZ1L5NspHhzCHteH50Z745ls4M2Z7ArLaczOT3/z1A/3YBvHpvDxxtaCmvEKJ+uob6sGBiDKcyC5m5PJ7SCtt/TzWZNMu+P8Mtr28jOaeYt+7vxWvjeuLjbn8DDlJA1cLibad5ev0RhnUKZvHkGLsZfqyPSf3b8NLd3dielMXUZXEUlVUaHcnm7T+Xy5z3Emgf4sWCSb1xdWq6v19CNDWDogJ59d4e7EnO4eHV+6i04SkSPzT9/etnRxkQEcDGR4dwazf7XQQjBdQ1vPlt4o+XVeaPlz9uAGP7tObVsT3Yc/YSE5fsJr/UvoaeLelUZiFT340jwNOFZdP64G2FG2YKIRrXqG4teXZUNBuPpvP0+sM2t+WL1pqP951nxGtb2ZtyiX/e1ZWlU/oQ7G1fq9N/qeldh6olrTX/3niSNzcncWfPVrwsq89+5o6erXB1cmDe6n2MX7TbrlcjNpa0vFImLYnD0UGxclo/gr3s+81GCHF1Uwa2JauwnDc3JxHk6crvhncwOlKt5BSV8+ePD/G/w2nEhPvx77HdCQ+wzd046koKqCvQWvP3L46xePsZxvVpzT/u7GpT7eUt5eauLVjg5MCc9/Zy36JdvDejn+zTVkt5JRVMXhpHbnE5H8zub7Pb/wghzOfx4e3JKizjP98mEejlyqT+bYyO9Js2HUvnj+sOkVdSzh9HdmTWkHZNav6mDKn8gsmkeWb9ERZvP8OUAW2keLqGoZ1CWDIlhrPZRdy7YKfdLsc1p9KKKmYuj+d0ViELJ8XQpZWP0ZGEEFZAqeoGxjdFh/Dsp0f4/OAFoyNdUWFZJU+uO8j05fEEerrw6dxBzLk+okkVTyAF1M9UmTR/XHeQlbuSmX1dO569LVqKp1oYHBXE8ql9ScsrZeyCnZy/VGx0JKtVWFbJvNX72JOcw6v39mBgZKDRkYQQVsTJ0YE37utJTLgfj32wn++TsoyO9DNxZ3K4+fWtfBB/jgeui2D93IF0atE09+lUlpysFhMTo+Pj4y12vrqoqDLx+IcH+PTABR4ZGsWjw6KkD08d7U25xOSlcXi7ObNqZr8mcx38t5hMmiMX8tmamMnWk5nsTblERZXmuds7M3lAG6PjCSGsVF5xBWMX7CQ1t4Q1s2INH6kuq6zi/zaeZOG207T2c+ffY7vTp42/oZksQSmVoLWOueL3pICC8koT81bvZcORdP44siNzro8wOpLNOpyax8Qlu3F2dGDVzFgig+17i4IrSc8vZevJTLYlZrE9KYuconIAOrf0ZnBUEMM6BRPTBN54hBANk5ZXyt1v76Cssop1cwYY9qH06IV8HvtgPyfSC7i/Xxh/vqUTHk2kF6IUUL+htKKKOe8lsPlEJs/eFs3UgW2NjmTzTqQVMH7xLgDem9GPjs3te3i3tKKKuDM5bEusLpqOpxUAEOjpypCoQIa0D2JgZCBBXjLBXghRNz909PZyc2btnP4WXa1bZdIs2HqKV78+ia+7Cy/d3Y0bOgZb7PzWQAqoqygur2Tminh2nMrm73d05f5+YUZHshunMgsZv2g3pZVVrJzWj66h9jNRWmtNYkYhW09msuVkJnFnciirNOHi6ECftn4MiQpicFQQnVp4yWVgIUSD7T+Xy30Ld9E20IMPZsfiZYF+cWezinj8vwdISL7ErV1b8Lc7ujTJVjVSQF1BQWkF05fFE5+cw8tjunN371CjI9mdlOxi7lu0i/ySCpZN60vvcD+jI9VbTlE525Oy2FZzaS6tZrVhZLAng2tGmfq19cfdpWkMawshLOu7ExnMWB5Pnzb+LJvWp9GaOmutWRWXwt+/OIaTg+KFO7pwe/eWTfbDoBRQv5BXXMGkd+M4kprHa+N6MKp6Zp4DAAAgAElEQVRbS6Mj2a3U3BLGL9pFRkEZSyb3oX9EgNGRaqWiysTe5EtsS8xia2Imh1Lz0Bp8mjkzKDKQIe0DGRQVRCvfZkZHFUI0EZ/sS+XRD/ZzS9fmvHFfL7O3DUjPL+WJtQfZcjKTQZGBvHxPN1r4NO33OCmgLpNTVM6ExbtJyijkzft7Mrxzc0PzNAUZ+aXcv3g353KKWTQphiHtrXNH7uTsoprLclnsOp1NYVkljg6Knq19GdI+iMFRgXQL9W1yvU6EENZj8bbT/O2LY0yMDef50Z3NNjL0+cEL/OWTw5RWVPGnWzoxoV+4tPHhtwuoJnW9IaOglAmLd5OcXczCSb25vkPTmgxnlGBvN9bMimXikjhmLI9n/vheDIsOMToWBaUV7DiVzbbETLaezCIlp7p/VWv/Zozu0ZLBUUEMiAyQ/emEEFZjxuB2ZBaWsWDLaYK8XHl4aFSDHi+3uJxn1h/h0wMX6N7al1fHdqddUNNbPV0fTaaAuphXwvhFu0nLL+XdqX0YECENDC0p0NOV1TP7MXlpHA+8l8Dr43pafJfuKpPmUGoe205msjUxk70puVSZNB4ujvSPCGDG4LYMiQoiPMC9yV7vF0JYvydHdiSroJz/+/okgZ6u9V4AtfVkJn9Ye4DswnIev6k9c66PkD1f66BJFFDncoq5f/EucosqWDGtr/TgMYivuwsrZ/Rj6rt7mLd6L+VV3bmzZ+NO3r+YV8K2k1lsSczk+6QscosrUAq6tPThgevaMTgqiF5hfrg4yZuGEMI2KKV48e6uXCou5y+fHMLfw4WRXWo/HaW4vJJ/fnmclbuSiQz2ZPGkPna1UtpS7H4O1OnMQsYv3k1xeRUrp/elW6ivRc8vfq2orJIZy+PZdSabf97ZlXF9zdc+oqS8it1nsqsnf5/MJDGjEIBgL9cf5zENigwkQDY9FkLYuJLyKu5fvIsjF/JZMa0vse2uvUhnb8olHv/wAGezi5g+sC2/H9EBN+fGWdFnD5rsJPKT6QWMX7wbk0mzcno/olvad0NHW1JaUcXslQlsOZnZoG1NtNYcTyv4cR5T3NkcyitNuDg50K+tP0OighjSPoj2IZ5yWU4IYXcuFZVzz4KdpOeV8sHs/lf9O1deaeI/mxKZ/10SLXya8co93W1mVbSRmmQBdeRCHhOXxOHkoHh/Rj+iQrwscl5Re2WVVcxdtY+vj6bz1M0dmX1d7bbQySos4/ukLLbU9GTKLCgDoH2IZ3UTy5qeTPKpSgjRFFzILeHut3dQadJ8NGcArf3df/b9k+kFPPbBfo5cyGdM71CevS3aIs047UGTK6D2n8tl0pLdeLo6sWpmLG0CZVNba1VRZeKxD/bz+cGLPDasPQ8PjfzVSFF5pYmE5EvVo0yJmRxOzQfAz92ZQVHVl+WGRAXR3MdyWxwIIYQ1SUwvYMw7O/H3cGHtA/0J8HTFZNIs2X6GlzeewMvViX/c1ZUR0rqnTppUG4M9Z3OY+u4e/D1ceH9Gv19V4sK6ODs68Pq4nrg6OfLqNycpraziiREdOJNV9OM8pp2nsykur8LJQdEr3I/fD2/PkPZBdG7pIz2ZhBACiArxYumUPoxfvIupy/bw8pjuPLP+MLvP5HBTdAj/vKsrgTL306zsagTq+6QsZiyPp4WvG6tmxMqIhA0xmTR/WX+YVbtTCPR0IauwHIDwAPeaveUC6R8RIMPOQgjxGzYdS2fWygSqTBpPVyeevS2aMb1DZQ5oPTWZEaji8ioigj14d0pfgryk0rYlDg6Kv9/RhVa+zTicmseAyECGRAUSHiCXX4UQoraGdgrhtXt7sOFIGk/e3JFQP7kK01jsagQKqpslymUdIYQQQjTUb41A2V33QCmehBBCCNHY7K6AEkIIIYRobFJACSGEEELUkRRQQgghhBB1ZNFJ5EqpTCC5kU8TCGQ18jlE45LX0PbJa2jb5PWzffIamke41jroSt+waAFlCUqp+KvNmBe2QV5D2yevoW2T18/2yWvY+OQSnhBCCCFEHUkBJYQQQghRR/ZYQC00OoBoMHkNbZ+8hrZNXj/bJ69hI7O7OVBCCCGEEI3NHkeghBBCCCEalRRQQgghhBB1ZFcFlFJqpFLqhFIqSSn1pNF5RN0opVorpTYrpY4qpY4opR4xOpOoO6WUo1Jqn1Lqc6OziLpTSvkqpdYqpY4rpY4ppfobnUnUjVLqsZr30MNKqdVKKTejM9kjuymglFKOwFvAzUA0cJ9SKtrYVKKOKoHHtdbRQCzwkLyGNukR4JjRIUS9vQ58pbXuCHRHXkubopRqBTwMxGituwCOwDhjU9knuymggL5Aktb6tNa6HFgDjDY4k6gDrfVFrfXemtsFVL9xtzI2lagLpVQocCuw2Ogsou6UUj7AEGAJgNa6XGuda2wqUQ9OQDOllBPgDlwwOI9dsqcCqhVw7rKvzyN/fG2WUqoN0BPYbWwSUUevAU8AJqODiHppC2QC79Zchl2slPIwOpSoPa11KvAKkAJcBPK01huNTWWf7KmAEnZCKeUJrAMe1VrnG51H1I5SahSQobVOMDqLqDcnoBfwtta6J1AEyHxSG6KU8qP66ktboCXgoZSaYGwq+2TRPlCBgYG6TZs2FjufEMJ4CQkJWVfbjFNYF6VUc2CX1rpNzdeDgSe11rcaGkzUmlLqHmCk1np6zdeTgFit9YPGJrM/TpY8WZs2bYiPj7fkKYUwXFpeKd7NnHB3sej/blZDKZVsdAZRO1rrNKXUOaVUB631CWAocNToXKJOUoBYpZQ7UEL1ayh/eBtB03xHF8JCLhWVc9OrW/D3cGHBxN50bO5tdCQhrmUe8L5SygU4DUw1OI+oA631bqXUWmAv1Sub9yHbujSKa86BUkotVUplKKUOX3bfX5VSqUqp/TX/3dK4MYWwTUu/P0NBaSVFZZXc+dYO1u9PNTqSEL9Ja71fax2jte6mtb5Da33J6EyibrTWz2qtO2qtu2itJ2qty4zOZI9qM4l8GTDyCve/qrXuUfPfl+aNJYTtyyupYNn3Z7m5S3O+fHgwXVp588ia/bzw+VEqqmSRmhBC2LJrFlBa661AjgWyWFx5pYn80gqjYwg7tXzHWQrKKpl7YyTB3m6smhnLlAFtWLL9DOMX7yazQD4UCiGErWpIG4O5SqmDNZf4/MyWyILmvJfAiFe3UlhWaXQUYWcKyypZ+v0ZhnUKpnNLHwCcHR346+2defXe7hw8n8uoN7axN0WujgghhC2qbwH1NhAB9KC6Ude/r3agUmqWUipeKRWfmZlZz9OZ3/5zuWw6nsHFvFLmb04yOo6wMyt3JpNbXMG8G6N+9b07e4by0ZyBuDo5cu+CnazclYwl24kIIYRouHoVUFrrdK11ldbaBCyiehuVqx27sGZCYkxQkPW0gnljUyK+7s6M7NycxdvOkJJdbHQkYSeKyytZvO00Q9oH0b217xWPiW7pzWdzBzEwMpCnPznMH9YepLSiysJJhRBC1Fe9CiilVIvLvrwTOHy1Y63R4dQ8Nh3PYPrAtvz19s44Oij+/qW0OhHmsWp3CtlF5Tx8Y+RvHufj7szSyX14eGgUaxPOM+adHZzLkUJeCCFsQW3aGKwGdgIdlFLnlVLTgZeUUoeUUgeBG4DHGjmnWb35bRJebk5MHtiG5j5uPHRDBBuOpLMjKcvoaMLGlVZUsXDrafq3CyCmjf81j3dwUPzupvYsnhRDcnYxt725nW2J1nOpWwghxJXVZhXefVrrFlprZ611qNZ6SU1fia41fUJu11pftERYcziRVsBXR9KYOrAt3m7OAMwY3I5Qv2Y8//lRKmV5uWiAD+PPkVFQxryhvz369EvDokP4dO4gQrzcmLw0jrc2J8m8KCGEsGJNbjPhNzcn4eHiyLSBbX68z83ZkT/f0onjaQWs3nPOuHDCppVXmnjnu1PEhPvRv11AnX++baAHHz80gFu7teTlDSeYvTKBAmmzIYQQVqlJFVBJGYV8fvACkwa0wdfd5WffG9mlOf3a+vN/G0+QW1xuUEJhy9btPc+FvFLmDY1CKVWvx3B3ceI/43rw9KhoNh3PYPRb35OYXmDmpEIIIRqqSRVQ8zcn4ebkyIxBbX/1PaUUz9wWTV5JBa99k2hAOmHLKqpMzP8uie6hPgyJCmzQYymlmD6oLe/P6Ed+SQV3vPU9/ztkM1fJhRCiSWgyBVRydhHrD1xgfL8wAjxdr3hM55Y+jOsbxspdyfKpX9TJ+v0XOJdTwrwb6z/69Eux7QL4bN4g2jf3Ys77e/nn/47JHD0hhLASTaaAmr/5FI4OillD2v3mcY/f1B53F0ee//yoTOIVtVJl0szfnER0C2+Gdgo262O38GnGmlmxjO8XxoItp5m0NI7sQtkCRgghjNYkCqjzl4pZt/c89/VpTbC3228eG+DpyqPD2rMtMYtvj2dYKKGwZZ8fvMDprCLm3RhpttGny7k6OfL3O7vy0phuxCdf4rY3tnPgXK7ZzyOEEKL2mkQB9c6WUygFs6+LqNXxk/qHExHkwQufH6W8Ui6ZiKszmTRvfptE+xBPRnRu3qjnGhvTmnUPDEApxT3v7OSDPSmNej4hhBBXZ/cFVFpeKR/uOc+Y3q1p6dusVj/j7OjAX0ZFcza7mGU7zjRyQmHLvjqSRmJGIXNvjMLBwfyjT7/UNdSHz+YNom9bf/647hBPfXSIskrZAkYIISzN7guoBVtPUaU1D15fu9GnH9zQIZgbOgTxxqYkMgtkzon4Na01b3ybRLsgD27t2uLaP2Am/h4uLJ/Wlwevj2B1XApjF+ziQm6Jxc4vhBDCzguozIIyVu1O4c6erWjt717nn//LqGhKKqr498YTjZBO2LpvjmVw7GI+D10fiaMFRp8u5+igeGJkR96Z0Iuk9AJue2M7O5KyZOGDEEJYiJPRARrT4m2nqagy8dANddtW4wcRQZ5MGdCGJd+fYUJsOF1a+Zg5obBV1aNPiYT5uzO6R0vDcozs0oLIYC9mr4zn/sW78XV3JiLIk4ggDyKDPWtue9La393iRZ4QQtizaxZQSqmlwCggQ2vdpeY+f+ADoA1wFhirtb7UeDHrLqeonJW7krmte0vaBnrU+3HmDY3i432pPPfZET6c3b9RVlkJ27PlZCYHz+fx4l1dcXI0diA3MtiT9XMHsTb+HCczCknKKOTb4xl8GH/+x2NcHB1oG+hBRLAHkUGeRNQUV+2CPHB3sevPUUII0Shq8865DHgTWHHZfU8Cm7TWLyqlnqz5+o/mj1d/S7efoaSiirn1HH36gU8zZx4f3oE/fXyILw5dZFQ340YbhHX4Ye5TK99m3NUr1Og4AHi6OjFl4M877OcWl3Mqs4hTGYWcyqz+7+iFfL46nIbpsit9rXyb0e4XI1aRwZ4EerrIBwYhhLiKaxZQWuutSqk2v7h7NHB9ze3lwHdYUQGVV1LB8h1nublLc6JCvBr8ePf2ac3KXcn888vjDO0YQjMXRzOkFLZq56lsEpIv8cLozrg4We80Ql93F3qHu9A73O9n95dVVpGcXcypmtGq6uKqiA/2nKO4/KcVfd5uTj+OVP1UXHkQ5u9u+KibEEIYrb5j9yFa6x8250oDQsyUxyyWfX+WgrJK5t4QZZbHc3RQPHtbNOMW7mLh1tM8Msw8jyts03++TSTYy5V7YlobHaVeXJ0caR/iRftffLjQWnMxr7S6oMooJCmzkFMZRWw9mcnahJ8uB7YP8WTjY9dZOrYQQliVBk9+0FprpdRVl/4opWYBswDCwsIaerprKiitYOn3ZxjWKYTolt5me9zYdgHc2rUFb29J4p6Y0Fr3lBL2Zc/ZHHadzuHpUdG4OdvXSKRSipa+zWjp24zBUUE/+15+aUXNpcAig9IJIYR1qe84fLpSqgVAzb9X3fNEa71Qax2jtY4JCgq62mFms3JXMnklFTw8tGFzn67kyZs7ojW8+L/jZn9sYRv+symRQE8X7u/b+B8GrIm3mzM9w/wY0zuUMb2tY96XEEIYqb4F1KfA5Jrbk4H15onTMMXllSzedobr2gfRLdTX7I/f2t+d2UPa8emBC8SfzTH74wvrtv9cLtsSs5gxuJ3MgxNCiCbumgWUUmo1sBPooJQ6r5SaDrwI3KSUSgSG1XxtuPd3pZBTVM7DQxtvjtID10fQ3NuN5z47iskkTQubkjc2JeLr7syE2HCjowghhDDYNQsorfV9WusWWmtnrXWo1nqJ1jpbaz1Uax2ltR6mtTZ8OKa0oooFW08zMDLgV6uOzMndxYknb+7IodQ81u49f+0fEHbhcGoem45nMH1gWzxdpW+SEEI0dXazFnlNXApZhWXMu7HxV8iN7tGSXmG+vPTVCQpKKxr9fMJ4b36bhJebE5MHtjE6ihBCCCtgFwVUWWUV72w5Td82/sS2C2j08ymlePa2zmQVlvHW5lONfj5hrBNpBXx1JI2pA9rg7eZsdBwhhBBWwC4KqLUJ50nLL2VeI6y8u5rurX0Z0zuUpdvPcDZLlnbbszc3J+Hh4si0QW2vfbAQQogmweYLqIoqE29/d4oerX0ZFBlo0XM/MaIDzo6Kv395zKLnFZaTlFHI5wcvMGlAG3zdXYyOI4QQwkrYfAH18b5Uzl8q4eGhkRbftyvY242Hbozk66PpbEvMtOi5hWXM35yEm5MjM2T0SQghxGVsuoCqrDIxf3MSXVp5c0OHYEMyTBvYljB/d174/CiVVSZDMojGkZxdxPoDFxjfL4wAT1ej4wghhLAiNl1AfX7wImezi5l7Q5Rhu8a7OTvy51s7cTK9kFVxKYZksBdFZZV8cfAij6zZx5CXNvPq1ycpq6y69g82kvmbT+HooJg1pJ1hGYQQQlgnm21oYzJp3tycRIcQL4ZHG7uX8fDoEAZGBvDvjSe5rVtL/DxkrkxtZReW8c2xdDYeSWdbUhbllSb83J1pH+LF65sS+ezgBf5xZ1eLrK683PlLxazbe57x/cII9naz6LmFEEJYP5stoP53OI2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len(row_data[col])) + row_data[col].extend(extension) + column_data[col].append(row_data[col][r]) + ixstr = str(ix)+'.'+str(r) if r > 0 else str(ix) + index.append(ixstr) + + return pd.DataFrame(column_data,index=index) + +WRAPLEN = 55 + +df = df_wrapcols(df,wrap_columns={'Description':WRAPLEN}) +print('===========================') +print('dfnew1=',df) + + +# print('===========================') +# df.columns = [ ' '+col for col in df.columns ] + +dividers = [] +for col in df.columns: + dividers.append('-'*int(df[col].str.len().max())) +dfd = pd.DataFrame(dividers).T +dfd.columns = df.columns +dfd.index = pd.Index(['---']) + +print('===========================') + +df = dfd.append(df) + +fmts = {'Kwarg': make_left_formatter(df['Kwarg'].str.len().max()+1), + 'Description': make_left_formatter(WRAPLEN), + 'Default': make_left_formatter(8), + } +s = df.to_string(formatters=fmts,index=False,justify='left') + +print('\n ',s.replace('\n','\n ')) + +print('===========================') + diff --git a/examples/scratch_pad/fontscale.ipynb b/examples/scratch_pad/fontscale.ipynb new file mode 100644 index 00000000..81b72461 --- /dev/null +++ b/examples/scratch_pad/fontscale.ipynb @@ -0,0 +1,395 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# mpf.plot `fontscale` kwarg tests\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20, 5)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2019-11-27 3145.49 3154.26 3143.41 3153.63 421853938\n", + "2019-11-29 3147.18 3150.30 3139.34 3140.98 286602291" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily = pd.read_csv('../data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n", + "daily.index.name = 'Date'\n", + "daily.shape\n", + "daily.head(2)\n", + "daily.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.7a9'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,title='Plot Title',figscale=0.7,fontscale=0.7)\n", + "mpf.plot(daily,title='Plot Title',figscale=0.7,fontscale=1.0)\n", + "mpf.plot(daily,title='Plot Title',figscale=0.7,fontscale=1.4)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "s1 = mpf.make_mpf_style(base_mpf_style='default',rc={'figure.titlesize':'xx-small'})#,legacy_rc={'figure.titlesize':'xx-small'})\n", + "s2 = mpf.make_mpf_style(base_mpf_style='default')\n", + "s3 = mpf.make_mpf_style(base_mpf_style='default',legacy_rc={'figure.titlesize':'xx-large'})\n", + "s3 = mpf.make_mpf_style(base_mpf_style='default',rc={'figure.titlesize':'xx-large'})" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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uvLeePyspN9/zZx19XXWmVlLVFbUSw2wDbNasWZg8eTKKioqwcuVKlJWVITs7G7a2tgYtR6FQ4Pnnn8fPP/+MDRs2wN3dvUvaF+jn1ir8jCHQz83o65Qq1qp9SqW99veqqiq91/OdXtu6zzX0vaD73FsF+buJXo6pGPq66kytpK4ztRLDbAPMw8MDHh4eCA4ORmBgoLYb/IQJE0Qv4/Lly5g9ezaqq6uRm5urdwiyZ8+eAJoDTvf4fcuel6ura7vLLqusgVzeaMgmdYpM1vxiKKus0TtXQa2xVuLodnm/cqMRikad13NNjejnGvpe0H3use/1z5+VVrS/XlPq6OuqM7WSqq6olRhmFWDV1dU4evQoIiIi4OXlpZ0+cGDzYYaSkhLRy6qpqcHTTz8NQRDw8ccfw8/PT+/xoKAgAMCFCxfg7e2tnd5ybiw4OLjd5QsCTPLhaKr1ShFr1T7d2hhaq656rpOTHE5Ozm0+1haVSonwkObDnieKy01yzsyYtZK6ztRKDLPqRl9fX4/4+Hjs2LFDb/rp06cBoFXHjNsRBAHz5s2DWq1Gbm5uq/ACgKFDh6Jnz57Yv3+/3vR9+/bBzc0NQ4YM6dA2EFkq3YuVb+18QWQKZrUH5uvriylTpiArKwseHh6IiIhARUUFkpOT4eXlhXHjxv1/l9/mN09dXR00Gg2uXLkCAOjRowd69uyJXbt24dixY1i9erXe4y28vLzg4OCAF154AWlpaRg4cCAiIiJw7NgxfPTRR0hISIC9vWHHYoksXcueD92Z7qEwhn33MasAA4CkpCR4e3sjMzMTVVVV8PT0xNChQxEfHw9XV1dkZGTgvffe03tOy8gakydPRkpKCg4dOgQAePHFF9tcR3FxMQDgmWeegY2NDd577z388ssv8PPzQ0JCAmJjY7txC4nI0jHsjUMmCNZ0RLZzlEqltpu9sY+/y2TNPbRKK9gx4U5YK3F0zyf9eKZc71zU7eb/7XeVtgu8oe+FzpzHMuU5MENeV8EBrXs7W9MQWx19D+r+/yoUijv22DS7PTAiMk+8yFi8E8Xlpm6CVWCAERF1MYa9cTDAiMissUME3Q4DjIjMGjtE0O2Y1XVgREREYnEPjIjMmm6HCN3ej0QMMCIya+wQQbfDACMio5LLna3qmijqPjwHRkR0ByqVEgP6ukMmkxk8Yjp1H+6BERG1gd33zV+nA2z37t3Iy8vDTz/9hF9//RXff/89AOCtt97CCy+8AA8Pj86ugojMjDUcBmT3ffPX4QBraGjASy+9hIMHDwJovoWJ7P/vB61SqZCbm4sjR45gy5YtcHNz65LGEhERtejwObDs7GwcOHAAgiAgKCgIdna/ZaFCoYCtrS3Kysqwdu3aLmkoEZExnSgu1/4cPX5GO12lUundG41Mp8MBlpeXB5lMhtTUVOTn52tHaQcAb29vrF+/HoIg4Msvv+yShhIRGZNc7qzzI9dOjxwyEOEhfbU/ZDodDrDKyko4Ojpi4sSJbT4eGRkJJycnVFVVdbhxRERdRaVSIjjAHcEB7txzshAdPgcml8tx48YNXLt2Db179271+OnTp3Hz5k306tWrUw0kIuqo7uhJeOz7M3Bykt95Rup2HQ6wIUOG4MCBA3j22Wcxc+ZMqNVqAMA333yD4uJifPDBB5DJZAgLC+uyxhIRtbg1kNoasaM7DvHJ5fI73vyTjKPDARYXF4eDBw+iqKgIixYt0k6fM2cOgOZeiTY2Npg1a1bnW0lEXcKSrm26dUxES+/WT611OMAiIiLw9ttvIykpqc03gpOTE5YsWYLhw4d3qoFE1HWsrdMBBwK2bJ26kHnixImIjo7Gl19+iTNnzkCpVMLFxQUhISEYPXo0z38RUbc5evyMXu/AtnAgYMvW6ZE4XF1d8fjjj3dFW4iom1nSHolcLmdAWblOBdjNmzexZs0aODg44IUXXtBOj4uLQ2BgIObOnQtXV9dON5KIugY/8MmSdPg6MKVSidjYWKxZswaXLl3Se+zq1avIzc1FbGys5E8UExGReepwgG3YsAFFRUUQBAFOTk56j/n4+EAQBJw9exY5OTmdbiQREdGtOhxge/bsgUwmw9KlS/H666/rPbZmzRq88cYbEAQBX3zxRacbSUREdKsOB1h5eTkcHR0RGxvb5uPTp0+Hg4MDKisrO9w4IiKi2+lwgDk4OKC+vh4VFRVtPl5WVoaGhgY4Ojp2uHFE1H3kcmeUlP8KQRCsrnMHR5S3DB3uhRgWFoZDhw7hmWeeQVxcHO699164uLjg+vXrOHHiBNatWweZTIZ77723K9tLRNRpHMXDMnQ4wP72t7/h8OHDuHDhAt54441Wj7fc4HLmzJmdaiAREVFbOnwIccSIEViyZAns7OwgCEKrH1tbWyxYsACPPPJIFzaXiKjzjh4/o3fDSpKmTl3IHBsbi+joaOTl5eHUqVNQKBSQy+UYNGgQYmJicNdddxm8TI1Gg/fffx/btm3DhQsX4OTkhAcffBALFy6Ev7+/dr4jR47g1VdfBQAcPny41XJ++eUXpKSk4PDhw6ivr0doaCheffVV3Hfffdp5GhoakJaWhvz8fFRXVyMgIABxcXEcWYQMplIpteMMnigut7pzSlLDUTwsQ6eHkvLz88Nzzz3XFW0BAKSmpmLr1q1ITEzE/fffjwsXLmDZsmWYMWMGdu/eDVtbW2RkZGDDhg3w9PREXV1dq2U0NDTgb3/7G+RyOdatWwdHR0ds2rQJzzzzDHbu3ImAgAAAwLJly1BQUIDk5GQMGDAAX3/9NZYsWQInJydMmDChy7aJiIi6nugAq6yshK2tLXx8fLR/i+Xn5ydqPrVajb179yIuLk57p+eAgADMnTsXCxcuRHFxMRwdHbFz507k5uZi8+bNOHjwYKvl7Nq1C6Wlpdi9ezeCgoIAAElJSTh06BBycnLw5ptvoqKiAtu3b0dSUhJGjx4NAJg5cyZ++OEHpKenM8CIiMyc6AAbPXo0PDw8cOTIEe3fMpnsjs+TyWQoKioS1xg7OxQUFLSabmPTfKrO3t4ePj4+2LZtG9zc3G67nIMHD6J///7a8GpZ9kMPPYQDBw4AaD7sKAhCq3N0UVFRyM/Px8WLF7V7akREZH4MOoQoCEK7f3eHoqIiZGZmIjo6GoMGDRL1nLKysjbDp3///ti2bRtu3ryJsrIyODg4aPcoW/Tr1w8AUFpa2m6AyWTNP8bSsi5jrlOqTFEr3XUZ+7XRGVJ7XXWmzqZ6rjXq6OvK0PlFB9ikSZPg4uKi97eYPbCOWrFiBTZu3IimpibExsbq3fX5TpRKJfr2bX3jvpb219bWQqFQwNm59Ulc3XnaE+jn1ubzu1ugn5vR1ylVxqyVUmmvt15TvDY6Qyqvq87Uuauee5ev9P5/TcXQ15VuncUQHWApKSnt/t3VZs2ahcmTJ6OoqAgrV65EWVkZsrOzYWtr263rFaussgZyeaPR1ieTNb8YyiprYIQdX0kzRa10R3Mw9mujM6T2uupMnbvquecu1cDJSRr/v6bS0deVoaOidKgXYmNjI2bNmgUbGxusW7euW0LFw8MDHh4eCA4ORmBgIKZOnYo9e/aI6lzRs2dPKJWtC1FbWwuZTAZXV9d25wFwx/uYCQJM8oY31XqlyJi10l2PFP+PpNLmztS5M891cmoedivI3w2lFdIIe3PQmf8jMTp0IbO9vT2Ki4vx/fffd2l4VVdXY9euXbhy5Yre9IEDm4d9KSkpEbWcoKAgnD9/vtX0c+fOwd/fHz169EBQUBAaGhpa3cvs3LlzAIDg4OAObAERERlLh0fiGDduHOrq6vDll192WWPq6+sRHx+PHTt26E0/ffo0ALTqcHE7jzzyCC5evIizZ89qpzU0NODgwYOIjo4GAIwcORI2NjbYv3+/3nP37duHkJAQ0V3/iUxJpVIiOMAdwQHuHJSWrE6HL2T+4x//iF9//RV///vfER0djcGDB8Pd3V3b5V3XpEmTRC3T19cXU6ZMQVZWFjw8PBAREYGKigokJyfDy8sL48aNg1Kp1N7lua6uDhqNRrvH1qNHD/Ts2ROPPfYYfve732HhwoVITEyEi4sLVq9ejcbGRsTFxQFoDsPp06dj1apV8PX1RUhICHbt2oWCggJkZWV1tCzUBaxtVAtr216irtLhAHvqqacANHel//LLL2+7JyaTyUQHGNB8wbG3tzcyMzNRVVUFT09PDB06FPHx8XB1dUVGRgbee+89vec8/PDDAIDJkycjJSUFdnZ2WLt2Ld5++23MmjULDQ0NuO+++/DBBx+gT58+2uclJCTAxcUFiYmJqK6uRmBgINLS0rR7aURS0vLFrgWDkCxdhwNM9xqwrrwezMHBAfHx8YiPj2/z8blz52Lu3Ll3XI6npyfefffdduexs7Nrd11EUsJbhJC16XCAvf32213ZDiIiIoN0KMD+85//oKysDLW1tfD398cf/vAH+Pr6dnXbiMgAR4+fgVwuN3UziIzG4ABbunQp/vWvf+lNS09PxxtvvIE///nPXdYwIjIMbxFC1sagbvSff/45Pvnkk1Y3r2xsbERiYiJOnDjRXe0ksgoqlQoqlVL7Q0S3Z9Ae2CeffALgt3uA+fr6ori4GGvXrsWNGzewZcsWhIeHd0tDiawBO2J0H7ncmfW0MAYF2OnTpyGTybBq1SqEhoYCaL79yIABA/DCCy/g5MmT3dJIIkM1Xy+o1BuahofXiCyLQQF248YN9OjRQxteLR566CEAwK+/8tsNmQfdOye0kMK3b3bEIBLP4PuB9ejRo9X0lmkajaZrWkXUQbqjWkgRO2IQidfh68CIzN2x78/Aycn4ezMcEYPIOAwOMLVaje+++67N0Tdu91hERETHW0jUQXK5HE5Oxg8PdsQgMg6DA0yhUGjHQdQlk8nafEwmk6GoqKjjLSQiPbrd62/d2yOyJgYHWFeOe0hkibq7I4aUz/F1FrvCky6DAmzy5Mnd1Q4ii8GOGETGYVCAcQBfoma3jpJhzEN5J4rL9dZ76zk3ImvBXohEHWDKw3jcuyNqZtBYiEREROaCe2BEHaB7GA/goTwiU2CAEf0/3VE8ThSXt3uojofxiEyPAUYmZ8oOEbfD0TSIzB8DjEzOHK9r4mgaROaPnTiIiEiSuAdGJmeOHSJ4WxMi88cAI5Nr7/ySqc5FcTQNIvPHACOzxnNRRHQ7PAdm4VQqJYID3BEc4N6qtx+Zjkql1Pkxfa9LIiniHhiZNamcizJ0lHRz7HlJJDUMMDJrPBdFRLfDAKPbMmRkCjIMR5Qn6jwGGJEJdNWXAd7gkayZ2XXi0Gg0WL9+PWJiYhAeHo7IyEjMnz8fFRUV2nm+++47xMbGYvDgwRg2bBhefvllVFVV6S3nzJkzeP755zFixAiEhoZi4sSJ2LVrl948DQ0NSE1NRVRUFEJDQzF+/Hh8+umnRtlOIiLqHLMLsNTUVGRkZGD27NnIz8/HypUrcerUKcyYMQMNDQ0oLS3FrFmzEBAQgO3bt2PNmjWorKxEXFwcGhsbAQBVVVV46qmnoFarkZOTg7y8PPz+979HfHw89uzZo13XsmXLsH37diQmJiI/Px/Tpk3DkiVLWgUdmS/93nzs0UdkTczqEKJarcbevXsRFxeHiRMnAgACAgIwd+5cLFy4EMXFxdiyZQvc3d3x1ltvwc6uufkpKSkYP3489uzZg5iYGOzfvx81NTVISkqCn58fAOCll15Cfn4+duzYgbFjx6KiogLbt29HUlISRo8eDQCYOXMmfvjhB6Snp2PChAmmKYIJmeOgunfC3nxE1susAszOzg4FBQWtptvYNO8o2tvb49ChQxg1apQ2vAAgKCgIffv2xYEDBxATE6Odbmtrq7ccBwcH7e+HDx+GIAh45JFH9OaJiopCfn4+Ll68iICAgK7YLMmwtjCQYmAT0W/M7hDirYqKipCZmYno6GgEBATg8uXL6NevX6v5+vfvj9LSUgDA2LFj4eHhgX/84x9QKpUQBAF5eXn4+eefMW3aNABAWVkZHBwc4OPjo7eclmW3LIvM24nicr2fo8fPiH5ueEhfvR/2BCSSFrPaA9O1YsUKbNy4EU1NTYiNjcWiRYtQXV0NAHB2bt2Dy8XFRdvRw8PDA5s2bcKcOXMwdOhQ2NnZQSaTYfny5Rg1ahQAQKFQ3HY5AFBbW9tu+2Sy5h9jaVmXoevUnf9Obf7xTOtBdSOHDBT13K7k7OyMknJxPetu/T80ZHvbY8zt7ao2d2bdxlynVLFW4nXF55UYZhtgs2bNwuTJk1FUVISVK1eirKwMycnJop579epVvPTSS+jfvz+WL18OuVyOr776CsuWLUOvXr2057w6I9DPrc0A7G6Bfm7tPq5U6h8WU9rb6z23/TbrL1t3WabaXkMplb9t712+7bdZoVDc8lyldo/cmNur22ZzfV3Rb1gr8Qytle57QQyzDTAPDw94eHggODgYgYGBmDp1Ko4cOQKg9QcP0LzH1KtXLwDAunXrcO3aNWzbtk37YRAeHo6zZ8/iH//4B0aPHo2ePXu2+rBvWQ4AuLq6ttu+ssoayOWNndpGQ8hkzS+GssoaCMLt5xvQ1/22jxnaZt1zRMbe3o7SbfO5SzVwcjJke3+b15jba8o6i31dEWtliI7WytDxWs0qwKqrq3H06FFERETAy8tLO33gwObDWOXl5fD19cX58+dbPffcuXN48MEHAQAlJSXw9/dv9U02MDAQX3/9NQRBQFBQEBoaGnDp0iX4+vrqLQcAgoOD222rIMAkL+LOrFepVOk9904X0+rOa6rtNVRn2myq7XVy0r8YWWqvK2vDWonXmfegGGbViaO+vh7x8fHYsWOH3vTTp08DAHx8fDBq1CgcPHhQe80X0NzRo7KyUnto0M/PDxUVFbh586beckpKSuDr6wuZTIaRI0fCxsYG+/fv15tn3759CAkJ0Xa/l5r2OjU8eN9AvU4L3Ymj4BNRdzOrPTBfX19MmTIFWVlZ8PDwQEREBCoqKpCcnAwvLy+MGzcOw4cPR15eHhYvXoznn38etbW1WLp0KQYPHowxY8YAAJ544gn861//wquvvornn38ecrkc+/fvx9dff42XX34ZQHMYTp8+HatWrYKvry9CQkKwa9cuFBQUICsry4RV6ByOV0hE1sKsAgwAkpKS4O3tjczMTFRVVcHT0xNDhw5FfHw8XF1d4erqio0bNyI1NRUTJ05Ejx49EB0djddee017vVhISAhycnKQmZmJJ598Eo2NjejXrx8SEhLw1FNPadeVkJAAFxcXJCYmorq6GoGBgUhLS0N0dLSpNr9bmerWJKa6qzIRWTazCzAHBwfEx8cjPj7+tvOEhYUhNze33eUMHz4cw4cPb3ceOzu7O67Lkpjq1iS8qzIRdQezOgdGREQkltntgZE0tTcsk1TuqkxE0sIAI1HudB6rvV6NUrmrMu+tRSQtDDASheexiMjcMMAsnLH2Kk4Utx5HkYPjElF3YoCRKHc6jyWFQ4REZFkYYCSKVM5jEZH1YDd6sihyefOtWARBYOASWTgGGBERSRIDjIiIJInnwOi2eF0UEZkz7oEREZEkMcCIiEiSGGBERCRJDDAiIpIkBhgREUkSA4yIiCSJAUZERJLEACMiIknihcwSolQqoVIpIQi/TeN4f0RkrRhgEuLi4tJqGkfKICJrxUOIEqBSKTGgr7upm0FEZFa4ByYxx74/Ayen299YkojIWjDAJEYul8PJyfzPe3EgYCLqbjyESEREksQAIyIiSWKAERGRJDHAiIhIkhhgREQkSWYXYBqNBuvXr0dMTAzCw8MRGRmJ+fPno6KiQjvPd999h9jYWAwePBjDhg3Dyy+/jKqqqlbL2rx5M8aOHYuwsDCMHTsWW7Zs0Xu8oaEBqampiIqKQmhoKMaPH49PP/2027eRiIg6z+wCLDU1FRkZGZg9ezby8/OxcuVKnDp1CjNmzEBDQwNKS0sxa9YsBAQEYPv27VizZg0qKysRFxeHxsZG7XLef/99vPPOO3jppZewe/duPPHEE3jzzTeRl5ennWfZsmXYvn07EhMTkZ+fj2nTpmHJkiXYtWuXKTadiIgMYFbXganVauzduxdxcXGYOHEiACAgIABz587FwoULUVxcjC1btsDd3R1vvfUW7Oyam5+SkoLx48djz549iImJgUqlQkZGBubPn48//vGPAICnn34affr0QWBgIACgoqIC27dvR1JSEkaPHg0AmDlzJn744Qekp6djwoQJJqgAERGJZVZ7YHZ2digoKMCLL76oN93GprmZ9vb2OHToEB5++GFteAFAUFAQ+vbtiwMHDgAAjhw5AoVCoQ2vFuPGjUNISAgA4PDhwxAEAY888ojePFFRUTh37hwuXrzY1ZtHRERdyKwCrC1FRUXIzMxEdHQ0AgICcPnyZfTr16/VfP3790dpaSkA4KeffkKvXr1w8eJFPPXUU4iMjERMTAw+//xz7fxlZWVwcHCAj4+P3nJalt2yLCIiMk9mdQhR14oVK7Bx40Y0NTUhNjYWixYtQnV1NQDA2bn1UEouLi7ajh5Xr16FWq1GYmIi5s2bBy8vL/zrX//CK6+8Ajs7O4wbNw4KheK2ywGA2tradtsnkzX/GIPueoy5XqlqqQ/rdGeslXislXgdrZWh85ttgM2aNQuTJ09GUVERVq5cibKyMiQnJ4t6rlqthlKpxKJFizB8+HAAQFhYGH788UdkZmZi3LhxnW5foJ9bmwHYHZRKe+3vd/kab71SF+jnZuomSAZrJR5rJZ6htdL9rBPDbAPMw8MDHh4eCA4ORmBgIKZOnYojR44AABQKRav5a2tr0atXLwBAz549ATSHlq5hw4bhgw8+gEajQc+ePaFUKttcDgC4urq2276yyhrI5Y3tztNVVKrf2nnuUg2cnIyzXqmSyZrfOGWVNXo3/6TWWCvxWCvxOlor3c86McwqwKqrq3H06FFERETAy8tLO33gwIEAgPLycvj6+uL8+fOtnnvu3Dk8+OCDAIC77roLAFBTU6N3E0iNRgO5XA4bGxsEBQWhoaEBly5dgq+vr95yACA4OLjdtgoCjPYi1l2PMdcrdayVeKyVeKyVeIbWytC6mlUnjvr6esTHx2PHjh1600+fPg0A8PHxwahRo3Dw4EG9a76KiopQWVmp7Q4/cuRI2NjYYN++fXrLKSws1IZhyzz79+/Xm2ffvn0ICQmBn59fV28eERF1IbPaA/P19cWUKVOQlZUFDw8PREREoKKiAsnJyfDy8sK4ceMwfPhw5OXlYfHixXj++edRW1uLpUuXYvDgwRgzZgwAwN/fH3/+85+Rnp4OHx8fhISEYOvWrTh16hRycnIANIfh9OnTsWrVKvj6+iIkJAS7du1CQUEBsrKyTFkGIiISwawCDACSkpLg7e2NzMxMVFVVwdPTE0OHDkV8fDxcXV3h6uqKjRs3IjU1FRMnTkSPHj0QHR2N1157TXu9GAAsXboUvXv3RkpKCq5du4a77roLa9asQVRUlHaehIQEuLi4IDExEdXV1QgMDERaWhqio6NNselERGQAmSDwaK5YSqVSe07tRHE55HLj9AZUqZQID+kLAPjxTLkk7shsSjIZEOTvhtIKnmy/E9ZKPNZKvI7WSvez7naXOukyq3NgREREYjHAiIhIkhhgREQkSQwwIiKSJAYYERFJEgOMiIgkiQFGRESSxAAjIiJJYoAREZEkMcCIiEiSGGBERCRJZjeYL7W+qZtKpTJRS4iIzBcDzAy1DGZJRES3x0OIEiIIgtFGwCciMnfcAzNDJ4rLW02TyUzQECIiM8YAM0Nt7WUxwIiI9PEQIhERSRIDjIiIJIkBRkREksQAIyIiSWKAERGRJDHAiIhIktiN3gCCIGh/N/bwTjIZoFTaQ6VSQqcZ1AbWSjzWSjzWSryO1kr3c1UQ8UQGmAF0i/vgfQNN2BIiIsumUqng4uLS7jw8hEhERJIkE8TspxEAQKPR4OrVqwAAuVwOGYfHICLqMoIgaI90eXp6wsam/X0sBhgREUkSDyESEZEkMcCIiEiSGGBEENdll8hQfF11LwYYEaDtkKPRaEzcEvOlUqmwe/duNDQ0mLopksPXVffgdWAWRqPRQKPRwM6O/7V3olKpsGPHDlRUVKB37974wx/+AB8fH2g0mjv2frI2CoUCY8aMwZQpUzB+/HhTN8es3bx5E5s3b0Z5eTlcXFzwxBNPwN/fn6+rbsBeiBZEpVJh4cKFmDx5MqKiomBvb2/qJpkthUKBxx9/HF5eXrh8+TKUSiV8fHyQk5OD3r17m7p5ZkWhUOBPf/oTwsLCkJ6eburmmDWFQoG//OUv6N27N2pqanDlyhUIgoBPPvkE/fr1M3XzLA6/DliQTZs2Yd++fXj33Xdx7NgxNDU1mbpJZqmhoQHPP/88QkNDsWbNGuzatQvz5s3DL7/8guPHj2vn43e75g/kP/7xjwgNDdWGV1uvK9YKaGxsxIIFCzBw4EBkZ2djx44dSE5OhrOzM9599100NjaauokWhwFmQaqqqvDAAw/Azc0Nr732Gr799luo1WpTN8vsFBUVoaamBnPmzIGzszPs7OwwefJk9OrVC0DznuzNmzchk8ms+oO5rq4OEyZMQFhYGFatWgWgOfxtbW0BANXV1aisrIRCobD6WgHAL7/8gvLycjz++ONwcnKCra0tRo8ejeHDh+P06dM8D9YNGGAW5Nq1axg9ejRWrFgBHx8fvP766zh69ChD7Ba//PILzp8/r7cnodFo0NDQgLVr1yImJgZ//etfUVhYCJlMZrUfPD/99BN+/fVX2NraQqPRQBAEODg4oKmpCQsXLkRcXBwmT56Mv/71rzh+/LhV1woAamtrUVZWhvr6egDQ7nFFRkZCqVSipqbGhK2zTAwwC9Dy4dKjRw94eXnB398fKSkp6NOnT7shZq3fmIcMGQK5XI7MzEwcPXoUZWVlmD59Otzd3TF9+nTMnDkTTk5OiIuLQ0lJidWeeA8LC8Pq1atx5MgRzJs3T9tTc+bMmSgvL8ef/vQnPPnkk7C1tcWzzz6Lc+fOWW2tAKBfv35wc3PT9tJsOQet0WigVCpN2TSLxU4cEqXRaLTfeFsO6ajVajQ1NcHR0RGCIODs2bN4/fXXUVVVheXLl+PBBx/UvqmuX7+uPWRm6dqq1Y4dO7BixQqo1Wq4u7vDzs4OmzZtgoeHBwDghx9+wIIFC/C73/0O77zzDuzt7a1m7Evd3nIajQYHDx7Eq6++isjISDz00EMoLCxEQkKCtlbffvstFixYgAkTJiAhIQEymcwqatXU1ITa2lrIZDI4OTnBwcEBV65cgZeXF4DmL4gymQzbt2/HO++8g507d+p1EDp9+jT69+8PJycnU22C5Fnv1yUJUygUePXVV/HMM88gJiYGWVlZ+PHHH2FnZwdHR0ftB/bdd9+N5ORk+Pj4YPHixTh69CgAIDU1FZMmTUJDQ4PF74W1Vavi4mJMmjQJe/fuxfbt2zF8+HDce++98PDw0B72GTx4MPr374+6ujo4ODhYxQfyzZs3tXtRLYdXbWxsMHLkSKxYsQLff/890tLSMGTIELi7u2tfO8OHD4eHhweuX78OGxsbq6iVQqFAfHw8nnnmGTz22GNISUnBmTNntOEF/HbtV01NDVxcXODm5qZ9bMWKFZg1a5b2cCN1DANMYpRKJSZNmoTr169j+PDhGDJkCDZv3owFCxZg7969AJo/dFrePHfffTeWL18OHx8fJCYmYv78+fj444+RlpZm8R/MbdUqNzcX8+bNw65du+Ds7Aw/Pz+Ul5fj119/BdB82KflcKuLiwv69u2LpqYmiw/6hoYGTJw4EePGjcPp06dha2urF2IPP/ww/ud//gf33Xcffv/732v3shobG1FXVwdvb28EBQUBsPxD0yqVCtOmTYNarcaUKVMwduxYbN26FRs3bsSNGze087Xs7Ws0Gu3REQBYtWoVtmzZgqysLL1Qow4QSFKSk5OFp556Sm/anj17hCeffFK45557hJ07d2qnNzU1aX+/ePGiMGTIECEiIkIoKioyWntN6U612rFjhyAIgvDhhx8KISEhwsqVKwVBEITLly8LaWlpwrBhw4SzZ88avd2mcOPGDWHMmDHCiBEjhKFDhwonT54UBEEQ1Gq1dh61Wi3U1dUJgiAICoVCEARBUKlUQnp6uvDggw8K586dM37DTSA1NVWYOXOm3rSVK1cKgwcPFs6fP99q/s2bNwsjRowQ1Gq1kJGRIYSFhQk//vijkVpr2Thcg8RcunQJffv2BdD8rdnBwQGPPfYYvLy8kJmZiUWLFsHBwQFjx46FjY2N3nF4QRCwefNm3H333SbeCuO4U60SEhLQs2dPTJo0CT/88AOys7OxefNm9OnTB7W1tXj//fcxYMAAE2+FcRQVFUGhUGDx4sXYsGEDZs6ciY0bN+Lee+9FU1MTbG1ttT9XrlxBVlYWTp06BblcjpKSEqxbtw79+/c39WYYRXl5Ofz9/QH89rqaNm0a1q9fj8LCQu0Fyy3vPW9vbzg4OODVV1/Fvn37sGXLFoSGhppyEywGA0xiZDIZTp48CQBwcHCAWq2GnZ0d7rvvPrz44ouor6/Hu+++Cz8/P4SFhUEmk2Hz5s1YvXo1Pv30U6sJL+DOtaqrq0NycjJycnKwePFiPP744zh8+DD69++PYcOGacPPGtTX10Mul+Oxxx5Dr1698O677+qF2K3DIA0YMABXrlxBaGgoEhMTrSa8gOZzWmVlZQB+62no5eUFR0dHvXNaLYfnhw0bhitXruCLL77Ap59+it/97nfGb7SlMvEeIImk0WgEQRCEvLw84aGHHhL+93//V/tYY2Oj9vcvv/xSGDlypJCenq6dVlpaKvz888/Ga6yJGVKrhx9+WPjnP/9p9Daao/z8fO3v33zzjfCnP/1J73Cibu2sUcvratOmTUJubq52emNjo3Djxg1h6NChejXUtXXrVqGsrMwYzbQq7MQhES3f5kaOHIm7774bH3/8MfLy8gAAdnZ22o4Hjz76KMaMGYOdO3dqOx8EBgYiODjYZG03NkNq9eijjyIvL8+qh91q6fAzfvx4bQeMqKgovPLKK/D398fMmTNx8uRJ7QDRH330Ef773/+arL2m0vK6euKJJxAbG6udbmdnB5lMhqamplbXwWVnZ+PYsWP485//jLvuusuYzbUKDDAJ0Wg06NWrF1JSUiAIAtLT0/H5558DaH4TtVxAOXDgQPTq1Uvbnd4aGVorwcJ7zrWn5UO3pWdhS6DphtjTTz+N0tJS5OTkICUlxap7z7V1pwe1Wg0bGxu9a7pWrVqFtLQ0q7ne0hQYYBLScn1Onz59kJubC7VajbS0NOTk5ABoPs8DACUlJfDw8LDqYX0MrZU174HdqqXzD/BbiN11112YMGECMjMz8cEHH1hN5xax6urqUF9fjx49egAA0tPTsXbtWnzyyScYNGiQiVtnuTgSh5lq6fkFoNUJ9JbHLl26hIULF6KsrAz+/v6IiIjAL7/8gq+++goffvih1bxxWCvx2qvVrXQfnz9/Po4cOYIPP/zQag5Hi62VRqNBTU0Nxo8fj5UrV+LHH39EZmYmexsaAQPMzKWmpiI6OhoPPPCA3puo5c1VU1OD/fv3Y+/evVCpVOjTpw9mz55tVb0NW7BW4t2uVm1JS0vD+vXrsXXrVqvsQSe2VtOmTcPp06fR1NSELVu2ICwszMgttT7sRm/GampqsGHDBty8eRMPPPCA3hunZYRwNzc3TJkyBVOmTAGg/63RmrBW4rVXq1udO3cOx48fx+bNm60yvMTUquVcc1hYGC5duoScnBwMHDjQBK21PjwHZqYEQYCbmxtefPFFHDhwAIWFha3maXkz6e5EW+MHMmslnpha6fL390dmZibCw8ON1ELzIbZWLeM/vvjii/j4448ZXkbEADMTt3YiaOk9OGrUKNy8eRP//ve/AaDNjhnW1tOQtRKvM7UCmi/UdXFx6d5GmonO1KplD79Pnz7d31DSYoCZiZa9gfPnz+vtJYSHh+Mvf/kLcnJycPHiRau+31IL1ko81kq8ztSK9TMNVt2MrF69GmPHjsXSpUtRUFCgnR4TEwNvb2/s3r0bgiBYdff4FqyVeKyVeKyVtLAXognd2qPpwoUL2L17Nz7//HNUVFTgsccew9SpUzFs2DAsX74c33zzDXbv3g1bW1vtQKHWgrUSj7USj7WSNgaYiej2gDt//jwUCgWCgoLg5OSEiooKfPvtt3jvvfdgZ2eH0NBQzJgxA/PmzcOTTz6JOXPmmLj1xsVaicdaicdaSR8DzAR03zivv/46CgsLce7cOXh7e2PGjBmYNGkSPD09UVNTg927d2Pbtm04d+4camtr8cgjjyA9PR2Ojo4m3grjYK3EY63EY60sAwPMhObOnYvS0lLEx8fD3t4e27Ztw759+/D444/j2WefRd++fbWHKT766CP8+9//xgsvvGA1IyHoYq3EY63EY60krvsGuqdb6d4hOS8vTxg7dqxQUlKiN8+bb74phIaGChkZGYJKpdK7I259fb3R2mpqrJV4rJV4rJVlYS/EblZXV4f169fj2rVrsLGx0fZeqqiogCAI8PX1BQA0NjYCAJYuXYqxY8di8+bNqK2t1Z4sBn4bgNZSsVbisVbisVaWiwHWzT766COsXbsWa9euRXV1td5I30qlEiUlJQCaLxhtucXH3//+d9y4cQNHjhwBYD0X37JW4rFW4rFWlosB1s2efvppPP744zh06BCys7NRXV0NmUyGUaNGoaamBhs3bkRVVRWA5m93giBAqVTCz8/Pqm5pD7BWhmCtxGOtLBcH8+1GLT2dXnnlFTQ1NeHAgQMQBAGzZ8/GoEGDsHjxYrz11luwt7fHrFmzMGDAAMhkMuTn58PGxgYBAQGm3gSjYa3EY63EY60sGwOsm2g0Gtja2qKxsRH29vZYuHAhAODAgQMAgDlz5uCJJ56AWq1GSkoKfvzxR3h7e8PFxQWHDx/Gpk2b4OPjY8pNMBrWSjzWSjzWyvKxG30XqqurQ0FBAUJCQhAQEAB7e/tW86SmpuKbb75BVFQUnnvuObi7u+P48ePYunUrampq0LdvX0ybNs3i73jLWonHWonHWlkXBlgXaWhowIwZM/D999/DwcEBERER8PLywpgxYxAeHg5nZ2ftqN7p6enYvXs3oqKiMHv2bHh5eaG+vh6Ojo5WcY8q1ko81ko81sr68BBiF7l58yYCAwNx/fp1ODo64oEHHkBBQQGWL1+Ompoa3HvvvQgPD8dDDz2EZ555BrW1tfjpp5+wfv16zJ49Gx4eHgCsY1Rr1ko81ko81sr6cA+sC129ehVZWVk4efIkoqKi8OKLL0KpVGLPnj0oKyvD3r17oVAo4OjoiD59+uDUqVNQq9V49tlnMXfuXKt647BW4rFW4rFW1oUB1sUuX76M7OxsHDp0COPHj8f8+fO1j9XX16OmpgZffPEFrl27hvz8fMhkMmRnZyMoKMiErTYN1ko81ko81sp6MMC6wZUrV7BmzRocPXoUY8aMQXx8PAC0OrZ+7do12NnZoVevXqZqqsmxVuKxVuKxVtaB58C6gZeXF5577jkAwFdffQUAiI+Ph62tLdRqNezsmsveu3dvk7XRXLBW4rFW4rFW1oEB1k1u9ways7NrdRM9a8daicdaicdaWT4GWDfSfQN9/fXXuHnzJl5//XW+cdrAWonHWonHWlk2Blg38/Lywpw5c6BUKnHixAlUV1dru+uSPtZKPNZKPNbKcrETh5Fcu3YNgiDA09PT1E0xe6yVeKyVeKyV5WGAERGRJPFAMBERSRIDjIiIJIkBRkREksQAIyIiSWKAERGRJDHAiIhIkhhgREQkSQwwIiKSJAYYERFJEgOMiIgkiQFGRESS9H/3Bx/RCYbl1AAAAABJRU5ErkJggg==\n", 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\n", 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ERETNTyYIUruqajlqtVrfzf5cboFZn70jkwHBHd2RX8jG9sdhrMRjrMSzRKw0GjXCQwMAmP87pykaGyvD433UrU6GrGooKSIiIrGYwIiISJKsrg2MiMiWGd4L9fD4h2SMCYyIyIrUtgHR4zGBERGZQX2jTEilU4a1YgIjIjKD+mpW9Y0ofy63QP9ao9HUGYWefsEERkTUggy7hovBWpl4TGBERGZy8ozxo0moaZjAiIjMRKFQsIbVjHgfGBERSRITGBERSRITGBERSRLbwIiIrJRC4VJvV3uqwRoYERFJEhMYERFJEhMYERFJEhMYERFJEjtxEFGL40C21BKYwIioxYkdyJbIFLyESEQWERLoUW/NjEgs1sCIqMXxESHUEpjAiKjFsb2LWgIvIRIRkSQxgRERkSQxgRERkSQxgRERkSQxgRGRyTQaNUICPdgVniyKCYyIiCSJCYyIiCSJ94ERUZNoNBqj97zni8zF6mpgOp0OW7ZswejRoxEeHo6+fftizpw5KCwsNFruxIkTGDBgAAYMGFDvdgoLC/H2228jMjISv/nNbzBx4kQcOHDAaBlBELBhwwb89re/RY8ePTBs2DCkpqa22LERtUbPPNUN4aEB+j8ic7G6BJaYmIjk5GRMnz4dmZmZWLVqFS5cuICpU6eisrIS1dXV+Oc//4mZM2eiTZs29W7j3r17mDJlCq5evYqkpCR8/vnnCA8Px+zZs3Hs2DH9cuvWrcO6devwxhtvYP/+/Zg1axbWrVvHJEZEJAFWdQlRq9Xi4MGDiI2NxZgxYwAAgYGBmDVrFubPn4/c3Fw4OTlh7969SEtLQ3p6Oo4ePVpnO5mZmSgqKsJHH32EgICaX4SLFi3CV199hY8//hgDBw7EgwcPsHnzZrz00ksYO3asfl95eXlITU1FTEwMnJyczHbsRJaiVquh0aghCL9MM+Uy4Mkzl6BQKFqgZEQNs6oEJpfLkZ2dXWe6nV1NRdHBwQG+vr7YtWsX3N3dH7mdiRMnYtiwYfD19TXahre3t/56/enTp6HRaDB48GCjdSMjI5GamorTp0+jX79+zXBURNbN1dW1zjRTHnWiUCga3e7F9jNqCqtKYPXJyclBSkoKoqKi0L17d1HrODo6GiUvACgqKsLFixcRGxsLAFAqlQCATp06GS1X+z4/P7/BBCaT1fyZS+2+zLlPqWKsxNFo1AjrVn+b1eNiZzjf1M+C4bIPj0qfV2C9zwhr7HnVlFhJVXPESgyrTWArVqzAtm3bUF1djejoaCxYsKDR26qoqMDbb78Nd3d3xMTEAABUKhUAwMXF+Bdf7a/R2vmPEuTvXmddcwjydzf7PqWKsWqYWu2gf11cXGx0Pj/u3DZc19TPguG6Dwvu6C56O5Zi6nnVlFhJXVNiJYbVJrBp06Zh3LhxyMnJwapVq6BUKpGamgp7e3uTtqNSqTBz5kz89NNP2Lp1Kzw8PJqlfMqiUigUVc2yLTFkspqTQVlUatRWQXUxVuIYjqBx634VVFUG53Npqeh1Tf0sGK576qxx+1l+YcP7taTGnldNiZVUNUesxLDaBObp6QlPT0+EhIQgKChI3w1+1KhRorfx888/Y/r06SgpKUFaWprRJci2bdsCqElwhh+g2pqXm5tbg9sWBFjky9FS+5UixqphhrExNVbNta6zswLOzi71zquPRqPWd9U/l1tgkTYzc8ZK6poSKzGsqht9SUkJsrKycOvWLaPp3brVXCfPy8sTva3S0lK89NJLqKysxKefflqn/Sw4OBgAcO3aNaPptW1jISEhJpefqDXTaNQGf5rHr0DUwqwqgVVUVCAuLg579uwxmn7x4kUAqNMx41EEQcDs2bOh1WqRlpYGf3//Osv07t0bbdu2xeHDh42mHzp0CO7u7ujVq1ejjoGotTK8WfnhzhdkjMnePKzqEqKfnx/Gjx+P9evXw9PTExERESgsLERCQgK8vb0xYsSI/7tnpeaEKC8vh06n09fY2rRpg7Zt2yIrKwunTp3CunXrjObX8vb2hqOjI1577TUkJSWhW7duiIiIwKlTp/DJJ58gPj4eDg6mNSYSEdXiiCTmYVUJDACWLVsGHx8fpKSkoLi4GF5eXujduzfi4uLg5uaG5ORkrF271midgQMHAgDGjRuH5cuX60fbeP311+vdR25uLgDglVdegZ2dHdauXYubN2/C398f8fHxiI6ObsEjJJKmc7kF+tcajYa1MBOZcm8diSMTBFtqUmwatVqt72Zv7gZkmaymi3F+IXvWPQ5jJY5hh4jzlwqMOlOYsq6pnwVLrdtUppxX9fWms6WbtBv7GTT8/6pUqsfecmB1NTAiIqmzpWRlSUxgRGTVDGsz7BBBhpjAiMiqsUMEPYpVdaMnIiISizUwIrJq7P1Ij8IERkRWjR0i6FGYwIjIrBQKF94TRc2CbWBERI+h0ajRNcADMpnM5BHTqeWwBkZEVA9237d+TU5g+/fvx759+/Djjz/i7t27OHv2LADgvffew2uvvQZPT8+m7oKIrIwtXAZk933r1+gEVllZiTfeeANHjx4FUDMCvOz/nget0WiQlpaGEydOICMjA+7u7s1SWCIiolqNbgNLTU3FkSNHIAgCgoODIZf/kgtVKhXs7e2hVCqxadOmZikoEZE5ncst0P+dPHNJP12j0Rg9LoUsp9EJbN++fZDJZEhMTERmZqZ+kFsA8PHxwZYtWyAIAr788stmKSgRkTkpFC4Gf788tb1vr25Gz0Yjy2l0AisqKoKTkxPGjBlT7/y+ffvC2dkZxcXFjS4cEVFz0WjUCAn0QEigB2tOrUSj28AUCgXu37+PO3fuoH379nXmX7x4EQ8ePEC7du2aVEAiosZqiZ6Ep85egrOz4vELUotrdALr1asXjhw5gldffRUxMTHQarUAgG+++Qa5ubn46KOPIJPJEBYW1myFJSKq9XBCqm/Ejpa4xKdQKEx6dhq1nEYnsNjYWBw9ehQ5OTlYsGCBfvqMGTMA1PRKtLOzw7Rp05peSiJqFq3p3qaHx0Rs7d36qa5GJ7CIiAh88MEHWLZsWb0fBGdnZyxatAj9+vVrUgGJqPnYWqcDDgTcujXpRuYxY8YgKioKX375JS5dugS1Wg1XV1eEhoZi6NChbP8iohZz8swlo96B9eFAwK1bk0ficHNzw4QJE5qjLETUwlpTjUShUDBB2bgmJbAHDx5gw4YNcHR0xGuvvaafHhsbi6CgIMyaNQtubm5NLiQRNQ9+4VNr0uj7wNRqNaKjo7FhwwbcuHHDaN7t27eRlpaG6OhoyTcUExGRdWp0Atu6dStycnIgCAKcnZ2N5vn6+kIQBFy+fBkbN25sciGJiIge1ugEduDAAchkMixevBjvvvuu0bwNGzbgL3/5CwRBwBdffNHkQhIRET2s0QmsoKAATk5OiI6Ornf+5MmT4ejoiKKiokYXjoiI6FEancAcHR1RUVGBwsLCeucrlUpUVlbCycmp0YUjopajULggr+AuBEGwuc4dHFG+dWh0L8SwsDAcO3YMr7zyCmJjY/Hkk0/C1dUV9+7dw7lz57B582bIZDI8+eSTzVleIqIm4ygerUOjE9jLL7+M48eP49q1a/jLX/5SZ37tAy5jYmKaVEAiIqL6NPoS4oABA7Bo0SLI5XIIglDnz97eHnPnzsWQIUOasbhERE138swlowdWkjQ16Ubm6OhoREVFYd++fbhw4QJUKhUUCgW6d++O0aNHo0uXLiZvU6fT4cMPP8SuXbtw7do1ODs745lnnsH8+fPRsWNH/XInTpzAvHnzAADHjx+vs52bN29i+fLlOH78OCoqKtCjRw/MmzcPTz31lH6ZyspKJCUlITMzEyUlJQgMDERsbCxHFiGTaTRq/TiD53ILbK5NSWo4ikfr0OShpPz9/fHnP/+5OcoCAEhMTMSOHTuwdOlS/OY3v8G1a9ewZMkSTJ06Ffv374e9vT2Sk5OxdetWeHl5oby8vM42Kisr8fLLL0OhUGDz5s1wcnLC9u3b8corr2Dv3r0IDAwEACxZsgTZ2dlISEhA165d8fXXX2PRokVwdnbGqFGjmu2YiIio+YlOYEVFRbC3t4evr6/+vVj+/v6iltNqtTh48CBiY2P1T3oODAzErFmzMH/+fOTm5sLJyQl79+5FWloa0tPTcfTo0TrbycrKQn5+Pvbv34/g4GAAwLJly3Ds2DFs3LgRf/3rX1FYWIjdu3dj2bJlGDp0KAAgJiYG33//PVavXs0ERkRk5UQnsKFDh8LT0xMnTpzQv5fJZI9dTyaTIScnR1xh5HJkZ2fXmW5nV9NU5+DgAF9fX+zatQvu7u6P3M7Ro0fRuXNnffKq3Xb//v1x5MgRADWXHQVBqNNGFxkZiczMTFy/fl1fUyMiIutj0iVEQRAafN8ScnJykJKSgqioKHTv3l3UOkqlst7k07lzZ+zatQsPHjyAUqmEo6OjvkZZq1OnTgCA/Pz8BhOYTFbzZy61+zLnPqXKErEy3Je5z42mkNp51ZQ4W2pdW9TY88rU5UUnsLFjx8LV1dXovZgaWGOtWLEC27ZtQ3V1NaKjo42e+vw4arUaAQF1H9xXW/6ysjKoVCq4uNRtxDVcpiFB/u71rt/Sgvzdzb5PqTJnrNRqB6P9WuLcaAqpnFdNiXNzrdvFT3r/X0sx9bwyjLMYohPY8uXLG3zf3KZNm4Zx48YhJycHq1atglKpRGpqKuzt7Vt0v2Ipi0qhUFSZbX8yWc3JoCwqhRkqvpJmiVgZjuZg7nOjKaR2XjUlzs217pUbpXB2lsb/11Iae16ZOipKo3ohVlVVYdq0abCzs8PmzZtbJKl4enrC09MTISEhCAoKwsSJE3HgwAFRnSvatm0LtbpuIMrKyiCTyeDm5tbgMgAe+xwzQYBFPvCW2q8UmTNWhvuR4v9IKmVuSpybsq6zc82wW8Ed3ZFfKI1kbw2a8j8So1E3Mjs4OCA3Nxdnz55t1uRVUlKCrKws3Lp1y2h6t241w77k5eWJ2k5wcDCuXr1aZ/qVK1fQsWNHtGnTBsHBwaisrKzzLLMrV64AAEJCQhpxBEREZC6NHoljxIgRKC8vx5dfftlshamoqEBcXBz27NljNP3ixYsAUKfDxaMMGTIE169fx+XLl/XTKisrcfToUURFRQEABg0aBDs7Oxw+fNho3UOHDiE0NFR0138iS9Jo1AgJ9EBIoAcHpSWb0+gbmf/whz/g7t27eOuttxAVFYWePXvCw8ND3+Xd0NixY0Vt08/PD+PHj8f69evh6emJiIgIFBYWIiEhAd7e3hgxYgTUarX+Kc/l5eXQ6XT6GlubNm3Qtm1bPPvss/jVr36F+fPnY+nSpXB1dcW6detQVVWF2NhYADXJcPLkyVizZg38/PwQGhqKrKwsZGdnY/369Y0NCzUDWxvVwtaOl6i5NDqBvfjiiwBqutJ/+eWXj6yJyWQy0QkMqLnh2MfHBykpKSguLoaXlxd69+6NuLg4uLm5ITk5GWvXrjVaZ+DAgQCAcePGYfny5ZDL5di0aRM++OADTJs2DZWVlXjqqafw0UcfoUOHDvr14uPj4erqiqVLl6KkpARBQUFISkrS19KIpKT2h10tJkJq7RqdwAzvAWvO+8EcHR0RFxeHuLi4eufPmjULs2bNeux2vLy8sHLlygaXkcvlDe6LSEr4iBCyNY1OYB988EFzloOIiMgkjUpg//3vf6FUKlFWVoaOHTvi97//Pfz8/Jq7bERkgpNnLkGhUFi6GERmY3ICW7x4MT7//HOjaatXr8Zf/vIXPP/8881WMCIyDR8RQrbGpG70//73v/HZZ5/VeXhlVVUVli5dinPnzrVUOYlsgkajgUaj1v8R0aOZVAP77LPPAPzyDDA/Pz/k5uZi06ZNuH//PjIyMhAeHt4iBSWyBeyI0XIUChfGs5UxKYFdvHgRMpkMa9asQY8ePQDUPH6ka9eueO211/DDDz+0SCGJTFVzv6DaaGgaXl4jal1MSmD3799HmzZt9MmrVv/+/QEAd+/y1w1ZB8MnJ9SSwq9vdsQgEs/k54G1adOmzvTaaTqdrnlKRdRIhqNaSBE7YhCJ1+j7wIis3amzl+DsbP7aDEfEIDIPkxOYVqvFd999V+/oG4+aFxER0fgSEjWSQqGAs7P5kwc7YhCZh8kJTKVS6cdBNCSTyeqdJ5PJkJOT0/gSEpERw+71D9f2iGyJyQmsOcc9JGqNWrojhpTb+JqKXeHJkEkJbNy4cS1VDqJWgx0xiMzDpATGAXyJajw8SoY5L+Wdyy0w2u/DbW5EtoK9EIkawZKX8Vi7I6ph0liIRERE1oI1MKJGMLyMB/BSHpElMIER/R/DUTzO5RY0eKmOl/GILI8JjCzOkh0iHoWjaRBZPyYwsjhrvK+Jo2kQWT924iAiIkliDYwszho7RPCxJkTWjwmMLK6h9iVLtUVxNA0i68cERlaNbVFE9ChsA2vlNBo1QgI9EBLoUae3H1mORqM2+LN8r0siKWINjKyaVNqiTB0l3Rp7XhJJDRMYWTW2RRHRozCB0SOZMjIFmYYjyhM1HRMYkQU0148BPuCRbJnVdeLQ6XTYsmULRo8ejfDwcPTt2xdz5sxBYWGhfpnvvvsO0dHR6NmzJ/r06YM333wTxcXFRtu5dOkSZs6ciQEDBqBHjx4YM2YMsrKyjJaprKxEYmIiIiMj0aNHD4wcORI7d+40y3ESEVHTWF0CS0xMRHJyMqZPn47MzEysWrUKFy5cwNSpU1FZWYn8/HxMmzYNgYGB2L17NzZs2ICioiLExsaiqqoKAFBcXIwXX3wRWq0WGzduxL59+/C73/0OcXFxOHDggH5fS5Yswe7du7F06VJkZmZi0qRJWLRoUZ1ER9bLuDcfe/QR2RKruoSo1Wpx8OBBxMbGYsyYMQCAwMBAzJo1C/Pnz0dubi4yMjLg4eGB9957D3J5TfGXL1+OkSNH4sCBAxg9ejQOHz6M0tJSLFu2DP7+/gCAN954A5mZmdizZw+GDx+OwsJC7N69G8uWLcPQoUMBADExMfj++++xevVqjBo1yjJBsCBrHFT3cdibj8h2WVUCk8vlyM7OrjPdzq6moujg4IBjx45h8ODB+uQFAMHBwQgICMCRI0cwevRo/XR7e3uj7Tg6OupfHz9+HIIgYMiQIUbLREZGIjMzE9evX0dgYGBzHJZk2FoykGLCJqJfWN0lxIfl5OQgJSUFUVFRCAwMxM8//4xOnTrVWa5z587Iz88HAAwfPhyenp74+9//DrVaDUEQsG/fPvz000+YNGkSAECpVMLR0RG+vr5G26nddu22yLqdyy0w+jt55pLodcNDA4z+2BOQSFqsqgZmaMWKFdi2bRuqq6sRHR2NBQsWoKSkBADg4lK3B5erq6u+o4enpye2b9+OGTNmoHfv3pDL5ZDJZHj//fcxePBgAIBKpXrkdgCgrKyswfLJZDV/5lK7L1P3abj848p8/lLdQXX79uomat3m5OLigrwCcT3rHv4fmnK8DTHn8TZXmZuyb3PuU6oYK/Ga4/tKDKtNYNOmTcO4ceOQk5ODVatWQalUIiEhQdS6t2/fxhtvvIHOnTvj/fffh0KhwFdffYUlS5agXbt2+javpgjyd683Aba0IH/3Buer1caXxdQODkbrNlxm420bbstSx2sqtfqX4+3i13CZVSrVQ+uq9TVycx6vYZmt9byiXzBW4pkaK8PPghhWm8A8PT3h6emJkJAQBAUFYeLEiThx4gSAul88QE2NqV27dgCAzZs3486dO9i1a5f+yyA8PByXL1/G3//+dwwdOhRt27at82Vfux0AcHNza7B8yqJSKBRVTTpGU8hkNSeDsqgUgvDo5boGeDxynqllNmwjMvfxNpZhma/cKIWzsynH+8uy5jxeS8ZZ7HlFjJUpGhsrU8drtaoEVlJSgpMnTyIiIgLe3t766d261VzGKigogJ+fH65evVpn3StXruCZZ54BAOTl5aFjx451fskGBQXh66+/hiAICA4ORmVlJW7cuAE/Pz+j7QBASEhIg2UVBFjkJG7KftVqjdG6j7uZ1nBZSx2vqZpSZksdr7Oz8c3IUjuvbA1jJV5TPoNiWFUnjoqKCsTFxWHPnj1G0y9evAgA8PX1xeDBg3H06FH9PV9ATUePoqIi/aVBf39/FBYW4sGDB0bbycvLg5+fH2QyGQYNGgQ7OzscPnzYaJlDhw4hNDRU3/1eahrq1PDMU92MOi20JI6CT0QtzapqYH5+fhg/fjzWr18PT09PREREoLCwEAkJCfD29saIESPQr18/7Nu3DwsXLsTMmTNRVlaGxYsXo2fPnhg2bBgA4IUXXsDnn3+OefPmYebMmVAoFDh8+DC+/vprvPnmmwBqkuHkyZOxZs0a+Pn5ITQ0FFlZWcjOzsb69estGIWm4XiFRGQrrCqBAcCyZcvg4+ODlJQUFBcXw8vLC71790ZcXBzc3Nzg5uaGbdu2ITExEWPGjEGbNm0QFRWFd955R3+/WGhoKDZu3IiUlBRMmTIFVVVV6NSpE+Lj4/Hiiy/q9xUfHw9XV1csXboUJSUlCAoKQlJSEqKioix1+C3KUo8msdRTlYmodbO6BObo6Ii4uDjExcU9cpmwsDCkpaU1uJ1+/fqhX79+DS4jl8sfu6/WxFKPJuFTlYmoJVhVGxgREZFYVlcDI2lqaFgmqTxVmYikhQmMRHlcO1ZDvRql8lRlPluLSFqYwEgUtmMRkbVhAmvlzFWrOJdbdxxFDo5LRC2JCYxEeVw7lhQuERJR68IERqJIpR2LiGwHu9FTq6JQ1DyKRRAEJlyiVo4JjIiIJIkJjIiIJIltYPRIvC+KiKwZa2BERCRJTGBERCRJTGBERCRJTGBERCRJTGBERCRJTGBERCRJTGBERCRJTGBERCRJvJFZQtRqNTQaNQThl2kc74+IbBUTmIS4urrWmcaRMojIVvESogRoNGp0DfCwdDGIiKwKa2ASc+rsJTg7P/rBkkREtoIJTGIUCgWcna2/3YsDARNRS+MlRCIikiQmMCIikiQmMCIikiQmMCIikiQmMCIikiQmMCIikiSrS2A6nQ5btmzB6NGjER4ejr59+2LOnDkoLCzUL/Pdd98hOjoaPXv2RJ8+ffDmm2+iuLi4zrbS09MxfPhwhIWFYfjw4cjIyDCaX1lZicTERERGRqJHjx4YOXIkdu7c2eLHSERETWd1CSwxMRHJycmYPn06MjMzsWrVKly4cAFTp05FZWUl8vPzMW3aNAQGBmL37t3YsGEDioqKEBsbi6qqKv12PvzwQ/zjH//AG2+8gf379+OFF17AX//6V+zbt0+/zJIlS7B7924sXboUmZmZmDRpEhYtWoSsrCxLHDoREZnAqm5k1mq1OHjwIGJjYzFmzBgAQGBgIGbNmoX58+cjNzcXGRkZ8PDwwHvvvQe5vKb4y5cvx8iRI3HgwAGMHj0aGo0GycnJmDNnDv7whz8AAF566SV06NABQUFBAIDCwkLs3r0by5Ytw9ChQwEAMTEx+P7777F69WqMGjXKAhEgIiKxrKoGJpfLkZ2djddff91oup1dTTEdHBxw7NgxDBw4UJ+8ACA4OBgBAQE4cuQIAODEiRNQqVT65FVrxIgRCA0NBQAcP34cgiBgyJAhRstERkbiypUruH79enMfHhERNSOrqoHVJycnBykpKYiKikJgYCB+/vlndOrUqc5ynTt3Rn5+PgDgxx9/RLt27XD9+nW8+eabuHTpEry9vTFjxgyMHj0aAKBUKuHo6AhfX1+j7dRuOz8/H4GBgY8sl0xW82cOhvsx536lqjY+jNPjMVbiMVbiNTZWpi5vtQlsxYoV2LZtG6qrqxEdHY0FCxagpKQEAODiUncsQFdXV31Hj9u3b0Or1WLp0qWYPXs2vL298fnnn+Ptt9+GXC7HiBEjoFKpHrkdACgrK2uwfEH+7vWu3xLUagf96y5+5tuv1AX5u1u6CJLBWInHWIlnaqwMv+vEsNoENm3aNIwbNw45OTlYtWoVlEolEhISRK2r1WqhVquxYMEC9OvXDwAQFhaG8+fPIyUlBSNGjGhy+ZRFpVAoqh6/YDPQaNT611dulMLZ2Tz7lSqZrOaDoywqNXr4J9XFWInHWInX2FgZfteJYbUJzNPTE56enggJCUFQUBAmTpyIEydOAABUKlWd5cvKytCuXTsAQNu2bQHUJC1Dffr0wUcffQSdToe2bdtCra4brNqal5ubW4PlEwSY7SQ23I859yt1jJV4jJV4jJV4psbK1LhaVSeOkpISZGVl4datW0bTu3XrBgAoKCiAn58frl69WmfdK1euoGvXrgCALl26AABKS0uNltHpdFAoFLCzs0NwcDAqKytx48aNOtsBgJCQkGY4IiIiailWlcAqKioQFxeHPXv2GE2/ePEiAMDX1xeDBw/G0aNHje75ysnJQVFRkb47/KBBg2BnZ4dDhw4Zbef06dP6ZFi7zOHDh42WOXToEEJDQ+Hv79/ch0dERM3Iqi4h+vn5Yfz48Vi/fj08PT0RERGBwsJCJCQkwNvbGyNGjEC/fv2wb98+LFy4EDNnzkRZWRkWL16Mnj17YtiwYQCAjh074vnnn8fq1avh6+uL0NBQ7NixAxcuXMDGjRsB1CTDyZMnY82aNfDz80NoaCiysrKQnZ2N9evXWzIMREQkglUlMABYtmwZfHx8kJKSguLiYnh5eaF3796Ii4uDm5sb3NzcsG3bNiQmJmLMmDFo06YNoqKi8M477+jvFwOAxYsXo3379li+fDnu3LmDLl26YMOGDYiMjNQvEx8fD1dXVyxduhQlJSUICgpCUlISoqKiLHHoRERkApkgsDlSLLVare9mfy63AAqFebqzazRqhIcGAADOXyqAszO70TdEJgOCO7ojv5C9xR6HsRKPsRKvsbEy/K571K1OhqyqDYyIiEgsJjAiIpIkJjAiIpIkJjAiIpIkJjAiIpIkJjAiIpIkJjAiIpIkJjAiIpIkJjAiIpIkJjAiIpIkqxsLkeo+1E2j0VioJERE1osJzArVjgVGRESPxkuIEiIIgtkGECYisnasgVmhc7kFdabJZBYoCBGRFWMCs0L11bKYwIiIjPESIhERSRITGBERSRITGBERSRITGBERSRITGBERSRITGBERSRK70ZtAEAT9a3MP7ySTAWq1AzQaNQyKQfVgrMRjrMRjrMRrbKwMv1cFESsygZnAMLjPPNXNgiUhImrdNBoNXF1dG1yGlxCJiEiSZIKYehoBAHQ6HW7fvg0AUCgUkHF4DCKiZiMIgv5Kl5eXF+zsGq5jMYEREZEk8RIiERFJEhMYERFJEhMYEcR12SUyFc+rlsUERgToO+TodDoLl8R6aTQa7N+/H5WVlZYuiuTwvGoZvA+sldHpdNDpdJDL+a99HI1Ggz179qCwsBDt27fH73//e/j6+kKn0z2295OtUalUGDZsGMaPH4+RI0daujhW7cGDB0hPT0dBQQFcXV3xwgsvoGPHjjyvWgB7IbYiGo0G8+fPx7hx4xAZGQkHBwdLF8lqqVQqTJgwAd7e3vj555+hVqvh6+uLjRs3on379pYunlVRqVR47rnnEBYWhtWrV1u6OFZNpVLhj3/8I9q3b4/S0lLcunULgiDgs88+Q6dOnSxdvFaHPwdake3bt+PQoUNYuXIlTp06herqaksXySpVVlZi5syZ6NGjBzZs2ICsrCzMnj0bN2/exJkzZ/TL8bddzRfyH/7wB/To0UOfvOo7rxgroKqqCnPnzkW3bt2QmpqKPXv2ICEhAS4uLli5ciWqqqosXcRWhwmsFSkuLsbTTz8Nd3d3vPPOO/j222+h1WotXSyrk5OTg9LSUsyYMQMuLi6Qy+UYN24c2rVrB6CmJvvgwQPIZDKb/mIuLy/HqFGjEBYWhjVr1gCoSf729vYAgJKSEhQVFUGlUtl8rADg5s2bKCgowIQJE+Ds7Ax7e3sMHToU/fr1w8WLF9kO1gKYwFqRO3fuYOjQoVixYgV8fX3x7rvv4uTJk0xiD7l58yauXr1qVJPQ6XSorKzEpk2bMHr0aPzpT3/C6dOnIZPJbPaL58cff8Tdu3dhb28PnU4HQRDg6OiI6upqzJ8/H7GxsRg3bhz+9Kc/4cyZMzYdKwAoKyuDUqlERUUFAOhrXH379oVarUZpaakFS9c6MYG1ArVfLm3atIG3tzc6duyI5cuXo0OHDg0mMVv9xdyrVy8oFAqkpKTg5MmTUCqVmDx5Mjw8PDB58mTExMTA2dkZsbGxyMvLs9mG97CwMKxbtw4nTpzA7Nmz9T01Y2JiUFBQgOeeew5TpkyBvb09Xn31VVy5csVmYwUAnTp1gru7u76XZm0btE6ng1qttmTRWi124pAonU6n/8Vbe0lHq9WiuroaTk5OEAQBly9fxrvvvovi4mK8//77eOaZZ/Qfqnv37ukvmbV29cVqz549WLFiBbRaLTw8PCCXy7F9+3Z4enoCAL7//nvMnTsXv/rVr/CPf/wDDg4ONjP2pWFvOZ1Oh6NHj2LevHno27cv+vfvj9OnTyM+Pl4fq2+//RZz587FqFGjEB8fD5lMZhOxqq6uRllZGWQyGZydneHo6Ihbt27B29sbQM0PRJlMht27d+Mf//gH9u7da9RB6OLFi+jcuTOcnZ0tdQiSZ7s/lyRMpVJh3rx5eOWVVzB69GisX78e58+fh1wuh5OTk/4L+4knnkBCQgJ8fX2xcOFCnDx5EgCQmJiIsWPHorKystXXwuqLVW5uLsaOHYuDBw9i9+7d6NevH5588kl4enrqL/v07NkTnTt3Rnl5ORwdHW3iC/nBgwf6WlTt5VU7OzsMGjQIK1aswNmzZ5GUlIRevXrBw8NDf+7069cPnp6euHfvHuzs7GwiViqVCnFxcXjllVfw7LPPYvny5bh06ZI+eQG/3PtVWloKV1dXuLu76+etWLEC06ZN019upMZhApMYtVqNsWPH4t69e+jXrx969eqF9PR0zJ07FwcPHgRQ86VT++F54okn8P7778PX1xdLly7FnDlz8OmnnyIpKanVfzHXF6u0tDTMnj0bWVlZcHFxgb+/PwoKCnD37l0ANZd9ai+3urq6IiAgANXV1a0+0VdWVmLMmDEYMWIELl68CHt7e6MkNnDgQPztb3/DU089hd/97nf6WlZVVRXKy8vh4+OD4OBgAK3/0rRGo8GkSZOg1Woxfvx4DB8+HDt27MC2bdtw//59/XK1tX2dTqe/OgIAa9asQUZGBtavX2+U1KgRBJKUhIQE4cUXXzSaduDAAWHKlCnCr3/9a2Hv3r366dXV1frX169fF3r16iVEREQIOTk5ZiuvJT0uVnv27BEEQRA+/vhjITQ0VFi1apUgCILw888/C0lJSUKfPn2Ey5cvm73clnD//n1h2LBhwoABA4TevXsLP/zwgyAIgqDVavXLaLVaoby8XBAEQVCpVIIgCIJGoxFWr14tPPPMM8KVK1fMX3ALSExMFGJiYoymrVq1SujZs6dw9erVOsunp6cLAwYMELRarZCcnCyEhYUJ58+fN1NpWzcO1yAxN27cQEBAAICaX82Ojo549tln4e3tjZSUFCxYsACOjo4YPnw47OzsjK7DC4KA9PR0PPHEExY+CvN4XKzi4+PRtm1bjB07Ft9//z1SU1ORnp6ODh06oKysDB9++CG6du1q4aMwj5ycHKhUKixcuBBbt25FTEwMtm3bhieffBLV1dWwt7fX/926dQvr16/HhQsXoFAokJeXh82bN6Nz586WPgyzKCgoQMeOHQH8cl5NmjQJW7ZswenTp/U3LNd+9nx8fODo6Ih58+bh0KFDyMjIQI8ePSx5CK0GE5jEyGQy/PDDDwAAR0dHaLVayOVyPPXUU3j99ddRUVGBlStXwt/fH2FhYZDJZEhPT8e6deuwc+dOm0lewONjVV5ejoSEBGzcuBELFy7EhAkTcPz4cXTu3Bl9+vTRJz9bUFFRAYVCgWeffRbt2rXDypUrjZLYw8Mgde3aFbdu3UKPHj2wdOlSm0leQE2bllKpBPBLT0Nvb284OTkZtWnVXp7v06cPbt26hS+++AI7d+7Er371K/MXurWycA2QRNLpdIIgCMK+ffuE/v37C//v//0//byqqir96y+//FIYNGiQsHr1av20/Px84aeffjJfYS3MlFgNHDhQ+Oc//2n2MlqjzMxM/etvvvlGeO6554wuJxrGzhbVnlfbt28X0tLS9NOrqqqE+/fvC7179zaKoaEdO3YISqXSHMW0KezEIRG1v+YGDRqEJ554Ap9++in27dsHAJDL5fqOB7/97W8xbNgw7N27V9/5ICgoCCEhIRYru7mZEqvf/va32Ldvn00Pu1Xb4WfkyJH6DhiRkZF4++230bFjR8TExOCHH37QDxD9ySef4H//+5/FymsptefVCy+8gOjoaP10uVwOmUyG6urqOvfBpaam4tSpU3j++efRpUsXcxbXJjCBSYhOp0O7du2wfPlyCIKA1atX49///jeAmg9R7Q2U3bp1Q7t27fTd6W2RqbESWnnPuYbUfunW9iysTWiGSeyll15Cfn4+Nm7ciOXLl9t077n6nvSg1WphZ2dndE/XmjVrkJSUZDP3W1oCE5iE1N6f06FDB6SlpUGr1SIpKQkbN24EUNPOAwB5eXnw9PS06WF9TI2VLdfAHlbb+Qf4JYl16dIFo0aNQkpKCj766COb6dwiVnl5OSoqKtCmTRsAwOrVq7Fp0yZ89tln6N69u4VL13pxJA4rVdvzC0CdBvTaeTdu3MD8+fOhVCrRsWNHRERE4ObNm/jqq6/w8ccf28wHh7ESr6FYPcxw/pw5c3DixAl8/PHHNnM5WmysdDodSktLMXLkSKxatQrnz59HSkoKexuaAROYlUtMTERUVBSefvppow9R7YertLQUhw8fxsGDB6HRaNChQwdMnz7dpnob1mKsxHtUrOqTlJSELVu2YMeOHTbZg05srCZNmoSLFy+iuroaGRkZCAsLM3NJbQ+70Vux0tJSbN26FQ8ePMDTTz9t9MGpHSHc3d0d48ePx/jx4wEY/2q0JYyVeA3F6mFXrlzBmTNnkJ6ebpPJS0ysatuaw8LCcOPGDWzcuBHdunWzQGltD9vArJQgCHB3d8frr7+OI0eO4PTp03WWqf0wGVaibfELmbEST0ysDHXs2BEpKSkIDw83Uwmth9hY1Y7/+Prrr+PTTz9l8jIjJjAr8XAngtreg4MHD8aDBw/wn//8BwDq7Zhhaz0NGSvxmhIroOZGXVdX15YtpJVoSqxqa/gdOnRo+YKSHhOYlaitDVy9etWolhAeHo4//vGP2LhxI65fv27Tz1uqxViJx1iJ15RYMX6WwahbkXXr1mH48OFYvHgxsrOz9dNHjx4NHx8f7N+/H4Ig2HT3+FqMlXiMlXiMlbSwF6IFPdyj6dq1a9i/fz/+/e9/o7CwEM8++ywmTpyIPn364P3338c333yD/fv3w97eXj9QqK1grMRjrMRjrKSNCcxCDHvAXb16FSqVCsHBwXB2dkZhYSG+/fZbrF27FnK5HD169MDUqVMxe/ZsTJkyBTNmzLBw6c2LsRKPsRKPsZI+JjALMPzgvPvuuzh9+jSuXLkCHx8fTJ06FWPHjoWXlxdKS0uxf/9+7Nq1C1euXEFZWRmGDBmC1atXw8nJycJHYR6MlXiMlXiMVevABGZBs2bNQn5+PuLi4uDg4IBdu3bh0KFDmDBhAl599VUEBAToL1N88skn+M9//oPXXnvNZkZCMMRYicdYicdYSVzLDXRPDzN8QvK+ffuE4cOHC3l5eUbL/PWvfxV69OghJCcnCxqNxuiJuBUVFWYrq6UxVuIxVuIxVq0LeyG2sPLycmzZsgV37tyBnZ2dvvdSYWEhBEGAn58fAKCqqgoAsHjxYgwfPhzp6ekoKyvTNxYDvwxA21oxVuIxVuIxVq0XE1gL++STT7Bp0yZs2rQJJSUlRiN9q9Vq5OXlAai5YbT2ER9vvfUW7t+/jxMnTgCwnZtvGSvxGCvxGKvWiwmshb300kuYMGECjh07htTUVJSUlEAmk2Hw4MEoLS3Ftm3bUFxcDKDm150gCFCr1fD397epR9oDjJUpGCvxGKvWi4P5tqDank5vv/02qqurceTIEQiCgOnTp6N79+5YuHAh3nvvPTg4OGDatGno2rUrZDIZMjMzYWdnh8DAQEsfgtkwVuIxVuIxVq0bE1gL0el0sLe3R1VVFRwcHDB//nwAwJEjRwAAM2bMwAsvvACtVovly5fj/Pnz8PHxgaurK44fP47t27fD19fXkodgNoyVeIyVeIxV68du9M2ovLwc2dnZCA0NRWBgIBwcHOosk5iYiG+++QaRkZH485//DA8PD5w5cwY7duxAaWkpAgICMGnSpFb/xFvGSjzGSjzGyrYwgTWTyspKTJ06FWfPnoWjoyMiIiLg7e2NYcOGITw8HC4uLvpRvVevXo39+/cjMjIS06dPh7e3NyoqKuDk5GQTz6hirMRjrMRjrGwPLyE2kwcPHiAoKAj37t2Dk5MTnn76aWRnZ+P9999HaWkpnnzySYSHh6N///545ZVXUFZWhh9//BFbtmzB9OnT4enpCcA2RrVmrMRjrMRjrGwPa2DN6Pbt21i/fj1++OEHREZG4vXXX4darcaBAwegVCpx8OBBqFQqODk5oUOHDrhw4QK0Wi1effVVzJo1y6Y+OIyVeIyVeIyVbWECa2Y///wzUlNTcezYMYwcORJz5szRz6uoqEBpaSm++OIL3LlzB5mZmZDJZEhNTUVwcLAFS20ZjJV4jJV4jJXtYAJrAbdu3cKGDRtw8uRJDBs2DHFxcQBQ59r6nTt3IJfL0a5dO0sV1eIYK/EYK/EYK9vANrAW4O3tjT//+c8AgK+++goAEBcXB3t7e2i1WsjlNWFv3769xcpoLRgr8Rgr8Rgr28AE1kIe9QGSy+V1HqJn6xgr8Rgr8Rir1o8JrAUZfoC+/vprPHjwAO+++y4/OPVgrMRjrMRjrFo3JrAW5u3tjRkzZkCtVuPcuXMoKSnRd9clY4yVeIyVeIxV68VOHGZy584dCIIALy8vSxfF6jFW4jFW4jFWrQ8TGBERSRIvBBMRkSQxgRERkSQxgRERkSQxgRERkSQxgRERkSQxgRERkSQxgRERkSQxgRERkSQxgRERkSQxgRERkSQxgRERkST9f+GKdP6YplKfAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "==============\n" + ] + } + ], + "source": [ + "for s in [s1,s2,s3]:\n", + " mpf.plot(daily,title='Plot Title',figscale=0.6,style=s)\n", + " mpf.plot(daily,title='Plot Title',figscale=0.6,style=s,fontscale=0.8)\n", + " print('==============')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/gridcolor_override_broken_for_charles.ipynb b/examples/scratch_pad/gridcolor_override_broken_for_charles.ipynb new file mode 100644 index 00000000..93aac442 --- /dev/null +++ b/examples/scratch_pad/gridcolor_override_broken_for_charles.ipynb @@ -0,0 +1,217 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.0.1'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "pd.__version__ # for the record\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "daily = pd.read_csv('../data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n", + "daily.index.name = 'Date'\n", + "# daily.shape\n", + "# daily.head(3)\n", + "# daily.tail(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import mplfinance as mpf" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "### 'yahoo' has a gray-ish grid:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "s = mpf.make_mpf_style(base_mpf_style='yahoo')#,gridcolor='black')\n", + "mpf.plot(daily, type='candle',volume=True,style=s)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "### `gridcolor='k' overrrides they gray with black:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "s = mpf.make_mpf_style(base_mpf_style='yahoo',gridcolor='k')#,gridcolor='black')\n", + "mpf.plot(daily, type='candle',volume=True,style=s)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 'charles' also has a gray-ish grid:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "s = mpf.make_mpf_style(base_mpf_style='charles')#,gridcolor='black')\n", + "mpf.plot(daily, type='candle',volume=True,style=s)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "### but `gridcolor='k'` fails to override the gray grid:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "s = mpf.make_mpf_style(base_mpf_style='charles',gridcolor='k')\n", + "mpf.plot(daily, type='candle',volume=True,style=s)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/hollow_and_filled_images.py b/examples/scratch_pad/hollow_and_filled_images.py new file mode 100755 index 00000000..d8a8e89c --- /dev/null +++ b/examples/scratch_pad/hollow_and_filled_images.py @@ -0,0 +1,94 @@ +#!/bin/env python + +import pandas as pd +import mplfinance as mpf + +Dates = ['2019-11-06', '2019-11-07', '2019-11-08', '2019-11-11', '2019-11-12'] +Open = [3075.1, 3092.0, 3092.0, 3080.33, 3089.28] +High = [3078.34, 3096.0, 3096.0, 3088.33, 3102.61] +Low = [3065.89, 3081.0, 3081.0, 3075.82, 3084.73] +Close = [3076.78, 3085.0, 3085.0, 3087.01, 3091.84] +Volume = [544288522, 566117910, 460757054, 366044400, 434953689] + +data = dict(Open=Open,High=High,Low=Low,Close=Close,Volume=Volume) +df = pd.DataFrame(data,index=pd.DatetimeIndex(Dates)) + +df.loc['2019-11-07','Open' ] = 3085 +df.loc['2019-11-07','Close'] = 3092 +df.loc['2019-11-07','Low' ] = 3081 +df.loc['2019-11-07','High' ] = 3096 + +df.loc['2019-11-08','Open' ] = 3085 +df.loc['2019-11-08','Close'] = 3092 +df.loc['2019-11-08','Low' ] = 3081 +df.loc['2019-11-08','High' ] = 3096 + + +dfs = df.copy() +dfs.loc['2019-11-07','Open' ] = 3092 +dfs.loc['2019-11-07','Close'] = 3085 + +dfs.loc['2019-11-08','Open' ] = 3092 +dfs.loc['2019-11-08','Close'] = 3085 + +df = df.iloc[0:3] +dfs = dfs.iloc[0:3] + +kwargs=dict(type='hollow_candle',figratio=(8,10),figscale=2.0,update_width_config=dict(candle_linewidth=4.25)) + + +# s = mpf.make_mpf_style(base_mpf_style='charles',gridstyle='',facecolor='#79c0c3') +# s = mpf.make_mpf_style(base_mpf_style='charles',gridstyle='',facecolor='gainsboro') +# s = mpf.make_mpf_style(base_mpf_style='charles',gridstyle='',facecolor='pink') +# s = mpf.make_mpf_style(base_mpf_style='charles',gridstyle='',facecolor='#ffd6dd') +s = mpf.make_mpf_style(base_mpf_style='charles',gridstyle='') + +mpf.plot(df ,style=s,**kwargs,savefig='hollow_red_green.jpg') +mpf.plot(dfs,style=s,**kwargs,savefig='solid_red_green.jpg') + +# st1 = mpf.make_mpf_style(base_mpf_style='checkers',gridstyle='',facecolor='#56b0b3') +mc = mpf.make_marketcolors(base_mpf_style='checkers',down='#a02128') +st1 = mpf.make_mpf_style(base_mpf_style='checkers',gridstyle='',facecolor='#79c0c3',marketcolors=mc) + +mpf.plot(df ,style=st1,**kwargs,savefig='hollow_red_blackt.jpg') +mpf.plot(dfs,style=st1,**kwargs,savefig='solid_red_blackt.jpg') + +st2 = mpf.make_mpf_style(base_mpf_style='checkers',gridstyle='',marketcolors=mc) + +mpf.plot(df ,style=st2,**kwargs,savefig='hollow_red_black.jpg') +mpf.plot(dfs,style=st2,**kwargs,savefig='solid_red_black.jpg') + +st3 = mpf.make_mpf_style(base_mpf_style='classic',gridstyle='',facecolor='#79c0c3') +mpf.plot(df ,style=st3,**kwargs,savefig='hollow_black_white.jpg') +mpf.plot(dfs,style=st3,**kwargs,savefig='solid_black_white.jpg') + +## +## df = pd.read_csv('data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True) +## +## df.loc['2019-11-07','Open' ] = 3085 +## df.loc['2019-11-07','Close'] = 3092 +## df.loc['2019-11-07','Low' ] = 3081 +## df.loc['2019-11-07','High' ] = 3096 +## +## df.loc['2019-11-08','Open' ] = 3085 +## df.loc['2019-11-08','Close'] = 3092 +## df.loc['2019-11-08','Low' ] = 3081 +## df.loc['2019-11-08','High' ] = 3096 +## +## +## dfs = df.copy() +## dfs.loc['2019-11-07','Open' ] = 3092 +## dfs.loc['2019-11-07','Close'] = 3085 +## +## dfs.loc['2019-11-08','Open' ] = 3092 +## dfs.loc['2019-11-08','Close'] = 3085 +## +## neoclassic = mpf.make_mpf_style(base_mpf_style='classic',facecolor='cyan') +## st = neoclassic +## st = mpf.make_mpf_style(base_mpf_style='nightclouds',gridstyle='') +## #st = mpf.make_mpf_style(base_mpf_style='sas',gridstyle='') #figcolor='#3C8284' +## st1 = mpf.make_mpf_style(base_mpf_style='classic',gridstyle='',facecolor='#56b0b3') +## #st1 = mpf.make_mpf_style(base_mpf_style='classic',gridstyle='',facecolor='#ffd6dd') +## mpf.plot(df.iloc[3:8],type='hollow_candle',volume=False,style=st1,figscale=1,update_width_config=dict(candle_linewidth=2.25)) +## mpf.plot(dfs.iloc[3:8],type='hollow_candle',volume=False,style=st1,figscale=1,update_width_config=dict(candle_linewidth=2.25)) +## diff --git a/examples/scratch_pad/hollow_candle_experiments.ipynb b/examples/scratch_pad/hollow_candle_experiments.ipynb new file mode 100644 index 00000000..0c4c50f1 --- /dev/null +++ b/examples/scratch_pad/hollow_candle_experiments.ipynb @@ -0,0 +1,1750 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.1.2'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "'0.12.7a5'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "pd.__version__ # for the record\n", + "import mplfinance as mpf\n", + "mpf.__version__ # for the record" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Hollow Candles Experiments\n", + "\n", + "### Later we will make this a tutorial explaining what hollow candles are and how to use them.\n", + "\n", + "---\n", + "\n", + "### There is also some code below
    prototyping a function
    to dump a style made with   `mpf.make_mpf_style()`

    into a file that can then be installed into   `mplfinance/src/mplfinance/_style_data/`

    and used as one of mplfinance's built-in styles.\n", + "\n", + "---\n", + "---\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(92, 6)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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"marks['below'] = [float('nan')]*len(df)\n", + "dt1 = '11/9/2020'\n", + "dt2 = '12/21/2020'\n", + "marks.loc[dt1,'above'] = df['High'][dt1]+offset\n", + "marks.loc[dt1,'below'] = df['Low' ][dt1]-offset\n", + "marks.loc[dt2,'above'] = df['High'][dt2]+offset\n", + "marks.loc[dt2,'below'] = df['Low' ][dt2]-offset" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ap = [ \n", + " mpf.make_addplot(marks['above'],type='scatter',marker='v',color='yellow',markersize=300),\n", + " mpf.make_addplot(marks['below'],type='scatter',marker='^',color='yellow',markersize=300)\n", + "]\n", + "mpf.plot(df,type='hollow_candle',style='checkers',addplot=ap,\n", + " mav=(20,50),figratio=(12,5),xlim=(16,len(df)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "- Notice November 9th (the tall solid black candle) \n", + " - on that date **`Close < Open`** (see data in next cell)\n", + " - the candle is **FILLED** (*not* hollow) because **`Close < Open`**\n", + " - the candle is **BLACK** (*not* red) because **`Close > Previous Close`**" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    OpenHighLowClose
    Date
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    2020-11-09363.970001364.380005354.059998354.559998
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
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    2012-06-29135.199997136.270004134.850006136.100006121.598610212250900136.721010128.7929930.921670
    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(3)\n", + "df.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Using this dataframe, we can of course plot a basic ohlc or candlestick plot:\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,volume=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "tdf = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True).loc['08-15-2011':'10-30-2011',:]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['binance',\n", + " 'blueskies',\n", + " 'brasil',\n", + " 'charles',\n", + " 'checkers',\n", + " 'classic',\n", + " 'default',\n", + " 'kenan',\n", + " 'mike',\n", + " 'nightclouds',\n", + " 'sas',\n", + " 'starsandstripes',\n", + " 'yahoo']" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mpf.available_styles()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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120.040001 120.510002\n", + "2011-10-14 121.910004 122.570000\n", + "2011-10-17 121.989998 120.230003\n", + "2011-10-18 120.139999 122.580002\n", + "2011-10-19 122.379997 121.129997\n", + "2011-10-20 121.430000 121.660004" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tdf.loc['09-10-2011':'10-20-2011'][['Open','Close']]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['binance',\n", + " 'blueskies',\n", + " 'brasil',\n", + " 'charles',\n", + " 'checkers',\n", + " 'classic',\n", + " 'default',\n", + " 'kenan',\n", + " 'mike',\n", + " 'nightclouds',\n", + " 'sas',\n", + " 'starsandstripes',\n", + " 'yahoo']" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mpf.available_styles()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "updn = dict(up='k',down='r')\n", + "#m = mpf.make_marketcolors(base_mpf_style='default',up='k',down='r',hollow='w',wick=dict(up='k',down='r'),\n", + "# edge=dict(up='k',down='r'))\n", + "m = mpf.make_marketcolors(base_mpf_style='default',**updn,wick=updn,edge=updn,hollow='w')\n", + "s = mpf.make_mpf_style(base_mpf_style='default',marketcolors=m,style_name='kenan')\n", + "\n", + "mpf.plot(df,type='hollow_candle',volume=True,style=s,figscale=0.75)\n", + "\n", + "mpf.plot(df,type='candle' ,style='kenan',volume=True,figscale=0.75)\n", + "mpf.plot(df,type='candle' ,style=s,volume=True,figscale=0.75)\n", + "\n", + "import pprint\n", + "#pp = pprint.PrettyPrinter(indent=4)\n", + "#pp.pprint(s)\n", + "\n", + "pp = pprint.PrettyPrinter(indent=4,sort_dicts=False)\n", + "strl = pp.pformat(s).splitlines()\n", + "f = open('kenan.py', 'w')\n", + "print('style = '+strl[0],file=f) \n", + "for line in strl[1:]:\n", + " print(' '+line,file=f)\n", + "f.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "style = { 'style_name': 'kenan',\r\n", + " 'base_mpl_style': 'seaborn-darkgrid',\r\n", + " 'marketcolors': { 'candle': {'up': 'k', 'down': 'r'},\r\n", + " 'edge': {'up': 'k', 'down': 'r'},\r\n", + " 'wick': {'up': 'k', 'down': 'r'},\r\n", + " 'ohlc': {'up': 'k', 'down': 'k'},\r\n", + " 'volume': {'up': '#1f77b4', 'down': '#1f77b4'},\r\n", + " 'vcedge': {'up': '#1f77b4', 'down': '#1f77b4'},\r\n", + " 'vcdopcod': False,\r\n", + " 'alpha': 0.9,\r\n", + " 'hollow': 'w'},\r\n", + " 'mavcolors': [ '#40e0d0',\r\n", + " '#ff00ff',\r\n", + " '#ffd700',\r\n", + " '#1f77b4',\r\n", + " '#ff7f0e',\r\n", + " '#2ca02c',\r\n", + " '#e377c2'],\r\n", + " 'y_on_right': False,\r\n", + " 'gridcolor': None,\r\n", + " 'gridstyle': None,\r\n", + " 'facecolor': '#DCE3EF',\r\n", + " 'rc': [ ('axes.edgecolor', 'black'),\r\n", + " ('axes.linewidth', 1.5),\r\n", + " ('axes.labelsize', 'large'),\r\n", + " ('axes.labelweight', 'semibold'),\r\n", + " ('lines.linewidth', 2.0),\r\n", + " ('font.weight', 'medium'),\r\n", + " ('font.size', 12.0)],\r\n", + " 'base_mpf_style': 'default'}\r\n" + ] + } + ], + "source": [ + "!cat kenan.py" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "style = dict( style_name = 'kenan',\n", + " base_mpl_style = 'seaborn-darkgrid',\n", + " marketcolors = { 'candle': {'up': 'k', 'down': 'r'},\n", + " 'edge': {'up': 'k', 'down': 'r'},\n", + " 'wick': {'up': 'k', 'down': 'r'},\n", + " 'ohlc': {'up': 'k', 'down': 'k'},\n", + " 'volume': {'up': '#1f77b4', 'down': '#1f77b4'},\n", + " 'vcedge': {'up': '#1f77b4', 'down': '#1f77b4'},\n", + " 'vcdopcod': False,\n", + " 'alpha': 0.9,\n", + " 'hollow': 'w'},\n", + " mavcolors = [ '#40e0d0', '#ff00ff', '#ffd700', '#1f77b4', '#ff7f0e',\n", + " '#2ca02c', '#e377c2'],\n", + " y_on_right = False,\n", + " gridcolor = None,\n", + " gridstyle = None,\n", + " facecolor = '#DCE3EF',\n", + " rc = [ ('axes.edgecolor', 'black'), ('axes.linewidth', 1.5),\n", + " ('axes.labelsize', 'large'), ('axes.labelweight', 'semibold'),\n", + " ('lines.linewidth', 2.0), ('font.weight', 'medium'),\n", + " ('font.size', 12.0)],\n", + " base_mpf_style = 'default')\n", + "\n", + " mpf.write_style_file(s,\"kenan.py\") \n", + "\n" + ] + } + ], + "source": [ + "pp = pprint.PrettyPrinter(indent=4,sort_dicts=False,compact=True)\n", + "strl = pp.pformat(s).splitlines()\n", + "#strl[0]\n", + "#strl[0].replace('{','dict(',1).replace(\"'\",\"\",2).replace(':',' =',1)\n", + "print('style = '+strl[0].replace('{','dict(',1).replace(\"'\",\"\",2).replace(':',' =',1))\n", + "for line in strl[1:-1]:\n", + " if \"'\" in line[0:5]:\n", + " print(' '+line.replace(\"'\",\"\",2).replace(':',' =',1))\n", + " else:\n", + " print(' '+line)\n", + "line = strl[-1]\n", + "if \"'\" in line[0:5]:\n", + " line = line.replace(\"'\",\"\",2).replace(':',' =',1)[::-1]\n", + "else:\n", + " line = line[::-1]\n", + "print(' '+line.replace('}',')',1)[::-1])\n", + "#f.close()\n", + "\n", + "method = 'mpf.write_style_file(s,\"kenan.py\")'\n", + "print('\\n',method,'\\n')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "style = dict( style_name = 'kenan',\n", + " base_mpl_style = 'seaborn-darkgrid',\n", + " marketcolors = { 'candle': {'up': 'k', 'down': 'r'},\n", + " 'edge': {'up': 'k', 'down': 'r'},\n", + " 'wick': {'up': 'k', 'down': 'r'},\n", + " 'ohlc': {'up': 'k', 'down': 'k'},\n", + " 'volume': {'up': '#1f77b4', 'down': '#1f77b4'},\n", + " 'vcedge': {'up': '#1f77b4', 'down': '#1f77b4'},\n", + " 'vcdopcod': False,\n", + " 'alpha': 0.9,\n", + " 'hollow': 'w'},\n", + " mavcolors = [ '#40e0d0', '#ff00ff', '#ffd700', '#1f77b4', '#ff7f0e',\n", + " '#2ca02c', '#e377c2'],\n", + " y_on_right = False,\n", + " gridcolor = None,\n", + " gridstyle = None,\n", + " facecolor = '#DCE3EF',\n", + " rc = [ ('axes.edgecolor', 'black'), ('axes.linewidth', 1.5),\n", + " ('axes.labelsize', 'large'), ('axes.labelweight', 'semibold'),\n", + " ('lines.linewidth', 2.0), ('font.weight', 'medium'),\n", + " ('font.size', 12.0)],\n", + " base_mpf_style = 'default')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'style_name': 'kenan',\n", + " 'base_mpl_style': 'seaborn-darkgrid',\n", + " 'marketcolors': {'candle': {'up': 'k', 'down': 'r'},\n", + " 'edge': {'up': 'k', 'down': 'r'},\n", + " 'wick': {'up': 'k', 'down': 'r'},\n", + " 'ohlc': {'up': 'k', 'down': 'k'},\n", + " 'volume': {'up': '#1f77b4', 'down': '#1f77b4'},\n", + " 'vcedge': {'up': '#1f77b4', 'down': '#1f77b4'},\n", + " 'vcdopcod': False,\n", + " 'alpha': 0.9,\n", + " 'hollow': 'w'},\n", + " 'mavcolors': ['#40e0d0',\n", + " '#ff00ff',\n", + " '#ffd700',\n", + " '#1f77b4',\n", + " '#ff7f0e',\n", + " '#2ca02c',\n", + " '#e377c2'],\n", + " 'y_on_right': False,\n", + " 'gridcolor': None,\n", + " 'gridstyle': None,\n", + " 'facecolor': '#DCE3EF',\n", + " 'rc': [('axes.edgecolor', 'black'),\n", + " ('axes.linewidth', 1.5),\n", + " ('axes.labelsize', 'large'),\n", + " ('axes.labelweight', 'semibold'),\n", + " ('lines.linewidth', 2.0),\n", + " ('font.weight', 'medium'),\n", + " ('font.size', 12.0)],\n", + " 'base_mpf_style': 'default'}" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "style" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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pWLFiBTQaDdavX289uOghioqKMGHCBFy4cAEfffQRGjVq5HDbNFcK4OGhf3jBGiIIZS8gzZUCq+5Xqj6Me/Uqu50g2nWbQBRFZOfegadvgVU99rJVFwDAtRHga/l3RNXwDoIULrjasAn0vmHWleUUWG+rZex9vUse93pKir8zxcVau8rXiiTB19cXvr6+aNGiBSIiIvDCCy/gwIEDGDhwYKXruH79OsaPH4/8/Hxs27bN4naFl5cXgLIkwsPDw7y9vAfB29u7wnpFEU75oeCs7arrGPfqIYq2l19+4DGw/n1UpZ6K6npw4bIfR18LLnnXoU79DEXD/gyjf4BjlVWDysakRuJejzgSE3uPc9okIT8/H6dOnULnzp3h7+9v3t7qv913GRnWzzJXpKCgAGPGjIEoitixYweCg4Mt9kdGRgIALl26hICAP96I5WMVWrRoUeXrICLnc+HChWopKzWXG3nwWZ+Euz1jnDJJoLrPaZOE0tJSxMXFYdq0aRg/frx5+7lz5wDAajBiRURRxJtvvgmDwYBPPvkEjRs3tirTqVMneHl54fDhw3j00UfN2w8dOgQfHx906NDBsYshIqfg4akGRGDipElW+4xGI0pKSuDu7m5zngQPT3UNtbLuqi3JGf3BaZOEoKAgDBs2DGvXroWvry86d+6MnJwcLF68GP7+/ujfvz+0Wq35McaSkhKYTCbk5ZXNu+7u7g4vLy/s3bsX3333HZKSkiz2l/P394erqysmTpyIxMREtGrVCp07d8Z3332HTz/9FLNnz4ZKZd9ADyJyTmFNw/Fp6v4KZ1ycN/ttLFj4PppFNLfYxxkXHfOg5OyBmJzJzmmTBABYsGABAgICkJycjNzcXPj5+aFTp06Ii4uDt7c3Vq9ejTVr1lgcUz6D4tChQ5GQkIDjx48DACZV8OI8f/48AGDs2LFQKBRYs2YNrl27huDgYMyePRsjR46sxiskopr2oA97pVKFZhHNEdXmkRpsUd33oOTsQZicyc+pkwRXV1fExcUhLi7O5v7Jkydj8uTJD6xjyZIlWLJkSaXON2bMGIwZM8beZhIR0UPww7524iqQREREZJNT9yQQEdUXyksXobivO16lyYBg0ENlY2VKk6caBn47p2rGJIGISGbKSxcROqgPoL9vYjaTCYLBAP+4iVZTPEOlQvaXh5koULVikkBEJDOFtqgsQVC4QFRaPn5pa+4bwWAE9HqrngciqTFJICKSkNHPHwWvToLRz//hhe8jKl0A5cMfuRYBy0WliKqJpAMX9+3bh4kTJyImJsZiAqKFCxciPz9fylMRETklo38Abr/2Rp2eIfFG3nUsX74cN/Kuy90UqmaS9CTodDq88cYbOHbsGICyWQ7LV/wqLi7Gtm3bcPLkSXz88cfw8fGR4pRERCSTmzfysHz5cvxP+y5o7Fd3kyGSKElYv349jh49CgBo3rw5Ll68CKOxrCusqKgILi4u0Gg02LBhA6ZNmybFKYmIJNXYzx9jX52ExlW4TVCXXb500WoSpKysDBgMBmg0GVYLBnECpLpFkiRhz549EAQBCQkJGDx4MLp06YLbt28DAAICAvDhhx9i9OjROHjwIJMEInJKfv4BiH3tDbmb4VQuX7qIYYP6QH/fUxcmkwlGowHT35oIxX1PXahUKqR+eZiJQh0hSZJw5coVuLm5YfDgwTb3P/7442jQoAFyc3OlOB0REdWAYm0R9Ho9RFG0WPRKoVDA1VUFk8myG8FoNEKv19s9/TI5L0kGLnp4eKC0tBQ3b960uf/cuXO4e/cu3NzcpDgdERHZySXvOhquWwMXOwYbeniqoVKpIAgCTCaT+cdgMODu3bswGAwW2wVBgEql4qJMdYgkPQkdOnTA0aNH8eqrr2L06NEwGAwAgG+//Rbnz5/H1q1bIQgCoqOjpTgdERHZyeVGHnzWJ+Fuz5hKP3kR1jQcqV8etjkmIX7ONMQveh/NmnHFzLpMkiQhNjYWx44dQ3p6OmbOnGne/vrrrwMoe9pBoVBg3LhxUpyOiIhqiK0PfEEAlEolIiKao1VrrphZl0mSJHTu3BlLlizBggULUFxcbLW/QYMGmDt3Lrp27SrF6YiI6iTBYLQ5w6Ktcg/CdSBIKpLNuDh48GDExMTg4MGD+O2336DVaqFWqxEVFYU+ffqgYcOGUp2KiOqpCxcuSFrOWZg81YBKBej1ljMp/nftBlGptLl2g8nGvX+uA0FSknRaZm9vbzz//PNSVklEVDYQTgQmTppksd1kNKKkpATu7u5QuFiueQARtWYAnaFpOLK/PGzz27//7LeRt2QF9BGW9/4r+vbPdSBISpIlCXfv3sW6devg6uqKiRMnmrfHxsYiIiICkydPhre3t1SnI6J6JKxpOD5N3V+nB9BV9C1eVKqgj2gOXRv77v1zHQiSgiRJglarxcsvv4xff/0VL7zwgsW+Gzdu4MSJEzh16hR27NgBDw8PKU5JRPUMB9AR1TxJ5kn46KOPkJ6eDlEU0aBBA4t9gYGBEEURv//+O1JSUqQ4HREREdUASZKEAwcOQBAEzJs3D++8847FvnXr1uHdd9+FKIrYv3+/FKcjIiKiGiBJkpCdnQ03NzeMHDnS5v4RI0bA1dUVV65ckeJ0REREVAMkSRJcXV1RWlqKnJwcm/s1Gg10Oh2nZSYiSTX288fUqVO5ciNRNZFk4GJ0dDSOHz+OsWPHIjY2Fo888gjUajVu376Nn376CRs3boQgCHjkEQ4sIiLp+PkHYOrUqcjMKbBasri+k2piJqrfJEkSXnnlFZw4cQKXLl3Cu+++a7VfFEUIgoDRo0dLcToiIqqAlBMzEUmSJHTr1g1z585FQkKC1brjAODi4oK3334bvXv3luJ0RERUASknZiKSbDKlkSNHIiYmBnv27MHZs2dRVFQEDw8PtG7dGoMGDUKzZs3srtNkMmHTpk1ITU3FpUuX0KBBA3Tp0gUzZsxASEiIudzJkycxffp0AMCJEyes6rl27RoSEhJw4sQJlJaWom3btpg+fTo6duxoLqPT6ZCYmIi0tDTk5+cjLCwMsbGxnEGSaq0bedexK/UzDBn2Z/hVctU/qhuknpiJ6i9Jp2UODg7Ga6+9Jll9S5cuxWeffYb4+Hj87//+Ly5duoT58+dj1KhR2LdvH1xcXLB69Wp89NFH8PPzQ0lJiVUdOp0Or7zyCjw8PLBx40a4ublhy5YtGDt2LHbv3o2wsDAAwPz583HkyBEsXrwYzZs3xzfffIO5c+eiQYMGGDhwoGTXRFRTbt7Iw4frk9CjZwyTBCKqkiolCVeuXIGLiwsCAwPN/19ZwcHBlSpnMBjw1VdfITY2FoMHDwYAhIWFYfLkyZgxYwbOnz8PNzc37N69G9u2bcP27dtx7Ngxq3r27t2LzMxM7Nu3D5GRkQCABQsW4Pjx40hJScF7772HnJwc7Ny5EwsWLECfPn0AAKNHj8aPP/6IlStXMkkgIqJ6qUpJQp8+feDr64uTJ0+a/18QhIceJwgC0tPTK9cwpRJHjhyx2q7474AblUqFwMBApKamwsfHp8J6jh07hvDwcHOCUF73E088gaNHjwIou0UhiqLVmImePXsiLS0Nly9fNvc4EBER1RdVvt0g3ve80f3/Xx3S09ORnJyMmJgYtG7dulLHaDQamx/w4eHhSE1Nxd27d6HRaODq6mruGSnXtGlTAEBmZmaFSYIglP04i/K2OFOb6gNnjLsgABCc7zUqJWeMu6SEP34cvkap64JEdVGlSfF6t/fYKiUJQ4YMgVqttvj/yvQkVNWyZcuwefNmGI1GjBw5EjNnzqz0sVqtFqGhoVbby9tfWFiIoqIieHp6PrBMRSKCfWweK7eIYB+5m1AvOVPctfnecFEICA30RmSIj9zNqVbOFHdJ5XsDCgFhgd6Ao79DCevS5pet6BsaUPdfW87Ikde7VvvwlUHvVaUkISEh4YH/L7Vx48Zh6NChSE9Px4oVK6DRaLB+/Xq43L9+vAw0Vwrg4WH92KdcBKHsBaS5wsllapIzxj079w6MJhHZuXfg6Vsgd3OqhTPGXUqq3DsIMom4mnsHegd/h1LWddfkhqlTp+KuyQ2ZOY7VRZUnxeu9uFhrV3mHn27Q6/UYN24cFAoFNm7cWC0f3L6+vvD19UWLFi0QERGBF154AQcOHKjUgEIvLy9otdZBKSwshCAI8Pb2fmAZAPD29q6wflGEU/5xctZ21XXOFHdRBCA6V5uqS529RvGPH4evT8K6/Pw406WcHHm923ucw2s3qFQqnD9/Hv/5z38kTRDy8/Oxd+9e5OXlWWxv1aoVACAjI6NS9URGRuLixYtW27OyshASEgJ3d3dERkZCp9Ph6tWrVmUAoEWLFlW4AqK640bedWxYtwY38q47VV1EVL0kWeCpf//+KCkpwcGDB6WoDgBQWlqKuLg47Nq1y2L7uXPnAMBqkGFFevfujcuXL+P33383b9PpdDh27BhiYmIAAD169IBCocDhw4ctjj106BCioqIq/dgm1S78sKq88jkXbt7Ie3jhGqyLiKqXJJMpPfvss7h16xbefvttxMTEoH379mjUqJH5ccV7DRkypFJ1BgUFYdiwYVi7di18fX3RuXNn5OTkYPHixfD390f//v2h1WpRXFwMACgpKYHJZDL3PLi7u8PLywtPP/002rRpgxkzZiA+Ph5qtRpJSUnQ6/WIjY0FUJZwjBgxAqtWrUJQUBCioqKwd+9eHDlyBGvXrpUiROSEONlQ9bt86SKK75seOEuTAYNBjyyNdW+gh6caYZwemMhpSJIkvPzyywDKHoM8ePBghT0KgiBUOkkAyiY9CggIQHJyMnJzc+Hn54dOnTohLi4O3t7eWL16NdasWWNxTPfu3QEAQ4cORUJCApRKJTZs2IAlS5Zg3Lhx0Ol06NixI7Zu3YomTZqYj5s9ezbUajXi4+ORn5+PiIgIJCYmmnsbiMg+ly9dxPBh/f94XO6/jEYjdHod5s+dZn2LUgQ+Td3PRIHISUiSJNw7R4KU8yW4uroiLi4OcXFxNvdPnjwZkydPfmg9fn5+WL58+QPLKJXKB56LiOxTrC0CBCA5KQktW7Z8aPkLFy5g4qRJVj0PRCQfSZKEJUuWSFENEdVBLVu2RHR0tNzNIKIqcDhJ+Pe//w2NRoPCwkKEhITgmWeeQVBQkBRtIyIiIhk5lCTMmzcPf//73y22rVy5Eu+++y7+9Kc/OdQwIpIHBxvWTUY/fxS8OglGP3+5m0K1SJWThC+//BKff/651Xa9Xo/4+HhERUWhXbt2DjWOiGoWBxvWXUb/ANx+7Q25m0G1TJWThPIEITg4GK+99hqCgoJw/vx5bNiwAXfu3MHHH3/MJIHqJFvftAWhbD777Nw7VjOa1aZv2hxsSET3qnKScO7cOQiCgFWrVqFt27YAypZWbt68OSZOnIhffvlFskYSOYuKvmkLKHvEVxRFWD3fUwu/aXOwIREBDiQJd+7cgbu7uzlBKPfEE08AAG7duuVYy4ickLN+0+Y4AiKqDlVOEkRRhLu7u9X28m0mk6nqrSJycs70TZvjCIioukgyTwIRycdZezfuPZ+U5eoTPpFAcnMoSTAYDDh9+rTNWRYr2te5c2dHTklEFXCm3g2g7JYGRGDipEkW241GI0pKSuDu7m6zh8PDU12DrXRufCKB5OZQklBUVGRet+FegiDY3CcIAtLT0x05JRHVEmFNw/Fp6n6bYyXmzX4bCxa+j2YRzS32cawEkXNxKEmQcp0GInKMM3brV/SBr1Sq0CyiOaLaPFJjbSEi+1U5SRg6dKiU7SCiKmK3PhFVlyonCVzUicg5sFufiKoLn24gcjIuedehTv0MRcP+DKN/QKWOYbc+EVUHJglULzjjZEPKSxehsPEYokqTgUbJH8AQ1hT6+3oATJ5qGNgDQEQ1hEkC1XmXL13EsEF9oNfrLbabTCYYDAZMj5sIhUJhsU+lUiH1y8PVligoL11E6LD+EAQbO41GQK9DwNxpwH1jCUQRyE7dz0SBiGoEkwSq84q1RdDr9VAoXKBUujy0vMFghF6vr9bJhhTaIggCoEhKAioxARIA4MIFmCZNstn7QERUHZgkUL2hVLpAqVRVqqxOZ6zm1vxXy5aAE02ARER0LyYJVG8YDJX74K9sOSKiuk7x8CJUX93Iu44N69bgRt51uZviEA9PNVQqFUwmI3Q6nfmnpKQERUVFKCkpsdhuMhmhUqk4jwAR1XvsSaAK3byRhw/XJ6FHzxj4VfJRPGcU1jQcqV8ernAegb8uWVEn5xFo7OePsa9OQuMqLA7kjLM3ElHNY5JA1a4qz/1LrT7OI+DnH4BYOxcH4uyNRHQvJglU7Vxu5MFnfRLu9oyRLUmgyqmJ2Rsd6eEgoprl1EmCyWTCpk2bkJqaikuXLqFBgwbo0qULZsyYgZCQEADA6dOnkZiYiF9++QUqlQrdu3fH7NmzERgYaK7nt99+Q2JiIn766Sfcvn0bzZs3x2uvvYaBAweay+h0OiQmJiItLQ35+fkICwtDbGwsnn/++Rq/biI5VXevS1V6OIhIHk49cHHp0qVYvXo1xo8fj7S0NKxYsQJnz57FqFGjoNPpkJmZiXHjxiEsLAw7d+7EunXrcOXKFcTGxponzsnNzcXLL78Mg8GAlJQU7NmzB0899RTi4uJw4MAB87nmz5+PnTt3Ij4+HmlpaRg+fDjmzp2LvXv3ynX5REREsnLangSDwYCvvvoKsbGxGDx4MAAgLCwMkydPxowZM3D+/Hl8/PHHaNSoERYuXAilsuxSEhISMGDAABw4cACDBg3C4cOHUVBQgAULFiA4OBgA8MYbbyAtLQ27du1Cv379kJOTg507d2LBggXo06cPAGD06NH48ccfsXLlSoseByKAA/uIqH5w2iRBqVTiyJEjVtvLp89VqVQ4fvw4evXqZU4QACAyMhKhoaE4evQoBg0aZN5+/2ArV1dX879PnDgBURTRu3dvizI9e/ZEWloaLl++jLCwMCkuq86ztR6BSpMBwaCHysYaCbVtLYKKBvaZ7hnYp+DAPiKqI5w2SbAlPT0dycnJiImJQVhYGK5fv46mTZtalQsPD0dmZiYAoF+/fli1ahX+7//+D++99x48PDzw5Zdf4sKFC3j77bcBABqNBq6urhbjGACY687MzKwwSRAE2J5/XyblbZGiTYIAQKj8NSovXUTIoD4Q7lsjASYTYDAgIG4icN8aCaJKhZy0w7IkCvZeHwA0DQ/Hjp3WA/s0mgzEz5mG+EXvI6IyA/vKz2dPT0N5WRlec1WJVU2Q8vVOlce4y0OKuNt7bK1IEpYtW4bNmzfDaDRi5MiRmDlzJvLz8wEAnp6eVuXVajVycnIAAL6+vtiyZQtef/11dOrUCUqlEoIgYNGiRejVqxcAoKioqMJ6AKCwsLDCtkUE+9g8Vm4RwT4O16HN94aLQkBooDciQypRX/5lwGgAlC6AshIvLYMBMBrQVK0AKlO/xDyVLTBj+jT8b3QLBAZW/vy2YvHzz95QKpXo0aUjoiszzbIuuOzd+oaNAXxGI3D3LtCggdUCTwpBQFjz4BqPl92vhRomxeud7Me4y8ORuGu1lZuavlytSBLGjRuHoUOHIj09HStWrIBGo8HixYsrdeyNGzfwxhtvIDw8HIsWLYKHhwe+/vprzJ8/Hw0bNjSPQagqzZUCeHjoH16whghC2QtIc6UAoli5Y2wtowyUfTsuLdXh2KkfkJ17x2KfrW/Hqtw7CDGJMCldAJdKvLRMIhQGI3Jy70DvW1C5xkrKDUOHj4PWAGTmOHb+7Ot3zP/1rExdro2g/GIfhAqWivaf9TbyFi6zWipa9FTD4NoIcLC99srOvQOjSUR27h14yvK7sq0qr3dyHOMuDyniXlystat8rUgSfH194evrixYtWiAiIgIvvPACTp48CaCsF+B+hYWFaNiwIQBg48aNuHnzJlJTU83f+Nu1a4fff/8d//d//4c+ffrAy8sLWq114Mp7ELy9vStsmyjCKd8klW1XRcsoA/cspfxWJZdSFgHxnn9Xqp3lxzlhDO0i/vHfyl6LPqyCWywiICpV0DdrDl1rG48byhArUYT52pzxd+Ws7arrGHd5OBJ3e49z2kcg8/PzsXfvXuTl5Vlsb9WqFQAgOzsbQUFBuHjxotWxWVlZaN687BtYRkYGQkJCrG4JRERE4PLlyxBFEZGRkdDpdLh69apVPQDQokULqS7L6ZQvoyyKIhQKhcWPUqmEu7s7lEqlxXZRFKt9KWVyLpwAiah+ctokobS0FHFxcdi1a5fF9nPnzgEAAgMD0atXLxw7dsziW3B6ejquXLlivo0QHByMnJwc3L1716KejIwMBAUFQRAE9OjRAwqFAocPH7Yoc+jQIURFRZkfnayLyhc/EgQBJpPJ4sdgMKCkpAQGg8FiuyAIsi2AVFcWnaptyidAqs1reBCR/Zz2dkNQUBCGDRuGtWvXwtfXF507d0ZOTg4WL14Mf39/9O/fH127dsWePXswZ84cTJgwAYWFhZg3bx7at2+Pvn37AgBefPFF/P3vf8f06dMxYcIEeHh44PDhw/jmm2/w1ltvAShLOEaMGIFVq1YhKCgIUVFR2Lt3L44cOYK1a9fKGIXqV9HiR4BzLoBUVxadIiKqDZw2SQCABQsWICAgAMnJycjNzYWfnx86deqEuLg4eHt7w9vbG5s3b8bSpUsxePBguLu7IyYmBrNmzTLfQ4+KikJKSgqSk5Px0ksvQa/Xo2nTppg9ezZefvll87lmz54NtVqN+Ph45OfnIyIiAomJiYiJiZHr8mvMgz7s5VwAydaAyixNBgwGPbJszLlQF1ZuJCJyJk6dJLi6uiIuLg5xcXEVlomOjsa2bdseWE/Xrl3RtWvXB5ZRKpUPPRfVnMuXLmL4sP5/zCfwX0ajETq9DvPnTrO5GuGnqfuZKBARScSpkwSqv4q1RYAAJCcloWXLlg8tf+HCBUycNKlODKY0+vmj4NVJMHKQIBHJjEkCkZMx+gfgNldJJCInwCSBKlTVx94Eg7FSj/ILBmOF+ypaI8F4zxoJtm43cI0EIiLpMEmgCpU/9lZZJk81oFIBej0E3T0JgMkEwWCAqFRard0AlarsuPuENQ3Hp6nWaySUP3GxYOH7TvPEBRFRXcUkgSRjaBqO7C8P21wF0n/228hbssJqmuEHrQJZ0Qe+nE9cEBHVJ0wSSFIVfeCLShX0Ec2hq6Mf7I39/DF16lTOSEhEdYrTzrhIVJv4+Qdg6tSpnOCJiOoUJglU7fhIHxFR7cTbDVTt+EgfEVHtxJ4EIiIisolJAhEREdnEJIGIiIhsYpJARERENjFJICIiIpuYJBAREZFNTBKIiIjIJs6TUItdvnTRagEkQQC0+d7Izr0D8b6lGLkAEhER2YNJQi11+dJFDB/WHxAstwsABEGAKIrWyzWLwKep+5koEBFRpTBJqKWKtUWAACQnJaFly5YPLX/hwgVMnDTJqueBiIioIkwSarmWLVsiOjpa7mbUmMZ+/hj76iSutkhEVAOYJFCt4ucfgFiuA0FEVCP4dAMRERHZxCSBiIiIbGKSQERERDYxSSAiIiKbnDpJMJlM+PDDDzFo0CC0a9cOjz/+OKZMmYKcnBxzmdOnT2PkyJFo3749Hn30Ubz11lvIzc21qmv79u3o168foqOj0a9fP3z88ccW+3U6HZYuXYqePXuibdu2GDBgAL744otqv0YiIiJn5dRJwtKlS7F69WqMHz8eaWlpWLFiBc6ePYtRo0ZBp9MhMzMT48aNQ1hYGHbu3Il169bhypUriI2NhV6vN9ezadMmvP/++3jjjTewb98+vPjii3jvvfewZ88ec5n58+dj586diI+PR1paGoYPH465c+di7969clw6ERGR7Jz2EUiDwYCvvvoKsbGxGDx4MAAgLCwMkydPxowZM3D+/Hl8/PHHaNSoERYuXAilsuxSEhISMGDAABw4cACDBg1CcXExVq9ejSlTpuDZZ58FAIwZMwZNmjRBREQEACAnJwc7d+7EggUL0KdPHwDA6NGj8eOPP2LlypUYOHCgDBEgIiKSl9P2JCiVShw5cgSTJk2y2K5QlDVZpVLh+PHj6N69uzlBAIDIyEiEhobi6NGjAICTJ0+iqKjInCCU69+/P6KiogAAJ06cgCiK6N27t0WZnj17IisrC5cvX5b68oiIiJye0/Yk2JKeno7k5GTExMQgLCwM169fR9OmTa3KhYeHIzMzEwDw66+/omHDhrh8+TLeeust/Pbbb/D398frr7+OQYMGAQA0Gg1cXV0RGBhoUU953ZmZmQgLC7PZJkEo+6lpgmC1bMPDj4F87a3rymPK2NYsxl0ejLs8pIi7vcfWiiRh2bJl2Lx5M4xGI0aOHImZM2ciPz8fAODp6WlVXq1Wmwc33rhxAwaDAfHx8XjzzTfh7++Pv//975g6dSqUSiX69++PoqKiCusBgMLCwgrbFhHsY/PY6qbN94Zg529bEASEBnojMsSnehpFiAj2kbsJ9RLjLg/GXR6OxF2rVdlVvlYkCePGjcPQoUORnp6OFStWQKPRYPHixZU61mAwQKvVYubMmejatSsAIDo6Gj///DOSk5PRv39/h9qmuVIADw/9wwtKrGwpaKt1Hh9IFEVk596Bp29B9TSqHhOEsjeu5kqB1RLdVH0Yd3kw7vKQIu7FxVq7yteKJMHX1xe+vr5o0aIFIiIi8MILL+DkyZMAgKIi61UNCwsL0bBhQwCAl5cXAFgtgvToo49i69atMJlM8PLyglZrHbjyHgRvb+8K2yaKkOVNIoqwXgr6YcdAvvbWF4yvPBh3eTDu8nAk7vYe57QDF/Pz87F3717k5eVZbG/VqhUAIDs7G0FBQbh48aLVsVlZWWjevDkAoFmzZgCAgoICizImkwkeHh5QKBSIjIyETqfD1atXreoBgBYtWkhwRURERLWL0yYJpaWliIuLw65duyy2nzt3DgAQGBiIXr164dixYxZzIqSnp+PKlSvmRxl79OgBhUKBQ4cOWdRz5swZc8JRXubw4cMWZQ4dOoSoqCgEBwdLfXlEREROz2lvNwQFBWHYsGFYu3YtfH190blzZ+Tk5GDx4sXw9/dH//790bVrV+zZswdz5szBhAkTUFhYiHnz5qF9+/bo27cvACAkJAR/+tOfsHLlSgQGBiIqKgqfffYZzp49i5SUFABlCceIESOwatUqBAUFISoqCnv37sWRI0ewdu1aOcNAREQkG6dNEgBgwYIFCAgIQHJyMnJzc+Hn54dOnTohLi4O3t7e8Pb2xubNm7F06VIMHjwY7u7uiImJwaxZs8zzKQDAvHnz0LhxYyQkJODmzZto1qwZ1q1bh549e5rLzJ49G2q1GvHx8cjPz0dERAQSExMRExMjx6UTERHJzqmTBFdXV8TFxSEuLq7CMtHR0di2bdsD61GpVJgyZQqmTJlSYRmlUvnQcxEREdUnTjsmgYiIiOTFJIGIiIhsYpJARERENjFJICIiIpuYJBAREZFNTBKIiIjIJiYJREREZFOlkoTTp08jMzPT/P/bt2/HM888g44dO2LQoEH45JNPqq2BREREJI9KJQnx8fG4fv06gLIE4f3338eTTz6J+Ph4PPnkk1i+fDm2b99erQ0lIiKimlWpGRcvXbqEsLAwAMDnn3+Od999F0OHDjXvj4qKwsqVKzFy5MjqaSVV6MKFC5KWIyIiKlepJMHT0xO3bt1CSEgIrl+/jjZt2ljsf+SRR6yWWabq5eGpBkRg4qRJFtsFAIIgQBRFWC0bLv73OCIiokqoVJLQq1cvbN++HUuWLMHjjz+Offv2oXXr1ub9e/fuRbNmzaqrjWRDWNNwfJq6H8XaIovtggCEBnojO/cOxPuyBA9PNcKahtdgK4mIqDarVJIwdepUvPjiixgxYgTat2+PTZs24d///jeaN28OjUaD//znP0hKSqruttJ9bH3gCwIQGeIDT98CqySBiIjIHpUauOjv74+dO3fi0UcfxdGjRyGKIn766SecOHECgYGB+OSTT9CrV6/qbisRERHVoEovFe3l5YW3334bb7/9dnW2h4iIiJxEpZMEW0pKSvCf//wHWVlZuHPnDgDA29sbzZo1Q4cOHeDu7i5JI4mIiKjmVSlJuH37NhITE/GPf/wDJSUlNsu4u7tjyJAheOutt9CwYUOHGklEREQ1z+4k4c6dO3jxxReRmZmJBg0a4IknnkCzZs2gVpc9WldUVISsrCycOXMGn3zyCb777jvs2LEDXl5ekjeeiIiIqo/dScKaNWuQmZmJMWPGYPLkyfD09LRZTqvVYtWqVdi8eTOSkpIwa9YshxvrLIxGo/nfN27kwcOjWMbWWBIEQK3S4caN23y6oQYx7vJg3OXBuMtDirgXF2vN/773s6zCc4qifafq06cPmjZtik2bNlWq/KhRo5CdnY3Dhw/bcxqndvbsWbRt21buZhAREVXZL7/8gkceeeSBZexeBTIvLw/t2rWrdPkOHTogLy/P3tMQERGRzOy+3eDj4wONRlPp8hkZGfDx8bH3NE6tfB0LADj1w2/w8PCQsTWWBAGICPaB5gonU6pJjLs8GHd5MO7ykCLuxcXF6NKxFQDLz7KK2J0kdO/eHbt27cL27dsfuqDTtm3bcPjwYYvFoKpi06ZNeP/99/HUU08hMTHRYt/p06eRmJiIX375BSqVCt27d8fs2bMRGBhoLnPt2jUkJCTgxIkTKC0tRdu2bTF9+nR07NjRXEan0yExMRFpaWnIz89HWFgYYmNj8fzzz1u1x8XFxfxvDw8PeHjYHpchB0EoW2vDw0PPN28NYtzlwbjLg3GXh9Rxv/ezrCJ2JwlvvfUWvv32WyxcuBAfffQRunXrhoiICIunGzQaDU6cOIGcnBw0btwYU6ZMsb/1AAoKCjBr1iycPXsWbm5uVvszMzMxbtw4DBgwAH/9619x69YtLF26FLGxsUhNTYVKpYJOp8Mrr7wCDw8PbNy4EW5ubtiyZQvGjh2L3bt3mzOp+fPn48iRI1i8eDGaN2+Ob775BnPnzkWDBg0wcODAKrWfiIioNrM7SQgMDMSOHTsQHx+PEydOYMeOHRAEwaJM+VjIbt26IT4+3uJbvT2+/PJLFBcXY9euXfjTn/5ktT8lJQWNGjXCwoULoVSWXUpCQgIGDBiAAwcOYNCgQdi7dy8yMzOxb98+REZGAgAWLFiA48ePIyUlBe+99x5ycnKwc+dOLFiwAH369AEAjB49Gj/++CNWrlzJJIGIiOqlKk2mFBYWho0bN+Ly5cs4deoUNBoNiorKViNUq9WIiIhAly5dKnW/40F69eqFF198scIukePHj6NXr17mBAEAIiMjERoaiqNHj2LQoEE4duwYwsPDzQkCACiVSjzxxBM4evQoAODEiRMQRRG9e/e2qL9nz55IS0vD5cuXHb4WIiKi2sahaZnDwsKq9cPzQXVrtVpcv34dTZs2tdoXHh6OzMxMAIBGo7FZT3h4OFJTU3H37l1oNBq4urpa9XiU152ZmVlhWwSh7MdZlLfFmdpUHzDu8mDc5cG4y0OKuNt7rENJgpzKey5sTeakVquRk5MDoCyZCA0NtVkGAAoLC1FUVFRhPeVlKhIR7FPhhFJyigj2kbsJ9RLjLg/GXR6MuzwcibtWq7KrfK1NEpyF5koBPDz0cjfDjI8myYNxlwfjLg854j5y3RHcLLK9VpA9Gqvdsf21GAlaVPOkeQRS+/BC96j2JGHp0qU4ePAgDh06JGm95WtBlPco3KuwsNC8qJSXlxe0WuugFBYWQhAEeHt7P7AMULayZUVEEU75x8lZ21XXMe7yYNzlUZNxv1lUAp1rxX+LK1/PnVr/WnEk7vYeZ/eMi/YqKCgwd/1LycPDA0FBQbh48aLVvqysLDRv3hxA2UDGisqEhITA3d0dkZGR0Ol0uHr1qlUZAGjRooXk7SciInJ21Z4kVKdevXrh2LFj0Ov/6O5PT0/HlStXzI8y9u7dG5cvX8bvv/9uLqPT6XDs2DHExJR1OfXo0QMKhcJqfYlDhw4hKioKwcHBNXA1REREzsXu2w0zZsywq/wPP/xg7ynMCgoKzAmA0WhEaWmpeR0ILy8vxMbGYs+ePZgzZw4mTJiAwsJCzJs3D+3bt0ffvn0BAE8//TTatGmDGTNmID4+Hmq1GklJSdDr9YiNjQVQNvfDiBEjsGrVKgQFBSEqKgp79+7FkSNHsHbt2iq3n4iIqDazO0nYvXs3BEGAPYtH3j/ZUmVNnjwZ//rXv8z/f+3aNXz99dcAgCVLlmDYsGHYvHkzli5disGDB8Pd3R0xMTGYNWsWFIqyThKlUokNGzZgyZIlGDduHHQ6HTp27IitW7eiSZMm5rpnz54NtVqN+Ph45OfnIyIiAomJiebeBiIiovrG7iTB09MTTZo0wfz58ytVfv369Thx4oTdDQOArVu3PrRMdHQ0tm3b9sAyfn5+WL58+QPLKJVKxMXFIS4uzq42EhER1VV2JwmtW7fGuXPn8Nhjj1Wq/M6dO+1uFBEREcnP7oGLbdq0QXFxMS5dulQd7SEiIiInYXdPQufOnXH69Glcu3bN5pTI9+vbty9CQkKq1DgiIiKSj91JQr9+/dCvX79Kl3/yySfx5JNP2nsaIiIiklmtnieBiIiIqg+TBCIiIrKJSQIRERHZxCSBiIiIbGKSQERERDYxSSAiIiKbmCQQERGRTUwSiIiIyCYmCURERGST3TMuEhGRNF5adwQ3tSUO19PY0x3bXuOy9iQ9JglERDK5qS2BztVbgnruSNAaImu83UBEREQ2SZYkFBQU4NSpU9i7d695W0mJ491oREREJA+Hk4TMzEy8+uqr6NatG1555RVMnToVACCKIp588kkcPHjQ4UYSERFRzXMoSdBoNHjxxRdx7NgxGI1GiKJo3ldQUIAbN24gLi4OP/zwg8MNJSIioprlUJLwwQcf4Pbt2wgNDcW0adPg4eFh3qdUKhEdHQ2DwYANGzY43FAiIiKqWQ4lCd999x0EQcBHH32E2NhYuLq6mvd5eXkhJSUFLi4u+PHHHx1uKBEREdUsh5IErVYLd3d3hIaG2tzv5eUFFxcX3L5925HTEBERkQwcShICAwNRUlKCY8eO2dy/ZcsW6HQ6+Pv7O3IaIiIikoFDkynFxMRg69atmDBhAjp37gytVgsAePPNN3HhwgVkZWVBEATExHAmMCIiotrGoZ6ECRMmIDg4GAaDAadOnYLBYAAAHDx4EFlZWRBFEYGBgZgwYYIkjSUiIqKa41CS4Ovri88++wzPPPMMlEolRFE0/yiVSjzzzDPYsWMH/Pz8pGovERER1RCH127w8/PD8uXLodPpkJmZCa1WC7VajYiICIunHYiIiKh2kWyBJ1dXV7Ru3Vqq6oiIiEhmDicJRUVFSEtLw8WLF1FQUGAx62I5QRCwePFiR09FTkqq5W4BLnlLlirz2hIEwebfnXvxdUVUNQ4lCadPn8bEiRNRWFj40LJMEuouqZa7LauLS97SH7iUMpG8HEoSFi5ciDt3Hv7mEwTBkdM8UJ8+fZCTk2O1vWXLlvjyyy8BlCUziYmJ+OWXX6BSqdC9e3fMnj0bgYGB5vLXrl1DQkICTpw4gdLSUrRt2xbTp09Hx44dq63tVL2k6uHgt1Aiqq8cShIyMzMhCAJ69eqFl19+GcHBwbIMVhw7dizGjh1rsU2pVJrbOG7cOAwYMAB//etfcevWLSxduhSxsbFITU2FSqWCTqfDK6+8Ag8PD2zcuBFubm7YsmULxo4di927dyMsLKzGr6m+KtEbMWDFPofraezpzm+hREQOcihJCAgIQG5uLlavXg2VSiVVm+zm4eFR4ayOKSkpaNSoERYuXGhOHBISEjBgwAAcOHAAgwYNwt69e5GZmYl9+/YhMjISALBgwQIcP34cKSkpeO+992rsWuo7UQQ/2ImInIRDScKoUaOwePFinD9/Hm3btpWqTZI6fvw4evXqZU4QACAyMhKhoaE4evQoBg0ahGPHjiE8PNycIABlPRFPPPEEjh49Kkezq52Ugw1L9EYo+LQrOTGpeqgA3n6i+sXhJMHNzQ3jx49Hv3790LJlS3h6etosO2TIEEdOVSVarRbXr19H06ZNrfaFh4cjMzMTAKDRaGzeUggPD0dqairu3r2LBg0a2DyHIJT91JSR647gZpHjo71L9EYoPBtJ0iZRd0uSepzZw37H5ftr8rVAlSdVDxUA5BTckizhkDLBrsnXXmVf75X5e1VZtTVWUpLi74y9xzqUJGg0GmzZsgW3bt3Cjh07HtAooVqThLNnzyI2Nhbnzp2Di4sLevXqhSlTppinibaVuKjVavOAR61Wa3MlS7VaDQAoLCysMEmICPapMDGqDvnaUkn+2NX1D3YpB8sKgoDIEJ9KlY0Irlw5qpzqHPRcVVImHFK9D+15jUrpYa93qf5eAbU/VlJy5O+MVmvf0ACHkoQFCxYgIyOjUt9cq0ujRo1QVFSEsWPHIjQ0FL/++iuWL1+O77//Hh9++GG1n19zpQAeHvpqP085ueJc20gZJ1EUkZlT8MAyglD2xtVcKQB/RdLh671yKvMalVJlX+/O+Pur6VhJSYq/M8XFWrvKO5Qk/PjjjxAEAUFBQXj22Wdlebrhiy++sPj/Vq1awd/fH6+88gpOnjwJoGzCp/sVFhaiYcOGAAAvLy/zCpb3lxEEAd7eFWfCogh+KNQDlf0d8/VAchn5t5p/5Le2vt5rY5vv5Ujc7T3OoSTB09MTer0en3/+ORo3buxIVZIqnx76+vXrCAoKwsWLF63KZGVloUuXLgDKBjKeOXPGZpmQkBC4u7tXb4OJiBzER36pOjiUJDz77LPYsmULTCaTVO2xS0ZGBtatW4fXXnsNzZs3N2//+eefAQDNmjVDr169cPjwYej1evNjmunp6bhy5Qr69OkDAOjduzf+8Y9/4Pfff0eLFi0AADqdDseOHcPAgQNr+KrIGdX16YE58RQR2eJQkjB9+nQYDAaMGTMG48ePR5s2beDl5WWzbHBwsCOnsqlJkyb497//jV9//RWzZs1C06ZNcf78eSxatAgtW7ZEnz598D//8z/Ys2cP5syZgwkTJqCwsBDz5s1D+/bt0bdvXwDA008/jTZt2mDGjBmIj4+HWq1GUlIS9Ho9YmNjJW831T51/VtaXb8+Iqoah5KEDh06QK8vG7Q3e/bsCssJgoD09HRHTmWTp6cntm7dipUrV2L27NnIz8+Hj48PYmJiEBcXB5VKhbCwMGzevBlLly7F4MGD4e7ujpiYGMyaNQsKhQJA2ZwIGzZswJIlSzBu3DjodDp07NgRW7duRZMmTSRvN5EUONcFEVU3h5IEnU4nVTuqLDQ0FMuWLXtgmejoaGzbtu2BZfz8/LB8+XIpm0ZUraRcWKuuPxJLlVfZiacqPR+LEyafvL1WeQ4lCUOHDpWqHURUR0j5B5hqnjPOAyE13l6rPIeShCVLlkjVDiKqI/gHmKjuUMjdACIiInJODvUklD8d8CAmkwklJSX45z//6cipiIiIqIY5lCTk5OTYHLxSPt96+XZnnH+dSA5SrkborIPCiKjucChJqGjug9u3b0Or1UKpVKJ9+/YVzp1AVN/Uh0FhRFR3OJQkHD58uMJ9586dw1//+le4ubnhgw8+cOQ0REREJINqG7jYunVrJCcn47vvvsP7779fXachIiKialKtTzeo1WqoVCrs37+/Ok9DRERE1cCh2w0V0ev1yM7Oxt/+9jeUlJTItgAUERERVZ1DSUKbNm0eWkYQBLRq1cqR0xAREZEMHEoSHjZvNwC4ublh6tSpjpyGiIjIKdX1dSAcShI6d+5sc7sgCPDx8UFERARGjBiBwMBAR05DRETklOr6NOQOJQlbt26Vqh1ERETkZLh2AxEREdlkV0/ClStXqnyiimZnJCIiIudkV5LQp0+fKq3DIAgC0tPT7T6OiIiI5GP3mITKPNFAREREtZ9dScLQoUOrqx1ERETkZOxKEpYsWVJd7SAiIiInI9m0zLm5ufj1119RVFQEb29vtG3bFr6+vlJVT0RERDXM4SQhOzsb8+fPx8mTJy22C4KAfv364d1330WjRo0cPQ0RERHVMIeShJs3b2LEiBHIy8uzGtAoiiL279+PCxcuYMeOHfD09HSooURERFSzHEoSUlJScP36dQBAhw4d0K5dOzRo0AD5+fn4/vvvkZmZiYyMDHz00Ud44403JGkwERER1QyHkoRvvvkGgiBg5syZGDNmjNX+Dz74AH/7299w4MABJglERES1jEPTMl+9ehVKpRIvvfSSzf2vv/46XFxckJ2d7chpiIiISAYO9SQoFAro9XrodDooldZV1dWJl+69ruLi4ho9t0lfAhNcJalH0Dm+vKmz1mXSl9UhVaykrMvZYiVlXYy7PHUxVvbVAzjna7S4WPvAMoIAaLUqFBdrUdWP13s/syrzGe1QkhAREYFff/0VCQkJmDt3Llxd/wiUTqfDkiVLYDQa0axZM0dO43TuDXKXjq1kbAkREdUV7dbU7PmKi4uhVqsfWMahJGHgwIFIT0/H559/joMHD6Jt27Zo2LAhCgoK8PPPP+POnTsQBAHPPPOMI6chIiIiGQiiA/cEdDodXn75Zfz4449WCz+VV9uhQwds2bLFopehtjOZTLhx4wYAwMPDo0qLXhEREdU0URTNveF+fn5QKB48NNGhJAEASkpKkJiYiL///e/Qav+4n+Lp6Yk///nPmDJlCtzd3R05BREREcnA7iRBq9XanBjJaDQiMzMThYWF8Pb2RkREBFxcXCRrKBEREdUsu5OEDh06oG/fvnjuuefQo0ePh3ZVEBERUe1kd5LQunVr8z14X19fDBw4EM899xyio6OrpYFEREQkD7uThMcffxy3b9/+o4L/JgzNmjXD4MGD8eyzzyIkJETaVhLVQaIoctAr1Rt8vddOdicJJpMJp0+fxqFDh/D1118jJyfnj8oEAYIgoGPHjhgyZAj69+8PLy8vyRtNVJeYTCbetqsBxcXF+Pbbb9G3b9869bRVbVGeJPD1Xrs4/HTDuXPncOjQIRw6dAjnzp37o2JBgEqlQu/evfHcc8/hySefdLixJB2TyQSTyWRzpkyqPsXFxdi1axdycnLQuHFjPPPMMwgMDOQfzmpWVFSEvn37YtiwYZg5c6bczak37t69i+3btyM7OxtqtRovvvgiQkJC+HqvRRxOEu6Vk5ODgwcP4ttvv8X3338PnU4HoGz65vT0dKlOQw4qLi7GjBkzMHToUPTs2RMqlUruJtULRUVFeP755+Hv74/r169Dq9UiMDAQKSkpaNy4sdzNq7OKiorM46ZWrlwpd3PqjaKiIvz5z39G48aNUVBQgLy8PIiiiM8//xxNmzaVu3lUSZKmciEhIRgzZgwWLVqEqVOnIiAgAEDdXcOhttqyZQsOHTqE5cuX47vvvoPRaJS7SXWeTqfDhAkT0LZtW6xbtw579+7Fm2++iWvXruGHH34wl+N7RVpFRUV49tln0bZtW3OCYOv1zrhLS6/XY9q0aWjVqhXWr1+PXbt2YfHixfD09MTy5cuh1+vlbiJVkmRJwrlz57B69Wo899xz6Nu3LxISEnD9+nUAgLe3t1SnIQnk5ubiscceg4+PD2bNmoV//vOfMBgMcjerTktPT0dBQQFef/11eHp6QqlUYujQoWjYsCGAst6du3fvQhAEfmBJpKSkBAMHDkR0dDRWrVoFoCxZK5+/JT8/H1euXEFRURHjLrFr164hOzsbzz//PBo0aAAXFxf06dMHXbt2xblz52AymeRuIlWSQ0nC6dOnkZCQgCeffBJDhw5FcnIyfvvtN4iiCBcXF/Tt2xerVq3CsWPHpGovSeDmzZvo06cPli1bhsDAQLzzzjs4deoUE4VqdO3aNVy8eNHiW6zJZIJOp8OGDRswaNAg/OUvf8GZM2fMg7vIMb/++itu3boFFxcXmEwmiKIIV1dXGI1GzJgxA7GxsRg6dCj+8pe/4IcffmDcJVRYWAiNRoPS0lIAMPccPP7449BqtSgoKJCxdWQPu5OEb7/9FvPmzUO3bt3w8ssvY/PmzcjOzoYoihBFER06dMC7776L48ePIykpCU8//TRHEjuJ8j+U7u7u8Pf3R0hICBISEtCkSZMHJgr8huW4Dh06wMPDA8nJyTh16hQ0Gg1GjBiBRo0aYcSIERg9ejQaNGiA2NhYZGRkcFCXBKKjo5GUlISTJ0/izTffND9+N3r0aGRnZ+O5557DSy+9BBcXF7z66qvIyspi3CXStGlT+Pj4mMellY97MplMFtP3k/Or8mRK9x7WtGlTPPfcc3juuec4IMXJmEwm8zek8m5Wg8EAo9EINzc3iKKI33//He+88w5yc3OxaNEidOnSxfymvn37trlLnCrPVtx37dqFZcuWwWAwoFGjRlAqldiyZQt8fX0BAD/++COmTZuGNm3a4P3334dKpeJz5VVw78h5k8mEY8eOYfr06Xj88cfxxBNP4MyZM5g9e7Y57v/85z8xbdo0DBw4ELNnzzY/yk2VZzQaUVhYCEEQ0KBBA7i6uiIvLw/+/v4A/nj8cefOnXj//fexe/dui8G6586dQ3h4OBo0aCDXJVAFqvT8myiKaNiwIQYMGIDBgwejY8eOUreLJFBUVIT58+cjPz8f165dw3PPPYfu3bsjOjoaSqXS/Me0ZcuWWLx4Md555x3MmTMHixYtQo8ePbB06VLs378fBw4c4AeWHWzFvU+fPhgyZAieeuop3L59GykpKSguLoavry/0ej1UKhXat2+P8PBwlJSUsPetCu7evYvc3Fw0a9YMRqMRLi4uUCgU6NGjB5YtW4a5c+fiu+++w5QpU9CoUSPzB1fXrl3h6+uL27dvsyehCoqKivDOO+8gOzsbOTk5eOaZZzB8+HC0atXKXKY8WS4oKIBarYaPj49537Jly7Br1y6kpaUxSXBCdr8jnnrqKaxZswbHjx9HfHw8EwQnpdVqMWTIENy+fRtdu3ZFhw4dsH37dkybNg1fffUVgLJHU8vvwbZs2RKLFi1CYGAg4uPjMWXKFOzYsQOJiYlwdXVlglBJtuK+bds2vPnmm9i7dy88PT0RHByM7Oxs3Lp1C0BZV2z5bR61Wo3Q0FAYjUbe5rGDTqfD4MGD0b9/f5w7dw4uLi7m8R8KhQLdu3fHX//6V3Ts2BFPPfWUubdAr9ejpKQEAQEBiIyMBMDba/YoLi7G8OHDYTAYMGzYMPTr1w+fffYZNm/ejDt37pjLlfemmUwmc08mAKxatQoff/wx1q5da5E4kBMRqU5avHix+PLLL1tsO3DggPjSSy+J//M//yPu3r3bvN1oNJr/ffnyZbFDhw5i586dxfT09Bprb13xsLjv2rVLFEVR/OSTT8SoqChxxYoVoiiK4vXr18XExETx0UcfFX///fcab3dtd+fOHbFv375it27dxE6dOom//PKLKIqiaDAYzGUMBoNYUlIiiqIoFhUViaIoisXFxeLKlSvFLl26iFlZWTXf8Fpu6dKl4ujRoy22rVixQmzfvr148eJFq/Lbt28Xu3XrJhoMBnH16tVidHS0+PPPP9dQa6kqON1eHXX16lWEhoYCKPuW5erqiqeffhr+/v5ITk7GzJkz4erqin79+kGhUFjcMxRFEdu3b0fLli1lvora52Fxnz17Nry8vDBkyBD8+OOPWL9+PbZv344mTZqgsLAQmzZtQvPmzWW+itonPT0dRUVFmDNnDj766COMHj0amzdvxiOPPGK+9VD+k5eXh7Vr1+Ls2bPw8PBARkYGNm7ciPDwcLkvo9bJzs42r9VT/nofPnw4PvzwQ5w5c8Y8Rq3870tAQABcXV0xffp0HDp0CB9//DHatm0r5yXQQzBJqKMEQcAvv/wCAHB1dYXBYIBSqUTHjh0xadIklJaWYvny5QgODkZ0dDQEQcD27duRlJSEL774gglCFT0s7iUlJVi8eDFSUlIwZ84cPP/88zhx4gTCw8Px6KOPmhMMsk9paSk8PDzw9NNPo2HDhli+fLlFonD/NMDNmzdHXl4e2rZti/j4eCYIVVRQUACNRgPgjycY/P394ebmZn78EfhjIcBHH30UeXl52L9/P7744gu0adOm5htN9pG5J4MkZjKZRFEUxT179ohPPPGE+Le//c28T6/Xm/998OBBsUePHuLKlSvN2zIzM8ULFy7UXGPrEHvi3r17d/GDDz6o8TbWdWlpaeZ/f/vtt+Jzzz1ncevh3t8DOab89b5lyxZx27Zt5u16vV68c+eO2KlTJ4vfx70+++wzUaPR1EQzSQIcylvHlGfsPXr0QMuWLbFjxw7s2bMHAKBUKs0D5J588kn07dsXu3fvNg+Si4iIQIsWLWRre21mT9yffPJJ7Nmzh9NhS6R88O2AAQPMgw579uyJqVOnIiQkBKNHj8Yvv/xiXszs008/xffffy9be+uC8tf7iy++iJEjR5q3K5VKCIIAo9Fo9aTI+vXr8d133+FPf/oTmjVrVpPNJQcwSaiDTCYTGjZsiISEBIiiiJUrV+LLL78EUPYmLp/gpFWrVmjYsKH5mX5yjL1xFzmKXhLlH0blTyyUJw33JgpjxoxBZmYmUlJSkJCQwJH0ErG1iqzBYIBCobB4nHHVqlVITEzknCu1EJOEOkihUMBoNKJJkybYtm0bDAYDEhMTkZKSAgDmZ/AzMjLg6+vLqWglYm/c2ZNQPcoH4gJ/JArNmjXDwIEDkZycjK1bt3JwaDUqKSlBaWkp3N3dAQArV67Ehg0b8Pnnn6N169Yyt47sJelS0VTzykduA7AanFW+7+rVq5gxYwY0Gg1CQkLQuXNnXLt2DV9//TU++eQTvnGrgHGXx4Pifr9790+ZMgUnT57EJ598wltqVVDZuJtMJhQUFGDAgAFYsWIFfv75ZyQnJ/MphlqMSUIdsXTpUsTExOCxxx6zeBOXv7kLCgpw+PBhfPXVVyguLkaTJk0wfvx4PsXgIMZdHhXF3ZbExER8+OGH+Oyzzzia3kGVjfvw4cNx7tw5GI1GfPzxx4iOjq7hlpJU+AhkHVBQUICPPvoId+/exWOPPWbxxi1fAc/HxwfDhg3DsGHDAFh+M6CqYdzl8aC43y8rKws//PADtm/fzgTBQZWJe/n4pujoaFy9ehUpKSkW0zNT7cMxCbWcKIrw8fHBpEmTcPToUZw5c8aqTPmb+d5OI35QOYZxl0dl4n6vkJAQJCcno127djXUwrqpsnFXKBQQBAGTJk3Cjh07mCDUAUwSapn7B7uVP5XQq1cv3L17F//6178AwOZgRD7BUHWMuzwciTtQNsGPWq2u3kbWQY7EvbwHrUmTJtXfUKp2TBJqmfJvohcvXrT4htquXTv8+c9/RkpKCi5fvszV7CTGuMuDcZeHI3Hn76Ju4W+zFkpKSkK/fv0wb948HDlyxLx90KBBCAgIwL59+yCKIh9tlBjjLg/GXR6MOwF8uqFWuH8U8aVLl7Bv3z58+eWXyMnJwdNPP40XXngBjz76KBYtWoRvv/0W+/btg4uLi3lhFbIf4y4Pxl0ejDvZwiTByd07Gv7ixYsoKipCZGQkGjRogJycHPzzn//EmjVroFQq0bZtW4waNQpvvvkmXnrpJbz++usyt772YtzlwbjLg3GnijBJcGL3vnHfeecdnDlzBllZWQgICMCoUaMwZMgQ+Pn5oaCgAPv27UNqaiqysrJQWFiI3r17Y+XKlXBzc5P5Kmofxl0ejLs8GHd6ECYJtcDkyZORmZmJuLg4qFQqpKam4tChQ3j++efx6quvIjQ01Nzd9+mnn+Jf//oXJk6cyJnlHMS4y4NxlwfjTjZV3wKTVFVGo9H87z179oj9+vUTMzIyLMq89957Ytu2bcXVq1eLxcXFosFgMO8rLS2tsbbWJYy7PBh3eTDuVBl8usFJlJSU4MMPP8TNmzehUCjMI4ZzcnIgiiKCgoIAAHq9HgAwb9489OvXD9u3b0dhYaF58BDwx0JC9HCMuzwYd3kw7mQvJglO4tNPP8WGDRuwYcMG5OfnW6xkp9VqkZGRAaBscpjyJYfffvtt3LlzBydPngTASXuqgnGXB+MuD8ad7MUkwUmMGTMGzz//PI4fP47169cjPz8fgiCgV69eKCgowObNm5GbmwugLIMXRRFarRbBwcEIDQ2VufW1F+MuD8ZdHow72YsLPDmB8tHFU6dOhdFoxNGjRyGKIsaPH4/WrVtjzpw5WLhwIVQqFcaNG4fmzZtDEASkpaVBoVAgLCxM7kuolRh3eTDu8mDcqSqYJMjMZDLBxcUFer0eKpUKM2bMAAAcPXoUAPD666/jxRdfhMFgQEJCAn7++WcEBARArVbjxIkT2LJlCwIDA+W8hFqJcZcH4y4Pxp2qio9AyqCkpARHjhxBVFQUwsLCoFKprMosXboU3377LXr27InXXnsNjRo1wg8//IDPPvsMBQUFCA0NxfDhw9G8eXMZrqB2YtzlwbjLg3EnKTBJqGE6nQ6jRo3Cf/7zH7i6uqJz587w9/dH37590a5dO3h6eppXrVu5ciX27duHnj17Yvz48fD390dpaSnc3NwsJkChh2Pc5cG4y4NxJ6nwdkMNu3v3LiIiInD79m24ubnhsccew5EjR7Bo0SIUFBTgkUceQbt27fDEE09g7NixKCwsxK+//ooPP/wQ48ePh6+vLwCutGYvxl0ejLs8GHeSCnsSZHDjxg2sXbsWv/zyC3r27IlJkyZBq9XiwIED0Gg0+Oqrr1BUVAQ3Nzc0adIEZ8+ehcFgwKuvvorJkyfzjVtFjLs8GHd5MO4kBSYJMrl+/TrWr1+P48ePY8CAAZgyZYp5X2lpKQoKCrB//37cvHkTaWlpEAQB69evR2RkpIytrv0Yd3kw7vJg3MlRTBJklJeXh3Xr1uHUqVPo27cv4uLiAMDqPuDNmzehVCrRsGFDuZpapzDu8mDc5cG4kyM4JkFG/v7+eO211wAAX3/9NQAgLi4OLi4uMBgMUCrLfj2NGzeWrY11EeMuD8ZdHow7OYJJgswqegMrlUqYTCbeF6wmjLs8GHd5MO5UVUwSnMC9b+BvvvkGd+/exTvvvMM3bjVj3OXBuMuDcaeqYJLgJPz9/fH6669Dq9Xip59+Qn5+vvkxJKo+jLs8GHd5MO5kLw5cdDI3b96EKIrw8/OTuyn1CuMuD8ZdHow7VRaTBCIiIrKJN6OIiIjIJiYJREREZBOTBCIiIrKJSQIRERHZxCSBiIiIbGKSQERERDYxSSAiIiKbmCQQERGRTUwSiIiIyCYmCURERGTT/wO21D958jKfKgAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#mpf.plot(tdf,type='renko',volume=True,style='blueskies')\n", + "#s = mpf.make_mpf_style(base_mpf_style='default',facecolor='#b4c0d4')\n", + "mpf.plot(df,type='hollow_candle',style='kenan',volume=True,figscale=0.75)#,style=s)\n", + "\n", + "m = mpf.make_marketcolors(base_mpf_style='default',up='k',down='r',hollow='w',wick=dict(up='k',down='r'))\n", + "s = mpf.make_mpf_style(base_mpf_style='default',marketcolors=m)\n", + "mpf.plot(df,type='hollow_candle',volume=True,style=s,figscale=0.75)\n", + "\n", + "m = mpf.make_marketcolors(base_mpf_style='default',wick=dict(up='w',down='k'))\n", + "s = mpf.make_mpf_style(base_mpf_style='default',marketcolors=m,facecolor='#bfcbdf')\n", + "mpf.plot(df,type='hollow_candle',volume=True,style=s,figscale=0.75,)\n", + "\n", + "m = mpf.make_marketcolors(base_mpf_style='default',wick=dict(up='w',down='k'))\n", + "s = mpf.make_mpf_style(base_mpf_style='default',marketcolors=m,facecolor='#b4c0d4')\n", + "mpf.plot(df,type='hollow_candle',volume=True,style=s,figscale=0.75,)\n", + "\n", + "m = mpf.make_marketcolors(base_mpf_style='checkers',volume={'up':'#1f77b4', 'down':'#1f77b4'})\n", + "s = mpf.make_mpf_style(base_mpf_style='default',marketcolors=m)\n", + "mpf.plot(df,type='hollow_candle',volume=True,style=s,figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "#tdf" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "m = mpf.make_marketcolors(base_mpf_style='checkers',volume={'up':'#1f77b4', 'down':'#1f77b4'})\n", + "s = mpf.make_mpf_style(base_mpf_style='default',marketcolors=m)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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    OpenClose
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    OpenHighLowCloseVolume
    Date
    2019-11-013050.723066.953050.723066.91510301237
    2019-11-043078.963085.203074.873078.27524848878
    2019-11-053080.803083.953072.153074.62585634570
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    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2019-11-01 3050.72 3066.95 3050.72 3066.91 510301237\n", + "2019-11-04 3078.96 3085.20 3074.87 3078.27 524848878\n", + "2019-11-05 3080.80 3083.95 3072.15 3074.62 585634570" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseVolume
    Date
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    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2019-11-26 3134.85 3142.69 3131.00 3140.52 986041660\n", + "2019-11-27 3145.49 3154.26 3143.41 3153.63 421853938\n", + "2019-11-29 3147.18 3150.30 3139.34 3140.98 286602291" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily = pd.read_csv('../data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n", + "daily.index.name = 'Date'\n", + "daily.shape\n", + "daily.head(3)\n", + "daily.tail(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import mplfinance as mpf" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "### Setting grid color and facecolor to the same color (in this case black) makes the grid dissappear:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "s = mpf.make_mpf_style(base_mpf_style='yahoo',gridcolor='black',facecolor='black')\n", + "\n", + "mpf.plot(daily,type='candle',volume=True,mav=(3,6,9),style=s)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "### Can get rid of axes lines by setting spines to false:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rcparams = {'axes.spines.bottom':False,\n", + " 'axes.spines.left':False,\n", + " 'axes.spines.right':False,\n", + " 'axes.spines.top':False,\n", + " }\n", + "\n", + "s = mpf.make_mpf_style(base_mpf_style='yahoo',gridcolor='black',facecolor='black',rc=rcparams)\n", + "\n", + "mpf.plot(daily,type='candle',volume=True,mav=(3,6,9),style=s)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## Two ways to make the tick labels and axis labels disappear: \n", + "### Both involve setting the figure and labels to the same color so that the can't be seen.\n", + "### 1. The Ticks and Labels are black, so set the Figure to black.\n", + "### 2. The Figure is white, so set the Ticks and Labels to white." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rcparams = {'axes.spines.bottom':False,\n", + " 'axes.spines.left':False,\n", + " 'axes.spines.right':False,\n", + " 'axes.spines.top':False,\n", + " }\n", + "\n", + "s = mpf.make_mpf_style(base_mpf_style='yahoo',gridcolor='black',facecolor='black',rc=rcparams,figcolor='black')\n", + "\n", + "mpf.plot(daily,type='candle',volume=True,mav=(3,6,9),style=s)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "#%matplotlib qt\n", + "import mplfinance as mpf\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "tdf = df.iloc[0:20]\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### char101 commented 8 hours ago\n", + "### \"An example on how to add percentage on top/bottom of the candlebars\"" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def _add_candlestick_labels(ax, ohlc):\n", + " transform = ax.transData.inverted()\n", + " # show the text 10 pixels above/below the bar\n", + " text_pad = transform.transform((0, 10))[1] - transform.transform((0, 0))[1]\n", + " percentages = 100. * (ohlc.Close - ohlc.Open) / ohlc.Open\n", + " kwargs = dict(horizontalalignment='center', color='#000000')\n", + " for i, (idx, val) in enumerate(percentages.items()):\n", + " if val != np.nan:\n", + " row = ohlc.loc[idx]\n", + " open = row.Open\n", + " close = row.Close\n", + " if open < close:\n", + " ax.text(i, row.High + text_pad, np.round(val, 1), verticalalignment='bottom', **kwargs)\n", + " elif open > close:\n", + " ax.text(i, row.Low - text_pad, np.round(val, 1), verticalalignment='top', **kwargs)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax = mpf.plot(tdf,type='candle',returnfig=True,style='charles',figscale=1.1)\n", + "\n", + "_add_candlestick_labels(ax[0], tdf)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/issue266_white_to_grey.py b/examples/scratch_pad/issue266_white_to_grey.py new file mode 100644 index 00000000..0dc6292c --- /dev/null +++ b/examples/scratch_pad/issue266_white_to_grey.py @@ -0,0 +1,18 @@ +import pandas as pd +import mplfinance as mpf + +df = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True) +df.shape +df.head(3) +df.tail(3) + +#kwargs=dict(style='mike',figscale=1.5,type='candle',width_adjuster_version='v0') +kwargs=dict(style='mike',figscale=1.0,type='candle')#,update_width_config=dict(candle_linewidth=0.6)) + +wcfg={} +mpf.plot(df.iloc[0:100,:],**kwargs,block=False,return_width_config=wcfg) +print('\nwcfg(100)=',wcfg) + +wcfg={} +mpf.plot(df.iloc[0:250,:],**kwargs,block=True,return_width_config=wcfg) +print('\nwcfg(250)=',wcfg) diff --git a/examples/scratch_pad/issue296.a.py b/examples/scratch_pad/issue296.a.py new file mode 100644 index 00000000..c6ca76fd --- /dev/null +++ b/examples/scratch_pad/issue296.a.py @@ -0,0 +1,38 @@ +import pandas as pd +import mplfinance as mpf +import matplotlib +import numpy as np + +print(matplotlib.__version__) +print(matplotlib.get_backend()) +print(mpf.__version__) + +#idf = pd.read_csv('abc.csv',index_col=0,parse_dates=True) +idf = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True) +idf.shape +idf.head(3) +idf.tail(3) +# df = idf.loc['2011-07-01':'2011-12-30',:] + +factors = [0.9869459423651993, 0.9869459423651994, 90000000000000., 90000000000., + 90000000., 900000., 30000., 3000., 300., 30., 10., 1.0, 0.1, 0.01, 0.001 ] + +# factors = [0.9869459423651993,] + +for factor in factors: + df = idf.loc['2011-07-01':'2011-12-30',:] + df.loc[:,'Volume'] *= (0.003*factor) + vmin = np.nanmin(df.iloc[0:20]['Volume']) + vmax = np.nanmax(df.iloc[0:20]['Volume']) + print('vmin=',vmin,' vmax=',vmax) + mpf.plot(df.iloc[0:20],volume=True,type='candle') + +df = idf.loc['2011-07-01':'2011-12-30',:] +df.loc[:,'Volume'] *= (0.003*30000.) +mpf.plot(df.iloc[0:20],volume=True,type='candle',volume_exponent='legacy') +mpf.plot(df.iloc[0:20],volume=True,type='candle',volume_exponent=3) +mpf.plot(df.iloc[0:20],volume=True,type='candle',volume_exponent=5) +mpf.plot(df.iloc[0:20],volume=True,type='candle',volume_exponent=8) +mpf.plot(df.iloc[0:20],volume=True,type='candle',volume_exponent=11) +mpf.plot(df.iloc[0:20],volume=True,type='candle',volume_exponent=13) +mpf.plot(df.iloc[0:20],volume=True,type='candle',volume_exponent='what?') diff --git a/examples/scratch_pad/issue296.b.py b/examples/scratch_pad/issue296.b.py new file mode 100644 index 00000000..efdcb88d --- /dev/null +++ b/examples/scratch_pad/issue296.b.py @@ -0,0 +1,35 @@ +import pandas as pd +import matplotlib +print(matplotlib.__version__) +print(matplotlib.get_backend()) + +import matplotlib.pyplot as plt + +import mplfinance as mpf +print(mpf.__version__) + +#idf = pd.read_csv('abc.csv',index_col=0,parse_dates=True) +idf = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True) +idf.shape +idf.head(3) +idf.tail(3) +df = idf.loc['2011-07-01':'2011-12-30',:]*1000000. + +x = [0,1,2,3,4,5,6,7,8,9] +y = [n*1000000 for n in x] + + +fig = plt.figure() + +ax = fig.add_subplot(1,1,1) + +#ax.ticklabel_format(useOffset=False) +ax.ticklabel_format(useOffset=False,scilimits=(5,5),axis='y') +ax.ticklabel_format(useOffset=False,scilimits=(0,0),axis='x') +#ax.yaxis.offsetText.set_visible(False) + + +ax.plot(x,y) + +plt.show() + diff --git a/examples/scratch_pad/issue296.py b/examples/scratch_pad/issue296.py new file mode 100644 index 00000000..1e238ae1 --- /dev/null +++ b/examples/scratch_pad/issue296.py @@ -0,0 +1,45 @@ +import pandas as pd +import mplfinance as mpf +import matplotlib.animation as animation +import tkinter +from matplotlib.backends.backend_tkagg import ( + FigureCanvasTkAgg, NavigationToolbar2Tk) +import matplotlib +print(matplotlib.__version__) +print(matplotlib.get_backend()) + +import mplfinance as mpf +print(mpf.__version__) + +#idf = pd.read_csv('abc.csv',index_col=0,parse_dates=True) +idf = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True) +idf.shape +idf.head(3) +idf.tail(3) +df = idf.loc['2011-07-01':'2011-12-30',:] + +fig = mpf.figure(style='yahoo', figsize=(7, 8)) +ax1 = fig.add_subplot(2,1,1) +ax2 = fig.add_subplot(3,1,3) + +def animate(ival): + if (20+ival) > len(df): + print('no more data to plot') + ani.event_source.interval *= 3 + if ani.event_source.interval > 12000: + exit() + return + #return + data = df.iloc[0:(20+ival)] + ax1.clear() + ax2.clear() + mpf.plot(data,ax=ax1,volume=ax2,type='candle') + +root = tkinter.Tk() +canvas = FigureCanvasTkAgg(fig, master=root) # A tk.DrawingArea. +canvas.draw() +canvas.get_tk_widget().pack(side=tkinter.TOP, fill=tkinter.BOTH, expand=1) +ani = animation.FuncAnimation(fig, animate, interval=250) +mpf.plot(df.iloc[0:20],ax=ax1,volume=ax2,type='candle') + +root.mainloop() diff --git a/examples/scratch_pad/issue_184_alines.ipynb b/examples/scratch_pad/issue_184_alines.ipynb new file mode 100644 index 00000000..8c0d802c --- /dev/null +++ b/examples/scratch_pad/issue_184_alines.ipynb @@ -0,0 +1,1424 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.0.3'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "pd.__version__ # for the record" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + 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"output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__\n", + "mpf.plot(df,volume=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "Timestamp = pd.Timestamp\n", + "x = {'alines': ([[[Timestamp('2020-04-28 16:59:59.999000'), 7753.77], [Timestamp('2020-04-29 09:59:59.999000'), 7753.77]], [[Timestamp('2020-04-29 09:59:59.999000'), 7863.0], [Timestamp('2020-04-29 11:59:59.999000'), 7863.0]], [[Timestamp('2020-04-28 18:59:59.999000'), 7683.41], [Timestamp('2020-04-29 11:59:59.999000'), 7683.41]]], [[Timestamp('2020-04-28 17:59:59.999000'), 7764.1], [Timestamp('2020-04-28 19:59:59.999000'), 7665.21], [Timestamp('2020-04-29 03:59:59.999000'), 7770.0], [Timestamp('2020-04-29 06:59:59.999000'), 7710.05], [Timestamp('2020-04-29 09:59:59.999000'), 7874.75]])}" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import pprint" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'alines': ([[[Timestamp('2020-04-28 16:59:59.999000'), 7753.77],\n", + " [Timestamp('2020-04-29 09:59:59.999000'), 7753.77]],\n", + " [[Timestamp('2020-04-29 09:59:59.999000'), 7863.0],\n", + " [Timestamp('2020-04-29 11:59:59.999000'), 7863.0]],\n", + " [[Timestamp('2020-04-28 18:59:59.999000'), 7683.41],\n", + " [Timestamp('2020-04-29 11:59:59.999000'), 7683.41]]],\n", + " [[Timestamp('2020-04-28 17:59:59.999000'), 7764.1],\n", + " [Timestamp('2020-04-28 19:59:59.999000'), 7665.21],\n", + " [Timestamp('2020-04-29 03:59:59.999000'), 7770.0],\n", + " [Timestamp('2020-04-29 06:59:59.999000'), 7710.05],\n", + " [Timestamp('2020-04-29 09:59:59.999000'), 7874.75]])}\n" + ] + } + ], + "source": [ + "pprint.pprint(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{ 'alines': ( [ [ [Timestamp('2020-04-28 16:59:59.999000'), 7753.77],\n", + " [Timestamp('2020-04-29 09:59:59.999000'), 7753.77]],\n", + " [ [Timestamp('2020-04-29 09:59:59.999000'), 7863.0],\n", + " [Timestamp('2020-04-29 11:59:59.999000'), 7863.0]],\n", + " [ [Timestamp('2020-04-28 18:59:59.999000'), 7683.41],\n", + " [Timestamp('2020-04-29 11:59:59.999000'), 7683.41]]],\n", + " [ [Timestamp('2020-04-28 17:59:59.999000'), 7764.1],\n", + " [Timestamp('2020-04-28 19:59:59.999000'), 7665.21],\n", + " [Timestamp('2020-04-29 03:59:59.999000'), 7770.0],\n", + " [Timestamp('2020-04-29 06:59:59.999000'), 7710.05],\n", + " [Timestamp('2020-04-29 09:59:59.999000'), 7874.75]])}\n" + ] + } + ], + "source": [ + "pprint.pprint(x,indent=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "s = pprint.pformat(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'alines': ([[[Timestamp('2020-04-28 16:59:59.999000'), 7753.77],\n", + " [Timestamp('2020-04-29 09:59:59.999000'), 7753.77]],\n", + " [[Timestamp('2020-04-29 09:59:59.999000'), 7863.0],\n", + " [Timestamp('2020-04-29 11:59:59.999000'), 7863.0]],\n", + " [[Timestamp('2020-04-28 18:59:59.999000'), 7683.41],\n", + " [Timestamp('2020-04-29 11:59:59.999000'), 7683.41]]],\n", + " [[Timestamp('2020-04-28 17:59:59.999000'), 7764.1],\n", + " [Timestamp('2020-04-28 19:59:59.999000'), 7665.21],\n", + " [Timestamp('2020-04-29 03:59:59.999000'), 7770.0],\n", + " [Timestamp('2020-04-29 06:59:59.999000'), 7710.05],\n", + " [Timestamp('2020-04-29 09:59:59.999000'), 7874.75]])}\n" + ] + } + ], + "source": [ + "print(s)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\"{'alines':\"" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "s[0:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "y = (\n", + "{'alines': \n", + " (\n", + " [\n", + " [\n", + " [Timestamp('2020-04-28 16:59:59.999000'), 7753.77],\n", + " [Timestamp('2020-04-29 09:59:59.999000'), 7753.77]\n", + " ],\n", + " [\n", + " [Timestamp('2020-04-29 09:59:59.999000'), 7863.0],\n", + " [Timestamp('2020-04-29 11:59:59.999000'), 7863.0]\n", + " ],\n", + " [\n", + " [Timestamp('2020-04-28 18:59:59.999000'), 7683.41],\n", + " [Timestamp('2020-04-29 11:59:59.999000'), 7683.41]\n", + " ]\n", + " ],\n", + " [\n", + " [Timestamp('2020-04-28 17:59:59.999000'), 7764.1],\n", + " [Timestamp('2020-04-28 19:59:59.999000'), 7665.21],\n", + " [Timestamp('2020-04-29 03:59:59.999000'), 7770.0],\n", + " [Timestamp('2020-04-29 06:59:59.999000'), 7710.05],\n", + " [Timestamp('2020-04-29 09:59:59.999000'), 7874.75]\n", + " ]\n", + ")\n", + "})" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x == y" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "one = [[1,2],[3,4]]\n", + "two = [[5,6],[7,8,9]]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[1, 2], [3, 4], [5, 6], [7, 8, 9]]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "one+two" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "one.append(two)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[1, 2], [3, 4], [[5, 6], [7, 8, 9]]]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "one" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = y['alines']\n", + "len(a)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "[[[Timestamp('2020-04-28 16:59:59.999000'), 7753.77],\n", + " [Timestamp('2020-04-29 09:59:59.999000'), 7753.77]],\n", + " [[Timestamp('2020-04-29 09:59:59.999000'), 7863.0],\n", + " [Timestamp('2020-04-29 11:59:59.999000'), 7863.0]],\n", + " [[Timestamp('2020-04-28 18:59:59.999000'), 7683.41],\n", + " [Timestamp('2020-04-29 11:59:59.999000'), 7683.41]]]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "[[Timestamp('2020-04-28 17:59:59.999000'), 7764.1],\n", + " [Timestamp('2020-04-28 19:59:59.999000'), 7665.21],\n", + " [Timestamp('2020-04-29 03:59:59.999000'), 7770.0],\n", + " [Timestamp('2020-04-29 06:59:59.999000'), 7710.05],\n", + " [Timestamp('2020-04-29 09:59:59.999000'), 7874.75]]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(a)\n", + "a[0]\n", + "a[1]" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "#z = [a[1]] + a[0]\n", + "#z = a[0] + [a[1]]\n", + "z = a[1]\n", + "z.append(a[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[Timestamp('2020-04-28 17:59:59.999000'), 7764.1],\n", + " [Timestamp('2020-04-28 19:59:59.999000'), 7665.21],\n", + " [Timestamp('2020-04-29 03:59:59.999000'), 7770.0],\n", + " [Timestamp('2020-04-29 06:59:59.999000'), 7710.05],\n", + " [Timestamp('2020-04-29 09:59:59.999000'), 7874.75],\n", + " [[[Timestamp('2020-04-28 16:59:59.999000'), 7753.77],\n", + " [Timestamp('2020-04-29 09:59:59.999000'), 7753.77]],\n", + " [[Timestamp('2020-04-29 09:59:59.999000'), 7863.0],\n", + " [Timestamp('2020-04-29 11:59:59.999000'), 7863.0]],\n", + " [[Timestamp('2020-04-28 18:59:59.999000'), 7683.41],\n", + " [Timestamp('2020-04-29 11:59:59.999000'), 7683.41]]]]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "z" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
    Date
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    2011-09-23112.110001114.160004112.019997113.54000199.845856307242500124.126148113.3238510.020010
    2011-09-26114.610001116.400002112.980003116.239998102.220230260673700124.144945113.1320540.282210
    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2011-09-13 117.050003 118.180000 116.220001 117.739998 103.006386 \n", + "2011-09-14 118.339996 120.800003 116.720001 119.370003 104.432426 \n", + "2011-09-15 120.650002 121.470001 119.400002 121.430000 106.234634 \n", + "2011-09-16 121.290001 121.970001 120.320000 121.519997 106.863403 \n", + "2011-09-19 119.529999 120.930000 118.720001 120.309998 105.799347 \n", + "2011-09-20 120.820000 121.989998 120.010002 120.169998 105.676231 \n", + "2011-09-21 120.230003 120.599998 116.440002 116.629997 102.563187 \n", + "2011-09-22 113.250000 114.209999 111.300003 112.860001 99.247871 \n", + "2011-09-23 112.110001 114.160004 112.019997 113.540001 99.845856 \n", + "2011-09-26 114.610001 116.400002 112.980003 116.239998 102.220230 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2011-09-13 272514700 123.438723 112.422277 0.482708 \n", + "2011-09-14 319389500 123.414633 112.424367 0.631981 \n", + "2011-09-15 326777200 123.674353 112.340648 0.801975 \n", + "2011-09-16 284528300 123.980997 112.735003 0.781167 \n", + "2011-09-19 241517000 123.733267 113.749733 0.657108 \n", + "2011-09-20 218932200 123.255558 114.971441 0.627533 \n", + "2011-09-21 316251300 123.240037 115.005962 0.197233 \n", + "2011-09-22 513911300 123.831112 113.892887 -0.103931 \n", + "2011-09-23 307242500 124.126148 113.323851 0.020010 \n", + "2011-09-26 260673700 124.144945 113.132054 0.282210 " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
    Date
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2011-11-04 125.230003 125.699997 124.010002 125.480003 110.345772 \n", + "2011-11-07 125.389999 126.389999 124.199997 126.260002 111.031700 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2011-11-04 249401600 128.770481 117.826522 0.699334 \n", + "2011-11-07 196617200 128.962442 118.302560 0.746485 " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "adf = df[50:90]\n", + "adf.head(10)\n", + "adf.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "kwarg \"alines\" validator returned False for value: \"[[Timestamp('2020-04-28 17:59:59.999000'), 7764.1], [Timestamp('2020-04-28 19:59:59.999000'), 7665.21], [Timestamp('2020-04-29 03:59:59.999000'), 7770.0], [Timestamp('2020-04-29 06:59:59.999000'), 7710.05], [Timestamp('2020-04-29 09:59:59.999000'), 7874.75], [[[Timestamp('2020-04-28 16:59:59.999000'), 7753.77], [Timestamp('2020-04-29 09:59:59.999000'), 7753.77]], [[Timestamp('2020-04-29 09:59:59.999000'), 7863.0], [Timestamp('2020-04-29 11:59:59.999000'), 7863.0]], [[Timestamp('2020-04-28 18:59:59.999000'), 7683.41], [Timestamp('2020-04-29 11:59:59.999000'), 7683.41]]]]\"\n 'Validator' : lambda value: _alines_validator(value) },", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmpf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madf\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0malines\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mz\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/code/mplfinance/src/mplfinance/plotting.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(data, **kwargs)\u001b[0m\n\u001b[1;32m 244\u001b[0m \"\"\"\n\u001b[1;32m 245\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 246\u001b[0;31m \u001b[0mconfig\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_process_kwargs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_valid_plot_kwargs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 247\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 248\u001b[0m \u001b[0mdates\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mopens\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mhighs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlows\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcloses\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mvolumes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_check_and_prepare_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/code/mplfinance/src/mplfinance/_arg_validators.py\u001b[0m in \u001b[0;36m_process_kwargs\u001b[0;34m(kwargs, vkwargs)\u001b[0m\n\u001b[1;32m 230\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0minspect\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 231\u001b[0m \u001b[0mv\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0minspect\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetsource\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Validator'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstrip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 232\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'kwarg \"'\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'\" validator returned False for value: \"'\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'\"\\n '\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mv\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 233\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 234\u001b[0m \u001b[0;31m# ---------------------------------------------------------------\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mTypeError\u001b[0m: kwarg \"alines\" validator returned False for value: \"[[Timestamp('2020-04-28 17:59:59.999000'), 7764.1], [Timestamp('2020-04-28 19:59:59.999000'), 7665.21], [Timestamp('2020-04-29 03:59:59.999000'), 7770.0], [Timestamp('2020-04-29 06:59:59.999000'), 7710.05], [Timestamp('2020-04-29 09:59:59.999000'), 7874.75], [[[Timestamp('2020-04-28 16:59:59.999000'), 7753.77], [Timestamp('2020-04-29 09:59:59.999000'), 7753.77]], [[Timestamp('2020-04-29 09:59:59.999000'), 7863.0], [Timestamp('2020-04-29 11:59:59.999000'), 7863.0]], [[Timestamp('2020-04-28 18:59:59.999000'), 7683.41], [Timestamp('2020-04-29 11:59:59.999000'), 7683.41]]]]\"\n 'Validator' : lambda value: _alines_validator(value) }," + ] + } + ], + "source": [ + "mpf.plot(adf,alines=z)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#sop = [('2011-09-13',7800),('2011-09-14',7801)]\n", + "#sosop = [[('2011-09-15',7802),('2011-09-16',7803)],[('2011-09-19',7804),('2011-09-32',7805)]]" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "sop = [('x1','y1'),('x2','y2')]\n", + "sosop = [[('x3','y3'),('x4','y4')],[('x5','y5'),('x6','y6')]]" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('x1', 'y1'),\n", + " ('x2', 'y2'),\n", + " [('x3', 'y3'), ('x4', 'y4')],\n", + " [('x5', 'y5'), ('x6', 'y6')]]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sop + sosop" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[('x3', 'y3'), ('x4', 'y4')],\n", + " [('x5', 'y5'), ('x6', 'y6')],\n", + " ('x1', 'y1'),\n", + " ('x2', 'y2')]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sosop + sop" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[('x3', 'y3'), ('x4', 'y4')],\n", + " [('x5', 'y5'), ('x6', 'y6')],\n", + " [('x1', 'y1'), ('x2', 'y2')]]" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sosop + [sop]" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[('x1', 'y1'), ('x2', 'y2')],\n", + " [('x3', 'y3'), ('x4', 'y4')],\n", + " [('x5', 'y5'), ('x6', 'y6')]]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[sop] + sosop" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[('x3', 'y3'), ('x4', 'y4')],\n", + " [('x5', 'y5'), ('x6', 'y6')],\n", + " [('x1', 'y1'), ('x2', 'y2')]]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "zsosop = sosop.copy()\n", + "zsosop.append(sop)\n", + "zsosop" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('x1', 'y1'),\n", + " ('x2', 'y2'),\n", + " [[('x3', 'y3'), ('x4', 'y4')], [('x5', 'y5'), ('x6', 'y6')]]]" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "zsop = sop.copy()\n", + "zsop.append(sosop)\n", + "zsop" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('x1', 'y1'), ('x2', 'y2')]" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sop" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "from mplfinance._arg_validators import _alines_validator as valid" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "8" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "8" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = ['2011-09-13','2011-09-14','2011-09-15','2011-09-16','2011-09-19','2011-09-20','2011-09-21','2011-09-22']\n", + "y = [120,121,122,123,124,125,126,127]\n", + "len(x)\n", + "len(y)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('2011-09-13', 120), ('2011-09-14', 121), ('2011-09-15', 122)]" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sop = [(x[0],y[0]),(x[1],y[1]),(x[2],y[2])]\n", + "sop" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[('2011-09-16', 123), ('2011-09-19', 124), ('2011-09-20', 125)],\n", + " [('2011-09-21', 126), ('2011-09-22', 127)]]" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sosop = [[(x[3],y[3]),(x[4],y[4]),(x[5],y[5])],\n", + " [(x[6],y[6]),(x[7],y[7])]\n", + " ]\n", + "sosop" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "valid(sop)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "valid(sosop)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "valid(sop+sosop)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "valid([sop]+sosop)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('2011-09-13', 120),\n", + " ('2011-09-14', 121),\n", + " ('2011-09-15', 122),\n", + " [[('2011-09-16', 123), ('2011-09-19', 124), ('2011-09-20', 125)],\n", + " [('2011-09-21', 126), ('2011-09-22', 127)]]]" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "zsop = sop.copy()\n", + "zsop.append(sosop)\n", + "zsop\n", + "valid(zsop)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[('2011-09-16', 123), ('2011-09-19', 124), ('2011-09-20', 125)],\n", + " [('2011-09-21', 126), ('2011-09-22', 127)],\n", + " [('2011-09-13', 120), ('2011-09-14', 121), ('2011-09-15', 122)]]" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "zsosop = sosop.copy()\n", + "zsosop.append(sop)\n", + "zsosop\n", + "valid(zsosop)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/issues/Issue101_data.csv b/examples/scratch_pad/issues/Issue101_data.csv new file mode 100644 index 00000000..ac5be07e --- /dev/null +++ b/examples/scratch_pad/issues/Issue101_data.csv @@ -0,0 +1,101 @@ +date,open,high,low,close,adjusted close,volume,dividend amount,split coefficient +2020-04-17,156.9600,157.3300,147.7400,154.1900,154.1900,723974,0.0000,1.0000 +2020-04-16,152.8100,159.3381,151.6800,153.9800,153.9800,918159,0.0000,1.0000 +2020-04-15,145.1700,152.7600,144.3000,149.9100,149.9100,908447,0.0000,1.0000 +2020-04-14,148.5000,157.1300,147.0000,149.0000,149.0000,1569145,0.0000,1.0000 +2020-04-13,140.6900,142.7900,137.0700,141.9000,141.9000,634371,0.0000,1.0000 +2020-04-09,138.2800,140.8750,137.0000,140.3400,140.3400,1125558,0.0000,1.0000 +2020-04-08,132.6600,137.5000,131.8274,135.3200,135.3200,866939,0.0000,1.0000 +2020-04-07,137.6000,138.8900,129.1037,131.8200,131.8200,1065972,0.0000,1.0000 +2020-04-06,125.9300,133.2200,123.2100,132.4500,132.4500,1047805,0.0000,1.0000 +2020-04-03,124.5600,127.0077,118.6000,120.4700,120.4700,1011423,0.0000,1.0000 +2020-04-02,120.3100,126.3000,117.7100,125.0800,125.0800,1251204,0.0000,1.0000 +2020-04-01,127.0900,134.5000,124.1400,126.1400,126.1400,1230679,0.0000,1.0000 +2020-03-31,137.3700,142.8700,134.2650,136.5400,136.5400,1167993,0.0000,1.0000 +2020-03-30,133.1500,139.6400,131.8000,136.4300,136.4300,815804,0.0000,1.0000 +2020-03-27,128.7700,135.5000,126.3200,132.1100,132.1100,1435264,0.0000,1.0000 +2020-03-26,136.0000,143.1545,131.0000,133.1100,133.1100,1228322,0.0000,1.0000 +2020-03-25,136.1400,145.4800,130.2600,134.3000,134.3000,1474853,0.0000,1.0000 +2020-03-24,132.8500,141.5724,132.0100,136.4300,136.4300,1555055,0.0000,1.0000 +2020-03-23,120.3800,127.4700,113.3830,125.5700,125.5700,1387780,0.0000,1.0000 +2020-03-20,123.2200,135.7500,119.3800,120.5000,120.5000,1905262,0.0000,1.0000 +2020-03-19,104.6000,127.4600,101.3401,122.1800,122.1800,2435409,0.0000,1.0000 +2020-03-18,97.4000,125.5500,96.0000,105.7300,105.7300,4880727,0.0000,1.0000 +2020-03-17,101.6800,116.5261,94.1600,114.5200,114.5200,2145054,0.0000,1.0000 +2020-03-16,100.0000,103.9200,93.8100,98.9700,98.9700,1885864,0.0000,1.0000 +2020-03-13,120.3900,122.0000,107.1391,115.1700,115.1700,1408567,0.0000,1.0000 +2020-03-12,109.7400,115.9600,101.0000,111.5500,111.5500,1743318,0.0000,1.0000 +2020-03-11,128.9500,130.9000,120.3300,123.8500,123.8500,1343477,0.0000,1.0000 +2020-03-10,134.7100,137.0000,125.1200,133.8500,133.8500,1386287,0.0000,1.0000 +2020-03-09,139.6500,139.6500,125.0000,127.8500,127.8500,1515887,0.0000,1.0000 +2020-03-06,156.4300,156.4300,144.0000,150.1100,150.1100,1421513,0.0000,1.0000 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b/examples/scratch_pad/issues/Issue101_xaxis_not_showing.ipynb @@ -0,0 +1,2265 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(100, 8)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdjusted closeVolumeDividend amountSplit coefficient
    Date
    2020-04-17156.96157.3300147.74154.19154.197239740.01.0
    2020-04-16152.81159.3381151.68153.98153.989181590.01.0
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    2020-04-14148.50157.1300147.00149.00149.0015691450.01.0
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    " + ], + "text/plain": [ + " Open High Low Close Adjusted close Volume \\\n", + "Date \n", + "2020-04-17 156.96 157.3300 147.74 154.19 154.19 723974 \n", + "2020-04-16 152.81 159.3381 151.68 153.98 153.98 918159 \n", + "2020-04-15 145.17 152.7600 144.30 149.91 149.91 908447 \n", + "2020-04-14 148.50 157.1300 147.00 149.00 149.00 1569145 \n", + "2020-04-13 140.69 142.7900 137.07 141.90 141.90 634371 \n", + "\n", + " Dividend amount Split coefficient \n", + "Date \n", + "2020-04-17 0.0 1.0 \n", + "2020-04-16 0.0 1.0 \n", + "2020-04-15 0.0 1.0 \n", + "2020-04-14 0.0 1.0 \n", + "2020-04-13 0.0 1.0 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdjusted closeVolumeDividend amountSplit coefficient
    Date
    2019-11-29149.57150.7500148.3806148.70148.703598780.01.0
    2019-11-27149.08150.2100147.1300149.77149.777012430.01.0
    2019-11-26146.71151.1300146.7100149.63149.639105660.01.0
    2019-11-25148.23149.7462145.9000146.88146.887919830.01.0
    2019-11-22148.11148.7500144.1200147.92147.927188300.01.0
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    " + ], + "text/plain": [ + " Open High Low Close Adjusted close Volume \\\n", + "Date \n", + "2019-11-29 149.57 150.7500 148.3806 148.70 148.70 359878 \n", + "2019-11-27 149.08 150.2100 147.1300 149.77 149.77 701243 \n", + "2019-11-26 146.71 151.1300 146.7100 149.63 149.63 910566 \n", + "2019-11-25 148.23 149.7462 145.9000 146.88 146.88 791983 \n", + "2019-11-22 148.11 148.7500 144.1200 147.92 147.92 718830 \n", + "\n", + " Dividend amount Split coefficient \n", + "Date \n", + "2019-11-29 0.0 1.0 \n", + "2019-11-27 0.0 1.0 \n", + "2019-11-26 0.0 1.0 \n", + "2019-11-25 0.0 1.0 \n", + "2019-11-22 0.0 1.0 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily = pd.read_csv('Issue101_data.csv',index_col=0,parse_dates=True)\n", + "daily.columns = daily.columns.str.capitalize() # alphavantage convention\n", + "daily.index.name = 'Date'\n", + "daily.shape\n", + "daily.head()\n", + "daily.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.4a0'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdjusted closeVolumeDividend amountSplit coefficient
    Date
    2019-11-22148.11148.7500144.1200147.92147.927188300.01.0
    2019-11-25148.23149.7462145.9000146.88146.887919830.01.0
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    " + ], + "text/plain": [ + " Open High Low Close Adjusted close Volume \\\n", + "Date \n", + "2019-11-22 148.11 148.7500 144.1200 147.92 147.92 718830 \n", + "2019-11-25 148.23 149.7462 145.9000 146.88 146.88 791983 \n", + "2019-11-26 146.71 151.1300 146.7100 149.63 149.63 910566 \n", + "2019-11-27 149.08 150.2100 147.1300 149.77 149.77 701243 \n", + "2019-11-29 149.57 150.7500 148.3806 148.70 148.70 359878 \n", + "\n", + " Dividend amount Split coefficient \n", + "Date \n", + "2019-11-22 0.0 1.0 \n", + "2019-11-25 0.0 1.0 \n", + "2019-11-26 0.0 1.0 \n", + "2019-11-27 0.0 1.0 \n", + "2019-11-29 0.0 1.0 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdjusted closeVolumeDividend amountSplit coefficient
    Date
    2020-04-13140.69142.7900137.07141.90141.906343710.01.0
    2020-04-14148.50157.1300147.00149.00149.0015691450.01.0
    2020-04-15145.17152.7600144.30149.91149.919084470.01.0
    2020-04-16152.81159.3381151.68153.98153.989181590.01.0
    2020-04-17156.96157.3300147.74154.19154.197239740.01.0
    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Adjusted close Volume \\\n", + "Date \n", + "2020-04-13 140.69 142.7900 137.07 141.90 141.90 634371 \n", + "2020-04-14 148.50 157.1300 147.00 149.00 149.00 1569145 \n", + "2020-04-15 145.17 152.7600 144.30 149.91 149.91 908447 \n", + "2020-04-16 152.81 159.3381 151.68 153.98 153.98 918159 \n", + "2020-04-17 156.96 157.3300 147.74 154.19 154.19 723974 \n", + "\n", + " Dividend amount Split coefficient \n", + "Date \n", + "2020-04-13 0.0 1.0 \n", + "2020-04-14 0.0 1.0 \n", + "2020-04-15 0.0 1.0 \n", + "2020-04-16 0.0 1.0 \n", + "2020-04-17 0.0 1.0 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ndf = daily.iloc[::-1]\n", + "ndf.head()\n", + "ndf.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    OpenHighLowCloseAdjusted closeVolumeDividend amountSplit coefficient
    Date
    2020-04-17156.96157.3300147.7400154.19154.197239740.01.0
    2020-04-16152.81159.3381151.6800153.98153.989181590.01.0
    2020-04-15145.17152.7600144.3000149.91149.919084470.01.0
    2020-04-14148.50157.1300147.0000149.00149.0015691450.01.0
    2020-04-13140.69142.7900137.0700141.90141.906343710.01.0
    2020-04-09138.28140.8750137.0000140.34140.3411255580.01.0
    2020-04-08132.66137.5000131.8274135.32135.328669390.01.0
    2020-04-07137.60138.8900129.1037131.82131.8210659720.01.0
    2020-04-06125.93133.2200123.2100132.45132.4510478050.01.0
    2020-04-03124.56127.0077118.6000120.47120.4710114230.01.0
    2020-04-02120.31126.3000117.7100125.08125.0812512040.01.0
    2020-04-01127.09134.5000124.1400126.14126.1412306790.01.0
    2020-03-31137.37142.8700134.2650136.54136.5411679930.01.0
    2020-03-30133.15139.6400131.8000136.43136.438158040.01.0
    2020-03-27128.77135.5000126.3200132.11132.1114352640.01.0
    2020-03-26136.00143.1545131.0000133.11133.1112283220.01.0
    2020-03-25136.14145.4800130.2600134.30134.3014748530.01.0
    2020-03-24132.85141.5724132.0100136.43136.4315550550.01.0
    2020-03-23120.38127.4700113.3830125.57125.5713877800.01.0
    2020-03-20123.22135.7500119.3800120.50120.5019052620.01.0
    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Adjusted close Volume \\\n", + "Date \n", + "2020-04-17 156.96 157.3300 147.7400 154.19 154.19 723974 \n", + "2020-04-16 152.81 159.3381 151.6800 153.98 153.98 918159 \n", + "2020-04-15 145.17 152.7600 144.3000 149.91 149.91 908447 \n", + "2020-04-14 148.50 157.1300 147.0000 149.00 149.00 1569145 \n", + "2020-04-13 140.69 142.7900 137.0700 141.90 141.90 634371 \n", + "2020-04-09 138.28 140.8750 137.0000 140.34 140.34 1125558 \n", + "2020-04-08 132.66 137.5000 131.8274 135.32 135.32 866939 \n", + "2020-04-07 137.60 138.8900 129.1037 131.82 131.82 1065972 \n", + "2020-04-06 125.93 133.2200 123.2100 132.45 132.45 1047805 \n", + "2020-04-03 124.56 127.0077 118.6000 120.47 120.47 1011423 \n", + "2020-04-02 120.31 126.3000 117.7100 125.08 125.08 1251204 \n", + "2020-04-01 127.09 134.5000 124.1400 126.14 126.14 1230679 \n", + "2020-03-31 137.37 142.8700 134.2650 136.54 136.54 1167993 \n", + "2020-03-30 133.15 139.6400 131.8000 136.43 136.43 815804 \n", + "2020-03-27 128.77 135.5000 126.3200 132.11 132.11 1435264 \n", + "2020-03-26 136.00 143.1545 131.0000 133.11 133.11 1228322 \n", + "2020-03-25 136.14 145.4800 130.2600 134.30 134.30 1474853 \n", + "2020-03-24 132.85 141.5724 132.0100 136.43 136.43 1555055 \n", + "2020-03-23 120.38 127.4700 113.3830 125.57 125.57 1387780 \n", + "2020-03-20 123.22 135.7500 119.3800 120.50 120.50 1905262 \n", + "\n", + " Dividend amount Split coefficient \n", + "Date \n", + "2020-04-17 0.0 1.0 \n", + "2020-04-16 0.0 1.0 \n", + "2020-04-15 0.0 1.0 \n", + "2020-04-14 0.0 1.0 \n", + "2020-04-13 0.0 1.0 \n", + "2020-04-09 0.0 1.0 \n", + "2020-04-08 0.0 1.0 \n", + "2020-04-07 0.0 1.0 \n", + "2020-04-06 0.0 1.0 \n", + "2020-04-03 0.0 1.0 \n", + "2020-04-02 0.0 1.0 \n", + "2020-04-01 0.0 1.0 \n", + "2020-03-31 0.0 1.0 \n", + "2020-03-30 0.0 1.0 \n", + "2020-03-27 0.0 1.0 \n", + "2020-03-26 0.0 1.0 \n", + "2020-03-25 0.0 1.0 \n", + "2020-03-24 0.0 1.0 \n", + "2020-03-23 0.0 1.0 \n", + "2020-03-20 0.0 1.0 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdjusted closeVolumeDividend amountSplit coefficient
    Date
    2020-03-19104.60127.4600101.3401122.180122.18024354090.01.0
    2020-03-1897.40125.550096.0000105.730105.73048807270.01.0
    2020-03-17101.68116.526194.1600114.520114.52021450540.01.0
    2020-03-16100.00103.920093.810098.97098.97018858640.01.0
    2020-03-13120.39122.0000107.1391115.170115.17014085670.01.0
    2020-03-12109.74115.9600101.0000111.550111.55017433180.01.0
    2020-03-11128.95130.9000120.3300123.850123.85013434770.01.0
    2020-03-10134.71137.0000125.1200133.850133.85013862870.01.0
    2020-03-09139.65139.6500125.0000127.850127.85015158870.01.0
    2020-03-06156.43156.4300144.0000150.110150.11014215130.01.0
    2020-03-05155.59162.9300155.5900159.060159.0608643640.01.0
    2020-03-04156.75159.4800154.0000159.320159.3208874840.01.0
    2020-03-03155.49159.9700149.8000155.160155.16014519880.01.0
    2020-03-02152.50155.8650146.1200155.640155.64013610080.01.0
    2020-02-28143.14152.8000141.5100152.500152.50014101120.01.0
    2020-02-27144.67155.0000141.6500150.185150.18514993850.01.0
    2020-02-26149.49158.5700149.1600151.260151.26012441080.01.0
    2020-02-25156.71159.7900146.2300149.380149.38014364910.01.0
    2020-02-24153.51158.3018148.2500153.850153.85019666010.01.0
    2020-02-21176.87176.8700164.4600164.900164.90017731730.01.0
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    " + ], + "text/plain": [ + " Open High Low Close Adjusted close Volume \\\n", + "Date \n", + "2020-03-19 104.60 127.4600 101.3401 122.180 122.180 2435409 \n", + "2020-03-18 97.40 125.5500 96.0000 105.730 105.730 4880727 \n", + "2020-03-17 101.68 116.5261 94.1600 114.520 114.520 2145054 \n", + "2020-03-16 100.00 103.9200 93.8100 98.970 98.970 1885864 \n", + "2020-03-13 120.39 122.0000 107.1391 115.170 115.170 1408567 \n", + "2020-03-12 109.74 115.9600 101.0000 111.550 111.550 1743318 \n", + "2020-03-11 128.95 130.9000 120.3300 123.850 123.850 1343477 \n", + "2020-03-10 134.71 137.0000 125.1200 133.850 133.850 1386287 \n", + "2020-03-09 139.65 139.6500 125.0000 127.850 127.850 1515887 \n", + "2020-03-06 156.43 156.4300 144.0000 150.110 150.110 1421513 \n", + "2020-03-05 155.59 162.9300 155.5900 159.060 159.060 864364 \n", + "2020-03-04 156.75 159.4800 154.0000 159.320 159.320 887484 \n", + "2020-03-03 155.49 159.9700 149.8000 155.160 155.160 1451988 \n", + "2020-03-02 152.50 155.8650 146.1200 155.640 155.640 1361008 \n", + "2020-02-28 143.14 152.8000 141.5100 152.500 152.500 1410112 \n", + "2020-02-27 144.67 155.0000 141.6500 150.185 150.185 1499385 \n", + "2020-02-26 149.49 158.5700 149.1600 151.260 151.260 1244108 \n", + "2020-02-25 156.71 159.7900 146.2300 149.380 149.380 1436491 \n", + "2020-02-24 153.51 158.3018 148.2500 153.850 153.850 1966601 \n", + "2020-02-21 176.87 176.8700 164.4600 164.900 164.900 1773173 \n", + "\n", + " Dividend amount Split coefficient \n", + "Date \n", + "2020-03-19 0.0 1.0 \n", + "2020-03-18 0.0 1.0 \n", + "2020-03-17 0.0 1.0 \n", + "2020-03-16 0.0 1.0 \n", + "2020-03-13 0.0 1.0 \n", + "2020-03-12 0.0 1.0 \n", + "2020-03-11 0.0 1.0 \n", + "2020-03-10 0.0 1.0 \n", + "2020-03-09 0.0 1.0 \n", + "2020-03-06 0.0 1.0 \n", + "2020-03-05 0.0 1.0 \n", + "2020-03-04 0.0 1.0 \n", + "2020-03-03 0.0 1.0 \n", + "2020-03-02 0.0 1.0 \n", + "2020-02-28 0.0 1.0 \n", + "2020-02-27 0.0 1.0 \n", + "2020-02-26 0.0 1.0 \n", + "2020-02-25 0.0 1.0 \n", + "2020-02-24 0.0 1.0 \n", + "2020-02-21 0.0 1.0 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdjusted closeVolumeDividend amountSplit coefficient
    Date
    2020-02-20180.10182.5700170.5100178.10178.1011210380.01.0
    2020-02-19178.72181.9700177.9000180.09180.0910946310.01.0
    2020-02-18171.49177.9700170.2200176.90176.9021715720.01.0
    2020-02-14171.09174.3300168.5900171.33171.3313217270.01.0
    2020-02-13169.80173.4000169.5100169.91169.9114236280.01.0
    2020-02-12168.44171.0300164.2500170.59170.597078000.01.0
    2020-02-11166.84168.0000163.8991166.81166.815446050.01.0
    2020-02-10163.65168.4800162.8928166.25166.254948260.01.0
    2020-02-07164.40166.3000161.0200164.11164.115222250.01.0
    2020-02-06164.54167.5200159.0000163.61163.615960740.01.0
    2020-02-05173.80173.8000160.2900163.21163.2112597110.01.0
    2020-02-04166.73173.4600164.3080172.15172.1512684160.01.0
    2020-02-03163.42164.7200157.0000163.33163.338389410.01.0
    2020-01-31168.97169.0000161.5200163.91163.9110634990.01.0
    2020-01-30157.28168.1000157.0000167.43167.4320687820.01.0
    2020-01-29154.00162.4800152.7000159.31159.3114456620.01.0
    2020-01-28150.23153.5763149.7700152.57152.575264120.01.0
    2020-01-27146.52152.2800145.2000148.77148.778904670.01.0
    2020-01-24150.00154.4500149.9900152.11152.119627830.01.0
    2020-01-23150.01150.6484147.5400148.57148.575362870.01.0
    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Adjusted close Volume \\\n", + "Date \n", + "2020-02-20 180.10 182.5700 170.5100 178.10 178.10 1121038 \n", + "2020-02-19 178.72 181.9700 177.9000 180.09 180.09 1094631 \n", + "2020-02-18 171.49 177.9700 170.2200 176.90 176.90 2171572 \n", + "2020-02-14 171.09 174.3300 168.5900 171.33 171.33 1321727 \n", + "2020-02-13 169.80 173.4000 169.5100 169.91 169.91 1423628 \n", + "2020-02-12 168.44 171.0300 164.2500 170.59 170.59 707800 \n", + "2020-02-11 166.84 168.0000 163.8991 166.81 166.81 544605 \n", + "2020-02-10 163.65 168.4800 162.8928 166.25 166.25 494826 \n", + "2020-02-07 164.40 166.3000 161.0200 164.11 164.11 522225 \n", + "2020-02-06 164.54 167.5200 159.0000 163.61 163.61 596074 \n", + "2020-02-05 173.80 173.8000 160.2900 163.21 163.21 1259711 \n", + "2020-02-04 166.73 173.4600 164.3080 172.15 172.15 1268416 \n", + "2020-02-03 163.42 164.7200 157.0000 163.33 163.33 838941 \n", + "2020-01-31 168.97 169.0000 161.5200 163.91 163.91 1063499 \n", + "2020-01-30 157.28 168.1000 157.0000 167.43 167.43 2068782 \n", + "2020-01-29 154.00 162.4800 152.7000 159.31 159.31 1445662 \n", + "2020-01-28 150.23 153.5763 149.7700 152.57 152.57 526412 \n", + "2020-01-27 146.52 152.2800 145.2000 148.77 148.77 890467 \n", + "2020-01-24 150.00 154.4500 149.9900 152.11 152.11 962783 \n", + "2020-01-23 150.01 150.6484 147.5400 148.57 148.57 536287 \n", + "\n", + " Dividend amount Split coefficient \n", + "Date \n", + "2020-02-20 0.0 1.0 \n", + "2020-02-19 0.0 1.0 \n", + "2020-02-18 0.0 1.0 \n", + "2020-02-14 0.0 1.0 \n", + "2020-02-13 0.0 1.0 \n", + "2020-02-12 0.0 1.0 \n", + "2020-02-11 0.0 1.0 \n", + "2020-02-10 0.0 1.0 \n", + "2020-02-07 0.0 1.0 \n", + "2020-02-06 0.0 1.0 \n", + "2020-02-05 0.0 1.0 \n", + "2020-02-04 0.0 1.0 \n", + "2020-02-03 0.0 1.0 \n", + "2020-01-31 0.0 1.0 \n", + "2020-01-30 0.0 1.0 \n", + "2020-01-29 0.0 1.0 \n", + "2020-01-28 0.0 1.0 \n", + "2020-01-27 0.0 1.0 \n", + "2020-01-24 0.0 1.0 \n", + "2020-01-23 0.0 1.0 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdjusted closeVolumeDividend amountSplit coefficient
    Date
    2020-01-22149.71154.2400149.3600149.96149.969416630.01.0
    2020-01-21148.73152.8200147.7500148.68148.6810642400.01.0
    2020-01-17152.91153.1700149.1000149.39149.398103600.01.0
    2020-01-16153.26154.8423149.6100151.90151.9010291170.01.0
    2020-01-15153.29157.7900151.6900152.38152.3813926460.01.0
    2020-01-14154.50156.4145151.2210152.83152.8318234230.01.0
    2020-01-13150.57155.6800150.0000152.91152.9113772900.01.0
    2020-01-10149.30150.7600146.2000149.23149.2327643280.01.0
    2020-01-09142.66152.0100142.5400149.96149.9641339990.01.0
    2020-01-08138.90141.6400136.2300140.27140.279790520.01.0
    2020-01-07140.50142.6100138.2500138.86138.866735960.01.0
    2020-01-06132.88140.8900132.7050140.50140.5012548230.01.0
    2020-01-03132.43136.2200131.7600135.29135.295985630.01.0
    2020-01-02130.18134.6700126.0800134.33134.3311664000.01.0
    2019-12-31127.91132.1200127.0100131.61131.617684980.01.0
    2019-12-30133.88134.6600128.4528128.93128.939047780.01.0
    2019-12-27135.52135.8500132.6300134.13134.134410980.01.0
    2019-12-26132.92137.4429132.3100135.02135.027105740.01.0
    2019-12-24132.39133.0789130.4743132.55132.555011270.01.0
    2019-12-23130.75133.2900130.1100132.36132.366417200.01.0
    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Adjusted close Volume \\\n", + "Date \n", + "2020-01-22 149.71 154.2400 149.3600 149.96 149.96 941663 \n", + "2020-01-21 148.73 152.8200 147.7500 148.68 148.68 1064240 \n", + "2020-01-17 152.91 153.1700 149.1000 149.39 149.39 810360 \n", + "2020-01-16 153.26 154.8423 149.6100 151.90 151.90 1029117 \n", + "2020-01-15 153.29 157.7900 151.6900 152.38 152.38 1392646 \n", + "2020-01-14 154.50 156.4145 151.2210 152.83 152.83 1823423 \n", + "2020-01-13 150.57 155.6800 150.0000 152.91 152.91 1377290 \n", + "2020-01-10 149.30 150.7600 146.2000 149.23 149.23 2764328 \n", + "2020-01-09 142.66 152.0100 142.5400 149.96 149.96 4133999 \n", + "2020-01-08 138.90 141.6400 136.2300 140.27 140.27 979052 \n", + "2020-01-07 140.50 142.6100 138.2500 138.86 138.86 673596 \n", + "2020-01-06 132.88 140.8900 132.7050 140.50 140.50 1254823 \n", + "2020-01-03 132.43 136.2200 131.7600 135.29 135.29 598563 \n", + "2020-01-02 130.18 134.6700 126.0800 134.33 134.33 1166400 \n", + "2019-12-31 127.91 132.1200 127.0100 131.61 131.61 768498 \n", + "2019-12-30 133.88 134.6600 128.4528 128.93 128.93 904778 \n", + "2019-12-27 135.52 135.8500 132.6300 134.13 134.13 441098 \n", + "2019-12-26 132.92 137.4429 132.3100 135.02 135.02 710574 \n", + "2019-12-24 132.39 133.0789 130.4743 132.55 132.55 501127 \n", + "2019-12-23 130.75 133.2900 130.1100 132.36 132.36 641720 \n", + "\n", + " Dividend amount Split coefficient \n", + "Date \n", + "2020-01-22 0.0 1.0 \n", + "2020-01-21 0.0 1.0 \n", + "2020-01-17 0.0 1.0 \n", + "2020-01-16 0.0 1.0 \n", + "2020-01-15 0.0 1.0 \n", + "2020-01-14 0.0 1.0 \n", + "2020-01-13 0.0 1.0 \n", + "2020-01-10 0.0 1.0 \n", + "2020-01-09 0.0 1.0 \n", + "2020-01-08 0.0 1.0 \n", + "2020-01-07 0.0 1.0 \n", + "2020-01-06 0.0 1.0 \n", + "2020-01-03 0.0 1.0 \n", + "2020-01-02 0.0 1.0 \n", + "2019-12-31 0.0 1.0 \n", + "2019-12-30 0.0 1.0 \n", + "2019-12-27 0.0 1.0 \n", + "2019-12-26 0.0 1.0 \n", + "2019-12-24 0.0 1.0 \n", + "2019-12-23 0.0 1.0 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdjusted closeVolumeDividend amountSplit coefficient
    Date
    2019-12-20131.25132.6899129.6600130.68130.688364920.01.0
    2019-12-19130.60132.9000128.5700130.96130.968613510.01.0
    2019-12-18129.29132.3900128.5600129.18129.1810598950.01.0
    2019-12-17133.22133.7300128.1900129.39129.3910099810.01.0
    2019-12-16128.92132.5200126.5208132.26132.2613621530.01.0
    2019-12-13124.97128.8228124.2000128.41128.4112260080.01.0
    2019-12-12127.13127.9100123.6900124.73124.7317051460.01.0
    2019-12-11128.56129.7450123.3700128.00128.0023274100.01.0
    2019-12-10144.77144.8000126.2800129.18129.1873975940.01.0
    2019-12-09130.50134.1500130.3862131.01131.0120192140.01.0
    2019-12-06132.30132.8700130.1600131.17131.1711686730.01.0
    2019-12-05136.64136.6400131.0800131.37131.3712751150.01.0
    2019-12-04142.41142.4900135.1000136.48136.4811537060.01.0
    2019-12-03132.54143.1600130.3800142.68142.6813842960.01.0
    2019-12-02147.18147.1800134.9800137.43137.4315131170.01.0
    2019-11-29149.57150.7500148.3806148.70148.703598780.01.0
    2019-11-27149.08150.2100147.1300149.77149.777012430.01.0
    2019-11-26146.71151.1300146.7100149.63149.639105660.01.0
    2019-11-25148.23149.7462145.9000146.88146.887919830.01.0
    2019-11-22148.11148.7500144.1200147.92147.927188300.01.0
    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Adjusted close Volume \\\n", + "Date \n", + "2019-12-20 131.25 132.6899 129.6600 130.68 130.68 836492 \n", + "2019-12-19 130.60 132.9000 128.5700 130.96 130.96 861351 \n", + "2019-12-18 129.29 132.3900 128.5600 129.18 129.18 1059895 \n", + "2019-12-17 133.22 133.7300 128.1900 129.39 129.39 1009981 \n", + "2019-12-16 128.92 132.5200 126.5208 132.26 132.26 1362153 \n", + "2019-12-13 124.97 128.8228 124.2000 128.41 128.41 1226008 \n", + "2019-12-12 127.13 127.9100 123.6900 124.73 124.73 1705146 \n", + "2019-12-11 128.56 129.7450 123.3700 128.00 128.00 2327410 \n", + "2019-12-10 144.77 144.8000 126.2800 129.18 129.18 7397594 \n", + "2019-12-09 130.50 134.1500 130.3862 131.01 131.01 2019214 \n", + "2019-12-06 132.30 132.8700 130.1600 131.17 131.17 1168673 \n", + "2019-12-05 136.64 136.6400 131.0800 131.37 131.37 1275115 \n", + "2019-12-04 142.41 142.4900 135.1000 136.48 136.48 1153706 \n", + "2019-12-03 132.54 143.1600 130.3800 142.68 142.68 1384296 \n", + "2019-12-02 147.18 147.1800 134.9800 137.43 137.43 1513117 \n", + "2019-11-29 149.57 150.7500 148.3806 148.70 148.70 359878 \n", + "2019-11-27 149.08 150.2100 147.1300 149.77 149.77 701243 \n", + "2019-11-26 146.71 151.1300 146.7100 149.63 149.63 910566 \n", + "2019-11-25 148.23 149.7462 145.9000 146.88 146.88 791983 \n", + "2019-11-22 148.11 148.7500 144.1200 147.92 147.92 718830 \n", + "\n", + " Dividend amount Split coefficient \n", + "Date \n", + "2019-12-20 0.0 1.0 \n", + "2019-12-19 0.0 1.0 \n", + "2019-12-18 0.0 1.0 \n", + "2019-12-17 0.0 1.0 \n", + "2019-12-16 0.0 1.0 \n", + "2019-12-13 0.0 1.0 \n", + "2019-12-12 0.0 1.0 \n", + "2019-12-11 0.0 1.0 \n", + "2019-12-10 0.0 1.0 \n", + "2019-12-09 0.0 1.0 \n", + "2019-12-06 0.0 1.0 \n", + "2019-12-05 0.0 1.0 \n", + "2019-12-04 0.0 1.0 \n", + "2019-12-03 0.0 1.0 \n", + "2019-12-02 0.0 1.0 \n", + "2019-11-29 0.0 1.0 \n", + "2019-11-27 0.0 1.0 \n", + "2019-11-26 0.0 1.0 \n", + "2019-11-25 0.0 1.0 \n", + "2019-11-22 0.0 1.0 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "for jj in [0,20,40,60,80]:\n", + " #mpf.plot(daily.iloc[jj:jj+20,:])\n", + " daily.iloc[jj:jj+20,:]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/issues/Issue133_bad_display_single_candle.ipynb b/examples/scratch_pad/issues/Issue133_bad_display_single_candle.ipynb new file mode 100644 index 00000000..5babf1ba --- /dev/null +++ b/examples/scratch_pad/issues/Issue133_bad_display_single_candle.ipynb @@ -0,0 +1,403 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Issue#133 Incorrect Display of Single Candle (or OHLC Bar)\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read in daily data for the S&P 500 from November of 2019 " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
    Date
    2011-07-01132.089996134.100006131.779999133.919998117.161659202385700132.373927125.3160731.219057
    2011-07-05133.779999134.080002133.389999133.809998117.065437165936000133.254297124.9127031.066618
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
    Date
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "daily.index.name = 'Date'\n", + "daily.shape\n", + "daily.head(2)\n", + "daily.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import mplfinance as mpf" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2011-07-05 133.779999 134.080002 133.389999 133.809998 117.065437 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2011-07-05 165936000 133.254297 124.912703 1.066618 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = daily.iloc[1:2,:]\n", + "x" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "439: avg_dist_between_points = 0.0\n", + "314: avg_dist_between_points = 0.0\n" + ] + }, + { + "data": { + "image/png": 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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily = pd.read_csv('../../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "daily.index.name = 'Date'\n", + "daily.shape\n", + "daily.head(2)\n", + "daily.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.5a2'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "df = daily.iloc[40:110]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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dmTAfMeajj9mIlSofq6yuweNHjPnoky0bOVpBRERERCXBYo+IiHLi9XpRW1sLAKitrYXX683qMSIyBos9CUSjUXR2diIajRrdFCkxHzHmo4/ZiOWTj9frRXd3N/x+PwDA7/eju7sbXq9X+JjGTPfz8fgRYz76ZMuGo3HB0bhERNnSRuFO1NjYCAC6j2kjdjmKl6h4OBrXRFwuF1avXg2Xy2V0U6TEfMSYjz5mI8Z8xJiPGPPRJ1s2LPYkoCgK5s2bB0VRjG6KlJiPGPPRx2zEmI8Y8xFjPvpky4bFHhEREZGFsdgjIiIisjAWexKIRqPYsWOHNKN2ZMN8xJiPPmYjxnzEmI8Y89EnWzYcjQuOxiUiyhZH4xLJg6NxTcTlcmH9+vXSjNqRDfMRYz76mI0Y8xFjPmLMR59s2bDYk4CiKKirq5Nm1I5smI8Y89HHbMSYjxjzEWM++mTLhsUeEREVxdjYGCKRSMq2SCSCsbExg1pUGI/Hg09/+tOmWO2DSITFHhERFUUgEEBDQwOam5sBAM3NzWhoaEAgEDC4Zbnzer0488wz8elPfxpnnnkm1/glU3MY3QAaf+e7bdu2tHfENI75iDEffcxGrBT5BAIBDA4OAgAGBwdNW+h1d3fD6XQCAPbt24dIJGLawrVU+PrSJ1s2LPYkEI/HcejQIaObIS3mI8Z89DEbsVLlMzo6io6ODoyOjhb9ucuhqqoqUehpnE4nqqqqWOwl4etLn2zZ8DKuBNxuNzo6OuB2u41uipSYjxjz0cdsxEqVTzAYREdHB4LBYFGfl+TC15c+2bJhsSeJqqoqo5sgNeYjxnz0MRsx5kOF4PGjT6ZsWOwREVHWrDbilqgSsNgjIqKsWWnELVGl4HJpMH65NEVRMHPmTBw/fhyqWvG7Iw3zEWM++piNWCH55LvsmRmWSxMtCSdrm43A15e+cmXD5dJMRFVVDA0N8cWig/mIMR99zEaM+cjH4/HA5/OZYiJnHj/6ZMuGxZ4E3G43Nm3aJM2oHdkwHzHmo4/ZiDEf+VRXV8Pn86G6utropkyKx48+2bJhsUdERERkYSz2iIiIiCyMxR4REZWF6vJC9dSO/99TC9XF9WaJyoGjcWH8aFxg/Pp+KBQy5GebAfMRYz76mI1YvvnkOqpWdXkxurEbHrcT6/8J2PInIBiKoLqtAUpYrmlbjByNa4bRysms/vryeDxYt24dtm7dmvOKMOXIhqNxTURRFNTU1EBRFKObIiXmI8Z89DEbsbLm46gC7E4Eo8DG/UAwCsDuHN9OplQJry/RgBnRyGnZsmGxJwGXy4UNGzbA5XIZ3RQpMR8x5qOP2YgxHypEpR8/okJQtmxY7BEREZWJmebRI+tgsUdERJSklOv/mmkevUpnpQFFDqMbQOO4iLgY8xFjPvqYjRjzSaet/9vY2Ih9+/Zh8eLFOHr0KNf/zcCqx482oEh1O9G+Hzhxuz/nAUUyZcPRuJBjNC4RkZnkPBq3ejpG29NHuFa3N0IZlXPUaSlGxk72nGYbjWtV2RyvMuwrjsY1EZvNhrlz58Jm4+7IhPmIMR99zEaM+YhpIymLOaJSu3xbW1sLrze3y4Ky3e/H40efbNnI0YoK53Q6sWbNGjidTqObIiXmI8Z89DEbMeYjpuVSrHy8Xi/eeOMNAIDf70d3d3dOBZ9s9/vx+NEnWzYs9oiIKGejo6Po6OjA6Oio0U0xjaqqqpQ//k6nE1VVnGeQSo8DNIiIKGfBYBAdHR1GN4OIssAzexJQVRV9fX1Q1YofK5MR8xFjPvqYjZhV8inVvWxaLmbPp1R4/OiTLRuOxgVH4xIRlVopR+OWalRksZ8305q7E59b9DNlGP1pRZly5WhcKjq73Y4lS5bAbrcb3RQpMR8x5qOP2YgxH/FZHW0kpSwjKmXD40efbNnwCJaAw+HAqlWr4HDwFspMmI8Y89HHbMSskI/X60Vt7fgqB7lOZ+L1ejF79mz4fD7Mnj077Xu1XMyQjxHTsljh+MnXZMedbNnI0QoiIqIceb1edHd3J0a4+v1+RCIRNDQ0TLraRSHfWyrpy3ONZb1agzYty7Zt2xAMBkvZzIon47EzGZ7ZIyIiU5o4lQmQ/XQmhXxvKWjLc5243Z9Ynmt0Y7ep12M1A931b6NjQCwCjwNoWwR4HABikfHtJsQzexJQVRVdXV3SjNqRDfMRYz76mI0Y8xEr62hcRxVgdyIYBTbu/8c2u3N8eziQdtlwbGzM8LNIZj9+Jlv/trqtAdNn1qO9y4+f/Fsz+o/3QgkHEAgDDQ0NqK+vh9/vR3NzM3p7e1P2h2zZsNiTQDgcxvbt241uhrSYjxjz0cdsxJiPWCQSSfnXKLJeNjT98TNJga2EA1CCgwAAJTiYckk9EAhgcHD8scHBwbT9IFs2vIwrAbvdjpaWFmlG7ciG+YgxH33MRoz5iMkyGle2S84aHj/6ZMuGxZ4EHA4HWlpapBm1IxvmI8Z89DEbMeYjZqbRuEbg8aNPtmxY7BERERFZGIs9IiKiMhgbG0u5/y8SiWBszJyjO8lcWOxJIB6PY8+ePYjH40Y3RUrMR4z56GM24sl2mY+YlkumfPKZxDgQCKCpqQlbt27F3LlzDR9gUahKP35GR0fR0dGB0dHRtMdky4bFngQikQh27txp+IgvWTEfMeajj9mcmmy3uro67bFKySff1SWGh4fR0dGB4eHhtMdEuYqcOHEC9957L3p6ekxd6AGVc/zoCQaD6OjoyDiJtWzZsNiTgNPpxLXXXps22orGMR8x5qOP2YhVSj75FmbRaBRvv/02otFoiVpmbmY6fsq9nJxs2bDYk4DNZsPSpUsNH94vK+Yjxnz0MRsx5iPGfMTMlE++BX++ZMtGjlYQEVHRTbZYeyVgBkQs9oiILElbdcHv9wMYX3Whu7vbuGLHgLVGpctAxGJrsZJc5Jjtr8JFo1F0dnbyvhAdzEeM+eir5GxEqy5oAwPKmY9ordFSEWWgTYOS/PjEqVDkycfYlTL0VMLrSzTiVkS2bFjsSSAWi6Gzs9PoZkiL+YgxH33MRqzc+YjWGi23QCAw6WL2lZxPNirh9aWNuM2VbNnwMq4EXC4XVq9eDZfLZXRTpMR8xJiPPmYjZkQ++Z4pyWTiJMVAbhMVT7aYPY8fMeajT7ZsDC32Lr74YuzatQs9PT1QVRVXXXVV4jGHw4EHHngAb7zxBk6ePImenh48+eSTqK+vT3mOd999F6qqpnxs2LCh3F0piKIomDdvHhRFMbopUmI+YsxHH7MRMyIf0dxkudLOzjU3NwMAmpubUyYqLrQY5PEjJls+5Z5eRUS2bAwt9rxeLw4ePIi1a9emPVZdXY0FCxbgvvvuw4IFC/ClL30Jc+fOxa5du9K+9t5770VdXV3i45FHHilH84mIyGCis3OTFYNmUWjRWinKPb2KmRh6z97u3buxe/fujI8NDw9jxYoVKdtuueUW7N+/H2eddRb+/ve/J7aPjIzg2LFjJW0rERGZz2SXas0gm/sLiURMNUDj9NNPRzwex9DQUMr2//t//y/uvfdevP/++/j5z3+OrVu3IhaL6T6Py+WC2+1OfD516lQAgNvtRjgcBjC+rp02Uit5UsRoNIpYLAaXy5VyelZveyQSQTweT/l5ABAOh6GqKtxuN+x2O5599lnY7XYA46d/J17nD4VCsNlsKSPHVFVFOByG3W6Hw+GYdHs5+zSx7YX0yW6345e//CWi0ahl+iTanmufVFXFjh07YLPZUtpp5j4Vaz9Fo1Hs3LkTdrs95TEz9ynb/aR3r5DL5YLL5Uo8v/a7x+12S98nIPP+SP6+TPspue/az9banpyX2+1O6VPy72abzZbSJ+1nav0uVp+0r0/eT3a7HdFoNFHcjYyMIBAIpOyn5J9Trv2k5RONRg1/PXm9XsyaNQvA+HyKqqom8vJ6vZg2bRoAYNasWYnH4m4XMt056nK7EBlFQX1K/rtVytdTtkxT7LndbmzevBlPP/00RkZGEtu///3v449//CMGBgZw0UUXYdOmTaivr8cdd9yh+1ytra1ob29P297W1pY4Vb5nzx7s3LkT11xzDZYuXZr4ms7OTnR2duLGG2/EvHnzEtt37NiBvXv34rbbbkNdXV1i+7Zt23Do0CG0tbWhqurU8PnNmzdjaGgImzZtSmxbuXIlWltbUVNTk3Lf4djYGHw+H5qamrBmzZrE9r6+PmzZsgULFy7EqlWrEtu7urqwfft2LF++HC0tLYntRvRJy7sYfXrttdfQ0tJiqT4Vcz+tX7/ecn0qxn569913cf/991uqT9nsp4l/GDT33HMPDh48iO3bt+Nzn/scWlpasHLlSlP0Cci8n5L7mmk/vfjii4m+h0KhlD59+ctfTnksU59WrlyZ1iftZ86YMQMjIyNF69P111+ftp+0Pmk/84orrsBPfvKTlP2UnEG599Orr76KuXPnGvZ6amhowA033JA4YeL3+xGLxfDkk08CQMpj+/btSzw2FLHjjgznhe666y50+G4vyu+I1157DStXrizZ60l0YiuZAkDN6itLTFVVXH311XjuuefSHnM4HHj22WfR0NCASy65JKXYm+jf//3fsW3bNkyZMkW36s10Zq+npwfnnHNO4rnL+Q7X5XLh5ptvxg9/+EOMjIxY7uxKMd6133zzzYkztlbok2h7rn2y2Wy49dZb8cMf/jDlvh4z96lY+0lVVdx222147LHHUn4fmLlP2e6nadOm4fDhw5ioqakJ/f39CMGJ2jPq8NMfPYav33Qrhgc/hDo2InWfgMz7Q+trY2MjhoaG0vbTaaedhqNHj6KpqQkDAwMpba+rq8Pbb7+deCy5T263O/G7ORAIJPqkuryoPaMOR97Yh8b/8084cewDVCmn5lPzeDy4+eab8fDDD6f9MZ6sT1OnTsWtt96KRx55BKOjoyl91fp53nnn4dixYyn7KTkD7e9IqfdT8u9m7QyWaD+Jthfyepo+fbrusQ5A97ETY8BQa/pjNZuaEBnsLeh3hMvlwje/+U08/PDDUFW1ZK+nKVOmoLe3F6eddpqwNpL+zJ7D4cDOnTvR2NiISy+9VNgZANi7dy+cTifOOeccvPXWWxm/JhwOZywEQ6FQ4l2fZuJNscnPkcv2ic87cfusWbMS36uqasavj8fjGbfHYrGM1b3e9nL1KVmhfZo1axYURbFUnybbnm2f3G436urqEIlEMv5cM/Zpsu3Z9knLJhwOpz1m1j4B2e0n0c8PwYnRjd1Q3U783gMcv+0AgqEIqtsaoCAibZ+SJe+P5J+vt5+0r9P7HT/xsXA4DEVREr+btcvBY6oDo74jGHM70b4f+HDdnxAMRYC2BijhAFSXF94pM+Dz+fD4f+3MOHG0qE9DQ0O47777MvZV66c2Ua/WdtXlRcg+viqI6qlFaGQMSij9fr5S7Cftd7ORryfRY3qTZw8PDyMcwfiqJW4n1v8TsOVPQDAUQTgwDAWF/46oq6uDoig5v25y3U/ZkLrY0wq9pqYmfO5zn0u8IxNpbm5GLBbD8ePHy9BCIiITclQBdieCUWDj/n9sszvHt0s+ka/hBNmpQKKIbt8PnLjdf6qILlGuqstb9p9pJqLBLQpQ9lVdjGJosef1enH++ecnPp8zZw7mz5+PgYEB9Pb24pe//CUWLFiAK6+8Ena7PXHz5cDAACKRCJYuXYolS5bg5ZdfxsjICC688EJs3boVTz31VNogDiIiyp7H48G6deuwdevWosyJVxGMKKJZuE9KNCJbCQcQ7O8Zn/uxvwdK2JrHuqHz7C1cuBB+vz+xSPXWrVvh9/vx7W9/G7Nnz8ZVV12Fs846CwcPHkRfX1/i46KLLgIwfkrzX/7lX/DKK6/gL3/5C+6++25s3boVq1evNrJbOYtEIti2bZvu6etKx3zEmI8+ZpM/zlkm3/FTzNVHikG2fPJVzIm+NbJlY+iZvVdeeUU4u/RkM0//6U9/woUXXljsZpVdPB7HoUOHjG6GtJiPGPPRx2yoELIdP/mu01oqsuUjE9my4dq4EnC73ejo6NCdKqHSMR8x5qOP2VAhePyIMR99smXDYk8SyXPnUDrmI8Z89DEbKgSPHzHmo0+mbFjsERERkaXJdr9judLnZ18AACAASURBVLHYIyKiFKrLC9VTO/5/Ty1Ul9fgFo2PDvb5fPB4PEY3hUyoFIMwzITFngTC4TA2b96c0zp3lYT5iDEffcwmd9q8bSdu9yfmbRvd2G14wWfE6OCcj5/o2PgkvQ6gbRHgcQCIRca3WxBfX/pky0bqSZUrhaqqGBoagqpKsXKddJiPGPPRx2yoELkeP0o4UDGT9AJ8fYnIlg3P7EnA7XZj06ZN0ozakQ3zEWM++phN7rSCZcZDzWhfBMx4qNnSqzGI7uXK5/hRwgEowfEJfJXgoGVzA/j6EpEtGxZ7REQWpK0JmiwSiWBsbPJLipVUsFTCvVy835FY7BERmVymP+bamqDNzc0AxtcNb2hoSFkqiiwgi/sEuRoKsdgjIjIxr9eL2bNnw+fzYfbs2fB6Tw2kCAQC6OkZX/ezp6fHtIWe1+tFbe346ODa2tqUPmbDytNuVNpld8qPAkCOuwcNNHXqVAwPD6O+vh4jIyOGtMHtdiMUChnys82A+YgxH31Wzsbr9aK7uxtOpzOxLRKJTHoGT62ejtH2o2nbq9sboYz2AwCmT5+Oo0ePorGxEf39/cVvfJay6WMp2zrx+JE1O9HPLGc+RtD6N5HRx245spk6dSp6e3tx2mmnCesXntmTgKIoqKmpmXQt4ErFfMSYjz6rZ1NVVZVSBAGA0+mUaub+QhnZRzMdP3pnL0s5Z6KZ8ik32bJhsScBl8uFDRs2wOVyGd0UKTEfMeajj9mYXyEDTQplpuMn00CTUs+ZaKZ8yk22bFjsERGRtDjQpACOKsDuRDAKbNwPBKMA7M7x7VRRWOwREZHUAoEABgfHp4IZHBxkoUeUIxZ7kijHJQkzYz5izEcfs6FC8PgRYz76ZMqGy6VJIBQKwefzGd0MaTEfMeajj9lUhlJNrcLjR4z56JMtG57Zk4DNZsPcuXNhs3F3ZMJ8xJiPPmZTGUq1CgaPHzHmo0+2bORoRYVzOp1Ys2ZN2vQC2aiEZXAKyacSMB99smVTCa/XQsiWj2zHj2xkycfIEdt6ZMlGw2LP5LgMDpF58PUqxnwoHxyxPTkWexYm27tkIiKiUuCIbTEWexJQVRV9fX1Q1eKuXGeVd8mlyscqmI8+ZkOF4PEjxnz0yZYNR+NKIBwOY8uWLUY3Q1rMR4z56GM2VAgeP2LMR59s2fDMngTsdjuWLFkCu91udFOkxHzEmI8+ZkOF4PEjxnz0yZYNiz0JOBwOrFq1Cg4HT7RmwnzEmI8+ZkOFyHj8RMeAWAQeB9C2CPA4AMQi49srDF9f+mTLhsUeEZEkch1UlfeUEyxY8qaEA6hua8CMh5rRvgiY8VAzqtsaoIQ5IIDkxWKPiEgSuQ6qynfKCa1gqX90MdoXAfWPLmbBkgMlHIASHB/5qQQH03Ir1YoeRPmS4/xihVNVFV1dXdKM2pEN8xFjPvoqIZt8p5xQwgEoowPj/x8dYKGXQb7Hj7aih9VVwusrX7Jlw2JPAuFwGNu3bze6GdJiPmLMRx+zEdMuAU+8FEzjePyIMR99smXDy7gSsNvtaGlpkWbUjmyYjxjz0cdsxLR1O2VZv1M2ouOHl2r5+hKRLRu+wiXgcDjQ0tIizagd2TAfMeajj9mIRSIRHDhwwBRn9oworkTHj3apNhgMlq09pVDISkt8femTLRsWe0REJpdvIRQMBnHgwAFTFCxWKa5kY5WVlkhMjpKTiMgkvF4vqqqqEp+PjY1lNSjC6/WitrYWAFBbW5v192WjUgYEEFF+WOxJIB6PY8+ePYjH40Y3RUrMR4z56Ct2Nl6vF93d3XA6nYltkUhk0ulOJn6f3+/P6vtKjceOGPMRYz76ZMuGl3ElEIlEsHPnzpzvm1FdXqie8TMFqqcWqstbiuYZLt98KgXz0VfsbKqqqlIKPQBwOp0pZ/oy3QOVzfcZgceOmNXzKfRviNXzKYRs2bDYk4DT6cS1116b9sdARHV5MbqxGydu96N9P3Didj9GN3ZbsuDLJ59Kwnz0GZGNme6B4rEjZuV8ivE3xMr5FEq2bFjsScBms2Hp0qUZpz/QHSnlqALsTgSjwMb9QDAKwO4c324xonyI+YiYKRsjztSbKR8jWDqfIvwNsXQ+BZItGzlaQbryPUtQKZd4iaygks7UE1H5cYCGBWl/OFS3M/GHIxiKcO1LIllNOMsC4NRZFr5miahAPLMngWg0is7OTkSj0Ry+aQyIReBxAG2LAI8DQCwyvt1il3jzyqeCMB99zEZMlA9XiODxMxnmo0+2bHhmTwKxWAydnZ05fY8SDqC6rQHTZ9ajvcuPn/xbM/qP90IJB6CatKjTk08+lYT56GM2YqJ8OHcfj5/JMB99smXDM3sScLlcWL16NVwuV07fp4QDUIKD4/8PDlr2Em2++VQK5qNvsmwKWSqq3ErRVpmOHRnvM5Ypn7yIrgAVgenzKSHZsmGxJwFFUTBv3jwoimJ0U6TEfMSYj77Jsin2NCmlLFhKMaWLLMeOrANUZMknX9oVoBkPNaN9ETDjoeai3rtt9nxKSbZsWOxRxcr3TImZzgZR+chasFBl070CVOKzfiQXFntUsfI9U2KmSXOpuMbGxtJmxI9EIhgbs97AqHIq9RkoSsfMKwuLPQlEo1Hs2LFDmlE7smE+YsxHX7GzCQQCaGhoQHNzMwCgubnZ8PVtCyHTsSPjPcgy5VMKhWZu9XwKIVs2HI0rgVgshr179xrdDGkxHzHmo68U2QQCAQwOjv+BHBwcNG2hB/DYmQzzEWM++mTLhmf2JOByubB+/fqMo3a0S4W1tbXweivz3h9RPsR8RJiNGPMRYz5izEefbNmw2JOAoiioq6tLG7Xj9XrxxhtvAAD8fj+6u7srsuDTy4fGMR99VsnG6/WitnZ8lG8x3/hZJZ9SYT5izEefbNnwMq7Eqqqq4HQ6E587nU5UVVWZ+rIREeXG6/Wiu7s78bvA7/cjEomY+l5BIiovntmjilSqMyVExTbxTR9w6o0fEVE2eGZPApFIBNu2bUub0oHG5ZOP1+tN+WM4NjaWOAtitTMlPH70MRsx2fKRbT1e2fKRDfPRJ1s2PLMnAbfbjZUrV8LtdhvdFCnF43EcOnQI8Xg8q6/XirmjR48mPpLvd7TamZJc86kkVshGOLdfgWTLR1uPNxgMGt0UAPLlUwqFFNiVkE++ZMuGxZ7BvF4v5syZA5/Phzlz5vByYgZutxsdHR1ZF8NWK+Ymk2s+lcQK2ZRybj8r5FNKlZBPIQV2JeSTL9my4WVcA028nLhv3z5TX04sJasWasXCfPRZIZtSzu1nhXxKifmIMR99MmXDM3sGKsYZKNnucTGDUl4WIyIikg2LPZOT7R4XM7DakldUfnyTRWbC45VY7JH0wuEwNm/ejHA4XLTntNKSV6XIxypKlU3R32RFx4BYBB4H0LYI8DgAxCLj20uIx46YVfIp1UkBq+RTCrJlw3v2SHqqqmJoaAiqqhrdFCkxH31myUYJB1Dd1oDpM+vR3uXHT/6tGf3He3NemD5XZsnHKMxHjPnoky0bntkj6bndbmzatEmaUU2yYT76zJSNEg5ACY6fbVaCgyUv9ABz5WME5iPGfPTJlg2LPSIiIpKex+OBz+eDx+Mxuimmw2LPigy6/wewzovRKv0gIrKK6upq+Hw+VFdXG90U02GxJ7GJU4RkOz2Idv/PjIea0b4ImPFQM6rbGlIuC5WqmLHKi1GvH6rLC9Uzvqau6qmF6uIk2FbFgp+IrILFnsQCgQAuuOACALlPD6KEAwj294yPwOrvSbv/x0xFWSgUQmtrK0KhUNpj5fyDrLq8GN3YjRO3+9G+Hzhxux+jG7sNL/hE+VQ6UTZerxe1teOFe21tbdrqNWZ6jeSLx44Y8xFjPvpky4bFnuS0eZHymR7EKnPwKYqCmpoaKIqS9lhZ/yA7qgC7E8EosHE/EIwCsDvHtxtIlE+l08tGW73G7/cDAPx+f8r6yUYp93xoPHbEmI8Y89EnWzYs9kh6LpcLGzZsgMvlyurrK22FjFzzqSR62ci6fnK536Dx2BFjPmLMR59s2bDYI8sxcoUM3udlDpX2hoCIKhuLPbIko1bIqIT7vKxgsjcEk93PR0RkJlxBg0yBZ1zEmI8+vWz03hBo9/Npl3n9fj8ikYhl10/msSPGfMSYjz6ZsmGxR9ILhULw+XxGN0NazEdfPtmI7uezWrHHY0eM+YgxH32yZcPLuJQ1r9eL6dOnJz7KdWnLZrNh7ty5sNnKc7ia7RJeufMxE2YjxnzEmI/4PmTmo0+2bORoBUlPu7R19OjRxEe5pqpwOp1Ys2ZN2tmWQmWa5qKQKTmMmnC5VPlYwWTZlHuqE9nw2BFjPuL7kJmPPtmyYbFHWZF1qopCZJrmIt9+yjrhMokVdaoTA5cpJCqFlDewTg46MzNDi72LL74Yu3btQk9PD1RVxVVXXZV4zOFw4IEHHsAbb7yBkydPoqenB08++STq6+tTnqO2thZPPfUUPvroIwwODuLHP/6x9JfdyKREf8wlnXCZyiebZQqJzCLtDewdb5TlzSunryoNQ4s9r9eLgwcPYu3atWmPVVdXY8GCBbjvvvuwYMECfOlLX8LcuXOxa9eulK/72c9+hk984hO47LLLcOWVV+Kzn/0stm/fXq4uUBmoqoq+vj6oqmpoO2T9Yy5LPjIqdzZKOAAlOD7CVwkOJo4NWef147EjVtH5THwDq6a/eS1FPrrrkjs9qbfJOOUuBmU7dgwdjbt7927s3r0742PDw8NYsWJFyrZbbrkF+/fvx1lnnYW///3vmDdvHi6//HIsXLgQBw4cAADceuuteP7553HnnXeit7c343O7XC643e7E51OnTgUAuN1uhMNhAEA8HkckEoHT6Uy5wTIajSIWi8HlcqUsg6K3PRKJIB6Pp/w8AImfk4miKImvT55922azpVxiVFUV4XAYdrsdDodj0u3JfdKe1+VywW63T9onvVnAk7NM7lPy9lAoBEVR0p4jFApl3aeHH34443bt/w6HIyXjaDSasS2T7afJ+xmFOzb+B9w2NoQqJQq43Yi7Xch015fL7YISdeW9n7I99rZs2ZJ2XIuOPVVV07YXYz8Vs0+5vp70+vTd7343LRtRn/RuqLbZbCnPodcn7f9OpzPluGtsbMTMmTPh9/uxePFi9PX1IRqNwmazZdWn5P1SrP0Ui8Xwve99L/E7x8j9JOuxp+WT7X4yQ580wv2EzJL75PF44Ha7Ybfbi9YnbZv2mtXaHv/8nQhcvgG/6wECd/kR/f82wfnr76T0KTlrGfbT1q1bDasjJjLV1Cunn3464vE4hoaGAAAXXnghBgcHE4UeAPz2t79FPB7HkiVL8Ktf/Srj87S2tqK9vT1te1tbW+Ld9549e7Bz505cc801WLp0aeJrOjs70dnZiRtvvBHz5s1LbN+xYwf27t2L2267DXV1dYnt27Ztw6FDh9DW1pZy39fmzZt1/6jMmDEjMWQ7eec2NTVhzZo1ic/7+vqwZcsWLFy4EKtWrUps7+rqwvbt27F8+XK0tLQktif3admyZQCAe+65B7t27Zq0T42NjRnbes899yQWek7uU/L21tZW1NTUYMOGDYnvGxsbg8/ny7pPvb29eOihh9L69OabbwIArrjiCnzyk59MbO/s7MQf/vCHtLZMtp/uuuuuSftpt9uxefNmeL3exH46qbpxRyz9++695x6cPHY07/2UzbH3i1/8AvF4HMuWLcv62BsaGsKmTZtS2lqM/VSsPuXzesrUp+985zvYvHkzAoEAYrFYVn36+Mc/jlgsBrvdnngsEongoosuSrxuRH167bXXAABf/vKXcdZZZ6X06e233wYArF27NnE8Zdun5KJv5syZRdlPl112WcqbaqP2kxWPPbP3aSBsS3sD63K7MG3qqWPP7XbjhhtuwOOPP46zzz67KH264oorAJz6nav16euNA/g/jmdwyex/wX2OZ7Dz5P/iD0BKn+x2O7Zt24bR0VEp9tM777yDxx57rKT7Sfu9NhkF0C3gy0pVVVx99dV47rnnMj7udrvx6quvoqurC1/5ylcAjO+kG264ISUsADh27Bja2trw+OOPZ3yuTGf2enp6cM4552BkZARAed45TZs2DUePHk1rX3I7pk2bhsOHD6OxsRGDg4NFezc4Y8YMHD58GE1NTTh+/PikfZo+fToOHz6c1tampiYMDAyk9Sl5e6HvnNxuN9rb29Ha2opoNJrSp5qaGhw5cgTnnXde4k2A1vaampq0tky2n+rr6yftZ6Y+xaunYag1/ftqNjVBCfSX9F273W7H/fffj7a2tpR3elY6u5Jvn7TXzyc/+cmUM/2T9en0009HXV0d9u3bh0WLFuH999/H2NhYVn1yOp341re+hR/84Acpl2n1jsls+5T8u2BgYKAo+6m6uhr3338/2tvbEQqFeGZvwvaqqiq0t7ejvb0dJ0+etESfst1Pcc80jLan/n2qbm+ELXjq2Kuvr8ebb76JpqYmHDt2rCh9mjVrFo4cOZJ4jWT6OyT6uyXLsZf8dysej5dsP02ZMgW9vb047bTTEnVDJqY4s+dwOLBz504oioJvfvObBT9fOBzOePozFAol3m1rJt5nk/wcuWyf+Lwiqqomvj75+eLxeMbnicViGat7ve2RSCTxvNqlHFHb9fLSHsvUponbk/uUrNA+aZdro9GobsaZ2pjr/sv0HMl9Uu063xcKQ/nHc+azn7JpY/Jl9EwZ6OWSaXup9pOm1K8n0faJj4n6NDAwkPhle/z48cRkytn0KRQKoaOjI2M7NJn21WR9Ss6imPtJ+xnJ32fEfpLx2NOOAa0Q1mu73nYZ+5RJvn+fkr+vWH3SfqdPfI0k/x3K5u9Wpe+niaQv9rRCr7GxEZdeemlK5drX14eZM2emfL3dbse0adPQ19dX7qYSEZVMpc8JSET5k3qePa3Qa2pqwvLly1MuowHA66+/jtraWixYsCCx7dJLL4XNZsPevXvL3VwqEVVV0dXVJc2oJtkwH33a9A01NTWmn5KpqHMC/gOPHTHmI6blUqx8zLZ6kYhsx46hZ/a8Xi/OP//8xOdz5szB/PnzMTAwgN7eXvzyl7/EggULcOWVV8Jut2PWrFkAgIGBAUQiEXR1deGFF17Aj370I9x0001wOp149NFH8cwzz+iOxCXzCYfDnE5HgPlk5vV6E4O39u/fj0gkgoaGBsutb1sIHjtizEdMuzypd5kyF9rqRdo9cn6/39SvWdmOHUPP7C1cuBB+vz+xNNXWrVvh9/vx7W9/G7Nnz8ZVV12Fs846CwcPHkRfX1/i46KLLko8x3XXXYeuri68+OKLeP755/H73/8eq1evNqpLFa1Us63b7Xa0tLSkjI6kUyo5H6/Xi9mzZ+O+++7D7NmzU84ETFwNxewrvpRCJR872ajofCZOIq+krwajDTooxvqvVlulSbZjx9Aze6+88krKiJOJRI9pBgcHcd111xWzWZQHbbZ11e1MzLau3F2cCYcdDgdaWlrwu9/9Luth5pWkUvOZeCZg3bp1pj4TYIRKPXayVcn5aJPIT59Zj/YuP37y5QswMOH3efI8p+VgpvtWZTt2pL5nz+pknVU/L1nMtm4GZtwnHo8Hn/70pytueSGrnQkgkk3KijCR0hZY2fzuLcV9q5WCxZ6BAoEAGhoasHjxYgDA4sWLeVbCYNo+aW5uBgA0NzdLv08qtdgjIuOoLi/i/7htJ+6pLXjdXDP+7jUT6adesbpAIID+/n4AQH9/Pw/sDOLxOPbs2ZOY50ozceTW2NhYSn75nvIPBAIYHBx/Nzs4OCj9PtFymZgP0WT0Xls0jvlkpt220/uP23Z6b9mHYChS8FrhZvvdKyLbscNiTwLJEwNTukgkgp07d6Zsy2bklnbK3+p4/FC+Mr226BTmo2PCbTsAAPs/bt0pwn3aViDbscPLuBIQ3eRqphtSS8XpdOLaa69NuT+L92udUu6bpMk6Mr226BTmQ/mS7dgpqNhzOp342Mc+Js3QYrMSDV/nDanjuSxdurQow/utqJjTH1Bpyfbmja8tMeZD+ZLt2MmrFR6PBz/+8Y8xOjqKv/zlLzj77LMBAN///vexYcOGojaQiMgq+OaNLGHiHHwOALHUefg8Hg98Ph8Hjkkir2Jv06ZNmD9/Pi655JKUYdG//e1vsWrVqqI1jojIKLKdhSOShTYHX/2ji9G+CKh/dHHa4Izq6mr4fD5UVxdvgn3KX17F3tVXX41bbrkFr776asq6b3/5y19w3nnnFa1xlcISN9hnMdt6vu/0otEoOjs7zZ1PCVni+JFQJZyF42tLjPnoU8IBxEc+BADERz4sygT6ViLbsZNXsXfGGWfg+PHjadu9Xq80i/6aiRWmztDe6c14qBnti4AZD16Q9uLP951eLBZDZ2enFLOQy8gKxw8Zg68tMeYjxt89+mQ7dvIq9v7whz/giiuuSHyuFXhf//rX8frrrxenZRVEG60jy6idfJVqtnWXy4XVq1fD5XIV7TmtxCrHD5UfX1tizEeMv3v0yXbs5DVXg8/nwwsvvICPf/zjcDgc+I//+A98/OMfx0UXXYRly5YVu42Wp60BnM1awJVIURTMmzeP+ejg8ZOZtvyS9odI9mXvjMDXlhjzEePvHn2yHTt5ndl79dVX0dzcDIfDgT//+c9YsWIFjh8/jgsvvBB//OMfi91GIqKcBQIBLFy4EACXIiQyCw6MKo28Z2F95513sHr16mK2hSQ28SwJkPlMiVVeqFbpR6Xr7+/HgQMH8MEHH7DQIzKBSln5qNzyOrN3+eWXY8WKFWnbV6xYgS984QsFN6rSmGE0ZbaLVJdiBGM0GsWOHTvKmo+ZRmKa4fgxysjICNavX4+RkRGjmyIlI15bZsJ8xPi7R59sx05exd4DDzyQcdUMRVHwwAMPFNyoSmOWEU1GLVIdi8Wwd+9eaUY1ycYsx48ReOyIMR8x5iO+ysHfPfpkO3byKvaamprw17/+NW17V1cXzj///IIbVWk4oknM5XJh/fr10oxqkonq8sJ+2kwAgP20mVBdXoNbJBceO2LMR4z5iK9y8G+XPtmOnbyKvY8++gjnnntu2vbzzz+f98XkodwjmlSXF6qndvz/nlrpCwRFUVBXVyfNqCZZqC4vRjd2o+/W/WjfD/Tduh+jG7tT9melL1nEY0eM+YgxH7GxsTEcOHCAo9wzkO3YyavYe+655/Dwww+nFHznnXceHnzwQezatatojaPi0wqEE7f70b4fOHG7P61AIJNwVAF2J4JRYON+IBgFYHeOb/8HLllERKUSDAZx4MABU9zbXOnyKvbWr1+PQCCArq4uvPPOO3jnnXfwt7/9Df39/bjzzjuL3UYqpiwKBBGOUiUiIjKXvKZeGR4exkUXXYTLLrsM8+fPRzAYxBtvvIH//d//LXb7KkIkEkn5V2ZGDIuPRCLYtm1bSj7ZTgVDlS3TsUOnMB8x5iPGfPTJlk3e8+wBwG9+8xv85je/KVZbKpa23BzXFc4sHo/j0KFDKdu0qWDq6+vh9/vR3NyM3t5e3jNKKTIdO3QK8xFjPmLMR59s2WR9GffWW2+F2+1O/F/0QbnRRuvIMmpHNjU1NXjxxRdRU1OTst2oqWDIPNxuNzo6OhK/uygV8xFjPmLMR59s2WR9Zm/dunX42c9+hlAohHXr1ul+naqqeOSRR4rSOCJgfETpkiVL4PF4MDQ0ZHRzyGSqqrK7H7VSMR8x5iOWKZ/0GR/GoIQr7824TMdO1sVe8sjbTNOuUP44oomIiKxAm/FBdTsTMz4EQxFUtzVUZMEni5xH4zocDrz99tuYN29eKdpTkVjsERGRJRQ44wOVRs7FXjQalerUpBWEw2Fs3rwZ4XDY6KZIyUyjlUkufG2JMR8x5iPGfPTJlk1e8+z94Ac/wIYNGzKuj0u5U1UVQ0NDHI2rg6OVKV98bYkxHzHmI8Z89MmWTV7F3qJFi/ClL30J77//Pnbv3o1nn3025YNy43a7sWnTpvKM2omOAbEIPA6gbRHgcQCIRca3S4qjlfNjtmXxSqGsry0TYj5izEeM+eiTLZu85tkbGhpiUWdSSjiA6rYGTJ9Zj/YuP37yb83oP94r7Y2zXq8XtbXjBUttbS2Gh4c5xUoWeJM0ERFpcir2FEXBXXfdhY997GNwuVx46aWX0N7ezlULTEYJB6AEx+enU4KDZfnjn89QfK/Xi+7u7sQqGfv27UMkEkFDQwMLvslMuEkawKmbpFnsEZGBPB4P1q1bh61bt3JgYpnkdBn37rvvRkdHB06ePImenh5861vfwg9+8INStY0sQjvLdOJ2f+Is0+jG7kkvK1ZVVaUshwYATqeTA4QIwKkl85JxyTwi+VVXV8Pn86G6utroplSMnIq966+/HjfffDO+8IUv4JprrsEXv/hFXHfddVAUpVTtqwihUAitra0IhUJGN6U0OBRfSh6PBz6fDx6Px+im5EVbMq+xsTHxMfGsr+VfWwViPmLMR4z56JMtm5yKvbPPPhvPP/984vMXX3wRqqrizDPPLHrDKomiKKipqWHRTLkpcLCNFd5dBwIB9Pf3Jz4mXt7na0uM+YgxHzHmo0+2bHIq9hwOR9olkkgkknapjXLjcrmwYcMGjjalnGiDbeofXYz2RUD9o4s5AGMCvrbEmI8Y8xFjPvpkyybnARo//elPU05LVlVV4fHHH095R71y5critZBKYnR0FB0dHRgdHTW6KVQAJRyA7R+DbWxlGmxDRETmklOx9+STT6Zte+qpp4rWGCqfYDCIjo4Oo5tBREREJZZTsffVr361VO2oeBxBSFQafG2JMR8x5iPGfPTJlE1eK2hQcYVCIfh8PmlG7ZC5aGsvyrIGY7GpLi+qps9Ga9t9qJo+O6eVQPjaEmM+YsxHjPnoky0bFnsSsNlsmDt3Lmw2OXaH2afkqDTa/QtJZgAAIABJREFUaC9ZRn0VkzZH4+jdhxC5ZB1G7z6U1RyNGtleW7JhPmLMR4z56JMtGzlaUeGcTifWrFkjzahmK0zJUUm04yaX48c06+YWOEejbK8t2TAfMeYjxnz0yZZNXmvjknVNXIt2bGzMsKXJtBUSkl8sXCGhcFw3l4iosrDYo4SJa9H6/X5D16JNXiFh3759WLx4MY4ePcp1cQvFdXOJiCoKL+NKQFVV9PX1QVVVQ9sh41q0gUAAAwMDAICBgQEWehlox43Rx4+MZHltyYr5iDEfMeajT7ZseGZPAuFwGFu2bDG6GdLSFrufuOg9jWM++vjaEmM+YsxHjPnoky0bntmTgN1ux5IlS2C3241uipS00UyyjGqSTSgUwpNPPinNEH+Z8LUlxnzEmI8Y89EnWzb86ykBh8OBVatWweGo3BOtouletFwqOR+RSCSCUCjEM3sZ8LUlxnzEmI8Y89EnWzYs9shwXq8Xs2fPhs/nw+zZs+H1Zj8NCNf4JSIiEmOxR4bSRgD7/X4A4yOAu7u7sy74tDV+g8FgKZs5uegYEIvA4wDaFgEeB4BYZHw7ZYWTeRMRlQaLPQmoqoquri5pRu2UUzYjgM0w2lQJB1Dd1oAZDzWjfREw46Hmss1bZ5XjpxSTeVslm1JhPmLMRyxjPv9445uiAt/4ynbsyHExucKFw2Fs377d6GZIyyyjTZVwAEpwcPz/wcGyTVBsheOnVJN5WyGbUmI+YsxHLFM+2hvflFVuomMVN2G7bMcOz+xJwG63o6WlRZpRO7Ix02hcI+4hNPvxU+ilfBGzZ1NqzEeM+Yjp5aOEA1BG+099JBV6plmqsUCyHTvy//WsAA6HAy0tLdKM2pGNmUbjluoewslGK5v5+CnlZN5mz6bUmI8Y8xHLNR9tqcYTt/sTSzWObuy2ZMEn27HDYo/IBEpxPxsREVUGOUpOItJVqvvZiIjKSbufb/rMerR3+fGTf2tG//Heirufzwgs9iQQj8exZ88exONxo5sipUAggOeee64iCxztfjbtMqff70ckEkFDQ0MiDx4/+piNGPMRYz5i+eSjhAMI9veM3+7S3wMlbPC0WSUi27HDYk8CkUgEO3fuNLoZ0hoeHsZ1111ndDMMIbqfTSv2ePzoYzZizEeM+Yjlm492b7OVyXbs8J49CTidTlx77bVpf9RpHPMRYz76mI0Y8xFjPmLMR59s2bDYk4DNZsPSpUtNMbWIEZiPWM75VNBqHzx2xJiPGPMRYz76ZMuGl3GJKgxvkiYiqixylJxkbRV0JsksjFrtg4iIyo9n9iQQjUbR2dmJaDRqdFNKQnwmafKJc62eT6GYjz5mI8Z8xJiPGPPRJ1s2LPYkEIvF0NnZaXQzSqqQM0mVkE8hmI8+ZiPGfMSYjxjz0SdbNryMKwGXy4XVq1fD5XIZ3RQpMR8x5qOP2YgxHzHmI8Z89MmWDYs9CSiKgnnz5kFRFKObIiXmI2bpfAq839PS2RQB8xFjPmLMR59s2fAyLhFJiyOHiYgKxzN7RCQ1jhwmIioMiz0JRKNR7NixQ5pRO7JhPmLMRx+zEWM+YsxHjPnoky0bFnsSiMVi2Lt3L2KxmNFNkRLzEStFPh6PBz6fDx6Pp2jPaQQeO2LMR4z5iDEffbJlw2JPAi6XC+vXr5dm1I5smI9YKfKprq6Gz+dDdXV10Z7TCDx2xJiPGPMRYz76ZMuGxZ4EFEVBXV2dNKN2ZMN8xJiPPmYjxnzEmI8Y89EnWzYs9qhsRkdH0dHRgdHRUaObQkREVDEMLfYuvvhi7Nq1Cz09PVBVFVdddVXK49dccw06Oztx4sQJqKqK+fPnpz3Hyy+/DFVVUz4ee+yxcnWBchAMBtHR0YFgMGh0U4iIiCqGocWe1+vFwYMHsXbtWt3Hf//732PDhg3C59m+fTvq6uoSH+vXry9Fc0smEolg27ZtiEQiRjdFSsxHLGM+BU5GbBU8dsSYjxjzEWM++mTLxtBJlXfv3o3du3frPv7UU08BABobG4XPMzo6imPHjmX9c10uF9xud+LzqVOnAgDcbjfC4TAAIB6PIxKJwOl0wmY7VRNHo1HEYjG4XK6Ua/F62yORCOLxeMrPA4BwOAxVVRPb33vvPTidToRCISiKknZTZygUgs1mg9PpTGxTVRXhcBh2ux0Oh2PS7ZP1Kfm5kzmdzpT2Z9un5Lbr9UnvfgabzZbyPO+++y7i8XjOfSr2fsqmT8XcT3o39yYfw9FoFIcOHZrQpyhsG89G7YxZaO/y4//92mIMftgHRYkirChQVTXx3NpzJfcp+TFtf5Tq2BPR+hSLxbB582aMjY0Xq7nsp7feesuQ15MZjj1FURK/e6zSp2LvJy0fK/VJU4w+vffee4jH45bqk7a90D698847iMfjJe1TtiyxgsZ1112Hr3zlK+jr68N///d/47777hNeKmxtbUV7e3va9ra2tkQVvmfPHuzcuRPXXHMNli5dmviazs5OdHZ24sYbb8S8efMS23fs2IG9e/fitttuQ11dXWL7tm3bcOjQIbS1taGqqiqxffPmzRgaGsKmTZvS2lZTU5NyNnNsbAw+nw9NTU1Ys2ZNYntfXx+2bNmChQsXYtWqVYntXV1d2L59O5YvX46WlpbE9sn69OUvfzljXmvWrMHpp59ekj6dd955GX9mc3MzLr/88sTnsVgM99xzDy655JKc+mT2/bRs2bKM+dxzzz0IhUIAgGeffRZXXHEFPvroI8yaNSulTydOnAAA/D93rE18vdane+65J+W5kvuk/VK56667cPvtt5f02PvDH/6QsY8A0vZTQ0NDTvupvb0dra2tKb8ky/V6MsOx19LSguXLl1uqT1bcTzL3SVVV+Hw+nHPOOZbpU7H2UzQaxb333ourrrqqZH3KdmoXBYCa1VeWmKqquPrqq/Hcc8+lPdbY2Ij33nsPzc3NOHjwYMpj3/jGN3D06FF88MEHuOCCC7B582bs27cPK1eu1P1Zmc7s9fT04JxzzsHIyAiA8r7LcLvdaG9vR3t7O4aHhw17N1hXV4e33347La/zzz8fg4ODOfVpYtv1+jRjxgy89957aT9zzpw5GB4eBoBEPq2trYhGo5Z/N5jcpxkzZuDw4cNp+TQ1NWFgYAAAYLfbcf/996OtrS3lnV4kEoHb7cadd96JRx55JPEGSOtTfX09Dh8+nHiu5D5NmzYt8Vhvb29Jj72amhocPXo0rY+NjY0YGRkpaD8BwKZNm9De3p4odgHrnV3Jt0/V1dW4//77E/lYoU/F3E9VVVWJ380nT560RJ+KuZ+Sfzdr7TF7n5K3F7KfkrPRznyWok9TpkxBb28vTjvttET9konpz+z96Ec/Svz/zTffRG9vL1566SWce+65eOeddzJ+Tzgcznj6MxQKpfxBAKB7vV3v9Kne9onPm2m79n9VVTN+fTwez7g9FotlrO71tuv1SbQ908/Npk8avT6paub3Grn2tZz7SVOO/SRqv/YztF8Ayds0wWAQ9913n+5zTPw+rU/JjxW7T7kodD9p2WR6bZe6T2Y59rSfkfx9Zu9TsfaT9gdXK4T12q63XcY+ZcI+mbtP2bDc1Ct79+4FMH42ioiIiKjSWa7Ya25uBgD09vYa3JLshcNhbN68OaebLSsJ8xFjPvqYjRjzEWM+YsxHn2zZGHoZ1+v1ppyBmzNnDubPn4+BgQH8/e9/R21tLc4++2yceeaZAIC5c+cCGL9J8tixYzj33HPxr//6r3j++efR39+PCy64AFu3bsUrr7yCP//5z4b0KR+qqmJoaEj3kmalYz5iZsrH4/Fg3bp12Lp1a1nmWzRTNkZgPmLMR4z56JMtG0PP7C1cuBB+vx9+vx8AsHXrVvj9fnz7298GAPzzP/8z/H4/nn/+eQDjI1X8fj9uuukmAOOV8/Lly/HrX/8aXV1dePDBB/Hss8/ii1/8ojEdypPb7camTZsy3lxOzGcyZsqn3GvumikbIzAfMeYjxnz0yZaNoWf2XnnlFeG6cU8++SSefPJJ3ce7u7txySWXlKBlRHIYGxtLG+UWiUQS880RERFNxnL37BFZSSAQQENDQ+Je1ObmZjQ0NCAQCBjcMiIiMgsWe2Qo7cxVMp65ShUIBBLzHA4ODpa80FNdXqie2vH/e2qhurxFeV6v14va2vHnra2thddbnOclIiIxaSZVNtLUqVMxPDyM+vp64aSEpaQtV2Wk6dOn605u29/fX7Kf6/V6UV9fD7/fj+bmZvT29qYVNDLkYyRt3+jti3zyyfScqsuL0Y3d8LidWP9PwJY/AcFQBNVtDVDC+ReZXq8X3d3daZejGxoaUFVVVdLjrtKPnckwHzHmI8Z89JUjm6lTp2Y1qTLP7ElAURTU1NQI718sB6POsk125kqWfGRV1HwcVYDdiWAU2LgfCEYB2J3j2wtQVVWVtvay0+lEVVVVSY87HjtizEeM+YgxH32yZcNiTwIulwsbNmzQXfS+XLT7wxobGxMfMtwfJks+sjJ7PqW8L9Hs2ZQa8xFjPmLMR59s2Zh+uTQqrkAgYHhxR5Wn3PclEhFVEp7ZIyoTj8cDn88Hj8eT02NERESFYLEnCY4+FbNCPqIJhQudbNgK+ZQKsxFjPmLMR4z56JMpG47GhRyjcStduZfRMoJoRO1ko20ne7xY7VGrp2O0PX1kbHV7I5TR/H9uNiO9S9FHIiIr42hcE7HZbJg7dy5stsrdHcFgEB0dHRkLPeYjxnz0MRsx5iPGfMSYjz7ZspGjFRXO6XRizZo1aVNT0DjmI5ZvPqOjo+jo6MDo6GhO32em+wt57IgxHzHmI8Z89MmWDYs9ogolOpsqUuj9hUREVF4s9oiIiIgsjMWeBFRVRV9fH1S14sfKZMR8xJiPPmYjxnzEmI8Y89EnWzYcjQuOxqXykG00bibZjMbNpy0cjUtEVHwcjWsidrsdS5Ysgd1uN7opUmI+YsxHH7MRYz5izEeM+eiTLRsWexJwOBxYtWoVHA6uXpeJ1fPxer2ora0FANTW1sLr9eb0/VbPpxDMRoz5iDEfMeajT7Zs5GgFUYXyer3o7u5ODM/3+/2IRCJoaGiouPVh850KhoiIxHhmj8hAVVVVafMwOZ1OVFVVGdQi4+Q7FQwREYmx2JOAqqro6uqSZtSObJiPGPPRx2zEmI8Y8xFjPvpky4ajccHRuFQemUabZjNKVe97S8HI0bhERJQbjsY1EbvdjpaWFmlG7cjGCvmoLi9Uz/ggDNVTC9WV2yAMESvkUyrMRoz5iDEfMeajT7ZsWOxJwOFwoKWlRZpRO7Ixez6qy4vRjd04cbsf7fuBE7f7Mbqxu2gFn9nzKSVmI8Z8xJiPGPPRJ1s2LPaISs1RBdidCEaBjfuBYBSA3Tm+XTbRMSAWgccBtC0CPA4Ascj4diIiMiU5Sk4ikoISDqC6rQGeqTVw3nITqh99HMrIEJRwZU0DQ0RkJSz2JBCPx7Fnzx7E43GjmyIl5iNW7HyU8P/f3p3HRVWvfwB/ZoAZEFEUENzS6uKagmLp1bRcStNyy6Q0c18yb9elq1fTxERsc0lNzSXTyjS3pDL1pbkreAUBFzCXMlJQQVRi5/D8/iDOjxHOVzKZ8+XM5/16Pa+XnBnwOR8GeObM+Z7JoOzUDJo7a0bhxw/kq+oDjx0x5COGfMSQjzbZssFqXMJqXChfohWu3m5UplWqbm5uNGHCBFqwYIHu16HDalwAADlgNW4F4uLiQv379y9xcV0ohHzEFxxGPtqQjRjyEUM+YshHm2zZYNiTgNlspjZt2pDZjG9HaSp8PuW86KHC51OOkI0Y8hFDPmLIR5ts2eCcPYByVrTowatGTQpJiKHPBgVS6vWkPxc9SLgiFwAADEWOkRPA4Ey5GWTKSiv8d1YaVrcCAIDdYNiTQH5+Pu3atYvy8/P1bkVKyEcM+WhDNmLIRwz5iCEfbbJlg9W4hNW4YB9/571xZXI/q3Hd3d3p999/tzlZOS8vj+rUqUMZGTjKCQBwP7AatwKxWCw0atQoslgserciJeQjZs98yvIev25ubjRt2jRyc3NTt2VkZFCdOnUoMDCQiIgCAwPtMujhsSOGfMSQjxjy0SZbNhj2JGAymahRo0ZkMlXky9eWH+QjZq98yvoev5UqVaJp06ZRpUqVbLZnZGRQWlrheYtpaWl2OaKHx44Y8hFDPmLIR5ts2WDYA4CyqUjv8QsAACoMewDwwLi7u1O1aoUv81arVo3c3Uu+zAsAAPaF6+xJID8/nzZu3CjNqh3ZIB8xWfK5exFGTEyM7oswZMlGVshHDPmIIR9tsmWDYU8CiqJQZGSk3m1IC/mIyZKPq6tribcGcnFxIVdXV92GPVmykRXyEUM+YshHm2zZ4GVcCVgsFpo8ebI0q3Zkg3zEkI82ZCOGfMSQjxjy0SZbNhj2JGAymcjPz0+aVTuyMXI+2dnZlJeXZ7MtLy+PsrPL/r65Rs7n70I2YshHDPmIIR9tsmWDYQ9AR3pdfw4AABwHztkD0FlGRgZduXKFwsLC6MqVK5SVlaV3SwAAYCAY9iSQl5dHn376aYmX86CQI+STlZVFYWFh9/W5jpDP/UI2YshHDPmIIR9tsmWDYU8CBQUFdO7cOb3bkBbyEUM+2pCNGPIRQz5iyEebbNngnD0JWK1WCgsLI6vVqncrUkI+YshHG7IRQz5iyEcM+WiTLRsMe5JwdcVbTokgHzHkow3ZiCEfMeQjhny0yZQNhj0AAAAAA8OwBwAAAGBgJiJivZvQm4eHB925c4dq1qxJ6enpdv//TSYT1ahRg65fv07MDv/tKMEo+Xh5edHly5epXr16lJqa+sC+rr3y4UpelBlyucT2SiH1yJSZqu7f3Yrvr5ubG02YMIEWLFhgl0vMGOWxU16QjxjyEUM+2uyVjYeHByUlJVGVKlWE8wtW40qAmenWrVv4YdGAfMQqUj5/5xIz96MiZaMH5COGfMSQjzbZssHLuBKwWq00d+5caVbtyAb5iCEfbchGDPmIIR8x5KNNtmww7AEAAAAYGIY9AAAAAAPDsAdgJ5mZmRQWFkaZmZl6twIAAA4Eq3FJ/9W4RIWv7+fk5Ojyf1cEyEfMHvk8iNW4esBjRwz5iCEfMeSjzR7ZlHU1Lo7sScBkMpGnpyeZTCa9W5ES8hFDPtqQjRjyEUM+YshHm2zZYNiTgMVioSlTppDFYtG7FSkhHzHkow3ZiCEfMeQjhny0yZYNhj0AAAAAA8OwBwAAAGBgGPYkkZ2drXcLUkM+YshHG7IRQz5iyEcM+WiTKRusxiU5VuMCyK6irsYFADAqrMatQMxmMzVs2JDMZnw7SoN8xJCPNmQjhnzEkI8Y8tEmWzZydOHgXFxcaPTo0eTi4qJ3K1JCPmLIRxuyEUM+YshHDPloky0bDHsAAAAABoZhDwAAAMDAMOxJgJkpOTmZmB1+rUypkI8Y8tGGbMSQjxjyEUM+2mTLBqtxCatxAcoCq3EBAOSC1bgViJOTE7Vu3ZqcnJz0bkVKyEcM+WhDNmLIRwz5iCEfbbJlg2FPAs7OzhQcHEzOzs56tyIl5COGfLQhGzHkI4Z8xJCPNtmywbAHAAAAYGAY9gAAAAAMTNdhr3379hQeHk5XrlwhZqZevXrZ3N6nTx/atWsXpaSkEDNTQEBAia9htVppyZIllJKSQunp6bR582aqUaOGvXbhgWBmSkhIkGbVjmyQjxjy0YZsxJCPGPIRQz7aZMtG19W43bp1o3bt2lFUVBRt27aNevfuTdu3b1dvf/XVV+nhhx+mq1ev0qpVqygwMJBiY2NtvsbSpUupR48eNGTIELp9+zYtWbKECgoK6MknnyxzH1iNC3BvWI0LACCXCrEad+fOnTRjxgz69ttvS739yy+/pNmzZ9OePXtKvb1KlSo0fPhwmjhxIu3bt4+io6Np6NCh1K5dO2rdunV5tv5AOTk5UdeuXaVZtSMb5COGfLQhGzHkI4Z8xJCPNtmykWOZyH0KCgoii8ViMwyeO3eOLl++TP/85z8pMjKy1M+zWCxktVrVjz08PIio8CXh3NxcIiIqKCigvLw8cnFxsXkj4/z8fFIUhSwWC5lMpntuz8vLo4KCApv/j4goNzeXmJmsVitZrVbq2rUrHTt2jO7cuUMmk4ksFovN/XNycshsNtu8zx4zU25uLjk5Odms+NHabs99urv3v7NPRfns37+fiMgQ+yTa/lf3qeiXytGjR9XHb3nsk5PVQplUksVqIbNiLfF56u0WC7m4uOjyfSIi9WcrJyenxD454s9T8e3Ff/fk5OQYYp8e5PfJ1dVVzeePP/4wxD49yO9T8d/NzGyIfSq+/e98n4pnYzaby22fyqpCD3t+fn6Uk5NDt2/fttl+7do18vPz0/y8qVOnUkhISIntM2fOpLy8PCIiioiIoG+++Yb69OlDbdq0Ue+za9cu2rVrFw0ZMoQaNWqkbt+4cSNFRkbS+PHjbf7vTz/9lM6dO0czZ84kV1dXdfv7779Pt27dorlz56rbQkJCaOrUqeTp6UlTpkxRt2dnZ9O0adPI39+fRo8erW5PTk6mDz74gFq1akXBwcHq9oSEBFqxYgV16dKFunbtqm7XY5+K8v67+1TESPv0oL5PW7ZsISKisWPHkq+vb7nt08BRb9IkhUqYMX06VTbllDpoERFNnz6dDhw4oMv3qejnvPjPO36e/n+fnn76aZt8jLBP5fF9CgkJMdw+ET2Y71MRI+3Tg/o+FSnPfVKUUn4pl0Kad9Bg5hLn7BWpV68e/frrryXO2XvllVdozZo1NjtPRBQZGUn79u2j//73v6X+X6Ud2bty5QrVr19ffc3b3kf2QkJCKCQkBEf2NJ4hFQ3C+fn5htgn0fb7ObIXGhpKM2fOLNcje87unpQ27SK5WV1ocguiD04SZeXkUbWwR8mUm0HVq1en8+fP0938/f0pJSVFtyN7c+fOpZCQEBzZK2WfKlWqRKGhoWo+RtinB31kr+h3M47slX5kr+h3c1E/FX2fim//u0f2irIpKCgot32qXLlymc7Zq9BH9pKTk8lqtVLVqlVtju75+vpScnKy5ufl5uaWevgzJyfH5g8CEalH+kr7Gn9l+91ft/j2goICioiIoKysLCIqfOCUdv+CgoJStyuKUup0r7XdHvt0t7+zT0X5FBQUGGafyrK9rPvk4uJCERERlJ2dXernPKh9yk2/SZVm1iGvGjUpJCGGPhsUSKnXkyg3N6PUvor3W9SXvb9PRdlkZWWV+L8d9eepuLy8vFLzqcj79CC/T8ys5lNQUKDZu9Z2GfepNPe7T8V/Nxtln4r7O/tUPJvy3qeyqNBH9qpUqUI3btygV155hbZu3UpERA0aNKBz585RmzZtNM/ZuxtW4wKUnZubG02YMIEWLFigPkEhIqzGBQCwswqxGtfd3Z0CAgLU6+c9/PDDFBAQQHXr1iUiomrVqlFAQAA1adKEiIgaNmxIAQEB6nlJd+7codWrV9P8+fPp6aefppYtW9KaNWvo6NGjZR70ZODi4kL9+/e3OVwM/w/5iNk7n6ysLAoLC7MZ9GSFx44Y8hFDPmLIR5ts2eg67LVq1YpiYmIoJiaGiIgWLFhAMTEx9O677xIRUc+ePSkmJoZ27NhBRIUnL8bExNCYMWPUrzFhwgT6/vvvacuWLXTw4EFKTk6mvn372n9n/gaz2Uxt2rSxeU0f/h/yEUM+2pCNGPIRQz5iyEebbNnoes7egQMHbE5CvNvatWtp7dq1wq+Rk5ND48aNo3Hjxj3o9gAAAAAqPDlGTgAAAAAoFxj2JJCfn0+7du2i/Px8vVuREvIRQz7akI0Y8hFDPmLIR5ts2UizGldPWI0L8PdhNS4AgH1ViNW4UMhisdCoUaM0327K0SEfMeSjDdmIIR8x5COGfLTJlg2GPQmYTCZq1KiRcLGKI0M+YshHG7IRQz5iyEcM+WiTLRsMewAAAAAGhmEPAAAAwMAw7EkgPz+fNm7cKM2qHdkgHzHkow3ZiCEfMeQjhny0yZYNVuMSVuMCPAhYjQsAYF9YjVuBWCwWmjx5sjSrdmSDfMSQjzZkI4Z8xJCPGPLRJls2GPYkYDKZyM/PT5pVO7JBPmLIRxuyEUM+YshHDPloky0bDHsAAAAABoZhDwAAAMDAsECD9F+gYTabyd/fn86fP08FBQV2//9lh3zEZMlHxgUasmQjK+QjhnzEkI82e2VT1gUaGPZI/2EPwAhkHPYAAIwMq3ErEKvVSmFhYWS1WvVuRUrIRwz5aEM2YshHDPmIIR9tsmWDYU8Srq6uercgNeQjhny0IRsx5COGfMSQjzaZssGwBwAAAGBgGPYAAAAADAwLNEj/BRomk4lq1KhB169fJ2aH/3aUgHzEZMlHxgUasmQjK+QjhnzEkI82e2WDBRoVCDPTrVu38MOiAfmIyZJPdnY25eXl2WzLy8uj7OxsnTqSJxtZIR8x5COGfLTJlg2GPQlYrVaaO3euNKt2ZIN8xGTJJyMjg+rUqUOBgYFERBQYGEh16tShjIwM3XqSJRtZIR8x5COGfLTJlg2GPQB4YDIyMigtLY2IiNLS0nQd9AAAoBCGPQAAAAADw7AHAAAAYGBYjUv6r8YlKnx9PycnR5f/uyJAPmIy5VO0KleWt0mTKRsZIR8x5COGfLTZIxusxq1ATCYTeXp6kslk0rsVKSEfMeSjDdmIIR8x5COGfLTJlg2GPQlYLBaaMmUKWSwWvVuREvIRQz7akI0Y8hFDPmLIR5ts2WDYAwAAADAwDHsAAAAABoZhTxJ6vstARYB8xJCPNmQjhnzEkI8Y8tEmUzZYjUtyrMYFMArZVuMCABgVVuNWIGazmRo2bEhmM74dpUE+YshHG7IRQz5iyEcM+WiTLRs5unBwLi4uNHr0aHJxcdG7FSkhHzHkow3ZiCEfMeQjhny0yZYNhj0AAAAAA8OwBwATJ22JAAAef0lEQVQPVGZmJoWFhVFmZqberQAAABE5690AEDEzJScnE7PDr5UpFfIRky2frKwsCgsL07sNIpIvG9kgHzHkI4Z8tMmWDVbjElbjAgAAQMWD1bgViJOTE7Vu3ZqcnJz0bkVKyEcM+WhDNmLIRwz5iCEfbbJlg2FPAs7OzhQcHEzOznhVvTTIRwz5aEM2YshHDPmIIR9tsmWDYQ8AAADAwDDsAQAAABgYhj0JMDMlJCRIs2pHNshHDPloQzZiyEcM+YghH22yZYPVuITVuAAAAFDxYDVuBeLk5ERdu3aVZtWObJCPGPLRhmzEkI8Y8hFDPtpkywbDngScnZ2pa9eu0qzakQ3yEUM+2pCNGPIRQz5iyEebbNlg2AMAAAAwMAx7AAAAAAaGYU8CBQUFFBERQQUFBXq3IiXkI4Z8tCEbMeQjhnzEkI822bLBalzCalwAAACoeLAatwJxcXGh/v37k4uLi96tSAn5iCEfbchGDPmIIR8x5KNNtmww7EnAbDZTmzZtyGzGt6M0yEcM+WhDNmLIRwz5iCEfbbJlI0cXAAAAAFAu5LgAjCQqV66sy/9rtVrJxcWFPDw8yGKx6NKDzJCPGPLRhmzEkI8Y8hFDPtrslU1Z5xYs0CCiWrVq0ZUrV/RuAwAAAOAvq127Nl29elXzdgx7f6pVq5ZuK3E9PDzoypUrVLt2bawGLgXyEUM+2pCNGPIRQz5iyEebPbPx8PAQDnpEeBlXda+g7CE9PR0/MALIRwz5aEM2YshHDPmIIR9t9simLF8fCzQAAAAADAzDHgAAAICBORFRiN5NAJGiKLR//35SFEXvVqSEfMSQjzZkI4Z8xJCPGPLRJlM2WKABAAAAYGB4GRcAAADAwDDsAQAAABgYhj0AAAAAA8OwBwAAAGBgGPYAHIyzM66lDgDgSDDsgaG4uroSEZGTkxMREZlMJj3bkU5wcDCFh4eTm5ub3q1ABdKyZUtau3at3m0AwH3CU/wKJigoiB566CHKysqixMREOnPmjN4tSaNPnz708ssvk7e3NyUkJNDbb79Nt27d0rstaYwaNYqWLVtG6enp9PDDD9PZs2f1bkkazs7OlJ+fr3cbUmrevDkdPHiQVq9erXcr0qpfvz7169ePKlWqRHFxcfTtt9/q3ZJUPD09ydvbm4iIrly5QllZWTp35JgYVTFq2LBhnJyczAcOHOD4+Hj++eef+Y033tC9Lxlq6NChfOfOHX7nnXd46dKlHBERwZMmTdK9L1lq5MiRnJubyy+++CLHxcXxqlWrdO9JlvL39+d58+ZxkyZNdO9FtmrevDmnp6fzBx98oHsvstZjjz3GV65c4b1793JERAQnJSVxt27ddO9LlmratClHRUVxbGwsp6en88cff8yPPvqo7n05YOneAKoM9eSTT/K1a9e4f//+bDKZuEGDBrx69WpWFIX/+9//6t6fnvXCCy/w1atXuU+fPuq2LVu28Lhx45iI2MXFhYmITSaT7r3qUWPGjOH8/Hzu27cvExGPGzeO4+PjuWXLlrr3pnc98sgjnJSUxHfu3OFPPvmEGzVqpHtPspSvry/fuXOHv/jiCyYq/Dl6//33efPmzXzgwAF+/fXXuU6dOrr3qXdG58+f5zlz5jARcb169Xjv3r3cr18/3XuToRo0aMBJSUn8/vvvc0BAAA8fPpwvXbrEgwYN0r03ByzdG0CVod544w3evn27zbZBgwZxSkoKK4risEexnJ2decqUKRwaGqoOdUTE+/bt48jISI6MjOSDBw9yvXr1mMjxBr4WLVrwxYsXbQbhgIAAvnbtGr/55pu696dnubm58eeff87r16/nyZMnc1RUFC9fvhwD35/VvHlz3rVrF8fHx3PTpk35u+++4wMHDvDHH3/MmzZt4ujoaP7ss8+4Ro0auveqV3Xs2JGPHz/Onp6e6ratW7fy8uXLeeHChTxmzBjde9Sr3N3d+euvv+aVK1fabF++fDkfOnSIzWaz7j06WOneAKoMNWnSJI6Li+OaNWuq20aPHs1fffUVh4SEcGJiIgcGBurepx7l6+vLdevWVT/+5ptv+Ndff+UBAwbwoEGDeNeuXXzu3DmuUqWK7r3au1xdXblhw4YltoeGhnJiYqJDH5kxmUz82muvqUcZhg4dioHvrmrevDmHh4ezoii8Y8cOrl69unrb2LFj+dKlS9yhQwfd+9SrnnrqKc7Pz+devXoxEfHUqVM5NzeXv/jiC16zZg0risJz587VvU89qmbNmvz555/z888/z0SkDnejRo3io0eP6t6fA5buDaDKUN27d+czZ85waGgod+/enYcNG8Y5OTnco0cP9vHx4Z9//pmfeeYZ3fu0Z5V2lM7Pz48///xzrl+/vrqtW7dufO3aNQ4ICNC9Z1mqQ4cOfOHCBfXlJkd9ll38aDAR8fDhw/nEiRM2A5+zszP7+fnp3qs9qrTHQatWrTgsLIy7dOlS4j7Xr1/n6dOn6963XuXn58crVqxgRVH4u+++Y0VR+IUXXlBvHzhwIN++fZsbN26se696VNu2bdV/Fz1unnvuOT548KDN/WrVqqV7rw5QujeAKqX8/Pz4oYce4oceekjdNmnSJD527BgnJibyb7/9xi+//LJ624ULF3js2LG6922PKn50s7SBr+iXStFtzzzzDEdERDjMUazAwEDu168f9+nTh//xj39o3m/Hjh0cERGhe7961N1DTfGPR4wYoQ58zZo14wULFvDJkyfZYrHo3nd5VoMGDXjhwoW8Z88eDg0N5fbt26u31a1b12YwNpvN7OPjw0ePHuWePXvq3ru9qmrVquzn52fzu6R69er8+OOPc8+ePXn37t3s5OSk3tajRw8+e/Ys165dW/fe7VFubm5cpUoV9vLystle/Pd0cHAwX7hwQf15mj59Om/evJnd3Nx079/gpXsDqLvq1Vdf5SNHjvC1a9f46NGj/M4776i3PfTQQ1y3bl2bly3r16/PUVFR6jNvI9crr7zC165d44EDB5bp/haLhcPDw3njxo26926PGjp0KP/6668cExPDly5d4kOHDpV4eb9osGnfvj1fuHCBX3zxRd37tkfVq1fP5tzFu58oFP94+PDhfPz4cf7ll1/4zp07hl/M0rRpU75x4wavWbOG165dy/v37+ctW7bYPLG6u2bOnMkJCQk2v4uMXM2aNePjx4/zxYsX+cyZM7x+/XquVq2aenvHjh05Pj7e5gnW7Nmz+fDhwzb3M2o1adKEt2/fzmfPnuV9+/bx5MmTS71fv379OD4+Xn0M5efnO+wpSHYu3RtAFasBAwZweno6Dx06lHv27MmzZ8/mY8eO8RNPPFHivi4uLvzoo49yeHg4Hzt2zPAvxXXu3JmvXLnCJ06c4Li4OB4wYIDmfS0WCwcFBfGOHTs4JiaGnZ2dmcjYCzR69+7NN2/e5ODgYK5cuTI/9dRTvHPnTp44cWKp969evTonJyfz7Nmzde+9vMvf35+vX7/OFy5csFkJKBr4Dh48yKmpqfzYY4/p3n95lp+fH584cYLfe+89dVvnzp352rVr/M9//rPE/bt168aLFi3itLQ0hzk1om7dupyUlMTvvfceP//88zx48GA+f/48x8XFcevWrdlkMnGjRo34yJEjvGXLFg4NDeWlS5dyamoqN2/eXPf+y7saN27MKSkpvGDBAh4xYgTPnz+fjx8/zp07dy5x32effZZ//PFHDg0N5aysLMM/kZKodG8A9Wc1btyYo6KiePjw4eq2unXr8u+//86jRo0qcf+mTZtyeHg4/+9//1OHGaMOfJUqVeKVK1fy8uXL+amnnuKlS5fy2bNnbQa+4n+oO3bsyCtWrOAffvhBzab4yytGKx8fH962bRvPnDnTZvvSpUtLnB9TvIKCggydCxGxt7c379y5k3fs2MHr16/nw4cP8+DBg0t93BQ9TpYvX86Kohh+0CMqPIdq69atJa4zePDgwVIvkTF+/HjeunUrN23aVPfe7VU9evTg2NhYmyN0Hh4eHBERwefOnVOze+WVV3j9+vUcExPDX3/9tUNkVK1aNd6zZw/Pnz9f3ebj48OxsbH89ttvl7h/nz59WFEUhzhiLlnp3gDqz3r88cd53bp13KxZM5vt69ev52nTpjGR7TDn7u7OrVu3VrcZ/Y92ixYtuGvXrkxUOBgvW7asxMBXVC4uLtysWTP1D7nRs/Hy8uLQ0FDu1KkTE/3/ADNo0CA+fPhwqZ9TfMgxcj61a9fmTZs2cZcuXbhx48a8du3aew58AwcO5KCgIN17t0e1bNnS5glmUR0/flzzkk4eHh66923PGjJkCCclJakfF52/6OTkxFFRUXzs2DH1Njc3N7ZarWy1WnXv2x7VqFEj3rBhg3oUr+hn6cMPP+Rly5Yxke3frQ4dOvDJkydLvUoAqlxL9wZQf5aPj0+pL9du2LDB5iWW0sqoR/RE1aRJE162bBnHx8erA5+Pj4+61L+ojPzSbfEqvpinqJ577jk+fPiwzTDniO8UUfzcs6ZNm/K6dev48OHDPGTIEHW7kQfe+6ndu3fz+PHj1Y/Hjh3L3bt3170vPcrX15dTUlJ41qxZ6raigc/f35+vXr2qXlPPUX7fFFX16tVLfVzMnz+fN2zYUOrnOMI5jLKVmUAaN27coOPHj5fYbrFYyNXVVf34hx9+oEmTJtncp6CgoNz7k83Zs2dpyZIltG/fPnr77bdpzJgxtHXrVvroo49s7sfMOnVoX7/99luJbdWqVaOqVauSoihERLRz505aunSpvVvTXVJSEhERmc1mOnPmDM2dO5cuXbpEI0aMoMGDBxMR0bJly2jUqFF6timV9PR0ysnJISKiOXPm0Icffki//PKLzl3pIzU1lebNm0cvvPACjRw5koiI8vLyiKjwvV4TExPJz8+PiBzn902Rmzdv0o4dO0psz8vLI2dnZ/XjkJAQCgsLIyKitLQ0u/UHhTDsVQBpaWmUkZFBRIV/rB999FH6+OOPde5KDmfOnKFFixZRZGQkffLJJ+Tq6kqPPfaY3m1JpegP9vfff0/16tWjLl266NyRfoqeFMXHx6sD37Bhw2j//v00fPhwio6O1rlDeVSrVo2cnJxoypQpNGHCBGrfvj3Fx8fr3ZYu8vPzaePGjXTy5EkaMWIE/etf/1Jvy8zMpJSUFPUJFRRKS0uj3NxcIip8sjB58mTavHmzzl05Nt0PL6LEtWzZMp43bx5v2bKFf/75Z4dYcPBXyt3dnePi4jgyMlLNBNkUVufOnfno0aO8f/9+Pn/+PB47d1Xz5s35999/55s3b5Y4V9aIVXS6x93XQSuttm/fzikpKZyenu4w5y/eqxo2bMiLFy/mX375hdevX89jx47lpUuX8u3bt9nf31/3/mSqWbNm8Zo1a3jq1KmclZXFLVq00L0nBy/dG0Ddo77++mtWFIWjo6Md8o+16BwYZ2dnXrJkCZ86dcohs7lXPi+99BIrisInTpxwiHz+yjDj4uLC8+fP5zt37hh+1aS/vz/37t2biQqvc/bDDz+wj4+P8HPWrFnDSUlJDrEi+e4SZVOjRg3u1asXR0RE8MGDB3nnzp0O8UShrPkU1Zw5c1hRFL59+zZW3cpRujfgsDV8+HB+9tln73m/8ePH8/bt2w1/1Kr40OLj48Pu7u5l+rwmTZo4xIrk+8knICCAP/roI8M/du5nmPHy8uJjx44Z/qiVyWTimTNnsqIo/OGHH7KiKKVeUuXu6tixo83bDjpKtWrVisPDw8u0iMBkMjnMqtu/ms+gQYM4Pj7e8E+kKlDp3oDDVPE/1i1atOC9e/dyQkICt2nTRvh5vr6+DnMJESLikJAQPnXqFMfGxvKePXvK/MvCUVYk328+Rn3s3O8wQ1TyvXGNXD/88APn5+fz4sWL1dz07knGCgwMZEVRbN6O8u5y5OzKkg9R4fvd+vr66t4vSi3dG3C4CgkJ4W3btvGRI0c4MzOTT506xU8//bTufelVxX9xDh48mG/evMkjRozgsWPH8u7duzklJcVhL/mAfMpeGGa0y9nZmdetW8c//fQT5+fnc3BwsO49yVhFTxhnz57NP/30E9eqVUv3nmQq5FOhS/cGHKpGjx7N6enp3L59e/b29ubevXtzeHg4x8bGcocOHXTvT8/q0aMHz5o1i1977TWb7Z9//jnfuHGD/fz8dO8R+chZGGa0KygoiLt27aq+7D937lzOz88vcWSmtOs0OkpVqlTJ5uPu3bvzuXPn+Mknn2QiPHFAPoYo3RtwqFq1ahV/8cUXNts6dOjAhw4d4tOnT5f6XpSOUEFBQZyQkMAZGRn86quvMpHtS2zR0dE8b9483ftEPvIVhhnt6tu3L1+/fp3feecd9R0LKleuzHPnzuW8vDw1o6lTp3J4eHiJP+qOUEFBQRwREcEvv/yyzXlomzdv5hMnThj29Afk41jlREQhBOXCZDKV2NauXTtq3rw5bdq0Sb0G0eXLl6latWo0YMAACgoKorNnz5Z6gVwjy8zMpLy8PGrRogXVqlWLvvzySyooKCAnJycymUzUvXt3yszMLPXinY4A+ZSub9++tGHDBrp69SolJiZSamoqRUZGkpOTE3300Ud0/vx5On36NE2dOpVGjx5N27dvVy+Ga3Rt27aljRs30tSpU2np0qV07do1IiLKzc2lyMhIYmZauHAhPfvssxQcHEyvvfYaJSYm6ty1/TVr1owqV65M06dPp8DAQPL396eDBw/Sr7/+Sm3btqXMzEw6e/as3m3qBvkYh+4Tp9Gr6P1ciQpXKF28eJEHDBhg8yy6V69evHnzZl63bh1v3LiRq1atqnvf5VV3H/IvysFqtfLo0aP5/PnzJY5+RkZG2rzRtpEL+ZSt2rZty2lpaTxy5MgSKyIrV67M7777LiuKwocPH+aMjAyHu87XrFmzeNu2bTbb7l7E1K1bN/7Xv/7FjzzyiO792rvuPiLVpk0bnj17Nl++fJmPHj3KISEhfPr0aV66dKnuvSIf1AMo3RswdDVp0oQVReEVK1ao29auXcu///47jx49mhs1asReXl68fft2nj59Og8dOtTQF+gsPshMnDiRv/rqK46Pj+dJkyZx48aN2Ww289ixYzkxMZFjY2N548aNvH79ev75558d4uUC5FP2wjAjrpUrV3J4eHiJxxVR4dUAHO2SIcWrU6dOvHjxYv7yyy956tSp6mV6XFxcuEqVKrxkyRLesGEDK4rCubm5hn7yjXwcpnRvwNDl6urKr776Kt++fZs//fRTdfunn37KMTExfOvWLU5ISOD4+HgmIm7QoAGfO3dOPb/GqBUWFsZJSUk8fvx4HjlyJN+8eZM3b97M7u7u7O7uzq+//jonJCTwqVOnuHPnzurnOcpAg3zuXRhmCsvV1ZUtFgvXrVuXLRaLun3mzJmcmppa4gLTlStX5vfee487deqke+96VK9evTgzM5NXrFjBu3bt4uPHj/Mvv/zCtWvXtrmfn58fDx061OGuE4d8DFu6N2D4slqtPGDAAM7IyLA5whcUFMQvvPACP//88+oRiY8//phPnjxZpgt6VtQqWmzQunVr9eO8vDyba6O5urryuHHjOCIigleuXKlud4Rr6SEf28Iwo12NGjXizZs3c1xcHOfm5nJ0dDS///77TFT48n9UVBTHxcVxjRo1mKjwycCcOXP48uXLXKdOHd37t3d5eXlxdHQ0v/XWW+q2pk2b8s6dO/nChQuG/r2LfBy+dG/AcDVx4kSeM2eOzTar1coDBw7knJwcXrhwYYnPadeuHa9evZpv3LjBzZs3130fHmQV/wNNVHgF9sjISCYqfDuvO3fu8JgxY5io8H1uu3TpwkSFf7THjRvH//vf/3jDhg267wfysX9hmNGuxx57jNPS0njx4sU8bNgw7t27N2/bto2zs7M5PDycrVYrBwQEcEREBN+8eZMPHTrEP/30E1+/fp0DAwN1798eVXS+a9GR33r16nFSUpL6M0RU+ASpefPmfOLECX799dd17xn5oMqpdG/AUOXq6sozZszgP/74g6dOnVritjVr1rCiKPzZZ5/Z3Na6dWvevn274Q6JP/PMM/zWW2/x448/rm5r27YtJyYm8vDhwzktLc3mF0inTp14y5Yt6svY7u7u/J///IcPHDhgyOvIIR/twjCjXd7e3hwVFcVhYWElto8dO5YzMjJ43bp16vY33niDZ82axW+99ZbDnL/o4+PD169f55deekndZrVa+fjx4zx79uwS94+IiOBFixbp3jfyQZVT6d5Aha6iZ0TFzxny8vLiiRMnclpaGr/99ts29582bRp///33/OOPP5Y4z8ho5xgNGTKEExMT+ZNPPuFWrVrZ3PbVV1+xoig8Y8YMdZvFYuHw8HDetGmTTTbu7u7s6emp+/4gH/sVhhlxBQYGclxcHDdt2lR96b7oMVGlShWeNm0aZ2RkqO8X7Ijl5eXFq1at4uzsbO7ZsycTFS4wWLx4MR85coT79Oljc/8tW7bwu+++q3vfyAdVTqV7AxW2goODefXq1ezv71/iYqTe3t781ltv8c2bN3natGlMVPhH+euvv+YhQ4ao9zPqlceDg4P5jz/+4Jdeeok9PDxK3N6mTRveu3cvX7x4kQcNGsRvvvkm79y5k0+dOsXOzs6Gzgb53LswzIhr8ODBnJmZqXl7/fr1OS0tjSdNmqR7r3qWj48PL1y4kBVFUR8r1atX5x9//JGPHj3KCxYs4H79+vGiRYv41q1bhl8Yh3wcunRvoEKWh4cHnz9/nq9du8axsbG8cuXKEm9jVaNGDX7zzTc5JydHXXEbGxtr+BWT3t7e/NNPP/HYsWNttru7u/MTTzzBLVu2ZCJif39/Xr16NV++fJn37t3LK1euVLMxckbI596FYUZc7dq148zMTO7bt6/mfaKiohzu2ouVKlUq8eTJz8+PFy1axIqiqHlVr16dP/jgAz5y5AifO3eODxw4wAEBAbr3j3xQ5Vi6N1Ahy2w285w5c3jUqFHcokULnjRpEt+8eVO9LlHR0ReiwqMUISEh/O9//1v9I23EVZNF5e3tzadPn+ZevXqp28aMGcPffPMNK4rCV69e5T179qi33b2a0uiDDPK5d2GYEVft2rU5OTmZv/32W5u3gSs6+unp6cmHDx/mgQMH6t6rveof//gHR0dH88GDB3nQoEH8zDPPqLdZLBZevHgxK4rC/fr1Y6LCnyOz2cze3t4O8TZxyMfhS/cGKmx169aNb9++zc2aNWOiwnPuZs2axYqicHR0NP/nP/8p9URxo/+x9vb25t9++41XrFjBHTt25E2bNnFsbCx/8skn3KVLF37xxRf54sWLPH36dIfIA/n89cIwc+/q06cPZ2dn89q1a7lJkyY2t7377rt86dIlh3k/YJPJxKGhoawoCmdkZHBcXBxfuHCBjx8/zkuWLOGWLVtyy5YtOSQkhBVF4WeffVb3npEPys6lewMVupYsWcJLlixRPz59+jRv3bqVP/jgA965cycrisJDhw7VvU97V6dOnTgtLY0vXLjAJ0+e5I4dO3L16tWZqPAPdXR0NM+cOVP3PpGPvIVhRlxms5lHjRrFubm5HB8fz6tWreLZs2fzl19+yampqYZfkXx3+fr68vz583n79u08b948fuSRR3jGjBm8e/duTk5O5rNnz/L333/PSUlJrCgKt2/fXveekQ/KjqV7AxW6hg0bxocOHWJPT0+OioriQ4cOqedE1KpVi/v37++QR2aICo9g1a9fv8R2T09PPnDgAI8cOVL3HpGPvIVhpmz1xBNP8ObNm/nUqVN86NAhXrJkicOeSF+zZk1evHgxR0ZGqtemLMqod+/evGPHDo6NjWVFUbhx48a694t8UHYs3Ruo8BUZGcmKovC+ffs0rzDuqAPf3eXt7c3fffcdHzt2zNDnLSKfB1cYZu5dxR8rRl6lXZYqWnAQGRlZ4lqnzs7ObLFY1Pd6dcRCPg5bujdQ4WvgwIEcFxenrqJElSwvLy+eMmUKf/fddxwZGakuYMFAg3zKUhhmUH+lfH19edGiRXzs2DGeMmWKuh1PupGPo5YTEYUQ/C2pqan073//m1JSUujIkSN6tyOlBg0a0ODBg+nixYsUHBxMiqKQk5MTFRQU6N2aFJCPGDPr3QJUIBkZGRQdHU2PPvooPfXUU1SvXj3av38/Hkd/Qj6OSfeJ0wg1btw4vnHjBs5zEFTVqlXVf+OIFfJBocq7fH19+bPPPuPdu3erC6BQyMcRy/TnP+BveuSRR+idd96hoUOH4tkRAIAkatSoQURE169f17kTOSEfx4BhrxyYzWa8/AYAAABSwLAHAAAAYGBmvRsAAAAAgPKDYQ8AAADAwDDsAQAAABgYhj0AAAAAA8OwBwAAAGBgGPYAAAAADAzDHgAAAICBYdgDAAAAMDAMewAAAAAG9n+sW2VvR8tLAQAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,type='candle',title='Title1',style='nightclouds')\n", + "mpf.plot(df,type='candle',title='Title1\\nTitle2',style='nightclouds')\n", + "mpf.plot(df,type='candle',title='Title1\\nTitle2\\nTitle3\\nTitle4',style='nightclouds')\n", + "mpf.plot(df,type='candle',title='Title',style='nightclouds',tight_layout=True)\n", + "mpf.plot(df,type='candle',title='Title\\nTitle2',style='nightclouds',tight_layout=True)\n", + "mpf.plot(df,type='candle',title='Title\\nTitle2\\nTitle3\\nTitle4',style='nightclouds',tight_layout=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    OpenHighLowCloseVolume
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    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2019-11-27 3145.49 3154.26 3143.41 3153.63 421853938\n", + "2019-11-29 3147.18 3150.30 3139.34 3140.98 286602291" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily = pd.read_csv('../data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n", + "daily.index.name = 'Date'\n", + "daily.shape\n", + "daily.head(2)\n", + "daily.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "v = daily['Volume'] / 10000." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "daily['Volume'] = v" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import mplfinance as mpf" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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    OpenHighLowCloseVolume
    Date
    2019-11-013050.723066.953050.723066.9151030.1237
    2019-11-043078.963085.203074.873078.2752484.8878
    2019-11-053080.803083.953072.153074.6258563.4570
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    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2019-11-01 3050.72 3066.95 3050.72 3066.91 51030.1237\n", + "2019-11-04 3078.96 3085.20 3074.87 3078.27 52484.8878\n", + "2019-11-05 3080.80 3083.95 3072.15 3074.62 58563.4570\n", + "2019-11-06 3075.10 3078.34 3065.89 3076.78 54428.8522\n", + "2019-11-07 3087.02 3097.77 3080.23 3085.18 56611.7910" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "20" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily.head()\n", + "len(daily)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "daily.loc['2019-11-12','Volume'] = 0.0" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='candle',volume=True,figscale=0.9)\n", + "#mpf.plot(daily,type='candle',volume=True,figscale=0.9,show_nontrading=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "apd = mpf.make_addplot(daily['Close'],panel='lower',secondary_y=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='candle',volume=True,figscale=0.9,addplot=apd)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "daily.loc['2019-11-12','Low'] = 0.0" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "import pandas as pd \n", + "\n", + "myData = pd.read_csv(\"issue77_eurusd.csv\")\n", + "myData['Date and Time'] = pd.to_datetime(myData['Gmt time'],format='%d.%m.%Y %H:%M:%S.000')\n", + "myData.set_index('Date and Time', inplace=True)\n", + "myData = myData.iloc[-24:]\n", + "\n", + "\n", + "line = mpf.make_addplot(myData[\"High\"],scatter=False) #No issues drawing a line\n", + "scatter = mpf.make_addplot(myData[\"High\"],scatter=True,secondary_y=False) #Issues drawing scatter\n", + "\n", + "mpf.plot(myData,\n", + " type = 'candle',\n", + " style='yahoo', \n", + " addplot= line,\n", + " figscale=1.8)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.0.3\n", + "0.12.3a5\n" + ] + } + ], + "source": [ + "print(pd.__version__)\n", + "print(mpf.__version__)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "count 24.000000 24.000000 24.000000 24.000000 24.000000\n", + "mean 1.127852 1.128042 1.127682 1.127869 0.002365\n", + "std 0.000238 0.000229 0.000213 0.000219 0.000646\n", + "min 1.127350 1.127600 1.127250 1.127350 0.001135\n", + "25% 1.127690 1.127890 1.127592 1.127722 0.001897\n", + "50% 1.127855 1.128025 1.127695 1.127875 0.002292\n", + "75% 1.127992 1.128238 1.127825 1.127992 0.002807\n", + "max 1.128360 1.128420 1.128060 1.128350 0.003500" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "myData.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Date and Time\n", + "2019-04-09 12:00:00 1.12769\n", + "2019-04-09 12:05:00 1.12789\n", + "2019-04-09 12:10:00 1.12776\n", + "2019-04-09 12:15:00 1.12789\n", + "2019-04-09 12:20:00 1.12790\n", + "2019-04-09 12:25:00 1.12777\n", + "2019-04-09 12:30:00 1.12800\n", + "2019-04-09 12:35:00 1.12823\n", + "2019-04-09 12:40:00 1.12796\n", + "2019-04-09 12:45:00 1.12786\n", + "2019-04-09 12:50:00 1.12760\n", + "2019-04-09 12:55:00 1.12790\n", + "2019-04-09 13:00:00 1.12837\n", + "2019-04-09 13:05:00 1.12836\n", + "2019-04-09 13:10:00 1.12805\n", + "2019-04-09 13:15:00 1.12809\n", + "2019-04-09 13:20:00 1.12829\n", + "2019-04-09 13:25:00 1.12829\n", + "2019-04-09 13:30:00 1.12826\n", + "2019-04-09 13:35:00 1.12813\n", + "2019-04-09 13:40:00 1.12842\n", + "2019-04-09 13:45:00 1.12821\n", + "2019-04-09 13:50:00 1.12812\n", + "2019-04-09 13:55:00 1.12797\n", + "Name: High, dtype: float64" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#scatter['data'].iloc[ 0] = np.nan\n", + "#scatter['data'].iloc[10] = np.nan\n", + "#scatter['data'].iloc[-1] = np.nan\n", + "scatter['data']" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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IgtoYF/74i/QP7Qbr1k257nR3BGB2/b1l5oqI2G+K9rXA2oh40YTl9wL3lj8/GBGrKY6PfheoA4vKpy4GftFCV/ojIjIzASJiV1rIzTkRrN34MJzuNrf1m3+me8ATp8NaDdUqznidLTsg3TCTD+AZz0RMY2Q+bvnyqcNsKtPZARk//t1/52FQ74e+WkvHv6EI0NdcA9fzWe6dOG5q4sif3s0RUdT4E7ff1dJMxOBRR7N7X/+ko936Ld+cdN3ZeIb5TJXBfBhwc7nobOArEXE+xWHQZ7XwMh8G/jsiriwfvwL422Yr9dXrrU8tZWZ97dq1LT+/aqOjoyxY0Nqp7ONGNm3hJ78eoV6v09fXx367LWTh/IEO9XBm26zXYfV9D1JrOL7T39/HgXs9oZW/80e1U6exLXW+/8sH+eKni5uJnHz6W+jrg6fv8QQGB1rb6nnnnQfAu9/97pb7ONPtzvT32u57abq/m9s2/JR5fVvv1+b6Fo5Y/NuTrtu3+nswOMm+79gY9QMPaNrfay/5OFDUt9X+AvRvGWRw487su2geP3tgM2M7PERtYGzK/o6v+9V/uQyA57/51Me1T7XudM2kRr/xu6n3QV/x+232uxk3nff+dNcd/7c+3D/IT3bYhTp99FFnv43r2WnTxin/rVX8nc9U49/c0NDQpv333/+uhublmfm4vaoyGK/LzIMne82I+Gvgocw8f8LynYGvA3+bmVeXy/4R+HpmXhURrwTOyMwTmvU7Ig4CjqfY3fpaOa08pbaCdcOGDfWFCxe2/PyqDQ8Ps2TJkpafP7alxlHn3fjoXhoU05WdHBXNZJu/enCU4y74Bs/6+RVAMcpYMNjPDf/rOW1dGzc8/P9YsuTJLfV3/pfeyD63vpiBLY+NRrYMbGLNM66FvqmPFY0fZ3rNNcXjiyfstU+27uBRRzPW188Rx72LB+Y9dobros2PsOo/z5tyzxuq+b22816af/0Z9G9awN6rTqK//tgHca1vCz8//Ho2vvRjU647lanqO3jU0dSHhrba1rduXdPjh6vuWc+yc/8CgJW//aqWRtjzrz/jsWnNOnx0t1M469fFe+He0Q1T9rcbZlKjx/1bJ2jn39ru59K4M8pp71ZH6Y3/1i30Pe64e9N/6wz+zqvSWKeRkZGRxYsXT3n/3ekGa0TMA64DvpKZFzQs3wDskpn1iOgDNmTmoomvWT53UWY+UE79/obMvH+qvs+aqeDGU/9bnfabyXQYTG/qr5tTcOP9ff8xu/KqK25sbaqyr77VqbC9dmh+XOzRP8aTiv+186c5sNuuWz3ONEB9yuNqg0cdTc7fmU3PfTsMzHusL+X1nXHT/22jF63bY6cd6euvwZbHgrWvv0Zt3uiU6830A6tv3Tped+hSAC66/c6W13t0p6d8fPehl3P03ZfD3c371fh738wY925qfgaztq22p71n8Hc+m5SBeSGwujFUS78AjgFupBiB/nCKl/o34GTgNnjcPH1f+XjKPalZEazTCgyqOw0fWj8msfeKMyc9GWKqPcOZnt043TM54bFLQcZPOGlr3nma+tat48h161j10+9w//yd2HXTwy2f8brLoh1ZUN/CKI8F64L6Fnbd9HBLrzCdnTT664wt/TaDDR9MY0u/3dFajf/Ox98xrZzIM278fXbGNUXANjsRZ+J644aHh9l0WG+NUueyviYnN03lFzvcA8+4h/7NC4odwj5g6v3CromIyyjO2B2KiDXAOVD8wWfmsojYE1hJcTJSLSLOBg4ClgKnA3dFxO3ly703M68H/hT4aEQMAhuBSaeTMvPkMqSPycx72u1/zwfrdANjfI99stP/m03BTXtUNMM9wyPW/4xV/3leW2FTyShuBiectGviTkJQ7AK2GhyD1LnwR9c+frRbXt/Z7DWmu5MGk+yA9OgHk7Y/zXaup9JrU/jNZOapTdrvA/bZStNNTLK7m5k3AUe00Yd6RHy+nXXG9Xyw7vzFs9h79CT6eWwKbsPoKDtdeya1+aNN3zCjT/g1J/ziWgAufgktjzBi8wgLamM8a90XgPJ4Z22spVHRdPYMZxo2Mx3FzTbTub5zJqP6R23DHZAqzOQs29lifBQ3nSnz8Z3dyc4T6KS58LvZDnwrIp6Rmbe2s1LPB2tt3qatHtvaY+cduHfT5GnVGLjtToeNh9wn7lnPsnO/BBQnx3ziT4+hft5Lply3W3uG89b9iotu+wyvO/w0+qgX08irPtvSKG62HmNp9zhTFTdOV29p3CFtd8r8cX+r0zhPQHPCccCbIuInwMOUx1gzc+lUK/V8sNL32LGtel+d+sDmto9tTXfPcLrXaG5r4x8uhwC31Or8+MfDLV9gP9umiGai8fj3h1/wRG74j7UtHf+G2bvzIWlGfn86K/V+sPLYsa36TqcUx7i6kG+9GqoTDfT3MTjQN2v6u001HP8e30lr5fj3XNr5kAQRsQPFN9vsD9wFXJiZLZ8/OCuC9bE7nHym7TucSI16YSdNUs+7BNgMfINi1HoQcNaUazTo+WD9jcsGtvHowRMMtkN9FHfYMVQlbd1Bmfm7ABFxIXBLOyv3fLBKE83kWr6Z3N9V0pyxefyHzByLiLZWnjXBunz5coaHh7vdDXVZJdfynVTc+GD5NG5DJ2lOOCQiHih/7gN2LB+PnxW81Vshjps1wSpJ0raQmTP6ppae/qZbSZJmG4NVkqQKGaySJFXIYJUkqUIGqyRJFTJYJUmqkMEqSVKFDFZJkipksEqSVCGDVZKkChmskiRVyGCVJKlCBqskSRUyWCVJqpDBKklShQxWSZIqZLBKknpKRFwUEWsj4u5J2g+IiG9GxGhEvLNh+b4RcUNErI6I70TEWRPW+7OI+H7Z9ved6r/BKknqNRcDJ07Rfj9wJnD+hOVjwDsy80DgaOCtEXEQQEQcB7wEWJqZv7OVdStjsEqSekpmrqAIz8na12bmrcDmCcvvzcxV5c8PAquBvcvmNwPnZebo+Gt0ou9gsEqStkMRsR9wGHBzuehpwHMi4uaI+HpEPKNT2x5s58m1Wo3h4eFO9aWp0dHRrm5/trBOzVmj1lin5qxRaxrrNDQ0NBgRKxual2fm8qq2FRE7A1cBZ2fmA+XiQSAopoifAVwREUsys17Vdse1Faz9/f0sWbKk6j60bHh4uKvbny2sU3PWqDXWqTlr1JrGOo2MjIxl5pGd2E5EzKMI1Usz8+qGpjXA1WWQ3hIRNWAI+FXVfXAqWJK0XYiIPuBCYHVmXjCh+Rrg+PJ5TwPmA+s60Y+2RqySJHVaRFwGHAsMRcQa4BxgHkBmLouIPYGVwCKgFhFnAwcBS4HTgbsi4vby5d6bmdcDFwEXlZfwbAJe3YlpYDBYJUk9JjNPbdJ+H7DPVppuAvomWWcTcNrMe9ecU8GSJFXIYJUkqUIGqyRJFTJYJUmqkMEqSVKFDFZJkipksEqSVCGDVZKkChmskiRVyGCVJKlCBqskSRUyWCVJqpDBKklShQxWSZIqZLBKklQhg1WSpAoZrJIkVchglSSpQgarJEkVMlglSaqQwSpJUoUMVkmSKmSwSpJUIYNVkqQKGaySJFXIYJUk9ZSIuCgi1kbE3ZO0HxAR34yI0Yh4Z8PyfSPihohYHRHfiYiztrLuOyOiHhFDneq/wSpJ6jUXAydO0X4/cCZw/oTlY8A7MvNA4GjgrRFx0HhjROwLPB+4p9LeTmCwSpJ6SmauoAjPydrXZuatwOYJy+/NzFXlzw8Cq4G9G57yEeAvgHrlnW5gsEqStjsRsR9wGHBz+fgU4OeZeUentz3YzpNrtRrDw8Od6ktTo6OjXd3+bGGdmrNGrbFOzVmj1jTWaWhoaDAiVjY0L8/M5VVtKyJ2Bq4Czs7MByJiIfA+4AVVbWMqbQVrf38/S5Ys6VRfmhoeHu7q9mcL69ScNWqNdWrOGrWmsU4jIyNjmXlkJ7YTEfMoQvXSzLy6XPwU4MnAHREBsA+wKiKOysz7qu5DW8EqSVKviog+4EJgdWZeML48M+8CntjwvJ8AR2bmuk70w2CVJPWUiLgMOBYYiog1wDnAPIDMXBYRewIrgUVALSLOBg4ClgKnA3dFxO3ly703M6/flv03WCVJPSUzT23Sfh/FdO5ENwF9Lbz+ftPrWWs8K1iSpAoZrJIkVchglSSpQgarJEkVMlglSaqQwSpJUoUMVkmSKmSwSpJUIYNVkqQKGaySJFXIYJUkqUIGqyRJFTJYJUmqkMEqSVKFDFZJkipksEqSVCGDVZKkChmskiRVyGCVJKlCBqskSRUyWCVJqpDBKklShQxWSZIqZLBKklQhg1WSpAoZrJIkVWiw2x2QJKlRRFwEnAyszcyDt9J+APAp4HDgfZl5frl8X+DTwJ5ADViemR8t2/4BeDGwCfgx8NrMXN+J/jtilST1mouBE6dovx84Ezh/wvIx4B2ZeSBwNPDWiDiobPsqcHBmLgV+ALyn0h43MFglST0lM1dQhOdk7Wsz81Zg84Tl92bmqvLnB4HVwN7l4//IzLHyqd8C9ulE36HNqeBarcbw8HCn+tLU6OhoV7c/W1in5qxRa6xTc9aoNY11GhoaGoyIlQ3NyzNzeZXbi4j9gMOAm7fS/Drgc1Vur1Fbwdrf38+SJUs61ZemhoeHu7r92cI6NWeNWmOdmrNGrWms08jIyFhmHtmpbUXEzsBVwNmZ+cCEtvdRTBlf2qnte/KSJGm7ERHzKEL10sy8ekLbqylOinpeZtY71QeDVZK0XYiIPuBCYHVmXjCh7UTgXcAxmTnSyX4YrJKknhIRlwHHAkMRsQY4B5gHkJnLImJPYCWwCKhFxNnAQcBS4HTgroi4vXy592bm9cA/AQuAr0YEwLcy802d6L/BKknqKZl5apP2+9j6Wb03AX2TrLN/BV1riZfbSJJUIYNVkqQKGaySJFXIYJUkqUIGqyRJFTJYJUmqkMEqSVKFDFZJkipksEqSVCGDVZKkChmskiRVyGCVJKlCBqskSRUyWCVJqpDBKklShQxWSZIqZLBKklQhg1WSpAoZrJIkVchglSSpQgarJEkVMlglSaqQwSpJUoUMVkmSKmSwSpJUocFud0CSpEYRcRFwMrA2Mw/eSvsBwKeAw4H3Zeb55fJ9gU8DewI1YHlmfrRs2xX4HLAf8BPglZmZnei/I1ZJUq+5GDhxivb7gTOB8ycsHwPekZkHAkcDb42Ig8q2dwNfy8ynAl8rH3eEwSpJ6imZuYIiPCdrX5uZtwKbJyy/NzNXlT8/CKwG9i6bXwJcUv58CfDSqvs9rq2p4FqtxvDwcKf60tTo6GhXtz9bWKfmrFFrrFNz1qg1jXUaGhoajIiVDc3LM3N5lduLiP2Aw4Cby0V7ZOa9UARwRDyxyu01aitY+/v7WbJkSaf60tTw8HBXtz9bWKfmrFFrrFNz1qg1jXUaGRkZy8wjO7WtiNgZuAo4OzMf6NR2JuNUsCRpuxER8yhC9dLMvLqh6ZcRsVf5nL2AtZ3qg8EqSdouREQfcCGwOjMvmNB8LfDq8udXA1/oVD+83EaS1FMi4jLgWGAoItYA5wDzADJzWUTsCawEFgG1iDgbOAhYCpwO3BURt5cv997MvB44D7giIl4P3AO8olP9N1glST0lM09t0n4fsM9Wmm4C+iZZ59fA82beu+acCpYkqUIGqyRJFeqr1+stP3nDhg014JHOdWdqY2Njg4ODg2Pd2v5sYZ2as0atsU7NWaPWTKjTjosXL95uB3ZtBWu3RcTKTl77tL2wTs1Zo9ZYp+asUWvmUp222z0GSZK6wWCVJKlCsy1YK72X5HbMOjVnjVpjnZqzRq2ZM3WaVcdYJUnqdbNtxCpJUk8zWCVJqpDBKklShQxWSZIqZLDOARHxpPKLf6UZiYKfG9IUZu2320TEcRRfK3QbMJyZd3e3R70pIl4EvAV4HfBQl7vTkyLihcDJwHeBuzLzpojoy0xPmW8QESdTvI9eC2zocnd6VkQ8EzgCuBm4NzPXdLlL2sZm5Z5nRJwAfBKoAc8GPlYGiBpExO8Dfwd8MDN/2e3+9KKIeA7wMeD7wELgkoh4VWbWyy9NFhARJwJ/A3w0Mw3VSZR/c5cDTwXeBvxtRDy7u73StjZbR6z7AwXEx3wAAAgrSURBVBdm5gfLKc4XAB+KiHr5hbZzXkTsAZwNfD0z/ysidgFOBUaAH2Xmf3W1g73jScC/Z+Y/AUTEbcDV5Xvpc93tWm+IiN8CzgU+l5lfj4hdKf7m1gNrnC16nEOBczLz4oh4KsWs2nsi4oP+zc0ds3LECowChwFk5kOZeTXwV8DZEXFAV3vWI8oR6mXAAxHxXuAG4ODyv2URcXw3+9dD7gd2G3+QmTcCLwM+EBFHd6tTvSQz7wGuAxZFxGnAV4EXAq8EzouII7rZvx6zI/B8gMz8IXAVcA3wmojYs5sd07Yza4I1In47Ip4OkJmfAp4YEY23yPpP4HvA3t3oX6+IiH3KPWUy82JgNXA8xQj/rZn558BnKHdM5qKIOCkiXgyQmV8F9oiIz463l+H6aeAp3elhb2g8SSkz/xrYCLwd+GRmvhb4c4q/uad3pYM9IiKWRsQh5cO/A/aKiL8EyMz7gZuAJwBDXeqitrFZEawR8XKKvb5LImL8eOpLgT0j4pMAmbme4t8zJ76WaGvKsLgK+GxEfCQinpiZnwX+Ynyqs7QIiK50sssi4vnAPwAPjy/LzOcDT4+If4uIeeXinYBDtvISc0JEvIDi3IVdxpdl5geAt2fmv5SPfw3MA/bqTi+7KyL6ImJfYAXw3oh4TmY+ArwDODQi3g+Qmaspdkrm7GfTXNPz9wqOiJ2Aa4F3UZy1eSrFGXd3UJwkcA2wDvgFcBLwosz8QXd62z0RcQywDHgVsKb8+Y7MPHfC806lGGmcmpnf3+Yd7aKIOBa4GHh5Zq4sj8/vnJn3le1XU3wAbqF4j708M7/bpe52TXmyzReBGymOo7693HGd+LxXAe8GXlFOe85JEfEZ4AfAnsBl5Vnlh1CMXh8E7gJeDzwvM4e711NtK7NhxNpHsVc8kJkjwBXAl4GlwDMy8ziKY4m3Ai+ei6Fa2g04PzPvKEcSfw8cHBED42e3lpcovQU4fa6FamkhxZRcRkRQ7JhdHBHLI+KYzHwZ8FGK99gpczFUS5sozgA+E0jgf4+PXMenh8tLb/4S+JO5GqoNZ40/SHGFwo+BP4yI/wnsB7yE4pKbDRSfTYbqHNHzI1aAiHgLxXHCd2XmjyNiEXAa8PTMPKu7vesNEbEQmJeZGyJikGIa82PA8Zm5MSIWZuZIROyemb/qbm+7JyJeCVxAcU3vhyl20v6I4jjhWzNzUxe71zMiYl5mbo6I/YE3AU8EzsrMbHgvPSkzf9HlrnbN+LXOEXEKMJiZV0fEMuB04D2Z+Y9d7qK6pKdHrGVAQHHc8DvAWRHxlMx8gOIEnCMjYr9u9a9XlH/gI2Wo9mXmGPBzIMtQPR14X/lhOSdDdfy9lJlXUIzELszMT2Tmz4B/BZYwR48VNhofkWbm5nLRjym+R/NXwPsj4h3l/wcN1UdvIDICPLO80cgLgc8Bv1PeKEJzUM+PWCNiN+ABig++VwLPAD4E/BbFGYonlmfezWkRsTvwYGZuLB/vSPGBeDfwxxRTdnP6esPy2t4HMvORxg/GiHgZxQknp5TT6HNaOU3+cOPovZwR+QpwIHBCZt7erf71ivJ63hGKQ1Ufp7hm9c3AN4BXA1dm5r1d66C6pqduEBERh1McB9uUmbeUi98C3JmZXyinWdYC76E49vqmuRiqk9TpjRSX1lxVjjoWUpzMdQTw0rl27HmSGv0pxeUhVzaE6pso3mN/PBdDtRxVLQa2lJceQTH1u5LietVxLwGeDByTmd/Ztr3svknqdAZwa2Z+LSL+m2IW5Ovl8//VwwpzV8+MWMuTIf6G4gy6HYCvZea/RkR/ZtYmPHdnig/MOffGbbNOHwD+T2be1YWudk2bNXo1sHKOhsVJFGeufgX4HWBZZn4xIhZPvG1hRDwX+FV56cic0mad5jVMo2uO6okRa0QcBnyQ4mzVOyLiFcDvlc31hue9kOIWfXPyZvJt1OkFFHX6qy50s6vaqNHzgW9k5iVd6GbXlSP6D1DM+nwzIs4F+iee3BYRvwfclpkrutXXbmqzTrfOxZ19/aZeOXlpR+CfM/OO8vG3gWeVF183eibFtWJzVat1+j3m7ok4rdbo2czt99Ig8LYyLHal+NaaNwAXRMTH4NHj9MfRcMvHOaidOu3evW6ql3R1KjginjZ+7G98DzAiBoAFFGfW/UlmPhART52r18qBdWqFNWrNhDoNUIzi3ww8lJmXRMQ+FGfcn0NxEs68uTgKs06aia6NWMvjYLdHxOUA5Qdhf2Zuobj7zUD5vNMp9g7n6i34rFMT1qg1DXW6DCAzt5THnD85PiWexXeHDlOcpFOfi2FhnTRTXQnWKG5T+DaKrzXbGOUN0DOzVu4d9lPcy/UC4CyKG0NkN/raTdapOWvUmgl1Go2GLx2guIXj+PNeRnFXszn55dzWSVXo2lRwRDyJ4vrUHSjua7sxM09raL8GeBrwBzk3b78HWKdWWKPWTFWnKL584AyKY4ivnsvXPFsnzVRPXG4TxU0glgOPZOZpUXzt2WuBz+bcvV/rb7BOzVmj1mylTgdQ3DXoS5n5o+72rndYJ01HTwQrQEQMUXyd1/ilEc/J4su61cA6NWeNWtNQp2dR3HDluVl+048eY53Url653IbMXAfcSfFdoX/oB+HWWafmrFFrGuq0mKJOhsVWWCe1q2eCtTxT8yTgBXPtTkHtsE7NWaPWWKfWWCe1q2emggEiYocsbyKvyVmn5qxRa6xTa6yT2tFTwSpJ0mzXM1PBkiRtDwxWSZIqZLBKklQhg1WSpAoZrJIkVchglSSpQv8fyhHC3I87whgAAAAASUVORK5CYII=\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(myData,\n", + " type = 'candle',\n", + " style='yahoo', \n", + " addplot= scatter,\n", + " )\n", + "mpf.plot(myData,\n", + " type = 'candle',\n", + " style='yahoo', \n", + " addplot= scatter,\n", + " set_ylim=(1.1271,1.1286)\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(myData,\n", + " type = 'candle',\n", + " style='yahoo', \n", + " addplot= scatter,\n", + " volume=True\n", + " )\n", + "mpf.plot(myData,\n", + " type = 'candle',\n", + " style='yahoo', \n", + " addplot= scatter,\n", + " volume=True,\n", + " set_ylim=(1.1271,1.1286),\n", + " set_ylim_panelB=(-0.005,0.006),\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'data': Date and Time\n", + " 2019-04-09 12:00:00 1.12769\n", + " 2019-04-09 12:05:00 1.12789\n", + " 2019-04-09 12:10:00 1.12776\n", + " 2019-04-09 12:15:00 1.12789\n", + " 2019-04-09 12:20:00 1.12790\n", + " 2019-04-09 12:25:00 1.12777\n", + " 2019-04-09 12:30:00 1.12800\n", + " 2019-04-09 12:35:00 1.12823\n", + " 2019-04-09 12:40:00 1.12796\n", + " 2019-04-09 12:45:00 1.12786\n", + " 2019-04-09 12:50:00 1.12760\n", + " 2019-04-09 12:55:00 1.12790\n", + " 2019-04-09 13:00:00 1.12837\n", + " 2019-04-09 13:05:00 1.12836\n", + " 2019-04-09 13:10:00 1.12805\n", + " 2019-04-09 13:15:00 1.12809\n", + " 2019-04-09 13:20:00 1.12829\n", + " 2019-04-09 13:25:00 1.12829\n", + " 2019-04-09 13:30:00 1.12826\n", + " 2019-04-09 13:35:00 1.12813\n", + " 2019-04-09 13:40:00 1.12842\n", + " 2019-04-09 13:45:00 1.12821\n", + " 2019-04-09 13:50:00 1.12812\n", + " 2019-04-09 13:55:00 1.12797\n", + " Name: High, dtype: float64,\n", + " 'scatter': True,\n", + " 'panel': 'main',\n", + " 'marker': 'o',\n", + " 'markersize': 18,\n", + " 'color': None,\n", + " 'linestyle': None,\n", + " 'secondary_y': False}" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scatter" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['2019-04-09T12:00:00.000000000', '2019-04-09T12:05:00.000000000',\n", + " '2019-04-09T12:10:00.000000000', '2019-04-09T12:15:00.000000000',\n", + " '2019-04-09T12:20:00.000000000', '2019-04-09T12:25:00.000000000',\n", + " '2019-04-09T12:30:00.000000000', '2019-04-09T12:35:00.000000000',\n", + " '2019-04-09T12:40:00.000000000', '2019-04-09T12:45:00.000000000',\n", + " '2019-04-09T12:50:00.000000000', '2019-04-09T12:55:00.000000000',\n", + " '2019-04-09T13:00:00.000000000', '2019-04-09T13:05:00.000000000',\n", + " '2019-04-09T13:10:00.000000000', '2019-04-09T13:15:00.000000000',\n", + " '2019-04-09T13:20:00.000000000', '2019-04-09T13:25:00.000000000',\n", + " '2019-04-09T13:30:00.000000000', '2019-04-09T13:35:00.000000000',\n", + " '2019-04-09T13:40:00.000000000', '2019-04-09T13:45:00.000000000',\n", + " '2019-04-09T13:50:00.000000000', '2019-04-09T13:55:00.000000000'],\n", + " dtype='datetime64[ns]')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "myData.index.values" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.12769, 1.12789, 1.12776, 1.12789, 1.1279 , 1.12777, 1.128 ,\n", + " 1.12823, 1.12796, 1.12786, 1.1276 , 1.1279 , 1.12837, 1.12836,\n", + " 1.12805, 1.12809, 1.12829, 1.12829, 1.12826, 1.12813, 1.12842,\n", + " 1.12821, 1.12812, 1.12797])" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "myData['High'].values" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "#%matplotlib qt\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "def makeplot():\n", + " fig = plt.figure()\n", + " ax = fig.add_axes([0.0, 0.0, 1.0, 1.0])\n", + " #ax.autoscale(enable=False,axis='y')\n", + " ax.scatter(myData.index.values,myData['High'].values)\n", + " \n", + "def makeplot_noas():\n", + " fig = plt.figure()\n", + " ax = fig.add_axes([0.0, 0.0, 1.0, 1.0])\n", + " #ax.autoscale(enable=False,axis='y')\n", + " miny = 1.1274 \n", + " maxy = 1.1285\n", + " ax.set_ylim(ymin=miny,ymax=maxy)\n", + " minx = min(myData.index.values)\n", + " maxx = max(myData.index.values)\n", + " ax.set_xlim(xmin=minx,xmax=maxx)\n", + " ax.scatter(myData.index.values,myData['High'].values)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2019-11-27 3145.49 3154.26 3143.41 3153.63 421853938\n", + "2019-11-29 3147.18 3150.30 3139.34 3140.98 286602291" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily = pd.read_csv('../data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n", + "daily.index.name = 'Date'\n", + "daily.shape\n", + "daily.head(3)\n", + "daily.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "df = daily" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "df['PercentChange'] = (df['Close']/df['Open'] - 1.0)*100.0" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df['PercentChange'].plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    OpenHighLowCloseAdj CloseVolume
    Date
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    2004-08-202.1935712.2135712.1778572.2000001.97215479195200
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close Volume\n", + "Date \n", + "2004-08-19 2.250714 2.275714 2.168571 2.193571 1.966391 97230000\n", + "2004-08-20 2.193571 2.213571 2.177857 2.200000 1.972154 79195200" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "aapl = pd.read_csv('../data/yahoofinance-AAPL-20040819-20180120.csv',index_col=0,parse_dates=True)\n", + "goog = pd.read_csv('../data/yahoofinance-GOOG-20040819-20180120.csv',index_col=0,parse_dates=True)\n", + "aapl.head(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "dt1 = '2016-03-01'\n", + "dt2 = '2016-07-01'\n", + "aapl = aapl.loc[dt1:dt2,:].drop(['Adj Close','Volume'],axis=1)\n", + "goog = goog.loc[dt1:dt2,:].drop(['Adj Close','Volume'],axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "aapl['PercentChg'] = 100.0*(aapl['Close']/aapl['Open'] - 1.0)\n", + "goog['PercentChg'] = 100.0*(goog['Close']/goog['Open'] - 1.0)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    OpenHighLowClosePercentChg
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    2016-03-02719.000000720.000000712.000000718.849976-0.020866
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OEwH8GMD3yoksADAM424AdwPA1q1bje3bt7u3Q8OLgf2sdLiifzW2b7/EvW21mB07dsDVY+kFHv0VVq9aCQDYOXSq6tfri2MD/7zOavDLsfDL66wHvxwbv7zO2fDCcXBdaHEcxwH4BoAjhmF8ye3tVUVBGJ7aO8x3VJ310QoIPGRVh64b4Hmu1btFEARBEE3JaF0H4H0AbuI47oD535uasN3KmGH4MK9SGH6eYxgGcpqBgNkZHgAF4gmCIAjP4LqjZRjGTgDeshdMRyvCUxh+vqPpzJEUeQ5hUQAAZHMawpLQyt0iCIIgCAC+7QxvOVoaFHI/5jWqKbSYo8XEVYbmHS44njk5jjv/+8VW7wZBEETN+FRokaO1ULBKv6JQ6GgRC4tfHx7GPU+favVuEPViGMDw4VbvBUG0BH8KLT4AAzzCnEqd4ec5qmY6WjxnZ7TI0Vp4pBXVLhMT85CBvcB/XAuce6HVe0IQTcefQovjoPMiwjx1hp/v5HT27+csHWZz9G+60EgpGnQD0ElszU/SY+xr4nxr94MgWoA/hRYAnZcQ4lQqHc5zLEdLFDiH0CJHa6GRllUAgNakBstVc+opQJVbvRfeR82yr/J0a/eDIFqAj4WWiBByUKiP1rzGciQDPE8ZrQVM2hyt5KnyYeI8cM+bgBd+0Oo98T6WGJUTrd0PgmgBPhZaEkIclQ7nOzkro+VwtCijtfBIK6aj5SWhlR5nXydOtnY/5gOWo6UkW7sfBNECfCy0RDZUmsLw8xpVt1YdOh0t+jddaKRMR0v1ktCSTdEweba1+zEfIEeL8DH+FlogR2u+Q6sO/YGV0fJUGF4xRcMUCa1ZIaFF+BifCy2FwvDznHwfLR4hsxu8TEJrwZHOedHRsoTWQGv3Yz5gCy0KwxP+w8dCS4IEKh3Od/Kd4TmEAmZGSyGhtdBIyx4Mw1ulw8Q5QMu1dl+8jr3qkBwtwn/4W2gZVDqc7zhXHYoCB4HnkFVJaC0kFFW3nWdPtXewRIOhA9NDrd0Xr0NCi/AxPhZaIiQqHc57nH20OI6N4cko9G+6kHA6lJrmIaHlXEFHOa2ZoYwW4WN8LLQkiIaCHPXRmtc4Vx0CQEjkydFaYKTM1g6A1xwtR96IVh7ODDlahI/xsdASIRrkaM13nH20ACAkCshSRmtBkXY6WrqHPq9yEgi2sf+nQPzMkKNF+JhAq3egVeQdLQ+duImayZcOLUdLIEdrgZF2OFqeW3UY7QYCIWDqTKv3xtuQo0X4GB8LLREBnRyt+Y5VOgzwzNFiGS0SWguJlOx0tDwktJQkIMWAUAeVDmfD6WgZBsBxrd0fgmgiPi4dSgiYpUPDS7kPoiZyJY4WT53hFxhOR8tTQssqHXas8HTp8EJKwYGzk63dCcvRggEoqZbuCkE0Gx8LLRGCoYIzdG+dvImaUK32Do6MFnWGX1g4M1reKh1OA8EY0G4KLY/esH3lsZfx3v96trU7oSn5/6fyIeEzfCy0JABgTUupfDhvyVkNS3lHRouE1oLC6Wh5awRPEgjGmdBSM/kh0x7jhYEpJGW1tc697WiBhBbhO3wstEQAYPMOqcXDvEW1R/DkM1oktBYWzoyWtxytBMtodaxg3096LxCv6QZeHGJtKFp67FSZLRoASGgRvsPHQos5WkFytOY19lBpymgtWLyd0YoB7X3sew82LT05mrRL6S0dN6Zmgehi9v8075DwGT4WWqajxdHKw/mMopVZdViNozU9hEjKew4EUUpK8eCqQ01l5cJgGysdAp4MxB8amrL/v6XjxlSZtcIAyNEifIePhZaV0VKpl9Y8pmwfrWqE1mN3YuOhf3Rz14gGkfGi0FJMsSDFgHAn++rBFg+HBvPuUUtvKNUsECGhRfgTHwst5miFQIOl5zOqroPjAIHPrzqUVX320HR2EqHsqGdXihF5UrIHG5ZaYiEYZz2h2vs8WTo8OJh3tFpbOpQdpUMSWoS/8LHQsjJaCmRytOYtOc2AyOffxiFRAIDZ/01VGbyRA7JTM/8c0XLSXnS0ZHOgdDDGvrav8JzQ0s0gfFuI9aXOtXIgt5oFol3s/0loET6DhBZHjtZ8RtV0u4cWAIRF9paeNadlLTdPjri1a0SDSCkqQua/q2eElmIJrTj72t7nudLh6Yk0krKKzSs7AbQwo6VrgK4CUhwIhCkMT/gOHwstdpcXRK61ljoxJ1TdsIPwQN7RmjWnZQutYbd2jWgQaUVDPMRK/apXhkpbYkEyhVbHCiAz4amu54fMsuGVptBq2XnOGr8TCDJhSo4W4TN8LLTy7R1aaqkTcyKn6XYQHgDCEhNa1TtaJLS8TlpRETfLX7pXMnUlpcOV7KuHVh4eGpyCJPBYv6wNQAvD8NZnLRBix8tyAwnCJ/hYaDkallLpcN6iakaB0AoGqnW0zLtsKh16nrSsoc1ytLxyU+QMwwP5XloeKh8eGprC2qVxRM2bj5atriZHi/A5PhZaVkaLwvCNppklipxelNGSqhRaOXK05gsph6PluYyWZDpaVnd4jwTiDcPAocFpbFjWDjHATvPecLTaSGgRvoOEFjlaDeX0eAob/v5X9tgPt7EdraO/AJQUQuZFZdbu8BSGnzekFQ1tYeZoaZ4pHRY5WrElACd4RmiNZQxMZXLYuLzNdnxbdp4rcbQoDE/4Cx8LrXzpkMLwjePsRAY5zcCZiXRTtqfqOnoxAdz/buDQg/mMllJt6ZAcLS9jGAYTWl5ztOQEc2gEdh6BEADalnumdHhqmp3TLl/eDskUWkqrZroWOFpUOiT8h4+FFjlabpAy59I1a7BzTjPQxpsn8uxkftWh2oL2DqrMRrMQDUNWdWi6kV916JWMlpLMu1kWHSs8E4Y/Pa0jwHO4rDcOKcBK660rHVqOlkRCi/AlvhVaBme2d/BTHy3DAPZ+C1Dcc5usAcBVzRtsAKqmI8qbJ3I5ibBYhaNlGIDmgqP1nbcDj/x94/4eYTcrbfPcqsNEPp9l4aHu8KendVzaG0dIFPKlw5aF4cnRIvyNb4UWOA5GIIQgcv4Jww8fBn7+ceDYL1zbREpmF8ZZS3cNQtUNhJFj3yhJBM3GltmZ/k3NE7/OBYD0GGuo2AgmTgIXTjXmbxEA8uN38n20vCK0kvnWDhbtK4DpoZa7moZh4NS0ho1mWwep5WF4y9EyhZam5B8jCB/gX6EFAIEgglD800crcwEAYGQmXduEdWFslqOV03REeIV9IydsRys7k9AzhVY21AMYOpAeb8zOKCm6gDQY633kuVWHcoKtoHPSsQIwNCBxrjX7ZHJ+OouEAlze1w4AHgjDW45WMH/MyNUifITPhVbIV2H4sfFRAMCZofOubSNlCpxmZbRUzUCEM4WWkqyuM7wphrKhHvZ9I8qHhsFyO9ZFhWgIlnC3+mh5RmgpFUqHQMvLh4cG2aq+DcsKhVbLznOa+fm0HC2AVh4SvsLXQosLBBHyUUZrYnwMAJCannBtG2nL0WpS6TCn6QjDcrSSEAUeAZ6b2VGzHa1e9n0jhFYuDcAgodVgrIxWzHS0vFM6TJSG4T3SHf7Q4BQ4AOuWsv0Ltrx06HC0LHFKjhbhI3wttBAI+UpoZZJm6TDr3t2k5Wg1r3RoIORwtAA273DGPlo5R+kQaMzKQ2skS46EViOxHK1YMACB56B7RmiVy2gtZ18nzzR/fxwcHprC0hiHiMTEaT4M75H2DkD+80IQPsDnQiuIMK/6JgyvmELLTdu+2RktVXc6Wux1hUShSkdrMfu+EY6W1SmcHK2GYv07RiQBAs9529GSokCkq+Wlw4ODU+hvE+zvBZ4Dz3moYSlAjhbhK3wutPzlaKlpFoIXFPdOcukm99FSNQNBR+kQAEIiD7mKjFZOjANSvDGOFgktV7BWsUakAASOg6Z74LOqqYCaYe+dYtpb20trJJHF8LSMVW2Fp3YpwHugdBiiMDzhKkfPT+MTDzzvnSynCQktH4XhrZJhQHXvJNfs9g45p6Nlip1wlY6WzgeBWE9jHC2ZhJYbWMI9EhQQ4Dl44p7IEtXFpUOABeJb2B3+sDn6qr9IaIkC37rznOVoCRKF4QlXefTICB7YN4ChyUyrd6UAnwutoK8alnLmyU1S3ctHNL9hqQEJ+YalgJXRmt3R0nkRiPU21tGijFZDsR0tUYAgeMTRKp5z6KRjJSsdtqix6uHBKQDAymJHS+Bb295BCAIcV1vpcN89wAs/dHXXiIXFWJKd2ydSSov3pBCfC62QOYLHWzajWwRy7OQW0twTWkk7o9Wck3pOMxAyzA+VmgE0tQpHi93t6LzUOEfLLh16605qvpNWVAQDPAICD4HzSEbL+rcubu8AsNJhLm33rGs2BwencFF3FGFz7I6FFGixoxUIsf8Xw2z4djVC65n/AH7xCSBHnymiOsaT7FpAQstLBIK+6gwvaSkAQERPubYNazn+jA1DG4iq63lHC7C7w8+46rDE0Wpg6VBXW94ZfCGRVjREzEHhAs95YwSP7Wi1lT5n9dJq0crDQ4PT2LC8veRxca6O1uA+1vW+HtQsC8IDeVerGqGVmQSyk8ChH9e3XY/y1w8dxCceeL7Vu7EgsRwt66tX8LfQEoIQfTJUOpvTEDUFVgQZ10obTV91qBkIGoVCKzxr6dDKaJmOVnZq7iU/xSFeKafVMFKKarcpCPCcN4ZK20KrjKPVsYJ9bUEg/kJKweBkxh6940QUuLk59z94H/DYnfX9rqrkHS2ACdRqhFbWnGCx++stK8W6weGhabwwMNXUbQ5PZ3Hs/MJfgECOlhcxHS0/CK3RhIw4x4ZJ8zBguLDqxzAM29Fq5ggeySm05GQNGS2JOVoAkJpjTktxlGObOIZH0w0YC+giVExa1hANMkeL5zlvrCaaKaPVbgmt5gfirSD8xjKOlhQQ5ubcZy4A4y/X97tORwtgAnW2MHwuy36vfSVw7gAwuL++bXuQZDaHiXRzhcCXfv0S/vR7+5q6zVZgOVnjJLQ8RCAE0VB8sepwJJFFG9JIcVEAQDrR+AyJrOp2hqZ5pUMDkl7qaM0o9MzMx44hLi+05hqIdwrXJuW0DMPAbd/cjTvuP9CU7bWCYkdL84KonCmjFekCAuGWrDw8aAbhN5RxtCSBq/+GUtdY7mzilfp+35nRAqorHVpu1rYPsuO85+v1bduDJGUVF1JKU2+QJjMKEtmFHWnQdMMWsJaz5RV8LrSCkAzFH47WZBJhTkEiuAQAkHRhDI89LiUYaIqjZRgGNN2AaMgsYAsAcgKhKjNa9xw1MALz7n+uOa2C0mFzHK0H9w9i5/ExHB5qbhmimWSUvKPlmYalMzlaHMfKhy1wtA4NTWHFojA6IlLJc3PKaOWYE47USH0d3UscrSqEljX4vr0PuOJW4NCDQKpBw99bTDKrQtUNJOTmCZ9sTm9dH7UmMZFS7ArzRIoyWt4hEIKI3MzNLRcIU5PsJKXGlwEAMtONd7SsfFZXTIKqG64LWCtzIhoyEDW7vCtJhKTZ+2jp4JGDgB8dNe985iy0HBegJqySmsrk8I+/PAIAGJ321kmlkaQUDWGROVoCz0HzREbL6qNVRmgBTBy0onQ4OIWNy0rLhsAcVx06byIunKr998s5Wsosgi1r3jyEO4BtHwI0GXjuu7Vv22NoumGPKbvQxPJWJqct+MrNuENcUenQS1h3WdrCvVBZTE8yB4s3w7rZZOOFluVodcfYcXXb1VLNnkqi7hBachKhgABF1SvnedQsFE4CwOGeA0kY4OZeOmyyo/Xl37yE8ZSCN25cgoSsNq1BbLNJK6rD0eI9UjpMsL5Qglj++fYVTS8dTmdzODWeLpvPAuboaBUIrTrKh/U4WlbpMNQJ9KwDVl0P7P0mK2POY1JK3sVqZmBb9oHQGkuw49nXGabSoacw77J4Hwit9LQltNjyczk52fBtWD20uqKsdOF2TstytAJ6FojlHa2w2Q5AVitsX81CgYRwABhJ65Clzrk7Wk3MaB05N43v7DqFP3r1Sty0lg3GHkkszJWOKVkrzGi5WDrM5rTqloWXm3PopGMFkB5rav+nw4MsXF4unwXDgMhzUOp1A53uUz05LVUuElpVrDq0SofhDvZ12weBydPA8Udq376HSDnKhUPrzdsAACAASURBVBeaGIjP5DSouuGdoewuYDlaa3rjBe6WF2iK0OI47pscx41wHHeoGdurGuvD38RVYq3CcrDEzpUAgFy68ULL6grf1SxHy7xDD2hORyuBUIC9rSu6PGoWCkSs6RRwaU8M57Q2GI0oHVp9lVxs72AYBv7uJ4fQHhbxv353DXra2M3CSGJhvoczioqolF916GZG698eexl/+J+7Zv9BOVm+tYNFe/NbPFg5vbKO1rNfw52DH4BS6cZjNtxwtJTkzO6U7WiZQmvdLWzhyp7/qn37HiKZdTpauaZt18qsLuSc1qh5DrxsSRzZnG5fj7xAsxytewDc3KRtVY+PHC0lxU5cwcX9AAA90/gAtTUupTvGHC23hVaBoxXuBDi+wNHKVrLKVRkyRAQF4I+v7cdZJY7UeJ3NGC2UFFtxBrg6hufhA4PYc+oC/uqNa9ERkdATZxewkQWY09J1A+lcvmFpgOdcvSM/N5mtTrDO5mi1oMXDocEpLG0P2WX7Al55AotzA8jNNaPFB+bgaBVltICZc1qWoxUyhaMgAlveD7z8m/pXP3oAZwC+mRktq91NI5tzv+8bz+Iff3GkYX9vroynFIgCh9VdbGX9eFIBpodw2bG76lvE0UCaIrQMw3gCQOOXuc0V8y7LD0JLN09ckc7lUA0ehgtCy7qDsDNarpcO2UlD0LJstIcUt/tozbh9NYssJEgCh9/bvByTfCfkyXNz2xk5CUS77b/vFl959Diu6GvHH2xhF3NbaC3A0mFW1WAYQCRohuE5zs7luUFSViuXm50oSfZeq4TdHb6JQmtoGhsqBOExegQ8DOhanQ6KJYi6L2ucowXMXD7MTrJjLATyj215P7uZ2vvN2vfBIzgdrWYGtq2b3kbmtE6OpnByzL0pI7UylpDRFQ2iKyYBMKAfuB/46tXoHd4BDLW2D1tg9h9pDhzHfQTARwCgt7cXO3bscHV7yWQSh0aPYyMAqBnXt9cqkskkHnv8cSA7DYjA088dwuUIIzlxruGv+cAZdiIfPn0cAPDMnv2YOik0dBtOzqd0CNAgGCpeGRjGUgRw4czLOJ5gd1lPPfMsBtpKt3/58BAyegCcnsOeXTshRTsQTY3j4V89io5Qfft7XXoSU+JSdAM4eugAzo93z+WlVWRgIoXfWSXiiSd+CwDQDQMCB+w59DJW506X/Z1kMun59/eqU/cjE16Gkd4b7MemZOZeDZ4+iR07ziIxnYFmYE6vZaZjMTicQU4z8Njjj4PnuLI/AwBbxoagSJ04WOHvcLqKG8Dj9As7cSqxqu59rZasauDESBob22T7tVmvk9dkvGbiFXAActlEXcduybl9WAtgGIvRc+FJPPHYIzD46i8d18kpDJ8fw3Fz24tHzmIDgN07H0M6urLs76x95Sg6uBCeKdrfDV1XoWP3t7BLuB66UMa9q4JWfh72nM8LrRdPnMaOHedd25bzdWZMJ+2JnU+hK9wYfyWRzmBoWPbMueWlM1kEYWD40JP4uvhVrHpiH6ba1mH/JR8Cd1oHTu9o2b55RmgZhnE3gLsBYOvWrcb27dtd3d6OHTuwcc1W4DAQMHJwe3sljJ8AHr4d+INvA21LXdvMjh07sH7L1TjwyL0AgOtveiOGno6iTdSxrcGv+ehvTwAvHsVrrtqMrz7/DC5bvxHb1/U2dBtOXh5OIPTk/wAAVl+6Dkjuw9LOGLZuvgJ4bjc2vGoztvYvKv3FU/8br4wnEQ1J2L59O8Zz+xF66qcYQifevv3K2nfEMIAnsuheuQYY34O1F6/C2qu2z+3FlSGb05D71a9w+ZqLsX37xfbjPc88ilBnF7Zv31T293bs2NH893et/NOHgFXXYf32v7MfOj2eAh7fgU0b1mH7lj5848SzSMkqtm+/ru7NzHQs/uXwU8D4JK6+7jV2AL8sLwBYtmrmY3pgGfo7BPQ34bjvPTUB45FduOW6K+zPm/06h54DnmSCVeKN+t4Hzx4DjgG9V7wO+M1v8dorVgNdF8/+exY7NfT1X4w+a9svq8CLQDbchS1XX4d4qMzqzXNfA9Bbur+reODbt+CGrnFg03tqfy1o7edhZM9Z4MALiAcDCLZ1Yfv2ra5ty3qdmm5A/dUvAABXbns1VndHG/L39cf/B+FYHNu3X9uQvzdXvnRoJ66LDuJdJz6FHJ/EgfWfwKbf/zS4J55s+fnP56sO2R2RhJwdrG4ae78JnH125lU0hx9igmyOWON3VCEMCCKyfBSBXONr1mlZBccBi6LNy2iFYNrvYpgFlM3O8AAqNi01VBkZXYRkvvu7elkZ7rG9B+uz1lWZDZO2AvkuLa6wVil1RAovTD1tITsIOi/RckBqlB1DB1a7EHsED+fuqkOr9C3P1OwWYCWvcl3hnbT3Na10eGhwhiD8yFH7fzmtzlKVVTrs3ci+1lI+NAyzdFia0fqvR57Ht546Vf73MpP5ILyT/tcA3WvY/MN5iJXRWtkVaVpGyzmOrJGlw2xOa9qotWoYTyq4Tt8LIXsBb1HuxDO97wZ49yoqteBzocU+/GzeYROXveoacPAB9v8Du8v/THYK+NGfAD//+Jw3N5KQEUcaupkrkYUYJLXxsw5TioaoFLDDy25ntFRdR5hzCC0pZma0zFWHFU4CRo5ltILWZzDGWiQIqVH86nAdVr4VFo5YGS13lvVPpllptiNcJLTiwfkdhrd6mBVliCzhE3YOlXZRaFmLOWYNDCvJmcPwgNkd/kyD9mxmDg1NozsWtPN6BYy8aP8vV+8NgJJikxd61rHvawmjW+KuTEYrhgweO1qhf112Mt/awQnHsQamQ/uBwfk3u8/KaK3ojDRt3mHGBaGlamzcmleElmEYGE3K6OYTMMQoBgIrMV5Nq5Ym0az2DvcB2AVgDcdxAxzHfbAZ250V88MfROG8Q003cO8zp6sLxtbDK79lfZukGHB2T/mfObsbMHTglSfmPFDVcrQ4cwVPLhBDUGt8iDGtqIhIgh1Gn3GwcwPIaQaCBY5WvMjRqiC01CxkiJAEM4djzjtc15bBt58+VfuOKKZoDXcC4FxztCyh1V7saMWD8zsMnzDFrV4otCzhY7V3EFzuo2U1k5zxc2/N/ZtNaLWvAKaHmtJg89DgFDYubwNXLlc2mne0AlDrO35Kip2r4kvZHMdausNbC0PKOFoxLoPnBybL9y7LTOKcHMTuV8qsobriVkCMAnu+Uf1+eISknENYFLA4HmyNo6U15v1orehu1kzb2UjKKhRVxyJjCly0G13RoKe6wzdr1eG7DcNYahiGaBhGn2EY3viEOBwtZ3+R3a9M4G8fPoRfHJzjSrRKvPBDINgOXPURdiLMllkBePpptpw62A48/ZU5bW40ISOODIQIE1qqFEdYb7zQSsoaosGA3V6hGX20wjBP0gGnozXz9o1cBjJEiEWO1htWcth3+oJdiqkaeyRLjAk+lxpVTmXM0mG4cJZdTzyEC+mcezcGbpMwP2cVHC0rL+W60DLLOjPOyZxpzqGT9j5WCk3M4pCmJ4ATj9ewl4VkcxpeHklWHL2DkSN2mTOEXH3d4ZUkIEWZm9TZX5ujZd10OBytnMj2Z00nB8MAdhwbLfk1IzuJ37wi4+P3P1f6bx5qA654F3Dox+z4zSOSsoZYKIDOqITJTM7V97OFU2g1qr2D9Te94miNmZ3g2/QpINqNrpjkqe7wPi8dmo4WV3gCGp5md2F7TjV+TA2UFHDkZ8CGtwGrXwPAKG+Bn34aWLoJ2PYnwIs/ASZO1r3JkeksOoQMeNPRMqQ2RA0XHC3ZdLTshqHu5t5UvTijFQeUhC20Ks6wVGXIhoggbzoA4U6AF7G5S0FYFGp3tazSoRRj7ymXHa3OaHFGi72P521Oq6LQKsxoCTzn2ggeRdXt+MCMgtXKK82W0eowV9PN1rR0zzeAe98JqPVdFI6eT0DTjfL5rOw06+W15FUAWBa1rgutkmJCCwAWra4to2U5Wo4Vgi+MsON7/QpW7ny8uHyoKuByaYzkwhiaypYvL277EPvbz91byytpOUlZRSwYwKKICMNgM0vdxnnj0KjSoSW0ZrwpaSJWmTCiXgCii7EoKjV1xNFs+FxoORwttVRo7T3lwt3SsV+yk/Wr3gUs3wKAKy0f5rIsg7DqGuDVH2XO1q676t7kaFJGJ5dmd4IAjFAbYsgg2+DOuSlFRTQYQEDgIQl8E8LwRRmtYAyQEwjPktHi1CxkSJAsR4vjgFgvQtkx/N6Vy/GT54dq+5BapUMpxpw1tzJaGSujVexoWb205qnQsrryF5cOTaEVdjQsdcsBcI5GmVGM1OJoAbM3LU0MAYZW93smH4QvM3pn9Bj7uoytRpWg1ulopfNCq3M1Kx1WK3htRytfOtz1ygWkjCBWRjXcuKYHT7w0WrhfZld4I9SOJW0hfPeZMm1LejcAK68F9n4DcLG3WqNJZnOIBZmjBTRn3qEbYXjrM5LJaTA8MH/UKj+HlAtApJuElqewM1qFjpZ1wXppOInJRgcWX/gB0NbHThKhdmDxWmCgSGgN7mMh0pXXAvElLJPw3L1AaqyuTY5My4hzGXtEDBdqQ4DTkZhubNPStKLZeZqQyLue0VKLVx1KMUBXEeLYBbvS3RanyabQcmRaYj1Achi3XdsPRdXxgz01rBizHK2g+46WFODtsL9FT9wcwzNfA/GVHC1T/ETN0iHPc1BdWrTiHPY746pDu0xcRUYLACZnCcSnzLJZndMEDg9NoSMiYnlHuPRJKwi/9AoAgMTVWzpM5R28RatZRq3akVV2RivvaD19YhxZPoqwnsKNa3uQkFXsdVQPLowzB+uy/hV491Ur8cRLozhVrjHmVR9iou/Eo7W/phZhO1qm0GrGvMOCMHyDVte7UY6cC6x0aCCQHQei3eiOBTGWlD0hAgESWgCY0JLLOFoAsO90A8uHyRHg+KPAq/4A4M1Dv2IbE1rOu7IzT7OvK69mX6+9g128d99d12ZHEjIiRsp2tAIRtponMTVe19+rRFJW7S7eYUlozqpDS2gFwvbFL6CmIQpceUfLMMBrshmGdzwe6wWSw7isN45rLurCvc+crr7lh3XxlaKuZ7Q6wmJJ6LnXLh3O00C8HYYvdFhtR0t0jOBx6cRpBe+BWRZxyGx486ylw2CMlaRnKx0mTaFV5zSBg4NT2LisvXIQXowA3ZeyXSpy7qvGymgBzNECqs9pWSVR09HK5jTsPX0Bhuk+X39pN0SBw2NH88Jt50HW8HjLmtW49aoVCPAcvvdsGVdr7S1AtGdezT9MZFWW0Yo009Fyo3SY/ztun+erYSzJcsicptilQ1nV7fhBq/G30BKsjJZS6GhNy7iirx2iwGFvI4XWoQdZmeBV78o/1ncVs8rHj+cfO70LWLwOiJjNNrsvBda+mQktpbZslWEYmEykIBmKPTdMNIVWJtnYDFpazjtaYVFoSh+tYHF7B4ANlhYrCD3TbZKNfB8tAKajxe6kb7u2H4OTGTxypMLS82Ls3E7cdUeruIcWwIZ489w8Lh0mzItsGUcrIgngzSydwPOutXcocLRmuhgpVTpaACsfzlY6TNUvtBRVx7HzifL5LIA5WovXsJsQsIxW/Y6WI6MFVJ8ZLXK0njszCUXVIUbaATmBWDCAV6/uKshh7TnK/nbf0mXobQvhDRuW4Id7B0oFcEBiY3le+p/aVkK2kKSsIh4MmGNimjPv0I32Ds78qxcC8eNJBf3hNPsm2o0u0zH0SiDe30KL56HzUkkfrZFEFiu7oti4vL2xOa0XfgAsuTzfjwYA+raxr1b5UNdYa4dV1xT+7rV3AJkLNYc/sxoQyFm5EnZCDkbZ10yisULLymgBYELH7dKh7lh1aGW0AEBJIioFyk9vN0/8Be0dAOZopUYBXcPr1/VgeUcY39l1qrodURyrDgNh12YdTqZzJfksgIXEu2IN6qV1/BHg37Y0N2RslQ6LMlpsoHS+Q7vAo0kZrZkcLeuzNIujBQDtK2dvWmqXDmt3QV8aTiCnGeXzWQBbcdiz3tGYWYWi1tvewRRa7SvYvMFqA/FF7R12nRgDzwHReId9LG9a24MToymcGU/jyLlpTE2Yx8Tso/Xeq1dhKpPDz54vM/h9ns0/TMpFjlYTSodZN0qHqreE1lhSxuqw+RkyVx0CwHjKGzef/hZaAHQhWGCpG4aB4WkZvfEgtvUvwvNnpxqTNRp7mQXcX3Vr4ePdlzGnyWpcev4gC1evLBprsPLVwIqrgaf/HdCqD7FPyQbinKn0zdJhKN4JAJAb6GgZhmFmtNiFMSIJTemjVZLRAgA5iYgklLeNTbepoGEpwBwtQwfS4wgIPP7o6pV4+sQ4XhquorGrnGQLFgTJdLRcElqZXEkPLYs599LKZYBffoqtgBs/Dpw/VP/fqgVVAdJm9rDofW05WhYBnndRaFWZObEzWhXEjZOOFczRqlTuzGXzpcg6XNDDQ2YQvkxrh0BumuWoFq9l70uwjFZdF1pnRisgMaeu6tJhYXuHp0+M4/K+DgTC7QVCCwAeOzqMB/cPYJFgna+Y0Lr6okW4pCeGe58tk3drXw6sfROw/7t159yahWEYSGZV/M7odxDa9WVEJAETTXBc3AjDe610OJ5UsCJovm8i3VgUZe83rwTifS+0DCFYYKknZBWZnIaetiC2ruqEoum191Uqh9UrZ/1bCx/neWD5VmBgL/v+tJnPKna0AOC6j7Fu0y8+XPVmJ2UDcZhvQPPiEG1jJclcqnFheFnVoekGIqZ6aUpGSzPKZrSgJBEJVhJaeUdLLHa0ADvke+u2lZACfHWtHqwLEceZGS13TvhTaaWkK7xFTzyI4XodrXMvAHdvB579T7bKNdSR7+jtNlaomg+UbDOlaAVCy80+Wk73c8YbBOcK09lo72Nup7mKroSUo39UHasODw5OIR4MYOWiSMlz0ZTppPWst92kulYdGkZhRgsAFl1Ul6OVklUcODuJay/uYp9VU2j1d0dxUXcUv35xGA89N4RN1jx209HiOA7vu3oVnj87iRcGyhzLbR8CMhNsZJmHkVUdkp7B1UPfBg4/jM6I1HRHq1HBdafr6/YNdTWMJWUsE82boOhiKh16DSMQLGhYapVfettC2LKKOT8N6aeVKxrT4mTFVSxPISdYEL5jZX55uJPLbmYO2FP/UvXy6knZQFuRoxVtZ0JLyzRAaJ3dDXz1GqTNYL3laDUjo6XqOkKcAkMIMsHqyGhFxFlKh4aIYEFGq1BoLYpKeNsVy/Dg/sHZe90oSccdf9DV9g7lMloAW3lYc0ZL14Gn/hX4+k1sttx7HwTe+AUWoNaaZLlbQqtteWnp0FGKBpjQUl1ayl+2vcP4CeCRzxZ2d5cTLNsZKC3hlmCvPKxQPiwQWrUf70OD09iwvM3OsDmJpkz3p2edva9BKMjVeqFVZZYrdQqtztV1OVp7Tk1A1Q1cc5EltKbtH7txbQ+ePjGOsaSMK7rBOr8L+ff6O65cjogk4N5yrR5WvxboutTzofikrOL1/D6IehZIjWJRVGpORktxOQzvEaHVK5g3QQWlQxJa3kAIIsjlS4cj5orDnngIXbEgLlocbUxOy159U2YeWd9WVrYa2MuC8MVlQwueZ1mt8weBk9V1k54q42hZYXijXEf6WjnxGDDyIrTTzwBAUzNaiqqz0qHVo8eR0arO0XI8bnaHt+fugYXiMzkNP9o3y8oxOZHfdiDsShheVjWkFQ0dkfIX+N62IMZTcvUrJacGgO+8FfjN3wGXvQG4/Wngktex5wSxJJjuGlY+q31FaemwjKPlVsuklOO9Yrd3OPrfwM4vA2eeyf+gnKwunwXkhVallYdOoVVjRkvVdBw5N12xI3w0dZp93tuW5Rf9QIVcq6PlbMZrsWg1c5CqOX84HK1dJ8chChy29nfmHS3zhtEqH3ZGRKyI5ErmHLaFRLx983L85MAQptJF701r/uHgXmDoudpeXxNJZlW8TTArFukxdEZETBS/FhfIqhokgUeA51xp79DM0uEXfnUUn/3p4YLHZFXDdFZFN5dg7/lAEBEpgLAoeGbeIQmtQKigj9awmXOxum1vW7UIe09fgD7XkoUms8Gs5aaJL9/Kvj5/P8urlCsbWrzqD4HYEuZEVMGUbKCTN092pqMFKQYNPOscPVfGXgYAcEOs9Olcdej2HCyrM7whmj2EashoaUIQPFfURwso6A+0cXk7tqzqxHd3nZr539+ZYRFDrrR3sFy19gqlw8VtIRhGlXdwB38EfPVadlF6213Au+4Fol355wWpeaVDq7VDx4pSR0vWijJa7jpaPMe2YZdFLJFx7Bf5H5QT1ZUNAfaagMorDwscrdrKzSdGU5BVveKKw2jqDHOzOK4go1Wzo6U4WpdY1NLiweFo7Toxjs0rOtkCh2DcbNTKXve2/kXojkn4/S19EOQpO5/l5L2vXgVZ1fHAvjLHc9O7mRPrYVcrMzWKG/gXkBPjgK5ieUhuiqOVzWkIijykAD/vHa3dr0zgx/sGCiIEVg6rw5gCIvnzmJealpLQChSG4Z2lQwDY2t+JqUwOx0eTc9uOKpd3swB297Z4LXDoR+z7So6Wub+4+nbg5A5g6MCsm52UDSwNmW82s70DOA5pLgxeqSLoPRvjTGhJ59gYoYI+Ws2YdcjJ4Cyh5cxoSQG74WXhL7ETuyGECh+Xoqw9Q7KwpcNt1/bj1Hgav325dB6bjTPDEgi54mhZd/GVS4dmd/iZclqZSeDHHwZ+/EG27P+jTwKb38suxk4EqbmOFiewxrxacWd41S5FAwDPcdANuNKEMCWzhRwhUchfRCyRcewX+VK9kqwuCA8A0cXMTaoktJzvtRqF1sGZOsIbBhNai9ey73keBi+aGa0aj53taDkzWqbQqianZb6uKYXHocEpXHOxeSG0PqtmTksK8Hj0/96OT968lr1Pw6VCa/2yNmxd1YnvPXum9MYn1M5uQg/+yLPzD6WXfgaR0zByKWvvs1xKNk1ohUShwUKrjAPcBDKKhoSs4uj5vEkwlmDHMK5Nss+cSVdMwhgJLW/AiUWO1rSMiCQgZgqGbf0sz7R3rjktTbHvLMvSt5U1bIx02w0GK7L1A0wUVDFsekrW0SOZF1/HBSLDR/NtH+rFMFiOBUBk9Hlw0JveRyuEHAugA6zkJQRZRksSCspBNqYI4gKh0ufM7vBObt6wBD3x4MyheCWVv3AEQq5ktKzxO+tP3Quc/G3J8/kxPBUu2Kd2Av95PRvEe+PfAB/4JQs1l0MQm+hoDbN8nBBkDodDRKUVzV5cATC3CXCnxUNKVhEJCggGeIejZQqtiZP5cTbOMvFscBzLWlbMaDkmPdS4gOLQ4BQikoDV3WX2JTkCUU2wILyJtehH0Wr8TJYrHXb2s681OFoPHxyFbgDXX2pmVK1zkZw/B7VHRIgCzxYPlHG0AOB916zCK2MpPHWizJQMa/7hge/Pvl8tYNHJn+C4vgzKyu0AgKVCEglZbZj4qUQ2pyMsCpCEBgqtFrV3sLa755W8mB4zWziE1QtANJ+B7opKmKD2Dh4hEEKQU6CYd3ojiaztZgHAqq4IumPBuee0ZnK0ANa4FGBlw3Jdnp2E2pnYOvzwrI36pmQD3WKWnSgdZUtZiEHMzdGlS5xjF6NlmxHIJXARd87ue2Q5A3Muuc6AquuIOB0tgF0ETUerbHbALOtxYjmh1VviaEkBHu959UrsODaKV8qNAQHMcpLD0dLVmlpwVIM1UHrl4buAZ75a8nyP+Z4tCcRrOVx04tvAPW9hAuqDvwZe+0lACJT8DZumlg7PMTfL2h+Hq5UucrQEc5WoG01LrR5wIVHIh+GVlN17Dsf+m32VE9U1K7WwWjyU3ehIfhFGjY7W4aEprF/aBqFMEB6jR9hXR78+I2D2C6y1j1a50mEwzpyDahwtTYbBB/DPj57EdZd0Yau5wCjvaJWJL1RwtADg5o1L0BWV8N1dZULxSy5nLXD2/Jf35h9ODaBjdC9+ol0LqYP9m3fzTGQ2fMxbERlFQ8gqHTYooyXndHvVdlOFlnlOdy5QGzPPeZI8USC0FkWDTWmfUQ2+F1q86Wg5S4eWOwCwpcXb+jux5/QchZamFEywL8Eat7Pq+ur+3tW3s0Z9u0ovuk6mZAOdQrak3KEEYghqcxRaZj4LV7wHALCZP247gdYgYDfnYKmaweYaio7l7VLMzmgpml66nL2or08BZRwtAHjPq1dCFLjyJ3fAXnX44e/sxc7T5jFtcC8tayaaoGaAc8+XPL84xl6Pc3wUAOD5+7Hy7IOsRPh/Pcmc09loaunwPBBfmnd7TYGn6Qa7E3eG4Tl3Ha2oFDAdLYfQ6lgJLNsMHDVzWrVktACzO/wMYXhrdXEN7xddN3B4aHqGjvClQgtCkDUsrTsMHy18vNqVh6oMBSJSiobP3rIhPyrIsUK4hBkcrWBAwLu2rcAjR4YxNFnGOb7qw0wAnnxs9n1rAJpu4KfPD83eNuPQg+Bg4Kf6tQi1M6HVxTGR6XaLh6yqMUergaVDWdXQbjZPbmYY3hJ1u09N2BEClks1IGTGC1b1d5ulQy/MO/S90CopHSaytjtgsbV/Ec5OZHB+ag4XT1WeeUn44jXAH/+EdTquhrZlLJOw/ztAqvzMQkXVkcgBHVw6H4Q30cQ4Qnpt43xKMPNZWPNGKIEYNnHH8320zCV9bt7t5DQDEeeqQ4DdKStJO0RdEog3L2icVGYIrznvsJieeAhvunwpHth7tqANgI2SgiZG8fjREQwkzBNZg3NaU+kceOjgNJm5QInC/ZQCPDojYqmjdeEVGOCBW75SfclrjqXDlKxWPysyeR6I9wK8mT0zA/FWa44CR8sqHbqR0VI0RIPsYmTnT6wy4Zo3sxVtiWEzo1WDo9W+kr2nypUGk6Nm2VSqSWidHEshrWjYsKxSR/gXoYhtBXkVBIKsYWnNYfgKpM9ziwAAIABJREFUQmtRdUJrfGoaSS2A267px6W9juNWlNGy0XLsGFdwtAB242MAuG93mQam625hr3t3c0LxP39hCHfc9xyenCnDCQAHH8BwfANOG0sQ7WQLb9p11hPM7cB2RtEQNEuHjbrxZTdBbMB9xT5auczssz5rJJPTEA8FMJqQcWaCraYfS8joFbPgdLXgPb8oKkFRdWRb332ChBYvhuz2DoZhYMTsCu9kW7/VT2sOrpYqFwqCcly0na1aq5Zr/4LlgSqstBkzl7bGkC5xtHSpDVEjXX07gLIbOM763bT3YTi+AZv4EwV9tAB3hZbVR6vgmElsWK3VZqKkl5Z5QRPEckKrhy1ZL3NRfO/Vq5CQVTx6tGj+oaYCahYXVAmqbiCtm4KhwTmtyYyCGO84IZ9/oeRnettCpWH45AgUqT0/xLwaAsE5Ca3fvjSKv334EH7zYqloLUCVgfS46WiZx80suVoC2ZnRsoVWrYHuKrAdreLSoRRlnccB4KVfmu0daiwdAsD0YJmNjrILQ6C2Jrd2R/iKjtZRpCMrCyIInCDVN+vQLh0WifTO1ew1zXBDYRgGDpw8jxwn4WOvL8qdWseweOWz1TKigqMFAH2dEbxubQ/u2322VDgGgsCVtwEv/Qq4UMGBbiD372ZlYSuQXZbRl4DzL+Bw1+8gwHMIBkNAqAMxlZW/LqTcdY+zKstoBRtYOszmNIQCwsxZ3Kf/neVCG1TGNQzmcl93MXOtdps5rfGUgosi+fE7Fl2my59QyNFqPeaqw5ym213he4scrXVL2yAJPA4NzaHvlCbPHIavh551rInp7q8BShqGYWA0IWMyrSCb0+wyUlhP5VccmhjBOOJcGtPZOWSJxl8Gui4GOA6D0fVYy51BCGybIdNRctNWzmkGm3XoLB3aGa2ZHS1BqpDRAlh2pohNKzogCTwOF08JMFdunsuYwk43HZgGO1qT6RyWhByv5VzpitPF8SBGi8PwqTHkxMoXrbIIYr7vWx0kzffUg8+VERcFP2gKsfgS1hkesB0tyzl0OlpWGN6NjFZa0VhGK8DnB+ZaQqtnPdCxCjjyc9Z4uCZHyywNFue0dI21cokurrnJ7aHBKQQDPC7tKeNQGgYwehSp6MqCh7miiETVmI7WR35wFNvufAR/8J9P4xMPPI/fDEcAGHjp2CEksuWFwk8ODCGRSiIaiZa2JbE+a8UCNGN2fp/B0QLYjc9YUsb/HD5f+uSW9zORue9bs7y4uXFqLIVdJ1k14cJM5b9DPwLAYV/sRkSDAVY+jXYjnGNCy+3SoZxzZLRmmuNZA9ZKxrA4wwSQyVNsPm+6fMWlVqwboMv72tEeFm3jYywpY1W4jNAyu8NPe0BozZCI9QmBEELmDDC7WWlboaMlCjwu6Ynh6Lk5rNKbLQxfL9d9DPjWG4ED38M35NfhH/77SMmPhLRUSemQD7cjjgwG0goWResUgGMv25mfV4LrcTWns/zQqmttR8vN8QyqpiNYXDqUYsCF03YoPy1XElphAEUXN7s7/AjL5jgQBR6XLYnhxXNFd+DmhWgwze5ZUpaj1eBeWpOZHBaHdcCq9p4rdbR64iEcHynK3aVMR6sW5hiGt1zEHcdGcCGloLPS+8vqoRVfmhddmlU6NB2tgoal7BjrLpQOk7KKaFBAUBQwbU0CUJJsdS/HAWvfDDz7NfZ4TRmtCt3hMxdYk+JYD3NkaxDmhwansXZpGwJCmfvk6UFAni4RWggEISFbh6PF3nBPn0mhtz0CDhx++9IoTiR1/E4Q+Mfv/RKP6+fRHZOwqiuKVV0R9Jtf//GXR/DlMBCLlTlewRgQX2avWraxxhWFZn7P3nDpYqxcFMF3nzmNW65YVvhkxwpgzZtYrGL7p9057wL44d6z4DmW451RLL34E2D1a3BO70AsaFZFootZeBtwvcVDxtHeoVE3vtmcjmCAR2imNj5Wm43pQSC2uPzP1IC171FJYLlpMxA/llRwjWSe9yLOMDw775Cj5QUC5rJnVbfLLj3xUrdj7dJ4Qe+OmpmtvUO9rLwG6NsGY9e/44Hdp7B2SRx/95b1+NTNa/Hx11+KP1wjQtJKe/8I4XaInIbpZJ3iMZcFJs+w0RcAjktr2OMDewA0q3RoMKFV4GgVZ7SKS4cyNPAQxQpheKBsTgsANixtx4tD04XhSnPI8OkEc1tSmjuO1lQ6h8VB87UIwbKB+J62IEYTcuFKz9QoFKlWR2tuYfi0+W+e0wz8/OC5yj9oCa2YM6NVVDosyGixr644Wo4wvH1z4OyPtuZNrP0EUH3WDWCjhcCVZlWs1a3RbrN0WJ0wNwwDh4amsLFiPovdaJU4WkIQIU61V1dXjZKEIUaQVAy8bdNy/PCj12D337we3/3ErQCAT2wT8amb1+L163ohChx2nRjHl37zEj52/wEMT8vY0BMEV+m813UxG2DuxHK0ZigdAgDPc3jv1Sux+5UJHDtf5hy27UPMSTlc/VzYWlA1HQ/sG8CNa3qwOBacWSxNDQC9lyOZVREPme/naDf49BjaQgHXM1rZnJZv79Co0qHKxFsoIFS+mbacrMQM54AasK4lIVHAtv5FeGUshdGEjLGkjCUB8w60qI8W4A1Hi4RWIIQQFORUze4K39tWehFet6QNw9Ny/R8KtxwtjgOu+xi4C6dwyfjj+KOrV+FPrl+N27dfjI+//jK8abUELjtd4mhZY3gy03XmziZOAjDsnl/DWhxD3BJ7OHZYYm8td0uH5ggesSgML89cOlQgIuzI/tgUzTssZv2yNoynlMLAuXnH//IUE1pJzb2MVrdkvpa+rcDkaeaKOOiJB6HqRmEZIzWGnFirozW3MHxa1sBxwGW9MTw8U/nQ6WgVtXdImQK5MKPF3lONzmjpusEGWAeZ0FJUnZXgZIfQWnlN/uJfS+kwILHSaHHp0OoKH+0xS4fVCXNVN5DIqljSViHLOfIi+/MljpaEIFdHzyYlBUNkx6AtlBe90c4lgBTD+tAEbt9+MT7/zlfh/o9cg12ffh2O/n83438+fgP++47r0S5qlbOpXZeUCq1sdaVDAPiDLSsgBfgZ5h9e4lqn+MePjWI0IeNd21agMypholLOyhHuT8qqvSob0cVAaqwp3ctZe4cGrzrM6QiJ/MyNqS2hVS6fWAeWoAtLAratZv0t95yawERKQY9gmiCOzvBdUcpoeQdT/Gg5GcOWo1XmJLZ2KTu51u1queVoAcCaN2E8tBIfDfwMb964pOApTs+xfFiRoyXFTKGVqLMRq7XisOsSAEzQvCSuAQZZh/iQWEHoNBBdVSFCLW3voCQRqbT9XBayIdqOWwHRbgBcSS8ti/Wmi/DikOM9YGa0ziQsoWX+3Qa3d5hM59AlmY6W1QqkqHxoObHW+xhyEsil63S05lI6ZF3W37G5D/tOX8Dp8QqrWxPnWDYr0lXS3sEq+ZbLaDV61aF1oYhKQr6PljVM2XKvhACbCQmwcmIttK9g7q8TW2gtZg13qxTmVulPDFQ4dY8cBWJLoIpF+xhgi37qKR1qAfb5anPmrDiuYouHkChgzZI4Nixrn/kGs+sSNjPR2cndunmYxdECgM6ohFtetQwP7h9Asng1MM8zV2tgd9ky+1z5wZ4zWBwP4sa1PeiMiJUzWlbYP9TOhJYlViPdQHocXRFh5nxXA8iquim0hIY2LA2aGa1spc7wttAaasg2nY7WxmXtCIk8fvPiMDTdQCcSrNzsWNkflgREJAEJmYRW67F6W6kyRqZlRB1d4Z2sWcJOXGVt6mpwy9ECoIPH19U343L+FSwaeabguYBqXuSKMg+hGFtJmU3WKbTGCoVWSlZxKrSO3b1MDzUlo8Vp5sWpoL1DDICBKMfERqqodGioWWQh2kKwAEFkF/0KjtZa8z1w2LkowiwdphDG0vYQElbpsMZO37Mxlc6hU7SEljkLs2jloeXE2t3hzYt57Y7W3EqHmZyKsCTgbZuWgeOAh5+rcKJNnDfLhnzF9g7OjBZvd4ZvbG826z0SDQbyneHLdURf91b2tda8SbleWpbQipmOVpXvF2uEjlgunwUwR8vZP8tCkAra2FSNkoJqCa1QUaB9Uf/sTUtnWm1tTcBwulo1OFoA6xSfUjQ8VM45XfsW9tW8+WsU56eyeOzoCH5/Sx9EgUdnVJpBaOVLoclskaMFAytCWVcdLU03oKjMfWpkZ3g5pyMUYDcmZasWmpoXzdOsdHh2Io1PP3iw7n2wHS3Tndu0ogOPmCubO/TJgnyWxaKohOkcCa3WY4ofQ82W7aFlsTgWRFdUqj8QP1vD0jmw78wFfCv5amSDXcBT/1LwnC20ihytSBsTWrnUZH0bHT/OwqzmHX9a0TAQ3cCeG9hrN5p0M6PFWa6Rs1WDeWGMmEH34pOAbjpaZYUWULY7vEU8JGJVV6QwEG9ekFMI4oq+DkyrVkarcULLWhHbHjDFT/sKoK2vJKdlOVp2adO8mNcehp9j6VBhw6CXdYRx9eouPPTcQPmmgcnzrKwGOEqHxRmtciN46t61sqQs9ywoIBgw79CtOaBOobX2zcCHHwOWbqptAx0r2A2IUyCmRtmMx1AHy2hV+X6xhJIklOkIr+tsVJBj9I5NIFhn6TCJnMA+X23FKwc7V7MWCjMJ39kcLaBQaGUm2fGo8qb0ir52XL68HffuOl36HosvZU2dG1S6svjx/gHoBvCHW9lCh0URqXJGy7GKMikXZrQAYLmUdjUMb42TshuWNrK9g1k6LHsz7Yw1mMf/p88P4b7dZ+o2KzIK23fr3H1V/yIkrNXJRXMOLbqiEopbC7YCElrW3ZYqY7SoK7wTjuPmFoifrWHpHPjJgUFwYgj8tg8CJx4raGAaUFlTt2JHKxhlQkvL1NmyYuxloPsS+9uUrGIsehlzQwb35sPwLpYOBcvRKhjBw1ynKNjrLna0dCWLLKTypUOAuRUVHC0AWL+0rWzpUBdjuKQnhulc40uH1iq49oB5QpYiwNJXlQot09EaLRFatZYOzT5a1Zbojj8C3PtO+4KbkjX7+L7jyuU4NZ7Gc2fLCHqrKzxQ4mg5XSZ7t+z2Dg12tBytJIJisaPlaNTJccDyLbOPyCqmfQU7ns73VXKEXRh43sxoVfd+UU1Hq+yKw8lTrATZs7b0ObOPVj2d4WXOElpFTv+i1SyWkJihNKRmKztaHStZ6dhyxwHmAFXpZgHsvPy+q1fh2HCiYCwLACbe40uBqcYJLV038IM9Z3H1RYuwupu9NzqjEiYzufITCxyrKEsyWgCWiUlX2ztY59+QKBROPZgj+fYOfPmbaatsyAl26dC6QbUajdazTSC/0MrKaQFAWCkcv2PRFQsiQY6WBzBPApzpaBX30HKydkkbjg0n6hsBosmuOFo5TccvDp7H69f1QrrktezBwb328/nSYdEqJVOQ6PUILcMwe2jlmxCmFBXBUITNGxvYa991uOlo8VaAuIyjJWlpcFxpewctl4EMsWC0SwEVusNbrF/ahlPj6XwmxLwgL+lZzIKhhimmG9jewRooHeNNR0uMAkuvYBcoOd/OISQKiIcCdpuSOZUOYdgrAGfl1FNMbOXYscjkVFsgvXHjEgQDfPlQvDXnEHA0LDVLh7IGngOCjiySWyN4bKEVDCAUEJDTDGjZCo0668Fq8eAsH6bG8nfgYu2OVtnSoT16p7yjJdZZOsxaQqu4dNi5mn2dOFn592dytASR/Y1iR6uKfJaTW65YhrZQAN8tF4pvWw5MN647+TMnx3FmIo1bt+UXGyyKiDAMYCpTptxuCi0t2I60oiEWNI+hKQoW89PI5nTXbkizprBq9AierMraO1RsWGoJre7LmNAyDPsG9eyF+oRWxg7Ds/f+lSs77ZsvMTteVmgtikqYpoyWBwjkM1rD09mKjhbAMjrZnF453DsTLjlaO4+PYSKl4G2blrOSBsfbK/8AQNDMN3VR6dAWXuWGus5Gaox1cO7OC620zBo+om8bMPQcgrwOjnM3o8XbGa2iodIAOCWJqBQoCcMbuSxkiAiJFd76/4e9Nw+T4zyve3+1dPU++wwwmAFAACQAgisoipRoLpC1mJRiWZIlW7LjOPaT+Ikj3zi+eaLEubk3ieM4iX3tOI6T6yW24y2WZUe2FkuUREkgRUqkSFEESWzEQqyDAWafXmu/f3xV1VXd1d3VPT0UlAfvPyBnq+ruqq/Od855z1uYEmxDGzbHN8Sf8OVDvYyDxK4tE2LHiN91ODi+2h8oHSTDazkBtHDh6quRn50qphvSYblfRssHPfE77Vcvr/GVEyEw6o9RMcS15kuHIOTWdx7YwmeOzEUXeUsX8kLBA1pN8Q4Vb6C0FGKP/KHSgwZa/jWSTwtGC8CqeZ9vL1EO7cpPh18LGeIr1xpeLzXTg0fLB1oxrJoPtCb3tX5PzaC5/QWW1iSx+WyRDsd8oNXBp9WJ0QKv8zCUpVVf64nRAmF6/tC923n81SsNf6JfwzMDZbQ+/vxFhjIqj4aajvycuFivlScdVmRxHeX9LloPZE8gNrqbxWr562/a92jZzoZn/5m2g+24It5Ba+PR8oHW1jvArFBeX+Gc99y82CejFTbDg7hfb9s2hCI5SLXleOmwoFEy3O/4vMMbQMtbBGq1CnXT6cho3TrtPWR71ZhdN9kInj7q0y/NMZxN8cjeSfFQmLotyLKCsHTYBLS0Ig4SUj9AK+g4FEDLdV3xYEwrMHMvmFWka8fbpwZ/4u/Ac7/T+3GbSrXbM1roZbKa0pKj5XbqOgTBaFn1tgA06Dz0gFa1vEbFzbBveoh0SqGOB6YHGO+wVhOLsDD4S+I6mr5LfDOm8zDi0UoP48pND8hu1dQB2Fy/89RZ/p9PHW18wX+vPEarGpIOAT5wzwwrVZOnXgvNgwuiHZo9WgJU1gw7Eu0AYY/WYBfNciAdKgGDZtZ8j1a+3a8lr1hGa6HxYFAzPTBaHczw146L2Ypx8ROK5jFavedoVdwMsiTen0gNzQrpr5MhvlsT0PgeWD7T8Hn1wWgB/Oj9OzBtl0883xSjMTQjPEIDeNCuVg0ePzrP+w/ORDyeozlxv8Qa4r2RQiVJXEeBRys7CpLMsCvunc3yaYWlQ02VxaNog/ePLz9mUoLR0i0nmt0HUaAFnH/9teAj2Kh0GH7vv++2rTywTUFynVgz/Hhew3Jp7Up9g+sG0PIWgbWSkAqaU+HDdfNUAVkKsRlJy7EAd+DSYc2w+cLReR67fSuaL7HMvgkuvxgsXO3M8MgydSmLajYliScp31PhebTqpoPjeuGSPsu1eqE9rXzqCXj+d3s/blN18mhhlMlrSmyOVh2tsxke2hritw5lGMtrHL0sroH1tRWqpNm3tUhGlTFRcJE2hdHK+uGskiS8J7mJWJ/W1UA6vNZfInOTjNdcpboZXbgCRssDWiHpEOChWyYZz2vRzrBwhha0gLuKYUfCSqEhHQ46sLQa6ToU14UVSIcDAFqZIUgPN9LhXVewjYF02AvQ8u5rOYbRWjgR33EIoKZRsTGt1geO67p85dsn4wGsUaHsphnKpiLsIiDA8ciOjTNaVr0h7/Xo0fJr92SBh26Z4H8+dyE6v3V4u/j7AxgD89ffvoxhOfxwSDaERgJ5LFiqr4KSpmyJeyqQDmUFsmMU7c0dLN1shgc2LB+GAU/QXd482qcJaF25KOTlgztGuLTS3ybUB43hTdxH33Yzf/zhPeJ/4jxaXpbWUnlzIzS61Q2g5S0CitM+Fd6vTEph92SB470yWv5Dd8DS4RPHr1I1bN57d2gExeybQV8LWKeA0YrZ5epKgZTZRwfI0ikBGr2desO4rDQWyfqqaP1tBlq2KZiPxddax2/0WKrTidEqkdPU2GR4nU6MVud0eEmShCE+xGiV3awAWikFkHDVzGA9Wh7QSrt1IRuKExGsVhPQGs6mKPnzK8M+oF6qC6NV0e3A1wQ0soI86bBm2BEPXEqR+f67tvGl41dZ9+fi+WnRxXjpcLmiRwIyoWGGb9k9b7DKocwuX1K2/dfUa2ZWuxrZ3ggtNSqC8WxmtBKwLm1ztGxT3FNxRngIPlM3ZgNw8thLPPLX9/PSs0+0/k1bp+SkW/1Zfo3tbs9o2ZbIIuvEaDVHPNTX+mK0QMw/nPOiF4IanhH/Nsdr9Fiu6/Lx5y9y5+xwwGr75UuHsYxWbdXrOPTk//A1nZ8k5w+W3iTpMNyppykDBlqq0ugub97QVpfFWuzJy6tXzzOSS3HfrjEur9T6YqX9vK6WTXKQSRfj0fLS4Zc2ORS2W90AWt4ioCEW+LhU+HDt29pH56H/wBowo/XpI3NsGUpz/65GGi4zYvag79NSrYp4WMitwMJQC6Ttfhit04Ly9/5mJFzSXyRrq/Gtv7VQ99nJz/d+7FCpjscCxHi0/DE8zYyWZNXQEzFaHQzx20RThGk76NV1dDnLRCEd/E1HSZ70naRWayaSBJpTi4LK6btg4XjE3xPJyilfi118ulYXoFXWLUzbDXbLLdKhYQeBsX697+AMhuXweX8kT3igNESkQ9czzu7fGn2gqcomMVp6I4XeZ7QcfYCMFkSztPyh5T6oD3U+dyv/tafkpqV7+az4vOKM8F2OoS9fRJFc7Ksnot/wGMo1W2vtOPRrdBcsn4sHiT5L11E69CMezohB2/p6X4wWwNv3TzE9nIma4oc8oLXBiIeXL61xYr7ED795e8v3xnK+RyvODL8GmeFg8xPJaMxPkPbmHW4Wo9WcPQVsOOLBBzzplExGbdP0VF2C3FjAWBvLFzkwPcT20RyG7TRY9x6qZtpoqhxsuIKqLIp/YzaV+7cW+ZH9GttGBm/b6aVuAC1vAUojbpJ2OVp+3bq1yMXlWm+a7yYwWmtVk8Mnr/H9d26LXngTe4VM6HUeKnal7YBWK1Uk41R6ZwiWTjUWSJoYrfQQIEF9Nd6jVR8g0IrzaHnjQtDL5NIqlWagZevCo9Wp6xDaSocgOg8Ny+HsQgW7VgpYNJ8NcZTMQD1aq1WD4WwKyao1Xh8IoOVYwdgVIJqVU1kQI156rS7Soc8SBh2dITO847gCaDWF/t41O8zuiXxDPixdESxW1mvRDsU7zK3VWama3D7TNAh9k7oOy4aFpsqkFDnwaDn1kmgsCV9bG6nh7Q3psPnB4B8jwTVjWm3M8IERvg2j5a09kt0KtKy6x3qXmjYXPtCytA6M1i7BoNdigo+Dda/DmlrYIu6fxVOBn6lfRktVZH7kvh187dQiry96lonhWfHvBg3xH3/+ItmUwnubB1gjzPhpVW7j0RKeM/95UWxitNT6ErK0iR6tQOaTN0U6zGh+MHXT36wuifBnNY2bm0Auz3PbtiF2jAlGvh9DfN20ycRNRPAZrRiP1vRwlnfdlGJ6eED3cZ91A2h5u600RttU+HD5u+yeQtf8xW2AjNbnX72CabtR2RBELs/MPYEhXrWqrUZ4/7S0IkWqlJvltU5lm7ByLtJx6MtIOU0Vx88MB4xWy07HZ7Sm74IL34iO3+ixUm5MYKksR8bw1Jpem2zrnXO0MiPiod+F0QLRfSebZZSskJd8RsuWtYF7tEayKSHNaaFxQ74hPpQQn1YVbMfFtkwx3mQTpENfags2Gz6jZVQCr0auCchKksT7Ds7w7NllLq/WvAytreLzggi4e/WyeODeNhPdIKj+rMOBM1p2YPT2uw5dvSKuo14zs9rVyHYBSOproYHSvnTY6HzuVqbTJkfr2nFAiu84hMgEjOayPEAlV+OB1rKVag+0Rjt0HvrrXidGS5IaMw99sNYnowXww/dtR5Ul/tRntXIT4nreQMRDRbf49EuXec+d0xTbvA9tZxZ60qG/RjYzWlJlgdGctmnSVhgU+ZuIjWZp+Uy2H+8QPk5QPtAC9NxWptwlDmwbYrsPtPrwaTVbEiLHgsicw+utbgAtn9GSzI4dh371NfPQ8m6iAY7g+dRLc+yayHPHTAxbNftmuHoMjIoAWs1GeK/c9BBFaqxVexi3snJOsCiRDK1GsjYgFkqf0Wre6fiM1l0fEf6N002+kB4q5XjvazProBWERyutBKnffsm24cU7tAFastyIeGhTuyfyaKrMF47Ok3HrZHLi/fVpdEsZsEerZjKc08CsRuc6jt4kTNYhn1awa1335ak+gJZ/nbb1aDUiGIAGo2VWYhPd/Xrf3ULG+dRLl6MZWhDxaB29vIYsiUHu4WoElg4+R8s37wfXhVEZnGwIIWblUnTOITSk7wTXjM9oac1Aa+G48Eu1Y+C8z1SK+UxtXbALWm0x+g1DyKfLpsZwc7SDX37EQ5xPK5AOu6yrPtAKjavpt6aKGR69fSt/8a1Lgk2XZRjatiFG629euULFsPlwjGzo12hOY7Vd12FYOmxitKivMZmTNs2jFQZag/Jo6SGvVBBM3QK0FgPgs6JOMi0tc2B6mG0jGSSpv87DumXHb5ArC6KLU+lMknwn6wbQChgtk8kOGVp+zYxkKabV3kbxBIzWYKTD+bU6z76+xHvv2tbaCQTCp+XaMPeS8Gi1YbSkzBBFqRoftNeugo7DcIZWU4p3ZkQwWimFerN06DNae75XyAYnP5f82E2luTEeLRA+Lc+jFVkAXBfF0TvnaIEHtNozWqois39rka+evEZBqpMvigdDYKSWBstorVUNwWg1Ay1JEl09868EX/KBlrXexJr0Uj67ZMU8lB03eE8ruiX8Yf7D26gGcmLcgrhjPMe9O0f5qxcv45auNmRaCHm0DF6dW+fmqULL7lXpFO9QXoD//g64+M1eXql4HV5mFzQCUiWjNJiwUr+GvU611YsxQMtnm7r7VvxUfDVOOmzXcQiNtcdp/UwdD2hl9YXoNzxGa9FQO3i0bhL/xjFaVgJGCwTQWr3Q2NxsgNEC+LG37GStZvKZl73E+qHZDXm0/vz5i+yZzPOmnaNtf6Yto9UkHYaHpPv+yZ2bOO/Ql/Sy2gBCl36SAAAgAElEQVQ9Wlao69ALD401w3tA64ozwlZphd2TedKqwvRQhkt9AK2aYcdvkPtt+nkD6wbQCnm0kjBafY3iGTCj9dmX53BdWmVDv2Y9Q/zlF0RgaRtGS8kOU6TKeq2HmzzI0Ap7tEJmeGgwWnHSYTA0dhT2fp+Ieoh5oCeplGtgSVpDfvJLK4AuAksj3XG2gYTbedYhdE2HB+HTMm2XPDWGR8QC7P9NU04+UiVJrdZMRnIx0iEIwBtK1vYXU9v32/Tl0WovHYa7OMu63WCzAIwKVbN1dE643n/PDKeulbHX5xrRDpFjmhydW+P2ba1MbQC04ozXS6eFXP7xH+2ZvagadsDG+mZ4yagOltEKQks9oJUZbng2A49W92vGiMvRsnRhJu8EtLx1To7ZADhet2jebJLxTfH1ZbODRyuVFZ9jXDp8L4wWroilgQ0xWgD37Rpj75YCf+LLhxsILT11tcS3zq/w4TfviN/UeiUGSzdtWB0nCGAt1y1ymhL103qeotl0mZU4I/0AqtEhOEiPViNHK3YCiFkXbGhO+C/P6MOMSiVSXpf47Fiur3T4mtlGOqwsxvqzrqe6AbRCjFa3jkO/9m8d4sSVUvK0WX/BGRCj9ekjc9wxM8yeyTY77vyE2Gleer6jR0vNDaNJNuVKD52Hi6fE7iG062x4tLybIDMC9bX4eIfQ7C/2vVvMCjz/dPLjhyrt6FhyzGeWLoIhAkt1y2kwIN7nYMlafOCjX12kQ4Dbtg0h4ZCXdFKeR8v395hSeuDxDrGMFgigVVsJ5lumvdflNPuAeqkQ6GmusBRb1a1osGtIOmzXbPCeO6YpKhaqvhYrHZZrda6u6y3+LAgzWjEPCh8UVq7Bn//txEnrILxmPjAMGC2rMlhGKz8l3te1i143aAgA+xuwBOdsxSXDL54SDHY7IzwEoE6OYbRc71odtpuAlicdVsi0psKHa3RXG+kwIaPlz0z1R4dtkNHy5x++fGmNIxdXRedhaU50NfZYf/78RVRZ4v33zHT8udFcqpWVMkrgOq1zDv3y7s2ZVHnTPFo100aVJVRF3px4hziPVs27jnLjuK7LK+vefeTNPNw+mutPOjTtwJ4Rqepif93Vb2DdAFqygi2ppCWjY4ZWuPZPFynpljD1Jik7QfdNwjq7UOblS2ux3S+Rmn0zXHrBkw7juw41b7B0bT2mY6hdLZ2O+LMgZgBwtot0qGbF4rvrEfHfJx9Pfvzw+aMLP1TLNxqMFoRYGG/ht+N+J1yFLYJ16LAwH9g2RA69cTwabIgppQYmHdqOy3rd82gZlVagFbTHC1bL37U65fbZMl2rwwiecLdtuRlohaTD5ngHv0ZyGt+/x2Pd8iHp0IsKWVwTD/fbt7VuDvyQTisu3dwHhQ/+HMy9CJ/9ucRp4MIMH/VoKWZlMON3/JJl8cBfvdgqdajJGa3YWYedZhz65Znh44CWvynIU2sM04ZGAK2baS8dgvBpxUqHCRmtMS9w8vK3xL8bZLRAxInkNUVEPQzPCF9pF5a6uXTL5pPfvsw7D2xhotAZLI7mNNZqZjQsNdRFWdKtqD8LgmtgOlVhsaw34lIGWHXTCcBQQzrc2HHCeVaxOVohc/rVdZ0zupdF52Xn7RjLcXVd73k8W9102jBaCzeA1ndD2XKaNGbHVPhw7d/qGeKT+rQC6XDjjNanj8whSfC37pru/IMz90LpCrJrtZUOM563qF7uAWgtnmrsQL2q6jaKLDUGAGd8M7wUz2j5O1YtB3veJmIeehyRYTsuGToxWqXgpgyytLyF3+3W/VnYInaiHdKk928dYkTxZw8Kicn3aBlSemDxDqW6ieviMVq1VukwAFpC0g0mBJQXBIPSBmR3rA7SYViKrehWVDo0q5GU9Xb13t3iHI+WmvxmcoqldfFwbw6FhFBgady14m9mDrwPDv08HPmf8NxvtT2HcJV1Kxj341/DijVgMzw0srSaE/tTfsZVEqDldx2GGK2F42IUzvjNbX6LgFWSHaMlzkUKsa9uOOLBA1oVOgSWgmC0yvNBYG1QSRmtzJC45+prApSlNr4hLWZSvP+eGT5zZI5y2mNOe5QPnzh2jeWKEZud1Vx+OnzE7+r7UT3psNjCaAlwMK2KzcWV1R7sBqWrsH6lMbqoTdVMm3Qz0BpYvIMcb4YPAa1jV9aYd70IF5/RGhMbi8REhVc1M8YM79jCD3bDo3X9l6NoiT1aAHu39Nh56D0EPnN0aUPDLV3X5dMvzXH/rrHuuSCzb278dxvpMFPwGK2kQKu2ImjaGEYrpykND0N2BGyDomJhOW6wCxd/o2mW2d5HxbDdq0fppUzbIYMZz06lPUYr3QS0zKRAq3M6PAgg8Uc/5jEIXuq+pshIEmKw9IAYLT8VfiQri+so1fTwH9kpZDevScGXB+Sqx5r0E0/QSToMebQqht1IhQcwysGC2zanDHjTmPgcHj/f9A0lxfJ6hV0T+dg2+o5dh0EosAYPfwz2/y34wv8FZw+3PQ+/qmEzvAeWVWvAHi0Q42p8j1aE0fKu4SRdh3ZM1+G14wJkddrIBRYJC7Pp4SyFAF51Za7xDU86rHWTDoPOw3PRrweWiQQbWH9NGQCb5deH3rQd3XJ4YdUD9D1GPHz8+QtsG87w0C3dH+Kx6fAhm0Q5jtHKDIOcYlIS91Bi4HH6y/Brt8Kv7Yd/twV+4yD80Q/AuWdaflQ37cCwPqh4h3oQ76DEe7TCQGtuPQS0BND1Ix56lQ9jzfDVZcC94dH6bijHY7S2JgRaxUyK7WPZ5MOlPUbrP331fN9zngCOzq1zdrHCD9zd2S8AwNbbGw/MdDyrIXlsR2LpcNEzXU9EgVZYegGCxXIIsSOO3ISeOTSovY+Kf3sML7Uclyx6PNDycrSyKXFOAQuTVMpIkA4PsGfIbRwP4Q3JqAo62sA8WqveDnlc815Dc/u+oooHXZN0KFcX+t/ldZAOwx6tCKOVGRHSYYd4B79SVeEf+6vTTrRZQU6xWq5yWwybBV26Dn1QqKaFTPf+3xLX6V/83VYAEPOaGh4tcd4puzq48Tt+DW8X+WG1lSaPVg/J8HZMjta1Y52N8BCAnXTMYGnZblyr1aUQ62NUsOUUJmpnRqtdxEOSwFK/xj35cIP+rHD54ZiXbC9fqQdG69JKladPL/Khe7e3JpHHVGw6fEg6rMR5tCQJ8hPBYOnLSZ4Na5fhk39f5KW951fhLT8N03eLRoJv/NeWH6+FfE2aIv4dVLxDWhUBv5JE1CLiZyPmJjh2ZZ2J8XGhqqw3pEOg587Dumm3dot3GL9zPdUNoAVksjkeuKnATRPJd7D7tw4lB1oeo2WQ4sxCHyNvvPrUS5dJKRKP3b61+w+r6UagZRtGy5cU9cpq/PebK+g4jAKtstGQXsTxBIAbksRrjdyE9SZGq7hFyJyv9Qa0TMshIxnYcbvldBGsOvmUeKAEQM9b+N1uUkbAaHU2xAd+lhDzkUnJA2a0BNgZUT1A0iwdgvg8moCWWttAy7P/niaSDj1GqzgNZrXRGJHq4OkpzePIGlfMLF84Oh982ZFVdL3O7XHZcDQ8WvFAy2e0PECQLsKH/6eQgD/+o1HvUagMy8GwnSCwVJElNMUlZdc2RzrEO/fwgyEAWt0ftEazGd6owMp5mOwCtDy2S5PMlgetYtdZdL21YPVK6GAVLEVcbx09Wu1CS5NKh9CQPfuRutvUcDaFIkvM62nBBPcQ8fAXLwj260P3zib6+ZGcuO4ihviQdFiqW42B0uHKT5Azl5EluNSN0bJN+MufEO/rD/0RvPnvwTt/AT70B3Db++Dc02K+ZKjqoU69QcY7aKqMLEtIkuTlJcYwWtlRjs2tc2B6SGSZee//ZCGNpso9h5bW46TDqj9l4QbQuu5LTmWYLfQmsdy6tcjZhXIyQ5+34OiuypmF+AW/W9mOy6ePzPHI3klGcgm9Xv7cwzYeLR+AWUmB1uIp4QUZ3Rn5crV5t+btSotuDKNVW2vdte57TBhhS/MkLdNxyGDgKDESqscwFSXBYDUzWlK3HXa+u3QIgD8PL2SazqQUaq42MI+W7/kYSXk75WbpEAQbsHwWHHtAQKu9dOib4TVF9uIdfKC1VUiHXboOASjNIxW3MDuaa4zkAUxUVOy2jJbcCWhZMVl143vgg78vGJ+//oexPsA4T9mwaiPhDtYMD42IB2iAeQh5tJIzWsGsw4WTgJuY0dKwolI+Amhdk8axXBlrLXQPGhUMWdxfHRmt3JgASC2MVkIGGRos+QClQ1mWGM2lWKqaXsRDMunQdlz+4oWLPHTLJLOjMRubmBpLIB0Wm6VDgNwEcnWRLUOZ7ozWE/8aLj4H7/0vLaoCux4Rkwfmo0PmI4zWgDxauulERuFkUkp0BE91SWSHWXBuqRoCWkKWlmWJ2dEsF5aSM1qu68bHOzRn0l2ndQNogdhx9chA7J8ewnHh9LUEDJW3294Io/XN15e5uq7z3iSyoV+7HsJFgqE2xnkPgLn1hF6zpVNi96pEF92KYUelIm+xLDiex8OMMlpfPFPjd58K5e7se0z8+1ry7kPLdj2g1cajBeQRC33QEeN9xrLWZeFPFwRY68po+YOHo0Cr7qZEl1PT7rKf8j1aw77xPi75e+IWcY2tXvC8Oy6avtRfKjyEpMPWe8IHJpPFtACw9XXxEM960qFpk1Kkhik/rkpXkIrTvP/gDM+cXuSaN2DWcGVSks1tMRlaEOo67CQdNkeo3PwOeMe/hmN/DU//WsuvtUw1AEYVv5t00IxWCGhtwKOlyFIAOlnwBkF36jiEgFXSaGW0Uk4dW82zxFB0c2GU0eUsiix1lIIBb7j0ABitAUqH4AeJ6qLjMyGj9bVTC8yt1TsmwTfXaC4OaK2BJONqhfh4BxDXQWWBmZEsl1c7AI/jn4Fv/Cbc91Nw+wdav7/rYfHv609Fvlw3ncB3OEgzfNgrFcto5cY5cUU8V26bGYJiA2iBkA97ydIybAfHpdWjVfH9YDcYreu/1EzPAZN+5+HxKwlAiuVLhypn+wRanz5ymZym8I5bewig3Pdunrv/txvpzc2VHsJBJm2vR70y7WrxdOtOiqiZGAgWy5wjpNUA6DiCATm2KvOJFy42fn7qgDAK9xDzEACt5lR4CIBPwQNawWBpj2WSkwwK7pIOD8QCrbQqU3X9ZPWNh5b6QKsge0Ai7uEfdB6eIZOSKVJDdswBMFpx8Q7ivZwspoUxXi8JmS6VF12HutV+jqRf3pzD9x2cwXFFJy1AzZYpphrsQMtpJZIOY373gX8Et38QvvxvGVt6IfKtSvNUA2BY9btJB8xoDYU2SXFAK9GsQycAnIBg65R0wyfVrkJ5gc3SUcrRkVJZrrkjyJXQ5sKoUJOyDGXUjmGdgDj+RhitkZ2CLfeHjA+ogsT2HkJL//z5i4zlNd5x65buP+xVVhOZUivN0mFmmLolrtnYTtz8JFSXmBnNtvfvLp8VjOy2e+Bdvxj/M4UpsY6efTLy5bDcNsgcrTDgyaTkWKB1zHs2HpgeFoxW+WqwIdo+mutpsHTd8CIlVFm8r8uvCxVk7kVACsJRr9e6AbSgL0Zr53ieTEpO5tOKMFq9S4eG5fC5V+Z514EtYnBz0pIk6tkOi4UsY2ijTLDO1fUuoMCxxQ0f00Je0W1y6VYzfNb2gJZ/E3rm0DU3z6lr5UaXjSSJ8NKzX21tEW9TpuOQlQzcuEXc6wLMuOJv1ZpytKREQGtLd0arjXRYD4DWxn1aqzWDYkZF9Q3LzTla0PDMLZ1CUxQmJM+E208qPEQGPDdXRbfIawrFjNoww2eGBAA0yl7KepdrtCyA1p7JAnfNDvPJF8UDsGpJjGfbP9AVqU+gJUlCbtl6BweO/WpjjBQhoBW6r0aVTQJaqUyj0SIMtCTJ2+wlmXXotnYcTu4NcsjaltJgtJqlQ82tI2tZFhkhXQ+N4TEq3TsO/RrdJcbohFlcSwekFgY8tlQNPvgHcP9Pdf/ZHmo8nxZhoEOz4kHfZQrFYlnnS8eu8oP3zHRmZWNKgLqwGV4ArZLubZbipMP8BBhldhYl5tfqrde2WYdP/DhIMvzQH7ZlB8u6hX3TQ3Dh2ci6EwZFvq9vwx4t02lE+SBAZsSHWxFA69xilbymiCDwoW2AG2xet49lWa9biefs+p2Oh07+AvzHnfAbd8Pvfi8c+TOxSe92/X+H6wbQgr4YLUWW2Lcl2Sgex6hhuxIZTWOhpPc2WxB46rUF1mpmsm7DHsvOTTAhrXF1vQsoWL0gpKQYRkt01LSa4TMe0Ap8bDXR3bjmClbm8MkQkNn3mPgMErTjQ4PRcjswWlkE0Ko05Wgp2qAYLQ80p6Jm+IrjLagD8GmtVUPjdyBeOsxPiPd86TSaKjPOWuPr/ZSsgKS0NcPn0io5zRvYra8LYKvlAumwoz/LqArA7aXCv+/gDMeurPPihRVqtsxIpgPQShTv0OahruXgw3+KI6vwZx8JQL/fRRkGh8XNkg5BGOLVTLAZCEpNJ0uGd5xohta1E92N8ACKiivJaJKFaUXfP80VzPCaMk5WDw2WNspU3HT7gdLhGtsl5PK1EFNt1cVrTRoxcuC9YjD2ACvCaOEGoZnhsmyHc4sVvnryGv/+cyewHDdRdlZzjeRSrdJhRmRoAa05WhDco7vzNSzHbd3wPv7PYP5l+MDvCEDRph799af4QmWvWHMuPd84hVBgqSQJSX/DHi0rmXS4UjUYzWuCDR3yArY9+dDvPEwqH/qqyNTqEdHk9QP/DT7ycfjJL8Lf/+qGXs8bUTeAFvTFaAHs21rkeIJRPPV6DR2NN90k6M1e5cNPHZljNJfiwVsGr0NLhSkmpDWulbos8v48vfE46dCOMm2yAulh0lYp+D4QmEPXyFNIqzx5MrR73vGA8IwlHDItcrR03LhwQ49h0qxK9Pge0FITAa3u8w4xSiLVOzQ1PpNSqNo+0BoEo2UyktWCuXOxD39JEkzj4ik0VWbCy+WJGK57LUVrmwxfSKvk06qXDF8Sn1sqD46Joeud/Txlz2ztzTn8/ru2ocgSv/Q3xzFRGO7Q5yFJEoostQRuAuJcFa3zQ31kB0dv+2dC4vrkT4HjBLlg4XMekqOJ/wOtsd3iodN8nmo2cTJ8kApfXxPZUN2M8F45siY8WqFkcMu/j9QcldQ4eWulMRHBqFByu4SV+uV3HoblQ0sf2HzXfmssr7FaNbEL3oO+yRD/sb88wv7/+3EO/b+H+Yk/eJ7/9eIl3n3HVm6e6j3ao2WwdE2EM/sNJG09WsB2TdzfkSytIx+Hb/0PMe1g7/e1Pa7rulxerfGMtV8wXyGfVq0pEiGtyBvP0TKdyN+MjFpzXQ9ojQmg5TduNQEtv8kgqXwo/r5LrjYHOx+Egz8qNuc77of8+IZezxtRN4AW9MVogYh4WK4YLJQ7P1Dr9RoGKvfv8oFWcvmwolt86dg8775juvN8vj4rNbyFCdaYX+vy+n25pYnRcl2XimEF7fFBZYfRTPHADzxaHotQlYt8/13TPHN6sbG7UjVhXH7tC13TjgEsy0ST7Mb4knB5D0jZqJDTFDGTDwLGQE0n8IwUpsT5dmIZjNb08LQqU3G8B9MAsrRWqoZgtHygFScdQhDxIICWz2htoBNH0WKlQ38AcyGtCpBSXxdAy3sfrHq5S7SDB149CW2ikObhWyZ44fyKyGtKdd60KJLU3gyfYJbo2sjt8Oh/EI0Xh38p1qMVAK1Bdx0CvOPfwA//SfC/huWIh42abBC5abuNdWDhpPi3mxHeK0dJo2FhhBitqmmTxUDSstTTEyiEJiIYFdbtdOdoB798j1jYEG/Vv+NAa7zgJbZrnmTbZIh/4vg17pgd5lc+eCd/+Q/eyrf+5Tv4rz9yT1/HGs1pQRwLEEiHAdCKlQ79MTxiUxp0Hl47LsZI7XwQ3vYvOx63bjq4LszVNZGpFQJaddMmE1qbNVUeSLxDC6NlNMA5ti4YrYoRBLkG/sQgHb630NKaaTNKCcWuezEp3111A2hB34zW/ulko3j0eg2DFAd3jJBSpJ46D7907Cp109kU2RBALW5hQlrvLh0unRLeq1x091AzbVyXqEcLIDOCagig1ZAOBaOVKY7xtn1TVAybF86HBtnue7cYTzL3YtfzdjpJab4sY5QF0PKOb3vAJzGjBeJ82pVebnkYZ1IKpYDR2rgZfq1qCunG6MBogWC01i+j2bUG0MptYKenpNoyWnlNMFpV3Q55tDwAaFSimWrN5Us3xUYn7PvvEQunpKTQpM4PAUWW2ozgMZJ5gUDkDx38MXjqVxi78AUg2nVYlDdTOpyBLbcF//t7T7/O9/36U6KpIzGj5bFh146Jf6c6DJMOl6KRxoh4tGqGTRoDKZXFzHrA3GdyjQprtpaM0SpuEz6w65DRAlhUvNcWYrQMy2G5YvDI3kk+dO927r1pjPFCurvxv8OxIoxWk3QYz2gJlWI8nA6vl+ETf0dsGD/4exHGPK58Vna5YsDuR4R0qJdxXBfdciKDmAchHQqPVghoaUpjjQ+lwq9UTUa9fDGyo+L68IDucDbFcDaVWDqsmzYzkidrj/Qu636n6wbQgg0xWgAnuxjiDV0wWluHMuwcz/cEtD59ZI5twxnu3Tna8/klKakwRU7SWV3rkg6/eEqwWU2LUJzHBYDsCKohHvgNM7wAWsWRCR64eYKUIvHkayH58JZ3CG9QAvnQ1n1zeHtGC71ETlMDRsvSaziuRDoRo+Wnw3cAWka5JT08oyqUBwi0VmueR8v0/WBtQKI3fzK1dpZx1qmpw8mBR1yp6bYerXxaJa8pGLaDq681ug4B12MR25aflVZshO6+89YtFNIq6XQanM7+RVWW4odKW3oiRgsQ1/B7fhUm97P/7B8CUTN83stf2xTpsKm++foSVcPGURJ6tGy3kQp/7bh434fbe3fC5Spp0pIVedBWanXSkoWkZXF9qbl0VbDKRoVVS0tmhpdl0d3cwmhtfG7hRioAWoYqfIwhRmvRUyKmioM5x9Gcxno9lFPWJB22y9ECSOsrjOc1kZb+mZ8VVo0P/l7kPmlXPpu0XDVEzINjwYVn8aOtss2M1oZztKJyZMSjFQFaIenQ92mFPHLbx7JcXE7G+keA1vANoPXdWX0yWmN5jS1DaY53McRbRh3dTTFRTLN7Ip+483C5YvDUawt8/93bGrk5gy5vcTVWW02ikVo63caf5XdtNT1cMyPInlRYM0ILDzA2MUUhrXLvzrGoTys7CjsfSDSOx/WktNgOQjUtWsV9RstbiCyjjk6KTJLOzQTzDgXQirIemZRMyfL+foIHZ6dyHJfVquF5tGqA1P7B5XWDSktnmJTXqagbBOZKqn3XoefRArfh0QoxWtmO0uEVL3ercX5ZTeG///i93DQ1HHvMcMmyhB0nLdtmspl6fnmTE7L6NSSJSCSFHwuy2UDLdV2OXBL3iCUnC7k1wh6ta8fFKBY52TLuKlpL12G9KtYiWcsjeQ91tzzvnYvrMVoJO53HdkXHHdnGdcNoLfudh6GIh2slH2gN5hxH8wKQrlZNcb/aelQ6jGO0tLywP1QWmBnNsu/SX8Crfwlv+xeNbKwuFTBaZQO2v0VsOF5/Eh/7hMNFNWUQjFZzvENIOvTG71iZUUp1qwG0wMsya2Rp9RLxUDMcZiQPxN0AWvElSdKjkiSdlCTptCRJ//yNOGZP5TNafQx83r91qKt0aJk6ppSimFbZM1Xg/FIFK4FO/rlXrmA5Lu+9a1vP55W4vAgAu9RJIiuJB+REfLQD0Bo7kRlGqq+iKY2MFb28jO6qbB0XD9lD+yY5MV/iylroAbPvMSGJdJlP5xrid6S4kTSSJHaKlYUI0HKMGjqp7jlPkGzeYTvp0PL+/gYZrSOXVnFcz2dieEOO28kaY96suKXTTErrlNQN5sooWuzmo2LYFNIK+bRKFh3JdbyuQwE4ZasakeFaqnxVjF1qeh1v2T1OPpNNxGjZG5UO/SpMkTOXyaXkyEYmRx0TtfOQ5gHUpZVaIDWZUrLNnhWRDo8n9mcBoHoerdDao9fL3reyaCMCaBlr80FHbTVpvAM0Qkv9z+c6YrRE5+FsZLC0H5Q7NTQgoBUOLQ3NOSzVO3i0JMkLLV3krZkL/MjKf4Ob3wkP/pPEx/XXt4phU5fSMHsfvP4kusf8hkHRYDxaMfEOPnjzGK11WUT8+OATEMHZIUZxx1iOSyu1+OaWpqp5jJajZq/7zKy42nSgJUmSAvxX4DHgAPARSZJ6WB3egFLTgCso1x5r/3SR09fKLdk04XKMOq4s2lz3TBYwbTfRnKdPvzTHzVMFMcJgs8pLD5erC+27Jzt0HFaCESbNZvgRqK+SScmBfl9ZW2SdPDvGxUP50D4B8iKslp8S3yW81AkYrTYLuTfyIaepwTnaHtBqSReOK99I3lU6bDLDD8ijtV43+dmPv8S24QzvPzgjpMNO+V9aTuz0lk4zLq1TUjaYsN3GDF/xPFqFtEoR7xoOSYeyVe0yfudKxJ8VPabaNU1fkaX2OVpJpUO/8lOkHJ0pLfo689SosPkA4aWLjdFXppRsEHlghq8sCf9gwo5DwANa0WR4vVb1vpWnUBym5GYxVuaCMN6Km0nm0QLBaJmVxlgUS/+OAy0f/CyVW0NLr3qM1pahwZxjMIanYkTmHJZ1i5QiRXxNkcqPw9JpfvraL7DoDuO+/7cTs5SA8Ep6teLLh1deRjIEAbA50mGI0VIVDMsR96UHtFYQG9Aoo7VNWAc8Rnp2LIdhOwGz2Klqps02aRFnaHvyuJDrqN4IRus+4LTrumdd1zWAjwM/8AYcN3kFycy9Pxhv3TqEYTu8vtheDnQsHdd7COyZFA+kM11G96xUDJ4/v8x77pju25yZqDxGa8RZbZ/vtegBrTYZWhDj0cqMgFVnOGUHtLJeXmHNzbPda+3du6XA1oxZ1xcAACAASURBVKFM1Kc1thsm9nX3aXmynNzOsDy0DdavkNMatLZj1qm7GlktwWWvpISZvKN0WGn1aKVkdLzFpU+g5bou/+KTr3B5tcZvfOSgmG1p1tp3HPo1vgcWTzHOKmvKIKTDqEfLcVwR5eHlaBUlj/bPDAfSYcqudx0o3dZ3Iqe6MlpKO49WX4yWYC1ntSgjnaFO1d18gHAkBLR0KZ5BbC7T9pLhF46LLyQ1wgOSmiaNiRl6/8yA0cozmtO45o5gr19tYrQSSofNw6Wvg67DlCIznE150uEM1JaRvdFSC+t1kYzSZhJBrxVltEJzDuttxu/4lZ+ES89TNBf4qPGPWHZ7k6x9+wZ4gHL3I4DL6OqrABGANxDp0IrGO/jrad20BdCSFBZNcf+0SIe20QgtHRUbxySdh7rv0fou7DgE6CFmvO+aAUIpdlwC7m/+IUmSfgr4KYAtW7Zw+PDhTT2pcrkcHGPb5QvsBZ558iuYWm/T40slcdF+8svP8ZZt8W/nmFHDlVMcPnyYiikWuS8+dwT1Wvsb/Pl5C9eFQvkihw/Ptf25bhV+nXElORaPABOs8dkvP81ssRWE3PT6l9iJzFOvXsKVo8Dj+Xlxkx878m3WzzZ+d9vlBfYCRWuF85dlDh9eZmZxjnXyzB9/kaXTAjzuHbI4fGKeJ77y1WC0yO7sbcye+xTPPPE32Go8kJo/fYK3AidOvc6Zcuvru7nksnX5AiVrkaU1h8OHD7N9cR6bFCePvoo8f7zre3OvVKB27ihH2/zMg5VV5hdWOR36/qVzJnVXfK6vHXuZubX2f79dPXnR5LNHDX7wlhTlcy9z+BzcNneerAkvdDjfW+o5ts4/S5E6c1UleG3dXmdcHSzXcKpXORL6vZoXC3D10nlOlS8GjNbLr52jesnmLUAOnbmL5zh8OH7cyYMrl5hP7428Z37tX1xmuLLOcx3O1TR05q7Mc/hwtHnjzoV5FFvn211eZ/i9GF2+wl3AiHE18v4MV5You+lNX4OeOlpjJC2xqrssrFUZMVc6vnaApZUaaQVee+Yr7AW+fmYN41Lr78R95reVa2iSxbETJzlcE7NGz545zkPA2QuXOLf4KkMMk7l6lrPPPc09QIUMZ46L+6VbZavXuB84/vXPcfVsjXtXl6jpatv7542qrGRx4twljtdL3ArYKxc4fPgwL72mU0xJPP21p7r+jSS1UhfPgme//Srbcke4E/jWsbOcvmChuk7b62lfyWIaeGrqx/j2+Vv41JefZvdw8qTzF+YaQOvwN55naczlQTnD+PKLwN2cOv4qmUUxE7OyXqdquX1f25bjYjsuVy5d4PBh0dhy8YLYHH358Ne499wrTKgFnn5BDLc+c/wI1mXxWvJljTcDr3/y33L+ph9iviLery99/VtUz3feJB07Y/B+aZH52i2xa0en6mf9G3S9EUArjo5p2ZK6rvs7wO8A3Hvvve6hQ4c29aQOHz5McIwXL8Ap+J77DnZM340rw3L4N994HGlslkOH4neXx560kLOjwfH+1XNPQHGSQ4fuavt3v/hXr1BIz/F33/u2DeVnRV5nmzKfG2XCWmPHvjt4eG9M9tLCH8LoDh753ne2fOvoV08DJ3n7w29lejgkbb2yCKd+i9mCizs6waFD93L5OZ15ucB73vm24MfqE1d46k9epHjTndy/24sj2J2F3/8kD22tw+3viT3nr1cuwGW4/eC9TO9vwe2gvAiX/4Z9M6OcKq1z6NAhFl/7da6spHjLm+/h4I7R7u/NhV0UjEr8z7guPFlndvc+ZkPfn3vuAp85IXaze3ftYO8DHf5+TL12tcSffflpHrx5gl/5ifsa3qGL/xnSE53PN3MC5gQTaBZng59Ncg201LlJcOzI711dr8MTX+bOA3u5Z8coTz4vEqjvvPd7hBn/OchJdfYf2Muh+3e2/k2jAoerzO5/E7MPxZzP2l9A9bWO51p4/qtMTI1w6NDBpvMtgpvv+joj78XVSXj5X7GrYEZ+7/xL/57lapaHHn4kSKMfdFm2w8Uvf5HH7pjmky9eJlWcJLt+suv5/9qrTzOe19g7bEN6mAfe9YFYKSXuM7cuTnFl5Qw7d+3h0MMigV2vLsNFuOOug8xsuZ/jL45wm3SFmdtugW9D1U3zyAP3sXdLggBPS4dv/gy3bklz66FD8IpKYets79fegGv2+NdRFIlb738HnPh1xuQKdx06xB+de55Zu86hQw8N5Dh10+bnDj/O5Owu7hxbhlfgTd/zdgqrK0y4tfbH2ZWG8w8wtefvw395hq27D3DojjbyekzNPXcBXn4FgO0338ojd8/AuXuYWBQb9PvedDBYW//k/PNcXu3/NZfqJnzxi9x6y83BNbTwwkU49jIH33w/21Z/D6xptu3aC99+hXc+/ADbRvznwiFY+zy7Ln2OXR/5j+hKjp9/+nHyW3Zy6NDejsd9sfIS4xdLcOB+Zh8+1NM597X+DbjeCOnwEhBuE5gF+qdoNqO82XyBrt5DaarMzVOFYFJ5czmOi2IbyFpDitgzme8aWvr104vcv2tsU0JKWyo/yYS0xny7eYdLp2L9WWs1k9/92lke3jsZBVkQDJYeV6qBRytlrmNpUb/ZAzdPoMpNMQ+z9woze6fuQ8+j1XacjheQt4XlwLCPWUdHS+bRgs7p8PVVcO1I9xwI6bAeSIe9BZbWDJuP/umLFNIqv/bDd0U7TZNIh6FmhWWpN2a2pWKkw3D3VCGtUgh7tDzpMEeHZPgg2qHNQySBdCjLbQJLLb1v6XDKzx3zKu3UqLjpDUssnerUtTI10+bBm0V7f81NJepSNSyv6/DaceHP6sFWIKUyLWZ4WxfrUDpbZMyTDrX6YiAdVujBo6WmhbQTSIffeY8WCO/USsX0xvBA2hszdK1UH5gRHoTpPKcpQqZskg5jx+/4tfOt8PA/ZXZUsPeXE/h3w9UiHQIMz5AzhV+q1aNl02/VvcyIqHSoeN+zRdehF+0ATdIhwCMfE6PYnv890qrClmImkXSoVT2G/Luw4xDeGKD1PHCLJEm7JEnSgA8Dn34Djpu8/GBHPwOkx9q/tdh2uPRqzSSFiRoybe+ZKnTM0rq4XOXcUpXvuXnwI3fiSi56Y3jigJbjwNKZWH/Wbz95htWqyT97dF/r72UEABlTaoFHKmOVkDJRk/ZQJsU9O0c5HDbEy4oYOXHqi+3b/T3/k5xuAz6GxMN8wl2mZtqis8WuU3cTdh2CN+/wWnw3qt+mPBQNks2kFEwUXKSeI0N+4bNHOb1Q5j/98N2t2T4xKfQtFQLDy+5GgVZrjpbvx8tpzR6tIVCzuEjkJL19vENMhlb0mPGREuFSu43g6aWyY9jITErRDZbm1KiSQd/AA6lb+f6sgztGKaRVak4qETC3HJeU79HqxQgPyGqmJbDU1sVnmM7mGcqmWGAEza4ETSBVEibD+zV6UyO01Kr3/plsQo0XNG+w9AxIMtmaiLK5tq6zZUAZWn6N5rSmrkMR7xDbcdhUQ1mxgYmM4UlQftehLNEITC1OU7CWATfadahsrOvQ3zSnm5LhwctL9MbvrFZNMim5tTFm9l7Y873wjd8Eoyo6DxNkaeWqXvzQd2FYKbwBQMt1XQv4GeALwHHgE67rHt3s4/ZU/vDdfoHW9BBX1uqxk8gXyzqaZJEKhWTunsizUjWjKcKh+voZsePajNmGcaUUptgit0mHL80J9mg8Gu0wv1bn9595nffdvY3btsU81D1Ga1SuCqBj2xTcCmq+1aR9aN8kx66sR4HevsfEYnXh2dhzloOU93ZASwCgcUe8lzXTRrJ0dLTOXXHhKmwRDws9hq30gVaTOVPs9CQcNdPTCJ7PHJnjz755kZ9+ZA8P3RIj35rV7ozW8GyQJbW4YaDVCnrKeqPDNN/cdSjLOGqWHPX28Q7lLkBLTnXt/JU3OIIn+sdklhhhzGkCWnaFMtlg974ZdeTSKkMZlZvGcxQzKmVHFWCxy/gp03YYZ0WwAj0CLUltDSx1DZ8ZzqHIEpWU1zrvsVK6lE2+MQHReXg9MlpVA0fWYOZeRleOYDsui2V9oIxWcCy/61ArgJIK5oN2K0mSmBnJcqlnRstGU2SRTO+PABqaQXVNRilFPr+Ndh36cxIj8Q4+0DJ8oDXOcsVoZbP8evhjojP1W/+D2bFsonT4vAeOv1vN8G9Ijpbrup9zXXev67p7XNf9d2/EMXuqATBaACdigksXSzppTLR0Q+LaMyW6StqxWs+cXmKymOaWqc1PpgagMMU4a62T46HtjMNff+I1HAf+ybti2CwI5NhhKtRMm8WlRWTJJTPUOhbmEc8XFpEPd79NgIY28qHkMVpKO0bLk6dGLQG0qoaNbOvJ4x2gczq8P8rDH5bqld/h48jJQ3DPL1X4+U++wj07Rvi5d7bxKiSRDmVFdB4CC2wwEkTRROBiqPw28kJaJa3KDPuMVlocy1azCaXDdoyW2p3RUgYY74AApMNu1Fiv2jWqbnpTGa2XLq5x1/YRJEmimFGp2Mmy10zLYcY8J/6nR6CFoqFhRRktfzPgRYfU0x7IXxZm+VSm2FvX89huqC6K7L3rYAQPwFg+je24rNdNuOVdDJVOsXz1Io47uLBSv0ZyKZarZjDncLGsc3m1lvg4M6PZPhgti1xaYTSnidBSCNalaWmZdEjm2yjQ8hmtSLyD5gMtM5AOV6uG6JaOq51vhZsegmf+MzcNK8yv17vea8X6FWxkMerpu7BuJMOD57ORoLLY16/f6uVcxcmHC2UdDZN0prGzu3nSA1oxEQ+O4/LM6UW+Z8/45sY6hCs/SZ4aK2trrd+LydA6fa3EJ164yN9+y85gOGhLZQSjMkSFumEzf1V4nfIjrSzdgekhpoppDoeBVrog2pRPfi5WupNssRilMm3kNC0HmRGGTPE3q4aFbHvJ8KmEl32ndPj1OZBkKERBg/+3HSWdLOnbcvg//uzbyBL8xkcOtvfkGZVG+nqnGt+DLmVYtzf4AInJ0WpkpqlIksSoqqPLWQHwAEvJku0oHV4RDEemTcZXongHuQ3Q6mEEj1eu63LVGWLIWo58PWVXKZMNdu+Drpph89rVEndvF+/DUCZFyfZ8UN2AluMyY5wX/9NLWCmIHC0pmqNF08xQK+dd88tncJDQsj3OewwiHs6Kz+Q6YLT8+IaligG3iIYe/cSXAJgcsHQYMFrenMPff/p1TNvhI/cna7KaHc1yOeH8P7+qhk0upURnLXpAa6u03CQdKhtktFqBls9oWVXPt+oxWmP5Dt6+h/8plOd5qPw4rtvdlzZsXGVJHu869/F6rRtAC8SDIjvaN6M1VUwzmkvFM1plAw2LTKbxkNw2kiWtypyNyd46ebXEUsV4w/xZQAAorPUY5mbxlKDAQyzELz9+kpym8jPf25oUH5SiglakiDD9Li4KsDIy2iqLSZLEI3sn+dprC9HE/L2PCr/HwsmW35EtMdZIVTqwU0PbKOie18SwkW0DgxRa0gaDTunw65cFyGq68X1Gy5aTza775cdP8PKlNX7lQ3cxO9oBSCWRDgHe9Hd5YvTDG2djOpjh/bmAo0qdutw4J1POdWe0ilvbG7gVDVwHnPbnrki0AVpmz0nuNdNmwR3xvCz+37FQbJGjpW+SdHh0bg3bcblrVgCtYkZlPeE0AdN2mDbOimaRfI9rRJAMH3r//M2Ad20F8w5XzqFL2eSp8H6NeUDLv2evC0YrlA6/9U50bZTU618GBpcK79doriEdWtoQf/SN87z7jmn2TCZTJ2ZGsqzXLdHdl7CqhkVWUxgvhKVDH2ittEqHG/JoeWb4GOnQrTTmHK5WzfaMFohQ1e33c+Ds75PC6hrgPWpdZUmZ6vu8v9N1A2j5lRvvG2hJksS+rUWOx4ziWQwYrYZ0qMgSuybysYzWM6cFq/aGAi0vtFSqLrQ+xJZOCX+W93B84dwyXzx2lX/wyO5gAWtbmWEKrgBaK0uCWRqfiL9ZDu2bYr1uceRSyC+z91Hx72ut8qFi1aiT6tx+X5wmGwAtC8XRseR0cqawk3S4frlFNoTGTs9S0l0fml85cZX//vTr/Phbd/J9t3UYHmtbAvQkAVo3v4MntvzExjvmFK2tGd73YA1JNapSg/Ew5Aw56uTaebRK8y0MYPSYHmjtIB+qsowVO+uwd+mwrFssMEzWWG54o0y/2y5NfZOkQz8R/s7tgvUtZlKsm9571sXXZ9kuW+rnepcNAZQ0GQzM0OuSzDoOUgCIUoUJLGSwDWpSD+N3/PIZrWte7tZ1wGj569RS2QBZZnnsICNXvoaCPXDpcCyvUdIt3NoKF6rCn/XRQx02pE0144V49iIfVg2bfFoV0qHPaBW2YCOzTV6OsOSaKmPabqKxN3EVJx36nle3ZaB0h2tHkuDhj5GuzPEB5WtdOw/HrausaN0HbF+vdQNo+ZWf6BtogZh5eHK+1HIBL69XUCQXqWlnt2cyvvPwmdOL7J7Ih7JH3oDyxvCMuqssVZp8RYunA3+W67r8h8+fYKqY5icf3NX972ZHyDtl6qZDaVUALa0QP6fqwZsnkCWi3YfDMzB9d6xPS3Z0anQBTUPbyNSEL6hq2KiuIZimpJUZEXJWHKO1djloF4/8iicditl17YHWlbUa/+QTRzgwPcTPv7vLQ9OLskgkHTKY9OdY6dDzaPmMVlGqU5Ua16kuZ8hJeuvcS786pcKDeK+ho3yoyFK8X7wPM3xVt1l0h1Fcq9GOr3ujZ8huGqN15NIa24YzQWfpUFZl1R9E3sXXZ9g2k7Wz/QEtj/GzrQaAlq0ahqQFG6mRQjboWK32Mn7Hr8yQ2LQunPCO+Z1ntMYLIUYLWB67l7S5zt3SaSYHDLRGPVBnV1d4dVni7funOLAtuV9yxlv3e4l4qOo22ZTCuGf6tx0XZIU1eZQZOeo/9E3s/bJajXiH6FBpAMkbKG1nx1mtmYx1YrQAbn477raDfFT9FJeX4uORAHBsJpxF1m4Arf8NagOMFsCt00Vqpt2CzFdLHphqegjsmcxzYbkakXhM2+G515ffWDYLAkZrQlrn6lpooTdrsHYx8Gc9cfwaL5xf4R+/Y2/7h2m4MiNkbcHylVYXg6/F1XAuxT07mmIeAPa9Gy5+E8rRrytWDYMuN/LQNlK1RVQsKnUL1TGEST1pyXIj4iFcris8WkNxQMtjtOT2I1Vsx+VnP/4SuuXwmz9ysLs53wdaSRgtBjM4Nk46rOgWOU0J8r2KUpWS2zinuiTM8G271Erz7TO0/GNCR0ZLkaV4RquPHK2KYbHgetejD6b90TPu5sU7HLm4yl3bG/dBMZNizfCW4i6+vq32VdJOtXd/FgQdqW7oupTtOqbUYJ1GcxpXPaBVdnuMdgj+yK7rktFa9jaRK6N3YaPwWPrl9vMH+yyfxbGqqyxYOT7ayV4RU30xWqZFPq0yltdwXYJRaivyGNvkqP/Qt030D7S8eIeQdOhvLuW6OFZZHsJ16SwdAkgS0sMfY4d0jekLn23/c6UrKDiU0jeA1nd/5cY2zGhBa+dhqez5sJoZrakCjgtfPdEAEC9dXKVq2HzPza2deZta3gDliebOw6UzgAsTN2PZDr/8+Al2T+T5oXsTtthmG0Crvr4UfK1dHdo3ySuX11gIDxnd96g4h1NfiPysYutiPlynGtqGhMsUq9T0GjIOTq877MJUK6NVXxUSUwegZXQYEvwbXz7FN19f5hffdzu7k3g3vId/T0BrUNJhqBGhYliRmZZ5t0qJBqNVl9LkpXq8nKuXwSh1YbS8v90h4iF2qLTretJhb59tRbdjgJbPaKU3xQy/UjG4sFxtAloqZcc3w7dntGzHZb/kGeG33tH7wYOZro1jqHYNM7T5GM2lgvek5KZ7Z7RA+LRWznkH+M4zWmlVoZBWhRkesFIFzmQO8Ih8ZODHGstpKNhknCrDoxPcs6O3maMT+TSaKvcU8VDVbbKaErBpPqBcksaYoglo+YxWn9e2f080Z3PJEqge0Fp2RRd+V2sJwL7HOJ/azdsX/ri9N3NVTPCrZJOn5V9vdQNo+ZXzpMO4cMoEtXdLEUmixadVqsQDrUf2TnLzVIGf/tNv8R8+fwLTdnj61CKSBG/d/QYzWqkMTnqICWmNq6Uw0PKiHcZv4X+9eIlT18p87NF9qEnN5JkR0pY3Qd4p46AIY32bemSvYNa+dirEXm29UwCaJvlQcerodFnEi43OG6MuFi5H6XGHHZcOH4SVxni0vIXMJJ7R+saZJf7LV07xg/fM8oF7EgJWH7AllQ4HAbR8Y3kI9JR1m3zI6J5zq6w5DaBVI01OagMU/PewE9DqxGhdeBa+8ouosoTdfI86NuD2LB1WDItFPwbDZ0yNhnTo794HWb4H8c7ZRs5ZMZNCd73X3sGjZdoOt0oXRBjuBqRDJ9SkIXyLIUYrrwVAq+yke/dogefT8j6j64DRAqIdecCzypu4xTkL61cGepzRvMYQYs2/Z99NPf++LIssrZ6kQ0Pcl+N5sR766fDXpDGm3Ch5sFGg1fBoNZ4BkiSRTSmk9BVQ0iybYsM00smj1fhlvj7zE8w6l+HoX8X/jBelU8u2bmy/W+oG0PIrNy4eKvWYiIMEldUUdo3nI4yW67pUKp7s07TbHslpfOZnHuTDb97Bbz15hg/+1jf4wtF57pwZZjjJBTrgkvJTTEpr0dDSRRHtUCvexH/60ikO7hjpbNpuruwIminej2EqmNpQx5Eht20bYqKgReVDSRLhpWe+EuniU506utQFaIVanPW69zn0xWg1SYdtwkoBVEVGlSXBtjXJQEtlnZ/9+Le5aSLPL/zAbcnPIZAOk7Xap1UZy+nf8Ao0QEtIPqzqUUYr41RYtRsP0qqbIUcboFXyHmj9erSOfwa+9mtiBI/d9Lr8c+xVOtTbS4cVN7MpjNaRi2tIEtwx0wBaQxk1NLapva/PtB0OyOdZy+3oPiUgrrw1SArlo6WcOrYSlQ6vId4TMX6nD+lwLOTfvA4YLWgFWl8y7hT/cfqJgR9nyMuX2zXbHzCYGclyqQfpsGJY5DQ1YJD88TeL0hh5alBvPJMC6bBfoBUT7wDi+ZfW/fE7YnPWNrC0qdZveozXnBnsJ38lPrB37YI458INRuu7vzaYDg+wf7rIyVCW1nrdQnK8RS1mwclqCv/+A3fw//3oPby+UObEfIkH3mh/lldSYYpptRRNZ186BUOz/I8XFphfr/PPH93fW7ZXZgTVrpHCYliq4KY7m0JlWeLhvZM8daqp+3HvYwJsvP5U8CXV1jESA60VTI/RcnuUlyhsESnGYVq7TVipX5mUIvxjTYzWH37jPItlnd/8yD0RwNK1fOmwB0YL+vdhAA2gFXoN5TDQcoQ8EgZaZTdNBj2eFe425zB8zDhGy6qDa6NJTqt06AOHPszw6+TENdHs0SKNPmBGy3VdvnR8ngPTQxRDktxQJoVO9xwty3a5VTrPSrHzAN62pbaC55SjY4dYp7F8ioWwGb5vRss/5vUBtMbzWsD0uK7Ls9WtrKcmxZivAdZkIc0HbhUgWOpgk+hUvTJaNcMmpymN7koPUM67XuNRqcHabXRt8M3wYY8WQFaVmK6egOLWIGIikXQIbB8v8JvW+1AWT8CJVq+WvXqRZbeAmnmDArw3oW4ALb82mA4Pwqd1frkatMGLaAdPeunwEHjsjmk+/48f5u+8dSc/cl+yYLuBV2GSKblpsPTiKczRPfy3w6d5+/6pYAJ84vIWmiEqDFNBznX3Kzyyd5LVqsnL4ZiHXQ8JyfHk54IvpZy68EF1PP4oqBlmlWVMb6ablOpDOnSd6HXRJqzUr2CwdJMMtFCqM15I99SFBDT+TipZJ6q/a90QIxMj41WM0CgRT2JbcTLB7rjipFFw4sGCD7T8yIzYY3aId/D+ZloyW6VD/+d7zNESuWASTj7EWupio1R2Bx9Y+sL5FV69vM6P3r8z8vVimNHqkL1mVdfYIS+wNry/vxPwNxle16FhOaQxInL6SE7jmivu054GSocrwmhdf9Jh2QTThitTD8LZw12nEfRSsizxsw94WYHtgnm71MxolsWynki6NiwHy3HJaQqjXkConw4fAK31y8HPb9ijZdqkVbllw/23eJpt+ll4yz9k1QNaiaRDYMdYjs86b6VS2AlP/UrLRs1ducicO5F8osd1WDeAll8576LcENAq4rrw2lWxWC+WRIYW0HVnNzOS5Rd+4Pb2SeubXfkpxtyQdOi6sHSaI7UJyrrFxx7tY3H3x/BIFUakCql8fLRDuB6+ZbI15kFNi0Gkrz0e3ISqa2DIXRZxSYLiNNuUVSzDB1o9xmbEpcO3CSv1K60q1N1UC6O1XrMY7och6EM6hP4XUyBWOqzodiOM1Ack5Kh6ifEl39BtxGTilK6Amg0mBsRWJ+nQey/TkhnDaIlz/MXHT/PRP32RZ88u4SbwWvrnLRWmoOIBrYDRygx81uEfPPM6w9kU7z8YlZSGsil0t7t0yDUxIrY01CfQ8kCPLx3WDJssOq7aWHNGsiFGq9eB0n4VtjQaN64TRmusIICW67qs6uLaKM1+r5hjevG5wR7Mt59sgNECmEsgH/rXcE5TSasKxbQaMEpzrrcx9q0ONIBWv5uIumm3Ah6zzk8af8I57Ra4/QdZqZqospRoviPA9tEcDjLPb/9JmH8ZXos2PrF2kcs3gNb/JpXzJLs+x/BAuPPQA1peKjxwXUyx71iFKfJOieU1T/osXwN9nc9fKfKD98yyz5vn2FNlG/MOx5RaIip9NK9x1/aR6DgeEDEPpStw5SUANKcusqq61dAM09Iyli4eYFKvO+y4dPj1+Awtv9IpmTqpFo/WWs3sz/PynZQOI0ArxGh5vo+Smw0S44OxP2brxIOuqfAQYtFiug49AJIhBmh5IGypBl88Ns+Hf+dZHv31r/Enz54P2OW4Kus2KUVCYkP8twAAIABJREFULm5pMFree20o2YHGO1xerfGFo1f58H3bW4aaFzNqIulQvvqqOO+xfoGW+Ex9oFU1LTIYEaZUVWRqafGArvSTowXiM/blw+uE0RrPaxi2Q1m3WNPFfSHteUSA+wHLh0EmW6dNRYea7SHioWqIa9TfAI2GmLs521tvQ0ArvUGPlm45LbIh3/xtJp0F/rj490CWWakYjOa1xDaT4VyKYkblq9ohGNkBT/1yg9VyXeT1S1x2J3obbn6d1Q2g5dcApMPZ0Sx5TeHEFfEQWizraFIyRus7Xl7Eg1RdFDeh13F4lmn+z3aDjrtViNEalqqJd3iH9k7x8qXViHmVW94l5Dqv+zDl6JjdGC2AoWmm3GVsQzzAZK1XoOUzWiFD/Fp8KrxfGVWh5qREc0UINKzXzT4ZreiYlG61UXkAiJcOwx6tgNHKBkGm67YHzox2QKuLmTWId+jAaMUBLe8cTVR+78ffzC//4J2kVIl/+dev8pZf+jL/+tNHY8OBq35cRTjCwyiBmiWlpgYqHf7xN87jui4/9padLd8rZlKJzPDq4lFW3AJWrk9TcGCGF/dV1bDJSjo0yelGbprjznaOuTf1d71CQz68Tta9Ma8jb7lisFIX18/E+ARM7W9kfg2qaj7Q6l86hGShpQGj5d2XYYm06qYoKyOxjNZGcrQizFJ1GZ76VV7K3Me3ZBE50jUVPqZ2jOU4v/r/s3fecZKc5Z3/vRW7e/LMzs6sdnZXYYPSKoCQrLgjJCSibWyDA2CDz+A7jAOczxzGZ/uMfTbmcI74fAaDfWAbbOyDMxjbuxJKiCDECmmDpM1pNkzqVOm9P956q6t7OlZXd09XP9/PZz8Tera7qru6+qnf83t/jwXc9R7g5NfE4icAyF+CYmdxkk+tuUDpJ6jQkhhD4uqrjUJLUfxRPIGiVUSKSUVrfZxwajIsQ0uXcG6lgNPPPw0AuOUlt0ZPqQ8Nlh7yVpo+8ezZNQ3OK2IehqaALbcFhZbBiyIUtBEjm7CBX4Drt7OUVluHQxWtwyCstHY0Q0pXkOdrFYqlvB3NXGy3mKPlz3+Ms3XoeRxZf9QHANFyAbDCM4GiteTWaR2ungFG6vizgPrxDqHWoVOjdWhBw2haxxtftgX/9K678Jl33oH7rtmIv3riKO778D685c+fwNfPOkGhtlp0RMr98IxQsl3HH949BFNTYlO08paLTz55DA9eN1t1nuWQocJhmohtqOPRMha+jWe9rdCjhmz6ipbi+R/ERRcpWGAVx9Xw0BBeZX0Qe72boh2vADBxuf+Y60fRAoRRfMlvHW4cSYkImJV4Ix5QWBLvn1bPNT6zoymoCmtN0fKLn3ChVXQ5lo2N1QutyK1DryzaAQ/9T8BawWenfzzwlF3K2k2vOJRsmcjg+MUccNMPiTgf6dXyFx6d5NPlj9tn9O+Wxw1jbafDA8DVm0bx3OllcM5xfrWISVlftWjU7TpDpULr7HIRTz/1VeRh4E0P3BH9Pn0Fa7NyESrcpqX0GzaPYXLIqJIS/yrRw790FBqcsvyfmoxuhg4HQ0VRKGmtKlrmsDDiS0UrCCuto2jpKnKeHKlS+uBczkdUtKycUPOaVAdKPow2CgV5YeAXPTlbjt+RHi2/0EI6uKq+ZEtDd1RFq7FHy4C9NrbC30YLWrAQgDGGl2ydwO/8wM149L/eh599YCcOn1vF732jiHt+89/xh/9+GGeWCqLlMjQNgIv3fnEVMIdhakpsHq1/eOokFnM23nrH5VVvZ4xhJGXArhIJEuC5MC8+h2f5NuhqCyt/w/hFT1BoWQ7SsKCY5YWWVCMMVVnbJmqWbXeIAjaiqhM3QTr8qoXFIsdIShMKyeim0kKNuCgsinNdKyu0Q2iqgtnRVFOKllST5XzRcKFlu0DWnI630HJCitbFF4GvfAS4+c1YHN6OvCy0clbrhdZkGscv5eEpBnDnzwDHHgOOfFlMJgHIo5Uo2kyHB4BrZkewXHBweqmAhRULUyn/gF73ipZoHU6zJfzjUyehLz6P7NA2jA+1cUXqn2R/7Hr/MGuydagoDPfs2ICHDi6Uf6juerX4+sxnAABOM+N0RsWH+3hBXBmpRoSrzHBrKcjQqu3RSukqsl65osU5x3LBieZ5sfNCzWryxB1v61CqH3KgdKVHK4Ns0QHnHJfkvL7K1mFxRaxSrJehBTSOdwCQglNF0RJFmA0t2Pcw0yMm3vXyHXj45+7Fu24ysW0qgw994QAeff6C3zoM+fCsLGAMI6WrsbQOOef46CNHcO2mUdx6Re3FICMpTSS010qGv/gCFLeAZ/nWsiHBLeE/v6obKrSYBbXC+ycTxkfTWmtxLmGufg3wswfXtCV7RWkMjyi0gmHSI5tEfEuMKw+RX2y7wGw2Sytvl8zwgB9j4Zv+LQ/IpWaBlVChFYzgiXYRVrBdpKSi+u+/Js4T8z8vVHxLFlp2sAKyWbZOZmA5HhZWi8BL3iLekw/9ZpAKf4pPkUcrMWQ2tGWGB4SiBYhRPOWK1jovtKSihWX85eNHsVM9g4mtEeaphdEMQM9gyvLf6C2cfPbsmsaFrIX9p0IBsht2AJNXAfv9Qkttomjyx+RMW2KJs5aKUmiFzNJBKny9QkspjVTxW0FZy4Xr8WiruOxs021DoP1QQgBrWoeyPThcxaO1WnRhuR5WPP8Yryy0VmQqfANFq268gyhAdG7VXHVo85KiVQ1NVXDLrIa/fvt34EvvuQc/eucVwjMVFFrnREFoDMHQlFhytB57/gIOnF3BW++8vG7RMpLSYUGvnQx/5lsAgGe9bdAiK1ri9ZGKlgzxVdcoWn6hFeWiYJ0iB0vL1qEc6B0U/3GqWoWlyCsOJZsnmsvSKg16L5nhLccLVK1CekaIB/55KI7Woakroq138AvA7jcAo5uQ0lXkbVes6oygaM35q+2PX8yJlusdPyVyE5/5DFw1hQsYJY9WYoihdShX5z13ZgUXskVMmHIUxTovtIwMuDGMjcoSdG7jMpyDOh3RBB8mNV6ae9bCyeeeHdNglTEPQKl9CMBtRtHyP9w3c3Ei1ZtcuVdGWNFqEFYKCDN81i1vHcpBr5Fbhy1sd9A6jHHVYXBCDxVaHAw5mMgWHeQtF3kuVx1WeLSkB6ZehhbQoHXof1BUjXeQrUO9qqJVje0bR/CLr7sW3/vSuUDNRVYWWsMwY1K0/uLRI5gcMvCdN9Y+XgCRDl+sMbYJAHB2Pzym4RDfXLeYrIuvqquer3jkRUGsmeWxIVL9GYnqz1qHZAwNKV3BxWxRKFqjIUULiLnQWoy84lCyeTyNM8sFOA3ew1JFkkWIfO1OLYr3i5WRhaS4QIxjBE9KV4HFY8I+cNlN4vF1FQXbxUpRKM5RPFoAcOyif+645W3i8/j4E8ilNwFgJSWtD6FCK8zQBrGKog1GUzo2j6fx3OkVnF+xMKbL1uE692gBYEPT2GKs4p4NK1DgAVM72r/T9HjQZ29F0ZoaNnHD5jHsPVAx/ka2D4GyROuaDM/Ag4JtTBRKuhlV0Qq1DuuElQKAqatYdcoLrWW/0IrWOsw1naEFxJWjVd46lIpWmUfLHAGHgqzlIGu5yMJ/PSrN8M2kwpc9ZrV4h5JHq6aiVaN12JDwgoeQGb7dWYfHLuTwpWfP4odu3drQXzKS0v3stVqK1n7kRq+EBb35WaOV+D5RHWJBgZUXKzH1VPmxJYMmI0WRrGOmhsyQoiULLVmIxGiIj6N1OJGG6/HyAOkqZK21rUOgFA1hD/n75yvxpr9QJupFhCXjHc6KTDfMiJWGaV2F7XIsrIj3abNhpRIZaXH8opzrOgTc/i4AwKop9oEUraSQmQKKS0FyclSunh3B145eQt52MSoLrfWuaAHA8EbcNuPi1+/xi5EN29u/z9R4aTBxi3L6np3TeOr4YpA0DECsPEyL5Gq3mQHRqoasMYVhJk5YlR8qTTG8UbQD7ELDsFLAbx261QutyIGlLaxg6kRgabbSo1VcAcxRqArzFS0HeTnk26qIUmhmziHQIN7BV7S4BadyHppfhFnQohnFwwserCxgjsTi0frYY0egMoY3V4l0qGQ0pSHPjdqrDs/ux/LYLgBo2wxvwoHterCLQtEy0uVq6aRsHSZI0QKAiSEdRy/kYHkItQ47oWjF0Docby7ioVqOFlAKO/WGfSXVH54dW7zD2f1AaLi5LIJO+0pas+N3JCldxcyoieOXQhdpt74dyGzAhcwVwd/0K1RohZHp8Pn2VK2rN40EVxQjep+Y4QFgaBoj9iVMF8UQz9gULUmLcvqeXRvhceDhQyHfnKqJTC2gbHRIPXLmxtImmBHMubLllT3XMKwUECeEFVlo2eWtw0gfXhFbh/EUWmK75ZVzyQy/BJYaxZChIlt0kbNcWNDgMXVt63D1rPCYmQ1Cb5uId9C5BY+jPPk9yNFSoylaQKk9XFwJxTtEf/6yRQd/8+RxvGr3JsyONT7mRlIa8lyrnqOVuwgsn8SSnwjfrhneZDZsh8PxPVq6WaloJc+jBYgsLTmLNmgdZjYATI1P0eJcFFrttg6bDC3NWQ4UVrq4mqootLi8uPHH8LS/6tCPdzjzLZGVZor5g7IIOrUkHne8xdYhINqHQesQEOeL//QoHtn2TgAgM3xiiCEdHiglxAPAsOaKVlMdBWTdIEeRXDjsL81ucSZfNQIJnQFmayefm7aMYzyjr/VpXf1aAEBRb+6qsZAWhVKB60ibEd6sYbN0g7BSQJz0Kj1aywVRqERTtLIttQ7jSYYvbx1Kj1aZGd4cwbCpYbXo+LczeFqmSuvwdONUeKApj5buj7Qqax/KHC2uR/cvyXmHMeVoffrrJ7BSdPC2Oy9v6u9H0zqyng5eTdHyE+Ev+sOkIxdajMFlOgzYKLouXF/RUiqK+MnQqsMkMTVkBC3wQNFSFHFsxqVoFVcA7say6hBoTtEaMkqrQycrWod6ZgwwR4PWoaowqAprz6OlqaJ1OHN98HtZBEVVtACx8vDExYpzx8gMVlwDqsKiK7nrACq0wsSQDg8A12wqXblnVK8/1CxAfNjkLoqk5DjULKCkaKVGxUmtBVSF4e4d09hXGfNwzevwNvXXcW5oV1P3Iw2hRejR5GeZDr9ypmFYKSCu7goVI1WW2vJo5VtqHXZi1aFsHcq8HuHRGkXG1ETr0F9m7umZKq3DJjK0gNqKluuIDy8AOhe3OVUKLajNj/1Yw/BGsdDBs4UZXlNRjJij5XkcH330CG6cG8PNW5r7wB1JaShwA161QstfcXhhWLwnNSX6B46nGjDgwHY5PFkQ69VztJKnaJU+/ANFCxDHZlyKVta/KBzeWP/vGpDSVWwYNhsrWkW3zLs0bIr2uVS0UroqLgwrIh6inBs45yjYLkYUC7j4QnmhJVuHvqLVajI8IFYenl4urNk2UdytHWTdT1ChFSamQuvyqaFAVRhSnPUfVioZ9oMbzzwdjz8LKF3ZRbzC27NzGudXi/i2P9YIAMAYnuLboTfZJnKGxId8EUbEQstXtM4fbBhWCgApTREryIAyjxZj4gO1ZXrROtTKA0tLZvhyRWvI1JC13MArAj1TfdVhI38WULvQCrXTDO4n1fNqhVYbhcHwjFhJBfg5WtEVrYcOLeCFhSzeducVTX84jKR0FKHDqxbvcGY/MLQRq5o4P0VujwLwFAMGbNiOB8+So53KW5vTIyZ+/J4r8eB1DVaJ9hllhdZIuNCKUdGS99NohW0TbJ5INy607NC0Bojw28khA6eWxHsmLQutitDSKGq37XJ4HLjMehEAB2bXKlqnlgpQWLQifctEGpyvbZfmbbevjfAAFVrlDPmtwzYLLU1VsHNG9K5NxekvRQsQ5vW4FC3pVYhoDt2zUyy931cxZNpxObQmFTLuqykFrkfr8/tzIHHqG+JrEx6tApcp6eKksZS3MWxqUKKoEeugdZizHKR1Farc/uIKkBrFsKkiW3RChdZQeeuQc5GjVWeVZkCt1mEo8kD3C61qihZvZ2Xv8EygmonWYXRF66OPHsH0iIlX725+JuFIShPzDqu2Dr8FzF4fLAJoT9EyYcKG5XrgdnVFizGG9736GmzfGGGQ/DpG+pcMNdQCB+JVtOTq5BgKrbnxxllaef99GWZyyAxW/6V0VYwZqiy0IlyEyQuP2cJh8YuQohV4tBbzGM8Ykc5zW8NZWiHylfMV+xAqtML4q9naLbQAYPfmMTGzyrX6Y8UhUC53b4i7dRit0JoeMXH95lHsq/Bp2Z7XfM/eV6CKMKIVWqou1M5TT/n317jQKgatQ3HCizxQGojcOmxr1dyawNLyK2cURLzDkCFahzI5nplD5SN4iivi55YUrYp4h5CipfmtQ9ddW2ixdpRjmaUFiBE8ejQz/PMLq9h7YAFvvm1bS8rTaEpHsVq8g2sDCweAmeuDD8dmldxqcMWAwWxYjgceKFoRZ5n2GVLRGjdZudI4MuuP1mocENqQGAstqWiVLfyoIFt0MWRWFlql80xKV8T5b/Vs8L6K2jqUI6mms4eE72t8a3BbadVhvuVoB8kWWWhdKi+0Crbb10Z4gAqtclRdFAQxFFo/9+DV+MSP3So+aPul0BoKfdhMxdw6bGO5856d0/jasUuBzwnwFa0mCy1tXBRGRejRJejhGWDJby01LLQUoU4AwQfnct6O5nlxHVFIGM0rWowxGGqbQ5GluuSUPFrBCd21xX6Zo4EZXs5CVMyh8mT4ZjO0AEBRAbAqilap0JKKlhv+8PG3UWm3dSgxxKxDy/XWZnY14C8fPQJDVfBDt21t/MchpKLFKlcdXnxBvP4z1wcqnt6i1zEMDzxaHhRZ1GmDUWjJdPhxs+K8EUQ8xKBqrZ4V7x150d4Gm8fTKDoezq/WjhvK2S7SRrkdYXKo9HkTtA65FxSBpqZECjOWuXJT2UPAzHVli1tkIZS13JbDSiUzoynoKitfeQg5yJoKrWSRmWp71SEg8ky2bxwRJ8m+aR36hZaiA+ONs3+aIlC0oi93nt+1Ea7H8chh8bpwzuF4zbcOw4VW5CG5Uu1jSsOrVVNXYUMFBwtaQct5J/qKQ6ClETxA9PZAgKKIXKuQGb7MnwX4ZngVOctF3nLBmCy0QifKVVloNaFoAeJiZ41Hq9Q6VD3xfeWqQ5vpMNo5GYfVXH/WIdCaz225YOPvvnYCr71xE6ZHWnvPS4+W4lYkw/uz3jCxDbZUtNpYfcVVEwaEohUUsAOjaInXZG2hFeMYntVz4lhqoxiWBCsP6/i0ckWnFCLsMxXyopm6WrowXC6lw0dvHXKMLx8UhVaIlF7a36iFlqowzE1kcOJihUfLIkUredQaw2MXhN+kVZxi/5jhzRERajh5ZXxxFG2a4QHg5i3jGElpQfswuLJv8gMnMzSCRT4Ei7WzKs0vrkY2NXxuxKgIJnK+QqsOo805lEnJXS60ANE+lIWW5YSiHfyFCb4ZXsY7ZHQVzBgubx2utFpoGaWAW0kVRavco2XDQRvRDkDJnwgE8Q4AWlIF/+bJ48haLt52xxUtP/xoWqw6VLgDeKHHXJYjnzbD9vdZbcOjBc0MVh0GitbAFFriPDzWSUVr5UwsbUOglKV1oqKVFiZnrTWKhwsdoWj5+xfK0oraOpxj56E7q2X+rOBxgsePrizPTaTXtA7ztosUmeETxtCGtYVWYQn48E7g6b9p/f7cYv8oWowJmXm6udiEpki33zrUVAV379iAfQcXwDmH7cvezY4iSRsqjvNp5FiEVHiJVDwarDgESld3bqjQWi5EbB1aERWtiD6MMkLqUpkXRCpaqVEMGxosx8NywRYtDD1T0TpsMhVeElLRAsoULX/VYYWi5TAtuloJVChawgwPNO9zcz2Ov3zsKG7ZNoHdc62rt6MpfU0kCACR28YUYGQTbNeDoba3zJ1rhggsdT2obh42M/yWbfIZTWl4xbUz2L2hYn9jV7TiLbTqGeJzVkhp9pn0W6QM/sWoVLT892J0j5aLa9hR8cPs7rLbwoVQlAwtyZbJTJXWoYu03t+lSn9vfSfITK4ttI4/KYqtIw+1fn+O1T+KFgB8318AD/xqfPc3tBH4jncCu17T1t3M79yIM8sFPHdmBbZvhG529VXGUPFu+534Y+Ot0TdAnjybKrTEScdTjTJFK/L4HSBa67CdVYdAuaJVdEKp8OWKFgAsrBRFIWZUBJaunBHjbRqlwgePWa11uNYMX65oFeFAix7kCQgfpVRdzZGgaGt23uG/PXcOxy7m8NYmA0orMTUFjiJXqoYKrdDIJ8f1mvYl1sRfdVh0PKhuEU4zg9kTAmMMf/bDt+CG6QplOT0hlPxYPFpn2s7QkoymdIyktPqtQ8sNxu9IZOvQVMU+B/sXVrQiebQ8XM2OCUuEP3pHEla0oqTCS7ZOZrCYs7FSKJ0DCrTqMIFkfEUr3CY8/oT46gcHtkQ/KVqAmMY+EZM/CxBehVf+OrDx6rbuZs8u4R/be2AhmGjf7Aerrio4pmzFRaO+ib0uQaFVP6wUKBVajmICdgG26yFnudHG70RsHZqxtA7Nshytah4tqXItrBTFydYYFkZ5OY+w1VaKoteJd2Ahj1Zo31w7+kDpMHI7jaHgNWxW0frooy9i01gKD17XpHJXAWOsZEoPrzxcOhEU97bL2ysmATC/dWi5HnSvAEeJMJIqaTAWT5aW6wh/b7PqbRNsrhPx4HocRccLBkpLZOswqE0YE+3RGDxa1yjHYI1evmZxjq4qwYVvO63DLRMy4qG0z3ladZhAMlPiKl5+mADA8cfF13PPVZ/DVg+nj+Id1jEzoylcPTuCfQfPBWpGK1f3GVNt76qohdahVEMcJhSttgZKR20dxlJo6aEcrVC8Q+DRGg1+d361KK6s5XZKJa7ZVPjgMbXa8Q6p0aB1WHZBLs3wbRdaGwEwQM+UPFpNZGkdOLOCRw5fwFtu39ZWIaQaftETapWGZ2vabguRJjUQhZaNXNGBiSJcjQotAH6WVpuFVu48AB6bogUIz1ItRSvnzx9do2j5rUMjrPiPbi4Nlm4j3uEadhTWhmuq3i6LoYm2WofiYiPcPsxbpGglj8p0eNcBTnxNtMDcInD+UGv35xZLmUREW8zv2oivHrmExZwoXFpZ5p7R1fbShSeuEF6ZJpQ5eVKwFVMUWgUHAMf2lSeAr3+8tcddB61Dzrlvhg+N3wGAVHmhNWRqJeVNFojNpsJL6ilaqTGRSwcE4Z0AANeCxdtsHQLiA9IYBhiDqTdvhv/oo0dgagp+8GWtRTpUogRFqv/Byrk/W1OoqKLQalPR0kWhtZi3kYbV9GD2xDMy237rMEiFj0/RmpvI1FS0ZEhwZk2OVimYNSC0f5GT4fPL2MbOwZ2+rurt0qcVddUhUAotDS8AKNgeJcMnjiAd/qL4eu4ZsYrqJT8sfm61fUiKVmzM75qG43HsO3gOQKuKltae/DyxDXj3M8BV9zX8U2mGt5kBOEW4L3wZnzI+gDsfewfwj+8Cnv7b5h9X+p1ayNEC4OdoxVNo5SwXnKOqR0uuRPS4f0UrE+ztrJ8Kf6a1QqueR8scgypH8IR3zbHiaR3ueAC4Rgwsl2b4QgNFazFn4e+/cQKvv3lzW1fyAKCasnXoF5b5S6KN6CtarWTH1ULRUjCZjcWcjRQs8AHJ0GpIHIrWqjgvxWWGB0TrcKXolGUISoJCq6IIGfeVcyN8rJjDwUVbVLU7dekAFFY+eidMoGi10TocS+sYMbUgHd71OCzX81dy9y9UaFUSKFp+ltbxr4ivN79JeFbOPN3a/TkFUrRi4qXbJjBsavjSt2Wh1fzhe+PcOK7bPNreBoxeVhbSVwt5UrCZCRx9FNs//0ZsY2dx9Dt+BdjyHcDn3gNcOtLcYwaKVmsfiHG2DksDpUMeLUUDtFTZST5jqKWC0MoJ5cvJt15orYl3CCta4vs1ihZUmO0qWjf+APD6PxEP1aSi9cknj6Nge5FN8GF0o8Kj5ZuX5aoxKzZFS3xwp5gFjwotwcisGIZeWG78t7WQmXExtg7rrTyU78u0Xu7R0lQF4xkdRvhQ0TOBUmpq0S7ChhcPAACUihWHkjhah4wxzIVWHsrFKGmjv0uV/t76TpCZFF9l6/DY42JW1MQVYqVFq4qWWxQrPoi20VUFd26fwlePCrVRbyFP6MNvvBHve1V1b0HcKIpIZj9vzgHpcTyz+73YU/xtWDf/KPA9HxF/9Jl3rPUiVSNi6zAeM7xQtLL+lfNwON7BHAUYK5sZlzYqWoetpMJLFL1KvIP0aI1BqRpYaqPIY/BohWgm3sF2PXz8saO4/copXD3bZhEPQE/J1qG/v0t+oTUmWoeOy9tKhQcAxfdoLeUtpFEcmAythgRZWm2oWjGO35HUCy3N+0VI5QgeAJjMGOWtQz1dUrRUBVaEqRFjywewzNMwpqovlpKtw/Goo8Z8tk6mcdwvLOU+khk+aWT81mE2pGhtuVUoGbO7gbP7Wwsu7bd4h3XO/K6NkJ+xbXtyOoipK/iny94N/OxhPDX3JhRhiFWHE9uA1/62WMn60Ica35H0OrXaOozFoyXaePLKubTqcDmIawjPPxwyKlqHrWZohR6zjJCipbjSDF+eo2VxNdbjoZnA0o89egQnF/N4+z2tB5RWw5CFliwsQ2GlgO/R0tprHapGGgacoHXIqNASBFlabfi0Vs+JCRh6fBfWJUVrbWhprdYhAHz3zZtx88aQ0qWlhVLs2pHPDROrh/Ac3yrS5quQ1hWMprSWOg3V2DKRwfGLOXDOkff3kczwScMcEVfVuQtiOezSMWDLbeK22RvE71t5M/ZbvMM6Z8/O0jzGtjOFOkhKV8U8MUXBcl4UKsGqw93fB9z4g8BDvykU03rYeYCpLbef4wksFYrWql9olZLhV4NCK6xorWkdrvhX+K0qWtWS4ZnI6FK8aoVWERaPwaMVQprha3m0zi4X8DuVux0CAAAgAElEQVRfOoT5XdO4d1c8rSIjJZ47T5rhl06KFq3firJbGDtVC0UzoTMXK7kC0rCgtBgbklhG/NXE7ShaK2diNcIDIhMrpStVFS05yL0y3gEAfuq+Hbh/W0hZkgW1nYtmK+AcG7KHcBDbagbmpnS1bZ8iIEJLi46HhZViqHVIhVayYKyUDi/9WVtloeX3ppttH7qOGOZJZvjYuGw8jZ0zwwDWt6KV0pXgQ3opb8NQlfLk8ld/CBjfCnz67UB+sfYd2TnRNmwxDdzQ2hwqDZRah5UeLWtFrM6DUH5kB1e0DmWhFVK0WmmlqFp1M7yWArRUMAuwcgRPkauxFlrSZ1esEVj6Pz7/LCzXwy+/7rq2ktrDpDOi6CnkffVi+aQoAPzkdtvx2hszBATqei6fR4oVqdCSjPjHaLuKVoz+LEB4li4bT+NEFY9WPUVrDUGhVYChqvA4gjzCpsieR8rN4oRSO0fw1ddvwhte2jhnsBFy5eHxS7ngHEpm+CQi5x0ef0JIrrM3iN/LQZrNGuLlgFgyw8fKvK8gNJsM3wtSmhpcjS0XbIym9fIPZHME+N4/Fx+mn3tP7Xa0lW05rBSIyQyvGaJ1WNWjJRQtxljQPhwywzlavkfLGBErnpqlVryDZgKaGRRabuj54q6FQhzxDiFK8Q5rn8PHnr+Azz51Cv9xz1W4fEMbY50qSGXEfRXzfrt46WRZbpsdUzI8IIq5NCyoBrUOAYjj2Rhp06PV4grbJtk8Xj1Lq5Sj1cQM1VC+nbwgaal9uHQMAHBeq11IvvFlW/Cul+9o/j5rILO0jl/MlzxapGglEDmG5/gTwOaXCN8IAKRGgYnLm1e0pLeEFK1Yec3uTTA1BZvG1u+HREovFVo1B0rP3QLc+z5g/6eBb36y+h3Z+ZaN8ABgqGp8Znjp0SprHZaKJ9k+FMnw0gyfaz1DC/A9WlVah76ixbgLFS5cN1SY+vEObc06rEAqR5WFlu16+MXP7sfcRBrvnL8qtscDgExGPKfFglS0TgTRDoBoHbZdTPqKllUsIAULWiq+QrHvaSdLi/NY5xyGmZuong4fTdHKlwqtVs4Pi8cBABe1+Pevkjk/Hf7YxVxQaJFHK4lkNojRF6e/KYzwYWZ3A2f2N3c/cvUUKVqxcuOWcXz7V16JrVPrt+0Rbh0u5+sMlL7rPcC2O4HP/yxw8YW1t8vWYYvEF1hqry20rNWgdRj+fcbQQmb4nFiFFaXQqqNoAYAJu6x1yKVHK0ZFS/NHilTOOvyLR17EoXOr+OXXXRf7yX/YV7SsQk4EhS2fKg0EhmgdtpsML1dAD7E8NOZRoRWmnTE81qo45mNuHQJC0bqQtQJjuEQqzU2tyAuF4UYqtJZEobVoxK/YVZLSVWwcMXH8Yi7YZ1p1mEQyU6Kl4zklI7xk9gbxgRge0VMLUrQ6hrqO24aAiAco+B6p5XoDpRVVRD4oqvBrVfqTIrYOTU2B7XJ4XgsrZCtRdcApBmb4jDzZhczwgL/aEP6VtaqJ9pS1Gk3RqhbvICNS/LaXARseL/doWdDaL0IqSOlqmaJ1bkUY4O+7eiPuvzb+K/vhTAYuZ3CKWaGou1YQ7QCI7LC2FS3/ORyDaE9q5vq9WOk6I5uiK1py4UfMZnggtPKwon2YtxykdRVKM+fCkBnerKHW1mXxOLJsCK7RfoxJM2yZzOD4pVzgM5W5dv1Kf299p5Dp8AAwV0XRAgfOfrvx/QSKFhVag0ZKV4I5ecsFp/5A6bE54HW/B5z8KrD3N8pvi9o6jOLDqCSUDJ/SFbFsm/M6ipZfiBkZv3UYwbNStXVYX9GCK5Ph473qNSsWFHxh/xnkLBfvfVV7A9JrMZLWUYQBp1hYE+0AiKHS7S6dl63DMSYKLYp3CCEVrVbieyRBhlb8ipZspVUWWlnLrZqhVZVqilYr54bFYzivbqwZ7RA3WybSwqNlkUcruch0+KkdwNBU+W0z/viBZgzxMg+HcrQGDlMvKVpLeRtj1TxaYa77buDmNwMPfxg48uXS7+1spELLjK3QsrFadEoxDlYWAC/zaJW1DgFRhC2fEsd/K9EOgIgzWNM6LHm0AMBkNtxQMjyLawRPBaamlA2VfvjQeWweT2PHxhbM/S0wktJQgA7XyoXCSsOFVgytwwpFK8qxlVhGNgn1NH+p9f8rU+E7ZIYH1qbD5y23+QKkIt4BaL11eFbZGKsPsh5bJzM4vZTHSkGm31OhlTxkOnxl2xAQ6kNqvDlDvOMrWpQMP3CkNBVF2wPnvL5HK8wrPwhMXilS4+XJ3spFXnUItHgyrSQ0gqfMnwWUKVqBGV6e9PUMcPF5/8YWW2y1AksrFK2gfuQczLNgdaLQ0lUU/OfPcT089sIF3L1jQ2xxDpWMpISi5dmF0PidUuvQdr22k+HlcygVLUqGDzEq0+EjtA87MOdQMjOagqYwnFwsDy3NFp1SiHAjZIiqnQ+8jK2a4U9jumum9LnJDDwOPL8gzjdkhk8iMh2+0ggPlCfEN4LiHQYWYYZ3kbNcOB6v7dEKYw4D3/u/RBvin35atDAirzqMo9AyAM9GtmCX1KqiX2iFPVp++yJoYxgZ4OKL4vuWFa1qZvhCWaFlIKRo+eGmFtfLh+jGgFC0hCr59MklrBQc3LVjQ4P/FR1DU1CEAW7nxWIc1SyzMTgubzsZXj6Ho1LRolmHJUbaKbTOimM3PRHvNkH4UWfHUmsVLbsVRauNeIf8IlBcwskuFlpb/HbpwbMrYAxdU9I6RX9vfafYcitwx08C135X9dtnbwDOPtN4Vh2Z4QcWGe+wXBBFQ12PVpjNLwFe/t+Ab38W+MYnROuwxfE7QIyKFoBCsVjK0LL8RSBhj5ZfhGX0UOtQXmR02qPl+yBtxBtYCghFSxqGv3zoPBgD7riqc4UWANjMAHN8RatiiLnlem0nwwetQ1K01hKM4Ymw8nDlrFCzOqR2VsvSak3RaiPewV9xeMKbQqpbrUN/Rfmhs6tIaWrHVORuQYVWNfQ08MCvAunx6rfP7hZX2bI9Ugsyww8sKV1BwfHWjt9phjt+CrjiHuD/vVesbo3wYRiPGV4ct/lCPjR+xy+0QorWxtEU0rqKjBlqHUpiiXdY69EKVlP6FzM2NBhq58zwXz58HtddNorJGEaM1MNVTLFPSyfLjPCAULTaLialGZ48WmsZbmPe4erZjhjhJZurZGnlWvJoyTmaEQotP0PrqDvVNUVrdjQFXWVYKTp9b4QHqNCKxqw0xDfwaQWKFrUOB42UpsL1OC5kxTHQlEdLoijA6/9UHDfcK2VTtUBsrUMApy4slxLQg9ZhSdF6021b8fmfvrsUPSA9ZeZo62qcjHcIr/wKFC2/0IIVUrREUWZ3IN7B1EQWWrbo4BvHLuGu7dON/1ObOKoJxfUVrbHyQst2vfanIfjF8yjz/T6kaJXQU6L1F0XRWj3XESO8ZG48jTPLBdihC6ec5QbRKg1RdbHQJOTRajreYSlcaHWnZFAVMXoI6H8jPECFVjQ27BIfCI1WHpKiNbDIK79zy6LQaknRAkTb6Dt/X3xfS1mtg7xqbWveod86dKwids74ClZghi8pWildxRXhUTSyMIzywSOnMHih7Q4ULdk6dEpDpf33WBF67K1DmaP1xIsXYLscd23vbNsQADzVhObm14SVcs7hxJIMX7nqkBbqlDGyKWKhdabjipbHgTNLheB3QtFqsnUICFXLzre+InnxGLiWxil7qKumdDnz0OzzDC2ACq1oaAaw8WpStIiayCu/cyvixFh1BE8jrnkd8KNfBG78wZb/a6nQal/RMmCXCq2gdVgn4sBoo9BS/Ocp3D50ygNLxarDCo8W71C8g+Piy4cuwNQU3HJ5/EbnSriawrR7FuBuRbSD2N/2k+HFczjO/IKZWofljGwSF9D1Br1X4jpA9nxHwkolm8fF6xQeLp23nObG70j0dLR4h8VjWE1tgscZrrtsrPnHaxOZH0aKVgMYY29gjD3DGPMYY7d08rG6zuwNjUfxBKsOSdEaNGSw39moipZk622tDWWWjx+LGV4UWjpzsHPG34Yq8Q5rkK3DKB88UtEKRzxUrDo0mVXFDB/vrENApPsXbQ9fPryAW6+Y7M7VvJbCOF8W34+Wp8IDiCEZvjywlFqHFdz+TmD5NPDx1zdfbGUXAPCOK1pAKbSUc46c3ULrEPALrdY9WnzxOJ7Nj+GaTaN4oAMTEWohh0tTodWY/QC+B8BDHX6c7jO7G8ieK41eqEaQo0WF1qAhP/TPrYhCa6QVj1YMSGN4HKsO50a00vYXVwGw+t6rdlqHimwd+isPXUd8HzbDV1O0oLZfhFRg6goWVos4eHYVd3ahbQigvJUXVrQcqWjF0zoche/RoniHcrbfD3z/x0W3otliK0iF71wRsmlMHBfSEF+wPXCOCK3DXMi/2ZytoHjhKA4XJ/CeV+xsbtxPTMjWIZnhG8A5f5ZzfqCTj9EzZneLr/XahzIZnnK0Bo6SR6uAEVPr+mxG6WtoOxkewFVToeNXjt+pt9w6aB22mKEFiFmJQEnRckMRKVq11qH4O6sTHi1NDQrVbvizgIqROOHxO4GiFZ8Z3oNaUhCJErte1VqxJcNKO2iGT+kqpkfMILQ0a8lB7y0UIVqq5RE8Vn4VKesi3NE53H9N5xS7asgsrX4PKwWACMaRzsAYeweAdwDAzMwM9u7d29HHW11dbesxNHsVdwF44dF/wLGT1Z/GbUcO4AoA+x55AlzpzcHS7n4mmU4+NwcXxInw6NlLMBi6/hqczYqT6De/9QxuHCtGevzx88/iJgAZ61Lw/3cdOYhJ6Hiszv1tOnUCuwA8c/wiFoqtPe7s6RdxNYDHHnkIxdQ0NHsZdwE49OJxnC48gXsAGHDwwotHsHfvKYwtPoObAVjQ8OQTj2PUqF+ItPKanz0l1LIRAzh38OvYe6jzxbKWFRdnjmLiy098MyhoLxbE6/nC4UPYWzzS8H7q7efdUKDCg8UMPL5vXyzb3U80dwykMXXtz+G6Zz6I1T+6H0/f8Mtw9Ort8tnT+8Qxu/8FFA+vxr25AaOKjf0vnsLevZewkBPHw9Hnax8Plft5U9YCsqfx5KNixNdzh57HXu943cf81uEj+EkA0xOT2NflY2XFEhdTyxfPt3X+XA+fgW0XWoyxLwGoVsq/n3P+2Wbvh3P+EQAfAYBbbrmFz8/Pt7tpddm7dy/afoz9W3FlJosra93Pvz4MHFWw5+X3tfc4bRDLfiaUTj436RcuAF97HCuOgi2TGczP39ORx6nFqcU88PC/4aoduzCceyHSfp78eh7YD9y2a670/xc+CthT9e/v6QXgIHDdbS8Htt3R2oM+dRo4ANx+60vFOKLlU8AjwI5rrseOm18BPAxkFBubt2zF/PzVwPMceEqY4efvuathjEYrr/lTzkHgxUOYv+YyvPzem1vbj4g8d/JzwDLgjc5h/t57g98fv5gD9v47rrv2Gsy/dK7OPQjq7af9kAHVK4AbmYE8NzR/DMwDu3dj9FNvwV0vfhh4y99XXwH80JPimL3/uzpqE/m7U1/H/pNLmJ+fx3NnloGHHsZLb7we87urK8dr9vPEJiB3HvffOw988fOY27IN8/O7aj5e0XHx2UeeBAA8+MArwbbdHuPeNIZzjvc98kVcPrcJ8/M3RL6f9fAZ2HahxTm/P44N6UsajeJxi2SEH1Ck3J213OhG+DaII7D02JKDzQC2jYdOE8WVsrDSqmy5FdjxQKm93gqBGd73aAWD2VMiX0w1kPIcrPC1OVpG3B4tTbyGd22favCX8aEZwotTzGxC2HAgX8c4ssJcxYDuFcBVinZoyK5XAd//CeBTbxZtxGrF1spZMf+2w17czRNpfPGZs/A8jpwl/FUt+Zf0NGAXwBiDoSooNjg3fPIrx5HOnQZ0gI1vbWfTI8EYw2+98UZsm2o9R3C9QfEO7TC7Gzh/CLCy1W93LIp2GFDCvoKmx+/ESBwjeI4uiiJm80joZF5cbbwKcmIb8Ka/bVyQVaMy3qFyjJWWQorZcNxyM7zVgUJrckiHwoC7dnQ+qFSi+is2C+lyY7XjxmSGB+D6Cw48MsI3x65XimLrzLeAj3/3Ws/W6tmOGuElc+NpWK6H86tF5Iqi0Gp6BA8QmOEBcX6od24o2C7+8N8P42Xjq+CK1lH/WT0euG4Wu2YjnEfWGZ2Od3g9Y+wEgNsBfI4x9oVOPl7Xmd0NgAPnnq1+OylaA0s4Qbknilar6c9VeOGiKGIMFlqdZK2WhZXGTmW8Q1jRAgDNFCN4AkVLFGJc0WNfEfVdN23G53/6bmwe715Bopqi0Mqmyj/YbDemeAcAnuKfkyjaoXmCYmv/2mJr9Rww0vlCS0Y8nFjMI+eb4VvP0RKrFhsVWp94/CjOrRRx98Y82OhmoEce46TQ6VWHf885n+Ocm5zzGc75g518vK4TjOKpkRDvWBTtMKCUKVpdjnYA4hnBc/iCH08iVSXAbx22nuvVNJXxDpWKlmoixZwgV0oWZLwDK3tTuoqrZ0djv9966Kb4MF0xyz+4ZaGlxdA69ORzRYVWa8hi6+wz5cXW6pmuKFoytPTkpXzQOmyt0MqUCi21dqGVsxz88d7ncdf2DdjgnAV60DZMGtQ6bIfxbWKeW62IB7dI0Q4DSkornQB7oWgpCoOussgerYLtBq3DsvBQGe/QKSrjHaopWrDW5GglJaZA9xWtS1r5UnqZDB9He9RTxDmJUaHVOrteCbzx4+XF1uq57hRaUtEqK7RaaR2KZHhwMZy81rnhY48exYWshXe/YqcYKE2FVttQodUOjIn2Ya2EeDkMlxg4wvO5Io3fiYF6V62NeGEhi4LnF4uymAGa82i1g7wwaeDRWltoJeN9pm64CgWu41z6yrLfO1LRiqE9apiiaDXSHXwdk0y42Proa0Xx0oVCa9jUMJbWcXIxV2odtpKjpafFaCfXrtk6XCnY+NOHnsf8rmm8dPMQsHIaGNsS1y4MLFRotcvsbvGG86qk7LoWKVoDSngcTC8ULUD4MKIOlT50bgWWXJQsixnXFiptJz1asnUoH7OKomXAKY3gkdMXEvI+My9/Ga4p/gXOK+UBqcGqwxhCWYcyosDSzf5fzdUzZLF13s/j7kKhBQCbx9PlrcNWwjylgumnw1crtD76yBEs5my85xU7geWTADgwToVWu1Ch1S6zuwE7C1x8ce1tckYbMXAwxoJiqxceLaCx4bUeB86sgCsVxvRmBkq3S9A6rPRohVuHaxUtJSGre1OaCg4FuaJT9vtg1aESwylbPlc6xTu0hfRsjVwWLcokApsn0ji5KAotQ1OgtdJKDgqtfNXW4VLexp89/AJece0MbpgbBxaPiRuoddg2VGi1SzCKp4ohnszwA400xI9l+q/QOnh2BZdtGBM/SHVJFlqd9GgFZvhKj5YZfC33aNnlt/c5isKQ1tVAsZAEqw61GFZWyjarnmn/vgadnQ8C//lZYObarjxcSdFyWjPCA6XX2875anf5ueHPH34BywUH775/p/jFkp8aT63DtqFCq12mrxbZP9UM8RTvMNDIiIdeKVqmpkY2wx84u4IrZibED7LQsvzxIlHysZplTbxDpaKVglGhaHlg0LR1M02sbYZMFTm7otDy91eLVdEiM3y/MTeRRtZycWqx0FqGFlCmaJkVF2GXshb+9yNH8Ords7j2Mn+l7eJxAKxs5iYRDSq02kUzgQ27qifEk6I10ASKVq88WhHN8Nmig+MX89geFFqydSgLrW7GO6xVtAzYJY+WW4QDDbqWnJyftKGuaR3a/usYSygrKVp9y5y/8vDwuZXWUuGB0uvtFNacGz7y8AvIWg5+RqpZgFC0RjZR6HYMUKEVB7O76yhadJAOKjLioWerDqu0B5rh8DlRUO2YHRWFjx8KCku2DnsZWCoULS/UOnSYHnsqfC/J6Nqa1qHMDYsjRyv8XBL9hczSOnoxF6F1GDLDhzxa51eL+OgjR/CdN16GnTOh9/biMTLCx0Ryzk69ZHa3WAa7ulD+e1K0BpqUrkDzPTe9IKpH68BZUVDtmh0RFwrdVLTUSo9WEWBKaTSPalQoWpaYcxjDarz1QsZUka9oHVoxjuCh1mH/IrO0OG8xrBRYa4b3zw1/svd5FB0XP3XfjvK/XzxGRviYSM7ZqZdIQ/zZClWLFK2BxtRVjKV1MBbvaJimH79OKGE9Dp5Zgakp2DqZEYVPpUerG2b4sKKlmiKzDhCKFi8PLLWhxVOArBMyhorsmlWH8Q2VptZh/zKR0YMLt5bCSoFyM7zfOjy7XMDHHz+K1988h6umQ+9rzxXxDmSEj4XknJ16SbDysKLQosDSgSalqz0ZKC2J6tE6cHYFO2aGoSrMV7TkqsNumOErk+Er3kOaCT286tARhZaZIEUrXaV1GOesQ4p36F8YY4Gq1bKiJVvFoXiHP977PFyP46cr1ayVM8InSa3DWEjO2amXZCbFyozKhHgKLB1o7rxqCi+/emPjP+wQUVqHnHMcOLNS8mqEW4dWL+IdiuVeIi0FndtrFK0ktQ6HqrQO5QieWD1apGj1JXLIebvxDisFG3/9xDG84ZY5bJ2qOBaCaAdqHcZBctZE95pqhnhStAaaH99zVU8fv2R4bf7D+ciFHM6tFHHTlnHxC61C0VKNzq5CqhbvUKFoqfDgydtdCxYSZoY3VGSLNRStOOIdaKh0X1NStKLHOxiaAtvl0FXgJ+7dvvZvKaw0VpJzduo1s7uB8weD6ehwHTFXinK0iB4RpXW478A5AMCendPiF2Wtw5XOqllA9XiHMkVLvJ9ULscCWbC4Gk+Q5zohrWvIW2uT4VWFQYlh1mFQuJKi1ZdEV7RCOVr+hckPvGwr5iaqHAey0Bqbi7qZRAgqtOJidrcorM49K352K4bhEkSXiRLvsO/gAi6fymDblD8HT9VDrcPVzvqzAEBRAKbWUbRE0aW6fuyDa8HiGgw1OTlaMrCUcx78zna9eIzwQOnij+Id+hKZpTVktqhoqbq4kLFzmBlLYdjUqqtZgGgdZjYABhXjcUCFVlzMXC++yvahQ4UW0Vta9WgVbBePvXChpGYBa83wnS60APGBEB7BU0XRYkHr0EYRaqI8WmlDBedAwS69drbL42kbAiEzPH2I9iNS0YoUG6NnADuPH3zZVjz2vpdjdqxGsb14nIzwMZKcs1OvmbhCtFVkQrz8cCIzPNEjWi20njxyEQXbw/yukIFfNUoXDVYXWoeAH5JaX9HSPLFN3LVQ9DQYcak964CM/wGaC7UPbdeDHlcxOXcrcMUeYIxGq/QjV04PI6UrgbLVEnoasPNQFIaReqPBlo5TtEOMkBk+LhRFqFqkaBHrBDnrMNyCqsfeAwswNAW3XTlZ+qWqi+BdQChamcnq/zlOVK08RyszFbpNXLiontgm7hRhJWzVYcZvCeUsF3LPHc+DFoc/CxADkH/kH+O5L6LrTA4ZeOLn78doKsLHt19o1YVzoWjteCDaBhJrSM7ZaT0wu1tEPHheSNGiQovoDTJbymmuzsK+gwu47YrJ8tVM4dahtdo9Rctr4NHyFS2Zo5WoQsuQilZp5aHl8ESFshLtETkIWc8Adq7+32TPA06eVhzGCL1z42R2t2ivLB4JKVrUOiR6g4w8aKZ7eOJSDofPrZb7s4C1I3g6OX4neExdrNoFaq869AsxLnO0ElSElAqtitZhgtqjRI/QU40VrSW54pBah3GRnLPTeiCcEC9XHZKiRfQIqfLYTRRaDx08DwBVCq2KETydHCgtUbS6gaUAoAXxDjYs6PH5l9YBUlHMhxQtx/NI0SLaxzfD12XRDyslM3xs0Ds3TjZeIwbgntlf8rWQokX0CFloBQOY67Dv4DlcNpbC9o0VipVqikKLc5Gj1RVFyyj3aFUElgIlMzycIiyuJlLRyla0DrUE7SPRI/R049bhIilacUPv3DjR08CGnaRoEeuCZluHtuvhkcMXsGfX9Frfhyx6rCwA3h2Pllrp0VrbOtRCgaXJ9WiVWoeO5yVqZSXRI5oxwy8dB8wxID3enW0aAJJzdlovyFE8tOqQ6DHNtg6/fvQSVosO9uysMpdRtg6tLgyUlihaHUVLxjv4hZZnJ9CjtbZ1aLseKVpE+zTbOqS2YazQOzduZncDyyfE9HOACi2iZzTbOtx3cAGawnDH9qm1N8pVh8UuFloyjd5zhbJVRdHSuSjEmO/RSqKilS0rtDiZ4Yn2aaZ1SBlasZOcs9N6QRriT35VfKXWIdEjmlW09h1cwEu2TWC0WoBhoGit+HfaxXiHaqpw2AzPORQvea3DtF9o5desOkzOPhI9Qs8Ilbgei8dI0YoZeufGzYwstL4uvpIZnugRcnCs7db+m3MrBTxzanntakPJGkWri/EO8gMhrGj5gaU6t4L2oph1mJxTmaEq0BRWlqPluJSjRcSAVLRqhRjnF4HiMmVoxQy9c+NmeBoYngXOfVv8TIoW0SOaaR3WjHWQqAbgOWLFIdAlRUtrqGiJQkv4tCxoiYp3YIwhbahlhZbtxpgMTwwuehrgoUDtSpb8aAdqHcZKcs5O64nZ3eJgBsijRfQMo4lk+H0HF7Bh2MS1m0ar/4HqtxPzF8XXrni0/JWO1RQt6dGCDe5/WCTNDA8In1bHZh0Sg4vmz0es5dOiDK2OQO/cTiB9WgANlSZ6hqkJr08tj5brcTx8aAH37NwApZZaIi8Ucn6h1a14B7eGosUYHGbAhA3XEoWYDS0YN5QUhgytQtHi0EnRItpFl4VWjZWHgaJFrcM4SdbZab0QLrRI0SJ6RKl1WP32p08sYjFn124bAqULhdwF8bUbHq2gdVhF0QLgKrootJxQ6zBhilbaUMuT4ckMT8SBnhFfaxVai8eE6jW0oXvbNADQO7cTzN7gf8PEhwZB9IDSqsPqvcN9BxfAGHDPjnqFVkXrUDAXvW4AACAASURBVB+KcxNrP2YtRQuAq5gwYcPzb7d4slYdAqJ1mA21Di2XkuGJGNAbtQ79FYdRBlYTNaF3bieYvEJcOWgmHbBEz2iUDL/v4AJunBvHxFCd9nagaF0UbUOlC6cMRRcG/FqKlmrAgA3XFoVW0uIdABFaWjnrkJLhibZppGhRhlZHSNbZab2gqMDMdbTikOgp9VqHl7IWvnl8sX7bECgVWvlL3THCA4Cq1VW0PMWEyWzwUKGVtLZapnLVoUPJ8EQMNFS0KBW+E1Bfq1Ncfpc/H44geoNZp3X45cPn4XFgz65GhZbfOpSKVjcIAkulolW9dSg9Wkk0w6+Jd/AoR4uIgXpmeCsL5M6TotUB6J3bKe59P/Bj/9rrrSAGmHqtw70HFjCW1nHjXIPBsWEzfDeM8PIxXSekaJW3Dj3V8D1aotAqQk9cvINYdViZDE+tQ6JN6rUOl06Ir+Pburc9A0Kyzk7rCVUHjEyvt4IYYBSFQVPYmkLL8zj2HVzA3Ts2QG0UGRC0DruoaKmaCFSsoWjJQku2Dj2m1Y6n6FPCrUPX4+AcpGgR7VNP0aIMrY5B71yCSDCGpqxpHT57ZhnnV4uN/VlAqXXoOd3zaK1pHVYoWooJg5UULa4kL6subagoOh5cj8N2RaWskaJFtEs9j9bSMfGVWoexQx4tgkgwhqasGcGz7+ACgDpjd8KEF3R0TdGqXHVYrmhxzSxrHQbFYIIYMsSpOdw+TFp7lOgBdRWtYyKOaGS2u9s0ANA7lyASjKEqa5Lh9x1YwLWbRrFxNFX9P4UJTzbolkdL8QsnuZikQtHivhme+x4unsBQ4LQhUv3zlgvbFYUytQ6JttEatA7H5sSqeSJW6J1LEAnG1MtbhysFG187eqnxakNJWC3qpkcLAKxV/+fy1qCnmjBhgfuKFlOSp2hl/EIra7lwqHVIxIWqifdT1dYhZWh1Ciq0CCLBGKpSZoZ/9PkLcDzeXNsQqFC0uujRAoDiqlCzKkJ/uWbCYA48V65KTJ5HKxNqHVp+oUWKFhELerq2ojVOMw47Ab1zCSLBGJpaVmjtO7iAYVPDS7ZONHcHYUWra4GlfuFkrVafFaqK1iEcGwDAEji4PRNqHTpB65AULSIG9MxaRcuxgJXTpGh1CCq0CCLBiFWH4nvOOfYdWMAdV001P7ImXMR0u3VYXFnjzwJKZnjuK1osgR6tcOvQJkWLiJNqitbyCQCcoh06BL1zCSLBmGpp1eHzC6s4uZhv3p8F9NYMX6ynaFniKhwAtCR6tESxmbecwAyvdWPOJJF89MzaQivI0KLWYSegdy5BJBgR7yC+33tAxDrcs6OVQitshu9W61CuOqytaKmMB+0PJcGKVi6kaBkatQ6JGNDTgFNRaC35hRa1DjsCFVoEkWDCrcN9Bxdw1fQQtky2MLEgXMR0TdGSrcMaipZffCnWKlwo0PTkerSylgvH81cdkqJFxIGWqqFoMWB0c082KenQO5cgEozhtw7zlosnXryI+V0bW7uDnni0pKK1WlXRksWXYq3AgQYjgSbxjFlqHVoO5WgRMVLNDL94DBjZlMgVvOsBeucSRIKRrcPHX7wAy/Gaj3WQKKHhET3xaNUptGy/0GrW2N9HpPVS61AqWrTqkIiFamb4JYp26CTJO0MRBBEgW4f7DiwgpSu49YrJ1u6AsZKq1TWPlv94drZq65D5xZdqZWFDS+RoGlVhMDWlzKNFihYRC1XN8MdoxWEHoXcuQSQYOevwoYML+I4rp5DSI4zXkIVPtxQtNaSiVVG0mC6KL9VehZVQRQsAhkwNufCqQ1K0iDjQ0+WtQ88Flk+SEb6DJPMMRRAEAOHRWrGAF85nW28bSlRdFFvdWt0XHqlTT9GyV2BBS6zSk9bV8lWHCd1PostUtg5Xzogh7qRodYyOvnMZYx9ijD3HGHuaMfb3jLHxTj4eQRDlmLoCOekweqFldM8ID5RHSlRVtMTvNHtVtA4TqmhlDBW5YikZXqNCi4gDaYbn/plh8Zj4OkYerU7R6XfuvwC4nnN+A4CDAN7X4ccjCCKE6X84b5lM44oNQ9HuRDW61zYEyg34VRQtxS++NGcVFk9woWVqyNluaNYhtQ6JGNDT4qtTEF+XKKy003T0DMU5/yLn3PF/fBzAXCcfjyCIcmQRMr9zIxiL+EGt6t0zwsvHk1RTtIJCK4cCT6YZHgAyuoq85YRmHSZzP4kuo/s5erJ9GCha9PHcKbTGfxIbPwrgU7VuZIy9A8A7AGBmZgZ79+7t6Masrq52/DHWA4Oyn1EYhOfm+FExeHnSOoO9e89Huo+XFRw4motvdOm5ymSP41b/+6OnzuLFise1L7yAWQAMHDY0nDx+FHv3nm7qvvvpNc+tFHCpwPHt57IAgK88/hhGjOaK5X7az24zKM9Nrf3cdOoYdgF47KF/QzG1ATsPfAUb9DE8+uhXur6N3WA9vN5tF1qMsS8BmK1y0/s555/1/+b9ABwAf1XrfjjnHwHwEQC45ZZb+Pz8fLubVpe9e/ei04+xHhiU/YzCIDw36uYFPHrqq3jHd81jyIz4dj84BQxNd++5uvA88KT4dtuVO7Gt4nHPH50GviW+t7mGXduvwvyeq5q66356zT99+htYPrmEy6/cCjz7LPbccxdGU83Ndeyn/ew2g/Lc1NzPp88BB4Hbb7kJ2LAdOP67wPSViX1O1sPr3XahxTm/v97tjLEfAfBaAPdxLt13BEF0g7t3TOMDd6ajF1kA8MoPlnwd3SDcOlTXJlWzkG/Lhppcj5aulsU7JLVFSnQZ+V6WEQ+Lx4GZa3u3PQNAR1uHjLFXAngvgD2c81yjvycIYh2y9bbuPp5S36Ol6qXfFaEn1ruUDlYdylmHZIYnYiAotPJi5eHSCWDng73dpoTT6TPUHwAYAfAvjLGnGGN/0uHHIwii31Hr52gpRkldS3K8w5CpBqsOGRNp8QTRNoEZPgdkzwNOnlYcdpiOKlqc8+2dvH+CIBKIUj8ZPqxo2dBgJrTQyhgaXI8jW3ShK0r0VaMEESasaAUrDimstJMk8wxFEET/0kDRUvWwRyvZyfAAsJS3KUOLiI+worXkF1qUCt9RknmGIgiifwkb4KsoWpqqoMhFMWYlOEdryBSF1nLBplR4Ij7KFC0/rJQUrY5C716CINYXjVqHCkMRfqGVYI9W2hDPg1C0krmPRA/QQoXW0nHAHAPSNB2vk9C7lyCI9QVjpWKr2lBpViq0kmyGz/itw2VqHRJxEozg8RUtaht2nGSeoQiC6G9kxEMVRQtAWaGVVLUnY4Q9WsncR6IHVJrhqW3YcejdSxDE+kMa4qsoWgBgh1qHiV11aJZahxopWkRcKCqgmr4Z/jhFO3SBZJ6hCILob4LWYXVFy4IwzFs8wa1DX9HKWW5iDf9Ej9DTwMoZoLhMrcMuQO9egiDWHw0ULYslv3Uo4x0AkKJFxIueARYOiO+pddhxknmGIgiiv5ERD40ULeiJVbTC8ymTWkwSPUJPA+cPiu9J0eo49O4lCGL9UWfVIQDYIUUrqW012ToEAF1J5j4SPULPlIZKj5FHq9PQu5cgiPWHWn/VoR2sOlQTq2iZmgI5dUfXqHVIxIhceailgaENvd2WASCZZyiCIPobpZFHK2SGT6iixRjDkB9aqpGiRcSJnBc6vgWgGZodh969BEGsP1RNLEGv8SHgKMn3aAFA2m8fkkeLiBU575CM8F2B3r0EQaw/FL1m2xAAbN8M7zINqpLcK/JMUGgldx+JHiBbh2SE7wpUaBEEsf5Q9ZptQwBwfDO8J1uMCSXjtw5J0SJiRSpaFFbaFejdSxDE+kOtr2jJ1mEQA5FQpKJFOVpErEhFi1YcdgUqtAiCWH8o9RUt2zfDc7X23yQBWWgl1fBP9AhqHXYVevcSBLH+MDKAMVTzZlcqWopW82+SAClaREcgM3xXSfZZiiCI/uTlvwjY2Zo3uwPTOiSPFtEBtt4O7HgQGJnt9ZYMBFRoEQSx/pjeWfdmh8kRPckutCjegegIV90r/hFdgd69BEH0HYEZvo6PKwkMUbwDQfQ9pGgRBNF3PJ25Hb934Sgu6clufaQpGZ4g+h569xIE0Xes6FP4LeeN0LVkXysGqw4TnH5PEEmH3r0EQfQdmp8Gn/QCRLYOtQSn3xNE0kn2WYogiEQix+4kPV8qTasOCaLvoXcvQRB9h8oGQ9EKZh0mfD8JIsnQu5cgiL5DVQes0KLWIUH0Lck+SxEEkUi0AWkdUmApQfQ/9O4lCKLvkK3DpLfUaAQPQfQ/yT5LEQSRSAbFDH/V9DAevG4GL9k60etNIQgiIskOoSEIIpHIQstMuKKVNlT86Vtu6fVmEATRBsk+SxEEkUhkoUXeJYIg1jt0liIIou8YlMBSgiD6HzpLEQTRdyhUaBEE0SfQWYogiL5jUOIdCILof+gsRRBE36Eq4tSV9HgHgiD6HzpLEQTRd0ghyyRFiyCIdQ6dpQiC6DukokUeLYIg1jt0liIIou/QKN6BIIg+gc5SBEH0HSqtOiQIok+gsxRBEH0HFVoEQfQLdJYiCKLvoHgHgiD6BTpLEQTRdyhMKlqsx1tCEARRHyq0CILoOzRVKlpqj7eEIAiiPlRoEQTRd5BHiyCIfoHOUgRB9B0qk/EO1DokCGJ9Q4UWQRB9x9apDEZSGqaGzV5vCkEQRF20Xm8AQRBEq9xx1QZ865cf7PVmEARBNIQULYIgCIIgiA5BhRZBEARBEESHoEKLIAiCIAiiQ1ChRRAEQRAE0SE6Wmgxxj7AGHuaMfYUY+yLjLHLOvl4BEEQBEEQ64lOK1of4pzfwDm/CcD/BfCLHX48giAIgiCIdUNHCy3O+XLoxyEAvJOPRxAEQRAEsZ7oeI4WY+zXAPwwgCUA93b68QiCIAiCINYLjPP2RCbG2JcAzFa56f2c88+G/u59AFKc81+qcT/vAPAOAJiZmXnpJz/5yba2qxGrq6sYHh7u6GOsBwZlP6MwKM/NoOxnMwzKczEo+xmFQXluBmU/G9Gt5+Hee+/9Guf8lmq3tV1oNQtjbBuAz3HOr2/0t7fccgv/6le/2tHt2bt3L+bn5zv6GOuBQdnPKAzKczMo+9kMg/JcDMp+RmFQnptB2c9GdOt5YIzVLLQ6vepwR+jH7wTwXCcfjyAIgiAIYj3RaY/WbzDGdgHwABwF8B87/HgEQRAEQRDrho4WWpzz7+3k/RMEQRAEQaxnKBmeIAiCIAiiQ1ChRRAEQRAE0SGo0CIIgiAIgugQXYt3aAXG2AKEeb6TbABwvsOPsR4YlP2MwqA8N4Oyn80wKM/FoOxnFAbluRmU/WxEt56HbZzz6Wo3rMtCqxswxr5aK/MiSQzKfkZhUJ6bQdnPZhiU52JQ9jMKg/LcDMp+NmI9PA/UOiQIgiAIgugQVGgRBEEQBEF0iEEutD7S6w3oEoOyn1EYlOdmUPazGQbluRiU/YzCoDw3g7Kfjej58zCwHi2CIAiCIIhOM8iKFkEQBEEQREehQosgCIIgCKJDUKFFEARBEATRIajQSgCMsZczxoZ6vR1E76BjYPBgjH0PY2yi19tB9AZ6/fuHRBZajLF3MMY+wBhL93pbOglj7E2Msa8BuBeA3evtWU/QMTBYMMbezhj7I8bYVb3elk7DGHszY+xxAHcBKPR6e9YLg3IM0Otfol9ec63XGxAXjDEGsT8/BuC9EAfgFwE83Mvt6gSMMQ3AzwB4P4BXcc4f7/EmrQvoGBgs/NdbAfB9AH4OwGkAtzHGTnLOE/cB5O/vWwH8LwB3cM6f6O0W9Z5BOgbo9Rf042ueCEWLMWZwgQ3g6wCuAfCnAN7GGJvq7dbFD+fcAXAIwCcAHGWMGYyx72WMXdbjTesZdAwM1jHAGEv5r7cL8XrfBuCPAdwD8donDi6yeJ4E8H8AFBljCmPsRxhjidzfRgzaMUCvf/++5n1faDHGfgnAXzPG3soYm+ScP8E5z0M8+XMA7meMJWE/f54xdlvoV49BDN7+fxAH3OsBfIwx9n7/7/t+n5uFjoHBOgYYY78A4J8ZYz/JGLuOc36Ic34RwN8BYADuTop3hTH23xljrwn96jCALwD4vwC+CeB2AP+bMfbr/t8n8jWvZFCOAXr9S/T1a84579t/AN4N4F8A3Afg4wB+F8Cm0O0/COCzAK7s9ba2sY+bAHwawCKAQxW33Q7gfwCY83++HsAlAFO93m46BugY6NBz8aMA9kJcyf4KgH8AcHno9gcAfAzAfRX/j/V621vcz0mIROtLEB+oeui2OQC/AOAq/+ftEO2Ty3q93XQM0OtPr/naf31b/TLGVAA3A/jvnPN/BfABADkI3woAgHP+fwAsA9jDGHsZY+xNPdnY9lgC8Lec83EAi4yx94RuexJi/08AAOd8P4B/BrCh+5vZfegYADBAx4DvzdgC4I+48Kf8JoD9EIUmAIBz/kUARwDsZoy9hjH2E/7v+20ERhbAP3DOJwCcBBB+zU8B+CDn/HkA4JwfBvAogG1d38ouM0DHAL3+Pkl4zfui0PKf6LKfuejRngXwH/xfHwbwGQBXM8ZeGvrzvwTwR/5tqS5sbmQq9xMAOOc5AJ/zf3w3gPczxgz/Z49zXvT/r84Y+30AoxDtpERBxwAdA6GT5g/7P69CKJhXMcbmQ3/6zwB+HsCfATDQh/iv6UP+j78E4O2MsU3+bR4XXkQwxtKMsd+BUEC+3ZON7SKDcgzQ618iCa95XxRaCK2O9D9g5RP/pwDmGGMv5Zx7EBXtkwBu8v92O4TK8QkAuzjnf97VrW6dsv2U33POV/z9/jKAfQD+xP+95//td0H4dVwAb+DrdOVFm4wDwWo7JPgYKNtPyaAdA4yxXWG/Sej98BsArmSM3eP/fAHAX0G0DsAYm4a44v0nANs557/dva2ORuW+Sjjnq/5r/iTEa/6Biv83D+Bf/R9fwzlf6vjGdhEmsuFmQz8n8hio3E/JIL7+jLEfYozd6H/PEvOa97p3We8fgFdCGP9+F8DrQ79X/a8GxDL+T4Vu+z0A/8H/fhLAbK/3o439VFAa/K35X2cAXIRoDV0HYCtEz/7yXu9Hh56bMYiIhicqfq8k7BiotZ9skI4BAK8A8ASAD8n9DT0Pcv/fFX6eAPwEgP/sf2+iT/xpDfZVHt9yn6cBPAdgB4Qv7wYI5XJzr/ejA8/LHQCegVCityf1GGiwnwP1+gO4HyKG5xyAtybtNV93ipZfxBqMsf8J4L8B+EMABwC8wVcnwEXLCBAfTh8HMMUY+wUmQst2AXD8v7vIOT/T9Z1ogib30+Occ79al0rOWYgW2DkAHwUwzDk/wTk/0oPd6AYFCEPo9YyxNwCiRcZ9JQd9fAxUUGs/edKPAf+9oDPGfgWixftBzvl/4SLCAowx1X8aHMbYJs75HwDIMsZ+gzF2F4DvhK/Oc86LnPMLPduZBrSwr57fKjIAgHO+AHExdgBiNa3JOV/mnJ/s0a50BCZ8l28H8Guc8x/mwn8ExpiSlGMAaGo/E//6+++FNGPsbyDM/b8KsYIw49+uJeU1X3eFlv/EWhD91j2c83+EMPrZEG0hAABj7A8hgts8CPNzGsCnADzCOf9Yt7e7VVrczz+DkE0VxthbIKr/93LOX8Y5T2RfHghORuMAHgfw/QB+HwA457b/YdXXx4Ckif38AyT4GPDfCzbE6/h3nPPPAABj7G7GmA6A+z9/GMCnGWOXQ4TSHgHwawAe4px/qAeb3jIt7uunAFznfyC9FuKD5b9yzm/iop2UREYhVIzP+xeib/EvPA0AYIz9Fvr8GPBpZj8T/fr774U8gL/inM9zzr8A8Rn4Fv92hzGmMcZ+E33+msuWRM9hjP3U/2/v3mPlKMs4jn8f2lKbUgHFqkCkYFpA5GIgKKkCRjAKqBgFEqMQiEFRQUH4A1OBCEH+IMQLXgARFEMTEkUUjWCC0bSFQEHKRQ3W1ASCcgmXcBdOH/943tOznLTdmdkze3b2+X2Sk57dndnO85u9vGfmnfcF9iUODf6k5/6PEkd7HiMOLa4B1hJBf83dn+5Zdr6XjsGjatA6zewgYL27PzPsbW9bTza3A9eUIzkLgN+6+xFmdiuwihiw70XiqpMuvwYa1Tkur4GeHO5y9yst+qlcUh4+kPhAfZoYvuP3wHnABdP297blD5aRNmitZrYUeNzHoB9Or55c7nD3qy0GF76ROMp/FvAK0fh8ptz+NnB+114Dg9Y5Tvu/J4s73f2qnvvnEsM3nExcSf2wme0JfAG4sGv7/HV8BM5fEtMK3EH0VfozcC5TY4QcDCwrvx9NfBDt0rPunNne/iHVOXfY2zsC2ewBLAYuKsucQnT2vnvaul1/DVStc2xeA5vJYQVxVO9YopPrXsRf/J8gGh4796zbmf09A7WOzT6vmMsCogG6Hji+LLeI6Py8fxdfAwPWOVb7f0uffz2P70dczLRoM+t2Zp9P/xmVU4cfIvoq/AH4OtGx7bMA7n6nuz9UlvsbccRnG9h0PntiM883qgap87VZ2N5hmp7NAuB44CXgqHKU5wzgNsqp1XJIveuvgTp1jtNrYHPvhS+6+6+BU939Hx6frvcTR3qA1w3r0SWD1DpO+3y66bm8AfgScTRvEbAdxBW3wPXERSBdfA0MUue47f8tfgcCuPt9xGfhCTB1pWkH9/nrzGpDy6Yuaf4rcAyAu68lWrxvN7Pl01Y5iego92RZdiMdkKXOJraSzRpgd2KG+luJw8wHuPuRwOFmtruHTmSTpc5+tpLDamB3M1vu7i/0rHIi0Rh9qiw7Gn0dKshUax1byWUV8C5iJoRzgI+Y2ccspl5ZThknqiu5ZKmzij7fgTtPfgeWhtWtwILSuPKybKezGGpDy8z2MbNNA0b2fHmsBraxqTEyHqBMKVDWO9HMHiC+kE7z6EA3srLU2USNbB4kRkReBJzn7it6nuYd7r5hKBvcUJY6+6n5XniUqffCp8xsHXFa9TTvwLhgmWqto2YujwAHuvvPibHi3k8MX3KMl9kPRlWWOqto+h1YGlSLgRe63rjqNZSGlpntZ2ariMs339xz/+T//0/iC+cEi8ubHwHeRjQ4AO4jDrGf5HFp+0jKUmcTDbJ5mHjz7ebu/zOzOZPLTjsKMFKy1NnPDLwXHiJOr5046u+FTLXW0TCXxcRYUbj7bcC57n6quz863K2vLkudVQzwXljS8zRnu/tPh7TJQzGsI1oriEuZP+ll3I8S8mQr9zniSrttgUstLnPekalTZ/e6+5ohbesgstTZRJNsdiA6h+LuEx05fZalzn4GfS/c7+63z8J2N5Gp1jqa5vLE5BN05L2Qpc4qmmaxaQws79LVhBW12tCyGPPnncDz7v6dct+RZrYDcZUNZnYR0QHwWaJz4I7EjniWmI175GWps4ks2WSps59MOWSqtY4suWSpswplsXVz+y9Sj5m9D3jK3R/yGN32ceADFgOufZ7o7PkY8HczW0n0SzjXp0bGPQVY6HEFxsjKUmcTWbLJUmc/mXLIVGsdWXLJUmcVyqIGn7nxMXYAfkccGlxBBDj52DeAe4CPl9uHAjcBh/Qss81MbUubP1nqVDaqUznkrFW55K1TWbTzM5OnDhcSczGdXn4/tOexm4nObm8qt9cC/yXmd5scJ6or56iz1NlElmyy1NlPphwy1VpHllyy1FmFsqhpoIaWxXAEh5nZGz06vl0J3ECE+l4z2wU2DUJ2DvBlM9uJGKBsX6Y6AI908FnqbCJLNlnq7CdTDplqrSNLLlnqrEJZDKb2XIdmZsTlmNcTE6P+i2jVftXdnyzLLCdGu17r7tf1rHsWcZ52KXCmj/BkuFnqbCJLNlnq7CdTDplqrSNLLlnqrEJZzKA65xkpcw0By4BflN/nAt8HfjVt2TOJsTS2p2feImDebJ8vVZ3KRnUqh8y1Kpe8dSqL4f9UOnVoZnPN7GLgYjM7DNiTmPQWj7mYzgAOKY9NuoqYw+mPwHozmxz59dUq/+dsyFJnE1myyVJnP5lyyFRrHVlyyVJnFcqiHX0bWiXQu4kxL9YDFwKvAh80s4Nh07D53wIu6Fn1aGLizHXAvj7iI95mqbOJLNlkqbOfTDlkqrWOLLlkqbMKZdGeKuNobQQu9XL+1czeQ0wdcR7wI+BAi+H1byR2yBJ3/zfRSe4Id/9LK1s+87LU2USWbLLU2U+mHDLVWkeWXLLUWYWyaEmVU4d3AzeY2ZxyezUx2e21wBwzO93jSoJdgYkSPO5+U8eCz1JnE1myyVJnP5lyyFRrHVlyyVJnFcqiJX0bWu7+oru/4u4T5a4jmZqj6WRgbzO7GVhJDFQ2ebVCp2Sps4ks2WSps59MOWSqtY4suWSpswpl0Z7KU/CUVq4DbwV+U+5+jhgJ9t3ABi+TSJbzuJ2Upc4msmSTpc5+MuWQqdY6suSSpc4qlMXMqzNg6UZgHjHj/H6lZftNYKO7r5oMfgxkqbOJLNlkqbOfTDlkqrWOLLlkqbMKZTHDag1YajGJ5Jryc427X93Whs2mLHU2kSWbLHX2kymHTLXWkSWXLHVWoSxmVt2G1q7A54DL3P2V1rZqlmWps4ks2WSps59MOWSqtY4suWSpswplMbNqT8EjIiIiItUMNKm0iIiIiGyZGloiIiIiLVFDS0RERKQlamiJiIiItEQNLREREZGWqKElIp1mZhNmdq+ZPWhm68zsrDL57dbWWWJmnxnWNopIXmpoiUjXveTuB7j7PsT8bEcB5/dZZwmghpaItE7jaIlIp5nZ8+6+Xc/tPYC7gJ2A3YDrgIXl4a+4+xozuwPYG9gA/Az4HnAJcDgwH/iBu18xtCJEZGypoSUinTa9oVXuexrYi5gMd6O7v2xmS4GV7n6QmR0OnO3ux5TlTwUWu/tFZjYfWA0c5+4bhlqMiIydubO9ASIiLbDy7zzgcjM7AJgAlm1h+Q8TE+h+UAxHJwAAANxJREFUutzeHlhKHPESEWlMDS0RGSvl1OEE8DjRV+sxYH+iT+rLW1oNON3dbxnKRopIGuoMLyJjw8zeAvwYuNyjX8T2wH/cfSMxSe6csuhzwKKeVW8BTjOzeeV5lpnZQkREBqQjWiLSdQvM7F7iNOFrROf3y8pjPwR+aWbHAX8CXij33we8ZmbrgGuB7xJXIt5jZgY8ARw7rAJEZHypM7yIiIhIS3TqUERERKQlamiJiIiItEQNLREREZGWqKElIiIi0hI1tERERERaooaWiIiISEvU0BIRERFpyf8BKxDq9LqtzasAAAAASUVORK5CYII=\n", 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df.plot(figsize=(10,8),grid=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.6251831591286505" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "100.*((103.01/102.37)-1.0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (, line 1)", + "output_type": "error", + "traceback": [ + "\u001b[0;36m File \u001b[0;32m\"\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m STOP HERE\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "STOP HERE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import mplfinance as mpf" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "segments=[\n", + " [\n", + " ('2019-11-8',3095.),('2019-11-15',3120.)#,('2019-11-17',3128.),('2019-11-22',3100.)\n", + " ],\n", + " [\n", + " ('2019-11-17',3128.),('2019-11-22',3100.)\n", + " ]\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "# mpf.plot(daily,type='renko',show_nontrading=True)\n", + "# mpf.plot(daily,type='renko',show_nontrading=True)\n", + "# mpf.plot(daily,type='renko',lines=segments,figscale=1.25,show_nontrading=False)\n", + "# mpf.plot(daily,type='renko',lines=segments,figscale=1.25,show_nontrading=True)\n", + "# mpf.plot(daily,type='candle',lines=segments,figscale=1.25,show_nontrading=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "segments" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "#mpf.plot(daily,type='renko',lines=segments,figscale=1.25,renko_params=dict(brick_size=7))\n", + "mpf.plot(daily,type='renko',lines=segments,figscale=1.25,renko_params=dict(brick_size='atr',atr_length=2))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "idf = pd.read_csv('../data/SP500_NOV2019_IDay.csv',index_col=0,parse_dates=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "isegs=[\n", + " [\n", + " ('2019-11-5 12:50',3080.),('2019-11-5 15:30',3070.),('2019-11-7 14:30',3090.)\n", + " ],\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "#mpf.plot(idf,lines=isegs,figscale=1.25)\n", + "#mpf.plot(idf,lines=isegs,figscale=1.25,show_nontrading=True)\n", + "mpf.plot(idf,lines=isegs,figscale=1.25,hlines=[3070,3090])\n", + "#mpf.plot(idf,lines=isegs,figscale=1.25,show_nontrading=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('../data/yahoofinance-SPY-20080101-20180101.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "segs =[\n", + " [\n", + " ('2016-11-8',150.),('2017-11-15',175.)#,('2019-11-17',3128.),('2019-11-22',3100.)\n", + " ],\n", + " [\n", + " ('2011-11-17',200.),('2013-11-22',200.)\n", + " ]\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mpf.plot(df,lines=segs,figscale=1.25,type='renko',renko_params=dict(brick_size=3.005,atr_length=2))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#STOP HERE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#mpf.plot(daily,type='candle',volume=True,figscale=0.9)\n", + "#mpf.plot(daily,type='candle',volume=True,figscale=0.9,show_nontrading=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#mpf.plot(daily,type='candle',volume=True,\n", + "# title='\\nS&P 500, Nov 2019',\n", + "# ylabel='OHLC Candles',\n", + "# ylabel_lower='Shares\\nTraded')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#mpf.plot(daily, type='line', linecolor='#00ff00')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/issues/Issue82_case_insensitive_columns.ipynb b/examples/scratch_pad/issues/Issue82_case_insensitive_columns.ipynb new file mode 100644 index 00000000..6a6866cd --- /dev/null +++ b/examples/scratch_pad/issues/Issue82_case_insensitive_columns.ipynb @@ -0,0 +1,1555 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# mplfinance: customization and styles\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read in daily data for the S&P 500 from November of 2019 " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20, 5)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " x.Open x.High x.Low x.Close x.Volume\n", + "Date \n", + "2019-11-01 3050.72 3066.95 3050.72 3066.91 510301237\n", + "2019-11-04 3078.96 3085.20 3074.87 3078.27 524848878\n", + "2019-11-05 3080.80 3083.95 3072.15 3074.62 585634570\n", + "2019-11-06 3075.10 3078.34 3065.89 3076.78 544288522\n", + "2019-11-07 3087.02 3097.77 3080.23 3085.18 566117910" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "import mplfinance as mpf" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['x.Open', 'x.High', 'x.Low', 'x.Close', 'x.Volume']" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(daily.columns.values)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
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    2011-07-05133.779999134.080002133.389999133.809998117.065437165936000133.254297124.9127031.066618
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
    Date
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    2012-06-28132.289993132.990005131.279999132.789993118.641281169242100136.500761128.2192410.551922
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "#df = df.loc['2012-01-01':,:]\n", + "idf.shape\n", + "idf.head(3)\n", + "idf.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Using this dataframe, we can of course plot a basic ohlc or candlestick plot:\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "df = idf.loc['2011-08-15':'2011-11-30',:]\n", + "df = idf.loc['2011-07-01':'2011-12-30',:]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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AyqpdSWoJERGR8Wzfvh1jx45FQUEBTCYTNm/eHPZ4RUUFBg4cCIfDgV69emHUqFHYvXt32HO++eYb3HrrrejRowd69uyJ6dOnw+l0JrMb7bDY0xEjrfBBREQkG5fLhcGDB2PFihUdPn7++edj+fLl+Pvf/44dO3bgnHPOwejRo/H1118rz7n11lvx8ccfY+vWraiursb27dvx05/+NFld6JC0N2ikmc0YNexCpJlZj3YmdA1fR0VgmtmMPj2zmJ9KHH/qMTsxzE89ZieG+QFjxozBmDFjOn28rKws7OslS5ZgzZo1+Nvf/oarr74aBw8exJ/+9Cfs2bMHl156KQDgd7/7Ha6//no88cQTKCgoSGj7OxNTsdfkdCv/TrekIcNuRYvbi9Y2S6vYrBbYrOlwNXvgDwSU7XZrOqxWC5wuNwLBoLI9026FxZKGU86WsPdyZNhQtWo2mlzusMeyHXYEAkG4Wjxhz++RlQGfzx8287fZZEKWww6v1xd2DUKa2QxHpg0ebys8bS5EjbVPgcDpfsTSJ7PZhCaXO2y72j6l5/0APSfcgFPOFuWbs22fLhrYD2bz6VvoE7mf4tmnROwnNX3KzLBi3W/vgj8QUB7Xe5+SuZ/W/fYujj2VfeLY49jj2Itfn4LfP6/pVBMQONMmm80Gm80GEV6vF88++yxycnIwePBgAEBNTQ169uypFHoAMGrUKJjNZuzevRsTJkwQek+1Yir2Boycp/x76sTheHrhbZi7cD1eeG2Hsv3BmSV4aFYpJt/3NLbtPKBsX/nIFEy76UpcdcuvcfCzBmV71arZuGb4IAwYMS/sG6fmtQfx2p/24olVb4a14fieZTjS8C0uKa1QtmU77Dix9ym8u+sTlM5Ypmy/oH8+9lc/jHVbanDP/LXK9lHDLsTrq+fg8WffwKIV1ar79KK1EQCi7tO+qgr0y++FvKGz49KnyoNO7Pj+tUYNuxAAwvp0f/0nWPdIJZ59dGrC9lO8+5SI/aSmTz/ok4XCYf9jqD4lez9NmfBfHHscexx7OtpPRhx7OdkZAIB+Z/cLK/YWLFiAioozfYpFdXU1Jk+ejObmZuTn52Pr1q0466yzAADHjh1Dbm5u2PMtFgt69+6NY8eOqXq/eDAFg23K406ccrYgb+hs1L27GNlZp+dtS3RF7vcHUHBFedh7AnL9lvHX8VNx5baXpflt8JZ7V+K1p2fB4/WhyenG6v4/ws/++T7yzsrhb7gx9snZ7Ebfy+aEjT+99ylZ+6nJ6caAkfPwxfuPc+xx7HHsCfYphGNPsE9vLwyrJaI5smcymbBp0yaMHz8+bLvL5UJDQwNOnjyJVatW4Z133sHu3buRm5uLRx99FC+++CIOHToU9n9yc3Px8MMP4+677+7yPRMlpiN72Vl29MjKCNuWYbcio4PnOjI7DrGzSX4jX1c5hNzBe6almdptAwCLJa3D7VarBVZr+67arOmwWdPbbY+2T6FTBdH2qavtiepTht2q/J2I/dTVdln2U0gsfTJ9P4N85PjTc586286xJ9d+4tjj2AM49oA496lHdqf7MVYOhwMDBgzAgAEDcMUVV+A//uM/sGbNGjzwwAPo27cvTpw4EfZ8n8+Hb775Bn379o3L+6uRuldhxkF3U6EQERGRsQUCAXg8p498FhcX47vvvsO+ffuUx9955x0EAgFcfvnlWjVR3rtx0y1pmDpxONItaVo3pVMyT4WSbklDQV4vqfOTmR7Gn6yYnRjmpx6zE8P8AKfTibq6OuXrw4cPo7a2Fr1790afPn2waNEilJaWIj8/HydPnsSKFSvw1Vdf4aabbgIAXHDBBbjuuuswY8YMPPPMM2htbcWsWbMwefJkze7EBQAEo9DY1By0D5wRbGxqjubppJEb7lgS9vWOa27RqCVElEjrNn+gdROIdCHW+uXdd98NAmj35/bbbw+2tLQEJ0yYECwoKAhardZgfn5+sLS0NPiXv/wl7DX+9a9/BX/84x8Hs7Kygj169AhOmzYt2NTUlIjuRU3a07gtbi/ufugltLS5+JO61nCiUVkyrcXtxYG6BuanEsefesxOTDT5cbWcjnHsiWF+wIgRIxAMBtv9eeGFF2C327Fx40Z89dVX8Hg8OHr0KLZs2YKhQ4eGvUbv3r1RWVmJpqYmNDY24rnnnkNWVpZGPTpN2mKv1efHC6/tCLtDh7qWn5uDsnHFAE7nd/T4t8xPJY4/9ZidGOanHrMTw/yMS9pij4iIiIjEsdgjIiIiMjBpiz2b1YIHZ5bA1sFcPdRe5ZYaNJxoVL62WS04r/AHzE8ljj/1mJ0Y5qcesxPD/IxL4mIvHQ/NKu1wAkZqr2xcMfJzc5SvbdZ05KcFcPzlLRq2Sr84/tRjdmLU5Be6MSvVceyJYX7GJW2x52r2YOydv4Wr2dP9k6kdV7MHn3zrQZ+JY7Vuii5x/KnH7MSoyY93557GsSeG+RmXtMWePxDAtp0HwtbFo+j5AwH86zsn81OJ4089ZicmmvzaTrPU0df1azcktI2y4tgTw/yMS9pij+IvVX8AEBlN22mWOvr6S36vE1EbLPZSCH8AEBERpR5piz27NR0rH5kCOy8UVcVuTccFAwqYn0ocf+oxOzHMTz1mJ4b5GZe091dbrRZMu+lKrZuhW1arBf+W1xNW3kKvCsefesxODPNTj9mJYX7GJe2RPafLjYtLFsDpcmvdFF1yutyo+fAz5qcSx596zE5MLPlVbqlByfSlYXNsJprM07xw7IlhfsYlbbEXCAZx8LMGBIJBrZuiG2WlVyj/DgSDcDV7mJ9KHH/qMTsxseRXNq4Y1WvKw+bYTDSZp3nh2BPD/IxL2mKPYtf2brxI9Ws3oOXo8SS2hoiSpe0veonWcKIRJdOXSn2Ej4jC8YKuFFE4ZRLvxiUyqK5+0Yu3/NwcVK8pT9r7EZE4aYu9TLsVVatmI9Nu1bopupRpt6JoUCHzU4njTz1mJ6ar/Cq31KCyaldSr9HTE449MczPuKQ9jWuxpOGa4YNgsaRp3RRdsljSMOTeqcxPJY4/9ZidmK7y0+IavXhL5OTuHHtimJ9xSVvsnXK2IPfS+3DK2aJ1U3TplLMFly7bzvxU4vhTj9mJMXp+ibycxOjZJRrzMy5piz0AaOLt30KYnxjmpx6zE8P81JM9O9lvbJE9P1JH6mKPiIiiV792A3aOnsw77zXU3WlqmaeuIeNisUdEZBCFUyZh2FvrkVGQp3VTUlbkaWrZj+RRapC22HNk2LCvqgKODJvWTdEl5ieG+anH7MTInF/llpqY7wROZrEjY3Z6OpInY34UH9IWe2azCf3ye8FsNmndFF1ifmKYn3rMTozM+ZWNK475TuBkFjtaZ6f3yevV5Mcjl/ogbbHX5HIjb+hsXiyqEvMTw/zUY3ZiUi2/eBYLWmdXOGVSt6fQG040SlsgqclPT0cuU5m0xR4REXUsmcujiepuebVUKxbyc3OSuuIJEcBij4hId+JZLCT6KFNoeTWjFjiJnCRaD0JHKkN3gn/4s/+rdZOoAyz2iIhSWHdH1mQ95SiLeE8SLXvesxasDWtj6Ehl6E7w5s/rNWwddUbaYi/bYcfxPcuQ7bBr3RRdiiY/2T9UtMTxpx6zEyNbfk+ufrPL07DxJnKkTLbsgNiv0dPytHY0+X1x5KTQUdpUPxKqFWmLvUAgiCMN3yIQCGrdFF2KJr8nV7/Jgq8THH/qMTsxyc6vu2vq4nkaNpq7VUWOlMkw9lqOHlcKmlCmXWUnU/ETS36VW2pQMn1pt1PxRI6rRC6XR52TtthztXhwSWkFXC0erZuiS9HkxwuFO8fxpx6zE5Ps/JJ5TV1Hd6t2V2zGItnZdVS8ZhTkoXDKJADRTVUTWfxoebduLPmVjStG9Zpy/PzOa7t8Hg8qyMGidQOIiCh1hYpNPSqcMinuR6r09kt4d20N9ad+7QZ8qfN5CPVM2iN7RESkb2pW3DCyyDz0PglzLLiUn7akLvZkushWj5ifGOanHrOLTeRpLj3l19U1Z2Xjirs9zRdvsmXXdk7EyNO60UzCnGyy5UfxIW2x1yMrAyf2PoUeWRlaN0WXusuPv3F3jeNPPWYXu7Z3YGqdX3fXV0VO6NzdacxknpJMRnaxXn+mp1OyXeUX7Q0ZJCdpiz2fz4+tOz6Gz+fXuim61F1+ata4TCUcf+oxOzFa59fd1B8yFy/JyE7rFT8SefduV/mFbsjgzw19krbYa3Z7UTpjGZrdXq2boksd5Zd5XqFUt/nLjONPPWYXu7Z3YMYjv7bTf6hpSyLn1Ws5ehw7R09OyGeRDGPv7O/vxE2URE5d0lF+keNAdKk+2X8Obd++HWPHjkVBQQFMJhM2b96sPNba2op58+bhoosugsPhQEFBAW677TYcPXo07DXOOeccmEymsD+PPfZYsrsShnfjppCiZ36jdROIqAPxvgPz/Hkzlek/1LQldHdsIi73yCjIw7C31sf1NWWiNndZVVbtChubouNU9p9DLpcLgwcPxh133IEbb7wx7LHm5mbs378fv/zlLzF48GB8++23mD17NkpLS7F3796w5z7yyCOYMWOG8nV2dnZS2t8ZFntERAYTbcERWcxFfl02rljz05Zaq9xSI/Wp60QLHXWONYPKLTWorNqlu2v8xowZgzFjxnT4WE5ODrZu3Rq2bfny5bjssstQX1+PwsJCZXt2djb69u2b0LbGIqZir8npVv6dbklDht2KFrcXrW3O79usFtis6XA1e+APBJTtdms6rFYLnC43AsEzs3Nn2q2wWNJwytkS9l7BQBADz+sLl8sdtj3bYUcgEGw36WOPrAz4fP6ww89mkwlZDju8Xh/c3lZle5rZDEemDR5vKzxeX9L65MiwwWw2oSkJfXK53Dj/3Dx4PK1AVkaHfQKgqz6FJGM/mQCcf25e2PjTe59kGnt661NIovaTzx/AKWdL0sdeydVDsHbz6dN0LW4vSq4egpc2fYBTzhalT35/MCz7yD6F2h7tfgo9P9thx7rNNfjq2Lft/o9MY6+yahdKrh5ypm3+APz+gNKnUH+i3U+h54f6FAiE5+v3n37/zsaeP+L5if7cy8/NwS0ll7d7fmdjDwC8Xh9Krh6CkquH4OZZK+Fq9mj2uRf8/nlNp5qAwJmxY7PZYLPZIKqxsREmkwk9e/YM2/7YY4/hV7/6FQoLC1FWVoby8nJYLNodXzMFg8Fu10U55WxB3tDZYdumThyOpxfehrsfegkvvLZD2f7gzBI8NKsUY+/8LbbtPKBsX/nIFEy76UpcXLIABz9rULZXrZqNa4YPQu6l94V9aO+rqkC//F7t3vf4nmU40vAtLimtULZlO+w4sfcpbN3xMUpnLFO2X9A/H/urH8bzr76Pe+avVbaPGnYhXl89BwuXV2HRiuqU7dOuDz+DyWQyVJ+MuJ/YJ/YpkX0qyO2Jz977Tad9+rficnzznavTPt1fvwuPFV4RdZ9Cz++sT5t6n0Dz/F9Ks5/uX/wqPq//OqzIfKR8Au4qG4G8obOV/qjdT68Mvg63e88cEerd04GvapYqfRreeAQ7cvopfVp13o9wn+0/hfoUy9j70eX/iSUP/jjqPv3OewifzpgpzfdTTnYGBoycB/enL4QVewsWLEBFxZk+dcRkMmHTpk0YP358h4+73W4MGzYMAwcOxLp165TtS5YswcUXX4zevXvjgw8+wAMPPIBp06ZhyZIlXb5fIsVU7NW9uxjZWafn4El0RZ6elob/fX0XSkcVwWo9Uw3r8bf2kGQeifB6fXjlD3/BreOKkdMjs8M+Tbx7OV7+3T266VNIMvaTz+fHmle24+YbLlPGn977JNPY01ufQhK1n26etRKvLL8H37z2Or5c+xr+GbDgug3PJGXs3XLv03jj+blKn0JtCfVpzNQleHn53R326avKjfjn0mdxxV/eUPp0aFUl8n88odP91PC/m5D/4wlKn26YvhSvLL9Hef7fb5yGy/+4TpqxN/6up1C57GfKtptnrcQf1pQrfdp12Rj8e/lPw/oUy356f9QtGLz5hTP7Y9bTeOOFufj8+Zfx5e9fg6fhBK74yxs48coWHF+/Gc1fHcPlu98Q6lMsn3tls5/BlmdnR92nv06YiqHVv+EW7v4AACAASURBVFf206t/3IPJJZdr9rnnbHaj72VzUPf2QqV+AaI7stdVsdfa2oqJEyfiyJEj+POf/4wePXp0+jrPPfcc7rrrLjidzrgcTVQlGIXGpuagfeCMYGNTczRPjwst3tNIosnvhjuWJLFF+sLxpx6zi13b78XGpuZgReZFYfn986VXk/Le0Xwdacc1tyj//udLrwa3Dhqh+v3V/P+2EjH22rZv3eYPgheXLAh7XHTftM0v8v06ejzy63jqKL9Yf05sHTQioeM1ViJjAkBw06ZN7bZ7vd7g+PHjgz/84Q+DJ0+e7PZ1PvrooyCA4CeffBJzG+JF2qlXiIjotEROtxFPalaEaDuVh4wrSrTV0fykRrv7VpTIneB60Nraiptvvhn/+Mc/sG3bNvTp06fb/1NbWwuz2Yzc3NwktLBjvBuXFPVrNxj6m5SI5JPKd7rKTO3dtHr/GeJ0OlFXV6d8ffjwYdTW1qJ3797Iz8/HpEmTsH//flRXV8Pv9+PYsWMAgN69e8NqtaKmpga7d+/GyJEjkZ2djZqaGpSXl+MnP/kJevXqpVW35C320sxmjBp2IdLMPPioRiz51a/dgC+/X5Bb79+o8cLxpx6zE5NmNqNPzyzmp0Iyxp7opMJd0XoZy7b5lY0rRtm4YpRMX6pZe7Swd+9ejBw5Uvl67ty5AIDbb78dFRUVqKqqAgAMGTIk7P+9++67GDFiBGw2G9avX4+Kigp4PB6ce+65KC8vV15HK9IWe45MG15fPUfrZuhWLPkVTpmEwimTsHP05AS3Sj84/tRjdmIcmTYUDSqEI9MW9otYvCR63rjQChlnf/+5kkzJGHuJzE7ro5yOTBt+PPb0zRSpasSIEcp0LR3p6jEAuPjii7Frl3xzU0r7q6PH24qFy6vgaXPnFUWP+YlhfuoxOzEebys+//JreLytKJwySVltIl5LTCV6kuTQChlanCUwwtiLLPhElr6LlcfbioUrXg/LL5FHMil5JC72fFi0ojrsNm2KHvMTw/zUY3bdC603WrmlBiXTl4aduvN4ffi8/uuw/DIK8jS7xELrH/axFDpGHHuJ3vdt1771eH04/OVJ/H7zmW1aH22k+JC22CMiMqrQ0bWyccWoXlOOn995bdLeu+FEI0qmL223wH1IZHGX7B/2odPAoSJPL3ci61VHR3pvun6oBi2hRJL2mj0iIqOKXG80mQVVfm4OqteUd/q41kdyjD51R6TQaVqt+hwaiwDw0qYPNGkDJZ60xV66JQ1TJw5HuiVN66boEvMTw/zUY3bdy8/N6bSoSrekoSCvV0Ly0/puz2i0LXrqY7w5RY9jT8tT9ED4WJxw7SX4P9c+pKv8KDrSnsbNsFvx9MLbkGG3at0UXWJ+YpifesxOTIbdigsH5Cckv44mBZZZrJMsc+yJybBbcUGCxh5pS9pir8Xtxd0PvYSWNuvuUfSYnxjmpx6zE9Pi9uJAXUPS8tP6Box40uPYO1uiU9Ytbi8OJnHsUfJIW+y1+vx44bUdYYsjU/Siyc9IH/Lx1l1+yZoKQY9S8Xu3s5sd1Gj1+XH0+Ldxza+r8ar1NXrxFO+xl4zT3jJdn9jq8+Poie9S6ns3VUhb7FHiGelDPtki7xBk8ZfaEj13nSje0aqO3k57E3WGxR5RHPCHKRERyUraYs9mteDBmSWwWaW9YVhqzE8M81OP2YmxWS04r/AHuskvcl48LRlx7MV6TZ/IfrBZLTj37LMMlR+dJnGxl46HZpXCZk3Xuim6xPzEMD/1mF3nP3A7WjEjks2ajvy0AI6/vCVRzYuryOXRtLzhwIhjL/Kavsjl00L/rl+7ATtHT8ani1eofi+bNR3nnf0DQ+VHp0lb7LmaPRh752/havZo3RRdYn5imJ96zK7z0/qhFTO6ug7M1ezBJ9960Gfi2EQ1L6G0vOEgFcZe5Lx8obEWWkc5cqqaWI70uZo9+PBAvaHz0xuv14tDhw7B5xNbAlDaYs8fCGDbzgPwBwJaN0WXmJ8Y5qcesxPjDwTwr++cuslPpqlDOPbai+V6Yn8ggG++czE/CTQ3N2P69OnIzMzEoEGDUF9fDwC499578dhjj8X8etIWe0RERtXdtEc7cvpp9t6xSvaRPBmuDSRKtAceeAB//etf8ec//xl2u13ZPmrUKLz88ssxvx6LPSKibsRzHj2g+2mPElrs6XzKJd75Tqlg8+bNWL58OYYPHw6TyaRsHzRoED777LOYX0/aYs9uTcfKR6bAzgtFVWF+YpifekbM7snVb4YVfJFHl9ouJi/KiPnFS3dr5aZSdqEbMmJZO7g7qZSf7L7++mvk5ua22+5yucKKv2hJW+xZrRZMu+lKWHkLuCrMT0xkfpE/6OP5AWs0Rhx7bReLB9ofXQo9Ho8fwEbML166Wys3FbILXSPZ2Q0ZIlIhP7249NJL8Yc//EH5OlTgrV69GsXFsR+dl7bYc7rcuLhkAZwut9ZN0SXmJyYyv7YrJET+wGHxFy6Vx148fgCncn6iUiE70Wsku7rmMRXy04tHH30Uv/jFL3D33XfD5/Nh2bJlGD16NJ5//nksWrQo5teTttgLBIM4+FkDAsGg1k3RJeYnprv82k4k293RhlTDsSemo/xkuuNVZhx7Z+bh6+woc+iodEdzPjI/eQwfPhy1tbXw+Xy46KKL8NZbbyE3Nxc1NTW45JJLYn49aYs90h7veutc5ESypG/xvgEj3q+fyuNMphU69CA0D1/kUebI4i+aOR9JW/3798eqVavwl7/8BQcOHMDvf/97XHTRRapei8UedYp3vRlHd8VGqv8gbXuavitqr8mL9vXjLdTeUwc+1e0+jvzFisVf1zo7CpyIa/wocf74xz/izTffbLf9zTffxBtvvBHz60lb7GXarahaNRuZdqvWTdEl5ifGaPl1V2zEs7A3UnaRp7qS8QMznvmF2tvjwvMNc3Swq6PqRhp7aonsZ+Ynj/vvvx9+v7/d9mAwiPvvvz/m15O22LNY0nDN8EGwWNK0boouieSXiFv69YbjTz0jZafFqS4j5ZdsqZhd5Fq5IlIxP1n94x//wIUXXthu+8CBA1FXVxfz60lb7J1ytiD30vtwytmidVN0SSQ/Hu5vn1/DiUaUTF+a8Gu7jIDfu+3FMg8f81MvFbOLXCtXRCrmJ6ucnBx8/vnn7bbX1dXB4XDE/HrSFnsA0MTbv4UwPzFt88vPzUH1mnLdrj6Q7GKVYy9c5Dx93Yl3fql0Ny/HXrhYj/wxPzmMGzcOc+bMCVsto66uDj//+c9RWloa8+tx5kQiA5q1YC2+OHISZaVXoGxcsVKsUnJVbqlBZdWusOkttGCU6/WA1Cpco9FdHvE88kfJ85vf/AbXXXcdBg4ciH79Ti+feOTIEVx55ZV44oknYn49FntEXXj1j3sw/ear2m2X/QfOF0dOKsVd5ZYazYuNVFU2rhhl44pRMn2p1k0xDBYu4brLQ/bPKupYTk4OPvjgA2zduhV//etfkZGRgR/+8Ie46qr2P4+iIW2x58iwYV9VBRwZNq2boktGyC80YbEWHBk2XD7kPEydOLzDx/X0A6dsXHFSp/4wwtiLVFZ6RdLey4j5iYilWGF27cXyWcX85GIymTB69GiMHj1a+LWkLfbMZhP65feC2Rz7gr9kjPy+1LDYM5tNsNvSdZ2fVoww9iLFeq1m6DopNePXiPmJiCVDZieG+Wnrqaeewk9/+lPY7XY89dRTXT73vvvui+m1pS32mlxu5A2djeN7lqFHVobWzdEd5iemyeXGe7sPocnlZn4x4tgTu06K+akXj+y0PKOgNY49bS1duhS33nor7HY7li7t/NIPk8kUc7En9d24RHoROat/rPNeJXs1AE4h0zXmk7q4chBp5fDhw+jTp4/y787+dDQlS3dY7BF1I5obHM6fNzNsVv9Yf2CI/oCJtThpew1f/doNKT2BNtB+HjytljcjImptbUX//v1x8ODBuL0miz3STGSBIuvRlNDUJV3R+rRP2+Ik1rtvC6dMSukJtIHY58HrDu+AJCK10tPT4XbHd75DaYu9bIcdx/csQ7bDrnVTdEkP+T25+k1pj6ZkO+z40eX/KXV+nYmmOO2OyGllPYy9kMi1b+NFpPjXU36yYXZimJ88Zs6cicWLF8Pn88Xl9aQt9gKBII40fItAIKh1U3RJD/nF+2hKPAUCQbg9rVLnl0gip5X1MPZCOlv7NpblzeJNT/nJhtmJYX7y2LNnDzZu3IjCwkJce+21uPHGG8P+xEraYs/V4sElpRVwtXi0boouMT8xrhYPdtd+nrD8kl1IRM4Tl8jl0/Q49iLz0fIXET3mp6W2R6GZXezajn3mB2zfvh1jx45FQUEBTCYTNm/erDzW2tqKefPm4aKLLoLD4UBBQQFuu+02HD16NOw1vvnmG9x6663o0aMHevbsienTp8PpdMbUjp49e2LixIm49tprUVBQgJycnLA/sZK22KPki3UNxUSpX7sBO0dPNvRNA0+ufjOpa9VGFi5drfWbijdsqJ1Hj7THu2djEzl2ZT27ohWXy4XBgwdjxYoV7R5rbm7G/v378ctf/hL79+/Hxo0bcejQoXZr1d566634+OOPsXXrVlRXV2P79u346U9/GtX7BwIBLF68GJ9++ik++ugj5ObmYuXKlXj++efD/sQqpnn2mpxnLhhMt6Qhw25Fi9uLVp9f2W6zWmCzpsPV7IE/EFC2263psFotcLrcCATPHCLOtFthsaThlLMl7L38/kC79wROX1MQCATb/ebRIysDPp8fzW6vss1sMiHLYYfX64Pb26psTzOb4ci0weNthcd75nx4ovvkyLDBbDa1W2g6EX0K5dbi9qJHVkZUfUrP+wH63jIeAOB0ueHzB5Q+ZNqtOPq/m9Bzwg1x61Po9UN9CgSCOOVsQc8JN6DnhBtQO+52ANBkPwW/f14oR58/gGAwGPV+8n0/fjvbT3ln9UDlsp8BAE45W+D//rSJ2j6Fsgz1qe2+62g/hR5X9tORY3jv6pvRd/J45P94AjLWbkjq2FO7nxL1/eT3n37/zsaetW8uek64AWte2Y5X/7gHJ06eAoBO++SP2B+xjL149cmIn3vH129Gy9HjYWNveOORmMbeq3/cgynj/0vpU+TnHgBNP8tD4rWfbPm5KJwyKWXGntKnU01A4EybbDYbbLb2K4WMGTMGY8aMabcdOL2E2datW8O2LV++HJdddhnq6+tRWFiIgwcP4k9/+hP27NmDSy+9FADwu9/9Dtdffz2eeOIJFBQUdPjaIYsWLUJFRQVGjRqFjIwMPPXUU/j666/x3HPPdfn/uhNTsTdg5Dzl31MnDsfTC2/D3IXr8cJrO5TtD84swUOzSjH5vqexbecBZfvKR6Zg2k1X4qpbfo2DnzUo26tWzcY1wwdhwIh5Yd84762/H1mZtrD3BIDje5bhSMO3uKS0QtmW7bDjxN6n8O6uT1A6Y5my/YL++dhf/TDWbanBPfPXKttHDbsQr6+eg8effQOLVlQnrU/7qirQL78X8obOTlqffvHEa1jz2B1R9Wl4oxNlW2qUPt2+oxYLz5+IHTn9ULVqNjLXbsCly7bHtU95Q2crfWr4ujHsdR4/dQRXAZrsp5zs0xOKth1/TS531PvpVycP40dAp/vpi69OhvX1Kc8xXAUI9Slv6GylTzv2/CPs9TvaT6HJU480fIvHv8vEjmBPYMmfkf3/78Km3kjq2FO7nxL1/eTIPP1DvrOxd+jzY7i2zfuee/ZZANBpn/b87XBYO2Mde/zc67xP9xfkhfXp/sYjMY89s8mEaTddiZnD7sDwj/aEfe6VlV4hxWd5vPbTaxNPH8lLlbEX6lO/s/uFFXsLFixARcWZPqnV2NgIk8mEnj17AgBqamrQs2dPpdADgFGjRsFsNmP37t2YMGFCl6/30ksvYeXKlbjrrrsAANu2bcMNN9yA1atXw2xWfzLWFAwGu70S85SzBXlDZ6Pu3cXIzjp9l46efxs04m+4iejTvtLbULTlRaVPu6+/FRdtDD98LNKnm2etxCvL71H6dP20JVj/u7uV59aOux1Xvf2KZvtpzLQleGX5PQCAm2etxBvPz416P3047nb86O1XOt1P7fo6fiqu2vay6j6Fsgz16bqpTypt72g/hZ7f2X76+43TcPkf1xn2+yly7EX26ZZZT+ONF+Z22qe659Yj9+ZxyvbJ9z6NPz4/t9M+jZn6JF5usz+M8hkhw+de7fjbcWn1WqVPH467HZf94fdR9+nmWStR9ezsTj/3uJ/03Sdnsxt9L5uDurcXKvUL0PmRvbZMJhM2bdqE8ePHd/i42+3GsGHDMHDgQKxbtw4A8Oijj+LFF1/EoUOHwp6bm5uLhx9+GHfffXdHLxXWrrq6Opx99tln+m23o66uDv369evy/3YlpiN72Vn2dkuoZNit6GhRFUdmxyFmdXJLd+Tr+nx+bNt5ECOvGAiLJS3ssbQ0U4dLuVgsaR1ut1otsFrbd9VmTYfNmt5ue6L61NX2ePfJ5/Pj3V2fYOQVAwGo65MlzdzuvePZp8jXN5vDn5+WZg7rU6RE7iefz4/GpjOnRS1pZphMpqj3k+X7tne2n9r19fu1KNX2KTLLjvZd2762fVzGsdeRRI69yD6lpZnC+hRpwB2Tw74OrSXaWZ+mTPivLvdHWz6fH7trP2/32cfPvejGXmNTM9K/zy2aPlnSzMprJuNzL9Y+RUr0557Rxp7JdPp7M7tHdlyXgGttbcXNN9+MYDCIp59+Om6v6/P5YLeH9y89PR2tra2d/I/oSHuDRrPbi9IZy8J+a6DoGSG/yAuJk3lBfLPbi9oD9brOTyt6GHvJnlollovg9ZCfrJrdXnz4cWzft4m8M11vOPaiEyr0/vnPf2Lr1q3o0aOH8ljfvn1x4sSJsOf7fD5888036Nu3b7evHQwGMXXq1LBpVtxuN372s58Zc+oVSj2RP4AjF5NP1l13lVtqcPOslUl5L8CYd78ObzyidRPCzFqwNmxsyTzHI8Umcl3qWEXemc7VT6groULvH//4B7Zt26asZRtSXFyM7777Dvv27VO2vfPOOwgEArj88su7ff3bb78dubm5YdOs/OQnP2k3/UqsYjqNS5QIlVtqlNUzZPgBXDauGCVXD2l38XWiFE6ZlNTpI2JdTk0N2Yq9L46cxPKHp2jdDEqAjII8DHtrPYD2d812p6PvBa2XPiRtOZ1O1NXVKV8fPnwYtbW16N27N/Lz8zFp0iTs378f1dXV8Pv9OHbsGACgd+/esFqtuOCCC3DddddhxowZeOaZZ9Da2opZs2Zh8uTJ3d6JC0DVtCrRkPbIntlkwgX982H+/nw7xUZP+XW2ikGidXUkwGwywZFh1UV+QPtTUZGTBLcVj+XUumI2meDItOkmO9no6XtXNsfWb0ae2R91don+XtAbjj1g7969KCoqQlFREQBg7ty5KCoqwvz58/HVV1+hqqoKR44cwZAhQ5Cfn6/8+eCDD5TXWLduHQYOHIirr74a119/PYYPH45nn31Wqy4BkPjIXpbDjv3VD2vdDN1ift37cu2GTn+Lz3LYcUVRf+VC4K6KJxmETkWFaHmENMthR3Gb7Cg2/N5V7/w7f4yvX9nCsacSxx4wYsQIdDVJSRQTmKB3796orKyMZ7OESXtkz+v14flX34fXG59FgFONjPmFjqQlavH5ePJ6ffjq+HdKfjKcXtaLyOz0KNbiPp6/DMj4vasXXq8PRz85jPdH3aJ83nClk+hx7BmXtMWe29uKe+avDZurh6InY36h69K0Om0bC7e3FZ981pC0/CIvMtfzDyi3txUH645KNfZiFWtxH89fBmT83tULt7cVB/7VgsGbX1CO2nM5tehx7BmXtMUe6V93UxnIfmo0mUIXmfMHFBERxRuLPUqY0B22neGpUUo2PVxCQMnFXzopFUh7g0aa2YxRwy5EmsBacKnMCPklar6r+rUb8GU3c9ulmc3o3dORkPw6mu4h2XN7JfIHXJrZjD49s6Qce2XjilE2rljqCXSN8L2rFTVjj790nsGxZ1zS7lFHpg2vr57T6XIp1DUj5Jeo+a4Kp0zCsLfWI6Mgr9PnODJtKLqwMCH5dTTdQ7Ln9krkDzhHpg1FgxKTXbzI/APeCN+7ydT2FyU9jD2ZcewZl7TFnsfbioXLq+DhhaKqML/YtT3a4/G24vMvv2Z+Knz+/Muo/6guLDs933CSbPzejU3bX5Q83lbs73ses1OJY8+4JC72fFi0ohoe3gKuikz51a/dgJ2jJ0u/JFjbaww9Xh8Of3lSVX5GXP4sFmfdVIpPG71h2fGGk+jJ9L2rNx6vD/93j7rvW+LYMzJpiz0yjmhOmwLGuVC6cMqkpPY1GcufERGRfrHYI2kk+joqmS7KF+1r275wySciIuqKtMVeuiUNUycOR7olTeum6JKM+bUcPa7ptVtPrn4z6oIv3ZKGKy89X6r82upuWhstpVvSUJDXS9rsZCfj965eRGaX6pdUxIpjz7ikLfYy7FY8vfA2ZNitWjdFl2TML6MgL+l3nbaVn5vT5RG1hhONSjGYYbfirbX/I1V+epFht+LCAfnMTiUZv3f1IjK7aC6poDM49oxL2mKvxe3F3Q+9hBa3V+um6BLzi13bYlA0v8jlz1JJi9uLA3UNHHsq8XtXPWYnhvkZl7TFXqvPjxde24FWn1/rpugS8xMjml/k8mfx1nCiESXTl0p1HWJIq8+Po8e/VbLjqbTY8HtXPWYnhvkZl7TFHslPxkLDCKIpjvJzc1C9plzqyYFDOjqVlqwjnqHl0c7pd1ZS3o/kl4pH24lY7JFqMt8koGdGuM6op8+Nhv/d1OnjyZp3r2xcMarXlGP5w1OS8n4kP875SKlI2mLPZrXgwZklsFmlXb5XasnIr+0NDUYjml+y17qVic1qQe/zzsY5t9+kdVN0iZ996jE7MczPuCQu9tLx0KxS2KzpWjdFl5KRXyx3t+qNaH5a3nWsNZs1Heed/QN+76rEzz71mJ0Y5mdc0hZ7rmYPxt75W7iaPVo3RZdkyC+yGNTT0S4Z8tMrV7MHH35cr2l2er4ui2NPPWYnhvkZl7TFnj8QwLadB+APBLRuii7JmJ+ejnbFOz+9HuFUwx8I4F/fOTUZe6F1mD9dvCLp7x0vMn7v6gWzE8P8jEvaYo/ISJ5c/WbcpkrR+1q4iZyKJdp1mImIUgmLPepU6LRr6GgJ50pTL55Tpeh9LVwj3G1MRKQn0hZ7dms6Vj4yBXZeKKpKPPILnXZNxaMlso0/PZ0GtlvT0f+OW6TJTm9kG3t6wuzEMD/jkrbYs1otmHbTlbDyFnBVmJ8Y2fLr7jRwWekVSW5R56xWC37yuweTmp2eiuHuyDb29ITZiWF+xiVtsed0uXFxyQI4XW6tm6JLzE+sAJAtv+5OA8d7JQ2RtX21yM5IE3zLNvb0pKPsMs8rTNl1qmPFsWdc0pbvgWAQBz9rQCAY1LopumSk/OrXbsCXKi7qf3L1mwDUFUJGyk+N8+fNVH33tBbZheZ01MPycd1J9bEnoqPsip75jYYt0heOPeOS9sgeUYjaawa7m/SZOhdroaf1aVTua4pG/doNOHXgUx7po5Qj7ZE90p/6tRt0NZdey9HjumtziEzX6AFiR1GJkqXtTWdEqUTaI3uZdiuqVs1Gpt2qdVN0SYv8ZF1gvHJLDUqmL203N11GQV6nH/qyjz/Ziqq2R9Zkz052zE+9aLJjodc5jj3jkrbYs1jScM3wQbBY0rRuii4xvzPKxhWjek15THPTMT/1oskudFSV2uPYU4/ZiWF+xiVtsXfK2YLcS+/DKWeL1k3RpVTIL9ZiIZZTn1rnJ3I3rNaiya6ro6qpTuuxp2fMTgzzMy5piz0AaOLt30KMnl+sp40jT32e3U2xoWV+GQV5GPbWet0WREYfe4nG/NRjdmKYnzFJXewRJVKokOrsmj7SL54mJiI6g8UepTw11/SR3HiamIjoDGmLPUeGDfuqKuDIsGndFF1ifmKYn3pqsuNRuDM49tRjdmKYn3FJW+yZzSb0y+8Fs9mkdVN0ifmJYX7qqclO1ml7tMCxpx6zE8P8gO3bt2Ps2LEoKCiAyWTC5s2bwx7fuHEjRo8ejT59+sBkMqG2trbda4wYMQImkynsz89+9rNkdaFD0hZ7TS438obO5sWiKiUzv/q1G7Bz9OSYlzNLRDviRevx193NIzLTOju9Y37qMTsxzA9wuVwYPHgwVqxY0enjw4cPx+LFi7t8nRkzZqChoUH585vfaLtsH1fQIGGFUyahcMok7Bw9WZP3b7t2rlGu0zJKP0L0vFoJEaWOMWPGYMyYMZ0+PmXKFADAF1980eXrZGZmom/fvvFsmpCYir0m55lqP92Shgy7FS1uL1p9fmW7zWqBzZoOV7MH/kBA2W63psNqtcDpcoctspxpt8JiSWs3r4/fH2j3ngCQ7bAjEAjC1eIJ294jKwM+nx/Nbq+yzWwyIcthh9frg9vbqmxPM5vhyLTB422Fx+tLWp8cGTaYzaZ2vzUlok+h3FrcXvTIyohLnwCE9cnnD8DvDyh98vkDyuPZDjuCQbTLQKRPodcP7Sd/IIhTzhb0nHADek64AX8dPxUAlD6Fnh/tfgo935FhQ/D757UdfyL7KfTaasee3x8My1K2sQegy7GXnvcD9JxwA045W2CzWsL2Uyh7r9enuk+RY+/fbr0xrmMvJBmfEfEeezL0Sc+fe1r3KYRjT7BPp5qAwJk22Ww22GyJuzZx3bp1+P3vf4++ffti7Nix+OUvf4nMzMyEvV93Yir2Boycp/x76sTheHrhbZi7cD1eeG2Hsv3BmSV4aFYpJt/3NLbtPKBsX/nIFEy76UpcdcuvcfCzBmV71arZuGb4IAwYMS/sG+e99fe3e08AOL5nGY40fItLSiuUbdkOO07sfQrv7voE5zSFRwAAIABJREFUpTOWKdsv6J+P/dUPY92WGtwzf62yfdSwC/H66jl4/Nk3sGhFddL6tK+qAv3yeyFv6Oyk9ekXT7yGNY/dEZc+ZQLt+nTo82NKn+6v/wTXfd+343uWwdXiCeuraJ9Crx/aT4c+P4Zr27z+sziJK4GwPuUNnR3TfsobOhv7qiqQk50BIHz8ie6nvKGzVY+9vx36MixL2cYegC7HXt1BJ3Z8/94PzizByIj9dH/9J/h8S41Qn/LajL3m/xqOC+I49qLdT/H4jEjE2NO6T3r+3JOlTxx7Yn3qd3a/sGJvwYIFqKg406d4Kisrw7//+7+joKAAf/vb3zBv3jwcOnQIGzduTMj7RcMUDLYpjztxytmCvKGzUffuYmRn2QEkviLPtFuV3yRMpjMXi+r9t4xk/TYYDAbhdHnQKycTmRm2uPRp9/W34qKNzyvbbp61En9YU6706cNxt6Noy4tKn0qm/xb/+1T4RakifQq9fmg/bR91C4ZsfkF5/l/HT8WV215W+nTzrJV4Zfk9Ue+n0PMdGTaYTEDDiUZkOWzK+BPZT6HXVjv2xkxdgpeX3x3VftJi7N1y70q89vSsqMfe3pIpGLL5RWXsfTjudhS/Uam6T6F849knrT4j4j32ZOiTnj/3tO5TCMeeuj45m93oe9kc1L29UKlfgOiO7JlMJmzatAnjx49v99gXX3yBc889Fx9++CGGDBnS5eu88847uPrqq1FXV4f+/ft3+dxEienIXnaWHT2yMsK2ZdityOjguY7MjkPMctg73B75un5/AF8d+w7/eV5fpKWF30eSlmZq93zg9Lp+HW23Wi2wWtt31WZNh82a3m57ovrU1fZ49ymUX98fnJ47LhF9sqSZlX3TIysDljRz2OMmU8d9VdunyNdPM4dnFrqDLNSnyOd316e2z/f7A2hsakHfH+SEjT+1+ymyLbGOvc7e1yhjz5JmVl4zmj5VbqlRVkTpaOzp+TMi3mMvEj/39NWnSBx7sfVJKVp7ZHe6HxPt8ssvBwBNiz1p78Z1tXhwSWlFu98mKDrMTwzzi17llpqw1UeSkV1l1a6EvbbWOPbUY3ZimF9ihKZnyc/P16wNvBuXdCNV7+iMLKZkUzau2NDFFxGlDqfTibq6OuXrw4cPo7a2Fr1790ZhYSG++eYb1NfX4+jRowCAQ4cOAQD69u2Lvn374rPPPkNlZSWuv/569OnTB3/7299QXl6Oq666Cj/84Q816RMg8ZE9okh6XQKrcksNzul3lur/Xzau2NBLudV/P21OLBpONKJyS02CWkREqWrv3r0oKipCUVERAGDu3LkoKirC/PnzAQBVVVUoKirCDTfcAACYPHkyioqK8MwzzwAArFYrtm3bhtGjR2PgwIH4+c9/jokTJ+L111/XpkPfk/rIXnYn5+UpOsxPTLzyKxtXrFxflipiya5wyqSYV9DIz81RMpX9yKca/N5Vj9mJSfX8RowYga7uW506dSqmTp3a6eNnn3023nvvvQS0TIy0R/Z6ZGXgxN6nNLugUu+YnxjmFy5ydZKujqolOzujHfnk2FOP2YlhfsYlbbHn8/mxdcfH8LW5HZuil8j8KrfUoGT6UsMdTWlLtvFXVnqFpu8feeStq2v0ZMtOb5ifesxODPMzLmmLvWa3F6UzloXN4UPRS2R+ZeOKUb2m3FBHUyLJNv70dBo4muy6W/s3nusc641sY09PmJ0Y5mdc0hZ7RMmm9dGzVNLdjTaxXsNHRESdY7FH9D09HT0jIiKKlrTFntlkwgX982Fus1QaRY/5iWF+6jE7McxPPWYnhvkZl7TFXpbDjv3VD3e6LAp1jfmJYX5dazjRiJLpSzu8K1eL7Ix0Cp5jTz1mJ4b5GZe0xZ7X68Pzr74Pb5tFkyl6Rsyvu4v648mI+cVTfm4OqteUd3jqW4vsjHQKnmNPPWYnhvkZl7TFntvbinvmr4Xb26p1U3TJiPklc/UMI+aXLMxODPNTj9mJYX7GJfUKGqRPlVtqUFm1y9Dz8KUSNcuZERGRPKQ9skf6pfU8fKkw6XMyFU6ZhIyCvIS+R+Z5hSk9tx4RUSJJe2QvzWzGqGEXIs3MelQNI+dXv3YDvuziaFNoLdqS6UtVv4eR80uEtjdIqMmu6JnfJKJZusSxpx6zE8P8jEvaPerItOH11XPgyLRp3RRdMnJ+hVMmYdhb6xN6tMnI+anRcvQ4do6e3OnRt7Y3SDA7McxPPWYnhvkZl7TFnsfbioXLq+DhhaKqMD8xzC9cRkEehr21PqqbZJidGOanHrMTw/yMS+Jiz4dFK6rh4S3gqqRCfi1Hj4cdaYr8WkQq5JcozE4M81OP2YlhfsYlbbFH1J2MgrywI02RXxtpot1U13by5sotNbz5hogoBiz2SLe6m2TZSBPtppKOpnqprNql/LtsXLFmd3oTEemRtMVeuiUNUycOR7olTeum6JIM+SX6yFrk9WPxXGFDhvz0SjS7jqZ6aTjR2OHSbEbEsacesxPD/IxL2mIvw27F0wtvQ4bdqnVTdCkR+XV3TVzk48k+shbPFTY4/tRLRHb5uTkpc6SWY089ZieG+RmXtMVei9uLux96CS1ur9ZN0aVE5Bd5TVysj+sJx1/nurtmjtmJYX7qMTsxzM+4pC32Wn1+vPDaDrT6/Fo3RZcSkV88T5PKjuOvc2XjivHzO6/t9HFmJ4b5qcfsxDA/45K22CP5dHfULpWKwVSXKqdUiYiMgMUexY1RTuESEREZibTFns1qwYMzS2CzSrt8r9SYnxjmpx6zE8P81GN2YpifcUm7R23WdDw0q1TrZugW8xPD/NRLRnZGnjCbY089ZieG+RmXtEf2XM0ejL3zt3A1e7Ruii4xPzHMT71kZGfkawY59tRjdmKYn3FJW+z5AwFs23kA/kBA66boEvMTw/zUY3ZimJ96zE4M8zMuaYs9IpIH77QmItIvFntE1C3eaU1EpF/SFnt2azpWPjIFdmu61k3RJeYnhvmpx+zEMD/1mJ0Y5mdc0t6Na7VaMO2mK7Vuhm4xPzHMTz1mJ4b5qcfsxDA/45L2yJ7T5cbFJQvgdLm1boouMT8xzE89ZieG+anH7MQwP+OSttgLBIM4+FkDAsGg1k3RJeYnhvmpx+zEMD/1mJ0Y5mdc0hZ7RERERCSOxR4RERGRgUlb7GXarahaNRuZdqvWTdEl5ieG+anH7MQwP/WYnRjmB2zfvh1jx45FQUEBTCYTNm/eHPb4xo0bMXr0aPTp0wcmkwm1tbXtXsPtdmPmzJno06cPsrKyMHHiRBw/fjxZXeiQtMWexZKGa4YPgsWSpnVTdCkZ+Rl5fVKOP/WYnRjmpx6zE8P8AJfLhcGDB2PFihWdPj58+HAsXry409coLy/H66+/jldffRXvvfcejh49ihtvvDFRTY6KtMXeKWcLci+9D6ecLVo3RZeSkZ+R1yfl+FOP2YlhfuoxOzHMDxgzZgwWLlyICRMmdPj4lClTMH/+fIwaNarDxxsbG7FmzRosWbIE//3f/41LLrkEzz//PD744APs2rUrkU3vUkzz7DU5z9yOnW5JQ4bdiha3F60+v7LdZrXAZk2Hq9kTtr6e3ZoOq9UCp8sddqdPpt0KiyWt3eDy+wNocrnD3hMAsh12BAJBuFrCF2rukZUBn8+PZrdX2WY2mZDlsMPr9cHtbVW2p5nNcGTa4PG2wuP1Ja1PjgwbzGYTmlyJ71OT040mlxstbi96ZGUYok8hydhPwWCw3fjTe5/0NPZ8/oDSh9ApJY49/fZJT2NPtj6FcOyp7xMANJ1qAgJn2mSz2WCz2RBv+/btQ2tra1gxOHDgQBQWFqKmpgZXXKHNGbGYir0BI+cp/546cTieXngb5i5cjxde26Fsf3BmCR6aVYrJ9z2NbTsPKNtXPjIF0266Elfd8msc/KxB2V61ajauGT4IA0bMC/vGeW/9/e3eEwCO71mGIw3f4pLSCmVbtsOOE3ufwru7PkHpjGXK9gv652N/9cNYt6UG98xfq2wfNexCvL56Dh5/9g0sWlGdtD7tq6pAv/xeyBs6O2l9+sUTr2HNY3cYqk/J2E852RkAwsef3vukp7F3+45aLDx/Inbk9EPVqtNtlqFPHHvGH3uy9oljT6xP/c7uF1bsLViwABUVZ/oUL8eOHYPVakXPnj3Dtufl5eHYsWNxf79omYLB7ifUOeVsQd7Q2ah7dzGys+wAknNkr+CK8rD3BPT/W0Yyf8MdMHIevnj/ceSdlWOIPoUkYz85m93oe9mcsPGn9z7paeztK70NRVteVPo0/q6nULnsZ5r1KYRjz/hjT7Y+hXDsCfbp7YVhtUQ0R/ZMJhM2bdqE8ePHt3vsiy++wLnnnosPP/wQQ4YMUbZXVlZi2rRp8HjC87rsssswcuTILq/1S6hgFBqbmoP2gTOCjU3N0Tw9Lnw+f/DjT78K+nz+pL2nkTA/McxPvXhk98+XXg37+oY7log2Szc49tRjdmKMmJ9I/QIguGnTpg4fO3z4cBBA8MMPPwzb/vbbbwcBBL/99tuw7YWFhcElS7T7HJP2Bg2z2YR++b1gNpu0boouMT8xzE+9eGRXOGVSHFukLxx76jE7McxP3CWXXIL09HS8/fbbyrZDhw6hvr4excXa3dQobbHX5HIjb+jsdofJKTrMTwzzU4/ZiWF+6jE7McwPcDqdqK2tVebPO3z4MGpra1FfXw8A+Oabb1BbW4sDB05fS3jo0CHU1tYq1+Pl5ORg+vTpmDt3Lt59913s27cP06ZNQ3FxsWY3ZwASF3tEREREybR3714UFRWhqKgIADB37lwUFRVh/vz5AICqqioUFRXhhhtuAABMnjwZRUVFeOaZZ5TXWLp0KUpKSjBx4kRcddVV6Nu3LzZu3Jj8zrQR0924REREREY1YsQIZbqWjkydOhVTp07t8jXsdjtWrFjR6cTMWuCRPSIiIiIDk7bYy3bYcXzPMmQ77N0/mdphfmKYn3rMTgzzU4/ZiWF+xiVtsRcIBHGk4VsEAt1OA0gdYH5imJ96zE4M81OP2YlhfsYlbbHnavHgktKKdhM5UnSYnxjmpx6zE8P81GN2YpifcUlb7BERERGROBZ7RERERAYmdbHHi0TFMD8xzE89ZieG+anH7MQwP2MyBbuaUOZ7p5wtyBs6G8f3LEOPrIxktIuISFEyfSmq15Rr3Qwi0hnWL6dJe2TP5/Nj646P4fP5tW6KLjE/McxPvXhnV7mlBg0nGuPyWnrAsacesxPD/IxL2mKv2e1F6YxlaHZ7tW6KLjE/McxPvXhnVzauGPm5OXF5LT3g2FOP2YlhfsYlbbFHREREROJY7BEREREZmLTFntlkwgX982E2mbRuii4xPzHMTz1mJ4b5qcfsxDA/4+LduEQkPd6NS0RqsH45Tdoje16vD8+/+j68Xp/WTdEl5ieG+anH7MQwP/WYnRjmZ1zSFntubyvumb8Wbm+r1k3RJeYnhvmpx+zEMD/1mJ0Y5mdc0hZ7RERERCSOxR4RSa+s9Aqtm0BEpFvSFntpZjNGDbsQaWZpmyg15ieG+amXiOzKxhXH7bVkx7GnHrMTw/yMi3fjEhERkSGxfjlN2vLd423FwuVV8PBCUVWYnxjmpx6zE8P81GN2YpifcUlc7PmwaEU1PLwFXBXmJ4b5qcfsxDA/9ZidGOZnXNIWe0REREQkjsUeERERkYFJW+ylW9IwdeJwpFvStG6KLjE/McxPPWYnhvmpx+zEMD/j4t24REREZEisX06T9shei9uLux96CS1ur9ZN0SXmJ4b5qcfsxDA/9ZidGOZnXNIWe60+P154bQdafX6tm6JLzE8M81OP2YlhfuoxOzHMz7ikLfaIiIiISJwlmif5/aer/K+OfYumLHdCGxTS5Dr9PkePf4cmZ3Le00iYnxjmpx6zE8P81GN2YoyY3ylnC4AzdUyqiuoGjb1/P4wrb/51MtpDREREFFfvv/IALr3oXK2boZmojuz1L/wBAKDu3cXIzrIntEEhTU43Boycl9T3NBLmJ4b5qcfsxDA/9ZidGCPmF+pTqI5JVVEVe2lpp+fcyc6yJ/3WZS3e00iYnxjmpx6zE8P81GN2YoyYX6iOSVXS3qDByR3FMD8xzE89ZieG+anH7MQwP+PipMpERERkSKxfTpP2yB4ndxTD/MQwP/WYnRjmpx6zE8P8jEvaYo+TO4phfmKYn3rMTgzzU4/ZiWF+xiVtsUdERERE4ljsERERERmYtMWezWrBgzNLYLNGNTsMRWB+YpifesxODPNTj9mJYX7GxbtxKWb/55r/QcOJ75Sv83N74qOtT2jYIiIiovZYv5wm7ZE9V7MHY+/8LVzNHq2bokuJzK/hxHdo9pqVP20LP6Pg+FOP2YlhfuoxOzHMz7ikLfb8gQC27TwAfyCgdVN0ifmJYX7qMTsxzO//tXff8U3U/x/AX5e2adNBgZYOENkFW8oosxQKyFKmgIgLkOUAFFSUPUSKDL9sEAGR9VNARFRQFJANIhsqGxGFLtBCR9qmSd6/P2KuGZ1Jm7s07+fj0Qfkckne984nd+/73N3nbMe5sw/nz3a7du3C9OnTcezYMQDAL7/8gu7du+Opp57C6tWrJY5OxsUek4/tYdHY5FtL/NOq1VKHxBhjjMnCp59+ir59++KHH35A9+7dsXnzZjzzzDOoVq0aatasiXHjxmHJkiWSxshnYbIiZSUkwTfTpFtfX+RpnowxxphLWLp0KVauXImRI0fiwIED6N69O/73v/9h1KhRAIDWrVtj/vz5GDt2rGQxyrZnz0vpgZWzBsFL6SF1KE6J82cfzp/tOHf24fzZjnNnH86fbW7fvo1u3boBADp27AidTofY2Fjx+Q4dOuDOnTtShQdAxsWeUumOoQPaQcmXgNuE82cfzp/tOHf24fzZjnNnH86fbQICAsRiLiEhAVqtFn/99Zf4/J07d1C5cmWpwgMg42IvIzMbUT1nICMzW+pQnBLnzz6cP9tx7uzD+bMd584+nD/b9OnTB8OHD0dcXBz69u2LwYMH491338WePXvw008/4c0330TXrl0ljVG25bueCFduJUJf9DCALB+cP/tw/mzHubMP5892nDv7cP5sM2/ePGg0GmzZsgVt2rTBsmXLsHTpUvTp0we5ublo3749PvroI0ljlG2xx5zHhKu/YJNvLfGxqmoInr1+QsKIGGOMMcfw8fGxGl5l/PjxGDNmDHJzc+Hn5ydRZHm42GNWtodFIyshSXysVWehsCP+FbTZ8NXkPc4weS1jjDHmSjQaDW7fvo06derAy8tL6nAAyPicPW8vJb5bMxbeXkqpQ3FK9uTPONSK8Q8u2KXP7c92nDv7cP5sx7mzD+fPPmq1GsOHD4e3tzciIiLEizTefPNNzJ07V9LYZFvsubu7oUvbCLi7u0kdilPi/NmH82c7zp19OH+249zZh/Nnn0mTJuHChQs4ePCgWY9e586dsXXrVgkjk3Gxl5aRhaDmbyEtI0vqUJwS588+nD/bce7sw/mzHefOPpw/++zcuRPLly9H27ZtIQiCOD0iIgK3bt2SMDIZF3sAkM6Xf9uF82cfzp/tOHf24fzZjnNnH86f7e7fv4+goCCr6ZmZmWbFnxRkXewxxhhjjDnSvXv38PLLLyMgIAAqlQqRkZE4ffp0ka9r3rw5du/eLT42Fnhr165FdHR0mcVbHHw1LmOMMcYYgNTUVMTExKBjx4748ccfUaVKFdy4cQOVKlUq8rVz5szB008/jcuXL0Or1WLJkiW4fPkyjh8/jkOHDjkg+oKVqNhLz8jr3vVwd4PKS4msbA1ytTpxuqfSHZ5KD2Sqc6DT68XpXkoPKJXuyMjMNhuw0dtLCXd3N6tzBLyUHjj97QzodHqz5/x8vKDXEzKzcszmr+Crglargzo7bwwQhSDA18cLGo0W2ZpccbqbQgEfb0/kaHKRo9E6bJl8VJ5QKASrbvKyWCadTo9DWyZC8d+eRUmWyVJJr8UlAETk1N+Tt5cSh7ZMNGt/3PbKvu3JdZmMuO3J+3vitsdtz3KZ6L/50tPSAX1eTJ6envD09ISlefPmoXr16vj888/FabVq1bKaLz9t27bF+fPnMXfuXERGRuLnn39GVFQUTpw4gcjIyGK9R1kRiIoeVyMtIwvBLcaaTXulf1t8Mnsw3pi6Eeu/PipOnzK6J6aO6Y1eIxZj37HL4vSVswZh6IB2iOo5A1duJYrTv1szFl3aRiCo+VtmP5zT385AxQreqNtxgtnnJp9agruJqWjWe6Y4zc/HCymnl2Lv0d/Re+QScfoTdUJxdtcH+PyrIxg1fZM4vXNMOL5fOw6zl3+HuBW7HLZMZ76bicdCK1nlsiyXaUj/GKyaPaREy+Q+dLBhyJX/pEKHSsi7OmtI7fbIVeYNErno+i4E5/0ekSQAL6XdcurvqVpIRYS0HAdT3PbKvu3JfZm47TnH98Rtj9uecZn8/VSo23ECsq+vNyv2ZsyYgZkz85bJKDw8HN26dcPdu3dx6NAhVKtWDaNGjcLIkSOt5nUmJSr2bh6YBz9fw+XEZV2R63R6VG39ttlnAs6/l+GovcH0jGzU7TgBfx5ZgOBA/xIt09bK9Qot9l6p3R6aQoq9dB9PDEr/w6m/pwx1NkJajjNrf9z2yr7tyXWZjLjtyft74rbHba/AZdo/26yWKKhnzzhkyjvvvIMBAwbg1KlTGDt2LFatWoUhQ4ZYzV8cWq0WCQkJePzxx216fWko0WFcP18vVPBVmU1TeSmhymdeH2/rJAKAr0/+o0lbvq/YhZzPZ7q5CVbTAMMYQflNVyrdoVRaL6qn0gOe+Ry2LKtlKmx6WS2T6r/BMUu6TKZKeg2RAMOJqc78PRlPrLVsf868TAVNl1vbk/MyGXHbk/f3xG0vj6u3PXGZKvgV+D2a0uv1aN68OebMmQMAaNq0KeLj4+0q9n7//XdERUVBp9MVPXMZ4atxGWOMMcYAhIaGIjw83GzaE088Id4Nw1nx1biMMcYYYwBiYmJw7do1s2nXr19HjRo1CnxNVFRUoe+ZlSX9INWyLfb8fLyQfGoJ/ArormWF4/zZh/NnO86dfTh/tuPc2YfzB7z99tto06YN5syZg+eeew6//fYbVq9ejdWrVxf4msuXL+P5558v8KrdxMREXL9+vaxCLhbZFnt6PeFuYirq1w6Bm5u0I087I86ffTh/tuPc2YfzZzvOnX04f0CLFi3wzTffYNKkSZg1axZq1aqFxYsX46WXXirwNQ0bNkSrVq3wxhtv5Pv8+fPnsWbNmrIKuVhke85eZlYOmvWeaXUFECsezp99OH+249zZh/NnO86dfTh/Bj179sSlS5eQnZ2NK1euFDnsSn6Hfk35+fkhNja2tMMsEdn27DHGGGOMyd2SJUsKfb5OnTo4cOCAg6LJn2x79hhjjDHGmP1kXey58kmipYHzZx/On+04d/bh/NmOc2cfzl/5JNvDuBV8VUg5vVTqMJwW588+nD/bce7sw/mzHefOPpy/8ku2PXtarQ57j/4OrVa6EaedWUnytz0sGpt8a4l/WrX0YwJJjduf7Th39uH82Y5zZx/OX/kl22JPna1B75FLzO67x4qvJPnLSkiCb2aO+Ieib5fsUKbF6PawaId8Jrc/A8sdgeLkn3NnH86f7Th39uH8lV+yLfYYMzItRrMSkqQOx6VY7ghw/hljLH9Xr14t8LmffvrJgZFY42KPMcYYY8xOUVFRWLFihdm0nJwcjBkzBn369JEoKgPZFnsKQcATdUKhEFxzFG97cf7sw/mzHefOPpw/23Hu7MP5s8/69esxffp0dO/eHcnJyTh//jyaNm2Kffv24ciRI5LGJhAVfYJWWkYWgluMRfKpJajgq3JEXMyBNvnWMpyr95+H0KEi3Ap8/Ert9tAo/cTHi67vQrA+7/3G1oxGZoVK4uPQoIqI3/txqcSX4eOJQRm3bX4vVjKWbYPzzxhzJo6uX+7evYuhQ4fi3LlzyMzMxCuvvIL//e9/8Pb2LvPPLoxse/Y0Gi0+/+oINBqt1KE4JSnz90ihhFqjEP8SUx46PAZ7cfuzHefOPpw/23Hu7MP5Kx0ajQY6nQ46nQ6hoaHw8pJ+7ELZFnvZmlyMmr4J2ZpcqUNxSpw/+3D+bMe5sw/nz3acO/tw/uyzZcsWREZGwt/fH9evX8fu3buxevVqtGvXDn/88Yekscm22GOMMcYYcxbDhw/HnDlz8N1336FKlSro0qULLl26hGrVqqFJkyaSxibbO2gwxljDLuPNTgOw9/xPxhgrK2fPnkX9+vXNplWqVAnbtm3Dpk2bJIrKQLbFnptCgc4x4XBTcOejLTh/9uH82a40c5eY8hBqjcLscXnHbc92nDv7cP7sY1nomRo0aJADI7Em22LPx9sT368dJ3UYTovzZx/On+04d/bh/NmOc2cfzl/5JdvyPUeTi9nLv0MOnyhqE86ffTh/tuPc2YfzZzvOnX04f+WXjIs9LeJW7EIOXwJuE86ffTh/tuPc2YfzZzvOnX04f+WXbA/jMlaQ7WHR4j1aVVVD8Oz1ExJHxBhjjMmXbHv2GCtIVkISfDNz4JuZIxZ9jDHGWGmaO3cuBEHAuHHFP4/xyJEjePnllxEdHY179+4BADZt2oSjR4+WVZjFIttiz8PdDa/0bwsPd7eiZ2ZWOH/24fzZjnNnn9LM3/awaGzyrYVNvrWwPSy6FKKTN2579uH85Tl16hQ+/fRTNGrUqNiv+frrr9GtWzeoVCqcO3cOOTmGW00+evQIc+bMKatQi6VEh3HTM7LF/3u4u0HlpURWtga5Wp043VPpDk+lBzLVOdDp826Y6qX0gFLpjozMbOhNbsfr7aWEu7sb0jKyzD7LR+WJlR8OQnpmNnJNnvPz8YJeT8jMyjGbv4KvClqtDupsjThNIQjw9fGCRqM1GxHcTaGAj7cncjS5ZucbYZZFAAAgAElEQVQmOGKZFAoB6ZnZZtPLapnmTRwgPl/YMhV1c+Qib55c1OuJxFzYskymn28ZCwHie5fm9+Tl6YF5EwcgV6sT258rtr38vvvSbHtFLZPlrbtN25Kjf0+AY76n0mx76oQk+P13b+P0/3rBnaXtlfV6z5mWCXC+tieXZTKuQ9LT0gF9Xkyenp7w9PREfjIyMvDSSy9hzZo1mD17dr7z5Gf27NlYtWoVBg8ejC1btojTY2JiSvQ+ZaFExV7djhPE/7/Svy0+mT0Y78zegvVf53VPThndE1PH9Mbzb32Cfccui9NXzhqEoQPaIXbgR7hyK1Gc/t2asejSNgJ1O0ww++Ec2z4FKzbuxxff/WoWQ/KpJbibmIpmvWeK0/x8vJByeikO/HoVvUcuEac/UScUZ3d9gP/79gRGTc8b0LBzTDi+XzsOC1b/iLgVuxy2TGe+m4nHQishuMVYhy3Ty89EY81HQwtdpu7qHPih+EpaHKqzchDcYqzNy5Sbm7cSyFTnmO11ZqpzxHyW5vcUUMkHNdu9Z7Ycrtj2MvNpG6XZ9opaJtLmQHDPu4G4sS3Zs0xy/55Ks+1lm3x/OTmGDZ2ztL2yXu852zI5W9uTyzL5+6kAAI9Vf8ys2JsxYwZmzsxbJlOjR49Gjx490Llz5xIVadeuXUNsbKzVdH9/fzx8KO0YoQJZ7jrnIy0jC8EtxuLmgXnw8zXc0LesK3KdTo+qrd82+0zA+fcyHLU3mJ6RjbodJ+DPIwsQHOhf6DJ9HdRA3PsHgIfQoSLyCqpU6FDJ5PErtdtDo8wrARZd34XgvLRYPa/y0OHP48ttXqaNvrXyeid8DHtipo+fSbpstUz2fk8Z6myEtBxn1v5cse19UbGuWdvI8PHEwH9vlFrbK2qZarYZg6zcvLZn2pbKa+9KYW0vsut4JN1/BAAIqeKPy/sXFrpMWyrXM/utDM647TRtr6zXe86yTEZStz2nX6b9s81qiYJ69rZs2YK4uDicOnUKXl5e6NChA5o0aYLFixdbzWupdu3aWL16NTp37gw/Pz9cuHABtWvXxsaNGzF37lxcvny5yPcoKyXq2fPz9UIFX5XZNJWXEqp85vXxzr971NfHK9/plu9r/NLy+0w3N8FqGgC4u7vlO12pdIdSab2onkoPeCo9rKaX1TIVNr2slknlpRT/LWiZhHyjzFPU80URBPNlK+kyCQX83/jY8r1K43sSBMMnWbY/V2t7+X33pdn28mO6TMbvwfSxZayO/D0ZleX3VFjbS36QJha/yQ/SABS+TPn9dpyl7ZX1ei8/cl4mI6nantMvUwW/Ar9Ho7///htjx47F3r174eWV/2cUZuTIkRg7dizWrVsHQRCQkJCAEydOYPz48Zg2bVqJ36808dArjMkMDy3DGGOOd+bMGaSkpCAqKkqcptPpcPjwYSxfvhw5OTlwcyv44pWJEydCr9ejU6dOUKvViI2NhaenJ8aPH48333zTEYtQINkWe55Kd0wZ3ROe+ewdsKJx/uwjZf6MQ8sAQIYTDi3Dbc8+nD/bce7s4+r569SpEy5dumQ2bejQoWjQoAEmTJhQaKEHGHoRp0yZgvfeew83b95ERkYGwsPD4evrW5ZhF4tsv1FPpQemjuktdRhOq7D8Newy3uyG8nOyNZC+KcoLtz/bce7sw/mzHefOPq6ePz8/PzRs2NBsmo+PDwICAqymF0apVCI8PLy0w7OLbMfZy1TnoNeIxchU5xQ9M7NSWP4SUx5CrVGIf8W4RsflcPuznT25Mx0XbpNvLWjV6jKIUN647dmOc2cfzp99srOzsWDBAnTv3h3NmzdHVFSU2Z+UZNuzp9Prse/YZbMrcVjxcf7sw/mznT25Mz2EDQDQu96OCLc923Hu7MP5s3bw4MFizzt8+HD8/PPPePbZZ9GyZUurC8ykJNtij5Ue0xP+AUAbGg2484FbxhhjrLTs2rULP/zwA2JiYqQOxQoXey6Ae0sYY4yxslWtWjX4+ZXkFgWOI9tz9ryUHlg5axC88hmThxWN82cfzp/tOHf2cab8ye3eu86UOzni/Nnnf//7HyZMmIA7d+5IHYoV2fbsKZXuGDqgndRhOCXjYVt3AFsBaNVZkHFdX+pMrzYODaqI+L0fl/g9nLX9WV5pbevy28NZcycXzpS/shwmyPL0k+KMOelMuZMjzp99mjdvjuzsbNSuXRve3t7w8DAvmv/991+JIpNxsZeRmY3YgR/h8NZJBY6WzfJnedj2YZF3sy1fjFcbG/9vC2dpf5bFnTorB3DLGyXe1uW3h7PkTq44fwaW67HiFJOlmTs57Dg5Grc9+7zwwgu4d+8e5syZg+DgYL5Aozj0RLhyK9Hs/nfMOU24+gs2+dYSH0t9VwjLO1TMrBFj1RPoLO3PtLAFACKy6/Z2Vhfz2NArLGXubOkNskdZFATO0vbkqDRzZ/nbkmLHydG47dnn+PHjOHHiBBo3bix1KFZkW+yx4pP7IMkVtNnwzbtXtuR3hbA89JSosr8nsKxMqRKFcY1HiI/LunehqF7houLZHhYNdUISFqpzsDNkL7wdXNjb0htkD1csCBhj+WvQoAGysrKkDiNfXOyVA/n17rCy48h71z5SKKGRUTFRVDxZCUnwy8yBHwBk5khe2DPGmKPMnTsX7777LuLi4hAZGWl1zl6FChUkikzGxZ63lxLfrRkLby+l1KGwMibHc2MKa3/Ofu9aKTn6MKsz4nWf7Th39uH82eepp54CYLjHrikigiAI0Ol0UoQFQMbFnru7G7q0jZA6DOYAcjwUxu2vdGjVWWbna2rVWahIed/1w5u3rZ53pSvH82Pa9ix7kaEq3TZZGleuywn/bu3D+bPPgQMHpA6hQLIt9tIyslC3wwTcPDgPFXxVRb+AsVJUmu1Pyg2qOisHAQ48588KUeFXhhf1vIXSXh459iqbtj2rXuQ6pbshLo0r1+WEtxv24fzZp3379lKHUCDZFnsAkJ6ZLXUIzAmUVe9HabW/0tygWhY7lkOtWCIi2fWa2qO0l8fRvcrFLfx53Wc7zp19OH+2O3z4cKHPx8bGOigSa7Iu9hgrjrLu/ZATy2LH3qFWmGMVVfibXs38U5MLjg6PMWaHDh06WE0zHWuPz9ljjDkly55GuQ37I7WiBr22ZHo1c3pSChfyjDmR1NRUs8e5ubk4d+4cpk2bhri4OImiMpBtseej8sSZ72bCR+UpdSislFmO1VbUBlAKJWl/VoeRgTI9qV5O8utpdCS5F5v2DHrNhV7J8XbDPpw/+/j7+1tN69KlC5RKJd555x2cOXNGgqgMZFvsKRQCHgutBIWCV3nlbbgKy7HayvpQpOV5UhOK8ZqStL/8hmIpyWHl/IpFVjxSF5vljbNfncvbDftw/spGcHAwrl27JmkMsi320jOzEdxiLJJPLXH6q4LsveLP0XcFKG9suUDCtP216TutxMViSThy3D7Jr85lxUYo/d49y2LOkrNfnetM242S7sQ7YqffmfInRxcvXjR7TERITEzE3Llz0aRJE4miMpBtsVeeyHEcOTmzvJeu1GOvOfsG0FR5uzqXlYyc23Jp3JdZzqxua/nHXwjS5fVEF7WjZ3UrQ4sxKp39iE950KRJEwiCYHWEoXXr1li3bp1EURlwsZeP8nbY1NlY3ku3qLHXGCuIo+8tbLWjEhoNuDvuLEKpTwmw51aCRd2XubDPMn5e17O/lDBixyn121pajFHJR3ykd/v2bbPHCoUCVapUgZeXl0QR5eFiLx+WK52xuVXxGh/6YszpOPrewpY7KtCX7Y6K1fmoZXxKQFHnvzrylISiTm8p6512y/fXaXLhpsy7F6rUnQRFLX9+pxcd/+ZDh8YoRx999BF27NiBq1evQqVSoU2bNpg3bx7q169f5Gtr1KjhgAhtI9tiz8/HC8mnlsDPp/Qr4pKuBOR2M3pW9sqy/cmJ3A6ZszzFOV/P0YdlpTwMnN+t90zbqladhW9DwvEpgG9Dwq1uzVfaxad1T6QOvrn6Uvs8ew9rF1UM53d6kaus9wpz6NAhjB49Gi1atIBWq8XkyZPRtWtXXL58GT4+PlbzL126tNjv/dZbb5VmqCVSomIvPSNvZG0PdzeovJTIytYgV5s3UKCn0h2eSg9kqnOg0+c1fC+lB5RKd2RkZkNv0n3t7aWEu7sb0jKyzD7LS+mBvxP+RdXginBzy2uQfj5e0OsJmVk5ZvNX8FVBq9VBnZ23W60QBPj6eEGj0SJbkytOV/83lpW4XAlJSMvIEpepqH1xIkJaRlaxl8myu974+uIuk2U8xpWecXpZHyqS+iAqFfD//B4bJpLJfwkmY1qCiKzfw2J+nU4PIsLVW4moVzPY4vsjq3gEi8fW4ZDpg//2qFNBBIRU8cfEopanDFn2RKVaRFDa8RTr+ytD6qwcVG40XHycla0xG/bH+LwAAIIAjSYXHh55q8mQKhVxef//xPWevYfiLNd7popqS8abq5s+Liy/hbX7/ybk++2brsst23JhS08wLJ+PyhMKhWB1ZwbL9V6RbcPisKVVWy3i1nsEIEeTK26fWvSahKT7jwAAggCEBlXCrztni+vywtbb+Q1Nkl/8xvkNFzsU3lamVInCWJO2Z3lOX1G/TdPPy4/xeeP2ybrtGtZ9xvWecbtbGttcN4UCPt6eyNHkIkejFaeXdR3ho/IUlzM9LR3Q58Xk6ekJT0/r73HPnj1mj9evX4+goCCcOXMm3ztgLFq0yGpafgRBcJ5ir27HvE77V/q3xSezB+Od2Vuw/uuj4vQpo3ti6pjeeP6tT7Dv2GVx+spZgzB0QDvEDvwIV24litO/WzMWXdpGoG6HCWYrg2pVVLib+M9/jwQI7oYVcvKpJbibmIpmvWeK8/r5eCHl9FIc+PUqeo9cIk5/ok4ozu76AP/37QmMmr5JnL40Jxd+JsuVm6nG/1WoAw93N3gq3aHNNN+DsvxJqLNyENxibLGXibQ5ENy9rV5vVNQyZapzzOK1XOmR3nKlhEJZr/QLn7+o15f6+xcyf6Y6Bx7ubmaPAZjlJ1uTCwiGedRZOfBUegDIe2yZT3WWRmxf6qwcXPsjCf5+KrR/fq4hHpPvT68ns9erszTwUSkLjCdXq4c6K+/12Zrc//aoDfH88VeK2ftpNFrkanXiY6kL7ZIq7ZFPSvp2VvWL1fOErFw3s8dCYc9rddAib4Mw5MgObPLdgZz/vqfcWu0BpZ/J60sWb3Cz10DixkzApyZvYNmW9ERmbUmdpYGPd15slm07V6tHjiZvXZeTk7ehM84PQHy/nFwttFqd+FiTa9j4mq7LTX8L6uxcs8/T6fVwU+StNzPVhvXcme9m4rHQSmbrPMB6vbfQcj1XyjLVOViw+kdx+/THXylm6+XElIdm6/LC1ttnvptZZNs0Lr9xXa7TFb6efqhQIte07ZXwFICcnFyzHK/Q6s2eN8Zj3D6ZrvcAw7ot+UGauN4zKo1tbueYcHy/dhwWrP4RcSt2idPLuo44891M+PsZlvGx6o+ZFXszZszAzJl5y1SQR48MOwSVK1fO93nL8/TkqkTF3s0D8+Dna+jeNW5wF059HvMmDhDn8VQa3nLL0jesKnIAOLx1klVFDgA3D84z+6yabcaIPzSVhw5/Hjc0KD8fL9SvHYLkU0tgqWPrBkg+tQSt+0xB0v1HuPPXXQQ0HoEpNw7iU0XeXoNOp4VpMScACCEAuTogV2e1B2V5OGXWX8cR4kEQhu7FpqHApJAgdDt/sMBlqtlmDLJM1rPeKk9xeYqzTInenkBmjtVzBcUnCCh0K1nS+Yt6fam/fyHzixu3/zZE4mOT/HgpPaD+L9/eKk8IAqDR5D32scint0opfj/eKk/Urx2CDLVhhXHzwDxEdh0vPq9QCGav9zYp9PKLx8NdAW+Vp/h6L5NzevKLR6l0h1LpLj52ttGuSvpdF/l+dn5+aefPX5cD30yIAzdbHlQr6fKrPD3E4lLloYPCpKfOR+VpWID/2oJCEMzakmXbs2xLHu4KuLvnPfb0tG57AMT38/Rwh9LDXXys9HAz9EInp0LlYeiFTrqvy/t8Lw+zzzMt9ADDbyH51BKxZ89y/Wa53tsZsrfQ9Zy9fLw9MezVpwEYtk/VW48yWy9PuPoLQm7lfXlvhkbD9PRL0/W2j8oTRQ2Pa1x+Izc3ATC5W1aRbbWEbcldp8Wnf+8VH+s0OTBtocZ4jNsn0/UeAGTn5CKy63iQNgfeKk+EVPHHr9/GFWuba2Rsvy/1iUb/p5uL041t471Xn8Zbr3QRp5d1HeGj8hTX5Xf/vivWLwDy7dWzpNfrMW7cOMTExKBhw4ZFzm/K2KNo2vsupRIVe36+XlZj76i8lMhvNB7TPU5TvgWcC1DYmD6CIJg97+Ym5Du/u7sbKviqkPwgzWzv3DtHDT+TnRzL7n2r4qTASP6LVZsNP5O1QEZSSr7xGKdZftmWywMUvkxSNxU5fX6xviuTfOeXe+ti1Hz+xk+9j4TkVJA2B11e+tDiPYQSx2P2+iLikVOu83ss9/d3NpZtz/zJ/HacSti2C/h//p9n+XrB0Av937o0+UGaVVsu7PsTAKsxKi0vbDNd75W0bdgyv+d/xYKPt6fV8luu1y0vrslvvV1UPObz29fai1xeIrPTk/LbzpnGY7n8xl5twd0bWbmG79s4f1HbXEviTqsFT6WH+B2YKss6wricfhX8Sjx24OjRoxEfH4+jR48WPfN/Nm7ciAULFuDGjRsAgLCwMLz33nsYNGhQiT67tMn2Ag3GpJKY8lBc6SXdfySbPTPGnE1hF3RYjTsns1vdlTdWF7g4eFggZzNmzBjs2rULhw8fxmOPPVas1yxcuBDTpk3DmDFjEBMTAwA4evQoXn/9dTx48ABvv/12WYZcKNkWe7yBZXLA7ZBJpby3vFIfd66MlfQ+zLK7B7jFud5lPSyQsyIivPnmm/jmm29w8OBB1KpVq+gX/WfZsmX45JNPMHjwYHFa7969ERERgZkzZ3Kxl7+SNUTTvURH/6gcPXArc6SyuGkVY8zZlPQ+zI6+BzgrHaNHj8YXX3yBb7/9Fn5+fkhKMgxZ4+/vD5Wq8LoiMTERbdq0sZrepk0bJCYm5vMKx5HtgFqWv6OGXcYjoPEIBDQegYZdxlvNb9xLVGsUDt9DfKRQip+t1ih4HL5yROadDawc46bHmON98sknePToETp06IDQ0FDxb+vWrUW+tm7duti2bZvV9K1bt6JevXplEW6xybhnz5yc7+nIGGOscFLfSo6x4rCns+iDDz7AwIEDcfjwYfGcvWPHjmH//v35FoGOJNuePcYYY+VHBW02fDNzxD8+Z4yVF/Hx8QCA/v374+TJkwgMDMTOnTuxc+dOBAYG4rfffkPfvn0ljVG2PXtFndtgeY9GxsoCn2PDGGOsMI0aNUKLFi0wYsQIPP/889i8ebPUIVmRb89eEVdBmp6jJ7fDusbDFcY/rVpd6Pym5yMWdE4ikwhfjcskwi2PMedw6NAhRERE4N1330VoaCheeeUVHDlyROqwzMi32HPi05NLerjCtHBVaxQYfHiHRbFY8P0OWVlz3nbIGGOs7LVr1w7r1q1DYmIili1bhtu3b6N9+/YICwvDvHnzxCt6pSTbYq88XwVpHK/J+Ke2vMG0ZbFYnpMhc5x6JhVuesyZFTWCRnnk4+ODoUOH4tChQ7h+/ToGDBiAFStW4PHHH0fv3r0ljU225+yVZ/mN18SHbBhjjMmF5SDSRY0fuz0sGlkJhh4sVdUQJKoiXHoEjbp162Ly5MmoUaMGJk2ahN27d0saDxd7jDHGGDNj2SlRVMGWlZAk3qEjIyEJqBNRpvHJ2eHDh7Fu3Tp8/fXXUCgUeO655zB8+HBJY5Jtscc9XUwOuB0yxhgrSkJCAtavX4/169fj5s2baNOmDZYuXYrnnnsOPj4+Uocn32KPr4JkssDtkEmEW17p0qqzeFBnCVke5n32+gmJIyo9Tz/9NPbt24fAwEAMHjwYw4YNQ/369aUOy4x8iz0+PZnJAt8bl0mDW14pIxIPMwLgQZ1LqKTn8FmyOsxbjnh4eGD79u3o2bMn3NzcpA4nX7It9vgqSCYHRNy5xxhjlufw3bqTLBZ/oUEVMUGqwGTgu+++kzqEIsm22GOMMcaYPJkWf654ta2zke04e4wxxhhjzH6yLfb4yBmTA26HjDHGnJ1siz0+UYrJArdDJhFueYyx0iLfYo+v0GBywO2QSYRbHmOstMi22OMVHZMDboeMMcacnWyLPcYYY4wxZr9iDb1C/x3KSs/ILtNgzD8z//8X57GlbIU71CaPsyBACbdiP7Z8e8v3K+nzRSlpvEV9vr3zOzofhcWTJRj+VSjcC3xcVNvJEtxKNH9Rry/teExfX9Y9i/Z+9/a+n72fV9Tnl3b+SrOtF6ctCCi9tmRLWy9pvIV9XklzZ2/bKe31mKWSrmeLer2j81Gav43irFctn0/LyCrFCApmrFvIxU/JEagYGbiXlIq6HV15yETGGGOMOaubB+ahWkglqcOQTLGKPb1ej8SUR/D18YTgoKsT09PS8Vj1x3D377vwq+DnkM8sTzh/9uH82Y5zZx/On+04d/Ypj/kjImRk5iA0yB8KheueuVasw7gKhcLxFbE+F9Dnws/XCxV8VY797PKA82cfzp/tOHf24fzZjnNnn3KaP38/b6lDkJzrlrmMMcYYYy6Aiz3GGGOMsXLMbebMmTOlDqIgbm5u6NChA9zdi3W0mVng/NmH82c7zp19OH+249zZh/NXPhXrAg3GGGOMMeac+DAuY4wxxlg5xsUeY4wxxlg5xsUeY4wxxlg5xsUeY4wxxlg5xsUeY0xSubm5Uofg1PgaO8ZYUZy22NPr9VKHUO7wRoM52pYtW9C7d2+o1eqiZ2aiM2fOYPDgwQDgsFtYMsacl9MVe7t370Z8fDwUCgUXfKXk/v37AAwbDS74Sub06dPYsWMHfvzxR8THx0sdjlP59NNP8eKLL+L48eO4ffs2AN7hKI4LFy4gNjYWFStWNJvOuSuZ1NRU3LhxAzdu3OCdjRLS6XRSh8BKyKmKva+++gq9evVC69atcenSJS74SsHWrVvx4osv4ueffwbABV9JfPbZZ+jRowcWL16Mt99+G3379sXy5culDssprF69GmPGjMG2bdvw+OOPY+HChQC4l6ooFy5cQExMDEaNGoWlS5eaPce5K774+Hh06tQJ/fv3R9OmTTFx4kTcvHlT6rCcwvXr17F06VIkJSVJHQorCXIS8fHxFB0dTe+88w717duXKlWqROfPnyciIp1OJ3F0zmn37t1UoUIFqlq1Kj377LO0d+9e8Tm9Xi9hZPJ3+PBhqlKlCm3ZsoV0Oh1dvXqVhg4dSoIg0Jw5c6QOT9ZWrlxJCoWCtm/fTkRES5cupfr169Pp06cljkzeEhMTydfXl1566SUiIsrJyaH33nuP+vXrR+3ataMVK1bQX3/9JXGU8nf16lUKDg6m9957j86dO0dr1qyhmjVr0oYNG6QOTfauX79OlStXJkEQaOrUqfTgwQOpQ2LFJOvbpZm6ceMGUlNTMWTIELz00kuIj4/HBx98gKeeegqhoaHQ6/W8Z1sCjx49wvz589GmTRu89dZb+OmnnxAfH4/AwEDUrl1b7OHjnObv+++/R05ODuLi4gAAgYGBePToEQ4dOoTdu3fDx8cHbdq0kThK+Tl79izGjRuHtWvXon///gAAT09PrF69GjVr1kTr1q253RXg1q1buHLlCq5cuYIOHTpg5MiRuHXrFsLCwqDX67Fv3z5cuXIF0dHR8PX1lTpcWcrIyMA777yDhg0bYtmyZQgJCUFUVBSuXLmCPXv2YMiQIVAonOqAl8NkZmZi8uTJaNCgAYYOHYrJkydDoVCgadOm8Pb2ljo8VgSnufldTEwMgoKCUK9ePQDA8uXLMWbMGHTs2BEHDhxA48aNAQDZ2dnQ6XTw8fGRMlzZ8/f3x/Dhw6HVatG5c2dUqlQJEydOFA9Ddu7cmTe4hcjOzsbt27eRkJCAqlWrAgDUajW6deuGevXqYfHixejUqROaNm0qcaTy8sQTT+CHH35AgwYNxKKuSZMmGDlyJBYsWIB+/fqhevXqUocpS40bN8aCBQswdepUNGrUCN26dcM333yDgIAAAMCKFSvw8ccf4+rVqwgODpY4WnlKS0uDp6cn+vTpA8Bw7pmbmxuioqJw8eJFuLm5SRyhfGk0GjRr1gyBgYEYOHAgAgIC8PLLLwMAxo8fL7ZDJk+y79nTarXinlZAQIC4gfDz80NsbCwuX76MDz74AN27d4e/vz8GDx4MLy8vhIeHSxy5/FWrVk0snh9//HHUq1cP33//PeLj41GlShXUrl0b//77L06cOIFatWpJHK28pKam4qeffkJ6ejqys7Nx5MgRjBkzBrNnz0bfvn2xceNGdOjQAXXq1JE6VFnx8PBAYGCg+Ds2/uvu7o7du3ejQYMGiIiIgE6n4x4WQMyDMU8hISGoV68eAgIC8OKLL6Jhw4biPC1btkRcXBxCQkLQvn17qUOXJT8/PwQFBaFz584ADBe1KBQKpKSk4Pjx4xg2bJg4771791ChQgWpQpUdlUqFGjVqoFWrVgCAyMhI1K1bF++++y4EQUBUVBRUKhX0ej3u3LljdQERk5Zse/a2b9+OH3/8ETdu3EC/fv3Qpk0btGzZEoIgiHtjoaGhWLlypdjDV61aNfzzzz/44osvpA5flq5fv47c3Fzo9XpERkbCw8MDgGEYG4VCgXbt2mHOnDmYPHkyVqxYgdTUVCxbtgxZWVk4efKkS/f0JSYmQqPRAABq1KiBHj164MqVK9i+fTs2bNgAQRCwYcMG9OzZE4Ahpzdu3EDXrl2lDFsWzp07h5s3b8LNzQ2RkZGoV6+e2JaM/7Zv3x5hYWH4+OOPMWDAAO5hAXDt2jWsXHZ/2ZoAAB2USURBVLkS8fHxaN26Nbp164bY2Fi0aNECwcHBCAkJAQC4ublBp9Phn3/+Qd26ddGoUSOJI5cXtVqN3Nxc5ObmIjAwEDExMQAMv1FjO0tLS0NCQgJycnLg6emJDz/8EOfPn8emTZtc+hClTqeDXq8XtxXGHmPjNvill14CEWHw4MEQBAFvvfUWPv74Y9y5cwcbN2506dzJjmRnCxZi06ZN5OXlRaNGjaJXXnmFateuTbGxsbR27VpxHq1WK/7/woUL5O7uTjExMaTRaKyeZ0Rr1qyhOnXqUFBQENWoUYP69OlD9+7dE5/X6XTiRRlHjx6l6OhoUigU1LhxYzGnrmrjxo0UHR1NVapUodatW9PMmTPF5/7880+6c+cO3blzR5z2xx9/UNOmTennn3+WIlxZ+eyzz+jxxx+nRo0aUc2aNSkmJobOnj1rNo/xt3ro0CGqXbs2ffXVV1KEKiuXLl2igIAAGjJkCA0aNIhiY2Opb9++Zr9ZSzNmzKCwsDCztujq4uPjqVevXtSgQQNq3749zZ07N9/5tm3bRvXr1yciQx4VCoVVO3U1V65coddee41iY2Np3LhxdODAAbPn9Xq9uM3YvHkzeXh40BNPPEHu7u507tw5CSJmhZFdsffo0SPq0qULLVq0SJx26tQpeu211+iJJ56gVatWidP1ej09evSIYmJiKCwsjHJzc4mIxH+Zwf79+8nPz4+2bt1Kx48fp++//54aNGhA4eHhdOLECfEHa/xXo9FQw4YNqVWrVi6f082bN5OPjw999tlntHPnTpoyZQq1atWKfv31VyIyv2o5JyeHbty4QT179qRWrVq5/A7Hjh07qGLFivTll19SWloaHThwgLp27Uoff/wxEVlf8f3gwQMKCgqiKVOmSBGubCQkJFBUVBS9//774rS9e/dSlSpV6NixY1bz//DDDzRmzBjy9/fnjayJ33//nSpXrkxjx46l1atX07hx46h58+b5jjqwZ88e6tatG02ePJk8PT1d/srw+Ph4qlKlCg0aNIjGjh1LjRo1oj59+lhdfWv6G+7QoQNVrlyZLl686OhwWTHIrtjLyMigOnXq0OzZs82mX7t2jd544w1q2bIl/fjjj+L006dP0xtvvCH2PrlqUVKYVatWUbt27SgnJ0eclpmZSS1btqSwsDC6cuUKERl6WDQaDXXt2pWCgoJcPqe///47NW3alNasWSNOu3PnDlWtWtVsp8Po0qVL1LNnT2rWrJnL9zAnJydTnz59aMaMGWbTX3/9dWrbtq3V/MaNxqlTp1y2vRnt3r2bnnnmGYqPjzfbmLZt21YcHsR0+sKFC+mZZ56hS5cuOTxWufrnn3/oySefpHHjxonTkpOTKTIykj788EOr+b/++msSBIF8fX1dvtBLTEykZs2a0bvvvitOu3z5Mnl7e9P3339vNX9ubi6NGzeOBEGgCxcuODJUVgKyOgOaiODu7o6WLVvizp07ePTokfhcWFgYXnvtNXh4eGD37t3i9GbNmmHlypXw8PCAVquFu7tsT0OUTHJyMhISEqBUKgEYrqry9vbG0aNHoVKp8PrrrwMwnPvj4eGBpUuX4u7duy6f04yMDERERKBly5YADO3z8ccfR2xsLB48eADAfCT5mjVrYsqUKTh58qSYO1c990yhUCAiIgLt2rUDkHd7w+joaPH/ZDF4t16vR/PmzeHu7g6tVuvYgGUkODgYPXr0QEREhHgRCxEhOzsbKSkpAMwHUH777bexYcMGNGzYUKqQZSc5ORmBgYHo0aMHAEPbCgoKQteuXXH37l0A5r/dgIAANGrUCKdOnUKzZs0kiVkuzp07h8cffxxDhw4FYLh39RNPPIE2bdqI6z3T365Wq0V4eDjOnj3L54vKmKyKPUEQ4Onpiaeeegrr16/Hjh07zBpV48aN8fLLL2P9+vVISUmx2li4alFSlBdffBGpqamYPXs2AECpVEKj0cDDwwMbN27EtWvXsH37dgCGFWD9+vVdvtADDMXbmDFjrFZger0eaWlpAGBWzPn6+qJ169biCfOunLvAwEC8+uqr6NSpE4C84iQwMBCAYQNhnPb7779DEASzq29dOXfNmjXDiBEjAEC8ClcQBFSsWNGsva1YsULc8eWrRs0FBQVh8ODB4lW3xram0+mQmpoKAGbtrX379vjll1/QoEEDxwcrM3Xq1MGTTz6JiIgIABAvziAi3Lt3D4D5zoaXlxeGDx+OJk2aOD5YVmyyXKMOHjwY169fxxtvvAF3d3c8++yzUKlUAAxDhISHh0OpVLr01aElUbVqVYwePRrffPMNgoKC8Oqrr4q9fCEhIVCpVHj48CEA8+LFlTe4gGGDERQUBMB8T1aj0SA7O1t83L17dzz55JMYP368OM1Ve/RM1ahRAwDMBklOTU3Fo0ePxLbVrVs3ZGdn49ChQ5LFKWem6zg/Pz94enoCACZPnozFixfj9OnTUoUmawEBAWKvnmn7M+7EAobczpgxAxqNBh999BEqVaokWbxyEhYWhrCwMADmubPscf/0009RsWJFDBw4kIdJcgKSbc0vXryI8PBwq4LC2Lhmz56N3NxcvPLKK7h27Rratm2LsLAwLF68GP7+/vD395cocufj7e2NQYMG4e+//8aaNWvEUeQBoFKlSqhUqRIXJ0Uw3ehWqlRJHLS7W7du+PPPP/Htt99KFZrsWe6UGQuWHj164M6dO7h06ZIUYckSFXL3kNTUVOh0OsydOxeLFi3C0aNHeTzRYrD87Rp3dCdPnizm0XI+ZmA6FmZAQIA4dt7kyZOxcOFCnD9/XuIIWXEJZHks1AFmzZqFmTNnYu/evejQoUOhhcaKFSuwadMmXL58GTVr1oS3tzeOHDkCDw8PcXw4VjzXrl3DqlWrsHXrVjRu3BiRkZE4efIk/vnnH5w/f97le/KK6/XXX4e3tzf+/PNPXLp0CZcvX+bD3sW0b98+TJs2DUqlEvfu3cOVK1dcOnfG8coePHggHuIuSO/evXHs2DHk5OTg4MGDaN68uYOidC6FFczTp0/HX3/9hbCwMMyaNQvHjx9HVFSUgyN0Ts888ww6dOiAjIwMzJkzB4cPH+Y26Ewcez1Inm7dutFjjz1Ge/fuzfeKRdOrze7du0eXLl2ic+fOkU6nIyLXvUK0IJbDWBTkwYMHtG/fPnr66adp4MCB9Oqrr7r8laPFzZ3RwIEDSRAEatKkictfsWw5bA8Rib/R/GzdupUEQaCoqCiXzt21a9dox44dRGQY4+3pp5+m5OTkQl8zZMgQCg4O5qEtLBjbXlH5IyKaNGkSCYJAfn5+Ln/VbUn169ePVCoVqVQqOnXqlNThsBJyeLFnOkBv586dqWrVqsUq+EwVtjFxRaZ5WrNmDe3Zs6fE7+GKG1wi23K3cOFC6tWrl8uPQWj6O0xOTqb09PQiC+dz587RO++849K50+l0NGPGDBIEgd59910SBEEcUqUw+/fvpz/++MMBETqf3377jXr27En//PNPofNt2LCB6tevz8PUkPlwR0WNz6jX62nYsGEUFBTEuXNSDi328ivSOnXqVGjBxwpnmtMzZ85Qx44dKSwsjI4fP17ga0rak1Ve2ZI7IsM4VNzDnGf69OkUERFBkZGR9OSTT9KlS5eK1cZcPXdPP/00KRQKGj16NBHxTqw9zp49S4Ig0BdffFHofHfv3qXExEQHRSVfxt/n119/TVWrVqVhw4ZRSkpKoa85e/Ys3bx50xHhsTIgyTl7u3fvRuXKlREdHQ0A6Ny5M65cuYINGzagY8eOfLGADWbMmIELFy4gJSUF586dQ506dbBs2TJ07NhR6tBkz9bcUSHnBpVnpufKrl+/Hm+//Tbmz58PjUaDnTt34uzZs9i4cSN69OhhliNXzZcpYw5yc3MxbNgw3L17F4cPH8b//d//4fnnnxev+jbNE+ctf8a8GM97nDp1Ko4dO4bNmzejWrVqUocnewcOHEDPnj2xYsUK9OrVCwEBAVKHxMqSo6vLq1evUnBwMA0ZMsTsuL+xh2/fvn3cw1dCn3zyCfn4+NChQ4coJSWFduzYQT179qTIyEg6ePCg1OHJGufOdt9//z1NmzaN1q9fbzZ98ODBFBAQQAkJCRJFJk+mh81+/PFHSk9PJyKiCRMmkEKhEHuljPP9+eef0gTqJDIyMogoL1+7du2ievXq0eHDh4mIe0qLMnHiRBo6dCgR5Z2vzdve8qvMi738Duds27aNGjZsSMOGDTMr+Dp37kzVq1enXbt28Q+1BIYNG0YvvfSS2bSDBw9STEwMhYeH53s/TWbAubPNqVOnKCwsjFQqFW3cuJGIyOx2fE2aNKG3335bqvBkx7ge3L59OwUGBtLMmTPF2xSmpaXRhAkTyM3NTSz44uLiqGfPnmJBw8ydOnWKWrZsSV988YXZeXr9+vWjqKgolz9FoDieeuop6tWrl/jY8qJIVr64zZw5c2ZZ9hwaDz+kpaWJ42tFREQgODgYGzduRFJSEqpXr47Q0FAMHjwYGzduxM2bN/Hiiy+WZVhOS6/XWx3SOXbsGC5evIgBAwaIOa5ZsyZSU1PxxRdf4MyZMwgPDxcHuXVVnDvbkcWhRG9vbyiVSpw/fx4JCQkYNGgQ3NzcoNVqQUT44Ycf4OPjIw5s6+oEQcCxY8cwcOBAzJ07F6NHj0ZISAgAw7iDrVq1gkKhwLhx4/Dzzz9j27Zt2LRpk8u3O0vGdnjp0iVkZGQgLi4O58+fx40bN9C+fXvUrFkTx48fh7e3NyIiIvgQeAH0ej1u3LghjmEbEBAAQRCg1+uRmJiId999F/Xr10dwcLDUobJSUmbF3okTJ5CVlYWAgAAsXrwY27dvR3h4uDgoY3h4OIKCgrBo0SI8ePAANWrUQGhoKF5//XUMHDiQf6AFMOZlz549qFu3LgAgMTERu3btQrVq1VCnTh1x0NCUlBRoNBpUq1YNJ06cQJcuXeDl5SVZ7FLj3NnGcjzLzMxMVKhQAU2aNEGFChWwe/du/Pbbb+jXrx8UCgUUCgUWL16MWrVq4amnnpIwcnkwFhxr166FSqXCggULxDEFdTodFAoFPD098eSTT6Jly5YIDQ3FokWLxNtVMfPz8xQKBerWrYvu3bujQ4cOSEtLw+eff45t27ZBr9fjt99+AxGhZ8+evB1BXu4SExPx77//QqPRwNfXF5UqVcKcOXOgVqtRu3ZtVKlSBVqtFkuWLMGePXvw6quv8s0LypOy6C68ffs2tWrVinr16kWJiYm0bt06CggIoEmTJlmdhzJz5kyqWLEiDRgwgH7//XdxOp87ULD4+HgSBIFGjBghThs0aBBVrVqVPvnkE7p8+TLdv3+fevXqRbNmzaLPPvuM/Pz86Nq1axJGLQ+cu5IxPZ3i448/phdeeIHq169PCxYsoN9//520Wi0tX76cqlWrRpGRkTRgwAB6/vnnqW7dui5/KM3yFJbhw4dTz549icj6fLIzZ85QVlZWvq9zdcZ87Nu3j0aPHk0vvvgixcXFiePq5eTk0MOHD2nUqFH03HPPkSAI5O7uTqmpqS6fS+Pyf/PNNxQeHk4RERFUtWpVmjBhAj18+JD27dtHoaGh1LZtW4qJiaFevXpRxYoV6ezZsxJHzkpbmZ2zt3r1aurYsSMNHDiQ0tPTaevWrRQSEkITJkyg27dvi/MtWrSI2rdvT0OGDOHz9IpJrVbTxo0byc/Pj0aOHClOHzlyJDVq1IgqVKhAYWFhVL9+fSIyXBRTr1498RwhV8a5s83EiRMpODiYFi5cSJ9++ilVrFiR+vXrR+np6ZSenk4rVqygsLAwioiIoL1794qvc8WCT61WU3Z2Nt25c4eys7PF6TNmzKBKlSrR/fv3iShvQ5yWlkbvv/8+7du3T5J4ncE333xDXl5eNGLECOrSpQs1b96catSoQX///bfZfAkJCfTZZ5/xWHAm9u3bR76+vrRkyRLKysqiDz/8kARBoC1bthAR0enTp2nlypU0aNAgiouLo6tXr0ocMSsLpV7sme5Jff755xQTE0MDBw6ktLQ0+vLLLyk0NJTef/99OnnyJGk0GurXrx999dVX4uu44CuerKws2rx5M6lUKrNeqlOnTtG3335L3333ndg7+uabb1Ljxo2LHHDUVXDuSsZ4McaJEyfEx25ubmYDAavValq6dCm1bNmShg8fLk53tR76y5cvU79+/ahhw4bk7u5OTZo0offee4+IDFePNm3alBo2bEhJSUmk1+spNzeXJk2aRNWrV6e//vpL4ujl6f79+9SkSROaP3++OO3SpUvUtWtXql27tkv/Ngtj3KaOGjWKXn/9dSIi+vvvv6lu3br02muvSRkak0CZ9OwVVvB99dVXFBkZSSEhIWJPgHHv39W73Avz8ccf06RJk8ymZWVl0aZNm8jDw4Peeustq9ccOXKEhg4dSgEBAXT+/HlHhSo7nLuSMe2NIjLcnaBFixZEZLjdma+vL61cuZKIiNLT0+nnn38mIkMP1dKlS6lZs2b03HPPOTZoGbh48SL5+/vT6NGjae3atbRjxw7q06cPKZVK6tmzJ2VlZdG5c+eoZcuWVLFiRYqJiaEOHTpQYGAgHzYzYbwC2bjjf/v2bQoODhbbGZFhJ+L8+fMUFRVFK1asICLeflh2mBgfDxgwgDZv3kxqtZqqVq1Kr776qvjc1q1b6ZdffpEmYOZQZXYYt6CC799//6Xr16/TF198QatWrRILPVfrASgJtVpNH3zwAXl7e1NcXJzVc0OGDCFBEOiVV14xe+7EiRPUq1cvlz6kwbkrmZ9++onmz59PJ0+eFKcdPXqUqlWrRmvWrCF/f39x40pkOETUt29f8TB3eno6zZs3j9q1a+dS4+ylpKRQ06ZNaeLEiVbTly9fTiqVil5++WUiMqwbly1bRtOmTaP58+fzXQlMJCcnU2BgIG3dulWclpWVRc2bN6cpU6aYzavX66lly5Y0ZswYR4cpS8Zt7sOHD82mv/nmm9SgQQOqXr06vfnmm+ItSzUaDT3//PM0ffp0lzzdwtWU6Th7pgXfunXrqG3btjRw4EDx/o7G57nQM2fcMzM9pH3//n36+OOPyd/fnz788EOz+WfPnk3du3enbt26WR0GN5707So4d7Zbt24dVatWjd544w367bffzJ574YUXSBAE+uCDD8Rp2dnZ1LNnT+rfv79Z7tLT0+nff/91WNxycPbsWWrYsCFdunRJXJ8Zc/Lw4UOaPXs2qVQq2rFjh5Rhyt79+/dp2LBhpFQqaefOnURkuABj9OjRFB0dTV9//bXZ/H379qWpU6eSXq936Z6927dv04cffkht27alGjVq0IsvvkibN28mIsPg3NHR0fTYY49RZmYmERm2uZMnT6bq1avT9evXpQydOYhDB1Vet24dxcbG0ssvv2x1Yi0z+PLLL2no0KF07do1qwFVU1JSaP78+VSxYkWaPXs2ERk2rAMHDqR169aJ87nqeY+cO9t9+eWX5O3tTVu3bqVHjx5ZPX/8+HHq2LEj1apVizZs2ECLFy+mrl27UkREhNhToNPpXHaD+/nnn5OXl5f42DIPf/zxB/n7+9OCBQvMprtqvgqTnJxMb731FgmCIBbHDx48oG7dulHr1q1p7NixtG3bNhozZgxVqFDB5S+eunjxItWrV49eeOEFevXVV2n27NlUq1Ytqlq1Kk2bNo2IDIN5N2zYkGrWrEkDBgygHj16UJUqVfj0ARfikNulma7QPvvsM2rVqhV99tlnVs+5ukePHlGdOnWoSpUqFBkZScOHD7e6FVVSUhItXryYPDw8xKtGIyMjXf68R86d7VJSUqhDhw60fPlys+np6en066+/0unTp4mI6Nq1azR06FCqXr06dezYkYYPHy7mztUPAx05coS8vLxo+/btBc7TtGlTGjdunAOjcg4ZGRlWOxgJCQk0ZswYEgRBzOmDBw9o/PjxFB0dTfXq1aN27drRuXPnpAhZNs6fP0++vr70/vvvU2pqqjj92rVrNGjQIKpSpQotXrxYnDZhwgQaMWIExcXF0Y0bN6QKm0nAYffGNd2Q9ujRg/r06eOoj3YaWq2WJk2aRKtWraIzZ87QggULqGLFiuK4UsYeFCLDYaPp06fTokWL+LxH4tzZIyUlhcLDw+mbb74Rp61cuZKeffZZEgSBQkJC6MknnxSfMw4dYuTqhR6R4SrHoKAg6t27t9lYosae4n///ZfatGlDmzZtkipEWbp+/To1adKE2rZtSxs2bKCffvpJfC47O5tGjx5NgiDQtm3biMjQ1rRaLaWkpLj8reRu3LhBXl5eNHXqVCLKW4cZf483b96kp556iiIiIvhQLXNcsUdkfin4888/b3YvTWbwww8/kJ+fH124cIGIDOeNTZs2jQRBoCZNmtC8efPy7XrnDS7nzlYpKSn02GOP0YgRI2j//v3Uv39/ioyMpDfeeIN+/vln+uqrr6hWrVo0a9YsIjLPl6v2hubn66+/JqVSSYMGDaL4+Hiz56ZOnUo1a9a0GlTelel0Opo8eTIJgkAqlYoaNmxItWvXpubNm9OoUaPo9OnTdPr0aZo+fToJgkB79uyROmTZ0Ol0NGnSJKpSpQotWbJEnG4s+Iy/y8OHD5NCobA6V5R/t65HICJy5B07Hjx4gGeeeQarVq1Cw4YNHfnRTmP06NEAgBUrVgAw3Es4LCwMdevWxcWLF7F3716sXbsWw4YNkzJMWeLc2Wb//v3o378/AgIC4Ofnh4ULF6Jx48YICAhAamoqnnzySfTp0wdlfCttp6bT6bB27VqMGTMGderUQUxMDEJDQ3H79m38+OOP2L9/P5o2bSp1mLKSlJSEefPm4datW6hbty5Gjx6N//u//8ORI0dw8eJFVK5cGbVr18aZM2eQkpKCgwcPIjY2VuqwZSEhIQHz58/Hr7/+imeeeQYTJ04EkHcPcEEQoFarUbNmTcycOROjRo2SOGImJXdHf2BgYCD27dvnsvcZLY6oqCh8/vnnSE1NRadOnVCpUiVs2LABFSpUwL1793D06FH0799f6jBliXNnm06dOuHGjRvIyMhArVq1rJ738/ND1apVJYjMebi5ueG1115DkyZNMH/+fJw8eRIVK1ZE48aNcfz4cTRo0EDqEGUnJCQE7733HubMmYOjR4+iXr16mD59OgDg5MmTSEhIwOrVqxEUFISUlBQEBgZKHLF8VK1aFRMnTkRcXBx27twJQRAwYcIEKBQK6HQ6uLm54dy5c6hatSpat24tdbhMYg7v2WPF07JlS5w+fRqxsbHYsWMHKleubDWPVqsVb6jO8nDuSs/9+/cxdOhQPHjwAMeOHYObm5vUITkFnU4HhUIBQRCg1+uhUCikDknWEhMTMWfOHJw8eRLPPPMMJk+eLD6Xm5sLvV6PR48eISgoSMIo5SkpKQlxcXE4deoU+vbtiwkTJojPvfPOO/j999/x5Zdf5rseZK7DbSYfl5EVIoIgCFCpVLh+/To++eQT1KlTR5xuijcg5jh3pefBgwdYunQpli1bhpSUFBw9ehTu7u5iEcMKZzyMZvqYFczPzw9RUVH4448/cODAATx48ABt27YFYPhdK5VK+Pj4SBylPPn6+iIqKgq3bt3C/v378c8//6Bt27aYPXs2PvnkE2zZsgU1atSQOkwmMV5ry4xxo9CxY0f8888/2Lt3r9l0VjDOXem5e/cujh07hrp16+L48ePw8PCAVqvlnr1i4kKv5EJCQjBlyhS0aNECu3btwowZMwCAe+CLwTR3u3fvRqtWrRAXF4d9+/bxufEMAB/GlbVly5bhgw8+wOHDhxEeHi51OE6Fc2e/hw8fwt/fH4IgiOcAMVbWkpKSMGnSJNy9exdbtmxBQECA1CE5jaSkJEyePBlHjhzBV199hSZNmkgdEpMJLvZk7NatW5g1axY+//xzPnRWQpy70pPfYXDGylJycjIAIDg4WOJInM/9+/eh1+s5d8wMF3syZ9zQcs9KyXHuGGOMMS72GGOMMcbKNT6+xRhjjDFWjnGxxxhjjDFWjnGxxxhjjDFWjnGxxxhjjDFWjnGxxxhjjDFWjnGxxxhjjDFWjnGxxxhjjDFWjnGxxxhjjDFWjnGxxxhjjDFWjv0/7lRPZ5UchbsAAAAASUVORK5CYII=\n", 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    OpenHighLowCloseVolume
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    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2020-05-20 23:00:00 0.000021 0.000021 0.000021 0.000021 385498.0\n", + "2020-05-21 00:00:00 0.000021 0.000022 0.000021 0.000021 532283.0\n", + "2020-05-21 01:00:00 0.000021 0.000022 0.000021 0.000021 172228.0" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('issue#142_data.csv',index_col=0,parse_dates=True)\n", + "#df = df.loc['2012-01-01':,:]\n", + "idf.shape\n", + "idf.head(3)\n", + "idf.tail(3)\n", + "#idf" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(idf,volume=True,style='sas')#,adjust_widths=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# I have confirmed on my own machine that

    ` sudo pip install --upgrade matplotlib `

    fixes the problem.\n", + "\n", + "---\n", + "\n", + "### This Issue#142 is the same problem that was reported in Issue#77" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ap= {'data': array([2.118e-05, 2.119e-05, 2.119e-05, 2.133e-05, 2.125e-05, 2.122e-05,\n", + " 2.132e-05, 2.132e-05, 2.136e-05, 2.131e-05, 2.133e-05, 2.133e-05,\n", + " 2.132e-05, 2.137e-05, 2.126e-05, 2.145e-05, 2.151e-05, 2.147e-05,\n", + " 2.146e-05, 2.146e-05, 2.146e-05, 2.152e-05, 2.163e-05, 2.168e-05,\n", + " 2.166e-05, 2.152e-05, 2.145e-05, 2.141e-05, 2.157e-05, 2.160e-05,\n", + " 2.150e-05, 2.143e-05, 2.134e-05, 2.137e-05, 2.135e-05, 2.127e-05,\n", + " 2.131e-05, 2.138e-05, 2.149e-05, 2.150e-05, 2.156e-05]), 'scatter': False, 'type': 'scatter', 'panel': 0, 'marker': 'o', 'markersize': 25, 'color': None, 'linestyle': None, 'width': 0.8, 'bottom': 0, 'alpha': 1, 'secondary_y': 'auto'}\n" + ] + }, + { + "data": { + "image/png": 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bppT1798/Qb2On3Y7gpcaWqZ8DXoeZpMAp8sNj1dUyo2CHkbBAEdjE0RJUspNggGCoEeDwxWUbDLDJECv59vEFFjMRuh0XJtpZqvFBEmSIYoStq2YCVGUcLHBiS6ZZni9IhpdLfE9Oo5DpsUEt9sLl9ujlPM6HSwZRjS5PWhye9PGJoezKahc6zZBBnavq4Ce1wW9rpptYlGnjtrkH8sGPQ8ACbcpMJ1gLDbJsi/dDICYbJLRUp9lnd7dcQiy1wuZ04HT6SB5vcqby+k4LP/iv/HUuGtC2pRhEoLu1+likx+WdEqlTbIsY/e6ChhatZ9Km/z5RC9dvARILe+z0WiE0WhENC5cuAAA6N69e9S6kVi3bh1uvfVWFBcXY9u2bejbty8efvhhPPDAAx1qt7202xHMG1Wu/D61aDiWzJ6CGbNXoGr1DqX86ZLxeKZ0Au6atgSbP61Tyl9//m7cWzwCIydX4pvD9Ur5ujen45bhg5FXWB50Ae5eV4HsPt3Qyz49qA9nahfhRP15XD+hQimzWkw4u+tVbN15ABMeWKSUXz2gD/ZUP4e/rv0cDz/7Z6V8zLBr8MFbZXhp6QbMea3l6CmyKf1s+uvCP2DBWx/hhdfZsYlFnRJh02vP343/TJJNfmK1SafzuXax2PS20w3B4HNitaCT9ec/x6urXwREEfcOvF0pr+0yDhh3TUib+va+DDffNTdtbWJRp1TZVLNiJv72wRcoSRObulp9pwhl52QHOYKzZs1CRUWLTaGQJAllZWUYNmwYhgwZErFuNL7//nssWbIEM2bMwFNPPYXa2lpMmzYNgiDgnnvu6VDb7YGTw6XcD8PFBid62afj0NZ5sGaaAKT+28npHy4gb1S50ietfOPSkk0OZxNyR/4Rxz5dAGPAIeZqtolFnTpq06UGF/JGleP4ZwvQs5s14TbZRjwBAPifLxfHZJNtxBPgAPz45eKYbNraawg4+OIGWdbplc3fourTo5A4HeYtfASQgT9OW9jcNocHCn8WdkawodGF3jeUBX2GpINNfljSKZU2ORqbkHvzH3H8swUQDC337FTapFx7H89Wrj0gthnBhx56CBs2bMCOHTuQnZ0dsa4fm82GsrIylJWVBZULgoCCggJ89tlnStm0adNQW1uLzz//PKa2E0m7ZwT9DlcgZpOAUKd2WjJCv8GZFlPI8tbtRirnea7lZhLQJ72eD1lfEPQQhLZmGwUDjIKhTXmqbApVTjb5bgqh6qvbJhZ16phN/g+ORNsUeORwLDYF1o/FpsATjVnWacrwPLzzxQlw/s9fDtAZfO1wHPDbG/uF7bv/3OfWnyGptqk1LOjUmpTYZAh9z06FTcq118Ua1uZQlJaWorq6Gtu3b4/ZCYxEnz59cM011wSVXX311Vi9enWH224PzKSPIQiCIDqH1sf2AfEd20cQakCWZZSWlmLNmjXYsmVLwjZ0DBs2rE0amm+//Rb9+vVLSPvxQruGCYIgiLjxH9u3+xUdZMh0bB/BHCUlJVi+fDnWrl0Lq9WK06dPAwC6du0Ks9k3ozhlyhT07dsXlZWVAAC32426ujrl95MnT2Lv3r3IzMxEXl4eAODRRx/FL3/5S7zwwguYNGkS/vWvf2Hp0qVYunRpCqzsQIzgmdpFcU2tJhNZlnHJ4YLVYlKmfgm2II21QbJ19ucFjPXIuHjr+/MIBuYWZJ14baaxrA3SUed4/Zdw/V62bBmmTp0KACgsLITNZkNVVRUA4OjRoyFnDm+++WbU1NQof1dXV+PJJ5/Ed999h/79+2PGjBnq2zWcTkiSjBP153FVbm/wfHpccERiIY21AemcWo6cc2DVruM4cd6J7G5mTCrIQf8Ez/CRxtqABZ1jmScLdO4A3waRWJ43fvx4jB8/vr1dSyhMxAg6nE24fkJFm51MBDuQxtqAdE4dq3Ydx+gFNVi6/Xus33cKS7d/j9ELavDeruMJfR3SWBuQzuqBCUeQIAiCaD+BJ4WIkhz0f/nqfTga4xnCBEGoDyaWhgmCIIj2s2rXcV88VPOS1pnqlkS/HICVNw9A+W2DlLLAM5XFRif4jPSIFycIIn6YmRG0hsklRLADaawNSOfO58R5pxLXdKa6GhDFNo8nEtKYbY6cc+CVzd/CIBjwyuZvcYRmlNMaJmYEu2SacXbXq6nuBpFESGNtQDqnhuxu5qAZQfA8ejUHsvM6Dtndgmf8AncIB84OxgJpzDardh3HzNX7wHEcet5xB97910m888UJzCsaiuKCnFR3jwgBEzOCXq+ITTv2w+sVo1cmVAlprA1I59QwqSAn7E5HWZYxOYEf4KQxuwTGmnq9IpxnzsLrFSnWNM1hwhFsdLkx4YFFQeccEmxBGmsD0jk1tD4phEPyTgohjdlFiTUFIIsifvr8c8jNYQYcx2FlgnegE4mBiaVhgiAIomP4TwoZ+uF6yDLopBAibgJjTV98tQyyKKL8jjsA+GaWEx1rSiQGcgQJgiAIAICtpwUG3rdQFLhLmCBioU2saQAc1zbWlEgPmFga1nEcrh7QB7o0OcaGSDyksTYgndmHNGaX1rGmHOf/J/GxpkTiYMIRzLSYsKf6OWRSSgJmIY21AenMPqQxuwTFmnIAeB4GwZCUWFMicTDhCLrdXix77xO43d5Ud4VIEqSxNiCd2Yc0ZpvighxseawQep0OOlnGf/6yH7Y8VkipY9IYJhxBl9uDh5/9M1xuT6q7QiQJ0lgbkM7sQxqzj62nBXqegyhKeKQwl2YC0xwmHEGCIAiCIAgifsgRJAiCIAiC0ChMOIK8Tocxw64Br2PCHCIEpLE2IJ3ZhzTWDjyvI51VABN5BC0ZRnzwVlmqu0EkEdJYG7Cgs9jobHP+buDZvFqHBY2J6HAATIIelgxjqrtCRIEJV73J7cHsxevQRMHHzEIaa4N4dD5yzoF5Gw/gkb99iXkbD+CICs8xZcGGeKGxrB08XpF0VgGMOIJezHmtGk2UjoBZSGNtEKvOq3Ydx+gFNVi6/Xus33cKS7d/j9ELavBeGpxlymeYMcFxOOgnFOlsQzKhsawNZABuj0g6qwAmHEGCILTDkXMOzFy9D5IMiJIc9H/56n04qoJZNRZsIAiCDcgRJAhCVazaddx3nmkIOI7DShXMqLFgA0EQbMDEZhGDnsfUouEw6PlUd4VIEqRxZI6cc2DVruM4cd6J7G5mTCrIQX8VJnGNRecT553KeaZzXy4BAMyc8RoA33mmJ847k9/RDsKCDe2FxrI24AAY9DrSWQUw4QiaTQKWzJ6S6m4QSYQ0Ds+qXccxc/U+cBwHWZbBcRze2HYY84qGqu5Yp1h0zu5m9s2mBRxu74fjOGR3MyerewmDBRvaC41l7SAY9DCbhFR3g4gCE0vDTpcbDz3zLpwud6q7QiQJ0jg0rMWaxaLzpIIcZTatNbIsY7IKnF8WbGgvNJa1g9vjJZ1VABOOoMcromr1Dni8Yqq7QiQJ0jg0rMWaxaJz/54WzCsaCh3nW34CAF7HQccB84qGpv25pussA/BVv6GYv/ARzH25BILH90GpJhvay5FzDry48RtUrd6BFzd+o4l0OWqnvSmOZAAer6Tqe3ZlZSXsdjusViuysrIwceJEHDx4MOJz9u/fj6KiIthsNnAch4ULF7apU1FRAY7jgn4GDRqULDOiwsTSMEFolcBYszPV1QCAXuPHA2A71qy4IAd2W3fsfkUHGTIeHJmLyQU5qnKg9DoOvI6H6PH9rkYb4sEfwiB7felEqj49ine+OKHKEAatwFLYSXvYtm0bSkpKYLfb4fV68dRTT2Hs2LGoq6uDxRJ6nDY2NiI3NxfFxcV49NFHw7Y9ePBgbN68Wflbr0+dO0aOIEGoGC3Hmtl6WrCP5wBwKL8tdd+m46V1XkH/KSRqsiFeAkMYJMl3rYqSDF1zCIPd1p1ZB1itBGqm3F+a/9eKZhs3bgz6u6qqCllZWdi9ezdGjhwZ8jl2ux12ux0AMHPmzLBt6/V69O7dO3Gd7QDtdgQvNbiU3w16HmaTAKfLHTQNbBT0MAoGOBqbIEqSUm4SDBAEPRocLkgBH2AZJgF6PY+LDcGzGBazETodh0sOV1C51WKCJMlocnvw+AO3osntwcUGoEumGV6viMaA2AQdxyHTYoLb7YUrINM5r9PBkmFEk9sTlPgy1TY5nE1B5Vq3yesV8XTJeABy0Ouq2aZE6HTH1Zfj/239DuCaozxEUZkZ5ADM28DjoeEvqcYm/1j2r3ZH08n/iChKMdkU6C/HYpMstyw/x2KTjJb6sV57ftLl2vMbEtifSOPJb3dg/dY6vbvjEGSvF7KOBzgOGXl5kEUREgBOx2FF7TE8MfaqlI8nv00s3SPaa9PK2mOQvV7FcQcArnnWShZFvLPjEB4dMzCsTQAgGHhwXPC1kUqb/Ksnly5eAqSW99loNMJojH4U3oULFwAA3bt3j1o3Gt999x2uuOIKmEwm3HTTTaisrMSVV17Z4XbbQ7sdwbxR5crvU4uGY8nsKZgxewWqVu9Qyp8uGY9nSifgrmlLsPnTOqX89efvxr3FIzByciW+OVyvlK97czpuGT4YeYXlQYNq97oKZPfphl726UF9OFO7CCfqz+P6CRUAgPlvfgSrxYSzu17F1p0HMOGBRUrdqwf0wZ7q5/DXtZ/j4Wf/rJSPGXYNPnirDC8t3YA5r1WnnU0AyKYAm2YvXsecTR3V6T/vG48NPwIQm2+ezf/zzTdhNdqUm5MVk05vO30fPAe/Px2zTX7isQlATDa97XRDMPicqVivveWSDF7HpY1OgC/IP/B1I42nHgBcTZ6g+uHGU49RozD/zSchiyL+86rblfIjg3vj4Pen0+LaY/EeEc6m3//hf+Op34/Ajbc92camI2cu4nT1+iCbLr/jDkhOJ85u3Yq51cDcJ8PbVNXkgdlowN8/3JU2OnW1+lZIsnOygxzBWbNmoaKiRadQSJKEsrIyDBs2DEOGDIlYNxo33ngjqqqqcNVVV6G+vh7PPfccRowYga+//hpWq7VDbbcHTg63dS0MFxuc6GWfjkNb58GaaQKQ+m9cP/x4Eff+8U9Y9uJ9yMgwquYbF4vfIpNlk6vJg/vK38Y78++HPiAvlZptSqROpy42YeivnoAM4PHn/4Ci/GwM6nuZ6mxqbGzCvX/8E5Yv+i9062qJqtPWXr4b8viL38Vkk23EEwCA//lycVJs2tprCDj4ln9jvfZqmm0oPPN1UN9TpVP2L2cAMnDkk5aZ5EjX3sZuV0EGMCqg/611emXzt6j69CgkHY95L5cCkoQnSl8Gp9eD13H4w68G0oxgJ9j07o7DePb9r5SYP51eD3AcKu64ChPz+wbZ9NI/D+KNLd9ClGT88NFHAICsceN8/ZVETB1mizgjuLXXEDS5vbjlXB14vmVfaip1amh0ofcNZTj08WzFfwFimxF86KGHsGHDBuzYsQPZ2dkR6/qx2WwoKytDWVlZxHo//fQT+vXrh5dffhn33XdfTG0nknbPCFozTeiSGRx/ZDYJCBWRZMkI/QZnWkwhy1u3G6mc5zlkZBhR88VBxQkEAL2eD1lfEPQQhLZmGwUDjM3LHIGkyqZQ5Vq3afOndWHrq9UmIDE62XrqYdD7brazJv5H1L6HK08Hm2q+OKh8cETTSdk13Fw/mk2BG6yTYVPg/m01X3vgQr9uOJu4MP30l00Znod3vjgBTgk1k8Hp9dAZDOA44C77leB5XcqvvUDUoFM8Nh0550DF+gOA3qCEVEgAIAMVHx7EyKv7BMX8TbZfiaXbv4cuYKrIn6GA0+txz/C8IBtC2SSKUlhdU6GTv//WLtawOoaitLQU1dXV2L59e8xOYDxcdtllGDhwIA4dOpTwtmOBifQxBEEQROoQG51YZxmg/LQmMOWPHy2ky0kn4k011SZNkyjibHU1zlZX48cPP8T1Y8uD6gfqv84yAFKj+jMWyLKM0tJSrFmzBlu2bEH//v2T8joNDQ04fPgw+vTpk5T2o0G7hgmCIBJE6x3BRAstKX84uEVg6jAb7hmeR05gJ9GeVFN+zYZ+uB4eEdDzHPQ6HcL4k8xRUlKC5cuXY+3atbBarTh9+jQAoGvXrjCbm2e7p0xB3759UVlZCQBwu2ooFIkAACAASURBVN2oq6tTfj958iT27t2LzMxM5OXlAQAef/xx3HnnnejXrx9OnTqFWbNmged5/OY3v0mBlYw4gibBgNefv1vZwUawB2msDUhndcJnmGNygn0pf3TgBD2evGNwyGVQIjm0N9WUracFBl4Hg1nAj3sWh20/VFokoyipeiwvWbIEAFBYWBhUvmzZMkydOhUAcOzYMeh0LYurp06dQn5+vvL3/PnzMX/+fNx8882oqakBAJw4cQK/+c1v8OOPP+Lyyy/H8OHDsXPnTlx++eVJtSccTIxCQdDj3uIRqe4GkURIY21AOmsDPa8jJ7CTmVSQgze2hXbWk3Wsodp1jmUvrd+582Oz2aI+b8WKFR3pVsJhIkawweHCdeNnoaHVri2CHUjjxNLeY6OSDenMPjIAZ5OHNO5kWsf8cUhunCbprB7U66oHIMkyvjlcHzJJK8EGpHHiSOdjo0hnbSBJMmmcAgJj/mQZST/WkHRWB0zMCBIEERuBx0aJkhz0f/nqfTiaJjODBEEkB3/Mn6DXofy2QbRZh2BjRpAgiNjYk30tKiVJySM2c8ZrymP+FBLhzrw9cs6BVbuO48R5J7K7mTGpIAf9I3yItKf+uzt8ebRe2fwtpgzPi1ifUA+BKWWkRifA8RFqEwTRmTDhCGaYBKx7czoyTEKqu0IkCdI4MciQFSdQ8Lgx9+USxRkMl0ICiH85ub31IcvoftNNeGfncbzzxYm0WK4mEo/JaKCxzDgcSGe1wIQjqNfzuGX44FR3g0gipHFiOPz+Bizd/j1EScbcl0uCHguXQiJwOVlJPdH8f/nqfbDbugctL3WoPjgYsrKUEw9C1SfUR2BqEf/sYOBRkQSb8DqOdFYBTMQIXmxwIqtgWpuzBQl2II0Tw6SCnLCpDcKlkIj3RIKO1Jc8Hpxdvx6SxxO2PqFuZACNLjeNZcYhndUDEzOCANoc+E2wh5Y0jje+Llb8KSTKV+8DB9/Nmtf5lm/DpZAIPJHAP4sYaTk53hMMAuu/+GoZZFFE+dixYetrmWRdF50NbSTVBqSzOmDGESQIVkh2epeWo750kCFHTSER74kEya6vVdI57Q9BEOqFiaVhgmCFzkrv4kshwUHgo6eQiHc5Odn1tQil/SEIIlkw4QhazEbsXlcBi9mY6q4QSUIrGreOrztTXa38nP6gOiXxcq1PJAAin0gQ7wkGgfXBARzPQy8YknbigRqJN+4yneEAmE0G5sdyutPodKPHdaVBP4mEA2CSRdT0GoJ1lgFBKYSI9IKJpWGdjkN2n27Q6ULfKAn1oxWN28TXiSLA80GPp4J4l5PjPcEgsH1J9rV/l/1KcgKbiTdOszMJ3BEcKxzHMT+Wtc6dDYewLjMv1d0gYoAJR/CSw4Ve9uk4U7sIXTIpnohFtKJxm3g5nlc2WvC61MbL2XpasI/3TduFSzrdur6B9y06xFr/3zyHRqcHD4+wMa1zvLAURynDNxt1yeEijVNIhlnAj3sWJ639Sw4X7rpyNPP3bBZgwhEkCFaYVJCDN7aFnmFJRryc2Ohss2TTnhmedCZwyavR6UaGWX0Jbjv7uiAIFsYNERtMxAgSBCvEG19HaIN44zRZ4cg5B+ZtPIBH/vYl5m08gCO0KYYgEg7NCBJEmhFvfF1H4DPMzM0AtiZw+SvRAfGdSbxxmmqH0uWkFlbGDREdJhxBq8WEM7WLYLWYUt0VIkloTeN44+tYgYMvdkkrOsdLvHGa6UgsGsd7TCGRfmjtnq1mmFgaliQZJ+rPQ5IojTmrkMahCUz90Oh0p7o7CUGWZdKZcaJpzFK6HK1C92z1wIQj6HA24foJFXA4m1LdFSJJkMbaQAbgdHlIZ4aJRePW6XL8KXOA1KfLIWKD7tnqgYmlYYLQKhTHQ7AIS+lyCCLdIUeQIAgixbRO4xO4gad1eh+x0Qk+g21HiNLlEETnwYwjSAGp7EMaa4MwoWFEOzhyzoFVu47jxHknsruZMakgB/3TYJNFNI396XLKV+8DB99yMq/z7R5mOV0Oa9A9Wx0w4Qh2yTTj7K5XU90NIomQxtqAA5BhEjR3EkGkND6ty2M9szVd06/EqrHW0uWwBt2z1QMTm0W8XhGbduyH1yumuitEkiCNtYMoyaRzBwlMvyJKctD/5av34WiKEzPHqrEvjRIHgdeh/LZB5ASqCLpnqwcmHMFGlxsTHliERhcb6TOItpDGqWGdZUDQj9iY3N2aMgBXk4d07iDpnH6FNNYGdM9WD0w4ggRBEEQLlH6FIDpOZWUl7HY7rFYrsrKyMHHiRBw8eDDic/bv34+ioiLYbDZwHIeFCxdGrD937lxwHIeysrJEdj0uyBEkCCIsExyHg35Y363KCkr6lRBQ+hWCiI1t27ahpKQEO3fuxKZNm+DxeDB27Fg4HOFDKxobG5Gbm4u5c+eid+/eEduvra3FG2+8gaFDhya663HR7s0ilxpcyu8GPQ+zSYDT5YYnIB7AKOhhFAxwNDZBlCSl3CQYIAh6NDhckALyRGWYBOj1PC42BH9btZiN0Ok4XHK4gsqtFhMkSYbD4cLA/r3gaH68S6YZXq8YNCWt4zhkWkxwu71wuT1KOa/TwZJhRJPbgya3N31sapWEU+s2OV1uXD2gDzweb9DrqtmmaDpB9i2j+fsUzabW9aPZ5Lfe/3gsNvmf0+BwxWSTLPu065FfCv/2zyOfvKTUNwp6fNRtkNKu1OiEjtcrcUXRdPI/IopSTDoFpqVLl/HkJ9ZrL1z9QJ3uuPpyLNl8ABJanEHJ02wTB9w5OAsAQtrke6OC20/keAIAnY5T7tdA5GuvuTtKW1q67yXLJr9ZXq8Yk00tp/zJMdvU6PTds71eMaj9VOrknyW/dPESILW8z0ajEUajEa3ZuHFj0N9VVVXIysrC7t27MXLkyDb1AcBut8NutwMAZs6cGbIOADQ0NOB3v/sd3nzzTcyePTtsvc6g3Y5g3qhy5fepRcOxZPYUzJi9AlWrdyjlT5eMxzOlE3DXtCXY/GmdUv7683fj3uIRGDm5Et8crlfK1705HbcMH4y8wvKgQbV7XQWy+3RDL/v0oD6cqV2EE/Xncf2ECgBAbmE5rBYTzu56FVt3HsCEBxYpda8e0Ad7qp/DX9d+joef/bNSPmbYNfjgrTK8tHQD5rxWnXY2ASCbmm3aU/0cZi9ex5RNkXRye7zwipLy2tFs6te3B745XK/Uj2bTXVeO9hU014/Fprebj7EbObkyLpvcHi8EQQ+3xxv0Xj5dMh5DATS5vRBFCUb4jqZau+nLmHTy9+fg96dj1slPuoyn5ZIMXsfFfO2tgO8DObA83LWnt1p9/rck44cPP1TKy386GtYmACF1StR4Anwa5xa2fIZEuvZESYaryaP0R2v3vWTatHXngbhsuuRwxW3Tsvc+SRudulp9Xyyyc7KDHMFZs2ahoqLFpnBcuHABANC9e/eodaNRUlKCcePGYcyYMSl3BDlZDvHVNAIXG5zoZZ+OQ1vnwZrpyxGU6m9c5y84sGr9vzBp3A0QBH1afOPqqE3p+C0ylTaJXgnvb9qD/3N7AQIvWDXbFE2nHvmlkAEcbZ5BSwebtvYaAgAYfXZ/TDbZRjwBADj5+csx6bS11xB4vSJu/Z8DyLSYotrk78/4i9/FZJO/P//z5eK0GU81zTYUnvk6Jp3C1Q917R3/HycODCyALMvYv/J9FOVn48oeGRFtyv7ljJAzt4m69tZ3+Rk8XhE313/lm8lG5GtvnWUAZACjmu3V0n0vWTb5x8HZ2kUx2eSv/+Oe/xuzTV6viLWbvkTxHfag9zGVOjU0utD7hjIc+ni24r8A4WcEA5EkCRMmTMBPP/2EHTt2RKzrx2azoaysrE3834oVKzBnzhzU1tbCZDKhsLAQP//5z6PGEyaLds8IWjNNbfJAmU0CQkWeWDJCv8GZYZJNhssvFaqc5zkIgh6PvbASv/9fv1Tq6PV8yPqCoFduPoEYBQOMgqFNeapsClWuZZsuNjjx8LN/RtHtBSHrq9EmP+F0AudbTW3dVipt8i80+l8rmk3+MDWzSVD+j6aT2yMqN/ZoNvn7w/O6mGwKDJtT83gKV97apsGZZhzmOQAcZk38jzb1I117odpPhE0yfBr7v7T7CXftNXenzWNq0Cld7+X+caBvDgWIZpO/PsdxMdsU7Z6dCp38cbPWLta4c5WWlJTg66+/jtkJDMfx48cxffp0bNq0CSZTeiTcZiKhNEEQ7GCURWztNURx8iIlVPanswl3PBtBsE66nh7DEqWlpaiursb27duRnZ3dobZ2796Ns2fP4rrrrlPKRFHE9u3bsXjxYjQ1NYHn+Y52OS7IESQIQjP8uGdxqrtAEAkjXU+PYQVZlvHII49gzZo1qKmpQf/+/Tvc5ujRo/HVV18Fld17770YNGgQysvLO90JBBhxBHmdDmOGXQNeR9lwWIU01g5evQG3/lAXdikocMbPPxNIs4Dqgud1NJY7SODpMQHbegH4To+x27qn9CQWFu7ZJSUlWL58OdauXQur1YrTp08DALp27Qqz2be0PGXKFPTt2xeVlZUAALfbjbq6OuX3kydPYu/evcjMzEReXh6sViuGDBkS9DoWiwU9evRoU95ZqFehACwZRnzwVlnYDw5C/ZDG2oADYBL0pDPDkMaJIZ1PjwHYuGcvWbIEFy5cQGFhIfr06aP8rFy5Uqlz7Ngx1Ne37Fo+deoU8vPzkZ+fj/r6esyfPx/5+fm4//77U2FCTDAxI9jk9uClpRvwxIO3hw58JlRPumlMcTnJw+MV0eT2pIXOnYEWZzPTSWO1juXA02POVPvSsPQaPx5Aepwek2737PYQS1KVmpqaoL9tNltMz4vURmfDxIxgk9uLOa9VB21FJ9ginTRetes4Ri+owdLt32P9vlNYuv17jF5Qg/dS/A2cBfw7StNBZyI5pJPGah7L6X56TDrds4nIMOEIEkRnERiXI0py0P/lq/fh6LnwRw8RBJE+qH0sTyrICTvzJMsyJtNmESJGyBEkiDhI97gcQhuIjU6sswxQfoj4UftY7t/TgnlFQ6FrzjcKUcTZ6mqcra7Gjx9+2GajSI/rSpWfRqc7ZJuENmEiRtCg5zG1aHjLOZlEp9IZMTbponFgXM7cl0sAADNnvAYgPeJy1A4HwKDXpVxnInmki8bpHmMXC8UFObDbumPoh+vhEQE9z0Gv0yGMf9uppMs9m4gOE46g2SRgyewpqe6GJumsPFbporESlxNiSSYd4nJYQDDolZNIiNDwGWZVbzJJB41ZGcu2nhYYeB0MZiFinszAx3pcV5r0fqXLPZuIDhNLw06XGw898y6cLpru7kw6M8YmXTSmuJzk4/Z4U64zkVzSQWMay8klXe7ZRHSYcAQ9XhFVq3cEHVRNJJ/OjLFJF43bxOUA4HUcdBwwr2hoShO4soAMwOOVUq6z2gmMHxQbnVFjCjszfixdNG49ljnENpaPnHNg3sYDeORvX2LexgM4kuabSlJFutyziegwsTRMpAYWYmzagz8uZ/crOsiQ8eDIXEwuyCEnkOgUkr0knBFliZElAmPsZBlRx7JWj3TTyvWgVcgRJNoNKzE27cHW04J9vG8eofy2QanuDkEEEe8xfFr+oPfH2AGIOJbT/Ug3gmgvTCwNGwU9ni4ZD6NAfm1n0pkxNqSxNuAACAaedGYYDoBRFlHTa0jYperWS9vpgNrTzXQ2dM9WD0woZBQMeKZ0Qqq7oTn8MTblq/cFxcvJspzweDnSWBuoeScsETvJym6SzFRWlDoqPuierR6YmBF0NDbhzvsXwtHYlOquaI7ighxseawQep4Dr+Pw4MhcbHmsMOHxMqSxNiCd2UcG4NEbMPqHOkxwHA7p/PvLJzgOg8+ILcQk2cfFpfuRbukGjeXk43a7cfDgQXi9HTvGjwlHUJQkbP60DqIkpbormsQfYyPodSi/bVBS4mRIY21AOmsDUZQSqnFnpLKidDPxQWM5eTQ2NuK+++5DRkYGBg8ejGPHjgEAHnnkEcydOzfu9phwBNMNSi+QWI6cc+CVzd8CAF7Z/G1M7ydpkDwipSIJTENCR1kRnUVnxO9R6igiXXjyySfx73//GzU1NTCZTEr5mDFjsHLlyrjbYyJGMJ3QanqBZOF/P+Xmqe+qT4/inS9ORHw/SQOC0BadFb/HSuooLe8SZ4H3338fK1euxC9+8YugL0CDBw/G4cPxx1kz4QiaBANef/5umARDSvtB6QUSS+D7KXM6WH/+c0icDpwc/v0kDZJPpOPNWn/AxHuUVbqMZSJ5cPDtKE2kxp2ZyopSR8UGjeXk8cMPPyArK6tNucPhCDszHgkmloYFQY97i0dASPE2dUovkFgC309Op0NGv37gdL5LNtz7mWwN0jGtBUuky1gmkoue1yVU40FF4zBn/sOY+3IJBE9wOALF76UGGsvJo6CgAOvXr1f+9n/mvfXWW7jpppvibo8JhRocLoycXIntK59EpsUU/QlJIl1P2og3pUIyUzDEQ5v3UxRx+bhx0On1Yd/P9i4RpYvNWiddxjKRPGQAriYPGhyuhGnMARB4Hdxiy8aEZKWyImKDxnLyeOGFF3D77bejrq4OXq8XixYtQl1dHT777DNs27Yt7vaYcAQlWcY3h+shhdnR1Vmk40kb8cbLpVN8Xcj3s/n3cO9nezSIx+ZQJzYQiSNdxjKRXCRJTqjG/nF59JwDu7OvhV7F8XusQGM5eQwfPhx79+7F3Llzce211+Kf//wnrrvuOnz++ee49tpr426PiaXhdCHd0gvEm1KhM1IwxEN73s94n5NuNhME0X58qaw4CHzyUlkRRDowYMAAvPnmm/jXv/6Furo6/OUvf2mXEwgwMiOYLnTmSRuxoMTLhZkdW7nreFCwc7z120usy7Ct308ZvveTi5CuIdxzwmnQ2mb/kj7gW25aefMACggnCA3Q6HQHbW4K3PjUevZfbHTGnOg6XihMhYjGhx9+CJ7nceuttwaVf/TRR5AkCbfffntc7THhCGaYBKx7czoyTEKqu6KkFxj64XrIMlK6PBFvzGJnpGCId+lZeT/Xr4cEHg8U/gy/vbFfxPcznhQPoeIQwfNBjxOdRzqNZSI5cABMRgNpHIJ0Cs3pKDSWk8fMmTNDJo6WZRkzZ87UpiOo1/O4ZfjgVHdDwX/SBoCUzibFGy+X7BjH9qZ2sfW0wKD3vZ9PjbsmpteKNcVDG5t5XnGWeR0dG9XZpNtYJpIDr+Og1/PRK3YiGWYhbH691umSkhEfzFrqKxrLyeO7777DNde0/SwcNGgQDh06FHd7TMQIXmxwIqtgGi420OxNIPHGyyU7xrEjqV1k2bd0k2iN0y2uU+vQWGYfGUCjK76x3Po0GxY3arGWfozGcvLo2rUrvv/++zblhw4dgsUS/5cFJhxBALjkcKW6C2lH6yOROEQ+EinZRyi1Xnr2Lz8DqUuvE+97RCQfGsvsQxtJ29I6TCUwXjmV6cc6gtrHcmVlJex2O6xWK7KysjBx4kQcPHgw4nP279+PoqIi2Gw2cByHhQsXtqmzZMkSDB06FF26dEGXLl1w0003YcOGDTH369e//jXKysqCThE5dOgQHnvsMUyYMCF2A5thYmmYCE+8MYvJPEIpHdPrAOkV10kQRFsinWbDCul6f9Qy27ZtQ0lJCex2O7xeL5566imMHTsWdXV1YWfeGhsbkZubi+LiYjz66KMh62RnZ2Pu3Ln42c9+BlmW8c477+DXv/41vvzySwweHH05/cUXX8Rtt92GQYMGITs7GwBw4sQJjBgxAvPnz4/bTnIENUC8MYvJOkJpUkEO3tgW+mae6mXYdInrJAhCm6Tz/VGrbNy4MejvqqoqZGVlYffu3Rg5cmTI59jtdtjtdgC+TR2huPPOO4P+njNnDpYsWYKdO3fG5Ah27doVn332GTZt2oR///vfMJvNGDp0aNg+RaPdjuClhpYpX4Oeh9kkwOlyw+MVlXKjoIdRMMDR2ARRasn4bhIMEAQ9GhyuoGSTGSYBej3fJqbAYjZCp+PaTDNbLSZIkgxRlLBtxUyIooSLDU50yTTD6xXR6Go5akjHcci0mOB2e+Fye5RyXqeDJcOIJrcHTW5vwmzym+X1iu2yyeFsCirvqE2yDDhdzekRZF+cztFPXgprk4yW5eFYdJJlwPdlVg5rUw+TDhV3XIVn136tvIAOMiSvFxW/HoLuJp1y2kBrmwDfTkM9rwt63Ug6+e0IrB/p2vPbEVg/kk6h2k/ktefXyd9+Z42nSNeev/VwOrW2yd8dp8sd03jyj2VD80aCaDb5HxFFqVPHE5D6+16sNvkJbD+VNnEAzEaDcr+OZhMQPA6i6dS6fiw2+bt+scEZk03+0osNzoTp1L+nBXN+PRhP/n2vL/WVKOJs8/Kwgdeh+9O/CrIp+5czlHuEf3w1uT1pc+3Jsozd6ypgaNV+Kq89/9L7pYuXAKnl2jEajTAajYjGhQsXAADdu3ePWjdWRFHEe++9B4fDEdfxcBzHYezYsRg7dmyH+9BuRzBvVLny+9Si4VgyewpmzF6BqtU7lPKnS8bjmdIJuGvaEmz+tE4pf/35u3Fv8QiMnFyJbw7XK+Xr3pyOW4YPRl5hedAFuHtdBbL7dEMv+/SgPpypXYQT9edx/YQKpcxqMeHsrlexdecBTHhgkVJ+9YA+2FP9HP669nM8/OyflfIxw67BB2+V4aWlGzDntZaYjETZtHXngbSxyY/b44VXlJTXDmXT20634kzFqpPJaMAlhysmmyCJ0Bv0GN1bj7+8sQ5/WP8h/hDBJp2Og1EwYMFbH+GF12PTaSiAJrc3qD+Rrj3Ad0MNrB9JJ0mW4XR5lMcSfe3FolM0mxJ+7V052mfT5Mq4bJoxe0Vc4+m15+/Gf8ZiU3N/dn9/WrX3iGTf9yqAoOso1TbJAJxNHlzxi5Zls0g2iZIMV1PLOIumk8crwu0Rlfqx2ORsdmB62afHZNMiZ0v9RN7LXceP48z6D1sakSSYjAZ4vWJQ+1OLhgNouZcDvnvXS0s3pNW1V7NiJv72wRcoSZPx1NXq+2KRnZMd5AjOmjULFRUtNoVCkiSUlZVh2LBhGDJkSMS6sfDVV1/hpptugsvlQmZmJtasWRNyJ7CfV199FQ8++CBMJhNeffXViG1PmzYtrr5wcrgtk2G42OBEL/t0HNo6D9ZM36xIqr8Zn/7hAvJGlSt9Sodv+7YRTwAAztYuSosZQduIJ8AB+PHLxTHZtLXXEHDwpU2IRSfbiCfAccC53f83Jpv87d9x4duYbLKNeBxOlwfHPl2gOKhAZJ0+6jYIMoBRZ75WyiNde71umA5ZbpkpBSLr9EFmXpv2E3nt9cgvjTpzG82mVF97/nFw8vOXYxpPlxpcyBtVjuOfLUDPbta0tMlPqu97sdq0Jcu31FQYcJ2m0qbqLj9Do9ONkaf2KZ8hkWxaZxkQNM6i6dS6fiw25Qx7DIBvrMVi09ZePkdg1Jmvk3Lt+cfN8U8XxKSTv379F6+kzbXnaGxC7s1/xPHPFkAwtNyzU3ntNTS60PuGMhz6eLZy7QGxzQg+9NBD2LBhA3bs2KHE5UXDZrOhrKwMZWVlbR5zu904duwYLly4gL///e946623sG3btrDOYP/+/bFr1y706NED/fv3D/uaHMeF3FEciXbPCPodrkDMJgGhwln90/WtCXcQdet2I5XzPNdyMwnok17Ph6wvCHoIQluzjYIBRsHQpry9NvlXZPy5suK1KVR5R2wKzEoQi02BSQxi0cnfPseF7jvPc6jp1fItSmrOzB+7TVyzTfqQ9cPZxCH0exzOJo4LXT+cfqHaT9S1By50+8keT4m89vzXhbl56T3W8eT/4EhHm1qTqvtePDaFaydVNgFtP0PC2QSEHgfhdAJ895fA+w3g+1LrbyHwBBHAN5uWYRaCXiOSTVzA7wjxu5/2Xnv+ceN/v6Pp5K/vr5NO155gCH3PTsW150/PY+1ijXhttqa0tBTV1dXYvn17zE5gNARBQF5eHgDg+uuvR21tLRYtWoQ33ngjZP0jR46E/D0RMJM+hiAIgiAIIlHIsozS0lKsWbMGW7ZsiTgT11EkSUJTU1PUeh6PBwMGDMA333yTsNemXcNEpxGY/oHFhLAEQaQH0dLNtD5BpPUMIUEAQElJCZYvX461a9fCarXi9OnTAHy7ds1m34zilClT0LdvX1RWVgLwLfnW1dUpv588eRJ79+5FZmamMgP45JNP4vbbb8eVV16JS5cuYfny5aipqcFHH30UtU8GgwEuV2LzMzIxI2i1mHCmdpGyk5NgD47zLRmQxmxDY5l9OPiOcyON2YaFsbxkyRJcuHABhYWF6NOnj/KzcuVKpc6xY8dQX9+yWeXUqVPIz89Hfn4+6uvrMX/+fOTn5+P+++9X6pw9exZTpkzBVVddhdGjR6O2thYfffQRbrnllpj6VVJSgnnz5sHr9UavHANMzAhKkowT9edxVW5v8HzoI3qI6ATO0onNMXzphCzLkCSZNGYYGsvaQEtj+cg5B1btOo4T553I7mbGpIIc9NdAsnoWxnIse2lramqC/rbZbFGf96c//akj3UJtbS0+/vhj/POf/8S1117bJrn1P/7xj7jaY8IRdDibcP2ECpypXRRXACihHmQZcDV54HA2kcYqovUSXDRoLLOPL++dNsbyql3HMXP1PnAcB1mWwXEc3th2GPOKhqKY8QTRNJaTx2WXXYaioqKEtceEI0gkBorhIwiCSAxHzjkwc/U+SDJajo1r/r989T7Ybd3pGEsiLiRJwksvvYRvv/0Wbrcbv/rVr1BRUaHEK7YXcgSJhNHodAcFXcc7G0QQBMEKq3YdDzo7+Ex1S/JkDsDKmwcEHWcZeO9sdPrS2RBEIHPmzEFFRQXGjBkDs9mMV199FT/88APefvvtDrXLjCOo5oBUgn20GifU1c829wAAIABJREFUHmgsJ5ZIu2dTBafOkLG4OHHeqcSKnamuBkQR4Pmgx1mHxnJieffdd/H666/jD3/4AwBg8+bNGDduHN566y3odO3f+8uEI9gl04yzuyIfuUIknwyzkLRZQI5Dm4SvakHLcULxQmOZfTj4Tn9Q41iOh+xu5qAZQfA8eo0f7/tVxyG7W7D9gfdOFtLZ0FhOPMeOHcMdd9yh/D1mzBhwHIdTp051KNE1E+ljvF4Rm3bshzfgWBqCPURRUp3GgXFCoiQH/V++eh+OnnOkuotpBY1lbSBKMvMaTyrICbt7VJZlTGb8SyCN5cTj9XphMgXPshoMBng8njDPiA0mZgQbXW5MeGCRancn0bJhdGQZaHJ70ehyq0rj1nFCgXAch5W7jgfFCWkdtY9lIjoyfBkA1DaW46V/TwvmFQ1F+ep9ypF0vM63KjCvaCjzG0VoLCceWZYxderUoHORXS4X/uu//isohYwm08eoGVo2ZJs2cUKAsjwky7Im4oQIIpBRZ75GL/t0nEl1RwJIVkhLcUEO7LbuGPrhesgy8ODIXEwuyEm4E0gb87TBPffc06bs97//fYfbJUcwhVB6AfZpEycUAMe1jRMiCIItbD0tMPC+KCya/Sc6wrJly5LSLhOOoI7jcPWAPtCpbCsaLRvGDgffexJJ49a5D8VGZ5vyzt5BOakgB29sC/2aWogTihe1jmUidkhjbUA6qwcmNotkWkzYU/0cMlW2VT1w2XDuyyWY+3KJ8hgtG7aCA8wmg+o09scJ6bhmZxa+OCEdB03ECcWLWscyETuksTYgndUDE46g2+3Fsvc+gdudmAOYOwtl2TAEtGzYCtm3Cy2SxhMch4N++Awz+AxzUFkqKC7IwZbHCqHnOfA6Dg+OzMWWxwopBjQEah3LROyQxtqAdFYPTDiCLrcHDz/7Z7jcHdtC3dloPb1APMgA3B5RdRr78ccJCXodym8bRDOBYVDrWCZihzTWBqSzemAiRlCttE4vICO90guIjc6I8XWpOBLJNuKJoFMJOrpbjo51IgiCILQMOYIpxp9eYPcrOsiQk5ZegCAIgiAIojVMOIK8Tocxw64B34Gz9lKJracF+3jfVoJ02iXsj68LR2ceicQB0Ok4HP90ASwZxqj1Y4W1Y53UjtrHMhEd0lgbkM7qgQlH0JJhxAdvlaW6G0Qy4QCT0ZBQJ5BIP2gssw8rGkcLndE6rOisBZhw1ZvcHsxevA5NGglKPXLOgXkbD+CRv32JeRsP4IgWzquVAY9H1IzGWkVrY1mLkMbagHRWD4w4gl7Mea0aTRrYpr5q13GMXlCDpdu/x/p9p7B0+/cYvaAG7+06nuquJRUZgMcrakJjLaOlsaxVWNE4HVJTpTOs6KwFmHAEtULgkXSiJAf9X756H45qYWaQIAiCIIiEwUSMoFagI+kIgiDUAaWmItQCE46gQc9jatFwGPR8qruSVFofSQcAM2e8BiD1R9J1NJ9fNDgAel7HvMZaRytjWcvEq7EWl12TfT/tDGgsqwcmHEGzScCS2VNS3Y2koxxJF2ZGkOkj6ThAEPQwm+hbNctoZSxrGa1orPXUVFrRmQWYiBF0utx46Jl34XS5U92VpKLpI+lk39mVrGusdbQylrUMaawNSGf1wIQj6PGKqFq9Ax6vmOquBNHodKPHdaXKTyDrLAOCfsTG6Mu6/iPpdJxvqRTwHUmn45AWR9IlExmAV5TSTmMisaTrWCYSB2msDVjQubKyEna7HVarFVlZWZg4cSIOHjwY8Tn79+9HUVERbDYbOI7DwoULE9JuMmHCEdQSxQU52PJYIfQ6HfQ6Dg+OzMWWxwpRzPJsYDuJN63Dj3sWMxGbQxAEQXScbdu2oaSkBDt37sSmTZvg8XgwduxYOBzhM3Q0NjYiNzcXc+fORe/evRPWbjJhIkYwXckwC2Edi9YOSmCG+mik65F0BEEQBMEKGzduDPq7qqoKWVlZ2L17N0aOHBnyOXa7HXa7HQAwc+bMhLWbTNrtCF5qcCm/G/Q8zCYBTpc7aBrYKOhhFAxwNDZBlCSl3CQYIAh6NDhckAJi3jJMAvR6HhcbgpdJLWYjdDoOlxyuoHKrxQRJktHk9uDxB25Fk9uDiw1Al0wzvF4RjQGxCTqOQ6bFBLfbC1dApnNep4Mlw4gmtyco8WVHbfKb5fWKMdnkfxdkWYYkyXA4m4Lqt7YpMFIwFptkuWU5ORabZLTUT5ROgTbJAKTmI5oCbRl9dr+iU+8bW44ncrrczbvP5KDXTeW157cj8DmRrj3IwfWjXXut63fWeIp27QXalOjx5B/LXPPFx4JNfljSqSM2CQY+6H6daJuA4HGTDJv8pRcbnDHp5G/mYoNTNTp19NrzeL14umQ8OC74HplKm/wx9pcuXgKklvfZaDTCaIx+fOmFCxcAAN27d49aNx6S1W6stNsRzBtVrvw+tWg4lsyeghmzV6Bq9Q6l/OmS8XimdALumrYEmz+tU8pff/5u3Fs8AiMnV+Kbw/VK+bo3p+OW4YORV1gedAHuXleB7D7d0Ms+PagPZ2oX4UT9eVw/oQIAMP/Nj2C1mHB216vYuvMAJjywSKl79YA+2FP9HBb9dRuefXGlUj7MfhU2v/sYXlq6AXNeq25j0wPP/Bmr13+hlD98761Y8MeimG3auvNATDa97fQNoEsOV5BNAELa9LbTDZ3O92n517Wf4+Fn/6zUHzPsGnzwVlkbm/S8LxIgFp3edrphFHyXR6J1AoBlLjeM8CXEdjW1DMiRkyuxp/o5/HXt522CjA0GHq9WbQ6pUyquPUmW4XR5lMeiXXteUYTbIyr1w+nkt8nt8cIrSkr9zh5PsdgU67UXr065OVnM2cSiTu21af6bH2H+mx8lxSaPN3icJcOmRc3361726XHplFdYriqdEnHtLXvvk7SxqavVl1kjOyc7yBGcNWsWKipabAqFJEkoKyvDsGHDMGTIkIh14yFZ7cYDJ4fbhhqGiw1O9LJPx6Gt82DN9M2KpPrbyQ8/XsS9f/wTlr14HzIyjGG/cX34zQ8of28vIEmQZRkcx0EG8NLk6zBhaO82304++PoMyld9CciyUh8chxcn5eOOa7Ii2mQb8QQA4Gztophs2trLdwFMaDgU0zcuf/1fOw7H9C3SNuIJcAB+/HJxTDpt7TUEHHxL2Mn4Fulv/44L38b0zdg24nE0ub04/ukC6APyUqXy2vsgMw8ygFFnvlbKI33b75FfChnA0U9eAhD9m3Hr+un0bT9ZMxiNjU24949/wvJF/4VuXS1M2OSHJZ06YpPT5UZxyWvK/TrRNvlXGfzjMhk2+e+/o858HZNO/s+Do5+8pBqdOnrtOV0e3D/zbby74AHwfMt2hFTa1NDoQu8bynDo49mK/wLENiP40EMPYcOGDdixYweys7Mj1vVjs9lQVlaGsrKysHXa026iafeMoDXThC6ZwXnrzCYBoTLZ+afrW5NpMYUsb91upHKe55CRYUTNFwcVJxAA9Ho+qL7/eDaZ0wHNF6X/0ilfvQ92W/egXbdKfV2L0xFcvzDkLl2/Tf6lLb/TEs0m/zIsx3HgeS5k/UCbuIByQdBDENpKaRQMMAqGoP4AsekU2H6idAos97ffWic/bW3iIEly2PqpuPZ8vWr7WLg+ggtdP1CnWOonezxFu/YCieXaCyQWnWq+OKh8cLBiUyBat0mS5Tb3ayBxNgGhx00ibeICfkeI3/34bfLff8N9PvlJJ53Clcej0+ZP68DzupD1U2ET1yyEtYs1rM2hKC0tRXV1NbZv355QZy1Z7caL6ncNHznnwCubvwUAvLL5WxwJc96ucjxbCPzHswWyJ/taVC4owdyXS5RTPCLVJwiCIAiCHWRZRmlpKdasWYMtW7agf//+ad1ue1G1I7hq13GMXlCDqk+PAgCqPj2K0Qtq8F4IJy3weLYz1dU4U90SmxDqeDYZsjIDKHjcQc5gqo9zIwiCIAgiuZSUlOAvf/kLli9fDqvVitOnT+P06dNwOls+/6dMmYInn3xS+dvtdmPv3r3Yu3cv3G43Tp48ib179+LQoUNxtduZqNYR9C/dSjIgcTpYf/5zSJwOkuxbuj3aamZQOZ4tBKGOZzv8/gY8/fjrmDnjNbgNQtT6RHLhAAgGHqZQS6gEM5gEA15//m7SmWFIY23Ags5LlizBhQsXUFhYiD59+ig/K1e2bDg9duwY6utbNqucOnUK+fn5yM/PR319PebPn4/8/Hzcf//9cbXbmag2j6Cy1CvL4HQ6ZPTrpzzmX7oNzLE3qSAHb2wLyN0nisqsIAdg3gYe5bctDl8/gFQd5xaYa1BsdILP0JAzyvliUMLFBBFsIAh63Fs8ItXdIJIIaawNWNA5lr20NTU1QX/bbLaoz4tzj27SUe2MYJul3rVrIXn9OfPaLt2GOp6Na/4x8Dq0nizU8nFuaYns24XW0GoXG8EWDQ4Xrhs/i3RmGNJYG5DO6kG10yvKUm+gZ938e7il2+KCHNht3TH0w/WQdXo88+I0TC7ICevU+evvfkUHGTIeHJkbsX6yCTyNJJ6TSFhARnOy7TT7JkUkFkmW8c3hetKZYUhjbUA6qwfVzghOKsgJO70aaenW1tMCA6+DoNeh/LZBUZ06X30OAh9bfYIgCIIgCLWgWkeQlm6JdEBsPibP/0MQBEEQakK1S8NAwFLv+vWQwOOBwp/htzf2IyeQQc7WLsLWnQeQYRKiVyZUS4ZJwLo3p5PODJNsjQNDaJJFZ7yG2qGxrB5U7QgCzUu3et/E5lPjrklxb4hkodfzuGX44FR3ow18hpk+FBJIuupMJA7SWBuQzupBtUvDgcgy0Oh0tzlbUG3QMmN4LjY4kVUwTfUaE5EhndmHNNYGpLN6UP2MIKFO2jOL1voAdIJNSGf20ZrGP+5ZHL0Sg2hNZ7VCjmAaQcuMBEEQBEF0JkwsDRMEQRAEQRDxw4QjyHGAyWiAxWxMdVeIJGExG7F7XQVpzDikM/uQxtqAdFYPTDiCgO80EZ2Oi16RUCU6HYfsPt1IY8YhndmHNNYGpLN6YMIRlGXg/7N35+FNVPsbwN/J3o1FlhZBpYDsa2lBKBRQEIuy+EMRF0BEriAVakEBQSjKKrKLoHKhF0SFi4IIyhUQkF3WK4KgCG7QUqrQJc3SJOf3R2+HBlpI2oY0M+/neXykJ5POOX0zk28mM2csVjtPTFWwbLMV4TGjmLHCMWflY8bqwJwDh2ouFqkSlSD/O9diR3BQ2U5yWfj3+2odFPhyLXa318r1VxP6+nVKRERUmCKOCBIRERGR91RzRLDwkZfrj96V9e/31Too8AUHGW46p5ivX6dERESFKeKIoCQBQSYDwkJM/u4K+UhYiAmXDi1gxgrHnJWPGasDcw4cijkiaLHaUbX1S/LPap3JXalcLoE/U6+gQZ0IaLWBcxUaz/nzTqDmTJ5jxurAnAOHIo4ICuH+f1Ies8WG1r2SYbbY/N0V8iHmrHzMWB2Yc+BQzBFBAPh192xUCA3ydzeIZDznj4iIyjNFFYLkjl9LEhER0c2wECwnepl/8XcXyj2edKwOzFn5mLE6MOfAoIhCUJLyp+Xg18LulPS1ZIXQIKQfXujvbpCPMWflY8bqwJwDhyIuFgEAp9MFh8Pp726QjzgcTmzdc5IZKxxzVj5mrA7MOXAoohAUArDZHci12v3dldvKmWvBxpC68n9Klmu1o9fQBarLWG2Ys/IxY3VgzoFDEYUgERERUVmaMWMGYmJiEBYWhurVq6NPnz44c+bMTZ9z8uRJ9O3bF7Vr14YkSZg/f/4Ny3z77bfo2bMn7rzzTkiShA0bNvhqCB5hIRjAtMFB6GX+Rf6PiIiIysauXbswYsQIHDhwAFu3bkVeXh4efPBBmM3mYp+Tm5uLOnXqYObMmYiIiChyGbPZjBYtWmDx4sW+6rpXSnyxSHaOVf63XqdFkMkAi9WOvELnAxgNOhgNephzbXC6XHK7yaCHwaBDjtkKV6FZoINNBuh0WmTlWNzWFRJkhEYjIdt8bZ21O74C6X+TlVusdkgSYP7f4xVCg+BwON0OSWskCaEhJtjtDnni6awcC7QaDUKCjbDZ82CzO4ockwDgyrXg85C6KJgfXQDocumHYsdUsA6Hw+nxmID8q6xcLnHDJJzXj6nw3Nl2uwNWe578c1FjEgJy3z3JSeDa8qXJyZsxAe45FR6TxWpHo7o1kJfncFuvP157BWMq+DsVfs7NxgThvvytXnvXL387xlTanDzZnm6Wk9lsRf3IcPm8IiWMqYCScirNmCQA9SPD5f21EsakxJxKO6ZcS/4+2+Fwuv1+f45J/G+57KxswHXt72w0GmE0GnG9LVu2uP2ckpKC6tWr48iRI4iLi7theQCIiYlBTEwMAGDcuHFFLhMfH4/4+PgiH/OHEheC9bqMlf/9bN8OWDJ1IJKmfoKUT/fI7RNGPIKJCb3Qf+QSbNt7Sm5/940BGPx4R8Q9MQM//pIqt2/8YBS6dWiCep3Hur0Aj2xMRq0alREeM8qtD0EmgxysEECdzmMRFmJC+uGF2HHgNHoNXSAv26huDRzdNAWrP98Py/9erOExo9A1tjG+WJaI2e9/hWmLNxU5pjiLHUbkv7ANei30Oi1sdodbf4ob044Dp70a06VDC/Bn6hW07pUstxU1puUWOzSa/FJt9ef78eKkVfLyxY1Jp80/AOxRTnc/gHffGAAApc7J0zFdn9P1Yzq6aQqmvrOx2Jxu52vv0qEFcAkBizVPfuxWY3r7tSfw4qRV8vK3eu3Z8xxwOF3y8rdjTGWR0622J09y+nzrMcWNSYk5lXRMP52/hDqdr72HKGFMSsypLMa04t+7y82YKoblzyxS665aboXg5MmTkZx8bUzFyczMBADccccdt1w2kEhCeHdjtqwcC8JjRuHsjlkIC80/KuLvTyfVokfC6XTil51vwWDQ3fITV0TbRAD5dyLx5NPJ11UaAcg/AujpmGp3fAUAkH5ogU8+ce0IbwoA6G3+xaNPkbU7vgIJwF/H3inXnyKL+2TsdLiwYetRPBYf7XY01J+vvS9C691wZLgsP+1XaZUAgfzX6e0ak7+PYNjtDqzd/B0G/l8sQkNMihhTASXlVJoxORxO/HPtt+j3cBsYDDpFjEmJOZV2TA6HE59vPYbHe8S4rdOfY8rJtSKiTSLObp8q1y9A8UcEC3O5XOjVqxeuXr2KPXv23HTZArVr10ZiYiISExOLXUaSJKxfvx59+vTx6Hf6QomPCIaFmm6Yty/IZEBRM/mFBBf9Bw4tZrLJ4uYDLKq94GbW9jynXAQCgE6nLXJ5g0Enf6Vc+HGjQQ+jQX/D8kEmg/wVaeHlbzWmgnXodNoSjamo9sJjKnwLb4NBJ+9QCys8JqnQE/yV063GVNj1Y8rKseDFSavQNz66yOX9MSYgP4frH/N0TAWKe+1BKvr3l+ecCtxse7pZTlk5FoyevgbPPNoegDLGdD21j8lssckZF348kMdUXLuax3SrfbY/xiT9740wrEKY1/MOjxgxAj/88IPHRWAgUcSE0kRERES+kJCQgE2bNuHbb79FrVq1/N2dMsdC0EcK39WDlIlXahMRKZcQAi+99BLWr1+PnTt3IjIy0t9d8glFFIISAI1GglbD2XCUSqvRoGtsY2ascMxZ+ZixOigh5xEjRuCjjz7C559/jrCwMKSlpQEAKlasiKCg/K+WBw4ciJo1a2LGjBkAALvdjlOnTsn/vnDhAo4fP47Q0FDUq1cPAJCTk4OzZ8/K6zl//jyOHz+OO+64A3ffffftHCIAhRSCkACTUV/sOQQU+EKCjfhiWfEn3JIyMGflY8bqoISclyxZAgDo3LmzW/uKFSvw7LPPAgB+//13aAoVuxcvXkSrVq3kn99++228/fbb6NSpE3bu3AkAOHz4MLp06SIvk5SUBAAYNGgQUlJSyn4gtxC4pXphAsjLc8JW6GorUhabPQ9T39nIjBWOOSsfM1YHJeQshCjyv4IiEAB27tzpVrzVrl27yOcUFIFAfmFZ1DL+KAIBhRSCAkCew+l2KTopi83uwLTFm5ixwjFn5WPG6sCcA4ciCkEiIiIi8h4LQSIiIiKVUsTFIhLyb5+m/9/kzbfCqV0Cj16nxbN9O3icsRKo8XWqxpzVhhmrA3MOHIooBCHlz8geZDL4uyfkI0EmA5ZMHejvbpCPMWflY8bqwJwDhzK+GhaA3e6ApdB9DklZLFY7hk9cyYwVjjkrHzNWB+YcOBRRCJ7fPRsOp8vtRtWkLHkOJ1I+3cOMFY45Kx8zVgfmHDgUUQgSERERkfdYCBIRERGplCIKQaNBhwkjHoHRoIxrX+hGzFgdmLPyMWN1YM6BQxEJGQ16TEzo5e9ukA8xY3VgzsrHjNWBOQcORRwRNOfa0PP5+TDn2vzdFfIRZqwOzFn5mLE6MOfAoYhC0OlyYdveU3C6XP7uCvkIM1YH5qx8zFgdmHPgUEQhSERERETeYyFIREREpFKKKARNBj3efWMATAa9v7tCPsKM1YE5Kx8zVgfmHDgUcdWwwaDD4Mc7+rsb5EPMWB2Ys/IxY3VgzoFDEUcEc8xWRD0yGTlmq7+7Um79dfQd/HX0HX93o8SYsTowZ+VjxurAnAOHIgpBlxD48ZdUuITwd1fIR5ixOjBn5WPG6sCcA4ciCkEiIiIi8h4LQSIiIiKVUsTFIsEmAzZ+MArBJoO/u3Lb9DL/4u8u3FZqzFiNmLPyMWN1YM6BQxGFoE6nRbcOTfzdDfIhZqwOzFn5mLE6MOfAoYivhrNyLKgePRJZORZ/d4V8hBmrA3NWPmasDsw5cCiiEASAbF6irnjMWB2Ys/IxY3UI9JxnzJiBmJgYhIWFoXr16ujTpw/OnDlz0+ecPHkSffv2Re3atSFJEubPn1/kcosXL0bt2rVhMpnQtm1bfPfdd74YgkcUUwgSERERlZVdu3ZhxIgROHDgALZu3Yq8vDw8+OCDMJvNxT4nNzcXderUwcyZMxEREVHkMmvWrEFSUhImT56Mo0ePokWLFujevTvS09N9NZSbUsQ5gkRERERlacuWLW4/p6SkoHr16jhy5Aji4uKKfE5MTAxiYmIAAOPGjStymblz52Lo0KEYPHgwAGDp0qXYvHkzli9fXuxzfKnEhWB2zrVDvnqdFkEmAyxWO/IcTrndaNDBaNDDnGuD0+WS200GPQwGHXLMVrfJJoNNBuh02hvOKQgJMkKjkW44zBwWYoLLJeB0urDrk3FwOl3IyrGgQmgQHA4ncq12eVmNJCE0xAS73QGrPU9u12o0CAk2wmbPg83uKHJMBT3MyrHctjGZLTa39rIekz9yKs2YIIAjG5Oh02rc1hvIY1JiTqUdU8G2rNdpAUARYyqgpJxKM6Zgk8Ftf62EMSkxp9KOSQiBIxuTob/u9/tzTOJ/y2VnZQOua39no9EIo9GIW8nMzAQA3HHHHbdctjh2ux1HjhzB+PHj5TaNRoOuXbti//79Jf69pVHiQrBel7Hyv5/t2wFLpg5E0tRPkPLpHrl9wohHMDGhF/qPXIJte0/J7e++MQCDH++IuCdm4MdfUuX2jR+MQrcOTVCv81i3F+CRjcmoVaMywmNGufXh0qEF+DP1Clr3SpbbwkJMSD+8EDsOnEavoQvk9kZ1a+DopilY/fl+vDhpldzeNbYxvliWiNnvf4VpizcVOaY4S/6LOzxmlGLGFIg5rZ7/AuYs+w+mv6ucMSkxp7IY0+I3BuA5hY1JiTmVZEw1IyqhU/+ZihqTEnMqizHt/GQcPv7iIEaUkzFVDAsCANS6q5ZbITh58mQkJ18bU1FcLhcSExMRGxuLpk2b3nTZm8nIyIDT6UR4eLhbe3h4OE6fPl3i31sakhDe3f8lK8eC8JhROLtjFsJCTQD8/+kk7XIm6nUZK/eprD9xfV2lEQCgy6UfytUnLiV+iixuTGaLDXXiXsXve+fAaLj2+SWQx6TEnEo7puwcK+p1GYs/9s1B1cphihhTASXlVJox5eRaEdEm0e09JNDHpMScSjsmc64NdTq9ij/2zYFBf22fXS5ee9unyq89wLMjgsOHD8dXX32FPXv2oFatWjddtkDt2rWRmJiIxMREue3ixYuoWbMm9u3bh3bt2sntr776Knbt2oWDBw969LvLUomPCBYUXIUFmQwIKmLZkOCi/8ChIaYi26//vTdr12qlazuTQn3S6bRFLm8w6GAw3Dhso0EPo0F/Q3uQyQCpiPX7ekxFtZflmPyRU9mMSVfk8oE9JiXmVLoxFbxxKGlMBdQ+JknK36Ne/x4SyGMqrp1jyt+Wi2r362uvQlixYy5KQkICNm3ahG+//dbjIrA4VatWhVarxaVLl9zaL126VOzFJb7Gq4aJiIiIriOEQEJCAtavX49vvvkGkZGRpf6dBoMBrVu3xvbt2+U2l8uF7du3ux0hvJ141TARERHRdUaMGIGPPvoIn3/+OcLCwpCWlgYAqFixIoKC8o8oDhw4EDVr1sSMGTMA5F8McurUKfnfFy5cwPHjxxEaGop69eoBAJKSkjBo0CBER0ejTZs2mD9/Psxms3wV8e1W4nMELx1a4NWhVV8SQiDbbEVYiEk+9FuWNobUBaC++/uWJ77OmMoH5qx8zFgdymPO3tYvxfV7xYoVePbZZwEAnTt3Ru3atZGSkgIA+PXXX4s8ctipUyfs3LlT/vmdd97B7NmzkZaWhpYtW2LhwoVo27at12MqC4o4IuhyCfyZegUN6kRAqy0fLzgqW8xYHZiz8jFjdVBCzp4cJytc3AH5F4h48ryEhAQkJCSUtGtlShHnCJotNrTulXzDlUykHMxYHZiz8jFjdWDOgUMRhSAREREReY+FIBEREZFKKaYQDCtmLiFSDmasDsxZ+ZixOjDnwKCIi0UqhAYh/fBCf3eDfIgZqwNzVj5mrA7MOXAo4oigw+HE1j3YCkPrAAAgAElEQVQn4Sh0WxpSFmasDsxZ+ZixOjDnwKGIQjDXakevoQvc7nNIysKM1YE5Kx8zVgfmHDgUUQgSERERkfdYCBIRERGplCIKQY0koVHdGtCUk9vYUNljxurAnJWPGasDcw4cirjXsK/xXsNERESBTY31iycUcUTQbndgxb93w253+Lsr5CPMWB2Ys/IxY3VgzoFDEYWg1Z6HFyetgtWe5++ukI8wY3VgzsrHjNWBOQcORRSCREREROQ9RdxZxNd4biAREREpkSKOCGo1GnSNbQytRhHDoSIwY3VgzsrHjNWBOQcOXjVMREREisf6pWiKKNVt9jxMfWcjbDwpVbGYsTowZ+VjxurAnAOHQgpBB6Yt3gQbL1NXLGasDsxZ+ZixOjDnwKGIQpCIiIiIvMdCkIiIiEilFFEI6nVaPNu3A/Q6rb+7Qj7CjNWBOSsfM1YH5hw4eNUwERERKR7rl6Ip4oigxWrH8IkrYbHa/d0V8hFmrA7MWfmYsTow58ChiEIwz+FEyqd7kOdw+rsr5CPMWB2Ys/IxY3VgzoFDEYUgEREREXnP63sNO5351f2FtCvIDrWWeYdKItuc34+Ll64iO6d89InKFjNWB+asfMxYHcpjzlk5FgDX6hjK5/XFIodPnEfHfjN81R8iIiIin9m9djyim0X6uxvlhtdHBOveXQ0AcHbHLISFmsq8QyWRnWNFvS5jy1WfqGwxY3VgzsrHjNWhPOZc0KeCOobyeV0IarX5cwKFhZrK3eXX5bFPVLaYsTowZ+VjxupQHnMuqGMonyIuFuHElcrHjNWBOSsfM1YH5hw4OKE0ERERKR7rl6Ip4oggJ65UPmasDsxZ+ZixOjDnwKGIQpATVyofM1YH5qx8zFgdmHPgUEQhSERERETeYyFIREREpFKKKASNBh0mjHgERoPXs+FQgGDG6sCclY8ZqwNzDhy8apiIiIgUj/VL0RRRqptzbeg/cgk+WTgcIcFGf3eHfIAZqwNzVpZ19dvBcjHNrU0AsNnyYDTqIV23fNCdEXjsp/23rX/kO9yWA4ciCkGny4Vte0/B6XL5uyvkI8xYHZizslgupiHUbLuhPQwAHDe251xXNFLg4rYcOBRxjiARERFRIPrzzz+RkZEh/7x79248/fTT6NixI5555hns3+/bo+QsBImIiIj8pG/fvjhw4AAA4PPPP0fnzp2Rk5OD2NhY5ObmolOnTti0aZPP1q+Ir4ZNBj3efWMATAa9v7tCPsKM1YE5EykDt2XPnTx5Ek2aNAEAzJgxA9OnT8fYsWPlx9955x1MmjQJjzzyiE/Wr4gjggaDDoMf7wgDL1NXLGasDsyZSBm4LXtOp9MhOzsbAHD+/HnEx8e7PR4fH48zZ874bP2KKARzzFZEPTIZOWarv7tCPsKM1YE5EykDt2XPderUCR9//DEAoFWrVti5c6fb4zt27EDNmjV9tn5FlOouIfDjL6lweTclIgUQZqwOzJlIGbgte27mzJno2LEjLl68iA4dOmDChAk4dOgQGjVqhDNnzmDNmjVYunSpz9aviEKQiIiIKBA1atQIBw8exMSJE/HWW2/BbDZj9erV0Ol0iImJwSeffII+ffr4bP0sBImIiIj8qG7duvj4448hhEB6ejpcLheqVq0Kvd73F9so4hzBYJMBGz8YhWCTwd9dIR9hxurAnImUgdtyyUiShMqVKyMrKwuSdP29d3xDEYWgTqdFtw5NoNNp/d0V8hFmrA7MmUgZuC17Lzc3F8899xyCg4PRpEkT/P777wCAl156CTNnzvTZehVRCGblWFA9eiSyciz+7gr5CDNWB+ZMpAxK2Ja//fZb9OzZE3feeSckScKGDRtu+ZydO3ciKioKRqMR9erVQ0pKisfrGz9+PL7//nvs3LkTJpNJbu/atSvWrFlTkiF4RBGFIABk8xJ1xWPG6sCciZQh0Ldls9mMFi1aYPHixR4tf/78eTz88MPo0qULjh8/jsTERDz//PP4z3/+49HzN2zYgHfeeQcdOnRw+1q4SZMm+OWXX0o0Bk/wYhEiIiKi68THx98wufPNLF26FJGRkZgzZw6A/KuB9+zZg3nz5qF79+63fP7ly5dRvXr1G9rNZrNPzxcscSGYnXOt0tfrtAgyGWCx2pHncMrtRoMORoMe5lwbnC6X3G4y6GEw6JBjtrrNMRRsMkCn095wKDkkyAiNRrrh00VYiAkul5D7UvD/CqFBcDicyLXa5WU1koTQEBPsdges9jy5XavRICTYCJs9Dza7o9yMyWyxubWrfUwFz7XZHW7rDeQxKTGn0o6pYBu25+U/VwljKqCknDwdk7czyAnA7e9QHsekxJx8MSZzbv4y9jz3fbY/xyT+t1x2VjbguvZ3NhqNMBqNKK39+/eja9eubm3du3dHYmKiR8+Pjo7G5s2b8dJLLwGAXPwtW7YM7dq1K3X/ilPiQrBel2v3wXu2bwcsmToQSVM/Qcqne+T2CSMewcSEXug/cgm27T0lt7/7xgAMfrwj4p6YgR9/SZXbN34wCt06NEG9zmPdXoBHNiajVo3KCI8Z5daHS4cW4M/UK2jdK1nuU1iICemHF2LHgdPoNXSBvGyjujVwdNMUrP58P16ctEpu7xrbGF8sS8Ts97/CtMWbMPmXbajosEKv08Jo0MFmd7i9KA16HQx6Lay2PDicLmTqTJhSt6vPxgSg1GMqbzmVZEwPtG+MIxuTseTDbzBjyWZFjEmJOZXVmD7/+hiGPBGnqDEpMadbjSnXYkcYPGfOtcnjLa9jUmJOvhhTw7o1cGRjMj7/+hgSkj8sF2OqGBYEAKh1Vy23QnDy5MlITr42ppJKS0tDeHi4W1t4eDiysrJgsVgQFBR00+dPnz4d8fHxOHXqFBwOBxYsWIBTp05h37592LVrV6n7VxxJCO+m/c7KsSA8ZhTO7piFsND8kxn9/ekkJ9eKHLMNoSFGSJJUqk9cGyIaI8zs/mnnZrJDjOiTdoqfIn08Jo0kwSUEDHot7HnX+h7IY1JiTqUdkxACOWYbqlYOhdGoV8SYCigpJ0/HtDI0skT70/I8JiXm5IsxScg/wmvU62DLu9Z3f44pJ9eKiDaJOLt9qly/AJ4dEZQkCevXr7/pxM7169fH4MGDMX78eLntyy+/xMMPP4zc3NxbFoIA8Msvv2DmzJn473//i5ycHERFRWHs2LFo1qzZLZ9bUiUuBC8dWoAKobce1O1Qln1aFRqJUC92XDkhRgzIOV+qddKtlcfXHZU95qws3J+qV3nclkvTJ08Kwbi4OERFRWH+/Ply24oVK5CYmIjMzMwS99vXFHPVMBEREZG/tGvXDtu3b3dr27p1a6nP73M4HPKcgr7AQpCIiIjoOjk5OTh+/DiOHz8OIH96mOPHj8tF2fjx4zFw4EB5+WHDhuHcuXN49dVXcfr0abz77rtYu3YtXn755VL14+TJk4iMjCzV77gZFoJERERE1zl8+DBatWqFVq1aAQCSkpLQqlUrTJo0CQCQmprqdqQuMjISmzdvxtatW9GiRQvMmTMHy5Yt82jqGH9SxDyCYSEmXDq0AGEhplsvTAGJGasDcyZSBiVsy507d8bNLqMo6q4hnTt3xrFjx7xaT1RU1E0ft1h8e3cWRRSCLpfAn6lX0KBOBLTa23OTZrq9mLE6MGciZeC27LlTp06hf//+xX79m5qaip9++sln61dEIWi22NC6V3K5ujqJyhYzVgfmTKQM3JY917RpU7Rt2xbDhw8v8vHjx4/jgw8+8Nn6eY4gERERkZ/ExsbizJkzxT4eFhaGuLg4n61fEUcEiYiIiALRggULbvp43bp1sWPHDp+tXzFHBAP5hFTyDDNWB+ZMpAzclgODIo4IVggNQvrhhf7uBvkQM1YH5kykDNyWA4cijgg6HE5s3XMSjkL3JyRlYcbqwJyJlIHbcuBQRCGYa7Wj19AFbje8JmVhxurAnImUgdty4FBEIUhERERE3mMhSERERORnp0+fLvax//znPz5bryIKQY0koVHdGtBInL1cqZixOjBnImXgtuy9qKgoLF682K3NZrMhISEBvXv39tl6FXHVcGiICUc3TfF3N8iHmLE6MGciZeC27L2UlBQMHz4cmzdvxooVK5CamoqnnnoKLpcLu3fv9tl6FXFE0G53YMW/d8Nud/i7K+QjzFgdmDORMnBb9l6/fv3w3//+F3l5eWjSpAnatWuHTp064ejRo4iJifHZehVRCFrteXhx0ipY7Xn+7gr5CDNWB+ZMpAzclkvObrfD6XTC6XSiRo0aMJl8OzG3IgpBIiIiokD2ySefoFmzZqhYsSJ++uknbN68Ge+//z46duyIc+fO+Wy9LASJiIiI/GzIkCGYPn06Nm7ciGrVqqFbt244ceIEatasiZYtW/psvYq4WESr0aBrbGNoNaxrlYoZqwNzJlIGbsveO3r0KBo0aODWVrlyZaxduxarVq3y2XolIYTw5glZORaEx4zCpUMLUCE0yFf98ptVoZEINds8Xj4nxIhZ7foiNf2qR8vXqF4JP2x9u6TdIyIKGCXZnw7IOe/DHpGaKb1+KSlFlOo2ex6mvrMRNj+dlJqafhW5do1H/3laMJI7f2dMtwdzJlIGbsuBQyGFoAPTFm+CjZepKxYzVgfmTKQM3JYDhyIKQSIiIiLyHgtBIiIiIpVSRCGo12nxbN8O0Ou0/u4K+QgzVgfmTKQM3JZLZvfu3XjmmWfQrl07XLhwAQCwatUq7Nmzx2frVMT0MUEmA5ZMHejvbpAPMWN1YM7q5si1YFVopMfLB90Zgcd+2u/DHlFJcVv23qeffooBAwbg6aefxrFjx2Cz5V9xn5mZienTp+PLL7/0yXoVcUTQYrVj+MSVsFjt/u4K+QgzVoeb5byufjusCo30+L919dv5YQRUKkIg1Gzz+D/LxTR/95iKwX2296ZOnYqlS5figw8+gF6vl9tjY2Nx9OhRn61XEYVgnsOJlE/3IM/h9HdXyEeYsTrcLGfLxTQWCUQBgvts7505cwZxcXE3tFesWBFXr/pu6jlFFIJEREREgSwiIgJnz569oX3Pnj2oU6eOz9bLQpCIiIjIz4YOHYpRo0bh4MGDkCQJFy9exOrVqzFmzBgMHz7cZ+tVxMUiRoMOE0Y8AqNBEcOhIjBjdWDORMrAbdl748aNg8vlwgMPPIDc3FzExcXBaDRizJgxeOmll3y2XkUkZDToMTGhl7+7QT7EjNWBORMpA7dl70mShAkTJuCVV17B2bNnkZOTg8aNGyM0NNSn61XEV8PmXBt6Pj8f5lzPb25OgYUZqwNzJlIGbsslZzAY0LhxY7Rp08bnRSCgkCOCTpcL2/aegtPl8ndXyEeYsTowZyJl4LbsPavVikWLFmHHjh1IT0+H67q/na+mkFFEIUgU6Jp2G4PUdM+nB6hRvRJ+2Pq2D3tERES305AhQ/D111/jscceQ5s2bSBJ0m1ZLwtBonIgNf0qcu2en6nhTdFIRETl36ZNm/Dll18iNjb2tq5XEecImgx6vPvGAJgM+lsvTAGJGasDcyZSBm7L3qtZsybCwsJu+3oVcUTQYNBh8OMd/d0N8iFmrA7MuXTW1W/n1R1VeK9e8hWlbMuLFy/G7NmzkZaWhhYtWmDRokVo06ZNkcumpKRg8ODBbm1GoxFWq9Wjdc2ZMwdjx47F0qVLcc8995S6755SRCGYY7Yi7okZ+HbNeISGmPzdHfIBZqwOzLl0Cm7D56kc3oaPiuDNOcvFna+shG15zZo1SEpKwtKlS9G2bVvMnz8f3bt3x5kzZ1C9evUin1OhQgWcOXNG/tmb8/yio6NhtVpRp04dBAcHu91vGAD+/vvvkg3kFhRRCLqEwI+/pMIlhL+7Qj7CjNWBORP5nzfnLBdXMCphW547dy6GDh0qH+VbunQpNm/ejOXLl2PcuHFFPkeSJERERJRofU8++SQuXLiA6dOnIzw8vPxfLJKdc+1Qp16nRZDJAIvV7naDaaNBB6NBD3Ouze0ScpNBD4NBhxyz1e1FEmwyQKfTIivH4raukCAjNBoJ2Wb3w6thISa4XELuS8H/K4QGweFwItdql5fVSBJCQ0yw2x2w2vPkdq1Gg5BgI2z2PNjsDnj7khUAhBcvdCEEsnIstxyT2eL+qb40Yyrg75xKM6aC59rsDrf1BvKYCufkzWsIuPY6Ks9jKslrr2AbtuflP7fwmEq6bfp7TAVuR07eEoBPt6eSZObt8v+u1xaWtHQAgFTM7yhoD4qoju7HdwIIvH3E7XzteZNEwb7r+jEVzB9oz3PfZ/tzeyroa3ZWNuC69nc2Go0wGo1uy9vtdhw5cgTjx4+X2zQaDbp27Yr9+4s/nSInJwf33HMPXC4XoqKiMH36dDRp0qTY5Qvbt28f9u/fjxYtWni0fFkpcSFYr8tY+d/P9u2AJVMHImnqJ0j5dI/cPmHEI5iY0Av9Ry7Btr2n5PZ33xiAwY93RNwTM/DjL6ly+8YPRqFbhyao13ms20Z1ZGMyatWojPCYUW59uHRoAf5MvYLWvZLlPoWFmJB+eCF2HDiNXkMXyMs2qlsDRzdNwerP9+PFSavk9q6xjfHFskTMfv8rTFu8CXNzbfDmVE1zrg25FhskXbBHy+dabAiPGeXxmACUekwFyktOJRlT5/saAgAWpmzF2x9sUcSYCufkzWsIuPY6Ks9jKs1rb+3mQ3jxmfvdxlSSbTPbbC03Y7odOXk7Z1tentPt999qTP+s0QL67Cy53WjQQ6/TINdqh8t17c04yKSHVqNBnjkXgNarPnnDnGuD+dwfiPCwbkk794c83kDbR9zO155J53khmGvJL/6uH1ODyPyjYms3H8LoaZ/4fUxHNiajYlj+h6Vad9VyKwQnT56M5ORkt3FlZGTA6XQiPDzcrT08PBynT58u8m/RoEEDLF++HM2bN0dmZibefvtttG/fHidPnkStWrWK+Qte07BhQ1gs1xflvicJLw9FZOVYEB4zCmd3zEJYaP73/v7+ZJyZnYvdh35Cx5j60Om0pfrEtSGiMcK8OMcmO8SIxDr3w5Ln2c4uSO/Er/ve8emnyPt6T8SljEwAAoXTlQBAkgAh3D7v1aheCSe3zSnXn4yFS+C778+jfVRdOAu94fj7tVdWn/ZrRA/z+DUEXHsdlecxleTTvsPhxO5DP6FbhyYIDjK6jakk2+aA7HN+H1OB25HTqtBIr84RzA4xok/atTfXW41pZWikVxlcgROVvSgEvV0+OyT/KI6nfSo83kDbR9zO115kbAJy7Z6/p/39/T9vGJPL5cKh739FbOt6cDiv9cWf21NOrhURbRJxdvtUuX4Bij4iePHiRdSsWRP79u1Du3bt5PZXX30Vu3btwsGDB2/5t8nLy0OjRo3w5JNP4s0337zl8l9//TWmTJmCadOmoVmzZjecI1ihQoVb/o6SKPERwbBQ0w1fRQSZDCjqy4mQYGMRrSj2BNLivuIoql2rlXBHpVD07hbl1l5QEF7PYNDBUMRNsI0GPYwGPbz9Rl6CdyeDSpLk1q/ixlRUu6djupSR6dWcdGmXMwH4PqfSjAkAunUo/vC6v157pR0TkP/a8/ZckOtfR0D5G5OxiGkjPMmp8LZceEwl3TY9HVNJJ/UuT689b0nF/P7ixlSSDMrb8tePN1D2ESXdngrzfEzevacBRY/pZvvs2z+ma30NqxB2y+2natWq0Gq1uHTpklv7pUuXPD4HUK/Xo1WrVjh79qxHyz/00EMAgAceeMCtXQgBSZLgdDqLelqpKeJikawcC+p1HouzO2eVyc6Ryh9mrA7+zJmTehOVnUDfZxsMBrRu3Rrbt29Hnz59AOQf5dy+fTsSEhI8+h1OpxMnTpxAjx49PFp+x44dJe5vaSiiEARww2F5Uh5mrA5llfOEalFIbPG8x8vnWmyANvDesIjKq0DfZyclJWHQoEGIjo5GmzZtMH/+fJjNZvkq4oEDB6JmzZqYMWMGAOCNN97Afffdh3r16uHq1auYPXs2fvvtNzz/vGf7oU6dOvlsLDejmEKQiKiwTI0Bdi+O8AkhvP6qkYiU64knnsDly5cxadIkpKWloWXLltiyZYt8Acnvv/8OjebaPubKlSsYOnQo0tLSULlyZbRu3Rr79u1D48aNPVrft99+e9PH4+LiSj6Ym2AhSERUAmNPf4NVoZEeL8+7eBAFnoSEhGK/Ct65c6fbz/PmzcO8efNKvK7OnTvf0Fb4/HGeI3gTIUFGHNmYjJCgok8mpbJV0pPqS4MZq0Mg5VzBYUWo/dbLFeBdPEhNAmlbLi+uXLni9nNeXh6OHTuG119/HdOmTfPZehVRCGo0EmrVqAyNhl/slIS3Rzb+qNEOdl2ox8uXxUn1zFgdmPPt5e15lNOtdni+5ZOacVv2XsWKFW9o69atGwwGA5KSknDkyBGfrFcRhWC22YrwmFG4dGjBDVcneXv0So07Om+PbMDl7fz/pXezjEk5mPPtVZLzKIk8wW257ISHh7vdv7isKaIQvBlvp4Tgjo6IiIhut++//97tZyEEUlNTMXPmTLRs2dJn61V8IUhERKRWJTmnm/yjZcuWkCTphgNS9913H5YvX+6z9bIQJCIiUihOlB44zp8/7/azRqNBtWrVYDIVffeUsqKIQjAsxIRLhxYgrJhbzVDgY8bqoPSc19VvB4uHVw9zuhkKZErfln3hnnvu8ct6FVEIulwCf6ZeQYM6EdBqeYWSEvk7Y2/ewAG+iZeUv3P2NcvFNISabR4ty+lmKJApfVsuKwsXLvR42ZEjR/qkD4ooBM0WG1r3SubVSQrm74y9eQMH+CZeUv7OmYjKBrdlz3g6AbUkSSwECxR14qsQAsJhQ+32CW6zcAO8fygREZUcvw0gX7r+vEB/CLhCsLgTXyVdMCx5Ny7P+4eSP3g7US8/sBCVT/w2gPyh4Mrh6w9u+YLnlxIR+VkgnXScqTEg167x+D/OX3lNIOVMRMXjtuy9lStXolmzZggKCkJQUBCaN2+OVatW+XSdAXdEkNSpQmgQ0g8Xf1Ktt1/fTKzRBjnBYR4vr8Y7zvjDrXImosDAbdl7c+fOxeuvv46EhATExsYCAPbs2YNhw4YhIyMDL7/8sk/Wy0KQAoLD4cSOA6fR5b6G0Om0Nzzu7dc3V10a3lrrFvwx1cmtciZSmpJM+PzD1rd92KOywW3Ze4sWLcKSJUswcOBAua1Xr15o0qQJkpOTWQiSuuVa7eg1dAGvQPufXIsNVbw4B7Ekbx7+mOqEOZPaKHXCZ27L3ktNTUX79u1vaG/fvj1SU1N9tl4WguRzY09/g1WhkR4vz6vubk0Iocg3DyIitapXrx7Wrl2L1157za19zZo1uPfee322XhaC5HMVHFaE2j1fnlfdERGR2kyZMgVPPPEEvv32W/kcwb1792L79u1Yu3atz9bLQpACgkaS0KhuDWhuw6X05D/M2Z23F0E5ci3gZBBUHnBb9twPP/yApk2bom/fvjh48CDmzZuHDRs2AAAaNWqE7777Dq1atfLZ+lkI+gEnKPVeaIgJRzdN8Xc3yMeYszuvL4KC+i5qKm84h2g+bsuea968OWJiYvD888+jf//++PDDD2/r+lkI+gEnKPWe3e7A6s/34+ne7WAw8GVbEt5eBewPzJkCXabG4PWMBEo8ZsZt2XO7du3CihUrMHr0aLz88st47LHHMGTIEHTs2PG2rJ/fIVBAsNrz8OKkVbDai7h9DHmk4AOIJ/95c8S6LDFnImXgtuy5jh07Yvny5UhNTcWiRYtw/vx5dOrUCfXr18esWbOQlubb/THL9ADgyLV4ddWto0Y7QMfpj4mIiAJFSEgIBg8ejMGDB+Ps2bNYsWIFFi9ejNdffx0PPfQQNm7c6JP1shAMBEJ49VUyXDxPiMq/or6qFgDm5tqwIWLrDV+X8UIIKgveTOBco3oljPVxf4iKUq9ePbz22mu45557MH78eGzevNln62IhSOXSDTtrIaAReYhsnwBcdxUad9blg7d3SJh+7ndUd974oSUMAIr44MMLIagseDOBM+ff9ExxH+oW2vJu+FDHix9v7dtvv8Xy5cvx6aefQqPRoF+/fhgyZIjP1sdCkMqlInfWkha5RZxuwp11+eDtHRLUeNs+IiUq7gLIMABwuLfz4seiXbx4ESkpKUhJScHZs2fRvn17LFy4EP369UNISIhP181CkIiIKEB4e3tJpU5PoyTx8fHYtm0bqlatioEDB+K5555DgwYNbtv6WQgSEREFCG9vL6nU6WmURK/XY926dXjkkUeg1Wpv+/pZCBIRERH5ia+uBvYUL8EjIiIiUikWgkREREQqxUKQiIiISKVYCBIRERGpFAtBIiIiIpViIUhERESkUl5PH1NwN4DsHGuZd8az9fv291s1OuR6sbxF0nrVJyHyn6PReP6nt0CCAZ7PLeTtn8jbMfv699+Ov2l5+xv5mrd/I4uU/3rzZnlvt02vXxc+3g68VZLXNeDd39Sb5YHyt6/wtj9eL+/j1+nt2LeUN95uxyXZt2TlWErQs9IrqFt4VyN3kvDyL3Ih7QrqdeGdXYmIiCjwnN0xCzUjKvu7G+WG14Wgy+VCanomQkOMkKTyMV95dlY2at1VC3/+8SfCKoT5uzvkA8xYHZiz8jFjdSiPOQshkGO2oUb1itBoeGZcAa+/GtZoNOWvknblAa48hIWaUCGU91RUJGasDsxZ+ZixOpTTnCuGBfu7C+UOS2IiIiIilWIhSERERKRS2uTk5GR/d6IsaLVadO7cGTqd1992U4BgxurAnJWPGasDcw4MXl8sQkRERETKwK+GiYiIiFSKhSARERGRSrEQJCIiIlIpFoJEREREKsVCkIhUreB6OV43p1zMlqh4LATLgMvl8ncXyMeYsXLZbDYA1zJm1sqTnZ0Nl8sFi8UCgBkrUeFin4W/dzi5TwlduHABer0eWq0WVaDXjxYAACAASURBVKpU8Xd3yAfOnTsHl8sFo9GIu+66y9/dIR9Ys2YNPv30U6Snp6Np06YYNmwYmjZt6u9uURlavXo1VqxYgatXr6J69eqYMGECYmNj/d0tKmN//fUXgoOD4XA4UKFCBX93J6DwiGAJpKSkoFu3boiNjUWjRo0wZ84cnD171t/dojK0fPlydOnSBd27d0fdunWRmJiIvXv3+rtbVIY+/vhjDBo0CE2aNEGdOnXw888/o02bNli/fr2/u0Zl5N///jeGDBmC+Ph49OjRAxUqVEDnzp0xd+5cZGVl+bt7VEZWrlyJHj16ICYmBh06dMC6deuYrzcEeeXLL78UwcHBYtmyZWLLli1i1qxZIjw8XDzzzDNi7969/u4elYFvvvlGhIWFiZSUFHHixAmxcuVKERUVJR588EHx2Wef+bt7VAZsNpuIj48XEyZMkNsuXbokEhMThcFgEB9//LEQQgin0+mvLlIpuVwu0b9/f5GQkODW/vbbbwtJksTMmTNFXl6en3pHZWXDhg3CZDKJd999V7z33nti5MiRQpIkkZSUJM6ePevv7gUEfjXsISEEJEnCrl270K1bNwwZMgQA0L17dzRu3BiTJ0/GokWLEBISghYtWvi5t1Qahw8fRkxMDAYNGgQAaNq0KSIjIzF79my88847CAkJwYMPPujnXlJpOBwO/PHHH3jggQfkturVq2PevHkwGAwYOHAgIiMj0bZtW3nbp8AhhIAQApcuXUKtWrUAAE6nExqNBqNHj4Zer0dSUhIaNmyI3r17M+MAVJDZli1b0K9fPwwfPlx+LDo6GqNHj4bD4cD48eMRERHhx56Wf/xq2EOFdxKZmZlwuVxwOp0QQuCRRx7B1KlTcejQIXzyyScAeDJyIDOZTLh8+TIyMjLktg4dOmD8+PEA8s85yszM5AnJAaggs+DgYLRp0warV6/GX3/95fbY66+/jkcffRTjxo1DdnY2C4QAU1AgaDQatGnTBh9++CEuXrwIrVYLp9MJABg5ciRGjBiBpKQkXL58mRkHsKysLNjtdgBAXl4ehBAYMGAA5s+fj/feew+ffvopAL4n3wwLQS81b94cu3fvxqFDh6DVauFwOAAA8fHxmDhxIubMmYNTp05Bo+GfNlA1aNAA58+fx/bt2wFc24Hcd999GD16NFavXo2TJ0/yzSMAFc6sb9++0Ov1mD17NjIzMyFJElwuF0JDQ9G9e3ecO3cOZrPZj72lkiic8aBBg1CvXj0kJiYiPT0dOp0OeXl5AIBHHnkEVqtV/iBAgaUg5+joaGzcuBHnzp2DXq+X35OfeuopTJkyBRMmTMBvv/3G9+Sb4F/mFmw2G3JycuSfn3rqKTz66KPo1auX/MIr+DTy6KOPokaNGvjxxx/91V0qgczMTKSnp8s/P/jggxg8eDCGDBmCvXv3QqPRyMVgjx49UL9+ffz3v//1V3epBL788ku88sorGDlyJFauXAkgP8v4+Hj85z//wezZs5GRkSG/WTRp0gRhYWHIzc31Z7fJC+vXr8fQoUPxf//3f5g9ezYuX76MRo0a4fnnn8dvv/2Gl19+GampqdDr9QCAu+66C6GhofL0QRQYXC6XXMwDwPDhw9G+fXv069cPf/zxB/R6vZxpz549ERISgj/++MNf3Q0ILARv4qOPPkLv3r0RHR2NZ599FmvXrgUAzJs3D40bN0ZsbCx++OEHGAwGAPlFo8lkQlBQkD+7TV5YuXIlHn74YbRs2RK9evXCW2+9BQBYuHAhevTogYceeghffvml/LXhlStXAACVKlXyW5/JOykpKXjsscdw7tw5nD59Gs8++yweffRRnD59GsnJyejRowe2bt2KZ599Ft999x0OHDiA5ORkhIeHIzIy0t/dJw+sWrUKTz31FJxOJypUqIA33ngDTz31FL766isMGjQIQ4cOxa+//ooHH3wQmzdvxqZNm5CUlISqVauiWbNm/u4+eWjt2rXo378/OnXqhDFjxuDQoUMwmUyYNGkSgoKC8MQTT+CPP/6A0WgEAISFhSE4OJin8dyKP65QCQRr1qwRJpNJTJo0ScybN0+0a9dOREdHizFjxgghhDh//rzo0aOHMBgMYty4cWLatGmie/fuomXLlsLhcPi59+SJzz77TAQFBYk5c+aIf/3rX+Lpp58WzZo1E3379hVC5F8xOmTIEGEwGMTAgQPFqFGjRNeuXUWzZs2YcYC4ePGiaNasmVi2bJncduzYMXH33XeLBx54QJw4cUIIIURKSoro3r270Gq1onnz5qJjx47CbrcLIXjlcHnmcrlERkaGaNeunXjnnXfk9p9//ll06tRJdOjQQWzcuFEIIcTu3bvFk08+KSpVqiRatmwpunXrxowDyOrVq4XRaBSjRo0S48ePF3fffbfo0KGDWLx4sRBCiO3bt4u4uDhRpUoV8e6774p//vOfIj4+XkRHR3N/fQssBItgtVrF008/LSZOnCi3ZWRkiDfffFM0bdpUjBo1Sm6fNWuW6Ny5s+jUqZN4+umn5R0LX3jlm8vlEqNGjXKbWiI7O1t8+OGH4t577xW9evWS25cvXy4GDBggevToIYYPH86MA0hGRoa49957xfr164UQQp4u5MyZM6Ju3brioYceEjabTV7+xIkT4vfff5cLA04vUv5ZLBbRpEkTsXDhQiHEtcx+/fVX0a1bN9G5c2dx+vRpefnffvtN/P3338LlcrktT+WTy+USWVlZ4qGHHhJvvfWW3P7nn3+K5557TkRHR4v58+cLIYS4cOGCePnll8W9994r2rRpI3r37s39tQdYCBajc+fO4umnn3Zru3r1qpgxY4Zo3bq126fPnJwceaciBHcsgaJPnz7i/vvvd2uzWq1izZo1okmTJmL06NFy+/U7EWYcGC5fvixq1aolpk+fLoTIP/JT8Mbw448/Cr1eL6ZNm1bkc3mUKDBkZmaK6Oho+UOd0+mUt8/z58+LmjVrun3gK7yvZsaBIzo6WowdO1YIcS3DtLQ08Y9//EO0b99efPnll/Kyly9fFhaLhcW+h7TJycnJ/v56ujwR/zuX4MyZMzh79izi4uLk88FMJhMaNGiAAwcO4Pjx43jmmWcgSRJ0Op18krkQAlqt1m/9J89lZ2fj4MGDaNiwIe6++24AgE6nw913342MjAzs2bMHffr0QXBwMIBrV6kx48AghEBISAiMRiMmT56M5s2bo0GDBtBoNLDb7YiIiIDD4cDmzZvRv39/6PV6tytOeVV4YDAajahevTrGjBmDyMhItGzZEpIkIS8vD1WqVEHFihWxZMkSPPPMMwgKCnK7epQZl39CCNhsNnzzzTfIzMxE7969odVq4XK5EBYWhqioKHz88cc4f/48Hn/8cQD579UF27PL5eL++hZ4sch1JEmCJEl46qmnsH//fsyePVu+clAIgWrVqmH06NHYtm2bfOUodyyB6f7770dmZiYWLVqEc+fOye1hYWF4+umnsX//fpw4cQIAMw40hecM69GjBx5//HGMHj0amzdvhiRJbieTGwwGhISEcHqJAFM444ceegivvPIKhg4ditWrV0OSJPkiPqPRiBo1aiA0NJQZByBJkmAymZCUlITPPvsMc+fOhSRJ8ryQNWvWxJQpU7Bp0yacP38eQgi3nJn5rfHOIoU4nU75xdWsWTN89NFH8lxjr732GqpVqwYA0Gq1aNq0KW9sHYBcLhc0Gg0cDgfq1q2LFStW4IEHHoAkSRg3bhxatmwJIP8TZfPmzVGxYkU/95hKQqPR4OLFi7jzzjsRGRmJYcOGwel04rnnnsOMGTPQo0cPaDQabNu2DTVr1mRxH4A0Gg3+/PNPVK5cGSEhIXjppZfgcDgwaNAgnD9/Hj169ECVKlWwevVqhIeHczaHAFSwv3a5XGjfvj3mz5+PkSNHQq/XY/To0fKRPo1Gg/r16yMsLIzbcglIQvC66sLOnTuHs2fPolOnTjAajfjss8/Qv39/9OrVC/fffz9atGiBN998E9nZ2di9ezc/bQSggsmi+/bti8qVK+PgwYPo27cvGjVqhJiYGNx3331YtGgRrl69ioMHDzLjAJSdnY1mzZqhYcOG2LJlC4D80z0+/vhjzJw5ExERETAajQgJCcHBgweh1+t5m7FyLicnB6GhofLPVqsVMTExMBqN2L9/P/R6Pa5evYp169Zh3LhxMBqNCA0NRaVKlbBnzx7o9Xq5sKDA8dtvv8FisaBhw4bIy8vD4sWLMWbMGPzjH/9AfHw86tSpgzFjxsBut2Pbtm3chkuAheD/OBwO6HQ6PPTQQ9izZw++++47NG7cGABw6NAhvPnmm/j+++9RqVIlVK1aFV999RV3LAGm4IjvkCFD8Pnnn+Ozzz5Dhw4doNFocOrUKbz33nv4+uuvUalSJVSpUgXr16+HXq+Xn0fl04IFC3D69GksWbJEbrNYLFi9ejV++ukneW7IAj/++CPOnTsHnU6Hrl27yncI0un4BUl5tXDhQuzbtw8rVqxwO7L3zTffYNeuXZgyZYrb8r///jsuXboEh8OBtm3byt8CMOPA4nQ6ERcXhwsXLuDAgQPyPYO/+uorvPLKK7hy5QoqVKiAqlWr4ptvvuF7cgmpthA8fPgwUlNT4XQ6ERsbK3/tCwBz585FUlISgGuHpnNycmCxWGCxWHDXXXdBkiTuWMq5PXv24Ndff8XVq1fRo0cP1KlTR35sxYoVGDx4MIBr9yZ1OBzIy8uD1WpFpUqVmHEA+OCDD/DCCy9g9erVePLJJ90es9ls8rmAN8NCv3x7//33MWzYMHz00Ufo37+/22Oevukz4/IvNzdXnvy58FG93377DR999JF8r/eCxzMyMpCVlQWLxYJGjRqx2C+N236dcjmwbNkyUaNGDREVFSWaNWsm7rjjDrF27VqRnp5+w7I2m02ebqIwTjtQvi1btkxUrVpVdO7cWbRu3VoYDAbx1ltviZ9//vmGZS0Wi8jNzb2hvfA0E1T+vPfee8JgMIi1a9cKIfKn/jGbzSIvL0/ePgv+n5GRIU8hQ4Hjgw8+EAaDQaxbt04IkT9V1+XLl0VGRoY8/2PB1E5///23GDdunLh69arf+ksls3btWvHoo4/K++eb7XsdDkeRj/M9ueRUVwh+8803omrVqmLDhg0iMzNTZGRkiH79+onKlSuLuXPnir///lte9urVq+KZZ54R69at42SUAWTv3r0iIiJCfPHFF/KbxahRo4TRaBSJiYni7Nmz8rJZWVniueeeEzNmzCiyGKTy6eDBg0KSJLFo0SIhRP5E0P379xfNmzcXbdu2Fa+++qr466+/hBD5bxzbt28XkiSJ119/3Z/dJi8cO3ZMSJIkT+x/8uRJ0bNnT9GgQQPRqFEj8fjjj4u0tDQhRH7GP/zwg5AkSYwcOdKf3SYvffHFF8JkMonIyEjx5JNP3rQYvHLlinjxxRfF0aNHb3c3FU118whu2bIFGo0GEydOhFarRWhoKC5fvoytW7fi66+/RsOGDdG8eXMIIWAymTBmzBhcvnz5hq+dqPzat28fLly4gNdffx0ulws6nQ55eXnYvn07fvzxR5hMJsTFxUEIAaPRiEWLFiEzMxP9+/fnicYBIjc3FydOnMCuXbtw77334rnnnkPNmjXRo0cPBAcHY//+/di1axfi4+NhMplQrVo1xMXFYfDgwTx/KEBUrlwZP//8MzZv3oxKlSohISEBjRs3xoABA1C/fn0cPnwYKSkp6NevH4KDg1GtWjU8+uijGDBgADMOEGlpaRg3bhx69uyJHj164MCBA/juu+/QqlUrVKlS5YaviXNycvDCCy8gMzMTffr08WPPFcbPhehtV3CPwsIWLVokkpOTxT/+8Q9RuXJlcfnyZbfHeTQwsMybN09UrFjRre39998XI0aMEK+99prQaDTi3Llzbo8XfK3Ar4PLr+uzOX/+vLj//vuFJEkiKSnJ7VZx77//vqhfv77Yv3//Db+HdxkIHE6nUzz55JNCkiSRmJjodprO119/LRo0aCA++eSTG57HfXbgWLZsmdi2bZsQIv92nnFxcaJfv37FHhm8dOkS8y1jqjsiaDQasXfvXhw6dAh33nknNm3ahBEjRiApKQkvvPAC1qxZg8aNG+Pee++Fw+GARqOBRqOB0+nkp8wAERERge3bt2Pt2rWoWrUqNm7ciJEjR2L8+PEYMWIEvvjiC1SsWBHR0dFyxgUz0DPj8isjIwOSJCErKwvBwcGoVKkSOnTogIiICPTu3Rt33XUXXC4XJElCZGQkJk2ahA4dOqB58+Zuv4cZl38FOUqShJ49e6JatWro3Lkz6tSpIx8lql69OmbNmoXo6Gi0bdvW7fnMuPwryDEqKkq+kK9Vq1YAIM/cERUVhTvuuAPp6emwWq0IDg6WJ3/ne3LZUfzlNb/88ot8NdG9996Ltm3bYsCAAUhJScHDDz8MAPjwww/Rs2dPZGZmIj09HampqQDgdvURrzgr/wp2LHfddRcmTpyIhQsXYtiwYdDr9fjkk0/Qp08fmM1mZGVlIScnB4B7xtyplF8rV67E0qVLkZGRgSpVquDFF1/EgAEDULduXbz44ovyxN8FGaanp6N58+aoV6+eP7tNXvjiiy+Qm5uLJ554Qp5EWKPRwGAwYPjw4fK2WvBV4dWrV1GvXj1mHGD+/PNPmEwm2Gw21KxZU27Py8uDXq/H4MGDIYTAv/71L0ycOBGJiYkYPnw4qlatiq+//lpenu/JZci/ByR965///KeIjIwUkZGRIjg4WCQkJIjTp08LIYTIzs4W33//vfj999/l5c+dOyfuu+8+sXPnTn91mby0atUq8cYbb8g/F/7KwOl0it9//93tavC0tDQRGxsrPvvss9vaTyq59evXC5PJJJYsWSIWLlwokpKShEajEaNGjSrySv/MzEzRu3dv0aVLF15JGCDWrVsnJEkSNWrUEB9++KHcXlR+TqdTZGRkiJ49e4rY2Fh+TRhAli9fLpo0aSLq1Kkj7r77bvHWW2/JF/wI4X7aRkpKioiNjRU6nU60aNHC7dQPKluKLQS3bdsmwsLCxOrVq8X+/fvFv//9b3H33XeL+Ph48cUXX7gtm5ubK/744w/x8MMPi7Zt23LHEiA2bNggJEkSkiSJCRMmyO1FvXnk5uaKc+fOifj4eNG6dWtmHECGDx8uBg4c6Nb22WefCZ1OJ1588UVhNpuFEEKYzWbx8ccfi/vvv1+0aNFCPp+MxWD5dvz4cdGuXTvxwgsviGHDhokGDRqIlStXyo8XPkfMarWKNWvWiE6dOolWrVrJGXN7Lv82b94sgoODRUpKili3bp2YO3eu0Ol04sknnxTHjh2Tlys8HVCtWrXEfffdJxeIPL/XNxT71fDRo0cRFRWFp556Sm6rW7cuRo4ciXfffRdhYWHo1KkTAODEiRMYMWIEtFotdu/eLd9vmIeey69ff/0VK1asQFJSEurXr4+EhAQ4nU7MmDEDGo3mhqvNfvzxR0ycOBFZWVnYv38/Mw4ABRlevHgRYWFhcpvL5cKjjz6K9evXo0+fPmjQoAFGjhwJrVaL9PR0tGzZErNmzYJOp+MEswHAZDKhdu3aSEhIgMFggCRJmDZtGgBgwIABkCRJfi1otVoIIdClSxdMmDCBGQeQvXv3omvXrhg0aJDc1qZNG/Tv3x8ulwvTpk1D3bp1odVqkZOTg379+iEkJAS7d+9mzr7m1zLUh2bNmiWioqKE1WoVLpdL/iRx7Ngx0bRpUzFo0CC3IwVbtmyRP4nwU0f5l5qaKqZMmSIOHDgghMj/GkGv14tx48YV+5y9e/cy4wC0ePFiERISIg4fPiyEyD/CV7Dtvv3226J69eryKR+FjwzxKFHgKPz14A8//CCGDx8uGjRoIP71r3/J7dnZ2UII9yO8zLj8KziiO2LECNGtWzchRH5uBfvgPXv2iLCwMPHqq6+6PW/VqlXyEV/ur31LsYXgzp07hSRJYs2aNUKI/BdewU5jx44dQpIk+ZL1wrhjCRxXrlyR/22z2eRicOzYsXL71atX3SaQFoJfFQaaX3/9VfTq1Us8+OCD4uTJk0KIa9vpwYMHRfXq1cXBgwf92UUqYydPnhTDhg0TDRs2FB9++KHIy8sTsbGx8l1kKPAUnAe6Y8cOIYT7e/LatWuF0WiUP+wVxiLQ9xQ5fYwQArVr14bZbMb48eMRGxuLOnXqyFMS1KhRA59++ikaN26MqKgot+fyytHAYTKZ5H9rtdr/b+/Og5o43ziAfxcIl+GokSIqoFKvCggoWk+sqK0KSr1KPWq12lqt9PDoaNWOSq1tdaoOyljHQrEqUhF1vKjjNaAyRRC0Kl6oCAiIiJYIAZLn94eT/RFrLQhCsvt8/iLJJvPqN3n2yWb3feHp6Ql3d3csWrQI5eXl6N27N4YNGwa1Wo2BAweK2/Kk0abF0dERlpaWOHPmDE6cOIGuXbuiVatWAJ5kGRcXh+HDh8Pd3b2JR8oaipOTE9q3b4/i4mJER0dj7dq1ePDgASIjI/l0DhPVoUMH5OTkYMOGDXjjjTfE6Z7MzMygVCoRFxeHgQMHomPHjgbP433yyyfJ/2H9jn7OnDkYN24cRowYgQMHDsDCwgKCIKC6uhoAYGNj05TDZA3MwsICkyZNwpYtW7B27Vq0adMG+fn5WLRoUVMPjb0gIgIAjBkzBjNnzgQRITg4GJGRkdi6dSumTZsGOzs79O3bt4lHyhra66+/jtDQUOTm5qJly5bIzs6GQqEQ6zczLQqFAjNnzkTXrl0xdepUnDlzRjznz97eHra2tuLnnTUugST+P3/r1i38+OOPiIyMxJQpU+Dg4ICLFy+ioKAAGRkZ/O1SgnJzc9G3b1+4ubnh+PHjfKKxias50fe5c+ewc+dOxMTEoG3btmjRogXi4+OhUCj44h+JKS0txbhx45Cfn4/MzEz+HEtEcnIyIiIikJCQgHnz5sHBwQFHjx5FYWEh0tLS+DPcBCTfCOrFx8dj27ZtqK6uhouLCyIiInjnIUFqtRoTJ05EZmYmrl27xjsPiaCnrgIvKSlBs2bNxKtMOWPpuXr1KpYvX46oqCjxSCBnbLpqfoaLiooQFxeHqKgoODo6wtnZGb/++ivvk5uIbBpBAKisrISlpaV4mwuL9BQXF2P79u2YNWsWN4ESVnOn8nSTyKSHP8fS8PRnVa1Wo1mzZuJtzrlpyKoRrPkTE+88pI+/WTLGmPHifbJxMPlGkN880scZS8+BAwdw7tw55OTk4L333kOnTp3QqlUrzlpCOGPGTINJTR+ze/dubNmyBevWrYNarYalpSWcnZ25sEgIZyx9UVFRmDp1Kuzs7HDhwgXs3LkTmZmZ8PDwMGgU9NM96Wm1Wp5KwkRwxvJw8+ZNmJmZGUzlxUyPyXzioqOjMWnSJNja2kKpVGLHjh0YPXo0kpOTxSWIgCeHmmviqQZMB2csfXfv3sX69esRERGBXbt2ISMjAytWrEBFRQU++eQTpKamilnrG4LY2FhUVVXxz/wmgjOWh61bt8Lb2xtbt26FWq3+1+24XpuAlz5ldQO4ceMG+fj4iKuEEBElJCSQIAhkaWlJiYmJRGS4OHl4eDg9fvy40cfKXgxnLA+3bt0ilUpF+/btM7j/jz/+oKCgIBo6dChdu3ZNvD8xMZFat24tLjVWM39mnDhj6Ttx4gR5eHhQr169yMbGhjZu3EhlZWXPfc6GDRuooqKikUbI6sIkjgiq1Wo8ePAA7dq1E+8bPnw4Bg8ejMGDB2PGjBk4f/68+BNDdnY21q9fj1mzZjXVkFkdccbyoFQq0blzZ2RlZRkcGRgyZAimTp2KgoICHDlyRLy/T58+GDBgAE6ePAmAV4UxBZyxtGk0Gly8eBH9+/dHUlIS5s+fjzlz5iAmJuZfjwympqYiPDwcq1atauTRstowiUZQo9FAoVAgPz8flZWVAJ6cS3bt2jXMmDEDLVq0MCgs7u7uWLlyJdRq9T8OSzPjxBnLg0qlgre3N9avX4+MjAyDx0aPHo1u3bph8+bNICLodDoolUosW7YMr7zyShONmNUVZyxtVlZWCAgIwKxZs6BQKLBs2TIsXLhQbAbLysrEbbVaLQCIq4lcuXKlqYbNnqepD0k+j1arFf8eN24ctW3bliZPnkyffvopCYJAMTExRET0/vvvU2BgoMFziouLacWKFY0/aFYnnLG0XbhwgRITE+nYsWOUm5sr3t+vXz/q1KkTZWRkiAvPExFFRETQkCFDxIXma74/iPhnQ2PEGTMioiVLlpC5uTlt3LiRHj9+TCUlJbRy5Uq6efMmERHdvXuX5s2b17SDZM9klNPH3L17Fy4uLgCAqqoqKBQKAMDChQtx/fp1VFRUYM6cORg6dCgAYPbs2fj7778RExMDwHBuIoCnHzFGnLH0RUdH45tvvoG9vT2ys7MxZswYLFiwAJ6enigtLcWIESOQm5uL77//Hv7+/lCpVHjnnXfg7OyM2NjYph4+qwXOWB7++usv5OfnQ6FQoEuXLmjZsqX4WM1avHTpUqxatQrh4eH4/fffIQgCzpw584+LgLheG5kmbUOfYfv27dSnTx+Kj48X79NoNAbblJeXi39XVFRQ//79afHixY02RlY/nLH07dq1ixwdHWnHjh10//59Onz4MLm6ulJ0dLTBduPHjycvLy9SKpXk6+tL3bp1o8rKSiLiI0PGjjOWh6ioKHJzcyNPT0+ytbWlyZMnU1ZWlsE2NY/4zp07lwRBID8/PzHnp4/6MuNiVI3goUOHSKVSUZs2bSgoKIj27NkjPqb/GUFPo9HQqVOnKDAwkLy8vP7xODNOnLH05eXlUVBQEH377bcG93/00UcUFBREOp3OIMv09HRKSEigQ4cOiTsUztq4ccbyUNtmn+hJU3/v3j0KCAignj17ivlyzsbPaC4WKSsrw+7du/Huu+8iJiYG5eXliIyMxN69BVGMHQAACnxJREFUewEAFhYWBhcF3Lt3DykpKbC2tkZaWhosLCzEE1OZceKM5UGr1UKlUuHNN98E8P95xFxdXVFaWgpBEGBhYSHOC+nr64uQkBC8/fbbMDc3h1ar5fVGjRxnLH35+fmIjo7G/PnzERoaiubNm+Ott97CsGHDsGvXrmc+JyEhAXl5eUhOTua13k2I0awsYmlpiZYtW6Jdu3YIDAyEr68vDh48iPT0dNjZ2aFz587iJKSCIMDe3h6vvfYapk+fDnNzc37DmQDOWB4cHBzg5eUFb29vAP8/hygvLw9Xr17FhAkTADyZJiQjI8PgfCMAvLKECeCMpa+0tBQpKSkYO3YsXF1dxVVgMjMzcfHiRUybNs1ge0EQ0LZtW8yfP5+bQBNjVJ9Gf39/DB48GADg5eWFn376CdXV1QZHjUpLS5GQkAAAcHJyEhsHfsOZBs5Y2vRHgDw8PMTb+hPF1Wo1iouLxfuDg4Oxdu3aphkoe2GcsTy4urpiyZIl6N27NwDD3B0cHAy21U8TpFKpYGZmxvXaxBhtUkQEb29vrFmzBnPnzsWmTZvw8OFDbNmyBQ8fPkRISIh41RFffWSaOGPpeTqnmrfLy8tRXV2N6upqhISE4PLly8jKymrsIbJ64oylT/+rTG2a/ZEjR0KlUiE6Olp8Ptdr02JURwRr0i9I3q1bN6xduxaPHz/GBx98gEePHhmsVclMF2ds+mozmbc+w1dffRUqlQojR47ElStXkJWVBYVCwWuPGjnOWH5q2+wHBwfj0qVL2Lx5c2MPkTWgJmkEa7sShP48ko4dO+LRo0fo2bMnUlNTxcLC3zqMF2csD/r8kpOTUVVV9czc9RlWVFTgyJEjKCoqwqVLl8SM+Sck48YZSx83+/LWJI1gbQqLnk6nQ2hoKO7cuYOkpCQ+CdVEcMbyQERIT0/HgAEDcP78+edeBNC2bVuMHTsWKSkp3CCYEM5Y+rjZl7cmWVmEiHDu3Dn06NEDqamp6N69+3O3LygoQIsWLbhBMCGcsbyEhITA2dkZ69atg7W19X9uzxmbHs5YuupSr0+ePIkNGzZg+/btXK8lokmOCAqCAD8/P4wcORI///wzKioq/nVbrVaLli1binPI8RvONHDG0vT0kQL9vI79+vXDqVOnoNFonrnd0983OWPjxRnLT13qdUBAAOLi4rgJlJBGaQRftLAAMFij8On1Cpnx4IzlQf8TUlpaGh48eCDmNXfuXGg0GixdutRgOz0+19N0cMbSx80+q6lRGsEXLSzMdHDG8rF//36EhoaiT58+iI+PR1ZWFgRBwGeffYasrCzk5eU19RBZPXHG0sbNPqup0VYW2b9/P2bMmIGoqCi4uLjAzMwMTk5OMDMzw+nTpzFo0CDY29s3xlDYS8IZS5N+TjG9jh07wsfHB4IgYP369Th69CgKCwvh7e2N1atXw8/PD127dm3CEbO64ozlh+s103tpjSAXFunjjKVPv3QYAFRVVaGsrAzW1tZwd3fHkCFD0K9fP7i5uWHVqlUoLi5GRkYGbt26heDgYCiVyiYePasNzlgeuF6zf0UvgVarFf+urKyk0tJSg8fPnj1L0dHR1KpVKxo/fjwJgkD+/v509+7dlzEc9hJwxtJXM+PVq1fT8OHDycfHhxYvXkz379832LakpIS2bt1KEydOJBsbG0pKSvrHazDjwxnLA9dr9jwN3ghyYZE+zlheFi5cSC4uLrR8+XL67bffSKFQ0Mcff0xXr1595vajR4+mQYMGNfIoWX1wxtLF9Zr9l5dyRJCIC4sccMbSpdPpiIho79691KFDBzp9+jQRESUnJ5NCoSCFQkGjRo2i69evi8+prKwkIqLY2FgKCAigsrKyxh84qzXOWF64XrN/06CNIBcW6eOMpS0zM5OKi4uJiKiqqor2799PGzZsICKigwcPkqOjI23bto3Onj1LVlZWNH36dLp8+bLBa4SFhZGrqys9fPiw0cfP/htnLB9cr1ltNEgjyIVF+jhj6UtISCAbGxuaPXs2FRUVERHR/fv3KScnh0pKSqhPnz703XffERFRUVEReXh4kCAI9NVXX4mv8fDhQwoLC6M///yzSf4N7Pk4Y3nges3qot6NIBcW6eOMpa+iooI+/PBDEgSBhg0bRmFhYVRQUCA+np2dTV26dKHDhw8TEVFxcTF9+eWXlJ6eTlVVVQav9fRtZhw4Y3nges3qql6z+2o0Guzfvx8VFRXIzs5GeHg4CgsL0bx5c7i6uqK0tBQPHjyAr68vgCeTU44aNQppaWkIDw8XX8fe3h5r1qyBv79//S6BZg2OM5YHKysrzJgxAyqVCubm5rh48aI4XQjwJNe8vDzs27cPe/bswaRJk5CSkgIfHx9xqSk9Xm3AOHHG0sf1mr2Ies0jaGFhAWdnZ+zZswdubm7Iz8/HtWvX0KNHD9ja2uLRo0f44YcfYGVlhaqqKnz99de4ceMGFi1aBHNzc1RXV4vzV/GKE8aJM5Y+nU4HnU6HNm3aoLCwEB07doS7uzsSExORk5MDX19ftG7dGp6enli2bBlSU1Nhbm6O48ePw9zcHETESwMaOc5YHrhesxfxwo0gFxbp44yl7fLly6isrISDgwPMzMwgCAIuXbqEuLg4/PLLL9BoNDh48KCYtZ+fH6ZMmYIJEyYgLCxMPErEGRsvzlg+uF6zF1XnRpALi/RxxtIXHx+PwYMHY9euXXB2doZGo0GrVq3Qu3dvxMbG4t69e5g3bx4KCgpw7Ngx3LlzB97e3nBxcYGDgwMEQYBOp+OMjRhnLA9cr1l91akR5MIifZyx9FVWViIyMhK5ubmwtLTE1atXkZKSgsOHD6N79+4oKyvD7du3ERQUhICAABQWFmLHjh2ws7NDr169xNfhBeiNF2csD1yvWUOodSPIhUX6OGN5MDc3R/fu3XH//n1YW1ujffv2+OKLLxAXF4ekpCScOnUKBw8ehJeXF7p06YIBAwbAwcEB06dP5/OGTARnLH1cr1lDqXUjyIVF+jhj+VAqlejWrRsyMzORnp4OZ2dnREREwNXVFUSE27dv4/PPP4eTkxMAwMfHB2ZmZtBqtZy1ieCMpY3rNWsodfppmAuL9HHG8mFnZwdfX1/cuHEDe/fuhVqtxvjx4xEYGIgpU6bAzc0NOp3O4IgBZ2xaOGNp43rNGkKdLxbhwiJ9nLF82NnZwc/PDzdv3kRiYiKKi4vRv39/2NjYQKvV8rlDEsAZSxvXa1ZfLzR9DBcW6eOM5UOpVIpZnzx5Erdu3cKgQYN4ZyEhnLG0cb1m9fHC8whyYZE+zlg+lEolfH19kZaWBo1Gg6CgID6JXGI4Y2njes1elEBEVJ8XKCgowIIFC2BtbY1NmzZxYZEgzlg+SkpK4OjoCDMzMxARZy1BnLG0cb1mdVXvRhDgwiIHnLG86HQ6PpIgcZyxdHG9ZnXRII2gHhcW6eOMGWPMNHC9ZrXRoI0gY4wxxhgzHfxVgTHGGGNMprgRZIwxxhiTKW4EGWOMMcZkihtBxhhjjDGZ4kaQMcYYY0ymuBFkjDHGGJMpbgQZY4wxxmSKG0HGGGOMMZniRpAxxhhjTKb+B2TWZA1gT43nAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#apdata = [float('nan')]*len(idf['High'])\n", + "#apdata[3] = idf['High'].values[3]\n", + "\n", + "apdata = idf['High'].values\n", + "\n", + "ap = mpf.make_addplot(apdata,type='scatter',markersize=25)#,secondary_y=True)\n", + "print('ap=',ap)\n", + "\n", + "\n", + "mpf.plot(idf,volume=True,style='sas',addplot=ap)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/issues/issue#142_data.csv b/examples/scratch_pad/issues/issue#142_data.csv new file mode 100644 index 00000000..cd562afd --- /dev/null +++ b/examples/scratch_pad/issues/issue#142_data.csv @@ -0,0 +1,42 @@ +Date,Open,High,Low,Close,Volume +2020-05-19 09:00:00,2.11e-05,2.118e-05,2.106e-05,2.113e-05,324959.0 +2020-05-19 10:00:00,2.114e-05,2.119e-05,2.107e-05,2.118e-05,400205.0 +2020-05-19 11:00:00,2.119e-05,2.119e-05,2.094e-05,2.11e-05,1004006.0 +2020-05-19 12:00:00,2.114e-05,2.133e-05,2.109e-05,2.121e-05,735355.0 +2020-05-19 13:00:00,2.121e-05,2.125e-05,2.112e-05,2.116e-05,225666.0 +2020-05-19 14:00:00,2.118e-05,2.122e-05,2.102e-05,2.111e-05,200795.0 +2020-05-19 15:00:00,2.112e-05,2.132e-05,2.103e-05,2.13e-05,491363.0 +2020-05-19 16:00:00,2.128e-05,2.132e-05,2.11e-05,2.124e-05,418583.0 +2020-05-19 17:00:00,2.124e-05,2.136e-05,2.122e-05,2.127e-05,420179.0 +2020-05-19 18:00:00,2.129e-05,2.131e-05,2.116e-05,2.12e-05,258836.0 +2020-05-19 19:00:00,2.12e-05,2.133e-05,2.117e-05,2.124e-05,177158.0 +2020-05-19 20:00:00,2.125e-05,2.133e-05,2.121e-05,2.125e-05,300338.0 +2020-05-19 21:00:00,2.124e-05,2.132e-05,2.121e-05,2.132e-05,293891.0 +2020-05-19 22:00:00,2.133e-05,2.137e-05,2.109e-05,2.117e-05,345629.0 +2020-05-19 23:00:00,2.113e-05,2.126e-05,2.11e-05,2.114e-05,314576.0 +2020-05-20 00:00:00,2.114e-05,2.145e-05,2.107e-05,2.145e-05,582235.0 +2020-05-20 01:00:00,2.143e-05,2.151e-05,2.14e-05,2.15e-05,274954.0 +2020-05-20 02:00:00,2.147e-05,2.147e-05,2.14e-05,2.144e-05,216309.0 +2020-05-20 03:00:00,2.141e-05,2.146e-05,2.13e-05,2.134e-05,285131.0 +2020-05-20 04:00:00,2.134e-05,2.146e-05,2.128e-05,2.14e-05,170622.0 +2020-05-20 05:00:00,2.14e-05,2.146e-05,2.135e-05,2.139e-05,182695.0 +2020-05-20 06:00:00,2.139e-05,2.152e-05,2.13e-05,2.139e-05,665345.0 +2020-05-20 07:00:00,2.144e-05,2.163e-05,2.139e-05,2.161e-05,454712.0 +2020-05-20 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22:00:00,2.13e-05,2.138e-05,2.126e-05,2.137e-05,155128.0 +2020-05-20 23:00:00,2.137e-05,2.149e-05,2.134e-05,2.145e-05,385498.0 +2020-05-21 00:00:00,2.144e-05,2.15e-05,2.136e-05,2.149e-05,532283.0 +2020-05-21 01:00:00,2.149e-05,2.156e-05,2.145e-05,2.145e-05,172228.0 diff --git a/examples/scratch_pad/issues/issue#241_loop_all_styles.ipynb b/examples/scratch_pad/issues/issue#241_loop_all_styles.ipynb new file mode 100644 index 00000000..27a5ac5d --- /dev/null +++ b/examples/scratch_pad/issues/issue#241_loop_all_styles.ipynb @@ -0,0 +1,541 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.5.1'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "pd.__version__ # for the record" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "#df = df.loc['2012-01-01':,:]\n", + "idf.shape\n", + "idf.head(3)\n", + "idf.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Using this dataframe, we can of course plot a basic ohlc or candlestick plot:\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "df = idf.loc['2011-08-15':'2011-11-30',:]\n", + "#df = idf.loc['2011-07-01':'2011-12-30',:]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "\n", + "mpf.plot(df,volume=True,style='sas')#,adjust_widths=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " ------------------------------------------------------------------------------\n", + " Kwargs for func_name \"plot\":\n", + "\n", + " Kwarg Default Description \n", + " ---- ---- ------------------------------------------------------- \n", + " ylim None Limits for y-axis as tuple (min,max), i.e. (bottom,top) \n" + ] + } + ], + "source": [ + "mpf.kwarg_help('plot','ylim')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "nstyles,limit,rows= 17 18 9\n", + "g_style= ['binance', 'binancedark', 'blueskies', 'brasil', 'charles', 'checkers', 'classic', 'default', 'ibd', 'kenan', 'mike', 'nightclouds', 'sas', 'starsandstripes', 'tradingview', 'yahoo']\n" + ] + }, + { + "data": { + "image/png": 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UTUP1enF27Yand+9WaZMQQgghxJ6469zzuOLzWVz92Qx0VeXtkYfyr+PH7fH9lvt83HLhxfxh2qdM+HwmFR4PM0bsx4977cUjL76wW/dpqCp/vvgSLpn9JWMX/MrRixZR7vXya58+rCwoSOz38Kmnsax7d0794Xt+N+szdFVlS04OM0bsx4Ia0/Q8PXoMUYeD0374nv3XrGZRj57cdOllPPjyS7Ue96WjjsYTjTJ2wa8ct3Ahy7p14y8XXcLVn03fvSenykOnnIo3GuW2d98h6HLzzd5779H9CSFEcyhH3H3v7n8NJIQQQgghhBBCCCGEEI2QOR+FEEIIIYQQQgghhBBtQoqPQgghhBBCCCGEEEKINiHFRyGEEEIIIYQQQgghRJuQ4qMQQgghhBBCCCGEEKJNSPFRCCGEEEIIIYQQQgjRJhzJbkC6yvJ4AIjE40luiRBCCCHShdthvfUqD4eT3BIhhBBCCCHahxQfd0OWx8PUiy5IdjOEEEIIkaYmvPyqFCBTmWFAPA6qCoqS7NYIIYQQIh2YpvUewuGw3kOIBCk+CiGEEEIIUVM8jn/+kmS3QgghhBBpKDBiCLhcyW5GSpHi426oOdS6S5cuKG34jbhhGBQWFjJ06FBUm1XO7Zwd7J3fztlB8ts5v52zQ8fPb5omW7duBWTalpRXdf598dkH6G14rDIzMtmwcQM9e/SkorKizR4nFdk5O9g7v52zg+S3c347Zwd75NccDo4de6r0emyAFB/3kKIobfoByTTNdnmcVGTn7GDv/HbODpLfzvntnB06fn7DMJLdBNFcVV8s6/F4mxYfdT2O3+dD19v2cVKRnbODvfPbOTtIfjvnt3N2sFl+mbKlno73zl4IIYQQQgghhBBCCJESpPiY4lRVpV+/fh2yB8iu2Dk72Du/nbOD5LdzfjtnB8kv7CcYDDJu3DiCwWCym9Lu7Jwd7J3fztlB8ts5v52zg+S3O+WIu+81k92IdON2OHjpsksAKCgokA9JQgghhNglwzAoKioC4OLnX5R5H1OZruP/qZCZn77T8YeGCSGEEKJVaA4HY044k8ABQ0HTkt2clCJVsxSn6zoLFixA1/VkN6Xd2Tk72Du/nbOD5LdzfjtnB8kv7CczM5OysjIyMzOT3ZR2Z+fsYO/8ds4Okt/O+e2cHSS/3UnxMQ3YeYJ6O2cHe+e3c3aQ/HbOb+fsIPmF/WRlZSW7CUlj5+xg7/x2zg6S38757ZwdJL+dSfFRCCGEEEIIIYQQQgjRJqT4KIQQQgghhBBCCCGEaBNSfExxqqoyePBgWy5qY+fsYO/8ds4Okt/O+e2cHSS/sJ9AIMDQoUMJBALJbkq7s3N2sHd+O2cHyW/n/HbODpLf7uTdfRpwOp3JbkLS2Dk72Du/nbOD5LdzfjtnB8kv7MUwDNavX2/LuU7tnB3snd/O2UHy2zm/nbOD5Lc7KT6mOMMwWLhwoS1/Qe2cHeyd387ZQfLbOb+ds4PkF/aTmZlJeXm5LVf+tHN2sHd+O2cHyW/n/HbODpLf7qT4KIQQQgghhBBCCCGEaBNSfBRCCCGEEEIIIYQQQrQJR7Ib0FJGLEZwUSHx7duJ7diOGY2SOeowvP0H1NovtHwZ4dWriZeXYUajqF4froIC/PuOQMvIqHe/oRXLCS5ahF5Zgeb34x08BN+QvdsrlhBCCCGEEEIIIYQQHU7aFR/NSITggl9R/X4cubnEiooa3C9eUoyWkYG7Z08Ulwu9spLwiuVENm4g76RT0Hy+xL6hZcuomPcd7t698e29N7GtW6n84XtMXcc/dFh7RWuQqqoMGzbMlit/2jk72Du/nbOD5LdzfjtnB8kv7KeiooKsrCwqKiqS3ZR2Z+fsYO/8ds4Okt/O+e2cHSR/Y0b07sVvRo1icLeudMrMZOKbb/H10mWJ6y8/6khGD92HLllZxHWdpZu38PQXX7Jo06bEPpkeDzeMH8fhgwZimCazFy/hH9NnEIrFkhGpQWn37l71esk/6xw6nXEWGQcc2Oh+mYccStZhh+PbZyjeAQPJ2G9/so8djRmJEF61MrGfGY9TOf9nXD16kH3UMXgHDiLr8CNw9+1HcMGvGJFIe8RqUiyFTpj2ZufsYO/8ds4Okt/O+e2cHSS/sBdVVenVq5ctC+52zg72zm/n7CD57ZzfztlB8jfG43SxoqiIRz6d3uD164uLeXTadC7999Nc88KLbCkr4+ELf0NOjQ51d55xOv06d+aml1/lltffYETv3vz55BPbK0KzpN1RVzQNzevdrdtqGX4AzFg0sS1atAUzEsE7aHCtfX2Dh2DG40Q3btz9xrYCwzBYunSpLVf+tHN2sHd+O2cHyW/n/HbODpJf2I/f76ewsBC/35/sprQ7O2cHe+e3c3aQ/HbOb+fsIPkbM3flSqZ+OZuvly5t8PqZCwv5cfUaNpeWsmbbdh6f8RkZHg/9u3QBoE+nfA4d0J8HPvqYRZs2sWD9Bh6bPp3RQ4eS38CUg8mSdsXHljIiYYxwiNiO7ZR/+y0Arq7dEtfHi4sBcObn17qdIy8PFIVYSXH7NVYIIYQQQgghhBBCiDocqsqpB+xPRTjMiqopCIf26ElFKMTSzZsT+/24ajWGabJPjx7Jamo9aTfnY0ttf/u/UNWDQnG7yTjoYFzduieuN0IhUBRUT+3elIqmobjcGMFgk/dvGAamaVq3URRUVa21reZ2XddrP0Yj21VVRVEUdF1PXKfreqJ7ct0eIY1t1zQN0zQb3F63jY1tb4tMzWm7qqqJx6t5m3TP1ND2xjJVq3v/6Zypucep5uN3lEw127irTNX/GoaBpmkdItOutsvrnrzu1dRRX/fqHiuR+jIzMtH1OGBNCRAOh/F4PDidzsQ+kUiEaDSKz+dD07TE9nA4TCwWw+/31xpiFgwG0XWdzMxMMjMzrcfJzCQQCGAYRmJbtYqKClRVrddTpKKiAk3T8NUYdmUYBoFAAKfTicfjSWzXdZ1gMIjL5cLtdie2t0WmmnaVqTp7R8rU3ONUreb9pHum5h6nmo/TUTJB849TdZuq9+kImarJ65687jWVqVpHft3TNKvE5nO6wLGzfTFdJ1bnvWZLHDZwAHedeQYep5MdFZXc9PKrlIVCAORn+CmpU7fSTZOKUIj8jNTpZdrhi485x43B1HX0sjLCq1dhxuO1rjd1HRqZc0DRVOv6JhQWFiYu5+Xl0atXLzZu3Ehx8c4ekwUFBXTt2pU1a9ZQWVmZ2N6zZ0/y8/NZvnw5kRpzS/br14+srCwWLVqU+CVdvHgxgwcPxul0snDhwlptGDZsGLFYjKU1uumqqsrw4cOpqKhg9erVie1ut5shQ4ZQUlLChg0bEtszMjLo378/W7dupajGIj5tmQloMlP17RcvXtxhMrXkOA0cOBBFURL5O0Kmlhynah0pU0uPU2lpKZ07d+5QmeR1T1737P6616VqiIxIDxs2bsBf9UFj6tSpXHnllTz++ONMmDAhsc+kSZOYPHky77zzDuPGjUtsnzBhAs888wxz585l6NChie3jxo1jxowZbNiwgaysLMD6Wzd06FDWr19PeXl5rTZkZWXRq1evWu85y8vLyc7OZvTo0UyfvnOOqMLCQoYNG8Yll1zC1KlTE9unT5/O+PHjue2225g0aVJie1tmAprMNGjQoET2jpKpJcdp1KhRhEKhRP6OkKklxykatabB6kiZWnqcfvOb3/DEE090qEzyuieve3Z/3QsEg5x1/uW8c+P1ifcPAM/O/ornvvqa3fXTmrX89j9TyfZ5OWX//Zl81plc9exzlO6is1wqUY64+960/Ro+tmM7JZ9+Quaow/D2H7DL/eMVFRR/9AEZBxyIb/AQACrmzSW0fBldLry43v7b3noTV9euZB95VK3tboeDly67BIDOnTujKAqQnr0wdrVdMkkmySSZJJNkkkytk8k0TbZt2wbAxc+/SKTOF6Iiheg6/p8Kmfv1Z23a87EmO/YAkkySSTJJJskkmTpSJk1zMPLIsZgj99+tno9f3/F/9Va7bsir1/yeT+bP5+X/fcuJI0Zw7djRnPjQI4nrNUVh5sRbufO/7zQ6l2R76/A9H2tyZGbiyM0jvHpVovioer1gmhjhUK2h16auY0YjqDVOroaoqlrr5K7e1pCavxzN3W6aJhUVFWRmZiaKnC25H0VRGtzeWBtbun13MjV3u2maBAKBWtkhvTM1tr2hTKZpUllZWS8/pG+mptpYc3vN876jZGrO9ur7rpm/pW1s6fZU/H2S1z153euor3uNDTMXqauisgK9TpE4HA4TDofr7RtspPdBIBBo+L6rPsiMHj2aWbNmJc6PioqKevsahtHgdl3XG9wei8UaXDk+Go0mepzV1JqZmrtdURRGjRrFrFmzahX/0zlTS46Tpmkce+yx9fJD+maC5h2nmud9R8lU064y1cwPHSNTXfK6J697dn3d0xxWiS0Yi4LR8HvI1qAqCs6q95yFGzeQ6fUyqGtXlm3ZAsAB/fqiKgqLkryAck0dfsGZevQ4Zo1fYEduHgCxHTtq7RYv3gGmiSM3t12bV5dhGKxevdqWH1jsnB3snd/O2UHy2zm/nbOD5Bf24/P5mD59eq2eFHZh5+xg7/x2zg6S38757ZwdJH9jvE4nAwoKGFBQAEC3nBwGFBTQJSsLj9PJ7449hn16dKcgO4tBXbty6ykn0ykrky+qpilau30H361YyS0nn8Te3bszvGdPbhw/jlmFheyoMQVRsnXIno+mYWDGYqg1uu0CxLZvJ15aiqdvv8Q2V9euKC4XoWXLcPfomdgeXLYMNEetbUIIIYQQQgghhBBCtIbB3bvx+CU7pwG87vixAHw6fz4PffwpvTvlc+++Z5Pt81IeCrF402auff5F1mzbnrjN3e++x40njOOxiy7AME1mL1nK36dNr/dYyZSWxcfg0iWY0ShGyOpqG92wIbEqtbdqOPWOd9/G3acvjuwcFIeDeGkJoZUrUZxOfMP3TdyX4nDgH7Efld/Po+yr2bi6dSe2rYjI6lX499u/XgFTCCGEEEIIIYQQQog99cvadRx5z18bvf72t97e5X1UhMPc/e77rdmsVpeexcdFhRg1xvJH1q8jsn4dAJ5+e6F6vXgGDCS2ZQuRdWsxdd3a1rcv/uH7omVk1Lo/3+AhKKpKcPEiIhvWo/n8ZBx4EN4he7drrsa4bVwAtXN2sHd+O2cHyd+S/DE9zKzF9zN671txap5d3yDFybG3d35hL4ZhUFhYaMupBuycHeyd387ZQfK3NL/ictDrkqNY/+JXmNH0XqhNjr2989tdWq92nSw1V7suKChodLJ7IYQQbS8ULWXiu7lMOaMErysn2c0RolGGYVBUVATIatcpr2q165mfvlNvwRkhhBDtR8vwcNisO/h29D3olfUXHhEilWgOB2NOOJPAAUOhkUUL7UqqZinOMAx27Nhhy28H7Jwd7J3fztlB8ts5v52zg+QX9uN0OrniiitwOp3Jbkq7s3N2sHd+O2cHyW/n/HbODpLf7qT4mOJM02TDhg2Ypv06qNo5O9g7v52zg+S3c347ZwfJL+zH4/EwdepUPJ70nzKipeycHeyd387ZQfLbOb+ds4PktzspPgohhBBCCCGEEEIIIdqEFB+FEEJ0WDE9zLSFk4jpMkeQEEIIIURHorgc9J5wHIorLdfRFcJWpPiYBjLqrM5tJ3bODvbOb+fsIPlbK39cDzO9cDLxNCo+yrG3d35hL7quM336dHRdT3ZT2p2ds4O989s5O0j+1syvuhz0uXI0apoUH+XY2zu/3aXHb6mNaZpG//79k92MpLBzdrB3fjtnB8nf0vzReBCAULQMTXXhcvgS20PRssTldFgJW469vfML+wkGg4wfPz7ZzUgKO2cHe+e3c3aQ/C3Nr7qtxUk0vxszpmNEYontmt+duJwOK2HLsbd3fruTno8pzjAMtmzZYsuVP+2cHeyd387ZQfK3JH80HuTuj/oCcM/HfZn4bi7ReJBoPMjEd3O552Prurs/6psoUgKY4RiBSdMww7G2iLDb5NjbO7+wH5fLxV133YXL5Up2U9qdnbODvfPbOTtI/pbkV91ODnnvZgBGfvAXRs28HdXtRHU7GTXzdkZ+8BcADnnv5kSREsCtatwyeD/cqtY2IXaTHHt757c7KT6mONM0KSoqsuXKn3bODvbOb+fsIPlbkl83ohhmjAx3ZzLcndGNaK2f6u2GGUM3ojsfIxwnOHk6ZjjellFaTI69vfML+3G73UyaNAm3253sprQ7O2cHe+e3c3aQ/C3Jrzi1WkOqVZcDxak1uj3xGKrGrUNSr/gox97e+e1Ohl0LIYRIe0oj36U1tl0IIYQQQgghRPuQT2VCCCGEEEIIIYQQQog2IcXHFKcoCnl5eSiKkuymtDs7Zwd757dzdpD8ds5v5+wg+YX9xGIxpk6dSiyWWvPPtgc7Zwd757dzdpD8ds5v5+wg+e1Ohl2nOFVV6dWrV7KbkRR2zg72zm/n7CD5WzO/SXotXCLH3t75hf2Ew2GuvPLKZDcjKeycHeyd387ZQfLbOb+ds4Pktzvp+ZjiDMNg/fr1tlz5087Zwd757ZwdJH9r5NdUF5rqojKyjcrINlTFiaam9sp60XiQ0sAmXvn6GkoDm2qtzm0Xdj/3hf14PB6efvppPB5PspvS7uycHeyd387ZQfK3Rn4zpmNEdy4aaETjmDG9NZrXZlS3k4xueVz94SNkdMurtTq3Xdj93Lc7KT6mONM0KS4utuXKn3bODvbOb+fsIPlbI7/L4WPKGSXccdIaAO48eQ0uh6+VWtj6ovEgE9/NZfJHPfhh05NM/qgHE9/NtV0B0u7nvrAfp9PJhAkTcDrt9yHUztnB3vntnB0kf2vkNyIx5oy5l7mnPgjAvNMfwoik7lBe1e1k1Mzb2f+9P1HYJcT+7/2JUTNvt10B0u7nvt1J8VEIIUSH5HL4yPQWMG7oXfjcecluTpN0I4puRMlwd8aj5ZPh7pzYJoQQQgghajMiMWIlAdY+PYt4RSjZzWmS4tRQXbVnvFNdDhSnlqQWCdH+ZM5HIYQQaa+xuR2dmofxwya1b2P2gIKKolj/CiGEEEKIxpnROOumfp7sZgghmkGKjylOURQKCgpsufKnnbODvfPbOTtI/pbk11QXquKkMrIt8f9Un9txVzTVvoVHu5/7wn4ikQiTJk0iEokkuyntzs7Zwd757ZwdJH9L8lfP7VjdazAd5nYUjbP7uW93yhF33ysTK7WQ2+HgpcsuAaCgoADVxh8UhRAi2cqCm5j0YQ/uOGkNGZ7OzZrb0SgNsSN3IvklU1BzvO3QyqaFoqVMfDeXTHcBiqJimgYVkSKmnFGC15WT7OaJVmIYBkVFRQBc/PyLROLxXdxCJI2u4/+pkJmfvoMux0kIIZLGmZ/JoZ/cytxTHyReGmzW3I5ZDhdrT7qAPh+/Snk8+VPYaBkeDpt1R73t346+B70ynIQWibaiORyMOeFMAgcMBU2G1dckVbMUp+s6K1euRNft9w2PnbODvfPbOTtI/pbmry42el3ZKb2oTHPF2+G4m+EYgUnTMMOpNTm73c99YT8+n49p06bh86X/a1dL2Tk72Du/nbOD5G9p/upiox6IpPSiMqnErWrcMng/3GpqFb/sfu7bnRQf00BlZWWym5A0ds4O9s5v5+wg+e2cvz1WejbDcYKTp2OGU69Hl52PvbAfTdMYN24cmg17R9g5O9g7v52zg+S3e/724FY1bh2SesVHOfb2JsVHIYQQtmIGoxhl1qqIRlkIM5j84ThCCCGEEGLPeTWNLIcTgCyHE68UuoRICbLgjBBCCNswg1G2506EqDWst6TvPeDS6FQyBcWX3gvVCCGEEELYmVfTWH3CBbirCo4Lxp1DRNfp9+mrhGRKFyGSSno+pjhFUejZs6ctV/60c3awd347ZwfJ35b5zagOUR2lcwZKQSZK5wyI6tb2FGBioCrWv3sqpoeZtnASMT19JjK3+7kv7CccDjNhwgTC4fT5PW0tds4O9s5v5+wg+dsyv1PREoXHam5Nw6l0vN6PistB7wnHobjSpz+Z3c99u5PiY4pTVZX8/Hxbrqht5+xg7/x2zg6Sv13yqwqKqoCaGkUuTXWhqS4qI9sIxLZRGdmW2La74nqY6YWTiadR8dHu576wn1gsxjPPPEMsZr9FFOycHeyd387ZQfLbMb8Z0zGitefZNqJxzNjuf/mtuhz0uXI0ahoVH+147MVO8u4+xem6zpIlS2y58qeds4O989s5O0h+O+Z3OXxMOaOEiSesBGDiCSuZckZJh1i9uyXseOyFvfn9fhYuXIjf7092U9qdnbODvfPbOTtIfjvmNyIx5oy5lwXn/xOABef/kzlj7rXd6t12PPZiJyk+poFIJJLsJiSNnbODvfPbOTtIfjvmdzl8eJ3ZAHid2XtUeIzGg4SiZQCEomVE48Fm3S4Vhmrb8dgL+1JVlaFDh9qyt6+ds4O989s5O0h+u+Y3IjEIVRUbQ7E9LjyqbmtRHc3vTlzelWQP1bbrsRcWOepCCCHSmkPzMG7oXTg0T7KbkhKi8SAT383lno/7AnDPx32Z+G5uswqQ6ThUWwghhBAdlxGNs/bpWfWGLduZ6nZyyHs3AzDyg78waubtzSpApuNQbdFxyFknhBAirTk1D+OHTUp2M1KGbkTRjSgZ7s4oqJgYVEa2oRtRwF7DuIUQQgiR3sxonHVTP092M1KK4tRqFRBVlwPFqYHNhnGL9CI9H1Ocqqr069fPll2T7Zwd7J3fztlB8qdb/tYcqlyduTWyK6goioqSRn/q0+3YC7GngsEg48aNIxhs3tQIHYmds4O989s5O0j+dMvfmkOVg6FQrX/tJt2OvWhd8u4+xSmKQlZWFoqSGiuytic7Zwd757dzdpD86ZQ/Gg9SESpieuFkKkJFzRraHI0HKQ9t4cP5txKIFNe6rjpzqmU3wzECk6Zhhtv2G/V0OvZCtAZd15kxY4YtF1myc3awd347ZwfJn075VbcTZ66fPleOxpnrb97QZrcTR66fvtccj6PObaozp1p2t6pxy+D9cKtamz5OOh170fqk+JjidF1nwYIFtvwFtXN2sHd+O2cHyZ8u+XdnbsXq29z1QTc+X/IAd77ftdb+7fGm1AxGMcpCicvNuk04TnDydMxw2863lC7HXojWkpmZSVlZGZmZmcluSruzc3awd347ZwfJny75VbeTUTNvZ+QHfwGaN7di9W1GTZtIr0uPZtS0ibVuk5mRUevftuDVNLIczqrLzSv3uFWNW4e0ffExXY69aBsy52MaMAwj2U1IGjtnB3vnt3N2kPytkj9WApv+AXpl1QYTJRLD/4dvUPwujK25hOcMxizavbvfnbkVa94GqL+/qbfpH2YzGGV77kSIWsW94r5306n0PhSfq94K2Zrq2qMVt3eX3c99YT9ZWVnJbkLS2Dk72Du/nbOD5G+N/F43/PFsyKu6K0UBt6rj2et7AMxKH7HlfTDKd6/QV3deRdj13Iq7uo2imLjMthtF4tU0Vp9wAW7NKiLOH3sO/T59lZCuo7qdaH43YK2Qbcb0PV5xe3fY/dy3Myk+CiGE6HhME5ZfATveq7VZAXzn7fy/77JpxOb3gB39wHc+uLq0+KGq51bEbNlt6rc5jnfxeO7vBiw5CfLGQ85YyDwE1F0P82kOM6pDVEfpbL0RN7dVYkZ1Yi6rR6ZVCLV6cWqqiylnlCSlACmEEEII0ZRHroWrT6s7TYsBLEr8z3vMD8Q3deIar85Ls2DjtnZtYj1v3lrBcdG7+WWKyrQ58NkP8O1CiLZSDdCpaInCI4Bb03AqGhG3avXArCqMjvzgLxjROHPG3JuUAqSwJyk+CiGE6Hi2vVZVeFSg4HJQnKAomBGD8NTvwO/Eufc6HL234dp/I2y6ATbdBDnHQf5p4NkLXN2tH2c+KO0wS0nR82jBX6yv7ivnWT/r7gYtE7KPgdzjocsl4GjeUBUTA8yqf+tSa79ZlxWyhRBCCJEuRh+4s/D40nSTypD1vbNT0bikz0AAtG7bcXTdgaP7du67Bu67RuHr+SZvfwXL18OmHbB5B2wrhfYYdHHyYTBmf6vQd8AAnQMGKEy8GIJhk6/mw4zv4YVpUFze+o+9O704hWhtUnxMcaqqMnjwYFuu/Gnn7GDv/HbODpJ/j/NHt8DK663LPW6EvR5KXGWWhqh8bCJKQSaKqqB234pr35/xXV2KElkGpTOtn5oUB7i6gasndLsSulxqFQhbkxGGtXcD8HWlych9/oqr4lso+xL0Cij+0PpZfz/0fxw6nd7oXWmqC011URnZVm/bruxOL87WZPdzX9hPIBBg6NChBAKBZDel3dk5O9g7v52zg+Tf0/yZPnjmFuvyS9NNLvnrzuuyHBrnnHRo4v9qdjnOwWtZ3u0n9h0AR45QOHJE7fuLx022FFvFyFc+g3/8d7ea1SRFMfnrldbl6eoIPn5iEccOjXLcAZCdoTB+JIwfCRMvMvnTv+DFaU3fnxnTMaLxREHRiMYxYzrWGJ/UZfdz3+6k+JgGnM7WGW6XjuycHeyd387ZoePnj+lhZi2+n9F734pT89S7frfzmyas+D3Ei8E7GPrc0+Tu+obOBH8chffhv6K4VsC2N6DsfxDdBNGNYITAjENkvfVTMQdKZ8OAJ3avfY3Z/CREN2A68vm4YjsHdv09rj4TwYhC+RzM7dMx1/wHlY2w+EzIOxX6/wM8vevdlUtzcd8xr0HR81SU/4S/0ymouWNxomOkwZ/9jn7uC1GTYRisX7/elnOd2jk72Du/nbODPfIrLge9LjmK9S9+hRmtvVjdnub/2zXQp6vC5h0mf/xH0/saZVlE5g3nyI8X0LVblHOPheMOgO6drJ9Mn4LDodCzC/TsAofsDcfub3LZfVDZ9F23yHlHG+zbXyEYhqeyxvPhh0t4/DXQNDh4iMmYA+HyExT26qHwwkS4bLzJ1Q/DsvX170tR4OihMX47626Gj8jgmzlBPv/BIMupY+i7/qI5mexw7ovGSdeCFGcYBgsXLrTlL6ids4O989s5O9gjf1wPM71wMnE9XO+6Pcq/7VXY8T6gwqBnQfM273aKAv59oe9fYcSXcPAyOKwSRpXAgYUwfKbVixJg6wsw/zCU8Mom7zKmh5m2cBKxBjLWolfAuvsAiHe/mSF5V6EqVW8eVRfkHI3Z6Q6KTz8XM/9qQIHiD+DHobDhEas4ChBcCqtvhXl9cC45G2fJR+Tpm3AX/RvnkrNhTh7KyuPwTfgW59A1oKbe+WWHc1+ImjIzMykvL7flyp92zg72zm/n7GCP/KrLQZ8rR9cb6gt7ln/MQXDVqVbvvt/9DUoqmn/bZevh3hfhuBtgyEWQNR4yx5kMusDkmOtN7nrWJB43Of1IhR/+AyP2avq9iOJy0HvCcSgNZKxJM3UmXWS9V/v3x25O6XECfpf1xbuuw3eFVrtGXeEg/N1wojE49gCFX5+Duy4Hd9Vbwt4FcOdlsPJ1+PwxhYuOMxiRX84fTo7z9iSDHR/Bl0/G8Rz1A46+G1PyfZ4dzn3RuNTvAlGHEYsRXFRIfPt2Yju2Y0ajZI46DG//AYl9TNMkvGolkXXriJcUY0SiaBkZePr2xbfPUBSt9hLyW19+scHH8u+3P/5hw9s0jxBC2E2braoc3Vx7uHXWqMb3NUxrZLHRxPhiRQFHtvXj29uaDzL7aFh6KQR+xb3wOIZ7YE0jdxGMFDO9cDKH9L2cDE/nRjM6Nv8L4tvB3Qu1+7XsX7qiwd6gZsCN2X0KSq/LYPnVEPgFVt8MW18GzQ/l/9u5s5YBnc6FjAOg/Bso/RxiW1GCc/FfAvA98VUFVDx8ZOP5hRBCCCF2g+q2RjG05qrKNYdbvzjN5KNv9/guqQzB8g3Wz+xf4Muf4fVJJgN6KvzvkRh/13/gY+2gBm/ryPTS58rRbPnwR+KlwUYznmT8yIDuUFph8tibDtY+dhQ3xPR6+4WjCuH/HcC4/yzmoT/GOHKEwqTL4TejTdYVWfNcqlVzdociJu98Bd/8CocOhdEHQM8uCvsPNoFCOLgQvTiL0JcH7/mTJEQrSbvioxmJEFzwK6rfjyM3l1hRUf194nEq5nyLo1MnvAMHoXo8xLZvI/DrfKJbNpMz5niUOvN1Obt1w9uvf61tjry8Ns0ihBB2E4230arKpgnLfw/xkqrh1nc3uJvi0sClYW6rMZjGpVnbmyP/VNj/B1h8DkrgF36bp/C/UAUzQ1nUfBsZjQe5+6O+QO2MieZWLQLjV8GxuWoId+87Qa1fdKwn8xDYfx5s/AesvdMqQlbLOgq6Xg6dzrYKkgDdr7Gen2Ah5rbPiL7+L1wHrsWxVxG5T/wXc4OC0ueOxh/P1CEwF+cB66zLQgghhBCNUN1ODnnvZqB1V1V+6BroXaCwaXvjw61jpk5E12ut+BzRdWLNfP/y1Xw4YAK8fpfJ0fsp3BJ/j2HGOh51nEJU2TktTGMZ63KZMS6LfwHA316Hkspdz8m4ZI3C0dfD5Sea/O33MLi3wuCqWXbmLTZ59mN4/XMoq3or+9T71r8De5qMP0jlwRN74e63GS2vnIwzZ/FGd7jxmaantBkx0MTRZyNOhwnxJncVYrelXfFR9XrJP+scNK+X2I7tlHz6Sb19FFUld9x4nJ27JLZ5Bw5C82cQ+HU+sS2bcXXrXus2jswsPHvt1ebtF0IIO2uzVZW3vWINRUaFQc81Otxa8bnoVDIFfVslJX3vIXfNHWidM1B8LZgjx9sfRvyP+PKrcWx7icO9Ibo74rxSsXMIiW5EMcwYGe7OAImMdReDOS1LRTEqwTsICi6loYWpGw7igJ43WUXGTf8A1QcFl4B3QCP7K+AfhuIfhuv6P6BvXkr8hXPwjF2GUvIW7rKPGZsBP8RMdMCtGOzlAefKa6B0Jmp8OzmPgbl6B/heBnfP5j9fQgghhLCNuisrt8aqymMPht/VGG5d2siEjCFdp9+nr5Lv9LBg3DkMn/4WO2JhQnrzvzzdsgNG3wj3/0Hj5rN1TjJ+YmBsMzc7L6VUyWgyY92FYM7Uv6MTFRSVwN//C2ozqy+mCc9+DB/+D244x0RV4eUZULi68dtYPTgNpn64gYGd3My7vR/O4csYfygcd2CMt+PTeEE7hqDiwW1GOchYycXXxTjxIOjROQ7M5LPhCudNtu5LtJ8RvXvxm1GjGNytK50yM5n45lt8vXQZAJqqcuWxR3PogAF0z8khEInww+rVPDXrC3ZU7vxFePO6P9AtJ6fW/T4163Ne+XZOe0ZpUtoVHxVNQ/M2PYeXomm1Co/V3L16E/h1PvGysnrFR7B6TKIo9YZlJ5OqqgwbNsyWK3/aOTvYO7+ds4M98je1qnKL80c3w8o/Wpd7/gmyDm1yd8XnQivIxHfXOLSCTBTPbixwonkxBjzJ6yte5cysOP2cMS7M2MHUmBNNdSV6dtblcviYckYJleFt/OPTvhyd6QIzYvXUVByoqtmy7J7etVbzbg7F50LNH0DFPSfguuoJ1KK/oAR+5sQshVH6Dop1jb7OGJqiwPbXATAVD0RiKHwFP42Agf+BTme16HGbww7nvhA1VVRUkJWVRUVFCyYu6yDsnB3snd/O2UHytzR/lh+m/sW6/MI0k493UUsJ6TrbzDD3L/mFbdEwEaPlozZ0HW75t8KOs89jIu8zyNzMY7Fnud68FDOmW8XUBhiRGHPG3Isjx8dx71/PeaUzIBPufcEkEAJoWfZtpfB/T7es7SFdZ82OOKGZoxjzxCqm/MEawv0b/RuO139hudKN/c3VuInDCQAK0Rg40dh/sM7Pz8Af/wHPfNyyx20Ou5/7jfE4XawoKuLjX+Yz5dyz61znZFDXrrzw9TesKCoi0+Phj+OO5/7zzuXKZ56tte/UL2fz4U8/J/4fjDb8eSRZbPXu3giHAFDd9Ye1hVetZNvrr7LttVfY8eH7hFevau/mNSoW2/M5MtKVnbODvfPbOTtI/hblX/nHquHWe0Ofyc26ieJx4p80fvcKj1VcDh9nji8jPOgNIoZJP5fCPQMOxoWOprpQFSeVkW1URrYlejxW387ryub4TFDMCPj3t3owVmnXY+8/DPafR3yvx6k0IFcz6O+KoSlQqoNe8FvY5wPMfdZTctV5mO69red68Tmw7ArQW3MtSEuyzv1mLxAkRCtSVZVevXrZsuBu5+xg7/x2zg6Sv6X5/3qlNdx64zaTG3axunW1iKHzwNJfdqvwWM2IxHhw7Nsce7NGGV72MrcyZdXfyPPEEj0cE/tG45hV8zgakRh6IMJ5+jfkZ5qs2Wzynw+t/dr72P+6QuGo6+A396oUkUU+lRxqLsdNnBJ8PD9d4aw7TPY6w0HFi6fyw2IFv1dh6i0K/70Hclt5XZhkn/vNXSSovc1duZKpX87m66VL610XiES46ZXX+GLRYtbvKGbRxk08+ul0hnTvRpesrFr7BiMRigOBxE84xT5Pptaz3sYChYUoTieuHj1qbXd27oy7T180fwZGKEhw2VLK//cNRiyGb9DgJu/TMAxM0+q6oygKqqrW2lZzu16nu3dj21VVRVEUdF1H13WWLl3K3nvvjdPpTDxm3f0b2q5pGqZpNri9bhsb294WmZrT9ur7qM6uVfVGTfdMDW1vLBNQL3+6Z2rucao+9sOGDUNRlA6RqWYbd3WcqvPvs88+OJ3ODpGpWmOrGNc89i163QssRtv+X+u2A/6NpnraNZOmuNFyxvB0Mfyhiw+1Yg5m4Uloe3/IHSetZvJHPZl4wkoy3J3RFDe6rlttD61gZNUoc7333WCYqKrZ5Ote9fNjVj3+nmQyqu7DMAxURUPpejVazqlUbv4ns5c+yGEHfYQ/7xhQPeiAURpCX9kZo/9XaCV3wuYnoeg5zLJvMAa9iJp1SNPHKQ1e9yqC25heOJkDe19ChrszHldGq2Sq2fa6x0qkvsyMTHTd+oAZi8UIh8N4PJ7EaxNAJBIhGo3i8/lqnbfhcJhYLIbf76/1QSsYDKLrOpmZmWRmZlJYWEiPHj3YsmULhmHUWwW0oqICVVXx+/31tmuahs+3c8oKwzAIBAI4nU48np1ftuu6TjAYxOVy4Xa7E9vbIlNNgUCg0Uw1s1f3gkn3TC05Tqqq1suf7pmae5yqj31WVhaxWKxDZILmH6fq/Pn5+RQXF3eITNXC4XCDM8homoYOLX7d69Pdy4STgwD8+d9eSitD7Z6pcDnc6PwtDxf/i333Mvn87xqn/J+bH898hIM/+guFF/yLeFnQWsHa5SEQCNA52+Rc3VoR5/7XPbg9TqKxpl/3MjOt9x2ZmRno0cgeZcp0WLlcLifEo3zwjZsvzlf47alZDLz4QF6Y+CPfzA3g0byoqkqWw4lRmsWJNzq5/oIIEy9SOOtohUOHKvzuYTfT5kTS/nUvq1Mujmwffa4cTflniyhfv7VNfp80zSqx+ZwucOxsX0zXibVg+H9T/B43hmlSGa79hfmFhx/GpUceQVF5OTMXFvLmd3PRU+i9p22Kj4GFC4ht2UzGISNRXbXn9sodd0Kt/3v6D6D4048J/PIz3r36ozgaf5oKCwsTl/Py8ujVqxcbN26kuLg4sb2goICuXbuyZs0aKmuMy+/Zsyf5+fksX76cSCSS2N6vXz+ysrJYtGhR4kPM4sWLGTx4ME6nk4ULF9Zqw7Bhw4jFYiytUSlXVZXhw4dTUVHB6tU7J4dwu90MGTKEkpISNmzYOZlDRkYG/fv3Z+vWrRTVWMSnLTMBTWaqvv3ixYs7TKaWHKeBAwfWyt8RMrXkOFXrSJlaepxKS0vp3Llzh8rUqcD6Ax+Px0FRMU2r/RWVFfjcuSz68VfM8jCZryxiyWURBo3ct8lMlQsn0wmo0A5mzfpshueQlEwro7DS/zf2qvgTavk3hH4YQ2TgSwCsXbUZp7JzeMngwYNxbLgPTVEoV/dl9YYesHFh0697W612LJn7C2aeF1eOf48yKeURugHbt22ja54/kSmin8zMygfZz9ybXKefJUuWEIlEEvtXBuJkD3iCNeV70zN4J47wctRfjyTW799o3S5J29c9j8/BvZ9Y8z5P+bQ/quLkrhO34Pdmt/rvU5cu9aeFEalrw8YN+Ks+aEydOpUrr7ySxx9/nAkTJiT2mTRpEpMnT+add95h3Lhxie0TJkzgmWeeYe7cuQwdOjSxfdy4ccyYMYMNGzaQVdVrYePGjQwdOpT169dTXl5eqw1ZWVn06tWr1nvO8vJysrOzGT16NNOnT09sLywsZNiwYVxyySVMnTo1sX369OmMHz+e2267jUmTJiW2t2UmoMlMgwYNSmTvKJlacpxGjRpVK39HyNSS41StI2Vq6XH6zW9+wxNPPNGhMk2YMIHn33iFuo4++ig+++BT1q9cRYbmJPjCW6xfspThh45sOtMn58K6yeDbh6fe/B+v5eS0e6bLr/kdK9RubOr+Mrmhaxm+VwlrPhjIWQ/ksQ1Y8P3PdM/tXOs4XXvKanyE0b2DeertBTylOJp83Tth9Bjee/FlKq76M+tWrGDx5k17lMmoDFJ+0R+46cabmPjXexKZKuJhTvrpEfrv05/Zs59m7sJfGDp0aGL/w484hjumTufGyR/j33A1PTqt5+P7Itz/ZhemvBBI29e9mbO/4MBP/kK86nPH/m/+kaKrXmX9yjWt/vsUCAY56/zLeefG6xPvHwCenf0Vz331NXvKpWn8fvRxzFxYWGtY9dvzvmfpli1UhMIM69mTq447hvyMDP752cw9fszWohxx972pUwptoeoFZzJHHYa3fyOT7APhNasp/+ZrPP0HkDXqsGbdd2jZMirmfUfO8eNwdSmodZ3b4eClyy4BoHPnzomVs9uq5+PixYtt2/OxsLDQ1j0fFy5caNuej4sXL7Z1z8fFixd3yJ6P4VgZt7+fT6a7AKWq+FgRKeKvpxfj1f1sz50I0arbOFXyS6ag+FwNZ4rtgO/7oBgh9CHvQd5JSc10z6nb8QZ/Ql1yGooRRs88gtuWfc2dp2zHq7mhci5K+dfWT5m18mFw8Ie488cnMjX0uqdGdLbn3Aaxqkwujdzt9+DI9KJXhtHLQoT//jWePx6JmuXBkendZSYzHCP0wOf4bh2N5nMnMoWipdzxQSfuPW0Hfk/eznNyUxllve8hZ/XtOLpkYrg1iG5BXXEFSukMTNUPB8zHcPWpf5xI/de9cKyMie/m1log6K+nF+N15bR6z8dt26zFhi5+/kUicVlSMmXpOv6fCpn79Wdt3vNx48aNtuz5mJ2dTWlpqa17PpaXl9u25+PGjRtt3fNx48aNHbfno1vjsFl31GrL3OOnoFWGWXPiBbhUa/+oYbDXtNcIxGINZvJ6FNa+qdA5x+Tav7t5cYYzKZliDjh42q3MP+VhRvQI8/5fQ+RmwM8rFW7f+za+Pf3fqJEwBww0OGK4zqi9oxx7ADgdcMnDGbz3+c5MDb3uxYNBVp94Ae7E86Kzz5fvs6OinCy3h3x/BhN6D2TquuWURSMUV1bsMpNbVbmmz2AeXfYrFeFwIpPmdzP8/Rv5fvz9hEsqEudeZ5eHH484iREz32ZbOIjD5yMnw+TRP0Q466g4cR0O/p3Jyi3p+bqH11nvnPxu7F+JlQfbpOfjyCPHYo7cf7d6Pn59x//VWnCmJk1Vufecs+iSmcV1L77U5JyOJ44YwZ9POoHjH/hbq/W43FMdvudjdPMmyr/9H64ePckc2fQiBDWpfuukMiNNT9Kpqmqtk7t6W0Nq/nK0ZLuqqmialihytuR+FEVpcHtjbWzp9t3N1Jzt1R8UNU2rdX06Z2pse0OZqodn1s0P6ZupqTY29nvUkTLtanvN+6752tJRMgGoesP7KYqCGdWtwmPnDHQ9hlYcgZiRaKMZjhG8fxa+W0ejeDTY8h8wQuAdhNbpZFDUpGbSNA0tfyzs8wEsOhWt4huuzQfv0lPQKn8Cs/bfk++DJsNyDq/3+lb3996IRq3nobM1HMfcVomqgxmMUpx/e6JYG/nbF+DS6FQyBbWR1bsTmfwamXefWC9Tzb871f83g1GK+/8VgNJ+9yYeQ/H1gGEfwS+jUCp/hOW/Qxv+mbWy9i6es+qsqfS6B9ZCSDXb19i51Nj97Orca2zaAZG6Kior0OsUicPhMOFw/blBg8Fgg/cRCAQavu+qD17l5eVUVFQkzo+GJuI3DKPB7bquN7g9Fos1OH9qNBol2sCHldbO1JzthmEkste8Pt0zNfc4ZWZmNpgf0jcTNP84Vfc26kiZqjUnU3l5eeI+O0qmapq7/t9BXdfxKFqi8AjgUlU003rPUFFRgVvVuGHgcB5bvgCA848z6ZwDW0tMnvkwTDgaTkomLcMqKgWCQb7+OczYG2HmI7B/f3g89gxrJhZz6BADn6f2+595ygBenbUOvXLnaIuGXveyHK5E4dF6XjRioTBeTWPZ2HNwV72vuKbPYCJVq3mHdpGpArj713n1MmlmLPFcgXXueTWNb48+HYD5Y85KPMb6Cp2zb4dP/wbjRyo8dyscclUFsTrfm6bD655G/Tne2+pvrlY1ajYYi4LR+HvOltJUlbvPOpOu2dn88aVXdrmYzKJNG3FoGl1zslm/o7jJfdtLh57lNrZ9G2Wzv8SZn0/2kUehNPIBpSF61VAttca3J8mgaRrDhw9v8sNSR2Xn7GDv/HbODpJfURUczvrFMzMcJzh5OmY4DkYUNj9hXdH9j4nCY0rIHQP7vIepuOntUtAqvrMKj1o25J0E/R4gPPQzXiutf9Mmj72qWD9Vqou1SucMlIJMqzgZ1a3tu8mheRg39C4c2s6/fWZUTxQ/6z2G4oBBz4LihLLPrYLwHrD7uS/sp7onjB1X/rRzdrB3fjtnB8nfGLeqceuQ/RKFuJvOtbY/+R6EU2jR3h+Xwtg/QVkA9jKLOG4/E59HoTJoMn2eycT/mBx9s5NbnBcDtQuSLTn2TkVLFB6ruTUNp7L775GMaJy1T8+qtVhO3cep+xi/+xuUB0z2G6hw64W7/dCAnPu7q7rw2DMvlxtffpXyUGiXtxlYUIBuGJQEGi7SJkOH7fkYLyul9IvPUf0ZZB9zXKPzNhrhcL0CoxGLEVq8GMXtxpGX1x7NbZRpmolJuZUGepN0ZHbODvbOb+fsIPmBesOj69n2BkQ3gyMXCi5pn0a1RO7xRIe8xa8/nsKIIVNw5Y8H/75Q9WbOjJbSUMLdOvaqgqIqDd5fSzk1D+OHTWr0cTBVVCUHflagAtgCbB0OgRkQ+hQ8K2DQDsjKBy/Wjwfw1fk3s+q6OuTcF3ajaRqjR49m1qxZ9aYE6OjsnB3snd/O2UHyN8eYg2DYXgqRqMm/3kt2a+r7YQmMvc3J3f8cypdTF/DF3Dg/LYN41eHUMlQOa6BImOxjb0bjrJv6eRM7qCjRLA5QDyTb2YUeSg+6lndl9i0GpxwT5s78AGr3IMu2BQkRImgGCZkhgtT+t8KsIEgDvWLl3G+Q1+mkR426U7ecHAYUFFAeCrGjspJ7zj6LQV27cssbb6AqCnlVQ8LLQyHihsHQHj3Yp0d3flq7lmAkyrCePbju+LHMWLCw3qI0yZSWxcfg0iWY0ShGyDqhoxs2YFR1u/UOHgKKQumsmZjRKJ59hhKtMaEpgJaZibNz58R9RTesx9WjJ5rfjxEKEVq5AiMQIOvwI1CS3PvCMAxWr17NsGHDbNcTxM7Zwd757ZwdJL8J6HqcRpObJmx81Lrc7SrQ/I3tmVRG1hG8WgrDuv0eXDnNu00qHfsi4EdQ/ucg2/97HJFuKPhRslU4s+7OR1f9NJMCDAEOBg6q+ncQGGYK5ReiHfh8PqZPn05WVpbteoLYOTvYO7+ds4Pkb47qXo+vfAZbS5Lblsb8tEJlivNsvv3vYvTK5s3hnErHPk/JY6Q2kqNch+H/9TS0QE+UaDYKKl/46uy8DnjRKh5NAmjGW+8l+hK+07/ju/h3zInPodAoTKn8qWRw9248fsnFif9fd/xYAD6dP59nZ3/NkYOthYqe/92VtW533Ysv8cvadcR0ndFDh3L50Ufh0jQ2l5by5tx5vPHd3PYL0QzpWXxcVIhRYyx/ZP06IuvXAeDpZ61WWV2MDPz8U73be/bqnyg+urp0IbZ9G+EVKzCiERSHA2d+Pr5Rh+Hq2q2towghhGgGMxzDKLOGGJhbZ0LgF2uob7dr260NMT3MrMX3M3rvW3FqyZ2SoxbDtHo9GnvY97EM+C/wDfADULWItoITl3NQrV3NHBOlmwLdgc5YFeOKUtj6LUS8oAyFWBcIA6GqnzBQPe2RCSyu+nmxalsmqAeqdBnYBS4BhlJ3tJIQQgghOiC3qpHlsOblO3AvjRMOtd4APPpW+7VBcTnodclRrH/xK8xox1sQzoePc13nMsYxhpHaSAZoNRbsrVPgLTVL2WhsZJOxic3mZkxMOnl8jBvhxRH3sW69j9IdPnz48CpevHjxKT48ys73x0O0IQzRhnCZ6zIAKs1KfuIneAD2Yz++4RvMVhm3k/5+WbuOI+/5a6PXN3UdwLItW7j6uedbuVWtLy2Lj53OOGuX+3S5qHnD8FzduuPq1n1PmySEEKIFTAwwq/5thuD9swhOng5A/N0b0Q4HOp8H7vZ7/Y7rYaYXTuboQTekRPFRcWng0jC3Ve7c6NKs7S0xH3gWq/BYd4RMLzD3jRP470foWcXoShn61s3kr56MklN33HQOrPkO1t8LWhYcuBDcPWvvomMVIYuwCpzVPwuAClC+VOj2ZTd4GugJjAOOB46kwWHaQgghhEh/Nwwczq1D9gPg0+t7AcuZ8b3JwlXt1wbV5aDPlaPZ+Pq36ClQfIyZOhFdrzUfY0TXiZktG648WB3M792/51LXpeQoObWu22hs5Cfje8YMjKFnrsFw78Bwl9Bn2vOUx+tMtBmEa3LgiRsVCqImJ0yARWtq76Kg4MFDF7ULh2iHcKh2KIc6DuVA7UAylAyO4ii4H77SvmJz1mY+jn3MR/GPmBmbSYCGF14SHUdaFh/tpuaS83Zj5+xg7/x2zg4dN7+mutBUF5WRbfW21aTU6fLmu3U07ssPofyIm3Afvtra2OOGtm5um2loYZdqzT32is9Fp5Ip6NsqKel7D7lr7kDrnIHSyErXtYSB94BnsIp/1foAZ7BzOHQXMEtjhF6ZjUKG1WOR+itJJvS+HXa8B8GFsPxqGPph7dWvNayhOntV/VQNqyIEzAdjjkH4gzDeBV6UDYrVvmewCo/HVrXtBJo13EeIdGAYBoWFhbZcCd3O2cHe+e2cHTp+fjOmY0TjqC6r1GBE45gxnaaGMzy2fAGvrF3OwtNPwRyyHIBH32yP1raNhhZ2gZYd+1DVqtP5Tg8Lxp3D8OlvsSMWJtSMuRIdODjNeRrXuK7hOOdxie2bjE28Fn2Nb/VvmRufy0ZzI1kOF2t7X9CsXE++B+ccY3LM/grP3mpy+B+gZnNMTEKEWGusZa2xlrdiVtdVFy5GaCM41ncsdxx6B655Lrqp3ZjgnsAE9wQiZoQv4l/wRuwN3o29S5lZ1qz2iPSSQsuDioZomsaQIUNsOfeVnbODvfPbOTt0rPwxPcy0hZOI6dZkxy6HjylnlHDHSWsAuOOkNUw5owSXY+fkMgqg1VkkTPE4UbO9eM/5xdqQfTRkHNAOCSzReJBQtCxxeU9VL+xStwdlS4+94nOhZltdAtVs764LjwuA27CGNP8eq/CoYPUwfAP4EbgLOBHoUvUYLg2cKua2SquXZZ3elWY4RmDSNMxwDFSXtfo1GpR8AltfalYOvMChoN6o4vvCh7JCganAOUAuVnHyE+BKYBDwW+BjrCKqEGksEAgwbNgwAgH79fiwc3awd347Z4eOlV9xOeg94TgU1873bUYkxrzTHwJg7qkPMmfMvRiRJr64BCKGTnk8hmvEUjwuWLTGZPq8Nm16LarbieZ3Jy7vqeqFXeoO327psQ/p1vMCUB6P7bLwOFAdyBTPFNZmreW//v8mCo+zYrM4K3AWfcr7cHP4Zt6JvcNG01oXo7qHZbW6vSvdqsYtg61VyE0TJjwIwbDJyH0UbjynWTGIEuV7/XserHiQzM8yyS/L58zAmTwTeYYtxhbcipvxzvE853uOoqwi3vW/y3nO8/BRd/JJkc6k+JjiDMNgx44dHfabsabYOTvYO7+ds0PHyR+NB6kIFTG9cDLBSHFiu8vhI9NbwLihd5HpLahVeASrc53ZUPZ4MZ7xi6zLPW5sw5bXFo0HmfhuLvd83BeAuz/q26wCZFO9GxvTJse+BPgPcAxwFPAUUAx0Am4AfgFexxre3EDNU/G5yFtzJwC5a+6gU8mUWkVOMxwnOHk6ZrjqDXbmQdDzZuvyqhshVlz3LhuVyJ9lwFlV7V6GVXi8GijAGhr+LnARViHy91i9OFN0QnohmuJ0OrniiitwOvf8w266sXN2sHd+O2eHjpNfdTtx5vrpc+VonLn+WkW7eEWItU/PIlYS2GXhsZrbaeLebwlg9Xo022k6QNXtZNTM2xn5wV8AOOS9m5tVgGysd2NT2uLYZ5DBb12/5ZuMb1iWtYzbPLfRXe1OqVnKY5HHGFI+hDGBMbwTe4c49dsa0nVGfGb1UBw+/S36ffpqrSKnW9W4dYhVfARYuREmPm1dd88V0Lug+W2tzh9xRng39i4TQhPoXt6dgysO5v7w/awx1uBW3JzuPJ3X/a+zNXsrr/le40LnhXRRuuz+kyRSghQfU5xpmmzYsAGzvV59U4ids4O989s5O3SM/Lsq2DXW86+abjTwzW7xsyjeOKarP+Sd3BbNbqQtUXQjit/VCb+rE4YZQzeiu7zdrjI2pFWP/Q9YPQSHALdgze2oAKOxhjIvxOrl2HvXd6Xm+fDdNQ6tILN24TEY3bkQULDGc9LnLvD0h3gJbHig2U1uML8DGAXcBxQCHwCXYvWIrMAqnF4ODADGAlOAOTQ5OlyIVOHxeJg6dSoeT/LnkW1vds4O9s5v5+zQMfLXLdiN/OAvjJp5e6Jo11jPv6acPdpE9YfZXgovz2iLVjdMcWqJIeJgzf2oOHc9AmV3MrbmsR+mDuM533Nsyd7CM75nONxxOACz47O5NHApPcp6cGPoRpYaS3d5X6WxGPcv+YVt0drDur3azoWAvNrO0tHjb8P3i008boXJv21+mxvKb2Lyg/4Dt4Vvo195P0ZVjOLvkb+z2diMX/Fzvut8Xva/TFF2ET9l/MT9nvs51nEsLpoxzZBIKVJ8FEII0eqqC3YZ7s5kuDs3u2DX+B2GUHY8BYDZ6Q+gtN+fr+o5KQPR7QSi21EVZ705KlNKDLgHayj1u0AUa37F/wN+xVpY5kygBdOKKh4n/knjUTw7v6k3g1G2506kpO89ABT3vXtnAVL1QJ+7rcubHofIxj3LVE3DWnzmMWAp8CZWIbInYGAVXP+GNWy8PzABmIb1HAghhBCiVdQt2EHzi3YN0TS45iyr6PXMByrhdvy7XT1HZbWdc1SmJgWFP7n/xI+ZP3KZ6zL8ip/1xnruCd9D//L+HFN5DC/GXiRYbxXBxkUMnQeW/kLEqF14XH3CBSwYZ42tnj/2HLxV0wIZBtzyb2u/S8bB0H6tl+87/TtuCN1Az/KeHFt5LP+M/JNl+jIA9nfszy2eW/g843OKs4t5x/cOZzvPxkP6FvLtRIqPQggh2oyCirKnf2qMMCw+EyW+GaPcDTkXtk7jmqnuPJV3nrym3lDxlLESGA88glWMG4c1N+IPwM1YRbpWYkZ1iOoonTNQOmdAzLC2Vet8Hvj3s47fusmt98DVnFg9HR/DKqrOA+7HGj7uw+oV+TbwG6zenzcC/4N6C6wHQVmmMmThePb5/mScEVlWWwghhGgvqgrP3wbD+oMZV5n6fvuWKIxIjDlj7mXuqQ8CMO/0h5o9VLy99VB68Jn/Mx7yPoRLcfFF7AuOrzyevuV9uTN8J6uM1lse3KlotVbadmsaTmXn/7/4CabPM1FVhb9e2WoPm2Bg8GX8S64LXcfgisH0K+/HVcGreCf6DmVmGX7FzxmuM3jL/xZF2UU853uOsY6xaHXmEHLjZiADOPjHfpzyyX4c9GPf1m+saBZZ7ToNZGRkJLsJSWPn7GDv/HbODpJfqV4h2YjC4ouhZDqm4qTinvFkTmv/58bl8OF1ZScu17Q7czs2ZbeP/Wsa3Is1J6IPqxB3EU0tLtk61EYeQFGh7xQoPBG2PAc9/gS+wbu8u93KrwADq36uAiLAt1g9P9/Hmg/y+aqf7sCBwCZgHbANPGRxFZ8C8Mlvbuezo//a8jYIsRt0XWf69OnozVi9tKOxc3awd347ZwfJX5OimEz9C1x0vIJhQGjGYWwtmdvu7TAiMfRAJHG51nW7MbdjY/bk2J+mncFjvn+Rp+YRNaPcFr6NRyOPYpK8aZpu+w+MOwROO0Jh1DCTOQub3n9P8q8x1vCf6H/4T/Q/aGiM0kZxrutcznOeRxe1C5e5LuMy12UUGUV8E/+Gbmo3+qp96a52t+5govXP9NEL+OHANS1+fLHnpOdjitM0jf79+3eIVW9baney11p1Nc3Jsbdndkh+/rorVLc3BdA0B2g6yvpLofgjUByYvV8mOrdvmz727ryG7M7cjo3ZrWNfDFm+y1EnuqzC4wHAV8DFtH3hcVdyx0H2MYAOa+/Y5e6tdu67gWOBf2AtWPMycDrgwSo6foi1svc2a3fTYbK900oWDfuYXwa/lRhqL0RbCwaDjB8/nmCw+cPjOordyV5z1dV0J8fentkh+fkbWqE6OUwevcHg8hOtNyvXPaQRW9y/TR9xd15Ddmdux8bszrHPIAPvkt/yovd18tQ8FumLOKTyEB6JPJLUwiPAz8vg9VlWG+6/atf7t9a5r6Pzjf4N14eup0d5D8ZXjufF6ItUmBUUqAWc5TqLwxyHJQqPcTPOpi4l/LTvWtb03p7yQ+s7Kik+pjjDMNiyZUvar3q7O3Yne71VVxPb068oKcfentkh+fnjepjphZOJJ6n4aAIGcTJvn4FS/gGgweBXIavtF5lp7DWkvbTo2EeA/4AyzoPbtS+malpDq6dhzXeYChTF6v0IsP2/UPF9k7u3ybnvBk4CnsOaJ/JJrPkvn8Qakr4AlC0Kzvlenr72ZK6+YgZTzihJ3aH1okNxuVzcdddduFz2K3bvTva6q67W3J5uRUk59vbMDsnPr7oc9LlydL05G9uXife4eVx+ivX3/uqHTF6e1valicZeQ9pLS469hsalrkv51vcj7qIjAXg88jgHVhzIfH1+Wze12e54BmJxk6NGKJx4aNP7tsW5HyfO9Ph0Lg1eSkFZAecGzuWO0B1cFryMYyqPoW95XzxlHnqtLWDU0hG8cv6clB5a35FJ8THFmaZJUVFRWq96u7taM3uyCwq7Q469PbOD5Ec1yPzDh3hGL8NEhcEvQOezk92qdtG8Y6/BK5rVw/EWULYr6EYx5utRq6jmbOKmyZB1KOSfYV1eM7HJXdv83M8Czscq0p4PHIY1D6a2czi915UthUfRbtxuN5MmTcLtbsEKUB1Ea2ZPdkFhd8ixt2d2kPxg4jn6B9z7LwHg+r+b/PuDJDepnTTr2JsK5zkuYHHmYp73PU8ftS+Gs4yzQ6dxfeh6wiSnc0BjVmyAqR9Zl++7yvreuTFtfe6HCPFW7C3ujdzLC9EXmB2fzVpjLTp6k0PrRfuQ4qMQQojU4YqTcdXHeI8pxDTA7PkkdLkg2a1KDbqCO34AeVkTUW93WcOH88C4JUZx+QNwcAr3FO57L6BC6Swo+SzZrRFCCCFEMqg6niN+wnPQIgD+70mVx99OcptShang3DqSzO//yn88zzFQG0i5Wc4D0b9ScfBEPtOnJbuFjbrnBQiGTfbtr3DBmGS3RqSqZE/0IIQQogMz6y0tXMWIQNk3EFpa9bMMpXIJnWasRan6Wqzyb6Pxv3xR+zU2RSkODbfnIPyR8WhaPqhg5pgo1ylwJaDH4bZospvZNN/eUHApFD1n9X7MGU3iQAshhBCiQ9E0OHwYDOkDg3rB4F6wd+8Y2d1fQVGt0Q2hrw/gn28tAOw9917M1GHrvmSuPRct2AOASrOSv0f+ziORR4hrlVzlTO0v4jfvgMfegokXwz0T4M0vIJY+Aw5FO5HiY4pTFIW8vLydK7/aiJ2zg73z2zk7pG5+MxwjeP8sfLeORvE0Pba3esGOyoi1ooeqOHcu4GFEYP7hUPlTrdsoYBXWgk4q/3kU4Rn7kuFKnyF0raHesf8OlNtdZHkuBMDMMOBqA+U6hzWEGFDCDnx3jUPxpPif9D6TYOurUPmjNf9j53Pr7ZKq574QbSUWizF16lRiMfsNAbNzdrB3fjtnh9TN71Y1bhg4nMeWLyBiNF0QNGM6RjRea97I6kU8FAU+fRDGHtzQ33ITM64SnrMf5d/tQ8z8pXVDpLi6x36ENoKHPQ+Ts3g0AKYa4Z+Rx5kcvJ8d5g4A3IbG/Ut+2eUxSbYHX4OrTzPp103hqlNN/vlO/X1S9dwX7SPFP6kIVVXp1atXspuRFHbODvbOb+fskLr5q+dO9d5w9C6Ljy6HjylnlFAZ3sY9H/flzpPX7JxHb+NjVuFR9ULmoeAdBL7B4B2MqfRDL8sn/NEU8jbeieKz12T0iWO/FpgMvGttN10mofLP8cw/DLW3t9ZtFI8T/6Tx7d7WFnP3gu5/gI2PWCtf558Bau3zKFXPfSHaSjgc5sorr0x2M5LCztnB3vntnB1SN3/13KlPrly0y0KXEYkxZ8y9OHJ8jPzgL8w99UHipUGMSIxLxluFx2jMZE4hLF0HyzZY/67dqFKx3c3PY4YzYsbrhPTULqi1tupj31Xpyj3ee/it67eoikrcjPNs7GnOO3oJt3/2FOXmzhEtEUPngaW/JK/RzVRWCfe9DH+7Bu64FJ7/FCpDtfdJ1XNftA8Z85TiDMNg/fr1tlz1187Zwd757ZwdOk5+l8OH15WduAxAZBOsu9e63O8B2HcWDHwSetwAeSeg5A6BLGtfM9V78rUBo9Sg/E/lmCPNROGRM4Bv4pi3xFC6pPlz0us20LIgtBy2vlTv6o5y7gvRXB6Ph6effhqPx5PsprQ7O2cHe+e3c3boOPlrLuChByIYkRhZfnjgKuv6B16FY66Hqx6Ch1+Hj76FBWsNgoo1qsV0ptoKeW0vx5PD9+d/z/Ks5UxwT0BVVD6Ofcy+Fftyffg67lv1Vcr3cGzKP9+BDVtNuuQqXHtm/es7yrkvdo8UH1OcaZoUFxfbctVbO2cHe+e3c3boWPkdmodxQ+/CoVW9yVh9CxgB8A2Hblc3fCO3RsVVI8CdWkOu62VpbetBOVYh69kslIgCBwLTgGdBGWj1btxVj9NUYoZjBCZNwwzXGFrjzIfu11uXNz4Cdc7xjnTuC9EcTqeTCRMm4LThh3A7Zwd757dzduhY+Y1onLVPz8KIWhP83XEpdM1XWFdkct/LjdxGU3GfdxqGllqliLpZWlu+ks9s92wOmnYQGUoGC/WFHF95PCcHTmaxsTjRwzFdio9uVeOWwfvhVne+Xw9H4b5XrMvXnw2uOqd4Rzr3Rcul1m+8EEKIVhONBwlFSxM/0XiwmbcpS1zeU07Nw/hhk3BqHij7H2yrekfS/x+gNNyLT/E4qfj9/ilXaKuVpbWtB04BZY1CLC+G8ZQBM4CRrf9Q7aV6mL4ZrvMmvvsfQHFDcBGUTE9O44QQQog0p7qdaBmexI/q3vX7JtXtRPO7E5f3lBmNs27q55jROEP6wB/Ptrbf/C8IRRq+TcQw8P7mdCIpNsqhZpbWlq/kMytjFvsq+0I2/NH4I/tV7Mdn8c9a/bHaS/Uw/ZrFR7CGWxeXm3TLVzh/dJIaJ1JSmo/fEmInMxjFKLMmljDKQiguzXbzxQlRLRoPMvHdXHRj55wxmupiyhkluBy+BhePqXubuz/qy31nlu4cMr0nTB1WXmdd7nQe5By95/fZUWwATgXWgtnNZMXfVjBo/KC0/nqwyddjVwF0uRCKnrV6P+alwXyVQoik82oaWQ7r71WWw0nM1G03X5wQ1VS3k1Ezb6+34MucMfdiRGINLh5T9zaHvHdzYv/W8Nh14HQofPGTyVtftMpddgh5Sh4zM2YyQhtBiVlC7ge5PHfEc+hpvMp3U6/HwTA8+R783yXwp/PgxWlJbKhIKWn80cYeFEWhoKDAlit/NpY9poeZtnASMT2c2GYGo2zPnUhJ33sAKOl7D9tzJ2IGo6QrOfb2zA6tk183ouhGlAx3ZzLdBWS4Oye2QcO90mreJsPdGcOM7dy/TjGpxb9bW6ZC4BdQfbDXg03uaqvjvwE4BVgDdAPzfZPcA3PTOnuzXo973GT9WzoTKucnNtvq2AsBRCIRJk2aRCTSSBehDqyp7IrLQe8Jx6FUFUm8msbqEy5gwbhzAFgw7hxWn3ABXi21pudoCTn29swOrZNfcWq1Co8AqsuB4rR+JxrqlVb3NjX3r1tMaunv1mlHwLhDFOJxk+v/0fS+djr+eUoeM/0z2U/bjxKjhPHh8Ux6J72zN+f1+J/vQiRqsm9/hTEH7bytnY69qE+KjylOVVW6du2KqtrvUDWWPa6HmV44mXjN4mNUh6iO0jkDpSATpXMGRHXMqL7nRZMkkWNvz+zQuvkVVBRFRWnBy71C7f33uLgfK4Y1t1uXe91mrXrcBNsc/41YPR7XAF2BD0AdmP7Zm3o9TvDvA7knWJc3PprYbJtjL0SVaDTK5MmTiUbT471Ja2oqu+py0OfK0YlCiVPRcNcphrg1DadSXTixXjN2p2iSLHLs7ZkdUi//nhb3PS54tGpwy7/eg4Wrmt4/1fK3lVwll8/8n7G/Y39KjBLGBMYwLzIv7bPv6vUYYMsOeHWmdflP5+3czy7HXjRM3t2nOF3XWblyJboNh5W0RvZ07hEpx96e2SH18jermNSUtXdAfAd49oKef9rl7qmWv01swio8riZReGRAB8uuKiiqAmojvRirez9ue81aBZ0Oll+IZvD5fEybNg2frxWmt0gzrZXdq2nMH5t+PSLl2NszO6Re/uYUk5py8/nQr5vCtlKTu57d9f6plr8t5Cq5zPTP5ADHAZSapYwNjOUn/SdbZK/2yJvWv+NHKgztZ122U35RnxQf00BlZWWym5A0zc2uuDRwaZjbKjGLKjC3VYKr6g/mnhRNkkyOvX01lL+hKQfa1a6KSQ2pnA+b/21d3usRUJu3WEtD+RWPA99d41A8bTddcfUXE23aS3oz1lDrVUABVuFx4M6r0+7cN0zrp6VyjgP/CDBjsOnxxOa0yy/EHtA0jXHjxqGlQbGstbUke8zUidT5UiKi68RMvV7hpCVFk2SSY2/P7NB4/rrTDaSDXl3gtousyxP/A6XN+BPeWP6IoXP/krZd7bk9eklnK9nM8M/YWXisHMuP+o+Avc79hatg+jzr/eFN51rb7JRf1CfFR9EhKD4XnUqmkLvmDgBy19xBp5IpOxc42J2iiRAppqEpB3ZXaxbZGi2KGjFY+UfAgNzxkHfKHj2O4nHinzS+zVbBNoNRivveDbRhL+kdwJk0WnhMJ7W+9NlWCU7V2lbNMDGbKkwqys7ej1v+DboUHYUQDQvpOv0+fZXh098CYPj0t+j36auy4IzoUOpON7AnWrvI1lBhVFXhkWvB51H4canJs5/s2WNEDJ0HlrZd8bE9ekn78fOJ/xMOchxEmVnG8ZXH84P+Q6s+Rnup+6VP9Rc+LfHwG9a/F46FgrzWbJ1IR1J8FB2G4nOhZnsBULO9stJ1DbvTY84MxwhMmoYZbp0V8ERymBiYpoGJsXNbKxfZ6hVF4+Ww4WH4vj+UfwWKE/Z61Co22VkZcDawBMgD3gMGJbNBe6bulz55a+5E8bka7YleqzBZrfN54OoO8VIoer5d2y+ESC8hXac8br0nKY/HpPBYw+70mHOrGrcMrr0giegY2qLIVrMw6nXDVafC4pfg7GOs93bX/R0MYxd30sG5cfOe/z0OcxxGpVnJ+MrxfK9/n+xm7ba6X/qM+OwtQlUFyMZ6otf12ffw60oTt0vhD2e0S7NFCpPiY4pTFIWePXvacuVPO2eH1s2/Oz3mGloNub3Isd/z/JrqQlNdVEa2UREpojKyLbHNjOoQM6zpCFpxKgIlsgFW/Rnm9YbVf4boBtCyYcC/wDe4+feTpOOv+FzkrbkTaKD39J4KAOcDvwCZwNvAkAbakGbnfs0vfaqfq132RK9JdUH3a63LGx9DwUir/ELsqXA4zIQJEwiHkzSdRhLZOTu0bv7d6THX0GrI7UWO/Z7nN2M6RrT2e3QjGseMtd1UBDlmJXddGGftW/DUzQqDeikEQiZ/edJkzsLm30+yjn9I1xnxWdv0nnbg4A3/G4xxjiFshjktcBrf6d/V2y/dzv2aX/qEdCOxrSU90R+p6v34+9NAMUNplV+0rvSZUMKmVFUlPz8/2c1IisayR+NBAELRMjTVhcvRMSeslWNvz+zQOvldDh9TziihMryNez7uyx0nrSHD0xmXw4dBqOqBWqHAY5ropbO5MAfcvxwAVL0RdveGHjdAwRXgyGzRXSbz+FcXyFq193QEuAT4DvACbwD7NbxrRzn3W9QTvetVsO6vEF6FWvIh+Z3ObKdWCpF8sViMZ555JtnNSIrGsqtuJ5rfnbisV3bMD6ly7O2ZHVonvxGJMWfMvThyfIz84C/MPfVB4qVBjEgMHK07+uvAoQ6uPtPg4uhDuC/UAYUtO0z+8TY89T6UVLTs/pJ5/KsLaK3Ze1pF5QXfC5zmPI2YGeOcwDl8Hv+8wX07yrkf0nXKleb1RH9tFtx3lUm3fIULRsd5qgPkF7tHej6mOF3XWbJkiS1X/mwoezQe5O6P+gJwz8d9mfhubqIY2dHIsbdndmi9/C6HD68rGwCvK7tVC/VqQTlsfQDzh8FkLD2Dg3wKCnHWxxTiA5+Dg1dYxccWFh6hgx3/ODAB+BxwAa8AoxrfvUNlby5nLnS9HABzw8P2yy9sze/3s3DhQvx+f7Kb0u4ayq66nYyaeTsjP/gLAIe8dzOqu23m+U02Ofb2zA6tl9+IxNADEQD0QMQqPLYSxRfi2nN0fn1B4YcndSaMjeEmzmo6MeEhlb7nwX0vt7zwCB3v+D/pfZILXBdgmAYXBy/mo/hHje7b0bI3RzQGj79tXb7pPJWFC361VX6xk/R8TAORSCTZTUiautl1I4phxshwdwagMrIN3YgCHbP3Y2sc+2g8SChalrjsdeXs8X22Bzuf95CK+U2UzCDuA1fgOno+rmFroci6Jm6aLI26+S7sYWGgjCl5p+FQ9uzPS+rl3w0GcC3wEaABzwDH7vpmHSJ7S3W/ATb9C6ViDpr+PWm7Co8QLaSqKkOHDkVV7dcfoKHsilOrNXRYdTlQnBq0YlElVbTWsa/ZU1Tzu63huCn+fNn5vIfUza+4ozj6bMI1dAWOvpv4q2otGKej8L06kHfUkcxVB/K/z/+KvgfT9aRq/t3xkOchfuf+HQC/C/2ON2JvNLl/R8reEk+9D/93scnAnkC3VbbLLyxSfBQpKRoPEo2FiOjlhKKluJzeWr22FOm0W08gUsznSx7k6EE34HFm4XL4iMaDTHw3t6pAC3d/1Jf7ziztsEPVResY4IxQoMXxe8C19HyU0Hryp61A9dX+MGN6DyDW5Xwmf/dnVFdWklrbuhSPA99d41A8e/jnMQT8EXgLUIAngJP3uHlppUXPpXcvyD8DdrxN5+jLwAVt3j4hRHIpbgcV8TCa340aDad8wSzZVLcT1eei528OZ/1LX6NXhBI9RasLtiM/+AtGNM6cMffK8ykaNcJYzWBjE10p4eY7YvTrYpDd41UUT+1zZtFqeH6WxvJrbmaH0vKRLKkoYujcv2TPV9R24OBh78Nc774egBtDN/JM1F7DiVvyXJZUwHOfwrVnAhsebfvGiZQkxUeRcuoWzFhuLZ4x5YyS5DYshUXjQe58vyuGGePzJQ8kni/diKIbUfyuTgAEots7dE9RsYfMOOfnwEhfWdUGBUpnWJeqThmjOJPwV8MIv92fnF/+DRkmYSZiRLYBOxe6SVeKx4l/0vg9u5N1WHM8zq/6/0PAeXt2l+moxc9ljxtgx9tkx7/AiG4Gb882a5sQIrlUt5Ph793AST89wvD3b0wUzETD6hYZe/zmcOaMubdeT1Ho2L1FxZ4yuTo+nQv0r3duSkwFY50vRtBNbEk/ooUDGPXcNCo1GHWll+q3dtWL2qSriKHzwNJf9ug+OiudecP3Bsc6reEsd4Tu4LHIY3veuDTT0ufy7/+tKj6Wf8XefbzMa8EiRaJjkOJjilNVlX79+tmqa3J1wSzD3RlMBRSzxvDqprVar6UU0JJj39hw9OpCUCC63bpPxZkWhSE7nvc1JSW/EcG1/LeM9FmL0CyNuiiKRhi1z71o9Kfs+A8wjO4Q8GEaYBZZk/y4HD7uPHkNkz7sUWtRmz2R1sf/a+ByYAfWqtZPASc2/+ZpnX1PZR2G6dsXJfgr6tbnoM8dyW6REG0uGAwybtw4gsGOOX91YxSnhupsYHj1LrRWr6VU0JJj39hw9OoVj2telw7FIbue99WSkV9VTZ66Xk8UHn9Q9mKd0pm5T//Alg3wzwHjMMoyMEMerCEbAApGJFprYZt5pz+0x71q0/n4H6gdyDv+d+it9iZshrkqeBUvxl5s9u3TOfueWrEBZnwPxx8Ml4wNSfHRhmz46Sa9KIpCVlYWitK8VWnNcIzApGmY4fT/tlNBRVW1Fg2xru5po3jSf3Lylh57sJ6zms9X9YrHd5y0BoA7T16TFkOudyd7R9Ka+R2ah3FD78KheRrfyRtFWXMmWslH6KbJ2xWZvFKRw7vlEO/2B8g+jfiyAswyL6YBGGatm1efU621qE1aHn8T+BdwBlbhcRAwixYVHiE9s7falz6KgtL9auvilqfBjLdC64RIbbquM2PGjGYvsuRWNW4ZvB9uddeFuo6ouqdNRyg+tvTYN6R6xeO5pz4IwNxTH0yLIdetkT2dtWZ+Ixpn7dOzMKJN/M3UdJ69XWfCeGul539qJ3CT67c85jyFh9928N5sFX1LZ8yQl52FxxqPUWNhm9Y4t9L1+F/ivIRvMr6ht9qbdcY6Dq88vEWFR0jP7K35pc+/3rU+Q1x8vInfu8d3J9KMFB9TnK7rLFiwoNkvUGY4TnDydMxwx/jQFot3jBy7o6XHvjE1VzxOh8IjtF72dNWa+Z2ah/HDJuFspPioZITIeeRdlMCXmIqb50tgfrT2uwHFpYFLw9xWiVlUgbmtElyatb0NpN3xDwK/A/4P0IGTgM/YrTVT0i47rfulj55/Pjo+iG6AHY2vFilER5GZmUlZWRmZmc2bT82tatw6xL7Fx46kpce+MW254nFbaa3s6ao185vROOumfo7ZWPHREcN/+ueccYyJrsP9jjN403F4rV1ipk6kzvuOiK4TM9vmvUi6HX8HDv7h/Qcv+F/Ao3j4IvYFB1YcyE/6Ty2+r3TLDq37pc/sBRkYzh5k+RUuHNsKjRNpRYqPacAwjGQ3Ie0pviCOvVfjGLAerf82iKyAyEaIlUAzhnMni52PvZ2zQ/vkV3MryJ78Is6hWzDVDKKD32RhuP5+is9Fp5Ip5K6xhsHmrrmDTiVTUHxtN4Q/bY7/r8BY4L9YnQX+D3gR2IP1d9Ime1vQMilxVq3Ms/mpNnmIjjRCQHQMWVkdY8GupHLGcPTajNZ9K1rnYvr3NOnRGXIzwZXCg2HsfOztnB3aJ7/ijpBxzmc4+24iEoXz7nPwiXZgvf1Cuk6/T19l+PS3ABg+/S36ffoqoTb8IjRdjv9AdSCzM2Zznfs6AB4JP8LYwFi2m9t3+z7TJXtb0A0FtduVAPz+tLZ5DLuPEEhlUnwUacnEwGTXH9AVlwaZBtl3P0f2pJfJue8F8p57FXXZCJjXC77Lx/w2m8jT17bKB9F0+1Ab08NMWziJmF674mQGoxhlocRlkfoaO5YNihfjGrmG7HtewNF7G0apB7PfJxjZRzZ6E8XnQs22ekSq2d42LTymhQhwL3AcsAir2PgacDPyl3UP7XCdY10onQGhFa1+/x1thIAQdmcocXxnzSDj3Blk/uZTMi/5kJ9ejLPhbYXijxUCMxSm39StVT6IptuHWsXloPeE41DqLErj1TSyHM6qy/JHKx00diwbkukzcfTaTMa503F034YZdXDuRI33vm38vA3pOuVx6/NLeTzWpoXHdKCi8if3n5ifOZ/DHIcRMkNcFLiIP4X/hI69n5s91nUCsTjsN1Dh0KGtf/cyQiB1yV8bkVY01YWqOKmMbKMysm2XK+sqPhedvldx9CnB1J2YWmdMNYOap75iRnANeAqzeO4et689PtS2qMi0C3E9zPTCycRr3JcZjLI9dyIlfe8BoLjv3VKATBHRuDU5dShalrhcraFjCYARgfI5sPHvsOQi+H4Q6uJeZP/tfbSCUvQdmZRedzb46n8TLhrxE3AM8DDWMOvRwDfAuCS2qQMJawMwM6uGhLVR70chRGqqXkClWnMWT7n6LANXj+3oOmwthvIA6PrOuYkdGhx/+hZOHLnnc+m2x4falhSZdkV1Oehz5ehaC9J4NY3VJ1zAgnHWFz3zx56DV5MP6alAdVsFYc3vTlxOXNfAsQTr/D5wMPz+dHjuNih8EdZ9ECfj3BloXUowQi4q3zqeL3+Sj/3Ntbe6N99mfMtD3ofwKl6+jX/L/hX780rslWQ3rWNwd+ej76zXnGtOT25TRPuSV6EUFo0HqYxsZVX8JUKx0lrXtWYBKpU56rwZql5ZF+COk9Yw5YySpucxLP8WZes/AFD2eQHlsCKUw8vhiBgcHoJDt2NmjEVxGCjrfwt6ZVtFaTFVVRk8eHC9VW8bLTLR/B6hTTGjOoo7gOfsVaj9NIgZmNH2/Yavsex20VD+aDzI3R/1BeCej/sy8d3cegXIevQA/LgPzD8cVt0I216FsNWTzNjhI/Lt3pTdcSn62vxmtau9VpNP2eMfAu7CGma9BKu34+PAW0Cv1nmIlM3eTqrz0/331oai50EPJbVNQrQV1e0k4oKD77qQsFr772xrFqDSSd0FVHa1su7g3nDPFdblm54wKTjdJPsEE8ex4DrOJOdEk9dmWEXHJ2/R6ZTd5hGaLRAIMHToUAKBQK3tjRWZWotT0XB7DJx7r0TxB3FrGk6lfYuPjWW3i4byq24nh7x3MwAjP/gLo2beXq8AWZemwbx/ww9PK/zrJoXLTlDYp6+CqoIRchNb2ZPKN8ajb+ncrHa112ryqXr8HTi4zX0bP2f+zEjHSIJmkBtDN3Jk5ZEsNZa2ymOkavb2Up3/ibetc+zcYyE/hV6XRduy1zuaNBKNB5n4bi561XyE36z8B/edWZootFUXoI4edEOjC0l0BIqiYJq7ubKuHoJlvwVMyD8DOp9X845BcYPqxuz5FOZ3w1BzVsCqm2Dgf9ogye5xOps3UVHNHqHV/2+qR2iTQj+TO/VVtG4V6JtzKb3x1FpXm+EYwftn4bt1dJuuKt7c7B1VS/JH40FC0bLEZa8rx7qi6DkIr7bO9azDIPNgyDwYw9iXHQVPoBRUzzlT0azHqV5YpD2k3PH/ArgFWF71/+OBR4Hurf9QKZe9nTmdTsg/E5ydIbYNtr8FBZcku1lCtCrV7bSKC1UFpkPGDq61SnF1AWrj69+iN7WKbQfU3JV1VRWeuxU8boWv55s8/nbt62NxKKuEP/9D49xDPBTkVTL1Fjh9Ylu2vvkMw2D9+vXNmue3ukdo9fnSnB6hjRnQyyTzwo/R8sswKr0E3hlT63q3qnHDwOE8tnxBmxWhWpK9I2ppftXtRPO7E5f1SqsDwhlHwv6DFGJxk+8KYd4SmLcYlix3MvuA82ho5eqmVC8s0tZS8fiP1EbyhPcJDnRYI4Fmx2dzRfAKVhorW/VxUjF7e6rOv6jCZMlaGNJH4fITTB56PdktE+0h7bpWGLEYlfN/oXTWTLa9+TpbX36R0Mrac0KZpklo5QpKv/ic7e/8l62vvcqODz8gsOBXzEbmrwitWM6OD95n66svs+P9dwkuWdwecRqlG1F0I0qGuzNuLQ/DjCUKkXayR6tdr70TQsvAkQcDnrAKjg1xdqXigao3Xlumwvb3dv8xW5FhGCxcuLBZf5xa3CO0MVueQ1k5Gq2bVYzSupWQ++SbEPwhsUt7DC1vSfaOqKH8jR3j6i8q7vm4LwB3f9TX6hFp6rDxMevGfSbBvrOg3/3Q6Sxw9aSlb0jbU0od/xXAb4AzsQqPOcBTwOu0SeExpbInQSI/Tij4rbVx85PJbZQQbUBxarV6tqkuB4pThr62xA3nwKhhCqGIyW8fgDrfVSdUBBWCnx6JrsNpRyhceUr7trMxmZmZlJeXN2vV25b2CG3MaUfAF/+Ko+VbX1iqGSEyzpvGsQfu/JvTHkPLW5K9I2oovxGJMe/0hwCYe+qDiS8jqr+oGPnBXwA45L2bEz0ibz7fuu3jb8NR18HNT8Cbn8OazQqp/D4vlY5/T6UnL/te5rvM7zjQcSCVZiXXBq/l2MpjW73wCKmVPRlq5n/yfWvb1ac1/jFddCxpV3w0IxGCC34lXl6GIze34X3icSrmfIsRCeMdOIjMgw7C2SmfwK/zKf18Zr2edKFly6j4bg6OnGwyDz4EZ6fOVP7wPYHChe0RqUkKKkoK//FIWeXfwcZHrcv9/wGurk3uHv3fXph5VR90l18J0c2N7xsPEoqWEoqW7nrYaztqdo/QKjV7y4XCW9GXTYDlV6CYEaI/96D0tsuJb8xHzQ2hrDoBdnzUpu0Xu9bQMa75RUWGu/POLyp2vAfhVaD6oevvktjqNFUG3A4cBkzDeg9/IfAd0PLOBGJ3dLsKUKBiLlT+nOzWCCFSyKBecO8E6/LE/8CKDU3vr2/qwkOvWB97Hr0WBvZsfF/V7UTL8KBleHY57LU9NbdHaE3V7Xdmupjye5X3pihk+SFelEfFKycS35yP4o7x1n06Fx3fZk0XzVR9XPVAJHG5sS8qDh8OI/dRiMdN/v7fpDQ3rXnxcpfnLpZmLeVC14UAvBV9i2EVw3gi+gQmjXybIVrNC9MgGDbp30Ph+IOT3ZrkGtG7F/efdy7v3nA9X9/xfxw5eFDiOk1VuXr0sTx/1ZXMuOXPvHvD9fzfaaeQn5FR6z4yPR7uOP00pv3lZj7585+45eST8KbYaKq0G3ater3kn3UOmtdLbMd2Sj79pN4+iqqSO248zs5dEtu8Aweh+TMI/Dqf2JbNuLpZXVbMeJzK+T/j6tGD7KOOSexrmibBBb/iHTAQ1e1ul2ytoXphEKMshOLS7LkirRGuGm5tQP5p0Pk3zbqZ2e1+lNA3Vm/JZb+FoR+DUrs+X3c4vKa6dr+XYTtyaB7GDb0LR9UQ/Zo5slUo/34weS6rmmJ2uo6ym0DplE3Z7ZeSddNrOIdvhkWnY/Z+HANr+Lqtz7EkqXsca1Lqfpe04RHr365XgLPhL2ow5I1VPXHgRWAKsKNq26HAfcB+SWpTB2MUBwg++DneG45GzfI0/hri6Qt5J0Lxx1bvxxSaEkOIZKlemTjL4SRm6rZckVZV4dlbwetW+N8Ck3+8vevbADz4ksoxB+mM3EfhlTtMDrsG4nWevrrD4Y1ovNZw+FRlROOsfXpWrcV6qucQzDYDfPVmFw42rVEtL09TOHnpCRB3UPnmOPwnf4Wz/wZeul2hX4HCc29Z2e18jiVLQ8exMX+qmk3qrS9hXVHbtqsjUVA433k+D3gfoJdqTdj9c/xnbgjdwFf6V0luXceQ43Ry/YB9eXJlIZV64yunl1XCa7PgipOsBZOmz2vfdqYSj9PFiqIiPv5lPlPOPbvOdU4Gde3KC19/w4qiIjI9Hv447njuP+9crnzm2cR+d55xOvkZGdz08qtomsptp5zCn08+kbvffb+94zQq7Xo+KpqG5vXucp+ahcdq7l69AYiXlSW2RYu2YEYieAcNrrWvb/AQzHic6MaNrdDq9mEGoxT3vRuAkr73sD13oj1XKV47CUJLwJELA/7V/H7cqh8GvwyKA0qmw6Z/1tulbi+z6v+nOqfmYfywSYn5QavbPdSfw81dVPq6FCKGSXTAVMxu94OugmFilnspvfFMzKxTAQNl3R+I3H0iYNr7HEuSusexMWrFXKiYA6jQ44/1rldcGjhVzG2VmNsqwaVZ26q0xsJFaWUb1jDqK4CBwJ+wCo+9gOeAT5DCYysxg1F2dL2T0AOfU9ztrl2/hnS72vp366sQL2t8PyFswKtpzB9rrVC8YNw5rD7hAluuUnz9WXD48Krh1vdDc2epiOsKF94DlUGTg/dWmHR5/X3SdTi8GY2zburnmDWKVopTY7BjK/+JPsnB5kpiaFzzTwd/eFCDeFXGuJPA+8fy/EfWe+W7rzRZ8WBvUAxbn2PJ0tBxbMiA7ganHWFdfviN+tfHTJ1IjYJPRNeJmfYtIucoOZzjPIfnfM+xOWszr/pfpZfaiyKjiCuCV3BQ5UFSeGwlXk1jybjzuXHQcJadcP4uX0OefM/69+RR0Kt++cY25q5cydQvZ/P10voLGwUiEW565TW+WLSY9TuKWbRxE49+Op0h3bvRJcuav79Pp3wOHdCfBz76mEWbNrFg/QYemz6d0UOH1ushmUxp1/NxTxhha8VM1b3zg3u8uBgAZ37t1V4deXmgKMRKivGwV+P3aRiJYdyKoqCqaq1tNbfrdar+jW2vu8qpw+EA3ZrL0jRNDMNI3EbX9cRjxUNRiBnQueoE21aJEYmDu/YvvKZp9drY2PbWzKQoSqNZa85vVnMfh8MBplFre3U7dF1PbEu0vXwu6oaHUACj36Oorm67zGRU3YdhGKg5B2H0moS67nbM1bdgZB6FkrFvIlP149XsZVZzu1Gjjc3JWt326uNad/999tmnwfuq+7hKjQJr3e0NHQ/DMOjphEuyynApsF3XeGZHnOsOPQOnroFLs4pSAE4XZv9XMdfejFr8FP7L5qF0MQk8c3yT51hDmZp77pmmyT777NPu515T2/c0U8027iqTaZrsvffeieubypS4TY1ioVZVODfyz8R09kateqxE290a2Sv/j7Le95Cz+naUfB+GW4O4hqa6EgsXqYoTTK3+71mdttds567OveYcp+r81a95tdpeY/+Gtjf7OC0C5UMFdZaK+bOJYu7MYWaYKDcoGFcbmB6T6qe2Pc49RVES2Ws+7+117rVFpprbjaq/U0rV3ylzWyXxUBS16jVEier0++8GjP6DwOuCrLGo7j4okbUYW17A7PaHZmcKRwN8vuQBjhtyC07Ng6IoKFGdWLH12hYrrkRzKmg+d61M1edxW7xG1D1WIvVlZmSi61YhIBaLEQ6H8Xg8tRaGikQiRKNRfD4fWo0PWeFwmFgsht/vr/XeLhhseMoWVVXRsebEql5cIjMjg9LKMKqqkpeVjbvG/bs1DY/DicO3c/SFYRgEAgGcTicez873u7quEwwGcblcuGuM6GnNTLqu15vHLBAIYBhGve1Bs35PwuqsmqaRWfVhKTMjg5ipJTIN3cvFlN9Zz989LzpZtj62y0yZDiuXy+Vk5cYof37KxZM3xbjtIoWvF3r5/MdYIpMzo34Hh8yMDHTFuo/q+wLqZaqoqEBVVfx+f73tmqbhq3OcKioqyK/6/FF9X7quE6n6o1PzcXdmcte6rqnj1K+bycOx58khyFayuNP5G56b/hKaGSZq6Liq5nSM6ibXPqqyYavJ7b81cO+3FMUTIfjxUbg1DbfmqHWONZWpJedely5dqKioaPdzr6XHqa1+n3r06EE4bC0c01Sm6teCmv58joqqKnyzQGXZJh9QP9Nhc6bx4xEnMWLm24QcGg6fD6fbUXvholgcv8eLqTibkan5515zjlOPHj0AEn/HW/s49ac/p5qnMoYxjNJG4VB2lj1CZoi/R/7OIzxC2B3G7/Y3epxakqlaU+deIBBIZK++vr3PvdbOVPM4ZTmc9f5O5WVlUx6PYRgG0UCQyfsfhltVITOTZZvgh6UBDhoMvz9D5b5Xdz4Hu8rkz86k+0VHUPTaHMyYnsiUm2n9/eiek4MrFqGksrLe71NmRgblwWibnHuaZp1rPqcLHDufi5iuE2ulnuR+jxvDNKmseg0Z2qMnFaEQSzfvnDrux1WrMUyTfXr0aLComQxp1/NxTwQKC1GcTlxVv/AARigEioLqqf1mQ9E0FJcbo5E3iNUKCwtZuHAhCxcuZGNVL8mNGzcmti1cuJCtW7cCsGbNmlrbS0pKAFi+fHmt7RUVO1eejcXjxKsWXYlEI4nJ+BctXgTAosWLMAyDSCTC4kXWNt2I/z975x0fRZ3+8ffMbN9seghVQkcBe6OIBRAUG/ZeTrz7nZ69owiIYjn1zn6n6J3lbKgoioiIXRQbvbcAoYb0ZPvM/P6Y7Cabukl2s5vMvHntK8N3Zr7zfPY7M7v7zPN9HmRF26eyoiKi702btFKtJSUlEe35+fkA7N+/P6I91prWrl0b0e7z1WgKvULaVFUlGAyGi86s37AegIrKirD2CE1FewisuQIBhTLTaLZVjohKU+h9O1CoOVy2Bc6nUjoSQfUhr5yAZ/NjIFeyadOmsG2BYDD8I3L9hvXhvkN91dUUKiDh8/kitVZvX9HIOBUVFUWcY6Fxqq2/tqa67Y2NU3nhOiZngkWA7X4TzxW52BvU3lvBYWHv95exZ9GFVFw9lD2LLsJvEpFzH6PyBe0xq33Cr6jp2lj7W6gpmnNvzZo1CTn3WjtOsb6eVqz6g7e+u4nCA3ua1bRh/aZwpfNKXyE5JhNSqZaOYovnrEY1bdyxFQC3GGTN1o1a2/qtXDXkZ6ZO1Ow/v+98Nq7fGpWmaM+9aMZpzZo1rFu3jjVr1sR8nNb9sI7SK0uRRkuIfxfhDxBUAV9PH4XnFbLl71so+LoAboddxYk590LaE3Huxft6Ct0jEQVC/t51a2vu5ao3iO+hL1m3bJW2z5p1FFu0SC9l1/OsXrUqak1bt21k0bqZrFz9R1iT+9HFlPebBUB5v1nsuP2dsKZNG7dxWNZf2LB+S9zuEWvWrMGgY1Gwq4Dy8nLKy8t59tlnAXj22WfDbeXl5dx7770AfPjhhxHtV16pVWlfunRpRPuYMWMaPNbAAQPCyfh37NwJwI6dO3G5XAwePJgdO3bW2+fEE0+M6Hvp0qUAXHnllRHtH374IQD33ntvRHusNRUUFES0Dx48OKyp9svVQCTGmurraMyYMRH6Q5quuupylr17JHYr4DqeEy/7KCpNoffttltvA+Cc//sYss5FFOHzpxy8/fhhpKdomkLHrWtXqO9QXy5XSn1N1eNUu62goCCsqe44iaLIDTfc0OA4hbTX1fT4Y49HrGtsnP5v8kXMmxEgHTdbhS5cZ7metWIvTjxxNB5ZxvrKU7he/SeWSaeT/b8X6D1gIP/6OA335yNRFQHL4HzEHO1zYODAgVFrasm598ILLyCKYvufey0cp3hcT4Wlxcxc+jZXXntNs5r2FOzGLNQ4MFz+Mv50mvYTftRFcxvV9MeqlQAcOXIE+0tLKC8vp6ywmGfTzw4XLvro6FspKyyOSlO0516047Rr1674jFNBOeU3lrPMsowZphmcYDpBczz2BK4B3oJ3H36Xe733MuvZWe1+7h1yyCFh7Yk49+J9PTX0ObVjx86wJrvJxM29B7GvYHd4H2veLQDceL6d8tIDUWv633tv0/XKURTs2xOh6bv7ZgLw08jT2fHifyM07d21h6u7j2Lvrj1xu0cU7NK2/fDWm1h4953h1+UjR9R7b1qDRZL465hT+HL1Gtx+bfZQVoqTkjp+K1lVqfB4yEpxNtRNQhBGPfhQh30MH8r56Bo+Anu//k1uW7V6FVXLl5Fy7HE4ak2xLv9pCd78bXS55LJ6+xz48H1MmVmkn3RyRLvVZOKNq7WTOycnJxz5E8vIEm+gjClzM0ix5hIMBvHKRTx8TjF2SzqKouDxlzJ1XjYzzzqA05YJQLC4itLsqZBb7b3fV0Fm8cOQGvnELNmjZULaXNZcgrKCJIlU+vYx86wDpNizcPtKuO+jTGaedQC7JT1su7rpBoS9L6JK6ShHrABL96g0KaUeSrOnklH0EKZMp2ajdzviqpEIgeokKqZ0lNw/48m6gvs/H4rLmgtARbVdITtCfTX0vrc0WgZg9erVHHzwwRFPqvxyhVbduNZxBUHAFyxvsL3eeMiVsGo0knsVxbLIy+XZVCmalofPKcZhzWhwnJRSD8WZ95Hx+juY8vZR+cYYPC8PbfQca0uklizLrFu3jqFDhyIIgu4iHys9RUyfn8uMM/aT6sxpVpM/6KbSV8isBf149LCrsRa+huoaiTLsm0Y1qd4Avr9/g/3uU1BrTbmGhs+xpjRFfe410V43mnPdunUcfPDB4SedbR4nJJRXFYRZAkJpdX7TUSrCGQLKKQpq3+SIEpRlmTVr1kRc950q8rH6HilUf06p+ypIPzATMd0esT5133RMWdXOCf9+pN/7gOpHHjQHss6JSlOlpyj8OWm3pIcjH/27SynvN4vULVOQcl31Ih9bqqn2+x5N5GNh9YOuK/77Or5g83m9DBKELOP8Yw1Lv18Un8hHu5kRi6dGHPLncQ8TKHeHozOGfXwrq87+B6V7DyCKIt3S0lk9+qyIffp+/g5BS40tHSVaxq0G6ukPaZUkCVdORlh/oMJDVVUV0/8kMe1qBa8fRt3kYF2+GpWmVJOZ1aPPYsCiORxwV+FwOMhJF/n6H276dNPuHZVulTcWmfn3ohRSX76jnl2hQi+hvnrPfwvVHvndp6XRMqIoUl5eTo8ePcIPQWRZxicqjFg8NeK4IU3O7DSOnH9XeF1D42Q2qbw/3c3JR6gU4+T/LP/HXkHL/bz01Fn4y6oaHKcU0cT2iZfiPHcR5j678f52CN5vj6HPgreRrZG5edsaqeVyudi1axepqakEAgHdRT6m5WbR53/Xse785ziwc0+zmgSrCVOagyFvXc8p/3mQ6Zf62bhT4Ji/OlBVoUFNVlHk2q59eHbrGqRatiuKgleQ651jzWmK5tyLdpxC49+jRw/27t0bs3G6ynYVj1ofpaugFRr9RfmFOb45LGIRWy1bWzxOLdFUm6bOvbS0NEpLSyOu+84W+Vj3c2rod/PCkY/pFiurR5/F8X98xe5S7QGHxRRk4xseMlMFbnnOyqsL6kZ8N6zJlZPB4Z/eET4nQ5p6Z2SyfPRZDP/xMw7UiXxsjaba7dFGPh53wjjU445oVeTj91PvY8p7c/h+w8Z66yRR5KELzqOLK5UbX38j7Hy8YuQIJhx2KJe98K+I7efddguvfvsdH/3+R7PHbQ90Me3am7+NquXLsPXrH+F4BC3CsbFkMaqsaOubQBTFetOk6/4/hNRIX421Q2RBVUEQEAQBSZIifpSGnJ+httA+avU+YgP9N2ZjS9tbqima9rrbCHXaa+sNb1v4HsLeF7X1A15Csvdq1vZQe2iMQ/+XJAmcfeHodbD3Zdj1DPh3Ie56HMfuf3BpOvziD7JPNtWzQ6hlY0Pve2PvQWhca1N7ymXEOpmG22m8Pfx/VYb1V4J7FR5F5c2KdNyqSGhead1zqa6NAL5vh2HK24fthFV4Xh7aqNaGNEFyn3vNtbeHJn/QjV/RpoX65Ar8QWejBY1CttglFwgyDgEsRXM0W3vd0fh5AOCUME2f0GC/TZ1jDdkeKoRjtTibPmYL2xu6v0XTT71x+hW4E8QV1bb3Ax4DYYzWt9jIJIBEnHsN3t/oPNdTQ5+pkiSF7yGhT2Oxtn57N+j2Z9j9HNKOqZBztpabN7RtA5r8QTd+WbuOZNVX05dNxJypOTXNmSmIzpov9O1xj2joIZNBclNRWYFcx0ns9XrD0yVr09h06qqqqnptEvUrUIbOj4qKCqTqackVlZXhdRUVlfX2kWUlYsZMiEBAm0pcF7/fj99fP89qLDSFbI+mXUqpn7s4pFWW5fByRWUlcpWXk46AqVfKgMAdL6j8vrbm+M1pEkyW6u0CYU3b3TD0Krj6NLj1AujfU+CvZwf58xmlfB94m3ekUaytLkZRUVmJXKm9N6G+GtMamk5dF1mW67XXnnJZe13oval93BpNvgbX1R6nl++Ck48Q8PphivPysOMxZEdjtoc+Cv3r+mLusxvL4G14vzsKRVGj1gTJf+5By8YJYqtJtJoxV1/fikVEtJqb11QBkteDRQ3w19O04z3xjkJ5ec09oa6mCuCxsuUhARH9NnWONabJXV7F9pcXU1ZcGpGTsi3jVFFREXHfq0u04zRUHMrzKc8z2jQagJ3KTm7z3Mb7gVplwH31bUnUuRdaV3t9Z7meat8ja/appCKo2Zpu0RymlZWVEX098Q7M+jPcfYmXl+d5cdeS0JAm0WrGJ2rvpVsNEPR7Uarfp5Lqz8rdpaWUB2veo/a6R0gm7TuqO+AHpWlfUkuQRJEHzzuXrmlp3PzG/8KOR4Ciyioy6qTHkAQBl91OUWXDY5wIOv20a/+e3ZQv+RFLj564jju+3nrRbgdVDeeDDKHKMqrfh+ho+Ed/UqOoDVaxVb0BqqZ/jupN7op9LcazBTZdpy13+yvknN/09tFiSoeed8IxW2DQ6+A8HEENcIxD4K9pxRxp9TTbRdKx7U4o/gRVMPGfYjggt/z5g+/HIagKmPL2I/UtjIOR+iVUhXzWgn4AzFrQjylzM/AHm07/EGKEEwTFDfYBkHlmPE2NINpCOO1OGXAjcCqwArADU4EfgTEJtMug0c+pRul1P0gpWjGxfa81uWnoOpo5Pw+ABz/Ni/oaMjDoyFhFibsHHY5VjN2PnWSgSwa89QCIosAH36o8/2Hz+0SD2wsvzIVBl8Ok+1R+XKUiSXCSsoZ/Bf7NZcFvY3OgduTOS2DyGdpDrGueMoUdqC0hsOkgVL8JMcWDqdfeWJuoa0LV1Ie8dT0AQ966Xquubq3/MKIhxikryM2A/SUqbyyMp6X1ibYYTntiw8ZTtqdY5lrGaNNo/KqfR72PcnD5wZGOR4Ok5+n3YU+RSrcsgZub+Skfuo6Om3cXAMfNuyvq6yjD1ewmSUnI8dgzM4Nb33yLck+kH2LNrgJcdjsDu3YNtx3ZJw9REFibRAWUO7XzMXCgkLJvv8GclUXaCaMRGorYydCmLAeKiiLag8VFoKqYMjLq7ZNo/EE3Hr9W9dPjLwv/qGq2gq03iHvGQlRv8nxoNIWKgqo2U3VX8cH6i0CuAOfh0PfJ2BsiWqDL5XDE7/gGf8RGn4oowFnOCo6ulSpUdftRyjzh5ZgcupEopVax51+w658ABPL+ziZ/lO9xHZQSF4HVfQCwnRq/5LUx1Z6E+INuyj17+WTFPVT5tMJXtaup26SsllVUV3ycEJod0P0WEDr2+9fm8S8BzgHerP7/WcBS4Dagfu72pKIzn/vNfU41iqUL9LhdW94+HeTGH/6ErhmnJRunJRtFDURcQ4LNhGPaeARbnYcvZd/BilFQvrQVygwMYodoNYeT4ktOa/gHVXMVbK2ixD2DO5fzURRV3rwfumUJbN2tcu1jsT+GosBH38OoG2DkrWa+F7WCb3+RF3Fh8MfwdnZJIrW64Ixdis19ury8PCb9AEwaDY/+RVu+f7bKnO9aeR4EzQQ2HwSA5ZCtzWzcemKpPRkRrWZMGU7yrj8VyaX9YKhbTR2ir6guCCoXydr5+MJH4I3NT42E0dbxt2PnE+cn3Gq7FZNg4ovAFwyrGMa93nupInkivRqiM5/7ra207vbCjP9oy3dfCpmpjW/b3HXkU2QeXb8cnxJ53JOOgJ3vw4w/RSmmHbGbzfTPzaV/rpbarVt6Ov1zc+mSmookisw8/zwGdevGgx99jCgIZDqdZDqdmKp/M2w/UMTPm7dw9xkTObh7d4b17MmtE8azeM0aiirrz5pIFJ122nWwrJTSr79CdKaQdtIpCKaGpVq6dkWwWPBs3Ii1R89wu3vjRpBMEW2Jwmwy4a2+dkIRHaEfUjPn5yGJFmZNKsHicJCZ/wDFPaaTkT8VKScFwVE/9DnZkURLRMVd5Jq2emy9Ayr/0CJiDn4XxDhGXgkCStpo/lUEV2ZZOdzq45J0CBZ9iJp2OQcypoBfG6jivAfJLn2kTe+/JEkMGzYsNraXfAGbb9SWe9wOXa9DEu+qeY9p4j1uAN/3w7Acug3r2A3aVO4YIwYU+n6wC3HAYGgm9UFHpO51/M2Gp3jk3NLwegERi9mEqkbvFJaK3scuCaimTITcq2JtcrvS5nP/ADAJWA24gFeAcTExLe7E9LpPQgSHpcnPqdopRerR4zbY8wL4d8HuZ6HXXQ0eI3Qvq/IfALSq7bXvbYLNjLNuygElABuvBe8WqPgZUo9ro1IDg9YRiugI/bA6bt5dKP4gP419CI8vwGGL5rB+wsUMWziHooAXT4wqZ7Y3akCOrLrrD6IG6mu550KZcccI+AMqF06Dsjj/hlq6QeQ+06XcIC/gInkJf5MXsPEME7PnSGw77dJwFdcV4y6gz4K32vT+h/K/xYKjBsGb92vRoa9/rvLw6yBao3uPG8K/ti+WQ7ZiHrAdhw3KY/y++6vczDr2RPxVnTMqve513OOSkfw09qE29TnhKIU8tRCPT4vY7ci09dx34uTTlE85yXQSXtXLNe5reCfwTgwtjB+xvO6TEY8sN/k5FUof0lAakVfmw20XqQzsJTDlCpU7nm/4GHU/PyDy/uZTZB7bsLzefo/+BZx2gbyuyVfyZFD3bjx75RXh/994qvbDZcGKFbz67fecMGggAP/983UR+934+hss374DgAfnfsStp43nn5dfiqKqfLt+A09/3s4h0s3QIZ2P7g3rUf1+FI/2geUvKAhXpbYPGgyCQOniL1H9fmyHDMFfJ9RUcrkw5+QAIJhMOA87nMpff6Hsu2+xdOtOoHAfvm1bcR5+BKI18SEydYsJNEXoR5yYZu+QjkcAi8nBrEklVHj289Bnfbj/9G247F3q5b0Ti+fBnuq7Uv+XtKmm7YAKfFSZiolyhlp9mDf/BfUgB/hlhBwtl5haWInqlxHaMGtfVbUcOy6XK5wHrm7UqyRaGs0HGMabD+suBGTIOhv6PIpFkJg1qYRKbyEz5+cxdWI+Kbac5vuqxv/LYNTJnyF1qUSp+g4yTm+90AZQPAHcMxZiu3k0ki26qSgdidoRjgCVvsJ60Y0tue5RVUzV10Iw90+YpQ6YLqIWDZ37UbMPLeJxPZAGfAgcGWsL40ebtHcQGvucUt1+5FLts1yp8oWL0IQxubTp11tvhoJHoet1YK4/OyH0GRK6vz1wRn7z97a9szXHo5QGXa5oelsDgwTikbWHUuXBQId1PAIovgC/n/sUx3x6F79NehJfUQWKLzIt0GHKNqZdpmm880X4PX6TLSIRBJ6XTsOsypyrLOWZ64MIHgkrNQ9FrJKEWZDw0PoxkCSJMWPGsHjx4nAuxrpRr2pArve+1CXDBfMeAYdN4PsVKtf9XWtXfAF+OecJjv/sHpae9TjBUnezfYUI7uiGUmlHTPFw+giJV79otcwGcZjN3DP4cF7KX4/P13HP48aoG5kVbXRjU9x2nvY+vbFYpLC0Y79nDZ370ZJKKp+lfMZI00jcqpuzq87my+CXcbI09rRFe0ehsc8puySRXu1bSTGbI/IxAgRluO9lmPMg/G0SPD0Hdu6v37/iC/DT2IcwpTs4bt5dUd3fzjkBjjtEe5D1wKsxEBljlm/fwQkzH250fVPrQlR4vTw49+NYmhVzOuTcLvfaNVStWI5no1YByLdzB1UrllO1Yjmq34/q82nOSFWlatkflC/5IeLl2RRZOcgxaDCu444nWFpCxa9LCewvJOWoo3EMGZoIefUI1rpoQz+qpk7MB2DqxHwt6jFKp1GiaGm+SYvJgdWkJWWwmlz19GVJYNl6k/afrn+GLhfH1N7mUBB4vzKVlR4VARlh51VYhm8FUdBesTiGorBt27ZwYuK6ecxmzs+LyAcYKvphqpt3L38KyOXgPBQGvQmC9uXHYnJgt2hP3uyWtJadQ14rvl+14k1CaeyfNIYr43by4gwCIkIjt+FgS76QFH2E6FlPQFUJ5k6OkXWJo+65HzV7gDPRHI+ZwDw6lOMR2qC9g6O6/RzImEJpHy0ypKTPzIbTV3T7C9j6QLAUChqff1n7/tbsvU2ugh0zteVed4E5szUSDAxiQuhH1dKzHgdg6VmP89PYh6J2GiWK1uSbtEnaw0WrItbTl5Om8kDgPSQJ5n6n8kx7p28TBJ42TeQT8SgA/nGrjPmQzTE9hMPhYOHCheHKqdHkMVP8Qba/vBilVt69qVdB92yB/D0qk+4Hf623MvS+ylW+lp1Dqoh/vZZi56Jxsf88Cml2dMTc+glg+FA4+TDtofQ/53b8GUF1z/1oSRfSWZSyiJGmkVSqlZxedXqHcjxC67V3dOySFj2+Yux5ACwbey72Bma5vP8N/LpOxWoRmpwerfgCNZXam7m/SZJWzAbgxY9hu5HKNmF0yMjH7EnnNbtNl8uvbFGf9gEDsQ8Y2FqT4oaKgkpkBFSbnEYJIpRv0n7LiQhtjGQzCQI3du+BIO/WHGp9/xEjK1uGgsDrJfBYt3FIpYtInfkZ5Y+nEFjRLy7Hqx0tJyCiotSKmHOEi35EUPErFFY7B/s9B5KzbretxvftMGyj1kDZxyC7oYNH23VYvNvDBZeWuuEoc5cEG5QgCoCzga1ADjAXGJJQiwxagOqXtbQV2U5kOYhU4ms4ely0QO+ZsOFy2P0MdL8RrD3advBdT0NgL5i7Qveb2taXgUEMaMmPqmQhlG/yxS1r6+XZaimCAP+93U8OfvL3wp8ejZGRLUQVRJ4wnU3JZ8u4cqyCY/wS3IpIYH3fuByvyTxm1edAqOhHiL7d4YZJ2vLtL0BRWezsCazri+3otZxytEqXDNhfEru+DaInMxXefkBb/kYcwsZdsXWCdxSyhCy+cH7BkaYjKVfLOa3yNJbISxJtlkGUmAUpnLYCwCI2Hj1+z79h8T/hyvFaFey1+W079pXj4eDeAhVuLSWFQeLokJGPeqB23kOfXFwvZ5WeMe96nDR5N4hOGPwuSPbmd4oTMuAf8BpqyikIFpnUO+dgGpwf12MKiAhC4xFzYVQVtt6pLWdNgrRRMbUjsLIvSrEdQamAonkx7dsgShSfNqU+WIxqPxhPj3vrR762gkajaJOV7cBENMdjV+ATDMdjB0OwSGCR4EAVUokPzGKdgmm1oudzLtYKjCle2DGjbQcOFEGBFmFG7wdi+oDGwKApQjmrQiiB6PPxdXb+di6MPxoCQZWLpqmUJjBXviqITP6nife/EhBEFcdpP2Duvz1xBtVh1p/BYhb4cZXKhzEuzi3vz0Q+kIZJgovHxLZvg+gQBC2XZ++uAjv3w61vp0fcN1pLQxG0yUyOkMNXKV9xpOlIStVSxlWOMxyPHYy6hWj8Sv2CaaHo+a/+gC9+VZEkIRyx2FpslpoCM0++C4WlbevPoG0YzsckJTS9esppWwC477QtHSLCMe64N0LBE9pyv2fAMSix9oBW5GbA+/iX90SwBnHd+BG4go3/cG4B1rbkHC3+BMq/A8EEeY+0vp/GUES8i6vf/8L/xb5/nRPV5P2tt0PlryA6EQ55n3HDZmGOgcMwFEUbi75aS9Tn/g7gjOq/3YFPgSS4LbSFNl33HRTBYSG7ZBapW6YAkLblvsh8kNXR86o3qFVyz5ulrdj7KrjXt/7AOx/V0lLY+kPutW2RYGDQIkLTq1dd/BwAqy95vkNEOMaShlKsdMmAmdWX4tRX4Jd1ibAsEkUR+NMs8G7ohSCq2McvIWCtbPSHc/T9KqxZs6bVaTaOOwQuOkX7tnDHC63qohkE/Ou02TyXx7hom17S67SV+66A044XCARVLpymsvz5H1Bj4DAMRdDGoq/W0JJzP1vI5quUrzhUOpQipYhTKk/hF/mXdrAyPrT1uu+oeGSZPgve4rgf5gNw3A+fReSDDEXPh+6h9/xbaz97lMDINtRhvH4S9OoiUFiq8mTHqEnUqTGcj0mMxeQg3dmd8UOm4XLkJNqcdqde1VNVha23ghqA1FGQe3XijKuDkJKO+erfUcUuSF0qyfpBaPyHc5RIksTgwYMbrvraHEoAtt2tLXf9Mzjik1LA98VgbaH4c/AXNr1xC2iy4q0OUFGQJG1qfaPsf0ur/AswcDY4Dm4f49qBqM/9nWg5HguAnsB8ID5ZD9qNNl33HRzBYcGcqRXtMrmaiWjPGA9pJwMK5N/fugP6CmC35vghbyaIna+4lUFyo/gClO0qZPvLiynfV5xoc9qdqupikaG/oFUjTUsRWLdd5al3E2VZfSr8Cl1vLGDTDgHR5uebwXOb/OEcDVVVVQwdOpSqqqpW2fTE9drfOV+r/LymVV00i3+dlvfxmIMFBh0Uu36rqqtcV3XSatexYOzRNRFbtz9P3MY4EUR77mcKmXyZ8iVDpaEcUA5wcuXJLJOXtZOV8aGt131HxiPL7C3TckMUV1Q0ue2yjfD2l1rquUf/0rrjpTphyuXa8kOvQ6Wndf0YxA7D+ZjkSIKFY7rdiCR07CnXocIBSpmn4SICDVDvqWjxp1CyABC1qMcEVoLVcnFGOoYEVw5qD63EoFD2IlStbNMxFEWhqKiodU/G9s4GzwaQXHDQtDbZ0RTBDV1QrQMBuSa3ZAzQ6xPx2ukWKnz7qPQVhtsiqFoLm6rnIXT/G+Rc1P7GxpGozv3daDkeQxGP84C89rAuvrTpuu8ERH3tCwL0qY7oLvoQij5p+cF2zADVB84jIPuClu9vYBADTKrAOLUPJrVjV7e3S9pPilSTucEiAg1hNpsj/h53CFxzuvY+3PQ0BJJsRmiZV+HWf2o6LxircNIRbevPbDZz7bXXhvW3hHNOgFGHapVb732pbXY0hVqRwvfLtTG5/NTY9Ws2myL+6oW66RZAmwJdN+VCzy7w1gMgigLvfqXy7AftaWX8iebcTxfSWeRcxGHSYRQrxYytGssqZVU7Whkf2nLddwZacu1PfUVLvzHqUIE/TWz5se68BLLStGJc/0ruItC6wXA+JjmqqlJQUICqqs1vnKSobj/FeQ8CUJI3kwMZU6JyQIY0q6qq5fbaequ2otufIeXweJnbJJJoQRTMVPoKG3QMCbkXIRcdgYAMm/4KausdCK0e+2B5TR60XveAJZ5RswJq+iXaYgynXkeMvY4IpVt4YGIBQzOv5oGJBfWr2QcrYN35oLjBdTz0eSJxBseJZs/9vcBZwDa0HI/zgD7tZl5c6Qz3/LbQomvfdWyN03DtOZA/RYv6rqbJ3KXu9bD3P9pyn0e0qdwGBgnAZrMxe/ZsbLYOkmO3AeySxIpx2rW4avwFbDvt0qgckLbqFBM2qxVBgGdv1to//E7ly9/iZm6T1MvFWccx9OUfKn/8lAHAi7eBpQ3+g9aOvUmCx/5PW37hI9iyq/U2RMN7X2r3x8vGxe65f0hzRz7vW0Mo3cLq85/h0q7Hs/r8Z+pVszeb4L3pkJOuRQBPfixx9saL5s79NCEtXFymVC1lXNU4Vsgr2tnK+NAZ7vltoSXX/pZd8OJH2vIrdwu8cJuWwzFEU7lLu2bBrdVfER94Ffz6ymqStBjftjsZgs2EY9p4BFvyPElU/TIEFIScFIScFPDLWltLKHgSvFvBlKlVOk0QFpODB87IB2DqxPx6jiHBbkEa/w4IVqj4Cfa92v5GFjwOgf1g6Qndb2lyU5NkY/whbSwskl4ddVfxC7g3tL6fWrQmUrazYDE5SLV35egut5Bq7xrpeFRVLeLRsx5M2XDwu1r1Xz2xHy3icQvQBfiYDj/VWm/E9HNqwMuQfRGgavkbV54E3nygmdyl+VMBRZu6nR7jZGYGBnHEp8g8un55mytKx5K6VUytklbFtCX86XRtaq/Hp3Lbc7G2MHoUX4BfztEe6i096/F6jiGfIjPhkWJKKlQG9xa485L2t/EvZ8PAXgKlFSozX2t6W8kvsP2lthUW+fhbAa9PpU+3tuVeq01oerpLMkUdKdtZUHwBgqVu/u+gUwiWuuvlev379TB8qECVR+X8qfqbKurCxQLnAo4xHUOZWsaplafyh/xHos0yaAGx/Jy661/w/FztgfRfzxH45SU4uLe2rqncpfdfCU67wKqtKv9b1GYzDGKE4XzsZAg2M87pExBsSRjKLQraq4UI/l2ws3p6Xd5DYM6KsWEtI+QMslvSGi4CZB8Ave7VlrfdHdNciM3i2wW7/qEt5z3UbCVw8x02Jpw0HXMPGxwEDASGAkcBJwDXAk8DXwFFjXRi6Q2pJ2jL+9se/ai6/ZT1exiA8n6zoo6U1QV7XoAD7wICDP4fWHsl2qL2pQg4B9gIZAMfoZ2zBh2KmH5OmVJh8FuaE1K0aw99/jgCDjQxR63iFyiqXt/nkYSm8DAwaCk+ReaxDcnlfGwraU6FR6pzej32Fmzfm1h7Qs4gucrXYBGgwtKaYgj3XwF9u7efbalOmH61tjzrTSgub3r7ny0/sv2DxXjslZSmlbIvdR87Unew0bWRFa4VzHHMYYp1CqeZTiNX6NpgH2VVAp9UFxaOxdRruyTx04gJAPw08vSoI2X1wPknwc3na59J1/0d1uYn1Jx2x4mTz1I+Y7hpOBVqBRMqJ/Cr/GuizTJoIbH8nPL54W//gHPvVympUBnWV+C3l+HaJqZh9+sBfz5TW57yEug0k1FSkjzhcQaNkpKSkmgT4kpA9rJ43aOMOfieBiNULDunaVNMnUdA1+tiemzV7Ucp84SXSW+myEG09LobCt8Cz0bYdhfktq4MYUNjr6KASsPFSLZPBcUDzsOhy+XNH2AfoAC+6lfd3L+rgQ+1RRE7manTkAP7CEib8QrLCE+M7HIZlH+vTb3uPaP1P+ZLQf0IXOYrMDm7owoeFF8Z3C5CDyAH1LQg3q9+w3bfUQgHmaMsC93xqDf2wbKawhoHPQAZnTtaK0K/CvwA3AWsBzKAuUDnqbETQWe/5zeFYDPhu/GYlkVFCgJ0vRZcw2H9JeBeBesugK5/0e5NvnwtGtK7Dbzba/LxZp2nTd02MEggsiyzcOFCZLnzOBPrIlhM9LpyNDtf/y4iQiWk+Z7zq8hJF9i2R+Wx2GVwATRHV6rJXL0sUh6jPJIvfwJXT1AZPlTguVtULp7S8lQZrRn7ey6D7HSB7XtVnokiD6BVsIb/WrHW+850qHQo53N++P/KkjLklO0EM9bh7/o9qlkrivHmIrjgZLjwZC0fZ2unMDpxMsk0kfQN/4dUmYcquXFaKviX7SQK5L3sV/dTqhYxvIeFx3d8yTZ5JyqdLw1JQ2NvNsGTN2jLL8xVefvLBBnXDjSk/2jpaJ6xP8Nw03Cq1CpOrzydn+WfE2hlfNDDPb8p3AE/BUcPwb34/RbtN/c7+H0DvD1NZcRQgdl3w9ijVZ77EHp1gbyu0Kcb5HWDoX3AbBL4YaXKp0viJMSgVRjOxyRHkiT69evccwqDspeFa2Zw4sBbIpyPkiTR3wLmkuoMsf2egRZO42kK1e3nQMYUqJ4CXpz3INmlj0RUqW6IJvOIhRCt0O95WD0O9r8GzpbPy6k79rWLkdRtA6ByBeyrnn/T5/Hocpi9iVYx2EuNAzL0KgPWAiuBVcBekMR0JCUdizIIO6fgtf0MBQIMugC23KT9uC//EdJGRS+0AFgAfAb8AGLQgs1yuLZOBSxArVo2AibsHA9zABvQGy1qMw/oDxyBFr0ZIz9yImjwut/9LMhlYM2DXlMSYld7EdavAt8CjwE/Va9MR4t4HJoY2+KNHu75TWFy2uj5zKWt29l5CBz+M2y7Hfb8C/b+W3s1hGjTKlwbGCQYt9vNhAkTEm1GXBEtJnpfN4Zd7yxBruV8dHs89FX2MnmCNrvhtufAG8OJDnZJYttpl4anhK8YdwF9FrwVUaW6IZrKIxZCVeH/noTfX1Y57XiBc05suYOs7tiH8k2KlpqfZ7VzTvbqArdU5zCb8rIWEdQcJ1eejFNwYsWKVbBiw4YVKzbBhktwMVQayhHSERwhHcFB4kGIgTTEkkMxlxyKLf8c/F1/pL/wGwt+Xk1RmUpWmsAZI1Q+/DZ6nV2ELpxpPpNzzOcw1jQWm2DTUqjU4krzEVA7GL4E/uICn+ojX8lnm7KNrcpWNiob+T34O8vkZVTRcasFN3TdXzUBDsoVKC5XuftfCTKsnait/1jpWKbZpnG6+XRtnepmYtVEfpB/SKSJcUMP9/ymKKmsZNjUO1u17459cOKNMP0alXsvh4vHCFw8puFtg0GVuzr5ddQRMZyPSY6iKOzfv58uXbogijXOpKgcYAmguSjGlqDIfialVf+ny+WQNrLtBtZC9cvgl7U8lIBaWInqlxEamEldm1AesWbJGAM5l0LhWwi7bwHT2BbZV3fsQ8VIKr2FzJyfx9SJ+aTYcrSp36VfwfpLARUyJkBGlMcS0Zx3jXFuLXs2eSg/5HUsaQOxKkciqWk4bCejnqjCmTY4/Q7oOkvLc9mU87EAWAr8XP1aHbla7a7g2fYDAUcBgmBDrJBw3nw6QqUZCkHdq6CucCOKKZrTdEP1qzYSWlTc4dWvo4FD6TBRkvWu+2AF7PqntrLX3SAmYVqFGKLICqUflZLxcgbC0upBE4ELgLvpNMVlGqKxe75eaLN+yQ79X4D0MbD1di0S3JoHtuqXNQ9sfcB5KFjbca6kgUEjWCwW7r33Xh555BH8/hpvUjQOsETQWBRja7BYTNwc/BSTBF/8qvLR9zEysprGclF6aNr5GMoj1hwrt8AzH8BtF8GjN8jwdss8p3XHPlSMxJTu4Lh5d7H0rMfDOQGPGgTvPwh2q8DvG6KPituv7qepwMEPAjXhk3mmbqwacStSRR8se09A8uRi3X0KvztXMT8wn+/f+Afn3PAVfzqdJp2PuUIuI00jGSmN5ATTCRwlHYVY64H4XmUPGT02EExfC6oJ0e/iX+sLSFUz6SJ2obvYlSNsAxEDaVgFK4OkQQySBkUcQ1EV1inr+E3+jd+Cv/Gr/Cu/yL90mCjJumNvkuDe6glL/5zT+fM8WiwWnr/6eQ56+yBOlWrm8n/g/4Bp3mmsUdYk0Lr40tg9Xy+0VX9Qhvtnw9fL4IXbVLJSIX+v9tq2p/rvbli9TXNWGiQXhvMxyVFVlX379pGTE1mxOGoHWDviD7qp9BaycM0Mjs27psYx1kpM+16hu1lAFZ0IfeJY6q0VeSijpu8TUDwfwbcex6Xp2qPyKPEHPXy+ejoXj34Sm8UJaPkm7RbNI2u3pGGRbFqRhfz7AQVs/aH/83EQAuRAILieoGkXHuE7zMGDsXuPw2zqrRX9+Pgh6HUpZO+BXgHIMEMqkAZYgRVozsaCBvoeCkwETge1l4+qzLnIDhuSZAZfBY57T0VI1xxuaqmPooypZO2chVhqh+1or23AuurjVKI5NVejRXcCHAdMBWLrw44L9a77PS9CsFgrIpR7dUJtiwsqsBstwnY1CAsFMn/L1NZJwIXA7eiisExj93y90JD+2ukxlDIPgkVqNkKd7PO0l4FBkmO1Wpk+fTpPPfVUxA+xaB1g7YloNWNKd9D7ujHs/eT3BotltISLTxQ4Qs0nENSm8nZEpr0KF56s0rOLgG/UHzA3+u95thQHB00+BduzT+Mvri605wsgV/mAmpyT152pVQK3WgR2Fapc80iLvk5GTTFFBDPWEsxYi6/XZ5iKDsW6azzm0oOZaJ4IX0yEVZs4PWc7n2aUsttbQqlaSqlaigcPh0qHMkoaRX+pf72+18nr+CjwER8HPma9sJz8gZEzgqavfIvyoPYepJosbD/lUg6e/xGZSnf6in3pI/ahr9SXIeIQjpaOJkPMYIg0hCHSEK6yXAXAsuAy7vfez2fBz2L/5sSYutf9peOgb3eBssroptN3RHKFXA6TDuNw6XBOs53GSe+dpH3HA+b45zDTO5NVyqqE2tgeNHbP1wsN6a+dHiPVZCagys1GqC/+HQZdFndzDWKM4Xw0iAn+oJspczOQFe0mMnN+HpJoYdakEkxNhJv5g248/rLwst2Srq1QfFj2PAlAsOe9mC3d4mp/3LB0hbxZsOUGnJN/Rt18PHS/VstDZs5ueB9VAfc6KP6Giop/EwzOgGrnYwTBMth0NRTP0/6fNQkGvgqmtPrbxhpBwS+txlf5E1mLH0V8wwrzVNh5iPZa1sz+A4Djq1+j0KZNhyiN0oYUoCf1p98qwGZgefVrGfAbWrTlGcDJwP3AkVEeJ9HIbtj1lLbc6y5tSn9Hx4tWxGgJYYcjxTWrBQRUUUW9REW8XezUkY4GTVM3PUZJ3kywSGSXzGreAWlgYBAzRKuZ4V/eH54SfNy8u1D8QX4a+xBNBRKKVjOSU/vckpxWbWpxtcPyvovcAPzrUwsbdvjiKyBOVHrgpmfgw4fAesQGfnsNXvkMXv8c9jRWqA/o3xNOGS6zuuC/2BwS5cX1t7FbVZ69Ea4+Tfsevfh3lUtmaAVv4o6gEsxeQTB7BWcsWM1k0w1cYr4E654BCHsGMBG0B8uNsEXewg/yD/wY/JFvgt+wSdkUXpdqiu7e7cbNXmUta5W19db1FftytHQ0R0tHc5R0FCNMIzjCdATzU+azJLiE+7z38U3wm5ZpThCiCFOqox6f/RDKKhNrTywwYeIU0ymcYjol7HDsKtYpaCTAB/IHTKvs3JGOBk1TNz3GqvEX4JPlqFJkGHQ8DOejQUyQFT+y4ifFmoOAiIpCpa8QWfFjauTbSV2H5YOf5vHIuaVatGTxAoRgMUFSEbvfEl/jlThP0ej2Z9TipXDgDQTvath6q1aEJvMs6HoNpI8F92oo+6769T0Ei7ABN2YLqMsPhszTIHOiNqUake4msK4+WSukgKRVbO1xe2Kqth6pwCnATgHmvwc7vobgMHBcr+WNLAOq0KoSDweORatUHC/E6mMNRIuYAy0q8lG0PJFfV78mAlOAQ+JoSyzY+xIE9oO5K+Rem2hrWo8PWIwWJbuA+sWNQHNCDwVlqMKGwzcw8NSB4afiBvokIj2GKICiRp0iw8DAIHYIZikiFyFouRwFswRyw6VEm3JYHts/QL/uCghmnnzHjPYh0TGZ+x08867IjefDgF4Kj/5F4OHJKguWwn8WwPyfYEBPGH1YzatblgBUQuC/zHgFFi6FT5fAgqVQFICeygGefTLAYX2173UPv67ywKuJqdq6SlnJNe5ruEe4h4dHjObaEzMo2pPOy2+nkyakky6kkyqksknZxA9BzeG4V41vyfKtyla2Klt5L/AeAN2F7txvu5/JlsmMMI3g65Sv+TLwJfd57+MX+Ze42tJWLjwZBh0kUOlW+eecRFvTekyYONl0MheYL+Bc87lkiVn1tilQClguL2edtI47l97JNcdeQ4XS0BdCA71QNz0GRJ8iw6DjYTgfkxxBEMjMzERIhFOpFQiICILYZH6ZELUdlkDYWQkO2K+VO/SmnIkjTnktBYsEFgm1sPoRo1nU2mJ+IAm154uUnGQm46feiGX/A88GKPpAeyFCvcrVErL9YIJVq7BSCoVvay9ELClHc3MOiL58MOfC4Hcg/cTY291SegFXHwO/Xqz9/8gTwTmk1d2JDRTMaXV18j7Av4FbgEeAT4D5aEVuLgYeALo2tnP7E77uVR8U/F1r7HmHls+uoxBEmw6/Bu19/oxIh2MGcCpaTs5hwBC0YjIACqTsSukw971Y0tHu+bGmUf2igCAKHSSbl4FB9AQCAWbPnk0g0Prpy8lKUw7Ly0/V9OaXD2Ff8bq4HD+gyvhkOfzD1ifLBNT4/Jid+m+Jq4rO5WF5DpdOkDl8gMAZI+CMESDLKpIUeU9TFJW1OyR651lw2b2cf5LA+Sdp7b9t8nNI4EVS+qqUVqhc8TBJUbF1n7qPO1bM4bLpkGUV+GKFytd/xPYYra1OvlvdzfWe6/m77+9Ms03jcvPljDWPZax5LB/6P+QO7x1sU7bF1tg2ELrug0E/912htb3wERSVJdSsFiEg0FvszVBxKGeaz+Rc87lkizXRBeVqOZ8FPuNX+VeWy8tZIa+gSNXCgW02Gxk/ZHTK+15zdOZ7fjToXb/eMZyPSY4oivTq1SvRZsQVgTpOpmApFH8KQErfv2jzEeJxXIeF7JJZyIWVlOTNJDP/gbhM4ws5zJSiFBTL9QgH34kg/w57X4UD74FcCYIVXMdB2gmQdiJ+x6FUBjw8Mj+P6aPfxFn1ExTPB18+UuUvSIKA7BqOdMj7kExT0m19tEIPpYth3yvQ96lWdyVW/1gIORtaW508goOB19GmYj+MFon3Npoz8nbgrzQ5jSjWqPWczhrh6373C+DfA6Zs6PaX9jOsLipQjpavswxtil2wzt9KYAuwEa0A0FagbiqbdOBM4BzgBCIrW9ZCD/e9xtCzdjD0G+gPr9fLddddl2gz2hWTpHLRydryHY8vw+uNz3E81VP3ssw2Vo2/gMMWzYnLNL6Qw0z12Hh7oY3nPvQyqK/Mn06Hy8ZBZqpAIKjy63r4boX2+nmjiSqzkxEf347p3seYMNTDxGMVBvcWOHaQCvhYtkXg/PtUtu6OucmtprQSPvhO03XtRGLqfGxtdfLabFO2cbX7ah4TH+NB24Ocbzmfcy3ncrr5dJ7wPcEj3kdw446d0a0kdN2feyIM7Svg9qo8+W5ibUohhV5iL7KELEyCCQkJU/U/CQmH4GCgOJDB0mAOlg5mkDgIuxD5ULxcLWdeYB7v+d/ji+AX+BqJaNbjfS+EnrWDoV/vGM7HJEdRFHbt2kWPHj30U/n0wAeg+lCteRSU9aKHS4mbdsFhQUyzh5djTZP5ygaOgH5Pg2czOAaBqEV41p2O/sD3V2vT0fs9A+61BAo/YP7qaYw/5iPsliQsSpH7p2rn45uQ90ircxQqsoxQKwy/tdXJG+QI4H3gO+AetEI1M4A30JyS44lrZWxJtCCJFip9hRH/D6EoCrsKttFzz2OaGT1vA6mBvJ+xRkXLv/glkA/sqvVqzawYEchDm24/CRhNow7H2ujyvleNnrVDy/Wr3gDuRxfjuGcMgq1zV4E36JzYbDaeffZZbrzxRrzx8sIlGeOPUshOFyirgolXvMD8pbfFTbtHlikXAtXLsZ+z3FS+spuelrnzRRh8kMqmAnBXS6w9HV0G5EenMNcf5K6xD9E3J8CZJ5oYfP3J3Hb7d1QVJ9909Ffma87H80bD31I0h2QsaG118oZYp6zjAvcFHOM7hmfsz3C86Xjut93P1ZarudNzJ+8E3omN0Y2gBmQUfzAc+av4g6iBGh3adf8MR0v/B6i89AnsL4mrSWEGigOZaJ7IQHEgvcRe9BJ7cZB4EOlCeov7UlSF7cp2lshLeM//HguDCxt1ONZGj/e9EHrWDq3TbxUlbhkwjH9uWoVPMaZid2QM52OSo6oqxcXFdO/ePdGmtB/VU67VnEsoLimle4+eCTao9TSbr0xyQsphEfvUno4eCMr45GLNEWlygHMIQXMPvl06jfFikv7Qzp4EWzIgeACK5kHOBa3qRlFkpAamXjdWnbxVTojRaA7IV9GmY28FLgHGALPQ8kbGAYvJwaxJJWEHsyRaIirDq6oK+15H8O8EUwZ0uyE+hoAWtfgz2rTo+WhTpRvDCmSifXJI1X9Dy1a06e2D0AoKDUSrTt0K37Mu73vV6Fk7tFy/6g3inrEQ+y0nGs5Hgw6J2Wxm8uTJ3HZb/BxwoggDe8H6pu7v7cilJ2tOwI9+MHHNQ3/l5lvv7rA/wpvLV+bzw4rNkfs0NR19c0GAZz42MeKmk/D6v4+3+a3im2WwZZdKvx4Cl52q8vyH7XPc1jggfpV/ZUTlCC43X85j9sfoKfbkbefbXB+8nps9N7NMbq5CYutQfAF+GvuQlhMVIgotQfV1P6krrFXx+VX+/nZczAC06dHHSMdwjvkczjGfw8HSwY1u61f9HFAPECBAUA0S+icj41f9bFG2sF5Zzzp5HeuV9WyUN+LB02Kb2uO+l6zoWTu0Tr9VlLhn8OG8uGWt4Xzs4BjOR72jKrB8OEguGLYQhMRWdxB8BVD2jWZa9iVQ3kluMK3IVyYgIjQyLTepEW1aNe/dz8G+V1vsfBQsEphFpGIf4AOLhGCRNEduE7TaCWEC/gych+Zw/C/adOxQtN7NaDkJY4zmbGwkbFMN0sX3H225+81gcsXuwCqwE63697fA50DtipwSMAItF2NPoEf1qyeQRVwjQg0MDAwMYkv/nvDlU5Dhgm6TaqLvEoVD9XLW8dp3m3e/NnFVYs0xaAWqCq9+Bg9fB9eeToudjwFVxq/IWMTIXJzmZn6DtNYBoaLyRuAN5gbmcr/tfm613soJphP4w/UHHwc+5lHvo/ws/9wyEVGg+ALgayyvnQo7HgK0SNLdB2J77K5CV0aaRnKK6RTONp9ND7FHjV2qwhJ5CUuDS9mp7mSHsoOdyk52KjvZr+5HNbIrGxgYxAnD+ah7FHCvAcUNJYsgc0JCrZGKqr/BpBwJjoPR5oDGF8FmwjFtPILNuBxiRu61mvOx5Avw7gDbQVHvKjgspG25j7KDZpK6ZQqWrmkIDguqv+VPVltEFvAkcDVaFewfgA+qX+PQitUMp12cb0Lh21jVAlQpFaHHTW3rLIh2GS2t9aqbP8qBFu15OtqU84y2HdLAwMDAIDnYtgfMJkh1ClxwksprnyfWntHKWuxW2Llf5cfV7fPA26fIPLp+uRExE0P+uwAe/JPKEQMFjhiosmxj9Pt6ZJnhSz7n91ETGf7jZ2wvKcIjy5hN8T0fKqnkHu89zPbP5kn7k5xlPouzzWdztvlsvgl+w6PeR1kYXBhXG0KMOVKGyl8JBOGxt9rWl4jIEHEII00jtZc0kj5Sn4htfKqPRcFFfBT4iE8Cn7Bf3d+2gxoYGBi0Av0llOpgCIJAbm5u/CqfCibIuVBb3js7PsdoAdKB97SFLpfFX3s1gs2Mc/qEpJyyJ3XUnG8ph0HKUYAK+/7b4t1FpzZXV0p3xCUXZ5MMQytA8xlaNWaARcBEYAKwAKJNP6S6/SilnvBLddetwNLQTjLCrse05W43gCm9ReaH2YOWv/Jg4GS03JZzqXE8DgKuAt4CNqMV4rmYpHA8tte1n4zoWTsY+g30h8/nY/r06fh88cntJ8uaowhg8hlxOUSLGCevAOCtL8Hr9cdVewifIvPYBsP5GEt2H4DPf9GWr53Y8v3LPVrRlwPuqrgUAWqKzcpmzq46myMrjuRd/7soqsJJppP4POVzlrmWcZH5IkwtiM/RCg5ZSDVZsEvROVDvuEg759/4QmDHvlbJIEvI4m7r3WxL3cbK1JW86HiRyy2Xhx2Pm+XN/Nf/Xy6ouoDssmzOrDqTV/yvJIXjMd73vWRGz9rB0K93jFCvJEcURbp27Rrfg3S9TnMQFc8D/z6w5Mb3eI3QzQSiZy0gQs7F7aM9yenQBSdy/wSVv8O+/8BB90ND+RsbIaQ7ofqHV79WA08DHwK/AJcC3YGL0PJDDmh497rFhoCaYkNNOVSL5yN4NoDoROh5a8vt/hX4N/AxWtQjgA2tyM5x1a9j0XI3Jil6vvb1rB0M/Qb6w+/3M2PGjLge45X5MOUKGHWowODeasJyP2ap5RylbgXgzS/aR7tB/HhlPkwcDpeNhTueB28Uz1dD+P2BiL+JYJm8jIvdF3O/eD93Wu/kKstVHC4dzjvOd9in7OMt/1u8FniNFdUO84aoW3AoVGyoKYfqsQfDyKEqsqzy8Ostn+I8TBzGTdabuMxyWbjatF/184f8Bz8Gf+RH+Ud+DP6YFE7GxtDzta9n7WDo1zsd2LOhD2RZZsuWLcjxfCroOh4ch4AahP2vx+84zXB0KP1d+hiwdGsf7Y3gD7op9+zlkxX3UO7Ziz/obncbVBQCcrD5DZOVLpeAaAffdq36dQsIjXm0Y6+6/Shl2rRspSzKCMNoGQq8DPwOXAvY0aIH/4HmxBsHvALUqVJYu9iQkOvSig755WZzV7L7eQDKbOcgi82EIfrQ8jf+BvwPGIsWrfkBmuNxKPAcWiGdz4BpaNGbSex4hHa67yUpetYOhn4D/eFwOPj8889xOBrJARwDtu6Gxb9rTo5ERj+OlVciorJiq8Dqre2jvTFEqxlThpO860/FlOFEtCbf7Jdk59MlsK9YJd0lcN6JLdvX4bBH/G0OLbpQG6NUkznqCMNo2Kxs5i+ev9CnvA+Pex+nTC0jV8zlVtutLHctZ7lrObdab6WL0KXevo1V6G6Kv52r/T2gjmJvadPnvhkzPYQeHC0dzSXmS/g65WtWpq5ksnUydsHOBnkDf3P/jeyybIZXDucO7x3MDcxNascjJPbaTzR61g6Gfr1jRD52ACorK+N7AEGArtfC1tth7yvQ4w6trR0RUDky9P2jy2Xh9rhrbwB/0M2UuRnhSsRfrX8MSbQwa1JJREXieCGJFiTRQqWvEABRMCOJ7Tz1OBaY0iH7fNj/Bux9FTLGxeUwdSMMS/JmRhdh2FLygCeAB9CmZb8N/Ijm+PsNLU/kOLQiNeNr7RdtsSEV2LwFFplhx10EPX9CSBPAj+ZkDL0qgf3AXqC0gX5E4Ey0IjrtlKMyHiTi2k8W9KwdDP0G+kKSJMaPH48UQ2dKQ8z+FMYcBVeOhykvQSICzsYp1VOuvxYBpd2010W0mhn+5f3hitO9rjoRxR/kp7EPRVQkjhdqQEbxByMqXiv+IGqgYz10CQTh9YVw5yXa1Ov/LYp+39CYRzP2daMLV42/IKoIw5ayR93D3d67meadxtnms7nKchWnmk7lMOkwnrI/xeO2x1kUXMS7gXf5KPARZWpZi48xNL0bF2UMg7nDyDXfyBOmzxDtIjbBhhUrNsFGCinkirl0E7qRLWY32M/8wHye8T3DouCiDlkgJlHXfjKgZ+1g6Nc7hvPRQKPLFbDtXvBshPLvIW10ux4+zxQgXRJQRTtC1qR2PXZdZMWPrPhJseYgIKKiUOkrrHZGxt/5aDE5mDWphDL3XmYt6Md9p21pF6dnXMj9k+Z8LJoLgSIwZ8X8ELUjDBEFUFTUwkpUv4wQj7ctFbis+rUdeBd4B9gGzK9+2UE4yYLFfBgBdSc185/RIiR3AruAHcC6Wq/yfsCngFb/JmoygK5oUY/XAr1aJ83AwMDAoHMy93soKlPJSRc4a6TK+9+07/HzlH0MVPegIPDONxIRn4vtjGCWIhx/AKLFhGCWmqhOHDsUX4Cfxj5Ees8uDHnretZc+gKlBfvbxfEZa16ZrzkfTz5SoG93la11C9rFgLrRhVATYeiJNgl3C/Di5d3Au7wbeJduQjcus1zGVZarGCoN5TTzaZxmPg2f6mNhcCGfyB9C0Aam6jLyKqSRxkFiLr3EXhwkHsQQaQjDpGEME4eRRRY8VHOsv4p/BWvzNpUoJexR9/Bl8Eue8z3HJmVTzHUbGBgYxBvD+WigYc6GrElw4F0t+rGdnY+HWrUPbTnjNEwmV7seuzEERARBJBEPFC0mB3ZzWni5w5I2Gmz9wbtZm9LfI7ochoLNRMVfDiOjJRXIo40wjCW9gbuAO9GqSM9Fy7W4D4QFEmnOq1H9PoLiXkTViZiWinBkM9GYXbahDrFSlGIhs3smok3UcjZa0P46gC5AbvUrh6i+uBoYGBgY6BefH974Am65AK47k3Z3PoaiHpcLeewqioOHqoOh+AIoVVrBBaXK1yEdjwAbdsCPq1RGDhO47ky499/R7edTZKwXnY3vm7nxNbCN7FH38ITvCZ7wPcER0hFcbL6YCy0XkifmcZb5LM4yn4W6JIDs2oYQTEH0ZrIjxdZ0p9k7WccaDp44gRf+8wIV/gq8ePGqXnz4cKtu9qp72avsDf/1YRTnMDAw6PgYzsckRxAEevbs2T6VP7teqzkfD8yBvv8Ec/uUvTWhMsSifajKWReGT8p21Z4gqnzFfLX+cU4ceAs2c2qEozGku65+k2Rj/JBpmKRmvtzEC6V6gocShZtPEKDrZMi/B7ZPg4yJ4BjY7G6i3ULaw2ci2jvIdHMBOL76NQv4GdR3gqivexBFF2ald812oOWN7FH9GggcAuTOBfFqSE9DPXozQmmFFtGow8y8erj2G0PP2sHQb6A/vF4vkydPxuv1xv1Yr8zXnI+nHiOQ100lf0/cDwmAoCqMlVcC8IV0OFri5PbVnigkl51eV5xAwds/orj9EU5Gb3W1V2+dqq+KP8j2lxej+DtG3u+XPoGRw+C2C+HD7+DXdc3vU+Z2c+PiTylzt39O9dayTF7GMnkZd3vv5ljpWC4yX8RFlgvpIfbEVB753dareilQCtip7GS9sp5V8irSh65i1kNrKBdKGHmRiXMrr+J1z+sEAh3T8dwW9HDtN4aetYOhX+8YzsckRxRFsrLaPlW1dkEO1e2H9AYSPKefArY+4N0GhW9B9xvafNxoGGjxYRNVKmUVKe3kcHustCcr/qCbBz7uiqIGGswr2VjFZ7NkY8LQ6e1tLoJFAouEWlgrH5tF0tqbosdNcOA9qPwD1l0Ah/8EUtPRnB1t7P1BN95AOd9u/KfmSD4uFdMQgaLnpmPJGYpEFrJajly8h/Qtf0PsbY/Mxaiq8McD4K6AbnciSpYOpT/WdLTxjyV61g5N6G/JQw8Dgw5EIBDglVdeaXM/tQty2CWR8gb8Vqu3ws9rVI4fInDNaTDt1TYfNiqGqTvoRik+THwrDkGrgBY77cmKaDVz/Gf3IFpMDeaVDDmd6jqfVH+QHbO/and7A6qMT5Yjpjj7ZJmA2vTU5je/gMvGqZx6jMB701WOnAwlFc0cq4ONvWg1Izos9LxkJAVv/8hv7mX84v2FB4NT2DlqKlJVTxRLKaq1hMO+e5ltwfrRvV9eAaQIvPYBlJQHO5T+WNPRxj+W6Fk7GPr1jg5jajoWsiyzfv36NlX+DBXkKMmbCUBx3oMNVwMWRC1HH8De2ZpDpAFqV4Ku8hW32q4Qh1VPuV7mBcSaaoOx0J7MyIofRQ2QYs0hxZoTzjUZXt/Cis/xRnBYyC6ZRUb+VAAy8qdGV9RFtMHg90BKA/cq2HJjs8fqSGMfKlA0bV43vlr/GNPmdWPK3AwCQTegEBC34TP9TkDaiKzshnTqF4Ep+w7ca0AwQ9frOpT+eKBn/XrWDvX1137ooe6r0B5+RPPQw8Cgg+B0Olm9ejVOp7PVfYQKcqwafwEAK8Zd0Gg14Je1tML86XRoLN9/7UrQkiu6asRNcaq8HIAl4iCqhJpZG7HQnszUzS0ZzitZjbO62qszSaq+eqqLuAxbOAeAYQvnRFXURVHgsgehYL9KXjeB16Y0X7eyI419qEDR8M+n0OuqExn++RStYJHVjIqKnLYZf/dvCGYvR3Ztp4gD9foY3BvGHKW9KS981LH0xwM969ezdqivP/TQozbRPPQw6JgYkY8dAJ+vbXk+IgpyQNPFOHKv1qbHVq2Ayt/BdXTE6rqVoL/Z8BSPnFvaatscAgwwa3397oaj66xvq/aOgNCBngEIDgtSrgvHtPFIuS4Em7n5nQDsfWHgf2DdubDvP5B2AuReTUD2snjdo4w5+B7MdaaRd5Sxb7xAUQum0ex5XvubfQFYckGWO4z+eKFn/XrWDpH6Qw89VH/Nl1DBIoUfeqhe7TpTyjwINlP09yQDgyRBFEWGDBlSb5ZDS6hbkKOpYhzvfgX/vFGlZxeB8ceofPZzHXvqVILucclIfhr7UL1+orZNDXKyshqAReLhkceKgfaOTGMzXBKJR5YpVL08un45hX4vPiU6B8CBMrh4BnzztMqZIwXuvETl8bdAsJjodeVodr7+HWqtaeQdaeybLFAkK1H1cUN1Lc0vf1NZvx1cro6jPx50pPGPNXrWDvX1hx56mIWaz7CAKocfeljFmqh+q07fs86EMYJ6QhS0V1NYe0DmRG157+x6q2s7WlKsOShqICJar0kUtd6UuZNSwCRAkSyxXX8pTzokgs2Mc/qElv/Izz4HetymLW++gUDZL1R49rFwzQwqPPvwBztO3p+GCBUoarEz2bcLDlQnXG+nVAcGBh0JwWFBTLeHX7Wjrd3//AaAkryZuB9dnCALDQw6DlUeeKf6Upl8Rv31zUXrtZSz5V9w4aUMOz+LA1rdj0H74VNkHtuwPGrHY4gfV8E9L2nLD0+GE482Yc5w0vu6MZgznIhWfT4ccjngqgna8vPJXV/HwCAheGSZ8qA//KodbX3LgGHhqP7/63dIokw0iBHt5nwMFBfh3bYVz6aN7XVIg9bS9Vrtb+HbIFc2uIlAw04WFQVVVVCpeRIoWCQwi1rEZa0pc4I3n5O1YEy+cSfHlJNkwiTZOCzrL4krLBMP8h6B1BGgeCj543ge/ywPgJnz85gyN6PDOyBbxZ5/AzI4jwDX8Ym2xsCgQ+G8Zyz2u08hc88MHPeMSbQ5BgYdgtDU6zNHQNcYpJitO20uNGUuO1XlGlnLXfg/6USCgjHhqjaKP8jV3Ud1mMIy0fDkO/DxDyomk8D7T9kZ//H1ABw3767wVGW9ccV4cDkEduxT+WRJoq0xMOhY/HPTKgYueId/bFzF05tWJdocgzYSd+djoOgARZ/Oo2TBZ5Qv+ZGKX5aiyjKF773D/v+9gX/v3nib0KERRZE+ffq0b2h25ulg6QZyBRTOiWoXSbQgiRYqfYVU+PZR6SsMtwkOC5n5DwCReQLNO6ZiEgR2Bkys9Nd3sCVEexJhNTs499jHsZo7kWNWNMPgd1BNWXQxwaWZVlzWLvVyXrZq7BUVtYHo2qRG8cPel7Xl7jeEkyTp/dzXs349a4eW6xfTHaQ8eiZS11RjyrVBh8TtdjN+/Hjc7Vj199d1sHKL5iAKRWQ1hxqQ6znJFH8QNaBNjztsUf08gTOuDOLCyw4hm/el+g/XEqE9magqq+Ddax+mqqyZ6iwdjKtnwba9kE0lDwTeQ1S1gITaUbR6GvvQlOsXP4KQj15P+htCz/r1rB1art+nyBT6vTy47nfKg8Y0yY5OXH/dBMvKKP1yEXJZmVa8pLqAiSBJWHv1AlXFt2N7PE3o8AiCQGpqKkJzmZtjelCTlvsRYF901agsJgezJpUwdWI+AFMn5kdUbg5NkxPTqqfMlXyJVDIfgPlVLtR6FTgSpD1etMIx1qn018baE3+/f6OoKoda/Rxr89WLom2J9g5dkOLABxDYB6YMyLk43Nxpxz5K9Kxfz9rB0G+gP2RZ5osvvmj3IlMvf6L9nTwxuu0VX4Cfxj7E0rMeB2DpWY9HVG72VOe+Kw8GNGdkf7hugtb2nHRag1GPidKeLHRW/aWVcPEjZvxIHK1u5Sr563rbtER7Ry5IcfKRcEiegM+vMvvTmvbOOvbRomf9etYOhn69E1fnY9XKFagB7UuJOScnYp05S/t/YP/+eJrQ4ZFlmVWrVrX/BRqqel2+BCr/iGoXi8mBy57L+CHTcNlzw47HeqhB2HorAEvdKrvlhqNVEqY9hrTFMdYZ9DeGkn4Ki6pn9J/uKOc4W+TTr5Zob3UV7mQgVGgm908g1VwvnXnso0HP+vWsHQz9BvrD5XJRVlaGy+Vq1+P+bxF4fSr9ewpMOC66fRRfgEBJFdtfXkygpCrseGyIp28CUYSfxYH8LA1qcJtEaY8lbXGMdQb9jfH7JpHnTKcDcI38NdcEF4eDUKBl2ltbhTsZ+Nu52t93v9KK8oTozGMfDXrWr2ftYOjXO3F1Pvr37QVBIOWII3EecVTkgVO08uqyuyqeJnQKFCW6SmqtRfUGqJr+ebhqKAD2fpB+qra85kzwbIqqL7NkY8LQ6fUqFws2E45p4xFsJtjzL3CvQRVTmF/edH/x1h5v2uoY6+j6m2JhBazyWREFmOis5Nw0NMd0NS3RLjgsiMK32C/8A5GFCMpqCBRHfNFNGI1FvVYu05z7CNDtr/V368RjHw161q9n7WDoN9Afqampce3fKkrcPehwrGLNg8+SCni3OiDtrQfgiIHR9aX6g+yY/VVE5WLQpsY9ul4rUnL+SXDi4QKBIDwrndZkf/HWHm/a6hjr6Pqb4iPxWD4Qten218hfMzU4B6u55rtQS7R7ZJlhh/iwHr2aU0b6GDJAJjst5ibHlF5d4OyR2nJDhWY689hHg57161k7GPr1TFydj6pfy99mysisv7L6h7jaAZ5adXZUbxD3jIWo3joJrwe+ArZ+4N8DK8eAZ2urjxGukCyVw/ZpAAR73EGFUl2khs77Y1NwWBDT7ECtaecGqMD7lal859EeRJzgFLBsuASCzXikG2LPS4jbzyPlb98j7rgMlh0NP2fDT+nw+2Gw7iLwFcTU/mZpLup133+0vxmngb1v+9pmYGBgYKAbrKLEPYMjnY8Atz4LyzaqZLgEvnwKDu3X+mOEKiSLZpkntBojPDdPYqeY0/SOnQCtUqv2AD807dwAEASeNk3kWek0FATGKSv58pEAOekt72rSaJj3pIz9xN95bZrMry8JFH4iUPE5rPovfPgQDDoo1gKap7FiS6AVmpEkgd/Wq/yyrv1tMzAwMEg24up8FO2aw8W/Z3e9db4d+QBIjk5UTKOzYe0BwxaDNQ/8BbDqFATfjrb1uX0qBEvA1h+1+43hIjWVvkJEwYwkGo45PaEisNjj4sNKF0FVRSpbDCtGgbcFuWD3vQabtcjBwPouqNZDQNQcmsgV4F4FB+ZA/pQ4KGgcwWFuPOpVVeBA9WPwLpe3q10GBgYGBgagRT+OvU0rPpOZKvDlP2BI77Y9DL7zEujdVWB/icqDr9FokRoDnSAIzDGN5D7TpXgwM/wQlaX/hkG9oj/PJg6Hd6aBSQK5MINVW6C8SgtiSXEIDO0rMGm0wLM3x0tE4zRWbAng3NHaNm980f52GRgYGLQWkyjSKysTKQ751+tnf44hlm7d8G7ejHvdWvx794TbSxZ9QaB6SralW/cW9akEArjXriF44ACBogOofj+u4SOw9+sfsV3gwAG8WzcTOHCAYEkJqCpdLr+ywT73v/l6g+3Ow4/AOXRYi+yLNaIoMmjQoMRVPrUdBId+BStPAt8OLOvOJl2CVn1trFoJe17Slvs+icWSwaxJJVR6C5k5P48HzsiPyBOZcO0JRk/6l/vs7PaWc0NuOoJ7NeKqkQzu/17z2kvnwM5rARU1/RJK/5JDVvEjCGk2CBaBNx/Kf4KtN8P+t+CgB8Dev+k+Y0ijUa+Vv4F/FwgWrbp8HfQ09g2hZ/161g6GfgP9UVVVxZAhQ6iqSkwaouJyGHsrfP20ypA+AoseCXC7sp/tYpcW99WrC9x9qbY85SUoLQny09iHMKU7OG7eXSw963GCpe5wrshEa080etL/o3QwNwrXMWPPC/TpJvDlE24mn9+7We2nHK3wzkywmAUW/ixw3M8TGTXvXcqDftJTVPK6wbC+8N97YdwxAscPUfl5TTuJqqZusSWA3l3hqEHaD/e539XfR09j3xB61q9n7WDoT2asJhO3TBjPhMMOBeDS519kT2kpt4w/lcKKCv635Kc2HyOu3+6dQw9FsFhAVTUHYLX3NLB/HwCC2YxjyNAW9an6fLhXrSRYXoYpI6PR7Xy7CvBs3gwISCnNJzQ1d+tG6ohRES9rz14tsi1emM0NF2RpN2x5WgSkpQeibzvXZ4FLbKH7UVVhyy2AAhnjIfMMQCtSY7ekhZfrknDtCUZP+rf4wTfkC7APQAjsw7JhPGy7U5v23wCWEzYj7LwWUCD7ItSe/wK1+gmNIIA5G1xHo2b9H3LJUG27nbPaTU+THPhQ+5sxDkwN5z3R09g3hJ7161k7GPoN9IWiKOzcuTOhuU4LS2HMrbB+u0qXdPhn4FV6KYUt7ufxv4LDJvD7BpX/LNDaFF8AucoHgFzliyhSkwzaE4ne9G8UuzP8Vgt/bFRJS4F//W0nz92i0Ltrw9ubeu7lfw/KWC0Ci35VuWKaBHJN6oDSSli+Cd5bJLH6j3QApl7VDkKiYNIJ2t9f16nsbKC2qt7Gvi561q9n7WDoT2b+csrJ9M/N5abX38AfrJm18Nu2fE4ZckhMjhFX56OUkkL6mHFI6ema86nWS0pPJ33sOCSns0V9inY7WeddQPak80g58qhGt3MMHETOhReTefpELN26NduvyZWKrW/fiJcpPb1FtsUDRVFYvXp14i9Qez849CtUc1dyTALXpJZG74BUVdjzApR9A4IJ+j4VdkQ3RdJoTxB61K/a+8NhS1BTRyMoXoRdT8EvfWHzDeCvmfJvPnITqdMXICBD1jkw6HXt3GqoT2+QigcHaP/Z/yZ4t7WDkiZQ1RrnY9akBjfR49jXRs/69awdDP0G+sPlclFeXp7wyp/7iuGUW2DjLoEsKvln4FV6Kgei3v/8k+DiMdp3u5ufgWgu4WTRnij0qH93kcDoG+HTnyRMEvz1HIHNb8F/p8CAXjXFaKTu+3FOWozDBt8uVzl7CvgCDf92sIoSeWu0Oc6nHy9wVMPF1duV0JTrDxuIegR9jn1t9Kxfz9rB0N8Yhx3Ui0cvupC5t9zE91Pv44RBkVXgRg8exJOXXsKnt9/K91Pvo39ubr0+nrnicr6fel/E6/bTmy76VpsTBg3iH59/zqqdBRFFW7cVFtKjiaC/lhDXadcA5qwsss44i0BJMXK5VkhCSk3F3FARmigQJAmpOpdkU4hRbFMXNRgEQUCQpOY31gFKcRXux7/CfsuJiKk2BMcAfAd/jH/ZsWRLMjelF/OtCQiWgSW94U4qfoett0L5D9r/u90AjoPbS0LSEFHt26BpzFkoQ75g5/Kn6S28ieBeBXteRNjzMq57BhDY2o+UPy9AMCuorvEIg98G0QwEG+0y8HsvVMdxCO6lsPNRGPDv9tNTF/ca8G4GRMg6K3F2GBgYGBjomnSzmZv6H8qLW9ZQKQfYUyQz7h4zS95w0oMS/hN4jo+lY9mcrrKnsuE+BveGJ2/QnD4Aby1S+XFVO4pIEmpX+zZomioPXPqQjfL8d/jl/bM59mCFqybAFacGCW76hsDmg3CM/RnBEmTpGoEz7lbx+MDcxFdo5UAmn/wgcOYolalXwTntm+Y7gtxMGFmdtasx56OBgYFBbWxmC5v37WP+8hXMuvD8euvtZjOrdu7k67XruPvMiY32M++PZbzyzbfh/3sDgUa3rUu600FJlbu+bRYzai1nZFtoN0+IOSOz1Q7H9sC7dQuejRsAkNLScA4dhq2PfivQqm4/RV0fgICC57GvwCKRXTIL1T6AF4rg2kyJHJPMqS4Bdflh0PMO6H4zmKqfYvj3QP59WjEQVC0qrfuNkPdwQnUlilC1b4MoESTKzKeiDLkVqWwB7JyFULEU2+nrsKGVDPT/fhDmye+CaI2mQ9QudyPknwv7/gsH3Q/WBKVVCEU9pp2oTQ03MDAwMDBoZ+ySxPrxF2OVJG4dOAyfLNNnwVvsKhK42XItDwXeYrC6mwvlJUx8FZ79AP7+tpYjEiDDBdOvgevPAZNJQFFUZn8Kd7yQUFkJI1Tt2yBaBMicyNg77Bw9oJL7roAxRwlYBm3HMkgrOhjYk8nZd5dQ6YmuxyfekDhzVJCzRwkc2k9l5ZY4mt8EZ48CURRYs01l487E2GBgYNCxWLplC0u3NH7TWrhqNQBd09Ka7McbCFDcynya63fvYcSA/nzw62/VLZrD8czDD2dNwa5W9VmXuDof3RvW49uxA8npIHXEqIh15T/+gOx2Yz3oIByDBsfTjGYx5+Rg7Z2H5ExB8bhxb9xA+Y8/oAQCOAY2HbuvKErYEywIAqIoRrTVbpflyKehjbWLooggCMiyHF4ny3I4AX/d6WiNtUuShKqq4T5q+6sVRUGtbldqHT9ku+LxQ0CBnBQEQC2sJOjxIztk9gXh+bJMhlm8nGgvJ5ty2P4A6q6nUXvciUgQdecjCIp24qsZZ0LfxxEcgzRbah1PFMXwe1Vbb932upoa0lr3fW+svaXjFKK2fSEbQ+NUm2jHqaHj1D1GQ9vFQlM0515rNNW2salxau49Dq8XBJSMiahpp0HZVwg7ZiFWfof/j54w6QcUuzN8Pqm13le1dv+h88g+BsF5FELV7yg7HkXo/1xMNDWFoigoZgHb1HEoZgEUBbFIq3KtZJ4dtrPueIT+KoqCJEkJG6d4XE/tdd9LNk3R2J5M971E3SNCdMb7nqqqMXtybNB+uFJcyLIWWR8IBPB6vdhstojcpD6fD7/fj8PhQKo1e8br9RIIBHA6nRFFlNxuN7Is43K5wlPPXC4XVVVVKIpSbzpaRUUFoijirJOqqKKiAkmScLlS6tltNptw2bWHcy5Tja0WiwWr1UqqyYy1lq1WSSIzNY0qq8h+IZ0/m//KaGUtf5IX09e2n3suE7h+EjzzvsD+EoVp1whkVacs/m6lxK3PKPyxUanWVGNH7aICrpQUZMEcoSmkva4mh6MmD7iiKFRVVWE2m7HZbOF2WZZxu91hTSGaHadGZkc5HQ5UoWb72uNUm2jHSXLWfzgaeg9q3ydq99NqTa0491qjqXZ7U+PkTKl/TtbWX3McgZ/W2pj0gJljB8vcdXGAU48JEtyfydG3y7hVZ/h8Mge1e7TT6UBVat4bya9F9mzZ6+LzX8qZcKzM9GtNnH+/EhNN3ibKbFosFix2O//YthaL047NJ3LuaC8A83+24HJpdtYdp5BNobFM1DjF5HpK0H0v2TTVpjlNIe2dSVO04xSiM973QuMkSZqLzWG2gKnGvoAsE2jkN3CsOHXoEE4dNpTiykqWbNrEf7/7AV+w8dmBtXnp66954pKLycvORhJFzj/2WPKysxnaqyc3vvZGTOyLq/PRu2UzwZISrEccWf/AmZl4t21FDfgT7nzMGB85F97Wrz/FC+ZTtXwZ9r79EEyNv01r1tSUVMvMzKRXr17s2rWL4uLicHtubi5du3YlPz+fysqaeSs9e/YkKyuLTZs24fP5wu19+vQhNTWVtWvXhi/SdevWMWjQIMxmM6tXr46wYejQoQQCATZs2BBuE0WRYcOGUVFRQf7a9XQD5GAAAQERKC0tZddOLZePUO4jlBVz//797Nu3L9ymqkp4Gvq6tWvxOjU7g4rKCr+dJRXl/C3vDnoE3sQS3Iuw/R6tT8Aj9mO37Q4q5ePpE+xGKkRoAhg0aBCKqv1/7bq1WKXUCE0h7XU1bdtWk7fParUyePBgSkpKKCgoCLenpKTQr1+/sKZox2nHDi23YCAYRBBExOoUM1u2boFgzQ2xoXEKaYpmnHxyeXhd6Adp6D2wWq0MGjSI7t27h/W3RVNbzr2WaILoxmnL9rXh91gUJaTqN7n2OZCRkYEoihQUFFRrygXxabp18+EsKWRvVRWVtezp4dKiCLdu2YK31vf9vAwtk/mGDRtwWi+nD7/D3lfw5d6O2dm7zZp69+0a1iIIIqpa876Fx+m8HrB5AzmuCrpXrQBgfeFgAkWrmxynsrIysrOzEzZOsbieEnXfS1ZN0Pw4hbR3Jk3RjlNnvu+FxqlLl5ZXETZIHAW7CnBW/9CYPXs21113Hc8++yyTJ08ObzN9+nRmzJjBhx9+yPjx48PtkydP5pVXXmHp0qUMGTIk3D5+/Hi++OILCgoKSE3VPvN27drFkCFD2LlzJ+XlNd8PAFJTU+nVq1fEd87y8nLS0tIYM2YMCz6YS/nlN0Tsc/HFF/Pcq68AoFS6w+vvvfdepk+fHtEWYseOnVTZRCb+oeXm/k4awg/iwSzofRD2godJZRP3X6mifcsDbH2hz98ZPeocsudNgI2RmgCGDBnC7mKt4saOnTtxmWxhTT169Ahrr6tp4cKF4T7WrFnD0KFDufLKK5k9e3a4feHChUyYMCGsKURz4/TGm2/wJCuoy5eLF3PM0MObHKeQpmjGqSLo1d7L2u9x9XsQ0vS3v/0trL8tmtpy7rVEE0Q3Tv/413P1tNfWD/Daa69RUVHByy+/HKHpHw/fxoG3FvP3fz3CqRNPD7f/7U/XQrHCl19+ySFH1+T9nzR+Qvj4ac7tsGI4k0bJTDy5L9/8sr/Nmg47/uh6OkLUHqcZwOuvPs0pfW4B4K7Hf+auF44AGh+nSZMmJXScYnE9Jeq+l6yaoOlxStR9L5nuEZ31vhcapyq3m/MuvoYPb70p/P0B4NVvv+M/331PvFi0eg37yso4UFlBvy5d+L8xp9ArK4v753wQ1f6rdhZwzcuzuXzECLbsL+TYvn3YuHcvf/3Pf9m6v+VF6BpCGPXgQ3F7DF/47tuowSDpp4zB0q17xDr/nt2ULv4SwWwm56JLWtV/oOgAJQs+wzV8BPZ+/RvdruKXpXg2bqDL5VdG3bdn40YqfvmZ9FPHY+kSmdDTajLxxtVaXzk5OQjVxVPiEYWhqio+nw+r1Rr27Lc0CiNYXEVp9lTIrfbq76sgo+ghhDTtw18p9VCaPZWsklmQatUiN6rbyHVpkY/7Kkg/MBOfw8fUedm4rNp7UuHbx8yzDmA32RH2zUYoeBRBDaIcNA01d3K4CEhTkSUefyn3fZSp9VOdOzIUAeTxeLBareH3uD0igCo9RWGNIWdSWGet3JZtjZbx+Esbfi9rvQderxez2RzW31pNyRYB5PaVNPkeq6qK3+/HbrfXixZqzHa1zEtJ1v2kH5iJmF4rqqHcR3HmfVp7mg1xxdEI7pWo3W+Gvk+1WZNfrmDK3Ix6WmZNKsFqSo20ffdTiPl3o6Yci3Loj41qCl33NptNl5GPsbjvJZumaGxP5H0vWe4Rnfm+F7qXFRZqX+Cu+O/rUT+NNkgAsozzjzUs/X5RXCMfRVFk4MCBbNy4kYqKilZFYXRNTWP16Mgcwv2/eA9/dcRFqsnM6tFn0Xv+W3hFwpGPdfcZ+t08qqwiwz6+NaJ91dn/AI+Xi04JcvfFPrJSVf7+roUXP7bgDwr1NNWmqqoKwWFhxOKprDr7H+HK1xUVFZhMJo444gg2btwYvm7aIwLIlZPB4Z/eQV1WnPkkqqcmP1YsIh8bei/lKh+KouDxeBg2bBj5+fkRs2I6QwSQMyutnvba+kVRpG/fvqxYsQKLxRKVJktQZvOpF3LINx9RWSu3pskfYOuEixn63TzKgwHmPuhhzFEyb38Jlz6otj3yUZAZsXhqPS1LxsxE8isR43T+aC+v3h0kfy8ceq2TkKO+rqbQdb9y5Up8Pl/CI7Wgfc+9WNz3kk1TbZoap0Td95LlHtGZ73u1Ix+PO2Ec6nFHtCry8fup9zHlvTl8v2FjvXVd09KYc9PfuOal2Wyu9UC+IY7M683TV1zORc89z+6S0maP2x7ENfJRVaqnjzUw7zzUFtom2RCd2kml+vxNbyeKESd3qK0hal8c0bbLsszmzZsZOnRoxA/RaPsRBCHcHvoZp4bsDrXX2i9ku1Bnn1D/DR1DkiQkswN63gQ9bgBVQRTN9bZrysaG+lcUJay9dnttTbVp7H1vaXtT729j+lvaT2Prax9DlmU2btxYT39Ttsfy3Gtre1Pj1Nx7LMsymzZtalB7Y8dUqrVLkhQ+twGUWueXaDJB76mw7gKEvS9Br3uQLPWrhbVIUxOfIfXGo+gjrZ/sc5s8l2pf943ZEqv2RF5PjbXH8r7XFtsTcT0l430vXu0NaerM9z2o77A0SH4qKiuQ6ziJvV4vXq+33rZud/1E7RA59Tii74oKXC4Xv/zyC6mpqRE/ROuiKEqD7bIsU1FRvxpMIBCkwqPZI5gs4Xa/34/f749oq7GnkqpA/euporISudLLv+fCSx9phT/8AT9Q/ztyQzaGrohQPyHsdntYe+39NE31+wkEAuHo8NqENNWl0XHyNJxEsMrtjrCvKU2NtdceJ0mtb2vt98DlcrF8+fJ6+qEVmlpx7kXb3vS51/A4VVTWPyehRr/L5eKPP/4Ia49GU2r1OVtV5aYi6K/XXlFRSUXQz7RXtfyRF52iMv0/sHFn2zRJKbZ624WoO05nDgcQ+OBbtcHrMqSp9nXv8/kSNk4xuZ4Sdt9LLk3Rtifsvpck94jOfN8LjZNUPWvWHfCD0vB3yPZg7a7dAPTMyIzK+Xh8/34oisovW7dGtB/bty+CIDSZkzJaGv7GHiOkFCeoKlWrVhGsFc4aLC+navWqmm2SELn6Q1O0Nf6BY9AAglRdedjAoHlUFFRVQaUdf5BnTQLHEFA8sOvJFu0akL18vno6Abn+B2Cz+HZDxU/acva5Ld/fwMDAwMAgwagq+KMvnmlg0O78uAq++kNFFAWmXNHy/QWLiYMmn4JgaVmMjsMGE47Tlj/8tultDQwMDOLNgFwtwKaokYdBdfm/U05GFIX6KwT4vzEnx8SmuDofrT17AaC4qyj+dB5F8z6iaN5HFH86D6WyEgQhvE2iUBrwoiuBAJ516xCsVkyZyVuhu8UoqvYySCpU2tn5lgRIogVJtFDpK6TCt49KX2G4Ldaobu0JmlLm0ZYFEXrdp63c/SIEDkTdV1D2snDNDIKtcT5WRz3iPBTsjaeJMDAwMDAwMDDoyKgBGcUfGTGs+IOogdgXW7BL2s/ZVJMZe3Xk+czXtHWXjYW+3Rvbs2FEi4ne141BbKHzccJxYLcK7ClS+WlN89sbGBgYhLCbzfTPzaV/tcOwW3o6/XNz6VKdo9Jls9E/N5e8HK3GwUFZmfTPzSWzemp494x0rjphFAO7dqVrWhojBw7gvrPPYvn27WzZvz8qG3pmZpJfWP938Y4DRfTIyIiFzPhOu3YcMgRv/jaUqipQVeRQiGp1bibR4cBxyJAmemgY94b1qH4/SvV0En9BAUp12K190GBEiwW5shLvNi1kNFBcBEDVqpXacZ1O7H37hfvyF+zE0qMnktOJ4vHg2bIZpaqK1JGjIqYkJ4rGppRFi2CRwCKhFlZ7vc2i1tYBaKv2tqCigErcHIOSaEEUzFT6CsP/r+t8S6T+eGIxOZg1qYRKbyEz5+cxdWI+KbYcLKaaHBqx0K66/RTnPQhASd5MsEhkl8xCyLkAdswAzwbY9RTkzYqqP39Qu894/GVIoiXC3mbPlwMfan+zJkV1rM469tGiZ/161g6GfgP9UTfZfUsJqDI+WQ5Xr/bJMgE1vhU1Y0VbtSczIQdcyInVkPOts+pXfAF+GvsQpnQHx827i6VnPU6w1I3iqwmbjYV2uySxYtwFAKwafwE+WabPgrf4ZpnM9ytUTjhMYMoVKpMfi64/0WoOVykXreYGp+E3xnmjtb8ffR/+qdsknXXso0XP+vWsHQz9DTGoezeevbImVPvGU8cBsGDFCmbN+5RRAwcy5ewzw+tnnKfNogsVsQnKMkf3yeOCY4/BZrGwv6ycb9ev57Xvf4jahkqfj+4Z6ewtK4to75GZgbeBqf+tIa7OR9FqJePUCVT8shT/7l01d2JBwNK9B65jj0OslVQ0Wtxr12gOzWp8O3fg26lVKLb16QvVzseqFcsj9gv939wlN+x8tHTpQuBAId7Nm1H8PgSTCXNWFo7hI7B07UaikSSJYcOGtakPwWEhu2QWcmElJXkzycx/AMER+wizWBML7a06bq2ovLptscRicvDAGflM/6RHg863ROlvLywmB3ZLGgB2S1pctKt+GQIKQk6K9v/CSlS/rJ3/B90HG66EXU9D17+ArXeTffmDbh78NA+AmfPzkEQLsyaVRHe+BA5AWfUcnCimXHf2sW8OPevXs3Yw9Bvoj4qKCtLS0trUh6fa4ZJltrFq/AUctmgOniiS2ieaWGhvDXWdghCfqDzFF+CXc57g+M/uadD5lij97YXiC4QLDMlVvrhoNwtS2OkOYJUkzIKEB5kHX4NFT8HVE+CZ92FlM+nKRKuZ4V/eHz4vjv3oDn4a+1BU54vFDGeM0JY//K55uzv72DeHnvXrWTsY+htj+fYdnDDz4UbXL1i5kgUrVza6fn95BTe+/mabbPhhw0ZuOnUcU+a8H84R2SMjg7+NG8uPGze1qe8QcXU+AkhOJ+knn4Li84UjHyWXq1VOxxDZk85rdhtL165RVbe2dOterxJ3MqGqajgxb+3Kny1FcFgQ0+zh5Y5ArLS3lFBUnqzUJLytG+UWy2NBfecbJE5/MhBz7Q3lr8i5RHM8Vv4OW++AQ+Y02YWs+FHUACnWHAAqfYXIih+7Jb3ZKE6KPgFksPUHx9BmzdXz2IO+9etZOxj6DfSHJEmMGTOGxYsX16u43hI8sky5EKhe7hipXGKlvaWEovIEc43TSg3IEc6xWB4L6jvfIHH6k4H20P7lb7DgZ5XTjhd47haV0Tc2vb1gliIcjKLFhGCWkCu9zUZxjjkKUp0CJRUq3yxr3jY9jz3oW7+etYOhP5l5cfFXPHHpxfzvr//H/nLNb9cl1cWKHTt5ftGXMTlGu81tEq1WzNnZmLOz2+R41BuKorBt2zZdVshMpHYtKi89/IqH47E5OtrYq94AVdM/R/XW//Le0kIt7aJdkKDfs9py0QdQsii63RAR6tw6m4ri1Pqfq/3NngRROFQ62tjHGj3r17N2MPQb6A+Hw8HChQtxONr/e0aiSaR2xRdArvSGX/FwPDZHRxt7qyhx96DDsYr1Uze1tEhLe2m/+RnwB7Tp15eNa30/TUVxApxbPeV63o8QjMKf0tHGPtboWb+etYOhP5mp8vn4639e46533uWj33/n3Z+Xcsub/+OWN/9Hpc8Xk2PENPKx/KcfAXAMPRSTyxX+f9MIpA4fEUszDAwMEoDqDeKesRD7LSci2CIrnocKtZw48BbMUhJVkE89HnKvhn3/hS03wZErINZFb4IVUPKFtpxlVLk2MDAwMDAw6HhYRYl7Bh/Oi1vW4lMiPWyhIi273lmCXKfQTCLZVABPvANTroC/X685ByvcsT2GJMHZo7TlaKZcGxgYGCQzv27dxq9bt8Wl75g6H71btoAgYO8/AFyu8P+bw3A+GugVk2Rj/JBpmJLJIac38h6FA3O14jO7n4aed8a2/5LPQPWDpQe4jolt3wYGBgYGBgZJi+IPsv3lxfUqPxu0Hw+/AVeMV+nVReCBq1XufCG2/Y8aBjnpAlUelS9+iW3fBgYGBvHkvGOO5pM/luGXZc475ugmt/3g19/afLy453xsttyXkdOpWaw6nqbe2bWbJRsThk5vdH1n198ULdUu2Ew4po1HsEV/W1O9AdyP/oHjmmkIO26DHTMh51Kw9mipuY0cQIX9b2vLWeeAEH2mCz2PPehbv561g6HfQF8oisKaNWt0mWpAD9pVf5Ads79qcJ0e9DdGa7T7FJlH1y+vF3XZFFZR4sbew7jnhZX8b7rKzefDq/Nh3fbWWN0wl47V/n72M3j9TW8bQs9jD/rWr2ftYOhPNi487jgWrV6D3+PhwuOOa2JLNfmcj+njTgVASs+I+L9B65EkicGDByfajLjSWPSfHrQ3hZ71t0a7YDPjnD6hRfuEp4rf/CCC4z/gXgXb7oLB/2tRPw2ieGHTn6F4nvb/nAuj3lXPYw/61q9n7WDoN9AfVVVVDB3afCGyjkxj0X960N4UetbfGu0+ReaxDctbtE9oqnjv+Wv46o8Apxwp8OwtKmNvbVE3DSJJ8MT18OeztECa976Ofl89jz3oW7+etYOhP9m46LnnG1yOFzEtOGPJ7Yoltyui2Ywqy4AACIgOZ3hdQy+DxlEUhaKiok79dCAU/Vc3F6AetDeFnvW3u3bBBP2ri88Uvg2l37atP/8eWHky7H9T+3/eLEg7Ierd9Tz2oG/9etYOhn4D/WE2m7n22msxm83Nb9xBCUX/qXWcj3rQ3hR61t/+2gVu/CcEgipjjhI4/6S29ZaWAvMfg1su0ByPT76r8v430e+v57EHfevXs3Yw9Ccrkijyzg3X0zs7K67HiV+1a1Gk9MsvKP3yC4IHCuN2mM6OqqoUFBSgNjd9vROiZ+3QefT7g248/rLwcjQkRHvaaG3KNcCWG0FtXX4moWoFLDsOKpaC6IRD5kKve1rUR2cZ+9aiZ/161g6GfgP9YbPZmD17Njab/nI/61k7dB79otWM5LSGl6MhEdrX5sMzH2jLT/0NHK089IAeCj+/COOPFfAHVK55ROWOFgYMdZaxby161q9n7WDoT1ZkRcFiin9Gxrg5HwVBQKwuoS4Y+ZsMDHSJP+hmytwMZs7PA+DBT/OidkAmhD6Pg5QC7tWwu2UZyU2SjSsHXIB17engLwBrbzj8R8g6O07GGhgYGBgYGBgkDtFqZviX93PcvLsAOPajO6J2QCaCGf+BvUVa8Zkpl7dsX8UfpOenc1jyVIDBvQX2l6icfDP8d0F8bDUwMDBoT+b+9huXjRiOFMeaLHF1b9r7D6BqxXJ8+duwdo9RAQeDVtOaghwGBm1BVvzIip8Uaw4Alb5CZMUPOBJrWGNYu8NBU2Hb3Vrux+JPIHUkpI4C26D626tB8G4DzybMJV9wRNX7WnvqKDj4fbB0aV/7DQwMDAx0S2sKchgYtAXBLCFaan5XiBYTglkCXyCBVjVOhRvufBHeuB/uvhRGHQo/rIQfV8PSbfUj7gVBpVcX6N8TTjg0yNSTl2MyCazYrHLWvbBjXwJEGBgYGMSBwd27c1SfPI7p25et+/fjCUTex++f80GbjxFXL5TocCCluPBu24ZcWYmlR09Em11LBVkLe99+8TSjw5OSkhKTflpTkCPRxEp7R6Uj6VfdWok/pcyDYJEQHJbwOqEVQdYJ0979ZjjwEVT8BKWLtRdgQ+S2bNivlJMiKmSkge3XHqDW+YKdezX0fxHEtkV8d6Sxjwd61q9n7WDoN9AXsiyzcOFCZLntDsPWFORIJLHU3hHpaPrtkvZdLtVkJqDKeNpgdyK1v/kFXHiyypkjBU48HE48XGtXFD/5/mdZL3QnFQ891SK6zvVjs0T+cJ37ncoVD0OVp/U2dLSxjzV61q9n7WDoT2YqvV6+Xbc+rseIq/Ox4qclUB22GSgsJFDYcO5Hw/nYOJIk0a9f8r0/KvEvBpCs2tuLjqRfdfspznsQgJK8mWCRyC6Z1eo7TMy1Ky3IHyda4NBvoPI3KP8Byn6E8h8RgkX0sgj0wlu9oVDteBTA2gts/SDnYug6OXzfay0daezjgZ7161k7GPoN9Ifb7WbChI71YDhW6Fk7dCz9dklixbgLAFg1/gJ8skyfBW/hb2V/idZ+9hQ4cqDKqENh5FAtArJblkBfdR991VrhjNXP0XcVqmwqgE+WwD/eg7amJU60/kSjZ/161g6G/mREAC4ZMZxeWZmYJIk/8vN59dvv8QdbV/+gKeJXcCaEqjb9MmgSRVHYu3dv0lT+lEQLkmih0ldIpa8QUTAjiZbmd2wFyaa9velI+lW/DAEFIScFIScF/LLW1kpipV2wSGAWUQsrUQsrwSJpbc0hmiF1OPS8E4Z8BMfvx3voz7xTqrLEY+fzqhRmF6l4hy2BkVVwbD4cuhi6XddmxyN0rLGPB3rWr2ftYOg30B8Wi4Vp06ZhscTnu1RLUQMySq2q1Io/iBqIT4RKsmlvbzqSfrMgYZVqvj9ZJQmzEMX3qUaIlfaAKuOrFUHlk2UCavPnq6rC7xvg6Tlw4TToPgkG/snCw6bzeFcayYvSeO43XcLh15txnqrS8zw4+WZ46t3Y/HztSGMfD/SsX8/awdCfjFx5wij+fPJJePx+DlRUcP4xx3DbafFxEMfV+eg89LDmX8MOjacJHR5VVdm3b1/cKn+qbj9KmTZvQCnzhKfONobF5GDWpBKmTswH4IEz8rGY4pO/L97ak50OqV8UtFcbiZV2wWEha++D2O8+hcw9M8gumRUxHTz6jgRU+0CWuuFzt4slXgdrfKA6BoMY+2ptHXLsY4ie9etZOxj6DfSH1Wpl+vTpWONUnNEuSaSatAIgqSYzdqlph5HiC/DT2IdYetbjAPxyzhMoccrfF2/tyY6e9cdKu0eWGbzwHf6xcRUDF7xDnwVvtXo6+Na9AgulI3jedBpvm07gO2kIq/NF3N7m920peh570Ld+PWsHQ38yMn7YMJ5a8Dm3v/UOU957n7vffY9xQ4fUzZQYE+I27TpQVIRgsaDKMqaMDCzduiPEsXKOQctR3X4OZEyB6gi1iOmyTWAxObBb0sLLBgZhWjK9Ga1C9Pgh0zBJsXfghRAznaQ8embc+jcwMDAwMEhG7JLEttMuDUes1Z4u2xSKL4Bc5QsvGxi0FsUfZPvLiyOiaWNNaSDAg+t+j1v/BgYGBp2Z3LRUft68Ofz/37flowLZLheFFRUxPVZcnI/lPy3Bu3VL5IGyskg/eQyi4eVOGlS/DH5ZmyYrCqCo2vTU2tNlW+hMMtAntac3A1FPbzZLNiYMnR5f4wwMDAwMDHRI3amy0Pbpsgb6JDS9OXQ+1UxvbnoSneoPsmP2V+1goYGBgYFBa5BEEX8wMmJclmVMUuwnScfc+ejZvAnvls312oNFRVT+/hupI0bG+pCdGkEQyMzMbPeo0dY6k2JqQ4K0JwsdSb/gsJCZ/wDFPaaTkT8VKSdFm97sd7euvyTW3h7FlpJZf3ugZ/161g6GfgP9EQgEmD17NoFA+0YYNu5MakcbEqQ9WehI+j2yzGGL5rB+wsUMWziHooAXjywjYW5Vfx1Jezww9OtXv561g6E/GREEgSlnnYlfrolQt5hMA+M3pQABAABJREFU3HH6aXhqjdP9cz5o87Fi7nys7XgUU1IQzWaCpaWgqni35+M67niEZvLNGNQgiiK9evWKS9+CRQKLVONghLCTsVFnUjsST+0dgY6mP3R+iGn2Np8ryahdEi2IgplKX2H4//EqtpSM+tsTPevXs3Yw9BvoD6/Xy3XXXReXvus6GKHGydiYM6k9iaf2jkBH0++RtYev5cFAm8+VZNQeKrYkWrSfx/EstpSM+tsTPevXs3Yw9Ccjn69YWa/ti1Wr43KsmMdSBktLQRCw9R9A9jnnkjnxTFzDR2grFQW5ojzWh+zUKIrCzp0741L5U3BYyC6ZReaeGQ0W5GjKmdQeufriqb0joGf97aG9drGluoWWArKXz1dPJyDXZBm3mBw8cEY+AFMn5jNrUknccp7qeexB3/r1rB0M/Qb6w2az8fLLL2Ozxf77lKc6v+PABQ0X5GjKmdQeufriqb0joGf97aG9qWJLgsXEQZNPQbDUxOG0Z7ElPY896Fu/nrWDoT8ZeeSTT6N6xYKYOx/V6tBMW15euM3WO6/W+vh9iemMqKpKcXFx3Cp/Cg4LUtdUUh49E6lraoSTUbCZcEwbj2CrHyAbytVnjqPzMd7akx0964+39lCxpZK8mQAU5z0YdkD6g24qPPtYuGYGFZ59+IM1U8dDzka7JS2uxZb0PPagb/161g6GfgP9YTabmTx5MmZz66avNodHlin0e3lw3e8U+iOjG32KzKPrl+NT6kd3hXL1qXF0PsZbe7KjZ/3x1h4qtrRq/AWAVmxp22mXYpckRKsZc4aT3teNwZzhRLTW2NBexZb0PPagb/161g6Gfr0Tt2rXtadWR06zNn5QdBQEmxnn9AmJNsPAIOZEFFuCcKGlgMXNlLkZyIrmiJw5Pw9JtMQ1ytHAwMDAwCAR+BSZxzYsT7QZBgYxp7FiSxablSM/vzs8tfq4eXeh+IP8NPYho7K7gYGBQZyJm/OxavUqxAbCaeu3C6SGpmUbGBgYtCdiZFELWfEjK35SrDkIiKgoVPoKq52RhvPRwMDAwMDAwKCjIpilsOMxhGgxIZglMJyPBgYGBnElbs5H/+7dkQ3VlSvrtYPhfGwCQRDIzc3VZeVPPWuHzqW/pRWiE61dQEQQxIQFaidaf6LRs349awdDv4H+8Pl8TJ8+HZ/Pl2hT2h09awd969ezdjD061m/nrWDoV/vxMf52JJcTcYPjCYRRZGuXbsm2oyEoGft0Dn0hypCt7RCdGfQ3hYM/frVr2ftYOg30B9+v58ZM2Yk2oyEoGft0Dn0t7ZCdGfQ3hYM/frVr2ftYOjXOzEvOOM89LCWvYYdGmsTOhWyLLNlyxZkufkP8s6GnrVD59BvMTmYNakk4hVN7sTOoL0tGPr1q1/P2sHQb6A/HA4Hn3/+OQ6H/lJ76Fk7dA79oQrRS8bMZMmYmVHnTuwM2tuCoV+/+vWsHQz9eifmkY/OQw+LdZe6p7KyMtEmJAw9a4fOoV9zNrb8A6YzaG8Lhn796tezdjD0G+gLSZIYP348Up3iGHpAz9qh8+hXfIEW50vsLNpbi6Ffv/r1rB0M/Xon5pGPBgYGBgYGBgYGBgYGBgYGBgYGBgZgOB8NDAwMDAwMDAwMDAwMDAwMDAwM4oThfExyBEGgZ8+euqz8qWftoG/9yardJNkYP2QaJskW1+Mkq/72Qs/69awdDP0G+sPr9TJ58mS8Xm+iTWl39Kwd9K0/mbUr/iDbX16M4g/G7RjJrL890LN+PWsHQ7/eiU+1a4OYIYoiWVlZiTYjIehZO+hbf7JqN0s2JgydHvfjJKv+9kLP+vWsHQz9BvojEAjwyiuvJNqMhKBn7aBv/cmsXfUH2TH7q7geI5n1twd61q9n7WDo1ztG5GOSI8sy69ev12XlTz1rB33r17N2MPTrWb+etYOh30B/OJ1OVq9ejdPpTLQp7Y6etYO+9etZOxj69axfz9rB0K93DOdjB8Dn8yXahIShZ+3QsfQLNhOOaeMRbLEJqO5I2uOBoV+/+vWsHQz9BvpCFEWGDBmCKOrvK7metUPH0+9TZB5dvxyf0vaHQx1Ne6wx9OtXv561g6Ff7xjTrg0MDGKCYDPjnD4h0WYYGBgYGBgYGBjEGJ8i89iG5Yk2w8DAwMCgg2K4nA0MDAwMDAwMDAwMDAwMDAwMDAziguF8THJEUaRPnz66DE3Ws3bQt349awdDv57161k7GPoN9Ifb7Wb8+PG43e5Em9Lu6Fk76Fu/nrWDoV/P+vWsHQz9eseYdp3kCIJAampqos1ICHrWDvrWr2ftYOjXs349awdDv4H+kGWZL774ItFmJAQ9awd969ezdjD061m/nrWDoV/vGKEFSY4sy6xatUqXlT/1rB30rV/P2sHQr2f9etYOhn4D/eFyuSgrK8PlciXalHZHz9pB3/r1rB0M/XrWr2ftYOjXO4bzsQOgKEqiTUgYetYO+tavZ+1g6Nezfj1rB0O/gf7Qc7SvnrWDvvXrWTsY+vWsX8/awdCvZwzno4GBgYGBgYGBgYGBgYGBgYGBgUFc6HA5H5VAAPfaNQQPHCBQdADV78c1fAT2fv0jtgscOIB362YCBw4QLCkBVaXL5Vc22q9n8ybca9ciV1YgOZ3YBw3GMfjgeMsxMDAwMDAwMDAwMDAwMDAwMDDotHQ456Pq8+FetRLR6cSUkUFg374Gt/PtKsCzeTOm9AykFBdyRXmjfXo2bqTil5+xHnQQjoMPJrB/P5W//YoqyziHDI2XlKgQRZFBgwbpsvKnnrWDvvXrWTsY+vWsX8/awdBvoD+qqqoYMmQIVVVViTal3dGzdtC3fj1rB0O/nvXrWTsY+hvjsIN6ccnw4Qzq1pVsl4sp783h+w0bw+tHDx7E2UceyaBuXUlzOLjmpdlsruMHs0gSN4wby5ghh2A2mfhly1aeWvA5JUn0Xne4b/ei3U7WeReQPek8Uo48qtHtHAMHkXPhxWSePhFLt26NbqcGg1SuWIalRw/SRp+EfcBAUkeOwprXB/eqlSg+XzxktAiz2ZxoExKGnrWDvvXrWTsY+vWsX8/awdBvoC8URWHnzp26zHWqZ+2gb/161g6Gfj3r17N2MPQ3hs1sYfO+fTy1YGGD6+1mM6t27uRfi79utI8bTx3HyIEDeOCDD7nxtTfIdqXw8AXnxcvkVtHhnI+CJCHZ7c1uJ9rtCKbmAzv9+/ai+nzYBw6KaHcMGowaDOLftavVtsYCRVFYvXq1Li9QPWsHfevXs3Yw9OtZv561g6HfQH+4XC7Ky8t1WflTz9pB3/r1rB0M/XrWr2ftYOhvjKVbtjD7m2/5fsOGBtcvXLWa/37/A79t29bgeqfVysQjDue5RV/yR/52Nu7dyyPzPmVYr14c0qN7PE1vER1u2nWsCRYXA2DOyopoN2VmgiAQKCnGRt9G91cUBVVVARAEAVEUI9pqt8uyHLFvY+2iKCIIArIsh9fJshyehlb3R1lj7ZIkoapqg+11bWysPR6aorFdFMXw8Wrv09E1NdTemKYQdfvvyJqiHafax4+HJqXWcqjn2tdbXULt7XXuhf4qioIkSUk7Ti3R1Fy7cd8z7nu16az3vbpjZZD8uFJcyHIQgEAggNfrxWazRUTo+nw+/H4/DocDSZLC7V6vl0AggNPpjEgl4Ha7kWUZl8sV/gHmcrmoqqpCUZR6P8oqKioQRRGn01mvXZIkHA5HuE1RFKqqqjCbzdhstnC7LMu43W4sFgtWqzXcHg9NtWlOU0h7Z9IU7TiFqN1PR9cU7TjVPk48NLlMDUfQu1JSGm0vrfS227kXsjW0TbKOU0s0hTDue8Z9rylNITrzfU+SNBebw2wBU419AVkm0MhvzbYyqFtXzJLEb1trnJM7iorYW1rG0J49Wbtrd1yO21J073xUPB4QBERbZDSlIEkIFiuK293k/mvWrAkvZ2Zm0qtXL3bt2kVxtVMTIDc3l65du5Kfn09lZWW4vWfPnmRlZbFp0yZ8taZ39+nTh9TUVNauXRu+SNetW8egQYMwm82sXr06woahQ4cSCATYUMtTLooiw4YNo6Kigm21PORWq5XBgwdTUlJCQUFBuD0lJYV+/fqxf/9+9tXKHxBPTUCTmkL7r1u3rtNoask4DRgwIEJ/Z9DUknEKEQ9NQrmPboCqqMhyAAlYt3YtXqe2n6qqBOUgqqptv37Deo4+fGS7n3ulpaXk5OQk9TgZ9z3jvtecJuO+FzlOXbp0waDjULCrAGf1D43Zs2dz3XXX8eyzzzJ58uTwNtOnT2fGjBl8+OGHjB8/Ptw+efJkXnnlFZYuXcqQIUPC7ePHj+eLL76goKCA1NRUQPusGzJkCDt37qS8PDJPeWpqKr169Yr4zlleXk5aWhpjxoxh4cKaaVpr1qxh6NChXHnllcyePTvcvnDhQiZMmMC9997L9OnTw+3x1AQ0qWngwIFh7Z1FU0vGafjw4RH6O4OmloxTiHhoUirdlF9+Q71jrVq9mjM3/Kte+5q1a+mR2aXdz71LLrmE559/PqnHybjvGfe95jQZ973Icapyuznv4mv48Nabwt8fAF799jv+8933xIPMlBT8wSCVdVIGFldVkZnibGSv9kcY9eBDHfYxfKDoACULPmuw2nVtKn5ZimfjhgarXZf/tARv/ja6XHJZvXUHPnwfU2YW6SedHNFuNZl442qtr5ycHP6fvfcOk+Qs77XvqurcPTnt7oTNcWaTslZZK2kVkASIjJEBCX/YWBgwmIMP2MLG4HDAPgcHsCVyEAIEiCBplbNWWmlzzjt5J8907q6q748OO7PTPbsz2z09PfXc16VLO29XVz2/ft+q7nrqCYqiAPmLANq3bx8rV65Me/ytEgGk6zp79uxh5cqV6acaxa4p0/hEEUC7d+8eo7/YNU0m8nHfvn20tLSgKErONZnBKAPVX4JocsyuUtH3FcK2IF96tJoSZx2KomKaBiORbv7+jl587qppjXzct28fq1atwm63z9h5moyms43LdU+ueylm83XPNE16enoA+ND3fkAkHh+nX5gh6Dret/aw5cUn8x752N7eTn19PV1dXZaKACorK2NwcJD6+npGRkZmhabJzJOqqgwPD4/RX+yaJhP52N7eTmlpKbFYLOeaXKrGrqtuxznq/VFDZ82bm1n2q09yJrvu/FcGu3qnNfKxvb2dqqoq+vv7Z+w8TUZTCrnuyXVvIk1WuO5pmo1Lr7oR89L1U4p8fPFL/3tcw5kUc8rK+Pkn/3xcw5kbWpr5wu1vY+PX/mnM9t/+6EfYduL4hLUipxPLRz4qmgZZ0r5M3Ui8PgGqqo5Z3KmxTGhZ9jXRuKqqtLS0pG+OJrsfRVEyjmezcbLjU9F0ruOapo3TDsWtKdt4Jk2maWbUD8WraSIbR49nWvc5tbHETfXAVzGGw4T+7Xk8f3U9aokbLZq5wVTqvdO19kbrP2dNUxyfieeTXPfkujdbr3vZ0syFmcuIfwT9DCdxOBwmHA6P2zaYJVsmW1fPkZERRkZGKC0tTd+EpcbPxDCMjOO6rmccj8VixGKxcePRaJRoNDpuPJeaznV8aGhonHYobk2TnadM+qG4NZ3LPJ257nOtaQRY+NhP8Gl2/nRxM/91ZA9+PUbUbWdZpvcmo+Sna+2dqX+mztNo5Lon171s43LdGztPWrLvSDAWBWNiX1Ku6Pf7cdhs+JzOMdGPlV4v/X7pdj1jUN1uME2McGjMuKnrmNEI6ijPdqHIdMGxClbWDtbWn2/tiseBNqcU3z/ejlo5c8LRU1h57sHa+q2sHUS/YC1UVaWxsTGrE302Y2XtYG3906E9pOv0RMP83b436YmGCeWp1tpUsPLcg7X1W1k7iP58caCzi5iuc+HCBemxxqpK5pSXsXtUeaZCY/lZt1VUAhDr6xszHu/vA9PEVlFRCLPSGIbBgQMHLBktYWXtYG39VtYOot/K+q2sHUS/YD28Xi979uwZl95lBaysHayt38raQfRbWb+VtYPoz4bbbmdJXR1L6uoAmFtezpK6OmqTNSpLXC6W1NWxoKYagKaqSpbU1VGZ/BwDkQi/37adP7/xRtbPn8+yOXP4wu23s6u1bcY0mwFJu8YxZw6Kw0Ho4EGc9Q3p8eDBg6DZxowJgiAIgiAIgiAIgiAIQi5YPm8u37z7Q+m/77vpRgAe27GDrz76O65ctoy/vvP29OtfvuudwNgmNt/c/CSGafKVd9+FXdN4/ehRvvGHx6dRxdkpSudj8MB+zGgUI5TI84+2taW7UruXr0B1OND9fsLHjgIQ609ENQZ27QRA9XpxL1oMgGKz4V27Dv8brzP0wvM45s4j1tNN5NhRvOvWo44qeioIgiAIgiAIgiAIgiAIuWD7iZNc9ff/kPX1x3bu5LGdOyfcR1TX+dfHn+BfH39iwu0KSXE6H/fuwRhVSDTSepJI60kAXAsXQdL5GNixfcz7Un/ba+vSzkcAz/IVKKpKcN9eIm2taB4vvgsvwr1iZd61nAtWrolgZe1gbf1W1g6i38r6rawdRL9gPYaHhwttQsGwsnawtn4rawfRb2X9VtYOot/KFKXzsfodd511G8ecOdT+0d3nvE/30mW4l2bqf1ZYNE1j9erVhTajIFhZO1hbv5W1g+i3sn4rawfRL1iPkZERysrKCm1GQbCydrC2fitrB9FvZf1W1g6i3+pIeMEMxzRNhoeHMU2z0KZMO1bWDtbWb2XtIPqtrN/K2kH0C9ZD0zRuuukmNE0rtCnTjpW1g7X1W1k7iH4r67eydhD9VkecjzMcwzA4duyYJTt/Wlk7WFu/lbWD6LeyfitrB9EvWA+Px8MTTzyBx+MptCnTjpW1g7X1W1k7iH4r67eydhD9Vkecj4IgCIIgCIIgCIIgCIIg5AVxPgqCIAiCIAiCIAiCIAiCkBfE+VgEOJ3OQptQMKysHayt38raQfRbWb+VtYPoF6yFYRjs2bPHkqUGrKwdrK3fytpB9FtZv5W1g+i3OkXZ7dpKaJrGihUrCm1GQbCydrC2fitrB9FvZf1W1g6iX7AegUCAlpaWQptREKysHayt38raQfRbWb+VtYPotzoS+TjDMQyDvr4+Sz4dsLJ2sLZ+K2sH0W9l/VbWDqJfsB52u5177rkHu91eaFOmHStrB2vrt7J2EP1W1m9l7SD6rY44H2c4pmnS1taGaZqFNmXasbJ2sLb+Qms3MTBNA5PCOEAKrb/QWFm/lbWD6Besh8vl4oEHHsDlchXalGnHytrB2vqtrB1Ev5X1W1k7iH6rI2nXgiAISTTVgaY68Ed6xo0JgiAIgiAIxYsZ0zGicVTH6VtgIxrHjOkFtEoQBMEaiPNREAQhicPm4avvGMAf7uHvf7+AL912HJ+rBofNU2jTBEEQBEEQhPPAiMR49YavYCv3cOmjf8WWO/6Z+GAQIxIrtGmCIAizHkm7LgJ8Pl+hTSgYVtYO1tZfKO0Omwe3owwAt6OsYI5HK889WFu/lbWD6Besha7rPPHEE+i69SKvrKwdrK2/kNqNSAw9EEnYEYgUxPFo5bkHa+u3snYQ/VZHufLvviKFlSaJ02bjhx++G4C6ujpUVXy4gjCbCEUH+etfVfDVdwzgdpQX2hxBEGYJhmHQ3d0NwIe+9wMi8XiBLRKyout439rDU489gi7zJAizCs3nYsPTX+KVjX+P7g8X2hxBEGYRms3GDbe8k8AFzaBphTZnRiFesxmOYRh0dXVZsvOnlbWDtfVbWTuIfivrt7J2EP2C9XA4HPzt3/4tDof1agtbWTtYW7+VtYPot7J+K2sH0W91xPk4wzFNk+7ubkt2/rSydrC2fitrB9FvZf1W1g6iX7AeTqeT+++/H6fTWWhTph0rawdr67eydhD9VtZvZe0g+q2OOB8FQRAEQRAEQRAEQRAEQcgL4nwUBEEQBEEQBEEQBEEQBCEviPNxhqMoCpWVlSiKUmhTph0rawdr67eydhD9VtZvZe0g+gXrEYvFeOCBB4jFpr/jbqGxsnawtn4rawfRb2X9VtYOot/qSLfrKTC623VNTY10uxaEWUY4NsT9j9Zz/x3tuOxlhTZHEIRZgmEY9PT0ANLtesYj3a4FYdYi3a4FQcgX0u06O7ZCG1CMlIwqkJq6iRAEYXbx6SuPMNQfZgj5USoIQu4pcTrF+TiTSXZc12z5/anscrr4l3/5Fz73uc8Rjljr+8bK2sHa+gutXdGh9dvPoOj5P8czUWj9hcbK+q2sHayhP31NMQxxPp6BRD5OgWqvl/98/3sLbYYgCIIgCEXKn/30Z/QGAoU2Q8hGKIR396FCWyEIgiAIQhESaFkKbnehzZhRnNejHjMeA1VDSaYdR0+dItrRDoBjXj2O2trzt3AGEtX19L9ra2vzXpvKMAz27NlDc3Oz5VK8Rbs1tYO19Yt20W417WAN/aZpcurUKWDsbwlhBpJcg88++Wje065LfCW0tbfRUN/AiH8kr8eaaYh2a2oHa+sX7aLdatrBOvo1m43rbrwj/TtCOM15OR8HNj9B6YYrsJVXEDp0CP/2bbgWLABg+IXn8a5bh3vJ0lzYOWNRFCXvN0mmaU7bsWYaot2a2sHa+kW7aLeadrCGfiOZyisUAckHy3o8nnfno67H8Xo86Hr+jzXTEO3W1A7W1i/aRbvVtIMF9UvzxHGcl/NRHxnBVl4BQHDfXipuuBFbReJv97JlDD77zKx3Pk4HiqJQV1dnye6fot2a2sHa+kW7aLciVtcvWJdIJML9999PJBIptCnTjmi3pnawtn7RLtqtiNX1C+dZ87H3kV9QcfOtaB4Pvb94mKp33IWSLKpp6jq9v3iYmve+P2fGzhRKXS4e+KMPAFBXVzdrIzQEQRAEQcgdhmHQ3d0NwL0/+gnD4dlZbH1WEI3i3bFful0LgiAIgnDOpLtdr10BDkehzZlRnJfXzL18BcOvvITuH8G9chUjb2xBDwTQAwH8W9/AMXduruy0NLquc+TIEXQL1ocS7dbUDtbWL9pFuxWxun7Bung8Hh5//HE8Hk+hTZl2RLs1tYO19Yt20W5FrK5fOM+0a29zC4rNxsATj2PqOmY0SvjIEVBVnE3zKblsQ67stDx+v7/QJhQM0W5drKxftFsTK2sH0S9YE03T2LRpE1oye8hKiHZragdr6xftot2KWF2/cJ7ORwDP8hW4ly3HCAYwgiHQNGylpSi28961IAiCIAiCIAiCIAiCIAhFTE48hIqioHl9aF5fLnYnCIIgCIIgCIIgCIIgCMIsIC/hiXowSLy/HyMUxNR1FE1DdXuwVVaiSY7/pFEUhYaGBkt2ABXt1tQO1tYv2kW7FbG6fsG6hMNh7r33XsIWbEAk2q2pHaytX7SLditidf3CeXa7PpNYzyn8b71JrLc3MWCesWtFwV5djXf9hThqa3N12GlHul0LgiAIgjBZpNt1ESHdrgVBEARBmCTS7To7OYt8jHZ2MPjsM2heL96167BXV6O63SiahqnrGKEQsd5ewkcOM/jUZsqvux7H3Hm5OvysRtd1Dh06xNKlS6dcoPXQsi8S7xgaN26bV8bSg185XxPzRi60FyvFpD0f66uY9Oca0S7araYdRL9gXbxeL1u2bOHSSy8lEAhMaR/3Ll+Hzz7+Jscfi/LAge3naWH+yIX2YqWYtOdjfRWT/lwj2kW71bSD6Bdy6Hz079iOvaqK8htuQsl001BWjmPOXDwrVzH41Gb8O7ZTKc7HcyYSiZzX++MdQ1QHxk93bwaH0UzjfLUXM8WiPV/rq1j05wPRbk2srB1Ev2BNVFWlubn5vDJpfHYHlU53Dq2aHnKhvVgpJu35WF/FpD/XiHbRbkWsrl+AnM18fGAA16IlmR2Po1A0DdeixcQHBnJ1aEEQBEEQBCHPOGw2RlfkvHDBAt572aVctmRxwWwSBEEQBEEQZj45cz6qDge6f/icttVHRlAl/10QBEEQBKFo+PZHP4zX6QTgj67YwIeuvAIFuPPCC/izGzYW1jhBEARBEARhxpIz56Nr4SKC+/YR3LcXIxbLuI0RixHcu5fg/n24Fi7K1aFnPaqqsnDhQkuGKIt2a2oHa+sX7aLdilhdfzGgqSr+ZGr8NStW8Nmf/JSHXtvCX//s51yyaGGBrStegsEgmzZtIhgMFtqUaUe0W1M7WFu/aBftVsTq+oUc1nz0rl2HHgjgf3Mr/m1voZWUJhvOqJi6gREKoY8Mg2HgnD8f79p1uTr0rEdRFEpLSwttRkEQ7dbUDtbWL9pFuxWxuv5ioN8foKWhnt1t7fT6RyjzeOjz+/EkoyGFqaHrOps3by60GQVBtFtTO1hbv2gX7VbE6vqFHEY+KppG2VVXU3HzrXhWrET1uDHCIfShYYxwCNXjxrNiJRU330rZVdectTakcBpd19m1axe6rhfalGlHtFtTO1hbv2gX7VbE6vqLgX/87e/4k+uu4+sfeD+GYfK9P7mXf3n/+/i/H/og//nUM4U2r2gpKSlhaGiIkpKSQpsy7Yh2a2oHa+sX7aLdilhdv5DDyMcU9upq7NXVud5tmkTq9h7ivb3E+noxo1FKLt+Ae/GScdvGhwbxb91KrOcUqCqO+gZKLrwI1eVKb6P7/fT9+pGMxyq98ipcC2ZGGpFhGIU2oWCIdutiZf2i3ZpYWTuI/plO19AQn/zhj1hQXU1DZSWbd+2iZ2SE/R2dGKZZaPOKGitH/Yp262Jl/aLdmlhZO4h+q5Nz52O+MSMRgrt2onq92CoqiHV3Z9xODwQY2PwEqt2Bd916zHic4N49DA4OUHHzreMiL50LFuCc1zBmzF5dkzcdgiAIgiAIxcjx3l6O9/YW2gxBEARBEAShSCiI89GIxTCjETSvb9LvVd1uqu56N5rbTayvl4HH/pBxu+CeXZjxOOW33pY+jr2qisGnnyJ89AjupcvGbG+vrMK1SJrgCIIgCIIgnAtlbje3rVtLc0MDlT4vkKgLubutjcd27GRQisoLgiAIgiBMyNqmRt5/+eUsnzuH6pIS/vrhn/PigYNjtrnnmqu5ff16fC4nu1rb+Ppjj9HWP5B+/eH7PsHc8vIx7/nW08/w41denQ4J50RBnI+h/fsI7NxB7Qc/NOn3KpqG5nafdbvwyZM46xvGODgdc+ehlZQSPnF8nPMRwIzHQFFnXD1KVVVZvny5JTuAinZragdr6xftot2KWF1/sbFi7ly+/sH3E47FePPYMVr7+wCo9Hq56+KL+eCGy/nLnzzEgc7OAls68wkEAjQ3NxMIBAptyrQj2q2pHaytX7SLditidf0T4bI7ONzdze+37+Cr73nXuNc/sOFy7rrkYr76m9/SOTjIPddew9c/8H4+9F/fJjqqVvoDzz3Pb9/alv47GI1Oi/3nStGlXZ8LejCIGQ5jq6oa95qtuppoe9u48cDOHfjfejOxTWUV3nXrcc6bl3dbzxW73V5oEwqGaLcu063/iz9dxlCwY9x4mWceX3n/wQzvyB9WnnvRbl2srr+Y+NTNm3h27z7+zx8ey/j6Z2+9hU/dfBN/+t3vT7NlxYdhGLS2tlqy5qlot6Z2KIz++vddg+ZxjhvXgxHaH3p+2uyw8tyLdmtqB9E/EVuOHGHLkSNZX3/PJZfwgxdf4qWDifvRf/jNo/zmM5/iqhXLeXrP3vR2wUiE/hns3M1ZeEHo6JFz/i8+0J+rw2bECCXSfNQMEZKa240ZjWKmPMQKOObOxXfBhZRdex2+iy7GiIQZevZpIm3jnZSFwDAMdu/ebckTVbRbUzsURv9QsAObLzDuv0wOyXxi5bkX7dbUDqK/2FhSV8vDW17P+vrDW15naV3dNFpUvJSUlDA8PGzJDqCi3ZraoTD6NY8TR7lv3H+ZHJL5xMpzL9qtqR2sp99jc+BxnP7PPsXs2rnl5VSV+Nh67Hh6LBCJsK+9neb6+jHbfvCKDfzuLz/Ngx+7h/dffhmaopyPhJyTs8jHkVdeBkWBc+12mMcPIuVYzJg+nRwzdT2Rwu31Ub7xxjGbuBYuov+3v8H/1lacDQ3j9yEIgiAIgmBh+vwBVtbP42RfX8bXV9bPm9FP3wVBEARBEPLFjz7xcWqqT2fifuf5F/juCy9Oej9VyZraA2f8puoPBKj0nS4x+MvX3+BAVxcjoTAtDQ38f9dfS5XPx78/+dQUFeSenDkfFYcDW2UlvvUXnnXb8JFDhA4dytWhx9syysE4jokck0lUpxPX4iUE9+xGDwTQvN682CkIgiAIglCMPPTaa3zutltZPmcObx4/zoA/8aO4wuflwgULuP2C9fzHk08X2EpBEARBEITp54/+41vgcqT/jmXyTeWQn43KRjly6hQxXedzt93Ct595Nu/HPldy5ny0V1cTHxrGnqHO4plEO9pzddiMqG4PAEYoNO41PRRCcTjO2lRG9ST2YUajIM5HQRAEQRCENL/a+iZDwSDvufRS3nHRhelGQYZhcKCzi68++lue3buvwFYKgiAIgiBMP8F4FHLQ76Uv9XDX66XP70+PV3q9HOrqzvq+vR3t2DSNOeVltPblt+zhuZIz56OtqppoRwdGOITqmrgbteJwoHry59DTPB4Up4t4hlSgeG8vtsrKs+5DT06s4pzeGiCZUFWVlpYWS3YAFe3W1A7W1i/aRbsVsbr+YuSZvft4Zu8+NFWlPPnQdjAYRJe6nZNiZGSE0tJSRkZGCm3KtCParakdrK1ftIt2K2J1/VOlc3CQvhE/Fy5cwOHuhLPR43Cwsr6eX7/5Vtb3La2rQzcMBgLB6TL1rOTM+ehtbsa9eAmK4+zOOs/yFXiWr8jVoRl59RWCe/dSdfsd6TFXUxOhI4fp/8PviQ8Notrt2Kpr0EeG8axcmd7OCIdR7HYCO7YTPnYUIxrFVlpKfGQEW3kFWvLHdKGJxWI48+AINYJR9vnuGzdum1fG0oNfyfnxpkK+tBcDVtYO1tYv2kW7FbG6/mJFN4wxT+OFyaGqKo2Njezfvz/nDZdsisqnWi4ZN+6PRXngwPacHmsq5FP7TMfK2sHa+kW7aLeadhD9E+G226kfFSA3t7ycJXV1DIdCnBoe5uHXX+ePr7yCtv5+OgcHuffaa+gbGeHF/QcAaK6vZ1X9PN46cYJgJEpLQz333XQjm3ftxh8OF0rWOHJX89FmR/PZc7W7CQke2I8ZjaIPDyUPrmBEwgR27cS9fAWqw4GjoZHQoYPEBwdwNjRiRMJE21rBZsO1eEl6X/633iTS3oYZiWCfOxebohLt7ADTxLVkSRYLphfDMDhw4AAtLS1oU+ySlBXTpDowfhn0dgzl9jhTJK/aZzhW1g7W1i/aRbvVtIPon23Ulpbw0Wuu4R9/+7tCmzLj8Xq97NmzJy8RIYqiUOmYOCOpkORT+0zHytrB2vpFu2i3mnYQ/ROxfN5cvnn3h9J/33dToiHyYzt28NVHf8dPXnkVt93O5267FZ/Lxa6TrXz2Jw8RTdZyjOk6G5ub+cg1V+PQNDoHB3l4y+v87LUtBdGTjZw5H6eT4N49GKO7/ZgmZjhMYMd2XAsXgcNB6MB+FKcTW3k5kfZ2FE3FVlVNvK+XaHc3znnzANB8JZiRCGg2Yl1dKA4HjvoG4v19hI8fx7NiZRYrBEEQhNnCoWVfJJ7hoctMigIXhGKixO3m5jWrz9v5+MENl/Pxjdfz8JbX+ebmJwFwaBqfuPEGNjavwm6z8fqRo3zjscfHdIKsLS3ls7fewvoF8wlFozy+YyfffuZZdNM8L3sEQRCE4uPe5evw2R3jxmdKFLhgbbafOMlVf/8PE27z4PMv8ODzL2R87WBXFx//7vfyYFluKUrnY/U77iLa3c3gU5upvPVtjLzxOkYkkk67NqJRop0deFauwnfB6e7bpq7T+/OfETlxPO18NOMxUBSq73oXquP0BSmwexeB7duk27UgCIIFiHcMzegocEGYaVyxbOmEr88rLz/vY6yYO5c7LrggXeMoxX033cjlS5fwN798BH84wqdv2cQ/vPsu/ux7PwBAVRT++f3vpd/v50+/+32qfD6+eOftxA2D/372ufO2SxAEQSgufHYHlc6ZGwUuCFagKJ2PpmHgf+N1XEuWYquoGPd6fHAQTBPbGZ23FU3DVlFJfOB0t59Yfz9aaekYxyOAvao6sa+B/hnhfLRyAX7Rbl2srF+0WxMrawfRX0x89T3vxjRNFEXJuo15HlGGbrudv3nHnfzz73/PH195ZXrc63Ry2/p1/N2vfs1bx08A8LVHf8eP/+zjrKqfx972Di5etIgF1dV8+kc/YSAQ4HB3Nw889wIf33gd33n+BeIzsNbU8PBwoU0oGKLdulhZv2i3JlbWDqLf6hSl8zF06CB6wE/5DTdmfN0IhQBQ3eOfbqhuN7FTp8Zsm207ACMYmtAWwzDSP64VRUFV1TFjo8f1ZE7+2cZVVUVRlDHjq1atQlVVTNMcV6A1dbN25rimaentJ/vz3wR0Xc+rpolsH30DumrVKkjaM1rTmVrPtDHbeKE1TTRPZ443NzdjmuaYY8xETdnWV2odTWT7RJpWr16NYRhj9pFvTRMxnWtv1apV6Zv6Qqy9Qp1PKe0p3dOmicyMXsPTcT61tLSMW/MzcZ7ytfYynfPFrmm07efjjJtp9I34+cZjj/PSwYMZX19SV8cD9350yvv/9C038+qhw7x57PgY5+PyuXOwaxpbjx5Lj53s66NrcIiWhgb2tnfQ0lDP0VM9Y9KwXz96hM/edgsLa2s41DU2khLArmnYM9QaLfGVoOtxINEQKRwO43K5sNtP1zmPRCJEo1E8Hs+YeqXhcJhYLIbX6x3zuyYYDKLrOiUlJemxhoYGAkl7R49DokOoqqp4z3gYPjIygqZpeDweILsTODMKJSUledUEEAgEMAwjq6aU9pTusZoSGIZBIBDAbrfjcrnS47quEwwGcTgcYxpVFVrTxPN0WtPIyAjV1dW4XK70vmaqpuzrS0m/ZyrzVFZWNkZ/vjVle1iSGp/OtdfQ0EA42QhiutdeIc+nlHZInPPTpelc1vB0nE8VFRV4vd4xr83EecrX2isrK8Nut4/ZT7FrOnOeNK0oXWzTQtF9MkYkUdvRu3oN6qgTcTRm8keioo7/EaloWvr11LbZthu9r2zs2bMn/e/KykoaGxtpb2+nv/90dGVdXR1z5szh+PHj+Ed1g2xoaKCqqopDhw4RiUTS4wsXLqS0tJS9e/eOuYlZtmwZDoeD3bt3j7GhpaWFWCzGgQMH0mOqqrJ69WpGRkY4duwY2iSf8huGwe7du/Ouafny5djt9ilpSuF0OlmxYgUDAwO0tbWlx30+H4sXL+bUqVN0j0rZKhZNy5cvp7Ozk97e3hmvKZsDL7WOUpomM08VFRWUl5czODjIwMDAtGiaSAcw7Wuvvr6e6upqOZ+mQdO5rOF8a2pubmZwcJD29vacaCrGeZo3bx7RaHTMZ1Dsms6cp9raWmYDB7o6WT53Tlbno8nEUZETsbF5FcvmzuFPHvjOuNcqfT6i8Tj+UXMI0B8IUOnzprcZCIztvt3vTzj2Kr0+YLzz8Y+u2MBHr7k6/XcgGOSu932EtvY2vMkbjQceeICPfexjfPOb3+Tee+9Nb3v//ffz5S9/mUceeYRNmzalx++9914efPBBtmzZQnNzc3p806ZNbN68mba2NkpLS9Pja9as4fjx4+MiQ0pLS2lsbBzzm3N4eJiysjI2btzIE088wZcu2wjxsQ70ifB5vQwPD+ddU3NzM62trVPSlGLPnj20tLRw991388ADD6THn3jiCW6++Wa+8IUvcP/996fHi0XT2rVr+ad/+ic+/elPz3hNPq834/pKraOUpsnM04MPPsjDDz/Me97zHu65555p0dT8F3cRHacCPJ7EtWO6196f/Mmf8D//8z9yPk2DJv3xF8+6hvOtqaKigne/+93893//d040FeM8feYzn2H+/PljPoNi13TmPKV+PwjjUa78u68U1WP4kS2vEe3qpPJtd6QdhAObnxhT8zF84gTDLz5P+U2bcNTWjXn/0AvPEzt1iup3vRuAvt8+iup2UXHDTWO2iw8O0v+7Rym55DLcy5aNea3U5eKBP/oAADU1Nekf1/mKwtB1nX379tHc3JyOoDhze5g4CuNA2aeoyVDP7BQBahmfVt7jjbN86N8KHlkSi8XYt28fK1euRNM0S0UAAezevTutfSZr2lfyyYzrK7WOJrI927hhGOzduzcd9Tsdmj71vTJsvgBnEvd7+eY9/mlbe6lzftWqVdjtdktFPkaj0THn/ESavvTQMoaCnZxJmWcuX37P/klp2l/6F2ddw/k+n0zTZM+ePRnP+Zk2T/lYe6PX/ehzvpg1nWm7aZr09PQAcO+PfsJwMuqlGFnT2IjLYef1I0czvu6y21kxdy7bT56c1H5rS0v4n3s+ymd+/FOOJDNV/t+H/ohD3d18c/OT3NDSzBdufxsbv/ZPY9737Y9+hG0njvOtp5/lc7fdypyyUv7yJw+lX3fabDz1hc/z2Z88xJYjR8Ydd1zkYzSK8sZOtrz4ZN4jH0tKSmhvb6e8vJyhoaEpRWHcM38Vlc7xD+VHYlFKMjRZ6I+EefDE3oJHlsyZM4f29nbq6+sZGRmxVASQqqoMDw+ntc9kTZ9cdXHG9ZVaRylNk5knl8vFqVOnqK2tTUcA5ltT5Xs2YC8bf98TGwpw4sEnpm3tpc75qqoq+vv7Cx6plQtNKc42T/PmzRtzzk+kqf5912Dzjl13pmmiByMM//6tSWn6s2Xrz7qG830+AePO+ZTWmTZP+Vh7Xq+Xzs5OqqqqiMVis0JTtsjHS6+6kcDaFeAY//1rZYoq8jE+PEzo8CF8F16UTq0GMA0dDAPd70ex20+nTIfGp0wboRCq53Satep2Y4SCGbcDxmybCVVVx90knfl3itEnx1TGFUVBUZRJ7Se1/eSTccbuL1+aznU85XgEsn4G2Wyc7Ph0aRpNJk2pG+HR2lPMNE3ZExnGv2cq85TpuPnWlInpXnup7aZ77U1k43StvTPXfabth4KdGZ3FQ/7OSWuazBrO13xMdM7P1Hk6n/GJNOVC60zTBJMr8zDT2dnaOuHr4Vhs0o5HgOVz51Lp8/HAx05HQtlUlbXzm3jnxRfx2R//FIfNhs/pHBP9WOn1pqMb+/1+ViYbC6ZfT0ZF9p8REZkipuvERjugo1G8wIh/BD0+NgsmHA6PcZakCAbH/54E0unUZzL65hPGRtmfSSpN90x0XU+OT77Azuj95UvTROOjNaUcjzBa01hisdiYG9YU0WiUaHR8PFuhNY0mk6bUDe9o7SlmmqaJCuyc+Z6pzFOm4+ZDU0WW0hepB1jTvfZS+5zutZc6diHPpzPXfSYbNY8zo7M4mmX7iTRNZg3n63ya6JyfqfN0LuNTWXuZxotdU2qeNFtRudimlaL6ZIxgEEwT/9Y38G99Y9zrfb9+BPeKlXjXrAVFId7XB/MXpF83dZ34QD/OUWP2igqC3V0Y0eiYpjOxvkSqq62iMm96BEEQBEEQhNNsPXacu7/132PGvnDH2zjZ28ePX3mVU8PDxHSdCxcu4Pn9idT3xqpK5pSXsTuZ2r67rZ0PXXkF5R4Pg8mbk4sWLsIfDnO8pxdBEARBEARheikq56OtvJyya64dN+7fvh0zHqPkoovRfCWoDgeOuXMJHzuKZ/Ua1GSYbvjYUcx4HOf8+en3OufPJ7hvL+HDh/CsStQGMHWd8JHD2KqrZ0Sna2BMCLLVKHbth5Z9kXjH0Lhx27wylh78yoTvLXbt54uV9Yt2a2Jl7SD6BQhFoxxLpqanCEdjDIVC6fHfb9vOn994I8OhMIFIhE/dvIldrW3sbe8A4I2jRzne28uX3n4H//n0M1R5fXzsumv41dY3x0Y3zhAMw2DPnj2zKjL2XJkN2u9dvg5fhtR2fyzKAwe2Z33fbNB+PlhZv2gX7VbE6vqFInM+qi4XzsamcePBffswYMxr3rXrGXjiMQY3P4F76VL0YJDgvr045s7FOa8+vZ29ugZn03z8297CCIfRSkoIHz2C7vdTftmG6ZB1VjRNY8WKFYU2oyDMBu3xjiGqM9SS683gkBzNbNB+PlhZv2gX7VbE6vqFc+ebm5/EME2+8u67sGsarx89yjf+8Hj6dcM0+fxDP+Mvb7mFb33kw4SjUR7buYsHn3u+gFZnJxAI0NLSUmgzCsJs0O6zO6h0TlymKROzQfv5YGX9ol20WxGr6xcgc6GkWYC9qoryG25EsWmMvLmV0KFDuBcvofTqa8dtW3rFlXhWrCR89Cgjb7yOaRiUXXc9jrq68TsuAIZh0NfXZ8mnBKLdmtrB2vpFu2i3IlbXL2Tnkz/8Ed/c/GT676iu86+PP8Ft/+cb3PRP/8IXf/5L+s+o8dQ9NMxfPfQzbvzHf+b2b/wb//nU0+hZ6r0VGrvdzj333DOmoL5VEO3W1A7W1i/aRbsVsbp+Ic+Rj2Y8TrSjg/jwEGY8jnfN2nRzF9XjTXeJPl8qbtqUcdxRW4dj0y1nfb+iafguvAjfhRflxJ5cY5ombW1tlJeXF9qUaUe0W1M75Fd/tlR442tR8OX8cJPGynMv2q2pHUS/YF1cLhcPPPAADz/8cMbGArMZ0W5N7ZBf/dlS4X+rnnuTwXxi5bkX7dbUDqJfyKPzMdLWxvCrr2BGT3ci9K5Zy8Djj2GEw5Rdcx3OhoZ8HV4QBCEr2VLhmaFRMYIgCIIgCMK5MdVUeEEQBCF/5CXtOtbbw9ALzyUcj6aZvqFXVDVRl9E0iZw8kY9DC4IgCIIgCIIgCIIgCIIwQ8iL8zGwaycYBorNNq5BjK2yEoBYX28+Dj1r8flmQC5ogRDt1sXK+kW7NbGydhD9gjXRdZ0nnngCfQZ24s43ot2a2sHa+kW7aLciVtcv5CntOtbTA4qC74IL0crKibSeTL+meb0AGMFgPg49K9E0jcWLFxfajIIg2q2pHaytX7SLditidf2CdQkGg9x8882FNqMgiHZragdr6xftot2KWF2/kKfIRzMeB0DLEMFgxhKvmYbUVjtXDMOgq6vLkh1ARbs1tYO19Yt20Z7i0LIvss9337j/Di37YgEtzQ9WnvtiZ01jI196+x3810f+mOqSEgA2rW5hdaPU9j4XHA4Hf/u3f4vDMb5BxmxHtFtTO1hbv2gX7SnuXb6OT7VcMu6/e5evK5yhecLKcy8kyIvzMRXdGD5+jNENrU3TJHTkUGIbnzcfh56VmKZJd3c3pgWbYYh2a2oHa+sX7aI9Rao50pn/ZerWXuxYee6LmWtWLOfrH3w/kVicpXPmYNcS3WS9ThcfuuKKAltXHDidTu6//36cTmehTZl2RLs1tYO19Yt20Z4i1RzpzP8ydWsvdqw890KCvKRdO+obCO3fR/joUaIdHenx/kd/jT4yAooina6LmC/+dBlDwY5x42WeeXzl/QcLYJEgCIIwnRxa9sWMDlDbvDKWHvxKASwSCsXdV13J//nDYzyxcxcbm1elx3e1tXL3VeJ8LEbq33cNmmf8zaEejND+0PMFsEgQBEGYTu5dvi6jA9Qfi/LAge3Tb5AwK8iL89HbsprIyRMYwSBGOEwq/FH3+wFQPR48q1rycWhhGhgKdmDzBcaP+8c7JIXpQRzCgiBMJ6mIzDPpLbKITLl2nj9NVVXsOHFy3Lg/HMHnchXAIuF80TxOHOXjSydFC2CLkEAcwoIgTCepiMxiR66dM4u8OB9Vl4uKTbcw8vpricjHVAqVouCor6fkkstQJdz2nFEUhcrKSpTROewWQbSP1Z7tRjkaD+IpH5+qWMwOYZn76dU+U5wwMu/W1A6F0S8P086ffr+f+soKuobGOp7XNDXSOTBQIKuKi1gsxgMPPEAsFiu0KdOOaB+rPduNsmLTsPvGOwKK2SEscz/92meCI0bm3ZraoTD65WHazCIvzkdI1H0sv24jRiSSSLUGtJIScTpOAVVVaWxsLLQZeeFsDo/ZrP1sZNKe7UY5Mph/eyZKs8wHMvfTq32mOGFk3q2pHUR/sfLbbdv5i0038Y+P/g4TqC7x0dJQzydu2Mj3X3yp0OYVBeFwmI997GOFNiMvnM3ZMZu1n41M2rPdKMcD4bzbM1GaZT6QuZ9+7TPBESPzbk3tIPqFPDofU6hOpzgczxPDMGhvb6e+vh5VzUuPoLwykdNq6PMTOzyKXfv5MNO0T1eaZWq9mCQaUCiKgkLx1ZI7n5p4M23upxPRbk3tIPqLlR+9/AqKovCvH/ogLrudf//ju4nF4/z0tS388o2thTavKHC5XHzzm9/kvvvuIxzOv5MpH2RzXP3W50EpzR6xNxu0T5WZpn260ixHrxWn00kkEgGKr5bc+dTEm2lzP52IdmtqB9EvTIPzUTh/TNOkv7+fefPmFdqUKXE+Tqti1z4R3/1fPyT04HfHjaeiPmeD9rNpzMRsqSUn635qiHZragfRX8z88KWX+ekrr9JQWYnb4eB4Tw8hi6aVTQW73c69997LZz7zmaK9IZuq42o2aM/GkxdU0HTJTePGU1Gfs0H72TRm4sy14i3SunLn46ydDXM/VUS7NbWD6Bfy6HwMHT5E6NAh9JFhzCw/QGs/+KF8HV6wIMXWfTVQGsDhi48bn021xqygURAEQYC4YXC8t7fQZgizmGLrvhp2qDgmiPqcDVhBoyAIgpAb8uJ89G/fRnDP7sQf5vgmGEC6A7YweWZKY4iZxmyJmBMmR7E5nQVBEGYbDk1jcV0dFV7PuIZBLx88VCCripeZ0BRiJjJbuq8Kk6PYnM6CIAhCZvLifAwfPpx2Oip2O4pDaj6eD4qiUFdXl/5BP1MaQ0wHZ2q3ElbWPhkmcjpnc0wawSgzueqElef+TO0TNjr6/HRbd5p8PASy8ryD6C9WLlm8iC/eeQdlHs+410zT5Np/+FoBrCouIpEI999/f7r23UxoCjFdnKndSlhZ+2SYyOmczTFpU2Z23WArz/2Z2idyLm+ebuNGkY+HQFaedxD9Qp7uvs14DBQF7+q1eNesycchLIWqqsyZM6fQZhSEQmmfCdGludAejQe578HxNzDFGCVrBKPs892XcTzbpSybY/IUk//Sm841Ief8ae0zNaI5Hw+BrDzvIPqLlU9t2sSze/fxvRdfYiAw/pwQzk40GuXLX/5yoc0oCIXSPhOiS3OhXbFpNH10cjUXZyo2ReVTLZdkHM9GNsfkyBQ6dE/nmpBz/rT2mRrRnI+HQFaedxD9Qp6cj/a6OUQ72tHKSvOxe8uh6zrHjx9nwYIFaJpWaHOmlUJpnwnRpbnQbmIWXEfOMM2cORKnwnSuiTPnfiY4wyfD+dgr1ztragfRX6xU+rz8bMsWcTyeBx6Ph0ceeYR3vvOdBIPBQpszrRRK+0yILs2FdkVRsM+SKFlFUah05MaROBWmc02cOfczwRk+GbLZC2e3Wa531tQOol/Ik/Ox5JJLGXjyCfxb38CM69irKlHs9nHbad7xF3ghM36/f1qPly3KrBCpjtOtfSZhZe1WZ/TczwRn+GQ4X3utvO6trB1EfzHy3L79rJ8/n46BwUKbUrRomsamTZum3emeLd3xt+r02VEo7TMBK2u3OmfO/Uxwhk+GbPbC2W228rq3snYQ/UKenI+qy4Wjtpbw0aOMvPZK1u2k2/UMJkuUWaFTHa3A6FRpwzBQtybSTco88wppliAIgiCM418fe5y/f9ddrG1q5MipHuK6Pub1X76xtUCWCWdjpqY7znZSqdKKotD8F3dR+Z4NVJgmelDqoAmCIAizl/x0u35rK+FjxxIdraXbtSBMilmVKi0I50iqsYwJaIbBAVVFYeY3BxIEq3NDSzMXL1pINB5n3fz5Z/zsM8X5KAhnMDpVOgrYy7zpfwvCbOV0pLXCly7byD3zVwHmjG8OJAhC7shPt+tjxxJOR0VBKy9HdThBfI1TRlEUGhoaLNkB1MraZzMTNcL5IJsKYNHMoljWfbbajtF4cNJfLrlsDlSsFMu85wur6y9WPnbdtXzn+Rf40cuvkOVxs3AWwuEw9957L+FwuNCmTDtW1j6bmagRDrtDBbBoZlEs6z5bbUfFNvm02TGR1nGdSqcLmL6anjOBYpn3fGF1/UK+wkkUBRSFkssux714SV4OYQVyeWNfrKiqSlVV1XntI1v9SjMaR3GM/yQLUdfSasym6M5sjtR74u8FptZ0KxfrfjrIVtsxMjj9tswGimXe84XV9Rcrdk3j6b17xfE4BUbf2D9ptjL3Q9cBU7uxL1ZisRgPPvjgee0jW5dkTVHQM2Rg+WNRNp/XEYWzMXEjnOJyPmZzpCpvjUx5n7lY99NBttqO8YA4j6ZCscx7vrC6fiFPzkfXgoWEDh7InnItnBNyY5/ofnro0CGWLl069eK0E3RJrom5xo1Ppa5lKmX0TGzzyia9L6G4yOZI5TxuxXOy7oWCMdVu31afd6vrL1Ye37GTjatW8cOXs9f4FjIjN/bg9XrZsmULl156KYEpdkyfqEtymWN8Q52pkK05j99CUVtWJZsjFabufMzFuhcKx1S7k1t93q2uX8iT89FRX0+0ox3/m1vR/X7s1dUoGb6wHXV1+Ti8UCDyEQEGEInM/LTLbCmj0qBHmCrFsO6twHf/1w8JPfjdceMTRaCfT7dvq8+71fUXI6qq8v4Nl3PJ4kUc6T5F3DDGvP7vTz5VIMuEXJOPVFpVVWlubkZVZ3bdN2nOI+SSYln3VuDJCypouiRDZOsEEehT7U5u9Xm3un4hT87HoWeeTjebCe7ZnXU76XY9u8hHBNiZTBRRJLUCJ8dUo7MEwUoESgM4fPFx41aKQBeEiVhUW8Ohri4AFtbWjHlNEmBmF9ORSpstogjOL83Vikw1OksQrETYoeIoHf9gwUoR6IIwXeSvdGDqF6d0u5423vfXt7PvL8bXNoTZ0zH2fCKKhLHIZykIwkRIOQnhXPiLH/640CZYimzpv7OlY2y2iKIE4nycDFONzhIEwRpIOQlhuslPzcdFi/OxW+EseIfcVEcyT2mxdoxVVZWFCxdKeLYwa8iWxguno05l3VuTycx7tkZatnllLD34lZzYk8tyEhM5MlP2yroXhLOTLf23WDvGBoNBNm3aRDAYLLQpgpAzzhZ1Kuvemkxm3rM10vLHojxwYHtO7MllOYmJHJkpe2XdC3lxPpZuuCIfuwUg0tVF4K030YeHMOOJVDhbVRWlV1yFrXRsXcFIWyvDr76CmawhpXp9lF9/Pbay8jHbGYbB0HPPEOvsTERqqiruJUspueTSvOkQzg1FUSgtnXq9SEGYaWRL44XTUaczbd1ncxwZX4tCtgCVApKt/uwHv/gOykbKx43PlEi+Sc17lkZaM7XO7Lk4MmfauhfOjQ9fdeWEr3/vxZemyRKhGNF1nc2bpfe0MLs4W9TpTFv3t+4K4Mrg6PqtOjObv2WrP3vrTj+u8Pjf2DMlkm8y856tkdZM5VwcmTNt3QvTT9Hl4Yb27ibe3wc2G1pJCfrICPrwMAN/+B0VN9+CrbwCgGhvD0PPPQuKgqOxCTMeI9bZSf8ffk/1Xe9GHdX9bnDz48R7e9FKS7FVVRHt6Eh061ag5GJxQBYSXdfZu3cvq1atku6ngmWYaes+m+NophZ0y1Z/1jVgzxgdXmiH3ej6q4ZhpCP/rFbL9sx1fy7RkkLhuWrF8jF/21SVueXl6IZBx8DgpJ2Pf3TFBq5esZz5VVVE4nF2t7XxX08/Q2tff3obh6bxiRtvYGPzKuw2G68fOco3HnucgVHdM2tLS/nsrbewfsF8QtEoj+/YybefeRZ9hl63rEpJSQltbW00NDQwMiJp1YI1mGnr3h0zqCiihkrZ6s+64yMzUkcqElZRFDweL8FgANM0z6tZVzFy5ro/l2hJYXaRF+dj6OiRc9rOPYX0bM+qFnyXXo7N6yXW18vAY3/A09xCYOcOArt3U3blVQCMvPoKAOU3bcJRUwtAYM8uAtu2MfLGFsquSGwX7etLOB7Lyqm6/Q4gcfPX9/OfETp4EO/6C1FtReejnVUYZ3TOFPJLttqhs6VuaLEg6946zKb6q9nSwSe6fqScjCagGAYHVBUl+Z5a0zNu+0I7i4Wx3PM/D44b8zgc/PWdt/Pi/gOT3t+6piZ+9cab7OvsQFNV/r/rruMbH/gAH/rWtwnHYgDcd9ONXL50CX/zy0fwhyN8+pZN/MO77+LPvvcDAFRF4Z/f/176/X7+9Lvfp8rn44t33k7cMPjvZ587L71C7pGI5+klW5TbbKkbWizIurcOoyNhY4C9zAvktlnXdJEtHXyi68dpJ6PCv9z0Du6ZvwowsSkqpY7MDcasxtqmRt5/+eUsnzuH6pIS/vrhn/PigbENYO+55mpuX78en8vJrtY2vv7YY7T1D6RfL3G5+NTNm7hi2VIM0+T5ffv5f09sJpT87TQTyIsnYeSVl8+pocxUnI+OOXPGjaluN7bycvTh0zck+tAQqseTdjwCeJtXE9i+g2h7e3ostDfRjdu3bv3p/akqroWLCB08QPjIYTzLV0zaTmF2ki2d8574e4HZ8SMiW+3QYq0bOpvJth7LPPMApJu5MP1kSQef6PqRLbJ2Ktec0VGko5F1P70Eo1G+8/wL/ON738MTu3ZP6r2f/elDY/7+6qO/5bd/+WmWz53DjpOteJ1Oblu/jr/71a956/gJAL726O/48Z99nFX189jb3sHFixaxoLqaT//oJwwEAhzu7uaB517g4xuv4zvPv0BcHu4IWciWzjmbOm1ni3Ir1rqhs51s9SMVTcXUx1/LpJu5kE+ypYNPdP0Yk5Id16l0us76nmycrZ5qseKyOzjc3c3vt+/gq+9517jXP7Dhcu665GK++pvf0jk4yD3XXsPXP/B+PvRf3yaq6wD8zTveTpXPx2d+9BM0TeULt9/O5952K3/3q99Mt5ys5L/bdTZy2O3aNE2McBhbWaJuV7SvDwCtvHzctqrHgxHwp/+ODyS8xfb6+jHbOZqaCB08QLSra0Lno2EYmEmtiqKgquqYsdHjenJhnG1cVVWUGdoNPJfJSmfbl2ma6c/mzM9oKvs7VybaT7Z0zmzvskJyV641Tsc8zlRGOxMNw0DdqqbHM12ss63HVMRcttdS55OmaYnr51luxHP5WabSis88pyd7jOm8FuUSXdfTadXnEt061c8l2/fQZL6fcmlXLvdjkvgcM2maKIo029rLepzkPs+cp2zzl+180jQtbaNpoZRfr9OJz3n+EQ3e5D6GQ2EAls+dg13T2Hr0WHqbk319dA0O0dLQwN72Dloa6jl6qmdMGvbrR4/w2dtuYWFtDYe6uscdx65p2DOUuSjxlaDriRpisViMcDiMy+XCbrent4lEIkSjUTwez5hSGeFwmFgshtfrHdNIKRgMptfwZEhsn6vfh7n7nTnV36yqqlJSUgKQ/v/0oGS1OVs6Z/ZO24X/HLPsjdx+u+XGtpm8hnN5fc42l6pNY/49mwCF5r+4i8r3bKDCNFFtmUvsKIqCzetKR8qNJh4IYy8Znx0QU5T0+TQyMoKmaXg8ngntyi2JY5x53TuffeWGXK7h7K+VlJQQCAQwDCM9DxNdbyZvV2J7h8OBc9R37FS+n87lOOfPVPaT+Bwzacp2PsQUBbvdPu47d6LPPvUb8szvn5GREVRVxev1jhsffT5B4rdgIBDAbrfjciWcqpo2eRfbliNH2HIke/bwey65hB+8+BIvHUw8SP+H3zzKbz7zKa5asZyn9+xlfnUVly1ZzL0PfIcDnZ0A/NsTT/Av738f//Hk0/T5/Vn3PZ3kxfnoXbN23JgRCRPt7EQfHkYrK8M1f0HOjhfv7cUIBnEmj6sPJRyKmmf8wlRdToyAHyMaRXU4MCIRSC6+0diTtSON0MTdmPbs2ZP+d2VlJY2NjbS3t9Pff7o2UV1dHXPmzOH48eP4R018Q0MDVVVVHDp0iEjkdITHwoULKS0tzX5jWsB7F8MwcmbX2W68I5EIBw4kUrb27dt39i+wHP1oMM3p0ziZYyT2leUCns2uLOOmaeb0B8ikdU6gMVfpxrlMWx5dhy+fmGZmZ2JkIMPGcJa1kpn3/fXb2HffJ1FI3PiZye2Nf8rcPGZKczKBXV/86VJGwt3j9vmx+PvJWfTwJM/TKTmFpvDZG4bB7t27Wb58OXa7nd27d0/4HsMwMCf52ZtmYvtTp07R3X3awTKV76cJj1PA8zT1OWbSNNFnOTAwMO47d6LtI5HImHlK0dLSQiwWS38/QeJcWr16NSMjIxw7dtop5nQ6WbFiBQMDA7S1tQFQW1vLbOKuiy8a87eiKFT5fGxavZrXJvghfS4owCdvupGdJ1s51tMDQKXPRzQexx8ZGxnbHwhQ6fOmtxkIjP2h3e9PXFsrvT5gvPPxj67YwEevuTr9dyAY5K73fYS29ja8yRuNBx54gI997GN885vf5N57701ve//99/PlL3+ZRx55hE2bTtdpvffee3nwwQfZsmULzc3N6fFNmzaxefNmPB4vk0mG8nq9+LwxiJ+bA30ifKmbqgz7muzvA6/Xi6YNT+o9iqKwYsWK9O/o9vZ2hoeHWf3pd0/0rkkdIxsulwuv18tkYm6yfSa5/hx1Xef8ZxfsdhuxHKXaqaqKx+3JmcbpWMPZyGavx+MlEMjdzbnD4cz8M0FRxqTcpv4dD2R2BHk8XhSFSa3V23YHqFx1MSYmgUAATdNwu9yU1FTzfW88474mdo5NDtWeiB72eDxjfjsrL3ROck8Kqjo1x9yZOOwOHA5HztYwZJ4Tr9fL8eFhmpubaW1tZXg4cV1s/ou7sm7v9UYhfu6/hVIOri984Qvcf//96fGpfD+xZdcEOj2TsisbUzlPfV4vw8PDGTVN9Fnefffd475zJ9p+xYoVY+YpRWlpKY2NjWP8PMPDw5SVlbFx40aeeOKJ9PiePXtoaWnh7rvv5oEHHgBO/37w2Bwwqs9ITNeJneMD8NHMLS+nqsTH1mPH02OBSIR97e0019fz9J69NNc3MBIKpR2PAG8ePYZhmqyqr+fFA5Mvg5MPps35CIkbvKFnnyHa2ZExKnGqhI8dxVZdgyuZxm3GEk+olUy1GpMe/5TzEdPMHIWZXCjmWRZIc3Nz+qKV+n99fT3z5s1Lb5MaX7BgwZj3psaXLl06Zjx1oc7q7ChgUKSqqjmz62zOHKfTSXNzc9rxoygKvD7BG3LkTFOU6dM4mWNMuK9sdmUZz/WTz0nrnEBjrpx8uXQWTofjEZj0PE5lrXiHPNRFxhd3zua8n9KcTGDXSLh7UtHDU2KSy1tRskfBTPYYE31WcSPMA1uvgK3jxzPMSOK6N8nPXknW3KmtraWmpmbU+OS/n05NdJwCnqeqqrKypSWjplS08Jl84It30v3p+zlFYqWlYwK+Fs/o81ZVNR1R0NLSkvG1M8chEb2VabyiooLy8nJM06Qn6USbLbzn0rGN+UzTZDAY5PGdO/nhy6+c174/c8vNLKyt4RPJWo755Ecvv8LPXttyeiAaRQEa6hvGRD4C3HfffXzmM59Jb5pyZr/zne/MGFly6aWXjot8TPw/kDGCIxuBQAB/IJBOWTsf/Mmo0Ez7Mk1zUpfRQCCQiCiexF2FaZrs37+f0tJSSkpK0k03Kt59+UTvmoRV2QmHw4lIlUl89tkeUOX6cwSwO8/drmzEYuM7/k4VwzCyrrupaJyONZyNbPYGg5l+l0ydaDSC3X3+t9kpuyazVp0RHYeWuH91jkp17Tx+gkBdecZ9ZVvfk53fFI5yH+e/Ak0MIzd5MdFYlGgsltvzNMPnGAyHWHDvzZiXNVJxWQML7r0ZSKTI23zjU5UDgQCBQBDnJNZw6nvla1/7Gt/4xjfS41P5fvrE8tNl58bbNjm7sjGV89QfCFBaWppRU+V7NmT87K9+tRtXqI1PtVzCA++7Jz0euawSpTTzZ9+6fz+GYYyrvzoyMpL+fjqTp59+esx46iH2D37wAx5++GEgEfl46VU38qNPfJya6qr0tt95/gW++8KL5/w5pKhKPlgdnc0BqYeuvvQ2A8GxQXO6aTISCqXfPxOY1u4RiqLgaGgg2tFOcNdOXE3zz2t/RvJkUjSNsquvSd8MKfaELDOe4bKXdCamu10rSuab7mg0ve+JyHRjnu1mKlvX2pnQzfZcma7g92g8yCe/kwiBHh11li39NJe2zbwA/5lNrjXOxHm0OjPxsyzG8zRbmnxkMPt7pvrMP9v30GS/n852nPNlask4Y+09Fwemd8hNTYZathNFzKecm5P57lYUJeP4ZFLti433/vt/5GW/n7p5E5cvXcp9P/gBPaO6wfb7/ThsNnxO55jox0qvNx3d2O/3s3KUkx1IR0X2Z4luGheREI3iBUb8I+hn/J4Mh8MZU9aCwczZMoFAZsfGZCOuE9vPvOIkU0lXVWwaDR++AUVR8Hq92AOJ7q9KlvTT3JLLEgiF/Rwn2FsO95W7/c2mNTwd+8v1mii+0h8z75yY8DMcFdk6mmyRrVM7HxLbR6NRotHxMX2T/X4623HOn6kV2BndBX60poosn/9kO7aPLpOTqeO8YRgZx3Vdzzgei8XSzlItGQD3R//xLXCNjXy0OnlxPuqZftiZJkYoTPjwIQDiZ4S3ThYjGsX/xhsAuFeuQhuVe6+VJVKm9QxPsYxw4odqyvmoOp3okci4tMrYYCLPUXWPr6Uh5J+p3KQLgiBYne/+rx8SevC748al4YpQTHzq5k1cvXw5n/zhD+kcHNvd/EBnFzFd58KFC3g+2U27saqSOeVl7E6mtu9ua+dDV15BucfDYPKG66KFi/CHwxzv6Z1eMUJGRtdWPJf0U0EQBAGevKCCpkvGN8Uq9oYrs5FgPDq5mglZ6Es+WK3wesfUbqz0etM1rPv8ASo8Y/1WmqJQ4nan3z8TyIvzse9Xj0ycAqsoGesxniumrjP03DNp56J2xgftqEqEt+qDg+PeawSDKKNy77XyCvThYWLt7TgbG9Pj0ZOJDoqZumsLgiAIwkwkUBrA4Rsf9Z9qQpSJbB2i74m/l5zV4RRmFX9+4w3nvO2/P/nUpPb9mVtu5oaWZv76Zz8nGIlSmawX5Y9EiMbjBCIRfr9tO39+440Mh8IEIhE+dfMmdrW2sbc9sY7fOHqU4729fOntd/CfTz9DldfHx667hl9tfVMiDwRBEISiJexQcWRII57Ix5W1Y/pb2RppCTOJzsFB+kb8XLhwAYeT9dw9Dgcr6+v59ZtvAbCnvY0St5tlc+ZwsKsLgAsWLkBVFPa2txfM9jMpTLdrRcG7bt3UdmsYDL34PLGeHnwXXIj/za0Zt9PKytCHhoj29OBI1r0K7NkNpoFjVCqOZ9UqoidP4N++Le18NAyD8LFjoCi4Fi+Zkp2CIAiCUAxk6xBdnD3jhelg6Zy6c9puKhl+77joQgC++ccfGjP+1d/8lsd27ky8tvlJDNPkK+++C7um8frRo3zjD4+ntzVMk88/9DP+8pZb+NZHPkw4GuWxnbt48DmJChEEQRCsheZx4ijP0FUScT7OFNx2O/WVlem/55aXs6SujuFQiFPDwzz8+uv88ZVX0NbfT+fgIPdeew19IyO8mMwAOdHbx2uHj/D5t93G//nDY9hUlU/fvImn9+yZMZ2uIU/OR3ttXYZCTgqKw47NV4JryVJsZWVT2rf/rTeJtrWhlZYSaU+k14QOHCCa/HfJZRtQHQ5KLtvA4BOPMbj5cRwNjZjxGLHOTlBVSi65LL0/R3UNtqoq4n199D36a2xV1UQ72jFjMdzLlqFmalojCIIgCIJgUf7ihz/O276v+vt/OOs2UV3nXx9/gn99/Ims23QPDfNXD/0sl6YJgiAIgiDknOXz5vLNu08/dL3vphsBeGzHDr766O/4ySuv4rbb+dxtt+Jzudh1spXP/uQhoqOyOf7uV7/m07ds4t/+6AMYpsnz+w/wfyf4nVQI8uJZq7hp09k3miLx/n4A9OFh9GTdyHh/H/H+PgB8F1wEDgeOmhpKr7mWkVdfIdp6EgDV66X82utPN5tJUr7pFoaefZpYV1din6qKe+myMU5KQRAEQRAEYTw+p5Pb1q9jQXU1AMd6evj99h0ERjWEEQRBEARBEMaz/cTJsz58ffD5F3jw+Reyvj4SDvN3v/pNrk3LKTlxPkaTueeTxVF3bmk7o5mMY9PV2ISrsems26mqSsXGGydtiyAIgiAIgpVZPncuX//A+4jE4+zrSNRcfM+ll/KhK6/gL3/803TtIUEQBEEQBMG65MT5OPjkExM3mMlC7Qc/dPaNBEEQBEE4bw4t+yLxjqFx48bXopCpFJAgnAP33XQDLx88xD//7vfoySKPmqLw+dtv476bbuS+H/ywwBYKgiAIwuzn3uXr8Nkd48Z/q2oFsEYQxpO7tOvJVhWfgrNSEARBEISpEe8YojqQ4Wt/Kl1BBCHJirlz+eff/SHteATQTZOfvPIa/3PvRwtomSAIgiBYB5/dQaVzfCdsQZgp5MT56Fq0OBe7EQRBEARBEIqIQCRCXVkpJ/v6xozXlpYSlJqPgiAIgiAIAjlyPpZuuCIXuxEEQRAEQRCKiGf27uPzb3sb//nUU+xuawNgdWMjf7pxI0/t2Vtg6wRBEARBEISZQF66XQuCIAiCIAizn/948ilM0+R/33kHmqoCEDcMfrP1Tb71zLMFtk4QBEEQBEGYCeTV+Rjr7SV8/Bj6yDAAWkkprgULsVdX5/OwgiAIgiAIQh5ZWFPDsZ4e4obB/9v8JN9+5lnqKysAaO8fIBKPF9hCQRAEQRAEYaaQN+ejf9tbBPfuOWO0g9CB/XiaW/CtW5+vQwuCIAiCIAh55Hv/38fY39HB77Zt56k9ewlFoxw91VNoswRBEARBEIQZiJqPnYZPnCC4Z3fiD9Mc919wz27CJ0/k49CCIAiCIAhCnrnv+z/kWE8vn7jxBn796b/gr++4nTWNjYU2SxAEQRAEQZiB5CXyMXRwf+Ifqopn2XJs1dWAQry3h+DBg6DHCR3Yj6tpfj4OLwiCIAiCIOSRna2t7Gxt5d8ef4LrV63klrVr+OYff4j2/n5+t30Hj+/YSX8gUGgzBUEQBEEQhBlAXpyP8YEBUBR86y/As2Ll6Rfmz0f1evFvfSOxjSAIgiAIglC0hGMx/rBjJ3/YsZP6igpuXbeWd150Ifdeew1bjhzhCz/7eaFNFARBEARBEApMXtKuzWSRcc1XMu611JgphcgFQRAEQRBmDe0DA/zwpZf5/osvE4xEuHzJkkKbJAiCIAiCIMwA8hL5qHm86AE/wf17sdfUoDqdABiRCMH9e9PbCIIgCIIgCMXP2qZGblu3lmtWrMAwTZ7du4/fbd9eaLMEQRAEQRCEGUBenI+O+npCB/YT6+6m95FfoJUkoh31kREwDFAUHPX1+Ti0IAiCIAizGCMYZZ/vvnHjtnll8PkCGGRhqnw+bl27hlvWrqG+spLdrW383yc288zefYRjsUKbJwiCIAhCkWFTVD7Vcsm4cX8syuYC2CPkjrw4H70tq4mcOIERDoGuow8NJV4wTQBUtxtvy+p8HFoQBEEQhNmMaVIdGP/zpbdjqADGWJd/ef/7uGjhAoaCIR7ftZPfb99Ba19/oc0SBEEQBKGIURSFSoe70GYIeSAvzkfV7abi5lsYef01op2daacjioJj7jxKLrkE1S0LShAEQRAEoRiJGzpf+sUjvHLoEEbqd54gCIIgCIIgZCBnzsfh117FtWAh9ro6FEVB8/kov/4GjEgkkW4NaCUl6fqPgiAIgiAIQnEiXawFQRAEQRCEcyVnzsfw4UOEjxxGdblwzl+Aa/6CdLMZcTgKgiAIgiAIgiAIgiAIgvXIedq1EQ4TOrCf0IH9qF4vrvkLcC5YgL2iMteHEgRBEARBEARBEARBEARhBpMz56OnuYXIyRPpFGsAIxAguHcPwb170EpLcc1fiHPBAmylpbk6rCAIgiAIgiAIgiAIgiAIM5ScOR996y/At/4CYv19RE6cGOeI1IeHCezaQWDXDmzlFTgXLMDb3JKrwwuCIAiCIAiCIAiCIAiCMMPIedq1vbIKe2XVKEfkcSInTqL7Tzsi4wP9xAcHxPkoCIIgCIIgCIIgCIIgCLOYnDsfR3PaEXkhkY52Rra8hhEMgmnm87CCIAiCIAiCIAiCIAiCIMwA8up8NCIRIidPEj55nFh3tzgdBUEQBEEQBEEQBEEQBMFC5L7bdTRK5OQJIidOEO3uOu1wHOV4VJxOXE3zc31oQRAEQRAEQRAEQRAEQRBmEDlzPoaOHE44HLs6Mzsc7XacjY045y/EMXcuiqrm6tAFxTRNDMPIy77tmhubOn7fdg3smT4+tx1TtWfbGyaZXpvkuFvJnV1T2Fe2cUVzJ45jZFrShdUIZLTLrrmxq/FzPoaiuQFy93ll2Vf2dZT984IcaszhPGazK9t7stk7lc8+2+eY7RgT7Ws65ndC7VnmJJdreCrrzhLn6STPh1zO41Q+r+k4T6eyJqay7vPx3W5KBoggCIIgCIJgQXLmfBx59RVQlLGp1ZqGs74B54IFOOsbUDQtV4crKD6HI/3vU6dO5e04n9u0c3Jv2At6lpcqyfzaZMfLgc/xuZzYNaV9TcSmmamRLMf5PJ+e3DGmiyxaJvq8yPLalDTmcB6z2ZXtPTmdkyyfY8HnfSp2ZZmT6fi8LH+eTvJ8yOk8TuHzmo7zdEprYgrrvru7O+trucDncDAcDuf1GMJ5kHQ+a7b8VShSDVAyLMyJxnVFIa4o416byjiQ8TUlh3ZNZV+ZxlM250r7ZI8/XZ8j5ObzmmhfM3Wt5NKuqaxHyN2amMp8FdKuXJ2/U7XLyufpZD+Xieyd7HtyeW5N175yuYbz9f2e3m+eAtSKGeXKv/tKTh7Dn/rRDxL/UFUcc+biWrAQR2Mjqj1bJF7xMq+0lH97z7sKbYYgCIIgCEXKpx7+BR3Dw4U2Q8iG349339FCWyEIgiAIQhESWLkIfL5CmzGjyJm7115Xh2vBQpxN81GdzlztdkbSMTzMpx7+BQD+aLTA1giCIAiCUCyksifE8TjDcbkSNw42G+SxVJDH5uBHn/g4Ho+bd379Xwla6HellbUDVHm8/Pgv/pwP/t9/py8YKLQ504rMvYXn3uHgkb/8NMFgiD/6j28RjFtn7q2sHSyk3zAgHgeXq9CWzDhy5nysuHFTrnZVFMhNgyAIgiAIk0VSrYsEm216IhYcDmqqq9L/thRW1g4oLidejwfF5YR4rNDmTC8y95aee6/Hg9fjAZcDZqn/KSNW1g6iX2B2dH0RBEEQBEEQBEEQBEEQBGHGIc5HQRAEQRAEQRAEQRAEQRDyQv5a+AmCIAiCIAiCkJWYrvO9F15EURRiepb2sbMUK2sHCEajbDt+wnL1DkHm3upz//0XX8I0TcvNvZW1g+gXctjtWihOTMNAUdX0/wVBEGYr8ZFhbCWlGIaBKtc7QRAEQRAEQRCEaUEiHy2GEQoRaW8jdOQwZjiC4rCjaDZ8F1yIvbq60OblHSMcJtx6En14GFt5Oc76BlQLdaIyIhHiQ0Modhu2snLLOZzjAwMED+wn0taG6rBTcdPNs3r+9UCA8NEjxAb6cdTW4V62HMAy8x7p6CB0YD+x7i7MeBxbVRWVt9xmKcdjrK+X0KGDxPr6UDQNx9x5uBYuQispAUBRlAJbmD9ivb2Ejx5BDwTQystxzV+Arbwckppns3ZBEARBEARBmEmI89EC6MEgge1vEe3uxggEEjdepgk2GzZXBc7GRlSvt9Bm5hUjEmHk9deInDyZ0J4k4PFScsmlOOrrgdl5Mxrr6yO0fx+RtjbMWDK9w2bDVlqGd/UaHA0NwOzUbsTjBHftIHLyJLrfP2bu9WgU1eWalVFw8aEhgnt2Ez5xHJJpDfGeHjwrVhbWsGnACIcZfO4Z4r29iQFFQXW5sM+di2vBosIaN42Y8RgjW7Yk1oBpgqqCrhPv7SV0YD8Vt9yGLemAnE2Yuk745AmCO3ecPucVBdrbCO3dg3v5CkouurjQZgqCIAiCIAiCpRDnoxUwdMJHj6KVlwOglZbiWdmMrbwczetFcThQNK2wNuYYM+lkUhQF0zTx70w4oFAU3EuXoXp9hA7swwgGGHrhOSpvvQ1beUWBrT4/RmtOERvoZ+ilFzCCQRS7HXvlHBS7nVh3F/H+PoZffZmqO9+B6nQWyuy8EQ8EGHpqM/rISMLZWlGBY85ctIoKRl5+CcVhx4jHUW2z7zIYPn6M8NEjAChOJ2Y0ihGLER8cQCsrT4zPQmczgOpyoQ8NAeBethxn03xUtwvV65uVc20mnctnXsP927cTPn4MFAVPcwuOefXEhwbxv/E6ZixG6MhhfGvWFnUUrGkYiX+MimSMD/Tj3/Iapq6jlZXhWrwEW0kJwf37iXV1Etq/D2d9PY658wpouSAIgiAIgiBYi9l3J2ZB9GCQSOtJop2dOObOJdbTQ9mVV6Vf13wlqB4PmseDGY2ieb04m5pQHY4CWp07dL+f0NEjxLq6QFFwzJmTSCv0+QAwo1HCRw4nHI/LlqejXmzl5Qy9+DwYBoEdOyi55FJUt7uQUqaE7h8h2tGB6nbjbGwa85qi2bBXV2PGddxLl2KvrkGx24m0nmT4hecxo1GiHe04FyxMbF+EDqloVxfRri5sFRW45s9Pj9u8XrwXXIgZi2OrqEDzelEdDoxwmJFkNBxF6HjRAwFChw8lnIuqim/dBWndKQe0Y85cVJcbe2UlejDI8CsvgWEQ7erCXVqW2FERzjVApK2N4L69xIcGUTQNZ30D7pWrsJWUpJ3JtqoqYl1dKC4Xjjlz0u9NRbkWe7RrfGiIwO5dRDvaQddRvV7cK1bhXrQovaaj7W0omoZ97jy8a9ehKAq28nJCe/dgRCIQi0Hy4UyxnPemaRI7dYrg/n3E+/vABFtZGe7lK3AmI7hRNVyLl6DY7XiWr0hf01W3h6HnnsGIxYi0nhTnoyAIgiAIgiBMI+J8LGKMcIjQkSOEDh5IpFMD0bZWAGItq7GXl2PoOqqmYaupId7Xh1ZWRnxggJGtb6QjZTSfD2d9Q6IWVhERHx4msHM7kdZWMIyEM8UwiHV3Edi9i7JrrsU5r55YX2/idUArKUlHCtkqKrBXVRPrOUW0q5NYb884591MxYjFiLa2Ety3h/jAQHq86p3vSt9sK4qCrbSUsitOO6JTzikzHDm9r3B4mqzOHfGhIfzbtxFtb0vPLYB/q5vSK6/GUVcHgCvDfEbaWpOpmGrCEVUk0Y+mYRA+eoTAzh0YwWB6PHqqG2dDA4qmpZ1Ijrq69GegDAygOp0YkSjRrk7cy1cUxP7zJT4ywsjrr6UfMqguF0Y4TOjgASKtrZRedTWO2log4XyNdXURaT2JarcTPLAfMx7HXlOLZ1UzjpqaAquZOkY0ysiWVxM1HFUVxW5HHxrCv+VV4r2n8K2/AFBQHE4IhzEjYYxgEM3rJdJ6MuF4VBQc9Q1F43SExPXev/0toh0dYBgoNhumrhPtDBDt7MDTshpPcwtaSQnedetR7Xbg9DVPdbkSUf6xGPrISMZIcUEQhGLE43BQ5vEQikYZHPX7wCrUV1Tw9gsvoKm6is8/9HChzREEQRCyMPPvuIWsxPoHCO7bi2KzgaaBrmOrriHe30e0rRV7eXm6xp2zaT7REycSjqZ4nEgyJTNFcM9uPKua8basLoCSqRHYtZPI8ePpVGpnUxN6OETgrW0YkTD+t95C85Wg2Oyg2RL1zvr70xFfqsuFqQCGgWkYRE+dKhrnY6yri5E3Xk/UcEzdPKsqsVPdOJuS0X+jbqpTN9rocSKtbQT370Wx27FVVOJatLjobsCHX3mJeF8fqq8E1/wmsDmInDiOPjjAyGuvUHHb7eMciulot6RTQrEnXi8GxyOQiFzsaE+cwzYbmseDEQwS7ezAjK3JWjpBKyvDVl5OtLubWH9/wnFThGUWQgf2E+vsRCspwbNmLfbaOhRFYeSN14m2niSweyeO628AwNnURGDXTvSBAfxvbk1cH02TaOtJom2tlF59TUbH9EwmdQ4H9+4h1tMDgO/yDbgamwgd2I9/+zbCR4+heX14WlbjWrgQ/9Y3iJ06xcCTT6CoaqIEAWCfM6do6j2mdIcOHSTamni45l6xEtfixSiaRmDbNiJtrQT378NRV4d9ztwx709d2xSbhj7iB9PAVllVdNc8QTgbZW43N69ZzXWrVtHnH+Gbm5+iK1mCYrZT6nazprEBTVXZ1dpGf/KB/Gxm1bx5vPeyS7l0yWKcNjtxQ+dkXx8/eullXth/AH1UjevZhgp89NpruKGlmbllZenreTgWw+NwEIxGC2vgNHDxwoXcvHY1x3t6+eHLrxTanGnl6hXLuOvii1nd2Eg0Hufmf/4/hTapILzrkou5cMF8dra28dNXXyu0OdNKS0M9y+fOpWNggG0nThKOxQptknCOFMldtzCaVJqcVlpK+bXXobo9xAcHCWx7K3FjVVpGpL0Nb8vqdD0v59x5+O123MtXENq/D9eSpdgqqwjt20t8oB/V7SGwfRv2qqoZn46Wuhl11tejOp3Ya2txNZ1OtyWuM7LlNfThIfSRYew1tdjKy4j39RFpb8MXj6M6HMR6ek43pQDiA/0Y4fCM7n6cjtZxOnHOn5/UX8fwKy9hxuNEOztPOx/PIHT4EP7Xt4xpumLGY+jBQCIiqMhuxm3V1ZRedQ22ZLMkz8qVDDz+B/TBQaKdHeOcS+k0Wz0RKWmvrJpWe88bTcN7wUX4LrwYzesldPAgI29swRwZQQ8EMq5bM9lsw1ZZRbSzEzMcIdbbiz0ZIVgMc55yGjsbm0BVKLngojGvl16+gd7Wk+iDg+ltbaVlqG43is2OZ9VK7FXVYHcQ3LGd8JHD+F/fgurx4qgqnjWgKApmPE68rzfx4KC8HHeyXIJr0WIiHe2JlOSDB/CuWZvobG6aBHbtwvD7AVCTpTdinZ30/e5RSi67HNeChTN7HSSvV675C9B8JdjKysak0ntaVhM5eQIMg/jQ0Ljvr7Tz8vBhMBJR786m4nI8C0I2XHY7H994PTevWY0nWUrHHw5z5NQp/JHIWd5d/Cyuq+WvbruV5XPnogBRXad3ZIR/3/wUrx4+jDFLHXBVPh8fvvpKFtfVcaynh+f27efiRQtprq/n4xuvZzAYYtuJE4U2M2/810c/zLI5c+gZGeHnr7/Bvz/5FL//7GdoHxiY9Y7HhTU1fPU972JOeTmaonCit5cfv/wKxtnfWvR85Oqr+MjViWyuYCTKG0eP8ss3thbYqunnI1dfxd1XXoGiKPjDYS5dsoS3rV/HB//zW4U2La/Mr67i3muvYcPSpdhUFd0wiBsGbf39/O+f/5LOwcFCmyicA+J8nMGknIxn1uRK/dvm80GyrqHqdBKprCB87BiuhQsJHz+e2FZVMU0T1eGg7LrrsVdW4ayvx1ZRiWKzYSsvY/jllxKOC7OU0MGD2KqqZ0Q9yGxpcam/nU3zcTbNT2tMb+92J25YTRPV4UR1OPCuambohecxw2H6fvMrbBWVxPsSjkfV68UIh9FH/BiRme18TGm319Rgr6lBURSMaBTN5yM+OEistzdjAwlFUbBXVOJduxZMUJwJ52uktZXBzZvxrlmDZ+Wq6ZYzJQzDoPTqa9NOx9E4amsJDQ6OcbCeSay7GzjdoKNQ9f9M0yTW10u0tRXV5cK5aDGKzYaiKFnn0JaqY2qaqKUl6c71sb5e7BM40uxVVSialojw7erEnko7LqDTyTAMIseOEu3qxLt2ParHA4YxLhI1NTeOujpsSbvTtRuTDxJQlEQEuGGkax6WXnlVwgk56lpWevkG9GCAWGcn0RPHZ5zz0TSMxPVeVTM6BE3DQA+FwDRRkhG8kIjidi1cRKyrCzMcJtLelqiFuXwF8aFB4oODOBsacS1ZiqnHGXn5JWJ9fQS2vYWttGzCtTNdZNOeOhfs1dWJ+rWmiWEYifNEUcZE8WZqnJW6RoYOHQSbDcecudgqKvMvSBCmidvXr8Omqjy9Zy//8vs/zFrnizt5zQslI1w0VeWjV19FpdfLc/v288Bzz/PBDZezYdlSPnHjRhRF4aWDBwtp8nlR4fVyU0sz165aSb8/wH89/TQdA4MABKNRfvrqazhsNg50djEYDLL9xEnuf+fbcdhs1JYWR2T7RKyYO5cPXbmBlfPm0dY/wE9ffZUth49gAP/roYcZGJVeXlNSgqaqOLTZc1vrstm4ZMkiXtg/dg3rhkE0HueHL73EjS0t+FwuVjbUs6etvUCW5h6Pw8GNLc0cPnVqjC5H8vfh5x/6Ga8ePpLt7bOG+ooKvE4nB7u6xox98IoN7Gxt5a9/9nMi8Tj/+847uH7VSi5fsnjWfC4+lwuv00kgHMYfiaAAG5ubaaisZOfJVh56bQtDwSB/9653Mqe8nA9fdSXffPIp/EVYSsxqzJ6r9CzAPMNhkk4XOwcHgWKzYausgqNHUewOMAwi3V046+ak9+2orcM0Tew1teljaaWJKJLwyZM458wl2t2FGY1CAZyPKQdi+qbyLLpHO2iUpBMGIN7dnXCqqGrCIQE4G5sou/oa/Nu3oQ8NEevqRHE4cC9ejBmPEz52DFOPJ+qkFQjTNDFTN9VncYalPhszWfvMXlVNfGAAI+AnPjiIVlY2Zjs4ffOePt6ixQybiRqIwb17ccydV9C6n4ZhZHQ+nYmqqqhJx+OYBiI2G7HePgAUdXxacaq2oxlPhuYXOiLCNIn39xPctxdQ0p24zwVFUbCVlKD5fBihUKKW4+IlWdOpbRWVqB4PejBI7FR3DkWcB8kGOJFjx3A2NOHy+c7aACjliBw958EDBxIPGrxeVJstvSYc1WPrOqbGPStWMtTZSWxwINMhCoqiqmS76pkph2OyTISp6xiRCEryWm2vrEJ1uxP1YNsSzsfQ4UNEOztRHE48K1el14d39RoGn34KIxgkfhbH9XQxkfYx2yW/G1LfF9GO9tOlNNzuMQ+tUv8OHz2SrpPqXra86BrtCNbFbbezYdlS3n3JJSyurcEfifC/fvZzDnZ2Aok00y1HjrCkro5gNMrCmhpW1c+je2iYN48fJ1DE0Y9ep5Mbmldx1yUXM6+8HMM0OXrqFL94fSsvHjjAyvp5LJs7F01ReW7fPtr6+/n2M8+yoLqKpqpq7rhgfdE6HzcsXcLHr7+eeZUV2DUN3TB46/hxfrX1TQBC0SjbTpwc856WhnqC0ShHuk/x7N59hTA7J7hsNv7qbbdxzcoVxHSdYz09LJ1Txz+8+1386JVX+M7zLzKUvJ6rgAFUl/hwaBrtA/0FtT0XvO+yS7nr4oupKytFNww+99OH2HrsePr1tr4+Pv/Qw3QNDVHtK+GGlmYumD+fPW3t6c+jGHHZbNx91ZXceeEFlLhcxHUd3TR55eBhvv6HPzAcDrP9xEnec+klvO/yy2iqruKmlhb2dXTwyBtvcjRZjmY28IXb38ZNq1tQVZVwNMrmXbv59rPP4Q+HWdPYiF1VeeXQIQLJB02DwQBRXUfLcO9TTCyureUDGy7nymVLcdhs6fP/hy+9wmuHD3Ooq5uhYJA3jx2ntT9xrj+2Yyc3r1lDfWUljiIsKWVFxPk4gxh9I2TGY0Q6u7DX1hI7dQrHvHlZHQvpNOyy8kTzgVAIxW4n2tqacD4mo0lGHyP9f1VFcTgxQyEUlwsjFEKxFebkHe1wNOMxIm2Jm8pUM42zvl9VMSIRIu1tCYdcbS1qWVn683E2NuGYOxfTMDENHUVRUZ3ORCfgdKTk9DldMzlbJ12LLxUFW1UFhw8lItu6u3CXlo55PeOxFRXH3HlEjh/DiMenvfGMkWwUM9qhNNnu02OcUdEo8cEBFKcT+6i0zPS2SadmyiFhTzZkma6ox5RzGZLnnaqmm8JgGvjf2ko8mTLgWr4C76rmCZ3QqtOJvbqG8MkTxHp6MCIRNI9nzDap80nz+bCVV6D7/cQGBzFTEYPTSMq5jJpo9KPabLjmzydy7Cihg/sJHz2SiMqsq6Ps6mvPuRZn5ORxADwrVgITz6dhGKAkr4UF6nY9eg2cSeTkSQK7d6E4HJRuuGLsfCbXra28AiMYTERqh8NoyWgg1ePBVllJ7NQpoj2nElGSg4MYkQhq8r1GPI6iaWglpemoWT0anTZH3JS1ZyCVhh5pS1zv1ZJSbDVjywkoioIRChHavx9UFUdtHc55M7usiCCM5srly/jI1VdR7vFiAjZNY938Jg4lI2FM0+TVQ0e4Ytkybl+/jlvXrsEwTQzTpN/v56uP/pYdJ1sLK2IKuO12Prjhcm5ek6hD/uzefVSV+Giur+cvbr4Jr9NJ20B/4hqGQTCSuAnXVJWmqipK3C5aGhsocbkYKaJImNRVeDgUYn9nJ4e6u6guKaG+ooLVjY08ckaKqQL85a23cOvaNdiSvx/ddgfXrVrFs/v2EY3Hp1dADmioqmReZQWvHT7Ml3/5K6KGwfr5TfzvO+/gbevW8Z3nX0w72FL/7x4exqZp4xyyxcilSxYDcKCzk8aqKi5dvJitx46nHYsGpGu5vnzoEDeubmFl8nutWB2PAJcuWcKNLS10Dg7ypaeepmd4mL9/17vYsGwJvf4r+ebmp+gcHOTU8DDr589n+dy5+MNhblm7lretX8/nH3qYLUeKP+rvmhUr2Ni8iu0nT/LfzzzLX995B7dfsB6Xw84//Oa39AX8hGMx7r7ySvpGAly0cCHXN69k58nWon3YAlBXVso911zNsrlzOd7byzN79nLViuUsqa3jEzduJBqP8+KBA+ntU9dKn9OJw6ahqYolav3OBsT5OM2YhpFIE07+f/R4tKuTSEcHqtNJtK2NeF8vzqb5RE6eoPSaa3E1Nk14k6iVlqKVlRMf6EcrKyfa2ZF44YzGI6NTuRVVJdbdjepyE+s5hep0YRr5iwjLdvNpGgaRjnbCyS8ORVWJnDgOQNm11+Gob0hKmfgGOdrRgZ78UnYtWjLOEaHY7OOia2KnehI3pnV105qGOsbZahhE2tuJHDuCGYvjmDsX16JFqC73Oe3LXlmF4nQm6rl1dSWie87gzLRGRdMwQqO6Ik6zM2b03BjxOMG9e4h2tCe61Ta3YCs/tyjAVERbYOcOMAxcTfMndFylmm6c62d7voyOxEo5l03TxIhFE1GPyXMi2tkJmoatrAxbadnZd6zZsNfVET56BDMeRx8ZzuiwSTtba2oSnb5jMSJtbWheD2Ysjq2y8qyOnvMhNT+jncuGYUA0gn/bW0AyFV5RUBwO7BXnFoWnqirxoSFi3d1oJSU4k9eITMdObQ8QOrgfIK35fNPuJ+qafOYDBjh97csUoRdpPUl8aDCZQq6P2Vc6/XjOHCKtJzGDAXT/CFryQYNityeu+6lroGkmPu94HCMeR/f7sSUjoqOdnaedmcko4qk4IKdLezZiPaeIdSecMJ5ly1AzPLwJnziOHgwACt7Va5IRo2GMSDTxmXk8BXNEC8LZOHLqFH/YsQPDgDVNDSydM4e1TU387LUt6W3eOHqUVw4ewuN08OutbzIcCnPPtVezqLaWz956C194+Oe09c+8SO+J8CbL32w9dpzn9u3jlUOH8TgcfPrmTayd38TFixfy2K920jE4yPK5c/nEjTfgfO45rlu1iqFQCJ/bjcfhYOmcOt46PrNqH6rJ62GmepSpkd1t7exOppt++KormV9dzYLqauyaRlRPXB9TV91XDx+mc3CQ9oEB1jY1cWNLM5+4cSOlbhe/eP2NMfudCdhUlbiR3U12vKeXf/j1b2gdtWa3nTiJbhiEdB2HzTbOqXr18uWYpommzuxodpfNRjgez6ghxU9efpWBYJAqn4+/efudrGlqBDI7Fl8+eIhILEZjVSVehyMdCTcTOZv2cCzGc/v28dtt2znZl8hi+sLDP+c7H7uHecmsoI6BATbv2k2Zx8MPXnqJcDRGXVkZ3/7oh/mrt93KJ3/wI9oHiutalyLlXP7ghstBUfjfD/+CYDTKPf/zIP/14bvZuGoV33ziSV4/cpQv/fIR3n/ZZfzNO+4kpusMBYOsn9/EI39xHx/+9v8wXEQPXFKUuNy09vdzvLeXzbt2c7y3lxcOHOQLd7yNmpISVjc28MbRo0DiemaSKLdw3apV2FTVcg13ihlxPk4z6QjE0Y6XSJiR17cQOXECxeFIpD0rCigK0Y52FLudeF8fNDYlbhiz1EDUPB7sVVWEDuzHMWcu4UMH0aNRNIdj3E0gepx4KETo4EFip7qx1dQQ7+nBs3oNqjt/TplMN3lGJMzwq68QbWtLDGijbj5VlVhfH4559SmxWfdtxGIE9u4Gmw17RQWu+fMz3uQmImZixIdHCOzehe5POKNci5bk/CbUTKZIpiLdRqMHg4QOHcSMRjENg/CRw6McUR2EDh+m5JJLTzcHyVIHEBKOZ1tZeeJmvL8vvU5GOxRGpzUa0WiiOcXePZBsXpQPB5SR/IGRyRkY6+sjsHM7zvnzCR89SiwZyRHv7SXS2op3zTq8q1al06WzoaoqRjiccFxrGt71F2S1RbXZMCOJL2UjFDovbfGhIcLHjyUaNnm8uJqasFVWjYkoHF1KIdLRQfjQAeJDQyhOJ+5ly1E9XhSXCzMSAbudsiuuwlZdjWq3n1Pqva28AsVmS3drt9fUjn+faWLqeqIMgapi6jojr7+W7nrtXb0Gz6rmSeuPtLcl0lmjUVwLF2KvnZOuSZlidFp8aN8ewsdPYEYjOBub8K5Zm0gFHxkBw8B34UU4muajOhznHPU4/PJLAPguvnTM8cYcOxrFCIfQ/QHCRw4RbWtLlFxYmnDQn4/jMRWpOrpcwdnKR0Q6Ohh59WVMw8C7eg3u5StOb2+zoWgaqsuF6vVldAg65s5LOw6jPT1jro1qqg6koqAPD2OvqSF8+BCmrjP04gu4Fy/CiOmEDuwDVUUrKcFeWzulqMdCaB+NaZr4d+4ETUP1+nAtWjzOGWqEQgT37wNFwV5ZSWxokOChg8SS5UW0sjJKL7v8nB90CEKuSK3sszmFjp7q4eipRDqhpm5gxbx5NFRWjOnoe2p4mK//4TEM02QgGfkx9FiIv3vXOylxubly2TIeGuWsLDTnor13ZIT/fva5MWPBaJSaZC3D9v4BdMPgP558mo9vvJ5185v4h3e/C8M02d/RiWN4GIfNxrI5c9iWdD4W0gE3WvNkm+C09vdjGAZep4OV9fPYmYxkTe3l5YOHePngIQCe27cfh83GVcuXcUNLc9r5WGhGpwNP5HhMvT7a8Zh6b01pKa8eOjTGcZV6bX51NYZpztiGEy6bjW999CNU+rzc8Y1/mzAi9Y1jxwA42t3NcDhEXWlZ2nE3mpT2rqEh5pSVsaapcUbW+ztX7VuOHBkXuZhY9062HUucw3HD4OHXtqSdrCpwrKeHVw8d4fKli7l8yWJ+UaQNaAwSemyaRjyuE4xGUYFoPM5/Pf0M3/jgB7hl3Rp+9trrvH7kKF9+5zt48/hxvvjwLwhEo9y0uoUv3nkHn9x0E1/5zaMFVjN5Dnd3c7h7bFmoUDRKfUWi9MTh7u5x1/DbL1hPVI9zoneQrUePTZ+xwnkhzsfzwNT1RBOH5P/HvJalWUyko4NoRzu2qirifX14VjUTaT1J5MQJHPPqiXa0416xEtXlJrD9LVS3G31khNipU0D2VMF06nXyRjB1zHh3F1pjE4qioPtHCO7fT3xwECMUwggGErY7negDA7iXLsOzqvmcb0TN1NPXDNEm2SJiIh0dhA4dQHW68K5Zi+bxED5+PO14dK9YibOxidipUwR2bAPDINbdjbL27A6CyInj6MknXp7Va8YdX1EUIq2t+Le9iRmLJW6UIxEUux3v2nU46usnFf1j6jqxvj50vx+ttCQRfXhmpOUop6N5xg+uWM8pgrt2Jv5QVVS3B8/KlZimSWDHdvThYUa2vErl2+6YMB3bTEY42SsriXV3YYTDxHp7cNTWpbcxQiFCx48T6zkFpoEZjSWclLqO5vNRcullqF7vpPQb0SiR5Lw5m5oyOoxGj6Wcf6n/h48dJdreTrSjA1QVz6pm7HV1RDs7Ce3fR2DbW7iXLJkwPTgd9bhnN2YsinvZsqzbp21J1gMdXf9yMkQ7OxjZ+kY6wjaVvho+eACtrJySiy7GMXdu8iUFPRhk+KUXk5+9mYjsCoUJHz5M+XXXo7pciS7k0SiK3YaWoWnGmaTOL9XtRisrQx8eTtRybG4Zu10yojqwfVvCWZRag/E4qs+Ha+EinAsXTUp/YM8ugrt2Ycbj6YcBsc7ORGfp1avxjrJBVVWifX0MPfNUwsGqaSiqRvjIEUouupiyK67C/9abhI8eSXTlnoQDPNLRQby/D62iMp1KO8aRaBgMb3mN8JHDKG534viGgeJw4Lv4EmznWF8zG8OvvUr4cOKGr/K228dcexVFSUQzd3YS7epAsTsSzumycjSvF62klFhfL4E9uxMNUMrLMXU93UyGLDVvTdNMpNBXVhIfGiJ68iT64sVo3mQjIsMATQNVxTQNnI1N6H4/gW1voQ8O4H/zzfS+1NIySi6+NP3ema79TCInTxDvSXwv+taty/jdGD5xPN3pO9bXRyxVEypZpsS9dBnauUQZC0KOGX0TNScZkZxKpTyTVKTcyb4+dF3H7XDQ0nA6CsQwTXqT6zzFqeFh+kb8OMrLqUmVYZkhTEb7aMo9HuorKnDY7ezv7MQ0TQ53d/M3v/glFV4vgUiE/kAAt8PBtz76YVRFwR+OzIiov5QNlV4vN69ZQ3NDPUdPneKXb2xlcFTjlEyc7OtjIBCg1O1h/fz57G5N/O7SMzgxq3w+ltbVoSoKPSMjM0I7nHY8Lqqp4UNXXoHX5eS/nnqGY+dQp88AvnjnHQD88KVXMu4XEin3rxw8nBuDzxNb8vso5WgNx+Psbm/j9vXr+cjVV3HT6hYGg0H+9Lvfz/r+hBO2nzWNjVyxfBlP79k7ZpvUg903jx3nHRddyNr5TTPC+Xi+2kfz6Vs2pevaphgd3WlTVaLJbscO23J6RvyZdlMwMtXgVIH3XX45cV3n4ddfH/OaAUT1OCZm+gGTSiIC3DBNLl+ylJ+99jp3XLAOTVXZvHN3+vPYvGs3n7zpRlbWz8t67Okk00MmBbho4UIW19VyoLOLbSfGR6WPft+yuXPQVJVoPM7BrrGOycbKSm5btxabqvGrN9+ctY3WZiPifJwCesDPyJbXiJ46ha2sHH14iLLrNuJIRqhBstZULJZIbY3HE84lTSM+OEBo/z5cy1cQPrAfZ30DkRMnUEtKMONxtNJSSi66GIDYqe5EF9u6OcQHB9CDQTSPZ0IHkb2qGtXlRg/4UV0uggcPoLjcYOgJR6PdjhEMYiSjKzWvF3vdHFzzF2CfM+ecbvr0gJ/hl19K3MipKuUbbxyjfbR+0zASTRKS+9WHBom2Jp7auhYtRnU4Ep25NQ3N601rd9TVEes5RbSrM6E9FEp3oc5koxGNEti7J1HrsW4Ojro56KEQRjiEGYsnbnq93sRNsmbDCAZRNA3HvHrcK1fhqKs7N+3JaMXw4UOJGompm2WHg9LLr8BRX5+20dT1RDOX/fsSjqpkzTH3ipU4amuxV9ckHEdDQ6AoeFatwrN8BQCqw8HIq6+gj4wQOnY00Uwkm33ptNpaOJhovhE7dQrN60MPhxMRjYZOrLsrkYqfchrb7Tia5uNtbhnntM5GIlpxB9GuzsR+UvM6Moxv7bqxkWfRKME9uwgfO5boyF1SinvJUjzLExFnzgULEh1odR1HfQO+Cy5MjNc3YMaihI8cwb/1DXyXXZ41Oi0d9ZjsZFtyyWWJYxsGZjiMoqqoLlfarvjwEEY4nI6wmiyx3l6GX30FIxxG9XpxL1uOraSU+PBQIop2aJDB55+l7KqrEzoMg5HXXkk4HhUF75o1OOrr0bw+VGfi+PbqGhSbHdNMNGCxV9ecc8MhzePBMWcuwWSn8+C+fRjBALayctzLliUiHcORRGMSux3H3Hl4VqycsuM1dOQwge3bQVVxL1+OvXZOokRCRzvhQwcJbHsLU4/jW7MOSDicU45H54IFuJcuQ3W702nlqsuFfd48wkePEGk9iWvxkrNGPabm0v9WwpFWctnliZqloSD64BC6fwTPylWoNhv2efOIdnZgGga2ykrci5fgXrrsnPUakQjhE8cxY1GcDU3YysrSDxFslZWJKG1MYr096SZPJhDct5fgzh0JB22S4K6duJcspeSSSyndsIG+3z6KGQoR2LmdsquvHVMGQXV7MGKx05GMKZLnunvpsoQD3D9C+PBhfOsvwAiHE+nUgM3jTXd09qxqxjl/AZFjR4kPDWErK8M5fwG2szgkZpz20R9DPE5wz+5Eo7WqKpzz5qH7h9GH/eihUKJ0QUUFxqhmG5rXi6O+AffSZen0c0HIN5luwFIOqJX1c1EVlQsXLCCm63zqRz/mSPJB82hSkXKt/f30+v1U+nysX9DE1mSE1JnNCiHRfGR1YwMKSjryb7rJhfbR+3nvZZegKirt/f28fOBg+nPxRyL4R53rb7/wAhoqKojrOs/v3597YVlsVBUlY2Rjlc/HXRdfRH1lBY2VVcyrKMeuaVy6eBE3tDTzzc1P8uqhhNMsk7Owe2iYk319rG3y0tzQMMbpWOp2U11SQlzXcTvsvG3dOqp8Pk4Nj/DdF17Mn+AzUEmWQskQ1bikro6Pb7yOrqEhrl6+HI/DgaIo/Pc9H+GhV1/jwedfmNBR0lRVxXWrVvLi/oPs7+zMmLY9v7qKSDxOqcdNv7/wdd9G21dXmmgcc8uaNSgk0ui7hobYvHN31venaqLvam1jbWMjly1ZzNN79maMIH1y927efuGFXLxwIb5bnaycN497HvhOnpSdnfPVnqKpqooLFizglUOHOZFMwz6TqGFQX1HBbevWEtP19AOZQmBLOoNHr8xMa1pVVT6+8Tp+t217xv0M+P0sqqnhyuXL2LxrN45k1GvvyAgLahK/3eeUlQNw4cIFPLYzEcRy5wXr8blc7OvozHrsfKEqCgqJa1/q6pTpWqYoCl95z7vQVJWv//6xjPsa/b4/vvJKdN3gyd17xkU1333VFRimyc7WVl7Yf4BKr5f51VUMhULpbAFhZiLOx0mQcvrFBoeIDwxAPE58oB8Mg+Ce3ai+S7F5EtFj4SOHGXnjdbwtqwns3kXlrW9DLSvD2dBIYPs2NJcLVBXd7yc+MoyjpoZYTw/2mhr0SATN6cQ+dy6xnlNoXi/x/r5EI5GFizKmXkPC2WNEwihOZ+ImVFUxOjsZ6kuk4dqqqim7+ppEimVyHxPd4GXSDxAfGk5EUZkm6DqBnTvQNlyRTtdWFIXQ4UOMbHkNFIXK225P3+w56hsg6TSIDw1ir6nBCCSeVGmlZWmHbWLbeqJdnYkIw+4unE3zSR5gnG2REycwhocBsFVU4N++jVhXJ/HhYRRFxbVwISWXXoatpITKTTcndnOOqZ1p/fE4/rfeTNTNI9HkRfV4wEhEI2le7xjnXXDPboJ79yQdsA7MaIzIyRNEWk9Sds11OBsasKWcj7qe6EKe/NJ2zKtPOKRDYaJtrbgam1CyRMSlHFWqx43qdCZSDfftI3TwIGDiWrAQ3wUXUnLRxcQGBlBsWqIz7jlE2I3GCIcZfvEF9IAfzVeCVl6OoioYsXg6bXG0k3Do+WcTUat2O6rTiT7Qj/+NLRihEL5163BU16A6HBihEM6mpsQxklGR7hWrCB87RrSzEyMQQC0pyWpXYOd2zHgc1+LFxP1+om2tRLu7iff3Ya+tpeyKq9J22UrLqLrzHVNKMTfjMQK7diTStTWNihtvQvMl7HKSSIcdePIJiMcZeXMrjro64kPDichOwHfhRemmKJApenGIaHdXoivxOaQC68Egsb5e9OHhhCNY1wlsOx3Z5pg3D83nw7lwIc6FC8+7oYgRDiVqNJom5ddvxFF3uqmPs7ERe00tI6+8RHD3bjzLlqO63EROnsSMRHA0NlF25dVj95d0ItrKylFsduL9/YmSE+fQ7Tza1YU+OIDq9RLt6CCw/a3E+5M3oLbaOhxVVTgbm3A2Nk0ptVr3jzD0wvPEkx31wsePU3rJZQnHG0mnsd2GGYsR7e7GtXgJANGO9oTzLXlOO+oTEe2xU6cIHTyA6vPhWbYcz6pmgrt3EWltJXT0CO5FixO/uhQF1elMpNOf+aAp+W9n03xi/X2EDx0iuGc30a4uUFXi/X2JKOI1a8a8z+bzYUtGgxetdk6fM5H29rRtqsfL0MsvE+/tSZdSsNXUUHHjJjwrVuJZsXLS1zpBmAqZavmdeQPW0lDP37zj7VT5fISiUeKGgcfpwAQW19WmI8EypeaeGhrmeG8fNSUlrJw3b8w2i+tqWVaXiBJprKrkmhUr6Pf7eWbvPl49nP9osHxqN0k4Iu644AI0ReV7L7yUrnsI4HO5WN3QQJXPx6LaGq5dtZJ+f4AHn38+L81makpKqPB66fP76UtGnJqcjkRcNmcO1SUlHOvpoXNwkMbKSq5ftZI55eXEdJ3vPP8CLx08yJ9uvJ4LFizgz2+8gS2Hj2SMZIRE85mDXd1csGAB88rLKXG5CCa/65rr63nvZZewcl49Locd0zQ53tPLt595liPdmZ2558uKuXOJG8aYFEmD0w6zG1uaOTU8wo6TieYv65oaWdfUhMNm49XDh/n8Qw9z6eLFfOaWTXzwig388MWXiE6Qiv3ZW28hruv86+OPA2OdWylH5Ip58/CHw3mtWZ+ipqSE29atJRyLZSxn4HU4+PjG69nY0ozH4eBQVxdfffR3/Pz113nfZZex5cgRPv/QwxMeI6XwjSNHefclF7Ms2UTxzE/pnmuu5qrly3E77CydM4cldXXJLti+cdHQuWA6tKf45KYbURWFb/xhvJPq79/1TgLhKAtrE7VQFUXh/kd+VdDot0yO9y/eeQfXrFzBfd//IfuTD4d9LheGadKTqj/P6ZRrA9hxspX1CxZw/aqVbN61O73f7uFhlifXwWM7dnDV8mXctLqFurIyyr0e5pWX0zsywpd/9ev8iz2DTN9Xd1ywnruvvIJAOMJnf/oQPSMjOGw2AuEIdpvGYDA4YQmO29evp7GqknA0xi/PSKW/ZPEirlmxAlVRqPJ5eeKvPos7mfX2yBtb+X+bn5x0eQth+hDn41RRFNwrVhLavy8RmdjfR2jPbkqStce0kpLTKY6GgT6ciDjRSkrQPF7iw8OoHk/CuejxYESjqMn/E4+D04m9qgpULTGmasS6uxPOxwwYgQAjb2wh1tubvgFPdZbVSkpxNjUlGnEkT04z2d3ZMIzEyX+OqW6j9SsORyLKrqeH4J7d+JJRi2n9yWOktKfGVY8XMxIm1t2Na/4CNK83kQYdiSS0J52P9lR0jaET7e4+7Xw8U3sshn/7tvTfwd270v9WPV6cC+anIwqB9I2tkYoATDZgORuhgweIHE9EGvguugjngkWJG+UM7w2fPJFogAK4l6/AtXQZmsvF4HPPEh8cwL/trWT6ZBWR5A80fXAwXT9NdTiwV9cQbWtFHxoal7I9Gt3vJ7h/H9H2NoxkvSczEsYEtJJSbJVV6XRNLVmTbyr6h199Gd0/gnPRIrwtq1F9JVmdOiNvbiXW3Y2tthbfugvQfD4Um42+R35JcN8ebFWVuBqb0MrLMUKhxNpesDD9fs3rRfV4E6UBJqiNEx8ZIZRMx4j19dH/6K9Pn3fJrr5nNhTRPJ5xnbbPBT0QJNqeKADvWboMzVeSrnGHaWKrqMC9eAmhA/sxhocJnzyJGR4VeeXzje12nfzMVYcDe20t8cEB4gMDGOHQOT0UCGx/i/Dop7xJR55z4UJc8xegniVKerLE+voww2FslVVpx6Mx6hrnXrSI4N49ifTe7dspvezydNOo1Pk/un5n6rNPRCSXEe/tJT40eE6O4ZHXE4WljUCA4I7Eua84nTgXLsS9YhWOqqrzbiSj2B3YqqrTTi59cJDhN7ZQedPNiYi78nJspaWJdN5knVVF0wjt35d44OB0UnrFlWg+H55VzQw+/RSx3h6C+/biqKnFvXQZsd5eYj2nCGzbhubxYurxZHRj5h9N6fqtTiell16O6nQROnSQeF9vYtzhwNOyGmdD45R1z1Tto/Wnol4BIseS54CmYa+rw710Gc7GpvR31HR08RYEGH8D5rbb+dI77qSxspKn9+zlRy+/wu0XXIDLbudw9yn+7HvfZ938Jr709jvxOBxcvGghT+7KHhHkj0Q43NXFpYsXUVNaSpXPRzgWAxIRRu+65GIW1dagKAr9fj+PbtvOI29sRT9Ljb1ccD7a3Q4HFy2cWPsnbthIOBZj2/ETvJ783kud2TZV5cbVLVy7MnEz2uf387MtW3hm776caLOpKlcuX8YfbdjAgppqNFVlJBzm99t38PCW15Mp0W4+ccNGblzdgqaqxHWdwWCQp/fs5ccvv8Kh7m6qS0oIRiLpxgj/9vhmHr7vE9RXVHDBwgW8MUHNsta+fmKGQZnHw39++I+J6XGe3rOXP+zYyRM7d/HW8RPsaWtn24kTOb/pdtls/PHVV3HburWUut3ohsHOk638v81Pph3G9RUV/ON7352uvRiKRmnt7+dPHvwuW44c4T2XXUpdaWna8bTlyBG+/Ktf862PfJh3X3YpP37l1YzHXlU/j1X18/j+iy8xGAzyvssu5abVLWw5cpRvP/Ns4jveMPjcTx9iX1t7XqO9PnTFBj64YQMep4OorqMA9153LQ8+9/yYZhef3HQTG1uaOdDRwcsHD6OpCnZN41tPP8tVy5azNvmw/WyNdwD2d3bS5/dT5fOxuqGBJXV1bD12NF0T844L1uN2OPj99h38fMvrHD2HNPZi0L5+fhOXLFrENx57PN08pbmhnu7BIXr9fmyqyrWrVhCL67x44CDff/HFMXVC88WdF6znUzdv4rqv/uOY8YU1Ndx77dU01zfQ2t/PD158iTeOHeORrVu5btVKPn/7bXzmRz9hIBjk6hXLiMTi2JP3umd2bn9+/wFuXbuWixcl7vfjhkGlz8uS2rp0M53W/gE+/aOf8Gc3bGTd/PlE4jEeenUL33/ppbx1uF/d0MD9d72DaDzO+//jv9LjFV4vd6xfz/XNK7GpGluPHeMXr7/Ba4eP8L7LLqWqtIS7r7yC/3zqaRbX1eIPh9FUFZumZv21V+n18tFrrkJVVL734kv0joyMecB1U0sLruR90rI5czjc3c0v39jKC/sPEMmTfiF3iPNxEqRv/BQFIxTCUTeH0P59xHp6cC1eQujwEZzzF+KorUUrLUP1eNEDAVSPh2h3N/Z59aiahq22lnhvL/aqKmK9vdiqq4l1tGOfM4dYV1civdrrRfP6MGNR9JFhzFj09A1mxhtqE1Bw1DdgjIxgq6pKpFLX1GTXkgyTnqx+IOEoVBQ8a9YS3LmT0KFDOOcvSKdfa6VlKG4PxGNEu7oSEY/J9zvmzEnU6+rtwYxGsFVVE+vvJz40iB4MYEtGqWi+EojHwDSJ9/ZkjQZTNC3RqCcWTaaWzsW9bPmYmoeZtExUR/FMzHiccEc72GxoXh+eFatOv6brCSfPqP2FjxxBcTqxV1ZScvElie0MA63ER7y3B31okEh7G/aqarDbQdeJdnfhnH/awarY7YnOrKHQhHUPdf9IouNxLIbicOBsaMS9bHnG1NpMnZfPBSMcTqfZl224cuxryWi1VP0ZVVUJHzuK4nBQedPNp7eLx1FcTky/n9Chg7gam3DMmUusszPdbIZRP0YUuw0MAy3ZjTebXak0cn14OFHHbcmSMc7mTEzFKRXt6kz/215XdzpyMdm9HsDZ2EToyGHQdSInTuBaeNqhasbjmZsGaRqO2lpC+/aCrqMPDWMrKc1aN/V06msV9mAIzevFs3LVmMYf+SB8NOHkdSTrK57Z3AUSpRQCb21NRgdfftrZnbxBzlgX1OHAUTeHeG8vsVOncM4dv/8UKeel6nZjhELYa2txLVqCa/74BxPn43iEhCMvFemXEGGi9/cz9NILlF5+BarTia2iklhvL0YwSLy/H628HD0UQtE07NU1qF5vYt0rCu6lSxONTkIhYr09eGpqKLnwQgY2P4ERCRPYuwcjEsE0DFS355ycZr5163EvXYYRiaB5PFMqJVBM2lNr315VSczQUZwuXIsW4VqwMK8d2wUhxX033ciNLc2MhML8/a9/k45mURWFa1Ys54KFCznY2cVvt21DN02i8TgVXi8bli3ld9t3sKimmkgszvP79qEn67U9tXsPN61uYUldXcJxNcFN+XA4jEOzUVru5pef/HN00+TXb77Fg889zz/+9reEY3HaBwbyEvWRT+1L52TXfsniRTRWVRGKRtl24gT3v/MdXLp4EXHd4MHnn+c3b77Ffz75FP/55FP0+f05r3N40+rVfOSaq3BoNl46eJD9HZ1oqppwCCZvdG9a3cK6+U2c6O3l6394DI/DyZfefie3rVvLwa4u9nd0csnixaiKis/pJByL0e/30z00jM/lZOmcORmdj5VeL++97FLetn4dJcnru9th52RfH0dOnWIgEOCxnaMeuCtKIv3TNHO2Bj51881sbFnFsVM9/PiVV1AVFZuqpqMvAf504/XUlJbytUd/x7N79/L2iy7k4xuv51M3b+LfHn+CE7191JWVUVdaSneyGdDe9g50w2Dt/Kaszscvvf1OHDYbd191JR+77logEQnal4waSzla9iQ7g+eLDUuX8MErNtA5OMjXHv0dbf393NCyinuvvZaPb7yeeeXlfP2xx7l6RSIa7UBXF5/4/g/H7WfrsWO846ILMzaQOROfy8Xi2loqPF7KPR7+48N3A/8/e/cdHtdZ5n38e8700ah3Wbbl3i13O25xekISkkCooUOAfSGUZUtY2A0BdmGXZWEJSwsJoSRASCOBkB47ceLee1W1ehuNps855/3jSGPJlmzJVj/357p8yRqdmXl+c8bj0T3P89zw9M5d/OCFFwG47Qf/O/hhzzHc2e2qytdueydtoRDT8/N4/J7Pkd/5AfZPX3mVP2zdxrefeXbIO3vfsmgRCU3jpQMHkoXBWELDpqrctmQxf95tfvA9PT+f/7nrA3idTk43NDKrsID/eN97+N3mt/n15s08s2sX71yyhHvfeQv//IfHiSd03A47W0/1PiO9tq2NB156me/f9QGe+fIXeXb3bhZOnITdZhbiuh6jpo4OvvnMn4ck+7wJE5ick01ZQ6O5vy5mETSncxXaguJiDlRXk+3z8a+338bsokJiiQS6YfCORaWsmDaVH77wEr/cuInPXnM1a2bOoKatjb0VlWSn+tDPmTl9rjuWLyOaSFDb1kZxViaP/r/PMiEzk1giwd8/+hh/3LaN5/ft43RD40X3zBWjjxQfL0GitQWbz2fOWkxNRXE4O2f3pRHctxd1+Qqzi2hujrlnY3Y28YZ6cwZX5z6D0fIyXJMmE62qwj1jBtHTp0Ax96+LnanGmZuL1hFAcTjQOjpQbHa0jg7i/jYc6RnnzWiy+VLJuOrqHuPs6rScPHagsxsvkF9xOlEcDjxTphCvqTFn8+3aSdoVq7FnZHTO5solXltLrDO70vkphbNoApHTp9ASCbRAB65Jk8wZM5pGtKrKLMgB8Xa/uQQzHicRCJDw+7F17lPWo5GMqpJ96zuTfz83P4rS79l9fVHsdhTMxiJGIk4i0Fkg6rx9tVshz9A09Ki5H6Sh67Rtep14XV2yAIOq4sjOwZ6egT07G1tKCprfT7S6itTlK5LLwbVWc9aR4vb02tSoiyMnl+zb7kh2iz03f/emN5f6GCSLGoZBtLbmbIEokehRGO3qLkzn+Q6fPGnOhgu0J/erU71eHFnmOXZNLiG4fx9aoN3cR7HzflSnEz0QAEUxZwX3UXy1p/pIXbMWV2HReYWXC3XaviTd3sjr4Z5LuboeX3tGOva0dBKtLcSbm5L7WIJZHDVv5vyioi0j09zrLhqhY+9u4p3bOdgzMnAVT+xxXrvuq2tJ6XDpKvxowfP3U+p6jF1FhQT32zE6P6l2FhYRPnaURNvZT6R7Kyo6Cgvh8CHCR4+AagNDB03HO29ez+dX5/1kXnfD4IbrhaIo2NMzzJnYhmEuIa6uJlZdTcfePfgWLcaRk0P45AkwDGL1dbg9nmSjMSMaNWcEdv77cxYUQOcsja7ngj0jk5T5C+jYvYt4zRnz50bnzPF+6trP1hLZO//NpK/fMKh5heiPbJ+PgvQ0XA4HboeDj6xbw7eeeZZwLIbTbmftrJmsnTmLFVOn8tyePcQSCbacOMmGOXOYkZ9PUyBAZooPr8uJZhjYVBVN16lsbkZBIcPrZWZhAUfOmFt1dC8dTcnN5au33sLsIrOZWTSR4Hh9A68cOsTf9u0nFItxonOZ7VAUoIYqe0XThbPbVJX3r1xJcZa5tcs/33IzeufS4md37+bF/QcwILnEVFUUbIoyaNknZmfxqQ1X4nY6+P3bW/jtW2+fd4xNVXn38mXYVJVvP/MskXic2YWFpHk9KJjLkJ/fu49wNAYKZmOQzj0ea9vamJidRV5qaq9LEF0OOyW5OTS0t/Pc7j38efduatv6bs4zmOcczMLvjaUL2FVWzlce+32vxzjtdtbMnME3nnqGTUePsqRkMrlpqaiKwoY5s3l44yaO1Jxh2ZQSbl2ymF9u3JT8wDIUi5Hb+Zp/7r6PEzIzMQzwh8IcqKrimd272X5qZPb0u+f663Da7Xzlsd/T1hFEB57dvZeyhia+94H3845FpXz/by+Q5vZiU1X+/ZyiUFe2rSdPcseypdxYupBndu2+4F6Xn73mKt65eDEJXefQmTO8fPAgT+3Y1cfRQ2e4s6+bPYu8zt/1bl60iJrWNn7+6us8tuVsgXqoC4/fed97WDNjBgbgc7uSHbQPnzlDNJHg1m7Fx09fvYF0j4dP/vJhTtbXs3jyJL76zlv50NrV/HrzZn79xmaKs7JYNX06k7KziWnmh7LNgd73JlUxO57/6KWXuWPZUj6ydi1xTeOZXbt48+gx4OId4y/H+1at5HPXXgNAMBrlq3/8E3srK6lta+N0QwNZKSlcOWc2B6qruWHhAuZMKCIaj/PxX/wSl8POPdddx8JJE/n01Rv4f7/6NRMyM/nw2jXctfoKjtXW4rLb0Q2DYLT3c5iXlsqdy5eR4nJRlJHB/OJi2kIhnt+7j2d27eZE52QVWVQ9dknxcQC6Cjl6NIpis5sFNZsd77y5BPfuTS4TDR48QPradTjzC4lWVeEqnkj0zBmMUAhcLpzZ2V03CIBiGNjz8omWncaWmkro4AH0aIR4XR2q243WuUTb0DTidXU40jP63PexqxjWvWvoYC066yo+GLEYKKpZJFNtpJSW0v7WZjR/WzK7YrPhKigyu7H6/ejBYLK7rKPbjJp4SzPeOXNx5BcQr68jdPAAhqZhS0khdPSImaPzF9h4fd3ZX0zPya50zj7TOzvwdv3S25+98/rLVVxsdpMOBml76UVzv8fOGYSKzY49J8dsDNM1EzMWI975yY7qduMoKMRZNAFHViaqN8Us4HYWIrW2NoxoFP+bm3BNnYbW0pLszOqZNu2CMx8Vu91cSj7E+R35BcSqKvFv2mjOstN1sNvN+3E48c6dhzM312wc4XCgh8MEtr4NNhv2zCycEybgyM83Z2h5U9B1HbvPh82bghZop/XFv5mNQtLSCB85jJFI4CgowO7ruxuv6vYktyLQdT251YCqqoNXdOzUvUmFFgr2WshV3R5z79MWw2x443BgS0s3Z6eWl5mNPrqacyQS5p6kNhv29HS8c+bQsXcPWlsboba95n3m5eEsKBjQLNWh4sjJIVZVhda5R2tvMwvtGZnmczGRINbcjKu4GFSVeFMT0TPVuCYUn50tGYkQb27CNaEYV+e/jdiZ6rPLqJ1O3NOmXvC5P9RsKSnY09LQOoIYCY2UBQsJ7t9H5MRxFJsNz8xZ5j6r0Sjxhga8s+dgS00j0dZGvKXZfF3q3OJAcbrMvV/jcfREIvmBgmfWbGJ1dcRqzvTYqqOvma9Wzi5LqMVISvd6KMzIoK6tjdZgkJKcXD515XoeePkVIvE4W06eYu3MmfjcLlJcLoLRKKcaGtE6m7MtmzKFiqYmpuXnsXDiRJ7fu49AJEI4FsPndoGiMHfCBI52Ngzo3kimNRjk5YOHePPYMV4/coTqCywxHOwC1FBmj8QvnN3rdLK/qopgLMqJunpeOXSImta2YcseisbITjXfg+ytMLfIObe5QrYvBbfDQZrHw88/8XEcncsJmwMB3j5xkmd27SahaQQiYXJSU3nn4sXsLitnen4+U3JzsdtUjtfV9frLdG2b/7w98myKgqooaENwns/V0tGBqii80a1xz7mNNaZ1LvX/51tv5hvvuh2bqhKJx9lXWcVTO3fSHolwtKaWhK5z86JSnty+g9ZQiNuWLCbF5Uqe83PLKWdaW/ngT37KuZyqis7QFmC6mzuhiKKMDE7WN5zXzOZAdTXbTp3mqrmzuWL6NGKa+aH3xOxsqlpakwW2rpEeraklEo/znpUreGbXbnTMfRS79v/r7pFNb/LwpjdGtIHOSGQ/Vd/AD198kdcOHRmxWW1Hz9SytKQEt8PBJzdcSZrXw8Ob3sQfDlPZ1MzUzlWFmV4vk7OzqW9vT87k21NRyZ937eYzV1/F9Pw8TtY38M9/eJxXv/rPfP22d+IPh/GHwkzKzkouo+6u6/F6YvsOnt+7b9j3sSxvbKKquYXirEw8TidfvukGfv7a6+wur2B/ZRXXzp/HqunTeGjjJmbm5+MPhThQVZ3c//apnTtZPWM60/Ly8Lnd/Patt7l+wXwyU1L4+Pp11Le309oRJDPFS3vnPt3dOWx2Hnt7CykuF28dP8GB6uphzS+GnhQfByA5e0xV0RPmElc9Ecc9eQqGphPYugXPzFnm3oDVU7BnZ5+dLWUYxJubsKWnm0tFFdXcT0tRSLS24ltYau7bV10FikLkxAlzJoiioNjt2DKz0FpakrNGeis8dh9jXz8fjPwoCkZn92yb14vN6yVl8RICW94mWlFOtGSK2UwlWWQ1iHV2RFVUNZkfQyfe3IwejZK6fAXtO7aTqK8zl5923o+zeKK5PLuzUHOhXINdbDuXe+o0jHic0KGD6OFwsrlBl1hnx9+Mq6/FnpZOvLPRSNqVV+HMzUVxOHrOTEwkQNOwZ2WhVDgwEnFiNTVm84jOpcSO/ALcU6f1a3xDnd+3bDkdukbszBkSTU3n/TxWXUXa2vW4J082i+bhMCmLF+OeMg3Fbj+viKRHIuB2Y8/KRAu0owUCdOzZjaFp0LlvXErp4n6PT1VV89/MELGlZyRnb8WbmzAScRT72b0Zk/s5OuzmcaqKHgrhmTWLjp070Nrbad+2Be/M2Rhagsipk2jtAew52WRsuBrPrNnYMjKINzSgut24iicmly2PBs6CIoLsQWtvN/eldHt6/LxrSbRis5mb77e1QnY2rokTiVZU0L5lC75Fi1HdLrRAwGzGZBjk3vleANLWrCV88iR6MJDcvmKkqS4Xjrx8Ev7jxJsaSVuxEj0cJnziOOGjR5JdlWN1dcTb2jC0BI7cXKKVFaBpRCorcE+ajGKzmU26tARgmEuEO3+BU1QV7/z5xFuaMaJRFJfLnFE/woU2K2cXojf+UJi8tDQM4L//+jf+8/3v5R2LSnn7xEl2lZdT3dxCNJ7AZlNZPnUKG48cpSkQoLKlhWyfj/WzZ/H64SNMyctlXvEEbli4gGd372Hx5Mlouo6iKCyaPIkntu84777bQiH+tH178vvhLECNZPZAJJJcajgS2Zs7OjhRV0dJTg7/+YH3EY7GOmftRKjzt/PG0WPsq6qgtq0Nr8tFS0cH//fyqxypqUn+Mg7gdjg4fKaGGxYuYNX0afzq03eT6nHjsNnYV1nFSxfY7xJ6NvTROv8Mh5P1DUQTCe654XruWrMah81GJBanLRziVEMDP3n5VVRVJRiN4rLb+d8XX+Jg9ZnzllQePlNDvd/PpOxsHvnM3dS3tzM9P5/2cJj/7VxC3Be7qqJCsinNhZrTDIXa1jYUReFMa2uvexUeqK7iqrmzWTV9Oo+88SYJXedDa1bz9omTyUJSptdLfno6R2tr2XT0KNfPn88L//QPuB0O9lRU8OXfPXbe/Q5Fw5iBGonslc3NVPbR3Xq47Kks57ZlS2gNBmkLhfjounVsO3WaQ9Vn2FF2mhkF+WR4vbSGQqS4XLR0BHsUUg+fOYNuGNy8qJT/ffFlwGyEcu38ecwqKqQ1GEx2pb6QkWigU9ncRK2/DZfDTigWoygzk39556188pcPsau8nNuXLcXndmMAqR43qqIQS8STHzqdaW2lLRTCrtpYNHkSrx46zEOb3uCDV1zBvAkTAKhuaaHe397r/Z9pbe11hrkYP6T4OECGYaAFAqgpPrR2P6rbTfDwIWJVlaDrRE6dBF0neHA/qctXYM/KJtbQgD0jk0h5uTkLsuaMWXhrbTH3M2xrQ3E6SVuzlnhdLfHOoqSiqtgzM2h/6y1Uj4d4LJosrozUL2eGYSRna9lSUog3NxGtqiJaVZkstHbs3WM2U0lLw5aVjd7uJ1pWZnZsdrvN/HrnPn1trebebVlZZGy4ilh1FdEzZ1BsNtxTpuDIyaHxySfMYtwgLRu/VKrTScqChXhmziRWX2/+suz2YMSixGrOmB23w2ECe3bhmTaD8PFjnftVNuCeaDaAMDSNWF0d4RPHzT0zZ882l5nb7WDoOAsKsaWnY8SiuKdMxZlfkGxqMtK/kNtTUsi46hoS7X6iVVXYfKkoDgeJtlaiFeUkmpsJ7NiGPTcX18RJhFpbiVZVkTJvQfI29FiM8InjRMrK8EybhnfOXHMbgspKVI+HtCuvIrh3N66iCXjnmPtqXm7jkMFi83px5OQSb2wgXl9PvKX17L6andsaGImE+QGBomBL8WHPzDRniRrQsXM7iYYG2hvOdqBU3G6cE4qTe4a6iibgKpowMgEvwpGdbe5DGokQqajEO2tWsuCo6zqq3Y4WCplFZdVmNv0AswmXqhItKzNnwnbNzFZVXCUlyfOrOp2kzJ17kVEML8Vux5GbS/jYUdB1Eu1+UleuQgt2EKupIbB9W/LDASMWJd7QiLOwCFtGJlq7n8D2baAo2H2pdOzdbX7goCg4cvPMWemd/6YdOblk3fJOlM7HYTSwcnYhejO/eAKNgQCRWJxAJMKTO3dx5exZfGjtauKaRp2/jYqmJoqzs1g9YwYbjxylIxKhtrWNwowMFk2exM9fe53CjHTef8UqPnftNXzyyvXohsGZ1lZSXC6yU3x4nc6L/tI5nAUoGPnsI1V8A/jan57gvStXsmr6NByqjXA8RrbPx+TcXJZNKeHpnbsob2yiJCeHhKax+fhxwGy6c+uSxeSk+th45Cgn6utZEZyKYRhUNjdhU21sPXWK5/fuu+gsvpHs3Pql3z3KZ66+iknZ2bQFQ6iKwvT8fOZOmMCsggLufuhXtAaDFGZk8Myu3cnrZXq9fPHGG9hx+jR/3buP8sYmCjMyeOv4Cabm57Hx8BF++uprF937cLhmOPZF03U0XWdyTjZup5OOzm1lumb2dYQjGIbB5JwcWkMhdpWVs2LaVL5157v48UuvkOVL4SNr19ASDHH0r7X853N/paUjSEluDpuOHOX5fftHNN+FWDX7/spqgpEIGd4UPv/r3/Lw3Z/iB3d9kK8/8SRvnzjBB6+4gg+vXc0DL71Cvb+dgvR0ZhUWJouP2b7U8563D27chNfl4tbFi3DZ7aN2r8LaNj91bX5KcnJoDnTQHOhgdlEh333fe3ngpZeJxGKoisLqGdMpb2pmck4OJTm55KWlUdbYiM/lJhSLJRvqALx57Dhep4t7b70ZMGe0dzVLE9YjxccB6CoAaZ0b7CcMc5lnchaYqpqzAVNT0To6CB87invqVDp2bMeWnkGirpbWF/4GNhVHVjbxpkbcU6cSOX0aIxpBzcrCNXFS8pd2gGhVFUYsZu6lFYslly6PRDGqaxmMEYlgRCLEIxFa//a8+UNFMZtAxMwGOcFDB0lbvQbv9OkEtm0l3lBP22uvorrdJNpaUX0+9I4OtPZ2jGjnf2YOB+4pU3F36+gdraqCzhcoR2bWiC9FBFBdbtydnbe7xuOZNh2/8gbRykoSDQ3YFiw0Z8EePULo0CFiDQ04cnLRQyHiDfXo8bi5N6bHa+7Zluoj0dKC1hEg/coNyRmMoyHvuexp6djndXYv1nVcRUWkzJ1H09NPogeDxKur8C0sJVpVSaKpiaannsQ1aZK5dL65iXhTk1m8Ts8AzCYtHTt3oEci2NPTybzmuuR9jZbCYxf39OnEG+pB0wgdO0p6ztoes03jTU3JDsHukpLkTFfv7Nm4iosJnzpJorkJ1eXGNWUKzsKiUXVuL8Y1uYTIyROEDh/EPW3aeZ2rI2WnQdNwFBQkC0mq2036mnXEZswidOQwRiyKs6gIz5x5o+rc9sWWlobidGFoCbN5VtEEfMtX0P7WZhKtrUQrK5N76sYa6kmdOJHUZcvxv7kJIxKhfdNGsNnND1xsNlLmLzCXo3ejqCq2QWoWM5isnF2Ic+WlmY3AGgMBypuaqGhqIse3lKLMTN5/xUrue/JpdldUMLOwgBWdnUqLs7KYXVSI1+k0OwHrOg9u3MSRmlpuWVyKx+Hk9SNHmZaXy+qZM4hrGvZRsM3GuUY6+0gW3+r97Tzw0ss88NLLODvHF9M07lp9BZ+4cj23LlnMp375EFfOnsWErCx++9nPsL+qilmFBRSkp9Pc0cFbx09Q2dxszg5VFV48cJBXDx0esUwDcaj6DF/4ze8ASHE6k/vtfe8D72flNPNc//CFF/n+XR/k+X/8Ci8dOIjX6WTZlBK8Lhf7q8zl6sfq6lg1fRrRRJzPPvzIiGS5FB2RCHV+PxOzs5k7oSi572RXaSnROXN3R2cX9m88+RT/fdcHWDNzJqtnzMBhsxGOxfn5668lj//pq6+NRJQBs3L2iqZm8qelM2dCIe//8f/xxBfv4V9vu41fv/kmTR0dbJgzhwdeeoWXDh7gk1deyeeuu4b9lZW0RyLcvLgUm6Lw7O69yduLJRJ876/Ps/nYMbacPDVywfqhvKmJVdOnkeVL4T+efY57rr+OKbm5fPqqqzhRV09RZgYb5szhmV27WDltKsXZWdy1+gq+99fnuWLGdNI8HoKRKLvLKwCziP38vn0cOmMuoa5oGtmZrWJkSfFxABRFQY/HUd0uUBVsHh9aKIS7ZAr2rCzsGZnEG+oJ7tuLa9JkIuXl+LJz8M5fQOiYuUms1mF+KmJ4PKQsWkzK/AWkLFqCzes198cKh0n4/aDrxOpqiZSdRvV6iVaUY8/MTHZwHomCRVd+HHZz9pKq4iwswp6djTMvD9WXSrS8jODePUTLy4jk5+OeMoVERwfho0dItJgvNorDgW/xEpzF5mzAri6lhmGYhd2mRvRoDD0UNGcPqio2XyqOvLxRU6jprZmL6unMAaAopCwsBVUlfOI4icZGEp17OJpNh4rwzluA6vOZs4Gyskk0N6MHQySam5NL1odyGfXl6K2Zi+pyoQeDydm56VdeRfvbm0k0NpqNRDrZ0tLwzl+Io6DALC46neZM4rZWomWnze69XV2NR1l+V/FE4tNnEDl5glhFOX5dI2XhIox4nHhDA6FDB8zna3oG7mnTe1zX5vPhK100MgMfJN75C4g3mt3aW577MxlXX4OR0NDjMaJlp4mcOgV2OymLl553XWde3qhYSj1QNq8Xe2YGiZYWYvVm4dmemkbaqtX4N79pLi8HUFUSnU2inAUFZN5wE+FjR4nV1GDo5vYK3jlzk6/hY4GVswtxrkg8wbT8fKbn57Ppa19FURRzdothsLSkhJtKF/Lcnr3ctWY1mSkOfvXpTxFPaLSFQnicTmIJjVmFheytrGTz8ePJGXKFGRm8d+VyXHY7J+rqet0Ha6RZOXt3sc4tcQC8LhfReDw5U/PeP/6Jdy1fypKSEm5YuIBILM6Wkyf4w9ZtnKpvoDAjgxp/GxMzs1haUsIbnc0j4t1uc7Tr3ujD63Ki6TrLppSws6yc/3n+b9yyeBE3LypFVRRONzTwo5deZuMRc7/I/ZVVdESjLO8sTvdnhu9ooAO/37KFf3jHO/jC9dfxoZ/+PPmzCZmZfOGG64hrGs91NiAJxmL83a9+zVVz5zApK5uXDh6ktq1tZAZ/maycfW9lJcumTuHGBQt54+hxvvPcc3zphhv5u2uvoayxken55vuZp7fvxGl3cPeGK/nDPZ/D3fm7y1/37qOs6/e+bkZ74RHgZH09wWgUt8NB6aRJ/M/fXuDz113H3AlFJDQNh83OvOIJ3P/U0/zfS6/wjXffwTXz5nLlnNnYVZVwLMbDb7xB6zkNKqXoKECKjwNmxOPoHR2djTXCOAsLSVt1RXImojMvj0jZaaIV5ag+Hx07tpN1621mx1q7DSOhodhtZifRTl3FN0VROmcVHQJFxYjHzNmUhoE9OxvfoiUjvgdcV37FbsdZUEja+iuTYwewz5tvdrL2+wls3YIjN4/UxUtwT5qM1hHAnpHRI3t3iqIQPXWS4MEDZ5sPALb0dFKXrxzx7N11LzoamkastobIyROg66guV7LxRuqSpXhnzyFWb3a7dublYc/ITN6O0fnm3ZGbS/jUSQxDJ1Zfd3a/zFGqe9HRXEp9LLmHqauzqGz3+ci6/kbizc1Ea85gT09PzhhNXjeRMIvY+fmE21qJVFbgmTFzWLMMhOp0mh3JbTazuFJVRayqyuwK3Lk1gCMnh9RVq5P/rscTu89H5g030vryS2itLbQ892yy2RG6ntw+wjnKn78DoTicOPLyiTc0orW1oYVC2NPSsGdkkL52Ha0vv2h2d9Z14nV1aMEOc0azz4dv2XLzNkbJhyYDZeXsQpxrSm4O7eEwhmGw43QZrx06zKEzZ7h96RLuWLaUD61ZTWswyL/88U98aM1qZhYWEE9oPL9vH4+9vQV/t8LatLw8Pn31BmbkF5CR4gXDYGd5Ob97e8sFRjByrJwdwGW3U5yVhYFBS0eQhRMnsmHObMLxOH/etZva1jZqW9s4UF2NvfO94bnLLpsDAerb/EzLzWVKXu6YKjqmud3MKizkWG0tdruNWxctZkZ+PrvLK9hZVo5TVfnz7j38efce3HZ7r0upT9bVEYhEyOtsHDkWCo9dnt29l2vmzWPx5Mn85Stf5uWDB0lxuVk5bRouu537n36a9s4lyV1eP3ykj1sbW6yaffup03xo9WqmdDaXeePoccoaGnnkM59men4+qqIwJTeXssZGfrv5LY6eqeGOZUtpCQX53ea3qfP33ZV+tCtvbKKhPUBJbg7T8vJ4fNt2s9D4sY8wITMTm6ridjpI83rZcuoUn/rlw9xUupCC9HT2VVXx6qHDySX6QpxLio8DpHo8aB0d2PMLiDc24igoBMxfsLpmwqWULiLe2Ig9PZ2E349it/folJvsGt15fHfuqdPMQoaiYESj2NLScRbkY0sZHYU31eNBCwbNIpvP1+MXy65cvsVLCJ88iep2mx2xMfeLc3QWJJKNOXqZ1eaeOg1dS6AHOrDn5OCePHnUZO8Sqagwl94aBqgKWkcH8YZGDE1D9aaQtnZdMjeYxWVPt6XkRmc3V6WzoRCAPTPL/Luuk2htHbUzHgECO3eCnjCbBikK8aZGs/CoqviWLkc9Zwll93MPZwuO3RvEOAuLCB87itb5n/Vgd6oeTIrNhm/pMlxTphKtNJ8LhqZhz8rGO2Pm2X0gxynV6STzhhuJVlUSrapCa21B8XjwTJuO55zZnuOBYrOZ+7IqgKGTaGnGnpaGoevY0tJIXbac8InjGLqOe3IJqss9qv/9DoSVswtxrim5uUTjcTYdPcYDL72cvPxP23cwr7iY6fl5XDt/Ht948unkMsTui4W771tY29ZGU3uADG8Kb584wXN79nKs9uINCEaKlbMD3LhwIXetXkWqx4PL4cCmqkTjcf66dx/P7dnbYw/KhK6jAPbOzFpnV+yYpvHg6xt58PWNtARHroPxpfjSjTewdtZMovEEaV4PGAZHamv50YsvAT2bwEQSCVRINijp+kkwFuO+J57idC+zwcaCL/72Ue7esIE1M2dwy+LFKIrCyfp6frXpTbadGv2z2S6HFbNXNjfT1BGgID2dydnZVDQ3U9XSytf/9ATfvPPduOx2Fk2alJzduKOsjB1lZSM86sHRFgpR0dTE5JxsCjLSyfB6aQuF+NqfnuDbd97J5Bzzd7qJWVm0BoNUtbTwi9c3juygxZihrP3mt0duI5UxSI+EaX72z7inTSdy6iSeWbPxlS7q1x6MXceMhuYhl0qPhGn68zOg6XjnzTOXFtO/2S2jcf/CSxHYvo1w5yzHJJsNZ0Eh3nnzceTmnpexe9OYvvJrnZ3tRtMMz940P/csmr/tbOMQwJaahnfuXFzTpve6VFrvfKwutIw6Vl+PM1+WZYrRJ9HWRssLz4Om4Zo4ifTOGd9WYOXsQnT3P3d9gJKcHLaePMV/P/834OxehF2b63efzaZgdmY2YFgbpAwFK2cHyPB6uWnhQmYU5HOmtZXXjxzhdMPYLKJdisnZ2Xx03VoANh49whtHj4/wiEZOXzNbrcBq2b9+2zu5Zt5cHnt7Kw9u3IhTVYnpOoUZGWN2OXl/3bp4MXdfdSWarvP9519gy4kTgLndBEBAZjaKSzR6pxeNUkbcXErQNbOta5ZXb8Wm7roXncZy8a0rP4qZva8svRXbxnLu7lJKS3FOKEYL+FFcLpx5F5+ZeqGiY5fRXnTskn7llcTr69GjURz5+ThzL76PX3/2bpTCoxitVK8X35Kl6KEQrgnFF7/COGLl7EJ0sasqHoeDuKZxsr7hvAYovS2hNYDEOCi8WTl7l7ZQiN9v3drjMlVRUDCLsOMnae8qmpv55jN/7nGZXVXRu81stAqrFN56Y7Xsrx85gtNuZ9vpk8DZGb7jvfAIcKC6iuf27CGh6ZxqqE9+iCRFR3G5ZObjAI2H2YuXY7zMXhxs3ZdSW/Gx6bGUWgghhBBinOl6d2fVX5xUsFyxUQghxOCRmY8DlCwsGYa5L2Mv+zaOZ135L7Rvo1V0L8QqqorVSo66rieLjaN5j0YhhBBiMFi5+GTl7F2snB2k8CiEEOLySMXgEnUV3axafLNq7u6sOMOxO5nlKIQQwkqsXHyycnYhhBBCXD6pHgghhBBCCCGEEEIIIYaEFB+FEEIIIYQQQgghhBBDQoqPQgghhBBCCCGEEEKIISHFRyGEEEIIIYQQQgghxJCQ4qMQQgghhBBCCCGEEGJISPFRCCGEEEIIIYQQQggxJKT4KIQQQgghhBBCCCGEGBJSfBRCCCGEEEIIIYQQQgwJKT4KIYQQQgghhBBCCCGGhBQfhRBCCCGEEEIIIYQQQ0KKj0IIIYQQQgghhBBCiCEhxUchhBBCCCGEEEIIIcSQkOKjEEIIIYQQQgghhBBiSEjxUQghhBBCCCGEEEIIMSSk+CiEGPMqXnuVzf/2deLB4AWP2/E//83xp54cplFdeByHfvfbix63+d++TsVrrw7DiIQQQgghxqf+vk8cDpHWVjb/29ep37M7eVnX+IQQYjyT4qMQQgghhBBCCCGEEGJI2Ed6AEIIIXq3+l/vQ1HlMyIhhBBCiPHAlZFhvr+z2UZ6KEIIMayk+CiEEKOU6nCM9BCEEEIIISzJ0HUMTRvU92OKoqDI+zshhAVJ8VEIMW7EQyFO/eU5Wk+eQFFVcksXMeW66/t801jx2qtUbXydtd/8do/L6/fs5sTTT7Hsy1/BnZmZvLzl+HGq39hER20NiqKQNrmEkhtuICUvP3lMLBCg/JWXaDt1ingwiN3jIbW4mKk33dzjts5Vv2c3J/78DBOuWM2UG24EzD0fJ264islXX5M8LtreTsWrr9B6/BiJSARPVjZFa9ZQsGRpj9ur2bqFuh07iLS1othseLKyKFq9hryFpf1/QIUQQgghxomLvU/c/G9fp3DFSlInTqT6jTcINzcx+33vJ3vOXKo3b6b5yCHCTU3o8Tie3Dwmrl9Pzrz5Pe6j9eRJqja+RrChAUPXcaWmkT13LiXXXQ+Yez7u/MH3mXHHu8hfvGTYHwMhhBgpUnwUQowbRx//A+6MTCZfex2B6ipqt24hEQ4z6913XvZtN+zdw/GnnyJz2nRKrr8BPRandsc29v/yQRb/3eeShcUjf/g9ocYGilauwpWRQTwYpO3USaL+tj6Lj3U7d3DyuWeZuG49k6+9rs8xxDo62PeLn6EoCoUrV+FISaH1xHFOPvM0WiTKhNWrk7d3+vm/kj1vHkVXXIGeSBCsqyNQXS3FRyGEEEJYUn/eJ7aVnabp0EEKV6zEkZKCK8N871az9W2yZ88hd2EphqbReOAAR//4B+be9WGyZs0CINhQz+FHf0tKfgGTr74GxWYj0tJCe2XliOQVQojRRIqPQohxw52ZydwPfsj8ZuUq7C43tdu3UbxmLSkFBZd8u1o0yqnn/0r+kqXMuO325OV5ixez60c/pOqNTcy47XYS4TCBqkpKrr+R4rVrk8dNXH9ln7dds3ULp//2PJOuuppJG6664DgqXnkZDINF/+/zOLxeAAqXr+Don/5I5cbXKFi+HJvDQcvx43jz8pjzvg9ccmYhhBBCiPGkP+8Tw01NLPncPXjz8npcd+kXv4yt20qawpWr2PvTn3Dm7beSxce2k6cwNI15H/4IjpSU4QklhBBjhHQyEEKMG4UrVvb8fuUqAFqOH7us2209dQotEiF3wULiwWDyj6IopE4oxl9WBph7NCo2G/7yMhLh8EVvt/rNNzn9/F8pue76ixYeDcOg6fAh8w2uYfQYR+b0GWiRCMGaGgDsbjfR9nYCZ6ovK7cQQgghxHjRn/eJ6SUl5xUegR6Fx0Q4jBaJkDZ5Mh21NcnL7R43AM1Hj2Do+qCOXQghxjqZ+SiEGDc82dk9vndnZYGiEG1ru6zbjTQ3A3DwkYd7/bnN5QJAtdspue4Gyl78G9v+67ukFheTNXM2eYsW4UxN7XGd9vIyWo8fo3jtOorXrrvoGOLBIFokQt3OndTt3NnrMbFgEIDidetoO32KfT//Ge6sbDKnTyd3wULSJk/ud2YhhBBCiPGkP+8T+9oip+XYUao2baSjrg4jkTj7A0VJ/jVn/gLqd+3k5J+fofzll8iYOo3suXPJmTsPRZU5P0IIa5PioxBi3FIu9nOl9yPO/bTaMMzvZ777Tpw+3/lX6PaGcsLq1WTNnkXzkSO0nTxBxWuvUPXmJhZ8/BP4CouSx3nz8khEIjTs20vB8uW4M7MuPFjDACC3tJT8RYt7PcSbby4Z8ubmsfQLX6Ll2DFaTx6n6fAhardvO695jRBCCCGEVfX2LlC1n9+k0F9ezuHHHiVt8mSm3XIrTl8qqk2lfs9uGvfvTx5nczhY8IlP4S8ro+X4MVpPnqDp4AHqpkxl/kc/JgVIIYSlSfFRCDFuhJubexTxwi0tYBi4MjJ6Pd7u8QDm8pmuvwPnzZT0ZJmflDtSUsiYNv2i4/BkZVO8Zi3Fa9YSbm5iz0/+jzNvvcWsO99z9r69Kcx+3wfY/9CDHHjkVyz85N240tL6vE1HSoo5w1I3+jUGm9NJ7oIF5C5YgJ5IcOQPv6fqjU1MXLe+z+7fQgghhBDj1UDfJ3ZpPnwI1W5n/kc+hmo/++tz/Z7d5x2rqCoZ06aRMW0aAFWbNlLx6iv4y0736/2bEEKMV/LxixBi3Kjdvq3n99u2ApA5c2avx3e9AfVXlCcv02IxGvbu6XFcxvTp2Fwuqt7YhK5p591OvHO5sxaLocfj592HzeVC1xLnXc+Vns78j34cPR7n0K8fIR4K9ZlNUVWy586l6fAhgvX1fY4BOO92VLsdb24uGAa67EEkhBBCCAsa6PvEpM4Zi91XxkRaW2k+cqTHYb29j0spLARAT5z//lEIIaxEZj4KIcaNSGsrhx/9HZkzZtBeVUnjvn3kLlyIr6Cw1+Mzpk/HlZ7OiWeeJrymCVSFht27caSkEPX7k8fZ3W6m3fpOjj/5BHt/+hNyFywwj2lro+X4cdImTWLaLbcSbm7m4CMPkzN/Ad7cXBRVpfnIYeIdHeTOX9jrGDzZ2cz/6Mc48PBDHPrNI8z/2Cewu929Hlty3Q34y8rY94ufUbB0Gd68POKhEMHaWtpOn2LVV78GwMFfP4LT5yNt0iQcPh/hxkZqtm8ja+Ys7J37UwohhBBCWMlA3yd2yZo5k5q33+LQb39N7sJS4h0d1G7fhjsrm1B9XfK4qo2v468oJ2vmLFwZGeZxO7bjTEuTfbeFEJYnxUchxLgx+73vo+K1Vyl/+SUUVaVw5SqmXH9Dn8erNhtzPnAXp/7yLBWvvYLT56PoitXYPR5OPP1Uj2PzFpbiTE2l+s03qX5rM0YikXwzmb9kCWDOZMxdsJC206dp2LcXRVXx5uQw+73vJ2fevD7HkZJfwLwPf5SDv/4Vhx/9HfM+8tEeXRW7OH0+Sj/9Wao2vk7zkcPU7tiO3ePBm5dHyXXXJ48rXL6chn37OLPlbbRYDFdaGkUrVzHxyg0DfESFEEIIIcaHgb5P7JIxdRrTb7+D6jff4PTfnsedkUnJ9TcQaW3tUXzMmj2bSFsb9bt3EQ+FcHi9pJdMYdLVV/f5wbIQQliFsvab3zZGehBCCCGEEEIIIYQQQojxR/Z8FEIIIYQQQgghhBBCDAkpPgohhBBCCCGEEEIIIYaEFB+FEEIIIYQQQgghhBBDQoqPQgghhBBCCCGEEEKIISHFRyGEEEIIIYQQQgghxJCQ4qMQQgghhBBCCCGEEGJI2Ed6AGOVruvEAgFsTieKooz0cIQQQggxBhiGgRaL4UxNRVXlM+DRStd1YhGw2ZH3eUIIIYToF8Mw0BLgdCPv884hxcdLFAsE2Pn97430MIQQQggxBi37yj/iTk8f6WGIPsQisPPpjpEehhBCCCHGoGV3+HB7R3oUo4sUHy+RzekE4I3DVfhS00Z4NEIIIYQYCzoC7ayfOzH5PkKMTraud8if2Q5Obcjux2dLUL1uF8VvLqVDs9bbcitnB2vnt3J2kPxWzm/l7GCR/DEb/HzF2fcRIkkekkvUtQTHl5pGapoUH4UQQgjRf7KUd3RLnh+nBq6hKz4qNo20lBiKSwPNWs8JK2cHa+e3cnaQ/FbOb+XsYK388j7vfLIIXQghhBBCCCGEEEIIMSSk+CiEEEIIIcQICOk2btw9h5BuG+mhDDsrZwdr57dydpD8Vs5v5ewg+a1Oll0LIYQQQggxAjRD4aWWzJEexoiwcnawdn4rZwfJb+X8Vs4Okt/qZOajEEIIIYQQIyDVlqBtwzZSbYmRHsqws3J2sHZ+K2cHyW/l/FbODpLf6qT4KIQQQgghxAhJsw9dQ5vRzsrZwdr5rZwdJL+V81s5O0h+K5PioxBCCCGEEEIIIYQQYkhI8VEIIYQQQgghhBBCCDEkpPgohBBCCCHECAhqNuZvWURQs17nTytnB2vnt3J2kPxWzm/l7CD5rU6Kj0IIIYQQQowAHaiKONFHeiAjwMrZwdr5rZwdJL+V81s5O0h+q5PioxBCCCGEECMg1abhv2o7qTbrbcBv5exg7fxWzg6S38r5rZwdJL/VSfFRCCGEEEIIIYQQQggxJKT4KIQQQgghhBBCCCGEGBJSfBRCCCGEEEIIIYQQQgwJ+0gPYKD85WVUb95MsLaGWCDAnA98kOw5c5M/r3jtVZoOHiDq96PYbPiKiii55jpSJ05MHhMPhTj9/F9oOXYMFIWcuXOZetPN2FyukYgkhBBCCCEsKKDZSH99BQELdv60cnawdn4rZwfJb+X8Vs4Okr8vVqlxjbmZj1osjq+ggKk339rrzz05OUy7+RaWfO4eFn7qbtwZmRz8zSPEg8HkMcef+BOhhgbmf+RjzL3rQ/jLKzj57J+HK4IQQgghhBCowER3bOy9IR8EVs4O1s5v5ewg+a2c38rZQfL3xSo1rjF33rNmzmTytdeRM3durz/PW1hKxrTpuLOySMnLZ8qNN6FFowTr6gAINTbQevIE02+7g9SJE0mfXMK0m2+m8eABou3twxlFCCGEEEJYWIpN4+AVe0mxYOdPK2cHa+e3cnaQ/FbOb+XsIPn7YpUa15hbdj0QeiJB3c6d2NxuUgoKAGivqsLmdpM6YULyuIyp00BRCFRX4+rjhOuJBHoikfw+EY0O7eCFEEIIIcSI8tkSKJ2/JMUNhYhuw61qOBQjeUxUV4kZKl5Vw9bt8oiuEjdUUmwaKmcvD+k2NEMh1ZYgtfO2U20aQc2G3vn37gKaDRXO+2UtoNmxKQZe9ezlOgpBzYZD0XGrevJyzVAI6Tacio6r2+VDkam7C2cyktnHT6b+n6cu3W9nrGfq73nqfj/jJRP0/zx1jcmhmNcdD5m6yOuevO5dKFOX8fy6Z9gMOoBEJALa2cyq3Y5qv/zy22DWuIbbuCw+thw7ytE/PY4ej+P0+Zj/0Y/hSEkBIB4I4Ezx9ThesdlweDzEOwJ93mbVG5uo2vj6kI5bCCGEEEKMHtXrdpGWEgPgoTN53H1kOg/MKuOTExqSx9x/upj7T0/iydJj3JDdlrz87sPTeKgmn63L9zPPF05efuPuObzUkknVul2k2c1fYqrX72L+lkVURZz4r9reYwzpr69gojvGwSv2Ji9rT9jI2LiSazLbeGHJkeTlhzo8LNi6mI8UNvLg3FPJy19szuCmPXP56pRq7ptanbx8KDMBF8w00xtOZh8vmQZynlbvWNAj/3jINJDz1GU8ZRroefpAQRP/V100rjLJ65687ln9da896CTjh+vY+f3vgR5LHjtxw1VMvvoaLtVQ1LiGm7L2m982Ln7Y6LT5375+3macAFosRiwQIB4KUb9rB22nT1P66c/i9Pmo2rSRhr17WfrFL/W4zrb//A6TrrqawhUre72v3mY+7vz+99hd5Sc1LW3QswkhhBBi/Am0t7NkYjqr/uXr2N3ukR6O6EMibrD18QC+L72J4hramY+HV+9h7tuLqYs5LTUDKN2WoGLdLua+vTjZfGCsZxrIeVIxqFq3s0f+sZ5pIDMfD6/ew8Q3lxE3lHGRCQY28/Hw6j1M3byEloRzXGTqIq978rp3oUxWeN0zojY6friOZe90YHcMfObjcNa4htu4nPloczrxZGfjyc4mbeJEdv7wB9Tv3sXE9VfiSE0lFuzocbyhacTDYRy+1D5vc7CmyQohhBBCiLGhQ7P3WDYFENFtRHo5NqT33r0z2EdXz4BmJ6DZydi46rzLz6X3cblmKL1eHjdU4tr5W7vHDJVYL5cPZqb+Xu7XHOdlh7GdaaDnqbf8MLYz9ec8nfu8Hw+ZurvYeTo3/3jIdC553ZPXPcu+7nXev93t7lF8vFxDUeMabmOu4cwlMfTkrMW0iRPRIhE6as4kf9xWdhoMg9Ti4pEaoRBCCCGEsBibYnB9VmuP2RtWYeXsYO38Vs4Okt/K+a2cHST/oBqDNa4xV3zUolE6amvpqK0FINLaSkdtLZG2NrRYjPKXX6K9qopIWysdNWc4/vRTRAMBcubPB8Cbm0fm9Bmc+PMzBKqraa+o4NRf/0Lu/AW4ZPm0EEIIIYQYJl5V44UlR3os47IKK2cHa+e3cnaQ/FbOb+XsIPn7YpUa15hbRxyoOcPBXz2c/L7shb8BkLdoMdNvfSfhpiaO/uEx4qEQDq8X34QJLPzkp0jJy09eZ+ad7+H0X//CwUceBkUhe+48pr3j5mHPIoQQQgghhBBCCCGsySo1rjFXfMyYMpW13/x2nz+f84EPXvQ2HF4vs97z3sEclhBCiBESjUT4+Q++y2e+fC8uaeAhhBBCCDFuuFSde0uq+W55MVF9zC3cFOKirFLjkn+9QgghxrRoJMID372faKS37aiFEGL00lE41OFBZ/A2pR8rrJwdrJ3fytlB8g80v1vVuW9qdY+uz2OVnHtr57e6MTfzUQghhBBCiPEgqNlYsHXxSA9jRFg5O1g7v5Wzg+S3cn4rZwfJb3Uy81EIIYQQQogR4FB0PllUj0MZ+zN6BsrK2cHa+a2cHSS/lfNbOTtIfquT4qMQQgghhBAjwK3qPDj31LhYTjhQVs4O1s5v5ewg+a2c38rZQfJbnRQfhRBCCCGEEEIIIYQQQ0KKj0IIIcataCTCj77zDWlGI4QQQggxzrhUnfumVuKSmXRCjHpSfBRCCDGmhcMhAAJ+P+FQqMfPpBO2EGI00wyFF5sz0Azrdf60cnawdn4rZwfJP9D8HlUDIM2eSP69y1jrhC3n3tr5rU66XQshhBizwqEQV5dOBWDDwhJcbjc7yprxeL2EQyECfr95XDhEWkbGCI5UCCHOF9Jt3LRn7kgPY0RYOTtYO7+Vs4PkH0h+j6pRtnYXABVrdxPVFbI2riCs2/CoGmn2RPI4/xgobci5t3Z+q5OZj0IIIcaseCxGLBqlvLyc8vJyopEI8ViMcCjE8inZbFhYAsDVpVN7zIqMavCjfeZXIYQYKU7FXDLotGDnTytnB2vnt3J2kPwDye9UDVwq1Eft1EftuFQDp2rgUTVaNmynYu1uAMrW7uo5KzKhwFuTzK+jiJx7a+e3Oik+CiGEGPPS09NJT09Pfh+PxYhGIsmiZCwaJR6LJX8e1eCBA1J8FEKMLFfnkkEr7ldm5exg7fxWzg6S/1Ly651/uphFSaNbUdK8LCmhwpZJ5tdRRM69tfNb3eifmyyEEEJcou4FSSGEEEIIMX5ICUuIsWN0fRQghBBCCCGEEEIIIYQYN6T4KIQQQgghxAiIGwoPnckjbsHOn1bODtbOb+XsIPmtnN/K2UHyW50suxZCCDFu+Tu7XQshxGgU0W3cfWT6SA9jRFg5O1g7v5Wzg+QfzPxjbSaVnHtr57e6sfbvVQghhLgoh9OJy+2mpKSEkpISnC4XDqdzpId1QeFQiMa6Or5337001tX16M4thBif3KrGg3NO4lat1/3KytnB2vmtnB0k/2Dkj+kKUV0h35Ug35UgqpuXjWYeVWOSK8yelXuY5Ar37M5tEVZ/7ludFB+FEEKMOx6vlx1lzWzcXw7Aa/tO4/F6R3ZQFxAOhVg+JZvVswr5xQ//k9WzClk+JVsKkEKMcw7F4JMTGnAoxsUPHmesnB2snd/K2UHyD0b+sG4ja+MKJm9eAsCUzUsJ67bBGuKg86gaLRu2U75uD6WpYcrX7aFlw3bLFSCt/ty3Oik+CiGEGJc8Xi85+fncc+99ZGRmjfRwLigeixGNRCgvL6e1tZXy8nKikQjxWGykhyaEEEIIMeqEdRsNMSf3ny6mNeEY6eFckFM1cKkGDVFz17uGqB2XauBUpQgnrEP2fBRCCDHm9bW3o8vt5gtf/cbwDuYypKenk5GRMdLDEEIIIYQYNfqaMRXVVe4/PWlYx3I59HO+CmElUnwUQggxZjmcTpwuFyUlJYBZbBztezsKIUQX8xfnYqK69RYjWTk7WDu/lbOD5B9IfnNvR8h3JTqvq4z6vR0vxAACCRWrzne0+nPf6uSsCyGEGLM8Xi+v7TsNwMb95ewoax7VezsKIUR3McOctRMzrPeW3MrZwdr5rZwdJP9A8od1G1M2LwVg8uYlZG1cMar3duyPgDa2x385rP7ctzo560IIIcY0j8csNqamp0vhsZ+iGvxon/lVCDFyvKrG3xYfxmuxpgNg7exg7fxWzg6Sf6D5u4qN7Qn7mC88KkCWI8GQz91MKPDWJPPrKGL1577VSfFRCCGEsJioBg8ckOKjECPNphjckN2GzYKdP62cHayd38rZQfJbPb97OJrMJFTYMsn8OopY/dxb3eh6NgohhBBDLJyAQGcT6UDM/F4IIYQQQowDcRWinTMkozbzeyHEiJOGM0IIISwjnIClj0O8s83ghmfAocKu94JH/kcUQgghhBi74ir8eBVonQXHB1eATYfPbwWH9JgWYiTJxwBCCCEsI66fLTxe6LKR4vf7aWtrw+/3X/ZtRSMRfvSdbxCNRAZhZEKIoRDRVe4+PI2IBTt/Wjk7WDu/lbOD5B/S/JpiFh49UfBGza+aal4+CiiAP64Oyp6PLlXnvqmVuNRR8ia2H6z+3Lc6OetCCCHECHM4nbjcbkpKSsjMzKSkpASX243D6bzk24xGIjzw3ful+CjEKBY3VB6qySduwc6fVs4O1s5v5ewg+Yclv9LtzygQ0xWiukK+K0G6QyfflSCqK8T0Sx+gW9W5b2o17jFUfLT6c9/q5KwLIYQQI8zj9bKjrJmN+8sB2Li/nB1lzdK9W4hxLsWmcWDVHlJs1uv+ZOXsYO38Vs4Okt+K+cO6jayNK5j7dikAc98uJWvjijHfvXugrHjuxVlSfBRCCCFGAY/XS2p6OgCp6emXVXgMh0IEOpduB/x+wqFQv64nS7WFGF4qBvN8YVSs1/nTytnB2vmtnB0kv1Xzh3UbHZpZbOzQbJddePSoZgEvzZ5I/v1iRnqptlXPvTBJ8VEIIcSY5nK7uefe+3C53SM9lFEhHAqxfEo2GxaWALBhYQnLp2T3qwApS7WFEEIIMZpEdJX7TxfLPoHdeFSNsrW7AKhYu5uWDdv7VYAci0u1xfgh/4KFEEKMaS63my989RsjVnwcbbMF47EY0UiE8vJyWltbKS8vJxqJEI/FRnpoQgghhBADEtVV7j89iegIFR9HerZgb5yqgUuF+qid+qgdl2rgVGU2oRjdpPgohBBCXIbROlswPT2djIwM0juXcgshRp+QbuPG3XMIWWzfL7B2drB2fitnB8k/1vIP5mzBrsyDlV3v/DNWjLVzLwaXFB+FEEKIS3QpeyuGQyEa6+r43n330tbSMtRDHBRRDX60z/wqhBg8mqHwUksmmjFKWrIOIytnB2vnt3J2kPxjKb9H1UizJ4D+763oUTXynDH+Y3o5ec5Yj+t0ZR512RMKvDXJ/DqExtK5F4NPio9CCCHEJbiUvRW7rrN6ViG/+OF/smZ2Ub+bwQyWcAICsbN/74+oBg8ckOKjEIMt1ZagbcM2Um39/Mc4jlg5O1g7v5Wzg+QfK/k9qkbLhu1UrN0N9G9vxa7r1K3fyb0lNdSt39njOl2ZhzR7XIVo58zCRD/LPQkVtkzq//GXaKycezE07CM9ACGEEGIo1LWFeHjTMcIx8w2OYUBch9wGc0+chN1LyFtI1JUFDPwT2O57K6anp+P3+ykpKSEei/XZqbr7dYDzjg9E4jiyJ6IbQ7NvTzgBSx83HweADU/D7veBx37+LE6H03lZHbeFEP2TZrduVd/K2cHa+a2cHST/YORXE14ym69G1br2/FZAV2BVJth0tGiUUH09kXDwkm7f3FfRoD5qR8ectZXvSuBUDcJ9rHW+6HU0F0ebJ8NQzfyLq/DjVaB1FhF/sRzu2QoO/bxZnDFdueyO25fC6s99K5PioxBCiHFH0w3+4897OHym7byfdS+npXVUkLC5eOi1Qm6YX8ScCRkoysDeEHbtrTjQ65wrHEvwD3/aR9GnfsonHtnB0im5LJmSw9IpOeSleQZ0+32J62cLjwCJzoIsnTMyu/at3LCwBJfbzY6yZilACiGEEGJ0MSC74R14QzPP/1nB2b+mFhejzY8Rak0lmH6YqKcSlIF9wKsDBgo6/b9er9cxFNTyj3PT0UJUNUyOp4KIt4yIt4yEve1SPgc/n6aYhUdP1Pw+7AJNweMyZ2S6OpvSVKzdTVRXyNq4YkQKkMKapPgohBBi3Hly+2kOn2nDaVf56PqZ2FUVBYjq8L09gAGuaAueSAN2Lcpfd5fz193l5KV5WD0zn8IML9k+F9mpbrJ9LrJ8btyOoX1z9szOchoD5pvF9nCc1w/X8PrhGgCKs1JYNjWXd6+YQmFG/4qB/s5ZjF1fL+RSZnEKIYQQQoyElMB8vKGZGOj4s95EVzv3k4kr8GYJOBI4M9Lx5uZiczlJDS4mNbiYhK2DcMpx4o4WNHuH+ccWQLN3YKjxIR7zApRIIQCK7iElOJuU4GwAEvY2wt4yAuk7iLua+n2bfS6SPqeQeSmzOIUYbFJ8FEIIMa5UNnXwq03HAfjElbO4c+XU5M/aY/BvJ82/B5iCoifwhOt5R0Yte8sbaWgP88zO8l5vN9Xj4JbFk/jY+pnY1MHdEycQjvPHracAaHntIb7//f/mSEOE3eVNlDcGqG4JUt0S5G97K/nwupncuWIKdlvvY3A4nbjcbkpKSpKXudxuHE4nF3tbfSmzOIUQly6o2Zi/ZRFBzXozT6ycHayd38rZQfJfbn5bwkdm03UAtGdsw5/11tkfRmxw2gneKFRX0aKouFMLSNmg4olMx675SG1f0uvt6mqEYOohWrNfxVAHeU9C3UZGyzoA/m7xn/jvpjCJwHTc4Sk4owXYExmkti/G176Q9syt+DPfuuAYYrpCVDcLiABRXSGmX3zq5KXM4hxMVn/uW50UH4UQQgy7aCTCz3/wXT7z5Xtxud0Xv0I/abrB9/66j7imM684kzuWT7ng8YZqJ5Qyga/eMQFVj/P28XoOVLfQHIjQ3BGlpSNKWzCKgVkg/P3bpzhY1crX71iMY9BGDX/adoqOSIL8NBcVu55j6eSHuao0A4DmjgjbTzXx0OZy2vx+fvn6UV45eIa/v2kBc4szz7utqGHja0/u5eUDZ6hpaWfBpByWTMmlJpAgO8NgcNb1CCEGgw5URZxYceKJlbODtfNbOTtYI79L1bm3pJrvlhcT1Xt+WHpZ+Q3IargJm+4h5miiLeuNCx+u64Rrmwlnb0FxqniC03GHS7AlfNg0X+fXFBRUVN1Nqn8prvAEGgufAnv/ZyBejLNtKfZEOrotxN8tfpzvvD0fv6sa2IiqeXCHSkj1L8YdKSG9dQ3ewFxacl8gklJ23m0pmgubfy7Tf/NxvIkswq5awp5yNHclGI2DNuahYIXnvuibFB+FEEIMu2gkwgPfvZ+P/d2XBrX4+MT20xzpXG79jzcvxKb2v9Dmczu4fmEx1y8s7nF5QtNpDUbZdqqRn7x8iANVLXz2oc38/bUzLnh7/S2wtoZiPLWjHIAPrZ7Gyn/6Wo/js31u1swp5gv7J/CtpRU8tvkY5Y0BvvCbt7ll8SQ+uWE2XpeNHacaeWFfFVtONqDpnZ9oKw72VPnZU+XnoTdOkuZxkqNkE3FlE0wpwlAHs4QqhBioVJuG/6rtpL++goBmrbflVs4O1s5v5exgjfxuVee+qdX8sLLovOLj5eQ3l1vPwECnOf85uEDn6XMZapxQ6hFCqUfO+YGCTfPiCk8mu/FGnLECCqs+QajwGWB7n7d3oQJrd8G4G3ezOesxnv0mqc4wjm77Tuq2sDku+3FSnr2NzOWTcCQyya/9AEHfIVpyXkG3BXGHS/C1L8QTnIVqmO/fYoAtMQ1fcBo+QFciRFZ2EPE3EaytG3VFPis890Xf5IwLIYQYVkPVVbmiKcAjXcutN8yiONt32bcJYLep5KZ5uGXxJGYXpfPNp3ZT0xrivmcPkrby3Rh9dKZua23hge/ez7s/+HGycnP7zPjErmoicY2S3FSuX1TCTUu+0ftAFIV3LCnh2nkF/N9Lh3jzWB1/2VPJ5mN1qIpCSzCaPHRSto8bSouZkZ/OgaoW9pQ3caSmjfZwjBRqSQnVkuE/TlvGLHRjYt97BgkhhBBCDJCnsyg4mF2Vey633krMXdv3wcY5Xy9EMdDsQUKph4m5a8itfTfOWD6+M+/nP7fa+GDp77Gp599Qpj3OfVOrebgmj6aYo8+MD++/DVVLIWFrJ5i+C6D3YqUCwaoGwre8SGbHlfgCi0jpmIc7NBVDjWJPZCQPjdtbCaYdIOquwhmZgDs8GVekGNVw4y104y3MIWPaNNqOVhIw5F2eGB2k+CiEEGLYhIeoq7KmG3zvL/vPLrde1vtya4dq/une8bnrsv6Ynp/OTz6+lu/9ZR9vHa8nc8PH+fKTR/nfu5b1OC4cCnF1qbnXZPeMXbqawNjS8nj5UB0AH79yZr9mauakurnv3UvZcqKeB148REN7GACv085Vc4u4obSYOUVnu3YvmZLDR9fPJBxLsLuilb9/sQlPsAa7FiG75QD3/q6ST6ye1Of9tQajvHGsEV8gQThWTJpT3joIIYQQonceVaNsrVlkG7Suyt2XWzsbact6s/fjbAbYdLPLc/Iy3by8HxKONuqKf01W4w34AqX8bO972FY3h/uv/D453tbkcX1l7KICOgaBqI8H970LAH/WZpR+7CWp2yI05z9PR9pBshtuxBHPAd2DrsQJ+Y7SkbqfqKciuYtOxFtBO2+DbsMVnIj7zdWkFOXh8HnJWjCN1PqPE1VepK9ZnKrmxh2ajm1qEUHNg05Hvx4rIQZqzP0G4S8vo3rzZoK1NcQCAeZ84INkz5kLgK5pVLz6Cq3HjxNpbcHudpM+dRol112PKy0teRs7/ue/iba19bjdyddex8T1Vw5nFCGEsJyh6qr8xLbTHK1pw2VX+cdbSvss4nnssOu90BKBDc/Axtshy21e3l8+t4NvvHspv914iF+/dZqNJ1u45Udv8D+3nC3gxWMxYtEo+/btA6C0tJR4LHZeM5jcW79CQjeYMyGD1TPyB5T5ihn5LJqczauHavA4bKyZVXDBjtwep501M3LZOCWX2sBM3vvoKXKDpzhZ7+dfnj5A9i1foT4QJT3d4Fh9kLQr3su9T+7nRH0AA8gGvvKbMr5++2JmF2UMaKxCCCGEsAazszLUR803V4PRVTklsODscuu8v/S93Nqhw+e3QsgOD66Au7eDN2Fe3k+GmqA5/6+oKRVkNN7Inrr5fOLZ7/PAjf9GYX55j4wNMTNjntPMaDaCUZKNYH6953YCsRQSjmY60vaTOoDMUU8lNZMeIiUwF1AIpRzDsEX7voKqEU0tJ3pdJf6gk9TXbyNjYTGORA6O6rv41N+m85llv6IotZ4K/wSeq12Cr+Ia0sOTUFBhIaTVf5zmgueIeMsHMFJxuaxS4xpzxUctFsdXUED+kqUc/cNjPX6mx+MEa2qYuGEDKQUFJMIRTj//V4489jsWffb/9Th20tXXULD07EwVm8uFEEKI4TGYXZUrmgI88oa53PqTG2ZTnJVyweM9dsjxwD0LzK+uS/ggXlEU3rNyKj/4ykfJuPHLVJHJ7T/aiCenCIfTCYDT5aK0tBQ4223a4/Wyo6yZlsZGrrtqHSnzrsIw4JNXzkrOVBwIj9POLYv7nrXY63XskJNiw58xkz+8r5jH3jzKG0dr8c27itt+vot0j4P6QIzM9R/heH0AgKLMFKr8ceraQnzxN2/z0XUzed8V0wa0p6YQ4nwBzda595X1On9aOTtYO7+Vs4N18vdV7htoflvCR1Z/l1uDWWhMicMVleZX+6V1du5I28cLq1/liy9/lapAAfe88C1+c+u/JLtKR3Wz6Gj+XUkuL8/auIIcZ5zti8v52b7bUIDWrDdB0Qd+7hWNYNqBgQ3coYM7TuDUGYLXP09GcB2+9lJerVjJG1VLyPU2U9NRAJwtBiVsfgi4sXtTyav5AO0ZW2nL3gTK4O4aaZXn/kBZpcY15jYAyJo5k8nXXkfO3Lnn/czudjP/Yx8nd/4CvDm5pE2cyLRbbqGjpobIOVVgm9OFMzU1+cfW+cuiEEKIseV/XzhIXNNZMDGL25eX9Os6Lht8ofTSCo9dPF4vb29+k+99YAWJQDOOzCJKv/JbgpqKx+vltX2nAdi4v7zHsnKP10tqejrp6z6EYcCSkhwWleRc+kAuQ166l3971xL+492LiDeWE0kY1AdiGFqCaNUBPrl+Oo985kp+/MkN1BSuZ8mUXDTd4OFNx/jHx7Yml3yPB9FIhB995xvJLQGEGA4qMNEdG3tvyAeBlbODtfNbOTtI/oHmz2y6FlV3m8uts/tYbn0uuwFrKi+58AgQ1m2sPZhDRdFvKUmroSmcyQ1P/hfxSC5h3caUzUsBmLx5SY9l5WHdRnvCzo93vQ/FcBBz1hPyHQaG/9zrthAtec/TOukhFuUfIa47qOkoQFU0luQfpiPnVWomPsiZgp9R8/pOgp7DKCikt11BQfVHsceyB3U8I/3cd6k6902txKWOrlY8VqlxjbmZjwOlRSKgKNjP6TRavfkNqja9jis9g9yFC5lwxWoUW9+/heqJBHri7B4NiegFpjwLIYQYFkdr2thf2YKqwN+/YwHqJcwevBwer5eZE/Oo/8PXmPfFh6htC/MPj27lv+9ahcdjFhtT09PPW1J+oj5Ayqw1gNkcZ6StmDWBv37ro7y6t4x/+/u/44lHf0PxhOuS426PgW5z8bV3Lee1/eX84rWj7K9s4dO/fIMv37SQK+cUjnCCy9ffBkHCWny2BIrNXN4XNxQiug23qvXoVBrVVWKGilfVsHW7PKKrxA2VFJuG2q3rQUi3oRkKqbYEqTaNg1fspfiNpdTFnOiY3UC7C2g2VCDlvMvt2BQDb7flhzoKQc2GQ9Fxd/vlSjMUQroNp6L3+KVrKDJ1F9RsfWZKtSWS2btmwYz1TAM5TyrGefnHeqb+nqeu53366yuIG8q4yAT9P09d+XM2LqMl4RwXmbpEujVS6f6OrOuYgb7upWqpeDvmmLed/xdQtGHPFFaDPPbOr3LF4/+DLZZNYc0HaZ/4G2KGuZe3YYBdMZLnK6jZUGMZ/KH8BvN2c18j1Z646Ouex6bRAfhsGoZNu6xMhg06AIeiEwc0dy1bvH8gwzOF/5rWwJfPJHhB11AVcGPgitjpiGu0ZD9LOHaS7KYbcEULKar6BKG8F2nx7UNXxvbrXp4jSo7DbBL0aE02pyPeIfn3ZNgMOoBEJALa2X8Fqt2Oah+c8ttg1biG27guPurxOGUvvUTuggU9TkzRyitIKSrE4fHSXlVJ+csvEQsEmHrTO/q8rao3NlG18fXhGLYQQlhWOAEdcXjkCNw9DzIuslrgye1lAKyZWcDEQepufSkSLdV8853zue+5w1S3BPnHR7dy363nf3oJYBgGj26rAGDV1Ox+7Z8Y7vz9IxAzm+N036MyqsHPD8Jn5l/eTE6fz8dV8ycSOvYW+blZvRbfFEXhjuVTKJ2czX88s4fypg6+9fRuqltmcteaGZd+5yOsrwZBUoAU1et2kZYSA+ChM3ncfWQ6D8wq45MTGpLH3H+6mPtPT+LJ0mPckN2WvPzuw9N4qCafrcv3M893dpbwjbvn8FJLJlXrdpFmN3+JqV6/i/lbFlEVceK/qmdTgPTXVzDRHePgFXuTl7UnbGRsXMk1mW28sORI8vJDHR4WbF3MRwobeXDuqeTlLzZncNOeuXx1SjX3Ta1OXj6UmYALZprpDSezj5dMAzlPq3cs6JF/PGQayHnqMp4yDfQ8faCgif+rLhpXme4+PI0nGszZcgWus8XTKzP8PN2Yw7Hl+yBm496H1rP/PdtYf2jOBTO9V5/Pr1BYVnCIh254ZkQyfeFoCYW+Zn5z87/wr69+g8r2QmY3vJ+sGb8A4OAVe0mzny2azd+yiED5LSR0O0vzD/OnWx5FUS78urchJcAv51cwhbUcXb6PVreezPTA9HK++8dV3Pu+rWwKpPYrU1uHi6z/XcvfT67hP+sKu2Uy7/cVrYQfVxdxYNUe5vnCyeOvzPTzevgg2zb8ha9v+nv21M8mpf4W0rVsGrJfHrOve2+2pVG7fhddcxSOr93Hsm0LORFyD/q/p/agk4wfrmPn978Heix57MQNVzH56mu4XINZ4xpuytpvfvvS5yKPsM3/9vUem3F2p2saR//we6LtfhZ8/JPnVYW7q9u9i1PP/pkrvv5vfVaje5v5uPP732N3lZ/Ubht9CiGE6Ft7WxtLJ2fS2tpKRkYGbW1tZGZmsquiFYcvg6WPn+1EbVdg9/v6bgZT7w/z4Z+8jm4Y/PDDVzB/YtbwBemmK9OuilZa4za+8uhW2kIxJmR42Prtd7P90Gn8moP9lc3sr2phf2ULTYEIhq7xow8uY97UogvefjgBS/4Iic7/rR2q2TTHYzd/dinNc/oqWHbPktZtT876EKx9qud9ROMaP3v1MM/trkRVFH78sTXMLEwf6MM3KnTlLi8vB6CkpOS8x2CwBNrbWTIxnVX/8vULvjcRIysRN9j6eADfl95EcQ3tzMfq9bssOfMx3Zag9aodlp756L9qu2VnPlav32XpmY/V63eN25mPXptO64bt1HU2nClwJcjZtJyWkAt+vAq0ztmRqo5yzxYMh95rJpvmYkL5PSiGi0DR48RTj45IJpeq03DlTorfXEownElq1UexxTPR7X7eeM9XWLeviEA4B3t4Mo7QZGyhEuyJDHMMJQ/jd1UnM/X6uhdxnve4eL/0FiFVwZ4AV8RG8GdXkPLZLeieBGGbcvGZjwmV2NZJGCuqiNuUZKZ0e4LKdbvJ27SMpvjZ554ecBD8yRqUT2/D8GikumNgqHia1+NpXg9AfeHvcaSdOO88jYXXPZ9No3XDdho6n5N5rgTZG5fTmrAP/szHqI2OH65j2Tsd2B0Dn/k4nDWu4TY6RjHIdE3j6ON/INLWxoKPf+Kib+5Ti4sxdJ1IWyvenNxejxnMabJCCCHOF9fPFh7BLLbFdfB0fn9uweyZneXohsHsogzmFWeOyJjPNTk3le99cBX/+NhWzrSFKfzID/jkIztoC8d7HKcAbW//gYmfX3/R24zrZwuPXd/HdSBBj2Lthmd6FiYvpGvPy/4IJ2DD073ch8PGF26YT70/zPZTjXzvL/v4ySfW4rCN3V2s0tPHZvFUDJ0Ozd5j2RRARLfR286gIb33qcfBPjbWD2jmP9T2hI2AZkPvXKTYdXl3eh+Xa4bS6+VxQyWunf9vMWaoxHq5fLAz9edyHSWZvfvPx3am/p+nVFui1/wwdjNB/89Te8Ic23jK1KU/mdoTNuKGed3xkqnnaKD7DCfNUMzXUk0Fb5RcR4JGfwqGpoLDMMeYUGDbRFhZBXaDlPbFKIaLuL2VFs8p6Mwx3JlU5exyar8aoqPoUQrOfAh7IoM7n/keSlwlI3H++4cPzfsLP9aqCSTOjrXX172ux8XTua1b2EUoZgebQeLHq0h0jj34syvAZnbzjjm4cCYFuKKarsXvXZm6+gT2eO7FVfjZKgCMX6wEm07g81vBoRPI3Ex2LANfYCHZje+gxvMghhrrcZ9j5XUPoHs50fw/t/fn0mX9e+q8f7vb3aP4eLmGosY13Mbubwh9SJ6U5mYWfOzjOPqxZCpYWwuKgjNl5JbsCSGEuLCoBg8cML+Gogme31sJwLuXT7mkTtFDZUpeKv/1wZWkue3Y03JpC8dRFZhZmM57Vk7hm3cu49efWIn/rd9f1v2cW6zt67KBcLnd3HPvfbi6vaHps/iJuQz7SzctwOuyU9YY4LG3Tl76nQthQQHNTsbGlX0WGcYzK2cHa+e3cnaQ/ACN8V6yJ1TYMsn8aiik+s2uvYGMnaAY5x8/QjRHO3UTHkW3t9EUzkTtLDzGnPW0p++gseBJ/NP/m2+t+9l5173guVfouVFm96KkN2p+1dTzPhAbiIiucv/p4h57c6IpoHfeTy/30ZrzCglbAHsincymqy/5vkGe+5dqvNS4xtxZ16JRwi0tye8jra101NZi93hwpqZy9I+/p6Omhrkf+jCGrhMLBACwezyodjvtlZUEqqtJnzoFu9NFe1UlZS/8jbzSUuweT193K4QQYhR5cX8VwWiC3DQ362YXjPRwzjM1L43/eNdC7vrsl/j+f36X5bOLSXE5kj9vP6c73Wjhcrv5wle/0evP0nQ/E/RaivRaso7WkRqpwdZRR36ogacLouw9Eya6zYkamkp6eiaG3Y1h96Lb3RgOL4bdjW73YNg96K50Ylkzwebo9b6EsAqbYnBNZhuvtmaYM4MsxMrZwdr5rZwdJD+AUzWIXeDn3o7Z2BPp6GqEjrR9wzau/tIcfgKTf8U3s7K5v8ZJq7MG3XZ2fp7Dnuj1epd07s8tSl6GqK5y/+lJvf7MZ49T5A5RlBpnQqSVoniUCVqCAi2O4v0mhKcTDjlpbgrR7ggQVlRCqkpYUQgpqvm9ohBWVNoVlSMOFzGl51w3ee73zio1rjFXfAzUnOHgrx5Ofl/2wt8AyFu0mElXXU3L0aMA7P3J//W43vyPf4KMKVNR7XaaDu6ncuNrGIkErsxMiq5YzYTVa4YvhBBCiAEJJ8xmKwD+iMETnY1mbl9Wgn2ULvMtyvDQvuVxlkz+eY/C41igxIO46vfirt1Jds1Oqpp2UqzXnD3glZ7HzwJmdb2jONy/+9DtHqL5i4kULiNSuIJI4XI03+grJAsxlLyqxgtLjpD++grLzQSxcnawdn4rZwfJjwKZ9gT13S+LqxDtXC4bsZHWvhKAQNre85b5jhaGI8Dnl77KvwZWoCf6dx5Hy7l3GTqLYxFWxkKsDEdYdctppvgCZw/oOPca7WA/Y/410vnnIqIo7Ha62er0ssXpZavTQ5tTGRX5Rxur1LjG3BnPmDKVtd/8dp8/v9DPAHxFRZR++rODPSwhhBBDJHzO3oY3/6GePH8Yt8PGzYt6//R2KEQjEX7+g+/ymS/f22NZ8njhbDpM2oHf4KnejLPpMIpxdmecrh01YzioVQvIziuE1AISviI0by5gEOpo57W9J3FoEeblu5mWaUNJRFATYZREGCURQYmHUBMRbJFm1EQYz5m38Zx5O3k/8dSJhCetJzjlBkKTr8JwSUM3IYQQYlyLqz0arrieuhbX+iIMdALpO4dtGC5V596Sar5bXkxUH0UfbBvnfL1EUxNR7g62ck0kSGk8grP7DXauzE3oCrURLzVpBmfsdmpsdmptdgwgRbeR55+H1zCwOWuwuc6QYuh4DAOPoePt9vdsTcODwRWxMFfEwnyZZgBqbXbY5OE9QT9PO9NpVcdcOWpIWKXGJWdbCCHEsPP7/T2+DkRa4DQA1y6YiM89fDMKo5EID3z3fj72d18aFcVHh2r+6b7HY9dl/abF8J14lvR9D/UoAgJornSiBUvx5y3jU8eXsdteSr2ah6Go7LoT0pzn31xzRgU/evEg9lqFn9y0lql5fRQPtRiuxoO4a3firt2Bq3YHTn8ZjkAVjkOPknboUQzVQbh4DcGpNxCacgPxzGkDCCaEEEKIkXSp5bvUaRMACHmPoTnaB29AF+FWde6bWs0PK4tGR/HRZpgNZsKubpfp5uX9vgmDmyMB/q6jhRujPaczBhSVHU4P29QUtr20mF3hNGoiXvSQBz6/BdzaebfnsaeTV/duSEBd5u+Ieir7vN958QirYmFWxUKsioWZk4hSqCWgzMFD1PILannL6eWv7lT+4knlsN0Fo2gPdzH4pPgohBBi2DicTlxuNyUlJcnLXG43DqeTeB/X8djN7sotEbj+j224o60owHtXlvRxjdGvt8YuA9X9cdnwDGy8HbLcF+90DWBvryRt/yOkHfwN9lBj8vLQ5KsJzL6TSOEKs9inqLTH4PmKvm+rexfyW5ZMYtORGvZVtvDff9nPAx9bjU3t5Q28zUm0YAnRgiX4F38aADXUhKdmK96yl0g5/RL2YC3eyo14KzfCxq8Sy5pFYNa76Jj1buJZMwb0WAkxWukoHOrwJDtdW4mVs4O181s5O4z//DFdIapDvsvc9zCqK8T0nlm7N7LDYXZwJmTH/uh6vBOyAWjP2jZcQx50vTZ2YYDnvtvjwoMr4O7t4E2Yl19EvhbnU8FWPh1sZZJ29h32m04vv/Vm8LbLyxG7C11RIGKDM1POdts+V7cu5GHfMYK+w6R0zCW74R3UTvwlhnr+/paaorDf6WG/08MvyAIgQ9e4KtHBg6nlBMrdlGhx1sdCrI+F+M/2ek7ZHDzuTecPnnT2O9xSiByHpPgohBBiSIRDITra23nkpz/k7i/+ExlZWXi8XnaUNScv/9jffQlfWhoer5f4Bbb08dgh1QlpAXOvx9Uz8ynKTBmmJGaWQOcszXA4RFpGxmXd3oUauwxE1+MC5tcLFh4TUXyn/krqoUfxVryGYphvXjVXBu3zP0T7wk/0OrvQoYJdOfuLwrmzK7u6kH9sDrhsCl+5uZRP//INjtf5eXzraT6wenq/sujeHILTbyE4/RYaDQNn435STr9IyukXcNXtxtlyjOwt3yF7y3eI5i4gMOvddMx6F4n0yf26fSFGo6BmY8HWxSM9jBFh5exg7fxWzg7jJ79H1Ui1a3xpUg0/rCwikLAR1s0/hW8s559KzvS4PMmA5vg5K1ccOrg0UqcWoaAScVcTc9cwXDyqRlpnkxiPquG/zDJJX41dBnzuOx8XwPx6gcKjzTC4KRLg48E2bo200/UIBxSV33oz+Kkvi4OOXj70thmgdpthee7syq4u5EvPgF2jJfcl3KESHPEsMpo30Jr7yvm32Ys21cbTznSejpZCgcHcRJSbIwFuCQdYEwsxTYvz1UATXw00ccTu4g+dhcjjDtfFb1yMCVJ8FEIIMejCoRDLp2QTjZg7Uj/y0x+ys7wFj9eb/POP9393QLfZ1B7GG6oF4M4VUwd9zH05N8vVpVOTWS5kMGY3XjbDwNWwj9RDj5J65HFs0bbkjyIFS/GXfoqOmXdgOPruhOexw8Y7YO1T/ZtdWZTp5ZMbZvF/Lx/mN2+e4Op5E8hPH2CnPUUhlldKLK+U1lX/hC3YQMrJZ0k9+iSeM2/jajyAq/EAOZu/QaRweecekVcTzV8Equ2iNy/EaOFQdD5S2MhvanOJG6Ngmd8wsnJ2sHZ+K2eH8ZHfo2q0bNiOSzWLVPeW1BDVFbI2riCs22hLOPiXkyV9X9+mEz7nMkV34ptsNp4LZGwfopH3MpZzspSt3UXWxpU9C6a96Gt244UMxbmfHY/w8WAbHwm1UaCfnYV4wO7iJ74sfufNoONC740cOnx6B/xsZb9mV+q2EC25L5Jbfwep/uV0pO0n7mro11i75z/scHPY4eZ7qblk6gluDwd4f6iNa6JB5iSi3N/ewP3tDexxuPmLO5UX3T62Ob0kZEbkmCXFRyGEEIMuHosRjUQoLy8HoKSkhHgsdtGC3YU8v6ccBYNp+enMn5h58SsMkq4s+/btA6C0tLRfWQZrduMlMQx8R/9E5s4f4Wo8kLxYc2cRmPNe2ufdRSxvYb9vLsMF9yyAHA+4ur1/7d6FPJw4uw/kbctKePnAGY7X+fnt5uP8w82llxVHS8mjvfRTtJd+ClvgDKnHn8Z39Enc9btx1+7AXbuD7Le/jebOJDT5KkKTryY0+Wq01AmXdb9CDDW3qvPg3FM8Xp9NXBubRYhLZeXsYO38Vs4O4yO/UzVwqQb1UTs65v6O+a4ETtUgfLFVwQqk2bTzio++YCmqw07C5ieUcmxoBt6LriwNMbM0kufsX46+ZjdeyGCe+1vC7fxLoJErYmcfyXZF5Q/edB72ZrLN6en/0mV3Aq6ohJQ42LvNeuzehTyhAuYszJDvCJhcc8UAAQAASURBVOHAQjyhaWQ0X0lj0Z/6dzd95G9V7fwqJZNfpWSSqyW4M+zn/SE/62MhFscjLI5H+NdAI35F5TVXCi+6U3nJ7aPM3ssG5GLUkuKjEEKIIZOenj4ot9MWjPLSfnNT61uXTUEZxk89u/apLC01C2hOlwuHc/S+2VHDLeS98iV8J/4MgKGohEqupX3eXQSn3gT2gS9fcdngC+fUD8/tQr7hadj9PnNWpKoofPKq2fzz77fx0v5q3rNiKpNzUy83GgBa6gTaln6etqWfx952Gt/Jv+KteBV39dvYIq2kHnuK1GNPARDJK6Vj9nsIzHo3WmrRoNy/EEIIIUw6YKCgX2YrZkV3ktaxFIB2305QLrO18wCYe1Qq5Dm79qjkvD0qRxOvrvMDfy2fDrYmL3vNlcKvvBk86Ukn3Nte2xdjN2DNOc1jzulCzi+Wwz1bzVmRCrRmv44nNA1vaAau8ESinqrLSHVWo83OT33Z/NSXTXEixu2RANdHOrgqGiTd0LkjEuCOSACAQ3YXj3nT+b03QwqRY4AUH4UQQoxq/lCMf/r9NkLRBAmbh9UzC4f1/rv2qWxpbGTDwhJe23f6smZwDiVP5SbyX/gs9o4aDBTaln6OtiWfG5LCW1zv2Wk7YZjfdy2wXjolh8Ul2ewpb+bhTce4/85lgz6GRMZU2pbdQ9uye1DiYTxn3sJT8Tre8ldxNR/B3bAPd8M+st/4V8LFa+mYfScdM96J7jE3P1cjbdjbK0mvPcIXVzrxbLyf+KQ1gz5OIYQQQvRO0R3k1bwXu5aOFovTkbJ/WO8/rNvI2riCHGecirW7mbJ56UWXXI+UZbEQj7ZUMzNhLjt5MCWT76TmDk3hTVPMwmNXI5qwy7ysczPJuKuBoO8gKR3zyWi+ivoJv2GweyhV25382JfNj33ZOA2dK6Ihboh2cH2kg6XxCPMSUf69vYF/b29gi9PDY94MHvek02Azy1w+XaNEizMvFoYjDtLa7MSzdJh1fpMcMfSk+CiEEGLU6ojE+eaftnG6IYDP7eB4xlLstuFfouTxekntnMXp8fQsPI6GvR2dRpQJb32L/D0PABBPLabhxp8RnrhuxMYE8MkNs/n8I2/x1vF6Dp9pZe6EoVsubzg8hEquJVRyLc1X/jv29ip8x54i9eifcDUewFv9Jt7qN8l97R+IZU7H3lGDLepPXv+HN7ph78NEY310exRiCGiGwovNGWjG6J1lM1SsnB2snd/K2UHyY5gdsAEUw05u7btxRyahK3Eatx3GmHqBDoRDJKzbaO/srHdu4fFS9nbsy6Wee1XRuTdUzzdCdTiARtXGJzMn8Jwn7bLHdFEXGGpb9ht4O+bgjhTjCc0gnHLigjd1Oc/9mKKyye1jk9vHv6SbHb3fE27ng6E2roiFk39+2FbLEbuLQj1Btq6dvYEGDz4gPCkBswZ892IQjM1NJoToQ1SDH+0zvwohLk00EuFH3/lGssHKSFH0ON98Yhsn69tJcdm5786VxJ2Ds4y7L5fyGtK1t+NIFR/dLUfZ2npNsvAYmPUuqj68ecQLjwCzizJYP9vcPP6Xrx/FMIZvGVUibSJty79I1Yc3U/HRbbSs/Afi6ZNR9Diu5iPJwqNu9xDJnMHfTmr8344YH73vQVxu96heWi/Gj5Bu46Y9cwmN0lk2Q+mSsicUeGuS+XWMk3Nvzeww8vldqs59UytxqRfbnHHotCXsoCrkNr0LT7jELDxmP0m02X/xK1+OS3gN6drbMToIxcdLOfeTtRgbr36Wf+8sPP7N5WNB/vThKTxeRMLRRiB9DwAZzRvgIkXFwXzu19sc/NiXzeq8aUwtmMnX0vI4bHdhA+YnosnCYwSF43YnWlECY2YM9+T4qF9aP15J8VGMK1ENHjhwfuFAipJC9F80EuGB794/osVHRU+Q17CDk3V+PE4b33n/CqYVDG3hEfp+DRmNbB215Lz2j8z+wzoWJw6gOVKpv/Hn1L/jYXT38DXkuZiPXzkLVVHYX9nCjtONIzKGePZsWtb8KxWf2EfVB16l9pZHqPrAa5R99iSn76ml+uM7SfvX43z++QhfevwkO8qaR+3SejG+OBWzCOBURq4IMFIuKXtChS2TOhsfdL987BUl5dxbMzuMfH63qnPf1GrcI1h8THHo5K6Yiyc6BYMEjQVPEnFXDP0d9/UaMkwGcu6ztAT/4a/jYOsx1uXWEUHhnoxC3pEzmXqbYxhG2z/+zLfQlRjOWC4pgfkXPHaonvtldif/kZbHvPzplOZN471ZE7kidyqFhbPwTpjLrIKZpNoXMFmfC9Pio3pp/XgmxUdhCWOpoCCE1Sl6grzGHbhjrbjsNv7jfSuGdLnuWJOv1VP85r1MfqiUjL2/QNVjbHas4sgHNhOY+/7+dzYcJhOzfdxYWgzAQ68fQx/G2Y/nURSihcsIzryDaOFSNG9u8vHqWk6fmp4uhUcxbFydRYCRnIE0UgY1+wgXFC6FnHtrZgfJj6qQOb8Ub0E2BhqNhU8RSTk90qMaFv0595nOCN8K1lJed5yvBprwobO3NZtlGTP4sS971L3P0+1B2jO2A5DRsh4uUNQb8ue+orDf6eFP3nS2urzU2RwYnY+XubTenvy7GH5j539oIYQQY47f78fv798SmlhCwxFrJ7dxJ+5oC7qi8rV3LWfBxKwhHuXYkKs38r3A1zjdXErevp+ialGiuQs49Y7HWJfxArG0kpEeYp8+sm4mTrvKqYZ2Nh6uGenhCCGEEGIQqICC0b+igqFi93nImT8fW24Bhm7QmP0s4ZSTQzzKsSHdFuW+mXsou+Uxvh5uINXQOW53cpdvEktfejeH7J6L38gIac/YhqaGsCfSSW1fMtLDEaOUNJwRQggx6BxOJy63m5KSEgCcLlePPfRaO6K8cayW6uYgVS1Bqps7qPeH6erJbKDSmLOM+ZOyh3/wo4wr0cG3gv/Ll4M/JoUQAJHsubSu/irB6bfQHldh5wgP8iJyUt3csayEP249za82HWfd7EIcI9A4SAghhBCXL6YrRHWFfNfZrsFRXUnuo6doLlI65uCIZWOPZ+OIZ2GPZ6Bca/7fbxgGTbuOEr7j+IiMfzRxqhpfmLOHf5mzh0yn2WznpM3JN9NyecybgRa1gzG63zMZtij+zLfJar6W9JY1dKTtw1CHv3GQGN2k+CiEEKJfohr8/CB8Zj64LrJaweP1sqOsmZbGRjYsLOG1faeTS1k7InE++/CbNHec31XYQCXu8NGaMZuENxfH6H6vNbQMndRDj1Hy1rf4erAOgGDGLJpX3Utszu2gmA+Oywb3LLj4ORlp779iOn/dW0ltW4jn91Zy29KSkR6SECMubig8dCaPuAW73lo5O1g7v5WzwyjOn1Bg20RYWQX2C2+REtZtZG1cQY4zTsXa3UzevISmmMNczmrYKKj+KM54znnXM3SdeEcY/9EKQnUNYBvBrVhGQI9zbxi8K9zOf/nrmFYaB6CsI5Vv5mbyu6xUEl3Lq+06XFFpfh3FAum7SPMvx55IJ611Jf7sN887ZtQ+98WwkOKjEEKIfunaO/Vjc/pX6PJ4vaSmm01iuvbTA/jt5hM0d0TJ8DpZO6uA4uwUJmb5mJidQlqKB39MZcMzsPkO8Fj0fyl31WZyNn0Vd8N+AGLeAj5j+1fu+eAHSHP3fPBdNvhC6UiMcmBSPQ7et2oaD208xu82n+T6BcV4nBY9wUJ0iug27j4yfaSHMSKsnB2snd/K2WEU5+/aO3XpGbBffKN8cw89s3jYnrAn99FLa1uOM56DrkYI+o6QcLQQd7YQdzSToB3CKry2Aj67Axyju6A22LrO/dJYmP9pq2V9zFzR0qza+IYnn58/fjPx/7cdlG6Pv92ANZUjNOIBUDXast4kp+EW0tpWEkjfjW4P9jhk1D73xbCw8pwSIYQQw6yiMcAzO8sBuOeG+XzppgXcuWIqK6fnUZSZgs+pktq5OtuKhUd7WxkFz95F8Z9uxt2wH93uoWXlP3Hqo7tIXfEhXI5RPr3xIu5YPoVsn4vWYJTndg9DV0shRjm3qvHgnJO4Vet1xLNydrB2fitnh/Gd35bwkd6yBoC2rE205P2N9sxthFNOkHC2gDOBy2Mux3U54yM51BExRY9wTDvMzoZTrI+FiAM/8GUzo2AGP07NJr7yzKif4XghwdQDxJyNqIaTtLaV5/18PD/3xcVJ8VEIIcSQcbnd3HPvfbjcbgzD4P9ePoymGyyanM362QW9X2eULiPunmVIbr9+DxMfvRLfyb8A0D7nfVR+fCcta76Gw+PjC6Wj7zG5kKgGP9pnfu3idth476ppADy9o5yENnbfYAsxGByKwScnNOBQrLX0EKydHayd38rZYXzlj+gq958uJqKbZYWM5qtQDRcxZwOB9N29Xsfh0Pm3u97CMcpmPZ6bZbDNiEd5q76cmbVm7mfcqczLn8HfZxTSqtrPznC8yJL3USOhwFuTzK9dFAN/5lsApLYvQtGdPa4ynp77YuCk+CiEEONUOBSisa6O7913L411dYRDoX5dJ9DZnTocvvjxF+Nyu/nCV7+By+3mreP17C5vQlUUPnfdPBSl9/1eupYRj7ZCW/csg37b9XsoeuI2bFE/0Zx5VH3gNRpu+gWJ1OJBv6/h0rVMP3rOh9s3lU4kxWWnMRDhjaO1IzM4IYQQYozzqBp5zhj/Mb2cPGcMTz9mk3lUjTR7Ivn3yxXVVe4/PYmoruIKF+MLLACgJecl6KPApNh1vvHht1BG2Qy/7lkG2/R4lNcbyyjUEhg+nVvyJnJHzmROOFyDfl/DpmuZfqLn4xXyHSVh96PqbnztY2BfIDFspPgoxo1wAgKdTbUCMfN7IawqHAqxfEo2q2cV8osf/ierZxWyfEp2sgDZ26y0rutsWFgCwNWlU/tVsOyPaFzjZ68cBuC2pZOZkpc6KLc7Hrjq91L0xO1m4TF3AWfe8xeihUtHeliX5UKvx16XnZsXTwLgiW1lGIZ8+i2E6Ie4CtHOT6WiNvN7ISzKo2q0bNhO3fqd3FtSQ936nbRs2H62oNjLrLSu61SsNWcklq3dNSgFSAAMhcym6wEI+g4T9Y6BPQqHyfR4lI2NZUzQE5TZHXBTkDc8KSM9rMtzoddjRac9fQdg7v+JNJcRneR/bTHmRCMRfvSdbxCNRJKXhROw9HHY8Iz5/YZnzO+lACmsKh6LEY1EKC8vp7W1lfLycqKRCPGYWRHqbVZa9+uUl5cTi0aTx19ucf/xraep84dJ9zj5yLqZgxFxXDALj7dhi7aZhcc7n0X3ZI30sC5Lf16P71hWgk1VOF7nZ39ly0gMU4hRIdq5zG8oZtqMdhfK7lJ17ptaiUvtnBkVV+HHq+DBFeb3D64wvx/DBUg599bMDoOT36kauFSD+qid2qid+qgdl2rgVDs/0OtlVlr365jHc/b4yyzu+9oX4YoWoCtxWrNfveCxVjr/0xJRXm8yC4+nbA6uzS3h/voJYzt7P16PO9L2oStR7IkMvB2zk5db6dyL88lZF2NONBLhge/e36P4GNfNP911XSYzIoWVpaenk5GRQXpn1+n+Xqf78Zdb3K/3h/j9lpMAfPKqWaR6HP0ey3jmbNh3tvCYM58zd/55zBce4cKvx11y0zxsmFMIwBPbTw/j6IQYXWKGucwvZljvLfmFsrtVnfumVuPuKj5qCmgqeGLgiZpfNdW8HM4WWMbQjEg599bMDoObXwcMFAaygFnv/JN0mcV9VXOT0XwlAO2Zb6M5Ahc83irnf1rCnPFYrCU4bXNwVe4UTttcYz978vU4Ct6o+bX76zFg2KJ0pO8FIK1tBXTWuK1y7kXv5KyLccGhmn/OvSyhy4xIIS5Xf4pJF/LzV48QS+jMLEjnhoUTL3kco7URzaVwNuxnQrLwOI8z73kW3ZM90sMaVneunArAlhMNVDV3jPBohBgZXlXjb4sP47Vg588BZbcZYNMh7ISwy/xq083L4yr8Yrl53BiaESnn3prZYRTm70cx6ULSW9Zj073E7a34M7Ze9Pg+89t1uKJyTHd77jI1Ye7xWKwlKOssPFbZnaPv3F8OpdufXrSn78BAxxWdgCti7mE+rvKLARv9/zML0Q8eO+x6L2y83fx+4+3m93b18oomQowmvW05MNrtLmvijaN1AHz+hnnY1Evf92U4GtF0fTAxlLOknY2HmPDEO7FFWs3C453WKzwCzChIp3SSOdPzye1lIzwaIUaGTTG4IbsNmwU7fw4ou0OHz2+Fu7eb39+93fzeoZsFEr2zcDLAoslIknNvzezQd/7zthsYbhcpJvXGEc0l1b8EgNacV6AfRaU+z/9wdHsehlnSkxMxXm8sZ2Jn4XFD7hQq7WbX5zH53DdIzlwcCM3RTsh3BIC0tpXAGM0vBo0UH8W44bFDqvm6TqrT/F6I8aS3LQcu1WAW2foqirYGo/zfy4cAuH5BMXMnZF7eHQ2xcAI2PG3+fahmSTtaT1L05O1m4TF7jll49OYM7p0Mk3NnnNuV82egX8x7Omc/vnSgmrZgdBBHJ4QYdxw6uDoLGy7N/L67ARZNhBhtzttu4HIMcpGtt8KoornIarwRBZWw9xThlBOXfT9DahhmSRdqcV5tLGOSFqe8c8ZjV+FxzEnOOHeZf9TO2eZdDC5amGzP2AaAJzgTe2x0/x4ghp4UH4WwgEuZMddbN2Qx9vj9ftra2vD7/cnLBrvIdm5RtLKpg/95fj8f/PFrVDR14HXa+dRVsy4jxfhgb6+i6InbsIcaiGVMo2YMFx6hlxnnd5iX9bUNRm+FyRXT85iYlUIsofOXPdIZUwghLsUlzZjrpRuyGHtUQMHo+Uv9EBTZuhdGbfE0Mhuvpbj887gjEzHQaMl5xfLF/2wtwcuN5UzT4tSodq7JLaFirBYe4fwZ55/eYV7WvSgZ6ixM2s4pTHaKueuIuCtRUEj1Lx/mAGK0keKjEBZwKTPmeuuGLMYOh9OJy+2mpKSEzMxMSkpKcLndOJxO4jokur0/GKytCA7V+PnXP+3gE7/YxPN7q4hrOpNzfNz37qVk+dyXfwdDzGM3C2hwduuGwZpBbQvWU/TEO3EEqomnTqTmzj+jpeQNzo2PoO4zzrseq762wejtsVQVhXd3zn58Zmc5sYS84Ahriegqdx+eRsSCnT+tnB0GN/8lzZjrpRvycJFzf/n5Y7pCVFfIdyUodCXIdyWI6goxXRmyrQgONE7De+ZdTKj4f6T5V6AaLuL2VpoKniHhbO737YzY+XfoZgENem7dMAjSdI0XmsqZl4jSpNq4NreE03bXeceNued+9xnnXXtxXmgbjF50zX70tS8kGveOrfxiUMnCVDHmhMMhAAJ+Pw6nE4/XO8IjEmL08Xi97ChrpqWxkQ0LS9i4v5ys3Fw8Xi/x2ODdTyia4IX9VRR8+Pv86zMHk5cvnpzNe1ZNZfnUXBRl7HwU3lUgG8ytG9RwC0VP3I6z7TQJbx41d/6ZRNqlN94ZCwayDcZ18yfwyKZjtIVivHrwDDctmjQ8gxRiFIgbKg/V5I/0MEZEX9k9qkaaPZH8u3+c/roi596a2WFw8od1G1kbV5DjjFOxdjeTNy+hKeYgrHfbGHsQ3n4pup300HTSAot559EpdM3ji7rO0J65lVDKcRjg/n0jev67Cmi9bd1wiby6zl+aKlgWj+BXVK7PKeGIo/cP3cfNc/9i22B0E045QdzRjCOejbttGQ+pg/iLiBhTpOQsxpRwKMTVpeYsmQ0LS1g+JZtwKDTCoxJidPJ4vaSmpwOQmp4+eIV6w8AdaeJ/n9/Le/73ZX6xuRJX0SwMXSN89E1+8MFlfO+uVayYljemCo9DQYkFKHrq3biaD6O5M6m588/EM6eN9LBGFZfDxq1LJgPwxPYyDEM2IRfWkWLTOLBqDyk268367S27R9Vo2bCdirW7AShbuwvPOO2KKufemtlh8PKHdRvtCbM4356w9yw8XiZXVhpZrTdQXP4F0uvehRKcgoLOtSVbaJ34K+qKf03Id2zAhUcYX+ffaeg81VzJuliIoKLwjpzJ7HF6+jx+PGXvNwXaM8wZp+n+pexefsBa+UXS+PwoUYxb8ViMWDRKeXk5ACUlJcRjMZn9eAHhUIhA535/4XCItIyMkR2QGHN0w8CWiGLXQnjCDaQEz2DXImxqMH+eaG/ko1fO4bZ5WaxccBuTf3TvyA54lFDiIYqeeT/u+t3oDh8173qSWM7ckR7WqPTOpZP5w5ZTVDR1sON0Iyumjf0l6UL0h4rBPF8Y9VJaiY5xvWV3qgYu1aA+av6Kku9K4FQNwiPU/HcoDda57z5TNM2eIKYrg1qEGgpWft7DKMxvgOpyYE9z4cnJJqWwEEdKCgTNH2e727hu6hu8a/YLLM+r5ImNKyBx6WWEUZf/EtkMg983V3NDtIMoCrdnT+ZtV8oFrzNesg9UMHU/Gc3rsWmpnKxdgUpgpIckRoAUH8WoFA6FiMfOTsk+d3l1eudsLnFWW0sLD/7vf/Gxv/sSvrQ0PF4v4VCI5VOyk3s9Xl06lZ3lLVKsFX2zOXhsZw0nGoLkve9bfO7RXTR2xCjWev7mpysqG2YXcNX0TD6xbhqf/ufTIzTgweWywT0LzK+Xwxasp+C5j+Cp2Ypuc1Nz+x+JFiwdnEGOEQN5LDNTXFy7YAJ/21vFk9vLpPgohAV0zWhMtydIGD0LZuOw1njZPKpGql3jS5Nq+K/yCbQlHMmZoi7VLGRUrN1NVFfI2rhi1BcgxchI6CrPHLueY03TaA3nkFo/mbR4OupNjh7HGbpOKOUERtYejr/j97SMl8ZEdh2uqDy7/PoSpesaj7ZUcXOkgwTwvuyJvOL2Dc4Yx4oBPJaGmiCQvpuM1rU8dOB2yP7t0I9PjDpSfBSjzrkFMwCX282Osv5vZGw14VCINbOLiEWj/OKH/5l8vOKxGNFIhH379gFQWloqM0VFn8KxBPnv+Qb/9UoZAJ6SxdT6z/471FQHcUcaHSkTCHkL+NLNDhyJEE6ng5KSEoBkU5uxymWDL5Re5m3U7KDwuQ9jD9ai2z3U3fpbIhPXDs4Ax5CBPpbvXj6Fv+2tYldZE9UtQYqzLjx7QAgxdnlUjYp15tLqynVnC2aid+cWGb88qYasjSuTM0UbYnYMAxQF8pzjd7aouEy6jXte/mdeKFuTvKh7iVqLx4kHgwRrawmdbkX/zJt4vDF0RSffZT73orrZ7GbMshuwpvKybmJuPMIzzZXMSMSIAx/LKubPnrTBGd9YMsDHMpC+i/TWKzjaPAW7dyK4aodwcGI0kuKjGHW6Cmbl5eWkp6fj9/uTy6svZrBmLY01fS1H7+p4XFpqVgCcLteYLgyJoRMIx/jWs4dwTy7FZVd57+ICfvjvX+f7P3yAvLxc3vWKB0M9/78Mj9fLa/tOs3b2hB5Nbawq7cCvyX3tH1C0GPG0SdS+81FieQtHelhjQkluKgsnZrG/qoW/7K7gs9fKEnUx/oV0GzfunkPIYrPUuopmrTEbMUNJLq++qEGatTQaDOTc97UcvavjcZ4zkTw22fF4FLPq877LSORXdAcp1e/hhdBUbIrGbbNeZEF25f9n77zj4yjv/P+eme1Fu+qy5SL33jsumF5DgARCSC8EkkCSS7kj+eVCuEshubs0UiEhCWmEDqFXAzY27r1bli3LVpe2tym/P0Yrq2slrVZl5/167Wt3Z6c833lmZuf5zLfwjQov/kQY+aEZaJawXqRGAxJ6peaOhW0mbVwyYK/akdz/N4Z9/LmpCpemUiNKfDB/Aht7CbVuy0i2faCophAR1xEcwdlIzUuh+F9D3SSDDGMUnBllxBT4xR79faTj8Xjwer19CrFOetpkm/iYxOPxtNtfyYrHG/ZWAPDGnvKsFoayEavNxl1334PV1nXVPQBJjvLtRzZzvDaIGgvzq5tn87VLJhHc9QJLy/KYUODuUnhMYrfrx1Rai9qMNOQYha99haJXv4SgxAlPWE/lR97KCuExnQ99koVnXt57hlhiFPyRGRj0gqIJvNKYi6KlKBbJAmyaoL+PAqKa0LcQ66SnjWnk50vrc9+jh6O33V9JYWjixsUATNy4eESEXPfH9tFEOu2PqiL3lo8jqnY/rBfNJorrb8EcnoxFTPD9i37E11c9wCfnPYfsPkrCUocmK7romHy1oW1hm3QcWyOx/0VN4/u+ap5orMSlqbxntrOkaGqfhEcYmban86GPP0f3eHcEZiEqWTpmyGIM8XGUEVPg/n2jQ3w0SA9tKx4nRSKD7MFqs/Glb363W/HRlAhRUvMulQ1Bcmwmav7xTZZOaC/4m0X91du0bEUKnqP0sWvx7P0jAE1Lv8TZG59AtecNccsyQzof+qyZWYLXYSEQTbDh0NmBr9DAYJjjlmSa17+HW5J7nxlAFmHzBP19FFBskRlBQ/C00ue+74bBrHg8WKTL9pFKOu2PqSL3lk8g1o34KFksFK9ZgDU+Fk2M8cdr7mHdxK0dZtJAUiFihbBVf5dUffogMNL636sqPFd/im8F6gH4g8PLhUWTqDKZe1myMyPNdiCtD30srnImeysRMOHyj/4H9AbtGR13LgYGvWBKBHEFTuEMVuIInWX7iRp2VdRzsKqJqsbQUDfPwGBIMMf9lNRsxqREKHDb+N4N84jXnOg0n90EO26GDdfr3zdcr3+3G4k7cB59hvF/XYv93FZUk4Pqax6iYd1/Qw+eogbdY5ZErl44HoB/7RxYTqbuGE0RAgajgxxT9h6MYpqUR8luxVU6DueYsThKC7FHpmALl2GJjsUUz+/kyTVcyOa+z2bbITP2m+x2ipcvw+JxoogRguP/wgWlezvPaFbhzi1wW4soedtW/bt58NIbjJT+vzQaZFfNca6KBYkjcId3LJ/NLSUm9F9GGSm2DwoCfHTOCwC4fIsG59o8yiIERhPG6MhgROLz+VKazyyCVYtTWLMZST2fM/IHT7Wfb8rkyfziplkD9tyJKfC7/XD73JER+h2LRvndT+/j9n+7u51nXESGQPz85xwjTeSwp7u+7EhcVjh6zo/b34zHdxRJk0mYnHz/wysoNMW6Xc5uAnfLceC2GMKjFK6j8PWv4Tr2DABxzySqr/sr8cK5Q9yykc81iybwj3dPcPhsM8eqfUwrST31RiokIwQ+OWtkXKcNDLKRvgzrBUGiePU8zK420R0Ns9rNE4ycoGHmo2Ae4EhXFuC98bCickSEfltFlbvLznBfxbj2nnEJEWItF0BZBLJYDBkhdNuXHdFELPFiLGVj8MycgMlmRY7EqC37Gw57DxEFZhWsLceBVRlU4XEkkKMq/K+vmttCTQCcFU3clD+ed/sYZm3QmQ9Mf4N73/0UZjkXW3gyUWd5ejeQjBBYUgXZLPQOQwzPR4MRhdliwWK1UlZWRllZWa+Vde0muNl5AEmNY7FYmFmax9RiDxPyXRR77Hjs+rInysvZdLRmwO3LRNh7LBrlFz/8brtq4ANZ1/333dtuXREZljwK65/Wv69/Sp9mMPREImEAAj4fkXC43W9d9SVAnT/Cy3sr+flL+/jCQxu57n9f5u6/vUte80EkTSZmzqG6eBWFOfaM2TGi0TRchx9nwp+WtwqPzQtvp/JjGw3hMU0UexysmFoEwLM7Tw1xawwMDDJJsoBKsVWm2CqnVFnX61+H2eVAVeNEzZXELOeIW+qQTc0okh7d4rJPwelfMPAGZiDs3Sqq3DP5NFZx4OKPTVS5Z/IZbG3XlRDhlyvhwZbq4g8s06cZDDl2UR9A5Jjk1s9JuuxLQJQdOANzyK27jJLKjzOh/OuMqf0k+QunYbJZSYTDVL+zm4S5IWN2jHSuigQ4UHOsVXh82OFlbslUQ3hMEznWELGc/QC4fYuHuDUGmSTLfVeGN5FwmKDfz59+8zNu+/K/4807nz8sVS+n0UZfK+u+c/gcbx/Wn/L94KbFLJyY32meH/5rL6/vq+SXL+1l0fh15Lqsg9b+dJAUmT75+a906vtUPUJ7IqGCFgviDVURdJYim10kVDCkqaElEg5z8YLJAKyfrwvv20429Hj8+8JxPvvg24Ri7dVjm1miWfQQtebhz5mMJqaWsyZbq8knkYLVFL7+VVwnngcg7p1M7eW/IjrugiFu2ejjuiUT2XK8ljf2V3H7xbNw2fqeV8nAYLhjFxWcksLvqwoxC+0FhZS9nEY4dXGpXdRdXyvrWiPjcPuWAdAw9jnCrsOd5vHWrMcTuIC85kuJuU8hW5rSbUa/CCkSczcvJKS0ty8pMv3s9NhOfZ+WI0ERkCx2XFMLCdfUkKhNgCJABi+z3dmeLXRlv11UOLlmBwCn1uwkpgq9Fg8SVBNjKj+NSclpN10lQbwhTCzQhL/iFGo4xfDTDFWTH67971UVftZ8jk+EmwE4I5m43VvKC3Z32rYxXG3PFEn7m927KPEtxh6ehpTIQTH7h7ppBhnAEB+HKZFwmGWT8lu9mP70m5+xvaKxVWjoSYAa7aRaWdcXjvPzl/SnKu9fMrFL4RHg0xfN5qVDDfgjYf7n+T18/+ZlCMLIyhHR1iMU6NUjtCe2HD3HmOq9iJqMK3iKuoKlQBvhe4SFlmcDkXCYQIvwHImEyfF6AfjXzlOEYjJeh4U1M0qYOdbLjDFevDkulj/e92M8WVgk61BlPHv/SN6m7yHFmtEQaF7yRRov+H9oZqOI02CwdHIhJV471c0RXt13hhuWTRrqJhkYpBW7qNC4fitWUZfePjamjrwNK1qFhp4EqNFEVxVf9QIqWuvn7hBUE/m11yAgEHIe6lJ4BGjO2YTt9DysuW4Kaq6jetxfQBj6kFIVqIxaUqr23dYjFEjJI7Q7bNEJFKxfhGS1kFM2kfqth4i0nSEDoeV9sX000lf77aJCjklu/exrGcI7A3MxKTmoYpSQ6zBx61litrMk1CZ4egU4kul0UnSsSBYWGWSGW/8LmsZHw838yFfDGFXfz7935PI1bwl+Mb2DneFme6ZJ2h+zVROzVmGNleL2L6I5/62hbppBBhi9dzMjnEQ8TiwapaKigoqKCuKxGIl4vPcFDVr59asHaA7HKfHY+exFM7udz24xUZ+/EFEQ2HqibkSG+SU9QgE27K3o1SOuKxRV4/dvHubHz+5E1GQ0RCQ1QXHte2w+eq51PqOi+tDQXR8nH1Ssn18GwMULJhMJh4nLCk9vrwDgkxfO4CtXzePKBeOZVORGSleG/yzAXvE64/+ymsI3vo4UayaeN50zt7xKw4XfN4THQUQUBK5dNBHQRXRNG/651QwM+oJF1LCKGrUxXUSwivq0bKPE2v9q197GCzEn8lHEMI2FL3c/o6BSv/0wqhDHGivF07i6n1tML25JwXfRVtxS7zdUSY/QiRv1EMXePEK7RIOcphUU1X8IyWpBU1VESaJw5RxcwTZPFjMQWt4X20cjXdkfUSUmbVwCwMSNi1u9HpMPKk6t2QnAyTU79JBsDXKaVwDg975HY9ELBD27SVhrh4W43hPDqf9XxcJsqS3n4aYqxqgypyQzlxdM5La80rQLjzC8bB8K2tof8OjHtMu/EDRDlsoGRpzno6/iJGc2biR07izxQIBZH76V/FmzAVAVhVOvv0bT0aNEmxox2Wx4Jk+h7LLLseacd0dPhMOUv/AcjUeOgCBQMHs2k6+6Bsk6/MJtPZ70JtrPFjYdreb1A3q49deumY/d0vOhHrfmcvMF03hk01F+9/ohFk7MZ2JB1y72kXC4VQg2Wyx9FvkGi1Q9QpO09ZY7W9PA7587yO7TeihSwDmeZu8MCup3YY818L/P7iQcmW14Hw0xXfVx2wcVAGVlZSTicd48Wk9zOI7XYeGyuaVD1eQRi7nxGAVvfxtn+UsAqGYXjSu+jm/x59FM2eVtPlRcOX8cf377KKcbQuw51cDCsoKhbpKBQdoZ3hLB8MUaKcXdrOcsbCx8GdUU7nF+ORShyfMG+c1X4mlaTdRRTsxe1eW8dlFpFYLjqtB3kW+QSNUjtC2tOQQFEVvN9diC+pgpfLaehqP7yZs1C2dxMfnNVyIJLnx5bw9O4w1SItmvftnU+jn5oKKm5UFFsVXWj8/AVMyJfFQh0SriGKTOeDnOfb4abo3oY6EoAv/rLuA+dwGhQRAdDToTdh1Cqb8USXHiCM4k7D441E0aMrJF4xpxErMST+AqKWHyNe/r9JuaSBA6e5bx69ez8PNfYOYttxKpr+fQ3//abr6jjz9GuLaWuR//JLM/8lF8Fac4/uwzmTJhUEkWBgnEs7dIiD8S5+cv6uHW71s8gUUpDlg/sGIKc8blEpdVfvjMbhJK5yFB0stsycRclkzMZdmk/E6FP4YjVpuNu+6+pzVEv623nKVkKnc89Da7TzdhkgQ+f/k8GvPno0pWaouWE3KMRQN+9epBfvXqIXwx/cY3m4+xoaJjP7bF4/G0PqxQNY3H3zsJ6LnzrGbjJipVpGA1BRu+xYSHV+IsfwkNAd/cj3Hq0ztpXv5vhvCYBppj8D87oS7S8zXE67SybmYJAM/uHPwwMAODEUHSGy0mZW2RED3c+loEBMLOI4Rdh1JaLujcQ9h5BAGR/JrrENTO6WmSXmZNLa/G9Vs7Ff4YjkRVkXvLxxFtE6KfzCF4omkc06s/ji04Gw2VppwN1G09iBpLUL97L/4TugjrbVpDfvW1EG1J/pjFx9hQ0VU/JlFp/7Aip0n3egy596JKkU7zA6C1vAxayVdkvuur4XDNsVbh8Z/2HGaWTOM/PcWG8JgOIhK8NRGCph6vIZooE8rZCxiFZ7JF4xpx/yh506cz8dLLKJg9u9NvJpuNuZ/8FIVz5+EoKCRn/HimXHstwbNniTY3AxCuq6Xp+DGmvv8G3OPH45lYxpRrrqFu/z5i/pGd6DQi65WJQa9UvOTR7BSHfv3qQRpDMYo9dm67aFbKy0miyN3XLcRhMXG8xs+f3jrSaZ6O4fCxaHREhMNbbTa+9M3vtopWSTt+9/IuJn7655g8Rcj+Or5//TyuXjgBc/LKIIg0FyzkA8v1QidPbSvn5j/sBk3J6mNsqOjYj92x81QTpxuCWEwi1y2e2Ol3swgmof13c5t/A5/Pl5biRSMCVcF29j3yNv034/66jkkPzMC781cIqkykdDWVH32Lust/ieIsHuqWjgoiMqx6HB44CBc80fs15H0tx++mo9U0BKPdz9gFsWiUX/zwu50qwBsYjFgSol6ZGPRKxb9cmZXikKdxXWu4dUPhS6Qcty1AQ9GLyFIQs5xLXt3lnWZp62VWEzNhFbUREQ4fU0XuLZ/QLj+oRdTYWLmM6578CcebJpBr8xEa/zf8uVtAUiFihYiVpgPHaPK+AYArNJ+iA59EMElZfYwNFV31Y1dIkTHYohPR0PB7t3Yxgwbi+T5GUvVpLYiMQBGgnwiaxuJ4hG/7a3m39gS15w5zT6AOh6axw2xjbeEkbsmfwClT/3LlG3QgIcJvVsC28fDblb1eQwI5uteuLToBc6xvES5WUeWeyaexiiM/hiBbNK4RF3bdV5RoFAQBU8tg3V9ZiWSz4S49H4bonTwFBIHAmTNYu+hwAFWWUeXzIyQ5FutyvqEkoYKstf+ebVWKtxyr4bX9+hPcr109H4e1b4f4GK+DO6+Yw4//tYdHt5SzbHJhl6F+oyEc3j5lGT98owoNWDbBw5Pf+AjT7q7AboIdN0NjVBexN9woUOyYRa7LzoNvHMAZPougKdQVLs3KY2y40lYsfHaPnnLg8nnj8Do7u9rbTbDhBljzJGy4HvJs+jQsFqw2W2vhIovV2u/CRcMaTcN5/DlcR5/Gcep1pGj7yqex/Fk0rvomoWnXwQgrPjXc6e1/qmNBqznjcplU6OZkXYAXd1fy0TXTUt5WV4XZYorutQ36u1UyCmcZ9IxLkhFacnMlNIGoKmETFczC+QM5porENRGHqCC1mR5VRRKaiFNSENu4H4U7hMzWxEwUW+WWeTTckoJb0u853ZKMT5YQAQcqQVU8X0QibEVUwSmdvz9VEQgpEmZBxdZmQKZoAmFVwiKo7QZq6bRJ0YTWdicJKRIqdJHfTGu1PYluqwlJ0NrZL2vnbXLGxpDTEm4dKnoZ1RTq1SZNgiBgFlQSUphgybN4q27FFZgPrqP4XYdbbUput63DmFuSUVu+JNel91N7WwOK3k/ODrYGFN0mRxsPShWBgCJRsGFpu3W1LcDTdrttbWr7W0/9JIXH8YVXPkpcsTAz/zgPXvl9Fu4sg4QZ15c3ooXNhH67Cucdmwk6VGQxQEH9+7AX51G0Zg41W7dB2IqggMvW0daubUr92NMofmspASXzx15f+2lwzieNcW8vIdpSNKgnm5J2SZw/Jp0tXo8J1xHs9rrONkmg3rGZ0K9XI3zuPZyuGIJZxSoonQoXWQUFt5SaTZDasdd7P+n2g4aINij9dHEkxAdCfi6LhChR2x8bJ0xmvucu4p8uNyYR3CT3x+AfeyFFbLU9uVxmj73029S2n7SESf+fsrf8T0WsuFARJFm/7sVMOP77JkwrT+M2yWCvI+44gSU8BY9/EbGSF1O2Kc+U4J7JZ/hDVRE+2dRqk11TiQBOGQRNJSIKnc4ntyQTkAfnGqFJGkFAjkZBOX9NF00mRFN65Ld0aVyZZlSLj2oiwclXXqFw3rzWjkkEAlicrnbzCZKE2W4nEQx0u67Kt9+icsObg9peg4Hhj8T56Yv7ALh20QQWT+pffrDL5pby3vFa3jp0jm8/tp0r5o/jxmWTKM1zprO5Q8rJ+hAF1/07GnDNvDHce9UkHv/iefHKboICO9w1D7wt2tXVi8v4wV4rRfU7cURqMCWCyGZX1xswGBCxaJTf/fQ+bv+3u3v1cjR3EAwd42ayv0rvyw8s7z5Hp73l6u+2nP9sdzjYdrKBxro61s8v44095cMmp2m6sNQdoPCNb2Cv2tQ6TTXZiYxfR2jSZYQnXYbsKRu6BmY5yYJWn5yli4KCIHDdkon8/KX9PL/rNLesmoJJ6r+/xu/26+sH/eHKXfPOV3DvKa2BQfZyZu0Ocpy6Yv2HqiJuOzSV+2ec5DOlta3z3Fs+jnvLJ/DEgiNckd/cOv22g1P4w9litizbyxzX+bDIK3fO4j2/nle6xHp+gDfdEeFgyIHvovOeTKfX7sTz5nLG2+JsnHeIvJ+vodiSQANqw1Yu9Pp4ffW+1vkPBO3M27KIj4+p48HZJ1qnv9zg5apds/nmpDPcM/lM6/R02vRKYy6Va3eQYzo/MJu7eSGVUUs7mwAmvKOH2BW3sX//qt14N6zkktxmXlp8qNX+pE0fKWrm9IFPcAKRy8o2c+PSJ7h6d+82NQet5P18DV+deJYfVY/hkQteYPMhF3/efx25Ne9nmjqeHZa9bLnwlVabSqwyjXGptV05Jn1QmVyXS1I72ZTsp/2rdrdO88sS3g0r2tmU7KcFWxbyxfE13Dulsl0/3bJveqvtHW368dRT7X7rrp8+umMZ7+z8EHHFwgWle3joqu9iNSW40JvLU3UFnLl4GxYV7guo3H3lFpbumMfpxAFqni2j+IK52LxeSgpdVJ9KMN0Z5dBF21OyqS/H3hM1eXxo34yMH3t97afBPJ++cKiM31aNTcmmopZzpdxXiDkwBwV4+pKHWDbmYJc2nW52UPbr1awvbmx3jTgYtHHV7tmcWrMTqwjVF+5IyaZUj70h76dx5bDVhlBrbv1dEUAskWGc/nozkM+fDufy4MzjGT/2Jtpi7F21p282DeNrecd+Sl4jEXTv6zhweu0OvK4YB4J25m9YQnTTJBr/7Vm8Ll2gvG9vDr979yt4g3PZufrHuCyRlGx6eO4x4PwxmbTpljMW/giEfruK73xkE1vmNHay6fTanYN2jfCHLHh/tpbt//c/oJ6PkBy//iImXnwJAyWdGlemEdb81/eGfyxBN2z8zrfbJeNsi6ooHH7kH8T8PuZ96jOtHVP51gZqd+9myZe/0m7+9370QyZcdDFjlq/ocltdeT5u/7//YWelD3ebRJ/pwt/czJKJuTQ16R45ubm57DjVRI7X2+73dtPieghbW3bcDDkjzHGpre1er5fm5uZ29ndlu6ZpfOfx7Ww+VktRjp0Hb1uL02rueUPJ7bXst7b7KhBJ8PW/b+FEje6mLACrpxdz1ZwiPrpyYvf90sW60k1X9vc0vSMNwShf+MM7NITizBvr4rHPryEaCnSypdN2W2wrrtmMLdZIc85UfN4ZI/IYG+6k2pdJIuFwq2D44d9t4t3yJlZNK+K/b1rW7TIdPcwGsv2+zj8UiDEfeZvvw7Prdwiagiaa8c/9KKEp1xIZtxrNbPjvZoLe/qe6uoaGYzK3/PJ1wjGZr1w1j2sXTUhtW10clzEF6iMtXt3X6w9ZMu35GPD7WTzew8pvfbv13sRg+CEnNLY8GsD1lXcQrOn3fHRJCk3rt7Z6PQLkb1hGk2zCLSl4TDKn1+5kwjuLOROz6p6PCYHgz9eAs8WjJGRFvOtdnI7zg5uR4i0jChpN67cB5z0/dVttSILGGEus1f4m2UxIkSiovQqnfxGqGME36TfIUiglm7SoieDP12C+axMJq+61ImkS7jO3Yo6UtS4Xd5xAKtzIqSsfoyZuQgPGtLTLJ+tP6ZLr4s53cTvbp93pq7eMiIbvoq2Me3sJAUVq7SezqNG0fmu77SZtKrbEOLduR+tvXfWToFhxnf405nghk72V/Obqu8mxhiixyhS8tYzGhLnrfopK8MsLKFg5HWdJCYEzZ2jcXo5w57u4Otk6ME8tt6RwZt0OPG8uJ6EJWef5WGqJcXD1HiZvXEhF1NGrTXZRocCcYP8Fexn/6LcwNV6AbKvCP+EPIHRtkyaLBN8tQ1x5GqelvXe0Seh8jPVmUyrHXqr9lOz/cW8voTpuSUs/qQmB/xes5Wv+Bmwt3pSPODz80+7hHZsDuY3L1VB6CXokmaaLtrU770eV52PyGtnGQ9/15Y0INt3zUYhKBH++hpKvvkXIrG9XUUVyT96FSfYQzn+TaME7Kdk0xhKjqs0x2er5GBGI/Go1zjs2IzgT7Twf+2PT+ekpej7GJII/W8vS68yYzH33fMykxpVpRqXno6ooHH70EaLNzcz71Kfb3dyb3W7ioWC7+TVFIRGJYHZ1Xd0Y0usma5B+nth6ks3HahEFgW+9f2HKwmN3uO1mfvPpNWw+VsPj751kX2UjG4/WsPFoDSUf+19eP9LAxdPz0tT6zBGJy/zno9tpCMWRfTX87K5l2MwSfcmIFnKWYos14gpV4fNMJ/VkSwap0LYKecDnS6miut3hwO3xILkL2HJSF8ZvWjG5x2Ws0nmPr4EyrD3GNA3XoUcpePvbmML6U9PwxIuou+h/SOSlHsJrMHQ4rCZuXjGZP719lL+8c5RL55Zi66WIUtvzKBIJt4qPVkn39gX93Qi5NuiNoGJqFzYFEFW7/t/sGE6dJKR0f6C19QBQEQCBgGJCbNlkQDEBAioQTK6nzUKqJrTM056EJpJQOnsJxzWReBfT02VTV23parrHdH4QqHWYR2ljU0AxEVIknIE5OP2LAKgvep6IEIWWtvVqU0tbE5oIKK02Bcb+HVukjJzmFdjDU7CEp8CpKVz12DpunvMMV0x5q7UNre1vtbvr/a52sw+ULvrpfMil1O43j3g+FLPjMlFV6vK31n7SRIrO3oQ5XogqhXnoqnuxWEOt+zgZ1t11P+m/hc5V4ywpwVlcTKN4Eq0bW7uyCYb/sQd96ydIr012UUFsEVIcoopdVHq1KaCYiGkS/pgTqXkJAE3e9wir59vaySYBWH26S1uT519Xx1h3NjXLZu4tH0ddwtIuJ+VA+imgSC3XvQH0k6ZxXTTAz5rPMUlJALDZYueL3rHssrR5sNxF3aihOfaS9rY/70fN+dTF+oKK1Lr/XW2mBds0X8zdRH7d1dgaL6AhZw+qdL6ga1c22UUFU0s+XkEAWRNarvEQEfT3kAkQxNY/mYxdI1r2gclmayc+DpTB0LgyzajLNdvaKQ0NzPvkpzB3GLTnjB+PEo0SPFvVOq35ZDloGu5x4zLd3H7RUZxItdpyTIFf7NHfRxOHqpp48M3DAHzqwunMHZ8eUVAUBFZPL+GnH1vFLz+5mvWzxiAKYB07k689dZj73zqVlu1kClXT+NG/9nC02ofdLFH7+H+R7+y7y2LYMQYNEZMSwRpr6n0Bg5RpW4UcYP38sj5VVHcvvQ5Vg+ljPMxL03mQCqkWwsk0Jv9pSh+9mpKXPocpXEvCPY5z1z7M2RufMoTHEcYHlk8i12mlIRjjqW0ne5y343l08YLJKZ1DCUXlVP3wCU0xyF7sokJOiziQY5I7V1vuroKtLMCmCfr7KMIUzyOv9ioA/J6tRFxH07NiAaKOCmrH/pOz4x8k6N6DJsgcaZzEf7/zFe7b9EVUbQTtSw3y6i7HHpmMhkyo9FEmeqr7vJpIfT1KPI5oNuMoyR+EhmYvyWrq+y/QK/zuv2Bvnyqq/+PQFQiqFdnUTNjZuTDmYJJqMZxMUqjIPNdwimcaTjNJSVAnSnwqt5TVhZPbC48GmaePldaDOXtImBsQNSuexgt6nDd5Hp1ao4dbn1qzM7XzSANzrDD1Rg0jRovGNXyuHimixGIEz50jeO4cANGmJoLnzhFtbtY75Z//IFhVxfQP3oSmqsQDAeKBQGvItKOwiNyp0zj2zNMEzpzBf+oUJ55/jsK587AOQvh0uulJnOitgm0yl9ZIER99Ph/Nzc09Vt0NRBJ87+ldKKrGssmFfGjVlEFpy8yxXr59w2J+/ZElBHbpiXAf2lKFZ/WtrfNE5POFDIZjBeg/bDjCxiPViAJ87YoZJOpPpbSPO6KKZsL2IgCc4ape5jbojkg4TF11Nf9zz900NzYC7aupNzU19amieigm415wJaB7PQpZXijF3HSC0n9ehb3qXTTRTOPyr3H6k1sJTX+/UURmCOntf6o77BYTH10zFYBHNp/AH+n+nEieR3v27GHPnj3EY7F255BV0nM9dvR6fH7XaW578G1+89rBPtlkYDBQ1DYDtB4HVb1UsEUWYfME/X2EoGq9DEZUE4XVNyBqFmLWszQVvDEo7UhY62gofh7/lJ9z+8LHAXju2KXc884d5wfQCRFiLReONO1jv5w+92u3bxluv55Ls6H4eRTHaaAflY01jXBNDQDOcUVpa19H0mn7cMQuKhRZ4vxgagVek+6Rl6ymXhszoWpQ25eK6prIn/ZdB6BXuBb6oOwMQwba/yVKgg11J7kmGkQBfunMY3rJdP7kzEUb5vd5o/rY7+1/qjsEjeb8DQC4fYuREt0Xd209j+ImamImauMdziOTCqtO6+9tcIRmMrbyNvJr3tcnYTQTZIvGNeLiiANnq9j/x4dav598SReCihYuYsJFF9N4WPeA2/3rX7Vbbu6nPo13kh6GOP2DN1H+/HPs/9NDIAjkz57DlKuvyZAFA6PtoConJwe/38+CBQtIxOPkOBxdV7AdYXQsoAG6Z1XHqruapvF/z++hxhch32XlP963AHGQ/2yKcmw0vvIrvn7n5/jdpkq8a27liR1nuOVCL0se1au2Aqx/CnZ+aPjs/xd3n+afm/UkuF+8bA4rphaltI+7I+QsxRmpxhE+R0KeDZb0/on2lI9wNJB8iBCL6kEEf/rNz9he0dj6u8fjwdvH3ImvHapBtDoodFtZN7Mknc0dcZgbj1L62HWYQudIuMdz9sYnSOTPGOpmGdBDpXU6P8DpmEv2moUTeGLrSc42hfnHuye4/ZJZXW4j+R+yYIGeV6Bj1fauUg5E4jJ/3XgMVYO8LirEGxgMFhpQEzcxpiXvY9tBlabpz0qKLDIWUSNiVuFz2+C3K+C2reCQwaz2vIFhSlwV9Eq7ol5II6YKxNXO93D22suxxItRxSj1JU+BMLj2aqYQd6/8E257Pf+7+Q7+evAa7Ln5+Nwb4FcrIRlW98AyuGvLgPZ/QDHh3ZCePFz20FRy6y8FoDl3IyH3Aewt+/h8ZeOu93FXBM+dwz1+PPaSPETVhkooLe1MEoiZ8X7/JlhRCaZhpgKkgeRDBGuLGPJvE86S16avFaA6bkbogwJi9s+hOlSAKkYI5uzpfYFhzECP/VI5wRv1J5kux6kTJa4pmMg2y8gokJjO835Y0tP/VEIkGNZv+oIxM5gT7RYNO48Qs1ZhjZXibVxHQ/G/utyE/v8hUNQml2m765tJg9Wn2y+kiXgbLgTQQ7qHmT6dLRrXMJFGUsc7aTJr/ut73f7e029JzA4HM266OZ3NyhgdB1XQXjTqqoLtcKAvYlLHirsb9laQV1jYKe/d83vPseloDaIA/+/6RXgzOGC8Y814EorKQ1uq+Nt7pzDbHSTU8zn2ZE0XItPt8N9TPsDu8u4dr/Hxs5f2A3DD0jLev7QMIKV93G077IUoohlJTbDjZB2Xz0mv2NWx4u1oo62HI0BZWVlK3o3dISsqz+89C8C188cgiSPH6yXdWOoPMvbx9+th1p4yqm76F3JOagVKDDJDV/9TEZleH+CYJJFPrZvB95/ZxdPbK7hhWRlFOZ2vsv2p2v7E1pM0h+Pku6xc33KNNDDIFNY2Hky9D6paThKrMryER1mA98anLCZFVImpmxZTuXYnkzcuoiZuIdIhJ9m/jq/D2rwU0PM8yubUozQGyo0zXyKhmPj51s9ibVqJNwHNShzsLUUUIlY9F+gAUoxLgsYluc283uRtzcXYMeQ+rgrt9ktUFbm3fBzRNqGvUiKHgurrERAIuQ7iy3tbb6IqMWnjEs6u28HEjYupj5s77ePuiPt8JMJhzA4HjvBMgo4d/Te0C0RFQN08AXHpGdRRKD4mHyLUxPQ/sWKr3Mm70SpoxFM1XQNr40oA4t6daGKilwWGN10d+6kyQY7zRt1JpigJqkUTlxSWcdA8vNL+9MRAbB8xdPU/lRDhl708wBGgKf9NSs5+FGdgLn7vFhLWuk6rj6gSeRuWU2BJcGrNzpSuby7/fMyJfFQxii/33XRZmjayRePK3hHqCCU5qNqwtwKADXsr2HayIWXRaKjoa8h3soAGgNvj6WSfpWQaD2+uAOAT66Yzf0Jmc9IIgsBdF07Ev+1pAP604RDuQMWgbrO3fIBd5d3TNI3fvX4IRdVYNDGfOy49XzWrt33cI4JE2DEGgLcPGqHX/cXj8eDxdB9WkCov7K6kPhhHjQa5dFZxGlo2MrHU7aP0sWsxhWuJ507lzM0vGMLjCCGhnhce4fwDnI5cOHsMU4tzSCgqD7/Tfd63ttc3u73na5svHOfRLeUAfHztdKy9FLMxMEgnApBnOX9zlBxUTdyoh89O3LiYvA3LUxaNhox+hHwnh92yJnSyT4zn8c237gTA79lGxJXZ/HYAH5rzHP+x4o8AeIIr8cycSEtNoLTgEBVeWnyotXJqKnnMusq7521Yj6hZiFuqaSh6rl37kvvVL5v6fAyFWsL/nOE5/bKvJxwtVWEd4jAS0AcBteXVEQHIt8gpH0r20AxMsTGYxQSx3K3pa+AQ0fHYT5VJcpy3W4THKtHEhYWTRpTwCP23fcSjCLrw6IhR6AmBKnYq5gYQc5wm4jiBgIC3YX23q4uoEv6WEua9Xd8E1YSnca0+r/c9VCkyMFsM+o0hPg5zfD5fp3x8AxKNRgEJJKZ84ofIqsaSSQV8+IKpQ9IOQRBoeuP3XDVX9/rLazqAK3i6l6X6T3/yAW4rr2NXRQOiAHdePgdJTN8TtpCzFIDt5bUEIiP7CexI5li1rzVHnX/7M9gtA3d5HtbVq7vBWrOL0kevRYo0EMufSdVNz6O4S4e6WQZpRhQEbrt4JgCv7D3DqbqBF4j5+7vHCcdlxuc5uXLB8EnKbZAddHUj3pdB1ahElbBXfZBQwkFiEPM8psIdi54gUvAmAN6ZE8mZNGnQttXWW+5cTM9l1ls+QEu0BFdwLgCNha+hielLOh46pxerscXHYUp407Zeg75hSngpqNVDJz808xU088D/97ryoB3uTEvEeLuunIlKgtOSmQuLJnHUbKRJGY005evXXEd4GtbI+AGvz+1biklxo0hBPV+qwZAxcq44WUbbvIdlZWWdclZlM3/cVE4YG3lOK3e/b+Gg53nsjc+sncyl8/QLY17jPhyhwfUETOYD7M1jTlFVHnj9EABXLZjAxEJ3WtsRs+SSkOzIispbh8+ldd0GqRGMJvivJ3eSUFTmjfPy0TXT0yIYDtfq1d1hPbedsY+/HynWTKxgDmdveg7Fld15L0caHQvPmITOBdN+sUd/XzKpkEVl+agaPPTWwLyhanwRnt1xCoBPrZ+R1SkLDDJLa3h1az4+Us7HN9rxNq3BHCtBFaPUljwNwtB6CMUK3sHn1sP0cqdNxT1+4IPhnlABDaFLj7l2aJDbcAkAYedRYvb0PgCXw2FijX4AnIH0ez8apIAqUVB9I6JqI2GpgTEvpUUwHI6Vq3tiZiLKW3UnGafIlEtm1hVO4oTJEB5HFJKmF58JW6nzOfWiNO0KpgmwaQLIAglrLSGXnjLM23DRgIrDiIqNnKZVADTnbhrxKQtGOiPjipOFdAyvTiVnVTZwqKqJl/acAeAb71tArmvo/3hEQeCuK+cRdpbqYRSN+7GosW4Hzpni5b1nqKgPYjNLfGLdtPRvQBBavR9f32+EXmcaVdP40b/2cK45TJ7Tyn/euISvfGvkCIbpwnpuB6VPXI8U8xEtWkDVTc+hOAqHulkGfcRugh0360VoQC9K0zbfY8fUHZ+9SPd+3HS0hoNnmvq93YffOUpCUZkxxsPaGYZgbZA5kuHVs9/Vc3jPeXdh1nk4qi1Bp2qb4FNTPI+cJj23XWPBK8jm5qFoWieac9/Gd1wX93KnT8fktnY7cE4VFYEDQXs7+/uCPTwVW2QiGmqrp1C6CVa2VL0OzE1rdVi1w3s20lVqkY7k1V+OtVWIf5LvnxozYgTDnujLsT8jEePNugrGqDJHTRYuLJzEKdPIdcgZ6Hk/YjGrcOcW7HdsBsB+R4d8jx1SdzTnv42Ggi06Dnuo/+PYnKaVSKqdhKmJoGfXgEwwGDgj/+o1irE7HBQUF3PX3ffgzc0b6uYMOaqmcf8rBwBYM6OEZZOHj8DgNAu8dPs8xuQ6ETWZD7oO9ThwHmwicZk/v63nQ/vQyinkuQZHkEqKj/sqG6luDg/KNrIRn89Hc3Nzp5QLbXl0Szmbj9UgCgLfvmHRoPXxcMZas4uxT96AGA8QLV7I2Q8+g2o3rpUjFbtJL0KT/NwTM8Z4uXCWnnf2wTcPo2l9HxVX1AV4dZ/+MOuzF81EGGIveoPsI6JKnIzaubd8HFXx7LuGhxSp3Tsa5NVfioBE1FZJyL1/CFvXAYtK88V/J2o6gyCJ5F1VfL6oAvQr52VIkZi3ZdF5+/uCJpBbfzEAwZxdyJaGvq8jBcJVdWgomBP5WGJj0rfeFpvD/bF9FCAA9QlTj/KT0z8Pt38R0FJwydL/B23DjVSP/amJGG/UnaRElTlisrC+cBJnRrDwCAM870c6ZpVIstBgL6nAZHMzAY+e/1b3fuz7PZoku3D7lgHQnP8WCNn8uGN4YIiPw5yRFv7YHZGWFDSB+PnPfeWlPZUcPefDYhK545JZ6WtcP+gqF2eOTeKOy/S8O5sOV7Gron4omgbAY++V0xCMke+y8sEVg5efSDa7mFqih3+/fsDwfhwobdMt5ObmUlZW1q6afZLdpxp4aMNhAD5z0YyMF1waDlhq9zL2cd3jMVY4j7M3PoVqyx3qZhlkkE9dOANJFNhX2cgT2052EiB7y1360FtHUDVYMqmARWUFmWiygUEnVA3ORK2oI73gb1J0i0l6VdMUMLcMBJPv9vBU7OGpaGg0Fr6StsIu/UGki0GSRaUx/2U0VcMeL8MRnN3FkqljFlQ+M7am1f6+4PIvxJwoQBViNOdtHFA7ekKNy0RsekEuZ2Bu2tZrarHZlGViQDLdQrFVZoxVptgqt69m34I5VkRe3ZUA+LxbhqTg0mCSyrE/SY7zRv1JxqoyxyULFxdO4pw0gPLyw4SBnPejgb6c+77cTahCDEuiAG/DhZ0EyN5yl3oa1yJqZuKWGsKugwNvvMGAMcTHUYZVgrvm6e/DhYgM65/SP69/GpY82ncBMhBJ8Ic39T/eW1ZNocQ7NCHoZosFi9XamouzozC0dFIB40p1b8Cfv7SfuJz5PEWNwWhr5dZPrJveYwGSdBQWuXD2+dDr/ngfGZwnmW7h3SPn+NxX/oN3j5zrVM2+IRjl+0/vQtVg9fRibl4xeQhbPDRY6g5Q2ibHY9UHnzU8HrOQcXlOrls8EYDfvnaIe5/c2a74VU8P7w6caeTdo3o44WfWz8xMgw0MusAmqjw4+wS2VKv+mlRYdbq9191QkxDhAd27hAeXwy9XpiRAJm22iSqoErl1lwG6J1/CWjNoze0JXRyC4m6EoYS9Fn9EH8Tm1l+KoPQ//U+f+74FQbXgbanc6svdjGoKdTtvOgqLhBy6vc7gbNDSM3S0tRTRsfVQTGc0kky3MG3jQgCmbVzYqZq9oFgprL4RUTMTtVXSnL9hSNo6mPR27E+U47xZd5LxisxJyczFhWWcHQXCI/T/vB8t9OXcV01hfLl6vl1P8wUUnb0FSXa2/t5T7lJTPA+XX09r0pT/5pA+zDI4jyE+jjKsEnxpwfASHxMqyFr776nkOWnLn985ii8Sp8Rj50Mrp6S3gX3A7nDwxh5d2Nuwt6KTMGSV4KcfnIXLZuJMY6hVBMwkf377GNGEQlmhmyvm95wU3RU+zddu/wjOeC1SqAYx2oyQiICWegetnjEWURA43RDiaHX3YcJ9IR2esiMVu8NBYUkJ37j3PgpLStodX7Ki8r2ndtEUijE218E3rl2QdaGi5obDjH38OqRoI7H8mUao9QgknQ/J7rh0Fh9bMw1RgI1Hqrn9D+9w4Exjj8tomsbvWx5mXThrDNPH9Fy8y8BgWGHSYPVp/X24oAigimCP6S9F1Kf1gZzmFZjlXBQxrIfHDRERVWLSxiUATNy4uJMwhEnDN+8FZJMPk+LC23hhxtuY07QSSXEhS34CvVRuHR9L8I8jxZTEZYqVBF5Vwa6qiH14WByxH0cVo0iKE3s4PdE0WkI/PrQ+eMqOFiKqRG1Cd1yoTVjaH18aFNReizmRhyIFqS95KutCRcfJcd6oO8lEJcEpycxFhZOoHOGh1llHGh+S+XM301jwChoy9sgkxlR+Fluod8cLb+OFCIhEbaeIOjI/Hjfoml6yKhkYDD2nGkKt1UjvuHQ2VnP6lNWIrAtcyc85Kfy32e26GOT2eLosApTrtPLZi2bxsxf38bdNx7lo9ljcLmen+QaDU3UBXtyjJ0T/3MUzkXrJp1H62LWYQl17F6iSjXj+dOKF84kVLUDJm49TnUtIdLWbz+u0smxKIe8dr+X1/VXMGOMdkA2tnrKaxvqnBcyiXoiitxxw2cCf3znKvspGLCaRe25cgss2Op4Cp4q58Rilj70PU6SeeO40zn7wWaO4zAgk+ZCsu9/6IkxKosgn1k1nwcR8fvjMLmr9Ef7tL1v45LrpfGjVlC6vgVtP1LGvshFREPjUhTMGYImBgUE7+vssLJGDp+kCQM/LpUqR9LUpIeqh4NASGt57REpSDPLLpi6LAGligsaCVyiqvgm3bwkh9z7i1KavzT0gyS5ymlcA+r7SxJ6f0D7WWMnCRLTL32IIHDVZ2GWxs8tsY5fmZLc5RsfHyJogE3YexhVYiDMwl4jzxMCMSIiEfrsS0Aj9dpVeAffODsUnshS3bxmO0Aw0VOqKn0YxBYe6SRllrJLgzboKJisJzkgmLi4sG9HFZbKW5EOyLn9T+c5HNvETk0pKfnACBLzbidkqKai5HnMin+Jzt+DzbtG9grsQ5y3REpxBPUVbU/4Gw+txGGEM5w2GnFg0yu9+eh+3/9vdXYbH/f6dclRNY8mkAlZPL07bdiOyHgKe9MJc/xTs/FB6RK6rF47n5b2VHKpq5v5XDvDNG5aRritfMtdkV8VIHnjzMKoGi8ryUyrIowkmNEFC0DrfjItKFFvtXmy1e+HAXykE/Agck6bwiuVi7rffzjHTVAAunVPKe8dreePAWW6/ZBaS2I+n2JqGtXYPzqMvsL3heebKB2kSvNSKhYx/vADBWYDsKCRuK+Q1fymrZpch5JYhu8aCOIxcfQeJ+kCUx987CcBdl89hSnHOELcog8gxcg78lbzN92EK1xL3TqHqpn+hONN3PTAYHvQkTPbEwon5PPDZdfzPc3vYcryWh946wq5T9Vw8eyzVvgg1vgjnmsPU+CI0BPSB+NULxzMuLzMPhgwMukPRBF5u8KL0I5n+SMEqqtxddob7Ksa1C49rtbn6SkTNQsxaTTBnd/o2nBD1EHClZZsPLIO70iNyRVzHCDuP4ghNJ6/uSqoL/tLndXTX9yKgonU5LPc2rGvNYZZKQR4FSABdPaq0ojFPjjFPjvHx5MQPnKA85OKN+jH84uRs9oX1IjNB9wFcgYXYQ9MRVAuaGE/d0CSaxiw5xvWBIO+/5GmW5tXhS5ipjTqoa0hQa5aoFU3UYaLydBHlU0OUW81USmaUURbl0VXfC6oFT+MaAJrz3ibm6Ea8GQV0tF/SNG4J+/iev4YyJcFZ0cTFBZMoN/U/rcFwJRuu+T2hShqrrj6AumdGn8rdx201nBv/R/LqrsAVmIeneSW2yASCnl1IiRxMsgdTwotJ9iDJbgDCziPE7UZNguGEIT4aDDmxaJT777uXT37+K53ER8fMtRw460cSBb542Zy0hph2DP+WNf27vZflUsmTKAoCX7lyHp9/aCPby+vYfLQaGFiVwLbFSNq2JZlzclt5He8dr0UAbr9kVkr76tTnWpLvqjKCEkOQY/q7EkOM+bDWH8Rauxdr7V7MtfswxX3MUI4zI3KcL0Ye5HnLFbjOfIFV01bjsJhoDsfZVl7HyqkpikJKAnvVJpzHX8B54gXMgUrg/J4q0BopUBrhbPtE27cCHNI/a6KZRM54ZE8Z8dxpxEoWEStaSDxv+qgSJR/dUk5CUZlSlMOVC3oOpx81yDFy9j9M7tafYg7qNw9xzyRdeHSlr+qmwejA47Dw3zct5altFTzwxiF2VTSwq6LrCrD5LisfWzstwy00MOhMWJW4atfACpcMd2yiyj2Tz/Cz02PbiY9hVWJz1Twkv17IpKngFRDSGE6uCLrwaI/p3yNWfVovQQOp5klsLHgFW7gMa2wM7tAiAn1sXse+b1uMJEnbnJOWaAnOQEsOs4I3UtpXS4v1h8SipmHVNKxo2DQVq6aRo6rMkaMsikdZlIiwKB6lQFOY7Awy2XmMz048xus1pfw0buEFVwWyyY9JzsERnEkoZ29KNoqaxsp4mOsjAa6P+pkmt4iWLXXy8ixx8ixxZspAWyfO/FpoKe4sA6clM+UmC0dNVnZYbOww2zlgtiGPUFGyq/Pe7VuCpNqRTT78uVuGqGWZIWm/pGl8LNzEtwN1TG85NqpFE5cUlnHMPPqER8iOa35PDMR+TYzTUPwvovaT5NVdiTU2Fmvt2C7nVcSI7vVoMKwwxMcRSjoKhQwGvXkx9oVoQiH3ok8DcOOyMiYUuHpZIjMkixj0xpTiHG5cVsbjW0/yhzcOIOQW0Osdbw8ki5E01tWxfn4ZG/ZWkFdYiM1u54Xdp7n/5QMAXDqvlKnFfcxhJprQRBOaub0XULxoAYHZHwbAH9P4wCOnWJnYzu2RP7I+sZH3xV+Cp18iVjCX/xh7LT+omMlLe850Kz4K8SC2c9uwnX0Pe9VmbOe2IybOh5RooolA6Vq+2XQNb1lW49JCFKr1/HJJHc54PaZwPWqwloMnK1lursASrkZQE1iay7E0l+M49UbrulSzk1jRfGJFC4mOWUpo6rVopuF1vqRKUyjG87v01AMfWT111Od5FOQoOfseJnfbTzEFzwKg2HJpXvJFmhfejmbNIq9Pgz4hCAI3Lp/EvAl5/P7Nw8QSCiVeB8UeOyUeO8UeByVeB0U5NkxSduUZMxieWASVb046ww9PjiPepphHOgqFDAbdeTH2Bwtw76bbAQi69xGzn0lDC7ugj3+ZySIGvaGY/fjyNpLbcDFe3zrCtl0pBHWfp2PfJ4uRFFgSnFqzk4kbF1MfNxNRJRzBGeTXXIuAQMReTtRxsk82qYJARBDQA9rPP5jdZ7HxSDKDUERk3B/ns2xMFZ+ZcIxris9wSXEVl/jhaNjCg/a/83zgk7j8C7oVH22ayrJ4hDWxEKvjYS6Ihcltk0dcATaanDyzbT7vBvNRNSjUFIqu2U+hFKdIkSlOqEyotDG5pJ5SNYEJmKwkmKwkuDQWgpb6OlEEdltsbDfb2Wax86Q9h+AIeejcse8F1UxOkx5O7/NuGfV5Hu0o/N1xkrnlKlNbRMeAIHK/K4+fuApokEavRNHdNT9bSIf9oZz9xGxnya2/BFG1o5h8yOZm5HbvfhAyX/jVoGdG75k9yklVAMskkXCYxro67r/vXj5w66fIKyzsMidiqjyx4wymnEK8DjMfXTMyPVQ+vnY6bx06R10gSi6HiCXmgCW1G6OuhFy7w4HbowuLbo8HwWzlf5/fy8t79Rv2hRPz+fylg/Q0TRCokMqokMp4xPZBFiV285XIb/ho/Ams9fv5BPu52WqhsSKH3D8VIdhzUWweVKsHTbJgrd2DtXZfpxBv1ewiNOkyQlOuITzpMppFL79+tP2m750NLbm58cdh7aN6HkiPEMHkP43ZV4G5+SSWhoNYa3ZhrT+ImAhhr9qMvWoz7IKEq5Smld/AP+ejMMIq5j3+XjkxWWVigYs1M0uGujlpR4w0Yq3bh7VuH5bafThOb8AUqgZAseXRvPROmhd+Ds3iHuKWGgwFbXPzBuJgFntPjzGtxMOPPrxi8BtnYDBArC1egT85NZa4cn4glqoAlknsokKBJcE9k8/w0NmiVmGsv9ial3CksQxNjNGc/0bvCwxD/N6tOAPzsMQLyZs/lXp1Mxqp5azMMcncM/kMv6osob7lJieiSvhbqjT6ZRMRxUxuw0WteR5j1nM0FD83OMYIAmfCLs6cK+Op6jJmOJv58vgjfGLaIabLcf6Ht/medTMNmpvGczEaJY1mUaJZlIgIAvMTUZbEo1ho75EZQeAVm4un7Tk8Z3NTn7DCkQUUe4PUJMwQsoLtLNha7g+jEryxCu7cjMWaYKKcYLISZ7IcZ04ixtJ4hIWJKDY0VsYjrIxHIAT/66vmh+5CfuPKIyoMb1Gn43nv8i1CUh3IUiC9qQeGCTmqwoJElIXxKAsTES6OhShTEgD4BZFfuPL5qSufxlEsOibp7pqfLXRpf9vcvDEJJK3X9BiypZG6sY8NcmsN0s3oP8MNMkIkHGbZpHxiUT2X1vr5ZVhtNradbABT9wJkJBwm0JK7MBIJk+P1AhCOyTy3V/d4+sy6aTitI0ssSuKwmvjCZbO598mduEOVfOa357hkzliuXDCe6SWeLj3YmkMx9lU2sq+ilj++uIXrPu6jrLSzx945X4SfPL6PE7V+AG5ZNYVPXTi9f/kW+8Eu80I+Yf4dC6+5l3EHf49nzx+wRxsppR4a67tdTrHlESldSXTsCqKlq4gWLYS2OV36kEZIM9tJ5M8gkd++aIQgR7HUHcBauwtb9S6c5S9iDlZR9NpX8G77OY0XfIvgjA+MiLBsXzjOMy0Fl25dPRVxFHg9mnwVuI4+g73qXSy1+1pDqtui2PNpWnIXvoWfNUTHLKZTbt6nMYpQGRgMAXZRoXH9VqyiLiydWrOTmCro1aDp/r/ULirkmPR42hyTTFwVdMFSE6BuHQCJgrdQTKHBN2IwEFQaC1+kpOrjOMYWMO7cFwm7DhHM2UvMVtml16Wo2LBGx2FPFPHn/SXY5DDQuSiMkHBRXHUTtqieaiWQs4vGgldAzIw3z5Ggly/sWMe3Vwh8Tq7nzmADpWqCsTQyVqHb2j3Ngshmi4ONVgebLA62WhxE2t6bJlJvQ1wQOWa2dgrBNWtqqxC5JBHhfZEAparMT3zVfC1Qz3/nFPGQ00timIuQAIJqIqd5JYAebp2h/h1MxigJPhj2c1EsyIJElMlK507XzBo/dhTwI2chTaLxh561dMzN++ByowjVKMY40w3SQiIeJxaNUlFRgcfjwefzUVZWRiIe71Z87ChYXrxgMtsrGrE7HGw8Wk1MVil027hiUVkGLUk/a2aU8NG1M/nzpnLCsTj/2nmaf+08TVmhmysXjGPZpEJO1PrZe7qRvacbOd1wPgw5/8q7+OyftzOtJIeVU4tZOa2IYpuGfeoKvvHYHsJxBafVxL+/bwGrpw+NR5zsLKFx9bdpWvF13nrrdV7ddoApboW71pUixf2IUR9iIkQ8fwaR0lUkcqfBIAtomslGbMwSYmOW4F8AQjyAd+dv8G6/H4vvJCUv3kZs609ovOD/EZp67aC3ZyA8ue0k0YRCaZ6T9bO6zmsyEjD5T+M6+jSuI09hq9nZ6XfZUUiscD7xwrnEiuYTmnwlmmV4pFowGDo65uZtO623/LwGBgbpwyJqWEWNmpiJZI3SYquMRezez68nwVILTEVU3DjNYRo92yGNqR47MZjrBmL2MzR4X8Jz9iJMDiuuwAJcgQUkzI0E3XuJOI9iThRgjYzHFpmAOV6E0KJKfnfjeiRgjKWWiOM4EedxcJ1iy9m5uCs+h6i4UIUEjYUvEcrZN7iGdEOjaOK+nEL+113AEl8pZY3LcYsNyAX/wqvJeFWFHE3lqMnCJouTA2Yr6iDfVyUEkd0WO7stdn4PfMWr8vlgI98M1FGqyvy2+Sz/HqjjuzlF/M3hHfT2DASXfwEmxYUihQjm7Brq5vSbEiXBByJ+bg77WBMPdyqY1CBK7Dbb2G22ccRq4XeXH+H7784ioBhyRFbTNjevgH69TjE/r8HIwzjbDdKKx+PB2+K92BttBUugVay0Oxy8vl/3hLpozthB8/Qyi/orObA1Cfr3dCMIAjeumML3Kybx68W1vH2wkveO11FRF+C3rx3it8nKKW0oyrFR5rWwccc+LIUTOVbt51i1n79sPEaO3UzRB/6TcFxhSlEO93xgMWNzh75iq2ayMW/lpXx/m8Bmn8ay3FXMGZeX1m20Db+MyJBjSbFtFjdNK/8d34LPkrv9F3h2/Q5rwyHG/OujRMcso+6iHxErWZLWtqaDYDTBU9srAPjIBVORxOF789wOVcHkP4Wl8RjW+v04j7+ArXp7u1mixYsJTb2aWNEiYkXzjMrVBgYGWUlCE/hDVRGJEVL5VAU0BNQUFL2eBEtTUC8yM7l4F+WCAtogRCJImu5BE2nxmhNVfdogEHTtIfiKA9tnq3FF5+IITsecyCO3cT25jes7za9IAUzOCuZY7Oyvn4olXoQlXoSn+QJUMcxHj1oRNYmEuZG6kidJWGsHpd19QRYEtubUcrZxMqI8m1pqiLiP9nt9EVXsLAy3Db+URbp1r+xATBD5mbuAB525fDnYwDcC9UxWEjzcVMXXg/V82TOGDbbh80Cz9bxXTOQ3rwLA730PTZR7WXJ4IGga45UEM+UYcxMx3hfxs66D4LjHbONpm5ttFju7zXaqJFPrw36bqLC8fuRc99LJSLvmp5tu7Rfoc35eg5GHIT4aDDkeT/viKA3BKLsq9LDdS+eWDtp27SY9dK8xqofybbhhcML4WgUzQWT2xBLWzCghEo3y6v4qXt5TyemGEOPznMybkMf8CXlMK3BwzYJStrV4hNoLx/OfD7/G9lNN7D3diD+ihy5cNLOIr79vMVbz8AkdznVaWTWtmI1HqnlxT2VaxcdO4ZdPwc4P9a3PVHseDWu/S/Piz5O79Sd49j6E7dw2xv39EgJzPkLDmntQnEVpa3Nv+FpSDnTH09srCMdkSrx2Lp4zRF6PmooUqsUUqMIUOIMY8yFoMoKq6FXSVRk0BTEexNx0HEvjUcxNxxGVWKdVRYsXEZx+A8Hp70f2lGXeFgMDA4NhRlSVuO3Q1KFuxqDSSbBUzTiCerqU19TTRAeQN7JHzC2he2GTHsr3uW2DE8bXRjCLCqeJ5pcjFlpxBmbjDCzAGishYWoiZj9N1F6J4Kig9rKXsbUIodXBfF45tYy7d16OOTwJUXWgAAnXYc4VPo8mdf4/HSo0USbkOoDbvwSXfwERV//FR7/cod87hl8+sAzu6lvoZUiU+EFOEb925fP1QD1fCdYzPxHjzfoKHrPn8HVPCadNKT65TgPd+TQkz3uXbyEmOQdFDBPwdI4KyQiaRqGqMF5JMF5JkK/KmDQwoSG1vJvQcKgq0+Q4s+QYM+QYTq2zkL/PZOVRh4fH7B6O9FCtOhuue92RzbaDYX+2Y4iPBsOONw+eRdVgUqGbyUWDW9XWbgK35fzndNN9vjIbH1o5hZtXTCYuq+0ERH9zcyeP0CtmF3HTBdMJx2Q2HTjF1z5zC3e+8cqwEh6TXLVgPBuPVLPh4Dm+cOkcHNb07NiO4Zey1v/QS8VZTP1FP6J50e0UvPVtXCeeJ+fAX3Eee5amlf9O86LbQRq8m1OzxYLVZqOsrAzQC0iZLe23F47JPLFNr2b54VVTM1KZV4gHcFS8hvPka5ibyzEFzmAKnkNQ+5CgqQUNgYSnjETedCKlKwlOvwHZO2kQWm2QzcQU+N1+uH0uWIff5dDAoFdsosL9M05y15FJgyfCDTPMgRmImgVFCvDzRa/z5WMTB1eAtLZ4z5kGSXjsIl+ZeucWAt4dBLw7EFRTO482j0nGJmnUxkw4TQqi2cfH57zEl+saqYnbyIuP4+HZFdx6SkYbhiGpwZw9uP1LsIenIMkuFFOw94W6IMektBcg24ZfwoBCL5tFiW97ivmVK48f+ar5WNjHTRE/10YC/NhdwI/che3zUKaZuCoQUwWKrXq/x1SBuHrercsmKvxs2mm+9/LnAQh4t6GJfUh63k9smsql0SDXRgNMl+OMlxOMUxLY+pmboEIyc9hkZbPVwWP2HA6ZO+eo77IdWXjdS5LNtkM/7ZcFeG88rKgE0yDn0TAYVIbfP5pBxmkKxqioD7CorGComwLQGnI9mF6PmaK3fGWCIHQrIHb0CAW9gM2KyflEyrd3WaxmOLB0ciEFbhv1gSgbDp3l6oWZqdbZHxFC9k6m+v1/x17xOoUbvoml8QgFb3+bnH1/pv7C7xOedPmg5IO0OxxsO9mg50RFFyM7VoZ/ducpApEEhTk2Lp8/Lu1tSCKFanGeeAHniedxnN6AoHR986tYPcjucSi2PJBMaIIEoglNMIEooZpsJLyTSeRNJ543nUTuVDRTajehBgb9JabA/fvgk7MM8dFgZGIWND5TWstXj5Z1UXIkPYiKDUt0LFFn+SBtoW9Y/PMASOQc4Lbx1Xz9+IRBs33QSSFfWXehtCrglDQCbX7WRBnZdZyrJm+F08sHu/X9Im6tJm6pxhIvwemfjz/v3X6txyp0IyJ0d9vVDwHinGTm43nj+bUzn/ubz7I0EeWeQB2fCjfzDU8Jj9lz0AbhPi+iSuRtWI6lJd9pa6GlFsyCRl5oNpKciypG8Xu2d7eqAZOrylwTCXB9NMCV0UCXHougV52ulMzUiRIJQUBGQBYEZEARBGIInDBZOGy2cshk5ajJSrifAm4mrnvDlWy2HfppvyzC5gmwpApMI78gUzZjiI9Zzr7KRr7+ty04rSYeuesSLKahHb2daQxzrNqPgJ7v0WDkIYkCV8wfx982HefFPZV9Fh/Nop5/U9bOf2+bm7M7BiJCRMou4fTHNuHZ8yB5m+/D0nSMsU/fTLR4IU3L/o3Q1PelvTK23eHoJDi2ticu8/h7+iDxlpVTMKfR61GI+bGd24b97HvYT7+F7ex7CG2eeMvOEkJTriJWvAjZXUrCPQ7ZXWpUnDYwMDAYgZji+Yyt/AxocGbS/ahSd+VhMkN9xIMpNAWAWM7eIW1LWsmmfGWC7v2YV1+Cy78Af+67fbNd0kBUqfO15CuXWnJxKr2sZAACxBarg+VFU/hkuJkf+qqZoCT4Z2Ml3zVZ+ZG7gL87PGmvjB1RJSLd3btqAr/adTMAfs/2tIbW21WV5fEwq+NhLo6FuDAWajfgrxclnrW5ec/ioFIyc9pkplIy40/zfa6BgYFBRwzxMcuZMcaD02rCH0mw6WgNF80eWsHv7WN1AMyfkEdRTmZqmVoluGue4TWTTq6YP56/bTrOoapmTtUFmFiYunBlN+n5N9c8CRuuhzybPi0x2NEokhnf4i8QnHkTee9+n5z9f8VWs5sxz32CuHcKzcu+jH/WLWDqPodNunh+92maw3HyXVauWjh+QOuSQjXYK9/BVrUZ+9n3sNQfQNDa3w3H86YTmnINwanXEitZDGm+ATcwMDAwGBpkcwOyyY85kYczMJeAd9uQtue542sREEmY61Gs1ZnZqEmFVacHJ+w6Swm5D5DbcAlmORdrZCIxx6nUFzarOO/YTOjXq/V3q6aHxyuDeyOuCQJ/dObyhD2H//TX8oVQI7PkGH9qquK//LX8nyuf3zvz+u3N1xcsgTlU+ErRhNiAz8k8ReaiWIjV8TCrY2EWJSKdItVPSmaesufwtD2Hdy0OlGEaPWVgYDC6McTHLMdikrhs3jie2HqSF3dXDrH4KPD2UV18zGTItVWCLy3I2OaygrG5DhZNzGfXqQZe3FPJHZfO7tPyyfybbsvg5OLsCcVRSN2lP6NxxTfI3fErcvb9CUvzCYpe/RJ57/6Q5iVfxD/nI6j23ovpRGQIJuBPh3SPTJe5d3vissJjW3Svx5tWTu6fN7KmYTv7Hp5dv8V17FkErb2HgGLPJzJ2JdHSlYQmX0kib3rft2FgYGBgMGBiqsi95eOIqYMkeAgQzNlNbsPFuPwLCHi2DamH3tPHLgIg6N5PTBtk25OYNFh9enC30Q80ICCL/cy2N7SoUpSw8wjO4Bxc/gV9Ex+BeMutTdysgjmze8AvSnzDO4YfuQv5UrCBO4MNTFAS/NxXzX8G6viFK58HnLnUSCkmm4xIsHWc7pFpVXsvkKOBtWEtACHvjn57Iy+MR/hSsIEPh32dcjY2CSLvWh1ssjh43uZmr9k2KGmE+sugX/eGMdlsOxj2ZzuG+GjAVQvG88TWk+ysqOdsU5ixuV2Hgg421tJZ1AZimCWRtTPHDEkb2hKLRvndT+/j9n+7G6vNyF3XV65cOJ5dpxp4dV8Vn7loZlpDhzOB4i6lfv0PaFzxdTy7H8S767eYQucoePvb5G/6L0KTr8Q/+1bCZZdCFzeoHYsNPXAwWWyoZwFyw6FzNARjeOwWrl00sW+NlmO4jz6JZ9dvsdXsbp0cz51KpPQCoqUriY5dQcI7ZVjdhBoYGBhkK3FN5N7ywc2NHHTvw9twIZZ4EZbYWOK2s4O6ve6o9I1hT61e5TrsPoCcAdt7wiqq3F12hvsqhm4gHFCkdqlPRhLBnD04g3NwhGbQqFj7FDqc0MQ270OTw61eMvEdTzE/dhfwuVATXw3UU6rK/Je/lu/4a3nZ5uLPjlyetbuJdRcRkhDhNytAFWHbeD2E/M6eK3TbwpMwxwtRhQRNnq19arOkaVwf8fPlYANr4+HW6SclM29bnWyyONhkdXDIZB2UXJbpIhPXveFKNtsOhv3ZzshSAwwGhbJCN7NLvQC8tKdyyNrhnLMegJVTi3DZ+lHaLo1EwmHqa2q4/757qa+pIRIO975QmvH5fPh8voxvN12smV6Cy2bCF4mz+VjNoG4rIkOgJSw7ENe/pwvVnkfTqv+g4rb91K2/j7hnEoISx3XsWcY+cwtlD8yk4M27sdTugTZJvHsqNtQTz2yvAOCaReOxdVfNXFMRw/VY6g5gP/UG7oP/IP+deyj7/RyKX7oDW81uNEEiMP0GztzyCqc/uZ26y+8nMOcjJHKnGsKjgYGBwTDBISq8uOggDnHwBBjVFCLiPA6Ay79w0LbTGy+XXwiAbD+NbPZlxPbusIsKRZY490w+Q5Eljn0I2iABeeYEIzXrT9ReQcLUhKiZcQbn9GnZ5P5Oeb8nRIi17KmYpH9PE0FR4ifuAiaPmc5nc8ey32TFBFwTDfJoYyXnzh7mN01VrIyF293nAXqeSrWl4JA9phcf6iV3pdu3FIA1EzdhswS6nknTyFNkZieiXBwN8pFQM9/11XCy+giPN1ayNh5GBf5lc3NpQRmTS6bzybxxPOjK46DZNqyFR8jMdW+4ks22g2F/tmN4PhoAcPXCCRysaublvZV8Yt00pAzkO2lLQlFxzNRDEIa6ynUkHGbZpHxiUb0G1/r5ZVhtNradbOi2QEg6MVssWG02ysrKALBYrZgtlkHfbrqxmiUumVPKMztO8eLuStYNkjdrRw/D9U+n5mHYVzSzE9/iz+NbdAe2s+/hPvh3XEeewhSpx7vrN3h3/YZY/kyC028kOONGcE3rw8o1pHAtNUe2sqb2RT5rPsMl9TZsTyQQ5BiCcv4lxoNI4VoEtWuFVbHl4Zv/KXwLPoPiHvkV4w0MDAxGM5KgcUV+M1J3lX/TRCBnN47QDJyB2TQVvIYmDnYi5fZoGrx8Qhcf4y2FZjJle0fsokLj+q1YWyoRn1qzk5gqkLdhebuKxINFXBWIqQJFVv1/3GaViakCcXV4C0adECCUsxdv44W4/AsJenamvKgktH/vkYQIv1ypC3sADy5PycOwr8QFkT848/iDI5dFiSifCDdza7iZQlXhjlATd4SaOC5ZeNSRwz/tHj2UOUkKduQrMgujEqtjx5lh2sC12iY+XWvGpGrY0LBqGjZNw6UpFCsKlm48Yn2CyEPOXH7lyuNEBvKQDwZDde4PB7LZdjDsz3YM8dEAgAtnjeHXrx6kIRhj64k6Vk0rzuj2N55oQrK7cVlNLJtSmNFtdyQRjxOLRqmoqMDj8eDz+SgrKyMRj2dEfLQ7HGw72UBjXR3r55fxxp7yjGx3MLhq4Xie2XGK7eV11Pojg1JEqCcPw0EpWSQIevhy6Urq1/8IZ/kLuA/8A8ep17E2HMa6+Qfkb/4BhQXz+Gbkeh613sAJ0xQkTWaMWo3zXBWuaBWmQBUm/2ks9Yew1h9AijYyCViZdPpNIT2VKtlQnEXIzhIUZzGhyVcQnPFBNHNmijUZGBgYGIwMoo5yZJMfk5yDMzCLoGdPRrd/oG46VYExmMUEiZyDDGWksUXUsIoaNTETKnoYWLFVxiJq3VcnTiMRVSJvw3Im2SLsv2Avc9+dz8moPSPCZ7oJ5uzF07gWa6wEc6yYhHUQIl0UQRce7TFd5NOAiFWfPhiBUoLALoudXRY73/AUc2U0yCfCzbwvEmCqEudbgXq+FajnsMnCo+Zc/pnTyEHZiYhKsS3E+ESI8WqMcUqCiUqCOYko8xIxxiQfGpsP6O81cCk9PwSIIVAtmagWTZyTTLxmc/Fnh5egUZnawMBgBGKIjwYA2C0mLpo9lud3n+aF3ZUZFx+fP6AXmlk1Jb9/BTYGAY/Hg9frHdRtRMJhEnH9xsNssbSKjHaHA7fHo3+2j0zhEWBqsYdpJTkcq/bz3M5TfHr9zJSWGykVyDWzneCMDxCc8QGkUA2uY8/iOvIktqrNOOr38QP28YPQf1MjFFKgNSChwhPdr69ay+WoOo7imcvJHzsZ1WRDk2xokhXNZEWTbKhmB4qzGMVZhGrJMUKoDQwMDAx6R9AIuvfgbVrb4qWWWfEx6fW4fsJ2HpOiIA/9EEQFNATUQVRC7aKCpcXDMq4KrQJjRJXwK/o+8CumESk8AiimAFFHOfbwVNy+JTQWvZDagiaV73xkEz8xJeXfFBDIeLGkhCDyL3sO/7LnkKvK3BDx86Gwj4tjIWbKcb4j1/Cdqx+lNmYj1xzDLGrQQ8akes3NEXUC+xwxbp+3n6+VT6RZMxEVBGIIRAWRsNAiOEpmmgXRuM8zMDAYNQz9P7/BsOHqReN5fvdp3jteS30gSoE7M0VWAlGZt483AnDh9KH1eswkHcO7Uw3tttps3HX3PSOmCM51iyfyfy/s45HN5SyfUsTc8b1XiR6JFcgVZzG+hbfhW3gbUuAspsPPcHrLU6xOvEexVtc6X8KWj+oei+weR8JdSiJvBrGC2TxSbuOXm2qYkO/iD9euo9m42TQwMDAY9URVkdsOTiGagYInwZy9eJrWYI2VYo4VkrDW9b5QGpBViTdOrgbg+mkbeKwlvXgmbR8KOoZ3dwztTtrd0f5oSzXYIdsvWof3Xgh4durio38hEecxIs5jvS4TE6FqSTWxc4VD6gXbF5pEEw8583jImUeBInNjxM+HQn4ujIUoskZb52sUJCpNZs5IJiolM4dNVvaZbZRHF6PVfxBFClFT8Au2i+N52JnfWnwnmxjt535PZLPtYNif7Ri9niW0LcjRXTGO6SUephTloGoar+w90+P6YtEov/jhd1uFs4Hw+pEG4oqG7Kth5picAa9vpNA2vLuiooJYNNrqBdkTVpuNL33zuxkXH82i/uptWkeuWDCe5VMKUTWN7z29i+ZQ6tUQRwqRcJi66mr+5567qauuJih5qVvwedbkvsL4/ANc6H2eaXk7sRdWs++z5VR+bCPnrn+E+kv+D9+izxEqvYBH9/kBeP+SiQiG8GhgYGCQFSQ0kT+cLR64ANG2IIfc9boUs4+o/STQe+EZq6hyz+TTWMWBxyG/V7WQ5pgHpznEJRPPV/dNm+3DlLbh3TUxE1ZRa/WChI4Vn88TU/VqsBmvwC1pei7FiBXCVv1dUvXpPRBxHifo1j1p82uuxZTw9Lqpkdb3yQJFP5haQZElTsgs8IArj0s8Uyh99mOs33QlM16/EedjnyE/fy4Li6dybUEZn88t5efuAt6wuogG1gAQyNlFQtBGlP3pZqT1fzrJZtuhB/u1Ni+DUUt2HvVZRrIgx/qn9e/rn+pagBQEgasWjgfgxT2VqB0ruiXX16YSdHNT44Dblwy5Dh18CzELRRePx4PH0/uN2lBjN+lFXDZcr3/fcH1qRV1EQeA/3reQohw79YEoP3x2d7fH1kgk6cF6wYwxPPCzH3HBjDEsm5TfWiH9jDSOty1rOG6aQlToOhfjlmO11Poj2C0Sl84zisQYGCTp7aFH8r8s3VXuDQwyhVNS2LdyF05pAJU/kwU5Hlyuf39gWbfVgIOe3fp2A3Ohm1DftpWgc02J/rerhWTI9UVlm7G2WV9abB8BqC2vjiTtHjb2m1uKuNzWIhDftjXloi6NhS8Tt9QiqXYKqm8Arecw8pHU90kP1up127m77CzV67bTuH5ra6XumqiDtxrGcDTkIax0nYTSEi3FGitBQyXo2TWi7B8Mstn+bLYdurC/t4ceKTxYMxg5GD2YBXQsyCFrnQt0JLlkTikWk8i55jC7Kxo6/Z4UWtbPLwPg4gWTW0WW/iC5C9h+Wk+OEjrwZr/XY5AZ7CYosOv5GAvsqVeT9jgs/OcNizCJAjtO1vP3TceB9HrQDhVtPVibmppavVjlROoDtmd2nALg8nnjcFoHI3u6gcHIJPnQo+PLbtLFxvVP6fOtf1p/yGYIkAYjDRGNOa4I4kDcPdoW5LDHQBX1aV0Qdh5FkUJIqh1HaEan35NCy6k1euXik2t2tIosvdKF10ogbued0ysAuGLKhna/pcX2EUzS7mFlv1kFZwJWndbfU6wmrYkydSVPogoxrLGx5NZfAnTvQTuS+r6tB+u5brxYe8PtWwK0nH+mwIiyfzDIZvuz2Xbowv7kQ487N7d5tTz06MODNYORgdF7Bu1w282smzkG0L0fO9IxVDgei7ULFfb5fDQ3N+Pznc+2bBbB1OYeuK3Ximf1h9GA2SVOEg2dt2cw/EjmY+xrMZhZpbl87uJZAPz57aNsOXym1YO2vqZmQCL2cCBZoKivXqyn64PsrKgH9PyYBgYG7bGbIMdy/pXqQw8Dg6wjlYIcgkrQvQ8Adxeh151DhWknsoiAgNZ+ACFpILZ4rnTwWvntrg8SU6wUO2tZVHJgINYZZAqTBqtP6+99QLY00tBScCbHtxRvaEarB22RJZ66iD1MOV+gqG+IshNnUL//DXi2p71dBgYjHrMKNuX8K8WHHgYjD0N8NOjEVQv00OuNR6rxhbvOQdgxVNhssWC12SgrKyM3N5eysjKsNptewdkEG27Q52sbqnuiNohr/mUA3HmhIbp0ZKQVlkmFG5aVsXZGCRrwzb++xSUXLAZg/fyydqHK2cSzO3Wvx0UT85lY6B7i1hgYjBzsJtj8QfjcbHj3A6mlgTAwMIBgjp6fzxYpwxTP7XKejqHCcVUgpgoUW2XGWGWKrTIxVSCuCvpA8XPb9BnbhOqKcS+/36vfAH5u8d8Rhez09OmO7grOjGTC7kP4WwS2MfVX8cbcGgBOrdnZLlQ5m3D5FyAgEbfUEbOfHurmGBiMHJJekXdsgWWV8Pn3DGFyhDN6/u0M0sb8CXmU5jlJKCqv7a9KaRm7w8G2kw1s2FsBwIa9Fe0qNycHhO4WrxVN0/j9xnIEQWT91DwumNT1zW82M1SFZQYTQRD42jXzGeOxITm8XPO9x6lraOxTwZ3RRDgmtxZ3um6JIcAbGPQVrxW+sRgK+5AGwsBgOBFWJa7cOYtwN/kXBwPZ0kDUpkebuPwLUlomokrkbVjOxI36Q8OJGxe3q9yMqWVAaD3vtWKrvYy4YmFO4WEun/J2p3UOhe3DiSbZzJU7Z9Ekj650K00FryPbqggnHNz+0rc4GXJ0ClXuV9+PxIIUmoDbr58zAc+OVs/kbD/2s9n+bLYd+mG/WQWXDBeeAnv2PbwYbRjio0EnBEHg6hbvxxd3n0ZLsTiI3eHA3eIN6fZ4WoXHrnjj4FmOVAfQ5ARfvaRswG02GDm4bGa+fsUMNDnOnnNhHthSTU5O/6uc97cK93Dgtf1VhOMyhW4bF0wvHurmGBgYGBhkGEUTeKUxF0XLbMG9YM4uAJyB+ZBi1dWIKuGXdZXfL5vOC49dYAuXYWkJNf23FX/o0utxqGwfFPohjI0q+9siKITHPkGOJciJ5on8+N3Po3TYL32yvZ9VuIcD9tB0THIOqhgl1JLuAEZx36dINtufzbaDYX+2MwKG5wZDweXzxiGJAhX1QbaeqEt5uVRChSNxmQffOAyAf/vTTMjtugLwaGAkC2ODyaQCF42v/Q6AB94u54evloPQv53S3yrcQ42maTyzowKAaxdPQBKz/KAwMDAwyELckkzz+vdwS5mtlhR2HUYVo5gUl175OkWiqsi95eN6DhXWBHLr9bQ6H5zxKrMLj3U521DZnlYGIIyNCvu7QbU0878X/wSAl05cxD1vfZVYGw/PPtk+gCrcQ01OS6GZoHsfmni+EOFo7vtUyGb7s9l2MOzPdozRrgExBX6xR39PkuuycuEsvfDMfz+1k32VjSmtq7tQYaukV0i2SvDI5hPUB6J4HWZ8mx9Nmx3DkZEqjGWC4J6Xue2CcQA8urOaog9+h3C8f39ENkljw76T5DXu4+Wdx9l8pIqDZ5poCEZRU/TczTR7TjVwqj6IWRK5euGEoW6OgYGBgcEQkWMa5FAyWYBNE/T3FjRRbs39mF97FfbQ1JRWFVNF7i2fQKyj+GhS9QrJJhW3bzGWeCGaGOMbyx/ucX2DbvtgM0BhbMTb3wOXlW3lKyseREDltZPruPVfP0CQz0dF9cl2s4pTnk3ewml4YstxRmdhjYxDkt3DIwy7C69Xc6wAW6QMgIBnZ6dFRnPfp0I225/NtoNhfzZjSCAGxBS4fx98clb7CsZfuXIeNb4IB8408a1/buVHt6xgnKt/LtLJCsnnmsM8uqUcgI+tLOPr8Ui7ytijEbtJz3UJ53NeGuh8cd1Epo/N45tP7sM+eSnfenIfP/zwCoo93Yfsd0TTNB588zCPbinHDfx9Y/vfLSaRcXlOvnndIiYVZa6gi0nUMIuQaDP+aOv1+mpLPtW1M0vIdVoz1i4DAwMDgyxDFmHzBFhSBW0GfU35GzDF83GEp1J47kZqxzwOnqP920ZLhWRRseNpXAdANP8dipxN1MRMqB0rZI8mzKqe6xLa5bw0gJtnP0+Jq47vvvVVdtbMwtVYQqjkMXBU92k97qbl5DVdCmWAfwz4z/+moZAwN9FY9AIx+5m0tr9X2lZ6h3Zer0mP4oj9JLKlIbPtMjAwMBiGZPw+QJVlwvV1aIqheA93HFYTP/jQMmaO9RKJK9z9z60cqwkMaJ0PvH6IhKIyc6yXS+eVtlbILisrw2K1YrZY0tR6g5HCTUvH89tb5qBE/JxuDHPnn97lUFVTyss//M6xVkE75BjLymklTCvJwW3Xw3viskp5bYAH3zw0KO3vDrvUvderrKi8e0yvAHnx7LEZbZeBgYGBgQEAgkJdyRNEHCcQMFFU/UFMockDWqW3cR2SaidhbiTg2dp9hWyDrGHthG385upvUuKsR0rkUlL18T4dZ67mJeQ1XApA+Fw9IfthYtazKFIIAAEJS6KA3PrLM+8F2U2ldzRwhGbqbXYfzHCjDAwMDPrPYOp1GfPBUuJxyl94jprduwFY+qWvYMvL48Tzz2Fxuxm/7sJMNcWgDzitZu67ZTn//o/3OHrOx389dwBL8ZR+rWt3RT3vHNGfdH7hstk4nU62nWygsa6O9fPLeGNPeY9FagxGL0sneKj+y9dZ+o2HOeeL8rW/beE/3rewNfS/Ox7fcpy/b9RzSd1ywXR+dGYa//5+yGnRsEOxBIeqmrn7ka1sPVHHkXPNzBjjHWRrztOd1+ve040EIgnsFonFkwoy1h4DAwMDg+FFSJGYu3khIWWIKp+KugBZeO4m7JFJOM98iHerDjKpoO+CiTlWiMu3CICmgteIAHkbllNgSXBqzU4mblxMfdzcWqhmyG0fYrLJ/hn5J3nqhq+x7LH7MMXG4D5zKzP+5SZk39/jcq7QfPKbrgAg4NxJ43tBWLYZbPqgWFDNmOOFlJz5KNZYCfbwFCLOE4NuTzu6qPRujhdiTuShoRJ2ds55mk193xXZbH822w6G/cOZTOh1GfN8rHjtVULV1cz71KcRTec1T+/kKdTv7/mPx2Bocdl0AXJKcQ6hmELRh77H4Zpgn9ahqCq/elW/kb10bimzS3OB9hWy7XZDeMxm5Kaz3PeB+cyfkEdcVvnvp3by7Ue3cbAbL0i3v5y/bzwCwIcvmMJNqzrnq3JazcybWEhJsV5J+q8bjw+eAX1gY4sIv2JKERaT8edrYGBgkK2oQGXUwlAG6mqiTN2Yx4jaTyFoZj7z4nfYVT2njyuBvPrLEBCJ2MuJOPT/254qZA8H24eSbLO/xNVAcOKfCDuPICASr3o/hVUfwRYu69Jj0Tm+iLymKwEI5Oym0ftqp3k0MUHcdI5gWI+A8TSuGRY5IB2hGQDE7JWoUrjT79nW9x3JZvuz2XYw7B/OZEKvy5jnY+Ohg8y4+RZyxo+nbbCFo6iIaFNqxUwAfBUnObNxI6FzZ4kHAsz68K3kz5rd+nv9wQNUb9tK8OxZ5EiEhZ//Iq4x7b2n9j70e/wVFe2mlSxdxtTr3t8f07KCHLuFH394BV/9yyZONcAdjxzg/ptm974gEE0oPLThCCfrAtjMEp+9aOYgt9ZgpOK2mfnRh1fwi5f38+LuSrYcr2XL8VoWleVz/fKpoOWDIOAKVJDXrIdRf2D5JD594QwCia7DuGIK7BKmMYYaNh+r4XiNj6nFnkya1Q5V09h0VBcf18woGbJ2GBgYGBgMPW5JwXfRVjxvLiegDF1SaE2UqR3zKGPP3Uw0MpGvv/ptfnjxfbx/8o5UFsbTtApbpAwNlcbCVyGFyOrhYvtQkZX2iwnqSp6kqGkdjkb9mLFFyohZz+BzbSHSMpujuJj8+TMQEAi699FY+CLEuvGZkUV87zThukLBGivFFplE1HEyYyZ1hSOoi49h55Euf8/Kvm9DNtufzbaDYX93DAeNK116XU9krMcT4TAWp7PTdCUR79N6lHgCV0kJxYuXcPiRv3f6XY3HyZkwkYK58zj+zNPdrqd4yVImXnxJ63fRbO5TO7KB5hg8eEAvROMyg8dh4bvXzeUjP36M5sKJfOzhvRS8/z+obAwzx+vttLymaWw4eI4H3jxEnT8KwMfWTKPAbes072inbbVvg54xSyJfu3o+1y2eyD/ePc47h6vZVdHArooGii1eYrZ8PH49pObKhRO545JZCELPo5y4xcPSyUVsL6/lbxuPc88HlmTClC45XNVMQzCGWRJZMbVoyNphYGBgYJDlRCTYOk4vRGNV0cwJguP+wSX+69hRM5uvvHIvT4/fjiTtAlNd5+U1sIenkFt/KeZEPgAB77bsLK7Rptq3QS8IGpHC19l02V9Y++IdWPzzscbGURT7IPGLgoTravBMnoQgCITsh2koeg6Ent0ZlUiMoGM/7vACPI1riNpPpiSADwamhBdLXI+46U58NDAwMGjLcNC40qXX9UTGxEfX2LE0Hj3C2JWr9Aktfwg1O3bgHj8h5fXkTZ9O3vTp3f5etFDPNRNt6rlghWQ2Y3FnrvLtSCMiw6rHQdbggYN6hd4dN4PHbqbmkf/HrT97nndONOGcuZavPLKLS+bW8rE10yjN0w/Yw2eb+c1rBzlwRu8Hr8PCJy+cwTULxw+lWUNGstq3QepMK/HwnRuXcKo+wD/ePcEbB85iizdjizcDEHKN5/OXzelVeExy06ppbC+v5Z0j1ZysDWS08nVbknlPl04uxG4xnvgZGBgYGAwBCRF+swJUEbaN16v03rkF7HH+eM09fG3DXbxavo4NlUtxsxTJeYTmvLdJWHUR0hwvILfuUuwRvXCIKkZpzt1IwLttKK0aOlqqfRukzpTcM4TGPEt97iZymlbh8s/H4nFh8bgAvbhM/YpnexUek/hztuAKz8MWHY81MpGY49RgNr9bkl6PMWsVinlghToNDAyyg+GgcaVLr+uJjI18J156GQf/8jDhujo0VeXs5s2E62rxV1Yy/9OfyVQzWqndu4favXuwuFzkzZjJ+AvXI/VQaVmVZVRZbv0ux2KZaOaQkVB14bHt90TLw1w13Mz9N81mT5Wfm//7L9jLFvLa/ireOHCWK+aPQ1ZVXt1XBYBJFLhx+SRuvWAqLpvhXWrQdyYWuLn7uoV8fO10/vbuCd48cIYGaylPf3oeTnPqj7WnjfGydHIh28vr+Pu7x/l/1y8axFafp63Xq6Zprfke1xoh1wYGBgbDHpckI0h6cYuEJhBVJWyigrmNIBJTReKaiENUkNpMj6oiCU3EKSmIbRLRhVUJRRNwSzLulnW7JYWQIqG2fG5LQJEQAWen6SYkQcMuKQShnaeXSVCxS/p9qyZBMlO3RVCxiipawkRQFcHecj8bseJC1dtkiXDvhT/hY/Oe4C97buHVilU4QjOwh6YTdR1ElqK4fIsQENFQiXl20pj3DgkpgluS2zaxpaiA1mKjjKq1tSk5/bxdSZsc4vlpKgIhRcIsqNjE856FiiYQVqVWm5Kk0k8ddhe07F+1zb1v237qaFMq/dRxubb7QG2z9bbrGYhNfT32+mPT+ek991Ny/R33cdL+ttsxWRtJjHmO5sIN2OovwOpfRKTKT3Dxn3Dbo63zRQQBGXBIClKb9ocEERWwWRuI5+zD6l9AftNqqh0VabEpidDhHfTzyWJVia+uwGJNIIsa9pZ8j4r7UOt+6NhPyTaZBb2Ph6qf0nU+DcV1b7jZ1JaebRq6695wuEYkGY3XvWQ/aZJGEJCjUVDO2yyaTO1yKQ4GfdW42pIJvS5j4qNnYhkLv/BFzrzzNo7iYppOHMc1ZiwLbvsczuLMDsKL5i/A6vFiyXETqq6m4tVXiNTXM+vDt3a7TOXbb1G54c0MtnL4s6A0h9p/fps/v1vBozuq2H+miRf3VLb+fsH0Ym6/eFarN6SBwUAYm+vgG9fM464r5vLAAYE8e9/X8dHVU9leXseGg2f52JppTChwpb+hHWjr9XqiJsC55jCiILBymhFybWBgYDDcObN2BzlOPeToD1VF3HZoKvfPOMlnSmtb57m3fBz3lk/giQVHuCK/uXX6bQen8IezxWxZtpc5rkjr9Ct3zuKVxlwq1+4gx6QPYs6s28HczQupjFrwXbS1XRs8by5nvC3O/lW7W6f5ZQnvhhVcktvMI9PLyfv5GorNCWQNGrByS0kDDy85DEBz0Erez9cA8M1JZ7hn8pnWaTlmBb+s54Q5vXYHXpcuRrokhal5p3jgyu+zp3YaP932Ed6qXIo9eL4QzQWle/j2BQ8yK7+iS5sA5m5eiF8WW9a/s51NpbZ4q+0dbXpp8aHWeQ8E7czbsoiPj6njwdnnKxm/3ODlql2zW21K0ls/PTxXrz5cYtUHor6E3r5XFx1gluu82NWTTan2UxJrywA5uQ90mxZy1+GyVvsHYtNAjr2+2tSXfiqxykRVgaZE8hg7fww8fLaQgCLx4KwTbWx6g28fnsAP/nkBz6zYz/vGnA/h//iOmfwVeHXxAVYV+1qnX7JpHm8C+1ftJsEpLnvkN5gjZUzTijhrOjdgm9Zsn9dqS0da++myLQD87MR0fn50HACbL32Uyd6zQPf9dENRI384WzLk/QRDc+wN5Lo3XG2CnvtpqK57w+caMfqve/6QBe/P1rL9//4H1PMhy+PXX9QuJDrd9Efjaksm9DphzX99bxjUBOsfG7/z7U7JOJNEm5rY/tP/6zIZZ0eay0+w/09/ZMlX/g17Xn6X83Tl+bj9//6HnZU+3Dk5AzNkkPHHYcmj7aftuBlyLO1/72pax2UIN7NkYi5NLS6/ubm57DjVhNvjYcfJev668RiyqvHpC2eweFJBau1r1te541QTOV3kjsw0yfY0NTXh9Xppbm5utTOd7Wu7HWBQtjFcGYx93NVx3NX0b/xtC7tONXDp3FLuvm5hRm3589tH+cvGYywuK+DHt64Y8LYNDAxGHgG/n8XjPaz81rcx2bIvB/JIQU5obHk0gOsr7yBYB8/zUURjujPK0ZCNgGLqn+djXCD48zXgbPFiDFkx3bUJuyMBgBY16b/fuRmLPaF7PianOVqWCVtxfXkjXleU02t3ci6m+yeMscpMeGcxPtmEKTweS8OFiLKTaMFbyK7DrW5gPXmWuE0yTeu3ta4naZMJjUU5IY6GbK0eMZnwABpjiVG1bgfVMRMaAqAxxioz7p0lBOTzybkH6i3jMcnd7ksVgYgiMtcV4lTE2mr/aPEAKrbEOb12Z6d9nLRfRGOyI8aegBOLqKZkUyRsRr5/NY4vb0SytfF8DFtQ778A15c3IthknGdvwBqYR8R+gtrSRwZsk0nQaFq/tdUWAY0Sq0zuhuVEFLFdP5malpJTezUJSy2BSb/t1qbkeb834CCmSUPuqQWZPfbScd0bbja1pad+Gqrr3nC5Rozm616r52NMIviztSy9zozJ3HfPx0xqXJkmc9Wujx5BEERyp01rN73p2DE0Tesxxn2wcY/T8xBGGxq77ZhMuMmOZARBYOnkQpZOLhzqphgY9MhH1kxj16kG3jhQ1S5PaSZI5ns0qlwbGBgYjAyCiqld2BRAVJWIdjFvWO26qpweetyZgGLCLcm8t3wfnjeXtxuIdkTtZrqiCQST62/jTiBr4vn522w/ronEFbHdtCRBRULqYhsBxaSvy3oOxj7SplFdz9uZ83a1/d0uKa22t52uaEKX60loIgmlc8XjVps60Fs/aS2vZO+GFKnL7XZXkbW3fhK7yAzTdh+4JZndK/d2WfW1vzZ1pKdjL9XpPR173fVTcnrHfZy03y3J7Fhx3vaUbNL0/RFWJGirCWj62oMt06PezYwNzMMemYIlWkrAdnZANnlMcjtb2tKxn4oCswAIOY90uf6kTW3P+5gydP2UzvOpI4N93RtuNqU6faivex3J9LE3mq97rf3Usn2TzdZOfMw0qWhcbcmEXte5dweJildfQdO6qgCnUfHqK5lqRpeEzp0DMArQGBhkGJ/PR3NzMz6fr/eZ08SCCXnMHZeLqsE/Nh/v07KxaJRf/PC7xKJd/QX2zJmGIBV1AQRg9YziPi9vYGBgYGBgYDCSEAEBLXMDTiBhrSfk1FMOeBpX93l5q6hyz+TT7TywUkFU7NgiEwEIu4wq1wYGBkNLXzWuTOh1GfsviDY04CjsnOPMXlBItLGhiyW6RonFCJ47R7BlZ0abmgieO0e0uRnQS4QHz50jXKfnBYjU1xM8d454QK82Fmls4PSGNwmerSLa1ETD4UMcffJxciaW4SwxvJEMMo/P58uo+DYcMFssWG02ysrKyM3NpaysDKvNhjnFhLh9IdLiYR+I658FQeBja/UnOq/uq6K6OZzyumLRKPffd2+/xMeNR2sAmD0ul3yXEWppYGBgYJBmunLNMhhyRDI44BomxFWBmCpQbJUZY5UptsrEVIG4OgheQC05RYlJehV3wJe3EQBHeBqWaN/GdzZR5Z7JZ9qFuqaCPTQVAZGEqYmEpbb3BQwMDAxaGA4aV7r0up7IWByxZLMRbWrElpvbbnq0sSHlCjwAgbNV7P/jQ63fT770IqCXH59+4wdoPHKYY0892fr7kcf+CZxP8ClKEs0nTnB287soiQTWHA/5s+cw/sL1A7BueGMW9VeyWrVJ0L8b9ExSEBwsYdBssWCxWikrKwMYNPFtOGJ3ONh2soHGujrWzy9jw94K8goLsTscad1ORIb1T+mf1z+tH/c7bobFZQXMHOvl8Nlm/v7ucb569fzU1hfRhcqAz4fZYmnX3t6Ol41GyLWBgYGBQRf45a5DxFJG0kBSIWLVv4uqPm0EMGDbB4AIqIPolacLcFBsTVY87iy+DaX9g0lElcjbsJwCS4JTa3YyceNi6uNmIm3CJNNie0KEB5bpnx9crp8Hd24hYa0l7DyKIzQdT9Ma6sY8ntLq7KJCTkuYtV1U8LUZKvd2vDiCepXrsOtI5zLfXTBa+z5Vstn+bLYdDPu7YjhoXOnS63oiY+Jj/syZlL/4ArM+fGtrzHmkoYHyl14ib8bMlNfjnTSZNf/1vW5/L160mOJFi7v93erxMv8zn0294aMAu0kXXBqjugCz4QZ9mkHXtPXKSzIYwqDd4eCNPeWsmVk6aOLbcMbucOD2eABwezyDYntCBVlr/z2hgt0k8PG10/jWP7fx0p5K3r+kjCnFPReOioTDXLxgMgDr5+uemttONqR0vNT6Ixw+2wzA6umG+GhgYGBgoBNQTHg3DLAAmVkXXAibdAHmc9v0acOctNjeD9p65SUZDK+8iCoxaeMSzq7b0aX4NlT2Z4qIKuFvuQnzy6bBsV0RQBXB3lI4KWLVp5nBl7sRR2g6jtB0bOEyoo6KHldlFxUa12/FKuptPrlmB3kbVqR0vAiqBXtEv0cMO3sPuR7tfd8b2Wx/NtsOhv3dMRw0rnTpdT2RMQmq7PIrOfDwn9n5i59jaakOHff7yZk4kUlXXJmpZmQtdhO4Lec/G3RP0isvEY+3Tuvo5Za2bdn1dQ6W+GbQPcsmF7JsciHbyuu4/+X9/PRjqxCE7gceiXiceCxGRUUFAGVlZSTicXK83l69ODe1eD1OKc5hbK7RzwYGBgYGOpKgcUluM683eVG0AYhfZhVaqnJjGv7CI6TR9j6S9MqziOefTsZVoZ04ls5tQWfxDYbO/uFA2m3vYhVxWzVB915cgfnk1l3OuQm/B6H7c8MialhFjZqW6uTFVhmLqOGTTb16cdpDUxA0E7IUIG6r6rW52dz3kN32Z7PtYNg/nMmEXpex4FuTzcb82z7H7I9+jDHLV1C6eg1zP/kp5n3qM5js9kw1w8AgJewOBzleb+vLEAZ7J6bAL/bo751+G0ChlsFCEAS+eNlsTKLA/jNNvH6g95tFAI/Hg6fFYzNJb16cyZDrtUbItYGBgYFBGxyiwkuLD+EQu/jzHOUMpe0RVcInm1pfgyE89saI63tZgE0T9PcO9LVIS6Zsb8p/E1WMYkkU4G5emtIyasurLboXpy5KdiUkO0J9C7kecX2fZrLZ/my2HQz7hzOZ0OsymvlPEARyp05j3Jq1jF2xEk/ZpExu3sBg2GG12bjr7nuw2kZ+AZKYAvfv61587G+hlsFkXL6LD67Qw2QeeP0woVgi7dtoDsXYV9kIGPkeDQwMDAwMsomoKnJv+Tii6ihIti6LsHnC+QIvbehvkZbBRjWFaM57BwBv41ok2TkIG5Gwh6YAEEkh5NrAwMBguDLYet2gBuCe3bKZkiVLEc1mzm7Z3OO8Y1euGsymGBgMS6w2G1/65neHuhlZS0wBf85U8l1VNASj/HXjMW6/ZHZat7H5WA2qBuPynEwscKV13QYGBgYGBgbDl5gqcm/5hKFuRvYiCwQO1OIaV4slUYS34WIaiv+V1k3YI5MQNSuKGCZqP53WdRsYGBgMJpnW6wZVfKx6dxOF8xcgms1Uvbup+xkFwRAfs5jR5P1nMHRYJbhrnv6eKjEFfnPIxM/Xz+Inz+3iyW0VXDl/PBML3WlpU1xWeHnvGUD3euwpp6SBgYGBQfahInAgaEdNJVZzhNKd91822N4T2Wx/v2w3qbDqdN9ymsoibB5P42dfo6T+VlyBeQRzdhOzV/a90V2hCbj8CwCIOI+BkFqV+Wzue8hu+7PZdjDsH25kWq8bVPFx2Ve/3uVnA4O2GN5/BunAKsGXFvRv2dUzxvDGvtPsPtXAL189wI8/vGLAQmFTKMZ3n9jBgTNNCMDFc8YOaH0GBgYGBqOPkCIxb8uioW7GoNKd91822N4T2Wx/v2w3abC6f56FMVslIdcBnME55NVdzrnxD6UsFHaHoFooqL4eR3gqACH3gZSXzea+h+y2P5ttB8P+4Uam9bqMJCBRFYXtP/0/wnW1mdicgYGBQZ8QBIE7L5+DKAjsqmjg7cPVA1rfiRo/X/zjJg6cacJqEvnPGxYzuSgnTa01MDAwMBgtmAWVz4ytwdxDFd7RSjbbDtlt/1DY3lTwBqoQxxIvxu1bPKB1mRJeSs58Akd4KhoKDYUvEHVUpLx8Nvc9ZLf92Ww7GPYPVzKl12VEfBQlCVWWM7EpAwODYUYkHCbg8+mfI+Ehbk33lBW6uWFZGQC/fe0gkXj/rlnvlTfw5YffpdYfodBt42cfv4B1s8aksaUGBgYGBqMFm6jy4OwTw65QRybIZtth9NhvFxVyTHLr51QYCtsVUwBf3kYAPI3rEGVHv9ZjCk2kpPKTWOKFKGKYmtJ/EPTs7tM6Rkvf95dstj+bbQfD/uFKpvS6jJVeG7N8BWfeeQdNMcqqGxhkC5FwmGWT8lk/vwyAixdMJhIevgLkx9ZMI9dppS4Q5W+bjvdpWYvVyhX/8Vt+9NJhogmFWaVefvWp1Uwr8QxSaw0MDAwMDAwMhg67qNC4fiun1uwE4OSaHSkLkEOB37uVhLkBSbWT23AR9CHyOqqK3Pr2LTgrP4qkOohb6qge/ydiRpEZAwODUUAm9LpBzfnYlsDZKnzl5TSfOI6jqBjJYmn3+6wP35qppmQt/SnIYWAwEBLxOLFolIqKCgDKyspIxOPYHf172jzYuGxmbrt4Jj/+1x4e2XyC1w9UMXdcHnPH51LmMYPQ5nmNIHLOF+FwQ5yqxhA7K+o5zDgALp1bylevnofFZJxsBgYGBgYZoj8FOQwMBoBF1LCKGjUxfUhZbJWxiBqR4XoICiqNha9QfPbDuAILsIWnELNVErOfQXJWILcpiqSoImLcgy1aiCmRhy0yns3BOQhA2HGM+pJn0MT40NliYGBgkEYyoddlTHw02Wzkz56dqc0ZdMFACnIYGPRGpMVTOxAHswj2NlcXj2fkeP9dNreUnSfreW1/FXX+KG8ePMubB88CMP7L/+BTf91HfSjOhK89yRf/trPdsgLw2YtmcvPKyUZlawMDAwODXlE0gZcbvChaGv4zBlCQYyhIq+0jkBFnv9wizMUkkDQwn1cY+6o1DqXtUcdJ/J73cPuWY1JcmEKzcIZmQT3Mf+hjTM07iT/m4lyghBzVTMeM3T7vZprzNwyoYM2I6/s0k832Z7PtYNg/nMmEXjfo4qOmqlRt2kikvgFNUfBMnsyEiy5GMpsHe9MGg4ivJYefgQHowuP6p/TP65/WxccdNw9pk/qNIAjcfd1CPn/pbA6caWL/mUYOnGniyNlmZKuTXWf8+nySCQEo9tgZm+tkbK6D9bPGsLCsYGgNMDAwMDAYMYRViat2Db+H85nIyzRcbc8UI8r+hAgPLNM/P7gcJBXu3NLvkWTabe+jDthU+DrNeRuxRkuxRcdjjYzDGhtLRLaxr3ZWu3llkw/Z3ETC3ETEeYyIs29pebpiRPX9IJDN9mez7WDYPxzJpF436OJj5dtvcfrNN/BOnoJoNnNuy2YSoRDTb7hxsDdtMAiYLRasNhtlZWWAnufO3MEl1yD7SKgga+2/J4ZByI1Z1F/JtiS/p4LHYeGC6cVcML0YgPr6RtavW8sv//IEhS4LH7zyQjZu30N+ft4gtd7AwMDAYLRjEVS+OekMPzw5jriWsVTs3RJXBWKqQLFVD2eIqfq0wWC42Z5pRpT9igCqCPaY/j1i1af1k7TZLmm6EBqxtnxX9WkpoEkxos5yos5yADySyhuzG9lSM5Vcm4/FBZWs2D0O3yDcz46ovh8Estn+bLYdDPuHI5nU6wZdfKzdvZsp176PMcuWA9B84jgH/voXpr3/egTROOCGmoish8lC1+GyHbE7HGw72UBjXR3r55fxxp7yYZu/z2D4Y7XZuOvue7DabIOyfrtJ98BsKz72dHz3hMUkEqs6yAcXlQAgN57BLBnXMAMDAwOD/mMVVe6ZfIafnBpLXBmE/5SEqIfJQpfhsh2JqBJ5G5ZTYElwas1OJm1cQkQdnPzFg277MGdE2t9HvTGqitxbPo6o2t6+tNlubvHATAqhvRzfPSKoLCo+SolXFyPHWGUQS0BN/3B5RPZ9Gslm+7PZdjDsH45kUq8bdPEx5msmb/r01u/eKVNBEIgHAlhHUB640UhEhiWPnhdmUg2XtTscuFv6zm43hEeD/mO12fjSN787qNuwm8A+qFswMDAwMDAYhiRE+OVKSA7w2obL9kBElfC3hDMMlvBoMELpY3hzTBW5t3zC4LQliVkFI5uXgYGBQb/IpF6XkZyPoqn9P4Ioimjq4JXwNkiNrkJjh0u4rMHIwiyCSTgfet0a7jy0zTIwMDAwMMheFEEXHu0x3WNNo3O4bP9rZhhkE5IGYv/Cmw0MDAwMhi+Z1OsyUu366JNPIJrOb0qVZY4/+2y78t3pKN1tkD66E5MMDLrCboINN8CaJ2HD9ZBn06eNRvHRKLZkYGBgYJAuEprAH6qKSGS68ucwEJOGzPZhwoiy36zC57bBb1fAbVvBIfc/vJnhbXsmhjvD2f5MkM32Z7Pt/H/2/jM6jvNM973/nRuNRs4EAQYw5yAq55xtSU5yHtvyeHI6+5yZvWaNxz4+78zes/fsCZ7gJKdxDrKsLCuQkiyJpJhzAkHkHBuNjlXvhwaaBBFIgGg0GnX91rJFFBrdz4UqNG7cVfU8KP9cNVv9upQ3H0s3bRqzrWTjxlS/rFyGixfjuHDbRM0kkYmMHB857sw4Vi6c73QoBrmXWDfJ5Xbj9niSiy15vF4ttiQiIlckZDh44tiy1Dz5xYtxwPkm4ww3k6YjpdkzQMbldw4fH574FR8rs5J9ivOdzuZiSxm372eYlfNbOTso/1w0m/26lLcIVjzyWKpfQqZpZDGOQBS+cww+vRr8rvONo8maSaleKEQklcbMd/oU7P3w+eM8HArxtf/z9/zun/1l8hjP8vl47UAtN66qZPvBOgpLSrTYkoiIXBGvPc6/rjzLH51YQmim51ccWYwjbIc9lbC1CTzG+QbMJM2kiRYKmUkpzZ4BrJw/5dknm+/UZeCxG/zl4kb+vm4h4eFjfDYXW7Lyvgdr57dydlD+uWg2+3W6kdbispxQkgX/bUvivxc2GT0O+KP1if9ebGShEDUfJRNdPLdpzDz/8VAwSGdbG//691+is62NoWAw+biRBZZy8vLUeBQRkSvmspl8trIdly1Ftzy7DPDH4JZzif9e2GR0GnBd/fkm5AVGFgoJp7D5mPLsc5yV86c8+4XznfrCif/G7RC3kWWPU+qO8MWljZS6I2TZz89rllhsyZn8d6pYed+DtfNbOTsov9VlwM2Rki4eB/yx7pAXCxkKBtm2pIhwKATArRsW4/F62X22S81GERGZX5wm3FCf7lGIpI5t+H/Dsuxxum/dhceeaHycu3EvYcNG4fartbK7iEiKqfkoIimXKYu0RCMRwqEQdXV15OXl0dfXx+LFi4lGImo+ioiIiIwjU26lc9tNPHaTtrATg8S4yzwx3HaTodmd8lRExHLUfBSRlHG53Xi83uQiLW6PJyMWacnLyyM/Pz/dwxARkXkuPDy3Yipvb56rrJwd5kf+6S7Sku7sBmBiwyA9t36mO3+6WTm/lbOD8ludmo8ikjJZPh+7z3YR6O/nO//xTzzxJ/+3riAUEREZFjETcytakZWzw/zIP7JIS44zzp9WN/M/6yov6/bl+ZD9Sii/dfNbOTsov9Wp5SwiKZXl81FSXs5/+9Lfk19YmO7hiIiIzBk+e5wXNh/Fd8GiF1Zh5ewwf/IPGQ7aI27+++nF9MZcl/U18yX7dCm/dfNbOTsov9Wp+SgiIiIikgYOm8k9Rb04LLjyp5Wzg7XzWzk7KL+V81s5Oyi/1an5KCIiIiIiIiIiIimh5qOIiIiIiIiIiIikhJqPIiKXyeP18kd/+UU8Xm+6hyIiIvNAyLDzxNEaQhZc+dPK2cHa+edy9tDwarypHNtczj8brJzfytlB+a1Oq12LiFwmj9fLH//V36Z7GCIiMk9ETTvfai5L9zDSwsrZwdr553L2sJH61Xjncv7ZYOX8Vs4Oym91ajmLiIiIiKRBtiPOoWv3ke2w3sqfVs4O1s5v5eyg/FbOb+XsoPxWp+ajiMwIjwP+aH3ivyIiInJpdkzW+oewY72VP62cHTIwv9OA6+oT/71CGZd9him/dfNbOTsov9XptmsRmREeB/zxxnSPQkRERERmnNOEG+rTPQoREclQuvJRREREREREREREUkLNRxERERGRNAgaDu7du5qgYb05S6ycHayd38rZQfmtnN/K2UH5rU63XYuIiIiIpEHctPFyd0G6h5EWVs4O1s5v5eyg/FbOb+XsoPxWpysfRURERETSIMcRo/fWneQ4Yukeyqyzcnawdn4rZwflt3J+K2cH5bc6NR9FRERERNIk1xlP9xDSxsrZwdr5rZwdlN/K+a2cHZTfytR8FBERERERERERkZRQ81FERERERERERERSIuMWnOmrO0vjW28x2NJMZGCA1Y9/lKLVa5Kf7zx6hNbduwg0NxMbGmLT7/0B/oqKUc9hRKOcfelFOg4dxIjHKVi2jJoHH8bt9892HBERERGxqMG4g3XvbGIwbr2VP62cHayd38rZQfmtnN/K2UH5J2KVHlfGXfkYj0Txl5ez9IGHxv28EYmQW72IxXffM+Fz1L74At0njrPqwx9hw2c+S6R/gGM/+mGqhiwiIiIiMoYBNITcGOkeSBpYOTtYO7+Vs4PyWzm/lbOD8k/EKj2ujGs+Fq5YwaI776J4zZpxP1+6aTPVt91O/tKacT8fC4Vo27uHJffeR/7SGvwLKln+yKMMNNTT39CQyqGLiIiIiCTlOOL03baLHIf1JuC3cnawdn4rZwflt3J+K2cH5Z+IVXpcGXfb9ZUKNDdhxuOjdpyvpARPXh4DDfXkVlWN+3VGLIYRO78kfCwcTvlYRURERCR9/I4YtuE/kqKmjZDhwGuP47KZyceEDTsR047PHsdxwfaQYSdq2sl2xLFzfnvQcBA3beQ4Ysk/wHIccQbjDozhf19oIO7ADmSP2e7EYTPx2c9vN7AxGHfgshl47eevLYmbNoKGA7fNwHPB9lRkutDkmcxk9vmT6fL304gLnyfTM13ufrrwdVKRyXRAYPjfNhvJR/sveF3b8P8S44nRF5u9Y28kv8uW+Nq5up+mkmmE3vf0vjdZphHz+X3PdJgESDQEiZ/PbHc6sTtT036bbo9rtlmu+RgJBLA5HDizskZtd/n9RAKBCb4KGt7YQcP211M9PBERERGZIxpv2kNudgSAbzWV8sSxZfzryrN8trI9+Zgv1S7kS7XV/GLjCe4p6k1uf+JoDd9qLuPdbQdZ6x9Kbr9372pe7i6g4aY95DoTf8Q03ryHde9soiHkpu+2XaPGkPf61VR5Ixy+bn9yW3/MQf72a7ijoJcXtxxLbj8SyGL9u5v5ZEUH31hzJrn9pa587tu3hr9a0sgXlzYmt6cyEzBpphW+oWT2+ZJpKvvp+t3rR+WfD5mmsp9GpCJTb8BD4T/fCECpM4ph2ujAk8zhtJmUuM83Ig5ft5/87dfO+rH3eHkn/9a4YE7vJ73v6X3vUpn0vjd6P/UPusn/p5t473//AxiR5GOrbr2NRbffQSpMt8c122w3fvkr5qUfNje99Td/PWYyzhGhnh7e+z//e8xknO0HD3DqqV9ywxe/NOrx+7/2H+QtWcqSCe6jH+/Kx/f+9z+wt6GPnNzcGUokIrNhKAZbfwrR4ZNrThvs/TBEA71sXVRAT08P+fn59Pb2UlBQwJ5zPeTm56d1zCIyPwz097OlKo9r//tf4/R60z0cmUAsavLuTwfw/+mb2DypvfKx8eY9LHxjK60Rt6WuAMpzxOi5bTcL39jKwPDiA5meaSr7yY5J3227RuXP9ExTufKx8eY95L1+NVHTNvNXPkbtBP75RohfMMOYw6DyL7bTcPt7tISdgA0bJuWeGNVvbqEx7J3VKx8bb95D8far6I655+x+mkqmEXrf0/veZJms8L5nhh0E/ukmrnrYhdM19SsfZ7PHNdssd+Wj2+/HjMeJDQ2N6gxHA4FJVwJK5WWyIjK7spyw50MQiMJ3jsETaxPboukemIiIzCmBuHPUbVMAIcNBaJzHBo3xV++caFXPgbgz8cfo61cP/xFmS26/mDHB9rhpG3d71LQTjY+d2j1i2omMs30mM13u9r64c0x2yOxMU9tP5rj5IZMzXd5+uvi4n/FMduAP34WwHfZUwtYm8BgE7OfHZY7ztbN17I3OP3f304X0vqf3vYm2633vov00/PpOr3dU8zGVptvjmm0Zt+DMlfIvqMTmcNBbW5vcFuzsINzXR05VdRpHJiKzKcsJJVnw37ZAvifdoxERESuyA1XeiPUKcqydHaydf1ayuwzwx+CWc4n/uubO+rpW3vdg7fxWzg7KnyqZ0uPKuP0eD4cJtLQQaGkBEpeeBlpaCPX2AhANBgm0tBDsSMwLMNTZSaClhcjAAJDoQJdt2crZF5+nt7aWQHMTp576JTlVVXNmIk4RERERmf+yHXEOX7d/zO1dVmDl7GDt/FbODspv5fxWzg7KPxGr9Lgy7j7igeYmDn/7yeTHZ198AUgsP77i0cfoPnGcU0/9Mvn5Ez/7CTB6gs+l997HWZuN4z/5EUYsRsGy5dQ8+NAsphARERERERERESuzSo8r45qP+UuWcuOXvzLh58s2b6Fs85ZJn8PuclHz4ENzbmeIiIiIiIiIiIg1WKXHlXG3XYuIiIiIzBf9sfEnx7cCK2cHa+e3cnZQfivnt3J2UH4ry7grH0VERERE5oOBuJP87dekexhpYeXsYO38Vs4Oym/l/FbODspvdbryUUREREQkDRw2k7sLe3DYzHQPZdZZOTtYO7+Vs4PyWzm/lbOD8ludmo8iIiIiImngs8d5ccsxfHbrrfxp5exg7fxWzg7Kb+X8Vs4Oym91aj6KiIiIiIiIiIhISqj5KCIiIiIiIiIiIimh5qOIiIiISBoY2DgSyMLAlu6hzDorZwdr57dydlB+K+e3cnZQfqvTatciIiIiImkwGHew/t3N6R5GWlg5O1g7v5Wzg/JbOb+Vs4PyW52ufBQRERERSQOXzeCzC9pw2Yx0D2XWWTk7WDu/lbOD8ls5v5Wzg/JbnZqPIiIX6evro7e3l76+vnQPRURE5jGv3eAba87gtVvvDzErZwdr5093djtgw0zbH8Lpzp9uVs5v5eyg/Fan265FRIa53G48Xi+LFy9ObvN4vbjc7vQNSkRERESuWMSwETZslHliyW1hw0bE0PxzIiKppuajiMiwLJ+P3We76O7o4NYNi9l+sI7CkhKyfL50D01ERERErsCQ4aBw+9UUu6Ocu3Evi97aQmfExZDhSPfQRETmPTUfRUQukOXzkZOXB0BOXp4ajyIikjJx08ZLXfnETetdeWXl7GDt/OnMPmQ46I+ZAPTHnGlpPFp534O181s5Oyi/1an5KCIiIiKSBkHDwX371qR7GGlh5exg7fxWzg7Kb+X8Vs4Oym91WnBGRERERCQN3DaDLy6tx23BlT+tnB2snd/K2UH5rZzfytlB+a1OzUcRERERkTTw2A2+uLQRjwVX/rRydrB2fitnB+W3cn4rZwfltzo1H0VERERERERERCQl1HwUERERERERERGRlFDzUUREREQkDaKmjW81lRK14MqfVs4O1s5v5eyg/FbOb+XsoPxWp9WuRUQu4vF6+aO//CIerzfdQxERkXksZDh44tiydA8jLaycHaydP93ZQ4adL9UuJGSk5zqcdOdPNyvnt3J2UH6rU/NxmgwjMUnqQH9fmkciIqnwO3/w50QiESKRSLqHIiLzyEjdMFJHyNyU3D9hR0pfx2OP8w/Lz/HfTi0ibKT2teYaK2cHa+dPd/YwDr50bMmsv+6IdOdPNyvnt3J2sEj+4bohUUfM04zTZLvxy18x0z2ITDTY3s6+r/5LuochIiIiGWjzH/4x2aWl6R6GTGCwL86+ZwfTPQwRERHJQJsfzCY7T83HC+nKx2myu90AvHG0AX9ObppHIyIiIpkgMNDPzWuqknWEzE32kQr5d3eBO57S1/I7YjTetIeFb24lELdWaa7s1swO1s6v7MputexgofwRB3zt6vN1hCTpWzJNNltiklR/Ti45uWo+ioiIyOUbqSNkbkruH3ccPKltPtoccXKzI9g8cYhb67hQdmtmB2vnV3Zlt1p2sF5+1XljabVrEREREZE0CQ8vfhFO0+IX6aTs1swO1s6v7MpuRVbPL7ryUUREREQkbSKmnS/VVqd7GGmh7NbMDtbOr+zKbkVWzy+68lFEREREJG189jgvbD6Kz57a27vnImW3Znawdn5lV3Yrsnp+UfNRRERERCRtHDaTe4p6cdjMdA9l1im7NbODtfMru7JbkdXzi5qPIiIiIiIiIiIikiJqPoqIiIiIiIiIiEhKqPkoIiIiIpImIcPOE0drCFlwBVBlt2Z2sHZ+ZVd2K7J6ftFq1yIyA+78QQcdg8aY7SXZdl75WEkaRiQiIpIZoqadbzWXpXsYaaHsmZG9/MwTOGP+MdtjzgCtNd+Y1nNmUv6ZpuzKbkVWzy9qPlqGmkOSSh2DBkHf2F8mHYNtaRiNiIhI5sh2xHl320Gu3b2BwbhjWs+RiubQbJiJ7Jkqk7I7Y34an9k9ZvvCh7ZN+zkzKf9MU3Zlt1p2UH5R89Ey1BwSERERmXvsmKz1D2Fn+iuApqI5NBtmInumsnJ2sHZ+ZVd2K7J6fpnh5mM8GsXucGCzJ+7j7z1zhkBrC76SEgpXrJzJlxIRERGRWaQ6T0RERESmY0Zn+zzw9a8RD4cBaHhjBw1vbAcTWnfv5uyLL8zkS4mIiIjILFKdJyIiIiLTMbO3XRsGzqwsALqOHmHD5z6P3enEvP569v3Hv7FkRl9MRERERGaN6ryUCBoO7t27mqBhvTmwlN2a2cHa+ZVd2a3I6vllhq98dPmz6a+vB8Cdk0s0GAQgHonM5MuIiIiIyCxTnZcacdPGy90FxE1buocy65TdmtnB2vmVXdmtyOr5ZYabj8vf/yh1r7zM4e9+G+w29v37Vznyve9y6NtPsuTue2fypURERERkFqnOS40cR4zeW3eS44ileyizTtmtmR2snV/Zld2KrJ5fZvi2a29BARs+8zmC7e0MdXVRumET7txcciork5OTi4iIiEjmUZ2XOrnOeLqHkDbKbl1Wzq/s1mTl7KD8Vjezcz4O85WW4istTcVT01d3lsa33mKwpZnIwACrH/8oRavXJD9vmib1r71K6573iIdC5FRXs+yhh8kqKk4+Zvc//i/Cvb2jnnfRnXdRdfMtKRmziIiIyHyRyjpPRERExEqs0uNKSfNxRHRwkLa9e+lvrCc6EADAleMnt6qass1bcGVnT/k545Eo/vJyyrZs5fiPfzjm801vvUnzzndZ8chjeAsKOPfaKxz+3nfZ+od/jN3lSj6u+vY7KN96VfJjh8czjYQiIiIi1pSKOk9ERETESqzS40pZ83GgqZEj3/sudpeL/KU1ya5sNBCg+d13aHzzDdZ+8tPkVFZO6XkLV6ygcMWKcT9nmiZN77xN1c23UrR6NQArHv0AO//n39N1/Bgl6zckH+twe3Dn5EwznYiIiIh1parOs6LBuIN172xiMG69FUCV3ZrZwdr5lV3Zrcjq+SdjlR5XypqPtc89S/HatdQ89D5sttErGpmmyZlnnqb2uWfZ+PnfnbHXDPf0EA0EyK+pSW5zer3kVC6kv6Fh1I5pfOsNGna8jicvn5ING6i87npsjol/EIxYDCN2fnLUeDg8Y+MWkbnBN9SBzTTGbDdtdoJZJWkYkYjI3JSOOm++MoCGkJuxv33mP2W3ZnZIT/7lzZ/CHvOPHYszwKkF3521cVh53yu7NbOD9fLHQyFiF8yHbXc6sTun3n5LZY9rtqWs+TjY2sryRx4bU5AC2Gw2Flx3A/v/499m9DUjgcQtP27/6F8qbr+faGAg+fGCa64je0EFriwf/Q311P3mZSIDAyy97/4Jn7vhjR00bH99RscrInOLzTSoKC8bs72ltS0NoxERmbvSUefNVzmOOH237SLv9asZiKd0RqQ5R9mtmR3Sk98e83PsMx8bs331kz+YldcfYeV9r+zWzA7Wy7/vq/8CsUDy46pbb2PR7XdM+XlS2eOabSnb6y6/n4GmRnwl418tNNDUiMs/9szTbKi84Ybkv7PLy7E5HJz59dMsvuvuCbvRVTffQuX1578u3N+fOKBERERELGYu13kiIiIi6bT5D/8Yj2/0lY+pNJ0e12xL2Sgqb7iR079+mkBzM/lLl+LOThSgkcEAvbW1tO15jyX33DujrznSDY4EAqPudY8EAmRXVEz4dTkLF2IaBqHeHnzF4xfRF18mG9Nt1yIiImJR6ajzRERERDKBw+vF6bVf+oGXkMoe12xLWfNxwTXX4vJl0/zOb2ndtRPTNIHErTj+BQtY/sijlKxbP6Ov6SkowOX301t7Bv/wjoiFQgw0NVJx9dUTft1gSwvYbMnCWUREREQmlo46T0RERMRK5lOPK6XXX5asX0/J+vUY8TixYDDxgj4f9iuY9DIeDjPU3Z38ONTTQ6ClBWdWFt78fCqvu56GHdvJKipKLEP+6qu4c3IoWpVYGai/vp6Bxkbyli7B6fbQ31DP2RdfoHTjRpxZWVcWWERERMQiUlHnWdFA3DE8B5b1vm/Kbs3sYO38yq7sVmT1/JOxSo9rVm7+tjscM7bk90BzE4e//WTy47MvvgBA6abNrHj0MSpvvIl4JMLpXz9NLBQit7qadZ/4FHaXKzEWp5POwwep3/4aZiyGp6CABdddP2o+RysZipls/PrYxTRKsu288rG5cXmuiIiIzF0zWedZkR2o8kY4Ppg186uAGk4WnvizMZtjzgCtNd+Y6VebspRmn+OsnB2snV/Zld1q2UH5J2OVHlfaZp4M9/Vy7rXXWPHIo1P6uvwlS7nxy1+Z8PM2m41Fd9zJojvuHPfz/gUL2Pj5L0zpNecz04Sgb+zqvh2DWt1XREREpme6dZ4VZTviHL5uf0pWALXZbDQ8s3vM9oUPbZvR15muVGaf66ycHaydX9mV3WrZQfknY5UeV9r2enRoiPb9+664KG14YwfnXvkNC669jqX3PwCAEY1y9qUX6Th0ECMep2DZMmoefHjU8uSh3l7OPPNr+urO4nC7Kd20mcV33oVNtwqJiFjOnT/ooGNw7HlYXQUuMj2q80REZK4oP/MEztjYue/mylXgIlaQsuZj1/Fjk34+1N1zxa8x0NRI63u78ZWVj9pe++IL9Jw8waoPfwSn18uZZ5/l2I9+yMYnPg+AaRgc/a/v4/b72fC5zxMZGODkL3+OzW5n8V13X/G4REQks3QMGroKXGQKVOeJiEimcMb8NM7hq8BFrCBlzcdjP/phqp4aSEzKeeLnP2P5+95P/Y7tye2xUIi2vXtY+YEPkr+0BoDljzzK3n/9Z/obGsitqqLn9GmCHe2s+/TvJM6SV1Sw6I47qXv5Japvux27U5cBi4iIiExEdd7M6o9Z94pMZbcuK+dXdmuycnZQfqtLWfXl9vupefBhilavHvfzgZYW9v/nv0/7+c889wyFK1aSX7NsVFEaaG7CjMeTBSmAr6QET14eAw315FZVMdBQT3ZZ2ajbcwqWLePMM78m2NGOv2LBmNczYjGMWCz5cTwcnvbYRURERDLZ/K/zEtMw+B0xbI44AFHTRshw4LXHcdnM5GPDhp2Iacdnj+O4YHvIsBM17WQ74tg5vz1oOIibNnIc51+v6s2tDMYdgEnO8OuNGIg7sJOYL2v0dicOm4nPHgfbZN/NcdggxxFLaSaAwbgDAybMNJIdEuMZlWmYgY3BuAOXzcBrPz89Rty0ETQcuG0Gngu2pzvTpPvpgkwDcSclO7bhtRvJ15irmSY8voaPo5FMU91P+duvwWuPjxpPKjNNEgNgVo+9qje3EjISPwWzfeyl8+dpJDskjp3ZynQ5x/Bs/DwVbr+abMfoY34u7qdUHXv526/BZTNGPX+mZ7p4P5kOkwAynpQ1H/0LKgk0N01YlE65SLpAx6GDBJpb2PS7YyfVjAQC2ByOMUuKu/x+IoFA8jGu7NFzPox8HBkIQMXY12x4YwcN21+f/qBFRERE5ol5X+fZ3bD8T2m8aQ+52REAvtVUyhPHlvGvK8/y2cr25EO/VLuQL9VW84uNJ7inqDe5/YmjNXyruYx3tx1krX8ouf3evat5ubuAhpv2kOs8/0fMxnc3Ujfkoe+2XaPGlvf61VR5Ixy+bn9yW3/MQf72a7ijoJcXtxxj9cnRfyRdSrYjTv1tu1Kead07m2gIuaeVacSRQBbr393MJys6+MaaM8ntL3Xlc9++NfzVkka+uLQxuT1TMm3auYn/sayOP13UOuczxR3jH18jx9FIpqnspyebSvlpWxEfKuviM7OUaVv9+GvsZjsS22f72PvdY0v5RlO5fp5mIdOPT1/6GE51psLt2/hgaRdfW1M7I5kycT/9xcnFLMoK87XV578HmZ7p4v3UP+gm/59uQsay3fjlr5iXftjU9dXVYUQjFCxfMe7n45EIgaYm8pYsmdLzhvt62f+f/8G6T/0O2eWJOYAOPvlN/OUVLL3/AdoPHuDUU7/khi9+adTX7f/af5C3ZClL7r6HU0//inBvL+s+9elR43nnK19mzcc/SeGKsWO++Ix4uL+ffV/9F/Y29JGTmzulDOmw8ett485nRl8r5JWP2ewLtnHg8+M8XmQcEx1fmXYcZQfbqCgfO96W1jYGx/v5kbTyDXVgM8f+IWHa7ASzprZIzHw5hmXuG+jvZ0tVHlf9xX/Dm5eX7uFM27yv84YM9j0fw/+nb2LzpPbKxxxHnMab91Dw+jb64s5pXYWRd+y/0fjrsfOZVT14PQ3Pvj1m+8KHt9G3+h/SfmVJuTtC4817WPjGVgbiDktdAWTHpO+2XcnscznTgpN/Pu7xNXIcjWSayn7y2g3abnmPsh1XJa8ATHWmyrN/wtHPfGxMjjVP/oDj1f82a8feyM988far6I65036l1kxkGnGp/bTAHR71Mz9ZpuXNn8Zx0SIxJmA4A7RWfWtKmUpP/MUlj+FU/zyBSd9tu0f9zCeyzr39lIpjL9sRp3n4uI+a53/mMznTuFc+hh0E/ukmrnrEj9dnR85L2ZWPeYsXT/p5h9s95YIUINDcTHRwkH0X3spjGPSfO0fzrp2s+8SnMONxYkNDo86KRwOB5O03br+fQFPjqOeNDibOlrtzxq6CBWB3OkfNERTTbdciImllM40Jm8Uiklrzvs4zDCBAIO6E+OjLOEOGg9A4zxE0xp/LajA+/vaB+Ogy3MAGw7fjXswY5/GQ+KNtIO4kb6qXEpijny9VmSbbnsjkGP68I/mYkUwXi5p2ovGxf8hFTDuRcbanL9PE++lCI38IX5h9xFzLxETHlzn2ay5/PyXyhwz7uK+bikyTxABm/9gbacDM9rE38trp+Xka+zPPBGO3x/zjNotXP/mDKWeayjGcqp+nyX7m595+Su2xN972TM+U3E8TvL6ksPmYKnlLa9j8B380atupp35JVkkxC2+8GU9eHjaHg97aWorXrgUg2NlBuK+PnKpqAHKqqml4YweRCwrV3jNncHg8+EpKZzeQiIiIiACq80RERETmo4xrPjo9Hpxlo690sbtduLJ8ZA9vL9uylbMvPo8zKwun18OZ554lp6qK3KoqIDHpuK+klJO/+DmL77mH6ECAc6++QsXV18zJFRAls935gw46BsfeGlqSbeeVj03t1lAREZH5zIp1noGNI4Gs4SsfrWU+ZC8/8wTO2NgramPOAK0135jw6+ZD9ith5fzKruxWZPX8koHNx8ux9N77OGuzcfwnP8KIxShYtpyaBx9Kft5mt7Pm4x/nzDPPcPAbX8fuclG2aTOLbr8jjaOW+apj0Bh3LrmOQd0aKiIiMlXzrc4bjDtY/+7mdA8jLeZDdmfMT+Mz48wl99C2Sb9uPmS/ElbOr+zKbkVWzy/zpPm44TOfG/Wx3eWi5sGHRhWiF/PmF7D2E59M9dBERERE5ArM9zrPZTP4ZEUH32spGTUJvxUouzWzg7XzK7uyWy07KL/Mk+ajiMhUTHQr/KGPTHXGfhERkSvjtRt8Y80ZftpWNO7CAvOZslszO6Q2/0S3wts9c6POs/K+V3ZrZgflFzUfRcSCJroV3jRb0zAaEREREZkpE90Kv/oDk98KLyIiqaOWs4iIiIiIiIiIiKSEmo8iIiIiImkSN2281JVP3LTeCqDKbs3sYO38yq7sVmT1/KLbrkVERERE0iZoOLhv35p0DyMtlN2a2cHa+ZVd2a3I6vlllpqPfXV1tL63m1B3N6s+8jie3Fza9+/DU1BA3qLFszEEERGRjDPR4kgl2XZe+VhJGkYkMpbqvCvjthn81ZJG/u7sQiIWWwFU2a2ZHaydX9mVfST7RIsjxZwBWmu+MdtDTCkr73tJSPle7zxyhCPf/y52l5NAawtmLAZALBym8Y03Uv3yIiIiGWtkcaSL/zdeQ1IkHVTnXTmP3eCLSxvx2K33c63s1swO1s6v7Mo+YmRxpIv/N15DMtNZed9LQsqvfGzYsZ2ahx6mbNNmOg8dSm7Pra6mYcf2VL+8pIBvqAObOfZNw7TZCWbpShwRkflOV2TKCNV588/y5k9hH+cPX8MZ4NSC76ZhRCIiMpusdEWmzJ6UNx+HujrHveXG6fESC4VS/fKSAjbToKK8bMz2lta2NIxGQA1hEZldI1dkjt2eWb8H9N555VTnzT/2mJ9jn/nYmO2rn/xBGkYjoIawiMyukSsyL7bwoW1pGM306b1zbkl589Hl9xPq7sJbUDBqe1/9uTHbRGRyE/2hbMOkvLx8zHY1hOVyqQkjVqSTaVdOdd6Vi5o2vtVUStSCK4Aq++jsE/2hbDddHPnsh8Zsz+SGsPb97GefC40Y7XdrZof05NfJtLkl5c3H8q1XUfv88yx//yNgsxEe6Ke/oZ66l16k6pZbU/3yMgdMdnve24+ihscUTPSHcmtra8pfe7L9KGNl2m2pasKIyHSozrtyIcPBE8eWpXsYV2SiW/T83jimLT5m+0izYz5kn67xsk/0h/Lab/005eOZ7DbLVMj0fX8lt6WmK/tcaMRk+n6/ElbODsovs9B8XHjTzWCaHPrutzGiUQ49+S3sDgeVN9zIgmuvS/XLyxww2e15NhM1PDLEdG6zfPVhk+zg2M9P1lzOtKbdRObLbakiIpNRnXflvPY4/7ryLH90Ygkhw5Hu4UzLRLforf7ANo5+9iNjtw83O+ZD9umaa9mnc5tljsdgZf0fjNk+2ZV0FzbtPHaDsJE4iZ1pc8ldyW2pc23fzyZlt2Z2UH6ZheajzWaj6pZbqbzhRkLd3cQjEXwlJTg8nlS/tMicNp3GXKYpyZp6c1lNOxGRzKE678q5bCafrWznz08uxmqzZM7n7JdqzM2P7PYpX0k3X+aSuxLzY99Pj7JbMzsov8xC83GE3enEV1o6Wy8nFpRpV8xNpzEnY2XafhcRmY9U50mqZd7qq1NvzMlYmbffRURkPLPSfDSiUQbb2ogOBjBNc9Tnilatno0hzCtaGGJ8umLOmrTfRUTSS3XezJoLi0LMRbpizpq030VE5oeUNx97Tp3k5C9/QTQYHPfzN37p/031EOYdLQwhcnkmuipyKGaO82iZiya7svWdR9IwoGE6CSSSoDrvyoUNO1+qXZic+24uLAoxWy7ObiVWzj5TJroq0ma60jCay2flfX9x9kkXOkrjbkzFSSAr73dQfpmF5uOZ556jeO06qm69Dbd/7A+wyFw0XxoLNubPvJJDMZONXx+bZbJG4kRXRdI39dXB58sxkWnm6pWtOgkkkqA678pFTDtfqq1O9zDSIl3Z58LVpTOR3WE6przgy5xlOFl44s/GbJ6skTjRVZFVD14/5ZefzWNCP/Pns096ZasrMptDGyUVJ4GsvN9B+WUWmo/RwQALrr9eBalklPnUWJgvOUyTGWskTkc6j4lMa3xm2nhFZPpU5105nz3OLzae4LEDKwlabAXQdGWfC1eXzkR2EzvHPjPxauKZxGaz0TBDjcTpmM1j4uJ9Pxea4VMx0Xjh0mPW+501s4Pyyyw0H4vWrKXv7FmyCotS/VIygya6yizdtzqKWFGmNcMzbbwiMn2q866cw2ZyT1EvDtvsTgky0e2Ods/sjSNd2ecCK2e3uov3/Vxohk/FROOFS4/Zyse9lbOD8sssNB9rHniQ4z/5Mf3nzuErK8PuGN3lXnDtdakegkzDRFeZpftWRyuY7FZpkflK83OKZCbVeZlrotsdV39AC3mk0sit0jZgW71BZdyOSeKKMZH5KnmywwarT8bJizvIM+f+/JwiMnNS3nzsOHSQ3jOnsTud9NWdHf1Jm01Fqcg4dNWYWM1Mzs8pIrNHdZ7I1MynW6VFLtdMzs8pIpkp5c3Hc6++QvVtt7Pwppux2XXl1lRMNG+aDV0JJJlNV3fOD3qPEhHVedM3Mm+aDdhQZ1JpJt497Ra6Eihk2HniaA0hrX46r0y2EM5QGsYz12TKcT/R3I5Weo+aSZmy31PF6vllFpqPZjxO8fr1KkinYaJ501pbdSXQVEw0f2UkbuJ22MZs17yWs2O+XN05USMVCzTg9B4lIqrzpm+iedPWfuunaRhNekRNO99qHueq96mYYJVkTDvYxp4gizkDoN5JSs2nqzsnaqQGzen/GT0jx/0s0HvUzMqU/Z4qVs8vs9B8LN20mc5Dh6i65dZUv5TIuCZbJTmWMzPzWk40X11Jtv4Ys4LxGnCgBpxVabVvsRLVeXIlsh1x3t12kGt3b2AwPr3VTydbJbnhmZ1jti98aBu4IlN6jYkW54lpnsZ5b6JG6qKv/mrazzkTx72kz3RXJ7f6frd6fpmNKx8Ng8bfvkXP6dNkl5ePOTO+9L77Uz0EmSVWvgJsovnqtECPSGZ79eHx39cmu7Vcq32LlajOs45U3Eprx2Stfwj7HK8VJ5qvbuFDWpxHpi5TjnsryPEY476vTXZr+XRXJ7f6frd6fpmF5mOwrQ1/eUXy36OMveNVMlyqrwCb7IoimRpdnSVyaSVZ47+v6dZykQTVedYxG7fSTnRFEVzZba5WNN2rs0Ssxa5by0VmScp/i6//zGdT/RIy7IZfmLQNjX9lzVBsfpxh0BVFM0ffSxGZjKaTkMuhOm92TXT7r22eLAAx0RVFcGW3uVrRdK/OEhFr0HQSMtt0CnEeaRuaYG5DgD5dpSMyF0x0Gy/oqlO5fBMtpFWSbeeVj83MMTST00lM1sicqfGKWMFEt/9WPXh9GkZz5YKGg3v3riZoaP4vmT8uddWpjntrmtJ+n2AhrZgzQGvNN2ZkPDM5ncRkjcyR8eq4l5Q3H+tff23Sz1ffdnuqhyAiMmdMdBsvzN2rTidqHB36yNy8onqi+WcTV4ePv8J9Ok1nOomJFtKaq/PMTqeRqYZlZlCdJ1cibtp4ubsg3cMQmVGXuup0rh33Q8GscRtdds/crPMmmn92aMiDMc58gum+ku/CZvS5c7BsePtk8+VOtJDWXJ1n9nIamRcf95fTsJT5JeXNx65jx0Z9bBpxQj092Ox2vIWFUy5KG97YQdfRowx1dmB3ucipqmbx3XfjKz7/h4gRjXL2pRfpOHQQIx6nYNkyah58GLf//MEd6u3lzDO/pq/uLA63m9JNm1l8513YHOrEi7VNdPv+fLl1X6ZuosaRac7dK6rHa/C2DbXOyYadpkAYnxbyygyq8+RK5DhiNNy0h6o3tzIQ1w1Zs2GiRtN8uXU/E8y1497ETuMz747ZvvoDc7PRNdkK5I3Pvj1me7obdpoCIeHi414LeVlPyt/tNv/+2LMSsVCIU0/9kqLVq6f8fF3HjmLE49icTqKDg4T7+zjy3e+w5Y/+BIfbjWmaHPjmNxhsbcFms5FdUUGou5tjP/ohG5/4PACRQIB9//5V4uEwdpeL7PJy2vbtxWa3s/iuu684s0gmm/D2fd26LyKXMNHt4JOdvJjoCked8MgMM13n9dXVUXHNNfgrKzENg3O/+c2oOg+g9sUX6Dl5glUf/ghOr5czzz47qs4zDYOj//V93H4/Gz73eSIDA5z85c9V581Ruc54uodgKRM1mjL11v1MpeNeMtIEt4NPdvIieYWjDa45GScv7iDP1AmPC/XVnaXxrbcYbGkmMjDA6sc/StHqNcnPm6ZJ/Wuv0rrnPeKhEDnV1Sx76GGyioqTj4kGg9Q+/yzdJ06AzUbxmjUsve8BHB5POiKNKy2nWpxeL9W3387RH/wXpZs2T+lrq2+7g4H6c2QvqOT4j3/Igmuu5dRTvyTQ3ETe4iU0vP4agy3NVN5wE6UbN3LutVcYaG4m2t9Kf0MDuVVVHP3+94iHQqz52CdweD2ceuopvPkFtOzaSfVtt2N3pv8MlMxNE93OyTiX+ItM1UTHl22C42uix4/crqvVzGW2TXQ7+GQnLya6wnE6Jzwmu4Vdx/3suZI6b90nPzXq4xWPPsbO//F3yTovFgrRtncPKz/wQfKX1gCw/JFH2fuv/5ys83pOnybY0c66T/9O4mrIigoW3XEndS+/pDpPJjXR7ZxaaVtmwsjxZQO21RtUxu2YgH2SJsxE80c6sBNn7O87rWYuqTTR7eCTnbyYybmKLzWfaqaKR6L4y8sp27KV4z/+4ZjPN731Js0732XFI4/hLSjg3GuvcPh732XrH/4xdlfi/ePkz39GJDDAuk9+GsOIc+qppzj966dZ+cEPzXacCaXtN2ksFCIWCk356wpXrKBwxYrkx0Y0CoAzy4dpmjS9+w4AVTffjDMrixWPfoCd//Pvcfp8DDTU4/R6CLQ04y0qonDlSgBqHniAI9//HgDBjnb8FQvGvK4Ri2HEYsmP4+HwlMcu88P48/XpqkCZGeMdX62tEx9fk92uq1t5xWp0C/vcMd06b7zngUSdBxBobsKMx5ONRwBfSQmevDwGGurJrapioKGe7LKyUbdhFyxbxplnfj2FOi/xR73fEcPmSFyhFDVthAwHXnscl+38SaGwYSdi2vHZ4zgu2B4y7ERNO9mOOPYLTiIFDQdx08bYGWgnZ0v+3wyYqee5gqeyY5Iz/L0d+e9smWjMk93OOaUnmoYZfCpszPBp8Rka3Fw+hmfy+zXV42vtt3464fM4Yn6OjnPL7tpv/ZRjn318zPY1T/6AHEfivWwg7sRhM/HZ45OOayaNvMbF73tX8lwzYiaP4Uk+l+OIMRh3YHD+fW2ir7mSnwe3zcBjP998ns7vp0ml8+fUlvg+jpdpop+HNU/+AJfNGPM7d7LvvR1z1H4aMRB3YCdxDI/ePvrnCcDAxmDcgctm4B3eH6bDZKqzjF7c47qQaZo0vfM2VTffmryjZKTH1XX8GCXrNxDsaKfn9Ck2/u7vkVNZCQz3uP7r+yy+5148ublTHFFqpLz52DzcDBxhmibRgQHaD+yncPn43+CpaNu7h9zqarLLygh1dxMPhbDZ7TizsoDE2fecyoUMdXYQCQTob2jA5nDgzT8/2Wn+0hqw2cA0iQwEoGLs69Rvf53GN3Zc8XhFRNJpojk9Z2vxmImuTNPVw5JK6T7u57NU1nmmYVD7wvPJOg8SU+fYHI5knTfC5fcTCQSSj3Flj74yYuTjieq8hjd20LD99fMb7G5Y/qc03rSH3OwIAN9qKuWJY8v415Vn+Wxle/KhX6pdyJdqq/nFxhPcU9Sb3P7E0Rq+1VzGu9sOstZ/flmBe/eu5uXuArId470XTvzHUrbDwJyhJt3Ff1SNNtHV9hM9l8GQbWo/SzZgVfYQh6/bD0DjzXvojzm45uzkXzMTvA5jyt/7ibPP7PcxPsG3carjctpMoubMfMdsNhPfBN+v6WScnWN4IuOPN9thEIjP3OJzHvvUvi+Tfb8mMtHXhIayWHDyz8GEwbgDh83E6zAo9XUTnOJxP9X9C+AgcXWnz2Fw4Xe0Y6pXD9sSf55P8UvG5bKbuO0zdwxPJNth0HfbLta9s4mGkJu+23YBiatcJ3q8aZ/acewdfv2/WtLIF5c2JrdP5/fTS8cnfp3sKY5rwueZxs9ptiNO/W27xs000fcyNJRF5ck/J2bYyHIY2Id/J9md4/9cZzsMVmUPjdpPI/Jev5oqbyT5+wmgP+Ygf/s13FHQy4tbzs91fSSQxfp3N/PJig6+seZM4rGDbvL/6SbioRAx+/nXtzud07rzItzTQzQQIL/m/EnXkR5Xf0MDJes30N/QgMPrTTYe4XyPa6CxEc+aNeM99axLefOx6e3fjvrYZrPhys6mdNNmFt58yxU/f7ivj01f+H2AZNF58TuV2+8n2J74oyM6MDBmp48UsbFg8IrHIyIyl000p+dsLR4z0ZVpVrh6eKq31cvMSfdxP5+lss4789yzBNvb2PDZJ67oeS5H1c23UHn9DcmPw0MG+56PsfDNrdg85698BPijE0v485OLzz92+AqSxw6sHPfKkmt3bxhz5SPA4ATNjoneEQbjdgbjM7NgzuTPM/6f3ZONKz7FRpcJHB/MIu/1beQ4DAbidsDG2GtSL/36UxWK23FO8Xs/cfaZ/T5OZKrjis1Q4xHANG2T5Jx6xtk5hicy/ngn+95PR9iY2vdlJo+JuGnnxFN7xz7Xw9vweyNTeq6p7l8Aw7Rz7LNTuHp4ImZiKpcpfsm4ooaNqDlzx/BEQjEXa4YXkVkArBk+mTLR3IaDcTuDxtSO49Dw6//d2YX847nz75jT+f00XjWeHNsUxzXh80zj53Qw7iDv9avHzVQ5wfc/btppePq9MdsnWjRpMG7n5GAWBolm44UG4o7h309Xj/m6V3vyR203ho+f77WU8NO2IgDMcCLzvq/+C8TOXwNZdettLLr9jnHHM5mRHteFd3OMfBwNDACJHpf7opOuNocDV1ZW8jFzQcqbj9v+/P9KyfOeefYZAKpvvwNPXt6oz5nxOLGhoVFnxY1YDLffjxGNYrPbiQ5edDHs8LubO2fsHAIA1bfexsIbb0p+HO7vTxxQkhL6I11E5qOp3lY/Va8+PPE8oJrzUFIhlXVe94njbPjs50bVeW6/f9w6LxoIJAtzt99PoKlx1PON1H0T1XkXX5EQMwwgQCDuhPjoP05DhoPxbigPTvDH2kR/fE21ojGn80WTPln6nsphOlhe/4fYSFyBknsZc9/NpBmLn+bv42w810w+4Xw6hmfj+WZ0XGbm3WMy0/lT/TQGdo5O4bb66fw85HiMceelHZnzcKq/nyaUzoPYZNQq8BdmmslhjTQOx1tx3phge9y0jbs9atqJjjRGh3/nb/7DP8bjG33lo9Vl3HfANE1qn3uWrmNHgdEd4JF/2+x2emtrKV67FoChnh6MaJScqmqCHe0YsRiDbW1EhgtVMx4nFgphd7nwlZSO+7pjilLN+Zhyqf4jXURkvinJmvpcn7oVXuaSC+u89Z/5LN6CwlGf9y+oxOZwjKrzgp0dhPv6yKmqBiCnqpqGN3Yk6zyA3jNncHg8E9Z5MrumOvediIgA2Dk2zpyHq4evuBzPRIu0aCGt1HJ4vTi9V35V9UgdEwkEcOfkJLdHAgGyKxLzyLhycohcdHGdGY8THRrC5c9hrkjJEVf7wvOX/dil990/pec+8+wzdBw6yJrHP8ahb3+L2NAQkYEBHF4vnoICXH4/3oICzr74fOKMuM3GYHMT3qIicquqcHo9GNEo3sJCTv7i5yy+5x56TpwA06Rsy1Z1pEVExFKsfCu8TM9s1XkOt4fIQOJ2IYfXi8Plwun1UrZla7LOc3o9nHnuWXKqqsitqgISi8v4SkqTdV50IMC5V1+h4uprVOeJiIil2GP+cRuWU74VXtJipMfVW3sG/3CzMRYKMdDUSMXViVvAc6uqiIdCBJqb8C9IzPvYe7YWTJOchQvTNvaLpaQCG2xpubwHTmM6ktbdiQlBD337WwCc+tVTACy+514W3nAjldddT/0bO8irrubYj35APBLB7nKx7pOfBsBXUkrBsuWE+nqJR8Ic+Np/YhoGWcXFLL33vqkPSERERMRCZrPOG7H8kUcp27wFgKX33sdZm43jP/kRRixGwbLl1Dz40PmXtdtZ8/GPc+aZZzj4ja9jd7ko27R5WnMtiYiIiKRSPBxmqLs7+XGop4dASwvOrCy8+flUXnc9DTu2k1VUhLeggHOvvoo7J4eiVYnVr0d6XKee/hXLHnofZjzOmeeepWTd+jmz0jWkqPm4/jOfTcXTArDudz7D4W8/OWZ7sC1xS1nljTcRj0Ro3fMeRjxO3pIlLHvwYbwF51e3XvGBD1L73LN0nziO3emkaM1aau5/AJtjZiZWFREREZmvUlnn3fjlr1zyMXaXi5oHHxrVcLyYN7+AtZ/45EwOTURERGTGDTQ3jepxnX3xBQBKN21mxaOPJXtcp3/9NLFQiNzqatZ94lPYXefnSR7pcR3+zpNgsyV7XHPJrNx7EhsaonXvHoY6OgDwlZZStmUrTq93ys+Vv2TppIWpzWZj0R13suiOOyd8jMvnY+UHPzTl1xYRERGR0WayzhMRERGxEqv0uFLefBxoauLI976D3eUipzJxv3nT27+l4Y0drPvkp/EvWHCJZxARERGRuUh1noiIiIhcSsqbj2dfeJ7CVatY/vD7k7c1m/E4p57+FbUvPMeGzz6R6iGIiIhY3p0/6KBjcOyq1oc+olWtZfpU54mIiKRf+ZkncI6zqrXdozpP5oaUNx8DzU0se9/7R82naHM4WHjjTez/2n+k+uVFREQE6Bg0CPrGrmptmlrVWqZPdZ6IiEj6OWN+Gp/ZPWb76g9sS8NoRMayp/oFHB4P4b7eMdvDfX043O5Uv7yIiIiIpIjqPBERERG5lJQ3H4vXrefUr56i49Ahwn29hPt66Th0kFNPP0XJ+g2pfnkRERERSRHVeSIiIiJyKSm/7XrJPfeCzcbJX/4c00jMNWVzOKjYdjWL77o71S8vIiIiIimiOk9ERERELiVlzcfBtjayy8qwO53U3P8Ai++8i1BPNwDegkLdiiMiIiKSoVTniYiIiMjlSlnzcd+/fxX/gkrKt26leP0GnB4P2WXlqXo5EREREZklqvNERERE5HKlrPm4/nc+S9u+vZx96UVqX3yB4jVrKNtyFXmLF6fqJUVERERkFqjOExEREZHLlbLmY97ixeQtXkz8gQfpPHyItn37OPTtb+EtLKR8y1ZKN23GnZOTqpcXERERkRRRnSciIiIilyvlC8443G7KtmylbMtWhrq6aNu3l5ZdOzn32qsULFvOmo99PNVDEBEREZEUUJ0nIiIiIpdin80XyyoqourmW6i65VYcbjfdJ0/M5suLiIiISIqozhMRERGR8aT8yscRfXVnadu7l66jR8Bmo3jdOsq2XDVbLy8iIiIiKaI6T0REREQmktLmY7i/n/Z9e2nbv49Qdze5VVUsvf8Bitetx+F2p/KlRUREZB4aipls/HrbmO0l2XbeeSQNA7Iw1XkiIiIyowwnC0/82ZjNMWcAXGkYj8yYlDUfj3zvu/TWnsHp81G6aTNlW7bgKy5J1cuJiIiIBZgmBH1lY7Z3DI5tSErqqM4TERGRmWaz2Wh4ZveY7Qsf2gauSBpGJDMlZc1Hm8PBqg8/TuHKldjsszq1pIiIiIikkOo8EREREblcKWs+anVDERERkflJdZ6IiIiIXC6dqhYREREREREREZGUUPNRREREREREREREUkLNRxEREREREREREUkJNR9FREREREREREQkJdR8FBERERERERERkZRQ81FERERERERERERSQs1HERERERERERERSQk1H0VERERERERERCQl1HwUERERERERERGRlHCmewCZyjAMAAID/al7jaEBsn1ZY7YPDAzg8/nGbDdDA2Abux2A0AC4x/ncFLeboQEGBpiRcU3nuSbbboYA29jnSndGGH9cAwMD9PdPLSPM3Pdrouea8Dia5PsFzFjGmdyPE41roq+ZbLwwM8fERK8x2XPNxv6dLPtE+2Qmj+HpHHdW+Dmd6s/DTO7H6Xy/ZuPndDrHxHSO+8HYOGOaASN1w0gdIXNTcv9EHCl7jXg0Tv+ge0rbjWh83OcyorEpbh//eWZ6XNN5rvG2J8Y81YwTZ487p/b6s/V9BGbk+zXZc83VY2UmxzXR18zk934mj690j2s636+Jfk6nPi5r/5xO9edhJt+HZ/Jna7aeayaPYcIp+v0+XDck6ghd63ch241f/oqZ7kFkov7GBg5+/WvpHoaIiIhkoA2f/11yF1alexgygf7OGAdfCqZ7GCIiIpKBNtzjI7dY1/pdSM3HaYrFYgRbW3Bl+7HZU9fRjofD7PvqvwCw+Q//GIfHk7LXmmusnB0gMtDPwa9/jQ2f/13cObnpHs6s0r7Xvgfr7XsrZwfr5DcNg+hgAF95BU6nitK5KhaLEewFl5fU1nmhEPv+9Z/BjLL5T/4vHB5vyl5rrrFydoBIfz8H//Nf2PCFP8ada7Hf9dr31t334RD7/vl/gc3F5j/6Exxe6+x7K2cH6+Q3DYNoCHz5qM67iL4b0+R0OmflioVYKJT8tyc3F+c8/SEdj5WzX8idk4s3Ly/dw5hV2vcJ2vfW2vdWzg7Wyp9VUJDuIcglOJ1OcotT/zoxux3igwB4suw4vda5RcvK2QGI2sCI4M6y4fVZK7v2vcX3vREBInh81tr3Vs4OVspvJ8uf7jHMTfN1j4uIiIiIiIiIiEiaqfkoIiIiIiIiIiIiKaHbruc4u9PJwptvSf7bSqycHcDp8ZC7aDHOeTrv2WS077XvR/5tJVbODsov1mTl497K2UG/67Xvte+ttu+tnB2UX7TgjIiIiIiIiIiIiKSIbrsWERERERERERGRlFDzUURERERERERERFJCzUcRERERERERERFJCTUfRSzCNE1MU1O8ioiIiMw3qvNERGQu0zJDFhEdHKRt3146jx7B7c9h6X334y0oSPewZkU0GKSv7iwYJrmLFuHOyUn3kGZVLBQiGgzi9HhwZWenezizLtjVSeuuXQx1drL2E59M93AkDQzDwG631rm2xrd/S//Zs+RWV7PwppvTPZxZ1V9fz0BTE1kFBeQtXYrD7U73kERSTnWe6jzVearzrEp1nuo8yQxqPs5j8UiEsy+9SPuB/RiRCAAOr5fs0jKcXm+aRzfzRs722mw2AAKtLZz+1VMEWloAsDscuHNzWXLPfRSuXIltHv+SGmhooPHtt+g9dYp4NIrd4SCruJiFN91C8Zo12ByOdA8xZYxYjPrtr9Nx6CDh3l4YPi7sLhexUGheHvsX6zl1irb9+8guLaXqllstVZR1Hj1My7s76a+vx+Z0cP1f/026h5RSF+/bc6+9SuMbOzBNE6fXS8+pk7Tu3cNVf/JnaRxlalz4nh/saOfcq6/QfeIEpmFgs9ux2e14C4tY8/hH8RYWpnm0IjNPdZ7qPNV5varzVOele0gppTpPdd58oubjPNe65z0wTYrXrWfZw++bt7+Q4+EwAA6PBwAjHqf+tdeIDg5SvGYt1bffQeNbb9J94gRnX34RgMJVq4DzRex8ERkYoP711xhsa8NXWkbRmrX0njnNQGMDdb95GVd2NnlLlgDzLzvAwW99g0BLC57cXCquvZaa+x7gnf/fV8gqLJy3x/+IwbY2jv3wB4R6e8A0GSwupvKGG7E75/dbvWEYNGx/nYbtrwOJ94H8mhoqrr0WYF4W5MGuTuKhMDmVlaO2Nb75JrnVi1j9+Eexu1yc/OUv6DxymK4TxylauSqNI545saGh5B+YzqwsTMOg4+BBhrq6yF20iAXX3YA728fxn/yEcG8v9dtfY+l9D+DMykr30EVmnOo81Xmq81Tnqc5Tnac6T3VeJpjf71TzXDwcpuv4cZrffZtgezsOj5c1H/s4/ooKABxuN4UrVjLY0oLD4yHY3s5AYwOe/Hzyl9Zk9C/oWChE+8EDtLz7DqHeXmw2G9llZVRccy1Fq9cw0NRIoLkpUZCvXYevpITFd91NsKODUFcnre/tThalmSgSCNC+fx+dR4/i9vtZcs89eAsSZ3zsbjcLbrgRMx4np7IyWYQe/+mPMeNxIv19GV+MDjQ20vDGDgJNTXgLC6m88UYKapZhdzpZ89GPj7rlKtTbi2kYGLEYMD9uzYiFQ/SeOU3xmnWjttvsdmxOJ1U330LHwQPEQiEGmpvIq140L3JD4me/4+ABfOXl5FUvAhJF58j+Xf2xj8+b4ms8J3/5c9oPHgTDwO52U7pxI9V33IXb52Pg3DlMI07ByhXJAsyVnY3d4cCMG2ke+ZUZbG2l8c036DpxHCMWw+5w4CsppermWyhYsYLsigU4fdkU1NTgLSoCoHTzZtr372Ooqyt5fIhkEtV5qvNU56nOu5DqPNV5qvNU52UyNR8zWNfxY9S//hrRYBAA04jTV3c2WZQCFK5YQffxY7TteY/2fXvBZsNms+Hy+1nx6GPkLV6SruFPWzwcpuGNHbQf2I8NKF67jshAPwONjdS+8DzxSISswsJk1pGz5JgmQ50dxEMh+uvriQ0N4fL50pplOrpPHOfsyy8R6u7GjMex2e3kL11KxdXXAOD0eCioqRn1NQMN9Tg8HrIKCileu268p80IsXCI07/+NV1Hj2BzOMguLWWwtYXjP/4RC2+8iUV33Jn8ZWzEYtidTiID/ZjxON7CxC+qTC7MGt96k+ad7xLp6wO7nbUf91CwbHmy4PQWFLD2Yx/HW1hIZGCAjkMH6T97NlG8GQZkaPZYOETjGzto2b2beCiEzeHAZrNRsHIlNQ8+jDs7m7xFi2l+522af/tbhjo76Dh4kJzKSsq3XYO/omJeFOWdhw/TefgweYsWs+jOOzn11C9pfe894pEIKx/7IK6cHOwuFw07duD259Jbe5rOw4fJXbSI4jVr0j38aQv19nDutVcINDfjKymheO16uo8fY7CtldqXXmSZyzUqn2kkCvB4OJwoRk1w+f2Yppnxf5CLtajOU52nOk91nuo81Xmq81TnzReZ/RNqUSOr2WWXl1O2ZSsLb7qZvCVLsTud9J+rA5st8T8gv2YZBStXkrt4MSse+yBrPv4JfOUVxIJDnH7m1wx1daY3zDTEhm+9KVhaw7KH38fKxz7A6o98lKLVq3G43PSePk1O9SK8+QXEhoaoffEFOo8eofaF55NFaDwSZrC1JZ0xpsw0DEzDwJnlw7+gkuK1a8ldvARXTg799efGffypp5/it3/7N9Q+/xzB1lYG29roOHyYeDSahgRXLtTdQ6i7m4LlK7j2//lLNn7+C6x+/KO4srNp27sXIHnrych/PXn5mPE4uYsXp2vYV8wY/iXbc+oUANkVC7A7ncmPGf683elMznlSsHIlmCYDTY3Jz2Wq3lOnaT94MFF0f+p32Pz7f4i3sIieEydo2LEdAG9hIZ7cPPrqzlL/+uvDiy/sY/9//jvdJ05kTEE6sq9HbRs+m9v41puYJqx+/KPkVlWz8Qu/T3Z5OZ2HDxMZHKRw+QpWffgj+CsWcPIXP6Pj4EGc3iz66urY9Q//k8jg4GzHmZKJVmqNDYXIKiqmZMNGVjzyGAtvvJEVjz5GdnkFNqC//lziqpd4PFF42u1EBgboPHwI0zCovPFGbMNNCpFMoDpPdZ7qPNV5qvNU56nOU50332Tuu9Q8ZZpmsptvs9ux2WxjJtge+W92WTnZZeUANBjbCTQ1MdTVRTwcTt5q48nLY9mDD4PNhis7O3E2/KFsjv/4R8SGhug6dpyFN9442zHHdTnZATy5uSy5+55RX+v0eon0DwAm3sJCbHY7S++7j7Mvv0R/XR3Hf/wjsNnwV1bijsUwYnECzS3JKwLmwqTk4+W/0MgYc6qqyKmqwmazUf/6a7R0dBBs78CMx7G7XInnGn6ewpWr8BYU4i0opP9cHe2HDnL2pReIDQ2xYHielLmQHYZ/GQ+ftZ2ogPCVlLDi0cfwlZQkt+UvrcHmcGB3OIhFIjgvWvGs69jRxB9pppF8nblYoMTCIZwe77gZRsa78MabcGb7iA4EOPHLn5//Y2ScPMWr13Da5WKos5PY0NCcngdlouwj+8ruclG8dh3lW69K7vvVj3+U/f/574R6ugHwFhRQsnEj0WCQqptvweF2E+7r48DX/5PTzzzNuuLP4CsqTku+qRjv2LQ7nRixGEY8jt3pwOn1YsRiON1uFt91N0e+913a9+9l4Q03kV+zjBM//Ql5S5ay+iOP48zKom3/Pk798hecfeF5Vn7gg2lIdXkmKhr9FRWjrvSCxHxPoZ5ujFgsUZza7dg4X9i27nkPm9NJdnEx+Utrxn1ekXRQnac6D1Tnqc5TnQeq85LbVOepzrMINR/nGJvNNmqFulBPD5B4wx3PSPGRVVyCzWHHiEQYaGggf/h2DJvdjicvL/HY4QLPk5eHK8eP0dtLpL8vZVmmasrZh998bDYb0cFBhrq7MGMx/JWVibmByitY/eHHiQQCOL1e3Dk5xMJhDnztP8EM48zypr0gGylEbTZb4k31MlYnHCnWTdMkq6gI7Dbi4RADTY3kDs+NMpKraNVqilatBqBk/XqMeJyuY8foOHQwWZSm00ghanc6E7+ML7E/7E5nsii58GsjfX0UrFiJ0+1OFjIjt+MMdXSAzZY8juZaQRoLhzj4jW8QCQS49i//akxBeqGC5cuBxBlSlzeLcF9fsqC70Eh2T34+4d5e+urPUbRy1ZwryC+VfWSshStXUrhy5ajP2ex24uEweYuXJh7rdFJ53fWjbsfKLiujYMUKek6epOfkSXzXzZ2idGQfXbyt6e23sTkcLLzhhtFfYLcnHz8yCbcRi1GwbDnYbPScOMnCG26ibc97mIZB6caNOLOyMAyDsk2bOfvC88mrI8Z77dl04R/fF27rPXOawbY2/AsqyV+6dNKvCzQ3YQ7//I8UrCO/40JdXbTt3YMRi1FxzbUZPe+dzD+q81TnXYrqPNV5qvNU56nOU503H6n5mCYXFyMjIgMDtO3bS6CpCdM06K2txe50sv7Tn8FXVgZcdNZg+N9ZxUW4/TlEBwP01Z1NFqUXGvm6gYZ6BurrwWYjb8nYH/xUm6nsNpsNTBNMk+Z33gYzcTa8aOWq5PM6s7KSv6RM06Rl105CPd3YHA6KVs/+3BjjXd0wUoiO5B9obMBXVs6Ca67F7fdP+nxZJSW4s/3EhoL0nT1LblX1hI+NDAwQaGkG08CTm5uWgvzioujCQjTQ0kLjm28QD4VYfM+9ZA/v88nYnU5O/PxngI2qm285/5xcdPuJYVC4Ym5MTj1ya8XI+JweLzlVVbTteY9zr71Kx4EDuLJ9bPz8Fyb8ervTSVZREX315+g+cYLSDRvHLTjzltTQunsn/XV1FK1clfaC9EqyX3ibit1u58xzz2J3uShYtiy5fdRZ/+ErILIKi+iKxfDk5KYi0iUlr/Rg9DFpdzrH3WfnXnmZsi1bxzyH3W7H7fcTbG+j6/gxyjZtxognjgV3Tg7Bjg4Awr2JP+Z7a2sp27IVu91Oy66dxEIh/MMrJs5WQZq8ymf4FpmR9xyb3T6qqTDi2I9/jGnEWfbw+8Z9vgu/rmHHdmx2O6UbNuIpKBj1XPU7tid+vy1eTPGatUQGBgh2dODK9iWvIhNJNdV5qvNG/qs6T3We6jzVeSNU56nOszI1H2fJxWcALj77C9BfX8/xn/2UaGAAh9uNze7AiEQwIhEG21rxlZYy/MXJrxn5IfTk5pFVUkJ4eELuCwuOQGsLgaZmTNMg1NlJ57GjuHNyKF63noIVK1IZG0hd9pHnDHZ00LJ7F5gm1bfejs3pTL5BxYaG6D93jkhggMG2NjqPHMHt91N9+x2zNgn5yBw+F74pjwj399O88x1C3d0MdXYR6klMLt5z+jSdhw6y9L77KVi+Ipk1mXtkv+flk1VcTP+5OgYaGkZ9X6PBIOG+PmwOB0Y0Qtue94gGArhz86i67bZZSJ5wYSFy8S/ggeYmzv3mN3jy8+k6dpR4JAKmyYGv/ScLrr+BxXfeOeHZO/vwvu88cpjC1avIWbhw3McOdXZidzqJBoN4ctNTmFzowvGFenrAbqd9/z4AGnZsx5OXR8mGTZc8e51TXU1f/Tl6Tp2kdMPG0ROND/+3dONGWt/bRW/tGU7/+lcMNDWx+ff+IHXhLuFKsl/4cbCjg76ztRSsWEl2Wdn4j3e5CXZ10rZvL3aHg/wLitfZNNGVHid+/jO6jh5h/Wc+lzh2DYNYKAQ2G+7h4zR5PA/v29xFi+g9W0vn4cOUbdqM3XF+vqvBlmYASjdtSVz1cvAA4d5eosFBQj09uHNzWfGBD81ecMZ/rwdo2b2Lhh07cHg9rPvEp3Dn5hKPRnF6PYmrPXzZ4581H/6jvm3PewQ7O3G4XFRce92owrbn1Em6jh7BNAwiAwHe/sqXMSIRAMqvvoaa+x9I+5VQMj+pzlOdpzpPdR6ozhuhOk91nuo8uZiaj7Pk4h+CeDjMiZ//jKGuLkrWr2fhTTfTsnsXRjRCdnk5Gz73efrrznLi5z8jHonQc/o0Jes3TPj8zqws/BUL6D19mkh/H+H+fuwuFzabjUhfHy0732GwvR1ME7ffT9lV21hwzbXYL+P2jyt1pdl7z0ye/exLL+JwuchbujR5u4JpGJimiRGP037wQOJNyjRx5+Sw4PobKF63PiVZw319RAIB3Dk5yQLowmI00NxEuK+f7LIyvIWFhLq66Dx8mHBvL3aHg+rb76Bw1SrOvvQifWfPUvvCC2xdtnzC23RcPh/+BQvoPVvLUE830WAQ5/CqjwMNDTS+/RaBxkaMaBRsNnwlpSy+62785RXjPt+VGmhsBLuNnAWVyW0XFiLtB/bjyc1NXonRf+4cfefqMM/EKFi+grWf+CTdJ05w5vlnaXrrDapvuRm7a+LbU07/+mlsDgc1Dzw05rVGfqEPNDXi8HpnZRLiUG8vbfv24nC5WHjjTWM+Hxsaou6Vl+k4eJB4JEJ2eQUrHn2MBddeR9Pbv6Vg2XLWfuKTk7/I8LFUsGw5ze++Q6A5MaH+qLOtdjt1r7xC9/GjiT/sWloYbG3Fk5dHqK8P7/AtejNpVrIPq33+OTBNah4c3u8XvMcc+/EPcXg8BNvbE2eJTZMVH/xQym/JaNm1k9rnn+OGv/3yqO2DbW2ce/UVBhobyCosouqWWylYvpzyq6+h88hhTj39FOs++WncOTl0HTuK3eXCjCf+kBvZ1yP7tmj1Gtr27aP3zOnk9nB/P4NtrXgKCjEMA19JCWs/9TvUvfwS/XVnE7cpXX8DC2+5ddJbva5E/7lzHP/pT7C7nFz1p3+e3B4JBGh9bzedhw9hxOPkL62h8rrrKVi+gqa3f0u0f4D6HdtZes+9BNvacHqzMIw4phEf04CARJEbGRig/vXXMA2Dqttux5ObO6qAbT94IPF+BwRamskuL2fB1ddStGYNjhTlFwHVeRdSnac6T3We6jzVearzVOfJxdR8nCGmaVL7/HN0HDqIMyuLlR/4IP6RX8ymSeeRw/SdPYt/wQLKr9qWnNchOhig+8QJyrZeRbC9DYfLRfGadYkzODXLKNmwkfYD+xlsbUnOezARpy8LIxYl1BNk9//+B2x2OxXbrqb69jtY/v5HsLvcZBUVzfjZgFRnD7RMnL3n1EmGOjtweDzkLV7CsZ/8mN7Tp7A5HCy6/Q7Kr9rG4nvuZfHd96TkFhQjFqPr2DEa33qDYEdHYpVCr5eyLVupvP4G3H4/0WCQsy8+T8fBg4kz4w4HLl92siD3l1cQ6e/H4fFQeUNita6aBx7ivX/8X4R6uuk9W5uY72MCWUXF2O0OYsEgB7/5dWxOJyXr1lO2ZStlGzeRv3gpOdVV5C9ZOuP5Y+EQDTt20LZ3L7GhIDa7ndzqRSy9/4Hk7TTBrk6O/eC/GOrsBJsNhztxHG76wu8nCqu33ybc38fqj30cSMz74sjK4tA3v07TO29TdfOt4752X309gaZGqm65FbffT+Nbb9J+8AAFy5az5O57EmdJgTWf+CQ5CypTegtCw47tNL71JvFwGJvDCZice/VVFt1+Owtvujn5uNoXnqPj0GFyFiygYOUqMA2MWIwl99xL1/Fj9J2rAyafq2WkAMtZuBB3Tg6RgQB9dXUMtraSX1OTnCupbc9u4pEIpZu3sODa68ZM5JyJ2QF6a8/Qe+Y0Sx94EHd2NgB99efw5OXjzcvDjBt0HjmC3emkaNVqqm65ddTE9TOhZfdu7E4HJes3jFp10zQMWnbtpOLqa4DEFR9HvvddjEgEX2kZgZZmjv3oB1TedAuLbruN8m1X0/bebk796inWfuKT2B2JK4FGroK5+Cx/VlERS++9jyPf/y47/8ffU37VVfSfO4cZj1N1663JObC8eXms+mBqzn7319cT7GjHV1ZGzoLK5BxmkYH+xOfPnSN30SLC/f2c/MXPCTQ1YXc6Elc/7NtHz+lT1DzwEItuv5O637xE94njZBUWkrd4CZHAAADZ5eXj/hFpmibNO99NzHOVl0+oq4v3/vn/EOruxu50su5Tv0Pl9TdQumkz2WXll7ydUWQqVOepzlOdpzpPdZ7qPNV5qvNk+tR8nCGRgQHCfX0Y0SiRaJSGHdtZ8dgHcXo8xKNRuo8fo+v4cXpOn6L8qm04XC4KV66k8+gRBltb8OTmEh0cTNyOYCOx2pXDQVZxMZgm0cEggZYWcobncriwuBhsa+PkU79gsDlxObbd6SS7rJySDRso27wFp9ebLBJNI/GLgJGJr2fgLGGqsvtKSibNbsTjNP72LULdiVXQTj/9q+RZ3/KrrqJ04yZsdnvy7N9MZh+5LLz94AHqX3sNMx6jaNUq/AsqMQ2DrKKi5NUG7Qf201dXR1ZJCTUPPkQ8HOHkL35G6949ZC9YgL+ykp7TpzBNk3gohN3lwu3348nPJx4KMdjSMm5RGhkYoOm3b9G6dw/xUAiAeCRCVnEx2eWJN+QL5xQZyT/ebUFTNXL7Q+3zz9F56BC+0jKKb7oRjMTcHxeeeap7+SXC/f0sf/8jFK1dS+vu3dT95mVOP/sMyx58iKySYsJ9vUT6+vAWFBCLRMirrga7nf66c3Dz+GM49YufY8RiNOzYzrlXXwESV4a4c3IS/x4eQ97w5Oyp0nX8GA1vvoG3oIDl73+UrKIiOg4d5Nyrr1D3m5cJ9faw7KH30Xn0MO0HD+KvWMCGJz4/5nnyl9bQunvXuBOLXywSDDLU1kp0cJBYcJBDT34TgPJtV7PsoYcBuOb/+auZD3uR2c5uxGKcfOqXOH3ZBNta2f2P/4twby8Ai+++h4U33sSKRx9L6YqPR37wfXpOnAASE4JXXnc9AP7KhdidLlr3vJcsSutfeYVYMMjGL/weOQsq6a09w6lfPUXTmztYdNttVN1yK6GuLnpOnSTY0YFtuMB1DR/D4+UvWL6cxffeR+vuXTS8sQO7w0H5tqspHp7bLJV/fDX+9i3qXnoRAIfbzZqPfYK8JUvw5OfjKysjEgjQefQIuYsW0XFgPwNNjdgdDjb9/h9ixKKcfeEF+s/Vce6V37Dhc08w1N1F4xs7aHjzDfwLFmBEo5iAY4JjINLfR8vOd4mHw4R6ehhobMDp81G2aTMV11xLdnlinh/dbiOpoDpPdZ7qPNV5qvNU56nOU50n06fm4wyJDQUJ9XTjLShIvGG2t1P/2qssve9+HG43BStX0XX8OPFwOLmCla+sPPnD03P6NL6SEgZbW+mvr09MIOvz4XC7E/NDYGOgsSFZmMH5wsjt9ycmIl69huJ168gqmnilr5koSGYru93lmjA7JG7ryV20CIfHi7+igpING8gqLJqV7DabjWBnB+de+Q1GLEblDTdSdfMtYwpdIx6n+d13MA2TlY99ELvLRXfzCWJDQwB0HDhA2ZYtiSLOZqPvXB2FKxKrvXkLChjq6iLc3z/uvBhGLEqwowNPXh4FV11Fxbar8RYUjhlrcvLzGcxvt9vpPnWS9v37yV+6lDWf+NS489bEIhF6Tpxg5Qc+RPG6dfScOUO4vx9Mk64jR6i+7XZyKhfSV1tL6573WHznXcnncbjdhIfPsl18ljTYlTi77vT5yK2upnzb1RQuT/28VhcaKczPvvA8ZizG2k98KjG/1PCVKL6SUo7+4Pu07d3LsofeR3RwCAyDFY8+Nvp5hrMVrFhB6+5dtO/fz4Jrrp30zPC537xM2573sNnt5CxcSMmGDSy49vrZiJ0Yc5qydx47SqQvsXJr6969eAsKWHTn3VTdfP4vl1QWpAD+BYnj1YhGqX/tVWLBIIvuuBNXdjZZxUUE29uBxB+Nwc4OPPn5ydvT8pfWUH7VVZx75RUCLS34KypY+4lP8tsvfZGTv/g5Tl8WTp+Poc5OfOO8j498TxZefwPlW7bO+up+vpJSvEXFhLq7iEejnH72GZbcfTd5S5aSu2gxnQcP0HPqJPHb7yDQ0oxr+Odz5NbEimuuofvkCWKtLcTDYapvuZWOgweIBgLUv/4a7rw8XNl+ooOBUXO1jbyHGbE4lTfeRDwUomjVanIXpfYPTpELqc5Tnac6T3We6jzVearzVOfJ9Klqw+rfAAEAAElEQVT5OEOcWb7EpM92OzUPvW/4DXkPhStWkl9TkzhD6nKBadJ75jTFa9fhyc0lq6iYSGCArmNHKV63nmBbOwONDbQf2E/5VdvoO1ubmAfGNOmvq2PBtdclX3OkAHJlZ1N5/Q3J7WY8nrztYzbODKQjOyTmwVl02x2jts1mdqfHSzQQACB/8RJsNtuYScejgQGMaJTY0BD7v/YfyeLSnZNDwYqVVFx9DXaHA2dWFpGBAVrf203+kqUMtrYy2NYGpom/omLcLN6CwjFzp4yXP1Vz4Lj9OWCaFK1ekywkL17lLtjWimmanHr6KY7//KdgGNhdLnKrF1F+zTW4s7PxVyYu6W/buyex8mNODi27dhIPh5NXclxcoPiKirnqT/9szJiMaARs9llZ5c1ut9NXX0+ot5fssrIxk5znLV5M/rJldB05QteJ49hdiTENdXXiKylJFl4jY81ZUInd5aL53XcS83Q5nYR6e/Hm5yeLwJH/Vt16G9XD86Ckw2xnH3lNf3kFS++/n+J1G9J2q0X+ksW0vbcLW3Y2ruxsGnZsJ3/5cvKqF5Ffs4zB1tbkfGDxcBiXPyeZBSBnYRXYbLTt3YP/gQcBqLj6GjoOHSTQ3IQr209O5cJLjmO2C1IAX0kx3oJ8jGgUh8dNuLeHk7/8BZt+7/fJX7qU1uHVFrHZiA2Fht+LnMlmhLewEJfPhxGP01d3lpL1G1h02x00vvVmYh4xEqtWevLyR73uyHtYVlER1bfcOsupRRJU56nOU52nOu9CqvNU56nOU50nU6Pm4wwZaGjAk5uHw+PGlZXFgmuupfPoERre2IHN4cBbkI+vpISh7m66TxyneO06HB4PnsICwr099NfVsfiuuwl1d9P09m85+9KL1L/2KjabnayCQmLhEJGBAeLh8LhvRhcuZ29zOCacuHpeZh+edHxkTorZyu7OySG7YgHBjnaO/Nf3cXgSZ7WdXi+evHyKVifO2Hjz8xkMR3Dn+Fl8973kLFw46pd4PBIhZ+FC2g8coOfUKfb9+1eJDg1hxuPkLlpEyYaNE47BNM1RZ8tnM7+/ogK700XtCy/Q+OabGPEYDrcbly8bX1kZS+65F9M0cXgSK5stve9+cqqqRk1SDolf0p78fIY6O9n371/Fk5fHYGsrzqwslt5//6RjMGIxMA1wJFZYnGzS8lTIKigA08RbWDjuWdycqmq6jhyh5+RJqm+9DZvdQeObb1C0anXysSO3s+UsXEjRmjV0HDyYWLktGiVv8RLW/85nkkX/yH9TMZH4VM12dgBfScmMz+szVXmLl+DweIgGg6z/zOfY/5//zpHvfodVH3mcwpUrafrtWzS8sYOa+x9ITvweaG5OFqWRgQA2++if0eo77iQeDtO2dw9GLDpn57DxFhTizc8n2N6O25+DOyeHQFMTR//rv1hy33043G4Mw6D7xAl8JSUEOzoIdrQT7uvD6fUSD4VxeDzYYvHkcxauXk0sHOb0008BifdDTRguc1Haax3VearzVOepzptFqvNU56nOk5mm5uMVGrlMONzXB3Yb7txcfKWlZJWUEBkYINTTQ9Pbv2XVhz5M3pKlBFpa6DmdWMEq1N1NoKmJeCRCsKMdm83G4rvuJmdhFa173sOIRChet47Btja6jx/H5nQkC5CL2Wy2WVnl7UJzJrvdzuwmP2/144/T9Pbb9Jw6iRmP43C7E5fht7fTV3uG8quvwVdWRrCzE5vDQfGaxHwd8XCYlvd2ExkYoHjtOrIrFuA6fRqbzY63uASvYVCwfHni1qRJzu6O/BGSLms//WnO/eY3DHV24sr2YZow2NrKQGMDgeZmNv/e7+P2+wn19LDgmmuTXxcZGODM88+RX7OMiquuIqukhFBPD4UrVzHY1kbR2nUsvuvuS86JMxtnvicfQOLKh2BHJ7FIBPfweEaKNFdWFthsDHV04M7JIW/pEnpPn+bYj3/IknvuIxIYoPGNN3BlZ5OzcCHL3/cIruwchjraKVqzhvKtV6U332QsnD2rpITw6dMEmhu56k/+jN3/+L84+YufJybFz8mh6+gRau5/gJKNG6l/7TXqXnqB3EWLcGdn07Z3D5hGYlGGYU63m+Xvf4TC1aspWrkqjckuLaukFE6dIhIIsOLRRzn7wgsMtrdz7pXfkF1eQainm86jh6nYdjU9p08R6uqi8c0dLHv4/YlbcYJDODzu5EqodoeD8q1bya2uAhK3/IjMJXOm1lGdlxaq81TnWbXWsXJ21Xmq8yQ11Hy8QiOFoMPtItjaSrC1lbf+5q8Tn7PbwWajt/YMbfv2Un7VNhrefANjcJC9//av2BwO3NnZGJEIdqeTQHMzeUuWULhqFYWrVmGz2YbPEr+NEYvir1gwan6EdLNy9hHe/AJq7n8AeAAjGgXA7nLR8MYO6l9/jbY977Hxd79A55EjhLq62PMv/0zuomoCzS2Ee3tw5+RQtGoVvuLixC1LhknZpk2UrN+Q3mCXKa96ERs++zkAYkNDyXlYDn/vO/SePo1hGCy9/wGOfO+7vPP//b+UbNxEPBKm70wtsXCIvEXVAPgrFtB76hR2l4tNv/uFtOWZKqfHk1yNLdDUSOHyFYnbR0ZuhbInbifLX1YDwKoPfpgj3/8u3ceP033iBGY8jt3tZvGddyZutXE6WXrvvemMdNmsnD130WJ6z5yhff9+itesY/kjj1D73HPUvfwSvtJSBltbAVhw9TUY0Rj1r73Knn/6R4xYDNMwKNu8JblK6AjDMOZ8QQqJFQqdHg/xSIT+c+eoeeghal94nkBjIzgcmPE4Aw0NrPrAh1hyz72c+NlP6Th8mK6jRzGGFymovv2OUWf9TdMkq7hk1hsrIpfDyrWOlbOPUJ2nOs+qtY6Vs6vOU50nqaHm4wwZbG/HmZWFzWYjv2YZxevXk1tVTcuunbTs2knjG2/g9vtZ+9GP0/DGdgZbWrE5HZRt3sLCG2/ClZ2dvKUm2NZG3W9eYrA1scoZNhv5S5ey8KYJloNLMytnv5Dd5Ur+Ox6JYHe5Epee22ys/dgnaNr5Ln1na2nffwCH20XBihVU3nAj/vIKQt3dePMLGOruorf2DEWzsKLZTLtwAuh4OILNbqev9gwFy5ZT8+BDtO7ZQ/vevZimga+0jCX33UfJuvUA5C1aRIvHS++ZxBUTI3OHzHV2p5PKG2/kzDO/5uwLz1O4fEXy9pFgVye1LzyHzeGgbGvi7KczK4uNn/8C7YcOMtTZRemGDWQVTTx5/lxm5eyFy1fQ9NabyUnHi9esw1dSxr5//2qiIDVNBtvayC4ro/rW28ipXEjL7p24sv1U3XQz3sKxCwaMN5H/XJRdWoY7N49gRzuDba1UXn8Dqz74YQ5+8xuEeroxDYNIJEJ0aIjClavY9IXfp23fXkK9veQuWkTp+g1jJotXMSqZwMq1jpWzX0h1nuo8K9U6Vs6uOk91nqRG5vzGm+OC7W3YXW6K16xh6f0PJG9VWXDd9fTX1zPY1kb7gQOs+tCHya9JnCG6cHLpC+dz8eTn487NJRoMUrBiJeVXbRuzAuBcYuXskChAQ11dmIArJ4f+c+foPHwYh8tNxVXb8OYX4M0vYFX1hzBiMWw225hi052Tgyc/n2B7G8G29owqRiODgww2N5O9YAFmPE7rnj0MtraQt2QJBcuWY0QjVFx9DWVXbcOIRsa9xSa7vAJnljexQiLpmWR5uiq2XU3noUP01Z3l3b/7/yjZsJFYOETvqVMYsRgrP/hB3NnZo76mNEOueLgUq2b3lZTgzskh3NubLD59JSWs+sjjnPjJjzFiMfrOnk2e9S5YvpyC5cvTPOqZ4crOTszt1tFBqLsnMem638/qj36UYz/6IUOdnQAMdXbi9vvJKi5m8V13p3nUIlfOyrWOlbOD6jzVedasdcC62VXnqc6T1LDd+OWvmOkeRKYzTZPD3/k2Q50dFKxYwbKH3gecL7wuXhkOhifPNuLA8MThGXpGwMrZR7Ts3kXjm28QGxrCiEYxh1f6K9u8hapbbxszqXAyv8mo1QojAwOYpok7JyejvifHf/ZTuo8fw+5yEQsGwWbDv6CS5e9/ZMwtB3DB5OEXrVYYaGnBV1aWMWcGL1b3m5fpPnGcUHc3ppm4baH61tsoXLkyuXrhfGXF7Cd+/jM6Dx+i8oYbWXzX3RjRCHaXm6Gurow903+5Wt/bzblXXgG7jWUPvY/CFSsAiIXDAHPy1kmRK2HlWsfK2UeozlOdB9asdUZYMbvqPNV5MvMy57TbHGbG48SjUWxOJ9nlFaPO9kKiILtwlUIYnjx7HrxRWzn7iKLVa4iFwwy2tJBVWEjxunVkl5VP+PiJ8rtzclI5zJSpuvmW5L+L166heM26SR8/0dl+f0XFjI5rti2+626qb7sdGJtxPhZlF7Ji9qK1azFi0eSZ7pEVOOd7QQqQU11N2dat2BwOssvLkoshqBiV+crKtY6Vs49Qnac6D6xZ64ywYnbVearzZObpykeRFEic9TbmXQF+uca7EkJERERkPlCdpzpPRESmRr8xZtCFc9pYjZWzjzANI3Hmf7gQtdr3wojFwG7HbrerGBURkXnHyrWOlbOPUJ2nOk9ERKZPvzlmkNWKkAtZOfsIm91O5szgM/NUiIqIyHxm5VrHytlHqM5TnSciItOnSkJERERERERERERSQs1HERERERERERERSQk1H0VERERERERERCQl1HwUERERERERERGRlFDzUURERERERERERFJCzUcRERERERERERFJCTUfRUREREREREREJCXUfBQREREREREREZGUUPNRREREREREREREUkLNRxEREREREREREUkJNR9FREREREREREQkJdR8FBERERERERERkZRQ81FERERERERERERSQs1HERERERERERERSQk1H0VERERERCQjhHp6eOtv/pqTv/xFuoeS9Nbf/DUHn/xmuochIjJnqfkoIgK07dvLW3/z1ww0Nc3K6x188psqUkVERERERGTeU/NRREREREREREREUkLNRxEREREREREREUkJZ7oHICJiJfFIBIfbne5hiIiIiMxJA42NNL39Fv3nzhENBnFmZZFdVkbZ1qsoWbd+1GNDPT3U/eZlemvPEI9EyC4tpfq22ylcuWrc5+44eIDW994j0NqCEYvhzS+gZMMGFt54E3bn2D+Ngx0dNL71Jn1na4kMDOD0eskqKqZkwwYqrr7mklka33qTut+8TM7CKtZ87OO4fL5ExoYGGn/7Fv3154gNDeHKzqZwxQqqbr0dT27uqOc4+OQ36a+r4/q/+Vsa33yDjoMHCfX2ULJ+AysefQwjFqP1vd207dtLqKcHMx7HlZ1Ndnk5C665lvyaZZf7rRcRSRk1H0XEMsL9/dS/9go9p04RDQZx5+RQsHwFS++7P/kYMxaj9oXnaT+wHyMaJX/ZMpY//H5c2dnJx3QdO0bre7sZbG0hGgziyc2ldPMWqm6+BZv9/AXlB5/8JrFgkBWPPkbtC88TaG6mfOtVLL3/gXHHZ8RiNLyxg46DBwj39eHKzqZk/QYW3XHnqIK45/RpGra/xmB7O6Zh4MnJpWjNGhbfdXcKvmsiIiIis6P1vd2cfvYZbDYbhatWkVVYRHRwkEBzEy27do5qPoZ7eznw9f/EW1BA6cZNxIaCdBw+zNEf/oB1n/od8pcuHfXcJ5/6Je379uLOzaV4zRoc3iwGGhqof+1V+mprWfepT2NzOJKP7z5xguM//TFGLEbBsuWUrN9ALBRisLWFxrfenLT5aBoGtS88T8vOdylas4aVj30Qu8uVyLh3D6d//TR2h4PCVavw5OYx1N1F6549dJ84wYYnfhdvfv6Y5zz24x8RaG6iYPlyClevTtamp576JR2HDuIrLaN002YcTifhgQH668/Rc+qUmo8iMieo+SgilhDu7+fA1/6DWChE+VXbyCouJtLfT+fRIxjRaPJxZ55/Fqc3i+rbbifc00PTu+9w5rlnWPWhjyQf07Z/Lw6PmwXX3YDD46avtpb6114lHg6z5J57R71uNBjkyPe/R/G69ZRu3IQr2z/u+EzD4OgP/ov++nOUX7UNX0kJg21tNL/zNkNdXaz56McAGGxv4+gPvk92WTmLbr8Dm8NBqLub/vr6FHzXRERERGZHsL2dM88+g9PjYf1nP0d2admoz4f7+kZ93Fd3lurbbqf6ttuT20rWb+TI979L02/fGtV8bNu3l/Z9eylavYYVH/ggjuFGIMC5116lYfvrNO/aSeV11wMQHRzkxM9/imkYrP/0Z8hbsmTSsVzIiEY58Yuf0XX0KBXXXMvS++5Pnpwe6uzkzDO/xpufz/rPfG7UVY69Z85w+HvfofaF51jz+MfGPG+4r5ctf/BHo06Ix0IhOg4fwr9gARs//4VRJ8EhUYeKiMwFaj6KiCWce+VlIoEAGz//BXIqK5PbF91xJ6ZpJj92ZflY+6lPY7PZADBNk+ad7xILhXB6vQCs/MCHRhWtFduu5vSvn6Zl184xVylGAwFqHnqYim1XTzq+jkMH6a09w/rPfJa8RYuT232lpZx55tf019eTW11N7+kzmPE4az/xyVHFp4iIiEgma9m9C9MwqLrl1jGNRwBPXt7oj/Pzqbrl1lHbCpYvx5OXx0BT46jtze+8g81uZ/n7HxlVwwFU33obLbt20nHwQLL52LZ/H/FwmIprrxvTeBxvLCOiwSDHfvhf9Dc0sPiue1h4001jM8bjLL3vgTG3V+fX1FC4ahXdJ04QC4dxejyjPr/o9jvHr/1ME5vDCcO164VGbvMWEUk3NR9FZN4zDYOuY8coXLlqVONxhO2CYq38qm2jPs5dtJjmd94m3NuLs7wcYFTRGguHMWMxchctovW93QQ7O/CXV5x/bqeTss1bLjnGziOH8ZWU4CsuITo4mNw+cta+72wtudXVOLMSDdCu48co27xlzBluERERkUw00NAAQMHyFZf1+OzyinHrIE9eHv3DzwWJ+bYH21px+Xw0vfP2uM9ldzgY6ug4P5bGxNcXLl9+2eOPBgY5+M1vEOrpZsVjH6B0w8YxjxloSNyp0ld3dkyDdOQ5MAxCXZ34F4yuWXMWLhzzeKfXS+HKVXSfOM6+f/83itesIXfRYnIWLtQc4yIyp6j5KCLzXjQYJB4Ok11aesnHXnwme6TZFxsaSm4bbG/j3Kuv0FdbSzwcHvX4eCg0+vlycsadwPxiQ11dDHV0sPN//N24n48MNySL162nbc97nH76V9T95mXyl9ZQtGYNxWvWqhEpIiIiGSs2XEO5L7oicCIjd6SMYbfDBXe1xEIhME2ig4M0bH/9sp47PjS1sQBEAgPEw2E8ubnkVi8a9zHRYKKebPrtW5O/fjgyZpvLP/7UPSs/9OHEQjSHDlL/+msA2J1OitauZck99+Ge4OtERGaTmo8iIheaoIFnkihiY0NDHHryWzg8Hqpvv4OswkLsTieB5hbqfvPSqFu4geTk4pdkmvjKylh6733jfto93BR1uFys/8zn6Dt7lu6TJ+g5fYrOw4doXbI0MVG6GpAiIiKSgUaaiZH+fpwlJTP3vMO3L2dXVLD59/7gsr7GkXV+LNll5Zf1Ndnl5ZRvvYqTT/2SQ09+k/Wf/gzewsLRY/EmxnLtf//riZunE7CNc1s1JGrDRbffwaLb7yDc10tfXR3t+/bRceAA4Z5eNnzuiSm9johIKqj5KCLznsvnw+HxMNjefsXP1Vd3llgwyOqPPE7e4vNzAIV6eq7oeb0FhQy2tZK3tGbC4nKEzW4nv6aG/JoaABp2bE9ciXm2VisaioiISEbKqaoi0NxEz6mT+Gaw+ejwePCVlhJsbycaDF7WPIg5C6voOnKE7lOnLvs2cIDSjZuwO52c+PnPODjcgMwqLh71vIHmZvrPnaNw5cpp5ZmMJy+f0o2bKFm/gT3/8s/015+77MwiIqmkS2REZN6z2e0UrV5N94njDDQ1jfn8xVcrXuLJhr/o/CYjFqNl164rGmPxunVE+vtp2/PemM/Fo1HikcTtN+OtWphdUTE8jvgVjUFEREQkXSq2XY3Nbqdhx3aC45wwnmyF6UtZcP0NmPE4p3711KipdEbEhoYINDcnPy7btBmHx0Pr7l301Z2d0liK165j1Yc/QjQY5OCT32SwvS35uYprrsXmcFD74vMMdXaO+VojFqOvru6yc0UHBxlsax2zPVE7hrHZ7dgcjst+PhGRVNGVjyJiCYvuvJue06c59OQ3Kb9qG76SEiIDA3QeOcyGz17+7SiJRV+yOPnUL1hwzXVgg/YD+xnVjZyG0o2b6Dx8mNPP/Jres7XkVi/CNAyGOjvpPHyItZ/8NDmVlTRsf52+c3UUrliJJz+faCBAy+5duHNzyV00/vxCIiIiInOdr7SUmgcf4vQzv2bff/wbRatW4y0qIhYMMtDUhNPjYf1nPjut5y7fspXB5mZadu3kvX/6RwqWJVbFjg4NEe7poe9cHWWbt7Ds4fcB4MrOZuUHPsTxn/yIQ99+koLlK8guKyMeDjPY1kq4r49tf/5/Tfh6RatWs+bxj3Hsxz/k0JPfYt2nfwd/eQW+khKWv/8RTv3qKfZ+9V/IX7acrOJizHiccF8f/efqcGVns/WP//SycoX7+9n/H/+Gr6yM7LJyPHl5xMNhuk8cJxoIUHHtdWNWzRYRSQc1H0XEEjy5uWz8/Beof+0VOg4eIBYO48nJoWD5isufl5HELdxrPvYJzr74AudeewWn10vJxk3kL13Kke99d9rjs9ntrP7ox2h++23aD+yj69gxHC4X3oICFlx7HVlFRQAUrlpFqLeXtr17krfR5C1eQvXtt0957iARERGRuaT8qm34Sstoevst+urO0nX8GC6fD19ZOeVbt17Rc9c8+BAFy5fTsns3vbVniIVCOLOy8OTlsfCGGynZuGnU4wtXrmTjF36PxjffpK/2DL1nTuP0eskqLqHq5lsu+XoFy5ez5uOf4NgP/ovD336StZ/8FDmVCynduIns8nKafvtb+s7W0nvmNA63G3dODsVr11K8bv1lZ/Lm51N92+301Z2l72wt0WAQZ1YWWcXFLL7rborXb5jqt0lEJCVsN375K1d2uY6IiIiIiIiIiIjIODTno4iIiIiIiIiIiKSEmo8iIiIiIiIiIiKSEmo+ioiIiIiIiIiISEqo+SgiIiIiIiIiIiIpoeajiIiIiIiIiIiIpIQz3QPIVPk+HwChaDTNIxEREZFM4XW5AOgNBtM8EhERERGR2aHm4zTk+3w88xd/lu5hiIiISIZ66H//HzUg57Asp5NlBfn0hsLETCPdwxEREZEM4LTZyfd6ON3Ty1Aslu7hzClqPoqIiIiIXGBZQT4fXr0q3cMQERGRDPSTY8c51NGZ7mHMKWo+TsNs32rd3d1NYWHhrL7mXGHl7GDt/FbODspv5fxWzg7Wya9pW+a23lAIgFWrVuEbnmonFeLxOAcOHGDjxo04HI6Uvc5cZOXsYO38Vs4Oym/l/FbODtbIHwwGOX78eLKOkPPUfMwAra2tlvhDbDxWzg7Wzm/l7KD8Vs5v5eyg/DI3xEwTAJ/PR05OTupeZ/iWLL/fj9NprbLcytnB2vmtnB2U38r5rZwdrJV/pI6Q87TadQYYHBxM9xDSxsrZwdr5rZwdlN/K+a2cHZRfRERERGS+UfMxA6xYsSLdQ0gbK2cHa+e3cnZQfivnt3J2UH4RERERkflGzccMUF9fn+4hpI2Vs4O181s5Oyi/lfNbOTsov4iIiIjIfKPmYwYIWXiyUitnB2vnt3J2UH4r57dydlB+EREREZH5Rs3HDLB69ep0DyFtrJwdrJ3fytlB+a2c38rZQflFREREROYbNR8zwOnTp9M9hLSxcnawdn4rZwflt3J+K2cH5RcRERERmW/UfMwA0Wg03UNIGytnB2vnt3J2UH4r57dydlB+EREREZH5Rs3HDLBu3bp0DyFtrJwdrJ3fytlB+a2c38rZQflFREREROYbNR8zwNGjR9M9hLSxcnawdn4rZwflt3J+K2cH5RcRERERmW/UfMwAhmGkewhpY+XsYO38Vs4Oym/l/FbODsovIiIiIjLfqPmYATZu3JjuIaSNlbODtfNbOTsov5XzWzk7KL+IiIiIyHyj5mMGOHDgQLqHkDZWzg7Wzm/l7KD8Vs5v5eyg/CIiIiIi842ajyIiIiIiIiIiIpISznQPQC7NyregWTk7WDu/lbOD8ls5v5Wzg/JfrK/uLI1vvcVgSzORgQFWP/5RilavSX7+3Guv0nn4EOG+PmwOB/4FC1h8x13kVFUlHxMNBql9/lm6T5wAm43iNWtYet8DODyedEQSERERkWFWqfV05WMGsPItaFbODtbOb+XsoPxWzm/l7KD8F4tHovjLy1n6wEPjfj6ruJiaBx5kyx/8ERs+9wTe/AIOf+87RAcHk485+fOfEWxvZ90nP82aj32cvrpznP7107MVQUREREQmYJVaT81HERERkTmqcMUKFt15F8Vr1oz7+dING8mvWYa3sJDs0jKW3Hsf8XCYwdZWAIId7fScPsWy9z1CTlUVeYsWU/PAA3QcPkS4v382o4iIiIjIRaxS6+m26wxg5VvQrJwdrJ3fytlB+a2c38rZwTr5Y6EQsWg0+bHd6cTuvLKyzIjFaH3vPRxeL9nl5QD0NzTg8HrJqaxMPi5/aQ3YbAw0NuKZoNCVhHg8TiwWS9nzjzx3Kl9jrrJydrB2fitnB+W3cn4rZwdr5I/H44n/hiPEQqHk9pmo8yCzaz01H6/Qnj17KCkpAaCtrY0FCxYQiUTo7OykqqqKQCBAT08Pixcvpru7m/7+fmpqamhtbWVwcJAVK1ZQX19PKBRi9erVnD59mmg0yrp16zh69CiGYRCPx3E4HEDij7KRW9JG/m2321mzZg2HDx/G5XKxbNkyjh07htfrpbq6mpMnT5KdnU15eTlnzpwhNzeXwsJC6urqKCgowO/309DQQHFxMW63m+bmZsrKylKaabwc42V65ZVXqKqqmleZprKfWltb8fl88yrT5e6nAwcOsGXLlnmVaSr7adeuXRQVFc2rTHrf0/ue1d/3CgsLqampAWDXP/wPgsFgsp6ouvU2Ft1+x+RFxwS6Txzn+M9+ihGN4vb7WfepT+PKzgYgOjCAO9s/6vE2hwNXVhbRwMC0Xs9KZmsagJ07d87K68xFVs4O1s5v5eyg/FbOb+XsYI38h578JqdOnUp+fCV1HsyPWs9245e/YqZ7EJnG63Lxm7/8v2ft9fbs2cPWrVtn7fXmEitnB2vnt3J2UH4r57dydrBO/tv+9suEpnjl41t/89djJiEHiEciRAYGiAaDtO3ZTW9tLRs//wXcfj8NO7bTvn8/W//kT0d9zc7/8XdU33Y7FVdfM2OZ5pMKfzZ/sGUzGzduxO/3X/oLpikWi7Fz506uueYanDNwRUQmsXJ2sHZ+K2cH5bdyfitnB2vkDwQCHDhwgH95ZyfNA+cbf5d75eN8rvXm5x6fZ9bMkctk08HK2cHa+a2cHZTfyvmtnB2sk9/p9eIcvrr3SjncbrKKisgqKiK3qor3/un/0LZ3D1U334IrJ4fIYGDU4814nOjQEC5/zoy8/nzmcDhm5Q8kp9M5b/8QuxQrZwdr57dydlB+K+e3cnaY3/lH7txyeNw4o96Ze955UOtpwZkMcPjw4XQPIW2snB2snd/K2UH5rZzfytlB+WeEaWAMz6eUW1VFPBQi0NyU/HTv2VowTXIWLkzXCEVERERkujKw1puf7eZ5xuVypXsIaWPl7GDt/FbODspv5fxWzg7Kf7F4OMxQd3fy41BPD4GWFpxZWbh8Php2bKdw1WrcOX5iwSDNO3cSHhigeN06AHwlpRQsW86pp3/FsofehxmPc+a5ZylZtx5Pbm66YomIiIgI1qn11HzMAMuWLUv3ENLGytnB2vmtnB2U38r5rZwdlP9iA81NHP72k8mPz774AgClmzaz7KGHGers5PiPf0g0GMTl8+GvrGTDZz9HdmlZ8mtWfOCD1D73LIe/8yTYbBStWUvN/Q/MehYRERERGc0qtZ6ajxng2LFjbNu2Ld3DSAsrZwdr57dydlD+qeQPRSP8/fM/5C/v/yhelzvFI0s97Xtr579Y/pKl3Pjlr0z4+dWPf/SSz+Hy+Vj5wQ/N5LBERERmRTQa5bnnnuOBBx7Q3REyL1ml1tOcjxnA6525iUozjZWzg7XzWzk7KP9U8oeiEb70zHcJRSMpHNHs0b63dn4RERE5LxqN8vTTTxONRtM9FBG5Amo+ZoDq6up0DyFtrJwdrJ3fytlB+a2c38rZQflFREREROYbNR8zwMmTJ9M9hLSxcnawdn4rZwflt3J+K2cH5RcRERERmW/UfMwA2dnZ6R5C2lg5O1g7v5Wzg/JbOb+Vs4Pyi4iIiIjMN2o+ZoDy8vJ0DyFtrJwdrJ3fytlB+a2c38rZQflFREREROYbNR8zwJkzZ9I9hLSxcnawdn4rZwfln6n8oWiEv336Oxm1GI32vbXzi4iIyOWJRqP86le/0mI0IhlAzccMkJubm+4hpI2Vs4O181s5Oyj/VPIHwyEA+oKB5L9HZOJK2Nr31s4vIiIi5wWDQQD6+vqS/x6hlbBFMoeajxmgsLAw3UNIGytnB2vnt3J2UP7LzR8Mh1j8l48DsPgvH6fgTx5ONiCD4RB9wUDy3xeKh8Ps/6evEg+HZ3DUM0P73tr5RUREJCEYDFJVVcX+/fupqqqioKAg2YAMBoP09fUl/30hXREpMveo+ZgB6urq0j2EtLFydrB2fitnB+W/3PyReIxoPHb+41iUSDxGMByi4E8eHtWYvLABGQ+HOfAv/zYnm4/a93XpHoKIiIjMAZFIhFAoRFNTE4WFhUQiESKRCMFgkIKCglGNyQsbkLoiUmTuUfMxAxQUFKR7CGlj5exg7fxWzg7Kf6X5I/EYkdj5gjMajxG5oEk5l2nfWzu/iIiIjGa327Hbz7cuRpqQhYWFNDU1EQqFiEQyZ4odEStypnsAcml+vz/dQ0gbK2cHa+e3cnZQfivnt3J2UH4RERG5PBc2JEVkbtNPawZoaGhI9xDSxsrZwdr5rZwdlN/K+a2cHZRfRERERGS+UfMxAxQXF6d7CGlj5exg7fxWzg7Kb+X8Vs4Oyi8iIiIiMt/otusM4Ha70z2EtLFydrB2fitnB+W3cn4rZwflFxERkctjGEa6hyAil0lXPmaA5ubmdA8hbaycHayd38rZQfmvNL/b4cTtdCU/djmcuB1z+3xbMByita+b//7Lb9La1z1qdW4rsfqxLyIiIpNzu9243W66u7uprKzE6/XO+ZOXwWCQjo4Odu7cSUdHx6jVuUWsQM3HDFBWVpbuIaSNlbODtfNbOTso/5Xm93m89Pzzr6n7+x8BUPf3P8Ln8c7E0FIiGA5R8CcPU/EXj/G9A9up+IvHKPiThy3ZgLT6sS8iIiKT8/l89PT00NDQwKZNm2hoaMDn86V7WBMKBoMUFBRQVVXFj370I6qqqigoKFADUixFzUcREZmXfB4vZXmFfPGhT1Hoz033cCYViceIxKKjt8WiROKxNI1IREREZO7y+XwUFxfzvve9j7y8vHQPZ1KRSIRIJEJhYSHnzp2jsLAwuU3EKtR8zABtbW3pHkLaWDk7WDu/lbOD8s9Ufq/Lzd++79N4XXP7Vhw5z+rHvoiIiIxmGMa48zu6XC7e//7343K5xvmqucdutyf/J2I1OuozwIIFC9I9hLSxcnawdn4rZwflv9z8bocT1wVzObqdrjk/t6NMzurHvoiIiCS43W68Xi+VlZV0d3cn53oUkcyj5mMGsPLl2FbODtbOb+XsoPyXm9/n8Y6a17Hnn389p+d2nCvi4TD7/+mrxMPhdA9lDKsf+yIiIpLg8/lGzevY09Mzp+d2nCui0Si/+tWviEajl36wyCxR8zEDdHZ2pnsIaWPl7GDt/FbODso/lfwjzcY8n1+Nx8sUD4c58C//Niebj1Y/9kVEROS8kWZjXl6eGo+XKRqN8vTTT6v5KHOKmo8ZoKqqKt1DSBsrZwdr57dydlD+VOaPDQ0R6R8AINI/QGxoKGWvJVNn9WNfRERErkAwCH19iX/39SU+FpG008RYGSAQCKR7CGlj5exg7fxWzg7Kn6r8saEhfrTpGozhM8G/uPlO7C4Xj+/fiTMrKyWvKVNj9WNfREREpikYhIICXPE471u/HldVFTgc0NMDumpSJK105WMG6OnpSfcQ0sbK2cHa+a2cHZQ/VfmNaDTZeJxsm6SP1Y99ERERmaZIBCIRXIWFvL+lBVdhYXKbiKSXmo8ZYPHixekeQtpYOTtYO7+Vs4PyWz3/TAhFI/zt098hFM2sglv7XkRERK6I3X7+f3OIYRjJ/10pLSojmWZu/TTKuLq7u9M9hLSxcnawdn4rZwflt1p+t8OJ2+kavc3pwu2Y/uwooWiELz3z3YxrPlpt34uIiMj85na7cbvddHd3s2jRIrq7u5PbpkuLykimUfMxA/T396d7CGlj5exg7fxWzg7Kb7X8Ps//n73zDo+i3P74Z3dna8pmQwKhBEKRHhIBwV5QsPBTULFgRa+94b3qFb1e+/ViF3u7dsGGUhQb9gYiEATpJRBCgJTNJtk29ffHJiEJ6dlks9n5PE+ebGannO+870zeOXPec2y45ywid/Y8AHJnz8M9Z1FMVu+OtbbX0dHR0dHR6do4HA7cbjc7duwgOzubHTt24Ha79erdOjGF7nyMAgYOHBhpEyJGLGuH2NYfy9pB1x+L+h1WG05HPABOR3ybHI++YACPL1S4xeOrwBcMNGu7zjBVOxbbXkdHR0dHR6dr43A4cDqdADidzjY7Hn2VVbw9Hk/156bQp2rrRBLd+RgF7N27N9ImRIxY1g6xrT+WtYOuvyX6bWYL95x+KTZz66eudCV8wQCumWeQMWs6ABmzpuOaeUazHJCdYap2rPd9HR0dHR0dnQOYzWamTJmC2WxueuUYwefzkZ6eTk5ODunp6bhcrmY5IPWp2jqRRHc+RgFerzfSJkSMWNYOsa0/lrWDrr8l+m1mC/dOmREx52NniBasiajIiHLtQaUoS4iKHCGLWkas930dHR0dHR2dA5jNZqZOnRox52NnjBYURZFAIEB+fj7JycmIooioV/TW6eTozscoYPDgwZE2IWLEsnaIbf2xrB10/dGkvzXRgp3NYdmZiKa219HR0dHR0enatCZasKMclkajEWMnq+ito9MQek+NAnbt2hVpEyJGLGuH2NYfy9pB1x8t+luTW9EXDLDPU8J9i9+kpKLji6vIfj9iWXnl5+blglSCQXKeehYlGGxP04DoaXsdHR0dHR2dro3P58Pj8QDNz63o8/koKipi4cKFFBUVNTsfY9jw+aDSZvRckDqdCN35GAUEAs17OOyKxLJ2iG39sawddP3RoL81uRXr26a5xWDCgez3My97PPOPPQmAj445Ednvb3I7JRhkzdPPdYjzMRraXkdHR0dHR6dr4/P5cLlcLcqt2Jptwmw0uFyY09OZkpODOT29WQ5IPRekTkcgRNoAnaYZNmxYpE2IGLGsHWJbfyxrB11/OPTL29fgf/UWtIAXNA00DU1VOHFUCQC+oIn8EisFJa3LFdlYbsWG6hfW3UZS5Nrr52/hNLkMykugsvJ1OFElCbXGwFKT5dDfdvtBUZwWk9CmitutJdb7vo6Ojo6Ojk7TSPm7KHniXtQKT+U4D1AUOG4EmARMkoLd7cPhFjC1Yv9VeRRTU1MpKCggOTmZwsJCRFFssFJ1U9uo+/YwPOBBdRdDYmKb9DdgAIgi5tRUpubnQyAQWuZwHBTFCbS54raOTkvQnY9RwNatW8nOzo60GREhlrVDbOuPZe2g62+rfi3ow/f0Vah7tx/0Xbyt6rdKd6dEVj8IPH05HDMN82GnYXC0w2CwGahlxfDQ2bwbKIebx1KekYmQeRxC5vEIQ8ZhsLSfI7AqIrPKMZoxazoWwYx7zqIOd0DGet/X0dHR0dHRaRxNkSl57N+Im/86+Mu40LhFtgkEE6yUpidh/c+tOCaciv3IEzE5k1p0rNbkVaxvGzUQoOL+mzm/rIjy684h0G8g1kPHYzt0PNaRozHa7C06RhMG1PqzKiJTURQyMzNJT0/HZDLhdrt1B6ROh6E7H6OAWA5/jmXtENv6Y1k76Prbqj/w/n9R927HkJCM4+o5YBLAYED2+/nuupkYgG4JEr2Tg8TZVNR1P+Bb9wO8cgvCiKMwds/A6OqBwZWGMakHxuQ0DK6eGBO7hUdgPQQXzgF/OTIgaBrKjj9RdvxJcNEzYLYhDD8C29SbEYYdGfZjtyaKs72I9b6vo6Ojo6Oj0zjlH7+DuPkvDFYryX+/D4PdDhjAWwHTzgFXEmK8FV+SHdluJrg+h+D6HNzPP4I1czRCr3RMyamYklNCv7tV/na13ziv4tP30UqKUAATIO3chrRzGxUL5oIgYB2WRcJZF2Mfd3Sz96mqarPWa00Up45OuNGdj1HAyJEjI21CxIhl7RDb+mNZO3R9/QFJZPaSucw67QJs5oOnPbdFv7xxGcHPXwLAftlszGNPqf5OKyuj0BM63n6PhQ27HSTFyZz493NQVn2BVrQbec13De7bPG4y9qvnYIxzttq++lCL9xD86jUArrSm8/q9b2HfsgJ53Q/If/2M5vUgr/mOijXfYTn+AmwX3oMxIbnefVlMAhbBjEEKEodKiSH0t8UkgNz5q2t39b6vo6Ojo6PT1ZEkic8++4zJkydjNpvDu+9d2/G8ExrnOS+9AccxJx34srQUisrAZMdeIeHcU4bo9eB/4iF8v/+EvGcXwTUrCK5ZUe++rVnj6Hbr/ZiSU8Jqs+aroPzDNwH4PL4n0//7BMLW9QRXLyeQ8ztqWSnBtSsJrl2J9YgTSL7mNoSU7g3uz2KxkGC3Mzy9Nz+vWYvFYsFisYSmWDeCXh1bJ5LoPS8KWL9+faRNiBixrB1iW38sa4eurz8gidy3+E0CUv2DpNbq14I+fC/eBJqGedxkzEdMbWILA6VeM5Zpd5D4zCriH/gc24X3Yj3tGsxHTMU07AiMaf3BGnorLP3+GRV3nIScu7ZJWwKSyL0L32hQY6115z8GUhBDv5F0P/xsbH0GY510GXH/eIPEVzZhnTWf3cUhp6n4/VzK/3Ek4o/vo2labf2ahiVvPYWHjqBA2cU270aKHRUUHjoCYfWXaOXFTdoSabp639fR0dHR0enqtFcBE02RKXnyXpAlrCMOJf7085rcxlIRwHnOZaS9PJ8eT79L0hU3k3DmRTiOPwVr5hiE3n0x2OMACK75nb03XUhw3eom99uSCtHiZx+iVpRhTE1DGn881p59iJ80hW63P0Svd7+ix9PvYp14RsiG375j7zXnUL7oPTRFOXhfO7YQfOcF1p9xBG+nmci98GTy/nM72vIfUNxFTdqioxMp9MjHKKC54dRdkVjWDrGtP5a1g66/tfoD7z2EuncHhoRk7Jc/gsFgaPa2BoMB4ZCxCIeMPeg7TdNQNvyK9+mrUPfnUvHvU+HC+xq3pdLBevPEafVGd1azdzvi93MBcEy/iyukxFrrG4wmTAOyWbktkYH3P4o07z7U/bn4nr8B4Yf3sP/tMQyOBMSfP0L8fi7q7k2h7Sq3N+7PDa3/3TsAHD/SRGGZmdx9drzB1qRgb19ive/r6Ojo6Ojo1E/5/HcQN6/HYLXiuvluDC2I4jMYDFgGDsEycEi934vbNlL00O0oe/PZf8c1WM//W6P7q3KwTpo0qdHozhSLgPj5fAASLriSLGtSrfUNRiOWgUOIv+pWnv1jHdfEayh5Oyh96TG83y4h+cY7Ebr3wvvDl3i/XoS0dUOt/WtF+wh+t4Tgd0sAEI4djs2nEFfkpXUlFXV02gfd+RgFZGVlRdqEiBHL2iG29ceyduja+ptTVbk1+uUNvxH84mUgNN3amNTwdJWWYjAYEIYfRcLsb/HOuRJlw2/wxiyeEZK4zdqLgOHgwa8vGACaUTl6wVOgKpiGHYGQNYGsRt6gm0Yci+2xHwl8/ATBxc8i//Uz5f88FjQVFLlyJQHz6ElYjpuOqf8o5I3LkP/6CXndT6j7d+J0KDgdCgO6B9i2z47mL4eE8E4jbwtdue/r6Ojo6OjEAj6fDwhvVWVp5zY871ZOt55xI+Ze6Q2vXPUiswUvNC0Dh5I25x2Kn7iHwPIfCc59mZdHD2B2gQ9/Pes3V+P1A9MgGEBI74/9uFNg2bIGbcgzx+F8ZA7Klx9TNu8VpC3r2XfzJaHc5VUzaQwGbIeOJ27iGViGZyNuWktwzR8E1vyOvHsncrydinioSI0jLs6Is9zTqcZ5OrGLPu06ClizZk2kTYgYsawdYlt/LGuHrqu/qqpyxqzpQKiqsmvmGdWOuipaql8L+vC9NLNyuvX/NTjd2mg2Y6zzdrq+ZQ1hTOpB/F0fYz39RgAukkv5yr+d/mqw1nq+YKBJjQAjFT/8vhgA+/n/wmAwNKndYLFjP/9fJMz+DtOQcaE8joqMsc8QbBfdR+Jza4i75U3MY0/B2K0XlqPOwnHVkyQ+/QeOR34mZ6eT4nIBoxEO6ekncPdE+GU+hjpTuAFQFeRNvyN+8hgj+1agFuc36zy1ha7a93V0dHR0dGIBn89Heno6OTk5pKen43K5qh11rUVTZIqfvO/AdOv/O7f+FS0WsFiQSkpY0LMnUklJ9bLmYIxPIOWux3DOuAEMRk5Jc/HWsO4cYq8ds9WURlVVUVWV7oKBi/qmAuC8+FoMpqZnnBgEgcRzZpD2/AfYxhwZcqBKIqa03iRefA09X1tM6gPP4jh2EkJKdxxHnYjrutvp+dJ8er44n+R1eViKysBgwNsvlYJbLkX88hNM9UwG0lQVccsGfB++zuTyfOS83GadJx2d1qBHPuro6OjodBjtVVXZ/95/Kqdbd8P+t4anWwt2O9NzliNVVLD+tbcYfvklmOPjEez2Zh/LYBKwX3g3wYyReJ65lkw1wDe+7Uy1Z/CnKbQfUZGRqiIRa2isKgZTdQ7ulgpDdh06EWHI+BZpNqUPJf6exSgbfwOrA9OA7CanmVv6DuHob9fiLypm+ZnHMnaMA82zD/53K18Z7cyy9mSL0coJSgWnyOVw82FUVLgBGJgGgfsnY7zycSxHntkiW3Vajyd3B7t//hlvwR7E8nKGTb+AbsOGA6AqCju/WYp782YC7hIEmw3ngIFkTJyENTGxeh8rnniMYGlprf32O2ki6cce15FSdHR0dHRiAFEUCQQC5Ofnh62qcvn8t5G2NGO6tcMBbjd4vfDNN3DiiRAXF1reTAxGI4nnzEDsncHOu2fS12bm1cEp3Ly5kCV1NO7evRuXy0VRURGiKFYXfikpKSEzM5OL1FKsJiOmgUOxH3kCSj05HBtCSOtNyn1zEDeuBU3FMnRUk9PMhfR+CBt2YPB4mHPLDVxik1H35RN86zm+OHo4cwoq+MsvMzbBxtjUvnhvnE5FaSgf+HjAc/sVGK/8B3Gnnd2i1EU6bSNWxnq68zEKiOUpaLGsHWJbfyxrB11/S/TLG35D/OIVAOyXz8boTG10fcFuR7DbGXP7LW2y0TL2NCYmDOUN7zaGq0EW+HOZFj8oVFUaMJuEagdkVbVph9WGe84iCstLOf+2M5gol4XsPv/O6v22RLvBaEQYflSL7BbsdqzORPJLrBzz4FLUb18nuPhZxsp+lvq3IwHVcaAVgMWOaeiRlCz7Hifl+J6+CilnKY7LHsZgj2/RsZtDpPp+UxXYI4UiSsSnpdFj9Bg2vje31neqJOHds4f0448nLi0N2R9g+5LP2DD3HbKvua7Wun0nnEjamAP5TE1Wa4fYr6Ojo6MTm4SrqrKYuxXPu6G0Ok1OtwZwODA7HEw9//w2HdeRPY6py7fyTGZfxrjiePKQVMq93lBVacBms9GnTx/Wrj1QbdrhcOB2u/F4PDzxz39wrnsbaCrJl93QKmeewWDAOmxUCw0POVo3WxNJevIplKUL8cx9hSHA8wl2JFXDbAzZopUWgyBgHnEo2/9aR7rkx/38bPwrfyV55t2YnEkttrkz055V2NtCrIz19GnXUUAsT0GLZe0Q2/pjWTvo+purX9M0fK/dHppuPf50LE1Wtw4fDquNnGe/pM9DX/OX0YoLhW+0fVj3bsVhtZE7ex4AubPn4Z6zqDrno8Nqw2mP49/BfQCYjzwLU7+R1fvtyLY3WB3Yz7sD8+zv+NQcygdkBvINAm9YUhD+/gbOVzdhveFlfvwrCeHEGQBIP35A+e0nIG9ZGXabItX3m6rAHimSBw+m30kTSRk+/KDvBJuNkTMuI3VkJo6UVBLT0xn4f/9HxZ49BOq8/TZZrFgSEqp/TM2cgqajo6OjoxNJSl9+PDTdeuTohqdbtwMOh4NN+woZ9+5n7DQ7sJuMvHvkcIzbN+JwOMjLyyM7O5u8vDzcbnd1ZKfD4cDpdDLBuw80FeuosVizWza7JVwYzGYSz74E19Nz+WhPCQBmo4GioMSHe0qIv/UBes/7hsS7Hud/roHYz70MjEYCy39k7/XnEVjdcH7KaKS9qrC3lVgZ6+mRjzo6Ojo6UYv853eoeRvAbMV+2X87/PgOq43E7ulMsfdna5IG+ZuoePBs4u/6GEdqPwCcjviDi82s+5EjVR8YTdjO+WeH212XuD6DOevVdRRvXsmpT9zKZ498zFWJrgN2ByRUzYDlvH9jPewUfC/cGKr6fc9kbNNuwzr1ZgzGzlc5uyU0u0BQmJADAeQag1+jIGAU2j4sUwIBMBgQbLXt3/3zj+T98B1WZxKpo0bR+4gjm5V7KtZRFAVZlptesZVU7bs9j9FZiWXtENv6Y1k7dH399emSZfkg3c3RL23fRHDNCgASrrkNRVVbVESmrVgsFuK7pfC2M4N7uhlRNq2j6J6ZJN/9JJb+gwGIi4vDYrHU0hPcvJ6RwdDslviLrqmebt2Y9prftbVv1N2XrUdP/vZDDp7NG3jhqSe59j8Pc4XLhcPhQAVknw/VYMBy5sU4Rh9B6RP3oOwvoPCuG4ibegEJF12DIQyzQiLZ930+X3VxoLKysuoI1nBT1dZKUEQOHMj3Hq5xHkTvWE93PraRlStXkpoamuK3b98+evXqhSiKFBUVkZ6eTkVFBW63m4yMDEpKSigrK2PgwIHs3bsXr9fL4MGD2bVrF4FAgGHDhrF161YkSWLkyJGsX78eVVUZNmwYK1aEbrpZWVnVUSFVn41GI8OHD2fdunWYzWYGDRrEhg0bsNls9O3bl82bNxMXF0daWhrbtm0jMTGR5ORkcnNzcblcxMfHk5eXR0pKChaLhT179tCjR4921VSfjvo0KYpCTk5Ol9LUknbq3bs3K1as6FKamttOiqKQn5/fpTS1pJ1sNhsrVqzoUpr27t3L3pKieu+lq1at4ogxh7Fu9WokrxfDsj/4rbwCISG+UU0lcx8mDjCMn8LKLbuw2fZHRFOxQWDjGbPo/8GdWIt3UXrvFDZNvReAnJwc4szWA7YHffRf+AhGoHDYBBzd0lm1YkWj971UWyiX5LqVq+gzZDA78/OrNW3fvBnvl98w5G8z2LN/X7M09ereg/SLprN67VoGDB5crSmlV1/+MtnYtmkLSZlZrN28hUAgwMDefarbKWv8key48BlSP3+cuB0rCHwwm30bVtPzttei9r43YPAg+v3zPCBUIMhsNPHNjPsYP/awsF5PycnJDBw4EIDfH324VnL69ONPoN+EE+u9PpqLKkns+OorUjMzaw1Ie40/grhePTHbHZTl7SL3668Qy8sZcOppbTpeLNBRkbjLly/vkON0RmJZO8S2/ljWDl1Xf3l5ORDKi1jFsmXLSEhIwBgIoAQC/LlpE6rXizEurtF9pX42lwTAO3A423ftgV172tP0egkGg4hGE+tPOJN+5eXY9uyk8J6Z7Jo6Awhps9aY3moQg6R+/BrxQPmAYWwv8kDRL7X2WbftjYEAotcLwO8//IC5Ri4/WZZZu3YtmZmZCM10XsmyTFZWFitWrKi1TTAYpMBsZ8OmTbVsDgaDtbQYpl9Pytcfk7B+Fd4Fc9m/Nod9Z10OYcoD2dF9PxAIcPrpp6OqKpmZmWRkZLBw4UJstvZ70bz2tVfZsmVL9d/hGOdBdI/1DEff/2A95S11GsNmNvP1rI6LVFmxYgWHHXZYhx2vMxHL2iG29ceydui6+kt9FbhuOv2g5e6nFxNvMDEvezxqZTSYQRC4YM3vDRaDUfI2UH7bsQAkPPoTpvSh7Wd4I1Rpcj+9mETRR8UDZ6Lmb4aEbhwhu/jt4Q+J27UWecNvyBt+RdkRShwewIDt8V9J6j2o1v7qtr3s9zM3axxa5Vtio9nM9JzlCHY7st9PoLiE+ceexNk/LsXWLblFxXMa05LkOJDP0bdvPx8ecVytY2iahvj5y/jfuguAuNvnYT70pFYfu4pI9P36+mXdcxBuTrj3fgItjHz8+e67aiUhr4mqKGx8bx7BMg+Zl/3toLfhNdm7aiXbFi3kiLvuDttb+K5Gz/g4rh99KFlZWcTHt18/kGWZ5cuXM378+GY/VHYVYlk7xLb+WNYOXV9/aWkpqamptV4WFhYWkmSxYEpNRVYUPsvM5LSNGzHu29dgMRiluJD9V50JskzyA89iHTW23vXaG5/Px8yZM5kzZw42NErunYm0aR3Y7Lxi78ktj83BtHML4rrViH+tRtq6ARQFFUh8+FUShh5IrVNv2/t8DZ8Xnw+fx8PMu+9mzv3343A6W1Q8pzEtNQsA+YqKmHnHHQcdw/f953jmPAiqgnPmv3FMmNzqYzeovwOo6pNVQWOFhYWhPpmUFPZjVVRUsGbNGp7+bTl7Kh3x0PzIx6481uscVug0SriS9UYjsawdYlt/LGuH2NSvSlK14xFAk+XQ35XONCUYZO0Lr5B57ZWYrFaCS14CQMg6IWKOx7oYk7oT/++Pqbj/TNQ9W/iWEpg5Gq9W5z1fYgo3B6286Eo7eB912l6VpGrHY9XfqiQhQy1n7fxjT6rlmAwXst/PR8ecWO8xrKddjbJrPeL3c/G98g8SH/sZgyOxiT02Tqz0fcFmQwjTVBhVUdj4wXsESkvJvOzyRgejAAl9+qCpKoFSN46Uxgs0xTomk6lDHpAEQeiSTojmEMvaIbb1x7J26Lr669MkCAKCqoIoIqSmcmpuLpZAIDSFunL9usVAKr74GGQZc//BOA4dH7Hqy1V6BEHA4nDQ/YFnKbzresTNfzEjsIOyK6aAVnsquCE+kS+J46IBgxs+H1XLK8+LOTWVqfn5UHVeRBFSU7ErClMyM7H37x8aN7jdrXZA1tRS0/lp79+fKUOHHnSMxJNOR83fRfkHr1P26lPEjTkSU7e2jxs6uu9XHavmGLO9bDBVju1MVguCFL7Iyq4w1ouNEX6UM7yexKOxQixrh9jWH8vaQddfH0owyJqnn0MJBlE9hYg/fwSA9bRrImxZbYxJPYj/98fQoz92NNA0DMk9MR91NvYrHifhid/gyd953+yqd/vmtn1dZ21Dy1qCzWzhntMvrVXtuSHnZ/U2F9+PwZWGVlKA/517Wn3sKvS+3zKqB6PFxWTOuAxzMx5IvAUFYDBgiWu/iD4dHR0dHZ16MRrrnb5bsxiIGgjg/fxjABKmXhAxx2N9GOPiSX3gWUwDh2JGA03FmJSM/eiTSLr2n/R47j1c/1vEb46UFu7YGPqpQhRDTsnkZKYWFGBOTq5e1lrMZjNTpkypXelZFDEHAkzNz6/3GM7pVyCk90fzllPy7ENodV+o67Q7XWWs1/VetXRB1q1b1yWnXzaHWNYOsa0/lrWDrr8pxK/fACmIsc8QhFEnRNqcgzC60uBfH3PpP8/gzXvfIbHfsNoDZ19Fg9tGsu1tZgv3Tplx0HLBqBJvV7CZVWwWFfGTx5C8JWjufaieQgwWGxogfvsOyu5NGFPSMVhsYLVjsNjBYsdgsWGw2sFiw+BwYhqQhTG170EPFHrfr40SDOIvKan+O+B2U1FQgGC3Y0lIYOP786jYs4fhF12MpqqIlVN8BLsdoyBQtmsX5bt34xzQH8FipSxvFzu++JzuWVlhjZDV0dHR0dEJF75vP0Ut92B0dcNx3KRIm3MQxvgEnPc8xfM3XMU19/+H+EFDa41n5Bo5ndt+sDpOyTZgNpuZOnXqQcsDZiu5aQPYH59M4UAThX/soVAuYH95kGKviOHQGzGkbMUaEEl4dSlxaT2xCiZsZmPot2DEajZiE0xYBSNxVoEh3RPo67J3KsdxZyVWxnq68zEKqPVmIsaIZe0Q2/pjWTvo+usi+/2IZaF/tMHiItQv/weA9bSrO++gJj6JRYITuh/sYGuMSLe9piqoeRuRt65C2boSadMKThtTUitIQf78hQa3VzavQNm8olnHMjhTMQ0agzB4LKZBYxEGZkVcf2ejfE8+615/rfrvHV98DkD37EPpe8IESjZuBCDn+edqbTfysstJ6j8AoyBQtO5Pdn3/LZosY3W56HXEkfQ+8qiOE6Gjo6Ojo9MYPh9UViLW3G7KP5kLQML/nRuWKsvtgcHuYL3Nial3v847Fq0HVdPYWeJjXUEZf+0pY93uErbevxilZiqY1XsP3tCZEfpdCpTub9axnDaBET2dZPZKJLOXkyGprc9X2ZWJlbGe7nyMAgYNGtT0Sl2UWNYOsa0/lrWDrr8mst9fK7fhH+edyKEDKjAkdMNy9LQOsyMgicxeMpdZp11Qa1pyuIlE22uKjLTyC8Rv3kbeuAyCtd/YGwwgyQb8opGAZKTnqWcgdE/HmNwTgzMVNA21rIjAvAfBX45p4GiEkceAGEAT/WhiAEQ/mugHMYDq3oe6ZwuapxB55RfIK7+oPJCRjAHZBHacgnn0JIx9h0fVgL49SOo/gKPvf7DB7xv7DiC+Vy+yrupcqQl0dHR0dHSq8fnA5cJcmdtQHZOJPGYABrOFuFPP7jAz6uac7DSoau3frdmFprEst4RPcvL5I6+UiqBcewWTCbsYoEd5Makle0k9dSKp3RJIjbeQEmfFAPj8AQrfeQV/eQVKxhBMR08kIKkEZYWgrBKQKn/LKm6fyI5iL56AzK87ivl1RzEABqCXA9Ybcjn2kO4MS0vAGOPjPIidsZ7ufIwCNmzYELNT0GJZO8S2/ljWDrr+htEYmOYHQDjhotCU3g4iIInct/hNbp44rV2dj81te6PZjNFsrpV/sWpZc1FL9iJ++zbBb95Cc9d4y20yY8rIxHTIaOg9nCU3PYA3aCQ0bITp7z+CJfHgwjKm5J54H7sEZdsqbBf8G/OIoxs+tteDUhldKW/5A2XLSjRvKWxbRWDbKgLvP4ShW2/Mh07EPHoiwshjOrS9dXR0dHR0dFqP2kpnmS8jVBzDcfwpmJxJYbSocapyTk6aNKlzOB8tFrBYkEpK+Cwzk8lr12KuXNZcSn0ii9cVMD8nn3xPoHq5yWBgYGocmT2djEgSGHn6BPoZRIxosG8fPOKGeipBBy3T2P/PK2D3T3Q7eiCOCRMbPLZXlNmwt5y1ezysKyhj7R4Pbp9Evg9eW76L15bvItlh4agB3Th6YDfGZyQTZ9HdU10ZvXWjAFsTlYy6MrGsHWJbfyxrh66r32ISsAhmRPmAw8wimLGYBJDrT6At2O1Mz1lOoLiEH//vWBIdCggW7Kdd1VFmh536CrtUf9fMtq95XuYfexJn/7gUW7fkJnO7aJqGvP4XxK9eQ1qxBFQl9IU9Hsux52E58ixM/UeFcjYCYlkZ3uBDDe6vZhVy89hTMR95FtKvH+N/6WaER37AYIurdztjnBNj1gmYs06otkvN30ze52+TUrAOeeMytOJ8xKVvIC59A6wOzGNOwXLkmQhZJ2AwW5t1nnR0dHR0dHQ6DovFgs1mo3fv3qxduxaLxYLFYmm4UIrDAW43ksfDstv+zhj3VgASzr6kA60OL/UWdmkpNc7LwjvvZNKSJZidziYrXWuaxrqCMj5anc/STfsRlZAT2CoYOXlYD04bnsaInonYzJXTrEtLYf8uSK2/InLNiFDr8CzizzifioXzcD//MNZRYzE56y+gGGcRGNvXxdi+rmq7cosrmPvNHxQYkli1u5SSSufo4nUFWExGjhzQjUlDu3PMwJQD9ul0GXTnYxTQt2/fSJsQMWJZO8S2/ljWDl1Dvy8YoCzg46mvP+Kfp5xPcnwiDqsN95xF1ctvnjiNRJsDh9WGGGy4ep9gt2NJTKiOerQcfTbGpO4dJQVfMICnskiMLxggydG2ynENFXaBlrV91XkBsCQmNOp4VIvyEX98D/GH91D35VYvN/YbgXXi5ViOPguD7WBdRrMZgyBUV7yuG11ZVYV8+OWXYLJasc94CPmvn1D378T/3oM4Zvy3WVoMBgOmPkNwnXsb8U4nqteD/Od3SKu+Rs75Bq28GOnXj5F+/RhDnBPzYZMxH3kmwoijMZj04YyOjo6Ojk5H4vP58Hq9fPPNN5x44onExcXhcDhwOBzs3buXzz//vNbyRqs0VzrUjvQXAWAbexTm9IwOUBHC5/Phqcw56fP5Qva2gYYKu7SYmnY04Xgs9op8vn4vi9cVsL3IW728r8vB2dm9+b+RaSTa6nGGWixINhuf9e5db3Rl3YhQ5yXXE/j9J+SC3bhfeISUWc0f56Un2Tk6zchRR2UiqvD7Tjc/by/il23FFHlFvt9SyPdbCrGbTRw7KIVJQ3tweEYyFiE8BXd0Ios+Wo8CNm/eHLPTL2NZO8S2/ljWDtGv3xcM4Jp5RnWE4xNff0jp04txWG3VP7OntSxyUd2zmR5Jof1ZT+u4vCZ1tWTMml6tpTEai25sjHC2vSYGkP74HPH7uchrfwBNC30hWDAfPgXrpMswHTK20byKgt3OtJ++4cMjjjsourJmISDZH8CSmIgxsRv2y2bje+pviF/+D+uEizH1Hd5sm6v0G+OcWI6YiuWIqWiKjLz+V6TfPkFa/imatxTx+7mI38/FkNANIWsC5lHHI4w6vkOd0jo6Ojo6OrGIz+fD5XKhKAqZmZlcdNFFmEwm3G43DocDp9PJ+eef36J9qu4iMgMhB2DCmRe2h9n1UldLeno6xcXFTTogwxLd2EZkReWX7cUsXlfAz9uLUdTQOM9kMHDMoBTOObQ3h/V1NZ4/2+FAystj4W23HRxdWaMQED4fOBwYbTZcM/9N4ayr8f/0NYFTz8aWNbbFtjssAscfksrxh6Siahpr8z18tXE/Szfto8Qn8eWGfXy5YR/xVoHDM5I5PCOZ8RnJpCV2zdlhsYDufIwC4uLqn7IWC8Sydoht/bGsHaJfv6jItaZWS4qMqMi05T2ytPR1AIzDjmqRM6uttFZLY9GNjRGOttdkkcAnTyJ+8Qqa11O93DQgC8tx0zEfdRbG+PqnydSHNclJ1k3XY09NwWQNTXeuWwjoo2NO5II1v4eiMQ8/AzHrBOQ13+F//yHib3un2ceqT7/BJGDOPBZz5rFolz+M/Of3iL8uQPpjSSgi8ucPkX7+MKQxYyRC5gkIWScgDB2PQeicVTJ1dHR0dHSiFVEUEUWR1NRUCgoKSE5OprCwEFEUWx01GPhyAQIapn4DsWZ13Av4Ki0pKSns3r2bQCDQLB1hi25sBYqqMW9lHm//vpMS34Exav9ucZyR2ZNTh6fRLa754x+z0xlypKakQJUztU4hIHN6OhQXg8OBLXMMjhMn4/vmMzxvPIP1iTfaVCDQaDCQ1SeJrD5J/H3CIFbllfLVxn18t7mQsoDM0k37Wbppf6VGB+Mzkjk8oxtj0pP06dlRhO58jALS0tIibULEiGXtENv6Y1k76PrrouRvQVm2AADzSZd36LHr5qk0m4RQjsp2oq1tr+zZiu/Za1C2rwGorgpuOX46pn4jWrVPk9VK9s031FqmSlKtYjeaLIf+royKtJ1/FxVrvkNe+SXyxmUIQw9v1rGa0m8QLJhHT8I8ehKa6Ede+xPSn98ir/kOde92lNx1KLnrCC5+BkNcEubDz8By1FmYhh6BwahP29HR0dHR0QkXRqMRYxj+t8pF+wl8tRAA2+Rz2+TIailVOSndbjeZmZlUVFSEclR2UvaWBbh3yXpW5pUCEGcxcfKwHpyR2YvhaQmtOnf1OlJFEUQRc2oqU/PzIRAILat0yjovvBrfD18hbv4L/6/f4ThqQhuVhRCMRsb1S2Zcv2RuP2kIK3e5+S23hOW5JWwr8rKj2MeOYh/vrdyNw2zi+ENSOXl4D8b1cyHo47xOje58jAK2bdtGcnJypM2ICLGsHWJbfyxrB11/TZSCbVQ8eCbIIqVeEz1HHNuhx6/KU1lYXkrGrOnkzp7X5JTrttDattc0jeDXb+B/+24Q/WCLw37R/ViOPz8i0X9C/1GYjzwT6ddP8M97gPh7P23WgLgl+g0WO+YxkzCPmQSAsn8n8p/fI6/5Dmndj6Hp2d+8hfjNWxiSe2I58izMR52FKSMTrawItTAPtXAX7NnKY4E99NVEFghO5pqbHxWqo6Ojo6Oj03qUkiIK77wGrdyD22gm+egTO/T4DocDt9uNx+Phzjvv5Ouvv25zzsf24quN+5j91SbKgzJmk4Frjx7IOYf2bt/ovwYcekKPXsRPnkbFwnl43noe++HHhj0Ht9lk5PD+3Ti8fzcA9pcHWb6zhGU7ilm+043HL7Fk/V6WrN+Ly2Fm4pAenDysB5m9EvEEZAo8fgo8Abbtc5M+5QYS0/oRyFvPviWvh9VOneahOx+jgMTExEibEDFiWTvEtv5Y1g66/irUojz8j12A5t6HIaUvy1eXc2YE3mo6rDacSnz155q0NrdjQ7Sm7S2Civjc1Sh/fgOAadAYHDe8gCmtf1hsai22c2chLV+Msul35FVfVzsJG6Mtfd/UvR+mky7FetKlaFIQec23iD/PR1r5JVpJAcFPnyP46XMgWA6qrv63yt87jRbmojsfdXR0dHR02hvF42b/f/+JnL8LgzOZt03duC9M46mWUNPZWNfx2BlyOypGM/9ZupWvNoUK8gxIiePBySM4pHvbCiC2lcRzL8P71ULk3bl4l35K/MlT2/V43ROsnD6yJ6eP7Imsqvyx080XG/bx/ZZC3D6JD1bv5oPVuzGbDEiKVmvbHkedCYBaI5WSTseix6VGAbEc/dRS7UowSM5Tz6IEg+1kUceit33sEkn9AUnk3oVvEJAaqUrYAdgtCsHHL0Ir2YMhJR3rLe8QkNo3r0tr7iFVuR3D5Xxs8X1v7fecMNIdcjwajFjPvpX4exdH3PEIYEobgGXCxQD433sQTVWa3CZcfd9gtmIeeypxN7+K8+UNOK57DiFrAhhNBxyPjkRMGSMxjD6ZFy2pzLKk8b6QhEUwt+vUeh0dndYhSRILFixAkvSHRx2d1tJZriPFbKLwv/9EztuBMTGJxHuepEho32IirdFeNSU5Us7HtQXlbB0wudrxeN7oPrx50diIOx4BTEnJJJx1EQBlc19BDQY67NiCMRQVee9pw/niuqOZfcZIjj8ktZbj0WE2MSgljiMzXBT9tpDdn72ELW8lNputU0+t76roI+soIDc3l9TU1EibERFaql0JBlnz9HMMv/yS6qIIVcvXvvAKmddeWWt5Z0dv+9jUDpHVH5BE7lv8JjdPnBY2h1pLsZkVjhzqQSt2Y0juRfy/P0axt79DtqF7SEfS3LaXN68g8OEjyGu/x2YBQ0o6cTe+iDBkXPsb2QJsZ/0D8cf3UfM2IP08H8ux5za6fnv0fYM9Hsux52I59lzUsmI0dwGGlHSMcc7qdS5xF9H7tnPInT2P1ISkdp1ar6Oj0zokSWLhwoVMmjSpliNAkiQ+++wzJk+eHNHoJB2daKCh66gjUU1GCscNRsrbgTHBSep/nkdO69Pux+0M2pvLlv0VvPzrDr7fUgiWBJIdZu49bThHVE5B7iwkTL2Qik8/RCnaR8WnH5J49sUdboPNbOLEId05cUh3ygMSezwBeiTacNqE6pQ//508pHpq/Vd5eZ12an1XRo98jAJcrtid/hUu7VUOhWiLiNTbPnaJZf1Ws8pRQ8uIt6kYnN2J//fHmHpkRNqsDqOptk+Kkwg8fTkVd5+GvPZ7MBjYWWjF9u/Fnc7xCGB0pWE99SoAAh8+jCY1fh9u775vTOyGqd/IWo5HODCd3umI1x2POjpRRpVDIdKRXDo6Ok2jGg2UDk9DcjowOOJIffA5LAMGR9qsTsO2Hv24Y+l2Lnjz95DjEUgs28nr54/qdI5HAKMjjsTzQ8lryj94HbWiPKL2JNjMDOmRQJLdXCvXuMPhwOl0Vn/W6Xh052MUEB8f+ZDqSBHL2iG29ceydog9/ZoYQM3fRE9XkCOHeIi3KwQkA9Z/vI2p58BIm9ehNNT2TofM+EM8HDfCg7ruBwDMh5+B7Z4l5OxIwGBP6EgzW4T19BswxCWhFu5CXPpmo+vGWt/X0dHR0dGJVlRVrf5pDE2SkPJ34u/upOiQFOR4GwZJIfX22VgGDe0gazs3uUlp3HXq9Uz/+6ss3VEKwJH9u/HitJH03f0jSfbOG6kZf+pZmHr0Qq0oo2z+W5E2R6eTok+7jgLy8vJIS0uLtBkRIZa1Q2zrj2Xt0Dn1tyR9gcUkYBHMiJVJnc0moVYOPWXnOoLfzUUt2Iq6ZxtqUR5oGuMOCX0flAz8utHJ//Uc1G56OisHtb1nL2MHVdA7+UAeHdOYU3GcezumfiMQy8oiYGXLMMY5sU69mcC79xL45Eksx1+AwV6/k7Ez9n0dHR0dHZ2uTkvSF1gsFiwWCyUlJWRmZrJ27drqZQDSnjwqlnyEvHsncv5O5L17QFVgbGhcZ1BUUv/YgnXQsHbX1dkpkuDFc29l8ehJqMZQbvPD051cecwgRvV24vP5Imxh0xjMFpwXXU3J4/dQsXAuCaefhyk5JdJm6XQy9MjHKCAlJXYv3FjWDrGtP5a1Q+fU35L0BQ6rDfecReTOngdA7ux51VNZ1ZK9lN/zf4hfvIK85jvUwl2gaSBYKPcL5Bdb+GWjkwrJhrGT5+NpD6raXvOV45/3AL47J1Q7Hg0jjsd+7xISbnsLU78RAJisVrJuur7T57O1nnw5huReaGVFBD97ocH1OmPf19HR0dHR6eq0JH2Bw+HA7XaTl5dHdnY2eXl5uN1uHA4HqreC/bddQcUn7xJY8TPynryQ49FkQvAGse4rZX2JhsGvQAwX/QhICq8vy+Xsd9ewcOypqEYTcd4CnjltIM+cP4ZRvUNThDtDte3m4DjuFMwZg9CCQTzzXo20OTqdED3yMQqI5UpMsawdYlt/LGuHrqHfYbXhVOKrP1fhn3sfBLwYew7EctIMTL0GYuw5CGNqOvGihKu4hD+OPYlzfvsGwW6PlPkRwyKYCC59i8CHs9E8oVw/xowsvl+Syykv/w9LYmKt9U1WK9k33xAJU1uEwWLHNu02/C//ncCnz2GZOAOj8+DCMl2h7+vo6Ojo6HR1aubNczqd1X975r2CWlqMqVt34qdMx9ynH0LvvghpfTCIImXFxcy7+24OX/Q5lhjMvadpGl9v2s/zP+9gb1nohf6AlDiuPSKdNx9+m1H9z6y1flW17c6OwWTCeen1FN33d7xffkLCmRdi7pUeabN0OhG68zEK2LNnD7179460GREhlrVDbOuPZe3QdfXLm5Yj/fwRAI4rH0cYflSt7wW7gD01hZRpU7EmOevbRcSwmS3cc/ql7VoBXN7wK8JzM/EX5QJgSO6F/YJ/Yxwzmb5p/+v00Y1NYTnufIKfPo+6ZwvBz1/Gfv6/Dlqnq/Z9HR0dHR2dro60awcVi94DIOnKf+A45qTaKwgCZoOBrKwszM7ONc7riAjDTfvKeXa9yk7vRgBcDjNXHzWAKaN6oikKpVEQ4dgYtsOOxjIiG/GvHMo/fIPkmf+OtEk6nQh92nUU0KNHj0ibEDFiWTvEtv5Y1g5dR39Nh52mKvhfnwWA+YipBzkeqzBZrWTecG2nc7TZzBbunTKj3ZyP0h+fU/Hg2ViLcsHqwHbuLBKf/A3L0dMQ7Hayb76h052TxlCCQXKeerbWNH2DScA2dSYA4tdvoAW8B23XVfq+jo6Ojo5OV6emw07TNNwvPwaKgnXUWOxHn9jgNoceeminc7JVRRi2l12r8txc88EadnrBbDJwybi+fHzFEZyd3RvBaGz344cbSZJYsGBBrWn6BoOBxPNCla+93y5BcRdHyjydTojufNTR0dHpoviCAfZ6Spj10cvs9ZTgCwaatY3HV1H9ua3UdNiJ37yNkrsOrA7sF93X5n13JaQ/vsD75N9AkZGHHEnik8uxnXULBmt0TkeS/X78hUWsefo5/IVFyH5/9XfmI8/E4OqB5i1F/OG9CFqpo6Ojo6MTvfh8PgoLC3nvvfcoLCxsVmESn8+Hx+Op/txWajrM/Mt+ILh6ORhNJF19KwaDoc377yqs3l3KzfP/JCCr9IuHeZeM5cbjBhFvjdKJqD4fUlFRKEdoURHU6Eu20Ycj9BsAskTFpx9G0EidzobufIwC9u3bF2kTIkZLtMt+P2JZOQBiWXmth91oRW/72KWt+n3BAK6ZZ9DzlrN5+It59LzlbFwzz6h2KNYXlVa1Tcas6QBkzJoeFgckgFrhJvD+QwDYpt6MsVuvRtePpfaXVn6J98nLQZEQDp1I7im3Y0yO3mrPst/PvOzxzD82NNVq/rEnMS97fPU92SBYsJ58BQDBJS+iqUqt7WOp7XV0dFqAzweVThM8nloPuzo6sYbP58PlctGzZ08efvhhevbsicvlqnYo1heVVrVNeno6OTk5pKenh62SshoMUPrKEwDET56GJWNQWPbbFcjZXcrMj9bglxQyeyZy5RAjvZOiOKe5zwcuF+b0dKbk5GBOTweXq/qebDAYSJh6IQAVSz5EDYTnWUIn+tGdj1FAr16NP6R3ZerTHpBE7l34BgFJrF7W1MNutKK3fezSVv2iIiPKtasVirKEqMhA/ZWr624jKXL1+m117gc++C9ahRtj9wysk69tcv1YaX9p5Vd4n7is0vF4EnH/eJ2efftF2qw2oUoSap1KmXWXWU66FKwO1H25SH98UWvdWGl7HR2dhjnIcdLEw66OTqwhiiKiKJKcnExBQQHJycnVy6D+ytU1t8nPzycQCFSv31bnfvnH76Ds24MxMQnnhVeHRWNXYE1Nx2OvRJ48cyQ2U5RHhIoiiCLm5GSmFhRgTk6uXlZF3AmnYkzqhlrmwfftpxE0VqczoTsfowCxxoUca9SnPSCJ3Lf4zVrOx8YedqM5IlJv+9ilM+lvq3Nf2bkO8es3AbBf+iAGi62JLTqX/vZCWvUV3icrHY9ZE4j7++sYzNaY0G6Md2E5PhRhG/zshVrfxYJ+HR2dxjnIcVL1sOtyMTU/H7PLVftht8pRokdE6sQYRqOx+qel21TTRue+vL+A8g9fB8B56fUYExJbpKGrsibfw00frcFXGfH49LRs4qJ1mnV9GI0HfupgMFuIP/0cAMoXzEVT1Y62TqcTojsfo4CioqJImxAxmqvdaDZjrJOc12g2o8pyVEdE6m0fu3Qm/c2JZGsITdPwvX4HaCpC1gSE0ZOadcz69JusVrJuuj6qiq40hLT661DEoyyGHI+3vFntlO1Mbd+eWE+9GgwGlE3Lkbeuql4eK/p1dHRagMUCFguS282C3r2R3O7qZfh8ekSkjk5baEYkW2OU/m8OWjCIedAw4iae0WozOqLadEfxZ76HmR/l4JMURvZM5OlzsqM3v6Oqhn5aSPxp0zBYrcj5uwis+LkdDNOJNnTnYxSQnp4eaRMiRnO1C3Y703OWc/aPSwE4+8elTM9ZjlEQWu006QzobR+71Ke/vpQDnYHG7JJ+W4CycRmYzNgv/U+zk4/Xp99ktbZ7xWfZH8pL055R0tKa7/A+PiPkeBx1fC3HI0RP36/70scgCAe9BGoMU1p/zIedBkDw0+erl0eLfh0dnQ7E4QC3Gykvj4XZ2Uh5eeB2h5aLIuZAIBQR2UKniY5OZ6K+PI0dSiORbA3ZFljzB/6fQ89frmtuw2AytfrwHVLtuQOipP8qKOOmj3LwigojeibyTLQ6Hqte+pSUhF762GyhZc3ElJiE48TTASj/5J32slInitCdj1FARUVFpE2IGC3RLtjtWBITALAkJiDYoziRbyV628cu9emvL+VAawmnk60hu+RtOfjfuQcA62lXY+rV/OTjkWh/2e/no2NOBNovSlreuAzv45eGHI+ZxxN361sHTUOPlr5f96XPtJ++afF91zr5OgCk5YtR9u8Coke/jo5OB+NwgNMZ+ux0hv6uSQNOEx2daKG+PI1Noapq9U8twuxkq882add23C88DIDjxMlYh41q83HalQ6Ikt5aWFHteByelsAz07Ki0/EI9b/0qXnfrYqIbCQqMmHqBWAwEFy7CnHLhg4wWqczo/+HjgLcbnekTYgYsawdwqe/NRFz9VVD7kj0tm+bfotJwCLUfnNsEcxYTEK7Otk0VUVa+RXl902h4l8T0UoKMLh6YDvrlhbtpyu2v7x9DRUPXwCiH9PQw4m79U0MloOdddGkveZLH8EecqI2lAajvqhI0+DDMA0aA5qK+PnLQHTp19HR0ekMtCZiLuJRdjptwmKxYLFYKCkpoWfPnpSUlFQva08nm6ZpBNb8QeE9M9l77bnIeTsw2ONImnFjWPYfzexy+7j+gxzKAjKHpMbz9LRsEmxRPoW85kufKsdjzYjInj2RSkoOpMGog7l3X+zjjwX06Ecd3fkYFWRkZETahIgRy9ohfPpbEzFXXzXkjkRv+4w2be+w2nDPWUTu7HkA5M6eh3vOIhxWG6okocly9brhSEVg1VT48T3Kbz0a76MXomz4FQwGzIedRvy/5mOwx7dof5Fof8FuZ9pP3wAHUjeEK4JayduI97/ngr8c04Bs4v85F4PVUe+60d73G0qDUd+5NBgMWP8vVP08+N07qF5P1OvX0dHR6WhaEzHXmm10Og8OhwO3201eXh7Z2dnk5eXhdrtxtFMqAk2WyQyU4rn9SgrvvIbAH78AYD10PKkPPY8pOSUcstoXh6P+1A1hYG9ZgOs/WE2JT6Svy84z52TjtEe547EhGkuDUQ8JZ14EgO+npSiFezvSUp1ORpTGAMcWJSUlpKamRtqMiFCfdl8wNF3U46vAYhJwWJuunBut6G0fm9ohPPodVhtOJeT0czri2+VaUfI3I335On/6NsEbd6ACmG1Yjjsf62nXYOo1sFX7jVT7V0XvhTN1g7J3BxUPTUMrL8HYZyhxd7yPwZHQ4Ppdoe+3JA2G+bDJGFP7ohbuQvz2bUoGT4x6/To6Oq3H5/Ph8XiqPzvC5BzQ0elq1Lw2nE7nwddKGNIQyHvzKf1yAf6lizmnrAilDDCZcBx/CglTL8QyYHCbj9GhVJ2j+lI3tJKiiiDXf7CavWVB0hKtPHfuoXSLa35uxKik5rlr4lxaRmRjGTwccfN6vJ9+AIPHdICBOp0R3fkYBZSVlUXahIhRV7svGCBj1nQAMmZNxyKYq6O5uiLhaHtfMIDHV1H9OcnRsgi0SBHL/R46t36zSaV3tyCBh85CzV2DGegOFBpMvGZN5a5Hv8CR2rtNx+jM+luCWrwH73+mobn3YeyRQfy/PsSYkNzoNl1Fe3MxmASsp16F/627CH7+CmWp+qBURydW8fl8uFwuFEUhMzOT9PR0iouLdQdkI9R01lb91s+XTltQjQZ8fbrhe+AfBDf+Wb28QtWYm1fMPz//noT0jMgZ2Inw+CVu/DCHXW4/yQ4Lz517KGmJXfO5tLUYDAYSzryI4ofvxPfVQgz9RkTaJJ0IoTsfo4CBA1sXOdQVqKtdVGQk5cB0UVGWEBWZrjrEaknb+4IBxMpzUxUR6gsGcM08A1EOTanJmDWd0qcXR4WzNpb7PXQi/bKEWrSHlAQRh1WlR5JIjyQRkxHU3DUA/GiKY56QxALBScBg5PY4Z5sPGyn9JquVrJuuD0tFbdVTSMV/pqEW7sKQ3Iu4f83H6EprcrtO0/YdiOWEC/F/9AhayR4GejYDR0TaJB0dnQggiiKiKJKamkp+fj6BQABRFHVnGiEno1g5ddZiseBwOOp11ppMpgPTb3V0mkBTFGR3EbIrHiXZQcBpw++0oZmMUOl4XOmu4IvSIJ8Xe9m1v5BbEpIia3QbMJvNTJkyJSwVtb2izMz5a9ha5MVpE3ju3Gz6uvTrrj7sR03A1L0nyv4CEv9cDhNOjLRJOhFAdz5GAXv37iU5ufFIma6GLxigLODjrg9e5MHp15Boc0SFwyzcNLft6zoZqyJCRUWuXgYgKXLUOGtjsd/XJFL6u2kys8T9jFACpGsSXD2UgKZy1LDa61UEjLjOvQmOPZdpD1xX/VKgqqhNW4mUfpPVSvbNN7R5P8rOv/A+finq/p0YnKnE3zUfU/e+zdq2q/T9ljhyDfZ4rCdeSnDxM8hfvgInX9oBFuro6EQSj8fD8uXLGTx48EFTRo161epaVDkZazof3W53LWdtQUEBycnJFBYW6g5bnQaJMxm5uY+ToQ4LqcNSqZhxKhWqCkcMqbWeyS/iOH8GphNO47yRWdUO7v1l5aGiNlGK2Wxm6tSpbd7PbreP2xasZWuRlziLiTnTshmUGh2zy8JFSxy5BpNAwhnnU/rqkySu+hlNUUDQXVGxht7iUYDX6420CR1KXUfa//74utqZFms0t+3rOhmrIkKjmVjr93WJiP6SPSzxbWewdnBScr9oxB804vEJ7C62UlIhMP2tG7EkJpI7ex69bzuH3NnzSE1ICsuLgmhuf/HXT/C9dDMEfRhcPYif9R6mXoOavX00a69JSx251pMvJ/jpc1j2bELeloMwMLv9jNPR0YkoPp+PPn36MHToUO68887qaD2d+qnpZASqHYw6Oi1BK/cwb/xgspPiDixUVQCMQQlBUjEHFRzFXqxbd2H4+HJISsLtduPxeLjzzjv5+uuvY96x/duOYu769C/KAjIJVoHHzxrFiJ6JkTarw2mpIzdu0hQ877yI2VNCcPUyzIcf137G6XRKdOdjFDB4cJQl8m0jdR1p0HxnWjinTHYG2tr2FpOARTBXn0+zSQhLVFpHEGv9vi7h0m8zW7jn9EuxmRt/S63u2wFPXsJgTaTQYOIhSw92GCwsuOd17Ik9WHjYsQ1uW+VsDGdRm2hsf02RCcx7kOCnzwFgGnwYcX9/rVlTrWsSbdrDdd81pvRBGD0JeeUXiF+/jjBwTpgs1NHR6WyIokggECA3N7dWtF5ThHPKZDRSNyLUYrFgsVgoKSkhMzOTtWvXVi/TiQ2ae03IJUX4Zt9OdlIcFYrKi/ll5Owt5JMffiYppTvGHmmQmhoqUlPpkKyiprMxlh2Pmqbx5u87ef7H7WjAoJQ4Hp2aSZ8uPtU6XPddY1w89uNOxvflAnyff0y87nyMOfQ5DVHArl27mr2uEgyS89SzKMFgO1rUeamKtOkqzseWtH19OKw23HMWkTt7HgC5s+dFzfT1tmqPdsKl32a2cO+UGY06H50OmcAj50LJHvIMZk61D+ANczI/CPHQIwOTIx5jnQGH0Ww+aFk4ibb2V8tL8M4+v9rxaJl4GfF3L2ix4xGiT3s477vWiTOAUPSoWlHa5v3p6HQ1JEliwYIFSJLU9MpRgMFgaNEU66pIm1h1PtbF4XDgdrvJy8sjOzubvLw8Pd9jjNGca0JyWNl/30zU/J2UiDLXbS7k/cIKfiwqw9grHWN8AlgsSCUlLOjZE6mkBCyW0I8OAD5R5o5F63iu0vF40pDuvHbh2C7veITw3ncdp5wFQHDlr8j79rR5fzrRhe58jAICgUCz11WCQdY8/VzMOh+7Gi1p+4ZwWG04KytcR4vjEcKjPZrpKP3J8RJHDfVAeQn0HMip9v5sM9Z2Igl2O9NzlnP2j0sBOPvHpUzPWY5gt7ebXdHU/nLuWirunIi89gcQLNivehLH3x7BILRu0B5N2sONMOoERGcaiH7EH9+LtDk6Op0OSZJYuHBhl3E+hhVVPShiKxZwOBw4naFCb3VzZ+roiHYz+48YglK0D0NyKtN+28QGX537h8MBbjdSXh4Ls7OR8vLA7Q4t1yHP7eOyd1fyzeZCjAa46biBPHT6COwWU6RNizrMAwYT6NUPNI2Kzz+OtDk6HYzufIwChg0b1vRKOvVSFZ2VkiAyom8Fw/p4GdIngPztGwS/fgPxx/eRVn+NpiphOV64I09jue1jWTt0jP7uTpEjh3owCxrGfiPh9vfJN9bvMBPsdiyJCQBYEhPa1fEI0dH+miITWPAUFXedUlnRuifx9yzCOuGiNu03GrS3FwajEVtV9OPSN9E0LezHiPUZAjo6XQ6LBV9qEn8M60NJNyueIX0o+/JjKj77CO/ST/H/9j1amJy1XS3yVKdrE4yzsH9wKqrVjJDWG8fdT7HV28ALTocDKp3YOJ264xFQNY0PV+/mojdXsL2yovXT07K5eFw/DAZDpM2LWsqyjwTA+9VCNCn8uWv1+3TnRXc+RgFbt26NtAlRi2C3c95XH3DUKJFBaQEG9/IztFcF4nsP4P/fbfievwHvwxew5/rjkcMQbRTuyNP2bvuAJHLvwjcI1Lnxy34/Yll55efIRGHFer+vT78vGGoLj6+i+nMVDbVlTTRVRcnfgvzbx4zqV8H4Q8owGaGoTMD6j3cgsVt4RbSBzt7+ys6/qLjrZALv/QdkEWH4USQ89DXCIWPavO/Orr29ye01FsxW1D1bkf/6Oez712cI6Oh0flRVRW1mFKMiBSmZMJoe8Ua8A3pQNrAHnreex/38bEqevJeiB29lw9XnIgb8bbYr2iJPG3wI9/nA4znwWadT4KtsC4/HU/25iuY4VDRNQy7YjffXb3EP60PhISloghGzx0f3u5/CmNqjXe3vSux2+7j2/dU8snQzPklhaI8E3rz4MMZnJEfatKjHOzQLQ0IiqseN75dvw77/aLtPxxK687GTE5BEnvvts0YdCrGExSRgrlEwxSKYGy2goqkq4puzQAog2lIwH3s+5iPPQhh7KkLm8ZgGHwYGI3HujYhL3+wICS2ivptmc5xMzSUgidy3+M1a+5L9fuZlj2f+sScB8NExJyL72z5gbymx/g+jrn5fMEDGrOkAZMyajmvmGbUckPW1JYC8eQX+eQ9S8eDZeP42iPJbjkR8/Tb69whgNMJet5nfNjkx2BPaX1QL6Kztr8kigY8epfzOiSg7/gSrA/uM/xJ318cYk8IzqO+s2juKoNmBefwZAIhfvRZha3R02hdJkli9enXMX/dV1Cyg0rt3b2w2W5PFU9wvPoJW7iEYn4h94hk4jj8F+xHHYxt9OJYR2WC2kLAvj7IP3ugQDW2lMSdTS5yyVfs66CHc5wOXC3N6OlNycjCnp+sOyE6Az+cjPT2dnJwc0tPTcblctRyQDTlUxO2b8bzzEoV338Se6SdRcMVUSp57iIr+PdBMRizlQbov34zJ6epoSVGJomrM/SOP89/4nVV5pZhNBq49egCvXziG3kntO+snVtAEM44TTwegYslHEbZGpyOJjrK3MYovGKCwvJRXVy7lvvOvppcrpfq7gCQye8lcZp12QZNVbLsSDquN3Nnz6H3bOeTOnkdqQlKjeQzFpW8gr/8FTGa6PfAxpvSDpzNWvHM/8qfPIH7wH6yjT8LUa2B7SmgRI0eOPGhZlZPp5onTqtu+yikrVVYEb8op2xiqJJFs85LRL0DuPhtF5aFltPM027rUpz2WqKtfVOTq9oUDFeAbmxSj7N9FxX1TQKkxUDWaMPQazI5V2ykuN5NfYkXTmjd1pCOryXfG9pd3rMH3wkzUXX8BIIw4BvvVT2Lq3i+sx+mM2juSkSNHYk6cgfTzh0h/fI5ashdjcssL9+jodHZ8Ph/FxcWsWbMGj8eDvcb/WUmS+Oyzz5g8eXJMFVepKqDi8Xi48847+frrrxvNYej75Rv8P34NQJ9/P4Zt5OiD1in55F28rz6J/8M3CI47BuvQzn2PrXIyTZo0qbrt61a1Li8vb31Fa1EkaBcoHzaAk4tLMAcCIIr6NNsIU1UBfvfu3bhcLoqKihBFsdH+r5aXsf+fV6L5vQcWGgwIvfpiWb4Sq2LCUezFKDcvvVSsV5PPLfHywOcb+XNPKCp4eFoCd586jIEp8RG2rOvhOGUq3gXvIv6Vg5i7FUvGoEibpNMB6JGPnRRfMIBr5hm1Ip2aE+UUC1Q5G52O+EYdj8r+nfjfvQ8A27Rb63U8Apgn30BJhQCiH9+z16DJnSf6YP369c1ar8opC6GK1u45i1pVXEbTNKTPX+TIoWX0ThY5YkgZfbrVnt7bUfnSmqu9q1JXf2NRv75gAI+vovpzFeLnL4MiYUzrj+3iB4i/71Ocr2/HfvenrMlNYHexrdmOR+jYavKdqf3VCje+N+6g4l8nhxyP9njsVzxO3F3zw+54hM6lPRKsX78e0+DDMPYbAaqC+N07kTZJRyfs+Hw+XC4X/fv3Jycnh/79+zcryikWqFlApTHHi+Ipxf38wwDEn35evY5HAOukqWyyJICqUPL4v1H90RflV19V69YWlqn49jP2Hz4Ef3IcRYNSKM/oXut7PV9aZLBYLNhsNvr06YPb7a52OEPofuGpnCZf8z5R8fnHaH4vpm6pOC+7kdT/vkjvD76n5yP/o9ufO4kv8mJsQerkWK0m7xNlnv9pGxe+sYI/93iwmIzcdNxA/nfhGN3x2E4IPdOxjT4cAO+S+RG2Rqej0J2PnRRRkRFrOMEkRUasEfWk0ziapuF/6e8Q9GHqPwrr6Tc2uK7BJLBqWwJYHSjbcwh89EgHWto4LZla01ynbENovnJ8T16G9MmjGAzgF40YjTBmYAXS5y9WF37oqHxpLdHeFamrvyEHc0MvKlSvh2Cl08Z2/r+wTb4GYch4DNboiGzoDO2vyRLBL16hfOY4xC9eBVVByDqBxEd/wnrSJe2WbLwzaI8kqqpiMBiwTrwMgOA3b6Hp//90uhiiKCKKIsnJyeTm5hIIBBDF2Huh3BZKX3oUtbQEU1pvnDNuaHA9g8HAgsTeGBKTkPfkUfry4x1oZfhorlO2ITQxSMmcB3D/70kwGTGJMhgMlA5Pp/Tdl9Aq//fEsuM7kjgcjlrOZbfbjcPhqH5RUXNKts/nQ5Mkyhe/B0DCOTNInHYptlFjMTriIqwkelA1jcXrCjjr1WW8vmwnoqIyqpeTdy89jIvH9UMw6q6S9iTutGkAeL9dgurzNrG2TldAn3bdxagqDiKWlWM0m9u9Im1nRfzmLeS/fgKTGcc1T2MQGn+D5w2asJx3N+JbswgunIM56wSEYUfWu64vGKh2BFtMQqscfc0lKyur3fZdM1qufPuf8L9boGArGIz8tdPGtn12svpV0K97EOmTR/F7i7DP+G+72VOX9tQeDdSnvz4Hc0MvKozfvAUBL8bu/TAfNrljjA4jkW5/Kecb/G/fjZq/GQBj9wxsF92L+bDT2r3CYaS1tzdKMMjaF14h89or642irdJvOfps/O/ei1ZSgLTySyzjoq8fhwNP7g52//wz3oI9iOXlDJt+Ad2GDQdAVRR2frMU9+bNBNwlCDYbzgEDyZg4CWtiYvU+JJ+P7Us+pWTTJjAYSBk+nAGnTu6QKGadxjEajS27p1RFPVUVC4nRqbK+X7/D98OXACTP/DdGW+PjXa/RTPx1syifPQvvVwuxjT0Kx1ET6t+3z1ftCLZYLK2OMOwMVEXJlW7fQunLj6Js2whAwrYCnKUKnl6JlPdMpHzJhygVHpL/cW/kjNWp7mtOp7P6c9WLitTUVPLz86tfVGi/fotaUoQxPpG4iWdE0uyoJGd3KU98u4UN+0IFNlPiLNxw7EBOHZGGUa9k3SaamzbEPu5oTCk9UIr24fv+c+IrnZGxSKyM9XR3fhdC9vv56JgTAZh/7EnMyx4fkUIhkUYtzMP/zj0A2M66BVO/Ec3aznTUNMzjJoOm4X3uelSv56B1qqLMXDedHvqpU/Qj3KxZsyYs+7GZLdxz+qXVOSJrRsudLnvgwTNDjseEZKx/f5Otex1omoGc3Hg27q4c/Hz1OhWPXUqwuDD0d1l5u/avcGmPVurTX7cdG0QWCX7xCgDWU6/C0Mr8n5EkEu2vyRLy+l+oeHg63tnnhxyP9nhsF9xNwuM/Yxk3ud0dj9D1+36w1MOap5/DX1hU7z2kSr/BFo/lmHMBEL9+oyNN7FQookR8WhoDJp9+0HeqJOHds4f0448n+9rrGHr+BfiLitgwt/ZU9c0ffYhv/35GXjKD4RdehCd3J1sXLewoCTrhwuerXSTE5YrJQiFKWSnu52YDEP9/52AbNbZZ21nGHFkdaeN+5j/IRfsPWqcqyqzmT92qw52R+nL1VRUw0dbnUPj3S0OOR5udbjffQ9KmPRhUlaTdpST9tQsMBnw/fkXhndehFuSHduDxxGT/iiSN5Vw0Go0YKyPxNE2j/JPQfT7utLMbdr6rauhHBwgVk1m7x8Odi9dx5bxVbNhXjlUwcvkRGcy/4nAmj+ypOx7DgOTxhKKni4oavYcYTAJxp5wJQMWS+dWz7GKRWBnr6c7HLoQqSWiyXOtvNcamTGiahu/lv0PAiyljJNYpNzV7W4PBgP3KJzC40tCKduN/7faD1qkbZVZV9KOzYzNbuHfKjGqnVZWOWcF9vBXIIwGVlUY73L0Ic+ZxGKsHPQY270/EetkjYDShrPqSwhuOxiKoMe3gjhR127FBVnyGVlKAIc6J5YQLDvraaDZjEIRafxtjLL9PFap7L8Hv5+J98nI8Vw2l4v6pyKuXgsGAZcJFJD65HNsZN2Iwd563htFMS1+SVU29ltd+j1KwrUXHCkgi9y58I+pzIycPHky/kyaSMnz4Qd8JNhsjZ1xG6shMHCmpJKanM/D//o+KPXsIlJYC4Cvcj3vrFgZNOZOE9HSc/TIYOHkyhevWEiwr62A1Om1CFDEHAkzNz8ecnBwqEhKDU7VLX3octbQYU49eOGc0nFanPpL+djNCnwzUcg8lT95bPdW4ippRZqmpqdV/d3bqy9UniiLn9Ujg3m5Gki0CWyr8OB54DsdRJ4LFglRSwoLevbHtK6fbrQ9iMFsIrs+h/LKpTPszth3ckaK5OReVdauQcreCYCbh9PMOXsFiQbLZWNC7N1JJCVgsoZ9KWlo1PZop9Ut8sX4v//70L05+/mcuf3clX28MvXiYOLQ7H14+nmuPHoDDEn0v6jslLXxJFn/yVDCZkHZsQdzwZ4sO1ZXy08bKWE+/ynS6FOK37yCv/QFMAo5rn2lyunVdjAnJOK59Bu9D5yD9Mh8x6wQsx9bzT72DaM/pl3+TirldCkUxviG4mGXtyd5uvRHsdqbnLCdQXML8Y09i2k/fYO/RHeKT8T51BckJMocPLuPH9c4DDu52mN7f1aeeNkWr9WsaVEY9Wk66FIPt4ETZgt3OtJ++4cMjjuPsH5di65aMYLdjCQawCOZqB7vZJLS6anpbac/214I+gl+8grRsEcqOOgMdqwNz1glYz7oFISOz3WxojK7c9xt8SVZ5D1GCQYw//ooyahQmqxVT+lBMQw9H2bgMcemb2C++v9nHqirMdvPEadUOeyUYRCwLTbESy8pDx4jQdBQ5EECuMWA2CgJGoe3XmxIIhKqd2kKpGcry8jDZbCT07l29TtKAgWAwUL57N9Z6Bro6B1AUBVkO/0vGqn3WjPSQZbl6ec3f1ceXZQRAq4x+MlSt1w72tTc1z2nVOWhSPxBY/iO+7z8HwHnDnahmC2oT+mvuS3U4SPrHvRT98wqCOb/jmf828WdeeNC6xhq53ppjV2uou8/6lrfku7oEf/uOB0b0BeAbt48bft9EbvdeyBYLFBbi93hYePfdTPj8cxwpKSRb7bjvvgk5wc6hZhlTt2TYX4js89VyXIWDhrTHCi3RX7VOTWdh8NP3AbAfdzJaYtLB+7FY8O/YwcI77mDCokUYnE6wWDDK8kFV041GY4vsaM++Hy5kReWTPwv4alMh6/eWodYIqLOYjIztm8Qlh6WT1dvZrnbUa1tX7/s+H+ZAgCn5+ZCcDIW17yF+v5/Vq1czevRo7HY7JCZhG38cgV+/pezTD3ANbt6Mxap9LVy4kAkTJtSamSRXhNKKycXFyKoKtgMp0sLZjxtCUULV5ZWgiBw4MEMyXOM8iN6xnu58bCMrV64kNTUVgH379tGrVy9EUaSoqIj09HQqKipwu91kZGRQUlJCWVkZAwcOZO/evXi9XgYPHsyuXbsIBAIMGzaMrVu3IkkSfQZkHHSsVatWcfS4w1mzZg3lQX/1Mqc9juHDh7Nm1aqDtvGUlZG7aRNxcXGkpaWxbds2EhMTqxOcu1wu4uPjycvLIyUlBYvFwp49e+jRo0fYNY0cOZL169ejqipZWVnVU+vqfl5Vj44qralOF4mpyQBs3LiRwRkDDmhSfRjf/BcmQJp4Fav2+0lRdzSpKS3JVb3/gSNGUGLtiWXMVFwrF+B7/gaKPn0Vx5QbyUvIoLCs9CC7cnJyiDNba9kuiiJrVqyopc9oNDJ8+HDWrVuH2Wxm0KBBbNiwAZvNRt++fdm8efNB7bR3714cDketdrLEO6rtHdQ3o1pTnMtZvXz4oMGNtpNv9dfMDhYA8LQ5hXusadXbHjHmMNavX48cCDDy+mtYu3ULxl07GTbkKH7Z6OSY4R5c8TJJcTKlXjN+f4A1mzY1W1Nz+96aNWsYPXp0h/a91rZTuK+n3n3T+ec7z3LNkaeROXxEo5p8wQAWk1AdgTtB80PedjSjgGHCpaxYsaJeTes2hCoq+9HYsG5dtaall9yDJBg48eV/seD829mTt7tJTS3pe81tJ0VRMJlM4W0nl4vCpfPo8eOrmEr3Vl/Davf+eNKzsYyehNI/m33FbnqZkxF37IhI31u6dCnp6ekR6XvtfT317d7joHvoxo2b6DNoINu2bcNhNLLuuReRxmSR0qcP8fHxuAccS8+Nywh8+y5/DZxI9z79mqUpd89uANxuN3tyd+H1elG+/YFNL/0PCEVe9jj3bLqdPSWkae06rhhzEkYNVtS5f4frHpGcnMzAgQMB+P3Rh2tN50w//gT6TTjxoPPTElRJYsdXX5GamVk9IJXKy7HE1X4JYTCZMNvtSBXlbTpeLNBeaRDKy0PnvmbExrJly0hISAAgWFnUbdmyZVgrHeSm8nKOhupIPGvl90rlNtFElX44cA6a0m/0VdDn9ccQgLLsI9heHoRffmnyWPXty3nUyXT74TPK33iGwq8W4TnseLyHjKTcGyp6UDPasSm72sry5cubtLc539XEWrCLnnOfwwgs3F/O3dsK8SpqLS2yLJOVlcWKv/5CEARM5eWM/20j+44ajmITqIgzk0j79rG62mMFWZZZu3YtsiwjNOGMCAQCmM3maodhTzWIui70vLG571CkBq6B6r6yYUOtvrJo0SK8Xi+LFy/m/vvvZ/Xq1c2yuSP6fjjYUqbxSa7K/hpZsVwWGJZkYFiSgYEJYDF5qMj18Etu2A/fbLpq36/+P1Xp2Kv7fyoYDLJmzRp+++236n5kSx9ML77F//NSNo08AiWuefebhvpkj9dfZ8i+fQgDB7L7ggvYedll1d9V3/dWrGjy2msra197lS1btlT/HY5xHkT3WM9w9P0Pxu7k+lZiM5v5etY/2/UYpb4KXDfVnvPvfnoxSY74Wt/XXCaWlTEve3ytbabnLMdSIxFpNFCfdjigvz7tmixScc//oWxbjbHfCBL+8xUGoXlvaavOW81zpYkBfM9fj7RsUfV6xj5DUSdeRo8P3kQ0HHgjXl8bhOu8r1ixgsMOO6zWsvr0N7a8LkreBsr/fRoEKlhkSmSGLR2t8m1RY9tWaRs/2ENaksS2vTbW7Ypvtz5Wn/ZYobltWYUvGKCwvJSMWdMp6uvCtP4nzMeeR9x1zza4TWNFP1p6/Jau3xzC3f7K3u3437gTOecbAAyJKVinzMQ89hRMPTLCdpxw0JX7flP/p+q9H0tBym4ag+beh+28O7Cd+Y9mHau+fqkEg/gLi5h/7Emc/eNS7KkpEYt8POHe+wm0MPLx57vvqpWEvCaqorDxvXkEyzxkXva36gFp3g/fsz8nhzEzb661/vKH/0vfEybQc9z4g/alAz3j47h+9KFkZWURHx+e+1pNSktLSU1NpXv37kiShNvtprCwkKSkJCCUr2/mzJnMmTPnQMGT0lKE1FS0ypcKhn37kAsLoXKbaKJKv8vlwmw2s3///kb1a6qK+4F/EFy1DFP3NFLmvNvsqr71nUtNUfC88DD+bz6tzolnSuuN8aQzGHjxVSSkHAgsaLJdWoksyyxfvpzx48fXeghu7BjNOb5SuJeiWy9HLS1hWXE5f9/pQdYO1nIQlf2reNxQfClx2Et8pCzb0C59rCHtsUJZWRm33HILjz/+OInNGEP7fD48Hg933303DwzqjvbrN1hHH07yPU81uI0kSXz++eeceuqpB03jbk0/7oi+3xb2lwd5+sftfLM5NKsrzmLiorHpHH9ICv1c9g7J2d0cunzfb+L/VH19X9M0im66EHnXdhyTz8F51S3NOlRDfdJXUsLM229nzv3343C5akU+dgQVFRWsWbOGp39bzp4aL9qaG/nYlcd6XbDH68QigbkPoGxbDVYHcTNfbbbjsSEMFhtxN/8PZfcmgkteRPzpQ9TdG+H12/nTIPCSuRvPmFOQo6zqrVq6n4qHL4RABauNNq6x9al2PDaX3UU20pIkencL8teu5g38W0NXnnraGDWrkHt8Fc2qqO6w2nAq8QxVApjW/wSAbfK1jW5jslrJvvmGsNjc7EI4LSBc7a8FfQQWPEVw8XMgi2AwYpl0GbZz78AY5wzLMcJNrPb9hjCYrdjOvAX/a/8ksOhZLCfNwJiQ3Og2Na8jXzBQ7Xw0Wa1YEkNv1C2JCRGtACjYbAiV0b1tRVUUNn7wHoHSUjIvu7x6MApgTkhA9FbUWl9TFCS/H3N89EXMdTQmk6ldHhCr9lnzgVgQhOrlNX9XH79qmxrTLwVBqF4eTdQ8p1XnoDH9ZR++QXDVMjCZ6Hb7bCyJzb9/N3QuU26+G/m8yylf9B7erxai7M1HeecFlp2QycfFPl4rKG/SrnBQd1+NHaOp46s+L0UP3opaWoKhR2+u+vozrMkpDR6rzs4BiCv24UuJI5BkRxWM7drHwnkeowWfz4e3MsLW6/Vis9madOYlJiYiCAIJioS2/IfQsrMubvTcCYLAWWed1eB3Vb+be/7tdjtTpkzBbre3W99vDZKiMu+PPF79LRe/FJruOnlEGjccO5CU+M6br7vL9v2q/1O1Fh24hzTU95wXX0vxf27D9+UnOM+8EKFnn0YPU/c6EgSh+joSKl8YCt26IbTRUd4aqmZumawWBCl8js+uMNbTC85EIXWdE1XVlpsqIqEEg+Q89SxKZYhyV0H643OCS14EwHHl45h6DQrbvk19huC46kkSn1mF9exbId5FD03mbnEfLwfzMNXM1eT3V+cSk/3hqYAdzulemujH+/ilaEV54OrJBbZ++A0tvwXsLbUgKQZsZo1UZ/sl+O3qFX99wQClvgpKa1zDNauQA2TMmt6iiurXSUUACKOOb3aV93DQ7EI4LSAc7S9vW03ZLUcT/ORJkEVMQ8YR/9+lOC6b3Wkdj9D1+35rsEy4CGNaf/CXE1zwVKPr1ncdNeca0nzlSCu/jLpqi9WD0eJiMmdchrnOQDsxPR0lEKBiT371stId20HTSOjT+OBeJzJURTkBeDyeA9Pzmygi0ZWS79ck+FcOnrdeAMA540asQ0eGbd9Czz64rr6VXm98hnPGDRhc3UiyCFzeM5EnBnXDaqzxCO3zhSpAV33uZGiKTPHDdyLlbsUYn4jjtv9QWumMaQnWiiAmUUYzGvD3cLWDpbGBz+ejtLSU0tLS6mu4qpp6//79ycnJoX///i2qqD7eXwyKjLn/YKzZ49rT/INobjGcjiS32MsFb/zOMz9uwy8pHJIaz6vTR3PvacM7teMxJmhhpXX7EcdjGZoJsoznnZcaXbfqOkpPTycnJ4f09PRmXUeaLOP75ZuDCo1FA11lrKc7H6OMxpwTVUUkAM7+cSnTc5Yj1CgEogSDrHn6uS7lfFQL8/C9EKp0aDnhQixHT2uX4xiTumM/53Z49BfutKShAGfKZTwf3A2qguz3My97PPOPPQmAj445MSxVoGsmPG8Lmqrie+EmlC1/gNUBM19lr7F1gwdFNVBQEnrYSU9pv74ULu2dkarr2HXT6aGfymu4bjV1aEFFdU8h58qhhyLr5Ovaw+wOpa3tL29aTsWDZ6EV5WFwpuK47lni7/00YkVkWkJX7vutrbRuEMzYzrsTgOCX/0Mt2t3gunWvI0mRa11DJquVrJuuPyjqMfDZ83gfvQjf01c1W09HoASDVBQUUFEQytMbcLupKCggUFoaGoy+P4+K/HwGTzsHTVURy8sRy8uri3A4UrvjGnQIWxYuoHz3bsp27mTbZ5+SOjITa5SlZYkFGn2ocjiQ8vJYmJ2NlJcHbjfUeACRJImFCxdGlfNR07RGq+6q5R6KH/kXqAq2cceQUKM4TDgxJiSSeM4M4p56h1v/zCWoaoxLtPHy6IFokhhyNrpctau4djIHZOmrTxH445dQdOidj2CsjBxqaWVjA+AoCY1hvb0bjzLXqZ+q67jmj8/nq66enpyczM6dO0lOTm52RXXN7+MwfzEACWdd2GmmEUeKrYUVXP3eKnJLfMRbBW47cTBvXTKWrD5JkTYttmniJVlDGAwGnJeFnul9P3yBuH1zg+tWXTMul4v8/HxcLlet68hsNjNlypSDHOUVX3xC8UO3U3jntZ3uRXOsjPW6YKxv16Yx54QDEOyh8FtLYkItx2M0YTEJtSruAlgE88FVd2UR75wr0bwejOnDsM94qP2Ns9p5wZJCsUHgheDukLPnjTtQLnooVLG1Ek2Ww1IFeniYKlMFPnoE6bcFYDAQd9PLSP1HNe8cN0BesZW+qUHSkoJogQoI801NCQZRv/sRZeTIiE6LbC/qXsfNdjA2xjdvYkWDPkMQRh3ftn11AtrS96W/fsH7yAUQ9GEaeChxs95rcppuZyJc131npKFK63Bw9HjdXLLm8WdgGvAsyvY1BD58GMe1z9R7jLr/Q+pWba8v5YDqKST46fMhG7NOCI/YMFG+J591r79W/feOL0KVfrtnH0rfEyZQsnEjADnPP1dru5GXXU5S/wEADJ52Dts/+5R1b7wGBgPdho9g4GmTO0iBTkuoeoBKSUmpfqgqKipCFMXQlLIqZ6PTWcvxGG1YLBZsNhsZGRmsXbsWi8WCpc4DqkHTqHj2IZSifZhSe5D893va3eFiEMx8sLsYyR7PowO7cUJ3J4GnH0CbeTcGUcScmsrU/HwIBEAUO00blH/6ARWL3gPAdeO/sGWNRfX5sNls9O7du8Fz3BBxbj/laQkEuyUgFxcihDnnoyRJrF69mnHjxnXJqadV13FVUdLCwsJaDkaj0Vj901wC33+OXVMxuFJwHDMp7DZHE5v2lXP9hzl4/BL9kh08d242PRI6Nq+fTgNUvSS77TYmLVmCueb/qrrR43XGebaRo7GNPYrAH7/gefNZUu97ut5DVN3L3G43mZmZB93fqqJ0a6IG/JTNezV0nNFHdDrnfayM9bre3b6L02zHXCejseIWdXFYbbjnLKouoJE7ex6pCUkH572b/yjK1pWhPI83v4rB2nEDwA/MSVhQeSa4B37+EMlkBjRqZ7hoO+vWratVeKKxfIAN5d2T1v5I8OPHQ+tcfD/mMSdjhuad4wYoKjPjF43YLSrK6q/g5BltF1sDJRhk/fMvk3XV37qk8zHcaAEvfPdO6I+Tr+x0/1BbQ92+31yktT/gffRiEP2YBh9G/Kz3MDg6zxu/5tBa7dFCfS/JqqLHq17ifHTMiVyw5vdaL9EMRiO26Xfj/c/ZiD9+gPX/rsOUPuyg/df3P6Spe1vgkycg6MPYezCWY84Nl9SwkNR/AEff/2CD3zf2XRVmh4Mh53QuXTr109RDVWdFkiQ+++wzJk+e3KxpmQ6Hgx07dnDHHXewaNEiunXrdlDeuyN9RUir1oHRRLd/PoQpMamdrD+YX8sC3LG9mNkDusGq3yh+9iG6GUL3ofak7pR7oNZ5qS+iR9yxhdKXQuO8hGmXEj/xjOrt8vLyuO2221iyZAlOp7PZhULMARmzT0RyWPD99i2JAw8Ji74qJElizZo1SJKEPUqDJZpD2GYwKQqBTz8AwD55GoZONPW5o1m/t4wbP8yhLCAzICWO5889lG5xnfv+GHPU95KsMnrcrihMyczE1r8/FBcf9ALHOeMGAit/JfDHrwT+/APbqLH17N6B2+3G4/Fw5513Nuv+VrFgLmppMcbkFOLPOD9sUsNFrIz1uu7cri5K1UNV7ux5AOTOnod7zqJmO40iRUunfDusNpyVBQKcjviD9J0sl8GXobcXjssfxtR7cHgNbgbvmJO51doTAPmHuYzs6yXkgAwfNQeXTeUDrC/vnqaqBN69J7Svo6dhPfXq6u+aOseNY2B3ccgpKC9b0BppOmEksPBp8HooMAgw/uBK8dFIa3IKSau/xvvIhSHH47AjiL/jg6hzPELrtEc7qiTVHz1eB3PmsQiZx4Om4n/vPw3ur+b9ral7m7J/J+LXbwJgO/9fGDr5yzydroWqqrWmf1U9VOXl5ZGdnU1eXh5ut7vN1WXbm9ZM+a7SVN9Do7RpHSd594a+v/Q6rMM7vhDXj54AN+VsB4MR/4qfKMnqH+ZRXm2ak8esvrx7ntfmgKpgzR6H89Lra+2zsXPcFHHFlXkKf17aWkk6YaJiyUeo+wsIGoxYT+oa47zW8Ge+h+veX01ZQOaQ1HhePE93PEYNogiiiOBycdqOHViqosfrYOl/CI7jTwHA8/ozDU6PdjgcOJ2h/O1N3d+UslLK5r8VWnf6FRg7uPq1zgF052MnpSrCsYqa08ba5jSKfqxlhbyuhgprmI89D8txkXt78T9zNzj/3wAMTAswPN1HOB2QgwYdKJ7TmnyA0s8fouSuA4sd+wV3hzUiLq8o5HxUN/6KWrI3bPvVaRlSzjcEFzwJwMOW7tDGSu/QPtWrW0rNvt8cpD8+x/vYpSAFEUYeS/zt8zDY49vJuvalpdq7AnVzPxoEocGCabYL7gJAXvkl8sZlbT524MNHQJEwHTIW89hT27w/HZ3mUBXNWFJSQkZGBjabrTq6sSUPVV0RpdxDxZz7MQGW0UeQcNbFEbPls72l2K69HQwGfL2SKennajcHZM18gAUFBc3KB+hf+RuBVcvAaCTpyn+ENTLTUeIDTUPK24G4Y0vY9qvTMoKb1lH6amic97MjBWNc2yvXNpQTrzOzKs/NjR/m4BUVhqUl8MJ5h+Jy6I7HqKEy96PsdrOkf39Em63BgmnOi64BQUDc/Bf+X79r86HLP3wTzedF6JVO3KSpbd6fTuvRnY+dlPoiHGPNydgQypt3YhdD0+Mclz8caXNg0uWYz/onAIf09DMore2FZqrYsGFDq7fVRD/+90J5MK2Tr8WY3DNcZgFQ7hfw+EygaYi/fhzWfes0D7UwD9+z14KmYTziTDLOvDksDsP2qF7dUlrS98Xli/E+eTkoEkLWBOL++Q4GW1w7Wte+tOW6j1YEu53pOcs5+8dQhM20n75psGCa0D8L8xFTAfDPe6BNScOVnX8h/fwhAPbpd3WJlAU60UFVhOOOHTvIzs5mx44dMedkbAjP/55CLdyLqVt3Um59oN2nOjeF+agTcV15CwC+lDhKe7dvRH1z8wFqihKKegTiJp6BJSO8L65MsoqtqAwA33dLwrpvneahlJVS/N9ZIMtYsseTdP4VYXEYdsbK1Y3xxy43M+evwScpZPZM5PlzD8Vpjw7bdSpxOMDtxr9jBwuzswns2NFgwTQhrTfxk88BwPPWc2htyIsvF+6lfPH7ADgvvrZW0UOdjkd3PnZiHFYbPZzJXDP+FJLjo2/qYHsgrfwKefVSMBhw3PB8p3EwWE+/gU0FoSiroX18xMfRYNROS7C1ISw8uOQltJI9GJyp2M64sdX7aYzdldGP4k8ftMv+dRpGk4J4n/obWoUbY58hJFz9BPdOvSyiDsNw0ty+L/7+Gb45V4IiI4w5mbhb38Jgie78UW257qMZwW7HkphQ+bnxc2A77w4wCSibfkde9VWrj+l//yHQNISsCQjDj2r1fnR0WoPD4SAlJYWsrKzqSMdYJ7hxHd6vFwOQfPPdmJxJkTWokviJZ+DakA9AeY8EvN1dDUbtdBTebz9Dyt2KwWoLRQq1A478EgB833+Bpijtcgyd+tFUlZLH7kYp3IsppQcp/3yQqWedFTUOw3CxMs/NzfPXEJBUsns7eebcbOKtugMpKnE4Qnkgqz43QuJ5l2OwxyHv3ol36aetPmTZ3FdAEjEPHIr96JNavR+d8KA7Hzs5NrOF2ede02UcCm1BEwP43/oXAJYTL0Xo3/H5fxpCsNsZvWQdZGRhMsJJZw7CVMOB0NKcl1X07du3VfaoZUUEFobehtvOvq3dpp/uLraCwYC68y+UXevb5Rg69eN/+98o21aHCi79/TUMtuicYtwQzen70sovQ45HVUEYe2roPJijv0BRa6/7WMKUNgDLiaGpmP55D6KpLX8oljcuq3Zc2qbfFVb7dHSai9ls5tBDD405h0J9aKpK6UuPAGA/4gRsow+PsEU1cDiIX7cNy6GhKqmes05Cs9Z2PrY052VbUAN+yt5+AYCEsy/GlJzSLsex7yvFYLWhFBcSXLuyXY4Ri6iqWv3TEGXv/Y/Ayl/BZKLbrP9icro60MLOQc7uUv4+/0+CssqhfZzMmZZFnEV3PMYCJqeLhLMuAqDs3ZdRK2sctARp1w68S0Mvs5Jm3BDxKHod3fkYFWzevDnSJrQZ2R+6YYhl5cj+1k1LDn72Auq+XAzxrlDUSyfDHBeH7ZL/omqgbV6G9Osnbd5na9s+8NGj4K/A2GsQlgkXtdmOBo8jmTAOOQIA8aeP2u04sULdXK9QfzV78ef5iF+9DoDj6qciUnCpvWmq70urlx6Yan3oROJmvoIhDPkuOwNd4Z7fEdjOugWsDtTdG/G/cQeaVPvlTmO5SzVNwz/vAQDMR56FkJHZITbr6HRZqoqieDwHPrcQ79eLEDevx2CxknTl38NoXMup1zHkcOC46h8EDUaUXdupWBy5WR/lC95FKS7E6OrWrjkxjYqKfWwoKtz7rT71uq3UzPXar18/SkpK6q1mH1i1jLK5LwOQdMXfsQ4bFQlzI8raPR5mfrQGv6QwqpeTJ8/OwqE7HmOKhDMvxJiUjFK8H/dT96P6a/9vaSp3qeft50FVsWYdhvXQ8R1hsk4T6M7HKCAurvlTi01WK1k3XY/J2nmif2S/n4+OORGA+ceexLzs8S12QKpF+QQWPAWA7dw7MCYkh9vMZmExCZhrOILqOobMA0dR3utIAPxv3YXq9bTpeC1p+yqUPdsQvwlV9LJfcA8GoeFoinAUFhEOnwqA+MtHaI28wdVpmqpcrwWPz+dvYydS8Pj8g6rZK3kb8b3yDwAsp1yB5cgzI2Vuu9JY35fWfIf3iRkgiwhZJ3SZiMcqWnPdxyLGpB7YpoXy7YpfvU7F3aehFGyr/r6x3KXyqq9QNv0OJgHbubM6zGYdnbbSKQtF+HyY09OZkpODOT0dXK4WOyDVinI8bz4HQMK0SxB69GoPS5vEYrFgs9no3bt3vY4hW88+7B83AQDPOy8iF+3rcBsVdzHlH1VWbr3waoz2hqcvhqO/OI4KjeH9v36LGmh59JHOAWpWs58+fXq91ezlwr0UP/ov0DTsx0wk/vTzImhxZPiroIwbP8zBJymM6JmoRzzGKEa7g6TLbwLA9+NX7Jt5EeK2TdXfN5a7NLhxXXWxGuel1+s5vTsJuvMxCkhLS2v2uiarleybb+hUzkdVktBkudbfagunpfjfvReCPkwZI7GcdEmYLWw+DqutVhGguo4hk9VK3//OxZDSB81TSOD9h9p0vJa0fRWBeQ+AImMadgTCmJMbXde09nv+1acnpvW/IG/4FXnLSpSd61Dyt6AW5TfLmWg6dBJY7GglBcgbfm2xvfURjkjZaMVhtZHmTOaRc68hzZlcq39p/gq8T14WuhYOGYv9ovsiaGn70lDfl9b9hPexS0JVrTOPI+6WNzFYulaOxNZc99FEOF+S2U6/HscNL4I9HmXHn5TfcSLiTx82uo2mKvjf+w8AlhMvwZTWv8126Oh0FJ2yUIQoYg4EmJqfjzk5GUQx9NMCPO++hOpxY+rek4Rpl7aToU3jcDjIy8sjOzu7XseQ2WzmiDsfxNz/EDS/j9KXH+9wGz1zX0bz+xD6DiBu0hmNrrsqvxzXyKNYubuMlXlu1u3xsGlfObnFXgo8fuRmjPNsI8dgTOqG5vcRWP5DeESEIVI2WnE4HKSmpjJ+/HhSU1Nr9S9Nkij+7yzUMg9CnwySb4q9Qmgb95UfqGrdI4FnpmXpOR6jjHC+JIs78f9IuW8OxsQk5Pxd7PvHDMoXv99osUFN0/C88QwA9qMmYB0yss126IQH/UqOArZt20ZycmQi/TqCgCQye8lcZp12Qf0ReBuXIf22AAD7ZbMxGE1hO7bs9yOWlVd+DmBJbLqwT5UzyOmIr7cCucEWh2PGQ3gfuwTx69exHHc+pA5slX0tbXt5w29IKz4DwH7RfU0OWHwv3YzmKWx4BVscpn4jMGVkQo9DcDpkyvwmNO3Afg32BMxjT0H69ROknz7APOLoZttbrwa/n/nHTiDOqrDohAkoRgvTc36vVfk2Fqiv7f1v3IG6ZyuGhG7EzXy1y0wzro/69MsbfsX76EUgBRCGH9UlisvUR1e/51e9JGvou5RpU1vkmLQcfTamQYfie/oqlO1r8D13HdLaH3BcPvugXKhawIv4w3uoeRvA6sB21j/apEVHR6cGDeTTkiSJzz77jMmTJ9f7MKrk7aDi09BLg6Qr/o6xnrFVq/H5Qg6uqs/NqChe5QxyOp31ViA3CAKu6+9g/62X4//lW/wrfoYRo8NncyNIu3bg/WIBAEmX3YTB1Pij3Jzvt7KlsKLB762CkUGp8QzpHs+QBBND+gxhkOrFqh3Io2swmXAcN4mKhfPwfrsEx3GNv9huEp8PYeBAjhl9BMERWaiiD2NJSbPapqvjeedFxE3rMFhtpNz5MEZHbM2E2Ly/nBs+WE15UGZw93ieOSebBFsnetGi0yyqXpI19F1WVlaLHJP2sUeR9uw8ih/7N8E//6D0xUcJ5vyOa+a/MSUm1VpXDQYI/P5TKEet0Yjz4uvaoEQn3OjOxyggsRkOsWgmIInct/hNbp447SDno0nTYO69AJiPPgdhSPjyNch+P/Oyx1dHYX50zIlcsCY8Ti7z2FMRxpyCvPIL/K/eiuX21uVDbEnba5qG/91QJJz5yLMQBh7a5DbGXoegJSSDFAzlS5NENCkAkgiKBAEvyqbfQ9MTgeNHgqpCUbmZ7Xvt7POE/nFYjjkH6ddPEJcvxn75w61yCGm+MqScbwj+upBTRu3HbAq90VI1qJg5BmNSKsbEFIh3UbyzkO4nn4HQayDG7n0xpvTpco64um2v5G9B/PF9ABzXPYsxpXckzOowaupXS/cRXPQswa/fACmAach44v75DgZr13xQ6er3/MYwWa0M+tuMFkdFmtIGEH//EgLzHiT42QtIP75P+ZY/MI89DbVwF2phHmrhLrSyouptrKddgzGpR7gl6Ojo1KGqGMukSZMOfuDUNPxvPAOqgjV7HPYjTwjfgX0+cLkwKwpTMjNDU8KLi8Pi5LIOG0XcKWfi/eIT3C88ivPx18NgcIiqXJP1FSMpff3p0LnKOgzbYUc1ua8+SXYUTUOSVYKKiqSoiLKKqKhIikZQVvmroIy/CspCG9z0PCZVIbNgK+et+oLjCz9FAOJOOI2KhfMIrFqGUlqCKanlL8j8osKy3BJ+WJ/Pz7e9iycukRfOAKOqkPTaHyTFWUl2mHFaBSoK8zn60OH07RZPL6eNXol2LELXnrCnlBRRseg9AFzX3o65X+sCF6IRj19i3so83luZh1dUGJQSx3PnZOO0647HrkZri6yZuqWS+uBzlH34OmXvvox/2Q+IWzfiOO5klKJ9yPsKkPflo7qLq7eJm3gG5vSMMCvQaQu68zEKqC8CJhy5+qKBy6US2F0AtjjsF94d1n3Xnf6tyXLo7yacj809944ZD1G27keUHX8if/9Oq2ys2fZVxUhE+YDNNXNOit++g7J1JQgWbOf/q1n7T7hnYYPfaUEfyq4NKLlrUXLXIm/LQdr+JyYjdHdKdHdKlPtNSN+/i33CBRgSU9DKipBWfI7lqLOadXy1aDfSqq+R/liC/NcvIYcnYK4R3Go0AGWFqGWFVA3DnUDwjV+pLi9hMGLo1htTr4GYBmRjGpCFMCAbQ7feUTtdpe51H1jwFGgawoijMR96UmSM6kCSk5NRS/YSWPwM4tK3QApNxTcNO4L4f87tctW9a9KVox6bQ2v1GwQL9ovvRxhxNL4XbkIt2EZw8TMHr2gyYxp0KLbTr2+jpTo67UenzO3YDowIelDW54HJhOvq28L7P7ty+rc5NZWp+fkQCISWNeF8bO65d864Af9v36Psy8c//+02m1uzGElmZiZr166tlXPS/9v3BH7/CYCky2c261w9MrXhYlqirLKtqIJN+yvYtK+cTXtK2bK7iIDFTk7vIeT0HkLPo87j3D/3MWXcIIQ+Gci7c/F9/wUJUy9olqaiiiC/7ijmh61FLM8tIShXjuTiarxgNJoo8cuU+GW2Vy+1svy7Azl8DUBqgpW+LgfDeiQwNC2B4T0S6J1kj9pxXl3KP3kXTQxi7jcQx4mTI21Oh+DxS3yQs5P3V+3GK4aibQ9JjefZc7JJcnTtZ1ydlmMwmXCefwW2zLEUP/IvlKJ9lM9/6+AVjSbM/QfhvPDqjjdSp1F052MUkJubS2pqaq1lVYn0OxtNTqFuCWXF3CmGEnnbzr4Vo6tz5EFr7rk3pqZjm3YbgXfvQ1rwBLZWPEDUbPuqYiSF5aVkzJpO7ux5pCYkYRcE/O/cS/DTUKJ26ylXYuret8XHqovB6kA4ZAzCIWMAEMvKWJA9jkSHQkZ3P+kpQRLsCtLcu5EXPoGxR3+UsiKC37xdr/NRUxXUvA3Im35H3rgcefPvaEW7ax8zuRemUSfy44sLKS43YzJqWM0qp739IibFj1ZWjLx/N1v/9wL9j8pGK8lHK94DmopWlIdclIf85/cH9peYgqn/KIRDxmKZcDHG5M7Rh5pDzbZX9u5A+mU+ANazbomkWR2CWlKA97W7MK/7EiorGBv7Dsd21i2Yx/0fhgam9nUV6rvnxxJt1W8ePYmEh78nsOBJkIIYU9MxpvYN/e7eD0NSjy7fh3Sin8amrUWSpqZQtwQt4OeUir0AxJ9xPua+7ZR/tYXXe3PPvSnBSdLfZlLyxL34F80j1dk2+6uKkXg8Hu68806WLFmC0+nEbrNR9sHreN5+IbTehNOwDBrapmMBWAQjw9ISGZZW6QgsLUVJPpIdww5l0agTWDTiOAqS05izPJ9XVu3l5EMv5oSSl1C//pS4M87HWOe8appGbomPnN2lrMn3sCbfw+7S2nm7kx1mjklP5LhZ15BVtAPsDkp9Iu6fluE2WXH7RPZ5vHz8xXcMyBxDQbnIvrIgiqaxvzzI/vIgf+xyV+8v0SYwtEcCw9MSmZLZkz6u6JwRoXhKqVgSmiWVeN7lXf5/VKlfYkmeyt2rf8cnhZyO6Ul2Lj8ig1OG90Do4vp12oZ1RDY9np1L2fuvoZaXIfToidC9F6YePRF69MbULaXJlBQ6kUFvlSjA5XJF2oRm4QsGKCwv5b7Fb3LZUaeQmpBUb07EZvPxoyShQtoArKdeFT5DOxDrqVcj/vgBat4GsvubUYt2Q+LwZm0bkETeXvcTmdlZ1Y5ch9WGUwlFfDkd8dh8pVQ8fRXKht8AsEy4GNt5d7SPGEDDgMcnsCY3gQ2748hIDTB8ZDyaZz/K9tUAKOt/pvTiPhjinBgcTgxxThDMKLnrwF9+0D6NfYdjHnMK5sNOw9R/FFJ5OYWPfA6AqhiQFCOmQw6rzsdpKCsj5653GPbJXCyJiWiyiFq0G3VfLkreRpTtOSjbc1D37kArK0Je8y3ymm8JLHwa66TLsU65CWNit3Y7R+Gi5nUfXDgHVAXTkHEIw5ueZhVNaIGKygjbdaFiRzv/QsldS5IcKlZg7DcC29m3Yh57WpcfjFcRLff89qKu/pq5ecWycoxmc5PpMYzJaTguf7jdbNTRiUV8Ph8ej4eFCxcyfvz4BnMiNpfgwrk4VQmD04XzgivDaGnH4ZgwGe/XiwiuXcXUst0o+TvhkGHN2laSJFavXs24ceMQhNAjWc3z6XQ6sSkyRQ/cUh3xaD9qAq5rbw+/kEpMmsqg4t3844d3ueqXj1iUMYb3p9/MngqRT6QEPhl3KwDmJ78nwWYm3momwSZgFYxsK6zAE5AP2mdfl4PjBqVw3CGpjOyZiKnMAxuWEXS5sAQhsWgffdPiISkJCPWz5a8v44m7LsbhcCCrKvvKguR7/Gwv8rJhbzkb9pWRW+yjLCDz+043v+908/aKXZwxsid/OzKDHgnRVYiufMG7aAE/Qp9+2I/uWrNbApLCtiIvm/eXs6Wwgs37K9i4r5ygrAEKfV12/nZEBpOG6U7HmKVmbt6q3038bzElOHFd8fd2Nkwn3OjOxyggPr7zTy/0BQO4Zp5RPSU4Y9Z0LIIZ95xFjXYyXzCAx1dR/TnJEdKqlhVBZaSX+eL7ozafn0Ew4/jbI1Tcezo9kiQCdx6HPOIYLCdcgHnc5INyI2qyiLItB3njbwQ2/0HqnysIZI3COuo4DEKdCINNyyl/8cZQwRizDfvfHsZ6fPOmwYQDUTayucDB6MU/YPjrO4Kfv4SyfU3oSymIVrofrXR/7Y1MZkwDshGGjkcYMg7T4MNCeRzbgEGwYEobgCltAOasCdXLVa8HZcefKNtzEH+Zj7rzL4KfPU/wmzexnnYNtv+7DoOj8+bWq7ru1cK86lyPtrNuifrpRZosIf/1M9LyRcjrf0XdtwPqqVin9h5K/Pl3YB5zSsw4HauIhnt+e1JTf93cvPOPPQmj2cz0nOUxV4RKRyeS+Hw+XC4XiqKQmZlJeno6JpMpVA26ie08lQ+TVb8dDgdqMID41QIA4i6+FqMjOu97BoMB13V3sPeG6aTLfkpvvhjfsFHETTwDxzEnHaRLU2Sk7ZsJrluFd+1qev+5Dt/YTGzjj8FQZ8aQvGMzex+/B2VfPhhNJF1+I/FTL+ywcUC86OeCn+Zz3oJX+KFIYt4feeTkh9pQUqHEJ1Hik2ptYzIYGNwjnqzeTrJ7J5HV20lKfMty+NZFMBrpnWSnd5Kdcf0OpOXwijKb9pWzcV8532wq5M89Hj75cw+f/bWXadm9uXR8P5LjOv/zg1peRsXiDwBIPPcyDKbwFdaMBIqqsSa/lKWb9vPHLjc7S3yo9RQmTrXBdccP4ZQRPXWnYyxTX25ekwncbr0IVRdEdz5GAXl5eaSlde7poqIi18pFCCDKEqIiN9jJ6nNYlj69GIfVhvTrAlBkxOR0nKMnta/x7Yww9HAs1zzP3sduIjleRv7rJ+S/fgJHIpYjz0LIOgF151/IG35D3vIHiAemqNwI8Mh0yuKcCFkTMI+eBIPHc4NYBI9eiKYqGLtn4PjHawgZDef1aU8MggXLMedgOeYcAl++SuD1OyAxlbi//w/85Wi+MrSAF1PvwZgGZndYdWJjnBPjyGMwjzwG6/9dj7R8EYEPH0bds5Xgx48jfvk/rGfcgPXkKzDYOl81warrPrDoGVBkTAMPRRgVxkT8HYimyCGH47KFSCuWoJWX1F7BHo+p30hMGSMx9R2BqX8mqwuDHHbYuMgYHGGi4Z7fntTUXzc3b61luvNRR6fDEEURURRJTU2loKCA5ORkCgsLEUWxQedjYw5LVv6K5vOi2OOIP+G09jW+nsIt4cTctz8JdzzMnw/fTX/Ji7jhT8QNf1L60mPYjz4J++H/z959x7dV3/sff2kPy9uOHTt2tsl2dggECoRZoAmrJUALpXtcun4dt723pS33lo7bFno7oRQ6oL3MsCGDFUbIIM4m04ljx463Lcva+v2h2NixZFu2pCP5+3k+HnnEPpLO+b51juSjj77n+/0Q/pqjeHa/h2dfFaFuV+9jzwZcP/k23VYb1gVnY126AuYsYkF3C+3f+yL4vOhz8yn4zt1Y5gw9kWAiGPQ6LqoYx0UV42h76zWO/fxOXI48bD/6PV0hPZ1uP13ecA+22eOzsJuT8/Eyw2xkYVkuC8tyWbOojLeONvP7N47w/iknD2+r4cmddaxZNIFblpSn9IzJnc/8k1B3F4biUuwXXK51c0YkGApRVdvO+v2n2HjgFE1d3n63W016phc6qCjMpGKcg6n5NloO7+Q86e0o+o7Ne/Ik5OVBY+OwxucV6UeKj2mgoGB0PcNS1ZkFS1/Ajzfgxw54T/d6DCz6cMK+4dWbTOhNpt4PtjqjEX2CBnY3LryMN/bm8LHn/05o6zN43/g/Qu2NeNc/iHf9g/3vbLGjm76Y7gkzeHndP7na6IeudnxvPYnvrScB+HHPehddhv2Lv0WfkZ2QdsfKcv6NuB/+MXQ0grsrXCyNo76XX/q73b2XYg9Fp9djXr4a09Kr8L7xKO7Hfk6oqSY8M+5Lf8Z2852YzrkmpXoVFhQUEGw5ifeVfwDp0+sxFAwSbKohWHuAQN0hAsf24H9vPaHOD2afw+YIX2q/+HIMkyvRF5YP6N1YwNEktzx1jNX3/OFSPb8QqUyv1w8Y6y+awQqW/lfDw6s4Z8xHZ0zQxxGzGcxmfC0tPDd3Lld2dmIyJ6YnnLlyCX/JncK9//ldgm+up2vDswQaG3BteBbXhmf73VdntmCYPgt/2RR2vrKeeQY/IVcX3W+/QvfbrwBwzen7WuYsJP/b/40hLzXeF7OXnUuBw0Kw5Rh5hzaTccnV8d1A38svXa5hFx90Oh3nTilg+eR8XjnQyB82HaG6xcUD7xzj8ao6vrhiCqvmlWDQp9Z5VNDVRedTjwA9vR5T/6N5KBSiodNDdXMX1S0uDjd18eaRJhqdHxQcLUY9K6bk86HphcwqzmJCjq3fc+/3+3nzSGrtC6ExvT7m8XlF+kn9dzjRO8udKgL1Rwgc3ApAaEmcT2r6MNpsrNmxGXdzC4+ffzHXv7EhIZfx9SuYOYqxXvdtrDd+D/+O9XheeZhA9S4Mk+ZinLkc48zleMZPJ+/r1+Ktfgts5WTo9dT/27fQ734V/7aXCTYeJwAYrvsWGdd9I6UuSdXZHJiXr8L76iN4X/lHXGdlPvPyy8fOW8lNVe/GtM90BiOWC9ZgXnEd3o1/x/34Lwi1nMT1m89hePkBbLf9N8bJ8+LW5tEwm824n/lf8HsxTJqDUYMewCGfh2BzHcHmOkLNtQSbawm5OiDgJxT0QyAAAT8EA+GxG08eJlh3uHdm6n6sGZgWXY55+SqM8y5EZx58PCbV3vf6Ujk7SH4hxpozC5ahzna6t74JgHP2osRt2G6H1lZ87e2s/e53uXTdOkyJ6EnTp2BmsDnIvO5Wsm76LJ6qLeHxIPdWYZo4FcucBVjmLMBfOom8cUW9PUL37d7Fkrwsnvjhd/G/9w7+E9UAWD+yhoJPfyWlClI6g5GMlVfR+eiDONetjW/xMdLll83NMfV+0ut0rDxrHBdML+TFvfX86a2j1LW7+cm693m8qpb/t7KCBRNy4tfmIQSH6HXrev4xQl2dGAqLybgo+TNc+wNBTjk9NHR6aOhw09Dpob3bRyAYIhAKhf8//bPbF6CmtZvqFhfdpyeJ6cti1HPulHxWnjWOFVPyk9YDVgiRPuRdIQ3U1dVRWlqqdTOSxrcp3OvRcNZSaj16ShK4LaPNhjkr8/TP8R+cerDxykyLr8C0+IoBj3G6nP16hHYFg/hnnUvO4ssI3frftB+uYvl/f5F3r/xCShUee5gvvBnvq4/g2/YSwY6mUY/p2OPMyy9Dfn+/Sy8DHg+7fn8fc7/wGQyWwccX0hnNWC69HfN5H8X9xC/xPP8HAu9vxvndizFfeAvWG78bt3ZHYjYYMRtNvfvZbDRhPuPDRcPBPWSs/ysQnuE60b0eQ6EQwRP78W15Ht+ODQQbqsPjiY6QvrAcfcm08OX2M87GNP+imC65V+19ry+Vs0Ns+WN53QshUoNv8+vg92MonoBnfHliN9a3cJWowmOE8cp0ra1YF56NdeHZAx7S3dbW2yP02LFjZOXmselUI6YbP03h5/8fnYcPcNedP+AHH/9CShUee2Rc8hE6H30Q754d+E5UY5owaWQrCoX6XxLf9/LL2lpwu/tdehnLTOsGvY4r54zn4hnj+MeWGv6yuZoDp5x89pHtXDJjHHd8aBrFWYmblMZsNmM2m2lsbOz3e186r4euteFej5nX34ouQVdf9XW81cVrB5vYdKSJ4y0umru8RBiOcVjGZVqYnGdnUn4G80qyWTFVCo4iMWJ57YvUJu8QaaCoqChh6w6FQgQObiVQdwjLBWsStp0YGoR306MAmM+9PqHZkyHe45XpdDoomcZBfep+yDZULEVfMp1g3UG8bzyK9covxPR4vcmEzmgk5Pf3/t738vhoAh4PVff+llm3f2LYRQidzYHt5u9jvuhmuv/2ffzbX8a78W9431mL9br/h+XiW9FZ4v9hxW6x0nrP03gD4Yxmg3HAzPCl+14Cnxt92UxMixMzHlYoGCBwcCu+d5/Ht/V5gg3VA++k06HLGYc+rxR9QSm6zDwwGEFvQKc3hgeFNhjRGS3oiyejL52OYfzUUT9v6f7aHw2Vs0Ns+UfyuhdCNd7D7+PZt5PMq27QuikA+N9cD4DtgssgDYYTGdQoxivr6RF65mXshvETOGVM3dmaTaXlWOYuxLNrO10vP03O7XfEtgKzGa/VyguTJnHlrl3hS+HN5vBzBlEvvfT5fKxdu5ZLL7102AUIi9HA7csnceWcYn7z2mFe2tfAuv2neP1QE7cum8iaRWU4LPH/OGy322ltbcV7OpPZbB4wM3zWjrcJdrShzyvAcelH4t4GCH/O29fQyWsHG3n1UBNHmroi3i/PbqYoy0JRppVcmwmjQYdBr8OgO/2/XodJr6c0x8qk/Awm5tnJkEKjSJKRvPZFapJ3DcX5975F149Xg8WOeelV6OyZ2jboaBXB+qNgMGJavgpanQnfpMFiofKOL8kH1zjR6XSYL7wZ9z/uxLvx71g+/PmYeu0ZbTauf2MDjy7/ENe9vh5rfh5Gmw3vEMXH0TCMn4rjW//A9956uv/6HwRPHsb9t+/jeeoeLFd8BvOln0LvyInrNu0Wa9RB+oMdzZjfDhfhrdd8LW49XEMBP4Hjewi8/y7+99/Fv/fN/r0bdfpwL8XFV2CcUokuvxR9XnHazjYvhBCq8x0/SsMdN4Nej23ZeRgLtZ3MqsxmJnBgDwC2D10GR2sSvk2TycSqVasS+6FVsfHKMi5dFS4+bniW7E98MbZxO+123EePsvbf/52Lnn4aU35+uFDr9Q792BEqyrRy11WzuW5+Kb/YcIADp5z86c2j/GPLcW5YMIEbF5WRH+eZse12+4CCY4+Qx032llcByLruE+jM8fkMEgyFONLUxc7adqpq29la08qpTk+/+8wdn8WHphcyZ3wWRZkWxmVaMRvVOXaFENqR4mMaaGhooLw8MZelGGeeja5gAqGmE3jfehLLxZ9IyHaG7e2nwu2afzH6zDwa9h9OWPYeBouF+V/9ckK3oRrz+R/F/c+7wpOOHNyKsWJJTI/vuQTenJWZkHE4ozEtuBjj3PPxvPRnPE//hlB7I+7/uxv307/BcvFtWD78efR5if/g5nnhj+i83ehLpmE6e+TfhodCIQIHtuDb+SqB9zfjP7QN3Gd8622yYqy8MDwMwMJL0Wflj7L18ZHI971Up3J2kPxCxJOpfDKmaTPxHdpH17pnyL7pM5q2Z1VJHgDmitkYS8qTVnxcvXp1wrejEts5K9H9/mcE21ro3rIJ+/ILYltBT1EuOzupM9oumJDDXz++hKd31fHAO9XUd3h4cPMxHt5aw9Vzx/PxJeWU5iT+vNO17mmMXZ3os3PJuPzaUa1rf0Mnbx1ppqq2nV117XR6/P1uN+p1LJmYywXTCjl/WgEFDulsIYTQhhQf00BJSeJGPdTpDVguuAn3Yz/Du/FvmhYfjaEQvBueEdB83vVAYrOLxNFnF2JaeBm+Lc/hfeUfMRcftaQzmrFe+QUsl3wS7+v/wvP0/xI8VY3n2d/iefE+zOd/DPMlt2KYNG/IHp3+7m58Tid7H/grs27/BCaHY8hiasjVgefF+wGwrv4qOr0h5gwhbzfeN5/A8+J9BI/t6X+j0Yxh6nyMFcswzliGcfYKdNaMmLeRaCq/9lXODpJfiHhzXLaK1kP76Hp5LVkfux2dIfa/K/FyTWm4+Gi/cOCY1yJ96K1W7BdcTtfzj9P18trYi48aMuh1XFNZytVzxvPy/lM89O4xjjR18fiOWp6qquPiGeO4YX4p80qzh3Xljq+9nedeeIErV67ElJExZDE15PPhfOJvAGSsvgm9NfZL7P2BIBsPNvLPbTXsqusYkO+scQ4qS3OYX5rN0kl5Cbm0XAghYiXvRGnAm8DLEADMF6zB/fjPCRzZgb96F8ZJcxO6vWguDDihqxlsDkynZ/ZNdPbBuH1e7n7+Yb7z4ZuwmuSy01iZL7wpXHx860lsn7gLnc2RsG31nVHc29GJ3mQadY9JndmK5eJbMV94M77Nz+Beew/BY3vCY0Ju/Bv6spnhQuSK69DnDuwNeeZkQ7v/eH/vZEODtc376iPQ3UkgZzymc6+Lqc3B5jo8Lz+Ad+PfCHW2hBcajBgrLwrPpl6xFMOUSnSm1P/WW8vXvtZUzg6SX4h4s3/octru/zWBxnrcO97Ftmi5Ju2YYTcx3WEDvR77+ZeOeKKLeNF6EoNgMNj7Lx05Ll1F1/OP4976Jv6mUxgLxiVuY31mFO/9f5Q9Jo0GPR+eXczls4rYdLiZBzdXs6uug5f2NfDSvgbKcmx8eHYxV84uZnx2lPM2lwuKi2HGDLjllvA42K2tg7at+62NBJsbCVhs2GPs9djq8vJkVR2P7ThBozP8t1IHLJ2Yy8KyXCpLs5k9PgurSbsvGIQQIhopPqaBpqYmJk+enLD16wsmYKy8CP+ODeFeap+8O2HbGswN/jYAzMuu7p0VN9HZo3F53DR2tvHDZx7ik+deTmFmzoAJQRLlzJmQTQbjgJmQ04Gx8iJ0ucWEWuvxvv0UlotuSch2BptRPB6XbOsMRsznXINp+Wr8VRvxvHQ//h0bCdbsw/2PO3E//COMlRdiPv9jmBZf3nvsjmSyoVAwiGfdXwBomXcF+Wfs91AoBB4XwbZThNoaTv9/imBbA8HaA/i2vQTBQLjdWQWYL74Vy8W3JeVS8XjT6rWfClTODpJfiHjTZziwnXcJrvXP0PXSU5oVHy/PCxdkDPMWY8jJw+/3D/GIxHG5XLS3t7N27VqWLVtGdnZ21PH54q1n5uOWlhbmzp3Lrl27Is6GnOpM02Zimjwd39GDuDY8S9bHbk/MhqLMKD5UkW+49Dod508r4Lyp+eyobeef22p443ATNW3d/PHNo/zxzaMsKsvhyjnjuaiisP9EK14vJrc7PDv3MCcb6nwuPKZ359yl6O39rzwJhUJ4/EGau7w0dXlp7vL0/lxzeqZqbyBcrHZYjKyaO57rF0xgQhIuFRdCiNFKv4qGgsrKyhK+DfNFt+DfsQHfpscI3fyD3gJKsjhCAa70hy8bMK34YDbGZGQ/k8vjJvcrH+kt/k36zhrMRhOt9zydlAJkz0zIjZ1tTPrOGqrvfiRphc940hmMmC9Yg+fJX+F95eGEFR/jPaN4NDqdDtP8lZjmryTY1oB30+N4X/8XweN78e/YgH/HBrBmYFp0OeblqwlNXjT8DM5Wgsf34n37aYInD4NOR/6+DXT82yJCPjf4PIR8XvC5ITR4XxHD5HlYrvgsprNXoTOn33HTQ4vXfqpQOTtIfiESwXHZKlzrn6F782sE2low5OQldfsG4LLTxUfTOSuTuu0zuVwucnNzCQQCzJ07l7KyMgwGA62trUkpQPbMhNzc3Mz3v/99nn76afLz85NW/IwXnU5HxqWraPvjL+ha9zSZN9wWtwny+hnFjOKx0Ol0LJiQw4IJObR1+1i3v4Hn9tSz52QH22ra2FbTxk/Xvc85k/O5ZMY4VkwpoPcsc4jcTo+fw41O3t9/hN3eiRyfv4zG3EkY/rwZXyCENxDE4w/i9QeH7BE8Od/OxxaWccWsIuwy47QQIo3IO1YacDoTP+OzaeGl6LILCbU34tv8LObzbhj6QXF0pb8DOyHIKcI465ze5cnIfiZvwN9beOxd5vfhDfijzk4cb3aLleyAo/fndGW+4CY8T/6KwMEtBGoPYCit0LpJcaHPKcJ61RexXPkFAtW78L7+L3xvPkGoownfm4/je/NxsDpYMMVHbbOFFqcRqymIzRzE/+ZjBF2tBJtrCTbWEDixn1Brff8NhELoG48R9UIsnQ5dVgG6nHHoc8ahyx6HPrcY08JLMFQsjWl28VSlxWs/VaicHSS/EIlgnlmJsWwy/pqjdG14jqzrPp7U7S/OtFBgMtDlD+BYdM7QD0ggr9eL1+ulsLCQkydPkpeXR2NjI16vN2kFQLvd3tvzM5m9LuPNfuEVtD1wL/6TJ/Ds3o513uLEbSyJM4rn2EzcsGACNyyYwNHmLp7bU88Le+o55fTwysFGXjnYiNWkZ0VZFpfMWcHijjrabJmccoyn4UAzDYE2TnV6ONnh5kizk/qOPjNOl54b/t8H+DwRt9/ThvwMMwUZZvIzLBQ4zCydmMfSiblj4jxPCKEeKT6mgdbW1oRvQ2c0Yz7/Y3ie+V88G/+e9OLjDf7T47ec/ZF+E2wkI7uWWpwd/OzFf/LVS64ny2pP60JjJIaiSRhnr8C/ZxOe5/6A/bO/HN7jLBYKrl+NwZLaYxPqdDqMk+dhnDyP0C0/xL9nE7531uJ79zlCzlbKC6C8oP+Jpfehb0deV0YOoa42ACzXfI0jZFMxex46kxlM1tP/W9BZ7OHCYxpeih+Lsf7aH4zK2UHyC5EIOp0Ox2WraLv/13S9/BSZ196S1ALG5XnhPmIv1rdxmzU1LhHV6/XoE1zMam9v54UXXmDlypVkZGSkbZExGkNmNvblF+B6/WU6n3oYy9xFwzquTCYTlZWVmoy1GavJ+Rl8+fypfPG8KVTVtrNufwMb3m+kxeVl/ZE21n/ih/0f8NqxiOtxmA2UNR2mvLOOmeevoEMP8+fNxmY2YTbqMRv0mI16rEYDeXYTRkNyCq1CCJEsY/vT6xgxadKkpGzHfOEteJ75XwL73iJQdxhDydSkbHdc0McFgdM9Xc5e3e+2ZGXXgsvjpvgb1+EL+Pnpi48M+9Juq8nMD66+NW0mwbFc8Tn8ezbh3fg3jPMuwHz2R4Z8jMFiYek3v57yxce+PMEgdx+t5juf/ClZt/8M9+YXOPj9LzI+14vJGCIYArdXj2PWAgzjytDnl6LPL0FfWoGhfCbuZ/+A99n/xTB9MbaPfZdxjY2YCgu1jqWZsfzaH4rK2UHyC5Eo9ouupO3B/8V/4hjevVVYZs9Pynateh0fyg6f2zxR18xtSdmq9lwuF8XFxcyYMYNbbrll2Jd2m0wmVq1apV1hrmcCnGFOhOP4yI243liHe/PrOJ97jMyrhu7AYDKZWLBgQVoUH3sE/H6ObX2Vr115Jd+4qIL3TrSxrqqGjVsP0ebIQR8MUtDRTFHFJIpyMxjnsFCUZWFiXgbTCjOwrXuM9pd/h6G4lMKrvsVbb7/NkvJcjEb5OC5ErO87Ij3Ju10aaGlpoXCURYi+swH7u92Ys7IG3MdQMhXDzOUE9r2N95V/YLv5+1HXF8+ZoK/1t2MA9uktzCyb2e+2eGRPVd6AH1/gg8HWh3tpt9Vk5s5VtyW0bZHoTSb0JlO/8RV7lg3GtPhyzCs/gXfDX3H98SsYJs3BUDxlyO2l076PNEGRce4FvHc0kx3VIczGEB6fDtCx5qH/G/D6C3m78b32MACWyz4FpFf+RFA5v8rZoX/+kb7vCKGcvrMBu1wRx8IzZOdiW34h3W+sw/nSk4MWH+M5E/T52VYyDHqafQHeau4c1brSidfrxe12U1tbG9Ol3SaTidWrVyenkX2ZzWA242tp4bm5c7ly1y5Mp5cNxjJzHlk3fpqOR+6j7b5fYjlrNubps5LU6OSINEHR4vJcFmfp+ObqBbRNmk6OqwNj/cnwRDg5Of0eHwoGqX/+MQAcV96QmLExhUhHPe8xjY0Dl4kxR9750kBHR8eoHt8zG/Dj518MwGPnrcTf3R3xvpYLw5OCeF//JyG/N+J9XB43De0t/PCZh2hxjq5tAB89Pcv1/xlz4IxLNUabXcSP0WZjzY7NXPf6egCue339sGeUtt36XxgmzYFuJ12/up2QN/Lx11e67PueCYomfWcNEJ6gKPcrH8HlCV9uHQrp8Pj0QPTLkLxvPUWoswVdVgGmZVcD6ZM/UVTOr3J26J+/533nzH897zv+bjcA3o7OqH/XhBjzemYDLitj1Y4d4dmAXa6Id3VctgqA7k3rCTojFwJdLhdNTU2sXbuW9p6C5ihckR8utr3U4iIw1GwaY1AyLu+OC7sdWlvx1dSwdv58fDU1w55ROmvNp7FULgW/j6affIdg59j5O9YzQVFZWRk7duygrKyM3NxcXKdfY8ZgkIKuNoyh6D223Nvfxn/yBDqLhYxLrk5W04VIfaffdwb863nfOfOLNZHW0uAvoZg6dXSXP585G3DI7x8wO3AP09lXgz0rPPHM9pcH3B6p0OLyuEfcthkBNwuC4cc/ZswecPtos4v4Mtps2AoLqLzjS9gKC4ZVeATQma3Yv/oA2DIJHttD94PfA8I9aO9c+yBu38BCd7rs+2gTFPXt1TqYUCiE9+U/A2Be+XF0pvCl5umSP1FUzq9ydhiY32izYc7K6v33QeGxm8fOC8+a+/j5F/PI/GVSgBRq6pkNOC+P1bW1mNzu8LIILJVLMRSVEPJ4cL320oDbIxVaXMP9wBcMDrhkbpzFyNlZ4UuuX2iRD44pz27HVFAQvuy7oGDYs0nrDAbyv/lj9HkFBBrqaP7VnYRCIXw+H0899RS+KJ870kHPBEV5eXm9ExT1LBsu57OPAmD/0OUYMgd+3hFCaXZ7uLdwz7++hcdhfrEm0oMUH9NAfX390HeKE53ZhnnF9QB4N/59wO1nFlp8AT/eIYosepMJXZ/xTPpeMvcDbwMArxgyOKEf2L06mdnF8BgsFuZ/9csxj8doKJ6M/Qv3AuDd+Dc6N/6jtwdtQ3vLgCK2Kvs+cGg7gSNVoNNjWXlr73JV8kejcn6Vs4PkTxfOk3Wc2llF/dYtWjdF9BjGbMA6vZ6MS8NjLztfenLA7X0LLbW1tbjd7n5FlmAw2Puvl9mMz2rlqdJSfC0t/S6Z+0ZFKUadjoPdPva70rcApZKey75jvdzekJtP/rf/G/QG3Jtfp+VfD/T2oG1qahp+ETtF9fRgjbUXq//kCdxb3wTAMYzxMIUQYqyS4mMa6OrqSur2zBeFL732V20k2HRieI8xGDEb+5+kmI0mzAYjRpuN69/YAJxxqe6u17g80EkQuNNcHHG9yc6eSqwmM59edHHaTCwzHOalV2G54nMAdP7p61z+zWuAvpcqf1CAVGXfe15+AADTkivQF5T2LlclfzQq51c5Oww/v9Fm42PvvsGcz32aj25+fdjDQIjR6aytZfv//oYdf/g9Bx5/jEPPPkPQ5+Odn/wXm+78Pm1Hj2jdRDGEjIuvBr0e3+H38R7aH/E+ZxZZzGYzZrOZlpYWxo8fT0tLS+8y7PaIl+oGjh7gYxPyAfhN7di5DDde0mnG5+GyzllI9ie+AEDHQ79j9dwZES9VVonz+cchFMI8cx7mqTO0bo4Q6aPnkuyTJ+Hb34b6+mH3xhapSYqPaaCioiKp2zNOmothynwIhfC++siwHmO3WGm952mq7w7fv/ruR/rN3Gy0hf83Z2VitNkI+X3wzx8D8DdjLjsNkT8wJjt7KrGazPzipi+PqeIjgPXm78PUBdgJ8hd3DRmhAPDBhDs9VNj3wfZGfG8/BYD50k/1u02F/INROb/K2SG2/JacHBZ9+xvYCgul8JgErsZGdj/4AK7GUx8sDIXQm0zkzZgJoRDNe/Zo10AxLMaCIqyLzgHA+dJTw3qM3W6ntbWVmpoa5s+fT01NTf+Zm3v+z84Gu51QKITnr79Fr9Pxels3mzs9CUiS3tJxxufhyLzuExgWnI1Rr+O3CybT3dgwokuVB+i5rD+NZsMNut10vbwWAMdVH9W4NUKkIbsdU2Ehq2+8EVO2DFmQ7qT4mAaOHz+e9G329H70vPowoWBgWI+xW6xk2x0AZNsdvYXHSDwv/xlOHqYDPXeZi6LeT4vsqWQs5tcZzfD539CCgRkhD/d6ajGEBo5AP9zskWa+TZfZcL2v/AP8XvSlFRhnr+h321jc97FQOb/K2UHyp7Ljr2wk4PWi0+nInFDW77bMCRMAaD92TIumiRg5LlsNgOvVFwi6hzd2t91uJ/v0h7/s7OxBZ212vfYSgQN78AaD/OpE22ibm/rSsDCWKDq9Htvnv0WNy0OR2chdk/OxGkbxkbPPLNxPjR8/4NL+VOZ6/SWCzg70OfnYz12pdXOEEEJTUnxMA+5hnhSOVMDjYcev/5eA54Nvpc3nXAsWO6GmE3g3/mPY67KazPzg6lsH7a0X7GjC/djPAfipeRxNemPU+yY6e6KNtjCW7vmjyi/lc9bwB9Vr/R38032MzFD/Ivdws49mFm4thQJ+POseBMBy6e3ozpjpfczu+2FSOb/K2UHyp7L205dUT7z4UiZfelm/26w5uQB4O0Y/O7KIr0iTfliXrECfm0/I1UXnkwPH+I7GZDKFJyMZ5Dwm6O6m/YHwGM9/PnqKE57hfYmdltK4MJZIOkcWX3zvCL5giGVZFn5fUUi+Ofr5/qBGMQu3lkKhEM5n/gWA4/Jr0KXBl+JCCAHgd7upef01dj/0IO/97rd0nggPxedzuah98026m5tHtF4pPqaBmTNnJnT9AY+Hqnt/26/4qLNnYrk4PPlF95+/iXfT48Nal9Vk5s5Vtw0oPhosFirv+BIGiwX3v34Crg4onsJ9prxB15fo7Ik22sJYuucfzHpjJp+3lOJFx8UBJy92H4E+Y4zGkt1gMsAzP+fcGW2EHv8Rvmd/g+fVR/DvfZNgYw2hYc48nUy+7S8Taq4FmwPz+R8bcPtY3vfDoXJ+lbOD5E9l/tPnCY7x4wfc1nOVRDCNZ7Udq3w+H2vXru1XfNQZjWSuvgmAjr//gc6n/zmsdUWbjKRvUbLz0YcINJ9Cl5PHvYdORp6kZqxI08JYMlS1u/j2kWZcgSDzHBbWnjODwInqEa0rZLXS9cwj3N56mM6HfkP74w/hfOkp3FVb8J88Qciv8XlehF6v3v278B05AHoDGVdcq1HDhBAiNp72dnb8/rccf2Uj3o4OuhrqCXjD538mu536rVuo2/zOiNYtxcc0cOjQIU22a73p+5iWr4ZQENdvv4j3nbUjXlfPDMmhuvfxbvwbAMab7kRn+mDGZJPBiNnQ/1tRrbLHk9Fmw5yVCXww5uVwjYX8g/mXKZdrbJNowcCsoAfuugb/wW3A8LOHAn5c934O/2v/oCDLT+DtJ/A8/nO6/3AHzh+tpuPfFtJ++1R8e95MZJQBdEP0evVtegwA87nXo7M5Bjx+rO/7oaicX+XsIPlTmdkRfq9qPTxwHzXt2R2+T5aMyZQuMq/7RO/su21//AXO5x4b8bp6ipK6lkY6nwif59lv+hw+gzHyJDVjid0eHusSese8FGFvtLv53MEmGrx+yu0WXHfegXt7bB9aQ6EQrb+7G/fah5nkc+F942U6/vlnWu+9i8bvfoGTn17NievPx/XmhgSlGMQgM727Xn0BANuy8zEWjEt+24QQYgSOvvwiAa+XBV/4EnNv/9SA2/NmzqT98OERrVuKj2nAp1EvAp3BiP1Lv8O09KpwAfLez8G2F0e8vlAoRPdD34NQCOOCS3AsvWLAJDVnjhOpVfZUoUL+twwZXGKfwiGdGTqacP5oNd531g4reygYwPW7L+N791nQ6dlfa8N4xRcwnXMthulL0OWeHk/U48L98I8IRRhbMlGMNmvUXq8hbze+HeGTZNPy1REfr8K+H4zK+VXODpI/leVMnQpA7ZubOPz8c73Ld/3lz5yqqgIgd9o0TdomYqfT6cj53Dd7e2W1/u5uvBufG+JRg2v78z2EvB7MFbPIveKawSepEUo40O3nk/tPsavdBd0uGn/wFbpeeGJYjw2FQrTd98ve+2+yF2C77lbsF16BefZ8DPnjQKcDn5e2B+5N/pUuUWZ6DwWDdL/9avgu51+S3DYJIcQotB06xPhlZ2Mfd/r99QzW3Fw8IxxiR4qPaWDOnDmabVtnNGG/408YF18BwQD84d+4wt8xonX53n6KwP53wGDE9vHwTNd9J6mJNEGNltlTgSr5j+gtXGKfAmctA58b168/zYzqVwkNeolWCO9fv4vvzcdBp8N8+y94vzYD8zX/j4w7/kjmj58n+/e7ybx3KxhMBA5vx7/zlaRlgui9Xv07XwWPC11WAcaZZ0d8rCr7PhqV86ucHSR/Kis7/wKM1vDf6q76k73L26urATBarUw47zwtmiZGSKfXk/vF75Bx6SoAPH/+FTdMyB/RutxVW+k+3fss57P/D51eH9MkNWLsavQFuf6d9zEuOgeCATr+8DPyNq4d9HLpEND+z/txrg13UrDf9mVedozHfuOnyP9/P6boZ/dT8tfnKXl4HTp7BoH6WlyvjryTxIidMdM7gPfAHgLNjWA0YV18bvLbJIQQIxT0+zFlZES9PeDxjnjdIxz5VyTT3r17WbRokWbb1xlNZHzlPrp++Un8763jwUANt1jLWWfMHPY6Qh4X3f/4IQCWyz+LoWTqsB6ndXatqZS/TWeEb/wV8z9+gPe1fxJ4/Gd0vv0k1tVfwXTOmWPlhJg3sYvAW+FLxGyf/RW6RVcD/z1wxdnFdObPIfPUe7gf/wXGeRcOmNwl2bzvPguAafHl6PSGiPdRad9HonJ+lbOD5D9Te/VRTmzaRNfJOrydncxccxP5M2f13t60dw/1W97FWVeHv7ub+V/40oAxGXc+cD8dpwuEPYoXL2HaR1bF1BZrbi5zbv0kB554HFfjqX632ceNo+La67Bk58S0TqE9nV5P7r99LzyMyYbn+PncidxZ3coLLa5hryMU8NN23/8AYL/wCiwz5yWquSJNdQeCWL/6A3RP/p3OJ/5GztbXafzC9WRdfxsZl1zNmWdmHdPH0/lseMKW7Nu+jPHKj8Lzrw1Yb9CWQV3FfMbveJOOfz2A/YIr0Bkin1slS/dbGwGwLjwbvT36h3ghhIDUOtezFxbScaya8UuWRry9Zf9eMooHjv09HFJ8TAOpMEC3zmQh42sP0P6zmzHvfp2/uo/zFUspjxqHHtsp2FxH94P/Tqi5Fl12IdbrvjHs7aZCdi0pl99oxvb5e9FPmIHrXz+BuoO4fvdl9I/+DMOln0GvCxEMwZzyLiYXhWfEtd3+MywX3oy3I3KP3IDHwzvrqrlkgYHAgS3492zCNEe7njkhvw//tpcAMC25Mur9lNv3Z1A5v8rZQfKfKeD14SgupmjhIvb/8+EBtwe9XrLKJ1IwZy6H1j4VdT1FixYz8aKVvb+fOSbtcDlKSlj45X/DWX8Sd1N4tkNrQT6OEZ6IitSg0+vJ+8r38XZ3439rIz+YlIvDoOP3p4Z+bKC9jbYH7sF39CA6q43s2/4t8Q0WaUmnN5Dzqa+gLymj5b5fwql6Wn93N+3/vJ/My6/DYdCjBzqKM+koDX/GyLr5s2TdcBsuV+RiuM/n46ETLXzHYsNfexzXG+vIuODyJKbqLxQK0f1W+Eob2zkXatYOIUT6SKVzvZLl53DgicfJKCqmYPbpq5FCIbqbmzn+6kY6amqYeeOamNcLUnxMC5WVlZps19PWxu4//plZt38Ck8MRvmT0y3/klS8t5sJAF3/0nODLvibYsZ7Q8lUDepOFPC48z/4O99O/AU/4hMF2yw/R2bOG3Qatssdb39m+YzFW8sdCp9NhvfpL6M65juD6B/C8eD/BxuME//GfXFKpp8VppCQv3N3b9NH/wHLpJ4dcp8tjwLBsVXgymif+R9Pio3/vm4S62sGWiXGQdqi47/tSOb/K2UHynymvooK8ioqot4+bvwAAd2vroOsxmEyYM4d/xcJQHMXjpeCY5nzt7Tz3wgtcuXIlpowMdHY71s9/m0cee4yrS/L4Vnku1+XNxvfWRkKXr0an7z9aU8jnw/ns/9H+yH2EupwAZN/yOSUn1+g727cYmv2Sj7DDYGdeSy1dax8h2NJE+8N/pPPCuVg7Pbjyw70FM6++kaw1nxlyfS69Eevlq3GvfSTc+/H8Swccr8niqz6E/+QJ0BuwLTtfkzYIIdJLKp3rjaucj6etjWMb1lO9ITx3we6//RVCIXQ6HZMuvqRfr8xYSPExDVRVVbFkyZKkbtPf3c2/lp5HyO9n9x/vR28ysWbHZjBbudk6ke96G/i0r4W5QTfc+xmcz/0e60e/g3HeBQD43nqS7od/RKi5FgDDpDlYP34XptmxjXuiRfZE6JntO1ZjJf9I7DxSw5KPfRfLVV/C+/KfcT/3B6zO1t7C495aB0uv+Oyw12f68BcJvPMU/r1v4t/3NsaZyxPV9EH53g0P5m9aeGm/2d7PpPK+B7Xzq5wd1Mnvd7vx95lcR280ojcm7rTs1M4qTu2swuxwkHfWDMo+dAGGGGcdPvnuZpr27MaSnU3Ftdf3u+39xx/D29FOwew5jF+6LJ5N11QgEMA/yLh0o9Wz7lFtw+/HSHiMPABdz/rOWLff7/9gOy4XoeJimDEDbrmFkMFAoLGRQCjEV6qOchIjNxU5mOqw4v7tf1P/7L/IXPMZLGd/CADP1jfpeOBeAnXHATCUlJN1+x1YFp87IEvE7ccr+whE296Z7YuFTqfjqquu6rf+SOvquw2t8ifDUM+x3+8nZLFhXX0z9qs+SvfLa3E+8TeCrc248sPvg/bjzWSs+QyBQKDfOqMdR6Yrrsf9whP4jx/B+cZ6bOdelLQsfX/v2hT+sG6es4CQ3RH1OBhs3WOdyvlVzg5q5O95zwp4vPjd7t7liT7Pg/ic6wGUfegCCivn07x3D+6WFkKhENbcPApmzcKalzfi9knxcZS2bdtGYWEhAA0NDZSUlOD1emlqaqKsrAyn00lrayuTJk2ipaWFjo4Opk6dSn19PV1dXVRUVHD8+HHcbjczZ87k0KFD+Hw+5syZw969ewkGgwQCAbZs2QKEe4RUnZ5RsudnvV7PrFmz2L17NyaTiWnTprFv3z6sVivl5eXse++9Ae1uamqi9v33yc3NxXL6bPXYsWPY8/Koq6sjz57RbxDooM/H1s2byZ1YRrdOz39axvM7UwFf9zVye6ADDm+n6ycfpbt0NjarBQ5vDz8wM5+mFbfSOuNC5kypZOe2bQSDwX45Jk4Pj/+4fft2Viw9u1+m+vp6duzYMSDTgQMHyMjIoLi4mMOHD5OVlUVeXh7V1dXk5ubicDioqamhoKAAs9lMXV0dRUVFw9pP1XUnIu7rPXv3YA7po+6nSPtmsP1UUFI8YBv79++nYtKU3kwul4stW7aMOtNIj71YMw13P+16f1/E53j79u1MK58EQH19PbW1teFME86j7D9X41v3IMZtz3G4qomsXzzMe7t392bqOBW+NmzPnr34jYbeTO62NgB2nmyn+Kzzydr/Kg0P/oC66/8rLpkwR34bPXbsGF1ZOZyormbSrbdQ23CKpn17mbr5GfTA8byzyK2vj7qfmpub2bJli6b7KR6vJ63e91Ix03D3kxbve6n0HjFW3/eqq6vJy8tj6ukZo9/9+U/7XUZYdsGF/S6Viadx8yqxZOdgzsqkq76e6nUv093UxMw1N8W0nvpt2+iqP8mkSy8bcJtjfAlHd1bhd3vGVPGxZ/8n2ubNm0f8WENnJysArzf85ZwFeOeddwic7v3g8Xjg9DLL6SswDJ2drHC7uaK6mmBmJrq2Nt55/XXaAH8Ifnusib/XtnBjnpXPnzUB/7HDtN79HTxFEwjY7NirDwAQsFhpO+dS2heeC14dvPXWgPZF2n68so9EZ2cnEH6+9Hp971AP77zzDplx7B3cdzs9Im0j2fmTYbjPcW/2/DL45LfI2vEWjp2bedcVoOi/vo9px47e+0Y7jnqWv7vvfcbPW0bO1tdp+MtvqA2ZQDf63o9DZfH7/VRWVrJlyxaMRiOlG57HAtQVlbP/zTcHXfdY3PexUDm/ytlBjfy7HrifgwcP9v6eyPM8iN+5Xg9rTg6l58R3wizdih/dFRr6bqIvq8nEuu98K2nb83q9mEdQse59fEcHj8zv/0FgzY7NmLOy+t0eadmZj3EZ9eTecXW/5a3f/z3mF/6A97V/hmfEBjCasVzxOazXfA2dffATuTaXk9w7rqb13mfIOT3zdW/bR5l9JHrac6ZI7Yv3ds7chhb5k2E4z3G07AGPh12/v4+5X/hMv8vYIx3HZy43dJyk85vnQSiE48cvYJy+OClZevjf34zzB1eByUr2ffvRWaMPQj5W9/1wqZxf5eygTv4L7/wR7hh7Pm76/n8MGIS8h7u1la2/+p+Ig5Cfqe3IYXY/+BcWffVr2PKGP7Px2//1YwJeL7M/fiu506b1u6310CH2/O0hDGYzy7/3n8NeZ6oa78jgSwsXUFlZicMRv7/9Z/L7/WzevJlly5ZhHGmPiLY2jIWFhE4X5nUNDfgbGyEnBwCXy8VXvvIV7rnnng9mm47ymDagsLCwX5H/1MH30a9fi+vFJ8F3upCm12O/bDWZN30WfVbOoM2LuP14ZR+Btra23ow9xaSGhgYaGxvJOf2cxXs7wIBtaJU/GYZ6jgfL7vP5eOGFF7jiiiv6XcYe7Tjqu9zidnHqs9eCz0vud3+GNQ6XPcdyvPjrjtP4hY8CMO6BZzDkF0Zc51je98Ohcn6Vs4Ma+Z1OJ1VVVdz79mbqTn95AcPv+aj1uZ6zro7OEzVRv0g++e5mMsvKh9x+JGNzj48xKX8JWsEE7J/7NZZVd+BZey8hvw/rdf8PQ/HkUa865bMnmMr5o2Uf6SXsAIYJZ2FadjW+d57G/cT/4Pj2I6NtZkx6L7mef9GghUdQe9+D2vlVzg7q5DdarRg1mpE1c0IZAO7mlphOSEOne/x4OtoH3NazLDTGJgwyGAxJ+YBkNBpHvp3Tj9P1W2TsXW7s83/vNqI8JlILTAXjyPn8N8m+/hN0PvoQgbYWstZ8GvOkaRHuHal5EbZ/5naT+CE02rbi3Y7hZk12/mQY7nMc7fm49tpro64z0jp6/reMK8Zx2Wqcz/4fzn89QMY5Fw4Ykz5RWQBc774BgHnGPCxFQ38wH4v7PhYq51c5O4zt/IbT53YGixmjz6pZO0Z6rnds/Tr0JlPU4mPbkSO0HDjA7Fs+HnObtBmJV4xJhuIp2D/3azK+9Nu4FB6FSATrNV8HwP/eevyHd8T0WLfPy51rH8Tt8w595zOEQqEPio+DzHIthBCJ1nXyJEDMg5Jbc3IBqHn1FbqbmnqXdzc1UfPaq/3uI8YeY0ERuV/4FgX/fvewC49CbcFgsPdfsmRe/wkwGvEd3o976+CXPUfi8/l46qmn8PXpmT5cMsu1ECJVjPRcz3myjqyJE6PenjVxIs662hG1SYqPaUDlmT9Vzg5jN7/ZYMRs7D8jpNlowmz44BuwRGU3TJyNacmHAXA/+cuYHuv2efnhMw+NqPgYqN5FsPE4GIwYF1465P3H6r4fLpXzq5wdJP+ZAh4PzpMncZ4+iXS3tuI8ebJ3PFufy4Xz5ElcjeFxb7ubmnCePIn39KU+3S3NHH/1FZx1tbhbW2nev48DTzxG1sRJZBQPHHt4MHkzZgDgaW9n+29/w7Z7f822e3/N9t/+Bs/p9vTcRwihLrPZjNlspqWlhfHjx9PS0tK7LNGMhcVkXPIRADoeuZ9QKLYRxnw+H2vXro25+OhvasD7/m4A7FJ8FELEIJXO9QIeDzp99DKhTqcj0GcinViMzb6uY4wql6BFonJ2GLv57RYrrfc8TWNnG5O+s4bqux+hMDMHu+WDrunxyu7vDr85ejs60ZtMGG02LNd8Hd+W5/FvfYHAsd0YJs4Z1rpcnvC62l1OzAZjv/YOpafXo3H2CvSOnCHvP1b3/XCpnF/l7CD5z9RZV8vuvzzQ+/vRF18AYNz8BVRcex0t7+/n4JNP9N7+/qP/Aj4Y2FxvMNB2+DB1b79FwOfDkpVN/qzZlH3ogpjbMmHFeTTurMLT0UEoGKS7ubnf7ZasLErPXTGClCIuxtgl72NFMnv9pQq73U5rayvt7e1897vf5fnnnyc7O7vfWI1x0zNxV3t7z8bJuuE2ul5ei/f93Xh2bMa64OxhrspF++n1uFyumNrb/farAJgmV2AcP2HYjxNCiFQ617Pm59N66BAlZy+PeHvrwYNYc0c247UUH9OAfpDK87AebzKhN5kInv4GT2c0ojeZhnhUahht9lRmNhgxGYz4AuFZxc/s+QdjO7/dYiU7EB7EP9vuGFDIi0d2f3c3j50XnlXs8fMvRm8ysWbHZoxTKjEuuBj/e+txP/ZzMr7x0JDrcnncTPrOGgAmfWcNZqOJ1nueHnZbfFtOX3K99Kph3X8s7/vhUDm/ytlB8p8pZ/IUVvzorqi3Fy1YSNGChVFvt2TnMO9Tn45LW4w2G/M+/VkOPfM0rYcOQk+PIp2O3GnTmXb11ZgSUVwQgzObwWzG19LCc3PncmVnJyYFJm0arZ6iYKKKg2azGavVSmlpKbt27Upaz79U0bdwl8jCo6msjFUzZmAqKwODAVpbMRaVkHHRh+la9wzt//gTlvnLhhz70eVykZubSyAQYO7cuZSVldHc5wuWoY4XueRaCDFSqXSuV7RwEUdffIEjLzxP+QUXYrTZgPDn6uOvvkLroYNMvvTyEa1bio9pYNasgTMdxcJos7Fmx2bczS08fv7FXP/Ght6DKNWNNvtI9FwS7PV/cLlFpMLgaNktVqrvfoTSb94QsecfaJM/VcQje9DnI+T39/s96POBzYb1um/ifG89vi3P49v1Oqa5g8+I6A34ewvFAF6/D2/AP6zjJVB7kOCJ90Gnw7R4eG/WKu97UDu/ytlB8qc6S3Y2s2/5OP7ubrpbwh/MbXn5aXNeMSbZ7dDaiq+9nbXf/S6XrlsnReBB9BQBGxsbByyLJ7vdTk1NDd/85jcT2/NPZV4vJreb1bW1kJcHjY3g9YLdTuZHb6frlRfw7tuJ67WXyLhg8PMvr9eL1+ulsLCQ2tpa3G43Xq+33yXkc+fOjVhIDrS34dm9HZDioxAivZWcvZyu+pPUvfM2dZvfwXJ6zEhPZyeEQoyrrKTknHNGtG7pXpAGdu/ePep1GG02zFmZp3/WbtalWMUje6x6LgluvfeZD/7d83RMl9jGsi2I3PMPtMmfKhKd3ThtIabzPwZA94P/Tsgf+ziO8MHxUn13eObs6rsfGXC89PR6NFQsRZ9TNKz1qrzvQe38KmcHyZ8ujDYbmaUTyCydIIXHVGC3Q3b2Bz+LqHouCT7zXyIKgz3rlMJjgun14X99mErKyFx1EwDtD9xD0NU1zFXp+/XA7zleampqmD9/PjU1NQOOl+7Nr0EwiLGkHNPEqXEIJIQQ2tDpdFRccx1zbv0k4xcvwT6uCPu4IsYvWcqc2z5JxbXXD9mTPBrp+ZgGTGlyiXQiaJXdbrGSCqeI6bTvAx4Pu35/H3O/8BkMFku/29w+L3c//zDf+fBNWE3D61mQjOy2m/4T35bnCdYewPPi/Viv+uKI1jPUJeS9s1wP85JrSK99nwgq51c5O0j+VHLg9PhCZR/6ELa8/N7fB6PTwfTV1ya6aUKMit1ul2JgjHw+H8899xxXXnnlgPfpwW7TUtaNn8L16gsEmhvp+Of95Nz+lRGtZ6hLyPtecj3SD+VCCJFKcqZMIWfKlLiuU3o+poFp06Zp3QTNjPXsVpOZH1x9a9SCXDrlD3g8VN37WwIez4DbRjJLdDKy63OKsN7wLQDcj/2MYGt93LcRbDpB4MgOAMxLrxz249Jp3yeCyvlVzg6SP5Wc2vEep3a8h8/Z1e/3wf41vPeexq0WInWYTCZWrVqVUgW5kRpsFuiRzhCdaHp7BtmnC46dTz2Mr6Y67tsIupy439sMyCXXQggxGOn5mAb27dun7MyfYz271WTmzlW3Rb19rOcfTKzZDRYLlXd8aUCvy8EEPB727/cwpfQsgrXv0/2PH5Hx5d+NpLlR9fR6NEypRF9YNuzHqbzvQe38KmcHyS+EGDtMJhOrV6/WuhljwkgKuT6fj3Wt3Zw9ewG+Pe/R+oefUXjXb+PaO9G95U3w+zAUFGGeLmMWCyHSy5Zf/gKdTsfCO76K3mBgyy9/Eb6MZRA6YPHXvhHztqT4mAas1vQZo3EkBuv9N9azD0Xl/LFmN1gszP/ql2N6TMDjoep//8BZ/7oHz//cjG/To/hXfhzjzOUxrSeaYGcLno1/B8C0ZPi9HkHtfQ9q51c5O0j+VDL3ttsBsBcV9ftdiFiMpd5/QjsjKeT6fD7WPv00F33r67R/69N4drxL91uvYD/3ori0KdjtovPZ/wPAtvwCdHq5qFAIkV6yJ00GHb1fyvT8nghSfEwD5eXlWjchoQbr/TfWsw9F5fzJzG4462xM51yD760ncf3l38n8yXp0o5zdPFCzn66ff5zgqWow2zCdG9sYaCrve1A7v8rZQfKnkuzJk3t/Dvr9vSej5qwsbHn5GrVKpBvp/Se0Zpw4FcfVH8W59hHa7vsl1kXnoB/lF13+Uydp+tHX8R09CHoDGRdfHafWCiFE8lRce92gv8eTfD2TBg4cOKB1EzSjcnYYG/ldHjftLmfvz8OV7Oy2m+8Ei53g8T141z04qnX5tr1M5/evIHiqGl1uEY7vP4Vh3MSY1jEW9v1oqJxf5ewg+VOVzmBg14N/YddfHqCzpkbr5gghUoTL5aK9vb3351SVffPn0OfkEWisp/PRv4xqXZ49O2j46ifwHT2ILiOTwh/di3najDi1VAghtBHwetn3yMOcqtqRkPVL8TENZGRkaN0EzaicHdI/v8vjJvcrH2HSd9YAMOk7a4ZdgEx2dn1+CdZrw2NXuB+9m2B7Y+wrCYXghT/S9YtboNuJYcp8Mv9rHcZpC2NeVbrv+9FSOb/K2UHypyqdToclMxMAk8wSLIQgXGzMzc2lrKyMHTt2UFZWlrIFSH2Gg5xP3gFAx2N/xVc3si9R3Buf49R3P0+wvRXjhIkU/eohrAuWxbOpQgihCYPZTNuRwwQTNHmYFB/TQHFxsdZN0IzK2SH983sDfrz+D968fAE/3oB/WI/VIrvlys+jHz+VUFc73X/7ASG3c/iPDQV5s9AKj94NoRCmc67BcefT6PPGj6gt6b7vR0vl/CpnB8mfyooWLQagcddOjVsihEgFXq8Xr9dLXl4etbW1uN1uvF6v1s2Kyn7RhzHPmAd+H21//DlBZ+ewH2vU6/lSkZ2u3/8U/H6sC5dT9D8PYiqVoUKEEGNHVvlEOhJ0hYuM+ZgGDh8+TF5e3qjXM5LZgLUWr+zpKp3y+7vDPRq9HZ3oTSaMNtuo1qdFdp3RjO22n9D1k4/i2/Qo7W89gWHibAxnLYNJ8ygO+qjXmzCFgpSHfFC1EU/rSQL1R/Dve5tZNfsAsH7s37Gs/tqoZlNMp32fCCrnVzk7SP5UZsnKwpqby6mqKtytreRVzMDkyBgwK2LR/AUatVBtMrGLSKieHo2nL7GmTw9ofZpMtKLT68n9wrdo+OrHcW99i9obL8I0cSrmWZUEJlVQajXjBwzARLsZ/84tdLa34D95Au++KooO7AXAsfomcm6/Y9TjgwshRKqZeuVV7P7rQxxbv47iJUuxZGfHbd3yjpkGsrKy4rKekcwGrLV4ZU9X6ZLf393NY+etBODx8y9GbzKxZsfmUa1Tq+ymygux3vAdPC/+iVBnC4GjOwkcDffy2Qc06gzkhgLhN897PkV33wdb7Ni/9DvMS2Ob2TqSdNn3iaJyfpWzg+RPZQfXPtX7c8fx43QcPz7wTjqdFB81IhO7iIRxuTCVlbFqxgxMZWVgMEBrq9atGhHztBnkfP5bdPzzfoKtzfiqD+GrPgTA2xfNpdUXINOox6ibQPdP/73/eZ7RSO4Xv4PjstVaNF0IIRLuvd/9L6FgkJo3XqfmjdfR6fXojQPLhsu/958xr1uKj2lA5R4gKmeH9Mkf9PkI+f39fg/6fGAc+TfhWma3XvcNLNd+nWDdIfzvv0Pg/Xfx7nsHTlVTGAoAEAAMheUYS6aiL5qMvngypoWXYSiePPjKhyld9n2iqJxf5ewg+dNeKKR1C0QcBINBrZsgUonXi8ntZnVtLeTlQWMjpNLl1TEer5lX3YDjyusJ1Nfi2bsDz54qundtI1h3nFyTIbzKUAhDYTHmCRMxlpRhHF+GdeHZmCdNS0QCIYRICfmzZyds3VJ8TAPV1dUUFhYmZN3+7m68HeHxToZzuazZYMRsNPWO42cyGDEn8JKDRGZPByrnj0d2vcmE3mTqHTS35/fh0Ol0GEqnYyidDhd9HK/LScWXr+CsoJuTehPHdSZO/fQ5HHbHqNoYjcr7HtTOr3J2kPyprPyCC7VugoiVy/XBZbIRLpc9k9lsxmw209LSwty5c+ns7MRsNiehoSItpNrl1WZz+F9jY//fh0Gn02EcPwHj+AlkrLyKtrY2Jo8rYHl5KS3+AO/V1NHQ3EJOTk7i2i+EECki6PPRvH8/tvwCTHY7eWfNwHx6osF4keJjGsjNzU3Iev3d3Twyf1lvYWY4l8vaLVZa73maxs42Jn1nDdV3P4LdYk1I+yBx2dPFWM9vNZn5wdW3YjUNPFGMR3ajzcaaHZv7FR9HMxZlo95Ioz4xxcYzjfV9PxSV86ucHSR/qnLW1WGwWgkFAmQUFZEzbfqoxrUVSeByQW4upkCAVXPnDutyWbvdTmtrK+3t7Xz3u99l3bp12GV2c9Ejxh6GCR+H1G4PH889vTDN5kGL60Np8wXY7vQA4A1KL24hhBq8Tic77/8T7j7nB4YXX2DmmpvImRq/3t5SfEwDDkdiih29l8YOsexMdouV7ICj9+dESlT2dJEu+fUmEzqjsffS694ehqcvUY7GajJz56rbIt4Wr+xGmw1GOfmNFtJl3yeKyvlVzg6SPxUdfOpJGt7b3m9ZZmkpsz9+66gnFxMJ5PWGL5ctLGT1yZPDvly2b7FRCo8CALMZn9XKc6WlXLlrF6aeHoZDHEtJGYfUbh9VwVEIIVRX89qruNvaKF1+DtlTpuBuaeH4q69w6Om1LP7aN+K2nRTrOy8iqUnQVOfpQOXskD75jTYb17+xAYDrXl/Pmh2bR/2BNF2yJ4rkVze/ytlB8qea+u3bBhQeATpraznywvMatEjETK//4N+ZgsGYe7MJBdnt+GpqWDt/Pr6amnBvQyn4CSHEmNB26BDjKucz+fIryKs4i5KzlzP1yqtxt7XhamqM23ak+JgGCgoKkr7Nnp5sfX8f7lh58aRF9lSSTvmNtnAvWHNWZlx6wqRT9kSQ/OrmVzk7SP5Uc2r7tt6frTk5ZBQV9/7etHsXwT6TjYkU1VNg7FtkPN2T7anSUnwtLTGNlScU1VNszM4e04XHYDAoEy4JIZTiaW8ja+LEfst6fvc5nXHbjhQf00CiBvqOVFDsWTZUT7bBxuqLJ9UHOVc5f6Kz951syd/t7neb2+flzrUP4vZ9cDmR2WDE1GdyJbPRlNDJllTe96B2fpWzg+RPNV2nTgFQvGgRi7/2DRZ88UtUXHMtAMFAgO7mZi2bJwZzuqDoa2nhqfHj+xcZh+jJlvCx+oRItDMnW3K5em/y+Xw89dRT+PoMNdV3sqXS0lKsVqv8PRJCKCEYCKA39v9c2/N7KI5fxkjxMQ3U1dUlZL09k3F8dPPrzPncp/no5tf7FRkH68nWM1ZfoouPicqeLlTOn8jsPZMtPX7+xQA8dt5K/N3dvbe7fV5++MxD/YqPdouV6rsfAaD67kdovefphI55qvK+B7Xzq5wdJH+qCXjCky8UzJnbu6zvzz23ixTUMxnHyZPw7W+H/+9bZBykJ1vPWH1SfBRpqWeypbIyVu3YEZ5sKTe3twDp8/lYu3Ztv+Jjz2RLNTU1zJ8/n5qaGhnzVAihDE9rK866ut5/XfX1AHQ3N/db3vNvJGTCmTRQVFSUsHUbbTaMNhuLvj1wIFGDxULlHV/CYLEkbPtDSWT2dKBy/kRmP3NipZDfH/7dZsPlcdPuCncvb3c5MRuMvUXGnv+z7Y6ET7ak8r4HtfOrnB0kf6rSG019fpbTx7Rht2Oy21l9440DbpLejWLMGmSyJRfQfrpHZM//PUVGmWxJCKGqYxs3cGzjhgHLDz/7TMT7r/jhj2Pehpw9iqgMFgvzv/plrZshRNK4PG5yv/IRvP5wYXLSd9ZgNpoS3stRCCFSXc3rr2HKyBhyuU4H01dfm8ymiRFKykzEQmjpjImWXC4XuUVFBAIB5s6dS1lZGQaDgdbWVik2CiGUNX31NUnZjhQf00BDQwPl5eVaN0MTKmcHtfNrkd0b8PcWHnuX+X14A36SfUqq8r4HtfOrnB0kf6pqPXhg2Mul+CiEWtJlghavz4fX66WwsJCTJ0+Sl5dHY2MjXq9Xio9CCGUVLViYlO3ImI9poKSkROsmaEbl7JD++c0GI+Y+l+qZDMZhT9KS7tlHS/Krm1/l7CD5hRAiXaTrJC16vb73nxBCiOSQno9pwOv1Dn2nMUrl7JD++e0WK633PE2H28Wv1z3Gty6/cdiXL6d79tGS/OrmVzk7SP5UU37BhVo3QQiRonomaenq6mLDhg1cccUV0oNQCCFERFJ8TANNTU1MnjxZ62ZoQuXsMDby2y1W7BYrd1//2ZgeNxayj4bkVze/ytlB8qea8gsv0roJQogUZrfbsdvt3BhhUiMhhBCih/Q1TwNlZWVaN0EzKmcHtfOrnB0kv8r5Vc4Okl8IIYQQQoixRoqPacDpdGrdBM2onB3Uzq9ydpD8KudXOTtIfiGEEEIIIcYaKT6mgdbWVq2boBmVs4Pa+VXODpJf5fwqZwfJL4QQQgghxFgjxcc0MGnSJK2boBmVs4Pa+VMxu9Vk5gdX34rVlPiZHFMxfzKpnF/l7CD5hRBCaMdkMrFq1SpMJpPWTRFCiDFFio9poKWlResmaEbl7KB2/lTMbjWZuXPVbUkpPqZi/mRSOb/K2UHyCyGE0I7JZGL16tVSfBRCiDiT4mMa6Ojo0LoJmlE5O6idX+XsIPlVzq9ydpD8QgghhBBCjDVSfEwDU6dO1boJmlE5O6RXfoPFQuUdX8JgscRlfemUPREkv7r5Vc4Okl8IIVKRXI4shBBiNKT4mAbq6+u1boJmVM4O6ZXfYLEw/6tfjlvxMZ2yJ4LkVze/ytlB8gshRCqSy5GFEEKMhhQf00BXV5fWTdCMytlB7fwqZwfJr3J+lbOD5BdCCCGEEGKskeJjGqioqNC6CZpROTuonV/l7CD5Vc6vcnaQ/EIIIYQQQow1UnxMA8ePH9e6CZpROTuonV/l7CD5Vc6vcnaQ/EIIIYQQQow1UnxMA263W+smaEbl7KB2fpWzg+RXOb/K2UHyCyGEEEIIMdZI8TENzJw5U+smaEbl7KB2fpWzg+RXOb/K2UHyCyGEEEIIMdZI8TENHDp0SOsmaEbl7KB2fpWzg+RXOb/K2UHyCyGEEEIIMdZI8TEN+Hw+rZugGZWzg9r5Vc4Okl/l/CpnB8kvhBBCCCHEWGPUugFiaHPmzNG6CZpROTuonV/l7CD5Vc6vcnaQ/Gdqrz7KiU2b6DpZh7ezk5lrbiJ/5qze25v27qF+y7s46+rwd3cz/wtfwjF+fL91BH0+jr70Io27dhIMBMidNo2pV30Es8OR7DhCCCGEEKIPVc71pOdjGti7d6/WTdCMytlB7fwqZwfJr3J+lbOD5D9TwOvDUVzMlCuvjnh70Oslq3wiky69LOo6jrz4Ai3v72fGx25k3u2fwtvRyb5HHk5Uk4UQQgghxDCpcq4nPR/TQDAY1LoJmlE5O6idX+XsIPlVzq9ydpD8Z8qrqCCvoiLq7ePmLwDA3doa8Xa/203D9m2cdf0N5EyZCsD0a65l+2/uoaOmhqyysvg3WgghhBBCDIsq53pSfEwDlZWVWjdBMypnB7Xzq5wdJL/K+VXODurk97vd+PuMb6k3GtEb439a5qyrJRQI9J6MAtgLC7FkZ9NZczxlTkhTVSAQwO/3J2z9PetO5DZSlcrZQe38Cc/u92MEQn0W6QbZnt/vT+p+UHnfg9r5Vc4OauQPBALh/z1e/G537/JEnedB+pzrSfFxlLZt20ZhYSEADQ0NlJSU4PV6aWpqoqysDKfTSWtrK5MmTaKlpYWOjg6mTp1KfX09XV1dVFRUcPz4cdxuNzNnzuTQoUP4fD7mzJnD3r17CQaDBAIBDAYDEP5QVlVV1e9nvV7PrFmz2L17NyaTiWnTprFv3z6sVivl5eUcOHCAjIwMiouLOXz4MFlZWeTl5VFdXU1ubi4Oh4OamhoKCgowm83U1dVRVFSU0EyRckTKtH79esrKysZUplj2U319PXa7fUxlGu5+qqqqYuHChQnJtH379gGvZa/Xy/adkS/33L59O4XZuUk99t59913y8/NTfj/J+56878n73vD3U15eHlOnhk8M3/35T3G5XL3vM2UXXMjEi1ZGfA8aDa/Tic5gwGiz9VtucjjwOp1x395Y07P/E23z5s1J2U4qUjk7qJ0/UdkNnZ2sALweD+h0EAphAbZs2QKEz/n0en1vT/t33nmHzMzMhLRlMCrve1A7v8rZQY38ux64n4MHD/b+nqjzPEifcz3dih/dFRr6bqIvq8nEuu98K2nb27JlC0uWLEna9lKJytlB7fyJzO7v7uaR+csInu51pDMauanqXZyhALl3DBxro/XeZ8ixJ3ewXpX3PaidX+XsoE7+C+/878NiKgABAABJREFUEe4Yez5u+v5/DBiEvIe7tZWtv/qfAYOQn9pZxcEnn+DcH/yw3/13/PH3ZE+ewuRBxg9S2XhHBl9auIDKykocCRys3e/3s3nzZpYtW4YxQT0iUpXK2UHt/AnP7nJhKCzEHwjw3Ny5XLlrF0aDgeaDBymcOJGioqLe4mNDQwONjY3k5OTEvx1RqLzvQe38KmcHNfI7nU6qqqq49+3N1HV29i4fbs/HsXyuNzb3+BijyiVokaicHdTOn8jsRpuNNTs243M62fvAX5nzuU+Fvylypc43Qyrve1A7v8rZQZ38RqsV4+nevYlkdjgIBQL4u7v7fSPuczpTagbEVGUwGJLyAcloNI7ZD2JDUTk7qJ0/YdmzsqC1Fbq6YMMGWLkSXUYGRq83ue0Ygsr7HtTOr3J2GNv5e67cMljMGH3WpGwzXc71ZLbrNJCsS35SkcrZQe38ic5utNmwFRay6NvfwJLEb7uHS+V9D2rnVzk7SP54c5SUojMYaDtypHeZq6kRT3s7mWXlGrZMCCESyG7HVFjI6htvxFRYCHa71i0SQoiESJdzvbFZbhZCCCGEGAMCHg/dLS29v7tbW3GePInRZsOak4PP5cLT3o63swOA7qYmIPwtuDkzE6PVStHCRRx98XmMNhtGq4XDzz1LZllZygxALoQQQgihKlXO9aT4mAZUuQQtEpWzg9r5Vc4Okl/l/CpnB8l/ps66Wnb/5YHe34+++AIA4+YvoOLa62h5fz8Hn3yi9/b3H/0X0H9g8ymXX8FRnY79/3qEoN9P7rTpTL1q4Pi2QgghhBAiuVQ515PiYxqoqqpSYvD9SFTODmrnVzk7SH6V86ucHST/mXImT2HFj+6KenvRgoUULVg46Dr0JhNTr7o65U5ChRBCCCFUp8q5noz5mAb0enV3k8rZQe38KmcHya9yfpWzg+QXQgghhBBirJEz/DQwa9bAadZVoXJ2UDu/ytlB8qucX+XsIPmFEEIIIYQYa6T4mAZ2796tdRM0o3J2UDu/ytlB8qucX+XsIPmFEEIIIYQYa6T4mAZMJpPWTdCMytlB7fwqZwfJr3J+lbOD5BdCCCGEEGKskeJjGpg2bZrWTdCMytlB7fwqZwfJr3J+lbOD5BdCCCGEEGKskeJjGti3b5/WTdCMytlB7fwqZwfJr3J+lbOD5BdCCCGEEGKskeJjGrBarVo3QTMqZwe186ucHSS/yvlVzg6SXwghhBBCiLFGio9poLy8XOsmaEbl7KB2fpWzg+RXOb/K2UHyCyGEEEIIMdZI8TENHDhwQOsmaEbl7KB2fpWzg+RXOb/K2UHyCyGEEEIIMdYYtW6AGFpGRobWTdCMytlB7fwqZwfJr3J+lbOD5BdCCJFYwWCw3/9CCCEST3o+poHi4mKtm6AZlbOD2vm1yG42GDEbTf2XGU2YDcn/nkblfQ9q51c5O0h+IYQQiWE2mzGbzbS0tDB+/HhaWlp6lwkhhEgsKT6mgcOHD2vdBM2onB3Uzq9FdrvFSus9T1N99yMAVN/9CK33PI3dkvwJMFTe96B2fpWzg+QXQgiRGHa7ndbWVmpqapg/fz41NTW0trZit9u1bpoQQox5ctl1GsjKytK6CZpROTuonV+r7HaLleyAA4Bsu0OTwiOove9B7fwqZwfJL4QQInH6Fhqzs7Ol8CiEEEkiPR/TQF5entZN0IzK2UHt/CpnB8mvcn6Vs4PkF0IIIYQQYqyR4mMaqK6u1roJmlE5O6idX+XsIPlVzq9ydpD8QgghhBBCjDVSfEwDubm5WjdBMypnB7Xzq5wdJL/K+VXODpJfCCGEEEKIsUaKj2nA4XBo3QTNqJwd1M6vcnaQ/CrnVzk7SH4hhBBCCCHGGik+poGamhqtm6AZlbOD2vlVzg6SX+X8KmcHyS+EEEIIIcRYI8XHNFBQUKB1EzSjcnZQO7/K2UHyq5xf5ewg+YUQQgghhBhrpPiYBiwWi9ZN0IzK2UHt/Fpmt5rM3LX6U1hNZs3aoPK+B7Xzq5wdJL8QQojEMplMrFq1CpPJpHVThBBCGUatG5COsm22pG6vpKQkqdtLJSpnB7Xza5ndajLzvatu0Wz7oPa+B7Xzq5wd1MmfbbPh9vm0boaIwqoPfz/vdDoTup1AINC7HYPBkNBtpRqVs4Pa+VMh+8qVK3G73bjd7qRvOxXya0nl/CpnBzXy95w39JxHiA9I8VEIIYQQQog+yrKzADhw4EBStldVVZWU7aQilbOD2vlVzg6SX+X8KmcHNfKXZWdxtKNT62aklFEVHwNeLzqDAf3pqnXHsWO0HAyfpOVNryBr4sTRtzAFefz+pG+zpqaGsrKypG83FUh2NbOD2vklu2RXkUr5tTiXEMPX4fECMGPGDOx2e0K3FQgEqKqqorKycsz2BIlGsquZHdTOL9klu2rZQZ38LpeL/fv3955HiA+Mqvi488/3U3HtdWQUFVG/bSvH1q+jYM5c0OnY969HmLjyYooXLY5XW5VWX1+vzAeyM0l2NbOD2vklu2RXker5ReoIhEIA2O12MjMzE7ot/+lCtMPhwGhU66Ikya5mdlA7v2SX7KplB/Xy95xHiA+Maq+7W5rJKCoCoPbNN5lz2yfJKCoGYPySJez9+9+k+BgnqoyBFYlkV5fK+SW7mlTODpJfCCGEEEKIsWhUo2AarVY8HR0A+N3d2PILem+z5ubhc7lG1zrRy+tVt9uuZFeXyvklu5pUzg6SXwghhBBCiLFoVMXH8UvP5sATj+FubaF0+bkcfu4ZPO3teNrbOfLC8+RMnRavdiqvqalJ6yZoRrKrS+X8kl1NKmcHyZ9qAl4vwdMzU0J4bO/q9euoXr+OjmPHNGyZEEIIIYRIJ6O67HrCeeehN5vYef99BHw+Ah4PDdu3ozcYyJ89m+mrr4lXO5Wn8hhYkl1dKueX7GpSOTtI/lQjY3sLIYQQQoh4GPVInyXLzmb8kqV4OjrwdnSgN5mw5edjMJvj0T5xmtPp1LoJmpHs6lI5v2RXk8rZQfKnGhnbWwghhBBCxENcphnS6fVYc3Kw5uTEY3UigtbWVq2boBnJri6V80t2NamcHSR/qukZ29uSlSVjewshhBBCiBFLyBznno4Ouk6exNvZQdDvR280Ys7MImP8eCxZWYnY5Jg3adIkrZugGcmuLpXzS3Y1qZwdJH+q6Rnbe/qq1b1je5dfcBEANa+/JmN7CyGEEEKIYYlr8bHj+HGqX36RjpqaqPfJnFDG5EsvI2vixHhuesxraWmhsLBwxI/fMn85nvr6AcstxcUs2fH2aJqWcKPNns7SJXuijq90yZ8Ikl2yq0j1/KlGxvZOH1f+9GUaOjwDlhdlWXju25dq0CIxlsjxJYQQYrTiVnxsO3yIPX//G5bsHCauvJjMCRMwZ2aiNxoJ+v14OzvprKmhYcd77HrwAWbf8nH5xjwGHR0do3q8p76ePJd7wPKWCAWjVDPa7OksXbIn6vhKl/yJINnVpHJ2kPypSMb2Tg8NHR62vvXLAcsXn/N1DVojxho5voQQQoxW3IqPxzasJ7O0lDm33Y7eOHC19sJx5EyZSum5K9j1lwc4tmG9FB9jMHXqVK2boBnJri6V80t2NamcHSR/qpKxvYUQQgghxGjo47WiroYGxi1YGLHw2G+DRiNFCxbQ1dAQr00roT4NeigmimRXl8r5JbuaVM4Okj9deDo6aHn/feq3bqHunbep37qFlvffxyM9V4UQQgghRARx6/lotFpxNzcP677dLS0YrdZ4bVoJXV1dWjdBM5JdXSrnl+xqUjk7SP5UJ2N7CyGEEEKIkYhb8bGwcj61b7+FyeGgeNFiDBbLgPsEPB7qt26l7u23KFl+Trw2rYSKigqtm6AZya4ulfNLdjWpnB0kfyqTsb2FEEIIIcRIxa34OPGilXja2zj60otUr3sZW34+ZkcmOqORkN+P19lJd3MzoWCQgtmzmXjRynhtWgnHjx9n7ty5WjdDE5Jdzeygdn7JLtlVpHr+VCZjewshhBBCiJGKW/FRbzQy44aP0bn8XJr27Kar/iTeTidBvw+90YQ5M5Pc6RUUzJ5D5oQJ8dqsMtzugTMJq0Kyq0vl/JJdTSpnB8mfyroaGpjy4SuHPbb3kReeT1LLhBBCCCFEqotb8bFH5oQJUlxMgJkzZ2rdBM1IdnWpnF+yq0nl7CD5U5mM7S2EEEIIIUYq7sVHkRiHDh1i/vz5WjdDE5J9vtbN0IzK+SX7fK2boQmVs4Pkj6S9+ignNm2i62Qd3s5OZq65ifyZs3pvD4VCHN+4gfptWwm43WSWlzPt6o9gyy/ovc+WX/4CT1tbv/VOvPgSys7/0LDbIWN7CyGEEELEX6qc6yWaJsVHv8eDv7sba06OFptPSz6fT+smaEayq0vl/JJdTSpnB8kfScDrw1FcTNHCRez/58MDbq/d9AZ1m9+h4prrsObmcmzjenb/9SEWffkO9CZT7/3KL1pJ8aLFvb9HKh4ORsb2FkIIIYSIv1Q510s0TYqPJ995m2MbN7Dihz/WYvNpac6cOVo3QTOSXV3Jzl9xVwV1HXUDlpdklXDgPw4ktS0q73vJri7V80eSV1FBXpRZwEOhELVvv0XZ+ReQf/qS9Yprr2fzz+6mef8+CufO672vwWzBnJk54nbI2N5CiHR38c/Xc6rDM2D5uCwL6795sQYtEkKI1DnXSzS57DpN7N27l0WLFmndDE1IdjWzQ/Lz13XU0WXqirg82VTe95JdzeygVn6/242/zwQ7eqNxyMlczuRpbcXndJIzdWrvMqPVSmbpBDpqavqdkJ7Y9Do1r72CJTuHwnnzKF1+DjqDIeZ2y9jeQoh0darDw0Wd6wYs38glGrRGCDGWBX2+UZ/ngTbneokSt+Jjw473hn1f58mT8dqsMoLBoNZN0IxkV5fK+SW7mlTODmrl3/rrX9LU1NT7e9kFF8Z8qbLX6QTA7HD0W252OPA5O3t/L1m2nIyS8ZhsdjpqjlO97mW8nZ1MueLDo0gghBBCCCEiObT2Kd7ZsKH395Gc58HYOteLW/Hx4JNPxGtVIoLKykqtm6AZya4ulfNLdjWpnB3Uyr/4q1+nzeXq/X0k34YPV+m55/b+nFFcjM5g4PDTa5l0yaUJ2a6M7S2EEEIIlU1btZquZct7f0/keR4k/1xvJOLWCqPVSkbxeCZfdtmQ963fto36rVvitWklVFVVsWTJEq2boQnJrmZ2UDu/ZJfsKlIpv9FqxTjKnp4934J7nc5+Y/x4nU4yxo+P+rjMCRMIBYO421qxFxSOqg2RyNjeQgghhFCZ3mTCaLWOej2peq43EnErPmaWTsDV1IijpHTI+1oOHozXZoUQQgghlGTJzcXkcNB25DCO0yegfrebztoTjF+6NOrjuk6eBJ0Oc4Yj6n2EEEIIIYS2xtK5XtyKj44JE2g9fChckXUMHtBgtWLJzo7XppWg0qVoZ5Ls6lI5v2RXk8rZQfJHEvB46G5p6f3d3dqK8+RJjDYb1pwcSpefQ81rr2LLz8eam8uxDRswZ2aSPyM8I2LH8eN0njhB9pTJGM0WOmqOc/TFFxhXWYnRZht2O2RsbyGEEEKI+EuVc71Ei1vxccKK8yhauHBY4UqWnU3JsrPjtWklJOpStKCrm03FkwcstxQXs2TH23Hf3kiodBnemVTODmrnl+ySXUWq54+ks66W3X95oPf3oy++AMC4+QuouPY6SlecR8Dr5dDTa/G73WSVlzPn47eiN5mA8BhDTbt3cvzVjYT8fiy5uZQsP4fSc86NuL1oZGzv9OTx+lj8vWcGLC/KsvDcty/VoEVCCCGE6CtVzvUSLW7FR4PZjMFsjtfqhq3m9dc4tn4dJWcvZ8qHrwTC05offelFGnftJBgIkDttGlOv+ki/HpnutjYOP/M07dVHMZjNjJu/gEkXX5JSU5EnRShEnss9YHFLfb0GjRFCCCFEXzmTp7DiR3dFvV2n0zFx5cVMXHlxxNsdJSVUfvbzo26HVmN7y3ne6ATRsfWtXw5Yvvicr2vQGiGEEEKcKVXO9RItNaa9GaHO2hPUb92Cvai43/IjL75A64H3mfGxGzFarRx+9ln2PfIwlZ/5LAChYJC9f/8bZoeDeZ/+LN7OTg488Rg6vZ5Jl6Tmt8AqX4om2dWlcn7Jnlxb5i/HE+FLl2T3Ald5v4PkT2VajO2t0nmeEEKIxLnypy/T0OEZsFx6gQuRPHqtGzBSAY+H9x97lOmrVmO0fTCLkN/tpmH7NiZffgU5U6biKCll+jXX0llznI6aGgBaDx3C1XiKiutvwDF+PHkVFUxceTEn391M0O/XKtKgqqqqtG6CZiS7ulTOL9mTy1NfT57LPeBfpIJkIqm830HypzLHhAl42tvxOp1D3jceY3urdp4nhBAicRo6PGx965cD/kUqSAohEiNtez4efu4Z8irOImfqNI6/9mrvcmddLaFAgJwpU3uX2QsLsWRn01lznKyyMjprjpNRVNTv8pzcadM4/MzTuBpP4RhfMmB7Qb+/94TVr09+zVavwTZThWRXl8r5JbuaVM4Okj+VJXtsby3P8wD8Xi8AgUAAf4ILlj3rH912QjHfP9G5hiM+2dNTemWPdnyN/DjSIn/0FMltR3rt+/jSLnv8j+FYqbzfQZ38gUBA6yakrLQsPjbu2omz7iTzPzfwunav04nOYBhwcmxyOHq/rfc6nZjOmHK853dvpxPGD9xmzeuvUfPqKwDY7Xb43r8DsG3bNgoLCwFoaGigpKQEr9dLU1MTZWVlOJ1OWltbmTRpEi0tLXR0dDB16lTq6+vp6uqioqKC48eP43a7mTlzJocOHcLn8zFnzhz27t1LMBiksrISr9fLli1bqKys7O0Z0vOzXq9n1qxZ7N69G5PJxLRp09i3bx9Wq5Xy8nIOHDhAMBiM6TkOBUMcP348oZnOzBEtk06nw+l0DsiUkZFBcXExhw8fJisri7y8PKqrq8nNzcXhcFBTU0NBQQFms5m6ujqKiooSvp+GmynafjozU1FREVu2bEn5TMFA5OMrGAiyd+/eEe+ngoICjh49mrRMwUAQTJFz7Nq1K6nHntFoZMuWLZode1q+nrxeL16vN6mZBjuG6+vrk/Z6mjx5Mlu2bEmL/ZSIY89ms9HY2DimMvXdT3l5eUyd+kHRLJ0kc2xvrc/zAJqnT+fm++5Lam/czZs3j/ixgSjvYYPd/8033xzx9uJtNNnTXTpkj3Z8xeM4Smb+YJSiQDAQ0OT1kA77PlGSnT2Rx3CsVN7vIPlVplvxo7ti/apUU572Nnb84ffMufWTZBSHxwDa+cD9OIrHM+XDV3JqZxUHn3yCc3/ww36P2/HH35M9eQqTL72Mg2ufwtPWxpxbb+u9PeD18vZdP2LWLZ8gr6JiwHb7fiOeY7fzwuniY7Js2bJlVDOAbiqeHHFimaZQkALdwJ4mLXYrK+qPjnh78TTa7OksXbJHO75GexwlO7/jWw66TF0Dlmf4MnD+bOhLDeMpXfZ9ImiRPVHHcKxU3u+gVv6r/+dXtLlcWjcj5aTCeR7A3KJx3Fw5j8rKShwOx4D7x5Pf72fz5s0sW7YMo3Fk/QLO/sHzbH3rVwOWz158B3u23jtg+eJzvsY7P/zwiLYVT/HInq7SKXu042s0x5EW+Rf88CVWdq4bsHxD5iW894OhJ9OKl3Ta9/GmVfZEHMOxUnm/gzr5nU4nVVVV/GvffnY1NmndnJSSdnvdWVeHr6uL9/7wuw8WBoN0HDtG3bubmfPxWwkFAvi7u/t9K+5zOnsvvzE7HDhrT/Rbr68rXFgwZ0Y+wdQbjehPv0iMVmvE+ySSyRShO5YiJLu6VM4v2YdWcVcFdR11A5aXZJVw4D8OxLtZSaHyfgfJL1LjPA/AeLqXp8FgSNqHJKPROIpt6WK+fyp9+Btd9vSWHtmjHV+jP46SmT96CjTZB+mx7xNjONkv/vl6TkUYk3FcloX134w86290iTuGY6Xyfoexn99gMGjdhJSVdns9e8pUFnzp3/otO/jkE9gKC5iw4nws2dnoDAbajhyhYPZsAFxNjXja28ksKwcgs6ycmtdfw9vnRLXt8GEMFgv2wnHJDTRM06ZN07oJmpHs6lI5v2QfWl1HXcSeqpEKkulC5f0Okl+oe54nhBCiv1MdHi6K0FN1I5do0BohxGil3cjuRouFjKKifv/0ZhMmm52MoiKMVitFCxdx9MXnaTtyBGddLQeffILMsjKyysqA8KDj9sJxHHj8MZz1J2k9eJBjG9Yzfumyft96p5J9+/Zp3QTNSHZ1qZxfsqtJ5ewg+YW653lCCCGEEGPZmDwDm3L5FRzV6dj/r0cI+v3kTpvO1Kuu7r1dp9cz65ZbOPzMM+y870/oTSaK5i9g4kUrNWz14KwaXOqdKtI9+5b5y/HU1w9YbikuZsmOtwd9bLpnHy2V80t2NamcHSS/GJ6xeJ4n0teVP32ZhgiXhhZlWXju25dq0CIhhBAi9YyJ4uO82z/d73e9ycTUq67udyJ6JmtOLrM//olENy1uysvLtW6CZtI9u6e+PvJEFhEKkmdK9+yjpXJ+ya4mlbOD5BeRqXCeJ9JXQ4eHrW/9csDyxed8XYPWCCGEEKkp7S67VtWBA+k5eUI8SHZ1qZxfsqtJ5ewg+YUQQgghhBiLEtrzMeDz0XrwIN2Npwj4fEy8aCWejg6A8IDhulhn5lNXRkaG1k3QjGRXV6LyR7sUPnh9N2QnZJMxU3nfS3Z1qZ5fCCHE6EW7FL47ENSgNUIIISCBxceW9/dz8Kkn8blcvcsmXrSSnff9Ea/TyaybbiHvrLMStfkxp7i4WOsmaEayqytR+aNdCk8olJDtjYTK+16yq0v1/EIIIUYv2qXw05Z+NfmNEUIIASTosuvOmhr2/fORfoVHCA8Anj9zFgBNe3cnYtNj1uHDh7VugmYku7pUzi/Z1aRydpD8QgghhBBCjEUJKT4ef+1VQsEgBrOZ/Jkz+92WMX48AM4TtYnY9JiVlZWldRM0I9nVpXJ+ya4mlbOD5BdCCCGEEGIsSlDPx+MATL7sckqXn9vvNmtODgCezo5EbHrMysvL07oJmpHs6lI5v2RXk8rZQfKnm6DfT8fx4zTv24evq0vr5gghhBBCiBSVkDEfAz4fAJac3AG3+T1eAEKBQCI2PWZVV1dTWFiodTM0IdnVzA5q55fskh2iT45kKS5myY63k9m0pFB536ebunfe5vgrG/G7w+Pnzrn1NnKmTMXX1cW239zDpEsvo3jhIo1bKYQQQqSuaJMjFWVZeO7bl2rQIiESJyHFR0t2Nu6WFhp37aR40eLe5aFQiIbt2wCwRihMiuhyc1Pn+aq4q4K6jroBy0uySjjwHwfivr1Uyp5sKmcHtfNLdjWdmT3a5EgtEQqSyZSooqjK+z6dNGzfxpEXnqdwzlxypk3j4FNP9t5mysggZ/IUmnbtlOJjmrr45+s5FeHD8LgsC+u/ebEGLRJCiLEp2uRIi8/5ugat+YAURUUiJKT4mFdxFnXvvM2pHe/Rduhg7/Jt9/4ad0tL+D4y03VMHA6H1k3oVddRR5dp4OVVkQqS8ZBK2ZNtuNmTXRBOFtn3apLsqS9RRdF0ya+62rfeJG/GDM664aMDJhcEcJSUUPfO2OuZq4pTHR4u6lw3YPlGLtGgNQKkICyESK5ULYqK9JaQ4mPZ+R+iac9uvJ2deJ3O3uU9hUdLVhalK85LxKbHrJqaGoqLi7VuhiYk+9DZk10QThbZ95JdNSpnh+TnH6tf3CRad0sLJWcvj3q70WbD192dxBYJMbZJQVgIIWInX9ykloQUH00ZGVR+5rMceuYZWg/2P3nPnV7BtKuvxmS3J2LTY1ZBQYHWTdCMZP9AtA/KLq8LTMlqVfLIvk+eVCrCyH5XV7Lzj9UvbhLNaLUOOsGMq7ERs/RiFSJm0T4od/tkrHwxelKIEaqRL25SS0KKjwCW7Bxm3/Jx/N3ddLc0A2DLy8dosyVqk2Oa2WzWugkjNtjYYDdf3zxkwSOds4/WmdmjfVBm4HlE3A22H+OpbxEsFAyh0+uA9OuJNNox8ZJ93KdSEUZe8+pSPX+6yJ1eQf22rYxfumzAbV2nGqjftpWiBQs1aJnQSrTxwVzBEEajYcByKXZEFu2D8rOWCxO+7cHGeEvMdkIEAkEMLz8P6NJuLLl0HBNPCjFCCC0lrPjYuwGbjczSCYnezJhXV1dHaWmp1s0YkcHGBqvraByy4JHO2UcrlbKPZIy3NR8+Qeu3BvZ+GayQmEpFsNEY7Zh4qbTvk02yq5kdJH+6mLjyYqr+9Ae2//Y35J01A4BTO96jYft2mvfuwZSZSfkFiS+WiNQRbXywaUu/yqVS7EgLIxnjrSMQZN5/Pjdg+WDF5bEyltxYySGEEMmS8OKjiI+ioiKtm6CZ4WZPpctGh2M4hbl03+/NtgDdY6CQqIV03/ejIdnVpXr+dGHJymL+57/IsfXraNq9C4BTVVUYzGYK5s5j0iWXYsrI0LiVYqxJt55mIynMpZtgCOlJJ4QQYlgSVnys376N+i1bcLc043cP7P2DTseKO3+UqM0LBaVbjzkpzMVHuhWdhRBiLDA7HExffQ3TV1+Dr6uLUCiEyW5Hp9dr3TQxRqVbTzMpzMVHuhWdhRBCRJaQ4uOxDeupef21we8UCiVi02NWQ0MD5eXlwOjHkks3fbOrRuXsw5VuRefhUnnfS3Y1s4PkT1fSyzG+ZFIIIT6QbkVnIYQQkSWk+Fi/bWvvzwazWSaZiYOSkpLen0c7lly66ZtdNSpnj4dohfqgqxvQJb9BMVB53/fNPljPVi0lqsetyvsdJH86aT9WTcP27bhbW/B3u4Ezv1TWsfBLX9aiaWlPJoUQYnii9Yp0+/watEaMRLImOoqVfAkkRPwlpPgY9HoBKL/wIhlwPE68p59TFWmRPVV6l442u8vrwhHjhC+p6r6HbWz66+QBy4PXd0N25MdEK9Q3hUKgi634mOzLu+U1H5aqPVsT1S6V9ztI/nRR++abHH35RfRGI7aCAkzyJbNIM2OlsNDt84+ZcSU9Xh+Lv/fMgOWDFRKj9YqcvfiOmLc/Vo6JdDNoz1YNh/GQL4GEiL+EFB+zJ0+h5cD72AsKE7F6JTU1NTF58sDCiwq0yJ4qvUtHmz0UCqVk4WYk8rp05AUijB+bpCEckl0E67vv021cy9G2V97v1MwOkj9dnHjzDbLKy5l188cxWq1aN0eImI2VwkJoDI0rGUQXt0LiSGh5TKRb4TNaeyF12yyE0F5Cio9Tr7oK1wMNHHnhOQI+L46SUgyWgV2nrTk5idj8mFRWVpbU7Q02E3OyJTu71vr2VgyFQugeDffQ0/oyU5FcfY/7VO39F81o26vaa74vlbOD5E8XQZ+PwnmVUnhMc9Eud+wOBDVojTp6eiuGgGAggH79S+gIF22EmtKtGB6tvZC6bRZCaC8hxUdThoOsiRM5VVXFwaeejHwnme06Jk6nM6nbS6WZmJOdXWtjqbeiGDnVjvu+Qx2EgiEO6cNF98Euqx+LVNvvZ1I9f7rInjwFV0OD1s0QoxTtcsdpS7+a/MYoZCz1VhRiuD74siNEIBDE8PLzgE7G5xRCIQkpPh596UVOVVUNfieZ7Tomra2tWjdBMypnF+pS7biPNtSBan8rVNvvZ1I9f7qYeuWV7H7oIU5s2kTRwoWY7HatmySEECKFxXN8TiFEekpI8bFx5+nCo06HvaAQo82GLsbJHUT/cdP6Xn77hDeDPLQbgDfZJk2apHUTRJwNNhFOuomWZbSv03Q47qON7ejyusCkQYPGgHTY74mkev50YcnOoXjxEo6+/CLV615CbzSiizAxwPLv/acGrUsfPeOmnXn5bbcvoHXThBiVwSbCSTfRsgQV6LEXbWxHeY8SQoxEQoqPPbPITv/IKooWLkrIJlQQbdy0UEitHgYtLS0UFo588qJosySHvF50ZvOA5Zbi4hFvSwzPWLq0PFqW0b5OR3vcJ0O09ygij0EuhiEd9nsiqZ4/XRzbsJ6a11/DkpUVHtfbmn4FhVQQbdy0Zy0XatCa9BVtluSA34/BOPCjTlEaFsDSzWCXlg88805t0bKsM31Ig9Ykl7xHCSHiKSHFx8K58zj57mbUulhOJEpHR8eoHh9tluSmUJB8/8BB1Ucyo3Xf8er6kkKmGKnRHvdCO4O9HyzZ8fagj1V9v6ueP13Ub91CXsVZzFxzU8Qej0Ik02CzJO+JsHzxOV+HGI/baJPzSCFTCPWk2+zkQqSKhBQf8yoqaD14kKMvPI+ntRVH6QSMEb4Vz540sDeaSF+Juvx06tSpo2lWUkQbr24khUwhID2OexWs+fAJWiO8rw12aflo3g9U3++q508XwUCA3IoKKTwqZixdShuraOPVLT7n6xq0RggRLx2BYMT3tcEuLU+32cmFSBUJKT7u+fvfen+uef21yHeS2a7jLtqHZEjOOJGJuvy0vr6evLw8IPoYc+k4VqDWRtM7SyRe3+NeaKfZFqA7iZeWq77fVc+fLvIqzqLj2DHGL1mqdVOUE60HXjJmjE3GpbTRehSBGmPsxZP0zhJiaMEo72tyabkQ8ZeYMR+HQ7EZTJMh6odk0nucyK6uDzJFG2MuHccK1Jr01kxtfY97oY5U2u9aDCeRSvlFdOUXXsj+//sXh555muJFi7Bk5/SO992XzIIdf2N9xthoPYpAjTH24kl6ZwkhBiPDSYhkS0jxcdz8+YlYrVBURUWF1k0QIm4G66FcklXCgf84AMhxnwjpMDbrcPd7tOOo7zE0WvH8gmK4Pa3luE8P2+69B4Cu+nrqt26Jer8VP/xxspokhBApQ3qdamMsFdOiTaRVlGXhuW9fGpdtxHM4icGe+3i1V6S/hBQfK665LhGrFYo6fvw4c+fO1boZQsTFYD2U+/bgTaXjPlrhKHh9N2Rr0KAhRJvhPujqpoCBvbO07u3bdziJYDCI/vQ4eiVZJTwQ5THRjqNU7QU+3EJm3+NehoZIXWUfugBdhJ6OQggh0q/XadDtjVjo6g4MnJgzFUQbfzbo8bJ7y70Dlms9NmtPMTpEeMxk/fqX0DH4eLnRJtLSOks0IylkSsFSPdpddj1CNa+/RvPevXQ3NaI3mcgsK2fSpZdiLyjsvU/Q5+PoSy/SuGtneFD0adOYetVHMDs+6CXibmvj8DNP0159FIPZzLj5C5h08SXoDAYtYolBuN0DP7CKxAm6utlUHLlwQ4TCjUiMVDruoxWOUnX4jOgz3IciXhqqtcGHkygc+IAxrO9xL0NDpK6JF61M2LrlPE+IxIpWaErGuKEiNYUgYuFo2tKvJr0twxFt/NlUHZphsGJ0vMbLTUcykZd6ElJ8bNjx3rDuVzR/Qczrbq+uZvyyZThKSwkFgxxbt449Dz3Iwn/7CgZz+OV75MUXaD3wPjM+diNGq5XDzz7LvkcepvIznwUgFAyy9+9/w+xwMO/Tn8Xb2cmBJx5Dp9cz6RKpsqeamTNnat0EtYRCET/wp2rhZqyS416ko5F8edGvh2MINumGfoxK2quPcmLTJrpO1uHt7GTmmpvInzmr9/ZQKMTxjRuo37aVgNtNZnk5067+CLb8gt77+Fwujjz/LC3vvw86HQWzZjHliisxWFLvUjQ5zxMisaIVmsbKuKFCiMSJdjn4YF9efNDDMUQgEMTw8vOATr7w6EOVc72EFB8PPvnE0HfS6UZUfJzziVv7/V5x7XVs/ulPcNbVkj1pMn63m4bt2zjr+hvImTIVgOnXXMv239xDR00NWWVltB46hKvxFHNu+2T4W/Lx45m48mKqX36J8gsvQm9Muw6hY9qhQ4eYnyLjiEYbZy0Zs4mLsc/ldeE4fXz1vfzW5XWBaeD9o11ebCku5ubrm6PODB+vMQGFGGAEX15E6+E4ki88+l7C3lc6H/cBrw9HcTFFCxex/58PD7i9dtMb1G1+h4prrsOam8uxjevZ/deHWPTlO9Cbwm8cBx57FK+zkzmfuI1gMMDBJ5/k0NNrOeuGj46oTZt+8J/Dut9IxnyU8zyhpaiXc8qHZBEHPcfXmZffdvsCUR8TbfxIXyCAKUJPbhlXUiRStMvBB/vyIp4TpY3V8VRT8VwvEdJ+tmv/6Uu0jLbwjIrOulpCgUDvCSmAvbAQS3Y2nTXHySoro7PmOBlFRf0uz8mdNo3DzzyNq/EUjvElA7YT9PsJ+sMnHn69FJmSyefzad2EXtHGWUvn2cRF6giFQhEvv2Xg31gg+uXFLfX11HU0yszwQjmDX8KenvIqKsiLMhFPKBSi9u23KDv/AvJP95auuPZ6Nv/sbpr376Nw7jxcjadoPXSQys99gczSUgCmXnkle/7+NyZddjmWrKyY2xRpzMdQMIi7rY2W/fuw5ReQd9ZZMa83Ei3O8wD8Xi8AgUAAvz8xhadYz4RDI3pUvLY+1JpiW18I8Pv9vc9tz//JGcwjFHU7sV/OGe/nMfXWpfWxMtTaUmtN4bXFenw9a7kwyprChZuVUR5zmWvg8g1cEvU9Kxmvr57X9ui3Hv15jF1y1hQte9TjYcg1Rn5U/P4mDd6yxG5j8MdEyxjt9RDtuB8sYaL+tgcC0b9MiCYVz/USISHFx/ILBr6B+lwu2g4foru5GXtBIQVz5ox6O6FgkCMvPE9WeTkZRUUAeJ1OdAYDRput331NDgdep7P3PqaM/r3Xen73djph/MBt1bz+GjWvvgKA3W6H7/07ANu2baOwMDwOUUNDAyUlJXi9XpqamigrK8PpdNLa2sqkSZNoaWmho6ODqVOnUl9fT1dXFxUVFRw/fhy3283MmTM5dOgQPp+POXPmEAwEI/Z2ivp8DP+uI15XKBSK24aCgWDUjMFAkO7ubnbv3o1Op8PpdLJv3z6CwcgDHweDwbgNfh8KhsI5I90W47qCgSB6Q3yK1aFQiFAwFNMxEU0wEIzruV+0/TKS5yvW/Rh1G4O0K9Z1BQPBuF39mYwTv8FeW/f9w8amhyaHnxsd6HV6gsEgwY9Fnjwmrq+HYJDy/yinxdNCMBQ+BvV6PcFQkKe8mRF7Dw+2T/Rx+iKo97UV6bYY1zXUa2vLlvDMwJWVlVRVVQ3RsNPri6FdwUCQo0ePYjabqauro+j038aR/H0a7Iwt1tdWNCN5bYWCIY4fPx4xU7T96PK6sH/D3nu89Rx7Ll/kXsXBQJAtW7b02089P+v1embNmsXu3bsxmUxMmzaNffv2YbVaKS8v58CBA2RkZFBcXMzhw4fJysoiLy+P6upq8vLymDo1XDTzu929hTUAvdEYc488T2srPqeTnKkfFOKMViuZpRPoqKmhcO48OmpqMFitvSejQLhwp9PReeIEllmzIq16UION+ejt7KTqT3/Alp8f83rPpNV5HkDz9OncfN99Q79ORyEY4weUYCBAIE6vvUAcJ5IYSbuCgQBvvvlm7++bN2/uXR5NvP5+BgJBorxVxLzteD+PyVhXrM+j1sdKNFo/94MdE7EeX9GMqF1uD0v+49kBy3MtEAxEPm+K57mp2+un8vvPD7xhkN6dkaTj6/TM97WhHjOS10MgEIy4jZGI9rzE8/kayboGyxjtuYx23LtDkU8yo+2reAr6fKM+zwPtzvUSITHFxwsvirg8FAqx9+9/o/XQQezjika9ncPPPYvrVAPzPvWZUa9rKGXnf4jSc84FIMf+QS+3RYsW9f5cXl7e+/PkyQMvhewpUgLk5eX1/tx3Rtu+lxfHWrSK58hY0dal0+nitiG9QR81o96gx2azsWTJErZt24bD4WDJkiXoH41y/zj2RtXpdeiihIw1erwKjxB+7nWG+Dz5eoM+fgeMLnrOZDxfUbehi/24iLauuO7HuK0pusFeW3muyL0lo/VG1+l1UQvCMe9fvZ4Wbwtd5ki9hwcOZzDYNpL12hrRMRzlQWs+fILWR09/OffoB8ujXVY/kteW3qDv/ftT2ucEZCR/nzZF/UMQv+d/RK95vY7y8vKImXT6yI0OhUJ0W7sH3uCN3q4lS5YA9P4/kp/7/q3v+xwDbP31L2lqaur9veyCC2OeyKWn2Na3h1/P7z5nJwC+zk7MZxTidAYDJput9z7xZM7MpHjJUo6/9iqF8ypHtS6tzvMA5haNA8JFZ4cj8vvTaOnXvxTb/Q0G4nQagCGO76EjaZfeYODcc8/F7/ezefNmli1bhtFoHPQ5idffT4NBj14f28RD0bYd7+cxGeuK9XnU+liJRuvnfrBjItbjK5qRtCuEjvc23zNg+eJzvhZ1ffE8Nw0Bl7g2Dlge62Qw6fg69QZDfHm9M8Ly6OuK9fVgMOg599xzh77jcNb1coQiMfF9vkayrsEyRvsbEe24jzZpUs/foERwOp1UVVVxaO1TvLNhQ+/ykZznQWqe641UUi+71ul05J11Fq2HDlLz2isUzJ494nUdfvYZWt7fz7xPfRpL9gfddcwOB6FAAH93d79vxX1OZ+8OMzscOGtP9Fufr+v0Ts2MfILZt1JttFpH3G4xPP3GvgsE0f9r8LHvhBAi1UUbtiHaZfUj0fe9s690HvNwrFr81a/T5nL1/j6WxiE0mM14WltHtQ4tz/MAjKcntzEYDBgTtG9i/cCvG9Gj4rX1odYU2/rcPj8Lf/hSn7HvNqAD3DH2jhqZaF8xj2xdqbemeH/Rqe2xMtTaUmtN4bWlXsLw2tJrCrf0e52GQkS9RD76umJrW0cgxMIfDizAjWzMw0G+ZY6bkaxLF/XvbjxfW4n62244XaCetmo1XcuW9y4fS+d5I5WQZ8Dd1jZwYSiIt9NJ/bZtAHT3+bY/FqFQiCPPPUvzvr3Mvf1TWHPz+t3uKClFZzDQduRIb3HT1dSIp72dzLJwL4nMsnJqXn8Nb58T1bbDhzFYLNgLx42oXSK++o1917fYGMcP6UIIMdZEGzd0sDEPo03SIhNpJZbRasU4yssPe85hvE4n5szM3uVep5OM8eFri02ZmXi7+vfECAUC+Lq7MTkyibeuhgbq3nkba58ZGGMh53lqiHXsOyGEEBCM8t65kUuiPibaJC0ykVZi6U2muHRaS8VzvZFKSPFx66/+Z8j7WLJzRrTuw88+Q+OuncxaczMGswVvZ7gbqcFqxXB6BxctXMTRF5/HaLNhtFo4/NyzZJaVkVVWBoQHHbcXjuPA448x6bLL8HU6ObZhPeOXLpOKtBBCCKVEm6RFJtJKfZbcXEwOB21HDuM4fQLqd7vprD3B+KVLAcgqKyPgduOsq8VREr4Uv+3oEQiFyJwwYUTb3fLLX0SciTxwehxLg8nEzDU3j2jdcp4nhBBCxM+pDk+ME2mJVKLVuV4iaHMGptNRvjL2690B6re8C8Cuv/y53/Lp11xL0YKFAEy5/AqO6nTs/9cjBP1+cqdNZ+pVV3+web2eWbfcwuFnnmHnfX9CbzJRNH/BiK7BF0IIIYRIlIDHQ3dLS+/v7tZWnCdPYrTZsObkULr8HGpeexVbfj7W3FyObdiAOTOT/BnhGRHthePInTadg2ufYtrVqwgFAhx+7lkK58wd8eyH2ZMmR7j2SYfRZsOWl0fBnLmY7CMrXst5nhBCCCFUkorneomQkOJj1sSJA0dp0IW/tbbl5VO0cBH2MwZeH64VP7pryPvoTSamXnV1vxPRM1lzcpn98U+MqA1CCCGEEMnQWVfL7r880Pv70RdfAGDc/AVUXHsdpSvOI+D1cujptfjdbrLKy5nz8VvRmz4Ys6Ti+hs48tyz7H7wAdDpyJ81m6kfvnLEbaq49rqRBxqCnOcJIYQQQiWpeK6XCAkpPs67/dOJWK0QQgghhFJyJk8ZtCCn0+mYuPJiJq6MPtC8yW7nrBs+mojmCSGEEEKIUVDlXC8uxcf26qMjelz2pMnx2LwQQgghhrBl/nI89fUDlgev74bsCA8Q4rSIEwkOgzUnJ67tEEIIIURkV/70ZRoiTCzTHRjd5HZCxEtcio+7+nQRHTadjhV3/igemxdCCCHEEDz19eS53ANvCIWS3xiRVoYzkWAkK3744zi3RAghhBCRNHR42PrWLwcsn7b0q8lvjBARaDfln3zYEUIIIYRIedNXX6N1E4QQQgghRBqLS/Fx3Pz58ViNEEIIIYRIMT2zTAshhBBCCDEScSk+VlyTuFkPhRBCCCFEagp4PHg62gGwZGVjsFg0bpEQQgghhEg12l12LYQQQggh0lJn7QmqX3qJjuPHCJ0eSken05E1cSKTLr2czNJSjVsohBBCCCFSRUKLj521J2jcuZPu5mYAbPn5FM6bR2bphERuVgghhBBCJEhnTQ27/vJndAYDRYsWYy8sBMDV2Ejjrp3seuB+5n7yU2ROkPM9IYQQQgiRwOJj9bqXObHpjX7LWg9C3TtvM+G885l08SWJ2rQQQgghhEiQ6g3rMGdlMe9Tn8GcmdnvtvILL2Ln/X/i2Pp1zLntkxq1UAghhBBCpBJ9IlbatGf3gMJjXyfeeJ2mPXsSsWkhhBBCCJFAzhMnKF68ZEDhEcDscFC8aAmdJ2o0aJkQQgghhEhFCen5eHLzZgD0RiPjly4LX2atg84TJzj57maCfj8nN79DwezZidi8EEIIIYRIFJ2OUDAY9eZQKAg6XRIbJIQQQgghUllCio/O+pMATLz4EkqXn9O7vGD2HMxZWRx98YXe+wghhBBCiPSRVVbOyXc3UzhvHtac3H63udvaOPnuZrLKJ2rUOiGEEEIIkWoSUnwM+v0A2PLyB9zWs6znPkIIIYQQIn1MvOQSdv35frbfew/5M2dhzQ+f23U3N9Gyfz86vZ6Jl8jY3kIIIYQQIiwhxUdLVhbu1lZq336TrPJyjDYbAP7ubmrffrP3PkIIIYQQIr04xpdQ+dnPU71hHc3v7yfo8wGgN5nInTadiSsvxj5unMatFEIIIYQQqSIhxcfc6RWcfHcz7UeP8u4vfoY1Nw8Ad2tLb4/H3IqzErFpIYQQQoxhQVc3m4onD1huKS6GSzVokCL83d29XyYD2MeNY9aamwkFg/hcLgBMdjs6fULmMhRCCCGEAjxeH4u/98yA5UVZFg1aI+IpIcXHsg9dQNOe3fi6ugj6/bgaT/W73exwUHb+hxKxaSGEEEKMZaEQeS73gMUt9fUaNEYdm392N7kVFYybV0neWTPQG8OnkDq9HrPDoXHrhBBCCDEWBNGx9a1fDli++Jyvg3zBmdYSUnw0OxxUfuZzHH7maVoPH+p3W+606Uy96io5URVCCCGESBMFs2fTsn8/Lfv3Y7BYyJ85i3HzKsmeMgWdzGwthBBCCCEGEbfi46Gnn6Jg7jyyJ01Gp9Nhzc1l9iduxd/dTXdzMwDWvDxMdnu8NimEEEIIIZLgrOs/SsDno2XfXk7t3EnjzipO7XgPs8NBwdx5jJs3D0dJqdbNFEIIIYQQKShuxcf6bduo37YtfBI6ew4Fc+eRVVaG0WYjc8KEeG1GCCGEEEJowGAyUTivksJ5lfi7u2ncvYvGnTupe/st6t5+C1t+PoXzKhk3rxJrXp7WzRVCCCGEECki7pdde51O6ja/Q93md7Dk5FA4Zy4Fc+fiKB4f700JIYQQQggNGG02xi9ZyvglS/F0dNC4s4rGXTs5/spGjr+ykcwJE6j8zOe0bqYQQgghhEgBcSs+TlhxHk179uBubeld5mlr48SmNzix6Q1sBQUUzp1H4Zy52AoK4rVZIYQQQgihIUtWFhNWnEfu9Okc27iBlv376TxxQutmCSGEEEKIFBG34uOkSy5l0iWX4jxZR9Pu3QMKkd1NTb3fhmcUF1M4dx4TVpwXr80LIYQQQogkc7e1ne71uAvXqQYAssrKKJxXqXHLhBBCCCFEqoj7ZdeO8SU4xpd8UIjctYumvXtwt7b23qervp6u+nopPgohhBBCpBlfVxdNe3bTuLOKjpoaAGwFBUy8aCWF8yqx5uZq3EIhhBBCCJFK4l587Ku3EHnpZbQePMihp5/C09GRyE0KIYQQQog4C3i9NO/bS+POnbQdOUwoGMTscFCy/BzGzavEUVKidROFEEIIIUSKSmjx0edy0bxvL027d9FeXU0oGEzk5oQQQgghRAJs/ulPCPr9GMxmCufNY9y8SrInT0Gn12vdNCGEEEIIkeLiXnz0d3fTtG8vTbt30370SMSCo9Fmo2D2nHhvWgghhBBCJEDO1KkUzqsk/6wZ6E0mrZsjhBBCCCHSSNyKjw3vbadp9+7eS3HOZDCbyZ85k4I588idOhWdwRCvTY9ZdpOdkCk0YLnBbkcXGNjTwG62o4tw/8Eeow+F0Ol0w16XHTtAxHZhBiJ8Hom6bbs1asZo64q2fLB2xZpdb7cCoGP4z8tgGWNd10gyjuT50tttEdsV9XmJ4/MVz/042LEaa8ZkHPeDvU5j3Y8jeW3F83nUev/Guq5kHcPxfL60XNdI3tfi+f4xknXF+2+K+MCsm27RuglCCCGEECJNxa34ePCpJwcs0xuN5FZUUDhnHnkVFWPmm/IsqzUp2zn1X6ci33Bn5MVNg60symOiGXRdsRpk21ESxtcg249V1OdlBNuI63M8Ev+V+E0k4zgadBsxZtS8vXHaBgzy2orymJE8jyn7fEVZ10iMaPvxfL60XNedI9mItpLyNyVOsqxW2lwurZshorCcvpzclcB9NCFTT7Y+e8DycrOBbO/A5RMy9JiC0Dl+/IDbyrIMMS0vzQzni3RbeVbk7Y+kXbGuK9pygDJjbBkHy+7Tx/bcR9t2vJ9HIKZ2jWRdsT6PyTpW4nkMR3tMtPaO5Lkf7JiI9fiK5zExknZFe0ys+3ck7VL9dRrr62GwYzjW9+GRPF/JeJ2O5JiI9RiekKGns7NzwPJ46DlvsMiwNAPoVvzorihdcGKz6Qf/GV6hXk/OlKkUzptH/oyZGCyWeKw+pZTn5fGPL31B62YIIYQQIk3d/Nvfc7ylRetmiCiunDqZ5aWlWjdDCCGEEGno7dpanjt8VOtmpJS49XzMnjgpXHCcNRuTfWxfrnS8pYWbf/t7ADrc7oRuy+92s+VX/0N3dzfnf/c/MCap12UqUDk7gLu9jbf+5xec843/hzU7R+vmJJXse7X3/ev/fRc2m40lX/uGUvte5eygTv6eqyek8Jja3qo9CUCD04UnGEjYdoI+H+8/8Ti1tbVc8OV/w2g2J2xbqUbl7ABeZxev/+kPnP/Zz2N2ZGjdnKSSfa/uvvd7vbz6v7+htLSUs669bsxcGTkcKmcHdfJb9AaKHPbe8wjxgbgVH+fe/ql4rSotJOtDg9/tprm5GYA2lwujQjOGq5wdwO3qxuVy0ebqxmpS66RM9r3a+97lcp3Or9a+Vzk7qJNfLrVOD61ud1J6LPjdbt559VUA8htOjdmieyQqZwdwt7dz8OBBsuvrsWZHvoR1rJJ9r/a+P3jwIAcPHsR9zgql9r3K2UGx/A1aNyA1yYXoQgghhBBCCCGEEEKIhJDioxBCCCGEEEIIIYQQIiHidtm1SAy90ciE8z/U+7NKVM4OYLRYyJo4CeMYnLRpKLLvZd/3/KwSlbOD5BdqUvm4Vzk7yN962fey71Xb9ypnB8kv4jjbtRBCCCGEEEIIIYQQQvQll10LIYQQQgghhBBCCCESQoqPQgghhBBCCCGEEEKIhJDioxBCCCGEEEIIIYQQIiGk+CiEIkKhEKGQDPEq1BMMBrVughBCCJFQcp4nVCXneUKkB5lmSBG+ri4a3ttO0949mB2ZTLniw1hzc7VuVlL4XC7aq49CMETWxImYMzO1blJS+d1ufC4XRosFU0aG1s1JOldzE/Xvvkt3UxOzP/4JrZsjEqxp725OvrOZjuPH0RkNnPMf39e6SZo48dabdBw9SlZ5ORPOO1/r5iRVx/HjdNbWYsvNJXvKFAxms9ZNEiLh5DxPzvPkPE/O81Qg53lhcp4n53npSIqPY1jA6+XoSy9yqmoHQa8XAIPVSsa4IoxWq8ati7+eb3v/P3v3HR5Hee7//z2zfVer1apLLpIl9ybb2Bhs08G0QEJJQggQSsg3IQXS4SS/ADlJDsnhpJzUQ3JOCEkIHUINHWNsMDa2JRdcJFmyeu/bd+b3x2oXyZJs2Vaf+3VdvmyPZnefj3a1uveemedRFAWA7vo6Sp95mu66OgBUkwlrcjKzLryY1HnzUNSpe+JvV1UV1Zvfof3gQaLhMKrJhCM9nelnnEX6woUoJtN4D3HUaJEIh996k6ZdJQTb26H3daFaLEQCgSn52j9S28GDNOzcgSszkxlnnY2maahT+PWuaRpVb71J1VtvAmCy2UgpLCTntNMApnz2vvkq33id6rc3oOs6ZrudtoMHqN/+AStv//o4jnJ09H3P9zU1Uvn6a7Tu34+uaSiqiqKq2FPTWPiZa7Gnpo7zaIUYeVLnSZ0ndV671HlS50357FLnSZ03VUjzcYqr/2Ab6Drpi5cw+/KPT9lfyNFgEIj9MgLQolEOv/EG4Z4e0hcuYua551H9zkZa9+/n0Cv/AiB1/nzgoyJ2qgh1dXH4zTfoaWjAmZlF2sJFtJeV0lVdRcWrr2BxufDMmgVMvewAJf/7R7rr6rAlJ5Nz2mkUXnwp7/7kRzhSU6fs6z+up6GBDx/+O4H2NtB1etLTmbZ2Hap56rzVRwIBmkqKcWZn45mZB8SKTi0SAWDBZ68jbd788RzimPC1NBMNBHFPm9ZvW/XGjSTPzGPBZ65FtVg48NSTNO/ZTcv+fVPm+xLx+xMfMM0OB7qm0VRSgr+lheS8PHJPX4vV5WTfo48SbG/n8FtvUHDxpZgdjvEeuhAjTuo8qfOkzpM6T+q8qUfqPKnzpqKp805lQNFgkJZ9+6h9bzO+xkZMNjsLP3sdSTk5AJisVlLnzqOnrg6TzYavsZGu6ipsKSmkFBRO6l/QkUCAxpJi6t57l0B7O4qi4MrKImf1aaQtWEhXTTXdtTWxgnzRYpwZGeRfsB5fUxOBlmbqt21NFKWTUai7m8adO2jeuxdrUhKzLrwQuzd2xEe1Wslduw49GsU9bVqiCN332CPo0Sihzo5JX4x2VVdT9fYGumtqsKemMm3dOryFs1HNZhZee12/S64C7e3ompYoWqbC0eFIMEB7WSnpCxf3266oKorZzIwzz6KppJhIIEBXbQ2emXmTOnckGKD67Q3Ubd1KNBBAMZlQFAXvvHkUfuxyrC4Xnrx8at/dTO2mTfibm2gqKcE9bRrZq1aTlJMzqfP3deCpJ2gsKQFNQ7VaySwqYuZ5F2B1OumqrETXonjnzU0UYBaXC9VkQo9O7vmQeurrqd74Ni3796FFIqgmE86MTGaceRbeuXNx5eRidrrwFhZiT0sDIHP5chp37sDf0pL4+RdiMpE6T+o8qfOkzutL6jyp86TOkzpvMpPm4yTWsu9DDr/5BmGfDwBdi9JRcShRlAKkzp1L674PafhgG407toOioCgKlqQk5l55FZ78WeM1/BMWDQapensDjcU7UYD0RYsJdXXSVV1N+UsvEg2FcKSmJrLGj5Kj6/ibm4gGAnQePkzE78fidI5rlhPRun8fh155mUBrK3o0iqKqpBQUkHPqagDMNhvewsJ+t+mqOozJZsPhTSV90eLB7nZSiAQDlD77LC1796CYTLgyM+mpr2PfI/9g+rozyDvv/MQvYy0SQTWbCXV1okej2FNjv6gmc2FS/c5Gare8R6ijA1SVRdfZ8M6ekyi47F4viz57HfbUVEJdXTTtKqHz0KHYkWNNg0mavf1gKY0lJdi9XvLXX4QtOZl9jz5C2/79VLnfovCSS7GnpmJL9tBRcYiu2hrMdjsNO3ZQ/8EHLLz2OlLnzRvvGCetefdumnfvxpOXT97553Pw6aeo37aNaCjEvKs+icXtRrVYqNqwAWtSMu3lpTTv3k1yXh7pCxeO9/BPWKC9jco3XqO7thZnRgbpi5bQuu9DehrqKX/5X8y2WPrl03snno8Gg7FiVAdLUhK6rk/6D+TCWKTOkzpP6jyp86TOkzpP6jyp86aKyfkOZXDx1exc2dlkrTiF6WeciWdWAarZTGdlBShK7A+QUjgb77x5JOfnM/eqT7LwuutxZucQ8fkpfe5Z/C3N4xvmBER6L73xFhQy+/KPM++qq1lwzbWkLViAyWKlvbQU98w87CleIn4/5f96iea9eyh/6cVEERoNBemprxvPGMdN1zR0TcPscJKUO430RYtIzp+Fxe2m83DloPsf/OfTbLrnB5S/+AK++np6Ghpo2r2baDg8DglOXqC1jUBrK945czntu3dS9IUvsuAz12JxuWjYvh0gcelJ/G+bJwU9GiU5P3+8hn3S4qv4tR08CIArJxfVbE78n96vq2ZzYs4T77x5oOt01VQnvjZRRYKB2N+9c5bFxXOrFgvpixYz7+pP4S0sxJmRwYLPXItiMhFoawXA7vWSUVRE9qmrOeVrd7DiK19j2RdvQzWbKX3un/gmyXvdYCs2xo/mVr+zEV2HBZ+5luQZMyn64m24srNp3r2bUE8PqXPmMv/T15CUk8uBJx+nqaQEs91BR0UF7//nzwj19Ix1nOMy1EqtEX8AR1o6GUuLmHvFVUxft465V16FKzsHBeg8XBk76yUajRWeqkqoq4vm3bvQNY1p69ah9DYphJgMpM6TOk/qPKnzpM6TOk/qPKnzppqJ+y5lULquJ7r5iqqiKMqACbbjf7uysnFlZQNQpb1Fd00N/pYWosFg4lIbm8fD7I9dDoqCxeWKHQ2/zMW+R/5BxO+n5cN9TF+3bqxjDmo42QFsycnMWn9hv9ua7XZCnV2Ajj01FUVVKbj4Yg698jKdFRXse+QfoCgkTZuGNRJBi0Tprq1LnBEwESYlHyx/X/ExumfMwD1jBoqicPjNN6hrasLX2IQejaJaLLH76r2f1HnzsXtTsXtT6aysoHFXCYdefomI309u7yTNEyE79P4y7j1qO9RRa2dGBnOvvApnRkZiW0pBIYrJhGoyEQmFMB+x4lnLh3tjH9J0LfE4E/GoeCQYwGyzD5ohPt7p687A7HIS7upm/1NPfPRhZJA86QsWUmqx4G9uJuL3T8h5UCLBACV//COh7m5Ou/OuIXOnzps34Ii2oqpEg0E8+QWxfc1mpp2+pt8ZEa6sLLxz59J24ABtBw7gPD19DFKdnMFem6rZjBaJoEWjqGYTZrsdLRLBbLWSf8F69jz0Fxp3bmf62jNIKZzN/scexTOrgAXXfAazw0HDzh0cfOpJDr30IvOu/uQ4pBqeoYrGpJycfmd6QWzet0Bba+x5zs6JvWfyUWFb/8E2FLMZV3o6KQWFg96vEONB6jyp80DqPKnzpM4DqfMS26TOkzrPIKT5OMEoitJvhbpAWxsQO9ozmHjx4UjPQDGpaKEQXVVVpPRejqGoKjaPJ7Zvb4Fn83iwuJPQ2tsJdXaMWpbjddzZe998FEUh3NODv7UFPRIhadq02NxA2Tks+PRnCHV3Y7bbsbrdRIJBiv/nD6AHMTvs416QxQtRRVFib6rDWJ0wXqzruo4jLQ1UhWgwQFdNNcm9EzPHc6XNX0Da/AUAZCxZghaN0vLhhzTtKkkUpeMpXoiqZnPsl/Exng/VbE4UpH1vG+rowDt3HmarNVF0xi/H8Tc1gaIkXkcTrSA9VmHWl3fOHCBWcFnsDoIdHYlitq94dltKCsH2djoOV5I2b/64F+TxI7vxo/Nmmx33jBk0fLCNyjdep6m4GIvLSdEXvjjwtn2OFKuqStkLz6NaLHhnz05s71d4934IcaSm0RKJYHMnj0akExZ/jo7cVrN5M4rJxPS1a/vfQFUT+8cn4dYiEbyz54Ci0Lb/ANPXnkHDB9vQNY3MoiLMDgeappG1bDmHXnoxcXbEYI89lvp++O67rb2slJ6GBpJyp5FSUHDU23XX1qD3/vzHC9b477hASwsN2z9Ai0TIWX3apJ73Tkw9UudJnXcsUudJnSd1ntR5UudJnTcVSfNxnBxZjMSFurpo2LGd7poadF2jvbwc1WxmyY0348zKAo44atD7b0d6GtYkN+GebjoqDiWK0r7it+uqOkzX4cOgKHhmDfzBH20jlV1RFNB10HVq390MeuxoeNq8+Yn7NTsciV9Uuq5T9/4WAm2tKCYTaQvGfm6Mwc5uiBei8fxd1VU4s7LJXX0a1qSko96fIyMDqyuJiN9Hx6FDJM+YOeS+oa4uuutqQdewJSePS0F+ZFHUtxDtrqujeuPbRAMB8i+8CFfvc340qtnM/iceBxRmnHnWR/fJEZefaBqpcyfGxPMnU5jFb6+azTjS0ug4XEnr/v1kLi0atOD0zCqkfusWOisqSJs3f9wL8r7PSaCtDVSVxp07AKja8BY2j4eMpcsGzdL3/76mJjoOleOdOw9XVtbg+1us+FqaadixHdVkIqVP8TqWEmd60D+/ajYPOu7K114ha8UpA+5DVVWsSUn4Ghto2fchWcuWo0VjrwWr242vqQmAYHvsw3x7eTlZK05BVVXq3t9CJBAgqXfFxLEqSBNn+fReIhN/z1FUtV9TIe7DRx5B16LMvvzjg95f39tVbXgLRVXJXFqEzevtd1+HN7wV+/2Wn0/6wkWEurrwNTVhcTkTZ5EJMdqkzpM6L/631HlS50mdJ3VenNR5UucZmTQfx8iRRwCOPPoL0Hn4MPsef4xwdxcmqxVFNaGFQmihED0N9TgzM+m9ceI28R9CW7IHR0YGwd4JufsWHN31dXTX1KLrGoHmZpo/3IvV7SZ98RK8c+eOZmxg9LLH79PX1ETd1vdB15l59rkoZnPiDSri99NZWUmou4uehgaa9+zBmpTEzHPPG7NJyONz+PR9U44LdnZSu+VdAq2t+JtbCLTFJhdvKy2leVcJBRdfgnfO3ETWRO748+5JwZGeTmdlBV1VVf2+r2Gfj2BHB4rJhBYO0fDBNsLd3ViTPcw455wxSB7Ttwg78hdwV20Nla++ii0lhZYP9xINhUDXKf6fP5C7Zi35558/5NE7tfe5b96zm9QF83FPnz7ovv7mZlSzmbDPhy15/I+Knkxh1pd75kw6DlfSdvAAmUuL+k803vt3ZlER9dvep728jNJnn6GrpoblX/ryqOQKtLfTsGM7JouF6evOGPD1iN9PxWuv0FRSQjQUwpWdw9wrryL3tNOp2bwJ7+w5LLr+hmE9VvmLL4CuU/ixy4D+BeuHjzycWPXV19QEus7cT35q3I6KDnWmx/4nHqdl7x6W3Pz52GtX04gEAqAoWHtfp4nXc+9zm5yXR/uhcpp37yZr2XJU00fzXfXU1QKQuWxF7KyXkmKC7e2EfT0E2tqwJicz9+pPjV1wBn+vB6jb+j5VGzZgsttYfP3nsCYnEw2HMdttsbM9nK7Bj5r3fqhv+GAbvuZmTBYLOaed3q+wbTt4gJa9e9A1jVBXN5t/9EO03jmmsk9dTeEll477mVBiapI6T+o8qfOkzgOp86TOi5E6T+o8MZA0H8fIkT8E0WCQ/U88jr+lhYwlS5h+xpnUbX0fLRzClZ3N0s9/gc6KQ+x/4nGioRBtpaVkLFk65P2bHQ6ScnJpLy0l1NlBsLMT1WJBURRCHR3UbXmXnsZG0HWsSUlkrVxF7urTUIdx+cfJOtns7WVHz37o5X9hsljwFBQkLlfQNQ1d19GiURpLimNvUrqO1e0md81a0hcvGZWswY4OQt3dWN3uRAHUtxjtrq0h2NGJKysLe2oqgZYWmnfvJtjejmoyMfPc80idP59DL/+LjkOHKH/pJU6ZPWfIy3QsTidJubm0HyrH39ZK2OfD3LvqY1dVFdWb36G7uhotHAZFwZmRSf4F60nKzhn0/k5WV3U1qAru3GmJbX2LsMbindiSkxNnYnRWVtJRWYFeFsE7Zy6Lrr+B1v37KXvxeWreeZuZZ52Jahn68pTSZ/+JYjJReOllAx4r/gu9q6Yak90+JpMQj0lh1vta8s6eQ+1779JdG5tQv9/RVlWl4rXXaN23N/bBrq6Onvp6bB4PgY4O7L2X6I2Eqg1vUf3ORqLBIIrJDOhUvv46eeeey/QzzkzsV/7SCzTt2o07NxfvvPmga2iRCLMuvIiWfR/SUVkBHPtSkfbyMtrLSim49GNYXS4AOg5XYvOkYPd40KMazXv2oJrNpM1fwIyzzu43d9RoqXt/C+UvvsDae37Yb3tPQwOVr79GV3UVjtQ0Zpx1Nt45c8g+dTXNe3Zz8J9Ps/iGG7G63bR8uBfVYkGPxj7IxZ/r+PcjbcFCGnbsoL2sNLE92NlJT0M9Nm8qmqbhzMhg0eduouKVl+msOBSbI2nNWqafdfZRL/U6GZ2Vlex77FFUi5mVd3wjsT3U3U39tq00796FFo2SUlDItNPX4J0zl5rNmwh3dnF4w1sUXHgRvoYGzHYHmhZF16IDGhAQK3JDXV0cfvMNdE1jxjnnYktO7lfANpYUx97vgO66WlzZ2eSeehppCxdiGqX8QoDUeX1JnSd1ntR5UudJnSd1ntR54kjSfBwhuq5T/uILNO0qwexwMO/qT5IU/8Ws6zTv2U3HoUMk5eaSvXJVYl6HcE83rfv3k3XKSnyNDZgsFtIXLo6dPl44m4ylRTQW76Snvi4x78FQzE4HWiRMoM3H1v/6TxRVJWfVqcw89zzmfOIKVIsVR1raiB8NGO3s3XVDZ287eAB/cxMmmw1P/iw+fPQR2ksPophM5J17HtkrV5F/4UXkr79wVC5B0SIRWj78kOp33sbX1BRbpdBuJ2vFKUxbsxZrUhJhn49D/3qRppKS2JFxkwmL05UoyJOycwh1dmKy2Zi2NrZaV+Gll7Ht5/cTaGul/VB5bL6PITjS0lFVExGfj5I/PYBiNpOxeAlZK04hq2gZKfkFuGfOIGVWwYjnjwQDVG3YQMP27UT8PhRVJXlmHgWXXJq4nMbX0syHf/8b/uZmUBRM1tjrcNkXb4sVVps3E+zsYMFnrwNik06bHA52/ekBat7dzIwzzx70sTsOH6a7ppoZZ52NNSmJ6nc20lhSjHf2HGatvzB2RBlYeP0NuHOnjeolCGNZmMWP/rqnT8fqdhPq6qajooKe+npSelcIBGj4YCvRUIjM5SvIPe30ARM5j4SWfR9StfFt7F4vcz5xJY60NJp2lVD5+mtUvPoKgfY2Zl/2cZr37qaxpISknFyW3vqFAfeTUlBI/db3B53XqC8tEuHA009hdrrwNdSz9ef3E2xvByB//YVMX3cGc6+8atQnXa/buhXVbCJjydJ+q27qmkbd+1vIOXU1EDvjY89Df0ELhXBmZtFdV8uH//g70844i7xzziF71ak0bNvKwWeeZtH1N6CaYmcCxc+COfKMCEdaGgUXXcyev/6FLT+9j+yVK+msrESPRplx9tmJObDsHg/zPzk6R787Dx/G19SIMysLd+60xBxmoa7O2NcrK0nOyyPY2cmBJ5+gu6YG1WyKnfmxYwdtpQcpvPQy8s49n4pXX6Z1/z4cqal48mcR6u4CwJWdPeiHSF3Xqd3yXmyeK08KgZYWtv3qFwRaW1HNZhZ/7iamrVlL5rLluLKyj3k5oxDHQ+o8qfOkzpM6T+o8qfOkzpM6T5w4aT6OkFBXF8GODrRwmFA4TNWGt5h71Scx22xEw2Fa931Iy759tJUeJHvlKkwWC6nz5tG8dw899XXYkpMJ9/TELkdQiK12ZTLhSE8HXSfc46O7rg5371wOfYuLnoYGDjz9JD21sdOxVbMZV1Y2GUuXkrV8BWa7PVEk6lrslyDxia9H4CjhaGV3ZmQcNbsWjVK96R0Cra0AlP7zmcRR3+yVK8ksWoaiqomjfyOZPX5aeGNJMYffeAM9GiFt/nyScqehaxqOtLTE2QaNxTvpqKjAkZFB4ccuIxoMceDJx6nf/gGu3FySpk2jrfQguq4TDQRQLRasSUnYUlKIBgL01NUNWpSGurqo2fQO9ds/IBoIABANhXCkp+PKjr0h951TJJ5/sMuCjlf8UpHyF1+gedcunJlZpJ+xDrTY3B99jzxVvPIywc5O5nziCtIWLaJ+61YqXn2F0uefY/bHLsORkU6wo51QRwd2r5dIKIRn5kxQVTorKuHMwcdw8Mkn0CIRqja8ReXrrwGxM0Osbnfs371j8PROzj5axrowAwj5fPgb6gn39BDx9bDr//4EQPaqU5l92eUArP7uXSMftlf8+T/00ovokQiLrv9c7PK23g/CzoxM9v79rzRs387syz5OuMcPmsbcK6/qfz+9xbd37lzqt75P486d5K4+bciivPnDvYQ6Yosn1G/fjt3rJe/89cw486MXyWgXpHv+/lfa9u8HYhOCTzt9DQBJ06ajmi3Uf7AtUZQefu01Ij4fRV/8Eu7cabSXl3Hwmaep2biBvHPOYcZZZxNoaaHt4AF8TU0ovZktva/hI2mRCN45c8i/6GLqt75P1dsbUE0msledSnrv3Gaj+eGretM7VLz8LwBMVisLP3s9nlmzsKWk4MzKItTdTfPePSTn5dFUvJOummpUk4llt30FLRLm0Esv0VlZQeVrr7L087fib22h+u0NVG18m6TcXLRwGB0wDfH6D3V2ULflPaLBIIG2NrqqqzA7nWQtW07O6tNwZcfm+ZHLbcRokDpP6jyp86TOkzpP6jyp86TOEydOmo8jJOL3EWhrxe71xo7WNDZy+I3XKbj4EkxWK95582nZt49oMJhYwcqZlZ344WkrLcWZkUFPfT2dhw/HJpB1OjFZrbH5IVDoqq5KFGbwUWFkTUqKTUS8YCHpixfjSEsfcpwjUZCMVXbVYhkyO8Qu60nOy8Nks5OUk0PG0qU4UtPGJLuiKPiam6h87VW0SIRpa9cx48yzBhS6WjRK7Xvvoms68676JKrFQmvtfiJ+PwBNxcVkrVgRK+IUhY7KClLnzgNiqz/6W1oIdnYOOi+GFgnja2rC5vHgXbmSnFWnYvemDhhrYvLzEcyvqiqtBw/QuHMnKQUFLLz+c4POWxMJhWjbv595V3+K9MWLaSsrI9jZCbpOy549zDznXNzTptNRXk79B9vIP/+CxP2YrFaCvUfZjixSfC2xo+tmp5PkmTPJXnUqqXNGf16rvsarMAOofPUVGj7YhqKquKdPJ2PpUnJPWzMWsYHY899x+DCB9nZcWVkD5ljy5OeTMns2LXv20LJ/H6ollsPf0owzIyORLZ7PnTsN1WKh9r13Y5cJms0E2tuxp6QkVj9UVZWk7BwKLrmE9MVLx+1oZ1Ju7PWqhcMcfuN1Ij4feeedj8XlwpGehq+xEYh9aPQ1N2FLSUlcnpZSUEj2ypVUvvYa3XV1JOXksOj6G9h0790cePIJzE4HZqcTf3MzzkHex+Pfr+lr1pK94pQxn9/ImZGJPS2dQGsL0XCY0uefY9b69XhmFZCcl09zSTFtBw8QPfc8uutqsfT+fMZfHzmrV9N6YD+R+jqiwSAzzzqbppJiwt3dHH7zDaweDxZXEuGe7n5ztcXfw7RIlGnrziAaCJA2fwHJeaP7gVOIvqTOkzpP6jyp86TOi5E6T+o8qfPEiZDm4wgxO5yxSZ9VlcLLPt77y+gDUufOI6WwMHaE1GIBXae9rJT0RYuxJSfjSEsn1N1Fy4d7SV+8BF9DI13VVTQW7yR75So6DpXH5oHRdTorKsg97fTEY8YLIIvLxbQ1axPb9Wg0cdnHWBwZGI/sEJsHJ++c8/ptG8vsZpudcHc3ACn5s1AUZcCk4+HuLrRwmIjfz87/+X2iuLS63XjnziPn1NWoJhNmh4NQVxf127aSMquAnvp6ehoaQNdJyskZNIvdmzpg3pjB8o/WHDjWJDfoOmkLFiYKySNX+PM11KPrOgf/+TT7nngMNA3VYiF5Zh7Zq1djdblImhY7pb9h+wexlR/dbure30I0GEycyXFkceZMS2flHV8fMCYtHAJFHZNV3sa6MFNVNfH3jLPPYWbvPCjjxeH1JlYeHayAds+YScuePbQdOMDMs89BUU1Ub3ybtPkLEvvGz6ZxT59O2sKFNJWUxCaODofx5M9iyU039/uw48zIGJN5fY4mZVY+DdveR3G5sLhcVG14i5Q5c/DMzCOlcDY99fWJ+cCiwSCWJHfieQRwT58BikLD9g9IuvRjAOScupqmXSV019ZgcSXhnjb9mOMYj4nVnRnp2L0paOEwJpuVYHsbB556kmVfuo2UggLqe1dbRFGI+AO970XmRDPCnpqKxelEi0bpqDhExpKl5J1zHtXvbIzNIwY4UtOweVL6PW78PcyRlsbMs84e49RCxEidJ3We1HlS5/UldZ7UeVLnSZ0njo80H0dIV1UVtmQPJpsVi8NB7urTaN67h6q3N6CYTNi9KTgzMvC3ttK6fx/pixZjstmwpXoJtrfRWVFB/gXrCbS2UrN5E4de/heH33gdRVFxeFOJBAOEurqIBoODvhn1Xc5eMZmGnLh6SmbvnXQ8PifFWGW3ut24cnLxNTWy529/xWSLHdU22+3YPCmkLYgdsbGnpNATDGF1J5G//iLc06f3KyaioRDu6dNpLC6m7eBBdvzuN4T9fvRolOS8PDKWFg05Bl3X+x0tH8v8STk5qGYL5S+9RPXGjWjRCCarFYvThTMri1kXXoSu65hssZXNCi6+BPeMGf0mKYfYL2lbSgr+5mZ2/O432DweeurrMTscFFxyyVHHoEUioGtgiq2weLRJy0fDWBdm8b9HciLxE9b7wcvX1EwkFMLamyf+fbA4HKAo+JuasLrdeApm0V5ayoePPMysCy8m1N1F9dtvY3G5cE+fzpyPX4HF5cbf1EjawoVkn7JynAMOzpM/C5PNRtjnY8nNn2fnH37Hnr88yPxrPkPqvHnUbHqHqrc3UHjJpYmJ37traxNFaairG0Xt/zM687zziQaDNGz/AC0SnrBz2Ni9qdhTUvA1NmJNcmN1u+muqWHv3/7GrIsvxmS1omkarfv348zIwNfUhK+pkWBHB2a7nWggiMlmQ4lEE/eZumABkWCQ0n8+DcTeD2XCcDERjXutI3We1HlS50mdN5akzpM6T+o8McKk+XiS4qcJBzs6QFWwJifjzMzEkZFBqKuLQFsbNZs3Mf9Tn8Yzq4DuujraSmMrWAVaW+muqSEaCuFrakRRFPIvWI97+gzqP9iGFgqRvngxPQ0NtO7bh2I2JQqQIymKMiarvPU1YbKrKmOb/CMLPvMZajZvpu3gAfRoFJPVGjsNv7GRjvIysk9djTMrC19zM4rJRPrC2Hwd0WCQum1bCXV1kb5oMa6cXCylpSiKij09A7um4Z0zJ3Zp0lGO7sY/hIyXRTfeSOWrr+JvbsbicqLr0FNfT1d1Fd21tSz/0m1Yk5IItLWRu/q0xO1CXV2UvfgCKYWzyVm5EkdGBoG2NlLnzaenoYG0RYvJv2D9MefEGYsj30cfgDELMwCzzZaYDLq7pprUOXNjl87Ez8RQY2ezpMwuBGD+Jz/Nnr/+hdZ9+2jdvx89GkW1Wsk///zYkX6zmYKLLhrPSMPmyMggWFpKd201K2//Olt/fj8HnnwiNim+203L3j0UXnIpGUVFHH7jDSpefonkvDysLhcN2z8AXYstytDLbLUy5xNXkLpgAWnz5o9jsmNzZGTCwYOEuruZe+WVHHrpJXoaG6l87VVc2TkE2lpp3rubnFWn0lZ6kEBLC9UbNzD78k/ELsXx+THZrImVUFWTiexTTiF55gwgdsmPEBPJhKl1pM4bF1LnSZ0ndZ7UeVLnSZ0nRoY0H09SvBA0WS346uvx1dfzzg++H/uaqoKi0F5eRsOO7WSvXEXVxrfRenrY/ttfo5hMWF0utFAI1Wymu7YWz6xZpM6fT+r8+SiK0nuUeDNaJExSTm6/+RHGm5Gzx9lTvBRecilwKVo4DIBqsVD19gYOv/kGDR9so+j/fZHmPXsItLTwwX//iuS8mXTX1hFsb8PqdpM2fz7O9PTYJUuaTtayZWQsWTq+wYbJMzOPpbd8HoCI35+YBHr3Qw/SXlqKpmkUXHIpex76C+/++N/JKFpGNBSko6ycSDCAJ28mAEk5ubQfPIhqsbDs/31x3PIcLyMXZqrZzLR16yh77lkOvfQiqXPmJo7Y+1qaKX/pBRSTiaxTYsWX2eGg6AtfpHFXCf7mFjKXLsWRNvTcXRNZcl4+7WVlNO7cSfrCxcy54grKX3iBildexpmZSU99PQC5p65GC0c4/MbrfPDLn6NFIuiaRtbyFYlVQuM0TZvwBSnEVig022xEQyE6KyspvOwyyl96ke7qajCZ0KNRuqqqmH/1p5h14UXsf/wxmnbvpmXvXrTeRQpmnntev6P+uq7jSM8Y88aKEMNh5FrHyNnjpM6TOk/qPKnzpM6TOk+MDGk+jpCexkbMDgeKopBSOJv0JUtInjGTuve3UPf+FqrffhtrUhKLrr2OqrffoqeuHsVsImv5CqavOwOLy5W4pMbX0EDFqy/TUx9b5QxFIaWggOlnDLEc3Dgzcva+VIsl8e9oKIRqscROPVcUFn32emq2vEfHoXIadxZjslrwzp3LtLXrSMrOIdDaij3Fi7+1hfbyMtLGYEWzkdZ39bloMISiqnSUl+GdPYfCj11G/Qcf0Lh9O7qu4czMYtbFF5OxeAkAnrw86mx22stiZ0zE5w6Z6IxcmAHkrDqV5l276Kg4xHv/8WMylhYRCQZoP3gQLRJh3ic/idXl6nebzEnygetoUufMpeadjYlJx9MXLsaZkcWO3/0mVpDqOj0NDbiysph59jm4p02nbusWLK4kZpxxJvbUgQsGDDaR/0TkyszCmuzB19RIT0M909asZf4nP03Jn/5IoK0VXdMIhUKE/X5S581n2Rdvo2HHdgLt7STn5ZG5ZOmAlSqlGBWTgZFrHSNn70vqPKnzpM6TOk/qPKnzxImbPL/xJjhfYwOqxUr6woUUXHJp4lKV3NPX0Hn4MD0NDTQWFzP/U58mpTB2dKzv5NJ953OxpaRgTU4m7PPhnTuP7JWrBqwAOJEYOTvECtBASws6YHG76ayspHn3bkwWKzkrV2FP8WJP8TJ/5qfQIhEURRlQbFrdbmwpKfgaG/A1NE6qYjTU00NPbS2u3Fz0aJT6Dz6gp74Oz6xZeGfPQQuHyDl1NVkrV6GFQ4NeYuPKzsHssMdWSGR8Jlk+UUYtzOKW3HwLFa++Quv+fTR8sA1djx01nXn2OaTOm5eYPH0qcWZkYHW7Cba3J4pPZ0YG86/5DPsffQQtEqHj0KHEUW/vnDl458wZ51GPDIvLFZvbramJQGtbbNL1pCQWXHstH/7jYfzNzQD4m5uxJiXhSE8n/4L14zxqIU6ekWsdI2cHqfOkzpM6T+o8qfOkzhMjQVn3wx/p4z2IyU7XdXY/+Gf8zU14585l9mUfBz4qvI5cGQ56J8/WokDvxOGT9IiAkbPH1W19n+qNbxPx+9HCYfTelf6ylq9gxtnnDJhUOJFfp99qhaGuLnRdx+p2T6rvyb7HH6N134eoFgsRnw8UhaTcacz5xBUDLjmAPpOHH7FaYXddHc6srElbwMQLs0BrqyEKsyMN9rM+le1/4nGad+9i2tp15F+wHi0cQrVY8be0TOqzHIajfttWKl97DVSF2Zd9nNS5cwGIBIMAE/LSSSFOhpFrHSNnj5M6T+o8kDpP6jyp86TOEyfLGO8eo0yPRomGwyhmM67snH5HeyH2Jt13lULonTx7CvySMnL2uLQFC4kEg/TU1eFITSV98WJcWdlD7j9UfqvbPZrDHDUzzjwr8e/0RQtJX7j4qPsPVbQk5eSM6LjGWv4F65l5zrnAwIxTvSAF4xSjcWmLFqFFwokj3fEVOKd6QQrgnjmTrFNOQTGZcGVnJRZDkGJUTFVGrnWMnD1O6jyp80DqPKnzpM6TOk+cLDnzUYhREDvqrU25Any4jHZ0VAghhBDGIXWe1HlCCCGOj/zGGEF957QxGiNnj9M1LXbkv7cQNdr3QotEQFVRVVWKUSGEEFOOkWsdI2ePkzpP6jwhhBAnTn5zjCCjFSF9GTl7nKKqTJ4ZfEaeFKJCCCGmMiPXOkbOHid1ntR5QgghTpxUEkIIIYQQQgghhBBCiFEhzUchhBBCCCGEEEIIIcSokOajEEIIIYQQQgghhBBiVEjzUQghhBBCCCGEEEIIMSqk+SiEEEIIIYQQQgghhBgV0nwUQgghhBBCCCGEEEKMCmk+CiGEEEIIIYQQQgghRoU0H4UQQgghhBBCCCGEEKNCmo9CCCGEEEIIIYQQQohRIc1HIYQQQgghhBBCCCHEqJDmoxBCCCGEEEIIIYQQYlRI81EIIYQQQgghhBBCCDEqpPkohBBCCCGEEEIIIYQYFdJ8FEIIIYQQQgghhBBCjArzeA9ACCHGU6CtjW2/+C8yly1n7pVXjfdw+ql843Wq3nqTxTfdTMqsgvEejhBCCCHEhNb89JMApF9xcjVd4NAhfHt3E+3qQo9EcMxfgHvlqpEY4jG1vfIy4cYGMq+7YUweTwghxoI0H4UQQgghhBBCCCDc1ETnpo2Yktw45s4DkwlLRsa4jilUX0/7a6/gXLKUpKJl4zoWIYQ4EdJ8FEKICSp39WlkLFmKzeMZ76EIIYQQQhhCsKYagOS1a7FkZI7zaIQQYmqQ5qMQQkxQFpcLi8s13sMQQgghhDAMze8DQHU4x3kkQggxdUjzUQgxpXVVV1Oz+R06KysJ+3yYHQ5cWVlknbKSjMVLhrydv7mZhu0f0F5eRqC9nWgwiDUpiZTZc5h59jkDzkbUdZ3GnTuo37YVf0sL0VAIi9OJMyOTrBWnkLHko8fqqa+nauMGuqqqCHV1YbLZsHk8ePLyyb/wIlSTCTj6nI++piaq39lIx6FyQl1dmO12HGnpZCxdSs6pq0fwOyiEEEIIMXHouo7/wH78B/YT7epCtdmwzZiJa9nyIW8TOHQIf+kBIq2t6NEopiQ39lmzcC5chNJbd/nLSul6d3PiNi3PPJX4d9onrsSUlESovp5AxSHCTY1oPh+6psXuKy8P56LFifuK69y8iUB5WeL2fQ33Uur4fQD4dpXg21WS+FrK+euxZmcf+5smhBDjTJqPQogpq37bVkqffw5FUUidPx9Hahrhnh66a2uoe3/LUZuPzXv3ULdtK55Zs3DPmIlqMuFrbKRh+we07t/Hsi/ehi05ObF/5WuvUr3xbWxeLxmLl2Cy2Qh1d9FdU0Pznt2J5mNPfT3FD/wBFIXUefOxe71Eg0H8LS3UbX2fvPPOhyMK1yO17t/PvsceQYtE8M6eQ8aSpUQCAXrq66h+Z6M0H4UQQggxZXVv24p//z5UhwPHnLmgqoSqqgg3N4Omgar227/z3U0EyspQnU5sM/NQrFYizU30FO8kVF9HynkXoKgqZm8qziVLCVVXEWlrwzF/AYrFAoBitQLg27ObSGcHlowMTLnT0LUo4cYmekqKCTXUJ+5rJNlmzAAgUF6GJTMLS1ZW4mtHNjSFEGKikuajEGJK8jU2Uvb8c5htNpbc8nlcmVn9vh7s6Djq7TOXLWfamrWo5v5vk22lB9nz14eo2vAWsy+7PLG9fttWrMnJrPjyVzH1Fqhx4Z6exL8bdu5Ai0RY8JnPkrZgQb/9In4/am+RO5RwTw/7n3gMXdNYcuPNeGbNOq5cQgghhBCTVbipEf/+fZiS3HgvvgTVZgNAX7actldfRvP7UftMWeMvKyVQVoZtxkyS165D6VPXdRfvxLerBP+B/TjnL8CSmoolNZXOnh4ibW045y8Y0Nxzn7oaNSkJRVH6be/euQPf7l0ED1diz+9fm50s24yZKBZrrPmYlSULzgghJqWRPSwjhBATRN3W99E1jRlnnT2g8QgccxEXW3LygMYjgHf2HJyZmbSVHhzwNUVVBz3aPdi8japl4H2bHY5jHi1v2LmDaDBI9qpTBzQe4di5hBBCCCEmK39ZKQDOJUsSjUcAxWQiadmKgfvv+xAUBffpa/o1HgFcS5ai2GwEDpUP+/FNbveAxiOAc8FCAEJ1tcO+LyGEMBI581EIMSV1VVUB4J0z94Rur+s6TSXFNOzYTk99PZFAIHYpT68j5/TJWFpE3Zb32P7rX5G+eAme/HzcM2Zittv777d4CbXvvcuH/3iYtIWLSCksJHnmTBypacPLVR3LlTpnzgnlEkIIIYSYrCKtrQBYBzmwbMnMhD6NQT0SIdLWhmKz4/tw76D3p6gq0eO4akSPhPHt20fw8GGiXZ3o4XC/r2s+37DvSwghjESaj0KIKSkSCABg7TMv4/E49K+XqH13M1a3G+/sOVj7nAnZuHMHwfb2fvsXXHwJdm8qDTu2U73xbao3vo2iqnjnzmXWhRfjSIs1F93Tp7P05s9T9fYGWvbuoal4JwCO9HRmnn0OGUuLjjquqP/kcgkhhBBCTFZ6KNbsUx32AV9TVLXf2ZBaKBS7TTDQb5GWE35sTaPt1VeJtDRjSknBlpeParcnGp6+XSXoUe0Y9yKEEMYkzUchxJQUP+Mw1NmJOSPjuG4b6u6m9r13cWZmsfTWL2DuU8gCNO/aNeA2iqoybc0apq1ZQ6i7m87DlTTv2kXznt34GhtZ8ZWvJZqXyTNnsui669EiEbpra2k7eIDaLe+x/4nHsbhcpBTOHnJsJsdHuVxZsrqhEEIIIYxDscbmxtb8AUzu/vNk65qGFgyiOp2xfXvn0TZ7U0m99GMn/djBqioiLc3YCwpJXrO239eiPt/gDc7eEzF1fWBTUg+HTnpMQggxWcicj0KIKcnduzJg28EDx33bQFsb6Dops2cPaDwGOzoItLUe9fbWpCTSFy5i/qevwTOrgEBrK77GhgH7qWYzyTNnknfe+RRecikALfv2HfW+3dNjuVoPDpxzUgghhBBiKjOnpgIQGqSuCjc2gq4n/q9aLJg8KUQ62tGCwZN+7GhXJwC2mTMHeeyB4wFQrLE6UusZeDl2uKVl+A+uJrqYw7+NEEJMINJ8FEJMSTmrTkVRVao2vIWvsXHA14+2KrQ9JQWAzspK9D7zPEaDQUr/+Uy/bQBaJEJnZeWA+9GiUSJ+P0BiFevOw4eJHjE/EECou6fffkPJWrYck81G/db36ag4dFy5hBBCCCEmM3tB7OoQ365d/RqKejRK987tA/Z3LlgAmkbnu5sTl2H3pQWDw24Cxle+DjX0bzRGu7ro3jHwsQEsvdPu+Ev7HwyPtLXFFsMZJjXexPT1DPs2Qggxkchl10KIKcmZmUnhxy6j9Lln2fH735I2fwH2tDQiPh9dNTWYbTaW3HzLoLe1ut2kL1lC865d7Pjdb0mZPZtoIEB7WSmq2YIrO4ee+rrE/lo4TMn//hF7ahpJubnYUlLQIhHay0rxNzWROn8+zoxMAKrf2UjHoXKSZ+Zh93oxWa30NDbSVnoQs8NB9sqVR81lcbmYd/Wn2PfoP9j15//DO2curqwsosEgPQ31BDs6WPWNb43cN1IIIYQQYoKwZmbimDcf//59tD7/LLaZeaCqhKqqUKxWVIej3/6O2XOItLbiP7Cflmeewpqbi8nlQguGiHZ3E25swF44O9EkPBrb9OmY3G78H+4l0t6GxZtKtKeHUE011mnTCfYMbAzaZszE5HYTrKigzefDkpZO1NdDsKoK24wZBAc5eD0YU3IyqtNJoKICFBWTKwkUsM8qSDRFhRBiIpPmoxBiyspeuQpnZhY1m9+ho+IQLfs+xOJ04szKJvuUU4562zkfvwK7N5Xm3buoe38LFqeTtPkLmHnueXz4yMP99lWtVvIvuJCOQ+V0VR2mZd+HmKxWHKmpFF52OVnLVyT2zTn1VMwOO13V1XQejp1ZaUv2kLPqVKatXYs9xXvMXKnz5lH0xS9RvXEjHeVltJeVYrbbcaRnMOPMs07smyWEEEIIMQkkrVyFKTkZ//79+A8eQLXZsM2YiWvZclpfeG7A/u5TV2PNnYb/4H5CdfXo4RCq1YrqcuFcuAj7rIJhPa5itpBy/nq6d2wn3FBPuLERU1ISziVLcS5YSFNlxcDbmEyx22zfRqiujnBLC2ZPCsnrzkC12obdfFRUFc+ZZ9O9czvBw5WJVbYtGZnSfBRCTArKuh/+SCaOEEIIIYQQQgghhBBCjDiZ81EIIYQQQgghhBBCCDEqpPkohBBCCCGEEEIIIYQYFdJ8FEIIIYQQQgghhBBCjAppPgohhBBCCCGEEEIIIUaFrHZ9AjRNI+LzAaBaLCiKMs4jEkIIIcREp+s6Wu8KpWanE1WVY8ATkdR5QgghhDheUucdnTQfT0DE5+P9n9033sMQQgghxCR16nfuxJqUNN7DEIOQOk8IIYQQJ0PqvIGkFSuEEEIIIYQQQgghhBgVcubjCVAtlsS/GxoacLlco/ZY0WiU/fv3M2/ePEwm06g9zkRk5Oxg7PxGzg6S38j5jZwdpn7+np4esrKygP61hJhY+j437+04gNPpHLXHUhSYlZvCodp2dH3UHmZCMnJ2MHZ+I2cHyW/k/EbODlM/v8/n47TlcwGp8wYjzccT0HfuH5fLNerNR1VVcblcU/KD2NEYOTsYO7+Rs4PkN3J+I2cHY+WXeQQnrr7PjdPpxOkcvTpPUWK1pNMZnpIfxI7GyNnB2PmNnB0kv5HzGzk7GCu/1HkDyWXXQgghhBBCCCGEEEKIUSHNRyGEEEIIIYQQQgghxKiQ5uMEp6oqs2fPNuQy7UbODsbOb+TsIPmNnN/I2UHyCyGEEEIIMRXJnI8TnKIoeDye8R7GuDBydjB2fiNnB8lv5PxGzg6SXwghhBBCiKlITi2Y4KLRKDt27CAajY73UMackbODsfMbOTtIfiPnN3J2kPxCCCGEEEJMRdJ8nAQ0TRvvIYwbI2cHY+c3cnaQ/EbOb+TsIPmFEEIIIYSYaqT5KIQQQgghhBBCCCGEGBXSfBRCCCGEEEIIIYQQQowKaT5OcKqqsnDhQkOu/Gnk7GDs/EbODpLfyPmNnB0kvxBCCCGEEFORVPeTgNVqHe8hjBsjZwdj5zdydpD8Rs5v5Owg+YUQQgghhJhqpPk4wWmaxs6dOw05Ab+Rs4Ox8xs5O0h+I+c3cnaQ/EIIIYQQQkxF0nwUQgghhBBCCCGEEEKMCmk+CiGEEEIIIYQQQgghRoV5vAcghBBCCCGGFg0Gqd70Dl3V1XTXVBPx+5lzxZVkLV/Rb7/6bVtpLC7G39xEJBDA6nbjmTWLmWefi93rHXC/9R9so2bTJgLtbdiSPeSedhq5p50+VrEGpYXD+PbuIdLcTLilGT0Uwn36GhyFs/vt5z94gMChQ0Q6O9BDIVSHE2tWFq6lRZiSkgbcr7/0IL69e4l2d2FyuXDMm49z/oKxiiWEEEIIYWjSfJzgVFVl2bJlhlz508jZwdj5jZwdJL+R8xs5O0j+oYR9PqreehObx4MrK5uOikOD7tddV4fd6yV1/nzMDgfBtjbqP9hG6/79LL/tK9iSkxP71m19n7LnniVt4SKmrVlDR2Ul5S++gBYOM/2MM8cq2gB6MIhvVwmqy4XZ6yXc0DDofpG2VkxJSdimT0exWol2dxMoPUiwpprUSy/D5HQm9vUfOEDX++9hmzkT54IFhBsb6d62FT0axbVo8VhFE0IIIYQwLGk+TgKhUAi73T7ewxgXRs4Oxs5v5Owg+Y2c38jZQfIPxup2c+q3v4vV7aarpobi//n9oPvNvuzyAdvSFixg5x9+T+POHcw48ywAouEwla+/hnfuPBZc8xkAsleuAl3n8Ia3yF65CrPDMXqBjkJ1OEi76pOYHA7CLc20vfTioPu5Tz1twDbbjJm0vfQCgfIyXIuXAKBHInQX78A6bRqeM88GwDFnLrqu49tVgmP2HFSbbdTyCCGEEEIImfNxwtM0jb179xpy5U8jZwdj5zdydpD8Rs5v5Owg+Yeims1Y3e4Tuq0tJXa5dTQQSGzrOFROxOcj59RT++2bc+pqtFCI1gP7T3ywJ0kxmTCdYOPTlOQCQA+HEttCDfXowSCOufP67eucNx89EiFUU3PigxVCCCGEEMMiZz6epGg0SjQaBUBRFFRVRdM0dF1P7BPfHt/vWNtVVUVRlH73HY1GE5ehHfmhbKjtJpMJXdcH3X7kGIfaPhqZhjN2VVUTj9f3NpM902Dbh8oUd+T9T+ZMw32e+j7+VMnUd4zHyhT/W9M0TCbTlMh0rO3yvifve31N1fe9vo8RCQTQ++yrms2o5pEpy8I+H7qmEezooOqtNwHwFBQmvt5TVwdAUu60frdLys0FRaG7ro7MomUjMpbRpgUDoOtEe3roKSkBwJqdk/h6pLUVAEtaWr/bmVNTQVEIt7Vip2DI+1eU2J/REr/v0XyMicrI2cHY+Y2cHSS/kfMbOTtM/fxTNddIkebjSSopKcHRe4Q+LS2N/Px8Dh8+TEtLS2KfnJwccnNzKS8vp7OzM7E9Ly+P9PR09u3bR6DPGQmzZ8/G4/FQUlKS+BCza9cuFi5ciNVqZefOnf3GsGzZMkKhEHv37k1sU1WV5cuX09nZSWlpaWK73W5n0aJFtLa2UllZmdienJzMnDlzqK+vp673Q8loZwKOmil++127dk2ZTMfzPM2fP79f/qmQ6Xiep7iplOl4n6e2tjYyMzOnVCZ535P3PSO/7/n9/sTXtt7/s373O+Psc8g79zxGwvv3/ww9EgHA7HRScMmleGd/tGBLqKsLVBXrEQuzqGYzFqeTUFcnk0Xzk09A7/Om2GwkrVyFNSc38XXN7wdFQbX3P5tSMZlQrDY0n++o9z8rNwWXyzXyAx/kcYzKyNnB2PmNnB0kv5HzGzk7TN38PT2W8R7ChKas++GP9GPvJvqKhkK8+6MfAtDR0ZEoSkfrDKDdu3ezePFiLJbYi9koZwBFo1FKSkpYvHgxJpNpSmQabPvRzgAqLi7ul3+yZzqeMx93795NUVERiqJMiUx9xzicMx93797NkiVLsFgsUyLTsbbL+56878VN5fe9np4ePB4PAKu+9R1MVutH9zvMMx/jcz4Ottp1XHt5OVokgr+picaSnaQvWpyY7xHg4DNP0bRrF2v+v7sH3Hbrf/0nrpxcFl772WOOZbTF53wcbLXruFB9PXo0SrSjg8Chcmx5eYn5HgE6391MoOIQmZ8ZmKf5qScwp6aRcvY5/bb3rfN2HajG6Ry95qOixD6EHaptRzdYRW7k7GDs/EbODpLfyPmNnB2mfn6fr4clc6cDcPr3f9CvzhNy5uNJM5lM/T4gwUcfTAbb93i3m0wmVqxYMez9j6QoyqDbhxrj8W4/kUzD3W42mwdkh8mdaajtQ2UaLD9M7kzDGftgr/vRGOPxbh+r196R+adCpuPZLu978r43mMmcKT7Gvl8z2+2jVpSmFPReRjx3LqkL5rPjN7/GZLORuzq2SItqtqAd0WyN0yIRVMvkKQ+t2dmxf0ybhnXGDFqffxbFYsE5L3YWrWIyJc6MPJIe1WJfPwpdZ0w+II3V40xERs4Oxs5v5Owg+Y2c38jZYermn4qZRpIsODPB6bpOR0fHgDNbjMDI2cHY+Y2cHSS/kfMbOTtI/tHgSE3DlZNDU3FxYpvV7QZNI9Td3W9fLRIh7PNhdSeP9TBHhNntxuxNJXCoPLFNdThA19EC/n776tEoeiiI6nSO9TCFEEIIIQxHmo8TnKZplJaWGnLlTyNnB2PnN3J2kPxGzm/k7CD5R4sWjhAJfjTPpat3QZbu2v4rPXfX1oKukxQ/m3AyikbQw+HEf83eVADCfeYFBYi0toCuY/Z6x3R4QgghhBBGJM1HIYQQQohJTo9Gifj9A7Z3VVfT09jQb2VrT0EBZoeDuvff77dv3dYtqBYL3rnzRn28J0PXNLRgcMD2cHMzkfZ2LKkfrWxtzc5GsVrxHzjQb1/fgQNgMmObNn3UxyuEEEIIYXSTZ1IfIYQQYhCBQID77ruPO++8E7vdPt7DEWJU1G55j4jfH1upGmjdv49gRwcAuaedDrrO+//1n2QsXowzIwvVasHX0EDDju2YbTZmnn124r5MFgt5551P2fPP8eGj/8A7ew6dlRU0FReTd975WMb5UmTf/n3ooRCaP7YSdai6OrEqtaN3LseWp5/ElpeP2ZOCYjYTaW/DX1YWm+9xydLEfSlmM66iZXRvfZ+Otzdgzckl3NRA8FA5rmXLUW22sQ8ohBBi2IKBAH/43S/54m13YJM6T4hJS5qPk4CRP0wbOTsYO7+Rs4PkP578gUCAe++9lzvuuGNKfN+mQoaTYfT8Q6nZ9A7B9vbE/1v27qVl714AMouWYXW7yV5xCu2HDtG8Zw9aJILV7SZjyVJmnHU29iMuL845dTWKqlKzeROt+/Zh83iYddEl5J5++ljGGpRv7x60np7E/4NVhwlWHQbAPqsA1eHAPnsO4fp6gocr0aPR2Lb8fFxLlmJKSup3f85581FUFd+HewlWV2Fyukg6ZSWO+QvGNJcQQojjFwwG+fUvfspNt3xJmo9CTGLSfJzgTCYTixYtGu9hjAsjZwdj5zdydpD8Rs5v5Owg+Y9m1Te+dcx9Ci659LjuM3vlKrJXrjrRIY2a9CuuOuY+7uMct2POXBxz5p7okIQQQgghxEmQOR8nOE3TaG5uNuTk+0bODsbOb+TsIPmNnN/I2UHyCyGEEEIIMRVJ83GC03WdyspKdF0f76GMOSNnB2PnN3J2kPxGzm/k7CD5hRBCCCGEmIqk+SiEEEIIIYQQQgghhBgV0nwUQggxZQUCAe655x4CgcB4D0UIIYQQQoygYCDAr35+H0Gp84SY8KT5OAkkJyeP9xDGjZGzg7HzGzk7SP7jye/z+QDo6OhI/Du+vaGhgXvvvZfW1tYRH+Nokefe2PmFEEII8RF/IFbbdXV24Pd/VOf5/T6amxr59S9+SntH23gNTwgxTNJ8nOBMJhNz5szBZDKN91DGnJGzg7HzGzk7SP7jye/z+SgoKAAgPz+ftLQ0fD4fPp+PtLQ08vPzASgoKOjXmJyoZ0TKc2/s/EIIIYT4iN/v45y1ywE4a00RK5cW4vf78Pt9rFxayFlrigA4Z+3yfo1JOSNSiIlHmo8TnKZp1NbWGnLlTyNnB2PnN3J2kPzHkz8UChEMBqmoqKCiooJAIEAoFCIUChEIBBLbg8EgoVAocbtAIMC999474ZqP8twbO78QQgghPhIOhQkFg5SWlVNaVk4wECAcChMOhQkGAontoWCQcCicuF0wGOTXv/gpwWBwHEcvhOhLmo8TnK7r1NXVGXLlTyNnB2PnN3J2kPwnkt/j8eDxeIa9faKS597Y+YUQQggx0FSp84QwMmk+CiGEEEIIIYQQQgghRoU0H4UQQgghhBBCCCGEEKNCmo8TnKIopKWloSjKeA9lzBk5Oxg7v5Gzg+Q3cn4jZwfJL4QQQgghxFQkzccJTlVV8vPzUVXjPVVGzg7Gzm/k7CD5RzJ/R0cHHR0dIzCqsREKhXjwwQf7LY5jJEZ/7QshhBBi+CZbnRcMBLjnnntkFW5hSFLdT3CaplFRUWHIlT+NnB2Mnd/I2UHyj0R+q9WK3W4nPz+f/Px8bDYbVqt1BEc58nw+H3V1ddx7773U1dXh8/nGe0hjzuivfSGEEEIcm8VqwWa3M7uwgNmFBVhtNixWy3gP66j8fh/NTY3ce++9NDc14vcbr84TxibNxwlO13VaWloMufKnkbODsfMbOTtI/pHI73Q6aWlpoaKiAoDy8nKcTucIjXDk+Xw+0tLSKCgoAKCgoIC0tDTDNSCN/toXQgghxLE5HE62lZSxYXMxAG9u2oHDMXHrPL/fx8qlhZx5ehEAZ55exMqlhdKAFIZiHu8BCCGEECdrsEtunE4nWVlZ3H333aSmpo7DqIYvFAoRCAQ4dOgQTqcTn8/HrFmzCIVCE7ppKoQQQggx2gar8xwOJ+kZmXz1698lxeMdh1ENXzgUJhgIUFpWTlqql5bWNmYXFhAOhXE4xnt0QowNaT4KIYSYtKxWKzabjfz8fADsdnu/y6vtdjv33HPP+AzuBHg8HlwuFxbLxL50SAghhBBitFmsFqw2G7MLY1eG2Oz2fpdX2+x2bv/GneM1vOPm8XhISUkhEpXpZYTxyGXXE5yiKOTk5Bhy5U8jZwdj5zdydpD8x5Pf6XRSXl4OQEVFBS0tLZP+TEGTyTTeQxg3Rn/tCyGEEOIjDoeTNzftAGDD5mK2lZRN6MurhRBDk+bjBKeqKrm5uYZc+dPI2cHY+Y2cHST/8eaPNxs9Hs+kbzwqioLJZBr15lugd7XFwARbbdHor30hhBBC9Oewx2o7d7JHGo/DFAwE+NXP75NVtcWEItX9BBeNRjl48CDRaHS8hzLmjJwdjJ3fyNlB8hs5v67rRCKRUV9wJRAIcO+990645qORn3shhBBCiJEQDAb59S9+SjAYHO+hCJEgzcdJoLOzc7yHMG6MnB2Mnd/I2UHyj2Z+n8+XmLi8o6Njwq0orWnGngfI6K99IYQQQpw4v99HV2eszuvq7JAVpYWYIGTBGSGEEIbh8/nwer2EQiEA8vPzsVqttLW1TfpLtoUQQgghjMzv97Fi8SzCvXXeWWuKsFitbN99SC7ZFmKcSfNRCCGEYYRCIUKhEBkZGaiqiqZpNDU1EQqFpPkohBBCCDGJhUNhwqEQaWkZKIqCruu0tDQRDoVxOMZ7dEIYm1x2PcEpikJeXp4hV/40cnYwdn4jZwfJPxb5VVVN/JlIOjo66OrqSlwWfjIm6qIyR2P0174QQgghTp6iKKiqOuHqiY6ODtrb20ekzpNFZcRkM7E+dYkBVFUlPT19wn1AHgtGzg7Gzm/k7CD5jZjfarVit9uZNWsW6enpzJo1C7vdjtVqPeH7nKiLyhyNEZ97IYQQQkxtFqsFm93O7MICvF4vswsLsNntWKyWE75PWVRGTDZS3U9w0WiUPXv2GHLlTyNnB2PnN3J2kPxGzO90OmlpaaGsrAyAsrIyWlpaTvhS8Im+qM5QjPjcCyGEEGJqczicbCsp4+13iwF4+91itpWUndQ8lP5ArLaTRXXEZCHNx0lgMp21MtKMnB2Mnd/I2UHyGzG/0+nE4/EA4PF4TqrxmJaWRn5+PhBbVCctLW1YDciJcKm2EZ97IYQQQkxtDocTd3KsznMne06u8ej3cc7a5UBsUZ2VSwuH1YCUS7XFeJLmoxBCiEnNbrdz9913Y7fbx3soE0IoFCIQCFBRUUFbWxsVFRUEAoHECt9HMxkv1RZCCCHE1GWz2fjq17+LzWYb76FMGOFQmFAwSGlZOaVl5QQDAcKh8DFvJ5dqi/EkzUchhBCTmt1u55577hm35uNEOFtwMB6Ph5SUlMTZlEIIIYQQk43Nbuf2b9yJbZzqvIl8tqDH45E6T0wa0nyc4FRVZfbs2YacfN/I2cHY+Y2cHST/ZMt/ImcLDtWwjGeeLNlH2mR77oUQQggxtZ3I2YITuWEpxHiR6n6CUxQFj8eDoijjPZQxZ+TsYOz8Rs4Okn8y5T+RhV18Ph8NDQ3ce++9tLa29vtaPPNoZu875uEuRDNWZ3dOpudeCCGEEFOb3++jqzNWMw13YRe/30dzUyO//sVPaW5qHPPFYPqOOb4ozbFIs1SMBWk+TnDRaJQdO3YYcuVPI2cHY+c3cnaQ/KOZX9f1EbuvE1nY5cjbFBQU9Ns/nnm0nnufz4fX6+035vjjH62ROlZzQRr9tS+EEEKIE6ejg6LE/pwkv9/HyqWFnLWmCBjewi4ncpuR5Pf7WLF41kePf3pR4rGP1kiVuSDFWDCP9wDEsWmaNt5DGDdGzg7Gzm/k7CD5RyL/66+/zpe+9CV6enr6bc/NzQVijUhFUbBYLCfUlOy7sIvH46Gjo4P8/HxCodCQK1X3vQ0wYP9NmzaRlJREcXExZ555JmbzyP6aDoVChEIhMjIyAGhqakosRJOWlpZoLubn52O322lpaTnhVbdPlNFf+0IIIYQ4tjI9yH9rjfTQp25IgrMP7QAg3NRC5xsbCT/+DBrHX+eFQ2GCgQClZeWJOm92YQHhUBiH48RuU65GmHnbLZSqEZboOuYRvtIjHAoTDoVIS4vVeS0tTb0L0cSaovEzG89aU4TNbmdbSdlJrbotxPGQ5qMQQogpp7W1lW984xsDGo99KYqCoihkZGRw8cUX8/GPf5zLL7+chQsXHtdlv/GFXY7HYJODHz58mK9+9askJydz/fXXk5yczJo1azjjjDM444wzKCgoGLHLkY+cU/FEGqlCCCGEEOMhqGv8SWvu33g8giUjjbRPf4K0T3+CH2mdrNI0VikuZmEdkzrvyNt061H+aO+m4Dtf5bd0Y9N6mIudhUrsTy6WEavzjryfE2mkCjHSpPkohBBiyvne975Hc3MzM2fO5K9//StmsxlFUejq6mLZsmWkp6f3a8BVVVXxm9/8ht/85jfMmDGDmTNnkpWVRXZ2NpmZmWRlZZGTk8OyZcuwWCyjMub/+q//IhKJEI1GcblcdHZ28q9//Yt//etfAMyYMYOvfe1rXHPNNcNakKXvJdTDdSIFthBCCCHEWHpKb6eJCEmofFPNwoaCAnR3dXHZhWfg9abhWrIA9/ln4l67inabjVf1Ll7Vu/BiIhMzKYoJD2ZSMMX+KCZmYcMySvNOv6R3ElAg3N5BksdDUNHZhZ9duh908GBivZLM+Yob0zDHcDw1HkidJ8aXNB8nOFVVWbhwoSFX/jRydjB2fiNnB2PkDwQC3Hfffdx5553Y7fZ+XzvZ/C+88ALPPvssEGvozZ49O/G19vb2fvMJappGY2MjDzzwAK+//jqbNm2iqqqKqqqqQe974cKFPPDAA8yaNeuExjaU/fv38+STTwLQ1tbGzp07KS0tZePGjWzcuJGSkhKqqqr49re/zWOPPcZPf/pT5s2bN+h9Wa1W7HY7hYWFmEwmQqEQdrsdq9WauMR6ojLCa18IIYSY6oKBAH/43S/54m13YDuizjtZB/QAr+tdAHxWSWWGYk18zaabCFTXEg5E6Gxoov2Vt2gL9PD7bTvYbdfZg582orQRZcCV2DpkYOY2NaPffY6EdkXjjd4xH/z/fsKL9/2BJredvXqAvXqAQwTpIMrjehvval3cYEqnQLENeX8WqwX3zBmc8pmr6d79ITa7HYvV0nuJtRATkzQfJwGrdWTf/CYTI2cHY+c3cnaY+vnjC5jccccdA5qPcOL5W1tb+bd/+zcAbrrpJtasWXPM2+i6ztVXX83nP/95mpub2b59Ow0NDYk/9fX1NDY2Ulpayt69e7n44ov55S9/yWmnnXbMjEM1WI/0n//5n+i6ztq1a5k/fz4ej4d169axbt067rrrLioqKli6dCmpqals3bqV9evX86UvfYnbb78dR5/rZfx+Py+++CIXX3wxW7ZsAWLfyxUrVvDAAw9QVFR0zO/HeJvqr30hhBBiqosvYHLTLV8a0eZjUNf4s9YCwCk4WaW6jnmbaHcPKyNWzjV58OkapQRo16O0E6WDaOLfDYRpIsJPtHquU1JZcqyxHEeD9TVrgDA603UzZ644DafNzhwl9ufjgF/XeM3fxFORVqpdTv5Dq+ccxc0nlBScykcHZMO6TjE+3rF2s3LDc+gKqDrk62ZeNoWYGY2g2qSOEhOTNB8nOE3T2LlzJ8uWLcNkMo33cMaUkbODsfMbOTtM/fxHrqpstVr7zSt4Mvnjl1vn5eUlmpCDiS9qcuTiJunp6axfv37Q2xw6dIgvfOEL7N27l1tuuYWbbrrpqGM5VoM1rqSkhJdeegmAO++8E13XBzTgUlJS6OrqYsOGDfz4xz/m3Xff5de//jXPPvss//Ef/0FSUhKPPvoo//znP+nu7k7czul04vP5eO+993jvvfcAyM7ORlGUCbmwy1R/7QshhBBG4A/EVlLu6uzAYrWM2KImfS+3/qyaOuR+uq6jadqABQWdispSnDDIVc3teoT/0Zo5SJA/6y2stllRbUOffTjcBqt95nTeM8euPLnS5OWKe+6hvKadvkNzKCpnhe3cuf5KPv/2a+wxR3hD7+ID3cdnVC9ZWHhH7+Y9veejeS4VsKEQVHTKlQjlegc4YG3x2/iL99L6xHM0P/70kOMSYqxJ81EIIcSY8fl8o7aq8pGXWw92f1arFavVSlNT04BtxzJr1iyeffZZvve97/Hoo4/y5z//mbS0NJqamgadP8fnixXegzVY+87R86tf/QqASy65hKKiInbu3HnUMTz++OM8/vjj/PCHP6SyspJrr7223z6ZmZlcffXVfOpTn6KgoIA9e/bwzjvvsGnTJrZs2YLf7wfAZDLh9Xo5fPgwM2fOPGZ+MX6iwSDVm96hq7qa7ppqIn4/c664kqzlKxL76JpGY/FOWvbupbuulojfj93rJX3xEqavXYd6xFyl7/zg+4M+Vt75FzDjzLNGNc/RaOEwvr17iDQ3E25pRg+FcJ++BkfhR9Mn6LpOoLyM4OHDRNpa0YIhTElJ2PPzcS5chHJE47rxbw8N+liuZctxLT7WuS1CCCGOh9/v45y1y4GRXVW57+XW16mpJCsDD1JarBYsVistLU19tlmxWI89X3eKYuabahZP6+28rHeyxRJi+ZMP0qBFSBlk/6M1WPseZJ/1jdvQFJiNjaXK0Vd3CdbWc0sgibJkCw9rrbQR5Q9ac799nKicprhYpyQxHQu1hNmnB/hQD7Bf9xOw20lavYKk1Stwf+IiatUouZoc0BXjT5qPQgghxsxorarc0tLCXXfdBcDNN9/M6aefPuh+TqeTtrY2mpqayM/Pp6KigoyMjGE/tsPh4Oc//zmnnnpq4szKq6++mj/84Q8sWLAgsZ/P56OgoADo32CNz8eYn58PgMvl4r333kNVVb797W8PawyKovCpT32K888/nx/96Ec8+uijmM1mLrjgAj796U9zzjnnYDZ/9Ot96dKlLF26lNtuu4329namTZuWaIY6HA4uv/xybrzxxkFXWGxububll1/mxRdfJDU1lZ07d3L22WcPa5xi5IR9PqreehObx4MrK5uOikMD9tHCYQ4+/RTu6TPIWXUqFpeLzqoqDr/5Bh3l5Sy+6eYBz3FKYSGZy5b32+bKyRnVLMeiB4P4dpWgulyYvV7CDQ0D94lE6Hp3M+b0dBxz5qLa7YSbm+gpKSZUX0fK+esHZLXk5OCYVdhvmzl16LNmhBBCnJhwKEwoGKS0rBxgRFZV7nu59UrFyUpl8MutHQ4n23cforW5mbPWFLFhczGp6enDbnyaFYVPKl4KdRv/F22CxQv4rq+e7zqsLOiz31ANVovVgs1uZ3ZhrAZ0zZ/DyhcfBeBKNWXYq1kvV5wsUO08o7cnGq6LsLNWSWKZ4uy3KM50rExXrJxPMt3+Hs659mOkXbqeadd/Cu/a1fyX3sWasBWzJ3nA4/Sg8aHWwzZbD0v/+gf2mcKcOqwRCnH8pPkohBBizI30anvf+973aGlpIT8/P9GEHIrT6SQrK4u7776brKysY87HOJhrrrmGvLw8PvGJT9Dc3Mw111zDT37yk8TXQ6EQwWCQ4uJiAIqKigiFQqSkpNDS0pJofq5Zs4Y9e/Zw1VVXMXfu3H6L4RxLamoqP//5z/nOd76D1WoldRiNlJSUFJqammhqamLOnDmce+657Nq1iz/+8Y9kZmby3HPPsXz5cp5//nnS09M566yPzoCz2+3ccMMNfP3rX+erX/1qvwanGF1Wt5tTv/1drG43XTU1FP/P7wfso5hMLP38F0jucxZr9spV2FNSehuQZaT0OXsQwJGWTmbRstEe/nFRHQ7SrvokJoeDcEszbS+9OGAfRVXxXngRlozMxDbHnLmYXEn0lBQTrq/DmpPb7zZmdzL23gMCQgghRp/H4xmx+3qy93JrNyqfVY5e7zgcTtIzMvnq179LekbmCc05uUJx4vG5+d7hbbBgHne3VHKj9tH9xBusH2zfAcApK5YTDoVJ9njYVlKWaH5e98zj7FdhMXbmKsc3Druico2SyiW6Bx3wDHKm55GSHC7efvgFWpubufiiK7j2xacptepssoZY/dazvBzuYnXYzoZQJ8se/V9+4OqMXf5tgdQzTuMBeijXVK5SvKO26rcwLllOcoJTVZVly5YZcuVPI2cHY+c3cnaQ/Meb//nnn+e5554Dhr7c+kh2u5177rnnhBqPcUVFRXR1dREIBIhEInz729/G7XYnLuO22WwUFRVRVFSUWG0aYs1Pj8eD3W5nz549WCwWvvnNbwIn9txnZ2cPq/EYF3/8cDjMww8/zH//93+TkZGByWTizjvv5MILL+TXv/51YryFhYXceOONBAIBotEo999/P1dfffWQK4KfjPF87QcCAe65557ElAATiWo2Y3W7j7lP8iCXz6ctXAiAr89UA31Fw2G08MRZHVMxmTAd4/QYxWTq13iMs82I5Y/0mdagLz0SQT+OBr8QQojxt18PJFaK/qyainsYTTib3c7t37jzpBa7ybXY2fOZL9D43L/Qgf/Dx7RPX9F7abcFq83GKSuWc8qK5YnVpiHW/HQne0heUcT+3oe/Qk054XEkK6ZhNR7j4o/vKy3nS6FkvqxmkKapWLwp/CnYzq0NB/lbqIOU1aegK5CGiXUhKw3PxA72vaZ38WOtjlo9dMJjnqiCgQC/+vl9BCdgrWcExvxkO8mEQlPvB3+4jJwdjJ3fyNlB8g83fzgc5t577wXglltuOeYK1CPJ6XTS3NzMu+++SyAQQFEUUlNTeffdd3E6nZSXxy43qqioGDCnZTQaxd3bTLr++uuZMWNG4mtj+dyrqspVV13Fq6++it/vR9d1dF0nGAzS09PDq6++yttvv823v/1tWltb+f73v4/dbmfr1q1ccMEFPP30yE9kPl6v/fgCQROx+XgyQl2xBYgsgzTlG3bu4N0f/ZDN/34vH/z6VzSWFI/18EaUFojNZ6raBn7YDJSX0fTIwzT94++0PPdPAofKx3p4QgghjpOu6zyitQJHv9x6NDgcTt5/fy+/PeUiGp55EUVVmXvf3ey0aTgcTt7cFDvrccPm4gFzWuroFHznq4lx5ylDL1wzmhQUlitOvhdJpfK/fku0x4cejdL+/nYq7/8t/xb2cp86jStDTj6849+4LuDEgUI1Yf5dq+dNrWvAoj2TWXyRoGAwON5DMSS5ZuokRaPRxGVyiqKgquqAlbXi24+8nG6o7aqqoihK4r737t3LkiVLsPROFn/kCqXxM0SO3G4ymRIrfR25fbDVvwbbPhqZhjP2+H3Es8dXPZ3smQbbPlQmYED+yZ5puM9T/LlftmwZiqJMiUx9x3is5ymef+nSpVgslimRKS7+WPEmV/w2fZ/743nfe/7556mtrSU5OTlx9uBYZrLZbKSnp9Pa2srVV1/N5s2bufXWW/njH//IihWxxUCSkpKw2WyJ26mqyvPPP4/FYsFut/PlL3+ZaDR6zPe9vt+fk80Uv4/49yk1NZXKykoOHz7MkiVLKCsrIysrKzHu+P7XXHMN5557Ll/+8pf58MMP+cpXvsLrr7/OT37yE9xu96R+3+vqip1V0draislkIikpadCxn8zPU9/HjgQC6H32Vc1m1FG4lL3mnY2YbDa8c+b22+6eMZP0xYuxe72Eurqo27KFA088TjQQIOfU1SM+jrHQs2cPisWCddq0ftstGRnY8vIxuZLQ/D58B/bTuekdtHAY59x5R71PRYn9GS3x+zbi1W1Gzg7Gzm/k7DD18w+Wq+976fHk368HqSKMCbhG9Y7598zpdJLiSWHfN/8/LvrYx9lhDvN/eguqrrCwt9mY7PEMuOrmgDlCymkrUXS4wpQyrOx9v3ayOY+8L4/TxXNfu4eG5ibWn7aON1/ZROrtFyYapvH9T4laWWLy8sdoM6UE+bveym783KSkDeuM0+MZ11jz+310d8WujAgEfXiUkZsWIG6q/kyPFGk+nqSSkhIcvZcHpaWlkZ+fz+HDh2lpaUnsk5OTQ25uLuXl5XR2dia25+XlkZ6ezr59+/qdaTF79mw8Hg8lJSWJDzG7du1i4cKFWK3WASuhLlu2jFAoxN69exPbVFVl+fLldHZ2Ulpamthut9tZtGgRra2tVFZWJrYnJyczZ84c6uvrqaurS2wfzUzAUTPFb79r164pk+l4nqf58+f3yz8VMh3P8xQ3lTId7/PU1tZGZmbmlMoUn+cxEokQDocJ917u2dnZidfrZcuWLXR3d/Pwww9zww03cPrppw+ZKRgMJlaKPu+88ygvLx/XTF/+8pfp6emhuLiYW265hZ/97GcA7NmzB5crdqQ+Go2iKAq//e1vAbjwwgupqamhpqbmqO97Db2Lbrz77rt4vV5SUlISmQ4cOMCDDz7IjTfeSEZGxrAyBYNBbr31Vtrb20lNTU1k6urqSjTQnE4ne/bsIRAIJFYHr6qqYvbs2fzkJz/hwQcf5J///CdPP/00LS0t/PWvf03Mcdn3eZoM73sWi4XZs2PzIRYWFmKz2aipqSElJWVEf57iK40DbL3/Z/3ud8bZ55B37nmMpKoNb9FeXkbhxy7DfMSlzEW3fqHf/7OWr2DnH35PxWuvkrl8BSbLsVcGnUh6du8iXF9H0qmrUY9Yvd574cX9/m8vnE3rSy/Qs3MHjoJClKM0fWflpiR+fkfTrNyUUX+MicrI2cHY+Y2cHaZu/vbet0yz6aOLLPNzY3N9+3w+Ojs7ufPOO/nOd75zzGlj/tR4CPxwrsvLKenpoznsIbW7QI9G+V5qDr+JdPCWr4P/1Zq5o3c88WwAmq5TEQ7wqhYGDc61uliTmzHgPo987n0+H6ZI7N+ZKRZy+3w9EAhw3333ceeddw57uqBAmp27776b+QV95zZPYVq6k2hXN0vmz+w393qtElu52+uCjFQnf3DM4+8djfylo55i3c/vTS38NnsOphHqro31a9/n85E2OydR/52zZjmtra0ntdjlYHp6JlftNNaUdT/80dQ5j3aMREMh3v3RDwHo6OhIFKWjdebjrl27DHvmY3FxsaHPfNy5c6dhz3zctWuXoc983LVr15Q887Gjo4O0tDRaW1tJSUlJNL9aW1ux2Wx4vd7EZbcWi4W2tjacTuegmbZu3coVV1yByWRi06ZN5Obmjmum5uZmbDYbN910E5s3b8Zms1FbW8tLL73Enj172LJlC1u3bk2cYadpGps3b2Zm7zx9Q73vBYNBUlJSEo1aq9VKc3Mzbreb7u5uGhsbKSwspKysjIyMjMQZiCeSqb29nfT0dFpaWkhNTSUajcYKtrS0AY/vdDp58803ueWWW4hEItx///186lOfGvA8xbMe+X2fSO97HR0deL1eDh2KrSI9a9asxGt0JH+eenp6EhPwr/rWdzD1aZIN98zH+IIzc664kqzlK4bcr2nXLvY/8RhZy1cw5xNXHPN+Aeq2vk/Zc8+y5JbP48nLH9ZtRlN8wRn36WtwHLFYTl+BikN0vrMRe+Fskk9fM6z79h84QNf775Gy/kKsmVn9vta3ztt1oBqnc/Saj4oS+xB2qLadKXRl27AYOTsYO7+Rs8PUz9/Z0cHyRfk0NccODGakp7FjTwUWq4Xli2YR7q3zzBYLO/dWDLkSdb0e5nvRWgB+YMohT7EOut9oi+fZsacCV3IyD2jNbNN9KDrsuf1O/venv6HGZWG/HuCgHqSbWB2gBUPcE00nL9mbuK/Bnnu/3zfk98Xv99Ha3MyZpxfx9rvHt3L3sbIk99Yjfr+PZQvzifTWeRarlR17DuFwOCnVg/w82kAQnSvVFC5VT+5swfF67cdz912Bve/3YKT4fD0smTsdgNO//4N+dZ6QMx9Pmslk6vcBCT76YDLYvieyXVVVTCYTSu+RhuO5H0VRBt0+1BiPd/uJZhrO9vgHxSO/x5M501DbB8sUvwzzeF5jEz3T0cZ45Pb4/6dSpmNt73vfqqom9psqmfrupyhK4k/8/6FQiFAoREZGBpFIhLa2NsLhcGKMRx75/eMf/wjAxz72sX5zJo5Xpvilug899BA33HADmzdvJi0tjeuuu67f/larlSVLlvDyyy/j9XoHvL8d+XMfCoUIh8NkZMSOnDc1NfVrCsabtYWFhVit1kTD9kQyuVwu7r777sTtTSYT0Wh00Mc3mUycf/75fPnLX+ZXv/oVP/zhDzn77LPJyck55vcsnnUive8B/c4CiL8+R/Lnqe/XzHb7qBWlbaWlHHjqCbxz5jL7ssuHfTtbbxEe6XOG5kQXqqulc/MmrNOm4149/DlfVVfsNa4Hjz7HqK4zJh+QxupxJiIjZwdj5zdydpi6+QfLpOsQCoYJh0KkpWegKrF6IhQMEz8xLxgI8Iff/ZIv3nYHNrudV7XY1QvzsDET67h9r+KPq+ugovB5JR1db+YDxcfC/76P/6Ib+hx3NAHToyZe+Op3Sfn5n4f8fsS3J74vabE6q6Ul9n3RdR8rFn/UlDzz9CIsVivbdx864Qak1Wrjq1//Llarrd/jR8LhAY9vt0MhNq5SUnhYb+NZrZ1lOMgdgSbwWL/244/VdwX20RjDVPx5Hkmy4MwEZzKZWL58+VE/LE1VRs4Oxs5v5Owg+VVVTay03FffBUEqKyt56aWXALj11lvHeohH5XA4+Mtf/sKqVauA2KW3a9eu5Vvf+haPP/44e/fu5aGHHhp0YZWjPfd9G9JAv2ZtVlYWGRkZiW0n6mirgB/5+HG333478+bNo7Ozk+9+97snNTG50V/7I6GrqooPH3mYpNxpzP/0NSjH8b0MtLUBYBnFM/1GUri5iY4Nb2FJS8NzxpkoQzSiBxPtji3Eo57ESqhCCCGOX/xA65H6LgbSrUfZrPcAcIGaPNZDPCqzonCrms6SSOyqRJMOc7BxqZLM19VMfqXO4Ha/m+ZX3jyu++17UB4gHPqoKZmenklaWgbhUIhwKHzCYz/aKuBHPn7c2YqbudiIAA9qLWjSYRMnSM58nOB0Xaezs5Pk5ORB3wymMiNnB2PnN3J2kPzAMRtY//u//4uu66xatYrly5eP0aiGz+l08qc//YmcnBxqamrIzMzs9/WhVtk7ked+qKbgSIlEIthsNiwWC4qikJGRwV133UVbWxuNjY00NTWhKAoul4t3332XM844g8zMTGw2Gw6HY9C/PR4PixYtYunSpUcchZbX/snwNTWy5+9/xZ6SwqLrrh9y3sZwTw+WI+YxjASD1L67GbPTSVJu7lgM96REOtppf/MNVFcSnrPPHXLeRi0QGNBg1MJh/B9+iGKzYT7GfGNCCCHG3tt6NyF0sjCzFMexbzDGzIrC5wJOzrrqAl5/8lXSPSn9vn7ih4EH6jvNzKiIwiIWsSa4jpxoNh6Syf9mOvZWG+YGBVOjyu+UFLrtUQIODatDwelQ0OygO3R0G2gOHd2uoztAt+tobp3g4iiB5VG0NGlWihhpPk5wmqZRWlrKsmXLDHcmiJGzg7HzGzk7SH6INbz68vl8dHTEVqirqanhkUceASbeWY99mc1mIpHIoGdxDuVEnvt4MToSRamu69TV1VFcXExJSQnFxcXs3r2bvLy8xD4Oh4M33nhjwG3jR8ybmpoSC9QMR0FBAcuWLaOoqIilS5fS09PDihUrDPvaH0rtlveI+P2E4qty799HsPdnIve000FR2PPQX4j4/Uxfu47WA/v73d7uTSW5d37R2i3v0brvQ1Lnzcfm8RDq6qJhx3aCHR3MvfKqUVl1+3j49u9DD4XQ/LEJ8EPV1Wi+2L8d8+aDotD++mvooRD2hYsI1dT0u73J7cbSO02Ab/8+QtVVWKdNx+Ryofn9+MtK0Xp6SF677rjODBVCCDE6/H4fXZ2x32ltne287lJBgfOVZNQJejBSRaFnfylWRnd88fmkT+bKkr5MDQq2HWbsO03Yd5jIL05mN7uhq89OLw+8ncdvxtN2/I8XzosSWBElsCJC8JQoZB37NmJqkuajEEKICc3n8/VbiGb16tV4PB6mT5/ORRddNGbjOJHVBkeT1WrFarX2a/TFtx2vlpYWnnzySR577DGqqqoGfF3TtH6Lptx1113k5eWRlZVFWlpa4ozFr33ta9TW1rJ8+XI+97nPEQwGCQQCA/40NTVRXFxMc3Mz5eXllJeX89RTTwGx1a3PPfdczj77bNatW4fb7T7xb9IUUrPpHYLt7Yn/t+zdS0vvituZRcsAEs3IildfGXD7zGXLE83H5Jl5dFUdpv6DbUT8flSLBfe06cz5xBWkFBSObpBh8O3dg9bTk/h/sOowwarDANhnFQAkmpE9O7YPuL29oDDRfLRmZhJubiJQWooWCqKYzVjS0nCevgZr9sD5SYUQQowtv7//3IbX/uzfWPDLn+DUFdaoYzcNyJFzTo43i9WCxWqlpaWpzzYrFuvxr6isdii4n7CQ/LAN64GBB93ChNlv2k+VqZpDoXI+8dVrMedZiWRpRLNiB7d1Pzzqa6clECHPb+OKQAqmgIISUFACoPpjfysBBVOLgm2nGUutiqXShKXShPvp3vo0BTLPctJzXhjf2RE0r5wZaRTSfBRCCDHm4mcxxv8+Hq7ey0U/97nPjenZcfE5J++4444J0Xx0Op20tbXR1NREfn4+FRUVZGRkDLnYzJF0XeeDDz7gH//4By+//HJiNWuA/Px8li5dSlFREQUFBaxdu5asrNih6sbGRm688cZ+i7PE/eY3v+ETn/gE27Zt4+abb+Yzn/nMUR+/traW4uJidu7cSXFxMXv27KGzs5NnnnmGZ555BrPZzCmnnMI555zDueee2+8MTKNZ9Y1vHXOfdT/80bDuyzt7Nt7ZQ68ePd7Sr7jqmPtkXnfDsO7LmpOLNWfiX0YuhBBTzYnUeADTb4kt1LdWs2Mzj90SFfE5J2+65UsTovnocDjZvvsQrc3NnLWmiA2bj3+1a+suE56HrCQ9Y0UN9JlPckaUwLIoweVRWud0UHT9LJK8sbk1m5sbOf3/XTroStCn6w7u1WrZQheqEuX8Y8zHaapTsO80Y9tuwr7djK3YhNqukPRPK0n/tKKrOoFTovjODdNzQZjwvFG6tFxMCNJ8nAQmwofc8WLk7GDs/EbODlM3v9VqxW63k5+fn9hmt9uxWq39FkrpO99f3ybb/PnzMZvNJCUlccMNw2s+TER2u52777570Of5eJ57p9OZmDPR4/EMq/HY3d3Nc889x8MPP8yBAwcS2wsLC7n22mu55JJLSO0zD15779l2Q13W3feM0JUrV3LrrbfywAMP8L3vfY81a9YkVsk+kqIoTJs2jWnTpnHJJZcA0NXVxZNPPklZWRkbNmygoaGBLVu2sGXLFu677z4WLVrEpZdeysUXX0zuJJiXUAghhDAai9WC1WZjdmHsTHWb3Y7FahlyoZS+TbbLv34z7iULUXVYb5m8c/LabLFVpW0220ndj8PhxJ0cq/PcyZ5hNR4VPyQ9byH5rzbsOz5q94RnRum8LkTXlSGiWR+dbdjTESRAAJc++JUmfc8IzbHb+biSwpN6O0/p7SzRHWQpQ5+JGc3R6ckJ03Nx7LlXQlBQmkLHI0Gcr5uxHDbh2GrGsdVM2k8dhOZG6bo8RM/lYcKzpBE51UjzcYIzmUwsWrRovIcxLoycHYyd38jZYerk9/l8dHZ28stf/pLvfOc7pKam4nQ6aWlpSWy/4447SE5Oxul09ms+mo+Yc87pdJKcnExSUhIAn/3sZxP/Hqss8SP4Pp9v0LP+jkd8VekjjdZzr2ka77//Pk8++SSvvPIKgUAAiH2fL7jgAq699lpWrVo16CIvVqsVi8WSuLz7yEu7jzwj9Dvf+Q6vvPIKFRUVfO973+OBBx4Y9jjdbjc33ngjEDszct++fbz55pu89dZbiTMj9+zZw89+9jNWrFjBpZdeykUXXUR6evpJfHeEEEIIcbz8fh/dXV38+U+/56bPf4kktxuHw4nD4WTztr088Lv/7rc9HBr6TMh4k23G52NnPa5SXXiVsWtV9J1z0h/wDXrW3/GIryo9ZnSwbTeR/JiVpGetqN2xek5XdHznRei8IYjvrAgMciKpxWrBbLEkLu8+8tLuI88IXa8k84Huo4IQf9Fa+LaaNfxFAm3AemhZ5Kf5XrCUqrhet+B8zYJ9qwnrARNp9ztIu99BYEmE7svD9FwWIjJNLs2eCqT5OMFpmkZrayupqamjuprpRGTk7GDs/EbODlMjv8/nIy0tLdHk+uUvf0lraytOpzPx57777hvy9oOdZbdz506sViuqqnLzzTeP2tiPdGSWgoKCRJajOdrZjUMZ6ee+pqaGp59+mqeeeoqaPoty5Obm8slPfpKrr756wErcR3I6nVRUVDBt2rQBl3YP1pR1OBz8/Oc/56qrruKFF17gvffe47TTThvWeI/Mv2DBAhYsWMBtt91GbW0tL774Ii+++CJ79uxh+/btbN++nR/96EcsWbKEtWvXsm7dOoqKirAMscqzEEIIIU6e3+9j5dJCgr210QO//xU2u51tJWU4HE5SUlL5zr/dc1z32aRESTvvLAAuUMZuvucjs5yzdjkf7Co/5lmGI3V248kwNSi4n7LifsyKtfSjqYgiGRpdnwrR+dkQkRlHP4PQ4XCy4d1i1q5cOODS7sGasiZF4SY1jX/X6jhAkA/wsZITmJtTgfAcjfY5Qdq/GMTUqOB6wULSs1Yc28zYd8X+pP/YQXBhFN9ZYfxnRgisjKBPzQvEpjxpPk5wuq5TWVmJ1+sd76GMOSNnB2PnN3J2mBr5Q6EQgUCAiooKIDaHYCgUGvZ8hNFodMC2v/zlLwCsX7+e6dOnj9hYjyWepbi4GICioqJhZRnq7MajGannvq2tjR/+8Ie89NJLidURbTYbF1xwAVdddRWnnXbacTU3U1NTufvuu8nKyko0U49cCCg/P5/29nacTierV6/miiuu4KmnnuLHP/4xzz777LCOih8tf25uLp///Of5/Oc/z6FDh3jxxRd54YUXKCsro6SkhJKSEn7/+9/jcrk47bTTWLduHeeeey7Z2dnDzimEEEKIYwuHwgQDAUrLyvF4PHR0dDC7sIBwKIzDcWL3+bYliKKqFEZN5JvGrqEXz/LB9h0AnLJi+bByjPnZjX0oPZD+QwfuR60o0d6zHM06PeeH6fpUCN/ZETiO47ApHi9f/fp3Sc/ITMx3eeRCQGedXsSOPRU4HE6mKVbOUdy8qnfxtNbOMtWJ+SRXJY9m6nTeFKLzphDmaoWk560kPWvBtsuMba8J214T3t+DZtfxnx7Bf2aEnvPDRPLl8uzJQpqPQgghRo3nJC9biXv33Xd5/fXXAcZ8rsf4PJVFRUVArIl3IitKj5VNmzZx55130tjYCMDSpUu58sorufTSS0lOPvrE4EMZrJEaCoUIhUKJOR2bmpr6NWW/9a1v8dxzz7F9+3ZeeeUVLrzwwhMPdYRZs2bx5S9/mdtuu42KigreeecdNm3axJYtW+jp6eH111/n9ddf54c//CGrVq3iYx/7GBdeeOFJXy4vhBBCiI94PJ4R+d1apYfYaultcoXsMIZllsVqwWa3c8qK5QBYbbYTWlF6rNh2mMj6qhNLZexMx+D8KF2fCtF9RYho+oldnjxYIzUcChMOhUhLi9V5LS1N/Zqylyoe3tG7aSDCJr2bs0bwbNXIdJ32L8bOiDRXqTjeNuPcYMaxyYKpU8H1pgXXmxbS73UQWBah+4oQ3R8LE82Uy7MnMmk+CiGEmNC2bt3KDTfcgKZpBAKBRBNwrMTnqYyvKl1eXj7sMzjHUjAY5D/+4z948MEHAZg2bRr33Xcfp5566qg+7lBnUObl5XHdddfx5z//mfvuu4/zzz9/xFcnVxSFWbNmMWvWLK6//npCoRA7duzgnXfeYcOGDezfv5/333+f999/n3//939n3bp1XHbZZSxdupSGhgaqq6upqanh0KFDTJ8+nSuvvJIrrrhiRMcohBBCiKHV6CH+S2sgpEBXyR4WFqwZ08d3OJxsKylLrCr95qYdx7Wi9JiJgPeXNry/tKNEFSLpGk0/8+E7PwInd9LhUQ115UqSYuJCJZln9A6e1Ts4TXdhU0Z+uqjIDI2uz4bo+mwIImDbacL5tgXnm2bsOz/6k3avjn9thO5PhPGfFsHUqGCpUjFXq3jKU3mZl/Gcn4zve74RH6MYHmk+TgIneqbKVGDk7GDs/EbODpI/3tAqKSnh1ltvxefzsWzZMl566aVxGU/fVaWPbDyeyNyOR3Miz73VauXmm2+mtLQUgMsuu4y7774bt3vs5kwazO23386jjz7KgQMHeOKJJ/j0pz99zNuczGvfarWyevVqVq9ezTe/+U3Kysp4/vnnef755zl8+DBvvvkmb7755qC3dTqd1NTUUF5efsKPL4QQQojha1Ci/E5roBuNrKjKphu/gvr2jjEfR99VpR32/nXeRJjbMZ985tyYRdLOWK3Zc26Ypvt9RDPG90y/85Vk3tC76CDKG3oXFysjc8XTkMwQXBkluDJK2zfAfFgl6Z8W3M9YsR4w4dxowblx8LNW17MedkL0rYFTO4mxMTlXMjAQk8nEnDlzRvxskcngRLIHAgHuueeexMIQk5k898bMDuOffyL8HJlMJiwWC1/4whfo7u5m2bJl/OEPf0jMXzhaTiR7/JLkkWg+Hu9zH4lEeOSRR5g5cyalpaUkJSVx//33c//994974xEgIyODL3zhCwDcf//9x/y+jvRrv7CwkNtvv51XXnmFxx57jOuvvz6xMnZaWhpLly7l4osv5sYbb6SlpYXq6mp+85vfYLfbJ/Sl9UIYVTAQ4Fc/vy+xMIQQ4vhNlJ8jR/5Mfu/opguNbMx8KZBEuLVtVB/zRLLHL0m2jdBB5uOiQeozLoopJmmnHc2m0/QjH/UP9ox74xHArqh8TEkB4CW9kx59bBt7kZka7V8NUvVaF1WvdNJ2W4BwbmwOyKhXi62YfUmI5pu7ud18BxdyIRm/TZ/wl9ZPVdJ8nOA0TaO2tnbQlV+nuhPJHggEuPfeewd8wJ0IzZTjJc+9MbPD+Ocf6udoLGmaRlpaGl1dXSxevJi///3vY9JMG+/sw33uI5EIzzzzDBdffDG/+MUvUFWVZcuW8eyzz3LZZZeN0WiH54tf/CJer5fa2loeeuiho+47Wq99RVEoKiri+9//Phs3bqSkpITNmzfz+OOP88tf/pK77rqLkpISfD4fpaWltLS0TMhL64UwumAwyK9/8VOCwWD/7ROkmSLEZDDUz9FYsuRmU/TwA3SqOpmY+ZaaRbI++q2JiZB9WDRwvWRh+no3ed9PJ5lkfPNDVL/URefnQqN6mfXxOlNJIgMzPjRe0jvHZxAKhBZotN4V4PB7nZQfaKeipJOaF7tp+B8fHfdGuHXvd/je5v9EQ5u4l9ZPcdJ8nOB0Xaeurm7Uz/aZiEYy+3g3FE6EPPfGzA6SH8BsNqOqKnPnzuUf//iHYRYKOdpzr2kamqbhdru55ppr+O53v8vhw4dxuVw0NTXxu9/9jmnTpo3DqI/O7Xbzta99DYD//u//prNz6MJ0LF77qqoOeulUvNno8Xik8SjEJDNpGgpCCCzZmcz87U+x52aTqql8S80iRZHZ4HRdR9d0Ludy5n0yh+wvuLDtN6HZNH7MjznwcB3hORPvxAyzovCJ3rMfX9e7aNMj4zsgBfRBVio/2qX1YmxI81EIIcSo6ejooKOj46j7BAIB9u3bxyuvvEJSUhKqqqIoCuFwmD/96U+kpqaO0WgnJqvVisViIRAI4HQ6ycnJoaqqCqfTyZe+9CWefvpp2traJvQ0BTfccAPTpk2jra2N//mf/xnv4QghhBBiBHR0dNDe3n7UWi+i69TpYXabwsz4fzcy6/c/w5qbTaCmji/5XaQavPFosVqwWKysblnFy60v8U/+iXO/Fc2m035LkD3/quX7fB99As8Gs0pxMgMLYXSe049e9wvjMvZPuhBCiGELBALcd9993Hnnncec39BqtWK328nPzwdik3X3nUPvlVde4aGHHqKsrIyqqqrEmW7xxUY0TaOlpYW0tLTRCTOJ7N69m/Xr13Pw4EEAHA4H119/PTfddBOpqam0t7eP7wCHwW63881vfpNvfOMbPPDAA9x4441kZGSM97CEEEII0SsYCPCH3/2SL952xzHnN7RYLdjsdmYXFiS22ez2xDx6+/QAr2id1BOmmQgagAMK77oDgHBjM8XXfoG0FzaOUprJw3PQTduyTlxbY1dlaBaNrs+GabstQDRHJ9Ix8RdIURWFK1Uvv9IaeUfvZr2eTLYicyqK/uTMxwlOURTS0tKGXOJ+KjNydjB2fiNnh4mb/3imL3A6nbS0tFBRUQFAeXl54lLWAwcOcOutt/Lmm29y+PBhdF3HarUye/ZsgsEgXV1dNDY2YjKZDLfoR9/nvrKykq985Stcf/31HDx4EE3T+OxnP8vrr7/ON7/5zcQZoSO92vZoufrqq5k7dy4+n49f/epXg+4zUV/7QgghxFR3PNMXOBxOtpWUsWFzMQAbNhezraQMh8NJux7h11ojJfhp7G08moBM3UTr629z+Pf/x7YrridcW2/oRT9MdQqZX3cy41I3rq02dLPO7/k9e1+spfnf/URzYgfmJ8Jq28OxGDtzsaEBz+jt4z0cMQFJ83GCU1WV/Px8VNV4T5WRs4Ox8xs5O0yd/E6nE4/Hk/g3xOaz+cEPfkAkEuGUU07hoYceYtOmTZSWlrJhwwYOHz7Mrl270DSNiooKw829p6oqqamp/OxnP+PSSy/l1VdfBeCiiy6ioqKCr33tawPOBh3J1bZHk8lk4s477wTgb3/7G5WVlQP2mSqvfSGEEGKq6zuHnjvZk1jA43G9nSA6uVj4iprBj9RcfqvO5Cfm6fz9jKt48BO3EKyp4+33io256EcPpPzcxsyzknE/ETvI3nNBmA+fqeU2biOc0/9Mx3Fdbfs4KIrCVaoXgG26jwpd5uAV/Ul1P8HFP4AbcdVfI2cHY+c3cnaY2vn/9a9/sXHjRkwmEz/72c8477zzyM/PT8xX6HQ6ycjI4Pbbb59wi8yMxRmGTz31FOeddx5//vOfCYfDLF++nMcff5yf/vSnfO9735vwDcZjWb9+PaeccgrhcJg//OEPA74+lV/7QgghxFR3UA+wRe8B4LNqKssUJ9mKBXPvFQ0Oh5P0jEzuvvtuUjze8RzqAGNxhqHzXxaYB6k/d6D6FYILo9Q+0k39//XAPNOkOMPxaAoVG8uIrfbyojZOK1+LCUuajxOcruu0tLQYctVbI2cHY+c3cnYYufw+n4/29vbEH5/PN6zbxCcNH87+x9K3Yef3+7n33nsBuPHGG5k/f/6gt7HZbFx//fUTrvga7TMMH3zwQe666y46OzuZNm0av/zlL/nHP/7B0qVLJ83ZjX0FAgHuueeefpfpK4rCV77yFQAee+wxWltb+93G6D/7QgghxHD5/T46OzoSf/z+Y9dtfr+Prs5YnecPnHyd17dhp+k6D2ux3+urFCfzlMFrFltvTTPRzuQb7TMMk56ykHWrE2ogkqnR+J8+ql/swr82MiaPP9KCgQC/+vl9BI+YjukSNXY27A58NOrh8RiamKCk+SiEEFOQz+cjLS0Nr9eb+JOWlnbUhmL8NvFFYgoKCk66Adm3afb73/+eqqoqUlNT+eY3v3lS9zvVPPjgg/zHf/wHAOeffz7PP/88F1988aSd+9Dn89HQ0MC9995LQ0NDv9fR+eefT0FBAYFAgIceemgcRymEEEJMTn6/j5VLC1mxOD/xZ+XSwqM2IOO3OWtNEQDnrF0+rIbl0fRtmG3Uu6kijBWFTyoT66zG8Zb0tIXMrztRdAU+DVVvd9J1TSg2GeYk5Pf7aG5q5Ne/+CnNTY39XkcFio052NCB1/Su8RukmHCk+SimjL5nbHV0dIzIWVtCTFahUIhAIEBFRQVtbW1UVFQQCAQIhULA4Gel9b1NRUUFwWAwsf/J/nxVV1fz29/+FoC77rorMRekgIceeijReLz22mu56aabJtxZn8fD5/Ph9XoTTez8/Hy8Xm/iNaOqKrfeeisQa7oOZwEjIYToe8ZWV+fwzvISYqoKh8IEAwFKy8ppam6htKycYCBAOBQ702yws9L63qa0rJxQMJjY/2R/vrr1KE/3LjJyieIhVTGPQMqpIelpC5l3OFE0he7LQ/A30JPGe1Qnzu/3sWLxrEQT+6w1RaxYPKvfa2a9mgzAO3o33frEX61bjA1pPk5wiqKQk5Mzac9+ORlDZR+saXK0D7uTtSkpz70xs8PI5vd4PKSkpAxo9h1t5WqPx9Nv/2M1k4Yj/lhFRUVcc801R93XSM//X//6V3784x8Dscbj97//fXJzcyd19lAoRCgUIiMjg6ysLDIyMhLb4j75yU/i9XppamrimWeeSWw30nMvhBjakY2TY33YjV8+Kk1JYTRD1XlHW7n6yDpvOM2kY/mn3kE3GhmYuVBJPsE0U0/SP/s0Hj8WovG/fTDJ+7LhUJhwKERaWgbp6ZmkpWUQDoUSjWyAIhxkYCaEztt69ziOVkwk0nyc4FRVJTc315Arfw6VfbCmSfyDbXp6OhkZGaSnpxMKhWhvbz/ppsl4kefemNlh4uUfTjPpaDZu3MiLL74IwL//+78fM9dEyz9a/va3v/GjH/0IgM985jP84Ac/wGQyTZnsqqom/hzJ4XDwuc99DoAHHnggMcejUZ57IcTRHdk4iX/YTU1NIy0tndTUtMSHXb/fx1mnn3jTRAijG04z6Wiq9BBv9V5e+2nVi0UOIALgetZC5tc+ajw2/HryNx77UhQFVVUHPWCsKgoX9DahX9e7iMhc3gJpPk540WiUgwcPEo0a73Tl48lutVr5/9k77/goyvyPv2e2b3ojdEJCR6VLUZqgiAW7nr0dgnqe6FnQUwHxFMWCooeiP+thQQQRRVAUUYoivUkLRCCQkLop23fm98dm102ym2ySTdnsvF+vfUFmZ555vvPMPDvzmW/RarXk5+eTl5dHfn4+Wq0WoEGiSXOijH1k2g4t1/6axKRAOBwOnnrqKcDt7TZo0KBatwlkf1NUm24qFi1axOzZswG47rrreOqppxAEocWOfU1IklSv6tS33XYbOp2OAwcO8NNPPwEt99xXUFBoXjRaDRqtlsLCAgoK8iksLECj1aLRanDYHTgdDpKSUuosmigoKPxFTWJSIGRZ5hOpEBnoi55+FZWO60NTVJtuKqJWaEj1CI8X2ckNY49HWZbrVQjwHCEKIyImXN4K6AqRjSI+hgElJZFbpj5Y241GozevHeDNc2c0GoH6iSYtAWXsIxd/9vtLOVBfPN6/oUhFUFO/PvjgAw4ePEh0dDSPP/540G36s78pKj57bDCZTI2Wi3Dx4sU8/fTTgFt4nDlzZqW5KVzOfc9Ln7y8PPLy8tBoNN6XPsGQkpLClVdeCbi9Hz2Ei/0KCgpNh8FgZNueo6zbuBOAdRt3sm3PUQwGo3cdQRCUlA0KYU2g6sH1IdSpCAL17XfZzEFsqIDrxcQGXYNNUe3ZZnP3v7TEFJLj7I+obzWk3mdEcAmUTbST+7oZNI2yq0bF89KnoCCPgoI81BoNGm3whugEkTGCO7nl93JJvQRMhdZFeCkxCgo1YDQavflL4uLivMKjQv0IpdClEBpqytMYCJPJRHFxsTfvKbiFx1CmIvDXL4fDwdKlS3nppZcAeOCBB2jTpk2999FUzJs3D3Aflzlz5oS8/a+//trrCXr11VdXEx7DCX8vfXznXY9HZE1ekXfddRcAP//8M/v27WvU/iooKIQ3BoORmFj3fV5MbFwl4VGh7oRS6FIIDTXlaQyEv/u8xkhFULVvkiyzXTbzmVwEwHghlrZCy1fY3n1nAeA+Lm/+d17I2zesU5P6jwrhcYKd3DfCU3gEPy99Nu2sNO/KsowkSTWKiucJMaiBEzj4A2WuiXTC84lHQUGhTtRHSKyP0KXQctBqtej1eq+4mJaWhl6vR6vVYrfbcTgcpKSkhDwVQWlpKW+++SbDhw/nvvvuo6SkhB49enDHHXeEpP3GZtq0aYBbSJs+fXpI2/7hhx945JFHkGWZSy65hKeffjpshUcPvi99PMKjr0dkbm4ueXl53mVV6dGjB+eddx5Q2ftRQUFBQSF46iMk1kfoUmg5aLQadHo93TLSSUlOoltGOjq9vtFTEdiRWSuV8qR0kjekPEy4SEDFJUJc7Ru3AO74+92A23t66j3TQtq2frOKtn+PQrALmEc7wlp49OD70segd9/n+XpE5uefpqAgz5sGoyrxgpqzhSgAvpOUyJZIJ7yfeiIAQRDo0qVLRIaRRLLtEFr7w01IVMa+4fYbjUYKCgoqeaUVFBRU8kwLZSoCURR58cUXGTJkCLNnz+bUqVPExsZy7733smTJkjqF4zbn+HtCuuPi4kIa3r1p0yamTZuGy+XivPPOY86cOahUqmrrtYZzv7Y0GFWZPHkyAF9++SW5ublhb7+CgoJCU6MIiZGHwWBky67MSqkItuzKbLRUBKWCRNoDdzM7qoRFciG5ONEicJ4Qw2NiWwxCeMgKOp373i4mNi6k4d3aXSra3haNaBWwnO0k5+1yCP/UlX4JJg2GLxdUFJ7Zg5VsueXXXVBoPMI07WnkIIoiycnJzd2NZiGQ7b656rRabasNr1bGPjJth9DZ39ipCOx2O6tXr+bDDz8kNTWV9957D4AOHTowefJkrr/+eqKjo+vcbmsb/23btnH33Xdjt9sZPnw48+bNQ6Px/yq8tdhel3Nv5MiR9O7dmz/++IMPPviAxx57rKm6qaCg0AKxWMyUlrhDSC1WM7Fx4eFRpaDQ1DR2KgIJmT2yhV8cJnYabaTdP4VyZGIRGSfEMlqIJlqo/iI10tAcEGl/UxSqUgHrmU5y3itDrn/dnbCgLudeR0FLX/Tsxcp3UgkjaflpmBQah/B4RRHBuFwu9u7dG5GVP/3ZbjabSU9PB9w52ZKSkhpcLKOlEqqxN5vN3jww4XKsIvm8h/CwPzY2lvPOO4877riDn376CUEQsNvtlJWVsWbNGiZPnlwv4RHCw/5g+eOPP7jrrruwWCwMGDCAN954o8Yqjq3J9mARBIEpU6YA8NFHH7Fly5aIsl9BQeEvLBYzg8/KYPQId766secMCEmxjNaMr1gbquIiCpGNLq0T6Y/+k6eNJcyTTrNVZcMpQPmhTA4//gwz7YlcLMYpwiOgzhJpf0M0qiIRew8Xp/5XjhTb3L1qeVwgug/Kr3I5ha7QpABQCD8Uz8cwIFxCZRuDqrbb7XZsNps3nC8tLQ273d5qvR/rMvZms9mbt8/jEWo2m0lKSvK2k56eTmFhYVgcr0g+76Hl2H/kyBGys7MxGo3e0B2VSkV0dDRFRUXExMSQk5PDW2+9Ra9evejfv3+NBUaCpbns1+v1zJgxIyQh14cPH+aOO+6gtLSU3r17s3DhQqKiomrdrqWMfVNy2WWXMWfOHHJycvjmm28YMGBAc3dJQUGhGXDYHdisVg5nHgGgW0Y6DrsDQyv3IgoGi8Xszdun0WowGIxesdaT63H0iH7o9Ppq4bcKCv4QtBryBBeFokS7664goUd3YoYNwtC3JwAlyGhlOLZ0BTPPv4SMpHSGfLwEHn8RwvSa1Ol03PfAozW+CA4WdbZA+xuiUJ8WcXRxcfLjMqREpaKzP/qgpwMasnHwZWk+Y8L1BFJoEIrno0KLxGw2k5OTw/z588nJyanmsRcXF+cN6VPAKzImJCSQkJDg9Qi12+1YrVaysrLIysrCZrOFrLCIQutErVbz97//nVGjRtG+fXsuvfRSpk6dSnx8PKIoIggCsixjtVp58cUX2bRpE1arlb/97W/079/fW9QmXNHr9cycObPB4uPatWu57rrrKCwsJD09nXfffZfY2Mh6FV4XIVer1XL77bcD7orgoRCwFRQUWjbFxYVMnz6dvNO51bz1lPu8ynhExoFnpDHwjDQGn5XhFSM9Ym1efgGHM49gs1pDVlxEofWha5fKHEsed5VnM/rg7zwXVcpbhnJ6Pj+DNnfe4BUeizb9zt+sBv7jSOLov//D384awJCBA9DqdH4Li4QLOr2e+x+c3uB8j/rfVHS4JAbNcRXOdhInPynHlRpZwmNdhFxBELy5H78qLcBRQ4VshdaLIj4qtDg8QlrHjh354IMP6NixY6sOrw4FVUVGq9WqiIwKdWbv3r0kJSWxadMmCgoKALcY2bFjR2w2G5IkIcsykiRRWFjIxIkTSUhI4MgRt4eKv6I2kYYkSbz++utMnTqVsrIyevfuzfvvv09iYmJzd63JqauQe8MNN6DT6Th58iQbNmxo5N4pKCg0JxaLmeGD+vD8888zbGAvr5im4B9fkVERGBXqy2nBxYDP32Ory0qR7H7JJ8iQIAkU/7aVom++J/f1dzlw6c3svH4yZzt1JBiiKxW2Wbthe2R71coQ+76W9n+LRp0vYk9zcfLTMpydIu+laV2F3LOFKKIRMUkutsrljdw7hZaIEnbdwhFFkW7duoWsIm044BHSjh49SmxsLCUlJXTt2jUoMS2UIZPNTX3GvqqXgFarRa/Xk5aWBrjfUIWDV1oknve+hNL+YK+J33//nXvvvReVSkVGRgZPPPEEEydO5PTp06hUKhISEkhJSUEUxWpeaR6xMVRFbcJ1/MvKynjkkUf44YcfALj00kuZPXs2hjrEC4aj7aGadxMTE7nkkkv44osv+N///seYMWNC00EFBYUWh8PuwF6RRsfpkrzh1bURypDJcKTqfZ5Gq0Gn19MtI927TKfXh7VnmkLdCPaayBadvKUvRx/VniRBxRRdApMGn80vqzagQmDgdXeSlJTijXDxxbe4iEEfucKjYIXkxw3Efu4+1uXjHJx+1YwU17q9+EI172oEgXOFaFbJJayVyhiqql9ueIXwJXyebiIUQRCIi4vz5lqrDavVysyZM1tFzrD4+HgSExOJj48PeptQhUy2BOo69v4wGo0UFBR4c2QeOXIkLLzSQmF7OBNK+4O5JnQ6HVOmTKG8vBy73c6HH37I2WefjSRJqFQqtFotWq2WvLw8cnNzycvL8y5rDMJx/DMzM7nmmmv44YcfUKlUPPbYY8ydO7dOwiOEp+2hnHdvvfVWAL777jtOnTrV4PYUFFobNquVV1+e483xF+7UNbw6VCGTrQWDwVjJK23dxp1KvscII5hrIm7IAN4wlFEmypgzj/KMoQ0D1AasJ06iQkCj1aDRaikoyCM//zQFBXlotFpFxPZBdVKg/VXRXuGx8H4rOe+Wt3rhEUI7744WoxGAw9g4IStRepGGIj62cFwuF9u3bw+68qfVamXWrFmtQnyUZRmHw1Ht7Vt9kCTJ+wkX6jr2gTAajd4b+3AQHiF0tocrTWm/IAgkJiZis9kYOnQoBQUF1QR/o9FIUVGRV8TOysqiqKio0c6ncBv/NWvWcM0113DkyBESEhJ49913ue222+olIIab7aGmX79+pKen43K5+OSTT5q7OwoKLQ6bzcb8V57HZrM1d1daHLIsh+SeMdzw9UqLiY1ThEeFSkSfM4SzPlqAVYCOLhXbr7mDZLFy8KPBYGTbnqOVROxte44q51IF+k1qOl0Ug36XGilKJmdhOUUPWRUlpR60ETQM0ccA8JNc2sy9UWhqlEsmDAgnwSzUBLqJNJlMmEymWrf3eGeVlZXhcDhwOp0kJiby9NNPM2PGDObMmcPChQuDaisYQu152thjH6i/ZrPZe0yaK9dmJJ/30DT2C4LgLSIzbtw4FixYEPCa8xWxQxVeXRPhMP4mk4np06dz7733Ul5eTt++fVm6dCnDhg1rULvhYHtjIQgCF154IQCLFi3C4Qh9TrPWFCGgoNBaCfY+D9yhx6kXnU/7uU/R9j/T6fPqcywxWPlUKmSpVMS3kgmTHJoXOuHmeRqovxaLmdIS9/G1WJVcm62VuAlj6PLSLFR6PekuFfdYonEUFvldVxGxqyOYIWmGgfbXRaEqELGnuzixopTyiUq+1YYwKSYJgE1yOVY59Pe84TZPRxKK+KgQVmi1WnQ6HWlpaaSlpdVaWddoNLJu3TqSkpLQ6/UYDAb0ej2fffYZ77zzDvPnz2fWrFmMGTOG0tKGv30JN89Tf/01m80kJCR480SmpaUpxX5aCJ5xMJlM1cYkGEElNzeX1atX8+qrr5KUlOTNK2g2m3n55ZcjNodWfVizZg0XX3wxy5YtA+Daa6/l448/pn379s3cs/Bn9OjRxMTEkJOTw/fffx/y9sNtnlZQiCR8cxh2y0gPqrJuiV7DWW/MJem8kaRcOI42l01ko8rKGrmUlXIJX8jFPFawjxKrpcH9CzfPU3/9tVjMDDyjK6NH9ANg9PB+SrGfFoJHCC4tMVUbk2AElVLZxS7ZwiqthTPfe52Os6cjqNXkr1nHXZZo9IRPSpfmRr9RTafzY4h/V4cgC5RdYid7RSmO7pH7gjhUDDPEkogKGzKbGqHwTLjN05GEIj62cKxWK2+99ZbykFSB0WisU2Vdm83G448/jiRJtG3blkcffZR//etf3HPPPdx+++1cd911GAwGTp8+zbx585rIioZRk8hUF0+BQNjtdux2OykpKaSkpOBwOJTK2S0As9lMero7oXxaWlq1CvCBBJVly5YxefJkBg8ezMCBA7njjjtYuHChV2iUJIni4mLUaqX+WDAUFhbyr3/9i3vvvZe8vDzat2/P//3f/zF79uxWkWu2JWAwGLjqqqsA+PDDD5u5NwoKjYut4jdd8dBwUzWHYW2VdSVZ5gOpAIcA+tOFXOGK5jIhjguFWM4TYjhXiMYoC9gTYllMcRNZ0TBqEplCcZ/nsDtw2O0kJaWQlJSC0+FQKme3ACwWM2PPGQDA6BH9qlWADySo7JDNvCXlMd2VzQPSCV6TTvOd1kbS2HMRRJHilT+wd+q/0CrCY1AIZZD8mIEO10WjOabClSSR82Y5uQvMSLHN3bvWgUoQGC3+FXodiekyIhXlabMFYzabycvL4+2332bGjBlERUV5v7NarcyZM4fp06e36gdejab62+66VNadN28eBw4cIDY2lq+//pp27dpVW6dXr17MmjWLhQsXcuGFFzJkyJDQdL6BiKJInz59qlW99YhM06ZN8469r0coUKtHaE3IsozRaEStVjfbj0Eg2yMFf/bb7XZsNhs7d7ofyPr164fdbq/xGti3bx//+Mc/Ki3r1KkTffv25bPPPiM6um5V5pqqmnxLHH9Zllm9ejVPP/00BQUFAFx//fU89NBDdT6ONdESbW9KPPZHRUXx/vvv88svv5CZmUlGRkZzd01BIeRYLGaKCvKZNWsWEyZdR5s2f92j2KxW3vzvPKbeMy3iiqvUpbLuT3IpB7GhBh5v25f2QvV7nx5mmXcN5fyqsTNINjNAaNnhpB6R6fY77/aOfdWq1sF4hNZEykXnkz5tKsXfrKHg1QUh6bdCw/BUgN+6bTsAgwYOwGF3UFPdukLZyQIpD9+kAgmo6OgUWf7Si3D4GObtu5GdzqD6EOnV5A3r1KQ8akST7b4HK73MTv7TFqRERRwLNSOFaL6imGwcHMZGdyLrdy5SUcTHForZbCYpKcnrxZSRkUFhYaFXaPAnQClUZteuXbzxxhsAzJw506/wCHDNNdcwffp0DAYD9913H99//z0xMTFN2dWABCsgejxCO3ToQFZWFikpKfXKyWexWHjyySe9BUcEQSAmJqaSCNlUwndjVVIOF6ra7xGY+/Vzh0n5CsxVc3R6xm/hwoUADBgwgAceeID+/fuTlJREcXEx7777br3Ex5kzZzbAquBpSeN/+PBhnnvuOdavXw9Ax44d+c9//tPg3I6BaEm2NwdarZaePXsyfPhwNm3axEcffdRk511LxWWzcWLDekpPnKAs+wROi4XuV1xJ6oCB3nVkSeL0zh0U7NtH2amTOC0W9AkJJJ9xJh3PORfRz8u8nK1byN6wAWtxEbrYONoPG0b7YcOb0rRqSA4H5n17cebn4yjIR7bbiRk+AkNGN+86sixjPZKJ7dgxnEWFSDY7quho9GlpGPv0RVCpqrVrOXwI8759uMpKUUVFYejZC2Ov3k1pWuX+WMwMPivD6902ZsQAtu4+4vXy8ydAKVQmT3awRC4GYJIQ71d4BDjDpeHkx1/Q/oar+EAqIF3UESdUP0daMh6P0ML8fEaP6FerR2ggXLLMV1oLff87191ujwyk5AQk/rrPi2ThuznRaDVodToGDXR7P+r0eq/AXDVHZ2xFDu4f5VJcQDs0XCnG0xUt8YKakjIT8xe8R3Jymzr1wVPVONJQHxNJelZP9DfuOcTZRiLvWTPmCcGJtgp1J05QMUAwskU285NcSndBmWsigch0rQgD7HY7VquVo0ePcvDgQWw2W0SGvta32IDdbufBBx/E5XIxduxYrr322oDrCoKAyWQiOTmZ48eP88QTT9S3uyFFkiR27NgRdPGJuniE+uPEiRNcccUV3hx2HsExJiaGJ5980jsWTZEvra62tzb82R8o5YDnRYXH6zU9PR2z2UxOTg5ffvklAI8++ijjxo0jKSmpqU2pFy1l/IuKipg9ezaTJk1i/fr1iKLIzTffzIoVKxpNeGwptjcXvvbffPPNAHz++edYLA3P1RbOOMxmjv+0FkveaaJS2/pdR3I4OLRsKY7yctoNOZv0iRcR3aEjx9b+yN6PPqzmyX7q980cXv4lxjZtyLjoYmI6deLIym848cvPTWFSQGSbDfPuXThLTKgTEvyv43RSumkjks2KoXsPYgYPRpOcRPmunRT/uKaarZaDByn9dRPq+DhihpyNJjmFsi2/U753T1OY5BeH3YHNauVw5hGysrKw22xK6GsdkGSZ96UC7MikoWWCUHM85OHZc0mRRMqQeE/KD8swv7p4hPqjRHbxspTLT1p32G75tt0AdLj5Wt7Xl2OrKPyg5EtrHgwGI2s3uL0e123cyZZdmRgMRu+LCk+OzrHnDMBiMWOVJdZVVAu+RIhjgGAkXlD8iuqCUAaJc/R0Oi/GKzyWXG3n+JpSRXhsAsYIbmefrbKZkhAVBVNo2SjiYwsnLi7OW2E2GGoqSBFJvPbaa/zxxx/ExMTw/PPPIwg15zmRJIlnnnkGgCVLlvDVV18FXLewsJDp06eTk5MT1sfY11vu+++/58ILL2T37t1ERUVRWFiIJEleAWTZsmXcfvvtlJeHPimwQvD4E5g9LyqysrLIysryvqh47733cDgc9OnTh3PPPbc5ux12OBwOPvzwQyZMmMD//vc/XC4Xw4YNY9myZTzxxBONXum7tRNstemJEyeSkpJCcXFxjXNyJKCNieHshx9lyL8eJm3ChX7XEVQqzvr7XfS7awqdRo+h7eAh9LjiSjqPGYsp6yimI5nedV0OB3/+sIaEHj3p/bfraTt4CD2vupqUs/pxbN1POJtR7BUNBpKuuobkK64ieuAgv+sIokjChAtJvPAios48C0P3HsQOP4eoM8/CkZuLI+eUd13Z6aRs53a0HToQN2qMe91zzkWX1hXz7l1IzSyw1PU+r6aCFJHEOrmMAxXh1reLSahqu8+zWLnRakQF7MHKj3LgIoPFxYW88OxM8k7nhv0x9pwvf1iKedp10n3MZNj/8AyO3vUvTsx6EdnpZI/ayUtSLqWKANCseERl32rTvi8qDmce8b6o+EUuw4JMAioGtfBUAi0OCWI+09J5dCwJb+gRbQLW/k5OLC8l7xUzUkL4vZxoSQRbbbonOtqhwQmsl8uapnMKzYoiPrYizGZzpQrFCQkJYS2O1Zc9e/Ywf/58AGbMmEGHDh2C2m7kyJHceeedAEyfPp3s7Oxq65jNZtq3b8/zzz9Pu3btqhX9aKlUzdXn6y0XHR3N/fffT1FREd26deOzzz7DarUiSRIul4uioiLUajVr167liiuu8HrfRbrA3RzUlHPR9wG2vLycjz76CICpU6cGFN99BWZfQpHQPhzJzc1l8eLFTJo0if/85z+YTCY6d+7MG2+8wfvvv0+vXr2au4utgsLCQmbNmkVubm6Nc4hWq+X6668HlMIzolqNtpZ0IKJaTWznztWWJ/XpA4A5L8+7zHT0CE6zmXZnn11p3XZnD0Wy2yk8eCAEva4fgkqFqqYkZxXraFKqhxPqOrntd/rMX/bcHGSbDUOPnpXWNfbshex0YvfzW99SsVjMjB5eUaF4RD8GntE17MWx+uAOty4C4BIhng4Bwq2r0llSM0mIB+BzuYhsuXpEkcViZsTgPixc8CrDB/WqVvSjpeIvV5+ngEm7G67irVg7xYJEoixynyWanM+XI8syRV+tZved/0QrwxHsPOs6xZ/lxYAicDcHNeVc9L3PcyGzRi4BYLwQizrAfZ4sy369fCP1Pk+VLxC9REPHS6Jp85AR9WkRZ1uJ3FfLyV5ehm2gIr6HgmJTEfNfeZ78vNM1ziGCIDBGcKeA+lkuRQpDj3SFuqGIj60Iu92Ow+HwVin2VC2OJOx2Ow888ABOp5PRo0fzt7/9rU7bP/bYY/Ts2ROTycT999+Py1X5R8hT9MPjZWa1WsPiGHty9XlEK4+33K233kpsbCyCIGCxWPj444/p2bMnWq2WvLw88vLycDqd3vyAe/fuZeLEiahUqogWuJuLquMYiGXLlmEymWjbti2TJk2q9r1Wq0Wj0XjHWKvVej96vZ60tDTS0tLQ6XStOv+gw+Hg999/56WXXmLSpEmMGjWKJ598kiNHjhAdHc2jjz7KN998w/jx42v1nlYIjrq+JLvpppsQRZEdO3awa9euOu3Ln4el1Wr1PnCZTKZGTR/RUrCXur0JND4eu+Wn3J6B0e0rv5yLbt8eBIGyU6cIRySr22NT1P01RzoLCwHQVEk7oU5MBEHAUVTYdB1sIA67A6fD4a1S7LDbIy5U21Pd2oZMZ7RcWEu4dVUmCrF0R4cTeFvKx1HlYddT9MPjZWazWsPiGHty9fnmaLTb7XR+9J/0fPZJRJ2Wwp83Ma08mnS1AY1WS0FBHgUFeZRs/J37nfHEyAJ5gou5YgExZ/aJaIG7ufA3jv7YpXZQgAs9AiOF6vm7NVoNao3GO8YarRaNVlOpcFG3jPQGFy5q8bhAt11Fwkt6OlwSTdqAOFIfiEK3W42kkymcZuXYuhLKrnQoqkiIqOtLsuFCNFoE8nGxh7rdkwXysLTZ3H+Xlphq9b5UaFqUy6yBuFwu78fjQeTxGKu63HdZTcurvqHyVHz2vL3yrOfZ1nc5uKuFeiql+q7vu13VPgZaHmqb/C0P1Edf2z3bemyq2panj6+99hr79u0jOjqaOXPmIAhCUDZ5/jYYDLz22mtotVo2bdrESy+95BUXfdeNjY0lNjbWr02BjntNtvpbLooiZ511VrXvajr3Ai33N06xsbF8//33iKLIQw89RFFREUajEaPRSH5+PpmZ7hC9zMxMzjvvPD744ANcLhdqtZo2bdp4BW6bzRa0TcGee7Isc9ZZZyGKYpOfe3Udp8a4nmRZ5swzz/Q7pv5sAiguLqa4uBj4y0vsjjvuQBTFajbpdDrv+B49epT8/Hx0Oh06nY7Tp0+TlZUFwKFDh9DpdEHZVJdzrzabPPZ7+h3qccrOzubRRx9l+PDh3HTTTSxcuJADB9yeXt27d2fy5Ml899133HbbbahUqiY99wRB8NreHOdeY19PFoul2ksyi8Xi/d5ut/Pll196l7Vt25bzzjsPwDsHBWtTeXk5s2bNory83Lt8zpw5lcTPZ599tpJNVa/DxpgjPDit1kofKchqpHUle/0vqHQ6Err38C6zl5aCKKKtUnRKVKvRGI3YS0sapS+NTfnevQgaDVqfiAfJYgFBQNRX9qYUVCoErQ6plhdogtB4n9r2FXCZKCCIQqP3r7E/9bH/F8rYjw0VcIcqCY0oBL0vQQCVKPB3VTIGBE7g4DO5ECdytXV9vcyC6VdDjkFdltdl/z9rbHS840YArtDEsOu2e4kRRIxGI9v3HuXnTTsB+PnXnfQyxHG/JRpzZhbalCT6fbSA5I6dcNjtOB2ORhv/5j4Hm/NTF/uhsrfiOo07XcQoIYYoUay2vtFo5OdfK8Z300627z3qvcffujvTO/Y/bdyO0WhsljFrzPFXFQkkP2EgbWAsHSfFkDhPj36nOx+mvasL09+tHP+5hOKHrBDVssc+3D5OR8VLsuQUkpJTqs0hdpv7xbDdZkUQIEoUGSpEuc9rubRO+7Lb3flp7XZbpeXvvbMAcIufb/13XpMff4XAKFlpG8iuXbswVIQHecJYjx07RkFBgXeddu3a0b59e44cOUJJyV839F26dCE5OZn9+/dX8r7o1u2vio6+BVc8obA7duygtNSdq2b37t2MHDkSu93O7t27q21TUlLiDZMFt+dU3759KSws5M8///Quj42NpXv37uTk5HDKx+MhlDbFxcWxa9euSmJFnz590Gq17Nixw7vMY5ssyzgcDq89e/fuZdSoUd797d69m5iYGK9Nv/zyC6+99hoAt956qzdRdm02efaXm5tLYmIiOp2Om266iXfffZdXX32Vzz//nClTptCvXz9vzkOHw4Farfb2KyoqqlLfPePkS//+/bHb7ezbt8+7TBRFBgwYQElJCYcPH640Tn369CEvL69S32NjY0lJSalkv8cmT4Vj3+WBxmn9+vXeSsezZs3ikksu4cEHH6SkpISEhAQOHz6MxWJh8uTJHD9+nOTkZLp3705+fj5t2rRBEATvA7vVaq10jtVkU13Ovfj4eNLT05v03KvPODXG9WSz2Xj//fd58skn6dSpU402mc1mdDodXbt2BdwFgrKzszEYDJxxxhns2LHDr02ec1kQBA4ePFjJJk+qgszMTE6fPl2rTXU595pznHJzc3nzzTdZtmyZd34wGo0MGDCAXr160a9fP5KTk0lKSiIpKclb2CfQODWGTTabjT/++CNom1ryXO5vnDxzpEcUh8pzefv27XnmmWcYN26c91w6//zzWbNmDcuWLePiiy/2CgK12eQR0T3td+nShenTpzNixAgmTJjAihUrSExMpKSkhLi4OA4dOsTkyZM5cOAAOp2uUeYI38I5v7/4QqV2O40ZS5fzxhFKjq/7ieIjmWRccilqn1BmyelA9FMRGtwCpOQIv0T75Xt248g5RfTZQxF9PLZllwtE/+/aBZXo/r4GuraP9/7Gh5LiiibVqr/6ltY+zjufer73t0wlCn63CSeKfQ6p5xjUZn+2w8aSU8cBuCWuLaPjg6vkW7WtdOCBMhXPFhzjJ7mM3Vi5IjqZS6OTSKzHuDSUru0rt1PTPoLd/3qzia+c7rn7Ol0cf9PHc78k+WwXj7VjIjNmzGBAn67o9XoSo2DbiFsZ9sMy1EmJJIwdQf5HnzXqOVbV9kjB45k/ffr0WqNZzAnuqJRuGekAJJ8zlGMqFyJwR/sOpKr9R6h4zuUze3WuMn7xFCe7PeF7p7cLemyb4txvMC5gIfBvoKhimQ4YC1wETARtNxVaVMTRvNWVW+u5X+tvW3Exs2bNYtq0ad5lN9m0/JJziF2yBV0bAx001dMO1LSvqufkrKems3DBq2RlZZGamlrpGrMmuVNY9UpPrfXaqw/l5a3YkzgECOc+/YwSXF9HXHY7m555GnC/hfLclAqC4PXU8vVe9Cx3VbnBDbRcFEVMJhMJCQkUFhbicDhITU2lsLCQ+Ph4JEmiuLiY5ORk8vPzSUxMBNx5tJKTk0lNTQXcYlphYaHXQ8+DSqWq1sdAy0NpkyAIfpcDlR5iPbYVFhYSFRVFeXk5iYmJ5Ofnk5SURFFRkfdvz0RTXl7OhAkTOHbsGKNGjeKjjz5CEISgbPLsr6CggMTERK+HzEsvvcS7777rFWliY2O5+uqrefbZZ8nPzweo1g/fvlc97v5s9Rx3WZb95t7bsWMHZ555Jiqfh8TS0lISEhIq7VcQBK9wWHV51fFYv349t9xyC06nk5tvvpnnnnuO4uJiEhMTKSwsJCEhwe84edZp27at9/jl5OQEPMf82RTsuedyudi9ezf9+/evJHQGsqmm5XU592pa3lCbfPtY2/VUUFBAamoqp0+fJiUlpVabzGYzeXl5ZGRkcMEFF7Bnzx7uvPNOZsyYEdAmq9XK3LlzefTRR6uFVvs7x2qyKdhzr6blvjZ5xv/MM8/0ej83dJx+++03nn76aY4ePQpAz549mTZtGueeey5qtbrZ5z3PcpfLxc6dOytd90157jWGTb7LPXOk7++Uvzk0NzfXW51dkiTGjRtHZmZmpfO6NpsKCgq8v5Px8fEBlzflHFFeXu4VT4c89Agqn2tPVKsR1bW/Ey7NzmbnWwvofsWVpA4YGHC9vN27ObBkMakDBtL98isqfZf59QpObfmdc2c+XW27355/jrj0dHpdc12tfWlsHAX5FH27kpjhIzBkdAu4njXrKCXrf0Gf0Y3Y4SMqfVe6+Tcshw7S5sabq22X9/litG3bEjdyVKXlvvd5uw+ewGgMvfhYYjIxoG8aefkFqFUiCQkJbN+bRWzF+eH53t+y5Ip8l/l5pyt9H054bCkqKsLpkkhJTqrRfocs86wrh2PY6YKWx1VtA+a5C7SvqsdqlWRipVRCOe5rVovA2Q4NL467gOPbdgLU2q+GIAhuAeLoyWJ8p/Ga9hHM/v+Ubcxx5WJHJnf5t6y7YTKCIFSzpSqets/4z5Mk33gVpRs2s/XGuxrlHAtke6RQWmKif580duzL8lYwrwmLxUxhfj6jhvfj7oM7+UMrM1QwcpcqJeA2NquVN9+Yx9R7p1UL467PedwU535D0G1VkfyEAd1u9++oI81F4XQr5nEO5JrTCDcprf3cr+13KtC5P8eZwyFstZ7X/vZV9ZwM5blaV8zmcs7s0RGA4U88Vek+T0HxfGwwKpWqkjAEfz2Y+Fu3LsurIgiCV1DzfSj15CLzLPN98PGsX5VAfazr8rraFMzy2tbxtdfzsPfQQw9x7Ngx2rRpw2uvveb1Sqyp757lnnZ9/1apVEyfPp27776bjz/+mHfeeYecnBzeffddUlNTeeKJJ5g+fXql9av2sS7HwN/6ngdhf+dYXZd7/j58+DBTp07F6XRitVp5+OGHveeVpx819RH+Cnv3bBfI1nA892pb3hQ2mc1mysrcOdpKS0uJiooKWF3Z05eYmBhcLhdarZY9e/agUqmYPHlywPMAICoqipkzZ/pt13f9YOY3TyGcqKioGvdZ1+X+5rdg2vEdp1OnTvHcc8+xevVqwH2spk2bxt/+9rdK84Q/muPcqzq/+S5vDdeTv9+pQHOW7zaPPPIIU6ZM4aOPPmLy5Ml06tTJu64/m3yvI5vN5vc3pup+m2KO8P1Ordc32k1p0eHDHFy6hITuPeh2qZ+8rzExIEnYy8oqhV5LTicOsxltTN3y6DUn9lMnKdm4AW2HjsQMHVbte9FgAFlGsloqhV7LLhey3YZYS/V6WaZRHhD9tem7L99/qy2TZL/bhBN1tf8zqYhj2NEjcJeYjAohaLv9HUuACUIcY8QYNsrlfC+XcBon6zV2hv70FS9a8rlTl1Brv0JB1bZq2kdt+y+Snbwm5WFHJs2l4udHZiDceFfAfflru3jlDyTfeBXRQwehSU5s1HMsXM/fhmCxmCmpCJ8uMZlQqTXeytaB0OuNRMfEYUjvwn6N+4CdL8TWeOy0Oj3/fND9rFLX88hve1p3MRytVtdo5359EAsEkp7TE/uZ21tO0ssU/dNK8V02t9cjQAs8x1rruV/b71Sgc+9KMZ7npVx+k81MkOx0rqWQWNXrSK356zpqjHk6WFrjmIYSJedjGGI2myslzPck6w9URMKDv+T7LRmTyURxcXGt1dg++OADvvnmG0RR5PXXX/eGJYeCuLg47r77bn799Vfmz59P7969EQSBL7/8kilTpniFAqg8Li2xCEthYSG33HILJSUl9OzZk6KioqCF76p4ctP5q8anEBxms9mbp9FzvniqkGdkZACQkZFRp4rqHi/siy++uJI409gEWwinqfnuu++YOHGiV3i88sorWb16NTfddFOtwqNC41Db71QgLr74YgYMGIDdbmfu3Lk1ruu5jjy5HdPT04O6hk6fPs2bb75ZKTQ6HCk9fpw/Pv2Y6PYd6HXd3xD8zPNRbdsBUHaycqXnspMnQZaJbtu2SfraUBz5eZjW/YQmKYm4kaMQ/AjR6gR3dIjDJzQfwFlYALKMOiGhSfpaFywWM6Ul7vsJ34rDgYpIeAiUfL8lE0zV3S1yOWtld8qGW4UkUoXQhbXpBJGxYgzPiO25V0yhq0uFIIr85rLwtPU0msS/zg/fcbFYW959nlWWmC/lUYyLZNTcYYlCstW9KKL1wGGsR/5EUKtoc8mERuhpZOARR0pMf13DFouZwWdlMKqiIMeo4f3qVFG90503IQvQEx1pQtPegwdbDKcp0W9U03l0jFd4LJto5/jaEorv8xEeFZqU2n6nAtFd0HMW7heEX0hFNa7ruY5Gj/irsE0w15EsyxyRbdUKjSk0HYr4GAZUFbh8H6rS0tK84oTRaPTmuMrKyvIWEPFgtVqZNWtWixcfPRV3u3btSmpqKl27unPR+HtA3b17N7NmzQLggQce4JxzzmmUPmk0Gq688ko+//xzCgoKMBgM7Ny5k8TERMxmM2azmYSEhErjEgoBMpCXUl2x2Wzceeed/Pnnn6SmpvLGG28gy3LQAm8gAnnkNRSr1crChQtb/LlaXzzXcUJCAgkJCd5r2FOF/OjRo5w+fZqjR48GXVH9zz//9Ip/U6dObWwTGp2Gnvtff/0106ZNw2Kx0Lt3bz755BOee+45byhvSyZU131LpLbfqUAIgsBjjz0GwNKlSyvlW6yK5zrauXMnO3fuxGazVbqGPJ66VcXyefPmMXv2bP7+97/Xw7KWgTnvNHsXfYQ+Pp6+N92MSuP/hj8uPR21wcCpzZsrLT/1+2+IGg0JPXo2RXcbhNNUTPHaHxGjookbcx5CgBcK2rZtEbRaLD65bQHMBw+CSo2uQ8em6G7Q1PRQZTAYWVdRKGLdxp1s23O0kseUzeZOvu/JaduS0Wg1aHU60tLS6JaRjk6v9/uAmi+4+EByC8ejhWiGiKEPgQcQBYEBgpH7LDFsv/o2YhA5ITnpt+hNypGwWMwMPKPrX+MyvF+LqgItyTLvSPkcw44BgX+KKURXPOYFI/BWxfTtjwCkXnFJyPsKbqF85syZYSWU1wXPdTzwjDQGnpHmvYYddgc2q5XDmUcoKiqqU0X1MiRSr7oUgAli+HinNxaGn9S0uyUKlUnE3tXFyY/KyF1oxtlREZaak9p+p2riKjEeAdiLlT/kwC+CPdfR1m3bOXQ4k63btle6jnQ6t5duVSeZb+USnpVy+Eau33OvQsNpvU84rQRBECpVfK4Nz0NcXFxcowlDjY3RaKSgoKDSA2pBQUE1e8rKypg6dSp2u51zzjmH+++/v9H7JggCNpuNBQsWoNfr0el0/OMf/6CkpAS73e6t4OpwOIISjGpCpVIxYMCASt6Jgbxea8ITlr5582b0ej3vv/8+Xbp0Qa/Xk5aW5hVNAwm8NaHT6SgsLKybYUHgcDhYuHBhpeJJrQmPOJKVlUVWVlY1gTE+Pp6UlJQ6JfT+4IMPEASBwYMH069fv0boddPh79yvC8uWLePhhx/G5XJxwQUXsHjxYgYODJwbryXRUNvDgUC/U1VDpatyzjnnMGbMGGRZZs6cOQHb97zA6tevH/369UOn01Wa2/x56h49epRFixYB7oJlLZGTv/3KsZ/WkrttKwCFB/Zz7Ke1HPtprbtits3G3g8/wGmx0KZffwoPHuD0zh3eT8mxY962VBoNXcaNp+jgAf747BNytm7h4NIl5O3cSadRo9E08/2D+cB+ynfvwprpLt5jP3GC8t27KN+9C8luR3I4KP5hDbLdjj49HXt2NtYjR7wfR16ety1BrSaqX3/s2Scw/bwOy6FDlGxcj+3oEaLOPBMxzDz4DXr32MTExgX9QNcSMRiM/LRxO+CuxrtlV2Y1ewSthg/1ZizIdELD34TEJumbacsOnjKkEIVIdO+evGUop8Ruw2G3k5SUQlJSCk6HIyjBqK4E8nqtjS/kYnZgQQSmiim0F7RegbdbRnqNAq8/SlavBSC2X19yhZqLMtUHm83GrFmzwkIorw++IqM/gTEuzl0gI64O+eg2aOyo9HraSCJn0IKSGDYDxjVq2t0ZhWgTsIxwcOLbUixjwq9QWmsl0O9Ubd7jHQQtwysqX38hFVfLae5Bo9Wg0+sZNHAA3btlMGjggErzmz8v3VLZxcoK0TFZyTzYbChHvoUjy3KlC88jzOXl5ZGWlkZWVhYpKSktXmi0Wq3MmTMnqKpu4LbTU8QkNjbWr30zZ84kKyuL5ORkXn/99SZ9WB8yZAivv/46d955J7/99ptX+Aylx5Isy5SUlBAbG4sgCF5vOY83oEcw9Aizgbx5li9fztKlSxEEgddff52zzjoLoMHnkSf0+ttvv+Xee+8Nmd2etn3/ba0Euun0FK0I1v7CwkKWL18OtFzhpC5UPffrwueff86TTz6JLMtcdNFFvPDCC3V6gdPcNMT2cMbjPe4R4dPS0iguLq42Jz322GP89NNP/PDDD/z2228MHTq0WltVfyePHDlS69z24osv4nQ6GTJkCOeff37oDAsh2RvWYysu9v5dsG8fBRUeoG369QfAVvFyKuv776pt36b/AGI7d/b+3e7soQiiSPbGDRTu348uLo6uF15E++HDG8+IIDHv24tUUewNwHb8GLbjbvFU39Vd8VWqePlWvn1bte316RlofFKwGHv2QhBFzH/sw3biOCpjFNGDBmPo1bsxzagXBoORLbsyKczPZ/SIfqzbuJPE5OQWLzTarFbe/O88pt5TvbhFIGoTUjMee4ATKhc6BKaKKWiacE5MU2l50pDCQ7mHOREbw1uGclTRUY06L3u85TzegKNH9EOn11cSZv159OyXrayWSwC4UUikr+AWpgwGI2s3bOecwX3qfB45ck5TvnUnUYP6sU1jp3soDY0g6iIu1oRdltigcQu1o+06RE3k3B9UJepbDan3GhEcAuaRDnL+r7xFFZRR8I/He9xRcZ83alg/tu/NqjYnXSbEs1kuJws7WzEzmOre7vX5nfxGNmFFpi1qr8Cp0PQo4mMLx2QyVfP+MhqN3h+zcPFw9IR8T5s2Lei8cJ6CBP6qQBuNRr799lsEQWD+/Pm0adMmpP0NhuHDh1NYWEhqairr16/3Vh0PFZIkcfjwYfr3749KparkLRcXF4fJZCItLQ273e4VH6sWELFarTz33HMATJkyhYkTJ3q/a+h55BEfV6xYEXLxsaaxjxSczuDe4MqyzOzZs7FarTidTsaMGdO4HWsCqp77wbJo0SKeftpdofayyy7j2WefDbvcjvW1Pdyx2+3Y7XaSk5NxOp0UFxd75zZfzjjjDK644gqWLVvGf/7zH5YvX+5XDPCd32qb2/bs2cOXX34JwOOPP95iRd8hDz5U6zrnPv1MndpsO3gIbQcPqW+XGo3kK66qdZ02N91SpzYN3Xtg6N6jvl1qNEwmE2pV5ReXBoPRWwU0XDwcPSHft995d0hywu1S2el4+w0A3BLiPI/BkqHSsuvWexi+9COOqVyc+e58sh+cidxIocK+3nKe+7xuGek47A4MFeKKx6PHgyTLLK7IjzZMiGK0GFOpzYZ4yhav/IGoQf3YqnZwjSwjttC5MRL4SjZRJsrY8woYbEhv7u40G1ErNKTeZ0RwCZSf5yD3rXLklpOCUqEGHHYHDrudxMQkRFEgPz+/0tzmIUlQM1aI4Xu5lGVSMQNEIyo/c09dficLZCc/VeQNvkKM99ueQtOghF23UHzzHvbo0aNa2Fgkc/ToUW/etn/+85+MGjWq2fpis9l45ZVXUKvV6PX6JsnVVpdQjffff58TJ06QkJDAP//5z5D2w+OVt3v3bjIzM0PatkLwfPLJJyxevBhwP8SG4hwM5EXbknn//fe9wuNVV13Fc889F3bCYyTjKTyTn59PcXExGo0mYMG0hx9+GI1Gw9atW/nuu+oefnXFE8I9fvx4zj777Aa3p6AQDJ6wsW4Z6aSlpaHV6YIOiW3t5MtOPtO7832dIxkY2kh5HoOhZPtuJlui0coQf/ZAurw8C0HXuPfjdbnP+00u5xh2NAhcKcSHtB+mH35BstkoFCUyaZ3h0eHADtnMqgrP1iMvvIaGhgsngXLitWSil2pI/UeF8HiBg5yFivAYTmi0GjRaLYWFBeTn56PWaAIWTLtIiMOAQC5O1stlDd73crkYJ5CGloG0/Jd5rRlFfGyheMLGPKLOoUOHwsLDsbGRJIknnngCl8vF8OHDefDBB5u7S5x33nm88MILXk/AlkJRURGvvfYa4C7GE6rQD188uXqWLl0a8rYVamf37t088cQTgNuzNdi0BrXRUqtXB+Ltt9/2evhef/31PPPMMxHlNdgaMBqNFBUVeX/zMjMzAxZM69KlCzfddBMAzz33XNBewv7YuHEja9euRRAEpk+fXvsGCgohwhM29nNFYv6fNm4PCw/HpmCRVIhFkOmAhhvVyc3dHdIlNXdao3BZrUSfPYAOMx9u7i4B7lDcZXIxAOcLMSQKoX3hJpWVk7/mZwA2yeW1rK3QGJyWHfyflA/AMEnP1R17hUQwbImVq2siZrGWNtOMCJJA2SV2ct4sV6pZhxkGg5Fte456f/N+/nVnwIJpMYKKCYL7ufUr2YRNrn8kXLZs985fV4nxLepZPRJRxMcWjNFoJDU1lbvvvjvkIb3hymeffcaOHTvQ6/W8/PLLLcaz6dJLL/UWShBFEYPBENBrpy40RPx59dVXvaHZN998c73bqQmLxe2ZsHTp0lafn7Gpqe3Hsbi4mLvuugubzcbw4cN5/PHHw0owrI1g7Xjvvfd48cUXAbjllluYMWNG2FeLbi1jWFfqEio9bdo0oqKiOHToEEuWLKnX/mRZ5tlnnwXgyiuvpHfvlpf/T6F1YzAYSU5pw4wZM4iPS2ju7rQIdspmdmNBAO4Uk9EKLWM+76Mysv/eR5AlifjzR9NmwnkBvXaaih/kUgpxEYPIRCH0L5gBcr/8BoAtshmHcp/XpNhliQVSHhZkOqLhZnUK08JIMAwV0V9oSHnIgCALlF5hJ3e+GRQn8bDEN1TakxIiEOcLMcShwoSLHypCpuvDMqkYGeiDnt6Ckhy0uWkZv+gKAYmKiuK///0vUVGRlxjV47nk+ddkMnm9m+655x46+yTOb26MRiM5OTmMHj0aQRA4++yzq4mPHq+dYFGpVPTt27deHlxZWVm8//77gLtAQ2OF7FssFjQaDceOHWPLli0ha7fq2EcaJSUllJeXU1JS4vd7SZKYNm0ax44dIzU1lf/+978tRogPBcGe+x9++KE3ZPbWW29t0fn6gqUh131rINhrPzk5mSlTpgDuYjGeFyF1YdWqVWzfvh2NRsPDD7cMTyaFyENX4WkeaYKCPxyyzKcV+QtHCdF0FlpOuiGDwciPCz7hbIv70WnEf19G9BkzX6+dpsC3cuulQjyGRhJpC39aj1EWMCOxm7rPswr+MZlMFBcXY6ooEuaPj+UijuPAgMDdYgq6FlfWPFsAAQAASURBVCLENyXRX2po86DRKzyefsWsVKyIEHSCyCUVL1W+lU2Uya46t3FItrKjYt66UowPZfcU6knkzWJhhiRJ5Ofnh33hDXNFVUqTyeT9f21ULTry0ksvUVBQQMeOHbnnnnsap6NBYjKZqt0wGI1GnnzySSRJ4tChQ7z77rsN2kdDxn7OnDk4HA4GDRrExRdf3KB+1IQsy4wePRqAL774ImTtRmrBGU+u17S0NBISErwVzauKxwsWLOD7779HpVKxYMGCZim41JgEc+5//PHH/Oc//wHgpptu4rHHHgt74RFaz5xfX+py7U+ZMoWkpCROnTrFXXfdRUFBQaXva8pd6nQ6ef755wG3x2ynTp1C0HsFhcjFYnXf25WWmLBYgrvPq8p3cgl5OIlC5IoQ5y+sK/7u8wwGI5fLsdjzCihWwQo5sHDU2KyQTViQSUXNKCG60fYjO5z0d7rdzDZJDc+9Fun45npNSEigW0Y6Or2+Wr7X9VKZN9fd7WJysxRcam6ivtZ4Q61LJ9k5/bIZIvO9bMQyUoimDWosyMyX8iiQK6fZqSl3qSzLLJWKARgsGEkTlDj9loAiPrZwZFnmzz//DDqktSUWijCbzaSlpQF4RZVgBEiPzbIss3//fq8n34wZMzBULY3VRGi1WnQ6HWlpaX6Foa5duzJ8+HDA7Y1z8uTJeu+rrmPvYevWraxYsQKAJ598skZBJhTny6WXXgrAihUrsNvt9W7HF9+xjyQ8uV5PnDjBrbfeyokTJygoKKgUgrpx40avt9/jjz/O0KFDm6u7jUZt5/7ixYuZNWsWANdddx1PPPFEqxAeof7XfWuhLtd+dHQ0s2fPRqVS8eOPP3L++eezYcMG7/c15S5dsmQJhw4dIioqKuTFuBQUGpOWWCjCYjEzeng/AEaP6MfAM7rWWYAslJ18UyHmXS7EEy00j8qg0WrQ6nR0y0j3KwzF6wykbz0AwPdyCdlyaO576kKu7GBdRRji1WIC6hp+/0JxvgxyuO9zd2Opl/eRwl94cr3+um0/jz76KL9u28+WXZmVct8dl+0skgsBmCDEMlCIvFywxlV/VbUuu8jO6VcVj8dIRC0I3CgmokEgExuzpFNsl//6bakpd+luLBzChgjN/jJL4S8U8bGV0RILRdjtdhwOBykpKaSkpGC32+skUsmy7C0yM3LkSCZOnNiIva0Zo9HIkSNHAHdoc1VhSK/Xs3jxYvr06UN5eTkzZsxo0v7Jsszs2bMBuOiiixgyZEiN63/++ed06tSJJUuWsHjxYr788ktWrlzJmjVr2LhxI7m5ubWKAKNGjSIuLo7i4mLWrl0bEjvq4ynbWjAajbRt25b77ruPtm3bVjq/cnNzueeee5AkiYkTJ3rDTiOJpUuX8tRTTwFw9dVXM3PmzFYjPEYKoXxJdtlll7F06VI6duxIbm4u1113HXPnzq2xCI3VavXmCZ0yZQrJyc1f0EJBIVhaYqEIh92B0+EgKSmFpKQUHHY7DrujTm18LhdhR6YTGkY3oidfbRgMRtZu2A7Auo07qwlDOr2eGRf9jV7ocQH/kwqRmvhl0VKpGBfQHR39qfllfFSOkadiZ5DySSwxH2uJXqIh6isNxtVqDOvUqI+LUEv30yQVKahxAlvl0NyThcJTNlwxGIyktEllzpw5pLRJrXR+mSvyPDqQ6Y4u5BXMwwHjGjVt7zEiON1VrXNfV4THcCOUL8n6CgaeENvSHg1mJN6Q8vhYKqwxB60ky3xR4fU4UoiOSM/hlopyKSs0GYGKQFitVubMmROwUu93333Hpk2bUKvVzJ49O6RCg9ls9obVmM1m4uPja93GIwbFxcX5LYqgVqt57rnnuOyyy1i5ciU//PADgwYNClmfa2LVqlX8/vvvqNVqHn/88VrXX7BgQbVQxaokJibSu3dv0tPTiYmJqTaOWq2WSy65hEWLFrFkyRImTJjQIBvMZjM9evQgKiqKvn37IooiR48eJSUlBUEQaj1fWjMPPfQQeXl5pKWl8fLLL0ec6LZ8+XIef/xxZFnm8ssvZ/bs2WFfXCYS8bwkC/Td5MmT63RtDx48mO+++46HH36Yb775hnnz5rFx40Zef/11OnTo4F2vuLiYEydO8MUXX3Dq1CkSExMjUsBXUGgsAv0m2axW3vzvPKbeM82vaHpYdPB7hah1g5iIGMLfNovFTGmJ+z7PYjUTG1d7YRZPIYSY2Di/FcgFQeAmMZGZ0kkOYWOjXM5ZIetxzRySrWzFfayuERNqvQ9IedKA8aeaH7xdcRL2vi5iuovcyI1kOY+RqclEwp3+QkBgmBDFCtnEr3I5o4lpkA0Wi5lrhl7ARCYyffjdFGmKWbJpDbo2BhBqP19aM5/KhZzGSSwiU8RkVBF2n2dcq6btlCgEh0D5OAc5/y1XisuEIZ6XZH6/0+mYMWNGnYTJDoKWf4tt+Uwu4me5jB/lUg7JVu4SU2jnIyxaZIl8nOyULWTjQIvApY1UjEuhfijiYxgQGxvb3F1oVDzFWKZNm1btgVMQBK+Hyp133kn37t1Dtl+z2UxCQoLXCzMtLY3i4uJaq6wGw+DBg7nxxhtZtGgRTzzxBEuXLq1XO/7G3iOWVs1F5HA4vDnwbr31Vrp27Vpr+2PHjsVkMmGz2bDb7d5/HQ4HJSUl5OTkUFhYyIYNG9iwYQPt2rUD3PnYbDabV/i5+uqrWbRoEWvWrMFkMnkr1gaLLMscOHCANWvW8N1331UrJjRy5Ei0Wi1JSUnExcWxZcsWBEEgIyODTp060bFjRzp06NCqxMiqY79161Z+/PFHBEHgzTffbPXzgq99u3bt4vXXX2fdunUAXHLJJTz77LOtVnhs7WNbE3q9nocffrjO13JcXBxvvfUWixYtYsaMGWzevJkLLriAoUOHcvz4cU6cOFGtgNP9999PdHTzeVgpKEQKnmIst995dzUxSVCpWKpzFwQYKkTRXQjd77jFYmbgGV1xVNznjR7ej+17s/wKinWlraBhohDHCtnEErmIdEI3lwS6z5NlmSUV3jxDBCPpQeQwK77LhmSUEawCgg0Ee8W/NgGxXEBzQkRlEjFsFDFs1PA//gfFkCPm8K7+PV7mJcA9NitkE4ewkSc7SKmHJ5HmsEjUdxrarjRwzPknoicAzwEMBlkj40qSsccbGb9/BMl5RsRuahydJZydJBydJeRWHIGcKzvYJJcDcIeYTLwQOY/p2v0iCa/qifpGgyALmEc5yH2zHFpOdgmFEOEpsnYku5i6OI3rBJFbhCR6S3o+lAs4joPZ0in6oKcQFwU4KadyvvBxQkxEXUfhgDIaLRyVSuVXcGuJuR1DjUqlIjo6mtzcXNq0acMDDzwQ0vY94d8pKSkA5OXlYbfbaxUfgz32jz32GKtWreLYsWMsXLiwzv2rOva+xUh8+6LVapEkiRdffJGjR48SExPDtGnTgtqHR6wMhMlk4o8//uCPP/5gx44dLF++HK1WiyiKGAwGunbtyiuvvMIdd9xBp06dOH78OMuXL+eWW26pdd/l5eXs3LmTtWvX8sMPP5CdnV3pe0/BCUEQEAQBu93OqVOnOHXqFNHR0Xz88cfV2uzQoQNnnHGG99O3b986C6EtAX/X/bx58wB3OP2ZZ57ZDL1qOjz279ixg9dff51ffvnF+93VV1/NrFmzWm016EBzfqTQEPsFQeCmm25i8ODB3H333Rw8eJDVq1dXWsdgMNC5c2cGDBjAzTffHIouKyg0Ci0xt2Nj0P6mazglSugQuCbEIaYOuwOH3U5Skvs+r6AgD4fdQW1pw4M99hcJcfwql5OHk6911gb317cYibcvFTknZVnme7mUTGyoIOhwXMtIJ5aRgdNQCKWg26dCt1eFsF3i+JeH6Utf2kptedz8GA8wjfJZTsxTZbpmaDmKnU1yOZOC2L9gAd0OFcafNESt1qDNrPy7fUI8gVbWkSQnokKF4BBQ5wioc7RMYhL8r3qbzrYStjNd2M5yYuvnwnamC1dy68iRvFI2IeMOpz9DaJ7c9k2N5g+RhHl6or/5K39+2YV2Tr9mRm69j7gKDWCIGEWarGWhlM9R7N5q1h40CCShorOg5SLF67HFoYiPLRxJksjJyaFt27aVvHxqCltrTkIZEvvnn396vVIef/xxYmIaFuYRiLp6TwV77BMSEnjqqae4//77effdd1Gr63a5VR17TzEST9htVlYWKSkpOBwO7r33Xr777jsApk2bRmJiYp32FYi4uDiGDRvGsGHDKC4u5rXXXiM1NRWdTodWq0WlUvHpp5+yePFiOnfuzMmTJ/nggw8YP348sbGxREVFeUOCcnNz2bZtG1u3bmXbtm3s378fl+uvxOUqlYohQ4ZwzjnncO+995KQkIAoiuTm5pKZmYnL5aKgoIBjx44xdepUJk+eTF5eHsePH+fkyZM4nU6ys7PJzs6uJDh06tSJfv36cfPNN9O/f/+QHJfGpurY79q1ix9//BFwe2u1ZmRZZuvWrbzyyits2bLFu/yCCy7g3nvvpVevXs3Yu8Yn0JwfKYTC/l69erFy5Uo++eQTrFYrHTt2pFOnTnTu3JnExMSIS1egEJ7UFLbWnIQyJLYMibQH7wHgEiGu0TxU6nrNB3vsNRXFEOZJp9mssRM3uH89e+jGU4ykMD+f0SP6sW7jThKTkxH1et6TC9hY4RU3Xoitl+ehP+QYsA51YR3qosRkYuCXA+iclMZ1tmu5yzKZbq5uGD4HPoenR2t484Ycsjs6EeMFiJeRovFWEBALBPRbVBh+V6P/XY1ut1tQ9O5LkLEOdlE4qpQxL51NaUopLkmmIC+PHb/8SbwjDlW+gP2YlTceep5Hr5tBVK4e9TERzQkRwS6gzhFR54hEff+X/Y4OErZ+TkputLuF1jCc4vNlJ79WjO8lYisXTGTQ7lXBP6HT0r8iPcyjHRQ+YMU2SClqpFAzKYKGR8W2bJDLKEciCTXJgppk1MQghjR1h0JoUcTHFo4sy5w6dYrU1NTm7kqtmM1m8vLymDVrFrfffjspKSkNCmGeO3cugiDQr18/rrrqqhD2tOm46qqr+PTTT9m0aRPx8fFs3LiRCy+8MKiHaovFwsyZM3nllVeIiooC3PkmPZ58cXFxHDlyhClTppCVlYVKpeKxxx5rkhxmDocDm81GeXk5F154Ibt27SIrKwuDwcCJEycYO3Ys4BZ2Y2Ji0Gq15OXlVWsnPj6eoUOHMm7cOEaPHk18fDzFxcVMmTIFl8vlPU6JiYnEx8fTvXt3evXqRVFREY899pg3R6fT6SQnJ4dDhw6xZ88e9uzZw+7duykoKOD48eMcP36cr7/+mrFjxzJt2rQWL2BVve5fffVVwC3A9e3btzm7FlLsdjuHDx9m//79/PHHH+zfv5/9+/dXCo+dMGEC99xzT4sfs1ARTnN+Y+DPft/cvCaTCa1WW+tvi8Fg4I477mjUviooRBoWi5nC/Hzmv/I8V19zA4nJyQ0KYV6ptaKJiiVFEjlfHZ7pJs4QDAwRjPwum+n5wiz2qhycLctB5eqzWa3MnDmT626eilbnFnINBiMxse77vJjYOEr0GhZIOZzAXcDnIiGWyxq5CIlZMPOB8UPe133A4IKBfDrsC2J/NdBxnYFn1lVO6SMLMlKsjKwD9enq97auGBnrUCflFzgwj3fgSpEpMZVw+KXDpOKe52VkXAkSjjgJR3co6WPmpYde4sYn7/srR6cEqlwB7QEVul3uj36XGvUpEU22iCZbS/RKLZbhDgoesWIbHF4C1reyCReQjpY+tCKXPwdoM0W0Fd612j/c/6oK/zpXysc6KJpmxTYwvMZMIXT45uYtLTGh0Wpq/W1RCwKjhcZxTFJoPBTxUSEkmM1mkpKSsFrdYSdpaWno9fpai5kEKvhy4sQJb+Xkp556Kmw9gARBYM6cOZx//vkATJ48mQ4dOnDttddy7bXXVsptKMsyx44d49dff+XXX39l27Zt7Nmzh0GDBjFp0iRvvkUPy5Yt45lnnsFqtZKSksKCBQsYPnx4k9pXVlbG22+/zbFjx/jggw9YvXo1drvd62UgSVKlnEVdunRh4MCBDBo0iIEDB9K1a9eQjK1araZjx4507NjRK3zKskxubi579uzhq6++YvXq1axdu5a1a9dy0UUXcd9995Genl5Ly83Pvn37WLVqFUDQ4fQtmdzcXL777jtWrVrFjh07/FYlFkWRs88+m8ceeyxiREcF//jLzavVaikqKgpJfl4FBYXgsFjMDD4rA1vFfd7oEf3Q6fVs2ZVZ63b+HirNssTvavd1fbUcizqMPVWuExLYLZkhvQv/RzmfSxaGC9GcI0TTvoqHYqHs5KBs5SA2Dgtm9mSkkugq4WxZVc2bcbfKzqeSCQsyBgTuFJPpLzTdvCcLMt/yLZnvnCb5ZAJx/6dD+kVEUyISVeYOoRZkAZXpr7FzdJCwDnFiHezEerYTew8JQpElRQRXOxlLOyeWMX/dN6hOC+h2q4j6RkPMF1oMmzR0vEJD+XkOCh+2Yj+j5QtahbKTDXIZ4PZ6DHfvfLFQIGqVhuivNeg3qxFtAey5GLKnlmLt3/LHSKHxqJabd0Q/NFot2/YcDUl+XoWWhSI+KoQEu92O1WolKyuLuLg4TCYTaWlp3gdGf1QVLNPT0yksLMRoNLJs2TIAunfvzpAhQxq1757cgo1Ft27dWLRoERdffDGJiYlkZ2fzyiuv8MorrzBixAjGjBnDvn37+PXXX8nJyam0rV6v5+mnn+bpp5/mjDPOYPz48QwZMoS4uDieeOIJAIYOHcqCBQua1VPqrLPO4qWXXmLMmDFMnTqVuLg4fvjhB+x2OyUlJZjNZtLT0735NZsCQRBo27Ytbdu2Zfz48ezbt4958+axbt06Vq5cyapVq7j88su57777aN++fZP1q6689tprgLs4UL9+/Zq5N/Xj9OnTfPfdd3z77bds3boV2SfDtFarpUePHvTu3ZvevXvTs2dPunfvzuHDhyM696GCG9/cvKIoIklS0Pl5FRQUQofD7sBmtXI484j3Pq9bRjoOuyPgNjUJltt0Ek4BUlUaBqoa1+tRrktVg3oQL6i53xzD/V++S/oN11AiSKyWS1gtl5COlv6CkVM4OCRbycdHaFFB4qgRLMPCMslCezScJRjoJkqkT7+f9wzuqtad0HC3mEKbEIVa1wd7b4m8Fy0clK28IOWidcJL5Z2IKVEjlgiIZQKONBeu9k2bf9HVRsY8zol5nJPie2wkvqQn+mstUT9qiPpRQ9nFdgoftuLIaNx7/YawSi7BCXRGy5mEZ65HsahCcFyhwbBRjeDyCbfXyNh7uLD1dldVt/V14ejtIu2MOGzZLmgdKTsV6olvbl5BEJBlOej8vArhhyI+tnAEQSApKSls3oLFxcV5vRdrw1ewBLxipcFg4IsvvgDg4osvbjTbtVptpXBgjUaDVqutZav60adPH4qLi9m9ezc///wzn376KVu3bmXjxo1s3LjRu54gCPTu3ZtBgwaRlpbGI488Qv/+/cnMzPSGEwPeMOypU6cyffp0NJrmuyH15YILLiAhIYGioiI2b97MZZddVu+2/HlEBvKUDYY+ffqwcOFCtm3bxiuvvMLmzZtZunQp33zzDZMnT+bvf/87hhbyK+e57g8fPszXX38NhEeuR0mSOHXqFJmZmRw5coQjR45w4MABdu7cWenhr0ePHlx44YWMGzeObt26VcuHKklSWM17oSTc5vxQE8h+URTD1gNeQaE1UZf7vJoEy1+17iIB46ISEM1CnaqeBotGq0Gj1VJQ4L7PU2s0aLSNc7+UKqs4+O//8OFlf+dQjJoNcjn7sXIEO0fkyi/i26Eh3aUitdTKy++/yYh7pnJSCydxcFJ2gBE6T70dgHOEKG4UEtEKLWP+646OVNTkqp1siC9jfGJohWNfT1mL1fxX2HUQOLpJ5C4wU/QPG4kv6olaoyH6Gy1RqzWYbrdRNM2K1MKi+02yi1/CyetRBlWOgPawCs1hEe1hFdoDKvRbVJUER3tXF+WXOCif4MDW2wVVHq9aupkKTY8gCN6XzAqtF0V8bOGIolipunFrpGo14r1793Lo0CFUKhW33XZboz1wGo1GioqKKhVwaQxPGl/BzOVycfnll3PDDTdw6NAhPvvsM/bs2UPfvn0ZOnQoQ4YMQafTVfII3bx5M7t27WLDhg2sWbOGDRs2YLPZePXVV7n22mtD3t+GoNPpuOqqq3jnnXf45JNPGiQ+Vq1m7C/8sri4uM5jNnDgQD788EN+/fVX5s6dy969e3n99ddZunQpjzzyCBdeeGGT3fz5hqT74rnu77vvPmRZ5txzz210D+CqlJaWequL5+TkcPLkSXJycigtLcXlcuF0OnG5XN5PeXk5f/75JxaLxW97PXr0YMKECUycOJGMjIwa9x0J814gItl2UOxXUGiNVBUsiwSJA9gAOD8qAcnc8ErR/jAYjGzbc/SvAi6bdjZKGJ+vYGYrKaG/NpnhhlTyZAcb5XIOyzbaCxp6CHq6o0NjtVXyCM2a9ybRnTvy4o8/sV/tYq9swWqzcj0JXBCVHPL+NgRBEDhHiGapXMwvchnj5JiQ3TNVC78c3o/te7PqPGb2vi5y3itHt01F0nMGDL+qiX9bT/QyLYWPWim91u4tktPYBLrP87BKKsGBTAc09G9ir0ehHNQnRdTZIupTovv/JwVUxSK4QHACUsW/TgHRCpqjKsQy/+NtT3MLjmWXOLD3cYVl4R8FBYXGRREfWziSJHHs2DE6d+4cMV4fHq/HkSNHUl5eTlJSUqMKkB7xs7GEx0D5yrp37+4NnfaluLgYq9XK0aNHcblcdOvWjTZt2nD77bdz++23c/LkSTp27MgFF1wQ8v6Gguuvv5533nmHX375xXvu1gen01lp3H3DL4FqoZd1qbQuCALDhw9nyZIlLF26lJdffpmTJ08ybdo0zj77bP797383aq5BrVaLXq/3iix6vb6S160kSWzcuJEvv/wSaJpcj2azmfXr17NmzRp+/vlnioqK6t1W+/btSU9PJz09nYyMDAYPHky3bt2C3j4S5z0PkWw71N3+ulz3CgoKLYPtajsy7jDTNK2eIzSO+AiVC7gY9I0jPAbKV5ZiMPotDlPi4xGalJhAQWER3TLSOduqZnxcEgWmYkYMP5dXN+0JeX9DwQghii/lYrJxkIWdrujq1Y4kSZU8Xn3DL4FqoZd1rbRuG+ji5OIyor7RkPSMAU22SJuHjcR+qCX/aUujFqXRaDXo9Hq6Zbhzi+v0+mpet8UuJz/JpQBcLMQ1eoVewQqGDWqiVmsw/qDxWyAoWJxtJezdXDi6SdgzXFgHu7D3VQRHhcahrte+QstFER9bOO68BwV06tSpUdo3m82sWLGCY8eO8fDDDzfKPuqCy+Vi+fLlAFxxxRWNantT0JB8ZXFxcTgc1XMpGY3GRs9f1BB69erFgAED2L59O5999lmdzyutVotGo/EWK/KEx3sE3ECChNVqZdasWUybNi1oEUIURa6++momTJjAG2+8wUcffcTmzZu54ooruOaaa5gyZQodOnSoU/+DwWg0UlBQ4LWpavVeWZZ5++23kSSJoUOHNlohocLCQn788UfWrFnDxo0bsdlslb7XarXevJnt2rWjXbt2JCQkoFarEUURtVqNSqVCpVKh1Wrp0qULXbt2bbCQ39jzXksmkm2Huttfn+teQSHSyJRt2JHoLbSM1CJbKwrNDBOjmrknDach+co8HqFOV+UwQw0CrtKyRux1w4gX1JyFgR1Y+EUuo6tQN/FRo9Wg1mj+Snuk1aLRarz5QwN5UtpsNua/8jy333l38AKEAOWXODCPcxC/QE/8f3Xod6vpeEUMpVfYKbq/cfJBGgxGtuzK9Nrkr3rv5yV52JFpi5rBjVRISDQJGH+sEBzXahDNlY+trJFxtpNwtpNxtpdwtpdwJcrIGhlUIKtx/6uSQQOOLm6xUVaKDCs0IfW69hVaJIr4GOH88ccfPPjgg6jVam677bYmLQjij82bN5Obm4vRaGTChAkcPHiw0fep1+uZMWNGoz64Rlq+suuvv94rPj744IPVQqhrwmg0kpmZSefOncnMzKRt27YYjcYaixc1lJiYGKZPn84111zDs88+y/r16/nss89YsmQJl1xyCZMnTw558ROj0RhQpDt+/Li32nsovR5PnTrFtm3bvJ/9+/dXyq2SnJzMuHHjGDduHGeccQaJiYktP/+QgoKCgkKNzJdOU47ELLF9terLTU1Ur+6cUkkIwNlNVLlZp9Nx3wOPotPVz0MvGCItX9m5YjQ7JAub5XKukxPQ1SEnpcFg5OdfdzJiUB9+3rSThKRkDAYjDnvNIcoNQTZA0YNWSq+1kfQfA9Ffa4lZpiX6Sw3lFzoovseGLcRVlw0GY0ABukx28WVpPhBar0fVaQH9FjX6LSr0W9TodqsQnH+17YqXKB/vdOdiHODElSI3WQi6goKCgiI+RjgDBw6kZ8+eHDhwgCVLlnD33Xc3a39WrFgBwIUXXthklUz1ej0zZ85skn1FCpMmTWLGjBmcOnWKn3/+mbFjx9Zpe8/Yx8XFNWlF24yMDN555x3WrVvHG2+8wa5du1i+fDnLly/nvPPO46677mLAgAGN3o8FCxbgcrkYMGAAI0eOrHc7FouFlStXsmHDBrZt28apU6eqrZOWlsb48eMZP348/fr1iyiRXEFBQSES6IiG/dj4RS7lOiGxWfuSevlFAPRCT4LQNI8hOr2e+x+c3iT7ihTOxEAcKky42CKbOUeIrtP2nhD4mNi4RsnDGQhnR5ncBWZMt9hIeFWPcYOG6G+1RH+rxXyOg+J7bVjOdTZ6+PAPUilmWaINas4WGuABbIfob91ejfrfVWiOVX/Z7+ggUX6hu/iLdYhTefpXUFBoNpTpp4UjCALt2rVrNO8jQRC4/vrrmTlzJh9//DFTp05tNk8nQRD4/vvvAbjyyisb3fZwoC4egy2JmJgYLr30UhYvXswnn3xSZ/HRM+bNMfaCIDBmzBhGjx7N5s2bWbhwIevXr+fHH3/kxx9/ZMiQIfztb39j/PjxtXrLms1mSkpKmDdvHtOmTSM2NrZWMTU3N5fFixcD7grX9TkGJ0+e5OOPP+bzzz+nuLi40nddu3Zl4MCBDBw40FtVvaVdY5F87Uey7aDYr6DQGIwUYtgv29gkl3OlnICmma4vSZZpM2kiAMMaIrgoNDsqQWC4EMUquYT1chnnUDfxsbmxDndxang5uu0q4hfoiFqlwbjB/bGe6aTkFjtll9iRgzCruLiQhf99jdv/fjfRMTG1iqlWWWJNRa7Hi8RYVPW4HlV5ArGLtMR+pKuWu9HR2Z2D0TrYiXWIE3tPScnFqKCg0CJQxMcWjiiKtG/fvlH3cdVVV/Hss89y5MgRfvvtN4YNG9ao+wuETqfDbDaTnJzMyJEjm8T2mmjuQgYlJSVNvs9Qcv3117N48WK+++47CgoKSEpKCnpbj/ddsF54vhXFTSZTtRyK9UEQBIYOHcrQoUPZu3cvb7/9NqtWreL333/n999/Jzo6mokTJ3L55ZczaNCgamJJ1WJDzz//vLfYUE19W7RoEXa7nd69ezN+/Pig+yvLMlu3buXDDz9kzZo1uFzu8KHk5GQmTZrE4MGDGTBgAImJzev1EgzNfe03J5FsOyj2Kyg0BgMFI1GySBkSO2QzQ5pJ+PvDZUPfvi0aGQaKTeftFojmLmJgMplQq8RaKyK3VM4Volkll3AIGzmyg7aNGNLvW1G8tMTkN4difbANcJG70IzmkEj8mzpilmrR71ajf1hN8pMGyic6KL3ajuUcJ/jxB7BYzAwb2Aunw8HCBa96iw3V1Ldf5XLMSCSr1Ayvo2ir3aUi/j0d0V9pEOzu+05XnETZFQ4sw5xYBztxpbbcvPAKCgqRjSI+tnBcLhdHjhwhPT290bzgEhMTmThxIsuXL2fRokXNJj56BJnLLrsMtVrdJLYHwmw2k5eXx6xZs7j99ttJSUlpsvDfqpWQdTpdpUrI4cKQIUPIyMggMzOTJUuWMGXKlKC39Qhnnn9roqaK4qEas759+zJv3jyysrL45JNPWLFiBQUFBXz++ed8/vnndOrUicsvv5xJkyZ5q3vXp9iQw+Hgf//7HwAXXXQRVqsVl8uF3W7HZrNht9spLy8nLy+PvLw88vPzyc/P5/Tp02RmZnL48GFvW2eccQa33HILEydODLvzpzmv/eYmkm0HxX4FhcZAU+GltkYu5Re5jCE0j/j4s9MMQF+nBoO6eVN8WCxmCvPzmf/K81x9zQ0kJic3Wfhv1UrI4L8ackunraChBzoOYmO9XMbVQkKj7KemiuKhGjNHd4m8lywU/stK3Ec6Yr7Qoj4lErPMnRvS2Vai9Co7pVfacfT4K6+nw+7A6XAErNBdFVmWWVvh9XhpVDJqkwBWEGwCgh0Eq4BoFlDlCahPi6jyBFR5IupcAU2WiG7PX4/u9h4uiu+wUXalHbll1JJSUFBQqBFFfAwDmsID7vrrr2f58uWsXLmS2bNnEx8f3+j79KWwsNCbCPzKK6/0Lm8O7z+z2UxSUhJWqxVwi1l6vZ6CgoImESA9lZBzcnLIyMjg0KFDTZr3MFR4QvqfeeYZPv30U+66665GCaVsSEXxupKWlsZjjz3GQw89xPr161m2bBk//vgjx48fZ/78+cyfP5++ffty0UUXMWLECKD2YkNlZWUcPnyYgwcPsmrVKkwmE9HR0SxcuJC33nqrTv1Tq9VceOGF3HzzzfTr1y+sQ1fD3fO3IUSy7aDYr6DQGJwrRLNGLmUfVvJkBylNXHjGLktsqhAfBzmb94WYxWJm8FkZ2Cru80aP6IdOr2fLrswmESA9lZCLCvIZNbxfpaIr4ca5QjQHZRsb5TIul+NRN8J9R0MqitcVV3uZwketFD5kxbBRTcwXWqJWalDniCS8oSfhDT22ni7KL7FTNskBFUE9Nd1vCRbQHlSh3a+ifL/MtP2d6HpAT2K+GkGu2/GSBRnz+U5Md9iwjGj83JQKCgoKoUQRHxUAOOecc+jcuTPHjh3jyy+/5LbbbmvS/a9atQpBEEhLS6Nfv35Nuu+q2O12rFYrWVlZxMXFYTKZSEtLaxQxKxBGo5G4uDjv/8OVq6++mjlz5nDw4EG2bdvGoEGDgtpOr9czefLkOoW7N2VFcY1Gw9ixYxk7dizFxcWsXLmS5cuXs2PHDvbu3cvevXsB6NSpEwCSJCGKInFxcbzxxhsUFRWRm5tLdnY22dnZldpWq93TsixXD5sRBAGj0UhKSgrJyckkJyeTkpLi/ZxzzjmkpqY2svUKCgoKCuFGR0FLOlqOYGeDXM7lQnyT7v9XSykWZByFRfTSxjXpvqvisDuwWa0czjzivc/rlpHeKGJWIAwGI85Y93Fo6qIroWSQYOQTuZASJHZjYQDB2aHT6ZgxY0adKpA3aUVxFVhGOrGMdCI8A9ErtcR8oUG/SY3ugArdAQOJLxlI7qlnOtPZ7thJopxALDG0ey2eqEID6pMC6mwR9TGxksjYtYbdyoKMbABXioSzjYwrRcKVIuNMkXClyliGO3F2iYyK6goKCq0PRXxUANzCzfXXX8/zzz/PokWLuPXWW5vUa+qbb74B4JJLLmkx3lpxcXGN7gFaWFjICy+8EHQxknAjJSWF8ePHs2rVKubPn897770X1Pjq9XqmTJnSLLk260p8fDw33HADN9xwA9nZ2axatYqVK1eyZ88eDFWeYqKiovjwww+rtREdHU3Hjh3ZvXs3kiQxb948NBoNAwYMQK/Xe0Pv1Wp1i7k+FBQUFBTCi5FCNEfkQjbIZVwqx9Wr0EV9+dFcDMDpFatRXTW1yfZbE01xn1fXYiThhk4QOVuIYp1cxiqphLNEQ1DnlU6vZ+bMmRzJLsbPu9YWhRwNpdfaKb3WjipXIGqlhugVWgy/qzEe0PIcz4Fv2s6F1duQDDLmnk5+7lnCkZ5WhvUxMHhgIn8Wm5B0IGtlZB3uJ3PlNk9BQaGVooiPLRxBEOjSpUuTCA7XXnstc+fOZd++fezatavJPBCPHTvGjh07ALf46KEpbW8OzGYz7du3x2az8fzzz1cL7Q5U8Vmv1zNjxoxmE+Y8b5yDffM8depUvvvuO77//nveeecdJk+eXOs24Tj2VquVt99+m+nTp3PnnXeyZ88eRo0aRWJiovdNvdVq5brrrqNz5860a9eOtm3bkpGRQfv27Xn00UfZsmULY8eOZdKkSRQWFnq3jTTCcfxDRSTbDoHtr+u8o9C0uMrKMO//A9upUzhLSyixWDCXldH2jDPQJyRhEwBBoM2ZZyEouTybjSFCFJ/KRRThYi8WzgrSS62hlMoufrO689zlLl8JLUR8bGwsFjMjBvfBbrOxcMGrQYd263Q67nvg0Tp5BYYSWZaRJMlvBIY/xgmxbJTLycTGl3IxVzVS7sfmxma18uYid4Giktv1qE4JqL9wcfz5A5wpnEmukMuf0p/0m3Q2Yhc1znYSzvYS9gwJZ2eJLynma9lEZ7RMVBmhI7iy5RYvviooNAV1nXcUwpPIe6oNM0RRJDk5ucEChG81YLPZ7Hedtm3bMm7cOAA+/vjjGtuzWq3MnDnTmxexIXz99deAO9zZE6YKobO9peIpIpKVlUVWVhZWq9VbNAUCV3zWV7wtbmrxUavVotVqycvLIzc3l7y8PO+ymhgyZAj/+te/AHjmmWfYsmVLrfsKt7E3m83k5uYya9YscnNzMZvNdOzYkaKiIsrKyryf7OxsnnzySe6//36uvfZaRo0aRYcOHSgpKWHp0qUA3HbbbWFnf6iJZPsj2Xaobn995x2FpsN27BgFK77Csv8PXMVFCC4X9pISnOXlCKdOYd+3h5Pff8ehZUspOnyoubvbavGtBmyx+r/P0wsiQysqXf8sldXYns1q5dWX53jzIjaEX50WnMikCipKtu1qcHvhgsPuwG6zcTjzCIczj2CzWnHYHbVup9Pruf/B6U1egVuj1aDRaikoyCM//zQFBXlotNpaC+G0FzRcXyE4fiuXsFP2f/6FMxaLmfy808x/5Xny805jsZhxtZPJu7mUEYyga1IGwxJHMI5xHHu2gMJHrJTcbMc8zokzTcIpyPxcUWhmrBAdsS8YFRSqUt95RyE8icynmzDC5XKxd+/eoKr+BsJTDdhTPTktLS2gAHnDDTcA8OWXX1JeXh6wPY/QUlhYWO9+efCEXFftUyhsDwfi4uK8+R19qUvF56bAaDRSVFREVlYWAFlZWUFXlP7nP//JmDFjcDqdTJ06tdbzJpzG3lOgyPf6SkpKCniN+WPx4sVYLBY6d+7M2LFjw8r+xiCS7Y9k26G6/Z55p+rHM+94rjOTyVSna04hNDhLSjBt+AVczmreClabDVRqEARiK0JbCw8ebIZetn481YBHj3BHrIwe3g+Lxf/1cK4QDcAuLBTLzoDteYSWYlNRg/v3i8Pdl5Hq5qmy3dwEus9raRgMRrbtOcq6jTsBWLdxZ9AVpUcK0QyvELb/TyqgIMC5FY54ChR5r68R/Rh8VkbAa8wfW2UzJUgYcYepKygouPHMO9v2ZPl8/pp3gnmxphA+KOJjGNBQ70LfasApKSk4HI5KHna+nHfeeaSmplJWVub1SPSlqtCSnp4e9AOfJEnVQua0Wi1ZWVmo1Wq/dobCs1IhdBiNRlJTU5kxYwapqalB56gURZH58+fTrl07Tp06xf333+8NQw7kQRsuY+9boMgjzlqtVhyO2r0bwH1dfPDBBwDceuutqCpCEsPF/sYiku2PZNuhuv1Go5H4+Hjvx1d49BX9ExISFAGyiTHv2wsuFzLgdFYXG2S9HmQZQ5T7Ybss+0QT9zAy8K0GnJSUgtPhCOhh1xUtHdAgARvl6i+ZqwotY88ZELTIIstyNRHa0LUzf0g2AEZqWle+w9aIwWAkOaUN9z3wKMkpbYLOUSkIAjcJibRHgxmJN6U8nLIcUg/a5sK3QFFefkGdvFg9rK3wehwpRKMTlMdvBQVfDAYjsXFx3o+v8BjsizWF8ECZ/SKIYKoBq9Vqrr32WgAWLVpU7XtfoSUrKwubzVZJyDSZTBQXF3tDvMEtMGo0GvLy8iqFzEmSRGxsLADjx49XcnmFCfUN+05MTGTBggWo1Wp+/PFHXnnllWqhyuGMJ3F9Xb0bfv75Z44ePYper+e6665rpN4pKCgohB57zikQBBwOB0crvOIFn/sMWeMOm/JkebQWNdyLTiEwgiDUGs4pCAKjKrwff5HLkKqIhb5Cy+HMI9httkoii7/7PI1Wg1qjoaAgr1rIXMbjDwJwljaK9qISRhcO1DfsWyeITBVT0CFwFDufOPKqhSqHM/W9zzsm2zmMDQEYU3HtKSgoKEQiivioUI3rr78egK1bt3LgwAG/61QNIdFqtej1eq/3SVpaGnq9Hq1Wi9Fo9Buqu2LFCq8QOW3atMY2K+zQ6/VMnjw5LCo+B8uQIUN4/PHHAXjppZfo0aMHUL9Q5dbCe++9B8Dll19OQkLrTNKuoNAYGI1GcnJyePTRRzl16lTQaSAUQodUMWeXlrq9eqgqfHn+rhC4XAGiLhSalqFCFGogDycHsfldp+p9nkarQafX0y0jnZTkJLplpKPT69FoNRgMRtZtqh6qu1/lIPn8MQjAlPh2TWBZeKHT6ZgxY0azFZZpDNoLGm4RkgBYp7Jw9TMPAfULVW4t/Fjh9XgmBlIERYBXUAgWT0j2pq37uevu+/l12/6gvbEVWiaK+NjCEUWRbt26NWnxgS5dunDuuecC8MknnwS1jdFopKCgoJLI6Fu52fNvXFwcRqORsrIyXnnlFcBdYMO30IyH5rC9JWE0Gpk7d26re5i+6667GDduHIIg0KNHDw4ePFit4E59xt4T1h9OHrTHjh3jhx9+ANzXgYdIP/cj2f5Ith3qbn9iYiJz5syhbdu2rW6uDAc8lavFABWshSrpJ0SN8uDdEogWVAyqyDv3S4UwUhsGg5EtuzIr5QP0rdxs0Lv/jYl1h8w5ZZkvdRYAxqqj6KE1hNqMsEdXEUnS1IVlGpuhYhQjHO6iYIPemMuu0zn1ClWuSjhWwy2TXWyuSG8wVoxp5t4oKIQfBoORlDapPPL4TOLjE5u7OwoNJDKfbsIIQRCIi4tr8qponsIzS5YswWbz/1a8Kkaj0fuW3CMyBmL+/Pnk5eXhcrn4+9//7ned5rK9MaiPMNaa7PdFEASeeeYZnE4nhYWFPPLII948h77rBGt7OFfD/fDDD5FlmUGDBnHmmWd6l7fWsQ+WSLY/km0Hxf5wQxUVDbJMdHRF9VZZhgpdQKPRIFQUrvPcRxgSk5qrqwpVGFkR/rlVNlMmB1fgymAwEhPrvs/ziIyBWCuXclqUcJaUcr225RdbaSjhKIw1JpfZDJTu3odVgFccxcgx9Q83DudquBvkcuzIpKCmL61LZFZQUFCoK4r42MJxuVxs3769USuf+iv6MWHCBOLj4ykqKvJ6KAaDXq9nxowZ1UKFfZdnZWWxcOFCAEpKSoiK8l/1rSlsb2waIoy1BvsDERsbS1FREVqtls2bN3PTTTdVEiDrYntDqnA3JxaLxetZfPvtt1f6rjWPfTBEsv2RbDso9ocb2nbuUFq1SkXXiuI/siwRHx9Pl86dQXIhyzLlFSJkfLduzdXViMZf0Y+e6GiDGifwhVwctGim0+m474FHq4UK+y4vlV18JRcDkPXaQuJF/56xrYFwFsYaEw0Ce+95GCMCRx1WHrfkYuyeUa+2GlKFuzmRZJmfKjyLxwoxiMpLNQUFhQhHER/DgMYOI7VarcyaNauS+KjX6/nnP/8JuL0U582bF1RbgYqR+C5/+umnsdvt9O/fH4vFgslkqpS43JdwCqH1R0OFsXC3vyYcDgdvv/028fHxHDp0iOTkZHbt2uX9vi62OxwOHnjgAVJTU7n77rt5+OGHee655/jf//7HunXryM7ObgwTgiKQ1+tXX31FcXExycnJXHTRRX63i2Qi2f5Ith0U+8MJQ6/eCBoNAlR6gaRRq73eq5IkUVxcjEqno93ZQ5upp5GNzWZj/ivPV4pkEQSBSYLbI/EXuYxP5KKgBMhAxUh8ly+Ti7EgkyKJZH/wid8iNa2FcBXGmgLr8WxmGtqQrFKTJ7sY+MX77FfVL+xapdfzeRs1I35fw/+linygK2eJVMRaqZTdsoXTcv3DuUOBv0rve7GShxMtAucI/h0tFBQUFCIJdXN3QKHlctddd1FUVMT8+fOZO3cuGo2GG2+8sUFt/vzzz6xevRqAJ598kh9//JG0Cm8JnU4XFqGydaUu4eiRxuDBg1mxYgU333wzWVlZ3HbbbcybN4+LL7446DbKysq48cYb2b59OyqVip07d7Jz585q6y1YsIBJkyaFsvs1otFovF6vHny9XlesWAHAdddd16qSzSsoKEQOqqgoYs8dSckvP4PTWe3hW5ZlTuXkIAsCva6+Fl1sbDP1VMEfw8RoyiSJT+UifpRLUQEXNtAv4Zhs5xe5DICrXNF8pVLTLSPd+72nSE1roi7h6JFGV5WW+W268XhuJkdjY3hHLqdc0nGeKvj8hw5Z5r9SHnvUDrQpyRzDxTHZp3BNxbRzvZDAOLFp5xjfSu/uv//yev29ItfjYMFIlNB6vX8VFBQUgkXxfFQIiCAIPProo9x9990APPvss7z//vv1bs/hcDBjxgzALbgMGzasUpGaI0eOKMJcBJKens6iRYuw2WzYbDbuvvtuXn/99aA8MMxmMzfffDPbt2/3epn+5z//4cEHH+Saa65h+PDhtGnTBoC5c+c2aShnTV6vJpOJ9evXA3DJJZc0WZ8UFBQUQo2uQ0cSL52EoXcf1AmJyCo1Dkmi1Gol32YjoV9/Bt73TxJ79Gjurir4YbwYyzVCAgDfy6V8rbXWskVgZFnmE6kQGXdl38H6hBqL1ChEBskqDU8b2pC3+kckARbJhXzqKsQVxH2eE5m3pDz2YEUlw4FHZ3GD1chlQhznClH0Qk8ibmHva9mETW5az/lAld6dsswO2V1wabDi9aigoKAAKJ6PLR5RFOnTp0+zVT4VBIF///vfOBwO3nnnHebOnRswR2NtfPTRRxw8eJDo6GimT58OVPYKrCo8NrftzU0k2R8fH09BQQH33nsvy5Yt44UXXuCKK66gW7duxMfHB9zuH//4B5s3b0av17NgwQLOP/98Lr/88krbFBYWMmzYMI4cOcKKFSu4/PLLG90eD4G8Xn/44QccDgcdOnSoVGjGQySNvT8i2f5Ith0U+wPhstk4sWE9pSdOUJZ9AqfFQvcrriR1wMBK65WeOEHu9m2UnjiBOTcHWZI49+ln/La5/qkn/C7vMv58Oo0aXaf+qaKiiRk0uE7bBEJyODDv24szPx9HQT6y3U7M8BEYMirni3Tk52M9chhHfj7OoiKQZdrcdIvfNk//70O/y6P6DyDqjOpzcKQxQYzFJckslYtZq7XR9V/3IstynQs/bZHNHMKGCrhOdAuailegAoBeENk79V/MOrCPtVob38ullOdlcY0cSwz+vQIFlYpFejM7caACbrVGcctnyxj85CvEin8VMbLLEo9JJzHhYp1cxgVC03o/Vq30DnAQK2Yk9Aj0VgrNKCgoKACK52NY0NyhyIIgMHPmTG9RjLi4OG+hjGApLCzkxRdfBGDatGleb7TaaG7bm5tIs3/27Nk89thjACxbtoxhw4YxZ84cCgoKqq2bmJjIb7/9hk6n47333mPwYP8PvkajkW4VRQ5effXVFpFPbuXKlQBMnDgx4MNdpI19VSLZ/ki2HRT7/eEwmzn+01oseaeJSm0bcL3CgwfI3bYVQQB9QmKt7cZnZNDjqqsrfRJ79Qpl1+uMbLNh3r0LZ4kJdUJCwPVs2SewHD4MCKiiaw/h1LRrR+yIcyt9dB07hbDn4c1FYhyXVeSA7HLfZJY4Suq0vU2W+FwuAmCcEEtboXWFViuEAFnmUruBWwS3r+JGSwmPurL5VCqkUHZWXlcU6fXSbHaqHQjA34VkznD5P6dkmx3jz78DsFouwd7E3o/+2FoRFn6WYECjFJpRUFBQABTPxxaPJEns2LGD/v37V0rm3tQIgsDs2bMpLy9n8eLFPPPMM+Tn5wf1VnzLli08+eSTmEwmunbtyp133hnUPluK7aEgUBXwmmhN9geLIAj84x//ID09nX//+9+cPn2a+fPn884773DNNdd4vaFEUUSv16NWq3n77bcZNWoUxcXFftu0Wq2sXr2atLQ0Dh48yMqVK5s11NlsNrN27VoAv4VmIDLH3pdItj+SbQfF/kBoY2I4++FH0cbEUJqdzc63Fvhdr93ZQ+k4chQqjYbMr1dgKcivsV1DUjJt+vWvd7/Kd+3CvH8fktPJ8RMncEoS/adMRZ+QiKusjMJvv0GWJArz8ykuKaH98BF0HjO2xjZFg4Gkq65BZTDgKMin6NuVftcz9uhJVN8zENRqSjf/hqW0ZrFMHROLPj29xnUinUvFeMwWK99rbSy2l1AqS6jjavciOy7b+UQqpBAXMYhcIsTVuk1rI1AVcIXqjBJjSJU1LFYV86fDxhq5lLVyKUN0WvSdOoDVSYd/TyPhsgsRZLhDTGKIGEUJ/gsW2Ww2PrvrHi7a9xsm0cV6uYzzmtj70RdJltleIT4OFBRPXwUFBQUPiuejQkAKCwuZPn06OTk5mM1mBEHgySefpLzcnUD5zTffpE2bNrz//vtYLJZq22dnZ/OPf/yDyy67jF27dqHT6Xjuueci0qslUBVwBf9MmDCBN998k5dffplu3bphsVj48MMPSU1NRRRFBEFAlmVeeeUVxo0bV2t7kiRx3XXXATBv3rxm9X786aefsFqtJCcnB/TWVFBQUPBFVKvRxtTu3aeNjkalqZvHmcvhQHLUr1Ks/VQ2st2OzeHAWl5OdPsOXo9LVXQ0muQUcDiIiYvDabVSdPBArW0KKhUqg6HW9USDAUFdt3fostOJ3IS5f1s6xcWFvPDsTPJO52KxuMWSC+16/nzj/wD41lHGsF++YbXGitmPN1mp7OIjqYCnpVMcxIYI3CAkYhQi7/EiUBVwBf/0EvW8264nd4vJdEaLC/hVY2fo2uWkfzCfhMsuBOAam4HhYnSt7UlWK2McbuH3W7kERxD5JBuLTGyUIKFB4Axqn8sUFBQUIgXF87GBuFwubxELQRAQRRFJkioVy/Asr1rsItByj7ji27bL5fJ6fVUVTgItV6lUyLLst8iGJEmV2vZdLssyZrOZtm3b4nA4eP7559FqteTn5yPLMiaTiRdeeIG33nqLnJwc5s6dy/vvv899993HDTfcgCzLvPHGG7z55ptYre7E5RdffDFPPPEEHTp0qLQ/URS9x8rX3qrLq9rkz9aqxz3Q8mDHSZZl76dq/zx99IxTMONRdbnvdoH2UXW9htpU2/KG2uTbx5rGqeox9rXV81Gr1Vx99dVceeWVfPvtt7z66qvs37/fu11JSQnnn3++ty3f4+rv2N5yyy18+umn/PHHH6xevZoLL7wwJDb57qeqPVWvM0mS+PbbbwG44IILvMurjoevTSqVqtnGKZTXU23LQz3vtTSbgul7S5j3GsMmf8tru55a47xX9ffYabUi+6wrqtWIdRTTGkruju2c+n0zyDKGlBQ6jR5Dm7P6Bb29q7QUBAGr2S1cRbdrV+l7dUIC9uwTqCuOmbWoKHSdryPWI5lYKsRPVVwcUWecib5r7Z6QguD+NBaethuyD++2QuVlVdv2XWaxmBk2sBdOh4OFC15Fo9Wyfe9RREHg6Nz5vPzgw3xmLyEnNobVWPlFymaiGMs4IQYVAj/IpayQirFUlBruK+i5Tkygg1D9BbO//YfK9voQaH+hHmt/bQUal9ZGbcdYEEAUBIaoohgkGNkjW/nKWcgRNRj7uItTZc58gVH/nlvjeey7/BynjrU6O0W42EgZY4TgK2o31Bbfv7dL7vmwr6DHECB/cWse+2CIZPsj2XZo/fa3VrtChSI+NpBdu3ZhqHhDn5SURFpaGseOHauUo65du3a0b9+eI0eOUFLyV1hQly5dSE5OZv/+/V6RDqBbt27ExcWxa9cu70PM7t276dOnD1qtlh07dlTqQ//+/bHb7ezbt8+7TBRFBgwYQElJCbt37wbc1aY9YdJFRUUcPXoUgNLSUu92OTk5nDp1itLSUhwOB0lJSYiiSF5eHlu3bvWud9VVV3HZZZeRkZFB586dycvL46mnnuK///0vgiBw6tQpALp27crkyZO5/PLLiYuLY/v27ZUezPr06VPJxpgKz47+/ft7j4mn/742HT582NuGXq+nb9++FBYW8ueff3qXx8bG0r17d69NHmobJ091YofDgcPh8Pbv4MGDlbw2/Y2Tx6Zgxsn3uHsenD3HQK/X06si75bH/obY1JBzry42QXDjtGfPHu8x9n0Y9z0HPGRnZ9OhQweef/55Nm3axM8//8zXX3/N999/z8GDB73reYrMVB2n5ORkAE6fPs348eP55ptveO655xg9ejQ6na7BNnXo0MFri+fjIScnh6ysLCZPnsyBAwdISUnh+++/B6BHjx7efQcap6KiItq0adNs4xSK66m55r2WahPUPE7NNe+1lDmiNc97f/75Z6Uogd9ffKFSu53GjKXLebV7coeKmE6dST7jDPQJCdhLSzn1228cXPI5LquVdmcPDaoNyW53/+t0+l/BIwpXHFentf6VlBuCJiUFXZc0VFHRSBYz5oMHKNmwHsnhwNijZ43bdm0fX+9Ce3Wha/v4em9bXNE9lfjXU09a+zjv76Ln+0rLisHpcJCSkgJAXl4eHZL/ChEdo49hpC6aM6bczsgXnyFPdvGFVMwPYhlGUeSkyz32ndQ67k5ozzBDTMBUPP7270tDbK8Pnv6oVaL3A4H7F4r9ePC3j6a2vykI9hh7bM8AJslt+c1UwHLTad5/6DG2vrqA9u3bV2uzahue5b3ax3MdBt415fCdUMot7TuiDoESUJst1iR3aqVe6anodDp2ZZ8CF1yYmEx6dHzghmmdY18XItn+SLYdWq/95eVKvuOaEM59+pnm80sPU1x2O5ueeRoAk8nkvSltDC8MjxeFKIre/Fd19cIoLCwkOTmZ1NRUAHJzcykoKPBW4S0uLiY5OZmioiJiY2ORZdm7zHeb/Hx37qjk5GQKCwsRBIGEhASOHz/O8uXLWbBgAUUVXg3Jyck88sgjXHPNNahUqho9S4qLi0lMTCQ/P997M+HxAHI6nd5tfW1qTA+ggoICr43x8fF++1d1nIIZj6rLfY+7LMt+j4HT6UQQhEo39K3BA6ioqKjSMTaZTCQkJHjt93gQqtXqat6ENpuNF154gYcffrhSGLvJZCIpKanaOJWUlHiPrcViYeTIkdjtdj744APGjRvXYJtKS0tJSEiodr74Xk8efvrpJ2655RZiY2PZtm2bVyT153Xr8XqMRM/HUMx7Lc2mYPrenPNeS5kjWvO8J8sy5eXl3t/eIQ89gsrnRUmwno+enI/+ql37kvn1Ck5t/i1gteuqSE4nO95cgK3ExNkPPxpU+Hbe558h2+1YrVaOHTtGTIcO9Ltrqvf7wlUrcebnI8kyhw8fRm0wMGz640H1B/DmfPRX7dqX0s2/YTl4IGC166rILheF336DZDaTfOXV1cK3fe/zdh88gdHYeOKjILgfwo6eLEau5x15icnEgL5pJKe4i/nl551m+94sYivONc/3/pZV3QZgQN808vLdgn5KchK/7z3KzhgVX0sminFfJ0ZEJolxjBViahV4/O0/VLbXB09/8vILvL/bKclJ1foXyv0A1fbRXPY3BbUd45pst1mtvPnGPKbeO61SGHug88h3uTo2hkdcJ7Agc5uYxMggQrYbaosvf8p2nnadQgW8rOpItBCgkncrHvtgiGT7I9l2aP32m83lnNmjIwDDn3iq0n2eguL52GA84oAvngcTf+vWdbksyzgcDjQaTaUH0WDbEQTB73Lfh3rf7z1997eN7zLfh8Lo6Gjuvfdebr31Vj766CNsNht33nlnNQ+2mvro+a7q9y6Xq5Lttdnkj7ou97TtefitqX++69d1ub/j6bsPjwih1+ureRPU16amXB7MuedPYPCc91arFbVaXc0mo9HIzJkz/bbr24ZvPzzLO3bsyLXXXsv//vc/5s2bx7hx40Jik68tvvZU7fvq1asBGD9+vNdj2t8+fa/7QH0J1fKmup7qsrwx57269L25rqfmnPeacrk/m1rzvFd1G7Ve36JuSkW1mnZDh5K54ivKTmYT1yWt1m3UcXE4Tp9Gp9WSkpJCwalTZH7zNZ1HjcZ6YD/O/Hxk8HqaGiu87JobQaXC2KMXpZt/xVFYgLZNasB1ZZkmeUBqyH6828mVl3mW+/5bdVnVbfyhkgXGCDGMEKNYL5dhwsV4IZYYQVXjdlXbDWRjUx3jqv1p7H4Ea2tT298UBHuM/dmu1en554PTq7UT6DzyXW5AZLwQywrZxDeSieFEoWqg92NdzpdtFSHXPdEThSqoa6O1jX1diGT7I9l2aL32t0abQknkZYQOMyRJYt++fc1aICNYoqOjufvuu5k2bZpf4bGuhJPtjUEk2G8ymSguLsZkqlzBsDFt/8c//oFarWb79u388ssvddrWarUyc+bMSiGbweJyuVi1ahXgzoFaE5Ew9jURyfZHsu2g2N/c6Cq8eJx+isj5Q9vB/XYfQSA+Lo6M9HSM+XkUfrkU8x/73B6pskx5WRkAiT17N0q/64MY5Q4xlm32Zu5J+KAVRM4TY7lCTPAKjwoKNRHoPq8xGSfEoEcgDyeb5fI6b2+zWnn15TnY6nGvt02pcq2goKAQEEV8jCAkSVIe6BRaBFqtFr1eT1paGgkJCaSlpaHX65ukEnqnTp24+uqrAXjllVeqhazWhNVqZdasWfUSH3///XcKCgowGAyMHj26ztsrKCgoNDaegjCaIMOMDT16IhqNCAT2+HY6nRSbTOji4mg7ZEjoOttAXBWCqNiKqhNXTVOioNBcaLQadHo93TLSSUlOoltGOjq9Ho228fOhRQsqzqsoNvONbEKq4zVhs9mY/8rz2Gy2Om13SnZwEgcC0F9QqlwrKCgoVEURHyMArVaLVqslLy+PvLw8NBpNk4g8CsFhMpma9I1wS8BoNFJQUOAt7pOVlUVBQQFGY+jfFJsrqrCaTCbv/++77z5UKhWbN29m06ZNDWorWFauXAnA2LFj/YZcKygoKDQVjvLq3kBOm42TmzaiNhqJ9inyUBOiRkP82HGIRoPfYiNOp5PskyfRREfT54abUOt0De57XZH8vCySHA4sf/yBoNOhTkxs8j6FGo1Wg0arpaAgj4KCPNQaTZOIPArBEYn3eQaDkS27Mlm3cScA6zbuZMuuTAyG0N/nWazu+7HSEhMWi/v/5wux6BDIwckWOfj7NYvFTGmJqVK7wbK9Yj8Z6IgXlMxmCgoKClVRZsYwIFA+q2AxGo0UFRWRl5dHWloaWVlZjSLyNAYNtb0heG4UG+uGUavVotPpSEtLA/Dr+dec9jc2RqPRW3ghLi6u2jkZCtvNZrP3+KalpaHVaikqKiItLY3LL7+cL774grlz57J06dKAVTp920pPT/e2pdfrK1XYrel8kWWZb7/9FoCLLrooqL635rEPhki2P5JtB8X+QJz87VecFgv20lIACg/sx1Yx37QfNhy1Xo+1uIjTFdW5y05mA3Dsp7UA6OPjadN/gLetwv1/kNizF7q4OOylpeRu34bNZKLHlVcFVfjGgzohgaRJl2PJPIw9JwdbQT52qxW704nDGEWn8y+gTf8BdcpvaT6wH9luR6oQEuwnTiBVvPAx9OyFqNXiKivDevQIAI5C91xcvnsXAGJUFIb0DG9b9hPH0XboiCoqCsliwZJ5GKm8nNhzzkUIkNMznDAYjGzbc5TC/HxGj+jHuk07G0XkaW009n2eRqtBq9PRLcN979BUnn8tBYPBSEys+z4vJjaucYRHi5nRw/sBMHpEPzRaLdv2HCXGYGSMEMNquYQVsomBsrHWwkgWi5nBZ2V4w63HnjOArbuPeL+v7XxRQq4VFBQUakYRH1s4KpWKAQMGNLgdX6EnXITHUNleV3xDgj00Rkiw0WjkyJEjdOjQgaysLFJSUiqNTXPZ3xIIle12ux2Hw0FKRZGDvLw87HY7RqOR+++/n+XLl7N582aWL1/O5ZdfXmtbNpvN662ZlpaG3W4P6nzZtWsXJ0+eRKPRMG7cuFr7HcljD5FtfyTbDor9NZG9YT224mLv3wX79lGwbx8Abfr1d4uPRUUc+/GHStt5/o5NS/OKj7Gdu1B6/Bg5W7fgtFgQNRpiOnSk++VXEF8h2tUFQa3G2LMXxp696mldZcz79iL5eGfajh/DdvwYAPqu6VAhPpbv3FFpO8/fmjapXvFR26YNjvw8rIcPI9ltCGo1mqQkjMNHoG3bLiT9bQn4Cj0GfXjc5zUXviHBHhpDGDQYjKzdsJ1zBvdh3cadJCYnK6JwiHHYHTgdDpKS3Pd5BQV5OOwODAa4QIhlnVzKKRyslUs5X4j9f/b+Oz6y+77vf1/nTJ/BoHdgASy298JlWZJikUhJpCRbsqS4Se49xbKTX6z44VwpinPj+HdtuSWyE7krsR1LlqxGiSrsXC653L5Y7C5673XqmTnn3D8GMwssOjAV5/N8PPggeebgzPeNMzM48znfsu6xopEIHZ2JguPePa3EtNiGXi+TZpweEvPHnpIh10IIsSIpPuY50zSZm5ujuLh43Z5ZO02usieHBGva3UnonU5nRoq2yWOu1POv0M59JBLhd37nd/jkJz+Je5tzaKU7+0o9qfbs2cPP//zP87nPfY7//J//M0899RRFRUXrHitZxE9Kvl4W9yy+t5CcHHL9jne8g+LitS9+ofDOfbpZOb+Vs4PkX8v9v/7v1t2ndHcrj37mt9fdr2zvXsr27k1HszKi8kMfXncfZ20t1R/7ifX3q6vHWbexYeTCGpJDgmNaLLXN4XRkpDCYLARnqudfNkUjEf70f/wBv/Qrn8CVZ3OlrvT3okSx8QNKKf/XnOar5gwPmD5KNrBQ0r3XecnXS6pn8QqF5OSQ6yacVCnW6d0qhBCbIcXHPGcYBh0dHZw8eRLbDhgatBm5zO71enPeQ7TQzn1yMZZPfOITy4qPmy1MZiv7Jz7xCb785S8zMjLCH/zBH/Bbv/VbWzrOWkPITdNMFR+feeaZDR2v0M59ulk5v5Wzg+TPd9PfeR6A8cEBoqZJTVkZDl8RweGhNX/OBGZ0HVA49tM/k/mGCrEOj8eLTL+8OcmFWH76Z395WfExXwuT71T8vGIGGCbGF81pflap3NJx1htCfnfItbyohBBiNTKxkhA55Ha7+dSnPrXtnoL5bjurRGdSUVER//E//kcA/tf/+l90dHSk/Tnu3LlDV1cXqqry7ne/O+3HF0KIbImNjhAbG0Wbnma2pwczECA2NopDUdb8x6kozPb0MNvTnesIQmSVy+XiX//ab+DKwWJL2bTVFaIzza4o/JhaBsA5M8gdM/3XobOmzh0SuWW+RyGEWJ0UH4XIIbfbzac//ekdX3zMhq0UciORCJcuXeKBBx4gHo/zW7/1W5immdZ2JXs9Pvjgg1RWbu2OuxBCCCEKj8vt5ld//ZN51RuwUG2lkBuNRHj+s3/IKSPxM//HmMJI83XeFTOECdRipw4Zci2EEKuR4mMB2OmFqbWKRjs9+3qsnH+z2bdSyI1EInzmM5/hk5/8JDabjVdeeSW1KnU6dHR08IUvfAHY+JDrJCufe7B2fitnB8mfzxzVNTiqq3GUllLS3ILiK8JRXY1mmsTW+aekuYWS5pZcRxA5YJXefyKztlLITfbIfH/YhROFfmK8ZAbS1qYpM853zHkg0etR5ioWQojVyZyPec5ms3HkyJFcNyOjkkWje1kh+1qsnD/b2Q8cOMBP/dRP8ed//ud8+tOf5sknn8SzzcmgXnzxRX75l3+Zubk5qqur111NezErn3uwdn4rZwfJn+/K3v2exL/v3b6Bn21Me2tEoUgWjYTIlTJT5f1KCf9kzvBlc4Yzphf/BhafWUunGeW/G2PMYeBB4VFl/UULhRDCyqTnY54zDIOJiQkMw8h1U7LOytlh5+QPhULMzs6m/nsjcpH93/7bf0tlZSWDg4P88R//8ZaPY5omn//85/n4xz/O3NwcR44c4etf/zoVFRUbPsZOOfdbZeX8Vs4Okr+QGLEYwatXmL90kcGvf42+F77PyNsXct0sIUSWhcMh5ucS13nhyMau83LhaaWYauyEMPiyObOtY50zAvy/xghzGFRj5z+odVTLKtdCCLEmKT7mOdM06e3tTfs8dIXAytlhZ+QPhUJUVFTQ0tICQGtr64YKkLnIXlJSwm/+5m8C8LnPfY7u7q0tjPCpT32KT33qUxiGwbPPPstXvvIVGhoaNnWMnXDut8PK+a2cHSR/IVEdDoLXrhJuu0Ggp5u+F18gNDaW62YJIbIoHA5x5vgeHn/4BABPPnKKcDg/C5AOReFH1XIAXjEDdJtbWBxHUfi6M8yfm5PEgUO4+U21lnopPAohxLqk+CiEyBhN04hEIvT09NDT00M0GkXTtFw3a1Uf/ehHOX36NJqm8clPfpLr16+j6/qGfjYYDHL69Gm+9KUvAfBrv/Zr/Nmf/Rler6x8KITYmdTk9BS2xPBFu8zXKYSlxLQY0UiEjs4uOjq70KJRYlos181a1THFw0k8mMAXjCm6zSjxDd7sMl0OPvC9r/F9Z6Jo+aTi51fVaoq2OXxbCCGsQuZ8tJCtrAYsxEYlezTOzs7idDqXFN1KSkpy1axNUVWV//Jf/gvPPvssr776Ku95z3vw+/3cd999HD16FKfTyezsLJOTk7hcLv76r/+a0dFRuru7uXbtGtPT07jdbn7/93+fH/zBH8x1HCGEyChXYyPh27fxl5UxPjLCXF9frptkabKwi8ik5JDq+blZHE4HHk/hXecB/LBaxnUjTC8a/8UYwYlCK052OaHssbPMmzoB06D8iUd42RFlzphizIzR74gx39qICvyoUs6Tqj/XUYQQoqBI8bEAFBcXp+U4qy3sshXJOfwyLV3ZC1Wh5A+FQqmh1S0tLTidTqanp7d1zHRm38z8ccePH+dP/uRP+Mu//EuuXLnC/Pw8L774Ii+++CKVlZU8/PDDAFRUVPC7v/u7S362traWv/iLv+DEiRPbbnOhnPtMsXJ+K2cHyV9IfCdOoo2Owuwsdbt2MdrTTde3nqPp8Sewb3PRLrF56VzYJVvXeaIwhMMhHj+buLZ5/OETOJxOLl7f2vQ0mbCZqTqqFAe/olbzLWOWbjQ0TNqJ0u6EE3/zOX4mOATA8b/673yFMCw6tBeVX1YrOaTI55sQQmyWFB/znM1mY9++fbluRorT6cTtdqcKTS6XC6fTmZHnyrfs2VZI+TVNIxaLUVVVBcD4+Pi2hlenK7vT6cThcDA+Pp76/428Xj/4wQ/ywQ9+kHA4zNWrV3nrrbd4/fXXeeGFF1BVFbvdTiQS4cknn2Tfvn3s3r2b5uZmHnzwQYqKtr/aYSGd+0ywcn4rZwfJX2imnvsmZjyOaZoUuVwUtbaijwwz8vf/B0VRQFFS+w5NTaEAZ37t3+auwWJdDqcDl9vN3j2tADhdLhxOmc/O6mJajHgsRkVF4jpvcnI8L4ZXO5wO7A4Hk5PjC//v3NDr9bji4bjNQ9w06UPjjhmlPRbg7ZlRnJXlKECot5+TDbupd7ipwkGNYmcPLhlmLYQQWyTFxzxnGAYjIyPU1taiqumfonPxSsQrDZe9l9frZXJykvHxcVpaWujq6srYnHaZzp7vCjF/utqZruxer5eRkRF+93d/l0984hMUFxdv6vXq8Xh48MEHefDBB/nYxz5GWVkZt27dory8nKqqKv70T/+U0tLSLbdvNYV47tPJyvmtnB0kf6ExAoElBUZIFJBX+moenZnJSpvEUotXIl5puOy9PB4vF652MjUxweMPn+CF1y6tub+wFuWe93uueTxe3rjYzv/8H3/ET//cL1Pk92/q9WpXFFpx0aq4OBsx+eMz7+T22BhFikr94yf53PUeil2FM6RcCCHymVzZ5znTNBkeHs7Iyp+hUIiysrIlw2XLysrWXY3Y6/Wm5nbJ5GIamcxeCAoxv2EYmxrivNo8pOnMXl5ezu/8zu9QW1ubltdrdXU1dntm79sU4rlPJyvnt3J2kPwFSc5V3gqHQ5w+uju1EvHjD5/g9NHd665G7PF48RcnrvM8bik8irtM09zU53M25iEtLS3n3//mp6mqrklLobxMteHIsyKrEELsBNLz0cI0TUPTNKqqqlBVFcMwtj1cVljTasOb13stpXMeUiGEENnlbt0DwGxvL6zzXb365MnMN0gsEdNixDSNiooqFEXBNM28GS4rCstqw5vXey2lcx5SIYQQhU2KjwJVVVcd3raZXmzCurxeLz09PTQ0NNDT00NVVRVer1cK2UIIsYMVP/zIkn+L/KQoSuom872kl7HYCI/Hy0vnrvDImcO89PoVyisr8Xi8xDRZmEgIIcTGSPExzymKQkVFRUbnWElejC6+KN3qQh3plI3s+azQ8ieHNJeUlGx7eHM+Z8/GCqD5nD8brJzfytlB8hcK0zQJ375FtLcXbXqaWDRCIBwm5nBSefQotWfuR5E5O/OGaZoYhrGk0LjVhTqEdSWH4PuLS3b0PKCy0rsQQmSGXBnmOVVVaWlpycjE+8mC4vj4OKOjo4yPj6e2JXuyAfT09DA9Pb2koLTaXH3plMnshcDK+bORffFiS/fOcxqJRPj0pz9NJBJJbXM6nbhcLlpaWmhpacHtdmesIG/lcw/Wzm/l7CD5C8XcKy8RuPAW2tgoaFEcikKZ14tXi9L5ja/T/n//PtdNFCQKjA6nk8nJcSYmxpicHE8VGZM92QBeev0KF693LykoZWOuPiEy6d7FlhbPdRqNRPjD3/8doouu8xav9L53T6us9C6EEGkmV/d5zjAMenp6MjL82ev1Mj09zfDwML/xG7/B8PDwkiLjWj3ZknP1ZbL4mMnshcDK+TOdfaXFlhYXICORCP/pP/2nJcVHr9dLV1cXkCjIT05OZnSld6uee7B2fitnB8lfCCK9vUT7+hILzdwzZLfI56OoqIjJmzeZuH49Ry0USR6Pl4vXuzn3dju/8Mu/yrm325cUGdfqyZacq8+Vwes8ITJlvcWWotEof/zZ/0Y0Gk39THKl95deTxTlZaV3IYRILyk+5rnE5OCTGZuTx+v1Ultbu+JqwNno3biWTGfPd1bOn+nsixdbqqqqIhaLpeanXNwjcnZ2dklRMp1Dy9di5XMP1s5v5ewg+QtBpKsTgNXOULHfD8Do5UtZapFYi8fjpaq6ZsXVgKV3o9ipFi+2VFlZTUVFFTFNI6bF1uwRKSu9CyFE5sicj2JVshKx2OnuHdoZCoWoqKhI9XhMDq/OZC9HIYQoJPHpKQBMw2BoeBjNMNj39HswOu9gxmKpG5bB4aFcNlNsgKxELHa6exdbCofDnD1zMDXc+vGHT+Byu7lwtVN6OQohRIZJz0chRMbNzs4WxATemqYRiURS85z29PQQiURk1W4hhFhgRCKgKMzNzxMKhag6foKKM2dwt7YCYLMn7mvHwuFcNlMIkUWFcp0Xj2lEIxE6OrsYn5iko7OLaCRCTIvlumlCCLHjSc/HPKcoCnV1dZZc+dPK2WFn5Hc6nbjd7tTcii6Xa0OLtOQ6e0lJCaWlpTl5bsh9/lyzcn4rZwfJXxAMAxSF2MJNGdfCZ6XNV7RkN1PXs90yIUSWLV6kBSiYRVpyfZ0nhBBWJD0f85yqqtTX11ty5U8rZ4edkd/r9TI5OZla1GhoaGhDw5d3QvbtkPzWzW/l7CD5C0lyzkcFKRQLYVXJRVqSixq9fqFNhi8LIYRYkfR8zHO6rtPV1UVrays2my3XzckqK2eHnZPf6/Xi9Xr5nd/5nQ3/zE7JvlWS37r5rZwdJH8h8fv9uJxOYrdv0d/fi80wsAGYJjXV1QD0//3/Se0fdrlRFNj3wR/KTYOFEBnh8XjxeLz8+9/8dK6bIoQQIo9J8bEAzM3N5boJOWPl7GDt/FbODpLfyvmtnB0kf6Fwu1y4k6skx5bOl1ZcXLxse+/Nm4AUH4UQQgghrEjGNQkhhBBCCCGEEEIIITJCio9CCCGEEGLjTHP9fYQQQgghhFggw67znKIoNDc3W3LlTytnB2vnz9fsbrebT33qU7jd7ow+T77mzxYr57dydpD8haBiYdh0dG52Uz935gM/kInmCCFEWrlcLv71r/0GruS0EkIIIdJCio95TlVVKisrc92MnLBydrB2/nzN7na7+fSnP53x58nX/Nli5fxWzg6SvxDYiooA8C78WwghdhKX282v/vonc90MIYTYcWTYdZ7TdZ0bN26g63qum5J1Vs4OhZc/nb0CCy17ukl+6+a3cnaQ/EIIka+kR6AQQojtkJ6PBSASieS6CTlj5exQWPnT3SuwkLJnguS3bn4rZwfJL4QQ+Uh6BAohhNgO6fkohBBCCCGEEEIIIYTICCk+CiGEEEIIIYQQQgghMkKKj3lOVVX27t2LqlrvVFk5O1g7v5Wzg+S3cn4rZwfJL4QQQgghxE4kcz7mOUVRKCkpyXUzcsLK2cHa+a2cHSS/lfNbOTtIfiGEEEIIIXYi6VqQ53Rd59KlS5Zc+dPK2cHa+a2cHSS/lfNbOTtIfiGEEEIIIXYiKT4WAMMwct2EnLFydrB2fitnB8lv5fxWzg6SXwghhBBCiJ1Ghl0LIYQQQuQxPRpl4LVXmR8YIDA4QDwcZt+HfoiaU6eX7Dc/MMDopYvMDwwQGh3BNAwe/cxvr3rckbcvMPjaa0RmpnEVl1D/0EPUP3Q203HWZMRihNpuEJ+YIDY5galp+M8+jGfP3iX7xSYmiHR1EJuYID49DaZJ9cd+YtXjhjvuEGprQw/MY/P58Bw4iPfgoUzHEUIIIYQQSM9HIYQQQoi8FguF6H/xBcLjY/hqalfdb+r2LUYvvo2igLusfM1jDr/1Jh3//BW81dXsefZ9+Hftouub32DglZfT3fxNMaNRQteuEp+bxV5Wtup+0cEBwh0dgIKtyL/mMcO3bzP/xjnspSX4738AR2UVgQtvEbxxPc2tF0IIIYQQK5Gej3lOVVUOHz5syZU/rZwdrJ3fytlB8ls5v5Wzg+RfjdPv54H/5zdw+v3MDw5y5c8+t+J+dQ88SOM7HsPmcND59a8RnpxYcT89FqP3e9+lbP8BDv3IjwJQe+Z+ME36XnqR2jP3Y/d4MpZnLarHQ8WHP4rN4yE2OcH0c99ccT/v/gP4jhxFsduZf/M84fm5Ffcz43ECVy7hbGig5LEnAPDs249pmoSuXcWzdx+qy5WpOEIIIYQQAun5WBCcTmeum5AzVs4O1s5v5ewg+a2c38rZQfKvRLXbcfrX7t0H4CwqwuZwrLvfbHcX8VCIugceWLK97oEHMTSNqdu3ttzW7VJsNmwbKHyqHg+Kff176NroCGY0imf/gSXbvQcOYsbjaIODW26rEEIIIYTYGCk+5jnDMLh8+bIlJ+C3cnawdn4rZwfJb+X8Vs4Okj9bgsPDABTVNyzZXlRfD4pCYOHxnSA+NQWAo6JiyXZ7eTkoCrHpqVw0SwghhBDCUmTY9Tbpuo6u6wAoioKqqhiGgWmaqX2S25P7rbddVVUURVlybF3XU8PQ7v1Sttp2m82GaZorbr+3jattz0SmjbRdVdXU8y3+mULPtNL21TIl3Xv8Qs600fO0+PkzkSn534vbt/hx0zRT/yx+LFuvvcXts9lseXueNpNpve3yuSefe4vt1M+9xc8Rj0QwF+2r2u2oG+jJlw7a/DyoKs6ioiXbVbsdh9eLtsoQ5kJkhMOgKKjupb0pFZsNxenCCIXW/HlFSfyTKcljZ/I58pWVs4O182c6e/K4JiaGaWBirvl8mX6fr/R8a7Vnp7Nyfitnh52ff6fmShcpPm7T1atX8SwMD6qoqKClpYW+vj4mJydT+9TV1VFfX09XVxdzc3cv6Jubm6msrKS9vZ1IJJLavnfvXkpKSrh69WrqS8y1a9c4fPgwTqeTy5cvL2nDyZMn0TSNtra21DZVVTl16hRzc3N0dHSktrvdbo4cOcLU1BS9vb2p7cXFxezbt4+RkRGGF/V4yGQmYM1MyZ+/du3ajsm0mfN08ODBJfl3QqbNnKekTGSKRCI4nU7Gx8cBsNvttLe3E4vFUj8Xi8VS/3/jxg0ee+yxrL/2pqenqa6uzuvzJJ978rm3Xib53Lt7nsLhcOqxt/5/v7vkuLueeJLmd76LbDDiMVSbbcXHVLsdIxbPSjuywdR1WGUOUcWmJh5fw+76Unw+Xyaatux5rMrK2cHa+TOVPVTmxOl0MjkxntrmdDrZ01QJgN2mpv4BaKkvobQ0M21Zi5XPPVg7v5Wzw87NHwyuP/WNlSmPfua3zfV3E4vpmsa53/4MALOzs6mL0kz1ALp27RrHjh3DsTCPk1V6AOm6zpUrVzh27Bi2hS9JhZ5ppe1r9QC6fPnykvyFnmkzPR+vXbvGyZMnURQlI5kikQjj4+Ps3r2bvr4+6uvrmZmZobKykqmpKUpLS5mZmaG8vJyJiQkqKiqy2vPx2rVrHD9+HIfDkbfnaTOZ1tsun3vyuZe0kz/3gsEgJSUlANz/7/49tkXzW26052NywZl9H/ohak6dXnW/zq9/jeE3z/PoZ3575ccuvMWjn/7MssfO/7f/SklrKwc/+sPrtiXTkgvO+M8+jGfP3lX3m3/zPOHbt6j+2E+s/Nid21T/+MeXPTb+j/8XZ20tJe94bMn2xdd5124P4PVmrvioKIkvYd1DM5gWuyK3cnawdv5sZA+HQ0xNTPDY2RO8fO4K5ZWVxLQYp460MD4xmbrOq6qs4NKNHooXPpuzwcrnHqyd38rZYefnD4WCHNvfCMDZ3/r/LLnOE9LzcdtsNtuSL0hw94vJSvtudruqqpw8eTL15Wizx1EUZcXtq7Vxs9u3kmmj220227LsUNiZVtu+UibTNFfMD4Wbaa02Lt6+0us+3W30+XzYbDY+9alPUVVVteS9rChK6p/FP5ut197i/JvJtJXt+fh+ks89+dzbqZ97ix+zu905uyh1+v1gGGiBwJKh10Y8TiwUwukvzkm7MkH1eMA0MSLhJUOvTV3H1KKoXu+aP2+aZOULUraeJx9ZOTtYO38ms7vdXioqq/nXv/YbVFRW43K70aKzWW/HWqx87sHa+a2cHXZu/p2YKZ1kwZkCoGlarpuQM1bODtbOn43sbrebT3/607jd7ow/12ZZ+dyDtfNbOTtI/mzw1dYBEBhautJzYGgITJOi2tpcNCsj7GXlAMQWDc0HiE9NgmliLyvLRbOEEFngcrv51V//JK48vM4TQgirkeJjnjMMg7a2Nkuu/Gnl7GDt/FbODpLfyvmtnB0kf7aUtLZi93gYfvPNJduH3zqP6nBQtv9AjlqWfs7aWhSnk/Dt20u2h27fBpsdV0NjjlomhBBCCGEdMuxaCCGEECLPDZ1/g3g4nFipGpi61U50NjGEsP6hs9jdbiIz04wtLJCT7NXY9+ILALhLS6k+eQoAm8NB87ueovPrX+PmP/wdZXv3Mdfbw/iVKzS/6ykc6wxFzrTQrXZMTcMIJ1ai1gYGUqtSew4cRHU60QMBIt1dAMSmEr0ag9euAqD6fHha9wCg2O34Tpwk8NabzL78Es66emLjo0S7u/CdPIXqcmU7nhBCCCGE5UjxUQghhBAizw2+9irRmZnU/0+2tTG5sOJ29YmTieLj9DR93//ekp9L/n9xS0uq+AhQ98CDKKrK4OuvMdXejqukhN3vfZb6s2czH2YdobYbGMFg6v+j/X1E+/sAcO9uhYXiY/DK5SU/l/x/R3VNqvgI4D1wEEVVCd1sIzrQj83ro+i+M3gOHsp4FiGEEEIIIcXHgrDaZPpWYOXsYO38Vs4Okt/K+a2cHST/au7/9X+37j6lu1tXXN16NbVn7qf2zP3baVZGVH7ow+vu46ytXXF169V49u3Hs2//dpolhBBCCCG2SIqPec5ms3Hq1Kn1d9yBrJwdrJ3fytlB8ls5v5Wzg+QXQgghhBBiJ5LuBXnONE1mZ2cxLbhuu5Wzg7XzWzk7SH4r57dydpD8QgghhBBC7ERSfMxzhmHQ0dFhyZU/rZwdrJ3fytlB8ls5v5Wzg+QXQgghhBBiJ5LioxBCCCGEEEIIIYQQIiOk+CiEEEIIIYQQQgghhMgIKT4WALfbnesm5IyVs4O181s5O0h+K+e3cnaQ/EIIIYQQQuw0stp1nrPZbBw5ciTXzcgJK2cHa+e3cnaQ/FbOb+XsIPmFEEIIIYTYiaTnY54zDIOJiQlLTr5v5exg7fxWzg6S38r5rZwdJL8QQgghhBA7kRQf85xpmvT29mKaZq6bknVWzg7Wzp/r7LOzs8zMzDA7O5uT5891/lyzcn4rZwfJL4QQIvNyfZ0nhBBWJMOuhRBigdPpxO1209LSktrmdrtxOp25a5QQQgghhNg2h9OBy+1m757W1DaX243D6chhq4QQwho2VHyc7enBUeTDW1kFwPCb5xk+f57o7Ayu0lLqHnyIuvsfyGhDhRAi07xeL5OTk4yPj9PS0kJPTw9VVVV4vd5cN00IIbJKGxtFdbmxl5QAELrVTvj2LYxgENVXhPfAATz7D+S4lUIIsXEej5cLVzuZmpjg8YdP8NLrVyivrMTjkes8IYTItA0Nu+78+lfR5uYBGDr/Bj3Pf5vyQ4fY84EfoOLQYXq+8zxD59/IaEOtrLi4ONdNyBkrZwdr589Vdq/XS8nCl+2SkpKcFR6tfO7B2vmtnB0kf76YP38eIxwGEoXH4KWLuHY14X/gIVy7dhG4dJHQrfYct1IIITbH4/HiL05c5/mLS6TwKIQQWbKhno+RqSnc5WUAjL79Nq3vez81p06nHvfV1NL7/e9S/+BDmWmlhdlsNvbt25frZuSElbODtfNbOTtIfivnt3J2kPz5RA/MYysqAiDScYei+x/Es2dP6nF7WRnBK5fxHjiYqyYKIYQQQogCsaGejzaXi3goBIA2P4evrm7J4776OqIyYW9GGIbB0NCQJVf+tHJ2sHZ+K2cHyW/l/FbODpI/nyh2B0Y0CoAeDmNfuAmdZC+vQA8Gc9E0IYQQQghRYDZUfCzbtz81rLpkdysT168veXzi2jU8FRXpb53ANE2Gh4ctufKnlbODtfNbOTtIfivnt3J2kPz5xNXQQHhhWLWzppZob++Sx6O9PdhliLwQQgghhNiADQ27bnn63Vz9/P/k6uf/F/7GRobOvc5cTw+eqirCExPMD/Rz6Ed/PNNtFUIIIYQQWeA7dZrpbz/H9Le/hb2yktDNNmKjo9hKStDn5ohNjFPy+JO5bqYQQgghhCgAG+r56PT7OfnL/5Li5mam79wB02R+cICZzg5cJcUc/7lfoHz//ky3VQghhBBCZIHN46H82ffjqK5GGxoEIDY5gTY8hOr1Uvae9+JqaMhxK4UQQgghRCHYUM9HALvbTcvT76bl6Xdnsj3iHoqiUFFRgaIouW5K1lk5O1g7v5Wzg+S3cn4rZwfJn29Up5OiU6cpWrTIoBBCCCGEEJu14eKjuGvxRPiBQCDjz1dVVUU4HM748+QjK2cHa+fPZXZd1/kP/+E/oOs6wRwtqGDlcw/Wzm/l7LCz8y++ZjAMA1sO2yJWt/g6L9N/AxQFgkEHoVAQq011auXsYO38uc6u6zq/9K9+DV3XCYWyf52X6/y5ZuX8Vs4OOz//4msGuc5bblvFRz0WY76/n/DkBHokAoDN7cZTUYl/1y5sDkdaGplvkit/A9TW1uawJUKITPqv//W/5roJQogdKh4K4XC7c92MTTPjcWITE+hzcxgxDQDV4cRWXIyjshLFXvj3tRdf5509fSCHLRFCZNKf/slnc90EIcQOVajXeZm0pSvEeDhMz3e/w/iVy+ix2Ir72BwOqk+eovldT2H3eLbVSCGEEEIIkTtGNErwyiUiXV2Yur7iPorNhrt1D74TJ1Fdriy3UAghhBBC5KtNFx/j4TBXPv8/CU9MYHM4KN2zF09FBfaFi8x4NEp4cpL5vl6G33qTme4uTvz8L2LfQVVfdVGPztHRUXw+X0afT9d1rl69yvHjx7HZrNV5V7JbMztYO79kl+xWyw7WyB8MBqmpqQGWXkvkO0PTmH7+W+izsyh2O87aOmzFfhSHEwAzpqHPzRMbHyN8+xba6Ahl73kG1enMccu3ZvG5eePSbbxeb0afT1Fgd30p3UMzO3IY2lokuzWzg7XzS3bJbrXsYI38oVCIh04lFmIupOu8bNl08bHvxRcIT0xQf/Zhmp98J7ZV7mzr0Si93/8eQ2+co+/FF2h97zPbbmy+WDwRvs/ny0rx0ePx4PP5duwXstVIdmtmB2vnl+yS3WrZwXr5C2lRneDVK+izs3gOHcZ3/MSqF9RGLEbwymXC7TcJXruK/74zWW5peiw+N16vF683s9d5ipK4nvR6Yzv2C9lqJLs1s4O180t2yW617GC9/IV0nZct6mZ/YPJmGyW7d9P63mdWLTwC2FwuWp95lpKWFibbbmyrkVanKAp1dXWWfAFLdmtmB2vnl+yS3Yqsnj+fRfv7cdTW4r/vzJp38lWHA/+Z+3HU1BLt68tiC4UQQgghRD7bdPFRCwTwNzRueH9/4y60LKwIvZOpqkp9fT2quunTVfAkuzWzg7XzS3bJbkVWz5/PjHAIR0Xlhvd3VFZihEPr7yiEEEIIISxh01f4Do+H8OTEhvcPTYzjkAVntkXXde7cuYO+ygTvO5lkt2Z2sHZ+yS7Zrcjq+fOZ6nKhz81teP/43KwsOCOEEEIIIVI2XXws3buPyZs3GX7z/Lr7Dp1/g6n2dsr27dtS48Rdc5u46N9pJLt1WTm/ZLcmK2cHyZ+vnPX1RAf6Cd1qX3ff0K12tIEBnPUNWWiZEEIIIYQoBJtecKb5XU8xffsWnd/4OoOvvUrp3n14KiqwLaxmrUcihCcnmem4Q2RmBofPR9M7n0p7w4UQQgghROb5TpwiOjhI4MJbhG624aqrx1ZcjLIw/6MZi6HPzREdHsIIBlFdbnwnTua20UIIIYQQIm9suvjoKi7mxM//Ih1f+yozXZ2MXHhr1X1L9+xl7/s/gKu4eFuNFEIIIYQQuWHzeil/zzPMv/kG2vAw4Tu3E8tWLrawdKWzrh7/Aw9i83pz0FIhhBBCCJGPNl18BHCXl3P0J3+KyNQUM91dhCcm0KMRAGwuN57KSkp3t+IuL09rY61KURSam5stuQKoZLdmdrB2fsku2a3I6vnznc3vp/RdT6PPz6ONjqDPzWFoGgCq04mtuBhnTS02vz/HLRVCCCGEEPlmS8XHJHd5ObVSYMw4VVWprNz4KpMrOXv2LCMjI8u219bWcu7cuW0dO5PSkb1QFVL2TLy+Cil/ukl2yW5FVs9fKGx+Px4pMOadj/3ZC0wGI8u2V/jcfOEXn8xBi8ROIq8vIYQQ27XpBWdE9um6zo0bN7a1AujIyAiRSGTZPysVjPJJOrIXqkLKnonXVyHlTzfJLtmtyOr5hdiOyWAEzVm87J+VCkZCbJa8voQQQmyXFB8LRCRi3T/ukt26rJxfsluTlbOD5BdCCCGEEGInynjxsfvb3+LCZ38v008jhBBCCCHyQODtC0x85Z9y3QwhhBBCCJEnMl58jIWCRGZmMv00QgghhBAiDxjRKEYwmOtmCCGEEEKIPCHDrguAqqrs3bsXVbXe6ZLs1swO1s4v2SW7FVk9vxBCCCGEEDvVple7vvWlL25q//n+vs0+hbiHoiiUlJTkuhk5IdmtmR2snV+yS3Yrsnr+fDb32qub2j82Pp6hlgghhBBCiEK06eLj+NUrmWiHWIOu61y9epXjx49js9ly3ZyskuzWzA7Wzi/ZJbvVsoPkz2eR7i5QFDDNjf+QomSuQUIIIYQQoqBsuvhoczpxFZew5/0f2ND+A6+8zHRnx6YbJpYyDCPXTcgZyW5dVs4v2a3JytlB8q9Gj0YZeO1V5gcGCAwOEA+H2fehH6Lm1Oll+4bGx+h67jnm+npRbTbK9u+n9b3P4vD5UvtEpqdXXQzwwEf/BVXHji/ZpjgcqF4v/gce3FB7Qzeuow0PbyLhXUYsRqjtBvGJCWKTE5iahv/sw3j27F22b3x2hsCFC8TGx0BVcTY04r/vDKrbndpHDwSYXGXxm+JH34G7ZfeW2imEEEIIITZu08VHX20twZERSnZv7GJt9PLFTTdKCCGEEEIkxEIh+l98AVdJCb6aWmZ7ulfcLzo7y9U//zx2t5uWp55Gj0YZfP01ro+OcuIXfgnVvvSyr+rYccr271+yzb9r17Lj2svKiE9P46yp3VB7I52dG0y2nBmNErp2FdXnw15WRmx0dMX99GCQ6ee/jepw4jt5CjMeJ9R2g5mZacre+yzKPb1nXS0tuOobl2xzVFZtuZ1CCCGEEGLjtlB8rGOur4/w1CSe8opMtEkIIYQQQixw+v088P/8Bk6/n/nBQa782edW3K//5ZcwYjGO/tKv4C4tBcDf2Mj1v/4rxi5fovbM/Uv299XVU33i5LrPby8rJzY+Tnx+Hrvfv904a1I9Hio+/FFsHg+xyQmmn/vmivuFblzDjMcpffZ92HxFADgqKpj53neJdHXi2be0qOoor8Dd2prRtgshhBBCiJVtuvhY0rKbud5etNm5DRUfKw4exl1atqXGiQRVVTl8+LAlVwCV7NbMDrnJf/bsWUZGRpZtr62t5dy5c1lrh5XPvWS3ZnaQ/GtR7XacGyj6TbbdoHz/gVThEaB0z148FZWMX7+2rPgIoGsaiqou6xW5mKOmhtjYKEYoCBtoh2vXLmxFRevutxLFZsPm8ay7X6SvD1dDY6rwCOCsq8fmLybS27Os+AhgxmOgqMt6RQohrOFjf/YCk8HIsu0VPjdf+MUnc9AiIYSwjk0XHyuPHKHyyJEN719x6BAVhw5t9mnEPZxOZ66bkDOS3bqynX9kZIRIZPlF6UoFyUyz8rmX7NZlpfzxSGRJwU+129csAK4nOjdHLBikqL5h2WNFjQ1M3769bHv/i9+n5/lvgaJQVFdP81NPUbZ337L93E3NuJuaN9wW164mXLuaNhdgE/RQCDMSwV6x/Ca4vbISbXBg2fbg1SsELr6d2Ke8At/JU7jq6zPWRiFE/pkMRtCcxStsn8tBa4QQwlqke0EBMAyDy5cvW3Iifsluzexg7fySXbJbkdXyX/yjP+CN/+9vp/7pf/mlbR1Pm58HwOlf3uPQWeQnHg5jxOOJDYpC6Z69tLznvRz6sY+x+73PEAsGuPG3f8PUrVvbakc2GOEQkBiifS+bx4OpaZi6ntiggLOujqLT91HyxJMUnbkfIxph9oXvER1YXqQUQgghhBDpt/Vb7EIIIYQQYktO/5tP4Fw0NHk7vR4hsUo0gLLCcZLHNmIxVLsdd2kpR3/yp5bsU33iJBf/5I/o/vZzlB84sK22ZFqysLji8OmFbaauJ4Zw+4oofdfTS3Zx725l6mv/TODiBVyNjcuPIYQQQggh0kp6PgohhBBCZJnd7V7yz3aLj6rDAYCZ7N24SLLHY3KflTi8XmpOnSY8MUF0dnZbbck0ZVGBcZm1CpMLVJcL95696HNz6MFgRtoohBBCCCHukuKjEEIIIUSBSy5Io80Hlj2mBeaxezzrFjhdJSUAxMPh9DcwjVSPFwBjhXbq4TCK07nuojKqN3EMU9PS30AhhBBCCLGEFB8LgKqqnDx50pIrgEp2a2YHa+eX7JLdiqyef7tcxcU4fD4CQ4PLHgsMDOKrrVv3GJGpKQAcPl/a25dONq8XxeUmPjm57LH4xAT28vJ1j6EHEkVaxeVKe/uEEEIIIcRSBTXnY/9LL9L7ve/ira7m9L/6N0sem+vro+f5bxEYHsbmclF55CgtTz2N7Z6LSiMep/f732P8ymXi4TDemlqa3/UUZXv3ZjPKpmmahtvtTvtxw+Ewu3fvXra9traWc+fOpf35tiJT2QuBlbODtfNLdsluRVbPv10Vh48wdvkS0dkZXCWlAMx0dhKenKD+4YdT+8WCwWUFxujcHKOXLuKtqU31oswX8+deJ9TWRsUHfiC1zd3URLizg6lvfoP47Ayqw4G9sgp9fg7voUOp/YxIBMXhIHjlMpHuLgxNw15cTHx+HntpGbaFHpA7VSSm88zvP7dse4XPzRd+8ckctEgIIYQQVlQwxcfo7Cz9L7+E6nQueywwPMz1v/oLPFVV7H7vM2izswy8/hqRyUmO/MRPLtn39pe/xOSNG9SffRhPRQWjly7S9oW/4ehP/wwlzS1ZSrM5hmHQ1tbGyZMnsa0zjGizTNMkEoks2z4yMpLW59mqTGbPd1bODtbOL9klu9Wyg+Rfz9D5N4iHw6lVradutafmZqx/6Cx2t5tdjz3GxI3rXPvLv6D+obPomsbga6/iramh5tTp1LG6n/8WkakpSlv34PT7iczMMHLhLXRNo/XZZ3OSb7HQrXZMTUOfW5h7UlEwohGC167iOXAQ1enE2biL8J3bxGemcTXuwohG0Ab6wW7HvefuDeXAxbeJDg5gRqM46uqwKyra8BCYJu48v/GcDqYJmrN42fbJ4FwOWiOEEEIIqyqY4mP3t7+Fv3EXpmkQD4WWPNb73e9g93g49tM/i32hx4SrrIyOf/4K0x13KNu7D4D5gQEmrl2j5d3vpfHRR4GF1R3/+x/T8/y3OfHzv5jdUEIIIfLC2bNnV7zpkk+9wIW1Db72KtGZmdT/T7a1MdnWBiSuZexuN66SUo79zM/S/dxz9HzneRSbjfL9B9j93meWzPdYtmcvw1NvMfzmeeLhMDa3m5LmFnY9/gRF9fXZjrZMqO0GxuKFYEwTMxIheOUy7t2t4HQSvtWO4nJhLy0lOjiIYlOxV1QSn5xAGx3FtZDDVuTHjEbBZic2MoLidOJsaCQ+NUmkpwfvwUOrtEIIIcRO8bE/e4HJ4PION9ILXIjsKYji42xPNxNtNzj1y79C5ze+vuSxeCTCTGcH9WcfThUeIXEh3v3cN5m4fj1VfJy4cR1UldozZ1L7qQ4HNafvo/e731kyTEkIIYR1jIyM5HUvcCHu//V/t6H9fNU1HP3Jn1pzn6rjJ6g6fiINrcqMyg99GG10lJnvPk/5s+9n/q03MaLR1LBrQ9PQhofwHjpM0en7Uj9n6joT//gPRHt7UsVHMx4DRaHywx9ZMnomeP0awcuX0INBbHk+x6UQQojtmQxGpBe4EDmW98VH0zDo/MY3qD19H76a2mWPh0ZHMQ2DooaGJdtVux1fbR2B4eHUtuDwMJ6KiiVFSgB/QyMAgeGRVYuPRjyOEY8DEI9GU9t1XUfXdQAURUFVVQzDwDTN1D7J7cn91tuuqiqKoqS267qOoiiYpolpmhiGsWx/YNl2m8224v4blXzeTGRar+3J7ck2JH9utUw2m21ZG1fbnutMmzlPKx0/HzOtZfGxNnOeDMNIZdpI29OVaS3Zeu0lX/eGYWCz2bL+2sv1+2lxtmxlWsu9n/GZeu2Zprnqez4fz9NGMm3mPOm6vuJ7vpAz3dv2e59DrMw0DAJvvYl77z7sZWXLHo/PzIBpYq+oWLJdsdmwl5UTn55KbYtNTWErLl42bY+jojJxrOmpNYuPipL4J5OSx8/086z2vLmUq+z5YKdk32r78y1/NtuRb9mzKR+zZ6st+Zg9m6yQfydnS4e8Lz4Ov/Um0dkZmn/qp1d8XAsk5j5yFi2fHN3p9zPb27Nk39X2A9DmV7/z0f/yS/S/+MKy7VevXsXj8QBQUVFBS0sLfX19TC5agbGuro76+nq6urqYm7v7HM3NzVRWVtLe3r6kx83evXspKSnh6tWrS77ExGIxFEXh8uXLS9pw8uRJNE2jbWH4FSS+HJ06dYq5uTk6Ojo2XYA0DIPLly9nPNPhw4dxOp3rZrp27dqyTElut5sjR44wNTVFb29vantxcTH79u1jZGSE4UVF6HzJBMvP072ZmpqauHbtWt5nWu31lXwdLc60mfN06tQpenp6spZprRxA1l97s7OzOXvt5er9dOPGDUzTTL3us5VpI6/hbLyfDh06tOQ9n6/nKVOvvVOnTjExMbGjMi0+T+FwGLG+8J3b6MEApU89veLjxsLvUV24/lpM9XiIjY0t2Xe1/QCM0NrnZHd9Kb4s9YzcXV+65Z9VNvmNR1EUWhu2/nzptp3sha4Qsq/2+krH6yib+TOZYysK4dxnSraz59O5t/J5h52dPxh05LoJeU159DO/ba6/W27EQiHe/sPP0vjY4zQ+kpij8epffJ54KJRa7Xrs8iVu/9OXOPELv4S/sXHJz9/60heZutXO2d/8LQAufPb38FRWceTjP7Fkv8jUFBf+4PfZ/d5naVi0GuRii3s+asEgF//ws0CiOJC8KM1ULwzTNJmfn6ekpCTVG+re/WHtXhh79+5dcUhhsnfZvdxuNx0dHTnvWaLrOvPz8/j9fhRFsUwPoOT+s7OzFBUVLfmDmY+ZWltbV3x9JV9Ha7V9re2BQICioqINtT0dmVZ7n7jdbrq7u7P22ku+54uLiy3X8zEejy95z2cr0549e9Z9DWf6/aQoCnNzcyu+5/PtPGXitWeaJsFgcNl7vpAz3dv2YDBISUkJAA/8+0/iXCGr1RnRCJP//BV8R4/hPXwEgOnnv71k2HW4q5P511+j7L3P4qisXPLzc6+9SnSgn6of/lEAJr7yT9iLSyh957uW7KfPzzP5z1+m6L4zeA8dXvKYFgjw5u/+DgDXbg/g9Wa2+KgoiS9j3UMzmFu8Kn/v7z234pBCPTCNrWh571GnNse3/u0zW3uyNEpH9kJVSNlXe31t53WUi/yZyLEVhXTu0y1X2fPh3Fv5vIM18odCQY7tT9Sk5Dpvubzu+dj7ve9i93ipf/ChVfdRHYnqcrIwuJgZjy+ZYF11OFbcL7lNdaz+61Dt9tSxFh/DZrMtW5VztaGoq63eud52Xdfp6uri5MmTqKq6qeMkC3Zbsfjn0p1po9sVRUllT+6zWqbV2rjZ7ZnOtNHzpOs6nZ2dK678mm+Z1rLVtuu6TkdHx6or3+YiU7Zee4vf82u1MVOvvbXamOnX3krv+dX23+wiMZtt+2rPnanzsdZ7Pt/OUyZee+u95wsx071tlFW81xe8fBnV5cJz4OCq+yi2xPWYaSwfxm7qeurx5L6r7bf4WKsxTbL2JSmbz5V8vnyR7ez5pNCzb7ft+ZI/F23Il+y5sJHs2VokJtvnwMrnHXZ2/p2aK13ytvgYnpxg5MJbtD7zLNr8fGq7GY9j6gaR6WlsLldqGHVy+PVi2vw8Tv/dOxzOIj/RFYZWJ4+/eF8hhBD5TRaJEWJnic/NEe64Q9F9Z1JDq2GhyGgY6IEAisNxd8j0CsPYjXAY1Xt3mLXq8WCEQyvuByzZVwghRP6QRWKE2FnytvgYnZsD06Trm9+g65vfWPb4hc/+HvUPnaXpne9CUVUCg4NUHT2WetyIxwmODFN59Ghqm6+ujpmebuKRyJJFZ+YH+gEoqlu+oI0Q27XZ3llCCCGEFRmhEJgmgQtvEbjw1rLHJ7/yT3gOHsJ3/AQoCvHJSWhuST1u6jrx6Slci7Y5ysoIjY5gaNqSRWdikxMA2MvKM5ZHWEO2emcJIYQQhSwtxUfTNJm61c5cby+xUJCqo8fw72oivtAjxV1auulj+qprOPSjP7Zse+/3vosejdL67Ptwl5djd7spbd3D+NUr7HriSewuFwBjVy6jaxqVR+4WHysPH2HwtVcZuXCBxkcTc0ga8Tijly7hb2xcdaXrfOC+Z4VuKyn07NvpnVXo2bfLyvkluzVZOTtI/kJimibawACx8TGMSARXSwuOyirMmAaAzbf5eY7spaWUPP7Esu2By5cx4zH8Z+7HVuRHdTpx1tUR6e7Ce+x4agqeSHcXZjyOq7k59bOu5mZCN9uIdNxJzSFp6jqRzg7slZVrrnQtxEZI7ywhhBBifdsuPoYnJ7j5d/+H0Ph4apuvuhY9Fqf9H/4OFIUTP/cLyxaDWY/D56PingnAAQbPvQ6w5LHmp57myuf/J9f+4vPUnrkfbXaWwddfo3TPXsr27U/t59+1i8ojR+n97vPEggE8FRWMXrpEdGaafR/84CaTZ4/NZuPIkSO5bkZOSHZrZgdr55fskt2KrJ6/kMTn5ph96UX0udnUNntpGcR1Zl9+ERSFsvc8s2wxmPWobjeuXU3Ltodu3sSAJY/5Tpxi+tvPMfP8t/Hs24ceChG62Yazrg5XfUNqP0dlFa6mZgKXLmJEItj8fiJdneiBAKUPrbzIoBBCCCGESK9tFR/j4TDX//qviM7OLnus4sABbE4nuqYx2X5z08XHzSiqr+foT/4UPc8/T/dz38TmclFz+j6an373sn33/9CH6f1+KWNXLhOPRPDV1HD4xz9OScvujLVvuwzDYGpqivLy8nUXRthpJLs1s0Nm8682FD4cDi9ZZThXrHzuJbs1s4PkLxRGNMrM976TGCINidnVFz43nY2NKA4HZjxOdKB/08XHzXBUVFD61NMEL11k/u0LKHYHnj178Z06vWzf4kceJXj5EpGuLgwtir2sjJIn34mzpiZj7RNC5M5qQ+EjMR3VucIPCCGEyLhtFR8Hz72+YuERQLHZKNndmhqOnS7Hf+bnVtxe0tzCiZ//hXV/XnU42P2e97L7Pe9NW5syzTRNent7KSsry3VTsk6yWzM7ZDb/akPhTdPMi+Kjlc+9ZLdmdpD8hSLUfhMjGEwUHO9Z1lFRVRw1tWgD/cTGxtL2nGXvfs+K253VNTjf88y6P6/YbBTdd4ai+86krU1CiPy12lB4U5vOQWuEEEIAbKtrweTNmwA4i4o4/a/+zbLHvdXVQGJothBCCCGEKGxaf2KRPtXtpvwDP7jscfvCPN+Lh2QLIYQQQghr21bxMTI9BUD1iZN4q6qWPZ5c/CUeDm/naYQQQgghRB7QA/OgKLhbW7GXlCx7XFlY/MXQtGw3TQghhBBC5KntTaq0MNxGda48eYYWCACJ4S5ie4qLlw8dsArJbl1Wzi/ZrcnK2UHyFwJz4dpPsTlWfNxYuOGsyLydQgghhBBiwbauDJ1FRQDMdHYue0zXNCZvtgHgki8T22Kz2di3bx82CxZxJbs1s4O180t2yW5FVs9fKFSPBwBtZHjZY2Y8TrS/L7Gf15vVdgkhhBBCiPy1rQVnipubiczMMNfXy40v/G1q+/Sd24xeuphajKa4uXl7rbQ4wzAYGRmhtrbWciuASnZrZgdr55fskj2ZfbWV2Wtrazl37ly2m5hRVj73hcRZXU2kq4vY+BgzL3w/tT06NEi4qyO1GI1jYd5vIYQQQqxstZXZK3xuvvCLT+agRUJkzraKj3UPPMTYlStAouCYNNPddXcnRaHu/ge38zSWZ5omw8PD1NTU5LopQHa/DOdb9myycnawdn7JLtmTVluZfaXP4GzKxN8BK5/7QuLZf5BIdzcA2tBgatXr2OjS14Nn34FcNE+kgXwZFkKI7FhtZfbJ4FwOWnOX/B0QmbCt4qO/sZGmJ56k78UXVt2n6YknKaqv387TiDyTr1+GrcxKvaOEELknfwesy1FZie/YcYJXryQKj3D33wvzQfqOncBRUZGjFortytcvw1YmhQAhRDbJ3wGRCdsqPgI0PflOvNXVDLzyCoHhodT2oro6Gh99jMqjR7f7FEKIdUghQAghNk9u3GyN7/gJbCWlhG5cJz49lSg6Kgr28gq8R47gbm7JdROF2FGkECCEEJsnN27yy7aLjwCVR45SeeQoeixGPBzG7vFgc6y8CqLYPEVRqKioQEn2LLAQyb40+2pflMPhcMZ/R2t9Sc8EOffZzZ4vRRg579bMDrnJLzduts7d3Iy7uRkzHsfQNFSnE8WelstKISxrtS/KkZiO6szNc1f43Jl9YpE1UogRViM3bvJLWq8SbQ6HFB0zQFVVWlpact2MLVuvaLVWwaPQs2/HStlX+6JsmmbGv7Bn60t6vhTBtms7OXLxus+XIoy851ty3YycsXr+QqXY7dik6Gh5qxU1YnEDh335AlJS7FjZal+UTW06Z8+d7i/pi18riqJgLkzXUGiviUIs5EkhRgiRS2m7WtQ1jXg4nPoDci93aWm6nspyDMOgr6+PpqamglwBdL2ixlqPFXr2tYTDYXbv3r1se7I4tROyr5dxJflSBNuu7eTYCed+qyS7NbOD5C9EZjyGEdWAla/9bL6i7DZI5MxqRQ1dm8a0aLEjEtN55vefW7Y9n4tTm7WVjDulALZTcgghRLZsu/g4dvkSA6+8QmhifPWdFIVHP/2Z7T6VZZmmyeTkJLt27cp1U7JuM9kLrcecaZprFqd2wnlfL6NY2U4491sl2a2ZHSR/IQl3dRK6cR19bu0v2dU//vEstUhYQaH1NDNNdnxxygoZhRBCpMe2io+jly5y5ytfXn/HVXpDCpFOO6XHnNicQis6CyFEIQt3djD/xsJn61rXdxadu1RkjvQ0s6ZCKzoLIYRY2baKj4OvvZqudohNkGKLEHdJ0VnkgnwOC6sKtbWlVrcWmSHFFiHukqKzyAX5HBYi/bZVfIxMTQGJhWbqHngQd0UFiszTlHaKolBXV5daUMRKxZZ7s1uJlbOvZLX5I9da6TuXq4Nvh5XP/b3Zs73K+kZl4nPYyucdJH+h0APzoCgoNhueAwew+YtBkWu/dJJii7Ci1eaPXGul71yuDi7SI19XWZfPYSHSb1vFR4fPR3RujrqHztLy1NPpapO4h6qq1NfX57oZOZGr7PnQqykd2bey4Eu+Wm3+yLVW+k7n6uDZfE3ce+7z4fWYLfdmt9LNFit/1oPkLxSqy4URDuM5eIiik6dy3RwhtmSn9GraSYvarDZ/5ForfadzdfBcviZ2yutxK6TIJ4R1bKv4WHnsOIOvvUp0diZNzREr0XWdrq4uWltbsdlsuW5OVuUqez4UPNKRXRZ8SZ9svibuPff58HrcjO0US+XzzprZQfIXCnfLbkJtN9CDwVw3RYgt2ykFD1nwJX1y+ZootNfjasVSsEbBVAixNdsqPjY9+U7menoYv3oVu8tN5bFjuPzFsMLQa3dp6XaeyvLm1llRMt3W6jGXbdnOnmuLf/eGYaAuvJ9yPcxUZFchv+63Wywt5OzbZeXsIPkLge/4CbSxUaI93cw7HLhaWrB5vKAu701u8xXloIVio2TIam4s7q2oKArmwsJNuR5mKsRGrVYsTTwmf8eFECvbVvHR5nBQc/o084MDDL/1JsNvvbnyjorCo5/+zHaeSmSZ9JjLHfndCyta3FtycdE93+fnFMJqFLsdz569zE9MEL5zm/Cd26vuW/3jH89iy8RmpXPIqtg46a0orGjxzY7FRXe52SGEdWyr+Dh+/RodX/vq+jsufLgIIYTYOdK5oE865+cUQmROpLeH+TfP313terVrPHnfCiFEQUtn72i52SGE2FbxceDll9LVDrGCxV/sF38Bt1JPIEVRaG5utkxeq8inYf3btZVVuNdTKK97KRimV6Gc90yxev5CEbp+LVFwVBS5ubxN0hNI7FRrLYRTaLayCvdOIQVDIUQ6bav4GJ6cBMDmdFL34EO4S0tRZJL4tJEv9onVTysrK7d1jNWKQ5qm4XQuv2ooxAJYodlJQ8u3sgr3etLxuheFx+rn3er5C0V8bg4UJTH8+sBBbD4fqHLttxXyxT49VisOxeIGDvvyeegLsQBWaHbS0PKtrMIthBBiuW0VH51FRURmZqh/8CGan3o6XW0SBSoTPcB0Xae9vZ2DBw+mfcVnwzAwDGPZ9q0UwNZa3VeIzUrH617kzlZX+7b6ebd6/kKhejwYwSCeAwcpOnkq180RWZSvvdlWKw7p2jRmmgpgqw0/zXV2IUT2rfV5ICt9C7G6bRUfq0+dpu+F7xOZkTs/IjM9wIAVj5lvtru6rxD3KoTXvRVs5abKdj4PrH7erZ6/EHha9xK8ehk9EMh1U0SW7aTebJu1Wi9VK2QXYifbyrB6+TwQYmu2VXysOnaMqVvtjF+7hs3pour4cZzFxSgrDL9xl5Zu56nEBqz2JTn52E4Yqi09DNNnq72zhLCSTN1UEaJQuVpaiA72E+3tYc7hwN2yG9XrRVGXvx9svqIctHBnS+cCEPlotXywczJmi/TOEmJ9MqxeiOzZVvHx7T/6w9R/j7x9gZG3L6y8o6Lw6Kc/s52nEhuw2pfk5GM74Yuy9DBMH/ldCiHWIjd7xEqmvvqV1GIzkY47RDrurLpv9Y9/PHsNs4idPk/kavlg52TMFumdJYRYi0wnIbJtW8XHDdviaojzgwOMXbrEbHc3kZlpHF4v/sZdNL/rKTz3TEofGh+j67nnmOvrRbXZKNu/n9b3PovD51vaFMNg8LXXGH7rPFoggKeigl3veIyq4ye2HE9kjqqq7N27F1VdPmG4EIVorR7KyV6n8rrPjHwvpm3mvK+1Yny6ei6n8wbFRnpay+u+wCRvaK52jbfFG56xiQkiXZ1ooyPogSCqy4mjsgrfyVPYi5cWUuKzMwQuXCA2PgaqirOhEf99Z1DdS784maZJqO0G4du3McIhbMXF+I4cw73KZ7EQQmyH9DrNjZ1UTFtrjt10vYbSeYNCXvNiI7JTfNyigVdeYa6vl8ojR6mvrUWbn2f4zfNc+tP/wYmf/0V8NTUARGdnufrnn8fudtPy1NPo0SiDr7/G9dFRTvzCL6Ha78bs/d53GXjlZWruO4O/oYHJ9nZuffEfQVGoOnY8V1HFKhRFoaSkJNfNECJt1uqhnCzO5NvrfrXCUb5O57DZeRpz3dt3K0XRQlsxfiOFzHtf9zI1xF16NMrAa68yPzBAYHCAeDjMvg/9EDWnTi/bNys3Y7d4U3kjgtevoY0MozpdgIkRCqEND6ENDVL23mewl5YBoAeDTH/7W5i6nmiPaRLt7SE+NUX5s+9DWbRoUeDSRcJtN8BuB9NEDwSYe+0VUMDdIgVIIUR6FVqv063Me5hLa7bXV7Zse65/74sLc4qiYC78DV2rKFpoc+xu5TUvBUvr2Vbxcd8HP5Sudqyo4eFHOPCRjy4pHlYdO8bF//4nDLzyMgc+8lEA+l9+CSMW4+gv/Upqbkl/YyPX//qvGLt8idoz9wMQnZtj8PXXqHvgQfa8/wMA1Nx3hmt/8Xm6v/0tKo8cRZEeF3lF13WuXr3K8ePHZfXTLMnEquVic/Ltdb9a4Shfp3MotHkaZQqEhHtf9/J7uSsWCtH/4gu4Skrw1dQy29O94n7ZuBnrP/tI2vMt5t7dijbQDy4XjspKYqOjeI8cJXj1CsHr1yl59B0ABC5fwtQ0VK8P7+HDmPE4wevX0GdnCHfcwXvgIAB6KET4Zlvi2C27cVRUEOnvIzY0xPyb53E1Ncu1n7CUQis0icwrtHkPC629hVaMzhb5vVjPtoqPK91xT6fipqZl2zwVlXirqgmNj6e2TbbdoHz/gSWL2pTu2YunopLx69dSxcep9puYuk7dAw+m9lMUhbr7H+DWF/+Ruf4+SppbMpZHbI1hGLlugqUUWuFmp9rI6z4bQ2+F2Iyt3LxY3MPRMIzUsGu54XGX0+/ngf/nN3D6/cwPDnLlzz634n7ZuBnr2bMn/QEXcTU2UvHhj2LzeIhNTjD93DdRPR7spaXoc7Op/aJ9vaAolL3nPamFbRwVFcx877uEb7Wnio+Rzk4wTVzNLRQ/dBYA9959TH3tn9Hn5oiNjeHMk6kXhMiGQivcWJ30DhP5ZCs3L1br+Sk3PKwnr4ddr8Q0TWLBAN6qaiBxAR0LBimqb1i2b1FjA9O3b6f+PzA8hOp04qmqume/RgCCw8NSfBRrkl6BIpMWv742UoRZa+itDFkVubCVmxfp7Fm7U1/3qt2O0+9fd7+dcDNWsdmweTxLtpmmiRGJYF8Ylq+HQqDr2EpLl6yo7ayrR7E70OfnU9uigwMAeI8eu/scioJn734CFy8QHeiT4qNIkV6BIpMWv742WoRZrXfY4Mx0xucEFOJeW7l5kc6F0qQYX9i2VXzse+H7G9636cl3buepUsavXkGbm6Ppne8CQFu4wHT6i5bt6yzyEw+HMeJxVLsdbT6A0+db9mXGWeRfcqyVGPE4RjwOQDwaTW3XdR1d14HEHxFVVTEMI/XHZPH25H7rbVdVVQpZJL5sJH839/6OckV6BYpMSufra60hq8n3k81mS3ypz2Lv4oceeojR0dFl261SwNd1PVVUzuTvfbW/Q5v5+5TPdF1fMdNar/tkQX+jf0+Sx7z3PK12/lZ7P9lstlQbM/m3LFs3Y4NXr2y4Tb40LeYXn5jACIVwLRwvPj0FgG2FuXFVnxd9dhZT11FsNoxQEAD7ooIsgKOuLnGsmZk1n1tRtrx2jljH4t9tvvyOpVegyKR0vr7WmhMwl+8nqxfws/G7z5fPy0xaLeNaQ7U3+3vJxO/RCudmO7ZXfHzxhQ3vm47iY2h8nM6vfw3/rl3UnDwFgBGLAaDYl0dJzm1kxGKodjtGLLbufqvpf/kl+lfIe/XqVTwLd+grKipoaWmhr6+PycnJ1D51dXXU19fT1dXF3NzdOQyam5uprKykvb19yZelvXv3UlJSkpfDjdPZpsU9u1YSiURoa0vM03Tt2rV1V0Bd/IV6O0zTTNux0v37SldBIN3F0nTlTPfvK53HKqQVeNfKHg6HaW1tBZYWUaLR6IqviXT/HkdGRoguuoGTlMsCfrbe84ZhcPnyZQ4fPozT6eTy5ctr/sxWfveLi3DDw8Op7Vv5+7SWXL7nk7/HlTKtdrzk615RlCX7rPW6j0QiS85T0smTJ9E0LfX3CRLvpVOnTjE3N0dHR0dqu9vt5siRI0xNTdHb20s4HE49Fo9ElszBqNrtS/5/s7J1MzZ49cqGr67TVXyMdHdhr6zC3ZoY8q2HQgCoruWT9SuOxLdbQ9OweTyJBWkUZVlWW1Hi92Rqq1/7AeyuL8V3z2I96bLZz7x0fkbm+liKotDaUJr6/931pVs+1laeW44lx9qpx0oU/761bHtNiScr7690FVhz/XvcyrHu/Vxb72fS8dm5Hels12afY72fWS3jasdb7XW/WtE7nb/HxYJBR9qPuZMUzLBrbX6eti/8DXa3m4M//KOpuYhUR+IEmwu9EhdL9lRM7qM6HBvabyW7HnuchocTk6xrwSAX//CzABw/fjx1UZp8MzQ1NbFr167Uzya3J7/w37v94MGDS7YnCwL5WOxIZ5vWO5bb7ebEiROpws96H17p+qBUVviSslXZ/H1tRrovPtLVtnz9feXje3Eta7XXNE00TVtx+0qvCyv8HrP1no9Go3zkIx9ZcXu6fvfJ49TW1lJTU7Ns+2b/Pq0ml+95VVU5efLkiplWO55pmpsqequqitudKGydPHlyxcfu3Q5QXFy84vby8nLKysoIBoOpbRf/6A+W7LPriSdpXhjVsRXZuhm7psVF/DS8p4yFc6bYbJQ89vjWF4bZRlu6h2bwerf4+1jHZm96pOsmST4cyzRNugZnUJRE4bF7aGZh0fLMraS++LnlWHKsnXos04SoY/k0HSMzhbWIR65/j1s5VliLs//X/27Z9khMR12hzLCdz850WO35c/27Xyvj6m1e+XVvRlcueqfz97hYKBRcfycLK4jiYzwS4cbf/g3xSITjP/vzuIrv3k1JzoGkzQeW/ZwWmMfu8aQupp3+Ima7u5Z92dAC80uOtZLFPRKMRQVMm822bDXa1b78rLZqbT6sZptvFvfOkgUIhBA7QTambVhvEaLN/n3KV4vbm6midvKcbOZvt6IoK25PtnHxY6f/zSdwFt3tpbidXo+QvZuxiSdZ48uEoqz9+AYZmkbgrbcA8Bw6jM3rTT2W/G8jusL7KZa4uaI6E10dFJsNMxpd9j4zAonrRsW59jjAREFsG0HEiiIxnff+3ubmvhNCiHyWjWkbFn92LrbT5jzMxt/dTDyHXC+sbVtXuo/+p/+8bJsRjxOemmTg5ZcYv3aN8gMHOPQjP7bl5zBiMdr+998Snpzg6E/+NN7q6iWPu4qLcfh8BIYGl/1sYGAQX21d6v99tXWMvv024fHxJceZHxhIPS7yg8ytKIQQm7fWIkSrWW2RFrnZk1l2txu7e/mw4a3K1s3Y6o/9xLJtpq6jz88TvH6NaE83zsZGSh57YstZTF1n9sXvoy/0IFhceASwl5UDoM/OLvtZIxRKDLNeKPSqXi9GKER8dgZHaVlqv+hIYloC+wrzRorMk7kVhRBi89aa63M1qy3SIjd7RLalvbuAarfjq65h/4c/iq+mhqlbtxg6/8aWjmUaBu3/+A/M9/dz8Id/hOKmphX3qzh8hKnbt4jOzqS2zXR2Ep6coPLo0bv7HTyEYrMx/Ob5u89hmoy89SbO4uJVjy+EEELsVMlFWu79JxvDH0X6bPZmrBGLER4fX7LfVm/GKjYb9tJSih95FHtZGdrgIOHbt7aQInHtN/vKS8TGxylamN/7XjavF1Qb+uws+qKh7NrwMGYshrqoeOpsSCyiE7p27e5zmCaRO4kFeJxy7SeEEGIHSy7Scu8/cpknsi1jw64VRcFTWUlwdJTRCxdoOPvwpo/R/a3nmGpvp/zAQeLhMGNXLi95vPrESQB2PfYYEzeuc+0v/4L6h86iaxqDr72Kt6aGmlOnU/u7Skqof+gsg6+9imnoFDU0MnnzJnO9vez/yEe3PpeQEEIIIUSOVRw+wtjlS0RnZ3CVlAJ3b8bWP3z3Oqzi4CG6v/Ucw2+eZ8/7PwCk52asoijYiouJT08TvnMb78FDmz5G4OLbaAMDOBsaU3NPxsbHUZTENZp7YUoWV1MT0Z5upp//Ft5DhzHjcULXEwVG7/4DqeN5WvcQunKZaG8Pcw4HjopKov196HNzKE4nzqpqhBBCCCFEZmWk+GjEYswN9DO9sOJjZHpqS8cJLAyJmbrVztSt9mWPJ4uPrpJSjv3Mz9L93HP0fOd5FJuN8v0H2P3eZ5bNodTy9LuxezyMXHiL0UuX8FRUsP/DH6E6TSsyCiGEEEKk29D5N4iHw6mVqKdutRNdGHZc/9BZ7G53Tm/GmrpObHwcbWGVdT2wfPj3RsSnEteM2uAA2mCiJ2ak4w6RjjsAOBsbUZ1Oik6dJjo4gBGJELj4dmquSbW4GM++/anj2Xw+PIcOE77ZRqSnm0hnR2pItv/+B+TGsxBCCCFEFmyr+Pjqp/7jxp7E49nS8Y//zM9teF9fdQ1Hf/Kn1t1PUVV2PfY4ux57fEttEkIIIYTItsHXXiU6M5P6/8m2Nibb2oDEzVi7252Vm7Fj//tv127owjgudZ2FXFZT9u73MPHlL2EEV14x0tQ0cDqx+XyUv+cZAm+/hTY2jmJTcdY34L/vTKq4mFR0+j5Ul4vwndsY4TCqrwjf0aO4d7eu+BxCCCGEECK9srLadcWhw9l4GiGEEEKsQhaWKWz3//q/29B+Gb8Za5prr2i98Fpy7dr6XIqVH/rwhvazl5ZS+q6n191PURR8R4/hO3psy20SQggh8pksLCPyXcaLjyUtLTQ//e5MP40QQggh1pBcWOZe9654LMS61pql3jRx1NTiWzTMWwghhBCZlVxY5l6mNp2D1gix3LaKj01PPLnyA4qC3e3G37gLf2Pjdp5CCCGEEELkCd+qw7IVFKcDR2UVjsrKrLZJCCGEEELkt+0VH598Z7raIYQQQggh8tzqxUchhBBCCCFWJkv8CSGEEEIIIYQQQgghMmJTPR8ji1ZZ3Cx3aemWf1YIIYQQQmSfHgxs+WdtvqI0tkQIIYQQQhSqTRUfL3z297b2LIrCo5/+zNZ+VgghhBBC5MTkl/8ptYL1ZlX/+MfT3BohhBBCCFGIMr7aNbD2qohCCCGEECK/bfZaTlZQF0IIIYQQC2TORyGEEEIIsTq5iSyEEEIIIbZhUz0f933wQ5lqhxBCCCGEyDP+s4/kuglCCCGEEKLAbar4WHPqdKbaIYQQQggh8oxnz55cN0EIIYQQQhQ4GXYthBBCCCGEEEIIIYTIiLQsOBOZnmLojTeY6+slHg5j93gobmqm/sGHcJeXp+MphBBCCCEIh8Ps3r172fba2toctMa69MA8ofZ2YuNjmFENxeXEUVWN98BBbH5/rpsnhBBCiAIUiek88/vPLdte4XPnoDUinbZdfJxsv8mtf/y/GPH43Y3T0wSGhhi58BYHPvIvqDh0aLtPI4QQQgiBaZpEIpFl20dGRnLQGmuK9vcz++orYOiJDaYJQYX41BThO7cpefQduHY15baRQgghhCg4pgmas3jZ9sngXA5aI9JpW8OuI9NT3P7iPy4tPC5ixOPc+tI/Epma2s7TCCGEEEKIPKAH5pl77RXQV772Q9eZe+1V9Pn57DZMCCGEEELkrW0VHwfPnUOPxVL/7yotxd/YiKu0NLXNiMUYfOPcdp5GCCGEEELkgdDNm5jxOCgKmCaqz4e9sgrV50t0V1AUTF0n1H4z100VQgghhBB5YlvDrmc7OwGwOZ0c+rEfp3R3a+qxma4ubv7d/0bXNGY6O7bXSiGEEEIIkXPayDAAit1OyeNP4lw016Y2MsLsSy9gxuOp/YQQQgghhNjesOvZGQBqTp1eUngEKG1tpebUaQCis7PbeRohhBBCCJEHjGAQFAX3nr1LCo8Aztpa3Hv2gmkm9hNCCCGEEIJtFh8xjMRBHI6VD57cvrCfEEIIIYQoXKZpAqDYbCs+ntye3E8IIYQQQohtFR8dfj8AE9evEQ+HlzwWC4UYv34tsV9R0XaeRgghhBBC5AHV4wHTJNLbgxGNLnnMiEaJ9PYk9nN7ctA6IYQQQgiRj7Y152PxribGZ2aIzMxw4Q9+n/IDB3AU+YkF5pm6dYt4JJLYr6k5LY0VQgghhBC546isIhoIYASDTP7zl3E1NqK6PRiRMNGBAUxNA0XBUVWV66YKIYQQQog8sa3iY90DDzJ+7SoA8UiEsStXVt7v/ge28zRCCCGEECIPeA8cJLrQu9HUNCLd3XcfXDTU2rP/QJZbJoQQQggh8tW2hl0XNzWx67HH19xn1zseo7hZej4KIYQQQhQ6R1UV3qPHEoVGRVlxH++Rozirq7PcMiGEEEIIka+21fMRoPldT+GtrmHwtVcIDA+ntvtq62h89FGqjh3f7lMIIYQQQog8UXTiJPaSEkJtbcSnp1KFSHt5Od7DR3C37M51E4UQQgghRB7ZdPExODqKr6ZmybaqY8eoOnYMPRYjHg5j93iwrbICthBCCCGEKBzxmWnspWVLtrlbduNu2Y0Zj2NoGqrTiWLf9j1tIYQQQgixA236KvHS//gT/A0N1Jy+j8pjx7G7XKnHbA6HJYqOhmGk/jsYDGb0eRY/V5JpmpvavpWfWW17cpscS44lx9raseR9KseSYxXGsTLx933xMVf7HMhHU1//GvbKSjx79uJq2Y266FpPsdux7bCi4+JzEwqFMvc8sQgGzhW3K1pkxe3Apn+m0I610vZ0Hiufs8ux5FiFcix5n8qxCv1YoVD6r/MWXzMU0nVetmzpanF+cJD5wUG6vvUclYcPU3PqPkp2W2eITTwcTv13zT29QIUQQghR+IqKijJ6/Hg4DMXFGX2OdIpPTjI/OUng7Qu4mppw79mLs6Y2183KiMXXeQ+d2p/DlgghhBAiE47/SWaPX2jXedmwrVvVRizG2JUrjF25grusnJrTp6k+eQqX/JKFEEIIIXYW08SMx4l0dxPp7sZWVIR7z17crXuweb25bp0QQgghhMhTyqOf+W1zMz/Q+fWvMX792pK7wksOqCiU7tlLzX1nqDhwAMVmS0tD80k8HicyOQmA3eNBVbe1aPjazxWJcPGP/gCA07/6a0uGue90Vs4OEJ2b48qf/g9O/NKvWK6gL+fewuc+GuXiH34WgNP/5hPY3e4ctyh7rJwdrJHfMIzU9ZO7ogJ7gQxXnn/zPJHeHsxoNLFBURKLzCT/G3DW1ePZuw9nYyNKBq+LsiGb13lCCCGE2BkK9TovWzb929jz/g+w+5lnmWpvZ+zyJaY77mAuGs9umibTHXeY7riDw+ul+sRJqk+fxle9c4Yn2+12irI03Fpd9IJ1+nw78svYaqycHcDQdQAcPh/ODA//yzdy7uXcAziLiix17q2cHSyUvwBvKPgfeJCiM/cTHegn0tmJNjx0t/gIYJpow0Now0MoLhfu3a149uzFXlqaszZvRzav84QQQgixgxTgdV62bKkUq9psVB45QuWRI2iBAONXrjB25RLB0dEl+8VCIQbPvc7gG+d49NOfSUuDhRBCCCFEdimqirupGXdTM0YkTKSrm0h3J/Hp6cQOC8VIMxIh3H6TcPtNqn/84zlssRBCCCGEyBfb7gfqLCqi4ZFHaHjkEQJDQ4xevsTEtavEFq8OaG5qZLcQQgghhMhTqtuD9/BhvIcPE5ucJNLVSaSnBzMauTske2E4thBCCCGEEGkdhF5UX4+rtBRXcQl9L34fIxZL5+EtSbXbaXzs8dR/W4mVswPYXS6Km1ssN98hyLmXc2/Nc2/l7CD5C5WjogJbkQ+bz0fw6hXMhWkjhBBCCCGESNr0gjMrMQ2Dqdu3GLt0iak7t1e88Hz0P/3n7T6NEEIIIYTIA6ZhoA0OEunqJDo4sGwOSBRFhl3nieTc7IW+EJBYnxGNEp+dRXHYsZeUWu6cx6enCd1qJzowgOp0UPbu96Lu1PmDxTLx+Tns/mIMw5CFwoTIQ9vqWhAcGWH00kXGr10lFgyuuI+iqpTt37+dpxFCCCGEEHkgPj1NuLODaE83RnL168UrX5smqCrOhobcNdLijHCYcHcXkY47GOEItqIi/A8+hKOyMtdNyzgjEiHS34c+N4e9tBRXQ+OOLz7FJicJt98kOjCAGdMSG+127MUl+I4dx9nYCICyA6dCMOJxQteuEO3rQw8EltwE0TUN1e3e8YUobXyc0M02ME1KH38CIx63zOiB6NAQ4VvtxEZHMONx7BUVlD/zvh19vu8Vm5wgfOc2sclJFJsNZ1097t2t2Px+YGe+75NiExNooyMY4Qhgovp8uOrqUf1+VJsN0zR3dP5CtOlPplgoxPjVK4xeukhwZGTV/TwVFdScuo/qU6cst1qrEEIIIcROYUQjRLq7iXR2Ep9ZusDM4rkdbX4/7j178bTuQfV4ctBS69JDIQIX3kQbGsKMxxMbFQVbURHOXbtQfb7cNjDDjGiU+TffINrXt6QAFfT68D/wYKoYXshfRM2FXIszxKanmH31ZYxQCMXhwFFei+JwEBsdIT41ydy516j4wQ+h7sBpXOLBILPffR59fj5RbC0rw1lbh62sjPnXXkVxOnZ0IS46MEDw6mXiU1NLtu/UvElGJMLMi98nPjGR2KAoqG43jro63C2tuW1cFpnxGPPnzxPp7Und9EPXiU9MEL7VTtkz78O+UIDcSUxdJzrQT6jtBvGZmUT2hd792GyErlzGvXcf/jP3F/Tn/U616U+nN//f/5YavnEv1eGg8sgRak7fR0lzy3bbJoQQQgghcmziS19MXOCvUHBUbDZcTc249+7FWV2ToxYKDD1ReGOhCLz/AI7SMmx+P6rHg2Kz5biB6bW4EGeaJoGrid5vKAqefftRfUWEb93ECAWZfflFyp99H/bSshy3emv0wDza0BCqx4NrV9OSxxSbHUdlJWZcx7NvH47KKhSHg2h/H3Mvv4SpaWhDg7hadif2L8Av49rICNrICPayMtzNzantdp8P3+n7MGNx7GVl2Hw+VKcTIxJhfqEgxQ7uARdsu058agrF5QLTxNQ0In29uJuad3RvT9XtRp+dBcCz/wCupmZUjxvVV7QjC6/J6ezu/QwPXL5MpKcbFAXvkaM46xuIz84QeOtNzFiMcGcHRcdPFPTUC6ZhoKgqhq6nejLGp6eYf+MctuJiAOzl5bhadqMNDBAbGcZeVU24/SauhgacdfU5TiDutel36EqFR39DIzX33UfV0WPYduCdtZ0s+aZO/lsIIYQQYgnDSBQck8OqTRN7ZSWePftwtbSgOhy5buGOp4dChDs70Pr7sRUXU/LoO5Y8bivyo3q9GNEoqq8Iz569qE5njlqbXnogQLirk9jICCgKztraxLDChZFVpqYR6exIFB73H8B/5n4A7KWlzL7yEhgGwStX8D/wYMH0yDViMbT+fkI3bxCfnk5tr/ihj6QyKIqCvbiYkkfuvhaSRVkzEr17rEgkS61On/jsLIHLl9AGB+72agICFzwUP/oYzprEjQ73PcVYgOhA/8K8syqqqhZk70dtfJzQjWtoIyN49u7Hf+ZM6rFkYdHd1IyyuxXPvv3MX7hAuL2NSHc37qbmxO+sQL/XRQcGCN1sIz47k7i51dCI59Bh7H5/6lzaKyqIjYyguN04a2tTP5v83RR68TU+O0vw+jW0oUHQdVSfD8/Bw3haW1PnVRscQLHZcNTV4ztxMvF5UFpKuO1GYkqUWAwWbs4Uyk0H0zSJjY8R6ekhPjWJGYslMlZU4mxoxNXYCKoN79Fj2MsriE9NpkZaOKuqmX35pVQhOtrfJ8XHPLTlT2KH10vViZPUnr4Pb3V1OtskMkgLBJi6fYvRi28TCwaxu92oDge73/1e/AtzwuxksWCQyZs3CU2M46uuofzAARw7fCjSYrFQiPDEBKrTgbeqGnWH9YRYT3B0lOHz55hsb8fudnPs534Bp9eb62aJLAlPTuKpqCj4i1IhcsI0UVxu3K2tePbsxV5amusWWYIRCRNqbyd8+xamlpjPLz41SfzY8VTPj2SPVEd1NdGBAfTZGSK9vcTGRjFCIexlZXj27iu4cxafmyN49TLR/v67BXDDIDY6QvD6NUoefwJXfQOxyYlUgcrm96d6CtnLynBUVBIbH0MbGSY2Mb6s52C+io2MMP/Wm4k5HJOFA1UlNjaKq2mh99+igkKy6IgeJ9o/QKi9DcXhwF5Wjrt1T8EUH5LmXn+V+OQkapEfd3MT2J1Ee3vQZ6aZf+N1yt73gWUFxdTf9oWbIYoj8XghFR6NeJzAW28S6e5Kvaa10WEMTUvdTEhev3gPHkr9nKOqivAthdj4GAs7ZbfhaRCfn2f+zTdSNxlUtxsjEiF8+xbR/n6K3/EYzoWag7O2jtjICNH+PlSHg9Ctdsx4HEdVNd7DR3BWVeU4zdYZmsb8+XOJORxVFcXhQJ+dJXD+HPGJMYpOnQYUFKcLIhHMaAQjFMLm8xHt70sUHhUFZ0NjQb3v43NzhG5cRxsaxDSMxPQhC0Oq9fl5wndu4ztxEteevfiOHMWIxXDV1d3tBe92oTodGJEIqtNBfG4OoKCKr1aw6U/jsr37qDl9H+UHD1qucFGoonNz9H73eWZ7eonOTKd6LqgOBw6fj4qDh3CVlOS6mRkVD4fp+No/M3HjxpJhY67iYva8/wOU7T+wsGnnfTgFhoYYPPc607duEY8m7n6rdgfeqip2PfEE5QcOAjszuxHT6HvxBSba2ohMTS2ZByoeieD0egvyjvhGRWdnGL10ieDICCUtLdQ98CBgnRVPpzvuMHz+PLM93ejRKEUNjZz8xV+yVOFxfnCQkbfeJDA0iGJ3ULZ3L9XHT+CuqAB25vs+aX5wgLHLl4jOzOKtrqby2DF8VdWpL2U7OXu6OesbcO/di6txl2U+P/JFbCqxei/xOIrLhbnwxTI60I/30OEl+7qamon29CQKGOfP3T3G6Ejii9ux4/iOHst2hC0LXrtKtKcnNZTa1dSEHgkTvHgJIxohcPEitiI/it0BNntivrOpqVRRTnW7MRXAMBKrs4+N5X3xMfVF2uXC1dyM6nLhqK5h7vVXMeNxtOHhu8XHe4Q77hB48/ySax0zHkMPBVGczoL7zLNXVlL8jsexL3QS8B46xPS3vok+M4M2PLSs12Pqb7ueKNo5yiuy2t60iMfRhofAMHA2NBCbmECfncUIh9fsyexsaEBxOjGj0SWFykISvtVObHgYm9+P9/gJHNU1KIrC/FtvovX3Ebx+Fec7nwLA1dRE8NpV9OlpAm9fAJsNTBOtvw9toJ/ixx5fsVdsPku+90NtN4iNjwNQdPZh3LuaCN9qJ3D5EpGubmy+IrxHj+HevZvAhbeIjY0x/Z1vo6hqYv5TwFFbWzDzPSaLg+Hbt4h0d2GvqCQ+MY732HGctbWEb99GGxrEUVtL6GYb9ooK7F4vysJ3t+Tnmmq3E5+bw7NvH+E7d1LF+UL73NvpNv2N+8jHfyIT7RAZZOpxxq5cSfVQ9VZV0fDIo3irqnGVliZ6P+6w4ktyegBFVTFNk94Xvs9EWxuKqlJz3xncpaUMvXGO6OwsN//h7zn5i7+Mr6aw56paaSLywMgw7f/379Hm5rC5XJS07MbmdDLb001geIg7X/4nznzi17EXyDCkzYjMznL9r/6CyOQkqtNJUV0dJa178NXWcvtLX8TudhPXNOwFeIG2ntD4OAOvvMzEjesYsRgA8/191D90NsctyzwtFOLmF/6G+YGBxAZFwVlURElrK9UnTuS2cVmkaxodX/sqEzeuYy7MlWPE4wQG+hl+8zwnfuEX8RTiF7N1GPE4Ezeu0/fC94ksGqo4daudgddepf6BB2l99n05bGFhKn3nu3LdBMtJ/k23l5RQ8vAjqB4PtiI/089/Gz0YQFtUfEwWhJ21dWC3g2Ek5uCsqwcTQlevEJ+ZJnj5Eo6KirwfipbM7mpoWCi+VSeGkibFdebPv4E+N4s+P4ejqhp7aQnxyUmigwMUxeOoTiex8fG7i1IA8empRK+YPF79OnkN56iqwlFVhaIoGJqGraiI+MwMsYmJFW8AKIqCo6wc34kTYILiSuSP9vcz8/zz+I4fX1aszleGYVD82BOpouNizupqwslFJlYRGx0F7s6RV1CjHZxOit/xeKrn3uyrrxDt6SY2OYl9lY4ihmGg2u3YiouJj48T6erEe/BQweROttO1qwlUBf/pM0seLz77MBP9fegzM6l97cUlibls7Q68hw/hqKgEh5PQlctEOjsIvHke1evDWVE41zmKomDG48QnJxK9lktL8SzM1epu3UN0aJDY2Bih27fwHT+BZ/8BME2C165hBAIAqF4vpqYRGx5m8utfxf/QWdwtu/O7AGeaiQ5Bzc2JG5x2O2Y8nhpOr9gdRHu6sZeVExsZQZ+bg/qGVKZU8bKjA3Q98fdD13E1FVbx2Sp2VsXJorT5eSbabjDT1Ulp6x7m+/s48JF/kXrcXVaOq7gYl7+YeDiMq7iEioOHdkzBKTI9zejlS8x2d6EoCqV79lB1/ATuhYnF9UiE0YtvoygKdQ88SOszzwLgra6h/R//ATMep+/732PPB36gIFdmj0xPMd3RibOoiIpDh5Y8ZnM48O/ahaHFqD1zP/5du7C5XEzebKP97/+OeDjM1O1bVB1PFGXy+o/TKma7u5jp6sJXU0vl0aOp7e6SElre/R4MTcNbXYO7rAy7240WCgHg8Pl2XNE9afzqFcYuXwLA7vGiRyPomkZwdDR1E6IQz/VGOL1eQgt3jOseeJDKI0dwFPlxl5agOnZeodlYWNX23tdy7/e+y8S1q6AoNL7jMcr37yc0NkbnN75OPBJh9OJFmp58Z0GPYLh3DmpFVQkOD9Pxta9ixON4q6upOXUfnopyht44x0xnJ0NvnKP8wAFK9+zNUauFWGqlG4eL/9/m82FbKMKY8Tj28jL0udnUkLzFx1EcDsre9RSmricWHln4XLAV+Zh9+SXMSIRQezv2isq86Bm1XnZXUzOupubUjeTU/h5Pau5R1elCdTrxHT6Syjj5z1/GXlZOfDJReFR9PoxIBH0+gBHNXfHRNM3EHOuKsm4P4tQXa8NAsdtxVFQSn57GCAaIz8xgWyhELf7dOSorcVRW3n2+1j3MmSysDNuGs64+p0PvDcOAhULZWlRVTa3OvmQOP7ud2MQkAIq6/G9XciSLGU/cdF2rQJkthmEQ7e5CGxnGd+IUqte75u9AVdVU4dEwDOzlFUR7utEGBxLz/a3BWV2dKD729SZ6feV43seNZk8WSJ01NdgXZU/N1+l0gqIkPs8WZSp+9B2JIuSiz7Lisw+jh4LEhofRenvyrvhoGkbis1pVV7wONw0DPRxOTHOyaC5l1e3GvbuV2MgIZiRCdHAgMRfmgYPEZ2eIz8zgatyFe+8+TD3O/GuvEpucJHjpIvbiEhx58Hswk1NnLBQbk/lTN8+qEt9PUvPWJj/vF65TVXeibqHes75I8gZNpOMOzoZGtMFBXLuasJeVZz6U2LSd+c3bIrRAgLFLFxm+8BbRhR4eUzdvJr5sPvYEvurq1B9i/64m5gcH8FZXExwdoetbzyX+QJsmnrJyyg7sx1dgq1SGJyfo/f73mWq/iRGPpxbOme3upv+llzj0Iz9K2b79zA/0J+b/MU3c5eWpnmC+2lr89fXM9fUx09XFfH//suJdvopHo0y2tzP42quERoZT2+//d/8e50I3e0VR8FRUcuDDH009bhoGmCaxYDC1LRYMZa/haRIaH6f3e99h6vbtxJwgC3/AnM99gwMf/WFKWloAqFzhLv/UzbbEH3W1MCcij87OMPL2BcYuXUKx2Wh5+t1UHkkUXZPFmNI9e3D6/fjq6tHmZrn9pS9ixOPMdnfhTc6DU6DFx6lbtxh8/TVCY2OodjvlBw7Q8PAjiff2wrksqm9gtrsLu6+Ikt13L9aXXMwW0Dm/V6Jn60tM3b6NEY/jLimh/uFHqD5xMnWRNnX7FordTtnefTS/810oqoq3uoaBV18lFgqia1rqC32hFKJN02Sut5ehN14nMDiEiYm3upr6Bx68O32E3U7N6fuwO13UPfRQ6oaS019M29jfEo9GmWhrk+KjyJlkEU1Z+PK1mfefYrfjqKxKDEU2DLSxURxVd28omaaJvbJqSY8QAHtJKc66OiLd3YlJ/DUNclB83Gz2xQU6JfmlFYiPjib+hqlqqsDq2tVEyWOPE7h8CX12ltjIMIrTiWfPHsx4nEh3N6YeT8yTliUr5d30quMLvyN7RQV03EkMHx8dwZOc73OV36FpmpiKirOunmhPN0Y8nvWFZ4yFa5JkcUlV1U0Xwxb/rKFpxGemUVwuHIsWGUntu/BaSL7uHQsjmnLa+88w0EZGiHZ342pswl1UtOHfgaqqOKoqE3N9jo+tO5za2bCL0M2b6It6/efUFrIvOd8LhcrQrVuJGw0LnQaS13LOyqXzOia3ew8eYnZ4mNhMnvweFlFUldU+9ZI3kJLTRJi6jhGNoiycc0d5BarHk1iMaiBRfAx33EEbHkZxuvAeOpz6fPEdO87M976LEQoRn5zIi+Jj6vN8vc/9e3o0RocGQVXRA/OJz/yFm0eLb15FujrRQyEctXUYI8O47t9XcNe4VlG4374EwZFhBl9/DdXpRLU7MOIx/LuaCAwNMtV+E191depCreLQYSZuXCcWDGJoGmOXLt49kKLQ/8pLND76DnY99niO0mxe34svMHH9GigKtWfup/LIUWKBeXq+8zyxYJDu57+Nu6wcm9OF6nBgxOMEh4dQ1MQqiE6fL7EKmK6jGwZzvT0FU3yc7e6i6xtfQ49GUx+uqs3GXG9PqhC10kTkRjzOZHs7Q+dex+ZyU1RXR82pUwX3wXz7n75IYHAQd1k5lUePYHO5GL92ndDoCHe+8mVO/8t/uayXW7LgZFu4Y2ZbeLxQilCmrjN6+RJ9L3wfbWESZYDZ7m7KDxxEtdtTf9hLWnZTsjBUIzjiwO71EQ+HmOnqTM37WGgiU1N0fO2fme3uBkXB4fMRCwYYfvM8k+03OfAvfpiShWF5pXv2MtvdxdTNG9jdLobfOIeuxShubqLhkUcpLrB5gBaLRyJ0fPUrBAYHUWw27C4XofFxOv75K8z199Py1NOJFQ/dHmLBILFgAG1+DldJKZM324iHQ6iqSvn+/QX1vg9PTtDzne8wfec2pmFgczgx9Dgzd+4wc+cOux5/gsZH34G7vJzmdz2FfeF9nizIO3w+7G4PejRKZGpqydQcQmTT4qKbGY8RHRhMDDlrbFyzMJUqJJaWpeY3i/b346i8e0NptR6EpqKguNwQjydu1tpz0+N5q9lTP6+qGNEo0cGBRCG2uhq1pCT1BdO1qwlnXR2mYWIaOoqiorpczL3+6qKektkrui7JaxhEBweJdndixuI46+pwt7amevOsx1FekZjzU9OIjYwkhlze495eVYrNhhFedIM5y593i4t+RjxOqO0G2tAgNr8f35GjidfyBiSLSsGrVxJTCjQ1r3ntlpz3bqO/23RK9u5k4Qa3arfjbm4m2t1F+HY7ka5OtJFhHDU1lDz2xLrXoHa/H1tREfr8PPH5+RV78qV6DlZXJxZpCYWIBwLYszyaK93Zk6J9PcDdBXbWKiYbhgHKwrzOOfr7vtb1RbSvj+D1ayhOJ8UPP4Jt8aKXiz7jjVAo0VM7EsG20ANS9Xqxl5cTGxtDGx9L9JKcmcGIRlEXfc9TbDZs/uJUL0Nd07JWhDMNI9UZ6N780b4+wp0duBp3ER3ox//gQ0vz3yM5DF0bHMReWkZ8bg5baRnOmtoleYxwmPDtWziqqoiNjuCsqcXd0JA6hsgvhfGtWyyRfMN5Kis5/GMfw1nsJzQ2Rvfzz2MaOp7KKqZu3WLXY4+nLubK9u3D5nJR98CDDL1xjtr77qOooZHB114jODyEq7iY3u99l6L6Bsr25nePkOSHevn+gzh8Poqbmqk8fCT1uB6L0fG1rxIeHyc8NUlxUzO+6hrmBweYunUL/T0ado+Huf5+AoODCwc1CYwMEwsG83r169QXaY+XyqPHcHg8FDe3cPvLX8LQNGY6O+4WH+8xcvFtur721btDFRWFeDRKZGYGn8tVcF/C/bt2ceBf/AjuhaFHDQ8/yuU/+xyh0VGmOjqW9XpM3RFfWAXT15Dfc17dy9B1pu/cIRYMoTqduPzFaPNzzHR3oUejq17Eeauq8NVUM9vdTWBoCHMDQ57y0dD5N5jp7MRdXkHTO99JcXMLqqrS+Y2vMdnWxsCLL1LyEz8JQMWRw/S/+H2CIyN0P/dNVIcD0zCYbGtjqr2dAz/8Iyv2is1nycLD4KuvMNfXB4rC/g/9EJWHDjP0xhv0fvc7jF++hLukhMbHHqfqxAm6v/kN5np7ufrnf45qsxGZngKgePfugpnvMZl7+K23mLzZBopC/UNnqTl1GtXhoOf5bzN1q53Bc69T3NxC6Z49S34++bmmOhyEp6cwdZ2i+vqC+7wThWW1L5+mYRAdGiTS2Zl6PNrbA0DJE0/ibGhMbF/jC5OtuBhbcQn63Cza0CCcvm/5898znFlRVeJjY6CoiUUpjMwNR81kdgBtaAh9dhYAd+veZYUIxe5Y1rMoNjYOqoqzpibtvf7NhV5Kiqouy6yHQoTv3MbUNEzDINLZcXcF4+Ehwh0d+B94EEdyOpRV5nKExHm3l5QSGx8jNjWZGrq4+Ev44l5VhqYl5odruwGKknjdrPFFf6tWm/oDSAz7vHoZV3Mzka6uxCrGQHxigmh/P77jJ/EdPrzuaARVVTEikcRrx2bDd+r0qm1R7XbMhcUVjXB4u/E2LFkgXdy70zAM0KIEFjp8xBZ67CpOJ46yDf4NdrpwVNWgz80RHxtddRhxai7E8nK0UIhwezu+o0eIDgwurPqeub/5mcquqirx2Vlio6PY/H5cC58RKz13cn+A8O12gNTrfbtzX642PUTyscW9m+Hu+3jxzyX/O9rfR3x2ZmEIub7kWMmfc9TWEu3vwwwF0QPz2BZ6OSsOB7aS0rufgaaZ+H0v3FTSA4HUvKDa8PDdYmZy2o4tFCCTP7PSzyYzpdq/eDqJe3rfK4pCpL+P+NRk4vvn1OSy/CuJjY8RGxnGc+gQ4Zs38T90dtnnZKS3Bz0YwlnfQHh8Av+DD2FEIhix2KIh22657ssThfcN1EJWe8Mn/9tdWpaa19Du8VJUV8vY1atUHz/O+LVriX0XesXZ3W4O//jHKaqvp3z/AXx1ddgciRWPb33xH3H4fHh0g5ELb+JvbMSeB5NxrzoX0MKHR+WRI1QeObJ0LiDTTAw7NgxMwO72YHe7aXjkEW7+w98TCwa58Iefpai2jvnBAUzTxFVSQiwUIjI1TSyU38XHZHZ/UxP+piYURSEeieApKyM4Osr8wMCqF69FNbXsevKdKCbYvR7m+vqYutXOtb/8c5qeeJKGhx/JdpwtMQyDgz/yY6mi4+Ltxc0thEZHYY3vVbPd3QDY7Ik7iYUyBFe129n9nvfS+swzuEpKGX7rTTq/8XXCk5NEZ2dWfN2aCxcmvrp6Zjo7iQWDzA/0U7zQQ7AQ/hAnLxorDh1GUVV2v+e9Sx7f98EfYrKtjeD42N0hNxWVOP1+VJeLhocfwd/QiM3lou/732P04tt0ff1ruIpL8C/cGS0EiqKgaxrzg4PYXW68NdVUHzsOQM2pU0x33Gaut5fhN8/T9OQ7qbv/ATAM+l96kejMdGLhHX8x8UiY2a4uLv73P2bvD36IqmPH8vvO8MLfgapjx/BUlOOprKJ00VD6XY8/wWTbDUxdJzQ+tuzmWfLvyOjFtxNTNAAVi25WCZEJK322GtEIc+deR0suhmVb9OVTVYlNTuKsX/hMWuE9mVrR0+PBUVWFPj2FPjuLGY8nJuhfXIRa1LswPj9P+NYtYmOJRTg8+/ejZnDO70xkTx0nFiPYdh3sdhxlZbibm1f8gp/oMRMjPjdP8Pq1xHA9EsXKzfzdM3Wd2OQkeiCArdif6H14b7FzUdHx3nloY+NjhK5dTeVUPV68hw5hmibBK5fR5+aYP3+O8vf/wPq9XlUVR3k5sdERjEiE2MQ4zkXTJRnhMOGeHmLjY2AamFosUaTUdWxFRfgffAjV59tUAcLQNKIL58zV1LTitdLibcnrqeS/I91daIODaENDoKp4Dx/BUVODNjxMuP0mwUsX8ezdu2Zv1FSvxxvXMWNa4vW7yv6ptiwMyV88/+VWRQcHiHR1Ymga7t27cVTXLutRuHheyvDNG0R6ejG1KK5dTfiOn0D1ehO9MQ2DovvO4GxqXhi1tv61p6qqOGpqiHTeITo0iHvf/pV/zjASvd4WesmF79wi0nknsXBHfT2lT25+0bBcZweYe+1VAIruf3DJ8y15bk3DiITRA0EinXfQBgYSUy7sO5D6HW5VfGYGYMlcqetNHxEdGmL+3GuYhoHv2HE8Bw7e3d9uR7HZUN1uVF/Riu/HxEJhic8ybXx8yWejmpwHUlHQ5+ZwVFUR6biDqevMvvIynj2tGDGd8K2boKrY/H4c1dVbus6Lz8xgLy1N/TuZfbGVsgfeOo+jto7YyDDu/QfwHkx85il2O4rTic3jIe5wYCvyr/l5ZJomwatXsZWUEBufwFZSimvh+i/5c0Y4TPhWO46KCqL9fdiL/UT7+5l/8zwszJerut0U3Xdmwz2tRWbl/zduC1lp8nzYWJdhm9NJUX0DY1euYHO5MQ2Dme6uxJc008QEShYu0oqbmlLP5amopLR1D5M32yhtbWW2u5t4JJyT4uO9d4+3NBeQojDb05Pq8m9zJS5QKg4d5tAP/yg93/sO4fFxZro6sXs8VJ84iaFpjF+7ihGLYc/BEI2kte6e32vxMJ7kuQ8MDRGZmSE0NoZnYV6/xb9Df2Mj/sa7dw2rT56i459NJttvMvjaa5Tt3ZdajCQX1rp7vpiqqqnC4+I5/OxOJ4GFi+SVFtFIXgzrmgYs+gOaq2EZppnojXvzJo6iIqpPnsK2MHR6pS8hiqriLitL/aynojL1ZWt+YICi+hUKaQsZ/Q0NiS+nhsFMV1eq+JhLhmEwfuUyM52dND/1dGJuPtNYNlw+edFY0tKCf2HlusVfcOxud6JXx8LUCskvJQc++sN4qiqxu+5+lu374IeIzs0y09HBxI3reVd83MhE5Nr8PKZpYFuUy+HzUX3iJLNdXcSCQaZu36J8/wHqHnyI0NhYoii3/wC1Z+7HiMW4/aUvEhgapOf5b+OtrKSoPve9gFfLnrrh0tCIv6ER0zAwdD213+LPi5UK8MkbNCNvvYnqcFK6J7HivRAblewtv9Ln8mo3SaNDQ4Tv3EJ1ufEdP4HN6yXS05MqvnkOHsK1q4nY2BjBK5fAMIiNjqKcWPvvUWouu/JykrP3xUaGE6vELtAD8wSuXk0UG00TMx5PzPGoqrh3t+I9fGTDX0TzKTtAtLcnNZ+dd+Hmy70356P9/QQuvY0ZiyWKBNEoisOB78RJnA0N6xbfkr0VIx13EnMkJhdHcDopPvsIzkXD+UxdTyzm0n4z0RNJVXFW1+A5eAhndTWOyipsJSWJxxQF7+HDeBfmp1WdTubPvY4+P0+4uwvPnr2rtyt53quq4XZi/rvY2Bg2XxF6JJLo4WXoxEZH0IaHIHneHA6cTc34jhzFtlA8WO/cJ3orXkEbGU4cZ2F/fX6OohMnlxZ/NI3QjWtEursTK3L7i/Hs3Yf3QKLo42ppIXznNug6zoZGihZ66boaGjFjGpHOTgIX3qLoobOrFohSvR7v3Aa7Hf8DDyWe2zAwI5HE/N1ud6pd8blZjEgkVeDZquCNa4SuXVsyr3hseDixuvKxY/gWjTJSVRVtcpLZ738XMxoFmw1FtRHp7MR/5n5KHnkHgYtvE+nqBEXBvsEeqKnejCUlKHY78amplfeLxwnfuknoxo3Eex0S505VcdY34Dt5quCyQ+KzJD41ia2sHNfCdcqS14lhMHf+DSKdHSgeT+L5DQPF6aTo/gewl22v2DT3xjkiHXcAKH/fB5a8hxRFSfTmHh5GGxlCcThxNzVhLylNLBLmLyY2OUHwxnWctXXYS0sT03wtLCaz0jQZkPhctRUVYS8vJz47i9bXh75nDzZfouhrGkZi2g1VxTQNXLua0AMBgpcuos9ME3j77dSx1OIS/Pc/mPrZrWR37mpC6++j7Nn34ygvT+U3DYPY2Cj6fABUAAVHZWUquzbQj1rkJ9x+E1ddPTa/HzMSAZTE+3MDNY5oXy+x8TE8hw4TvtlG8WOPp77fJX8u0tuDPj+PEYthRiIYwWCiYGyaYLPhqK7B3dqKrXjlleJF9knxMY8sLjjpmsZMVyfFTc3M9fVStnffqkWZZMHKU12NzekkFghgczqZam9PFR/vfZOnhqLZbNg9HrS5OexeH9G5OVS7Y8XnybTFRTdd0xILJihKaj67jfx8PBxm+vYtbA4Hxc3NeCqrUheaFYcOUbpnT2oSX0VVsXs83P6nLy588TWyWnS9d9XDjRQdV1NUX5+av3KmuwtP8m7vaneTDANUhbJ9+xi/dhUtHkcLBLJafLx31cOt9D5MDbWw24mHwwTHRrF7vcuGXi4+fvILU8nu3UuOkXWGQXA4MW8rikJpayu+mo0VRRRFwV1ejru0DC0wz0xXV2oY6j07AuCrq8PlLyY6N8tcT0+ag2yRHmemu4vxq1eoOHyIysMrTxew2OLznZyIfPjN82CauEpLsTuddxfZalw6PCe5vf7sw8x0dBBaGP6VT9abiNzmcmEaeqIAF4sRC4VSn1lF9fU4/X7i0ShTtxLFx9G3LzDT2YHd66PxkUdT74Fdjz/Bjb/5K7TYLPODA3lRfFwr+0r7JYuV03fuJOZ3UsBZVLS059PCTbaxy5eILnz5r3vggdRjhdDzV+SOHgww99qrxMYTQ3ZL3/U0znv+RiqKkvjSYxiJHkfJQs3sDFp/PwDu1j2oTieRnh6w2bD5fPjPLMw9XVNDbHwMbWSY+Mw0ejicKpis9aXMUVGJ4nRh6nEivb3gcCR6wZRXYCsqQnW5MGNxzHgMxW7HWVeP59AhnLV1Gyo85mN2Q9MItt1IzPVYU4uzphY9HMaIhDFj8dSq4LbSUrDZMUIhFJsNZ30DnkOHcdbUrJvdjMcJXHyb6ECi/faKioUVehMFAZvPt+QYoRvXCbXdWPgdODG1GNG+XqL9fZQ8/iSuxkbsyeKjruOoqk59LjnrG1D9fsxwBG2gH/euJhTXyovhpK7ZvR5UlwsjHCZ08ybh27cBE3fLbopO34f/zP3EpqdR7LbE4hSrHG81RiTC3CsvowcD2Ir82EpLUVQFIxZP9RpafM00+9ILicKxw4HqcqFPTxF46zxGOEzRyZM4K6tQnU6McBjXPTcPPQcPE+nuRhsexggGURcWS1xJ8OplzHgc9549xAMBtIF+tNFR4lOTOKqrKXnkHal22YtLqPjBD21riHm4s4Pg5cugqngOHMBRXZuYJmBokMid2wQvXcTU4xQdP5nKlCy+uVpa8OxL9C62LxQ8VLcbR309ka5Oov19uPfs3XCvRwBHRQW20lLiExOJc27oxGdmKHn0HYn97Hb0QBBT17GXV+DZfwDPFqfQyofsyaJr4GKikOZ/6GxiwaRwCH1mFj0wj/fQYVS7HUd9PdpwYkohe3k5nj178ezbv+G8RjRKpLcHM6bhamzCXlKSeo/ay8sTvbQxiU2Mp1aYN4HQzTZCV6+kRlQAhK5dxbN3H/4HHqT44YeZ/NpXMcNhglcvU/LYE0vmYFU9XoxYbPl1+8I1jGfffuYvvIUemCfS0UHRqdMYkUhiODVg9/pSqzl7Dx/B1dxCtLuL+Ows9pISXM0t2JOLUq2RPTo4gK24OPH3o6ISm9+f+H5cVobidKLYbChOJ7GJcRzl5ZiGQfj2rURP5KgG5kLHKdWG4rDjbm7B/8ADTH7tq9gdduKRSCq/HgpiKyoiHgxg8xWtnD/5a1iYI9ZRXU1sbBR7dTXOqmq0sVHMWBzV7cbUdcxYLNEj1O5AJ4KjqgpnQ2NitesSKTjmIyk+ZtlqE7Gaus5MVyfTHR3YvV6mbrUTGBig4shRJttucOhHfpSKQ4dX/sK0cCHkqajEW11NYHgYb3U10wt3axYXoO59fsVmY7anG0dREfP9fYmeI/d0qU53flhhLiBdZ7rjDqMXL4ICimpLLCYDHPqxj1G+f/+KP3ev6Tu3CY2NASSKMffcrbetMFRjrq8PxWZLLNCRxS+ji1c9NHWdqTt3GLt8CV2LUtq6l+qTJ1Mrta5xEACK6huwe73okQizXV2JIZf3WNKzSFWxqWriCzkkJmHf7AqM27RkbpiYRv+rrzFz5xbu8goa3/EYvpqNrb6evEjpe/EFzHicylOn17ywiUxNAuAsWv1CNxOSPVtJFptttsSq3AtF6O5vfYvQ2CimCfUPPkTDo4+ueU4cXi/+piYmblxnfqCfWDiM654/4ounaPDV1hKZmSY4NooejWLP4LC7lSR7tqYmInc4qTxylPHLlxl+4zyjly4x29lJye5WDvzwj2Df4KIAE9evA1B/9uHE4Vc79wvDglI3YHK04MJaE5FPtLXR//KL2F1u9n/4I7gWXzgufC77amrR5uaJTCemiUgWH53+Ynx1dcz19jLX14tpGITGxoiFwqmCnB7TUG12PBUVqc+OeCSS1YnIYQvZV6CoKnosxtStdmxOB+6KSvzJ6QQW3WTTAgGG3jiX+owv27svzanETpN8v8Rn5+72oNB1glevYHv4kdSQZUVRCHfcYf78G6AolL/vA6kvO86GRlj44hyfncFRVYURDABgKy5ZMheVs6EBbWQ4McR3dARXsmf6Ku9JQ9OIB+YTczcGokR7ulNzJzpqail76unEUL+DhxLDG1f5cldo2aO9vRgLi63Zy8oIXL5EbGT4/8/efYfHdVeJ/3/fO72Peq+25V5jO7ZTnB4ghZIECLAkEJbO0naBXeC3sN8ttCWwQBaWXkNLQkhIcapT7CSO7dhxb+q9Ty937v39cUdjyZa7ZcnWeT2PnihTP2ckj+49cz7noIVCKIqKs64O38WrsPp85Gfbcyin+KFmfN9ekk1maxbv8uU4autRHY5x3x8TLc3mABTANXsOzlkNWJxOhp59Bm1okMjWLdkKpgKSLS0AZEZtX1TtdmyFRaTaWs3t80fsfhotE4kQ27ObVHsbejQKgJFMYAAWnx9rfkGuYsqSPW40DAN9pALyJHYTAYQ2vkgmEsZRX49nwUJUr++YH9CGN79KuttMCniXLMPi9aJYrfTffx+x3TuxFuTjrKrGEgyix+Oku7txZQfhAVg8HlS3Bz0WHZPAOZIWDhPP9glN9/cz8Ne/5Ppmkh2scWRPP4vbfdSk7ZOlJ+Jmn0LDIHjV1dhHfSjsqKrCVlRMeMMLxHbswN0wG9XpItnSgpFMYq+qJnDp5WMfL1e9GESx2tAGBszqxJP83Uz195Pp78NIm69RdOvmw1tyG2bnPhTwrliJ/+JVpxTrVI1dVVVSXV1khgZRPR5SHR1EX9ti3j+ZBMBaXIK9oABHVTWOqurTKiTIRMIMP7c+V1GaaGrCv3KVmXQEbIVFKDYrRjpNqrsb5wwzoZvqaDcTj9kPFOwVFaQ62kn39BDftxfV68XdMBv3vPnEdrxOsrWV+KGDuOpnmJlLRTHfV45olwHk3vsc1TWkB/pJ7N9PbOcOUl1doKpmr0RVxb1o0Zj7Wb1erNlq8JONfeQDJsVmw0insRWXmBXiJSXYCgrM9aWSKFYrqe5u3A2zzZ/F6+ZWaE0bNPt3Kgrpnh5Ul5/4vr1Y/H7cc+YS270Le3kFybY24ocOgmFWYytxBaxWsx/7EfHnJly3t6ENDJhJ1aZGbMXFDD7xuFlpabGAoWMrKMB/+Vo8CxeZQ3dO8cMWMTkk+XiO5SoQR71JpmMxDj78V/p27MDqcqHF4+b1isLg/n1Y7HYiHR0UHGNAwsg/Woffj7e8gs6XXyJYX0/X5ldJx+PYXK6jtvPqmkYqHKZz0yuEmprwVVcTbmml6oorJrTn4XgnnelYjP1/uZ+BPWaDYNVmG7PVJ9LRnks+Ho+WTNL6/POoNhvesjIK5y84Zi+gTCpFfKCftufWk8j+0RkvWXmmRldZHrltKRUO0/HKy2SSSXRNo+e1rbkDsKEDB+jespkZN95kJqgY/7Ub+dm7CgtxF5cQam4i0tmRa0J8rEbkWiLBcFMT7RteNKtmCwuxB45/sn86dE0bdystQKSzk+annqRwwQJ6tm5luPEQKArhtjb69+ym+sqrqbzkkpNqRJ6KRuneugXVZqP22uuOuRbVaiUdjYKimBOjy8rOWqzHkvu9O6IvlJZM0r5hQ+6EY+jgARSrFXdREa6iwhOeKKg2G4HaWnq2biGVSpHo7x83YTPy/L6qKvr37CaTTDKwby92fwA9lTKrIk+Q6DkTuUbkR/SF0hIJmtatA2C4yZxgbXW58JSVndRBpKqqxHp7GW5qxJlfQP44n3SP14i885WXAbD7A0fd5nQctxH5OFuJj+wNNvJhEED/7l3Ee3qxOOwYmbEnY7lJ5nV19O/eRTI0TGJgAFeBWeVscThwF5cwuH8/sd5e8z3fYkFPp0ilUySGBnFnp+IOHTqYO3lxjHySf5qNyM9F7McSbmk23zeAspUrsYzzPtH7+vbchyxVa69A1zTSsShaLI7qcODw+8/5By/iPJLdbothkO7tJbZzB95s5R6AxedjZIpyJjScS8BZfD5UtwcjmSDd3Y2zphaLx2NuBU4mQdPMEyjMLdQjPRBT3d2HE3Dj0KNRQhtfNCsSRyWrVI8HZ3VNruJHtdtR7fbTSkBNxdj1dJrIa1tz/x/LfjgNoLo9OGprctuZgdxJ/anEbmgaiY52sFqxeLy45xw+5jYyGfP9bNR7ReLgQRSHA1t+Pr7sB76GrmPxedH6eskMD5Fsb8NWUAg2G2QypLq7cNQcjlHJHu/q8fhx+x5mImEShw5ipNModjuOyipcDbPH7Wk4+n35ZCaIj9ATiVyla2DNpWOvyyaMRnr7qapKovEQit1O/nWH+zDrmobidGBEIsT378NZVY29tIx0Z2du2Mzo31vFZgVdx3Kc8w49kchtI8+EQlgCQVwzZ475eY/ndP+up/v7MRIJrPkFueTbSCITXcdVX09s105zi+trr+FftTqX/B/5NzD6uHVkHWZVbgCtrw9teOikKzNDz69Hj0QOx+V0Yi8vxzmrAXth0dhhL2doKsUefuUl8/GiUWLbzH/7isOBo64O15x52AsKzvj4TbHZsRYU5pKPmaEhQpteJv+6N6BYrViDQax+P+n+/tyQJ8ViIb5nt3mM5XDgv+RSLF4v7nnzGXrqSdJ9vWbSragY16wG0n19pHt7iG7disXtMY9vDINjNafPHS85HPgvXo3qcBLfvw+tv8+83G7HvWAhjsqq0457dOzp7PEiQHpokMiWV8m79nqs+QVYvD4y0Siqx0tmaBAjkyGxb4/ZuxHz74z/kstQ3W6Gnn6STDiCJT+f2J7d+C5agb2iAm1gAGtREdFt28wWSXoGQ8+cMP7IFjMJPvJhUDpbWKTY7ebvf3UttvJyc8CUYUji8TwiycczcGRj5dGOVeE4eGA/g/v3462oINLeTsUll9K/exd9O3eS19DA4L59lK9eg83rpfmJddh9PhIDAwxn39yPVfk3cuLozk7yG7ldqKmJgrlzUVSVxOAAHS+9RLS7m3Q0QnJ4GD2Vwup2E+vqonTFCiouufSkt6Idr0ffsSpcBg/sp3PTJmxuN9VXXoXD76f39e25xGP5mjUUzJlHqKWZ5iefMBvoNjWiqCdulNy3cwexbvPgpmrtlebzH9ELqH/PbprWPY6WSIKho8XjWBwOaq6+hryGhlNrxJ1OE+nsIDE4iCu/wJygesSB3riNyLMHhsPNTbStf9a8ncWC3een4pI1GBmD5qefJN7fx4GHHmTZxz5x3OTbyAGxt6yM4cZDpCMRQm2tBGpqc7dJRSL0vr6dcEszhm6gJeJEOjrQNQ1HMI8ZN96MIxA8pfi1eJyBfXsBKJw3b9wE47iNyNMpVJud7te2MLhvL0MH9qOoKhWXXkagro6hAwfo2LiB5ifWUXrRRcfdCj9y4NH2/PNkEglKV158zNuPrEVRzJ+J94htuacq1tdL7/ZtRLu6sPv9FM5bgLe8fMzz5/pKGgaDBw7Q9eomYj09WN1uylauxOH3Y/N4SMfiWBx2Zt92G77KaqwnMX1cURQ8JSXmCaauM9zchL+6+uiTDV1H18xKEzMZlebAXx/MTb2uWnsllZdeOv6THMfA/n30bN2KlohTtGgxgdo6nKMacptPfbgnZ8fGDfTueB0tFid/3lxqrroah998fzMyGvVvfCMF8xZgc7tPegv+vvv+DMCMG240n2/Ue/HI91o8TioWJTkwSPfWLQzs2YPV5cpVB5/JgetIlfXodgVHtVM44j6DB/az/4H70TMZqq+4krKLV2U/CFewZJuw29weHMG8cf89BmfOzL2XhFpbzUq+7HNZRyp0FIV4fx/+qmq6Nr+KoWns+cMfKFm6lEwqlasEdBYU4K+uOa2qx8mIfTRD12l55mlUmw1HMEjJ4iVHJUNzVY+qiqe0jFhPD12vbmK48RBaMom7sIiZb37LSVdZi+lhTBVGMmn26lu0mNj27cT378dRU5urNrL4AyguN2hpUl1dZtVf9v720lKSLc1ofb0YqaR5ojcwgDY8RCYWxZo9WbJ4faClwTDQ+npP8N5vAAqq240tvwD33HnYsj2ejxXLqSSgpmrsI1v/jHTK7GNYVoarYfaYgStnHLvVioKS7ZOZRguHsPr8uR0Loz+kMDIZ9GQit3NhaP0zpLu6zC2AYA47KSjEGghiLSjA4vGQGR4m2daKb8XKXEVmZtBMeihOl/lB9THWayssouDNb80Nq8itY5xe4adbxZ7rj2gYJDs7cJSZ7ThG91I2QzMHfJAdbhI/cMBMSIVDueNb8/fTTIw6amqJbt9GJhxCTyRyz6Pa7ejhMCgKeip1zOSr1efFd8mlOMrKj+rheLK9wk9F4pBZZWnPtiM5csAJmO0EoltezW7PX3242jT78x93MI/djr2kFK2vj3RPz+HX9xgJtJFjGGtePrrTiWf+QhxVRyeczmbroKkQ+0jcqsuFHo9jKy7GWT8TZ83RH0ycaeyK3Z6rcjSDMMgMDDD8wnP4V1+C6nBgzcsn3deHHouhDQxgCQbJxOMoFgu2wiJUj8dMuisKrlmzSHd3YcTjpPt6cRcV4bvoIgbXPY6eTBDdtRM9mTSPv13uk/q36l2yFNesBvRkEovbfUZ9TI+KPRAERcFWVEy6qxOLw4nW309ow4tmFXleHonGQ9gCQdLDQ6R7etATCax5eeixGJa8fLMaXlFw1s8gvHEDjuJikk2NZCJhvIuXMPjEOhTMHW5oGmplJXpPjzlUh6Pfr0bez6z5+RAMosdjKHYHzro67GXl4yaup/TQRHEUST6ehsTQEAf/+iDDLc14iouJ9fYy/z3vxT/600xVJZNMotpsZJJmybJqsRDt7qbjpY2UrbyYzldeJq+hgb4dO3Dm55NJpnAVFlL/xjcBZuIw3N5GoLaOaHcXyVAIh99/3JMyX0UlNo+HxJA5/bbzlZexeTzmgZKmYbHbSYXDaPEYiqLgyMsjUFtH0YKFBOrqTirxmBgaYv99f2a4pRnVamXBe+8cE/vo+A1dx+Jw5A5IYz09DOzeBUDJkqVYnU56t29HtVpxBIPUv8GMPVBbS6i5maGDB4h1d5MKh7Fl/8CNF7sWj9P+wguodjuB2joCdXWkolHS4RCZVApHIIgjEMBdXGz+TEIhLDYbebNmUb7mUgK1tSf15jVSLdq9+VVSoz6JtLpcNLz1FvJGtocrCrqmMbBnN+0vbSTe22tu+6uppXzVavw1NfirqnEVFRPv6wVFoeKSSyjPbpmwOh3sf/AvJAYG6HntNUqWLTv2zyZ7QOCvrjarunSdUFMTzmCQVCSKw+9Hz2QYbjzE0IED5sFa9mS/cP4CKi+7DHf2AP5Er0Gks5OWp59i6GD2cVQVDIN4fz81V1095kBCSyZoe249Pdu2mRO5CwoovWg5ZSvNiXXFCxfTvWkTuqaRP3cuddddD0D+rAa0RIKerVs49OjfmHnTm495YDlS9dj16iuodjszb7wp+5LoaNEoWCzYs9tvVFUl1t9HOhZFtVqxn2aF79DBAxx65BFivWbyBcU8Wel65RXcxcXUv/GGXM9JRVFIhkLs/fOfCDU3AwaqzUYqGqF7y2bmvfvvsHk8HHz4IbNpvN2B7SS2Q+eGDnh9uIuKiPf3m49/+dF/xIcOHaLpyXXEenpyFcVm0jlI0eIlFC9efErxtz3/HC3rnzVPPrI//6EDB7A4HFStvYLKbA8iMH8+4fZ2dv76l2ixGKrVhmK10LN1KzPeeAMNt76dpnWP0bN1KyjqKVVgDu7fT6SjHU9ZGXmzzK20Y5Ldus7BvzxA99Yt2DwetHjc7IfkclF/w41nnHDa/+Bf6N78KgBLP/px84MfDp/wGrrO4IEDZs9Fp4OCefNxFxXjCAZxFhQQaWuj9fnnCNTX4ykuQU+nc8NkUI/diNyZl4+nrJx4by/9u3ZSsmQpjmzSV9c0s8l+9vnz586lavAKmp9YR6y7i8bHHzvcT6ioiBk33HhUwniqxn6kvl07CWW3MtZcfc24J+29r28nmR1OEeloJ9xq3l5RVdxFxZSuXHm4P64QR9AGB8yeVzYbrro60h0d5nbaza/iX70GazBobp0tLiLd2Wn2oho1bdZeXkHi0EEymkYmHMFRXW1WzGQyJFtbzYo4IB0aNrchps3J1NrwMJbse+GR/xYsXh95R1T3H9XS4yyciE212BVVpeCmm3PfT1TsjspKc5p0NMrQusfNfo/Z9zXFYsVaWGgOhhlJhqZSpLvNKeKq04mttAx7eQW2/DxUt8d8DbOJyMzQEEYyyfDz63HUzyAzMGBWGgKuGTOOW/moWK25oXEjx3Bn2it8PLaSUlKtLQyvf9bcHq7rMDIIz2bHPW8+9qIis2+dzYYejxN+aQNYLFjz8rFXVGArKTGTJG4Puq5j9XqxuD1kwiEGH3/U7NXn9xPfvQtD07CVHj1BeTTV6cKVnXA70is8177lLCYdR4x8uJfJbm8fs5bs8znKy4hut2YHaJjTieN796ANDeZuO15izVZWBrt2Et+zG1Rz6ygZHff8+Uf9/EeeK7j2irMW24lMhdhHnifv2uvPbnDjUBTFTMBZLGAY5vbptjZSbW1EXtuKd8lSbIWFxA/sB8Mg1d2F0+XK7aYzksncXAVFVbGXlprHxbpOZqRFRDAPz4KFRLZsJt3Rnj1uzlaOn6SRfrZnO3ZLIIBisWDNzzeHx0TCWAuLSLa2oLrduR6XI2+ryY52sFjMamSLxRzmlT3mc5SXE1YU87aKOYnbOncenvkLiGzZjKOqmmRrC3o826P3WPFnnyxw+VpJKl6gJPl4CkaSfrHeHqLdXeipFJHOLoyMRuvzzzEz78255GD31i0cevghKtdeQdv6Z1ny0Y/hLiyiYM4cmp98ApvXazbwHRoiPtCPv6qacGsLvqpq0rEYNreb4MyZhFpbcASDRDo7GG5qpHjR4tyUrCNp8TjpWBSbx2Nu4bRYGDp4gEh7GwbgK69gzjtvp/LSy3KxWE6hTHkk4RHv6yWanaKop9O0PPs0DW+7dUxysGvLZg7+9UFQFJZ+7OO57X75s2fTuO5xAKI9PfiqqkgODwHm1mEtmTz8h6ehgaHGQ2Yz46YmCufPJ/sER62tb9dOM4kHeEtLaXryCYYOHSTR34+iqhQtWszMm27GlV/Aog98EADLKfRBAnMITuO6x+jfvRswE72OQAA9k8GZl4cjGBjzRtn2/HO0vfiCmfBwOtESCfp27qBv9y7m3f4u8mfPMRNHvT0Ymoa/uia3RShvVgPO/HzSkQgD+/ZQOH/+MXv05Xon+fzYXK5ctU/nq5vAgKJFi6i77nrq33QD0a4uLDa7WaF3ij3/UtEoe/5wL4nBQZz5+XhKSlBUC5lkEk+pmXwYfbCx+7e/Zbi5CYvdjs3tJtrVxcGHHyIVDlNz9TX4KiuxutykwiEK5pk/Wy2Vwmq3U75qNb3btzF08CCpUAjn6E8mj9DyzNPoqRTFS5eRGBpiYM8uhpuaiHR04K+pYfYtt+XW5S4oZPmnPoP9FP7ojxZub2PfA/eTjkZxBIOUrVyJs6CQeF8frc8+Q6ynh12//x1zbns7+Q2z0TMZ9j/4AKHmJhRVpeqKK8mf1YAjmIct++mdr6oai92BrmfMSdRV1Sc97dzh9xOsn0Gsp4dwexvtG14kGQrhLiqibMVKFFXNbTG1OpwEZ86kfNXqo4axnKzurVtofupJFFWl7OJVBOpqUVQLg/v30bVpE03rHieTTlNz5VWA+fPc+etfocViFC5cRNmKFdh8PtzZE0+7x0Nw5ix6tm6lf9cuSi9afuJG5NlPxUfeR2be/Bb0dIpkKEyst4fE4CAVq9dgtdsJzpzJ4IH9GJkM3vJyipcso2zFiuM+/mhaPE7v66+TSSbInzsXd2FRLoHrLSujN/seEm5rzVUAGkD7hg20PPOUmaDNalm/ntJlFzHjxptoeOvb2PK9/yEdidDy9NPMfeftZlI6HAJFwe7zoyWTueqgnOx7cNmKFRx65G8kBgbo3rKZ2muvIx2NmtupAXsgmBteVHnJpRQtWEjv9teI9fbhKi6iaN6CEybdplzso2RSKdpeeB6L3Y63vIK8mbOIDwyQGBggHQnjKirCU1KKFo/nPhxwBALkN8ymdMVK3MepFBNi5ATcSKVAUc0qNdWCZ/FiQi++QGZ4iOiO1wlcehmKxYKjtNycSDo8jB6N5ias2kb93UoP9JtViiWlpLu7iO14HSOTweLxENuzO9cqRVFV0t1dh0/MjnHydWQP57OVgJrKsY/sJprI5JuzfgZGOk1s5w70eBw9Hh9zfSo7dCN41TVY/QHSHR0A+Ndeib2oyOxnNroyUdMgk8Gan4/SbMPQ0qQ6Osz+bdn3U1tJKc76o4fkjedsx3sk7/IVRPQMqfZ2tL6+o65PtbXiv/RynDU1qE4nmXgcz9KlOOtmmEUWRyTQ9EQCnE6s+XlkwiEy4TCRrVvMvyXZbauexSc/iXl0r/CJYissJNXaSibbp3S86jprMM9MBmsaqf5+HJWVoKqk+/pItrfhqKg8XDGYSJDu78NRUYkjm5xOtbcd3kpst+OcUX/c5PO5Mh1jt3g8WP1+c2CPlsGzcBHR7dtI7N+HYrHgaphtDnlKJkn39OCeMxeLz482NER6wDzHHGnxoNgd5uCpdBpd03LVzK7Zc0h1dZHqaD/cdiD7Hg6TV7ln8XiwBILZis480NJo/X1YCwuJ792Do64exW5HjydQ7Ha0wUEsHi/JtlYclVUk21oPx+BwZgePqWC15dqOuWbPIdXdTbK9DTAnWGMYuePJIwuqctvOJfF4wZLk4+lSFMpXr6HjpY0E6uqJdnbQ9vxzue1/rrz8XIm6ruvEe/twFxbhzMvHEQgQ7+/D7vcTamnG4Q+gxePY/X60eDy3jcBbVo5qsaDFY6gWC8ON2eTjOJJDQxz828NE2tvMnnaQ7TVowVlQSOG8+WYCK1uubRiGuR0zkzG3xo3aqn2y8VucTjAMQi0ttD63nvo33ZC72pWXbz6HYeRiB3Lxa9EooeZGihYuxBEIkkkm0WJx9HQ6lxT0lmV7OWgaw42HDicfj6AlkzQ9+UTu/1ufW5/73hEIULBgYa6iEMyko2EY2X6E5pblk4m985VX6N1mNheve+ObKFq0GJt7/LL5vp07aXn2GTCgbNXFlC1fgc3rZddvf0u0u4umJ9bhyMvDW15O/66dAMR6uvFkT+KtLhe+ikoG9u4h1tNzeFjHOBKDg3Rs3MDA/n253mYjfQ1d+fl4y8owdB1nMA9ndlrh6cS//4H7SQwMULxkCZVrr8CZl3/MLQ+HHnuM4aZG/DW11Fx7La68fFS7jU3f+ibtG17EU15O4dx5uEuKSYVDhJoaKV64CDX7Ujrz83D4AyRDw2jZ5tLjxj4wQE+2sX2ko53N37079wdNtdlw5hce9Qms3efLVW2eypaNTCpFyzNPk45EUKxWFr7v/TjzDp9g5c2Yyfaf/QQ9leLQY48SqK0j3tfL0H5z8FPd9W+gfNXq3O1zEy+9XlxFRcT7+wg1NaKvueSkPhRIhkKE29uJ9/Whp9OQTtOUTcgB5M2ahTOYR9GixRQtWnzGf8hTkQhNT6zD0HUW3Pk+c0BTVsGcufira9l3359oe249ZStWYvd6Gdi9Cy0WpWDePObc9vYxjzeSRHQXFmFxOIh2dZrvgydIDKtWK8ONh4h1d+EIBBk6uJ/mJ58g0tmBFjOnCPqra/BVVFAwZy4Fc+aeVnVEYnCAPX/4PZHsyWXP69uZedOb8Wb7hI4kjTPJBMNNjZQsuwgwh161PPMUhqbhq64mv2E2g/v3EWpupvOVl7EHg9mBQpfRun49/Xt20/3aVkqWLDX/PSoKNrcbS7Zf23iNyAvmzSfS0UHXq5toe/45hhsPoagWIh0dKBYL1VdeOebftDMvL9eK4ryNncMfgA3u30e0s9OsVAj42Xffnwm3teaq0X1VVSx8311UrF5jJqLP8XAlcX7L/dtRFHO6fCaDxe3G4nbjWbqM8MYNJJubSNbWmdOMCwrM2xsGqexEVEVVzcSLooKhk+7vR08m8a1YSWjTK2jdXcSzu0BQFOyVVeYWZU1DC4WOmXQcvcaJODWb6rFPdPJNtdvNYT0NDaS6u83KHqcLI5Uk1dFuDr2Jxwlv3Yxrxizi+/Zmt4z34MxuiTUyGVJdXcT37zO3rc+ZY1Z6Wq1g6NhLy7AEAhipJM66euwlpWYV1Tka/HU8Vo+H4JVXo4WGSba2YvH6UGw2tKFBks1NaP39hDe9jLWoCEdVNbHBQZKtrXjmL8w9hp5KEd+/j0RjI64ZM3DPnWcOnWhpQXW58K+9kuhrW3CUV+DO9rI/0959Z5O9tJwoW8mEQuiJOKpz7N+PkWMXxWLBADJDg1BQgKOqimRzM6GNG/EuWYrqdJAJh81p6IZB0a3mMZD/kkuJHziAHg3jqKk7aor8ZJqOsasOB7biErThfaT7evGvvBg9Hie+fx/xPbuxBgJY8/JIdXWRHhrCyGjYiorMJFomQ6KlGWd1DYrFYg7pymiAYW4PzvZIVVQV94IFpAf6zfcUh8OcKj3J/97N2ItJHDyAo6aWRFMjzvoZJA4ewFZSSvLQQXObeTSKxeclEw5jLykm2dxkfsiSyZgTzKtrzNhHqtAN84OFkQ8KXPPmoQ0O5NpUKDZbbhL3ZL8G4tyT5OMpGJ2NT0ciBGrr6HhpI6HWFkqWLqN7y2aKFizEX1ODq7AQh99PcmgIh9/PcFMjeQ0NqBYL/ppawq2t+CoqCLe24auqYnD/PgJ19Qw3HiI5bN7HkZeHlkiQ6B9ASySItLebzz/uH2jzoCVvVgPxgQF85eUULlyEf5z+ILlYLJZTOngd/QahxeMoikLVlVfR+szTdG1+NRc7mFWMdp+PTDLJcOMh8mfPNg8oFYVgXT19O3cSbmtDi8fwVVYS7eok1ttDcng4d6LozM8nk0qBrhNuazvmAafFZsPqdJnbVh1OgjNmULZiZW5Qy7FiOZUpiJl0msH9e82EVl4eFdnJumD+MR7pnzdy0Ny9dQtWlwtvWTkz3mQmpA1dx5mfR7i1hVhPD4N79+KrqER1OLIJ1kYK5y/IPa7V6TSHI0Qixz15TgwO0LPtNbREAqvTRf7cuZStXImv4ujqtjGNyE8h/lQsRrjVnAre8LZbx1ynJROoFqvZzzF7ANm7bStWl4tFd31gzOtkc7tJDA7SvWkThXPnEayfwdCBAwwdModG6LqOCuaWBIcdI1tVesx1RSO5xGy8rw93cTElyy4ak2wez+kko5KhYQb37QOgfMVKnNkE+0iS3VNaSsmyi+h8aSOJvj76d+0kHY3l7u8I5uUqW9VRCV+ry0WgpoZYdxeRzk5SkQiuk0g+Nj+5jp5t23LVcIrFgrukhKKFiyhasBD7CVo0nKpIZwfpSARveUUu8Ti6EXnx4sW0vfg8sa4uWp5+kpk3vyU3idpVaB5gjlS2wuGfgTMvD3dREeG2NqI9PSdVlXrgob8CkBweovnJJwGwut0ULVpM+eo1+CoqzN+lM9iSZXW68FZU5hJwsZ4eDj78Vxbd9fdY7HbcxcW4CguIdHQQ6ejMvQd0bNxoVju73cy+9TacwTwqLrmUnb/6BaHWVjo2biBQU0vp8hWE29oINTfR/OQTOIN5ZNJpDN3IDXEAxpyIj/wsbW43M29+Mza3m65XXyXc3g6GgdXlovKytRScoBH/+Rj76PhHbx8f+UBItVoJ1NRQsuJiCufMQVFVLE6nHNiK02IYhjlF2WLB4vGQ7u8j2dpKsrUl97sXeW2rOc3Y78eSX4AeGibZ2IizqhrF6TS3qOnZQRlDg2b/svx8gldcSaqtlWR7u9l7ta4OW2Ehvff92ayGU06u9YDEPnFUhxNndvjNyHGTa8ZMhpXnSLa0oPX0YFm4CFfDbOJ7dhPbuZNUTw+2wiL0WIx0Tzd6Om1uT3e5zQojnxdtYIBMJExg7RWH+4FPcvXTeKz+ANb5h4eyOcrL8cybT98D96FHo6TbWvEuWkyytQWtr4++++/DUW3u2kj395Hu6zN/fwJBABxV1URe3WT2iwsEyLv62txzTaXEI2BO+bXZMBIJEs0tuGfPPtyzPPu3LhOLmQl21YKjqhoA34qLQVVJNjaaW9GzVfeoKo7a2sODYex2PPPGHyA62aZj7IrViq2oiPjePaDraKFhfBevIhONkOroIPzKy7nKZCOVJN3Ta/YeDOaRCQ0TfuVlUBSsXh+R17aY1c7ZPorKqPczW2ER+TfejJJ9HaYCxWrFVlBAfPcus2oxncZRXY0ej5Hq6sJaUIA2MGBWNTuKzO9tDqyFhaS6OlH9fsKbX0VPpUh3dGBkMmjDwxiZDPbiklzs9qJiM/ZsQdFUiV9MDkk+noZoZyeOvDxCrc048/OxOhzE+3pxFRbS/PST1N9wI678AnMrdXs73vIKhpuazB6Qbjd5s2bRu30bhfMX0L97N6XLl9Pz2lZUVSEdjTK4dy/+qmqSAwNYHA4SQ4OoNhuJwQGivT14ioqPSio48/KZ9+73jFnnSMmz2Z4cc1vLWTi4iXZ2YnW5sNjtFC9axND+/US7uzj02KPMeutb8RSXYHW58FdVM3jwIMNNjWSSSbNSErMiq/u1rehDKRIDgxTMnUfHxg3o6TQDu3fhq6gAIN7biyXbMzPe30+srzc32fXIXkAXffwT5vdHNuIeOZi1WM4odovNhqKYfToyyRTx/n5cBQVmdamijHkj1dNp0rFYrqx81+9+y3DjITLZCj7FYsFXWYm7uBhvRQXOQJBYbw/9e3ZTf8ONucrPSGen+QfM6z3uxGdfZRUXferTWGz2Mbc5m43I7SMNfg2DwYMHycv2NNTTKayOw82PVVVFi8fJpNNYHQ66t2ym7cUXSPT3H670CwTwZn/GhQsW0vL0UyT6+0nFYrnnsTqdxAcGUFQ1m1Qdv8GyMy+fhltvIzhz1uE1Zp3tRuTD2QQpgL+mNhePqh6e2Fswdy7dWzajaxq9O3ZQvHjJ4fWk0+NO1VWtVvw1tbRv3ACaRryvz/zdOsYJSW7ra3kFqXAYRyBIxZpLxgz+mAg9W81tMsGZZn/FMcNdsvEXL1lK02OP0r97NzNvfguObOI4kzJ/963jHHBYnU4CdfW5ZFTud2u8RuTZYUV2r49UOIy/ppaSZUspnLfgqMc905MZi9OJZ/Q0dF0n2tnJ3j//iYa3vi07mbuccFsbqdAwkY4O3CUlpCJhVKsVX2UVDn+ATCqFoqqULl/BcGMT6XCYcGsr/qoq6q5/A6//9Meko1HaXngeLRbDyGjYfb6Tqu6pueZaSlesJB2L5YYXnQ1TNfbRv/u6lsHu9VC8ZCmFCxZO6MR2Mb2MvPcaiQRGIkE6kWDw0UfMKxXFHISQSpEJh4ju3IF/zSW4Z84k/PJLpHu6GXr6KVSnE21oENXrRY9EyIRCGEmzR5pqs+Gsq8eZ7WMHkGxthezABtvIzhHOfUJqOsd+pPGOoVSXeZxhACgKnkWLQVXNabS9vWjZHo5YLNjLy3HPX4jq9ZrHcvkFaP396NEYWn9/rmp0Iis5z8R4x1Cqw4EejeYqmgJrryS04QW03l6zl1+Wxe/HvWARttJS82+53Z6bmJtsPGQO0BgZLDIF43fU1JI4sJ/Yrh04Z8w4anpzovEQZDLYSktzx/+q00ngkstIzZpNbPcujFQSe3k5rrnzp2SMxzIdY7f4/Sh2B0ZGM4dnlVfgXbGS0IsvoA0OkmxpYWSYX6qnG19VFb7lKxh+fj1GIkFo/bNgsZofuFgseBa5zbZnAAEAAElEQVQsNLejjzLygehUY/H7UZ1O9EQcxeEg3d2Nd/kKwi+/hB6LoTgcGKkU2tAAqt1BJhrBu2QZoRefz01hj7y00TzXdjjIDA/hWbhoTPyKqqJkf1cUSTxOe5J8PAUjByHpeBzVakNPa6hWGxWXXkbzk0/iCAZIDg3T9tx6Zt/6dgL19fTv3kXB3DkM7ttLKhzC5nbjKzcTL7qeAcM82PPX1NCzfTvOvHxan1tPOhZjqLERu9dLvK8Pu89nTn4+1IinqPiYfR9Hkm0j1yunWN14ovgBtEQCUFBtNhSLleqrrmLvffcR7+3Jxa5arQRnzqR/9y5ivb0kQ8N4stV73uyEK8MwCHe0U7HmEgJ1dQw3NtL63PrcMIz2jRvM1zw7QGG4sRFXfnaLz5EVMdmGt3r2AHZkK/HZPKjLnzOHoWxl6us/+wl2v99MPFptqHYbvopKSpYtQ7XasLqcaPE4w02N5kGn20OwfgZ5DbPwlJbjCASwulwoqoqvspJYTzdaLMaeP/ye4iVLiHR05oYjFGcH8xyLxW7Hgn3C4w/U1dG/axe77/0tnuLibLWTDdVqxeJ0UHHJpfirqklFIrnBRvv/8gCqzYantIy8hgYCtbXYAwGcgSC6ruMMBrEHAiT6+9n+4x9RseYSXAUFtG/YgJ5KEairP+5ADLvXm2tFYG4j10Exm5Cf7UbkI1WLAOloZMx1I6+zu6gYd2ER0a5OIu1t1F3/htxtRnqSjndi5S4pxu71kY7HaHpyHZGuDgxNx11aQkHDbNRR/UlHEuzlq1aP2cY90fSMeSKSDA0ddV2uT+uMmbTY7bnWD3kzZtL50kZiXV2HH2ecpGJwxgzaXniejpc2olot6BkDI6NRecmlY6p+RyaqL3z/XWc1tvEoioKnqNhs/WAY5Dc00L9nDwN799D0xDpqr70OX0UF3ZvNbTXDTY1m4kwxh/CMbAFXs836A3X1KBYzUR3vN3tpeUpKqFx7BU2PP8bgvr3mz9Ywjtvj9EiOQABHtin4BR979vdm7jtvP6vxCjGaoijm31JbdjeDqmIvK8daUIC9uBjV6yPZ1Ej0ta0kmxpJlJTgrKtDi0SI79mNNtBvPo7NhnfpMuyV5g6UkSmdhmGQicXQ+nrRkyn0WNTcvquqWLw+bMXFk5Z4m86xH2n0MZSRyZDq7CBxYD/oujkFN9v7zrfsItxz5pLqNqdd24uLsQYP79gwdB0Mw6yuOngAw9BJdXcd3rI+RY0Z4JZKEd+/F21gABQFR/bnavV6yb/uDaT7+0l2tGMNBHIVo7n7Ztvc2EtKiA8NkmhpxjWr4ZzGcqrcCxaS7u0lMzzEwEMPErzqagwtY/aXbjxE4uBBsFrxLL3oqPvai4unxHbi0zUdY7e43VjzzN6Hqe5us0+rz49/1RqGX3je3F4OoKrm9mHAXlpK3vVvJL53D6mODgzd7O3qnjsPe/GZDTQ8l8zY88kMDpnby7u78SxajG/FxYRe2oARDoOqkhkeRnW70QYH8F20nOC115NsajLf90aqPQvycdTUnlfxi3NPko+nIPfJp6qSSZkN8TOpJEULFqJrGgce/EtuinXRwr14yyvMT0ezu8jC7e24i4pJRaMoqkq0sxPFohLt6qL6yqvo2LiRgT27QVXpenVTrlpPtdnwlJUR7ezMnbgdqyfOeBM/z3b8SrYXkK5p5vZwv5/aa69l/wP307tjB0ULF5M/e7YZv6KgGAbh1jbcRcUoqjmdWFEUDCDS3o4Wi1F/w40c/NvfCDUeon3Di7nny58zh3BrK5lUinhv76T2AipeshQtkaT9xedJhcOkwuEx1w/u20fXq5uY/3d34C4ozPX6m3v7u/BXmz3SRh/MmdsMdbzl5fTu3IGeTDJ4YD/DjYdyScRAXR0lS0+uGfdEx1/3xhvQtQyD+/cRbms76vr+PXuYc+vbKVywALvXSzoSofba6yheshTVZjsqgTpS6egtKycxMECiv5+mdY+jaxmMjIbV7aHmmmtOen0TMfVwNM+oA6rk8PC4r7Xd68Xm9WLoOuloFIvDgauwiMTgAL2vb6dw4cJc/9NMKkW8vw/VZsNdWET5mjU0P/Ukse5uWrLTM33VNQTr6sckHyeLv7KKgd27SQ4OAeO/3p6SEiw2G3oqRbi9nfzZs1EsFsJtrQzs30f+rIZc4jEVjRLpaCd/VkM2Md/A4N69uW3UFqeT4qVLJ7VfnyMYNH9+Q4PoWobqK66k5dln6Hp1E6rNRtnKlVjd7mwP22bKV63GmZ9PtLuLSEf74UbkmobN5TIHTyWT6Om0WQlrs1F+8SqGDx3KDcaBURNcmbyqmKkY+1RJSogLn5FOo2f7+9pLy/BfvhY4/Dtonb/AnOY8PEz4pY3YiorxLV2Gs7rGnBgaDJpTVMehKArJgweI7nj98PABwBII4FtxMZbjTP49F6Zz7CMSzc2ks4MVURUykQjpnl6MTAbV7cF/6WVjWtdY3O7cRGYYOxBo5LjVmpdvfq/raIODU7biESD86quga2bfTkUh3ddrJh5VFe9FK1CPOJ6zFRRgG5VMHdNXOxvnyFTkTLY3+UQfs50Jq9dL3vVvYPCJdWQGBxh46K+5aePoOordjv+SS7FP8QTy6ZiOsSs2O7biEtI9vWSGhsjEYlj9fqzBIIFLL2PwicfNyda6Trqri0w0YrZT8HrxLjeHGJ6vxyeKzY6tqIjozh24Zs4ifuCAGX8wiH/VGoaeXGduswf0WAw9FkOLhLH6/ajz5+NZtGhK9KsV54+p+84/RRmGQXxwAGcwj1hfH3avl7YXX2Bg926MTIbuLZsxMhla1z9D/Q034i0rI9TUhKekhL7t2ymYPYfB/fswdJ1oVydGJkOspxur00XDLbcyfOigOTQgm0jylJax7/4/Y/f6GI4fyp24T9Y/csMwiA30o1qsOINBwh3t9O/aRf+uXbleXU1PrsORF8RVUIC3tJR4Xx89216jYO5cbB5PLn4Mg1hPN6lIBG9ZGfPe9W4G9u4xq2CsVooXLcZXWcUr3/qGORjnLG0bP11Wp5PqK66gbOVKhhsb0eIxbF4vWjzO4P799O3cQSocpnHd45RctBxl0ytgGIRbWiiYMxcwD8iGDh0yk8uKQvmq1XgrKsyt1rpOoL4ed2ERWjxO8eIlBOrqpkwjcmcgwPz3/B2x/j4Gdu/GGcwzB4X0dNG3YyeR9jYO/u0hc9DE3PlEu7ro372Lyssuzz2GlkjQ9eomerZto2TZMipWryFv1iz6du3E7vMx9/Z30/zkOvIaZuf6ak6VfkDu4hKzwjaTIdLRTiaVwjJq+8BIwsTqcKCoFhSrhVQ4RPmqVRz828PE+/o48OCDlK28GD2TpnvzFuL9ffgqK5n3rvdQfvEqPMUlDDc3Y/d6yJ8zJzcgaCoIzpwFT6wj3t9HKhLBfsRJYm4LldVMlMZ6us2hL3Pn0bfjdfY/cD+111yL1eMhMTBA+wvPYxgGF3/uCwDMvuU2ujZvJjk0SOHChQSOqJ6YDFa3G39tDbFXewm1tlB/402kIhG6Nr1Cx8YNuLNTlYcPHSLa3YWuafirq+nftRNd0+jbuZPC+fNRrFaiPd1k0mlzSIrPh2KxoGsaiqpSednlRDraScfj2NxunPn5k35iOp1jF0J1uchEo2aVm9c75u/vyHu9d+ky4gcOoDqduUTU6CTM8T5AcNbPQM9o6OEI1sJCnDU1WDxTI/E2nWMfke7uIp6tcsyxWLCXleOevwBbUdFR9xl9rDbeQCBrIEDBDTeZDzVFkqzHkursIDM8dHgnFWDx+XHPm4djxsxx7zPSfkVV1bFbtbO/A47KSoLXXo+95PyoilLtdvKufwPJ1haSra1kBgdQXC5cM2biOsZrcKGYbrErFos5FEoBDB1toB+r34+h61j8fnzLVxDPnrs6a2pRHc4L5jhFsViwjuwqtFgAA22g3+zpGwziWXYR6ezuJUPXsRcXY8kOIhppJTXZ56fi/CLJx1Mwsu06GQoR7ejI9RQMt7YC5E6onAUFJAaH6Hz5JYqXLOXgww/hLilh6NAhtv34RygWK96KCsItLRQtWUrvttdIR6N4y8oomDuPgrmHm/H279mNlkjket+5S0vNtUxCMmrkYDIdiZCORRlujLDth/9rxq6q2H0+tHicRH8/bc8/T8Nb30bpRcs58NcHCTU3sfPXv8Tm9RHt7sIRDJIcHCTe15fboml1OChetHjMRO/+PbvJZD9x8ZSVTYleQDa3Ozd5e2Q9JUuXsfdPCn07dxBuaab6iispW7GSjpc20vbC8ww3N+OrqiIVCpn9P1NJPMUl2P0+HIGgWTHU2UlyYJB573xXroJ1KsR7JHdBIe5LLwPMg828WbOovOQyNv33t0gODzGwdw81V17JwG5zqNAr//1NCubNQ7VYibS1mcODrBbc2YP3gnnzOPTI30hHo3iKi1hwx/tyzzVVEo9gTsn2VVYRamlm6NAhop2d+EYGOmV7weipFLG+PhRVwRHMw1NSiru4BMMwOPS3hwk1NxFqbso9ps3rJa9hNoZhoFqt5M2aRd6sWZMT4Al4y8qwOBykIxH6d+00k6hHNCJPhcOkY1EUq5WCbFPx+htvQlFVerdvY/9fHjAr4rLtFIoWLsz9jK1OJ5WXXDLJUY5lsdnwV9XQ+dJLZDSNeG8PM2+6meTgIIMHDnDg4YcoXrIUMNASCUItzeTNnEV3yRbifX0c/NtDKKqKIy+P5iefMCuaFQV/dc2YSmV/dTXLPv4PKKo6ZSYzT+fYhTCSiWzFmjmcbcywtlwypSq3/XTMfUdue5y/XRavF9842xangukc+wjP4sXYKyrJhIdRHA7sxSUnTJCOHi5xLFM96TgisHYt6e5u9GQSW0kJ9qITb6U9mWO18yXxOEK1WnHV1Y+pap0uplvsFq/XrNLNZEi2tOCsrcu9jx3Zp/ZCY/F6UVSVTLYieyR+AFf9DFzZgTtCnA2SfDwFiqqSSSaxud0oFgsOf4BkaJiiRYvxlVfgLi5muKWZ5qeepHDefHpffx1vRRVVl6+lc9MrgEFicDBX/VF77XVUXnY5dddeZ/Z01HVSkQixvl7IZBg8dJDebduw+3z07XgdT0lJboLzZCSjRuK3OBzmQZbFQnDmLLwVFQRqanAG8+jd8TpNT6yj9/XtBGprKVq0mPjAAJ0vv5SbnGpxOqm99rpcNeDIdFtD10mGw4TbWtFiMZKhEF2vvIyiqjgLCvDX1EyZJJyeyZg9D0dNLbb5fKAo2XabCtVXXY1itdK16RXCba25Ho6K1Ur+rFlUXr4WR14+iqLgLSsn0t5OMjRMuKMDb7nZF3O8ASVTgZZKHfXpttXtJjk8lHs95r7rPey778+EWprp3LgxdztXYSFVa68gUD8DXdexOpw4gnnEurvo3radsuXLc1ORp0ricUTpRRcRam7C0DQ6XnmJ2ZWVY1odhNvaiHaav+fFCxfmXp/yi1eRP3s23Vu2EGlvw+b2ULR4McH6GefVp6dFCxfS9eqrtL3wPCVLl+Z6MI78nHq2vYaeThOsn5EbRGTPTj4uXbmSjg0vosXi5M2aRfnqNVN629UIV2EBVpfLrFpubCRv5izqb7iRvff9iVh3N/27dqKoFlAVhpuaKJgzl/o33cCeP/yedCTC7nt/i2qzmYlai4WqtVeQP3v2mOdQVPWsDYs5m6Zz7GJ6M9Jmj1sUc5jCsY49xlS7ZW8zVY5TTtd0jn2E6nDiqKgAKnKXjd5KfaHEeSxWfwCrf2wv4TFbqYW4wKhuN95lF6HHYjgqKk98hwuI6nbjXb4S1eXCEY9jlQF+YgJN/TO/KUZLJkkODuGvrCIViRCcMZNZb35LrirSX1NDz2tb6du5A2cwj0OPPMyyj/8DBXPnmidh2V5X7lGfIo4k3xRVpXvzq7S/+ILZ3DWRyA1S8VVUUnPttZO+DVNLJkkMDKLa7ATr65nzjnfm1g5QeelldG/dQry3lwMP/gV/dQ11111P0YIFJAYHcRcXj4l9NEVV6dmymdbn1uf6fwG4ioqYceNNkx77aKrFki1PN6cYDzUeNLfc6zo2txt3aSkWm426666nfNVqhhsbyaSS+Ktr8Iz65Hdk+7m/uoburVswdJ3hxkO5id9T1eipxVo8Tterm4h2mdO587OVu85gkEV3fYBwRztD+/fjKiqmcN68MY8zcjAbqKsj1t1F/84dlC1fPmUPbvNnz6Fk2UV0b9lM3+uvY2gZqq+8Ci2VJNTcTNvzz6GoKu6SEoqXLhtzX2cwj5qrrp6klZ8dlZetJdTSSqynm83/8z/Mf+8dZNIpMokEPdu20fPaVlS7nZprrzvqvoHqmimxlfpU2X1+PKWlRDo6GD50CF3TcBUUMOstb2Xvn/5ILNufU7FYiHZ2AhCsq2fxBz5I5ysvM3hgP7qm4S0rp3z1mtwHSOeD6Ry7mN5Ur5eit7/zhEmmk6l2O99M59iPdGTV54Ud7dFG7z45Hz4sFOJ0qXY77obZJ77hBUi123HNkOpGcW7IX5JTZPd6SQwNEqirI9TWSrDeLMNWVBUjk0GxWKi5+lpCLc14iouJ9vRgsdtyW0zh8PblkYTlaMVLzeEcKApaLIarsPCEE3/PJbvXSzI0jKFpOPPyxqx/JGFYe+31dG/ZjM3jxmI3+795yyvwZqd8H68XUPHSpeiaRmJgAG9lJYXzF0yZ2Ef07dzBcHNzbqJ4cnCQUEszejqNw+9n9q1vN3s4Zjn8fooXH95KPjJQYXQjck9pqTllMpMh2tU1pavhDj32aK5fGwpEWluJdHaiqCr1b3wT9uxUyxG+8orchHfIJhzJHshm48xNRc5OhJ6qB7lWl4sZN96EarPR+fJL9O/eRf/uXebW4+zvv6+yillvfSuOC/CTQ2deHov+/u95/Wc/JdrZyZbvfRfVbsfIZDAyGawuFw233jblk+enwup04q+uIdTcTKy3h1Q4hKugEE9xCXNuewfbf/YTtFgMI5NhuPEQiaEhHH4/zvx86t74Juo4f6uBpnPsYnob+b2d7MFPk2E6x36k6f7+NVU/CBZCCHF+mppn+FNYOhYzv8kekIxMoR3pYQZQOG/eURVeMKpP48j2lPEacQfzqMz205uKRsev2u1jDk5H4i+YM4eCOXOOuu/J9AJyBvOoHadqaioZbmykKztYCIBsv77gjJlUXn45vqrqo+5zVCPyI14Dd1ERSz/6ccBM8ExlQwf2E+vpMROHug6KgjM/n4o1l1Jy0fh9nE7UiDx/9mwWvv8D50VllGq1Uv+GN1K8eAl9u3cy3NiErqXxlldQtmIFvgt8u4bV4WTxB/6evt276d+9m2hnJ3afj5Jlyyg5otrzQqBarfgqq3JTSiMdnbgKCjF0HVdhIfVvuoGuTZsw9AyFCxaabTkukBO26Ry7EDDNE2/TOHYhhBBCnH2SfDxFeiqFoijmRFtFGbNlerSRpNyI0T1izudPUvVUytx2oijYsw1qxzO6um/kNudz3KNVX3U1eQ2ziff3YXW7CdTUnrA682S2J031pOOIObe/i+FDjWjxOP7aWgLVRydbj3Qyn56fD4nHEYrFgq+yEl/lhZ1oPBbVZj9qONSFbKTK28hk6N+1k6KFC3Pvaxf66zCdYxdCCCGEEEKcHcql//bvxmQv4nwyUr02GdOmp4KpOH15KjCyA2iUUQNophM9nQJFnbLbpYU4E1oiQe/2bSRDIfIbZuM/iYT7hWI6xy6EEEIIIYQ4OyT5eJpGqvrG69s4HUgvIEnEjm5ELoQQQgghhBBCCDEeKVM6TbmtxNM0+TJd4x5tuiYdR0jiUQghhBBCCCGEECci2QMhhBBCCCGEEEIIIcSEkOSjEEIIIYQQQgghhBBiQkjyUQghhBBCCCGEEEIIMSEk+SiEEEIIIYQQQgghhJgQknwUQgghhBBCCCGEEEJMCEk+CiGEEEIIIYQQQgghJoQkH4UQQgghhBBCCCGEEBNCko9CCCGEEEIIIYQQQogJIclHIYQQQgghhBDnpUwkQs9vfkVow4uTvRQhhBDHIMlHIYQQQgghhBBCCCHEhJDkoxBCCCGEEEIIIYQQYkJI8lEIIYQQQgghhBBCCDEhrJO9ACGEEEIIIYQQ4mwyDIPIq5uI792Do6oa/yWXolitJDvaie/ZQ7q/DyOdRnW7cVZV4164CNVuH/MYfQ/cB0DBTTcT3baNRHMTeiKBxe3BOWsW7nnzURRlzH3iBw+QamsjPTiAHo+jqCrWYBDXrNk46+uPWufgusdJ93RT9K73ENu1k8TBA2SiUVSnE2dtHZ7FS1Aslol7oYQQ4hyQ5KMQQgghhBBCiAuGkckQeuF5kq0tuBpm412xEkVRiG7fRnT7NhS7HUdlJarDiTY0SGz3LpId7eRd/8ajEpDoOkNPPUkmHsdeXoGiqiRbW4hu3QKZDJ5Fi8fcPPzKy1gDQezFJaguF3oySaqjndCGF9BCw3iXLB13zaEXnifd04O9ohy7zU6qvY3Yrp3oiQT+NZdM1EslhBDnhCQfhRBCCCGEEEJcEPRkkuFnnybd24tn6TI88xcAkOrqIrp9G9bCIoJXXT0myRg/eIDwxg1Et2/Dt3zF2MeLx7Hm5VNw9bUoVvP02bNoEf0P/oXY7l24FyxEUQ93M8u/8WasPt+YxzAyGYaeeYrYzh24GmZjcbuPWncmEib/pptRHQ7zPkuWMPDwwyQaD+FZugyLy3V2XiAhhJgE0vNRCCFOw9Z7vo+WTAKw6dvfItLZeVL3e+2H9zDUeGgilyaEEEIIMS1lIhEGH3+MdH8//ksuzSUeAWJ7dwPgX7X6qOpG14yZWPPySDQ2jvu43hUrcolHANXpwlFVhZFOkwkNj7ntkYlHAMViwdUwGwyDVNf4x4zepctyiUcAxWrDUVcHhoHW33+CyIUQYmqTykchhDgNSz/68cleghBCCCGEyNJCwww+/iiGphG88mrsZWVjr+/tBVUl0dwEzUff39B1jGQCPZlAdThzlys2G1af/6jbq24PAHoqNebyTDRCbOdOUl2dZKJRyGTGXK/HYuOu31pQeNRlltxzJMe9jxBCnC8k+SiEEKfhhf/vS6z65y9izW6B6d2+jf1/eYBMMkHp8hVUXnoZAKGWFg4+/FcMXcdbUYGh65O5bCGEEEKIC1ImFMJIpbDm5WHNzz/qej2ZBMMg9vr24z6OkdbgcAEiypE9IHNXZAfN6MbhNYTDDDz2CEYqha2oGHtZOYrNBoqCHo2SOHQQ44hk5Iijek0CqNnnMIyjrxNCiPOIJB+FEOIsSEUiLPnwR9BiMV774T34q2vwlpez54+/p+GtbyM4YyaDB/bTs3XrZC9VCCGEEOKC46iswuL3E31tK0NPPkHwmmvGVjDa7WAYFL39nRO2htjuXRjJJL7Va3DNmDnmukRjI4lDByfsuYUQYiqTno9CCHEWlC67CEVRsHk8FMydx9DBA8T7+lBUlWD24DNv5iyceXmTvFIhhBBCiAuTZ8FCvBctRxscYPCJdejxeO46W2EhRiqFNjQ0Yc+fCYcBcFTXHHVdqqd7wp5XCCGmOkk+CiHERBjZinOylwshhBBCiDPmnjsP38qLyQwNMfjE42SyPRbdc+YBEHppY+6y0QwtTbq394yeW/V6AUh3d425PNnRTuLA/jN6bCGEOJ/JtmshhDgLul/bQqCujnQsRv/uXcy+7R24CgsxdJ2hQ4cI1tczdPAAiYGByV6qEEIIIcQFzdUwGywWwi9tZGjd4wSvvRZ7WRmepcuIbt1C/4N/wVFRgcXrxdDSZCJR0j3d2IqKCV59zWk/r7thNomDBxh+bj2O6hosbjfa0BCpjnYcNbUkm5vOXpBCCHEekeSjEEKcBTa3h63/ew+ZZIKyi1fhr64GYM7b35kdOGPgrajAU1o6ySsVQgghhLjwuWbMRFEthDa8wOC6x8m75jo88xdgKyoivmcP6d4ekm2tKDYbFrcb58xZOOvqzug5rXl55F17HZHXXiPV0Q66jjUvj8DaK1Bsdkk+CiGmLeXSf/t3GZ0lhBBCCCGEEEIIIYQ466TnoxBCCCGEEEIIIYQQYkJI8lEIIYQQQgghhBBCCDEhJPkohBBCCCGEEEIIIYSYEJJ8FEIIIYQQQgghhBBCTAhJPgohhBBCCCGEEEIIISaEdbIXIIQQQgghxFSh6zpaLAaAarOhKMokr0gIIYQQU51hGOjpNABWtxtVlVq/0ST5eJp0XScVDmOx2+WgVAghhBAnxTAMMqkUdp9PDkqnKC0W45VvfG2ylyGEEEKI89TKz30Bu9c72cuYUiT5eJpS4TCv/vc3J3sZQgghhDgPLf/sP+EMBCZ7GUIIIYQQQkw4ST6eJovdDkBrayt+v3/CnscwDIaHhwkEAtOuwnI6xw7TO/7pHDtI/NM5/ukcO0yP+EOhEFVVVbnjCDH1qDZb7vuXtu7D7XZP2HMpCtSVB2nsGMIwJuxppqTpHDtM7/inc+wg8U/n+Kdz7HDhxx+LxVi1tAEYeywhTJJ8PE0jJ0V+v3/Ck4+GYeD3+y/YE7Fjmc6xw/SOfzrHDhL/dI5/OscO0yv+Cz2+89non43b7cbt9kzgc4HH48HtTl+QJ2LHM51jh+kd/3SOHST+6Rz/dI4dplf8cpx3NGk2JIQQQgghhBBCCCGEmBCSfBRCCCGEEEIIIYQQQkwIST4KIYQQQgghhBBCCCEmhCQfhRBCCCGEEEIIIYQQE0KSj0IIIYQQQgghhBBCiAkhyUchhBBCCCGEEEIIIcSEkOSjEEIIIYQQQgghhBBiQkjyUQghhBBCCCGEEEIIMSEk+SiEEEIIIYQQQgghhJgQknwUQgghhBBCCCGEEEJMCEk+CiGEEEIIIYQQQgghJoQkH4UQQgghhBBCCCGEEBPCOtkLEEIIIYQQAkBPp4nt2onW10e6vw8jlcK3eg2uGTPH3C6+fx+Jxka00DBGKoXqcmMvKcGzaDEWr/eox40f2E9s1y4ykTAWjwfX7Dm458w9V2EJIYQQQkxrknwUQgghhBBTgpFMEnt9O6rHgzUvj3R397i30wYHsHi9OCorUex2MpEIiQP7Sba3kX/DTVjc7txt4/v2EX7lJRzV1bjnziXd00Pk1U0YmQye+QvOVWhCCCGEENOWJB+FEEIIIaaoXff+luHGRoL1M5j7ztsB2P7TH6Mlkhh6hqIFC6m+8ioA4gP97P3jH9ASCYL1M5hx080oijKZyz9lqstFwS23YXG5SPf3MfjoI+Pezrdy1VGXOaqqGXz0byQOHcSzYCEAhqYR2bYVe0UFgcuvAMA1qwHDMIi9vh3XzFmoDseExSOEEEIIIaTnoxBCCCHElFW+ajUNb7t1zGXz3v13LPvYx1n20Y8zuH8fkc4OAJrWraP6yqtY/qnPkI7FGNy3dzKWfEYUiwWLy3Va97V4PQAY6VTuslR3F0Yyiath9pjbumfPwdA0Uu3tp79YIYQQQghxUiT5KIQQQggxRQXr6rE47GMuszqdAOi6jp7RAQXDMAi3tpCXTbIVL17MwN4953q555yeTKAn4qT7+wht2ACAvbQsd702MACAraBgzP2s+fmgKKQHB87dYoUQQgghpinZdn2GDMPAMIwJf/yJfI6pajrHDtM7/ukcO0j80zn+6Rw7TI/4R2LTkskxl6tWK6r15A/Ltv34R8S6uyldeTHesjLS0ShWlyu3zdru95MMhc/ewqeovvv+DLoOgOJw4F2+AntZee56PR4HRUF1jq2mVCwWFLsDPRY77uMrivk1UUYe+zzbHX9WTOfYYXrHP51jB4l/Osc/nWOHCz/+CzWus0WSj2doeHh4wpOPkUgE4Lzr23SmpnPsML3jn86xg8Q/neOfzrHD9Ig/FAoB8Op/f3PM5VVXXEnNVVef9OMs/vsPoSWT7Pn9vUS7u7GPM+F5OghedQ1GJkNmeJhE4yEMTRtzvZHJgDr+Rh/FoprXH0ddeRCPx3PW1nu855mupnPsML3jn86xg8Q/neOfzrHDhRt/NGqb7CVMaZJ8PEOBQAC/3z9hjz+S2AwEAhfsidixTOfYYXrHP51jB4l/Osc/nWOH6RH/SFzLP/tPWEcNOjmVqscRVoeDYP0MBvfvp+KSS9DicQzDQFEUUqEQdp/vrK17qrKXlprfVFRgr6pi4OG/othsuGfPAcwKx5HKyCMZGd28/jgaO4Zwu9Nndc2jKYp5EtbYMcQFXPA7rukcO0zv+Kdz7CDxT+f4p3PscOHHH4tFJ3sJU5okH8+QoigTfoI08hwX6onY8Uzn2GF6xz+dYweJfzrHP51jhws//pG4rA5HrnfjqdASCYxMBpvHg65pDB7YT8WaNSiKgq+yisF9e8mfPYee7dsoXrz0bC9/SrP6fFjz8kk0HsolH1WXCwwDPREfs/XayGQwUklUt/u4j2kYnJMTpHP1PFPRdI4dpnf80zl2kPinc/zTOXa4cOO/EGM6myT5KIQQQggxRb3+i58R7epCT6d55VvfYPYtt9H4+KPomQwYBoXzF5CfTbTVXncde/74Rw498jcC9TPIb2iY5NVPgoyGMarS0ZqXD0C6vx9HRWXucm2gHwwDa17eOV+iEEIIIcR0I8lHIYQQQogpauGd7z/qsiUf/ui4t3UVFLL0I+NfdyExdB0jnUYdtW0dIN3XhzY0hLO2LneZvbQUxW4nvm/fmORjbN8+sFjHXCaEEEIIISaGJB+FEEIIIcSUEdu7ByOVQo+bk6hTbW25qdSubJVn/wP34aipxRoIolitaEODxA8eNPs9LlyUeyzFasWzeAmRTa8w/Nx67GXlpHu7STYewrNk6VEJTCGEEEIIcfZJ8lEIIcR5LZk0+MnvwnzgXT4cjguzT6AQ00ls10706OGm7cnWFpKtLQA46+pRXS6cM2eR7uoi2dKMkcmYl9XW4lm4CMsRk7/ds+egqCqx3btItrVicXvwXrQc15y55zQuIYQQpy6ZSPDDe77Dhz/6KRyn0StZCDE1SPJRCCHEeS2ZMrjnlxH+7lavJB+FuAAUvvWWE97Gt3zFKT2ma1YDrlnTsAemEEKc55LJJN+7++u8766PSPJRiPOYOtkLEEIIIYQQQgghhBBCXJgk+SiEEEIIIYQQQgghhJgQknwUQgghhBBCCCGEEEJMCEk+CiGEEEIIIYQQQgghJoQkH4UQQlywkkmDH/w8RDJpTPZShBBCCCHEWZRMJPjut79GMpGY7KUIIU5Ako9CCCHOa4mkDkA4ohNP6LnL4wmdvoEM9/wywnA4M1nLE0IIIYQQpymeiAEQDg0Tj8cOXx6P0dfbw/fu/jpDw4OTtTwhxEmS5KMQQojzVjyhc+07ewC47vYeVt/URTxhJiFX39TFdbeb1137zp4xiUk9maH/J7vQk5KUFEIIIYSYiuLxGGtXLwZg7ZrFLFtQRzweIx6PsWxBHWvXZK9bvXhMYlJJJMj79tdQpCJSiClDko9CCCHOW+k0aNrY/x/9NULTxv6/kcow+LM9GClJPgohhBBCTEXpVBotnaagoIiCgiLSqRTpVDr7lcpdrqXNy0YoyST5d38dJZmcxNULIUazTvYChBBCCCGEEEIIIcajKMopXS6EmHqk8lEIIYQQQgghhBBCCDEhJPkohBBCCCGEEEIIIYSYEJJ8FEIIIYQQQgghhBBCTAhJPgohhBBTRDJl8NN7UyRTxmQvRQghhBBiSjMMA8M4f46ZkokEX/nKV0jKFG4xDUnyUQghxAXHZjO/RlitY/9/KoondPoGMvzsDxp9AxniCX2ylySEEEIIMeXY7DZsdjv9/b309/ditdmw2af2gV48HqOvt4evfvWr9PX2EI/HJntJQpxTMu1aCCHEBcflVNn4UCkDgzrX3d7DE78vxuWcup+3xRM6q2/qIp02///623ux2WDjQ6VTet1CCCGEEOeay+Vmy45GBvr6WLtmMes3bsPlck/2so4pHo+xbEEd6VQKgMtXL8Zmt7NlR+OUXrcQZ5MkH4UQQlyQXE6VwnyFj97hJeCzTPZyjiudJpd4PPIyl3Ny1iSEEEIIMRWMt7Xa5XJTWFTMJz79eYKBvElY1clLp9KkUykKCouwWlS0jE5/Xy/pVBqXa7JXJ8S5IclHIYQQ5y2bzdxSrWmH/3/09mqHQ+Fj7/NPzuKEEEIIIcRps9ltWG02+vt7s/9vH7O92uF08snPfGGylnfKFEVBVVUU/fzpUynE2SJ7uYQQQpy3XE6VJ35fDMC6e4tlm7IQQgghxAXC5XKzfuM2ANZv2CbblIU4j8kZmhBCiPOa02H+KfN5VUk8niQ9maH/J7vQk5nJXooQQgghxDG5nGay0ecPSOLxJCmJBHnf/hqKTNUWU4icpQkhhBDTjJHKMPizPRgpST4KIYQQQlxIlGSS/Lu/jpJMTvZShMiR5KMQQohpRU9oZCLmdJdMJI2e0CZ5RUIIIYQQ4mxQ4jHU0DAAamgYJR6b5BUJIUAGzgghhJhG9ITGoesfhrQOQMstj4NNpf7xG1Gd8idRCCGEEOJ8pcRj1C2oQ0mlAKhZsxjDbqdxRyOGbNkWYlLJmZYQQohpw0jrucRjTlo3L3dOzpqEEEIIIcSZU1JplFQKraAIFAUMA2t/L0oqjeGa7NUJMb3JtmshhBDiApRMGvzg5yGSSWOylyKEEEIIce4oCqiq+d8pxDAMdF3HMM782CyZSPDdb3+NpAyVEecJST4KIYQQk8xmM79OdNmpSKYM7vllhGRKko9CCCGEEJPFZrdhs9vp7+ulu7ub/r5ebHY7NvvpH+glk0m+d/fXScpQGXGekOSjEEIIMclcTpWND5Xy+L1FADx+bxEbHyrF5Ty9P9PxhE44Ym4vD0d04gn9BPcwSbWkEEIIIcTZ5XK52bKjkec2bgPguY3b2LKjEdcZ9KGMJ8xBOuHQMPGTHKoj1ZJiMknyUQghhJgCXE4Vn9f8s+zzqmeUeFx9UxfX3d4DwHW397D6pq6TSkBKtaQQQgghxNnncrnx+QMA+PyBM0s8xmOsXb0YgLVrFrNsQd1JJSClWlJMJkk+CiGEOK857AofvcOLwz61+vpMlnTa/DrRZUIIIYQQU53D4eATn/48DodjspcyZaRTabR0moKCIgoKikinUqRTcqAnpjZJPgohhDivORwKH3ufH4djcpKPslVZCCGEEGJiOJxOPvmZL+BwOifl+afyVmVFUVCm2FAdIY5Fko9CCCHEaYondPoGMtzzywh9A5mT2tocT+j09mf49o+GGQplzsEqhRBCCCHEqYrHY/T19vC9u79OX2/PSW1tjsdj9PZ0843//Aq9Pd0n3Y9RiAuddbIXIIQQQpyPRnorjmxnvu72Hmw2jjso5sj7/PJPUV56+PQHy5wOPaGRiZgL0JMZLL6TuE8yw+Cv95L3d7NRHZYJXqEQQgghxOSKx2MsW1BHOpUCzN6KNrv9uINijrzP//3vd094n7NNicdQQ8Pm94kYBAInvk8iQfCe7zD00U9hTFKFqbjwSfJRCCHEBasj3EEkFQHAMAy0aJJWTxsApYkCvBnXaT/28Xoruo5x3HbkfTTt+Lc/2/SExqHrH4a0WaHZ/LbHqF93E6rTetSEbJuNXFLUSGUY/Nkegu+YCZJ8FEIIIcQUEDIyxDi860RRMqgz6tDy8skfHMY3HDrtx06n0qRTKQoKilAUBcMw6O/vJZ1K4zrG4ePp3OdsUuIx6hbUoWSTnzWrF9O4swnD5SYejxHOJiXDoWFsdlsuIaokk+Tf/XWG7/qIJB/FhJHkoxBCiAvSjzf/mA8+/MGjr7jU/I9Nt3J531Le1HUJ70+tJUjBuV3gOH667Yd0zHme3+28npvnXUeFv+KsPr6R1nOJRwA0AyOtE+fUqziFEEIIISbLViPGPXovYzpue4CnHgBA1TIs3bSVq+5/iGp0Tjf3pygKqqqi6ydurXOi+2y2pJjz3/+PDdYky4w0RYrtNFd1jOdNpVFSKbSCIgCs/b0oqTQxTr2KU4izTZKPQgghLjiHBg/xqcc/BYCCgqqoZlNuFNDMw9S0qvFU8SaeKt7EF//3h7yp4U28Y/47uGHWDXjsnnO+5q2dW/nsUx+HMvjo43/go4/D3MK5XFt/LdfUX8MVtVfgc5zEHunTcDpVnEIIIYQQkyFsZPiV3o8BKKO+MEBNpUCBtN3O5tXL2bx6ORYjxLxMmhWKmyWKG7dy7j9Y7Tc07nXEKL3lJv5EnD/pcYqwMk9xMk9xMgcnHuUs7S45YgjNZFdkCgGSfBRCCHGB0Q2d9z/4fmLpGMvLl7Pxro1YVfPPXSacovH6hzEweC2wn0dKX+TR0g10Owe4f/f93L/7fiyKhVJvKeW+csp95ZR5yyj3lVPpr+Sm2TdR6C6ckHV/6ZkvAWCPzqKuysregd3s7jO//ueV/8Gm2vjkxZ/kK1d8ZVKSo0IIIYQQU8FvjQHC6BRh5StqGY5sMlEdHqZuQS3pwmIOzp7J+msuZ/3Vl9JZXcnrxHndiKMY/fixEMRCAAtBxfw+iIVFiougMjEpkr8aQ2QUiDe3MqOyhg6LTi8a640I640ICnCZ4uUWJXjSSUjDME58o1FOp4pTiLNFko9CCCHOuWTS4Ce/C/OBd/lwOJQT3+EU3LPpHtY3r8dusfOLN/8il3gcTUFh6XADS4cb+Oe9d9Dx03z+3Hg/f9r1J3qiPbSH22kPtx91v1JvKX+49Q9cXnP5WV3zCy0v8Mj+RwCo3HkPL3/5SiJGF08eepInDj3Bk4eepDvazbc2fos/7vojP3jTD7ix4cZxH8tmA6stw5D3RdKODtyh5XjSM7DZgPS4dxFCCCGEOGuSiQQ/vOc7fPijn8JxlnsIvmpEedUwJ0i/Ty3IJR5HU4CZ+w8xc+8BPvjVr/HMrgO87FF51YgyQIbh7BfA6H3bbkPl/WoBS5SzuxW5W8mwwYgCsPef/x8//PEfMXxedhsJdhFnl5FgkAzPGRFe02O8Q81npeJGUcY/RrbarRSsWYm9qoLQth3YIiFsdhuk5EBPTF2SfBRCCHHOJVMG9/wywt/d6j2ryceDAwf5/JOfB+Ara7/C/OL5J7yPispllZdyxdyr+O4bvsuBgQN0hDvoCHfQGenMfb+hdQOtoVau+uVV/NfV/8UHF37muI97sglWwzD456f+GYC3z3snK4sX4bArBBwV3LHkDu5YcgdaKMn37vwCX199Ly3DLdx0703cOu9WvvuG71LuKx8T/y9e+wX9b/wF7eG23OVl3nI++OhVXFF6ObOcOuWJohO+LkIIIYQQpyOZTPK9u7/O++76yFlNPoaMDL/RBwC4WvHRoJz4sRWgTrdSowa41QjSi8YQGYaNDEOYX8NoNBopetD4vt7LGxU/V3H849NTSbA+5khgALN1O2uvfSMOhwO7YuFixcPFeDAMg53Rfu7t3093ZTk/Nvp40XDyHjWf4lF9IQcMjY1GlBftERb+7v9yl3sNhV+qUebpBvaaKoqjyROsXohzT5KPQgghzqnjTVU+E7qh8/6/mtutV5Sv4J8u+adTfgyLamF24WxmF84+6rqhxBB3/OUO/rr3r3zuyc/xXOOLZCxfw5Lxj/tYw+EM9/wywlve4CY/Tz1mjE82PcYLLS9gVa38+1X/RpHFjsM+9pBRURRu6rqMv7vzC3zp5X/lR5t/xJ93/ZnHDzzOf179n/gdfn629Wesb16fu4/b5qahoIHt3dvpjHTwm+2/4TfbfwNroSZayh0tN3B76/Wn/BoJIYQQQhxPPGFWJh45VflM/VYfIJLdbv02JXjsGxoG6Lr531FURaEEGyXYODI7lzR0fmsMsMGI8qgRYr/Tiq0w/5hPMTQ8yPfu/jq33vYu8gsLjxmjd8FctlnNisRbbflc85WvcKh9aMzSFEVhUcbGdde+je9t28rj9iS7SPCveic3KgFKFCsv6BF2ksgValqBcuy0kyKiGLxqxHjVCb9a/xDFnd3ceN/feMf3fnjs10iIc0ySj0IIIc6ZeGLipir/4JUf8Fzzc+Z267ccY7u1TQWbOnbis001Lz+BoDPIA+94gG+++E3+5el/4eGDD2Jbvo2qHf+HMzq2wjKe0Ln2nT1HxXgkA52vvmD2erxr6V3MzJ/J8PDwMdeQ58zjhzf+kPcufi8fevhD7OjZwSce/cSY21xSdQnvX/p+bpt3Gz6Hj6HEEM81P8dTh57i6YNPsaN/J82eLv5t7k/5feUTfL/Fz8XV154wfiHOBT2dJrZrJ1pfH+n+PoxUCt/qNbhmzMzdxjAMEocOkmxpQRscQE+msHi9OGtrcc+bj2IZ2yur5ze/Gve5PEuW4lmwcELjEUKI6SYej7F29WLg7E5V3qRH2UwMhWNvtzbsNgy7HWt/76jL7Bj2E0+Vdigq76OAmTj4nTHAAavG8r/9nvZ/+S8Sr+8+qRhzz2kY6LqOYRjUf848TluCi3rFcdw1uOIJbku5WOnM59d6P4dI8YAxNGZreDV2LlW8rFTceBULCUPnAEl2Gwn2aFFalDQ9ZSX87OPv57GbruVtlhR1mbM7VVuI0yHJRyGEEOfMRE1VPjhwkC889QUAvnrFV5lXNG/c26lOK/WP34g2mKTllsepvu96rHkOVOfJ/TlUFZXPX/p5Lq68mHf86Z300ETjRTdTtu+/CHa9fUxMmnZ0jDab+TXyGkRLH6al9zWcVidfvvzLJx3vmqo1bPngFr698dv8x/P/gdfu5Y7Fd3DnkjuPqtoMOoPcPPtmbp59M3pC45Ubf8N9JU/yv/X3sc/XwnV/fgM3zXwrKefnsCeqc/czyPBS+4s80/YID+95iKHLevmPXSHee/GdJ71OIU6VkUwSe307qseDNS+PdHf30bfRNMIbN2AtLMQ1qwHV6STd10t0+zZSXZ0Er7nuqD5ZtrIyXHUzxlxmzT92RYsQQojTk06l0dJpCgrMFi9nY6pyyMjwW+PE260Nl5vGHY1Y+vqoWbOY5g3byBQWYpxk4lNRFC5XfNQYdn6g9TBQUkzdj75F9/d/St9v/nzCGG12Gza7nf5s8jO4ajn5l69BMeCtluBJx1ul2PmCWsp6I8KDxhAAqxQPlyheqhT7mNs6FZUFuFiguFAyDgouWczTb7iaX3zmI3TUVPF9YjRoVtwz62EoMjpYWlWNA/oQ210R4i8+yjW2JFcaxjF7TQpxJiT5KIQQ4rw2erv1yoqV/OOafzzu7VWnFWu+Qt7752DNd6I6Tm6i4GhX1F7B8+/ZzNJv3EIs+DIdcz+NbomQ3/7+497P5VTZ+FApA4M6176rA9vqu2EIPr7i41T4K05paqHNYuPzl36ez13yOQwM1HEqAI6kOq2sfPg9LBu8jbfefiX/++Fn+M3e3/LQgQdQVj5CQeuHcURnEyl4kkj+M1z/h8HDd3bDHY+9j8fbn+CeN91DwBk46bWK07fr3t8y3NhIsH4Gc995O5lUij2/v5fE0CCKolK6YgXlq1YD0Pz0U3Rv2YzNbZ5k1b/pRgK1tZO4+lOnulwU3HIbFpeLdH8fg48+ctRtFFUl7/o3YCsqzl3mmtWAxeMlun0b6a5O7GXlY+5j9flx1tdP+PqFEEKYzlYCyzCM3HbrYqy89XjbrTETkJmiYgY+/XkyRcUYp9FzskZx8JmYlw+/9BCF16yl9FMfRPV66Pv3bx73fi6Xmy07Ghno62PtmsXc9Kuf0ApcrHqoOCJpeCKqonCl4uNKfOiGgXoSr6fhctP/4jaW9fVx9RWX8T8vvcAzLp19Vo0Vj/2R/j89RHzrDjxrljNrzXLudkfMqkoLUFHG74jzut7L+9QC/Cc5cVuIk3XmTbaEEEKISTR6u/XP3/zzcbdbH0l1WCj4wLzTSjyOqMorY+bOPxBsfzcAXQ1fZrj6F7nqRuuoZYxcBmYC0udVGSr9IweH9uGz+/jCpV847XUoinJSiccRqtOKxWujOJXHL274GRvv2siykhUYliR9td+lff5HGS69n4x9EJfVxc2zb+aH19zD+5tuAuB3r/+OJT9awostL572mqeiZNLgBz8PkUyefAL4XChftZqGt9065rLKyy7non/4FIs/+CE6X3mZeH//mOuWfvTjLP3ox8+7xCOAYrFgOUF5jGKxjEk8jnBUmZW72jFaFxiahpHJnPkihRBCnDOvGrETbrc+kuF0MviZL5xW4nFEwO5g78c+R/P3fwJA8QfeTf0/fixb3WjDarPR399Lf38vNrvdnDaNmYD0+QMUXH05rXYzr/dm5cw+sD2ZxOMIw+VG9wfwD4d4d8bPv6plzNKsKFYrhbe/lapvfJn8t7wRR3ERFgPm4+TdSRd3fvseVANeJ86/6h28bsTPaM1TUTKR4Lvf/hrJRGKylzItSeXjGTIM45QqVU738SfyOaaq6Rw7TO/4p3PscGHHbzB+TAaH4z2V+KOpKF9Z/xXAnG49t3DuOXvdnA6FjQ9W0Tf4U5Z8RWGw4je0z/giP389yEeWf4R19xZz1W09PH5vEflBC06HkltbXIvTW/ttAD67+rPku/LHxH1kDEe+Nmdq9ONdXHEx69+7gXl//z26qr4LZPAOXEVw6Fo2/eSt5PvcZMIprt5bwm2f+RDvX/f3NA01cfkvLudLl32JL13+pZNK+J7suibrd38oZA4IevMbXOQHLbicE7PlaCQ2LZkcc7lqtaJaj34dg3X1DDUeyv2/xW4nUFdnfu9w4CosJBUO4yoomJD1nk/0hHmipDqOPtlMHDpIfN9eACyBAJ4FC3HWnbgSUlHMr4ky8tjTcYfbdI4dpnf80zl2uPDjz8WljL3syLhPJn7dMLgvu+34asVHg3r2JmefiNvtZuuOQ/T39XLHd39E7Sc/RPXH/54n1BRvVoM899I21lw0j+c2bjtq4IyhGNT948cBuFzxUqyaicnjxT76ujP93Rj9WJWqnX8wglzz8fdT/Q8fwur3MfDsCww9t5FHvvtzgi4PanSY2v/5Pyo/8jl+5ErQi8Z39R6uVnzcpuZhO0u/rJP5ux+Pxxjo6+N7d3+d299zByWusrP+HBfqv+mzRZKPZ2h4eHjCk4+RiNmbYbr1XpjOscP0jn86xw4XdvzhyPjvl6HhEEZGwUhk0NMZotEoRiKD6jr+n6mfbv8pA/EBSj2l3DXvruMOa5koim5Quu+/eMNVKvfu/RUfe+RjJBNJbq27EwAjEyGVVEiNyjXd8/IP0JydFDgLef+89+fWfayffabfvPNQ5wCWmB3FeWZbYfSI2XQyFAqh6uYB8SvfvpPBoTu49UMJ/vwjJ3lBBYueZnh4OHf7lXkref5dz/OJJz/Bo4ce5d+e+zce2/8YP33jT6n0VZ7RmmDyfvcTSYPr32Umrq6/vRebFR77rQun4+yvIRQKAfDqf4/dulV1xZXUXHX1KT1WcniIaFcX3vLDW4zbN7xI16ub8FfXUHfd9Vgcx29ufyGJ7tyJYrNhr6gYc7mtqAhHTS0Wjxc9HiO2by+hF19AT6dxNxw92X60uvIgHo9nIpede57pajrHDtM7/ukcO1y48Q9l3zIt6uG/obXlAYLBIMRikErB0BB1QTu4j9+L8bnYEH29Gk5F5ZOVNXjVc70VOMhQoZumu/+Xf/zcP/HnZIi/6sMU+FzcXG8mrxbOqTZjG+WvtiheTwN2FD5WXk2BdezAl6N+9rEYZHuF1wZtcKa/G9mfQW15AIJBIMihPzxAb28vtbW1NDU1UfSJz+Meef2zt7+6tIDVfh//M9DO49FBnjLCNKpp/rWohmrb2Uv8nuvf/VgsRl59CalUCoC1qxYzNDR0OP6zJBqVwT7HI8nHMxQIBPD7/RP2+COJzUAgcMElIU5kOscO0zv+6Rw7XNjxKxYdOHobhz/gx2vVaXzz33KTqAdsKnWP3XDMYTC6ofOjbT8C4BMXf4Ki/KIJW/fxKBYdhTg/eNNPcLmt/Gzrz/jM05/Bco0buAl/wI/fa24R6gx3sr55PT/Y/h0APrvqn6ksOpy0G+9nryc0Gt/3DABD79sIR7wuejLD0G/2EXxPw0lvI9edGYz3zyFQmJe7TwBwuXUgQXl5ILdmgHQ6zgDgUV0EgkEefvfD/Gjzj/jsus/ySucrvPeR9/LSXS9hs5zZQddk/e4rER0tc/j3Mq2By+0f8xqctefKxrX8s/+EdVRicLyqx+PRNY09f/wDdde/AYvd7CNVtvJiqq+4EoDGdY/T8uwz1F3/hrO08qktuuN10l2deFdejGof21cr7/o3jvl/54yZDDz6N6KvbcVVPwPlOK99Y8cQbnf6mNefKUUxT8IaO4a4AIvdj2s6xw7TO/7pHDtc+PGHsh+oZvTDwTV1DBPoi1E7vw4lmwAy7HaadjYedxjMr7UuAC7BQ09nmJ4JXPexjMSzZkAh5vXziBHi58NddKfMZFxTxzD+qHnbsJFhr5HgD9oAqHBpys5wd5SRj8bH+9kr8SNel9pamnY15V4XJZEg+IPvMPSxT530NnIlkSD46c8z1J/AiA4djiW7zsEoZKwpGDSf09LdSQ3QsqeFTGEhb3f5qVUt/Erv51A6wWc7DvJVSxnOU2jzM+66Jul3PzQ8TCqVoqAwOyCor5d9Tb34A2e3f3ksFj2rj3ehkeTjGVIUZcJPkEae40JLQpyM6Rw7TO/4p3PscOHGrzB+PAoKaEYu8QiY32vHnrj3yL5H2D+wH5fVxYeXf3jSXquRmCyKhR/f9GMMw+Dnr/2cTz75YUoqevjDrmpe6X6e9c3rOTBwIHc/a6KcuxYdve6jfvaaYX6NGPW66AmNzGCSwZ/twXdDDcpJTu62OK0UfODoieAjsSgcfn49odFyy+MAtN66Dmwq9Y/fyEdWfITLai5j9U9Xs7VrK9/c8E2+ePkXT/6FO4bJ+N0f7/dy9GtwVp8r+5hWhwPrafaiMgyDfff/mbxZDRTOX5C73O715r4vWbaMgw8/dGaLPU8kmhqJvrYV54yZJ6xkBLNnpLthDuFXXiI90I+9uOSYtzUMzskJ0rl6nqloOscO0zv+6Rw7XLjx52IyjrgsmUZJpdAKi7AqoPT2QjKNcYw/hYeMJAdIomBuuZ6s1+pwPApvVQLowGNGiEfsCWr+4YNssaRozfSzz0jSQfbDKhW0UJgrVT/GOG2MR//slZHXJTs529p/+HVR4jHUvj7y7v46odveddKTuw2Hk4HPZPuJH/lzOPL54zGqVy0GoHr1Ygy7ncYdjaxweahTHfyH3kkfGvfpQ7xLzT+FV+446zvHv/u5WEcd703EGi7Ef89nkwycEUIIcV7Qkxn6f7ILPWkOjLj7pbsBuHPJneS7zs7B0JlSFZUf3/Rj7lh8BwDdDf8fH3rsTn669ae5xOOs/Fm8d8Fd1Lz2e5zW09/Coic0Dl3/cC4x2HLL4xy6/mH0hHbaj+mwK3z0Di8O+6iDs2yyMyetm5cBC4oX8PVrvg7AV9d/lR09O077ucXJa35iHarNlqtyHJEKh3PfD+zejec4SbULRaqzg9CGF7FXVOK7eNVJ30/1mCdvRjI1UUsTQggxHkUB9eg0hJJIkPftr6Fkh4E8aZhtSpbgoliZGttZFUXhFiXI9Yq587HuMx/l184YzxqRXOKxEAsr0jZeu/0DeE4l3XJEs0clHqNuQR01a8zEYM2axdQtqEOJx057/Q6Hg098+vM4Ru28UFJplHQaraAIraAIJZVCSWVjUay8J5twfNoIs8+QQS3i9EnloxBCiPOCkcow+LM9BN8xk9cGX+eZJnMr8icv/uQkr2wsi2rhpzf/lIym8pudP2dOwTyurFvL2pq1XF5zOWW+MkJhndXf6zqj5zHS+thKUTicGDzNnKbDofCx951CK5FEgg8Xv4mnA6t5qmsjH/zzHTz3oZewnuH2a3HY67/4GdGuLvR0mle+9Q1m3/p22l54HndRMVvv+T4AtddeT96sWTSue4xoZxco4CooZObNb57k1U+sdF8vw+ufxVZQQOCyy1HGOZk9lky2t6h6BpNQhRBCnD1KMkn+3V9n+K6P0Oew8qphJtmuUyeuxdnpUBSFWwmSTiZ52p6kUFeZY3EzGwcNipMCxUooMsw3d+49s+dJjaqIVBQwDKz9vSip9LjVlCfD4XTyyZGKyKOecJzdHilY2edlL0k2OWL8xjnAF12lOE7h760QIyT5KIQQ4rwzUvV4Y8ONzC488TbLc82iWvjB9T/h1Xu+xMsP1uL3nacHaYYBTY14+17AHmvFmhrAkhpAXf2v0NkBAwOowJ9zd9iC/gkHuD3gcpmN5Mf7bzAIF10Eq1bBkiVwRI8+cdjCO99/1GWX/tu/j3vb2bfcNtHLmTK04SGGnnka1eMlcMVVx+zbqCcSRyUY9XSa+O7dKA4H1vypUTUthBDisKeNMDpQi52ZTL3BaYqicGPKxVcWLubVzfvOeu/AI57MrBTV9RPf9jRYuizA21Cjq0AvA/Iov6UMa58VS795/PplDsdnKAaGCwyngZ79r+Ey0J1guAwMB+g+g+T8DMllGskFmdNOlooLiyQfhRBCTHl6QiOTnbjc2t3Cva/fC8CnV316Mpd1Qqp+nlVVhcPw8stjviw9PZQeebvjDBVXdQMiEfPreH71K/O/DgcsW2YmIletQlm6FCbyIF5MebG9ezBSKfTs1rJUWxt6zPzeNXsOKApDTz2JkUrhnDefVHv7mPtbfD5sRUW5x0q1tWKvqMTi8aDH48QPHkCPRvFfcimK5VxPThVCCHEkJR5DDZkHF6nwEM95FFDgWsU/pfuf6+eidYdhmInHs9BQUImD4zULztesOLZacG61Yu0KAvehjpoH6ThO0aZiKCgxIKZwvL+gvgeyy7caJOdlSC7LkLhIg7eecRjiPCXJRyGEEFPaSG/DkS3G3/i3z5OekWZx8SKurL3yBPc+e5JJg5/8LswH3uXD4Zj8A2HFpoJNHbv12qaal5+qTZvgnnvg97+HxNH9fFKuCpKeejR7IZo9n/x/vw7LjGqoqICSEjAM9GiEW37xRnY0beLi/IX88tp7sCRTEItBPG5+jXzf2QmvvGI+bywGGzfCxo0ogF9R4OKL4cYbza9Fi8bfCiQuWLFdO9GjhydGJltbSLa2AOCsqwfIJSOjW7ccdX9n/Yxc8tFeXEy6r5fEgQPoqSSK1YqtoAD36jXYS8smOhQhhBAnMNLbcGTa884ffo34V79AnqFykXri4SpnSzKR4If3fIcPf/RTOKZASw7DbsOw280BNLnL7Bj2U29tY9+j4v+1A999dtToeMdUB9DtO8HSihrfT/d/f4l0vZNMiYFWrIMCSgx+FetnfzxFZdzGh1NFOOIWlAQoCQUlDmpCQUkoWPoUHNvN5KYaUXBut+LcbiXwCwd8AioWeIlerRG7Ok1ycUYmkUwTknwUQghx3oirSe6tWgfAJ5d/8px+Gp5MGdzzywh/d6t3SiQfVaeV+sdvRBtM0nLL41Tfdz3Wk5x2DZhJv9//3kw6bt58+PLCQjP5t2oVXHwxmTmLaXnHC2Pumn/zjeAbu1VadTj4xh2/ZdEPF3FAe51l6it85qrPHH8NmgY7dsBLL8FLL2G88ALKwYO5/+dLX4LKSrjhBrj5ZrjmGtmiPQ0UvvWWE96m+D3vPanHspeVYy8rP9MlCSGEOEXGaVTqZVSV+97/bgCuzriwWs/hcV4yyffu/jrvu+sjUyP56HLTuKMRS18fNWsW07xh20lPuwYgBd5Hbfh/5cD1yuFjw0xAJ7k4Q2KpuS06VT9IzWWz0P3FAKjxHmLXfwY9MDbJadjh5kCQ/0/voIMU+YqFW9W8468hA7YDKs6tVpxbLDhftWLfb8Gxw4pjh5X87zrRCnViV6aJXasRu+L0+1mKqU9yzEIIISZMMmnwg5+HSCbNA1CbzfwabbzLRhtJslXfdz0PlD/LkD1CqaeUdy199wSufGKNN1X6dKhOKxav+eJZvLaTSzzu2gWf+YxZtXjXXWbiUVXhLW+Bxx+H7m54+GEz8XfttWZ/xuMYPYV8VsEs/v1Ksx/hF5/+Ivv79x9/LVar2fPxwx+GX/wC9u8ntGkTxn//N1x1lXl9Wxv86EdmArK0FP7+7+GppyCTOXGsQgghhJgwyUSC7377ayRH7Zqw2W1YbTb6+3vp7+/FZrdjO0613kiSrXnDNjZes5aOmiocBlxmP0Fiawobb6r06TBcbnS/2YpG9wdOKvFobVLJ/7qTmov9lHzck0s8xi5P0/mTCE2vhej8bZTBf0wQu0pDz8vuoDGMcbd2j55CHlAsvFMxfy6PGyEOGcnjL8YC6dk64Xem6P1GnLZnwtAIff8eI3plGt1hYO1T8f/JQekHPdQuDVD8STfup6xwDna0i3NLko9CCCEmRDyh0zeQ4Z5fRhgOm4kil1Nl40OlPHtfCXfd7uHZ+0rY+FApLufx/xypTiuKx8Ivah8G4GMrP4bDeu4akMcTOuGIeXCWSJ55w++RqdLnrIJyaAh++EOzonH+fLj7bvOy0lL48pehqQkeeACuu85MRI6i2FQYXXlwxNbukSnkRsr8GX9q1adYVbmKhJbgrr/edcqVD/rMmfDpT5sJxr4++OMf4b3vNftADg7CT35iVkBWVMA//AO8+KIkIoUQQohzLB6P0dfbw/fu/jp9vT3Es316XS43L23Zwwc/8kk2bt7Dlh2NuE6QNBtJsv3prvcAcInqw6Ocu5688XiMcLbnZDwRO+PHG5kqfa4qKJUY+P5ko/w2LzWX+cn7vhNrn0omqDP0wQQtz5kJx9j12lF7Xw27DcNmw9rfi7W/96it3SNTyJWkmWhcpXhYhAsD+IXej3aqFa61ELozRdevojRtH6bzpxFC70qSKdBRowq+++2U3eml9iI/RZ9z4XrBCukze33E1CDbroUQQpx18YTO6pu6SGcPFq59Zw8vPWwmGc0v+MyHTm2oyKONj9Ho6cBpcfLh5R+egFWP73ixHM/Zqm48bboOTz8NP/uZmVgc3cvx6qvhQx8yqx2PV3aKmfituf8NNN/86FFbu0cPAtKTGSw+c9L3z27+GUt+tITnW57n/t33c8u8E2+jHVcgALfdZn4lk2Zl5u9/Dw8+aFZofu975ld+vpmQvO4686uq6vSeTwghhBAnFI/HWLagjnS2T+PaNYux2e25RGMwmM/n/uUrp/SYjarG9osvQjHgatU3Aase31GxrF7M1p1NJ0yYnq3qxtNmgPNVC74/2PE+PLaXY3yFRvidKSI3pU64jdlwuWneuI3a5fOO2to9ehCQkohBIICiKLxXzefLegcdpHneiHClcno/L8MNses0Ytdp9P5HHNeLVrx/teF5zI5lSMV/rwP/vQ50r0F8jUZsbZrY5Rpa7cRM/hYTS5KPQgghzrp0mlyyDszWfuk0uM7gA+DvbP4uAO+d/x4K3YVnuMKJN1LdOCl274b3vAe2jBrGUVsLd94Jd9xhfn8KLD47ee+fgzXfieowKxGOHATU/LbHqF93E6rTytyiuXx0+Uf5zsvf4YtPf5E3z3kzVvUMDzkcDrPv4803QzQKf/ubmYh89FEYGDArJP/4R/O2c+fC9debt738cpCJxkIIIcRZk06lSadSFBQUoSgKhmHQ399LOpXGdZo9+56wmZV1SzJWSqynPlTlXBupbpwM1naF4k95cL10+NhKK9YJ35YifFuK9IxTS87pgTwGPv15MkXFGNlqzSMHAdWsXkzjziYMl5ugYuWNSoD7jSEeMoZYY3hwKGe4qdYK8bUa8bUavf8Zx73eivevdjxP2FAjCp51NjzrzN+LdE2G2OUasWvTxC7VYOr/ughk27UQQojzwK+3/ZpnWp8F4B+WfeKcPvfIVvF195qNuJ/4ffEJqx4njWGYA2QuushMPDqdZhLyqafg4EH413895cQjgOqwUPCBebnEI4CR1sdO2tYM87Ksf7nsX/DZfezt38svXvvFGQQ1Do8H3v52uP9+M/H4+OPw2c/CggXm9bt3w3e+Y/aNrK42r9u8edxeRqPZ9CTuTPS4txFCCCGESVEUVFU94wGA2404r1jNT62vS53bYS8ul5stOxpZv2EbAOs3bjth1eNk8v7FRuV1flwvWTFsBpE3pej8ZYTml0MMfCFxyolHAMPpZPAzX8glHgGUVBollUIrKEIrKEJJp1FShysLrlZ8BLAQQucJI3xWYstxmBWRPd+P0fj6MO1/DDP4sQSJhRoAtmYLgV87KHuvl9rlfgq/6MK5yQJSEDmlSeWjEEKIKe33O37PnQ/eCcDb265hTv6cc74Gl1PF5zW/dzqmaOKxtwdu/7BZEQiwejX85jdQXz8pyynyFPGPa/6Rf332X/nKs1/h3Qvfjcs2ASMMXa7D262/9S3o6IB16+CRR8zBOR0d8O1vm18NDfCud5m9L9vazF6XTU24Dzbx1JaDFKe6uafmM/xv7QmmdAshhBDirNhpxLlH70FXYM0Tz9Kw+s2c+pzsM+NyufFlB7u4nFMz8aiEFYq/7Mb3gB2A5JwMPf8TJTV3gjNux0gsOxSVm5UAvzYGeNwY5grDi3ci+nTaIbE6Q2J1Br4Aar+C+3kr7mdtuNfZsAyoBH7lIPArB+lKncibU8Qv1rD2qFjbVGxtKsVNTppoIr8/ny94/pl7+MHZX6c4IUk+CiGEmLLu3/cA7/nbe9ANnVsbbuGr694x2Us6yqT3dgTcg5tRV33ETEBaLOYQmS9+0ZwWPYk+verTfP+V79Mebuf7r3yff7rknyb+ScvLze3ld94JkYjZH/J3vzOrI/ftg6985ai7WIHSkbsn2yZ+jUIIIYRgtyXN9/VhNGCeZuX/+/jn6dj8lnOefDyeSe/tCMClVNxSjq3DPK4buivBwBcSGOe2SPQolyhe1hkhutF4xAjxdmXiJ5TrBQaRt6SJvCWNEgf3Mza8f7HhecqGrU0l7wdO8sbJLfqoAQO8unfC1yjGN0XLN4Q4PXoyQ/9PdqEnZfKpEKcrmTT4wc9DJJOTe+j3VNEm3vXIe8gYGd4y5y38+o2/xGpMbO++03kPOeeTq0fr60P59Cco3/OfKL09ZpXjCy+Y26snOfEI4HP4+PLlXwbgv174L4YSQ+d2AV4vvPvdZjVoZ6e5Jf2yy8yt2JddBn/3d/DlL5P64Y/5+6V/4LqVG/nqrK9js51wDo8QYhIoiQR53/4ayugBWkKIU5JMJPjut79GcpL/HW1fsZTvOqOkMWjAwScSHhzZicoT5XTeQ8715OrRlDDk3R0EnsXWYUUr1un4TYT+r0x+4hHAqii8RQkC8LQRYsDQzunzGy6IvilN9//FaNoSoudbMWKXpUmX68SXa4TfkmLw4wna/98Qb7S+iTrq+Ebs61htNmx2OdA71yT5KC4oRirD4M/2YKTGJg4kKSnEyUumDO75ZYRkavKSj88WbuYTS76FpmvcMOsG/nDrH7BZJv4g4VjvIVPOwIBZ2VhXh/rT/wNAf88d8NprsGrV5K7tCB9a/iFqg7UMJgb5xovfmLyFFBXBRz4Czz0Hzc3mf3/1K/i3f8P+oQ/wH+veRrurmkf+UMHGh048zVwIce4pyST5d38d5YgEhSQlhTh5yWSS7939dZITnOg7np0L5vKFn3+flAIzcfAPajEOJv5D3GO9h0w1SlQh+H0HNWv8BH8aACxEr4rR+kSY+Npzm+A7kYsUNzXY0YC/GkOTtg49YBB+R4rO30VpeTlExwMRer4XY+DzCRJ3wjd3/YRfbngQmPp9PS9UcmQtpoXzJqEghOCFgm18bMk3Sasa19Vcy5/f/mfsFvtkL2tKULUI+S33oi5sgP/8T4hEMGY10Dn7cxj3/B/4fJO9xKPYLXb+35X/D4DvvPQdOsIdk7yi8Y308vR5VUk8CnGeOV8SCkII2Dt3Fp//7n/8/+yddZwVVf/H32dubzfdSEmDAQqYYIEKJupjYWE8ggE2NvpTxMJC1MfAwkQRxAAUEJEGCWXJBbb79pzfH7O7bOfduLvn/XrNa/fOnTnzPRN3Zj7nGzjDQunqN/FfLQF7XSslNwekBN0B3EOHMe2IfcaBKVPD18YHXE3yiynoMU0pIN1AE4LxWhQAv8s8kqSncQ2qgGDI69ncUVe5QqFQKBoNl8/FluQtLNi2gKf/eIZ7+77MLYNm4jF5GZbWjwXjPsNubgJxJY2IsGgInETv/5RO624h5uDniJwc6N4d3n8ffc0G8mJOaGwzK2Viv4n0b9Ufp8/J48seb2xzFAqFQqFQBAApJbquI2X5ophPSpKkl/Uyn0UWF88+8wjTX5lJXlgox2zexlRnKI4WLjxKqwVpicCcdiXm9DXAs5gyTfha66Q8mc/+7w4C/6MBHENrzbHCQW/sSOBLPbOxzVE0URo/IZRCoVAoggLd7Sfj/R1EX9UTzVZ57sXCnHler/HZbC6ZQ2/26tm89MdL7MncgyyeVryd8ee49D68vuk+QkJCA9yLIMPvR/vfPLr+85CR0xGQnbsgHnkYrrzS2LE5TXOEuTia0HjqtKc4b/55vLXuLaYOm8oxscc0tlkKhUKhUCgKEC4XUXNmkzn5TmQV+Q0tVgsWq5W0tJRi86xFefR+13P5XmaRgo+iWsw24NILAei2bQf/d+3tpK3c1KSKyzQ4EkKXROKLTysqJuOL85LxXy85l3mQdtCyGtnGajJei+JJ/TDrcfKvdNNNNGaBHkVTRImPCoVCoagWhekLoi7tDlWIjw67xqpvW5OeoTP68mR+/DihKJT1t32/MWXxlKJlLZqF7jHd6RnXkx6Rx9DL0YPjHwjjmC/Hodlb8G1q6VKYOhU2b0YAXmsspuefQLvp+hJKrrCaiL6uF8Jav8V46so5x5zDiI4jWLFvBQ/98hAfX/RxY5ukUCgUCoWigML0BVnX31Kl+OhwhLBuSyLpqamMGj6AZSs3EhMXh8MRQpL08D+ZRmGyKw2Ix0wrLLT2Q4ccJ+MvvpaU5WuRLTjvnm2dibhHHdjXGc+6/mg/poy7OPDDVPytIoqWkzYb6VOmIRu12nbVdBE2hhDCX+SzQM/gHq0VQjRhd01Fg9OC3+oUCoVCUZ847BrhYcb/hfn0/Lqf2xfdDsAFvS7g/878PzpHdcasHb0d+bLd7NG/q9K7srmi7doFjz0GCxcaM0JC0O++l+yE84ieNBAsJfeLZjMRO6lPwxtaQ4QQzDxjJifNO4lPtn7CvSfdy+A2gxvbLIVCoVAoFLWgeA698IhIHI4QpJTM1zPwAz2w8R8tljjMmAtFKBOYLFmE5OUjW2revX2QcEcIYV8b+cylVZJ5nZvMG7OIfN+OHlkyz7m028mYOr0xLK0xF2pRrNfz2Ymbrbjoi6OxTVI0IVp2ggWFQqFQNChvrXuLDYc3EGIJ4eWzX6Z7TPcSwiMYnnyOiZ2bnCefzSqYfHUYNms9jeJKCQ88QPjw4YiFC0EIuOYa2LUL7dFHiL11SFAJsrrbT9rcbejuo4W+hncYznk9zgNo3MrXCoVCoVAoAs56nPyNCw2YqMXQWliOCo8FSJsNHnmkyXny2Ww2bp8yDVs92hX5hg16UiQ85p7jYd9POaQ/4EKPt5ExdXqVXqdNBeFyET1rJsLlKprXWlgYLgzPg0V6kMSLKxoMJT4qFApFM8Xp0snOOTo5XXq11snJNZZzuateviqKC3Zp+Wk88PMDADww4gHaR7Qvdx3NZiL0yq5NTmiz2QS3XhuBzVYP4qOUcOutiKefRvh8yFGjYO1aeOcdaNs28NtrAArD9KXHX2L+tJOmAfD5ts/Zm7m3MUxTKBQKhSLocTrzyc7KKpqczvxqrZOTbYhCTlfVy1dFccHOI3U+1dMBOEWE015Yy11H2u0wY0aTE9lsdjv/nTodWz3ZFf2CjdjHHeACd38fBz/P4cgb+fg61/15uzEoDNMXbneJ+WcJI2R8B272Snd5qypaKCrsWtFs0F0+/LlGdQt/rhdh0Vp2vjhFi8bp0hk29nBRwRcw0gSu+rZ1Ue7FqtY587JkVi+sePnqUCjYAUz97mHSnel0je7K1GFTa91ms0NKuO02eO01AJxPPol9+nTQgnd8sLLf45M6nMTx7Y5nzcE1vPTHSzw/5vnGNFWhUAQJwpmPViCaaNlZRoXYFpwvTtGycTrzGdy3C17P0aJzFquVdVsScVRwXZReZ9SwAazfuqfC5atDoWAH8K2eSSp+wtA4X0TWus3mSPRsGzGzCkKQ74ODt+QigzgdYmW/x62FhQE42IiTJTKHG1ThGUUBwftmo1AUQ3f52D1mIfsmLAZg34TF7B6zEN3la2TLFIrGweulhPBYel55IbGl1/H5ii1fSkyq6bW18fBGXv/rdQBmj5mN3dy0RrsbDSnh9tthzhzj4wsv4J482Qi5DlKq+j0WQnDXsLsAIww/y6XCchQKReUIZz5d+nah0/ABAHQaPoAufbsgquHppVA0R7weL16Ph9jYeOLiEoiNjcfr8eD1GM9q5YXEFl8nNjYen9d7dPlSYlJNr6006eN7mQ3AeBFFqGha0SuNSdSLNmKeN4THjNtc8CRBrcJU5/d4tGY4HqyVeaRL9T6uMAji017RUnG7Ja++k43bLYvmSa8O3lIu614d6dXrLJooFM2RikJiy6Ou4r6UktsX3Y4udc7qflZRzr8Wj5Rwxx3w6qvG5xdegP/+t3FtCgCV/R4XMr73eDpFdiLHk8PcdXMb2EKFQtHUcbtcvDhrJu4C4UR4vAiPB19sPL64BHyx8QiPB1EktBgvvbURTRSKYEYIgaZpZaoKVxQSW7hO8eUDIe5/qmfgRdIJKycX5PxTQNRLNmKfKxAeb3WRMc0FwTu+DFT9ewxGsaFOWPEDP8mcxjNW0aRQ4qMi6HB7JHPey8XtkVUuq7v8yiNSoagj1RGTKuPjLR+zYt8KLJqFF896scwDcotESkNofOUV4/OsWXDnnY1qUkNi1szceeKdALz4x4t4/d7KV1AoFC0Kt9vNyy88g7sc4aQ0wplPp2HKI1KhqC3VEZMq42/p5C+Ma26iFoOmnvMAiHrZRuz/FQiPk12kNwPhsQRCGCmCyjneQghGF+R+XC5zcMngzGupCCxKfFQ0C4RFA0up09miGT/wdRBNFApF3cj15HL3j3cDMOXEKfSI7VHrtoTVRPR1vZpcFewaIyVMmQIvv2x8fv5543ML47pB1xFhi2B/9n4+3/Z5Y5ujUCiaMNJqQVqtmNNSMKcmY05LQVqtSKvFEE68XkM4qaFoolAoilGJmFQRPimZr2cAMEyE0q0O+f2kzUb6lGlNrgp2bYh6xUbsswXC4y0u0qcHsfAopTHVkCEihBhMOJGskLn1YJgi2FDio6JZoNnNdF18Hh0XjAGg44IxdF18XpOrlqtQ1IXyUg7UlsJcj4FIRVCZXU+teIqknCTahLXhwZEP1mk7ms1E7KQ+9Xpd6x5jYMKf6y2RDzNgSAnTp8OLLxqf/+//YGpwFt8pM+hjFsa8ahJhi+DGwTcC8Pyq55G1eLBVKBQtA+kIIXFLIntXbgRg78qNJG5JLFlwRoigzperUJRON1AXAp2KoCLbfpU5JOHFjmCCiKrTNqTdTsbU6fVaBVu4Dfu17KwS+TADSeRbNmKfMYTHzJtcpN8XnMJjiUGftBSkxYK0WootIEHXKxQmzUJweoH341KZjV8957V4lPioaDZodjOmMOMH0RRmUZWu60h5BUkUjUtNUg5Uhu7ysXf8D0BgUhGUZ9eR3CM8/MvDPL/KqGT87JnPEm4Lr5PdDUHmxzsBY79kvL8j8Bt46il49lnj/5kz4e67A7+NBqL0oE+nL85Cs5sr9EQvT5i844Q7MGtm/jr0F8v3Lm8IsxUKRZAiHSHoEUYFXT0iUlW6riPlFSRRNC41STdQiJQSXddLDODVRyqC0rblS51FehZfyUwAxopIokTTf/eKmPsaYOyXqDmzA95++EdW4h4rEB4nuUh7IDiFRyhn0GfVRqQjpFJP9NKMEGHYEaThZ51U6TBaOkp8VChaALXxmKtJQRJF08NiMaby5kmvDr5i50IAUxFsT93Ojd/eSKfZnXh8+eN4/B5O73I6V/S7IiDt1zdRlxlh4R0XjCH6qp6Bbfyll+DBAu/PBx+EadMC234jUHzQp9AjtUJP9HIGhDpEduCSYy8BYNbqWQ1ktUKhUDQvauMxV1lBEkXTx2K1YLFaSUtLITU1mbS0FCxWK5Z6TkWQLnQ+1tO5Rz/AApmJC0kHLEUebk2d7Em3AIb3dObkOwPadthXFuKnG8Jj1hVu0h4OXuGxkOKDPtIeUjSvSk/0AkKExoiCAkRLZLaKcmnhKPFREXS43IZIkpOr43Sp3I3VIVAec4rgwWHXWPVta5bMTwBgyfwEVn3bGoc98D/7UkryIv/gsq/Op/ervXlr3Vu4/W76xPdh3rh5fDfxu6ApMqNZjf1jCrMENrx73ryjlaz/+1947LHAtd0EqYkn+l3D7gLg2x3fsjNtZ4PYp1Aomi5OZz452VnG/y7lKVMdauMxpwhuHI4Q1m1JZFmBALRs5UbWbUnEUU+pCPZrPnq/9DRPhWSzVObgRhKPmYkimulaa8xB8pwnbUZItx4RGdDw7pAlZhLuDEFIQc4FHlKfdAa98FgZNfFEP0NEoAGJePgH9RvVkmn6vtEKRTGcLp0zL0sGYPTlyVgs1JugolAEOw67Rrgx2Eh4mBbw6yQpN4n5mz5l3l/vsXfwNvbuNuaf1uU07h52N2d1PytoRMd65dNP4YYbjP+vu86obK32SxGD2wzmlM6n8OueX3lh9QvMPHlmY5ukUCgaCaczn8F9u+D1eAAYNWwA67fuKSmoKBQKwBAgwwsEoPCIyIBfJznorNaz+c2fw/4QH63GnY0OdMXKGC2CQYSoytaA4zczrSaHIvyCvDO9JM/KB1V2oIhYYWaICOFPmc8SPZsxtG5skxSNhBIfFUGF1ws+X8nPXi846i8vcdDjdOnk5Boeoi63TkS4EmoVtceluVma8Cdftv2V397aiC4LvI91ExHJ42h16GYWTjtDDQgU8v33cMUVRkLuSy6BN980KkkqSnDXsLv4dc+vvLfxPe4Zcg+RkZGNbZJCoWgEvB4vXo+H2Nh4ANLSUvB6vDgcjWxYE6a4p2hOdhYWq0WJtYpa4zWb+XPYEJaeOZKVodn4JaCB1HVSf/yVpHkf8tL7XxPiCG1sU5sEtrUmWl8XiuYW5J/s5cicPCib+rDFM1pE8KfMZ710ctCrvB9bKkp8VCiaCU6XjrcgnYvFYni9OV06w8YeLpp/5mXJrF6oPEUVVeM3Z+G1HeC7f/7gSHYim3r+wgFHCqtjNpNjKQiDk9AvfgDJKy8g8siFmL3Gy2IwDwgIq4no63ohrAEYsv7xR5gwwRgxOfdceP99MKmh8PI455hz6Bnbkx1pO5i3aR5PtH6isU1SKBSNiPKaL4vTmY+3IG9focBYxlN0+AAsVmvZ8FuFohRaiIPQHt3YavLi0nR8903hUNfObBw6gKzoqKLl4nWNP557EfevK/EeTiYjPQ2fxwdBOiAgbTbSp0xD2mx1bsu2wUSbq8PQnALnUB+H385DBunzb33TRdg4Bhu7cPN5TgpjCWtskxSNgBIfFU0Sp0snJ09n7gceJl3pJzw08CGjzYnSImNhOHqhZ2ghPl9wC0OK+icv6ncO9r4Tnz0JgInfFHzR+egyMe4Ixh0ayW0PPkyfdkM48YvDRR7J5RW6CSY0m4nYSX3q1oiUMHs23HMP+P1w6qnw2WdgtQbExmChJkKuJjSmnDiFm7+7mXmb5/HI6Y9gNbes/aVQtDQyM9OZ/vJMLrz0WkLDwpVYVgmlRcZCgbG4p6gQAiml8hZVVEpY394c8+r/YevUHoC3yTO+uOnqomVCc3I57ZtF9L/wWlqZ7QyZ+37RuWe2WLCUU9U4WJB2OxlTp9e5nfDPLMTdF4LmFrj7+jj8bh6yhf2E1VTIHa1FsEtP4YfcDM7QQrCr8iMtDiU+KpocpYW0D788mtuxKgLqtRRElBYZS39WKKrDd/98zb7+VyFNRjiE8Ns5Jr4zXSI6Er0C2jnj6ZXTiZPSBmCRZrokDMBk1/jx4wROvSiZJfMTiIlu4QMF+flGfsePPjI+n38+fPABLfEtsKZC7pX9r2Ta0mkczjvMNzu/4aI+F9WjdQqFojFxOvM5YVAvfF4vzzzzTJGYVhWB9FoKJioKR1coasI/mo+B89/CXJAQXHe7aWVxkKBrdP7sU+Izsui0Zz/H//YHIUkHSTz/BnRHKOu2JJKemsqo4QNYtmpjyx4o8ELcYw4i3zV+g5wn+jj8Rh56ZMsr6llTIXcADmIxkSb9rJJ5nCrC69E6RVNEiY/NDN3tJ+P9HURf1TOwlVobkPKEs+qKaQHxWmpGFHqhFe47szm4vdIUNcdmFUy+OgybtfIQtve3fcCkxTciTX5C00fS9u/ZmD0JrP62DaH4SHxjYYXr2m2G2FgfRW2Cij174MILYcMGo6DMo4/CAw80+xyPgRr0CbWGctWAq3hlzSu89udrSnxUKMpBuFxEzZlN5uQ7A1qptaHxerz4vF7i4+PRJaSlVk9MC5TXUrBSOhzdYrVgsVpJS0spNs8a1J5pipphs9m4fco0bFUI8htMXt6052EWYeRv3cH+6U9waMsW1m1OJAroct9j+GLjjecXWVJIK17YxmFvucKjKUXQ6uZQHGsMCSXzehdpD7iafY7HQA36aEIwSgvnCz2TX/QcTtHCVIqNFkbzfiNqgUiPn4x525Eef2ObomgCOOwaq75tzZL5CQD8+HFCyxaHWiA2m+DWayOw2Sq+ub/bcSHX/nA9fuknPPkcOmx6F4unFQJjHWHRwFLqvLFoxnyFwdKlMHSoITxGRMA338BDDzV74RGODvoEYsDrliG3APDznp/Zkbqjzu0pFM0N4XYT88IzCHfzSNivaZp6+awDDkcI67YksmzlRgCWrdyo8j22MGx2O/+dOh1bJYMRP55/Dq/Y8/AJyFi5hj233Iv30JEikVFaLUirFXNaCubUZMxpKUirFalE7CJsG0y0Pzccxxozuk1y5MU80mY0f+ERjg76BGLA62QRhhlBEl520TzuY4rq0/zfihSKFo7DrhEeZlzqhR5qCgWARPJSt094svc7AFx57LW03/Yamiw5sqnZzXRdfB4dF4wBoOOCMXRdfB6aXTnP4/fDs8/CmDGQlgZ9+sCff8J55zW2ZUFJ7/jenNz+ZABeX/t6vWxDd/tJm7sN3a0G6RSKZoWUZTy2WgLFvdLCIyKV8KgowdcXj+WpF59CF9DXZ2bztbeh5ztLLCMdISRuSWRvgYi9d+VGErckItW5BBLCP7LS9qIwzIc0vO11Dn6ZS+54lfagNkQKEyNDjN+rX2VOvWxDuFxEz5qJcLnqpX1F7VFKhKJZU+ixNav7R5xx8q2cO3wKE06czhmfj+bcj87l4s8u5paFt/Bv+r8B2V6wvdS63ZJX38nG7S75sK67fPhzjZtqsPRFUTN0dB7vNY+Xu38KwJQhd/LK6LcQsnxBUbObMYUZw7umMIsSHgF27ICRI2HaNNB1GD8eVq+GHj0a27Kg5rp+1wHw7sZ3yffmB7x9FSGgUDR9pJTIagqJ0mrh0xv+wzWfv80NH73Gzd98yDMhecz2H+E1fwrv6mkckJ6A2BVsL7Vul4sXZ83EXcpe4cxHy84y/ncF/ndW0fhI4MPrJ/LKtNsBGO61cLUrFN1d/rUgHSHoBSK2HhGphEfAlCRo859QEqYZhWXyT/Jy4LscPP3U80NdGBceC8BfMp8sGfh92dwiBJoT6u1REVRYLEbewupW1tXsZv6eo/Ha5wtKfrFvV4mPizd8z4b/biIiPLJO9hW+1EZd2h2CIOem2yOZ814uV10UVhSWq7t87B6zELw6AHvH/0DXJWOV2NQEcLmNY5KTq2OxUCKE3u2WzP0oh0kTw8sNsc5x5/DXob/48+Cf/LF3NStHLueQIxWAKbsu59kpM8lXoW/Vw++HWbPg4YfB5QKbDZ54Au66y8iVpKgT53Y7l9ZhrTmce5iPt3zMdYOua2yTFApFA1E6h2F1Kuv+azfx+v1TkSV+fr0FEyBhc14qMywdCK9jvrrCl9qs628Jipybbrebl194hmuvv6UoLFc48+nStwuioHpxp2EDSNy6R4lNTQBngRCck52FxWop4cXqdrl4fc5sbp58Z7kh1m6psw8Pe6SHPbY89v/6DUmdOwIw/p2POOfiW8hGPaNUiwJvx7gnHGi5AmmSZE52kz7VpdSTANDfFkpbLCTh5XeZyzmibu/fiuBBeT42YZwunZR0P3Pe85CZrTe2OU0CR0FlXYAl8xNY9W3rSnMYZroyuXmxkUPsQsfZfDnhS+ZPmM/b497m5bNfZubpM0kISSDRv48pS6Y0SB/qSkXeioFCenXw6vgpGInySWOeolFxunTOvCwZgNGXJzNs7GGcrqPHpVBIdnuOnhdSSmb8OoO+c/oSOTOSU987lXuX3suCXV9wyJGKWTcxY9sNTN59UbVybrXUavIl2LYNhg+He+81hMfhw2HjRrj7biU8Bgirycr1g64H4LW1rzWyNQpF/eF05pOSfITp06eTmZne2OY0CcrkMKyisq5XSt7V05ACBu1J4nZfFDeKOK4RsUwUMVwkoojXNbJC7LwrMqrtTdmYVOStCDXzCK0I4fEiPB7c8a3wxcYjvF6Eqpzd6Did+YwaNgCAUcMHMLhvF5zOo16phUKyu5Q311I9m0f9Sdyu7+cZ/QifyAz+sHhJ6twRoev85/X3uO3RZ9GqITy21GryxTHv12gzMZSE6SFouQJ3bz8Hvs0l/V4lPAYKIQSnakal62UyBz0IfpcVgUFdQk0Up0tn2NjDRVWKP/n2CKsXHhXaqvJyas7UpLLu1MVTScpJon1Ee965ZT6R9rIjK33CezHuqwuYt+Udzu1zHuN7j68XuwNFed6KNfUIrQyv38vMHu/xYccf+M/ec7hr1xUBslxRF7zeo8e38LPXC45KHC9W7FvBo8seLfocbY/m+HbHMzRuCB1e0xmY1YNYT/VHG1t0NXmPB557zqhg7fGAwwFPPQW33w6mFizG1hM3Dr6Rp397mrVJa/nz4J8c1+64xjZJoQgoTmc+g/t2wVvgffb8rFms37qnSGirysupOVOTyrrfykyS8BKCxhVdjyNKlH216Znn42lrJhvN8KvM5VQRXi92B4ryvBVr4xFaETqSD26dxIe3TeL0RT9x572PBMx2Re0prAAfE2OEpKanp+H1eHE4Kl4nSXr5WGYUfbYj6IyNrh7JCbffSo99h4hLSau2v2OLribvh4j3rcQ+7UDLF0izJOMOFxm3usHa2MY1P4aJUD4ngzT8bMFJf5TndUtAiY9NlEJhoRCfr6TQUJ4ApSjJol2LeGeDUUjjrbFvlSs8ApzT9Wyu2HcWH3b8gRu+vYET2p1Au4h2DWlqnSn0CD31omSWzE8gJrpqYbY8juQe4ZIFl7C8y3IA3uz6FUmOVD7xjSGk4M6ru/1kvL+D6Kt6BqS6raJ6VCYwO106ObmGF6TLrRMRbhz751Y+B8B5Pc7jhTEv0C26G0II/DkeEh9b2OB9CEqkhO++M0Kqd+405o0aBW+/Dd26Na5tzZgOkR0Y22MsX+/4mtfWvqbExxaE7vWSv20rvtRUvGmpSI+H8GHDcXTrXrSMlBLX7n9x79uHLyMd3e3BFBaGvXNnQvociyhnQMD5zy7yt23Dn5uDKTQUR89ehPTq3ZBdK4HX48Xr8RAbF48mICUlpYTQUJ4ApShJonSzSGYDcJmILld4BOimm/nPS2/y7tTJfCYz6CXttBHBVaK20CM0PTWVUcMHVOkRWhH5UmeePY8N99wGwHfjzyUlJpJrkEX6inC5iJozm8zJdwZFaHlzwWK1YLZYSE9PK/hsLRKYnc58cgpydDpd+UREGu80Pxac/92xcbUWSyvMaEKgebLosvhnfHEJjdCT4MO+ykTcow5sW43fEHc/H8nP5+PprSK/6guH0DhBhLJc5vKLnkt/kxIfWwIq7FrRLMlyZXHjwhsBuG7gdZzV/axKl5+24z/0iulJujOda76+Bl0G382mJh6h5bH6wGoGvzmY5QeWY/NbueTAGQgpWNjmN879chyZrkxAFWtoLCpKOVDoJT36ciMk+8zLknG6dHak7uDbnd8C8Ogpj9I9pnu1QqsVxdi61ahiPXasITxGRcGrr8LPPyvhsQG4ZaiRMuPjLR+T4cyoYmlFc0G63eRv3oQvOwtzdHT5y/h85Kxaie524TimB+FDh2KJiyVv00Yyf15aJizVuXMnOatXYY6KJPy447HExZO79k/ytm5piC5VihACTVOP4zXFKyXv6GlIoD8OhonQSpe/8tW36e434UHylp6KLwjD/GriEVoeB6WHJ/VDbDD70Hw+zv7ye8xeL2tOOZlnHLlFhR9UsYbGweEIYdmqgnQDKzeybksiDkdIkZf0qOEFIdnDBuB0GoU6VslcAM7TImkjLGjqOa9GmPdqtLoxhHaXhGPbakZ3SNKmOTnwda4SHhuAUwq80LfgJEWq1A8tAfW008worEzsz/Wiu3xVLN18uXvJ3RzIPkC78HY8P+b5Kpd36DbeP+d/WDQLS3cv5cXVL1a4bGa2n1lvZJGS5i+Rc68pY7MKJl8dhs169KGk0FtOInl1zRxGvjOSpJwkOkd04pM/nuTJrbfw8oa7sfmt/Lr/V0a8M4J9yXuKqmC39HOsMYgMNzH56jDiYkxFAnNFXtIvrH4BgFM7n8rgNoMbw9zgJTUVbr0V+veHH38ETYPJk2HXLuOvEgrqhO72kzZ3W9H9qiLO7HYm3aK74fQ5eW/jew1kXdNj2/wPWfXUE/z98XwA/B4PW//3Hn+9NJt1L79E0upVRct68/LYPO9t1s5+gb/nf4TuDb6Hec3hIHbCxcRdOIGwwUPKXUZoGtFjziLmrHMI7dcfxzE9iBh2EqH9+uM9cgTv4UNFy0qfj9yN67G2a0fkyFOMZU86GVvnLuRv3oQeZAJLYWViLTsL4Wy5VYoXFoRbOxBcpcVUObhm8vuZ5ArBjmAfHr6SmRUum5mZzrNPzSAl+UiJnHtNGZvNxu1TpmErlauvsIDJKk8mT/oPcQQfEbrg+StuYuqTs3n6tvsJzc5hr8nP0/ohjjizi6pgt/RzrDGIiozm9inTiItPKPJsLfKSjo0nNjYen9eL1+PlV5mDD2iLhWOpwENVSmNSlEDkQMzTdjqeFk7YIsPnN2e8h33Lssm8zQ3B5Rjd5BAuF9GzZiLKyVtbnI7CSjdsSGB5gZCuaN6oN6hmhO7ysXf8DwDsm7CY3WMWtkhxaMm/S5i7fi4Ab459kyh7VLXWG5QwkCdOewKA6T9NZ9ORTWWWcbp0Ro0/wtvz8zhlwpEyRT+aKjab4NZrI4pC9Au95c64Yi9JvaZw/2+349W9nNFlNH9csYpjc7oCMCb5RN5b+wgx9hi2JG/hhBeGsvTqt4CWfY41FqWPY0Wk5qcUiTV3DburzPfCooG5WBsWzZjXkvF44JdfjMIxxxwDc+aArsMZZxgFZV59FeLiGtvKZoE/x0PGvO340l2V/n5oQuPmoTcDRuGZYCgUUR+0PXEYPcZfVGJe+xEjGXLHnQy48SYOrfkDZ5oRpndgxXJijz2WoXdOwR4dzeF1fzWGyXVCmEyYKktyVrCMJb5sOKGtg1HZ1ZeVVTTPc+Qw0u3G0aNniWVDevZC+nx4Dh4MgNUNg3Dm06mgIEWn4QOMisUtUBzaUyzc+lIRQ3QF4dalSZAmLhcxACyW2WyXZV+Mnc58Thzcizdfe5FhQ3qVKfrRVLHZ7fx36vQSIfpOZz6njBhMtwfv4rMY8AjorJt5xBnOwD/+AikZuHYDL118LdG6IBU/z+TtIee2/wAt+xxrLMo7joUIIYpEdg+SX2QOAKNFRBnxXVotSIsFc1oK5rQUpNWKLJYjNBCFi4IOH9j/NBHzjJ2OoyKInmNHeASuQT4OfJ1D8ov5+Nu0sH1ST2hZGcS88AymlOQqfz9OEWEArJC5eFvaOdkCaeFvm80L6dXBV+yi9eotrkpxtjubSd9MAuCagddwzjHn1Gj9u4bdxSmdT8Hj93DFF1fg8pV8MK2o6Eew4fWC2+9k78DLyGrzGQBxe+7g0/MXEhcRD8WEqCG5vVlx5TI6RXTisD2Ny45/gD+itxY01PLOsWBg7sbXcPlc9I7rzdnHnF3me81uptMXRiqCjgvG0HXxeWh2c5lCRWZz7QsXBQUHD8LcuTB+PMTGwmmnwfPPQ2amIUB+8w0sWQJ9+za2pc2Gmg6SXTvwWmwmGzvTdvJz4s812pbbLXn1nWzc7qP3Rd3tL+m9XYX3ZVMgqktXTLaj2e5NViuRXboY/9tsOOLi8OQYL6FpO7aTMGAgAPEDBpK+fXuD29uY6C4nAJrt6Iu7L92oIm2JjS2xrDkmBoTAmxE8VaaFx4vwevHFxhtVij2eFlel2FcQbq0DfbFzUhXh1qUZLkIZKkKQwDw9lTxZ8jegsOhHoZeZ1+PBG6T72OXx0PPlZ+gw6SoADr7/KZPzQ4my2JBWa5Ew1WX3Xu73RdPOr5EdHcldH73J8gnnt9hzrKlSXDBca/aQi04ERt68Mss6QthbEMK9d+VGErckIh0hJQoXpaWl1KlwUTCgpQnCFlhIuDWEzgMjaDc+nOhX7JhTNHytdY68lMfBr3JxD276zwLBQk0HyYaKUMLQyEVnnazZQIfb5eLFWTNxl/KwFG7js5adVaX3paJhUeJjHSm8EQR8oqzyLyn7fYl55YwW1Jt99TmV0/cSfa2g71JK7l5yN/uz99M2vC3Pn/l8tbdZuK80ofHe+e8RZY9iS/IWbvz2RlLzUqt/XIq1Vd/7p0z/K9kvpSe/9JPU+06ckWsRvhA6bJ5HQuI0NE1D2Ex0+eFcOnw+GjDEqd5tj2XFpb/SJ7sLOZZ8bh/4HG7hDd5zrIlPLrfO3PkeXG69ymVLC4Sa1clbG+cAMOXEKQhEuesJq/Hzr4WaETYTUkrsNsHKb1qzeH48YOSWtNvKX7+2516TmFatQp50ErRvDzfcAF9+Cbm5yPBw5IQJyHnzkJs3I887D6nO8YBOusdfZpBM9/iLvve7fOR9sBu/y4eUkhhHDJccewlw1PuxupPLozPnvVxcnqPXUcb7O9g3YTFgiJ8Z7+84uk4DnscAPrcbn8tVNOm+mnuRu7MyyTt8mLC2bQHwu1yYCzxmbBEReHKya9xmMJO3dSvCYsHa7mjRON3pBCHQ7CW9KYXJhLDa0PMrf9kRov6mqrZV0Tw0YUz1bF99T7Xp/3cyi4MF4dZXm2LRNFHtbQkBmmaEaUdjIh0/82QaWfjKLqsJRAX7OJD7vaK2KttGdbf/tc1J3Bmj0L1eDsz4P3Y99BQWISAkhD1bE9lXIE7tW72RmJBw7neFMXDVn3jsNp568j6yoyLq9RwL9vO3LpPH7WLGjBl43K4ql7XaSgmGVivLbB4ATtcisFZwDVAQti0jIyEkBOPQh7B+ayLLC4798tUbCSn4rqGPWX0ef+sOjTZXhNJ5UASt7gwl/BsrpiwN3S7JO8NLytP57F+eTd54L8LU8Me/OZ/7mrdgkCwuHl+cMYCheb1Hv3e7YMYMtIJz36oJTirwfvxV5tRoWx6PUZjN43GXmB859zXAED+j58xu8P2vqBhV7bqOZGVlFb1IBJKc3LJtZmdlI/2ixPfF5+m5ZUcms7Oz0fTgGtEqr+9wtK/l9R1gceJi3lpnhATPOnUWmkcjy5NV5fYK91vhvooggudPfZ7rF13P+5ve5/NtnzOxz0QmD5pMvLlLhXaV11ZdkFKSm2vkvygeTlFR/yuaXx4P//o42QkLQWq03/Ya4WlnlFlXmv04JnYmTzoRWR5C9VA+WPMYp466hQxrNsvj13Fm8gn1co5V1PeWQnauzjuf+LhkbBYRYVWPEf3wgYOMTMlFN7m4dOo3PPRHCvGOeMZ2GktWVvnXgPQYxzfHlYvQS1aGlX7jXPK4c8jKqnr/1+Tcqw71dfxFair2Rx/F9sEHRfP8vXrhPfNMfKNH4zv+eLAWeJg5ncbUwDT3c7+q+5Q/x4Pzoz1knd8eU7hxLK7qdRXvb3qfr7Z/xcZ9G+kc2bla2yrvvNTGtSJqRDSZ164i6p1haNHWomvE7ZFcd6kZlzMw53FFZGcbguDa5/+vxPwOp5xKp9NOr3Y7us/H9k8/ocuYszBZrVWv0MzJ27IZ7+FDhB1/Alqx/SH9/grztAqTZnxfCV3aRhEaWjPvuuqQWdCkSTt6rnVuG0lUVFSJ74vPo2CeudQ6FH4fRGQW26WF+6Cq/m9z5/H9YeN6vTWmHUPDS3qzVkixtgr31YNOK3cn72ajdDLNn8TpoVFcEhFP59DIEjaVtqG8tupKl7Yl2yn32Ffju+J8kZ3Cbz5DoDr81GxyFi0ttV4UtI+BRx6hU58uYLdDKDwzaDLX/vw1Se3b8tuZIxn377/1eo6V7ntLITMzk0cffZQ777yz0uNoEEVmRgYpKSl07tyZBf9u5wV/NjYhuLptOyJNFbzOx9rhkUfo3LWVcXyLtxdnCJO9u7apxvYLbK7muVcTAn78s4AZwMtA4U97d+AcY9JGCULtFkKxEE/jVldutud+4X3KdPS+W+I3JDMTHn2UznfeWTTvKq+DxUnZ7MKNN85KT1v1jk2F5+TD0+G1F2HPHqJbtSK62PnvirXzyCOP0KtrK+zlpDeoK3l5waW7NDRKfKwjkZGRREREBLxdYdKBki++EZERRUJE4ffF5/k1D6WDhyIiIope4IKF8voOR/tfXt/3Z+1n8o+TASPc+pKBl1R7e4X7rfi+uva4azHbzDy54kl2pu3k7U1vM2/TPM7pNo78yGtwZB2HQJSwq6K2akuhqB0ZGVlChCiv/5XNL817G9/jlY2zAGi1a0aR8Fi6LwBRt8YU/e/XPIT7Qzj78HA+7rCEr9ou48zkE+rlHKuo7y0GzQ+4iIiIIDLcVOXikYAjREeSz/92vgHAbSfcRqvYVpWuV/z4Fqe651Jtl6+KgB9/vx/eeAMefBCRmWlsY/x4mDkTrXt3bICt0gYajuZ+7ld1n/IJNxkF88wRxlE5PeJ0Tmx3IqsPrua5v57j/Qvfr9a2Kjov/XYPmUBUm5gyv11Tb65dv2pC4XEdetc9mIsVh9DM1X8kk1Ky84vPiT6mB3HHHk0LYLLb8RV4P7qzs7GGhwfO8CaMa08ieRvWY+/WnZBSuR2FyWTkby0H6deN7yshMSmTkJDAh51mF4jefl0WCV17krKIyCv5ffF5WlYWnQGfbvxOmAu+1/MCbl69k11sYMxf0J/K+p8r/TzqP4Qf6Ccc9MrS2J2dWa1tFe634vsqCrhVi+drPZP9eFmcl8HivAx6+M1EjxyG/+9/i9Yv7xgEYr8LYQgQiUmZFPdjKO/YV+e7QjbpTl7RkwHY+8pcchb+WG5fALjhTkhzAS6jbx4vp3//E+/feBVLzjqdca+/Uy/nWEV9bynkFBT12Xsoi/Rq7tvsguW+9uSBCU4ijLTDuaRVtlKx41uirWqcR2W2X4t1KiLgx19C2BcWYp5wYE4x7vf5I7ykP+TE06fY73+lO6thaO7nflX3KVN2Fp0wzn1/sfNokHCwXjp56ch+7jJV/v5SSEXnpJblNn6n80Av5/z/zw13klTO/ECQnx+EN+QGRImPdaR48t+AtkvZNgVHt1X4fYl55dhRX/bVJ+X1vXC+EKJM371+L5d/cTnpznT6xPfhlbNfqVGfi++/4uv9Z8B/uLL/lSzcuZDnVz3P8r3L+e7fr2Hw1ziyhtBu6xys7vblHoNA7ffCdkqIj+Uc+8rmF2f53uXc+O2NAEQfuJqYg9eV3F4l6xbOPz9pJB93WMIv8X+RZc6tv2ugnL63BJwundw844admyexWWVRZevKEAhyY5eyP2MHDrODycdNrvW+q865VBy7VWPy1WHYrVrAjlfAjv+qVUbl6vXrjc89esDLLyNGj667kfVEcz73q7pPlfcbKoRg5hkzOeW9U/ho80fcM/weBrQeUOl2nC6d3ALPR7dbIsKL/VYG+He6phRu02yzFYVI15S9Py5Bs1joeMqpJebH9OhJ8sYNtD3hRFI2biCmZ68629vU8RxKInvl71jbtSf8hBPLfK85HCAlustZIvRa+v1IjxstpHIPC1lPxWLLa7P4tor/LT0PXZa7TjBRk/7rupHnMR0/0Zi4TsQCotr9Lm9fAgwUIQzQHGzHxWI9my242GnyMeB/r+Hc+S8HHpwJKclVHpe6UrqtyrZR1fb3Sw+v6ylIYIDPwq/Pv0pcbHyF2yqv7dMWGeLj1oF9SerQrl7PsWA9f+uC05lfJJpkZ2VhMluKKltXhpQQPqAvu01+BHC6CK/1vqvNeWy1GhXVrVZbvZ37tcH6t0bcgyE41hiyhq+NTuojTvLO8YKACrJ5NTrN9dyv6j5V0bl3oYhig3SyTbrYqjvpIyovPFf6OjJbjl5H9fE7XV2a4zENJCrnYxDidOnk5BqjODm5elG15aoq2OpuP2lztwVFgv2a8NAvD7Fy/0ocZgefXvQpodbAhUdpQmNcz3Esu2YZf97wJxN6Xgq6CWfkX+wddAleW1LRsrrLV1TIoCnu411pu7jwkwuNqtadx9D6n8cqFHorY0hmL9rnJ+DVfPzQelU9WNoycLp0snOMqfAaLqxCPubyFADGXJ5So4rqaR3eBODqAVcTF9JwlZmrW4W7wfm//4Phww3hMSQEnn4aNm2CJiw8NndqW2l9VOdRnHPMOUgk9/10X6XLFl5Hoy83PH/OvCy5WtfQzrSd3PjtjRzIPlDlsg3J5nfnsf2Tj8nYtZM1zz1L1p49HPhtBbkHDrJ+ziusn/MKGbt2AdBh5ChSt2xh7exZONPTaTVkaCNbX794U1PIWvYrlthYIkeMRJQTXm2ONjy8vWklXV586WkgJebo6AaxtSY4nflFnlE52VlF1ZarqmArXC6iZ80MqgT7uq5Xmb7oR5nDBpxowA1aHOGi6oiA6iKEoLdwcKepFY9qbTjea0V3e3D06EbnOc/g6Nrp6LLOfLSC4yJcTa8CdJb087KejBtJZ6xc7gqp1Ztw+/1J9Nr8NwA/nV+2aJ2iehSKI9lZR69hpzOfwX27MLKgIMfIYQNqVFG9ww1G8aCBOGglGja8s7JK3I1F+KdW2p8djmONGWmRZNzqYt+v2eSdWyA8Khqcqu5TFdFWWBleUDxpgZ6JXslvV+F1NGq4cR2NGl6968gnJSv1XHJk03tPbykoz8cgo/ClqrDC8ujLk7FYYNW3rXEUVLDdO24RHReMwRxtQ7MfPcTS4ydj3naiLu0OtsA9uAWawoq7xatIl67CW8iiXYt45vdnAHjlnFc4NuHYerNraNuhzDv3Izb8bzJ7B16K17GXvQMv5XDucsIsrdg9ZiEUVH7eO/4Hui4ZW2L/NybpznTOm38e6c50jo0/lnnnzuesd2qXz04gGHdoJHO6fc5XbZYxPcC2giHe5n2wm/BJ/TE1kX0YSEpfx4XXcHnV0wvnOap41lt3eC350asQCKYMm1I/hgcTjz8ODz9s/H/hhTB7NnTs2KgmKY5WWq/oPlUZT5/+NIt2LWLRP4v4dc+vnNL5lFrZIKwmoq/rhbCWvA8++PODfLbtM/Zm7WXxlYtr1XZ90O+a68rMO/mxJ8pd1hIaSv/rJ9W3SU0CX1Ymmb/8jBYaRuQppyEqCFu3tm6NsFpx7tyJrV37ovn5O3eCyVxiXlOg8KXK6zHy9Y0aPgCL1cq6LYk4CirYdh7ah70rN+KPi0MW85gSbjcxLzxD1vW3IJuQQFAeFqsFs8VCSkpKwWdruVV392o+FkgjD+75Iooeov761U5YucwdwotnnMLgj9/G1rkDAz96ixThJ9KZb1RtLTgunYYNIHHrnhL7vzFxS51X9GTS8RODidu1BATGfqtNbvozFv3M9n69+fHC8zipHlzHhMsoOiGuuhlpa9rnam0ofR0XXsNejxevx0NsXDxmk4bPr5OWmoLX48VRuaMX6cJP/NlGqqQxWuBTfgUbER9Yib/PuP7yT/aS+oQTb7fqDdYr6g9ZxX2qMs4XUfwh89iLh7Uyn+PLqeReLRtsNtKnTEPaSiZV+lRm8LPMYQwRXCya3sBjS0B5PjYztAJR0RRmaTLCV01x2DVWfXu04u7i+fEF4mrJ0zUp5yD/+eo/AFzZ/0quHXhtg9hny+9Op/WfYHLH4wnZzfkLRpOcdaRIeATAJ5HewN8AK/J6rQyv38tFn17EzrSdJIQmsHDiQuLCIsuIuRUJvOVxftJIANbG/M2erD016UK1kB4/zo/2ID3Nc2SqtMhYnuhYU175y8jjeU63sfSI7VG3xoIZKeGhh44Kj/fcAwsWKOGxCVHRfaoq7/H+rfpzRf8rAJi2dFqFL9SF95Al8xMA+PHjhBL3D81mInZSnyI7ANYmreWzbZ8B8Ogpj9ale4oAkL9jO3mbN+H69x8APAcOkLd5E3mbN6F7POheL5k/LUV6PNi7dsVz8CCu3buLJm+BoAUgzGZCBwzEc/AAWcuX4dy1i+yVv+FO3E1ov35otqaS8bV6SLvxEqdHRDYZ4as2OBwhLF+9EYDlqzYWiavFMUeE8749Hz9wLHbOFg0juLgPJ5N4y7249x/E1jqB1xy5pHldCI8HX2w8vth4hNeL8AQ+F2hFXq+VIaXkHZlGIh5sCG7XEogUpiKBt7BKckUCb3mMWrock8/H/m6d2aMF/llMuN3w6KPG32ZIkcgYG09sbDxejwdvsfNFCIGm1SxVzTKLG2Ey0clvons9ivDBQMQ7R4XH7IvdHPogTwmPTYiK7lNVeY/HCDOnF/zOfyUz8VX0nOcIYd2WRJatNO4hy1aWvIdIu52MqdNLDMKlSC/LZA4A3UVw3febE0p8DDJKv1QtmZ9QrjDX1KhpyLfDrhFeUCAgPEwr0z8pfFz//RWk5qfSM7Ynr537WoPm7rI5u9NpwyeYPDFsT9vGmM/PJsOSU6/bLB1KOPry5BIhuTarYPLVYdisJffDnD/n8MueX7CZbHx92dd0jupc5/Ooa347+md1B+Cj7R8HqouKWrI3cy9f7fwcgNuH3tXI1jQiUsK0afBEgVfYAw/AM88Y2b0VTRrd5WP3mIXsv2gJAPsmLEZ3+cos99gpj2HRLKw5uIYvt39ZYXvF7yF2W9W/a4Wh3Bf0uoAT25fNG6hoWPK3bSVv4wacO3cC4N6/j7yNG8jbuAHp8SDdbvT8fJCSvPXryF75W4nJuWtnifZCevYi/IQT8WVmkPPnH3iTUwgbMpSQYsV6mgpVvVQ1VWoT8u0oeEENj4gs0z+JpOezM0jXdCIxcb0Wh9aAv+W+lDT23HwvrgNJZGqSZx15JLdpZdxP6smO6oQS2mxG3j1bMdH8T5nPWpmPAG7S4ukgjEJaDkcIy1bV7jyKysziuJVrAVhp9gSiey2SQOUWzpc6ayzGcTjF07KFk8g3bMQ/XCA8TnST8pwTmm5An6IAUeA93rEg5UDHEwcgyhlcOVtE4ECQjI8VBV7v5eFwhBAeEQmUfw8pzVcyCz/QDRsDqcLNWFFvBKdrXAvHeKky/i9PmGuKBDLk22YVdBj3EksOrsButvPpxZ8SZg0LkKXVx57fk04bPiZ9xKVsSt3MtUMe439rZxDhC1zOyeJUFZJbmHevOJmuTB5b/hgAj5/6eImX6rqeR+OSRrIp8h8++vsjHjz9oWZZHCMY8Ot+bvj2BvzSjz17ECe2PamxTWocpIQpU+DFF43Pjz1meEAqggLp1cv3Hi/l3NEluguTj5vMi3+8yP0/3c+4nuMwa3V7lFm6eylLdy9FExpPnvZkndpSBIa4CydUuUzClf+pUZuOY3rgOKbpeYVLKdH1kt4dNX2pagoEOuR7lUMn/qzTERJuNMUREcA8j9XFeySFDZffwFnLvidV07nrwzd57pZpxKal18/2innLCSGQUpKWVjIktzDvXtE6UvKFzATgTBFB/1JFGioTeKvijO+Xsnrkiawxe7lYSszqOa9RkFLyoUzDLcC5dz/9YpveoElDEfWyjdhnjXM862o3qY85lStVkCA8XsN7PCYWsyYQqakIjxdZSgcMEybOFpF8ITNZKLMYLkOxibod5P3SwxppVKGeoEWpd9ZGRF2uTZTSIbBmc/VDYps7Kw7+xI/ZRojpS2e9RP9W/RvNFnvesXw54QcirBFsjdzNdUMeJ8fUdJKQP73iadKd6XSO6sztJ9we0LbPO3wyJl1je/oO1h1aF9C2FdXnsWWP8ePuH7FoFtrsfDwgN9SKvGibLLoOkycfFR5nzlTCY5AhLBoULzxjFhUWTHtgxAOEW8PZkbaDdze8W6ftSnm0gM3VA66mT3yfOrWnUFQXi9WCxWolLTWFlJQUzBZLtUNimzt7pZsvTUY0yTgtkp6NGGLq2n+QW5xhROqCA107ce9rz5ARHVWv26xJSO4vModUfISgcW6Aw9JPXLGa0OwccjTJNoKniFFz41eZyx8yHyFh18NPowWgkkp5HrRNGgnRs+xFwmPmDS5SH1fCYzAhrRak1Yo5PQ1SU5EWS4UF004X4URiIgs/P8q6RxZ+oWcigb7Y6zVvsKJq1CXbRCmd93DJ/ISg8HCsb1w+FzcvvBmJ5PK+lzNpcOMn1h/ceijfj19IqM/OxqhdTOv3SpllGqPS+N7Mvbz4hyHGPHXaU9jNgf2xjfVEcnLaQADe3/R+QNtWVI8f/vmBx5c/DsBzZ7zAXeNHBEQwbLLVq8tD1+Gmm+D1143Ps2YZodeKoEKzm+m6+Dw6fG5UIu+4YEy5BdOkx098aDx3D78bgBm/ziDfW/sBnwV/L2Bt0lpsJhszTplRpz4oFDWhMLx6eUFY7PLVG4PCw7G+0aXkfT0dP9AbO+eKyMY2iXhp4m5nGFGp6ezr2olH/+9h9FLCYGNUGs+TfhZKI3/aeSKS0AB7h9rcHkYuWgrA6krCHxX1x27p5mNpeNqepYdyxeARAREMm2Ll6gqREPOsnZgXDFszbnWR9pBLVbMOMqQjhMQtiewruOftW72x3IJpwu3GJjTGFfz2L5ZZdapOvVO62IxRZHWCporMNDZKzWrCOOwacTEmrrvUTGSEOlQAs1bN4t+Mf4lxxPDy2S83GbfpYZ2G8fqm+xFS8GOrP/ip9Z8lvHaKvzg3FA/8/ABuv5uhbYdyad9L62UbhYVn5m+Zj08vm59NUX/szdzLFV9cgUQysd9Ebj9xcvAIhoFCSsPjce5c4/Mrrxih14qgRLObMYUZo+BaFek5pg6bSkJoAgdzDvLyHy/Xans+3ccDPz8AwK3H3UrHSFWUSNGwOBwhxMUn8MgjjxAVqV6KAH6XuezBgwXB1Vpsg+Z5rIy2Fjv/d93tWNxutg7sy/eXTyjptVPsxbmh+E5mk49OPGZOFeH1so0zv/oOgPXSiVOqgh6Bwki3oFdaiTxX+nldTykquHShJTZ4BMMAEj3LTvQrRp/Tp7hIn6aEx2BFOkLQC1KKFBalqYiTRBitMONE8n3BIEuNtyclC/RMAE4QIUX5cBWNh1K0mjg2q+D6y63BE/5Yj+zP2s+TK4x8XE+c+gSxIbGNbNFRNLuZiZ/cxw3HXg/AUyd9iFNrvAp+fyX9xYebPwTguTOfQ6tjroyKOCP5eMIsYSTnJbN099J62UZLoryK4+XNc/vcXPzZxaQ70+kT34c3z3uzyQjxDYaUcPvt8MYbxudXX4Vbb21cmxQNRpg1jIdHGhXNZ/4+k3RnzXOwvbP+HXam7STCFsF9I+4LtIkKRbWw2e3MmDGjxQkK5ZEv9aL8hWeJCOJE00lNLx0haJ8v4Ty34XX2+hMPkm1vvJDVFOnlZ5kNwHgRhaWengEGrP6LaF3gRbJONp20QsFK8XQLR44cIS21/CrkupTM1VNJx080JiY1cMGlpkLUizZiZh8VHjOmKuGxpWAWggu1KMBIL5Ema+7kshEn/+LGBJwvogJqn6J2KPFR0SAUhhv7c73lVjCtDvf8eA/53nwGth7IjUNuDKR5AUGzm3l69EzitVj25e7nsWWPNYodUkru/tEISRzXcxyjOo+qt205dBvjj7kQUKHXgaB0uoXF8+PLrUI+dfFU/kz6k1BLKAsuWUCotX6KHDVZpISpUw3BEYxcj5MnN65NigbnhiE30DW6K5muTEa+M5KtyVtLfF9Z7tJ8bz4zls0A4J7h9xAXEtcQJisUzRbhMoQpLTur3Aqm1eFrmUkOOrGYODvA+QtripSyjFeadIQwxpFA24xs8jT4TGY0knXwpczEB3TFylBRf+H6mpSc6DO8hVYXFGxQ1J4y6RZWlV+F/DuZxRZcmICbtXjCG6HgUmMTNcdG7HNGjseM21xkTFF5R1saQwihM1Z8wP/ph9ktSzr2VJa7VJeSLwq8HkeKcBKEyqncFFDiYzNDWE1EX9cLYW06Nynd5WPv+B8A2DdhMbvHLKyxAPnrnl/5ZOsnALx89suYtMbpn8ViFP8p/rm4V1pMZCyzL3gJgFmrZ7EleUsDWwjf7fqOX/f8ikmYeOaMZypdNhCFRa7oMxGAL//+khx33ZMCt3SKp1uIizGVER4/2vwRc9bOAeDtcW/TK65XY5jZeEgJ06fD7NnG5+eegzvuaFSTFI2D1WRl3rh5RNmj2JqylePeOo63/nqrSDCoLHfpK2teISkniVahrbjzxDsb2HKFovZIm430KdOQTahQhHDm02nYAAA6DR9Al75daixAHpQefikoLHCJFoO1niI2qsJitWC2WEhLSyEtraxXmtnu4PLY7gCslHnskA0viOyWbtYUeCFerEVXGvkQiMIiwwrEx+24yKiF95GiJMXTLcTFJ5QRHrdKJ98UhJleLKLpJprOtd5QRL5lI/bpAuHxZhfp9yqPx5aIEEb6jUhMpOLnGf0wi/Qs9MLnvEpyl66SeSThxYrgvCaQO1hh0HTiGRQBQbOZiJ3UtKp1Sq8OvmKjx17dmFfNCCOf7uOORYa4cEW/Kzi548n1YGX1cNg1fvw4gVMvSmbJ/ARiorUy4tDlfS9n3vp5/JT4E7d8dwvLrlnWYPb5dB/3/ngvADcOubFKYco2bQq35uXBOjvYbGAv+GuzQWgo9O4NgwZBdMW5qE5pP4q24W1Jykniq+1fcdWAq+rcj+KesprVVKLwREugonQLW5O3csO3NwBw+/G311suzyaLlEYV62efNT4//TTcdVfj2qSoMYEcJBvVeRQbbtrAxC8msnL/Sm5ceCNLE5fy5nlvEmkv/2Ezw5nB0789DcBDIx8izBpWZzsUioZC2u1kTJ3e2GaUQHi8CK8XX6zhtW9OS0F4vEhH9daXSD7S09ExiswMppor1gMORwjLVm3kpKF9WLZyIzFxcWXEod7CwQkihD9kPh/o6TyitaGhMolJKflMNzwuB+HgmCoqt0ZsCeXxlEfhCZA2ibQW/LWBbpd4u+h4+vrxx1Wce7C9bqIDFvbjZY3MY0wAXuSLe8rqFkuJwhMtgcJ0C7sPZlLcwTZd+nhLT0UCQ0UIp9dTLs+mTMQ7VuIeK6hqfb2b9PuV8BhsBHKQrIOwMkNrw9t6KltwsUBmsl26uE6LI7ICj2CvlHxdkMJjtIiocDlFw9Oy3ugVTRK3WzL3oxwmTQwv10Pl7Y2vszl5M2HWMJ4989mAblt3+fDneo3/3X5M1bjH222G2BgeVlZ4BGOU5tVzXqX/6/35bd9vvLvhXa7ufmVA7a6Ieevn8Xfq34RZw3hk1CNVr/DRR5CSUvVynTqh9RtA9H4H7tAuuCJ6o5uNF3aTZmJi34k8t+o53t/0fp3FRz07n5TTniEyZx+ZI3/B74ii9evnorVvAwkJ6JqVjPd3EH1VzyqLUjQnpJRc8/U15HvzObH9iTw3+rnGNqlh8fvh0UfhSSPvK489ZnhAKoKOygbJhNWEY2LnGgmTnaI6seyaZcz4dQZPrXiKT7d+yp8H/2T+hPmc0P4EpJQk5yWzJ3MPiZmJLPh7AZmuTLpGd+WGITcEqlsKhaICDzy3y8Xrc2Zz8+Q7y/VQ2WDysqMgL9flWkxAcxgLZz5atuFFJlz5EFm1cOYoKIQQHhFZYQXyS0QMm6STQ3hZIrM5L2AWV84GnOwq2FfVqdwaM9tOyLKqww19rXQ8Pa3AYwj3bqTtT+Do8+GJIoz9MoNVMo8x1E18FLn5dDx+MnAnHYe9gDRnkjT/TXxtbfjjdNBcRM2ZTebkO5EtLBfqB3o6uei0xsw1IrZl5fOWEPmOlbhHjGsu62o3aY84lfAYhFQ2SCZtNnjkkRoJk+HCxB1aAktlDgtkBltx8aiexCQtjj7CgZSSXHTS8JGKjy3SSTp+wtAY3cgpPBQlUeKjotFxeyRz3svlqovCyoiPPksaT62cAcDDIx+mbXjbgG1Xd/nYPWYheI3qfXvH/0DXJWMD4mXXM64n00+azmPLH+PeH+/l3HZn1bnNqshx5/DwL0YBhmknTaNVWKuqV5oyBbKywO0Gl6vk38xM2LzZECf37kXs3UthiR9ds5ITfwqZbc4F4KoBV/Hcquf4KfEnknKSan6csrPhhx/gq68Q339Pu6xSVc1OfqLoXxEWRrg/CvF5P+jRHbp0ga5djalbNwhpnqPni/5ZxNqktVg0C/MnzMdqaiEV23w+mD8fnngCdu405j30kDEpmh2azUTolV1rPLBg1sw8cdoTnNblNK744goSMxM5+Z2TOSbmGPZk7sHpc5ZZ5/FTH28515FC0Yi43W5efuEZrr3+ljLio+aw843VuD5PE+G0DWBeLuHMN0LAPR4AOg0bQOLWPQHxsosUJsaLaD6U6XwrszhehNGlzq0aVFQJ2Sclnxd4PY4S4bSuxr5KfchJeD8/wgXCLRCeo3+1HIF1hwlzsob5iIb5SAjwEKYckDkepO0rwPASP0GE8LnM4ABe9ktPjavGCic4lpsJXWIh9MdwhP+Xo9/5oN3FR5fV7Tqa61rsf0bi7arh7aDj66Tj7ajj7exHNtM013ukm00Y18INWhz2Rko90ODoELrYQvSLNmxbjXewrCvcpD6mhMfmiLTbYcYM5MFMqNjhugyaEIwWERwjbbypp5KCjxf0ZFpjIR0f7nIaO0dEEtJSrqMgQYmPQUogcvUFA8ldZ5LlzqRnbE/+e+J/A9q29OpFwiMAPlmtcPDq7vv7RtzHh5s/5N+Mf7lv+QPcz9g62VuYX9LrLTvP6XVy48IbOZJ3hLbhbZk6bGr1Gr2vigqvUkJSEqxfj756Lfmv/YAt9x8snjQijywh8sgS5ITv6X/PXfRP6Mem5M28v/F9pp08rfJ2/X7YsgVWrIDvvoOff4aClwMB+E0huMJ6oOkuTN5sLPZ8RGam8X1uLlZyYfEBWFyqXU2DY4+FIUNg6FBj6t8fHI0XwhUIpJQ8vvxxAK4bdB2dozo3rkENgc8H770HTz0Fu3YZ80JD4eGH4Z57Gtc2RZPltC6nsfHmjVzz1TUs+mcRf6f+XfRdlD2KzlGd6RLVhRPancBlfS9rREsVisoJRK6+YKDT5OvJ1CQRaIwLcDVS4fEiPJ4ah4NXd9+PEmH8LnPZg4ePbE6Or6O9RZWQ01KKzTNyTvqk5BOZwRF8OBCMrWbos7enTvq0yvNSmlIE1q0m7H95iZm9BKmdiNA7IdyXAJfQ+hoX9pt99DnVzlaTi5Uyl0tFTOUb1sHyr4Z9jZmQX8yELLOguYo/N+eD9U+ktCK8Ufgje2DKMgadNJcG9CTkN+C3ks1KIfF203H39+Pu58fd34e7rx/ZDMadF+rGwPtAHHRqCXkedQj9zkLUbDu2v41jr9skWZPcRo5HpRkpyqGLsPGw1ob3ZRprZD6HOPpibEcQh5k4zHQQVk5rgWkLmjpKfAxSChPpNzWqCqGuCesPryWzzXwAXjzrxSbjoVLdfW8325lz7hzGfDCGd7a+y+io7nSpQWCO2yN5e76HW6+T2G2iqBJyeobO6MuP5pxMyk9kwqcT2HjEqJz33JnPEWIJ0FOYENCuHbRrhxw1msM/9wepE5K5jqikhYRkb0b8uBh+XMxPXdvwxDFwcN+LSOdgRHQ0REUZk9UK69bBb78Z06pVhrdjcdq2hfPPxz/6XBJn5oJ2dES/y+LzMNmA1FT8uw+QPGkBra6ORTu4DxITYfdu46/bbXhrbt4M775rrGwywcCBRlGSK64wPgcZPyX+xOoDqzFrZqaf3MxDjZOTYeFCwp94ApGYaMwLC4PbbzcqXMepqsSKykkITWDhxIX8+O+PuHwuOkd1plNUJ6LsUY1tmkJRbQoT6Tc1qgqhrgmpwk+HG68GYIKIxlFfHio1DF2t7r7XhOAqLYYn9MNsMvtYMeY0OtRgO26XixkzZnDpVTdjtdmLKiGnp6YyaviAopyTbruVl/Qj7MKo9Hq+iApo9WN/vMR5ig/3oGxiZl+GPzoB4R+ByL8BzXMmjrV2HJPg6U7d+OjyZDLb+7BGmRARoEdK9AiJbpfY/jZhX2vGvsaMfa0JU2bJ4+mP0ck700v+iCxa39YJoiPx6xJzSjL7ft+DHhKJKUNgScyj3UU3kTbtPUwpoVj2aVj2aZj3aWgugfUfE9Z/TIR/YbQrNYnnGJ3sK91kT/TQYAk4A8h+6WFDgdfjeVrzLo6hZQpCVpjhNWi12XBj1W2S7Cs8ZN7swt+mBu5wihaJQ2jcQByjhJtcdOIwEYuZULSWlaogCFHioyJgOF066Rk6c97L5YKzQsotxlIT7vt1KgjJOd3GMab7mABa2nCM7jaaS4+9lE+2fsJd/WeTvD6UK4/7DzGOKkaMAZdbZ94nPiZdKbEXDIA67BrhBbURwsM0fty7kP98+R+y3FlE2iJ574L3OL/X+fXYI0Bo5EcPJT96KNa8PbTvtxHts4+J232I2bsBDsG80VW3Y7EYnomnngoXXGB4K2oa5Hjg2YVll7daDYEyPI68mAPI286D8GJPmLoO//wDa9ca019/GVNenvH36qth5kwjV+D48ca2goTHlj0GwFX9r2o+Xo+6bng0btgAGzcafzdsgEOHEIAJkOHhiDvuMNIDxMZW2pyi+VI8N68/14uwaFWmx9CEFrT3DYWiqeJ05pOemsrLLzzDRRdPLLcYS0341upCM1vp5DcxzBKcsbSdhI3TRDg/yRxeePJBzrS4OFGGVavAgcvt4tFHH+WCS67FajOEXIcjhPAIQ3wKj4hkn13jDf0Q2ehYEFwpYjhJq+ciWQKk9XekeQVaagTZl/9F2FfhhO81c9PM6qfVkSaJu48f1zAfeWO8uIb4wQRalhNwQenckRbwJ0ikzQssJPuqHPTIYs9qEsz7NWybTEenzWZM2QLbDhPxD4UQ9YadjDtd5EzwBNVbbqHXY1/sdG4uXo8SzHs1bH+bsG41Ydtqwvq3CcvBo8dUt0myr3STeYsbfyslOrZUiufm1bKzkNaqi1AJIehZ3eq1iiZDEP0sK5oyTpfOsLGHi0KCR1+ejMUCq75tXekApNOlk5NrhD673DoR4cYNaUvyFlYnrUQg+L8zgruwxgtjXuCn3T+RRCr//WUK9yyfxoW9LuS6QddxepfTMWnGA2qWK4vf9//O8r3LWb53OWuT1iJO6MADy8ZxUd/zOanDSVhMhjegFD4e/e0BZq2ZCUD/Vv1ZcMkCusd0b9C+eUI7I1+7DZ5/Fl5/nS2fzcGTlkx7GUaCx2LkjSzMWRQVBSedZEwnn2wIj4EMh9Y06NHDmCZONOb5/UaewA8/hNmz4e+/4eKLjQreTzwBZ59dY4+IhmbZnmWs2LcCTWjcP+L+xjanbvj98Pvv8OmnsGABHD5c7mKybVvcV1yBbdo0JTq2cErn5t03YTFYNLouPi8g+XkVCkX1cDrzGdy3C96CFCmjhg/AYrWybksilcmGTmc+OQUvlTnZWVisFhyOELKkn80m46HxEhmB1sTvxZVxgYhioz+P1LgYPsPFAv0A/XFwkhZGPxyYC/rmljr/4mandLNTukgMcXPib9+zwJrPUGmlJ3YsxfbDzxYX3+uZ6EA8ZiZr8TXOtVh3/iHtgQzS7pdEzLeStVziy4TobDMx2Wa0bIHQDZv1UIlrsA/X8T5cQ/24BvkCm59RgK+jjq+jTt55BS8cuiFwhX1vIeo1G5YDGgl3hxD1mo30qS5juSY+1pwkPazDqP49VotqXGPqigTbBhNhCy2EfmctITQWxx+rY/qPxv6rsvHFK9GxJVMmN+/wAUirlcQtiQHJz6toWqgnd0VA8HpL5iIsPq+ix6TSguWZlyWzemFrHHaNDzd9CMDIDiPp3aphBbVA0ya8DeuvWsuse+7jm6F/8G/Wbj7Z+gmfbP2E9hHtObPrmWw8spENhzegS73kyiG7efWv2bz612wibZGc1f0sTmk/hr0D3mbWmt8BuGbgNbx6zquBC7WuDa1awSOPkHTlMMZ8MAaH2c+huw4QaQ2H3Fxjat264b0NTSbo3dsQGu+4w/B8nDMH1q+Hc8+F4cPhmWcMMbSJUpjr8fK+lze4uBwQdB1WrjQEx88/h0OHjn5nMkGvXkZY/IABR//Gx+PKysJWjaqkiuZNmdy8AF69Wvl5FQpF4PB6vHg9HmJj4xFCIKUkLS0Fr8db4TqVCZZrbD6kgM4WOz1N9ZyXS9avuOEQGg/nh/H3Cw/zzf33ctCkswEnG3Qn4Wj0Ew4OSy978eAvvqIAe/u2/IaH3/RkbAj6YOcYMxz7+vMstBm5Ggfi4DotrlELJ+hRksxb3Oy/2cOjuhGhMFNrRyxmRJ5RvMYfLxv+zVIDXxedzFvdZF/pIfItG1FzbVj/NdH61lDcr/pJn+4k/1RfAxtWfb6TWUigN3a6BaPXowTbJhOhCy2ELbRiOXD0PJVC4u2q4+ntx32sH8+xfty9/eitJV3bR+E/KGtUdETR/CiRm1cIkLLa+XkVwYcSHxWNRmnB0uczPttsOh9uNsTHS3pdUm/bFxYNLNrRF1uzMObVA23C2jB590U8O+cdVmb8wbz18/hs22ccyD7AOxveKVquVWgrRnYayYltR3BM2BBufvoPBp27gmUHfiTLnVUkWhINNpONV855hesHXd9k8luc0fUMOkZ2ZF/WPj7e8jE3Db0JIiKMKQAUD7/U3X5q9L6SkACzZhl5A594At5+2xDFRoyAyy+HZ5+F9u0DYmegWLV/FT8l/oRA8MCIBxrbnMqREg4cMLxLt28/+nfLFkhNPbqcw2EIvxdfDOecY+RzLK8thUKhUDQ5hBBomoau61UuW5lgudpqeHqdGRqFyBX18rMvrRak1Yq5oICLtFiQ1sBV0y5OGBqXvP0BQ6c8zu4IB7/JXNbIPHLQWSnzipYLReMYbHTxacRl5jHlsfu49Jmn+ccucArJepyst0P8WacjJIzXojhLRDSZ57wOwkonrOzFw0qZy1gtChkG/rDAHMDi4ZfClQ81GITUIyUZd7vIutZN9BwbEe/ZsG0z0eY/YeSd7iXtESfeLlWftw3JEelljSz0emziA64STMlGzk3LP5rx91+tqGJ60WIWSf4oH7nnecg/w4ceWfbcaCKns6IpIYThpFKNe4sieFHio6LJsWLvCvZn78dutnNet+oXaKkpmt1M18Xn4ctws2/CYjp9cVa9hPGVEMzyfJzcajgjLxjJy2e/zCdbP2H9ofUMajOIkZ1GckzMMbjcssgjNIrO7H/vUvZ/Fc2fR35j4c6FfLvjOw4mCRbf+BGjuh8XcHvrgiY0rh14LY8ue5S3179tiI8BonT45d7xP9B1ydiaH7P27eH1142KyQ8+CB9/DPPnw9dfG9W/774b6phEP1A8seIJAC7qcxG943s33IbT0uDff2H//rJTZqYxUlB88vsN71ans/z27HZDaLzkEkN4LE9wVChqge72k/H+DqKv6olmC75iUgpFS6C0YHlE+NmL4Q15emg0ebn59bJd6QghcUsiptRUOg0fwN5VG+sljK+4YGbKzqar1UoXRyyXymjWSye7cNEOKz2EjTZYcLucJTxCX/5mERaHg083bWO7VbLBn8ueg/u5K64Hg8OaniB1sghjr0znd5nLuTIyYCHzZcIvhw0gceueGh8zPVaS9pCLzEluYmbbCZ9vJfQnCyHLzWRe7ybjDheygYrgyipU9e90w+uxBzZ6iIZ79tSyBOa9GuYkDfMhYfxN0jAf0jBlCPCB8AN+gSj4XzgFWn75x1qaJfkjfeSd5yFvdPmCo0JRW4TLRdSc2WROvhPZRN7RFLVDiY+KJkeh1+O4HuOIsNVvRW/NbsYUZjwM18eLa2X5ysLt4UwaPKnMOl6vLOMRqkkbZ3Y7kzO7ncnjJ7/AsLGHGfRQ64DbGwiuHXgtjy17jD+T/mTzkc30a9UvIO2WCb/0yRKhlzUWIbp1M0THyZONkOwNG+ChhwyPyFmzjCI49TQ0a7EYU+FxLvxcnPVH1rPon0UAPDjywXqxowR//w1ffWVMa9bUvp327Y1Q9169jv4dOhTCG+hJX9GikB4/GfO2E3Vpd1Dio0IRFKyzGOJST2y0MlvZTf2Ij2AIkHpBARdprx/hsaJ8ZVZHCCeIUE4olRWzyCM0Lh6zScPn10lLTaGTW9DPHsWYHI3BI86l+5Y9Abc3EJwgQvlUZpCKn+246EMtYyN1vUTIbYnwSygTellTAcLfRpLyjJOsKz3EPeLA8aeZ6NfthH9hJX26k5wJ9ZcP0mK1YLFaSSvwurVYrVhKed0e8rpZVeAV2xAVrs17NUKXWAhdbMH+p6koV2dN8SXoeLv78XTX8XT34+2u4+7nR49SgqOifhBuNzEvPEPW9bco8THIUeJjC+dQziFeXvMy+7L28cH4DxrbHFw+F59u/RSAK/pd0cjW1J2WmK+sU1Qnzux2Jkv+XcLb699m9lmza7S+sGhgFuAreIixaAiLZuyzSqi1CDFihFEd++234f77Yc8eoxr2qacaYuQppwRchHTYNVZ927qE+Fi6Mvxza4xCS+f3PJ/+rfoHdPuA4a34559HBccdO0p+HxkJHTqUnDp2NArAWCxGvkaz+ehkt0PXrkpkVCgUiibGGj0PJzqjtKbx+/yX2bj5naAFZ4Xr4tQlX1mhR6jQg0u0CREaQ0UIq2Qev8lc+oiaiY/SakFaLIiUFMyAtFqRVguiMH9oBc9ctRUgPP38JC3IJexrC7FPOjAf1kiYGkrEez4y7nSRf7oPAjzW7HCEsG5LYlFO1MJCS8X5KDsZHeiKld718VKgg3WbidDFhuBo+7vks7EeKvG11UtObST+WB1pBsxGxXLjL0gr+DroyqtRoVDUGiU+tnAyXBk8/dvTADx26mN0je7aqPYsSfyeLHcWsY5YxnQfgzO3gjDOACKsJqKv64WwKq+ZQHH9oOtZ8u8S3t/0Ps+c8Qw2c/UTaGt2Mx0XjGHf+T/Q4fPRWGLsaHYzfq+n/gw2meDGG408hDNmwKuvwi+/GNMJJ8D06TBuXEAL5jjsGo4KnjU3HdnE97u/B+ChkQ8FZoO5ubB6tVFt+vffjf9zco5+L4RRifyCC+D886F7EBa3USgUCkUZPpDp5KPTXlobvaBFxJCBpGs6ZmCoaJhCedJmI33KNKStHvvewvKVnSzCWCXzWCfzyZV+wkT1n6GlI4R9qzfSaUgf9q3aiC82DukIQXiy6s9gAbkXeMkb7SX6FTuRb9qwbzTT5tow3D39ZN7qInesN6Bvxg5HCI4KdNl06eOH3AwAztOiApLTUzjBttGEfa25YDJhyir53Ooa4CNvjJe8MV68x+gBF10VCoWiMhqvbJqiSdAnvg/DOwwHYN76eY1sDXzytxFyfemxl2I1VVQnO7BoNhOxk/qofGEB5Pye5xPriCXdmc5X27+q8fqFx8IUZqmXPJwVEh0NL74ImzfDVVcZouQff8CFF0LfvvDee2XLutcDT654EoBzup/DkLZDat/Qnj1GHsshQwxPxjPPNMTVH380hEebDc47D+bOhcOHYcUKuOsuJTwqFApFM6Inhui2QuY2siXQ6sJzAOhPCKE1EKzqgrTbyZg6XYXrBZAe2EjAjA9YXaygTnUpDIHXIyLrJQ9nhdsNgfR7Xez/JYesq9zoNolth4lWd4TScWQ4Ee9ZEfXv98AiPRsfkk5Y6VcHr0fTEUH0CzbajQujy7GRtLs4nNhnHIT+ZMGUpRm5GEd4SXkinz1rsji4MJfM2914eyjhUaFQNDxKfFQwaZCRd/CdDe/g032NZoffnMmSRMPb64r+wR9y3ZKxmW1c2f9KAN5e/3YjW1MLeveG//3PKLpy++1Ghea//4ZrrjFyRT76KCQmVtmM7vLhTXOSOmcz3jQnuqvq62tX2i4+3/Y5UMtcj1IaHpsXXmjYOnMmrFtneGPExsLYsca8FSuM4jHffgvXX29UA1coFApFs2NEQbj1nzIPl2w8zzxhNpNw7mgATmwGIdctGSEEJwujeNxvMrfKwipNDV8HndSnnOxbmU3GrS784RLLfhPxD4bQcXgEMU/bseyq3muylplOzFMzMCUfQTirzl+aI/0sl0bkyXlaZK28Hm3rTSTcEUKnYRHEzHJgX29GeAX+CEn+KV7S7nZy8JNcErdmceijPLKv9uBvE1zHSKFQND+U+KjgkmMvIdwaTlJOEot2LWo0O7Ljv8Pj99AlqgvD2g9rNDsKcbslr76Tjdutbta14fpB1wOwdPdS9mburddtFa8o7s/1VkvkqxadOsFLL8HevUZl7Kgoo+LzjBlGfsNRo2DePMjOLtem3WMWsnfsIjI/2MXesYvYPWZhlbbN+XMOEsnwdsM5sf2J1bc1P9/wYBwwAE47zcjjqOswbBi8+SZs3w4pKfDNNzBtGpx8cpOp6q1QKBSK+qMvdqIx4UayphZeaoEibPhQLNFROKSgX22LlAQQt8vFi7Nm4na5GmX7Ukp0XQ864a6Q4SIUARzAW1S9vL4oXlFcy86qlshXHfwJkvTpLvatziLtPie+eB1zqkb0HDsdT4ug3XlhRLxrRcuoIA+lM5/Og3sR/dqLdB7Syyg+VIVtK2QuPqCD2cbAmuTL9EDYlxbajQuj/bhwwr+0IrwCd28/KY/ns39JNns2Z3Ho/Twy/+vGNdyHbDinUoVCoagSlfNRQag1lIn9JvLGX28wd/1cxvYc2yh2ZLX+AoAr+1+JEKJRH8acLp30DJ057+VywVkhxERrZQqC1BelKyGbzWUrIQcD/Vr147i2x/Fn0p+8s+EdZpwyo162U1lF8YCFbMfHw+OPw733wocfGuHXq1fD8uXGdNtthqfhlVfCGWeAxVKrYkN5njze2fAO0fkwNXqsEf7tdhuTy2X8zckxQqQPHTL+Fv6fmGjkdQTjhLn0UqOK93HHBWYfKBQKhSIo0Qq81L6VWayQuYykcQrPRJ19OgADfBYs5saN+XQ680lPTeXlF57hoosnEhMXV6YgSH1RVAk5NaXYvLLVkJs6UcJMPxxswskKmUvnesonWllF8UCFbOsRkDnZTda1bsIWWgj/3IpjpQX7RjP2jWbiHpPkneElZ7wX5yleZMFznPB4EV5vhRW6y2xHSn6VOYRma1zhS8CWbkK4BMINwlPwN09gThWYkjVMyQJzioYpWcN8QMOUbVw3UpPkjfGSda0b14l+FUKtUCiCAiU+KgCYNHgSb/z1Bt/t/I6knCTahrdt0O17bAfIj1oNNH6Va6dLZ9jYw0Xi3+jLk7FYYNW3rRtEgCyshJyW4WfM5SksmZ/QYMJnoJk0eBJ/Jv3JvPXzeGjkQ5i0wOd3atCK4uHhcPPNxrRjhxGa/f77hjfkRx8ZU0yMUS177HiQfqgsp5XTCdu2wZYtsHkz6b8vYtuWLNrmAtxXMNWAVq3gllvgppugdes6dFShUCgUzYmTRRgLZRaJeNgvPXQQDZNXuxAtNITwkUZUyxCvNfD35xrgdOYzuG8XvAVi1qjhA7BYrazbktggAmRhJeSMtFRGDhvA8lUbiY5tOPEzkIzQwtikO1kj87hERmMTgX9erUtF8ZoiHZBzsZeci72YDwjCFlgJ/9yKdY+JsEVWwhZZ0cMkeaO95I714BpQaGQF6p8HrP9qWLebsG434doOc7b3oFVS7a4/f6RO9kQP2f9x42sfnB6zCoWi5aLERwUAQ9oMYUCrAWw8spF3N7zL/SPub9DtZ7f6CoBBrYbSM65ng267NF5v2ZoihfMqqk4caBx2jfAw46HCbg/e4czL+l7GlMVT2J+9n6W7lzKm+5hqrSesJhwTOzftCuQ9e8KTTxoekb/8YgiRX30F6ekwdy6muXPpbI4gL/ZEXOE9MXmzMLtT0a74HxxOMgTLI0eMHI0FdCjWvBQCHA6EzWaERxf+DQ01hMXWraFNm6P/t20LgwcbyykUCoVCUYxYYaYPdrbiYoXMZaKIadDth596EprNiutAEl2iejfotkvj9XjxejzExsYXRdqkpaXg9XgrrE4caByOEHwRkQCER0QGpfAI0A8HEWhko/OXzGd4QR7IqpA2GzzySM0qkDdwRXFfe0nmf91k3uHG9peJ8AVWwr6zYMrQCP/CSvgXVvzhIcA8hOsvkDFAFAlT4zCl2DAfMjwXhV7Bc7wA3SaRNom0Yfy1gnRIfPESf7yOP17ia2X89SfouPv5Ay64KhQKRUOhxEcFYCSOvmHwDdy26DbmrpvL9JOno9XD6GV5SCRZrRcAcGnvllVoJjPbz7z5uVx1URhhoaJaHo42q2Dy1WHYrE1flIywRXBxn4t5b+N7zFg2g9O6nIbFVHVYkWYzEXpl1+CoQK5pcPrpxuRywZIl8MknyG++wZybTeSRJUQeWXJ0+W9Lre9wwLHHcrhLPM9mLeLv1ibefegvbLEdiYyKqng0XaFQKBSKGjBCC2Or7mK1zOMiGYW1gZ7zAKLOPg2AI18vQru6T4NttzKEEGiahl6PYlZmZjpvznmJayfdQlh4eLVERpvNxu1TpmFrrMFEKQ2Brxrpj8xCMFyE8YPM5nuZxWAZgr0a55W022HGDOTBTGjqDnwC3EP9uIc6SX3MiWOlmbBvLYT+YFSUhmsx5V5btHjokpKrS6vEc4yfrJ4+vuyRzu6eLsYfG8EJQ+PYk5RVnd2sUCgUzQIlPiqKmNhvInf/eDeJmYn8kvgLp3c9vUG26w7bijt0J+gmJvS8tEG22RRwunRGjT+Czwdvz8+rdmi3zSa49dqIBrLyKMKigUUrGeJs0Yz5lTDtpGl8uvVTVh9YzfSl03l+zPP1bGnj4HZL5s73MGniWGzjxqEnZ5E84inC0n7H4jqMzxqDzxpLxOQRaN06QYcOxtSxI5hM/PfzS/l0K1ze9xISuvUnKyursbukUCgU1cKfm0v+9r/xpiSju9yE9u2LJS4eb0Y6APbOXRBacKYPaU4MJIRwNHLQWS+dnCAapuK0OSGOkCFGfOqRr76Hq+9qkO02Nk5nPicO7oXP6+XN116sdmi3zW7nv1OnN5CVR5FWC9JqxZyWUmyeFVlFLsozRDi/yVwO4+N9mcYk4mpVwbmp43a5eH3ObG6efCfOUXZSnnISuthN68k/IM0DkCIZzfsv6XdchrerFV8bia+Njq+DDmb4SE/nZ5lDL2zEm80qT6NCUZwaDHooghf1JNhCKF4NWHf7y10m2hHNRX0uAmDu+rkVtuV06aSk+Zn1RhaZ2eW3VRMyWxmFZkIzRpAQ2qrO7QULXi/4fCU/lw73bkpodjNdF59HxwVG6HTHBWOqVdSld3xvXjv3NQBmrZ7Fl39/We+2NjROl05qup857+WSmu7H6dLB4SAv9gSO9JjKgf7PcrjXdFK73oCccjdccQWMHAlduoDJRFJOEl/8bVwHtx53ayP3RqFoOhQNehSnGoMeiobDvW8fad9+g3PHdnxpaej5eUivD+n3kbPyd3JWrcSTlNTYZjZ7ilcDFq7yq+0WeqkBLJc5FbbldOaTknyEZ5+aQWZmep1tixpzKkLTcO74h/xd/9a5vWDB6/Hi83qJjY0nNjYer8eD19N0H/SkI4TELYnsXbkRgL0rN1arqEuUMDNJiwPgD5nPcplb77Y2NE5nPqkpybz8wjOkpiTjdOaDFZwjXcA1+KPGoEdeBUwm68Zscid4cQ334etiCI8uqbOyYL+cqjW8A4FC0VQpPuhhTk3GnJZSrUEPRXCiPB9bAKWrAe8d/wNdl4wtVzS6YfANfLDpA774+wtS81OJC4kr8X3pYizvfZbH6oW1L2wh8ZPd6msAIo+Mr3U7ioZBs5sxxwiir+uFOcZe7bDoqwdezYp9K3h7/dtc+/W19G/Vn24x3erZ2oahogJFv8+vfj6tN/96E5/uY2DrgQzvMLyeLFUogo/CQQ9ZzONaWLSi+5fuMeb7c70Iqyk4UjU0I3zZ2WT9vgL8/jIpIixx8WghIehOJ56kA9jat28kK5s/ZaoBDxtA4tY95YpGJ4swFstsduDmiPTSSpR8wStdjGXe3Dms37qnTvZFnmWEXGd+/1Od2glWgskLUDpC8McnkD5lGv74BCM8uhr0FQ7OFRF8J7OZL9PpLK10qqfq1w1NZQWKqus7vErm4UISjYmBqKSNCkUhhYMeotjAjLRaiu5fwuU6OrDmdgGRjWGmIkAo14EWQJlqwD5Z4kWuOCM6juCYmGPw+D18sOmDMt+X9s7z+ermrZcbtxSf7TDC7yAi9azaN6RoMDSbidhJfWr8kv/y2S/Tv1V/stxZXPzZxWTk5hd50KakFXgLBiGVFSiqDh6/hzf+egMwvB6D6SVFoWgINLsZU7i1aCo+cJb58U4A9k1YTMb7OxrLxBZL/ratRcKjFlJW6LK0ag1S4k1NawTrWg7FqwH7YuMRXm+JF7nitBEWjsEQhX4rx0OteDGW2Nh4fF5v9b31pCwTMhcxqB+Ont2Quk7W4l9q1jFFoyDtdjKmTq+28FjI+SKKXtjwAa/rqaQ5c4s8aFOSjxjegkFI8WsiLi6hxl6sUkp+KfA0HiXCMannPIWiBNIRgh4ZWTQVHziLmjObTsONtB0Rc19rLBMVAUKJj4oSCCGYNHgSAG+tewsZgLwLwqKBudiNtiBkzuP3cKTb4wBEHb4Yzd8wuYcUjYPD4uDziz8n3BrO+sPrOebumzhlwhHenp/HKROOMGzs4aAVIOvCl39/yeHcw0TZo5jYb2Jjm6NQBBVRl/UAjDQQ0Vf1bGRrWh6ew4dACMzR0cSOu6DM9+bwcAD8uRWH+CoCiBDVKlI2oiD0+neZi6+C5zwhRLmDYVJKdF0v8XworRakxWKEzRULmdORdH/4HgByfl2JL7XuIdyKposmBDdo8URiIgUfk5YtYNiQXrz52osMG9KLwX27BK0ACUcLFNV0kHgHbpLwYuLotadQKKpH5uQ7i1JBZE+6pZGtUdQVJT4qynD1gKsxa2a2pWxj9YHV1VrHYjGm8uZpdjOdvjC8GovnCXx9/ct4QhLRvJHEJ94T6G4EPTar4LpLzUFR1bq6HBN7DG+PexuAtDYfkFWQ7xOafs7L+uKVP18B4LqB1xFiqboKpkKhOIopzFLjNBCKwKHnG0KCrX0HhKmc/V9QZEYWT3CsaHSGiBAcCLLR2YyzWutYrBYsVitpaSmkpiaTlpaCxWrFUhAet3dV2TyB68xeIgb1R3d7OPJSxbnEWyo2m41HHnmk8apa1wORwsQNWhxCQuyZp9Dj9ptq5S1YLkFakOIX3Rh8GSpCiRTqPqVQ1ARptxelgtAjVMh1sKPER0UZWoW1YlzPcQDMXVe9h0WHXWPVt61ZMj8BgCXzE0pUbi58KTSFWdDsZg7nHubZ1YbXY3ziXZi91c+P11KwWQXXX25tVuIjwMXHXsxNA28DIKnHNNwhu+rUXjAXpNh4eCO/7fsNgeCW49RonkJRU2qbBkIRGAoFR6mX77Xuz8kpsZyiaWATGicWVLpeoVevOIjDEcK6LYksK/BAWbZyY4nKzdJu/NUjjJA5l9RZaDWEzdQPP8ebdDjQ3Qh6bHY7M2bMwFbD8OamTi9h52yP0ac2/72B0AHH1imlTDAXpEiXPtZjDNKcJsIb2RqFIjipbSoIRdOj6b+dKxqFSYOM0OuPt35Mtju7Wus47BrhYcYpFR6mFQmP5fHATw+Q48nBlteDmKT/1N1gRVDxxKj/w549CGnOZ3+/a/HY99e6rdpW4W4KvPrnqwCc1f0susd0b2RrFAqFomaYQsNAStx796CXcl33ZWXh3rcXhMAUrqq7NjVGFAghm3GSLqvnmepwhBBe4HkSHhFZJDyWx/cyi2xN4j6cTOo7H9fd4KZOkHrl1ReneW2k/fIbwmym/dMPYOvaqdZt1bYKd1NgucxFBzpipSvWxjZHoVAoGhUlPirQ3X7S5m5Dd/uL5o3uNpoOER3I9+Yz+bvJ+HV/JS0cxWYVTL46rIy3nrCaiL6uF8JqYm3SWt7Z8A4ArXY9ipBNf+SytgSzV159YjVZab/ldUyeGDwhiSQOOY/8iL9q3Z5mN+N3SHJNziLv2qZOhjOjqKjTbcff1sjWKBQKRc2xtmkDgD83l/Rvviqan79zO+nff4csECStbds2hnmKAoTLRfSsmQiXq2heR2GlE1Yk8D89DW81RTObzcbtU6aVCRWWNhvpU6YhbTaSpZcl0hi43j1zNrrTVV5TzYJg9sqrTzQEf095AM/Bw1gS4ug6bzbRI4fVuj3pCMEbEUFueFiRd21TxyslywoKzZwmwlVBQYVC0eJp2QqIAgDp8ZMxbzvSc1RgNGkmnhv9HALBh5s/5PpvrkeXVRcDsdkEt14bgc1W8gZbGBonrBp3LLoDieTcbuMIyxgZ8P40JYLZK6++sbrb03nd11jzu+K3prJ34MUs2PFJrdrak7mHY9/tx6AzriRhThuGvDmECZ9O4K7Fd/HyHy/z478/Vuv8bUje3/Q+Tp+TrtFdOau7qvSuUCiCD0ev3oiChM+601lU7ETPywO/4U0nzGYcPVQxoMZEuN3EvPAMwu0uMf8iLQoTsAUXr+kpFRafKY7Nbue/U6eXCRUuHhb3mZ6BD+jsN3Hkq+/LLVLTXAhmr7z6xpeZxe7r78T59y5MYaH0n/cyv5vdVa9YDtnSz6OOHMZu/o1bQzN51J/EK/5kPtbTWapns0k6q3X+1hvlVHpfL/PJQScUjeOFOh8UCoVCiY+KCrnk2EuYO87I+fjexve48dsb6yzgfLT5I1YdWIXVZOWZ058rUaTGbC5btKY5oNnNmMKMjgWLV15DYXN2pctf3xCSMQxpcnPddxN5cvmTNXpB2Z+1n9PeO43ErD0ApLvSWXdoHV/8/QWzVs/ijh/uYPQHo3llzSv11IvyEebKvV4/3fopANcPuh5NqJ9ihUIRfJhCQ4k4ecTRnI6Fv92Ff01mIk4eiSlEvXg3RXoLB7do8ZiATTh5Q0/BT90EnG3SyfqCIjYX6eEVFqlpTkhHSFEhhGDxymsofKnp7LnpbrJ/+R1hNrPA7uRjPR29Bs95udLPLP0IB0zGO4hTwH68bMDJUpnDxzKDl/RkvpGZ9dSLiqmo0jvAWmnkejxRhGJVz3kKhUKBUkEUlXLdoOvw6T5uWngTb69/G+k3I3kIQc1DB3I9udy79F4App44lWPbHMOqb3XSM3RGX57Mjx8nVJonUtE8Mfmi6bTxIw71nE5mm0948JcH2Zm2k2dHPFvluodyD3H652eSmJlIu7B2vPzjHSS8OIx9ngPsydzDnsw9bDiygTUH1/D0b09zw+AbcFgcDdArEAVer74MN/smLKbjgjGYo21odjOHcg6xcv9KACb0ntAg9igUCkV9YGvXnpix48jfvh1vSjLS7UbYbFjiEwjp2QtTWFhjm6iohIEihBu1eN7QU1iPE93uq3WBIJ+UfKxnAHCSCKWXPZJ1WxJJT01l1PABLFu5kZi4uEpzRSqaH9LlZt+9jxFx/eV0vPkalsocUnQfT+tV54LNR+cFPZkDeAmVgqcuuYbU9z4jOdROKj7S8JEkvezEzU8yhzNlBOENWFG6sNJ756F92LtyI/64OKQjBLfU2VIgwg9RXo8KhUIBKPFRUQ1uHHIjPt3Hrd/fyrxNbxB9jIfWux6vsQA587eZJOUk0SasDfePuB8oLFJjfG+3KeGxpSKklTbbn+e/Fw/g0d/u53+b/seu1F3MPX8ufRL6lLtOmjWLaz8/i13pu2gV2oolFy3CumAXXdqewEnhI4qWy/fm0+XFLhzOPczb699u0PyKhterMVJf3Ov16x1fI5H0ie9DzzgVjqhQKIIbU2gY4UOGBqQt3eslf9tWfKmpeNNSkR4P4cOG4+hWsiiXNzUV1+5/8Kam4svIAClJuLL8AnbJH/yv3PmhAwcR2rdfQOwOZoaIEG4QcbwpU9lo9tLrhSdIefJF8Ncs2mWZzCEJL3YE40U0ULMiNYpmjJTsnjmbu665hS/sTjZKJ7cf/oeJMopO2MpdJT80hBcceezFjwPBVGco/f9cT6JuppMWWrScLiUP6UkcwcdSmc2FBedeQ1G60jvAVlx4kISj0b2C/ikUCkVLQ6k9imox+bjJvHjWiwBktH+HI91nIGsQmpOYkchzK58DYOYZMwm3hdeLnYrgRSCYevw0Prv4M+xmO6uSVtH3tb5c9OlFrD+0vsSymZYcrhn6KH+nbycuJI6f/vMTPWPKF/Hsuo1bTFcBhgDu9tUu31Ag+eLvLwDl9ahQKBSlkW43+Zs34cvOwhxdsYjgPngA5z//AAJTWNXPFJY2bYgYfnKJyda+QwAtD26O00KZJOIQElqNO5v2j9wNWvVfE3Kkn69lFgDniUgiG9D7TBE8DPPZuFNLwIHgX6+Lx/2Hme0/wi5ZsiiR027nvnkv86/Jjw3Bf7UEuujl+8yY3G4uWbwCgJ9kDnmyekUy65N1BSHXg0QImio0o1AoFIDyfFRUgu7yIb3GqLewaNxxwh3kOr08sOxu0jvMxWdNJmH3NKB1xW1Infc3vs99P92H2+/m+HbHc2X/KxuoB02H4tW+FZVzUZ+L6BrVlbt+uItf9//Kgr8XsODvBZzd5SyuiRrBMbkduHbI42wP30u0LZqlVy3l2IRj8ed4ym1Pevxc+MUgXjkvloM5B3l3w7vcNPSmhu1UMdKd6fyy5xcAxvce32h2KBSK4GDb/A/JSkwkqms3el92OQD/LvyW1K1bsEVGMvDmyUXL7vxiAVl792AuqETc67LLccTEVrkN6fdzcPUqXOnpdB87Dmd6Gu7MTKK6dqt0vbxNm8jfvg2EIObsc0qIgP7cXNIXfQdSEtKrD6H9+1erv5rDQeyEizE5HHjTUslY9H25y4X06EnosX0RZjM5a/7AmZNdabvm8AjsXbtWy4aWgnDmIzxGRXJptXCCI5RcZz4fWXOJOucMTJEROB99ptI2pJSsw8nnegb56CRg5nRRdThtc6N4tW9F5fQWDh40teF7ay6/O7PZgostuoueDhOTTj6R3okHeOT5GWw6YTBWCXeYEugu7ED5g8fC7eb8ybfx8a71pGg6P8kcxomoBu1TcXxSsrFAfBysQq4VCoWiCOX5qCgX3eVj95iFJBZMu8csRHf5uG3IFBL+NUKms1t9wz8njOSOH29iX9a+Mm38vu93Tph7Atd8fQ2Hcg/RJqwNb419q0UW1yis9q3ZlPhYHQa1GcSX479k1XWrGNtjLACLEn/g0hMe4PQRt7Il8l/CvCF8P2EhA1oPqLK9UL+DO4f8F4Cnf3sar99br/ZXxsKdC/HpPrpEdWFAq6ptVygULZu2Jw6jx/iLSsyL79efY68qP8S42znnMmjybQyafFu1hEeAf79biDM1hazERAAsjhD2LFlc5XqeQweRHg+WmNgy3oemsDAscfFIjwd30oFq2QEgTCZMjqpz82oOB8JcszF06fMh/Y3vFdUUEM58uvTtQpe+nQumLghnPsf5rOyY9ihS1wk/6XiG/vAZ79vyOCzL3jf3Sw/P6Ud4TU8hBR+haFyjxWJpgZ5exat9K6qmtbDwREIXHjW14XgRggB2mPzc88HrTPzuQ9afMBiL283trlB6iqr3qcnv51yPIfwulTk461ggsy5sx4UTiQNBL9T5oFAoFIUoz8c6IqWsUWXe2rZfl22Ut27xNov/Lfxf9/jBW+zG7dXRPX6kEMTtuxVH9iCSuzyLM+pP3ts8l/nb/scNg2/g/pPvx6t7mb50Oh9v/RgAm8nGXcPuYvrJ0wmzhpWxpzB8W1Kyn4Hoe22oKJy8tH31sZ3i22is/jcEVe3jwun4dsfz9WVfs/HwRp5a9iSfb19AhjWHEJ+dtzc+yHHtj6v0PC4+f/KAm3n+r1nszdrL/zb+j+sGXddgfSluV2HI9YW9LixhX4l1m/Gxrw4tuf8tue/QMvpf2Defu6QXj2Y2o5UjpkV16Upm4u4S8yI6dcKVkREwm3IO7GfQ5NtYP+dVAMwOB3o18v35c3JACMwxMeV+b46OxnPwAP6c3IDZWltcu//FuXMHAKbISEL79sPepWpPSCGMqb4obLsu2yhaV5ScV7rt4vM0rxfh8eCLiwfAnJpizBNw+LOvsSSnkXDz1YQPO471mpcNehLDRShjtUhsaHypZ7JC5iIxPBlOFeGM0yIJKyfcurztB6rvtaHE/iqcCPyxrslxaW5UtY8Lv++gWblJxHO+9LLIm84qfy7ZUZGYPV4evW0ared8iKzkPC4+/yS/lW/wkI6fX8jhXBHZoH0p/H+9bng9DhAhWLTyD25zPvbVoSX3vyX3HZp//5trvwKFEh/rSFZWVr2Lj7m5xkO7qOXZrOeWHa3Ozs5G0y0lvi9vXul18gpOmdDM4XRe/yV5Mb8SdfrzbEpdz6t/vsrb694GwOU3crdceMyFzDh5Bh0jOuJ3+slyZpVpNyfX2H/ZWdlI/9E+BqLvtaHQntKUtq8+tlN8G43V/4agqn1cuu+dHZ1586y3uGvAXXz296ec9u8gTnz1LHLceUVROOWdx8Xn44abB9zMzD9m8sTyJzi/8/mYtbr/BFbZF48fx8TO5LhyyXM5WfyP4U00usNosrLKXg/QvI99dWjJ/W/JfYeW0f/sbCM8eO3z/1difodTTqXTaafXuf3ExT+wZ+lSYnr0oNPpZyCqkbevtOgpdR2q8Wyje8pPd3G0oYLBF28Vy9Uzlvh4bJ06YwoNQ3fmk79zB9m//4bu9RLSo/KiX13aRhEaGlrpMoGgS9uo2q9cYJ65mNDRuW0kREWV+L68eWaTVmKdzIL/Pdt3ceDOB3F1aMOVX85nq9/N7zKP1f48rEIr8iw73h7O5Ji2dLJU7OGVWWz7UYXbL0ad+l4LCu0xaQJNE0UFFCuyLxDbKaS8bTR0/xuC6u7jwr53BYYTz+GcLBZnpTBg0TcM/HgBFB/YKO88Lja/e9sorjaF8UL6QZaSw6Q27XFodY84qrIvsXZ45BE6d22F32Zj04GDIOHsuDi6hkRV2C40z2NfE1py/1ty36H59j8vz1L1Qi0YJT7WkcjISCIi6i+3TaGwGRkZWesXMb/mIb3UvIiICEzh1hLflzevzDrCDDgBo0BIWPqpLLvqUn5NWsgjvz7CpiObABjcZjAvjH6BEZ1GUBXCpANOIiIjiAg7+hAciL7XhkJ7SlPavvrYTvFtNFb/G4Kq9nFFfT8+8gSO73VCuW2Wdx6Xnn/PyHt4df2r7Mnaw/f7v+eq/lfVe18Aom41Hp6Xbvscl99F67DWnNHrjApTEDTnY18dWnL/W3LfoWX0v7BfQ++6pyg3I5QVAGtD5zNHYwkLQ/p87PxyAYf+XEPbE06scr2QVq1J3rgBKSXOtDQO/LacyC5dqlxPWCxIjwfPkcPlfl84X1ga92E8eszZJT7bu3UnfdF35G1Yj6Nrt0rDtxOTMgkJqb9UHUIYL2GJSZnV0XvLRcvKojPg040GzMCepCz0vJLflzev9DqZBW36C+Znrd3A9dl2DoZH8pWexb+4cUqdNpi5VIuhn8+BP9nFbkoWDClOdsFA256kLCLyAtv32lBoj1+XSCR6QV9L2xfI7RRSfBuN1f+GoKp9XFnfR4g4mHAdu53Awcyi+eWdx6Xn94yIIBoTGbqfdw4e4Cyt7t6P1TpfbrgT0lzslJlk6D6sCOLTdXZnZJbbZnM+9tWhJfe/Jfcdmn//8/MDeBNphijxsY4IIer9BalwG7XdTnnrFW+v+N/S88qsQ9n5mtC4oNcFjOs5jm93fIvH72FCnwnVzu1Y2KagbB/r2vfaUF4fC+cH0o7ytlN6G43R/4agOvu4pn0v7zwuPT8mJIbbj7+dp357iidXPMkV/a7AVMdR8ZqcL19u/xIwQq6r2m5zPfbVpSX3vyX3HZp//wv7ZbbZMAc4P5w13Mi7KCwWEgYMInXrlmqt1/Wss0lcvAhvbg6b5r5JbO/edD5zdJXrmSMj8SYn40tLI+fPNYQOGIhmtaJ7PORt2ogvNdUIy44MTPhjoBAmEyE9epGzZjXe9DSsCa0qXFbKajmB1pm6bKdoPVlyXuH84n9LzyuzDmXnIwW9hYNemp1tuMiWfo4ToZiFqJbN5W2/9PcN+RJaou+FUz3YUdVxqWxesFPdfVyTvld0HhWfb0YwRkTwsczgBz2bUwjHVsdc8zU5X/4qCLk+FjtWtCr71hyPfU1oyf1vyX2H5tv/5tinQKLER0XA0ITG+b3Ob2wzFIpKmTJsCi/+8SI703by6dZPubzf5dVe1+2WzP0oh0kTw7HZaiaMuH1uFu5cCKgq1wqFon7w5ORgDQ9H6jrpO/4mJCGhWuuZbDa6j7uA7uMuqNH2rO3a401OBsC5cwfOnTsQViuyVDi2rX2HGrXbEGihRhVa6W7ckPBgQgjBsTioYMxNoSiDlBJd1xs0j+9IEcb3MotsdJbLXM6sYfV1t8vF63Nmc/PkO7HVYIBISsk6VeVaoVAoKqTllR1WKBSNjsViTFXNqw/iQuKYfNxkAJ5Y8QR6DSoiuj2SOe/l4vbU/CH6p8SfyPHkEG2PZlSnUTVeX6FQtEw2vzuP7Z98TMaunax57lmy9+1j5xcL2PjWG+QdOcKa554ldYvh4bjj809Z9+rLrJ/zClKXtD1xWLW2sffnn/Dm5xd99ublse+Xn6tcz9GjJ1pIsZdsKZFu9/+z99/xcaTXge/9q+rq6tzIgQAIkABJMIfJOUkzozjKtmRbthXWWsuWbMl3V7vee1/vvve9e3f3+tq7zpbltb2WsxVH1gRJI03OzJkEQSLn0OjcFd4/qrsJEIEgCKC70ef7+fBDoLq66jwdClWnnuc5c279q34/3u07ltna9WNm5xZVN1J14o3alUSUHLfuxq3rjI+PMjY2wvj4KG5dx62v/Ymerqg8ni0287QdIXOD34lUKsXv/+5/JXVNUbDruZItduPCKTYjhBBiLun5WAYUtwpu9Wr1ak1xlglRID6vyqtPNjIxafHYJ0Z49u/qqa5S8XlX/3NppUwAzGgGxa2iejV+4+7f4A/e+ANOj57mm2e+yUd3f3RZ20qmnO/QTNTC7eaG4s1VuX6i8wncLpmMWAixPPt+8dPzloVbWxde91OfWdE+Js6emVPsxh0IMH72DK0PP7Lk81S3m8qH38HUj3+ENSt5CYBto/r9VD70CGoB53y0ksl5CUYrkyFx5gyKx7Nope5SYutubF1HGx91fne7sdchyVPq1qtX3nr2+isWPp+fwye7mRgb48F7DvD8K8eorq3F51v9pJySdI49amTa+S74/DykBHnKnmYakxftKI8ooWVtK5GIMxNx5nhMJOOEb2DKiFyvx5148d/kUG8hhNiIJPlYBlSvRvsz78OYTNHzkWdo++a7UL3y1i8m1wMvk5m/bLX3o2lgGGu3j2Lm86qEgs7PoeAaJR6TBlc+/DQAPR95Btwq7c+8j4ZgA5+79XP899f/O7/1k9/iA50fuG5CMJG0ePTjzvDCxz4xgtsNrz7ZuKw4DMvgO+e+A8iQayFE8VkoOWKb5rKeq1VVUfPEB0l0XSQzMoKVTqHqHtz19fg6OlC0G//DFj93Fjudxko4F/Ppvr58ctPXuRNV1zGjUZLdlwDITIwDEDvhFL1TAwF87R35baX7etGbW3AFAliJBImui1ixGOF770Nx3Xw13EKzfX66T3bjGhuj7Z4DXHn1GPYaJHk2itm98q4uW/1eeW7djeZ25/ezXj3/ioXP5ycUdpJ3oXDF2iQeE3Ha7j4AQNs9B7B1ne6T3Xh8fh5TwnzTnuL79jT32AG810kIJhJxbtm7lUx22ogH7z7AkVOX849fL1ktQ66FEGJpkoEqE6pXwxV0em2pntI/0V5LuV550ZjNX/9zlE9+NEgwoKx6csznVfnB39fz8EfXtudfObMzFhizThIzlrPMC1+57yv8+ZE/5/Toaf7wzT/k1+/69SW3lclcTRTnfs9klpesfqnnJcbiYwTcAR5tf3R1GieEEKvEV1tL34sv0nzvvWDb9L/yMr7aumU/X9E0/J07oXPnqsQTP30KK3a1YmSqt4dUbw8A3q3tkE0+xo4dnfO83O/u+oZ88lGvryczNkry4kWsdApF03DX1OC/+x70xk2rEm8xsH1+rGyix/ZK8mMpuV550ZkZ/uJrf8ynPvvLBEOhVU+O+Xx+nn/1GPfetntNe/6VMyWdQclkMGqc45U2PoqSzmD74BElxI/sGaYw+Rd7mo8oVUtuK5POkEmnqclua3x8lEw6s6xk9YCdYQgDBTgoyUchhFiQJB+FWIDPq+Lzwpc/t7YVOr0eJ9m4Vj3/1pOVMpn863NUfbKzJBLcjcFG/uND/5HfePY3+K2f/BYf3/txGoPL68k423KGkOeGXL9n+3vwuX2r1gYhhFgN7e9+L+e/8U9cee6HAFS0bWHHR5Y3HcVaqP3QR667jt7YSP3P/fz119vUhL6paTXCEhuIz+fH5/Pzb3/zP67tfrKJ4LXq+beelGSSyj/670x9/texi22uVGV+FSSvovIxpZKv2eM8a0e41w7SqFy/56lyzbaWM4Q81+txGx4qlOI/BxZCiEKQ5KMQYlXYaZPJ/3mWyp/eBtckH2+mSvRa+sIdX+Brh7/GmbEzfOWHX+GvPvhXK9rOUkPILdvKJx9lyLUQohh5wmH2feozmNnhhi5dX3C9yR88C4Bvxw68bVvyv1+XAlXvfGxVYhVCFIaSSlH9u/+V6c/88rzk40orRK+1O5UAz9tRLpDi76wJfl2tn5dcXI7rDSGXIddCCHF9pd3VSogS59EVPv8LQTx68STk1sLNVIleS26Xm99/9+8D8L+O/S9e7nl51ffx1sBb9M/0o7t03rP9Pau+fSGEWKnE+BgAsaEhYkNDJCcmSE5M5H+/VmZ4iMzIMFYsPuf3Jf8ND5EZHl7XdglRLDweD1/40lfweDyFDmVNrbRC9FpTFIWfUatRgFMkOUpi1fcxZhv04Ny4keSjEEIsTpKPQhSQx6PwK58KF1VvwFKl6C6qPr0TRV/+cBcrZXLwuU18dKczvPBXn/pVTGt5RRaWK9fr8dH2Rwl7wqu6bSGEuBmXnnoKgNN/+/X5//7ub5a/Idte/J8QZczj9fJrX/53RdUbsFTZHg8TX/oK9g0kcpVkkv2/+zs8YjpT3vy9NUHatlY1rlyvxzZ0ahQZVCiEEIuRI6QouHLp/SfWlupxUfPZ3Tf0nNxQ8f/nn/8L3+/6PkeHjvLVt7/KL9/+y6sS03Pdz/Enb/0JIEOuhRDFZ8/PfRLbttn/2V/CE77+zRF3fQMooAb8c34XYinl0vtPrC3b62Xyy//uhp6TGyr+oc98jjeCKcYxecqO8AGlclViumyneMaOANLrUQghrkeSj6Lgcr3/hCiUzaHN/O/3/+/85nO/yX947j/wsT0fo9Zfe1Pb/KM3/4gvPvVFTNtkf8N+fmrPT61StEIIsbpO/a+/5JZf/eJ116t67PElfxdiIbnef0IUih+VjyhV/KU9zlP2NPfYAeqWUXxmKW9YMf7CHieDTS0a9yvBVYpWCCE2Jhl2LYRYU4mkxUzUGeKSTK3uUJfV9OW7v8y26m1MJif5zR/95oq3kzEzfP5fPs+vfP9XMG2TJzqf4KVPvURQl5NSIUTxURQFPVxBJha7oedZmQyx48eIHT9G4uKFNYpOCFHsEok4M5Fp5+dkvMDRLO4eJUA7OgbwD9bkirdjYfNta4qv2mNksNmBh/+gNhKWKtdCCLEkST4KIdZMImlx9/uHeOwTIwA8+vEREsniTEB6NA+/967fA+Brh7/Gm/1v3vA2DG2CD33z3fzxW38MwL+/79/zrZ/+FiFPaFVjFUKI1eTSdY788R9y4Tvf5tJT38//W4rqdhM7cZzYieMYU1PrE6gQoqgkEnFu2buVB+85AMCDdx8gkSjOBKQ6q/jMURIct2+8+Izq8/JX3jjfs51k6wNKkC+rDYQk8SiEENclyUchxJrJZJx/OYYx9/di8+7t7+aJziewsfnsk5/ln079EwMzA8t6bnfkLBMPP8GLvT/G4/Lw9Q99nf/8jv+MqshhVghRvGLDwyTGxqjYuhVPOIzm9eb/XY/qc4o4qLq+1mEKIYpQJp0hk05TU1NHTU0dRiZDJl28J3pbFE9+ePTfWhO8ZkUZtw3sZRTHink0HnvhKU5oGRTgE0oVn1Sq0RSZ+FYIIZZD5nwsIyupBizEclkpp0q0Gc2guFVUb2keXn738d/lmYvPcHz4OD/1z848jVsrt3LHpnuYbNqHJ7oHUx8l7evm1384TM9MFxcmLtA73YuNTWOwkW//9Le5s+XOArdECCGWNvjG61z+4Q/w1dQyce4c2z/4IWp371n28z0tLSTOnyczOrKGUYrlWkk1YCGWS8kOqVYj09i6G9t3tcCKUkIJuA8plbxtxxnD4Gv2ONhQhYs2j0rzL3wctWcQVziEt6aCb+hxpswkIxiMuw2suip8KPxrtY49iq/QTRFCiJJSmtkBsSIrqQYsxHJYSYMrH34agJ6PPANulfZn3kcpdq5ur2rnx7/wY/7s8J/xUs9LXJi4QPdUN91T3dA5d92/OD739zua7+AbP/UNWsIt6xewEEKs0OAbr3Po87+Kt7KS2PAQXU9+94aSj4EDB0kPD5MeGmLm7bcI7N2HKomvgllJNeBFt7WMnmCifCiJOG13O0Or2+45gK3rdJ/sLnBUs9zA5zWkuPg3agPP2TNctFMMkGESk0m3yfb/NPf78zLpOb9vws2vqHU03mSxGiGEKEeSfBQ3xO12/uWGzmqa87sob3bGAmPWiV/GcpYVOPmouFXQlKuxuVVn2XXcvflu7t58NwDD0WFe6X2F57pe5M+f+wmpwHm0dAN6fCuffHQPexp3sK16G9uqt9Fe1V5Sd/+FEOVNUV14KysBCDQ0Yt7gcMmJp76PbRhg2yTOniFx9gyKx4OizT+9rP3gh1cjZLHG3Lobt64zPj4KgOZ249blRK/cKekMSiaDUVMHgDY+ilIEw6tt3Y3tdqNlP6+2rmMv4/Paouj8vFIDQNQ26SLFqWSEbx59ldDuTozJKaJd3Xzgnkdo8QSoV9zUo1GPhirneUIIsSKSfCxzVtLAjDonD8sZLuvzqrz6ZCMTkxaPfWKEH/x9PT5v6fVuE+VB9Wps+d57mPr6eSp+ehuugPuGh4M3BBv40K4P8Y6WD/Dcbw/Neey//OdGwiH5/AshSpNlGMSGh8Be+PdAY+PSz49GQVGcf9meR3YySf5WVG65XKwXjJKIo2YrES80XPZaPp+fwye7mRgb48F7DvD8q8fwLbG+KDNF9l22fX4uHz5L5R/9HtOf/WWsUGjJz/dCgoqLA/jZms7w//mpT1NbWw/A2NgIf3XyMmFfeC1CF0KIsiPJxzJmJQ0uPf49yDjVh+cOl12cz6sScuZqxuuRxItYOY+u8PlfCOLR1+5kVgt7qP38vjXbvhBClCrLyHD6b74+Z1n+d0Xh9i/9xvU3stRwRxm6W1BKIs7WvVtR0s7Q0eUOl/X5/ITCFc7PXkk8illu8Dvt8Xj4wpe+gmcNp2OwKquZ+M3/uGbbF0IIsTok+VjG7IyVTzzm5YfLCrF8iw5vvs6IHI9H4Vc+JXeUhRCiEG7/8v92U8/3tnesUiRiLSjpDEo67QyVzfZCLZbhsqK0LDq8+TqfJY/Xy6+t0jykQgghSpskH4UQN031arR9811ceeIpWr/xOFqVxxneLIlsIYTYsML33FvoEMTNkt6pYhlsn58rrx5jy227ufLKMczaWmd4c3q60KEJIYQoEZJ8LGOKWwW3OjdBNLsgxwoKdYjypXpcALiCNz6vohBCiNJh2zaJ8+dI9VzBSiRQfT48bVvwbd8hRbeKiK27sXU931vNWXa1IMdKCnWI8mVnh+Bb4YobnlexlEildyGEWBuSTSpjqlej/Zn30fqNxwFo/cbjtD/zPlSvlu/Jdu3ynPWYq0+ItTS72JKVMuc8lkrZ/OFfREilrp6Aut1OdffZv0uldyFEOYq8+DzRt94kMzKCGYmQGR4m+uYbRF54vtChiVlsn5/uk91ceeUYAFdeOUb3yW5snz/fk+3a5TnrMVefEGvp2mJLSiKefyyVTPI/fue/kEom88tmV3ofHx+VSu9CCLHKJPlY5lSvhlbtperTO9GqvXMSjEv1ZMvN1efxSPJRlJ5csaWejzwDwJUPP42VNPKPp9I2f/RXUVLpq8lHn1flB3/vVEB89u/qefXJRqn0LoQoO8krV0j19FxdMKvadaqvl+SVywWLTcxn+/yYdfVMfOkrmHX1cxKMS/Vky83V5/F61zVeIVZDrthS2z0HAKfY0ta9W/MJyFQqxe//7n8llUrln5Or9P58Nlkvld6FEGJ1yZWzQPW4qPns7nyyMUfRXVR9eieK7lrkmUKUpnnFlgw7X2gpkbSYiTo/z0QtEsmr6+Wqu4eCqiQehRBlKXmp6+ovtn31X3a4dfLSpQJFJhZje71MfvnfYV+TSLQ9Hia+9BVs6d0oNpjZxZaM2nqMmjqUdBolnSGRiDOT7RE5E5kmMatHpFR6F0KItSMTs4lF5ZKSQpSLRNLi7vcPkckWb3zsEyO43UgvRyGEyDImJwBQNI2KBx7EXVdPemSEyIvPY2cyGBPjBY5QLFcuKSnEhqUooKpgZW8wJxLccssOMuk0AA/ecwC3rnP4ZLf0chRCiDUmV9NCCJGVyZBPPC61TAghypWVTIKi4G1vR9/UhKJpeJqa8La3O4/PGsYohCgPtm2XRKGWTCZNJp2mpqaO2tp6amrqyKTTZNJyoieEEGtNej4KIdZMrihLLnmnaVKkRQghSpplgaLgCgTnLM7/XgIJCCHE6phdpAUomSItiqKgqiqWZV1/ZSGEEKtCko9CiDXj86q8+mQj0ZjNX/9zlE9/IijDl4UQYkOQgnNClLtckZbozAx/8bU/5pc+/0UZviyEEGJBknwUQqwpn1fF54Uvf66i0KEIIYRYJckrlzGmJ/O/G1PT+Z8jr758zdoK4bvvWafIhBDryefz4/P5+be/+R8LHYoQQogiJslHIYQQQghxQ4yJ8YWLy9j23IrX2UrYknwUQgghhChfknwUQgghhBA3T5Gh2EIIIYQQYj5JPgohxDJ5dIXP/0IQjy4X2EKIMiZFZYQQG5TH4+ELX/oKHo+n0KEIIcSGIslHIYRYJo9H4Vc+FS50GEIIUTA1H/xwoUMQQog14/F6+bUv/7tChyGEEBuOJB+FEEIIIcSyuILBQocghBBCCCFKjFroAIQQG4Oiu6j69E4U3VXoUIQQQgghxCqyPR4mvvQVbBmOLIQQYgWk56MQYlWoHhc1n91d6DCEEEIIIcQqs71eJmU4shBCiBWSno9CCCGEEEIIIYQQQog1IclHIYQQQgghhBBCCCHEmpDkoxBCCCGEEEIIIYQQYk1I8lEIIYQQQgghhBBCCLEmJPkohBBCCCGEEEIIIYRYE5J8FEIIIYQQQgghhBBCrAmt0AEIIYQQQggBYGUyxE+fwhgbIzM+hp1OE7r7Hnwd2+aslxkbI3npIpmxMYzJSbBt6n/u5xfdbuLiBeKnT2NGZ3AFAvg6d+LfuWutmyOEEEIIIZCej0IIIYQQokjYqRTxE8cxItNoVVWLrpfq7yNx8SKg4AqGltxm4vx5Zl57Fa2ygtDtd+CurSP61pvETp1c5eiFEEIIIcRCpOejEEIIIUSROv13f8N0dzeV7R3s+vgnAOj63pOMnTqJp6KCg//68/l1ExPjnPvHf8BIJqls76Dj/U+gKEqhQl8R1eej5iMfw+XzkRkfY/Kp7y+4nn9HJ4E9e1E0jZk3XicxE1lwPdswiB47gt7cTMUDDwHg274D27aJnziOb9t2VI9nrZojhBBCCCGQno9CCCGEEEWr6a672fHhj85ZVrdvP3s+OX+I8eVnn6X14Ue47de/TCYeZ/L8ufUKc9UoLhcun++666k+H4p2/Xvo6eEh7FQK347OOcv9nTuxDYN0f/+KYxVCCCGEEMsjyUchhBBCiCJVubUdl0efsyzc1obm889ZZts2M709VGWTbPUHDjBx7uy6xVmsjIkJANw1NXOWa9XVoChkJicKEZYQQgghRFmRYdc3ybZtbNte8+2v5T6KVTm3Hcq7/Wvd9oW2a9s2trLw/mzW930o5/ceyrv95dx2KI/259pmpFJzlquahrqMnnyLMeJxNJ8vP8xaD4dJRWZWHugGYSUSoCio3rm9KRWXC0X3YMXjSz5fUZx/ayW37RIbHb8qyrntUN7tX+u2X92uDbbl/D97uTLrH2v/PV8svnJ876G821/ObYeN3/6N2q7VIsnHmzQ9Pb3mycdoNApQcvM23axybjuUd/vXuu120gRNASP73XXBTDxK1Fi4M3hkOoJtrt97UM7vPZR3+8u57VAe7Y9EnLkJ3/p//585yzc/9DBtj7yjECFtaLZpgrrwsV1xqc7jS9jaVEkgEFiL0Obtp1yVc9uhvNu/Zm2v0kHX0cZGry7TdVpbawFwqQqqqqBks49bmiqorFyjWJZQzu89lHf7y7ntsHHbH4u5Cx1CUZPk402qqKggHA6v2fZzic2KiooNeyG2mHJuO5R3+9e87RUQfuZ9GJMpej/6LK3ffBfuWh9q1AIS81YPV4QJB9dvlopyfu+hvNtfzm2H8mh/rl23/ca/QZtV6ORmej0CaH4/RiKBbdsoikI6EkEPLV0FuhwoLhdY1oKP2ablPL6E7oEp/P7MWoQGOL0ktjZV0j0wxQbu8Lugcm47lHf716PtyqluXGNjtN59gJ5Xj2HW1jI95XyXTcvGxsaynJ1fHpgmHFubOBaMrYzfeyjv9pdz22Hjtz8eX8cDSQmS5ONNUhRlzS+QcvvYqBdiSynntkN5t3+t2+7yuVFUlapP70QLe5x9sfC+FNb/PSjn9x7Ku/3l3HbY+O3PtUvzeNC83lXdbqhlM5Pnz1HduZOR48eoP3Bo1bZfqlSfD2wbK5mYM/TaNk3sdArV71/i2WDbrMsF0nrtpxiVc9uhvNu/lm23vX7s2nomvvQVjNp6bK8XOzWdfXDWvzWOY8kYy/i9h/Jufzm3HTZu+zdim1aTJB+FEGVL9bio+ezuQochhBCLOvGX/5PY0BBWJsMbv/3f2PlTH2forTeZvHgBI5Hgjd/+b7S/6z3U7t3Llsce4+w//iOXvv8vVLR3UL1jR6HDLzitqhqAzPg4nuaW/HJjYhxsG62qqlChCSHWmO31Mvnlf1foMIQQQiDJRyGEEEKIorXvFz89b1m4tXXBdX01tRz65c+vdUglRW9sRNF1EufPz0k+xs+fB5c2Z5kQQgghhFgbknwUQgghhBBFI37uLHY6jZVwKlGn+/ryVal9nTtRdR0zGiXZfQmAzMQ4ALETxwFQAwF87R0AKJpG4MBBom++wfQLz6NvaiIzOkyq+xKBg4dQZ827KYQQQggh1oYkH4UQQgghRNGInz6FFbs6aXuqt4dUbw8A3q3tkE0+xo4dnfO83O/u+oZ88hHA37kTRVWJnzlNqq8Xlz9A8Nbb8O3cteZtEUIIIYQQknwUQgghhBBFpPZDH7nuOnpjI/U/9/PL3qZv+w5822UOTCGEEEKIQlALHYAQQgghhBBCCCGEEGJjkuSjEEIIIYQQQgghhBBiTUjyUQghhBBCCCGEEEIIsSYk+SiEEEIIIYQQQgghhFgTknwUQgghhBBCCCGEEEKsCUk+CiGEEEIIIYQQQggh1oQkH4UQQgghhBBCCCGEEGtCko9CCCGEEEIIIYQQQog1IclHIYQQQgghhBBlwbZtLMvCtu1ChyKEEGVDK3QAQghRLNxu518mM3+ZEEIIIYQoXW7djVvXGR8fnbVMx63LiZ4QQqw1ST4KIUSWz6vy6pONTExaPPaJEZ79u3qqq1R8XukkLoQoL+mRYVSPF62iAoD4ubMkzp/DisVQA0H8nZ34dnQWOEohhFg+n8/P4ZPdTIyN8eA9B3j+lWNU19bi8/kLHZoQQmx4ckUthBCz+LwqoaBzaAwFJfEohChPM6+/jpVIAE7iMXbkMJ7NrYTuuAvP5s1Ejxwmfu5sgaMUQogb4/P5CYWdmyqhcIUkHoUQYp1Iz0chhBBCCDGHGZ3BFQwCkLx4geDtd+Lr6Mg/rlVVETt2FH/nzkKFKIQQQgghSoR06RFCCCGEEHMomhsrlQLATCTQqqvmPK5V12DGYoUITQghhBBClBhJPgohhBBCiDk8zc0kssOq9YZGUleuzHk8deUyWjhciNCEEEIIIUSJkWHXQgghhBBijsChW5h85ikmn3karbaW+JnTZIaHcVVUYEYiZMZGqXjw4UKHKYQQQgghSoD0fBRCCCGEEHO4fD6q3/M+3PX1pAf6AciMj5EeHED1+6l6/F14mpsLHKUQQgghhCgF0vNRCCGEEELMo+o6wUO3EDx0S6FDEUIIIYQQJUySj0IIcQ2PrvD5Xwji0ZVChyKEEGKdWZaV/zm2xkV1FAViMTfxeAzbXtNdFZ1ybjuUd/sL3XbTNPnXv/olTNMkHl//wlmFbn+hlXP7y7ntsPHbP/ucwbIsXAWMpRhJ8nGFciem09PTa7of27aJRCIoioKilFcipJzbDuXd/mJo+yc/AqnUDNlir+uqGNpfSOXc/nJuO5RH+3PnDbMTXKXENgwyY2OYkQhWJg2A6tZxhcO4a2tRtNI/tTTi8fzPd9/SWcBIhBBr6U/+4HcLHYIQYoMy4nHcXm+hwygqpX+GWCCZaBSA1tbWAkcihBBCiFKTiUbR/f5Ch7FsVipF7NgRkpcuYZvmgusoLhfe9g4CBw6iejzrHKEQQgghhChWknxcIVXXAejt7SUcDq/pvmzbZnp6moqKig3bE2Qx0vbybDuUd/ul7dL2cms7lE/7I5EImzdvzp9HlAIrnWby2acxp6dRNA29cROucAjF7bTBzqQxIzNkRkdInD9HeniIqsffXVJtnE11u/M/v3bkPP41ThIrCmxtqqR7YGpDDkNbirS9PNsO5d1+abu0vdzaDuXR/ng8zl2HdgBzzyWEQ5KPK5S7MAqHw+uSfLRtm3A4vKEvyBYibS/PtkN5t1/aLm0vt7ZD+bW/lNoYO34Mc3oa367dBPYfWPSE2spkiB07SuLsGWInjhO69bZ1jnR1zH5v/H4/fn9gjfcHgUAAvz+zYS/IFiNtL8+2Q3m3X9oubS+3tkP5tb+UzvPWi1roAIQQQgghRPFK9fbibmwkdOttS97JV91uQrfdjruhkVRPzzpGKIQQQgghipkkH4UQQgghxKKsRBx3Te2y13fX1mIl4tdfUQghhBBClAVJPgohhBBCiEWpHg9mJLLs9Y3ItBScEUIIIYQQeZJ8FEIIIYQQi9Kbmkj19RI/d/a668bPnSXd14fe1LwOkQkhhBBCiFIgBWeEEEIIIcSiAgcOkervJ/rWm8TPnMazqQlXOIySnf/RzmQwIxFSgwNYsRiqx0vgwMHCBi2EEEIIIYqGJB+FEEIIIcSiXH4/1Y+/m5k3XiM9OEjiwnmnbOVs2dKV+qYmQnfcicvvL0CkQgghhBCiGEnyUQghhBBCLMkVClH5jkcxZ2ZIDw9hRiJY6TQAqq7jCofRGxpxhUIFjlQIIYQQQhQbST6WiXOPfxtjZH7lSa3eT+czH1z/gMSGIp8vIYQoD65QCJ8kGIvOz/3pjxmPJectrwl4+frnHi5ARGIjkc+XEEKImyXJxzJhjMTx+LzzlqcWSBgJcaPk8yWEEEIUzngsSVoPL7B8+VXKhViMfL6EEELcLKl2LYQQQgghhBBCCCGEWBOSfBRCCCGEEKsm+vZbjH37m4UOQwghhBBCFAlJPgohhBBCiFVjpVJYsVihwxBCCCGEEEVCko9CCCGEEEIIIYQQQog1IQVnhBBCCCHEoiIvv3RD62dGR9coEiGEEEIIUYok+SiEEEIIIRaV7L4EigK2vfwnKcqK9mVlMsRPn8IYGyMzPoadThO6+x58HdvmrWtMTxF96y0yoyOgqujNLYRuvQ3V682vY0ajjC8y/2T4vvvxbtm6ojiFEEIIIcTySfJRCCGEEEIsSnG7Uf1+Qnfcuaz146dOkh4cXNG+7FSK+InjqIEAWlUVmeHhBdczYzEmn30G1a0TOHgI2zCInz7F1NQkVe96D4rLNWd9z5YteJpa5ixz19atKEYhhBBCCHFjJPkohBBCCFGkTv/d3zDd3U1lewe7Pv4JAGb6+rjwrW9imQb1Bw7S+vAjAJz/5jeYvnIZzeMBYOfHP4GvuuamY9CqqjAmJ9EbGpe1frKra8X7Un0+aj7yMVw+H5nxMSaf+v6C68VPncA2DCrf815cgSAA7poapn70Q5KXuvBt3zFnfXd1Dd729hXHJYQQQgghVk6Sj0IIIYQQRarprrtpOHQrI0eP5Jd1fe9JOj/2U/jr6zn+ta9Ss3s3gWxisOM976W6c+eqxqBVVZMZHcWYmUELhVZ129dSXC5cPt9110v29OBpbsknHgH0TU24QmGSVy7PSz4C2EYGFHVer0ghhBBCCLG2yiL5aFsWiuoU9o4NDZEYG8NTVUmoueU6zxRClJP7P3CZkTFj3vL6Wo0Xv7Nl/QMSQpS9yq3tTHVfyv+eikSwLYtAo5NsrN27n4lz5/LJx7XgbmggMzKMFY/BMpKPns2bcQWD111vpcx4HDuZRKuZ36tTq60l3d83b3ns+DGih9921qmuIXDwEJ6mpjWLUQhRfH7uT3/MeCw5b3lNwMvXP/dwASISQojyURbJx5N/9Rfs+9Rn6PnxcyQnJwlv2ULk+HGG336bbU98oNDhCSGKxMiYgeb2L7A8XoBohBAbmZlKYSSvXgSrmoaqXf+0LD0zgx4O53/3hMNMX+7O/979zNNc/uEPqd6xg7Z3vDN/8/VmeFvb8La2LXt9z+ZWPJtbb3q/i7ESzjFZXaCHpMvnw06nsU3T6eGoDzjyTQABAABJREFUgL5pE57Nrah+P2Y0SvzMaaZ//CMqHnwYT4vciBaiXIzHkqT18ALLIwWIRgghyktZJB9zFRenL19m36c+nV984n/+eaEiEkIIIUQZO/IHvzfn980PPUzbI++4qW1uefQx3MEgtmFw/lvfYPDNN2i6866b2mYxsk0TYOHh09llueSjKxCk8h2PzlnFu7WdiSe/Q/TwW5J8FEIIIYRYB2WRfKzbu4+uf/kenspKLnz7W1Rs2UJseJjApk2FDk0IIYQQZejQr34Rz6wejMvp9Qigh0KkI1d76aQiEfTsUOjc/4rbTf2BQ4ydOrmKERcPZVaCcZ6lEpNZqseDt2Mb8VMnMWMxXIHAmsQphBBCCCEcZZF8bLztdlLTU0xevEgmFsNMp6nbv5/gJpnrRwghhBDrz+XxoHm9N/w8TziMoirEhobw19czdvI42z7wQSA7JDsUwrYsJs6dwV9fv8pRFwfV50yPYSUS8x4zEwkUXb9uURnV72zDTqdBko9CCCGEEGuqLJKPAJ6KShpvvS3/e3JiIj+Bu7eiEm91daFCE0IIIYRY0Im//J/EhoawMhne+O3/xs6f+jjt730/5/7pH7GMDHUHDuaLzZz7538kE4+DbRNq2UzTXXcXOPq14fL7UTxejPHxeY8ZY2NoyzinM6NRABSPZ9XjE0IIIYQQc5VN8jEnPjrC+W9+g3Qkgh6uACA1PYWnooLtH/owgfqGAke4vqykyalDfztvuVbvp/OZD65/QEIIIYTI2/eLn15w+S1f+OL8dT/1mbUOp2h4W1tJXOqaM2w6PTiIORPBv2tXfj0rmUS9poepGY+T7LqIVlmFyz+/yNhGksyYvPt3npq3XKr7CiGEEGI9lV3y8fw3v0nLfQ9Qu2fPnOVjp05y4Vvf5ODnfrlAkRWIbePxzR/2lRqR6r5CCCGEWH/xc2ex0+l8VeuZV18heuQw/s6d+Dp3ouo6/r37SFzuZvw73wZsFFXFtizUigq8Hdvy24oefhtjJoICGFNT2IaRfyx42+3r27ACsG2kuq8QQgghCk4tdADrzUwm5yUeAWr37MVMpgoQkRBCCCGEyImfPkXs2FES58/nl9nJJLFjR505GgErlQLTRFEVsMG2LLBsXF7fnPke9U1NmJEImdFR7EwGXC4Ut9t5UFXWtV1CCCGEEOWq7Ho+an4/I0ePULf/AIrq5F5ty2Lk2FE0v6/A0QkhhCiEc49/G2OBHt8yBYUoBmY6zeHf/x/U7tnL1ne9m5m+Pi5865tYpkH9gYO0PvwIAImJcc794z9gJJNUtnfQ8f4nUJTSS7DVfugjAEy/+AJWKgmWjZVKUfP+J/LrxI4eQfV4qH7/B1B1HYDEhQvMvP4qqYEBPE1OUUFXKISdShG85Vb8u52bz7ZpMvHkd4kePkz1u969zq0TQgix3n7uT3/MeCw5b7lMQSHE+im75OOOD3+Ei9/9Dl3f/xf0YAiAdHSG4KZN7Mie7AohhCgvxkhcpqAQRav3hecJbd6c/73re0/S+bGfwl9fz/GvfZWa3bsJNDRy+dlnaX34Eao7d3Lm7/+OyfPnqO7cWcDIVy49PEyq5wrV73kfM2++MecxK50mPTiAf9fufOIRwNveTvTtN0lduZxPPqZ6roCi4N22Pb+e4nLh3baN2NEjc+aMFEIIsTGNx5IyBYUQBVZ2yUdfTQ37PvVpMrEYqelpADwVFbhXeOJp2za2ba9miIvuY633s9B+C61QbS8GG6XtK42/2Nq/nnEUW9vXUzG2fb1iKca2r6dyaX+ufWYqhZG82gtD1TRUbf5pWWJ8jMTYKNWdO4kPD5OKRLAti0CjU+G6du9+Js6dw1/fwExvDzt/+uMA1B84wMS5syWZfLQti+ibb+Ddth2tqmre48bUFNg2Wk3NnOWKy4VWVY0xOZFflpmYwBUOz0lSArhrap1tTU4smXxUFOffWsptf707qRZDp9hCtb0YbJS2rzT+Ymv/esZRbG1fT8XY9vWKpRjbvp7Kof0buW2roeySjznuQGDFCcfZpqen1yX5GI1GAVY8fOpGI7Rx2lZoq9H2UlVKbV/s83Uzn6NCtH+x77Jt2+v6fSil9361Farta/EZvuEYyvh9h/JpfyTi9LI48ge/N2f55ocepu2Rd8xbv/uZp9n62LuI9PYAkJ6ZQQ9f7b3hCYeZvtyNEY+j+Xz5104Ph0lFZtaqGWsqceE8ZixK5TsfXfBxK5EAQPXNny5H9fnIjIzMWXex9QCseGLJWLY2VRJYp56RW5sqV/zcG/3OKIpCe/PK97fabqbtpa4U2r7Y52s1Pkfr2f61bMdKlMJ7v1bWu+3F9N6X8/sOG7v9sZi70CEUtbJNPi7krf/xu9z2a1+6oedUVFQQDs/vwr2acgmRioqKFV+Q9d/g+kp2f4W2Gm0vVaXU9sU+XzfzOSpE+xVlbJHlyrp+H0rpvV9thWr7WnyGb1Q5v+9QPu3Pte3Qr34Rz6zzh4V6PY6fOYOvphZfbW0++bjRWSmnsExg335U7/ypEABs06lYraiueY8pLlf+8dy6i603e1uL6R6Ywu/PLDv+lVAU52Kse2CKld7PvtEb4bZtc6l/amU7W0Wr0fZSVUptX+rm7Eo/R4Vo/1q0YyVK6b1fbYVqezG89+X8vkN5tD8ejxU6hKJWdsnH2NDQoo+ZqRuvdq0oyrpcJOX2s54XZMVy8VeItheLjdD2m4m9mNq/3jEUU9vX23Lbfv8HLjMyNj9xUF+r8eJ3tqxqPOulnN93KI/259rm8njQFkmu5cz09TJ64jhjp05iptPYponL4yEduTpHVSoSQQ+F0Px+jEQC27ZRFIV0dnmpiR09iurx4FtiuLjick5fbcuc95htmvnHc+sutt7sbS3GtlnHxMj67Su3v2Kx3m0vJqXe9puNvVjaX4gYiqXthbCctq9XkZj1fg/K+X2Hjd3+jdqu1VJ2yccjf/yHeCorF/xkGImlh94IIYQoHiNjBprbv8ByKRIjNoYtjz7GlkcfA2D4yGHiw8O0PvwIE+fOEhsawl9fz9jJ42z7wAdRFIVQy+Z8kZmR48eoP3CowC24MUYkQuLiBYK33pYfWg3ZJKNlYUajKG731SHTC5y3WYkEqv/qMGvV58NKzD8m5Idu++cPyRZCCFF4UiRGiI2l7JKPnooK9n/mX80Z6pTzxm//twJEJDa6c49/G2OBirlavZ/OZz64/gEJIYQoae3vfT/n/ukfsYwMdQcOEmhwis9seewxzv7jP3Lp+/9CRXsH1Tt2FDjSG2PF42DbRN96k+hbb857fPzb38S3cxeB/QdAUTDGx6FtS/5x2zQxJifwzFrmrqoiPjyElU7PKTqTGXem2dCqqtesPaI8rFfvLCGEEKKUlV3ysXrnLpKTEwsmH6t3dBYgIrHRGSNxPL75Q+tSCyQkhRBCiIU0HLol/3N482Zu+cIX563jq6nl0C9/fl3isW2bdF8fmdERrGQSz5YtuGvrsDNpAFyB4A1vU6uspOLBh+Ytjx49im1kCN12O65gCFXX0TdtItl9Cf++/ahuZ4L3ZPclbMPA09aWf66nrY34mdMkL17Av3uPE7tpkuy6iFZbu2SlayGWQ3pnCSGEENdXdsnHjve8d9HHtj3xgXWMRAghhBCi9BiRCNPP/wQzcrUSvFZZBYbJ9As/AUWh6vF3466tvaHtql4vns2t85bHz5zBgjmPBQ4cYvKZp5h69hl827djxuPEz5xG37QJT1Nzfj13bR2e1jaiRw5jJZO4QiGSl7owo1Eq77rnhtsuhBBCCCFuXNklH4UQYrGh8JZyC7gLEJAQQpQIK5Vi6kc/cIZIgzOHdraIjt7SguJ2YxsGqb7eG04+3gh3TQ2V73yU2JHDzLz9FormxtexjcCsHqI54XvvI3b0CMlLl7DSKbSqKioefgS9oWHN4hNCFM5iQ+GTGRNVX+AJQggh1pwkH4UQZWexofBIzSkhhFhS/OwZrFjMSTheU7xPUVXcDY2k+3rJjIys2j6rHnt8weV6fQP64+++7vMVl4vgrbcRvPW2VYtJCFG8FhsKb6cnCxCNEEIIALXQAQghhBBCiNKQ7u0FnCHS1e+fP12NVlkJMGdIthBCCCGEKG+SfBRCCCGEEMtiRmdAUfC2t6NVVMx7XMkWf7HS6fUOTQghhBBCFClJPgohhBBCiGWxs0OtFdfCE+RaCWf+CkWVU0whhBBCCOGQM0MhhBBCCLEsqs8HQHpocN5jtmGQ6u1x1vP71zUuIYQQQghRvKTgjBBCCFGkFqvMrtX76Xzmg+sfkCh7en09yUuXyIyOMPXj5/LLUwP9JC5dzBejcdfXFzBKIYQQovgtVpm9JuDl6597uAARCbF2yjr5mJ6ZIT42SuXWdmzTxLZtVK2sX5Jluf8DlxkZM+Ytr6/VePE7W9Y/ICGE2KAWq8yeWiAhuZ4kKVq+fDt2kuzuBiA90J+vep0ZHpq73vbOQoQnVoFcDAshxPpYrDL7eCxSgGiukr8DYi2UbaZt7NRJup9+ChSF27/8vxEbHeHKD37Ank/+fKFDK3ojYwaae/5wqpGxwl4MlzNJCAsh1lOxJkXF2nPX1hLYt5/Y8WNO4hGu/p+dDzKw7wDumpoCRShuVrFeDJczSQQIIdaT/B0Qa6Fsk4+9L7zAwV/+FU7+5V8AEGzcRGpqqrBBCbFCkhAWQogbJzduViaw/wCuikrip05iTE44SUdFQauuwb9nD962LYUOUYgNRRIBQghx4+TGTXEp2+Sjoiq4r5kMXXG5ChSNEMuz2IVyImkRWrjw6KpZapilKH2ShBHlSG7crJy3rQ1vWxu2YWCl06i6jiJT1whxUxa7UE5mTFS9MPuuCczv5S5KkyRiRLmRGzfFpWzPEl26h3Q0CtmRQlNdXWjZCo5idS2VtPqs96AkPG7AYhfKdiK65vter2GWs5Ngtm2jKGNA6X0mSm1OPEnCCCFWQtE0XJJ0LHuLJTUyhoVbU+ctl2THwha7ULbTkwXb92pfpM/+rCiKgp2drqHUPhOlmMiTRIwQopDK9mxxy2OPc+qv/4rk5CTHv/ZVkpOT7P45me9xLSyVtBrxl2/C49PsZerei/OWl1qSbSkraeNGSYLJnHhCiI3ONjJYqTRgL/i4KxBc34BEwSyW1DDTk9hlmuxIZkze/TtPzVtezMmpG7WSNm6UBNhGaYcQQqyXsk0+hpqb2fepzxDp6QFswptbpedjiSu1YaMT6OgbIMm2lHJooxBClJvEpS7ip05iRpa+yK7/2U+uU0SiHJRaTzPbZsMnp8qhjUIIIVZH2SYfATSvl+odOwodhlglG6XHnLgxpZZ0FkKIUpbousjMa686v9gL93gErlbAFmKVSE+z8lRqSWchhBALK9vk4/TlbrqfeZrkxAS2ZeUrNd79H/6PQod2XaU2l5wQa0mSzqIQJOktylX89On8OZNYG5JsEeIqSTqLQpDjsBCrr2yTjxe/8x3a3vlOgs0tKOr8ibCLmcwlJ8rR708e5tShN+Ytt5RbYJFK34sl6q2kCTLLQklYKslXSJL0FuXKjM6AoqC4XPg6O3GFwqCU1nlUsZNkiyhHi80fuVSl70JWBxero1irrMtxWIjVV7bJR5fHQ+2evYUOQxSpjdK7NJG06NwgRW2qrAyeheZlTSz+nMUS9YkVVAcvZE+3cu5lJ0k+IYqL6vFgJRL4du4iePBQocMRYkU2Sq+mjVTUZrH5I5eq9L2a1cEL+ZnYKJ/HlZAknxDlo2yTjzW7dzNy9Ai1e/ehamX7MohFbJTepbaNJG5WSSGTYKWWgCvnZKkQG513y1bip09hxmKFDkWIFdsoCQ8p+LJ6CvmZKLXP42LJUiiPhKkQYmXKNuvmr6vn/Df+ifPf+uac5ff9p/+zQBEVl0+zl6lFesyJtTW7t6Jt2yjKGCCvvSgdpZYsFUIsX2D/AdIjw6QudzPjduPZsgWXzw/q/DkgXYFgASIUyyVDVgtjdm9FRVGws4WbCj3MVIjlWixZ6jxWnAlTIUThlW0249LT32fXz/wswabmkpvzcT1MoKNL8qAgpLeiKEezpzqwgf7s8qXm9BRCrD9F0/B1bGNmbIzEhfMkLpxfdN36n/3kOkYmbtRqDlkVyye9FUU5mn2zY3bSXW52CFE+yjb5qAcCVLZ3FDoMIYQoWYsNr04kLUI3mDBcbKqDpeb0FEKsv+SVy8y88frVatfZC8h5pBq2EEKUtNXsHS03O4QQZZt8rO7cycDrr1G7Z++cOR81b/EMeZh9YT97+O3fJG08UqlXlLClCuGUmsXaUg7f08WGV9srKOgjhCgN8ZMnnISjoiyeeBTLIj2BxEa1VCGcUrOSKtwbhSQMhRCrqfSu9FfJled+BMCl7//LnOXFNOfjohf2cq5/Q35/8jCnDr0xb7mdsVDc84fca/XzX3OxujbS0PLF2iLfUyHERmREIqAozvDrzp24AgFQXYUOqyTJhf3qWCw5lDEs3Nr887xSTICVmo00tHwlVbiFEELMV7bJx2JKMm4UxdoDrMrK4PHNDyCRiOINz08araSi9ez56maTRKYQ5Wep40HnMx9c/4CEWEWqz4cVi+Hr3Enw4KFChyPWUbH2ZlssOWSmJ7FXKQG22PDTQrddCLH+ljoeSKVvIRZXtsnH5NTUgsu9lZXrGsdGsh49wBabY67Qw3UXm69uJYnM9SIJEiGu79PsZWqBmypLzWtZiscDIZbL176N2PGjmFGZXqHcrEdvtsUu6qGww1wX66VazD35JEEixPWtZFh9KR4PhCgGZZt8PPonf5SfX8c2DMxMBrffz51f+feFDm3FFrtIhsL3Plwtiw1FL8XhuoUmCRIhrm8CHV3mtRQiz7NlC6n+XlJXLhNxu/Fu2Yrq96Oo8wvMuALBAkS4sa1mAYhitNhFPcgw1xslCRIhrk+G1Quxfso2+XjXv/vNOb+PnT5FbGioQNGsjsUukkHmnxNCiI1ksZtN9bUaL35ny6rsQ6aTEAuZ+O6388VmkhcvkLx4YdF163/2k+sXWJmQeSKFEGLjW2qai9XquSzTSYj1VrbJx2vV7t5D3wvP0/bIOwodihBiA1uqh/JqJo5W02JJKEu5BRYZelyMNlIybbGbTavZC3w1e0fLNA8bkJLt6bjY3U1lfk/I5ciMjZG81EV6eAgzGkP16Lhr6wgcPIQWnpt0M6aniL71FpnREVBV9OYWQrfehuqd+7m1bZv46VMkzp/HSsRxhcME9uzDu3XrimIUQoillNqQ941S0XsjJdPWY5qL1ewdXWqfeVEYZZt8NJKzvhy2zUxfL0YqVbiAhBBlYakeysU6fcBiSSgS6x/LcixW4d5KmviqAvOWF3qqgdlz2dq2jaKMAU4y+k8KGdgqWkkiUxKWRWwNh1PETp4gPTSIqnsAGyseJz04QHqgn6p3vRutsgoAMxZj8pmnsU3Tice2SV25jDExQfV73oviulqBO3rkMInTp0DTwLYxo1EiL78ICni3SAJSCLG6Sm3Ie6kNPV4yWRqomre80K/77MRcbto3KM2k6GJW8pmXhGX5Kdvk42v/9/+V/1lRFLw1NXS8570FjEiI4mAlTU4d+tsFl7MB5g0VG99SFe6LkcxluzCZl9aRmp7i3Df+mUwshqKqtD74MLV795KYGOfcP/4DRjJJZXsHHe9/AkVRyMRinP2HvycViRBoaKDzox9Dda9eF+XQ3feu2rYW4t3aTrqvFzwe3LW1ZIaH8e/ZS+z4MWInT1Jx3/0ARI8ewU6nUf0B/Lt3YxsGsZMnMKenSFy8gL9zJwBmPE7izGln21u24q6pIdnbQ2ZggJk3XsfT2oaiqmvaJiGKyUbp5SbKV6klS0stGb1e5HUpP2WbfLzvP/2fhQ5BiOJk2wte8Bdr4qacLdbDT3qGiUJZyc2L2T0cbaB/Gc8pJxe+822iAwNUbdtOx3vfx9E/+SO0QIAzf/N1VN3NptvvIDY8zOT5c/jq6jj+Z1/Ftm1qd+9B1XWGDr9N0513rVo8vo6OVdvWQjwtLdR85GO4fD4y42NMPvV9VJ8PrbISMzKdXy/VcwUUharHH88XtnHX1DD1ox+SOHc2n3xMdnU5f9fathC+624AvNu2M/HkdzAjETIjI+iNjWvaJiGKSaklbsqd9A4TxWQlNy8W6/kpNzzKT9klH+cMt16A5t043Z/F6ltsvr6NUk1cFFYiadGZ/XzNHn6bSFqEFui4tFgPv9RIfM5Q3tmKdV5JsUGs4ObFYj0cV3LDYyN+7lvufwAzlWbk6BH0UAjNH+DS97+Horm4/Tf+DSf+/M+o3befiXNnyRw5gqKq3PqFX+PCt79FRV0dE2fPrmryca0pLheua45rtm1jJZNoFRWA05sR08RVWTmnora+qQlFc2POzOSXpfr7APDv3Xd1H4qCb9sOooffItXXI8lHkSe9AsVamv35Wm4SZrHeYf1Tk2tekESIa63k5sVqFkqTZHxpK7vk4+zh1gu50R6Rtm3n/3CI1ZV7bYvpNV5svr4iCU+UONtmweG39gqSMIsN5f0/LrzEqUOvzFu+XsVj7v9ANyNj5rzl5ZLAX49jWbEcL9fSYm1cagj7jb4ua/U65rabnpk7rEjzeBa8AVq5tZ2p7ksARAf6sQ0DxeVCDwZRXS5q9+4nMTZGKhIhNjiIbVloXi/1Bw4wfvrUvP3crNjxY8teN7D/wKrs0xgbw4rH8WS3Z0xOAODKJiNnUwN+zOlpbNNEcbmw4jEAtMrKOeu5N21ytjU1teS+FWXFtXPEdcx+bYvlNZZegWItrebna7FtLZqUDK5PB5tyT+Cvx7GsWI6Xa2mxNi41VPtGX5e1eB3L4b25GWWXfFzt4dbT09NrfoFSTFYzJnuJ7dm2nX9to1En8TL7DuFax1WU21rNNtr2qsVWFm0swu/iUpb6bi3WW3Kx4jGr/ToOjxq49flFX270JS7a7/wSr5eN8zdjoefc6LaW2v9C+1iJpdqxWlayrcVeR1j8tUwkrvYqni2ZtBfsVbyar+O1IhEnGXj8q386Z3m4bQv7P/PZRZ9nmQbnv/ENmu+7n9GTx8lke/d5wmEiPVewTRPN5yMTc5JtejhMamb1p8uIHT+27LPr1Uo+JrsvodXW4W13hnybcWeYvuqZfzGtuJ2rWyudxuXzOQVpFAXlmphdQafHpJ3OLLnvrU2VBALzj1mr4dqYVnv9Yt6Woii0N1fmf9/aVLniba1k37It2dZG3dZiScmJ2My6fL9WK8Fa6NdxJdu69rh2veesxrHzZqxmXDe6j+s9Z7E2LrY9J+n99ILLF0p6r+brOFsstg49OUpY2SUfr5XKXgR4wvMPkstRUVFBeIXPvZ7ckMtisqoHoyW2pygKFRUV+QvJiooKFEVZ9DVZ7biKclur/IdgtbZWFm0ssdtYS323bnhbRfo6Fu13fonX6zPsZeq9849hyZSNe5EToxuNLXfsXA39iywv9DFSgUXbuNjfCBsWTHonkgsn51bzdVxo2wD7f+lz6KGr5w+ax7PocyzTZKa3l/Z3vRtfXT1jp09hJBL5v5FWJo07GCI9M4PL681PMWMZBnootCbtWNDs5O8qfEetVMrZlMtFxQMPrrwwzE3E0j0whd+/dIJypQrZG7fQ27Jtm0v9UyiKk3jsHpjKFi0vrd7hsi3ZVjluaz0Ua9uX2lYibbDjy383b3kyY6IucqNzJfu/1D91w89bbFs3snw193G95yzWxsVjhpR7/vmOnVo46b2ar+Ns8exoC7Gwsk0+xkdHOPv3f09qJpd8rGDnT38cf13dDW1HWeBuurh5iaTFzvu6gNzcd+P55Qv1UhFCiGK36LQNq1jMafaxc7ZSnvNwIaXWO2qh7eqhMN5lJDht26b/xRdw+wPUHzxEKhIhMzNDqGUzk+fPkYpESE1P03j7HUxf6qJ27z5Gjh3FEw5jppLU7b1t9Rux1MWEoqzKXCRWOk30zTcB8O3ajct/9buT+9lKzZ/3yc6kAVB1J6OvuFzYqVT2XOLqe2rlRlXoS48DdBJiN9EQsaBkxuRd/++NzX0nhBDFbD2mbZh97Jxto815uB5/d9diH3K+sLSyTT52PfkkLQ8+SH12SNDoieN0Pfld9n36MwWOTMDqzn0nhBDlYrFj58hYfNHnLFakpVzm4Sx2kZ4rTHd34/J4OfJHfwA4PSHrD93Cled+RHxkhOrOTqp3dDLSsplgUxNDb71FdHAAf309DbeubvKx/ud+ft4y2zQxZ2aInTxB6nI3eksLFQ88tOJ92KbJ9E+ew8z2IJideATQqqoBMBcYGm/F484wa5cLANXvx4rHMaancFdW5ddLDQ0621qjHq5iaTK3ohBC3LjFjp3jscXnd16sSIvc7BHrbYXjV0qfkUzkE48Adfv2YyQXmfRMCCGE2KByRVqu/Sd3b4tDz4+fQ/P7sS2TTDxOx/ueYPsHP8yVHzyLmUzScv8D7Pr4z6CoKlsee4z+V14hHZmmbt9+Dnz2l3C51364gOJyoVVWEr73PrSqKtL9/STOn1vRtmzLYvrF58mMjhI8eGjBdVx+P6guzOlpzNjVIU7pwUHsTAZ11lBzvbkFgPiJE1f3YdskL5x3Hm9tXVGcQgghRCnIFWm59p+c54n1VrY9H1FU4iMj+OvrAYiPjIBStrlYIYQQQhShfb/46QWX3/KFL85b5qup5dAvf36tQ1qUoii4wmGMyUkSF87j37nrhrcRPfw26b4+9OYWrIwz12JmdBQle47mbW8HwNPaSupyN5PPPo1/125swyB+0kkw+nd05rfna+8gfuwoqSuXibjduGtqSfX2YEYiKLqOXld/s80WQgghhBDXUbbJxy3vfJTj//NrBBoaAIgND9P50Y8VOCohhBBCiNJjmyaZ0VHSg85wZjO6smlSjIkJANL9faT7+wBIXrxA8uIFAPSWFlRdJ3joFlL9fVjJJNHDb+fnmlTDYXzbd+S35woE8O3aTeLMaZKXu0l2XcwPyQ7dfsfKi9gIIYQQQohlK7vk4/iZ01R37qRq+3Zu/cKvMdPXC0CoZTPuwPxKmEIIIYQQwjHyN3+99ArZcVzqdQq5LKbqsccZ+9Y3sGILV4y002nQdVyBANWPv5vo22+SHhlFcanoTc2Ebr0tn1zMCd5yK6rHQ+LCeaxEAjUQJLB3L96t7SuKUQghhBBC3JiySz72/Pg5Lj75XeoPHKTx1tuo7txZ6JCEEEKINXfu8W9jjMwvPGMpt8DaTwsoNgrbXrqidbaitGfzyudSrP3QR5a1nlZZSeU7Hr3ueoqiENi7j8DefSuOSQghhChmUlhGFLuySz4e+vyvMtPfz8iRwxz7sz/FX1dHwy23Urt3H64V3qUXQgghip0xEsfj885/QGqtiRu11Cz1to27oZHAoVvWLx4hhBCizOUKy1zLTk8WIBoh5iu75CNAqLmZUHMzW9/1bsZOn2Lk8GEuPf0UtXv2sv0DHyx0eEIIIYQQRSmw/8Aijygouht3bR3u2tp1jUkIIYQQQhS3skw+5qiaRt2evaiahvHC84ydPCHJRyGEEEKIRSyefBRCCCGEEGJhZZt8jA0PM3z4bUaPH8NbXUPj7XdQJ3MBCSGEEEIIIYQQQgixasou+Tj4xusMH36bVCRC/YGD7Pv0Z/DX1Rc6LCGEEEKIomPGoit+risQXMVIhBBCCCFEqSq75OPEuXO0PPAgNZ07UVyuQocjhBBCCFG0xr/1zXwF6xtV/7OfXOVohBBCCCFEKSq75OOeT/58oUMQQgghhCgtS1W4XsgKE5ZCCCGEEGLjUQsdgBBCCCGEKGI3mngUQgghhBBilrLr+SiEEEIIIZYndPe9hQ5BCCGEEEKUOEk+CiGEEEKIBfk6OgodghBCCCGEKHEy7FoIIYQQQgghhBBCCLEmpOejEEIIIUqGlTQ5dehv5y3X6v3A3vUPqEyZ0RniZ8+SGR3BTqVRPDruunr8nTtxhUKFDk8IIYQQJSiZMXn37zw1b3lNwFuAaMRqkuSjEEIIIUqHbePxzT8BTY3EwV+AeMpQqreX6ZdeBMt0Ftg2xBSMiQkSF85Tcd/9eDa3FjZIIYQQQpQc24a0Hp63fDwWKUA0YjXJsGshhBBCCLEsZnSGyMsvgmkssoJJ5OWXMGdm1jcwIYQQQghRtCT5KIQQQgghliV+5gy2YYCigG2jBgJotXWogYDTXUFRsE2T+NkzhQ5VCCGEEEIUCRl2LYQQQgghliU9NAiAomlUPPgwemPjrMeGmH7+x9iGkV9PCCGEEEII6fkohBBCCCGWxYrFQFHwdmybk3gE0Bsb8XZsA9t21hNCCCGEEAJJPgohhBBCiGWybRsAxeVa8PHc8tx6QgghhBBCSPJRCCGEEEIsi+rzgW2TvHIZK5Wa85iVSpG8ctlZz+srQHRCCCGEEKIYyZyPQgghhBBiWdy1daSiUaxYjPHvfAtPSwuq14eVTJDq68NOp0FRcNfVFTpUIYQQQghRJCT5KIQQQgghlsXfuZNUtnejnU6T7O6++uCsoda+HZ3rHJkQQgghhChWMuxaCCGEEEIsi7uuDv/efU6iUVEWXMe/Zy96ff06RyaEEEIIIYqV9HwUQgghhBDLFjxwEK2igvjp0xiTE/lEpFZdjX/3HrxbthY6RCGEEEIIUUQk+SiEEEIIIRZlTE2iVVbNWebdshXvlq3YhoGVTqPqOoq2MU4rLcvK/xyPx9duP5kkFvqCy5V0csHlwA0/p9S2tdDy1dxWMbddtiXbKpVtyfdUtlXq24rHY/OW36zZ5wyzzyWEY2OcJRZA7sMUiUTWbB+mMYOimPOWR804mmHPW26ZUUxj4SFQiz0naSYwjPmj7xfblmk4X6iF4rLMGOYC+1hs32kzuWgbF9vWYsuXiutG2542nQNU2ph/wFjsdVmqjTe6rZW0cSWvV9SMLxjXYq/Lar5eq/k+LvVZvdE2rsfnfqnv6Y2+jyv5bq3m61jo9/dGt7Ven+HVfL0Kua2VHNdW8/ixkm2t5t+Utfr7nttuKZ2UTnzvSbTaWnwd2/Bs2YrqducfUzQN1wZJOuYYiUT+57sO7ShgJEIIIYRYC/v/YG23byQSEA6v7U5KzMY6W1xHRiwKwObNm9d934+s03NWSyH3vV77L3QbV+KuQgdwg1byGheyjcX6uSvW13E1X69Cfx9X8/Uq5LYK/ToWWkXF2m7fiEWhqur6KxYJY3ycmfFxom+/hae1FW/HNvSGxkKHJYQQQgghSoBy3//3/zf/lr+4LsMwiA8N4g4EUdS1q9tjplIc+YPfA+DQr34Rl8ezZvsqNuXcdoD0TITjX/1T9v/S59BD5XXXRN57ee+h/N77cm47lE/7bcsiE4vib9yEViI9Bke+/r+c4jK5atbZQjOuYBBvxza87R24/P4CRri6DMMgOT4OgObzoa7heZ4QQgghNgbLsvKjJ7w1NSVznrde5NVYIU3TCLesfa9HI3l1jgJPOIzm9a75PotFObd9Nj0UxrvWXXCKjLz3Dnnvy+u9L+e2Q3m131dCPR4BfDs6SV65jJ1KXV1o25gzM8SOHSV27Cj6piZ827ajt7Ss6U3Z9aBpGsGGhkKHIYQQQohSI0OtFyXJRyGEEEIIsajQHXcSvO12Un29JLu6SA8OXO0FCWDbpAcHSA8OoHg8eLe24+vYhlZZWbCYhRBCCCFE8ZDkoxBCCCGEWJKiqnhb2/C2tmElEyQvdZPs7sKYnHRWyCYj7WSSxNkzJM6eof5nP1nAiIUQQgghRLGQ5GORUzWNlgcezP9cTsq57QCax0O4bQvaBp33bCny3st7n/u5nJRz20HaX0pUrw//7t34d+8mMz5O8lIXycuXsVPJq3NDKvMrqAshhBBCiPIkBWeEEEIIIcSKWakkya4uYsePYZtmPvkoPR+Lg21ZACU/F6cQQgghSpd0LRBCCCGEEDfEtizS/f0kL3WR6u+bOwekKCgrkSDRfYnkxQtYiSSuYJDQnXfhrq0tdGhrzkomSfb2YEYiaJWVeJpbUDdw8aprWakUxvQ0iltDq6gsu4SzMTlJ/NxZUn19qLqbqsfeVVbvf7kzZiJooTCWZaGW2WdfiFIgyUchhBBCCLEsxuQkia6LpC53Y+WqX+cSj7kh16qK3txcuCDLkBmPE33rDdIDA9iG4SxUFFzBIPrmzaiBQGEDXGNWKsXMG6+R6umZkwiP+QOE7rgz/3lUNuB0AJnxcRJnz5Dq68POpJ2FmoYWriCwbz96SwuwMdtuGQbxE8dI9fRgRqNz3nsznUb1ejd8Iio9Okr8zGmwbSoffAjLMMpm6pLUwACJc2fJDA9hGwZaTQ3V737vhn6/r5UZHyNx4TyZ8XEUlwt9UxPere24QiFgY37vczJjY6SHh7ASScBGDQTwbGpCDYVQXS5s297Q7S9F5XFkEkIIIYQQK2KlkiS7u0l2dWFMzS0wM3tuR1cohLdjG772DlSfrwCRljHLdBJvZN+HHZ24K6twhUKoPh+Ky1XgAFeXnf38KYqCbdtEjzsJKBQF3/YdqIEgiXNnsOIxpl/4CdXveS9aZVWBo745s9uck5mcYPqlF7DicRS3G3d1I4rbTWZ4CGNinMirL1PzgQ+hbsA5pI1YjOkfPos5M+MkW6uq0Bs34aqqYubll1B094ZOxKX6+ogdP4oxMTFn+UZtb46VTDL1k+cwxsacBYqC6vXi3rQJ75b2wga3jmwjw8zrr5O8cjl/0w/TxBgbI3HuLFXvfi9aNgG5kdimSaqvl/jpUxhTU07bs1OL4HIRP3YU77bthG67XRKPRWhjH53KkG1ZKKqa/1+IciFzWolyZKTTaLpe6DDEBjf2jX92TvAXSDgqLhee1ja827ah1zcUKMKNz4zHSXRdJN3biyscpuK+++c87gqGUP1+rFQKNRDE17ENdYMcG8xolMSlLjJDQ6Ao6I2NTs+eYBAAO50m2XXRSTzu6CR02+0AaJWVTL/4PFgWsWPHCN1xZ0kmxc3oDOmBAVSfD8/m1jmPKS4Nd20ttmHi274dd20dittNqreHyAvPY6fTpAf68WzZ6qxfghfj6aEh0kNDaFVVeNva8su1QIDALbdiZwy0qipcgQCqrmMlk8xkE1Js4HPC2OmTGBMTKB4P2LbzPei5gre1bUP39lS9XszpaQB8OzrxtLah+ryogeCGTLzapgkw7wZS9OhRkpe7QVHw79mL3tSMMT1F9M03sDMZEl0XCe4/UNLXRbl8hmWa+Z6MxuQEM6+9iiscBkCrrsazZSvpvj4yQ4NodfUkzp7B09yMvqmpwC0Q19p439AyY2UyTJw7x/i5s6RnIrg8Htz+AE13302gTC4CIr29XP7hsxixONW7dtF05124s8OLSvEk60YkJyboe+kFogODVHZ0sOXRxwod0rrJxOOMnz7NyLGjpKanCDQ20vG+J/Bk/xhtdOlYjGhfH9WdnYUOZd2ZmQxTXV3ER4YJNjVR2d5R0idXNyo5Pc25f/h74qMjBOob2PGRj+Ktri50WOti+splht58k0jPFTSvl80PP0L19h0b8oKjqFiWk3DMDau2bbTaWnwd2/Fs2YLqdhc6wg3LSiaInz1L4vw57LQzpNaYGMfYtz9/8ZVLCrvr60n19WFOT5G8coXMyDBWPI5WVYVv23a0ysoCtWJljEiE2PGjpHp7r34GLYvM8BCxkyeoePAhPE3NZMbH8j1fXKFQ/mJdq6rCXVNLZnSE9NAgmbHRecm7YmVlMqR7e4mfOYUxOZlfXvPhj+YTqIqioIXDVNx7NRGd6x1pJ1NXt5VMrlPUq8eYniZ69Ajp/r6rvZqA6Fs+wvc9gN7gXON4F3g/U3292aJXKqqqlmTvx/ToKPFTJ0gPDeHbtoPQbbflH8slFr2tbShb2/Ft38HMW2+ROHuaZHc33tY25zUr0fOiVF8f8TOnMaannJtbzS34du1GC4Xy76VWU0NmaAjF60VvbMw/N/falHry1ZieJnbyBOmBfjBN1EAA387d+Nrb8+9rur8PxeXCvamJwIGDzvGgspLE6VPOlCiZDGR7hpfK9bBt22RGR0hevowxMY6dyThtrKlFb27B09ICqgv/3n1o1TUYE+P5kRZ6XT3TLzyfT0Snensk+ViESutIXMZyBw4jlSI+PIxeUUF6ehrLyNDzk+dovvd++l56gR3vfAx/XR2uDTi8Apykw/SlLqJDQwQ3bSLUspnBN15DUVSqO3cy1XWR+PAwu3/mZwsd6ppIx+OkJicJNTeTikTo/sEzxAaHCDQ2MHbyJMHmFmp37y50mGvCTKeJDQ2hut14Kiro+cmPmem5gqJpWKZJamoKPRQqqT+yK3Xxe08y9NabaB4POz76Maq37yh0SGsud0HV+5MfM/TWW1iWSahlM8Hm5g1f6GLk+DHGT59i84MPE9y0if5XXsIyDQ796hc5+Rd/TvezT7Pr4z9T8ifbC5np72f05Ak0XafhlluIXLmCkUhQs3sPqalJBl97FSudpv7AwUKHuvHZNorHi7e9HV/HtpJLZJWqzIRTQAPDQPF4sFMpUBRSfb34d839e+9pbSN1+TKWYRB9/dWr2xgeInHhPIF9+wns3bfeTVix2InjpC5fzg+l9rS2YiYTxA4fwUoliR4+jCsYQtHc4NKcIYcTE/meuarXi60AluUUSBoZKZnkY2ZoiJk333DmcMyd06gqmZFhPK3Z3n+zznVyfyMxDVK9fcTPnkZxu9GqqvG2d5TceVHklZcwxsdRgyG8ba2g6aSuXMacmmTmtVeoeu/75yUU838DszdDFLfzeCklHi3DIPrmGyS7L+WTrunhQax0Ot+TOfd33r9zV/557ro6EucUMqMjZFda38BXgTEzw8wbr+V7OKteL1YySeL8OVK9vYTvfwC9vh4AvXETmaEhUr09qG438XNnsQ0Dd109/t170OvqCtyalbPSaWZef9WZw1FVUdxuzOlpoq+/ijE2QvDQLYCConsgmcROJbHicVyBAKneHifxqCjozS0l9b03IhHip06SHujHtixn7uLskGpzZsb5G3bgIJ6ObQT27MXKZPBs2nR1OgqvB1V3YyWTqLobIxIBKIvrwlJSOkfjMqcoCulolBN/8eeYqZTzJVIUOt73flweL8mpSYx4nKG338YyMmy6406CTU2oG2iOn+hAP+f++Z/IxGJoPh9TlypoOHQL8ZFRFEVhy6OPcvj3zxCPj5CcmNhQPYGMZJJz//gPTHZdRA+HueM3/g2ecJjOj/10/iTk7d//PVz6xut9YiSTdD/zFBNnz2JbFm5/gJpdu+h4z3vz65z+27/BtkzMVAptg1U17HvpRXp+8uN8DzdfTQ0NBw9Rs2s3w4ffZvLiBaq379iQiafxs2fpf/lF4qOjTi+3Bx5Edev4GxoItTRT3bkLl0ffcHOZzTb4xuv0vvA8mtfHpe//C60PP4wRi6O6XHgrKqjY2k5qVq+YjcK2LLqfeZrxM6ed730gSCoSYdPtt7P5gQcBGHr7LaYudWEkEgWOduPTm5rxbtuGp2VzWfUyLqTcBZVWUUHFPfei+ny4giEmn30GMxYlPSv5mHtP9MZNoGlgWc4w+E1NYEP8+DGMqUliR4/grqkp+t4gubZ7mptRPR7c9fVOb64cw2Tm9dcwI9OYMxHcdfVolRUY4+Ok+vsIGgaqrpMZHb06LxxgTE44F6ZFfJ6Qv5D2ePC0tWXb30DklZewDYP04ODV5OM1EhcvEH3j9Tk35GwjgxmPoeh6yV2Aa7W1hO9/EC07msm/axeTT38fc2qK9ODAvF6P+XMg00nauatr1jXeVWEYpAcHwLLQm5vJjI1hTk9jJRJLTqOgNzej6Dp2KjUnUVlKEufOkhkcxBUK4d9/AHd9A4qiMPPmG6R7e4idPI7+yDsB8LS2EjtxHHNykujbb4HLBbZNureHdF8v4QceXLBXbDHLfffjp0+RGR0FIHj3PXg3t5I4d5bo0SMkL3XjCgTx792Hd+tWom+9SWZkhMkfPIOiqs78p4C7sbFk5nvMJQcT58+R7L6EVlOLMTaKf99+9MZGEufPkx7ox93YSPzMabSaGjS/HyV7UyF3XFM1DSMSwbd9O4kLF/LJ+VI77m10knwsUnZubqXsECdFVdGDQfZ/5l8xfvoUKGBlnGRL9c6daB4PNbv3EB0YoLK9ncE3Xqdq+3bq9x8odFNWxLZtZ54HRcmfVHsqKtn1Mz+H2+8nOT7OwBuvExsYwFtdhZlMMn25G1QFK5lm4sJ5Nt1xJ1CaB51rE0ma10vDLbfS+s53cvYf/p6ZgX5CTc2oqkpseJjup58iOTlBbGSEqm3bCxj5zbt2QnXN66V2z15qdu2mqmMbR7/6p4yfO0vdgYMEGhqY6rqI5vU6vR5nDc0pRbOHBuV+dvv9+GpqUFSV2MgwvpoaQi0tGKkk46dPkRh27nKXeuJxoTk7LSNDsGUztXv2kpgYZ6qri+DmzSQnJoj0XGHkyFHcgQBVO3bQ9sg7ChX6qpn9vc/9HB0YwFtVzf7PfJZLT32f7qefYt9nf4mzf/+3vPyffguAmt17SnJY2WwLFVJouvsemu+9D084zOAbrzPT10d8dJRgUzOWYTBx7hyWaVCza9dimxWrpHIDfL+K1UKf/dm/uwIBXNnki20YaNVVmJHpfK+Y2dtR3G6q3vFObNN05v7LHhNcwQDTLzyPnUwSP3sWraa2KJIT12u7p7UNT2ubM5e5bV9d3+fLD/9XdQ+qrhPYvSffxvHvfAutqhpj3Ek8qoEAVjKJORPFShV38jHXdnddHe66OhRFwUqncQWDGFNTZMbGFrwBoCgK7qpqAgcOgA2Kx0m+pnp7mXr2WQL798/rKVusLMsi/MBD+aTjbHp9PYlckYlFZIaHgatz5JXUzVldJ3z/g/mee9MvvUjqcjeZ8XG0iooFn2JZFqqm4QqHMUZHSV7qwr9zV8m0OxenZ3MrqAqhW26b83j47nsY6+3BnJrKr6uFK5xCWpob/+5duGtqwa0TP3aUZNdFom+8juoPoNeUTgJaURRsw8AYH3N6LVdW4svO1ept7yA10E9mZIT4+XME9h/At6MTbJvYiRNY0SgAqt+PnU6TGRxk/HvfJXTX3Xi3bC3ua+FsvsPT1ubc4NQ0bMPID6dXNDepy91oVdVkhoYwIxFoas63KZ+8vHgRTNP5O2GaeFpLK/lcLor/iFSmckm32ck3p9eXH5fHi5FIobhUUtMR6vbtZ9Mdd9Lx3vfRct99pKanqNm5k8nz5wrcipVTFAXV5ZpzgqX5fPiqq3H7/cRGRzAScVRdp2rbdsx0mvPf+iZGPI7qdpPOdrUuJZZh5H9e6GShdu9eQk3NaF4fYydP5peb6RS+2lpqd+9h+O23GXzj9XWJdzXZ2SFRkP3sX/NHsmrbdqq278AGwm1tBBoasTIZwJn7MTU9RSYeQ/N6Sy4BaWXjnezq4vIPf5hfnkskNdxyK/t+8dOgKCQnxvOPax4vgYYGMok4yampdY15teQuJhPj4wy+8QbjZ85cfcyyqN7RyZZ3vJNNd9yJHgyh6m4C9fXs+/RnuPWLv86tv/broChMnD1LKjv5eKmyDGPO9z43Z5E74EfzO/N7tT78CMlsL0dVc1Ozazf3/tZ/YuriBfpffqkgca8G27Kcm2yzi5ioKt7KyvwcrhNnz5KamqKyvQOAyYsXUVSVYOMmPBWVhQhbiBWxbRvLsuYk3pZ7YahoGu7a7HBCyyI9Mpw/juZv2NXWoTduci7gso9pFZXomzZh48wXmZs7cr3daNsVVc2fByqKggIogDE87Nycd7nyCVbP5lYqHngQV0UFdipFZmjQGa69bRv6pk3O/k3DGapYILZtY5nmss5Tcq+NbVnO+15TC7aNFYtiTE3NScbmuGtrCezdT2Dffvw7dhK+8y48LZuxbYv46dNOZdgCsixrzrnuYlRVzScec+dIuQRbZsw5D1LU+SMectu2Def8sBimZLEsi0TXRaZffhEjGr3ua6Cqaj7xaFkWWrb3Zrq/77r7yg1JTvZcye38JqO/Octte+7cR29oIHDwlvxzIXtupOugKM53fVabwvfdT9Vjj+Nr34ZWUYnm9xO++x7cmzZhJRKkr1xe+0beINuynGPAIp9N27IwEwnnnGjWXMqq14t3a7szhUQySaq/D0VV8XXuxNO6Ga22lsDBQ1S9531Uvf8J3NnPQuzI4XnV0AvFzh777Vl/A2BWz/26evTGRrSaGtwNDVf/tmVvIqhe51xYvWZqudwNmuTFC+jNLaT7+/FsbkWr2jgjIDeS0u0msYEZiQSxoSGmursBC5fbgx4OU7d/P7Zl4aurIz48hKcyTHp6GiMeg8pKp3dkKIzm9eX/L0WZeJxITw+T585hpFPU7NxJ7Z69zoPZiXOTY2OoLo1QczPVO3dRvXMX6cg06UiEya4upzt2Md/l4epJUi7JlPs/OTnJ2MkThNq2UNHaOu/OZai5ienu7vw2wptbCWeHFhz90z/G5SneO/o5uWRj7sIi94fHSCSYvnwJM20QbmvDc81d3siVyyTHx9DDYYJNTc73obYO24ZMLF4ywwFnv6e5/321tZz5268TqK9DCwSo6dyZX1/z+XB5PCQnJkjHYujZk/LApk24/X5SU5N4S2T+tYUuOt2BAMNHDmMZGWzLItDYgL+uHpeu50/SprouYmUyeB+omlNUyF9fT3LS6QlZt29/Qdq0HLmpIBbqoZhbZlkWh3/vv7Pnk7+Ar6YGVVVRVBd2xiA2PEygoQHN6yMxMkK0v4/a7Nxt3qoqEtmTy2Ls6ZAbFp2bi3hOb63chYSicP6b38AyDTre+37cfn9+nUhPD6qu46mszG8jOtCPS9cJt7Yx09eLy+PFX8JzPInyMfvYZxsZUn39Tq+PlpYlp5DID8OurMoPMUz19l5NRi6QyMvvR1FQPF4wDCzDQNEKM1XFStuef76qYqVSzoW3puGur0etqMgnXz2bW50kq2VjWyaKoqJ6PEReeWlWT8n16/E5OzGc/3ej04Tkkso1NXDxgjN35fAQvtzfwUXOdW3bxlZU9E1NpC53YxnGuheeySWQ5pzv3ODfp9nPtdJpjKlJFI8H96wiI/l1s39bc98Vd7YoTUH/JloW6aEhUt3deFpa8QaDy34NVFXFXVfrzPU5OnLd4dR682biZ85gFstULCto+5z3O5twjp8753x3A4H8uZKqqui1c//m55b7d+5ienCQzFSRvA6zKKrKYlenud7ruTlqbdPESqVQsu+5u7oG1edzilH19eFpbiFx8QLpwUEU3YN/1+788SWwbz9TP/ohVjyOMT6Guwh6gObP/a5zfX5tj8bUQD+oKmZ0BlQVJdtzffb1RPJSF2Y8jrtxE9bQIJ7bt+d7zBd7PqDcSPJxnSSnpogPD6GHw6QjEUItm/MVmQGSkxO4PF7ioyNcfvZZAo2NjJ85jdvvJ7R5M7GRYeoPHMC2bQL19Ux5vHgqqkhNTmNbNgOvv8ZMbw/TV64QqK/n0lP/wrYnPli4Bl8jOTXF9KUuFJeLqm3b57QdnPZnEklUVeHid7/rVO72+bDSaRRVzV9kK4pCcmqS1MwMeihETXYISXxkmMHXXyc60I+3qprN9z+w7m1cSO4P4djpkwy99RbuQIC2dz6Gt6Ji3vDasZMn6f7BM6guF2YqjXbsGLt/7pPzkko1u/YwdekS4JxoxYaH6Xv5RSJXrmCbJpUdHevdzAXl5y4ZGWbo7bdIT08T3rKVhkO3oHm9zh+F7B/Y+MgIl3/4LImxMWzLRlGgor2DrY+/Kz+Ho21ZzPT14QlXULf/QP6PWGxwALffT2DTpqIcemokk3R9/3tE+/pQXBod73+CillDAUZPnmCmtxcUpyLjpWeeZvsHPjAnIaWqKr7aWpIT4/kqngC2aRIfG+PU1/+a6s6d7PzYTxWiiYuyDIPhw28zeuI4mXiCUHMzrY+8I/+Zjg4NMnXxIulolNT0FGYqRf+rL7PtiQ/M6Qk79NabuDweKju24c3eyUxOTWZ7PE7hCVcQbttSoFYubLqnx7l5kElz+Uc/ItrXx/7P/qv853Pk+DF8NbV4qqo4+oe/T8cTH6CmcyeWYTDT14cve6IYaGoi0tPD1KUuAg0NeCoqyCTiNN17H0Ovv8bQm2+i+X203OcUHSqGxGOuJ64nFGLs9CnGTp3EX1dP2zucuZqigwOko1F81TV0P/M0ZiZNx3vei5lOYyQSpKYmcfv9+c96bmqF+kO34NJ1pi930/v8T8C2mTh3Fj0cpvWhRyT5KIrGQtNI5JanBvpJdnXlH09le+dUPPQwenOLs3yJiyVXOIwrXIEZmXYqod5y6/z9XzOcWVFVjJERUFRnXjhr7XqErWXbAdIDA5jZnu7e9m3zjnmK5p53cZ8ZGQVVdSokr+OF6Jxkq2WR6u8n1d2FnTHQN23C296e781zPe7qGqfgUDpNZmjIGXJ5jVyPovzIKZcLKxG/usI6/32Y/d5YhkH89CnSA/24QiECe/Y6ifRlyJ0HxY4fc+YzbW1b8lwvN+/dcl/b1WRZVr7StKqqqJqGt62NVPclEufPkrzURXpoEHdDAxUPPHTdc1YtFMIVDGLOzGDMzCw4jDjfc7C+3inSEo9jRKNoweCatHExq932nFTPZeBqgZ2lznMsywIl21u6QOdDix0DAVI9PcROnkDRdcL33Itr1o1WZt1gsuJxZ5qIZBJXtgek6vejVVeTGRkhPTri9JKcmsJKpVCzz7UMA8XlwhUK56duM9PpdUvC5TqW5P6/tu2Jrot4WjaT6usldOddc9t/jdww9HR/P1plFUYkgquyCr2hcU57rESCxPlzuOvqyAwPoTc04m1uzm9DFJfiukrfgHJfjolzZ+l74Xkqtmxl+nI3Lfc/QKChES0QIDU5yeSF8wRbWpju7kZ1azTccitGIkEmFqPl3vu5+OR3nYNZ9kASHR5k7PQpjGSCsTOncLl1Nt15JxVbtuIOBqnc2l4UFa9zJ8CT589x+QfPArD18XdRt/+AU7U0mcBXV8/o0SMkpyYJNrfgDgbxNzSw+f4HOPfP/0Q6Mp2fD8K2bXqe+xEzvT0oLhdH/viPCG9po3p7J6GWFur276eqYxuqrhfF3Q5VVbn45HcYPXGCQH0D4Z2t+SJAA6+9wpXnnsPldtN0z31U79hBZmaGHR/+KLV793L8z77KwGuv0v6ud8/dpkcnPTPD6//1v7DzE58gNTlJZmaG+oOHnOGpgUBR9H5SFIWRY0fpfeF5rEyGii1b8dfXo6gq05e7ufT9fyEVieCvq6Pp7ntJTU+jqC52ffynGTt5gvjYKFNdF/O9XlORCONnzmCmkiSnphh86002P/AgnopKanbtItzaWnSJR3AKxkT7+qjbf4BMIs6Zv/062z/0YWo6d3L4D36PVCRC1bbtbH3Xu5nu7iLU3Ezt7r1Xh6ZkT+Tq9u/n0ve+x5UfPktFewc1u/dw5Yc/RHVp1B84QNNd9xS2oQuYvHiB8bNn8j3UJi+c5/w//xPbPvABBl9/nfGzZ1DdOptuv53avftIToxTv/8AgXqnt4KiqpipFInxcVy6jtvvZ+TYMfRgkIvf+y6ZWMx5vfbsndMbstBmBvo58bWvUrWjk10/87P4amqIZucrBDj5l3+BmU6hh0JsfuhhQq1tDB9+G1VzE2xuRp011KZ2125mensZeO1VRo8fw0gmqd6+g8qt7c68r5pGqKWlUE2dJxWJ8Nbv/DYAbY8+Tri1FZfuwUyniY+O0v3M08z09qKoCqHWVnx1tSTHxxk5dgxfba1zwupyhouSnfNy5OgRjGSS6SuXcQcCbLr9TieRads03nb7vJtZQhTaQhedVipJ5NVXSPdlh0+6NLCyN5NUlcz4OHpTc3YD889d8pPq+3y46+owJycwp6exDSM/xDqfbJzVu9CYmSFx7hyZEWcePN+OHai+tUvKrEXb89vJZIidPgmahruqCm9b25xE65yfjQxGZIbYyRNOjxmcZOVqJySuHckxmxmPk7hwHjudxrYskl0Xr1YwHhwgcfEioTvuzA+RXGwuR3CSzlpFJZnRETIT43POi2cnmXOvnpVOO/PDnT4FiuIkrZe40F+pa0fxzJYZHyd2/CietjaSly45VYwBY2yMVG8vgf0HCezefd0bx6qqYiWTTuLa5SJw6JZFY1E1DTvl9PC01rEYWe68e3bvTsuyIJ0ieuQwkJ2LUlFQdB131TJ7ouke3HUNmJEIxsjwonMY5udCrK4mHY+TOHuWwN49pPr60aqq1rTn21q1XVVVjOlpMsPDuEIhPM3zz3UWGkmUOH8WIP95v9lrosXmps09Nrt3M1z9Hi90bEr19mBMT2WHkJtztpV7nruxkVRvD3Y8hhmdwZU9v1XcblwVlVdvwGTPk3I92s1oND8vaHpw8GoyMzdn8Aqui3PPWei51w4dnz1VXO44Pqd3Ym8PxsQ4KIrz/zXtX0hmdITM0CC+XbtInDlD6K675x0nk1cuY8bi6E3NJEbHCN15F1YyiZXJzBqy7S2Z0XEbXfFdqW8wuS9qoLGR6s5Oktk5q2b6+pziIB0dRHp68klFl9uN5vORnBgnuGkTU5cuYSSTqJrGTF8v4dY2Rk+ewOV2E2xpxkwkqdy2japt29Gzd7iWOlCst9z+/Q0NVGzZQnxsjKlLXVTt2MHE+XOkpqZouPVWfPX1ZBIJUtMRXB4dT0UF7mAQzevFSCaJ9vcTbGnBTKUwkylnMvVgkPqDh6jZuQs9GKRq27aCtnUhViZNajrCptvvYMujj+WXG6kkw0eOsPOnP0GouZnX/8t/pvH223F5vVjZg7E7FMRIxOeclE2cO0f3s8/gDgapaGvDV1VNRWsb9QcOztlvoROP4PTKS01HCDW3ULNrd74ohGUYjJ06RWBTEzs++jFO/+3fcPnZZ/DV12GlUti2hTsYRJmcxEgksUwTRVUZevMNEtnJ4z2VlVS0OsOy/fX1Bf+cL2XorTdpue9+Wu67H4DpS90MvfEGZiqFqmnc/Zv/e37d6p27GX77TWDucHwrk+b8N75BcnyMVGQaf30Dmq6z/7P/av0bdAOG3nwTI5FkyzsfpbKjAzOdJjowwOAbb2KkktTt3cfWbHJ94vx5+l58nonz56g/eCi/jdjwMAOvvgLA1KVL+OvraX3oYW77tS8VpE3LEahvwFtdzeTFCwy88jKh5mYUl4vo0CDR/gE0v587/s2/5cK3v0Xfiy+w91Of4fLT36frye/i8ujU7t4952S57ZF3oKgqibFR2t7pHEdUTaNiy5YCtnJheva4PHb6FAOvvownFELz+fIFYrBt6vbvJ9jUxMixo5jJFBXtHU5iNZGkats2/LkLcUXByFb41FSV+v0HqN2zN/+4EOsh1wN3oeGyi12UpgYGSFw4h+rxEth/AJffT/Ly5XzyzbdzF57NrWRGRogdOwKWRWZ4GOXA0n+788NJq6vJDaDNDA06hRqyzOgM0ePHnWSjbWMbhjPHo6ri3dqOf/eeZf/NLKa2A6SuXM4PKfVnp9mYM1esopDq7SV65G3sTMZJDKRSKG43gQMH0Zubb+jc2DZNMuPjmNEornDI6X14bU/LWUnHa+dyzIyOED9x3PlFVVF9fvy7dmHbNrFjRzEjEWZef5Xq9z1x/SH3qoq7uprM8BBWMklmbBQ9e6MOsr1/Ll8mMzoCtoWdzjhJStPEFQwSuvMu1EDghtpvpdOksu+bZ5EbvLOX5UdsZP9Pdl8i3d9PemAAVBX/7j24GxpIDw6SOHuG2JHD+LZtW3Iocb7X46mT2Jm0kzxfZP18LIrivF61tctq51JS/X0kL3VhpdN4t27FXd84r0dhLkbLskicOUXy8hXsdArP5lYC+w+g+v1Ob0zLInjrbeitbai6vqwb5qqq4m5oINl1gdRAP97tOxZ+XnY+xdw8gYkL50h2XXAKdzQ1UfnwjRcNK3TbASLZ+ayDt985Z39z9p1OYyUTmNEYya4LpPv6UHQd3/bO/Gu4Url5UrVZo9AWmk5httTAADOvvuxMI7RvP77OnVfX1zQUlwvV60UNBBf8PuqbmvKJw/To6JwbM/mb04qCGYngrqsjefECtmky/eIL+DrasTImiXNnQFVxhUK4V3idZExNoVVW5v/PtX22hdoeffN13I2byAwN4t3RiX+nc8xTNA1F13H5fBhuN65gaMnjkW3bxI4fx1VRQWZ0DFdFJZ6t7fnHFEVxjnvnzuKuqSHV24MWDpHq7WXmjdchO1+u6vUSvPW2Zfe0FmtLko/rJHLlCpsffIjeF17A5fFQtX0Hg6+/SjoWw19fT2xokPRMFE9lJfGREaavXCE1NUkqMk3/q6+gqCozfX2EW9uo3b1nwbnN8l2cs3dDiykhE7lyBX9dPfW33MbUxfMMHz6Mv74eM5UiPRNFDway8/E4J27T3d3EhodJR2ec4bb9fQRbWnB5POz6mZ9dcB9L3ZkqFNWt4/J4GD1+nNjQEImJcVofeQfV27aTnJzkwre+gW1Zzh8T08RbVU3/yy+h+XxEBwepyp5k5E7kKjs6uPULX5y3n9xQh2Lq+ae4XGg+L/GREWJDg/S+8BP0UJjN9z9AbGiQxNgYUxcvYBkG/vp6/LV1THdfYuDVV8kkEtmkg/NH1rYsWu5/gJb7H8gPw56tGN97gPTMDP66+jkXFfUHDjDw+ms0+f0krpmXZ9Ntt9H/0gtceur7BJub89XqVbfO1scep7Kjo6je46WYqRSBxkZSM5H8hVnNzl3Eh4dJTo5jJBKks0OjACra2rjyowzRgQH6XnyRym0dBDc14amsZOcnfha330+4tbXo3uOF5L6r42fOEBsaYjqbNI1c7ia0uZXx007BqOb77+foH/4But9P2zsf4+3/8bsQVTBSSbRZc7eqmsaWdz5aqObcEEVVqezoIDY8hG3bjJ85jaK50Hx+LMMZ+mMk4lR37qT/5Zcx4gm2PPY4w2+/TWp6ikhvL7Zp5j/nVdu2UbXtCwVulShHZixK5OWXyIw6Q3Yr3/FovqBDjqIoWBlnrlrF7c739jCnp0j39gJOlVJV10levgwuF65AgNBttwNOgYXM6AjpoUGMqUnMRCJfiXmpY527phZF92CbBskrV8Dtdi5Eq2twBYOoHg92xsA2Miiahr6pCd+uXU4hmmUcQ4ux7VY6Tez0KWeux4ZG9IZGzEQCK5nAzhj5quCuykpwaVjxOIrLhd7UjG/XbvSGhuW1PdtbMXnxgjNHYu6cWtcJ330v+qzhfLZpkurrJX72jNMTSVXR6xvw7dyFXl+Pu7YOV0WF85ii4N+9G392PmdV15l59RXMmRkS3ZfwdWxbPL5c0rmuHs47N3EyIyO4AkHMZNLp4WWZZIaHSA8OQC5p7Hajt7YR2LPXeV0WeW1nc3orHiM9NOhsJ/e+zkQIHjg4N/mTThM/dYJkd7dTkTsUxrdtO/5OJ+nj2bKFxIXzYJrozS0Es1MEeJpbsDNpkl1dRN96k+Bddy+aIMr3erxwHjSN0B13OfvOFt5QVNUZapyNy4hMYyWT+QTPSsVOnSB+4gS2YeRfg8zgoFNded8+Arm56LMxpsfHmX7uh9iplFMISXWR7OoidNvtVNx7P9HDb5O81AWKgrbMHqj53owVFSiatmjhEMswSJw7Q/zUqavFpEzT+Tw2NROYdUO3VNoOTiLLmBjHVVWNp6kpv79ZLxCR118j2XURxedz9m9ZKLpO8PY70KpuLtkUee1VkhcvAFD93vfP+Q7likGlBgdJDw2guHW8ra1oFZXOcSgUJjM+RuzUSfTGTWiVldimmS8ms9h1um3buIJBtOpqjOlp0j09mB0duALZDkaW5cz5q6rYtoVncytmNErsyGHMqUmib7+d35YariB0+535566k7frmVtK9PVS95324q6vz7bcti8zIMOZMNFu+WMFdW5tve7qvFzUYInH2DJ5NTbhCIexkElCc76d6tZDYYlI9V8iMjuDbtZvEmdOEH3gwP3ow97zklcuYMzPO36JkEisWcxLGtg0uF+76Brzt7bjCC1eKF+uvNK5iN4DE+DjDhw8z09tLKlsYJTowgKJp1O8/wFRXF6nJKSq2bkV1axjxGOHWNqxMBjOZpHrnznw1V8Xlmnd3dU5FwCLo9XatxPg4scHBbI/PYVTNTfO994GqkhgfQ3G5nKGVbjeNd97J+OnTpCMR/A0NZGJx0tHonAPUQsNcijUpseMjH6XvheeZOHcOT7iCvuefZ7qri0B9A5lEglu/8EXi42OYmQz1Bw9x+dmn6XvhBXxV1TTeehswvyjNvGI1K5jEez003nY7nooKho8cJj0TJT0zw+Uf/QDN60WvqCDU3ELbO96JkUqRHB9n8sIFprov4auupqK1lcqt7fk/NLn/S+m917zO1AepWRUm6w8e4sqPfkjVtu0oiuJUuLZNYkPD7PrEz1DduZOZvj6qtm+fs63qzvnzOxUzVdOci9N0hkwsBkBo82bS0RlQFLyVVaSjUS7/4AekZ6bx1dXTcOgWJs6fJTE1QY3u9JT1hMNFNaR6ufz1DUx1ddFy/wMc+7M/de70xmK0PvwOLn73O4yfO0vkyhV8dfWko1E84TCb7rgTT2Ulqnv9CiKsBU9lJXowmC2SNEkmESdQ34Db7ycdiZCcnGT0+DE8VVV4KitRFIXNDz5IfHSUcFvbjRdkEGIV5W5mGdORqxcxpkns+DFc99ybH7KsKAqJixeYef01UBSq3/v+/JA3vbkFDr+d3c4U7ro6rFgUAFe4Ys5wML25mfTQoNPLbngIT2sb2R0sGJ+VTmNEZ5y5G6MpUpe783MnuhsaqXrno05vm527nB5Gs6ZxKOW2p65cwYpEANCqqogePUJmaBAjEkFRVLxbtxK68y60UIjqx9/lbOYGb9bZhkH08Nuk+pzkqVZTg+r3g+UkBFyBwJzzjfipk8RPn8omYHXsdIZUzxVSvT1UPPgwnpYWtFzy0TRx19Xnz9/1pmbUUAg7kSTd14t3cyvKItMl5c51VL8P1ePBSiSInzlD4vx5wMa7ZSvBW24ldNvtZCYnUTSXU5ziBqdfspJJIi++gBmL4gqGcFVWoqgKVsbI9xqanfyZfv7HTq9VtxvV48GcnCD65utYiQTBgwfRa+tQdR0rkcCTnes6dzPdt3M3ye5u0oODWLEYaii0aFyx40exDQNvRwdGNEq6r5f08DDGxDju+noq7r0/H5cWrqDmAx+6qSHmia6LxI4eBVXF19mJu77RmaN0oJ/khfPEjhzGNg2C+w/m25RLvnm2bMG33ZnaQMsmPFSvF3dTE8lLXaR6e/B2bFt2r0cAd00NrspKjLEx5z23TIypKSqyI2pUTcOMxrBNE626Bt+OTnwrHA1WDG3PJV2j2eNI6K67nYJJiTjm1DRmdAb/rt2omoa7qYn04AC2ZaFVV+Pr2IZv+45lt9dKpUheuYydSeNpaUWrqMh/R7XqameKCGwyY6O4ssc4G4ifOU38+DEnQZsVP3Ec37bthO64k/A99zD+5HexEwlix49S8cBDc+ZgVX1+rExm/vE5ewz2bd/BzFtvYkZnSF68SPDQLVjJpDOcGtD8gXw1Z//uPXjatpDqvoQxPY1WUYGnbQvadc6dc8W7XOGwc/OqphZXKISiqmhVVSi6juJyoeg6mbFR3NXV2JZF4vw5pydyKp3vNITqQnFreNu2ELrjDsaf/C6aW8NIJvPtN+MxXMEgRiyKKxBcuP25lyE7R6y7vp7MyDBafT16XT3pkWHsjIHq9WKbJnYm4/QI1dyYJHHX1aE3tzjVrisk4ViMJPm4Tnw1NUx1XSSwaRO2ZWJjU3/wEPHRUS5+9ztOtdLxcXC5qNmzl1BzC+lIhEhvD9XbdzDVdZHWhx7Jb68YE4xL8dXUMH2525mj6/Y7SIyNZYvDVDH89luY6TS+unoqt28n1NxCRdsWpi5dYuC1V1A1jbpswZmchebWKVaqqtL60MO0PvQwAOe/9U3SsSibH36Ey88+w2v/9/8FikLt3n20PvgQl3/4LPs/89mlt1kivd8URaF6RyfV2YnRhw+/zcTFC/iqqtH8ASbPn2fs5En0cJimu+5C83lxB/zs+8VPL77NUnrv3Trh1s2MnTxF09334K2sZOTIYfz1DRjpNHs++Qt0fe9JMrEo1bt2YZkGO3/qpwsd9qpQXC6Czc1EensYO3Oaym3biPb34a9vcN7vu++h/6UXGT97Gs3no7JjG7V79tJ0112FDn1VVLZ30PfiC3jCYZrvvof+V1/B5Xajuly0PfwIl773PSwjw9Z3vyc/ZcbW7AVzqfPX1jlVuk2nx/KVH/2A6SuXsUyTLY8+Rv8rLzmvTVU1bY88gkvXqd29p9BhCzFftscbtk1mdJT4qZMEsz33AFyhUL6KshmZzl/suEIhVH8AO5UkMzyMt20LrkDAGQqcSoFhOL1XcIZQ5+ZATA8PX03ALcCKxYi8+rLTI3HWTWg1EMDb2pa/6FZ1PT/3tZXrBZctQlKKbbcyGaJHj+R/j588cbXt/gCeLW35HoVAfg7MG2174vw5Upe7AQjedhueLe2oHs+Cz032XHEKoAC+zp14t+/A5fUy9ZMfY0xNEj1yONuDqYZUTw8A5qzhi6qu466tI93X68zdeU2ngtnMaJT42TOk+/uwsjfz7FQSG3CFwmjVNfkeU65ZUzDdaPsjr76MGZ3B095OYO8+1GBo0R6JM2+/RWbYSQoED96CKxhE0TTGv/kN4mdOodVU493ciquyEiuRIDM8jG/L1vzzXYEAqj+AFY/NSeBcy5iZIZEtUpQZH2fiu9+++tnPFta4dk4/l98/r9L2clnJhDNPoW1T+cg70BuuVtX2bN6Mu66emVdeIn7yJP4dnaheH6meHuxUCn1zKxX3zS14ebX3YiWK5saYmHB6Jy7zPD49Po45PoadcV6j2JG3rw7J3dGZ75EcvP0Ownfe3PlTsbRdVVXSQ0OYU5OogQDpgQFiRw87z0+lANDqG9BravBsbsWzuXVFQ6vN6AzTLzyf71GavHyZ8B13OUlHwF1bh+LWsDMZ0sPDeDuchG56oN9JPGZvKOjNzaQH+smMjJA4fw41GMS/oxP/7j3ET54g1dtL4lIXvvYOJ3OpKM5x5Zq5eoH8jRdPaxuZiXGSFy4QP3WS9NAQqKozV6Kq4t+/f87ztGAQbYFRkUu1Pde7XXG7sTMZ3PUNzvQUDQ24a2qc+NIpFE0jPTyMf0en816ccIZCG8akM3+nopAZGUH1hUmcP4crHMa/cxfxM6fRm5pJ9fWRuNQFttMbW0kooGmobve89ucrXPf3YUxMOEnVy9246+uZ/MEzTk9LlwtsC3dNDeEHHiSwb79TdKcIal2I6yuNDEaJsy0LbJuO9z/B+KlTbH7wQWKDQ5iZNP76esKtrTTdeVe+9wtA7wvPk4nF0Dxe4mNj1O0/ULLzXOV6qtXs2s2mO+7AV13D2KlTTF3uxltZxf5f+tcoijKnd1PvC87cb5rXR8PBQyXbdnD++M709TJz5QoT58+TGBtl5yd+lorWVrT3P4FlWXOqHyvAyLFj1B84UJTVm2+EbdskpyaZ6elh8sIFp1p1ZQWNj73L+eNy2+3ooVC++vHYiRMYqRTRgQECjc5JT6kkGhez5dHHmbx4kVN//b8wU0nMVIrNDz6EpuuEmps5+Ll/XegQ10zNrt1MX77M1KUujv7xH2GkkuihEJtuvwNfVRXb3v9EoUNcM96aGlweL1d+8hwd734vkZ4eUtNTJKem8lMIbFSa348eCpGYnMC2Ler2H2D89GlcXg/Bpib2feozhQ5RiEXNuRBKpZzhsvsPED9+nMSFC3jatuQv+F3hChSfH4wM6aEhp9df9vl6YyOpnisYY6PY6RRaTS2ZiQmM6SnMeAwte6HkCobAyIBtY4yNXudvng0oqH4/7uoa/Lt2416iynuu4nGptz3X+8bOpJ2hxJs24dvROWfOw5ttu20YJAf6QdNwBYL4d+6++phpOhfFs7aX7OpC8XhwV1cTuv0OZz3LwhUKYoyNYk5Pkervw11TC9mpddLDQ3jariZYFbcb2zSxsnPbLsaMzpC81IWdyaDoOp6Wzfh2dC44p+HsaWhupP1WMpkfZl9xz31zH8smjHJz+6mqSrL7EoquU/3Y1ZtmlmGgeD3Y0SiJC+fxbm5Fb9xEZnAwX2xmdtJccWtgWbiWKBpmJZP5YeRmJIKrohLftm1zks0LWek8f5nxcexkEq26Jp98yyUysSx87e3ET59yhrgePUr4rrvzPY9zCfjZ5+65OJwpASowxsYwpqeW3TMz8uLzWNHo1XZ5vehNTXi370CvrZtb7OUmFVPbZ954zdleLEb8mHPjQfF48Gzdim/nbvSampsuJKO4dbSa2nzy0ZyaIvLm61Q/9i4UTUOrrEQLh8mMj+eLPCkuF4mzZ5zezh4P4XvvwxUM4t+9h6kf/ZDM2KiTdKurx7d9B5mxMTKjI8SOHMHlD2CbRjZ5bC8cU65ojcdD+M67UT1eEhfOY2TnvFd0Hf/efXhaNq+43bPbnhkdzd/4yExNEj38FlWPPo5WXYMrGMKMxVADQcypSWzTJHn+rDN3I84NlPC996P6/Uw990PMmSiu6mriZ88QuvV29OZmjIkJtLo6YseOOYWvLBPbMq/b/uhhJwmeuxmUGRnJt19vasLbugV3U5NTYMq2JfFYQko3q1FCcvM1Ntxya/7/2j3ze3nowWD+ANBy3/0ln3TJUVSVaH8/lmHgyg4nrN2zZ95rMHs47eYHHmTzAw8WItxVp6oqsYF+Bt94g8CmTbS/9335ZOPsKrVGOo2m6xz85V/JJ+NKOfEIzh+R9PQ0w0cOYyQSVO/aRf2BA/n2eXInK9kTy50f/wTAgvM6lrID/+pzjBw7ihGP03jnXWi6XhQVydfD1sffxUxfL9GBAXw1NVS0d6CoalEUxFpLqqpSvePqxPD7PrV4b96NRlEUKrdtQ+vvx+V2z+n5LUSpMP7/7N13fBT1usfxz/adtE0vEAgQOgiCYKNasZejR2xHwV7w2kURD0E9FD2iHsWu2BU7duygCIioIBA6hISQQHrbvnP/2OySkEICKZvM874v74HJ7O58M5Pll2d/83uKi/y3nZlMKD174s7N9c9oW/07UccdjzE62j97LTEB9549/tvBajR8MHfpimP7NrweD97yCizdu/t/afV6cWZn+4tSgLus1D8TyO3vTO0pLd3f3fSA90hDRCQxNZrXwf6xE9WdRlvifTXUsuv0euKqP6yqOTZuyez+X6h11U163HjKyzBGRgWfX1+jkKd6vfic/vUgVZ+PkiU/4s7L898CCP5mJ3HxGG3RGOPiMISH4y0txZmTTeTIo4O3g3uL/UUPnVVB9XobLBaa4hOIO/f8YLOKA/O3xDI0wfURVRXnnlwsKf419nweT63CaKDBB9Xn2751q78gVV4WnJHnL477z7ElrQeVa9fgLS/D53AEX0dvNuMr9y/D4nO5Giy+GiMjiBw1GktKlzprODbWaftQObb7Z1maq9cYPLDBCfjXMq384/fq2/OP2z/btPr819uYx2zGnJSMp6AA9969+7+/DYwFA0U8Y0wsPquV8EFHYOlWt+DUkuPIUMgeyK1XFHx2O6bERKy9emNNqzsr+nCz68zm4CxHfwgVb1ERpb8sJeq4UegtFowxsbgLCvBVVeEpKsIQHY3XbkdnMGCKT0AfHu4vuut0KH364M7PQ7XbcRfsIywhgcijjqL4m8X4nA4qN6z3N9b0+dArYU36WY04chhKn774nE4MYWGHtY5pney2aNDpMCUk4s7bg8FixVNYSNmvy/xLWMTE4NixHZMtGndpCe69e/E5HBhjYvBVVWGIifUvxaHTYe2VTvnyX7EkJuLcuQNvRTkRQ4+k+Ntv0OFvwIrHgz41Fd/evf6mOtR9vwq8nxljYyE6Gp+9Cp3ZgrVnT8wpXeotXHfm3yU6o45d2ehABlxyKTq9Pvi/ULcrdWcpNtZnwCWXAgcMGg9oEtKRbqdtri7HHk+XY49vdB9j9cDLWqOjWmdg69GTIyb1bHSfA9d17Gz0RmNw/c7gtk56rR9Ip9cT1T2NqEZuJeysOstt1IcifuAguZVadEiBD4FVlwt0en+hSG8gfOhQypb9gre0hMp1f2MbPQadwYAluYu/KUBpKb7KymCTA1ONX2rdRYX+WYpJybjz86ha9zeq14shPJyqjZn+ok31GMidn+e/pRkaXPdR9fn8Y8fqx7TU2CmUs+v0etTqjr7BYmMLjxstqan+btKVlZR8s9i/3mP1DEKdwYgxPt7fGCYwE9Plwp2fD1SvbZecgrlLV0yxMejDwv0F3OpCpLekBNXppPTnJVh6peMtKvLPNASU9PRGZz7qjEb/LZCtnN+UlIwrexelS37y3x7u84HR6H8dk5mwgYMwJyT4160zmfDZ7ZSv+BUMBowxsZi7dsWUlOQvkoSF4/P5MEZEYAgLx1teRvHir/xr9UVFYc/cgOrxYEqu20G5Jr1VQanucBtorkj1TL/W+IA+8DPgrb69vdaxVL+epUsKlWuN1Q00/N2J7Zs24inZ30SwvsKaKSUFNqzHvjET9P5bR/H6CBs0qM75D7xW9LjxLZbtYEIhe7DZ3CkTWjZcPXQ6nb8AZzCAqvpvn87JwZWTQ8VffxJx5DBM8fHYt24BVcWVn4dVUYK/u6tOp382ZPXPoTk52b/+vs+HN7A+bXQM4YOPoOKP1bhzd/u/rrL/fa4JAs20Wjq7wWbzNweNjfU3j6koxxifgDN7F/qwsOAal4G3YmfubjAY/LORDQZUpzPYh8LSpQvlOp1/3+pO3MYBAwkfNJiKP1Zj6dYdZ/YufPbqBmEN5a9+MdvYcVJU7KSk+NhGgjN9asz4CRbdNPDDFchdc7aTFnLXdOCgSUvU6tkBcAjrTgkhhBBtJFjM0en8a3R7vRjCwjCEhRE+bDjly3/FmbUTZ4+e/oYicXH+/VUVV3VTAl11h150elB9uAsL8TmdRI48mrJVv+HJz8OeuSH4OubUbv5blD0ePGVlDRYdax5ja/wrGurZW/tDamuvdFS3m6r16/DZ7fjs9lpfd1U33Yg+8WSMUTbcubkARI07AXNCgn89s5ozEz0e8HoxxsaiyzKhety4cnP967dV3/FhSkrG2iu9ScfX2vkjRoykwufFtXs3noKCOl935WQTNXos1rQ09FYrXrud8GHDsPZMR2c01img+RwOsFoxxsbgLS/DW15OxZ9/oHq9/q7EFgvhQ5veibktmiua4uNxZWfjrW6SVN943Rgd4y8Gezy4CguxpKaCXo+7oADn7hwsXVP3zxh0OHAXFmDpmoqlujjt2p2z/1Zisxlreq9Gi89tRYvZDeHhGKOi/A17PF7CjxhC5do1OLZsRmcwoPTt52/y5HTi3ruXsP4DMERG4SkpwV1UGPz91uf1ojNb/I2n3G58Hk9wNrPSrz+uvDxcubv3LztQ/QEStN/vw4bwcAy26OoZnTHgceMpLMAYH49900YsPXuhM5vx2R3ozGY8xcUYwiNw5mRjSe2GMyd7fwaL1T/zXacHo8n/AZnX68+en49zdw7g72CNqvrfA6DOXVBarRFoiRQf25DWf6C0mjsgVDtSt4Xmrj0khBBCtBdVVf1dlA0GDOHhuAsLcGZn48zeFby1tOKvP/0NRaKiMMTG4Ssrxbljh79rsdXqnyXiq16rrqTYfwthbCzR40/AlZONc/dudAYD1p49McXHs+/DD/wFqRofTkv2tqU3m/2dwvv2xZWf75/ZY1VQXU5cubv9Hbftdsr/XI2S3gf75k3V61XuxVp9S6zq9eLKy8O+ZbN/zcz+/f23mRuNoPowJ6dgsNlQXU6sPXthTkqu8+F8ezGGhxN9wkl4ykpxZmdjiIhEZzLhKSnGmbUTT2Eh5atWYkxIwNKtO1XFxTizswkftL8ppM/lwr5lM44dO1DS0wkbMNDfdGLXLvSKQtS4E6j86w8sXboSNsC/rmYoLUNjTu5CJX/iLSvD57Cjtyq1vh64LVhnMKDiv76Ji8PSrRvOrCzKli8n4shh6K0WvOXl/m7oqkrChRcBEDVqNPatW/FVlmNJ6xlcQzUUaDG73mLBlJiEp3Qz7oJ9RB19DD67HfuWzdg3ZmK02TDGxODKy8NdUoLq9WBKSPAX0bxeHLuysHZPQ2cw4CkpAa8HUP23B1evkarT6wkbPBh3UaH/PcVi8XeVbuefd3/2RBzbtmJJ64Fj5w6svdJxbNuKKSkZ5/Zt/tvMKysxREbgLS/HnJSIM2un/3c6r9ffwbx7mj97YAkM1f/BQuB3XmXgQDzFRcFlKnQmU7ATd3t/D0Tbk+KjEEIIIYQQ7F8SRnU4UB0O3A4HxV996f+iTudfi8zlwlteRuX6dUQdP4qw3r0pX7kC9958Sn74Hr3ViqekGH1EBL6KCrxlZahO/22KepMJa89eWKtvJQVwZmdD9ZppppjYdpsRo+XsNektVqzVS4UEjkdJ702pbinOXbvw7N2L4YghKH37Yd+YSdX69bj27sUUn4Cvqgr33nx8brd/bUwlzD/DKDICT1ER3opybOPG11qCCULrl3BjlA3joOo1uatvqQwfOIiCjz/EV1mJOyebiCFDcWbvwlNQQMFHH2Lp3t1/63xhAe6CAn/x2hYNgKVbdyp+X+VfL85mI+akU4KvFUqFR8Df5ddkQnU4cGTtIqxfv2DRzefzoTca8VZV+Wd16g1YulWv4T7yGNDrce7Y4b8VXacLLilg6dFjf2MYs5nwgQMPchTtQ4vZdUYjpoQE7Js2gs+Hp6yUyGOOxVtZgSs3l/LfVgZnJqsuJ+69+/xrD0bH4C0rpfy3laDTYYyIpOKvP/yznavXUax5l6MpPoHYs85BV/19CAU6oxFTXBz2zA3+WYtuN5bu3fHZq3Dl5WGMi8NTVOSf1WxJ8P/ZZMEYH48rbw/6qCjKV/+Oz+XCnZuL6vXiKS1F9XoxJyYFs5sTEv3Zq2fMhkp+0T6k+CiEEEIIIQT+IpDP7QaT0f9LtF6POaULxrg4zImJ6CMice7cQeVff+LcuQNHUhLWnj3xVFRg35iJp6jQ/zwmExHDhmOu7koaWChfVVW8VVV4Cvbhc7rwVVX6Z9Dp9RgiIjElJrZbIUrL2Q9UXzMXvVKdA0CnI3zIUNDr/d1o9+3DU72GIwYD5i5dCBt0BPqICH8xIjYOT2EhvsoqPIWFwVvWQ3Wt8/qauegtFnyVlcEZTbZxJ1D26y949u3zr+VXzRAVRdjgIZiSk/2FJ7M52DHXuWO7v4FGoLFICOa3pPXAsXULVRvWYU1Pr9O92bFjO3i9mJKTg4UUvdWKbdQYXH36UZW5AdXlxNylC8qAQSGZsSFazG6IikJntqB6Pbjy8jB36UrEyKMpW/YLnuJinLt2+d+XdDpce/OJ7NaNyBEjKf15CarDQdmSn8Bg9M/2NhgIH3yE/3b0GnR6PYYQbKZpiIpCb7Xic9jRWSy48/OJGDGS8pUr8FVVobNYUF0uPCVF6M0WvJUVRBw5nLJlPwe7sFesWO6f8Wix4C0tIfyIIbXy6/R6dNXXik4Kj5onxUchhBBCCCGqqW43vooKdEYj5uQUosaOA/bPTjMOGuzv5lxaSvmK5ZgSEokcNhxr9zT/ov3R0f5GBvXQ6XQ4t22lct3f+9f/Agw2G5Ejjwl2j20vWs5eU82io+r14tqTi2PrFvD5/F1wq9e+ixx+FGH9B+DK93e7NicmYoyOCT6P6vOBqvpnV23biqr6cOXn7V8vM0TVLDr6b6XehKeoCHQ6LNVFZWNEBLGnnoa7sBBn7m6MNltwxmjwsR6Pv4idlIS9pBjHriyUPn3bNEtzhQ0+Ave+fXhLSyj6bBHRJ56E6vHic7tw7tiOY9s2MBoJH3ZUnceaExND4nbiQ6XF7IawMIwx/rUPXfn5/nVaI6OIOvZ4Sn/52X97OYBe7799GDAnJxMz4XTsmzbiys1F9fnXdg0bMBBzYlI7pmkef/ZYvMUl/tvL8/MJHzKUyJHHULbiV9TyctDr8ZaWog8Lw1NcRORRI4g+ZQLOnTv973uB2Z5xsVjSenSo/KLtSfFRCCGEEEKIanpF8Xd89fnQR0TUmo0XaJ4WMWw49q1b0Vut/q7Q+G9bNFUXlWo2WTuQtVc6Pq8HX3kFxvh4rGlpGMJDo/Cm5ewBjqws3Hvzq28d1eGtqMC9dx+q14s+LJyo0WOCucH/C7xS41bymt3IAw10jDGx/j/7fHiKi0N2xiNA+e+/g8/jbx6h0+Eu2OcvPOr1RBw1Ev0BM7hqnnvYX3CsudZ5oCuyt7QUoFU6VbcUY0QEMRNOo/jbb/AWF1H02afBbuP4fOjMZqJGjcYc4gXkQ6HF7DqTGVNiEu69+/CWlOCtqsIYFYUxOhrb6DEUf7vY39na58Odl4e3ssK/nEJEBBEjRvqfI0RmbDeXzmTGlJBA5fp1KL37YN+61Z8/OpqoY4+n5Ltv/LfZA76qKnxVVXgqyjFGRaEfNIjwIUNCYr1a0XGE7ju/EEIIIYQQbUx1OqqLRjr/L9411uULFI0sqd2CM8BqPTawbyPFJUNEBJH1zBwKBVrOHuDOz8NePcsxyGDAnNKFsEGDMSUk1HlMzaYx9XUjN9psxJ15tv+pQmiGZ31ce3LxlpbsX7sPMERGETZwIJb03vU+xlf9vdLr9bVv1Q5eM6lEnzIBc1LHmBWlN5uJmXAazuxdOLOz8RYXoVMUlPTeKA18DzoLrWXXGQz+plA6QPXhKSrEGBWF6vNhiIoicsRI7Fs2o/p8WNN6oLdYQ/rDg+bQGQwYY6sLyQYDoOIpKvQ3FIuOJnz4Ubjz8gD/hyrmxEQM1Y2I9NWNRKXwKJpDio9CCCGEEEJUU93+9e7Q+dcza+iXq1oFp+p9OvovYlrOHhA+dCjmrql4y0vRWSyYE5MOOjuz5vehIaFedAywjRuHOz8fn9OJKSkJc8LBb6Vtytp+HaXwGKA3GlF69qo1q1UrtJbdEBHhn6Xr9eLctQtrj57BAuOBTbI6G0NEBDq9Hm/1jOxAfgClVzpKdcMdIVqCbvSDD6vtfRBCCCGEEEKEglDsQNxWtJy9MTVvpdbi96bWrdRCdDI+lwvHzh34qqqwdE2td3ZzZ+VzuXBmZ6NXFHx2O8aoKE3lF21LZj4KIYQQQghRLVBcamztws5Ky9kPdOAt51orOfp8vmCxMZTXaBTicOnNZsL69mvvw2gXerMZJV1mN4q2If+SCCGEEEIIcQAtF960nD1AizMca5JZjkIIIVqS/KsihBBCCCGEEEIIIYRoFVJ8FEIIIYQQQgghhBBCtAopPgohhBBCCCGEEEIIIVqFFB+FEEIIIYQQQgghhBCtQoqPQgghhBBCCCGEEEKIViHFRyGEEEIIIYQQQgghRKuQ4qMQQgghhBBCCCGEEKJVSPFRCCGEEEIIIYQQQgjRKqT4KIQQQgghhBBCCCGEaBVSfBRCCCGEEEIIIYQQQrQKKT4KIYQQQgghhBBCCCFahRQfhRBCCCGEEEIIIYQQrUKKj0IIIYQQQgghhBBCiFYhxUchhBBCCCGEEEIIIUSrkOKjEEK0gGSbjZ8fuJ/ThwwJbpt2zlksnnp3Ox6VEEIIIUTH9t4tNzPtnLMO+bFzJ17UwkdU17RzzuK9W25u9depz+SxY/j5gfvb5bWFEKKppPgohBBCCCGEEEKzesTHM3nsGJJttvY+FCGE6JSM7X0AQgjRGeSVlnLSrDl4fL72PhQhhBBCiE7jsmeew6eqrfoaPRLiuWrcWP7MyiKvtLRVX0sIIbRIio9CCNFCXF5vex+CEEIIIUSn4pbxlRBCdHhSfBRCiGqTx47hqnFjuXT+s0waO5rj+/TB4/XyyR9/8vJPS0iMiuS2005jeI80HG437yxfwcIVKwH/mo/v/98UZi36jK/Wrm3wNXonJfH4ZZewY18BU99diN3tJj4ykmvGj+O43ulEWK3sLi7m3eUr+XLNmraKLoQQQgjRpgLjrouffoYrx4xidL9+6IClGzcx76uvcXo8gH/dxr+yspj16efBx6YnJnLbaacyoEsXSu12Fq3+g4Lycu4752z++b+n68xePKJbKlNOOYX0pEQKy8t5ZenPLF77NwCnDxnCtHPPBuCpK/4VfMwtr7/BX1m7ADgmPZ3LRx1H3+RkVGBXYSHvrfyN79atbzCf1WTi6nFjOWHgQGLCw8grLeWzP/7k3eqxIzQ+fvz5gft5ZclSFiz9uVaOW049hV6JiRSUlfP28uX1vvaInj2ZPHYMPRMTMOj1FJSXsyRzIy/8+FODxyuEEK1Jio9CCHGAjAvOJ6uggOd/+JHjevdm0pjRlNvtnDN8GH/szOK573/glMGDmXLKyWzMzWXNruwmPW//lBQeu+wSNubu4b733sfl8RATHs5zkycBKh/9vpqSyiqO6Z3OfeecRbjFzPu/rWrVrEIIIYQQ7enBC/5BbkkJL/zwI32Tkzl7+DCKqyp57vsf690/PjKSJ/91GSrw5rJfsbvdnDXsSNye+mdIdo2N4aELL+CLv9bw9dq1nHnkUKadczab9uxh574C/tq1i/dX/sY/jzma139ZRlZBAQBZBYWAvzh57zlnsWPfPt5c9ivlDid9k5M4Jr1Xo8XHORP/ybAePfjiz7/Ykp/P0em9uPmUk0mIjOSpb79r9vepV2IC8y67lJLKKhYsWYpBr+eqcWMprqystV+PhHjmXnwR2/bu5eWfluD2ekmNieGIbqnNfk0hhGgpUnwUQogDZO7O5b9ffgXAp3/8yXu3TOHmU07m+R9+5O1f/Z8wf7duPR/ffitnHjm0ScXHI1JTeeSSiazdlc30Dz4M3kJ03QnjMeh1XPn8S5TZ7QAs+uMPZpx/HpPHjWXRH3/iqv7kXwghhBCis9mcl8fcz78I/j0qTOHMI49ssPh42fHHEakoXP3iy2zNzwfgy7/W8M7NN9a7f1p8PDe/+jprs/3jtR83ZPLBrbdwxtChPPPd9+wpKWFtdjb/POZoVm3fHpztCBBusXDraaeSuTuX/3v9jSYvsTO6b1+O6tmTF378iTd+WQbAx7+v5sEL/sGFxxzNh7//Tm5xSZOeK+DqcePQATe/9jp7y8oAWLJxI69ef12t/Ub27InZaOTut9+ltHpsKYQQ7U26XQshxAE+//Ov4J99qsqmPXvQ63R8UWN7hdPJrsJCUqJjDvp8w9LS+O9ll7B6507uf/+DWmsXjevfj2Wbt6ADbIoS/O+3bduJtFrpl5zcgsmEEEIIIULLotV/1Pr72l3ZRIeFEWY217v/Mem9WJ+TEyw8ApQ7HHzbwCzEHfv2BQuPACVVVWQXFtIlJvqgxzayV0/CLRbe+vXXZq3tfWzvdDw+Hx8ccAfLuytWoNfpODa9d5OfC0Cv03F0ei9+3rQ5WHgE/+zMVdu219q3wuEEYHS/vuia9SpCCNF6ZOajEEIcIL/GoA6g0unA6XbX+fS40uEkKkxp9LnMRiOPXDKRTXv2MOODj/DW6NYYHRZGpKJw7lHDOfeo4fU+Pjo8/BBTCCGEEEKEvgPHXeV2BwCRipUql6vO/kk2G+tydtfZnlNUVP/zl5bV2VZudxBptR702LrE+D9k3r5330H3rSnZZqOwvBz7AccfuJU72RbVrOeLDgvDajLVm3FXYSHH9dlfzPx+wwbOGnYk9559FjeceAKrd+5kycZN/LQhk9btGS6EEA2T4qMQQhzA5/PV2VazaFjTwT5Rdns8rNi6jdH9+nJM73R+3bI1+DW9zv/oxWv/brBJzbb8vU07aCGEEEKIDqi+cReAroXm7bX28x8OtYFyYGCMeChcHg9TXnud4T16cFyf3hyT3ouTBg1i9fAd3PHWO/gaGNMKIURrkuKjEEK0IhV48ONPmD3xIh684B/c9c67wbWESqqqqHQ60et1rN6xs12PUwghhBCiI8gvLSU1tu6yN6mxsYf8nGoDBbnc4mLA3+xld/WfmyKvtJSjevVEMZtrzX5Mi4ur/rp/NmZglmeE1VLr8Uk2W62/l1RV4XC7683Yvfo5a1KB1Tt3snrnTp7+Fv416niuO/EEhvVIkzGnEKJdyJqPQgjRyjw+H/e//wGZuXuYO/EiBnTpAvjXk1ySuZFx/fvTMyGhzuOiw8La+lCFEEIIIULab9u2Myg1ld5JScFtkVYrpwwedMjPaXe7g89z4GtVOp1cPup4zAZDk59vxdZtGPV6Lhg5otb2i449Gp+qsmKb/06YKpeLkspKhqZ1r7Xf+SOOqvV3n6ry27btjOnXl8So/bdsp8XHMTK9V61967udfEv1+phmg8w9EkK0D3n3EUKINuDyeJj67kKe/NflPHrJRG55/U127NvHcz/8yLAeaTx/1SQ++/Mvdu4rIEqx0jclmRE9e3Lmf+e196ELIYQQQoSMt5cv59QjBvP4ZZfw4arfsbvdnDXsSPLLyrCFhTV4K3Njtubl4/H5uPT44wi3WHB7vazesZOSqiqe+uZb7j37LF645iq+W7eecruD3kmJWEwmZn36Wb3Pt2zzZlbv2Mm1J4wn2WZja/5ejk7vyZh+/Xhvxcpana4//+svLh81iqlnncnG3D0MTetGt9i6sxlfWbKUY9J7Mf/KK/h49WoM1cXNnfv21SrETho7hiO7d+fXrVvJLyklJjyM80YcRX5pWa3GO0II0ZZk5qMQQrSRKpeLO99+h6LKSh6/7FK6xsRQXFnJdS8v4Ms1axnXvx+3nz6Bfx59NFFWhee+/6G9D1kIIYQQIqTsLSvn/954i50FhVw+ehT/PPpovl6zli//WgOAy9P0rtQBRZWVPPbFV8SEhTP17LPI+Mf59EiIB+CLv9Yw9d33qHI6uXLMaG446QT6piSzctu2Bp9PBe5b+B7vr/yN4/v04f8mnEKP+Hjmf/sdT337Xa19Fyz9hc///ItxA/pz48knotfpufudd+s857a9e7nz7Xcoqari6nFjOXPoUF5ZspSlGzfV2m/Z5s3kl5Vy5tCh3H76BM4fMYI1u3Zx25tvUul0Nvt7I4QQLUE3+sGHZcVZIYQQQgghhBAd1i2nnsK5w4dx6txHpamKEEKEGJn5KIQQQgghhBCiwzAba68eFqUoTDhiMGuzs6XwKIQQIUjWfBRCCCGEEEII0WE8N3kSf2ZlkVVQQGx4OGceeSThFguv/fxLex+aEEKIekjxUQghhBBCCCFEh7Fi61bGD+jPOcOHoaoqm/PymPP556zZJQ1VhBAiFMmaj0IIIYQQQgghhBBCiFYhaz4KIYQQQgghhBBCCCFahdx2fYiiw8IAcLjd7XwkQgghhOgorCYTACVVVe18JEIIIYQQQrQNKT4eguiwMD678/b2PgwhhBBCdFBnP/a4FCBDXHxEBFUuV3sfhhBCCCE6kDCzmYKKivY+jJAjxUchhBBCCCFqiI+I4OPbb23vwxBCCCFEB3T+409KAfIAUnw8BDVvtU5ISKCqFWcuWK1WnnjiCW677TYcDkervU4o0nJ20HZ+LWcHya/l/FrODp0/f1hYGPv27QNk2ZZQF5jx2KdPHypa8ZcHi8XCjBkzmDlzJk6ns9VeJxRpOTtoO7+Ws4Pk13J+LWcHbeSPiIhgy5YtcudEPaT4eJiqqqpatfjo8/nweDxUVVV1yl/EGqPl7KDt/FrODpJfy/m1nB0kvwg9FRUVlJeXt9rzu1wu3G435eXlnfYXsYZoOTtoO7+Ws4Pk13J+LWcHya910u1aCCGEEEIIIYQQQgjRKqT4GOJcLhfz5s3DpcFpu1rODtrOr+XsIPm1nF/L2UHyC+1xu908//zzuDV4G76Ws4O282s5O0h+LefXcnaQ/FqnG/3gw2p7H0RHYzWZ+PbeewAIDw9v1duuhRBCCNE5hIWFUVlZCcApcx6RdR9DWJjZzOKpd5OSktKqt10LIYQQovOIjIxkz549TJj7qKz7eACZ+RjirFYr8+fPx2q1tvehtDktZwdt59dydpD8Ws6v5ewg+YX2WCwWZs2ahcViae9DaXNazg7azq/l7CD5tZxfy9lB8mudFB87AEVR2vsQ2o2Ws4O282s5O0h+LefXcnaQ/EJ7tFxs13J20HZ+LWcHya/l/FrODpJfy6T4KIQQQgghhBBCCCGEaBVSfBRCCCGEEEIIIYQQQrQKaThzCNqy4Yxeryc5OZm8vDx8Pl+rvU4o0nJ20HZ+LWcHya/l/FrODp0/vzSc6TjaquGMTqcjMTGRvXv3oqraGpJrOTtoO7+Ws4Pk13J+LWcHbeSXhjMNk5mPIc7n81FUVNQpfwk7GC1nB23n13J2kPxazq/l7CD5hfaoqkpJSUmn/SWsMVrODtrOr+XsIPm1nF/L2UHya50UH0Oc1WrlmWee0eTCrFrODtrOr+XsIPm1nF/L2UHyC+2xWCzMnj1bk50/tZwdtJ1fy9lB8ms5v5azg+TXOik+CiGEEEIIIYQQQgghWoUUH4UQQgghhBBCCCGEEK1Cio9CCCGEEEIIIYQQQohWId2uD0FbdrsG/xpYDoejVV8jVGk5O2g7v5azg+TXcn4tZ4fOnV+6XXccbdXtGvxrYDmdzlZ9jVCl5eyg7fxazg6SX8v5tZwdOn9+6XbdMGN7H4BonF6vJzY2lry8PM11/9RydtB2fi1nB8mv5fxazg6Svz5Du3fjkuOOo19KMvGRkUx7731+3rQ5+PXJY8dw0qCBJEZF4fF62bQnjxd//IkNubnBfSKtVm47bQKj+vbBp6osydzI/xZ/gz0Ei59ay6vT6YiOjmbv3r2a6/6p5eyg7fxazg6SX8v5tZwdJL/WyW3XIc5sNvPwww9jNpvb+1DanJazg7bzazk7SH4t59dydpD89bGazGzNz2feV4vr/Xp2URGPf72YK59/kZtee5280lIeu+wSosPCgvv8+/zz6JmQwB1vvs3UdxcytHt37j7rjLaK0Cxay2s2m5k6daomr3ktZwdt59dydpD8Ws6v5ewg+bVOio9CCCGEECFq5bZtvPTTEn7etKner3+3bj2rd+xkT0kJO/cV8NQ33xJhtZKemAhAWnwcx/ZOZ+7nX7AhN5e/s3N4YvFiTho0iLiIiLaM0iRayyuEEEIIoQVy2/VhslqtwVvDvF4vbrcbk8mEwWAI7uPxePB4PJjNZvT6/fVet9uN1+vFYrGg0+mC210uFz6fD6vVitVqDb5Oze01ORwO9Hp9nU8Q6tuuqipOpxODwYDJZApu9/l8uFwujEYjRuP+y6I1MtXUWKbA42t+raNnas55Cqj5PB09U1PPU83X6SyZoOnnKXBMgX06Q6YAed+T973GMgV01ve9ms+lmM3oaxyH2+vF7fVyOIx6PecMH0a5w8HW/HwABnVNpdxuZ9OePcH9Vm/fgU9VGdi1a4NFvo6gJfOaDAZMNa6jsOrzaLFYcFWv2eTz+YLXXM1ry+Px4PV6MZvNta6thra73W58Ph8WiwWLxVLrdVRVDW4LcDqd6HS6Otec0+lEr9fXeg9QVRWXy4XBYKj189LQ9tbIVNPBMgWyd6ZMTT1PATWfp6Nnaup5qvk6nSUTNP08BY4p8G9XZ8h0sO3yvifve1p53zvw+cR+Unw8TE888QQejweAn3/+mQULFnD55ZczZsyY4D6LFi1i0aJFTJkyhcGDBwe3v/rqqyxdupQHHniALl26BLfPmzePdevW8dhjj6EoCjabjXnz5jF9+nSKiop45plnah3DTTfdRGxsLA8//HBwm91u5+abb2bgwIHccccdwe25ublMnz6dUaNGMWnSpOD2devWMW/ePM4880zOPffc4PbWyhTQWKbk5ORg9s6SqTnnKbBfIH9nyNSc8xR4Y+9MmZpznmw2G8ceeyzff/99p8kE8r4H8r6n5fe9moPqT++4rdbzvrJkKQuW/syhOL5Pb2b843ysJhOF5RXc8ebblNrtAMRFhFN8QGM8r6pSbrcTFxF+SK/X3loj7+WjjueqcWPrbJ8xYwbu6rUiV6xYwXvvvcf555/PscceG9xn8eLFLF68mEmTJtG/f//g9oULF7Jy5Upuu+02kpOTg9uff/55Nm3axIwZM4IF6YyMDObOnUtJSQmzZ8+udQz33Xcf0dHRTJ06NbjN4XAwbdo0+vTpw/XXXx/cnpeXxyOPPMKIESOYOHFicPvGjRt54YUXOPnkk5kwYUJwe2tmAhrNlJCQEMzeWTI15zw9+eSTuN3uYP7OkKk55ynw+1NnytTc8zRs2DCWLVvWqTLJ+56872n9fa9mcVLUJt2uD0HNbtdxcXHBbtcdcRZGQGeaWSKZJJNkkkySSTKFYqawsDAKCwsBOGfeEzhrNEBpyszHnx+4v04DFvCPS+IiIrCFKZw9bBjDe/Tg+lcWUFJVxb9GHc9pQ4dw2TPP1XrMp3fcxitLlvLJ6j8afc321JZ565v5+PHtt9KjR49gt+uOOgujse2SSTJJJskkmSSTZGq5TJGRkezcuVO6XddDZj4eJofDgcPhqLXN7XYHPyWvydXAxddQq/nALzIDBw5kw4YNwdu7D3w98P9wNme71+vFW88vOYFf2g7Ukpmas7137961skPHztSc86TX6xkwYECd/NBxM0HTzlPN676zZKrpYJlq5ofOkelA8r4n73tafN+rOXi2u1w4Wqj7ssPtZndxMbuLi9mwO5e3b7qRs4YdyZvLfqWwopKYGs1YAAw6HZGKQmFFZYu8fltrjbwNFX+dTmeda6a+6w0avuYauxb1ej19+vRhy5YtwVvS6rtGA4XsA/l8vnq3N/Te0ND2lszU1O06nY4ePXqwZcuWOu93HTVTc86TXq+nd+/edfJDx80ETTtPNa/7zpKppoNlqpm/5vamHHtD29s7U1O3y/uevO919vc9aabTMGk4E+LMZjN33HGHJi9iLWcHbefXcnaQ/FrOr+XsIPlbil6nC87iW787h0hFoW+NW5CG9+yBXqdjw+7d7XWILaoj5zWZTFx//fWavE1Ly9lB2/m1nB0kv5bzazk7SH6tk5mPQgghhBAhSjGZ6BobG/x7SnQ0vZOSKLPbKbPbuWL0KH7ZvJnCigpsShj/GDmC+KhIfszMBCCroJAVW7cx9awz+e+XX2HU67n9tAl8v349hRUV7RWrQVrLK4QQQgihBVJ8FEIIIYQIUf26pPDUFf8K/v2WU08B4Ks1a/jvF1/RPT6Oh4dciC1MocxuJzN3D1NefZ2d+wqCj3nw40+4/fQJPHH5pfhUlSUbN/Hk14vbPEtTaC2vEEIIIYQWSPExxKmqSm5ubq3W9Fqh5eyg7fxazg6Sv7n5LRYL9957L3PmzGlwPZeOQs69tvPX56+sXYx56D8Nfn36+x8e9DnKHQ4e/HhRSx5Wq9FaXlVVycvL0+Q1r+XsoO38Ws4Okr+5+S0WC3feeSePPfZYpxjnybnXbn6tk27Xh6Bmt+vw8PBgt2shhBBtz2azUVJSQnR0NKWlpe19OEI0KCwsjMpKf9OTU+Y80mINZ0TLCzObWTz1blJSUoLdroUQQrQ9m83G7t276dq1q4zzRMiLjIxkz5490u26HtJwJsQZDAbGjh2LoXohdS3RcnbQdn4tZwfJr+X8Ws4Okl9oj8Fg4JhjjtHkNa/l7KDt/FrODpJfy/m1nB0kv9ZJ8THEmUwmJk2apMmOUFrODtrOr+XsIPm1nF/L2UHyC+0xGo1MnDgRo1F7KyFpOTtoO7+Ws4Pk13J+LWcHya91UnwUQgghhBBCCCGEEEK0Cik+CiGEEEIIIYQQQgghWoUUH0Ocz+dj3bp1+Hy+9j6UNqfl7KDt/FrODpK/JfNbLBZmzJiBxWJpgSNrfXLutZ1faI+qqmzcuFGTnT+1nB20nV/L2UHyt2R+i8XCtGnTOsw4T869tvNrnXS7PgTS7VoIIUJHcnIye/bsIS0tjX379mG32wFQFIWEhASysrJISUkhLy+vnY9UaJ10u+44pNu1EEKEhqSkJLZt28aAAQMoKCioNc6Lj48nMzOT9PR08vPz2/lIhZBu142RmY8hzmg0cu6552pyUVYtZwdt59dydpD8zcmvKArbt28HICsri8LCQhRFQVEUCgsLycrKAmD79u0oihJ8XKjOiJRzr+38QnsMBgMTJkzQZOdPLWcHbefXcnaQ/M3JrygKGzZsACAzM5OcnJzgOC8nJ4fMzEwANmzYUGecF4ozIuXcazu/1knxMcRp+RcxLWcHbefXcnaQ/M3JbzabURSFtLQ00tLSUBQFs9nc4PYAq9VKRkYGVqu1NaM0m5x7becX2mM0GpkwYYImr3ktZwdt59dydpD8zclvNptrFRAtFktwnFff9gCr1cq0adNCcpwn5167+bVOzroQQogOr7S0tFnbhRBCCCGEEEK0DZn5KIQQQgghhBBCCCGEaBVSfAxxXq+Xn3/+Ga/X296H0ua0nB20nV/L2UHyazm/lrOD5Bfa4/P5WLFihSY7vGs5O2g7v5azg+TXcn4tZwfJr3XS7foQSLdrIYQIDTabjZKSEqKjowHq/DktLQ3wN6OJjo4O3oZd83Fya7ZoK9LtuuOQbtdCCNH+bDYbu3fvrrWta9euAPVurznO2717d61tQrQF6XbdMJn5GOJMJhOTJ0/GZDK196G0OS1nB23n13J2kPwtkd/lcmG328nKyiIrKwu73Y6rAwwAIiIi+OSTT4iIiGjvQ2kXWr/2hfaYTCYuuugiTV7zWs4O2s6v5ewg+Vsiv8vlwul0Bv/udDo7zDjvrbfe0vQ4T8vXvtZJ8THEGQwGxowZo8l29FrODtrOr+XsIPlbIr/dbicuLi4487FXr17Y7faWOsRWoSgKKSkpnHvuuaSkpKAoSnsfUpvT+rUvtEev13Psscei12tvSK7l7KDt/FrODpK/JfLb7XZSU1MZMGAAAAMHDuwQ47zExETOPfdcEhMTNTnO0/q1r3XS7VoIIUSnZLfbyc/PJyMjg+Li4vY+nEYpikJhYWFwILp58+ZgATXUB9NCCCGEEG3Nbrezd+9eZs2aRUlJSXsfTqMURSEnJweLxQLA2rVrcTqdpKamyjhPaIYUH4UQQnR4Nput3u1Op5OZM2e28dE0n9lsRlEU0tLSKC0txWazkZWVhdlslkGpEEIIIUQ9nE4ns2bNau/DOCiz2RwsPAZYLBYZ5wlNkeJjiPN4PCxatAiPx9Peh9LmtJwdtJ1fy9lB8jcnf821HYEOs7ZjQ0pLSzW9MLrWr32hPR6Ph8WLF2vymtdydtB2fi1nB8nfnPyBtR0DhbuOsrajqJ/Wr32tk27Xh0C6XQshROhITk5mz549pKWlsW/fviZ9ghxq3a4PPJ5QOz7RMqTbdcch3a6FECI0JCUlsW3bNgYMGEBBQUGTx3mh1O26vq7dQMgcn2g50u26YbLSZ4gzm83ccccdmM3m9j6UNqfl7KDt/FrODpK/ufkDg9DS0lK5daWJLBYLM2bMqHMLUHvT+rUvtMdsNnPddddp8prXcnbQdn4tZwfJ39z8DocDgLKyMhnnNZHFYmHatGkhOc7T8rWvdVJ8DHF6vZ7BgwdrsiOUlrODtvNrOTtIfq3nbwtWq5WMjAysVmt7H0otcu6F1uh0Ovr3749Op2vvQ2lzWs4O2s6v5ewg+bWevy1YrVamTZsWcuM8OffaJqN7IYQQ2mJSwFrdoMZq8/9dCCGEEEJ0eKpJQbVE+f9siUKVcZ4QIUEazgghhNAOkwJTi3FYLGT8BI4pWeB0wtwYcMutPEIIIYQQHZVqUqiamYPXYiFjFRRNzcTpdBI2IxWdjPOEaFdSfAxxbrebV199FbcGF6XXcnbQdn4tZwfJ36r5DWYwWnB6YeaS6m1Gi397CAxKbTZbrf/VGq1f+0J7PB4PCxcu1GTnTy1nB23n13J2kPytmr/mOG9V9bYQGudpndavfa2T265DnNfrZenSpXi93vY+lDan5eyg7fxazg6SX4v5XS4XdrudrKwsSkpKyMrKwm634zqMLnmh2lSmMVo890LbvF4vK1eu1OQ1r+XsoO38Ws4Okl+L+V0uF06ns9Y2p9N52OO8UGwq0xgtnnuxnxQfQ5zFYuHhhx/uUG8qLUXL2UHb+bWcHSS/FvPb7Xbi4uLo06cPAH369CEuLu6wujqGalOZxmjx3AttM5vN3HPPPZrs/Knl7KDt/FrODpJfi/ntdjupqakMGTIEgCFDhpCamnrY47xQbCrTGC2ee7GfFB9DnE6no0uXLprsCKXl7KDt/FrODpJfq/ntdjvl5eUAlJeXH9aAVFGUWrdwK0rTFltv79mSWj33Qrt0Oh3JycmavOa1nB20nV/L2UHyazV/S47zgGDRMSoqqlnjvPacLanVcy/8pPgohBBCdCKKolBYWEhWVhYAWVlZFBYWNmlg2hFnSwohhBBCaImiKGzYsAGAzMxMcnJymjzO62izJUXnIcVHIYQQHZrD4SAjIwOHw9HehxISzGYziqKQlpZGdHQ0aWlpKIoit7gIIYQQosNxOBzMmjVLxnk1mM3mWrMXLRaLjPNEyJPiY4hzuVzMmzfvsBaj7ai0nB20nV/L2UHyNze/0+lk5syZdRbybisteatyIHNLnPvS0tLgfx2F1q99oT1ut5vnn39ekx3etZwdtJ1fy9lB8jc3v9PpZNasWe06zmupW5UDXZ612u1Z69e+1knxMcT5fD7WrVuHz+dr70Npc1rODtrOr+XsIPk7Un5FUUhKSiIjI4OkpKQm3fKiKAqJiYnMnj2b6OjoWl8LZA617G21FmRHOvdCtASfz8emTZs0ec1rOTtoO7+Ws4Pk70j5A2O2adOmkZiY2Kxx3syZM+s8JpTHeW2xFmRHOvei5UnxMcRZrVbmz5+vyXUZtJwdtJ1fy9lB8neU/IeytmLgMfn5+dx7773k5ubW2j+QuVWzmxSw2vb/uQnaai3IjnLuhWgpFouFWbNmabLDu5azg7bzazk7SP6Okl9RFHJycsjMzASatrZi4DHbt2/nzjvvZPv27bUeE7g1ujVvkVZNCqolyv9nY9PGU221FmRHOfeidRjb+wDEwTW1e1VnpOXsoO38Ws4Okr8l8uvQcTx9CceCDh06QOcNh8ydAOyMjSIzMQYOseNezbUVS0tLsdlsZGVlYTabG+xgWPMxwEH3b3EmBaYW47BYyPgJHFN2wn9iwG2v0yHb5XK13XHVoPVrX2iPlovtWs4O2s6v5ewg+Vsqf8SRgzHYokCnQ6fToZrDCUvyLzfjdJgoL1WAQx/nHVgkC6yt2Ng4r7mPaUmqSaFqZg5ei4WMVVB0zwYM01PRVY/zoqL8RcmoqKh2G+dp/drXMik+CiGE6JSmcg53cXbtjW5g4ffBv26Js/HJ4F587EtiM4e2NuKhrKvY0P73lJ9O6ejPubX8FL5kFb+xDRctuC6QwQxGC04vzFwCYAGDGcVIrVmbWVlZ2O124uLi2mVgKoQQQgjRmMRLLyDt/jvq+crO4J/sVWb27bFR1j8d+19/tNmxNcT2r39y854txNw4Cef3S6hYvQafowXXsqw5zlsF6CyEVY/zcnJygoXRzMxMnE4nqampMs4TbUaKj0IIITqdI0njNs4AYBt5uPGiAqpODwkD0asqfQpK6VNYyt1L/uRu7mEDOXzCKr7kT7IowE7bNj0ZQ3+urBqNZ1k+1zGe6xhPJU6Ws5mlZPID69hIbqu89qHM4hRCCCGEaA+W7l1JveMmABzZu1GdLlRVBZ0eX2J/AMIinChhLrqn74O3nsKRlU3R199T/M1POHbl4Ktq2/GN0jed6MmXsMFVhW3iedgmnofP5aLij7WULf+d0l9/o2rDplZ57faekSkESPEx5LlcLqZPn67Jzp9azg7azq/l7CD5Dze/GSNPcRVGDHzDGi7lqf1ftNjgphIA4ivsnJ25k/PWbee4rFwGkspAUpnG+QCUUkUeJeRTSh4l5FLM+6xgUysVAKfzDwCM41P4atm3HOPuRRRhnMwRnMwRPMhFfMWf3Ms77KbooM9X8xbqpmrv7thav/aF9rhcLubOnavJa17L2UHb+bWcHST/YefX6ej50DQMipWKtevJvPxG8HoBUK02qh7cDYDR6CE+uYzElBJiYkuwpnWjy/WT6HL9JAC8FZW49hXi3leAe28Brr0FFC/+nsp1G1siZh2pt16HTq+nv1lh1VeLsQ4fgikmmqhjRxB17AhSb7+Bst/+IGvmozh27mqVY2hvWr/2tU6KjyHO5/NRVFSkyY5QWs4O2s6v5eygjfwWi4V7772XOXPm4HTWvt3kcPPfzdkMoCulVHEHbzS4X0GEwoKRA1gwcgDJs7tzlrMP5zGSkaRjQI+NMGyE0Y8uwcdcz8ncw1u8w7JDOraGnM6RHEUvXHiIfnUMNwy9lIrScobRg/EM5ATdYI5W0zmdYYxhAHNZxAt8j5e63yOXy0VVTgkb7/4KX04lpuMTqcorrR7otd4C5y1BC9e+EDWpqkpJSYl/xo7GaDk7aDu/lrODNvJbLBbuvPNOHnvssTrjvMPNn3TZhUSOOBKfy8WO6bOChccDeTxG8nJiycuJJWreAGLHDCNmwolEjhiG3mTEEBGOEhGO0rN78DHJV1xE9rxnyX/t3UM6toZYBw8gevxoAO6IS2X8A3MoLSsjbEBfoo4f6S9AjhhG1NHDGfTxa+x58Q32vPQmagNFOo/JyCfF+eThZYA5jIF6c4cY52nh2hcNk27XIc5qtfLMM89ocmFWLWcHbefXcnbQRv7GuicfTv5h9OD/OB2AabxLHiVNelyeroyX+IGzmEsXbmAwd3IyD3E5T3EXb/Aon/I721Aw8xSTeYIrsaiNf35nsViYMWPGQTv66VUd91fPtnzHvJy1RVsB8OLjd7bzXz7n0qhnsa08l/X63URg5SEm8i3TGUaP/c+DjpMYzFP2Kyjp9i5VtyzHMXct5ed+R0XKe3xiv53p7jMYt203iqsF15FsQVq49oWoyWKxMHv2bE12/tRydtB2fi1nB23kb6x78uHkt3RPpettNwCw++mXcGzb2aTHeUrK2Pf+p2y+5jZWDz+BP8edzfoLJ7P5xrvYMWMOu59+ibIVv6MzGul+zy2kP/Ef9OFhjR+LxcK0adMOmkNVVeJvuBKAsu+WUPZ3pr/4pqpUbdhE3ktvsvma28i68maOsISjN5vpevPVDProNSKPHr7/iXQ6IkcOo+es6fT7+j2eLMtjYdk+MgqyuGjvFnq+8Qzdbr+G2MQyDMb6C7LtTQvXvmiYzHwUQgjRplqrq7IFI08xGQN6vmENC/n1kJ7Hi488SsmjFMgKbn+ML5jO+UzhNC5nDEdW9MS7vazB54mJiSEjI4MFCxawb9++BjOe6x5Of7pSgYPHdV8S89e4OrMEAExHJ3B+xBNMLBvBVM5lCN1ZzDRe4SfKsHMxx9GF2OD+28hjLbs4jr4kE81R9OIoby9ue+NrnAY9rx/Vn7njhzexPCuEEEII0TSBomOLdlXW6ej58P7brfNePcTZiT4fnoIiPAVFkFn7+VOuvpyu/3ctsaeMJ6JfH7a77PQyK/U+TXR0NNOmTeONN96goKCgwYyrHOWEDR+C6vGQ+/TLrL7RWu84z7UzmyeS0hl0w1XE33wVSs/u9F/wFAWLvsKRlU38eWdi7d41uL9zTx4Vf/5NxNDBWLqmED6gL+ED+pLCDlQf5O+OYfumlEP7HgnRCqT4KIQQos0oitJqXZXv5hz605USKrmD1+vfyesCj9N/2/domPML/gGg9+Brz3jwksEHrGI7TzGJwb5USocv4iT3ID46oNCpKArbt2+vkzEgUHxVXV5udUwA4Hm+o0BX3ugxeHU+nuVbPmU1c7mU0ziSazgx+PUKHHzCKt5hGSvZGtzemyTGMIAxukGMth5DrN3Ftb9t4IK/tzHbdTSfmFc1+rpm1YBqD83ZkkIIIYQIHYqisGHDBqBluyonXf5PIo8ais/pZMf9/6n/duua47zhMOePpo/zUFX2vPQGFX+vJ/2RmZi7d+WmvC3cHpvKhIjYWrs2lLHuU6q8VJIHQMEnX+HaldPoIeh1Oso+/4Y9X31Lt7tvIf6c04g/9/Tg131OJ8XfLaHg4y8pW7kaqpepMXdN8d+6fdzRRJ5wCmarl+RuxSSklLL7X+fh/PjzxrMbDNh9oTlbUnQeUnwUQgjRZlqrq/IwenILpwGB260baJritsPcGKyxCWRMz+KJi9NwFu3zb2+iL/iDTHJ4TT+FAaVdeIGrONLSnZei9hcga+YEghkDn/5nZflnVJY9voZuahzFVDKfxU0+ht0UcTlPcwbDuJ0zsOPiHX7lU36nkrqfpm8ln63ks0D9CZ17ARfYRvFC3DXEbi/nUSZyVcUY3Ev21HqML6+KC11HM4Y+nFA2iKLI17ndeBoP8wEeZIDaVoZ278Ylxx1Hv5Rk4iMjmfbe+/y8aTMABr2ea08Yx7G9e9MlOppKp5Pfd+zgue9/pLCiIvgc791yMynR0bWe97nvf+CtX5e3ZZQm0VpeIYTobA7srNwSXZUt3VPpeuv1QPXt1tuz6t1P57YTNiMVW0w8GdszeWHiAEqLC9A1Y5xXvvIP1v9zMv2emAVDBzGnMJv1zipuje2KQadrNKPL5cLpdAa/trSqlC0uOz6ni9xnX0HXxGPwFJWw476HKFz0FV2mXI1Op6fgs68p+vI7vGV1P6h27d5DwYefUfDhZ6imWaScNJ4x/3uYnTjoftt1uC44k+VVZRyrRKKrzlDq9RB56njijh5G9OhjOSN7HYl33EjZrHmoTmkII1qebvSDD8tqn81kNZn49t57AAgPD6eqqqp1X89qxeFwtOprhCotZwdt59dydui8+W02GyUlJURHRweLjzX/HtCc/BaM/MC/6UcXFrOGy2p2t27oMY00vGmqGGsU2y/8BO+b/hmO1ikD0c0dSnx8PGazmZKSklrFx0BGRVFISEhg54atbI6aT7wvkpl8wFN83WD2hr5Ph8pms1GcV8C06Inc6DyJcPyD5G/C1rPeu4tT1CEMdnWt97G/s40beImd7Dvs46hPZ732AcLCwqisrATglDmP4HC7D/qYY9LTOaJbKpv25DHrogtrFePCLRYeuvAffPbnX2zNzyfSauXWCaei1+m59uVXgs/x3i0388Vfa/jsjz+D26pcria9flsLlbxhZjOLp95NSkoK5eWNz0g+XBaL5ZDfhzo6LWcHbefXcnbo3PltNhu7d++uta1r1661xi/Nyq/X0/+1p4kcPpSKNevJvPyG4Iy/hjTW8KaplIgI/v33b3xUVQzAiWHR3BmZRFq3bpjN5gYzKopCfHw86zZsYPyyrzB260rea++S/chTwWOr75gC37cDv1eHwmazsSsnhyG33kDsNZdjtEUBcLQ1kqHWcFbYy1nvrKynbSFUbdnO9rtnYN+y/bCOoSGd+doHiIyMZM+ePUyY+yhV0tW7Fmk4E+L0ej2xsbHo9do7VVrODtrOr+XsIPmbm/8uzqYfXSihkjsbut36AE6nk5kzZx7W4KfYUUaXD85kXvQ3ADie3sBTUddht9trzXAM3Hbtqh6A2O12SktLcTy1gXhfJHmU8BI/AG177nVWI89av+cY7ucjg/+261OrBnG78/Rg4XGLLo+n+ZpLwucT/two7LgYQTo/MYOLOK7Fj6k9r/2mNghqayu3beOln5bw86ZNdb5W6XRyx1vv8OOGTLILi9iwO5fHv1pM/y4pJEZF1dq3yumkqLIy+F8oFh5Be3l1Oh3R0dHBmShaouXsoO38Ws4Okr+5+ZMuvYDI4YHbrR8+aOER/OO8WbNmHdY4z15RwYMDj6Lk0fnogB+qShj16jPYnc7gDMear1dznFdWVsY3lcUYu3XFW1nFnhffANr23Bt0Oko+/Jy/z7iYwvc/RQ/85ijnxZI8/q4uPLp27yH/zffJue1+HojvjresnLA+vRi48CUSL7uwxY+pva/9pjYJEq1Dbrs+TFarFV/1G6DX68XtdmMymTAYDMF9PB4PHo8Hs9lc6xcqt9uN1+vFYrHU+gF0uVz4fD6sVitWq5WHH36YO+64g7KysuD2mhwOB3q9HrPZfNDtqqridDoxGAyYTKbgdp/Ph8vlwmg0YjTuvyxaI1NNDW13OBxYLJZg9sAsmI6eqTnnSafT1cnf0TM19TwFrvubbroJr9fbKTJB089TIP8tt9xCZWVlp8gUUHOfmgL7NPd9L8kUww3OUwCYYfqQPHdpm2ZSUXlO/x3T/zudqrt+4xrvCagGlZm+j+jduze7d++mb9++FBQUoKoqVqsVl8tFlKpgn7sWgCeNX6Ma9eCg0fe9wPfH6XQedqbA99NoNJJHIVMMC3g3bCW3eU9n3KgxzF69gEWVK9jOXnQ6HbYIG9br+3PePefyaNlEhpDGM1zNqfqhTDMtpMBd2uHf95KTk8nIyODtt9+moKCA0tKWyVTzPNV8LsVsRl/jONxeL+761q9qpnCrBZ+qUnHA7NHLRh3PlWNGk19Wxnfr1vPeipV41Y5/80tL5TUZDJhqXEdh1efRYrEEf6H0+XzBa67mteXxePB6vZjN5lrXVkPb3W43Pp8Pi8WCxWJh6tSpZGRkUF5ejqqqdX4pcjqd6HS6Otec0+lEr9fXeg9QVRWXy4XBYKj189LQ9tbIVJPL5WowU83sgV/iO3qm5pwnnU5XJ39Hz9TU8xQ49/fddx8+n69TZIKmn6dA/unTp1NVVdUpMtXcXp/AY5v7vmeJjKDL9f5O0fnPvYpjx642zeTz+Sj89GvmzJnD7H1ZRJ9+Er19PrJnzGXw4MFs2bKFIUOGUFRUFDxnLpcLncnIa4G1Ht96H0OVHQ80+r4XOH9mszl4C/ehZgo8l8FgwFNURM6sx6n4/BtSbpjE0ePH8cuzL7Hnq2+p2roDnU5HVFQUJ4bHcPXk/yP23v8jauQw0qbdTszY48nJeISqvPwO/74XHR1NbGws06ZN48033yQ7O7tVfp6ksNkwKT4epieeeCL4Jvvzzz+zYMECLr/8csaMGRPcZ9GiRSxatIgpU6YwePDg4PZXX32VpUuX8sADD9ClS5fg9nnz5rFu3Toee+wxFEUhOjqaefPmMX36dIqKinjmmWdqHcNNN91EbGwsDz/8cHCb3W7n5ptvZuDAgdxxxx3B7bm5uUyfPp1Ro0YxadKk4PZ169Yxb948zjzzTM4999zg9tbKFNBYpuTk5GD2zpKpOefp4Ycfxmw2B/N3hkzNOU+B1+9MmZpznqKjozn22GP5/vvvO00mgA8++ID69O/fn+XLlzP7v09isoZjirQx+79P8tC/72s008JjHkL5WKU8GY6/fyJv3bK0XTIpdx7Bkh9/YuQXYVzrPZETTj6R20tfBuCee+6pVRybPn06N5SeiFrmoipBx/H/uYTjjJc2+r7Xd9BQAB569H94XQ4K87IPK1NgQDVhwgTefvvtYKYys5moy05n7ZlPk/llNg8//DBdunTZPyAeFMdpy2fz/clPM+A7I+f5RnBqxAgm655lWcX6Dvu+t23bNjZv9t/au3nzZtxuN/379yc3N7dFf55qDqo/veO2Ws/7ypKlLFj6M4fDbDBw40kn8t269bVu9fnwt1Vsysuj3O5gcGoq1584nriICJ7+9rvDer321pJ5Lx91PFeNG1tn+4wZM3BXz5pcsWIF7733Hueffz7HHntscJ/FixezePFiJk2aRP/+/YPbFy5cyMqVK7nttttITk4Obn/++efZtGkTM2bMCBakMzIymDt3LiUlJcyePbvWMdx3331ER0czderU4DaHw8G0adPo06cP119/fXB7Xl4ejzzyCCNGjGDixInB7Rs3buSFF17g5JNPZsKECcHtrZkJaDRTQkJCMHtnydSc8/Tkk0/Wyt8ZMjXnPAV0pkzNPU/Dhg1j2bJlnSrTwoUL2bhxIwfq1asXq1ev5r4ZD2G0hFGlwrQZD/H4I7MazXTh//7Lb7ExWJxuru81gAegzTN9/vnnTIiI5fMvv2Td0YOJOfMUhh15JNun+ccBN910U63i2Ny5cwk/73TyvW4sbg839xqEafbsRt/30vsfwXU33uzP/u8HycvecViZAuO2cePG8fHHHwczmR0GJiX35pw/N5C5YRP33HMPycnJwf27h0ey+qr/48qFr5PZP42o0ccw7It32XXvg+QvWdZh3/d27dpFVlZWcDz+999/M2TIEPLy8lr856lmcVLUJms+HoKaaz7GxcUF13xsrZmP8+bN0+TMR0VRmD9/vqZnPj7zzDOanfk4b948Tc98nDdvXqec+RgWFkZhYWGdNR9jY2MprnDA1GIwVn9i6HWimxuH6qqsN5NVZ2a1OpskbNxrfJc3jb+0a6akpCQuLzqaaZ7zAHjR8hNT7a+TkpJCaWkpVtXEMF8PRnp6MkWdQBgWpka9x1uupcFM9b7veXVY7i/m3nGWYHdu8+PJuCpL0FsiiLDFcvftt/Do409hryjFXVV60EwWi4W77rqLOXPmUFlZGcxks9nIy8sjLi6OoqKi4LUXFZdEfs5OYlJ6UFK4F6tBZZS3L0+6ryCZaHZRwFhm4LHWvo2mo7zvRUZG1lmjMzY2luLi4hb9eQpcKwDnzHsCZ41bgZsy8/HnB+6vtQZiTQa9nof/eQGJkVHc8vobja4zdMbQodx95umcOvfRFplt2VraMm99Mx8/vv1WevToEVzzsbVmPmZkZGhy5qPVamXWrFmanvk4e/Zszc58zMjI0PTMx4yMjE478zEiIqLOeojdunWjqMJB1cyc/eM8j5PwjG7gqmow0+BFb2JN70H+86+R//xr7ZIpPDycXbt20aNHD4wnjqLbDH8doOyLb1l1452k9+pFWVkZOqMRZVA/rEcOJuXKizFE2yh6dgE51bdcN/S+5/DpqZqZs79D929OlAd74a4sRW+NICzKxm0338gT85/FWVmBu7L0oJksFgu33norjz32WK1rLCoqih07dtC9e3eKioqC2yPjkti5eQOpvQdRXLgXq96HMqg/3Wfdj6VbVzwlpfx9zmUYKmr3uugo73uRkZF1rsnU1FRKSkpa/OcpMjKSnTt3ypqP9ZCZj4fJ4XDUWRjf7XYHPyWvydXAxdfQWhSB57Xb7TgcjuDt3fUtxO/z+Zq13ev14q1nAB74pe1ALZ2pKdtVVQ1mr/n1jpypOefJarXWmx86biZo+nkKdMTrTJkCmpLJbrcHn7OzZIKGb0Xw+XxgMO8fkAIYLKh6/z9T9R3jOepRJGGjiAre8izF4dl/a2R7ZHI6nczzfI4PH9P5B9c6x1M5ZTk3lYxnuDON4fTEwv4Bi+HIWD7a/lutY633fc9qw4mFmUuqdzJacHlVMCn47i7AabHgORact9yF2+mEuTF43PZGMzkcDh544IE6mQJZal17JgX12k1k/AT2m3eC04ljbgzfu9cynpksYQbdiecBLmCq4+06r9lR3veAWgu8t8a/uTUHz/YWbPhi0Ot58IJ/kGyzcesbbx10sLshdzdGg4HkaBvZhUUtcgxtqTXyNlT8dTqdda6Z+q43aPiaO9i16HA4gssp1NxeU6CQfSCfz1fv9obe7xra3tKZmrJdVdVg9ppf7+iZmnqeLBZLvfmh42aCpp+nwHtlZ8oU0JRMDocj+NjOkqkx9Y7zjBZUvQkd9WeKPH4k1vQe+JxOct96H0/1Pm2dKfAhpNvtpuC9RXi8Pno+eC9RZ57CnMJsIi67gNgjBhA+dDAGZf8HlkkGE1sWLqp1rPW+71ltYLTg9MLMVYDOgsELmBTK/52Fy2LBMRxKIm7D6XQSNiMVr9veaCan08lDDz1UJ1Pgf2tee6pJofLWP8lYBQV3r/cf14xUnH+soewfkxj43ssoPbuTNv1Ott0+vc5rdpT3vfqOG1r+5+nAoqXYT5vdDDoQh8PBzTff3Gk7fzZGy9lB2/m1nB0kf0MObAhyI/61Hl9lCXZC55PFJ/iSWXwMgPOZTG52nsJx9MWCiVKqWMwaZls/I+r7M/Dpat980KxzXz2Id3ph5hJwevEP6g2HPuhxOBxkZGTUfn2DOVj8PPA1CijnLt4E4GpOZBT9Dvm1A68v137zBApxqbEx3P7m25RVf3DTmD5JSXh9Poorqw66b6jpbHmdTifTpk3r1J0/G6Ll7KDt/FrODpK/IQc2A0m+wn8ba+Hn3+ApLG7PQ6ul4MPP2JkxF4BvK4uJv/ZfRB07AoNixVtZRekvKyh47lWeTu6DekAhrFnnvuY4b1XLjfNmzZpVd5yns9T7Gr6qKnY+MAvV5yP21BOIOfWEQ35tkGtf66T4GOL0ej2DBw/WZNdbLWcHbefXcnaQ/A2xWq1kZGRgtVoZTT+OoDsuPLxS3Sk6lMzjC+ZaP0efFsFi41ru511OYCZ9uJXLeIqXLD+hj607C7S9z73T2fQu4EpcOAlHpJB5chVvjf+b3GO8zDxiEinpKUSkRGGJVjCY628w1JD2zh+KFJOJ3klJ9E5KAiAlOpreSUkkRkVh0Ot56MIL6JeSwoOfLEKv0xEbHk5seDjG6u/hoK5d+efRI0lPSiQlOppTBg/illNP4Zu/19Vp0hIKtJZXr9fTr18/TV7zWs4O2s6v5ewg+RtitVqZNm2af+mx9J7YRvvX+ct/fWE7H1ld+97/lLxZT5BkMFGx7Dey/zufDRdfwx/Hncbm6++k6PX3iDfWXfuvvc+909nELuAqRKvRDPQNZMTvcfR46A8Grg7jpIv+Td+IYaT4UohRY7CoFmjGIn7tnV+0L7ntOsSZzWbuuOMObrrpJs3NBNFydtB2fi1nB8nfFDdyKgAf8xt5lB5k7/bxguVHHtn5MTdFX1/rdt7GhNq5t0QrdBmdTpdxK4iPLyQiqpLIyAoipk7HaN0/hNgDvE0VYOVK7qn1HKrPh7vKjcfuxl3lwmN34yixk7c6h9wVWeSu2Enx1gIg9PKHgn5dUnjqin8F/37Lqf4Zv1+tWcMrS35mTL++ALx63bW1HnfL62/wV9Yu3F4vJw0axORxYzEbDOwpKeG9lb+xcMXKtgvRDFrLazKZuP7667nvvvs0NxNEy9lB2/m1nB0kf1MkX3ERAKXLfsO+dUc7H039yj7/hnefX0DXu09p8jgv1M59pBrJMPcojvwaBu+BriX+/7oUbSWM/U0tWVD9HwC1m+P58GHHjgMHVboq7Ngp15WzVr+W3/S/scqwik26Tag6NeTyi7YlxUchhBChz2jxr4kD9DD2ZAL+7s/P8W2bHYLFYuHee+9lzpw5nXbAFD8wme7j0+lyTBopx6QR1y+x+isrDtjTP3xw211U5VeADsLDwlAUK+4wat1XodPrMUdYMEfUnunZ9dgeHHXzaACqCirIXbmLvatysCd60OlrN67Rsr+ydjHmof80+PXGvgawOS+PGxa82sJH1Xq0llcIIQSoRguqJQoAfVIqcWefBkDe6++22TFYLBbuvPNOHnvssU47zuvl68U47zhG+EYw0juS/mp/9OjhswP39BcenTjJ1+WjohJujCLMHIXFrsfg2z9O06MnvPr/4tQ4/0YVjvIdxWQmA1BCCav1q1ntXU3KphSMqhEnnfN7LBomxUchhBChb/S9qKdm8NNOmNz7aSjcyC9s5G+y2+wQArd9P/HEE6ExKPW6wOP0F0VHE+yEjbd5618aLEb6XziUYTeNIvX4nnW+XpFXwZ6SIeTlJVJWGklFeTjlj59KxY7dOIprr6H3CjdwNkexxZLPGWGP4lHAFGbCqPj/M4WZMSomIlKi6HJMGl2OTSNhcDJh8RH0PnMgvc8cSDaVXJd1P9u+3MDWzzew45uNOEtlFqQQQgjRWblPuJPKM6fx024I++8i9JZ87Ft3UPZL281aD9z2PX/+/NAb5w2HOX8c4jhPNXCm90yudV/LCb66azYW6opZOSCG1d0hKxZ2R0PxW6ewx72ZQgqhxufB3affQdLFF8CeIrb/4ybMpR6UwP+p/v+1qlYS1AR/gdM3kiN8RxBNNCf5TuIkx0kwDzbrNvOd/ju+MnzFt8ZvKdQVHuY3S3QEUnwMcaqqkpubG+zGpCVazg7azq/l7KCN/Dabrdb/HtQvc9BlLmDsdZvovfJvwMSzbTjrsaXV29iFZp57tx3mxmCNTSBjehZPXJyGs2iff3sT2HrGMez64xhy1TGEJUT4X9/nY/eKLHKX7yR35S5yV2ZRttcH95bUfvCGveCo27xjKm8zin70dSZzu/NUZhS/3+Drr33F/wuFOdJCyohudDm2B93HptPzpH4o8eEMvmIkg68Yic/jJfvn7Wz9dD0b3/+L8t2heZu9EIdCVVXy8vI69ft9Q7ScHbSdX8vZQfLXx/TjY4SveYPjr15P4t5NQDR5b4TeWo9NVW9jF5p37nVuO2EzUrHFxJOxPZMXJg6gtLgAXRPHecm+ZCZ7JjPZM5kuapfg9j/0f7BSv5JVhlX8rv+dbUohVTfvrvXYMOMGdJ66462cec8SPfZ4LF1TiJo2iR33PVRnn4C3eRsARVUY5hvGSO9Ijud4TtadjM1l4wLvBVzgvQCfy8dv+t/4yvAVHxk/Yoc+NG+zF4dPN/rBh+Vdr5msJhPf3utf0yo8PJyqqtDrniiEEKHgwFuVFUWhsLAQRdm/jozdbicuLg67aq5b5JoTDQ7/4Mdms7Fn6hKqpv3ONvI4lgdQm7PK9WGy2WyUlJQQHR1da22f5m5vNqvtoN+Xpr6O3mSg95kDGXLNsaSf3h9d9YLfVQUVrH15JX8+v5zSHQd8+nyQ1z/wHP+Do3mB6/Di4wzmsJrtzYprVEykndCH9LMGkn7mQGzdY2p9PXvpNja88webPlxL1b6KZj13Q2p+D4GWOW/1CAsLo7KyEoBT5jyCw+1u0ecXLSfMbGbx1LtJSUmhvLy8vQ9HCCFCUn23KiuKQk5OTrBrtdPpJDU1lSrVTNWDBxS5/t0VXY3xzIub1vJoYQ7uomLWnPwPVGfzZvkdDpvNxu7du+natWud8VxztjeXarUd9PvS1NfRq3pO9J7IJM8kzvKehbF6rlkppbxtfJuXTS+zUb+xWa9/4DmOPOYo+r/yPwA233Q3pUt+bVZes2pmlG8Up3lO4zTvaaSr6bW+/rv+dz4wfsBHho/I1ec267kbEvge1nS4560hkZGR7NmzhwlzH6XK1XbXb0cgbYZCnMFgYOzYsRgMzesY2hloOTtoO7+Ws0Pnya8oCklJSWRkZBAT4y8gBQqNSUlJzJkzh6SkJH/h0X7wT3FNqgH7UxsAeI7v2rTwqChKcJZmzcJpYxqa3diY1jr3CYNTOGneeUzZncE/Pr6K3mcORKfXk/PrDj67/E3mp87kp3s/r1t4BPC6sOBkxjiwGABP7Vt+anYhB/iI3/iSPzGg539MwkjTsxgMBo4feRw7F2/im5s+4Nm0B3l5yCMsmfYF+X/mANBtbDoTnv0nU3IzuOjr6xky+WjCkyIP6/sjRHsxGAwcc8wxHf79/lBoOTtoO7+Ws0Pnya8oComJiUybNo3ExMTg+Mhut5Oens5jjz1Gr169SE1NbdI4D+CDMn8Dur3vftymhUdFUYiK8q85GRjPHExDsxsb01rnPt2XzgzXDDLtmXzi/ITzvOdhxMga/RpuMd9C37C+3G25u07hEfCP81QnM0Y2PM4LdCEHKF+5mr3vfQJAjxn3oA8La/JxGgwGhh07jKXmpUy1TGWoMpRhyjDuM9/HSr3/jpgRvhHMcc1hs30zi+2LudZ9Lam+1EP+3ojQIcXHEGcymZg0aRImk6m9D6XNaTk7aDu/lrND58gfmOGYlZUFwPbt22sNSvfu3ct9993H3r17mzwgPdN9JOqeKkp0VSykeZ+yHo7GsjTG6XQyc+bMZq0b1JLn3hJlZdiNo7hy1R1c/fc9jLx9HGEJETiKq/jjmV945chHeXPU/1j/1mq8Tk/DT+S2Y326Bxnjwfp0GsyN2X9rt0kJNgLCtP97cjdvUkYV/ejC5Yxu8jHXl3/f33tYPvs7Fgx/jBf6z+bnGV9TuDEfvdFArwn9OeOVS7gl70Gu+usuxs89m7QT+2CwyKoyomMwGo1MnDgRo1F716yWs4O282s5O3SO/IHZjZmZmQBkZmaSk5MTHB+VlJQwY8aMZo3zwkYOY4fbgc/lZu+7H7XasR/owCwbNmxo8jhv1qxZzRrnteS5V1SFy92X8439G9bY13C3+266ql2poILXja9zkvUkRllHscC0gEpdZYPPo3PbiX1kIBkjIXbuAMJmpAZv7VZNSrARkGrcX5TN/u98XHl7MSclkHzlxCYfc538Otii38JTpqc4STmJQcogHjA9wBr9GgBG+UbxuOtxNto3srpqNY84H+FUz6mEqU0veIrQ0XHf8YQQQoQss9mMoiikpaUBkJWVhdlsbvIAtD6TnWMBeMe8nKo2/DS8I+p5aj/OfPVSIlKqB4w+Hzu+3czfC35j8yd/N15srIejvNg/i7MkH9zVg2yTAlOLcVgsZPwEjik74T/+wmQ+pfyPr5nOP7ibs1nIcuwc/jkr2rSXZQ8uZtmDi0kc0oUBFw+j7/lHENc/icShXUkc2pVj7zkRd5WLXT9tZcuidWz8YA2OIlkeRQghhGgpZrM5eFt1gMViOayxXszE8wAo/+ZHPIXFh3uIndrR3qN52fkyPdX9jQKX6ZfxhvENPjZ+3GixsT7OihJ/IbV0L7rqcZ5qUqiamYPXYiFjFRTdswHDdH9h0ldZxe75L9PzoftInnwpe9/9GE9xyWHnytJn8bj5cR7ncfr6+nKB5wLO9ZzLYHUw/dR+9PP04ybPTThxsly/nC+NX/Kh4UPy9fmH/dqi9UnxUQghRKtpqbVUpnIOg32pYNTxhvkXaMMmhIFbxRMSEsjKyqJXr16HVURtTQaLkRPmns2IW/2F2rKcEv567lfWvb6KsuySQ37ewCzO2i9mBqMFpxdmLgGw+LdVf1r+At9xLSeSRDTXcRJP8tUhv3599q7NZe/aXJZM+wJbWgw9Tu1Pz1P70ePkvlijFdLPGEj6GQM55ekL2PH1Rta/vZqtn67HXVV/EdSFm5h+CbgqQqDDpRBCCKEhCRefT/jxIwEofveTNn1tu91Oamoq8fHxZGZmMnDgwNAd56kGprqnco/7HowYKaCABaYFvGl8k236bYf8vIFZnLVfrMY4bxWgsxBWY5xXsOgrkiddgpLeg5TrryR7zpOHkayuzfrNzDbPZrZ5Nsm+ZE70nsjJ3pM50Xsi8cQz3jee8a7xzGY2S/VLWWhcyKfGTynTldX/hHZgF2ACerXooYomkuJjiPP5fKxbtw6fz9feh9LmtJwdtJ1fy9lB8h/ods7kbs4BQMkYTv6jDQwqWpHdbg8WUltzQHo45z52UBIXPHcuiUf4Oxque30V397yEc6ypq9F1JKqcPFfPudRLuf/OJ3XWEoJjX8Sf6j5S7OKWfPicta8uBydQU/KyG6knzGQARcPI7ZPAr3PHkTvswfhqnSy5ZN15K7MIjI1GluPWGw9YojpGc8M5nPxypv5/dElhxNbiGZRVZWNGzdqsuutlrODtvNrOTtI/gPFX3A2PR64C4DzI+OZu31nmx+D3W6nrMw/vmzOGo7NdTjnPs2TxuOOxznGdwwAXxi+YIplCvt0+1r6MJvG62X3/16g95OzSJx4HvmvL8SVm9foQw41f54+j7f1b/O26W10qo6hvqGc6j2VCzwXMEgdxAm+EzjBdQJPuJ5gsWExvxh+IUlNIs2XRne1Oz3sPSBwp/Y1wIuHlFgcJul2fQik27UQQjTukLoH19NVecrD55HhORuAZy3fc7/9LWJiYlqlO93BNNRV+sBuzy3uYN2uo6P5vPh7PnX+gMFixFFiZ/EN75O58M+WP5ZmHBeAEQO/8hC9SOQpvmYmH7TuMdUjeUQ3Bl16FAMuHha8Db0hXpeXLa//xcfXvCHdrjVOul0LIUTD6useDI13EK6vq3L3366g54zb0en1lH66mN+n3E231NR2G+fV11W6vo7eLemg3a6jbOyetZuKqyqIUCOooor7zPfxsvFl0LX44TT5uAIGvPMCEUMGUbDoK3ZMe7j1DqgBg3yDuNBzIRd5LiJNTWt8ZwNwMfCmdLtuD9JwJsQZjUbOPffcDr0g8aE6lOwWi4UZM2bUWYOkI5Jzr83s0P75Q+Xn6LoV64KFx2f4hv9avkSna8VRFoeW/VAayzSkuec+cUgXzv74X3zBUgwWI7t+2sorQx5p/cJjE3nwMpuPAbiGE0khptH9W+Paz/s9m+/v+IT5qRm8c9IzrHlpBTu+3cSal1awdPqXfHb5m7x/0vPcZr+MOebb+fiaN7Db7bhkwCjagMFgYMKECR2+6+2hOJTsFouFadOmtfu/Ty1Bzr02s0P75w+Vn6PELsX0/Pdt6PR6ChZ9Rf4jT6Fvg3Fec7MfSmOZhjT33Kf70nmx+EWYDBFqBH/q/2S0MpqXTa1beGyOnMefAyDu7AkovXs2um9rXPvr9euZaZ7JIGUQJ1lP4nnj8/yo/5E3jG/wH9N/uM58HefazsW52QkO4E3/OZVxXtuT4mOIa+8iRHs6lOxWq5WMjAysVmut7aFSTGkOOffazA7tn7+hn6O2NHlVJrO+XgnAi3zPv3mvTQZZ7Z29qec+fmAi570/iavW3E3q+F7o0bN8xre8c9Izh7W2Y2v4hN9ZSxYKZu7h7Eb3bc1rX/WpZP2wha+uXcjCU5/jq2sX8ut/vmX9W6vZ9sNGjuw1BD160tLSiIuLC9n1nkTnYjQamTBhgib/vTuU7FarlWnTptU7zguFYkpzyLnXZnZo//wN/Ry1pYTkEgYM3YXOYKDwy2/ZMX0WtMFyQ+2dvannvqc3jeecz/GH/Q/OcJwBOng64mlOtJ7IZv3mNjrapin/7Q9Kl61Ep9fT9bYbGt23Va99Haw0rOROy52crZzNjZYbmW2ezdumt/ne8z2px6cy4IgBACG9rmdnJsVHoQntXVAQQjTdZX9s4tEvfgXgNcNy7uOddj6i0BEXX8Q5F3zJ1atupP+FQwHIWryZKVzCX08uQ/WF3koqKioP8REAlzKa3iS38xHVLzAILS0tlQGpEB1MexcUhBBNF5dUyoBhWej0UPT9Mnbc91CbFB47grRCePEt+KtkKZd7LseAgeXm5fAzzI6ajVsXmsu1BGY/xpwwmohhR7Tz0dSvrdb1FA3T5sdNQggh2oTNZmvwaxaM9CSR3iSTThK9Xd3p/dKnHJXjXzj77SP7cFfmXeBtq6MNUV4XiTF7uWbiaryJm/DfkaRj+9eZ/Dzja6o2lfJ2yTPtfZSN+pH1/MJGRtOfaZzHVTzX3ockhBBCiFakMxmxpHbB2qM71p7dsab3xnTcVqKiq9DroSA/ih3T5oJH4wM9r4uUQiczv7Vw1a9g8AIY+VX/K7PMs/gz5k92j6q7vmYoqcrcTOGX3xF3xsmk3n4jG6+4qb0PSYQgKT6GOK/Xy88//4zXq703ZS1nB23n13J2CN38zWms4nK5sNvtZGVlAdRZQ+8RLmMS49DXnIDvA6oLjxtPSWfqcSNR17dCA5cQduC5t9isHD/9FEbc8AY+swEdsOO7Lfzy7y/ZvXwn0HiBN5Q8yId8w/2cwwiG0YM/2Vlnn1C99oVoLT6fjxUrVhxSh/uOTsvZQdv5tZwdQjd/cxqruFwunE5nraUOaq6j1+Xmq+ly3RXo6txe62+6FuuMZMXqZPTOqlBZurBNHHjuFVXh1spbuf3fHsLxfy9/N//Bg7oMfjD8ADqw6TrGOG/3Uy8Qc8p4Io8aim3scZQuXV5nn1C99kXbkOJjiHO73SxYsKC9D6NdaDk7aDu/lrND6OYPLF/wxBNPHHRQarfbiYuLIyEhgaysLHr16hW8lfVMhnMVJwDgwsMO9rKVPLaSz1ZDIdk2B0sX/4o5sQt2t7Zufw2ce51Bz/CbRjF65mmExUcAkEYKT57+HzZ+/XetxzgcDjIyMkL+FpI/2MHn/MFZDOcBLuAfPFZnn1C99oVoLW63m/fee6+9D6NdaDk7aDu/lrND6OYPLF8wf/78Jo3zUlNTiY+PJzMzkwEDBlBQUIDdbidi2BF0vekqAFSPB0d2Lo6du3Du3IU9Ow/DvhK+X/QJqaf0pkyD47z33nsPnarjYs/FzHTPpKvaFYD1xvUM+nQQ5159NqVl+7swOxwOZs2aFfLjPOeu3RR8+BmJF59P6m03UPrLyjq304fqtS/ahqz5GOJMJhOTJ0/GZDK196G0OS1nB23n13J26Dz57XY7paWlwT8DWDHxEBcB8BI/0I2bGMW/uZJneIgPecf7Exv1W9HpdJjwtNuxtxeTycT18/6Pa/6+h1PnX0hYfASlO4v44rK32JORyY4f6y4y3pLdtlvbf/gYLz7GMoCxDKjz9c5y7QvRVCaTiYsuukiT17yWs4O282s5O3Se/DXX0CsrK/OP9fR6ut9/BwBFX3/P6qNOZN1Zl7B1ylSy/zufgoUf4lnzF3oNj/PuH3s/S5xLeMn1El3VruTr8rnJfBPjI8cz689ZOJy1i4wt2W27teU+uwCv3UFYv97Enn5yna93lmtfHBopPoY4g8HAmDFjWrQdfUeh5eyg7fxazg6dO/8tnEZ34tlHGbOqC1EHcrvd/Pnnn7jdobWodmvPMDRYjJyz8F/E3N6TuAFJOMsc/HTv57zQfzZ/v/07D3aQAmOAxWJhxowZtW7J2sIe3sN/G84UJtR5TGe+9oWoj16v59hjj0Wv196QXMvZQdv5tZwdOnf+hAvOJnxAX7xVdrIffRq1nvUc3W43q1evDslxXmvOMNSrep6wP8F9X93HcO9wHDh41PQoQ5WhvG56HbvL3mGKjOAf502bNq3WOM9dUMjetz8AIOWqS+s8pjNf++Lg5KwLIUQnpSgKNpst+J+iKE1+TODPh6tmwS6VWP6P0wF4mI8oo/5bbZxOJ3/99VfIDb5ac4ahwWLkHx9Nps/5R4AP/n5pJc/3+Q8r5n6P19kxZwYEbtM/sPvs0ywG4EQGM4Cu7XFoQgghRId3qOO8qKgogBbpDl+zYGewRdL11usA2PPi67jy9tb7GKfTyerVq0NynNdaxT+9qud55/Nc6bwSgA/MHzBMGcZM80wqdBUt/nptIXCb/oHXUf4b7+Nzuwnr34fIY45qp6MToUiKj6LzMClgrV6Q12rz/10IjVIUhcLCQkpKSoL/FRYWBgem9c1KCzwm0CRm+/bth12ArFmwe5CLUDDzJzt4m2WH9bydicFs4PwPJ5N+xkC8Lg9dfgjj+1s+oWpvxxyMAo2+H28il+9ZB8CNnNoeRyeE6IBUk4Jq8RdNVEsUqozzhIYpikJOTg67d+8O/peTk1NrnHfgrLTAYzIzMwHYsGFDi4zzAgW7rlOuxRQTjWPXbvJeffewnrcz0at6nnM9xyXeS/Dh46crf+L6iOvJ1me396Edssbej937Cij64lsAkidd0i7HJ0KTFB9DnMfjYdGiRXg8HXPmy+FoVnaTAlOLcUzJIuMncEzJgqnFHboAKedem9mhZfKbzWYURSEtLY3o6GjS0tJQFAWz2QzUPyut5mMO3P9wi/tj6M85jADgXt5BRW1wXy2d/0DhsfeZ/sLjpxPf4Punv+zY2ZvwfvwM3wBwIceQxP4ujlo690KA/5pfvHixJq/55mRXTQpVM3MomppJxioomppJ1cycDl2AlHOvzezQMvnNZnOtwiL4C441x3kHzko78DE19z/c4r7SrzeJE88DIPuR/6FWd72uj5bOv17V86zrWS71XIoPH1OsU3iq/KkOnb0p78d5r/mLz9Fjj8Oa3iO4XUvnXtQlxccQp+VfxBrKXt+MLQxmMFpwemHmEnB6AaPFv72DzoiUc6/N7NCy+UtLS4P/NfcxQYdZ3DdiYDb+Tz7fYRmr2d7o/lo5/wazgfM/mEzvswbhdXn45J+vsemTtR0/e2Pvx9WWsIF1ZGPGyNWcGNyulXMvRIDX62Xx4sV4vXXXRevsGsteZ9ZWzfeVVXXfV1Sjv8DSkWZEyrnXZnYIvfwtUdzvft9t6AwGSn5eTsmPvzS6b6jlby16Vc9813wu81yGDx83m2/mdcPrHT/7Qd6PAeybt1H66yoAkq+4OLhdK+de1E+KjyHObDZzxx137J99pCENZW9oHbF6GTvujEg599rMDiGYvwnFpMZcxXj605Vy7DzEhwfdP+TytwKD2cB570+i99mD8Lq9fHLRa2z5dJ0msgc8i/+WnMmMJwx/Xi3lFwL81/x1112nyWu+sewNrSVWH9WkUHTPhg43I1LOvTazQwjmb0IxqTGxp59E1Mhh+Nxusuf876D7h1z+VqBTdTztepp/ef4FwBTzFN4wvaGJ7AF5r70DQNw5EzDGxQDaOPeiYVJ8DHF6vZ7BgwdrsiNUs7J7XeBxYjHAjHFgMQCe6sWCD6No0p7k3GszO3Su/PFEMpVzAXiET9lL2UEf01D+1u423Vb0JgPnvXclfc4ZjNftZdFFr7FlkX8NxM507g/mI1aSRwkxhDOR4wFt5RcCQKfT0b9/f3Q6XXsfSptrVvaa47yRNcZ5XhcYzDh1lkMqmrQnOffazA6dK79esdLtrikA5L/xHo6duw76mIbyt3a36bYSKDxe4bkCwD/j0fS6/2ud6NwfTNkvK6nash292Uzixf8AtJVf1CWje9E5uO0wNwbr02lkjAfr02kwNwY89XfTFaIjqnfJgUMVmBXSAksRNHZc0/kHNsLYzB5e4ofDep3W7DYdZKzOYLXt/3ML0ul1nP3m5fQ59wh/4XHia2z+5O8Wf502ceCHPlQXAprIjZcX+R6AGzkFPTIQFULUT+e2EzYjldi5A8gYCbFzBxA2IxWdW8Z5ovOor0nMoWrppQgaOraUa6/AnJyIa18Buc+9eliv0ZrdpgNUY/VSDZYo1FYY56HCY67HuNLj72o9xTyF10yvtfzrtIUDP/RRmzfOA8ivXvsx8eLz0VlC/0Mh0bqk+Cg6D7cdHNXr1DlK/X8XwKEVrVq00CVaRLOWHKhms9mC/wWZFBxTdrbYUgT1HdeRpPEi13E5YwC4j3dwE/rru6jH3MZPO0G9NQtG39uyT67TcfqLExlw0ZH4vD4+vfQNNn/cQQuPUM+HPj382xqaiV7PgPU1llKJk14kMYGhbZ1ACNGB6Nx2dE7/7Hmds0wKjzUcStGqJQtdomU0Z7mBxrTGUgQHHps1vSc9HryX5KsuAyDnsWfwVVYd1mu0Bdfom/lpN1ROy8R9wp0t/vwZ7gyu81wHwG3m23jV9GqLv0ZbqfOhzyMD/e+7jc1EP0Dh59/gLijEFBtD/Dmnt30IEVKk+Bji3G43r776Km63u70Ppc1pOTu0bP5DKVodymNaipz7w8/vcrmw2+1kZWVRUlJCVlYWdrsdl6v6FjUsLb4UgU7VcSpDWMTdfMcDnM/RALzJzyxhQ5Ofpz3Pv27lE4zvAbon0+CXOS363Cc/fh5DrjoGgK+ufpdNH6yps0+Hu/ZrfugTKAQ0NBO9nkJBCZW8jX9h+ps4tePlF+IweTweFi5cqMkmS1rODi2b/1CKVi1V6DoUcu4PP7/L5aozQ9DpdO4f57XCUgSqqqIcNZQ+z/6XIz59k4QLzkZvMlL84y8Ufv5Nk5+nPc+/+Zf5jO8K4bMGYPrxsRZ97rtcd3GX+y4A7jfdz0uml+rs09Gu/Vof+ngcwW1NnYmuut3kv+1f7z3pyovxeL0dKr9oWcb2PgDROK/Xy9KlS9v7MNpFQ9kVxf/Jnc1mCxZYOiM599rMDi2T3263ExcXR0JCAllZWaSlpbFv3z7/z4u1ZW97sKomHC9t4uuKu+lNEgA+fHzFX8znG35ja7Oer13Pf2CtWEfp/j+3gDEPns6IW8cC8O0tH/H3a6vq3a/TXPvNmIn+At9zNSdwHH0Z4u3eOfIL0URer5eVK1e292G0i4ayK4pCVFQU4C+QlZaWtvWhtQk599rMDi2T3263k5qaSnx8PJmZmQwYMICCgoJWGefpTCYiTxnP9Xlb6PbU7OD20mW/kffqO5T9+luznq89z7/O45+dp3OWoWvBcd4N7hvIcGcAMNc0lyfNT9a7X2e59pszE33vux+Tcu0VKD27EzH6GFb+tKytDlOEGJn5GOIsFgsPP/ywJm+JqC+7oihs374dgKysLAoLC4PFyM5Gzr02s0PL5bfb7cFf2kpLS1u2UK+qHOfrxRNcycryDCqv/YXeviQcuFjATxzHA1zJM80uPELnO//H3H0iox44FYAl075g9dM/N7hvZ8veFDvYy5f8BcAt+tM0l19om9ls5p577tFk58/6siuKQk5ODpmZmQBs2LCh047z5NxrMzu0XH673U5Zmb8AVFZW1sITMlTCB/ah+/13cORPn5Iy8x62uOyoHg8Fi75i3T+uZPN1tze78Aid7/xf7r6c/7r+C8Azxmd4yPRQg/t2tuxN4S0to3DRlwB0mXyp5vKL/WTmY4jT6XR06dJFkx2h6stuNptRFIW0tDTAX4A0m82dcvZjS517RVGC6/0pitIhZhBo+bqH0M7fvbiciWu2cNGarfR03ezfqIIuScF6Y3+UyT35d/87D+tnMpTzN9ewG0dxwiNnA7B89ncsn/1do/t3puzN8QzfcBbDOdM3jB/MBs3lF9ql0+lITk7W5DVfX3az2VzrwweLxdKpx3ktce5rzhSNiorqEHcFafm6h9DOb7a4SepaTHJqEeFn7p+9F6k3cGZELGdaohj20GmHPc4L1fzNdb7nfOa75gPwmvE1ppqn0lj/vM6UvTnyXltIwkXnETHiSMxuGedplRQfRYfUEQpobU1RlOCnSIGBp6IotWaHbt++nbi4uJAflIr2FaUq9PQm4HxvO9c5TyDeHUP3txbTraSC/vtKgvs58fCdaR0Xf3w3R997Nr4PVdbOWNuhf1F0OBxkZGTgcDgO+7mOvO44JjxzIQCr5//CkmlfHPZzdla/sZXf2cYI0un1ndrehyOEECGnoXFeTk5OsGCbmZmJ0+kkNTW1w/47LFpflc9LtttJnsdFzCXnE5WQiHHEDqyKi/BIB4G6kOrxUrnid/573kUcFxaFWee/abKjj/NmzZrVIuO88zzn8bLzZQwY+MjwEbeYb0HVyRimPs5dOZT8+AsxJ41lY1pKex+OaCdSfBQhSVEUEhISOOqoo0hMTNy/Vp2o14FFxsB6f4GZokOGDAFg7dqOXRgSrc+xYDMryjKwYKRi4o9M5Sz/F7bkBPdZlZrAwqF9+Pi7E3HpS/nniY/w19/+5inBpjYdlNPpZObMmYf1HHqTgZOfPJ/hN44C4O/XVvHtLR+1xOF1KM0t5D7Lt7xMOt1/BkU14+DwfzEQQoSu6Ohojj76aOLj4ykqKpKxSSMOLDIGCowHzhSFzj1bVBy+X6pK+U/BLhyqD4CEW66t/kpZcJ+KUit5u2Mpu3U85uK9HHvhlcHCY7CpTQfldDqZNWvWYT2HXtUz3T2de9z3APCV4SuutlyNT+driUPsMJpbyM177V1iThpLdnIsxtgYnHvyWvkIRaiR4mOIc7lczJs3r0O/yTfXgYW0QJfeuLi4gz62JWcttbfmnPuGbkcPfDK+du1aoOMUhrR43dfUXvmvco6l8qqfsWCkDDsxQ7vy9fqlbFeLyD75brJtEWxIimVHnP/2Lr63g91Or1692LNnT+2mNoehI5//8OQozv9gEqmjegKw4pEf/DMe1aZ9Et6Rsx+ouYXcL/iTPEpItkdzpm4ob9Lw2phCdBZut5vnn39ecx3eFUVhw4YNWCwWNm3aFCymHUxLzlpqb8059w3djh7oeFzzax2hOKTV6z6gvfJHnnYiM/btxAcoOj3JRjN//7iEyt17qRhyHY4qM5UVVqoq/B3Qw4pK8DpqN7YZOHDgYY/zOvL5j1ajedn5MhO8EwB43fg6t5tvx61rWpaOnP1AzS3kVqxeg33LNpQ+6djOnkDlC6+14tGJUCQNZ0Kcz+dj3bp1+HxN+yTFYrEwY8aMDr1Yf81CWnR0NGlpabVuNWlM4Jddp7Plupe1l+aee/Dfjl7zlvRA0TZQlOzVq1eH+CT8ULJ3Ji2Zv0kFeVXlPvdp3O84F4B3Tcs5KuoBov86nxvCF3C/aRHPHTeYLwb22F94rCFwTbVUU5uOev67HJvGpNV3kDqqJ+4qF4sufp2fpn6G6m16jo6YvaU+9PHgDRYcJ6vjW+DIhAh9Pp+PTZs2NWucN23atA49zoOGi2kHE/hlt7OM85pz7usT6Hg8YMAAAAYMGNAhbrluiewdWUvmb2pBPumSc0n59134gDGKjU+6DeKVLv3IvWcmWY88S/b2RPblRQcLjzXVbGzTEoX/jnr+B/oGssS+hAneCbhxc5v5Nm4y34RT1/T3o46YvSU/9Ml/92MA4v95DuilFKU1csZDnNVqZf78+Vitdf8haGj/jIyMJu8fygKFNK2u79jcc9+Qmh2PQ30wGtBS2Tuqlsx/sIK8zqcy98vl3Ok9xf/a9xzB/coH+GquWeN1gceJxQAzxoHFAHic/u2toCOe/6HXHsdlS6YQ2cVGyfZC3jjuSTIX/tns5+mI2VvyQ5+FlpX49CpDSWMYPVvg6IQIbRaLhVmzZjW5mGi1Wpk2bVqHeo8Q9WvuuW9I63Y8bh0tlb2jasn8By/Iq/Tok0faXdcDcFp4DDMS0oK3UQO1x3kjW3+c1xHP//me8/nB/gPpajr5unzOsJ7BS6aXGm0uU5+OmL0lP/Sp+OYnDB4vli7J2MYe1wJHJzoSKT52AIHbj8Xh0XegT5gCtHzutZwd2ia/0evj2Y+XcPWqTAAesXxB+Nyj6w6k3HaYG4P16TQyxoP16TSYG+Pf3ko6yvk3R1g4/cWJnP7CRRjMRrYv3sirI+axd23uIT9nR8neGvboSsgf6r8AJzO+VV6jM9whIDoXKSS2lI7X6EHL517L2aGt8qv0HphLj775ABS/+zF3x3XDcECnYZ3bTtiMVGLnDiBjJMTOHUDYjFR0rTjO6yjn36JaeNj1MG843yCCCFbqVzLaOprlhuWH/JwdJXtr8FVW0TO3AIDEiee3ymt0ljsEOiMpPooOyWazYbPZDr6j1wVuBwve/4G9Dy4g96EFbJv9Ousc/+Y3ZrGEDD7mTo6md4scV0f7pbbB4zUpYLXt/7PodCIcLl5/9zsu/HsbPuBO4/s8b/2h4Qe47eConoXsKG3VwmNH0eOUfly97h6GXnMsAMtnf8f7Z7yAo7iqnY+sY9t5gv+XovMZSTThLf78nekOASEE4HXRb2AW489cy9jT1zD61L858us3OOKr9xj08ev0f/0ZokYf0yIv1dF+qW3oeFWTgmrxL6OiGuW9sDPS6330H5pNak9/oSd7/mvs+9+L6HX1T9XTue3onP4ZtDpnWasWHjuKkd6RLLMv4zb3bQAsMC7gdOvp7NHvad8D6+B6Z/uL4bbRx2BJ7dLizy93CIQuKT6KDiXQQCUrKyvYiKbRRbXddi6bcwZnr98BgNnrw+Z0k4yNXiQyiFTGMIAPw+4m1Zxw2MfXFr/UtmSBs97jNSkwtRjHlCwyfgLHlJ1SgAwRgRlxNputzuy4xq4LIwYG040rGMsTXMkS551sm/smp27Jxq3Xcd2FJ/CacUWbZOgMLFFWTn9xIhd/cwO2tFgq9pTxwTkvsWTaF6i+jjfzJtTsGwg7dHtRMHMJx7f34Qgh2lCggUpAU5qnRB8/jJSeJYB/CTGjyYc5IQ5r966E9U0n8qihDJj/CJF90g/7+Nril9qWLHDWd7yqSaFqZg5FUzPJWAVF92xAlXFeSAicp6ioqHrHeQ1eF3o91vSexJ93BmkP3MWgN59k9IS/SU4tBmDzuq7seWVhqx9/Z6GoCrOcs/je8T391f4UU8w15mu4xXILLl1oN3PqCGIq7FT+tQ6dXk/CRee29+GINiTdrkOYoijYbDYqKysJCwvrFJ39Dpe9mZ11uxDDQ17/lO7Vx5dx+6onMLpBwYyCmTAszNRfRM+qBJ40XsEFPNZWUQ7K5XIxffr0OoPuQMHwiSeeqLP2RpNmgx6MwQwGMwmF5cz8KQJ0Fv+2NvwEtKHsWlFffkVR2L59O1C7A3zg+q/vutCj41mu4XSOJIwag1XV///ywxX+77wxfN+nG3x+8ONqq27yoXz+e50+gNNeuIio1GgA/n71N767/ROcJS3z8xHK2duCy+Vi+r8f4HyOYCb/ZBLjeI7vUDvg7ZRCHIyiKERFReHz+QgLC+sUTVQOV6CBSlM76xqiIukx4x4AumzN5se7p+PR69ArVvRWK3qrhW43XYV1YD96zLqfdZdci+rxtlWcRrlcLubOnVvvOG/atGnMnz+/da4JgxmMFjC5mLnKBDoLYe0wzqsvu1bUlz/QAR4gMzMz2AG+5jivvuui+/13EH/u6RjCw+q8jtttYMu6ruzNjaHuV+tqq27yoXz+j/cezzPOZ+it+u+K+8zwGbeZbyNfn98izx/K2dtCIL/n6CPpdeRg4s8/k91Pv4yq0e+H1kjxMUQpikJhYWHwU6+rr766VqHBYrFw7733MmfOHM0NVpvTWXceVxBFGOvJ4axfH8JN3QFnmeLmE+ftjPMM4BpO5CUaufW0Dfl8PoqKiprUDa3mjFDg4DNCGxGlWnn2nW+ZsDmbz/unccMF46k5BGmLa6852Tuj5uYPfFAR+HOgwdAEhnIB/lvNHLj5m138wQ7+MuXzx/Ufsz02ClXf9JWyA41FWlsonv+whAhOePQcjrhyJABlOSV8fd17bP8qs0VfJxSzt6VA/rfVX7iP80gnmbEMYAkb2vvQhGhRiqKQk5MTnMU0efLkWoUGi8XCnXfeyWOPPabJcV5TO+t2u+cWzEkJOPfk8dmlV+GrrLvshXFvIQPefwUG9qPLTVex+38vtspxN5eqqpSUlKCqB/9wJTAjNHC9NGVGaEP0Vgv9h+4iObWY4oII1q/uUevrbXHtNSd7Z9Tc/IEPKsBfhAyM88KHDiLp0gsA8Lk92DdtpXLdBio2ZlFwwnNUVVhoTkeUQGOR1haK5z9KjeIB1wNc77kePXoKKeROy518YPig2U1lGhOK2dtSIL9r8Y90u+cWTLExxJ46nsLPv2nvQxNtQG67DlFmsxlFUUhLSyMtLQ1FUTCbzcGvy5pVB3cJoziZI/Dg5f9YUG/hEeBvYzbKzOEAZPBP+tHya08cCqvVyjPPPNOkcxyYEQqQlpZWq1DdHAPoyneu25mwORuAszZm8eHrXxGj7v+8tC2uveZk74zqy9/QOQ58UBEoPG/fvj34ocVNnArAGyylJ1M4ndncz7u8b/iDbfG2ZhUe21IonX+9ycDRd4znui3TgoXHv15czsuD5rZ44RFCK3t7COS3W718wiqg9RrPCNGezGZzrdsnLRZLnXGerFnVONuY40g4/0wAdv57br2FRwB3Ti5TYvxju5Rr/kXE8KFtdoyNsVgszJ49u0m3VwdmhA4YMADgoDNCG3zN1C4MeOW/wdtxY+IrOPK4rZgS44L7tNWt5U3N3hnVl99utzNw4EAABgwYEPwwIvBBRWamf8yxYcOG4DgvedIlABR/v5Q/jj6FDROvJuuhxyj47FuqKqy0aNWsBYXS+dereia7J7Omag03em5Ej56PDB8xImwEHxhbtvAIoZW9PQTym3U6Cj7+AoCEi1un8YwIPVJ8DHGlpaXBT7dE0yUTzcNMBOBJvmINWY3ur0wdwm+GbVgx8TzXYu6Ak4KbMyMUas+Ws9lsXGwazddMo5caT364QsYpI6k0GTkmey9fum6hO/Gtevzi4Oo7xw19UDGcnhxHX3z4eJKvGiy+i4b1PnsQ16yfyomPnYvVplC4aS/vnvIsX1/3Hs4yWQajtb3CjwCcxlCSiW7fgxFChBRDZAQ9Mvy3W+/74FPKfv2t0f3PiIil/Kdl6AwGes15AENEyzezam3NmREaUHMNwYSTxjLwvZcJ75eOx61nW2YKbpeBiCgHAxfMQ+nds9WOXTRN4LyWlZXVGufV90GFpVtXYk4eB8CeF9+Q21YPwVjvWJY5lvGU6ykSSCBbl81llsu4wnoF+3T72vvwOr197y1C9fmIHDYEpe/hr8krQl/Hq7CIxgUWjLbaoMql2Y608/gXNsLIZDePNWExO51Bz51h7/BF+R0MphvT+Qf/5r16942Ojmbq1Kk8/vjjlJeXH9Inz23twLX6at7Wr7p9bDh/IY4n1wPwm24nV11/L3lR4SzrkcLbb31Dn6pEvuI+LjU+z05r9YBX49dYe2hszcUDP6QIzHr8gj/ZiQygmiNhcAonPX4ePU7uC4CjuIpfMhbzxzO/4PNo83boltTUpRv+YAdryWIIaVzBWB7h0zY8ytAxtHs3LjnuOPqlJBMfGcm0997n502bATDo9Vx7wjiO7d2bLtHRVDqd/L5jB899/yOFFRXB54i0WrnttAmM6tsHn6qyJHMj/1v8DXa3u71iNUhreZsr0JlYtUShmlya7Ujb7e4pmJMTce3JJ/vRpw+6v06nI3/O/7AM7Ielawpp0+9k+70P1rtvdHQ0t99+O/Pnz+9Q47wD1+oLrCHoU1XuXf4jr5XmowJVW3fyd/Zp2KssFOZHccTRO1CSE+j/xrNsuSMDddtuQK6x9tCcNReT/nUROr2e8j/WUPm3LE3SHD19PZnlmsXZ3rMBqKSSeaZ5PGl6EodOPlw+XE1dusGZk0vpspVEjzmOxInnk/XQf9vwKEV7kJmPnYlJwTFlZ3WH4iyYWqzJLsUXcRynMhQPXm7hFVx4mvS4XH0x9/AW4C/cjGVAnX0URSE3N5d7772X/Pz8WutyhrLAWn2BfwACs+WGpw7ka2V6sPD4uvkXzjU/Q16Uf0bAn10TOP2as9mm20cSNhbppnHshGWav8bay4HnsSGpvljO5igA5rO47g5eFxaczBgHFgPgcYJ3/yfmNputZZoXdSBR3WM48vrjufDTa5j81130OLkvPo+X1U//zPN9ZvH7/5ZK4bGFWCNj/Es3RCcd9P1jAT8BcAVjMWJog6MLPVaTma35+cz7qu7PstVkom9yMq/9/AtXv/Qy97//Ad3j4pgz8aJa+/37/PPomZDAHW++zdR3FzK0e3fuPuuMtorQLFrL2xyqSaHong3+DsVTM6mamaPJLsVRo48h4QJ/0WBHxly8FZVNepyvrJwd0x4GIO7sCcSecXKdfRRFYdu2bdx5551s376dnJycDjPOmzVrVq3xgdlsxm0yMn3fTl6tLjyWffMTG668HXuVfyZdVaWVP3/tTWXmFoxRkfR74TF0T/yq+Wusvfw/e+cdHkXVxeF3tm9CCukhgdA7iIiKAlYQUbB3UbGBIjZQmmiCIk1RLGAXVOxdbKifIKCgFJHeIZDe+/ad74/NLtnUTbKb3WTm5ckTMrtz5/z23pk9c+bec2rrx9pQhLQjqjLlQNaKj2u+wWZGK5pIPrN2P0+KxNpjuc1yG6uMq9hq2OoKPH6k+ohB+kEs0iySA49eQtsu3FGZPSymwetH7qffABB5xWgUtRRNkmlbyMHHtoRSgwktc/8Akw1HJTulpsHd2hJxhDGfmwB4hZ/Z0cBy6+p8wd98yd8ALOMu2uO+LKehXJzexGg0MnnyZJ9VnLPnGng78w7OsnXDiIV275/HXP3XWOwGsJrQKiH5fMiM0HKZ8gW2Cqm0s1h574Nf2PvyYZ+OMV9rD3Saor9qwPBO0wiUKPiHw2zlaM03WwzoXu1MygWgezUJFrUHi8GtcJGzorY/qvG1RP8r1Eo6XdCdCxeP4+7dM5ic+hSXvn493cf1Q6FUcOyXA7x72vP8+uBXGPI9u7H1Bm1+7DfwkKy6/i/5mxIqiCOcS2lcnjatVktycrJ7XiWV1jFrGxy/VYGfc+nvI0d4e90fbDhwoMZr5SYTUz/8mLV793Eyv4C96Rm8+NMaeneIJ6ayOEFSVCRDu3dj0fc/sDcjg10n01i6Zg0X9+tHZLt2LS2nQaSmt1EoNZgELXO3SNfPU7YLpkvKDAByv/qeko1/N2r/kk1byHr/UwCSnnwMTXys2+sN5eL0JiaTiVmzZvmsqIug1zE1+wibDCUogQfadyArZTH28tJTft6ZIBjt7Lt7KkV/bUWhgJ6nneDt3FyfjjFfaw90mqs//OrLUAbpMaaepGjdnzVeFywGIhb3JeVMiFjUh6DkRIRKP6/qMZtTuKg5tET/K0QFZ9vO5inzU2w0bOSI4QivmV/jKttVaNGyWbGZ83XnM1E7kUxFps/sqE5bH/sNPSSrrr/oj78wZWShDAoictzoRh1Lq9U6gpzV8meKKsc1S9SGIrYCP09KyMuum4lOp3NVJbXZbFgsFtRqNUrlqRkaVqsVq9WKRqNBoTgV77VYLNhsNrRaLYJwKpttXV8Czn11Op0rh4uz4plCoUCt1VH9MiYICrRVEkaLoojJZEKpVKJWq13b7XY7ZrMZlUqFSnVqWHhTk91ur5G8urbtdSW4rqrV+bfJZDqlSaHkRSYQbg/mgJDJS6o1YKFBTc7jOd/zhPozzrb0IJEIViomM4fP2GVPRavVut5bdYmr047qtlfXYTQaUSgUNZzY2raLoojFYiEqKsqt8m3VCrhVj2uz2WrdXlc/6RVaSq/6jSR7FFkUcU+7d9h0230oHlaAxYB2aTxhEVGkzDnIa+N7kWfP52rNa7zZ+SPGHDjB89//yU+9O1Gm1dQYY/Vp8nTsKRQKoqKiSEtLQ6lUttjYa0o/+eJ80uv1JCcnM2fOHMrKyurVpFAo3CqdV2QUc73ZUeH6bfU6dEpdrbbrlI4qewpzqeP/Sh2iKNKhQwdCQ0NJTU2lT58+iKLous7VpcnVpgdjz5N+UigUxMbGkp2djdFo9Ho/9b75dEY8eynB8aFu++bsyOD4mgMc/n4PJzYeQa1Wux23JcaeSqUiPj6e7Oxs1/nekmPPF5qq2i5qQ10PyQBQadEGhSKYRERRRKFQMG/ePObNm4fBYMAOfG7+m7vtF3KXcCG/aU8tLWtIU2hoKCkpKbz++usUFxc7NA2fiXhJCuuOg/hwKsrf5yH+nuxmu3Mc++IaUbUtvUaDospna7HZsNian5s1WKfFLoqUVQZw+yUkUmowcCDz1M3VtqPHsIsifRMSag3ytSa8pVetVKKuMo6CKvtRq9W6/DK73e4ac1XPF6vVis1mQ6PRuJ0vdW231LH82/meqgEv529BEFBrNVQvqaJQKNBUufESRRGz2YxSqXS7BtS13Zua7HZ7jZtAs9mMKIoeFVdwaq16Hmk0GjQajcv2pBkPo4mPxZKTR9aLrwM0qMnZlvM6kbPsHcLOGYK+Rzd6vLyAkwteomT7f65j1WaX0/6qr1fXZDKZEAShRhsmk8nhp1e5Vjv9vIiICAoLC12Vb6tWwK16XKcmp07na3X2k91OfMp0DpkNBAsK5sd0YaCuHY8qFAgWA+3ndyOkfQQp+3ay8tbTyS8p5NCjc0n8YiPxHQvp3jeDvKwwTEZHu7VprU2Tp2NPEAQiIyPJyMhApVK16NhrbD/54nzS6XTMmjWLZ555hvLy8no1CYLgVum81Ggg/LorAMj/6Eu0anWtmrQKhw+htJShU9hBq8Vut9O1a1dCQ0PZt28fp59+uus4DWnyeOx50E+CIBAdHU1ubq7rXs5r/aRUMcYyhnmGeXS2d3bb94DiAL9qfmWNcg1rxbWoNWq0ilPHbYmxp1AoiImJITc313W+t+TY84Wmqv1k17WjqPIhGQAqLZqgdiiMdpef99RTT7Fo0SLXg+aCr74nfso9xN50DSVf/+ixppCQEGbPns1bb71FSUmJa7vt/IdYlw7ls/dh/3kR6l+edWmq+t0iCIJPrhFSLSbkCXLwsZksXboUq9WxrHfDhg2sWLGC8ePHM2LECNd7vv32W7799lumTJlC//79XdtXrlzJ+vXrefLJJ+nQ4VSF5RdeeIGTJ0/WOFZsbCwGg4Hly5e7ToYlS5Zwzz33EBERweynFzMlzX2f3r178/iD97r+zsjIYM6cOQwbNowJEya4tu/evZsXXniByy+/nCuvvNK13Zuadu/ezZIlS9yWr8yZM4eCggKWL1/u2lbXE+Z58+Zx77330rt3b5d2s9ns0pTSbQKjDg1AFCD7iQ5MrLjPI03O440ePZqPPvqI2x+8m+PqSBIWiwyz92ItT/IHeym7MQ7lqPha7XI6tM62dDodL774otv7Jk+eTEREBPPmzXNtMxgMPPDAA/Tt25epU6e69dO8efNYuHChWzB69+7dvPPOO276nZq++uqrGttr7SdRJHrOCax/5VCBiVt4mVSlI5jau3dvNm3axAuL5tGuXTv+/fdfnpv/NLNmzSK/3MaEGy7m36Wf0qG0gsv2pfLZoB7ExsYy/6npHmlqzNjT6/Xceeed3HzzzS029prST744nzQaDbfeeiu///473333XYOaPv/8c3Q6HTfccAOL+t3PQ1xMeTSMXXAvYxVCrZrMZjMpKSl06dKFKVOmuGl67rnnAHj22WddY6k+TR6PvUb0U3h4OEVFRV7tp1G3jeGcBZdgiHMEeESjnYM/7CIkU8uw6DPpWdGH4TF92NAjkhUbj7Todc+pKT4+niVLllBUVOSRpkC+ltfWTxV2TY3vqSVLlhCkcFzLX3nlFaZOnUpsbKxrLGX9cRDeg/PEPnw4YxnFSYJHmu69915X+2az2aFp40IevyySCzo/yPOJnyHe3IlXsvqye/du5s6dy7///svixYux2Ww+uUZUvVH4buojbu2++8d6VqzfQHPQKJXcf/FF/LZ7DxWVn19ku2AKK9xDVjZRpNRgILIVFt2oijf1jh92Lnedf16N7cnJya5g4ebNm/nss8+4+uqrGTp0qOs9a9asYc2aNUyYMMHlowB8+umn/P333zzyyCPExcW5tr/xxhtkZWXVOFZUVBQGg8FRCbTSn0hOTmbatGmEh4fz4PQnebRafLprt648cOetrr+zsrJYvHgxQ4YM4cYbb3Rt379/P2+++SYjR45k9OhTs0u8qenAgQMkJye7BdkXLVpEUVERCxYscLO7+t8AM2bM4LHHHqNHjx48+OCDLv0nTpxg8eLFnHHvBMRrHEtNLz6Zz1nXXe+RJudnef755/P1119zxy23EpdTzi9d7QT17UWvD5ZTtmM3ZxdVMFhU12qX88a36o1rcnKy2/tmzZrlygvuxGg0Mnv2bHr06MGkSZNc27OysnjppZd4/PHH3drYv38/n376qUu78zro1DR27Fi31+rqp48xwIihKIG50Z0ZqHPM+u3atSvbtm0jZfZ0goOD2bZtG0/OmMb8+fMpMNo5sLMj7UINhIQZielQxMmjMURFRzH7kckeaWrM2HN+ZldeeWWLjr3G9pMvzieNRsOECRP4/fff+eWXXxrUtGrVKvR6PbfccgvnT3+UsGn3ozFbeGTIMFSDz6lVk8ViYf78+SQmJnLnnXe6aXrjjTcAmD59umuMNaTJ07Hnz366ou8VPFv2LJ12dwLArDLzP/F/nOx/kpAbQiiNKkWDhujN0fAZLX7dmzVrFjExMTz66KMeawr0a3n1fqoQNTW+p5KfSiZIMJOVlcWKFSt46KGHCA0NdY29XSeOs9NiRd+jKw++tZwOecUeabrlllsc7VeOSaemh/rZuCABFio/wj4qineP9XBpcl735syZw/z5831yjaganJRxRxj+9Dyx4bfJVEWnVvPrTEewJTIykopKJ9ebM0tCQkIoKioiPDwcgKKiItfTUZ1OR1hYGFlZWcTFxZGdne2IwodEY3rU3ZkVFkWgFU8lim4Ns2Wc2sLDwykuLiYsLIyioiKX1vbt21NQUEBcXBzFxcWIokh3UzRreAIdapYqf+J59Q8ea3IeLyoqivz8fJemM+xdeNA6mpH2Uzfkh5XZnPbGtXSaOgyzYHXZ5ZwJWdX26tPpGztbRhAEli9fztSpU11Phux2O3q9vsZxbTYbQUFBNbbX1k+PWscwzXo5CDBJ/y5fVvzl+oyrjrEa/aQJgZlFJP/yDw/+tYu1XTtw/e1jaoyx+jR5OvZ0Oh0vvPACkydPxmazSW7mY0xMDKmpqSQkJJCRkeGRprCwMDJPpLNX9xJxYhhzVJ+xUrW+SZp0Ol2NsVSfJoVCwRNPPOGWWLo5/eTs/6lTp1JSUtLsftKEajlr9kUMfmAYCpUSm9nKtqUb2Lzgf1QUlQfEdc9pu16vZ9myZW7nfdua+RhW43tK+2IcgslxLQ8PDycrK4ukpCRycnJcmlaYJzGa01in2Md4zTKPNEVHR5OTk+Max05NMTExZGdnu7a35DUiKCiI/Px8AK54YSmmKjPgPJn5uOHJJ9wKsFRFqVAw7/priQkJ5cH3P3AF424bdi6XnjaQW5e/7vb+76Y+wrt/rOebbdvrPaY/aUm9tc18/PrRh+ncuTOlpaWAd2eWhISEkJ6e7mZDYmIiRUVFaLVaQkNDOXbsGF26dCE3NxdBEFCFRlH0xDG3fdqldERjOxVsbS2zZXQ6XQ39Tq0KhYLIyEiX/uLiYoiKoN+XK1GFhpD/1Q+kz1visSbnZ9mpUycKCgpOzT7r2Y2Yu24l7OIRCJV9b8nI4tF+g7msXQR6hdJll7PKtLOthISEGukxGjtbRhAEFixYQEpKiuu7UxRF9Ho96enpbsd1aoqMjCQ1NdX1Wm39EXHtWBKfcDwEmRaRyNiQSNdxO3bsSGFhYa39ZNeGUvF0OoldcuneN4OyEh1bN/QiODkRrd3dz2vuTC2tVktKSgqzZs3CbrdLbuZjdHQ0+/fvp3v37mRlZXmkKTQ0lKNHjzJs7Xdou3Um+60PyH5tRZM01TbGGtLUrl07Hn30UV566SVMJlOz+snZ/ykpKZSWlja7n3R2HQ+VP8QjlkfQosWGjRXaFTyre5Zca27AXPdMJhM6nY758+e7nfdta+ZjaI3vqfBnu6AwliCKImFhYRw7dozevXuTm5vr0tThiUeJvu4KDPsPcejW+0AUG9QUFRXF8ePHa1wPq29v6WtESEgIx48fZ/Si51y+iYwDeeZjMzEajTWcD4vFUuuSmrqWU3ua86HqEjznSVI1KGUy1cwRJor2WnOH2Ww2t+WSTpw3bdXxlqa68phV3V7XVOWqWp1/G41G2qHlHe5Dh5q/OMAC29fYbKeWJzekyXk853ucmv5kH3+yjx7Ecz8juYFz6W6LpfyejawTZjMpaIWbHdVtr02r3V57f9S23XnDW32MOWcb1Tb26tru1HQtZzENx6yBoOfO4rdnptWwoy7bnXw+sDsP/rWL845lEldSTlYdY6wurYE89pw0pp/Au5r0er1rHAUHB6PX6+ustFn9vDF/cpQ4MYxCynnfug6j9dRn5I2xV5+mp556qlYbm9NPziXX1bfXZ3v17f1vG8KFz11BcGwIAEd/3sevD31N4aFTFcADaew5l+BU/+zbzvlU8/puMhmhlpv4qm3N4ytGMYAL7H0409iZDex3vVabJr1e77pWCoLg1pZTU/XPuCWuEVWdZ4PZjNFL1ZeVCgVPX3sNcWFhPPzBh27Obn5ZOe2D3JO4KwWBEL2efA8LdQQavtBbV/DXZDLVOA/qWjZd13nkaU61qkvwnPs4f4uiiNlUsx2H/1fzPK3r2lDXdm9pquuaUX17bSl2qi5vr6rfItrpveRpVKEhVBw8wvFnl2Cv0l5DmpxtOd/j/Nu0ay/Fjz6BJiGe2NtuIPrasag7xPFqYQbvFWeTHJXEGfoQtzx5VXXXptX5wKE6tfWT87u++hhzXruq5+cDd1+16mtOu0LPOZOEGQ8BUPDhF4yd/UwNO+qy3UlORjjd+mTQLtRIcIihUZog8MceNK6fwLuaquaLDwoKqtfPq97HW4ylaLt1xm42k/HBp1irvN4YTfWNsbo0lZWV8cwzz9TY3px+ci65rr7diSeaxlrHssi8iCQxCYBNik1M1Uxll3IXzpqjgTb2nK9Vfb2tnE+iULM9s8mMUG2/6vrTl79L5NjR6Hv3IPii4RT8+Jvrtdo0VfXzdDodZWVlrs+j6rW/+nhriqaqeNJPvsoT3BaQC860QvR6vauwRFhY2Kmlbw1UsK01+X4A4yyg0VDV3ee5je7EkUcpE3kLG96tSHuITKbyAYOYzsvaXxCidMSKYbxXPhHrjvxTb1TrTxUy8FJlwLqckaZwJt14Gceyi0/Um9BN7e/xZ1yVvXER7I6NQCmKXLO7lmImXsKb2gMRvV5PTEwMCxYscM1w1uv15Ofnc/CgY5bPwYMHPa+oLoLh+V2Ao0JwBa37SVuz+18QuPSNGxj7/q0Ex4ZQnFrAV1e/y2dj3nQLPAYibXrsN/A9VRf7SOczNgPwJNfW+17neeTMg3r06FGPzqHBdOE7HmcIXRvWEUA4A3GJEe15dNVHlFQbP3vS0wjR6+lZZVnV4C6dUQgCe6vNPGsNSEGvXq8ntLKATmhoqLufV08F27qS77d2Eh+5j3YD+2GrqODI1DnYjd4t1GBOz+Tkwpf476KryV32LlFKNaV2G0/kHmOHscz1PlGtR9Q6+kVU1Z6fvLF4s7iYrltnur04D0GlovB/68l7bWWT2jGb1BTmOZZpxyYUes2+6rTZwmqVOP28uXPnuvl5aWlp7Ny5E4CdO3c2qqL6ZyUO/yX/uzVY833XNy1Bs/tfhGRzMp+YPiFJTCKXXCZqJnKJ7hJH4DGAadNjv4mV1i3ZuWR/+DkACQ9ORFDXPUfOeR7t27cPgH379nl0Hmk7JdDnwzcIPedMz/XIeBU5+NjKqH5TlZqaeio4UUcFWyc6nY6UlJQ6C7oEClUr7hYVFdVbdXc8I7gORw6IybxNFkU+syuPUl7SrSH8wHXsVaQTRhAlI3+ipy3OEWycUYhxSmplFdfjzQ5AGo1GHnjgAa98QSURxfs8gBY1f7CXWcpPMBqNHn3GtfHFwG4AXLfzcLNtqw1RFMnJyXFLvN6WcJ7H2dnZzJw5k4yMDNeTcGc19fDw8EZVVB9m7YltVyEmrLzD7y2gwnc0d+wLCoHL372JQRPPAWDTgt94q89CDn4T2M4oePe8D0ga+J6qutS8Ogv5BhMWBtOFcZzRZBOMRiMpKSk1jvEU13IuvXiAxlVb9DV6tZrusbF0j3VU5Y0PD6d7bCwxoaEoFQqeue5aesXH8/Q336IQBCKCg4kIDkZVOcsyNS+fzYePMGPs5fTp0IEBiYk8eulo/rdnD/llZfUd2i9ITW916rupqquCrROdTsfs2bMD3s+D2mek1OaDBA8/m7gJNwOQ+vTzGI+d8JlNttIyCj/8gg869OY0bTAmUWRWzjF0A/oiqvVUzE2jYMY+RxXX6XvdKrg2BZPJxOzZs71S9VYVEU6PZYtRhbSjfO8Bjs6Yi9lobHJl4+z09l2OJXoAAQAASURBVADEdigChW9uF8tawfnYVJzn8dGjR5k2bRpHjhxx+XPVHw54WlFd070L2yqD4Vnvf+ITu1uKZo99EZ41P8vjFkfO1LdVbzMoaBAfqT9CFAL73sGb530g0tD3VPVZ/VXJfHsV1uISdJ0SiK4sqtQUjEYj8+fPr+HnJTx4L+0G9afD5Dvr2FPG18jBx7aG8+Q2Frvd0LUmDAYDkZGRdO7cGYDOnTsTGRlZYzZQT1scC3A4pC/yA7+zp0XsU0RouSP4DQ4qshDzTXxQfh/dhURQaTHZYO4fYEILyuZNuVYoFPTv39+9SnVds17rIRgtH/EQ0YRykEzu5DVKjeVERkaSlORYopCUlFTrZ1wXX/bvhh0YmFVAb3tcg+9vLEFBQaSkpBBUbelcW6FqkLG2AGNxcbHrx1PuMZ8PwHfq7WTj+X6BSG1j31MEpYKxH9zKgAlnIdrt/HTvp/wx+wesBu8sb/U1zdHeaqjre0qtR9CHAyBoahYGSaOAFawD4AmuRoWyxnvg1HeI8/rWtWtXt2ubyWRi7ty5bo7/hfRjOL2xYedZvm6GOO/Tq0M8Kybew4qJ9wDw4CWjWDHxHu654DyiQ0IY0asnsWGhrJx4L99OfcT1079joquNp7/+htT8PJaOv4XFN9/IzpNpPPf9j3Ud0q9ITW9jEayOmynBVOJ2Q9faMBgMriJX/fr1IzExsYYPkmU1EzfHkbsw96vvyV+9pkVs0ykULIjpQj9tEEbRTsILTxM8sP8pP28LmATv+Hm9evWq4efVOuu1HgSVku4vL0DXMQFzdi6HHpiO3WDEYDDQt29fAPr06VPrZ1wXeVlh2KwKtHoLoWcMaIK6+gkKCmL27Nlt2s+rGmT0NMBYH+1vuhqAsr/+wXjkeLPa8je1jX2PEeE583M8bH0YgLnquTyifYRioXX4vs3S3kqo63tKdPPzap77tpJSMt9ZBUCH++5EEVT79c9gMJCYmEifPn2Amtc3k8nE/Pnz3fy8oD49ibxsFABpL7zWTIUyTUXO+djKcN5URUdHk5qaSlJSErm5uQG/TE+r1TJz5kwWLlzo0ZMeg8HgNgOmuj6xzMIrFbejR8MmDrKQb31id10UKMq5Lfh1tsS/SNRB+MZ8H+PySzgWGeq1Y2g0GqZOncrkyZNdhSiqLsF1zlZ0Bg3rms3zEGPoRQfyKeUWXqYEx2dpMBhcwa3i4uJGjaHMsGA2dOnA+ccyuN52Bs9wwEuqHVStJtmWaUxwsT76kch5VkcFu3e1f0DriLPVSfWx7ykKtZIrPrqN3tedhmi38+Ndn7DrvS0+tNT7NFV7q6dy9rhBqyVlHRgeOArPtq/xEO0FfuBWhtOdOG5lGO+xvtbmql7fGrq2CQg8yTUAfMRGDlOzCrE/2ZF6ghHPPFvn6/W95qTUaOTpr1v2e7KpSE1vdZw3VVFRUezbt48+ffqQl5fXKvy8adOmuRUeawhn/sKKioqa+pRKnslNRRkaguHwMU7Mf9HbJteLXqFkYUxXHs8+wn6g16vPYPivgrIS7wXL1Go1kyZNYtasWZhMJtdsOWfQat++fZhMJreb6tpm9ETfcBUhpw/EVmHg0APTseTkuV5zvq+kpKRRY8hmU5KXHUpsQhGRl11E6Ybar7VNxVmYoWrBDJm60cTFEHrJBQAUfhxYD8iaQvWx7ymCKLDUvJS7rXcDMFszm5fVL/vKTJ/QVO2tHefscZtWS8oWyHtsN8o5iTUeouV8+AWxt16PJjaauDtuIqOyqFJ1DAaDq1iSJ9e3xEccFaoL126k7N/AXwnVVmm7Ifc2Qm35+JoTNPIX3lzybTQY+WvYa3S3x5LvozyPnpCnKCX09zGkKvKII4yv3/uRjoWlPjteQ0tya5vNE0c49+N4yvMkn3Ec7+W6+9y59No2GAGhgXfL+Ao9GpbhcMLUlyZyUBlYgZOWQqlRcvUXE+h93WnYrTZWj/+w1QUeJY1S49Hs8QLKeIWfAXicK9DT/AcUVzGEgSRhwMxiVje7PRmZ5tLYm6pAwNtLvtvfO5695grsBgOHp87Bbmj5hzHtFEoWx3TFePAIqtAQTjv7KMEhvusLT5bkVp/Ro2wXTIf7HUsIM157l4p9NSvDNxXn0uuIi4eh0LWtPKKtCqWSLgueRFCp6KHRY9j2n78t8gsKUcEy8zJX4PFxzeOtLvAoaar6efXMHrcbTaQvfweAuDtvQdU+vNmHDjlrMGHDhyLa7aS/9Eaz25NpOnLwMUCpmvewsfn42jpXmE+n907HkrwHeJdM/JdwWZkQzPjg1zlJAYkl5Xzz3o90KPZtDpvGLMmdxVUEoWUnJ/i8sliDt/i+T2cqVEoSCGcYPb3atoznLOJW+tORYioIXnaOV9qsaxZtoKLSqbnmm7vpcUV/bBYb3970AXs/3u5vs2Qag80MVhNaJY5iNNRdMO11fiWbYuIIZyIXN+uwKpTMwrGU7W1+9+v3iYy08DTnoRQJHXYW0bffCMDxeS/4dYlpiFJF2sNPUHH4OGqNjdPOPkpQu8D5boy/5zbUEe0xZWSRveoLr7ZdmBeC2aRCGRxE+IXDvdq2jOckPnQvoWcNxm4y83hkYsM7eEBdOfECFaWo5E3Tm9xuvR2AhzQP8ZpaXjrbqqjq550JWrHugml5X/+I4WgqyuAg4ifd0exDJz56HwD5q9dgOOS7YqkyDSMHHwMU53LaHj16ANC7d+9W8eTbmziLjVQtOhKKnqe5AYBlrOE3/D9tOkNRyFWql8kICSKpqIw1v6xFZzc2u9K4KIpkZGQ0uehKPxK5mXMBSOYzRLybgLlMp+Hn3o6cas6iP96itr6Xqcl4RnALwwB4WPUez7z/glccydpm0bYkjRn7Kp2aa7+9m25j+mAzW/nmupUc+LL1zgpo7nnfarEYYFF7Qt/sQcoFEPpmzzoLplVg5vnKGYoPMYZwauaH9JTbGEFXYiimgpf4qbkqZGQ8xrm8euDAgQAMGjRI9vMAQa0m6QlHnse8734m/xv/5+q0F5ewf+JjlJdq0GitnD/sODrB0OxK46IokpWV1eTrvSYuhtjbHD5x2tI3EL0cvBZFgZyMcAAix3q3EJfs53lG+IXDib/nNgDSF77E588v9ZqfVz0nXkvSmLGvFJW8bXqbm2w3YcfO/Zr7eVf9bgtY6Ruae963VgSLgaDkRGJfHEjKmRC7dFDdBdNsNtcMxZgbr0LToen1BdqPPJ92A/thN5tJf/XtZuuQaR5y8DGAMRgMnDx5kpSUFLKzs/1tTovj/EKs+sU4nSuIJpST5Ld4nsf6SLWmca1hNiasxO/J4fYXrm92pXGTycScOXOa7Bgkcx0KFPzKLjawv0ltNIRz6fUVnIEOtdfara3vpYQz3UL1lAtVGUgnFnILAEv5ke+t2/waMPQmno59pVbF1V/dSZdLemE1Wfnyqnc59N3uFrLSNzT3vG/VWAyYSxypIczl9c/s/oANHCWbMIJ4hDFNOlwQGh5jLAAv8xNFlDepHRmZpmIwGEhPT2f+/Pnk5OT425wWx2KxuP0GiLvjJnRJHbEWl3Bi4Uv+Mq0GtuxMDl57NbaSMgwqE90yUppdadxsNrN48eImz3hNeGgiCp2W8j37Kfjx1ya10RBZaY6l12HDz0YVEe61dmvrexl3tB0T6DJ/DuAouJT12Td+DRh6E0/HvkJU8IbpDa63XY8NGxM1E/lA/UELWekbmnvet2YEiwFraT4A1oqSet9b+NsflP23B4VGQ8KUe5p2QKWShIcmApDz6TeYM6SZmiqQkIOPAY7VamXt2rWupNxSQqlUuv3uTQfu4SIA5vApBvx30a4tMHTIepzl2t8AmF5+CVGENOsYSqWS8847z6W/MVxIPy6iPzbszOXzZtlRH2u7JZJLKaEEMZrTvNZu9b6XClXTLRQVFdWZciGMIN7lfnSo2cA+FvCNfwz2EZ6MfYXakePROePxq6vf5ehP+1rQSt/QnPO+LeDpuW/FxvzKcX8PF5NEVKOPNZGRxBJOFkW8yf8avb+MjDewWq3873//k/08QB0b7Vpil/bym9iK6785bWms6WnkveaYcRV523VoOyU0qz2lUsnZZ5/dpOt9UO8eRI5zzEY8+fwy8NEsqrISPYZjJxBUKiIuHem1dqXs51UPHtaWckHQauj24jxUoSFU7D9E6rwlLWmmz/Fk7AuiwDLzMteMx0maSXyi/qQFrfQNzTnv2wKNOffTXnQsrY8cN5qgPo1P8RV15Rj03TpjK68g8833Gr2/jPeRg48BjlqtZsKECajV3ptV5hfUjgrN6MJO/b+hXSo1O38v4GZUKFnHXn7AP/ncGsrF+bL4E4URFsLFIJK5rlnHamrfKxBI4XrAUbl1PxnNsqM+rEoFXyt3AHC9F5deV+97qeBMt5CUlMTOnTtJSkpyVTN3IiCwjLvoTDRZFDHJTwWXfElDY1+hUnDVp7fTfWw/bBYbX1+3sk0EHqENXfObSGPO/W/Zyn+kokPNz8zmYvq7vV5f7tL2BPMQlwLwPKv9+jBLRtqoVCpuvPHGVl/1V1Q5ZvyJ2lBED/286jehHR97AGWQnor9h8j9zD+rWxrKxZn92beE5Rai0Gpcy8ObSnP6PvGxBxAUCorWbaT0H1/6xAJ5P64FIHLcJV5rVarBR2e6hV69erFjxw569erlVs3cSdLsqQT36Ym1tIzDjz6BaGpb31ENjX1BFHjZ/DK3WR1Lzh/QPNAmAo/Qdq75TaUx537pln8p2rAJQaGg98pXiRjjnue7vtylglZDwuS7AMha8RHWgqLmGy/TbOTgYxsjIAtFqPUYpxwnZR0Yp6TCjEKPA5BOrmQII+iDBSuz+Ng3dnqAwWCga9euALUGhkrN5dxd4Ki8djPDGEavFrfxRs6lH4mUY2pwabo3xsvnym0AXEx/ImnX5HZkHBgMBnJycti2bRs5OTk1HNIHuZRLGYQVG/fwBjkE1swQXyMoFVzx0W30vHogdquNb298j8Or9/jbLJlG4K3vKRGR+3ibI2QRTSif8ggpXIcah0NbX+7ShxlDKEEcJZtVbGyWHTIyLUkgFooQ1XoKpu8lZQsUzNhHxdw0jwOQTkLOPJ3Iy0YBkPrsC2D3z0M1g8FA3759AejTp0+NwJDJaOTPSY8gWq2EDR9K+0subHEbw4YPJeycMxFtNk6+UH/RDW+Ml/yfHMHHdgP7oevcqcntyDgwGAzk5eXxzz//kJeXV8PPi7rqMqKvGwfAsSeexXQi3R9m+g8RXjC/wJ1WRxX3BzUPtvql1lLDm99TqSmLKd97AGW7YLo9/zSd585EoXc87Kovd2nszdeiiY/Fkl9I1nufNtsOGe8gzZB7G8Z5sxVQKDWY0DL3j8q/VVpQatxyItaHXlS7isy8xe8cItNHhnqG00koLi6uNTn8evbxBZu5jqEs5lYuoOX6Q4+G2VwFwHLWkE39edPGfX4bh0LzuOrcO7EaLdhMVqxGKzaTFUu5mfz92WT/m07Ozgysdazo+Vc4yWGy6E4cV3Im77K22TqqzqBAXeLxWGnrDKcXT1RW5n2GL9nMIT9b1LIISgXjPriV3tcPwm6z890tqzj4tf+LTsk0Dm9+Tx0ik4t5hkXcyo2cyxQu5Vx6cS9vkEperfvE0557Kqtkz+cbrNi8YouMTEvgvNkKKJQaTIKWuVsq/26kn4dSQadZjwCOaqRl23f6xExPcd4wl5SU1OrnGQ4cJnvV58RNuJlOsx6h+M+/W844pZLExx4AIPeL1Q1WAn+55GU6P9mZszkbk2DC+c8oGDFi5IjiCP8p/mOnYieldbRhzsyhdOsOQoYMImLsJWR4oWiDMzht14Ugqsvc8mdKGX2v7iQ9+RgAme9+RNH/1vvZohZGhOfMz3Gv9V4ApmqmskK9ws9GyTQWb35PmbNy2HfLJBKnTSbuthuIvm4c7U7vz5FpT9VZuVoZ0o74iY7K6BlvrMReUeEVW2Sajxx8DHDsdju7d+/G7qcnwC2BVqtl5syZLFy40O3JhVPzPWXnkUAE2RSzmO+8e3C13rEU3Pn/BoJ1nvIUnzGKgfSiA5O5hJX81eg2mtL39zGKeNqTTTGvsqbB93cYmkRQdMOzFe02OwUH88m2/ER2VgzHjnQiNyfa8aIAn7OZWVzFDQxtdvAxpEscnV/9kicy/kf/j1ZQWqym/NOHqcgspCKnFGuxmSkTHmDRgoVtIul2bdTW90oUvMAdKFHwPdtZxi9+tNC31KZfG67nkmXX0vfmwdhtdr6/7UP2f77Df0b6CClc8+ujoqKCNWvWUNEIR7EMEw/wLn+wj8XcymC6sI5kpvI+37KVOMLpRFTlTyQX0R8dav4jlW/Z6kM1MjINI4oi+/fvb9OVT7VaLdOmTWPJkiVu39tOzSFXXEpQr+7Yyis4uWS5V48tqvWOB5k4H2x6x89LX/YuEZdejCYuhsQH76X4tZWNt60JfR911WUE9eiKraKC9OXvNPj+022n01fs61Hbh43H2P42/NsR/tcLtnQ+9Vr+92sIGTKISC8EH6OVnbj0zP/Yeg1MSdpJVi8rxb8+RJ4tg1whlxJtCbdMu4Xnlz7fZv28uvq+c8p0FDotpVt3kLb0dT9Z53tq0x8kBvG0+Wnus94HwHTNdN5Uv+kvE32GFK759WE0GlmzZk2jZkWKFgsnF75E6d/b6DJvNvpuXej76ducWPQyuZ99izoqEm1CHJqEDmgT4gg5czCqsFBMaRl+S+EhUzvC8KfnSXPkNwOdWs2vM6cDEBwc3KibJG8RFhZGUVER4eHhFBd75kg1ZR+voAuDmUXu2xaGg7G4XrvCwsLI33aC7O4fo0XFA7zLp00I4tWJWg8zCh3Bz+Gw8A8TpmfbN/ikvq5gaXXu5AKeYzwGzFwa8hy7S44267N3fk5JSUkUFxcTFhZGamqqq81oQtnCfNqhYyrv8z4NPy3tde1paEK0KLUqVDpV5W81Sq0SXbie6AEdiBnUAW1IzeqNqccS2bL5dA7fPYQkg4ptLATgbJ7gCI2rzh7dP54eV/anx1UDiB/SscH3K1GQfySXgsO5FB8roOhoPkVH8yk4kEPevmxEW2AHbqqOecCj8/J6hvIa91CKgdOZKZnKvLr2QZz56Pmc8dAIdGF6RLudHyZ8zO4P5KCRlPD0+6sbsbzFJAbiWBpowYq6jues1/EC69jrE3vrIigoiPJyx7k7auFijHKl14AlSKNhzYzHiY+Pp7S0rjlhviMsLIz09HQSEhIa5ec1dh9vIOrCqHjafWlo0FMJCFX8vNrsCgsLY8+JVK7YuxllaAgnlywj692PvGeXWk/F3DSH3zYYFv5jQjknscFZdnUFS6vTfuT5dH9pPqLNxom7H+Ho2vXN+uydn1N1nG0qgvQM+PETNNFRpL3yFpmvr2ywzUutlxIpRqJFiw4dGlGDDh1atISIIfS192WAfQDtaV9j382dYemF8NO3SaA1M+iP71BoNOy77f5Gz07tZu/GWOtYxtrGcrb9bBQNZf5SQiqpHBWPclxxnOPCcY4rjnNIOMQ+xT4sQmBfO2vry4bGRui5Z9HrrRexW6zsuuxGyVTmDRaDmWiZyMOWh4mqLB43WzObl9Uv+9kymZbE0+8vdWw03RanEDJkEAB2ixWFunY/7+jMp8lf3fBkHG8TEhJCZmYmoxc9R4UEq5rXhzzzMcBRqVRcfvnl/PDDD26VEAMyt6OXUalUlD/6N1pU/MNhPmOTdw+g1IBKi8lG5ZJwz5YJebpk8D3+4GaGMZgupBiubvQTrup9X7XYjRNnwZsYQnmH+2iHjgNk8KGHOcwOfPlfw28SBNp3iyT27J7E3reIDglZJHVJc/0UnDmFrUvXsXHlIYaX9+AmzuVZvq63yXbxoSQM60LH4V3pNrYv7bu5V6rNyYriRGoiGo2ZoCADQSUbCIrUExTTDk07LTbshHeLJLxbZI22LRVmsv9NJ2vrSbK2nSRz60kKDuQg2lvPc5bqfa9AYCqXA47UA2098KhSqbjipisp6Gvi9AeGoQ11BL8Lj+Sx9vHv2vRS67qu+VKhufqPkM2lzCeZ65jESFfgMZtiTpLHSfJJJY9tHG3xwKOMTG0olUpGjhzJb7/9hs12KgVAIOZ29DZKpZK3izJRhoZgOHaC7A8+8/IBqvh5WwBBS5CHfp4nSwYLf/uDonV/En7BMGKnT8HWSD+vet87i91otVo3W8xmM8qQdnRd+CSa6CjMOXlkv+dZ8Y2fVT83/CYRksQkBirPoe/wtzkzFUbth6HH4ZMVkKbYxOvK5az7YSuKq88l6qrLGgw+RolRnG07m3Nt5zLaNpreYm+31/fHOmZXaq0QXQpx+7YRZQsnWowmlFCwQVLlv+o19UyY2KXYxb+Kf9mu2M525Xb2C/uxCa0nhUZt532H+ycAkP/tT20+8KhUKhl7/lh6/tKTKaYpROLw5zOEDJ5WP80q9So/W+g76rrmS4Xm6rdk57L/rofoMOkOOtw3wRV4tBQUYs7IwpSWgSkji4r9hyj44Vdvmy/TTOTgY4CjUqm48sorWbNmjduNWCDmdtTr9YSEhPDoo4/y4osvUlpaWmuuHE+5wNYXy+oT2LEzk48QaT3BIwA7Io/xAb8yhwutfTF/ndrwTlUIDg4mOTmZdevWufJLRkZGEh0dTWpqKklJSeTm5nKaIZF3mEQs4RgwM4MPvVv9WBQpPJxHYZqF/T2GAxARWcCQs3cwYNBeIrpHcsmr1/LnM2YMnxjpnzacIUV5VBSVYyoyYiwyYDNZiR2cSMfhXUgc3pXwru5BQ7vNzsn1Rzj07W4O/ZxK8c3H3W1YeIdrpmxkfBR7MvZzyY1jUMfoCO8aSViXCMK7RRLZKwZ1kIbEYV1IHNbFtbuxyMD2ZRv5+/m1mIoCP69Q9fP+SobQg3jKMPI6bfeLVBOiJWZgB3pdNZBeDw9HrCx4XHg4l7/m/cqeD7dhtwb2rNbmUtc1XyrUqr9qegxdGFSY6w0emLHyBJ/wBr+hQUU6BXI1a5mARaVSMXr0aNatW+d2IxaIuR2dft4DDzzAsmXLmu3n6fv25MeyAgBOLFyKaGl917zU+S8ScvYZ6Pr2YnVZfqP2DQ4OZvbs2WzatMmVXzIxMZGoqCj27dtHnz59yMvLg6RE+r74LLpOCYhWKyfmv4jd4MWgtACpQirHtUV84qhzQlI+TPkD7v0TEo0dmGefR8VjBtZtqiAj9nYOCOUUWHIopphioRgDBvrb+zPUPpRzbefSU+zpdgg7dv5R/MMPyh/4PvgPdjzlvjon6KkrXDNlY0NjObL2COPPHU90WTSd7Z3pLDp+etp7okfPEPsQhtiHuPYvp5z3Ve/znPo5chQ53vtsfET18z7krMGEDD4N0Wol8+22W1wlSAyin70fo+yjmPr7VHQmx8PldCGdJeolvKd6D5PQNpfaO6nrmi8VatPvlh5DG4qoNtc/Q91mI2P5u+R+uRplu3aYM7OwVwT+/Z2MHHyU8RJ6vZ78/Hz0ekcC6ZkzZ7qCZYZ6YoZ6vZ6wsDDX/6tOs55eOgaAL/Rb2Wk44TvjfchOTvAW/+M+RlF+53qeMl7FCn5nNycb3LerOo5BvQag0+lcn4vBYHD9v7iomDsNI3iKa1Gh5Bg53MlrHrXdXAryI/jlx4tY//u5DCq7jsGThhCaGM5/91sABSO5puE2DuWStvEoJ9Ye5vAPezEWVKYvcAYZ6sBaYSGWSFLXHKwxLV+pURLVP574IR2JG9KRuDM6Ej0gHl24nnOfGMXgycP4+/m1bH1pPZby1hGMEBCYylgAVrKOAsr8bJF30EcGk3BuZ2IHJRBzWgdiBiW4zYAVgYKDufz5zC/s/Xh7wC+ll/ERlekxjFotKevAOCUVTCZY1HCKjBN1FJyRkZFpPHq9nrS0NNesvGnTpmEymUhMTKSiAT8vNNRxUxkaGupaxQEQcf+diEDFxr8p2diCRVu8iDk9k8zXV5L46H28VphB7MyHsH7yFeX/7Wlw36COCfQ5fZDbTEeDwUBJSQngKHgTPPpCkp58DIVOizk3jyNTn6JsuwerVppJaiQ8fg3MvQwmPjmHyYY76WbrxmWf6YFIYEHDbQipbFZsZoNyAz8qf3QFBUVl/X6eUTBCL1irW0uxyd3PU4kqeom9GGwbzGD7YE63n84A+wCCCeZ+6/3cbr2d19Sv8ZL6JQqFwqbKb3E63DcBgPwffsV0sm1Utw4VQxlqG8oA+wAG2gcywD6A7mJ3tyX3aYo0nlc9z/uq9zELrcMvl/EuzvQYNq2WlC1QMGMfJpOJoOSGU2RYsnOxZOe2kKUy3kAOPsp4BY1Gg16vr5GPUKPRYKjjAVb1gOXRo0cdwUqDgSF0pZstBlEt8Jzq+xZU4n0W8i0XKwbQoySOOxjBHYxgJ6l8xJ98yd8UUo4CgX4kci69OIeeDKUHUXkhFESuYpn9NlbzD7+wi0wcjpS9xMyyiju4lIEA/MwOJvMOJbTsUx+jUcfm5zfyz8Kf6HXtadx0/hiSwuM5GV7MwfBctOF6dOF61O005O/LJm3jMdI2HiXtz2NU5Hg/iGYz28jenkb29jR407FMX6lV0fv6QQxPGU37blGc/+zlDHn4PDbN/41/X/8LmymwZ1pcxun0IQEDZpa38iIzuoggel49gD43nE7SRd1RqJQ13mMsrCD3v0zOFPrz0mUvYpCfZEqbGukxaHwlXRkZmWaj0WjcgmTgyI2o0WioqMfPqxqw3LdvnytgaY+KQDeoPwBZr7zlU9t9TdZ7HxM56nzo34ewKy4l7IpLMRw5Tt7XP5C3+meseQUgCOi7dabdkEGEnDGIkCGD0MREceXJPcQ+l4Lw61qK//gLU1oGAGbRTuzMhwi74lIASrb8y5HHnnK01YKU6eB1/Qre4mXG2MYwrt8U4jr2R3+yAuWOk4SL4YQRRogYwhHFETYpNrFZuZlNik2kK7wfRLMKVvYIe9ij2MMHOGYIqkU1l9ou5Unzk/QV+/KY5THutdzLy+qXWaZeRpkQ2A9t250+gNCzz0C028l8631/m9MsQsQQLrNdxjXWaxhpG4kWbY33lFDCHtUerDdaueHHGyg1t3xOXZkAonp6DJD9vDaMHHwMcGw2Gxs2bGg107KLi4s9TrRdNWAJnApWGgxcz1AAdsfnkZbZup9olGHkinYvcPKdrXx/8zJGWHsxkCQGksRcrudfjtOXBEIJqrmz0cYF9OYCHLlydnKCjcaDFA/5lkutA7Fh51m+5hV+9uuydLvVzr5P/+XbT4v4hSewomEgi8mhxLsHakJ1cpvJyp5VW9n3yXYG3nU25z55CaGJ4YxcejVnTbuADU/9zK73tkAAVZ1znfdWG9Mqcz2+z3rvf54tgD4ymB5X9qf3DYPofHEPt4BjcWoBWdvSyNmRTvaOdHJ2pFNysgi1Wo1m/HisrXAJXnNpbdd8byN1/TLSw263s3nz5jZZ4b6+gGXw2Escf5/MoOTAYX+Y5zVEi5WT9z/OF/v38OBnqwgefjb6bp3p+NgDJD4yibJde9F3SUIVXnPGnxUR/ZmDSDpzEMx+FMORYxg2bWNK1mFX4DHz3Q9JW/oG+PG6aBfs/KD6gd/K/2XgS58DsOuKezAeOe7V4zSlOrlFsLBatZoflD9wne06njA/QTexG09anuR+y/0s1izmTdWbWIXA8SmqnvfOWY8FP/+O8VjrW+kVKoZyqe1SrrFewyjbKLeAY6aQyXbFdnYpdrFTsZNdil0cF46j0qi4WnM1RrHt5rSti7Z8zfcEqeuXOnLwMcCxWCysWLHC32b4lOrBSjVKruJMAJ4/8SkWfFTRzmYGq8m92rXNB1P+1XrM+nZor+vC3VM+R59v5kbr6dzKcLoSy1B6AGDEwnaO8hcH2a5JJS2mnB2fbmDJJY9zbnk3+pHIQDox0NQJ+6ES8oVS7hHfYAP7vW9zE9nOMfaRTh8SuJFzeQUPEp17So3ll8fBg+rkTuxWOzve3MTu97dy+n3ncs7skYR2bM/lK25m8ORh/PrQV2RsblxezubiTDlQHed5fwkDGUgSJize/SybiyCgUClcP4JSgTZES/ueMUT1iSWi96nfIR3cNRYcymX/ZzvY//kOcv7LqLV5KVz36kLK2kHWLyM9LBYLn33m5UIrrYDIyuDjgZUfYfFV1feqfl5ltWt84OeJaj2iqh3nBIWS8fQrlPMCUaPPI+rqywnq1Z2Q0x2rVOwWKxV79lO6bQemnfvQp2fx9cb13PrcfJSDBxLUrxf6bl3Qd+vCIbMBW3kFx2bPo/C3PxqwoOUwpWVQsnkroUOHEH3NWE4+96rX2q6x/HL6Xo+qkzuxC3Y+U33GV8qvGG8dz0zLTBLFRBabF3OX5S4e1z7OWuVar9nbHJznffCAPoQNd0y4yHzzPT9bdQpBFFChQokSVeU/vainu9idXvZe9LT3dPwWe9JR7Oi270nhJF8rv+Yr1VdsVWwFoWb7Ur3ugbS1g6xf6sjBxwBHrVYzfvx4Vq1a5TvnLMC4iP5EEkIRFXS4bRDqT3b5RrvFAIvao4uIJmVOKkuv74zJ29O7a8lXVmwy8dKi9rxk+Ymh9GAAndjFCf7lGCasNZajP5z7BpGRkUQa9IxiIJepBnPJ5Zcy7ve7OVjq+/yOjeVDNjKPG7mV4d4NmDWxOnl1rEYLW5b+wX9vb+asaRdw9oyLiD+zE7dveoTd729h3czvKcv07QzD6pXLnVXLnajVasbfOp6b3+sAInzEn2RR5FObnAhKBfFndqR992hCO4YT0jGc0MqfkI7h6ML1CApFww1VofBwLvs+28GBz/8je0fDy7CkeN1zImXt0Hj9Wq2WmTNnsnDhQkymtp2kXqZtolarufrqq/n6668lc87r+vRE17kTosXKedoQvlOrfaJdsBgISk4krH0UKUf38eZ1fSnxsp9XV74ya3Ii2R98RlC/3oScPoCKQ0cp37kHu8FYYzn61jnzMJlMdD5tINqzTid65PlcMPoSPr/xXgp37/Wqvd4g96vvCR06hMgrLiVt6eveKxTUxOrk1bEKVlaqV/Kx6mMmWScx0zyT3mJvVhtXs1q5mlmaWRxXHPeOzXVQvXK5s2q5E+d5v+N8R9Gcwl//wHDoqE9tciKIAoPsg+gudifRnkiimEiCmECimEiiPZEIItzyMnpCmpDmFnAUhfpXE0nxuudEytqhafq1Wi3Tpk1jyZIlsq/XymnclUWmxVEqlYwYMQKlsmZuNK8eJ4CGwnWcDcCPyn8558LhvtVuMbiqKPskr0S1gJnJxqk8FsBmDvEW/2MzhzDhcN6qLkdPSkpCr9ej0WhIo4AVrOOe4HcI/WYU2YrAXIL7GZswY6U7cZxN9xY7rlarJTk5ucYSr7owl5nYOHcNb/VeyP7PdwDQ//YzmXhwNkNnXIxS47tx5yzGFBsby8KFC+nQoYNbxVClUsk1EcMZLHbBgpWX+NFntgCo9Gp6XNGfy969iQez5nL7pkcY98GtnD//cgbfP4zuY/sRc1oC+ojgegOPpelFHP/tINte3cAvD3zBxxcv59UOybzRYz7rn/jRo8AjtNx1LxCRsnZovH6dTkdKSgo6nc7HlsnI+AaFQsHQoUNRNPKhTqMJoGtKyOgLASj96x+GnTbIp9oFiwHB5PCXBKsPlnhWC5hV9/Mq9uwne9XnlP69zVWhuq7l6IrSMvK++p6MWfN4LrYblgAtPFL42x9Yi0tQR7Qn/ILhLXZcrVbL7NmzPfbzTIKJl9UvMyhoEO+pHLMKx9nGsc2wjWRzMsFisM9sdVYu79q1K0uWLKFbt25ufp5CoaDXqIsIu2AYABlvrPSZLQAaUcNI60heMr3EIcMhNhg3sMK0gmcszzDJOomxtrEMsg8iiqh6A4/ZQjYbFBt4W/U20zXTuUJ7Bb31vemt780s7Sy2KLc0GHiEFrzuBSBS1g5N06/T6Zg9e7bs67UB5JmPEqcbsczhGmIJ4zIW+tsc2olaLmUQAF8pt3A7I/xrkB/xNHdmoFFAGT+xgysZwq2M4G8amcvJZkaLiZnna1m40fG0GJvZ5cjXhTMIsXTp0kY9FSs5Ucg3N7xHpwv+ZOTLVxMzoAMXLBzLoInnsHnR/9j13hafFKUxGAwYDAZmzZpV80UReq52OG+fsok0vJ9gvl2HMDpf3IOeVw+gy+jeqINOfb7mchN5u7MoOVlE6ckiSk4WUnKyiJIThRjyK7BbbIg2O3ar88eGzWTDapTeE1wZGRmZQEYdE0XHqZMJ6teb3VeOBz/n2bKKIiGjzgeg8Kff4MLRfrVHpvGIJjP5P/xK7C3XEnXNWAp/Xde4BmxmtKKJmWdpWbi9cX7e7NmzWbZsWaP8vBwhhwe0D/CO6h2eMz/H2fazedzyOOOt43lJ/RIrVCsoF8obp8EDnH5ecnJyra/v6ZoAQNG6P6nYd9Drx48WoznPdh7jrOO4xHYJoYS6XjNiZK9iL+lCOieFk6Qp0kgX0kkT0sgT8rBgwVr5zybYsGHDjJkKocLrdsrIyEgHOfgocQyYuZzTUaCgPx3ZjX+X8Y62DESPhjTy+Vs4wu0tcEyj0UhKSgpGo/SSHvuKVWzgSoZwJUOYzceU0YjP1mIg7K1epCQf57U7epKTmeaYldqAU9pcTqw7zIrTl3D6pHMY8cwYwrtGcukbNzB87qVsefEP/n3tT8ylLTPV/xx7DyIPgQ07L/FTs9sTFALR/eNJGNaFxMqfsM4Rbu8pzynl8Hd7OPjNLo7/djDgq4DLyMjIyDSMrbyC8IvPQxmkJ/ScIZT8+Y9f7dlmLEXVPhxbWTkl6ze1SPDRaDQyf/582c/zIrlfrib2lmsJG342mrgYzFk5Hu8rWAzEvXQ6KQf3suL2geRlZSJYDIg+9vO2K7czUjeSG6038ozlGeLFeBaaFzLdPJ031G/wuvp18oV8n9rgRNu1MyfjHH5Yxusrm92eIAr0Ensx1DaUofahDLUNpbvovvqokEJ+Vv7M96rv+U35m08CrjIyMjL1IQcfAxyr1cq3336L1eqbQEAGhfyPPYxiAOMZwUw+8slxPOVK82AAvuQfLDaLT7U7MZlMzJ0716fHkBp/sJc08kkkkms4i/dZ36j9bcYyx+/yAt8sh68D0WZn+/I/2fPRdgZPHsaZj5xPu7hQLlw0jnNmjWT78o1sfWk9FTllPrXjIavjZuwr4R+OiZ479NVJurgngycPo/PInmhDay5VyD+Qw+HVezj0zS7SNx1HtAdGxW9fX/cCGSlrB1m/jPSwWq2sWbPGZ2PeXl5BwZrfib76cqKvHef34OOvZYUAFPy6DktZuU+1OzGZTMyfP9+nx5Aahv2HKN+zn+B+vYm86jIyGxlAs1f6eWJ5kccFZbyBKIh8ov6E1arV3GG9g4csD5EoJjLLMouHLQ+zUrWSl9Uvk6ZI86kd0XfdDEDJX1so39XEvJ4inGU/i/ss9zHSNpIIImq85bhwnDXKNaxWrWajYmPAVPz29XUvkJGydpD1Sx1pJhtoRbTEjdgqNgBwPUPRofbZcRrCnlHOOTbHU7rP2STfhLZi7Ih8zJ8A3Erj8wE5+9xffW8qMrBp/m8sT3qaX6Z8SfHxAnThes6dPYrJqU8x7sPxdLmkF4KilhJ+VVHr0YbFkPzMArRhMY4CRA0wiCRGiL2xY2eJ+H2jbVcHaRg08Rzu3j2Dm3+7n17XDEQbqsNmtpL21zH+fu53vrzqHV6OeZK3ei9g7ePfkfbnsYAJPIK0A1BS1g6yfhnpYbPZWLNmDTabzWfHyPviOwDCLxqBKiLcZ8dpCIPdxp8GR/7F/NVrWkS7jO/I/crho0RffTkIDfhD1XD2ub/6vlwoZ7l6OQP0A7hPcx8HhYMEEcRk62R2GXbxsfFjxlrHohYbvi/StAtn1lNz0YTFIHrg52k6xNF+9EUApL+2otG2a0QNN1lu4g/jH/xu/J0bbDcQQQRWrGxXbGe5ajm3a2+nh74H/YP6M007jXXKdQETeISWue4FKlLWDrJ+qSMHHwMcjUbD1KlT0Wh8txRhDf+RQwlhBDGOM3x2nIYwfXwUBQp2cYL9ZLSI9vpobAETbxMWFkZYWJhfju0NPuJP7Ng5g670pkOj9nX2ucd9r9aDrvKz0oV5FOTzBKvBwvZlG3mjx7OsHr+K3N2ZqHRq+t1yBjeuuY/JJ57igoVjiewTW7tNMwrhsWwYPtPxe0Zhg7bdjcMhPdStjBMaz3M9hnWJ5MLF43ggLZlL37iB6H5xWE1Wdq38hw/Pf5UXQmexatjLrJ2+mkPf7qYi17ezN5uDv899fyJl7SDrl5EeGo2GiRMn+nTMl+3YjeHIMRRqNVFXjPHZcRpiY0UJRtGONTef0i3/toj2+mhsARMZdwp++BW70YQ2sQMhZw1u1L5qtdrtd0OIaj2i1pGzUNSGehTk8wSLYGGVehVn6M/gZu3NbFVsRY2acbZxfGL6hEMVh3jO9ByDbIOglme0olpPxZNHsFw4jYqnjlIxN61B22JuuhpBqSQoMxfz7n2eGSpCvD2eJ8xPsL9iP2+b3+YM+xlYsfK18muu0F5BQlAC5+nPY7p2Ol+pviJTkdn4D6SF8Pe570+krB1k/VJHXnYd4CgUCvr37+/TilhWbHzCnzzEGG5jBJ+z2WfHqg/TKkdhki/5G2gZ7XWh1+uJjo4mJSWFFStWkJub61alzpeYzWYMBgOpqamAI2G12WxukWN7k5Pks579XEBfxjOCOXzq8b7OPveo7yuDfEatlpR1YJySCiYTLGrvtSXbdqudPR9uY89H2+l0fjcG3HEmva47jZCEcIbOuJihMy4mc+tJ9qzayv7P/6Mso7hGpXPgVAXMOuyKoB2XtzuTjH42Dt0bRM/fBmBXiKh0apRaFSqdCk2IjuC4ENrFhRAcF0q7+FCC40JQ6U458KUZxfy7/E92vLkpoIOMdeHPc9/fSFk7yPplpIcgCPTu3RuhkTPHGkvul6vpNP0hoq4dR9bKj316rLr4tdyx5Lrk13Vgt7eY9trQ6/VERUUxe/ZsPvjgA/Ly8lrUzzOZTG5BT5PJ1Op8PVtpGYW/riNy3Giirx1L6d/bPN7X2eee9L2o1lMxNw2bVkvKFiiYsQ+TyURQcqLXlmyLgshq1WpWK1dzpv1MbrXeyrXWa4kiivut93O/9X72Cnv5RPUJX6q+JFXh8NFRajAJWuZuqWyoAT9P0GpIGHMF3XfqOWeLnmjLFQhWAZ2oQ4cOLVraie2IEWOIFWOJEWOIE+OIFWMJIsjVTj75vKt+l7dVb5OuCMyq6PXhz3Pf30hZO8j6pY4cfJQB4EM28hBjOJdedCOWI2S36PF72GKx7SjAjp0v8W8+Ir1eT35+Pnq948llamoqBoOByMjIFnFMncdKTEzk4MGD9OnTp8UcYm+zig1cQF9u4Bye5kvM+GDJRxOCfE1GFDmx7jAn1h3mlylf0uuagfS/40ySLuxO/JCOxA/pyMUvXEnaxmPs+/oAB4LLKS8PrrUpTYiWsM4RRPWLI3pAPDEDOtC1fxfe7HKqqM3Yu8c3yrz0zcfZ+tJ6Dny5E7tFXs4gIyMjI+Mg/9ufSXz0fvRdk2g3+DTKtv/XoscvsFnYZiwFoHTN2hY9dnX0ej1paWmu4N++fY5gVmJiYov5eYmJicTHx7Nz504GDhxIZmZmq/T1cr9cTeS40bQfeT7KsBBsxaXeP0hVP8/DIF+TEWCLcgtblFuYoZnBZbbLuMV6C6Nso+gr9uVpy9M8bXmarYqtfKn6kq/Uv1FXneogMYhOYif62PvQz96PfvZ+9FcMIWlYHApRAHoygWGNMm+XYhfLVcv5XPU5RkEuoCQjI9O6kIOPMgAcIZs/OcAwejGeEczlixY9/hUWx3KNzcojZNoKW/TY1dFoNOj1epKSkiguLiYsLIzU1FQ0Gk2LOYYGg4GSEkdepNZcnfFH/qWAMiJoxxgG8S1bPdrPaDTy77//BrR2S7mZ3R9sZfcHWwntGE6/8UPoc+MgYk5LoON53eh4XjdG2t/mZGoCaSc7ENyugtDQUkKun0xIQgi6sLqX5YjFFrSilrRjJ7EYLViNFmwmK1ajFUu5mfKsEsqySinPrPydVUJZRgnGwooW/ARkZGRkZFoL1qJiin5bT8SYi4m+blyLBx9/Ly/CDnRW6zh46GiLHrs6Go2mxlJrrVbb4n5eaWllMLa0tFUGHgFKt/yL8UQauk6JRF4+mpyPPLt/MJlMbNu2DZPJ1PCb/YRJMPG16mu+Vn1NjD2G623Xc531Os60n8kQ+xCGmIewwLyAv56HtT0hqgwSiyCp6FcSbPG0p33NRitjsxVqE+YIAyfyTmAUjZgwYRQcvw0YyBayXT9ZQhbZCsf/88gDecKYjIxMK0UOPgY4FouFlStXYrFYfH6sVWxgGL24kXOZz9dYaJmZU4IouKpcf6PZBpX+V0tqr43i4mKKi4t9eozw8HBmzJjBiy++WMP5dOqurt9oNJKSkhLQgTknZqx8zmYmMZInuJr/sZsyGra7rKyMRx55hLKy1rFkuORkEZsW/MamBb8R0SuGPjcMovdNZxDdN4akLmkkdalaNTHG9T+ryUrB/mxydmUSsQse2D2CoF0WRqTPYeDwM/jzzz8lmZDZ3+e+P5GydpD1y0gPq9XKp59+2iJFlnK/XE3EmItpf8mFnFiwFFtpy33H/la55HpkcDi/VG5rSe3+Ijw8nEcffZRly5bV8PPqKrpiNBqZP39+q/DzAPK++oHERybRYdLtFPzyO9a8hvNVl5eXM336dMrLy1vAwuaTo8hhmWIZy9TLSLIncbX1aq61Xcvp9tM59xice6zqu/u6/mfBwmHhMHsUezjUIZfyJy/lSI9yfrv3GgZ26sjWrVsl6edJ4dyvCylrB1m/1JGDjwGOzWZj/fr1LXKs1WxjATcTQyiXcBo/sL1FjjvE1oUEMQK0Staod7mCjy2p3R/o9XoyMjLQ6/XMnDmzxtLuupxSk8nE3LlzW9xebGawOnIUzRwOCzc6bMFWf46il/mJqzmLrsTyEhO4m9cbPlQr7HutVsvMmTNZuHAhfz7zC38+9zdRS47Qu99B2rcvorS0HaUl7ShdeT8lRzIoOVlIRW45iI4M5p/xCN1Q8S4bKKK81en3Jq2x/72FlLWDrF9GethsNv7+++8WOVbJ5q2Y0jLQJnYg4vJR5H7ydYsc94TFyAGzw7e5OPjUbLCW1O4P9Ho9R44cQavVMm3atBpLu+vz8+bPn9/i9rr5eYNh4XbP/Lzsj74g6prL0XVKpNtzczlwzyPQQECtNfa9sx+XLFnCUtNSlrKULurTGDfiT/pnQmYonGwPuWsmkm49SJqQRo6Qg12wA9DlsTlEXVJC4a9/YMjM4O/MDD8r8h+tsf+9hZS1g6xf6sgZ3QMcrVbLvHnzml+Jr2o14DqqsBmxuIrN3MaIOpvS6/XExMSwYMECwsPDm2cXcFXlrEfNFZ0oq5K/xGvaA5Sqy7uTkpLQ6/Vulb+cugNGv8UAi9qjezWJlAtA92qSR0VdsilmEm9ix86VDOGeymrO9dHa+l6v1xMbG0tKSgqxsbGufKF5uZFsXHcOq78ew7rfRrDtn9M5+N1+sradpCKnzBV47EYsF9EfgHdY2+r0exsp65eydqhFf+XNsBvWhm+GZWRaCxqNhunTpze78qdbNWCVro43ieR+9T0A0deOq7Mtp583d+5cr/h5zlmPA7XBxKlO6fSW9kCl+vJu59JuJ42t+OxrBIuBoOREIhb1IeVMiFjUx6OiLvbyCo48Oge7yUToWYNJeOCuBo/V2vreeU7Mnj2bmJgYl593VHmcBZfCrXfCY9fCSxfBN9of2KrcSpYiyxV4VEWEEzHmYgCyP/6i1en3NlLWL2XtUIt+2c+TFPLMxwBHEAQ6dOjQvIpQNaoBH4dnaw8arWID93IxF9GPBCJIx33pRPViLA8//DCRkZFNNk002RhjOQ0A7fhuuNbi4CXtrYC6lnY3phJgi2ExYCzKdiz7LsoGi2e5ejawn8V8x0yu4mluYDvH2M6xOt/fmvq+rgJFER26erDA3MGdXADARvZzgAx0gq7V6PcFran/vY2UtUMt+isfeqCs4qTbzKe+v1SVN/a6MCg31nRgZWQCHEEQiIuLa9Y5X6Ma8PS9KOfUHjTK++ZHEh64m+C+vQjq05OKfe7lMqoXY5kyZQqJiYlNt00U+a28CIBRwe458LyhvTUTiH6eYDFgKs5h/vz5mIpzEDz08yr2H+LEgqV0TplBh0kTKNu+i+KNm+s+Tivq+/oKFFWInrURfc04FBoNhiPHKP17O1qtttXo9wWtqf+9jZS1Q039zoce1f085/eXqNJWebAmzYBtW0Ke+SgFqlUDNqF1P8GrsIc0/uUYChTcUksFtoZm6zUW06rDhBFEoVCO+tKmO7cyLYdz2Xdjk4Qv4Qd+ZzcaVLzDfcTrIl0zaKs+RW5tVD0nwsPDG31eBKN1nWvv4N8KoDIyAYnFAMbiUz9VAiri2Y+w7jiID6fC8Jn+s1FGxp9UqwZsEur28yzZuRRv2ARA9HVX1Hi9odl6jWWzoZRMqxk1AucHhTW5HZmWw7nsu7F+Xu7n35H33c8AdF30FKGdO7lm0LZ2P6+uAkUeoVQSfdNVAOR8/JWXrZORaf0IFgOCsfjUTxU/z3LhNMpn72NdOpiHP+BHK2W8gRx8lKnBKjYAcCvDUdRRUq2uYixhYWGuHxc2M1pMJJ8PWiWuqdTtRC0Vsx3Vjz/Q/ImgUXpdS2umNVR8bgwiIvfzNhkU0JFI9lzwAVmZWcycOZPs7Gy32YOtEec50dgiRdczlFCCyKCAn9jhG+NkZNoowt9LuaAzCC8lwcaF/jZHUvSIi2Vk/36MO32Qv02RaSS5X6wGIOLyUSj0dSzRbgw2M1rRRPKZ7n4eKhXLC9MBuLRdBCFKecFVVVpDxefGkvrM8xiOHEMVHsaVv3zNgSOHmTZtGkePHiUtLa1V+3lNJfyCYWjj47CVlZP37c/+NkdGplWhXruE4Pl9uCABNBuX+dscmWYiBx8DHLPZzAsvvIDZ3HJ5D77kH8oxkUgkF1Sp2FYfZrMZg8FAamoqRUVFrqWnZrNjeZzu1c418gROMY5CzDGSKRTxprbmjC9/aA8kSktLuf322yktLfW3KV4jnzLu5U2s2LD/nEFy5C21zhaUUt/fxYUAvMd6rJUV5qWkvzakrF/K2qHx+o1lxafSQMhLrluEXvHxrJx0L2/dfRdzrryCqZeNQaNU8sNjU1n7xCwGJXXyt4mtCovFwhtvvNGiFd6LN2zCnJuHKqQd7S+50KN9zGZzjSCZyWTCbHYsj4tY3LdGnsD2119BmtVMsKDgrvC4Gm36Q3sgUVZWxsSJEykra7mq477GXmHg8KNzsBuM7LcYebMw0/Va1dmCUur7mJuvASDvu5+xV1QA0tJfG1LWL2Xt0Hj9gtV0KhVEWYmPrZPxNXLwMcCx2+3s3r0bu93eYscsw8g3bAHgNs7zaB9npeakpCQAkpKS3Co3u5bJVS6Z60Ysd5gdRW0W6lZjEGreaPpDeyDRVvX/zWGe0/0IwANFF9K3OKbGbMFGaXdWZ1RSY3ZtoHMuPelLImasfMCpCr9tte89Rcr6pawdGq+/qWkgZJpGp8hIXrrtVjpHRSEIguMHMNtsbDhwEIUgcGGfPv42s1Vht9s5cOBAi57zotVG3teO7+Ho6+ouPFMVg8FAYmIifSr7t0+fPm6VmwWrY5WGYCpBsBhQRbYn4q5bAJgQHkd4LbMe/aE9kGir+o1HjpO9+BUAvijNY31FUY33NEp7VT+v+uzaAEfXNYmwc84EIOfjL13b22rfe4qU9UtZOzRNf1NTQcgEHnLwMcDR6XQsW7YMnc4Ly2IagXPp9aWcRgyhHu1jMBhcQaTi4uJTgcdaeIYb0KBCNTyW79U7an2Pv7QHCm1Z/9uadaiv6IQKJSuYzCCr+0yZRmlvYhXuQMA563E128jh1NO8ttz3niBl/VLWDrL+QOeu80eg12gQRZE9aWlur+1NdyyvHdipoz9Ma7VotVrmz5/f4hXu8yqrXocMPg1dt84e7WMwGCgpcXxXlZSU1OvnJT48CWVwEElqLVeFRNX6Hn9pDxTasv7SNWu5vF0EAAvzTvKPwX3GUmO0N7UKdyAQc5Nj1mPJ5q0Yj6a6trflvvcEKeuXsnaQ9UsdOfjYCvB1fhStVktycrLbRWALR9hPOurK4iBBeJZU2Wg0OpbAVctTWHX7xfTnEk7Djp3gl4dSR1pJwPfafU4zZ+W1ev11IUC7ledxWJFNFCF8VD4Z06dH3d7SKO0WA9EVdqxbc2lfYW0Vgcc4whnLYADe5vcar7fZvvcQKeuXsnaQ9QcypyclIYoib/y+ltd+c79uZRU5Hj5Gh4T4w7RWja+D7VqtltmzZ7v5eaaT6ZRsduTd7vZcCsowzx40G41G5s+fX6uf59we1K83UVdfDsAD7RNQ1VPVtdU/aGjmrLxWr78eHopIoI8mCINoZ1bOMb4tzXN7vTHaBYsBpQ72mSpQBSlaReBRERRE1JVjAMj+6Msar7flvvcEKeuXsnaQ9UsZOfgog06nIyUlpcaF4DFWUYGJc+jJhzyI3oMAZF1L4Jzb7SYr87gRgM/Uf6M6PapmgZq2RCueledrFO213BD8ChvZjxY1ZTetZbLx4ia1dTpd+LV0BsVnfsfW0qc5zqtsYC4f8iALuJm7uBAtgZXo/haGoULJTk6whSP+NkdGRkamQYIr/YRDWdk1XlMpHS6lTq1uUZtkGkan0zF79uwaft6JhS9hLS4hqFcPer29FGVow4Hjupa/Vd3eadbDCAoFZRs2caa+bQejW/OsPF+jERQsie3KcH0odmBpQTrRD90Lisbffuq6dKLzh68xOesQ3X74iMFb/0f/71bR47XnSXpyGrG33YAiOMj7IppBxGUXo2wXjCkzi6J1f/rbHBkZGRm/IwcfZepkM4e4lVcwYGYEffiAKWjF5gVw7uYiehBPMRUsVH7nKlLjVqCmrWExOHJdgivnpYyDYoWB63mRz9X/ADDNdBmvcheaRoyzAXTkcx4hBD2oHLMr2qGjDwmM5jTu5WIWcytTGesTDXXSwKzXcZwBwEdsbFm7ZGRkZJpIQWVhjDO7danx2gWVuQBzSkrpGBmBsp7ZbjKBgeHQUQ7c8wjWklKC+/ai11svomgX3Kw2Iy4fRcjpA7GbzWQsea3OIjVtCcFiQDA5lhU7c17KONArlMyN7syNodEAtL/panq8sqBRVda1nRLo9e4rqCLao6zcptTr0HfrQvh55xBz0zV0mvkwnaY/5AMFDVBXpXcgorKYU/53P4PN1vK2ycjIyAQYcvAxwDGbzcyZM8dvjtoG9nM7yzBh4QL68lrFBESjtUltRRHCdByJzZ9jNWnGXLciNV27dnXLH+Rv7f5GKvot2Jip/5SgBUMAuIlzWWWazHOzn21Qex97HF8wlXCC2aNIp33OrZweOoeLeJo7WM6TfMrXOAKbE7mYMFruqbhgrXvWa2eiGYAjz+UP/FtjX6n0fV1IWb+UtYOsP9DZevQYgiBw09ChPHzpJa7tS8ffyuiBAwBIiGjP+/dNIqZyRcMjoy/h1nPP8Yu9rQGz2cyiRYv8NuYr9h7g4MSp2MrKCe7fh4QXnqHc3rRAiUKvo+PUyQBkv/8pxYeO1Fukxt/a/Y1U9CsEgfvad2BaRCKi1Ur4BcPp+vZSnn/n7Qa1a+Jj6PXuy2hiojCnZ/JxQl8Oj7qO3dfcwaEpMzixYCm5X6wGIPLKMWg61Kyq7kvqqvSuDA0h5CzHQ+bCX9bV2E8qfV8XUtYvZe0g65c6cvAxwLHb7RQUFPi1ItZa9nAHyzFj5XxrH0qv+x2NqGx4x2rM5ipCCeIQmbxTmeOuapGa6onLA0G7P5GUfgH0M0/jgaD3MGDmXHryfvbdjLIPqHOX7rlFfGm+j0hC2Ec6E4LfQNFeS4lgYCcn+IHtvMavPKz5gKL2FkLQM5GmLetuMnXMer2c0wHYyhEyKayxm6T6vhakrF/K2kHWH+i8v/FPyoxGBEGge2wsoigCMCipEwKO/nvyiy8wW089pNx67DgX9evrJ4sDH1EUKSoqcn2W/qB8114OTpqKrbwCff/ezMg5SkUTApDx99yGJi4Gc24eGW+8D9RfpCYQtPsTqekfGxJJ2qNPYi0pJahPT2KWLaD9mIvrXIat1Znp/foCtPFxmDKySHtwFtEqNfbyCgwHDlO0diPZqz4nc/6LhOYVolCriL97fAurqlnpHSD8/HNRqFWY0jKo2H+oxj5S6/vqSFm/lLWDrF/qyMHHAEen07F8+XK/J2b9jV3cyWtYsGH54SQvV9yOSvR8+JxOZ8YzAoAn+AQLDTu1gaLdX0hR/8/qnVzBc+RQQhcxhg95kHUkcxVnohBPLeHrkl/CN+/9RAwhHCaLa1lCgaK81jbVeg0Jz18EwCRG0g7/f56XVxaaqW3WI0iz76siZf1S1g6y/to4rVNHFt54A18/8hAbnnyCEb16ur1+Xu9eLLnlZr6f9igbnnyC7rGxNdp4+bbxbHjyCbefaZeNabQtWcXFPLrqI47l5iIIgtuP1W5n4fffs37/QahyU3EsN5eE9u1bpd6WQKvVsmDBAr9X/izbsZuD9z2G3WBkj6mCWTnHMDQiAKntlEDcnTcDkPbi69grKhreJ0C0+wsp6jds+499t07CdDIDdXQU3Z6by4DVHxJ19eUIqlMpdzRaC6edfQRdYjzm7FwO3PUQ1qycWtvU6XTM7OPwq6KuuRx1bHSLaKmP9iPPB6Dwtz9qfV2KfV8VKeuXsnaQ9UudwKrAIBNYqPWgrCwyYzOzxvIfDwV9wGumOxll7c/n5Q9i/jUd6nlwEYyWh7mMyVyCAgW/8B+/s6dl7A8g6qoCLlOTfznGGO0ivjj3WeLXWuhPR95mEofNObz070E2d4rjq/d/JK6sgmNCHleJz5NDCWHUXbRIe1t3DtzzLYliBPdwEUv5sQUVuRNHGGfRHYAf2O43O2RkZFoHOrWGw9nZ/LDjP+bfcF2N1/VqNbtOnmTt3n3MGHd5ne18t/1f3ll36kbYaLE0yZ6DWVlMeOMtusXG0DEiAoCTBQW8fucEdp5Iq2m/Rt2oGQ6BprctI1bz88q2/0f6Y8l0X76YnaZy7s86xN3h8fW2IWg0xN52PR0m3oFCq6Vs5x5HjjuJUVcVcJmaGI+mcvj2yVz77nL2xLZH17kTXebNpsOUHE7k5ZGXHcrAs44S1M6MOa+AA3c9hOlkOrp6ilMO1Ydg3H8IXe8exN91KycWLG05QdVQ6HWEDR8K1B18lJGRkZEicvBRpnbUephRCKrKpxJWEyxqzy/qXbRbeSH5N/zCQFsnSi/5mY+Uk5nHF2zi1LICAYEbOYcnuYZYwgHYzjGmscoPYvyPs9q3jGdkC8Xsuk3BtX8lc7fpfCZwAd3FGF75dgN2HFO2T4YFc7VxHlmmogbbE9QKXtf+j3nG67mfUbzF/yjH1OB+vmBM5ZLrPaRxlNqf4svIyMg4+fvIEf4+cqTO19fs2g1AXD035uAIvhWU1z5DvCkcyc7hSPapa9j+jEzO7dGdL7dsrdziCDiOGzSIPWnpHrcbqHrbGqJaT8XcNDc/Lyg5EcO/u3g2ugtzco+TajHxVO5xOr3zEieWvk7xxs1ubbQfdQGJ0yaj65gAQMWhoxybPc9t5qtUcFb7lvEMW3EJpx88yZd3TSb8+iuIvfU6tHEx9IhLp3u/dAQBLGYlByY/gfH4iQbbEwSB/JWfkLDwSaKvu4LMtz7AkpffAkpqEjZ8KAqdFnNuHmU7dvvFBhkZGZlARA4+NhOdTufKTWWz2bBYLKjVapTKUzkRrVYrVqsVjUaDokpeE4vFgs1mQ6vVIlSpCmk2m7Hb7eh0OtfSM51O57a9KkajEYVCgUajqXW7WqurEWZRKJRoqrTtRKVSoVKpELWhmFRVpkOrtGiDQtHpQHt9F0aFLGSKcRQ32Idytq0bq5nBOsU+FvINSrvAfOFmThMdhWSyKOIZ4Ss+Ezeh1WnRVVn2WjXZrE6nc1VFNFbmlKpuX21aRVHEZDKhVCpRq9Wu7Xa7HbPZ7NLkxJN+qg2tVutmS1394Wk/1bas0PkZVJ0lUvV9zdHU2LHXFE31ba/aT3UtqXTqd76eI5QwT/0Nryt+5277KO5UjCHMZKEsKogbbxlJ7ruT0QmO9zp1V+8np+7vQ3cx2TiSDrTnXtVIXrb/5BVN9eHso3nz5gGgVqsZa3EsDVqj3IlO7Th29X5y2lRVkz/6yVvnkz+ue4GmqSr1afLndS8QrhFO2uJ1T61Wu7Wl12hQVLHDYrNh8WFF1Ev69+OSAf0pKCvjr0OHWLl+IyZr4wrIXXXGGVzQpzc5JSXM/26122tGi5kHLxnFBX36oFQouO6ss+gcFUX/jok8+N4H3pTiEY3Vq1YqUVcZR0GV/ajVal2+it1ud425qmPLarVis9nQaDRuY6uu7RaLBbvdjlardS09cx5HFMUay9FMJhOCINQYcyaTCYVCgVKrofoiZ6VSibqynar7KZVKVCoVdl07Kqr5eZqgdmg0cIY+hA8TevNhcQ6rS/OhTw96vrGE8h27SX/lLcxFxXSe9Qjthgxy6CwsJmPZ22R/9i1alcrN/qp+nkajcb3m1OTUXl1T1euaKIqYzWaX7Q1tb6ifqrZdFbVa7WZL1X6qiqf9VJs/6fwMql7vqrbTVE1NGXtN0VR1e339VJcv7dTvPI6tuITcN9+n8OOviLzpOiLvuRuN1obKruS/zR0h9YTrvc7rfPV+cn4elr+3Yzh0BH2PbiTcM57URS97RVN9KJVKRFFk0aJFiKKIWq12LbkuXfcX2spjVO+P6pr81U/eOJ/8dd0LNE1VaUiTU3tb0tTY86ktXvectstLyutGDj42k6VLl2KtdGY3bNjAihUrGD9+PCNGjHC959tvv+Xbb79lypQp9O/f37V95cqVrF+/nieffJIOHTq4tr/wwgvs3r2bJUuWoNfrXdvmzJlDQUEBy5cvd7Nh8uTJREREuAIc4Ejw/cADD9C3b1/ue2QmU6qthBo6dCj3jHcsZ6p6Yl1++eVceeWVVNg1NfZZsmQJ4ZX3TemKQmYFfcbELc+xd8JXxG+yc4G9DxfgqGiICDY1HL4UDo9pz57lJYi7RTdNAHPmzMFWebO1ZMkSl5M6efJk2lfmiHrhhRdqaJo6daqrjYyMDObMmcOwYcOYMGGCa/vu3bt54YUXXJqcNNRP9957L7Xx+OOPExkZ6fq7tn5yavKkn2pzzJyfgVPThx9+6NLfHE3NGXuN0QSe9dPEiRNr+4jdxsBff/2F0WjkzjvvdGn6vUwk78P9KM+L5nJhKQNeXuLa94svvgBq9tNbb70FQPKzc8lbp6DDhyKPB13Nd0G7ySjKbram5557rlYtgFs/vfjii2z7dRPDPu4FwOCnLmd5x7FA3f10xhln+LWfvHE++eu6F6iaoP5+8td1L5CuEW31ujdhwgQ3p/q7qY+4tfvuH+tZsX4DvuDX3XvILi4mr6yUbjEx3HfxRXSMjGTO5182qp2xp59G99hYXvvf7zVe++fIUc7q1o3O0VEcycnlrK5dOJiVxf0rVnI0J9dbUjyiKXrHDzuXu84/r8b25ORkLJVLtjdv3sxnn33G1VdfzdChQ13vWbNmDWvWrGHChAn07t3btf3TTz/l77//5pFHHiEu7lQV3jfeeIMDBw6QnJzsCkinpKSwaNEiioqKWLBggZsNs2bNIjw8nBkzZri2GY1GZs+eTY8ePbht4oM8Wi1uPej0QYy/xvEdU9XfGDlyJKNHj6ZC1NTYJ/mpZMIr75kilGoejEjgxtBonvxnA4fiIwge1J+e77zker9gt9PjZDYDDqezYvsesm02kp95xi3IvmjRItdD+uTkZNd3/KxZswirnL2akpJSQ9OkSZNcbWRlZbF48WKGDBnCjTfe6Nq+f/9+3nzzTZcmJw310y233EJt3H///a5rMNTeT05NnvRTbX6e8zNwavryyy9d+pujqTljrzGawLN+uu2222r5hN3HwJYtWzCZTNxwww0uTRV/bOG3gmxOCwmlf2o6fZ5+yrXv999/D9Tspw8//BCAGdOnk1Zu508g7uZrMX39EwXHU5ut6Y033qhVC+DWTykpKWzasoXD558LwLVdehBfeey6+mnAgAF+7SdvnE/+uu4Fqiaov5/8dd0LpGtEW73uOfuprgdcMiAMf3qe9NZGNBOdWs2vM6cDEBkZSUVlUm1fzMJQKBTExsaSnZ2N0Whs2szHkGhMj2a5vaZYHInG7rA7LCyMrKwswsPDKS8vr5z5GFZjH+2LcYTrcL0XoKioiLi4OGIL9Uy1XsZYu2NW1zeKrSxQf0u6UFhDU1XMZjMhISGudpyVr41GIyqVio4dO5Kdne1yXFtiBlB0dDQ5OTmEh4dTXFxMWFgYRUVFxMbGuio2NqTJk36q+rlX/SyLi4sRRRGLxUKHDh3cKr+2lRlAUVFRLu1VP2OnfoVCQVRUFGlpaSiVSo80BQUFkZ+fX6Of9Ho9BQUFxMXFYSqq4E9TCrGEMUf4lNfFX5utSafTUVRUVENL1fPJybWWM3nJdgfHyGGE9mkQatfkPO/T0tKwWCySm/nojeteoGmqSn395K/rXqBcI9rydU+tVruuUwBXvLAUU5U8hJ7MfNzw5BPM/uxzNhw4WOO1uLAwPn9oCne++TaHs7PrbWdw5yReum08N766jIzConrfW5WfHp+GXqPhsY8+YeuxY26vDenShSW33kyFycSY55bU0ULjaEm9tc18/PrRh+ncuTOlpaWAb2ZhCIJAdHQ0ubm5rpUPjZ75GBJJ0RPu/REytxNqq2PZeWhoKMeOHSMhIYGysrLKmY+hNfYJf7YL4Ro4Vq1vu3TpgjEkmJh7b6P95aMQlEpK1m8ic+nrmI6frKGpKmazmdDQUNLT0+nSpYvr+9lpe0JCArm5ua4ZMS0xAygqKorjx49Tnap93ZAmT/rJ+blX/yxLSkpc17u4uDgKCwtd+tvKDKCIiIga2qvqFwSByMhIMjIyUKlUHmkKDg7mxIkTNfopKCiIkydPOtouLaXn5++g69qZzLdXkfbia83WpNfrSU+vmTqi6vnksvGcIXRbthhrSSl7R14DVlutmpznfWZmpuv7SkozH71x3Qs0TVWpr5/8dd0LlGtEW77uOW0PCQnh+PHjjF70HBVVZv/LyDMfm43RaKyRXNpisbieklfFXMfgcy41rq1tnU7Hk08+yeTJk91uRKtjt9vr3G4y1bbd5np/1RPOedMGNacLm0xGakujbTQa2WnOZgLL6Uk8apTssadRW0q9+hJxV/8sVSqVS3vV7XVptdlsrlmUVTmlyZ2m9FNtx61LU0P9VNuU7KqfgU6n4+mnn66hH7yryVPb69pe39irq5/qa9857lNSUlzaPdFUdSlX1fad241GI8WmUl7lZ57hRqaIo1nB2mZrqq8qb/V+GsNpAHzPdoy1nJdOTVXPe4vF4rd+8vX5VJft3rjuBZomT7cH4nXPU9vr2t7Y86mtXvdsNpub82wwm/1WBGVvegYAie0jGhV8VFbaHxMaWuO1c7p3d3uPk7O6dkUQhHrzOPoaT/TWFfw1mUw1xkxt4w3qHnP1jUWtVsujjz7KrFmz3G5Eq+MMZFfHbrdjM9Vs32azYa98f9XjO8eiKNTcx2wyU5ulZrOZ0qO5lM56Bu2yd1C1D6N81746NdWF2Wx2e12tVru0V93u8F1rtlPX9a6u7XX1U33baztuXZoa6qfa+r3qZ6DVann88cdr6IfGa2rK2PN0e31jr65+qs8e57ifNm1ardrrst3pb1XvJ+d2s9mMyWgk/fX36LY4mZibryHz3Q8xFZdQncZoqjojvjatVfsp/sLhABSt3YipvGbFd6emque91Wr1Wz9543zy13Uv0DR5ut1f171AuUa05eue0/a60k7IOOo2yMh4jYNksoea1S5lZGojLCzM9dNSvMcf5FJCHOHcyoiGd6iCVqslOTm5Sbk82qHlAvoBjuCjjIyMjL/oERsLQH5ZWaP2yyouRhAE7hgx3FXpGqBjRARXDxnseo8bAtx38YXNM7iZNFWvTE1MaRl1Bh5lZAKBgp//h/H4CZTBQcTedkOj99dqtcyePbvxvp5CQfhFDr+y8Nd1jT6ujIyMTFtHDj7KyPiZlg6+BQJmsxmDwUBqaipFRUWkpqZiMBjqfFLlTSows5xfAHiYMWgaMQHcOSOzvtmOdXExA9ChJpNCtlNzKZKMjIxMbejVarrHxtK9MoAWHx5O99hY1+zDEJ2O7rGxdI6OAqBTZATdY2OJCA4GoEP7cO4YMZyecXHEhYUxrGcPnrjyCnakpnIkJ6f2g9bBnwcdy59jw0J5776JrLp/Eqvun8R7901EVVl4wfkeJyfy8kmokp+tNemVkZFpGtVnuYJjdlFL+HnYbGS85ShyFTv+epQh7Rq1u06nY/bs2Y329UIGD0Qd0R5bhYHiv/5p1L4yMjIyUkBedt0KMBgMzWvAZgarY4r7zOGw8A8TJlvryD/QbO3NwBkQ9FVgsGoADqg1+OZP/b7EYDAQGRlJdHQ0qampJCUlkZub66bXa9rVlctldGFQYQaLgRWs5UEuJYEIbuJc3me9R005l96EhYW5+s9TxuKYFfQD/yLScKrdttr3niJl/VLWDrL+6vTqEM8rt58q3vDgJaMA+Om//5j/3fcM79mT2VeOc70+99prgFMFbKw2G0O6dOb6s85Ep9GQU1zCH/v3896GjY225cO/NjOyX39iwkJRCgKJlbMfnbmViisq+OivzW77JES0b9Ty8kDS21LUl5LGI6r6eYNh4T8mx7ZWQLO1BzBVlxhD7cG3tqrfYDCQmJhIVFQU+/bto0+fPuTl5bld372lXVQ5goSiNhRRbUawGCj4fg0d7puArmMCMbdeR+brKz1qS6/XE1r5oEOn07ly0XuCs8p18YZNiLWkQqhOW+17T5GyfilrB1m/lJELzjSBqgVngoODXQVnAhq1nrCIaIqyUgmPjqc471QxmaoFMlxfsrowmFnk3sbCcMK0uN4L1NyvCdR6fD+i1+vJz893y/HiDJZ5+6Y4Li6OzMzMWoNvUsCbfV9rW2o92icKmXm+loUbK3N6LGoPFgNTuZzZXE0GBZzDk5TXlqS0CtXHhXNMaDQaioqKSEpKchWcSU1NdbNDi4oDLKUdOq7meTawv1laZWRkWidBQUGUlzuKgIxauNhvOR+bQ3RICNMuG8PZ3buhqAw62kWRvJJSTFYL0z/51JVXMaF9e+Zdfy37MzJZ9P0PfrS68QRpNKyZ8Tjx8fFuxS0CFVGtJ6x9FBlH99EhqRsl+aeK8ISFhZGenk5CQoLre0nUhVHxtHsRjaCnEgjXUqO4RtX9mkJtx/cner2etLQ0t2W1JpOJxMREr/thsbGxHDlypNbgmxTwZt/XOo7Vemzz0ph5lpaF2x39GJSciGAxEHXdOLrMnYm1tIxdl9+ENb+w3varjwvnmNBoNHUWnKmq6bTfvkITH8uRx5Mp+PG3ZmmVkZFpvYSEhJCZmSkXnKkFedl1gKNQKOjfv79bkvomYTGAsfjU/1sBXtPeSJxBpfDwcNePLwKPzmMBFBcX12jfX/oDAa9pV2owoWXuH2CyASotKB1JgN/kN7IoogMRPMrlDTal0WjQ6/UkJSWRlJSEXq9Ho9F4tIT8fPrSDh35lPIXNau2VkfKfQ/S1i9l7SDrbw3klpYy89PPGLfkRSa9s4JJ76xg3JIXmfDmW5QajXx4/318OuUBPp3yAKvun0RxhYFlv8o34nWhUCjo1atXs8e8YDEgmByFNQRr65hV4i3tjcU5Ky8hIcH144vAI5ya4VNSUlKrn+cP/YGA17QrNZgELXO31PTz8r/9CcOR46hC2pH4yH0NNqXRaNwC0lqt1uXnNbSEPLh/bzTxsdjNZor++KvBY0m570Ha+qWsHWT9Ukfu9QBHo9EwdepUSVZN8qd2g8FAcXGx68cfT6pbW983pxhLdVpCexkmUvgcgMlcQjdiPdrPOSacOIPVSUlJACQlJdUIVl9eueT6J3Zgw97gMVpb33sbKeuXsnaQ9bcmyoxG9mdmsj8zkzKjkXKTiftXvMf0Tz7lm23b+HTz3zyy6kMeWfUhZfVUQJY6arWaSZMmoVar/W1Ki+NP7YHg57W2vm9yIZZaaAntosXKiQVLAYi+ZizBA/s1qR1nsLpPnz4A9OnTp0awuv3ICwAo2bQVey1VrqvT2vre20hZv5S1g6xf6sg5H2VkZLyCsxjL0qVLazwh1mq1zJw5k4ULF9Z4zZ98wd/cwfmcQ0/mczM3srRJ7ThvYqDmLFYlCsYwCIAf5CrXMjIyrYiZ48YC8P7GjWQUFrn+rg9RFFvdEmsZGZmGcRZiWbZsWa1+3rRp01iyZElA+Xklm7ZQ8MtaIi65kKQnprL35nvB3vBD4OoYDAZKShwzi2ubxdp+lCPfY+FvfzTfaBkZGZk2ihx8lJHxI0ajkZSUlDafeLe+wKS/mclH/M5TXEx/xjCIn9jh1fbPpScRtKMUA+vZ59W2ZWRkZHzJmNMGIooi3//7LxmFRa6/nQjgKp8lVNnvcHY21flyy1af2iojE4gYjUbmz58vCT+vrsCkvzm5+BXCRpxDcP/eRF87jtzPv/Vq+7puXdB17oRos1G0NnALW8nIyMj4G3nZdYAjiiIZGRluzr5UkIJ2k8nE3Llza3XUpKC/LpqivSmBXK1Wy3XJd/OewlHt+lluQod3lwE4q1z/yk5MWD3aR8p9D9LWL2XtIOtvDQiC0ODPDWefXe3nLH+bHbCIokhWVpYkx7wUtJtMJubPn1+nn9fW9ddFU7Q3JZCr1Wp57M67yX33QwASH5mEMiy00fbWR8QlFwBQuu0/rJXFthpCyn0P0tYvZe0g65c68szHAMdkMjFnzhx/m+FT6goaSUF7fUhZf1O0OwO5jcE5I7Pji3GMKxlMJ6J4iDEs5rtGtVMX4xnB7ZwHwA/86/F+Uu57kLZ+KWsHWX+g8fD7qwA4kpPr9ndD7Dhxwmc2tTXMZjOLFy/2txk+pa6gkRS014eU9TdFuzOQ2xicMzKXd+lM+LjR6DolkvjQRFKfeb5R7dRF+1EXEHfXrUDjllxLue9B2vqlrB1k/VJHnvkY4CiVSs477zyUSqW/TfEZdc3+k4L2+pCy/pbWXioYeYYvAXiIMSQR1az2lCiYx40s5Q7UqPiVnXzfiHyPUu57kLZ+KWsHWX+gsePECXacOIHBbEatVCJW/sspLXG9tuPECXalpTFz3FgKK8rlwGMjUSqVnH322W16zNc1+08K2utDyvpbWrtotpwqPnPDlQT16dnsNuPvm0D3pc+iDNJT+u9O8r763uN9pdz3IG39UtYOsn6pIwcfAxy1Ws2ECRMkWRFKytqh7ejX6/WEhYW5/u8J/tD+MX+xjaPoUDOPG5vcToio42Me4j5GAbCMNdzKKx5VuXbSVvq+qUhZv5S1g6w/kLHYbCy9bTwv3TaefgkJbq/Z7HY0KnkxTVNQqVTceOONqCT4+UlZO7Qd/Xq9ntBQx1JmnU7n0T7+0F68fhOFazciKBQkzZkGgtDwTrUgaLV0fW4uiQ/eC0Du1z9w4M6HsBs8Xw7eVvq+qUhZv5S1g6xf6sjBRxkZGZ+h1+vJz88nNTUVgKNHj3ocgGxpRERm8hF27IzhdEYyoFH7G41Glj44jy9LH+Ii+mPGyoOsIJnPsSPnNZGRkWn95JWUAlBcrdIrwNdbt3LrueegbOINvYyMTOtDr9eTlpbGvn2Ognp79+4NWD8P4OSil7GbTLQb1J/IK8c0al+j0chTLy4hYdlCIi8biWi3c2LxKxyfMx/RYvGRxTIyMjJtBznkLCMj4zM0Gg16vZ6kpCQAUlNT0Wg0GGq5cQ0E/uU4q9jA7ZzPEm7jfdbzN4fYzrF699Oh5nxTb8a9Gko4weRSwh0s5x8Ot5DlMjIyMr5n9b//cvcF5zOyXz/+OXLU7bXeHTpwRpfOnNm1K0dzcjBUuxmf8/mXLWmqjIxMC6DRaNBqta6/tVptQPt5ppPpZL77EQn330nHxx5Am9iBsu07Kftvd737CWo1moF9+d/wQQTFRGErK+fIY8kUb9jUQpbLyMjItH7k4GOAY7fb2b17N3a750s266Ip1YD9iTe1t0ZanX515ZNuXRhUmMFyyvEsLi5uVFP+1D6Pr7mMwSQQwSyuAsCClb1lGZRP3czV5jOIEkMom7iRVWX30ZEIEol07b+bk4znFdIoaLINra7vvYyU9UtZO8j6A5280lIyCgu5ZEB/4sPD2XToEAXl5YhAWJCew9nZle8r86+hrQhRFNm/f79XKn82pRqwP/Gm9tZIa9MvqhxLqkVtKKLajGBpeoDRn9qz3v6AyMsvQdcpgYT773TYY7NhOnKclwrS6KUJosRuI91iImHpsyR1iEUTH4tQmaPOeCKdQ1OmYzxyvMk2tLa+9zZS1i9l7SDrlzrC8KfnyT3fSHRqNb/OnA5AcHAwFRUVfraoeYSFhVFUVER4ePipIJEuDGYWub9xYThhWigqKnKbyea2n4w0UevRPlHIzPO1LNzoSC7PovaEBWlcYwuoMc5qHXvepI5xjLH+4ycQwbWczVC6cxbdCSe4wUOZsPAd23iMDyjH1OD7ZWRkpEdQUBDl5eUAjFq4GGMrW6r3x5zZtd4wCIBQudxaxKHNbLW2rHFeJkijYc2Mx4mPj6e0tNTf5jSLsLAw0tPTSUhIcH3XibowKp5Od3tf0FMJhGshPd19e9X9ZKSJqNZjm5fGzLO0LNzu8POCkhMJD9LUO15qG3tetauOcSwY6z++KiKcyHGXEjJ4IO1OH4g6sn2Dx7JbrBRv3MyxJ57FVlziXSEyMjJthpCQEDIzMxm96DkqzGZ/mxNQyDkfAxyVSsWVV14ZMElZzWYzBoOB1NRUUlNTMRgMmH10UgWa9pamVelXajChZe4fYLIBKi0oNU1uzmvabWa0mEg+H7RKwGoCW8PjNZ0CXuYnbuEVevAIw3iKObrP0dzWnd2Kk/ym2oNuan+e1H3BNSzhdGbQkcncz9teCTy2qr73AVLWL2XtIOtvDQiCUOuP63Vg6phL/WdgK0OpVDJ69OiAqfxpNpvdqlKbTCaf+XmBpr2laVX6lRpMgpa5W7zj53lNu82MVjSRfGbj/DxrQRHZ733C4Ydns+O8sey87Caynn2RMcER9NToOVsfwrUhUeQsWc6BiY+y89Ib2HbGRRyeMsMrgcdW1fc+QMr6pawdZP1SRw4+Bjg+vxFT6x2zw8DxW11/kmiDwUBkZKRr5mPXrl19ltdF6jehUtbvNe0WAzwfBxsXwvOxsKi923JwTxAROUAGH2s3E/L++VwZspRJwe8SvORsPtJuYj37OEm+V4vKSLnvQdr6pawdZP2Bzor1G2r8lBqM/HnoMO+u38C76zfw885djOrfD7nsjGeoVCpGjx7tszEvqvWIWkclYsdy2Yb9vMTERPr06QNA3759fern+VJ7oCNl/d7SLlgMBD3TDfXaJQQ93ZWg5MQmLQc3pZ6k5IdfmR7VkTfie7IwpitTIhIo+vJ7Sv78B9PJdLDZmmVrVaTc9yBt/VLWDrJ+qSP3upRR62FGIUatlpR1YJySCpXLZevDYDC4li4EakJpmdZBS+QhNZUVMffJWT5rX0ZGRkYK9IyLo8xoRK1UciQnx1Vw5rZh5/LiTz+RU3JqafJF/foSFRJCbitfrtzaEdV6KuamYdNqSdkCBTP2uZbL1ofBYKCkxDG7q7Xkj5QJTFoiD6m5rIgFTycDyA89ZGRkZAIYOfgoZZQaUGkx2WDuH5XbmrmMQkaiVC5vdsv5aDMD9Y8lk8nE3LlzW8ZGGRkZGZkmMWPs5Yw5baDbtv0ZmTz28ScoFQrMVvcZQTabDZVSXlzjd6r6eVsqt8l+nkxTqFzeXDXno6d+3vz581vGRhkZGRmZgEYOPgY4NpuNDRs2YPPiVH/PDlxXMKkFTfCX9gChVem3GNC92pmU5EyW3pSEqSC3cnlz025wWpV2HyDrl65+KWsHWX8gctlpp3HZoNNqbO/dIZ6HLhmJIAjMvmIcZtupAjMalYrHLhuDoUpBnTmff9ki9rY27HY7mzdvbvkK73UGk1oOv2kPEFqTfsFiIGJxX1JSj/DmjX0oLsyrXN7cND+vNWn3BbJ+6eqXsnaQ9Usdudp1E2gz1a4rl11rtVpmDsetSjEWA2FRcRTlZhIel0SxK5jkwOdVimVaHbWNiarboGa1a3/TmHHsfK9c6V1GRqaptMZq18vuuJ3+HR3LdDMLiyg3m+gWE4MgCFisVtbu3Ye9lgrY1Vmw+ntfm+pV2kK1a+eya61Wy8zBuFUpFiwGQiNjyUg9QoeuVYNJDnxdpVim9VHbmHBuq0ogjZnGjONA1yIjI9M6kKtd1428JibAUavV3HnnnajVau83bjHAovboXk0i5QLQvZrkXpDD+dtYXKNIR0vk6vOp9laAlPW3iPaqxZaqJeDXarUkJyej1Wpd21qy0ruU+x6krV/K2kHWH4h0iYlGFEVWb/+Xm5Yt5+633mHBd6sBUCmVfLRpMwtWf9/gj0ztqNVqbrjhBp+MecFiICg5kYhFfUg5EyIW9XEryCFYHT6cYCqpUaSjJXL1+VJ7a0DK+ltCe33FlrRaLbNnz67h57VUpXcp9z1IW7+UtYOsX+rIwccAR6lUMmLECN+Vo7cYMBZlOwKJRdkeVwJ25uqr+iXtbXyuPcCRsn6fa3cWW5qSWlls6bgrAKnX64mNjSUlJYXY2Fj0esd2g8FA165dAUhKSiIyMtJnBZek3Pcgbf1S1g6y/kAkuPLm/Pe9e13b/rfn1P+DNHL+wOagUCgYOnQoCoVvXHLBYsBUnMP8+fMxFed4XAnYmavPl36er7UHOlLW72vtzlm/BTP2uYotVcxNQ1Tr0ev1xMTEMHv2bGJiYtz8vJaq9C7lvgdp65eydpD1Sx0556NMnUU/WmJ2o4yMX6hRbMmRgF+vgvz8fJcj6pzh6Aw0Op3Q4uJiudK7jIyMpDBbT+V0tFbJ1STI5WUDnrqKfrTE7EYZGb9QR7ElfbtQ0g7vdc143LfPUQE+MTHR5efJld5lZGRkfIMcfJSpE7kSsYzU0Gg06PV6kpKSKC4uJiwsjNTUVDQajRxslJGRkTS3DRtGYS05rqtvF0WRRd//0JKmyTQRuRKxjNTQqDVuS63BsQRb9vNkZGRkfI8cfAxwrFYr3377LdYqMw6kgpS1Q9vSHxYW1qj3+1t7cXGxXxOM+1u/v5GyfilrB1l/IHN2925uf4uVRWaqbwfk4GMjsFqtrFmzRpJjXsraQdr6pawdZP1S1i9l7SDrlzpy8DHAcd6ISREpa4e2ob9qkRbA4yItbUF7c5D1S1e/lLWDrD9QERqxtlr0oPK1zClsNhtr1qzxtxl+QcraoW3odxZpcc4m9LRIS1vQ3hxk/dLVL2XtIOuXOnKmzwBHo9EwdepUNBJM6C5l7dA29DvzJcbGxrJw4UI6dOjg0bKWtqC9Ocj6patfytpB1h+IrFi/oVE/Kzds9LfJrQqNRsPEiRMlOealrB3ahn5nkZauXbuyZMkSunXr5rGf19q1NwdZv3T1S1k7yPqljjzzMcBRKBT0799fkhWhpKwd2o5+ZwLvWbNmebxPW9HeVGT90tUvZe0g6w9EVq7f4G8T2jSCINC7d+9GzS5tK0hZO7Qd/U4/Lzk52eN92or2piLrl65+KWsHWb/Ukb17GRkZGRkZGRkZGRkZGRkZGRkZGZ8gBx9lZGRkZGRkZGRkZGRkZGRkZGRkfIIcfAxwLBYLK1euxGKx+NuUFkfK2kHa+gNVu9FoJCUlBaPR6NPjBKr+lkLK+qWsHWT9MtLDarXy6aefSrLyp5S1g7T1B7J2o9HI/PnzferrBbL+lkDK+qWsHWT9UkcY/vQ8uSxhI9Gp1fw6czoAwcHBVFRU+NkiGRn/ExYWRlFREeHh4RQXF/vbnPrRhcHMIvdtC8MJ0+KmoVVpkpGRCXiCgoIoLy8HYNTCxRjlIGvAEqTRsGbG48THx1NaWupvc2Rk/E5YWBjp6ekkJCQEvE8k6sKoeDq9xvb45/uQcXRfje2tQZOMjEzrICQkhMzMTEYveo4Ks9nf5gQU8szHAEer1TJv3jy0Wq2/TWlxpKwdpK1fytpB1i9l/VLWDrJ+Gemh0WiYPn26JCt/Slk7SFu/lLWDrF/K+qWsHWT9UkcOPgY4giDQoUMHSVaEkrJ2aH36vbkkubVp9zayfunql7J2kPXLSA9BEIiLi5PkmJeydmh9+r25HLm1afc2sn7p6peydpD1Sx2Vvw2QkZFpG5hMJubOnetvM2RkZGRkZGRkZLyMyWRi/vz5/jZDRkZGRqaVIs98lJGRkZGRkZGRkZGRkZGRkZGRkfEJcvAxwDGbzbzwwguYJZisVMraQdr6pawdZP1S1i9l7SDrl5EeFouFN954Q5IV3qWsHaStX8raQdYvZf1S1g6yfqkjL7sOcOx2O7t37/a3GX5BytpB2vqlrB1k/VLWL2XtIOuXkR52u50DBw742wy/IGXtIG39UtYOsn4p65eydpD1Sx155mOAo9PpWLZsGTqdzt+mtDhS1g7S1i9l7SDrl7J+KWsHWb+M9NBqtcyfP1+SFd6lrB2krV/K2kHWL2X9UtYOsn6pIwcfWwF6vd7fJvgNKWsHaeuXsnaQ9UtZv5S1g6xfRnpIOdguZe0gbf1S1s7/2bvv8Laq+4/jb215JR5xPLP3HmQPEsgCkhAoe0MZBcIMtBQKBVoKlJYAZfNjhLJDIYQVAgnZe+89vfe2tfX7w7awY8uJHcmSfb6v58kDvpLuPR/dK+mro3vPQfKrnF/l7CD5VSadj0IIIYQQQgghhBBCCL+QzkchhBBCCCGEEEIIIYRfaMb97Rl3oBvR0pgNBn75858ACAsLo7y83G/b0mq1xMfHk5mZicvl8tt2gpHK2UHt/H7Pbm4Lfy6svez5SNqaoLCwkMjISIqKimjbtm2tv5uLyvse1M6vcnZo/flDQ0MpKysDYMrzL2A5g9keB3XswDWjR9MrIZ52ERE8Nv9LVh046Ln93N69mDV0KL0S4mkbGsot77zL4aysWusw6nTMnjKZSf36YtDr2XjkKHMX/URBVVuCSbDkDTUaWfzIH0lISKCkpMRn+U6l0Who37492dnZuN1qleQqZwe18/s7u9vclvK/pdVZnvDvPqQf3VdneVJSUrPWeSrve1A7v8rZQY38ERERZGRkMO2f/6LcZgt0c4KKnPkY5FwuF/n5+a3yS9jpqJwd1M6vcnaQ/CrnVzk7SP76mA1GDmdlMXfR4npvDzEY2JWSwltLl3ldx71TpzC2Zw/++tXX3PvhR7SLCOcfV1zmryafFdXyut1uCgsLW+2XsIaonB3Uzq9ydpD8KudXOTtIftVJ52OQM5vNvPHGG0oOzKpydlA7v8rZQfKrnF/l7CD567PhyBHeXb6CVQcO1Hv74l27mbdqNZuPHav39jCTielDBvPaL0vYevwEBzMzee7b7xnQoQN9kxL92fQmUS2vyWTiueeeU3LmT5Wzg9r5Vc4Okl/l/CpnB8mvOn2gG9DSmc1mzxkaTqcTu92OwWBAp9N57uNwOHA4HBiNRrTa3/p77XY7TqcTk8mERqPxLLfZbLhcLsxms+cLmNlsrrW8JovFglarxWg0nna52+3GarWi0+kwGAye5S6XC5vNhl6vR6//7bDwR6aaGspU/fiat7X0TI3ZT9VqrqelZzrT/VRzO/7I5DaZsVKbyWTGW3+H2WymqKio2Y696rZW3ydY91NjMlWT9z1532soU7XW+r5Xc10hRiPaGu2wO53YnU58rVdCPAadjs1Hf+usO5mXR2ZhEf2Tk9mblu7zbQZSU/MadDoMNY6j0Kr9aDKZsFVdNuVyuTzHXM1jy+Fw4HQ6MRqNtY4tb8vtdjsulwuTyeT5Ala9HbfbXedLmdVqRaPR1DnmrFYrWq221nuA2+3GZrOh0+lqvV68LfdHpppOl6k6e2vKdKb7qVrN9bT0TGe6n2puxx+ZXCYj9Q2KZTAZ6lmKJ19zHXvVba3+7ArW/dSYTKdbLu978r6nyvuedKx6J52PZ+nll1/G4XAAsGrVKj744AOuv/56xo8f77nPwoULWbhwIffccw/9+/f3LJ83bx4rV67kiSeeIDHxt1/j586dy+7du3nxxRcJCQkhMjKSuXPn8vjjj5Ofn88bb7xRqw1333030dHRPPPMM55lFRUVzJ49m759+zJnzhzP8vT0dB5//HHGjh3LzTff7Fm+e/du5s6dy/Tp05k1a5Znub8yVWsoU3x8vCd7a8nUmP30zDPPYDQaPflbQ6bG7Kfq7fsjU7nLyD2ptaLw4osvEuml8/GZZ57h9ttvb9ZjLzIyklGjRrF06dKg3k/yvifve6fLJO97v+2nmkX1t3MeqLXe91es5IOVq/C16PBwbA4HpdbaP7nkl5URHR7m8+0FWlPzXj92DL+fcG6d5U8++ST2qrE5169fz/z587n00ksZNWqU5z6LFy9m8eLF3HzzzfTu3duz/IsvvmDDhg088MADxMfHe5a//fbbHDhwgCeffNLTIf3UU0/xz3/+k8LCQp577rlabXj00UeJjIzkkUce8SyzWCw89thj9OjRgz/84Q+e5ZmZmbzwwgsMGzaMq666yrN8//79vPPOO0yePJlp06Z5lvszE9BgptjYWE/21pKpMfvplVdeqZW/NWRqzH6q5o9M5W4jD9bzW86f//TnuguBRx55hIcffrjZj70hQ4awZs2aoN5P8r4n73unyyTve7X3U83OSVGbTDjTBDUnnImJifFMOOOvM4Dmzp3LnDlzKC4uVuoMoJCQEF5//XXmzJmDxWJpFZkas580Gg1vvPFGrfwtPVNjznycO3cud999N06n0/dnPupDsD6Qgclk4s/j4PkVVvh3ApFhRjIzM+tMOBMfH09WVlaznvk4d+5c7r33XsrKyoJ2PzUmU2P2k7zvyftea33fCw0NJS8vD4CL576MtcaEM2dy5uOqJ/5SZwKWavFt2/LlfffUmYBlcv9+PDpzBpOe+2et+7/9+1vYduJ4g2MnBlpz5q3vzMcFD95P586dPRPO+OsMoKeeeoqnnnqKkpISpc4AMpvNPPvsszz11FNYqzqLW3qmxuwnjUbDc889Vyt/S8/UmDMfn3rqKR599FFcLpfPM7kNIRQ8dqSyzhsKz2+tbHOn14Zw/OBeTtWlSxdycnKa9czHp556iscff5zy8vKg3U+NyXS65fK+J+97qrzvRUREcPz4cZlwph7S+dgEzTnbNVR2xFR/CVONytlB7fx+z24IwRQawZ8ffpDn//lPrKWFdWa3DtRs16D2vge186ucHVp3/qbMdl1TUzrjhnbuxCs3XM+FL/y71tmAX957D19u3Mj8DRubmMb/Apm3uWa7hsqOGKv11MFA1KBydlA7v7+zu6vqvIfun82Lr7yOtbyEyFAjaWl1Z8Fu7tmuQe19D2rnVzk7tP78Mtu1dzLhTJDTarVER0fX6u1XhcrZQe38zZLdXoG1KJunn3gUa2mh/7bTBCrve1A7v8rZQfL7w4GMTOxOJ+d06exZ1iEmmvjItuxOTfX+wBaqpeXVaDRERkbWOktDFSpnB7XzN0d2jb0CW1E2z/3tSWxF2WjsFX7bVmOpvO9B7fwqZwfJrzqp7oOc0Wj0jIGlGpWzg9r5Vc4Okl/l/CpnB8lfnxCDge5xcXSPiwMgITKS7nFxtG/TBoAIs5nucXF0jm0HQMeYaLrHxREdVjm+YZnVyg/btnPPlCkM6dSJnvHxPDpzJrtSUoNyshnV8hqNRh555BElj3mVs4Pa+VXODpJf5fwqZwfJrzqZcEYIIYQQIkj1Skzg1Rtv8Px979QpACzasYNnv/2ecT178tismZ7bn77sd0DtCWxe/fkXXG43z1xxGQadjo1HjzL3x5+aMcWZUy2vEEIIIYQKpPNRCCGEECJIbT9xkvF//4fX2xft3MminTsbXIfN6eSlnxbz0k+Lfd08n1MtrxBCCCGECuSy6xagoiJ4xihpbipnB7Xzq5wdJL/K+VXODpJfqKe1TrB0JlTODmrnVzk7SH6V86ucHSS/ymS26yZo7tmuhRDNI5hmuxZCtD5nO9u1aD7NOdu1EKJ5tG3bNmhmuxZCtE4y27V3cuZjkNNqtfTv31/JmT9Vzg5q51c5O0h+lfOrnB0kv1CPVqulV69eSh7zKmcHtfOrnB0kv8r5Vc4Okl91steDnNFoZM6cOUrOCKVydlA7v8rZQfKrnF/l7CD5hXoMBgN/+MMfMBgMgW5Ks1M5O6idX+XsIPlVzq9ydpD8qpPORyGEEEIIIYQQQgghhF9I56MQQgghhBBCCCGEEMIvpPMxyLndbtLT03G71ZsXSOXsoHZ+lbOD5Fc5v8rZQfIL9bjdbjIzM5U85lXODmrnVzk7SH6V86ucHSS/6mS26yaQ2a6FaJ1ktmshhD/JbNcth8x2LUTrI7NdCyH8TWa79k7OfAxyOp2Oc889F51OF+imNDuVs4Pa+VXODpJf5fwqZwfJL9Sj0+kYOXKkkse8ytlB7fwqZwfJr3J+lbOD5FeddD4GOYPBwM0336zkjFAqZwe18wc6e9u2bT3/AiHQ+QNN5fwqZwfJL9Sj1+u56qqr0Ov1gW5Ks1M5O6idX+XsIPlVzq9ydpD8qpO9LoQQVWw2GxUVFZw4ccKzrKKiApucMi+EEEII0aLZbDasVismk8mzzGq1Sp0nhBDNQM58FEKIKhUVFcTExNCpUycAOnXqRExMDBUVFQFumRBCCCGEOBsVFRUkJyfTp08fAPr06UNycrLUeUII0Qyk8zHIuVwudu/ejcvlCnRTmp3K2UHt/IHMXlFR4Rl0vKioKCAFqcr7HtTOr3J2kPxCPW63m/379ys586fK2UHt/IHMXlFRQXFxMQDFxcUBqfNU3vegdn6Vs4PkV53Mdt0EMtu1EK2bzHIthPAHme265ZDZroVovapnvZZZroUQviazXXsnZz4GOb1ez6xZs5QclFXl7KB2fpWzg+RXOb/K2UHyC/XodDqmTZum5MyfKmcHtfOrnB0kv8r5Vc4Okl910vkY5FT+IqZydlA7v8rZQfKrnF/l7CD5hXr0ej3Tpk1T8phXOTuonV/l7CD5Vc6vcnaQ/KqTzkchhBBCCCGEEEIIIYRfSOejEEIIIYQQQgghhBDCL6TzMcg5nU5WrVqF0+kMdFOancrZQe38KmcHya9yfpWzg+QX6nG5XKxfv17JGd5Vzg5q51c5O0h+lfOrnB0kv+pktusmqDnbdWxsrMx2LUQr07ZtW9LT00lMTJRZEIUQPhMaGkpOTg4gs10HO5ntWojWS2a7FkL4i8x27Z2M9NkEbUNCPP9f/SVCCNH6pKenB7oJQohWqm1IiHQ+tgDh4eF+Xb/BYGDGjBl8//332BU7HlTODmrnD3R2g8HAv//9bwwGAxEREQHZvqr7HtTOr3J2UCO/v+uGlkzOfGyCuDZt+N/99wa6GUIIIYRooS5/5VWyiosD3QzhRYfoaD6dfVegmyGEEEKIFuja198kJT8/0M0IKmd15qPZYMDudOKsumZ/QHIyo3p0B2D9ocPsSk09+xYGIavD4fn/5rjs2mw28/LLL/PAAw9gsVj8uq1gI9nVzA5q55fskl217KBG/pqXXdesJUTwqai6VKpHjx6Ulpb6dVsmk4knn3ySp59+GqvV6tdtBRvJrmZ2UDu/ZJfsqmUHdfKHh4dz6NAhTx0hfnNWnY+v3XQD/1j4HcdycpgxeDB3nD+RpXv24na7+fvll/F/y5fzw/YdvmprUCovL/d756PL5cLhcFBeXt5qv5B5I9nVzA5q55fskl217CD5RXAqLS31+5iPNpsNu91OSUlJq/5CVh/JrmZ2UDu/ZJfsqmUHyS/OsvMxOTqaY1W/4F81eiQPfPwJR7Mr/164dSv/vOqqVt/52BwcDgcLFy7EoeBZEpJdzeygdn7JLtlVpHp+oS6Hw8HixYuVPPYlu5rZQe38kl2yq0j1/OIsx3z83333cOcHH5JbUsI3D97P5a+8iqPqEmy9Vsv3D8/hghf+7bPGBovI0FC+e+hBAMLCwmS2ayGEEEKcVmhoKGVlZQDMfPElCqV+CFrtwsNZ8OD9Mtu1EEIIIc5Y9WzXl770Crl+HralpdGezYO/3rSZv1w8k4TItsxfv4E5F15AbEQEsRER3D9tKpuOHvVVO5VmNBqZM2cORqMx0E1pdpJdzeygdn7JLtlVpHp+oS6j0cgdd9yh5LEv2dXMDmrnl+ySXUWq5xdnedn1p+vWU2G38/pNN2E26Akzm7lo8CAcTifL9+3n+e9+8FU7labVaunfvz9a7Vn1FbdIkl3N7KB2fsku2VWken6hLo1GQ+/evdFoNIFuSrOT7GpmB7XzS3bJriLV84uz7HwEWLB5C99s3kJsmzbERkRgdThIycuTWRyFEEIIIYQQQgghhFDcWXc+AriB7OJisouLfbE6IYQQQgghhBBCCCFEK+CTzsdTtYuIoEdcHO0iwjHq9dgcDnJLSjmUlUWuDNrdaHa7nXnz5mG32wPdlGYn2dXMDmrnl+ySXUWq5xfqcjgcfPHFF0rOACrZ1cwOaueX7JJdRarnF2c52/Wp+icncdekSfRLTqpc+SnX87vdbvampfHmkl/ZlZrqq802O5ntWgghhBCNJbNdtxwy27UQQgghGktmu/bOZ6O6n9OlM/+58QaiwsL4v2XLmfPJp9z41ttc/drr3PjW2zz48Se8t3wFkaGhvHzDdZzTpbOvNt3qmUwmnnnmGUwmU5PXcemdz3Pdw2/V+Xfpnc/7sKW+54vsLVVLyu6P46sl5fc1yS7ZVaR6fqEuo9HIn/70p7OaAbT8riWU/XFHnX/ldy3xYUt9zxfZW6qWlN0fx1dLyu9rkl2yq0j1/MKHl13fPnEi+9LSeeDjT7A7nXVuP5Gbx9bjJ/hs3Xr+c+P13D5xIluOzfPV5ls1jUZDYmLiWc0MFRoeSfvY6DrLs8+mYc3AF9lbqpaU3R/HV0vK72uSXbKrSPX8Ql0ajYb4+PizOvbd4bEQ263u8rNpWDPwRfaWqiVl98fx1ZLy+5pkl+wqUj2/8OGZj93i2rNox856Ox5rcrhcLNqxk25x7X21aSGEEEIIIYQQQgghRBDy2ZmPJRUWkqKjzui+SdFRlFRYfLVpIYQQQgjhZ0a9HrvD4Tnb6ZzOnekeH8eJ3FzWHz4S0LYJIYQQQojg5bMzH3/evYsrR47gypEjCDEY6r1PiMHAVSNHcMWIEfy8e5evNt3q2Ww25s6di81mC3RTmp1kVzM7qJ1fskt2FamevyV4+/c3E1Y1Juf1Y8dww7ixaIBZ5wzl7smTAtu4Fsxut/P2228rOdO7ZFczO6idX7JLdhWpnl/48MzHd5etIK5NW2ZPmcydk84nJS+PvNJS7A4nBr2OmPBwOsTEoNNqWbZ3H+8uW+GrTbd6LpeL3bt3B7oZASHZ1cwOaueX7JJdRarnbwl0Wi2lVisAE3r35q4P5uFwufhi/QY+uOM23ghw+1oql8vFgQMHAt2MgJDsamYHtfNLdsmuItXzCx+e+ehwuXh6wTfc+f48vtywkdySUqLDw+nYLobo8HByS0r5csNG7nx/Hk99vQCHy+WrTbd6ZrOZ119/HbPZHOimNDvJrmZ2UDu/ZJfsKlI9f0uQX1pG/+QkAHJLS2gbGgpAqMxQflZMJhPPPvuskjO9S3Y1s4Pa+SW7ZFeR6vmFD898rLYvPZ196em+Xq3yQkJCAt2EgJHs6lI5v2RXk8rZQfIHu+e/+57HLp6J3enEYrcz747b2J+RSVRYKG8s+TXQzWvRVO50l+zqUjm/ZFeTytlB8qvO552PQgghhBCi9cksKuK+jz6mc7t2JEdH8/OuXeSUlLA/PQOX2336FQghhBBCCCUFpPMxxGgkwmwmu7g4EJsXQgghhGgRBnXswDWjR9MrIZ52ERE8Nv9LVh04WOs+t044l5lDhhBuNrErJZUXFy0iNb/Ac/v8e2eTEBlZ6zFvLf2VT9aua1Kbjufmcjw3t0mPPZ1gzCuEEEIIIc5OQDofLx8xnFsnnMvEfzwXiM23ODabjccff1zJGUAlu5rZQe38kl2yq0j1/N6YDUYOZ2Xxw/YdPHvl5XVuv3bMaC4bMZxnF35HRmEht06cwIvXXsMNb76Nzen03O/d5Sv4bus2z9/lPnie24aEMH3wIPolJxMdHgZUjgu5OzWVRTt2Ulhe3uh1BnNef7HZbPzzn/9U8tiX7GpmB7XzS3bJriLV8wu57LpFcLlc5Ofn41Jwkh7JrmZ2CEz+S+98ntDwyDrLy0sLWfDWn5utHSrve8muZnaQ/N5sOHKEDUeOeL39yhEj+O+q1aw+WHl24D8WfsvCOQ8wvncvlu7Z67lfudVKflmZz9rVOyGBF6+7BovdzpZjx0jJzwMgOiyMy4YP57oxo3no0885kJHRqPUGa15/crvdFBYW4lbw0nXJrmZ2CEz+JUuWEBsbW2d5Tk4OkydPbrZ2qLzvJbua2UHyCx/Odj1t4IAz/tczPs5Xm1WC2WzmjTfeUHKAVsmuZnYITP7Q8Ejax0bX+Vdfh6Q/qbzvJbua2UG9/GaDgVCj0fPPoNM1eh0JkZHERISz+dhxz7Iyq5V9aWn0S0qqdd/rxo7h+4ce5L3bb+Wa0aPQaTRn1f4HLpjGsr37uOyVV3n22+95a+ky3lq6jGe//Z7L//Mqy/ft54ELpp7VNk7lz7wGna7W/ggxGn3a9oaYTCaee+45JWcAlexqZofA5I+NjaVbt251/tXXIelPKu97ya5mdpD8wodnPj528UzcbjeaMyxmpcdbCCGEEKr68r57av39/oqVfLByVaPWEVN1qXPBKWf45ZeVER0e7vn7q42bOJCZSUmFhf7Jyfzh/InEhIfz2i9Lmth66B7Xnme//c7r7fM3bOT9229t8vrr48+8148dw+8nnOvT9gohhBBCiEo+63wsqajgcFYWbyz59bT3nTFkMBcPHeKrTQshhBBCtChX/Oc1iisqPH/ba4xX6GtfbNjo+f8j2dnYnU7+OP1C3v51WZO3m1daRp+kRE7m5dV7e5+kxIBd9tyUvB+vWcsX6zd4/o4JD+fT2Xf5va1CCCGEECrwWefjvvQMOsbEcDAz87T3zSkp8dVmhRBCCCFaHIvdftaToOSVVnbuRYWFkVda6lkeHRbGocwsr4/bm56GXqcjPrItKXn5Tdr25+vX88fpF9ErPp4tx49TUN2W8DDO6dyZmUOH8PovS5u0bm/8mdfudNbqmAyVAfGFEEIIIXzGh52P6Yzo1pXI0NDTzm5YarGQVVTsq023ehaLhbvvvhuLxRLopjQ7ya5mdlA7v2SX7CpSPX9TZBQWkldSyjldOnM4q7LzLdRopE9SEt9s2er1cT3i4nC6XBSUNX426moLNm+hqLycK0eO5NJh56DVVg4j7nK5OJCRybPffseyvfuavP76BDKvP1mtVh599FGsVmugm9LsJLua2UHt/JJdsqtI9fzCh52Pn65dxw/bt1NyBl8aFmzewoLNW3y16VZPq9USHR1NZmamz2cB1RuMXPfwW3WWN/fsvt74M3uwUzk7qJ1fskt21bKD5PcmxGAgKTra83dCZCTd4+Iorqggu7iY+Rs3ctO4saTm55NRWMhtEyeQV1LCqv0HAOiXlETfpES2njhBudVG/+Qk7p06hZ937ab0LDt6f927j1/37kOn1RIZGgpAYXk5zrPYf8Gc1180Gg2RkZFkZ2f7fkx0Qwhlf9xRd5ulOYS+2Xyz+3rj1+xBTuXsoHZ+yS7ZVcsOkl/4cLZri91OVlHxWRWcon5Go5FnnnkGoz9mXtRogmJ2X2/8mj3IqZwd1M4v2SW7ilTP702vxAQ+uOM2PrjjNgDunTqFD+64jdsmVk6O8unadXy1aTN/nH4R79z6e0IMRh7+9HNsVZcQ251OJvXrx6s33sBHd97BjePGMn/DRv71w48+a6PT5SKvtJS80tKzrgNbQl5fMxqNPPLII36r84jtVuefO7x5Z/f1xq/Zg5zK2UHt/JJdsqtI9fzCh2c+Bsp1Y0Zz56Tzmb9hI6/+/AsARp2O2VMmM6lfXwx6PRuPHGXuop9qzY7Yvk0bHr7oQoZ07kSFzcZPO3by9q/LcEovvBBCCCGCxPYTJxn/9380eJ/3VqzkvRUr673tYGYmd34wzw8ta1j7NhH8fsIEnv/u+0Y97tS81XVeieW3y7Q+Wr2GNiEhTOrXl77JSdxx/nmeOq86b80678qRI2hjNkudJ4QQQggRIC2687F3QgIXDx3qGfen2r1TpzC6R3f++tXXlFqsPHjhNP5xxWXcPe+/AGg1Gl645iryS0u564MPiQkP5/FZM3G4XLyzbHkAkgghhAikS+98vt4zvoNlCAohWpqIkBAuGDig0Z2PNUmdJ4QQwhfK71pS7xnfwTIEhRAqaLGdjyEGA3+9dBYv/PADN40b51keZjIxfchg/rbgG7YePwHAc99+zyd330nfpET2pqUzvGtXOrdrx4Mff0pBWRmHs7J4d/lK7px0Hu+vWIkjCC8dr6ioCHQTAkayq0vl/JK9eYWGR9I+NrrO8uxmbofK+x0kf0sytmePBm9PjIw8q/WrVuepPNGSZFeXyvkle/Nyh8dWDjtx6vJmbofK+x0kv+pabOfjgxdewLpDh9ly7HitorRXQjwGnY7NR495lp3MyyOzsIj+ycnsTUunf3ISR7Nzal2GvfHoER6efiFd2sdyKLP2L+wABp0Og04HVBbE1cxms2dgfKfTid1ux2AwoKu6L4DD4cDhcGA0Gj2zQQLY7XacTicmkwmNRuNZbrPZcLlcmM1mz7KHHnoIm83m2WZNFosFrVZbZ/yEWss1NI6mcjv+zNTQ8uq2V2evzl1fVrfbjdVqRafTYaixb1wuFzabDb1ej17/26Ee6EwN7qcamSwWC/fddx8Gg8GzrmDN5PX40vx2vDZlP82ePbtWfr9naiAH0KzH3kMPPYTdbgdo9mMvkK+n6uxQeew0V6YzOYab4/V07733YjQaa90WjPvJX8fe7Nmz0el0tdbT0jPV3E+nrqsle/bKK3C73bWey1OdzYDygazzAEKq9qPJZPLUXy6Xy3PM1Ty2HA4HTqcTo9FY6/nwttxut+NyuTCZTJ5lTz/9tGc7NZdD5QyhGo2mzjFntVrRarUYDAbKGtgP9dJoMJlMfs0Ela8jt9vtNVN19urcNTNVc7vd2Gw2dDpdrfcAb8sDnamh/VSz7VarlSeeeAK9Xu9ZV7BmwtvxVXUcNdT2hjI99thjGAyGWtv1ZyZv71fVy5vz2Hv66adxOBwAzX7sBfL1VJ0dfnt/bY5MZ3IMN8fr6S9/+QtGo7HWbcG4n/x17D322GPodLpa62npmU5t+6nrE79pkZ2Pk/r1pWdCPHe8+36d26LDw7E5HJSeMoV7flkZ0eFhnvsUlJXWvr20skCNDgsH6hal148dw+8nnFtn+csvv+z54Fi1ahUffPAB119/PePHj/fcZ+HChSxcuJB77rmH/v37e5bPmzePlStX8sQTT5CYmOhZPnfuXHbv3s2LL75ISEgIAHq9nscee4zc3FzeeOONWm24++67iY6O5plnnvEsq6ioYPbs2fTt25c5c+aw+mjjilKTycQbb7zh10wAjz/+OPn5+Q1m0uv1OByOOpmqpaen8/jjjzN27Fhuvvlmz/Ldu3czd+5cpk+fzqxZszzLgyFTtYYy/fWvf+Wqq65i8uTfLgUI1kze3mSrj6PqTI3ZT6tXr2bjxo2MGDGCcTW+ePozk7fXiclYma85jz29Xs97773HihUrmv3YC+Trae7cuYSHh3veV5sr05kcw/5+Pd1zzz2MGDGCG2+80SeZguk94kz30+eff05MTAw33XRTq8lUcz/VLKpburySUuYu+onVBw/We3v3uDjeve33TVp3MNV5Tz75pOeHoPXr1zN//nwuvfRSRo0a5bnP4sWLWbx4MTfffDO9e/f2LP/iiy/YsGEDDzzwAPHx8Z7lb7/9NgcOHODJJ5+s1SH9r3/9i/z8fJ577rlabXj00UeJjIzkkUce8SyzWCw89thj9OjRgz/84Q/cl2+k9jNSzdvnmpHnnnvO75n++c9/UlhY2KRM1TIzM3nhhRcYNmwYV111lWf5/v37eeedd5g8eTLTpk3zLG8pmf79738zY8YMJkyYEPSZ7Mb6j6/q46g6U2P204YNG9i+fTuDBw9m5MiRzZLJ20QX1cub+9ibP38+69evl9dTM2T64QyOYX9n+stf/sKgQYO48sorfZKpJe6nhQsXEhUVVes5aOmZTt1PNTsnRW2acX97pkWNvN2+TQT/d+vvmfPJZxzJrrwg7j83XM+hrCxe/fkXJvfvx6MzZzDpuX/Wetzbv7+FbSeO89bSZfxx+kXEt23DQ59+7rndpNez5NFHePjTz9lw5Eid7db8RbxtSAjz77sHgJiYGMrLywH/nYVhNpuZO3cus2fPpqKioklnYVx278u0b1f3ksL8ojKi24bVWZ6dm89Xrz4Q8DNL2rRpw9y5c5kzZw4Wi0WpM4A0Gg1vvPGGJ3swZ7rmoTfqPb6qj6PqTI3ZTwaDgVdeeYX777/f88XP35m8vU6yc/P55F93NtuxV/2av/feeykrK1PqzMfIyMhar/mGMv3urucJOXWcRjdUlBXy4wdPNSrTVQ++dtpj2N+vJ6DOa746a7DtJ38ceyaTiZdeeol7770XZ9XMxS0906n7KTQ0lLy8PABmvvgShVX1Q0v03FVXcDgzy+tEN93i2vP+7bcx4ZlnG7XeYKjzAGLCw/l09l107tyZkpISwH9nYZhMJp566ikee+wxLBZLk87CyL9/E7TrWvcJLcqAtgl1l+ceJfqV4QE/syQiIoKnnnqKp556CqvVqtQZQBqNhueee86TPZgzlf5xR/3HV9Vx1FDbvS3X6/X8/e9/54knnvD84OjvTJs2baJr17o5jh49ysCBA5vt2Kt+zT/++OOUl5cH/EwtX2Q63fLqTG3atKn1mm8o05IlS2jfvn2t5W63m5ycHKZPn96oTMUPbTvtMezv1xNQ5zVfnTXY9pM/jj2j0cjTTz/N448/XqvOa8mZ6mt7REQEx48f59KXXiG3tPYPoaprcT/B90pIIDo8nHdvv9WzTK/VMqhTR343fBgPf/IZRr2ecJOp1q/i0WFhnl+980tL6VPjrAfA82t5fln9B4jd6cRe9SIx1nhRVHeI1bqv3V6rs6Ra9eU0p7Ja6/+t+tT1Vl++VN9YCS6Xq+Hlje1idtfejr8yNbS8Zqaaz7O3rE6ns9YbWbXqL6KnCnSm0y2v/sJb3zEWbJm8Hl/uuo9pyn6qb7t+ydRADmj+Y696nc197FVvO5Cvp1OP+/raGBIWWX+HoZf7N5SpMcewv15PDb3mg3U/ncnyphx79S1v6ZmcTmet4rml+2ztesxG77/up+UXcP9/P270eoOhzgMIrTp+qjvEat23nuMNvB9zZ3osVtd59R2j1R3Zp3K5XJXLG3uJ+ynr81emhpbXzFTzefZkOoW39ztvywOdqab6MlV/4a3vGAu2TF6Pr3ryNnY/ORyOerfrj0zehoKoXt7cx171Y5v72KvediBfT6ce9/W1MTY2tt7OYm/3byhTY45hf72eGnrNB+t+OpPlTTn2GpO1pWSqbru3M6xFC+x83HzsODe+9U6tZY9ePIOTuXl8snYd2cXF2J1OzunSmRX7DwDQISaa+Mi27E5NBWB3aho3jBtLZGio56yDYV26UmqxcDwnt3kDCSGEEEK0MDtTUhq83WK3s/3kyUavV+o8IYQQQojWp8V1PlbYbBzLyam1zGKzU1RR4Vn+w7bt3DNlCsUVFsqsVh64YBq7UlLZm5YOwKajRzmem8sTl1zMG0t/JSYsnNvPm8CCzVtq/eodLNxuN+np6Wc1cHtL1RqyX3rn84SeemkoUF5ayIK3/uz1ca0h+9lQOb9kl+wqUj2/qKRqnZeZmanksd8aspfftaRyJt1TaEpzCH1zcj2PqNQasp8NlfNLdsmuItXzixbY+XgmXv35F1xuN89ccRkGnY6NR48y98efPLe73G4e+fwLHrrwQt665WYsNhuLdu7iveUrAthq76xWK48//nigmxEQrSF7aHgk7WPrvzS0Ia0h+9lQOb9kl+wqUj2/OHOtrc6z2Wy88MILgW5GQLSG7O7wWIjtVnf5aR7XGrKfDZXzS3bJriLV84tW0vl430e1xxSyOZ289NNiXvppsdfHZBUV86fPv/B303xCp9MxduxY1qxZU+84CK2ZZFczO6idX7JLdtWyg+QX3qlQ5w0bNozNmzcrd+xLdjWzg9r5JbtkVy07SH7h585Ho17PyG7d6NwuBrPRyHvLV9AuIgKA7OJif266VTEYDNx8881s3LhRuReqZFczO/g3v7dL4fWG4BggWOV9L9nVzA6SX6hLr9dz1VVXsX37duWOfcmuZnbwb35vl8JjCPHpdppK5X0v2dXMDpJf+LHzcUyP7vx55gzahPz2Jv/e8hW8/fubiQoL49EvvmTd4cP+2rwQQnjl7VL4/KKyALRGCCGEEEL4irdL4dFkNH9jhBBCAKD1x0r7Jiby98svo01ICBqNBo1GA1SOwbNy/wE0Gg0T+/T2x6aFEEIIIYQQQgghhBBBwi+djzeNH4dep8Nit7Ny/4Fatx3MzASgT1KiPzbdKrlcLnbv3o3L5Qp0U5qdZFczO6idX7JLdhWpnl+oy+12s3//fiVnAJXsamYHtfNLdsmuItXzCz9ddt2/QzJut5vXf1nK8Zwczu3dy3NbZlERgGfsR3F6NpuNuXPnBroZASHZ1cwOaueX7JJdRarnF+qy2Wy88847gW5GQEh2NbOD2vklu2RXker5hZ/OfDQZDABkFBbWuS3UaAJAr/XLplslvV7PrFmz0OtbxeTkjSLZ1cwOaueX7JJdRarnF+rS6XRMmzYNnU4X6KY0O8muZnZQO79kl+wqUj2/8FPnY3bV2Y2T+/fDTe3TamcMHgT8dgakOD2Vv5BJdjWzg9r5Jbtkr3bpnc9z3cNv1fl36Z3PB7Cl/qHyvm/pBnbowBOXXMybt9zkubJl2oD+DOiQHOCWtQx6vZ5p06YpeexLdjWzg9r5Jbtkr1Z+1xLK/rijzr/yu5YEsKX+ofK+F5X8sufXHjrMFSNHcMHAAYzo2tWz/NO77yQpOhq3282ag4f8sWnRDC6983lCwyPrLC8vLWTBW39u/gYJIUQr5W1m9uwAtKUm+RwQ1Sb07sXjl8zil1276REfj6HqjIYwk5kbxo7lT59/EeAWisZasmQJsbGxdZbn5OQwefLkALRICCFaJ28zswd6VMTyu5ZUtu0UmtIcQt+UzwHRNH7pfPxo9Rom9ulDbJsIosPDPIOKJkZFAZBTXMKna9f5Y9OiGQTrl2GVSUeAEKI5tZbPAXnvPHs3jh/Hv39cxOKdu5jUr69n+a7UFG4cPzaALRNNFRsbS7dudb8Mi8CRDmEhRHMK1k7RxpL3zuDil87HoooK7p43j4cuvJCR3buh0WiAyhmO1h86zIuLFlFisfhj062S0+lk1apVOJ3OQDel2Un22tm9fVHWG4xER4bXWd7SOgJqkn0v2VWjcnYITP7W0okaSB1jYthx4mSd5aUWK+FmcwBa1PK4XC7Wr1+v5Ezvkr12dm9flENCQkhMTGzO5vmd7HvJrhqVs0Ng8suPacHFbxfcZxeX8MgX8wk3m0muOuMxtaCAUul0bDS73c4HH3wQ6Gb4xenOOmnN2U+nvuzevijnF5X5vT0N7St/kH3fvNmD5Qww2e9qZgfJ31Lll5aSFB1VZyzvgR07kFFQEKBWtSx2u5358+cHuhl+cbqzTlpz9tOpL7u3L8oZGRl+b09Dl1n6g+z75s8eDGeByX5XMztIfuHHzsdqpRYL+5vhA7M1MxgMXH/99Xz88cfY7fZAN6fRGurUON1ZJy09+9kItuzNdYaQ53jRVA5M7HA4wN3yLoM8m868QOz7YDkDLNiO++akcnaQ/C3Vd9u2c/+0qTz/7fe4gXYR4fRPTmL25El8uGp1oJvXIhgMBi699FIWLFjQYo99bx1XsYkhdOvo/Yy91pC9qYIte3NdZuk5VjQa9DodDqcT3O4WN5bc2YyJF6h9HwxngQXbcd+cVM4Okl80Q+ejOHs6nY7x48fz2WeftcgX6tl0arT07A3RG4xc9/BbdZZXd061huyny1ifYOkEO1ty3DeNZFczO0j+lurjNWvRaDS8dMN1mA0GXrvpRuwOB5+t38BXmzYHunktglarZdSoUSxcuDDQTWkybx1XaBo+AaE1ZPdmzdUhxF2/o87y6rPMWkP202WsT81jxVFzuT8a6Edn01nbGvZ9U0l2NbOD5Bd+7Hy8aNAgZp0zhKSoqHrH/HED5/3jOX9tXigoWC4bPWMaTavoZGuQChmFEEJxH61ew2dr15EcHU2I0cjxnBwqpANZ+FhLm301LlRDtw6te6wxFTIKIYTwDb90Pt46cQI3jB0D4Jlspg53S/t9SwS71nLGnGicFtfpLIQQrZDD5eJ4bm6gmyFasdYy+6ponJbW6SyEEKJ+ful8nDl4sKfTsdxqpbhCJpk5Gw6Hg4ULF1aOfYdanS2nZleJytkbozV2Oqu871tKdn+8D7eU7P6iev6WzKjT0S0ujqiw0Do/Oq85eChArWo5HA4Hixcv9hz7wTApRHM5NbtKVM7eGK2x01nlfd9SsvvjfbilZPcX1fMLP3U+hhgNuN1uPli5SgYb94HqL2TVWmNnizenZm8uwdDBG6jswcrb+JF6g9HrY7ztx4YeEwxU3venZm/uWdbPlD/eh1Xe7yD5W6oR3bry+KyLaRsaWuc2t9vNRBli57ScTieLFy/2/B0Mk0I0l1OzN5dg6OANVPagZQih7I91x4/EEOL1Id7OimzoMcFA5X1/avbmnmX9TPnjfVjl/Q6SX/ip83HriROM7t6dE3L5jU8YjUbuueceXnvtNWw2W6Cb06wClT0YOnh9kb0pE74ELS/jR+YXlXl9iLf92NBjvGnODulT930wdIY3l1OzB8Nrsbmo/F4Pkr+lemDaNJbt3ce8VaspKGv8e6uoPPZvvvlm5s2bp9yxH6jswdDB64vsISEh7NjRuAlfgpZGU/+kRUXeJy3yOtFRA4/xpjk7pE/d98HQGd5cTs3eGs9s9Ubl93qQ/MJPnY8vLfqJLjfcwH1Tp2I2GDiQkUmZ1VrnftnFxf7YfKuj1Wrp378/Wq222bbZUKdVcwpE9mDhk+wy4YvPNGcn2Kn7vqV1wJ1NZ6m85tXMDpK/pYoOD+OLDRuk4/EsaDQaevfu7X2cdD8JhrPGApU9GPgiu0ajCXgnamvRnB3Sp+77YOgMbwxvnaVw+g5Tec2rmR0kv/BT52N+aRk7U1KYNnAAf545o977yGzXQU46rQLG0/GrgdVHNVx278vgDvxlpkKcqZbWWSqEaLrl+/YzpFMn0gsKA90U0UhezxrTNP6sMXHmqs9W1Gg0GI1GJk+ejNvtJicnsJeZCnGmWlpnqRAiOPil8/GeKZOZOqA/brdbZrsWorFO7fiNCAOk40a0bp6zJU/pdA/28TmFUN1Li37i75dfxqCOHTiSnYPD6ax1+1ebNgeoZUIEJzlbUaio+kzrMo2G+/KNWO+fXNkfEOTjcwohfMcvnY+T+/dDo9Hgcrs5npNDSUUFLulsbDK73c68efOw2+2BbkqzUzl7axYsl/UHq5Zy3PtyQp86Z0tWdbo3ZXzOlqql7Hd/UT1/SzW5fz+Gd+2CzeFgcKdOp/y27JbOxzPgcDj44osvlJwBVOXsrVlDY1GOlvkmWsxx7+3y6pCQxncY1jzTutZgbE0Yn7Olain73V9Uzy/81PnopnKGw399/wM/7tjpj00o4dQv9lePuBZQ60wgp9PJypUr/bLuYJ1FVwmt6LL+pszCfTr+PO59yZcT+oiWs9/9RfX8LdXt503k/RUr+XjN2lY5QYA/+fKLfUvldDrZsGGDX9YdrLPoqqA1nd3prSN1wFchVDRxnf487n3J2+XVGRnqdBj6UkvZ7/6ien7hp87HJbv3cOmwcwAZTPRsyBd7MJlMPPHEE/z973/HWs+kRWeioc6h6MjwOsub0gEmHZkKa8Is3Kfji+NetDyq73fV87dUBp2OpXv3SsdjE8gX+8rZTx944AFefvnlps9+agih7I91O4cwhEBkYp3FTTlWpSNTXd46UjVnMTaqT4570eKovt9Vzy/81Pm47vBhRnbrxn3TppAQFcm+tHTKrJY699txMsUfmxcB4o8zwDQaDYmJiWc3K5YfOodOJRNsCF/yyXEvAqaps32rvt9Vz99S/bRjJ5P69uWjNWsD3RThZ/64lFaj0RAfH3/WdV69E+f48HJOb5PzSKe7aAqfHPciYLydtX4mM32rvN9Vzy/81Pn4r2uu9kw2c8PYMfXeR2a7boWaoZNPzjD0naZ2kAihkqb8qCI/RgiVaLVarhkzmhHdunIkKxuHy1Xr9td+WRKglglfa45Lab19qYezu8xVRU3tIBFCJWuuDiHu+ro/qjQ0/IXM9i1E0/il8xHw9GjLbNfNx9uX5OrbWgP5Uu878lwKcQaa4UeVYCU/9ogz0bV9LIcyMwHo0r52R4eUer7n7fLf1jJjbENf6s/mMlcVSQeJEKcXF6qhWwc1h7+Q4SREc/NL5+NPMslMYHj5kgwt94uyzWZj7ty5Mi6EaDUa+pGg+qxTOe7V1Jj93tCM8b46c7m5f6CQ475luv+jTwLdBKV4u/y3pc4Ya7fbefvtt2WWe9GqnO6sUznu1dSo/e5lLFtNaQ6hb/rmzOXmHk5Cjnvhl87H57773h+rFQpyuVzs3r070M0Qwnca+JGgulMn2I57b2fABesZ1d465rR6PS6Ho87yYDmTr1H7vYXNGH8mwzwE23EvhPA/l8vFgQMHAt0MIXzqdGedBttxP2lRA5M2BSFv48+e972RlMK6P2AGy5l8jdrvXsayDdYLCho6i7K6szTYjnvR/Px22bUQvmA2m3nxxRd56KGHsFjqTlokRGsUbMe9tzPggvaM6gYulW4X26bO8kB32Hk65jRgMpqw2qzgDp5OUV84k7MoTz3uZVzaluHm8eMavH3eqtXN1BLREplMJp588kmefvppmeVeKCPYjvucCi+TNgXpUAfexp/Ns2VAbIc6ywPdYVd9JqxGo8FoNGKz2XC73Wc1WVewOZOzKE897s+kw1K0Ln7pfJw2cMAZ3W/xzl2NXvf1Y8dwbu9edIqJwepwsDs1lTeX/kpKXr7nPkadjtlTJjOpX18Mej0bjxxl7qKfKCj77Yty+zZtePiiCxnSuRMVNhs/7djJ278uwykDFAWdhgb8Fb7nj1nLRePJca+Ouh1zYUDgO0WbS83O1y0ZJi6792VwV77nREeG17m/Ks9LtUEdO3DN6NH0SoinXUQEj83/klUHDta6z60TzmXmkCGEm03sSknlxUWLSM0v8NweYTbzwAXTGNuzBy63mxX79vOfxT9T4YNLn8b37lXrb71WS0JkJE6Xi/SCwkZ3Pv7xogs5r19fwkwmtBoNe9PSeGbht7XqvDsmTuCKkSMwGQy43G42HzvGPxZ+56nzIsxm/jxzBmN6dEen1WJzOPh26zZe/2WJ1HlByGw2B7oJSmlpZ7m1VnLcq0P18VerOxnLNBr+VG7Eev+MykGhDSEQmVjn/vIp3Xr5pfPxsYtn4j5NceemaZ2Pgzt2ZMGmLezLSEen1fKH885j7rXXcsNbb2OpKqLvnTqF0T2689evvqbUYuXBC6fxjysu4+55/wVAq9HwwjVXkV9ayl0ffEhMeDiPz5qJw+XinWXLG90mIVoVhSfYaGkaGvcPkLPGRLPzyezgEZWdr/KeU8lsMHI4K4sftu/g2Ssvr3P7tWNGc9mI4Ty78DsyCgu5deIEXrz2Gm54821sTicAf730EmLCw5nz8afodFoenTmTP864iL8tWHjW7bv1/96rsyzUaOSxWTNZtb/xl1f1TEhgx4mTbD52nAcumIpWo61V5107ZjRXjR5FudXGK4t/YeqA/gzp1Ilnr7icu+Z96Mk7pFNHDmZm8s2WLdw+8TxmnTMUi90udZ5Qntez3FrouKGtnbfxI6vPoDuVzGYu/MrLWJQN/XhR86zIWuf5ynuOcvw+27VXTfzl+eHPPq/197Pffsd3Dz1Ir4R4dpxMIcxkYvqQwfxtwTdsPX4CgOe+/Z5P7r6TvkmJ7E1LZ3jXrnRu144HP/6UgrIyDmdl8e7yldw56TzeX7ESh8vVpLaJ1k/OChT+5Dm+NLD6qKbWGWD1Os24fy1pTEDRSgT4x4vWeKn2hiNH2HDkiNfbrxwxgv+uWs3qg5VnQ/5j4bcsnPMA43v3YumevXRqF8Oo7t247d33OVA1e+fLixfzr2uu5vVflpJXWurzNpfbbLy/YiXPX3Uli3c1bhzP29973/P/D1wwla82beQvs2Z56ryrRoxAp9Xy4qJFLN+3n2X79vHtnAfo3yGZvkmJlFmtjOreDZfLxZ+/+JKCsjLySsv41zVX87vhw6TOEw3yNpbcgK9CqAhAe0TrUn18VV9+O3nyZNxud4NXu3g7ay4jI4MOHepeYiyEX3kZi7K5OhJPN5mTCG5+6Xz8YOWqOssiQ0IY1rULHWJiOJGby6979vpkW2EmEwDFFZXjovVKiMeg07H56DHPfU7m5ZFZWET/5GT2pqXTPzmJo9k5tS7D3nj0CA9Pv5Au7WM5lJlVZzsGnQ6DTgdAiMHgWW42m3FVFbFOpxO73Y7BYEBXdV8Ah8OBw+HAaDSi1Wo9y+12O06nE5PJVKuz1mazVa7zNP23AeHLNp1mXVqtFq1Wy9///ne0Wu3pL0/wVdsaWk9jv1g34/PV6HX56pz2YM7oy3U1xzUApx5fTT0DrIHseqOR6/5Y1YHu/u2+er23Ds7Gbfp07frdXc8TEhZZZ71et3+a9flEcx13msrPjOr3eM97mrfHNKVdnv2pR6//7SO+KZ9PZ7Kds9bEjGazud5MoRGRtG9XT6e7BnQ6Xd3P3Aaee61WW3s/VbFYLGi1WoxG42mXu91urFYrOp0Og8FQa11mg4HQGve1O53Yq85UPFMJkZHERISz+dhxz7Iyq5V9aWn0S0pi6Z699EtKpqSiwtPxCLDl6DFcbjd9k5JY5afB38NMJsKrarSzYaqquYorLCRERhIdUXkpfnWdV2a1sjctjR7x8fRPTqbUYsVqt3MyL99T51XnDTOZvNZ5oUZjrf0RHVb5/msymTxnF7lcLs8xV/P14nA4cDqdGI3GWvWct+V2ux2Xy3X6H+pPodFofPja890bX1PbpdFo0Gg0vPTSS2g0Gkw+OF7OcMNe43sbS07jbew7Xz+PPlzX6a5Ca+QKfbSa4D2Gffl8eduX3o6vjIz6j6+mHBOTF4VQ9qedlX+43Z7nSVua49NjzJuaHaw19f+fOXAd+M30Oq1+H6se07H6Pa2h46HRr4eqdel0ulp1XlM+n85kO2etKeupeh7ry9S+fXu6du1az0M0njqvZtaGnvvq1/2pnz1Wq9XzA8Gpy7VaLYYafUFutxubzVZrfzTbZ1kL5JfOx3n1dD5We+HqqxjRrSvHcs5+1ikNcN/UKew8meJZX3R4ODaHg9JTBu/NLysjOjzMc5+Cstq/9OeXVhao0WHhQN2i9PqxY/j9hHPrLH/55Zc9L95Vq1bxwQcfcP311zN+/HjPfRYuXMjChQu555576N+/v2f5vHnzWLlyJU888QSJib+NdzB37lx2796NyRh8B64vX0w1C/o6NBAfH88zzzzjWVRRUcHaY/XfHUBX4432bJz6pn02fP18uXx0toZOq8Xp9M266ntzbipfP18+W5fRFBQDgp+phrNr6u2c8dbB6et9otNGExMdecbb90rjuy9qep0Ond43H4cNPV8Gg4lrH36zTlHq7WVtMpka3eldXRBNnz6dWbNmeZY35fOpIb76fGrK8WUymXjjjTfqzbT6aP3HhMFg4rqH38TpdGE0/VaUNvTcx8fHk5+fzxtvvFHrtrvvvpvo6Og6n0+zZ8+mb9++zJkzx7M8PT2dxx9/nLFjx3LzzTfX+qLw5X331Frv+ytW1vvjbUNiquqamj+mQnXNE+65T0F5ea3bnW43JRUVnsefjcuGD6v1t0ajISY8nGkDBrC+gTM2z9SMwYM9dV7/5CQA7KfUefllZTicLqLDwzDp9didzlp1XnXeqLAwr3Xe81ddyZDOneosf/LJJz2d8evXr2f+/PlceumljBo1ynOfxYsXs3jxYm6++WZ69+7tWf7FF1+wYcMGHnjgAeLj4z3L3377bQ4cOOD1s9Pbe5vRaMRkPOWytd8eVe9Sb8tNVdtuzLoaapdWY6cxVYVGo6F9+/Y88sgjnmXNNcGaQa/HaKy/zvP+udI8z6Ov6jytVouzkT9meFNd5/kqYyCPYW/LjUajT+u8mj/ynY2G6mtvz3F2hRba1e2cMRiNeF9d456v03XANaoD3/uKfNb/pdPp0Ot0PjuGvanueK3+flt9X2/Hg7Fqn3j5NlwvQ1UdMXnyZKZNm+ZZ3pTPp18b2I7RaPTSLv+/Tk1GI88991y9mbw9/5MXhVD6xx24nE5sRiPa6v1n8P7ct2/fnsLCQp577rlatz366KNERkbW+Xx67LHH6NGjB3/4wx88yzMzM3nhhRcYNmwYV111VeUma3ROitqafbbrtYcOMbJ7N24aP54VTRgLqKY5F15Al/axzK4ay9GfPl6zli/WbwCgbUgI86u+NDzwwAOUVxX11R/yH3/8MZ999pnnsdWdk6+99lq9Z5b8/e9/r3PmI1A54yln/8XAlzwfzBFn364GP+TdlS/mOXPmMHfuXObMmYPFYuGye172+hCnjwo2zxk/vszo7+erkXz1XMFvZ/YE7fPli3XZWk7HIwTx8+jLDlw3uH10OqrD6cThdPr9+XIDbSPCOPV93VvH62/P15m3q/r964cffmDx4t+mUGzK59PVI671uh1ffT415fiyWq3cffcD9Wa67N6XvT73jen0tlqtZGZm4nK5uPvuu2vdZrFYyMzMrLMcYO/evbWWV59Js2bNGjZu3EhoaCg33HADAFf85zWKK347D6SxZz0GiytHjqz1t9vtprC8nJ927uSjNWvPev1xbdvWO66kr/35i/l1znx8747bePrppykpKQHwdAwtWLCAhQt/Gy+z+nU0b968es8sefnll+uc+Qh4/QHW2xlYNpsNq9dvqd7eD+tfbvX2428Dj2moXa5Gvh273W6ys7N56qmnPP+sVivTp09v3IqawO5w4C2+97Pfmud59BVfdWJCVZ3ntW2NzxjIY9jbcl8+94DPOn4baldTjlXvq2vcunx6Vq03bndTR2mrw+l0NrBPfPs6TU5OrrPM25mttgb3Sf3sDgdGKi8/Xr58uWd5kz6f6p5XVatt9fP/69Rqs/Hoo4/Wm8nbpdVZ5eCK7gxAzWt33Hh/7rOzs3G73Tz66KO1t2+1kp2dXWc5wKFDh2otrz5ONm/ezPbt2wGIiIjglltuqXe7qvNL52P7Nm3qLNNpNUSHhTNjyGAAOsbUPfOmMR64YBqje/Tg3v/+l5yqohAgv7QUo15PuMlU61fx6LAwz9mN+aWl9EmsPbNS9VmR+WX1j31U83IoY40zFywWS51fau12e72XrHl7EXv9Qh6MUz35sk0NrEtvMHLNnDc8Y99Nv/35hse+82XbmimjrEvRdTWHYM3u6+dRXvN16PXeJyFa8NafG/355Mu2+Ww97tpnSNXK5MN2VRe99Z2N5XK5GrW8+otPzQ5ei91O+Vl+4c2rqmuiwsJqjd0YHRbmubQ4r7SMqNDQWo/TaTREhIR4Hn82rnrt9bNeR30euKDyjI53ly/31HnV7TWcUudFh4Wh12nJLy2j1GLFoNMRFfbbTOnVecF7nVdus9W7P6xWa506zduwBN5eR43tZPTG7Xb78Bj33ZtVU9oVEhLC9u3bGzX2nc/4sFPD589jEK6raoU+Wk0QH8M+5Kv1+bRdvjzuW5ogPVaa8npYc5WZuOvqjktbPeZhYz+fGmhc4+7vy/VUn9hSpWYmX762qtdVX1+M+5Q2VHO5XPUur9nB7asrAlsjv3Q+fnnfPQ0eGG63m6zi4iav/4ELpnFur17c99FHZBQW1brtQEYmdqeTc7p09pxZ2SEmmvjItuxOTQVgd2oaN4wbS2RoKIVVZy0O69KVUouF4zm5TW6X8CFfjX0nhBAqOc0kRPXxNkmLTKQV/DIKC8krKeWcLp05nFXZ2RhqNNInKYlvtmwFYE9aKhEhIfSMj+dgZiYAQ7t0RqvRsDctLWBtb0h1nQdQUPbbJeMZhYXkl5TSNizUU+eFGo30TUrCqNezOzWVMqsVk8FAt/axnjqvOm+Z1Sp1XpBo7Nh3QgghIC5UQ7cO9Uz40gBvk7TIRFqiuQVktmuX2827y1c0ab1zLryAyf378dgXX1JutXkGBC+1WrE5HJRZrfywbTv3TJlCcYWFMquVBy6Yxq6UVPampQOw6ehRjufm8sQlF/PG0l+JCQvn9vMmsGDzlhZ72ZMQQgjRFKHhkQGdoVo0LMRgICn6t/2TEBlJ97g4iisqyC4uZv7Gjdw0biyp+flkFBZy28QJ5JWUsKrqB9gTuXmsP3yER2ZM598/LkKv1fLgBdNYumdPk2e6vmfKmc8o+dovSxq17j9Nv4hJ/fryn59/4c8zZ9CtfXvKrDayi4pILSjgi40buXXCuTx00YWEmU1cMGAAAHtSf6vz1h8+wpBOHXn+qiv5ZvMW7jh/Ig6nk683bZY6TwghhFK8zZje6HE4hThLful83HHiZJ2xuNzuyhkJ0/Lz+X77Dk7m5TVp3ZcOOweAV2+6odbyZxd+x6KdlTN7vfrzL7jcbp654jIMOh0bjx5l7o8/ee7rcrt55PMveOjCC3nrlpux2Gws2rmL95rYISqEEEII4Q+9EhN49cbfap57p04BYNGOHTz77fd8unYdIQYDf5x+EeFmM7tOpvDwp59jq9HJ9rcF3/DghdN4+fprcbndrNh/gFd+WlxnW2eqR3zcGd2vKVdHzRw6BIA/z5wBwK0TJwCw8+RJZn/4EZ+uXUe40cgVI0fw5xkzcLndbDl2nH8s/Nazjr8t+IZHL57BmO7deWzWTGxOJwu3bJU6TwghhBAiQPzS+XjfRx/7Y7UAjP/7P057H5vTyUs/LealBgrrrKJi/vT5F75smhBCCCGET20/cfK0tc97K1by3oqVXm8vsVj424KFXm9vrPs/+sRn6zrVmdR57yxfwTsNdCSWWCw8Nv9/vmyWEEIIIYQ4Cz7pfBzUsUOTHrfjZIovNi+EEEIIIQIk3GRi+pDBdG7XDoBjOTn8sH0HZb6c4V4IIYQQQrRYPul8/M+NNzR+xj7gvH8854vNCyGEEOI0ZGIZ4Q+9EhJ48dqrsToc7EuvHHPxypEjuWHcWB765DPPJDdCCCGE8J/yu5bgDq87sQyGkOZvjBD18Nll1w1NMFMvH05TL4QQQoiGycQywh/unTqZNQcP8cL3P+Csqu10Gg2PzJzOvVOncO9/PwpwC4UQQojWzx0eC7H1zIQtE8uIIOGTzsefduz0xWqEEEIIIUQL0jshgRe+/9HT8QjgdLv5dO16/u+23wewZUIIIYQQIlj4pPPxue++98VqhBBCCCFEC1JmtRLXtg0n8/JqLW/fpg3lMuajEEIIIYQAtIFugBBCCCGEaJl+3buPR2bM4Py+fWjfJoL2bSKY1K8vf5oxnSV79ga6eUIIIYQQIgj4bMzH+vROSGBy/350iK4cYyolP58lu/ewP0PGHRBCCCGEaOle/2UJbrebv8y6GJ228jdth8vFws1beOvXZQFunRBCCCGECAZ+63y847yJXDtmdK1lI+nG5SOG88nadfzfsuX+2rQQQgghhPCjLrGxHMvJweFy8Z+ff+HtX5eRFB0FQFp+AVaHI8AtFEIIIYQQwcIvnY8T+/TmurFjcLvd9c6Cfd2Y0RzMyGDF/gP+2LwQQgghhPCjeX+4nf3p6Xy/bTtL9uylwmbjaHZOoJslhBBCCCGCkF86Hy8ddg4AdqeTBZs2szc9HYC+iYlcMuwcTAYDvxs+TDofhRBCCCFaoHs//IiLBg9i9pTJ3DN1Civ27ef7bdvZmZIS6KYJIYQQQogg45fOxx5xcbjdbt7+dRn/27jJs3z5vv1kl5Rw79Qp9IiL88emhRBCCCGEn+1MSWFnSgov/7SY8/v24cJBA3n1phtIy8/n++07+GnHTvLLygLdTCGEEEIIEQT80vloNBiAyjF/TlW9rPo+QgghhBCiZbLY7fy4Yyc/7thJUlQUFw0exO+GncNtEyew4cgRHv3iy0A3UQghhBBCBJjWHyvNKS4G4MqRIwg3mz3Lw81mrhw5otZ9hBBCCCFEy5dWUMBHq9fw4ao1lFutjO7ePdBNEkIIIYQQQcAvZz6uP3yE3w0fxpDOnVjwwH2kFVSe7ZgUFYVBp8PtdrPu0GF/bFoIIYQQrZjeYOS6h9+qs7y8tLD5GyM8BnXswPTBg5jQuzcut5tle/fx/fbtgW6WEEIIIVoSQwhlf9xRZ7GmVCa1a+n80vn439VrOK9PH6LCwzDq9XRu1w7AM/N1XkkpH61Z649NCyGEEKI102hoHxtdZ3F2AJqiupjwcC4aNJALBw0kKTqa3SmpvLL4Z37duw+L3R7o5gkhhBCipdFoILZbncXuADRF+JZfOh8Lysq484N5PHTRhQzv2sXT6eh2u9l45Cgv/fQTBTIIuRBCCCFEi/Sva65mWJfOFJVX8NOunfywfQcpefmBbpYQQgghhAhCPut8fPiiC1myZw/bT5wEILOoiD9+9jnhZjMdoivPUEjNz6fEYvHVJoUQQgghRAA4XE6e+N/XrD10CJdbzkcQQgghhBDe+azzcebQIcwYMpiCsjJ+3buPpXv2sDctnVKLhX3p6b7ajBBCCCGECDCZxVoIIYQQQpwpn192HRUWxmXDh3HZ8GFkFRXx6969LNmzlyNZMhqTEEIIIYQQQgghhBAq8Vnn46dr1zKhdx+SoqM8y+LatuWa0aO5ZvRoUvLyWLJnL7/u2UtKvowJJIQQQgghhBBCCCFEa+ezzse3f13O278up0d8HOf16cPEPrU7IjvExHDLueO55dzxHMnKZsmePXy2br2vNi+EEEIIIYQQQgghhAgyPr/s+lBmFocys3hnWWVH5Pl9+zKxT28So37riOweH0e3uPbS+SiEEEIIIYQQQgghRCvm887Hmqo7It/+dRkjunblj9MvIrZNBBqNxp+bFUIIIYQQQgghhBBCBAG/dj5GmM1M6N2b8/r2YUjnTmil01EIIYQQQgghhBBCCGX4vPMx3GTi3N69Ob+qw1Gn1QLUOtuxuLyc5fv2+3rTQgghhBBCCCGEEEKIIOKzzscLBw7kvL59OKdL53o7HMutVlYdOMjSPXvZfPQoTrfbV5sOqNDQUL+t22TQYzTo6iw3NnJ5Ux7jbbnJoK+6XdYl65J1NWVd8jqVdcm6Wsa6/PH57s+aQQghhBBCiGDls87HP188A7fbXavD0eZwsO7QYZbu2cO6Q4exOZ2+2lxAtTGbPf+fk5MTwJYIIYQQwh/ee/ZWv66/jdlMYXm5X7chzl54eLjf1u1tDPSGlkcYAUM9Nxo1jV9O/evyZbuasi5vIowadD7K7m0z3rbf4LbB79kD/jyC348VXx7D3h7jy+e+oeexscdXoNvl7THN1S6VX6eNfT348n24Kc9Xc7xOm3JMNOUYjoiIqH9lZ8mfdUNLpxn3t2d8cgriiscfA8DpcrH56DGW7NnDqv0HqLDbfbH6oNIxOppPZt8V6GYIIYQQooW67vU3OZmfH+hmCC96xsXx3h23BboZQgghhGiBbn3nXQ5mZQW6GUHFZ52Pr9xwHUt272X5vn2UWCy+WGVQ6xgdDUCxn7OaDQa+vO8eAK78z2utsjPXG5WzA0SFhfHfO+/gxrfeoaCsLNDNaVay79Xd9yEGA/Or9v0V/3kNi0L7XuXsoE7+6qsnpOMx+PWMiyPfz+/BIUYjn1b9oH3t629SYbP5dXvBROXsANFhYbx3x23c+s67fj/Ogo3se9n3oN6+Vzk7qJU/OixMOh7r4bPLru//6BNfrapFaK4vDaFGo+f/iyoqKG/FL9JTqZwdQF81dmpJRYVyl+bJvld339tq7Ptixfa9ytlBnfyqvaZbsub44lDz8y6vtLTVHvf1UTl7TfllZeSWlga6Gc1K9n0l2fdq7XuVs4Na+VV7XZ8pbaAbIIQQQgghhBBCCCGEaJ2k81EIIYQQQgghhBBCCOEXPrvsWviH3elk3spVaDQa7K1ktvAzpXJ2gHKbjW3HT7TqU9K9kX2v9r7/cNVq3G63cvte5ewg+YWaVP68Uzk7yGe97Ht1972qn/UqZwfJL3w44YwQQgghhBBCCCGEEELUJJddCyGEEEIIIYQQQggh/EI6H4UQQgghhBBCCCGEEH4hnY9CCCGEEEIIIYQQQgi/kM5HIYQQQgghhBBCCCGEX0jnoxCtXKjRSEJkJJGhoYFuSkAkRUUxe/Ik/nn1lYFuihBCCCGET0mdJ3WeEEK0BPpAN0A0j7YhIVwwcADn9e1LXmkJr/68hMyiokA3q1m0CQlhYIdkdFotu1JSyS8rC3ST/K5vYiJXjRrJyO7dMOkNOFxOTubl8fHqNazcfwCnu/VOcq8Ffj9xApP79yOhbVs0Gg0AFrudUKORcpstsA1sBsO7dOGCQQM4npPLR2vWBro5zerc3j25bPhwBnTogM3h4IIX/h3oJgXE5SOGc07nTuxMSeWzdesD3Zxm1T85iV4JCaQXFLDtxEksdnugmySE30mdJ3We1HlS56lA6rxKUudJndcSSedjK2Y2GLhz0vlcMHAAoUYjAKUWC0eysym1WgPcOv/rFteeP02/iF4JCWgAm9NJbkkJr/28hHWHD+NqpYVZTHg4N587jm5xcRzLyWH5vv0M79qFfklJ3DnpfArLK9h24kSgm+k3b/7+ZnrGx5NTUsKXGzfx2i9L+OHhOaQVFLT6grRLbCzPXnk58ZGR6DQaTuTm8smatbgC3bBmcMu547nl3PEAlFttbDp6lK82bQ5wq5rfLeeO58ZxY9FoNJRaLIzs3p0ZQwZz3RtvBbppftWpXQy3TZzAmB490Gu1OF0uHC4Xqfn5/OXLr8goLAx0E4XwOanzpM6TOk/qPKnz1CJ1ntR5LZl0PrZyM4cMRq/VsnTPXv71w4+t9kM5xGAAoKLqlw+dVsvvzx1PdFgYy/ft593lK7huzGjG9OzB7CmT0Gg0rD54MJBNPitRYWFM7d+PiX37kF9axptLl5JeUAhAuc3GZ+vWY9TrOZCRSWF5OdtPnOSp312CUa+nfZuIwDbeB3onJHDDuDH0SUwkNb+Az9atY8PhI7iAP38+n4Lycs99YyMi0Gm1GHWt5+3OrNczontXVu6vfQw7XS5sDgcfrV7NlP79CTeb6ZOcxJ7UtAC11PdCjUam9O/H4ezsWrmM+sr9+8jnX7Du8JFANa/ZJEVFEWYycTAzs9ay68aOYWdKCo998SVWh4O/zLqY8/v2YXT3bq3meQk3mwkzmSizWCi1WtEAk/r1Izk6mp0nU/h8/QaKysv52+W/Iz4ykpvHj+PVX5ZQarEEuulC+JzUeVLnSZ0ndZ7Uea2P1HlS57VGreddWkEhBgNjevbgihEj6NY+llKrlT9/8SUHMzKAyssPNhw5Qve4OMptNrrExtI3KZGsomK2HD9OWQv+VTzMZGJyv75cNmI4iZGRuNxujmZn87+Nm1l14AB9khLpmZCATqNl+b59pObn8/avy+jcLoaOMe24eOiQFluUjunRnTvPP5/E6CgMOh1Ol4utx4+zYPMWACpsNradOFnrMf2Tkyi32TiSlc2yvfsC0WyfMOv1/GnGdCb06Y3d6eRYTg494uP4xxWX8/Hatby/YhVFVQWpFnAB7SLCMep0pBXkB7TtvnD1qJFcNnw4cW3b4HS5+ONnn7P52HHP7al5eTzy+Xwyi4poFx7B5P79GNqpE3tS0zzPR0tk1uu5cfw4Zp0zlAizGYfTidPtZu3Bw7z4448UWyxsP3GSK0eO4OrRo+jYLoap/fuzLz2drzdt4WhOTqAj+MyjM2cwdUB/tFotFpuNn3ft5u1lyym1WBjYoQMGrZa1hw5RVtUBUVhehs3pRKfVBbjlZ6db+/ZcO2Y043r2wKjXe17/H61ey/rDhzmUmUVReTlbjh0nJb/ytb5ox04uGDiQpOhojLqWnV+oSeo8qfOkzpM6T+o8qfOkzpM6r7WQzscWbFyvntxy7ngiQ8NwA3qdjsGdOnKo6hcSt9vNukNHGNuzJzOHDOaiQQNxud243G7yS0t59tvv2HEyJbAhmiDEYOC6MaO5YOAAAJbt3UdMRDj9kpK4/4KphJlMpBbkg9uNExfl1so3Z51WS8eYGCJCzPTvkEyE2UxJC/qFRFP13+KKCvZnZHAoK5N2EREkRUUxoEMHvj7l0gMN8NBFF3LRoIHoq96QQwxGzuvbl2X79mFzOJo3gA8kx0STGB3F+sOHefqrBdhcLoZ06shfZl3MjMGDeX/FKk/hVf3frOJi9DpdnUK9JRrZvRsABzIy6BATw8hu3dh87Lin4HSBZ4yvNYcOMWVAf/okJgIttyAFGNm9O1P69yejsJAnliwlp7iYv19+OWN6die3dByv/ryEjMJCsouLGdKpE70SEii1WLhw0CBmDBnCI5/PZ8ORlv9r8ITevZnUry/bT57knV+X8disi5k5dAhmo4F/LPyOvLJSLHY7N44bR15JGcO6dOH8fn3YeTKlxX4JB4hr24ZbJ5xLz4QEjufm8uuevYzv3Yvu7eOYPWUSNoeDVQcOeO5f/V4ZbjJh1OvQaTVKjAEnWh+p86TOkzpP6jyp86TOkzpP6rzWQjofW7Aj2dn8uGMHLhcM7JhMj/h4BnXsyBfrN3jus+noUdYePESoycg3m7dQXGHh1onn0rV9ex6+6EIenf8lqfkFAUzReGFmMwCbjx1n+b59rD10mFCjkQcvmMagTh0Z3q0LixbsJL2wkF4JCcyeMhnT8uWc17cvRRUVhIeEEGo00iM+jq3Hg2tMHG3VoNn1jVNUvWR3ahq7qy5DuHn8ODq1a0fndu0w6HTYnE7gtzfldYcPk1FYSFpBAYM6dmRK/37MnjKJNiFm/rdxU631BgO9VovD5b18Op6Tyz++WUhKjWN224mTOF0uKpxOjHp9nWL73F69cLvd6LSaU1cXVMx6PRaHo94M1T5ds46C8nJiwsP56yWzGNixA1B/wbnm4CGsdjsdYqIJMxo9v5AGo9Nlt9jtLN+3j++2bedkXh4Aj87/kvdvv5XEqCgA0gsK+HnXbtqGhvLf1aux2OzEtW3L27+/mT/NuIj7/vsxaQUt672uWvWXjuvGjAaNhr/M/x/lNhu3/t97vHnzjUzq25dXF//CxiNHeeKrr7lm1Cj+euks7E4nReXlDOnUka/vv5eb3/4/ilvQF/FqEeYQUvLzOZ6by8+7dnM8N5eVBw7y6MUziI2IYECHZDYdPQpUvp+5qbwM77y+fdFrtcoNxC5aD6nzpM6TOk/qPJA6D6TOkzpP6rzWQDofg1D1R+fpioWj2Tkcza48zVynHUPvxESSo6NqzfSWXVzMiz8uwuV2U1D1i0DRogr+dvnviDCHMK5nTz6vUcQG2plkzy0p4Z1ly2stK7fZiK0a4yYtvwCny8XrvyzlzknnM7hTR/5xxeW43G72p2dgLC7GqNfTMz6ebVVFaSALs5qZGzs4ekp+Pi6XizCTkT5JieysOsOhei1rDh5izcFDACzftx+jXs/4Xj2Z3L+fpygNtJqXiTRUkFbfXrMgrX5sbJs2rDt0qFZBU31bp3btcLndQTsQsVmv563f30J0eBgXz325wTMVNh07BsDRrCyKLRXEtWnrKehqqs6eWVREfNu2DOzYISjHgTnT7BuOHKnzi3blcW9i27HK17DD5WL++g2e4lsLHMvJYd2hI4zu0Y3R3bvxvxY6MLmLyjx6nQ6Hw0m5zYYWsDkcvLn0V+Zedy0XDh7IF+s3svHIUZ7+3aVsOX6cx+f/jzKbjakD+vP4rIu5b9pUnln4bYDTNN7hrCwOZ2XVWlZhs5EUVXlJ4uGsrDrv4TOHDsHmdHAit5DNR481X2OFOANS50mdd6akzpM6T+o8qfOkzpM6r7XQBroBoq7qHn2A+LZtiW/b1ut9tRoNWo2Gk3l5OJ1OQoxG+icno6Gy2HG53eSWlpJfVuZZb3ZxMXklpThcLmLbtPF7nsZoTPaaIkNDSYqKwmQwsD8jA7fbzeGsLP76v6+46a13uOSlV5j4j+d48JNPKbPZcDidlFqstbYXKNVtiA4L49rRo/nHFZdz64RziQwNPe1jT+blVX3Z0DCkUyfP8VCfmPBwesTFodVoyCkpCYrs8FtB2jU2licvvYQXrrmKLrGxZ/zYx2ddDMBHq9fWu16ovBRr7cHDZ99YH9Brtei1v731WhwOdqel0jY0lFvOHc9ns+/izVtuavDxLiq/kJiNBsb26lnnPtqq9W85dhyjXs+gTh19nqMpzjZ7TQ9eOM0z3lm1mr/6V28nNT8fo15PTkmpj1L4Rn0fvlrg2tGjuXLEiDq3uQCb04EbN6FGo6dQ3XzsOC63m9HdewBw8dDB6LRaft652/N8/LxrN8UVFfRJSvS67eZU/fl06rLhXbpw9aiRDOnU6bSP65kQj06rxeZwcDCzdsHaITqa6YMHEWIwsmDLllY7AYdouaTOqyR1ntR5Z/JYqfOkzqsmdZ7UeSB1XksmZz4GUH2//kaHhXHBwIH0SUpAq9FyTufO2J1OHvj4E45kZ9dZR/UvqCn5+eSWlhIdHs6Qzh3ZXPXLmbueX1j7JycxoEMyGjSeX4Sbmy+y11zPVaNGoNVoScvPZ82Bg57npdRqpbTGgOuXnDOU5KgoHE4nK/bv930wL23UajT1/uIdEx7OZcOHkRQdRYfoGBKjIjHodIzs1pXJ/fvx6s+/sO5QZTFVXwGZVVTMybw8BnUMo19yMs4a628TEkK7iAgcTichRgMzBg8mJjyc7OISPli5yn+BT6Glskiq79fu7nFx3DnpPDKLiji3Vy9CjUY0Gg3v3HoLn69bz3srVjY4gHbHmBjO69uHVfsPsj8jo97LeTq1i8HqcNAmNIT80sCPB1KzfXFtKgcUv3DgQDRUXl6VWVTEzzt3e328q+rxu1JSGdShA6O6d2Ppnr31nlnwy+7dXHLOOQzv0oXwi0z0SUzk1nff91Oy0zvb7NU6xsQwtHNn1h46zImqy3NOZXO5SIqKYvrgQdidTs/lGoGg12pxuVy1juP6jmmtVsudk87j+23b611PQWkpXWNjGderJz/v2o2x6myI3JISOse2AyC+bSQA53TpzKKdOwGYNXQI4WYz+9IzvG7bX7QajaeDpPrdqb73Mo1GwzNXXo5Oq+XFHxbVu66aj7tp3DicThe/7N5T52yXG8ePxeV2szMlhZX7DxAdFkandjEUVVR4ziITojlInSd1ntR5UudJnSd1XjWp86TOU510PjaT+sZ4OfWF2T85ib9eegkx4eFU2Gw4XC5CTUbcQLe49hyrmsmrvks2souKOZ6bR2xEBH0SE2vdp1tce3rGVf560CEmmgm9e5NfWsqve/ex7rD/fyX0Z3Y3lR9QFw8dik6jZd7K1Z7xcADCzWYGJCcTEx5O1/axTOzbh/zSMt5bscIvg5DHRkQQFRZGXmkpeaWlnjZWF4s94+NpFxHBsZwcMgoL6RAdzfl9+xAfGYnd6eT9FStZffAgd006n6GdO3PPlMlsOHykVrFZU3FFBQczsxjauTOJkZFEmM2UVxXh/ZKSuGrUCPokJmE2GnC73RzPyeXtX5dxJKv+Iv9s9U5IwOFy1Tp13sVvhdSU/v3ILi5hx8nKQcEHd+zA4I4dMer1rDt8mEc+n8/Ibt2Yc+E0rhs7ho9WrcbWwCU6D190IQ6nk5d++gmoXfRUF6i9ExMptVhwu/z/+39sRATTBw/CYrfXe5lbmNHInZPOZ1L/foQajRzKzOTZb7/ny40buXrUKDYcOcIjn89vcBvVCTcdOcoVI4bTMz6+1vJqt044l/G9ehFiNNAjPp7ucXFVsyOGk1vq+1+HmyN7tfumTUGr0TD3x7rFy98v/x1lFhtd2leOkaXRaHjq6wUB/VW0vi9kj8+6mAl9enPvhx+xv2rm2nCzGZfbTU5JCfDbZVXV/91xMoUhnTtzft8+/Lxrt2e9WcXF9Ko6Dhbt2MH4Xj2ZOqA/cW3bEhkWSmJkJLklJTy94Bv/hz1FfZ9XFw8dwo3jxlJmsfLwZ5+TU1KCUa+nzGLFoNdRWF7e4KWZM4cMoUNMNBabna9OucRqRLeuTOjdG61GQ0x4GIv/9DAhRiMAX2/azH9+/qXRlz0KcSakzpM6D6TOkzpP6jyp8ypJnSd1nqhLOh+byakvghCDgScunUWH6GiW7tnLx2vWMnPoUMwGA4ezsrl73ocM7tSRJy6ZRajRyPCuXfhll/dfikqtVg5nZjKyW1di27QhJjwci90OVP7ydPmI4XRtH4tGoyG/tJRvt23n602bcZ5m7BVfOJvsIUYjw7o0nH325ElY7Ha2HT/Bxqpfvarf0PRaLVMG9Gdin8o3qbzSUr7YsIFf9+7zSTa9Vsu4Xj25fswYOse2Q6fVUmKx8MP2HczfsJGCsjLahIQwe/Ikpgzoj06rxeF0UlheztI9e/lkzVoOZWXRLiKCcqvVM2Duyz/9zPx7Z5MUFcXQLp3Z1MBYFil5+dhdLtqGhvLGzTdhdzpYumcvP+7YyeKdu9h6/AR7UtPYduKEz9+MzXo9N507numDB9EmJASny8XOkyn85+dfPF8kkqKieP6qKzxj8lTYbKTk53PHex+w4cgRrhw1krg2bTwFyYYjR3h6wTe8dcvNXDFqJJ+sXVfvtvsmJdI3KZEPV62msLycq0eNZOqA/mw4cpS3f11WeUmKy8UfP/ucfalpfv0V8IaxY7huzBhCTUZsTica4LbzJvLe8hW1BkG+b9pUJvXvx4H0dNYcPIxOq8Gg0/HW0mWM79mLQR0rL5s53YDsAPszMsgrLSUmPJwBycl0j4tj87GjnrGSLh46hBCjkR+27+DLDRs5muOfXwKbO/uQTh0Z0bUrcxf95BlUu19yElmFReSWlqLXapnYtzd2h5NVBw7y4apVtcaP8pdZQ4fwwAXTOO/Z52st7xIby20Tz6VfUjIp+fn8d9VqNh07xtebN3Ne3z48MnM6cz7+lILycs7t3ROr3YGhatbSU2f0XLH/ABcNGsTwrl2BymI3OjyM7u3jPIOsp+QX8ODHn3L35EkM7tQJq8PO5+s28OHq1X6b+XRAcjJPXXYpNoeDa15/07M8KiyMi4cM4fx+fdBrdWw+doz/bdzE+sNHuHrUSGLaRHDjuLG8sWQp3eLaU2qxoNNq0eu0Xi8VjA4L4/cTxqPVaJm3ajW5JSW1Oj6m9u+P2WAAKjsBDmdl8dWmzazcfwBrC5z5VbQcUuf9Ruo8qfOkzpM6T+o8qfOkzhOnks5HH7p36hSm9O9HSYWFv3+z0PMrh1ajYULvXgzt0oWDGZl8t20bTrcbm8NBVFgYY3r24PvtO+ga2w6r3cGKfftwulxsOXacJbv3MHVAf7rHxVUWNA28WRdbLBh1etpEhvDVfffgdLv5ZstW3lu+gue/+w6L3UFaQYFffg3wZ/Ye8d6zj+jWlQ4xMVTYbGw7cYKnfncpI7t1xeF08d6KFSzcspU3flnCG78sIa+01Odj30wdMIBbJozHqNOz+uBB9qdnoNNqKwvFqjfAqQP6M7hTR07k5vLij4sINZp44pJZTB88iIOZmexPz2BEt25oNVrCTSYsdjv5paVkFRUTbjbRIz6+3qI0OiyMq0aNZMaQwURUzQwZYjRwMi+PI9nZFJSVsWjnLs/9tRpN5WUBbrfPjoEHLriASf37ciw7h0/WrkWrqRzrpbzGJVB3TTqf2DZteO7b71m2dy+XDDuHOyedzwMXTOPlnxZzIjePuLZtiWvThqyqQeL3pqXjdLkY1Kmj16L0iUtmYdTruXH8OG4/byJQeYZAXtWvidUfwHuqZoz0lzE9unPd2DFkFBby3Lffk5qfz+T+fblt4kTunHQ+iZGRvLjoJ87tXfkr5YHMTGZ/+FGd9Ww+doxLh51T78Dipwo3m+nWvj1RoWFEhoby+s03ArBg8xZe+mkxALNeesX3YU/R3Nn1Wi1/mXUxheXldI9rz/x7ZxNXNV7Ym0uW8vn6DTzzzbd+n/FxxuDBOJxOft61y1Mw2hxOdFots4YOYeHWbUDl5WZzr7uGUKORo9k59EqI59mrruDj1Wv5cPVqvtmyhYuHDuXPF8/gkc/nY3e4MBv0rD9S/5lKGYWFvPrzL7x43TV88+D9fLt1KwM7dESvqyzQqp+j3NJS/vbNQr9k75eURKd2MRzLzqkcd43K4rhdROVEEAOSk9mVmkpMeDhPXDKL3okJ2BwOXG43Fw0exIhuXXn5p595d/kK7px0PmN79iC9sJDtJ04SExGO65Qzak516fBhWB0OMgoLSY6O4pO77yQpKgqbw8GcTz7liw0b+HHHDo5m51BYXu6X50CoS+o8qfOkzpM6T+o8qfOkzpM6TzSNdD76SEx4OPFt22AyGDAbDNw4fix//+ZbKmw2jHo943r1ZFzPXozo2pXvtm3D5nCw7tBhJvbpQ4+4OHJLSogKCyfUZMTpdqPTanG6XJzMy0ODhsjQUHomxLMvLR2ofYpyl9hYHp05g96JCQBYHQ4OZmWzZM8eFu3YSbnNxqGqyy/8UZj4K/uJ3Iaz67Rarh45kuToKAAemTEdV9UlJ99u3crinbtwg+fSA61Gg06j8Vn2DjHR3DZxAmajgc/WruOjNWvr3Een1XLZ8GHotFqe+eZbLHY7vRMSaBMagobKy1N+3L6DCqsNNDCoU0fP2D8ZhYV0iImmfUREvaemmwx6Ose2I7u4mO+2bmPh1q1kFBZ5ba8v9zlUfiG4YNAAthw7zkOfflbvfYx6PWN79uCpr79hxf79DO3cidg2EWg1Gib26c37y1ewLz2NYV06M3PoEN5dvsJz6U65zUZs1QfdqeMBJUVF4XZDUXkFu1JS+GbrVjYeCcxYL/dOnYJRr+ehTz+jsLQMF/Dt1u0cy87lX9dczUWDB/Hiop9oYw5Fp9Xyj1OKheps6w8f5tJh53DBoIF8s2Vrg2Mg3TnpPC4eMgSHy8WetDR+2b2brzdt8W/QejR39vG9e9G+avKE6YMHk15QyNtLl/Hput++uPi7IH3uqisY26MHbiDcbPLMrLg3LQ2rw8HMGkXpHedPpG1ICLe++z6Hs7IY0qkjj148k+vHjeHD1av5cOVqkqOjGdW9Ox1jYrA5HWg0GvJK6h+zSkvlTJj/+fkXLh12DjeOG4fd6eSbLVtYtf8AcPqZRM/GVaNGMnvyJADKrFYe/eJLtp88SUZhIUezs4kOC2NCn97sSk1l2sAB9ElKxGq3c8s772Iy6Ll3yhQGduzAHedP5O4PPiQpKoobxo3lujGjOZCRgUmvx+V2U2atfx+2bxPB5cOHEWYykRgZSf/kZArLy/lx+w6+2bKVQ5mZQHBMsCBaH6nzpM6TOq8uqfOkzpM6T+o8qfPEmZLORx9pGxpCQmQkmYWFFJSV0bldLLdNOJdXf1mCxW5n3eEjjOvZk3CziTCTiTKrlSPZOTidTtBoGNalCydyc+kW156BHTrw4/YdlFgsVNhshJtNoNHQNymJ/VUDydYcYLygrIxfdu9h1YEDLNu3j9QGTj33dWHiz+wWe8PZQ41GdqakUGazcigziyV79pBeUNhs2cutNmIiwgHYfqJybJtTB92NCQ/DbDDQJiSEt39/C4aq08zzSkpYe+gw32zZisPppMRSQbuICC4eMoStx47TPS6OLrGx6HVaDmZm1vsmm1FYVGfsFF3VLIhOP+znU+WXlqLVaFhZY0D3Uwdc7lZ1CdgjM6fz1O8uQafVYrHb2XEyha83b6bYYmF/egYOl4vpgwfx1cZNFJSXM2voEMJMJs8+P/VjNq2ggGvfeJNTGatmCPTnB3NNfZMSSYyM5HBWdp1BznelprLhyFHO69ub0d27YXNW/tLbISaGlPwCT+FV3dL96RlY7HauGDmCb7ZsxUXl+DrV48LUNG/FKt5fsTKgA6sHIvuRrGxeXryYX/fsC9ivnfvTMjinc2fMBgO3TpxAm9AQ3l+xiqKKCk7m5tG1agbPqNBQOsXEkFVc7PmFd9uJkyzcspU/nH8e3ePaczgrm0c+n8/SRx/h8VkXU1RRQVF5BR1joj2X19RU/Xz9b+Mmfty+o9nHNzqek0tKXj7J0VGEGI08eOE03v51GVuPn2DnyRQm9+/HqO7deG/5CnrGxVFUXs6ulFTPuGhfb97MmB7d6da+PeFmMx+tWcvUAf2JCgvjlnPHk1VcTEFpGVFhoRRXVNTZvkGn59O16wgzmVhz8BC7UlObNb9Qm9R5UueB1HlS5/1G6jyp86TOkzpPNI50PvpIUXkF7du0wQ38+4dF/PPqK7lo8CDWHjrMluPHSc3Lx2p3oNNpGd61C8v37Se3pIST+fnEhIdzbu9eLNu7jy7tY+mXnMS0gQP4dus2hnTqhNPlQqPRMLhTR/63cVOdbReWl/Plxo2ev5uzMAlk9hKLxXMKeiCy55WWcigzk87t2vHPa66iwmqr+jXHQmZRMSv3H2BHygkyCgsJNZnILy3l9V+Wsi893fMmDWA2GNibls60gQMY1b0bH9xxOxEhZgw6HTtOpvBzA+MgQe2B3p1V/5rD4axsrA4H906bynVjx2DQ6bDY7BRWlHMkO5s3flmKVqulzGrFpNfzyuKf2Z2aVudU+71p6WQVFdExJoZ5f7idrOJiusfFUVxRwStVl5Z4o9dq0YJnsPKGBi33h4yCQjQaDWkFBfWOYbMrNYXz+vZmVPfuzFu5CofLxfVjx7D20GFPgREVGkpc27bsz8hgxf79TO3fn5/+9DBmg4FtJ07w4Mef1tmuPwYSb6xAZD+Zl8dJL7MeNpdtJ48za9hQCsrKKCwv56bx49lw5Ch7UtPYdOwoPeLjiAwNpaC8nDCTifzSsloF9t60NFxuN9MHD+KVxb8AlQNkT+7fj16JCRSUlXlmK2xIIAZWP5mXS0ZRISaDnnKbjcSoKB67eCa3vvseW44f55Jh5xBuNuMGIkLMaDUabA67pzMiraCAwvJy9Fodgzt1ZOmevby3YiXXjh5Nv6QkAFLz88kqKq53+2kFBfWeeSREc5A6T+o8qfOkzpM67zdS50mdJ3WeaCxtoBvQWvRPTiKnpITUvHxKLBa+2ryFnJISrh83hoEdOpBfVsqJ3FxsDgdjevQAoNRiIaOgEKNez+BOHVm2bx+Ltu8gwmxm9uRJLHzwfib06U1aQQEFZWXEhIUTWjWbU0Ocbjd2l6vZZnoKdHZtVSEaiOx/+fJ/LNy6jYKyMpwuF+U2KzHh4YzsXjmT3yVDz+F4Ti5OpxOH08nqgwfJKy0lxGDgypEjuHvy+XRtH8uhrCwKysrIKy3lZF4u+9Mz+L/lK3jq6wWn/XXXH2c5nKkHPv6EvWlpGPV6isorsDuddI+LY+aQIbxyw3XsSU2joKwMjUbDN1u2egrSqNBQnvrdpUwfPIjC8nKO5+RidzpZc/AQLreb5Xv3cev/vXfaMXEcLlezF6I1OV0unC4XndrFYK5xfFa/sZZWWHC73XRq146C8nK2HDtOv+Rk/n7574hr04Y+iQn8acZFzBw6BIB/fvcDn6/fwI6TJ3nh+x/qLUiDharZd55MpcxiIdRo4vEvv6K4vIKXrruWEd26svbQIQBuGDcGgKyiYmLCw+mVkOB5fEx4RJ3X9P8tX8HaQ4fRACa9PmjHsMkoLCKz6pK/vJJSdqekotNqef6qKym1WLDYbNjsdsb06M7x3MovD53bxXouoQo3mSm32aiw/1ZQrzpwkG+2bEWv06HX6Qg1Gj2TaAgRTAJd69QkdZ7Uec1F6jw1ax1QN7vUeVLnCf+RMx99pH2bNrjdbnJKSjiem8uJ3FzahZ9DYlQUV48eyZNfLWDriRP0TIhnRNUMVsnR0fROTCDUaKycIc7l4v+Wr2BfegYzhgwixGBk2b79dGsfy5iePbA7neirZscKJoHOHqiCDCo/dF79+Rde/fkXjFXtszmdXDdmNL+fcC4zhw7htnffY0LvXiRFR/PRnX9gZ0oKvRLiiW/blrzSUtYcPMTJvLzKswa0Ghbv2s3SPXsDlqkx9qSmcd9/PwYgzGj0jMPyr2uuZmS3yn398k+LefG6a/nxjw/x867dhBqNDOvSmVCTiZ0plZcxHcjMZFT3blgddu58f15AsjRFqcVCZlERHWJi6JuU6BmPqLrkcFSd0bGpanbOp776mn9fdw1je/ZkTI8eGHQ6Kmx23l72q+f+by79NRBRGk3l7Cdy84jr1pY+SQlc/drr/O/+e3li1iw+XLWK3NJSJvbpw6s/L+Hn3bu4dcIEZk+ZxM6TJym2WJg+ZBA6jYZvt273rM/mcPCvH35k9YEDrDt8JHDBzsDx3FxGde9GdHgYz377HfdOnUKX2FjuOO88DmVmkRgVycQ+ffhmyxZGdutKckw0140Zzb9++JHRPbrTJiSEMouVrcdPAJVfbn7csYM9aZWX1pzIDewZD0J4E+haJ5ACnV3qvMCROk/dWkfl7FLnSZ0n/EM6H33EYnfQLS6O7nFxrPjLo2g0mspfPdxuzuncmQsHDeS7bdu5buwYosIMfHDHbdgdTgrLywkxGrE5nPRKSGD7yZOsPniQ1QcPApAQGcmVI4dj0us5lJlZ7/gIgaZy9ppsTqfn/0NNJqx2u+eU+T9/8SW/G34OQzt3ZtrAAVhsdtYdPsTn6zdwJCubhMhI0osK6RAVzTmdO7OyalBhe411BruaA0CHmow4XS6GdenM5mPHmfvjImYMGcz0wYPQajQczc7mPz//wvJ9leMI7TyZQqnVyvCqLy2hRmNALjdoLBfw2bp1PHzRRdw3dQrXv/m257akqCjumzYFu9PJd1UDU5fZbNz1wYec17cPHaNj+Hn3bjIKCwPT+LOkcvbtJ08yrGsXLhgwkJX7D/Lcd9/xwLQLuGvyJI7l5NA9Lg6ABRs3Y9QbuH3iBD6/dzZmvR6tVssP23dwLCenznqDvSAFOJyVRZnVitlgYFDHjsxd9BP3TJlC36REHE4nBp2efslJPP31Al7/eQlPXXYpk/r1ZUKf3ui1WipsNt5fuZKCstrjR0kxKoKdyrWOytlrkjpP6jyVah2Vs0udJ3We8A/pfPSRLrHtKK6owO12s+noMX7ds5c9aWlccs5QLh12DtePHUNBWRmPffEl148dQ8+EeOwOJz/u2MGna9dRVKPg6ta+PXecP5EecfFEhoWC283m48f5eO26BloQOCpnh8rT55Ojo3HjJr+0jIEdOjCxT28q7HYWbtlKRkEhGQWF7EpNRa+tvFjh1NPx80pKyCosoltsLF3ax7aoYrSN2UyvhAQOZGSg1+uYOXgIPeLi2Hr8BJuPHceo1bJw6zYWbt2GWa+v9xKbw5mZlFgstK+a9bAlFKTVvt26nUn9+jGkUye+f+hBftm9mzCTmZHdumHS63l6wQKKLZZaj1m2d1+AWutbqmbfeOQo148ZQ5eqQcdX7j/Isewc5v3hDrrHxaHVaOgSG8uxnBw+Wr2G/WnpXDrsHPLLy/h49Voyi7zPVhrsjufkkl1cQufYdnRr3575GzZWFqA330hSVBQ6rRaz0UCb0FDWHTnCbe++z4WDBhLfti07UlJYumcvpaccE0K0BCrXOipnB6nzpM5Ts9YBdbNLnSd1nvAPzbi/PSOzlfvAS9ddS4eYaFbsP8CrP//iWR5mMvHU7y6le1x7dqak8NRXCzy31Xziaw4mHWo0MnvyJLrHx3MoM5Pvtm3nQMbpB6YNFJWzA8waOpTrxowiIiQEk8GATqvFarfzw/YdfLhqdZ1xPTRUDpgOlWMXVT8X0WFhAOSXBW5mu6b46yWzGNerJ1a7gzahIeB2sy8jg+cWfseJegaN1oJn4OqapXnX2FiO1vMrYUtx+8SJjO3Zg6ToKDQaDYezsvhgxSo2HAn+XznPlorZ373t98S3bcvsef/1HOeju3fjb5dfhkmv56VFi1mwZUuAW+kf90yZzLm9e5FRWMiTXy2gsLycTu1ieObyy+nULgY3cO+HH7EzJSXQTRXCZ1SudVTODlLnSZ1XScVap5qK2aXOkzpP+J50PvrI3OuuoXO7dqw/fIR//7gI+G2MGkPVGDE1f+WsLkzc0Gyz1vmLytkBIkNDuXDgQHrEx5FWUMCyffs4mt1yi6vG6hQTw03jxwGwfP8+Vu4/GOAWBY63Mx5UoFr2x2ddzKR+ffl07Xr+b/lyjFotNpeLhMjIFnuZ0ZmaOWQIt583AafLxYs//sS6qgHYQ00moHKGWiFaG5VrHZWzg9R5Uuf9RrVapybVskudJ3We8D257NoH9FotIQYDdqeTw1nZdQbGru/SCjfgaAUFmcrZqxWWl/PZ+vW1lmk1GjRUFuetJ2n9TuTl8bdvFtZaptdqcZ3yi7cKVCnI6qNa9mX79mHU69lw9DCAZzbO1l6QAuxKTeG7bdtwOF0cyc7ydC5IMSpaK5VrHZWzV5M6T+q8aqrVOjWpll3qPKnzhO/JmY9C+Iim6r+qvqC0oFwRKoQQQgg1SJ0ndZ4QQoimkzMffUjlokTl7NVUzg5SkAohhGjdVK51VM5eTeXsIHWeEEKIsyOdjz6kclGicnYhhBBCtH4q1zoqZxdCCCHE2dMGugFCCCGEEEIIIYQQQojWSTofhRBCCCGEEEIIIYQQfiGdj0IIIYQQQgghhBBCCL+QzkchhBBCCCGEEEIIIYRfSOejEEIIIYQQQgghhBDCL6TzUQghhBBCCCGEEEII4RfS+SiEEEIIIYQQQgghhPAL6XwUQgghhBBCCCGEEEL4hXQ+CiGEEEIIIYQQQggh/EI6H4UQQgghhBBCCCGEEH4hnY9CCCGEEEIIIYQQQgi/kM5HIYQQQgghhBBCCCGEX0jnoxBCCCGEEEIIIYQQwi+k81EIIYQQQgghhBBCCOEX0vkohBBCCCGEEEKchU1z/83Br7/y+3YsBQWs/uvjZG3b6vdtCSGEr0jnoxBCCCGEEEIIn8veuYO0tWsD3YyglX/wACd+XRroZgghhN9J56MQQgghhBBCCJ/L2bmT9PXS+ehNwcGDpCxf1qjHmCIjGfPEk7QfNNg/jRJCCD/QB7oBQgghhBBCCCHEmXA7nbjdbrR6tb7K1sytMRgC3RwhhGgUtd6xhRCiiRxWKyeXLiFv/z5sJSXozWbC4uLpPHUa4YmJFB0/TvqGdZSmpmIrLcUQFka7fv3pNHkKuhoFoq2khONLfqbwyBHsZWXoQ0KISE6m64XTMUdFBTChEEIIIUTjNFQfHf3pR4qPHwdg9V8fByrP2hs+52FcDgcpK5aTf/Aglvw83C4X4QmJdDx/EpFdu3rWbykoYPNLL9J56gVotFoyNqzDUljI4DvvJjwhgfT168jctAlLYQEanY6Q6GgSx4yl/cBBlY8vLCB11SqKjh7FWlSI1mCgbdeudJl6Qa26K2vbVg4t+JqBt95O7t49ZO/YjstuJ7J7d3pcfAmGsDDPfd1uNykrlpO5eROOigoikpLpOmNGnefG5XSSunIF2Tt2YC0uQmcwEBobS4eJ5xPVvTsHv/6K7O3baj0/AOP+9kyDufVmM5tfepEel/6OuCFDATj49Vfk7t3D0Lvv4fB331J88gR6s5n4YcPpMPE8NBrNb+13uUhfv56sLZupKMhHbzIR06cPnadMQx8S4rlfSVoaJ5b8QmlGOi6bDUN4OG27dKXnpb9r8vEihFCXdD4KIcQZOPLdQnL37CFh5ChCY2NxlFdQfPIE5TnZhCcmkrtnNy6bnfjhIzCEhlKSmkr6hvVYi4voc9U1nvXs+/wzynOySRw5ClNkJPayMgqPHMZaVCidj0IIIYRoURqqjzqcO5HjlsVYi4voeuFFAOiMRgCcVitZW7fQbsBA4ocN8/y956MPGXTHnYQnJNTaTva2rbgcduKHDUej06MPCSFz8yaO/vgDMf36kTh6NC6Hg7LMTEpSUz2dj6VpaZSknKTdgAGY2rTBUlhI5qaN7PrgPYbec5+nPZ48P36P3hxCx/POx1pQQNr6dRz54Tt6X3m15z4nf11KyorlRPXoSVTPnpRlpLPnw3m4nM5a6zq57FdSV60kbug5RCQn47RYKU1Poywjnaju3YkfNhxbSTGFR47Q87LL631+68uN213/znC52P3Rh0Qkd6Dz1GkUHDrEyWW/4na56DRpsuduh79bSPa2bbQfMpSEUaOwFhSQvnEDpRkZDLztDrQ6HbbSUvb8dx6G0DCSx52LPsSMtaCA3H17z+CoEEKIuqTzUQghzkD+wYPEnzOMrhdcWGPpeM//dZ46rdYZjvHDhmOOjubE0iVYCgsxR0biqKigJOUknadeQPK4cZ77djh3QnNEEEIIIYTwqdPVR+nr1+GwVNQZn1AfEsKwBx+qdel0/DnD2PLqK2RsWEePS2qfXWctLmLYA3NqnYGYf/Agoe3b1/qR91RRPXvRrl//Wsuie/Vm5/+9Td7ePbQfPKTWbYaQUPrddLPnTEG32036hvU4LBb0ZjP2sjJSV68iqmcv+l53ved+x5f8QurKFbXWVXDwAFE9etJj1iX1tq1Nx46ExLSj8MgRr+M31pfbUlBQ731dDgdR3XvQbXrlWZgJI0ay95OPSV29isRRozGEhVF04jhZW7bQ8/IrPB20AG27dGXPRx+Su2c37QcOoiTlJI6KCvrdeDMRSUme+3WaPKXebQshxOnIhDNCCHEG9GYzJampWIuL6729Zsej02bDXlZGm44dwe2mLCMDAK3BgEano+j4MRwVFc3SbiGEEEIIfzldfeSNRqv1dDy6XS7s5eWVl14nJlGanlHn/jF9+9XqgKvetrW4mJK0VK/bqVmfuZxO7OXlhERHozObKc2ou534YcNrXaLcplNncLmwFhYCUHjkMG6nk8SRo2rdL2n0mLrbNpspz86iIi/Xa/tOp77cDUkcOcrz/xqNhsSRI3E7nRQePQJA7p496Mxmorp1x15W5vkXnpiIzmik6NhRT9sB8g/sr3NGpxBCNIWc+SiEEGeg89RpHPr6Kza9+C/CExOJ6tGTuMFDMEdHA2ApLOTkr0vJP7C/Tseiw2oBQKvX03nKNI4tXsSGF54nIjmZ6J69aT94MMaIiGbPJIQQQghxNk5XHzUka9tW0tauoSI3F3eNDi5TPcPQ1Dc0TfL48RQePcKOt9/CHB1DVPfuxA4YSJtOnTz3cdrtpK5cQda2rdhKSmpdsuywWOqs09S2ba2/9SGVnXDVtZ2lqhMyJCam1v0MYWG1xksE6HT+JPZ++glbXnmZ0PZxRPXoQftBgwmLj6/3+ahPo4bk0Wjq3D8kpl1lu6vOlrTk5eG0WNjwz+fqXYW9rAyAtp27ENO3HynLl5G+bi1tu3QhpncfYgcOUm6iHyGEb8g7hxBCnIHY/gNo26kzefv2UnD4MGlrVpO2ehW9r76WqO7d2fPhPOwV5SSPG09Iu1h0RgPW4mIOLfi6VqGbNGYM0b17kbdvH4WHD3Hi1yWkrFrBgFt+T3hCYgATCiGEEEI0TkP1UXTPnl4fl71jO4cWfE10nz4kjx2HISwcjVZDysqVWAry69xfq687u3NobHvOue8B8g8coODwQXL37iFj4wY6TDyPTudPAuDoD9+TtW0riaPH0KZDB3QmMxoN7P9yfv1jJ2rrvzDQjZdxFhvQtnMXhj0wh/z9+yg4cpjMLZtJW7eW7jMvJv6cYWe0jvpynw23240hLIxel19R7+36qrMsNRoNfa6+huKUFPIP7Kfw8CEOfbOAtLVrGHT7H9CZTD5tlxCi9ZPORyGEOEPGiAgSRowkYcRIbKWlbH/rDVJXLscYEUFFXi49fncZcTXGDio4fLje9YREx5A8dhzJY8dRkZfLtjdeJ23NGq+FoBBCCCFEsPJWHzXU+Zi7Zw/mqCj6XH1trcuXT/z6a6O2rTMaiR0wgNgBA3A5HOz7/DNSVq6gw/hz0RoM5FaN61hzTEqX3V7vWY9nwhwZCUBFXl6tszvtZWX1DqljCA0lbug5xA09B6fVys733+Xksl9/63yskf2sud1YCgoIadfOs6j6ku/qMyJDoqMpPHqEiI6dal2S7k2bDh1o06EDTJ5C9s4dHPzfl+Ts3nXGnadCCFFNxnwUQojTcLtcdYpUY3g4xogIXA4nGm1V4VjjF3S32036+nW1HuO02XDZ7bWWmaOi0ZlMuJwO/zReCCGEEMIPTlcfQWXnYH0dffXVTiUpKZSkppzx9u3l5bX+1ur1hMbGgtuNy+Wq3I5GA6ectZi+YT1U3d5Ykd26o9HpSN+wHneNtqetW3va9ulMJkKiY3A5fqv5qjsAfTUWePqG9Z7/r5wsZwManY7Irt0AKiffcblIWb6szmPdTqenHY6Kilr5AMLjK2cgr9l+IYQ4U3LmoxBCnIbTamXji/+iXd9+hMXHozMaKTx6hNK0NLpMu5CQdrGYo6M5tvgnbMXF6Mxm8vbswWGpXUhW5OWxe977tOs/gNDYWDRaLXn79mIvLSW2/8AApRNCCCGEaLzT1UcA4YmJ5O7exdFFPxKRlITWaCKmd2+ie/Yib+9e9n3+KdE9e2EpKCBj00ZCY2Nx2mxntP3dH87DGB5Om44dMYSHU5GTQ/rGDUT37IW+6rLg6F69yN6xA73JTGj79hSnnKTwyBH0oaFNymwICyNpzFhSV61k78cfEdWzJ2UZGRQcOlhnnVtffYW2XboQnpCEPjSE0rQ0cvfuIWHESM99whMrZ5I+8uMPRHXvjkarJXZA02pCrV5PweFDHPz6f0QkdyD/4EEKDh4g+dwJnklr2nbpQvyw4aSuWklZZmZVZ6oWS14euXt20/Wi6bTr15+sbdvI2LSBmD59CYmOxmG1krVlMzqTqcEzWoUQwhvpfBRCiNPQGgwkDB9B4ZHD5O3bi9vtJiQ6mm4zZnoKyL7XXc/RH34gddVKNHo9MX36kjhyFNveeM2zHlPbtsQOGEjh0aNk79iORqsltF07el95Ne369QtUPCGEEEKIRjuT+ihhxEjKMjPI2raV9HVrMUVGEtO7N+2HDMVWWkrm5k0UHD5MaGwsvS67gtw9uyk6fuyMtp8wfDjZO3aQtm4tTpsNU5s2JI4cRYcJEz336XrhdNBoyd65A7fDQUTHTvS/+Rb2/PfDJufuNGkyWr2ezM2bKDp+jIikZPrddDN7P/6o1v0SR40mb/9+Cg5XzpBtahtJp/MnkTRuvOc+MX37kjByFLm7d5Gzcwe43U3ufESrpf8NN3H4u285tvgndCYTHSaeR8eJ59W6W/eLZxGemEjm5k2cWPoLGq0WU2QksYMG06Zj5WQ9bbt0pjQtldxdO7GVlaE3mQhPSqbX5Vdgjjr9ZEJCCHEqzbi/PdP40XOFEEIIIYQQQggRcAe//orcvXsY8/hfA90UIYSol4z5KIQQQgghhBBCCCGE8AvpfBRCCCGEEEIIIYQQQviFdD4KIYQQQgghhBBCCCH8QsZ8FEIIIYQQQgghhBBC+IWc+SiEEEIIIYQQQgghhPAL6XwUQgghhBBCCCGEEEL4hT7QDWipXC4XDosLrV6DRqMJdHOEEEII0QK43W5cDjd6sxatVn4DDlZS5wkhhBCisaTO8046H5vIYXGx85u0QDdDCCGEEC3QwEuSMIZKURqspM4TQgghRFNJnVeXdD42kVZf+Sv44WX/JCLc7LftlJRa6H7eI37fTjBSOTuonV/l7CD5Vc6vcnZQI391xuo6QgQnqfP8T+XsoHZ+lbOD5Fc5v8rZQY38Uud5J52PTVR9CU5EuJk24SF+315zbScYqZwd1M6vcnaQ/CrnVzk7qJFfLuUNblLnNR+Vs4Pa+VXODpJf5fwqZwc18kudV5ecByqEEEIIIYQQQgghhPAL6XwMcqFmI9/+3/2Emo2BbkqzUzk7qJ1f5ewg+VXOr3J2kPxCPSof8ypnB7Xzq5wdJL/K+VXODpJfdZpxf3vGHehGtEROu4ttX6aQtemVVn/KsBBCCCF8o7i0grjh9zPkig7oDPIbcLCSOk8IIYQQjSV1nnfybAS54tIK2g+7j+LSikA3pdmpnB3Uzq9ydpD8KudXOTtIfqEelY95lbOD2vlVzg6SX+X8KmcHya866XxsAUrKLIFuQsConB3Uzq9ydpD8KudXOTtIfqEelY95lbOD2vlVzg6SX+X8KmcHya8y6XwUQgghhBBCCCGEEEL4hXQ+CiGEEEIIIYQQQggh/EI6H4NcWIiJLd8+RViIKdBNaXYqZwe186ucHSS/yvlVzg6SX6hH5WNe5eygdn6Vs4PkVzm/ytlB8qtOOh+DnFarITkhCq1WE+imNDuVs4Pa+VXODpJf5fwqZwfJL9Sj8jGvcnZQO7/K2UHyq5xf5ewg+VUnnY9BrqTMQtzw+5UcmFXl7KB2fpWzg+RXOb/K2UHyC/WofMyrnB3Uzq9ydpD8KudXOTtIftVJ56MQQgghhBBCCCGEEMIvpPNRCCGEEEIIIYQQQgjhF9L5KIQQQgghhBBCCCGE8AvNuL894w50I1oip93Fti9TyNr0Cm3CQ/y2HbfbTUmZhYgwMxqNWgOzqpwd1M6vcnaQ/CrnVzk7qJG/uLSCuOH3M+SKDugM8htwsJI6z/9Uzg5q51c5O0h+lfOrnB3UyC91nnf6QDdANMzlcpOaUUCvrvHodK3zBeqNytlB7fwqZwfJr3J+lbOD5K9P0fFjpK5eTVlGOraSEvpccy0xffp6bj/x61Jyd+/CWlSERqcjPDGRzpOmENGhg+c+9vJyjv74PfkHDoBGQ7vAtUSyAAEAAElEQVS+fen6/+ydZXhU19qG73GJO0EDBAjBnWLFi5UqdbfTU3ehPbVT9/Yr9Z66KxRaoFAKFJfiBLdAXCcZn9nfj50MCREik2Qme93XNVeSPXv2Xs+sNWueLHnfqdPRGAwtIUlQASW3eSVrB2XrV7J2EPqVrF/J2kHorwmleD0xFBvglNocDJr5BKU2R0sXpdlRsnZQtn4lawehX8n6lawdhP7q8DhdhLZpQ5fpZ1f7vCk2lq7TZzDw1tvpe8ONGCOj2PHZJ7hKS33n7P3he6zZ2fS+6hpSL7+CosNH2D9vbnNJENSCktu8krWDsvUrWTsI/UrWr2TtIPTXhFK8nhh8FAgEAoFAIAhQort3p9PEScSmplb7fHzffkR2TcYYHU1IfAKdp0zF43BQmpkJgDUnm4L9+0g+5zzCOnQgolMSXadPJ2fHdhzFxc0pRSAQCAQCgUBwCkrxemLbdSOxlNh9v+u0GkxGPTa7E5fb4ztu0Gsx6HWUWh14vF7fcaNeh16vpaTUjlc6GXrTbNSj1WooLrH5rm8psRNiMqBWq7CUnrwnQFiIEa9XqjKDEB5qwu32YLU7fcfUKhWhIUacTjd2p8t3XKNWE2I24HC6cDjdTaqpIrVp8ni8Vd7jYNdUn3oqp6L+YNdU13qqqLm1aIK611O5fqdLfm1r0FSO6PdEv1ebpnJac79Xrs1ttyN5Ts4Bq7Va1NrG2TKv203mxo1ojEZC2rQBoPjYMTRGI2Ht2vnOi+zSFVQqLOnpGGowugIZ4fNEfyf6O+HzhM8T/Z7o90S/Fwg+D4Lb64nBx0aSPO5B3+/XXDCKd56+inue/oZPfvzbd/yRW2fw6G0zueSOd1iyapfv+NtPXcm1s0Yz5uLn2H0gw3d83gd3MmlUL5LHPuj7MCSPe5BN856gfWIUCUPurFSGrA1vkJ5RwKCZT/iOhYUYyd74JsvWpjHzxjd8x3t2TWTz/Cf5cu4abnnsc9/xiSNT+fXDu3jp/d95Zs78ZtEE1Kpp3+GsSu9xa9BUn3r665uHMOi1ldpYsGuqTz3ptBqAVqWpvvX03YIN3HLF+FalSfR7ot8T/Z7MhldeAu/Jfyg6jB1Hp/ETaAj5e9JI+/47vC4X+tBQel99DbqQEABcFgv6kNBK56s0GnQmE64SS4PupySEzxP9nejvhM8TPk/0e6LfE/1eS/o8aB1eT2S7biDlWRD3L3uBsFAjELyj89D6ZhyEJqFJaBKahCahKRA1WUrsJI97kD5nx1XKgliXGfG/H3u0ShByAI/TidNiwWW1krVpA4UHD9LvppvRh4ZybPlfZG/ZwqA776r0mnUvPEfHceNJHDqs1nsqFeHzhCahSWgSmoQmoUloqq+mxvg8aN1eTww+NpByU5q14Q3CQ01Ndh+328OytWmMG56CtmyGUCkoWTsoW7+StYPQr2T9StYOytBfXGIjYcidDJjVoZIprQs1GdJT2fj6ayQMHEiHMWeSuXkThxb+zhmzH/U9L3k8rPrvk6RcdEmN8YWUjvB5TY+StYOy9StZOwj9StavZO2gDP2N8XnQur2eSDgT4FjtTmbe+EalEXaloGTtoGz9StYOQr+S9StZOwj9fkPy4nXLqwfCO3TAY7dTcuK47+nCQwdBkghr376lSigoQ8ltXsnaQdn6lawdhH4l61eydhD6/UoQej0R81EgEAgEAoEgQPE4HNjy831/2wsKKMnIQGsyoTObObb8L6JTeqIPC8VttXJi3TocFguxvXsDYI6LJyq5G/vm/kLy2ecgeTwcWDCfuN59MISHt5QsgUAgEAgEAgHK8Xpi8FEgEAgEAoEgQLGcOM6Oj//n+/vQwt8BiO8/gOSzZ2LLzSXtm69wWa3ozGZC27Wj7/U3EBKf4HtN9wtncXDBfHZ88j9QqYhJ7UXXadObXYtAIBAIBAKBoDJK8Xpi8DHAUatU9OyaWCk1vVJQsnZQtn4lawehv7767Q4XL3/wO/fdOBWjQdfEpWtaRN0rW391RHbuwqinnq7x+Z6XXnbaa+jMZnrMusifxRL4CSW3eSVrB2XrV7J2EPqFzxN1r1T9NaEUrycSzjSQ5gpELhAIBILaKSy2kjjsLjLWvU5kuLmliyMQ1EpjA5ELmgfh8wQCgSAwED5PEEwIn1cz4t0IcJxONx9/vxJnhbTzSkHJ2kHZ+pWsHYR+JetXsnYQ+gXKQ8ltXsnaQdn6lawdhH4l61eydhD6lY4YfAxw7E4Xtzz2OXanq6WL0uwoWTsoW7+StYPQr2T9StYOQr9AeSi5zStZOyhbv5K1g9CvZP1K1g5Cv9IRg48CgUAgEAgEAoFAIBAIBAKBoEkQg48CgUAgaLXYHS6efmsedoeYYRUIBAKBQCBoTQifJxAED2LwMcDRqNVMHJmKRq28qlKydlC2fiVrB6Hfn/rtDhfPzJkfNKZU1L2y9QuUh5LbvJK1g7L1K1k7CP3C54m6V6p+pSOyXTcQkQVRIBAIAoOM7AK6nPkgaUueJS46DLPJAIDV5iAn30LKxNkcXP4CifFRLVxSgUBkQQwWhM8TCASCwED4PEEwIXxezYh3I8BxOOWl5A4FBmVVsnZQtn4lawehvz76rTYHPSbMBiBl4mwSh92N1ebAanOQOOxuUibKz/WYMBurzeF7ncduZ/cTL+Ox25tGRAMRda9s/QLloeQ2r2TtoGz9StYOQr/weaLulapf6YjBxwDH4XTzzJz5OBSYjl7J2kHZ+pWsHYT++uh3ujy43B7iosOIiw7D6XLjdHnKHm7fcZdbPlaOx+4g7clX8dgdtVy9+RF1r2z9AuWh5DavZO2gbP1K1g5Cv/B5ou6Vql/paFu6AAKBQCAQNBaVSlWv4wKBQCAQCASC4ED4PIEg+BErHwUCgUAgEAgEAoFAIBAIBAJBkyAGHwMcnVbDNReMQqfVtHRRmh0lawdl61eydhD6laxfydpB6BcoDyW3eSVrB2XrV7J2EPqVrF/J2kHoVzoi23UDEVkQBQKBoOUpLLaSOOwu4mPCAcjOKyZj3esAJA67i7joMABy8i1krHudyHAzAM7CIhZE9WR6wW70kREtUnaBMhFZEIMD4fMEAoGg5RE+TxBsCJ9XM+LdCHBsdif/fvQzbHZnSxel2VGydlC2fiVrB6HfH/r1Og16nZacfAs5+RZ0Wg16XWDPslptDo6k5zDknCc5kp5TKWujUlB62xcoDyW3eSVrB2XrV7J2EPqFzxM+T6ltX+mIwccAx+X28MmPf+Nye05/citDydpB2fqVrB2Efn/oN5sMZKx7jbQlzwKwZ+mzmE0GfxXR71htDhKH3U3KpEfYsfc4KZMeIXHY3Yozpkpv+wLloeQ2r2TtoGz9StYOQr/wecLnKbXtKx0x+CgQCASCVonZZCAhNoJHbp1BVERoSxenVpwuD06Xm9gouZyxUaE4XW6cLmHOBAKBQCAQCE5F+DyBILjQtnQBBAKBQCBoLJJUffhio0HHo7fNbObSNByVSlXpp0AgEAgEAoHSET5PIAh+xOBjgGPQa3nk1hkY9MqrKiVrB2XrV7J2EPrro1+v06DTasjJt5T9rQ34mD+1oVKpCDUbFGtKld72BcpDyW1eydpB2fqVrB2EfuHzhM9TattXOiLbdQMRWRAFAoEgMMjILqDLmQ+StuRZ4qLD6hTzJ9CyIFbM5qhWq/B6JV9Gx/LMjYLWgciCGBwInycQCASBgfB5gmBC+LyaEe9GgFNqdXD2Da9TalVWMFpQtnZQtn4lawehv776TUbZhEaEmQM62HhdkCSJ/MLSGrcX+QuP3c7uJ17GY7c36X3qi9LbvkB5KLnNK1k7KFu/krWD0C98nvB5Sm37SkcMPgY4Hq+XJat24fF6W7oozY6StYOy9StZOwj9StfvdLmb/B4eu4O0J1/FYw8s86f0uhcoDyW3eSVrB2XrV7J2EPqVrl/4POXWvdIRg48CgUAgUBRuqxVXUTEArqJi3FZrC5dIIBAIBAKBQOAPhM8TCAITEelTIBAIBIrBbbWyICoVr9MJwOKkYaj1eqYX7EJrFjF3BAKBQCAQCIIV4fMEgsBFDD4GOEa9jrefuhKjXtfSRWl2lKwdlK1fydpB6G9K/V6nC6/TiSEuFtQq8Eo4cnLxOl0QIJ40PNTY0kVoMZTe9gXKQ8ltXsnaQdn6lawdhH7h84TPU2rbVzpi23WAo9druXbWaPQKTEevZO2gbP1K1g5Cf7PoV6tQqdWyMQ0A9DoNep2WnHwLxSV2cvIt6HVa9DpNg69pd7h4+q152B0uP5a0aVF62xcoDyW3eSVrB2XrV7J2EPqFzxM+T6ltX+mIwccAp6TUzsAZj1NSGliZqpoDJWsHZetXsnYQ+pWo32wykLHuNTb/+jgAm399nIx1rzUqq6Pd4eKZOfODypQqse4FykbJbV7J2kHZ+pWsHYR+JeoXPk9GiXUvOIkYfAxwvJLE7gMZeCWppYvS7ChZOyhbv5K1g9CvVP1mk4HQEHkrTmiIsVGG1GpzUGSRA6wXWaxYbXXLdtjSs+hKrXuBclFym1eydlC2fiVrB6Ffqfr96fMAbGWZrIXPEwQLYvBRIBAIBEGN0aDjkVtnYDSI+DEgDzwmDrublImzAUiZOJvEYXfXyZgG4yy6QCAQCASC1ovweVWx2hz0mCB8niC4EJvtBQKBQBDUGA06Hr1tZksXI2Bwujw4XW7iosNQqVRIkkROvgWny4PZ1NKlEwgEAoFAIKg7wudVxeny4HJ7iIsOAxA+TxAUiJWPAY7ZqGfeB3diNupbuijNjpK1g7L1K1k7CP3Bpt+fW1hMBn2ln41BpVKhVqtQqQIj2HpdCLa6Fwgai5LbvJK1g7L1K1k7CP3Bpj9QfR7IXk/4PEGwIAYfAxytVsOkUb3QahueCStYUbJ2ULZ+JWsHoT+Y9FttDrJyi3hmznyycovqtOXFanOQmVPEo6/8SH5hSaXnyjUHmnaP3c7uJ17GY2/aAOHBVPcCgT9QcptXsnZQtn4lawehP5j0N9bnZeZUfo3wecFT9wL/IwYfA5ziEhvxg++guMTW0kVpdpSsHZStX8naQegPFv0Nia1Y/prOY+7nlQ8XkTT6/krnW0ptlX42BW6rFVdRMQAea93u47E7SHvyVTz2ugU0byjBUvcCgb9QcptXsnZQtn4lawehP1j0+8PndR5zf6XXCJ8XHHUvaBpEzMcgwKLgVPRK1g7K1q9k7SD0+0O/3eXhx83pWB0eACQk3DY7u4aehTYshLiSQlLT0xp8/YbEVqz4Gmj+GD1uq5UFUal4nU4AFiUNY0bhbrRmc5UM2XqdptGZGBuC0tu+QHkouc0rWTsoW7+StYPQ7w/9bo+Xn/45TpFV3g59qs+LslnofXR3g1dbNdbntUTcbeHzBIGMGHwUCAQCQavk0V928MOm9KpPjLvQ96ve5aTX/i3o9uQycWAoRl39t4GUx1b0euv3mlPxeiXun5tG3JQpPDp/L5P6tGV0t1g6xYTUu0w14XW68DqdGOJiAXDk5OJ1urCq5Jl6p8sNyLP7ep2WjHWvtYgxFQgEAoFAIKiNlxfv5d3lB6o+UcHnaT1uUg5sR9qVw1mDQggx1H/4o6E+r7rXPLN4P3FTp/LgvDQm9ZZ9Xte4UL/FbRQ+TxDIiMFHgUAgELQ6/kzL8g08jk+JR6tWoVKB5HKT+etiVEYjh+I7UmwK45+eQ7nt5zRCf9vPpNQEJqcm0CHaTEK4kZgQPWp18wTynr89g7WHC1EbDCw/kM/yA/kAdIg2MSo5ljHd4piYmoBO44eIKadoaumZeoFAIBAIBIK68s/RAt5fIQ88jkqOxazXVPJ5GoOBw3HtKQiJZEf3Adwzbw/G3/cxPiWeKb0T6RwTQkK4gZhQA5pm8nmrD+SycHcuar2e1YcKWX2oEIA24UZGJscypnssZ/Vq06CJ8CoInycIQMTgY4ATYjKwad4ThChwRkLJ2kHZ+pWsHYT+xuovsrp4+KftAFw8uAMvXNjX95yzsIgF15+PISEOSaNhb1wn1rfpxu4zJlBoc/PzP8f5+Z/jvvO1ahWxoQYSwg20iTByyZCOjEuJb5S+6nB5vLy6eA8AtmPHuPnCEWw8VsTOE8Ucy7fx9fpjfL3+GD0Swnj2/N4M6hR92mtKkoTXK/+sKw2Z3fcnSm/7AuWh5DavZO2gbP1K1g5Cf2P1210e7vt+K14JJqTE8+HVg30rByv5PLWGgzHtWJ+QzJ6x08gucfLb9kx+257pu5ZaRZnPM5IQbuCc/u04u19bf8ishCRJvLRI9nmOzExuPX8om9KL2XqskMxiOz9uTufHzel0iDbx33N6M7ZH3bxmfTweCJ8naFnE4GOAo1araJ8Y1WwrbwIJJWsHZetXsnZQhn67w8XLH/zOfTdOxWjQVXqusfqfmr+LrGIHiRFGHpnRs8bz1JJEj8yDJG1dx+QvH2ZTnpv5206w8XABmcV2rE4Pbq9EZrGdzGI7W9OLWLQzi5vP7Mp9k7s3qGw18cOmdA7nWQk1aMjevp273r6SqIgQ8kocrD6Qx8q0LH795xh7sixc8M4aLh3akYempBBh1lW5lk6rxhQTjb1tO9QmE678fEwqHRqNGlrIbNYVJbR9gaAiSm7zStYOytavZO2gDP1N6fNeW7KXAzmlhBu1PHt+nxq3LKuR6JpzlPY7NjHlu8fZWuhhwbYMVh/IJbvYgcXhxitBtsVBtsXB9uOwZHc2qw/k8fjZqQ0qW00s35fHP0cL0apV5Gzfzq1vXEJURAhFNhdrDuSxan8uC7ad4Fi+jWs+3sDZ/drynxk9iQ8zVnu9IwU2Ivr0xmUy4yosxKQxoNaohM8TBDQi23WAYym1kzDkTkUGZlWydlC2fiVrB2XotztcPDNnPnaHq8pzjdH/Z1oWP26Wt1s/f0Ffwo1VB+eqQ6dRM6Z7HC9e2I8/7xvLrqemsOPJs1h675l8deMw3rikP+f0l2fC311+gCs+WkduSe0ZAe0OF0+/Na9ajRVxuD28sWQfAJcPbo/kcuFyy0lyYkINnN2vLU+f1YUH5jzElB4xAHy9/igTXv2LuVuO+2a980ocfPT3IS54fz3ho0Zj7tIFY2IiYb16ET5qNKNeXsGtP+1m5cBxZETE1el9aW6U0PYFgooouc0rWTsoW7+StYMy9DeVz9t8tIAPVhwE4ImZvUgIr35w7lQ0ahXDu8Tw33N7s/TesWx/8ix2PXUWf903lm9vGs6blw7g8mEdAdljXfjuao4X1p6Rua4+D+Ct5XKZz+vXBq/V6vN5ESYdU3q34b/n9ub3GwcybOtKAH7deoIJryzni7VH8Hpln1dsd/HluiOcM2cV57yzFmOXrhgSEwnt2ZPwESMZ8eIKbvp+J38NmcSx6ETqtyayeVBC2xfUjFj5KBAIBIJmpamy7RVZXTz0o7zd+pIhHTizey0DbF4JCS94a7ZmoQYtoXGhdI0LBWBmv7YM7xLD4/N2svZgPpf+byO66GjAXe3rC4pKeGbOfK48bwRx0WE1avxu03Eyi+3EhOi5ZkQnnoIqqwQAIksKefO8nqzMsPPY3J0cL7Rx5zdb+GFTOqEGLUt2Z+HyyHrUKhjbI57ebcNZfzifzUcKKbK5+GNvHky6jJ+Anul7OWfh5zW/RwKBQCAQCAQNwGaXJ2j96fPsLg/3l223ntgznvMGtKv55Dr4PLNeS1KslqRYObHfzH5tGZUcy/0/bGPH8WIu+d9G9AkJ4K5+ELKuPs/Yvj37c0ox6tTcPKYLb1G9z4sy6bhk4Wfc8cItPPbHQQ7klPLoLzv4aXM6nWJC+G17Bg73yaWNI7rGMDgpmn+OFrDhcD4lDjd/HSiA8RcxF+icdYRzhc8TBBBi8FEgEAgEzYbV1nTZ9p6cv5Nsi4O2EUYemV79dmu1Xodar8eRk1vhmB61/vQrJFUqFZcO7UifdhH8+8tNHMu3ETVyJBw5iJRROau21eagx4TZQGWN5ZSvVlRptXy0+igAt4xLrlMWxgk9EzijawyvL9nHR38fYuW+k1q6xIUwa1AHzh/YrtJqALvLw8bDBfydlsHvPyznaEIndrfvzp5rnyBz2WGuG5lU6z2PFdrJiG1b79hCAoFAIBAIlEVNHqixPu+1P+Tt1hEmHc+eV/1268b4PICpfRLp0SaMf3+xmT1ZFqKGD0c6dhjp2OFK59XF53m9IAEhKSkAXDuyM3Fhp38PhnSM4Lc7R/P+8oP837L9bD5ayOajhQC0izRx4aD2XDioPR2izb7XONwethwt5O+0TH77agmHEpM4lNCJ16+azbGFB/j3mC613jPT4uB4XHu8wucJmhAx+CgQCASCZqOpsu0t2ZXFT5vlRDHPX9CXsBq2W2vNZqYX7MKRk8fipGFMPrwOQ1wMWrO52vOro3e7CObfNpo7vt7E8n150DkZKSwcKW1nJZ0ut4e46DAAn0a9ToNepyUn3wJAWM8UCm0u2kYYuXxYR5wOZ53KYNZrmT2tJ+f2b8d7Kw5g1mu4cFB7BnaMqtaMG3UaRnWLZVS3WO6b0JVtaek88NKv7O+Uwifr0pm7PQtTp05QUlD2ChW66Ghe//MAqw7msy+7BK5/ku1z9/D8RQOrjTUpaBqKDh8i/e+/Kc04gdNioeellxHTU45F5fV4OLJ0CQV792IvyEdrNBLRpStJkyZjCA/3XWPDqy/jKCysdN1OEyfRYcyZzSlFIBAIBAqgJg/UGJ+3+WgBH6ws326dSnwN26394fO6xIXy860jeOC7LczfkYWqQ5Ls83ZtP63GU32eKSmJ8JAQwgxabh7TFbzV75Y5FYNWw+0TujGjX1vmLNuPJMH5A9txRpeYauMlGrQahnWJYViXGO4c25m9+0/wwJPfsqNbf37YksHC3dmYu3aFopODstrISN5efpBVhwrYeaIYrnucdd/t5JVLB9X4/gqaBqV4PTH4GOCEhRjJ2vAGYSHK6wCUrB2UrV/J2kEZ+mvLtldf/UVWF7N/lg3hpUM7MKa27dbIxlSVoCbl8XswJsShMdb/fY4w65hzaX+6XDYHU48eqGLjcSZ70Zf8g16nwenyVPs6s8lAxrrXyMm30HPaE8T2TsXq9HDnxG4YdRoM2vppT20bzhuXDKhX2bVmM727JHDLN6+gXbOSF/46wvFCG+H9+yOVWPBaSyEqhmidjk/WHq302t/Tctn6xgpeu7g/w7rE1Ou+dUEJbb++eJwuQtu0IWHgINK++arSc16Xi9ITJ+gwdiwhbdrgttk5+NsCdn/1Bf1vvqXSuR3HT6DNoMG+vzUGkWkyEFBym1eydlC2fiVrB+XorykRTH31V8xuPbFnAuf2r2W7Nf7xeWa9lhfO7823X/+BObUXqshoXD16o7dsqLPPSznrP3QeMZi8Uhc3j+1KhFmHJGnrpb1zbAgvz+pXr7JrzWaSO8Zx/U9zCN+0mmeXHeZATilhvXsjWUvxWoohKpoYvYH3Vx3xvU4leVl5qJApb6zkpQv7MqFnQr3uWxeU0vbri1K8nkg4E+B4vRLpGQW+QLNKQsnaQdn6lawdhP766n/mt11kWxy0izQxe1rN2a0rojEa6fnEfQ0ypOWEmo0c/vo2npneHcnrxdCmDeffeSVanQ69ToNOqyEn30JOvgW9TotepwFkYxoRZiakWzesTg9d4kK4YGB7oHnrXgVMSYll6b1nctvYLkgeD6rQMFTxbVDpdEhuN+N7xPH8+X1YeesQbvn6ZRLC9JwosnPJB2t5aVEaLo9/0yq2ZNuvT+D45iS6e3c6TZxEbGrVzJtao5He11xLXO8+mGPjCO/Qga4zZlBy4gT2U2a/NXoD+rAw30Oj1zeTAkFtKLm/V7J2ULZ+JWsHob+++t9cuo+Dvu3WvWsc1KyIP3xeiNnIkR/u4f9m9UZyu9HHxDDxxkuQ1Jo6+Txz587klbqIDdVzzYikBmlvLKO7RLHwrjE8dFZ3vC4XKnMIqoREVHoDksfDqOQYnjqnF3/ePJi7PnuWpCgj+aVOrv90I//5ZQf2GgZZG0pLt33h9VoWsfKxkVhKTmZq0mk1mIx6bHanL4MVgEGvxaDXUWp14KmwzMeo16HXaykptVeKr2A26tFqNRSX2LCU2Bk08wn2L3uBNnERqNWqKtmhwkKMeL0SpbbKmVfDQ0243R6s9pPb+NQqFaEhRpxON3bnyQ+dRq0mxGzA4XThcJ5cDt4UmioSYjLUqKm4xObTHhZqbBWa6lNPXkmqoj/YNdW1nsrbfdaGN9BpNa1CE9S9nsr1H1v9CrFRYa1CUznOstdKkoQknYx96C57bX37vX0Zhfy4Sd5u/ejU7oQZdc2uaXJqG2574ktihg9j2Z5cbv58Ay+d35udi56m+4SH2TjvMWKiwnB7vBSX2AgxGcgssmHu3BmAW0Z3xmpz1NrvecrKYSmxo9PqG63JVfbd5XS6CI3U8O8xXZjYPZqPVx3m61/X8/qtZzF1YHt0ajVeScJVWEy3o3v4+aq+PPVXOgt3ZjJn2QGW78nh+XNT6dkuKuj7vaMn8nhmznzOO2sgMVFhxEWFNcnnqdw3uO12JM/JOWC1Vota23hb5rHbQaVCe8o/XOl/r+DY8mUYIiKJ69uXdmeMQKXRNPp+rR3h84TPEz5P+Dzh8+rX9sqpGCe6oT4vo6CEj1cdBuC+icnEhxubXdPwLrEUrF1L4tgxbDpayFUfrWPOJf1q9XnFNhch3boBcMPITnhcLiS9ptZ+r/z7xlJix6Az+M/nadRcOawjY7pE8r9Vh/hs7npeunki0wZ2wKTV+Hxex8wj/HBlX15ancG3G4/x+dojrN6fy/PnpTIwKTbo+73M3CLyCiw8M2c+F00fSteO8UHp8yB4vZ4YfGwkyeMe9P1+zQWjeOfpq7jn6W/45Me/fccfuXUGj942k0vueIclq3b5jr/91JVcO2s0Yy5+jt0HMnzH531wJ5NG9SJ57IO+D0PyuAfZNO8J2idGkTDkzkplyNrwBukZBQya+YTvWFiIkeyNb7JsbRozb3zDd7xn10Q2z3+SL+eu4ZbHTma/mjgylV8/vIuX3v+dZ+bMbxZNQK2a9h3OqvQetwZN9amnv755qJL+1qCpPvVUTmvSVN96+m7BBm65Ynyr0vTywxcDkF9YgqfCrOfKjfs4b/JAeo65F3uJDTOQeuZ9rJn/31o1nfnw94QkJ+PMz+fq619sMU2OjAwMB/dQ2jGZP/fk0uv2r3jrsoEAjL3kBUqsJw3MpnlP8O6646g0GlyFhVx59TM+TTX1eyv+lreV9zvzXixaA127tW+UJrPHxYfAm58sYfYDl1TRVHAklagzuzNwxuPsPpDhO3/HjsO8c8VQ2p7zIvruKew4Ucy0N//mqandOX9YUtD2eyMHJdNv2mMADJ75FAB/fz+bbkkJTfJ5AtjwykvgPfkPRYex4+g0fgKNwetycWjxYuL69KlkSNsOO4OQtonoTGaKjx3l8B+LcVosdJk6rVH3UwLC5wmfJ3ye8HnC59Wv7Z131iAAX9xDaLjPG33354T17o27tJR773ydK1vI57ny8tDu2YG9U3c2HS1k4P0/8NqFfYDqfd6327NR6/V4rFbuvu1V7vZ6a+33/vxrC9f96zX+D+g99n4SUzo3qc8rOdaTuHEpVXze5q0HeeHCYXz2v1/RpaRyIBcufHct943rwtVjugZtvzdyUDKdR9/vO9Zv2mNB6fMguL2eatRTTytzvXcj8bi8/PP9sUqj9k01I5487kFFzogXFltpO/xuRc+IJwy5U7Ez4snjHlT0jHjyuAdb5Yy43e6i0+j7iIsOK4v5KCecObbqFSKNGuZH9UQqu69Kr2Nq7i70oebqV83YXIx84U9KHB5ePK8XU3oltKim/cueZ81RCw/+vBOPJDG+eyxfv/w/9i59lvBQE4fzrGw6WsiW48Us2JaBR4KXz0lhcp+2Pk3V9XtmtcT8yJ5IrpPvy7j0LUTERWErtFCSW8DRtz+m4y3XYogMJzw28rSaPHYHR159l+4P3Yo5PMynqchipfv4hzmy8mXiY8N9bc+ekcWq7iOYsH815sR4rF4Vh/JKefiXXezKsBBh0vHH3WMwqitbimDp90qsDhKH3UVsVCgAuQUlpK9+lejIkCaZEU8e9yB9zo5Do6vfjPjfjz1aKQh5RbweD2nffI2juIg+115fZTa8IpmbN3Fg3lzOePQxv83CtzaEzxM+T/g84fOEz2tY27PanSQOu6tSMpaG+DyHy8PYl/8is9jBA5O7ccXQDi3u83bm2Lj922043F6GdIxk/ttfsPePpwkPNXG80M7GIwVsOW7ht+0Z2N1eHp7UhUuHJfk01eTzFkSl4nU6ywvI+ONbW9znZRbZeWTeLjYcKcSgVfPbHaOIM1f2DMHS7wWLz4PW7fUCoxRBTFiokfDQyqm7TEY91SXzCjFXH/AztIaAq+XXDQsxEhZqRKNRVzpeEY1GVe1xrVZT7XG9XoteX7X6DXodBn3VLKb+1lSX4xqN2qe94vPBranu9VRcYqtWPwSvJqh7PZUHIm5Nmsqpi6awECN6nXzN1qIJ8MV4UalUZY+T5fA6XUhOF7q4GHILSohwOlB53KhUctk9djt7n3+L7g/dhkql4sfNxylxeGgXaeL8wR3RlvWRLaUpxGzkwqHRGAw67vzmH/7cm0vksGE8tegA/6QXk1tS2cQ4MjOZkDq2Ulmr6/echUVILheGuFj5dTm5mHRq3FYrixP6+Mzq0dfeQ63XM71gFwazuXZNoSainn2oiqZyLeXvU2iIEbfVyp+95Ex5S5NH+O7Rr1MsP90ykmlvruRgTin/mbuDd68YVCUWU7D0ewBq9UmTqNGofW3vVPzxedIajZVMaWPwejykffcN9sJC+lx7Xa1mFCCsfXskrxd7YQHm2NoTNCkd4fOEzxM+T/g84fPqV0/lgzMV/UBDfN7i3dlkFjsIM2i5amQXQg3aFtFU0edN7hPNR0YD13+6gQ1HC4kaPpznlhzin/QiMooqD2K5Cgq4cFDHOvk8r9MZcD6ve7sovvnXCGa9u5rNRwt56KftfHvTGVWybQdLvwfB6/OgdXg9kXAmwAkPNZG98c0av3xaM0rWDsrWr2TtIPSr1WriY8KrHPfYHaQ9+SoeuwOPV+Lj1YcAuHpEJ9/AYyBwdr+2vHZxf9QqMCQk8EdaDrklDtQq6NMughtGdeb1C/tQuH59lYG6WuterZIfZXidLp9ZNSTEYYiLxet04q0w619fjAYdj9w6A6PhpPnzOl2+wc9T72HUaXjpwr6oVLBoZxbzt2XUdOk6ofS23xB8ZjQvjz7XXIvObD7ta0ozMkClQh8S2gwlFNSGktu8krWDsvUrWTsI/XXxeZIk8dHKgwBcOqyjb+AxEBjVLZYPrhqMXqNGHxvLbzuzfAOPKW3CuGZEEi+d14v8VavQqIPb52nUKl68sB96rZoNhwv4dM3hBt8bRNtvKK3F6wXOp1hQLW63h2Vr0xg3PAWtNnCChTYHStYOytavZO0g9EtIvsQ0NfHHrkyO5dsI0Wu4eEjHZipZ3TmnfztcThe3v7uMm88ZzJiUBAZ1iiLcKJu9wmIrSFWjnjSo7tUqVGo1Eo3PPG006Hj0tpk13gdApZagOB2K08CSwaCSbN7qls3S/RZW/LKRMarBRISFgc4MOhNojWW/l/3U6OGUQddylN72q8PjcGDLz/f9bS8ooCQjA63JhD4sjLRvv6bkxAlSr7gSyevFaZFjbGlNJtRaLcVHj2JJTyeiS2e0egPFx45yaOHvxPfrh9YkzH9Lo+Q2r2TtoGz9StYOQn9dfN6mIwVsTS9Co1ZxdVmm6EBiTPc4/u+iPlzzxh9cP2MgY3okMLRzNJFmObtwYbEVPFUzRQeNz7OcgJJ9UHyC5JIsPuyZx9ydBWxZuJ5sw0DiY6JAa5J9Xvmj3O9pDcLn1ROleD0x+BjgWO1OZt74Blkb3lDcDIGStYOy9StZOwj9kiSbtshazvlwpbzqcdbgDkSYqm7RCAQmpsRTuGYNd75+MZHhp5+hhACre7cDMrej3reSwefZiWh7HEOIB4PJC/8bUenU6cB0PSABP53uwiowRkDb/tB+iPxoNxhCYgJLf4BgOXGcHR//z/f3oYW/AxDffwAdx40nPy0NgC1vz6n0ut7XXkdk5y6otVpyd2zj6F9/IrndGKKiaHvGCNqNGNl8IgQ1ouQ2r2TtoGz9StYOQn9dfN5Hf8s+b2rvNrSLDMz3aFjnaArXrOG+YPV5Hhdk7US9728GnuMgst0JjCFu9CYvqo+GVzp1DDBGX/ZH1bxRp6ACQxi06QvtB5/0emEJgaU/gFCK1xODjwKBQCAIeDx2O66iYgA27c1k45ECVCq4bmTnZiuD3eHi5Q9+574bp1bartLieCV5NtxbdSVlvXA7Yd8iOLQSjm+EzO3gcaIFOvQFOGUG3xwDYW0hNA4kCYulmMNZeZhw0i4UTDjAZQeXFXlUshwJ7IVw8C/5UU50V4xtBnBF0lFUpTkQGngrWluCyM5dGPXU0zU+X9tzAKFt29Lvppv9XSyBQCAQCPxGRZ936Fgui3ZmAnD9KOHz/ObzvB448KfsvdI3QsZWcNvQAp36V3O+KQrCEiE0AVQqrKUlHDiRgxEniWaJULUTXDZw20CquCpTAkcxHPlbfpQT2RFTm4Fc3/UYKssJCO3aOD2tCKV4PTH4KBAIBIKAZ+/zb5H25KsAvPj0V5A6lMmpCXSMqdtMsz+wO1w8M2c+t101MSBMqVqvQ63X48jJrXBMj7qaYN21UpQOmz6BTZ9CaXbl53RmvPF92P/dZkqtEdhKtFiOFDFu/zb0sfGVTg0Dfpi7g0/XHCHWqWfx3WcSHaKXlzh4ygxquUm1ZMkDnOkbZANcfBzyD6DPP8AHw0B6py+0Gwjdp0D3s+TZ8xq28AgEAoFAIAhuKvq8Z+76P7xDJjGoUxQDOkY1Wxlarc8ryYF/PoONn0DR0crPaQx443tz8OetlJRGYrNoKT5SxLh9W9HHJlQ61Qz8tXQfr/yxFzMaFt01hg7R5jKf55Inm9122euV5sLxTWU+bwMUHoHCo+gKj/LWYOC9gdCmD3Q7S/Z67QaCWmzDbu2IwccAR61S0bNrImoF/tOlZO2gbP1K1g7K0C9JEl6v/LM6NBpNpYV23R+6jY7XXsy3faayrddQkOCG0V2aqbT+p7qA31C/uteazUwv2IUjJ4/FScOYfHgdhrgYtHUIQo3XCweXwYaPYO/vJ2esjRGQMqNsi8xgiOuJ21LKzpt6YkiQA1Y7iixyPJ9qeGBKCn/uyeZYvo0nf93JG5cMkAcNtQb5YYqUT4zuAp3OOPnCouNwfCPOA39zYtX3JBkLZNN6fBMse0aeee8+BXqfD51GCoMqaDUoob+vCSVrB2XrV7J2UI7+mjwe1Ozz5nYfy8YRZ4HLyw3NuOrR37S4z5MkOLpG9nm75oK3LEmNLgRSpkGHYdBuECT0xl1iY/vNFXxeoUWO31gNN4/tysKdmew8UczDP23n8+uHyskTtXr5UU50Z+gwBChbjVeSDekbcR5cxZG/vqGbOVfeYZO5HVa+LO+m6XaW7PO6jAVNyw/+CvyPGHwMcEJDjGye/2RLF6NFULJ2ULZ+JWuH1qX/1C0sep0GvU5LTr7Fd45ep0Wv04BDNkZqlYrYqFAcWTbfORqjEV1EOCsHjcMjQb/2EQzu1Hyz4VabgyKLFQCb3VHn2D41UVPA7/rWvdZsxhshv2+6iPDTG9LiDNj6NfzzOeQfPHk8sT8MuQF6XwD6Gq5Rw3Yfj93O3uffovtDtxFiNPLCBX257IN1zN1yghl92zIpNaHa11Uioh1EtEOfeg5JZ78EeQdg7yLYuxCOrAJLBmz6WH6EtoFe58llbT9YrIgUBDWtqb+vL0rWDsrWr2Tt0Lr0V7dVWa/ToNNqfF6vPj5vXb9RWF1e2keZmNyrTbPpaDU+rzQPtn8Hmz+D7F0nj8elyD6v78VgPDXTeFk91MHn6YxGXrqwHzPf+pu/9+fyzYZjXDq0DmFyQuMhZRr6lGl0m/YMFB6FfYtlr3dwOVjzYOtX8sMUDannyD6v0wgx4dyKULd0AQS143S6+fj7lafNCNYaUbJ2ULZ+JWuH1qPfanOQlVvEM3PmU1BUAoDZZCBj3WscWvES995wFodWvETGutcwm06upJOQsNmdVa5X6vSwpt8YAK4b1VmeaW0mHYnD7iZl4mwAekyYjdXmOO3rapr1ro0mqXu3A3b+Al/OgtdSYemT8sCj1gj9L4cb/4R/LYeBV1Y78KjW61DpdDhycnHk5FbZ8uOxO0h78lU8dvk9GdE1lsuHyUb0kZ+3U+qouxaf/rBOcMYtcPU8eOAQzPoUep0vZ1YsyYR178BHE+GNvvDH43BktbzlRyAIMlpLf98QlKwdlK1fydqh9eiv6POycot83shsMnB4Zf19ntsrsWLQBACuHdkZjVr4vDrhccuDeN9eAa/0gIUPyQOPaq3sna75DW5ZC0NvrGbgsf4+L7VtOLeOSwbgmQW7ybGc/r0qx6ff3FYeDL38e3jwMFz6DfS7FPRhYMuXJ5s/nQGvpsLvD8GBZXIccUFQIwYfAxy708Utj32O3am8f6qUrB2UrV/J2qF16K/NyJlNBtrERfD0vRfQJi6ikiEFeadIcYmtyjV/3JaF3WimTZieaX0Sm15EGU6XB6fLTUxUKDFRobjcHpwuz2lfVz7rXR9T6te6zzsAvz8oG9Hvr5ZnmCUvJPSBKc/DPbvh3LflbTe1oDWbmZq5hW4P3sqUjC1ML9jlm3l3W62+APEe68k6e3haTxLCDWRbHPyvLGNlXahWvzEcep0Lsz6G+/fDBR9Bj2mg1skz56teh4+nwgud4evLYMOHlVd1CgQBTGvo7xuKkrWDsvUrWTu0Dv2n+ryUibNJHHa3z+tFR4bW2+ct3pNLQUQMIXoNFw1u3/Qiyghan1eULk/AvtYLvroIdv8qb6+OSYaJT8Ddu2TvlDSy1l0iDfF5t45LJjk+lBKHm7f+3FfnIlerX2+GHlPhvHdln3fxF/IOl4oTzp+fCy8kwRcXwJq3ITtNbkiCoEJsuxYIBAKB3yk3cnHRYQDk5FtwujyYTQ27ntvj5dONJwC4clBbdJrmmzsr3yqeVyCv3tRpNfL2oUBFkmD9+/DHY3Lgb5AzFva5CAZcDon96n1JQ3QUvZ9/pNIxt9XKgqhUvE559cKipGHMKNyN1mwm1KDlzgndmf3zdt5fcZDLh3eSk880FkMo9LlQftgKIG0B7J4Ph1aA0wJ7FsgPgKjO8iBlnwuh7QCxPVsgEAgEAj9R0eepVCokSWqU15MkiY83yD7von4JhBmbL+ZfUPq8bd/Bgntl7wPyisHe50H/K6DD0Hp7nvr6PL1WzQNn9eCmzzfx1fqjXD+qi3+SQOqM0PNs+eEokcPv7Jorb812FMH+JfIDILydHA+8zyw5hqVarKsLdMTgo0AgEAiaDH9sjfZ4Je77fivHCu3onXYu6t98MYDg5FbxnHwLKRNns2fps1Vm8QMGSxbMvRX2/yH/3W4wjLhNHoSrIUlMQ/E6XXidTgxxsQA4cnLxOl1yOkRg1uD2fLDyIIdyS3l72X4enZHq1/tjioIBV8gPtxPS18P+pXDgT8jYAgWHYO0c+RHdVTanfWZBbHLl60gSKnsh/SIL6BuXx1FbONl5ItC5QCAQCASnQ6VSoVar8Hobfg1Jkvjv/N1sPWFB7fVw5aC2/itgHQgqn2crhAX3wI4f5b/je8GI2yF1JuhD/Hqr0/m8SakJDOwYyeajhbz6xx5ev2SAX+9facLZ44YTm2WPt38pHN8Ixcdh40fyI6KDHCOyzyxI6FV18NVhoXdEIX1jC8h1mlicV31CHUHTIgYfAxyNWs3EkaloFDiSr2TtoGz9StYOQr8K0Ou1YHPilSRm/7iNX7acQAVctOgLIh6b2OxlMpsMRITJW3BMxsqGtCExf2qiMXWvOvgHLHkQrLlynJ+xD8Goe5o+UHcNMZl0GjX3Te7BrV9t5rO1R7h2VGfaRda+HKLB+rV6SBolPyY+DqW58sz4jp/gwFLIPwDLn5cfif3lRDXFJ+Rt24VHiXAUs/Ys+VJvH+7H8iMp9bu/QNBAlNzfK1k7KFu/krWD0F/R50mSxAsL9/C/VXKIlpnLvqf97DObvUxB4fPS18If90LRMfnAiNth/H/8PrlchRp8nkql4sEpKVz8/lrmbj3BTWO6ktq2akzJijRYv0Yrr+jsMFT2t7ZCOLhM9nl7F8nvyarX5UdcT3mruSXT5/Mi7YVsmCJf6vsT3Vh8aGD97i/wC8rs8YKIELOBXz+8ixBzgM6+NCEN0e6x29n9xMt47MEfkFbUvTK1Q8vrtztcPP3WPOyOlolFpFKpiAoPQQIeX3SAHzalA/DM1GQG7VrXpPduSB/SkJg/NdGgunfZ6DfdgW7e9fLAY3RXuH4xjLm/xTMETuvThj7tInC6vbz+x97Tnu+3th8SC/0ugcu/g3v3wvRXoOMZ8nMZW+S4kHt+g6wd4JBjGZW6NewpiaLI5Yft4QJBHWnp/r4lET5P1L0StUPL6w8Unwfw5t9HeXf5AQDuPbMTZ25c2qT3Dkqf53GSOsGJ9oeL5UG2sLZw1VyY/HTTDzyehmFdYhjXIw5JgpcWpZ32fL+1fVOkHBfy4s/h/n1wztvQZRyo1JCzW/Z5afMhcxvYCwGwuTXsK4kgzylWPbYUYvAxwHE45S8HRxAHJG4oDdF+ajauYEbUvTK1Q8vrtztcPDNnfouZUgkJi9XBTxMv5dstmQA8fW5vLuzX9NutW7oPqVfde72w8xd0X02ly+CyrIkDr4J/rThtEpnmonxWHODHzensy7LUen6TtP2QGDmj4nUL4a7tMPFJGHIjTHoKZn0CN/6J9fZdJM69iP4LJvPU5i7oddrAjvckaDW0dH/fkgifJ+peidqh5fUHgs8rsTpYfMZ05qySV/HdPbE7/zqjQ5Pfu6X7kHrVvSTBviVovzmHHqNcqJAg9Rz49yroMrbJy1pX7j8rBZUKlu3JYd3BvFrPbZK2b4yQY5pf9QvckwZTXpB934TH5SSF1y/Beut22sy7mL4LpnD3utTAj+vZShGDjwGOw+nmmTnzcTjdLV2UZsef2oNxplzUvTK1g9DvleDnodP4e9B4AB4/O5Urhndq4VI1D3WrewnV/oXw3mj4/mpUBQdxWME1432Y+X9yjJwAYlS3WEYlx+KV4KVFe2o9t8nbfmRHGHUXTH8ZRt4pz5q3G4Q5ph17lj4HQNqSZ8lY91rgxnsStCqU3N8LnyfqXonaQeiXJFjcaxS/jzkXgNvGJXPHhOTaX9RKqLPPO7ICPpoMX16AOmcnLge4J70Csz4Fc3SzlbcupLYN55x+cpzOFxamIdWShbrJ235YAgy/Wd7xMvoeOV5khyGY4zqSse510pY8CxDYcT1bMWLwUaAIWnqWSyAQ1A0JmDfoLNYOngDAg+OSuHZk55YtVKDg9RLfsZRxN9nRzb9J3jKsNeIZcANL5piRkqe0dAlr5IEpPQBYvCuLTUcKWrg01VMe4ykizCwMqUAQZAifJxAED8tSR7LkzPMAuH5oO+6d3N0vCQqDHq9EdBsbo6+xo/v5CjmRnlqLp/elLH3bhLfXrHpnsW4u7pnUA51GxeajhfyxK6uli1MtclxPOVvOqXE9Bc2DSDgjEAgEgiajptlPr1dif04JB3NKOJBTysGcUg5kFrH3jtexmuQ4QNOW/8z1D73SnMUNSNR6HXHdoNeZ6US1k9NJShoDqsHXwqi78XhMOK1ft3Apa6dv+0im90lkwfYMXliYxrc3DRf/aAgEAoFAEORIkoTXW9XvSZLEwdxSDmSXcChX9nn7M4vYc9srlITISUlGb1zCAw8+rng/oNbriElS03PMMeI6l/k8lQZV/0thzP14VFHYiue1cClrp2OMmcuGduTTNUd4adEeJvRMQFNDohqBchGDjwGOTqvhmgtGodMqLyaBkrWDsvUrWTsErn6P3c7e59+i+0O3oTHWHqxZr9Og12nJyZdj/FWMreLxSlzz8XpW7sut+kJTCCqvlyl/z2PSpj9Q6xsf3DuYqFL3ufvQLn6UUZeVAiCptUj9rkA99gGIaAeAxm4n5fF70AT4LO69k7uzcGcm6w/l89feHMb1iK9yTqC2fYGgqVBym1eydlC2fiVrh8DV3xifJx+T4yVLksSd32xh3tYTVV9YNvA4ZuMSzl3xExrDM37VEOhUqfvCY2iXPsmYq+X3UfKCp8e5aKc8BjFdgeDxebeN78b3m9LZl13CT5vTmTW4agzPQG37guZBDD4GOCajnneevqqli9EiKFk7KFu/krVD4Oov39bW9a4bT2tKzSYDGeteIyffQsrE2ZViq3y1/igr9+WiVkGXuFC6xIbIP+NCSArT0g4761/6F1OOb0ZrNjeHtIDBV/fWfPjtedj4EXjdSKg4ukVD4psr0XdMrfQajdFIzyfua6ES150ucaFcNLgDX68/yosL93BmtzjUp8yKB2rbFwiaCiW3eSVrB2XrV7J2CFz9jfF5aUueJS46DLPJwMIdmczbegKVCjrHhNAlLoTOZV6vU5iW9jjY9MKNyvZ5DgssfQHWvAVuOVatN3kqS+/6izP3vwmREb7XBIvPiwszcMOozrz5535eX7KPs/u1xXhKUpdAbfuC5kHEfAxwbHYn/370M2x2Z0sXpdlRsnZQtn4la4fWo7+62CoFpU5eWSwnHbl3cg+W3HMm7181mIempnDR4A4M7ZFIWIScMMWlVt6sqK20hO//cy3SmwNg/XvgdUOnkXivWYy1/8No4ru0dBEbxZ0TumHQqtmdUcxvOzKqPN9a2r5AUFeU3OaVrB2UrV/J2qH16K/o88rjJdtdHp5esAuAq89I4s/7xvLh1UN4ZHoqlw7tyIiebYmMUrDPs9r4/D//RnpzIKx8WR54TOwP1/yGdOEntL/tvoBf4VgbN47pQpRZx/FCG9+sP1rl+dbS9gUNQww+Bjgut4dPfvwbl9vT0kVpdpSsHZStX8naoXXpNxp0PHLrDIwGefv0K3/sodDqolOMmetHVZ9IxqPV8WNMNzzawNpyfaoWv1Oah/7TKczS/ITKXghRneHiL+CaBWiShtLziftOuxIhkKgu+2ybCCNXlmUu/2DFwSoxolpT2xcI6oKS27yStYOy9StZO7Qu/ad6o/eWHyS9wEZ0iJ67J3Wv9jWK9XmOEnRfn8+Vmq9QlWZDWCKc+y7cuAySRvpWOAaL16vO54UZdfzrTHm7+EerDuHxCp8nOIkYfBQIBIJWitXmoLDY6ntYbafPAmq1OSiyWAGw+SFrqNGg49HbZmI06Nh5ooiv1smzoP+ZnlplK0Y5GqOBH+N6BNzMb0UtfseaD5/NRJO9nSKnDvvYJ+DW9dDz7IDNbHg6aso+e+2ozmjUKramF7HhcGBmvhYIBAKBINAJNJ+XXmDl7b/2A/DAWT2IMFXvlxTp8xwl8NVFaI+txubWYB9xH9y+CfpfCurgHJKpyeddOrQjIXoNx/JtLNqZ2UKlEwQiwdnSBYJqcFutuIqKAXAVFeO2Wlu4RAJBy2G1OUgcdjeJw+6q8LjbZ0yrm60sf03KxNkA9Jgwu05Gti5IksST83bhlWBsjzgm9KyabESxWPPh05mQtQPJGMmUv8biHHwzaPUtXbIGU1t/3C7SxPQ+iQB8sPJgi5RPIBAEH8LnCQQnCTSfB/Dsb7txuL30bR/BRdUkG1EszlL46iI4sgpJa+LclaNxjrgP9CEtXbIGU1t/HGHScfGQjoDweYLKiMHHAMeg1/LIrTMw6JWXG6gm7XaHi6ffmofd4fIdc1utLIhKZXHSMAAWJw1jQVRqUBtTUffK1A7+0e90eXC63MRFhxEfE05cdBhOlxunS97mUN1sZcXXxEWH4XJ7fOc39p++eVtPsP5wPjqNisdmpKKqZTWfouq/bMUjWdvBGIHr0h+YftlVQa29Lv3xDaPlLfdLdmdxKLfUd1xRdS8QoOw2X5v2U72e8HmtCyVrh9bp81btz+W37fIqtydm9qqSUK4iiqp/Zyl8dTEcWQVaI66LvmT0rOuDWntd+uNrRyahVsE/RwvZdCTfd1xRdS+oghh8DHAMenn5t0EfWDExmoOatNsdLp6ZM7/S4KPX6cLrdGKIi8WQEIchLhav04nX6QramXJR98rUDv7Vr1KpUKtVtQ72Vfeaiuc39p++UoebZ3/bDcB1ozrTJS601vMVU//WfPjsHMiUBx658hf0nYYEvfba+uNy+raPZGjnaCQJPvr75Ky4YupeIChDyW2+Nu2ner3T9Sseqw0QPi9YULJ2aH0+z+Xx8uSvOwG4YGB7BnaMqvV8xdS/0yoPPB5eCVojXPYt+u4Tgl57XXxeh2gzU8t3uaw45DuumLoXVIsYfAxwSq0Ozr7hdUqt/lsSHyz4Q7vHagvamXJR98rUDoGnvy4mozbmLNtPVrGD+DADt4/vdtrzA01/k+AbeNwGBnngkXYDW5d2tQqVWg01rH64cbScufuHTekUlMpZD1uVfoGgDii5zftLu9tqZZHweUGFkrVD4OlvrM/7fM0R9maVEGrQ8uCUHqc9P9D0NwlOK3xdYeDx0m+gy9jWpf00Pu+GssSSi3ZlciRP3uXSqvQL6o0YfAxwPF4vS1btwuP1tnRRmp36aFfrdaj1ehw5uTiycnDk5KLWy/HSGvNl2pKIulemdqhZf3UhB5qV05iM6jicW8qHK+UZz4enpRBqOP02i5r0a4wGUh6/J+AClNcbWyF8fm7ZwGM4XPUztBsIBGnb90ryo55MSImnS2wIdpeXL9cdAYJUv0DQCJTc5v3h89R6HV6nC8nlkr2e8HlBgZK1Q+vyebklDl5bsheAOyYkEx9++kzNrd7nuWzw9SVwaAVoDHDp19B1HBCkbb+BPm9AxygGd4pCkuDjVYeBINUv8Bti8FHQKtCazUwv2MXkw+sAmHx4HdMLdqExm+QTGvBlKhAEGtWFHGgo/tyiVpNZliSJp+bvwunxMqhTFOf2b9eo+2iMRno+cR8a4+mNbUPxlsVGchUVVwrS7jccJfDlLMjYKg88XvkLtBvk//s0A5UGA3JyUel0qCtuo/FKSF5vjYZVrVZxXdms+KdrjuBwe5qj2AKBIAipyedpzeaTJ6lVwucJgppA9XlQs9d7aeEeLHY3XeJCuGZE50bdo1X4PLcTvrsKDi2vMPA43v/3aQYa6/MAbijb5fLdxmMUWQN/UkjQtIjBR0GrQWs2o4sIB0AXEV7ZkCqchsykVpclTxB8SJKE1yshSSeNgb+3qJ1qll0eL7/8c5zpb/7Nn2nZqFTw5Mxe9YpH1FLse/19QH5f9j7/ln8v7rLDN5dC+nrQhcAVP0L74Bx4hKqDAWcdXofWbK51hdKpXDCwPVFmHTkWB3O3nGhuCQKBIIgQPq9mhM9TLs3h86Cy1/N4JRbtzOTCd1bz7cZjADx+di/02sAfWmhSn+f1wE83wr7FoNbBxV9A8gT/3qMZ8YfPm5SaQKcYM1anhy/XH2luCYIAI/B7CIVj1Ot4+6krMSowKKuStYN/9TdkJrW6LHnNhaj7xuvX6zTodVpy8i1k5xWTk29Br9Oi12mabItaicPNBysOMubFZdz17RZ2ZRSj06i4/6we9G4XUefrtGT9d7vrJkBeVdP9odv8d2GPC76/psIWnK+gw9AqpwVb2684GFC+0rxOK5TKMOk1XDm8EwAfrTyEQacNKv0CQWMJts+8P1GydhA+T9R98Pk81Gq+33ycia8u51+fb2LjkQLUKjm235nd4+p8mVbp87xemHcH7PoFVGq44APoPrnKacHW9hvr8zRqFdeX73JZfRi1WhNU+gX+ReQ4D3D0ei3Xzhrd0sVoEWrSbiszSUUWK3qdBrMpyOOC1ICoe2VqB//oN5sMZKx7jZx8CykTZ5O25FniosMwmww4HWWrHPy0PW1fZhGhqamc9X+rKXXKW2fDjFouH9aJa0Yk0SaifttnWrL+1WVxhnQR4f7b9uP1wM83w97fQa2Fiz6FLmOrPbW1tH2t2Yw3Qv5H53QrlK44oxPvLj/IniwLa48Utgr9AkFdaS2f+YZQk3arzUGRRV6lZbM7iAxvnSscRd0rUzsEn887mFXEZ6sOETd5Ms8slOM7mnQaLh7SgetGdqZjTP0+o63O50kSLHoYtnwh/z3zLeh1XrWntpa2Xx+fd+Gg9ryyeC9ZxQ4W7c5uFfoFDUOsfAxwSkrtDJzxOCWlytsSUZ12q81BjwmzAUiZOJvEYXdjtbXObFmi7pWpHfyn32wyEBEmm4GIMLNfB+rteiPfb83k/LdXMet/mwnp1o1SpwePzcpDZ3VnzcMTeGhqSr0HHqGV1b8kwfy7YMcPgArOew96TK3x9FalvY7Ehxk5d0BbAN79a7/i9AuUjRI/8+XU5PMSh91NykTZ6/WYMFv4vFaIkrVDcPg8p1bPvJ3ZXPb+Gsa9upJP1h9HbTDgtdu5c3xX1jw8nidm9qr3wCO0wvr/82lY9678+9QXYcDlNZ7a6rTXAbNeyxXDOwLw3vIDDFCYfsFJxMrHAMcrSew+kIFXqn+GqWCnOu1OlweX20NcdBgAOfkWnC4P5XllWhP+qvtgXEGg5HYPgavfq1KxJzGZtV36s6VjT1y/7/c9JxUVImWkk7v3IJf8d3qdslrXeJ8A1V9vJAkWPQKbP5P/PvsN6HNhrS9pNdrryQ2ju/DdxnTWHMwnL6dUcfoFykWpn3mo2ec5XW7h8+pBRZ8XLLuClNzuIXD1S8D++E6s7dKfTZ164/hVXuWoUqmQSixIJ9LJ2bOfa5+aSqRZ3+D7BKr+BvH3a7DyZfn38f+BYf+q9fRWpb0eXH1GEh+sOMTe7BIKit2K0y+QEYOPgoDkVCOl1agrGalgSFzR3OQXlvDqR4u47aqJhIcaMZsMvhUETpcbkFcQZK5/PeBNqaCFCQkBcyghMW14ckEaWUU29t74NIURMbg1J7822oYbmN6nDc89+RHRhrKF9EFuJjRGAymP34PG2MjPiMcNfzwGa+fIf5/1HAy6uvEFDCLq8152TwjjzO5xLN+bg7lr12YonUAgaGmsdicgfF5dsdocFJfYeeuzJdxz/VlER4ZW8XkpE2ej12nJWPea8HqCmjGZITQUc3QC//1tD9lFVvbc8BQFETG4tCcHFWNDdEzr3YbXnvuUqPIQfV5vy5TZT/jN50kSrHwF/vyv/Peou2HMfY0vYBBRn/cyPtzIzP5t+WFTuvB5CkYMPgoCjlONVPfxD/uMlKB6rDYHSaPvx+X28MqHi3zvV/kKgpioUADyCkpa7QoCQeORJInQnj1Rde8OQCjw89YM+cnoBAD0LicDjuxg0IZl3LHlJ7xGEy/MtpNTKsd6LA92HqxojEZ6PtFI82jNhx+uhYN/yX+PnQ1n3NLosgUb9X0vbxjdmeV7czC2a0eh1UV4qOioBILWitXmoMf4hwDh8+rCqd74zU+WkLn+9Uo+T6VSIUmS8HqCWjF36YKqTx8AwoAft5yQn4hJBEDrcdP36G4GblzGPRu+BZOJNx63kWOR255OqxE+z1ECc2+BXXPlv4fcCBMeb3zhgoz6vpfXj+rMD5vSMSQkcCzfSi/h8xSHGHwMcMxGPfM+uBOzseFL24ONiltuXG4POq3Gt+3mdPhtNisAqE/d17QdvTwTXl5BCRA8hkGJ7b4iLaHf45V45o+9hJQNPEqWYhzFFv51wXCSwvUcv/FO2ugk4koL0LmcOLJyUKtUGE0G9ix9li5nPlgp2HljCOr6z9gG314OhUdBo4dpL8Gga+r88qDW3khGdo0lKcbM4Twrv+3K5ub48JYukkDQ5Cj1My97PQ8RYSZfxl7h82qmpu3op/o8CI5JQKW2+3JaQr8kScxZfpCwsoFHqbQER1ExN547jE7hOjL+fQ8JWi9xpYUYnHYcWTlo1Sr0pyS22bP0WWX7vLwD8M3lkLNbzmo94XEYeSfUcbV2UGtvJD0TwxncKYqNRwr4ZVsWvTrGtHSRBM2MSDgT4Gi1GiaN6oVWWzcT4bHb2f3Ey3jswR/EVaVSYTTo6rX1pnwGxm/Zy1qQ+tY9yO9ZxferPBNe2pJnAfxiGJqDhmhvTfhTv9Gg45FbZ2A06Go8x63WcO+ve/jhH3n2Wzq0H7ZuomjjRu4en8zlAxPpdXA7bfMz0bmc4K28tdpU9k+gv4KdB239b/sePposDzyGJcI1v9Vr4BGCU7u/BgPUahVXDO8EwDcbjuH1BvcWfoGgLijZ5wEY9MLn+dPnpS15Nii2XAfjd50/aW6f50XFU38c5INVRwCQ0o/CPxso2rCBeycmc9XgtvTev5X2eRkYnPYqPq9iYhuTHwb+g7b+9/0BH4yTBx6NkXD5DzDqrjoPPEJwavfnpM+VZ8g+74fN6djrMOEkaF2IwccAp7jERvzgOygusdXpfI/dQdqTr+KxB39mQEmSyMotQgryGHINpb51XxP+NgzNgb+0Byv+1G806Hj0tpk1mlKnRsf/zr+V33bnolZB0T//wPFjlc5R63Wo9XocObk4snJw5OSi1utR62s2uo0h6Orf45YTy/x0A7ht0GE43LQcOgyp96WCTjv+HQw4KyUWyePhcJ6Vv/fn+qF0AkFgo2SfB5CdVyx8nh99nr8zHjcVwfhd50+a0+d5VGq+nHE9X26Ww+hYdu2CwwcqnSN83mmQJFjxEnw5C+xFkNAbbvoLkifU+1JBpx3/+ryRSZFITgcFVhe/bc/wQ+kEwYQYfAwCLApORe8vP+pSaTgRFkOuORKLOYwShxu3J/ADJiu57pWsHZpHv1Vv5P8mX8vurn3QqVW8cG4v7EePVjlPazYzvWAXkw+vA2Dy4XVML9iF1tx0mdODpv4LjsBn58Cat+S/h9wAV/8KYQkNvmTQaG8CIkw67MePA/DF2iNNco/WtnJMEPwo+TPvLzxqDRlhseSGRFIcEi58XhCgZO3QPPqdGi3vjb+Czb2GoQIendId6759Vc4TPq8WLFnwzWXw59OABL0vgOsXQ3Tnhl8yWLQ3AXqtGusR+X8N4fOUh4j5KAhK6jpLrtbrkIxGXpl0HUfbnvySeOy1tQDoNWqiQnQ8Oj2Vs/u1bXS5PHY7e59/i+4P3RYUW4LsDhcvf/A79904tdKMqdtqxVVUDIDHaoPIiJYqoqAJcHsl0uM78O2UG0iPbove6eDdKwcysGt8ja/Rms14I1wA6CLCm9SQBgVeL2z8CP54HFylcnzH6a/CwCtbumRBj/XQIUwdO7JkdxYZRTYSI/wbkLx85VjXu24Min5aIFAi9VkNqdJp+ejC29jdubfv2ONlPk+nURFu1HHP5O5cPqxTo8slfJ4gGPBKEpkxifw46Vr2t+mM2uPmlfN7Ma5XW26v4TXC552CJMG272Dhg2ArkOM7TnoKzritXtusBVWxHj5MaLdubD5ayM4TRfRq69/+R/i8wEWsfBQEFXqdxpeAJiffctqg2lqzmaM/z6808FgRp8dLVrGDe7/exJ5jeY0uX3Nsh7I7XDz91jzsDpdfrvXMnPmVruW2WlkQlcripGEALEoahttqbfS9BI3HVtauiixWrLbKbaymdiFJEsfyrfy69QRPz9/FrHdXM/DVNbxy7WOkR7fF5LDx729fZVTnqGbTEfTkHYBPz4bf7pMHHhP7wY3LxMCjn3AXFtKzTRheCb5eV3UlrkAgaL2UJ1Ap93l1SZT3w868SgOPFXF5JPJKnfzn5+2s35vZ6PIJnydoShrq8zKKbCzckcHzv6dx6ftrGfTaWl644Sn2t+mMzu3khp/mML1nXLPpCHqKT8DXl8DPN8kDjzHd4NqFMOJ2MfDoB7xWK6OS5WQzX6wVPk9JiJWPAYzV5sBSYufq80ficLgh9ORzNc1ktiZUKhWx0aFVAmvXJ7Pu7oxi5qw8DMDT5/bmsqEdsbs92JwebC7554Pf/cPm4xbu/mE7v9w+Br02MMbkQ0wGNs17gpBT9JUbyduumlil7v0RN8nrdGH3SqT3G07XrMNImZl4nS5oxgnQmrQrher0W20OekyYDUDKxNnoddpKQeWraxcOt4cL3lnNjuPFVe6hcbvonJvORet+Je7EwTqVq7myjAZs/Xs9sO49WPqUHNtRo4exD8GIO0Hjn6/TgNXeTJTr35rv4uGfd/DNhmPcPqEbOk1g9MsCgT9Rus8DiI4MqTaBSl0z6x4vtPHMgt0A3DWxG3eM74bD7ZU9XpnPe2buNpYdKOCeH3fw+90xhBkD4/1sSZ/ncns40m84STnHUJ84LnxeM+Mvn+f1Slz1v/XVxkhWez10yDvBhRsW0P7gjjqVS/E+T5Jgy5ewcDY4iuTVjiNuh7EPg84/uzACVnszUa7/uFPNyv15zN1ynNnTUgKmXxY0LWLwMUCx2hwkDrsbp8sNwFfz1pK5/vVav4BaIxq1ukrcx7pm1nV5vNz/w1ZcHokRXWO4bGhH1GoVZr0Ws/5k03/x7B5Mf2Mlu7LglT/28PDUnk2ipb6o1SraJ0ahVp9+hq3iilD579pXhNbG0QIbb1z5MCfiO9AxN50bvn610vPNseWoPtpbI/XVb7U5KLLIqxZsdgeR4fJ/EHO3nPANPCbHh9KvfST9OkSQGqnlUJ8RhMTKqx3run6jPOB0UxOQ9Z+5HRbcC8fkeEi0GwznzIH4FL/eJiC1NyPl+jt11PLs72lkWxz8sSuLaX0SW7poAoFfET5PRqOuOrEgJ1CRs6DWlihPkiQe+nEbJQ43PRPDuWVsMmq1CpNeg0l/0gM9N707k55dTDoRPDFvF69c1M//QhpAfX1e+YpQoE4rQmsiu8TJnEvv5VD7bsQX5XCT8HnNjr983vK9Ob6Bx6QYM/06RNKvfSSpkVqODBhFWEwkIHxencg7AL/dDweWyn/H9YRz50C7QX69TUBqb0bK9Xc3GWgXaeJ4oY2f/znOVWcktXTRBM2AWEoQoDhdHpwuN7FR8jS4y+3BqbB09HK264ZnQXxv+QF2HC/GrNfwwgV9a+zkO0YaOX/J1wC8v+Igaw40fvu1P7CU2kkYcmedghKXrwgFSFvybKWZ0vqwLC2b8z/Zwon4DgAcjW3P61c+zKH8kxnZmmPLUX20t0aq019THZf/A5syUZ4t7zFhNlabA0mS+HClvKLxjvHJLLnnTF65qB9XnZFE38QwtB538wurIwFV/yU58Oud8N4YeeBRa4RJ/5WDjft54BECTHsLUK7f43JzwcD2QNMFJBcIWhLh82Ry8i0N9nnfbTzGyn25aNUqXp7Vt8adK9FmHZf+/gkAP25OZ8G2wMiwWl+fl7HuNdKWyD7gdCtCa2Lj4XzO+/gfDrXvBkB2RBxvXPEQOzJLfOcIn9f0+MPnAXxQ5vMuHdqRv+4fxxuXDOC6UZ0Z2D4cvbvx2/abioCqf1shLHoE5gyTBx5VGhhzP/xrud8HHiHAtLcA5fqtNgeXDesIyD7PH6u6BYGPWPkY4KhEXIkGsSfTwhtL5WxuD09NoUN07XtJhuxYQ+G9D/B7Wi73fLeFhXeOIcJc/UoDq83h+wdBr9M0yPw1BXVdEVpOxVnUguJSPlh1hLdXHESSoG32MWZuX8bXw88hPzKOiz/fykfXGBjUScQFbEmqq+Pyf2DjosMA+R85p8vD+qM57M0qQa9Vc6WYTaw/boe8xXrFS+Ao27aePAmmPA+xyS1bNoVwxfBOfLL6MKsP5LE/u4Tk+NDTv6gVUnT4EOl//01pxgmcFgs9L72MmJ6pAHg9Ho4sXULB3r3YC/LRGo1EdOlK0qTJGMLDfddwWa0c/G0++Xv2gEpFbGoqXaZOR2MIjO8vJSN8XsM4UWjj6fnydutbxiWfNmFBz4M7uGJgIl9szmD2z9sZ2CmyxmRWgerz6roitCLlMQQLi0v5bvNxXly8D7dXIqYgm1mbF/LT4GlkR8RyxZfbePsKHWN71Jx4TtD01MfnHcwvYnXZgonrRzU887Ji8Xpg86dyFmtr2cKTjmfA1BfkWN6CJufiIR14fcle9maVsP5QPsO6xLR0kVoMpXg9sfKxleGxyivUXEXFig0e7a6w3Xp4l+g6ZTdUAU+e1ZU24UYyiuw88sv2amdgymcfE4fdVfa4u0pA6EDEaNDxyK0zfFu3Ks6iqnQ6Rjw6jznL5YHHmb3iuPPz5+l7LI37f3uXhNwTFNrcXPbBWn7/54gvO6KS21hLcWo9VkSlUlX6J/bDlYcAOH9AO+LCavjS8UryQ3ASSYK0BfIM+B//kQceY7vD5T/AFT+IgUc/4MgvYMdDz2DLzK61D0mOD+WMMiP65Trlrn70OF2EtmlDl+lnV3nO63JReuIEHcaOpf+/byHlksuw5eay+6svKp2394fvsWZn0/uqa0i9/AqKDh9h/7y5zSVB4EeEz5N3xjz803YsDjcpbcK4bVzd+uUHxiXRLT6UIpuLe7/birea77/W4vOgQgxBjYZhD/7Iswv34vZKnNk1ins+fYa+x9K477d3STq+H6vLy/WfbuSb1QeEz2tB6ufz5FWPE3vG1zw5J3xe9RxcDu+Ohvl3ywOPER3hwo/h2t/FwKMfqKvPiw01MKW3HFbnC4UnGFSK1xODj60It9XKorLMdYuThrEgKlWRpuH9lQfZll6ESafhxQv61TmmRqRJx6sX90OlgvnbMvj5n+NVzqk4+xgXHYbT5Q6KbVJGg45Hb5vpMzM+He3bEDduHIY2bZC8Xh6c1I2XZnRH73aCVyLaUsgdX7zA0A7hONxebvl6G4+f+wCg7DbWUpxajzWRlmXxxQC6YXTV2XC1XodKp8ORk4sjJxe1Xo9af/KakiQpa/uD2wEH/oSFD8Nbg+Gby6DgEBgjYeqL8O/V0G1SS5eyVeC2Wvm9TX/2vTCHhYn9T9uHXDFcnjz6YVM6VmfghgpoSqK7d6fTxEnEpqZWeU5rNNL7mmuJ690Hc2wc4R060HXGDEpOnMBeWAiANSebgv37SD7nPMI6dCCiUxJdp08nZ8d2HMVVk1EJAhfh82S+35TO8r05aNQqXp7Vr86JAo06Da9f0h+9Rs3qA3l8+HfVZGutxeeBrMWrNxA/9kxMHeRwOjePTuK9C1MxO6zglQi1lfLvb15jYrdoPF6Jh+alce9l/0VC2W2spairz8sstvNrWfiAG0Z3qfK88Hmn4HHB4VXwx+Pw9gj4bCZk7wRdCIx/FG5bD73PF5ms/UC9fV7Z1uuFOzLIsQT+RE9ToRSvJ7ZdNxJLycl4DTqtBpNRj83uxOU+aVQMei0GvY5SqwOP1+s7btTr0Ou1lJTa8Vb4AjAb9ZXuERsVSm5BCR6PF0mSsJTasZTKM9+WUhsRYSa8XomifAuSy4UuTl4p4srJw2W1Y/We7EjVKhWhIUacTjd258lYIBq1mhCzAYfThaPCP3j+1KTVaiguORk7EOSMV2q1qlLci3JtKpWK+JgwX8IZS6mNyHAz7rJyWEptqNWqSpp2Hi/ktT/2AnD3hGQ6xphPq8lVVodOp4sRXWO5ZngnPl5zhP/8soOUODPJCeE+TeVlKy9fxXIAvmtJklRFa1iIEa9XovSUGfTwUBNutwer3VmpnsJCjBxb/Uqla1UMzF7xvjqtptrjNdWT0+lGExKCqu9AVDodktNBwbr1zHpoLBqDBpVeNiwAZp2Wjy7rzwNzd/J7Wh4/nHUF9rh4pmz5E1dOHm6bo1Ibq01TXdueJEkcXvkSYSHGZm17Damnpvg8SZLE/mUvYNDJXXRtmsrbpNfr9bXJj1cdBmBMcgzxZi2SJJ2iScWInctZ1X0EE/avxhMWjtWrwu50otdpKgS0V2N3uigusdWqqZy6tL261FO5fkmS8Hi8TVJPKksG+oN/YDiyDOnQclSuk8ZIUmlQDbkB2xn34NJFgM0NuJul7ZmNep/28tc1Z9trCk0V68lVKH9PGeJikZBw5uRRlG9B55X7crMG/p6ZhNtmpxgY3imc2FA9uSVOftp0jJl92tRZU15BCa9/vJjbr5YTdhj1OjReN4UncgAoOJ6D3i0RFhmGVqup9L2qVquarI8o9w1uux3Jc7JPV2u1qLWNt2Ueux1UKrRliSKKjx1DYzQS1q6d75zILl1BpcKSno6hGqMrOInweU3TN5QPfJTHvCzXWu7zKurXatQ+TUdyS/jvr7sAuH5EJ3q3i6iXz+vVNpY7x3flpT/28eLCPfRrG8aAjtFB4fNMRj12h7PSc7XVU06Jg6hRo1CZTEguF4WbNnHDA2PQnuLz9Dotb17Yh6cX7uGrfzJZOPocbDFxzFo7T/i8APV5n6w+jMcr0SsxjJ5xpib3efVtewHh86y56A8txXDkT6QDy1A5ThmA6XcZtlEP4zLFyRl5HDbh8xqoqTE+LyXORHJcCPtzSvlq7WGuPaNjnTVV5/P0ei3F+XJdn+rzKn6eLKU2wkKMQenzIHi9nhh8bCTJ4x70/X7NBaN45+mruOfpb/jkx799xx+5dQaP3jaTS+54hyWrdvmOv/3UlVw7azRjLn6O3QdOBr+e98GdDOkrr1Yq/3IA2H84i57d2pIw5E7fse7jHyZrwxukZxQwevojfFj2GpVKRQSwcsM+zrnnI9/5Pbsmsnn+k3w5dw23PPa57/jEkan8+uFdvPT+7zwzZ36TaJo0qhfJYx+s9AHfNO8J2idGVdJUjtvtIb+o1Pf3wBlPkLPp/1i5cZ9Pe0VNn/+ymseWHkUXFYUzN5d5X+zjprGn12T2uPgQePOTJcx+4BLW/7oUlzaW0shIJj+/mEv6xvP8DWMracrJt/gyzQ2c8QQlVrlzKr9WSamD9pMeqKSnvJ4GzXzCdywsxEj2xjdZtjaNmTe+UameNsx9nPe++oun3/q1Uj19/upNlfSXa3rugQurHK+pnv57/0VEDh+OSqfDVVxM4erVeB0OVm7cx3mTB3Jrr+m4i0uYVnCIX6O7siLXwlMTkrB99jV/DZ3Mb/0mkLJmKe2AfYezGXrFK3XSVJ+2d86kAXz52r+ave3Vt56a8vP02iOXcvMV4+qkKbdADhavDzWzcFc2KrWaXz6dx/ev/K9aTfEGNa8Da/dmcc49z/qO9+jchrkf3EHKxNm43F46j77/tJrq0/Zaup7uffJjHui5m7tT0jBoZBOmAgqdOpZktmFhRiLRg87hxWm3cc+jnzV72ztyPI+h5z5VL02B3JefWk/lfSRqFc4y09x9/ENYNTp6dk1k9ad3cfTFt5j88z6sGnmVRp9Jo8Acw+u/7eTG656rs6bL736P5ev28PIHC32ahu9cR9qTcmbX1b3H8GNMN67+5W0mjerFwBlPlJXn4Xppakg9AWx45SXwnvyHosPYcXQaP4HG4HW5OLR4MXF9+vgMqctiQR9SeUueSqNBZzLhKrFUdxlBBYTPa5q+Ye+f8me5/LsLTvq8ip+j7uMf9mn64pfVPPLbPgxt2uAuLmbVL0tgRq96+7zfv/4NhxQJcXFc+OZyzu8ZzYs3Br7Pe+fpq5j90k+Vnqupnt544gp+yQSNyYTHaqVg1So8VmvNPi+7mHtGtKP4tTnMH3sBy1NH0HvNHyQjfF6g+TydUc9X646i1ulY9esy2rz7RZP7vPq0vZaupzuf+ITbu+/l4dRdGHSyz1ABJS4ty7ISWJiRSMSAmTx73p3C5wWIzxsw4QwIjeeDv/bx0B0n+5qG+LxrZ43m2Yk3MpqqPq+ipu7jHw5KnwfB7fVUo556WkFrrv2Hx+Xln++PsX/ZC4SFypXuzxmHEquDxGF3+WbDAdJXv0p0ZAiWUjtFFivdxz/M3j+fo32baLxeicKMHFZ0GIAuPhYAV3YuU3J24DKeDKgdDLMo5driosPIybf43oO9fz5Hh8QYcvMtdBh5L3v/fI6IMLNP04u/7+bt5QcxatX8eNNQkmJD66TJVVjMig4DmJS1jdD4WEqtDvZlW7j8fxspdcqa20eZuHxIe8Z3jaT/lEeJiw5DpVKRnVfsKwfgu9a0/F04dJXj7NV3FsUrSSQMubNSG9Oo1bjcHhKH3VXpvjqtBofTXeV4dfXk8ni54fPN/JNejOR0oNq2Ca/NTk6+hWOrXiE2OqzaenIXF7MgOpXnb36W7Ah5RnzE8l+ZmrsTp8FYJ011bXuWEjvJ4x4ka8Mb6LQaxc2IH88sYODZT7Bj0dN07Rh/Wk1Wu5O8AguDZz7FPf/9N19uPEFKm1C+vX4IqrLVFadq8tgdZL71IV3u+zeOChE41CoVbo+3SluqTVNd215d66m8/vcve4E2cRH+qSezAdeOuWgWz0ZtkUMqeGN6oO45HWfn8djj+oNaW696qo+mitTW9gqLrbQdfnelz33rmhGX+0hDQpw8I56Vy5hj/6CLDEetUuEoKGJFhwEMTFtDVDs58UFOiZNJb/yNV4L3L+vP8C7RddJ0IquArmMf9LXL8pWPeQfTWdVrDCN2rECfEFtpRrwhmsqpz4x48rgH6XN2HBpd/WbE/37s0UpByCvi9XhI++ZrHMVF9Ln2ep8hPbb8L7K3bGHQnXdVOn/dC8/Rcdx4EocOq/WeSkX4vKbtGzweL22H3w1Qxee53R4ycgp9+qPCQwgNMfLRygP8d0EaGpWKL64dRN/2kQ32eScKbVz80XryS+X3KC7MwKWD23NW9ygGT/tPQPo8k1FPZk4hncc84HuuunryShIP/LyTxbuy8bpcsG0zWEvr5PN+i05lztUPs79NF6Zs+ZOzFn0tfF6A+bynX7mT/1txmMRwAwtuOwOtWt3kPq+uba+u9dQkPi/EiGvPEtSLHkKTLy9U8UYmoe45A2fSeOwJg0BrqFc91UdTRYTPq5/Ps7m8jHttJVanh+fOSWV62S6Xhvg8vV5L7sFjrOw6LCh9HrRurydWPjaSsFAj4aGVs+WZjHqqy58XYq4+6UNoiLHa41A5C6JGo0alUhEeavIFyQ4LMaFSqdBoVL4OTF3xNVoNptCqpdHrtej1VavfoNdh0FeNM+IvTae+V9UdPzUAePl7EBYin6Mt2+YZFmLyvW7lvhzeWSHH7nns7F706ngyW9bpNDndcgeiLzsnxGygf5KBxfecycd/H+KbDcdIL7DxwuJ9zDFoCU1NRVWQA05HlXKUX6u8nk5Fo6n+uFarqXK8vIM8tY0VFlur3BfwfQGderxcE8jbXO77fps88OjxwK7tqJxO33tc/t5WV0aPSoUKGHZgC78OnMSGrv0ZsfxX1Bp1nTVBYLe9cupTT+B/TUUhch3rdXJ9nE5TeKgJo16HSqtl7vZsAP49NtlnKKvVFGoi6on75HKect2a2lhNmlQqFY/cOoO46PAqcYoaU09hoUY0GnWV4zVqKqNKPeXuh58eQHdgaVmh4mDSf1H3uwRUKvSAvspVWqrtyXpP/dy3ls9TeR8JIPcoslZ92fOOgiLffSu27/MHtueHTen83/JDTOzdtlIs3+o0WW0On1HVVuqjtES2jQMgql0c+siTGXKbu4/QGo2VTGlj8Ho8pH33DfbCQvpce53PjALowsJwlpZUOl/yeHDZbOhCw/xy/9aM8HlN0zeUf89A9T6v/PewEBOhIUa2pxfxwkI5rM4dE7pxRveEOmuqzud1MxtYdNeZfLbmMJ+vPUKOxcGbyw7w/t9qwvr0QZWfBXa7rwyB4PMAjAZ9tc9VrKfnf09j8a5s1Coo2LiRSI/dF8vudD4PZJ+3v00XNnTtz2S+Fj6PwPF5qFT8sEVepXb96C5Eh4fUrMmPPg8gMjykWq8XED6vKB2+ewTdrl/KRETA+EdQD74eNFrh8whwnwdcPSKJd/46wNsrD3HBkE6VYvmezud5vRJajdr3PoVHyxmgW5PPg9bh9UTCmdZIDZnNPHY7u594WY4R0IrILrZz1zdbkCQ4u19bLh3awS/XbRdp4tEZqax+eDyzp6WQGGGkxOEmpFs3GDwMomP9cp/m5O2/DvDj5nQAijZtggYswx5ycAsAh+M6kh2VUPvJgnpjtTl8/5AUl9jqlWXT1LEjJQ43iRFGpvVJbKoiVqGuAdKbHZcdlj4F75wBB5aCSg3DbobbNkL/S0Vg8Zaknhk4757UHb1WzfbjRfy2I6PWc8uz1aZMnA1Ajwmz6/Q5kiQJp9t72vMCDZ8ZzcujzzXXojObKz0f3qEDHrudkhMnk6gVHjoIkkRY+/bNXVyBP1CYzyu2u7j1q804PV5GJsdw2/i6Zbc+HXFhBu6d3IPVD43nv+f0IinGjN3lxdylCwwaDgnN9z3qL77bcIx3lx8A4MHJ3XFmZ9f7GgOO7EDrcZMXFs2hdv55rwUnaYzPM7ZtS0axgzCDlouH+Of/nTrfOxC9nscNf78Gbw2B8oHHfpfB7Rth2L9AI9ZZtRj19Hk3n9mVCJOOY/k2vlp3pNZzT/V5KRNnkzjs7jp9lhwVVlAGE63F64nBxyDEanNQZJFnrIosVt8H7XSZzTx2B2lPvorHXvcvuZakPBh5bdnYPF6JO7/ZQl6pk6QYM8+e17vSKgJ/EG7UcdOYrqx4YBzPnpOKq6gIlVoDKb3QJ5wcfHNbrbiK5AC3HqutpsvVi7BaVkvUlwXbMnhp0R4Abh/bBUdGhi9AdX0y3sWWFNA16zAAm3o13RJuf2oPRKw2B5k5RTz6yo/kF5b4jiUOu5vBM+VYMINnPlXnL1O314u5a1cArhvZGZ0muLv3Rte/0wpfXwwrXwGPEzoMh3+tgKkvgCnSL2VsKlpz2z/d91RNtIs0cfUZcubrlxftweWpeZCwPFttTFQoMVGhuNyeStlqNUYDKY/fg8ZYeRXAX3tyGPfyX/z8T3oD1TUNHoeDkowMSjLkQVd7QQElGRnYCwtlM/rt15QcP073C2cheb04LRacFgtet7wa3hwXT1RyN/bN/QVLejrFR45wYMF84nr3wRAe3pLSBDWgFJ9XTm0eRJIkHv5xO0fzrcSGGnj94gFo1P71eWa9livPSGLpvWN59YLeOPPzZS+Z3ANjh5MDPIHu81YfyGX2z9sBuGZEEhcPkhMP1Dezsdlpp096GgAbew33W/lOpTV/14H/fZ4kSZiT5cHgy4Z1JMwYQIOADaDR9e9xwU83wJInwGWFNn3gusVw3jsQGu+XMjYVrbntN9TnRZh03DpO/j/m//7cT4nDXeO5FX1ebHQYMVGhOF1un9eryedtPVbIyOeX8enqwwGX7V0pXk9MBwQ4csbncLLzZLNT/qXldMkNLWXibPQ6LRnrXsNsNnPW4XUsbDeQyYfXYYiLQXvKqHgwoNdp0Ou0vhhIuQUl6HVa39aEiry5dB9rDuah16p567KBTfpFrNOomdYrgetXrCB+5AhU0TFEDhnC6oP5TO4OC6JS8TrlpeaLkoYxo3B3o97/8FAT2Rvf9EvZtxwr5J7vtgBwwcD23DymM0/ptJUC3df0HlfHsINbOZCQxKbUYU3SeYdoVSyf0ZEQbetcmXbq5/jNT5aQuf5135dpeawpSZLIybfgdHkwV79TwMfStBw0ZjMheg0X+2n1b0vR6LbvKIGvL4HDK0GjhxmvQf/Lg2Kloz8/94GI9jTfU+XbSst/VuSWscl8s/4Yh/OsfLPhGFcO71TtPcq/Q/LKg/NrNZX6No3RSM+yrWjleL0SLyxM43ihjY2HCzhvQODMEltOHGfHx//z/X1o4e8AxPcfQMdx48lPkwcJtrw9p9Lrel97HZGduwDQ/cJZHFwwnx2f/A9UKmJSe9F12vRmUiCoDSX6PJA/p+Wx/mrzed9vPsGC7RmoVPDGJf2JC6t+66A/0KhVjO8RR8HKlcSfMQxVfBvCBwxg0a4sLuibENA+70BOCf/+YjNur8T4lHj+MyMVh8OJTnsys3H9fN4W/unUm60pg3G6vdVuWW0MwufV3+dtPFqILjISrVrFNSOTml5EE9Lotu92wg/XQtp8eVfL5KdhaHCsdBQ+r2afd9UZSXy86jAZRXY+WHGQuyd1r/Yep/o8+djJ/q06nwfw4qI0ckscrD6Qy9Ujkhoj0+8oxesF/idU4Pviqguasm8uXUR40BpSs8lAxrrXyMguoveUR9mx8GkS4yMwmyobznWH8nnzTzmg8H9mpNK7XUR1l/M/Xi+k7UDq2QdVVDT3/LCdD2bJhtQQJ2/FduTk4nW6oBFV4HZ7WLY2jXHDU3wxek5dDaHXaaq8L6eSY3Fww6cbcbi9DOsczXPn90GvVZOx7jVy8i2kTJxN2pJniYsOO+21yhl4ZAffDZ1OXlQ8/xy3MDwqsuFCq8FZYiXtyVdJuu06TMbWNztY0XwCPuNZjkqlwu32+Or9dEiSxGfrjgFwfv+2hAf5bHh1bb/O2Ivhy1lwbC1ojXDJV5Dc+MxyzUWjtAcJNX1Pua1W7HkFADiKSyvF6QGICtFz89iuvLRoD28u3ccFA9thriYOUvl3SHn/tmfps6ft2+ZtPUFapgWjTs0dE7o1VqJfiezchVFPPV3j87U9V47ObKbHrIv8WSyBH1GazwP5c7pz0dN0n/BwjT5PGxHBS0tkn3f7+G6MTG7GcDd705BUKlRxCcyeu5sQlTdgfV6pw831n2ygyOYipU0Yb14qrw41mwzsWfosXc58sN4+r9fxfYTYrZSaQvjrQD4zYqMaLrQahM+rn88D+LzM503uGU9ixGlGKgOcRnkdlx2+uwr2LQKVBi74AHpf0DQFbQKEz6vZ5xl1Gu6e2J0HftzGhysPcuUZnYgNrdpnnerz6tK//b0vl1X781Cr4P6zevhDpl9RitcL7n15CkCSpEpBucs/bGlLngUgbcmz8mx4Hc1ES1HfOERmkwG9Xu6Q9fqqxkttMDB73m4kCab3SeSKYR39XuZa8Xph93acubnY3V7+9cMuDrbrCmqV/PADVruTmTe+4cuodbr4FkaDjkdunVElFsurf+wlt8RBpxgz714xyBfA12wy+BKSRISZ69WGQpw2eqXLW7jn7ax/PKHTYbW7Kv1srahUqmrDBEiSRH5RaZ1Xla4+kMfODAuS18tlQwJnxVZDObXt1xlbAXx+rjzwqDPD5d8H1cAjNEJ7kOO2WlkQlcrS5BEALEkejttqrXLetSOTiA8zkGNx8L+/D9V4vYr9m8lYe9/mdHt55Q+5P7tuZGcSwlvfP8KCwEWpPg+gLBdBtT6vxOEmYvBgXB6J4V2iubPZJwUk2Lsb+4kTeCSJu+fuYWfXvi3q86B6r/feioMczrMSG6rno2uGEGo4OSlT3v/V1+dpvR4GHpa3cM/bmdNwkTUgfF79fN7ujGJW7M8D4Kphwb27BRrhdVw2+OZSeeBRrYNZnwTVwCMIn3c6n3f+wHYkx4dS6vTw1p/7a7xeff6PLd/dAnDhoPYkxwdOAhalIQYfA5zqvpQaM2jUUvgzDpFOp6XfOWeRV+qkY7SZ5y7o4/c4j3XC66Vw3Tr6tgvH6vLy/qw7ORzbdAM/FWdR42PCiYsOqxTforpA0HuzLHy74SgAT8zsRVSI/zbODD2wBYDfducGZZKG1kJeiYP7vt8KgP34cRIjFDpwYs2HT2fC8U2gD4UrfoLOY1q6VII64nW68DqdaGOiKdbowOWWVxWdglmv5c6J8iDEe8sPkl/aePP+9fqjHMu3EWHS8a8zuzb6egJBfRA+ryqSJPHson1oQ0OJCdHz5iX+j/NYx4JQtHEjo5NjcHklPj73Zna1bboELKfzeVDV62UVy9sTAR6ckkK7SP+tiBt64B8Alh3Ip8jaugcJA5lSh5vbv5brwpGdTUobhQ6cOEvlnS0H/pRD6lz8OaTObOlSCepIXX2eVqP2rUz8ct0RjuZVHaCsL7/vyGT78SL0WjV3Tax+K7egeRCDjwHKqXEPdVp1neO0tHY+X3+MEw4Veo2aOZcNbNEtppLbzZyL+9EnMRSHwcT/TbqWY5FtmvSeKpUKtbr6mdRTef73NLwSjEqOZWz3OL+Wo3d6GiZ7KYV2N3/t8f/qR8HpKU+4lFFkJzHcgGX7dr9ct6ZVtAFLSQ58MgMyt4EhAq78BTqd0dKlEtQDtV6HWq/HnZdPuMcFOu0piTROrqq6aHAHOseGYHG4mbOs5lnxulDqcPN/ZeE7bhkrZ1oUCJoD4fNq5sfNx/ltRyYqFbx+SX/iW3I1siTx8vm9GNU5Eo9Wx3vjr2RvfFKT3rI+Pu/VxXuxuTyktAnj/IH+nQDvknOU6MIcXB6JBdsz/HptQd2QJImHf9rO/uwSIkxairds8ct1g87nOSzwxYVyLG+tES75GnpMbelSCepBfXze5NQEBnaMxOWRfDtTGorL4+XlxfI1rj6jE239OEEjqD9i8DFAKd92s/nXxwHY9OuTQTHz7U/UZaZLXcF8ZRTZeKMs/s8DU3rQp30zxXmshTCjlk+u6E+77GPYDCY+HH0RHqOpxg61rqhVKnp2Taykvz6sPpDLn2nZqFTw8LQUv68O1Xk99E/bCMAvW4779drV1b3S0NYhW/UbS/by9/5cdBoVb1zcn9k3neUXI1ndKtrmpF5tvzQXPj0bsneCMRKungsdhjR5GZuKxn7ugxWt2cz0gl2M3LkCgNG7VlaKE1RxVZVOo+a+yfKs+OdrjpBe0PBZ8Y/+PkRuiZM24caACz4uaN0In1f9d32RzcVzv+0G4F9jujK6m38nThuCQavhnUv60u3oHlxaHR+NuQhbaHiL+7y0zGK+3yTHAZw9raffV4eqgME71wLwyz/C5/mbuvi8z9ceYd7WE6hU8PIFfXn4ugnK83kOC3xxARxdDVoTXPYtdJvY9IVsIoTPO73PU6lUPDS1JwBzt5xg54miBt/3+43pHMotJcyg5ZaxTbdyXVA3xOBjAGM2GejcIZ5Hbp1Bh8Toli5OsxNiNlb6CfDsb2nYXB56JoZz7cjOLVW0KsTERPDj85cQbtCQE9OGI1//UGOHWldCQ4xsnv8koSH1n/H3eiWeLTPv5w1oR6+2TTNIO2jnOgCW7M6myOa/LTkhIYZKP5VIdGRorc8v25PNm2WxUB6bkcrQrrEtaiT9SZ3bvjUfPjsHcnaDKRqumQ9tBzRPIZuIxnzugx2t2UxkW3mgITw2stZzp/VpQ7/2ETg9Xl77Y1+D7pdX4uD9su2Kd03shlGsOhM0M8LnVfV5ry/ZS16pk3aRphaI81gzYRFhfD/nBhJDdVhCI9nx3mct6vMAnvtN3t0ypnscY/y8u6Wccp+3/nA+x/Ibv/2xHOHzTu/z/jlawH/n7wLkhEuTeicqz+c5S+HLi+DYOtCFwBU/QpexzVLGpkL4vLr5vKGdoxmfEg/AiwsbtvrR5vTw+pK9APzrzC5+DT8maBhi8DHAUatUtEuIUtzsCIDT6a70c+3BPH7degKAJ2f2apn4P2VIklQlTlOb+EjuGycPiL63IYPDuaWNuofT6ebj71f69NeHuVuPs+N4MQbtyRVCTUHn9P20jzDgdHv53Y9bclxlml0N0B7MlG/Dy8m3kJ1XTE6+Bb1OW2UrXnqBlbu/3QLAOf3bcsXwTi1Q2qajTm3fViAPPGbtkFc8XjUX2vRptjI2FY353LcG6vrZV6lUPDglBYCf/kln05H8et/r7b8OUOJw0yUuhAsHBX+iJkFwInzeyZ97Mi18tuYIAI9O74lJ33ITAtX5vMiocP4zWV458/W2HLYeK2zUPRrT36/cl8PyvTny7papKY0qR23EF2TRN1EeJJvrx10uwufV7vPyS53c+uVmXB6J0d1iA2og3h/Uqe07rfDVxSdXPF7+HSSNbL5CNhHC59X9s//AlB6oVLB8bw5/7Mqq970+WX2YbIuD2FBDQC1aUjJi8DHAsTtd3PLY59irCcgaTHisNgBcRcXVZraqDofL5fvp9nh5Yt5OAM7t35ahnVtmhYBep0Gn1ZCTb6nWMFw6tCMpKitOj8R/5u6ocxa76mho3dtdHl5eJM/yXD+qc5PGtlAjcXYveVbqJz9uybGXfSHZFfbFXL4Nb/vCpwDYvvCpKllOHW4Pt3y5mUKri27xoTx3fgslXGpCTtv2bYXw+XknYzxe9Qsk9m3OIjYZraXPbyj1+eyPSI5lTPc4JAkufX8dH686VKnPrS2mVXqBlc/LBjnun9yjTtvfBIKmoLV85hvr8yRJ4ol5O/F4JUYmxzCld9PGz66J0/m8s/q2ZbjaggQ88st2PN7m93ker8Szv5Vlbh3Ynp6J4Q0uQ12YWcHnNcbXVkT4vJp9nscrcde3WzhRZCcxwsgbLZVwqQk5bdt32eGby07GeLzsG0ga1byFbCJaS5/fUOrz2U9pE855A9oB8K/PN/L6kr2V+tzafF6R1cU7f8k7xO6YkEyIQeuP4gsaiXDbrQyN0UDK4/egMQbONga31cqipGEALE4axoKo1Dob03K+WHuEtEwLIXoND0/r2RTFrBNmk4E9S58FIG3Js1UMg85s4tXbz0KjVrFyX26LBOj+ZPVhjhfaiA7Rc/PY2jO3+iPg9Mxe8vL59YfyGxV7TSBjNhmIj5G3ycfHRFSJAfbf+bvYll5EiF7DO1cMwqxX2JepvViO/XPiH9CHwZU/Bf1Wa6Xhz++pVy/qx4iuMTg9Xp78dRc3fraRgrIM2LXFtHp9yT6cHi/92ke02CCHQNAQWqvPW7A9gzUH89CqVTxxdq8Wm1Q7nc/TGI28fP9MTDoNO44X8/maw81exp//Oc7ujGKMOjX3nmZ3iz983ozUODRqFQdzStl+vOGx1wQyp/N5//fnPlbszUGnUTHn8oFEK22rqNsB314OB5fJWa0v+TLot1orDX9+Tz05sxdn9UrAK8ne7bIP1pJRJE921ebz3ll+gGK7m47RZi4Z0rHR5RD4BzH42MrQGI30fOI+NMbAiSPhdbqQXC4McbEY4mLxOp146zHbU2B18eof8kq+2yd0I6Elsx4CprKONCLMXG1w+NS24VxblrjgqV93YbE338xWfqmTOWVxAO+c0O20mcCNH47iUdu9GN8eCP83CN4ZCe+Pg/9Ngc/Ph4UPw5avIWsneKrX0TXGTN+yxD9zt5zwiw6PTf5ScRdZ6v0PTGtm7pbjfLH2KAAvXNiX5Pja4wW1Ohwl8OUsOL4R9KFy7J/2g1u6VIJ64s/vqdhQA59fP4z7JndHo1axZHc2U99YybqDeTW+Zm+WhZ82pwPw4BT/J+MSCJqS1ujzbC4PzyyQ41RfPSKJbglhTVXUOnE6n9c+ysydE+VtsC8v3ktWcd2TzDQWm9PDK2WZW28c3YU2EbW3A+NX55b5vAGyz3t7BLw/VvZ5n50LC+6DzZ/BiS3yoE81RJt1nFkWU/JnP+1yET6velbuy+GNpXIc40em9WRgx6gWLlEz43bCd1fB/iWg1sHFX0Jy8CaXUSr+/J4KM+p494pB/Pfc3ui1atYdymfaGytZurvmbdiZRXY+XnUIgHsnd0evFUNegYLClswEHxq1mokjU9GoW8GHpoYtA3aHi5c/+J37bpxaaeaiXPMHa45RbHfTJTaE6/wcr8FtteIqKgbKtgxF+icxy12TurNgewYZRXZeWbyX2WPqH0+sIXX/5tJ9WBxuOseGcNmwOszylGTJsfNq4sBS3686jYGxN7qwFOWSl24m8+DJ7dzn9m/HtvQifv7nOLeM7drwf+Y9Ljx7l2G573JGXeXG+eRQjtk1dLr1VtSRbSEkFo8ugkNfL6Xz/Q+jCWnZf1Caiurq3ub0+AKPXzMiiRl927ZU8Zqcatt+9m749S44thZ0Zrj8e+g4rMXK2FS0qj6/AejMJv4ZMIIJ5rqHi9CoVdw2vhvDu8Rwx9f/cKLIzqUfrOWOCd04t3870gtspBdYOVZgJb3AxuajBXglGN0tlhHJsU2oRiA4Pa3qM99An/flRtkvxYYafIN6/qKpfN71ozrz0+Z09maV8NT8Xbw2rfadJtXRkLr/36pDZe+Vnn+dWYd7luZAaXbNzx9c5vtVp9Yy7l9eSgpzycswkbHvZEKdcwe048+0bH7deoJHpvVseKgKrwf3/pUU3n4Ro65y4XpqKOl2DR1v+TfqiHKfF87hb5aRdN9DaEKbJmFiS1Nd3Xu8Eo/P3Ykkwdn92nJ12UKG1ki1bT//EPz+AOxbDGotXPQpdJ/ccoVsIlpVn98AGuLzVCoVVw7vxOBOUdz21WYO5JRy/acbuXZkElefkcSJIpvs9fJln7c1vRCH20vPxHDObsX/LwUjYvAxwAkxG/j1w7tauhhNit3h4pk587ntqomVTKnZZEAbGcn8HbJpeuzsVL/OXLitVhZEpeJ1ylv0FiUNY0bh7krZC6ujLltYQg1aHj87lZu/2Mxnaw5zTvfIepevprqXJAmvlypxdw7nlvLFWjmG2YNTUtDVxRheNQ9cNnDbweOUf7od8u/2InnFY+Y2yN6NyuMgqi1EtS2hY88SbBYN+9dowF7E2f3a8sxvu9mfXcKO48X0aV8Ps+gokQc50xbA3kVo7IV0HVLxBA+sec33lwZIBqSX34Hw9hDVqeyRBDHd5C24kR0hiFczVVf3X60/Sm6Jk7gwAw81YXD5QKCS/qydsPxF2DUXkOSg45d9C51GtGQRmwwl9Pm1ER4dzlObf2jQawcnRfPbnaN58MdtLNqZxetL9vH6kuozYWvUJxPWCAQtiRI+87X5PI3ZzFeb5NV0D07pcdodG/WhKX2eTqPmmfP6MOvdNSzYlsH5KfWPRV5fn5db4uCdvw4AcNfE7oTWJYbZrE/AYQGPQ15V5raX/e6Q/Vf2LtnnZe1E5bYT2QYi25TQPqWElGFqDqzTgDWXST2TCDVoyS1xsnJfLuPKstDWCZcNDi6HtPmwdyHa0hy6n1HxBA+secP3lwboSrnPayv7u8hyn9dV9nlRnSGIB2+qq/v5205wMLcUs17DUzNbLvRAc1BJf/5BWPEKbP0aJA+oNHDh/yBleouWsalQQp9fG43xeT0Tw/n19lE8MW8n321M5+NVh/l41eEaz39oagrqVhYvNdgRg48BjsPp4qX3f+f+m6Zi0J80Qf6I4RLo2BxOwvr0QQIm9kxgbI96GJ064HW68DqdGOLklS+OnFx5m1DtntQXX+J0nNWrDeNT4vkzLZvHFu3nmnqaiFPrvmKGvHLKA6HvOlHMv7/chNsrMbhTFGf1SqjbTeqapMPtxHVoE9tmzSSum5623UoxhXnoM9mD9NEw4gZcyazOI/jmgI7vNh6rffDRaYXjm+DoWji6Bg7/LRvhMiRdCMe32MnODMEUokbrLaHL9TPRuIqhNAfJkgWWTFR4oeio/Di8svI9TNGyOW3bX/7ZbpBsYIOEU+ve7vLw3nL5H45/jemCUddyGUCbA4fTxadvv8f1CWvR7Pn15BNdxsHEx1t1jMea+nyl0Fj9kWY9714xiC/WHuG539OwuTwkhhtpH2WmfbSJ9lFmOkSZ6NM+gpQ2TZukQSCoC0r2eQ6ni7DevXF5JAZ0jOSCgf7NOt/UPm9IUjQXDW7PdxvTeXLxAW7V1q+u6uPzDueW8u8vN1PicNM1LoRLhnSo200SUut2nseN6/Bmtp43g5huetp1K8Vg9pI6zov00Rno+87ium4TeHOHge82Hqt98NHtkOMyH10je71DK8B1cmu1pDGQudNNZkYIRqMajbeUrjecg8Z90udJRSdQqyUoPi4/jqyqfA9DBLTtV+b1BkDbgfJEdJBwat17vRJzlslhk648oxNRrTzOo8Pp4sN3Pubm9pvQ7PheHnQE6DAMJjzWapLLVIfweY3Tb9ZrefHCfoxMjuWxuTspsrlICDf4/F37KDMdok30TAynb/tI/wsQNAox+BjgOJxunpkznzuumVTFlNbFGDUnVpuD4hI7b322hNuumkh4qLHaWDl1Zd62DPTR0eg1Kh6bUUfz1BCaaEZEpVLx5MxerD6Qy/aMElb3P5Oz6/H6IouNZ+bM56ZLxxIfo/NlyMvJt5AycTZpS54lLjqMBTuzefSXHTjcXmJDDTx9Xm//z5Zq9UhxqRzdqiMrM5Y962Np172ITqmFhERZYf17PMf7zNT1JHdLLG5tClpzJBgj5IfWABlbZSOasRW8p2Q4C02AHlMhZQauqH5siOtPoUZDXEw4rmwXnb57HU3ZVilXYRG/x6Ywdd/v6D25UHAECg5DwSF5a27efrDly6spK2wbp+dMGPcIxAf+aqdTP/ffbzxGtsVBdIi+btvpgxGXHXJ2Q+Z21Lt+46bC36Gw7LmuE2DsQ9BhaEuWsFmoqc9XCtXpr7ht0lVUjFqvq3Xlkkql4sozkri4LMC4iPUjCGSU7PNW7MvBkJiICjmpQJOtUGnClS8PTe3JH7uyOFpoZ8kZ0zivHq+tq8/7+2AB9363FYvDTZhRy/MX9G34tuea0GiRYnpwbLuW7OwY9q6PoW2yhU498wmPd8A/X3APXzBa350Te+Ow/9IDY3hMBZ9ngqwdcGwdHN9caVIZkCeFu0+BlOm4YgexNn5QJZ+X9P2rlXzebzEpTDu4CL07DwrLfd5hyE6DnDRwFMmDmodWnLxH1/Ew/j/QbqB/35sm4NTP/aKdmezNKsGoU3Pj6C4tXbymwe2E3D2QuR3VniXcnPcTmoKy1b0dz4AzH5QTy7TiFZ8gfJ4/fB7AOf3bMb1PIm6v1OoXZbQmxOCjwC9YbQ4Sh92N0yUPKr3y4SL0Oi0Z616rtZFZbQ6KLPJsqM3uIDJc7mjcHi8frpETAlwxtD0dY04zTR2gdIg2c/v4bry0aA8/TbqUrG93cPHwzkxKTai1o8wvdbJiXw6akBAcFYK2m00GIsLk2UGjycB/f9/D1+uPATA0KZq3LhtAfDMk5HG71BzeHsGepQ5mrH8d3bZPUB1dzQiNHJOQjStqv4AxQp7d7DgcksbIKxPLt88Unj6TotejkrfcRPav+qS9SB7gPPGPHED9xD/ywOTuefKWnz4XyQNZ0f6NH9pUON1e3zarG0Z3bh3ZrSVJ/ufkyCrI3C4/cvf6Zr7LrZir83h0Ex4RSWUUzKnbJhcnDUOt1zO9YNdpjakYdBQI/Ic/fF6RxYpep8FsMiBJEu+tln3ezL5tgnaFSnSInoen9uSBH7fxx4gZXPbFNi4ensS0PomE1LItusjmYtX+XLRhYdgdTt/xij4vJMTIG38d5L3lBwF5y+G7VwykU0xI04ri/9m77/C2qvuP42/tYXnGI07i7L3IJEDCCAQCJECBUkaBUgptGQU6foUCZZXS0kVpKbSFtkBbRtkhQBhhBkLI3ns6seO9ZFlbvz9kKXZsOR7a5/t6Hj+Jr6Sr89G9kr4+995zwO/TUro1k10ft7Bw7d8wbHwadi9lpnYHsAPWfd71Cow2GDSztc6bAyUngK719ehGnRfwayB7COR0coWOyx6sG8rWBn/K1wVriN0fBn/GLoTT74bCcT2NnRCBQIA/t04WecXxQ8i3Jc9M9r0WCAQ7o/d+Fvz38IZgx7E/+DeNEUAL3kEnoD/9Thh2Stp3OorO9aXO0+u06KXfMaWkwV+xIhm4PT7cHi8FeZloNBoCgQBVtU24Pb6IO9nRheyYM+7k8Fd/xGox8fnuGqrsbvxeL989OTU6iSK5/uThrNhZyad76li2t55le9eSbTFwwZQBfGNGCRMGZFHR6OKrfbWs2FPDV3tr2VlpByB/3jwuf2Yd8ycWc8bYQmYOC44ppLVauebZNWw9HLzfd08Zzv/NH9O9cR6jKaAhMPJsmHEplK3l/SWvs3nPAcZk+zlnpDXYEehsALcdCsYEi9CSE6BgbOzG6jFnB4uYYaccWXZwFXz4C9jzMWx4ATa9DNOuhlP+L+kvx351zUHKGpxkWwxcfeLQRDen90Idjlteg81vBC+XP5rBCoXjceeP54zflfHWu//BYOv+gNQi/bS7bFKrAX+g25dOCiGiJxp13th5d4Y7LPfWOdlV1UwgEOAHc3s+WUsy+fr0QSzbVs6izVWsOtjIqpc3cN+izSycPIBLZgxi+pBcaprdrNxby4q9tXy1t5athxsJBKDf6adzyb/WctaEYk4fV8iJw/sBoDWZ+P5z61l1oB6AS6YP4hdfm5iAM3w0BIaeClPOh8ptfP7+y6zYspchGW4uGm9D42wM1nmuRsgbEazzBp8AhROOdDZGm8kGQ04M/oRUbIaPHgoeZN62ODiO+KRLggeb+yX3/rV0ayVbyhsx6rV879QUPusxEAhuh82vwZbXg1ciHU1ngsJxuPPHs/DRcl5++3mypM5TmtR5apHOxyRn0Ou45uI5GFKkW1+j0aDVavD7j33ftoUsEC5irRZ4fW1w8PESg5dsa4yPAPoDx75PHxj1Wp76xgSeHD2Pqsf/zhtbqqhzeHh2+X6eXb6fvAwjtc3uDo/LsxqoaXZzsN7JP5bt5R/L9pJp0nP80Fz6nXoqWw/bsZn0/PbrkzlnUnFMM3TLgKkMWziK6//wCdTAJ9ee1qej82azkaOPgfZ61spBM+DqN4KX5yz9BRz8Clb9E9Y9B7O+D6f8BEzJM3N26H2PRsNfPg4Wb9fOHta9weWTibMxOJj9treChWh9mw5HrSF4NsSAKdB/EvSfDHnDQavD53QzcfULKfO5F02p9pkfbRHzazVotFoCdOPLRYgUkmrv+d7WeUd3WIbqvAKth4G5Mf4LM8Z1nlar4XfnjWHCrd+j9l9P8/rmKioaXby4qpQXV5VGrPNyLQZqm11UNLn595f7+feX+7EYdMwamkveaaex6kA9Rr2WX1wwITyMREIVjmXMBf/HtzYvxdsYYOjUk5g+JLfXq4tqnVc0AS77Lxxc3Xqw+SPY+D/Y9ApMvyY47E5Gv163NdpC73u9TsufPwxOjHbpjBKK4nD1UlS5m4OXwW9fEux0rGkzyZtGF7yceuDUYI3Xf1JwYkidHp/TzYi1UuepSOo8taXYX7LqsZiNPPHg1YluRkwdPT6hw+3l3c2HAXj42lOxmGMz6LLWaEBrNOKqqg62w2BAG4OxN0KF1ICqQ1wzM5+fzh/FJ/uaeGn1QT7eXhkuSIfnZ3D8sDxmDc9jYn8bRr+Xcefex5/++APWlNn5dEc1TS4vS7dXoTUaGVmQwd+vnsHwAlvU29xbIwttTB+Sy+r9dfxvVSn/N7/34ytmH3UktLezVrYz7BT4znuw871gcXp4I3z+x+AMe/Puh8mXxnX2xKNnsgwJve9fXn2Q0toWMk16rpk9NG7t6lQgAI6a4BkOfl9w3M7QT8AfnE2zZlfw0qeq7VC9E5rK2q9DawiOyTThwuAYn5acTp9Khc+9SFTODpJfqEeFff7oDkufP8Ci9cHvh7u+MTNt6rzCugqunJLHD88YwfKDDv63qpQPtlaE67ySPAvHD+3HrGF5TBpgwxLwMv7c+3js0VtYU2bns101NLR4+HhnNTqzmQHZZv5+9QwmDuxmB1wc5NtMnDGukHc3V/C/laV96nyMSZ03aDpc/XpwMsOlv4DSL2HVP4KdkHPvghnXxu6MzE4cq877eHsl6w82YNBp+P5pCT5DMxCAlrrgT6jOC4TqPV9w0qCaXcH6rmp7sN5rKG2/Do0Whp4crPPGnQcZ+Z0+lQqfe5GonB0kv+qk8zHJtTjd/OjBF/jD3ZfFrDhLNu9vqcDh9lFgM/Kfp99m+s9jk11vtbKgbguuqhreGzqL+ftW9KzA6YauxrE4Z1IxhxucbDvcyPgBWRRmBo92Hn2Z0o9ueYTDXz2K3mDgq721vLPhEH9/7iP+/ZPvUJyfPB2PIZfOKGH1/jpeXn2QH84b3etB0RvsLWRlHDkC3NtZKzvQaGD0fBh5ZrAYff+eYCfZ69+HlU/Bub8JjkEZQ0fPaBmazTKkxenmh794gW05wdksv3XSULItcRqUuqkiOFFP7R5oOASNB1v/PQReZ8/XZ7QFj3xPvKi1w/HYf6io+LkXonJ26Hl+n9PJjl8/xug7bkZnTrEzRoRAzff8qv11VDS6sBi0vP3yh5w9Lj3rvLljp1Pb7Gb9wXrGFGUyICfY2XZ0nXfTjb/HaNBTuvz3bKts4e31h3j8uY95/s9XM6QoeToeQy6dWcK7mytYvKGMe84b3+XYll2JWZ0HwSsrrl0CO5bAu3cGa5p3/g9W/wvO/jUMP7VXbe6u7tZ5FQOCl1lfPG0QA3PidPmxoxZ2LQ12JIZqvIaDwTqvzazk3aa3QMnMYIfj2PPAVnDMh6j4uReicnboXX6p9dKHjMae5DxeH0+/sgyP1xez5wgEAlQ1uY59xzh5rfVSnHMmFPHMq7HNrrdaMWRnAaCzRv9Lv20hZSoqwFSQj9/tDhZTQP9sM6eNKQx3PMKRy5Tyc4Mdix6vH7fHh1GvZc6ofP7vzFHYt2zBYkzO0/UXTC4mw6ijotHFpzurer0el9Pd+RFjrabTmSt9Tidb7/sdPmc3O8i0Wph8CfxgFZz8k+A4NIdWwZOnw+s3BTvhYiQ0o2X5ij+2/jzSbsZQj9fHiyv2sq/GgdWo49o5MR73tHoXLPsjPHUm/H4MvH4DfPpbWP9c8FL12t1tOh41oDMGi01jJphzwJoPWYOCR7tnXgfn/Aaueh1+uAV+dhCufBmmXNGtjkeIz+deslI5O/Q8v8/pYtv9f8DnTJ7vMCF6Il7v+WSq897aHPx+nTu6gP+keZ2Xl2Fk7pjCcMcjdKzz8nNtuD1e/L4Axw/L47bTR9C0cWP8Djr20CmjCijKMtHs9vHWhvJeryfmdZ5GEzzoeeOXwatbjLbgUDDPng8vXgV1+3vd9mPpTp333KfbWFvagE6r4cbTRsasLUAw65dPwNML4bcj4NXr4JNfw9r/BC9Rr9nZvuNRaziqzusHmQNg8EnBy9jn/wq++QrcthHuLINvvRk8q7QbHY+gdq2jcnboXX6p9dKHnPmouE2HGvjR/9bh8QX48MendrgEOt5qm918tjN4ecyCSf35bUJbE0W9GMci0duitzJMes47bgAvrCzlxZWlnD62qEeP1xoNYNCT7XHjqapBazSiNRrChXwkoS+mEbdd37OjYsYMOOPnMPVKeO/u4EDl6/4THLtm+jVw4k2QPbBHGbrDajER6e8gfyBAxujRAFx1whDyMqJ8ZNTdHJyEZ+8nsHUxVG9vf3v+GBgwNZg7ayBkD2r9d2CwCE3RfVMIIVRzoMbBzc+vobTWwZd3noEp0eOMabUs3RY8MLlgUn/+ldjWRE8f6rxUq/f0Oi2XTC/hsY928eKqUr4xs6RHj497nac3wZzb4LjL4IP7gkPtbF0UPCtyyhVw0i0xmZSmqzoPwNZa510wZQCD+0V53FOPMzgT+N5Pg3Xt4Q3tb88dGpyN/OgaL2sQWPOkzhNCxIR0PipuYI6FfdUO3D4/K/bWcsLwxA7G/O6WSnz+ACMLbYwtis8lxTqzibH3/gidOcYT2yjkGzNLeGFlKUu3VlLV5KIgs/uvrd5qZfbmT/l89EmctOlT+g0bgN5qxe1uiGGLgbxhwcHKd38ES+4IDqD95V/gq78Hx4KcfSsUjI5tG1ot3VaFPisLs17LdSdHYebDxjI48CWUrgj+e3hjcByfMA2UHA9jF8CYBZAf4yPwQggh4qIwy8SBWgf1Dg/vb6lg4eQBCW2PqX9/mt0++mUYOXF478cL7Amp86LvGzOCnY+r99exq7KJkYXdn7QvYXVeZn+48K8w4zvwzk+hbA2sfhrWPAvjvxbsoCw+LrZtaLXmQD3GggI0wE1zo1Bz2auC41uGar2ydeA/qjO3eAqMXRis9QrHSQejECLupPMxyZmMeu66aSEmY2w2VW6GkfkT+/Pm+jJeXFma8M7Ht1onmrlw6kDMJkNMs4fozGbG3feTmD5Hb2g0GjIsRppbOs6QmOymluQwqtDGzko7r645yPdO7dkRZWt2sOM5oyAn6uMzHdOIuXDDF7D1TVj2ByhfHzwTct1/YdxCmPPDmI4JGQgEeOrz4KVAl84c1KOO23Zc9uDR/ZVPBTtSj2bJhZITYMzZMPocyOzZGaqxFOvPvWSmcnaQ/EI9sd7nzQYdF00dxD8/38sLX5UmvPPRMmgQAOcdN4AMs1H5Os9mNaXcmY8Ag/tZOXF4P5bvqeHFlaXctWB8jx6f0DqvZCZc/yHs+gA++wMc+AI2vxr8GXFGsM4bOiemnXOhOu/cSf0Z0duJIz3OYJtX/A3K13W83ZgZPLA8ej6MORdyenaGaiyp/F2vcnaQ/KqTrZ7kTEYDd998fkyf4/KZJby5voy3N5Zz33kTyLYmZowZXUYGm8qCAzOff9yAuGRPdhlWc0p2Pmo0Gi6dWcKDb23lxVWlfPeU4T0qro2ts1EaYzArZbdodTDhazD+guBYOMseCV66svXN4E/xcXDcFTDp6xFn8oPWGTAb7ez+45OMuO16DFm2YxbZn++qYevhJow6LTfOHdXzttfuha+eDI7j42pzFkHeCBh8ApTMCv7bb1RcZ/buCZXf+ypnB8kv1BOPff7SmSX88/O9LNtVTWmtg5K8OHf2hOgNGIuCB7q+NnWgvN8BW4YZv7/zGZGT3aUzS1i+p4ZX1xzi/+aPxajvfk2R8DpPo4FRZwZ/DnwZHPd6xzvBCfd2L4WCscHLtCdfClldd9i7auvY+ZvHu13nbS1vZNnuGgBuOaMXV9Q0lsHKfwTP2nRUH1mePRgGzzpS5xWOD9azSUjl977K2UHyqy45//IUYc0OF+dd90eaHbEbYPWE4f0YnGfF5fXz+rpDMXueYzG3Hg0/fmgeJXnWuGSPxNHi4nBVA3f//hUOVzXgaIl/G/x+P3UNzXF/3mi5cOpADDoNe6qaWb2/rkePdTjc7f49Fq/DgaehEQBPQyNeRy9m6+uMRgMjTg8OpH3d0uDlKmiCZ0MuuT04OcvzVwQ7JL3t2xqaAXNJ8RR2PvwXlhRP4a3c8cds2zPL9wGQ0VyPTd+NDluvC+oPwM734fnL4U9Tg5eLuxqCg4OfcQ/8eDvcsga+9jhM/xYUjEnajkeIz+deslI5O0h+oZ547PNj+mcydXAOAP9bVRqz5zmm/AI0Wi2D8ywcNyhb6jy/n5o6O35/98eJTCZnT+xPpllPTbObD7f1bJK+pKnzINhRd8ULcMPyYGejRhe8YuSD++CRCfDvC2HDS+Du+Jxeh4N3+vesznt2efCsR5u7mUFZ3RjT2+sOzka95xN4+Vr44yT47HfBjkdrv+CkibdthB9uhIufguOvh/6TkrbjEdT+rlc5O0h+1cmZj0nO5/fzwedb8MWwMNFqg2ep/fbd7Tz/1QGuPnFIQi4BCXU+XjA1eIQxHtk742hxUTzrh7g9XgB+/9S7GA36DjPVxYrRoMNo0FNdZwfAoNdiNCRvARFJP5uJM8cX8fbGw7y4spQZQ/O6/djQNu/Otg918vndwQL2vaGz0BqNLKjbEt1LeQbNCI4JWV8KG14MXtJcswu2vxX8seTChAthwkUw5KR2M2Ci1YA/gKuqOjigeoRmHayqoWLbci7WHsR4eD26L/aD1gc+V7CT0esCtx3sFcHZuO0V4KzvuKKSE2DW92DceaBLztkyu5Ko934yUDk7SH6hnnjt85fPHMzaA/X8b1Upt54xCr0uAQegCvsDsGBCERqNRuq81jqvus6O0aBPuVrPbNBx4dSBPLt8Py+uLOXsicXdfmxS1nlF4+Giv8NZD8LGl2Dd81CxEXZ/GPwxZsL484N13vBTQRecJCfg8QRrPThmndfQZGfr2s+5QLufjMoN6JbvDdZ5Xmewk9HrDE4K2Fx5pM5rqe24ov6TYNYNMPFiMPRg8p0kofJ3vcrZQfKrTjofBQBfnz6IP7y/g22Hm9h4qIHJg3Li24DMLPQ2G3qthgWTul+8xILb48Pt8VKQl4lGoyEQCFBV24Tb4+ty1rposVpMlK94hL0Hq5hx/gOsWnRfXIrhWPjGjBLe3niYxRvKuee88WSao98R1ptOvj7JKYFTfgIn/xgOrYZ1z8GmV6ClDlb9M/hjK0I34hz6lfiwu2k/A2bAHywoGw8Fz1is3AqVW6ByCwNq9rDI2Hq/scCy5d1vlyUvOK7PrO8FZ6oWQgghWi2YXMz9b26motHFJzuqOGNcfMf5DZjMaLKyATh3Yv+4PvfRkq/Ou4dhgwpSstb7xowSnl2+n092VFHe0EJxdvRfwLjXebZCOPGm4M/hjcFOyI3/g+aq4Pjf6/4brLnGnYdm6FloNIFgu0ICAWiuDp6t2HAQqrZCRbDOy6zeyes6H+iAkcBny7rfLnM2DD8t2Ok4+ASZMEYIkXKk81EAUJRlZu6YQj7YWsHzX5XGv/OxIFgEnzyyHznWblyCEAcajQatVkMiDsxYLSaybMECzhKDDrt4OXlUAQOyzZQ1OHlzfTlXzBrcrcdpzSZe6TeK03oyM6VW076TL9Y0muDZkINmwNm/gh1LYNOrsONdsFegW/80p1wLLfaD1FeaMZm9mCxuDH8e1XEGwlAEwBEw4cgeyfIt9Zw9byYGkxX0piM/hoxgYWwrav0pDP7oU++PFiGEEPGRYdJz/pQBPP9VKS+sLI1752OoznPX1lKSG4cevm5Iljovy2ZJyY5HgIkDs5kwIIvNZY28tOogt5zRvbGqU6LOg+AZhmdPgjMfCJ79uOkV2PZW8GzENc9gWPMM5/wYag9XYjT7MVlcGB4bHbxipbMIgCtgoME2nBU7mjj79JkYzKE6zww6IxisndR5RSl5hqMQQrQlnY9Jzmw08PgDV2GOw4DMl80s4YOtFSxad4i7F4wjwxSn3UOjgYJCAM6dcKQYjmf2RKmtt/OHf7zLzVfPI8tmbld8mgyGdv+GhGYBN5sS9Lr4A8HCrxsDpOu0Gr4+o4Q/Ld3J797bzuljC+mffeziKSPLxhlPPEhGVi9nAIw3vSk4Oc34C4KXy+xYgn/t/whsX4LF5sNiazN2Z6jj0ZQFWQOhYDQUTmC5vYg7PvfRbBnER987jeq3vyJwwYmg4GxwKrz3I1E5O0h+oZ741nmDef6rUj7cVkllo5PCrDh2ZrR2PjoPHgwvUuH9nu51HsBlxw/m569v4q+f7ObcSf0ZWZh5zMekXJ2n08Pos4I/HmdwUppNrxLY/jamDAfFI9qM8xjqeDRkQPZAyB8NhePZ7B/ELUtdlOsG8NH1p1P9/mqp89L4vR+JytlB8qtOvU+7FGM06vn2JSf3eT1tB2r2OVogJ7vDfU4bU0BRlomKRhdvbSjnGzNL+vy83ZKTh8ZgxO/xcMqofuHF0cqerBwtLoae/H94vL5OxxsythYjxqOKErMpMbOEaY0GtEYjrqrqNsuMaI/x5fHdU4azeH0Ze6qbufm5NTz/3RMwHGOsqVTc9k6Xh989+Q4/uf4czBMvxjtoHu9eN5aSmVYycny02LU0HbQz8923MA4cA+asdo//9V8+Z3+gnhuPH0Jmhinl8kdTKm7/aFE5O3SRv4d/DAuRKuJZ500elM3Y/plsO9zES6sPctPckX1+3m6xZYLFSsDvx3noyMSG6f55p0qdd+mMEl5efZD1pfXc8J81vHHzbKzH6FBLxW3frs4buwDGLsBTXcHaUyaRO8yCy6EL1nnvvIlh4JjgZdJtLo1+5JmV7A5U8o0pgyjKsaZc/mhKxe0fLSpnB6nzVJe8050KAOzNTqYtvBd7s7PX6wgN1Pze0FkAvDt0Vqczsel1Wi6ZHuxwfGHlgYjraztDYG29vdftCisMHg13lZVh0h8ZbDsa2ZOZ2+PD4/VRkJdJQV4mbo8Xt8cXvr3Z4Wz3b6LprVYW1G3hrH0rADhr34puDfZtM+n5yzenYdJrWbW/jt+9u/2Yz5Vq297R4qKiuoFf/mUxFdVHZs30ujWU7bKxa00uB7dlUrlbD/1Gd+h4XFdaz/rSerQa+OYJQ1Iuf7SpnF/l7NAxf9s/hl0VVbiqqrv1x7AQqSKedZ5Go+Gy1gPL/1tVij/CH3lRr/Naz3qkvpaA+8jsxun+eadKnWfUa/nLFVPJthjYWWnn7tc2EQh03YGQats+Up2H3kzZVj27VudQujWTil16AvljwZLTruOxtNbB0m2VAFx94tCUyx9tKudXOTtInac6OfMxyfkDAbbuLsd/jC/xLtfRdqBmup6J7RszSnjso12sOVDPjoomRhe1v3Ti6BkC//T0Bxz+6o+9bptGr4e8YLtaSkvbtzsK2VNBpJnFQ7mTKb/eakVTpGXsvT/CXFSAzty9S7bGFWfxi69N5Kcvb+Bvn+5hxtA8zhxf1P4ocpvLi1Jp2x/9nhg7706MBj0H3r2/2+t4dvk+AOaNK2JgjoVGe0vK5I+FVNr+0aZyduiYP/THsN99ZJxUrdEQ/mPY7wz+AehpaERnNnX7M0mIZBHvOu/CqYN46J1t7K9x8OWeGk4amd/u9mjXecGhdVo7Hysr2rdbkc87Feq8QblWHrn0OK59ehWvrj3E8cPyuOz4wWld55WveKTbf0j/58v9BAIwbXAOEwdmS52XQts/2lTODj2v83xOZ/is/lDNJ1KXnPmoEq2m/WxsnRjcz8rskcFLn1/4qrTD7W1nCCzIy8Tj9bU7itslf6DDqdSWYcPQ6HQEXE48NTXdW49IKJ3ZzLj7ftLjP/K/MaOEr08fBMCP/7eOHWX1nR9FTjFt3xOF/bI6PbuhKzV2F4s3lAPwrZOGxrClQqQmvdWKMSc7/NP2LJydf/w7AO8NncWOXz+WqCYKkRy6UedlWw3h2aZfWBn7Os9cUoLGaASfF2qrIzxQJJPe1nmnjy3ihtNGAHDPos2s3lstdR7g9Ph4cVXwvXb1iUNj2FIhUlNXdd6OXz8WPqs/VPOJ1CWdj6KDy2YGZyR+de1BXN7Ov1g1Gk2nR3IDgQB+f6Dd5RZaowGNwRA8nbrNqdSVTS4yRo8O3ulg5Mu8VWVqPd3clEannf/igomMKcqk0enl9AfeYuxZdwPBo8jFs36YsoUpHJk1M9IZDpG8uKoUt9fPiIIMThrR79gPEEKEjbrtu0Dw8sDRd9yc4NYIkRouba3zlmw6TF2zu9P7RKPOs7u82MaNC96p7CAJmVY6iaVjnffjM0dz/LA83F4/X/vDh4w7+x5A7Tpv0foy6h0e8m1GzpnUP0atEyI9jb7j5vBQEKGaT6Qu6XxMclazkUVP3orVbIzbc541oYgcq4F6h4f3Nlcc+wGA0aDDaNBTVdtEZU0jVbVNGA16jAYdequV+Z2MH/Onj/eg1esJNNuhvKzDOhORPZnkZWew6MlbycvOSHRTosZi1PH4ldOwGnXoc3IonD6106PIvdr2/gABf2oNVOzzB/jvl8GO96tPHBouaFXf91XOr3J26Hl+Q05Wjy8PFCKZJOI9f8LwPIb2s+L2+Xlt7aFjP4De1XlPfr4PndlMwOWEQx0PMqv+eZeOdZ5ep+Wxy6eSZzWgy8igYNZMpeu8QCAQHlrn8uMHh8e2V33fVzm/ytmh5/l1ZjPmogLG3vsjDDlZx36ASGrS+Zjk9HodZ86ZgL7NRCyxZtLruGhq8PLYriaeactqMVG+4hG2ffAQANs+eKjdjH46qwUAQ3YWequVtQfqWLzxcPDBe3YCHQuJRGSPmV4UTGmVv40RBTbuPXcMAJoBg9AUFHU4ityT7Kk8UPHSrRUcqm8hw6jjomkDw8vTddt3l8r5Vc4OPc/f28sDhUgWiXjPazSa8NmPL64sPebkINDzOm9vdTP//epg8MF7d6Pp5KzHtPq8kzovrDDLzK+/NoFAIIAmvzBY6yla560trWfToUZ0Wg1XzBocXp6u2767VM6vcnboXX6p9dKHdD4muUZ7C4UzbqHR3hLX573s+OBsiJ/vqmFPVfdmOrRaTBTlZ3PXTQspys8OF6RH8/sD3PfmFgCcZWXQUN/p/RKVPZr6UjClQ/5I5o8vwrF3b/CXUWMhv7Dd7T3J3tvZGZPBs8v3A3DRtEFkmo/sE+m87btD5fwqZwfJL9STqH3+4ukD0Ws1bK9oYtX+um49prt1HsCDi7fg9Qdw19RAdWWn90mH97vUeZ07fmguzdu2BX8ZNhL6D2h3uzJ13hf7ADhrfBHF2Zbw8nTe9t2hcn6Vs4PkV510PqaAptap6GPF53Sy9b7f4XMeeZ7RRZnMGJILwHeeWUVlY/faYDYZuPvm89vNaAegM5sYe++P0JlNvLr2EOtL6zHqtDRt3tzl+mKdPdb6WjClev6uNG3aRKC+FrRaNGMnkDF6dLuzL3qSXW+1stWhYfW449nQBDVeLf4kvyxnV6WdZbuCg+9fdeKQDren87bvDpXzq5wdJL9QTyLqvMJMM2eOD85CfdN/17C3urlb6+pOnffx9kqWbqtEAzRt3Njl+lL9/S51XmTNO3YQqKoEjQbNyDHYJk7E5+99nbfHpWPV+FmsawxQ6da0W1cyqmpy8XbrVV5S53Wkcn6Vs4PkV5l0Pgp8Thfb7v8DvqOmr3/465PJt5nYW93M5U9+SVVT7weJDp0u3aLR8/CS4JHQq2eV4Hc4CAQC3brkJ1XprVYM2cExKkKXIwmCA89v3gAVwZmebePG8fM3t0ac5KgrSzYd5tJn1/Of86/n8v9sYNZDSxn78yXM/d3HXPWPFdy3aHPEQfVjLsKlWC+1znx4wvA8RhdlJqJlQgghFBCpzrv3vAkMzrNS2eTiiie/5ECNo9fPEarz/AYjDywOXt3ytSnFeBsaOp2kJp1IndeF7ZvD431mjBjBD1/eiN3l7fFqlu+u4ZJn1/Pf867jm//dyEm//pAxd7/DKb/5iG8+9SV3vbaRsvoEnknVyUzvr689hNvnZ1ShjROHy4SCQgghnY8iohEFNp67fhb9Mozsrmrmiie/pLaPHTiPfbiLqiYX/bPMfP/U4eHBy6tqmzDodRgNao5/oaxAAHZvJ7B3NwCLN1Vw1VNfUe/wdHsVH26r4AfPr8EXgNyGanItegDcPj97q5v5bGc1T3+xj9+9tz0mESLp6lKsQCDAO5uCR8MvnjYoru0SQoi+8Hu9OKqrCPh6fqBIJJf+2Wae/+4JDMq1UN7g5PInv+RQHztwnvliH3uqmsk06fnRvFERJ6kR6tDs30Ng5zYCfj+f7qrhkr8u53BD9898Wr2/lu88sxKn1092Ux39rMGzbr3+AAdqHXy+q4b/rjjAfYu6vpoqFiLN9A7wzqbgwfWLpnUc81IIIZJVLOs8fdTXKKIqw2Ji9aL7yOhiXJ1YGl2UyX+vn8Xlf/+SnZV2vv/8OjSG3g3wvK+6mX8uC47zd8c5Y8nPtlK+4hGqapsYO+9Oti99qN34QYnOnmiq5NcAgUMHqK+qof9JJ/DVvlquemY1bzx7xzGzf763ju+/shWPL8CpI3JZeMMNXFC9Ebclg0N1LRysc7DmQB1/+Wg3L606yM2nj2w35k4s6awWFtRtwVVVw3tDZ3HWvhWYCvqht1rZUtbIgVoHOq2GeeOKOjxWlW0ficr5Vc4Okj+Z+dxu9ry9mIp16wCYccttmPPy2P3WYoyZmZSccmpiG5iiEr3PD8yx8Pz1J3Dp35ZzqL6F7z63Dm0vB/Wvtrt4dOlOAG6dN4qS/Mx2dd62Dx6iIC8zXOslOnuiKZW/opz6yhpKTj+VreWNXPn0al7450+PmX1DeRPffmEzDrePqQMz+cZPbubiinX4rDYO1TsorWth++Emfv3ONt7bUsHW8kbGFcdvRtzQTO9LBk5rV+dVNDpZc6AegPkTpM47msr5Vc4Okj+ZxaPOkzMfk5xWq2FQcS5abeKOmI3tn8V/rptFtsXAjspmck86CXQ977d+8K2tuH1+pg/J5YIpwYGnrRYT2ZnBy1Ms5vYfQsmQPZFUy+8qL+epK6dSkGlif42DH7+1k6eW7aU5wuU5u0pGc8MrW3F7/cwZmc9jF45D7wve12bSM6Z/JmeMK+KHpwxhlKYFt8/P3z7ZE89IES/FWrI5eNbjCcPzyM0wdnicatv+aCrnVzk7SP5ktu+D92k+fJhJ374Wrf5IDZAzfATVmzYlsGWpLRn2+ZI8K89/9wT6Z5k5VO8kd/ZsMHb8bjqW37+3nSanl+EFGVx94lCgfZ2XnWltd5A5GbInkmr53dXV/Ptb08KX+t/+1k7+9OFO6h2dX1V1qLCEa1/YRJPLy+RB2Tx1yQTM7uDQARajjpGFmcwdU8j1swYyQxucHPOxD3fFLU/I0TO9A7zXWueNKcpkeIGtw2NU2/ZHUzm/ytlB8iezeNR50vmY5JqanRTNvDXhA7NOGJDNf74zC5tJjyEnByYe16MOyLc3lvPB1go0Grj3vPHduvwgWbInior5Jw7I4vWbZjO60EaT08uv3tnG7Ic/5E9Ld9LoPNIJubtgME9+/Qc4vX6OH5bHk1fPwKTv/OPM73Jz8iv/BOC5rw50e/KkWHq39ZLrsyf07/R2Fbd9WyrnVzk7SP7ONOzby+b//Juvfvswy+65m5qtW9rdXr1lM5ue+Rdf/uqXLLvnbuzl5R3WseGfT7Hsnrvb/exa9EaP2lG7dQvDF5xH9pChtP0GtxYW4qyr7U00QfLs80P6ZfDc9bMosBnR22wwcSoYut8B+eWeGl5YGRzL+OcLx2OM8J3cVrJkTxQV8w/Lz+D1m2YzdVA2Tq+fR5fuYvavP+RX72ylus3QTmU5RTxx6Q9pdPkY2z+TZ689nkxz5393+JwuZj/zZwDe3lTOzoqmuGTpSugg8/yJUud1RuX8KmcHyR9JMtR68ajz5LJrEZHX4cDvDo69pzUamDQomycuP45vPvkl2swsAtOOx7J9O26vP+I6SmsdPPT21vD4dpdMH8TkQTnxaH5SaTsLpOjawBwL//n2dMZe+RgjT5pBZZOLP7y/g799ouOEUy5kbGMF/5h7OW6jmakDM/nnNTOxGHW4uxgnf8LO9YwpsLK9ysHfP93D3QvHxy/QUfZU2dneWhifFaHzUQghQnxuD7b+/SmaNp1tLzzX4Xa/203W4CHkT5zErjdej7ieoukzGHL6GeHftT0cQsXjcGDMyOjYPk+CJvMSfXZ0nTe8wMbfr5jC+X/6FJ3VSmDa8Vh37KDF7SMnwjoqG5385t3tvLLmIIEAnD62kLljCuOWIVlIndd9eRlGnrpqKiO/8QgTTz+J0roW/vbJHp7+fB/Hn3EZ0yr38K/TLqPZmsnIfCv/vW4WOVYjbnfk8UiHlu3hpKE5fLGvnsc+2sWjl02NY6L26prdfLkn+Id6pIPMQgjRVjLUevGo86TzUXTK63DwVu54/O7gzqY1GllQt4VJA7KoX76c3BNmoTGZyJo8mQv++iW3zhvNxdMHYdAFj3TbXV7+8tEu/vHZXty+YOfkBVMG8PMEdvokUmgWSNE9ZoOOlj17ePu/P+D9HTU88fFuDtQ6WHriuSxtvU/J4f3886dXYjMd+2NMS4AbZw/m1te38Z8V+/n+aSPItyXmD4R3N1cAMG1wDkVZvRtXSwihjrzRo8kbPTri7YVTgn9kO+vqulyPzmDAmJnZ63bYBgygdsd2BpxwYnBB62HxitWrySwZ3Ov1isSIVOcNy8+g7osv6HfSiWjMFjInTGDB48u56fRRfHPWYMytk8U4PT7+sWwvf/loFw53cFD6eeOK+NVFkxKWKZGkzusZg06L88AB3rjhh3y2p56/fLSLHRV2PptxBp8R/MO5oK6CZ394If26Wa/ddFIJX+yr5831Zdx6xqhOL3eOhw+2VuDzBxicZ2Vcce8/c4UQ6kiGWi8edZ50PvZRk/3IKcMGvQ6L2UiL043He2R2IJNRj8looNnhwuc/cpag2WjAaNRjb3biDwTCy61mI3q9jkZ7S3j9TXYnGRYTWq2mw2nKmRlm/P4AzS2udsuzbBa8Xl94HW2fw+P24rQHjyB62mRwuT243F489U343W6MBf3QoMFVVU1DbRMOnR5PXR2s+pJA8SACA0sob4Q7Xt3IXz7axQ/mjgSNhoeXbKOm9fKJiQOyuPe88cwc1o9GewuN9iOXz2ZYTARa29XU3BIe/yEzw4yvtdOy7WscyuRwHumB12o02DLMuN1enO4jsyTrtFoyrKZwpu5uJ0fr6xgIBGjzktHscLYbn6Ltdmqru9upqbnjEdzQa6Btc1l62/y9zdSbfa83mUKOtZ1C2Y9+jUP5Q5mNei1fm9yf+WP7sWRzJU9+tpe9tS0MqCzlmf87G53REG6rrvX1aG524dQfab+h9fU4aWAGI/Iz2F3dzOMf7uCuBROikikklCXQJpDL7cHhDTDsZ7fQ7A3gc7rDl+KcNio/3Pajt1Mov9sTzJSo7RSN91OiPveSLVNbXWVK1OdesnxGhKTj515oO4WyeZ1OAr4jl6Zq9fp2Y+xEW+WG9VRuWI/RZiNvzFhKTj0NXQ/G9Rsy70y2/PtZHFVVBPx+ypYvx1FVSWNpKZOv/U7M2p1oKtZ5vqYmWL2CQFEx/kFDqAV+sXgLf/tkNzeeOpz8LDO/ensrh+qD6x1RkMHPF4zjtLFFrXXekfeS1HntSZ3Xvs7Ta7WcNbaAU0fk8tH2av7+2R62VjSTV1/FMzeeii3D3O06b2yeiRmDc1h1oJ4/vr+dRy6dmpA6793WOm/u6Pzwc0udJ3VeKJPUeXTIn+qZkqXOg77VevGo86TzsY9Gzr09/P9rLp7DEw9ezY8efIGnX1kWXn7XTQu5++bzueyWJ/jg8yPX7z/+wFV8+5KTOeXSX7F195Hr9hc9eStnzpnAyNNuD78ZRs69ndWL7mNQcS5FM29t14aKlY9ysLyO6effF16WmWGmctWf+OjLbVx27e94CqiqaUSn05EJvPT2Sm54+FUArD4PT7U+7rd/f4df/mVxeFmjw0W2LTiQ8ujT78ChC56622x3kHHoANVbtmEdPhzryJGU1sFPX90YboOvpQX7li0sfeMgt067FYb1a5cJYPWi+8hsPaI5+vSftctUVlHf7jVum+n86x8N33fciGLWLL6f/76xnBvv+Xd4+bzZ43nzqdvCmbq7na69PTg+YFVt8NLYLFvw7LRzv/0IO/ZVdLmdQpm6u51CQsVH6DUYN6KY1W/ex+/vuqzdPtbbTH3Z93qaqSfbqaq2CaNBT06WtV1+gCsuOIHMDDM3/vzf7TJ979tnc42pmR/99lXeXbEjvPyJ2y8iGzj32j+w7sCRcSne+EPww3LGeffRmF9M9owZPPXpHs4als34YQV9zvThc7eHsxyt3XZ67adcetEprPflAnDnHU9wuyN4rXik7bTog3VcmwTbCRKz7/Xlcy9ZM0HX2ylRn3vJ8hmhwudeyMrf/xb8R/6gKDltbrtLZaKpcPJxmLJzMGZl0nz4MPvef4+W6mrGXX5Ft9eRPWQoU268iYOffYq1qIi63buwFQ/guOu/S0ZR+l5aqGyd19xCxuEyqrfuwDp0KBmjR1MJ3Ld4a7gNfpcL+7ZtfLF/P55ZtwBFUudJndfnOu/73z6bb5pqufOR13pU501beC/1mXnkzp7NG+vKuGBMHjPH9I9rnXflRXP4VFMAwCO/+Q+/+VnwLCWp86TOC2WSOi/9P/dC4lnnQd9rvXjUeZo5DzwYOPbdxNF8Hj9rXypl10cPk9latMSid97n87NzXwWjhhaRZbP0qne+4XA1n5ZMxVCYD4CnspqzKjbia52RzVPfyKclU1lQt5WA1dp6RDy4zFiYj0ajwVVRxSmla3Ho9Iw+/WcU9gvO4FtZ08iOD38FegPPfHmA51YexOcP8O0Th3DNiYOxGnUdMrWVYTHRaG9hwAk/ZMeHvwrPiJiZYcbj8bFu6wFGDS1C13o5dzyODJVV1DHitNspyMtEq9UQCARz7vro12S2FujHytSd7dTQ5Oj0tczOtKLVaLCYjWzafpDBA/uF86fLkaGKmgZGn/6zDq9xKL/P52dvaTXHjSvB7fF2K5PO4eC9okmcdnAduuwjp5sbnC0sKZjIKaVr0WZl8rW/rmB/rYObThvBT+aP6XMmr89P8azbwln8/gBVtU2Ur/gjFrOh3XZ6cfUhfvnOdsb1z+TF62ZGzBR6308aMwiL2ZjwI3gQ330vGp97yZapra62U6I+95LlMyKdP/faHhEfOfd2Jp1XgM7QsyPiy+65m3GXX0G/cR2HMHHW1bHqkd8z5YabsBUXd7me+j272fT0v5h+2w+x5PXr8r6qkjqvfW1iMBl5buVBnl5+AIfbxxUzB/HdOUPJshg6ZGpL6jyp8+JZ5+mzM/nWM2tYd7CBb8wYxMMXT45rnffBtip+9PJGCmxG3r91dvhML6nzpM4LZZI6L30/96JR50F613py5mMfZdrMZLUpVAAsZiOWTu6bYe18zBJbRufjvmXZLDTaWzj1sl9TsfLRdh9QR9PpNJ0u1+t14aK57anOBqOejNb7u71H3kAmowGT0RBe1nZW6kybGZ2246ClmRkWcrKs3H3eRG49cww+f4Aca+en93bWxtBzZGZY2t3udHvC2dsu1+t1na7HaNRjNHbcpUOZjhZpO1ktpnC7NBpN+PKKDGvHbR0pU6TlbbeT39+x37/ta9Bob+GEix/skL83mXqz73V3eVf7XqTtlJkRXH70axzK32hvYfYlvwxn706m0D6bkWHC2OZ5Q8szbWaMWVZ+cMYofvLSep5dvp/vnjoifMZHbzPVNzraZWk7kfvR22np9ioAzplU3On6Q5navu8tJG47ReP9lKjPvWTL1N3lifrcS5bPiHT+3Dt6O+nN5nZFaTxlDioBwFlT2+2CtHbHdjQaLbmjRrVbXrdzJ4FAoMuxilKZ1HlH6rwfzR/H9+eOosXtizgOn9R5UucltM7LtHLbmaO55l8reW3tIW6dN5qBOfGr8z7cUQ3A2ROLyWntaO8sk9R5UudJnZd+n3vJVOdBz2u9eNR5iXs1RFrKNBsidjwKcbRAIIDfH2g3fk6sXTBlAIPzrDS5vDz9+b4ePdbp8vDgY4twujzHvvNRauwuvtrbOvvhxPS9RFEIkfyay4OXI/VkUPJ9779HIODv5JYA+95/L0otE8nOatR3ewIQIRJR5506uoDjBmXj8QX468e7e/z43tZ6To+Pj7ZVAlLnCSESr6e1XjzqPOl8VIk/EPwRSSU4gLVa28Vo0GE06KmqbaKypjE8JpCxdRbNWDLotNx42ggA/rFsD03O7heXTpeHX/5lca86Hz/YWoE/AMPzMxhVmJgZGIUQqcfncmEvL8feWkQ66+qwl5fjrK8HwONwYC8vx1EV/KO3pboae3k57qbg+GQttTUc+Pgj7GWHcNbVUbNtKztefZmsIUPJ6N/9P5CdNTVYCwo7LLfkF+CsreljShEVUuclJanz4lvnaTQafnB68MydF1eWcrjBeYxHtNfbWu/zXdU0u33kWA0cPyyvR48VQqgtGWq9eNR5ctl1CsiMcOpwd2mNBrRGI66q4KUAGoMBbSenNCejvmbvi+DRWmJWMBoNOgx6XXgA686KskTmjyWrxUT5ikeoqm1i7Lw72fbBQxTkZYYvhYLoZfc5Wmf7bGhEazSgt1q5aNog/vzhLg7Vt/Ds8v3cNHdkt9bV4jwyjpPRoGvX3mPtL0s2BWc/nD+xf7vL3CJJ123fXSrnVzk7SP6jNZUdYtO//hn+fe+SdwAonDKV0RddTO32bex87dXw7dtfehE4MrC5VqejfvduypZ/gc/jwZSVTb/xEyg59bQetUNnNuOsq8Wcm9tuubO2pkezZouOpM5LDKnzYifRdd4Z4woZX5zFlvJG/vrJbu47f0K31uVocdHQFLzMusXpCk+UA92v8+aNK8KgO/b5Pem67btL5fwqZwfJ35lkqPXiUedJ52OSy7JZqFz1pz6tQ2+1sqBuC66qGt4bOov5+1agt3YchyTZRCN7b7Q9WntkWfSP1lotJrYvfYjhp97eaVGWqPzxYrWYyM4MDh6cnWmNSXavw8G7Q2cB8N7QWWiNRhbUbcFotfL900bw89c38dePd/ONGSUUZHZ9GZmjxcWYM+4EYOy8OzEa9JSveKRb+0uj08Pnu4JHjM6ecOyjT+m+7Y9F5fwqZwfJ35mcYcOZ88CDEW8vmjqNoqnTIt5uys5h8neu63M7+o0dy5533mbc5VeExw5qqalhz5Il5I0Z2+f1q0rqPKnz0lUi6zy91cotZ4zk+/9Zw3MrDvCtk4YyLD+jy3U5WlwUz/pheGbyMWfcyeGv/tit/cXr8/P+1gpA6rzuUDm/ytlB8keSDLVePOo8uew6yXm9Pt5fthlvmxmeekNvtWLIDs62p7N2PthqsolW9p4KHa0tX/HHNj+PtCuaosViDq7z6KIMEpc/GUQru9/tIeDxYCrIx1SQj9/txt86E9mlM0oYXpBBk8vLb5ZsO+a63B4fHq+PgrxMCvIycXu8uD2+8P6y7YOHANj2wUMd9pePtlXi9vkpzjYzeVD2MZ9L5W0PaudXOTtI/mQ29Kyz0RmMrPnTo6z8w+9Y+YffsebPj2KwWhg2/+xENy9lSZ0ndZ6Kn3fxqPPOGt+f6UNycfv83P/m5mOe4er2+HB7vOE6z+P1dbvO+2pvLfUOD1ajjjmj8o/ZbpW3PaidX+XsIPmTWTzqPOl8THIOp5vzr3+03ZTuqkhkdqvFRE6WNfwTi4L0WFJt2/ucTrbe9zt8zp6NrdOZqGfXaoI/bRj1Wu5vvQznpdUHWXOgrlurCs122Fbw6H7wLJPO/sB4d3PrJdcTunfJdapt+2hTOb/K2UHyJzO92czk67/L+Cuvovj4WQycPYeJ13ybSd/+DnpLanR2JSOV93mp81Jr26danafVanjgggloNfDx9iqWbq3s1qp6U+ctaa3z5o4txNyNM2hTbdtHm8r5Vc4Okj+ZxaPOk85HIURU+Jwutt3/B3yt4yK21ZdZomPp5FEFnNM6I+E9b2zCF4OB+oOzH1YBMvuhECK1aTQackeOYtCckxkw6wSyhw5LdJOEEHGSinXehAHZfHPWEADuX7wZpyf6Z1v5/YHwQebuXHIthBDJKtZ1noz5KEQCmU0G7rppIWZTagwM31uhmQNvvnpe0mW9a8E4PtpeyaZDjbyw8kC4SI2WT3dU0eLx0S/DyMyhMvuhECJ1lH25nP7TZ6A1GCj7cnmX9x1wwolxapUQqUPqvMT78VmjWbyhjNLaFv72yR5unTcqqutfd7CeikYXRp2WuWM7zhQrhBDJKt51nnQ+JjmtRsO4EcVou3GpZrpRIbvZZODum8/v9DYV8kfSm+w6s4mx9/4Inbn7l075nE6aHn2cG+Ys4JGP9vDbd7dz7sRicjOiN3PrWxvLAThzfBE6bffyqLztQe38KmcHyZ9sDn3xOQWTj0NrMHDoi88j31Gjkc7HXlJ5n1chu9R5nYtnnVf+m8f4yZkXcteb23j8411cNG0gJXnRm5DprQ3BOu/kUfnYTN3701rlbQ9q51c5O0j+ZBPvOk86H5OcLcPMmsX3J7oZMRXpqLAK2buicv7eZNeZzYy77yc9ekzoEqJrq77DK+sPc6DWwe/e284vL5zUo/V0um5/gIeXbOONdWUAnDOpuNuPVXnbg9r5Vc4Okj/ZzPzRTzr9v4geFfZ5qfM6p3L+eNd5F996Hf9bm836gw08+NYW/nbVjB6tpzOBQIAnPtnNPz/fC0id1xMq51c5O0j+ZBPvOk/GfExybreXf730GW63N9FNiZnQUeGji1IVsndF5fzxzm7Sa7n3vPEAPPfVATYebOjT+pqcHq57ZiV//3QPAN+ePZRTujH7YYjK2x7Uzq9ydpD8ycrv87Hqkd/jqOrehA2i+1TY56XO65zK+eOdXavRcP8FEwF4d3MFn+yo6tP6nB4fP3xxHb9Zsp1AAL42ZQBfmzKg249XeduD2vlVzg6SP1nFq86Tzsck53R7uPGef+N0J9cAzvGgcnZIn/yOFhcNTQ4AWjoZpLwzich+xrgizhhbSCAA9yzahL+Xk8+U1rVw4eNf8NH2KvRaDQ9dOIl7z5vQrVmuQ9Jl2/eWyvlVzg6SP1lpdTr8XvlDIRZU3udVzg7pkz9V6rwpJTlcOqMEgPsWbcbl7d3kM1V2F5f9/UteX1eGRgM/PXsMj1w6Bb2u+39Wp8u27y2V86ucHSR/sopXnSedj0KImHG0uCie9UPGzrsTgDFn3ImjpXuFaSLcc954jDotaw/U88qagz16rNlk4NvfWciVT69mV6WdXKuB/1w3iytmDY5Ra4UQIn6Kj5/Fwc8+I+CL/myxQojUlGp13k/PHkOWWc/e6mb+uWxfjx5rNhn43vULuerp1awrrcdq1PG3K6dz42kje3SAWQghklE86jwZ81EhvRmoWYi+cHt8uD1eCvIyAaiqbcLt8WG1JLhhEQzpl8H3Th3Onz/cxf1vbuHzXdXMGJrHzKF5FFg6P1bjcHvZX+Pgs51VvFerx+v3MLrIxlNXz2Rwv+gNaC6EEInUVHaIhj17qN+9C2thETpj+4m5xl1+RYJaJkKkzhPxlmp1Xj+biZ/MH8M9b2zmjx/sYFNZAzOH5DJjaB79M3SdPsbp8VFa6+CrfbUsqTPg9LgYmGPhqW/NYFxxVpwTCCFEbMSjzpPOxySn02qZN3s8Om3fT1LtzUDNiRTN7Kko1fL7HC0AeBoa0RoN6K1HOt56ekQ4kdlvPG0kb28sZ3dVM6+vK+P11gljMs16cmbNAo8TDEZyxxo580+fU2V3t3v8GWML+eNlU8g0Gzpbfbek2raPNpXzq5wdJH8y05vN9Bs/PtHNSDtS56n7fk+1/OlS511x/GBeX3uINQfqeWtDeXi2aqtRR86JJ4KrBfR6csYYOfuxL6hochFoMxLPzKG5/PXK6fSz9b6TP9W2fbSpnF/l7CD5k1k86jzpfExyGVYTbz51W6Kb0UEg0Lvx8HoiWbPHSyrl9zocvDt0FgDvDZ2F1mhkQd2WXq8v6tl7MH6jxahj0c1z+GxnNav21bJyfx2bDzXQ5PRi6t8/fD8jhDsejXotg/OsnH/cAG6aOxKdtm+X36TSto8FlfOrnB0kfzIK+P0c+nwZLdU1BHw+socPZ/Dc09EZen+ARRyRrPu81Hmxl0r506nO0+u0PHf9CXy+q5qV++pYvb+W9aUNONw+TIWF4fuZgMONwUvIDToNJXlW5o0r4idnjcGo71vHSSpt+1hQOb/K2UHyJ6N41nnS5ZzkXG4PDz62CFeSDMpqNOgwGvRU1TZRVduEQa/DaOj8MoW+Srbs8ZZK+f1uDwGPB1NBPqaCfPxuN/4+tDta2bVGAxqDAVdVNa6qarRGI1rjsT9IM0x6zp7Yn7sXjueNm2az8b75PPnNKdi3biVQWUHg4AEa163j71dM4fM7TmfbA2fzwY9O5ZYzRvW54xFSa9vHgsr5Vc4Okj8ZlX76Cfs+eB+d0YgxK4vyL5eze/GbiW5W2ki2fV7qvPhJpfzpVueZDTrOGFfEHeeM5aXvn8SG+87iX1dNpWnzZgKVhwkcKqVx/XqeuPw4PvvpXLY+cDYf/vg07jx3XJ87HiG1tn0sqJxf5ewg+ZNRPOs86XxMci63l1/+ZTGuGE1H73U48DQ0AsHLKLwOR5f3t1pMlK94hG0fPATA9qUPYbXEZmyhWGdPdimZX6sJ/vRRtLLrrVbOObyOUbffxNnl61hQt6XdZULdZTHqmDkkl+YdO2DHFti3m5b9+zl+aC4Dcyxoo5C5rZTc9lGkcn6Vs4PkT0aV69YxYuF5TPzWNYy/4puM/+aVVG1YT8DvT3TT0oLUeeq+31Myf5rWeWaDjqklOTh27YIdW2HvLlr27ePEYXmU5Fl7NJN1d6Tkto8ilfOrnB0kfzKKZ50nl10rzOtw8FbuePzu4KWj3b2MwmoxkZ0ZnAXJIoOai7Z6cNkLBGcOvOumhZhNsbt8z5SXy8Rf3xWz9QshRDpzNdSTN3p0+PecESNBo8Hd1IQpOzuBLRPHInWeiDqp84QQIq3Es86TzkeF+d0e/G43poL84FFMfwBXVXX7yyh6WGQINbW97CX4e+tlL8c4qGU2Gbj75vPj0EIhhBC9EfD70erbdxxotVoCfl+CWiS6S+o8ES1S5wkhRHqKZ50nnY9JzqDXcc3FczDoYzPeTiQRi4w4SlT2ZJFK+fVWK/P3rWDJwGmctW8FpoJ+wcteGru+vCuSZM4ej0H4kzl/PKicX+XsIPmT1Y5XX0GrP1Iy+r1edi1ahM5oDC8bd/kViWhaypM6T933eyrllzovupI5fzyonF/l7CD5k1W86jzpfExyFrORJx68Oibr1hoNaI3GcOEZXBYsPiMWGXEUy+ypINXy66wWAAzZWX3eV5Ixu9Ggw6DXUVXb1Pq7PmaD8Cdj/nhSOb/K2UHyJ6PCKVM6LCs47rj4NyRNSZ2n7vs91fKrUOeFJlsCYjrZUjLmjyeV86ucHSR/MopnnScTziS5FqebG+5+lhanO+rr1lutLKjbwln7VgBw1r4V7QZq7qrIiMcYLrHMngpUzh+P7G0H4fc5Wtrd5nQFZ2Jzuo5cmma1mNi+NDgA/7YPHqJ8xSMxG4Rf5W0PaudXOTtI/mQ0+sKLu/UjekfqPHXf7yrnj3edd/RkS5HqvHhNtqTytge186ucHSR/MopnnSedj0nO4/Xx9CvL8HhjM7aS3mrFXFTA2Ht/hLmooNtHMkNjuMSyKI119mSncv5YZw8Nwv/e0FkAvDt0VrgodbS4qKhu4Jd/WUxFdQOOFlf4caGB97MzrTErSEHtbQ9q51c5O0h+oR6p89R9v6ucP9513ntDZ/FW7ni8DkeXdV5wsqXgeySWky2pvO1B7fwqZwfJrzq57FqgM5sZd99POlluYuy9P0InMx2KNNNuEH4ID8Dv0LgonvVD3J7gCOpj592J0aCP6VmOQgghRCxJnSdUE2myJXtjM0POulfqPCGESADpfBQRRSpWhUgbWk27X90eH26Pl4K8TDQaDYFAgKraJtweH61XpwkhhBBpQeo8kfa0GjRaLQH8gNR5QgiRSNL5mORMRj133bQQk1G9TaVydkiv/D2dOTDR2TUaDVqtBr8/IU+f8PyJpnJ+lbOD5BfqUXmfVzk7pFd+qfN6JtH5E03l/CpnB8mvOtnqSc5kDI65oyKVs0N65O/tzIHpkL0vJL+6+VXODpJfqEflfV7l7JAe+aXO6x3Jr25+lbOD5FedTDiT5JodLs677o80O1zHvnOaUTk7pEf+0MyBez/9LT++bj77Pvttt8bUSYfsfSH51c2vcnaQ/EI9Ku/zKmeH9MgvdV7vSH5186ucHSS/6uTMxyTn8/v54PMt+BJ1XUACqZwd0ie/1WLCajHx4I8v7vZj0iV7b0l+dfOrnB0kv1CPyvu8ytkhffJLnddzkl/d/CpnB8mvOjnzUQghhBBCCCGEEEIIERPS+SiEEEIIIYQQQgghhIgJ6XxMcmajgccfuAqz0ZDopsSdytlB7fzJmt1sMnDXTQsxm2LbrmTNHy8q51c5O0h+oR6V93mVs4Pa+ZM5ezxqvWTOHw8q51c5O0h+1WnmPPBgINGNSEU+j5+1L5VSsfJRsmyWRDdHiIRz1zfwVu44FtRtxZiTnejmdCnUVlNRAQCuiioW1G3FoTVQPOs2CvtlodVq8PsDVNY0Ur7ij+RkWRPcaiFEOmi0t1A081amXlKCziDHgJOV1HlCtJeqdZ5GqyXg9+OqqGL2gTUMOeseqfOEEDEjdV5k8mokOXuzk2kL78Xe7Ex0U+JO5eygdn6Vs4PkVzm/ytlB8gv1qLzPq5wd1M6vcnaQ/CrnVzk7SH7VSedjkvMHAmzdXY4/oN4Jqipnh9TLrzObGHvvj9CZTX1eV6pljzbJr25+lbOD5BfqUXmfVzk7pF5+qfOiR/Krm1/l7CD5VadPdAOEEOlBZzYz7r6fJLoZQgghhBAiyqTOE0II0Rdy5qMQQgghhBBCCCGEECImpPMxyVnNRhY9eStWszHRTYk7lbOD2vlVzg6SX+X8KmcHyS/Uo/I+r3J2UDu/ytlB8qucX+XsIPlVJ5ddJzm9XseZcyYkuhkJoXJ2UDu/ytlB8qucX+XsIPmFelTe51XODmrnVzk7SH6V86ucHSS/6uTMxyTXaG+hcMYtNNpbEt2UuFM5O6idX+XsIPlVzq9ydpD8Qj0q7/MqZwe186ucHSS/yvlVzg6SX3XS+ZgCmhSeil7l7KB2fpWzg+RXOb/K2UHyC/WovM+rnB3Uzq9ydpD8KudXOTtIfpVJ56MQQgghhBBCCCGEECImpPNRCCGEEEIIIYQQQggREzLhTJLLsJhYveg+MiymRDcl7lTODmrnVzk7SH6V86ucHSR/Zxr27eXgsmU0l5fhbmpi3OVX0G/c+PDt1Vs2c3jlV9jLyvC2tDDlhpuwFRe3W4ff42Hvu0uo2rgBv89H7siRjFh4PkabLd5xxFFU3udVzg5q51c5O0h+lfOrnB0kfySq1Hpy5mOS02o1DCrORavVJLopcadydlA7v8rZQfKrnF/l7CD5O+Nze7D178/wBed1ervf7SZr8BCGnjU/4jr2LHmH2u3bGHvpZUy+9ju4G5vY+vxzsWqy6AGV93mVs4Pa+VXODpJf5fwqZwfJH4kqtZ50Pia5pmYnRTNvVXJgVpWzg9r5Vc4Okl/l/CpnB8nfmbzRoxky70zyx4/v9PbCKVMZPPd0coaP6PR2r9NJxZrVDDv7HHKGj8A2YCCjLryIptIDNJaWxrLpohtU3udVzg5q51c5O0h+lfOrnB0kfySq1Hpy2XUfNdmPvHEMeh0Ws5EWpxuP1xdebjLqMRkNNDtc+Pz+8HKz0YDRqMfe7MQfCISXW81G9HodjfaW8Pqb7E4yLCa0Wk2HN2tmhhm/P0Bzi6vd8iybBa/Xh8PpDi/TajTYMsy43V6cbk94uU6rJcNqwuX24HJ7Y5qpra4y+Xz+Dq9xqmfqyXYKaZs/1TN1dzu1zRyLTJ426w/dt8nuxKE78poGAgECoduaW8jJssZt3wvld3uCj03W7dSTTCHyuSefe11lCknnz71QNq/TScB35BiwVq9Hq49+WWYvO0TA52tXsFoLCjBlZ9NUeoCskpKoP2c6kTpPPu/k8y7167xQPWdvk0/qPKnz5HNPPvfSoc6D1Kn1pPOxj0bOvT38/2sunsMTD17Njx58gadfWRZeftdNC7n75vO57JYn+ODzLeHljz9wFd++5GROufRXbN1dHl6+6MlbOXPOBEaednv4zTBy7u2sXnQfg4pzKZp5a7s2VKx8lIPldUw//77wsswMM5Wr/sRHX27j/OsfDS8fN6KYNYvv579vLOfGe/4dXj5v9njefOo2fvv3d/jlXxbHJRPQZaad+yravcbpkKkn2+njF+5olz8dMvVkO4XEIpPV5+EpwO/3U13bRDYw+vQ7cOgMAHh9Pmrrm8PrmLbwPqpW/znu+97/3lrJjVeentTbST735HPvWJnkc6/jdgJY+fvfgv/IHxQlp81lyOlnEG1uux2NTofeYmm33GCz4bbbo/586UbqPPm8k8+71K7zqmqb0ADZwIzz7wedQeq8JHk/yedeemSSz73E1nmQOrWeZs4DDwaOfTdxNJ/Hz9qXStn10cNk2sxA7I4MjZx7O7s+epj+BdlKHRmqb3Qw4IQftnuNUz1TT7aTPxCgaOat7fKneqaeHBEfOfd2KlY+ikGvi3omn6OFT0um4Xe7Qy8gpx1ch90XYPTpP6OwXxYaDfj9Aapqm9jx4a8oKe4X1yPiI+feTukXvyc/NzNpt1NPMvVkO8nnnnzupfPnXmj/nnReATpDz46IL7vn7g6DkIc46+pY9cjvOwxCXrlhPTtfe5XZ997f7v7r/vYE2cOGM6yL8YNUJnWefN7J510a1XmAxmhgypYvGLfwfqnzpM6Tzz353EvKOg/Su9aTzsdeChWlFSsfJctmOfYDeikQCNDU7CQzw4xGo9bArCpnB7XzxyO71+HA02hn9x+fZNRPb8SUl0t9o4PiWbdR2C8LrVaD3x+gsqaR8hV/JCfLGpN2dEblbQ9q51c5O6iRv9HeQtHMW5l6SUm7orQ7elOQ1u/Zzaan/8UJP7ur3RHxlb//LQNOPImBJ83ufZg0JnVe7KmcHdTOH+86b8Rt12PIsmH3InVeElA5v8rZQY38fanzIL1rPZlwJsn5/QEOltfh96vXR6xydlA7fzyy661WLP0LmfjruzDl5cbseXpD5W0PaudXOTtI/liwDRiIRqejfs+e8DJHdRWuhgYySwYnsGUC1N7nVc4OauePd51n6V+I3hq/zsVjUXnbg9r5Vc4Okj9WUqXWk87HJNfc4mL6+fd1OO1XBSpnB7Xzq5wdJL/K+VXODpK/Mz6XC3t5Ofby4PhFzro67OXlOOvrAfA4HNjLy3FUVQLQUl2Nvbwcd1MTAHqzmaJp09m75G3q9+zBXnaIna+9SmZJSdIMQK4ylfd5lbOD2vlVzg6SX+X8KmcHyR+JKrWeTDgjhBBCCJGkmsoOself/wz/vnfJOwAUTpnK6Isupnb7Nna+9mr49u0vvQi0H9h8+NnnsFejYduLz+P3eskdOYoRC8+LYwohhBBCCNEZVWo96XwUQgghhEhSOcOGM+eBByPeXjR1GkVTp3W5Dq3BwIiF5yVdESqEEEIIoTpVaj257DoFZGaYE92EhFE5O6idX+XsIPlVzq9ydpD8Qj0q7/MqZwe186ucHSS/yvlVzg6SX2Uy23UvxWsWRCFE/CTLbNdCiPTV11kQRXxInSdE+pE6TwgRa1LnRSavRpLzen28v2wzXq8v0U2JO5Wzg9r5Vc4Okl/l/CpnB8kv1KPyPq9ydlA7v8rZQfKrnF/l7CD5VSedj0nO4XRz/vWP4nC6E92UuFM5O6idX+XsIPlVzq9ydpD8Qj0q7/MqZwe186ucHSS/yvlVzg6SX3XS+SiEEEIIIYQQQgghhIgJ6XwUQgghhBBCCCGEEELEhHQ+JjmtRsO4EcVoNZpENyXuVM4OaudXOTtIfpXzq5wdJL9Qj8r7vMrZQe38KmcHya9yfpWzg+RXncx23UsyC6IQ6UdmQRRCxJrMgpgapM4TIv1InSeEiDWp8yKTVyPJud1e/vXSZ7jd3kQ3Je5Uzg5q51c5O0h+lfOrnB0kv1CPyvu8ytlB7fwqZwfJr3J+lbOD5FeddD4mOafbw433/Bun25PopsSdytlB7fyJzh4IBPD7AwQCiTkxPNH5E03l/CpnB8kv1KPyPq9ydlA7f6KzS52XWCrnVzk7SH7V6RPdACGESBZGgw6jQU9VbVObZXqMBl0CWyWEEEIIIfpK6jwhhEgc6XwUQohWVouJ8hWPUFXbxNh5d7Ltg4coyMvEajElumlCCCGEEKIPpM4TQojEkc7HJKfTapk3ezw6rXpXyKucHdTOn8jsVouJ7EwfANmZ1oQUpCpve1A7v8rZQfIL9ai8z6ucHdTOL3Weutse1M6vcnaQ/KqT2a57SWZBFCJ9hWZDlNkPhRDRJrMgpgap84RIX1LnCSFiReq8yOTVSHIut4cHH1uES8FBWVXODmrnVzk7SH6V86ucHSS/UI/K+7zK2UHt/CpnB8mvcn6Vs4PkV510PiY5l9vLL/+yGJeC09GrnB3Uzq9ydpD8KudXOTtIfqEelfd5lbOD2vlVzg6SX+X8KmcHya866XwUQgghhBBCCCGEEELEhHQ+CiGEEEIIIYQQQgghYkI6H5OcQa/jmovnYNDrEt2UuFM5O6idX+XsIPlVzq9ydpD8Qj0q7/MqZwe186ucHSS/yvlVzg6SX3Uy23UvySyIQqQvmQVRCBErMgtiapA6T4j0JXWeECJWpM6LTJ/oBqQqv98PQGNTS0yfp8Xp5s7fvsJD/3cxFrMxps+VbFTODmrnT3R2t8fLT66fj9vjpdEe2/d4ZxKdP9FUzq9ydlAjf6hu8Pv96OQClKQldV7sqZwd1M6f6OxS5yWWyvlVzg5q5Jc6LzI587GXWhrcbH6rPNHNEEIIIUQKmrCgGEt2ehbe6UDqPCGEEEL0ltR5HcmZj72k1WsA2PXRw2TazDF9ria7k5Fzb4/LcyUbya5mdlA7v2SX7KplB3Xyh3KG6giRnKTOiw/JrmZ2UDu/ZJfsqmUHdfJLnReZdD72kkYT3Jkybea4jQUUz+dKNpJdzeygdn7JLtlVpEr+UB0hkpPUefEl2dXMDmrnl+ySXUWq5Jc6ryO5CD0FmIx67rppISajen3Fkl3N7KB2fsku2VWken6hLpX3fcmuZnZQO79kl+wqUj2/kDEfe83t8LLh9UMyC6IQQgghui00C+Lkrw3EaJUCPFlJnSeEEEKInpI6LzI58zEFNDtcnHfdH2l2uBLdlLiT7GpmB7XzS3bJriLV8wt1qbzvS3Y1s4Pa+SW7ZFeR6vmFdD6mBJ/fzwefb8Hn9ye6KXEn2dXMDmrnl+ySXUWq5xfqUnnfl+xqZge180t2ya4i1fML6XwUQgghhBBCCCGEEELEiHQ+CiGEEEIIIYQQQgghYkI6H1OA2Wjg8Qeuwmw0JLopcSfZ1cwOaueX7JJdRarnF+pSed+X7GpmB7XzS3bJriLV8wuZ7brXZBZEIYQQQvSUzIKYGqTOE0IIIURPSZ0XmbwaKcDe7OSUS3/Fpy/+DFuGuVfrmP/QEiobO84sVZhl4t07z+5rE2MmGtlTVSplj8X+lUr5o02yS3bVsoPkF+qSOk/N930qZZc6L7oku2RXLTtIfiGdjynBHwiwdXc5/kDvT1KtbHRxz8M3dFj+wO1P9KVpMReN7KkqlbLHYv9KpfzRJtklu4pUzy/UJXWemu/7VMoudV50SXbJriLV8wsZ81EIIYQQQgghhBBCCBEjUT3z0efxoNXp0GiDfZr1u3djP1yOtaCAvNFjovlUQgghhBAijqTOE0IIIYQQvRHVMx/X//1v+FzB8UBKP/2E0k8/hgAcXrmSvUveieZTKcVqNrLoyVuxmo2JbkrcSXY1s4Pa+SW7ZFeR6vlTgdR5saHyvi/Z1cwOaueX7JJdRarnF9Ee89HvR28JzghYs2Uzk6/7Llq9nsBJJ7H2ib8wLKpPpg69XseZcyYkuhkJIdnVzA5q55fskl1FqudPCVLnxYTK+75kVzM7qJ1fskt2FameX0T5zEeDLYPGAwcAMGZm4XE4APC53dF8GuU02lsonHELjfaWRDcl7iS7mtlB7fySXbKrSPX8qUDqvNhQed+X7GpmB7XzS3bJriLV84son/k46msXseO1V9DqdGiNRtY+/hiZAwbibm5m2FlnR/OplNPU7Ex0ExJGsqtL5fySXU0qZwfJn+ykzosdlfd9ya4ulfNLdjWpnB0kv+qi2vlozs1l8rXX4aispKWmhsLJUzBmZZE5cGB4cHIhhBBCCJF6pM4TQgghhBC9Ed0xH1tZCwuxFhbGYtVCCCGEEMpo2LeXg8uW0VxehrupiXGXX0G/cePDtwcCAQ58uJTDq1fhczrJHDyYkeedj6Vffvg+K//wO1z19e3WO2TemZSccmqv2iR1nhBCCCFEdCRjrRcLMel8DPE0N1OxZg2NBw/gabIDYMi0kVUymKKp0zBkZMTy6dNGhsXE6kX3kWExJbopcSfZ1cwOaueX7JJdRarnj8Tn9mDr35+iadPZ9sJzHW4/tOwzylZ8yegLL8acm8v+Dz9g07PPMP3mW9AaDOH7DT79DPpPnxH+XWfq++ssdV50qLzvS3Y1s4Pa+SW7ZFeR6vm7ksy1XjTFrPOx6dBBNj/7DFqDgZzhI8K9sh67nbIvl3Pws0+ZcPU1ZA4cGKsmpA2tVsOg4ly0Wk2imxJ3kl3N7JCY/Kf+6gMqmzqORVKYaeaTn82LWztU3vaSXc3sIPkjyRs9mrzRozu9LRAIcGj5F5Scchr9xo0DYPRFX2fFb35NzbatFEyaHL6vzmjCmJkZtXZJnRc9Ku/7kl3N7CB1nqrbXrKrmR0kf1eStdaLtph1Pu55azH5EyYw4rwL0Gja72CBQIDdb77BnrcWc9x3vxerJqSNpmYnRTNvpWLlo2TZLIluTlxJdjWzQ2LyVzY52ffaoo43XHh+XJ4/ROVtL9nVzA7q5fc6nWi1R8owrV6PVt+zssxVV4fHbidnxIjwMr3ZTObAQTSWlrYrSA8u+5TSTz7ClJ1DweTJDDzxJDQ6Xa/bL3Ve9Ki277cl2dXMDlLnqbrtJbua2UG9/NGo8yCxtV60xazzsfnwYUZdeHGHghRAo9Ew4MTZrHviL7F6eiGEEEKIpLXmsT+B1xH+veS0uQw5/YwercNtD17qbLTZ2i032mx47E3h3wfMOpGMAcUYLFYaSw+w7/33cDc1Mfycc3vdfqnzhBBCCCE6F406DxJb60VbzDofDTYbTYcOYi0o6PT2pkMHMRz1AgohhBBCqGDazbdgtLY/Ih4rA2fPDv8/o39/NDoduxe9wdAzz+r180qdJ4QQQgjRuXjWeRCbWi/aYtaKgbPnsGvRG9jLysgZPhxjRrAAdTfbqd+zh4rVqxg2/+xYPb0QQgghRNLSm83ozX0rw0JHwd12e7sxftx2OxnFxREflzloEAG/H2d9Hdb8zjsPj0XqPCGEEEKIzkWjzoPE1nrRFrPOxwGzTsBgzaBs+ecc/moFgUAACF6KYxswgFEXXkTBxEmxevq0kplhpmLlo2RmmBPdlLiT7GpmB7XzS3bJriLV8/eGKTcXg81G/Z7d2FoLUK/TSdOhgxQff3zExzWXl4NGE+4w7A2p86JH5X1fsquZHdTOL9klu4pUz99biaz1oi2m518WTJpEwaRJ+H0+vI7g9e56qxVtEg16mQr8/gAHy+sYM7w/Ol10Z4dyuj1MveONDssLs0y8e2fiz1iIZfZkp3J2UDu/ZJfsqmUHyR+Jz+WipbY2/Luzrg57eTl6iwVzTg4DTzyJ0k8+xtKvH+bcXPYvXYoxM5N+Y4MzIjYeOEDTwYNkDx+G3miisfQAe5e8Q+Fxx6G39G3Ad6nzokPqPDXf9ypnB7XzS3bJrlp2kPxdSeZaL5ricvG3VqdL6im/k11zi4vp598Xk5mh/Gi45+EbOix/4PYnovo8vRXL7MlO5eygdn7JLtlVyw6SP5KmskNs+tc/w7/vXfIOAIVTpjL6oosZOOdkfG43uxa9gdfpJGvwYCZe9S20BgMQHGOoetMGDnz8IQGvF1NuLgNOPImBJ83u9Pl6Q+q8vpE6T833vcrZQe38kl2yq5YdJH9XUqHWi4aEjTzpaqhn/4cfMvrCi/q0ntJPP2H/B+8z4IQTGX7uAgD8Hg97311C1cYN+H0+ckeOZMTC89vNEOSsr2f3m4to2LcXndFI4ZSpDJ13ZlJNRS6EECI+5j+0hMpGV4flyXJ2kFBXzrDhzHngwYi3azQahpwxjyFnzOv0dtuAARz33e/HqnkRSZ0nhBAiWUidJ5JZqtZ6PZWwzkdPSwuV69b2qShtOnSQw6tWYi3q3275niXvULdjO2MvvQy92czuxYvZ+vxzHHf9dwEI+P1s+c+/MdpsTL7uu7ibmtjx6stotFqGnnlWn3IJIYRIPZWNrqQ+O0iIVCN1nhBCiGQhdZ4QiRezzseabVu7vN1ZW9en9ftcLra//BKjLvgaBz75OLzc63RSsWY1Y75+CTnDRwAw6sKLWPPnR2ksLSWrpIS6XbtwVFUy8ZpvB4+SFxcz5Ix57HvvXQbPPT1ppiJvS+WBWSW7ulTOL9nVpHJ2kPypROq86FJ535fs6lI5v2RXk8rZQfKrLmbV19bnn4vVqgHY/dab5I0eQ86Ike2KUnvZIQI+X7ggBbAWFGDKzqap9ABZJSU0lR4go6io3eU5uSNHsvvNRTiqKrEVD+jwfH6vF7/XG/7d6wr+v8nuDC8z6HVYzEZanG48Xl94ucmox2Q00Oxw4fP7w8vNRgNGox57sxN/6yyRAFazEb1eR6O9Jbxs18cPk2ExEQgEaGo+8pwQfBP7/QGaW9qfSp5ls+D1+nA43QQI0BMBAjTaW2KaCSDDYkKr1UTMFMoO0GhvaZcpRKvRYMsw43Z7cbo94eU6rZYMqwmX24PLfWTbJTpTV9upbaYsm4WDX/wBp9sTfo5kzRRp/wrtR6FMPd1Olav+RIvT3a49scwU6V0SWh7PfW/Xxw9jNgbH8Yj3vpfI91MoOwTf8/HK1J19OB7vp/IVf6S5xdXuMcm4nWK171Wu+hNut7fd+lM909HbqW3dkMqkzpM6T+o8qfOkzpM6T+o8qfOkzkvPOi8WYtb5aLTZGLHwfPqNG9fp7fbyctb99fFerbtq4wbsZeVM+V7H69rddjsana7DrD4Gmw233R6+j+GoKcdDv7ub7FDc8TlLP/2E0o8/OrJAa8A8+hpGzr09vOiai+fwxINX86MHX+DpV5aFl99100Luvvl8LrvlCT74fEt4+eMPXMW3LzmZUy79FVt3l4eXL3ryVs6cM4GRp93e7s3w1Ws/Z8igfIpm3tqubRUrH+VgeR3Tz78vvCwzw0zlqj/x0ZfbOP/6Rxl05hkdQwGBCN/CzQ4XRTNvjXmm1YvuY1Bxbq8yhYwbUcyaxffz3zeWc+M9/w4vnzd7PG8+dRu//fs7/PIvi8PLUyXTV6/fw12/f4XHnl2a9JmaHR3HUIEj+1EoU0+209UXncTXz5nJy++s5NlXv4hLpvz58zvN4Wj98on3vvfn+77JdZeeKu+nOGTqzj4c60yHlv+B195dw833/ScqmVJtO40dUcxv7vgG+w9V84P7/psWmSJtp3QgdZ7UeYl+H6X6Z4PUeVLnSZ0ndZ5K20nqPKGZ88CDPTtU2k1b/vsfMvr3jzgopv1wOeueeJw59/+iR+t1NdSz7q9PMPFb3yajf3AMoA3/fApb/2KGn7uAyg3r2fnaq8y+9/52j1v3tyfIHjacYWfNZ+cbr+Oqr2fit64J3+5zu1n+4AOMv/Jq8kaP7vC8Rx8Rd7d42fJODbs+ephMW/D04Vj1zjfZnYyceztlXz5CTpa1V73zpzz4Lvc+fGOHXHf88M/8+pEfdFh+/+2P8+nd8xN+xOFwVQMj594efp1VOjLkDwQomnlru30sWTNNv2tRp/tXaD8KZerJdmpxuhl68v+x77PfYjEb45Lp+IeWsv+1RR1yDLnwfLY9tDBu+17oPV/6xe/Jz81M+BG8aGQKOdZ2OnS4rt17vqtMp/76Ayqb2mfSAAWZJhb/YE6PMs26561j7sOxfj8FAgH6H39bu/c8JOd2isW+1+xwMfzUn1L6xe8xGo4cG03lTJGOiI+cezuTvzYQozX5Lv/tLqnzpM6TOk/qPKnzpM6TOk/qPKnz0rPOi4WYvRoDZ8/B73FHvN2S149J11zb4/Xay8rwNDeztu3RdL+fxv37KftqBROv+hYBnw9vS0u7o+Ieuz18+Y3RZsN+6GC79Xqag0fLjZntj5SHaPX6dmME+f3BN0aoUGqXzWyks8njM6ymTtdtizD2wdHr1em0aFov0ziaTtf5cr1eR5bNggZNp88RiYb264tVpq6W63Sa8Adz29c5lOloRqMeo7HjLm0yGjC1XtbQVqIydbWd2gp9QHa2jyVbpkj719H7EfRuO3X2vLHIFOldEloe730v9MUc730PEvd+6uw9D51nqmpydfpHBBee3+NMPdmHY/V+6uo9n2zbKab7nkHf6fKUzhRhO6UyqfM6kjpP6jyp86TOA6nzQOq8zpZLnRckdZ66YvYKZQ8d2uXtOqOR7GHDer7e4SOYelP7I7g7X3sVS0E+g+acgik7G41OR/2ePeRPmACAo7oKV0MDmSWDAcgsGUzpp5/gblOo1u/ejc5kwlpQ2OM2CSGEEEKoROo8IYQQQgjRXSnXPas3mdAXFbVbpjUaMFisZLQuL5o2nb1L3kZvsaA3m9j91mIyS0rIKikBgoOOWwsK2fHKywydPx9Pk539Sz+g+PhZSTkDolajYdyIYrSanh3VTgfpkH3+Q0uobOw4zkhhlol37zw74uPSIXtfqJxfskt2FameXwRJnaeWdMgudV7vqJxfskt2FameX6Rg52N3DD/7HPZqNGx78Xn8Xi+5I0cxYuF54ds1Wi3jr7yS3W++yYYn/47WYKBoylSGnN75YN2JZssws2bx/ce+YxpKh+yVjS7uefiGDssfuP2JLh+XDtn7QuX8kl2yq0j1/KL7pM5LH+mQXeq83lE5v2SX7CpSPb8AbaIbEA2Tr72O4ecuCP+uNRgYsfA8TvjZXZz083sZd/kVGDMz2z3GnJPLhKuu5qSf38sJd9zJsLPPQaPTxbvp3eJ2e/nXS5/hbjMAqyoku5rZQe38kl2yq0j1/CIyqfPSl2RXMzuonV+yS3YVqZ5fpEnnY7pzuj3ceM+/2810pQrJrmZ2iG3++Q8tYeodb3T4aXH7jv3gOFB520t2NbOD5BfqUnnfl+xqZgep81Td9pJdzewg+UWaXnYthBBdiXSJ1G0/7voSKSGEEEIIkdykzhNCiOQjZz4KIYQQQgghhBBCCCFiQjofU4BOq2Xe7PHotOptLsmuZnZQO79kl+wqUj2/UJfK+75kVzM7qJ1fskt2FameX8hl1ykhw2rizaduS3QzEkKy35boZiSMyvkl+22JbkZCqJwdJL9Ql8r7vmS/LdHNSBiV80v22xLdjIRQOTtIfiFnPqYEl9vDg48twqXg4KySXc3soHZ+yS7ZQyINmj//oSUJbGlsqLzthdpU3vclu5rZQe38kl2yh0idJ1QSl87Hhn372P7yS6z/+99wNTYCULluLQ3798Xj6VOey+3ll39ZjEvBaeklu5rZQe38kl2yh4QGzT/6p7LRlcCWxobK2z7VSZ3XNyrv+5Jdzeygdn7JLtlDpM4TKon5ZdfVmzez49WXKZg8GfvhcgLe4M7mdbmo+vRTsq8aGusmiCg79VcfUNnk7LC8MNPMJz+bl4AWCSGEiKf5Dy3ptDAuzDLx7p1nJ6BFIlGkzks/UucJIYTapM4TsRDzzsfSTz5mxHnnUzRlKtUbN4aXZw0eTOknH8f66UUMVDY52ffaoo43XHh+/BsjAPlDQQgRX6Ej9Ud74PYnEtCa3pPPzr6TOi/9SJ2XfOSzSggRT1LniViIeedjS0012UOGdnxikxmvs+OOIDoy6HVcc/EcDHpdopsSd5K9ffZIH6Atbh8Vb73VcSUp/IeCbPv4Zk+WL2fZ7mpmh8Tkl06WvpM6r+9Ufu9LdqnzZNvHTzLUerLd1cwOUueJOHQ+Gmw2nLU1mHNz2y1vOLC/wzLROYvZyBMPXp3oZsTEsb4E0zn7sXSWPdIHaOGCBTFvT1en38eCbPv4Zk+WL2fZ7mpmB8mfqqTO67t03velzotM6jzZ9vGWDLWebHc1s4PkF3HofOw/fQZ73n6bUV+7EDQaXE2NNJYeYN+7Syg59bRYP31aaHG6+dGDL/CHuy/DYjYmujk91lUxU2n3dvklmOrZ+yLZssfr9PvQ/hIggNvtxWjUo0GTcmOM9GWslGTb9vEk2dXMDpI/VUmd13fpsO9H+s6r89LlGXvpkL23ki271Hk9I3Ve70h2NbOD5Bdx6HwcdPIpEAiw8Zl/4fd42PjPf6DV6Rg4ew4DTjgx1k+fFjxeH0+/soyH77gES6Ib0wtdFjPark+7TvXsXan3Bhh35+IOy0NnA6RD9mNl7Ey6jDHSlxzpsO17S7KrmR0kf6qSOq/v0mHfj/Sdd9uPu/7OS4fskUidJ3VeJOmw7XtLsquZHSS/iEPno0ajoeTU0xg4ew7O2lp8bjfWggJ0pticwi/UlWqzcvnRJPzSh1hTIaMQQqhM6jwRL1LnJR8VMgohhIiOmHc+hmj1eqyFhfF6urSWDIMFJ6N0OZIqeibV/hgRQoh0JHVe9Eid1zmp89QkdZ4QQqSHuHQ++j0emisq8DTbCQQC7W7rN3ZcPJqQ0kxGPXfdtBCTMbi5kmGw4Hg5OrtKVM7eE+n4x4jK2/7o7PEeAL+7YtE5oPJ2B8mfyqTO6xup89R836ucvSekzksvUuepud1B8os4dD7W7dzBjldfweNwdHr7nPt/EesmpDyT0cDdN6dfwdkdicqeDGcdRCN7i9vb47F4kpXT7WHqHW90WN7i8UZ8TKSCpqvHRBLPfULe80ey92XM2FiKReeAytsdJH+qkjqv71Te96XOkzovROo8NUidp+Z2B8kv4tD5uPutt8ifMJGS0+ZitNli/XRpqdnh4rJbnuCFP91AhlWtMZQSlT0ZzjqIRvZAGo3F40fTaXFyxw//HPExkQqarh4TcV1x3CeO3vbJ8EdST/SlvfJ5p2Z2kPypSuq8vlN535c6T+q8EKnzUr/Og2O3WT7v1MwOkl/EofPR02xnwEknSUHaBz6/nw8+34LP74/bc0Y6+hjvU+ATkT1ZqJxddUdv+2T4I6kn+tJelfd7lbOD5E9VUuf1XaL2/YhnjfX8pLFeU/l9r3J21aVtnQfHbLPK+73K2UHyizh0PvYbP4GGvXux5PWL9VOJKIp09DHRp8CrIHQJTQDInz+f4x9aiobgkUQhhBAimUidl7oinTV2249Tdyy9VCB1nhBCCBXFvPNxxIKFbHvxBRr378daVIRW177jasAJJ8a6CUKklKMvoakO/SdJj34KEQ2hM3ACBBh05hmc8uC7aND0atwmIUT8SJ0nRM9InSdUJHWeECLmnY9VGzdQv3sXWr2ehn1729+o0UhR2g1mo4HHH7gKs9GQ6KbEncrZ01lXA6SL1NnvI4350+L29Xhd0Ry3KVWlynaPFdXzpyqp8/pO5X1f5ezpTOq8rqXKfi91XnSlynaPFdXzizh0Pu5f+gGD557OoJNPQaPVxvrp0srRH/i/WbsE6N0HfqoyGvV8+5KT+7SOSONXerxeDPqOb4F4j2upoq4GSE+1sjRSgR3ow5HcaOz38RBpzJ/CBQsS0JrUlyrbPVZUz5+qpM7rPanzpM5LV1LndS1Vvu+kzouuVNnusaJ6fhGHzseAz0f+pElSkPaCfOCDvdnJKZf+ik9f/Bm2jN6VK13NnveLKI1rGWnQdilw01+kAnvwOfN7vc5o7Pci9ai+3VXPn6qkzus9qfOkzhPJT+o8ES2qb3fV84s4dD4WTplK9caNlJx6WqyfSiRYLI4M+gMBtu4uxx8I9KVpMRfpUoIHbpdB20XPpcp+r4J6b6DTz7WuzkyKdJlSYaaZT342L+LjVN/uqudPVVLnqSMWl9Kmyvte6jwRTamy36tA6rz4UT2/iMeZj34/Bz9fRt2uXWT079/hyPjwc86NdRNEnMTiyODRuvqwFz3T2y9OIVTij/C51tWZSZHOZpLJBEQ6kjpPHfG4lDZSbQJ9O5itIqnzhDg2qfOEiJ+Ydz46Kiqw9S8O/78dTayfXS0Bp6vTMW+AtJlJrKsPe+l+7Bn54hRCdEUuMxTdIXVefEV6X6Z9nUd0D2arQOo8IURXpM4T8RbzzsdJ134n1k8hWgWg00tCIHVnErOajSx68lasZmOimyJEVES6vAOOnI0g+72aerLdI02wUJhl4t07z45Ke+J9maHs96lJ6rz4SrcZY+V9L9LRsc46lf1eTVLnyX6vuph3PgrRF3q9jjPnTEh0M4SImkiXdwDhsxGSbb+PeKZNkp5oE2lcMq3bjVHfcZKBZDnC25PtHmmChWQdf6yro+uhIjrZ9nshROzJ+16ko2OddZps+32kq+ekzosuqfOSa78X8RfzzscDH33Y5e2D554e6yaIFNZob2Hkabez6+OHybJZEt0cIeIi2fb7SEdGb/txchZAXY0/+2ASFnKhMyQCgKPFhdViQkN6jWXbnaPrR+/33SlkReJJnSf6Itm+74SIh2Tb7yNdPSd1XnRInRckdZ6Ieedjzdat7X4P+H046+rQaLWY8/J6XJSWfvoJNVu20FJdhdZgILNkMEPPOgtrfkH4Pn6Ph73vLqFq4wb8Ph+5I0cyYuH5GG228H2c9fXsfnMRDfv2ojMaKZwylaHzzkSj63i0RCRWU3PnA4+L2Ih49DNNxpNKFbLfqyOdxrKNdJlQV58foeIzQIDsk2ZzyoPvokFDi8fLr/7wgw73T/QfEfHWsG8vB5cto7m8DHdTE+Muv4J+48aHbw8EAhz4cCmHV6/C53SSOXgwI887H0u//PB9PA4He95eTO327aDRkD9+PMPPWYDO1PezQaTOE30l33fxJXVecpD9Xh1S50mddyzJXutFS8w7H6feeFOHZV6nk52vvUq/ceN6vL6GffsonjUL28CBBPx+9r//PpufeZppP7gVnTE4fsCeJe9Qt2M7Yy+9DL3ZzO7Fi9n6/HMcd/13geDMjFv+82+MNhuTr/su7qYmdrz6MhqtlqFnntW3wEKkuEhHP1N1PKl0Fumyk9CRVJnlUsRbpMuEuvr8iOYYduk4u6vP7cHWvz9F06az7YXnOtx+aNlnlK34ktEXXow5N5f9H37ApmefYfrNt6A1GADY8fJLuO1NTLz6Gvx+Hztfe41di95gzCXf6HP7pM4TIrVInZdaIn2vub1+jHpth+Wp/H0nkp/UebGR7LVetCRkzEe92czg009ny3//Q+GUqT167MSrv9Xu99EXXcyKh3+FvewQ2UOH4XU6qVizmjFfv4Sc4SMAGHXhRaz586M0lpaSVVJC3a5dOKoqmXjNt4NHyYuLGXLGPPa99y6D556OVi9DYYrORersCcjRYhEFof0rAOTPn8/xDy1FA7S4fZ3eP9JlJ6ExhWSWS6GadJzdNW/0aPJGj+70tkAgwKHlX1Byymnhjr7RF32dFb/5NTXbtlIwaTKOqkrqdu3kuO/dQObAgQCMWLCAzf/5N0Pnn40pKyvqbZY6T6QqqfNELPW0zoPI32uFCxZQlmbfd0IcSzrWeZCatV5vJKz68jqdeJ19P908tA69xQqAvewQAZ8vXJACWAsKMGVn01R6gKySEppKD5BRVNTu8pzckSPZ/eYiHFWV2IoHdHgev9eL33uk8PC6gv9vsh/JYNDrsJiNtDjdeLxHvkRMRj0mo4Fmhwuf3x9ebjYaMBr12Jud+AOBI+01G9HrdRxZkjwCBKLWrmOtyefz4/P5+eSFO/D5/DTaW/q0vp60K9KauhpjpOdt6ll7k3F/gFC7Ir9iPV1XNLdjbx4VaammT63p7rO337+qW/8tXLCgh+uJzO90MeWO1wHQoAlvvxZv5wm73iY9376nPPQ+VXZXx0cm8A+7eL1PAwTHu8mwmNBqNeFLrrp6dXu6H4fu73J7cLmPvKa9+X7qzvP0VW/WEyBAo72l00xdvZZut7fDd25X9/f5/O22U0hmhhm/P0BzS/txirJsFrxeHw6nO7xMq9FgyzDjdntxuj3AkbrB63Si1R4pw7R6fY87xVx1dXjsdnJGHKl59GYzmQMH0VhaSsGkyTSWlqIzm8PFKBCskTQamg4exDR+fGer7jOp86Jf58XvO7I3390919M6L1qkzusZqfOi9Sw9r/N6kzBSnVdgM/bqG7en2nawtiN1Xqf3lzqv88dInXdEMtd6PRXzzseyL5e3+z0QCOBpaqJy/TryFndnuQABAABJREFURnXeu9tdAb+fPe+8TdbgwWQUFQHgttvR6HToLe0H7zXYbLjt9vB9DBm29re3/u5uskNxx+cq/fQTSj/+6MgCrQHz6GsYOff28KJrLp7DEw9ezY8efIGnX1kWXn7XTQu5++bzueyWJ/jg8y3h5Y8/cBXfvuRkTrn0V2zdXR5evujJWzlzzgQcLR0HYIXga9jp8k6Xhh4TneXNDhdObYSzsHrYrmaHC62187GXAsD2PYeZfv594WWZGWb6nRX5cimv1x/xtp5wujw0B6KXMaKIr33nNzQ7XOh0HS+vCK6qZ+3yeH0YOpkNrjcCfn+7D+HuNKCrjD5/58VJb/bVSCI9JlJ7HS0uMiyxHy8j4v7Vw+VdZgfuffjGDstv+9HjEdcVaZv0ZvuWeX0cevOtDreVRPjDLpIAAfz+6BSMHo8Pd6SiuBcZI3E4PUy4+22sZiMarSZ830hj0DU7XPgjfBZF4nQFC5/f/v0dfvmXI2fv9Ob7qSuOls7f8/F4nzY7XBTNvLXTTPnzO9+P/A4n0+5chEGvw+F0428twF2Gzt/XzQ4X2/ccZlBxLkUzb213W8XKRzlYXtfh+6ly1Z/46MttnH/9o+Hl40YUs2bx/fz3jeXceM+/261nzWN/Aq8j/HvJaXMZcvoZnYeOIFTXtO1kC/3usTcB4GlqwnhUzaPR6TBYLOH79IXUefGr8+L1Hdmbzz2DofP6pKvOnp7WedHqnJM6r2ekzus5tztSxp7Vc44WVxevS+R9orM676c/eASntvM//SO+t3r43MGHdN6BL3Ve5+uSOq/zx0idd0Qy1HrREvPOx0NffN7ud41GgyEjg8IpUxl0yql9WvfutxbjqKxg8neu79N6uqPklFMZeNLs8O/uFi9b3qlh10cPk2kLjq8W+pL/w92X8fAdl4TvazIGX+YX/nRDp0ccPn3xZx2OiANYI3wJajSdH5vr6ohdhIf0eHmG1YROqw8fqetLuzKsJlzazm91ur1c/K81DPnaeTS3uMmwGEGj6fKyBH0n4570htlkgChmjCjia9/5DV2tSxNhZZHaFa2CFECj1UZuWy8ymv2dt603+2okkR4Tqb2R3ovRFnH/6uHyUPZO9+GIT9754q62SW+2bw9f+og0aNBG+PyI/JjOGQw6DIboZYQIr71WS9U773RYHumMh+Br37MzBcym4PfK/333HG655szw8t58P/1pdcdO4hCrxdjp8ni8TzOsJipWPtpppuMfWhrhtdfwi9/f3GH5bT/uvNM9w2pizPD+aLUaKlY+2u62zAwzY4b377AcYO4JY9st17aG+OYFJ3LxOTOA4BHxkXNvZ9rNt2C0tj8inoqkzotfnRev78jefO7p/JHqs+jVedE6M03qvJ6ROq/njMbOP897Ws+F2hWtfTXi33ARHtPT7dsVqfM6X5fUeZ0/Ruq89BTzV2Dmj34Sk/XuXvwmtdu3Mfk712HKzg4vN9psBHw+vC0t7Y6Ke+z2cG+x0WbDfuhgu/V5mlt7lDPb9xiHHH2arL/1gyLTZibL1v7ou8VspP2SoEhvPltG5/NcxeMyz57SRCx/ereuSHpz+Wm0WhavjD3dwsm4P0CoXdHpUtIQ3e3Ym0d1f2ny6l17I2eP/Fqmyz6cnO/T3rwfGrxEnITok5/N6/H3U+S2Je59qkHT7nu3baZo/TmkgfAZSEd/xwPodJpOl+v1uk6XG436Dn+M6s1m9Oa+lWGhusZtt2PMzAwvd9vtZBQHT+8zZGbibq1xQgI+H56WFgy2TPpK6rwjYl3nxe87sjff3T0TrWFGekPqvJ6ROi9az5K49QTX1btv3HSQrO9TqfMiP0bqvDbrToJaL1pSrvs1EAiw563F1GzdwqRrv4M5N6/d7bYBA9HodNTv2UP+hAkAOKqrcDU0kFkyGIDMksGUfvpJcAO2bsz63bvRmUxYCwrjG0gIIYSIEj9dT0LUmUgzB8oEC8nPlJuLwWajfs9ubK0FqNfppOnQQYqPPx6ArJISfE4n9rJD2AYExwKq37sHAgEyBw1KWNsjkTpPCCGE6JzUeepJp1ovJp2Pe955u9v3HX7OuT1a9+7Fb1K1cQPjL/8mOqMJd1PwGnad2YzOYEBvNlM0bTp7l7yN3mJBbzax+63FZJaUkFVSAgQHHbcWFLLjlZcZOn8+niY7+5d+QPHxs+R0WCGEEEqJNHNgpAkWRHz5XC5aamvDvzvr6rCXl6O3WDDn5DDwxJMo/eRjLP36Yc7NZf/SpRgzM+k3NjgjorWgkNyRo9j5xuuMPO8CAj4fu99aTMHESb2e/VDqPCGEECI1SJ2X/JKx1ouFmFRgzeXlx74T9Oq85cMrvwJg47/+0W75qAsvomjqNACGn30OezUatr34PH6vl9yRoxix8LwjT6vVMv7KK9n95ptsePLvaA0GiqZM7dUAoEIIIYQQsdJUdohN//pn+Pe9S4LjSRVOmcroiy5m4JyT8bnd7Fr0Bl6nk6zBg5l41bfQGo7MZDn665ew563FbHr6n6DR0G/8BEac2/vLW6XOE0IIIYSIjmSs9WIhJp2Pk679TixWC8CcBx485n20BgMjFp7XrhA9mjknlwlXXR3NpgkhhBBCRFXOsOFd1j4ajYYhZ8xjyBnzIt7HYLUy5pJvRK1NUucJIYQQQkRHMtZ6sRCXa0+8LS0cXrOalqoqAKyFhRRNm47e3PkA3EIIIYQQIjVInSeEEEIIIboS887HpkOH2Pzs02gNBjIHBge7PPTF55R++gkTr74G24ABsW6CEEIIobz5Dy2hstHVYXmLjDcu+kDqPCGEECLxpM4TyS7mnY9733mbvLFjGXX+19DodEBw2u+db7zOnnfeYvJ3ro91E4QQQgjlVTa6uOfhGzosv+3HTySgNSJdSJ0nhBBCJJ7UeSLZaWP9BPayQwyac0q4IAXQ6HQMmnMy9rKyWD+9EEIIIYSIEanzhBBCCCHEscS881FnMuFqqO+w3NXQgM5ojPXTCyGEEEKIGJE6TwghhBBCHEvMOx/zJ05i5+uvUbVxI66GelwN9VRt3MDON16jYNLkWD+9EEIIIYSIEanzhBBCCCHEscR8zMdh888GjYYdr75MwO8HgpfjFM88nqFnnhXrpxdCCCGEEDEidZ4QQgghhDiWmHU+NldUkFFUhFavZ8S5Cxg670ycdbUAmHPz5FIcIYQQQogUJXWeEEIIIYTorph1Pq59/DFsAwbSf/p08idNRm8ykVHUP1ZPJ4QQQggh4kTqPCGEEEII0V0x63yc9O3vULF2DXvfXcKeJe+QP348RdNmkD10aKyeUgghhBBCxIHUeUIIIYQQorti1vmYPXQo2UOH4luwkOpNG6lYu5aN//oH5rw8+k+bTuGUqRgzM2P19EIIIYQQIkakzhNCCCGEEN0V8wlndEYjRdOmUzRtOi01NVSsXUP5VyvY/+FSckeOYvw3r4x1E4QQQgghRAxInSeEEEIIIY5FG88ns/TrR8kpp1Jy6mnojEZqd2yP59MLIYQQQogYkTpPCCGEEEJ0JuZnPoY07NtLxZo11GzZDBoN+RMnUjRtRryeXgghhBBpwOn2MPWONzosL8wyJaA1IkTqPCGEEEL0ldR56SumnY+uxkYq166hYt1anLW1ZJWUMPzcBeRPnITOaIzlUwshhBAiDfnRcM/DN3RY/sDtT4BWl4AWqUvqPCGEEEJEk9R56StmnY+bn32G+j270VutFE6ZStG0aVjzC2L1dEIIIYQQIk6kzhNCCCGEEN0Vs85HjU7H2EsvJ2/MGDTauA4tKYQQQgghYkjqPCGEEEII0V0x63yU2Q2FEEIIIdKT1HlCCCGEEKK75FC1EEIIIYQQQgghhBAiJqTzUQghhBBCCCGEEEIIERPS+SiEEEIIIYQQQgghhIgJ6XwUQgghhBBCCCGEEELEhHQ+CiGEEEIIIYQQQgghYkI6H4UQQgghhBBCCCGEEDEhnY9CCCGEEEIIIYQQQoiYkM5HIYQQQgghhBBCCCFETOgT3YBU5ff7AWiyO2P3HB5PD5d7cWg736SRbuvpcp/Hg1/rj0q7ereuyMt9fl9SZgQiPH/PM0YS3XX1/PWC6GWM5naM3K5I64rma9+z5+jN80d3+/ZmmyR2v1Phfdrz90M0t2M031vxWVfkfaLnr1ejvaXT2/oqVDeE6giRnJKzzovXd2Q025W47wnVvz8irytZ95X0qPOi/fdNfNqVyLpY7fep1HlS56lEM+eBBwOJbkQqslc72fZeRaKbIYQQQogUNPasImz55kQ3Q0QgdZ4QQgghekvqvI7kzMdeMufoGXtWEXqzFq02dleve51O1vz5UQh4mXbrj9Gb1NmBVc4O4GpsZP1f/8xx3/8BpqysRDcnrmTbK7ztXU7WPPp70OiZ9oNb0ZvV2fYqZwd18vv9frxOP+YcKcGSmdR5sadydlD8u162vbrbXpHv+s6onB3UyS91XmTyivSSXq/Hlh/7l0+r1YMveEqw0aJHb1Znk6mcHcDv0YHfg8Giw2hVK7tse8W3vd8DeDBa1dr2KmcHxfLbEt0AcSxS58WeytlBvutl2yu87VX5rj+KytlBsfxS53VKJpwRQgghhBBCCCGEEELEhHQ+CiGEEEIIIYQQQgghYiKNz3VND1q9nkGnnBr+v0pUzg6gN5nIGjIUvcmU6KbEnWx72fah/6tE5ewg+YWaVN7vVc4O8l0v2162vWrbXuXsIPmFzHYthBBCCCGEEEIIIYSIEbnsWgghhBBCCCGEEEIIERPS+SiEEEIIIYQQQgghhIgJ6XwUQgghhBBCCCGEEELEhHQ+CqGIQCBAICBDvAohhBBCpBup84QQQiQz6XwUIs15nU5aamvxOhxoNJpENyfuHDXV7HnnbTb/+9lEN0UkiN/vT3QThBBCiJiQOk/qPNVJnSdEapA5zhXhaW6mYu0aqrdsxmjLZPg552LOzU10s+LC43DQsG8v+ANkDRmCMTMz0U2KuabSUg5+sYz6nTvxeTxodTos+fkMOvlU8sePR6PTJbqJMeP3ejnw8UdUbdyAq74eWs8C0BoMeJ1O9GZzYhsYB3U7d1Kxbi0ZhYWUnHoafr8frVaNY03VWzZR/uUKGg8cQKPXcdLd9yS6SQlx8IvPady7l6zBgxl08imJbk5cNR44QNOhQ1hyc8kePhyd0ZjoJgkRc1LnSZ0ndZ7UeSqQOi9I6jyp81KRdD6mMZ/bzd53l1C5fh1+txsAndlMRmFRWn4xhy41CR31tR8uZ9frr2EvLwdAq9NhzMpi2PxzyBszBk2afkm7m5o48NGHNFdUYC0sot/4CdTv3kXTwVL2vf8ehowMsocNA0jLI+Qb/vEk9vJyTFlZFJ9wAiPOWcDyhx7EkpeXlvt9W80VFWx97r846+sgEKA5P5+Bs+eg1af3R73f76f0448o/fgjAHQmEzkjRlB8wgkAaV2QH/0Hx/4Pl3Lw008IBALozWbqdu7g8JrVzLj1hwlsZWy0/cx3VFWyf+kH1G7fTsDvR6PVotFqMef1Y/zlV2DOy0twa4WIPqnzpM6TOk/qPKnzpM6TOk/qvFSR3p9UgsOrV0EgQP7ESYw8/4K0/VL2uVxA8MsIwO/zceDDD/E0N5M/fgKDTz+Dg8s+o3b7dva+twSAvLFjgdQszNx2O5Xr1lK9ZQtGm41h8+djzg1+6GqNRgbMnkPA5yNz4MBwEbrtfy8Q8PlwNzakZOa2mg4epPTTT7AfOoQ5L4+Bc+aQO2IkWr2e8Vdc2e6sB2d9PQG/H7/XC3T8Ek9FXpeT+t27yB8/sd1yjVaLRq+n5JRTqdqwHq/TSVPZIbIHD0mL3BC8vKxqw3qs/fuTPXgIECw6Q9t33DevpN+YsYlsYlw4aqrxOV1kDhzYbtnBzz4ja/AQxl1+BVqDgR2vvkL15k3UbN+WNq+Lt6UlfHaL3mIh4PdTtWEDLTU1ZA0ZwoATZ2PMsLLtxRdx1ddz4OMPGX7OAvQWS6KbLkTUSZ0ndZ7UeVLnSZ2XfqTOkzovHUnnYwrzuVzUbNtG2Zdf4KisRGcyM/6bV2IrLgZAZzSSN3oMzeXl6EwmHJWVNB0sxZSTQ87wESldoHqdTio3rKf8y+U46+vRaDRkFBVRPOsE+o0bT9Ohg9jLDgUL8gkTsRYUMPTMs3BUVeGsqebwqpXhojTV1G7fxt733sVZW0vA50Oj1ZIzfDjFx88CQG8ykTtiRLvHNJUeQGcyYcnNI3/CxM5WmxK8Lie7Fi2iZstmNDodGYWFNB8uZ9sLzzNozskMOWNe+IvH7/Wi1etxNzUS8Pkw5/UDUvvo6MFln1G24kvcDQ2g1TLhShO5I0eFC05zbi4Tvnkl5rw83E1NVG3cQOPevcHize+HFM3udTk5+OknlK9cic/pRKPTodFoyB0zhhELz8eYkUH2kKGULf+Css8/p6W6iqoNG8gcOJD+M2dhKy5Om6J8x6svU7lhA/j9aI1GCo87jsFnnInRaqVp/34Cfh+5Y0aH3weGjAy0Oh0BX2qPh9R8+DAHP/uUmu3bgu9tnQ5rQSElp5xK7ujRZBQPQG/NIHfECMz9gu/1wqlTqVy3lpaamvAfLUKkEqnzpM6TOk/qPKnzpM6TOk/qvHQhnY8prGbbVg589CEehwOAgN9Hw7694aIUIG/0aGq3baVi9Soq164BjQaNRoPBZmP0RReTPXRYoprfaz6Xi9JPP6Fy/To0QP6EibibGmk6eJA977yNz+3GkpcXzho6Sk4gQEt1FT6nk8YDB/C2tGCwWhOapScCrYMp6y1WbAMGYisuxtXYhLOulsYD+8NFadv773rzDSrXrg0/1u/2ULVpE/kTJ6IzGOKeoa+ctXU4a2vJHTWasZdcgtZgpH7Pbna8+goVa9Yw5Ix54UtPQv+asnMI+HxkDR2awJb3Taigqtu5E4CM4gG01FRTt3MnuSNHhQtOrV4fvuwgd8wYqjasp+nQQYCUviSnfucuKjdswJyby9CzzsaUlcW2F1+gbvt2SjM/ZsS5CzDn5WHKyqZh316ayg6hN5upWLuWw6tXM/6KK8kbMybRMfqsetMmqjdtInvIUIbMm8fO117l8KpV+Nxuxlx8CYbMTLQGA6WffILRlkX9nl1Ub9pE1pAh5I8fn+jm95qzvo79H36AvawMa0EB+RMmUbttK80Vh9nz7hJGGgzt8oU+73wuV7AYDYDBZiMQCKT82UBCLVLnSZ0ndZ7UeVLnSZ0ndZ7UeekidT+lFBYa/yCjf3+Kpk0HjYbG/ftpPlxO4/59DDxpdvi+OSNGkjtmDD6Xi+KZs9BbLexfupSWykp2vbmI8Vd8E0u//ERF6RVv66U3ucNHkD9xInljxuJ1Otn91ps07ttP/a5dFH79Esw5uTSXl7FnyTsM8bip3rQJg9WKz+nE53bRfLicnOEjjvFs8RMIBMIfphqttsOHZ2jsosySEjJLStBoNBz46EPKq6pwVFYR8PnQthaaofXkjRmLOTcPc24ejfv3UblxA3vffQdvSwsDWsdJSZYxkfx+/5HiKkKbrAUFjL7oYqwFBeFlOcNHoNHp0Op0eN1u9EcNOlyzdQtoNBDwh58nGY+Mel1O9CZzpxlC7R0052T0GVY8TXa2v/oyjQf2h+7QYX3548azy2Cgpboab0tLUl+KECl7aFtpDQbyJ0yk//QZ4W0/7vIrWPfXx3HW1QJgzs2l4Ljj8DgclJxyKjqjEVdDA+v//ld2vfkGE/OvxZoCn3Wd7Z+hszsOLvuMQCCYXW82c9z3b2TjP56ketMmhp19LnmjRjP20ss4tGwZO155CY1Oh8GaQcO+fXz1298w5cabMGZkJCjZsR09nluIt8WJpV8+lvwCiqZMxVpYSP748ex47VXcjY00HthPzogRwaKzdQwgV0MD1Zs2EvD7GThnjhSjIqVInSd1ntR5UudJnSd1ntR5UuelG+l8TDKdFSZHv1FD/2YU9SejqD8Apf6PsR86REtNDT6XK3ypjSk7m5ELzweNBkNGRvBo+HkZbHvhebwtLdRs3cagOXPiHbNT3ckOYMrKYthZ89s9Vm82425sAgKY8/LQaLUMP+cc9r73Lo379rHthedBo8E2cCBGrxe/14e9rDx8RkCiCrNQZo1GE8zcjdkJQ69LIBDA0q8faDX4XE6aDh0kq3VslFCefmPH0W/sOAAKJk3C7/NRs3UrVRs3hIvSRAoVolq9PvhFfIztoNXrw0VJ28e6GxrIHT0GvdEY/lIPfZG3VFWBRhOe9TPZClKvy8mGJ5/Ebbdzwh0/61CQtpU7ahQQLFIMZguuhoZwQddWKLspJwdXfT0NB/bTb8zYpCvIj5U91Na8MWM6HNHWaLX4XC6yhw4P3levZ+CJJ7W7HCujqIjc0aOp27GDuh07sJ6Y/EVpZ9tHq9fj93rx+3xo9Tr0ZjN+rxe90cjQM89i87PPULluDYNmn0zOiJFs/9+LZA8bzrjLLkdvsVCxbi07X32Fve+8zZivX5KAVN0TqXC0FRe3O9MLguO+Oetqg9u5f3Hw8xPCn42HV69Co9eTkZ+fVJ0PQkidJ3XesUidJ3We1HlS50mdJ3VeOpLOxySj0WjaFSbOujqA8Bfq0UJFnCW/AI1Oi9/tpqm0lJzWsWA0Wi2m7OzgfVsLPFN2NoZMG/76etyNDTHL0lM9zt764aPRaPA0N9NSW0PA68U2cGBwbKD+xYy79HLcdjt6sxljZiZel4v1f/srBFzoLea4F6Od/YERyuxuaqJi7RqaDpZiLerPgFknYLTZulyfpaAAY4YNb4uDhr17ySoZHPG+7qYm7OVlEPBjyspKSCF+dFHUthC1l5dz8LNP8TmdDJ1/NhlFRcdcn1avZ/vLLwEaSk459cg6OeryE7+fvNHJMfZTaEySUPv0JjOZJSVUrF7F/g+XUrV+PYYMK8d99/sRH6/V67H060fDgf3Ubt9O4eTjOi04s4eN4PDKFTTu20e/MWMTXpD2Jbvff2QsG61Wy+63FqM1GMgdOTK8vN1R/9YzICx5/ajxejFlZsUiUq+FtuPRyw598QUanY5Bs2e3f0Dr5VZAeBBuv9cbvBxLo6Fu+w4GzT6ZitWrCPj9FB53HHqLBb/fT9GUqex95+3wpVmdPXc8te18aLusfvcumisqsA0YSM7w4V0+zl52iEDrH6WhgjX0+eqsqaFizWr8Xi/Fs05I6XHvRPqROk/qPKnzpM6TOk/qPKnzpM5TkXQ+JsjRR0JDQoWJ/dAhAgE/9Xv2oNXrmXTNtVhbv6TbHTVo/b8lvx9GWyaeZjsN+/aGi9K2Qo9rKj1A04EDoNGQPazjGz/WopVdo9FAIACBAGXLv4BA8Gh4vzFjw+vVWyzhL6pAIED5Vytw1tWi0enoNy4+Y2ME/P5g3tbTxNtyNTZStmI5ztpaWqprcNYFBxev27WL6o0bGH7OueSOGh3M2+axodfBlJ2DJT+fxv37aCotbVfUexwOXA0NaHQ6/B43FatX4bHbMWZlUzJ3bhySB7UtRI4uiprKDrH//fcx5eRQs3ULPrcbAgHW/+2vDDhpNkPnzYv4BarVanFUVVG9eRN548aSOWhQp/dtqa5Gq9fjcTgwZSW+MGnbPmddHWi1VK5bC0DpJx9jys6mYPKUYx69zhw8mIYD+6nbuYPCyce1H2i89d/C447j8KqvqN+zm12LXqfp0CGm3nBT7MIdQ1+yt/3dUVVFw9495I4eQ0ZRUef3Nxhx1FRTsXYNWp2OnDbFazyFLzOjfX6tXt9pu/d/8F7wMsuj1qHVav+fvfuOj6rO9z/+OudMTTLpBQIkEHrvIkWUKKg0e+9lXdd1i+vd8vNuv6679+667q7bi2XXXXtDAQVBQUSlSe8EQoD0nkyfc35/TDIkIYEAKZOcz5NHHknOtO97Zph85zPfgi0uDndJMeV795AxYSJ6KPx8t7lcuEtLAfBVhd/MV+XlkTFpMqqqUrjhc4JeL3ENOyZ2VYc0MsqpyTQZCL+WNS0qNNrz0ksYeoghi69q9fqaXq5gzUcoqkr6uPHYk5KaXdfRNR+F/74NHEjqqNH4a2txl5ZijY2JjCITorNJP0/6eSD9POnnST9P+nnSz2sk/Twhxccu0vITgJaf/gLUHD3K3ldfIVBXi2azoagaut+P7vdTX1xETHo6DReOXCbSOYlPwJmWhq9hQe6mHZi6okLqjp/AMHS8ZWWU7dmNzeUidcxYkoYN68zYQOdlb7xOd2kphRs3gGGQdUkuisUSeYEKejzU5Ofjr6ulvriYsl27sMXFkZV7aacsQu6rrsZfV4fN5Yp0gJq+GNedOI6vuobYjAwcycl4y8sp27kTX1UVqqaRlXspySNGcPj996g+fJi85cuZPGRom9N0rDExxGVmUnU4D09lBQG3G0vDwuu1BQUcW7+OumPH0AMBUBRi0tIZOHcecX36tnp956v22DFQFVyZ/SLHmv4BLNm2FXt8fOTNUE1+PtX5RzAOBUkaOozRd9xJxb59HFr2LsfXrSXr4tmo1ranpxxc8jaKpjF4waJTbquxg1p7/Biaw9Ela4F4q6oo/mILmtVK/1kXnXJ60OPhyAcrKN2+nZDfT2yfvgy79joyL5zO8fWfkDRkKKPvuPP0N9LwXEoaMpQTn31K3YnC8OGmHR5V5cgHH1Cxd3f4/1BhIfVFRdgTEvBWV+NoGCXTkboke4O8ZUvBMBi8sOFxb/J6t+el/0R2fXWXloJhMOyGG7vtU9G2ppnte+1VynfvYuy994ffUOk6Qa8XFAVbw2tH5E1WwxuO+Oxsqg7nUbZzJxkTJqJqJxfbry88AUD6hEnhKXfbt+GrqiLgrsdbWYktPp5h19/YdcFp/bUeoHDjBgrWrEFz2Blzx13Y4uMJBQJYHPbwVLOY2NY/NW/4xLt48ybcZWVoVit9L5ze7P925YH9lO/ehaHr+GvrWP/4T9H9fgD6XDCNwfMXRM36Z6J3kX6e9PNA+nnSz5N+nvTzwqSfJ/08cSopPnaRlv8JQj4f+157FU95OWljx9L/otkUbtyAHvAT26cP4+5/gJojh9n32quE/H4qDx4kbey4Nq/f4nQS1zeTqoMH8ddU46upQbVaURQFf3U1hZ9/Sn1JCRgGtrg4MqZMJXPahajtWHvmfJ1v9qpDp89++P330KxWEnJyImulGLqOYRjooRAl27eFX6QMA5vLReaMmaSOGdsh2fRgkPI9ezi2bi3u0lIMXcficJAxaTL9ZszEFhdHwO3m8HvLKN2+PfzJeMPiwI3Z4/r0xV9Tg2a3029meMHcwQsWsenXv8JbWUHV4bzwkPs2OFNSUVWNoNvN9r//FcViIW3MWDImTSZj/AQSB+bgyhpA4qCcDn8xDvq8FKxZQ/GWLQQ9bhRVJT4rm5z5CyLTadzlZez59wt4yspAUdBsNpwpKUx48KFwx2r9enw11Yy87XYgvO6L5nSy4+9/5fin6xkw+5JWb7v66FHqjh9jwMWXYIuL49i6jynZvo2kIUMZNO/y8KeIwKg77sSV2a9TPwUsWPMRx9Z9TMjnQ9EsgEH+qlVk5+bS/6LZkfPlLV9K6Y6duDIzSRo+AgwdPRhk0OVXUL53D9X5R4DTT5do7IC5+vfH5nLhr62j+sgR6ouKSBw8OLJWUvHmjYT8ftInTiLzwumnrKXSE7MDVOUdourQQXIWLIwsql19NB97QiKOhASMkE7Zrl2oFgspI0Yy4OJLmi1c31kKN3xO3rKlzPzxT5sdry8uJn/VB9QeK8CZnMKAiy8haehQ+lwwjbJdOznw9puMufNubC4X5Xt2o1qtGKHwKJLGzmzj/ZEychTFX3xB1aGDkeO+mhrqi4uwJyWj6zoxaWmMvusejqx4n5ojh8NrJM2YSf+LLzntOlPnoyY/n72vvIxqtTDlm9+KHPfX1VG0aSNlO3egh0Ik5gym3/QZJA0dxvH1nxCoqeXomo/IufwK3MXFWBxOdD2EoYdOKUBAuJPrr63l6IerMXSdAXNyscfHN+vAlmzfFn4TDtQVniC2Tx8yL7iQlFGj0DopvxAg/bympJ8n/Tzp50k/T/p50s+Tfp5oSYqPHcQwDPKWLaV0x3YsTifDr7+BuMZPBQ2Dsl07qT58mLjMTPpMmRpZ1yFQX0fFvn1kTJ6Cu6QYzWolddSY8PDxwUNIGzeekm1bqS8qjKx70BZLjBM9GMBb6Wbjk79EUVX6Tr2ArNxLGXr1NajWcGegozsmnZ29rrDt7JUH9uMpK0Wz20kYOIg9L79E1cEDKJpGdu6l9JkylYGXX8HAeZd36Po3jZ/MlGzfxtHVqzFCQVJGjCAusx+GruNMSYl0+Eu2baX6yBGcaWkMXriIkM/P/tdfpWjLZmIzM4nr14/KgwcwDIOQ14tqtWKLi8OemEjI66W+sLDVTqm/tpbjn6yjaMtmQl4vACG/H2dqKrF9+oTffDQZ1m/o4U5Aa9OCzlbj9IC8ZUsp27GDmPQMUi+aBXp4+H3TF/8jK97HV1PD0KuvIWX0aIo2buTIyhUcfPcdhixchDMtFV91Ff7qahxJSQT9fhKyskBVqTmSD7Nbb8OB119DDwYpWPMR+as+AMJvzmwuV/jnhjYkNCzO3lnK9+6h4OO1OJKSGHr1tThTUijdsZ38VR9wZOUKvFWVDFl0FWW7d1KyfTtxfTMZ96UHTrmexJzBFG3c0OrC4i353W48xUUE6usJuuvZ8czfAegz9QKGLFoMwLTv/r+OD9tCV2fXg0H2v/kGlphY3MVFbPz1r/BVVQEwcN7l9J91EcOuva7Td3ws3LgR1aKRNnZc5HVJtVgwdJ3CDZ/T94JpQHi62a5/Po/u9xOTnkFd4Qn2vPhv+l10Mdlz5tBn6gUUb9rIgbfeZPQdd6Jq4ZFAjVPwWk7VcaakkHPFlez61/N8/r+/oM+UKdTk52OEQgy45JLIAvyOhARG3NA5n37XHD2Ku7SEmIwMXJn9Ihso+Gtrwqfn5xOfnY2vpob9r79G3fHjqBYtPPXqiy+oPHiAwQsWkZ17GUdWvk/Fvr04k5NJGDgIf10tEN7ht7URLIZhcOLzz8KL7Cck4i0vZ9Nvn8JbUYFqsTDmrnvoN2Mm6RMmEpvR54xrqQlxNqSfJ/086edJP0/6edLPk36e9PPEuZPiYwfx19biq65GDwTwBwIUrPmIYdfdgMVuJxQIULF3D+V791J58AB9pkxFs1pJHj6cst27qC8qxB4fT6C+PrwWikJ4tytNw5maCoZBoN5NXWEhroa1HJp2KuqLi9n/5uvUnwgPx1YtFmIz+pA2bhwZEydhcTgincTGjgmNu+51wBSFzsoek5Z22ux6KMSxT9bhragA4ODbb0WmnPSZMoX08RNQVDUy9aAjsyuKgruslPwPVqIHg/SbOYsBsy8+5Tr1UIgTn32KoRsMv+4GVKuVihP7CHo8AJRu20bGpEnhTpyiUJ1/hORh4d3eHElJeMrL8dXUtDo0XQ8GcJeWYk9IIGnKFPpOvQBHUvIpbY0sft4BndFGqqpScWA/JVu3kpiTw6g77mp13Zqg30/lvn0Mv/5GUseMofLQIXw1NWAYlO/aRdacXFz9+lOdl0fR5k0MvGxu5Ho0mw1fwx+6lp+SusvDn65bYmKIz8qiz9QLSB7a+VPLmmrsmB9evgwjGGT0HXeFp3g1vBmMSUtn97//RfGWLQxZdBWBeg/oOsOuva759TRkSxo2jKKNGyjZupXMaRee9pPh/JUrKN68CUVVcfXvT9q4cWReOKMrYofb3E3Zy/bsxl8d3jyhaMsWHElJZF82jwGzT75z6ewO6a5//4vKffuA8ILg/aaH7/e4fv1RLVaKNm+KdEqPfvABQbeb8Q9+BVdmP6ryDnHgrTc5/vEasufMYcDFl+AtL6fywH7cpaUoDZmtDW+sWtKDQZKGDmXgFVdStHEDBWvXoGoafaZeQGrD2madOfLj2CfrOPL+e0D4/+eo2+4gYdAg7ImJxGRk4K+ro2z3LuKzsyndtpXa48dQNY0JDz2MHgxwePlyavKPkP/BSsbd/yU8FeUcW7uGgo/XEpeZiR4IYABaG29M/DXVFH7+GSGfD29lJbXHCrDExJAxYSJ9p11IbJ/wOj8y3UZ0BunnST9P+nnSz5N+nvTzpJ8n/Txx7qT42EGCHjfeygocSUnhT2tKSji6ehU5V85Hs9lIGj6C8r17Cfl8kR2sYjL6RP7zVB48SExaGvVFRdQcPRpeQDYmBs1mC68PgULtsYJIxwxOdjZscXHhXdBGjiJ1zBicKalttrMjOyadnV21WtvMDuFpPfHZ2Wh2B3F9+5I2bhzO5JQuy26xOwjU1QGQOHAQiqKcsuh4oK4WPRAg6PGw9S9/inQubS4XScOG0/eCaaiahsXpxF9bS9GmjSQOyqG+qIj64mIwDOL69m213Y6k5FPWTjFCociUn6ZrL3UGW5wLDIOUkaMiHcmWu9y5i4swDIMDb7/J3tdeAV1HtVqJz8qmz7Rp2GJjw7tWqirFWzaHd350uSjc8Dkhny/yZqrlH9qYlFSmfPORU9qkB/ygqJ36h7mRqqpUHz2Kt6qK2IyMUxY5Txg4kMQhQyjftYvyfXtRreE2ecrLiElLi3S8GtvqyuyHarVy4rNPw1PlLBa8VVU4EhMjncDG7wMumUNWw1SE7tDV2RtvM65PX3Lmzyd1zLhu+7QzLjP8JkoPBDi6ehVBt5vsSy/DGhuLMzUFd0kJEH6z7i4rxZ6YGFkbKzFnMH2mTCH/gw+oKywkrm9fRt9xJ5/85Efsf/01LDFOLDExeMrKiGnldbzx/uo/YyZ9Jk3u8vWNYtLScaSk4q0oJxQIcPDddxg0bx4Jg3KIzx5I2fZtVB7YTyj3UuoKT2BteNPY+PzoO20aFfv3ESwqJOTzkXXxJZRu30agro6jH67GlpCANTaOQH1ds7XaGv/W6cEQ/WZdRMjrJWXESOKzO3e0ixBNST9P+nnSz5N+XlPSz5N+nvTzpJ8nzo4UHzuIxRkT3nFOVRm86KqGT4M2kzxsOImDB4enZ1itYBhUHTpI6ugx2OPjcaak4q+rpXzPblLHjMVdXELtsQJKtm2lz5SpVB/OCy/kahjUHDlC5oXTI7fZ2NmwxsbSb8bMyPHWOia9LTuEF+HOnnNps2Ndmd3mchHbNxN3aQm7XvgXmj38qbbF4cCekEjKyPCLpiMxkXqfH5srjoHzrsDVv3+zP+Ihvx9X//6UbNtG5YEDfPHH3xPweDBCIeKzs0kbN77NNkR2GYPIsPi2Fi3vaHF9+6JarOQtX86xjz9GDwXRbDasMbHEZGQw6PIrMAwDzR5eXDjnyvm4Bgxotkg5gKv/AOyJiXjKyvjij7/HnpBAfVERFqeTnPnzT9sGPRgEQwctvMPi6RYt7wzOpKTI7putfYrrGpBF+a5dVO7fT9Ylc1BUjWMfryVlxMjIeRtHlLj69ydl1ChKt28PL54cCJAwcBBj77k30ulv/N4ZC4mfra7ODhCTltYl6/qcTuKggRRv2oASG4s1NpaCNR+ROHQoCVnZJA4eQn1RUWQzgpDPhzXOFelgQ/j5jqJQvGUzcQsWAtD3gmmU7thO3YnjWGPjcPXrf8Z2dMfC6jFpqTiSEtEDATS7DV9VJfvfeJ0JX3mIxJwcihp2W0RRCHq8Da/FlkgxwpGcjDUmBj0UovrIYdLGjiN7zqUcW/dxeBMDwJmcgj0hsdntNv6tc6akkHXxJV2cWogw6edJP0/6edLPk37eSdLPk36e9PPE2ZIxqx2ktqAgvBNhSgpWpzP8yV58PAVr11B95Ai2uDhi0tJQLBYq9u0FQLPbsScnYQSD1Bw5QuroMaRPnEjQ4+Hw+++x4f9+QfnuPTiTkrHGxuKvrQ0v9tvGGgl6w+LbiqaFFyHvoiHJ3Z5d19FDoW7JPvKWW+gzZSrWuFgUVcVit+OvraXywH7ylr5L0aZNxGRkoGjhDmPqqFHY4+MJ+Xwc+2Qdee8tp764mNi+mVhjY7HFuXCkpuHq15/sSy9jxI03n/bTXUVRUDUNVdO6ZJe/lkbffXd4B7dgEGtMDIpmob6oiOLNm9jx7DMkZGWHP7k0DDKnXRjpkPpra9nz8ksUbtqELS4OZ1oaiqaRPHwEKCopo8cw4cGHzrgmjmqxoFptrU4F6hINIx/cpWUEG3Zag5MjA6xOJygKntJSbC4XCTmDqC0oYM9L/8FbWUlNwVEOLnmbok0bARh61TVkTp9JQvZAhiy+irH33NstsdrFpNkTBg5Cs9sJ+f2MuOkWLDEx7Hr+OSoO7Cd5eHgqXcHaNQDYExLw19VS1zBVEsBfW4eiNn/jmHXpZZFpeHowELVr2DiSkhs61wa2OBeuAQMwdJ3dL7yAZreHd7C1WKjYt6/hzYOCu7QEX8MUqpDX13A+e+Q6k0eOpM/UC8IFhVCIkN8vC4aLqNTtfR3p50k/T/p5Xc+kfR3AtNmln5eI9PNEZ5GRj+epcZiwr7oaVAVbfDwx6ek409Lw19birazk+PpPGHHjTSQMyqGusJDKg+EdrLwVFdQdP07I78ddWoKiKAycOw9X/wEUbd6E7veTOmYM9cXFVOzdi2LRIp9+tqQoSpd3SqImu6rS9d2xMEdiEoPnLwAWRHbeUq1WCtau4eiHqynevInxX36Qsl278JaXs/l3vyU+O4u6E4X4qiqxuVykjBhBTGpqeNSAbpAxYcJpd32MJglZ2Yy7734Agh5PZB2Wnf98jqqDB9F1nZz5C9j1z+f59Gf/Q9r4CYT8PqoP5RH0eUnIzgII7+B54ACq1cqELz/YbXnOlsVujyyIXHf8GMlDh4WnjzROhVLDIzoShwwGYMQNN7HrX89TsXcvFfv2YYRCqDYbAy+7LDzVxmIh54orujNSu5k5uzMtDd/Bg9SdOMaUbzzCxl//iv2vvxbekdPlonz3LgbPX0Da+PEcXb2aI+8vJz47G1tsLMVbNoOhhzdlaGCx2Rh69TUkjxxJyvAR3ZjszJxp6XDgAP66OoZdey2Hly+nvqSE/A9WEtunL97KCsp276Tv1AuoPHgAb3k5xz5ew5DFV4en4rg9aHYbCYNyAMJrGU2eTHzWACA85UeIaBI1fR3p53UL6edJP8+sfR0zZ5d+nvTzROeQ4uN5auwIajYr7qIi3EVFrPvh98OnqSooClV5hyj+Ygt9pkyl4OO16PX1bPnD0yiahi02Ft3vR7VYqDtxgoRBg0geMYLkESNQFAVvRQXH169HDwaI65vZbH2E7mbm7K1RrdbIzyG/H9VqRbPbURSF0bfdwfHPP6P6cB4lW7eh2awkDRtGv5mziOvTF29FBY7EJDwV5VTlHSKlCxYV7mhNF4AO+fwoqkp13iGShgxl8MJFFG3eTMmWLRiGTkx6BoOuvJK0MWMBSMjOptDuoOpQ+E1L4/D9aKdaLPSbNYtD7yzh8PJlJA8dFvl03l1eRt7ypSiaRsbkcAfE4nQy/oEHKdmxHU9ZOenjxuFMaXv9qmhm5uzx2QOpOnSIkq1bSR01hqHXXEPe0qUcWfE+Menp1BcVAZB5wTT0QJCjq1ex+Te/Rg8GMXSdjImTiM3IaHaduq5HfYcUwjsUWhpGBNTk5zN40SLyli+j7tgx0DSMUIjaggJGXH8jgy6/gn2vvkLpzp2U796N3rBDalbupc0+9TcMA2dqWreM6hHiTMzc1zFz9tZIP0/6eWbq65g5u/TzpJ8nOkfP+YsX5epLSrA4nSiKQuLgIaSOHUv8gCwKN3xO4YbPObZ2Lba4OEbfejsFaz+ivrAIxaKRMXES/WddhDU2Nryui2HgLi7myMr3qS8qIlBfD4pCYk4O/S+afeaGdAMzZ4dwB9RbXo5BePeymvx8ynbuRLPa6DtlKo7EJByJSYzIuhE9GAxPoWnR2bS5XNgTE3GXFOMuLulRnVF/fT31J04Qm5mJEQpRtHkz9UWFJAwaRNKQoegBP30vmEbGlKnoAX+rU2xi+/TF4nSEd0ike9Y5OVd9p15A2Y4dVB85zGc//xlp48YT9HmpOnAAPRhk+A03YIuNbXaZ9B4y4uFMzJo9eegwjq/7OLLoeOqoMcSkZfDFH38f7pAaRniaXUYGWZfMwdWvP4UbP8caG8eAi2bjSD51t9Jum1J2lmLTM7DFJ+AuLaG+uIh+M2Yy4oab2P73v+GtrMDQdfx+PwGPh+ThI5jw4EMUf7EFb1UV8dnZpI8dd8pOldIZFT2Bmfs6Zs4O0s+Tfp45+zpg3uzSz5N+nugcPecvX5RzlxSjWm2kjhpFzvwFkakqmdNnUHP0KPXFxZRs28aIG28icXB4eHrT9WqaLiZtT0zEFh9PwO0madhw+kyZesoOgNHEzNkBSrZt5djHawl6POiBAEbDTn8ZEyeRMXlKs4XBNas1vHZRMAAGkQXTVauVgZfNJfvSy7C5XN2Y5uzlLVtKxd494V0r3W5QFOIy+zHoivAi4o2Lg6uqimp3nFw8vMluhRank+E33ERMi08Je4qx997HkZUrqNi3l+LNmzCM8CeHWZfMIXn48Mjuhb2RGbPHpKVhc7nwVVVFOp8xaWmMuPkW9r38EnowSPXhw5FPvZOGDiVp6NBubnXHsMbGEpOWhqe0FG9FZXjR9bg4Rt56K3te/A+esjIAPGVl4XW+UlMZOHdeN7daiPNn5r6OmbOD9POkn2fOvk4jM2aXfp7080TnUGb99HGjuxvR0xmGwc7nnsVTVkrSsGEMWXQVcLLj1bgwb9NPOQ1dx9BDgBLumPTQTwTMnL2Rv66O4q1fUF9YiDM5mdQxY4jN6NPdzeoy9cXFkYWXU0ePInXUmG5uUfdp7fluFmbLvu+1VynbuYN+M2cxcO489IAf1WrDU17eY6cZtVfRpo3kf/ABqApDFl1F8rBhAAR9PoConzopxNkyc1/HzNkbST9P+nmNzNbXacps2aWfJ/080fHM8erRyYxQiFAggGKxENun7yk78KkWS2S6SWMHTGnYQaynM3P2Rra4OAbMuqjZsXDHW+91WVsTm5HBiBtubHbMbB2URmbL25TZsqeMHo0eDEQ+6W4c+dHbO6QArqwsMiZPRtE0YvtkREb9SGdU9FZm7uuYOXsj6edJP6+R2fI2Zbbs0s+Tfp7oeDLyUYgOYuh6uPOtqj3+U/5zoQeDoKq9buqFEEIIIYT086SfJ4QQ4tyZ6yOMTtZ0TRuzMXP2RoqqYr6u6Elm+0RUCCGEuZi5r2Pm7I2knyf9PCGEEOdO/op0ILN3yIQQQggheisz93XMnF0IIYQQ5096EkIIIYQQQgghhBBCiE4hxUchhBBCCCGEEEIIIUSnkOKjEEIIIYQQQgghhBCiU0jxUQghhBBCCCGEEEII0Smk+CiEEEIIIYQQQgghhOgUUnwUQgghhBBCCCGEEEJ0Cik+CiGEEEIIIYQQQgghOoUUH4UQQgghhBBCCCGEEJ1Cio9CCCGEEEIIIYQQQohOIcVHIYQQQgghhBBCCCFEp5DioxBCCCGEEEIIIYQQolNI8VEIIYQQQgghhBBCCNEppPgohBBCCCGEEEIIIYToFFJ8FEIIIYQQQgghhBBCdAopPgohRBMf//D73LN6VeT3K7/Ywsc//D59Kiu7sVUnvfLrX/HYG693dzOEEEIIIUwhf/Uq1v3w+wTq67u7KUII0WNJ8VEIEbXGHD3KPatXEefxdHdThBBCCCGEEEIIcQ4s3d0AIYRoy5ijR7n3ow9ZPnESdU5nt7Th/fETWDVmLH5LdLxc3vb1b6IrSnc3QwghhBBCCCGEaJfoeDcthBDnQdF1rKEQfqu1w69bV1X8avQMEg9ESRFUCCGEEEIIIYRoD3kXK4SISvesXsW9H30IwKtPPRk5fsMjj/LqU0/y+gXT2DVgAHesXcuA8jJ+eNPNfDxyFDevW8fsPbvIKivDEQhwJC2dF2bP5qPRY5pdvzUY5MGVK5i3bSu2YJAtg3L49cJFp7Tjyi+28Nibb3DDI49SlJQEhNddPJyewQsXXcTD7y1ncHEx5S4Xz8zJ5f0JE5tdfnBREd9c+i4jjx+jOiaGt6dMpSw+nv/31puR6/zfF/7FwNISbnrk0VNu/09//QsWPcSXHnwocttbBw7iiWuvi5wnzuPhng9Xc/HuXSTV11OSkMA7k6fw4sxZGA2F03/86Q8UJibx/VtujVzuud8/zeCSYu5+6GEO9ekDQO6OHfzk1Ze5/WtfJz8tvf0PmBBCCCFEFKjKy2Pnc88w4uZbSR01qtlpJdu3sf+1Vxl3/wNoNhvH139Cdf4R/LW1WBwOkoYOY9DlV2CNiTnleoNeL4fff4/yvXvAMEgZNYrBCxah2WyR8xihEAUfr6Xkiy34amqwuVykjR1H1pxc1BYfIBdu+JzCzz/HU1GONSaGlJGjyL70MizdNNtHCCE6kxQfhRBRae2o0QwoL2fuju387or5VMeGO4FVsbEATD6cR+6unbxxwTSqYmMpTAwXBq//bD2fjBjJynHjsYZCXLpjB//z8kt857Y7+HT48Mj1f/ftN7l82zZWjBvHzgFZTDqcx/+98K92t69fRTn/8/JLLJ00mfcmTGTBlnCRcl9mJkfSMwBIranht8/+A0NReOGi2XhsNhZu3kzAojW7rtVjxvD9N15nxPFj7O3XP3I8o6qSMccK+MO8K9psh93v5+ln/kFqbQ1LpkylOCGBMQVH+fIHK0mpreXp+QsA2JY9kMt2bI9czuV2M6i0hJCiMC7/SKT4OC7/CJWxsVJ4FEIIIUSPlDBoEPaEBEq3bzul+Fi6bRuO5GTis7I49sk6vJUVZEychC0uDndJCUWbN+EuKWH8A19GabHMzd5XXsKRlMTAy+ZSV3iC4s2bscbGMWje5ZHzHHj7LUq2fkHK6NH0mzmL2mMFHPt4Le6yUkbdclvkfPmrV1Hw0Yck5gymzwUX4Ckro3DjBmqPH2Pc/Q+gas37ikII0dNJ8VEIEZUO9enD/r6ZzN2xnY9HjoyMOmw0oKyMu7/6NY6kNy+S3fqNR5pNv3592oX8409/5Kb1n0SKj4OLCrl82zbeuGAaTzWMdnxz2oX84LVXGFJc1K72ZZeV8dV772f7wIEAfDhmLK89+Uvmb9nCH6+4EoDbPl6Ly+vlvgcf4mDfvgAsmziJF3/7VLPr+njESHwWC7k7djQrPubu3ImuKKwe03zUZlM3rf+EzMoK7vvKQxxLSQVgydQLKHfFc/Mn63h55kxKEhLZnp3NDZ99SnZpCflp6Yw9epSAprFhyBDG5+fz5rQLARifn8/2rOx23QdCCCGEENFGURTSxo3n+KfrCXq9WBwOAAL19VQdOkj/2RcD0PeCafSfOavZZV0DBrDv1Veoyc8noaGP1yiub1+GXn1t5Peg20Pxls2R4mNdUSElW78gY/Jkhl51TeQ2rLFxHP9kHVV5eSTm5BCor+fYx2tJHDyE0XfcidIwS8WZmkre0ncp3baVjEmTO+W+EUKI7hI9C5kJIcRZ2Dpw4CmFR6BZ4THO4yHO62V7djbDCk9Ejk/fvx+A1y68sNllX50+o923fzgtPVJ4hPCIzIKUVDIrKyPHph08wK7+AyKFR4DamBhWjhvf7LrcDgefDx1K7q6dYBiR47k7d7Crf39KEhPbbMecXbvYnpVNrcNJQn195GtTzmAsus74I0eA8MhHIPL7+Pwj7M3sx6bBQxiXHz4W5/EwqKSY7dlSfBRCCCFEz5U+YSJGMEjZrp2RY6U7d2DoOunjJwCgNekz6oEAgfp6XP0HAFDXpN/YqM/UC5r9Hp+dTdDtJuj1AlDZ0L/sN2Nms/M1/l65fx8AVYcOYoRCZE6fESk8AvSZPAXNbqei4XqEEKI3kZGPQogeqbDFSMhGM/bt5c41HzGkqAh7MBg53nSH6IyqKkKKwomk5GaXPdowcrA9ihMSTjlW63Tg8nia3c7OAQNOOd+xlJRTjq0eM5bZe/YwpqCAnVlZZFaUM+LECX575fzTtqN/RTlDiot4939/3urpSfX1AFTGxVGQksL4/HyWTL2Acfn5fDFoENuyB/JI7bv0rahgYGkpmmFECpVCCCGEED1RTFoacf36Ubp9G30mTwHCU65d/QfgbOiHBdxujn70IWU7thNo6C81CjUUFJuyJyQ2+71xbcag14PF4cBXVQWKgiO5eT/P5nKhORx4q6sA8FaFv8ekNu93qhYLjqTk8PUIIUQvI8VHIUSP5LOcurP1uCNH+Pl//s227Gx+vXAR5XEugprK/C+2MG/79lau5dzpbeyArWC0evxMPhk+Ao/VypydO9iZlUXuzp2EFIUPR7c95RpAMQw2DB7Mf2Zd1OrpBU0KqtuzspmcdwhbIMDwwhM8d8kc8tLTqXU4GJ9/hOzSUtw2GweajNQUQgghhOiJ0idMJG/ZUnzV1eihILXHCshZsDBy+t5XXqK2oIB+M2cR26dveOMYw2DXv57HME7tz7VcAzKixVnbOJcQQpiaFB+FEFHLOMve28W7d+G3WHj0zrsJNNlRcP4XW5qdrzgxEc0wyKysoCA1LXI8q7zsvNrbUnFiIv3LK0453r+8/JRjXpuN9cOHM2fXTn5/xZXk7tzB9uxsyuPjT3sbJ5KScfr9bB485Izt2Z6dzYIvtnDZju2ous7OrCwMVWV7Vjbj8/PJLi1l54CsNgurQgghhBA9RdqYsRx+bzmlO7ajBwIomkbamLEABD0eqvPyyJqTS9ac3MhlPOfRF7QnJoJh4KkoJ6bJxn3+ujpCXi+OhpGTjobldNxlZTiST87C0YNBvFWVJOYMPuc2CCFEtJJ3mEKIqOW12QCIa2XqS2t0VcUAVF2PHOtTWclFe/Y0O99nQ4cBcP1nnzU7fsOn68+jtafaMGQoo48VMKSwMHLM5XYzd/u2Vs+/esxY0mprWbhlM0OLiljd0EE+ndVjxjC2oIALDhw45bQ4jwctFIr83jid+tZ1H3Moow/1DQuwb88eyKS8Qww/cZxtst6jEEIIIXoBa2wsSUOHUrJtG6Xbt5M0ZCjW2NjwiW2MYjzx6afnfHtJw4Y1XEfz/uTx9Z80nB7e+DBx8BAUTaPws0+bjbAs3rKZkNdLcsP1CCFEbyIjH4UQUWtfZiYAD3ywklVjxxLUND4ZPqLN8386bBg3r/+EX/3reT4YN56kujqu2fA5x5NTmu1ifbBvX1aOHce1Gz4nzutlR1YWk/MOtTpK8Xz8Z9Ys5m3bylPPP8vr0y7EY7OxcPNmihMSSfB4ThnZ+dnQYdTb7Xz1/fcIqiofjRp9xtt4ceYsZu3dy//++18snziRfZn9cPj9DC4u5uLdu7jxkUepbuhoH09JoTwujuyyMl6bdnKzna0DB/KVle8D4UKkEEIIIURvkD5+IntffhGArEsvjRy3OBzEZw/k2LqPMUIhbPHxVB46iK/JxoFnK65PX9InTKRo0yaCXi8JAwdRe+wYJVu/IHnkSBJzcoBwUbT/RbMp+OhDdv3zeZJHjMBTVkbhxg3E9etHWsOGOEII0ZvIyEchRNTa268/f8u9lMHFRfy/N9/gx6++QmKLBcGb2pIzmJ9ffQ0pdXV8bfkyLt2xgz/Pu5y1I0eect5fXH0Nr144nQsOHuArK97HEtL5zu13dGj7SxIS+fo993EkLY3bP17LDZ+u570JE1g2aRIA/hbrVvqtVj4ZPoJYn48vBg6iKi7ujLfhs9n42r338eLMWUw4fISvL1vK7R+vpX95Oc/MyaWuYXRjo8bRj013tN6XmYnHasWvaezu3/88UwshhBBCRIfk4cOxOJ1oDgcpLT7AHn7DjSQNGcqJDZ9z5IOVqKrG6DvuOq/bG3rV1WTNyaX2+HHyli+j+nAe/S+azYgbbmp2vuzcS8lZsBBfdTWH31tO2a6d9Jk8hTF33o2qaefVBiGEiEbKrJ8+fm67IwghhDgnX1u2lKs2bWTe938o6ysKIYQQQnQSIxRiw6/+j+Thwxl69bXd3RwhhDAtedcrhBCdyBYINPs93u3m8m1b2Z6VLYVHIYQQQohOVL53D4H6etLHT+zupgghhKnJmo9CCNGJ/vy3v/DFwEHkp6WRXFfHgi2bifX5eP6SS7q7aUIIIYQQvVJtQQH1xUUUrPmI2L59SRg0qLubJIQQpibFRyGE6ESfDR3GJbt3sXjzJgxgf99MfnH1NWwbKJ1gIYQQQojOULhxAyXbtxHXpw9Dr7muu5sjhBCmJ2s+CiGEEEIIIYQQQgghOoUsOCaEEEIIIYQQQgghhOgUUnwUQgghhBBCCCGEEEJ0Clnz8VzpOjYgBKAo3dwYIYQQQvQIhoEG+AFkx/uolhwbgycQ6O5mCCGEEKIHcVqtVNS7u7sZUUeKj+fIBsxGD/8iq2YKIYQQ4iysRQ0XIEVUSo6N4Z/33dvdzRBCCCFED3TnP56RAmQLUnw8R6GG74888gh2u73TbicQCLBixQrmzZuH1WrttNuJRmbODubOb+bsIPnNnN/M2cEc+X0+H0899VSkHyGiU+OIR4fDgdKJM1xCoRAHDhxg6NChaJrWabcTjcycHcyd38zZQfKbOb+Zs4M58huGgdfrlZkTrZDi47lSFDDAbrd3avFRVVU0TcNut/faN2JtMXN2MHd+M2cHyW/m/GbODibLL0u29AiKonRq8VFRFAzD6PTbiUZmzg7mzm/m7CD5zZzfzNlB8pudLDYkhBBCCCGEEEIIIYToFFJ8jHKapjF9+vReOyz5dMycHcyd38zZQfKbOb+Zs4PkF0IIIYQQojeSaddRTlVV0tPTu7sZ3cLM2cHc+c2cHSS/mfObOTtIfiGEEEIIIXojGfkY5QKBAEuXLiVgwgVLzZwdzJ3fzNlB8ps5v5mzg+QXQgghhBCiN5LiYw8QDAa7uwndxszZwdz5zZwdJL+Z85s5O0h+IYQQQgghehspPgohhBBCCCGEEEIIITqFFB+FEEIIIYQQQgghhBCdQoqPUc5isTBnzhwsFvPtDWTm7GDu/GbODpLfzPnNnB0kvxBCCCGEEL2RFB97AKfT2d1N6DZmzg7mzm/m7CD5zZzfzNlB8gshhBBCCNHbSPExygWDQZYtW2bKBfjNnB3Mnd/M2UHymzm/mbOD5BdCCCGEEKI3kuKjEEIIIYQQQgghhBCiU0jxUQghhBBCCCGEEEII0Smk+CiEEEIIIYQQQgghhOgUsp1klLNYLMyfP9+UO3+aOTuYO7+Zs4PkN3N+M2cHyd+a6iOHObZuHfWFJ/DX1jLylltJGTkqcnr+6lWU7dyBr7oaRdOIy8xk4KVzcQ0YEDlPwO0mb9m7VOzbB4pC6qhR5Fy5AM1u745IQgghhBCiQf2xAso2bcRTXEywvp6sxVcRP2Ro5PTi9Z9QvW8fgdoaFE3DmZFBxsyLiOnbN3KeoMdD4Yerqc07BIpC/JCh9J2Ti2azdUekVsnIxx7A4/F0dxO6jZmzg7nzmzk7SH4z5zdzdpD8LYX8AeL69CFnwaJWT3empjJ4wUImffVrjLv/SzgSk9j5z+cI1NdHzrP/tVdxl5Qw5s67GXXb7VQfyefgkre7KoIQQgghhGiDHgjgSEsnM/eyVk+3JyWTmXspQ++8m5ybbsEWn8CR118l6HZHznNs+VJ85WUMvO4Gsq++BvfxY5xYuaKrIrSLFB+jXDAY5MMPPzTlzp9mzg7mzm/m7CD5zZzfzNlB8rcmedgwsi+bS+qoUa2enj5uPImDh+BITiY2PYNBV1xJyOejvqgIAHdpCZUHDzDkqmtwDRhAQvZABi9YQOnOHfhqaroyihBCCCGEaME1KIeMmbOIHzq01dMTR44kLjsbW2IijtRU+lx8Cbrfj7esFABveTl1R47Qb+7lxPTtS2y//vSdcynV+/YSqKvryiinJfOazlMgEEBVwzVcVVXRNI1QKISu65HzNB4PBoMYhhE5rmkaqqq2eTwQCBAIBCK30zgNreWbsraOW61WdF0nFApFjimKgsViafN4W23vyEztabvFYolcvullenqm1o63lalR0+vv6Zna+zg1vf3ekqlp28+UqbGtjefpDZlatl1e9+R1z6yve423E/T5CDW5vGqxoJ7ndHM9GKRo0yY0h4PYPn0AqCkoQHM4cPXrFzlfYs5gUBRqjx3D3kZRU4SFQqFmz83OuP6m383EzNnB3PnNnB0kv5nzmzk7mCN/Yx9T9/kJ+f2R44qmnXc/D0APhajcsR3VbseRlgaAp/AEqt2Os6HvBxCXnQ2KgqewEGsbRc2uJsXH87RixQo0TQMgKyuLiRMnsn37do4ePRo5z/DhwxkxYgQbNmygtLQ0cnzChAlkZ2ezdu1aamtrI8enT59Oeno6K1asiLy5WblyJXPmzMHpdLJs2bJmbZg/fz4ej4cPP/wwcsxisbBgwQLKysr49NNPI8ddLhe5ubkUFBSwdevWyPG0tDRmzJjBgQMH2LdvX+R4Z2YCTpuprqFKv3Llyl6T6Wwep4suuqhZ/t6Q6Wwep0a9KdPZPk7Hjx8nJyenV2WS1z153TP7615jh3vTk7/E5/NFzjvgkjlk517KuajYt5e9r76CHghgi4tjzF13Y42NBSBQW4stNq7Z+RVNw+p0Eqirbe3qRBMHDhxoVqzuLAcPHuz024hWZs4O5s5v5uwg+c2c38zZoXfnVxSF7Oxs9v3tL5F+PUDahdPJmDHznK+3Ju8Qx5a+ix4IYImNY+B112NxxgAQqK/HEhPTvB2qiuZwEHDXt3Z13UKZ9dPHO79H1QtphsEcI8Sjjz6KvWHB9s4aAbR69Wpyc3NxOp2AeUYABQIBVqxYQW5uLlartVdkau14W5kMw+D9999vlr+nZzqbkY+rV6/m8ssvR1XVXpGpadvbM/Jx9erVzJ07F7vd3isytWy7vO7J655ZX/d8Ph9PPvkkK/3Bsx75uO6H3z9lwxmAkN+Pv7aWgNtN8eaNVOXlMf6BB7HFxVGw5iNKtm5l8je+2ewyn//vz8mak0vfC6ad9jbNymmz8uqDX8Zms3X6yMeDBw8yZMiQyIfZZmHm7GDu/GbODpLfzPnNnB3Mkd8wDPx+P9f99mnc5zDyceevf3XKhjMAesBPoK6ekMdDxY7t1BccZfCtt2GJiaXk88+o2r2LYffc1+wye/70B9JnzCRl/IQOyXa+ZOTjebJarZE3SI00TWv1P1Nbu3e2dbzxuhcuXHjK8bbO35KqqpFp4e053lbbOzJTe4/bbLZTskPPztTW8bba3lp+6NmZ2vM4tXze94ZM7Tne2PaW+XtDpvYel9c9ed3r7a97jYVSi93eYUUtzWbDmZKCMyWF+AED2PSbpyjespkBsy/G6nLhr2++3o8RChHweLDGuTrk9nszTdM6tfjY9HZ66xuxMzFzdjB3fjNnB8lv5vxmzg69O3/jB9yq3YbWgf0H1WrDnmSDpCRiMjPZ/8zfqdy5k7QLpmGNjW22+QyAoeuEvF6sMbEd1obzJRvORDld1ykpKWk2qsMszJwdzJ3fzNlB8ps5v5mzg+TvMIaO3jAyM37AAEJeL3UnjkdOrjqcB4aBq3//7mqhEEIIIYQ4R4ZhRPp6zr6Z6D4fnuKiyOl1R4+CYeDs27e7mngKKT5GuVAoxKefftqrF2Vti5mzg7nzmzk7SH4z5zdzdpD8rQn5fNQVFlJXWAiAt7KSusJCvFVVhPx+jqxcQU1BAd6qSupOHGf/m2/gq60ldcwYAGLS0kkaMpQDb79F7bFj1OTnc2jpu6SNGYs9Pr47owkhhBBCmF7I78dTUoKnpAQAf3U1npIS/DU16AE/Res+xn3iBP6aajzFRRx7/z2CdXUkDBsOgCMlhbiBAzm+cgXuwkLqjx+ncPUqEoaPwBoXd7qb7lIy7VoIIYQQIkrVnjjOzmefifx++L3lAKRPmMiQRYvxlJWx96X/EHC7scbEENevH+Puu5/Y9IzIZYZdfwN5S99l53PPgKKQMmo0g+cv6PIsQgghhBCiOU9xEUdefSXye9GajwBIHDWazMvm4q+o4OiuXYS8HjSHA2efPgy66WYcqamRy/S/cgGFq1dx5LVXQFGIHzqMvnNyuzrKaUnxUQghRI/mCwX56+5tPDBqPHZN/qyJ3iVxUA6zfvp4m6ePvOXWM16HNSaG4Tfc2JHNEkIIIbpEIBBg+fLlXHnllW2uwyxETxY3IIsx3/qvNk/PWnzVGa/D4nQyYEHr66ZHC5l2HeUURcHlcnXJYufRxszZwdz5zZwdJP/Z5veFQvx+5xZ8vWCqrjz25s4vhBBCiOYCgQDvvvsugUCgu5sihDgPMkQkylksFnJzo2u4bFcxc3Ywd34zZwfJb+b8Zs4Okl8IIYQQQojeSEY+Rjld18nPzzflzp9mzg7mzm/m7CD5zZzfzNlB8gshhBBCCNEbSfExyoVCIbZu3WrKnT/NnB3Mnd/M2UHymzm/mbOD5BdCCCGEEKI3kuKjEEIIIYQQQgghhBCiU0jxUQghRK/lCwV5esdmfKFgdzdFCCGEEEJ0oEAgwJIlS2QzGiF6ACk+RjlFUUhLSzPlzp9mzg7mzm/m7CD5OzJ/T9sJWx57c+cXQgghRPvJTthC9Byy23WUs1gszJgxo7ub0S3MnB3Mnd/M2UHyn21+TzA8qrHW78eqajgtlsjxWr8/8nO8zd7xje1g8tibO78QQgghmnOHfABUB9wQ0ojR7JHj1QF35OcYYrqtjUKIM5ORj1EuFAqxd+9eUy6+b+bsYO78Zs4Okv9s8nuCQXKXvAhA7jsvMfX15/EEg3iCQaa+/jy577wUPm3Ji5EiJYDh9+N5+SWMhuJktJDH3tz5hRBCCHGSO+QjZ81jbB0OOWsfI33FI7hDPtwhH+krHiFnbcNpax6LFClBpmMLEY2k+BjldF1n37596Lre3U3pcmbODubOb+bsIPnPJn9ADxE0jCa/6wT0UMPXycsHDYOAfrKgZQQC+F59GSPKOqXy2Js7vxBCCCFO8ushvGqI4+NdJDtd+I0gfj0U/jKCJDtdHB/vwquGjzWS6dhCRB+Zdi2EEEIIIYQQQoiopNL6WtBtHRdCRB8Z+SiEEEIIIYQQQgghhOgUUnyMcqqqkpWVhaqa76Eyc3Ywd34zZwfJb+b8Zs4Okl8IIYQQQojeSKZdRzlN05g4cWJ3N6NbmDk7mDu/mbOD5DdzfjNnB8kvhBBCiPbTMc58JiFEVJChBVEuFArxxRdfmHLnTzNnB3PnN3N2kPwdkd+qalibjJ6zKApWVeuI5nUaTzBIUV0t335/CUV1tc125zYLsz/3hRBCCHFmNlXDplio8NTSb1stDl3DFuX9PHfIR6m7mo/Wf0ypu7rZ7txCmIEUH6OcruscPXrUlDt/mjk7mDu/mbOD5O+I/E6LhY3X3cXqRTcDsHrxLTgt0TvY3xMMMvX157n4nZdYUlHMxe+8xNTXnzddAdLsz30hhBBCnFmMZqdk3lPkzX6CCfsg7+IniNHs3d2sNrlDPtJXPMKgj77Hc9WbGfTR90hf8YgUIIWpSPFRCCFEr+S0WEh1Onl4zCQS7dHbIQUI6CECLQpuAV0noMsIQCGEEEKIlmI0O6kxCSxcuJAER1x3N+e0/HoIvxEk2emiYHQMyU4XfiOIX/p5wkSidxiIEEIIcZ7smoWvjZ3c3c0QQgghhBDnqK21Ha1WK4sXL+7i1pw7BQVVUVBQurspQnQ5GfkY5VRVZfjw4abc+dPM2cHc+c2cHST/2eS3qhoWRWnyuxr1azuKtpn9uS+EEEKIk2yqhkPX6LetlgpPLTbFEvVrOwohWie9+yinaRojRoxA08z3Imvm7GDu/GbODpL/bPI7LRZWL74FgNWLbmbjdXdF9dqO4vTM/twXQgghxEkxmp28ixvWdZz9BCXznorqtR2FEG2T4mOUCwaDrF+/nqDJNh0Ac2cHc+c3c3aQ/Gebv7HY6LLZpPDYTobfj+fllzD8/u5uSjNmf+4LIYQQornGYmOCNUYKj+0UCARYsmQJgUCgu5siRIQUH6OcYRiUlpZiGK2vc9GbmTk7mDu/mbOD5Dd7/q5gBAL4Xn0ZI8o6pfLYCyGEEEKcn0AgwLvvvivFRxFVpPgohBDCVAyfD6O+PvxzfT2Gz9fNLRJCCCGEEB3C64W6uvDPdXXh34UQ3U7mpwkhhDANw+ej+q7boWFab+1DXwaLhYTnX0Cxy1QeIYQQQogey+tFu3QuzmCQxRnpOBddhWaxEFq1EhyO7m6dEKYmIx+jnKZpTJgwwZSL75s5O5g7v5mzg+TvzPxGMBgpPEYEg+HjvYwvFOTpHZvxhXpONrM/94UQQghxHgIBlEAAS2IiV/nD35VAAKJk+rGBgW4YGJz/8jKyrqPoaaT4GOVUVSU7OxtVNd9DZebsYO78Zs4Okt+M+a2qhrVFXquqYlXPvQjnC4X4/c4t+EKh821elzHjYy+EEEKIDqYooKrh71HApmrYFAsVnloG7HJT4anFpliwnUc/T9Z1FD2N9O6jXDAYZPXq1abc+dPM2cHc+c2cHSS/GfM7LRY2XncXK+ZfD8CK+dez8bq7TLd7txkfeyGEEEL0bjGanZJ5T3Fg5uNM2AcHZj5OybynZPduYSpSfIxyhmFQW1tryp0/zZwdzJ3fzNlB8ps1v9NiIc5iBSDOYj2vwqMnGKTW7weg1u/H085iXndP1TbrYy+EEEKI3i1Gs5NgdQKQYHWed+HRHQpvmFgdcEd+PhOZqi26kxQfhRBC9Gh2TePhMZOwyzqBQLjwOPX158l95yUAct95iamvP9+uAmRPnKothBBCiN7LarWycOFCrFZrdzclarhDPnLWPMbW4ZCz9jHSVzzSrgKkTNUW3UmKj0IIIXo0u2bha2MnY9e6Z4pyd48WbCmghwjoeotjOgFdCopCCCGE6FmsViuLFy/utuJjNI4W9OshvGqI4+NdJDtd+I0gfunniSgnxccop2ka06dPN+XOn2bODubOb+bsIPl7Wv6OHC3YmLmnZO9oPe2xF0IIIUTvFs2jBVUUVKJjUx0hzkSKj1FOVVXS09NNufOnmbODufObOTtI/p6U/1zWVvQEg5R63Pxq6+dU+bzNTmvMHG3ZDb8fz8svYTRk7Sw96bEXQgghRO/mDvmoDriB9q+t6A75KHVX88pbr1Pqrm73eozdKRpHd4reR3r3US4QCLB06VJTvhCYOTuYO7+Zs4Pk7yn5z2VtxcbLzHrr3/xtz3ZmvvlCs/M3Zu7M7IbPh1FfH/7F174OsREI4Hv1ZYxOfkx6ymMvhBBCiN7NHfKRvuIRcta2f23Fxstkrfo2vzr0Plmrvt3u9Rg7jNcLdXUnf26HaB7dKXqP7lkgS5yVYDt3Ke2NzJwdzJ3fzNlB8ndE/vIa+PtycDf0uwwD9IANv/OrAPTTi8gNrGeAXnhO13+6tRWdbfx5bXmZoGE0O78vAPjPb/fD0zF8Pqrvuh0a7t+arzxAwj//jWK3nzKK06pq57Xj9rky+3NfCCGEEGdW6w3y57V5VHvCBTPDAMMfQBl9FYbdTp9APVdW7GcEFed0/X49hN8IkuZ0UTheIRmDUn8tfj1ETBurw5zpMoGQjl+xnWvkM/N60S6dizMYZHFGOo7FV8MHK8DhOGUUJyHtvHfcFuJsSPFRCCFEr2MY8P/+Aet2tjzFCrbLIr/9xXE7w0KHWLDSypUzoX9alzazGX8QHviVE63wTu46EGLWGJg+CqYOh5gO6hsawWCk8AhAKIQRDOLVNKa+/nykMJr7zktYVZWN193VLQVIIYQQQojT+em7e3hrWysfIPefHPnx6cxpDBlYwvxPCrhyUhZD0uPO+nZUFFRFAeP8LqPrBl95eTdb0hdz9d++4KKhacwcnMKFOUm4HB20mU4ggBIIYElK4iqfH8XvJxgI4LYqpK94hFAwyNiGUZyaxULJvKekACm6jLyjEEII0eu8/nG48KipcPtlYNUABQj48b+zBAOFbZZRbLeMZL82mP3vwFPvwNhBkDsRstIgLQHSEiE9EZxd0C97dQ3kFYY/Ss8r1MgrhH+uBIsGE4fAjNFw42xIcnX8bZ/LKE4hhBBCiO6wam9JpPB4+7QBxNg0FBSUgB/13/8Bp5OtcX34zNWfg3Hp/O6TY/zuk2MMz4jj8lEZZKfEkBFvJ90V/oq1d35f5/3dxWw5VgvA0Uov/95QwL83FKAqMK5/ArMGp3DT1P70iXe0+zr1tiqiSvNNaM5lFKcQHU3eUUQ5i8XCnDlzsJhw5ImZs4O585s5O0j+881/ohz+9+Xwzw8sgK9dffI0vT5AzWv/Dv/ig2IlhdXWmXw04k525GvsOAw7Dp96nS4nZCTBDRfD7Zee0qc7b24f/PndhjYO3Mr3Z41m2wErn+6GilrYuC/89fwK+M6NcNWMtttgVTWsqtqsmGhVVayqBkT3lGazP/eFEEIIcXpV7gA/eHs3ADdN6c+PFo48eWJtLZafrMJITgZVpVR18L69L+/Mu5VNx2vZV1zHvuK6U64z1qaREW9n0bi+fOXiHDS1Yzt6Qd3gN6sOApDpzuMrN8xjywk36w+WU1zrY2tBNVsLqnl2fT6PXDaE26dlnbYNNlXDoWv021bLjmFgs1iwqRoQOm07zmUUpxAdRXr3PYDT6ezuJnQbM2cHc+c3c3bo/fl9oSB/3b2NB0aNx66d+qfoXPMbBvzwOaj3wvD+8OWFpz9/hlHOLf4lfPnRGznhjuW9jbDlIJRUhb8qakA3oNYT/vr5i7BpHzx+Dx36F/SFD8JrVKYmGBQP2sKiGSO4fY4VXYd9x2D99iAvv+fhWJ2Lx56Btz6BH90Jg/qcel2KbuF/BtzNW5/AgRIfM0fYmDFSob5ew26J/h0Xe/tzXwghhOjtAoEAy5cv58orr8Rq7aApxQ0eX7aX0jo/mQkOvnv5sNOeNy3o5o6Sjdxy6xMUGVbe21XMZ3kVlNT6KKn1UVbnJ6Qb1PtD5JW5+e3qQ2w4UslTN4ylI2cjL9tWTF6ZmxiryqC6nSwYfRs3X+jCMAwOltaz/lA5r2w6xv6Seh5fto+3txXyP4tHMToz/pTrCoR0PtlXzQ0V97LbU8aX3BnMGJJCdZ1BjGwnLKKYFB+jXDAYZNmyZcyfP7/DX7ijnZmzg7nzmzk7mCO/LxTi9zu3cNfwMacUH88n/2trYf3u8FTln90LtrP4K9c/De6f3/xYMBQuQJZUw9rt8MclsHJLuCD4sy+d/lPxMxVYG9XUwzPvhX++94oAG6vtaEb4I2lVhZFZMDzFx8Ln7ufFG/7FM6tsbNgHV/8IHpgPX5oPVgvsyoc3PoZlG6DG3TiHJoal62Hp+vBvQ/o6meC4jynBHUwPbsEaZSMhzfDcF0IIIXq7xt2TL7vssg79e75qTwlvN0y3fuKa0bgc7e/o9Yl3cPf0bO6enh05FtINKur9lNT62HCkkl+u2M+neRVc9cfP+Nl1w097fe0usOoqf11TAMBdF/YnoWBi5PyKojA0PY6h6XFcPSaFG3/wZ04kTWDH8Rqu/fNn3DU9m2/kDibWbuFAcR2vbTnOW9tOUFHfuCu1xvKdZSzfWQbsY2CSgxmjFjHdV0Ju9WFi2n3vCNH5pPgohBCiS3XWrsonyuH/Xgn//KX5MCr79OdvD4sG6UnhrzEDYfIw+K+/wNESuP//rChDh2JkHmj1slU+H7/fuYVrBw0j2eFsM+O/V2rUuGFAGtx4kULSirhWi5V2/Hx9YYAFs2z85F+w5QD8YQks/RxsVth/7OR5k12waHr4Pti8Hz7fC/nFcLBQ5aB9Ia/ZFzIgdIKve5/hyvO/m4QQQgghItyh8EyLjtxVucod4AdLwtOtb57an5mDU9o+s2GAroe/n4amKqS57KS57IzOjGdqdhJfe2krx6q8fPmfO3BlDYGskvC64S1Ue+t49913mXrxDBLiXG1mdBXnUFzjIynGyn0zB3E8X2+1WGnVVLLd+3n6O/fyfx8cYc2BMp5dn897u4pJc9nYfqzm5HU6LCwa14fJWUlsPVbNZ3nlHCip50illyMDpvIfoK+vlu/tfY8rz3AfCNFVpPgohBCiy3iCwU7ZVbnZdOsBbU+3ViwWsFia7/hssYSPt8O0EfDaD+HRP8OWgwrq7kvQqzMwhn0K2sl1djzBILlLXgSaZzyFz8nLn4dHKT58dXgE45kM7Qf//A68+Qn88hU4Uhw+rqkwexxcMxMuHnfyuhZdGP5+ohw+3xlg3T8+4WPLVAq0TL4d+32W/CXEw9e3vUaQLwAb9miUWy7kyiDInohCCCGEaIs75CNnzWOM6OBdlf9n6cnp1t+Z18Z0a6sVw2olWFXF0ox0FhSXYLFaoZ2jL8f0i+fNr0znv17fwZr9ZSQfmUCorojQiN2gnew7tpWxkY4BBuhBlYRjIwD48uxBxLVjpGb/RAd/u2Mi7+0q5n+W7qWw2kthtRdFgek5yVw/qR9zR6bjsIb7j4vH9wWgtNbHZ/uL+fyP/2Fl6jAK7S6+Mf4G/vXSbr55RU6btxcI6WzMr6LE3h9PICSjJUWnkeKjEEKILtNZuyq/2mS69ROnmW6t2O0kPP8CenU1tQ99Gdcf/4KakIBib3+HOCMJnv02/OKVIC+usqAeH4lRm4o+YTnYfJGcwSafNDdmbLkZjHZkIl6/wtB+MP8C0E+/TniEqsJ1F8El4+Hlj8K7cS+8MLxDd1syU+Cai61cfeF0yo7X8NQP1/G2Yx4f79JYv0dF6T8NI2cLWALgc6KUZfHdP1vYsBc8PgfEfpd//ybELx+EgRntvrvEeao+cphj69ZRX3gCf20tI2+5lZSRowDQQyHyV31A5f79eCsrsDgcJOQMZuDcedjjT64TtfHXv8JXVdXserMvm8uA2Rd3ZRQhhBAm4NdDeNUQx8e7SIYO2VX5gz0lLNnejunWDgehVSvx1NSw5PvfJ/fvfyMmPh4c7d9BOjHGyl9vm8hvPtrPHz88glbWB2WzC9+4TaCePqNN1bApFio8tYzdD0diRxATdJDusnHbBQPa3QZFUbhyTB9mDUnhPxuOYRgGi8b3pV9i2+tip7nsLJqcxaI/fJOvl1Vy869fo9A1gk0FNdzxt60kp0+CwflgD0LASmxpFo+9vpfPDlVR6w1C4oXc8uxWnrpxfKtrTYrOU3+sgLJNG/EUFxOsrydr8VXEDxkKgBEKUfzJOmoPH8ZfXYVmtxOXlU3GRbOxxsVFrmPf3/9KoKam2fVmzLqItAumdWmW05HiY5SzWCzMnz/flDt/mjk7mDu/mbOD5D/b/MfL4P+a7G49Muv051fsdtTEROw33ISamIhis511G60W+K8b4aWyVeg7L0KpSUP9Yj7qlOVYVY1AG1VEp8XCxuvuosLrIfeVpVhOjCIIfOPa8MhFVTm77Cnx8NDis2u7YreTkhHDd7x/5vYfzObnbzrZfEBBPToOo2gIOOpRatIAWNNwmfgYg0C9l11HnVz3E3jsFrh2Vsfv+m32535rQv4AcX36kDFpMntf+k+z0/RAgPoTJxhwySXE9ulD0OMlb9lS9vznBSY8+FCz82blXkqfyVMiv2tnUXAXQgghzpba2lzlc1Dp9rd/ujWAw4FV01i4cCHWpKR2j3psSlUVHrx4II8X/4fE/ZPRPLFYt07GMWYdNlXD30Y/L0azUzLvKarranns3R/j7z+OenS+NmcIDqtGKNTOT5kbuBxWvjx70Nk13uEgLjmBIXU7+P0jt/LUR/l8tL8MV0kORvkAjNh6lJoEHCispCzcbpuG3+vhcDnc8NfPeXTuUO6Zno3awbt+i9bpgQCOtHSSRo/l6DtvNz8tGMRTUkL6hRfiSEsn5PVS+NFq8t9+kyG33dHsvOkzZpI0dlzkd80WXeuny35IPYDH4+nuJnQbM2cHc+c3c3aQ/GeT/2f/AbcvPN36gQXtu4xis+G86eZzKjw2closbHroYv7wjQCGxYdSm8rwQ7fj91mwqhqWJpU5q6piVbXI5Vw2G0reJIIhhfE5MGf8yevtysd+RH+df34Xfn5/CBx1KP6YSOGR2ErunBc+fe3P3DxX9yijs0J4fPCD5+CRP0F1fce3qbue+75QkKd3bMYXiq5NeJKHDSP7srmkjhp1ymkWh4Mxd99D2pixxKSmET9gAIMXLqTuxAm8LUY6ajY7Npcr8qWdx3NfCCGE6Cq/XHGAsjo//RLPvLt1I6vVyuLFi89rs5sYzc6xGx/jxTsnYQt5sPjimHr4GmrrDWyqhkPX6LetlgpPLTbFgq2hnxej2UmwxpAfO5x6v052cgzXTco853acj4EpTv52xyT+cNsYgo5alJAVtSYRBYWgvZ5bp/Xjubsns+Yb07igfAUXZCcQCBn84r393PvPLZTU+rql3Z0lEAiwZMkSAoHAmc/chVyDcsiYOYv4oUNPOU2z2xl0/Q0kDB+BPTmZmMxM+uZeire4GH+LkY6qzYY1NjbypVqjq68nQwvOUyAQQFXDNVxVVdG08CcaepNphY3Hg8EgRpNpeJqmoapqm8cDgQCBQIAPP/yQuXPn4nSGh1kHg83fGDWOEGl53Gq1out6s09YFEXBYrG0ebyttndkpva03WKxNMve+Iejp2dq7XhbmQzDOCV/T8/U3sep8bGfP38+qqr2ikxN236mx6kx/xVXXIHdbu8VmRrpLaZctzx+tq97e/KDfLQt/P/jJ3cEsFm6NpMFmDRYRZ+4nPgdV7H3qML9T+r8+RsGqxbezMXvvMj7V15Hst2JpeGxtVgsHDoOSmG4g/HwVUGCQeO0r3tGQzuCgQBKIHDemYyG544eCmFRYMFUg+mjNF79pJ6nd2zj+RvGMi7LhRUdwwhh1AcYoBfyr2+4+dMqF39fbrBis8K2PIMn7glx4SjttI9TT3jdK6ur5/c7t7BowCCS7U5cDVO0Ovr/U+P/26DPR9PxD6rFgtoBIz5DXi8oCpYWU8yOrVtLwZoPsSckkjZuHP2mz0DRzmMOnEmEQiGUjh7i2+L6m343EzNnB3PnN3N26P35G3MZLY6F1Oa525O/uMbLm1+cAOBHC4bjtChder/ZsTAqNYEJlWs5lL2QoxUebn9mE/+8exIHZz3O95f8P96453ES4lzYsUTaVlTl4XjMEAC+PmcQKkb4PjhN9qannW/Gltd16dAMNn/rCl7beJQ33niXH3z1JsZmpRJrCc+CcLvd2HUvv7txJC9vLeM3qw7xyaFyFjy9nieuGknuiLTzak9r7epq7pCf6rpa3n33XS6cPZMUV2Kn3E5jH1P3+Qk1bLAJoGhah/TzGq8bTp3FUrbhc0o/+xSrK56EESNInTwFRY2e8YZSfDxPK1asQGvovGdlZTFx4kS2b9/O0aNHI+cZPnw4I0aMYMOGDZSWlkaOT5gwgezsbNauXUttbW3k+PTp00lPT2fFihWRNzcrV65kzpw5OJ1Oli1b1qwN8+fPx+Px8OGHH0aOWSwWFixYQFlZGZ9++mnkuMvlIjc3l4KCArZu3Ro5npaWxowZMzhw4AD79u2LHO/MTMBpM9XV1UWy95ZMZ/M4XXTRRc3y94ZMZ/M4NepNmc72cTp+/Dg5OTm9KtOQMaNpTXl5BYn9+vHBsmXoHjeD9uxmtc/H7CuuOG2mXzxfCWQzNK2Ygr2bGDe4mzIllHLPRRv424eT2JVv5ZafVvOrh8Ij+Dat+wRr6GRxbM6cOfxlSQwKCjmpxZQd+oxlh07/uldeWIgNWLX0XYIOJ7FJSeeVSfP7mAUcOnSI4RMnRjKlGDpGVhlxRjpOyxBWr15NbW1t5Pw1VeU8cp0LrfYzXtw4geJKJ/f/WuPb13u57TJLj33dcyUnc9my8Fbply9/HQ346IrrSIpzdfj/p8YO96Ynf4nPd3JEwYBL5pCdeynnQw8EOLxiBWljxzYrPmZOm05sZl+szhhqCo5yZOUK/LW15Fw5/7xuzwwOHDjQrFjdWQ4ePNjptxGtzJwdzJ3fzNmh9+avCXkBCDXpox44cIB4zYHi8xHy+tiwbSuh+nq02NjTXte/tlUT1A0GJVpJD5Wxb195p7a9NV6vl9hQLY9dGMtP19VwpNzNLX/9jB/OCq+LWHLkGDUtPvD7/Wdl6IpGdoJGjrWKffuqm53e8rFXfD589e7wabt2NVu3+VzbDOH73dGkbVPivGxyH8BZW8axQ3WnnP/QwYPMSnXQZ24aT66v4ERtgIde2s6tY+O5aUzHrQPZ1c99jx5g9tE/o4dCjB0Ogz/+bz4a9BWcasdPS1YUhezsbPb97S+Rfj1A2oXTyZgx87yvXw8GKfp4LQkjRjYrPqZMnIQjPR2Lw4n7xHGK1n1MsL6evpfMOe/b7CjKrJ8+LnuvnwPNMJhjhHj00UexNzzonTXyceXKlaYd+bh8+XJTj3xctmyZaUc+rly50tQjH1euXNkrRz7Wh4JMe/MFWvr8mttJUFSq77r95E7Umkb88y+gNNwHLTOVVcPc74I/qPCnrweZMcro1kyfXnUreQV2vvI7jXqvwuiBOtsH/pP1116PEbCz5YDC5oMKWw6o7MoPj6T623+5uWCINZKptdc9i65Tfedt0Nh2i4XYfzyHNTaWkMdDsK6OwLKlWOcvQI2JCR8/08hHv5/AkrewX30tFqczkqnG72PGkhf5/JrbSXScPK5XVOD56oPE/eFPaIlJBFWV6nr46QsaH3yhYrMYvP4jyErrma97dcEAU1//Z7M2brj2DuJtrT/3ziZTy+eez+fjySefZKU/eNYjH9f98PvNNpxpSg+F2PvSi/hqqhl7z32njHxsqmjLZg4teZvp3/9hh30K39s4bVZeffDL2Gy2Th/5ePDgQYYMGRL5MNsszJwdzJ3fzNmh9+evCrjpu/pR0m0NxTl/DYW5T5IYUrHNu4JgMMjSjHTmV1RivL+8zc1g3P4Qc55aR7UnyC+uHsXVE/p2ZYyT7XC7efTRR3nyySc5Uadz53NbqHAHGJjspN++V3j6l0+gqza2FFSx8UgVG/Ir2X6sBgP47XUjuHxsv8h1tfrYe71t3y9eLwG3m/c//JDL58zBGhPTrs1zAoEA77//PpdffnmzqedNs8TEnNzX2l1ZyaOPPcaTP/lJZIMetz/Ez9/bz6tbTqAA/7lvChMHnGZnw3borud+43MyzeYCwhsEFeY+SaK14/f2NgwDv9/Pdb99Gvc5jHzc+etfNdtwptl1h0IcfWcJgbpaBt1w02nX767cuYPjH6xk1MNfj5q+XnS0ogezWq2nrCWhaVqr/5naWkC/reORN54WC1arNdL5bWvtitaOq6oamRbenuNttb2jM7XneOObtpb3cU/O1Nbx1treOD3zbJ5j0Z7pdMdbtr2xbb0p05mON227xWKJXGdvyQSgGq1Pu1ZVFSMQPFl4hHCxrWHKo9VqxfD78b75Bo5rrkVRFF5eA/4gDMmE2eMskc1PuiuTxWJhynALf30EvvRr2HVERS1dzD0HYjh0QqXl4Cm9/y7GDh7S7HFp7XVPr68/WXgECAbRAMPno/aeOyP3WfCdt8FiIeH5F9Ds9tNnslqx3XLbKZmsDVmaPvcMn4/qr38VgLqvfiVyG6mJdp56CO76X9hyUOEHz8G/vmdFa2V2R0943WtJUZTIc6815/r/qbFQarHbO6yopYdC7H3lJbxVVYy9597TFh4BXP37Y+g63qpKYlI7ZipVb6VpWqcWH5veTm8sQrSHmbODufObOTv03vyaHs7U9JVT0zS0QAglEMCSlMgCtxur309Q16HhPmj8APbKK6/EarWyZMcJqj1B0l12Fo3PRGutg9EFGh8jTdMY3tfFv+6dwh3PbuJIhYfipDnc8c8d7CmuQ2/Rz0vzHuPioTPP3HfR9Yb7JYmrfH6UxvslEECbdwVqMIiWkY79yafCH8auWnnGAqSmaVx11VWnzdK0+Bl79bUsTk4i7uprI7fhcjr42dWjqfIEWbmnhP9+ew9LHroQu/X8n7Nd/dxvfE423QSps9rQ+AG3arehdWD/wQiFOPruOwRqahh4w41n3DjQ2acv6DqBmhrsyckd1o7zET0TwEWrrFYrCxYsOK/FcnsqM2cHc+c3c3aQ/G0xAgF8r74c/h6Alxpmvd41r+N3XT4fE4fAXx4Bp91AqU/m4PFw4TEjCRZMgx/fCS//yI8xfP0plz2bx94ItijWAgSD4ePnyK5pPDxmEvYmnTEjGDyl+Nl4G5oKj98DditsPQQvfHDONw3Ic/9cRAqP5eWMvfue8KiIM6gvLARFwRYb1wUtFEIIIZpQFGhlJ+xAIMC7775LIBBA1w2eX58PwG0XDMBmiZ6yxbAMF/+8ewpJTgseSxy7isKFx5RYG1eOzuBHC0fw2n0TGV392dl9eKUozTu0Det8WxITucof/q4EAnAem6VYrdbwLuBN+1mBADa/n6t8/lNuQ1EUfrJoJAlOC3ll9fzuw0PnfNvi3DUWHv1VlQy8/gYsDTNiT8dbWhJeA7wd/cKuIiMfo5yu65SVlZGamtrqaIrezMzZwdz5zZwdJH97vPsZVNRCsgsWXtjdrTnV5KHwh28GuPvfB/jhnGFcNNpK/9STfcoav9Fav7vbH3u7ZuFrYye3epoB1CpxlCrJuPdolHqhpArKa2DMQNh8AJ58DSproW8KOGwNX1Zw2Bu+28Bug/iY8GPXUnfnj0Yhnw9PRUXkd29lJXWFhVicTmwuF3tffpG6EycYdfsdGLqOv2E9S4vTiWqxUHP0KLXHjpGQMwiLzU5NwVEOv7ec9PHj29V5FUIIIbraRwfKOFzuxmFVuXlq/+5uzimG93HxzO3jePi3r3DPtZcza1gfclJjIsVGt9vdWjfv3CgKqCq0sWnj2WjcBbz12wG0EMT5UY6ug1ANSm0hGfUlvDrQzcoDNXg/tVNkDCUzNQnD6gSrEyyOhu/O8DGLA+wuiE2PrtEBUSzk9+Ovqor87q+uxlNSguZwYI2N5ei7S/AUl5B9zTXhJbrq6wHQHA5UTcN94gTuokJiBwxAs9pwF56g8KMPSRw5Eq0d0/S7ihQfo1woFOLTTz+NrH1nJmbODubOb+bsIPnPxDDguRXhn2+eEx51F41GDTQwRqxn4YwhxNvad5loeewNA/KLYXsebNtv44vYX3JYG4BPaZji8afWLxcMwV+XtX5aS32SYXxOw9dgGJUNKtGRP5rUnjjOzmefifx++L3lAKRPmEjWnFwq9u4FYOsf/9DscmPuuZfEQTmoFgtlO7dz9KPVGMEg9qQkMqfPoF8HLHouhBBCdIZnPzkCwDUTMkmObWcnqovlpMYwrHYrN0y8u9n6iT2CYUD1UZTjm1GOfAoXFaAk5KFoDUvDvHVHs7MPA4Y1Vo42tfMmYtMx+k1p+JqM0XcCaNFTCIsmnuIijrz6SuT3ojUfAZA4ajTp02dQeyg84vTQv5qvTz7whhuJG5CFomlU791LyafrMYIhbAnxpE6eQsqk1gcUdBcpPgohhIh6ht+P0fAp3ydbAxw6ATYL3HxJ17XBFwry193beGDUeOxa7/vzWVoFb62HjfvCRccad+MpVrAMiZzPZvhJT7WQnqSSngQp8eE+bEkVrPoi/POgPpAYB17/yS9fADx+8PlBN6CoIvz1fkMn1qLBiAEaKZaR9B2mMHk4ra4faTaJg3KY9dPH2zz9dKcBxGVmMv6BBzu6WUIIIUTH8fmgYWfgvYdL+OxwJQB3T8/usia0XHMyahhGeNRjy8XDz5a7AnXnKyiH16Kc2ILiLjt5WpMlAQ0dSMjEiO8Hrj4YcRmAgsddy9rdBVhCXoYmaWQnqCj+egh6w18BDwQ9EPCgGDpKfQnK/mWwP/yptKFoaOmjyIwbiWq/EQbOAC06C8tdLW5AFmO+9V9tnn660wCcGRkMvvW2054nGvS+d09CCCF6He+bb+B79WUAnv1rHlgnsfBCSD2/TffOii8U4vc7t3DX8DFRUXxULBawWJqv+2ixhI+3k2GEi40vfhguHAabLO2oKjC0H4zNCjD0g78wLJRHH6OMeKOWhKdfQI2NPeX6/roUfvNGuKj452/CgFb2MjGM8JT5HYdh26HwWpE7DoPbBzuPqMAw1vwqXLycNQYuGQczx0DCqTcnhBBCiCil0/5imfr8P7E88yzDcgby71+/ApkTuGRYKjlpXffHv3HNycsuuyw6io9WK4bVSrCqiqUZ6SwoLsFitcLZtM0wUE58gbrlGZTdb6EEvc1PTh2GkTYO5aU1GHoa+OwoxTUEV30Arubr49iBqqzjPPbWLrQyhdevm8bozPhWbxNvFcqJL1CObwqPrjyxCcVbjVK8g7TiHXDoFQy7CyMnF33IXIzBl0KsbIDX23X/uydxWoqi4HK5umSnxWhj5uxg7vxmzg69O79V1bCqKoEm69ZYVRWrqgFtb5TiuOZabHNy2fbw43xunQTAXXM7u7Wdp7WNXeDsHnvFbifh+RfQq6upfejLuP74F9SEBJQz7H4HUOuGJZ+Gi455hSePD+sP8y+ACYNh9ECIdYBe76dm+ap25br3Cli5GXblww+fg388Gl6mqHnG8GjJS8aHvwBCOhw6AZv2hXhrTQUHS1KpqlN497Pw+p6aClOGwRVTYd5kSGplvUghhBBCdD+bquHQNfptq2XHMLBZLNhUDQi1eRn9rjsJXn0VO374OBsyJoJucO/Mrhv12NFa3djlbDkchFatxFNTw5Lvf5/cv/+NmPj4M+50DUDAjbLrDdTNz6IWbYscNpIGoY+5AaP/BRiZE8GRALW1WH4xF5IaC71t90Gvn5TJ8p1FfHywnO+9sZPXH7zw1M2AFAWcSRiDczEG5zbcsA7lh+DoZ9Rve5uEsk0ovlqUPW+j7nkbAyU8PXvU1egjF4Or71neWaInkOJjlLNYLOTm5nZ3M7qFmbODufObOTv0nvyeYJC6gJ/n9+3g/pHjSbQ7cFosbLzuLiq8HnLfeYnVi24m2eHEabGg+3xtXpdis6HExvKyfREAM0bB0C5cf9wTDFLr90d+jreducB3Om1t7HK2j71it6M0jEBUYmNPW3g0jPCmMG+ug/c2gafh7rZocPmU8PqZk4acuja4YrGApp3c8brF6ErD78f75hs4rrkWi83Gz+6F638Kn++FV9a2b2q8poYLn8P6a9x6aRpeP2zYB2u2wUfboLAifH2f74XH/w3TR4V3Ds+dAK4etsySEEII0Ru4Qz7qfV4+XPEBc+ZdRqzdQYxmJ0azk3fxEzy25Lu8ff8TJMS5iNHsgL/tK7PbIS6O487BBHWDERlxXDgoue3zd0KW6oA78nMM59e5OO3GLmfD4Ti50Uxc3OkLj4aBUvgFyrYXUXe/geKtDh9WVIyhV6BPvhdj0GxQWhQLrVb8NhvL7LZWR1e2nI7++FWjmP/79ewtruMvaw/ztdzBZ86hqJA6lFBSDvmOyQwfMgjLiY0oB1agHlyBUpGHcnwjHN+IuvL7GNkzMEZdgz5iEcSknO29JqKUFB+jnK7rFBQUMGDAANMtvm/m7GDu/GbODr0jvycYZOrrz0dGOD67dwebrr8bp8WC02Ih1enk4TGTSHU62z2FubwW3rdeDMBd8zqt6adomSV3yYuRLKfT1ujG0+mMx76oIryW41ufwNGSk8f7pcKNF8O1s8IjEdui2O3E/+mv1DxwX6ujK41AAN+rL2NfuAjFZmNYf/jKInj6LXjyVZg76fTX31TT/LPHqsweC9+/DQ4cD68NuWxDeCOcdTvDXzYLXDQWLh4HM0ZDpvRPhRBCiE7nDvlIX/EIoWCQsYfgrlXvo1kslMx7ihjNToIjjoULF5Iak4BVa9/oP08gxImYHADumZndZTOAmmUZDjlrHqPoyt80FEzb1iGjGztCfSnqzldRt72IUronctiITUefeCf6xDshPrPtyzsceJe8xZLvfa/V0ZUtp6NnJjr53uXD+cGS3fxxTR6LxvdhYMpZTo/XbBgDZ2MMnI0+93EoP4i69x3U3W+ilOxGyf8E8j9Bfe+7GIMuwRg6Dz1nDiTnnOWdI6KJFB+jXCgUYuvWrWRmZvbYIsS5MnN2MHd+M2eH3pE/oIeaTa0OGgYBPYSz4c9OWyP/TufldVb8io2cDJ1ZY7rufjlTlracS8aOfOzX74bn3odPdp1co9xqgUsnwjUzw8W69m7oosTFYb/hJtTERBTbycXBDZ8vshEQPh80jMK8/0pY+nl4Svdf3oXHbm3f7bSWX1EaR0XCw1fBnqPhIuSyDeHC6qovwl8AOX1h5uhwtqnDIeb8BqgKIYQQohV+PYTfCJLmdFE4XiEZg1J/LX49RIx2biP/3t1ZQkC1kxJrZcHYrpt225gl1RHHsXHgDdRFcpxOh41uPEfK8U2o63+HcnAFih5eushQNIwhl6GPvw1jyFxoZ+HX6nKFC6lJSc3XlPR6IxsB4fVCw67eN03px9vbTrApv4rffHCI39w07vzCpAxBn/kI+sxHoHQv6u43UXe9gVJ5GCVvFeStQgOMxIHoOZdg5ORiZM8CRzs/3RZRQYqPQgghol69B15aF+4M3TkngKJ0XVWp5TqVFkVpWKMyOnn98KtX4T+rTx4blR0uOC6YFt7I5WwpNhvOm25udszw+ai+6/bIhjc1X3mAhH/+G8Vux2qBb14LX/8DvPRReKRqv9TzCNXYDiWcZVQ2fOs62JYHH2wJF1j3HwsXO/MK4V8fhAutMxqmZ8+ZEF6/UgghhBAdR0VBVRTOYm+ZVvmCOi9sOAHAzZP7Ym+5jmAnsqkaNsVCpbeOsfuhbrjWsEZllAoFUNf9CvWTp1CMcN/USB2GPu4W9LE3QlzGWV9lq4VUrxft0rk4g0EWZ6TjWHw1fLACHA4UReG/5g7l5r9vZOnOIr500cDWN585F2kj0C/+f+izvwdF21H3voty+EOUwm0oVUfQtjwHW54LF1qzZ6CPvg5jxKLw+pUiqknxUQghRFRz++DB30JFrUKiXs3CKRbCe+51jVPWqVx8yxmnXHeXPUfhO38Lb94C4cLbvVfAyKyOvy0jGGy+03YohBEMRqZkXzoRxuXA9rzwFOxf3N+xt6+qMHFI+OvbQElleLTnJ7tg/S6orIM128NfThvkTgzfHzNGh6drQ3hEaHkN7C9UUIpywOvCiC+B5MLT3rYQQgghOkYgpPPNl7dxpMKDagS5YWLXbjYSo9kpmfcU1XW1/Oidx1j2wBNnnHLdbSry0N5+EPXEFgD0IfPQZ30LI3PyqYt2n69AACUQwJKUxFU+P4rfTzAQiEzJnpydRO7wNFbvK+VXKw/w7F1nN9vnjBQF+o5H7zse5vw31JehHFmLmvchSt6HKHVFKEc+Rj3yMcZ738EYfBn6mOvDIz6tzvB1GAZ4KrCU7ef6ymOMDekccCbwQqwUKrtDdL57EhGKopCWltYrd709EzNnB3PnN3N2kPxNef3w1T+GN0pxWA0er/wlDtv/6/J2OC0WXA3TjVsWHs9lbce2nOtjr6Pw3GoLv30XAkGIj4Ef3xneHbq7KEp4dOLdv4R3PgsXQYedYZOg83nupyfB1TPDX7oOO4/A8o2w7HMorQ5PA1/6OSTEhkdOFlfC8TLwBQBsqFwKgJ61HUOKj0IIIUSnC+oG33p1Bx/sLUVTYGTVBpJiLunydsRodrCGTv7cRHSs7Whg3fkSlo9+ghKox7DGEJr7OMaEOzq+6NjSaa7/0blD+HB/KesOlvNpXjnTczpx8e3YVIzR1xIafW24qFiyG3X3W6i7XkepPoqyfxnq/mUYtjiMfpNR6oqhqgAlUE8S8GrD1byWksMLsRM6r52iTT1zMTETsVgszJgxA0uUjrLpTOeS3fD78bz8Eob/NLup9RDy2JszO3R/fl8oyNM7NuMLBc985s5sB1a+/nc7n+8Nj1R7+gEvk0K7OvU2z+U1pHFtx/ZunHM65/LYF1cpfDP2R/zqLTuBIEwbAW/+pHsLj40uGAGzxoT7iL9548zn76jnvqqGR11+9yZY/St49ttw3UXgckJ1PXy6Ozw9O1x4hPgYA1xlGGmHIa4Cq6pG9dR6IcwqEAiwZMkSAoFAdzdFiB4rWv4fhVD4ztKDvLerGFWBn181nDTfiU69zXPJ3jglubuKj4qnkq+mfk7Myu+gBOrR+04geN9qjIl3dn7h8QyGZbi4enx4pOqvVh7AMM5z/n17KQpkjEaf898Ev7qZ4F3LCU25HyMmFcVfh3p4DUrpXpRAeF1yw+5imzORt+P7klcdh0OP8qn1vZQUH6NcKBRi7969hEKh7m5KlzuX7I27rhot/qD0xKKkPPbmzA7dn98XCvH7nVvwdeP9H8DCf8d8h/V7LVgt8LuHYfpw/cwXPE9tvYZ0lbN57Os98Od34ZqfO9lkGY9FM3j0BvjHo9A3uQsa207fvDb8/aNt4RGsp9MZz31NDRdk/+du+PgpePrh8AY4v/8avPlj+Pxp+OxphQ+fcKKP/4BVX57Mxuvuitqp9UKYWeOuqy0LB9FSTBGiJ2jr/1FX0oHvjrmad/aUoSjwf9eO4fKRaZ1+u9GQvd0CHtQNfyHun5cyJfYEBgqhGY8Qums5pAzp7tZFfD13CFZNYfuxGlbsLun6BigKRv+p6Jf/guA3dhK8+RVC854geN3zBO5bTeBbBwk+msfAb+xi4p0fsufQEPIujuKp9b2YFB+jnK7r7Nu3D13v/Dfd0aYjs3d3QeFcyGNvzuwg+YNo/CDmUdZbp2BRDZ76Cswe292t6hrteezdOPj7Sitzvwe/exNqPArZoWO8+C0v910RHvUXTUZlw/wLwj8/9drJnbdb09nPfZs1vBbl7ZdC7gQYPgBc4Y0bI8VGl80mhUchepgeVVAQwuR04Ac583i930QAnrh6NFdNyOzeRkUT1UDd9jyWP05FW/nfqO4yyoJO6m94BX3Of7d7B+uu0j/Jya0XDADg1x8cIBjqxvcvqgVjcC761AcwRiyAPuPAmQiKQoxmJ8Ea7vRJ4bF7RNlbFCGEEGZlGFCpxPNj5yOstV6IZoT45d0+cid0d8uigwc7/7ZdzfWuP/Obd2xU1UGfZPjhTT7+WfcIIwdEb7H6a1eDRYMtB8MbwAghhBDCfKotDn6cNYdXM8YB8D/zcrh+Ur9ublW0CEGfYrgsH23Nj1HqijBiUvHM/j7/fWIuof7TuruBbfrKxTnE2jTyyty8ubVzp86Lnks+2hdCCNHl6r3hHYkPF8GRovD3w0Ux1MQ/D4BqhPih5zfMnfBgN7e0+4UUC6/b5/OM7QYq1UQA0hMMvrxQ4bqLwOIPUvPX7l2f80yyM+D6i+Clj+Cp1+GiseHp0EIIIYTouXQMMBq+N+EL6qw7UMahsnoOl7k5Ul5PXmkdFZc+FjnPj/e8y83f+VlXNzn6WDSMbDfKsCMoMeH+nOFIQp/xNfTJ9+EPKvj/9c3ubeMZpMTauG/mQH734SF+u/oQi8b1xWGVNRVFc1J8jHKqqpKVlYUabfPouoCZs4O585s5O0RvfsPvx/vmGziuuRalYefntlhVDauqEmiYPmtRlMgGHl4/3PR4eMOP5sKLZifrlXzd+wxz9U9RLA93dIyo1vKxX7sD/u9lO3mOLwGQ6grxpSsMbrzUgr1h1o1hWLHfcBNKt+7CeGZfWQRvr4cDx2HpZ7B4xqnnidbnvhBCCNHbBQIBli9fzpVXXnnGzVVsqoZNsVDhqWXsftgxDGwWCzZVI6Qb3PHMRr4oqG71sgkBN5cVb+SWoq0Q5X2XzqYUfIa68vuoE8KjBetCVizTH0ab/XWwuwCwKoEo2G37zO6Zmc0LG45SXOPjhc8LuH/WwO5ukogyUnyMcpqmMXHixO5uRrcwc3Ywd34zZ4fozd+4dqp94aIzFh+dFgsbr7uLCq+H3HdeYvXiWyLr6P1jebjwGOsIbwQyqA8M7NPwPdlHQihA7UPriP/rP1Ds5lqTpfGxP3AcfvkKrNsZPh5rN7ij+gXu/9W1xCTFNruMYrPhvOnmbmjt2UlLhDvmwl+Xwu/eCu/GbWvRj47W574QQgjR2zWunXrZZZedsdAVo9kpmfcU1XW1/Oidx3j7/idIiHMRo9n5z4YCviioxm5RmTE4mZzUWAamxDIoNYYclwW7v47/+vEy6t96A5fD0UXpootSlY/20eOoe5cAYGh2fJO/xHdey+fnMx8hxh4TOW/jbtvRLs5u4aGLc3h82T7+vDaPGyf3I94Z3QVT0bWk+BjlQqEQ27dvZ9y4cWiauYYumzk7mDu/mbND78nvtFhwNRQpGwuPx8vg78vDp3/vZrjuopaXshOsCXdEdYvFdAsTl1aF+J9nK1i9KxXdUFCV8H308IIAcausOGJ7difuvivg5Y/gRDm8sQ5untP89N7y3BdCCCF6uxjNDtYQAAnWGGI0O1XuAE99cBCAr16Sw1cuzjnlcrW14ZkumOwDZgB8tfTd+SdsS15HCfkB0EddQyj3h+gxfbjUszzqRziezs1TB/Dc+nyOVXl57tN8vp4bPbtyi+5ntvd1PY6u6xw9etSUu96aOTuYO7+Zs0Pvym/XNB4eMwl7QyHpl6+ALwBjBsI1M1u/jK5pHBk3Hj3Kik8ts3S0I0Vw/U9VPtiZhm4oTB8Fr/8IfnIXpKWGRzeeacRpNDH8fjwvv4Th90eOuWLgrnnhn59fCS2f4r3puS+EEEL0dlartdmU4N+sOkiVJ8CAJCf3zshu8zLTpk2LuiJbyywdrrYQ2/OXk37gRZSQHz1zMsG7lhO65m+QMCAywjHa7pe2BAIBlixZQiAQiByzW9RIwfmFzwvwBkLd1TwRhaT4KIQQvZQnGKTG74t8eYJn3pTEEwxS21Asas/5z8SuWfja2MnYNQuf7oYVm8PH//tWaGtZP8VmI3/8xKgrtDXN0tGOFMPdv4TSaoVEp5vfPRTk79+C4QM6/Ka6TOM0faNJpxTg5kvAYYP8YvhwW/e0TQghhOjp3CEfVQF35Msd8rXrMtUBd+Tn89W0YLansJYXNxYA8N/zh2NvY8MRq9XK9OnTo67I1qnFv9pCLC9cjVpxiIA9Cf/iPxG6+z2M/lM7/ra6SOM0/UCLft5V4/uSEmuj0h3gra2nLPAuTEymXYtew/D5MOrrwz/X12NYLKZbL06IRp5gkKmvPx/Z8AXAqqpsvO4unBZLq5vHtLxM7pIX2XT93ZEp0+cjEIQnXgz/fPUMGD/4vK+y18gvhnt+CSVV0D/V4LaJH3PxuFwUpbtbdu5O93qcGBce9frih/Dc+3CpLPEohGgPrxfq6sI/19WFP8Ey6XpxQrhDPtJXPILfOPlBsU2xUDLvKWI0e6ubxzReJhQMMnY45Kx5jKIrfxOePn2eDMPgp0v3oBswe2gKucPTzvs6e43aIiwvXI1ScQgjNo1DFz7JwFGXo/Xkjt5pXo/tVo3bpg3gd6sP8ez6I9w4uR+q2oOzig4jIx+jnKqqDB8+3JQ7f7aV3RcK8vSOzfhCJ//YGj4f1XfdTu1DXwag9qEvU33X7Ri+8/9Er7vIY2/O7NAx+QN6qFnhMXxMJ6CHpz+0Niqt5WWChnHy/C2LSWf5f+vFD+HQifAmM49cf/rzmunxz28Y8VhcCf1T4ZlHdaZNyO7R2dvzenznXFAU2HwAdhw+eVkzPfZCiLadMp3P60W7dC7ORVexuKgY56Kr0C6dG34DLIQJ+fUQfiNIms1Fhi2eNJsLvxHE39Bva21UWuNlkp0ujo934VVDkfOfUkw6y/9bS3cUsSm/Cqum8N9XjkDpyYW1jlRbhOXfJwuP/ltexxc/sLtbdX7a8Xp86wUDsFtU8srcrDlQ1o2NFdFEevdRTtM0RowYYcqF99vK7guF+P3OLfhCJ9eQMIJBaDlFNBjECAbPu2jSXeSxN2d2iL7851vcL6uG378d/vmriyEt4fTnj7b8neVoSXjEY2Ph8bnvQP/0np/9dK/HjbIzIHdC+OfnV5w8m1keeyHE6Z1SOAkEUAIBLAkJXOXzY0lIQAkEoElxEjinookQPZmKgqooqLS/2KfS4vznWdyv9wX5xfv7AbhrejY5abFnlaHXqivG8u9rUMoPYsSkErztLYzU4d3dqvPX+HqcmMhV/vD3Zq/HQEqsjWsmZgLwzCdHuqmhItpI8THKBYNB1q9fT7AD1l7rac4mu2KxQMupoRYLhEI9dkSkPPbmzA7Rl789xaTT+c0bUOeBnL5w66VnPn+05e8MR0vg7v+DokrolwrPfhsyU8yRvdHdl4e/v78pvPs1mCu/EOIsWK0YVivB6mrettsIVldjWK1gtYLXi2Px1TIiUohz1Y5i0un8Ze1himt8pMXZ+Oolp+5ubUp1JQ2FxwPhwuPtb0FaLyg8NqUo4enWbYxyvWd6eMOhzw5XsutETVe2TEQpKT5GOcMwKC0txTCM7m5Klzub7IrdTsLzL+D6418AcP3xLyQ8/wJo2nkVTbqTPPbmzA5t529tyYFotz0P3lgX/vmxW8DWjuUj28qvWK3Yb7gJpTMXKG/4YKIzR0kfKw1PtS6qDBccn/t2uAAJ5nruTxoCYwdBSId/fRA+Zqb8Qoiz4HAQWrUSzztvs6RPBp533ia0amV4jbFAAJvfHx4ReZZFEyGiSWu7B3epMxSTWpNf7ubvDSPbvnP5MOLs575OeKfvNg1dM0q6vjRceCzb3zDi8U1IG9E5t9UVDCP8dZZy0mIja38+80l+R7dK9EBSfBS9hmK3o8SGh/krsbGy2YzodVpbcuDcr6zjimxtFUU9PvjZf8I/XzoRZow+r5tBsdlw3nRzp+2Cbfh81HzlAaDzRkmXVMJ9T0JRBfRNhue/c7Lw2NOcMuJc08LH2nt5Be6eF/75tbVQ6+7gBgoheheHA+Liwj/HxZ262YyinFXRRIho09buweekg4tsrRVG/UGd/1m2l0DIYOKABK4a3/e8bqNTd5uGrhkl7a3G8uKNKGX7MGJSCN72BqSP7Njb6CqNI86rqnjbbsNvs4VHmzcyDND10xYm750ZHv24bGcRhdUyIt3spPgohAmcy4g5w+/H8/JLGH5/J7ZMdIeOLrK1LIqWVcPTb8Gl3wlvJmK3wndv6oiW92yVtXDfr6GgNLzu5bPf7rmFRzh1xHn8n/4a/hCojWUwWitMzp0cHv1Z74XXPu6KVgshRO9zLiPmun2UnegQOga6YaDTpADUCUW2poXRGk+Av6w9TO6vP2bN/jIUBX60cKRsMuOvQ3vpZpTiHRiOBIK3vAbpo7q7VeeuxYhz75K3wh/6NC1K2sLfI8tgtHDBwCTGZMYT1A3++dnRrs8goooUH6OcpmlMmDDBlIvvmzk7dGz+cxkx19puyF1FHvvzz29VNawtdgy2qipWVQsvO9D0udBBSxEcKVL40fNw2XfgT+9AVR2kJsAT90L/tPZfT3c9/ordTvyf/gqcXLqho0ZQ17rhgafCO34nxsE//guy0k89X0977jcdcU7DfdXWMhit3ZcWDe64LPzzvz4Ag56VXwghosG5jJjr0FF2osvZVA2bYqHCU0vfbTVUeGqxKRZsqtZpSxF41Rh++UEes3+1ll+tPEBxrY8Ep4UfLxzJ6Mz4DkjVyRwOvEveOnXpho4Q9KK9eifq8Y0Y1lhCN70EfcZ2zHV3p6Yjzhvvq9Mtg9GCoiiR0Y8vbzpGna/nLB0lOt65L8oguoSqqmRnZ3d3M7pFW9k9DUWSWr8fq6rhPItpfj2JPPbmzA4dk99psbDxuruo8HrIfeclVi+6mWSHE6fFgt6BU4mDIfhom4G6dR43f3ByOvTgTLjnclg4DWxnOXumWx//xgJaBy7d4PbBV34Hu/Ihzgl//xYMyWz9vL3luX82y2BcdxH8YUl4KvoHW1TmT+v5+YUQ584d8lEdcEd+jiGmm1skRPSJ0eyUzHuK6rpafvTOY7x9/xMkxLmI0exAw6ylDhiJqOsGH+eV8OLnR/ks9Qo+3XgCgAFJTu6dmc21EzOJac+C3tGisUDW2tIN5yoUQHvjftQjazE0O6Eb/4XRf2rHXHe0cjjCU67hjPflFaMz+OWKAxRWe3njixNMS+qiNoqoIyMfo1wwGGT16tWm3PmzteyeYJDcJS8CkPvOS0x9/flIMbK3kcfenNmh4/I7LRZcDesjumy2Di3U56kDePJtK7nfNvjenx0oZQ0Fo+QT/O5rIZb8FK6ddfaFR+hdj78/AN/4A2w5AE4b/PkbMOo0tbXelL294pxww+zwz8++b7BqlbnyCyFOcod8pK94hJy1j7F1OOSseQx3qHM2/xKip4vR7CRYw8X5BGtMQ+GxY+Q7k/jNx0eZ89TH3P/8NlbtrcRQVPyxFTx54yhWfnMWt0/L6lmFx86gh9De+SrqgfcwVAuha/+BMXB2d7cqqlg1lbumZwHw/GcFhHTZVNCsTP5qEf0Mw6C2ttaUO3+2lj2ghwg2+10noIdw9sKnckc99p5gkNqGdRs9wSDxtujfiMfMz3uIzvxBNIqVVNZbJ7PcOoe9liGwKnyaofkx0g9jDNgF8eVcMOpOFOXcp81GY/5zEQzBf/0VPtkFVgs8/TBMGnr6y/SW7Gfr9svC06535Svs6G9jtsnyCyHC/HoIvxEkzeni+Hjw+mvx6yFiZCWGNjUdKVodcENI69AilDCHoKJSZHOxLmEgr6eMYJOrH3x6HABdCaGnlhDsd5RiRwGzRyxGU02+viOAYaAt/y/UXW9goBBa/EeMYVd0d6ui0o2T+/H0h4c4XuXls2MeRvXQPXjE+el9FRvRK3iCQdx+Hx5Dp8bvI0ZReu306o5S5fPy9z3buGv4WOKs4VFunmCQqa8/T6BhWHzukhfZdP3dcl+KthkKSskgqE0GbxxfPmyluMJKSfzL6E0KioqhM224weUzdH6Y/2/QesdINcVqxX7DTSjnudNinQe+93dYvRU0FZ788vnv9t3TnM192TcZLp8CSz+HdYcG89UuaJ8Qonu5Q35qQl6qAm6c2JoVzFSksNGSO+Sj3uflwxUfcPkVl5PgiIuMFA0Fg4wdDjlrH0OzWCiZ95QUIEXrDFDL0lDr4klxa3z5xHZKqnwUXvYDQmrzKv+kfi6umJjBg8VPkhrTMK22h+9DabVaWbhw4fnvqB30oi3/Nur28Iy80IKnMEZf2wEt7DnO5r50OazcOLk/z67P5+29ddw7twsaKKKOVCBE1GlZMPvRkhexqiobr7urm1sWvTzBIDPffIGgYfC3Pdsj91dAD0XuR4CgYfTakaLi/PkDoO7IRSnJiRzb1vhDw/vA7NAxrgh8xOX+NQx7+Df47HZ+ejxEsGGgWuOmNj2VYrPhvOnm87qOw0Xwtd9DXmG48PjEfXDZpA5qYA9ytvflnXPDxcc9RX0orAiSldGJjRNCdCt3yEffVY/iN4JQADYlXDATrWtWZDwE93/wAUVX/iYyUjTVEcfx8QpJhkFZoE5Gi4pWhXSD5MMTsRUPBiAO2EJN+MSGvluWr5rF5Xu59tCnDHjnZdwxNr62wqDCU8vY/VA7XAtvatNDWa1WFi9efH5XUnMc7bW7UQu/ACA092cYE27vgNb1LGd7X955YRbPrc9nX7mf3YW1jO2f2HmNE1FJKhBRTtM0pk+fbqqdP1sWzMLHwtOrz6SjRi1Fg7N57Nuajt6443Hj/WlRlB5RGDLj876p7sjv9sG3n7GilORgoGP0yQNnDd+fOZachCDxv/gW6XoZNpqPcHRaLKxefAuz3/5Ps01tzkdPfvxXbw2PeKzzQFIcPPkgXHgWU0t6cvbzNXYQjM422JWv8OYnFr5hrgEEQphKY9EsWXWiWSyUNkyvPpMOG7XUw7Q1Hb1xx+NKbx1j98OOYWCzWHp0cUh0Dn9I5wdvHsDVUHgMpRZTZ6/gFxMWMTTGStbXHyTTqeJQDNB1FHcFQU7d2GbZA0+YelStcnQ92hv3odSXYthiCS36I8aIBd3drB6hf5KTi4el8tH+Ml7ceEyKjyYkG85EOVVVSU9PR1Xb91AZfj+el1/C8PfwMfHnqHGkjWKznfnMUe5sH/vWNO54vHpRePTR6sW39Igp1x2RvSfryPx2TePhMZOwn6aYVUMsX/qDg8/3qBhKCH3cKowxH2IM3szimToXDtfprxedUnhs1Pic6qhNbXri46/r8Ie34eGnw4XHUdnwyg/OrvAIPTN7R37oc/Oc8BDb19cp+HvHTH4hOlQgEGDJkiUEAoHubkqHUBr+tVfjSBuzFR8bqSjNpqQ3FobyZj/BhH2QN/sJmXJtMu0pyHtUKw+9uY+Vu8owMAgM20Vg9DaqsnZx7eQ+XDQokcHuchx6MNyhabHuctONbUz73DIM1I1/Q/v3teHCY/JggnevMEXhsSM/9LllSj8A3t1RRK23d/wdE+3Xc97dmFQgEGDp0qXt7mQagQC+V1/G6CWdUjM728e+LU13PO4JhUfouOw9VUfmt2sWvjZ2Mnat9ce+XEnkq3GPs+2IhtNuoE98D9KPNDuPYrH8f/bOOz6KOv3j7ylb0wMJnUDovUsRaQJKV8De+1mu6OkVz9/184p63qmnZxfPXpCO0psgRaQpJXQCCel968z8/phsSM8m2U022Xnz2heTqd9nv9+ZnXnmeZ4PVB47sqzPDwItrf8LS/Q06/8s0/+eOxbe+xV0alv/fbU02yGwL32mDfdgM3nIyof13wWgcQYGrQyPx8OKFSta1DXCILgEU/HYIPSpyyFfIFm4feTtbD6ZhywKZPX+BqXD+co7QTOZ8OblsdSs/6+ZTBCmTv4qeBxIyx9BWvNrBNWL2nM63rvWQkKf5m5ZkxDIlz7je7YhMULC4VH5Yl9aAFpn0JIwnI8tAK/XCP9oLFlCHFvky/hGHso+qR/fnxU5cQHOZ0FBSXO3rmbCue/D2XZoGvsvCIn8KOJpTkjdiLZrvPhTD8RfqLKeYLEQs+g9ol5+FYCol18lZtF7CJbgPeC0lP7fcwwW/gk27tfrO/76JvjrPWBthB+updgeDGxmGN7lLAAfbwzOMcI9Q8DAoDWSa7KxNqY7m6O7sjMuiYNpRaRkFJGa6yCvxHDUGoQnmbKdm/ssYE9cEjaTyPM39aekzfmqK1qtKOvX4li+lGXt2+FYvhRl/VqwWpu+0aFG+gHkd65GPPgxAMoVT6Bc/x5Yo5u5YS0TSRS4qmcEAB/sOodWKco2ELS2DIHWRMsIgzIwaCCCLFMsR/KA7a+kieXUC569NCmJGo/02M/9j/VvdOSO5nbj/GIx1mvnt4jUb5fi5bUf9nN//yEVIuM0lwutuLh0JRdERDRTCw38paa+rIymwYUcgW9Ml/OC9S6yxDa0VXN4/SdWOiRJsLf67QSLBaF0HAgREUF1PLYESlzw/OfwwQb9O42PgucfhFHh8RI8qIzudpqvT/Zg11E4cQF6dAzs/n0ZApbZc1rEddrAIBxR8f+B1C1K3DLqLg5Htb80838HK6wzqb2Xl++f1ujIHY/Hw+rVq5kxY0aLSP2usb1OJxQVXZq225ungQZ+U5+xd7HQzfeJfflrvxmctsYR7XHwxi2j6N4jFk7WsJHVqqdcA0RGGo5Hrwtx2z8Rd/wbQfWimSNR5r2C1ntGc7esxTM1OYKPDhVyIrOYXadzGd09PqD792UITJ06tUVcp8MJI/LRoEVhEiVkQSj3d+3KuoLFwhtXv0Oa2A675CGprUK7WI1oO5hL/TOKKvDisUHsOVJ3ofO6aIq0d5fi5cWD3+JSGh8d5VIUXjq0F5dyyXbN5SL/jlspfOgBAAoevB/N5Wr0sQwaj6M0Iq7Q7S6b9lFdX4Jef3DrQXh5GTz4b5jwGEz/vZ3f2h8nS2xDRyWd/xb9ml4dA//msbWy8whc81t4f73ueLxqJCz9o+F4DBQJkUVc1kd/APpoU/O2xcDAoGnxCajkOArptL8Qq1q3su6rO9M4HNUeWdDoFmehfZSZWJsJi3zpMWdTusyXhxqf4tcUae+BjNqptr1OJ9KV07DNmcfc9ItY516jOyANmp0SRb/fzveUlE37qGnsOdwK209k89/NJ3nog32Mf2Yz41/5lgeG3cxpaxxtPcV8tOsthnWKajI7WjrChb3Ib12J9PVzepp18mS8928zHI8BItYqcVX/RECPfjQIH4zIxxDG4fVS6HFzqH08ExQvceU89/5GObU26qusu+MH+HirftP6j4dMTBlacbmiwqMveVm3X+bX/7PwxR8gKkRe/sqyzOTJk5Er2edzMt3RZ2BQ+l7zeslSothkHsMkzze0VXLRvN4mjXSryfZwoTr7HV4vU5Z9CMCU5R9hEkV2L7ij1vFf5IBZv4HM/KrLuirnGaL8wH3OD2mr5frVrqZSkw/V/i92wLOfwceb9L/bRMP/3QLTRwbuGKFqe1Phs9/aSWDXUVi6HR5dAPbwDrQ1aKWUKC4KSorZtH0r7ZM6Ex9xKY2vpUXYBYr6KuseTivk5c16KNfv5w7ghpGdKyxXVY3/W3KQT75L5w+rjnNZj0TaRYd2RFdtUTv1iQit5QDkI7O09+VMzjuF2e3G6/EYkW7NTIniInnzk/TtA8lbnkSS5TrFgzyKyjWv7OBkVtUaUl1KchjuuMjPzn9Dt6KLNUgGViRc1eTL8DoRt/wD8ZuXEDQVzRKNMvVPaENuBsF/YSyDurlpZGdWHLzImh8yyCx0kRBl3OiFA+H5dNMCcHi9jPp8EZ7S8PcPTh1lz8I7yxwNwXZAhTL+KusWO+G3i/Tp2WOo4ngEvUbb7290se+7fC7ktOFP78M/7gtCoxuIzWbzaz1fRKi3tG5GXRGhtbHnuMhjkc+RI8bxnmU+zxX/iWHlljdVarm/trdW6mO/w+ulsLR+ncPrJdqs/4B/tkV3PNotuuryoGQY1B36JxTDg4/Uu00+YZGmIJT6X9Ng7bfw948hLUefN3sM/PpGiAtCIEEo2d4c2Gw2Jg+BhBh9/K7aCQsnNHerDAwCS4niInHNoyheL4Py4Vcb95E+419ljoZwThuzSxYwKZema8CjqPxy8SG8qsa4HvFcP6JTlXVEUeCxK7uzYvcx8p3R/HLx97x1+3BEsWU5EspHhA46BoV96o4IrYkfLhbzyJgHOGeP598eB28432NwueXh6vgOZUoUF/mekrJpO3qkxKpDFzmZVYJFFhmbHM/gTjEM7hzNoBiJxDkz0eLrl87qExYJR4STG3VBmezjAKg9p6HM+CdEd2jmlrVOhneNoXdiJMcyivj02/M8NCm5uZtk0AQYadchikdVyhyPAF5Nw6M2Pi04nHj+c11Qpk00PHlTzevFRsBTjhcBWPENrNzZRA2sA6/Xy6pVq/wSn/BFhAJsmHNjnRFx1aFp8O5auOclKzliHAAZYlsejHyaXSmXLhVNkVpeH9tbI9XZX1Mf+15UTFn+EQBTln2Iw+vF44V31+nb/vgaeOnH8MAsGNcfokMkurcmQqn/fzgDdz4DP3tFdzwmxOjf5T/uC47jMZRsbw589gt4yxyOH27Ur08GBq0Jt6rg1rzE26I4O8CGU1RwG/d59eLVLac4nF5IhFni6WsGINQQmWQzSfTP34UsCnx9IptF35xt4pY2Hl9E6MkJTzP0KJycWHtEaE188d0Frn//IOfsulMq12Tj5lF3sjYlp2wdQ1G9ebBLFk5OLO3fCU+XRT36XlQkb3mSfX0gefOTlCguNE3jzW2nAbhjbFdev204P57Sg4m9E4i3G05jv8lOQfr4ZuQPr0PIPo5mjcU792WU6z8wHI9BRBAEbh7dBYCP9qSiqMaNXjgQXiFzBmHDriO6EATA726D2Mja17/Mu5/bJ3l4d5OJP/4PhvaATm2rX9fh9ZY5gk2iVG8nX7DwNyLUR/louYxCN7/71MRXu0VA4HLPbh52LuL39kc5JvXggZc1/noPzBwdTAsM6qK6Pq7pRcWG72TScyDKBguvaJbmtmiy8uGFL+DzbbrjS5bg5inw4ByIMfSXmoTrJsBrK+HwWThwCoaE6Uvx/NOnSN22jeK0C7gLC+l308206dcfAFVROLN+HbnHjuHMzUG2WolJ7kG3adOxRJdL4S0p4eSqFeQcPQqCQNv+/UmeMQspzIWjQgGh9J9B/TiSfind+pdX96ZTbO0R41HePB6ekMS/N53m2bUpjEuOp0/76t8glSiuMkewWZQa5OQLBv5GhJbHVzcwy1nEa+tO8vHuCwCMyjnN0+c381TSleyM7swjS47yW4/ALaO7BqfxBn7h69cYk71s2veiIsEWxfkh4HQX4lYV9p/J4XB6ISZJ4LYxRr/VG0ce4rZnEfe8oQvKIKANuRll0m8gMrG5WxcWzBvSgWe+OkZavpNNRzO5sl/4fu/FqefI2rMbx8WLeIuL6Tp3HtE9ewGgKQoXv95G4alTuPPzkCwWIrsm0e6KCZgiLzk5vA4HaRs3UHjyBAgC0T170WHyFKQQElc0Ih9bG6XCIFpxcdiKhJS44Km39elZo2HqcP+2++kcN707Q6EDfv2mXg+yMr4os1Gfv1v6WVRF+CMUsUgSjwwcjkXSU3QqRMuVRDPnDx6+2i0iCBoPz3Dz95K/0k09z3+KnuIyz3d4FIHHX4O3V3pRi3QV7HAeY81F5X6sCU2Dt7/Sp6+bCBHhncVbLxwueHM1zHgSPtuqf5cTB8OSP8CvbjQcj4FALSyk5L13UXJza72GtI+HyUP16Y83Nk3bQhHF7SGyfXuSZ82pskz1eCi+cIEukyYx9MGH6HvjzTiysjj8wXsV1jv22aeUZGQw8PY76X/LreSfPsPxZUubygSDQOITBikqCluREI+i8qsvDuFRNMYmx3NjpTqPNXHH6E5c1i0Ot1flsU8P4vJUjTT1RZklrv2Z/lnzaBXhj1Ckulp9vhqCe3tZGf/6+jLH4x0j2vP+nnfo4czlnWNfMDvtIKoGv19xhGdWHUYtLNR3EMZjrLmoreaiiIBY7kXFm9vOADB7UHva11THVNOM1IHKKG7Eb99CfuUypF3/1QVluozBe/c6lNn/NhyPAcBTWMiyzz7Dk5NT6zUk0iIzd4geXfrB7vAWnlE9HqwJiXScMrXqMq8XR0YGiWPG0PPW2+k6Zx6u3BzOLP2iwnqpq1fiys6i24LrSLrmWkrOp3Jh7ZqmMsEvDOdjK0JzuSh48H4ACh96gPw7bg1L59Dzn0OqH+nWlbGY4Jn7dBXsPcfgrS+rrlM5ysyjqi0iHd4iyfx40Iiy+qBldmR1Rtx1DUJxPJrs4rmHvDw4w4NYWtA8AifPlvyFuZfpqTfPLJb58893oiCG9RhrLir3Y03sTRH44YwerXfrlVWXC7IM5R2YsqzPC1POZerK1Q/8C8b9FJ77TK8Zm9wBXnsUXvmpPm3QeDSXi4J778K95AsK77u7zmvIjZP0/1fvhryi+h3LpXh58eC3uJTQf0FUG/G9e5M0dRpt+/evsky2Whl4510kDByEvW0C0V260GP2bIouXMCZlwdASWYGucdT6DnvWqK6dCEmqRs9Zs0i89BBXAUFTWyNQaNwOrHOvYa56RexzZmHdOW0sHQOvb71NN9fKMRulvjLNf1rTLeujCQKPLNgIFFWmWMZRTy7NqXKOmVRZuYoEsxRuDVvi0iH99XqK++0cqsKWnEseY5pWIraoIpe/jy/D09d2R2TpoKmYVG9/PvAZ9wzSv+Re23HOX735LvMvJgZ1mOsuaiuH6vjZGYJm1OyALj78m7V7Qi32cxSixlvXh6ayQTl9qmiBUa8qKVQcAHhu3eRPr0d+Z+9kL78BYIjBy2mK975b6Hcthw6DGnuVrYOnE6kGbMQ3/0f8oxZdV5Dbr5MT73eejybMzlVhZNqw+PxsGzZslZRIiKqezLtLh9PdK9eVZZJFgvdF15HTJ++WOLjsXfsSIcpV+K8eBF36X2cMzubotOn6TTtKuwdOhDRqTMdJl9J/tEjeIrqeQMdRML3aTNAeDweRFH34YqiiCRJKIqCWs5B5Zvv9XrRyr19kiQJURSrnV8dmqahaRper7fsJPN4PGgmPZTW43CAUu4GyetFdbtRxUs+ZkEQkGUZVVVRyq3rm19T2wNhkyiKVS4OPkXX8vXNarqAeDweMFvK2uHxePAIYgWbdh1ReX+9vs/f3KQQF1Vz233zfbULVUWhV2f42XyFf3wi8eIXGpf19jIo+ZJN1bXN1w7gUh1ETfPLVtBvNGrqj6uvvhqt3L7K32CXP65Yro8rz6+un1RVhbx2iPunI2gSWmQ26uC1jOk/D0GQQZahtJ2yBH+5XaF9rMZra8x8YplDiWDjScd/wOtF83jwihXfY9Rmkz9jT9M0rrrqqlrHZDDGXkP7KdDnk6ZpTJs2raxfa7OpujH5/hp9u6tGqrSJUtC0SjaJIrYX/oPj4R8R+Z9XUCMi9T70ejGJYpmDXRYEUFQ8Hk+tNvnwZ+z5008++33fRTD6af9JgbXfimz7XuRUesXvLz5K48E5AgvGK0iiiu8rboqxJ0lSme2+7Zpy7AXDpvLztWp+pzwOB4KoX8slVeXK4kJUlwsPMKInJCXKnMkQWLxV5bapl7aty6Zil4uXDu3l5uQ+iGYLkiQheL14C3T5d09+PgIg22wVbPKN42BdI3zH8bpclHdpiLKMGICXAIrTCYKAXKpcW3DuHJLVSlSnS2Icsck9QBAoTE3FUo1T0+ASiqL47dyq736BClFJiqKgiEqF5YqiXFrX6cTidjPP5YLYGITcPL2/W6AoSPnzxPcd1Gk/cOxiES9tPAHA41N70jHaUnFftRxLURTaRdn5/aw+/Pzz73lnx1nG94hnfM82VdYtnwrvT7saQvl91TS/PssqcyytkMTD4xEUE6q1hPTe25ja7woURUQymfDm5bGyXSIzzSaeuDKZdpEm/rrhNMs6DqHQHsV855KgjbGabA8X6mO/b53yzsL3tqcCMC45nl4J9qr7MZkoWbKYZU8+ycRX/4s9OhpMJiTFXUW4SNKEerUjmGM/kAgXDyEdXoJ4Yj1i5g8VlmmWaLyjH0a57EcgW0GtJt0tSLT6sV/H75TT6WTHjh0kJSVhtVrplWBneJcY9p7L58OdZ3lielXnW82HcrJixQomT55c4XlEKdGdmEp+vn6fVa7ETCDHcU347ptVlxultMQZgCBJAbnP8+0bKCuf40i7gGixYGvfvmydyKQkEAQcaWmYqnFqNgeG87GRrFmzpsxZ2LVrV4YNG8aBAwc4e/ZSMes+ffrQt29fdu3aRWZmZtn8oUOHkpSUxJYtWyj0pTgAY8eOxRobU+VYRUVF2KMlVq1ahUPTL5Jr165lwazZOBwOtqxdw/hK22RnZ7Nj//6yv6OiopgyZQrnzp1j3759ZfMTEhIYN24cKSkpHD16tGx+IG1KTExkzZo1FR7YJk+ejM1mY9WqVWXzfLZVZuPGjSycPYfs7Jwy222CWGZTyolUHn8lHohkcMdUor1ngbptktwuxgMnTpygz7Bh9IzcSa+EnqRkJnLvcyoLxhXzo2tj2btrCxmlD62V22UqzdH27cvr9bJ6/foK682cOROHw8HGjZfyB2VZZtasWWRlZbFjx44K/TR58mROnTpVoe0JCQkMHDmigv0+m3oM6F9lfk39FNlpyCXHY3wq6pA1IClkZ+cQ26kTO266FdVRQpfDP3B2wCAmeNw8dJVKzNK3eMb2I1aYp3KX8xM6aJkUFhWyqZyttdlUn7HXoUMHRo0a1aRjryH9FIzzyaNpbPQU89MRY+id3KNWm0o8HiQoc2JIxXFs/16/tCdbN7NqVUG1NlkUhTFAjsPJjm8uqSw92zaJQaNHM2X5R/zSEs/GNWvqtKk+Y6+5+2nzjiOs/H4gBy9UVEXtFJNHn3YX6ZN4kXGDoxgxYhjffdf0Y6+kpIRNmzbVy6ZQvZb7bCrfT75rZHnWrF2DYrYQFRXFpMsuw7v4czaZzCilqu2juw3mTEZ33l/nJc61Gp9IbV027d27F7g0LocOHUriNztwffoxAI6fPMzpwUPo+KOHSExMZOvGTUyV7Wxcuw6TIATtGuG72d3z3DO4ykV9dpk0maQp1YQq1wPV4+HUmjUkDBpU5nz0FBZijqhY+FiQJEw2G56iwup2Y1COlJSUCg74QFGg6JEg5R9+UlJSiJb0fnOWRoqkpKRgLe1LsbiEgYC39J7DBKSkHEeNCHEVsWrw2Q+XvoO67PeqGr9cm4FH1RiYaGFYdFGF61xNVN5XTzNM6mZn0+kSfvLxfmb0jGRW70ja2KVL/VLu+lZXuxrL8ePHa22vv8vKk+dQ+Pmai4iKCSUiH8fAnXjEgjJbhJdeQHG6yNi/j+9HjEA6c4axUSW8tP8TfjLkejbGJvOdNZER5AV1jFW2PVzwer3s3r0br9db9kKrJhyqBxNSmcOwqJuN1QczAJjWVazxHCgbK2lpWHNzy+Zv7vIARc4S3l/+Nv+adBfnjp/yq81NMfYDgeTKo8P3r9LmzMoK8x3R3SlsN4aC9mMpjh8IogwnzgT8+P7SWsd+Xb9TTqeTnTt3MmzYsLJxNLGzxN5z8MmeVK7urGCW/HvhV9OYjPr8c3oXFWG5dgF5c2Zz8dprypZ5vV5Gjx7NqVOn6jz3GoogCCQlJXH09VcpKhd1mDBmLO3GXd7o/ateL+lbtxDTt1+Z89FTXIxsr3idFkQRyWrFU1Lc6GMGCsP52EimT5+OpbTTfR73wYMHM3DgwLJ1fPMvu+yyaiMcJ0yYUGV+kbdqNFNkZCSyLDNz5kwK3C5+t+xDpk2bhizLREVFMX3adEo+/rDCNm3atGHmzJllf/ve3nfp0oWOHTtWmd+rVy969OhRpe2BsMn3fZXHd9KXb6PPtspMnjy51CZdoW/atGlEmy1lbX97cxdySgTiojT+/Wg72kS398smrbiYko8/LFtnzOjLeKWPxu1/17iQY+HdTRY+2Q5zx07imisc8M0HVdoVXfqQ7NuXr58q2xoVFVVlPkDbtm2r9JPX6+Xo0aNMmzatLP1CEARKStN/fPb7bCouTS2sPB8q9lNBCdz6dwnBI6JF5KIOWg+SUuG7nVquLf1K264VF3Ot+yuWm67kiNyLNeYJ3OH6nKhI/20C/8aex+Nh7dq1eL3eJh17vvn16Sd/bSrf9rpsyikp5jerPuX3CYl+2XSV10uOy8FVqz9nljCPlcDovir33jS+Rps0txvF4yaqfXtmlouIKj/GZk2fXjaWarPJ37FXvu212eTr/2nTpmGz6QUrG9tPbi+sOdSF/27pisOl2zJ5iMrU4SLj+ivER0UAyUBys1z3fPN99pY/72uyCUL7Wu6bX76ffNfI8kyfNh0hIkK/7pXepE2eNBlzbCwA40sElu2DtDwzUuIsZozS/LJp+PDhcO5I2biUJAmhQwekCRMo+fHD2F74D/1jYpBLv/NZV13FrAbYVB5/+snlcnHw4EFG/vyJKpGPjUFVFI588jGg0WP23Ebty+ASvXr1CkrkY56nBM5RFr3rO1asSX94KCmN3OjVqxd23wNF6YsAWb6UIdOrV0+Iql44JZTx2Q+l1xW1bvufWZPC8RwPNpPI8zeOoEu8fwWNq91Xkpeb39xDSmYxnx8uZNnRImYOasfCUfp5KvnOR7cf/dJAFEXh+PHj9OzZs0LWU23H8Of4To/CbxftJatExWsuwTNoH5Klqi0A/S4bdWnDwkIGXvyBz/NPsyE2mRXtBjAi7VhQxlhNtocLhYWFvPTSSyxYsIAoP77b9N7/JL+okD8uf4q5fe9hkZpOr8QIbpw4uMbrk8fjYdasWfTv379KGndJSQnvA4N69/N7HDfF2G8UqoK0713kLX9DcObpx+k2EbXPbJTkKQgxnYkGomvdSfBp9WO/jt8p3wvt5OTksrHfvYfKov3byCnxsDffzh1j/RNQqmlMljz4IMeefBLXF58TGxNDbCVxvQEDBjTQOP/QNA23202f+x6gpFLkY6P3rSicW7Ec0Oh4ZdX6kKGO4XxsJCaTqcoFXZKkai8mNXnX/fW6C4KAIAj6MUujA00mU9mPjlxNSoQgitUXLRbFCuHJdbU9UDbVVMOk/HxTDZGPvnV87S7/3X+xDZbt0L+Hp+8WaBd/aX912aT69lu6jizLdGwLK/4CS7fDojVw+iJ8slnk0y12xLbTUJMOQOzFKu3w7YvSfvL3O6iuP8qnXFbYxq1UP7/UAVTdmPT1h8cLT7wOZy6CZnKgDvkKTJcuiuW/28popePsas9mjsi9+NI0idtdn9doa01jLJTHXl3zm8Imh9dbFv1brHiI9HprVC/3tdFkMoEkgsvG2l36unddLWIyVU2HL/cH3HCj3p7KO65pjNXQdgsajwwcTqTViqlSPcrG9FP561tj+mn79/CXD+BUuj6vbxf4v1thWE/fOhLVfAvNMvbK21t+eWs5n9RqlssmE2LpfHe59X3btInRlcbf+hL+s0zm6sv02ry12eTwenGUplF5y1+jzGbkaD2zwBQTgxhxSUGoqa4RvhRx2WIJmFNLdzx+hDMvj0F33V0W9QhgiorCXVyx3o+mKHgcDkyRLc9p1dRIkhQU56Oklo7ZcvsuP5bL/182vsvGecVtqOacDnXK7Iey76A2+zcezeTN7XqE829n96NbQsVo3lqPVc13GRshseShsaw6lM6bX5/hSHohS/ens3R/OokxVyB1TUWNz66zXYGg8r5qO0Zdx1dVjd8s/Z79qQXYTCIn+n5NvKXiC6Qa2106/9qsw2yITWZ5fB+eFMSgjrFAfo8thRLFRZGq/9oVqW7MeOtUL4+SbEhWDQWJJfv0Wo/3XN6t1mdISZKYN29ejct8//v7/VutVmbPno3Vag3a2G8owvk9eh3H9AMAaPHJKNP/htZjin6cRh8h8LTasV/H71R1Y88mSTwwoTt//fIY/916mutGdiHKWrt/RD+P9OyRItWFhLnsPJJKHZFSTEzZdFPie2kvWsxIAbx/0BSFsyuW4ykooNt115dFPQKYIiLwllSsmampKorTickeOmqZhuBMGKG53Tg+/gitnAe+NXD8Avz5fX367qt1ZdpAYDXDDZNgxZ/hpR/DyN6gaQJCZjekPXMRzgyscx+hhKbp39M3h8Esa3qqtb3+KXdTPduQNIUzUmeOislBaGn44lMhv2r15wBctfrzeimqC6n9cHsFenSEK5pwePorhNPU5BbCz16Ge/8Jp9Ih2g5P3QKf/haG9Wzu1hnUh3tn6P13LhM+21L7ur7zaMryjwCYsuxDv84hRYXMqpU1Qp4yx2N2NoPuvAtTpRvt6C5dUJxOii6cL5uXd+okaBpRnf1TCTYIMWpQsG1NxffLk5bv5JeLDwFw7dAOLBjWsY4t/MMsi1wztCPLHhrDojtHMLFXWwBs+e0wHxyBfLInLU2T44WNJ1h5KB1BgD/P74Mnov4XtSvzThKpuMk22dnWpkfdGxj4jU9NvdfXT7GvD/T6+ql6Kaqn25LId3pJiDQze3DTKuH5K4bTpLgKkVb8FPmdqxHSD6CZ7CiTnsJ739Yyx6NBM1FPpfVbLutChxgruSUe3vz6dK3r+s6j5C1Psq8PJG950q/zSNM00gtapoCWz/Hozsul28LryrJ2fNg6dER1uXBcvFTIvujsWdA0bB1CRzXTcD62QBxeL4WlDsRCt7vsoaouBVvN48H16ceXRFFaAQ4XPPYKONwwtAf89NrAH0MUYcpQePeX8Pav3GgJp/X5KWMRzvUrW09zudCKS2sqBEgBOpC1KN5ZA5+WPrT/5jYvxGY0aD/xWj6XefcB8JV5YoBaV5Vg1eEIFRxeL5mOEp7dt5M8l/5DWFlNXZ/nn6K60w1Cql578c7pFYJpWiSN7f/MfLj9H7DmW/3v+eNh5V/0CDopxH/5WvPYb6jSemyk7oAEeGW5rkZeE5XPI6+mVTiHBJMJy3U3IFR6gFq+A676Ffx3uX+2NBWKy0VRWhpFaWkAOHNzKUpLw5mXpzseP/6QovPn6b3wOjRVxV1YiLuwELX03sCekEhcz16kLF1CYWoqBWfOcGLlChIGDsIS3dwJaAbVUaK4yPfoEQz5npJLD1R1KNh6PB5WrFjRopyPWum/mvCqGo99eoDcEg/JbSP43ex+AY9EFQSBcT3a8Mbtw/n4weEUld7nyeeSiUktJ8jkdIKvflcIKkAv3XeB/2w6CcCvr+7DhD66kE59lY2tmsLVuboS+JKOhgJwQylRXGSW5PPJks/Jd+rjxqemHm+L4twAO/E2/xXVFVXjnF0Xjbh9TFcscojfzAQbZwHSh9cj7tcjUNS+c/A+sB318p+BXHskqUEQqeN3qiYsJomfTtFfdrz19WkyC2t+lvadR3HWSM4PiSLOGlnhPDKZTMyePbuKo3zr8Wym/HMrf1l1JCi1nBuD4nbjyMjAkaE/n7vz83FkZOAuKCh1PC7DcfEinWfO0kUpi4vxFBejlpZtsbZpQ2S3bpxfu4aStDSKz58nbcN6Yvr0xRTpf6ZAsGm9TzitFF9Eh+/BasryjzCJIrsX3IHNYiH6ldcouP8eol5+FTEmBsHS8i6+JlGqoLirzxMxiVVD0//ygR75GG2HZx8AU5BHdL8kDXXwWoQjlyOe7494dDxLt3m49XIX+XfcWqYQXfDg/cS8+36jvn+TycSsWbPqXtEP1u2FZz/Vpx+eC7PHCPzhvH/fcXVc5dnEDtMI1pqu4NcKmAPSykvImsaUokLkEPthCBSVz+O3jxxkz8I7G7XPVd+ICB4L8dEac8a0bM9jY8f+xVy46xm9XEJsJLz4CIwIDZG3OgnkeR+KCLX8TmkuF1LpizW5GuXJW66E99ZDRp5eDuOhGsoaVv4NkQWhwrVNMJuxlZYc8OH2wItLdCe+279A4yaj8MJ5Dr39Vtnfp75cDUDi0GF0nTyFnCNHANj38n8qbDfwrruJ7a5Hp/deeB0nV67g0DtvgSDQpv8AesxsveOsJeOL6FC8XgaVRnRIskzG9OexW604ly1h2a9+xZQ3XtcVbAMk/NDUmEUJqyrR9bCDg73BLMuYq7kHeXnLGfacycMii7xww2AiLMG90UtOsJPdcw9Wu4J8pgexqf15e9s5Hh2bhHTlNGxeL3PbJWKdew2sWxMy3/+eM7n8esn3ANw0qjN3ju2KQ3VjVSU67S+s9Tuujmuzj/JZ2wGsSexLkUsh0BUaPB4PO3bsIDk5uVWmnlY4j0/AvevWkT7jX2XLBQREQaigql4Xm1KycchRWE0iN47qEoRWtyAcuUgfXoeYtg/NFIFy7etovabXvZ1B8Kntd6r8CxyXq0ot2WuGduTNr0+TklHMfzad5Pdz+lEdZlHCLMjkOosYdIwq1zdflG55VFXj2TUpeBQNh0cJSjmVxuC4mM7pTz8p+zt98yYAYvsPIHHsOApPnADgxP/erbBdt+uuJ7KLXiOz84xZpG1Yz+nPPgFBILpXbzpMDq0IYMP52NoofYgTIiJCyvGoud04v1iM9dr5CObaXVU2WWb3gjvIKilm6spPWDfretraI6rUvVu9U2TxNn36r/dAxzbBan0lBND6fo2qSYgX+vC3D2QiBTeTy6f1KQqa19uoPlBVlaysLNq2bVtWK6xy1KtJlMq+F4sk8cjA4Vgq3cSdvgi/fF2PfJ81Wn9gFwT9O85xOpiy/CM2zLmReKutxtqClZng2YVdc5AjxvHNUScTRtW9TX1QXS5cn36MeeYspDrGS0ukrsis+qKq8OF6vd+vm6RgDrYXPshUN/b95UI23PUsnMuANtHw1s+hVwvKLG2M7S2Gan6nNFfdL3BsFv3lye/e1es/3jgZ4qt5IPb9hpRd3+beVOe17aNNkJajO6vvvjowZgaK2O7JjP/jn2tcXtsyHya7nT7XXR/IZhk0F76HuMjIkHF8ge5MWr16NTNmzPArLdMuWTg+/s88tezXLL7rz8THxFSpe5dtbsfGHakA/HZWX/q0b7oapd6kE6AKyOeSeXnDGWI0uN/jQY6LY57LjeB24/V4At4HlaNeUaQK30t1ET1ZRS4e+mAfHkVjfM82/N+svgiCgF2ycHLi0zy57JcsvfdpYiKj6qwt6GN0USod3IWkmaNYk5LN/LaxAbXT4/Gwc+dOrr/++oApJ4cSvsisBFsU54eA013oV3Rjbby76wIA1w5uR6w9hFKfm5qSbOQPFiJcPIhmjkS56RO0zpc1d6sMylPd75TTiXTlNCJLX+BEXDO/ygscSRT4+bRe/Oj9fXy8J5W7xiWR1KZqzUa7ZCFj+vPkFxXyu+VP+nV9W3koncPphVhkkUcmh145icguXRn42OM1Lq9tmQ/ZZqPLrNmBbFbAaaVPNq0X30PVhjl61MaGOTfqUY8hnqZX35RvmyxjL3Wi2SWpqn3FMfzjQ33eHdNh8tBAttYPBND6bUVtn4KmCfzf+2bWmS4P6CEURWHHjh1lKphV6pgt/6hCPcCa6u4996melj6oO/z5rkvpuDZZJqrUsRdlNtdrDFlxM8mzA4DlewI/9nw2+/43qJ1Vu+Bchogmepl/Rcv/ziqPfX85lwm3/113PCbEwKJftCzHIzTc9paO5vWWOR6Bshc4lbl2PHRvDyUueHVFzfsrf32r69pW5Li0rwdmQaR/AroGBkHB91B1csLTDD0KJyc8rUc9+uk0ai4akvJtk/RzNMZkq2LfxUIXh2N0h8LcwR24bkSnwDXWHwTwdj9OQYdjAPx14xkWdb1Mv4kKUsSMP3XMqqu798KGE+SWeOjWxs4LNwzGVK62iO97jTHZ6zWGRGBO9lEAln6f1UjLwhcRAbEe0Y01sf1ENvtSC0DTuHVUE58LoURRBvJ71+iOR2sMys2LDcdjS8HjQfB4kGNjmFVSgtnthmp+L6b0SWBE11i8qsbz64/XuDu7ZCHGpDsm67q+ub0qz6/T93X7mK60j259LzxaCobzsQXSGKdRa0BTJBJSZuNwCQzqDo8uaKaGCBpa/81cOVxB1QT+YHuUTfKYoB2uIfUA9xyD9d/p00/dApYAvii9yr0ZgA0HpFrrrxkEl9MX4Y/v6dNa5x+ICZ2yHk3K6Ytwx9/1yMf2cbDol5AcOvWVDQKELMHP5uvTH22C8wF4Jn77K8gtgvbxejSlgUFTUl3Nw/o8VLVGvIrKk8uO4REtdGtj4w9zA1/n0S8EyE06wHWj9B+T3/ebzYcJwVNzK18PMG1ItF/1AI9nFPHJt7qY1JMz+hBlDdyN3rXZhwHYcSa/xYo0tAYyCl08/tlBANo5z9I5LkwdJ4VpyO/NQ8g8jGaLw3vzYrROw5u7VQYBRhAEnpiu10paeTCd7y8UNHqfn36byrlcB9FWmQcmdG/0/gwajuF8DFF8Nat8VK5ZFc78d6lMTpadaDv880dgbk7fq6jxh7u9TBnsRREkfmt/jG/kYc3YoEtoGjxTWjpi1mg98jGQDFcO0VbNxuEWWL83sPs28A+HS1dzLnJA3y4aD8z1Vkm7bwg1pfCHKicu6I7H9Fzo1FYXh+rWrrlbZVAfBFmG8i/SJKmiYJrbjePjj9DcbqYOh8HJ4PHqdRobQ3aBLsYF8ON5gX1BY2BQG76aVTmOQrp+78CqSn7X42vtvPn1Gfaczccsi7xww1Aig1znsVYEePzqZK4fnAjAU0lXsiS+T1APKZbWA/QnYu6ZNSkoqsaY7nFM6t02oO3o48imX0EaGrDiQHqd6xsEHq+i8rNPDpBZ5KZLnJUfj2sXELXpmgQ5QpaC88j/m4uQnYJmb4v31qXQwRBDalGYTGgmE968fFba7bjN5iqCacuWLcPj8TAiKY4pfRIAeHZtSqMOW+L28lKpENf9V3QnxtZCxnwrxXA+hii+9Oo1MxcCsHbm9WEX4eh7y13+bXdKqi44APC723RHQ3MjS/DcPQpjvXvxCib+bPsxhVJUjQ/O/iIIAlFRUQ1+2//lbjh4Shfh8UUKBRIJlemerQAs/yaw+66u7w0qomnwp/fgWKouuPTvhwUeHTa8Stp9Q6gphb+pqM/YP5kGdz6jq1t3SdRTrTsnNEEjg0Rjz/uWimCxELPoPewv6qIp9hdfrlDvsXzpDkGAx0oj3pd/A0fPNfy4/12hO/F7dIS54xpjgYFB/fClV6dc/meGHoXj4/8cdhGO1ZGW7+Q/m/TC+r+Y3ot+HZquzmNNiILAn2b3YX7afjRB4NfdruRsVJsaH5ybip2ncthwNBOAX17VJyi/G9ekHQBg6f60gO/boG7+ue44u0/nYpZFXrxxKDfMnxsw52Pl9P2QpSBNT7XOPYUWkag7HhP7172dQWhhtaKsX0vRksUsa9+O4iWLK9R7rFy64+fTeiIKsO14NttPZDf4sO9sP0tWkZvEKAu3j+naaDMMGofhfAxhbLJM+8goHhk4nDYRVYuttnbkUued739Ng6c/BEWFMf3g6gCLnDQGS6SFf78wgPYxCjliHG9Pe63GB2d/kWWZKVOmlNlfH9weeP5zffqWKcFz0vpSr3f8AJl5gduvVGqzFGYO9/rw2RZYsl2f/us90KUFO9wq4+/YP31RV7XOLoCkdvDuL5pQeCpINOa8b+kIFgtydAwAckRErete1heuGKT/LviudfUlNRM+3qRP/2w+SMYdkUETY5cstLVHM3r0aKKttY/5cOHvXx3D4VHp2z6KW0eHzoOiaLPxlxceoXcbKy7JzJ9u/32tD87BRlU1/v6VXo9y3pAODOwUHZTjzEs7gAAcSS/kaHphUI4RjmhoqFrVkgvlWXc4g9e3nQbg97P7MqBjcPo4pClMR35/nu54jGyH97ZlkBDcyGODIGK16iI0UCY+WBO920VxzdCOgB79qGk1nys1kVviLjuHHpmcjM1sZBc0N8atdohjEkTmRrfFJLTwrnLpxbK14mI0l6uOlXXU0vqGvv+/2gM7j+iRhk/eHLR63w0mMsbCk9fpN50ff2Ph4KnG7U9VVc6cOVNmf334cCOkZukRcQ8EUfSql3qaXh1VVA1W7gzcfrVSm7UG2N6SqVxuQZ8nVim58MMZ+MsH+vS9M5tBcCnI+DP2z2XC3b6IxwR4+3FoF9eEjQwSjTnvWwP1OfcfXaD/Dmw5CCuqib6uq3zAi0vAq8DQHjBlaCMabWDQCEwmE2PHjm0ZEUi14SytCVhUdGm6nuw8lcPKg3p6729n9UUSm+9GT0VDreQYku02nprZG4B1x3PZdCyzOZoGwIqD6Rw8X4BZFnl0as+gHaedq5CxSfpLISP6sfGUL7fQ5fsSchyFmAW5SsmFMzkl/GLxIQAWDO/IdSNamHpeICjKQH7/WoSck6URj0ugTfDGukHo8dMpPTDLIgfPF/DOjrNVHJB1lQ94dcspilxeurWxs3B4GAs1hRAt3KPV+lEUhX379vmtfCqYTFiuuwEhhG5iNZeLggfvB6DwoQfIv+NWvxyQ5RWPS1zwj9L6hbdcCT07Bq25tWISJeRyXs/KjqErR4hMTEhF0wR+/67+YNtQ6tv3PvKL4ZXl+vSDcyCmlmCKQNT2mzNSV6RdtqPBu6hCuKpd+8otbJx1PZNkGxtnXV9FzT6/GH76Mri9MLov/OSa5mtvsKhr7J/Pgjv/canG49tP6GIhrYGGnvethfqc+327wLyx+vQvXtfLELjKBR3VVj7g6DlYUfrC5LEFofcyy8CgJkKyVpvTiXXuNcxNv4htzjykK6fV2wHpVVT+tPIIAHMGt2dUt+Z5m2QWJayqRKf9hdU6hkZ2b8OYBP2+5w8rjuBwN/212uVR+Oc6vQ7anWO70inWVuO6gRgv8wbo6TPLDqShqPWPPjK4hK/cwqlJf+POmBGcmvS3Kmr2To/CIx/up9DppW/7KH4/u18ztriZKM5C/mD+pRqPt3wBbXo1d6sMmpiOsTbuKE2Vfnr1UR779CCFTm/Z8trKB6TlO/nfTr0uz6NX9sRkpLeEBEYvtDIEsxnbDTcilKphhwKa1wvlHyS9Xn1ePXhjFaTnQJtoeHhugBtYD2yyzIa5NwGwYc6NVRxDgtnMU493xmaGw2f1CMSm5tUVUFACndvCTXUotzocMnf2GIGgyjQgmh2AmSO8CAIcOafX5AwEPue0VlLid6Rsa8EmyyTY7Mw0R5Fgs1cYX6oKv35Td74lxMA/7tcjgcOJtBw91TotR3c4vvNEy0+1DjcC+ZLst7fB9RP16Q83wo1/1gWI6uJfi/WU7SsGwUgjg8ugBRGStdo8HsxuN/NcbuTYWASPB+qZfvzh7lSOXizCbpb4xVW9g9TQurFLFk5OfJqhR+HkhKerOIZMJhMv3juN+AgTqbkOXtl8ssnb+O7Os5zPcxJnN/GjOpRbTd4i5k6fhElQaOiN3vRebbCaRC4WuNh1OqdB+6iC796uEZGyLRW7ZCHBHsOkcVeQYI+pUuv1DyuOcCS9kEiLzEs3DsFqCrMbvZIc5A8WIGQeQbPF471lsZFq3cII5EuyR6f25EcTuiMIesT3Na/s4OD5/Dq3e2HDCdxelQEdo7h6gKFCGSqEX1EpgxbHhSyBt77Up3++ECJrfsHbJPicQVFmc7UiQJ3awkPz4LlP4YUv4KoR0LaJfMGpmfD+Bn360YVgruOaP++3etqqD7Osb2OWwWaB5A7Qr6v+6dNWIAaqaC+2j9O4rI+eEr98JzzWyMwQzeXC8ZOHAXD85GEcskzMovcq1NAMV95eA5v267XpnvuR7oAMJy7m6uIyqVl6ivU7T4SG6JRB/fC9JAsEVjP8/na9DvDvFsHRVLj+T/CbW+Day6uPaNxzDDbrGgo8uiAgzTAwMIAGhxDnlnj41/rjADw0MZn20dY6tgguPmdQjMlerQhQrN3Er67qwy8WH+KNr08zZ0gHOkU2TTxHbombVzbrdX0enpRMlLX2Gz35/fkIFw+W/a1JZpDMIFtBtqK16YHWbhBa+0FokT2gmhqEkRaJqX0TWXEwnaX70xib3Mg3fk4nEdfMZ258HJHXzEeSZZT1ayvU0AxXFn93ns/2ngfg7/MHkNQmzGr+O/J0x2PG92jWWLw3f26Iy7RAfC/JArIvSeTn03oxuns8T3x+kLM5Dm54fRePT+vFnWOTEKspz3E8o4jF3+nn0ePTele7jkHzYDgfQxxBEEhISGjVyqcuxctrP+zn/v5DKqTH+Wx+8QsLbi8MSYa5YwN7bM3lQisuLm2IC+oQOfCX26fCsu2Qch7+9jE8e1v999GQvv/3F+DxwuBkuHpk3eu7KgUmuL36B4BCPcJua9k9q52I6PfopZzmMu8+5rnXEKcVADBnrO58XPEN/OxaEBt4D34xF9bvhDWW33BS6kq0VkSsVkDiGxLxsXrka7zdS/zhr0meO5bOHcxYQij4I1BU1/d5RfDyMn36ZwtgZPMFhgSdyvZrGqz/Dp75FM5l6E7Xtx+HronN3NAgEA7X/NoQzGYyx4yjWz2j968eBQO7weOvwYGT8NTbuhDW7DFwIQvOZ+svZy5kwym9pByzRuup2wYGBsHF4/GwevVqZsyYUW0kzEtbzlLg1Oty3TkuKbAHdzr16DrftD0wzpxrhnbgs73n2XU6l98vP8xrNwbOQaKigUaVmpMAL286SaHTS1K8nZtG+XEB81aMKhQUNyhucOvfiVCQCqc2ly3XZgkIxRehIAbtwiUlu3lDO7DiYDpffn+R383q13DhhuIshINLMQ89wzXxKeCVwAHS0vvRYtqDvS2KNY49x9IYduV85LbJYAoPB5zTo/DsGj2d/p7Lk5jeP4yitTQN4fQWpHW/1R2PlmiUmz6F9oOau2UGAcZkMjF69Oh6R0WO79mG5Q+P5YnPD7HteDZ//fIY20/mcOvoLqTlOzmf6yQ110FqnoNTWcWoGoxNjufyHq2kLlMrwXA+hjiyLDNu3LjmbkZQcSkKLx3ayx19BlZwPsqyDFmd2XZQRhDgqVsa7tSqDs3lIv+OW6E0BbzgwfuJeff9OiPs/KmTaJL1dMDb/gZf7oZrR0rU9+ezct/7xEg85YQYytec3H/ykujLE9f7F4Cw/hldGdvt1R2Rbm/p3x4ocOhp1IfP6p/TFzWKiWCfPIB98gDesSzkKs8W7kkTmD5Cr7eWngO7jupRSP6gaXD8AmzYBxu+o1SkxwKmYQBkUfp2fW+FbwaYCN/pfyXGQucEXXSkW3sYmAQDukFspH9tCEWqO+/fXQsOl67qfOf0ZmpYE+GzX1Vh7bfw8nK9Rh/oDui3n9D7ujUSDtf82jDZ7fR6/IkGbds5Af73S3hxqV6qY+XOmoWw7Bb4ybWNaKiBgYHf+JSgp06dWuWBs0COY9OBDACemtkHixzAGz2nE+nKadi8Xua2S8Q69xpYt6bOCDt/UgYFQeAPc/ox9+Ud7Dqdy4pDGY1ubnkxkkHH4GBvMMuXak6ezi7m/V36j+Hj03th9uO78t69DrwuUFyl/7vB69SdkK5ChMwjCBcPIqQfhKxjCLICMUX6p9MFOB+BcPEA43uMJT7CRE6xh3VHMpgzuIP/huWcRDy2GuHYaoTUXQiaCr7NLR6IAOH4qrLVJWAcwFsvAKBFJKLFJkFcElp8D7T2Q9A6DIHI1uWc+/Tb82QWuYmPMPHTKWEirKJpCCc3Im59BjF1lz7LHIly06doHYc1c+MMgkFjRNbaRlp487bhvPH1aZ5fd5zNx7LYfCyr+uNIAr+Y3jtsX+aHKobzMcRRFIWUlBR69eqFVM7ZFQihkGBQUxRjQ3A4FcRj+kP4wit0h1Ig0bzeMscjAIqC5vX64XzURQzqYkQvWHAFfL4V/vypmXepXyRP5b73iZHkOB1MWf4RG+bcSLzVpteh3Ae/fkPfbupw/dj+EGHVPzUxoZzHtCinhO8e/BPfS71Zap7OGakzy83TWP5XuHyAHm25+ygs3laz81FV9Xpse4/D3hT9//OVfjN6dVS5/ORnDPN+T4lgJU+IoeS6e8lzmckphMwchdQjmWSY2uFVBTLyICNP3195OrWFAaWOyCHJeqRgIJ3XwaRy3xeUwHvr9WX3z9TTrlszHo/Ce6vSWbq3I8dS9ZsGswwLJ+j2J7YCVeuaqOmaHy401n6TrAvIjOmri5Q53fq1oFMb6NhWn+7cVi8pUZsYl4FBcxOSwjLUHcVYH1RNIyVqKBowpU8CE3sn1LlNvfB4EDwe5Lg45rncCG43Xo/HL+ejPymDPRMjuffybryy5RTPrT/FAKFx34dPjCS/qJDfLX+Spfc+TUxkFHbJws5TOfzskwN4FI3hXWO5qr+fof/mCP1TCV9MpZZcrjh4bibyDdPQOkkI7TMRIkugSxHyx/MQu4zhl13n8OvDSXy293zNzkdNg5wTCOd2IqbuQji3AyGnYl1MLbYb7M7DW9IWSQbBXYD60B2gFCKUZKEUpJN1Yh/trW4ExY1QnIFQnAHnd1fcT1QHtA5DSz/D0LpPALFlPtq6vCqvbdXT6e8e163hkaUtBU0j6uIuzDsfRbzwrT5LkNAG3YAy/jGI69a87TMIWURR4P4rujOqWxx/WnmE3BIPnWOtdIqz0SnWRpfS/3skRBAfEToaGAY6LfMKHUaoqsrRo0fp0aNHJeejfw6wpsTh9ZLjdPDSob3M7967zDHWUD7eICGU2Im0afx0fst8a/HzhXq66LkskTesN/BL1X+VJ4fHzYsHv+Xv3ZKIlPRClzZZJqo0HTHKbMYkyDz/Obxe+sK4T2f4zc1BMAQ9UmiQcpRBylGud69gpzyMj82z2WUaxtffX1pv5U7Iyoe4SIiyQ7Rddwj8cAa+O66L4ZRHFGB4L5gyFKYMg84RDgru+LDCOtFX3YFY+gOiFjspuONB7G+9R6Y7gtQsPZ3ybAYcPw8HT+vHP5+lf9Z8W/rddNGVoScNCX1l28rn/fvrocihO05mj2nu1gUerwKnL8KRs3qE4+YDIscvdAJ0p+P1E+HeGa3b6eijpmt+uFCd/eXLY2jFxWiyXOdLonEDYMkfgt5cA4OgEciaWYGiRHGRX1LIihUrGDVxXJljrKGsOJRJgbkNZkngyZlBFJQI4o/+gxOTWX4wndRcB8ejhuCthxq0x+Nhx44dJCcnl13v7JIFTLpIY4zJjk008/q2Uzy39jiKqtE13sZfrxkQnGge2Qp5VhDj0S62R4vMR0g8Bx1KEM99ww18w2RLLBfOxeNd1AlLVDxYotGsMSBbETJ+0CMbS6pGIqkdh6P1nonaZyaY2yMvmo4WHa2r5uWAOuohiIoCoKSkhCd/9jP+9c/nsKsFCHlnIPcMQt5phMyjCGn7EApSEQrTEArT4NhqALS47igTf4XW/1oQWtZb2i++u0B6gYtYm4lbRrfCeiCaCjknETK+R0g/hHRqI8lp+/RFoqw7HS9/1HA6hivly2MUFenRInW8JBrWJZbFP2qFD0WtHMP5aBAQHF4voz5fVJYSPGX5R5hEkd0L7qC221KH10uh2102HW3W13a64b11urPpR7M9xEe1zDcXsZHw+HV6/bH3LfPZ/CeVa8bDvHE1C2W4vfD9adh1TGRdWlvyHQqR1Vx/cwrgp2/rtRYBrhkH/3erLhQTbEQ0xnr3Mta7l4y/vc972+ws26G3XdPgm8M1bytLuoDN8J6603FEb4iPurRcLfavDbJUGtHUFkb3rbgsIxe+PwOHTuvf5c4julPr4Rf1KMifXAtjW0j96mKHnnINcN9M3ZHb0iksgY37dOGPI+f02qgV648KyKLCjZPgvlkSCbHN0kyDEKByeYzChx4AQ4TKwKDJKVFcJK55FMXrZVAfSN7yJJIs62rQdWyX79HfOuZ7SkCRsEsWVFXjte2pANwxpjNJ8S2zrp/NLPG72X2573/fkW7rxtX/2c38YZ1YMLwj3dtWH17tVVQOpxey83gGK/alMnOegw7VPGgXOr08vmQ/aw/rKd1X9k3gH/MHEm1rimhYAQqi4XQHvJ+/gXj4A8T975PoziNRyIPUmlW+NUGExAGoXUajdb4MretYiCoXKVlY6F8TRAkiO6FFd4Ku4ypWwCzOREjbrzsi0/cjnN6KkHsKeckDaNv/jTLhV2i9Z4T+22bAo6i8ukX/Pu8Y25VISyu40XMXIxxfi3BmG8LF73XHtKfiDb4mSCiDb0Qb/xjEBrjWq0HLoVJ5DNuceYYIVSumFVzdDEIBj6pUqEWoz1PxqEqNzscqDstlH7Jn4Z3YZJlN+6HIIRBhdnHjpJb19rIy114OR095+HijRmq2mZeWwn+Wwdh+cO14PWX5aCrsOao7Y/af1J2vYEHiKmb9oDG2H0wcAhMHQ0QkkJfIHU+byczXnVFP3aynpDbHPVbPDhp/vFNXjf37R7DsG2gfDzdM0p1MhSVQ4oIeHXRn46DuwXeQJsbpn8lD9b8zcuHVlfDpFv37vec53WH502thaIiX1flwI+QX69/pNS24FGCRQ6/t+dVu2Pa9LoxUHlnSx0ifLtC7k4K5YC03zL8Skyn8ov8MLlGlPAaA1+tXiQwDA4PA4VYV3JqXBFsUaUME4tHIdBfiVpUanY+1OSwPnSvmQr4Lkwj3X5Ec3MZr/kcjNoRJvRN46IquvLr5BJlF8OrWU7y69RQjk2KZP6wTU/slcCKzmN2nc9l9Ope9Z/ModuvRjcSOZcqLe7isexyT+yQwuU8CCVYokmO4+Z19nM11Igrw2NRe3De+W/OotsYmoU5/GnXCr9iy6UuW7PiBLnY3j16egOguAGc+gqtQr8fYZTRap5Fgiap7v40hIgGt51S0nlP1v0tyEL95EXH3GwgZPyB/djtqh2Gok55E6z4ppJ2Qy/ankZrnJNIic/uYrs3dnIbjKUE4vg7x8FKElDUIXkeFxZogQpteaO0GoCQMIMU8kOThk8Iyy8OgHOXLY7g9EBuLkJsLfpTIMGh5GM7HEEcURbp27YrYUorV1YPKDkuvpuFRFWzILP9Gn3d533wspjZBOb4gyyDLlx5sJUmfF+jjCPDL+W5uWfoA2+59k6V7LBw8Bdt/0D/VYbNA784K+866cXtsbD4Amw/oy3p0NCGmzSFTE+jUFv71YODrYTaEuChdhXnFTl145oqB0D/ALzIbqk6eGKdHhd59te74XbZdj4a8+a9w5TD4xQ26YE2o4DvvnR6Rd9bo8+6dAebQKv1VK8VOOJ2uO9Y3fAfbDpVTUkd3pk4Zqtfl7NtVdzz67FMUOHCgXau87tVFa77m+0O4229gEOqICIiCQDVCzFWozWG5bH8aAJd1shFlDdLjiMmEZjLhzctjZbtEZprNiEGqofnA+K4c/PzfTLvrFyz/Povdp3PZcyaPPWfyeHJJ1fXNskj/dhH8cDYDNza2n8hh+4kc/rLqKN3b2DgTPxk110mbCDP/un4wY5JDQLHVGs2wSfN5ZFc8jiKVEe2GM6FXDWk8DaWh6uT2eNQpv0Md9QDi9n8h7l2EmPYd4ofXoXa7AmXaXyAx9FJeFFXjv1v0Wo+3j+naRFGtAcLj0Ot7Zh5GTPlKdzh6LtVW0iISUXtfjdZhGLQbgJbQD0x6GSlFUfAcPdpcLTcIRQRBT7euFMxk0LownI8hjiRJDBsWXmpfeUWw9aA+ffecRIL1QkywWIhZ9B5qfj6FDz1A9CuvBSWSxucwi6aYG4bnc9PkGFIyLXyxDZZ/AzmFel3EEaUpyCN7Q7dOXgo9DqYs+5hXhtzCgaM2Nu/XHTknLogIwLiBCs/eJ4WUqnP7eLh8oN5/i7cF1vnYUHXy8nRqC0/frTvyXlwCX+3Ra3JuOQh3XaWnNdcmwNNU+M77RWv08ZEQo4sXNRdeRRf1Sc/RI1m9qu4gVFR9WlUvORtPpsHJdH3dyrSPg6tGwdUjdYGimgIRwvG65yOcbQfDfgOD1khlh6Xbq7L60EUAJnYLYrq11Yqyfi2OggKWPfUUU955G3swImlKHWaypjAvOYKbhnbgdLHC4r0XWLzvAhcLXESYJYZ3jWVUtzhGdYujZ3srRcWF/OFXb3PTo0+y74KLr1NyOXC+gFPZDhBkhnaO5qWbhtIuOgRuTEqJssrMGNiexd9d4NNvzwfW+dhAdfKKDWyPetXfUEc/hLT1WYSDHyGe3orwxiTUEXejTvgl2JqugLRah5d+1aGLnM4uIcIscee4Zox6VBUoykAoPA8lOaB6QVP0+aoXVEV3LOaeRMhKQchOgbyzCJXs0yISUPvOQes3D63LGD113sDAwKAUw/kY4iiKwoEDBxg8eHDYhKV/uUd3dnRN1PDm7UNRgme7YLEg+KLnguR4rK5eWa9F7/HLGy08ulBPCe7Y5pISc4V0dAF+fPB99iy8k5/Nl7mQDWu+8/C3fTt49sHRxFpDb0wsGK87H1d8o9e7tAaoXGdD1cmrI7kDPP8gHDwFT3+gp2K/thKWfA0/vw5mjw5uho5JlDCJYlnkr0kUMZW7QVMUhT17D/LWl0MAgbuvBksTvAxXVF0UaOtBXcAnPQfScyEzD+pRQ78Mmxm6d9Ad6zNG6Q5HfwLawvG65yOcbYf626+53Ti/WIz12vkI5pZZG9jAINz4+ngOBU4vMTaZ4R2C7FizWi9F0gTJ8VhdvbJu69fy2LRe/PTKnpzPc9Axxoos6T+AldPR3zv+tJ6Oft/zFJfAmkPnef+jT3nj5oeJiQodx6OP60Z0YvF3F1h/JIPsYjdtAqUo20B18mqJ7Yoy5wUY8zDS2icRT21G2vMG4veLUSf+CnXYHUF1jJlFCbMgk+nW61uaBRlzpeOpmsarW08DcPNlXYizN8FvmKbqdTJT1iDknICCCwgF56EoHUH11r195d1JFmjTE7XzKN3h2HWc4XA0CDgej4fVq1czY8YMTEGKXjdoGgznY4ijqipnz55l4MCBQXsQdbjgVHrgU2Qbyood+v+zLlM5d+4sgwYFz/ZgU1e9MrMMnSul+9aWjt6xDcyfoPLXzKOI4ugmsKD+TBqqC8jkFMK6vU2nztwQJ8Sg7vD+r3VH6XOf6dF9v3wdPtoIv74JBnYLTlttsszuBXfgUfWaTyZRqqAMr6oqX3wtkpkvEB+lqz0HC6dbFwha/50uApNTSx34+ChdREmWdJVyWQJJBEnSVam7Jurp09076A7e9nH+ORsr0xTXvVAlnG2H+tuveTy4Pv0Yy+w5hvPRwKAGXF6VYxcLGdQpprmbAsDqA5kAzBjQDpMUurX4/KKOemWSKNC1kphO+XT0cwMU4mWpLB09IcrOtUPas/ntE5ik0Cw/MaJrLMlt7ZzMKmHZ/jTuGtfQBwit+nqcNbz9bZADIqEPyk2foR5bjbTu/xDyziB9+QvEve+iTP8LWtLlDWx77dglCxnTn8ddep9nFqUqyvA7zjk4nlmM1SRyz+VBfAhT3AhntiMcW4V4bLWuEF4Dmi0O7G1ANIEoo4kSiDIIEkgmiOuG1qYXWtveaG16QUwXw9loEHQ8Hg8rVqxg6tSphvOxhWM4H8Oc/Sfgvuf1CKX1z+jOhObkQhbsPa5Pz7xM5dCe5m2PQf0xyzBnLCxaA59vrb/zUZBl3ZullBZjl2UEWdYdubXQUCeEKMLccXrtx1dXwjtr9Oi/6/8EEwbBfbP0yL1AY5NlbDVcgt0e2JyiH/TO6YEV6FFUOH5et/Gbw7D1kP4CwofVDOP6647X9vHlPnGBi2I1MDAwMGgaTmYWc+Mbu3B6FL7+xaTg1Vf0E9FrYluKXpdj7uD24LjYrO0JGA2oVyaUpqMLtCwHrCAILBjeiWfWpPDpt6ncObYrQn3SRUwm3GYzq+x2Zl3MQDaZwGTSHba10GAHhCCg9ZmJt8cUxJ2vIH79PELGIeT35qF2HYc67qdoyVMCnvJilyzYa3iuUlWNT77X3/beOLIzbSIDeKOnaZB9HCF1p55yfnwtgqvg0mLJjNZtAlrH4bqSeExntOiOENURzP7VUjcwMDBoCIbzMczp1Vn/jcrM11MtferAzcVXu/Vf6cHJehTVoSY4pmAyYbnuBgTjTUrAWHCF7nzceURP3+2a6P+2gsWC7YX/4Hj4R9he+A/mNm0QLJY6nY+NJcIGjy2E+VfAM5/oUYBbDuqf4T3h3pm62nhTCCYu+0Yg32kjJkLjpsmNO6DDBQdOwd4U3eG474SuPF2e2EiYNER3wI7rH3w1cgMDAwODpiGpjR2LLJJb4mHVoXRuGNm5Wdtjz+6ER9HoHGtlWJcYjh0LvvPRZDIxe/ZsI2ImgFw7tCPPrztOSkYx+1LzGdYl1v+NrVaKlyxm2ZNPMvHV/xIVF6enVtfhfGw0shX18kdRB92AtPGPCIc+Rzy7HfHsdrR2g1DG/QSt79wmieTbeCyL03kezJLIveO7NW5nXhdC2ncI53YhpO5ESN2N4KhYeFuzRKH1nIbaeyZajyuDr0ZuYGBgUA2G8zHEEUWRPn36BE35026BWaPhk83w2ZZmdj5q8OUu3c45Y4Jvuw/BbMZ2w41BPUa40bMjDO2hO7q+2AY/nV+/7SWbroYnRUYGRQSoNrq1g//8GI6cgzdXw+pdejTuQy9Ar066E/KqkXqEZ11oLlcFp6kgy3Xa4/HCW1/qN763XqkRYWuY8/H0RfhgPXzxtS4GUx5Z0sssDO+pn/PDejZ/1HN5murcD0XC2XYw7DcwCDSSKLBweCde2nSST/akNrvzMSJLTy+dO6Rj/aLlGoHJZGLu3LlNcqxwISHKwuQ+Caw9nMFn356vn/MRLtVZj4wMTi3O2ojuiDLvvzD+caQdLyIc/ATh4kHkL+5Di3saZcwjaIOuA5OfYkhO5yXHqclUpz2apvFKqcL1wuEdGi4oVHAe8du3EL/7X1VnoyBCu4GonUej9ZyG1m08SEb6ioGBQfNiOB9DHEmS6Nu3b1CPcd0E3fm4+QBczIV2TScCV5HCtpxJF5FEmHFZ09huEDwWXKE7H5dsh0eu0WsD+otYWutNbMaad327wDP3w4+vgbe/0p2oKef1mpBPf6A77eeN09OTq3t+qiw2BIAsE7PovVodkBv2wflsgUgb3Datfg4YVYXtP8D76/WITV8ppZgI3cE4rCcM6wEDu4d2CnU4n/vhbDsY9hsYBIOFIzrxn80nOXC+gMNphfTr0ExRT04r1gK90PXcIR2apw0GAWPhiE6sPZzByoPpPDmjDxGWFvZY2aYnyux/w4RfIe56BfG7RQi5p5BX/xxt/e/Q+s1DHXwDWpexNae9lAoOCaXOR81kQlm/tlYH5J4zeRy6UIgkwL2Xd6tfmzVNT6fe9RrC0ZUIml6iSDNHonUehdb5MrTOo9E6DQdzZP32bWBgYBBkjNCCEMfr9bJ9+3a8QUw57Z+kO1pUTY+Sai6EtJ4AjB+oC1s0he014fB6yXSU8Oy+nWQ6SnA0QxtaOleP1NN3L+bCtnrmzyul37fi5/euuVxoxcX6dHExmstVxxb+0zURfncbrP2HHvUYbYf8YvhgA9zwZ5jzf/DGKt3OCm2qRWyoNj7YoP8/JvkCdnPN66qqLg5zLBW+PgTvroW5v4X7n9dfJGgajOwN/34Itj4PL/8E7psJI/uEtuMRmvfcb27C2XYw7DcwCAadYm2M79EGgE/3nm+2dkgZ7QHo1yGSHgnNW1uuRHGRWZLPJ0s+J7MknxIlcPcN/qKhoWoaGtWIrrQAJvRsQ2KUhWK3wurvg5w+73RCUZE+XVSk/x0oojugTv0j3kf2oUz8NVpEIoK7CHH/+8j/m4v88kjELX+H3NNVty0VHNLi4tDi4nQnZB3p4+/tPAvAuC42OsbWEvWoaVCSA5lHEE5tRvz2LeQ3pyC/OxvxyDIETUFtPwTv3JfxPnoU5aZPUa94Aq37BMPxaGBgEJK0sFdU4YemaWRmZqJVpwYXIAQBFk6AP78Pi7fC/TMbplDbKFQB4WIP4JJASVPYXh0Or5dRny8qU5x+/fABTKLI7gV3VFAkDhYmUcIkimXHlwUBUwtUkouwwYxRsHibPq4mDvZ/W1+f+9P3lSMMCx96wK8Iw/qSEAOPLYBH5sKm/bB0ux5deDIN/vk5PL8YLuujR+1OGw4x9TyH3F59v7uP6n9n5Kr85m0Rj6IL0Li9+v/FTsgqgOwC8CpV92OW9XPoliuhX9fG290cNNe5HwqEs+1g2G9gECyuH9mZrcezWbrvAr+Y3gurqYnvKzSQLnYE4OpBCU177EqUKC4S1zyK4vUy6ATcsf4rJFkmY/rzVRSJg4FZlDALMjmOQgYdg4O9wSzLmFvYvZ4sicwf1pH/bjnFZ9+eZ+HwTsE5UGl0oc3rZW67RGxz5iHJcp0RhvXGFoc6/ueo436KcGID4sGPEY6t1hWytz6DtPUZ1M6XofW/BrXvXIhqf2lbf0oIqF6yzx5GPrKUR+VzzBLdmFZ8hKC6wOsCrxsUJ7iLEYozoSgDQa3qyNREGa3vHNRR96N1Gtk0xcgNDAwMAoDhfDQAdGfFM59AapYuEjK2fxM3ILcjgtuO3aIxZWjz/oh6VKXM8XdpnopHVWpUJw4kNllm94I7uFhUwFWrP2fNjOuaxOkZDBZeoTsfN+6HrHxoGxP4Y9QWYRiMepFmE0wfqX+yC2DlTljytV4jcucR/fOn92BMbwsTTVcywfMN0ehRmW5kzmUJZKZCWi6cz9KVp4+l6jUayzsTD1zozIELdbfHYtK/18RYmDAYrp8AcUYdcQMDAwODckzpk0B8hImcYg9f/ZDBvCZOexaKIxFLItHQmD6weZ2PblXBrXlJsEWRNkQgHo1MdyFuValRnTiQ2CULGdOfJyc/nz8uf4rFd/2Z+JiYJnF8BpqFwzvx3y2n+PZsHscziuiZGISIu9LoQjkujnluD8TGIuTm6hGGwagXKcpovaaj9JoOjjzEw0sQDnyMeH43YuouSN2FuOY3aF3HoiVfDZZy96CCBgWpCHn5UHABIT8VIesIQsZhyDpGe8XFC75b+vTSTx1okhkiEtEi26F1n4g6/C6INsoWGBgYtDxapkfDIOBE23URjWU7dOGZpnY+Cmm9AJg0VMVmaVlvfoOBTZaJMum5sdZQUgKpJ0N6QHIHPTrwi6/1tF+/MJk4PXgI/UNcmbJNNNw+Tf8cS9XFaVbv1hW+vz4i87X9Ef6hPUA3NZUcIZYcMQ7+WPd+R/RSiVBP0K9vMlaLhEXWnZ4WE9jMurOxbYwejRlpM156GxgYGBjUjlkWuXZoR978+gyffpva5M5H8aJ+PGfMRdpGhkbtDxEBURBojqxnu2RBMeniejEmW4t0PIKupj66exw7T+Xy8Z5UfjPTv5q9JpOJ0aNH10+BXBD01KxKAQJBxRaLOvxOGH4nSs4JxB+WIP6wBCHzMMLZ7XB2O9pVIJRcBNkLZg+md66ocXdeRE6qHTB1GEBEVDzxiR0RTFaQLSBbdUejyQaRiWgR7SAyEayxxo2egYFBq8BwPoY4kiQxdOhQpCYQ3lh4he58XPcd5BY2YfSUIiNkdgPgqssUQLe1KW1vLvJcTt44vJ87+gwi0mSuEOHos7uy/RZJ4pGBw7G0gO9FEOCGifDXj+CV5XrqdW8/hDZlm424O+5CLlW9bgn07qx/fnItHD4Lq7e7Wb0mhwtie45L3cvWEwSNNtECHeKhfZzunO3dWY+cfH0VdGoLbz0OF86b6dJFaPoSCCFAOJz7NRHOtoNhv4FBMLl+RGfe/PoMO0/lcjq7mG5tmqjuogbiRT1FtTjhbNMcM0TIdxbx1ZdfMXn6VCIsVr+cjCaTidmzZ9fPMRdINE138PlZ/uLGkZ3ZeSqX/+08x7T+iVzWLb7ObUwmE2PHjm0+GxtCfA89LXv8zyHzKOLhJYiHFiPknoAIR4VVtYgEiOqAFt0JrU0vtMR+bMlL5EdfFWG12th0y3jOnTpOdJ8+xu+dgYFB2GA4H0McURRJSkpq9H7KC3LgckFE1RvOEb2hWzs9/XP5N3o0V1MgZCYhKCY0cwkj+lz6AQ6U7aGKw+vl8i/ew6tp1daVFEu9TmIl75NFkvnxoBFN3l5BlkGWq6g3C3WkhN84Gb7aA3uPw89ehk//T68HWRstre8dXi9FHjeLjh7kjj6D6N7JzKNzPdz9+YMckXpwXmxPWzWHdmoWyW88jyWm4vmnqvDiEn36xklgkluW/YGmpfV/IAln28Gw38CgwZQX5HA6wW6vskpyQgQjk2LZcyaPT789zxPTezdJ08S8eAS3FU1UKIlvPsGbpqZEcdFl3RP0PaHUq66kyWRi7ty5TdTKCgdGM5nw5uWxsl0isy5mIJtMUIeDcNag9qw8mM66I5k8+slBlj40hraRLTOSsyZKFBfFLicb16zTHcnx3bBP+CXq0AeR509E62AGtwnhogPvF19BXNsq+3j5jV24cXHr8E7YzYbD0cCgAvV86WHQMgnDmJqWhdfrZcOGDY1S/vQJchQ+9AAABQ/eX60asCDAggn69Kdbaj73yytB57karzbnU7nW2p+gfIZxIGwPZTyqgrfcl+yrK+nDZ3eo2C9YLMQseo+ol18FIOrlV/0SdTHJ8OwDEBepO7Z/u6ju35WW1Pc+gaLxS97n9cMHGL/kfUZ9vgin14sA9FNOMNXzNUOVw3TQMjFV46v95rD+3VhMsOCKlmV/MAhn+8PZdqhqf9lLj/L48dLDwCCs8AlyzJnH3PSLWOdeU6Ma8PUj9PSDxd9dwKNUn75aXgk631nU6OaJGXrKtdo2A02qRimtleJWFZyiwvkhUcTbonBrXtxqCNtvtaKsX4tj+VKWtW+HY/lSv0RdBEHg7/MH0jnORkahi8c+PYiith4Hgk+gqOv6J3j2xFd0Xf8EiWse1RXSBQEKLJDZBvKjocSkp1BX4nBaIXvO5AFw82VdmtgCA4MQpvSlh5Cbi5CTg5Cbi+bHSw+DlonhfAxxNE2jsLCwUcqfVQQ5FEWfVw3zxoIswYkLsP9E1eWVHS2Xf/EejsY8JLutkKPfCGvtUyq2OwC2t2Tqo/jcVAgWC2JsLJbrbkCMjfVb0KV9PPzjPv0ebfVu+GijPt+leHnx4Le4lIpjqCX1fW0CRf7y/gb9/xmXQWxky7I/GISz/eFsO1S13/fSI7rcp8JLD7db3664GK102sAg7PAJcsTGMs/lxux262Ic1XD1gHZEWWWyitxsPJpZZXllR0uXdU/oTpYGIigiUmY7AJTEtAbvpyUjIiDSQmr2Wa2Y4uL0tO+4OL8FXaJtJl68YQgmSWDHyRxe2qg/RHg8HpYtW4anhvHYEvAJFMXbokgbEt0gR/L7u/RyAxN7tSWpTdWoZAODsKX0pYe33KfCSw+X61JUfzXBUwYtC8P5aFCBtjEwZag+/emWqssrO1q8mlYvJ0tlhNNDETQRLSIXorIbvB+DpkMwm7HdcCOCuX4F4y8fCD+arU//7WP49riXLIeDlw7tJcvhaJwTuwVzPgs27denb5nSvG0xMAhFBIsFMSKi7FP+pYdjxXIACh96AOcXi5uriQYGoYEg1ClMYTNLzB2sRyJ+8m3VFOjyjpbzQ6JwikoFJ4uKhqppqNWptGhaldSGqPReCIqMZnKhxhn3eS0BX9p3fesxDuwUXSY485/NJ1l3NI2sknxWrFhBVkl+o5zYoYBPoKi+juR8h4el+3XH+61jjKhHA4MqWK0QFXXpU+6lh7joXeS519C7qAjxw4+asZEGgcBwPhpUYUGpSNuXu6HIUfu6PkyihKlSbUKTKGISJT09rnwx5dKUuVNpAsK5AQCoyd/SUl4KNxUWSWKqbG8RwjL+8tBcGNMPPF647XkHUxbrzoIpyz9i1OeLwtIB+fEm/VltcDIM6NbcrTEwaFnYrp2P+ZpriXr9LazXzm/u5hgYtAiuH9kJgK0pWaTlV5+eXTlazyxKmAWZHEchHfYXkOMoxCzImEUJTCbcZjNLLWa8eXllKXNZhW5iUnVnlNLtJIjhGdFdEw1SfA5xbh7VmVmD2qNpcP9He+i17k/s6wPJW568lKocZiz+7gJOj0qXOBsTelatBWlgYFAz6h23I6xaQe/585Fuv625m2PQSAznY4gjSRJjx45tUiW0cQOgQzw43LBql3/b2GSZ3QvuYMOcGwHYMOfGMvEUwWIh+pXXgEt1AjFb+Pdnsh71GHcBEk9V2Wdz2B5K2M0WfjdxGnZz6ynaLYl6+nXbGA2cUYjfT8QXPFE+VTlc+t7lgc+26tM3l4t6DBf7ayKc7Q9n26H+9ouRkdhvvR0pLq7e0dgGBuFK/w7RDOwYjarB53v9E4CxSxYypj/PyQlPM/QonJzw9CXxFKsV57IlVeoEvrT+NKJqQo0oRO0QPkIz/tIiFZ/rQBAE/jyvP0ltbEheC4knx5E2KCYwNS9boCCFqmq8t1NPub5ldBdE0Yi0MDCoFxYLpvh45i5ciCkysrlbY9BIDOdjiCOKIomJiVUUj4OJJML88fr0Z9WkXteETZaJKn34izKby1SbAShNkxNKU+Y2H4BvfhDRUFF776g26rE5bA8lWqv9bWPgT/d40AQVIasbwpnBVdapj+0tWZBi9S7IK4L4KLh65KX5rbXv/SWc7Q9n28Gw38CgqbhuhB79+Nne86h+ioPYJQsxJr1eXYzJXlG12ZcmFxkJViv7zuWx8kAGAN4eR1t/1GMLdIwFi0iLzN+u64sqepEK4jCd6t24mpflVLiXmk0VomtDnT7yKZoAANFOSURBVG0nsjmb48AiiywY1qm5m2NgYGDQrBh39yGOx+Nh5cqVTV6o+drxetmgQ6dhb0qdq5dhkSQeGTi81lRhtwf+VlqyQet8BKJyql2vuWwPJI1xjLUG+2tiWC8NrcceAMTjoxFODqN8+aj62N5QFe7mRtPg/fX69MIJYC53D92a+94fwtn+cLYdDPsNDJqKOYM7YDOJnM9zsu5Iht/bmUwmXYykFsePqmr8adURAIrjU1Hjqr/PaxW0YMdYMOmZGEFO9+8AkFKTkI/3oboyoX7RQBXuUOB/3+hRj3OHdCDWHt5jwsDAwMBwPrYAvEGug6e53Tg+/qiCUmjHNjCpNCDtkZfgWKp/+7JIMj8eNAKLVNG5JphMWK67AcFk4n/r4WwGRNk0tOQ9te4v2LYHm8Y6xlq6/bWhJe1H7ag/nIgnRyJ8Pwl3OX9DfWwXLBZWH4nmDcuNLDkYw65TFlIzwduI7J5gc+AUfH8GRAFumFR1eWvue38IZ/vD2XYw7DcwCDTVKQ5HWWXmDtGFZ574/BB7zuT6ta+axEjKOyWX7k/jQGoBZkkgL+lA4AwJRVqwYyzYFCeewdv1JADy+SQSjo6j2NXA67vVyuY0NycjBrD4eBFfny/mTHYJbq9a97ZNQTViS2dzStickgXALZcZQjMGBgYGhvPRAM3jwfXpx2iVIk3+dBf07Kinhd79LBy/0PBj+BSSsxxm/quLk3LfHC+YW3/hacFiQYiI0KcrKbWGNQJo/bai9tQLi4rpvfjJCyZyC+u/q7e/gl8ssvKW9Qb+7wMLdz0D038Fw34EU38B9z8P5zID3P66qCPqdcnX+qzJQ/UaqwYGBgYGBsHA4/GwYsWKKhHFv7q6D8O6xFDiVrj33b18dy6vwcfwOSVdqsAza44BcOvYznitJbUrZLcGrFY93RzK0s4NdLzdj+Pt/QOaoGLP7ch97xysUeSoNr747gI//ewHzkT24w+rj3PnO98y9V/bGPjHdVzxzGZuf3sPh9MacAPZWGoQWwJYsu8CmgbDusQwoGN007fNwMDAIMQwnI8GNRIfBW89DskdIKcQ7noGTqc3rlDyvz6HYif06AjXTxIqKGTLgoBJDE+RhbBFAK3bfpRBa9FEL/uOi9z4NJxO938XH2yAZz7Rp4d7DzIsWSExVv9bUeFCNmw7BP/8LOCtr5Xaol4VFdbt1debM6Zp22VgYGDQGFSvl5KsTDQlhEPLDfwi0iLz5u0jGNw5mmK3wt2L9vL9+cY5cP67+RSZRW7aRVm474qkmhWyDcIGteN5PIP2okpuUi4Ws/DVnRw8X+D39isPpvOrLw6hAdHubIZ3iaZDjBVB0IMN0wtc7DiZwx9XHkZr6pqbNYgtAaz5QS9nMK80wtjAwMCgJaAqCq6cHDQ18JHlhvMxxJFlmcmTJyM3k3hG2xh4+3FIagfZBfDIv0xQ0rC3dwdPwRel0V6/vgmiLZUUsufeVEGkprltb27Cyv52p1FHLKdNtMa5DLjtHzLRnafWaftn22X+/L4+feN4Dy8W/5b//czJpufgu//Cqqfhr/foy9d827jo3YZQU9Tr/hP6+WQxwfhBVbcLq76vhnC2P5xtB8P+UEZxu0lZspjtf/4je196EVd+PgAnVq7g3JbNzdw6g4YSZZV5+/YRDOwYTZHLy4/fP4S5KLZB+zqTXcJb208D8MRVvWlrt9eskG0QVqhxOaQN2kinOCsZhS5ue/tbdpxz1LndmmPZ/Pyzg6gaTO/XlmG5m3j71sFseXwCh347lfWPjueVm4ciCrDnTB67TvtXPiCgVBJbAjidXczRi0UATO2X2PRtMjAwMKgnqsdD6ldf8sML/yJl0dt4CvSXRBc2rCdz186AHMNwPrYAbDZbsx4/IRbeeQK6JEJWvoD47SwoiarXPjQNnv5An54yFMb116fLK2TbqnnYbG7bm5uwsj8mi7d+6aZPZygoEfjpf+38dpFeH7Q6Vpsm8oeP9bGz4Ap4cqG7gpaixQTd2sHckW5Gt0lH0+DVFcE3wx/WlkY9jh8I9hqewcKq76shnO0PZ9vBsD9UOb1uLcXp6Qy6627Ecr/Xsck9yDp0qBlbZtBYom0m3r5jBP3aR1HoVEj8YQJCUWS99/O3L4/iUTSGdYlh7uD2QB0K2QZhhddWyDv3DGFkUixOr8rft2Xz2GeHOJpefbTtxra9+NmyFBRVY2rfBJ6e0xuxXOq+WRbpGm9nYs84hsXrkdj/2XSySWypC1/U47AuMbSLNtLwDQwMQp+L27bizMqk+/U3VLjPi+yaRP7RowE5hhFaEOJ4vV5WrVrFzJkza1UWDDbt4vQIyNv+rpGWHYm4dxbq8FVgrzttQlHhzdWw/ySYZPjFDf4dM1Rsby7C0f528fDer+Dx11Q2HxD5fCt8sQ1mjoZ7Jwv43h2vM13OX2w/RtME5oyB398OQg0v0DWPhzvPvMDOyKdZvQsengvd2jeZSVXbo11KuZ42vPp1wrHvyxPO9oez7WDYXx35p0+Rum0bxWkXcBcW0u+mm2nTr3/Z8qwfvid99y6KLlzA63Aw9MGHiexQMc3vwFtvUHD6dIV57UeOoufceX63I+fwD/S5/kaiu3Sp8KLHnpiIM7cVqxmHCbF2E4vuGsHNb+7ieAaI+0fiHvwtWOq+z9M0jU+/Pc+6I3px5f+b1RdBaFyZHoPWSazdxDt3juQ3Sw6xdH86qw5dZNWhi0ztm8CDo9rjuy3aGt2VH/Wcg0fVmNirLf+6YQiKu/pakR6PB+noOoS2V7HjZA7fnsllRFJc0xlVDT7n4/T+7Zq1HQYGBi2D4tRzZO3ZjePiRbzFxXSdO4/onr3KluenHCPnwH6cFy+iOJ30uPV2bIkVo6pPfvIRJakVVYLjBg+h09RpfrWh4HgKXWbNwd6xY4X5ljZtcOfnNcywShjOR4MaUQsLcS79AsusOYh2Ox3bWPjPo26u/bMbwRmFuGMhWufDZOVDdEL1+9h1BP76ERw9p/9953ToGobZB+XVvg1qJ8IG/35Q4V+LdrI/azTfHRdZ8Q2s+MbORPsvGer9npesd6IKElcN9fKXu2UkEWqrSjFEOcyongq7j0u8thKevqfJzKnC4bNwPgtkCSYOab52GBgYtAwUt4fI9u1pN3wERz76oMpy1e0mumsSbQcO4vjSJTXup92IkSRNubLsb7Gev0eekhLMpWUkKrTP467XfgxCB09hIau/+ooZU6ZgstuJs1t5+bZBTHp5DWZHDOa9o2mTcIYLo5zEJtir3ceB1Hz+svooe8/mAbBweCcGdYppQitCg/Jq3wa1Y5FF/n7tAEa3VVh1WmHbiRzWHclk3ZFMrhhxO9MLz/CXrhNwSybGJcXw0k1DsMgiJbVcaiKUQqb3a8tXh7P4z6aTvHXHiKYzqBJp+U72p+plKab1D8OHHgMDg3qjejxYExKJGzCIs8uXVrs8omMnYnr34cLaNTXuJ27QYBLHXV72t1iPMkZehwPZXvW3XvV6qlm7YRjOR4Nq0VwuCu69CxQF95IvQJaJWfQeHduAOnwl4qErEQoSEM4NZMH/adw8Be6ZoYvUgK4s/MwnlyK8bGZ9+f2zms+m5sSn9m3gH4IAfRIzePROhf0nRf67Arb/AJtNY9hs0hVarvDu4u/3DEGW/LuM/ehqN7tfsrH8G3hwLnSpwWEebHznxOi+EFP1Od7AwMCgAvG9exPfu3eNyxOHDgPAmVt7rTPJZMIcVb+SKeWJ7NiRnGNH6ThmrD6jNLDt4rffEtWla4P3a9BMOJ1IM2YhxschP/MckiyjrF9LXISJi/230PH45Uj58URmdmfBS99y3YhOPDgxmQ4xegrpxQInz61N4Yt9aQCYJIHbx3Tlp1N6NqdVzYZP7dvAfwYkWph/RR9+SC/ilc2nWHs4g61te7K1rT6GRuad5ZUnbsJq8k+g6L5xXfjqcBZbj2ezPzWfIZ2bxwm+7rAe9di3fRRJ8dU77Q0MDAzKE9U9majuyTUuj+s/AAB3ab3tmhBlGVM1L4r9wdauPYWnTtJmWGkMeul9Xu7Bg9g7dKx5w3pgOB8bicfjQSxVbBZFEUmSUBQFtZw6kG++1+utoMImSRKiKNY43+Px4PF4yo7jK8Dv9XortKGm+SaTCVVV8Xqqeqs1VS3bt1Zuua/tmsMB5ZUsvV48Dgcekwz2QtRRSyAzCfHkCFxFbXj7K/h4k8atV4KiCry7TsPj1Ufs7NEqP5sPHduW2lQuRE2W5TLbPR4PHkGsdn5lm5RybRMEAVmWa5xfU3/U1k/V4fV6y9oHFfupPP72U+Xtyn8H5dOVyq/XGJvqO/YaYpOPuvqpOtvL219++bCeCq/8ROXgKYE3VsKmQzLjPbt47m/dEEyX1hVL7Va8XpRy2/vmD+/mYmgPC/tOiLy6XOVPdwkBsak2FEVBAUwLFuIFJEVh7V79JnryEAVP6clQuZ98Nvn6srn6KVDnU3Nc90LNJn/a3tzXvVC4Rvhojdc933zfcbwuF+X1okVZrtcb6vqScWA/GQf2Y46MJL5PX7pMnIRUWnPZH5KmTuOH/71LSWYmmqpyYccOSjIzKDh3jsF3N2M4eZBRFCWoKcS+cVF+3DRgJ6U39Fq5WUrZfVz5Y5Qdx+nE4nYzz+WC2BiE3DwUpxPFKqGaXbiH7EHMi4eT3aGoDR/uTuXzvRe4cWQnYu0m3th2hhKPvq8r+7TlF9N7kdTGXq0t1R4/ULY3AN/xtHKfsvaJgWtL+eOUn+c7RnPZ3xTU9R2Xt71/+0hevGEQxy4W8ermE6w+nEWUK4vnfz0HS4S1yvdU0zhKbmNlWr8E1h7O5KWNJ/jvzYFJL6nLFlEUmTVrFqIooigKX31/EYBpfdvW2Letue/9IZztD2fbITzs991jqi43ivtSyLYgSUG9zwPIO3KYvMOHkSPsRCX3IHHMWL8zXdqNH8+ZxZ/jys5GUzWy9+7FmZON48IFul/vZ928OjCcj41kzZo1SJLuTOjatSvDhg3jwIEDnD17tmydPn360LdvX3bt2kVmZmbZ/KFDh5KUlMSWLVsoLLxUbHns2LEkJiayZs2asoebtWvXMnnyZGw2G6tWrarQhpkzZ+JwONi4cWPZPFmWmTVrFllZWezavInxldqdej6VfUePASC5XWXLU1JSOHr0aIV5ZbauXUORb/AKQOIZ1IQzXJ87hC3H+pFZFMVrZU0T6BKXw+yBh+gal4usjgUq2gQwefJkvJJYZqOt1Lnns8k3v7JNO3bsKNtHVFQUU6ZM4dy5c+zbt69sfkJCAuPGjSuzyUdd/bR3716qY/v27SjFJWV/V9dPPpv86SeHVjVR2PcdREVFMXnyZAYNGlRmf2NsaszYq49N4F8/7fiu+u+4/Bjo3Lkzsiyzb9++MpuuSoZ7xvek34mT7D/uJGP3pUifoX16E4PeT3nlLvRjhwzBDGzcuIFhCe3Zd2IcS7bDbVOKSO5kbbRNI8dfTk2U9ZM9EtatQ47qxYkL/RHQULPWsmqVC6i5n9LS0ujWrVuz9VMgzqfmuu6Fqk1Qdz/5bG9NNvnbT635uufrJ98N957nnsHlcpWt22XS5App0YEkcfAQLDGxmKOjKE5P5/TaNTiysuh3081+7yMmqRtDH3qY1K1bsLdrR+6J40R26MiQ++4nol0zFtINMikpKRWc1cHi+PHjDd5WLC5hIOD16mPLBKSkHEeN0J2BTqdeKy8lJQVrqRpv2TaKWmGbPKv+G6woXpSoDLIHnuYF+W6++N7ByVwP7+48V3bcpBgT9wyPYUh7K86scxzNqr591R0/ULY3hAJFb4/i9aIJAmpp/6akpBAtBU4cpPxxfFR3jKa2vynw9zuubPv9Q6zc0DuRQ9+dIyPrIjl52WXLahpH5efP7Cqy9jBsOpbF6h0HSY73/wVLY2zp1asXJ0+epMClsPuMfm/ay1ZS4TerOlpj39eHcLY/nG2H1m2/IAgkJSVx9PVXKSoqKpufMGYs7cbV/NzYWGL79sMUHY0pIhJnVibpW7fgzs2lq5/1vSM6dabHbXeQtWsn1rZtKTpzGmtiO5JvvBlrQmBSBoXxf/xz8O+oWiGSpjFZU/j5z3+OxaIr9wUjCkPTNIqKioiMjCyrI1PvyMeCAkruvavCsqi330Ut/eHWiospufcuohe9h2a16pGPpfPKY3/jbQpNMuOWfVhh/va5N2GXLKzeLfDaKgmvIvDjaxRmjFTxBQvUFllS4HZx2eL/sX3uTUSbLWXzNU0jLy+PyMjIsqiDpogAyikpZuzSqnW1dsy7mSjTpZuYxkbLFLhd1X6X0WYLgiAgSRL5+fnY7fYy+1tLBFCuo6SK7eXt1zSN4uJiYmNjUVXVL5tEp5PCu24n4s13oFy9Ct98+xtvgz2CW/8ucei0yA2TNH57a+NtKlEVRn3+bhVbdi+4nQhJrtD2t76S+PcXIsN7arz9+KX9V7bJd97HxMTU2n+tNfIxENe9ULPJn7Y353UvVK4Rrfm655vvcrl47rnnWOv21jvycdtvn6oiOOPDmZvLnuefq1ZwpjJ5J09w6J23GfGzR7HFt6l13XDFZjbx6Y8ewGw2Bz3y8fjx4/Ts2bPsZXa9KSzEMv1qtHhdZEPIycW15ksoTbMvKSnh5z//Oc899xx23+9jDdvkWSU6bPg5ieZoADLcBaRNeY5oyca6I5m8tOkUOcVuHpnUnYXDOyJLYtX2VKLa4wfK9gaQ5ykps1EsdSb57Iw1BS5NtvxxgCrHaC77m4K6vuOG2F7TOKo8/8EP9rPxWBbT+ibw4o2Dg25LeT7fe4HfLDtMUryNL388tsZrR2vue38IZ/vD2XYID/s1TcPtdrPg3y9S0oDIx0P/fLaK4IwPd34+x958vVrBmcoUnT3L6c8+odfd92KJja23HcHAiHxsJCaTqUpxaUmSqj2Z5BoGW03zTSYTHo+HrVu3MnPmzAoPojWtXxlRFJGrmS+IYtn6arnlvrar1Wwjm0yYTFXbajKZsJlNzL8Cri0NlxQECaj6HVTXxvJ2lV/u9XrLbC8/XxTFslT3yrZWN7+m/mhIP1XX/vr0R/n5pmoiH8t/Bx6Ph82bN1er+hpImxrSdn/m19ZPte3HN+63bNlSZrs/NqmlF3dJliuEl/vmyyYTotnEQ3PhoRdg8TaBH82GdnGNtMldc9pA5f5Y/53+/7QRQrX799lU/ryXJKnZ+inY51NNbQzEdS/UbPJ3fihe9/xte33nV9f21nzd8833OUpli6XZFIGjOncBwJmd47fzMefYUQRBJK5XxZvh3NLIwNrqUrZkJElqkn6qaRz7uXHphFBullQ2Xyr3f9kxatjGt7y8xZIkYTLJzBjUgRmDOqBpWr2+k2qPX2l5Uz6ESuolG32fYLSj/HHK5lVzjKa2vynw9zuuj+01jaPK8x+Z3IONx7JYeyST45kl9Gnf8Fq39bEFYG2p4vtVA9rV+FtT2abW1vf1IZztD2fboXXb73vBLVrMSM10nwdg76Bnpbjzcv1yPhaePAmiQFS37hXnnz4FmlZrTUp/qft1pYFBPRAEaMZzzMCgTiYOhn5dweOFN1fXb1uX4uXFg9/iUqqvC1obF7Lh0Gl9eurwem9uYGBgEDCK03SRkPoI0JxeuwatmpdmoHG6FuVFg9ZHcznNDVoeKhqqpqHSdIl2gzvHMKGX/lLl5c0n6729x+Nh2bJlNdYnr4lCp5evT+hp4tP7t6v3cQ0MDAwCiSNDfxliioj0a/30bVtAreZarcHFrVsD0ibD+WhgYNDkmEQJU6XoIJMoYhKD8AastKaaVlyM5nIhCPDgHH3Rp1sgs3bRsIq7UhReOrQXVwOKJK8vLXPZPwk6ta335gYGBmGK4nJRlJZGUanD0JmbS1FaGs68PAA8JSUUpaVRkqkrrDqysihKS8NdWtfSkZPN2U0bKbpwHmduLtlHDnNs8WdEJ3Ujor3/tRqd2dnYE6qm+NjaJuDMya5mC4MmR9P0j0FIodK0zrdQwCxKmAWZHEchHfYXkOMoxCzImINxn1da85GiorLphyf1AGD19xc5nlFU05bV4vF4WLFiRb2dj5uPZeJRNNpHWxjUMbpe2xoYGIQ3ituNIyMDR4Z+L+fOz8eRkYG7oAAAr8OBIyMDV7Z+v+XOzcGRkYGnuBgAV14eGd/swHExHXd+PgUnjpP65SrsnTr7Xa/RnZuHpU3VbBhLfDyuvNxqtqg/Rtp1C8CfsP3aEGQZZBl89akkSZ/XAmis7aGMSZSQBQFv6YNCdc631mq/TZbZveAOcpwOpiz/iA1zbiTeasNWzt5A2K65XBQ8eD8AhQ89ALJMzKL3mDLUQu/OcCwV3voSfumngJej9BwqdLsxiVKF9tbF2lLno79Rj6217/0lnO0PZ9vBsL8yhRfOc+jtt8r+PvWlHrKdOHQYvecvIOfoEVK+WFy2/OinHwOXBGxESSLvxAku7NiO4vFgiY6hTf8BdJk4qV7tkKxWnLk5WOPiKsx35mTXSzXbIAiYTGgmE968PFa2S2Sm2ey3umU4o6KBRtAcg2ZRwqpKdNpfyMHeYJaD5HwLQeyShYzpz5NfVMjvlj/J0nufJiYyCrtkCeyBnE6sc69hbnwctjnzkGQZZf1ahneNZVxyPNtP5vDK5lM8d90gv3ZXorjI95SUTdu5VNOxrvGy5gfdaTCtfztE0YgONjAw8B/HxXROf/pJ2d/pmzcBENt/AJ2vnkHhyROc/+rLsuXnVq4ALonYCJJI0ZkzZO/9FtXjwRQVRUyv3iSMHuN3GySLGXd+PuaYmArz3Xl5AbunMO7wQxyTycSsWbMatQ/BYiFm0Xuo+fkUPvQA0a+8hmAJ8I9/EAiE7Q06bmlUnqecgEEwovJsssyGuTcxYekH1Trfmsv+psImy0SVPrBGmc1BsV3zeqF8lKLXi+b1Ilos/Gg2PPZf+GAD3DAJutWRIePweplSKpIzZflHmESR3Qvu8Gu8ZOXDtyn69DQ/nI+tve/rIpztD2fbwbC/OmK7JzP+j3+ucXm7YcNpN6zmC4slJpbB99zb6Ha06duXk6tX0e+mm8vqRDqyszn55ZfE9+nb6P0bNAKrFWX9WhwFBSx76immvPM29mpUpQ10fFF5me5LqvfBiMqzSxZOTnyaJ5f9MnjOtxDGLlnApN+DxZjswbHd48HsdjPP5YbYWITcXPB4wGrl4cnJbD+Zw7IDadw+titDOsfUuqsSxUXimkdRvF4G9YHkzU+SPuNfFaI4Bx2jWkey06OwOUWXe7+qf+0iEAYGBgaViezSlYGPPV7j8rgBA4kbMLDG5eaoaJJvuLFRbYjq0ZO0TRvoOveashqRrtxc0jdvIrpHz0bt24fhfAxxVFUlKyuLtm3bVlvE3l8EiwUhIkL/owU4HiFwttcXX1SeR73ktKpvlFt9jgVVnW/QfPaHAk1h+/QRMKwnfHcc/voh/Pentdcr9ahKWZSq/reKR1WINlvqjOLcuE/PhEvuAD061t22cO57CG/7w9l2MOwPZbpNv5rv313E3hf+jTlaTyl0FxQQnZRE96uububWGWC1gu8lmOF4rBVfVJ673H2eWZSC4hzz7TNozjcDnWpu4C7rFs+0fomsPZzBH1Yc5rP7R9cakehWFdyalwRbFOeHgNNdiFtViDXZ64zi/Pp4NiVuhTi7iRFdY4NhoYGBgUFQaT9hIqcXf0bKO29hitTrRHqKiojo1In2EyYG5BjGnX2IoygKO3bsQGlAjbmWTnPabpNlos2Wsk8wHI910dL6XnO7cXz8EVqpunR56ivU0hS2iyI8dQuIAmw9CJv2N3xftUVxQv1Trlta3weacLY/nG0Hw/5QRrZaGXzf/fS/9TY6XDaaTpePZ+CddzHornuQbbbmbp6BQb2wSxZiTfayj+EYrJvahFgaKtISbJ6c0QeLLHLwfAGf7T3v1zYiAiIVnZR2yUKMSU/Brs6R/NVhPeV6ar9EZMl4vDYwMGh5SBYLyTfeTNI184kfMpS2I0bSfeF1dL/uBqQAvdQ0ro4GBs2IRZJ4ZOBwLFLLrwGkeTy4Pv0YrZobz8YItQSTfl31lGvQox+dVf2mjaagBL45rE/7k3JtYGBgEKoIgkBcz150Hn8FHUePIaZb9+ZukoFBSGMymZg9ezamVlCDszYhloaKtASbznE2HpigX6eeXZtCXkng2+dRVDYc0Z2P042UawMDgxaMIAhEdetGwqjLaDNsOBGduwR0/0batYFBM2KRZH48aERzNyOs+fE1sHo3pGbp4jMPzQ3s/jcfAK8CHeJ1pWsDAwODlsKFb3bQfsRIRJOJC9/sqHXdjmPGNlGrDAxaDiaTiblzA3xjYVAv7hvfjcXfXSA118G/1h/n93P6BXT/u07nku/wEmGRGJtcVSnWwMDAIFTJ3ruXuMGDEWWZ7L17a123zfDGR9EYzscQRxAEoqKiEGorRtdKCWfbIbztb4jtgsmE5bobEOoRXaC53VhWLuZn8xby+/dlXl8F88ZBp7YNaXVVVBWWlz6vTxtRe03J8oRz30N42x/OtoNhf6hxfvvXJAwegmgycX771zWvKAiG89HAwCCoNCSK1OPxsGb1an49fRQPf3yQD3ef47oRnRjQMTogbdI0jS++uwDA5N4JWGQjqdDAwKDlkLV3DzH9+iHKMll799S8oiAYzsdwQJZlpkyZ0tzNCCo1pR6Hg+21Ec72N8R2wWzGVk+VL1+q+LVvz+Gzr2UOnYa/fwwvPFyv3VRLsQN++QZsO6T/PeMy/7cN576H8LY/nG0Hw/5QY1Q55cVRtagwGhjURmtKPTZoPhoSRepLB3/++SuZ2Lstm49l8ceVR/jo3lGNfsnl8qr8dtkPLN2fBsDsQe0btT8DAwODpqbPvfdXOx0sjNczIY6qqpw5cwbVp2DYCvGlHlukqmrPrd322ghn+5vadqlUfAZg3d5LDsOGcj4LbvkbbNin7/v/boEhyf5vH859D+FtfzjbDob9oYqqKOx5/jlKMjOauykGLRCf08hwPho0F4Ig8NTMPpgkgb1n88ochg0lu8jF7W/vYXFp1ONPpvRgSt+EQDTVwMDAoMnRFIWjb76OMzs7qMcxnI8hjqIo7Nu3LyyVP8PZdmg99ju8XgpLFbAdXv/Vrpva9sHJsOAKffrpD8DdwJrk+1IErv8THEuFaDu89ijcVM9ArtbS9w0lnO0PZ9vBsD9UESUJ1c/rt4GBQXhRorjI95SUTYcq3dpEcO/l3QD4+1fHKHQ27Ebv6MUi5v93J3vP5mEzibx44xB+PLmHUS7EwMCgxSJIEpo3+PfehvPRwMAgaDi8XkZ9vogpyz8CYMqyD/12QDYHjy7QHYanL8K7a+u3rUWSuJJpPPJvE7lF0L09fPQUjO0fnLYaGBgYNCUdLhtN6tataIZj2MDAoJQSxUXimkdJ3vIk+/pA8uYnQ9oB+aOJ3ekQYyWryM2LG0/Wa1uTyUTS5XO5438HuZDvpEOMlQ/vvYyrB7QLUmsNDAwMmo74oUPJ2r0LLYjZR0bNxzCiIYIcBgaNwaMqeMpdwLyahkdVsIXopSc+Sle//ssH8O8vYO1eGN4ThveCntUoVRc74Xw6nLkI27+X2bS1GwDjB8KzD+iOTAMDA4PWQOGF8+SfPEneiePYE9shmc0Vlve76eZmapmBD6O2okFT41YV3JqXBFsU54eA012IW1WwS3Vv2xzYzTK/vro3P/n4AO/sOMM3J3MYmRTL8K6x9OpkrbK+06NwNLuQMzkl7DmTxzvHzYDC0C4xvHzTUBKiLE1vhIGBgUEQcKSnU3zuLEVnTmNtm4BY6V6i69x5jT5GaHoADMoQBIGEhISAhPI3RJCjOQmk7S2RFme/S3/TrRUXo8kygqXhN2TNafsNk2DjPtj+Axw8pX8WrQWwINquh6hscNuhJJor11W18Y5p8PPrQG7EjXeL6/sAE872h7PtYNgfyshWK236G6HcoUxDBDkMDPzG6dT/LyoCUQTrJWedSMu5Zl89oB2zB7VnxcF0DqcXcji9kP/tPAdAJ8sMhKgi8Jjo5LByxY4dVba/dmgH/jS3PxZTiHpYDQwMDBqAZLUQ3atXUI9hOB9DHFmWGTduXHM3o1kIZ9uhZdmvuVwUPKgrZBU+9ADIMjGL3qOh96LNabss6XUaT6bD3hT9891xOJcJgiMGHDEV1reYoGui/pk5GmaMCkAbWlDfB4Nwtj+cbQfD/lBEU1XOf70NR1Y2mqIQk5xM18lTkIzoulaNitbcTTAIJZxOrHOvYW58HLY585BkGWX9WggV/5vm/3gVBIF/XjeIn17Zgz1n8th7No9vz+RyMqsE2RUBrogK65skga7xdrq1sTOlTwLXjehkvCAzMDBoNWiaRtbuXbhzc9EUhYguXUkcO65K5GMgMJyPIY6iKKSkpNCrVy8kqfl/4U2ihEkUy1JpZUHAJAanXaFme1PTkuzXvF4oXwfM69XnmRp2iQmU7YIsgyRdapss6/PqQBShZ0f9c/1Efd7JTBcz3t+KUBwHlmI0WwErF04jOcGCGODquS2p74NBONsfzraDYX8ocm7LZs5u3EBscg9Ek4m0b3bgKS6m97Xzm7tpBkHALEqYBZkcRyGDjkFhHwlzkO7zDFoQHg9mt5t5LjfExiLk5oLHo99jNScmE26zmVUWM7MuZiCbTODHA7MgCHRrE0G3NhEsHN4JgFN5+Qxd8U/inO3A7CbHlMXOqY/Ru00ckmg4Gw0MDFonmTu/IWPHdiK7JiHYZLK/+w6vw0Hnq64O+LEMwZkQR1VVjh49ihqkwp+ay4VWXKxPFxejuWovEm2TZXYvuIMNc/T07Q1zb8LmhzOnIQTb9lAnnO0PlO2CxUL0G29jvuZaol5/i5hF7zU4HbxtDNDuFFryXrRORyE+jcQ4Au54hPDuewhv+8PZdjDsD0Uy9u2jx+w5DLzjTvrffAv9b7mVzAP7g1qQ3CCAOJ16mizo//tSZ2vALlnImP48Jyc8zdCjcHLi09glo66dQSmCoH9CBasVZfVK1Ntvw7t6pR6Naa1au9Ef4iJMOOLTULqdROmYijMmgw6xVsPxaGBg0KrJ++F7Ol45lW4LFpI07xqSrrmW/COH0eoRUe4vRuRjGKO5XOTfcSuUqg9XSJetBZssE1VaaD5YjkeD8MAiSTwycDiWIL45F6OisN96e9D2b2BgYNCaceXnEd+7d9nfsT16giDgLizEEhNTy5YGzY7TiXTlNGxeL3PbJVZMl60Fu2QBk3Jp2sDARz0fRptCBMkUFcXchQuDtn8DAwOD1oynsJDI7t3L/o5M0lVWvUVFmKKiAnosI/IxjNG83jLHYxm+dFkDg3pQlt7sw8/0Zosk8+NBI7BIhhPbwMDAIBTRVBVRrug4EEURTVVq2MIgZPB4EDwe5NhY5rn1/wWPR0+X9aFp9XYoGYQhpenNSy1mvHl5aH6mN/tEkAwFdgMDA4PQRFNVxErP4kKQ7vOMJ/4QRxRFunbtihiM3M5aaGitvEDSXLaHCi3JfsFiIfqV1yi4/x6iXn4VMSZGT292157GXxMtyfZgYNgfvvaHs+1g2B+qHFv8OWK5ewDV6+X4smVIpVkQAP1uurk5mmbQUBpYK88gTLFacS5bwrJf/Yopb7yOPTpaT2/2lDR3ywKOIbZkYGAQVmgaqV+truCAVBWFC+vWVRCd6Tp3XqMPZdzdhziSJDFs2LCgFN4XZBkqOxRLnYw+ZxJA1MuvNqpWXkMJpu0tgRZnf+n4ECIiGj1WQtF2kyghl6tzZBLFoIkthaL9TUk42x/OtoNhfyiSOHQopsgIJKul7JMwZAjm6KgK8wxCEJMJzWTCm5fHUrOpYsSaz5nUvh2O5UsbVSvPIEzwjY/IyFY5VsqLLXXaX4hVNcSWDAwMWj+xAwYg2+2IFnPZJ7ZfP+TIiArzAoER+RjiKIrCgQMHGDx4cMAfxgSLhZhF76GWlOBauRzLrDmIdvslx1EtzqSmqNUXTNtbAuFsf1PYXl5sCdf/s/ff8XFcd57v/anqjO5GziAAEsxRpAIlUhRFUoESqWAl23Icz3g9aWdnZ2dfr3t3n/vcfdY7d9PdmVnvzE7wBI/HY8tBlkeJkkiJFCmJEkkF5hyRc+qcqp4/OrAb6IZIEI0GUL/362WLqG5UnW+f6sLp06fOCYHTmXosFIvy/dPH+M6K21K3hDvMZvY+8TybX/4Jex//MuV2R97mPDVy3YOx8xs5O0j+mWjJU88Uughisux2Yu/sIer3o+3dS3TbNpSiousdRxN0Jk3HXH1C5NXYxZZUNXWeRyIR3njjDR599NHUOZ5cbGnE6+E/vPrv2fUdWWxJCDH3zdv+6LQdS0Y+znCaptHa2pq3lT8Vmw1TWRlFX/sGprKyjE5GxWLB9tyXULI0PKdjrr58Z5/pjJw/39mTiy15fuc3ARj97e+kVnoPRKP0BwL8+clP6Q8ECKTNgZrsbHRbrXldbMnIdQ/Gzm/k7CD5hZhydjuW8nKeePZZLOXlGZ2ME3Uwylx9YlZLLrb0+JM80d0TX2zpgYcgGMQfC9HvH+G1116j3z+CP3Z9iqAik40SS1Hq30IIIaaOjHwUOSlWK44vfbnQxRBiyo1bbCkWQ49GCZpM3PXLHxJJdHxse/WnWFSVI898U1Z2F0IIMackOxiFmHOSiy2VlfFkOAKlpShDQ/iDPqr3/X+JRaOsXgotB/49JrOZ3of/VDobhRAiz2TkoxBCJES0WKrj8fo2jYis6iqEEEIIkZWGPjMXalGU+O3WiTm7w3qMsB6l3OGm67Ziyh1uwnqUsLTzhBAi76TzcYZTVZWlS5cacuVPI2eHuZHfopqwpJXfrCg3tEjLXMh+KyS/cfMbOTtIfiGEmE1m6yItKgqqoqCifP6ThRBCTAm5j3CGM5lMLFu2rNDFKAgjZ4e5kd9hNnPkmW/ijYT54bkTfHv5bTd0+/JcyH4rJL9x8xs5O0h+IYSYTZKLtPhCQfbF3mb7g9vl9mUhhBBZydCCGS4ajXLw4EGi6fPTGYSRs8Pcye8wm6lyFPFv195Nqc3++b/A3Mk+WZLfuPmNnB0kvxBCzDZFJhtVRSV88QvPUGJ3Fbo4QgghZijpfJzhdF2nr68PXZ+B86jkmZGzg7HzGzk7SH4j5zdydpD8QgghhBBCzEXS+SiEEEIIIYQQQgghhMgL6XwUQgghhBBCCCGEEELkhXQ+znAmk4m1a9diMs38leOmmpGzg7Hzz9TsNpOJf7nqdmx5LtdMzT9djJzfyNlB8gshhCgsi8XCY489hsViKXRRhBBiTpHVrmc4VVVpbm4udDEKwsjZwdj5Z2p2m8nM762+I+/Hman5p4uR8xs5O0h+IYQQhWWxWHjiiScKXQwhhJhzZOTjDBeNRtm7d68hV/40cnYwdn4jZwfJb+T8Rs4Okl8IIYQQQoi5SDofZzhd1/F4PIZc+dPI2WH25VcsFmzPfQllCm5TmW3Zp5rkN25+I2cHyS+EEDOV3I4shBDiVsht10KIKaFYrTi+9OVCF0MIIYQQQkwxuR1ZCCHErZCRj0IIIYQQQgghhBBCiLyQzscZzmQysWHDBkOu/Gnk7GDs/EbODpLfyPmNnB0kvxBCCCGEEHOR3HY9w6mqSnV1daGLURBGzg7Gzm/k7CD5jZzfyNlB8gshhBBCCDEXycjHGS4SifD6668TiUQKXZRpZ+TsYOz8Rs4Okt/I+Y2cHSS/EEIIIYQQc5F0Ps4C0Wi00EUoGCNnB2PnN3J2kPxGzm/k7CD5hRBCCCGEmGuk81EIIYQQQgghhBBCCJEX0vkohBBCCCGEEEIIIYTIC1lwZoYzm81s3boVs9l4VWXk7GDs/EbODpLfyPmNnB0kfzYjV6/Q/v77+Lo6CXs8LH/+K1QsX5F6vP/0KbqPHMbb2Uk0EGDtb/8urrq6jH1okQhX3nqTvhPH0WIxyhYtYuFjT2B1uaY7jhBCCCGESONrb6P/4yMEenqI+nw0PfEkxYsWpx4fuXCewePHCPb0EAsGWfi1b+AYs0CjFo3Svf9dRs6dRY/FcDXPp/6BBzE7ndMdJycZ+TgLOByOQhehYIycHYyd38jZQfIbOb+Rs4PkHysWjuCqraVl5+NZH9fCYYqbmpn/8Pac+7j85hsMnjvLsi99mTW//huERz2ceeEn+SqyEEIIIYS4QVokgr2qmvptD+Z83FnfQM19m3Puo/vdfXguX6LxsSdY8MUvEfF5aX315XwVeVKk83GGi0aj7Nq1y5AT8Bs5Oxg7v5Gzg+Q3cn4jZwfJn035kiU0P/gQlStWZH28eu06mrZuo7RlYdbHo8EgPZ9+woJHHqW0ZSGu+gYWP/U0nrZWRtva8ll0IYQQQgjxOdwLWqi5dxPFixdnfbxsxUqqN2zE1dSc9fFYKMTQyRPU3r8FV1MTjppa5m1/BH9nJ/7OznwW/abIfU23KBKJoKrxPlxVVTGZTMRiMTRNSz0nuT0ajaLremq7yWRCVdWc2yORCJFIJHWc5G1oYz+U5dpusVjQNI1YLJbapigKZrM55/ZcZZ/KTDdSdrPZnPr99N+Z7Zmybc+VKSl9/7M9043WU/rx85FJH5MPIBqJEEEftz1VHqtt2s69ZFmTz5mp9XQzmcaWXa57ct0z6nUveZxoKEQs7fdVsxk1D7ebezs70GOxjM7JoqoqbCUleNpaKW5snPJjziWxWCzj3MzH/tP/ayRGzg7Gzp/37LFY4kOunva/68fL3BrfHlOnrx6MXPdg7PxGzg7GyJ9sY2qhMLFwOLVdMZny0s4DCPT0oGtaRuekrbwCi9uNv6uTovr6vBz3Zknn4y3avXs3JpMJgKamJtatW8fx48dpbW1NPWfp0qUsW7aMw4cP09fXl9q+du1ampubOXDgAB6PJ7V9w4YNVFdXs3v37tSHmz179rB161YcDge7du3KKMOOHTsIBALs27cvtc1sNrNz5076+/v58MMPU9vdbjfbtm2jra2No0ePprZXVVWxceNGLly4wLlz51Lb85kJmDCT1+tNZZ8rmW6mnu67776M/HMh083UU1I+MpnCITaNOc7uPbvxWizjjg+wb98+nn3s8Wk/9zo6OmhpaZnR9STXPbnufV4mue5l1lOywf3xH/+/hEKh1HMbt2yledsDTLWw14tiMmEeczu7xeUinDjfRG4XLlzI6KzOl4sXL+b9GDOVkbODsfPnK7vq87OK5JdECqBjAS5dugxALBpFVxS0xHv7woULFJvseSnLRIxc92Ds/EbODnM7v6IoNDc3c+5v/jrVrgeoumcDNRvvzcsxoz4fismEyZ55HTMXOYn6fHk55mQom777R/lvUc1BJl1nqx7jD//wD7HZbED+RgDt2bOHhx56KDUPllFGAEUiEd544w0eeughLIlOodmeKdv2XJl0XWfXrl0Z+Wd7ppsZ+bhnzx527NiBqqpTP/IxFML/7W9BstwmE0V/9w94FNj4yguMdfCJ56lwuqZ15OOePXt45JFHsNlsM7aebibT2LLLdU+ue0a97oVCIf74j/+YPeHoTY98fP///r/GLTiTFBwa4uM//eNxC870Hj/GhV+9xL3/4T9mPP/oX/8lJQtaWDDBXJFG5rBa+MVv/SZWqzXvIx8vXrzIokWLUl9mG4WRs4Ox8+c9ezCI9eFHiEajvF5Tzc6eXsxmM727fkXdB/+eamsxaqLzsTc8Ste2P6bUUjT15cjByHUPxs5v5OxgjPy6rhMOh3nme3+GfxIjH0/+yf8Yt+BMUnhkhPN/9zfjFpwZPnOGjt1vsvL3/yDj+Zd+/E84Gxup3Xz/LSSaOjLy8RZZLJbUB6Qkk8mU9c2Ua/XOXNstFgtms5kdO3ZgNptTjd+xx0t//liqqqZuC7+R7bnKPpWZbnS7xWIZl32iss+GTLm2Zyu7rutZ809U9pmeaaLt6WUfe95PeSaLBcsP/wnN7yf0+qvYn3wK1eXCEg5N+LvTde6l57/hTJPcPhPfT3Ldk+veXL7uJTtKzTZbXju1kqwuF3osRjQQyBj9GPF6ZbXrG2AymaalnnKdx0Zg5Oxg7Px5y+50EntnD1G/H23vXqLbtqEUFWEyxa+/Str/8lqOz2Hkugdj5zdydpjb+ZNfcKs2K6ZpaD8AmJ1O9FiMWDCYMfox6vfJatfi5gQCgUIXoWCMnB2MnT/f2RWbDVNZGUVf+waq253XY02GkesejJ3fyNlB8k81V30DisnE8OXLqW3+/j5CIyO4G5sKWDIhhMgjux1LeTlPPPsslvJysE//bdVCCDEdHDU1KKqKN20aotDgIBGPh6K6mTHfI0jn44wXjUbZt2+fIVf+NHJ2MHZ+I2cHyW/k/EbODpI/m1gohLerC29XFxC/vdrb1UVweBiAiN+Pt6sLf18vAIH+frxdXYQT81qa7XZqbr+DK2/uYvjyZbydHVz41Uu4GxtlsRkhhBBCiAKLhcMEensJ9MbbcuGREQK9vYRHRwGIBgIEensJDQzEHx8aJNDbSyQxn6PJZqNs1Wq69+/D29pKoKeb9rfexFFXP2MWmwG57VoIIYQQYsbydHZw8gd/n/r5yptvAFC9dh1Lnn6GwXNnufCrl1KPn/vFz4DMBWxaHnmUK4rC2Z+9gBaNUrZoMQsfe3waUwghhBBCiGwCPd1c/cXPUz93738XgNIVK5n3yKN4Ll+i4603U4+3vf4akLmITe2WraAotL36Closinv+AuoeeHD6QtwA6XwUQgghhJihShe0sOm7f5Tz8Zp1t1Oz7vYJ96FaLCx87HHpcBRCCCGEmGFcjU2s+jf/NufjZStXUbZy1YT7UM1m6h94kPoZ1uGYTm67ngVyTY5vBEbODsbOb+TsIPmNnN/I2UHyCyGEEEIIMddIC3+Gs1gs7Ny5s9DFKAgjZwdj5zdydpD8Rs5v5Owg+YUQQgghhJiLZOTjDKdpGr29vWiaVuiiTDsjZwdj5zdydpD8Rs5v5Owg+YUQQgghhJiLpPNxhovFYnz44YfEYrFCF2XaGTk7GDu/kbOD5DdyfiNnB8kvhBBCCCHEXCSdj0IIIYQQQgghhBBCiLyQzkchhBBCCCGEEEIIIUReSOfjDKcoCm63G0VRCl2UaWfk7GDs/EbODpLfyPmNnB0kvxBCCCGEEHORrHY9w5nNZrZt21boYhSEkbODsfMbOTtIfiPnN3J2kPxCCCGEEELMRTLycYbTNI1r164ZcuVPI2cHY+c3cnaQ/EbOb+TsIPmFEEIIIYSYi6TzcYaLxWIcPXrUkCt/Gjk7GDu/kbOD5DdyfiNnB8kvhBAi/zR0NF1HQy90UYQQwjCk81EIIRIsqgmLqo7ZpmJRTQUqkRBCCCGEmApW1YRVMTMY8FB3bJTBgAerYsYq7TwhhMg7mfNRCCESHGYzR575JoPBANte/Sl7H/8y5XYHDrNcKoUQQgghZrMik43eh/+UEa+H//Dqv+flb/9nSlxuiky2QhdNCCHmPPlEPcMpikJVVZUhV/40cnYwdv5CZneYzbitVgDcVmtBOh6NXPdg7PxGzg6SXwghRH4VmWxgiU/tUWIpko5HIYSYJtL5OMOZzWY2btxY6GIUhJGzg7HzGzk7SH4j5zdydpD8QgghhBBCzEUy5+MMF4vFOHv2rCEn3zdydjB2fiNnB8lv5PxGzg6SXwghhBBCiLlIOh9nOE3TOHfuHJqmFboo087I2cHY+Y2cHSS/kfMbOTtIfiGEEEIIIeYi6XwUQgghhBBCCCGEEELkhXQ+CiGEEEIIIYQQQggh8kI6H2c4VVVpampCVY1XVUbODsbOb+TsIPmNnN/I2UHyCyGEEEIIMRfJatcznMlkYt26dYUuRkEYOTsYO7+Rs4PkN3J+I2cHyS+EEEIIIcRcJJ2Pk6XHJ8MPBoN5PUwsFuPkyZOsWrUKk8mU12PNNEbODsbOX/DssSi/u3Q1RKOE9AIcvtD5C8zI+Y2cHYyRP9Vu0DVQ5mbGuUTTtLyOxNV1HUVR0HUdXS/AH5wCMnJ2MHb+Qmc3m808+eSTmM3mghy/0PkLzcj5jZwdjJFfFk3MTdn03T+am7WeZw4txr3ISyeEEEKIm/cBCgFVOh9nqvrSEr7/ja8XuhhCCCGEmIW+848/onN4pNDFmFFk5OMkxRL//YM/+ANsNltejxWJRNi9ezcPP/wwFoslr8eaaSS7MbODsfNLdslutOxgnPyhUIg//dM/TbUjxMwUjEQAsNvtKIqS12PFYjEuXLjA4sWL5+yI31wkuzGzg7HzS3bJbrTsYJz8uq4TDAZT7QhxnXQ+TpoC6Nhstrx3PqqqislkwmazzekPZNlIdmNmB2Pnl+yS3WjZwYj589uhJaaGoih573xM3oI2HceaaSS7MbODsfNLdslutOwg+YWsdj0rqKrK0qVLDbn6p2Q3ZnYwdn7JLtmNyOj5hRBCCCGEmKtk5OMsYDKZWLZsWaGLURCS3ZjZwdj5JbtkNyKj5xdCCCGEEGKukuEFs0A0GuXgwYNEo9FCF2XaSXZjZgdj55fskt2IjJ5fCCGEEEKIuUo6H2cBXdfp6+ubs8vRT0SyGzM7GDu/ZJfsRmT0/EIIIYQQQsxV0vkohBBCCCGEEEIIIYTIC+l8FEIIIYQQQgghhBBC5IV0Ps4CJpOJtWvXYjKZCl2UaSfZjZkdjJ1fskt2IzJ6fiGEEEIIIeYqWe16FlBVlebm5kIXoyAkuzGzg7HzS3bJbkRGzy+EEEIIIcRcJZ2Ps0A0GuXAgQNs3rwZs3lyVaaNjqIH/OO2K44i1OLiWy1i3kxF9tlqNmXPx/k1m/JPNcku2Y2WHSS/ELfiyT99l15PaNz2areNl/9gy7SXR8wtcn4JIYS4VdK6nwV0Xcfj8dzSCqB6wE/whZ+M225//iswgzsfpyL7bDWbsufj/JpN+aeaZJfsRmT0/ELcil5PiMNDb43bvp7tBSiNmGvk/BJCCHGrprTzMRaJoJpMKGp8KsnhS5fwdndRVFVF+ZKlU3koIYQQQggxjbRIBMVsRlEUALyt1wj29mIrr8Dd0lLg0gkhhBBCiJlqShecOfb9vyYWig/Jbzuwn7YD74IO3UeOcOXNN6byUEIIIYQQYhpdfuEnaIl2Xt/hQ/Qd+giAwePH6Nr/bgFLJoQQQgghZrKpve1a0zA7HAAMnD7Fmm9/B9VsRt+4kc/+8n+zYEoPZhwmk4kNGzYYcgVQyW7M7GDs/JJdshuR0fPPBrquYbLbARi5cJ6WL38F1WSi4o47ufijHxa4dEIIIYQQYqaa0pGPFpeT0dZWAKzuYiL++AIUsXB4Kg9jOKqqUl1djapOaXXNCpLdmNnB2Pklu2Q3IqPnnw3MRUX4OzsAsDhdxAIBADRp5wkhhBBCiAlMaQt/8Ree5urbuzn5wx+AqvDZX/w5p/7xh5z4wd+z4OFHpvJQhhKJRHj99deJRCKFLsq0k+zGzA7Gzi/ZJbsRGT3/bNDw8CN0v/8eV375C1AULv7oh1x96UWu/OLn1G6+v9DFE0IIIYQQM9SU3nZtLytjza9/G39vL4GBAarXrMVaXIy7oSG1CI2YnGg0WugiFIxkNy4j55fsxmTk7CD5ZzprSQktX/wywYF+wkPDlC5fgcXlwlFbK+08IYQQQgiR09TO+ZhQVF1NUXV1PnYthBBCCCEKyF5Rib2istDFEEIIIYQQs0ReOh+TIj4fPZ9+ymh7KxGPFwCL20VxYxM1627H4nTm8/BCCCGEELPayNUrtL//Pr6uTsIeD8uf/woVy1ekHtd1nda979D9ycfEgkHcTU0sevwJHGmdg0f+5H8QGh7O2G/zgw/ReIu3SkcDfoZOnsTf2UnU7wPAXOSkqL6espWrMBcV3dL+hRBCCCHmOl97G/0fHyHQ00PU56PpiScpXrQ49biu6/Qe/IChkyeIBUMUNdRT/8BD2MrKUs8597ffJzI6mrHfmk33UbX+7mnL8Xny1vno6Wjn1D/+ENViobRlYaoRHPF66fzoQ9rfO8DKb/wa7oaGfBVhzjCbzWzduhWzOa99xTOSZDdmdjB2fsku2Y3I6PlziYUjuGprqbn9Ds7+9CfjHu94/z06D33EkqeewV5WxrW9b3PyH3/IHf/yX6FaLKnnNW17gNo77kz9bLLZbqlc/u4urv3ylygWM66m5lQDOOr3M/DZZ/QfOcz8p5/FUVt7S8cRQgghhJjLtEgEe1U1ZStX0/rqy+Me7z9ymIGjnzFv+6NYS0roOfg+V196kcXf/BZqWru5euO9lK1ek/rZZLWM21ch5a2Ff/n116hcuZKFjz+JoigZj+m6zqVXX+by669x23d+M19FmFMcDkehi1Awkt24pjv/YDCANzp+sQuX2UK5fXrLYuS6l+zGZfT82ZQvWUL5kiVZH9N1nY4PD9K4eQsVy5cDsOTpZzn03/8rA2fPUJXRALVhdbunrFxde/dSvGQJ9Q8+lLWd1/n2Hjr3vcPC5786ZccUQohbsf3PDtDrCY3bXu228dbvbS5AiYQQAtwLWnAvaMn6mK7rDHz2KdV330PxokUAzHtkB2f/6i8YvXiR0mXLUs9VrdYZfXdx3mYH93V3U7/h3nENUgBFUajfcC++7q58HX5OiUaj7Nq1y5AT8Ut2Y2aHwuT3RiN87/jH4/6XrUMyn4xc95LdmNnBePmj4TDRYDD1P20SuUNDQ0S8XkoXLkxtM9vtuBvmMdrWlvHc9vcP8NF/+X/47C/+N+3vv4cei91S+YN9fVTecUfOdl7lHXcQ7O27pWMIIcRU6vWEaNl+Ydz/snVICiHErdDCYWKhUOp/k2nnAURGRoj6fDibmlPbTDYbjto6Al2dGc/tP3yIM3/x51z80T/Sd+QwuqbdUoaplreRjxaXC09HO0VVVVkf93S0Y3G58nV4IYQQQogZ67M/+x4ejyf1c+OWrTRve+Cm9hH2xufTto5pT1ldLiLe6/uuv3sDzvo6LI4iRttaubpnN2GPh5ZHd0y6/GZnEf7ubmzlFVkf93d3Y3bKnI9CCCGEMJ4L//ADenp6Uj9X3bOBmo333vR+rs+pndmmMjuLiPh8qZ8r1t2Ovboas92Bv7OD7vffI+rzUbdl6yQTTL28dT423LuJi6+8jLezk9KWFqzOeMM47PMyfPkyPZ98zILtj+Tr8EIIIYQQM9a63/t9wmk/q3mc67Lh3uuNXWdtLYrJxKVXXmb+Qw9P+riVd95F557dBHt6cDY1YS6K3+YT9fvwtbYyeOI4tbe4oI0QQgghxGy0+Ne+Rbn3euegYjLl9XiVafN626uqUEwmOt7eQ82m+/LaxrwZeStF/d33YCly0vnhB3QfPoSu60D8VhxXfT2Ln3qaqlWr83V4IYQQQogZy2y1oqm3NvtNcsRj2OvNmM8x7PXirKvL+XvuefPQNY3g8BBFldnvUPk8FWvXYXY46P/kEwaOHYXkrT2qiqO6hnnbH6Fk6bIJ9yGEEEIIMRepVism261PJXT9y11/xp3DUZ8fR3V1zt9z1NaBphEZHcVWXn7L5ZgKee0CrVq9mqrVq9FiMaJ+f/yARUWoee71nWvMZjM7duww5Aqgkt2Y2cHY+SW7ZDcio+efDFtZGRaXi+HLl3AlOhujwSCejnbq1q/P+Xu+ri5QlNRdKZNVsnQZJUuXocdiRAMBAMwOR96/3RdCCCGEMAJLSQlmpxNf67VUZ2MsFCLQ3UX5bWtz/l6wrxcUZdzt2oU0LS181WSa0hUWjSgQCODO02sY6+ket01xFKEWF+fleDcrn9lnOiNnB2Pnl+yS3YiMnj+bWChEYHAw9XNwaAhvVxdmhwN7aSkNGzbStv9dHBUV2MvKuPbOO1jdbiqWxVe/Hm1txdPeTknLAsxWG6NtrVx58w2qb7sN8xStLq6YTDKP9wwVisTY8N23xm2vdtt4+Q+2THt5hBBCCJEpFg4THh5O/RweGSHQ24vJbsdaXEzFutvpPfQR1rIyrMUl9Bz8ALPLlVr92t/Zib+7C2djIyaLFX9XJ13v7qN0+XJMdnuBUo1XsOEFoZFhru3dy5Knni5UEWaNaDTKvn372LFjBxaLZUr3rYdChF765bjt9ue/AjOg8zGf2Wc6I2cHY+eX7JLdaNlB8ufi6ezg5A/+PvXzlTffAKB67TqWPP0MDZvuIxYOc/GVl4kGgxQ3NbHq699ETbyGqtlM/8njtL67Fz0axVZWRv2GjTRMYtLzmxH2jNJ78CDzZH7vgtJ0ODw0vvNxPdsLUBohhBBCjBXo6ebqL36e+rl7/7sAlK5YybxHHqXyrvVokQide3YTC4Uoamhg/tPPpOZyVEwmRs6epffDg+jRGNaSYirvuJOK2+8oRJycCtb5GAkE6D362S13PrYd2M+1t/dQf88GWnbsBECLRLjy1pv0nTiOFotRtmgRCx97ImM1yODwMJdefYWRq1cwWa1Ur13H/AcfkluFhBDCgLTRUfSAf9z2mTQKXBhT6YIWNn33j3I+rigKzQ88SPMDD2Z93FVfz23f+a18FS+nWDDI8OlTt9z52Hf4ED3vv0fFutup27oNAC0apXv/u4ycO4sei+Fqnk/9Aw9idjpTvxceHaXznT342tpQLRbKVqyk5r7NKLc4z6YQQojZ58k/fZdeT2jcdhkFLmYCV2MTq/7Nv835uKIo1Ny7iZp7N2V93FFTw8KvfDVfxZsyeet8HDh7ZsLHg4NDt3wMT0c73R8foaimNmP75TffYOj8OZZ96cuY7XYuvfYaZ174Cbf9i+8AoGsap//pR1hdLtZ8+zuEPR7Ov/Qiiqoy/6GHb7lcQgghZhc94Cf4wk/GbZ8po8CFmGlGL12c8PHwyMgtH8Pf3cXg8WPYxyyK0/3uPjxXLtP42BOYbFY6975D66sv0/LlrwDxdt61X72E2emk5ctfIerz0v7mG2AyUbvpvlsulxBCiNml1xOSUeBCFFjeOh/PZPkQN5VioRDnXvwFi5/8Aq2JYakQn2i959NPWPrsc5S2LARg8VNP8+mffY/RtjaKGxsZungRf18vq37tW/HRkHV1ND/wIFd3v0XT1m0zZinydEaegF+yG5eR80t2YzJydpD8s0nry/8MigK6nvtJijLp/cfCYdp37aLhoe30Hvrw+vZQiKGTJ5i3YyeupiYA5m1/hAv/8AP8nZ0U1dfjvXaV0OAAC559LjEaspqajffS/d4BqjdslIUPhRBCCCGmWd5a+VaXi4WPPUHF8uVZH/d2dXH0r/5i0vu/9PqrlC9ZSunCRRmdj97ODvRYLNXxCFBUVYWtpARPWyvFjY142lpx1tRk3IZdtmgRl159BX9fL666+nHH06JRtOj1pdJVXQebhUgkgpq4hUdVVUwmE7FYDE3Trj83sT0ajaKnNdJNJhOqqubcHolEUtsefvhhzGYzuq4TjWYu2Z78sDZ2u8ViQdM0YrEYiqajaRoKoKgquq6njpltu67pqWz5yjRR2dM/gD78cHw0aiQSyciUpCgKZrM55/ZcZS9UponqKb3sFouFRx99lFgsljrGTM2kJ86v9OOmn0fpZb+Zetq5c2dG/nxn0jUt9Tla17WM7cC0nnsPP/wwpsQH5Ok+9wr5fkpmh/h7froypZ/DiqKgKMq4c3g63k87duwgGo1m/M5MrKd8nXs7d+5E07SM/c/2TGPraexxZiuz00X9Aw+mJjsfK9Dby6Uf/2jS++/a+zbulhZczc0ZnY+Bnh50TcPV1JzaZiuvwOJ24++Kdz76OzuxV1Zm3Ibtmj8f7Z23CQ3046iuGXc8LRpFT6u7mCVez7FYDOUWOlFvRPLcSD93psN0H2+iMsyEsky3uZJ9suWfafmnsxwzLft0monZp6ssMzH7dDJKfn2iL2UNLm+dj676BrydHTk7H7mFdlzfieN4O7tY+5vj5zAKe70oJtO4FRwtLhdhrzf1HIszc1XG5M9hjxfqxh+z7cB+2t7dl/rZZrOx7d/9O3bv3p3qIGhqamLdunUcP36c1tbW1HOXLl3KsmXLOHz4MH19fanta9eupbm5mQMHDuDxeFLbN2zYQHV1Nbt37874cLNlyxaKiorYtWtXRtl27NhBIBBg377r5TObzezcuZP+/n4+/PBD1i9YwGhnJxaLhZqaGvx+P0NDQzSGw3R2dmK32amsqsTj8TA6OkpxXx+HDx/Oe6atW7ficDgmlSnJ7Xazbds22traOHr0aGp7VVUVGzdu5MKFC5w7dy61fbZk2rJlC6dOneLy5cszPpOvr4/Rzk4g/sG/vr6eUCiEJ3EeTbaeGhoa6OjomLZM81avRNfjnQQ9PT2p7QMNAzQXl077ubdmzRoWLFgg76dpyFQSDqfOYafTSVlZGcPDw5jSzuF8Z3rkkUfo6uri2LFjhqwnl8vF6tWr8fl8HD9+fE5kylZPc6XR7aipIdDTnbPzEYWJR0VOYPjsWQI9vSz86tfGPRb1+VBMpnGrN5qLnER9vvhz/H7MRc5xjyd/P5u+w4fo+yjzfOS3f4sLFy5M2weJixcnvpV9Iukd8Df6/PT3U6HdSvbZbjZkz3V+TcV5NJ3585ljMmZD3efLdGefSXVv5HqHuZ9fURSam5s//4kGpGz67h/lpUU1cvUqWiRM2eIlWR+PhcN4OzooWbDgpvYbGhnm6F/9Jau++S2ctfG5Ho///d/iqq2jZcdOeo8f48KvXuLe//AfM37v6F//JSULWljw8HYuvPzPhIaHWfXNX8soz4d/9F1WfO0blC8ZX+axIx+tus42m4U//MM/xGazAfkbhRGJRNizZw+PPvooFotlciMf+/sJvPDjcSMcHc8+R+DFX4zf/vxX0SsrCz6yJBAIsGfPHh566CEsFouhRgDpus6uXbtS2Wdyplh3N4EXfpxxXF3XsX/5K+iVlRllv9F6isVivPXWW2zfvj3VwZ/vTJ0BH9878SmQOfLxX6+5k+bi0mk795Lv+UceeQSbzVbwkVpTkWls2XNt9/v9Ge/5iTINhYJ4wpmThyuqitNkpth8fbXkGxr52NubOofTRz6mn8P5fj/pus4bb7yR8Z6HmVlP+Tj3otEou3fv5pFHHkmNgp3tmbLVUygU4o//+I85gEp4Fi9+4mtvR4tEcOdox2mRMIHuHpyNjTe137BnlEs//icWPPMc9qr4XI+Xf/5THFXV1G3dxvCZM3TsfpOVv/8HGb936cf/hLOxkdrN99OxZzeR0VHmP/NsWnkinP6z79H81NO4F7SML++YkY/lLic//u3fwmq1TsvIx4sXL7Jo0aKMv3c3Y9P/83bW+cxWOx/khO/tcdvXl23n/f9P9kWKptNUZJ+tZlP2XOfXrZxHhch/53/bS8v2C+O2X35rMR//H9umpQwwu+p+qt1M9kf/4n36POFx26vcVt74newLb+SSj3P4Zhm53sE4+XVdJxwO842/+3sGfeMXszSyvI18LJk/f8LHTVbrTXc8Ang7O4n4fHyWfsu2pjF67Rqdhw+x6uvfRI/FiAYCGaMfI15v6jZrq8uFt6M9Y78RX3xUpNWdOSIySTWbM+aCNGsaoKU6xDKymUxZ31C55rLKtX3sfpMfiMduz/V8iH8IU1WVmKqM+zCXbExn266oCua0/eUr041uT3+dk5nGyrU9V9kLnSldtrInPwjfzDlWqEzKmPMLyHoeweTqKdtx85FJCampKcoUJe19kTa1wnSee8l9Tve5N9H26Tr3xp732crujUb4Xyc/Hbf999fcSYWjaNz2iTKNvUZC7nM4X++nid7zM7WebmX7RJmyPX+2Z0puv9kRajOVc968CR9XLdab7ngECPb0EPP7ufhP/3h9o67jb29n4OhnzH/mWfRYjFgwmDH6Mer3pW6zNhcVEejuythv1B8f8Zh+K3ZGec1mSDs3TFZr/L8mU947H1PHzHEu5/N4M8V0Z59JZnv2Wy37TMlfiDLMlOyFcCPZ+zzhnJ3FU/m6TXcdGLneYe7nl9uuc5t1M7uXtCxk3e/+Xsa2C796CUdVJfM2bcZWUoJiMjF8+TKVK1cC4O/vIzQygrsxPjG5u7GJtgP7Cad1SA5fuoTJZqOoqnp6AwkhhBBCCACcTc0s+sY3M7Z1vPUm1vIKqu66C4u7GEVV8ba2UpK4UyU0OEjE46EoMWd3UX09fYcPxTskE7dbe69dQ7VasZVXTG8gIYQQQggx+zofzTYb5prMicJVqwWLowhnYnvN7Xdw5c1dmB0OzHYbl15/DXdjI8WJb+DLFi2iqKqa8798kfnbtxPxeLn2ztvUrb97Rq50rSgKbrd72r55n0nmQnZtdBQ9MH7IteIoQi0uzvl7cyH7rTByfsku2Y3I6PlFnMlqxVRZlbFNsVgw2+3YE9vLVq2me/8+THY7JpuVzr17cdTVU1Qf73x0Nc/HVl5B+xtvULN5M1Gfj54P3qd87boZ2c4Ts9uTf/ouvZ7QuO3Vbhsv/8GWaS+PEEIIMRPNyRZYyyOPckVROPuzF9CiUcoWLWbhY4+nHldUlRVf+xqXXn2V43/zfVSLhZq162je9kABS52b2Wxm27bpm4dkJpkL2fWAn+ALPxm33f78V2CCzse5kP1WGDm/ZJfsRmT0/OLG1W7ZCopC26uvoMWiuOcvoO6B63N2KapK81NP0fn221x+4SeoFgulK1ZSs/HeApZazFW9nlD2ueTYXoDSCCGEEDPTnOh8XPPr3874WbVYWPjY4xkdjmPZS8tY+fVv5LtoU0LTNNra2mhsbMw6l9RcJtmNmR2MnV+yS3ajZQfJL3Jr+eKXM35WzWbqH3iQ+rQOx7GsxSXMf/qZfBdNCCGEEELcgDnR+TjXxWIxjh49Sn19veE+kEl2Y2aH/ObPdSs8NuuUHmeyjFz3kt2Y2UHyCyGEmBq5boUPykIQQghRMNL5KIQwnFy3wvP1r09/YYQQQgghxJTJdSv84pKHC1AaIYQQADK0QAghhBBCCCGEEEIIkRfS+TgLKIpCVVWVIVcAlezGzA7Gzi/ZJbsRGT2/EEIIIYQQc5Xcdj0LmM1mNm7cWOhiFIRkN2Z2MHZ+yS7Zjcjo+YUQQgghhJirpqXzceTqVbo/PkJwcJBlX34eW3ExvUc/w1ZWRknz/OkowqwWi8W4cOECixcvxmQyFbo400qyGzM7GDu/ZJfsyey5FkdSHEWoxcXTXcS8MnLdz3a+9nYGjx8jPDJM02NPYHG7GTp9CmtJCc6GeYUunhBCCDEj5Vocqdpt4+U/2DLt5REin/J+23X/qVOc+tEPUS1mvN1d6NEoANFQiPYDB/J9+DlB0zTOnTuHpmmFLsq0k+zGzA7Gzi/ZJXtScnGksf/Lulr7LGfkup/NRs6f5+pLL6KazQR7e9FjMQC0UIi+Q4cKXDohhBBi5koujjT2f9k6JIWY7fI+8rFt/7ssfPwJatauo//EidT24qYm2va/m+/DizwYDAbwRiPjtrvMFsrtjgKUSAghxHQy0ohMMbG+Qx9R/+BDlK1Yyci5s6ntRQ0N9B36qIAlE5O1/c8O5ByJ89bvbS5AiYQQQkwnGZEp8iHvnY+Bgf6st1abbXaiwWC+Dy/ywBuN8L3jH4/b/vtr7qQc6XwsBOkQFkJMp+SIzLHsz38FZlHno1w7b11oaDDrrdUmq41YSEZuzEa9nhAt2y+M2375rcUFKI0A6RAWQkyv5IjMsdazvQClmTy5ds4see98tLhcBAcHsJeVZWwfab02bpvITlVVmpqaUFXjLU4u2TOz5/qgHI1p/O9Tn47bPps7hKXupzf7TOmEkXo3ZnYoTH75Mu3WmZ1OwsPDWEtKMrb7OjvGbRNCTCzXB+VAJMbKxy6P2y4dwuJmSEeMMBr5Mm1myXvnY+0dd3J51y4Wf+EpUBRCnlFG21q5+tabNN6/Jd+HnxNMJhPr1q0rdDHy4vM6POZy9s+TLXuuD8q/uWJt3ssz0W2W+TDb6/5WbkstRPaZ0gkz2+v9Vhg5O0j+2ap89Rq63t1Lw8OPgKIQ8Xnxd3XSvf9dqu/ZUOjiiQKTzo6bk+uD8snXWvJ+7IlusxTjzcbbUqUjRghRSHnvfJx332bQdU788AdokQgn/v7vUE0mGu7dRL00Sm9ILBbj+PHjrFmzZlauADpRJ4xXZcIOj9me/VbMtOwT3mY5hZLni67reD1eXG4XiqLMurnkbuW21JlW99NJshszO0j+2aryrvXous7VF3+OFolw5Wc/RTGZqbzzTirW3V7o4olpkqsjZljXWSEj9maF6brNMr1DWtM0VLUDmH0d0nPltlQhhJguee98VBSFxvu30HDvJoKDg8TCYYqqqjDZ5Fu0G6VpGq2traxatWpWfiCbsBPGOfGoudmefSLDVis+7+i47clRn3Mh++dlzCZ5vmiaRk9nJ6b6elRVnXVzyd2KuVD3kyXZjZkdJP9spSgK1XffQ+WddxEeHkILR7BVVGCyWgtdNDGNcnXELC55uAClmRlGdJ11/3nPuO2zrZNtIpPJKKPvhBDCmPLe+Zikms0UVVdP1+GEAc221Vd9WozvHT86bvtcmmtsOjLOtnoXQoi5SDWZsFdUFroYYg6bbbdwazpzvpNtOjLOtnoXQgiR3bR0PmqRCL6eHiI+L7quZzxWsWz5dBRhTpkpC0PMNHNl9VVxc6TehRCisLRolGBfH9GAH8a084oXLipQqWav2TiX3HSQEXPGJPUuhBBzQ947H4cunOf8S78k4h8/Mglg03/8T/kuwqynqipLly5NrQA6UxaGmA5jsxuJkbND/Fa+4uJiFEWZ9D5yjYokEr2FkuWfket+bPYJFzoq4MuTjy+BjFzvIPlnK8+VK7S/uYtYIDD+QUVh1R/84fQXapaTueSEuDG5OuqDkVgBSiMmY6KRrYUkI26FmHp573y89PrrVK5cReOWrVhdrnwfbk4ymUwsW7as0MUoiEJlnwmjS6cqe+tNzrk4UyQ7H9PFerrHP3GCjsRcoyJtTz9z0+WZznNC3vPXs9/KnLH5lI8vgYxc7yD5Z6uufe9QsmQp1fdswOx0Fro4QtyQuTK6NBCNzZ15JQMRNnx3fKd7cMxo6nS5OupXOx+86cNLZ1NhzNSRrTO1XELMZnnvfIz4vNRv3Cgdj7cgGo1y+PBh1q9fj9k8bdN0zgiFyj4TRpdORfZgNMpfnz46bvtsGCWraxoDA4NUVJSjqCp6KETopV+Oe95kOhInYzrPibF1PxM6w2/GrZRXrnfGzA6Sf7aK+v1U3HGndDyKWWWujC7V59C8kppOQRctKmRn02zr+MxVXpi5ZRZCFF7eW/cVK1YycuUKjvKKfB9qztJ1nb6+vnHzZeZbtlFm032rY6GyzwRGzg6gA8FQEB2Y/I3Xs9PYup8JneE341bKa+Tz3sjZQfLPVsWLl+Bra8NWWlroooiblKsDISC3rAoxrWbbKLtc5YWZW2YhROHlvfNx4c7HOPuznzJ67RpFNTWoJlPG4/X3bMh3EcQk5BplVuhbHY2i1TuKrmnMW72SzoAPJaTiMlsKXSwh8iY5t6Oi6axfsAClv5+Yqsz4+TmFMLr6bQ/Q+tor+DvasVdWoqiZ7byK228vUMnE58nVgXDytZYClMY40m+V1jQNVe0ACj/HnRD5lD7VQfy8bwMmvq1eCDG35L3zse/EcYYvXUQ1mxm5eiXzQUWRzkchxkjeKq1pGp2dndTX16OqKr+/5s5CF02IvEnO7ahpGqOdnbgS5/103VYvhJic4bNn8V67hmoy4Wtvy3xQUaTzUYgx5tKt0kLcqFxTHUzXbfVCiMLLe+fjtXfepmnrNubdtxlFVrC8Kal503Sd5RvvoSvoh5BCNKYVumjTxmQysXbtWkxjRswagaIolJWV3dJqzzNZroVwShL/nuv5JzJbzvtcczveyjVK6n3m13u+GD3/bNX7wXtUb9hI1fq7Dfm+vRXptz2nj4DT5bZnMctNtBCOmD1kagYhxFTKe+ejHotRuXq1dDxOQq55035zxdrpL0yBqKpKc3PzLe8n6yrJJjPExt/SOd3zWuaiKArOOTqB/0QL4aR3Ps6W/Nk6UqtvoQNuqs77fMvHNWo21ftUmy31ni9Gzz9b6TGNkqXLpONxEnLd9nzxV/OnvzCzWY5VkqNRDbN5fINOOsDyby6N7szVkWqELwlkagYhxFTKe+dj9dp19J84QeP9W/J9qDlL03R6+3qprqpGVY3VuI9Goxw4cIDNmzdPevXTiVZJnqp5LZPz1Y2lOCY/P6aR6x3iq1339vVRXVU1o7+8yNWR+t3mJZPe51Sc97PVbKn3iUx2tW8j1ztI/tmqdOVKRs6dpfruewpdFGFQuVZJXu18kE+naEXr9Pnq0klH5tyXqyNVviQwromuBy//wZZpL48Qs0X+Rz5qGu0fvM/QxYs4a2vHfZhseXRHvoswB+hEIxGYBev+TvUIMF3X8Xg8M3710+R8dWPZn//Krex11tR7PuhAJBIxZPrZct7nw0yr92GrFV+W69pEt5ZPdrVvI9c7SP7ZStc0+j8+gvfqVexZvjSo27K1QCUTU83It9Lmmq9uMh2ZQoiZY0TXs17XJrq1XK4HQkxO3jsf/T09uGrrUv/OMBM+WYopk48RYGNNNKKoJMvzRW6THZ0lhJH4tBjfO3503HYjTX8hxERC/f04qqpT/84g7bw5ZaJbae1TdIxcc8yBzDN3s2R0lhCfT8txXZNby4WYennvfFz967+R70OIhNJQmJgvy9yGAJHxcxvORhONKJLOx5sz2dFZQghjyMd0EmLuWfDFLxW6CIaSq3Nursw/l2uOOZDOgJslo7OEEBOR6STEdJNJlWYBRVGorKz83MncTcEgwV/8POtjtqefyUfR8s5kMrFhwwZDrn56o/U+V83V/Llu44Xro07lvJ979X4jbrbesy2kpTiKUIuLp6Q8UzmdxEQdmcnyGvm8F+JGySI1Qsx8ub4kqHbbeOv3NhegRGK2yXU7+FSeQ1P5BYWMtBY3Iu+dj6379k74eNPWbfkuwqynKAp2+1Td0DK7qKpKdXV1oYtREEaud5i7+XPdxgvXR53OtPM+V8cRNuuUH2uq6j3b/LNVkSjWcHj8MQs8ki9jCoQiO+1+LzDxdBK5FtKyP/8VmKLOx6k0YUdmorxjz/sb6bAUhdf74cEJH6/esHGaSiKEEDNDri8JZuxq3zlWjA/O1DmYZ9kK9+md0ZqmoaodwMTlynU7+Ew9hybTkSkdlsaT987HgTNnMn7WtRjBoSEUVcVeXn7TnY9tB/YzcPo0gf4+VIsFd2MT8x9+mKLKqtRztEiEK2+9Sd+J42ixGGWLFrHwsSewulyp5wSHh7n06iuMXL2CyWqleu065j/4EMoMHHGhaRpdXd3U1dWiztLVXycrEomwe/duHn74YSwWS6GLM62MXO8Qz9/d3U1trfHyz7TzPlfHEV//+pQfayrqfaL5Z7ONDr+1haFuXXIKhLHveaNNJzH2vL+RDktReKMXL2b8rGsxwiMjKKqKtbT0pjsf+w4fYvTCeUKDgyhmM0X1DdTetxlbeXnqOVo0Svf+dxk5dxY9FsPVPJ/6Bx7E7HSmnhMeHaXznT342tpQLRbKVqyk5r7N4xbEEUIIo8u1YvzikocLUJrPNx0r3E+liTqj594wixsnU0MYT947H9f9zu+O2xYNBrnwq5eoWL78pvc3cvUqdXffjauhAV3TuLZnD6d++A/c/nu/j8kaH4Vz+c03GDp/jmVf+jJmu51Lr73GmRd+wm3/4jtAfGXG0//0I6wuF2u+/R3CHg/nX3oRRVWZ/9DMvMjq+uRXjJ7totG5MV/lZBSi3nPOHVqAeUM1Tc57IzJyvc+Fa32228Enun4kRzgqms7tjY0o/f3EVGXOzFV8q0auXqH9/ffxdXUS9nhY/vxXqFi+IvW4ruu07n2H7k8+JhYM4m5qYtHjT+CoqEw9J+L3c3nXawyeOweKQuWKFbQ8uhOT7dZHgyz6+jfGbYuFQnS89SbuRYtuen++tjbK167DUVOLrmv0vP8eV3/5Cxb/2rdQLfF2Xve7+/BcuUzjY09gslnp3PsOra++TMuX418k6JrGtV+9hNnppOXLXyHq89L+5htgMlG76b5bCyzELBeKxLKPcpsj84YKIfJnMteP9BGO8ZGfbZ/7O0bja2+j/+MjBHp6iPp8ND3xJMWLro9y1XWd3oMfMHTyBLFgiKKGeuofeAhbWVnqOdFAgK59e/FcvgSKQvGixdRt3ZbqI5sJCjLno9lup2nbNk7/+J+oXrvupn531Te+mfHzkqef4dB/+y94Ozsomb+AaDBIz6efsPTZ5yhtWQjA4qee5tM/+x6jbW0UNzYydPEi/r5eVv3at+KjIevqaH7gQa7ufoumrdtQzTIVpsgt2+2c1bHZ32GQlGvu0Nk6b+hcl+18dJnjoyVlNXMx3XLdDj7R9SM5wlHTNEY7O3HV16Oq6qSuORm3sKeZzed9LBzBVVtLze13cPan40eCdrz/Hp2HPmLJU89gLyvj2t63OfmPP+SOf/mvUBMjp8+/+AvCXg+rvvFraFqMC7/6FRdfeZmlz30xL2U22WxUb9jItZd/RdmKlTf1u/OfeTbj53nbH+XsX/0FgZ4enPMaiYVCDJ08wbwdO3E1NSWe8wgX/uEH+Ds7Kaqvx3vtKqHBARY8+1xiNGQ1NRvvpfu9A1Rv2Ig6A+9yETNDrnnW5sqCPjDxqDEx8+S6NdWrgNmU/RZjmVdS5Mtkrh+5RjhO5pozV+dT1SIR7FXVlK1cTeurL497vP/IYQaOfsa87Y9iLSmh5+D7XH3pRRZ/81upvqv2N14n6vMx/5nn0LUYHW+9Seee3TTufGy64+RUsF62aDBINBickv0AmBNzdnk7O9BjsVTHI0BRVRW2khI8ba0UNzbiaWvFWVOTcRt22aJFXHr1Ffx9vbjq6scdR4tG0dJGIqm6DjYLkUgkdWugqqqYTCZisVjGyJ3k9mg0ip42d4bJZEJV1ZzbdU1DS/wPQAfiT9Mz9q8o8ePrevzb/vTj6rqe2remaSiAcjPbFQVFUVLbdU1H1zR0XUdRFDRNT5QsXq5s2/VEwePbr5dP13TQE+UeO9pHj/fwRyLxD5HJ/8b3p2e8XqAkH8h8XRKZklmuv15KajGLbNuTGZOPJbdrmk4wGuEvT342ZrvGf5q/LPXaq4n60HQtnjFxnPTtiYiJb3/UMZn0xOtHRhnj+1dyvAa5XpvkPtLrKf5aMa7+yPq6ZGTKtj1RV2PPeV3XUxkTe0dVlUT59KzbdS3+mmmJcyyZKfncjHNS01Ilz7Y9+drrWc69+AOJ3007966/xzLPSV3Txr0/kmVPHuNGtidf32zbFUUBXefa6DC6rjNv9Uo6Aj7UkEpkzDUl+fz08zG+PV5Pv7/6dgD+Z2I18+vXCI1/veZO3Kb4pd9isaBpGrFYLO2cT6uPtDrJ9hroaa/v2HM467UgcYxs1z1Vv/6c1HPTKkbLco1Az3JOZnnPJzON3Z5+3UvfV8Z1j/Hbk5mybdeznKvp7+FIJII50UhIjm5Nvi7p53Nye/p5fCPv+eTzc/0dupm/T6kypL+SyXNYG/OeV65/ALqh7clzKe0aqV9/82W+58n8+6Rreupv79hMnnCI7534ZNy596/X3Emp1Tbu3Mv8e5b5nk8+Z+wo5LH1l5T+fkp/vcxmc8b29L9nN6J8yRLKlyzJ+piu63R8eJDGzVtSd5MsefpZDv33/8rA2TNUrV6Dv6+XoYsXuO03fxt3QwMAC3fu5NQ//Yj52x/Blqdb2GPhELHQ+A8IN72fxD5MiblgAz096JqGq6k59RxbeQUWtxt/V7zz0d/Zib2yMuM2bNf8+WjvvE1ooB9Hdc2442jRKHpa3cUs8XqOxWKGXABrOsRisdT7Iv19U0i55lmTBX3EVAhEY6nO7fS5/wITdG7n6rhZXPIwS3Zkv5W30O+nQh+/kKYjuxFe31wZJ7qF/WZfl3y9jtna65/HvaAF94KWnPsb+OxTqu++h+LEHSXzHtnB2b/6C0YvXqR02TKCAwN4r15l4Ve+hqO2FoC6rQ9w7Ve/pPb+LVjS+r0KKe+dj50ffZjxs67rRDweeo8dpXxx9sb0jdI1jctv7KK4qQlnTbwhGfZ6UUwmzI7MEQ4Wl4uw15t6jsWZWQHJn8MeL9SNP1bbgf20vbsv9bPNZmPbv/t37N69O/UhrampiXXr1nH8+HFaW1tTz126dCnLli3j8OHD9PX1pbavXbuW5uZmDhw4gMfjSW3fsGED1dXVDAwM0NnZmdoei8ZQzBAJRzK219fXE4vFiETC9Ca2q6pKfX09oVCI/v5+GsNhOjs7sVgs1NTU4Pf7GRoaSm232+xUVlXi8XgYHR1NbXc6nZSVlTE8PIzP56O4r4/+QBEej4fi4mIGBgYIheIdwJElq/D7/TidTnr7eokmOw4bWtBCIex2O93d3akPeMV9fcQcNnRdy8gDoK/R8Hg87NsXf8337NmD2Wxm9f33pTIlmRMjOwLBUMZ+kplisVjG9mSmWDRze3FxMcXFxYyMjNAf8KUeKysrS2VKf+0rKyux2+10dXUTaWhJvfY1NTWYTCY6OzspTtT3aGdnqp56enridRQO09XVTUNDfUamyJJV9Pb1UlNdQ3FxMd3d8VsY++v7sSRuOUvWU+rcWLYGgKHhYfw+3/Xty28DyKgngODSIHaHI6OekpmAjHpKZrLBuHqqr68nGo0yODjIaJZzL5w4j5L1VJs499JfR5vNTlXi3Ovv78fq9TOaOPdqamoYHR3F5/OlzslkPQ0MDBIMBVPbr9dTH5FIJPXaW7Oce43hMJFoJFVPSWo4jK5rGfUEMNAwQGVVVc5zL/l+SrLZ7LBgfD05Ex+Ex9ZTMpM3GOQ/7rvewCwtLcPlcvLri1dmlDN57o29FiTPvWQZk4+ln3uO+R76r7aiqgqVVVWEQ2GGh4cJVlXQ2dmZUU9DQ0P018frJDwwmHGNSL5eQ8PDlJeVZWSKLFmV9RrRX9+PEo6A3cbgwCCx2PXOm+XW+O2fPb29AHQlzvsWXUfLco1YqOvEYtGM7Yqi0tBQj65lPj+ZSYtpWa8Rfr8fn9eXOofTr3vp5/D1c28g47VPv0akv/bp1whd1+iv7+foif1s3boVh8PBrl27AJi3Ol6/dfX1VFRUZLzn7f4ALhh37jUl3rdjz73KkREq6uq4cOEC586du/78Sfx9mme3pd5Pqf1XVuIABgb6Gc5y7qW/XnD93FPStqdfIzxp18jk36dAMDjh36fivj4OHz6cNdO81StznnsMjYz7mztv9UpCiWtEsp6Szy9DzainpB07dhAIBFJ/nyDeIblz5076+/v58MPr7R632822bdtoa2vj6NGjwPXGbjQcJr37UjWbb/rOi9DQEBGvl9KF179wNdvtuBvmMdrWRtXqNYy2tWGy21Mdj0D8C1pFwdPejm3Fimy7vmEDn36a8bOOTtTnY/j0adzzF9zSvnVdp/vdfRTVN2BPzO0d9flQTKZUZ2SSuchJNHENivr9mIuc4x5P/n42fYcP0ZfWZnW5XPDbv8WFCxcm9UHiRtzsFBPxL6Sn7thTu6/sO8v1ymmalnGNupiYO3Q6pt2Y6Bg3W9PTta+bNVGdTGZfuUxHxonOoZvd30T7mioTvbf0HJ3bJ1/L3ukwmfcWgQgb/9PucZvLHaaMwQ03YjJXvkAkxu3/5e1x25UcHazTVSe5TOYczrW/sde1zzv+VFw7b8VE5Zoqk9nXRBmn8rWfqtdxLEVRaG5uRguHM76EVUymSd1hGxkZIerz4Uz70tVks+GorSPQ1UnpsmUEujpRbbZUxyOAq7kZFIVAVxeWxTNjoaK8dz52HPwg42dFUbA4nVSvXce8zfff0r4vvf4a/t4e1vzGv7il/dyIxs3307Dx3tTP1kRD9OGHH8aWmDMpOeJmzZo1rFq1KvXc5Pb169dnHVmyefPmrNsrKiqor69PjOLSEtsVLFYL9fXXR2cqiorZrGKxWDO2Q7yTtL6+Hqs1/ljyu/uioiIcDse47W63G5fLdX174tv+0tJSSkpKcFRVEXY6cHe5U2VMXh4tVgtFRfERqNVV1de3W6yQeI1q094QjqoqOk1mFEUdV25FUXG73Dz66KNEo1HMZjOKotAVCqQypT07vj975vZkJpPJNOb1ij9iMmffXlJSQqXTkXosub26qjrjtU9ur6urzXjtkyN96uvrcVTFPyy56utRFRXVfD3roNVKXV1tRj0lX8f46xfvBHG6XCgkOwYVaLteT0mmxIWsrLSU0pLrS1Skn0vpf8aSqwmn11N6pvR6Gptp7Haz2UxVVRWuLOde8jxK7B2In3uZ53B8u9vtprKykipHAFfinNSB0pISSkpKxp2TFRXl6DBue3VVFTqkXvtglnPParWiJ25NTs80aLWm3k/p2+OvHznPveT7aez2sfWkKAqDjK+nZNnNFkuW93x8RFW2czXbtQCudyJfP1evZypCQX873igNJkaTuXSd8De/mXh+ZqZknQQrysdlGrRaKSsthTGZLFYLbvf4a0RlZSUoSmJxlcxRt3+0YBkQr6fkKMtkVjXrNULBZDKP2w7xUXLZ6kk1qVmvEUVFRRQ5ilLncPp1L5Z2Dl8/9yqyXguqq6ozXvv0awRAVVUVlVvvZ1iB4WCAtVvjfwOjup56vtVmoy5x/ldWVlLhCxBi/LlnsVgIMf7ccyTqYPHixSxM65CazN8nva839X5Kf93jr0ElRWnlSV4jMt/zpK57Y7eTyFSSdo1M+ry/T46qKnYsX541U2fAl/Xv0+LiEpzRKLGebjanzTfdYbdi64pfI5L1BPHXPnkO79ixI6PcZrMZt9s9bnvy99K3J1+vxsbGVP5QKMSJEyf47M++l/HFY+OWrTRve2DcPieS/FLVOuYbbavLRcQb33fE48E65gtXxWTC4nCknnMr+j/9OHODomB2FFG6ciVV6+++pX13vfM2wYF+Wr70/C3t50ZUrb+byjvuTP1c7op3Vi5evDhvIx+To55u/PnqlC3ANvX7yv5YrldOVVWWLl1KLBbj4sWLLFq0KHHnz829JpMxUe6brenp2tfNmqhOJrOvXKYj40Tn0M3ubqJ9TZVCv7c0HT4eGT91wHp1O2qWlaAnMpkrnw4sevTSuO25Rg9PV53kMplzONfuPIrCV/95/DUsFMvelXgr186pkJx7Mdsxpspk9jVRxlx/I0KaftOv/VS9jmPpuk44HObCP/wgYzBL1T0bqEnrT7pRUX/8S1Nzop8lyewsIpIc+OHzjXtcUVVMdjsRf/YvXQsh752Pd/2bf5uX/V567VUGz51lzW98G1vah3iry4UeixENBDJGP0a83lTj3Opy4e1oz9hfxJdowLuzD0kdOyLBrGmAhsViGbcarclkSnUapDPn6OnOtV1J/PHSNI2u7m7q6+sTtw4qWd/IisK4VRzTbzFO/53JbldUBUVV054TL0/iWVm3K0ry/8bsU1VASZRbGZNHgTafB13T6O/vp7KyEkVVica0jDKOfQFyXeBuZnsy49jHcr32qqpmfe1VRY1nHHOc5Id0JW17Zqb4LaLxlW+7EvWuZuw/12uQa3tmPZFWH2O2p2XKJut2JdFBlO3cy/I78fLleL4af82S531nYsRo+tQGqeeraqrk2bYnX/ts53Oy3JB5W2jaqZpxTipZ62lM2adge7Kc6e/5nOVPlDj7OTz+9UpmGnuupt7b5HrPq6n3xNiyK1x/fceew1mvBenvgxznHpB2vVOTu8uop+sHv8lzNcd2RVGy7ivXOZz7WqBkfe2T/w7GYllX4f7NFWuv13vaOZ987VNluYFzacRuw5djHtByk+Om/j7FyHyfZRxXvfXrbfJvSvKxz33Pp/0dMqf93U3PpISy/30yhUJZ57JVvv717H/z0v7O5VpxPtv2XB8607cnv4Vf93u/Tzj9ObN0vuml3/5OXvbb+c7bjF6+TMuXvoQl0REMYHY60WMxYsFgxujHqN+Xus3aXFREoLsrY3+pxrszc0Rkkmo2Q1odJCdoN5lMctt1HgSiMe78b3uBG7/9VAghZrJc0zbkGtk6GenXznSzfc7DsbK1VSdys6OKJ3OMGy9L4ovvX/sW5d7rHX+KzDdduDkfJ0vXdS6//hoDZ06z+td/A3tZecbjrvoGFJOJ4cuXqVwZn+Tc399HaGQEd2N8YnJ3YxNtB/YTTuuQHL50CZPNRlFixJkorGA0yl+fPjruw+hvrlhb6KIJIcSM5dNifO/40XHbf3/NnZQzOxdcmavMVivaLY4uSLZhwl4v1rQOurDXi7MuPoeMxe0mnPiCNUmPxYgEAlhcbmYaXdfp2vsOoxcvsuCLX8JaUprxuKOmBkVV8ba2UpKYCzM0OEjE46EoMWd3UX09fYcPxTskE7dbe69dQ7VasZVXTGsekd1kPigKIYTR5bp2Xn5rZtxWK65TrVZMtujnP/FzpKaN8fsz5m6M+vw4quN9Vxank6jfn/F7uqYRCwaxFGX/0rUQ8tL5ePmNXZ//pISWR8fftjSRS6+9St+J46x4/quYrDbCiVuWTHY7JosFs91Oze13cOXNXZgdDsx2G5defw13YyPFjY1AfHGZoqpqzv/yReZv307E4+XaO29Tt/7uWTvyQAghhJiMXCtEV8fyP/eauDW2sjIsLhfDly/hSnQ2RoNBPB3t1K1fD0BxYyOxYBBvZweu+vi8j8NXLoOu4543b1LH7UqbA/vz1G3ZenP73vs2w2fP0vzEF1Ct1tQtRSarFdViwWSzUbZqNd3798XbfjYrnXv34qirT00F4Gqej628gvY33qBm82aiPh89H7xP+dp10s4TQghhKLlWiNZlpPmsYCkpwex04mu9lupsjIVCBLq7KL9tLQCOunq0UIhATzeOmvg0Qt7WVtB1HHVZFjQpkLy0wHxdXZ//JJjURBLdRw4DcOIHf5exffFTT1OzLr7Ca8sjj3JFUTj7sxfQolHKFi1m4WOPXz+sqrLia1/j0quvcvxvvo9qsVCzdt1Nz7UkhBBCzHbeaITvHf943PbvNt/aonBiasRCIQKDg6mfg0NDeLu6MDsc2EtLadiwkbb97+KoqMBeVsa1d97B6nZTsSw+t2VRVTVlixZz4eV/ZtHjT6LHYlx6/TWqVq2e9ErXwcTCUJ9rEu28wWPHALjyi59lbG/Y/ghlK+Nze9Zu2QqKQturr6DForjnL6DugQevH1ZVaX7qKTrffpvLL/wE1WKhdMXKSc21JIQQQsxmuVaIzjUPp5h+sXCY8PBw6ufwyAiB3l5MdjvW4mIq1t1O76GPsJaVYS0uoefgB5hdrtTq1/aKClzz59OxZzf1DzyErml07X2HkqXLZsxK15CnzsfVv/4b+dgtAJu++0ef+xzVYmHhY49ndDiOZS8tY+XXvzGVRcub5IIs4+ZFNADJbszsQGqRkXFz/RmAkete6t2Y9Q7GrvuJeDo7OPmDv0/9fOXNNwCoXruOJU8/Q8Om+4iFw1x85WWiwSDFTU2s+vo3UdPmpFzy7HNcfv01Tv7D34OiULFiJQt37Jx0mRZ88UuTD/Q5Vt3AXOGq2Uz9Aw9Sn9bhOJa1uIT5Tz8zlUUTQgghhJhygZ5urqbNTd69/10ASlesZN4jj1J513q0SITOPbuJhUIUNTQw/+lnMu7mmPfoTrr2vsPVF38OikLx4iXUbd023VEmNC33nkQDAbo//YRAXx8ARdXV1Nx+B+a0icLFxGKxGOabXKFsrpDsxswO8fw3uzLfXGHkupd6N2Z2MHbd51K6oGXCL14VRaH5gQdpnqAjzlJUxNLnvpiP4gEQCwYZOnmCUGKEpq2igrJVqzHZbHk7phBCCCHEXOBqbJrwy1dFUai5dxM1927K+Ryzw0HjzsfyUbwpk/cWvqejg4//55/Q+eFBooEA0UCAjoMf8PH//BO8nZ35PvycoOsaPT096Lrx5t+S7MbMDqAl8msGzG/kupd6N2a9g7HrfjYLdHdz/u//lv5PPyEWDBILBun/5BPO/93fEujpKXTxhBBCCCHEDJD3kY9X3thF+bJlLH7iC6nlxfVYjAsv/zOX33idNb/xL/JdBCGEEMLwtNFR9IB//AM26/QXRswZXfv34V64kIaHtqMkVu/WNY2O3W/R9e4+Wr705QKXUAghhJj7nvzTd7MuLBPU9QKURojx8t756O3sYNGT1zseARSTiXmb7uPoX/9lvg8vhBBCCEAP+Am+8JPxD3z969NfGDFnBLp7aHjo4VTHI8QXfKm86y4u/fifClgyIYQQwjh6PSEOD701bvvikocLUBohxsv7bdcmm43QyPC47aGREUxWGW1xo4y6AAFIdiNTVePmN3LdS70bl5HrfrZSbVbCo55x2yMeD6q084QQQgghBNMw8rFy1Wou/POvWLD9UYqbGgEYbW3lyltvUrV6Tb4PPyeoqkpDQ32hi1EQkt2Y2SGev77emPmNXPdS78bMDsau+9msZMlSOna/Rd399+NI1J+/o5PuA/spXbqswKUTQgghhBAzQd47HxdsfwQUhfMvvYiuxSeRV0wm6u5az/yHZAjwjdB1nVAohM1mQ1GUQhdnWkl2Y2YHY+eX7JLdaNlB8s9WtfdvQVEU2t9843o7T1Upv20tNZvuK3DphBBCCCHETJC3zkdfTw/OmhpUs5mFO3Yy/8GHCA4NAmAvK5dbrm+Cruv09/dTX19vuA9kkt2Y2cHY+SW7ZDdadpD8s02wvw97ZRWqyUTd1m3UbLqP8PAwANbSUlSLpbAFFEIIIYQQM0beOh8/+4s/x1XfQO0dd1C5eg1mmw1nTW2+DieEEEIIIabJxX/8IY7aWspWraFk2TJMViv2qqpCF0sIIYQQQsxAeet8XP2t36Dns0+58tabXH7zDSpXrKDm9jspmT8/X4cUQgghhBDTYMEXv8zQqZN0H3iX7v37KF68mLJVa3DOm1foogkhhBBCiBkmb52PJfPnUzJ/PrGdj9F/8gQ9n33GiR/8Hfbycmpvv4Pqteuwut35Ovwco2C2WAAj3oYm2Y2ZPZ7aYrEYNr1R617q3Zj1Dkav+9nHOW8eznnz0LZtY+TcOYZOneLKz3+KtbSMslWrKF25CovTWehiCiGEEEKIGSDvC86YrFZqbr+DmtvvIDAwQM9nn9J1+BDX9r5D2aLFrPjq1/JdhFlPVRVqa2oKXYyCkOzGzA7xBQtqDJrfyHUv9W7M7GDsup/NVIuVslWrKVu1mtDQEMOnTjJ47Ci9Bz/ANX8BzV94qtBFFEIIIYQQBaZO58EcFRU0br6fxvu3YLJaGTx/bjoPP2vpuo7P50PX9UIXZdpJdmNmB2Pnl+yS3YiMnn8usJWVUXX33VTdfQ+q1YrnyuVCF0kIIYQQQswAeR/5mDRy9Qo9n37KwOlToChUrlpFze13TtfhZzVd1xkaGsLhcBhuBVDJbszsYOz8kl2yGy07SP7ZztfextDJk4xeOA+KQsmSpZStWl3oYgkhhBBCiBkgr52PodFRej/7lJ6jnxEcHKS4sZGWHTupXLUak9Waz0MLIYQQYo6K9XSP26Y4iqb5fg4R8XoZOnWS4VOnCA8PUVTfQN3WbZQsXYpqkXaeEEIIIW5OKBJjw3ffGre92m0rQGnEVMpb5+Opf/whw5cvYS4qonrtOmpuv52iyqp8HU4IIYQQBqCHQoRe+uW47fbnvwLOogKUyJiuvvQi3tZWzA4HpctXULZqNbby8kIXSwghhBCzmKbD4aHxnY/r2Q5m+ZZ5Nstb56NiMrHsS89TvnQpiionya1RsNnsGHMFVMluzOzx1Hab3bDpjVr3Uu/GrHcwet3PPopqoumxJ3C3tEg7TwghhBBCTChvnY+yivXUUVWFqqrKQhejICS7MbNDfOXbSoPmN3LdS70bMzsYu+5nI1nFWgghhBBC3Cj5qnoW0HWd0dFRQ64AKtmNmR2MnV+yS3YjMnp+IYQQQggh5irpfJwFjPyBTLIbMzsYO79kl+xGZPT8QgghhBBCzFXS+SiEEEIIIYQQQgghhMgL6XwUQgghhBBCCCGEEELkhXQ+zgKKolDkdKIoxlsDVLIbMzvE8zsNmt/IdS/1bszsYOy6F0IIIYQQYi7L22rXYuooikJ5WVmhi1EQkt2Y2SGev8yg+Y1c91LvxswOxq57IYQQQggh5jIZ+TgL6LrO4NCQISfhl+zGzA7x/EMGzW/kupd6N2Z2MHbdCyGEEEIIMZdJ5+MsoOs6fp/PkB/IJLsxs0M8v8+g+Y1c91LvxswOxq57IYQQQggh5jLpfBRCCCGEEEIIIYQQQuSFzPk4aRoAoVAob0cIh0IQjYKmoca0+L9VlUgoHP/3GKFwGHKNGAmHCWV77Ca3K+EwYbMp6/Fvtlw3tK8bzB4OhQjN0IxA1uOEw9n3lSt7OHmu3US5Jnq9cu0r53k0wesFk8yYpVzJetR0nUhiv6quT6oec5Ur1+/kKu9kXvtcr2OuY2Ts6wbP+6ms34my53pvTaZ+P69cN1rvM+Z9ehMZP7ces7znb/a6NpX1OJnX61bep1Pxns91TkzqvLfk5+/79XaDhnwHPPPlcyRukdWEXbVk3a5HbVm3q2b1pn/nZvflzFGuXNvjORR02/jj3Oy+cm3/vOPfbHbgpso7lfua6BhA3utkOl6vyWTMdfypzDiVr/1MfW9N5fVjOt6nU3muTNc5PFXXu0LvazKv11S+9oX+u5Wvv+9yB09uyqbv/pG8OpPg0qLcU+hCCCGEEGJW+gjwqvId8EzVUlXJ/3r+y4UuhhBCCCFmoX/1wk+53Ndf6GLMKNL5OFlaFBcQH7ORv5EL0XCYT//X/yQSiXD3v/m3mLN8azBXGTk7QMjj4eM//1/c+S//FTa3u9DFmVZS9wau+1CIQ3/yP7BYLNz+r/41Zqu10EWaNkbODkbKr2EFvADS+TijtVRVMuz35/UYWjjM+R/8PX6/n9t+919imrPn/XhGzg4Q8Xg58bffZ/W3v4PF7Sp0caaV1L1x6z4WDnPsf/85RUVFLPnWr6MaqO6NnB2Mlb+0qEg6HrOQVu9kqeb4B4c8iwJeb/xIYUVBU41zi5aRswOEiN+eFwIUg2WXujdw3StKPHsoRBgMVfdGzg5Gyq8mvrgUM910fHCIhUL09vYCMOj1YbJln5ZjLjJydoCwz4fX62XA58M6Z6932UndG7vuvV4vXq+XCoPVvZGzg7HyD/ry+8XlbGWsq50QQgghhBBCCCGEEGLaSOejEEIIIYQQQgghhBAiL+S26xlONZuZt/n+1L+NxMjZAcw2G8XN8w033yFI3UvdG7PujZwdJL8wJsVkonL93al/G4mRswOoFgtFDfNQLdlXDZ7LpO6l7pP/NhIjZwfJL2TBGSGEEEIIIYQQQgghRJ7IbddCCCGEEEIIIYQQQoi8kM5HIYQQQgghhBBCCCFEXkjnoxBCCCGEEEIIIYQQIi+k81EIg9B1HV2XKV6FEEIIIeYaaecJIYSYyWQ5SYOI+Hz0fPYp/adPYXW5aXl0B/ayskIXa1pE/H5Grl4BTae4uRmr213oIk2raDBIxO/HbLNhcToLXZxp5x/op/vwYQL9/az8+jcKXRxRAJqmoaryXZsQYu6KBvwMnTrFyPnzWJxO6rZsxVpSUuhiTYtoIICvvR1d13A2zDNcWycWChENBDBZrZiLigpdnGkXGhpi8NhRQkODzH/qmUIXRxSAtPOEmB2k83EOi4XDXHnrTXqPHUULhwEw2e04q2sw2+0FLt3US37bqygKAN7uLi7+86/wdnUBoJpMWIuLWbD9UcqXLkWZw3+kPG1ttB98n+ELF4hFIqgmE47KSubddz+VK1agmEyFLmLeaNEore/uo+/EcULDw5A4L1SLhWgwOCfP/bGGLlyg5+hnOKurabx/i6EaZf2nT9L10SFGW1tRzCY2/l//d6GLVBDtBz9g9MoVipuamHff5kIXZ1qNtrbi6ejAUVZGSUsLJqu10EUSIi+0SJju/fsZOnMaPRIBQLXZcFRWYrLZCly6qTe2nRfo66Vj91sEe3tB11HMZiwuF7Wbt+BuaZnT7Tx/Vxf9Hx/Be+0qWiSCopqwlZdRtf5uihcvmdPZNU2j9+AHjJw7S2R0NNXOU8zGaed5rl5h+PRpbBXlVN+9wVDtvJHz5xk8+hm+zg5Uk4kVv/f7hS5SQfR98jH+tjaK6huoWr++0MWZVv7ODgLd3VhKS3E1NqJapJ03W0jn4xzX/cnHoOtUrlrNoieenLN/kGOhEECqsa3FYrTu3UvE56NyxUqatj1A+/vvMXjuHFd2vwlA+bJlwPVG7FwR9nho3bcXX08PRdU1VKxYyfCli3ja27i6ZzcWp5OSBQuAuZcd4Pjf/Q3eri5sxcXU3XMPCx/dyYf/+Y9wlJfP2fM/ydfTw5mf/Jjg8BDoOr7KShru3YRqntuXek3TaHt3H23v7gPi14HShQupu+cegDndIB/7gePa3ndoP7AfXdcx2+0MXThP96efcOfv/0EBS5kf6R0R/r5err3zNoPnzqFrGoqqoqgq9vIKVjz/Fezl5QUurRD5MXjyBOg6JUuXUv/gw3Oy0xHiX6gDqS8T9FiM3oMHifn9FC9eTPXGTfQfOYzn8iW6D+wHwL1wITD32joRr5feDw8S7O/DVlFB8eIleK9dJdDVRfd772FyFOFsbATmXnaAKy/8hEBvDxa3m4q166jbuo3T//vPsJaWzvl2XrCvj2uvvExkdAR0HWt5OZV33T2n2zkQb+v0ffQhfR99CIBqteJqbqZi7e3xn+dw/rHtvJ6DH9B3+BDoOqrNhufqFYZOHmfJr3+7gKXMj/R2XnBggJ4P3sd75TJ6TENRFVBNWEtLaH7iC1hLSwtbWHFD5vYn0jkuFgoxcPYsnR8dxN/bi8lmZ8VXv4arrg6IN9DKlyzF19WFyWbD39uLp70NW2kppS0LZ/Uf6GgwSO/xY3R99CHB4WEURcFZU0Pd3fdQsXwFno52vJ0d8Y7Xlasoqqpi/kMP4+/rIzjQT/fHR1Kdj7NR2Oul9+hn9J8+jdXlYsH27djL4h+uVauV+ns3ocdiuBsaUp2NZ3/+U/RYjPDoyKxvjHra22k7sB9vRwf28nIaNm2ibOEiVLOZFV/5Wsat9cHhYXRNQ4tGgblxa0Y0FGT40kUqV6zK2K6oKorZTOPm++k7foxoMIins4OSpuY5kRvi7/2+48coqq2lpKkZiDc6k/W7/Ktfo2Lp7H1v3yj/QD+xYAh3Q0PGtvb33qO4qZnlz38F1WLh/Eu/pP/USQbOnZ0zr0s0EEiNbjE7HOiaRt/x4wQGBihubqZ+w71YnUWc/dnPCA0P0/ruXloe3YnZ4Sh00YW4KbFwGM+lS/R/+gmhgX5MNhvNTz6FvaYGANVixb2ghWBfL6rVRmhgAH9XJ5biYlxNzbO6IzIWCjF85jQDRz8jMjICioK9soqKdesoXrQYf3cXgZ4e0DVKlizFXl5O7X33ERoYIDQ8xOCJY6nOx9ko6vMxdPo0oxfOY3Y6qd18f+o2etVqpfKOO9G1GI6aWsxFRbjmNdL6+qvosRgRr2fWt/P8XV30HT5EoKcba0kplXfehWvBAlRVpenJL2BxuVLPDY+OgqahR2PA3GjnxcJhvFevUrJkSeYDqopqNlF1990MnzmDFgoR6OrE2TBvTuSGeDtv5OxZ7FWVOBvmAfF2np5o5zU9+RTFs/i9faNCQ0PEQiGKamsztvUfOYyzvoHGJ55ENZtpf+tNRs+dZfTSpTnzusSCQWKhECabDZPdjq7rjJw9Q3h4CEd9A1V33IHJ4aDttdeIjI7S89FB6rdswzSL+zaMQjofZ7GBs2do3beXiN8PgK7FGLl6JdX5CFC+ZAmDZ8/Q88nH9H72KSgKiqJgcblY8vQzlMxfUKjiT1osFKLtwH56jx1FASpXriLsGcXT3s7lN3YRC4dxlJensqYa37pOoL+PWDDIaGsr0UAAyyycG2fw3Fmu7H6L4OAgeiyGoqqUtrRQt/5uAMw2G2Vj/vh42lox2Ww4ysqpXLkq225nhWgoyMVXXmHg9CkUkwlndTW+7i7O/vQF5m26j+YHHkx1MGjRKKrZTNgzih6LYS+vAGb3t6Pt779H56GPCI+MgKqy8ms2yhYtTjU47WVlrPzq17CXlxP2eOg7cZzRK1finXSaBrM0ezQUpP3AfrqOHCEWDKKYTCiKQtnSpSx87AmsTiclzfPp/PAgnR98QKC/j77jx3E3NFB719246urmTKP8/Esv0nv8OGgaqtVK9W230fTAQ1iLivBcu4auxShbuiT1PrA4nagmE3pMK3DJb42vu5v29w4wcO5s/L1tMlFUVU3j5vspW7IEZ1095iInZQsXYq+Iv9er162j9+hnBAYGUp3TQswmnksX6fnwILFAAAA9puFrb8NeXR1/gqLgXrAAz6WLDJ04ztCpkyiJ7Wank3mPPIpzXmPByj9ZsXCYvsOHGD59ClAoXrKUqM+Lv6uLrn370MJhrKVlKAqgqKjJ0ZCaTmhoEC0Uwt/RSSwYnJVfOoxevkTPgf2ER0bQYzFQVVxNTZTfthaIDy5wNTdn/I6/sxPVasVaUkrJkqUFKPXUiIXDdO7ZzeiF8ygmE7aKSoJ9vbS++jJV69dTs3ETpkTbPfl3PeLzosViqZFPs/lvfd+Rwwwe/YyIxwOKgmp9Bvf8+ams1rIymp98CmtpKRGvl5Fz5/C1t6U66WarWDhM36GPGDx+DC0UgsTdC+4FLdQ/8CDmoiKc8+Yx8NmnDHzyMaGhQUbOnsFRU0v52nU4qqrmTDuv7c03GDlzOj6VhMVC6fIV1Ny7CbPDga+jHV3TcLW0pAYRmR0OFLMZXYsVuOS3JtjXR9+Rw3guXUSLRlFMJuyVlVStvxvXghYc1TWYHQ6czc3YSuPrVpSuXMnw6VOEh4fRYjHm7qRic4d0Ps5CySHIztpaam6/AxSF0WvX8HV3MXrtKg0b7009t3ThIsqWLiUWClF3192Yixxce+cdAr29XHz1FVZ85as4KioLFWVSoolbrMtaFlK5ahXlS5cRDQa59PqrjF69xvDFi1Q/+xz20jJ8XZ1cfvMNmiNh+k+exFJUFP82JRzC191Facvs+YZI1+KdB2ZHEa76Blx1dYRGPQSHBhltvZbqfEx//sVXX6b3s89Sv6uFI/SdPEnlqlWYLJZpz3CrgoNDBAcHKVu8hGXPPYdqsTJ8+RLnX/olPZ9+SvMDD6ZuMU7+11ZSih6LUTx/fgFLfmuSDaqhCxcAcNbVExjoZ+jCBcoWLU51LKpmc+r20rKlS+k7fgxPRzvArL71evjCRXqPH8deVsb8hx/BVlzM2Z/9lKFz52hzv8vCHTuxl5djKy5h5OoVPJ0dmO12ej77jO5PPmHFV75G+dLZ+2Esqf/kSfpPnqSkeT7NDz7IhV+9RPfHHxMLh1n6zHNY3G5Ui4W2/fuxuooZvnyR/pMnKW5upnLFikIXf9KCw0Nc2/s23s5OiqqqqFy5msGzZ/D1dHP5rTdZZLFk5Ete72KhULzTUQeLy4Wu67N+NJAwhmQ7z15ZRfnKVaAo+Do6CPb14utop+KOO1PPdTXPx93SQiwcoeK221Dtdno/+IDQwACdb++h6cmnsM2yBQa1RDvP2dxMyZKlFLcsJBYK0fnO2/g7OvBeu8a8FSuxFJcQ7Oule/+7aJEII+fOYXY4CIdCaJEwwb4+XE1NBU5z45L1brbbcdTUYq+uIer1EBoZwdfRQfnadeOe37Fnd7yTNnHd0yMRRs6dpWTJUtRZ2M4LDw8RHhnGtaCFxp2PoZrNeFpb6XjzDYZOnqRm46ZUB1PyvxZ3MWgaRfNmbwdcsp3nvXoVAHt1NeGhIbxXr+BOa7+qqprqZHW3LGTk7FkC3d2px2Yr79UrjJw9g7WkhJr77sfidtH26qt4rlym79BH1G3dhqWkFLPLja+9jUBPN6rNxvCpkwydPEHzk1/APYs+0+Uycv4co+fO4pzXSPWmTXS8+SZDJ46jRSI0ProDi9OFYjbTd+gjLE4n3tZrjJw7T1F9AyWLl3z+AWao8OgIPQffJ9DTg7W8gpKlS/Fcukiwr4+u/e9SbzZTvHhx6vnJa6UWDse/oNF1zEVF0s6bBWbvp9E5Stf11AcnRVVRFGXcBNvJ/zpranHWxIdit2nv4u3oIDAwQCwUSn0bYispYdFjT4CiYHE646MeH3dy9qcvEA0EGDhzlnmbNk13zKxuJDuArbiYBQ9vz/hds91OeNQD6NjLy1FUlZZHH+XK7rcYvXqVsz99ARQFV0MD1mgULRrD29mVGvk5EybmzpY/XbKM7sZG3I2NKIpC6769dPX14e/tQ4/FUg3N5H7Kly7DXlaOvayc0WtX6T1xnCtvvUE0EKA+MR/eTMgO8YZXqhMtR5mKqqpY8vQzFFVVpbaVtixEMZlQTSai4TDmMYtLDJw5DYoCupY6zkxsoEVDQcw2e9YMyfLO23QfZmcREY+Xcy+9yGjrteQTxu2vcvkKLlosBPr7iQYCM3r0R67sybpSLRYqV66i9o47U3W//PmvcPSv/oLg0CAA9rIyqm67jYjfT+Pm+zFZrYRGRjj2/b/i4qsvs6ry1ymaBV+0ZDs/k6N4299/D12PZzfb7dz2W7/Dib/7G/pPnmTBIzsoX7yEZV/6Mh3vv8/5X/4CxWTCUuRk5OpVDv+//521v/O7WGfwKrDZrvcA0UAQR0Uljsoqatauo6i6msoVKzj/q5cIj44y2nqN0oUL443OxGiJ0MgI/SdPoGsaDZs2SWNUzBi6rmec6xO18+xVVdgT1zz90EcEursJDw2jhcOpuzosbjd1DzwUH+1YVISiKJgdRbS++gqxYAjPpYvY7rxrumNmdSPZIZ6pdsxCWSabjajPB4C1pARFVanbsoXuAwfwdbTT9uoroCjx25BdMfRYlGBvz4ya+/Bz23mJnx119TTU1aMoCr0fHiQ0eJTQ4EC8nZf4IjH5uhUvXIi1pBRraQn+jnaGz5yl+8B+YqEQFetuz9hvod1IO89WXkHDI4+m7lYBcDc1xV8vkwktHE6NdE3yXLyQaOfpqePMxHZeLBzGZLVmzZAsb+Vdd2F2FBH1eWl7Yxf+jo6c+ytZtJgOs5nQ0NCMX2gnV/ZUO89spnjxEspWr0ndvdD0xJNc+vGPCI8MA/H3feny5cQCASrvvgfVbCbq8XDppz+h4+09LHiufFZ80ZK1nZfY1n/kMACNjz+B2W5n0Ve/xuWf/5SRc2epu38L7gULaHrsCfo/PkL7G7tQVBVTURG+9jbOfv+vWPS1b8zoFe9ztfNiwRDWsnJs5RWUrliBvaKSkkWLaX/rTSJeD/6ODlzN81Odi4qiEPF4GDl3Dj0Wo/LOu2bMdU5MTDofZxhFUTJWIg4ODQHxD9bZJBsxjsoqFJOKFg7jaWujNDnJtqpiS8wRk3zD20pKsLhdaMPDhEdH8pblZt109kQjVlEUIj4fgcEB9GgUV0NDfA7I2jqWf+l5wl4vZrsdq9tNNBTi2F//FeghzA57wTvekg1RRVFSDavPk2ys67qOo6ICVIVYKIino53ixBx4yVwVy5ZTsWw5AFWrV6PFYgycOUPfieOpzsdCSjZEVbM5/of4c+pDNZtTnU/pvxseGaFsyVLMVmvqD3iywybQ1xefKypxHs20Bmk0FOT43/wNYa+Xe/7Pfzeu4zFdWeJbPy0axWJ3EBoZSXXcpUtmt5WWEhoeZqT1GhVLl824BvnnZU+WtXzp0nEjFxVVJRYKUTK/Jf5cs5mGDRszbrt31tRQtmQJQ+fPM3T+PEUbZn7nY7b6Uc1mtGgULRZDNZsw2+1o0Shmq5X5Dz3MqX/8Ib1HP2XevfdRunAR537+M0oWtLD8y89jdjjoOfoZF176JVfe2MXSZ58rQKobk6vh6Kqry5hOBOIdEcGhwXg919bFr59c/7vQ/cnHKGYzzsrKWTXCXcx9yQ9OSeGReDssOZ/fWMl2nq2sPN7Oi4Txd3Xiap4f35+qpuY5TrbzLG43FmcR4dHR+O2bM8RNZ09r58UCfkLDQ+jRGI7a2vjf9apqmh5/gojfj8lmw+J0EguHufSTf0ILxxdjKPQH0vQMY9u5uaS386xlZaAo8bn9ursoStxem8xVvHARxQsXAVC6dBl6TGP04gVGzp5JdT4WkpY4f9Vkh+MNtPOSHY/pvxvxenAvaEFNb+cl/hsaHADAWlySev5MEguHufzCT4j6fSz/7d8d1/GYzp0YFKFpVZjsDiKe0VTHXbrUbdjFxYRHR/F3dFC8cOGMa+d9XvZkWd0tC8eNXFTU+Ofaonnx0cuq2UzF7XekOlk1TcNeVYV7/gI8V6/guXIZW9kd05Dq1mRt5yXOZy2moZgS7bzE9Do1mzZz7aUXGTp9iqo778LZ3Ezb66/ibGxKdVIOnTpFx1tv0PXuPhp37CxAqhuT63rsqK7GkZxOJEG1WgmPDKNHo9irqjO+sNJ1ncETx1HMJqzlZbiamrPuV8w80vlYIGM7nZLCHg89n32Kt6MDXdcYvnwZ1Wxm9a/9OkWJCcYz3rjJb0krK7C63ER8XkauXkl1PqZL/p6nrRVPaysoCiULWvKYMrupyq4kv+XUdTo/PAh6fNRjxdJlqf2aHY5UZ4Su63QdPkRwaBDFZKJi+fTfhphtdEOyIZrM72lvo6imlvq778GaNqF2No6qKqxOF9GAn5ErVyhuzH17UdjjwdvVCbqGrbi4IB2vYxtF6Q1Rb1cX7e8dIBYMMn/7IzgTdT4R1Wzm3Iu/ABQaN99/fZ+Muc1Y0yhfMjMW20jOPZcsn9lmx93YSM8nH3Nt7zv0HTuGxVnEbd/5rZy/r5rNOCoqGGm9xuC5c1SvuS1rg7NkwUK6jxxi9OpVKpYuK3iD9FayJz+EQLyOL73+GqrFQtmiRantGaM7EyNdHeUVDESj2NzF+Yg0acl6HLut4+BBFJOJeffem/kLiZEBQGqEgxaNxm+7VxSGzp1n3r330fPJx+iaRvVtt2F2ONA0jZq167jyxq7ULfjZjj2d0kf+pG8bvnQRX08PrvoGSlvG/21K/z1vZwd64suHZMdk8voaHBig59NP0KJR6u6+Z0aPBhFz19hOp6SIz8fQyRMEe3rQdQ1fWxuKycSCZ7+IrTL+BUm2dp6trAyL00nU78fX1nb9w9bYdhHg7+rE39kJgHOCdkG+TFX29H/3f/JJfHXf0lLcCxelrh8muz21yICu66kFahRVpXjR9dv0pkvWdl7i38n8ge6u1OI55qKJR6PbyssxJ6YM8rW1UVSfWGQsy4f4iNebWIRHx+JyF6TjNWs7LyHQ10ffoY/QwiFq77s/Nap3Iqqq0rbrdQCqEtMLjb3tGgBdx53l70YhjG3rmKxWiurrGTpxnJ6DHzB85gxmh4OFX/lqzt9XzWZsZaX4OzrwXL5E6bLlma9tYgSps7GJ0LGj+DraKF64cMa1824m+9h2Xtfed1AsFtwLrncsZfw9T7wG1tIy9OiFjEWIZoJcIxwHPj4CqomqO+8c9zuqOf6ZMNXO07T4bfeKgvfyZaruvIvhk8fRNY2S5ctTzylbuZLu/fsIdHflPPZ0yjbCUdd1vNeuEuzrw1FTm3VKjPTfC/T0gKahWCypjsnk4+HhIYZOnkCPxahYu25WL65mNNL5OE3GftjK9u3naGsrZ3/xcyJeDyarFUWN316ghcP4eropSptgPCn5prYVl+CoqiKUWHgl/UOdt7sLb0cnuq4R7O+n/8xprG43latWUzZ2FbU8yFf25D79fX10HTkMuk7Tlm3xSXcTjd5oIMDotWuEvR58PT30nzqF1eWiadsD07bYjK5p8c7WxO2A6UKjo3Qe+pDg4CCB/gGCQ/FFZIYuXqT/xHFaHt1BWWIOj/TfTdV7SSmOykpGr13Fk2jEJ0X8fkIjI/HbVCJhej75mIjXi7W4hMatW6cheVx6Q2TsH0JPZwfX9uzBVlrKwJnTxMJh0HWO/fVfUb/xXuY/+GDOjhI1Uff9p05SvnwZ7nnzsj430N+PajYT8fuxFRe+Ayq9fMGhIVBVeo9+BkDb/nexlZRQtWbt5zYc3E1NjLReY+jCearX3Ja5oEziv9W33Ub3x4cZvnyJi6/8M56ODtb99u/mL9znuJXs6T/7+/oYuXKZsiVLcdbUZH++xYp/oJ+ezz5FNZkoTeuknE6p28zIzK+azVnLfe3t3fG5fMfsQ1VVrC4X/t4eBs6eoWbtOrRY/Hy3ut34+/oACA3HR4wPX75Mze13xBvwhw8RDQZxJVbGnq6Ox9Qthmm3Q0P8WpbeOZF05qc/RddiLHriyaz7S/+9tv3voqgq1Wtuw1ZWlrGv1v3vxr9cmz+fyhUrCXs8+Pv6sDiLUlOVCDHVsrZ1xrRZ/J0dtL3+GlG/Pz5NSmJkD8Qn27clbjfM1s6zuN1YKyqJeK8S6O7OaBME+noTH9R0QoODjF68gNnpomTpUtwL8r+wYL6yJ/cVGhxg8NgxQKd6wwYUk+n6iMhgEF9HB1Gfl2B/f3x16KIiqjfeO23TjeT6Uh3iHYIDn31KeHiY0NAgkZFRdC2G9+pVRs6dpXbLVtyJgQDZOl4t7mKsZeX4O9rxd3Vm7D8aCBDxeBLtvAhDJ08Q9fswu91UbdgwDcnjxt3FkibQ00PP++9hKS5m9OKFeJ3rOpde+DEVd9xJ7b2bcrZ3VFUlODDA6PlzFC9cRFFdXdZ2XmhwCMVsJhoMfu6X9tMhvXzJBQLjiycRn6vP7aZ0+fLc7bzEtqL6BnwdHXiuXKE0cRfT2OeULl/O4PFj+Fpb6dizm0BPN4u+9o38BLsBt5I9/efgwADetlbcLS3YK7IvJqMmbjkfPnUivghlgUa/5ZpOIH10btqT6Xn/PUpXrRq3D1VVMRc5CfYP4Ll0ibKVK+MrfFutmJ1OgokRvuGRUQB8ra2Ur1qNqqoMHD1KLBTCkWjjTFfHY66pJNJHKKaua7pO26uvoGsa9Q8+lHV/6b/Xd+gjUFVKly3HUlKSsa++jz5CURSKGuZRsngJEZ+P0MAAZofjhr7UEIUjnY/TZGxjJBYKce7FXxAYGKBq9Wrm3beZriOH0SJhnLW1rPn2dxi9eoVzL/6CWDjM0MWLVK1ek3P/ZocDV109wxcvEh4dITQ6imqxoCgK4ZERug59iK+3N/6tsctFzZ13UX/3Pag3cPvHrbrV7MOXJs5+5a03MVkslLS0pG5L1TUNXdfRYjF6jx9j4PSp+O0rbjf1G++lctXqvGQNjYwQ9nqxut2pjq70D93ezg5CI6M4a2qwl5cTHBig/+RJQsPDqCYTTdseoHzZMq689SYjV65w+Y03uGPR4py36ViKinDV1zN85TKBoUEifj/mxLc/nrY22g++j7e9HS0SAUWhqKqa+Q89jKu2Luv+bpWnvR1UBXfym3kyGyK9x45iKy5OjbgdvXaNkWtX0S9FKVu8hJVf/waD585xaddrdLx/gKb7N6Nact+ecvGVl1FMJhbufHzcsZINVE9HOya7fVpGAASHh+n57FNMFgvzNt037vFoIMDVt3fTd/w4sXAYZ20dS55+hvp7NtBx8APKFi1m5dc/p9GYOJfKFi2m86MP8XbGv+XM6NhSVa6+/TaDZ0/HO/C7uvB1d2MrKSE4MoI9xy1ut2Jasidc3vU66DoLH0vUe9o15sxPf4LJZsPf2xvvkNN1ljz3xYKNfst1m9m5F3/BwOlTrP71b8c7zjWNaDAIioI1ce1IfchKNGqLm5sZvnKZ/pMnqVm7DtV0fVElX1d8lFP12tvjUyscP0ZoeJiI30dwaAhrcTFLnv3i9AUn+xdNAF1HDtO2fz8mu41VX/8m1uJiYpEIZrstPqVAkTP76MjEN949n3yMv78fk8VC3T0bMt7bQxfOx6/3mkbY4+XgH3031cFRu/5uFu7YWfDpNsTcNK6tEw7Tvut1wsNDlCxdRuX6uxk4dgwtGsVeWUXLl5/H195O2xuvo0UieK9dpWT58hx7j4/wc1RX4716hYjXQ9jjSbXzIh4PA599Sqi/HyC+8vvq1VSsu/2GbvO9VbecvXXi7N3796NaLTgbm1K3pSY/oOpajOGzZxi9cD6+6IDTScXtd+RtxeeIx0PE58PicqVGWqVf6wI93UQ8XuyVlVhLSwkPDTFy/hyR0VEUk4nqDRspXriIrgP78be10f3uPtzzF+S8LpkdDhw1NfjaWgmPjBANBFKjfAJdnfR//DH+nm70RDvPVlFB7ab7cFRVZ93frfJ3daGoKo60u1PS/84Nnz6F2eVOjWrydbTja29Dj8VwLVjA/KeewXP5Ep1799J/5DDVibn7cul8ew+YTNQ/8ED8WFnaeYHuLkxWG9MxzjM8OsrwyZMoFjNVd60f93g0GKTn/fcYOXsGLRLBXlXFvO2PUr5uHQOffIJr/nzmP/XMDR3L1Tyfgc8+JdjbAzCuY6v7g/fxXLyIHokQ7O0l2NuLpbiYsMeTmophKk1n9u5394GuU7/tQSAze+srL6ParIT6B1IdcvN27Jxx7by2Xa8zevECC577UrzjXNPQwqH4OgyueP2M7ZwsamjA19bK6PlzlK1cmbouWN3FBBLnQenKlYxeusjI2TNEPKNE/QEioyNYXC7mTfMt17naeYPHj9F36CNUq5X5Tz+L2eWKv1+tVrRYDLPDkXN0JMDQieOEhgZRzGYq1q7LeI7nyhVGEtf7iN/H6T/7XvxzLlB221rqt26Tdt4MJp2PU0TXdS7vep2+E8cxOxwsffY5XMkOGF2n/9RJRq5cwVVfT+2dd6VuoYv4vAyeO0fNHXfi7+3BZLFQuWJVfKTOwkVUrbmN3mNH8XV3pW4xy8Vc5ECLRggO+Tnyx/9vfDLuu9bTtO0BFn/hKVSLFUdFxZS/IfOd3duVO/vQhfME+vsw2WyUzF/AmZ/9lOGLF1BMJpq3PUDtnXcxf/sjzH94e15uNdaiUQbOnKH9/QP4+/rQNQ2z3U7N7XfQsPFerC4XEb+fK2/uou94fJh8chGIZMerq7aO8OgoJpuNhnvjCyMs3Pk4H//J/yA4NMjwlcvxWytzcFRUoqomon4/x//2+yhmM1WrVlNz+x3U3LaW0vktuJsaKV3QMuX5o6Egbfv30/Ppp0QD/vhtTk3NtOzYmbpt2j/Qz5kf/xOB/n5QFEzW+Hm49rd+J96BdvAgodERln/1a0B8fj+Tw8GJv/0+HR8epHHzlqzHHmltxdvRTuP9W7C6XLS//x69x49RtmgxCx7eHv+DDqz4+jdw1zfkdbRX2/53aX//PWKhEIrJDOhce+cdmrdtY17apPmX33idvhMncdfXU7Z0GegaWjTKgu2PMHD2DCPXrgIT3xabmh9n3jysbjdhj5eRq1fxdXdTunBhak7Mnk+OEAuHqV53O/X3bBg3Z95szA4wfPkSw5cu0rLzsdTiKSOt17CVlGIvKUGPafSfOhWfG2jZchrv35KxQFG+dB0+xOVdr3Pv/++7Gdt9PT1ce+dtPO1tOMoraLx/C2WLF1O7/m76T53kwsu/YtU3fg2r283AmdOoFgt6LD5aONmYTb4eFctX0PPZZwxfupjaHhodxdfTja2sHE3TKKqqYuU3v8XV3W8xevVKfC7Mjfcy7/4tE84neitGr13j7M9/hmoxc+e//jep7WGvl+6Pj9B/8gRaLEZpy0IaNmykbPESOg5+QGTUQ+v+d2nZ/gj+nh7MdgeaFkPXYllvKVQUhbDHQ+u+veiaRuPWbdiKizM6KnuPH0s1Qr1dnThra6lffw8VK1aMmzNLiJuh6zpd+/Yycu4sJrudeY/uSI0yQdcZuXAeX2srjpoaytfclvpQFvX78Vy+RNmq1YQG4iPxi5csQTGZcDU3U7psOcNnThNItCEm+lLYZLejR6OEg0HO/+33UVSV8jW3Ub3xXhoefiRxq2ZZXtp5ec3emzu758oVgkODqBYrznnzaH31FbzXrsY78jbeS/ma26jdfD+1m+/H4nJN+ReNWiyG5+JF+o4cIjQwgK5pmOx2ylatpvL2OzA7nUQDAbre3cfIubPx2wTV+CIQJUuXUbV+PfbKKqJeL6rVmloYoX7bA5z/2+8THg7jbW3NWNF4rPh8nyZigQCXf/YCqslEydJllK1cRemKFRQ1NuGsr8PZ2DTldR8Lh+n76EOGTp0kFgymRhvVbdmaGmEUGhri2su/Ijw4CIqCarFgLStj0Ve/jmv+fAY++YSIZ5SmJ58C4vP7zbM7uPLTn9D/ycdU3519DnJfZyeB7i6q7rkHc5GTviOHGTl7BlfzfGo335+6q6D5qadx1NXndbRX76EP6T9yBC0cTnW29B78gOoN91K1/npHXNe7+xg9dxZHTS3ulhZ0XUOLxajbvAXPpUv42z9/+pNkjqK6uvj55fPha28n2NeLs7k5NSfm0InjaOEwpStXUXH7HTjy1NaZzuwAntZWvNeuUrftgdTiKb6OdizFJVjdbnRNY/T8eRSzmeKFi6i6556MBYryZeDoUbre3cuqtHYOxEdu9xz8gEBXJ9ayMqruvgf3/AWUr13H6IXzdOx5i/lPP4vF5Yp/RjWb4ys0p0nWefGixQyfOoU3saCkajYT9noJ9PdhLS2Nz3NZXsH8Z56j58B+fO1t8Q662++k+u67J5xP9Fb4Ojpoe/1VVJOZJb/x7dT2qM/H4PFjjJw/j67FcDY2UXnHHbjmL6D/44+J+Hz0fvQhtfdvIdTfh8luR41pqXbbWMl1HHo/PIiu6dRu2IglUecQb+cNnz0THxEKBHt6sFdVUb5uHSWLlqQWXhUzl3Q+TpGwx0NoZAQtEiEcidC2/12WPPMcZpuNWCTC4NkzDJw9y9DFC9TeeRcmi4XypUvpP30KX3cXtuJiIj5f/LZTJd7YUU0mHJWV8Z59nx9vVxfuxG1z6Y0LX08P53/1S3yJ+X1UsxlnTS1Va9ZQs+52zHZ7qjNQ1+If+EkucDIFjbR8ZS+qqpowuxaL0f7B+wQH46vdXnz5n1Oj+2rvvJPq29aiqGpqlNdUZk9+M9N7/Bite/eix6JULFuGq74BXdNwVFSkGtG9x44ycvUqjqoqFj72OLFQmPO//AXdn36Cs74eV0MDQxcvoOs6sWAw3mhzubCVlsZvJ+rqytr5GPZ46Pjgfbo//YRYMAjEG4mOykqctbXxEa5pt28m82e7/ftmJb+pu7zrdfpPnKCouobK+zaBFh9+n/4h/+rutwiNjrL4C09RsXIl3UeOcHXPbi6+9iqLHnscR1UloZFhwiMj2MvKiIbDlDQ1gaoyevUabM5ehgu/fBEtGqVt/7tce+dtID5CIPltb7KjpSTPt2EMnD1D23sHsJeVsfgLT+OoqKDvxHGuvfM2V/fsJjg8xKLHn6T/9El6jx/HVVfPmn/xnXH7KW1ZSPeRw1kXkBkr7PfHR1f4fET9Pk78/d8CUHvXehY9/gQAd/8f/27qw44x3dm1aJTzv3oJc5ETf083R/7kfxAaHgZg/sPbmbfpPpY8/Uzeb7XrOnIE1WyiavWaVANaNZvRNY2uw4eoS8xL5ens4NQ//jA+YXp1Dd6uTs688GMa7ruf5q1bqb1rPT0fH+HCP/+KlV//BmpiJc/kVAtjP0g5KipoeeRRTv3ohxz6b/+V2jvvZPTaNfRYjMYtW1ILLdlLSlj2XH5GOY62tuLv66WopgZ3fUNqoaywJ34b0Oi1axQ3NxMaHeX8L1/E29ERn8NIVen97DOGLl5g4c7Had72IFf3vMXgubM4ysspmb+AsDe+MIaztjbr9VnXdToPfRTvYCkpJTgwwMff+1OCg4OoZjOrvvktGjbeS/XadThramfE7Xdi7oj6fEQ8o2iRCFokQt+hj5j36M74Cq7RCJ5LFxm9dAnvtauUr7kN1WLBvXAhoxcvEOjrw+J2E/UH0CJhQEGPxVBMJmzl5fG//wE/wZ4eHIkvitLfA8H+PtrfepNgT3zki2I2Y6+spGTZcspWrsJks6Xmxs5HOy+f2Zkgux6L0ffJESKJ63znnt3x0X3lFZStWUPp8hUoinJ9wR0t3tkxle28kTOn6Tl4ED0Ww71wEY6aWnQ9hq20LNURM3zmNP6Odmzl5dQ/8BBaJEzbrtcZOnkCR3UNRXV1eK9dBV1HC4VQLBbMTieW4mJioRDB3p6snY8Rn4/+j48wdPIEWigEgBYOYy0vx15ZhdnppCztTp58tPO69r3DyLlz2CsqKL5rfbydp8cyOjm639tP1OOh/uHtlCxZyuCxo/S8/x6d77xN/QMPYisvj4/Q8niwlpSghcM46+tBUfAn5iLOpv2NXfFz4NAhej/4AADVbsecuLYny+BMLMKTL6OXLtJ/+DCWkhIaHn4Ea2kpo+fP0vPBB/S8f4Dw6AgNDz7EyPnzjJw5jaOmhpYvPz9uP67GJgaPH8u6gMxY0UCAYF8fMb+fWCDAlZ//FIDyNbelblld/lu/M/Vhx5ju7Fo0Sudbb2ByOAj29XHub79PZDTevqi5bzNVd62n4ZFH8z7KcfD4MTCZKF2+ItUWU8wm0DQGjh6lYu1aID6twNWXXkQLh7FXVhLo6aH1lZepums91Rs2Ur7mNgZPHI93QD71DKgm9EgkNR3G2HaerayM2i1buPbSLznzV39B+Zo1+Ns7IBaj6u4NqXae1e2mcedjecnu7+wkODCArbKCotq61HQSUa8XiHdEOhsaiHi9tL/xOoHuHhSzCUVRGD59Cu/Vq9Q/8AA1995L93sH8Fy+hLW0FOe8RqJeH7oC9qqqnO28gaOfoZjN2IpLCA0Ncf7v/5ZwYhqxBc8+R+Udd1C6cgWOyqrPnTNXzDzS+ThFogE/waFB7GVl8Q/Gvb207n2Hlkd3YLJaKVu6jIGzZ4mFQqlJZItqalONg6GLFymqqsLX3c1oa2t8rq6iIkxWa/xWPBQ87W2pDji43jCyulzxBSeWr6By1SocFblXdJ2KBsl0ZVctlpzZIX77dnFzMyabHVddHVVr1uCY4JuvqcyuKAr+/j6uvb0HLRql4d5NNG6+f9yFVIvF6PzoQ3RNZ+kzz6FaLAx2niMaCADQd+wYNbffHv9DrCiMXLtKeeJWIXtZGYGBAUKjo1lvQdSiEfx9fdhKSii7807q7lqPvax8XFlTw9qnML+qqgxeOE/v0aOUtrSw4uvfzPqNczQcZujcOZY++0UqV61i6NIlQqOjoOsMnDpF09ZtuBvmMXL5Mt2ffMz8Bx9K7cdktRJKdGiM/ZbUPxAfRWkuKqK4qYnau9ZTvjj/85emSzbMr7yxCz0aZeXXvxmfRzQx4rioqprTP/4RPZ9+yqLHnyTiC4CmseTpzFtOktnKliyh+8hheo8epf7ueyb8Zvjant30fPIxiqrinjePqjVrqL9n43TEjpe5QNn7z5xOrY7a/emn2MvKaH7wYRo3X++hznfH46kf/4ihc+eA+C1GDRvir7urYR6q2UL3Jx+nOh9b336bqN/Pbb/127jrGxi+fIkL//wrOt7bT/PWrTTev4XgwABDF87j7+tDSWS25LhdSotGKVu8mPmPPEr3kcP///buPDqu+krw+PfVvlepSqVSad8tb7IM3jGLwRiwIQlJB8hCLwzTncnMnJn+f87MmaXP/NMnp6cnnT4zk5NOCCedToBsgCFhs40dvGLLtrzI2mWppFpUUu3be/PHqyrLljGQWJJl/T7/4APCereOVO/Wffd3L6MHD6DRaqnevIXK4gKthezwHTv8IUNvvwWov59rvvE8zuZmjC4XFp+PbDxOqPc8jsZGgmdOE7s6hkarpfvb/w45n2Nw/35mh4cYfud3dL34r0lFwowdPMDooYPYamqQczkUQPsJBejs7AwTRz9SP6xPTxMbG0VnseDr3oh/6zas1WonljhuIyyEQipFdmYGg9OF1mImEw4zdeQw/od2odEbsDe3Mtvfj5zJUshk0BqNmCq9IGmQUAftGz1u0sEgyfGrFNatQ2c2o9HrkTMZZCAZmFA3OQMUZ1+Beoza2bkaR1s7zo5VGCsqPvE6FyLPW8jYC8Wi2o2xg/pA1VpTi85gxFRVhbNzNUaXa1FiV2dNRpg8/CFyPk/lps14t2ydl+cphQLhU6dAUah/Yh+STkdsMIBcfCgcvdiLa+06NAYDEmoHV2nGo8GpfrjOxeM3P4KYz5GJhNHb7djXd+HesAGDc378C5XnxQYHifb2Yq1voPHLX7lpnidns8QGBqjfuw9nxypiw8NqkaLYEVu1fQdmfzXx0REiZ3uo3nn/ta5+g4FcsaBx4/HTzPQ0kgRasxlLTQ3uru5FmV96XWylAuwH7yMXCjR++U/KnXjurm6M7kqGf/ka0XNnqd39KIV0ChSF2sefuOnfY2tuIdJzhmjveTzdG28523vyw0NMn+0BjQZztR/n6k4qNy7eJuelin32yhVyMfVB5PS5sxhcLnw77y8vGwIWvPA4/MvXiA0MqNefyVBZbOSw+KuRdDqmz/WUi4+Thw9RSKVo/cbzmH0+YiMjjP/2LYLHj1G1fQferdvIRKeJDw6SDoevLVy03vzhqLpgphnfgw8xfeY0waNHkbRa3Bu6cRRnly9knhc6cZzAwQPq9zEYaPzi01jr6zE4HRgrK8knksz2XcZaW0u09zypQAC0Wtqe/zPkfJ7AB++TuDrG5Icf0vLc18hEowSPfkTw2DHMPh9yXs3zNIabL4jJxWNEPj6FnM2Sm5khNTGO1mxWu3s3dGMq7oBYimVawu0hio+3ic5sUZd7aDS0PvXF4gfvk7g7VuFqbVU74fR6UBSi/VeoXLsOo8OB2VNJNh4jfKGXynXrSU5OERsbZerMaao3bWZmcEB9sqoozA4NUbPt2gDp8jBqq5XaHdc2oyqFQvl472J8CFuK2EGdd9i465Hr/t1ixq4zmspJk6upWR2Se8NymVw8hpzLkU+lOP1//rFcRDTY7VR0rMK/ZSsarRad2Uw2FiNw4jiu5hYSgQCJ4sZCm99/01hMFe55M/JuFv9CvUEbbHZQFDxzngreuOUuORlAURT6fvULLr7yM3UguV6Po6GR6q1bMVit2GrV7qnJUyfVDd92OxPHjlLIZModuzfeaC2eSjb9x7+ed01yLguSZkFvzCUajYaZkRHS0ShWn2/eMhtnUxOutjbC588TvnQRjV69plQ4hMXrLRfYStdqr6lFo9cz/tHv1XmsOh3paBRT8ZjF3MHV9Q/toqF45HQpLHbspe9pq/bTsncvleu6lqyrzVajFsvlXI6R994ln0zS+Mhu9FYr5koPyakpQO1MToaCGF2u8gxUV0sr1Zs2MfzOO8QnJrD5/ax9/k85/F//C5dffQWdxYzOYiEVCmG5yUOk0utVt+M+qu+5d9HnG1m8VZg8laQjYQq5HFde/w3Ne/bgbG7B0dhEqOcM032XKTz8CPGJcfTFhwOlnw//1q1ELl8iH5igkMnQ8OBDBHvOkIvHGXn/PQxOJ3qrjVwift1CsNIHazlfoHbn/RTSaTydq3E0Ls1weWFl0prN5OJxJKDmkd0M/+oXTJ87i72lBVtDI4YKlzqHtbjR09mxCr3NhtHtJp+IM3ulD2fHKjKhEKmJcaIXenGv7yI+MqLerxVIjo3h2XhP+XuW7t86iwXvvdc2o95qkd3dEjuoD5N8c/LbxY5dYzCQTyQAsNbVX8vzSku0JIlcMoGczyFnMvT/5GX1OKUkobNasbe04t7QjaTVoDWayCfiRHp6sNY3kA4GSYdCICuYq6pumqsZnK55M/JuFv9C5Xk6qwUUBUdb+/V5nubaYo1UOASKwtXfvs3oG6+rC8b0eiy1tbg3bERnsWAuNhxEz53D070Rvc1G+PRp5Gz2ExdkGCsq6HjhRW50Y565kDQaDYnxcXKzs+oMzxvyDmtdHbbGJmb7LjPb318cPQPZ6WlMbk85ZyvFZvb5kHR6wqdO4uneiEajITs7i8HhmJfnebdtx7t9x5LlOosde+l7mrxeqnftwrWqc8m62sy+auKjoyi5HFNHDlNIp/Dt2InObMFYUaH+3qIuk8pEIugdjvIMVHtDAxXru5g6/CGpqUnMVT6anv4K5//uO1x96020JjNak4lMJHLTh0il18t77yYq1q5b9DzP6PFgqKggG40i53KMv/sOvgcewFZfj7W2jujFC8QGB6nacR+pqaniw4Ha8vxbd/dGYgP9pINTFDIZqrZuY+ZCL/lkkqnfH0Fvd6CzmMknk9c1C5TyPCVfoHLTZgrZLI7WNqw3NB4Jy58oPt4msdFRjA4nWqMBvdlMzdZthHrPM3rwAJJWi6nChcXrJRWJELl0kcriMRmju4JMdJrZoSGaHt1DOhLh6pHDDL79FiPvvYskaTBXuMln0mRjMQqZzE3fiOZulJK02kUZMH7HxD43EVzE2A12O1Z/DcngFOdf/jFao9q9qDOZMDpdeFarH45NLheJTBaD3UbTnsex19VdV6wpZLPY6+qYOnOG6b4+Pv7ed8mlUiiFAo7GRrxdGz7xGuZtGVvE+G1+PxqdnoH9+xk7dAi5kEdrMKC3WLH4fDQ/9jiKoqA1qkskWp7Yi72+/rplNAD2unqMLhepUIiPv/ddjE4niUAAndlMy969t7wGOZ8HRQatumHxVstpFoK5ogIUBZPbfdNuPXt9A+Hz55m+fJmGh3YhabSMHTqIp3N1+WtLYwvsdXV41qwh2NOjLsnI5XA2NbP+L14oJyOlfy7EwpjPa7FjB7B4vYsyv/FWXM1NTJ44hmS1ordaGT3wAa72dpwNjbha20gEAuWlU4VMBr3NXi6kgvrzjiQxeeoktuKRGf+WrQTP9hAfv4reasP+GY6QLcVgdYu3ElOFCzmXQ2s0kIlOc/m1V+n+N9/G1dJCoLhVG0kin0oXH4Toyh3vJrcbvcWCXCgwMzSId30XjbseYezDQ+qyKsDs9mC8obOn9MHa7PHQ8OBDixy1IKiS4+PobTY0ej1aswlP90Zmr/SpnSkaLXqnA4PHTS4aJTbQj7NjFRqjEb3DQW4mSmJsDN/OB8hGo4RPnSRw4AOmjhxWl0y5XBQyGXKJOHI2W14oMtd1ed4iFR3vmNjn5nmLGLveZsNU5SMTDjH8i9fQGNQFPxqjEb3dgaOtDUtdndrBGAqhs1jxPfgglmp/+cM4qA9GLX4/0Qu9xAcHuPLjH1FIp1EKBay1dTiLnes3My/PW8T4zVU+JJ2OwIH3CR0/hiIX1J8Bk7pR1nf/A+pDZYMBJZ/Hv+thLP6a65bRgDq7UG+3k52e5srLL6G320kH1flv/l0P3/IaSsXGUsFzMYqOcxkcDnVZp8t101zHXFPDbN9l4oMDeLdtB42G4LFjOFrbyvlLLh4nF4th8ftxtLczc/GCuiQjn8daV0/zV5+Zl+ctxMKYz2uxYwcweTyYPAs/v/FWrPX1RHrOIJnN6MwWgh99hK2xCWttHdbGRtLBIPmkunRKzmbRWazlQiqA2a+OFJg+dw7zw+rvgrt7IzMXL5KanERrsWDxV3/qdSxFnmd0uzE4HCi5PJJBT3Z2hrH9b9L2/J9ibWggcuY02UwGSVK7QhVZUefRFjveDS4XWosFpVAgMTaGq7OTqh33ETp+jNTEBApgcLkwOK7/+S7lecaKCqpuaDYS7i7ibNIfqZQMZmZmQKNuKbVUVWH2esnGYsyOjnD1yGH0VhvO5hYKmQzTV9RlAelIhPjVqxSyWZLBKSRJounRPXQ+8xwVbe3Y/DU07t6No6kJFHXWxK0GtGpu02yfZRe7RoNGq12SFuzVX/sa1Zs2o7dZkTQadEYj2ViM6b7LDLzxOoETJ7D4fEhatTBYuWYNxuKMn7HDHzLw1n4Sk5NY/TXorVYMNjumSi/22joaH9lN5zPP3TLRkiQJjVa7ZPGv/fM/Vzf15vPoLRYkrY5EIMDkyROc/acf4GxoVJ+WKgo1W7eVC4/ZWIwL//JTJk6cwGCzYfZ61WMFqzpB0uBZu47ub337U2cfanQ6NHrDgg4Zv/UFqB8CksEQ+eJGXbiWLOvNZpAkUsEgBrsdZ0szsdFRLvz0J6Snp5kdHeHKr39F4MRxANq/+DQ12+/D2dhE2xe+yPq/eGFJwvpMVmjszqZmtEYjhWyWzme/hs5i4fyPfkik7zLuVerIhNHikRWj00k2HiNenMcLkI3FkTTXPyBoeGR3edyCnM/dsbMKTRXuYhFVwWCzY6+vR5Flel9+Ga3RiNZgQNLpiFy6VCwSSySDU+o9AiikM8Wvu1ZccK9eTfXmLWrXdqHwmWZhCcJiKuU6uXgMULeUmjyVGN0ecvE4yfGrhE6eQGe2YKtvQM5miQ+rywKy0WnSkwHkXI5MOAySRPX9D1C/7ynsTc2Yqqrw3bezPLNO0t6Zed6Sx76EeV7DF75ARdcGdBaLeh3Fbsj40CAT773LdM8ZTJ5K9Z6o1eBsa0dvs6mLWk4cZ+LAB6SDIUxVVWjNZnQ2G8YKN5bqanz37aT+yaduuWRoqfO8pq/8CeZqv/qA2WRG0mhJh4JMn+1h6JWfYa2tU4/jKgqe7o3lwmMuHmfk9V8T6elBZ7Fi9HiQtFrsLS1IkoSzvYPWbzz/qe/3pVMSS5XnSRp1k3EmEikvMwPK3XraYoEoE4mgt9mw1TeQmhhn5Ne/IjszQ2JinPF3fkfkbA8AtY/uwXPPvVjq6qjZvYfmBZrPfDus1NitdfVojEbkbJb6p76A1mRi6LVXiQ0O4mhpBSB49CigjsnJJeKkJgPl/7+QiM97QODbcR+2FnXcgpLP37GzCg1OF3qHEwUFvdWGpaYGFIXhX/4CrcGIRq9H0mqJDQxgdLuRgEw4RK40JiuTQas3XNcM4mhtw921QX1/l2XkXG7Rm0WEO4fofPwjlRIBrUFPMhAgGQjw4X/+T+p/02hAkogO9DP58SmqN21m9NBB5ESCU//wv5G0WgxWK3I2i0anIz4+jrO5GXdnJ+7OTiRJKnYDHkHO57D5a647irbUVnLsJSZXBa179wH7yjdmjV7P6MEDjLz/HpMnT7Dhr75F6Px50uEwJ//+f+FobCA+PkEmOo3BbsfT2YmlslI9mi4r+Lq78a7vWtrAPiNnQyNdxa1n+VSq3EJ/7qUfEr1yBVmWadm7j/Mv/Yjf/81/x7uhm0I2w0z/APlMGmdjAwA2fw3Rvj40ej3df/WtJYvn89IZjeXFF/GrY7jbO9SkrHQUSqOODXC1qclK51ef5fyPf0Tk4kUily6hFNSh7U27d6tHVHQ6Wh5/fClD+sxWcuxmr5fMlSvEx8fY9B/+muPf+Vsuv/qKunndbifce57WvfvwbtjAyHvvMfT2fhyNjRisViZPnQRFpnrT5vLfpzMYaP/S07hXr8azqnMJI/t0Zm8V9PWRjcfp+PKXGdy/n8TUFMPv/A5rtZ/0dIRQ7zn8m7cwfaWPdDjM2KEDtH3hS+qR62QKrdGAszjzTKPVUn3vvTga6gH1aLcg3ElKuY5GpyMTCpIJBTn3nb9V/2Px/S4xMky09zzu9V0Ejx1FTibpe+lH6nFbiwU5l0PS6khPTmKtr8fe2oq9tVXd4F7sBlTyecxVvgWfW/t5rOTYSwwOJzW7HoZd1x/5DR47ytTvjzB99iwtX/8mM32XyUSjXP7hD7DU1JKemiQ7O4veasXR2oqxwl3O81xr1uLqvLPf60ustXW0PPscQLmLHWDo1VeIDw8hyzL+XY8w/Nor9H7373GtXkMhmyUxOoKcyWApHps0V/mIDw6i0elp/fo3lyyez0tjMqG3O8hMT5MKBLA3N5eLb3CtU9FaHANSt+9Jhl97ldmBfmID/eoJAL0e386d5VzHv0w6+Fdy7Ea3m/jsLKlAgPYXXuTy9/8vY2+9iXfrNnRWKzN9l/Hvehjn6jVMHTlC4OCBciF++tw5FEXBPeeznMZgoG7PYzha23C0ti5hZJ/O6PEQGxokn4hT+/heAh+8TzocYvLwIUxVVWSjM8xcvox7QzexoSGy0SjBY0epffQxYoMD5NNpNAY9tno1r5O0WirWd2EuNqAsdWersLRE8fE2SUxNoTObkSQJV2sblevX46hvYOLYUSaOHWXs4EEMNhtrv/5NRg9+QGIigKTT4tt4D3U770dvtZafMCcnJxn63dskAuo2WyQJV0sLdfd/wtrfJbaSY59Lo9eX/1zIZtWjKUYjkiSx9hvPc/XoR8wMDjB1+gxag56Kjg5q79uJrdpPOhLB5KogFQkTHejHswjLI263uR8aCpkskkbDzEA/FW3ttD75FIGTJ5k6dQpFkbFU+Wh+4gm8xS2NzsZGJowmov1qZ+zcBPdOptHpqN25k/7f/JrB/W/ibu8oJ2PJcIiB/W8gabX47lULTTqzmQ1/+S2mzvaQCoWp6urCvExvwis5dkdjE9H+fqZOn6ZyzTran36agTfeYOi3b2OpqiIRUJ+A12zZipzLM/Leu5z8u+8g5/Mosoxv4z1YbziWJsvyHV94BHUTta7Y+Tk7PEzrU08xsP9N4mNjoNWiFArERkfp/JNnaH7scS79/GcEz50j3NuLLMtoDQYaHn7kuu5ORVEwV95886Eg3Cky4bDa6SNJ2BobcXZ0YqmpIXLmNOHiYgCdxULjl54mePQo6eAUkkaLa91avJu3oDNbrp0YCYUIHDpIOjhFPpVCAqwNjXg3b1nqMG9qJcc+19ycTM5mkXQ6teNbkmj80pcJnz5FYmSUmQu96sbv5hYqN23C7K0iG41icDjJRqdJjAwvyvKI221uXiZns6DRkBgZwd7UhP/h3Uyf62H6/DmQZYyVlVQ++BCu4n3NUlOLxmhUt36zjPI8jQbv5k2Mv/MOEx+8h735X5Vzncz0NBMfvK+e3CkWmnQmE61f/wbRixfJTkfUJUm3WBB1J1vJsVtq60gMDxO9cB5nRwe1ex5n4v13mTx4AGNlJelgEABP90aUfJ6pI4e5/IPvF8dBKbjWrsN0w5ggWZbv+MIjqJuotQYDci5H8uoYNY/sZuLA+6QmAkgade5tcmKc+n1PUv3gg4y98Tozly4xe+WK2lig1+PbcR8667XuTkVR1E5JkeeteMvnjneHS05NotEbqFyzhpa9+8qDU2u272B2ZITE5CRTZ87Q+cyzuIpvPHNbsufOczG6XBgcDnLJJBUdq6jetHnepuc7yUqOHdRCYzocRkFtv58dHiZ07hxavQH/ps2YXBWYXBV0NjyDnM+rR2huSDYNdjtGl4vk1CTJyalllYxmEwkS4+NYa2pQCgUCJ0+SCEzgbG6moq0dOZfFv2Urvk2bkXPZmx6ltlb70ZlN6iZslmbOyR/Kv3kLobNnmRka5KP/+Td4uzaQz6SJ9vUh5/Os+upXMVivP15RtUw6Wz/NSo3d3d7B1Q8PlZfLVK5Zh8Xr4+PvfVctPCqKOk7B56PhoV3Ya+uYOH4UvdVG/f0PYHLP30q/ZKMDPidrlQ+Dw0kyOEViMkDtjvvo/Oqz9Hz//5GejqDIMtlsllwqhXtVJ93f+jaTH58iHY3iaGykan3XvO4mkYwKy0E6HEKj0+Nob8e/6+FyruO5516SE+Okg0GiFy5Q/+RT2BqbgBs2F8/JdfQOh3o0N5VSl5Ks77q26fkOtJJjB9Sj49FpUEBntZK8OsbM5Uto9HoqujZgcDoxOJ1Yap5ELhTKR6Xn0tls6B0O0qFg8fVcPnlePpksL8+QZZno2R5SwSmsdfXYm5qQ83k83d1UdHWh5PM3PUptqqpCazQVj/AvrzzP3dXNzMVLJMZG6f3ed3F1rqaQyRAfGkLO56l7Yl95E3TJculs/TQrNXZ7UzPh48fUkRGAs6MDY6WH/h+/pBYeFYV0MIjJ66Vq23bM1dVEzpxGZ7Hi3bwFQ3HO91zLJc8zeSrVuazhMOlQkMp7N1G/70kGfvrPZGdmykenC6kUjpZWWr/5PNPnz5GbmcVSV4drVWf5SH6JyPOEEmnnf/sfylJfxHKnKArnfvhPpEJBKjo6aHvqi8C1AtvNNrOp2+oKQHFBzDL9pVzJsZdMHD/G2KGD5FMp5FwOpbjR2bfxHuof2jVvfls5foXrtlJnYzEURcFgty+r1+Tiz39G5OIFNHo9+WRS7YyoqaX9S0/P6+6COUtibthKHZ+YwOLzLZub842GfvdbIpcuko5EUBS1Q6zhoV24V60qb/27W63E2D/+x38gE42y/oUXyz/n4UsXufQvP1UXLO19kppt25b4KhfGwP43Cff2YnS56Hz2OQw2G8ngFBf++Sekilsg17/wIs6mpqW9UEG4TRRFYfCVn5ONRLA3N1Oz+1HgU3KdGxeFLKP7+lwrOfaSyJnTBI8fo5BOq/HKMpJOR8W6dVRt2z5vftsnxZ9LJFAUBb3Vuqxek9E3Xmd2oB+NVkshnQbAXF1N7WOPYfLMXwInF2e7zd2KDZAKBjF6PMs2JwgcOkRsoJ/sTFRduFcsPNlbWu/aXKdkJcZ+5eWXyM3O0vzss+Wf89n+fkbf+E15wZJn4z1LfJULY+KD95nt60PvdNLw5JPoLFbS4TAjv/kV2UgEgOZnnsNa9+kLEgVhruXz2O0OphQKFHI5JJ0Oa7V/3pBZjU533ZZCuLaxbrlbybGXeFavIZ/JkJiYwOx2U7luHVbfJz/F/6T474TNdn+I+gceLP+5cu0aKtesu+XXf9LTfpvff1uva7E1PbqHhuLWxhtjvBuTsrlWYuwWbxXJyUmCPWewProHOZfFs6qTjf/23y/b4+SflcXrJZjLkQqHiI2O4u7owOz20PXiXwLckfN5BeGPocgySj6HpNVi8no/W64jqQ9Yl7uVHHuJo71dPeUyNYXB5cLZsWrekcq5Pil+vfXOXDLxabzbtpb/7GjvwNnRccuv1xQXldzIfIvXbDmovv9+qrarm3hXSq5TshJjN7o9pEMhor0Xqb7fi5zP42htpe35P1u2x8k/K6PbjZzPkY1ESI5PYG9pwVhRQcuzXwO4I+fzCsuD6HwUhAWgdjfKd12h9bO6WSeEINxNQhd6CZ45Tc227Tibmpf6chZVYmqS4Jkz6kzPjRsxVcw/Ri4IgnA3U2RZLbjeBZ2dfwg5n5/X2SgId5OZK33MXOjFs/EerHX1S305iyodChG9cAFJq6Fi7VoMTtdSX5JwlxDFx9to7hGLlWYlx14iElGRiAqCIAh3r9Ksw5V4j1/JsZfM7fBcia9DadOxyPMEQRCEP4RoS7qNVnLhbSXHXiJpNKy8VPQa0eUoCIIg3M1WYsGpZCXHXrJSi44lougoCIIg/DHEXUQQBEEQBEEQBEEQBEEQhAUhio+CIAiCIAiCIAiCIAiCICwIUXwUBEEQBEEQBEEQBEEQBGFBiOKjIAiCIAiCIAiCIAiCIAgLQhQfBUEQBEEQBEEQBEEQBEFYEKL4KAiCIAiCIAiCIAiCIAjCghDFR0EQBEEQBEEQBEEQBEEQFoQoPgqCIAiCIAiCIAiCIAiCsCBE8VEQBEEQBEEQBEEQBEEQhAUhio+CIAiCIAiCIAiCIAiCICyI/w9Nxk0EJy/AlAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g_style = mpf.available_styles()\n", + "\n", + "nstyles = len(g_style) + 1\n", + "limit = int( nstyles if nstyles%2 == 0 else nstyles + 1 )\n", + "rows = int(limit/2)\n", + "\n", + "print('nstyles,limit,rows=',nstyles,limit,rows)\n", + "print('g_style=',g_style)\n", + "\n", + "fig_style = mpf.make_mpf_style(base_mpf_style='default',figcolor='#3C8284')\n", + "\n", + "#fig = mpf.figure(figsize=(12,40),style=fig_style)\n", + "#fig = mpf.figure(figsize=(9,30),style=fig_style)\n", + "fig = mpf.figure(figsize=(15,50),style=fig_style)\n", + "\n", + "for i, style in zip(range(1, limit), g_style):\n", + " ax = fig.add_subplot(rows, 2, i, style=style)\n", + " vx = ax.inset_axes([0,0,1,0.3])\n", + " yhi = max(df.High.values)\n", + " ylo = min(df.Low.values)\n", + " #vwadj = 2.5 if style == 'tradingview' else 1.0\n", + " mpf.plot(df, type='candle', mav=(5, 25), axtitle=style, \n", + " #scale_width_adjustment=dict(volume=vwadj),\n", + " ax=ax, xrotation=15, volume=vx, ylim=(ylo*0.9,yhi*1.02))\n", + "\n", + "mpf.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "mc = mpf._styles.make_marketcolors(base_mpf_style='tradingview')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'up': 'white', 'down': 'white'}" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "{'up': '#26a69a', 'down': '#ef5350'}" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "{'candle': {'up': '#26a69a', 'down': '#ef5350'},\n", + " 'edge': {'up': '#26a69a', 'down': '#ef5350'},\n", + " 'wick': {'up': '#26a69a', 'down': '#ef5350'},\n", + " 'ohlc': {'up': '#26a69a', 'down': '#ef5350'},\n", + " 'volume': {'up': '#26a69a', 'down': '#ef5350'},\n", + " 'vcedge': {'up': 'white', 'down': 'white'},\n", + " 'vcdopcod': False,\n", + " 'alpha': 1.0,\n", + " 'volume_alpha': 0.65}" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc['vcedge'] #= {'up': '#1f77b4', 'down': '#1f77b3'}\n", + "mc['volume']\n", + "\n", + "mc['vcedge'] == mc['volume']\n", + "mc" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df, type='candle', mav=(5, 25), axtitle='binance', \n", + " style='binance', xrotation=15,volume=True)\n", + "mpf.plot(df, type='candle', mav=(5, 25), axtitle='binancedark', \n", + " style='binancedark', xrotation=15,volume=True)\n", + "mpf.plot(df, type='candle', mav=(5, 25), axtitle='tradingview',\n", + " #scale_width_adjustment=dict(volume=2.5),\n", + " style='tradingview', xrotation=15,volume=True)#,volume_alpha=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/issues/issue079_percent_change.ipynb b/examples/scratch_pad/issues/issue079_percent_change.ipynb new file mode 100644 index 00000000..0873f278 --- /dev/null +++ b/examples/scratch_pad/issues/issue079_percent_change.ipynb @@ -0,0 +1,405 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.1.2'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "pd.__version__ # for the record" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "#df = df.loc['2012-01-01':,:]\n", + "idf.shape\n", + "idf.head(3)\n", + "idf.tail(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import mplfinance as mpf" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = idf.iloc[50:120]\n", + "mpf.plot(df,type='candle')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "pchange = (df['Close'] / df['Close'][0] - 1.0)*100." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Date\n", + "2011-09-13 0.000000\n", + "2011-09-14 1.384411\n", + "2011-09-15 3.134026\n", + "2011-09-16 3.210463\n", + "2011-09-19 2.182776\n", + " ... \n", + "2011-12-14 3.397316\n", + "2011-12-15 3.771023\n", + "2011-12-16 3.269915\n", + "2011-12-19 2.165792\n", + "2011-12-20 5.257348\n", + "Name: Close, Length: 70, dtype: float64" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pchange" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('../../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.5a3'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "setup = dict(type='candle',volume=True,figscale=0.8,mav=(10,20,30))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "#mpf.plot(df.iloc[0: 40],**setup,width_adjuster_version='v0')\n", + "#mpf.plot(df.iloc[0: 80],**setup,width_adjuster_version='v0')\n", + "#mpf.plot(df.iloc[0:150],**setup,width_adjuster_version='v0')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df.iloc[0: 40],**setup)\n", + "mpf.plot(df.iloc[0: 80],**setup)\n", + "mpf.plot(df.iloc[0:150],**setup)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "---\n", + "\n", + "**Now let's see** the same three plots using the **new** algorithm:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.6517000000000001" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "0.548625" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "0.665*0.98\n", + "0.665*0.825" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (, line 1)", + "output_type": "error", + "traceback": [ + "\u001b[0;36m File \u001b[0;32m\"\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m STOP HERE\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "STOP HERE" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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+ "ohlc_linewidth = (1.50, 1.175, 0.85, 0.525, 0.525, 0.525, 0.525, 0.525)\n", + "line_linewidth = [1.35*v for v in ohlc_linewidth]\n", + "line_linewidth" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.4375" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "0.432" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "0.35" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a125 = {'candle_linewidth': 0.5,\n", + " 'candle_width': 0.4375,\n", + " 'ohlc_linewidth': 0.525,\n", + " 'ohlc_ticksize': 0.35,\n", + " 'volume_linewidth': 0.65,\n", + " 'volume_width': 0.9}\n", + "\n", + "ap48 = {'candle_linewidth': 0.5,\n", + " 'candle_width': 0.432,\n", + " 'ohlc_linewidth': 0.525,\n", + " 'ohlc_ticksize': 0.35,\n", + " 'volume_linewidth': 0.65,\n", + " 'volume_width': 0.9}\n", + "\n", + "orig = {'candle_linewidth': 0.5,\n", + " 'candle_width': 0.35,\n", + " 'ohlc_linewidth': 0.525,\n", + " 'ohlc_ticksize': 0.35,\n", + " 'volume_linewidth': 0.65,\n", + " 'volume_width': 0.9}\n", + "\n", + "a125['candle_width']\n", + "ap48['candle_width']\n", + "orig['candle_width']" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.4375" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "0.35*1.25" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "#s = mpf.make_mpf_style(base_mpf_style='default',rc={'lines.linewidth':0.75})\n", + "s1 = mpf.make_mpf_style(base_mpf_style='default')#,rc={'patch.linewidth':0.75})\n", + "s2 = mpf.make_mpf_style(base_mpf_style='default',rc={'patch.linewidth':0.75})\n", + "s3 = mpf.make_mpf_style(base_mpf_style='default',rc={'lines.linewidth':0.75})" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#mpf.plot(df.iloc[0: 40],**setup,style=s1)\n", + "#mpf.plot(df.iloc[0: 40],**setup,style=s2)\n", + "mpf.plot(df.iloc[0: 80],**setup,style=s3)\n", + "mpf.plot(df.iloc[0: 80],**setup,style=s2)\n", + "mpf.plot(df.iloc[0: 80],**setup,style=s1)\n", + "#mpf.plot(df.iloc[0:150],**setup,style=s1)\n", + "#mpf.plot(df.iloc[0:150],**setup,style=s2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "STOP HERE" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=====================================================================\n", + "=========\n", + " NEW \n", + "=========\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "setup = dict(type='ohlc',volume=True)\n", + "print('=====================================================================')\n", + "print('''=========\n", + " NEW \n", + "=========''')\n", + "\n", + "setup.update(dict(mav=(5,10,15)))\n", + "\n", + "mpf.plot(df.iloc[0: 40],**setup)\n", + "mpf.plot(df.iloc[0: 80],**setup)\n", + "mpf.plot(df.iloc[0:150],**setup)\n", + "\n", + "setup['type']='line'\n", + "mpf.plot(df.iloc[0: 40],**setup)\n", + "mpf.plot(df.iloc[0: 80],**setup)\n", + "mpf.plot(df.iloc[0:150],**setup)\n", + "\n", + "setup['type']='candle'\n", + "mpf.plot(df.iloc[0: 40],**setup)\n", + "mpf.plot(df.iloc[0: 80],**setup)\n", + "mpf.plot(df.iloc[0:150],**setup)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "setup = dict(type='candle',volume=True,figscale=1.25)\n", + "mpf.plot(df.iloc[0:80],**setup)\n", + "mpf.plot(df.iloc[0:80],**setup,scale_width_adjustment=dict(volume=1.35,candle=0.75))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "setup = dict(type='ohlc',volume=True,figscale=1.25)\n", + "mpf.plot(df.iloc[0:80],**setup)\n", + "mpf.plot(df.iloc[0:80],**setup,scale_width_adjustment=dict(ohlc=1.75,volume=0.5))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "### Manual customization of candle, ohlc and volume widths:\n", + "\n", + "Now suppose we want to simply *override* what the \"width adjuster\" algorithm is doing, for one or more aspects of the plot. As a general rule, I would advise *against* doing this. But if you want to experiment, here is how.\n", + "\n", + "This is where we need to understand that each of the three items (candle,ohlc,volume) is subdivided into two parts. This gives us a total of six width configuration keywords:\n", + "\n", + "\n", + "\n", + "| Item | Keyword | Description\n", + "|:---- |:-------------- |:--------------------------------- |\n", + "| ohlc      | ohlc_ticksize      | horizontal length of left/right ticks \n", + "| | ohlc_linewidth | thickness of ohlc lines\n", + "| candle      | candle_width      | horizontal thickness of the candle body\n", + "| | candle_linewidth     | thickness of candle edge **and** its wick\n", + "| volume     | volume_width | horizontal thickness of volume bars\n", + "| | volume_linewidth     | thickness of edge surrounding volume bar                                                                                 \n", + "\n", + "We can override any one of the six keywords in the above table using kwarg **` update_width_config `**. We pass this kwarg a `dict()` containing one or more of the six keywords listed above. The exact value we pass in will be used instead of the value generated by the width adjuster algorithm. But for those items that we do not specify, the algorithm's value will be used (possibly modified by `scale_width_adjustment`). Note that values set by **`update_width_config`** are taken exactly, and are ***not*** affected by `scale_width_adjustment`.\n", + "\n", + "**A note of warning** about the values in the width configuration. These values can vary greatly depending upon the data, ***especially if the user sets*** ` show_nontrading=True `, which can cause large changes to the width configuration values depending on the frequency (intraday, weekly, monthly, etc) of the data.\n", + "\n", + "To mitigate the possibility of setting the width configuration to values that may not make sense, **you can see** the generated width configuration values using kwarg **` 'return_width_config' `**. Simply set this kwarg equal to an **empty `dict()`** and mplfinance will return the width configuration values in the dict. \n", + "\n", + "**For example:**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pprint as pp\n", + "\n", + "setup=dict(type='candle',volume=True,figscale=0.75)\n", + "\n", + "wconfig = {}\n", + "mpf.plot(df.iloc[0:80],**setup,return_width_config=wconfig)\n", + "pp.pprint(wconfig)\n", + "\n", + "wconfig={}\n", + "mpf.plot(df.iloc[0:80],**setup,return_width_config=wconfig,show_nontrading=True)\n", + "pp.pprint(wconfig)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "---\n", + "\n", + "**Notice** in the next example, with intraday data, some of the width configuration values for `show_nontrading` are very different from those without `show_nontrading` ***yet the plots look almost identical.***" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "idf = pd.read_csv('data/SP500_20191106_IDayBollinger.csv',index_col=0,parse_dates=True)\n", + "setup=dict(type='candle',figscale=0.75)\n", + "\n", + "wconfig = {}\n", + "mpf.plot(idf.iloc[0:80],**setup,return_width_config=wconfig)\n", + "pp.pprint(wconfig)\n", + "\n", + "wconfig={}\n", + "mpf.plot(idf.iloc[0:80],**setup,return_width_config=wconfig,show_nontrading=True)\n", + "pp.pprint(wconfig)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "---\n", + "\n", + "**Now that we have an idea** of what the values in width configuration look like, we can play with them to see how it affects our plot:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "mpf.plot(idf.iloc[0:40],type='candle')\n", + "mpf.plot(idf.iloc[0:40],type='candle',update_width_config=dict(candle_linewidth=1.75))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mpf.plot(idf.iloc[0:40],type='candle',update_width_config=dict(candle_linewidth=0.4))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mpf.plot(idf.iloc[0:40],type='candle',update_width_config=dict(candle_linewidth=0.4,candle_width=1.6))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/issues/issue193.py b/examples/scratch_pad/issues/issue193.py new file mode 100644 index 00000000..15d16fee --- /dev/null +++ b/examples/scratch_pad/issues/issue193.py @@ -0,0 +1,49 @@ +import pandas as pd +import mplfinance as mpf + +print('\nmpf.__version__=',mpf.__version__,'\n') + +filename = '../../data/SP500_NOV2019_IDay.csv' + +intraday = pd.read_csv(filename,index_col=0,parse_dates=True) +intraday = intraday.drop('Volume',axis=1) # Volume is zero anyway for this intraday data set +intraday.index.name = 'Date' +intraday.shape +intraday.head(3) +intraday.tail(3) + +iday = intraday.loc['2019-11-06 15:00':'2019-11-06 16:00',:] + +print('len(iday)=',len(iday)) + +#---------------------------------------------------------------- +mpf.plot(iday,type='candle') + +print('\n\nscale_padding=0.65') +mpf.plot(iday,type='candle',scale_padding=0.65) +#---------------------------------------------------------------- + +print('\n\ntight_layout=True') +mpf.plot(iday,type='candle',tight_layout=True,block=False,title='Tight Layout') + +print('\n\ntight_layout, and scale_padding=0.85') +mpf.plot(iday,type='candle',tight_layout=True,scale_padding=0.85,title='Tight/Scale=0.85') + +#---------------------------------------------------------------- +print('\n\nscale_padding=2.5') +mpf.plot(iday,type='candle',scale_padding=2.5) + +print('\n\ntight_layout, and scale_padding=0.25') +mpf.plot(iday,type='candle',tight_layout=True,scale_padding=0.25) +#---------------------------------------------------------------- + +# filename='../../data/SP500_NOV2019_Hist.csv' +# df = pd.read_csv(filename,index_col=0,parse_dates=True) +# df.index.name = 'Date' +# df.shape +# df.head(3) +# df.tail(3) + +# print('len(df)=',len(df)) + +# mpf.plot(df,type='candle') diff --git a/examples/scratch_pad/issues/issue236.df.scratchdata b/examples/scratch_pad/issues/issue236.df.scratchdata new file mode 100644 index 00000000..8cd12d00 --- /dev/null +++ b/examples/scratch_pad/issues/issue236.df.scratchdata @@ -0,0 +1,6 @@ +Date,Open,High,Low,Close,Volume,vwap +2020-08-11 04:00:00-04:00,336.93,337.13,336.93,337.05,15800.0,337.0059 +2020-08-11 04:01:00-04:00,337.00,337.04,336.99,336.99,3330.0,337.0265 +2020-08-11 04:02:00-04:00,336.84,336.85,336.84,336.85,4378.0,336.8499 +2020-08-11 04:04:00-04:00,336.84,336.84,336.79,336.79,400.0,336.8150 +2020-08-11 04:07:00-04:00,336.88,336.89,336.88,336.88,40800.0,336.8898 diff --git a/examples/scratch_pad/issues/issue236_timezone_bug.ipynb b/examples/scratch_pad/issues/issue236_timezone_bug.ipynb new file mode 100644 index 00000000..b76fedca --- /dev/null +++ b/examples/scratch_pad/issues/issue236_timezone_bug.ipynb @@ -0,0 +1,439 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.24.2'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "pd.__version__ # for the record" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "#import pickle\n", + "import mplfinance as fplt\n", + "import pandas as pd\n", + "#df = pickle.load(open(\"issue236.df.data\", \"rb\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "#df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('issue236.df.scratchdata',index_col=0,parse_dates=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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05557DuvXr3d8f+211wIAvvjiC0yZMgX9+vXDP//5T/zmN7/BDTfcAE9PT8yZMwcrV67s0fGqYtE0TVM1LCcnB6NHj1Y1zhS+PpGL8X9YgLT/WoNxw0cZfXMuKVwv+thGxi4ydpGxizGUPhVSX1+vchyZHNeLPraRsYuMXWTsYgylG4vQ0FCV48jkuF70sY2MXWTsImMXYyjdWFwSH8xBfQbXiz62kbGLjF1k7GIMpRsLu92uchyZHNeLPraRsYuMXWTsYgylG4tRo/jiRDp/XC/62EbGLjJ2kbGLMZRuLIqLi1WOI5PjetHHNjJ2kbGLjF2MoXRj0dTUpHIcmRzXiz62kbGLjF1k7GIMpRuL8PBwlePI5Lhe9LGNjF1k7CJjF2Mo3Vjk5eWpHEcmx/Wij21k7CJjFxm7GEPpxuKHH0lKdC5cL/rYRsYuMnaRsYsxlG4sIiMjVY4jk+N60cc2MnaRsYuMXYyhdGORlZWlchyZHNeLPraRsYuMXWTsYgylG4v29naV48jkuF70sY2MXWTsImMXYyjdWERHR6scRybH9aKPbWTsImMXGbsYQ+nGIj09XeU4MjmuF31sI2MXGbvI2MUYSjcWREREdHnjUyFkGK4XfWwjYxcZu8jYxRh8KoQMw/Wij21k7CJjFxm7GINPhRAREZEyfCqEDMP1oo9tZOwiYxcZuxiDT4WQYbhe9LGNjF1k7CJjF2Mo3Vi4uPCZFTp/XC/62EbGLjJ2kbGLMZRWj4iIUDmOTI7rRR/byNhFxi4ydjGG0o1FZmamynFkclwv+thGxi4ydpGxizGUbixcXV1VjiOT43rRxzYydpGxi4xdjKF0YxEWFqZyHJkc14s+tpGxi4xdZOxiDKUbi+zsbJXjyOS4XvSxjYxdZOwiYxdjKN1YeHh4qBxHJsf1oo9tZOwiYxcZuxhD6cYiODhY5TgyOa4XfWwjYxcZu8jYxRhKNxa5ubkqx5HJcb3oYxsZu8jYRdbTLqtXr0ZUVBSsViusVitiYmKwY8cOx/kLFixAaGgoPD094e/vj7i4OBw/ftxx/jvvvAOLxSJ+VVVV6V5vbW0t4uPjYbPZYLPZEB8fj1OnTjnOLyoqEmcmJSX16HhVUbqx8PLyUjmOTI7rRR/byNhFxi6ynnYZNmwYli9fjkOHDuHQoUO45ZZbEBcXh2PHjgEAxo8fj8TERGRnZ2Pnzp3QNA2xsbFoa2sDAMyePRvl5eVOX9OnT8fkyZMxePBg3eudM2cOjhw5gqSkJCQlJeHIkSOIj4/vdLnPPvvMafYtt9zSo+NVRlPou+++UznOFNKKcjQ8OEVLK8ox+qZccrhe9LGNjF1k7CLrjS4+Pj5aQkKCeF56eroGQMvLyxPPr6qq0lxdXbUNGzbozs/KytIAaPv373eclpKSogHQjh8/rmmaphUWFmoAtMOHD/fgSHqP0kcs8vPzVY4jk+N60cc2MnaRsYtMZZe2tjZs2rQJdrsdMTExnc632+1ITEzEiBEjEBQUJM7YsGEDBgwYgLvvvlv3elJSUmCz2TBx4kTHaZMmTYLNZsO+ffucLnvHHXdg8ODBuOGGG7B169YLPDL1+qscZrVaVY67qL6p/BbfNzUqn5tdXuz0v6pd4TEAI4cM65XZva0vr5fexjYydpGxi6yrLvX19U7fu7u7w93dvdPlMjIyEBMTg6amJnh7e2P79u1OHxW+atUqPPnkk7Db7RgzZgySk5Ph5uYmXue6deswZ84ceHp66t6uiooK8WmSwYMHo6KiAgDg7e2N1157DTfccANcXFzw4YcfYvbs2Vi/fj1++ctf6s6+WCyapmkX+pfT0tLg7+8PAKisrISXlxc8PT1RXV2NoKAgNDQ0oLa2FiEhIaipqUF9fT1CQ0NRUVEBu92OUaNGobi4GE1NTQgPD0deXh5aW1sRGRmJrKwstLe3Izo62vEb6qQ/u7i4ICIiApmZmXB1dUVYWBiys7Ph4eGB4OBg5ObmwsvLCwEBAcjPz4fVaoWvry+Kiorg4+MDb29v7M38GndvelVBTmMkPfQ8xoWGOx1TSUkJ/Pz84ObmhrKyMgwZMgTA2Z9TYGAgWlpaDP85paWlwdfX97x/Tn3hmLq79vSOqbCwEGFhYaY6JhU/p6NHj8LV1dVUx6Ti5+Tj44OqqipTHZOKn5OnpyesVqvjmFpbWxESEgLg7OsvGhv/7/9MLlmyBEuXLu3039eWlhYUFxfj1KlT2LZtGxISErB7927H5qKurg5VVVUoLy/HypUrUVpair1793Z6q2tKSgquv/56HDp0COPHj9f97/myZcuwfv165OTkOJ0+cuRIPPjgg1i0aJH49/7jP/4Du3fvxtGjR3VnXyw92lj8WGpqKq677jpV4y6ar0/kYvwfFhh9My5Y2n+twbjho4y+Gd3WV9fLxcA2MnaRsYusqy7n+4jFj/30pz9FaGgo1qxZ0+m8lpYW+Pj4ICEhAffee6/TeQ8++CC+/vprHD58uMv569atw+OPP+70LhAAGDhwIF5//XU88MAD4t9777338NBDD+H06dPnPIbepvQ1Fj4+PirHkclxvehjGxm7yNhF1lWXjreQdnydz6YCADRNQ3Nzc7fOb2howJYtW/Dggw+ec35MTAzq6upw8OBBx2kHDhxAXV0drr/+et2/d/jwYQwdOvQ8jqD3KX2Nhbe3t8pxZHJcL/rYRsYuMnaR9bTLM888g5/97GcICgrC999/j02bNuHLL79EUlISCgoKsHnzZsTGxsLf3x+lpaVYsWIFPD09MWPGDKc5mzdvxpkzZzB37txO13Hw4EH86le/wq5du3DllVciPDwct956K+bNm+d4VGT+/Pm4/fbbMXr0aADA+vXr4erqimuvvRYuLi746KOP8Kc//QkrVqzo0fGqonRjUVJSgoCAAJUjycS4XvSxjYxdZOwi62mXyspKxMfHo7y8HDabDVFRUUhKSsK0adNQVlaGPXv24I033kBtbS2GDBmCm266Cfv27ev04su1a9firrvuEh9BaWxsRE5ODlpbWx2nvffee3j00UcRGxsL4Oy7P9566y2nv/fiiy/ixIkT6NevH0aNGoV169ZdEi/cBBS/xqKwsBAjRoxQNe6i4WssjNFX18vFwDYydpGxi4xdjKH0NRZ6b7EhknC96GMbGbvI2EXGLsZQurEoKytTOY5MjutFH9vI2EXGLjJ2MYbSjUXH+6CJzqWxqgqNn3yKxi5+Ec/ljPclGbvI2EXGLsZQurEgOl+nq06iaP27OF110uibQkRECindWFRWVqocR3TZ4n1Jxi4ydpGxizGUbiwCAwNVjiO6bPG+JGMXGbvI2MUYSjcWLS0tKscRXbZ4X5Kxi4xdZOxiDKUbi+rqapXjiC5bvC/J2EXGLjJ2MYbSjYXe76Anou7hfUnGLjJ2kbGLMZRuLBoaGlSOI7ps8b4kYxcZu8jYxRhKNxa1tbUqxxFdtnhfkrGLjF1k7GIMpRuLkJAQleOILlu8L8nYRcYuMnYxhtKNRU1NjcpxRJct3pdk7CJjFxm7GEPpxqK+vl7lOKLLFu9LMnaRsYuMXYyhdGMRGhqqchzRZYv3JRm7yNhFxi7GULqxqKioUDmO6LLF+5KMXWTsImMXYyjdWNjtdpXjiC5bvC/J2EXGLjJ2MYbSjcWoUaNUjiO6bPG+JGMXGbvI2MUYSjcWxcXFKscRXbZ4X5Kxi4xdZOxiDKUbi6amJpXjiC5bvC/J2EXGLjJ2MYbSjUV4eLjKcUSXLd6XZOwiYxcZuxhD6cYiLy9P5TiiyxbvSzJ2kbGLjF2MoXRj0draqnIc0WWL9yUZu8jYRcYuxlC6sYiMjFQ5juiyxfuSjF1k7CJjF2Mo3VhkZWWpHEd02eJ9ScYuMnaRsYsxlG4s2tvbVY4jumzxviRjFxm7yNjFGEo3FtHR0SrHEV22eF+SsYuMXWTsYgylG4v09HSV44guW7wvydhFxi4ydjFGf6NvABERERmjvLwc5eXlAICAgAAEBgb2eKbSjQUfdiJSg/clGbvI2EXGLrLMzEysWrUK//znP/Htt986nXfllVfi9ttvx8MPP4yrr776gubzqRCiSxDvSzJ2kbGLrKddVq9ejaioKFitVlitVsTExGDHjh2O8xcsWIDQ0FB4enrC398fcXFxOH78uOP8d955BxaLRfyqqqrSvd7a2lrEx8fDZrPBZrMhPj4ep06dcrpMRkYGJk+eDE9PT1x55ZV44YUXoGlal8dTUFCAuLg4REdHY82aNSgpKYGmaU5f3377LdasWYNrrrkGd955J/Lz87vdjU+FEBERCYYNG4bly5cjLCwMALB+/XrExcXh8OHDGDt2LMaPH4+5c+ciODgYNTU1WLp0KWJjY1FYWIh+/fph9uzZuPXWW51m3n///WhqasLgwYN1r3fOnDn49ttvkZSUBACYP38+4uPj8dFHHwEA6uvrMW3aNNx8881ITU1Fbm4u7r//fnh5eeGJJ57QnRsREYHW1lZomgYXFxdcffXVGDduHPz9/QEAJ0+exNdff43MzEy0t7fjww8/xKefforGxsZudbNo59ridENLSwvc3NxUjbtovj6Ri/F/WGD0zbhgaf+1BuOG961fD/xd5jF8fMfduP3DrRgUOdbom3PJ6av3pd7GLjJ2kfVGF19fX7z66qt48MEHO5139OhRREdHIy8vD6GhoZ3OP3nyJK688kqsXbsW8fHx4vzs7GxERERg//79mDhxIgBg//79iImJwfHjxzF69GisXr0aTz/9NCorK+Hu7g4AWL58Of77v/8b3377LSwWizjbxcUFkZGRWLBgAe699174+vqKl6upqcHGjRuxZs0aHDt2DG1tbefVpoPSRyzS09Nx3XXXqRxJl4D6wiK02u1KZ9blFzj9r2quXl6wjgjpldkXA+9LMnaRsYusqy719fVO37u7uzv+kZa0tbXhgw8+gN1uR0xMTKfz7XY7EhMTMWLECAQFBYkzNmzYgAEDBuDuu+/WvZ6UlBTYbDbHpgIAJk2aBJvNhn379mH06NFISUnB5MmTnW7v9OnT8fTTT6OoqAgjRowQZ2/ZsqXL6+7g6+uL3/72t/jtb3+Lbdu2nfPyP9ajjUVaWprjIZTKykrY7XYUFhaiuroaQUFBaGhoQG1tLUJCQlBTU4P6+nqEhoaioqICdrsdo0aNQnFxMZqamhAeHo68vDy0trYiMjISWVlZaG9vR3R0tON5MunPLi4uiIiIQGZmJlxdXREWFobs7Gx4eHggODgYubm58PLyQkBAAPLz82G1WuHr64uioiL4+PjA29sbx44d60kGwxWdOIGgAT5Ox1RSUgI/Pz+4ubmhrKwMQ4YMAXD25xQYGIiWlpbz+jnV5OUj/3dP9tpt37Ow92aHvvEKRsdMuqTXXlc/p9LS0vP+OfWVY+rO2pOOqbq6GqmpqaY6JhU/pzNnziA1NdVUx6Ti59TQ0IDi4mLHMbW2tiIkJAQAMHToUKeH+JcsWYKlS5d2+u9IRkYGYmJi0NTUBG9vb2zfvh0RERGO81etWoUnn3wSdrsdY8aMQXJysu6jJOvWrcOcOXPg6emp+9+tiooK8WmSwYMHo6KiwnGZjuPo0PHzq6io0N1YnM+m4sd+8YtfdPvvKH0q5PTp010Gu1TxqRB9HU9Z9EV9+WmWvnpf6m3sImMXWVddzvcRi5aWFhQXF+PUqVPYtm0bEhISsHv3bsfmoq6uDlVVVSgvL8fKlStRWlqKvXv3wsPDw2lOSkoKrr/+ehw6dAjjx4/Xvc3Lli3D+vXrkZOT43T6yJEj8eCDD2LRokWIjY3FiBEjsGbNGsf5paWlGDZsGFJSUjBp0qSuw/Qype8KyczMVDmO6LLF+5KMXWTsIuuqS8c7PTq+9J4GcXNzQ1hYGCZMmICXX34Z0dHRePPNNx3n22w2jBw5EjfddBO2bt2K48ePY/v27Z3mJCQk4JprrulyUwGc/SyJysrKTqefPHnS8ahEQECA49GLDh3vMum4TFdKSkrwr3/9y+kdHy+++CKCg4MxZMgQPProozhz5sw55+hRurFwdXVVOY7ossX7koxdZOwi640umqahubm5W+c3NDRgy5Yt4gs+fywmJgZ1dXWQHp2PAAAgAElEQVQ4ePCg47QDBw6grq4O119/veMy//rXv9DS0uK4zKefforAwMBOT5FInn76adx888349NNPAQDvv/8+nnvuOXz77bc4efIk/vznP+OFF1445xw9SjcWHW/JIaKe4X1Jxi4ydpH1tMszzzyDPXv2oKioCBkZGVi8eDG+/PJLzJ07FwUFBXj55ZeRlpaG4uJipKSkYNasWfD09MSMGTOc5mzevBlnzpzB3LlzO13HwYMHMWbMGJSWlgIAwsPDceutt2LevHnYv38/9u/fj3nz5uH222/H6NGjAZx9O6q7uzvuv/9+ZGZmYvv27Vi2bBkef/xx3XeE/FBKSgoAYPLkyQDOvqi047p/8pOfQNM0bNmy5YK7Kd1YZGdnqxxHdNnifUnGLjJ2kfW0S2VlJeLj4zF69GhMnToVBw4cQFJSEqZNmwYPDw/s2bMHM2bMQFhYGGbNmgUvLy/s27ev04sv165di7vuugs+Pj6drqOxsRE5OTlobW11nPbee+/h6quvRmxsLGJjYxEVFYW//vWvjvNtNhuSk5Px7bffYsKECfjNb36Dxx9/HI8//vg5j6mtrQ3FxcUAgOHDhwM4+4iIxWLB1q1bHZ+dceLEie4H+19K32764xerENGF4X1Jxi4ydpH1tMvatWt1zwsMDMQnn3xyXnP27dune96UKVM6fWKmr68v3n333S5nXn311fjXv/51XtffwcXFBRaLxXF9VqvVcZ6maYiMjHR839LSgn79+jm+785nWSjdWAQHB6scR3TZ4n1Jxi4ydpGxi7PExERomoYFCxbgzJkzeP3111FWVoZXXnkFISEhWLJkCVpaWrBgwQL0798fb7/99gVdj9KnQnJzc1WOo0uAq5eX0TfhgvXl2877koxdZOwiYxdn9913H+6//37HB3jt3r0bu3fvhsViwc0334z77rsPsbGxAM5+zsd9993n+OoOpY9YePXh/5CTzDoiBD/ftUP5J28CQEFBIa66Sv4gl57q65+8yfuSjF1k7CJjF9nMmTPx5ptv4u9//7vjtNmzZwM4+4FgwNkXcl4opRuLgIAAlePoEtFb/0BbAofqflb95Y73JRm7yNhFxi6yJUuWICsrC5999hn69euHhQsXOh6p6Hg3yJ133nnB85U+FXIhv16VLl9cL/rYRsYuMnaRsYts4MCB2LlzJ06dOoWGhgasWLHCcd6KFStQWFiIBx544ILnK33E4oevMCU6F64XfWwjYxcZu8jYpWtXXHFFp9OGDh3a47lKH7Hgw9rUHVwv+thGxi4ydpGxi7OmpqaL8neUbiyKiopUjiOT43rRxzYydpGxi4xdnI0YMQJvvPEG6urqznnZ+vp6vPHGGwgNDe329Sh9KkT6VDEiPVwv+thGxi4ydpGxi7PKyko88cQTeOaZZ3DbbbdhypQpiI6Ohr+/P4Czv+jsyJEj2L17Nz755JMLerQCULyx8Pb2VjmOTI7rRR/byNhFxi4ydnG2ZMkSvPLKKzh9+jT+9re/4W9/+5vuZTVNg6enJ5566qluX4/Sp0JKSkpUjiOT43rRxzYydpGxi4xdnC1ZsgQ5OTl47LHHYLVaoWma+HXFFVfgsccew/Hjx/Hcc891+3qUPmLh5+enchyZHNeLPraRsYuMXWTs0tmwYcPw+uuvY/ny5fjqq6+wf/9+lJeXAzj7jpCJEyfixhtv7NHvWVG6sXBzc1M5jkyO60Uf28jYRcYuMnbR5+7ujqlTp2Lq1KnKZyt9KqSsrEzlODI5rhd9bCNjFxm7yNjFGEo3FkOGDFE5jkyO60Uf28jYRcYuMnYxhtKNBREREV3elG4sKisrVY4jk+N60cc2MnaRsYuMXYyhdGMRGBiochyZHNeLPraRsYuMXWTsYgylG4uWlhaV48jkuF70sY2MXWTsImMXYyjdWFRXV6scRybH9aKPbWTsImMXGbucW01NDbZv346//OUvymYq3VgEBQWpHEcmx/Wij21k7CJjFxm7dO3tt99GcHAw7r77bjz88MMAgLCwMPTv3x/btm274LlKNxYNDQ0qx5HJcb3oYxsZu8jYRcYu+j7//HM8/PDDaGxsdHyUNwDMmzcP7e3t+Pjjjy94ttKNRW1trcpxZHJcL/rYRsYuMnaRsYu+V199FZqmYfTo0U6n33nnnQCA1NTUC56tdGMREhKichyZHNeLPraRsYuMXWTsou/gwYOwWCz48MMPnU4fMWIEgJ59aqnSjUVNTY3KcWRyXC/62EbGLjJ2kbGLvo6niTo2Ej8+vbGx8YJnK91Y1NfXqxxHJsf1oo9tZOwiYxcZu+gbPHgwAODo0aNOpycmJgI4+5tOL5TSjUVoaKjKcWRyXC/62EbGLjJ2kbGLvptuugkAcM899zhOmzFjBp566ilYLBZMmTLlgmcr3VhUVFSoHEcmx/Wij21k7CJjFxm76HvqqafQv39/FBUVwWKxAAB27tyJ9vZ2uLm54fe///0Fz1a6sbDb7SrHkclxvehjGxm7yNhFxi76oqKi8MEHH8DPz8/xdlNN0+Dv748PPvgAERERFzxb6cZi1KhRKseRyXG96GMbGbvI2EXW0y6rV69GVFQUrFYrrFYrYmJisGPHDsf5CxYsQGhoKDw9PeHv74+4uDgcP36805x33nkHUVFR8PDwQEBAAB555JEurzc/Px8///nP4e/vD6vVilmzZnX6hWohISGwWCxOX4sWLerW8d1xxx04ceIEkpOT8e677yI5ORknTpzA7bff3q05P6Z0Y1FcXKxyHJkc14s+tpGxi4xdZD3tMmzYMCxfvhyHDh3CoUOHcMsttyAuLg7Hjh0DAIwfPx6JiYnIzs7Gzp07oWkaYmNj0dbW5pjx2muvYfHixVi0aBGOHTuGXbt2Yfr06brXabfbERsbC4vFgs8//xx79+5FS0sLZs6cifb2dqfLvvDCCygvL3d8Pfvss90+Rg8PD0ydOhVz5szB1KlT4eHh0e0ZP9a/xxN+oKmpSeU4MjmuF31sI2MXGbvIetpl5syZTt+/9NJLWL16Nfbv34+xY8di/vz5jvNCQkLw4osvIjo6GkVFRQgNDUVtbS2effZZfPTRR5g6darjsmPHjtW9zr1796KoqAiHDx+G1WoFcPadGr6+vvj888/x05/+1HHZK664AgEBARd0bM8//zz+8Y9/4Fe/+hV+97vfOU5//fXX8de//hV33nknnnvuuQuarfQRi/DwcJXjyOS4XvSxjYxdZOwi66pLfX2901dzc3OXs9ra2rBp0ybY7XbExMR0Ot9utyMxMREjRoxw/I6S5ORktLe3o7S0FOHh4Rg2bBhmzZqFkpIS3etpbm6GxWKBu7u74zQPDw+4uLjgq6++crrsihUrMGjQIFxzzTV46aWXuvXbXLds2YL09HTcfPPNTqf/9Kc/xZEjR7B58+bznvVjPXrEIi0tDf7+/gCAyspKnD59GkFBQaiurkZQUBAaGhpQW1uLkJAQ1NTUoL6+HqGhoaioqIDdbseoUaNQXFyMpqYmhIeHIy8vD62trYiMjERWVhba29sRHR2N9PR0ABD/7OLigoiICGRmZsLV1RVhYWHIzs6Gh4cHgoODkZubCy8vLwQEBCA/Px9WqxW+vr4oKiqCj48PvL29HQ9r9VVFJ04gaICP0zGVlJTAz88Pbm5uKCsrw5AhQwCc/TkFBgaipaXF8J/T7t27ERwcfN4/p75wTN1de3rHlJGRgWuuucZUx6Ti5/TVV19h0KBBpjomFT+nlpYWWCwWUx2Tip9TY2MjRowY4Tim1tZWx6dxDh061OlDoJYsWYKlS5d2+u9rRkYGYmJi0NTUBG9vb2zfvt3phY2rVq3Ck08+CbvdjjFjxiA5ORlubm4AgIKCArS3t2PZsmV48803YbPZ8Oyzz2LatGk4evSo43I/NGnSJHh5eeGpp57CsmXLoGkannrqKbS3t6O8vNxxucceewzjxo2Dj48PDh48iKeffhqFhYVISEjoNFPS8TTRjz/Se+TIkU7nXwiL1vGbRxRITU3Fddddp2rcRfP1iVyM/8MCo2/GBUv7rzUYN7zvvXirr66Xi4FtZOwiYxdZV11+/OFZ7u7uTo8SdGhpaUFxcTFOnTqFbdu2ISEhAbt373ZsLurq6lBVVYXy8nKsXLkSpaWl2Lt3Lzw8PLBs2TIsXrwYO3fuRGxsLADg5MmTCAgIwCeffKL7WotPP/0UDz/8MAoLC+Hi4oJ7770XWVlZmDhxIlatWiX+nW3btuHuu+9GdXU1Bg0adM42AwYMQHNzM3JychAWFuY4/ZtvvsHo0aPh4eFxwZ++qfQ1FpGRkSrHkclxvehjGxm7yNhF1lWXjtcvnIubm5vjH94JEyYgNTUVb775JtasWQMAsNlssNlsGDlyJCZNmgQfHx9s374d9957r+PTK3/4CIe/vz/8/Py6fEQgNjYW+fn5qK6uRv/+/TFw4EAEBAR0+vjtH5o0aRIAIC8v77w2FsHBwfjmm2/wxBNPYOPGjRgwYABOnz7t+PyK4cOHn3OGHqWvscjKylI5jkyO60Uf28jYRcYust7oomlal6/H+OH5N9xwAwAgJyfHcX5NTQ2qq6vP6x9uPz8/DBw4EJ9//jmqqqpwxx136F728OHDAM7/o7hjY2OhaRo+/vhjBAYG4pprrsHQoUPx0UcfwWKxdPnOlXNRurH48VthiLrC9aKPbWTsImMXWU+7PPPMM9izZw+KioqQkZGBxYsX48svv8TcuXNRUFCAl19+GWlpaSguLkZKSgpmzZoFT09PzJgxA8DZz9GIi4vDY489hn379iEzMxP33XcfxowZ43jRZGlpKcaMGYODBw86rjcxMRH79+9Hfn4+3n33Xdxzzz1YuHCh4/UQKSkpeP3113HkyBEUFhZiy5YtWLBgAe644w4EBwef17E99dRTGDhwIICzTwtlZGTg+++/h6ZpGDhw4KXzyZvR0dEqx5HJcb3oYxsZu8jYRdbTLpWVlYiPj8fo0aMxdepUHDhwAElJSZg2bRo8PDywZ88ezJgxA2FhYZg1axa8vLywb98+xy/4AoANGzZg4sSJuO222zB58mS4uroiKSkJrq6uAIDW1lbk5OQ4vZ4hJycHd955J8LDw/HCCy9g8eLFWLlypeN8d3d3bN68GVOmTEFERASee+45zJs3Dxs3bjzvY7vyyiuRnJzseOtrxydvRkVFITk5GVdeeeUFd+OLN8EXbxqlr66Xi4FtZOwiYxcZu5yfgoICVFRUICAgAFdddVWP5yl98SYRERH1LVdddZWSDUUHpRsLPhxH3cH1oo9tZOwiYxcZuzj79a9/DYvFgrVr1+LXv/51l5ftuNyF4FMh4FMhRumr6+ViYBsZu8jYRcYuzlxcXODi4oIzZ87AxcXF8evS9fzwd550B58KISIiukz88LGErh5XONemoyt8KoQMw/Wij21k7CJjFxm7OPviiy/EP6umdGORnp7Oh53ovHG96GMbGbvI2EXGLs4mT54MAI7fLQMAV199NXx8fJRej9KNhYuL0o/FIJPjetHHNjJ2kbGLjF1krq6uuOWWWwAAhYWFyjcWSqv/8PPQic6F60Uf28jYRcYuMnaRWSwWDB06FJqmwdfXV/l8pRuLzMxMlePI5Lhe9LGNjF1k7CJjF31z584FAGzfvl35bKVPhXR8RGlfc4XHAKNvQo/01dvfV9fLxcA2MnaRsYuMXfRdddVVGDRoEB566CHs3r0b48ePx4ABzv+W/OpXv7qg2Uo/x6KhoQHe3t6qxl1U31R+i++bLux3z59LY2Njpx+YKld4DMDIIcN6ZXZv68vrpbexjYxdZOwiYxd9HZ9joWma+NZSi8WCM2fOXNBspY9YZGdn99lX4PbmP86pqakYF973PsCqt/Xl9dLb2EbGLjJ2kbFL1zoeV1D4+AIAxRsLDw8PleNMg11k7KKPbWTsImMXGbvoW7JkSa/NVvpUSF1dHWw2m6pxpsEuMnbRxzYydpGxi4xdjKH0XSG5ubkqx5kGu8jYRR/byNhFxi4ydpHt27cPr732Gl577TWkpKQon6/0qRAvLy+V40yDXWTsoo9tZOwiYxcZuzjTNA2//OUvsWnTJqfTZ8+ejffee69Hvx/kh5Q+YhEQEKBynGmwi4xd9LGNjF1k7CJjF2dvv/02Nm7cCODsJqPja/Pmzfif//kfZdejdGORn5+vcpxpsIuMXfSxjYxdZOwiYxdn69evB3B2UxEZGYmxY8c6vt+wYYOy61G6sbBarSrHmQa7yNhFH9vI2EXGLjJ2cXbs2DFYLBasXbsWR48eRUZGBt5++20AQFZWlrLrUfqukJMnT8Lf31/VONNgFxm76GMbGbvI2EXGLs46PhTr9OnTcHNzAwA0NzfD09MTFosFbW1taq5HyZT/VVRUpHKcabCLjF30sY2MXWTsImMXWcemAgDc3d2Vz1f6rhDVv3rVLNhFxi762EbGLjJ2kbGL7Ne//vU5T+94yuRCKH0qpKKigq/CFbCLjF30sY2MXWTsImMXZx1PhZyvC31qROlTISUlJSrHmQa7yNhFH9vI2EXGLjJ26eyHbzPt6qsnlD4V4ufnp3KcabCLjF30sY2MXWTsImMXZ735+0F+SOnG4ocvCKH/wy4ydtHHNjJ2kbGLjF2cXayNhdKnQsrKylSOMw12kbGLPraRsYuMXWTsYgylG4shQ4aoHGca7CJjF31sI2MXGbvI2MUYSjcWREREdHlTurGorKxUOc402EXGLvrYRsYuMnaR9bTL6tWrERUVBavVCqvVipiYGOzYscNx/oIFCxAaGgpPT0/4+/sjLi4Ox48f7zTnnXfeQVRUFDw8PBAQEIBHHnmky+vNz8/Hz3/+c/j7+8NqtWLWrFmdjqW2thbx8fGw2Wyw2WyIj4/HqVOnenS8qijdWAQGBqocZxrsImMXfWwjYxcZu8h62mXYsGFYvnw5Dh06hEOHDuGWW25BXFwcjh07BgAYP348EhMTkZ2djZ07d0LTNMTGxjp9/sNrr72GxYsXY9GiRTh27Bh27dqF6dOn616n3W5HbGwsLBYLPv/8c+zduxctLS2YOXMm2tvbHZebM2cOjhw5gqSkJCQlJeHIkSOIj4/v0fEqoylUUFCgcpxpsIuMXfSxjYxdZOwi640uPj4+WkJCgnheenq6BkDLy8vTNE3TampqNE9PT+2zzz477/k7d+7UXFxctLq6OsdpNTU1GgAtOTlZ0zRNy8rK0gBo+/fvd1wmJSVFA6AdP378Qg5LKaWPWFRXV6scZxrsImMXfWwjYxcZu8hUdmlra8OmTZtgt9sRExPT6Xy73Y7ExESMGDECQUFBAIDk5GS0t7ejtLQU4eHhGDZsGGbNmtXlB3c1NzfDYrE4/Q4PDw8PuLi44KuvvgIApKSkwGazYeLEiY7LTJo0CTabDfv27VN1yBdM6caiIyY5YxcZu+hjGxm7yNhF1lWX+vp6p6/m5mbxchkZGfD29oa7uzv+/d//Hdu3b0dERITj/FWrVsHb2xve3t5ISkpCcnKy4/MzCgoK0N7ejmXLluGNN97A1q1bUVNTg2nTpqGlpUW8vkmTJsHLywtPPfUUGhsbYbfb8fvf/x7t7e0oLy8HcPajygcPHtzp7w4ePBgVFRXn3ae39OgDstLS0hy/krbjhSWnT59GdXU1goKC0NDQgNraWoSEhKCmpgb19fUIDQ1FRUUF7HY7Ro0aheLiYjQ1NSE8PBx5eXlobW1FZGQksrKy0N7ejujoaKSnpwOA+GcXFxdEREQgMzMTrq6uCAsLQ3Z2Njw8PBAcHIzc3Fx4eXkhICAA+fn5sFqt8PX1RVFREXx8fODt7Y2SkhL4+fnBzc0NZWVljrcoVVZWIjAwEC0tLT06ppMnT8Jms5nqmFT8nDIyMnDy5ElTHZOqn1NOTg7a2tpMdUwqfk5ZWVkoKSkx1TGp+Dn1798fJSUlpjomFT+n9vZ2tLS0OI6ptbUVISEhAIChQ4eisbHR8e/ZkiVLsHTp0k7/zo0ePRpHjhzBqVOnsG3bNtx3333YvXu3Y3Mxd+5cTJs2DeXl5Vi5ciVmzZqFvXv3wsPDA+3t7WhtbcWf/vQnxMbGAgA2btyIgIAAfPHFF+JrLfz9/fHBBx/g4Ycfxp/+9Ce4uLjg3nvvxbhx49CvXz/H5aTf+aFpWrd+F0ivUfm8ysGDB1WOMw12kbGLPraRsYuMXWRddamrq3P6ampqOq+ZU6dO1ebPny+e19zcrA0YMEB7//33NU3TtHXr1mkAtJKSEqfLDR48WHv77bfPeV0nT57UamtrNU3TtCFDhmivvPKKpmmatnbtWs1ms3W6vM1m09atW3dex9GblD4V0rETJGfsImMXfWwjYxcZu8i66tLxFtKOrx++pqErmqbpPm3y4/NvuOEGAGcfgexQU1OD6upqDB8+/JzX5efnh4EDB+Lzzz9HVVUV7rjjDgBATEwM6urqcPDgQcdlDxw4gLq6Olx//fXndRy9SenGoqamRuU402AXGbvoYxsZu8jYRdbTLs888wz27NmDoqIiZGRkYPHixfjyyy8xd+5cFBQU4OWXX0ZaWhqKi4uRkpKCWbNmwdPTEzNmzAAAjBo1CnFxcXjsscewb98+ZGZm4r777sOYMWNw8803AwBKS0sxZswYp01CYmIi9u/fj/z8fLz77ru45557sHDhQowePRoAEB4ejltvvRXz5s3D/v37sX//fsybNw+333674zJGUvpLyOrr61WOMw12kbGLPraRsYuMXWQ97VJZWYn4+HiUl5fDZrMhKioKSUlJmDZtGsrKyrBnzx688cYbqK2txZAhQ3DTTTdh3759Ti+s3LBhAxYuXIjbbrsNLi4umDx5MpKSkuDq6goAaG1tRU5OjtPrPXJycvD000+jpqYGISEhWLx4MRYuXOh029577z08+uijjtdu3HHHHXjrrbd6dLyqWDSth794/Qdqamrg6+urapxpsIuMXfSxjYxdZOwiYxdjKH0q5FJ4m8uliF1k7KKPbWTsImMXGbsYQ+nGwm63qxxnGuwiYxd9bCNjFxm7yNjFGEo3FqNGjVI5zjTYRcYu+thGxi6dNVZVoe3z3WisqjL6plxyuF6MoXRjUVxcrHKcabCLjF30sY2MXTo7XXUSOWvW4nTVSaNvyiWH68UYSjcWTU1NKseZBrvI2EUf28jYhbqD68UYSjcW4eHhKseZBrvI2EUf28jYhbqD68UYSjcWeXl5KseZBrvI2EUf28jYhbqD68UYSjcWra2tKseZBrvI2EUf28jYhbqD68UYSjcWkZGRKseZBrvI2EUf28jYhbqD68UYSj/SOysrC+PHj1c50hTYRcYu+thG1pe7NFZV9co7N+ryC5z+VzXPwf4Y8IOPqO5L+vJ66cuUbiza29tVjjMNdpGxiz62kfXlLrnvb0H6n/7ca/P3LHyyV+ZGP/pbXPO7R3pldm/ry+ulL1P6u0JaWlrg5uamapxpsIuMXfSxjawvd+mtRywAoLX1DFxdlf7/RIe+/IhFX14vfZnSlZieno7rrrtO5UhTYBcZu+hjG1lf7jJg8OBe+wc6NTUV110b3Suz+7K+vF76MqUv3iQiIqLLG58KuQjYRcYu+thGxi4ydpGxizGUPmKRnp6ucpxpsIuMXfSxjYxdZOwiYxdj8KkQIiIiUoZPhVwE7CJjF31sI2MXGbvI2MUYfCrkImAXGbvoYxsZu8jYRcYuxlC6sXBx4TMrEnaRsYs+tpGxi4xdZOxiDKVPhZw+fRqenp6qxpkGu8jYRR/byNhFxi4ydjGG0u1cZmamynGmwS4ydtHHNjJ2kbGLjF2MoXRj4erqqnKcabCLjF30sY2MXWTsImMXYyh9KqShoQHe3t6qxpkGu8jYRR/byNhFxi4ydjGG0kcssrOzVY4zDXaRsYs+tpGxi4xdZOxiDKUbCw8PD5XjTINdZOyij21k7CJjFxm7GEPpxiI4OFjlONNgFxm76GMbGbvI2EXGLsZQurHIzc1VOc402EXGLvrYRsYuMnaRsYsxlG4svLy8VI4zDXaRsYs+tpGxi4xdZOxiDKUbi4CAAJXjTINdZOyij21k7CJjFxm7GEPpxiI/P1/lONNgFxm76GMbGbvI2EXW0y6rV69GVFQUrFYrrFYrYmJisGPHDsf5CxYsQGhoKDw9PeHv74+4uDgcP36805x33nkHUVFR8PDwQEBAAB555JEur7eiogLx8fEICAiAl5cXxo0bh61btzpdJiQkBBaLxelr0aJFPTpeVfqrHGa1WlWOMw12kbGLPraRsYuMXWQ97TJs2DAsX74cYWFhAID169cjLi4Ohw8fxtixYzF+/HjMnTsXwcHBqKmpwdKlSxEbG4vCwkL069cPAPDaa6/hj3/8I1599VVMnDgRTU1NKCgo6PJ64+PjUVdXhw8//BB+fn54//33MXv2bBw6dAjXXnut43IvvPAC5s2b5/j+kvnMDk2hqqoqleNMg11k7KKPbWTsImMXWW908fHx0RISEsTz0tPTNQBaXl6epmmaVlNTo3l6emqfffZZt67Dy8tL27Bhg9Npvr6+Ttc7fPhw7fXXX+/mrb84lD5iUVRUBH9/f5UjTYFdZH29yzeV3+L7psZemX3s2DGMHTtW+dwrPAZg5JBhyudeLH19zfQWdpF11aW+vt7pe3d3d7i7u+vOamtrwwcffAC73Y6YmJhO59vtdiQmJmLEiBEICgoCACQnJ6O9vR2lpaUIDw/H999/j+uvvx5//OMfHZeR3Hjjjdi8eTNuu+02DBw4EFu2bEFzczOmTJnidLkVK1bgD3/4A4KCgnDPPffg97//Pdzc3HTnXiw92likpaU5fmiVlZUAgMLCQlRXVyMoKAgNDQ2ora1FSEgIampqUF9fj9DQUFRUVMBut2PUqFEoLi5GU1MTwsPDkZeXh9bWVkRGRoCcpq4AAB3xSURBVCIrKwvt7e2Ijo5Geno6AIh/dnFxQUREBDIzM+Hq6oqwsDBkZ2fDw8MDwcHByM3NhZeXFwICApCfnw+r1QpfX18UFRXBx8cH3t7eKCkpgZ+fH9zc3FBWVoYhQ4Y4jikwMBAtLS09OqZTp07h9OnTpjomFT+nU6dOISMjo08e00f/+gx3b3q1J3efc/tb74zd+m+/R7DNv0+uve+//x6pqamm+29ET+9Pnp6eSE1NNdUxqfg5tbe3o7i42HFMra2tCAkJAQAMHToUjY3/938MlixZgqVLl3a6v2RkZCAmJgZNTU3w9vbG9u3bERER4Th/1apVePLJJ2G32zFmzBgkJyc7/nEvKChAe3s7li1bhjfffBM2mw3PPvsspk2bhqNHj+puAjZv3ozZs2dj0KBB6N+/PwYMGIDt27cjNDTUcZnHHnsM48aNg4+PDw4ePIinn34ahYWFSEhIOK//DvQmpb8rpKKigq/CFbCLrC93+fpELsb/YYHRN+OCpP3XGowbPsrom3FB+vKa6U3sIuuqy/k+YtHS0oLi4mKcOnUK27ZtQ0JCAnbv3u3YXNTV1aGqqgrl5eVYuXIlSktLsXfvXnh4eGDZsmVYvHgxdu7cidjYWADAyZMnERAQgE8++QTTp08Xb9t//Md/4ODBg1i2bBn8/Pzw97//Ha+//jr27NmDq6++Wvw727Ztw913343q6moMGjTovBv1BqXvCikpKVE5zjTYRcYu1F1cMzJ2kXXVpeOdHh1fek+DuLm5ISwsDBMmTMDLL7+M6OhovPnmm47zbTYbRo4ciZtuuglbt27F8ePHsX37dgBnHxUB4PQIh7+/P/z8/FBcXCxeX35+Pt566y2sW7cOU6dORXR0NJYsWYIJEybgz3/+s+7xTJo0CQCQl5ene5mLRenGws/PT+U402AXGbtQd3HNyNhF1htdNE1Dc3PzeZ1/ww03AABycnIc59fU1KC6uhrDhw8X/37H0zMuLs7/PPfr1w/t7e2613v48GEA/7eZMZLSF29eCi8auRSxi4xdqLu4ZmTsIutpl2eeeQY/+9nPEBQUhO+//x6bNm3Cl19+iaSkJBQUFGDz5s2IjY2Fv78/SktLsWLFCnh6emLGjBkAgFGjRiEuLg6PPfYY3n77bVitVjz99NMYM2YMbr75ZgBAaWkppk6dig0bNuAnP/kJxowZg7CwMCxYsAArV67EoEGD8Pe//x3Jycn4+OOPAQApKSnYv38/br75ZthsNqSmpmLhwoW44447Lonfj6L0EYuysjKV40yDXWTsQt3FNSNjF1lPu1RWViI+Ph6jR4/G1KlTceDAASQlJWHatGnw8PDAnj17MGPGDISFhWHWrFnw8vLCvn37MHjwYMeMDRs2YOLEibjtttswefJkuLq6IikpCa6urgCA1tZW5OTkOB6pcHV1xSeffAJ/f3/MnDkTUVFR2LBhA9avX+/YsLi7u2Pz5s2YMmUKIiIi8Nxzz2HevHnYuHFjj45XFaUv3iwuLr4kdkuXGnaR9eUufPGmMfrymulN7CJjF2MofSqEiKi+sAitdnuvzP6+ogLf1X+vfK6rlxesI0KUzyW6HCndWFRWVnJ3KGAXWV/ucoXHAKNvwgXrzdteX1iE7VN/1mvze9PPd+3os5uLvnxf6k3sYgylG4vAwECV40yDXWR9ucvIIcOQ+9Jfe+2TN6uqqpyep1Wltz95s7ceqbgY+vJt78v3pd7ELsZQurFoaWlROc402EXW17v05j/Qhe2uGDF8RK/NJ3Pp6/el3sIuxlD6rpDq6mqV40yDXWTsoo9tqDu4XmTsYgylG4uufqnK5YxdZOyij22oO7heZOxiDKUbi4aGBpXjTINdZOyij22oO7heZOxiDKUbi9raWpXjTINdZOyij22oO7heZOxiDKUbi45fR0vO2EXGLvrYhrqD60XGLsZQurGoqalROc402EXGLvrYhrqD60XGLsZQurH48e+3p7PYRcYu+tiGuoPrRcYuxlC6sQgNDVU5zjTYRcYu+tiGuoPrRcYuxlC6saioqFA5zjTYRcYu+tiGuoPrRcYuxlC6sbD34Y/E7U3sImMXfWxD3cH1ImMXYyjdWIwa1Td/FXNvYxcZu+hjG+oOrhcZuxhD6caiuLhY5TjTYBcZu+hjG+oOrhcZuxhD6caiqalJ5TjTYBcZu+hjG+oOrhcZuxhD6cYiPDxc5TjTYBcZu+hjG+oOrhcZuxhD6cYiLy9P5TjTYBcZu+hjG+oOrhcZuxhD6caitbVV5TjTYBcZu+hjG+oOrhcZuxhD6cYiMjJS5TjTYBcZu+hjG+oOrhcZuxhD6cYiKytL5TjTYBcZu+hjG+oOrhcZuxhD6caivb1d5TjTYBcZu+hjG+oOrhcZuxhD6cYiOjpa5TjTYBcZu+hjG+oOrhcZuxhD6cYiPT1d5TjTYBcZu+hjG+oOrhcZuxhD6caCiIiILm98KuQiYBcZu+hjG+oOrhcZuxiDT4VcBOwiYxd9bEPdwfUiYxdj8KkQIiIiUoZPhVwE7CJjF31sQ93B9SLraZfVq1cjKioKVqsVVqsVMTEx2LFjh+P8BQsWIDQ0FJ6envD390dcXByOHz/eac4777yDqKgoeHh4ICAgAI888kiX11tRUYH4+HgEBATAy8sL48aNw9atW50uU1tbi/j4eNhsNthsNsTHx+PUqVM9Ol5V+FTIRcAuMnbRxzbUHVwvsp52GTZsGJYvX45Dhw7h0KFDuOWWWxAXF4djx44BAMaPH4/ExERkZ2dj586d0DQNsbGxaGtrc8x47bXXsHjxYixatAjHjh3Drl27MH369C6vNz4+Hjk5Ofjwww+RkZGBu+66C7Nnz8bhw4cdl5kzZw6OHDmCpKQkJCUl4ciRI4iPj+/R8arSX+UwFxc+syJhFxm76GMb6g6uF1lPu8ycOdPp+5deegmrV6/G/v37MXbsWMyfP99xXkhICF588UVER0ejqKgIoaGhqP3/7d1/VFR1/sfx1wAzjkIgyI/xBwiCAYIililqKBJkVN/124a27bKe/JFnd09tuJurSS55zDqpy9rv0jKgH2qKHhXT43rc4vgL8fcPFjZQUEATRQYGYUbmfv/wyz1QnyHMO1yYeT3O6Zxkhstnnt6BN3fuderqkJGRgR07diAxMVG+b1RUVKdf99ChQ/jggw/w0EMPAQAyMjKQlZWF48ePIzY2FsXFxdi9ezcOHz6McePGAQDWrl2LuLg4lJSUIDw8/J4e971SdG8cMWKEkptzGOwixi62sQ3dDe4vYp11MRqNHf5raWnpdFutra3YsGEDTCYT4uLifnK7yWTC+vXrERISgsDAQADA3r17YbVaUVVVhcjISAwZMgQzZszApUuXOv1akyZNwsaNG3Hjxg1YrVZs2LABLS0tmDJlCoA7g4eXl5c8VADA+PHj4eXlhYMHD3a67e5wT0csjh07Bj8/PwDA1atX0djYiODgYNTW1iIwMBCNjY2oq6tDcHAwbty4AaPRiNDQUFy5cgUmkwn3338/Kisr0dzcjMjISHz//fewWCyIjo7G+fPnYbVaERMTIx/OEv2/i4sLRowYgbNnz0Kr1SIsLAzFxcXQ6/UICgpCaWkp3N3dYTAYUFZWBk9PT/j4+ODixYvw9vaGh4cHLl26BF9fX+h0OlRXVyMgIEB+TIMGDYLZbL6nx3Tp0iU88sgjDvWYlPh72r9/P4KDgx3qMSn193Tq1CmMGTOm1z0m6/Xr9/ItRVX1RiPKjx7tlfueyWSCTqdzuO8R9/p8amhoQFhYmPyYLBYLgoODAQADBw5EU1OT/Pf/97//HZmZmT/ZL86cOYO4uDg0NzfDw8MDW7du7TCwvP/++1i4cCFMJhMiIiKwd+9e6HQ6AEB5eTmsVitWrFiBNWvWwMvLCxkZGUhKSsLp06fl+/3Yxo0bMXPmTAwYMABubm7o168ftm7ditDQUAB3zsHw9/f/yef5+/vjypUrXdvh7UgjSZKk1MZOnjyJ0aNHK7U5h8EuYuxiW29tc/3sOez8n6fVXsYv8sT2zRgQ3fkh6p6qt+4v9tZZF6PR2OHPffr0QZ8+fX5yP7PZjMrKSty8eRNbtmzBunXr8O2338rDRX19PX744QfU1NRg1apVqKqqwoEDB6DX67FixQosWbIEe/bsQXJyMgDg2rVrMBgM2LVrl81zLV544QUUFhZixYoV8PX1xbZt25CVlYWCggKMHDkSK1asQHZ2NkpKSjp83vDhwzFnzhwsWrTorlspSdFzLMLCwpTcnMNgFzF2sY1t6G5wfxHrrIunp2eXtqHT6eTtPPjggzh69CjWrFmDjz76CADkqzKGDx+O8ePHw9vbG1u3bsVvfvMbDBw4EEDHl2T8/Pzg6+uLyspK4dcrKyvDu+++i7Nnz8rnYsTExKCgoADvvfcePvzwQxgMBly9evUnn3vt2jX5yJOaFD3Hori4WMnNOQx2EWMX29iG7gb3FzF7dJEkqdPzMdrfPnHiRADocGThxo0bqK2txdChQ4Wf3/byzI9PPHV1dZXfrTUuLg719fUoLCyUbz9y5Ajq6+sxYcKEX/ColKXoYKHX65XcnMNgFzF2sY1t6G5wfxG71y6vvPIKCgoKcPHiRZw5cwZLlizBv//9b/z2t79FeXk53njjDRw7dgyVlZU4dOgQZsyYgb59+yIlJQUAcP/99+NXv/oV/vznP+PgwYM4e/YsZs2ahYiICCQkJAAAqqqqEBERIQ8JERERCAsLw/z581FYWIiysjKsXr0ae/fuxfTp0wEAkZGRmDZtGubNm4fDhw/j8OHDmDdvHp544gnVrwgBFB4sgoKClNycw2AXMXaxjW3obnB/EbvXLlevXkVaWhrCw8ORmJiII0eOYPfu3UhKSoJer0dBQQFSUlIQFhaGGTNmwN3dHQcPHuxwYmVOTg7GjRuHxx9/HJMnT4ZWq8Xu3buh1WoBABaLBSUlJfKRCq1Wi127dsHPzw9PPvkkRo0ahZycHGRnZ8sDCwB88cUXGDlyJJKTk5GcnIxRo0YhNzf3nh6vUhQ9efPo0aMYO3asUptzGOwixi629dY2PHlTHb11f7E3dlGHokcs3N3dldycw2AXMXaxjW3obnB/EWMXdSg6WBgMBiU35zDYRYxdbOutbbS9+Bt5b157b91f7I1d1KHo5aZlZWXw8fFRcpMOgV3E2MW23trGMyQY/7vvG1hMJrts/9y584iKUv5fmdS6u8MzJFjx7XaX3rq/2Bu7qEPRwaKr1wU7G3YRYxfbenMbe/6ADtC6YUAPOOu9p+nN+4s9sYs6FH0phJOhGLuIsYttbCPGLmLsIsYu6lB0sLh48aKSm3MY7CLGLraxjRi7iLGLGLuoQ9HBwtvbW8nNOQx2EWMX29hGjF3E2EWMXdSh6GDh4eGh5OYcBruIsYttbCPGLmLsIsYu6lB0sPi595h3Vuwixi62sY0Yu4ixixi7qEPRwcLX11fJzTkMdhFjF9vYRoxdxNhFjF3UoehgodPplNycw2AXMXaxjW3E2EWMXcTYRR2KDhbV1dVKbs5hsIsYu9jGNmLsIsYuYuyiDkUHi4CAACU35zDYRYxdbGMbMXYRYxcxdlGHooOFRqNRcnMOg13E2MU2thFjFzF2EWMXdSj6tulERETk3BQ9YkFERETOTbHBwmg0wt3dHUajUalNOgR2EWMX29hGjF3E2EWMXdSj6BGLpqYmJTfnMNhFjF1sYxsxdhFjFzF2UQdfCiEiIiLFcLAgIiIixbhmZmZmKrYxV1dMmTIFbm5uSm3SIbCLGLvYxjZi7CLGLmLsog5ebkpERESK4UshREREpBgOFkRERKQYDhZERESkGA4WREREpBgOFkRERKQYDhY9CC/QobvB/UXMarWqvYQepaamBhcuXFB7GeREOFiorKGhAbW1tWhqauJb/LbDH5piLS0taGlpgSRJ3F/aKS8vx8aNGwEALi4uHC7+3/nz5xEfH4/NmzcD4NBF3YODhYrOnDmDhIQEJCQkICIiAi+//DJOnDgBwLl/sJaVlSEnJwc3b95Ueyk9SnFxMZ555hlMmTIFY8aMwf79+wE4974CAHV1dZg0aRJef/11rFu3DsCd4cLZu5w6dQpjx47FtWvXkJ2dDavVChcXfssn++NeppKKigpMnToVcXFx+Oc//4m5c+eiqKgIs2fPxv79+6HRaJzyG2NpaSliY2Px3HPP4YsvvkBjY6PaS+oRzp07h/j4eAwaNAi/+93vEBISghkzZqCmpsbpj1w0NjZCo9HA09MTn3/+OT755BNYLBZoNBrcvn1b7eWp4tSpU4iLi8OCBQtw7NgxmEwmrF27Vu1lkZNQ9J/0pq7buXMnLl68iA0bNiAsLAyTJ0/GsGHDcOHCBaxduxaxsbEYOnSo2svsVg0NDViwYAFGjx6NRx55BEuXLkVAQACioqKg0+nUXp5qamtrMWvWLCQnJ+Odd97BQw89hJkzZyI3NxcWiwXx8fFO/dKIl5cXSkpK8OKLL+K///0v9u/fD71ej5iYGBQXF8Pf31/tJXarkydPYsKECUhPT8fy5cuh1Wqxc+dOVFVV4ZlnnlF7eeQEeMRCJS0tLfjPf/6DH374Qf5YfHw80tPTERMTg+XLl6OyslLFFXY/k8mE0aNHIyUlBW+99RaWLVuG9PR0fPrpp0595KK0tBS3bt3CrFmzAACtra0AgNDQUPnlImcdKtqO6pWVlaG6uhrvvPMOAgMD8dlnnyE2NhZTp06F2Wx2qnMLNm3ahJdeegmvv/46rFYr7rvvPmRmZmLPnj3Ytm2b2ssjJ8AjFt2s7TdLo9GIffv2Yfjw4YiMjJR/MAwZMgQ6nQ5fffUV4uPjERwcrO6Cu5GHhweGDh2KcePGQaPRID4+Hq6urli0aBH8/f0RHR0NnU6H1tZW1NbWwt3dXe0ld4vAwEDodDpMmzYNwJ3BwtXVFd999x00Go38ceDOwOpMb7jU2toKFxcXVFdXo6amBo8//jimT5+OZcuW4fLly/jjH/+I5ORk+aVFZxjAEhMTkZiYCADy4+7Xrx8KCwvR0NCAlJQUuRuRPXDP6iZmsxlms1n+DWvKlCmIiopCeno6Tp482eG+06dPh16vR35+vhpL7VZtXdp+Cw8MDOzw2nhGRgYyMzOxYMECfPrpp7h+/TpeeeUVLF68GGazWc2l21VbF4vFAgDy0Qqr1QqtVgvgzg/V9ke8srKysGHDBof+7fzHz6O2ISooKAhFRUUAgPnz56O5uRlxcXE4dOgQ3nvvPQCOfVSnrUv7c0ranlMajQYGgwFPPvkkPvnkE1RUVMDV1VWtpZIT4GDRDc6dO4e0tDRMnDgRc+bMwfvvvw8AyMvLw7Bhw5CamooDBw7IP0Ru376NQYMGISgoSM1l2137LnPnzsXHH38s3+bm5iZ/Y3z11Vfx2muvYeHChXjsscewevVqvPjiiw573kX7Ls8//3yHLu0vpXRxcYFerwcALF26FH/5y1/wwAMPOOxvou27zJ49u0OXYcOGwWw2Iy0tDbt378bBgwexadMmaLVa5OfnO/QVRu27zJs3T+7SNjy0DWFz5sxBVFQUsrKynPakVuoejvkdqAcpLS3Fww8/DG9vbyQnJ8NqtWLx4sWYO3cuAGDPnj0YOnQoUlNTsXjxYnz00Uf461//iqKiIjz66KMqr95+RF1efvllzJ8/X75P+x+iGRkZiIyMRHl5OY4fP46YmBi1lm5XXenSNoC6ubnBYDBg1apVWLlyJYqKihAdHa3W0u3KVpfnn38eADB27FhUVFTg22+/RX5+PoYNGwZvb298/vnn+Pjjj9G/f3+VH4F9dGV/aRssPD09MXHiROzYsUPeh4jsQiK7WrZsmfTYY49Jra2tkiRJUkNDg7R582bJ09NTSktLk++3aNEiadq0aVJ4eLiUlJQknThxQq0ldwtRly1btkheXl7S73//e/l+ra2tktlslv70pz9JGo1GOn36tFpL7hZd7SJJkpSeni5pNBrpvvvuk44eParGcrtNZ13ankeFhYVScXGx/Dlt93VkXd1fLBaLJEmSVFpaKoWEhEiXL19WZb3kHJznLC+VXLhwAU1NTfLhaQ8PD/z6179G3759kZqaCj8/P6xevRpvvPEGbt26BbPZDK1Wi379+qm8cvsSdXnqqaeg1+uRmpqKgQMH4s0334SLiwtu3bqFQYMGoaioCCNHjlR55fbV1S4A5JdBjhw5gsjISNXW3B066/L0008jKCgIy5cv7/A5jvqSUHtd3V/c3NwgSRJCQkJw8uRJeHp6qrxycmS8KsTOmpqakJeXh7Fjx3Y4ZyI4OBje3t748ssvMWnSJBgMBmi1Wuj1evnkPEfWWRcfHx/k5uZi8uTJCAgIgE6nw4QJEzB48GAVV9w9utLl4YcfhsFgQGJiIubMmYPQ0FAVV9w9fq5Ldna2vL84k7t5Hmk0Gri4uKBPnz4qrpicgeOP9CqLjo7G4MGDkZ2djZKSEvnjWq0WU6dORU1NDS5fvqziCtXRWZeEhATU1NSgoqJC/riznMXelS6XLl2SPz5kyBA1ltntuvI8ar+/OIu7fR4RdQcesbCD9teIBwQEQKvVYu3ataivr8eQIUPk36o8PDywfft2TJ48GeHh4WouuVuwixi7iLGLGLtQT8fBwg7a3gBpy5YtGDFiBGJiYuDj44OcnBycOHFC/vcX1qxZg4KCAixduhReXl4qr9r+2EWMXcTYRYxdqMdT88xRR7ZkyRJp8ODBUl5envyxXbt2SbNmzZLc3d2lESNGSOHh4dLx48dVXGX3YxcxdhFjFzF2oZ5MI0lO+BaaCiovL8f27dtRWVmJp556Cg888AD69u2LyspKfPbZZ3jhhRfg7e0t399sNuPatWuwWCzw9PSEj4+Piqu3H3YRYxcxdhFjF+qNOFjcgzNnziApKQljxoxBSUkJrFYrtm/fLl8SabVaneKStx9jFzF2EWMXMXah3op75S9UU1ODmTNn4g9/+AN27NiBsrIyuLu748CBA/J92j/ps7KysGrVKjWW2q3YRYxdxNhFjF2oN+Ng8QuVl5fD1dUVzz77rHwpZHR0NMrLy5GWlob169fLlwXevHkTu3btQn5+Purq6tRctt2xixi7iLGLGLtQb8bB4heqq6vDlStXUFZWhpaWFqxcuRJ5eXlobm7G9evX8cEHH2DlypVobGxE//79kZOTg9zc3A6vhzoidhFjFzF2EWMX6tXUPXe0d7FYLFJLS4v855SUFMnf319KTEyU+vTpI33zzTfybW+++aYUFBQkVVRUqLHUbsUuYuwixi5i7EKOgu8V0kXnz5/Ha6+9hurqagQHB+PZZ59Ffn4+zp07h5KSEty8eRMPPvggbt++DTc3N8THx2PdunVobm5We+l2xS5i7CLGLmLsQo6EL4V0QWlpKSZMmACdToekpCRUVlbib3/7G+bNm4eoqCgMHDgQJpMJvr6+cHO7M6vl5eWhf//+8PPzU3n19sMuYuwixi5i7EKOhpeb/gxJkvDqq6+ipKQEX3/9NYA7b/yzfv16fPjhh4iNjcXbb7+N8ePHY8CAAUhMTER1dTW2bduGffv2ISYmRuVHYB/sIsYuYuwixi7kiHjE4mdoNBpUVVXhypUr8sf69euH2bNn46WXXsLp06fxj3/8A1u2bIFer8e//vUvGI1GfPfddw79pGcXMXYRYxcxdiGHpOL5HT2e1WqVJEmS3n77bSkuLk4qLi7ucHt9fb20cOFCady4cVJjY6MkSZLU0tLS4QQsR8QuYuwixi5i7EKOioNFF3z//feSr6+v9Nxzz0lGo7HDbdXV1ZKLi4u0efNmlVanHnYRYxcxdhFjF3I0fCmkC0JDQ7Fp0yZ8+eWXWLx4MWpra+XbdDodYmNjMWDAABVXqA52EWMXMXYRYxdyNLzctIsSEhLw9ddfIzU1FdXV1UhNTcWoUaOQm5uLy5cvIzQ0VO0lqoJdxNhFjF3E2IUcCa8KuUvHjx/HggULcOHCBbi5uUGr1eKrr75CbGys2ktTFbuIsYsYu4ixCzkCDha/gNFoxI0bN9DY2AiDwQBfX1+1l9QjsIsYu4ixixi7UG/HwYKIiIgUw5M3iYiISDEcLIiIiEgxHCyIiIhIMRwsiIiISDEcLIiIiEgxHCyIiIhIMRwsiIiISDEcLIiIiEgxHCyIiIhIMRwsiIiISDEcLIiIiEgxHCyIiIhIMf8H0II8oFg+k/8AAAAASUVORK5CYII=\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(df)\n", + "fplt.plot(df,type='candle',style='charles',title='SPY',ylabel='Price ($)',figscale=0.75,tz_localize=False)\n", + "fplt.plot(df,type='candle',style='charles',title='SPY',ylabel='Price ($)',figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.12.7a3 /Users/Dino/code/mplfinance/src/mplfinance/__init__.py\n" + ] + } + ], + "source": [ + "print(fplt.__version__,fplt.__file__)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (, line 1)", + "output_type": "error", + "traceback": [ + "\u001b[1;36m File \u001b[1;32m\"\"\u001b[1;36m, line \u001b[1;32m1\u001b[0m\n\u001b[1;33m STOP HERE\u001b[0m\n\u001b[1;37m ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "STOP HERE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sdf = df['Close']\n", + "sdf\n", + "sdf.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "x = df.index.values\n", + "y = df.Close.values\n", + "x\n", + "y" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.plot(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sdf.index" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dts = sdf.index.to_pydatetime()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "type(dts)\n", + "dts" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "for ix, d in enumerate(dts):\n", + " dts[ix] = d.replace(tzinfo=None)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dts" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "x = dts\n", + "y = df.Close.values" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.plot(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/issues/issue26_data.pkl b/examples/scratch_pad/issues/issue26_data.pkl new file mode 100644 index 00000000..f705d633 Binary files /dev/null and b/examples/scratch_pad/issues/issue26_data.pkl differ diff --git a/examples/scratch_pad/issues/issue282/agri.xlsx b/examples/scratch_pad/issues/issue282/agri.xlsx new file mode 100644 index 00000000..a3b32dca Binary files /dev/null and b/examples/scratch_pad/issues/issue282/agri.xlsx differ diff --git a/examples/scratch_pad/issues/issue282/dm_export_20000101_20201026.csv b/examples/scratch_pad/issues/issue282/dm_export_20000101_20201026.csv new file mode 100644 index 00000000..57568c5d --- /dev/null +++ b/examples/scratch_pad/issues/issue282/dm_export_20000101_20201026.csv @@ -0,0 +1,1087 @@ +MapDate,AreaOfInterest,None,D0,D1,D2,D3,D4,ValidStart,ValidEnd,StatisticFormatID +20201020,TOTAL,"1,526,225.72","650,614.11","535,246.81","339,924.47","463,336.92","84,856.92",2020-10-20,2020-10-26,2 +20201013,TOTAL,"1,560,487.85","625,665.41","514,903.88","392,522.99","444,500.20","62,124.62",2020-10-13,2020-10-19,2 +20201006,TOTAL,"1,618,761.40","642,333.05","464,617.39","394,439.74","417,928.74","62,124.62",2020-10-06,2020-10-12,2 +20200929,TOTAL,"1,602,192.29","709,717.09","464,118.24","384,008.32","404,038.36","36,130.65",2020-09-29,2020-10-05,2 +20200922,TOTAL,"1,660,897.87","733,410.79","424,234.13","397,369.67","366,877.38","17,415.12",2020-09-22,2020-09-28,2 +20200915,TOTAL,"1,691,913.09","726,648.23","425,536.56","409,028.35","334,274.53","12,804.20",2020-09-15,2020-09-21,2 +20200908,TOTAL,"1,694,194.83","729,426.49","419,823.18","404,419.94","347,431.05","4,909.46",2020-09-08,2020-09-14,2 +20200901,TOTAL,"1,665,941.47","736,559.08","452,927.30","485,801.73","255,974.18","3,001.19",2020-09-01,2020-09-07,2 +20200825,TOTAL,"1,800,355.37","616,538.78","461,331.72","484,700.92","234,918.91","2,359.25",2020-08-25,2020-08-31,2 +20200818,TOTAL,"1,926,297.96","570,821.66","498,164.98","472,470.19","131,573.19",876.98,2020-08-18,2020-08-24,2 +20200811,TOTAL,"1,959,549.51","605,265.42","554,010.78","366,042.31","115,336.94",0.00,2020-08-11,2020-08-17,2 +20200804,TOTAL,"1,926,436.18","666,339.67","551,033.19","361,671.82","94,724.09",0.00,2020-08-04,2020-08-10,2 +20200728,TOTAL,"1,877,755.36","735,510.27","562,932.86","336,557.21","87,449.25",0.00,2020-07-28,2020-08-03,2 +20200721,TOTAL,"1,888,867.29","763,628.37","577,188.94","292,198.30","78,322.05",0.00,2020-07-21,2020-07-27,2 +20200714,TOTAL,"2,016,461.80","754,219.60","480,400.98","266,533.38","82,589.19",0.00,2020-07-14,2020-07-20,2 +20200707,TOTAL,"2,101,438.38","720,249.18","447,008.44","260,884.53","70,624.43",0.00,2020-07-07,2020-07-13,2 +20200630,TOTAL,"2,226,711.07","602,489.88","453,829.96","242,346.62","72,556.27","2,271.16",2020-06-30,2020-07-06,2 +20200623,TOTAL,"2,247,458.54","583,897.05","471,559.79","228,760.71","68,528.86",0.00,2020-06-23,2020-06-29,2 +20200616,TOTAL,"2,277,676.17","616,662.23","406,809.32","230,628.38","68,428.86",0.00,2020-06-16,2020-06-22,2 +20200609,TOTAL,"2,431,281.23","524,918.81","390,016.50","200,149.02","53,839.39",0.00,2020-06-09,2020-06-15,2 +20200602,TOTAL,"2,514,295.18","484,704.32","368,906.79","193,752.50","38,546.17",0.00,2020-06-02,2020-06-08,2 +20200526,TOTAL,"2,559,512.88","483,110.05","341,738.19","178,675.93","37,167.91",0.00,2020-05-26,2020-06-01,2 +20200519,TOTAL,"2,523,693.69","507,609.43","349,113.02","180,588.83","39,199.99",0.00,2020-05-19,2020-05-25,2 +20200512,TOTAL,"2,566,031.25","510,106.75","310,632.61","177,125.35","36,309.00",0.00,2020-05-12,2020-05-18,2 +20200505,TOTAL,"2,673,270.94","442,955.63","295,458.41","159,229.71","29,290.26",0.00,2020-05-05,2020-05-11,2 +20200428,TOTAL,"2,736,119.88","420,299.83","273,740.09","156,161.54","13,883.62",0.00,2020-04-28,2020-05-04,2 +20200421,TOTAL,"2,790,160.24","368,136.19","272,094.03","155,065.19","14,749.30",0.00,2020-04-21,2020-04-27,2 +20200414,TOTAL,"2,830,342.63","332,860.58","306,387.41","125,846.08","4,399.64",368.62,2020-04-14,2020-04-20,2 +20200407,TOTAL,"2,832,127.40","320,576.13","361,904.30","78,955.41","6,273.10",368.62,2020-04-07,2020-04-13,2 +20200331,TOTAL,"2,841,185.88","321,449.28","346,114.47","76,950.62","13,581.21",923.49,2020-03-31,2020-04-06,2 +20200324,TOTAL,"2,845,725.43","398,081.26","271,290.26","73,340.80","10,843.72",923.49,2020-03-24,2020-03-30,2 +20200317,TOTAL,"2,850,209.32","370,923.12","291,816.56","68,802.31","17,688.54",765.11,2020-03-17,2020-03-23,2 +20200310,TOTAL,"2,868,961.10","344,325.00","308,687.07","62,662.37","15,569.43",0.00,2020-03-10,2020-03-16,2 +20200303,TOTAL,"2,847,824.06","405,654.88","271,150.26","60,006.34","15,569.43",0.00,2020-03-03,2020-03-09,2 +20200225,TOTAL,"2,870,958.34","423,334.65","238,240.95","60,606.80","7,064.21",0.00,2020-02-25,2020-03-02,2 +20200218,TOTAL,"2,846,044.00","466,477.01","212,541.68","68,078.06","7,064.21",0.00,2020-02-18,2020-02-24,2 +20200211,TOTAL,"2,816,124.98","464,843.78","241,676.35","72,591.91","4,967.94",0.00,2020-02-11,2020-02-17,2 +20200204,TOTAL,"2,769,531.62","511,132.04","245,499.20","71,884.53","2,157.57",0.00,2020-02-04,2020-02-10,2 +20200128,TOTAL,"2,740,113.13","528,829.58","259,074.44","70,663.38","1,524.43",0.00,2020-01-28,2020-02-03,2 +20200121,TOTAL,"2,814,757.54","439,936.03","243,449.40","99,953.99","2,108.00",0.00,2020-01-21,2020-01-27,2 +20200114,TOTAL,"2,861,659.47","410,306.98","234,163.72","90,624.76","3,450.04",0.00,2020-01-14,2020-01-20,2 +20200107,TOTAL,"2,836,115.56","421,085.66","245,714.95","93,712.31","3,562.50",13.98,2020-01-07,2020-01-13,2 +20191231,TOTAL,"2,827,348.76","429,694.67","227,700.57","113,443.39","2,003.59",13.98,2019-12-31,2020-01-06,2 +20191224,TOTAL,"2,784,310.97","439,604.27","250,179.38","122,942.85","3,153.51",13.98,2019-12-24,2019-12-30,2 +20191217,TOTAL,"2,741,219.47","472,456.39","263,667.99","119,693.61","3,153.51",13.98,2019-12-17,2019-12-23,2 +20191210,TOTAL,"2,709,878.19","549,703.40","206,491.90","130,963.98","3,153.51",13.98,2019-12-10,2019-12-16,2 +20191203,TOTAL,"2,593,347.55","649,959.98","218,288.95","135,451.18","3,157.30",0.00,2019-12-03,2019-12-09,2 +20191126,TOTAL,"2,552,116.03","618,033.95","257,280.11","167,103.48","5,671.39",0.00,2019-11-26,2019-12-02,2 +20191119,TOTAL,"2,648,791.53","512,205.93","264,916.25","168,619.86","5,671.39",0.00,2019-11-19,2019-11-25,2 +20191112,TOTAL,"2,641,449.47","493,610.47","287,611.47","175,968.40","1,565.15",0.00,2019-11-12,2019-11-18,2 +20191105,TOTAL,"2,700,357.47","404,813.13","304,900.14","174,154.30","15,979.91",0.00,2019-11-05,2019-11-11,2 +20191029,TOTAL,"2,525,508.01","513,592.06","326,840.93","218,739.88","15,524.07",0.00,2019-10-29,2019-11-04,2 +20191022,TOTAL,"2,412,688.98","526,442.08","392,882.12","240,338.69","27,853.09",0.00,2019-10-22,2019-10-28,2 +20191015,TOTAL,"2,338,806.88","594,818.33","378,994.14","243,068.41","44,517.19",0.00,2019-10-15,2019-10-21,2 +20191008,TOTAL,"2,424,642.84","531,702.62","404,115.79","198,481.16","41,262.55",0.00,2019-10-08,2019-10-14,2 +20191001,TOTAL,"2,345,600.02","643,961.60","419,766.65","161,914.21","28,962.47",0.00,2019-10-01,2019-10-07,2 +20190924,TOTAL,"2,319,773.15","696,003.70","450,612.87","119,234.98","14,580.26",0.00,2019-09-24,2019-09-30,2 +20190917,TOTAL,"2,429,070.05","677,141.42","353,417.10","122,217.64","18,358.75",0.00,2019-09-17,2019-09-23,2 +20190910,TOTAL,"2,493,934.24","592,267.97","389,396.53","106,502.47","18,103.75",0.00,2019-09-10,2019-09-16,2 +20190903,TOTAL,"2,527,021.88","665,130.53","323,850.85","69,391.99","14,809.71",0.00,2019-09-03,2019-09-09,2 +20190827,TOTAL,"2,563,361.57","658,056.60","295,667.83","69,258.11","13,860.86",0.00,2019-08-27,2019-09-02,2 +20190820,TOTAL,"2,606,954.95","707,016.04","221,716.72","55,280.46","9,236.79",0.00,2019-08-20,2019-08-26,2 +20190813,TOTAL,"2,689,302.19","666,467.59","194,842.14","43,874.24","5,718.79",0.00,2019-08-13,2019-08-19,2 +20190806,TOTAL,"2,738,093.10","660,869.08","172,447.30","23,633.82","5,161.65",0.00,2019-08-06,2019-08-12,2 +20190730,TOTAL,"2,777,807.67","572,809.98","202,375.15","42,030.77","5,181.40",0.00,2019-07-30,2019-08-05,2 +20190723,TOTAL,"2,861,939.48","501,186.55","189,179.56","42,717.97","5,181.40",0.00,2019-07-23,2019-07-29,2 +20190716,TOTAL,"2,895,224.98","468,608.09","205,185.15","26,024.94","5,161.80",0.00,2019-07-16,2019-07-22,2 +20190709,TOTAL,"2,903,912.55","565,474.58","101,492.62","24,163.41","5,161.80",0.00,2019-07-09,2019-07-15,2 +20190702,TOTAL,"3,222,198.77","261,026.90","89,200.90","22,616.58","5,161.80",0.00,2019-07-02,2019-07-08,2 +20190625,TOTAL,"3,217,532.71","263,084.06","90,203.37","24,223.01","5,161.80",0.00,2019-06-25,2019-07-01,2 +20190618,TOTAL,"3,198,640.73","258,003.20","115,848.93","22,550.29","5,161.80",0.00,2019-06-18,2019-06-24,2 +20190611,TOTAL,"3,241,670.89","214,818.63","124,315.51","14,238.12","5,161.80",0.00,2019-06-11,2019-06-17,2 +20190604,TOTAL,"3,170,210.04","250,913.98","153,716.46","20,215.88","5,148.59",0.00,2019-06-04,2019-06-10,2 +20190528,TOTAL,"3,194,754.90","285,667.04","109,873.49","4,760.94","5,148.59",0.00,2019-05-28,2019-06-03,2 +20190521,TOTAL,"3,276,447.65","226,077.30","87,873.27","4,705.58","5,101.16",0.00,2019-05-21,2019-05-27,2 +20190514,TOTAL,"3,294,283.94","218,953.14","80,262.44","6,705.43",0.00,0.00,2019-05-14,2019-05-20,2 +20190507,TOTAL,"3,264,475.92","244,590.51","84,029.66","7,108.87",0.00,0.00,2019-05-07,2019-05-13,2 +20190430,TOTAL,"3,225,061.47","280,240.06","76,607.80","18,295.63",0.00,0.00,2019-04-30,2019-05-06,2 +20190423,TOTAL,"3,187,940.07","319,515.53","73,283.57","19,465.78",0.00,0.00,2019-04-23,2019-04-29,2 +20190416,TOTAL,"3,134,461.69","329,502.61","105,460.55","30,780.10",0.00,0.00,2019-04-16,2019-04-22,2 +20190409,TOTAL,"3,013,977.01","430,881.57","124,566.29","30,780.10",0.00,0.00,2019-04-09,2019-04-15,2 +20190402,TOTAL,"2,937,364.92","467,298.51","157,839.87","37,701.66",0.00,0.00,2019-04-02,2019-04-08,2 +20190326,TOTAL,"3,005,059.84","426,427.53","131,638.75","37,078.84",0.00,0.00,2019-03-26,2019-04-01,2 +20190319,TOTAL,"2,998,410.36","435,147.09","120,112.18","36,689.04","9,846.29",0.00,2019-03-19,2019-03-25,2 +20190312,TOTAL,"2,901,683.58","481,423.12","153,320.59","47,978.51","14,734.72","1,064.44",2019-03-12,2019-03-18,2 +20190305,TOTAL,"2,765,694.89","458,728.47","280,430.20","79,552.23","14,734.72","1,064.44",2019-03-05,2019-03-11,2 +20190226,TOTAL,"2,757,854.78","459,088.62","256,229.52","110,447.91","15,519.70","1,064.44",2019-02-26,2019-03-04,2 +20190219,TOTAL,"2,661,441.13","467,895.85","290,646.96","140,103.49","38,170.87","1,946.66",2019-02-19,2019-02-25,2 +20190212,TOTAL,"2,590,364.72","521,478.70","294,427.65","136,464.22","55,523.01","1,946.66",2019-02-12,2019-02-18,2 +20190205,TOTAL,"2,650,731.42","458,646.23","282,031.24","151,104.18","52,779.65","4,912.24",2019-02-05,2019-02-11,2 +20190129,TOTAL,"2,660,808.42","425,610.43","304,647.94","151,456.86","53,042.31","4,639.00",2019-01-29,2019-02-04,2 +20190122,TOTAL,"2,624,893.12","360,224.96","366,800.70","188,897.30","54,749.88","4,639.00",2019-01-22,2019-01-28,2 +20190115,TOTAL,"2,613,777.44","320,699.46","358,307.33","214,379.03","59,581.64","33,460.06",2019-01-15,2019-01-21,2 +20190108,TOTAL,"2,645,052.37","290,125.99","343,292.62","227,014.58","61,259.34","33,460.06",2019-01-08,2019-01-14,2 +20190101,TOTAL,"2,630,495.34","296,698.42","344,250.59","229,717.84","64,839.35","34,203.42",2019-01-01,2019-01-07,2 +20181225,TOTAL,"2,539,005.18","370,566.33","348,336.53","241,655.20","66,030.78","34,610.93",2018-12-25,2018-12-31,2 +20181218,TOTAL,"2,564,522.19","338,389.38","348,334.52","237,060.70","77,287.24","34,610.93",2018-12-18,2018-12-24,2 +20181211,TOTAL,"2,574,966.97","329,156.21","347,122.91","236,102.01","77,580.76","35,276.09",2018-12-11,2018-12-17,2 +20181204,TOTAL,"2,583,580.50","335,927.06","327,588.04","239,030.67","78,777.88","35,300.80",2018-12-04,2018-12-10,2 +20181127,TOTAL,"2,541,833.69","356,978.85","345,892.14","226,869.62","88,936.77","39,693.89",2018-11-27,2018-12-03,2 +20181120,TOTAL,"2,554,548.18","357,873.42","331,186.11","227,275.81","89,627.55","39,693.89",2018-11-20,2018-11-26,2 +20181113,TOTAL,"2,508,492.53","448,310.55","283,647.15","230,916.20","89,144.64","39,693.89",2018-11-13,2018-11-19,2 +20181106,TOTAL,"2,493,424.04","454,292.16","284,921.94","237,625.92","89,691.53","40,249.37",2018-11-06,2018-11-12,2 +20181030,TOTAL,"2,465,500.17","459,309.73","285,648.12","249,785.43","99,437.90","40,523.61",2018-10-30,2018-11-05,2 +20181023,TOTAL,"2,419,190.84","448,156.38","322,815.07","265,812.65","103,706.40","40,523.61",2018-10-23,2018-10-29,2 +20181016,TOTAL,"2,412,791.08","450,381.15","318,594.17","269,635.02","108,279.93","40,523.61",2018-10-16,2018-10-22,2 +20181009,TOTAL,"2,263,139.25","535,684.19","356,138.87","275,316.36","126,371.63","43,554.65",2018-10-09,2018-10-15,2 +20181002,TOTAL,"2,141,172.49","574,221.33","360,562.90","305,509.31","166,618.65","52,120.29",2018-10-02,2018-10-08,2 +20180925,TOTAL,"2,111,063.61","586,972.77","364,921.98","312,012.99","173,113.31","52,120.29",2018-09-25,2018-10-01,2 +20180918,TOTAL,"2,059,325.46","599,110.72","432,103.35","292,669.47","169,558.14","47,437.83",2018-09-18,2018-09-24,2 +20180911,TOTAL,"2,054,348.78","617,387.39","426,065.16","295,459.17","162,525.87","44,418.59",2018-09-11,2018-09-17,2 +20180904,TOTAL,"1,954,139.65","598,676.46","479,908.55","340,531.45","182,288.84","44,660.00",2018-09-04,2018-09-10,2 +20180828,TOTAL,"1,889,210.83","659,910.06","468,045.11","357,521.07","178,829.92","46,687.96",2018-08-28,2018-09-03,2 +20180821,TOTAL,"1,847,021.80","681,764.02","496,258.23","348,375.71","178,722.68","48,062.51",2018-08-21,2018-08-27,2 +20180814,TOTAL,"1,819,504.84","675,665.58","502,730.50","357,682.68","193,458.92","51,162.44",2018-08-14,2018-08-20,2 +20180807,TOTAL,"1,936,092.75","575,852.00","454,516.30","365,299.89","219,849.26","48,594.75",2018-08-07,2018-08-13,2 +20180731,TOTAL,"1,925,904.13","632,033.77","458,441.29","327,823.36","207,566.85","48,435.57",2018-07-31,2018-08-06,2 +20180724,TOTAL,"1,950,273.86","664,870.90","403,907.98","320,898.43","211,603.30","48,650.50",2018-07-24,2018-07-30,2 +20180717,TOTAL,"2,053,749.56","599,375.78","442,314.57","245,337.56","202,954.95","56,472.54",2018-07-17,2018-07-23,2 +20180710,TOTAL,"2,099,050.71","587,710.91","418,455.36","229,302.13","208,683.23","57,002.63",2018-07-10,2018-07-16,2 +20180703,TOTAL,"2,086,788.34","619,522.85","393,338.51","250,038.38","193,873.66","56,643.22",2018-07-03,2018-07-09,2 +20180626,TOTAL,"2,096,557.70","637,875.07","386,767.39","230,014.82","193,566.48","55,423.50",2018-06-26,2018-07-02,2 +20180619,TOTAL,"2,144,425.89","639,836.69","318,376.29","249,948.30","192,470.04","55,147.75",2018-06-19,2018-06-25,2 +20180612,TOTAL,"2,152,960.93","609,316.60","327,595.97","232,268.08","218,606.58","59,456.79",2018-06-12,2018-06-18,2 +20180605,TOTAL,"2,194,837.68","590,616.27","302,675.69","237,541.53","214,160.82","61,535.48",2018-06-05,2018-06-11,2 +20180529,TOTAL,"2,307,412.61","498,118.13","285,804.01","230,965.04","215,084.04","62,821.13",2018-05-29,2018-06-04,2 +20180522,TOTAL,"2,285,659.84","511,013.06","296,946.66","224,035.15","210,474.10","72,076.15",2018-05-22,2018-05-28,2 +20180515,TOTAL,"2,165,140.11","584,485.96","347,960.48","216,841.23","211,441.22","74,335.96",2018-05-15,2018-05-21,2 +20180508,TOTAL,"2,201,377.14","566,530.48","353,341.44","198,723.20","210,754.07","69,478.62",2018-05-08,2018-05-14,2 +20180501,TOTAL,"2,251,912.00","487,984.41","369,469.19","223,380.68","201,141.62","66,317.05",2018-05-01,2018-05-07,2 +20180424,TOTAL,"2,259,963.96","468,301.86","380,155.95","236,088.72","196,550.35","59,144.12",2018-04-24,2018-04-30,2 +20180417,TOTAL,"2,250,195.41","466,650.85","392,216.54","245,053.48","194,766.64","51,322.04",2018-04-17,2018-04-23,2 +20180410,TOTAL,"2,139,218.67","552,384.29","406,738.08","257,973.29","204,268.26","39,622.37",2018-04-10,2018-04-16,2 +20180403,TOTAL,"2,107,824.74","591,873.88","408,124.58","264,085.44","210,283.21","18,013.11",2018-04-03,2018-04-09,2 +20180327,TOTAL,"1,998,933.65","660,360.50","448,936.72","273,600.75","201,777.07","16,596.27",2018-03-27,2018-04-02,2 +20180320,TOTAL,"1,976,382.80","675,162.23","446,677.97","308,944.27","187,055.47","5,982.21",2018-03-20,2018-03-26,2 +20180313,TOTAL,"1,878,127.12","773,074.54","458,611.32","319,770.99","164,638.77","5,982.21",2018-03-13,2018-03-19,2 +20180306,TOTAL,"1,867,177.73","798,510.65","468,285.18","317,557.28","145,127.11","3,547.01",2018-03-06,2018-03-12,2 +20180227,TOTAL,"1,801,320.27","857,468.99","510,885.02","333,639.33","96,891.35",0.00,2018-02-27,2018-03-05,2 +20180220,TOTAL,"1,661,671.72","841,253.20","563,040.25","437,331.29","96,908.49",0.00,2018-02-20,2018-02-26,2 +20180213,TOTAL,"1,623,179.39","883,746.19","550,667.12","453,568.37","89,043.89",0.00,2018-02-13,2018-02-19,2 +20180206,TOTAL,"1,428,845.30","978,524.66","638,168.08","476,586.12","78,080.79",0.00,2018-02-06,2018-02-12,2 +20180130,TOTAL,"1,370,794.50","1,073,613.97","638,143.77","465,958.07","51,694.64",0.00,2018-01-30,2018-02-05,2 +20180123,TOTAL,"1,718,792.07","816,664.76","655,795.24","381,987.65","26,965.24",0.00,2018-01-23,2018-01-29,2 +20180116,TOTAL,"1,764,071.57","841,862.25","692,615.75","282,347.73","19,307.66",0.00,2018-01-16,2018-01-22,2 +20180109,TOTAL,"1,857,928.22","777,120.97","703,531.94","247,709.26","13,914.58",0.00,2018-01-09,2018-01-15,2 +20180102,TOTAL,"1,926,908.58","838,719.37","610,051.46","199,511.94","25,013.61",0.00,2018-01-02,2018-01-08,2 +20171226,TOTAL,"1,952,393.22","853,345.99","645,463.18","123,936.99","25,065.57",0.00,2017-12-26,2018-01-01,2 +20171219,TOTAL,"1,890,565.52","921,021.28","578,937.60","171,200.63","38,479.93",0.00,2017-12-19,2017-12-25,2 +20171212,TOTAL,"1,945,851.80","935,777.57","523,423.75","141,580.13","53,571.71",0.00,2017-12-12,2017-12-18,2 +20171205,TOTAL,"2,165,168.77","702,668.73","552,106.41","143,216.19","37,044.86",0.00,2017-12-05,2017-12-11,2 +20171128,TOTAL,"2,314,073.72","648,627.42","490,237.28","116,317.11","30,949.43",0.00,2017-11-28,2017-12-04,2 +20171121,TOTAL,"2,489,719.38","645,568.83","339,809.72","102,495.21","22,611.81",0.00,2017-11-21,2017-11-27,2 +20171114,TOTAL,"2,543,468.91","662,281.96","288,237.87","83,604.40","22,611.81",0.00,2017-11-14,2017-11-20,2 +20171107,TOTAL,"2,609,445.00","627,898.69","274,881.58","65,229.33","22,750.36",0.00,2017-11-07,2017-11-13,2 +20171031,TOTAL,"2,587,961.30","649,932.90","281,262.70","54,427.26","26,620.81",0.00,2017-10-31,2017-11-06,2 +20171024,TOTAL,"2,501,593.74","735,842.68","284,358.10","51,789.62","26,620.81",0.00,2017-10-24,2017-10-30,2 +20171017,TOTAL,"2,458,676.58","761,817.58","289,193.62","65,649.05","24,868.12",0.00,2017-10-17,2017-10-23,2 +20171010,TOTAL,"2,449,060.92","722,193.02","306,807.73","90,224.91","23,890.52","8,027.86",2017-10-10,2017-10-16,2 +20171003,TOTAL,"2,425,603.62","738,403.25","293,052.60","101,165.95","26,994.68","14,984.87",2017-10-03,2017-10-09,2 +20170926,TOTAL,"2,483,396.91","697,213.41","268,629.70","79,978.06","44,906.63","26,080.25",2017-09-26,2017-10-02,2 +20170919,TOTAL,"2,485,577.01","644,244.13","300,970.41","97,532.23","45,801.05","26,080.13",2017-09-19,2017-09-25,2 +20170912,TOTAL,"2,577,484.98","534,958.59","299,118.49","94,462.14","55,713.23","38,467.53",2017-09-12,2017-09-18,2 +20170905,TOTAL,"2,641,894.55","546,923.83","232,116.13","94,290.42","46,512.50","38,467.53",2017-09-05,2017-09-11,2 +20170829,TOTAL,"2,672,755.60","567,533.29","186,247.11","93,837.85","43,440.02","36,391.09",2017-08-29,2017-09-04,2 +20170822,TOTAL,"2,706,848.93","525,034.29","202,499.53","92,837.98","55,251.16","17,733.06",2017-08-22,2017-08-28,2 +20170815,TOTAL,"2,688,230.21","566,998.52","183,833.97","87,354.71","52,725.38","21,062.16",2017-08-15,2017-08-21,2 +20170808,TOTAL,"2,510,042.04","743,500.86","184,119.28","91,123.11","48,574.06","22,845.61",2017-08-08,2017-08-14,2 +20170801,TOTAL,"2,447,843.37","754,890.79","239,486.58","79,811.35","55,327.27","22,845.61",2017-08-01,2017-08-07,2 +20170725,TOTAL,"2,385,048.34","841,546.88","217,062.07","77,649.29","56,052.76","22,845.61",2017-07-25,2017-07-31,2 +20170718,TOTAL,"2,477,886.14","761,376.32","217,427.32","74,065.13","62,699.09","6,750.96",2017-07-18,2017-07-24,2 +20170711,TOTAL,"2,719,798.41","552,872.92","197,930.03","63,622.11","65,981.49",0.00,2017-07-11,2017-07-17,2 +20170704,TOTAL,"2,742,717.83","564,866.02","177,237.43","72,395.00","42,988.67",0.00,2017-07-04,2017-07-10,2 +20170627,TOTAL,"2,764,977.05","556,287.39","180,870.18","68,788.03","29,282.30",0.00,2017-06-27,2017-07-03,2 +20170620,TOTAL,"2,791,673.36","549,313.59","195,223.90","47,557.48","16,436.63",0.00,2017-06-20,2017-06-26,2 +20170613,TOTAL,"2,798,608.24","547,548.75","206,752.08","47,295.88",0.00,0.00,2017-06-13,2017-06-19,2 +20170606,TOTAL,"2,891,020.50","439,137.52","232,417.56","37,629.38",0.00,0.00,2017-06-06,2017-06-12,2 +20170530,TOTAL,"2,854,737.66","584,873.87","126,775.27","25,334.09","8,484.07",0.00,2017-05-30,2017-06-05,2 +20170523,TOTAL,"2,976,036.64","486,466.42","101,086.20","24,159.44","12,456.26",0.00,2017-05-23,2017-05-29,2 +20170516,TOTAL,"2,906,735.96","523,126.80","128,838.03","28,554.17","12,950.00",0.00,2017-05-16,2017-05-22,2 +20170509,TOTAL,"2,950,633.54","490,694.41","119,103.93","31,457.32","8,315.77",0.00,2017-05-09,2017-05-15,2 +20170502,TOTAL,"2,974,637.12","474,156.52","111,620.97","36,013.03","3,777.32",0.00,2017-05-02,2017-05-08,2 +20170425,TOTAL,"2,749,728.10","664,852.71","152,394.49","32,265.02",964.63,0.00,2017-04-25,2017-05-01,2 +20170418,TOTAL,"2,590,678.49","760,771.83","204,191.97","41,894.15","2,668.51",0.00,2017-04-18,2017-04-24,2 +20170411,TOTAL,"2,600,423.60","752,056.40","203,422.92","41,633.52","2,668.51",0.00,2017-04-11,2017-04-17,2 +20170404,TOTAL,"2,519,040.85","783,781.56","251,153.96","43,114.36","3,114.22",0.00,2017-04-04,2017-04-10,2 +20170328,TOTAL,"2,344,177.30","827,238.78","342,893.14","79,604.97","6,290.77",0.00,2017-03-28,2017-04-03,2 +20170321,TOTAL,"2,324,293.79","793,810.97","369,629.74","99,484.07","12,986.38",0.00,2017-03-21,2017-03-27,2 +20170314,TOTAL,"2,456,183.39","685,324.18","339,863.28","104,241.99","14,592.12",0.00,2017-03-14,2017-03-20,2 +20170307,TOTAL,"2,428,044.45","722,463.08","329,508.52","104,160.78","16,028.12",0.00,2017-03-07,2017-03-13,2 +20170228,TOTAL,"2,377,034.93","799,319.67","313,273.44","95,908.42","14,668.50",0.00,2017-02-28,2017-03-06,2 +20170221,TOTAL,"2,463,728.93","721,649.73","315,238.03","89,466.31","10,121.95",0.00,2017-02-21,2017-02-27,2 +20170214,TOTAL,"2,591,878.50","600,592.90","312,304.73","84,849.56","10,579.27",0.00,2017-02-14,2017-02-20,2 +20170207,TOTAL,"2,612,098.22","558,922.90","327,067.31","91,831.52","10,285.00",0.00,2017-02-07,2017-02-13,2 +20170131,TOTAL,"2,582,959.18","579,637.07","322,371.78","102,902.31","12,334.62",0.00,2017-01-31,2017-02-06,2 +20170124,TOTAL,"2,557,988.51","557,219.47","351,096.68","120,534.64","13,365.65",0.00,2017-01-24,2017-01-30,2 +20170117,TOTAL,"2,348,408.02","672,512.78","375,542.07","131,904.03","68,465.22","3,372.84",2017-01-17,2017-01-23,2 +20170110,TOTAL,"2,283,691.08","689,941.70","387,187.59","161,017.00","74,994.75","3,372.84",2017-01-10,2017-01-16,2 +20170103,TOTAL,"2,149,455.04","772,898.59","418,259.00","164,953.42","65,688.39","28,950.51",2017-01-03,2017-01-09,2 +20161227,TOTAL,"2,019,253.52","857,722.96","419,654.23","167,380.52","81,747.53","54,446.19",2016-12-27,2017-01-02,2 +20161220,TOTAL,"1,898,911.41","854,032.12","528,494.05","181,074.09","80,970.45","56,722.84",2016-12-20,2016-12-26,2 +20161213,TOTAL,"1,915,585.00","787,053.01","509,641.59","236,821.11","91,235.09","59,869.15",2016-12-13,2016-12-19,2 +20161206,TOTAL,"1,897,127.82","788,633.09","494,094.09","260,932.29","99,496.25","59,921.42",2016-12-06,2016-12-12,2 +20161129,TOTAL,"1,852,458.62","801,097.66","447,220.43","238,998.70","179,760.38","80,669.17",2016-11-29,2016-12-05,2 +20161122,TOTAL,"1,891,636.71","771,815.31","423,277.24","264,998.81","166,469.65","82,007.23",2016-11-22,2016-11-28,2 +20161115,TOTAL,"1,982,065.29","711,656.14","471,988.02","241,929.10","121,623.24","70,943.16",2016-11-15,2016-11-21,2 +20161108,TOTAL,"2,074,621.35","702,481.68","480,697.98","193,205.84","91,887.06","57,311.04",2016-11-08,2016-11-14,2 +20161101,TOTAL,"2,103,389.07","690,595.94","476,836.66","183,208.75","94,871.13","51,303.41",2016-11-01,2016-11-07,2 +20161025,TOTAL,"2,205,486.56","674,995.73","411,393.23","185,648.08","76,408.93","46,272.42",2016-10-25,2016-10-31,2 +20161018,TOTAL,"2,204,498.71","730,584.94","374,467.82","174,202.08","77,174.35","39,277.06",2016-10-18,2016-10-24,2 +20161011,TOTAL,"2,257,563.24","736,955.58","344,684.22","157,178.62","66,032.02","37,791.28",2016-10-11,2016-10-17,2 +20161004,TOTAL,"2,281,425.68","734,001.36","333,075.98","157,169.40","59,296.79","35,235.74",2016-10-04,2016-10-10,2 +20160927,TOTAL,"2,203,860.50","825,891.22","326,763.16","147,414.85","61,488.06","34,787.17",2016-09-27,2016-10-03,2 +20160920,TOTAL,"2,244,879.17","789,148.99","332,745.68","144,971.38","55,185.26","33,274.48",2016-09-20,2016-09-26,2 +20160913,TOTAL,"2,269,904.38","778,344.54","319,672.30","146,134.78","52,874.48","33,274.48",2016-09-13,2016-09-19,2 +20160906,TOTAL,"2,270,259.76","755,171.76","353,573.86","139,163.08","48,762.01","33,274.48",2016-09-06,2016-09-12,2 +20160830,TOTAL,"2,242,764.41","770,138.86","368,872.42","137,084.73","48,070.05","33,274.48",2016-08-30,2016-09-05,2 +20160823,TOTAL,"2,232,966.72","782,167.65","362,052.47","141,694.56","48,049.08","33,274.48",2016-08-23,2016-08-29,2 +20160816,TOTAL,"2,068,864.66","932,873.90","366,548.33","144,382.67","54,260.91","33,274.48",2016-08-16,2016-08-22,2 +20160809,TOTAL,"1,936,745.54","1,006,951.64","409,884.11","161,687.52","51,661.66","33,274.48",2016-08-09,2016-08-15,2 +20160802,TOTAL,"1,964,022.70","999,841.68","417,238.36","132,239.24","53,588.49","33,274.48",2016-08-02,2016-08-08,2 +20160726,TOTAL,"1,938,917.78","1,035,698.15","410,729.96","127,025.25","54,559.34","33,274.48",2016-07-26,2016-08-01,2 +20160719,TOTAL,"1,996,676.46","1,036,723.53","362,420.62","118,501.18","52,608.68","33,274.48",2016-07-19,2016-07-25,2 +20160712,TOTAL,"2,130,488.05","936,292.27","346,960.30","109,179.71","44,010.16","33,274.48",2016-07-12,2016-07-18,2 +20160705,TOTAL,"2,135,378.35","928,783.74","354,210.21","106,267.30","42,290.87","33,274.48",2016-07-05,2016-07-11,2 +20160628,TOTAL,"2,132,878.29","977,689.43","325,527.97","93,036.04","37,798.75","33,274.48",2016-06-28,2016-07-04,2 +20160621,TOTAL,"2,197,808.47","954,242.08","295,607.17","84,470.79","34,801.96","33,274.48",2016-06-21,2016-06-27,2 +20160614,TOTAL,"2,323,947.16","859,012.83","273,344.17","75,824.36","34,801.96","33,274.48",2016-06-14,2016-06-20,2 +20160607,TOTAL,"2,452,537.54","746,251.62","264,705.29","62,732.97","40,703.06","33,274.48",2016-06-07,2016-06-13,2 +20160531,TOTAL,"2,542,360.35","671,083.99","258,579.60","53,880.56","41,025.98","33,274.48",2016-05-31,2016-06-06,2 +20160524,TOTAL,"2,562,393.56","624,708.35","280,428.51","58,374.08","41,025.98","33,274.48",2016-05-24,2016-05-30,2 +20160517,TOTAL,"2,591,928.08","586,981.92","274,933.05","72,061.45","41,025.98","33,274.48",2016-05-17,2016-05-23,2 +20160510,TOTAL,"2,547,639.76","609,611.49","281,298.18","59,949.86","68,431.19","33,274.48",2016-05-10,2016-05-16,2 +20160503,TOTAL,"2,443,223.83","715,050.35","275,023.73","63,245.74","70,386.83","33,274.48",2016-05-03,2016-05-09,2 +20160426,TOTAL,"2,269,035.90","863,466.71","287,691.51","76,349.53","70,386.83","33,274.48",2016-04-26,2016-05-02,2 +20160419,TOTAL,"2,279,897.46","850,888.18","287,986.98","77,771.02","70,386.83","33,274.48",2016-04-19,2016-04-25,2 +20160412,TOTAL,"2,281,580.32","779,128.63","352,550.09","73,786.82","61,817.75","51,341.34",2016-04-12,2016-04-18,2 +20160405,TOTAL,"2,360,363.79","731,638.29","325,850.04","69,193.74","61,817.75","51,341.34",2016-04-05,2016-04-11,2 +20160329,TOTAL,"2,329,056.15","811,649.90","282,418.86","64,056.13","56,849.39","56,174.52",2016-03-29,2016-04-04,2 +20160322,TOTAL,"2,453,941.80","710,820.06","251,578.86","70,744.00","56,945.72","56,174.52",2016-03-22,2016-03-28,2 +20160315,TOTAL,"2,491,544.31","729,644.79","183,558.37","82,337.24","56,945.72","56,174.52",2016-03-15,2016-03-21,2 +20160308,TOTAL,"2,467,647.06","753,508.85","155,495.52","101,668.54","55,998.15","65,886.83",2016-03-08,2016-03-14,2 +20160301,TOTAL,"2,570,997.41","594,831.88","200,135.90","112,354.78","55,998.15","65,886.83",2016-03-01,2016-03-07,2 +20160223,TOTAL,"2,633,348.47","523,397.50","209,543.56","112,030.45","55,998.15","65,886.83",2016-02-23,2016-02-29,2 +20160216,TOTAL,"2,562,278.28","580,633.76","224,251.50","110,119.62","57,034.97","65,886.83",2016-02-16,2016-02-22,2 +20160209,TOTAL,"2,654,416.08","492,496.20","216,740.83","108,425.58","62,239.43","65,886.83",2016-02-09,2016-02-15,2 +20160202,TOTAL,"2,662,443.59","469,456.45","214,109.04","115,354.85","71,221.27","67,619.76",2016-02-02,2016-02-08,2 +20160126,TOTAL,"2,689,978.81","442,098.82","211,549.83","117,698.46","69,975.76","68,903.27",2016-01-26,2016-02-01,2 +20160119,TOTAL,"2,667,659.62","438,034.17","237,933.68","110,931.58","72,870.74","72,775.17",2016-01-19,2016-01-25,2 +20160112,TOTAL,"2,646,491.92","431,972.28","221,079.07","145,194.87","77,664.86","77,801.95",2016-01-12,2016-01-18,2 +20160105,TOTAL,"2,589,705.07","455,378.70","253,009.24","146,645.14","74,215.66","81,251.15",2016-01-05,2016-01-11,2 +20151229,TOTAL,"2,543,084.46","492,050.79","216,988.52","159,079.75","107,750.29","81,251.15",2015-12-29,2016-01-04,2 +20151222,TOTAL,"2,520,014.47","497,579.75","201,605.57","182,661.82","117,092.21","81,251.15",2015-12-22,2015-12-28,2 +20151215,TOTAL,"2,495,761.80","513,322.42","196,088.87","196,688.51","117,092.21","81,251.15",2015-12-15,2015-12-21,2 +20151208,TOTAL,"2,479,453.24","512,925.24","175,861.75","191,933.81","158,779.77","81,251.15",2015-12-08,2015-12-14,2 +20151201,TOTAL,"2,433,362.48","546,429.48","178,291.24","190,975.51","169,895.09","81,251.15",2015-12-01,2015-12-07,2 +20151124,TOTAL,"2,308,436.38","631,605.21","213,299.82","193,448.94","172,163.46","81,251.15",2015-11-24,2015-11-30,2 +20151117,TOTAL,"2,152,477.92","761,005.15","238,407.19","193,535.35","173,528.20","81,251.15",2015-11-17,2015-11-23,2 +20151110,TOTAL,"2,107,553.40","734,011.17","299,481.92","204,379.13","173,528.20","81,251.15",2015-11-10,2015-11-16,2 +20151103,TOTAL,"2,016,720.02","795,084.36","322,638.04","199,618.33","184,254.87","81,889.32",2015-11-03,2015-11-09,2 +20151027,TOTAL,"1,848,062.48","840,359.73","393,188.51","207,265.49","220,975.48","90,353.27",2015-10-27,2015-11-02,2 +20151020,TOTAL,"1,691,298.22","861,403.89","347,694.41","265,619.94","321,009.01","113,179.48",2015-10-20,2015-10-26,2 +20151013,TOTAL,"1,847,096.75","770,328.29","304,411.37","279,462.37","300,676.73","98,229.45",2015-10-13,2015-10-19,2 +20151006,TOTAL,"1,910,988.76","737,882.48","304,746.24","284,418.00","270,156.28","92,013.19",2015-10-06,2015-10-12,2 +20150929,TOTAL,"1,692,679.71","941,972.61","359,947.24","260,772.36","254,479.77","90,353.27",2015-09-29,2015-10-05,2 +20150922,TOTAL,"1,701,133.32","929,591.44","372,955.07","254,692.73","251,479.13","90,353.27",2015-09-22,2015-09-28,2 +20150915,TOTAL,"1,710,933.45","881,134.40","417,621.31","253,833.98","246,328.54","90,353.27",2015-09-15,2015-09-21,2 +20150908,TOTAL,"1,728,149.32","858,820.43","421,444.91","262,661.78","238,775.25","90,353.27",2015-09-08,2015-09-14,2 +20150901,TOTAL,"1,804,528.06","773,219.58","457,720.33","241,620.03","232,763.69","90,353.27",2015-09-01,2015-09-07,2 +20150825,TOTAL,"1,828,156.42","764,884.30","461,920.57","214,754.74","240,135.66","90,353.27",2015-08-25,2015-08-31,2 +20150818,TOTAL,"1,818,486.37","776,671.93","455,745.06","265,490.66","193,457.67","90,353.27",2015-08-18,2015-08-24,2 +20150811,TOTAL,"1,859,685.68","749,871.18","451,540.95","262,176.17","186,589.75","90,353.27",2015-08-11,2015-08-17,2 +20150804,TOTAL,"1,907,148.02","756,457.04","410,403.55","261,037.27","180,170.90","85,000.21",2015-08-04,2015-08-10,2 +20150728,TOTAL,"2,009,256.11","697,492.32","375,640.90","252,916.11","179,899.30","85,000.21",2015-07-28,2015-08-03,2 +20150721,TOTAL,"2,181,783.44","521,470.18","392,574.05","279,424.06","139,953.01","85,000.21",2015-07-21,2015-07-27,2 +20150714,TOTAL,"2,181,554.17","514,335.11","377,411.50","302,013.33","139,890.64","85,000.21",2015-07-14,2015-07-20,2 +20150707,TOTAL,"2,141,157.75","573,759.90","368,679.02","291,914.84","138,541.70","86,151.75",2015-07-07,2015-07-13,2 +20150630,TOTAL,"2,098,449.33","664,563.51","369,332.28","264,640.71","117,067.37","86,151.75",2015-06-30,2015-07-06,2 +20150623,TOTAL,"2,050,681.54","758,614.72","360,205.50","227,484.07","117,067.37","86,151.75",2015-06-23,2015-06-29,2 +20150616,TOTAL,"2,127,774.80","728,156.12","334,395.26","206,659.66","117,067.37","86,151.75",2015-06-16,2015-06-22,2 +20150609,TOTAL,"2,191,227.56","706,188.17","290,434.40","204,574.61","115,495.67","92,284.54",2015-06-09,2015-06-15,2 +20150602,TOTAL,"2,095,821.53","763,202.71","314,333.05","213,477.42","119,148.39","94,221.86",2015-06-02,2015-06-08,2 +20150526,TOTAL,"1,929,142.42","876,639.06","367,371.79","218,435.00","114,394.83","94,221.86",2015-05-26,2015-06-01,2 +20150519,TOTAL,"1,885,255.92","764,543.69","494,330.13","247,458.53","114,324.31","94,292.38",2015-05-19,2015-05-25,2 +20150512,TOTAL,"1,775,654.58","781,844.96","510,990.92","315,527.98","121,894.13","94,292.38",2015-05-12,2015-05-18,2 +20150505,TOTAL,"1,778,096.95","684,060.27","525,587.67","376,073.56","134,345.33","102,041.18",2015-05-05,2015-05-11,2 +20150428,TOTAL,"1,853,819.87","619,652.76","524,270.44","358,885.52","141,032.94","102,543.44",2015-04-28,2015-05-04,2 +20150421,TOTAL,"1,849,883.96","632,180.36","547,656.38","312,575.46","151,019.86","106,888.94",2015-04-21,2015-04-27,2 +20150414,TOTAL,"1,688,540.85","783,381.44","552,633.10","302,231.67","166,542.30","106,875.59",2015-04-14,2015-04-20,2 +20150407,TOTAL,"1,621,391.30","866,774.73","535,605.20","301,562.74","165,965.82","108,905.17",2015-04-07,2015-04-13,2 +20150331,TOTAL,"1,657,492.29","832,980.41","550,302.40","289,641.68","169,315.94","100,472.24",2015-03-31,2015-04-06,2 +20150324,TOTAL,"1,752,589.22","806,068.30","531,115.18","245,600.30","164,359.72","100,472.24",2015-03-24,2015-03-30,2 +20150317,TOTAL,"1,796,176.28","757,784.68","557,671.71","229,342.42","163,864.31","95,365.56",2015-03-17,2015-03-23,2 +20150310,TOTAL,"1,835,344.33","812,694.16","479,144.41","220,767.61","156,888.89","95,365.56",2015-03-10,2015-03-16,2 +20150303,TOTAL,"1,820,098.93","817,799.57","491,420.31","217,216.92","157,256.93","96,412.29",2015-03-03,2015-03-09,2 +20150224,TOTAL,"1,803,903.44","805,606.50","496,725.82","228,823.92","165,835.77","99,309.51",2015-02-24,2015-03-02,2 +20150217,TOTAL,"1,784,989.11","845,918.74","474,683.20","235,857.57","157,429.42","101,326.92",2015-02-17,2015-02-23,2 +20150210,TOTAL,"2,015,006.64","709,867.92","388,711.11","231,277.03","156,980.73","98,361.51",2015-02-10,2015-02-16,2 +20150203,TOTAL,"2,100,176.74","641,558.29","375,887.66","215,861.83","172,763.46","93,956.97",2015-02-03,2015-02-09,2 +20150127,TOTAL,"2,038,229.85","699,106.15","356,691.30","237,003.37","174,582.46","94,591.83",2015-01-27,2015-02-02,2 +20150120,TOTAL,"2,198,047.18","551,525.35","340,228.63","243,372.74","179,573.21","87,457.85",2015-01-20,2015-01-26,2 +20150113,TOTAL,"2,253,361.51","505,502.82","340,472.87","234,659.33","179,168.99","87,039.44",2015-01-13,2015-01-19,2 +20150106,TOTAL,"2,267,584.64","487,306.26","341,323.01","238,090.24","191,384.62","74,516.19",2015-01-06,2015-01-12,2 +20141230,TOTAL,"2,190,510.86","546,976.33","353,562.13","239,556.79","193,113.22","76,485.64",2014-12-30,2015-01-05,2 +20141223,TOTAL,"2,087,737.43","611,064.06","384,635.53","250,771.73","190,046.72","75,949.50",2014-12-23,2014-12-29,2 +20141216,TOTAL,"2,102,824.43","593,445.62","384,476.75","253,414.90","191,146.38","74,896.88",2014-12-16,2014-12-22,2 +20141209,TOTAL,"2,133,975.80","568,547.66","383,712.35","245,162.49","157,743.59","111,063.08",2014-12-09,2014-12-15,2 +20141202,TOTAL,"2,163,095.94","560,647.83","368,274.53","243,182.69","154,410.00","110,593.96",2014-12-02,2014-12-08,2 +20141125,TOTAL,"2,177,873.92","552,749.16","363,967.57","243,351.61","151,668.74","110,593.96",2014-11-25,2014-12-01,2 +20141118,TOTAL,"2,179,580.23","534,727.90","370,576.75","249,940.90","151,383.72","113,995.46",2014-11-18,2014-11-24,2 +20141111,TOTAL,"2,192,377.13","517,741.60","370,596.42","254,110.64","151,383.72","113,995.46",2014-11-11,2014-11-17,2 +20141104,TOTAL,"2,237,907.23","464,002.52","366,038.93","264,267.94","153,545.26","114,443.07",2014-11-04,2014-11-10,2 +20141028,TOTAL,"2,291,298.89","418,175.12","348,875.10","266,055.79","155,883.22","119,916.84",2014-10-28,2014-11-03,2 +20141021,TOTAL,"2,280,534.76","423,215.13","353,891.51","269,222.42","156,821.99","116,519.14",2014-10-21,2014-10-27,2 +20141014,TOTAL,"2,261,997.69","442,194.28","350,537.65","265,651.30","163,304.88","116,519.14",2014-10-14,2014-10-20,2 +20141007,TOTAL,"2,183,351.64","498,818.95","356,760.68","276,830.27","167,924.28","116,519.14",2014-10-07,2014-10-13,2 +20140930,TOTAL,"2,156,067.46","524,525.24","358,260.77","278,218.63","167,227.55","115,905.32",2014-09-30,2014-10-06,2 +20140923,TOTAL,"2,225,233.26","453,569.11","368,150.20","274,712.14","166,685.93","111,854.31",2014-09-23,2014-09-29,2 +20140916,TOTAL,"2,236,687.53","427,626.56","335,757.65","319,808.14","168,470.76","111,854.31",2014-09-16,2014-09-22,2 +20140909,TOTAL,"2,212,622.87","447,034.32","329,627.22","326,089.11","173,644.66","111,186.78",2014-09-09,2014-09-15,2 +20140902,TOTAL,"2,190,626.31","423,374.53","356,709.80","331,426.55","183,647.50","114,420.26",2014-09-02,2014-09-08,2 +20140826,TOTAL,"2,162,773.44","418,777.57","370,392.96","345,081.83","188,758.88","114,420.26",2014-08-26,2014-09-01,2 +20140819,TOTAL,"2,153,084.07","437,488.66","359,334.81","345,995.67","189,881.48","114,420.26",2014-08-19,2014-08-25,2 +20140812,TOTAL,"2,179,778.66","409,169.85","348,568.99","354,838.83","193,797.28","114,051.35",2014-08-12,2014-08-18,2 +20140805,TOTAL,"2,166,974.30","412,213.34","353,679.38","360,775.13","191,105.44","115,457.37",2014-08-05,2014-08-11,2 +20140729,TOTAL,"2,167,580.75","407,666.81","340,245.09","365,946.97","201,349.34","117,416.00",2014-07-29,2014-08-04,2 +20140722,TOTAL,"2,207,183.34","381,370.08","294,043.61","379,067.30","254,567.65","83,972.99",2014-07-22,2014-07-28,2 +20140715,TOTAL,"2,231,360.48","341,113.11","302,289.71","368,396.27","271,118.08","85,927.31",2014-07-15,2014-07-21,2 +20140708,TOTAL,"2,229,039.50","340,680.75","280,121.72","388,886.97","273,136.78","88,339.23",2014-07-08,2014-07-14,2 +20140701,TOTAL,"2,261,236.76","315,926.91","270,980.02","391,730.72","270,677.15","89,653.41",2014-07-01,2014-07-07,2 +20140624,TOTAL,"2,109,003.13","437,701.44","307,005.04","408,726.55","250,295.53","87,473.28",2014-06-24,2014-06-30,2 +20140617,TOTAL,"2,111,252.94","419,761.54","304,197.30","415,253.71","255,324.44","94,415.03",2014-06-17,2014-06-23,2 +20140610,TOTAL,"2,086,404.18","426,603.05","306,060.13","414,898.22","285,686.67","80,552.71",2014-06-10,2014-06-16,2 +20140603,TOTAL,"2,031,562.91","446,043.92","302,183.19","422,196.03","307,295.22","90,923.69",2014-06-03,2014-06-09,2 +20140527,TOTAL,"2,141,245.65","318,247.10","306,901.88","423,446.45","309,670.77","100,693.10",2014-05-27,2014-06-02,2 +20140520,TOTAL,"2,148,094.18","305,400.80","295,610.48","416,026.29","284,956.99","150,116.21",2014-05-20,2014-05-26,2 +20140513,TOTAL,"2,114,405.29","340,454.08","302,007.81","422,313.43","286,793.40","134,230.95",2014-05-13,2014-05-19,2 +20140506,TOTAL,"2,057,747.60","337,599.17","352,413.26","416,624.35","301,976.64","133,843.92",2014-05-06,2014-05-12,2 +20140429,TOTAL,"2,113,629.30","330,659.63","351,150.13","420,858.21","267,349.03","116,558.66",2014-04-29,2014-05-05,2 +20140422,TOTAL,"2,074,249.97","370,005.39","367,949.88","442,621.32","247,259.74","98,118.64",2014-04-22,2014-04-28,2 +20140415,TOTAL,"2,125,794.39","335,039.72","381,249.28","454,158.26","218,988.08","84,975.23",2014-04-15,2014-04-21,2 +20140408,TOTAL,"2,087,974.15","369,800.78","413,780.87","431,629.54","220,979.51","76,040.11",2014-04-08,2014-04-14,2 +20140401,TOTAL,"1,991,368.27","453,822.15","429,456.06","430,800.70","229,232.61","65,525.18",2014-04-01,2014-04-07,2 +20140325,TOTAL,"2,018,647.87","429,681.08","457,467.67","402,692.92","228,807.01","62,908.40",2014-03-25,2014-03-31,2 +20140318,TOTAL,"2,033,377.56","438,615.50","458,437.37","415,094.86","205,261.85","49,417.83",2014-03-18,2014-03-24,2 +20140311,TOTAL,"1,942,951.61","578,850.71","425,387.07","421,461.09","181,687.81","49,866.67",2014-03-11,2014-03-17,2 +20140304,TOTAL,"1,916,226.17","602,197.85","433,216.95","425,916.12","175,299.72","47,348.15",2014-03-04,2014-03-10,2 +20140225,TOTAL,"1,897,008.48","614,346.98","440,826.60","417,903.97","177,044.72","53,074.21",2014-02-25,2014-03-03,2 +20140218,TOTAL,"1,924,216.24","597,465.45","438,927.54","421,318.12","184,124.71","34,152.91",2014-02-18,2014-02-24,2 +20140211,TOTAL,"1,856,157.78","609,353.80","490,552.41","437,689.42","179,899.58","26,551.97",2014-02-11,2014-02-17,2 +20140204,TOTAL,"1,823,416.53","648,398.25","501,468.22","405,312.83","195,057.16","26,551.97",2014-02-04,2014-02-10,2 +20140128,TOTAL,"1,832,318.61","665,274.88","476,801.46","407,993.02","192,715.56","25,101.44",2014-01-28,2014-02-03,2 +20140121,TOTAL,"1,919,045.22","640,458.11","466,982.66","380,752.63","181,733.04","11,233.30",2014-01-21,2014-01-27,2 +20140114,TOTAL,"1,942,958.33","617,756.20","465,771.46","380,752.63","181,733.04","11,233.30",2014-01-14,2014-01-20,2 +20140107,TOTAL,"1,904,160.15","691,779.52","488,057.24","391,686.74","113,288.02","11,233.30",2014-01-07,2014-01-13,2 +20131231,TOTAL,"1,951,422.75","712,191.57","433,930.17","383,494.29","107,932.88","11,233.30",2013-12-31,2014-01-06,2 +20131224,TOTAL,"1,909,196.86","749,570.38","439,592.21","381,521.46","109,090.74","11,233.30",2013-12-24,2013-12-30,2 +20131217,TOTAL,"1,805,705.56","841,251.06","451,828.77","384,004.25","105,161.11","12,254.21",2013-12-17,2013-12-23,2 +20131210,TOTAL,"1,838,938.48","844,429.11","423,322.77","378,779.30","103,043.83","11,691.47",2013-12-10,2013-12-16,2 +20131203,TOTAL,"1,840,184.46","834,142.65","428,502.94","382,283.23","103,400.21","11,691.47",2013-12-03,2013-12-09,2 +20131126,TOTAL,"1,772,334.52","874,825.11","455,819.67","382,586.03","102,948.16","11,691.47",2013-11-26,2013-12-02,2 +20131119,TOTAL,"1,694,952.21","895,642.37","487,600.91","404,117.80","106,671.38","11,220.28",2013-11-19,2013-11-25,2 +20131112,TOTAL,"1,724,184.40","820,268.14","535,387.34","430,847.65","79,465.98","10,051.44",2013-11-12,2013-11-18,2 +20131105,TOTAL,"1,751,396.64","778,745.48","543,969.86","437,762.51","78,106.47","10,224.00",2013-11-05,2013-11-11,2 +20131029,TOTAL,"1,729,075.00","727,270.37","599,188.87","459,442.93","76,128.95","9,098.83",2013-10-29,2013-11-04,2 +20131022,TOTAL,"1,756,430.65","690,855.13","606,612.27","461,258.99","75,949.09","9,098.83",2013-10-22,2013-10-28,2 +20131015,TOTAL,"1,762,324.83","633,629.99","657,757.38","463,430.25","74,264.58","8,797.93",2013-10-15,2013-10-21,2 +20131008,TOTAL,"1,671,959.92","667,627.87","669,910.03","502,983.00","78,926.20","8,797.93",2013-10-08,2013-10-14,2 +20131001,TOTAL,"1,591,523.58","669,042.53","715,666.58","531,670.28","83,504.06","8,797.93",2013-10-01,2013-10-07,2 +20130924,TOTAL,"1,535,162.57","593,558.51","689,431.78","651,713.01","121,109.77","9,229.33",2013-09-24,2013-09-30,2 +20130917,TOTAL,"1,470,985.03","575,808.42","680,500.67","666,754.39","193,304.85","12,851.60",2013-09-17,2013-09-23,2 +20130910,TOTAL,"1,390,786.09","559,238.04","619,367.22","725,389.20","267,919.23","37,505.18",2013-09-10,2013-09-16,2 +20130903,TOTAL,"1,452,063.75","517,231.38","626,841.20","707,291.81","259,069.34","37,707.49",2013-09-03,2013-09-09,2 +20130827,TOTAL,"1,407,881.21","523,719.52","623,451.13","728,152.66","277,417.31","39,583.13",2013-08-27,2013-09-02,2 +20130820,TOTAL,"1,479,254.51","585,641.42","524,559.10","693,696.82","277,447.24","39,605.86",2013-08-20,2013-08-26,2 +20130813,TOTAL,"1,559,574.03","544,431.86","534,941.47","607,163.67","293,016.87","61,077.05",2013-08-13,2013-08-19,2 +20130806,TOTAL,"1,556,161.38","554,477.92","505,961.02","623,154.65","277,100.55","83,349.43",2013-08-06,2013-08-12,2 +20130730,TOTAL,"1,561,096.38","545,190.25","506,729.65","632,033.72","259,896.87","95,258.09",2013-07-30,2013-08-05,2 +20130723,TOTAL,"1,529,042.23","549,977.88","505,903.38","638,102.76","262,085.63","115,093.08",2013-07-23,2013-07-29,2 +20130716,TOTAL,"1,672,371.62","451,120.19","444,936.12","630,459.94","270,669.81","130,647.27",2013-07-16,2013-07-22,2 +20130709,TOTAL,"1,733,289.25","428,558.61","426,800.16","595,163.24","276,065.86","140,327.84",2013-07-09,2013-07-15,2 +20130702,TOTAL,"1,778,498.60","407,250.14","422,941.89","583,177.96","267,602.65","140,733.73",2013-07-02,2013-07-08,2 +20130625,TOTAL,"1,778,719.67","449,143.84","408,114.41","568,887.27","264,010.65","131,329.12",2013-06-25,2013-07-01,2 +20130618,TOTAL,"1,867,691.90","373,169.55","455,273.65","524,650.21","247,589.19","131,830.45",2013-06-18,2013-06-24,2 +20130611,TOTAL,"1,873,808.15","386,570.34","484,020.45","514,060.40","200,799.74","140,945.88",2013-06-11,2013-06-17,2 +20130604,TOTAL,"1,816,193.15","444,754.65","481,769.91","513,462.09","199,893.61","144,131.55",2013-06-04,2013-06-10,2 +20130528,TOTAL,"1,757,336.37","496,387.48","456,099.14","536,855.33","210,815.38","142,711.26",2013-05-28,2013-06-03,2 +20130521,TOTAL,"1,635,046.52","566,640.73","460,236.54","557,971.09","231,787.08","148,523.00",2013-05-21,2013-05-27,2 +20130514,TOTAL,"1,611,363.23","542,451.55","473,675.89","562,294.82","278,005.26","132,414.20",2013-05-14,2013-05-20,2 +20130507,TOTAL,"1,590,264.19","551,328.47","468,258.33","565,275.19","293,214.29","131,864.48",2013-05-07,2013-05-13,2 +20130430,TOTAL,"1,625,968.34","550,649.92","437,881.10","565,510.41","317,957.12","102,238.06",2013-04-30,2013-05-06,2 +20130423,TOTAL,"1,557,462.94","605,762.56","480,687.52","513,220.93","365,031.91","78,039.10",2013-04-23,2013-04-29,2 +20130416,TOTAL,"1,513,306.55","635,390.55","484,849.95","528,282.26","360,926.35","77,449.30",2013-04-16,2013-04-22,2 +20130409,TOTAL,"1,334,231.59","724,098.04","484,175.42","554,921.64","401,228.18","101,550.09",2013-04-09,2013-04-15,2 +20130402,TOTAL,"1,273,295.41","752,100.23","511,735.60","547,530.91","359,053.22","156,489.59",2013-04-02,2013-04-08,2 +20130326,TOTAL,"1,323,511.84","710,150.28","506,339.47","552,943.97","353,798.37","153,461.03",2013-03-26,2013-04-01,2 +20130319,TOTAL,"1,317,542.75","709,504.91","505,223.95","560,950.14","344,650.00","162,333.22",2013-03-19,2013-03-25,2 +20130312,TOTAL,"1,365,490.88","675,918.92","506,246.32","555,792.09","337,894.68","158,862.05",2013-03-12,2013-03-18,2 +20130305,TOTAL,"1,312,111.73","670,456.43","519,867.95","584,929.63","348,903.83","163,935.38",2013-03-05,2013-03-11,2 +20130226,TOTAL,"1,263,474.48","694,057.06","547,665.46","584,695.18","346,453.55","163,859.21",2013-02-26,2013-03-04,2 +20130219,TOTAL,"1,249,272.66","658,697.24","565,249.32","565,359.97","361,181.94","200,443.84",2013-02-19,2013-02-25,2 +20130212,TOTAL,"1,277,955.00","632,516.63","552,771.85","603,834.03","334,247.49","198,879.96",2013-02-12,2013-02-18,2 +20130205,TOTAL,"1,215,465.26","661,775.44","514,268.34","633,867.90","368,904.73","205,923.29",2013-02-05,2013-02-11,2 +20130129,TOTAL,"1,120,819.84","730,316.50","525,591.88","640,727.37","391,139.25","191,610.11",2013-01-29,2013-02-04,2 +20130122,TOTAL,"1,119,375.55","732,948.61","540,684.64","625,807.05","390,180.62","191,208.49",2013-01-22,2013-01-28,2 +20130115,TOTAL,"1,108,121.68","707,276.82","570,770.02","630,159.27","394,219.39","189,657.77",2013-01-15,2013-01-21,2 +20130108,TOTAL,"1,060,274.93","713,242.33","570,537.09","629,706.16","424,931.70","201,512.74",2013-01-08,2013-01-14,2 +20130101,TOTAL,"1,028,423.23","719,710.24","585,657.41","624,754.38","438,680.99","202,978.69",2013-01-01,2013-01-07,2 +20121225,TOTAL,"996,646.57","740,177.02","584,866.06","628,263.06","447,816.66","202,435.59",2012-12-25,2012-12-31,2 +20121218,TOTAL,"1,103,662.34","633,901.87","582,485.26","627,731.25","452,859.25","199,564.99",2012-12-18,2012-12-24,2 +20121211,TOTAL,"1,100,479.69","634,164.24","583,078.14","648,064.79","439,085.83","195,332.27",2012-12-11,2012-12-17,2 +20121204,TOTAL,"1,031,616.04","687,968.66","609,043.21","650,532.57","425,712.21","195,332.27",2012-12-04,2012-12-10,2 +20121127,TOTAL,"1,037,277.60","675,004.88","636,657.42","645,433.48","413,693.42","192,138.16",2012-11-27,2012-12-03,2 +20121120,TOTAL,"1,203,868.64","585,418.33","670,772.30","566,643.73","385,028.30","188,473.67",2012-11-20,2012-11-26,2 +20121113,TOTAL,"1,243,745.55","583,517.32","689,084.31","532,762.96","370,234.99","180,859.81",2012-11-13,2012-11-19,2 +20121106,TOTAL,"1,241,468.57","566,174.30","646,182.59","563,418.22","397,116.13","185,845.15",2012-11-06,2012-11-12,2 +20121030,TOTAL,"1,232,264.26","555,240.75","660,068.81","579,320.39","396,375.03","176,935.72",2012-10-30,2012-11-05,2 +20121023,TOTAL,"1,187,459.91","550,854.50","698,107.20","576,029.37","412,070.23","175,683.75",2012-10-23,2012-10-29,2 +20121016,TOTAL,"1,168,542.77","551,890.72","710,340.78","594,971.74","398,833.35","175,625.59",2012-10-16,2012-10-22,2 +20121009,TOTAL,"1,115,958.24","569,727.86","712,403.45","595,287.63","420,872.16","185,955.61",2012-10-09,2012-10-15,2 +20121002,TOTAL,"1,141,117.15","513,293.80","738,950.21","600,888.98","423,291.84","182,662.98",2012-10-02,2012-10-08,2 +20120925,TOTAL,"1,119,949.04","508,169.99","703,431.34","621,777.38","462,691.47","184,185.74",2012-09-25,2012-10-01,2 +20120918,TOTAL,"1,072,970.55","574,079.25","716,258.95","612,300.05","445,213.21","179,382.95",2012-09-18,2012-09-24,2 +20120911,TOTAL,"1,061,560.93","605,361.50","674,066.05","624,313.79","447,623.16","187,279.53",2012-09-11,2012-09-17,2 +20120904,TOTAL,"1,093,572.13","596,372.29","630,938.81","633,690.74","460,874.38","184,756.61",2012-09-04,2012-09-10,2 +20120828,TOTAL,"1,086,794.70","618,377.75","619,818.76","577,501.65","516,071.46","181,640.65",2012-08-28,2012-09-03,2 +20120821,TOTAL,"1,099,210.17","596,771.61","578,158.41","633,409.12","502,896.11","189,759.53",2012-08-21,2012-08-27,2 +20120814,TOTAL,"1,087,105.63","651,607.11","490,062.38","658,763.82","524,261.09","188,404.92",2012-08-14,2012-08-20,2 +20120807,TOTAL,"1,073,185.92","645,023.20","496,555.61","658,943.39","599,988.02","126,508.81",2012-08-07,2012-08-13,2 +20120731,TOTAL,"1,036,010.80","668,585.31","523,215.25","702,064.34","579,759.59","90,569.65",2012-07-31,2012-08-06,2 +20120724,TOTAL,"1,014,887.02","661,323.53","551,905.85","752,907.16","547,563.78","71,617.62",2012-07-24,2012-07-30,2 +20120717,TOTAL,"994,477.68","691,383.96","642,525.38","864,411.00","377,564.06","29,842.86",2012-07-17,2012-07-23,2 +20120710,TOTAL,"1,018,971.73","748,105.17","713,157.98","770,246.76","327,373.03","22,350.29",2012-07-10,2012-07-16,2 +20120703,TOTAL,"1,054,800.54","859,122.89","654,668.31","720,681.95","292,866.39","18,064.88",2012-07-03,2012-07-09,2 +20120626,TOTAL,"1,184,448.89","874,696.94","615,185.19","668,369.96","245,183.11","12,320.87",2012-06-26,2012-07-02,2 +20120619,TOTAL,"1,419,375.85","772,403.35","676,774.82","574,964.47","148,020.97","8,665.50",2012-06-19,2012-06-25,2 +20120612,TOTAL,"1,714,444.19","689,167.16","619,143.28","458,855.60","109,898.16","8,696.58",2012-06-12,2012-06-18,2 +20120605,TOTAL,"1,670,455.25","765,600.50","593,487.70","431,805.02","120,844.25","18,012.24",2012-06-05,2012-06-11,2 +20120529,TOTAL,"1,670,490.41","802,420.70","555,996.09","413,611.04","137,951.10","19,735.61",2012-05-29,2012-06-04,2 +20120522,TOTAL,"1,721,820.04","813,347.25","477,870.17","407,710.17","150,763.54","28,693.79",2012-05-22,2012-05-28,2 +20120515,TOTAL,"1,948,278.37","637,148.06","459,784.88","382,864.34","141,553.60","30,575.70",2012-05-15,2012-05-21,2 +20120508,TOTAL,"1,908,496.41","609,619.19","489,433.56","388,562.86","155,733.93","48,359.01",2012-05-08,2012-05-14,2 +20120501,TOTAL,"1,811,978.27","636,908.55","535,797.32","406,863.75","150,677.02","57,980.04",2012-05-01,2012-05-07,2 +20120424,TOTAL,"1,809,040.18","673,084.94","515,671.88","401,644.68","144,827.20","55,936.08",2012-04-24,2012-04-30,2 +20120417,TOTAL,"1,808,312.87","677,784.92","522,345.92","393,655.24","141,286.60","56,819.40",2012-04-17,2012-04-23,2 +20120410,TOTAL,"1,765,304.23","678,688.30","548,718.21","404,463.64","141,277.51","61,753.05",2012-04-10,2012-04-16,2 +20120403,TOTAL,"1,788,155.77","703,347.12","515,761.25","392,438.73","142,701.20","57,800.88",2012-04-03,2012-04-09,2 +20120327,TOTAL,"1,899,192.87","617,506.83","497,792.38","383,104.09","137,938.80","64,669.99",2012-03-27,2012-04-02,2 +20120320,TOTAL,"1,909,777.74","535,187.26","575,850.41","372,208.06","140,855.71","66,325.78",2012-03-20,2012-03-26,2 +20120313,TOTAL,"1,844,829.06","556,349.18","569,458.97","409,898.21","147,067.84","72,601.70",2012-03-13,2012-03-19,2 +20120306,TOTAL,"1,876,329.67","547,264.02","593,951.84","364,325.04","144,961.94","73,372.45",2012-03-06,2012-03-12,2 +20120228,TOTAL,"1,865,790.46","568,624.51","576,858.48","358,822.24","154,913.80","75,195.46",2012-02-28,2012-03-05,2 +20120221,TOTAL,"1,872,721.64","583,454.76","620,377.40","293,528.74","157,190.53","72,931.88",2012-02-21,2012-02-27,2 +20120214,TOTAL,"1,870,006.55","589,424.24","598,103.25","262,110.72","183,852.96","96,707.24",2012-02-14,2012-02-20,2 +20120207,TOTAL,"1,879,092.34","578,694.07","598,622.46","267,642.72","181,626.12","94,527.24",2012-02-07,2012-02-13,2 +20120131,TOTAL,"1,845,030.68","612,911.23","586,445.36","266,901.22","192,999.42","95,917.04",2012-01-31,2012-02-06,2 +20120124,TOTAL,"1,843,793.65","663,968.41","535,888.12","261,675.81","212,365.43","82,513.54",2012-01-24,2012-01-30,2 +20120117,TOTAL,"1,883,931.94","735,168.53","414,967.33","259,045.27","223,766.85","83,325.04",2012-01-17,2012-01-23,2 +20120110,TOTAL,"1,981,131.71","636,917.11","414,103.30","274,482.15","214,552.33","79,018.35",2012-01-10,2012-01-16,2 +20120103,TOTAL,"2,105,147.21","532,590.13","394,250.96","261,952.47","206,393.72","99,870.46",2012-01-03,2012-01-09,2 +20111227,TOTAL,"2,119,594.75","620,568.49","288,167.15","270,568.81","201,859.40","99,446.35",2011-12-27,2012-01-02,2 +20111220,TOTAL,"2,310,671.35","458,112.62","246,886.09","248,472.03","204,263.05","131,799.81",2011-12-20,2011-12-26,2 +20111213,TOTAL,"2,306,767.96","446,692.52","217,888.48","241,745.85","249,164.14","137,946.00",2011-12-13,2011-12-19,2 +20111206,TOTAL,"2,370,976.37","378,561.07","215,816.73","219,020.16","271,573.88","144,256.74",2011-12-06,2011-12-12,2 +20111129,TOTAL,"2,360,867.59","353,242.12","226,040.32","209,630.34","270,440.04","179,984.54",2011-11-29,2011-12-05,2 +20111122,TOTAL,"2,300,747.98","358,054.76","242,153.48","202,578.49","252,654.21","244,016.04",2011-11-22,2011-11-28,2 +20111115,TOTAL,"2,274,485.83","363,043.30","239,794.24","204,863.43","256,264.27","261,753.89",2011-11-15,2011-11-21,2 +20111108,TOTAL,"2,266,398.03","332,887.51","277,892.59","196,330.39","262,637.20","264,059.24",2011-11-08,2011-11-14,2 +20111101,TOTAL,"2,299,780.36","316,913.37","249,812.05","200,261.23","266,964.99","266,472.95",2011-11-01,2011-11-07,2 +20111025,TOTAL,"2,359,535.79","326,448.27","192,654.25","202,231.51","232,143.50","287,191.64",2011-10-25,2011-10-31,2 +20111018,TOTAL,"2,370,746.16","327,950.94","187,896.59","189,031.80","226,399.28","298,180.18",2011-10-18,2011-10-24,2 +20111011,TOTAL,"2,325,690.10","354,992.21","201,033.87","203,492.08","221,557.72","293,438.97",2011-10-11,2011-10-17,2 +20111004,TOTAL,"2,244,605.21","450,386.72","189,402.26","174,440.73","189,724.54","351,645.50",2011-10-04,2011-10-10,2 +20110927,TOTAL,"2,284,218.41","436,908.49","173,164.66","170,396.22","193,513.83","342,003.33",2011-09-27,2011-10-03,2 +20110920,TOTAL,"2,307,452.47","373,771.32","206,969.04","171,064.81","199,798.83","341,148.50",2011-09-20,2011-09-26,2 +20110913,TOTAL,"2,234,868.66","434,469.91","205,122.65","168,238.89","204,183.81","353,321.03",2011-09-13,2011-09-19,2 +20110906,TOTAL,"2,269,993.61","424,992.43","201,411.52","160,893.22","206,040.00","336,874.17",2011-09-06,2011-09-12,2 +20110830,TOTAL,"2,133,452.75","476,402.30","245,708.08","195,078.91","212,376.94","337,185.98",2011-08-30,2011-09-05,2 +20110823,TOTAL,"2,155,806.40","510,904.83","228,551.84","186,476.67","183,356.02","335,109.20",2011-08-23,2011-08-29,2 +20110816,TOTAL,"2,165,755.03","499,516.42","229,818.67","182,674.35","196,644.40","325,796.09",2011-08-16,2011-08-22,2 +20110809,TOTAL,"2,161,755.84","447,653.67","246,345.21","188,670.40","210,952.78","344,827.06",2011-08-09,2011-08-15,2 +20110802,TOTAL,"2,161,207.33","464,771.91","216,803.32","207,384.37","221,468.74","328,569.29",2011-08-02,2011-08-08,2 +20110726,TOTAL,"2,267,078.97","445,019.44","170,452.75","170,613.57","214,841.65","332,198.58",2011-07-26,2011-08-01,2 +20110719,TOTAL,"2,377,897.80","366,794.88","156,891.85","156,307.31","214,385.42","327,927.71",2011-07-19,2011-07-25,2 +20110712,TOTAL,"2,402,913.39","333,098.89","151,527.30","151,063.09","201,905.15","359,697.14",2011-07-12,2011-07-18,2 +20110705,TOTAL,"2,351,380.03","366,983.22","172,492.99","149,435.52","205,942.48","353,970.72",2011-07-05,2011-07-11,2 +20110628,TOTAL,"2,347,578.55","407,043.58","145,232.58","147,625.58","193,656.47","359,068.20",2011-06-28,2011-07-04,2 +20110621,TOTAL,"2,462,341.02","315,937.31","149,350.91","131,213.93","185,124.23","356,237.54",2011-06-21,2011-06-27,2 +20110614,TOTAL,"2,452,187.15","331,166.22","161,295.93","161,596.10","222,352.58","271,606.98",2011-06-14,2011-06-20,2 +20110607,TOTAL,"2,474,114.58","318,799.54","165,996.08","167,988.79","238,589.17","234,716.80",2011-06-07,2011-06-13,2 +20110531,TOTAL,"2,556,505.85","272,752.76","148,447.63","180,878.02","253,491.13","188,129.58",2011-05-31,2011-06-06,2 +20110524,TOTAL,"2,548,233.39","283,805.58","158,734.62","204,688.73","235,813.60","168,929.03",2011-05-24,2011-05-30,2 +20110517,TOTAL,"2,528,258.14","276,758.66","172,798.72","226,040.12","214,766.20","181,583.12",2011-05-17,2011-05-23,2 +20110510,TOTAL,"2,483,271.91","319,706.49","179,387.15","242,395.59","196,758.51","178,685.31",2011-05-10,2011-05-16,2 +20110503,TOTAL,"2,484,144.25","319,259.29","217,164.90","228,974.29","256,886.98","93,775.26",2011-05-03,2011-05-09,2 +20110426,TOTAL,"2,459,745.42","337,839.11","245,804.62","230,254.44","276,658.92","49,902.44",2011-04-26,2011-05-02,2 +20110419,TOTAL,"2,387,372.47","385,647.84","255,625.24","274,667.50","254,114.01","42,777.90",2011-04-19,2011-04-25,2 +20110412,TOTAL,"2,365,641.08","374,833.14","308,346.84","280,653.60","242,629.43","28,100.87",2011-04-12,2011-04-18,2 +20110405,TOTAL,"2,362,133.84","370,173.91","320,832.65","283,892.72","250,404.81","12,767.04",2011-04-05,2011-04-11,2 +20110329,TOTAL,"2,340,009.20","410,589.54","301,073.14","355,553.85","192,979.22",0.00,2011-03-29,2011-04-04,2 +20110322,TOTAL,"2,307,898.50","465,933.46","377,328.98","305,534.71","143,509.31",0.00,2011-03-22,2011-03-28,2 +20110315,TOTAL,"2,314,579.01","501,658.56","391,155.90","291,931.74","100,879.75",0.00,2011-03-15,2011-03-21,2 +20110308,TOTAL,"2,272,540.62","496,920.02","452,209.01","297,775.56","80,759.74",0.00,2011-03-08,2011-03-14,2 +20110301,TOTAL,"2,205,707.58","550,461.23","468,426.77","306,349.10","69,260.27",0.00,2011-03-01,2011-03-07,2 +20110222,TOTAL,"2,180,248.14","568,813.69","506,566.26","282,224.40","62,352.46",0.00,2011-02-22,2011-02-28,2 +20110215,TOTAL,"2,098,321.44","749,305.63","462,890.63","246,446.77","43,240.48",0.00,2011-02-15,2011-02-21,2 +20110208,TOTAL,"2,127,792.39","740,013.53","441,458.38","247,700.17","43,240.48",0.00,2011-02-08,2011-02-14,2 +20110201,TOTAL,"2,100,667.99","772,204.46","408,382.42","270,499.40","48,450.68",0.00,2011-02-01,2011-02-07,2 +20110125,TOTAL,"2,213,943.39","661,113.19","454,906.88","207,645.97","62,595.53",0.00,2011-01-25,2011-01-31,2 +20110118,TOTAL,"2,246,789.24","661,072.54","452,069.47","174,614.75","65,658.96",0.00,2011-01-18,2011-01-24,2 +20110111,TOTAL,"2,285,913.69","615,864.14","467,293.52","159,610.43","71,523.18",0.00,2011-01-11,2011-01-17,2 +20110104,TOTAL,"2,283,466.96","660,519.07","399,541.78","178,407.90","78,269.26",0.00,2011-01-04,2011-01-10,2 +20101228,TOTAL,"2,240,093.75","643,445.90","442,928.48","202,546.54","71,190.30",0.00,2010-12-28,2011-01-03,2 +20101221,TOTAL,"2,237,215.91","658,463.78","450,335.28","195,179.69","59,010.29",0.00,2010-12-21,2010-12-27,2 +20101214,TOTAL,"2,212,096.75","789,755.32","381,026.40","174,060.76","43,265.73",0.00,2010-12-14,2010-12-20,2 +20101207,TOTAL,"2,202,860.50","858,468.15","327,039.89","172,201.37","39,606.15",28.90,2010-12-07,2010-12-13,2 +20101130,TOTAL,"2,200,291.35","895,233.88","320,860.03","159,280.68","24,474.12",64.90,2010-11-30,2010-12-06,2 +20101123,TOTAL,"2,222,753.19","859,632.73","322,775.89","159,323.11","35,655.14",64.90,2010-11-23,2010-11-29,2 +20101116,TOTAL,"2,193,017.82","906,953.29","317,924.56","143,561.98","38,682.40",64.90,2010-11-16,2010-11-22,2 +20101109,TOTAL,"2,236,434.84","863,809.67","303,987.59","153,740.48","42,062.89",169.50,2010-11-09,2010-11-15,2 +20101102,TOTAL,"2,276,673.69","845,490.84","280,972.29","155,764.38","41,134.25",169.51,2010-11-02,2010-11-08,2 +20101026,TOTAL,"2,346,533.56","790,388.32","282,456.20","143,148.12","37,319.24",359.52,2010-10-26,2010-11-01,2 +20101019,TOTAL,"2,229,723.13","919,265.52","279,492.97","137,491.72","33,872.11",359.52,2010-10-19,2010-10-25,2 +20101012,TOTAL,"2,286,643.45","932,581.35","251,760.60","111,588.11","17,271.93",359.52,2010-10-12,2010-10-18,2 +20101005,TOTAL,"2,337,152.42","905,711.41","273,010.54","72,906.56","11,093.41",330.62,2010-10-05,2010-10-11,2 +20100928,TOTAL,"2,229,298.32","970,324.53","304,592.82","84,927.96","10,730.70",330.63,2010-09-28,2010-10-04,2 +20100921,TOTAL,"2,388,840.72","839,413.62","280,716.95","80,205.61","10,697.44",330.63,2010-09-21,2010-09-27,2 +20100914,TOTAL,"2,540,639.85","745,380.82","244,396.76","61,059.55","8,397.35",330.63,2010-09-14,2010-09-20,2 +20100907,TOTAL,"2,611,496.94","708,365.77","222,420.89","49,193.37","8,397.35",330.63,2010-09-07,2010-09-13,2 +20100831,TOTAL,"2,534,521.78","773,959.81","244,097.50","41,292.98","6,002.25",330.63,2010-08-31,2010-09-06,2 +20100824,TOTAL,"2,672,745.69","682,044.37","199,284.55","39,797.46","6,002.25",330.63,2010-08-24,2010-08-30,2 +20100817,TOTAL,"2,624,866.02","716,476.72","206,082.33","46,447.00","6,002.25",330.63,2010-08-17,2010-08-23,2 +20100810,TOTAL,"2,693,641.58","651,631.93","193,875.44","50,182.51","10,542.87",330.63,2010-08-10,2010-08-16,2 +20100803,TOTAL,"2,718,445.17","631,259.95","188,430.92","51,195.41","10,542.87",330.63,2010-08-03,2010-08-09,2 +20100727,TOTAL,"2,645,166.86","681,056.76","215,684.72","47,888.14","10,077.84",330.63,2010-07-27,2010-08-02,2 +20100720,TOTAL,"2,558,830.57","788,170.63","208,749.68","35,163.93","8,959.52",330.63,2010-07-20,2010-07-26,2 +20100713,TOTAL,"2,617,051.42","742,946.79","197,452.19","33,295.96","9,128.97",329.64,2010-07-13,2010-07-19,2 +20100706,TOTAL,"2,628,002.89","734,562.92","193,246.43","34,934.10","9,128.95",329.65,2010-07-06,2010-07-12,2 +20100629,TOTAL,"2,573,232.24","756,683.16","211,709.03","44,949.87","13,431.85",198.82,2010-06-29,2010-07-05,2 +20100622,TOTAL,"2,567,616.28","749,655.20","218,991.97","47,679.58","16,103.66",198.82,2010-06-22,2010-06-28,2 +20100615,TOTAL,"2,678,204.02","647,508.91","203,603.46","54,586.09","16,103.66",198.82,2010-06-15,2010-06-21,2 +20100608,TOTAL,"2,708,278.03","603,987.11","195,996.37","75,640.97","16,103.66",198.82,2010-06-08,2010-06-14,2 +20100601,TOTAL,"2,544,312.81","746,457.86","209,005.93","84,432.69","15,796.85",198.82,2010-06-01,2010-06-07,2 +20100525,TOTAL,"2,646,974.54","660,246.15","215,745.36","70,200.63","6,839.47",198.82,2010-05-25,2010-05-31,2 +20100518,TOTAL,"2,588,983.05","697,408.02","228,716.64","82,663.12","2,235.31",198.82,2010-05-18,2010-05-24,2 +20100511,TOTAL,"2,441,139.92","814,720.67","262,985.56","79,735.18","1,424.81",198.82,2010-05-11,2010-05-17,2 +20100504,TOTAL,"2,421,871.78","848,357.10","248,588.47","79,763.98","1,424.81",198.82,2010-05-04,2010-05-10,2 +20100427,TOTAL,"2,372,112.90","904,216.11","242,408.09","79,844.24","1,424.81",198.82,2010-04-27,2010-05-03,2 +20100420,TOTAL,"2,418,060.65","874,705.46","238,167.11","67,737.41","1,335.52",198.82,2010-04-20,2010-04-26,2 +20100413,TOTAL,"2,408,713.68","913,669.48","215,654.01","60,633.45","1,335.52",198.82,2010-04-13,2010-04-19,2 +20100406,TOTAL,"2,500,778.96","822,466.28","214,058.40","61,366.98","1,335.52",198.82,2010-04-06,2010-04-12,2 +20100330,TOTAL,"2,548,100.25","777,476.60","211,560.84","61,271.99","1,557.50",237.76,2010-03-30,2010-04-05,2 +20100323,TOTAL,"2,561,821.21","751,313.54","217,902.85","67,372.10","1,557.50",237.76,2010-03-23,2010-03-29,2 +20100316,TOTAL,"2,538,427.23","778,156.68","211,915.51","69,834.96","1,603.67",266.91,2010-03-16,2010-03-22,2 +20100309,TOTAL,"2,480,033.72","827,439.45","220,000.58","70,855.64","1,457.34",418.23,2010-03-09,2010-03-15,2 +20100302,TOTAL,"2,538,603.66","790,715.99","221,362.23","48,459.06",646.24,417.78,2010-03-02,2010-03-08,2 +20100223,TOTAL,"2,524,439.35","798,808.60","226,404.71","49,709.80",842.50,0.00,2010-02-23,2010-03-01,2 +20100216,TOTAL,"2,512,120.69","818,185.71","222,713.82","46,342.24",842.50,0.00,2010-02-16,2010-02-22,2 +20100209,TOTAL,"2,550,433.41","810,789.69","195,735.48","42,403.83",842.54,0.00,2010-02-09,2010-02-15,2 +20100202,TOTAL,"2,552,265.93","788,418.50","215,222.16","43,455.87",842.50,0.00,2010-02-02,2010-02-08,2 +20100126,TOTAL,"2,527,202.44","794,020.95","228,466.51","45,928.90","4,586.15",0.00,2010-01-26,2010-02-01,2 +20100119,TOTAL,"2,442,814.90","743,390.21","240,465.15","161,947.06","11,587.64",0.00,2010-01-19,2010-01-25,2 +20100112,TOTAL,"2,433,720.39","748,045.77","231,754.69","175,096.46","11,587.64",0.00,2010-01-12,2010-01-18,2 +20100105,TOTAL,"2,589,929.19","608,443.38","272,418.20","123,227.95","6,186.25",0.00,2010-01-05,2010-01-11,2 +20091229,TOTAL,"2,590,032.51","633,612.83","247,155.53","123,299.19","6,104.90",0.00,2009-12-29,2010-01-04,2 +20091222,TOTAL,"2,678,252.98","542,332.51","250,215.38","123,299.19","6,104.90",0.00,2009-12-22,2009-12-28,2 +20091215,TOTAL,"2,673,904.70","544,165.67","246,781.38","129,248.30","6,104.90",0.00,2009-12-15,2009-12-21,2 +20091208,TOTAL,"2,748,146.46","460,997.44","232,124.02","146,647.74","12,289.30",0.00,2009-12-08,2009-12-14,2 +20091201,TOTAL,"2,749,112.03","453,206.14","238,949.76","144,346.27","14,590.77",0.00,2009-12-01,2009-12-07,2 +20091124,TOTAL,"2,748,508.67","452,763.13","238,058.90","144,641.77","14,506.86","1,725.62",2009-11-24,2009-11-30,2 +20091117,TOTAL,"2,817,512.55","399,086.85","237,787.08","133,969.78","9,485.99","2,362.70",2009-11-17,2009-11-23,2 +20091110,TOTAL,"2,779,598.69","426,711.36","256,447.30","125,486.02","9,598.88","2,362.70",2009-11-10,2009-11-16,2 +20091103,TOTAL,"2,803,209.43","411,688.67","247,115.40","123,794.27","12,034.48","2,362.70",2009-11-03,2009-11-09,2 +20091027,TOTAL,"2,752,167.86","485,778.32","221,397.71","126,475.60","12,022.76","2,362.70",2009-10-27,2009-11-02,2 +20091020,TOTAL,"2,645,336.61","566,249.22","226,446.25","141,151.93","17,140.23","3,880.72",2009-10-20,2009-10-26,2 +20091013,TOTAL,"2,577,885.41","591,959.15","221,215.11","189,728.54","15,536.03","3,880.72",2009-10-13,2009-10-19,2 +20091006,TOTAL,"2,525,442.47","633,053.45","268,740.41","150,261.22","18,826.69","3,880.72",2009-10-06,2009-10-12,2 +20090929,TOTAL,"2,462,861.67","683,456.21","265,884.52","148,589.33","31,099.11","8,314.11",2009-09-29,2009-10-05,2 +20090922,TOTAL,"2,539,474.55","598,866.89","273,927.38","140,653.27","37,231.13","10,051.73",2009-09-22,2009-09-28,2 +20090915,TOTAL,"2,542,434.16","614,068.86","274,927.59","126,601.45","33,228.51","8,944.39",2009-09-15,2009-09-21,2 +20090908,TOTAL,"2,488,502.35","657,467.78","277,886.02","110,045.37","23,689.64","42,613.80",2009-09-08,2009-09-14,2 +20090901,TOTAL,"2,549,940.64","620,372.58","248,772.36","110,747.82","24,389.80","45,981.76",2009-09-01,2009-09-07,2 +20090825,TOTAL,"2,517,961.81","653,953.22","245,197.96","112,720.41","20,471.76","49,899.80",2009-08-25,2009-08-31,2 +20090818,TOTAL,"2,446,263.05","764,283.60","193,509.70","118,641.72","29,448.40","48,058.49",2009-08-18,2009-08-24,2 +20090811,TOTAL,"2,392,136.83","821,573.31","191,913.87","117,365.62","32,605.14","44,610.18",2009-08-11,2009-08-17,2 +20090804,TOTAL,"2,484,815.39","713,039.14","196,817.47","128,317.64","32,605.14","44,610.18",2009-08-04,2009-08-10,2 +20090728,TOTAL,"2,445,000.21","725,538.88","222,529.21","141,475.25","16,007.14","49,654.27",2009-07-28,2009-08-03,2 +20090721,TOTAL,"2,348,046.59","793,076.06","251,631.29","141,878.03","21,844.57","43,728.42",2009-07-21,2009-07-27,2 +20090714,TOTAL,"2,391,211.19","731,671.02","282,185.24","129,335.81","18,355.63","47,446.06",2009-07-14,2009-07-20,2 +20090707,TOTAL,"2,442,676.88","712,413.03","257,838.28","127,799.82","22,185.72","37,291.22",2009-07-07,2009-07-13,2 +20090630,TOTAL,"2,497,000.62","677,001.44","258,806.15","114,328.47","23,619.58","29,448.70",2009-06-30,2009-07-06,2 +20090623,TOTAL,"2,588,286.02","603,357.62","244,570.46","122,939.68","19,269.35","21,781.84",2009-06-23,2009-06-29,2 +20090616,TOTAL,"2,498,286.40","673,659.93","248,091.41","136,318.32","23,569.01","20,279.89",2009-06-16,2009-06-22,2 +20090609,TOTAL,"2,490,157.78","660,588.29","262,990.09","140,116.04","26,072.88","20,279.89",2009-06-09,2009-06-15,2 +20090602,TOTAL,"2,517,180.32","638,985.72","260,335.39","139,741.00","26,709.82","17,252.71",2009-06-02,2009-06-08,2 +20090526,TOTAL,"2,607,491.89","542,079.95","278,640.42","125,953.42","28,207.39","17,831.87",2009-05-26,2009-06-01,2 +20090519,TOTAL,"2,516,150.45","566,837.08","298,982.13","161,109.32","34,588.41","22,537.57",2009-05-19,2009-05-25,2 +20090512,TOTAL,"2,482,086.69","600,592.85","290,662.67","147,278.58","40,093.96","39,490.20",2009-05-12,2009-05-18,2 +20090505,TOTAL,"2,377,838.65","700,902.44","298,022.42","159,741.65","37,893.67","25,806.12",2009-05-05,2009-05-11,2 +20090428,TOTAL,"2,192,339.54","855,172.10","308,719.42","182,257.63","35,910.15","25,806.12",2009-04-28,2009-05-04,2 +20090421,TOTAL,"2,236,793.37","779,224.27","313,704.22","205,880.57","34,889.23","29,713.29",2009-04-21,2009-04-27,2 +20090414,TOTAL,"2,230,562.53","741,474.15","345,633.97","213,516.23","38,529.40","30,488.67",2009-04-14,2009-04-20,2 +20090407,TOTAL,"2,195,873.30","727,561.68","392,243.99","218,952.82","46,798.12","18,775.04",2009-04-07,2009-04-13,2 +20090331,TOTAL,"2,076,314.05","777,407.07","504,727.53","176,183.15","46,798.12","18,775.04",2009-03-31,2009-04-06,2 +20090324,TOTAL,"1,875,413.27","922,028.16","557,798.04","187,548.43","38,642.01","18,775.04",2009-03-24,2009-03-30,2 +20090317,TOTAL,"1,968,343.60","892,317.97","502,482.18","179,719.50","38,566.67","18,775.04",2009-03-17,2009-03-23,2 +20090310,TOTAL,"1,961,344.65","862,407.10","544,546.33","167,598.32","38,889.39","25,419.17",2009-03-10,2009-03-16,2 +20090303,TOTAL,"1,946,060.91","878,341.93","512,093.41","194,467.57","43,821.97","25,419.17",2009-03-03,2009-03-09,2 +20090224,TOTAL,"2,045,517.53","829,494.29","452,939.42","190,388.27","59,179.33","22,686.12",2009-02-24,2009-03-02,2 +20090217,TOTAL,"2,053,077.88","909,473.53","356,231.99","196,446.81","62,288.63","22,686.12",2009-02-17,2009-02-23,2 +20090210,TOTAL,"1,993,361.72","943,170.72","372,826.98","203,942.62","66,722.35","20,180.57",2009-02-10,2009-02-16,2 +20090203,TOTAL,"2,132,402.34","810,124.55","370,438.78","200,436.63","69,141.60","17,661.05",2009-02-03,2009-02-09,2 +20090127,TOTAL,"2,094,402.11","868,342.12","381,968.79","181,384.72","63,091.78","11,015.43",2009-01-27,2009-02-02,2 +20090120,TOTAL,"2,203,360.76","812,797.12","374,634.91","141,169.10","57,227.65","11,015.43",2009-01-20,2009-01-26,2 +20090113,TOTAL,"2,202,255.44","809,679.37","391,764.51","146,838.46","38,651.74","11,015.43",2009-01-13,2009-01-19,2 +20090106,TOTAL,"2,186,540.74","832,401.53","400,741.69","143,685.22","25,820.34","11,015.43",2009-01-06,2009-01-12,2 +20081230,TOTAL,"2,201,105.60","817,310.05","392,665.86","151,229.52","26,878.50","11,015.43",2008-12-30,2009-01-05,2 +20081223,TOTAL,"2,084,327.08","899,373.69","412,054.10","162,972.98","30,461.68","11,015.43",2008-12-23,2008-12-29,2 +20081216,TOTAL,"2,046,607.26","921,570.26","412,483.05","171,832.21","36,696.75","11,015.43",2008-12-16,2008-12-22,2 +20081209,TOTAL,"2,034,436.41","905,946.79","397,847.04","194,678.56","44,220.27","23,075.89",2008-12-09,2008-12-15,2 +20081202,TOTAL,"2,038,896.37","906,149.52","413,601.44","177,199.63","45,634.63","18,723.37",2008-12-02,2008-12-08,2 +20081125,TOTAL,"2,132,620.89","819,249.71","398,231.78","187,355.69","47,325.21","15,421.69",2008-11-25,2008-12-01,2 +20081118,TOTAL,"2,171,271.99","794,886.27","386,678.40","193,436.26","40,723.45","13,208.58",2008-11-18,2008-11-24,2 +20081111,TOTAL,"2,202,306.10","758,076.87","379,263.74","203,859.40","43,490.26","13,208.58",2008-11-11,2008-11-17,2 +20081104,TOTAL,"2,158,091.39","785,586.32","394,291.23","205,537.01","50,889.00","5,810.02",2008-11-04,2008-11-10,2 +20081028,TOTAL,"2,223,510.03","722,389.48","369,499.86","232,749.89","48,387.84","3,667.86",2008-10-28,2008-11-03,2 +20081021,TOTAL,"2,127,832.80","793,112.30","392,153.87","234,126.17","49,286.83","3,692.98",2008-10-21,2008-10-27,2 +20081014,TOTAL,"2,177,194.03","782,729.86","366,908.08","220,393.24","49,286.77","3,692.98",2008-10-14,2008-10-20,2 +20081007,TOTAL,"2,075,839.23","823,153.36","427,714.37","220,543.33","47,595.71","5,358.95",2008-10-07,2008-10-13,2 +20080930,TOTAL,"2,056,684.19","830,089.37","443,649.04","213,737.47","50,685.94","5,358.95",2008-09-30,2008-10-06,2 +20080923,TOTAL,"2,111,508.02","796,803.37","446,413.96","199,382.34","40,738.32","5,358.95",2008-09-23,2008-09-29,2 +20080916,TOTAL,"2,130,481.33","807,361.10","433,986.25","186,368.28","37,710.79","4,297.21",2008-09-16,2008-09-22,2 +20080909,TOTAL,"2,145,436.07","768,340.76","447,834.96","195,075.12","39,220.84","4,297.21",2008-09-09,2008-09-15,2 +20080902,TOTAL,"2,027,905.97","848,672.20","475,886.50","200,294.77","43,148.30","4,297.21",2008-09-02,2008-09-08,2 +20080826,TOTAL,"1,994,992.34","904,103.75","423,032.78","220,043.91","53,734.97","4,297.21",2008-08-26,2008-09-01,2 +20080819,TOTAL,"2,054,504.56","783,608.91","411,798.20","257,214.44","69,940.72","23,138.12",2008-08-19,2008-08-25,2 +20080812,TOTAL,"2,036,887.66","738,824.78","436,025.64","255,397.57","104,292.46","28,776.84",2008-08-12,2008-08-18,2 +20080805,TOTAL,"1,993,392.67","753,631.76","460,567.30","261,854.79","101,764.28","28,994.15",2008-08-05,2008-08-11,2 +20080729,TOTAL,"2,055,968.14","693,628.08","469,437.54","249,823.61","102,353.43","28,994.15",2008-07-29,2008-08-04,2 +20080722,TOTAL,"2,017,906.10","752,515.88","499,684.83","210,000.64","83,410.61","36,686.91",2008-07-22,2008-07-28,2 +20080715,TOTAL,"2,144,773.06","636,524.96","492,606.75","221,853.45","79,409.37","25,037.36",2008-07-15,2008-07-21,2 +20080708,TOTAL,"2,144,413.38","625,063.97","472,716.32","233,000.78","98,451.93","26,558.58",2008-07-08,2008-07-14,2 +20080701,TOTAL,"2,156,466.92","597,606.20","482,808.47","232,090.41","107,422.46","23,810.49",2008-07-01,2008-07-07,2 +20080624,TOTAL,"2,143,001.30","573,452.67","527,682.36","219,432.54","124,214.79","12,421.30",2008-06-24,2008-06-30,2 +20080617,TOTAL,"2,152,680.86","537,125.20","546,252.46","235,541.97","119,103.55","9,500.91",2008-06-17,2008-06-23,2 +20080610,TOTAL,"2,027,805.96","858,482.74","430,757.69","212,455.76","70,702.81",0.00,2008-06-10,2008-06-16,2 +20080603,TOTAL,"2,219,085.65","685,950.46","437,349.90","204,412.45","53,406.49",0.00,2008-06-03,2008-06-09,2 +20080527,TOTAL,"2,265,279.11","686,476.68","404,254.01","194,855.62","49,339.53",0.00,2008-05-27,2008-06-02,2 +20080520,TOTAL,"2,060,857.98","781,501.41","497,953.87","213,202.19","46,689.49",0.00,2008-05-20,2008-05-26,2 +20080513,TOTAL,"2,013,134.10","848,435.33","479,400.17","196,452.27","62,783.08",0.00,2008-05-13,2008-05-19,2 +20080506,TOTAL,"1,976,285.40","853,465.24","507,573.40","196,825.60","66,055.32",0.00,2008-05-06,2008-05-12,2 +20080429,TOTAL,"1,958,713.12","820,777.88","505,098.81","240,906.37","65,902.17","8,806.61",2008-04-29,2008-05-05,2 +20080422,TOTAL,"2,033,517.81","756,885.38","534,557.64","199,653.32","66,784.20","8,806.61",2008-04-22,2008-04-28,2 +20080415,TOTAL,"2,033,183.13","761,630.98","516,324.50","218,192.38","62,067.36","8,806.61",2008-04-15,2008-04-21,2 +20080408,TOTAL,"2,012,325.20","786,963.02","560,536.92","161,639.97","78,739.85",0.00,2008-04-08,2008-04-14,2 +20080401,TOTAL,"1,913,345.26","833,919.79","560,488.58","206,861.70","85,589.63",0.00,2008-04-01,2008-04-07,2 +20080325,TOTAL,"1,950,243.96","799,808.26","471,795.91","302,847.83","75,509.00",0.00,2008-03-25,2008-03-31,2 +20080318,TOTAL,"1,943,888.34","764,821.12","481,984.31","329,774.90","76,388.45","3,347.85",2008-03-18,2008-03-24,2 +20080311,TOTAL,"1,942,528.41","839,559.98","386,038.56","352,272.61","68,435.67","11,369.73",2008-03-11,2008-03-17,2 +20080304,TOTAL,"1,905,271.61","838,976.13","397,068.57","360,344.76","71,719.73","26,824.16",2008-03-04,2008-03-10,2 +20080226,TOTAL,"1,851,404.73","870,887.17","425,167.80","351,945.33","67,974.18","32,825.76",2008-02-26,2008-03-03,2 +20080219,TOTAL,"1,745,326.47","961,218.43","433,180.59","339,372.17","59,119.75","61,987.56",2008-02-19,2008-02-25,2 +20080212,TOTAL,"1,651,587.73","1,046,995.47","447,230.02","331,778.70","57,914.65","64,698.38",2008-02-12,2008-02-18,2 +20080205,TOTAL,"1,734,622.47","925,795.67","476,670.38","340,557.83","57,860.23","64,698.38",2008-02-05,2008-02-11,2 +20080129,TOTAL,"1,720,661.26","930,072.87","462,467.02","354,785.09","63,478.31","68,740.40",2008-01-29,2008-02-04,2 +20080122,TOTAL,"1,738,968.88","824,165.19","499,261.30","412,789.28","59,484.48","65,535.82",2008-01-22,2008-01-28,2 +20080115,TOTAL,"1,682,170.71","844,609.17","496,325.56","443,528.83","68,094.65","65,476.04",2008-01-15,2008-01-21,2 +20080108,TOTAL,"1,720,624.09","814,555.60","516,152.18","407,205.99","66,272.19","75,394.91",2008-01-08,2008-01-14,2 +20080101,TOTAL,"1,773,805.79","774,781.47","438,270.70","440,306.41","101,445.65","71,594.95",2008-01-01,2008-01-07,2 +20071225,TOTAL,"1,880,255.25","681,237.03","413,700.50","432,265.75","79,951.18","112,795.24",2007-12-25,2007-12-31,2 +20071218,TOTAL,"1,880,431.34","676,853.29","415,389.02","434,474.34","80,261.73","112,795.24",2007-12-18,2007-12-24,2 +20071211,TOTAL,"1,818,333.60","712,337.33","440,574.81","435,896.32","80,267.66","112,795.24",2007-12-11,2007-12-17,2 +20071204,TOTAL,"1,731,199.36","775,477.78","471,375.05","437,075.19","87,594.15","97,483.42",2007-12-04,2007-12-10,2 +20071127,TOTAL,"1,799,144.47","674,809.33","442,621.44","441,786.42","155,178.27","86,665.03",2007-11-27,2007-12-03,2 +20071120,TOTAL,"1,672,943.06","814,418.15","438,517.10","431,914.79","154,291.75","88,120.11",2007-11-20,2007-11-26,2 +20071113,TOTAL,"1,752,123.07","761,272.06","409,428.17","450,251.74","145,330.86","81,799.05",2007-11-13,2007-11-19,2 +20071106,TOTAL,"1,886,596.93","641,620.65","380,048.74","451,236.60","166,540.19","74,161.84",2007-11-06,2007-11-12,2 +20071030,TOTAL,"1,983,087.84","559,580.81","368,845.33","451,411.24","170,969.34","66,310.38",2007-10-30,2007-11-05,2 +20071023,TOTAL,"1,842,169.01","586,875.76","377,663.48","474,974.03","199,160.95","119,361.73",2007-10-23,2007-10-29,2 +20071016,TOTAL,"1,728,640.07","548,153.97","414,391.23","514,054.54","264,979.79","129,985.35",2007-10-16,2007-10-22,2 +20071009,TOTAL,"1,711,128.85","570,375.30","416,559.43","529,363.74","266,502.31","106,275.32",2007-10-09,2007-10-15,2 +20071002,TOTAL,"1,705,828.37","575,453.13","427,577.09","530,742.74","259,896.46","100,707.16",2007-10-02,2007-10-08,2 +20070925,TOTAL,"1,723,257.46","552,188.46","421,621.93","548,038.16","286,606.41","68,492.55",2007-09-25,2007-10-01,2 +20070918,TOTAL,"1,726,642.81","552,939.14","355,714.53","596,935.94","298,414.35","69,558.19",2007-09-18,2007-09-24,2 +20070911,TOTAL,"1,661,632.93","598,846.95","373,754.83","595,661.15","285,350.57","84,958.53",2007-09-11,2007-09-17,2 +20070904,TOTAL,"1,578,073.54","651,552.10","398,120.35","606,578.36","293,768.63","72,111.98",2007-09-04,2007-09-10,2 +20070828,TOTAL,"1,565,181.25","656,590.28","381,683.45","611,506.56","301,681.77","83,561.64",2007-08-28,2007-09-03,2 +20070821,TOTAL,"1,481,928.96","648,997.83","467,348.82","625,904.33","289,891.75","86,133.27",2007-08-21,2007-08-27,2 +20070814,TOTAL,"1,464,801.11","683,541.65","462,989.42","687,742.25","230,850.54","70,279.99",2007-08-14,2007-08-20,2 +20070807,TOTAL,"1,436,072.77","748,785.98","511,977.20","652,332.38","205,066.49","45,970.13",2007-08-07,2007-08-13,2 +20070731,TOTAL,"1,499,674.02","709,926.69","525,407.50","661,365.93","184,078.23","19,752.59",2007-07-31,2007-08-06,2 +20070724,TOTAL,"1,547,265.94","733,465.16","569,034.78","560,529.53","177,906.74","12,002.80",2007-07-24,2007-07-30,2 +20070717,TOTAL,"1,640,195.37","683,193.95","682,496.38","404,422.94","174,483.63","15,412.68",2007-07-17,2007-07-23,2 +20070710,TOTAL,"1,670,174.96","746,135.84","599,784.98","393,621.90","175,023.99","15,463.30",2007-07-10,2007-07-16,2 +20070703,TOTAL,"1,771,459.77","786,200.35","484,787.59","344,532.49","190,100.84","23,123.92",2007-07-03,2007-07-09,2 +20070626,TOTAL,"1,779,211.49","784,283.84","462,005.05","353,242.45","193,862.72","27,599.41",2007-06-26,2007-07-02,2 +20070619,TOTAL,"1,813,290.33","757,862.63","455,365.30","346,999.37","190,746.90","35,940.42",2007-06-19,2007-06-25,2 +20070612,TOTAL,"1,872,317.17","715,737.28","461,512.17","356,077.65","167,827.90","26,732.79",2007-06-12,2007-06-18,2 +20070605,TOTAL,"1,814,926.75","766,885.20","508,527.08","315,291.53","183,280.61","11,293.77",2007-06-05,2007-06-11,2 +20070529,TOTAL,"1,839,732.28","740,189.71","488,759.85","324,284.71","207,238.41",0.00,2007-05-29,2007-06-04,2 +20070522,TOTAL,"1,884,092.17","697,007.09","496,348.74","322,763.69","199,993.27",0.00,2007-05-22,2007-05-28,2 +20070515,TOTAL,"1,893,499.11","718,616.59","506,519.17","316,337.19","165,232.90",0.00,2007-05-15,2007-05-21,2 +20070508,TOTAL,"1,960,291.78","689,204.19","512,381.65","284,407.32","153,920.01",0.00,2007-05-08,2007-05-14,2 +20070501,TOTAL,"1,929,882.03","692,373.32","530,539.03","305,146.29","142,264.29",0.00,2007-05-01,2007-05-07,2 +20070424,TOTAL,"1,930,792.82","715,711.70","536,333.85","295,707.09","121,659.51",0.00,2007-04-24,2007-04-30,2 +20070417,TOTAL,"1,942,988.54","712,158.31","545,331.71","295,959.02","103,767.38",0.00,2007-04-17,2007-04-23,2 +20070410,TOTAL,"1,859,965.80","782,923.44","619,427.70","247,513.31","90,374.70",0.00,2007-04-10,2007-04-16,2 +20070403,TOTAL,"1,875,893.58","803,107.21","606,497.23","223,121.61","91,585.32",0.00,2007-04-03,2007-04-09,2 +20070327,TOTAL,"1,698,828.41","908,945.81","571,005.75","280,625.83","140,799.16",0.00,2007-03-27,2007-04-02,2 +20070320,TOTAL,"1,828,098.16","960,871.74","410,211.52","239,195.90","156,332.19","5,495.44",2007-03-20,2007-03-26,2 +20070313,TOTAL,"1,862,366.94","941,864.48","401,125.51","230,176.37","159,176.22","5,495.44",2007-03-13,2007-03-19,2 +20070306,TOTAL,"2,105,699.32","785,668.05","344,630.04","247,766.45","110,945.66","5,495.44",2007-03-06,2007-03-12,2 +20070227,TOTAL,"2,075,452.18","765,417.21","357,612.05","262,746.83","133,481.25","5,495.44",2007-02-27,2007-03-05,2 +20070220,TOTAL,"1,979,678.25","805,862.60","378,106.71","274,065.87","156,996.09","5,495.44",2007-02-20,2007-02-26,2 +20070213,TOTAL,"2,041,106.95","772,614.19","346,039.94","271,453.62","162,266.48","6,723.77",2007-02-13,2007-02-19,2 +20070206,TOTAL,"2,051,363.46","790,112.50","333,949.70","264,708.82","153,749.86","6,320.61",2007-02-06,2007-02-12,2 +20070130,TOTAL,"2,134,419.03","695,697.91","357,038.30","252,979.24","153,749.86","6,320.61",2007-01-30,2007-02-05,2 +20070123,TOTAL,"2,182,853.91","666,005.85","349,603.98","242,245.14","153,175.46","6,320.61",2007-01-23,2007-01-29,2 +20070116,TOTAL,"2,072,816.00","776,241.61","358,308.40","212,200.15","171,418.41","9,220.38",2007-01-16,2007-01-22,2 +20070109,TOTAL,"1,981,566.25","840,998.60","372,603.61","216,233.98","178,801.37","10,001.15",2007-01-09,2007-01-15,2 +20070102,TOTAL,"1,928,110.01","901,260.15","391,350.21","201,118.12","168,365.32","10,001.15",2007-01-02,2007-01-08,2 +20061226,TOTAL,"1,853,351.68","978,859.01","375,978.94","215,858.34","161,785.05","14,371.93",2006-12-26,2007-01-01,2 +20061219,TOTAL,"1,811,465.24","991,146.40","385,244.89","226,028.69","167,973.66","18,346.07",2006-12-19,2006-12-25,2 +20061212,TOTAL,"2,159,540.88","669,178.90","365,040.76","219,080.24","169,018.10","18,346.07",2006-12-12,2006-12-18,2 +20061205,TOTAL,"2,207,164.67","637,192.64","360,843.93","210,227.93","179,532.86","5,242.92",2006-12-05,2006-12-11,2 +20061128,TOTAL,"2,313,040.90","500,973.23","366,166.02","196,766.38","215,445.97","7,812.44",2006-11-28,2006-12-04,2 +20061121,TOTAL,"2,290,861.69","524,541.33","378,601.77","214,056.67","187,062.29","5,081.21",2006-11-21,2006-11-27,2 +20061114,TOTAL,"2,242,966.30","528,709.58","410,814.45","242,400.90","175,313.72",0.00,2006-11-14,2006-11-20,2 +20061107,TOTAL,"2,282,397.81","496,850.88","403,241.65","246,334.77","171,379.85",0.00,2006-11-07,2006-11-13,2 +20061031,TOTAL,"2,152,921.97","545,556.18","434,353.34","285,714.89","181,658.58",0.00,2006-10-31,2006-11-06,2 +20061024,TOTAL,"2,087,556.16","563,068.45","450,563.28","315,226.13","183,790.95",0.00,2006-10-24,2006-10-30,2 +20061017,TOTAL,"1,996,100.28","609,269.70","503,030.80","301,365.18","181,954.69","8,484.32",2006-10-17,2006-10-23,2 +20061010,TOTAL,"1,950,650.52","593,522.06","550,471.98","304,809.74","193,657.50","7,093.16",2006-10-10,2006-10-16,2 +20061003,TOTAL,"1,927,688.29","635,058.79","540,445.21","292,102.57","200,572.74","4,337.36",2006-10-03,2006-10-09,2 +20060926,TOTAL,"1,944,661.06","664,653.66","500,670.60","291,459.10","194,423.19","4,337.36",2006-09-26,2006-10-02,2 +20060919,TOTAL,"1,889,795.18","603,732.88","610,630.06","269,908.60","217,121.38","9,016.87",2006-09-19,2006-09-25,2 +20060912,TOTAL,"1,860,880.71","531,714.84","542,929.37","355,128.32","266,156.56","43,395.15",2006-09-12,2006-09-18,2 +20060905,TOTAL,"1,762,643.98","596,083.26","542,235.79","411,723.63","256,367.77","31,150.52",2006-09-05,2006-09-11,2 +20060829,TOTAL,"1,692,135.43","586,171.60","581,970.61","440,375.04","247,308.06","52,244.21",2006-08-29,2006-09-04,2 +20060822,TOTAL,"1,655,827.89","501,251.56","566,045.27","545,075.14","271,996.29","60,008.82",2006-08-22,2006-08-28,2 +20060815,TOTAL,"1,611,024.48","510,510.72","580,486.69","557,154.71","280,716.92","60,311.45",2006-08-15,2006-08-21,2 +20060808,TOTAL,"1,622,404.58","493,198.24","554,500.56","566,454.85","306,465.72","57,181.01",2006-08-08,2006-08-14,2 +20060801,TOTAL,"1,676,952.05","466,584.91","593,937.83","521,549.54","303,550.96","37,629.68",2006-08-01,2006-08-07,2 +20060725,TOTAL,"1,654,235.99","443,541.36","626,642.89","535,099.15","303,190.56","37,495.00",2006-07-25,2006-07-31,2 +20060718,TOTAL,"1,687,513.54","454,837.43","678,874.68","558,111.85","190,608.47","30,258.99",2006-07-18,2006-07-24,2 +20060711,TOTAL,"1,753,600.06","626,934.33","695,184.22","364,082.90","141,668.58","18,734.86",2006-07-11,2006-07-17,2 +20060704,TOTAL,"1,896,314.26","559,693.89","549,755.12","339,864.62","226,277.70","28,299.37",2006-07-04,2006-07-10,2 +20060627,TOTAL,"1,898,465.05","644,715.16","478,955.83","307,754.21","232,495.62","37,819.08",2006-06-27,2006-07-03,2 +20060620,TOTAL,"1,863,170.81","716,858.91","425,815.05","306,593.45","252,581.83","35,184.92",2006-06-20,2006-06-26,2 +20060613,TOTAL,"1,855,706.34","686,848.91","466,228.34","296,996.59","259,239.86","35,184.92",2006-06-13,2006-06-19,2 +20060606,TOTAL,"2,010,379.90","648,954.34","396,244.42","295,927.94","213,181.15","35,517.20",2006-06-06,2006-06-12,2 +20060530,TOTAL,"1,987,712.48","728,758.86","436,084.30","240,713.54","167,994.74","38,941.04",2006-05-30,2006-06-05,2 +20060523,TOTAL,"2,107,449.02","675,309.90","398,870.58","204,259.41","173,483.98","40,832.06",2006-05-23,2006-05-29,2 +20060516,TOTAL,"2,031,659.81","814,832.95","363,446.09","184,631.53","164,802.52","40,832.06",2006-05-16,2006-05-22,2 +20060509,TOTAL,"1,860,414.52","955,416.34","410,985.51","164,149.51","158,180.72","51,058.35",2006-05-09,2006-05-15,2 +20060502,TOTAL,"1,895,992.14","801,212.06","437,628.49","298,164.97","112,544.62","54,662.69",2006-05-02,2006-05-08,2 +20060425,TOTAL,"1,892,593.79","733,600.16","415,922.77","354,118.45","166,920.48","37,049.30",2006-04-25,2006-05-01,2 +20060418,TOTAL,"1,856,853.35","757,358.44","423,576.88","395,502.73","128,766.80","38,146.76",2006-04-18,2006-04-24,2 +20060411,TOTAL,"1,913,083.23","736,668.27","452,805.50","378,447.80","85,517.71","33,682.45",2006-04-11,2006-04-17,2 +20060404,TOTAL,"1,807,920.27","853,862.76","486,187.45","329,538.14","89,013.90","33,682.45",2006-04-04,2006-04-10,2 +20060328,TOTAL,"1,851,595.28","804,328.69","440,930.06","376,147.72","93,520.75","33,682.45",2006-03-28,2006-04-03,2 +20060321,TOTAL,"1,850,224.11","849,643.83","403,160.13","345,629.65","117,864.79","33,682.45",2006-03-21,2006-03-27,2 +20060314,TOTAL,"2,053,397.42","605,583.67","393,982.64","304,406.15","201,837.93","40,997.13",2006-03-14,2006-03-20,2 +20060307,TOTAL,"2,000,766.20","650,361.58","406,905.20","292,221.16","213,230.53","36,720.29",2006-03-07,2006-03-13,2 +20060228,TOTAL,"2,061,112.95","633,540.23","411,600.69","278,780.10","178,450.70","36,720.29",2006-02-28,2006-03-06,2 +20060221,TOTAL,"2,173,073.53","567,607.69","400,528.88","260,923.26","178,831.58","19,240.03",2006-02-21,2006-02-27,2 +20060214,TOTAL,"2,178,625.42","574,077.17","418,241.99","237,720.15","174,370.82","17,169.42",2006-02-14,2006-02-20,2 +20060207,TOTAL,"2,150,439.77","592,459.39","441,003.25","232,772.42","165,238.52","18,291.60",2006-02-07,2006-02-13,2 +20060131,TOTAL,"2,173,682.54","607,241.02","480,190.69","208,263.33","114,726.56","16,100.82",2006-01-31,2006-02-06,2 +20060124,TOTAL,"2,168,248.70","672,280.55","434,633.32","187,575.71","111,296.26","26,170.41",2006-01-24,2006-01-30,2 +20060117,TOTAL,"2,100,309.97","732,528.76","510,296.90","144,529.66","89,619.53","22,920.14",2006-01-17,2006-01-23,2 +20060110,TOTAL,"2,174,289.37","757,071.10","425,040.28","133,587.78","90,561.22","19,655.20",2006-01-10,2006-01-16,2 +20060103,TOTAL,"2,250,779.63","708,411.49","415,869.63","136,296.95","70,472.28","18,374.99",2006-01-03,2006-01-09,2 +20051227,TOTAL,"2,208,942.44","710,829.15","459,461.53","136,655.17","68,187.51","16,129.16",2005-12-27,2006-01-02,2 +20051220,TOTAL,"2,155,701.69","758,683.63","463,391.32","138,111.65","68,187.51","16,129.16",2005-12-20,2005-12-26,2 +20051213,TOTAL,"2,143,522.88","777,075.56","477,362.64","152,266.05","49,977.82",0.00,2005-12-13,2005-12-19,2 +20051206,TOTAL,"2,182,923.62","752,899.00","482,010.84","140,555.13","41,816.37",0.00,2005-12-06,2005-12-12,2 +20051129,TOTAL,"2,120,012.15","840,127.12","439,160.37","169,107.40","31,797.91",0.00,2005-11-29,2005-12-05,2 +20051122,TOTAL,"2,046,087.72","879,994.87","472,959.84","172,306.52","28,856.02",0.00,2005-11-22,2005-11-28,2 +20051115,TOTAL,"1,978,502.06","920,030.40","524,952.10","147,864.37","28,856.02",0.00,2005-11-15,2005-11-21,2 +20051108,TOTAL,"1,974,844.64","904,437.64","583,621.20","110,411.76","26,889.71",0.00,2005-11-08,2005-11-14,2 +20051101,TOTAL,"1,980,214.11","959,435.36","495,711.76","134,707.67","30,136.05",0.00,2005-11-01,2005-11-07,2 +20051025,TOTAL,"2,198,671.32","793,428.48","448,593.13","129,375.97","30,136.05",0.00,2005-10-25,2005-10-31,2 +20051018,TOTAL,"2,315,250.61","726,924.84","404,308.00","129,572.85","24,148.66",0.00,2005-10-18,2005-10-24,2 +20051011,TOTAL,"2,300,978.02","729,925.13","402,148.39","141,864.57","25,288.84",0.00,2005-10-11,2005-10-17,2 +20051004,TOTAL,"2,156,895.41","690,322.19","547,699.77","180,710.98","24,576.61",0.00,2005-10-04,2005-10-10,2 +20050927,TOTAL,"2,144,662.54","742,018.44","497,302.81","193,789.44","22,431.73",0.00,2005-09-27,2005-10-03,2 +20050920,TOTAL,"2,062,597.00","754,391.72","511,054.99","242,248.69","29,912.55",0.00,2005-09-20,2005-09-26,2 +20050913,TOTAL,"2,069,701.41","793,815.12","439,926.26","255,084.72","41,677.44",0.00,2005-09-13,2005-09-19,2 +20050906,TOTAL,"2,177,726.21","755,458.74","381,096.63","251,552.84","34,370.54",0.00,2005-09-06,2005-09-12,2 +20050830,TOTAL,"2,246,102.48","694,539.68","403,749.37","230,654.35","25,159.08",0.00,2005-08-30,2005-09-05,2 +20050823,TOTAL,"2,213,745.79","680,977.61","433,282.79","247,039.68","25,159.08",0.00,2005-08-23,2005-08-29,2 +20050816,TOTAL,"2,108,445.88","728,699.43","468,998.33","264,280.22","29,781.09",0.00,2005-08-16,2005-08-22,2 +20050809,TOTAL,"2,034,362.56","731,432.07","495,548.79","283,844.08","55,017.46",0.00,2005-08-09,2005-08-15,2 +20050802,TOTAL,"2,024,099.43","695,006.96","511,061.83","314,684.39","55,352.35",0.00,2005-08-02,2005-08-08,2 +20050726,TOTAL,"2,047,667.62","685,746.74","504,651.29","303,813.46","58,325.85",0.00,2005-07-26,2005-08-01,2 +20050719,TOTAL,"2,150,397.52","596,888.60","496,122.89","311,616.52","45,179.43",0.00,2005-07-19,2005-07-25,2 +20050712,TOTAL,"2,234,769.70","569,981.83","480,077.15","273,841.56","41,534.73",0.00,2005-07-12,2005-07-18,2 +20050705,TOTAL,"2,160,791.71","629,298.22","466,422.93","294,408.67","49,283.42",0.00,2005-07-05,2005-07-11,2 +20050628,TOTAL,"2,121,594.54","720,391.69","465,514.63","271,345.61","21,358.48",0.00,2005-06-28,2005-07-04,2 +20050621,TOTAL,"2,376,966.01","532,683.59","462,148.99","228,406.37",0.00,0.00,2005-06-21,2005-06-27,2 +20050614,TOTAL,"2,384,234.27","487,687.13","497,460.38","215,585.25","15,237.91",0.00,2005-06-14,2005-06-20,2 +20050607,TOTAL,"2,247,487.49","539,939.35","546,612.16","233,716.65","32,449.31",0.00,2005-06-07,2005-06-13,2 +20050531,TOTAL,"2,239,478.72","643,748.96","399,303.74","260,837.60","56,835.94",0.00,2005-05-31,2005-06-06,2 +20050524,TOTAL,"2,255,056.16","671,768.10","352,379.56","264,165.20","56,835.94",0.00,2005-05-24,2005-05-30,2 +20050517,TOTAL,"2,387,177.16","571,147.04","328,320.46","256,724.37","56,835.94",0.00,2005-05-17,2005-05-23,2 +20050510,TOTAL,"2,170,206.85","752,776.62","278,792.90","299,465.46","98,963.13",0.00,2005-05-10,2005-05-16,2 +20050503,TOTAL,"2,264,857.68","680,042.83","258,747.09","257,115.76","119,401.91","20,039.69",2005-05-03,2005-05-09,2 +20050426,TOTAL,"2,526,653.24","407,538.23","266,038.85","257,202.17","117,306.03","25,466.44",2005-04-26,2005-05-02,2 +20050419,TOTAL,"2,524,916.38","408,376.66","246,085.72","247,323.99","127,467.98","46,034.22",2005-04-19,2005-04-25,2 +20050412,TOTAL,"2,613,159.97","281,970.34","240,855.55","298,516.34","121,013.28","44,689.47",2005-04-12,2005-04-18,2 +20050405,TOTAL,"2,497,881.46","345,130.59","265,460.33","320,780.05","127,398.70","43,553.83",2005-04-05,2005-04-11,2 +20050329,TOTAL,"2,473,627.87","346,795.82","282,823.76","321,654.45","129,929.49","45,373.57",2005-03-29,2005-04-04,2 +20050322,TOTAL,"2,399,019.57","394,225.29","278,443.46","327,375.05","154,010.54","47,131.04",2005-03-22,2005-03-28,2 +20050315,TOTAL,"2,386,328.83","406,916.04","278,443.46","327,375.05","154,010.54","47,131.04",2005-03-15,2005-03-21,2 +20050308,TOTAL,"2,393,832.95","401,486.95","299,906.14","337,871.95","127,042.55","40,064.42",2005-03-08,2005-03-14,2 +20050301,TOTAL,"2,445,192.37","351,941.27","313,997.89","323,343.24","126,072.23","39,657.95",2005-03-01,2005-03-07,2 +20050222,TOTAL,"2,406,368.56","376,584.93","353,950.65","287,606.24","144,290.13","31,404.44",2005-02-22,2005-02-28,2 +20050215,TOTAL,"2,420,370.13","360,534.62","392,326.57","253,378.35","142,190.84","31,404.44",2005-02-15,2005-02-21,2 +20050208,TOTAL,"2,434,659.75","325,448.25","415,917.17","254,845.94","137,929.41","31,404.44",2005-02-08,2005-02-14,2 +20050201,TOTAL,"2,424,368.25","320,327.46","427,472.37","281,560.21","124,934.46","21,542.20",2005-02-01,2005-02-07,2 +20050125,TOTAL,"2,422,135.33","436,704.19","334,876.16","256,030.41","128,916.66","21,542.20",2005-01-25,2005-01-31,2 +20050118,TOTAL,"2,426,980.44","443,623.64","326,850.74","258,433.96","122,773.97","21,542.20",2005-01-18,2005-01-24,2 +20050111,TOTAL,"2,399,892.85","467,745.87","322,443.96","264,151.48","123,272.64","22,698.17",2005-01-11,2005-01-17,2 +20050104,TOTAL,"2,487,380.60","341,715.03","308,152.72","285,253.17","154,645.21","23,058.21",2005-01-04,2005-01-10,2 +20041228,TOTAL,"2,433,681.88","351,520.11","318,390.66","300,264.26","168,584.45","27,763.59",2004-12-28,2005-01-03,2 +20041221,TOTAL,"2,368,533.15","415,845.04","317,141.28","306,425.98","164,495.92","27,763.59",2004-12-21,2004-12-27,2 +20041214,TOTAL,"2,416,935.31","374,907.23","324,473.57","295,754.66","161,175.15","26,959.04",2004-12-14,2004-12-20,2 +20041207,TOTAL,"2,391,419.33","396,146.47","316,573.24","300,770.78","167,235.97","28,059.17",2004-12-07,2004-12-13,2 +20041130,TOTAL,"2,372,826.78","415,677.73","308,861.12","307,544.19","167,235.97","28,059.17",2004-11-30,2004-12-06,2 +20041123,TOTAL,"2,288,418.15","456,365.65","323,258.93","294,790.09","209,312.97","28,059.17",2004-11-23,2004-11-29,2 +20041116,TOTAL,"2,267,285.99","473,141.16","325,708.38","293,264.05","212,746.22","28,059.17",2004-11-16,2004-11-22,2 +20041109,TOTAL,"2,287,600.96","453,848.27","314,650.94","301,787.74","214,257.88","28,059.17",2004-11-09,2004-11-15,2 +20041102,TOTAL,"2,282,161.02","458,088.22","284,436.87","324,682.18","222,777.51","28,059.17",2004-11-02,2004-11-08,2 +20041026,TOTAL,"2,225,417.92","479,156.53","316,840.14","328,110.45","222,620.75","28,059.17",2004-10-26,2004-11-01,2 +20041019,TOTAL,"2,225,278.07","447,571.41","305,302.98","332,832.24","260,193.07","29,027.20",2004-10-19,2004-10-25,2 +20041012,TOTAL,"2,154,456.79","492,812.29","313,192.93","349,782.29","260,011.62","29,949.02",2004-10-12,2004-10-18,2 +20041005,TOTAL,"2,038,357.39","589,509.30","323,213.33","366,160.64","254,923.35","28,040.94",2004-10-05,2004-10-11,2 +20040928,TOTAL,"2,187,083.68","495,540.59","261,415.14","364,711.00","263,413.59","28,040.94",2004-09-28,2004-10-04,2 +20040921,TOTAL,"2,112,862.38","566,520.86","259,493.57","369,471.65","263,815.54","28,040.94",2004-09-21,2004-09-27,2 +20040914,TOTAL,"2,136,150.78","533,108.21","263,946.79","358,181.42","279,816.73","29,001.03",2004-09-14,2004-09-20,2 +20040907,TOTAL,"2,174,527.00","445,601.51","304,606.88","353,500.35","286,340.48","35,628.73",2004-09-07,2004-09-13,2 +20040831,TOTAL,"2,128,933.59","400,627.46","386,615.99","336,923.91","310,763.21","36,340.80",2004-08-31,2004-09-06,2 +20040824,TOTAL,"2,093,259.19","423,411.98","390,181.71","343,452.39","312,831.03","37,068.66",2004-08-24,2004-08-30,2 +20040817,TOTAL,"2,033,975.70","458,185.42","396,992.86","350,326.36","322,817.47","37,907.16",2004-08-17,2004-08-23,2 +20040810,TOTAL,"1,944,084.76","610,325.03","329,478.19","374,973.70","303,436.13","37,907.16",2004-08-10,2004-08-16,2 +20040803,TOTAL,"1,892,788.20","685,835.27","298,532.30","394,040.47","287,616.18","41,392.54",2004-08-03,2004-08-09,2 +20040727,TOTAL,"1,933,809.52","656,321.03","297,519.15","389,899.69","281,263.03","41,392.54",2004-07-27,2004-08-02,2 +20040720,TOTAL,"1,970,755.42","595,106.53","307,479.70","407,411.79","276,489.00","42,962.52",2004-07-20,2004-07-26,2 +20040713,TOTAL,"2,039,455.15","554,229.61","278,890.09","408,178.58","283,383.27","36,068.25",2004-07-13,2004-07-19,2 +20040706,TOTAL,"2,063,901.94","521,446.32","309,624.25","387,282.65","281,881.54","36,068.25",2004-07-06,2004-07-12,2 +20040629,TOTAL,"2,085,087.41","500,083.24","307,038.94","375,897.79","295,328.24","36,769.34",2004-06-29,2004-07-05,2 +20040622,TOTAL,"2,124,300.27","390,811.88","354,514.04","394,511.24","299,298.19","36,769.34",2004-06-22,2004-06-28,2 +20040615,TOTAL,"2,039,691.22","430,162.82","364,791.07","388,046.35","339,073.72","38,439.77",2004-06-15,2004-06-21,2 +20040608,TOTAL,"1,938,468.26","502,161.55","382,722.09","395,863.59","363,409.85","17,579.61",2004-06-08,2004-06-14,2 +20040601,TOTAL,"1,835,774.79","581,177.98","409,026.57","389,012.78","360,940.47","24,272.36",2004-06-01,2004-06-07,2 +20040525,TOTAL,"1,758,174.00","641,034.13","422,398.54","389,980.27","364,345.65","24,272.36",2004-05-25,2004-05-31,2 +20040518,TOTAL,"1,863,762.73","614,022.17","357,173.33","399,863.00","332,029.80","33,353.94",2004-05-18,2004-05-24,2 +20040511,TOTAL,"1,826,654.63","597,143.63","365,422.36","439,605.38","338,526.61","32,852.34",2004-05-11,2004-05-17,2 +20040504,TOTAL,"1,840,866.74","565,572.88","390,414.06","441,727.21","329,193.22","32,430.84",2004-05-04,2004-05-10,2 +20040427,TOTAL,"1,794,908.94","637,064.13","388,649.29","462,026.17","292,519.45","25,036.98",2004-04-27,2004-05-03,2 +20040420,TOTAL,"1,726,980.78","721,417.54","370,091.42","454,081.70","302,596.54","25,036.98",2004-04-20,2004-04-26,2 +20040413,TOTAL,"1,799,394.41","705,408.65","336,741.83","447,162.18","287,005.67","24,492.22",2004-04-13,2004-04-19,2 +20040406,TOTAL,"1,839,671.72","677,336.23","321,877.13","451,529.23","290,473.79","19,316.86",2004-04-06,2004-04-12,2 +20040330,TOTAL,"1,860,718.58","615,918.71","307,345.13","422,860.39","335,227.79","58,134.36",2004-03-30,2004-04-05,2 +20040323,TOTAL,"1,887,578.05","558,705.58","336,447.07","437,121.20","322,218.68","58,134.36",2004-03-23,2004-03-29,2 +20040316,TOTAL,"2,001,576.66","464,444.26","320,072.61","442,989.42","312,987.64","58,134.36",2004-03-16,2004-03-22,2 +20040309,TOTAL,"1,991,639.80","451,493.84","329,495.12","452,923.90","316,517.94","58,134.36",2004-03-09,2004-03-15,2 +20040302,TOTAL,"1,891,135.08","530,532.50","328,461.55","473,052.50","314,332.71","62,690.62",2004-03-02,2004-03-08,2 +20040224,TOTAL,"1,863,472.04","504,611.79","307,295.36","482,394.64","357,422.29","85,008.83",2004-02-24,2004-03-01,2 +20040217,TOTAL,"1,829,618.81","528,841.37","316,918.69","490,668.54","349,148.70","85,008.83",2004-02-17,2004-02-23,2 +20040210,TOTAL,"1,828,480.35","534,747.98","314,402.82","486,694.82","350,870.15","85,008.83",2004-02-10,2004-02-16,2 +20040203,TOTAL,"1,871,171.17","469,688.32","332,116.56","477,235.16","360,769.04","89,224.70",2004-02-03,2004-02-09,2 +20040127,TOTAL,"1,871,171.17","449,256.04","348,421.41","463,813.47","376,988.59","90,554.28",2004-01-27,2004-02-02,2 +20040120,TOTAL,"1,849,587.73","432,226.50","378,000.76","471,530.46","382,066.40","86,793.11",2004-01-20,2004-01-26,2 +20040113,TOTAL,"1,787,766.40","477,193.87","380,706.92","475,582.06","384,092.14","94,863.57",2004-01-13,2004-01-19,2 +20040106,TOTAL,"1,740,742.54","476,859.59","403,877.18","490,173.49","376,912.01","111,640.13",2004-01-06,2004-01-12,2 +20031230,TOTAL,"1,829,843.71","390,417.55","363,926.87","535,234.38","378,489.82","102,292.64",2003-12-30,2004-01-05,2 +20031223,TOTAL,"1,819,416.81","348,846.98","412,454.06","488,909.90","418,594.52","111,982.69",2003-12-23,2003-12-29,2 +20031216,TOTAL,"1,829,216.47","339,263.56","410,670.04","492,877.15","426,774.84","101,402.90",2003-12-16,2003-12-22,2 +20031209,TOTAL,"1,755,937.42","401,716.50","427,443.32","498,256.27","417,491.80","99,359.64",2003-12-09,2003-12-15,2 +20031202,TOTAL,"1,774,682.24","386,997.28","426,698.56","492,402.47","418,737.43","100,686.98",2003-12-02,2003-12-08,2 +20031125,TOTAL,"1,749,542.03","405,229.85","433,868.08","480,851.03","431,627.26","99,086.72",2003-11-25,2003-12-01,2 +20031118,TOTAL,"1,709,898.59","430,673.41","443,966.39","483,086.57","437,048.69","95,531.31",2003-11-18,2003-11-24,2 +20031111,TOTAL,"1,663,796.12","463,783.29","444,813.40","472,950.44","454,341.93","100,519.78",2003-11-11,2003-11-17,2 +20031104,TOTAL,"1,701,974.76","454,164.41","422,912.07","468,996.13","473,807.36","78,350.23",2003-11-04,2003-11-10,2 +20031028,TOTAL,"1,665,572.35","465,288.62","412,473.32","507,158.96","473,377.16","76,334.53",2003-10-28,2003-11-03,2 +20031021,TOTAL,"1,718,371.25","476,151.15","364,018.56","522,070.05","458,276.21","61,317.73",2003-10-21,2003-10-27,2 +20031014,TOTAL,"1,775,937.44","422,026.15","373,740.50","501,578.77","465,531.01","61,391.09",2003-10-14,2003-10-20,2 +20031007,TOTAL,"1,803,398.73","339,262.79","444,558.50","509,303.02","441,407.62","62,274.30",2003-10-07,2003-10-13,2 +20030930,TOTAL,"1,730,557.51","411,207.05","460,150.68","490,808.90","444,480.40","63,000.42",2003-09-30,2003-10-06,2 +20030923,TOTAL,"1,687,785.04","396,872.20","496,362.42","512,103.94","444,742.33","62,339.04",2003-09-23,2003-09-29,2 +20030916,TOTAL,"1,702,847.22","382,158.35","477,126.39","521,382.29","450,749.53","65,941.18",2003-09-16,2003-09-22,2 +20030909,TOTAL,"1,636,101.50","328,188.34","500,609.46","592,024.15","476,769.75","66,511.75",2003-09-09,2003-09-15,2 +20030902,TOTAL,"1,648,692.36","371,686.89","543,363.60","521,955.79","456,448.38","58,057.94",2003-09-02,2003-09-08,2 +20030826,TOTAL,"1,566,730.41","381,862.05","530,268.28","553,796.81","501,407.53","66,139.88",2003-08-26,2003-09-01,2 +20030819,TOTAL,"1,632,029.08","475,317.86","464,884.46","505,347.14","459,003.18","63,623.24",2003-08-19,2003-08-25,2 +20030812,TOTAL,"1,807,779.14","319,392.45","494,018.68","517,381.31","403,088.41","58,544.96",2003-08-12,2003-08-18,2 +20030805,TOTAL,"1,859,110.79","292,311.64","541,951.86","457,888.97","389,458.93","59,482.76",2003-08-05,2003-08-11,2 +20030729,TOTAL,"1,923,037.33","257,217.55","548,646.56","416,951.81","389,712.28","64,639.42",2003-07-29,2003-08-04,2 +20030722,TOTAL,"1,909,835.34","533,847.59","371,094.00","339,103.72","396,372.28","49,952.03",2003-07-22,2003-07-28,2 +20030715,TOTAL,"1,846,660.13","791,006.42","245,827.07","340,454.58","351,770.77","24,485.99",2003-07-15,2003-07-21,2 +20030708,TOTAL,"2,058,748.14","649,985.68","220,062.93","326,778.57","320,184.40","24,445.23",2003-07-08,2003-07-14,2 +20030701,TOTAL,"1,941,606.50","731,425.91","271,727.24","329,719.04","302,972.53","22,753.73",2003-07-01,2003-07-07,2 +20030624,TOTAL,"1,809,787.74","734,343.34","389,892.99","344,165.85","295,546.16","26,468.88",2003-06-24,2003-06-30,2 +20030617,TOTAL,"1,809,952.85","720,531.53","405,642.40","335,496.39","298,430.51","30,151.28",2003-06-17,2003-06-23,2 +20030610,TOTAL,"1,800,765.16","615,193.58","464,608.84","411,727.55","277,161.90","30,747.92",2003-06-10,2003-06-16,2 +20030603,TOTAL,"1,763,017.82","572,701.16","524,182.52","435,713.95","286,372.11","18,217.40",2003-06-03,2003-06-09,2 +20030527,TOTAL,"1,862,885.02","472,791.06","525,359.29","431,158.92","289,924.15","18,086.52",2003-05-27,2003-06-02,2 +20030520,TOTAL,"1,841,063.55","473,684.39","518,862.06","461,356.39","287,180.84","18,057.72",2003-05-20,2003-05-26,2 +20030513,TOTAL,"1,801,755.55","535,818.51","624,181.16","326,438.31","293,465.82","18,545.61",2003-05-13,2003-05-19,2 +20030506,TOTAL,"1,648,482.64","662,237.56","584,276.63","378,173.17","319,146.27","7,888.68",2003-05-06,2003-05-12,2 +20030429,TOTAL,"1,525,995.34","758,312.59","465,129.30","458,885.98","383,969.61","7,912.14",2003-04-29,2003-05-05,2 +20030422,TOTAL,"1,681,505.75","628,201.45","472,237.58","386,758.81","423,658.63","7,842.74",2003-04-22,2003-04-28,2 +20030415,TOTAL,"1,627,787.96","664,975.04","488,033.22","383,969.09","428,559.99","6,879.66",2003-04-15,2003-04-21,2 +20030408,TOTAL,"1,681,275.18","626,793.22","474,641.20","372,781.81","436,824.78","7,888.77",2003-04-08,2003-04-14,2 +20030401,TOTAL,"1,608,989.52","648,850.57","462,192.18","411,197.02","451,458.30","17,517.37",2003-04-01,2003-04-07,2 +20030325,TOTAL,"1,598,763.00","557,430.38","517,101.72","412,394.32","477,757.35","36,758.20",2003-03-25,2003-03-31,2 +20030318,TOTAL,"1,553,371.60","586,606.23","507,392.20","375,938.33","526,161.21","50,735.38",2003-03-18,2003-03-24,2 +20030311,TOTAL,"1,636,472.41","615,336.13","375,193.88","392,499.46","529,852.23","50,850.85",2003-03-11,2003-03-17,2 +20030304,TOTAL,"1,699,737.42","551,891.21","370,102.94","379,883.63","538,494.32","60,095.44",2003-03-04,2003-03-10,2 +20030225,TOTAL,"1,714,128.24","577,286.77","331,852.85","377,687.35","536,702.45","62,547.30",2003-02-25,2003-03-03,2 +20030218,TOTAL,"1,731,990.18","534,411.54","373,691.21","355,147.71","542,201.94","62,762.37",2003-02-18,2003-02-24,2 +20030211,TOTAL,"1,682,936.43","552,841.21","377,734.14","365,364.37","551,698.43","69,630.38",2003-02-11,2003-02-17,2 +20030204,TOTAL,"1,726,001.58","538,244.04","373,059.79","345,131.37","550,042.06","67,726.11",2003-02-04,2003-02-10,2 +20030128,TOTAL,"1,753,399.46","510,361.56","346,967.62","361,968.81","552,187.62","75,319.88",2003-01-28,2003-02-03,2 +20030121,TOTAL,"1,786,667.64","480,844.79","348,351.45","366,607.87","546,677.18","71,056.03",2003-01-21,2003-01-27,2 +20030114,TOTAL,"1,853,426.82","422,336.26","356,635.25","415,487.41","474,857.60","77,461.61",2003-01-14,2003-01-20,2 +20030107,TOTAL,"1,858,504.99","460,569.85","342,357.81","448,551.51","439,332.21","50,888.58",2003-01-07,2003-01-13,2 +20021231,TOTAL,"1,939,663.48","419,761.25","328,670.32","483,370.85","390,223.06","38,516.00",2002-12-31,2003-01-06,2 +20021224,TOTAL,"1,893,395.94","439,763.34","345,036.32","503,706.19","379,723.84","38,579.33",2002-12-24,2002-12-30,2 +20021217,TOTAL,"1,858,936.28","460,789.92","355,153.74","507,225.58","379,739.98","38,359.46",2002-12-17,2002-12-23,2 +20021210,TOTAL,"1,749,858.00","533,108.94","392,019.77","514,473.07","372,812.90","37,932.27",2002-12-10,2002-12-16,2 +20021203,TOTAL,"1,824,491.05","511,148.71","464,688.45","401,466.33","365,688.98","32,721.43",2002-12-03,2002-12-09,2 +20021126,TOTAL,"1,834,562.19","518,199.50","458,631.50","381,776.47","373,588.51","33,446.78",2002-11-26,2002-12-02,2 +20021119,TOTAL,"1,825,541.47","514,982.14","469,225.83","382,078.58","373,666.16","34,710.78",2002-11-19,2002-11-25,2 +20021112,TOTAL,"1,819,560.32","491,504.94","489,934.26","392,189.44","373,414.92","33,601.07",2002-11-12,2002-11-18,2 +20021105,TOTAL,"1,769,245.14","382,667.76","541,494.68","463,288.53","403,646.89","39,861.96",2002-11-05,2002-11-11,2 +20021029,TOTAL,"1,765,414.91","426,907.08","515,300.92","438,106.86","413,819.94","40,655.25",2002-10-29,2002-11-04,2 +20021022,TOTAL,"1,654,695.20","488,309.21","543,518.41","448,367.76","425,003.03","40,311.35",2002-10-22,2002-10-28,2 +20021015,TOTAL,"1,563,365.10","538,675.25","558,347.21","462,757.82","436,718.01","40,341.57",2002-10-15,2002-10-21,2 +20021008,TOTAL,"1,457,067.25","633,327.35","536,190.30","466,370.87","444,261.26","62,987.93",2002-10-08,2002-10-14,2 +20021001,TOTAL,"1,466,410.83","672,413.09","457,327.60","467,503.80","442,258.33","94,291.31",2002-10-01,2002-10-07,2 +20020924,TOTAL,"1,551,566.42","462,960.28","511,937.99","508,636.13","466,015.34","99,088.79",2002-09-24,2002-09-30,2 +20020917,TOTAL,"1,451,606.56","539,357.62","493,731.34","516,512.95","482,192.25","116,804.24",2002-09-17,2002-09-23,2 +20020910,TOTAL,"1,462,478.68","494,611.33","498,955.21","526,939.83","466,733.51","150,486.40",2002-09-10,2002-09-16,2 +20020903,TOTAL,"1,406,647.23","691,168.90","415,845.77","442,018.85","457,247.42","187,276.78",2002-09-03,2002-09-09,2 +20020827,TOTAL,"1,474,461.90","642,647.68","421,984.74","354,404.39","483,774.90","222,931.36",2002-08-27,2002-09-02,2 +20020820,TOTAL,"1,408,866.84","715,932.96","419,322.33","342,970.29","476,978.17","236,134.36",2002-08-20,2002-08-26,2 +20020813,TOTAL,"1,238,324.32","842,969.35","455,730.55","358,892.48","480,336.51","223,951.74",2002-08-13,2002-08-19,2 +20020806,TOTAL,"1,228,079.44","865,576.09","430,386.38","377,734.53","488,528.69","209,899.83",2002-08-06,2002-08-12,2 +20020730,TOTAL,"1,228,887.98","853,900.43","475,253.73","365,404.38","493,069.06","183,689.37",2002-07-30,2002-08-05,2 +20020723,TOTAL,"1,257,516.51","794,446.09","468,300.82","401,625.33","498,172.67","180,143.54",2002-07-23,2002-07-29,2 +20020716,TOTAL,"1,440,501.98","699,979.91","436,106.75","382,541.17","475,091.96","165,983.19",2002-07-16,2002-07-22,2 +20020709,TOTAL,"1,453,669.93","709,162.42","440,617.62","379,870.29","451,244.40","165,640.30",2002-07-09,2002-07-15,2 +20020702,TOTAL,"1,473,665.96","678,539.45","405,638.45","413,126.55","470,212.09","159,022.47",2002-07-02,2002-07-08,2 +20020625,TOTAL,"1,500,512.06","661,542.33","431,477.21","407,694.30","493,609.41","105,369.65",2002-06-25,2002-07-01,2 +20020618,TOTAL,"1,537,251.81","650,633.19","456,262.23","416,745.11","464,782.87","74,529.74",2002-06-18,2002-06-24,2 +20020611,TOTAL,"1,473,548.54","767,100.69","446,730.15","411,126.11","439,345.62","62,353.86",2002-06-11,2002-06-17,2 +20020604,TOTAL,"1,439,801.91","820,272.11","437,687.67","395,664.24","425,446.21","81,332.82",2002-06-04,2002-06-10,2 +20020528,TOTAL,"1,655,592.92","575,932.71","438,772.80","399,985.72","447,857.18","82,063.64",2002-05-28,2002-06-03,2 +20020521,TOTAL,"1,713,375.82","553,340.23","419,174.14","406,818.83","489,145.61","18,350.32",2002-05-21,2002-05-27,2 +20020514,TOTAL,"1,659,261.95","534,410.36","463,888.95","448,293.26","474,884.79","19,465.65",2002-05-14,2002-05-20,2 +20020507,TOTAL,"1,593,949.72","683,975.64","369,527.78","609,829.21","324,427.62","18,494.98",2002-05-07,2002-05-13,2 +20020430,TOTAL,"1,661,853.85","648,109.71","358,279.82","572,561.40","351,006.93","8,393.25",2002-04-30,2002-05-06,2 +20020423,TOTAL,"1,624,661.49","677,365.50","401,701.52","614,755.96","281,720.48",0.00,2002-04-23,2002-04-29,2 +20020416,TOTAL,"1,652,766.34","647,817.10","474,626.88","622,095.35","202,899.28",0.00,2002-04-16,2002-04-22,2 +20020409,TOTAL,"1,630,341.00","688,959.94","506,035.48","606,424.93","168,443.61",0.00,2002-04-09,2002-04-15,2 +20020402,TOTAL,"1,591,349.25","769,141.06","504,468.59","577,836.95","157,409.11",0.00,2002-04-02,2002-04-08,2 +20020326,TOTAL,"1,530,399.52","822,104.42","544,902.79","509,553.70","193,244.52",0.00,2002-03-26,2002-04-01,2 +20020319,TOTAL,"1,531,938.92","841,539.06","622,712.56","405,059.61","198,954.80",0.00,2002-03-19,2002-03-25,2 +20020312,TOTAL,"1,483,180.16","795,601.84","673,099.89","444,857.64","203,465.44",0.00,2002-03-12,2002-03-18,2 +20020305,TOTAL,"1,686,649.48","814,495.23","552,737.83","376,190.44","170,131.98",0.00,2002-03-05,2002-03-11,2 +20020226,TOTAL,"1,678,143.10","832,458.38","544,988.28","371,307.59","173,307.61",0.00,2002-02-26,2002-03-04,2 +20020219,TOTAL,"1,774,427.70","760,742.86","560,579.47","334,820.34","169,634.59",0.00,2002-02-19,2002-02-25,2 +20020212,TOTAL,"1,835,298.62","747,933.57","518,236.76","340,109.51","158,626.50",0.00,2002-02-12,2002-02-18,2 +20020205,TOTAL,"1,865,635.95","769,050.95","468,813.83","330,917.47","165,786.76",0.00,2002-02-05,2002-02-11,2 +20020129,TOTAL,"1,876,689.93","749,701.86","471,647.40","342,812.86","159,352.90",0.00,2002-01-29,2002-02-04,2 +20020122,TOTAL,"1,901,225.03","707,163.86","457,560.89","364,508.70","169,746.48",0.00,2002-01-22,2002-01-28,2 +20020115,TOTAL,"1,905,662.22","681,845.26","463,347.71","375,982.96","173,366.81",0.00,2002-01-15,2002-01-21,2 +20020108,TOTAL,"1,960,560.85","595,235.25","434,626.96","420,094.14","189,687.75",0.00,2002-01-08,2002-01-14,2 +20020101,TOTAL,"1,990,248.11","507,389.03","419,472.14","419,815.77","263,279.91",0.00,2002-01-01,2002-01-07,2 +20011225,TOTAL,"1,993,932.60","512,287.04","414,165.34","435,483.11","244,336.88",0.00,2001-12-25,2001-12-31,2 +20011218,TOTAL,"1,997,190.74","491,057.18","419,155.60","432,759.58","260,041.85",0.00,2001-12-18,2001-12-24,2 +20011211,TOTAL,"1,963,446.52","519,482.31","458,553.38","397,295.08","261,427.67",0.00,2001-12-11,2001-12-17,2 +20011204,TOTAL,"1,916,417.77","519,730.49","451,627.19","429,058.88","283,370.62",0.00,2001-12-04,2001-12-10,2 +20011127,TOTAL,"1,900,578.11","556,502.98","423,650.16","390,756.78","328,716.92",0.00,2001-11-27,2001-12-03,2 +20011120,TOTAL,"1,761,648.72","659,021.73","439,765.65","406,937.85","332,831.01",0.00,2001-11-20,2001-11-26,2 +20011113,TOTAL,"1,754,875.35","666,784.67","482,089.89","353,216.26","343,238.78",0.00,2001-11-13,2001-11-19,2 +20011106,TOTAL,"1,852,664.73","625,744.12","450,242.15","328,315.21","343,238.74",0.00,2001-11-06,2001-11-12,2 +20011030,TOTAL,"1,931,187.68","594,115.23","445,958.68","329,255.41","299,687.96",0.00,2001-10-30,2001-11-05,2 +20011023,TOTAL,"2,034,419.89","619,432.07","353,030.44","292,406.66","300,915.90",0.00,2001-10-23,2001-10-29,2 +20011016,TOTAL,"2,207,349.27","529,761.45","286,828.86","275,349.57","300,915.80",0.00,2001-10-16,2001-10-22,2 +20011009,TOTAL,"2,170,759.79","550,771.42","308,562.17","269,195.77","300,915.81",0.00,2001-10-09,2001-10-15,2 +20011002,TOTAL,"2,267,918.63","481,231.38","280,807.26","280,186.34","290,061.35",0.00,2001-10-02,2001-10-08,2 +20010925,TOTAL,"2,280,837.07","463,213.35","260,715.60","313,177.37","282,261.57",0.00,2001-09-25,2001-10-01,2 +20010918,TOTAL,"2,140,722.81","567,272.31","292,509.75","317,982.89","281,717.19",0.00,2001-09-18,2001-09-24,2 +20010911,TOTAL,"2,067,582.91","626,975.46","305,946.32","317,983.03","281,717.23",0.00,2001-09-11,2001-09-17,2 +20010904,TOTAL,"2,084,939.78","654,981.84","291,048.96","301,918.81","267,315.57",0.00,2001-09-04,2001-09-10,2 +20010828,TOTAL,"2,168,167.21","515,115.41","316,314.51","344,494.90","256,112.92",0.00,2001-08-28,2001-09-03,2 +20010821,TOTAL,"2,213,662.07","453,339.38","355,488.67","361,781.15","215,933.68",0.00,2001-08-21,2001-08-27,2 +20010814,TOTAL,"2,125,846.09","542,602.14","372,028.77","409,355.87","150,372.09",0.00,2001-08-14,2001-08-20,2 +20010807,TOTAL,"2,049,911.79","614,082.80","380,443.69","398,444.03","157,322.66",0.00,2001-08-07,2001-08-13,2 +20010731,TOTAL,"2,008,928.07","656,913.03","399,481.48","377,457.84","157,424.53",0.00,2001-07-31,2001-08-06,2 +20010724,TOTAL,"1,993,667.09","772,285.23","321,771.83","406,420.83","106,059.97",0.00,2001-07-24,2001-07-30,2 +20010717,TOTAL,"2,109,483.35","700,405.02","257,225.86","426,097.41","106,993.31",0.00,2001-07-17,2001-07-23,2 +20010710,TOTAL,"2,298,979.11","522,769.01","273,143.28","391,203.74","114,109.81",0.00,2001-07-10,2001-07-16,2 +20010703,TOTAL,"2,147,313.59","640,794.06","275,871.06","415,575.47","120,650.78",0.00,2001-07-03,2001-07-09,2 +20010626,TOTAL,"2,232,314.04","580,816.69","293,659.49","433,506.88","59,907.85",0.00,2001-06-26,2001-07-02,2 +20010619,TOTAL,"2,307,939.52","553,577.49","302,020.54","378,852.87","57,814.54",0.00,2001-06-19,2001-06-25,2 +20010612,TOTAL,"2,460,637.44","373,246.13","383,536.02","321,590.42","58,306.40","2,888.54",2001-06-12,2001-06-18,2 +20010605,TOTAL,"2,403,091.32","382,606.40","419,252.41","324,522.40","58,695.95","12,036.49",2001-06-05,2001-06-11,2 +20010529,TOTAL,"2,247,358.02","443,467.75","500,380.01","334,955.60","59,421.73","14,621.85",2001-05-29,2001-06-04,2 +20010522,TOTAL,"2,205,994.91","431,864.28","559,934.57","325,039.75","62,685.75","14,685.69",2001-05-22,2001-05-28,2 +20010515,TOTAL,"2,136,496.00","502,279.77","499,605.27","377,456.40","70,531.80","13,835.72",2001-05-15,2001-05-21,2 +20010508,TOTAL,"2,169,434.42","570,568.61","463,047.72","337,446.29","51,658.99","8,048.92",2001-05-08,2001-05-14,2 +20010501,TOTAL,"2,487,053.41","360,521.29","438,066.02","268,124.73","38,390.59","8,048.92",2001-05-01,2001-05-07,2 +20010424,TOTAL,"2,538,789.23","393,648.71","357,036.36","264,291.05","38,390.68","8,048.92",2001-04-24,2001-04-30,2 +20010417,TOTAL,"2,543,472.88","412,369.21","337,255.78","260,667.57","38,390.60","8,048.92",2001-04-17,2001-04-23,2 +20010410,TOTAL,"2,529,457.81","430,413.63","334,838.81","262,327.21","36,978.00","6,189.50",2001-04-10,2001-04-16,2 +20010403,TOTAL,"2,449,798.71","528,874.39","316,390.88","261,973.35","37,749.23","5,418.41",2001-04-03,2001-04-09,2 +20010327,TOTAL,"2,464,178.38","496,518.13","339,406.41","255,679.59","25,044.64","19,377.81",2001-03-27,2001-04-02,2 +20010320,TOTAL,"2,569,958.41","380,518.79","349,633.21","254,373.40","25,103.51","20,617.64",2001-03-20,2001-03-26,2 +20010313,TOTAL,"2,572,405.41","390,390.15","352,617.72","236,699.11","26,754.57","21,337.99",2001-03-13,2001-03-19,2 +20010306,TOTAL,"2,593,815.85","362,553.22","477,573.33","116,196.94","28,727.59","21,338.02",2001-03-06,2001-03-12,2 +20010227,TOTAL,"2,548,073.49","396,073.69","484,461.56","119,148.31","30,360.78","22,087.13",2001-02-27,2001-03-05,2 +20010220,TOTAL,"2,557,717.37","385,113.70","486,166.93","119,393.09","32,563.66","19,250.21",2001-02-20,2001-02-26,2 +20010213,TOTAL,"2,474,987.38","452,959.81","502,151.84","121,560.45","30,076.07","18,469.41",2001-02-13,2001-02-19,2 +20010206,TOTAL,"2,433,403.80","801,240.33","200,766.82","133,931.91","20,761.56","10,100.54",2001-02-06,2001-02-12,2 +20010130,TOTAL,"2,424,064.62","818,844.68","206,518.90","124,063.01","16,290.65","10,423.09",2001-01-30,2001-02-05,2 +20010123,TOTAL,"2,286,317.02","922,400.98","219,487.11","142,968.66","18,608.20","10,422.99",2001-01-23,2001-01-29,2 +20010116,TOTAL,"2,689,657.85","475,834.80","249,841.90","138,462.40","36,377.78","10,030.23",2001-01-16,2001-01-22,2 +20010109,TOTAL,"2,640,737.42","528,793.77","234,025.58","153,833.93","32,840.46","9,973.79",2001-01-09,2001-01-15,2 +20010102,TOTAL,"2,719,086.19","461,569.28","234,405.70","156,320.57","18,849.38","9,973.83",2001-01-02,2001-01-08,2 +20001226,TOTAL,"2,762,224.87","404,138.18","207,589.18","197,360.66","18,155.81","10,736.25",2000-12-26,2001-01-01,2 +20001219,TOTAL,"2,714,063.38","424,391.26","235,294.73","199,854.95","17,550.57","9,050.07",2000-12-19,2000-12-25,2 +20001212,TOTAL,"2,599,670.21","487,109.03","233,836.70","246,548.40","25,525.50","7,515.12",2000-12-12,2000-12-18,2 +20001205,TOTAL,"2,578,148.46","517,237.38","232,392.44","247,964.29","20,353.07","4,109.31",2000-12-05,2000-12-11,2 +20001128,TOTAL,"2,527,840.97","583,466.46","216,908.63","250,565.66","21,423.24",0.00,2000-11-28,2000-12-04,2 +20001121,TOTAL,"2,521,928.26","545,233.60","210,989.77","242,521.94","79,531.39",0.00,2000-11-21,2000-11-27,2 +20001114,TOTAL,"2,488,123.86","542,751.87","210,424.64","183,511.95","153,744.32","21,648.32",2000-11-14,2000-11-20,2 +20001107,TOTAL,"2,234,709.89","765,147.37","226,041.27","149,017.76","195,519.18","29,769.49",2000-11-07,2000-11-13,2 +20001031,TOTAL,"1,799,542.23","754,858.05","534,087.34","238,157.65","194,406.16","79,153.53",2000-10-31,2000-11-06,2 +20001024,TOTAL,"1,664,569.74","753,176.19","663,369.07","287,860.52","180,363.97","50,865.46",2000-10-24,2000-10-30,2 +20001017,TOTAL,"1,797,293.52","568,355.88","565,160.04","456,201.59","181,714.06","31,479.86",2000-10-17,2000-10-23,2 +20001010,TOTAL,"1,806,727.91","557,245.76","504,451.64","555,184.13","162,716.92","13,878.59",2000-10-10,2000-10-16,2 +20001003,TOTAL,"1,777,215.68","587,735.47","447,063.66","577,943.79","187,969.54","22,276.82",2000-10-03,2000-10-09,2 +20000926,TOTAL,"1,856,963.37","588,106.81","433,033.11","514,637.17","185,187.66","22,276.82",2000-09-26,2000-10-02,2 +20000919,TOTAL,"1,839,458.02","559,279.09","413,173.55","536,416.17","202,656.56","49,221.57",2000-09-19,2000-09-25,2 +20000912,TOTAL,"1,903,145.83","534,806.58","431,980.07","462,469.83","216,229.84","51,572.82",2000-09-12,2000-09-18,2 +20000905,TOTAL,"1,874,099.19","679,661.81","462,544.24","340,694.32","164,696.78","78,508.62",2000-09-05,2000-09-11,2 +20000829,TOTAL,"1,902,700.52","724,831.77","496,074.62","269,838.67","132,590.98","74,168.40",2000-08-29,2000-09-04,2 +20000822,TOTAL,"2,087,890.76","631,934.85","459,522.63","258,071.34","90,790.30","71,995.08",2000-08-22,2000-08-28,2 +20000815,TOTAL,"2,041,225.66","726,725.35","437,772.08","261,757.24","73,001.44","59,723.19",2000-08-15,2000-08-21,2 +20000808,TOTAL,"2,056,090.07","802,020.19","415,287.15","191,668.42","70,891.89","64,247.24",2000-08-08,2000-08-14,2 +20000801,TOTAL,"2,099,956.20","769,724.64","415,591.81","166,390.94","76,080.90","72,460.46",2000-08-01,2000-08-07,2 +20000725,TOTAL,"2,045,093.36","862,175.04","409,144.36","126,741.63","79,173.95","77,877.83",2000-07-25,2000-07-31,2 +20000718,TOTAL,"2,003,286.33","917,575.48","411,907.40","102,930.62","100,818.26","63,687.33",2000-07-18,2000-07-24,2 +20000711,TOTAL,"2,027,669.75","956,640.65","368,310.31","106,578.04","91,482.44","49,523.78",2000-07-11,2000-07-17,2 +20000704,TOTAL,"2,080,806.12","980,235.76","290,335.97","118,763.76","92,126.90","37,936.44",2000-07-04,2000-07-10,2 +20000627,TOTAL,"2,200,254.68","681,572.81","339,429.68","242,888.13","86,077.23","49,982.43",2000-06-27,2000-07-03,2 +20000620,TOTAL,"2,312,885.53","598,575.03","261,522.08","224,918.06","152,889.20","49,415.06",2000-06-20,2000-06-26,2 +20000613,TOTAL,"2,268,302.57","621,875.30","281,393.86","208,020.47","174,371.94","46,240.82",2000-06-13,2000-06-19,2 +20000606,TOTAL,"2,469,788.68","483,433.26","261,472.25","222,762.21","153,673.85","9,074.70",2000-06-06,2000-06-12,2 +20000530,TOTAL,"2,453,574.64","415,045.43","318,273.07","260,331.22","145,017.90","7,969.07",2000-05-30,2000-06-05,2 +20000523,TOTAL,"2,326,670.00","553,834.08","293,543.28","318,304.53","107,853.28",0.00,2000-05-23,2000-05-29,2 +20000516,TOTAL,"2,167,739.90","575,247.80","388,315.36","378,942.91","89,965.09",0.00,2000-05-16,2000-05-22,2 +20000509,TOTAL,"2,263,375.64","589,416.10","361,238.63","336,205.02","49,969.56",0.00,2000-05-09,2000-05-15,2 +20000502,TOTAL,"2,253,955.07","569,052.16","379,465.03","347,763.06","49,969.64",0.00,2000-05-02,2000-05-08,2 +20000425,TOTAL,"2,275,427.34","589,674.24","342,182.21","348,449.47","44,471.69",0.00,2000-04-25,2000-05-01,2 +20000418,TOTAL,"2,183,035.16","612,422.40","365,641.09","439,106.30",0.00,0.00,2000-04-18,2000-04-24,2 +20000411,TOTAL,"2,237,995.34","563,415.05","387,283.71","411,510.86",0.00,0.00,2000-04-11,2000-04-17,2 +20000404,TOTAL,"2,136,504.05","689,639.30","339,232.20","434,829.41",0.00,0.00,2000-04-04,2000-04-10,2 +20000328,TOTAL,"2,230,970.56","567,291.26","426,710.73","375,232.41",0.00,0.00,2000-03-28,2000-04-03,2 +20000321,TOTAL,"2,150,532.57","549,125.42","430,309.01","470,237.95",0.00,0.00,2000-03-21,2000-03-27,2 +20000314,TOTAL,"2,140,043.52","538,314.13","438,400.80","483,446.50",0.00,0.00,2000-03-14,2000-03-20,2 +20000307,TOTAL,"1,970,304.22","658,867.74","517,600.19","453,432.80",0.00,0.00,2000-03-07,2000-03-13,2 +20000229,TOTAL,"1,956,790.40","661,214.67","559,093.36","423,106.53",0.00,0.00,2000-02-29,2000-03-06,2 +20000222,TOTAL,"1,893,416.88","780,118.88","597,441.46","329,227.73",0.00,0.00,2000-02-22,2000-02-28,2 +20000215,TOTAL,"1,698,148.53","938,443.94","634,906.52","328,705.97",0.00,0.00,2000-02-15,2000-02-21,2 +20000208,TOTAL,"1,674,114.99","1,038,704.36","555,638.13","331,747.48",0.00,0.00,2000-02-08,2000-02-14,2 +20000201,TOTAL,"1,641,729.15","1,083,844.91","567,382.20","307,248.70",0.00,0.00,2000-02-01,2000-02-07,2 +20000125,TOTAL,"1,513,394.02","1,316,719.56","465,871.95","304,219.42",0.00,0.00,2000-01-25,2000-01-31,2 +20000118,TOTAL,"1,557,389.88","1,259,927.80","470,609.34","312,277.94",0.00,0.00,2000-01-18,2000-01-24,2 +20000111,TOTAL,"1,737,798.30","1,108,904.57","455,810.49","297,691.59",0.00,0.00,2000-01-11,2000-01-17,2 +20000104,TOTAL,"2,062,513.73","831,638.78","421,811.26","284,241.19",0.00,0.00,2000-01-04,2000-01-10,2 diff --git a/examples/scratch_pad/issues/issue282_addplot.ipynb b/examples/scratch_pad/issues/issue282_addplot.ipynb new file mode 100644 index 00000000..e2c2eae8 --- /dev/null +++ b/examples/scratch_pad/issues/issue282_addplot.ipynb @@ -0,0 +1,1198 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.1.2'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "pd.__version__ # for the record" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.7a1'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total 764\r\n", + "-rw-r--r-- 1 dino dino 651969 Oct 27 22:43 agri.xlsx\r\n", + "-rw-r--r-- 1 dino dino 126389 Oct 27 22:43 dm_export_20000101_20201026.csv\r\n" + ] + } + ], + "source": [ + "ls -l issue282" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "c = pd.read_excel(\"issue282/agri.xlsx\", sheet_name='C 1 Comdty')\n", + "c.columns = ['Date', 'Open', 'High', 'Low', 'Close', 'Volume']\n", + "c = c.set_index('Date')" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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"output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "count 5.430000e+03\n", + "mean 1.501153e+06\n", + "std 4.096305e+05\n", + "min 3.059210e+05\n", + "25% 1.208786e+06\n", + "50% 1.494782e+06\n", + "75% 1.767886e+06\n", + "max 2.605727e+06\n", + "dtype: float64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = drought.sum(1)\n", + "b = drought.iloc[1:,:].sum(1)\n", + "a.describe()\n", + "b.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = mpf.figure(figsize=(16, 7), tight_layout=True,style='default')\n", + "ax1 = fig.add_subplot(111)\n", + "ax2 = ax1.twinx()\n", + "apds = [mpf.make_addplot(drought.iloc[0:150,:].sum(1), ax=ax2, secondary_y=True),]\n", + "#apds = [mpf.make_addplot(drought.iloc[0:,:].sum(1), ax=ax2, secondary_y=True),]\n", + "\n", + "mpf.plot(c.iloc[0:150,:],addplot=apds, ax=ax1,volume=False,type='candle')\n", + "#mpf.plot(c.iloc[0:,:],addplot=apds, ax=ax1,volume=False,type='candle')" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#apds = mpf.make_addplot(b, secondary_y=True)\n", + "#mpf.plot(c.iloc[1:,:],addplot=apds,volume=False)\n", + "\n", + "apds = mpf.make_addplot(drought.sum(1),secondary_y=True)\n", + "mpf.plot(c,addplot=apds,volume=False,figsize=(16, 7),tight_layout=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/issues/issue333_generic_plotting.ipynb b/examples/scratch_pad/issues/issue333_generic_plotting.ipynb new file mode 100644 index 00000000..f69889a9 --- /dev/null +++ b/examples/scratch_pad/issues/issue333_generic_plotting.ipynb @@ -0,0 +1,1580 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.1.2'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "pd.__version__ # for the record" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " Open High Low Close\n", + "Date \n", + "2007-01-31 NaN NaN NaN NaN\n", + "2007-02-28 NaN NaN NaN NaN\n", + "2007-03-30 NaN NaN NaN NaN\n", + "2007-04-30 NaN NaN NaN NaN\n", + "2007-05-31 NaN NaN NaN NaN" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:414: RuntimeWarning: All-NaN slice encountered\n", + " miny = np.nanmin(_lows)\n", + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:415: RuntimeWarning: All-NaN slice encountered\n", + " maxy = np.nanmax(_highs)\n", + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:516: RuntimeWarning: All-NaN slice encountered\n", + " lo = math.log(max(math.fabs(np.nanmin(lows)),1e-7),10) - 0.5\n", + "/home/dino/code/mplfinance/src/mplfinance/plotting.py:517: RuntimeWarning: All-NaN slice encountered\n", + " hi = math.log(max(math.fabs(np.nanmax(highs)),1e-7),10) + 0.5\n" + ] + }, + { + "data": { + "image/png": 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MSFT NKE PFE PG TRV UNH \\\n", + "Date ... \n", + "2015-08-31 188.60 116.46 ... 43.52 55.875 32.22 70.67 99.55 115.70 \n", + "2015-09-30 173.76 115.49 ... 44.26 61.485 31.41 71.94 99.53 116.01 \n", + "2015-10-30 187.50 123.64 ... 52.64 65.515 33.82 76.38 112.89 117.78 \n", + "2015-11-30 190.02 133.88 ... 54.35 66.140 32.77 74.84 114.57 112.71 \n", + "2015-12-31 180.23 132.25 ... 55.48 62.500 32.28 79.41 112.86 117.64 \n", + "\n", + " UTX VZ WMT XOM \n", + "Date \n", + "2015-08-31 91.61 46.01 64.73 75.24 \n", + "2015-09-30 88.99 43.51 64.84 74.35 \n", + "2015-10-30 98.41 46.88 57.24 82.74 \n", + "2015-11-30 96.05 45.45 58.84 81.66 \n", + "2015-12-31 96.07 46.22 61.30 77.95 \n", + "\n", + "[5 rows x 28 columns]" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pedf.shape\n", + "pedf.head()\n", + "pedf.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [], + "source": [ + "pedf = pedf.iloc[:,0:8]" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(60, 8)\n", + " AAPL AXP BA CAT CSCO CVX DIS DWDP\n", + "Date \n", + "2011-01-31 48.4743 43.38 69.48 97.01 21.15 94.93 38.87 23.8533\n", + "2011-02-28 50.4586 43.57 72.01 102.93 18.56 103.75 43.74 24.9827\n", + "2011-03-31 49.7786 45.20 73.93 111.35 17.15 107.43 43.09 25.3794\n", + " AAPL AXP BA CAT CSCO CVX DIS DWDP\n", + "Date \n", + "2015-11-30 118.30 71.64 145.45 72.65 27.250 91.32 113.47 35.0471\n", + "2015-12-31 105.26 69.55 144.59 67.96 27.155 89.96 105.08 34.6101\n" + ] + } + ], + "source": [ + "print(pedf.shape)\n", + "print(pedf.head(3))\n", + "print(pedf.tail(2))" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['binance',\n", + " 'blueskies',\n", + " 'brasil',\n", + " 'charles',\n", + " 'checkers',\n", + " 'classic',\n", + " 'default',\n", + " 'kenan',\n", + " 'mike',\n", + " 'nightclouds',\n", + " 'sas',\n", + " 'starsandstripes',\n", + " 'yahoo']" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mpf.available_styles()" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ap = mpf.make_addplot(pedf.iloc[:,0:8],secondary_y=False)\n", + "\n", + "nulldata = [float('nan')]*len(pedf)\n", + "#nulldata = [20.]*len(pedf)\n", + "nulldata[0] = pedf.iloc[0,0]\n", + "d = dict(Open=nulldata,High=nulldata,Low=nulldata,Close=nulldata)\n", + "\n", + "df = pd.DataFrame(d,index=pedf.index)\n", + "\n", + "mpf.plot(df,addplot=ap,ylabel='PE Ratio',style='blueskies')" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with plt.style.context('default'):\n", + " pedf.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/issues/issue436.py b/examples/scratch_pad/issues/issue436.py new file mode 100644 index 00000000..a07a63f7 --- /dev/null +++ b/examples/scratch_pad/issues/issue436.py @@ -0,0 +1,55 @@ +from select import select +from datetime import datetime + +import time +import pandas as pd +import mplfinance as mpf +import sys + +import matplotlib +print('backend=',matplotlib.get_backend()) + +coin = 'BTC' +bot_status = 'trading' + +def limit(): + timeout = 0.5 + print(end='') + rlist, _, _ = select([sys.stdin], [], [], timeout) + if rlist: + s = sys.stdin.readline().strip() + if s == 'g': + print('\033[1;34m show chart') + chart() + + +def dataframe(): + # response = **_api exchange_**.candles(coin + '-EUR', '1m', {}) + # ohlcv = [] + # for s in range(len(response)): + # timestamp = (int(response[s][0]))/1000 + # open = float(response[s][1]) + # high = float(response[s][2]) + # low = float(response[s][3]) + # close = float(response[s][4]) + # volume = float(response[s][5]) + # candles = {'timestamp': (datetime.utcfromtimestamp(timestamp).strftime('%Y-%m-%d %H:%M:%S')), 'open': open, 'high': high, 'low': low, 'close': close, 'volume': volume} + # ohlcv.append(candles) + # dataframe = pd.DataFrame(data=ohlcv, dtype=float) + dataframe = pd.read_csv('../../data/SP500_NOV2019_Hist.csv',index_col=0, parse_dates=True) + return dataframe + + +def chart(): + df = dataframe() + #df.index = pd.DatetimeIndex(df['timestamp']) + #df = df.iloc[::-1] + s = mpf.make_mpf_style(base_mpf_style='charles', gridcolor='#555555', gridstyle="--", rc={'axes.edgecolor': 'white', 'font.size': 5}) + fig, axlist = mpf.plot(df, type='candle', style=s, title= coin, ylabel = 'Price (€)', volume=True, warn_too_much_data=9999999, returnfig=True) + mpf.show(block=True) + + +# trade loop +while bot_status == 'trading': + limit() + print('test') diff --git a/examples/scratch_pad/issues/issue438.py b/examples/scratch_pad/issues/issue438.py new file mode 100644 index 00000000..b36967e8 --- /dev/null +++ b/examples/scratch_pad/issues/issue438.py @@ -0,0 +1,15 @@ +import mplfinance as mpf +import pandas as pd + +#daily = pd.read_csv('/Users/jsb/Desktop/mplfinance-master/examples/data/SP500_NOV2019_Hist.csv', +# index_col=0, parse_dates=True) +daily = pd.read_csv('../../data/SP500_NOV2019_Hist.csv', + index_col=0, parse_dates=True) +daily.index.name = 'Date' +# print(daily.shape) +print(daily) +# daily = daily.loc[:, ['Open', 'High', 'Low', 'Close', 'Volume']] + +mpf.figure(figsize=(20, 8), dpi=100) + +mpf.plot(daily, type='candle', tight_layout=True) diff --git a/examples/scratch_pad/issues/issue568.csv b/examples/scratch_pad/issues/issue568.csv new file mode 100644 index 00000000..bb9f5856 --- /dev/null +++ b/examples/scratch_pad/issues/issue568.csv @@ -0,0 +1,206 @@ +Date,Open,High,Low,Close,Volume +3-Jan-22,17625.70,17625.70,17625.70,17625.70,16181 +4-Jan-22,17805.25,17805.25,17805.25,17805.25,18604 +5-Jan-22,17925.25,17925.25,17925.25,17925.25,23737 +6-Jan-22,17745.90,17745.90,17745.90,17745.90,22644 +7-Jan-22,17812.70,17812.70,17812.70,17812.70,21448 +10-Jan-22,18003.30,18003.30,18003.30,18003.30,20854 +11-Jan-22,18055.75,18055.75,18055.75,18055.75,20781 +12-Jan-22,18212.35,18212.35,18212.35,18212.35,22299 +13-Jan-22,18257.80,18257.80,18257.80,18257.80,28671 +14-Jan-22,18255.75,18255.75,18255.75,18255.75,21025 +17-Jan-22,18308.10,18308.10,18308.10,18308.10,23859 +18-Jan-22,18113.05,18113.05,18113.05,18113.05,20853 +19-Jan-22,17938.40,17938.40,17938.40,17938.40,25310 +20-Jan-22,17757.00,17757.00,17757.00,17757.00,25863 +21-Jan-22,17617.15,17617.15,17617.15,17617.15,25942 +24-Jan-22,17149.10,17149.10,17149.10,17149.10,28388 +25-Jan-22,17277.95,17277.95,17277.95,17277.95,31344 +27-Jan-22,17110.15,17110.15,17110.15,17110.15,36297 +28-Jan-22,17101.95,17101.95,17101.95,17101.95,29800 +31-Jan-22,17339.85,17339.85,17339.85,17339.85,25474 +1-Feb-22,17576.85,17576.85,17576.85,17576.85,30034 +2-Feb-22,17780.00,17780.00,17780.00,17780.00,23612 +3-Feb-22,17560.20,17560.20,17560.20,17560.20,20373 +4-Feb-22,17516.30,17516.30,17516.30,17516.30,20652 +7-Feb-22,17213.60,17213.60,17213.60,17213.60,21925 +8-Feb-22,17266.75,17266.75,17266.75,17266.75,23846 +9-Feb-22,17463.80,17463.80,17463.80,17463.80,19328 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cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.5.1'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "'0.12.9b6'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "pd.__version__ # for the record\n", + "\n", + "import mplfinance as mpf\n", + "mpf.__version__\n", + "\n", + "import numpy as np\n", + "from matplotlib import ticker\n", + "\n", + "import pprint\n", + "pp = pprint.PrettyPrinter(indent=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/home/dino/code/mplfinance/examples/scratch_pad/issues\r\n" + ] + } + ], + "source": [ + "!pwd" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseVolume
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    2022-01-0417805.2517805.2517805.2517805.2518604
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    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2022-01-03 17625.70 17625.70 17625.70 17625.70 16181\n", + "2022-01-04 17805.25 17805.25 17805.25 17805.25 18604\n", + "2022-01-05 17925.25 17925.25 17925.25 17925.25 23737" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseVolume
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    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2022-10-27 17736.95 17736.95 17736.95 17736.95 24166\n", + "2022-10-28 17786.80 17786.80 17786.80 17786.80 19100\n", + "2022-10-31 18012.20 18012.20 18012.20 18012.20 19846" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('issue568.csv',index_col=0,parse_dates=True)\n", + "df.head(3)\n", + "df.tail(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Box_Size is = 180\n", + "Reversal is = 3\n" + ] + } + ], + "source": [ + "pnf_kwargs = dict(type='pnf', volume=True, figratio=(1, 1), figscale=5)\n", + "pnf_kwargs = dict(type='pnf', volume=False, figratio=(1, 1), figscale=1.5)\n", + "\n", + "close_last_value = int(df['Close'].iloc[-1])\n", + "pnf_box_size = round(close_last_value * 0.01)\n", + "print(\"Box_Size is = \" + str(pnf_box_size))\n", + "\n", + "pnf_reversal = 3\n", + "print(\"Reversal is = \" + str(pnf_reversal))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cv = {} # blank dict to hold return_calculated_values values\n", + "\n", + "mpf.plot(df, **pnf_kwargs, style='starsandstripes',\n", + " pnf_params=dict(box_size=pnf_box_size, reversal=pnf_reversal), \n", + " return_calculated_values=cv)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "#pp.pprint(cv)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "import yfinance as yf" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[*********************100%***********************] 1 of 1 completed\n" + ] + } + ], + "source": [ + "df = yf.download('BRK-A',period='2y',interval='1d')#,auto_adjust=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cv = {} # blank dict to hold return_calculated_values values\n", + "d1 = '2021-12-08'\n", + "#d1 = '2022-06-08'\n", + "d2 = '2022-12-08'\n", + "s = 'nightclouds'\n", + "#s = 'yahoo'\n", + "#s = 'charles'\n", + "fig, axlist = mpf.plot(df.loc[d1:d2], type='pnf', style=s, figratio=(1.5,1), figscale=2,\n", + " pnf_params=dict(box_size=10000, reversal=2), \n", + " return_calculated_values=cv, returnfig=True)#, volume=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['pnf_dates', 'pnf_values', 'pnf_size', 'pnf_volumes', 'minx', 'maxx', 'miny', 'maxy'])" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cv.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "9" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "(-0.9411764705882353, 16.941176470588236)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "18" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/plain": [ + "2.0" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "1.8" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "1.5" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "3" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#cv['pnf_dates']\n", + "len(cv['pnf_dates'])\n", + "cv['minx'], cv['maxx']\n", + "len(range(int(round(cv['minx'],0)),int(round(cv['maxx'],0))))\n", + "print()\n", + "round(len(cv['pnf_dates'])/6,0)\n", + "len(cv['pnf_dates'])/5\n", + "len(cv['pnf_dates'])/6\n", + "\n", + "round(29/10)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([-2, 0, 2, 4, 6, 8, 10, 12, 14, 16])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "axlist[-2].get_xticks()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.8333333333333333" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "11/6" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (3031286301.py, line 1)", + "output_type": "error", + "traceback": [ + "\u001b[0;36m Cell \u001b[0;32mIn[15], line 1\u001b[0;36m\u001b[0m\n\u001b[0;31m STOP HERE\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "STOP HERE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "infile = '../../data/SPY_20110701_20120630_Bollinger.csv'\n", + "testdf = pd.read_csv(infile,index_col=0,parse_dates=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "testdf" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "pcv={}\n", + "#mpf.plot(testdf,type='pnf',style='nightclouds',volume=True,figscale=1.5,mav=(2,3,4),return_calculated_values=pcv)#,volume=True)\n", + "mpf.plot(testdf,type='pnf',style='nightclouds',volume=True,figscale=1.5,return_calculated_values=pcv)#,volume=True)\n", + "rcv={}\n", + "mpf.plot(testdf,type='renko',style='nightclouds',mav=(2,3,4),volume=True,return_calculated_values=rcv)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "#rcv\n", + "pcv.keys()\n", + "pcv" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "mpf.plot(testdf,type='pnf',style='nightclouds',volume=False,figscale=1.5,\n", + " pnf_params=dict(box_size=2.5,price_method='hilo'))\n", + "mpf.plot(testdf,type='pnf',style='nightclouds',volume=False,figscale=1.5,\n", + " pnf_params=dict(box_size=2.5,price_method='close'))\n", + "mpf.plot(testdf,type='pnf',style='nightclouds',volume=False,figscale=1.5,\n", + " pnf_params=dict(box_size=2.5,price_method='open'))\n", + "#mpf.plot(testdf,type='pnf',style='nightclouds',volume=False,figscale=1.5,\n", + "# pnf_params=dict(box_size=2.5,price_method='high'))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/issues/issue77_eurusd.csv b/examples/scratch_pad/issues/issue77_eurusd.csv new 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22:50:00.000,1.23695,1.23710,1.23694,1.23694,252.25 +11.04.2018 22:55:00.000,1.23694,1.23701,1.23694,1.23700,204.94 +11.04.2018 23:00:00.000,1.23699,1.23705,1.23680,1.23684,123.88 +11.04.2018 23:05:00.000,1.23684,1.23707,1.23675,1.23695,246 +11.04.2018 23:10:00.000,1.23695,1.23696,1.23690,1.23690,67.75 +11.04.2018 23:15:00.000,1.23691,1.23702,1.23690,1.23692,108.57 +11.04.2018 23:20:00.000,1.23690,1.23694,1.23685,1.23686,183.60999999999999 +11.04.2018 23:25:00.000,1.23686,1.23707,1.23686,1.23703,134.48 +11.04.2018 23:30:00.000,1.23704,1.23709,1.23698,1.23707,166.87 +11.04.2018 23:35:00.000,1.23708,1.23718,1.23707,1.23712,168.76 +11.04.2018 23:40:00.000,1.23711,1.23718,1.23711,1.23716,105.4 +11.04.2018 23:45:00.000,1.23715,1.23716,1.23701,1.23712,207.29000000000002 +11.04.2018 23:50:00.000,1.23711,1.23722,1.23710,1.23721,266.12 +11.04.2018 23:55:00.000,1.23721,1.23723,1.23712,1.23719,119.36 +12.04.2018 00:00:00.000,1.23719,1.23751,1.23718,1.23747,473.8 +12.04.2018 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17:00:00.000,1.23828,1.23830,1.23790,1.23796,1063.2099999999998 +16.04.2018 17:05:00.000,1.23797,1.23803,1.23775,1.23790,1046.9 +16.04.2018 17:10:00.000,1.23791,1.23809,1.23779,1.23785,919.4499999999998 +16.04.2018 17:15:00.000,1.23785,1.23802,1.23777,1.23790,638.38 +16.04.2018 17:20:00.000,1.23794,1.23795,1.23781,1.23785,432.11 +16.04.2018 17:25:00.000,1.23785,1.23790,1.23770,1.23772,771.77 +16.04.2018 17:30:00.000,1.23774,1.23776,1.23761,1.23770,866.6399999999999 +16.04.2018 17:35:00.000,1.23770,1.23775,1.23763,1.23771,558.23 +16.04.2018 17:40:00.000,1.23772,1.23785,1.23764,1.23777,646.86 +16.04.2018 17:45:00.000,1.23776,1.23797,1.23765,1.23790,518.9000000000001 +16.04.2018 17:50:00.000,1.23790,1.23796,1.23763,1.23765,899.3199999999999 +16.04.2018 17:55:00.000,1.23765,1.23780,1.23759,1.23771,1027.89 +16.04.2018 18:00:00.000,1.23771,1.23781,1.23764,1.23780,592.5899999999999 +16.04.2018 18:05:00.000,1.23780,1.23795,1.23774,1.23779,563.1800000000001 +16.04.2018 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19:25:00.000,1.23766,1.23768,1.23752,1.23753,903.3399999999999 +16.04.2018 19:30:00.000,1.23753,1.23756,1.23746,1.23754,746.3800000000001 +16.04.2018 19:35:00.000,1.23754,1.23759,1.23744,1.23755,439.11 +16.04.2018 19:40:00.000,1.23754,1.23756,1.23746,1.23750,344.35999999999996 +16.04.2018 19:45:00.000,1.23750,1.23772,1.23750,1.23762,587.3299999999999 +16.04.2018 19:50:00.000,1.23763,1.23774,1.23754,1.23756,411.75 +16.04.2018 19:55:00.000,1.23755,1.23759,1.23751,1.23757,530.89 +16.04.2018 20:00:00.000,1.23757,1.23783,1.23753,1.23782,372.93999999999994 +16.04.2018 20:05:00.000,1.23783,1.23787,1.23781,1.23781,360.89 +16.04.2018 20:10:00.000,1.23781,1.23792,1.23779,1.23790,265.64 +16.04.2018 20:15:00.000,1.23791,1.23803,1.23787,1.23800,662.71 +16.04.2018 20:20:00.000,1.23800,1.23829,1.23796,1.23812,742.75 +16.04.2018 20:25:00.000,1.23813,1.23825,1.23795,1.23813,337.79999999999995 +16.04.2018 20:30:00.000,1.23813,1.23838,1.23809,1.23825,721.6199999999999 +16.04.2018 20:35:00.000,1.23836,1.23838,1.23805,1.23822,634.35 +16.04.2018 20:40:00.000,1.23823,1.23834,1.23823,1.23830,456.89000000000004 +16.04.2018 20:45:00.000,1.23832,1.23832,1.23813,1.23815,313.90000000000003 +16.04.2018 20:50:00.000,1.23814,1.23815,1.23791,1.23799,372.18 +16.04.2018 20:55:00.000,1.23797,1.23800,1.23786,1.23791,327.87 +16.04.2018 21:00:00.000,1.23783,1.23797,1.23783,1.23791,37.87 +16.04.2018 21:05:00.000,1.23792,1.23807,1.23792,1.23800,97.62 +16.04.2018 21:10:00.000,1.23799,1.23809,1.23797,1.23806,209.23 +16.04.2018 21:15:00.000,1.23806,1.23811,1.23798,1.23800,193.12 +16.04.2018 21:20:00.000,1.23799,1.23804,1.23798,1.23799,126.83999999999999 +16.04.2018 21:25:00.000,1.23800,1.23804,1.23798,1.23802,152.35 +16.04.2018 21:30:00.000,1.23803,1.23803,1.23791,1.23795,361.19 +16.04.2018 21:35:00.000,1.23795,1.23801,1.23795,1.23796,306.48 +16.04.2018 21:40:00.000,1.23797,1.23797,1.23792,1.23795,84.72 +16.04.2018 21:45:00.000,1.23795,1.23799,1.23794,1.23796,109.9 +16.04.2018 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23:00:00.000,1.23816,1.23820,1.23808,1.23815,211.87 +16.04.2018 23:05:00.000,1.23814,1.23815,1.23805,1.23809,101.59 +16.04.2018 23:10:00.000,1.23809,1.23822,1.23799,1.23812,206.64 +16.04.2018 23:15:00.000,1.23812,1.23812,1.23792,1.23803,255.48999999999998 +16.04.2018 23:20:00.000,1.23804,1.23811,1.23803,1.23804,135.14999999999998 +16.04.2018 23:25:00.000,1.23803,1.23808,1.23800,1.23803,88.44 +16.04.2018 23:30:00.000,1.23803,1.23809,1.23802,1.23805,152.6 +16.04.2018 23:35:00.000,1.23804,1.23832,1.23800,1.23824,301.81 +16.04.2018 23:40:00.000,1.23824,1.23840,1.23824,1.23831,478.78 +16.04.2018 23:45:00.000,1.23831,1.23838,1.23824,1.23836,425.77 +16.04.2018 23:50:00.000,1.23835,1.23846,1.23824,1.23830,352.71000000000004 +16.04.2018 23:55:00.000,1.23830,1.23852,1.23826,1.23837,528.1500000000001 +17.04.2018 00:00:00.000,1.23837,1.23856,1.23830,1.23845,591.4200000000001 +17.04.2018 00:05:00.000,1.23845,1.23852,1.23827,1.23836,872.44 +17.04.2018 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00:10:00.000,1.23718,1.23726,1.23707,1.23710,624.59 +18.04.2018 00:15:00.000,1.23710,1.23724,1.23700,1.23713,483.03 +18.04.2018 00:20:00.000,1.23714,1.23715,1.23700,1.23712,535.65 +18.04.2018 00:25:00.000,1.23713,1.23737,1.23705,1.23737,242.09 +18.04.2018 00:30:00.000,1.23738,1.23742,1.23725,1.23725,285.36 +18.04.2018 00:35:00.000,1.23725,1.23732,1.23714,1.23730,415.71000000000004 +18.04.2018 00:40:00.000,1.23731,1.23738,1.23721,1.23731,359.65999999999997 +18.04.2018 00:45:00.000,1.23731,1.23734,1.23704,1.23705,507.58 +18.04.2018 00:50:00.000,1.23705,1.23725,1.23700,1.23725,434.34999999999997 +18.04.2018 00:55:00.000,1.23725,1.23725,1.23697,1.23700,644.6 +18.04.2018 01:00:00.000,1.23700,1.23707,1.23649,1.23666,588.3699999999999 +18.04.2018 01:05:00.000,1.23666,1.23667,1.23655,1.23662,505.75 +18.04.2018 01:10:00.000,1.23662,1.23683,1.23661,1.23676,516.1 +18.04.2018 01:15:00.000,1.23677,1.23687,1.23662,1.23686,485.69 +18.04.2018 01:20:00.000,1.23685,1.23730,1.23685,1.23720,660 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07:20:00.000,1.20644,1.20656,1.20622,1.20638,792.3399999999999 +01.05.2018 07:25:00.000,1.20639,1.20639,1.20574,1.20582,949.67 +01.05.2018 07:30:00.000,1.20582,1.20594,1.20565,1.20591,666.0100000000001 +01.05.2018 07:35:00.000,1.20591,1.20613,1.20589,1.20611,836.77 +01.05.2018 07:40:00.000,1.20613,1.20617,1.20582,1.20582,734.1200000000001 +01.05.2018 07:45:00.000,1.20583,1.20610,1.20550,1.20604,961.71 +01.05.2018 07:50:00.000,1.20604,1.20640,1.20603,1.20638,574.79 +01.05.2018 07:55:00.000,1.20638,1.20648,1.20573,1.20575,1063.8799999999999 +01.05.2018 08:00:00.000,1.20576,1.20613,1.20557,1.20558,842.4200000000001 +01.05.2018 08:05:00.000,1.20559,1.20561,1.20509,1.20519,1139.77 +01.05.2018 08:10:00.000,1.20519,1.20519,1.20398,1.20408,1372.59 +01.05.2018 08:15:00.000,1.20408,1.20414,1.20350,1.20387,999.3799999999999 +01.05.2018 08:20:00.000,1.20387,1.20390,1.20350,1.20384,1232.54 +01.05.2018 08:25:00.000,1.20385,1.20422,1.20377,1.20419,872.02 +01.05.2018 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10:55:00.000,1.20287,1.20321,1.20270,1.20304,1094.91 +01.05.2018 11:00:00.000,1.20303,1.20333,1.20297,1.20321,817.92 +01.05.2018 11:05:00.000,1.20321,1.20321,1.20281,1.20313,627.24 +01.05.2018 11:10:00.000,1.20312,1.20317,1.20271,1.20288,1002.9100000000001 +01.05.2018 11:15:00.000,1.20288,1.20291,1.20269,1.20286,760.46 +01.05.2018 11:20:00.000,1.20285,1.20305,1.20281,1.20297,848.7 +01.05.2018 11:25:00.000,1.20297,1.20298,1.20276,1.20295,464.69 +01.05.2018 11:30:00.000,1.20295,1.20299,1.20251,1.20276,1123.8700000000001 +01.05.2018 11:35:00.000,1.20279,1.20286,1.20265,1.20276,502.74 +01.05.2018 11:40:00.000,1.20276,1.20289,1.20248,1.20248,752.86 +01.05.2018 11:45:00.000,1.20248,1.20257,1.20218,1.20223,839.3599999999999 +01.05.2018 11:50:00.000,1.20223,1.20255,1.20221,1.20253,701.55 +01.05.2018 11:55:00.000,1.20253,1.20258,1.20221,1.20253,1017.86 +01.05.2018 12:00:00.000,1.20255,1.20290,1.20241,1.20241,910.6800000000001 +01.05.2018 12:05:00.000,1.20241,1.20242,1.20169,1.20173,1408.6 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13:20:00.000,1.20250,1.20252,1.20213,1.20237,728.0799999999999 +01.05.2018 13:25:00.000,1.20236,1.20238,1.20183,1.20186,1055.04 +01.05.2018 13:30:00.000,1.20189,1.20190,1.20112,1.20117,1760.84 +01.05.2018 13:35:00.000,1.20117,1.20145,1.20111,1.20133,1141.44 +01.05.2018 13:40:00.000,1.20135,1.20168,1.20117,1.20157,1024.28 +01.05.2018 13:45:00.000,1.20157,1.20178,1.20153,1.20171,849.1700000000001 +01.05.2018 13:50:00.000,1.20170,1.20176,1.20113,1.20114,896.52 +01.05.2018 13:55:00.000,1.20112,1.20121,1.20049,1.20049,1160.44 +01.05.2018 14:00:00.000,1.20106,1.20202,1.20050,1.20200,1636.1 +01.05.2018 14:05:00.000,1.20201,1.20203,1.20116,1.20122,1547.0900000000001 +01.05.2018 14:10:00.000,1.20123,1.20123,1.20007,1.20015,1636.71 +01.05.2018 14:15:00.000,1.20014,1.20100,1.19945,1.20043,2245.21 +01.05.2018 14:20:00.000,1.20044,1.20050,1.19918,1.19921,1713.04 +01.05.2018 14:25:00.000,1.19922,1.19959,1.19835,1.19924,1744.42 +01.05.2018 14:30:00.000,1.19924,1.19951,1.19869,1.19913,1646.59 +01.05.2018 14:35:00.000,1.19913,1.19943,1.19864,1.19929,1551.6699999999998 +01.05.2018 14:40:00.000,1.19932,1.19933,1.19831,1.19832,1734.4100000000003 +01.05.2018 14:45:00.000,1.19835,1.19926,1.19833,1.19903,1695.56 +01.05.2018 14:50:00.000,1.19905,1.19905,1.19814,1.19844,1421.68 +01.05.2018 14:55:00.000,1.19844,1.19921,1.19826,1.19917,1881.1100000000001 +01.05.2018 15:00:00.000,1.19918,1.19929,1.19854,1.19924,1709.6100000000001 +01.05.2018 15:05:00.000,1.19927,1.19969,1.19915,1.19958,1519.1399999999999 +01.05.2018 15:10:00.000,1.19960,1.19986,1.19929,1.19976,1170.79 +01.05.2018 15:15:00.000,1.19977,1.20029,1.19967,1.20018,1221.01 +01.05.2018 15:20:00.000,1.20017,1.20030,1.19983,1.20007,1101.8600000000001 +01.05.2018 15:25:00.000,1.20006,1.20031,1.19982,1.19999,912.51 +01.05.2018 15:30:00.000,1.19998,1.19999,1.19937,1.19956,1269.4 +01.05.2018 15:35:00.000,1.19963,1.20001,1.19948,1.19982,1310.95 +01.05.2018 15:40:00.000,1.19982,1.20005,1.19969,1.19989,1174.6200000000001 +01.05.2018 15:45:00.000,1.19989,1.20022,1.19984,1.19985,1183.7 +01.05.2018 15:50:00.000,1.19985,1.20038,1.19974,1.20021,1417.8400000000001 +01.05.2018 15:55:00.000,1.20020,1.20026,1.19972,1.19995,1255.8600000000001 +01.05.2018 16:00:00.000,1.19994,1.20052,1.19985,1.20044,1306.52 +01.05.2018 16:05:00.000,1.20044,1.20086,1.20037,1.20076,1268.9799999999998 +01.05.2018 16:10:00.000,1.20076,1.20076,1.20037,1.20038,976.26 +01.05.2018 16:15:00.000,1.20038,1.20043,1.19979,1.19994,1133.04 +01.05.2018 16:20:00.000,1.19995,1.20085,1.19995,1.20074,1382.9099999999999 +01.05.2018 16:25:00.000,1.20074,1.20118,1.20054,1.20067,1163.5500000000002 +01.05.2018 16:30:00.000,1.20068,1.20090,1.20060,1.20069,981.04 +01.05.2018 16:35:00.000,1.20069,1.20132,1.20065,1.20130,1029.42 +01.05.2018 16:40:00.000,1.20131,1.20147,1.20107,1.20129,1145.3200000000002 +01.05.2018 16:45:00.000,1.20129,1.20165,1.20107,1.20162,1112.03 +01.05.2018 16:50:00.000,1.20163,1.20188,1.20151,1.20166,1251.72 +01.05.2018 16:55:00.000,1.20165,1.20198,1.20159,1.20163,1497.1399999999999 +01.05.2018 17:00:00.000,1.20161,1.20161,1.20104,1.20112,1087.07 +01.05.2018 17:05:00.000,1.20112,1.20167,1.20102,1.20162,741.1500000000001 +01.05.2018 17:10:00.000,1.20164,1.20172,1.20094,1.20095,848.6 +01.05.2018 17:15:00.000,1.20097,1.20120,1.20059,1.20060,984.6800000000001 +01.05.2018 17:20:00.000,1.20063,1.20068,1.20034,1.20053,802.2 +01.05.2018 17:25:00.000,1.20053,1.20064,1.20035,1.20043,726.59 +01.05.2018 17:30:00.000,1.20043,1.20056,1.20007,1.20023,849.7400000000001 +01.05.2018 17:35:00.000,1.20023,1.20034,1.19982,1.19988,919.68 +01.05.2018 17:40:00.000,1.19988,1.19997,1.19950,1.19959,1032.91 +01.05.2018 17:45:00.000,1.19960,1.20015,1.19960,1.19994,915.9599999999999 +01.05.2018 17:50:00.000,1.19994,1.20025,1.19979,1.19988,921.9 +01.05.2018 17:55:00.000,1.19987,1.20008,1.19980,1.19989,513.01 +01.05.2018 18:00:00.000,1.19989,1.19990,1.19961,1.19969,1044.57 +01.05.2018 18:05:00.000,1.19970,1.19976,1.19967,1.19974,869.3800000000001 +01.05.2018 18:10:00.000,1.19975,1.19990,1.19949,1.19950,881.3999999999999 +01.05.2018 18:15:00.000,1.19951,1.19974,1.19940,1.19969,789.95 +01.05.2018 18:20:00.000,1.19969,1.19986,1.19939,1.19941,706.06 +01.05.2018 18:25:00.000,1.19941,1.19986,1.19934,1.19978,802.02 +01.05.2018 18:30:00.000,1.19977,1.20046,1.19965,1.20005,1546.36 +01.05.2018 18:35:00.000,1.20005,1.20051,1.20003,1.20039,1034.91 +01.05.2018 18:40:00.000,1.20039,1.20039,1.19990,1.20001,1182.6100000000001 +01.05.2018 18:45:00.000,1.20001,1.20009,1.19955,1.19955,771.1100000000001 +01.05.2018 18:50:00.000,1.19954,1.19970,1.19948,1.19951,770.16 +01.05.2018 18:55:00.000,1.19951,1.19982,1.19933,1.19933,1305.77 +01.05.2018 19:00:00.000,1.19930,1.19967,1.19919,1.19959,1375.27 +01.05.2018 19:05:00.000,1.19960,1.19965,1.19915,1.19925,1412.64 +01.05.2018 19:10:00.000,1.19925,1.19932,1.19884,1.19905,1432.3600000000001 +01.05.2018 19:15:00.000,1.19905,1.19916,1.19882,1.19884,885.8 +01.05.2018 19:20:00.000,1.19885,1.19924,1.19882,1.19892,1268.29 +01.05.2018 19:25:00.000,1.19893,1.19901,1.19884,1.19894,1094.56 +01.05.2018 19:30:00.000,1.19893,1.19911,1.19891,1.19901,912.32 +01.05.2018 19:35:00.000,1.19901,1.19912,1.19881,1.19889,985.5600000000001 +01.05.2018 19:40:00.000,1.19890,1.19911,1.19889,1.19891,804.56 +01.05.2018 19:45:00.000,1.19893,1.19917,1.19890,1.19904,898.04 +01.05.2018 19:50:00.000,1.19903,1.19924,1.19888,1.19921,761.54 +01.05.2018 19:55:00.000,1.19925,1.19934,1.19923,1.19930,850.33 +01.05.2018 20:00:00.000,1.19931,1.19935,1.19924,1.19925,621.62 +01.05.2018 20:05:00.000,1.19925,1.19932,1.19906,1.19909,457.95 +01.05.2018 20:10:00.000,1.19911,1.19928,1.19909,1.19919,384.82000000000005 +01.05.2018 20:15:00.000,1.19919,1.19947,1.19919,1.19946,220.67999999999998 +01.05.2018 20:20:00.000,1.19946,1.19947,1.19933,1.19935,220.55999999999997 +01.05.2018 20:25:00.000,1.19936,1.19940,1.19920,1.19924,246.82 +01.05.2018 20:30:00.000,1.19924,1.19925,1.19909,1.19914,436.51 +01.05.2018 20:35:00.000,1.19914,1.19926,1.19914,1.19924,337.39 +01.05.2018 20:40:00.000,1.19924,1.19925,1.19913,1.19915,293.88 +01.05.2018 20:45:00.000,1.19917,1.19939,1.19917,1.19929,275.40000000000003 +01.05.2018 20:50:00.000,1.19929,1.19929,1.19913,1.19925,293.86 +01.05.2018 20:55:00.000,1.19924,1.19929,1.19917,1.19924,432.64000000000004 +01.05.2018 21:00:00.000,1.19922,1.19930,1.19914,1.19930,75.48 +01.05.2018 21:05:00.000,1.19929,1.19933,1.19927,1.19931,62.61 +01.05.2018 21:10:00.000,1.19931,1.19938,1.19927,1.19932,318.68 +01.05.2018 21:15:00.000,1.19931,1.19932,1.19922,1.19928,193.54999999999998 +01.05.2018 21:20:00.000,1.19928,1.19933,1.19924,1.19933,220.94 +01.05.2018 21:25:00.000,1.19928,1.19933,1.19923,1.19924,132.44 +01.05.2018 21:30:00.000,1.19921,1.19932,1.19908,1.19928,311.21 +01.05.2018 21:35:00.000,1.19928,1.19930,1.19908,1.19914,124.66 +01.05.2018 21:40:00.000,1.19915,1.19923,1.19907,1.19911,188.25 +01.05.2018 21:45:00.000,1.19911,1.19931,1.19904,1.19917,241.77999999999997 +01.05.2018 21:50:00.000,1.19915,1.19927,1.19902,1.19921,316.96000000000004 +01.05.2018 21:55:00.000,1.19920,1.19927,1.19919,1.19926,117.66 +01.05.2018 22:00:00.000,1.19924,1.19936,1.19919,1.19936,263.34000000000003 +01.05.2018 22:05:00.000,1.19935,1.19937,1.19924,1.19925,246.59000000000003 +01.05.2018 22:10:00.000,1.19927,1.19937,1.19922,1.19936,261.08000000000004 +01.05.2018 22:15:00.000,1.19936,1.19946,1.19925,1.19944,231.05 +01.05.2018 22:20:00.000,1.19944,1.19945,1.19937,1.19938,112.37 +01.05.2018 22:25:00.000,1.19937,1.19945,1.19937,1.19938,142.01 +01.05.2018 22:30:00.000,1.19937,1.19943,1.19936,1.19943,109.21 +01.05.2018 22:35:00.000,1.19943,1.19943,1.19932,1.19937,161.03 +01.05.2018 22:40:00.000,1.19937,1.19946,1.19927,1.19932,139.93 +01.05.2018 22:45:00.000,1.19936,1.19952,1.19901,1.19923,248.45 +01.05.2018 22:50:00.000,1.19922,1.19922,1.19891,1.19892,349.45 +01.05.2018 22:55:00.000,1.19892,1.19897,1.19887,1.19892,225.65000000000003 +01.05.2018 23:00:00.000,1.19892,1.19897,1.19889,1.19891,278.65 +01.05.2018 23:05:00.000,1.19891,1.19896,1.19888,1.19891,206.37999999999997 +01.05.2018 23:10:00.000,1.19893,1.19904,1.19893,1.19901,93.73 +01.05.2018 23:15:00.000,1.19901,1.19913,1.19899,1.19911,193.52 +01.05.2018 23:20:00.000,1.19912,1.19915,1.19911,1.19911,211.57000000000002 +01.05.2018 23:25:00.000,1.19911,1.19911,1.19895,1.19911,222.70999999999998 +01.05.2018 23:30:00.000,1.19912,1.19912,1.19900,1.19901,197.62 +01.05.2018 23:35:00.000,1.19900,1.19912,1.19891,1.19906,262.65 +01.05.2018 23:40:00.000,1.19907,1.19919,1.19895,1.19895,313.38 +01.05.2018 23:45:00.000,1.19896,1.19901,1.19876,1.19884,383.77000000000004 +01.05.2018 23:50:00.000,1.19885,1.19909,1.19885,1.19907,273.46 +01.05.2018 23:55:00.000,1.19906,1.19916,1.19905,1.19910,448.1 +02.05.2018 00:00:00.000,1.19912,1.19920,1.19874,1.19877,740.1099999999999 +02.05.2018 00:05:00.000,1.19879,1.19943,1.19877,1.19939,539.85 +02.05.2018 00:10:00.000,1.19938,1.19957,1.19925,1.19945,811.66 +02.05.2018 00:15:00.000,1.19945,1.19994,1.19944,1.19971,817.28 +02.05.2018 00:20:00.000,1.19971,1.19984,1.19925,1.19954,758.28 +02.05.2018 00:25:00.000,1.19952,1.19973,1.19943,1.19945,427.65 +02.05.2018 00:30:00.000,1.19944,1.19947,1.19922,1.19933,495.56 +02.05.2018 00:35:00.000,1.19933,1.19938,1.19912,1.19917,575.13 +02.05.2018 00:40:00.000,1.19917,1.19964,1.19910,1.19926,542.97 +02.05.2018 00:45:00.000,1.19926,1.19930,1.19897,1.19915,701.66 +02.05.2018 00:50:00.000,1.19915,1.19928,1.19892,1.19892,611.9200000000001 +02.05.2018 00:55:00.000,1.19894,1.19908,1.19892,1.19907,402.33 +02.05.2018 01:00:00.000,1.19907,1.19935,1.19904,1.19917,698.6 +02.05.2018 01:05:00.000,1.19917,1.19925,1.19908,1.19922,350.22 +02.05.2018 01:10:00.000,1.19923,1.19945,1.19921,1.19933,505.43 +02.05.2018 01:15:00.000,1.19935,1.19935,1.19891,1.19926,682.36 +02.05.2018 01:20:00.000,1.19926,1.19979,1.19926,1.19976,689.51 +02.05.2018 01:25:00.000,1.19978,1.20003,1.19971,1.19989,725.26 +02.05.2018 01:30:00.000,1.19989,1.20011,1.19986,1.19988,676.8399999999999 +02.05.2018 01:35:00.000,1.19989,1.19991,1.19958,1.19962,617.5 +02.05.2018 01:40:00.000,1.19962,1.19969,1.19951,1.19953,640.1000000000001 +02.05.2018 01:45:00.000,1.19952,1.19999,1.19948,1.19999,541.8 +02.05.2018 01:50:00.000,1.20000,1.20029,1.19985,1.20021,637.38 +02.05.2018 01:55:00.000,1.20020,1.20070,1.20016,1.20060,1007.29 +02.05.2018 02:00:00.000,1.20061,1.20064,1.20040,1.20049,1140.3200000000002 +02.05.2018 02:05:00.000,1.20049,1.20066,1.20029,1.20043,672.2 +02.05.2018 02:10:00.000,1.20043,1.20061,1.20036,1.20043,530.0799999999999 +02.05.2018 02:15:00.000,1.20043,1.20070,1.20029,1.20040,735.85 +02.05.2018 02:20:00.000,1.20040,1.20082,1.20039,1.20081,684.26 +02.05.2018 02:25:00.000,1.20080,1.20106,1.20065,1.20084,502.3 +02.05.2018 02:30:00.000,1.20084,1.20094,1.20062,1.20075,506 +02.05.2018 02:35:00.000,1.20074,1.20082,1.20045,1.20048,396.68000000000006 +02.05.2018 02:40:00.000,1.20048,1.20061,1.20043,1.20061,226.98000000000002 +02.05.2018 02:45:00.000,1.20060,1.20061,1.20034,1.20035,341.28 +02.05.2018 02:50:00.000,1.20037,1.20059,1.20035,1.20055,350.36 +02.05.2018 02:55:00.000,1.20055,1.20067,1.20039,1.20064,524.7 +02.05.2018 03:00:00.000,1.20064,1.20074,1.20055,1.20057,405.15999999999997 +02.05.2018 03:05:00.000,1.20057,1.20067,1.20057,1.20062,315.16 +02.05.2018 03:10:00.000,1.20064,1.20068,1.20053,1.20068,260.26 +02.05.2018 03:15:00.000,1.20069,1.20080,1.20065,1.20066,357.54999999999995 +02.05.2018 03:20:00.000,1.20064,1.20092,1.20055,1.20087,495.77000000000004 +02.05.2018 03:25:00.000,1.20087,1.20087,1.20078,1.20079,243.07999999999998 +02.05.2018 03:30:00.000,1.20079,1.20087,1.20078,1.20087,331.28000000000003 +02.05.2018 03:35:00.000,1.20088,1.20111,1.20079,1.20090,442.98 +02.05.2018 03:40:00.000,1.20089,1.20103,1.20085,1.20085,375.98 +02.05.2018 03:45:00.000,1.20085,1.20112,1.20084,1.20085,356.19 +02.05.2018 03:50:00.000,1.20084,1.20085,1.20047,1.20051,493.27 +02.05.2018 03:55:00.000,1.20052,1.20063,1.20043,1.20051,345.85999999999996 +02.05.2018 04:00:00.000,1.20052,1.20067,1.20046,1.20046,297.43 +02.05.2018 04:05:00.000,1.20046,1.20052,1.20041,1.20051,253.6 +02.05.2018 04:10:00.000,1.20052,1.20058,1.20035,1.20051,403.58 +02.05.2018 04:15:00.000,1.20050,1.20057,1.20032,1.20032,426.01 +02.05.2018 04:20:00.000,1.20032,1.20037,1.20029,1.20030,412.52 +02.05.2018 04:25:00.000,1.20031,1.20037,1.20024,1.20025,490.14 +02.05.2018 04:30:00.000,1.20025,1.20043,1.20020,1.20036,265.23 +02.05.2018 04:35:00.000,1.20036,1.20046,1.20035,1.20039,241.17999999999998 +02.05.2018 04:40:00.000,1.20039,1.20047,1.20036,1.20041,258.33 +02.05.2018 04:45:00.000,1.20040,1.20041,1.20021,1.20031,441.12999999999994 +02.05.2018 04:50:00.000,1.20034,1.20036,1.20026,1.20030,358.48 +02.05.2018 04:55:00.000,1.20029,1.20035,1.20028,1.20033,322.13 +02.05.2018 05:00:00.000,1.20032,1.20032,1.20004,1.20012,527.2 +02.05.2018 05:05:00.000,1.20012,1.20012,1.19979,1.19994,757.9100000000001 +02.05.2018 05:10:00.000,1.19994,1.19996,1.19964,1.19965,588.18 +02.05.2018 05:15:00.000,1.19965,1.19967,1.19918,1.19944,690.5 +02.05.2018 05:20:00.000,1.19945,1.19962,1.19934,1.19950,441.57 +02.05.2018 05:25:00.000,1.19950,1.19950,1.19923,1.19942,532.06 +02.05.2018 05:30:00.000,1.19943,1.19976,1.19937,1.19973,597.56 +02.05.2018 05:35:00.000,1.19972,1.20028,1.19972,1.20026,700.3199999999999 +02.05.2018 05:40:00.000,1.20026,1.20026,1.20013,1.20020,419.98999999999995 +02.05.2018 05:45:00.000,1.20020,1.20046,1.20020,1.20046,350.72 +02.05.2018 05:50:00.000,1.20047,1.20048,1.19997,1.19998,601.46 +02.05.2018 05:55:00.000,1.19996,1.19996,1.19950,1.19969,832.72 +02.05.2018 06:00:00.000,1.19967,1.19968,1.19914,1.19923,1022.62 +02.05.2018 06:05:00.000,1.19920,1.19973,1.19910,1.19969,1452.6100000000001 +02.05.2018 06:10:00.000,1.19968,1.19975,1.19899,1.19920,1382.41 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07:25:00.000,1.20192,1.20291,1.20190,1.20289,1473.11 +02.05.2018 07:30:00.000,1.20290,1.20298,1.20246,1.20247,1349.3799999999999 +02.05.2018 07:35:00.000,1.20249,1.20316,1.20240,1.20264,1462.0900000000001 +02.05.2018 07:40:00.000,1.20263,1.20276,1.20217,1.20229,1261.89 +02.05.2018 07:45:00.000,1.20229,1.20254,1.20209,1.20218,1155.98 +02.05.2018 07:50:00.000,1.20219,1.20274,1.20179,1.20203,1182.6399999999999 +02.05.2018 07:55:00.000,1.20200,1.20202,1.20154,1.20163,1108.39 +02.05.2018 08:00:00.000,1.20162,1.20190,1.20133,1.20172,1293.9399999999998 +02.05.2018 08:05:00.000,1.20171,1.20234,1.20168,1.20206,1109.93 +02.05.2018 08:10:00.000,1.20204,1.20223,1.20136,1.20161,1008.74 +02.05.2018 08:15:00.000,1.20161,1.20193,1.20089,1.20092,1459.78 +02.05.2018 08:20:00.000,1.20092,1.20097,1.20066,1.20072,1261.28 +02.05.2018 08:25:00.000,1.20071,1.20072,1.20019,1.20019,949.24 +02.05.2018 08:30:00.000,1.20017,1.20076,1.20017,1.20055,1018.29 +02.05.2018 08:35:00.000,1.20055,1.20075,1.20028,1.20073,993.72 +02.05.2018 08:40:00.000,1.20073,1.20078,1.20049,1.20053,1099.14 +02.05.2018 08:45:00.000,1.20054,1.20079,1.19930,1.19953,1454.07 +02.05.2018 08:50:00.000,1.19954,1.19996,1.19934,1.19984,1300.73 +02.05.2018 08:55:00.000,1.19983,1.19999,1.19968,1.19999,1121.91 +02.05.2018 09:00:00.000,1.19995,1.20004,1.19952,1.19952,1370.7000000000003 +02.05.2018 09:05:00.000,1.19953,1.19994,1.19933,1.19994,1000.5100000000001 +02.05.2018 09:10:00.000,1.19993,1.20015,1.19967,1.20015,1205.3 +02.05.2018 09:15:00.000,1.20015,1.20038,1.20003,1.20027,1068.3600000000001 +02.05.2018 09:20:00.000,1.20027,1.20055,1.20000,1.20045,949.74 +02.05.2018 09:25:00.000,1.20044,1.20058,1.20028,1.20056,765.73 +02.05.2018 09:30:00.000,1.20057,1.20057,1.20020,1.20024,656.18 +02.05.2018 09:35:00.000,1.20021,1.20030,1.19967,1.19980,1119.3600000000001 +02.05.2018 09:40:00.000,1.19982,1.20064,1.19980,1.20059,1171.01 +02.05.2018 09:45:00.000,1.20059,1.20099,1.20054,1.20096,1237.02 +02.05.2018 09:50:00.000,1.20096,1.20096,1.20031,1.20033,1036.05 +02.05.2018 09:55:00.000,1.20033,1.20035,1.20012,1.20013,1033.3 +02.05.2018 10:00:00.000,1.20014,1.20034,1.19985,1.19997,1168.82 +02.05.2018 10:05:00.000,1.19995,1.19997,1.19960,1.19970,1075.83 +02.05.2018 10:10:00.000,1.19971,1.19982,1.19957,1.19979,745.7 +02.05.2018 10:15:00.000,1.19979,1.19984,1.19954,1.19971,824.5000000000001 +02.05.2018 10:20:00.000,1.19970,1.20051,1.19959,1.20009,1262.59 +02.05.2018 10:25:00.000,1.20009,1.20056,1.19990,1.19991,1315.8 +02.05.2018 10:30:00.000,1.19990,1.20013,1.19973,1.20000,1181.3200000000002 +02.05.2018 10:35:00.000,1.20002,1.20002,1.19958,1.19976,1130.8400000000001 +02.05.2018 10:40:00.000,1.19977,1.20046,1.19975,1.20045,1077.07 +02.05.2018 10:45:00.000,1.20047,1.20055,1.20026,1.20053,883.51 +02.05.2018 10:50:00.000,1.20054,1.20054,1.20008,1.20036,1060.52 +02.05.2018 10:55:00.000,1.20038,1.20049,1.19977,1.20023,1068.5 +02.05.2018 11:00:00.000,1.20022,1.20046,1.19993,1.20000,1060.23 +02.05.2018 11:05:00.000,1.20003,1.20037,1.20003,1.20015,1003.4000000000001 +02.05.2018 11:10:00.000,1.20014,1.20030,1.19988,1.19998,804.6 +02.05.2018 11:15:00.000,1.19999,1.20004,1.19972,1.19994,911.0299999999999 +02.05.2018 11:20:00.000,1.19996,1.20025,1.19984,1.19995,818.48 +02.05.2018 11:25:00.000,1.19995,1.19998,1.19968,1.19975,876.52 +02.05.2018 11:30:00.000,1.19975,1.19989,1.19951,1.19951,908.51 +02.05.2018 11:35:00.000,1.19953,1.19995,1.19951,1.19983,951.74 +02.05.2018 11:40:00.000,1.19984,1.20037,1.19974,1.20018,1035.71 +02.05.2018 11:45:00.000,1.20018,1.20024,1.19969,1.19990,949.05 +02.05.2018 11:50:00.000,1.19990,1.20032,1.19989,1.20020,937.4000000000001 +02.05.2018 11:55:00.000,1.20020,1.20055,1.20011,1.20021,915.1800000000001 +02.05.2018 12:00:00.000,1.20023,1.20049,1.20009,1.20045,1213.38 +02.05.2018 12:05:00.000,1.20045,1.20082,1.20030,1.20076,1342.3899999999999 +02.05.2018 12:10:00.000,1.20076,1.20097,1.20067,1.20073,1119.9499999999998 +02.05.2018 12:15:00.000,1.20073,1.20118,1.20032,1.20096,1563.7199999999998 +02.05.2018 12:20:00.000,1.20098,1.20125,1.20010,1.20025,1450.8200000000002 +02.05.2018 12:25:00.000,1.20024,1.20071,1.20018,1.20038,1189.08 +02.05.2018 12:30:00.000,1.20038,1.20083,1.20010,1.20078,1634.07 +02.05.2018 12:35:00.000,1.20076,1.20077,1.19966,1.19967,1519.96 +02.05.2018 12:40:00.000,1.19968,1.20062,1.19965,1.20045,1694.51 +02.05.2018 12:45:00.000,1.20045,1.20087,1.20023,1.20080,1586.04 +02.05.2018 12:50:00.000,1.20078,1.20089,1.20044,1.20051,1322.41 +02.05.2018 12:55:00.000,1.20050,1.20114,1.20042,1.20114,1148.74 +02.05.2018 13:00:00.000,1.20114,1.20120,1.20018,1.20061,1750.85 +02.05.2018 13:05:00.000,1.20058,1.20095,1.20032,1.20042,1210.07 +02.05.2018 13:10:00.000,1.20042,1.20043,1.20001,1.20001,1263.25 +02.05.2018 13:15:00.000,1.20002,1.20007,1.19955,1.19972,1389.19 +02.05.2018 13:20:00.000,1.19971,1.20009,1.19952,1.19978,1239.07 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15:50:00.000,1.19729,1.19739,1.19691,1.19699,885.98 +02.05.2018 15:55:00.000,1.19698,1.19711,1.19630,1.19672,1174.23 +02.05.2018 16:00:00.000,1.19674,1.19703,1.19662,1.19663,1527.67 +02.05.2018 16:05:00.000,1.19662,1.19693,1.19645,1.19671,1103.9199999999998 +02.05.2018 16:10:00.000,1.19670,1.19673,1.19608,1.19619,854.6299999999999 +02.05.2018 16:15:00.000,1.19618,1.19622,1.19575,1.19583,884.52 +02.05.2018 16:20:00.000,1.19586,1.19603,1.19570,1.19598,635.5600000000001 +02.05.2018 16:25:00.000,1.19598,1.19619,1.19573,1.19579,892.08 +02.05.2018 16:30:00.000,1.19579,1.19599,1.19547,1.19548,1224.7199999999998 +02.05.2018 16:35:00.000,1.19548,1.19599,1.19547,1.19568,990.51 +02.05.2018 16:40:00.000,1.19570,1.19610,1.19559,1.19603,1115.27 +02.05.2018 16:45:00.000,1.19603,1.19663,1.19603,1.19663,1353.52 +02.05.2018 16:50:00.000,1.19663,1.19688,1.19648,1.19685,1241.65 +02.05.2018 16:55:00.000,1.19685,1.19715,1.19667,1.19673,1373.49 +02.05.2018 17:00:00.000,1.19673,1.19686,1.19621,1.19629,1216.63 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18:15:00.000,1.20177,1.20255,1.20066,1.20069,2608.73 +02.05.2018 18:20:00.000,1.20067,1.20169,1.20055,1.20159,2509.7200000000003 +02.05.2018 18:25:00.000,1.20165,1.20197,1.20095,1.20137,2173.23 +02.05.2018 18:30:00.000,1.20135,1.20154,1.19956,1.19959,2158.88 +02.05.2018 18:35:00.000,1.19959,1.20080,1.19959,1.20079,2084.16 +02.05.2018 18:40:00.000,1.20079,1.20134,1.20058,1.20081,1550.99 +02.05.2018 18:45:00.000,1.20081,1.20087,1.20029,1.20036,1553.19 +02.05.2018 18:50:00.000,1.20038,1.20043,1.19982,1.20043,1731.02 +02.05.2018 18:55:00.000,1.20039,1.20039,1.19837,1.19878,2145.62 +02.05.2018 19:00:00.000,1.19878,1.19881,1.19685,1.19863,2060.4 +02.05.2018 19:05:00.000,1.19861,1.19870,1.19821,1.19852,1667.24 +02.05.2018 19:10:00.000,1.19855,1.19897,1.19836,1.19845,1645.7599999999998 +02.05.2018 19:15:00.000,1.19845,1.19866,1.19765,1.19789,1541.67 +02.05.2018 19:20:00.000,1.19793,1.19803,1.19731,1.19777,1652.66 +02.05.2018 19:25:00.000,1.19778,1.19793,1.19624,1.19624,1858.71 +02.05.2018 19:30:00.000,1.19625,1.19645,1.19550,1.19558,2154.08 +02.05.2018 19:35:00.000,1.19559,1.19567,1.19499,1.19504,1555.3999999999999 +02.05.2018 19:40:00.000,1.19503,1.19523,1.19452,1.19520,1436.4 +02.05.2018 19:45:00.000,1.19521,1.19527,1.19382,1.19436,2080.43 +02.05.2018 19:50:00.000,1.19439,1.19443,1.19385,1.19418,1166.0500000000002 +02.05.2018 19:55:00.000,1.19419,1.19483,1.19393,1.19400,1247.26 +02.05.2018 20:00:00.000,1.19395,1.19452,1.19379,1.19387,1071.48 +02.05.2018 20:05:00.000,1.19387,1.19433,1.19378,1.19427,695.22 +02.05.2018 20:10:00.000,1.19427,1.19467,1.19425,1.19466,551.78 +02.05.2018 20:15:00.000,1.19466,1.19480,1.19446,1.19451,331.01 +02.05.2018 20:20:00.000,1.19450,1.19450,1.19418,1.19429,369.07 +02.05.2018 20:25:00.000,1.19430,1.19466,1.19427,1.19439,511.97 +02.05.2018 20:30:00.000,1.19439,1.19442,1.19429,1.19436,616.43 +02.05.2018 20:35:00.000,1.19437,1.19454,1.19437,1.19452,474.28 +02.05.2018 20:40:00.000,1.19453,1.19460,1.19444,1.19444,375.91999999999996 +02.05.2018 20:45:00.000,1.19444,1.19473,1.19435,1.19473,430.93999999999994 +02.05.2018 20:50:00.000,1.19473,1.19504,1.19452,1.19504,647.51 +02.05.2018 20:55:00.000,1.19502,1.19519,1.19486,1.19504,509.03999999999996 +02.05.2018 21:00:00.000,1.19504,1.19511,1.19498,1.19505,64.75 +02.05.2018 21:05:00.000,1.19507,1.19560,1.19503,1.19549,203.69 +02.05.2018 21:10:00.000,1.19549,1.19549,1.19534,1.19534,237.88000000000002 +02.05.2018 21:15:00.000,1.19535,1.19537,1.19534,1.19535,102.72 +02.05.2018 21:20:00.000,1.19535,1.19548,1.19534,1.19546,316.55 +02.05.2018 21:25:00.000,1.19546,1.19550,1.19540,1.19544,110.63 +02.05.2018 21:30:00.000,1.19544,1.19551,1.19525,1.19547,441.74 +02.05.2018 21:35:00.000,1.19547,1.19552,1.19542,1.19551,139.95 +02.05.2018 21:40:00.000,1.19551,1.19555,1.19548,1.19553,122.85 +02.05.2018 21:45:00.000,1.19553,1.19564,1.19553,1.19561,276.93 +02.05.2018 21:50:00.000,1.19561,1.19562,1.19558,1.19558,140.97000000000003 +02.05.2018 21:55:00.000,1.19560,1.19569,1.19556,1.19557,177.55 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23:10:00.000,1.19533,1.19542,1.19527,1.19532,303.54 +02.05.2018 23:15:00.000,1.19532,1.19532,1.19502,1.19512,283.67 +02.05.2018 23:20:00.000,1.19512,1.19520,1.19508,1.19518,175.42000000000002 +02.05.2018 23:25:00.000,1.19518,1.19530,1.19518,1.19521,129.92000000000002 +02.05.2018 23:30:00.000,1.19520,1.19530,1.19511,1.19514,308.49 +02.05.2018 23:35:00.000,1.19513,1.19513,1.19484,1.19493,334.21 +02.05.2018 23:40:00.000,1.19496,1.19501,1.19475,1.19497,290.74 +02.05.2018 23:45:00.000,1.19496,1.19498,1.19493,1.19493,182.04000000000002 +02.05.2018 23:50:00.000,1.19494,1.19497,1.19485,1.19488,265.24 +02.05.2018 23:55:00.000,1.19488,1.19512,1.19488,1.19504,250.62 +03.05.2018 00:00:00.000,1.19504,1.19528,1.19490,1.19490,452.53 +03.05.2018 00:05:00.000,1.19491,1.19536,1.19479,1.19527,460.02 +03.05.2018 00:10:00.000,1.19527,1.19562,1.19495,1.19546,555.8399999999999 +03.05.2018 00:15:00.000,1.19545,1.19579,1.19545,1.19569,629.12 +03.05.2018 00:20:00.000,1.19569,1.19591,1.19556,1.19591,312.28000000000003 +03.05.2018 00:25:00.000,1.19590,1.19631,1.19588,1.19628,753.17 +03.05.2018 00:30:00.000,1.19626,1.19651,1.19615,1.19635,572.4100000000001 +03.05.2018 00:35:00.000,1.19634,1.19652,1.19621,1.19624,629.4200000000001 +03.05.2018 00:40:00.000,1.19624,1.19660,1.19621,1.19644,926.52 +03.05.2018 00:45:00.000,1.19643,1.19659,1.19629,1.19631,407.41999999999996 +03.05.2018 00:50:00.000,1.19631,1.19639,1.19620,1.19621,309.16999999999996 +03.05.2018 00:55:00.000,1.19622,1.19672,1.19619,1.19672,575.66 +03.05.2018 01:00:00.000,1.19672,1.19676,1.19640,1.19657,743.78 +03.05.2018 01:05:00.000,1.19656,1.19698,1.19646,1.19695,597.98 +03.05.2018 01:10:00.000,1.19695,1.19698,1.19667,1.19691,661.1600000000001 +03.05.2018 01:15:00.000,1.19692,1.19746,1.19687,1.19724,1064.27 +03.05.2018 01:20:00.000,1.19724,1.19729,1.19694,1.19694,711.08 +03.05.2018 01:25:00.000,1.19693,1.19731,1.19693,1.19725,431.15999999999997 +03.05.2018 01:30:00.000,1.19723,1.19766,1.19718,1.19755,1005.7499999999999 +03.05.2018 01:35:00.000,1.19749,1.19778,1.19744,1.19764,1076.65 +03.05.2018 01:40:00.000,1.19764,1.19801,1.19758,1.19780,897.0900000000001 +03.05.2018 01:45:00.000,1.19781,1.19803,1.19749,1.19782,822.34 +03.05.2018 01:50:00.000,1.19780,1.19832,1.19768,1.19772,905.7 +03.05.2018 01:55:00.000,1.19773,1.19787,1.19748,1.19775,678.33 +03.05.2018 02:00:00.000,1.19777,1.19792,1.19757,1.19767,564.6600000000001 +03.05.2018 02:05:00.000,1.19765,1.19775,1.19741,1.19748,680.88 +03.05.2018 02:10:00.000,1.19748,1.19756,1.19721,1.19746,574.03 +03.05.2018 02:15:00.000,1.19746,1.19768,1.19742,1.19762,351.75 +03.05.2018 02:20:00.000,1.19762,1.19768,1.19740,1.19753,414.2 +03.05.2018 02:25:00.000,1.19752,1.19767,1.19750,1.19763,547.0500000000001 +03.05.2018 02:30:00.000,1.19762,1.19769,1.19741,1.19741,367.83 +03.05.2018 02:35:00.000,1.19742,1.19742,1.19725,1.19731,533.73 +03.05.2018 02:40:00.000,1.19734,1.19758,1.19734,1.19753,482.83000000000004 +03.05.2018 02:45:00.000,1.19753,1.19757,1.19731,1.19756,419.51 +03.05.2018 02:50:00.000,1.19756,1.19798,1.19756,1.19790,320.79 +03.05.2018 02:55:00.000,1.19790,1.19793,1.19781,1.19781,270.22 +03.05.2018 03:00:00.000,1.19781,1.19811,1.19772,1.19790,556.44 +03.05.2018 03:05:00.000,1.19791,1.19806,1.19788,1.19794,411.65999999999997 +03.05.2018 03:10:00.000,1.19794,1.19821,1.19782,1.19801,517.48 +03.05.2018 03:15:00.000,1.19802,1.19838,1.19798,1.19835,535.29 +03.05.2018 03:20:00.000,1.19833,1.19851,1.19817,1.19825,528.35 +03.05.2018 03:25:00.000,1.19824,1.19845,1.19816,1.19840,598.6 +03.05.2018 03:30:00.000,1.19840,1.19853,1.19832,1.19848,311.82 +03.05.2018 03:35:00.000,1.19848,1.19871,1.19836,1.19836,555.17 +03.05.2018 03:40:00.000,1.19832,1.19844,1.19817,1.19825,596.12 +03.05.2018 03:45:00.000,1.19824,1.19829,1.19811,1.19811,520.94 +03.05.2018 03:50:00.000,1.19810,1.19816,1.19788,1.19790,377.26 +03.05.2018 03:55:00.000,1.19789,1.19815,1.19789,1.19801,456.51 +03.05.2018 04:00:00.000,1.19801,1.19827,1.19801,1.19812,521.2500000000001 +03.05.2018 04:05:00.000,1.19812,1.19817,1.19791,1.19793,477.9800000000001 +03.05.2018 04:10:00.000,1.19795,1.19812,1.19792,1.19798,353.07 +03.05.2018 04:15:00.000,1.19799,1.19808,1.19795,1.19807,324.72 +03.05.2018 04:20:00.000,1.19807,1.19827,1.19807,1.19822,258.55 +03.05.2018 04:25:00.000,1.19822,1.19858,1.19822,1.19853,297.26 +03.05.2018 04:30:00.000,1.19853,1.19854,1.19831,1.19832,399.27 +03.05.2018 04:35:00.000,1.19831,1.19852,1.19831,1.19850,367.66999999999996 +03.05.2018 04:40:00.000,1.19850,1.19851,1.19841,1.19846,335.58 +03.05.2018 04:45:00.000,1.19846,1.19867,1.19836,1.19861,317.03999999999996 +03.05.2018 04:50:00.000,1.19861,1.19868,1.19853,1.19866,325.7 +03.05.2018 04:55:00.000,1.19867,1.19888,1.19867,1.19883,603.5799999999999 +03.05.2018 05:00:00.000,1.19882,1.19882,1.19852,1.19856,659.48 +03.05.2018 05:05:00.000,1.19856,1.19881,1.19852,1.19870,569.63 +03.05.2018 05:10:00.000,1.19870,1.19872,1.19851,1.19855,412.95 +03.05.2018 05:15:00.000,1.19856,1.19856,1.19836,1.19846,401.62 +03.05.2018 05:20:00.000,1.19846,1.19846,1.19818,1.19821,520.96 +03.05.2018 05:25:00.000,1.19820,1.19852,1.19820,1.19851,523.26 +03.05.2018 05:30:00.000,1.19851,1.19865,1.19831,1.19862,673.1700000000001 +03.05.2018 05:35:00.000,1.19861,1.19894,1.19861,1.19867,640.7299999999999 +03.05.2018 05:40:00.000,1.19866,1.19883,1.19860,1.19866,639.2099999999999 +03.05.2018 05:45:00.000,1.19865,1.19892,1.19865,1.19892,585.6199999999999 +03.05.2018 05:50:00.000,1.19892,1.19892,1.19851,1.19865,508.42 +03.05.2018 05:55:00.000,1.19865,1.19866,1.19830,1.19831,842.16 +03.05.2018 06:00:00.000,1.19830,1.19833,1.19785,1.19801,1193.8999999999999 +03.05.2018 06:05:00.000,1.19801,1.19822,1.19797,1.19800,759.16 +03.05.2018 06:10:00.000,1.19800,1.19830,1.19778,1.19778,1363.65 +03.05.2018 06:15:00.000,1.19778,1.19819,1.19757,1.19818,1516.72 +03.05.2018 06:20:00.000,1.19818,1.19902,1.19818,1.19896,1696.0000000000002 +03.05.2018 06:25:00.000,1.19897,1.19936,1.19894,1.19905,1425.9199999999998 +03.05.2018 06:30:00.000,1.19904,1.19916,1.19871,1.19884,1502.9700000000003 +03.05.2018 06:35:00.000,1.19885,1.19902,1.19850,1.19850,907.51 +03.05.2018 06:40:00.000,1.19851,1.19903,1.19850,1.19896,918.18 +03.05.2018 06:45:00.000,1.19893,1.19907,1.19849,1.19873,1059.65 +03.05.2018 06:50:00.000,1.19872,1.19875,1.19773,1.19782,1130.35 +03.05.2018 06:55:00.000,1.19781,1.19844,1.19775,1.19827,1201.24 +03.05.2018 07:00:00.000,1.19827,1.19827,1.19690,1.19700,1805.13 +03.05.2018 07:05:00.000,1.19700,1.19744,1.19662,1.19728,1310.69 +03.05.2018 07:10:00.000,1.19729,1.19731,1.19687,1.19703,1003.0300000000001 +03.05.2018 07:15:00.000,1.19704,1.19871,1.19701,1.19865,1347.1499999999999 +03.05.2018 07:20:00.000,1.19864,1.19888,1.19840,1.19887,1070.65 +03.05.2018 07:25:00.000,1.19888,1.19964,1.19886,1.19939,1373.4799999999998 +03.05.2018 07:30:00.000,1.19940,1.19954,1.19914,1.19928,2726.6899999999996 +03.05.2018 07:35:00.000,1.19926,1.19985,1.19924,1.19984,1040.08 +03.05.2018 07:40:00.000,1.19982,1.20076,1.19965,1.20075,1411.7700000000002 +03.05.2018 07:45:00.000,1.20075,1.20087,1.20046,1.20067,1238.39 +03.05.2018 07:50:00.000,1.20066,1.20074,1.20025,1.20038,791.1899999999999 +03.05.2018 07:55:00.000,1.20039,1.20056,1.20012,1.20012,827.02 +03.05.2018 08:00:00.000,1.20013,1.20033,1.19972,1.19972,1114.4499999999998 +03.05.2018 08:05:00.000,1.19973,1.19998,1.19936,1.19953,1085.54 +03.05.2018 08:10:00.000,1.19953,1.20004,1.19941,1.19973,1179.73 +03.05.2018 08:15:00.000,1.19973,1.20000,1.19947,1.19947,987.8 +03.05.2018 08:20:00.000,1.19947,1.19999,1.19938,1.19988,1048 +03.05.2018 08:25:00.000,1.19989,1.20010,1.19979,1.19997,825.1 +03.05.2018 08:30:00.000,1.19995,1.20039,1.19902,1.20027,1643.7299999999998 +03.05.2018 08:35:00.000,1.20025,1.20064,1.20012,1.20060,1464.16 +03.05.2018 08:40:00.000,1.20060,1.20077,1.20030,1.20046,1415.64 +03.05.2018 08:45:00.000,1.20048,1.20068,1.19931,1.19931,1370.49 +03.05.2018 08:50:00.000,1.19931,1.19954,1.19912,1.19923,1129.49 +03.05.2018 08:55:00.000,1.19924,1.19939,1.19848,1.19861,1084.1599999999999 +03.05.2018 09:00:00.000,1.19855,1.19855,1.19671,1.19672,2605.94 +03.05.2018 09:05:00.000,1.19672,1.19774,1.19650,1.19733,1956.0700000000002 +03.05.2018 09:10:00.000,1.19734,1.19753,1.19682,1.19727,1703.6399999999999 +03.05.2018 09:15:00.000,1.19724,1.19832,1.19719,1.19815,1779.5699999999997 +03.05.2018 09:20:00.000,1.19814,1.19969,1.19810,1.19960,1469.06 +03.05.2018 09:25:00.000,1.19960,1.20014,1.19930,1.19981,1518.98 +03.05.2018 09:30:00.000,1.19983,1.20015,1.19953,1.19968,1367.41 +03.05.2018 09:35:00.000,1.19968,1.20027,1.19957,1.20005,954.82 +03.05.2018 09:40:00.000,1.20003,1.20032,1.19953,1.19969,957.25 +03.05.2018 09:45:00.000,1.19968,1.19978,1.19928,1.19935,951.5799999999999 +03.05.2018 09:50:00.000,1.19933,1.19935,1.19906,1.19920,762.46 +03.05.2018 09:55:00.000,1.19920,1.19942,1.19883,1.19908,911.7 +03.05.2018 10:00:00.000,1.19909,1.19930,1.19881,1.19913,999.88 +03.05.2018 10:05:00.000,1.19913,1.19982,1.19910,1.19939,828.63 +03.05.2018 10:10:00.000,1.19939,1.19939,1.19841,1.19859,1062.45 +03.05.2018 10:15:00.000,1.19858,1.19888,1.19845,1.19877,761.65 +03.05.2018 10:20:00.000,1.19878,1.19878,1.19835,1.19849,824.45 +03.05.2018 10:25:00.000,1.19849,1.19853,1.19830,1.19842,707.39 +03.05.2018 10:30:00.000,1.19842,1.19867,1.19822,1.19857,779.66 +03.05.2018 10:35:00.000,1.19857,1.19878,1.19850,1.19863,629.7699999999999 +03.05.2018 10:40:00.000,1.19863,1.19872,1.19809,1.19849,900.13 +03.05.2018 10:45:00.000,1.19849,1.19882,1.19817,1.19824,971.7699999999999 +03.05.2018 10:50:00.000,1.19823,1.19864,1.19814,1.19860,936.3 +03.05.2018 10:55:00.000,1.19861,1.19868,1.19800,1.19820,856.0600000000001 +03.05.2018 11:00:00.000,1.19819,1.19821,1.19778,1.19779,1012.14 +03.05.2018 11:05:00.000,1.19778,1.19793,1.19756,1.19780,933.14 +03.05.2018 11:10:00.000,1.19780,1.19794,1.19759,1.19770,923.04 +03.05.2018 11:15:00.000,1.19773,1.19779,1.19689,1.19721,1068.86 +03.05.2018 11:20:00.000,1.19721,1.19761,1.19719,1.19721,862.6300000000001 +03.05.2018 11:25:00.000,1.19721,1.19756,1.19717,1.19721,914.13 +03.05.2018 11:30:00.000,1.19721,1.19780,1.19717,1.19772,877.5100000000001 +03.05.2018 11:35:00.000,1.19772,1.19780,1.19735,1.19743,803.66 +03.05.2018 11:40:00.000,1.19744,1.19748,1.19711,1.19711,861.64 +03.05.2018 11:45:00.000,1.19711,1.19732,1.19674,1.19712,1363.55 +03.05.2018 11:50:00.000,1.19711,1.19780,1.19696,1.19770,1307.72 +03.05.2018 11:55:00.000,1.19771,1.19904,1.19764,1.19901,1264.06 +03.05.2018 12:00:00.000,1.19920,1.19947,1.19856,1.19938,1554.7099999999998 +03.05.2018 12:05:00.000,1.19938,1.19946,1.19910,1.19942,1475.5600000000002 +03.05.2018 12:10:00.000,1.19942,1.19946,1.19900,1.19921,1158.67 +03.05.2018 12:15:00.000,1.19920,1.19927,1.19857,1.19891,1157.1000000000001 +03.05.2018 12:20:00.000,1.19888,1.19913,1.19873,1.19910,1152.35 +03.05.2018 12:25:00.000,1.19910,1.19942,1.19885,1.19891,1037.02 +03.05.2018 12:30:00.000,1.19891,1.19997,1.19874,1.19938,1653.88 +03.05.2018 12:35:00.000,1.19938,1.20010,1.19900,1.19956,1635.26 +03.05.2018 12:40:00.000,1.19956,1.19991,1.19919,1.19930,1598.49 +03.05.2018 12:45:00.000,1.19928,1.19934,1.19822,1.19855,1677.9099999999999 +03.05.2018 12:50:00.000,1.19853,1.19862,1.19790,1.19792,1107.25 +03.05.2018 12:55:00.000,1.19792,1.19821,1.19751,1.19793,1320.6599999999999 +03.05.2018 13:00:00.000,1.19794,1.19805,1.19758,1.19798,1250.06 +03.05.2018 13:05:00.000,1.19798,1.19803,1.19728,1.19734,1201.26 +03.05.2018 13:10:00.000,1.19733,1.19753,1.19694,1.19732,1349.76 +03.05.2018 13:15:00.000,1.19732,1.19764,1.19692,1.19759,1362.8799999999999 +03.05.2018 13:20:00.000,1.19759,1.19787,1.19731,1.19753,1317.84 +03.05.2018 13:25:00.000,1.19753,1.19783,1.19734,1.19772,1388.96 +03.05.2018 13:30:00.000,1.19774,1.19788,1.19751,1.19756,1038.25 +03.05.2018 13:35:00.000,1.19754,1.19768,1.19701,1.19715,1328 +03.05.2018 13:40:00.000,1.19715,1.19782,1.19715,1.19758,1287.98 +03.05.2018 13:45:00.000,1.19755,1.19776,1.19730,1.19753,1121.6 +03.05.2018 13:50:00.000,1.19753,1.19773,1.19720,1.19721,1145.9 +03.05.2018 13:55:00.000,1.19721,1.19743,1.19703,1.19718,1243.1 +03.05.2018 14:00:00.000,1.19727,1.19825,1.19666,1.19757,1965.9 +03.05.2018 14:05:00.000,1.19756,1.19840,1.19657,1.19706,2152.16 +03.05.2018 14:10:00.000,1.19705,1.19762,1.19678,1.19729,1718.87 +03.05.2018 14:15:00.000,1.19728,1.19749,1.19691,1.19717,1772.05 +03.05.2018 14:20:00.000,1.19717,1.19727,1.19557,1.19564,1946.57 +03.05.2018 14:25:00.000,1.19561,1.19647,1.19554,1.19645,1639.71 +03.05.2018 14:30:00.000,1.19646,1.19649,1.19587,1.19590,1774.93 +03.05.2018 14:35:00.000,1.19590,1.19615,1.19549,1.19555,1879.29 +03.05.2018 14:40:00.000,1.19556,1.19639,1.19556,1.19638,1748.53 +03.05.2018 14:45:00.000,1.19636,1.19642,1.19578,1.19634,1592.75 +03.05.2018 14:50:00.000,1.19635,1.19646,1.19541,1.19588,1643.9700000000003 +03.05.2018 14:55:00.000,1.19587,1.19587,1.19502,1.19505,1684.37 +03.05.2018 15:00:00.000,1.19506,1.19569,1.19492,1.19557,1709.1599999999999 +03.05.2018 15:05:00.000,1.19557,1.19629,1.19545,1.19611,1389.76 +03.05.2018 15:10:00.000,1.19611,1.19649,1.19595,1.19618,1306.62 +03.05.2018 15:15:00.000,1.19616,1.19634,1.19581,1.19633,1181.24 +03.05.2018 15:20:00.000,1.19633,1.19640,1.19583,1.19589,1355.74 +03.05.2018 15:25:00.000,1.19591,1.19598,1.19556,1.19565,1234.9099999999999 +03.05.2018 15:30:00.000,1.19565,1.19611,1.19562,1.19581,1207.82 +03.05.2018 15:35:00.000,1.19580,1.19595,1.19555,1.19575,1197.85 +03.05.2018 15:40:00.000,1.19573,1.19597,1.19550,1.19596,1350.05 +03.05.2018 15:45:00.000,1.19596,1.19683,1.19588,1.19659,1391.6299999999999 +03.05.2018 15:50:00.000,1.19660,1.19679,1.19617,1.19636,1383.98 +03.05.2018 15:55:00.000,1.19637,1.19711,1.19634,1.19706,1255.19 +03.05.2018 16:00:00.000,1.19704,1.19708,1.19676,1.19707,1072.6 +03.05.2018 16:05:00.000,1.19709,1.19740,1.19686,1.19730,1329.1499999999999 +03.05.2018 16:10:00.000,1.19729,1.19752,1.19676,1.19712,1461.62 +03.05.2018 16:15:00.000,1.19713,1.19755,1.19709,1.19737,1208.81 +03.05.2018 16:20:00.000,1.19737,1.19770,1.19722,1.19763,1133.01 +03.05.2018 16:25:00.000,1.19762,1.19786,1.19751,1.19781,1209.63 +03.05.2018 16:30:00.000,1.19780,1.19814,1.19762,1.19809,1142.2800000000002 +03.05.2018 16:35:00.000,1.19807,1.19830,1.19797,1.19811,940.1700000000001 +03.05.2018 16:40:00.000,1.19809,1.19822,1.19786,1.19796,1215.48 +03.05.2018 16:45:00.000,1.19795,1.19843,1.19764,1.19835,1465.59 +03.05.2018 16:50:00.000,1.19835,1.19867,1.19825,1.19864,1344.4 +03.05.2018 16:55:00.000,1.19866,1.19900,1.19853,1.19879,1543.15 +03.05.2018 17:00:00.000,1.19883,1.19889,1.19814,1.19843,1024.74 +03.05.2018 17:05:00.000,1.19842,1.19847,1.19786,1.19789,964.48 +03.05.2018 17:10:00.000,1.19789,1.19793,1.19763,1.19764,945.19 +03.05.2018 17:15:00.000,1.19764,1.19792,1.19760,1.19769,973.62 +03.05.2018 17:20:00.000,1.19770,1.19770,1.19711,1.19749,1155 +03.05.2018 17:25:00.000,1.19749,1.19798,1.19736,1.19797,1225.62 +03.05.2018 17:30:00.000,1.19797,1.19815,1.19792,1.19809,1091.6499999999999 +03.05.2018 17:35:00.000,1.19809,1.19881,1.19804,1.19879,1444.4199999999998 +03.05.2018 17:40:00.000,1.19879,1.19887,1.19838,1.19886,1114.86 +03.05.2018 17:45:00.000,1.19887,1.19906,1.19845,1.19855,850.46 +03.05.2018 17:50:00.000,1.19854,1.19882,1.19850,1.19852,806.11 +03.05.2018 17:55:00.000,1.19850,1.19876,1.19828,1.19835,957.42 +03.05.2018 18:00:00.000,1.19842,1.19874,1.19815,1.19869,1214.01 +03.05.2018 18:05:00.000,1.19869,1.19930,1.19863,1.19920,1165.88 +03.05.2018 18:10:00.000,1.19919,1.19991,1.19918,1.19989,1003.3199999999999 +03.05.2018 18:15:00.000,1.19990,1.20010,1.19938,1.19947,909.6 +03.05.2018 18:20:00.000,1.19947,1.19972,1.19935,1.19972,1200.65 +03.05.2018 18:25:00.000,1.19974,1.19980,1.19948,1.19966,827.8499999999999 +03.05.2018 18:30:00.000,1.19968,1.19999,1.19949,1.19986,1142.63 +03.05.2018 18:35:00.000,1.19986,1.20022,1.19965,1.20007,1098.31 +03.05.2018 18:40:00.000,1.20005,1.20041,1.19977,1.20036,1339.98 +03.05.2018 18:45:00.000,1.20037,1.20041,1.19970,1.19981,1334.91 +03.05.2018 18:50:00.000,1.19981,1.19993,1.19966,1.19969,1341.04 +03.05.2018 18:55:00.000,1.19969,1.19978,1.19925,1.19925,1417.6200000000001 +03.05.2018 19:00:00.000,1.19926,1.19962,1.19904,1.19908,1361.51 +03.05.2018 19:05:00.000,1.19908,1.19916,1.19884,1.19887,1117.86 +03.05.2018 19:10:00.000,1.19886,1.19948,1.19879,1.19934,1342.2799999999997 +03.05.2018 19:15:00.000,1.19935,1.19936,1.19888,1.19895,1175.13 +03.05.2018 19:20:00.000,1.19895,1.19901,1.19881,1.19889,1145.84 +03.05.2018 19:25:00.000,1.19892,1.19906,1.19882,1.19894,929.0799999999999 +03.05.2018 19:30:00.000,1.19894,1.19947,1.19880,1.19925,1205.1100000000001 +03.05.2018 19:35:00.000,1.19926,1.19927,1.19880,1.19883,936.4 +03.05.2018 19:40:00.000,1.19885,1.19895,1.19850,1.19853,1160.32 +03.05.2018 19:45:00.000,1.19856,1.19904,1.19844,1.19878,1169.69 +03.05.2018 19:50:00.000,1.19879,1.19895,1.19877,1.19880,1016.21 +03.05.2018 19:55:00.000,1.19880,1.19892,1.19842,1.19843,1353.76 +03.05.2018 20:00:00.000,1.19841,1.19904,1.19820,1.19883,777.79 +03.05.2018 20:05:00.000,1.19882,1.19882,1.19868,1.19876,250.59999999999997 +03.05.2018 20:10:00.000,1.19876,1.19898,1.19875,1.19896,416.06999999999994 +03.05.2018 20:15:00.000,1.19894,1.19902,1.19847,1.19897,669.79 +03.05.2018 20:20:00.000,1.19898,1.19901,1.19850,1.19862,733.94 +03.05.2018 20:25:00.000,1.19863,1.19906,1.19849,1.19896,840.9499999999998 +03.05.2018 20:30:00.000,1.19896,1.19905,1.19883,1.19888,246.83 +03.05.2018 20:35:00.000,1.19888,1.19908,1.19888,1.19903,356.18 +03.05.2018 20:40:00.000,1.19902,1.19906,1.19869,1.19872,382.2 +03.05.2018 20:45:00.000,1.19874,1.19879,1.19854,1.19861,258.19 +03.05.2018 20:50:00.000,1.19860,1.19876,1.19851,1.19875,224.13 +03.05.2018 20:55:00.000,1.19877,1.19887,1.19875,1.19881,227.55 +03.05.2018 21:00:00.000,1.19877,1.19884,1.19872,1.19880,54.99 +03.05.2018 21:05:00.000,1.19880,1.19904,1.19875,1.19887,224.71 +03.05.2018 21:10:00.000,1.19887,1.19903,1.19886,1.19896,293.19 +03.05.2018 21:15:00.000,1.19898,1.19901,1.19891,1.19893,162.14999999999998 +03.05.2018 21:20:00.000,1.19893,1.19898,1.19890,1.19898,246.58999999999997 +03.05.2018 21:25:00.000,1.19895,1.19924,1.19883,1.19889,453.56999999999994 +03.05.2018 21:30:00.000,1.19891,1.19893,1.19881,1.19885,322.76 +03.05.2018 21:35:00.000,1.19886,1.19899,1.19862,1.19882,404.55999999999995 +03.05.2018 21:40:00.000,1.19881,1.19890,1.19863,1.19873,277.09999999999997 +03.05.2018 21:45:00.000,1.19873,1.19890,1.19873,1.19880,146.92000000000002 +03.05.2018 21:50:00.000,1.19880,1.19885,1.19873,1.19873,130.47 +03.05.2018 21:55:00.000,1.19873,1.19873,1.19873,1.19873,16.9 +03.05.2018 22:00:00.000,1.19873,1.19877,1.19865,1.19875,149.60999999999999 +03.05.2018 22:05:00.000,1.19875,1.19875,1.19865,1.19865,471.96999999999997 +03.05.2018 22:10:00.000,1.19865,1.19877,1.19864,1.19865,363.43 +03.05.2018 22:15:00.000,1.19864,1.19871,1.19854,1.19871,272.43 +03.05.2018 22:20:00.000,1.19869,1.19872,1.19867,1.19871,189.17 +03.05.2018 22:25:00.000,1.19871,1.19871,1.19859,1.19860,167.78 +03.05.2018 22:30:00.000,1.19859,1.19863,1.19855,1.19862,151.13 +03.05.2018 22:35:00.000,1.19861,1.19866,1.19861,1.19864,62.769999999999996 +03.05.2018 22:40:00.000,1.19863,1.19865,1.19860,1.19860,152.65 +03.05.2018 22:45:00.000,1.19860,1.19865,1.19859,1.19865,170.66000000000003 +03.05.2018 22:50:00.000,1.19865,1.19881,1.19864,1.19869,278.74 +03.05.2018 22:55:00.000,1.19870,1.19870,1.19859,1.19859,153.78 +03.05.2018 23:00:00.000,1.19859,1.19863,1.19843,1.19854,334.90999999999997 +03.05.2018 23:05:00.000,1.19856,1.19869,1.19854,1.19863,244.61 +03.05.2018 23:10:00.000,1.19863,1.19886,1.19863,1.19869,360.76 +03.05.2018 23:15:00.000,1.19869,1.19883,1.19869,1.19880,141.16000000000003 +03.05.2018 23:20:00.000,1.19879,1.19884,1.19875,1.19884,185.94 +03.05.2018 23:25:00.000,1.19884,1.19892,1.19878,1.19884,301.5 +03.05.2018 23:30:00.000,1.19884,1.19896,1.19882,1.19891,223.27999999999997 +03.05.2018 23:35:00.000,1.19891,1.19908,1.19891,1.19898,271.60999999999996 +03.05.2018 23:40:00.000,1.19897,1.19906,1.19891,1.19895,304.24 +03.05.2018 23:45:00.000,1.19894,1.19896,1.19886,1.19890,299.22999999999996 +03.05.2018 23:50:00.000,1.19889,1.19890,1.19880,1.19881,243.39 +03.05.2018 23:55:00.000,1.19880,1.19891,1.19880,1.19886,480.03 +04.05.2018 00:00:00.000,1.19886,1.19895,1.19869,1.19875,461.5899999999999 +04.05.2018 00:05:00.000,1.19875,1.19878,1.19862,1.19870,369.09000000000003 +04.05.2018 00:10:00.000,1.19869,1.19875,1.19850,1.19855,513.34 +04.05.2018 00:15:00.000,1.19855,1.19868,1.19854,1.19867,341.46999999999997 +04.05.2018 00:20:00.000,1.19866,1.19867,1.19843,1.19844,425.69 +04.05.2018 00:25:00.000,1.19843,1.19847,1.19820,1.19830,573.38 +04.05.2018 00:30:00.000,1.19831,1.19841,1.19826,1.19836,481.84 +04.05.2018 00:35:00.000,1.19836,1.19837,1.19820,1.19823,509.35 +04.05.2018 00:40:00.000,1.19822,1.19826,1.19809,1.19816,536.74 +04.05.2018 00:45:00.000,1.19816,1.19825,1.19801,1.19813,387.59000000000003 +04.05.2018 00:50:00.000,1.19814,1.19836,1.19814,1.19830,340.19 +04.05.2018 00:55:00.000,1.19830,1.19862,1.19830,1.19841,418.67999999999995 +04.05.2018 01:00:00.000,1.19842,1.19843,1.19824,1.19826,336.35 +04.05.2018 01:05:00.000,1.19828,1.19836,1.19820,1.19830,452.74 +04.05.2018 01:10:00.000,1.19830,1.19835,1.19820,1.19822,297.40999999999997 +04.05.2018 01:15:00.000,1.19821,1.19860,1.19820,1.19860,524.67 +04.05.2018 01:20:00.000,1.19859,1.19887,1.19857,1.19881,401.02000000000004 +04.05.2018 01:25:00.000,1.19882,1.19898,1.19872,1.19892,448.64 +04.05.2018 01:30:00.000,1.19892,1.19902,1.19870,1.19880,375.48 +04.05.2018 01:35:00.000,1.19881,1.19885,1.19859,1.19878,390.58000000000004 +04.05.2018 01:40:00.000,1.19878,1.19888,1.19866,1.19875,400.38 +04.05.2018 01:45:00.000,1.19875,1.19912,1.19875,1.19902,634.2900000000001 +04.05.2018 01:50:00.000,1.19902,1.19937,1.19901,1.19933,563.59 +04.05.2018 01:55:00.000,1.19933,1.19944,1.19918,1.19926,578.27 +04.05.2018 02:00:00.000,1.19926,1.19936,1.19916,1.19922,453.93 +04.05.2018 02:05:00.000,1.19921,1.19921,1.19886,1.19906,580.46 +04.05.2018 02:10:00.000,1.19906,1.19911,1.19885,1.19898,493.21999999999997 +04.05.2018 02:15:00.000,1.19898,1.19899,1.19886,1.19898,173.35 +04.05.2018 02:20:00.000,1.19898,1.19912,1.19894,1.19903,249.04000000000002 +04.05.2018 02:25:00.000,1.19903,1.19938,1.19903,1.19922,249.69 +04.05.2018 02:30:00.000,1.19922,1.19937,1.19915,1.19921,347.67 +04.05.2018 02:35:00.000,1.19921,1.19926,1.19904,1.19912,332.13 +04.05.2018 02:40:00.000,1.19912,1.19925,1.19889,1.19889,318.75 +04.05.2018 02:45:00.000,1.19890,1.19890,1.19875,1.19884,381.74 +04.05.2018 02:50:00.000,1.19883,1.19913,1.19882,1.19890,423.83000000000004 +04.05.2018 02:55:00.000,1.19891,1.19897,1.19891,1.19891,161.13000000000002 +04.05.2018 03:00:00.000,1.19891,1.19900,1.19887,1.19891,255.99 +04.05.2018 03:05:00.000,1.19891,1.19895,1.19881,1.19884,253.01000000000002 +04.05.2018 03:10:00.000,1.19886,1.19900,1.19885,1.19897,288.88 +04.05.2018 03:15:00.000,1.19897,1.19906,1.19891,1.19892,316.54999999999995 +04.05.2018 03:20:00.000,1.19891,1.19927,1.19882,1.19925,237.68 +04.05.2018 03:25:00.000,1.19925,1.19938,1.19907,1.19937,374.75 +04.05.2018 03:30:00.000,1.19937,1.19947,1.19935,1.19944,423.93999999999994 +04.05.2018 03:35:00.000,1.19944,1.19945,1.19930,1.19931,286.57 +04.05.2018 03:40:00.000,1.19930,1.19954,1.19930,1.19940,333.81 +04.05.2018 03:45:00.000,1.19940,1.19944,1.19928,1.19928,270.18 +04.05.2018 03:50:00.000,1.19928,1.19948,1.19928,1.19948,105.24000000000001 +04.05.2018 03:55:00.000,1.19948,1.19948,1.19923,1.19926,318.28000000000003 +04.05.2018 04:00:00.000,1.19927,1.19929,1.19922,1.19923,177.37 +04.05.2018 04:05:00.000,1.19923,1.19929,1.19912,1.19912,261.17999999999995 +04.05.2018 04:10:00.000,1.19912,1.19927,1.19911,1.19920,219.34 +04.05.2018 04:15:00.000,1.19920,1.19923,1.19912,1.19913,192.11 +04.05.2018 04:20:00.000,1.19913,1.19929,1.19910,1.19927,293.32 +04.05.2018 04:25:00.000,1.19928,1.19938,1.19922,1.19922,183.04000000000002 +04.05.2018 04:30:00.000,1.19922,1.19935,1.19915,1.19921,248.32999999999998 +04.05.2018 04:35:00.000,1.19921,1.19924,1.19916,1.19919,225.34 +04.05.2018 04:40:00.000,1.19919,1.19925,1.19918,1.19921,137.56 +04.05.2018 04:45:00.000,1.19922,1.19922,1.19912,1.19912,173.21 +04.05.2018 04:50:00.000,1.19912,1.19912,1.19866,1.19879,445.44 +04.05.2018 04:55:00.000,1.19879,1.19880,1.19856,1.19860,421.04999999999995 +04.05.2018 05:00:00.000,1.19859,1.19874,1.19859,1.19860,349.37 +04.05.2018 05:05:00.000,1.19859,1.19871,1.19858,1.19864,401.26000000000005 +04.05.2018 05:10:00.000,1.19865,1.19868,1.19849,1.19853,401.63 +04.05.2018 05:15:00.000,1.19854,1.19870,1.19853,1.19863,267.04 +04.05.2018 05:20:00.000,1.19862,1.19864,1.19849,1.19856,292.02000000000004 +04.05.2018 05:25:00.000,1.19855,1.19866,1.19851,1.19857,238.26999999999998 +04.05.2018 05:30:00.000,1.19858,1.19871,1.19836,1.19836,467.35 +04.05.2018 05:35:00.000,1.19836,1.19858,1.19834,1.19858,328.25 +04.05.2018 05:40:00.000,1.19858,1.19875,1.19840,1.19841,422.43999999999994 +04.05.2018 05:45:00.000,1.19842,1.19853,1.19836,1.19837,423.34 +04.05.2018 05:50:00.000,1.19837,1.19846,1.19831,1.19832,463.46999999999997 +04.05.2018 05:55:00.000,1.19833,1.19837,1.19827,1.19832,407.53999999999996 +04.05.2018 06:00:00.000,1.19833,1.19833,1.19769,1.19784,745.65 +04.05.2018 06:05:00.000,1.19784,1.19796,1.19759,1.19762,799.95 +04.05.2018 06:10:00.000,1.19762,1.19776,1.19728,1.19729,915.5399999999998 +04.05.2018 06:15:00.000,1.19727,1.19790,1.19710,1.19713,1450.28 +04.05.2018 06:20:00.000,1.19716,1.19776,1.19716,1.19758,1101.6 +04.05.2018 06:25:00.000,1.19759,1.19770,1.19715,1.19738,1061.5 +04.05.2018 06:30:00.000,1.19735,1.19740,1.19698,1.19716,1237.6100000000001 +04.05.2018 06:35:00.000,1.19715,1.19726,1.19681,1.19685,1211.58 +04.05.2018 06:40:00.000,1.19685,1.19726,1.19680,1.19686,1095.5800000000002 +04.05.2018 06:45:00.000,1.19687,1.19704,1.19668,1.19688,1041.08 +04.05.2018 06:50:00.000,1.19688,1.19699,1.19649,1.19650,1009.9100000000001 +04.05.2018 06:55:00.000,1.19649,1.19659,1.19623,1.19659,1261.1299999999999 +04.05.2018 07:00:00.000,1.19658,1.19658,1.19585,1.19606,1516.63 +04.05.2018 07:05:00.000,1.19606,1.19657,1.19605,1.19657,934.72 +04.05.2018 07:10:00.000,1.19656,1.19662,1.19638,1.19661,807.87 +04.05.2018 07:15:00.000,1.19660,1.19692,1.19652,1.19690,808.78 +04.05.2018 07:20:00.000,1.19689,1.19752,1.19689,1.19723,1086.3799999999999 +04.05.2018 07:25:00.000,1.19726,1.19752,1.19713,1.19728,698.42 +04.05.2018 07:30:00.000,1.19728,1.19739,1.19665,1.19686,665.3399999999999 +04.05.2018 07:35:00.000,1.19686,1.19707,1.19680,1.19691,645.94 +04.05.2018 07:40:00.000,1.19689,1.19743,1.19677,1.19725,990.75 +04.05.2018 07:45:00.000,1.19725,1.19761,1.19706,1.19751,754.19 +04.05.2018 07:50:00.000,1.19750,1.19753,1.19714,1.19717,679.3600000000001 +04.05.2018 07:55:00.000,1.19718,1.19720,1.19619,1.19639,1498.78 +04.05.2018 08:00:00.000,1.19639,1.19743,1.19626,1.19725,1258.21 +04.05.2018 08:05:00.000,1.19724,1.19772,1.19724,1.19741,1011.3299999999999 +04.05.2018 08:10:00.000,1.19746,1.19752,1.19657,1.19657,841.47 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09:25:00.000,1.19657,1.19689,1.19657,1.19671,780.34 +04.05.2018 09:30:00.000,1.19671,1.19683,1.19593,1.19601,732.55 +04.05.2018 09:35:00.000,1.19601,1.19602,1.19560,1.19585,557.05 +04.05.2018 09:40:00.000,1.19584,1.19628,1.19580,1.19601,718.99 +04.05.2018 09:45:00.000,1.19599,1.19624,1.19593,1.19610,817.6899999999999 +04.05.2018 09:50:00.000,1.19609,1.19632,1.19605,1.19617,575.24 +04.05.2018 09:55:00.000,1.19617,1.19625,1.19581,1.19597,718.9300000000001 +04.05.2018 10:00:00.000,1.19598,1.19609,1.19580,1.19591,748.64 +04.05.2018 10:05:00.000,1.19591,1.19605,1.19560,1.19594,819.5400000000001 +04.05.2018 10:10:00.000,1.19595,1.19595,1.19567,1.19567,595.8399999999999 +04.05.2018 10:15:00.000,1.19573,1.19595,1.19566,1.19588,672.9300000000001 +04.05.2018 10:20:00.000,1.19588,1.19603,1.19583,1.19603,558.28 +04.05.2018 10:25:00.000,1.19605,1.19614,1.19582,1.19613,522.26 +04.05.2018 10:30:00.000,1.19613,1.19635,1.19613,1.19616,460.28000000000003 +04.05.2018 10:35:00.000,1.19617,1.19628,1.19588,1.19609,451.52 +04.05.2018 10:40:00.000,1.19609,1.19622,1.19595,1.19607,551.36 +04.05.2018 10:45:00.000,1.19609,1.19642,1.19601,1.19641,745.1500000000001 +04.05.2018 10:50:00.000,1.19642,1.19660,1.19631,1.19647,609.03 +04.05.2018 10:55:00.000,1.19648,1.19679,1.19640,1.19677,606.01 +04.05.2018 11:00:00.000,1.19679,1.19681,1.19650,1.19651,747.51 +04.05.2018 11:05:00.000,1.19651,1.19678,1.19651,1.19678,611.64 +04.05.2018 11:10:00.000,1.19678,1.19695,1.19661,1.19687,662.5 +04.05.2018 11:15:00.000,1.19686,1.19696,1.19632,1.19637,899.05 +04.05.2018 11:20:00.000,1.19637,1.19648,1.19631,1.19635,818.35 +04.05.2018 11:25:00.000,1.19635,1.19652,1.19610,1.19615,833.35 +04.05.2018 11:30:00.000,1.19616,1.19668,1.19615,1.19668,881.03 +04.05.2018 11:35:00.000,1.19669,1.19683,1.19650,1.19682,804.92 +04.05.2018 11:40:00.000,1.19683,1.19732,1.19669,1.19707,1035.7199999999998 +04.05.2018 11:45:00.000,1.19707,1.19737,1.19706,1.19735,765.4499999999999 +04.05.2018 11:50:00.000,1.19733,1.19755,1.19721,1.19750,815.78 +04.05.2018 11:55:00.000,1.19751,1.19751,1.19675,1.19676,911.83 +04.05.2018 12:00:00.000,1.19675,1.19689,1.19652,1.19661,1015.5400000000001 +04.05.2018 12:05:00.000,1.19661,1.19712,1.19658,1.19695,1043.75 +04.05.2018 12:10:00.000,1.19695,1.19713,1.19659,1.19688,1039.97 +04.05.2018 12:15:00.000,1.19686,1.19701,1.19649,1.19686,1204.82 +04.05.2018 12:20:00.000,1.19685,1.19711,1.19663,1.19671,1259.96 +04.05.2018 12:25:00.000,1.19674,1.19676,1.19586,1.19635,941.8199999999999 +04.05.2018 12:30:00.000,1.19634,1.19939,1.19603,1.19805,3385.08 +04.05.2018 12:35:00.000,1.19807,1.19907,1.19531,1.19531,2924.3500000000004 +04.05.2018 12:40:00.000,1.19528,1.19720,1.19528,1.19708,2241.48 +04.05.2018 12:45:00.000,1.19707,1.19710,1.19570,1.19674,2154.07 +04.05.2018 12:50:00.000,1.19677,1.19768,1.19663,1.19701,1786.7499999999998 +04.05.2018 12:55:00.000,1.19702,1.19736,1.19624,1.19671,1711.15 +04.05.2018 13:00:00.000,1.19670,1.19672,1.19448,1.19450,2146.25 +04.05.2018 13:05:00.000,1.19450,1.19454,1.19272,1.19349,2617.7200000000003 +04.05.2018 13:10:00.000,1.19350,1.19387,1.19298,1.19375,2151.7000000000003 +04.05.2018 13:15:00.000,1.19374,1.19374,1.19187,1.19218,2107.4 +04.05.2018 13:20:00.000,1.19218,1.19233,1.19107,1.19123,2079.15 +04.05.2018 13:25:00.000,1.19125,1.19242,1.19114,1.19206,1749.02 +04.05.2018 13:30:00.000,1.19205,1.19255,1.19167,1.19230,1493.06 +04.05.2018 13:35:00.000,1.19227,1.19282,1.19216,1.19257,1693.51 +04.05.2018 13:40:00.000,1.19258,1.19266,1.19137,1.19244,2705.8 +04.05.2018 13:45:00.000,1.19243,1.19312,1.19239,1.19291,4255.459999999999 +04.05.2018 13:50:00.000,1.19292,1.19297,1.19236,1.19285,1384.71 +04.05.2018 13:55:00.000,1.19285,1.19292,1.19188,1.19288,1400.72 +04.05.2018 14:00:00.000,1.19286,1.19368,1.19256,1.19357,2826.36 +04.05.2018 14:05:00.000,1.19356,1.19429,1.19333,1.19412,1776.8600000000001 +04.05.2018 14:10:00.000,1.19414,1.19467,1.19386,1.19397,1524.05 +04.05.2018 14:15:00.000,1.19395,1.19433,1.19359,1.19359,1203.1699999999998 +04.05.2018 14:20:00.000,1.19359,1.19445,1.19359,1.19422,1313.76 +04.05.2018 14:25:00.000,1.19423,1.19472,1.19367,1.19367,1425.52 +04.05.2018 14:30:00.000,1.19367,1.19521,1.19366,1.19495,1529.23 +04.05.2018 14:35:00.000,1.19497,1.19514,1.19465,1.19489,1087.64 +04.05.2018 14:40:00.000,1.19489,1.19535,1.19473,1.19482,1172.6100000000001 +04.05.2018 14:45:00.000,1.19484,1.19530,1.19464,1.19467,948.38 +04.05.2018 14:50:00.000,1.19467,1.19486,1.19372,1.19378,1467.06 +04.05.2018 14:55:00.000,1.19378,1.19383,1.19279,1.19283,1621.2199999999998 +04.05.2018 15:00:00.000,1.19281,1.19325,1.19280,1.19294,1707.6200000000001 +04.05.2018 15:05:00.000,1.19294,1.19331,1.19235,1.19279,1520.23 +04.05.2018 15:10:00.000,1.19274,1.19328,1.19258,1.19300,1269.06 +04.05.2018 15:15:00.000,1.19302,1.19320,1.19264,1.19264,1105.99 +04.05.2018 15:20:00.000,1.19264,1.19305,1.19225,1.19279,1429.6699999999998 +04.05.2018 15:25:00.000,1.19278,1.19314,1.19270,1.19282,1147.81 +04.05.2018 15:30:00.000,1.19282,1.19348,1.19277,1.19348,1442.0199999999998 +04.05.2018 15:35:00.000,1.19347,1.19399,1.19329,1.19363,1357.78 +04.05.2018 15:40:00.000,1.19362,1.19393,1.19327,1.19392,1179.5500000000002 +04.05.2018 15:45:00.000,1.19390,1.19410,1.19369,1.19370,1041.53 +04.05.2018 15:50:00.000,1.19368,1.19422,1.19368,1.19417,1214.45 +04.05.2018 15:55:00.000,1.19416,1.19476,1.19410,1.19452,1026.47 +04.05.2018 16:00:00.000,1.19451,1.19463,1.19391,1.19413,920.9200000000001 +04.05.2018 16:05:00.000,1.19414,1.19425,1.19365,1.19389,1050.39 +04.05.2018 16:10:00.000,1.19387,1.19449,1.19387,1.19449,1043.22 +04.05.2018 16:15:00.000,1.19448,1.19478,1.19418,1.19459,1160.1799999999998 +04.05.2018 16:20:00.000,1.19458,1.19495,1.19411,1.19437,1001.5699999999999 +04.05.2018 16:25:00.000,1.19437,1.19486,1.19430,1.19437,1257.7400000000002 +04.05.2018 16:30:00.000,1.19435,1.19448,1.19395,1.19435,886.55 +04.05.2018 16:35:00.000,1.19435,1.19461,1.19401,1.19455,779.14 +04.05.2018 16:40:00.000,1.19455,1.19511,1.19455,1.19508,1022.7700000000001 +04.05.2018 16:45:00.000,1.19509,1.19603,1.19504,1.19600,1498.99 +04.05.2018 16:50:00.000,1.19601,1.19629,1.19589,1.19628,1176.78 +04.05.2018 16:55:00.000,1.19627,1.19659,1.19602,1.19631,1237.5 +04.05.2018 17:00:00.000,1.19631,1.19639,1.19593,1.19593,868.8499999999999 +04.05.2018 17:05:00.000,1.19593,1.19595,1.19563,1.19574,1024.24 +04.05.2018 17:10:00.000,1.19575,1.19613,1.19551,1.19584,836.39 +04.05.2018 17:15:00.000,1.19583,1.19611,1.19579,1.19579,733.02 +04.05.2018 17:20:00.000,1.19579,1.19611,1.19562,1.19604,653.13 +04.05.2018 17:25:00.000,1.19605,1.19644,1.19602,1.19610,715.1899999999999 +04.05.2018 17:30:00.000,1.19611,1.19617,1.19560,1.19570,871.76 +04.05.2018 17:35:00.000,1.19573,1.19585,1.19557,1.19580,654.8 +04.05.2018 17:40:00.000,1.19580,1.19582,1.19529,1.19532,616.29 +04.05.2018 17:45:00.000,1.19530,1.19573,1.19525,1.19552,764.56 +04.05.2018 17:50:00.000,1.19552,1.19609,1.19546,1.19609,1132.16 +04.05.2018 17:55:00.000,1.19607,1.19635,1.19588,1.19592,768.68 +04.05.2018 18:00:00.000,1.19591,1.19591,1.19538,1.19575,780.5500000000001 +04.05.2018 18:05:00.000,1.19575,1.19598,1.19575,1.19586,622.5500000000001 +04.05.2018 18:10:00.000,1.19586,1.19612,1.19567,1.19612,647.6899999999999 +04.05.2018 18:15:00.000,1.19612,1.19612,1.19564,1.19598,688.25 +04.05.2018 18:20:00.000,1.19599,1.19613,1.19566,1.19610,701.82 +04.05.2018 18:25:00.000,1.19608,1.19637,1.19608,1.19609,807.87 +04.05.2018 18:30:00.000,1.19608,1.19620,1.19592,1.19597,657.9499999999999 +04.05.2018 18:35:00.000,1.19597,1.19598,1.19568,1.19585,692.43 +04.05.2018 18:40:00.000,1.19585,1.19609,1.19570,1.19599,621.02 +04.05.2018 18:45:00.000,1.19599,1.19612,1.19587,1.19596,698.03 +04.05.2018 18:50:00.000,1.19594,1.19630,1.19590,1.19624,784.46 +04.05.2018 18:55:00.000,1.19624,1.19634,1.19606,1.19628,809.45 +04.05.2018 19:00:00.000,1.19622,1.19627,1.19589,1.19595,835.4200000000001 +04.05.2018 19:05:00.000,1.19595,1.19596,1.19571,1.19578,449.22 +04.05.2018 19:10:00.000,1.19578,1.19601,1.19559,1.19569,636.94 +04.05.2018 19:15:00.000,1.19569,1.19570,1.19549,1.19560,617.42 +04.05.2018 19:20:00.000,1.19560,1.19583,1.19560,1.19570,373.28000000000003 +04.05.2018 19:25:00.000,1.19569,1.19580,1.19549,1.19560,472.09999999999997 +04.05.2018 19:30:00.000,1.19560,1.19565,1.19532,1.19551,615.58 +04.05.2018 19:35:00.000,1.19549,1.19555,1.19539,1.19547,579.38 +04.05.2018 19:40:00.000,1.19549,1.19560,1.19536,1.19544,492.13 +04.05.2018 19:45:00.000,1.19543,1.19545,1.19533,1.19539,546.9200000000001 +04.05.2018 19:50:00.000,1.19541,1.19559,1.19536,1.19544,544.96 +04.05.2018 19:55:00.000,1.19547,1.19580,1.19547,1.19569,894.47 +04.05.2018 20:00:00.000,1.19568,1.19582,1.19554,1.19558,470.34 +04.05.2018 20:05:00.000,1.19558,1.19561,1.19556,1.19558,167.79 +04.05.2018 20:10:00.000,1.19561,1.19563,1.19555,1.19563,312.12 +04.05.2018 20:15:00.000,1.19563,1.19566,1.19561,1.19564,194.54 +04.05.2018 20:20:00.000,1.19565,1.19573,1.19563,1.19573,157.54999999999998 +04.05.2018 20:25:00.000,1.19573,1.19582,1.19567,1.19578,429.43 +04.05.2018 20:30:00.000,1.19578,1.19585,1.19578,1.19583,319.40999999999997 +04.05.2018 20:35:00.000,1.19582,1.19610,1.19580,1.19608,311.33 +04.05.2018 20:40:00.000,1.19614,1.19634,1.19608,1.19634,359.51 +04.05.2018 20:45:00.000,1.19634,1.19644,1.19631,1.19640,283.04 +04.05.2018 20:50:00.000,1.19641,1.19658,1.19627,1.19631,397.88 +04.05.2018 20:55:00.000,1.19632,1.19637,1.19550,1.19550,586.34 +06.05.2018 21:00:00.000,1.19557,1.19582,1.19550,1.19582,11.850000000000001 +06.05.2018 21:05:00.000,1.19582,1.19638,1.19582,1.19588,197.23999999999998 +06.05.2018 21:10:00.000,1.19588,1.19597,1.19588,1.19588,42.269999999999996 +06.05.2018 21:15:00.000,1.19588,1.19640,1.19588,1.19619,133.32999999999998 +06.05.2018 21:20:00.000,1.19618,1.19618,1.19605,1.19611,95.88000000000001 +06.05.2018 21:25:00.000,1.19610,1.19611,1.19596,1.19596,42.6 +06.05.2018 21:30:00.000,1.19597,1.19602,1.19591,1.19597,167.39 +06.05.2018 21:35:00.000,1.19597,1.19602,1.19597,1.19602,91.57999999999998 +06.05.2018 21:40:00.000,1.19602,1.19603,1.19596,1.19597,69.91000000000001 +06.05.2018 21:45:00.000,1.19596,1.19627,1.19568,1.19578,345.78 +06.05.2018 21:50:00.000,1.19579,1.19611,1.19579,1.19609,125.02000000000001 +06.05.2018 21:55:00.000,1.19608,1.19617,1.19549,1.19574,332.37 +06.05.2018 22:00:00.000,1.19575,1.19614,1.19573,1.19600,183.72000000000003 +06.05.2018 22:05:00.000,1.19600,1.19612,1.19595,1.19596,141.85999999999999 +06.05.2018 22:10:00.000,1.19595,1.19600,1.19589,1.19597,181.25 +06.05.2018 22:15:00.000,1.19598,1.19616,1.19594,1.19601,244.54000000000002 +06.05.2018 22:20:00.000,1.19602,1.19625,1.19599,1.19621,250.52999999999997 +06.05.2018 22:25:00.000,1.19621,1.19635,1.19619,1.19624,239.80999999999997 +06.05.2018 22:30:00.000,1.19624,1.19624,1.19599,1.19599,139.81 +06.05.2018 22:35:00.000,1.19599,1.19600,1.19591,1.19592,108.78 +06.05.2018 22:40:00.000,1.19592,1.19595,1.19589,1.19589,104.03999999999999 +06.05.2018 22:45:00.000,1.19589,1.19590,1.19588,1.19589,107.14 +06.05.2018 22:50:00.000,1.19589,1.19604,1.19589,1.19600,171.3 +06.05.2018 22:55:00.000,1.19599,1.19605,1.19599,1.19600,188.62 +06.05.2018 23:00:00.000,1.19601,1.19610,1.19600,1.19601,177.40999999999997 +06.05.2018 23:05:00.000,1.19601,1.19606,1.19600,1.19600,146.57999999999998 +06.05.2018 23:10:00.000,1.19600,1.19610,1.19596,1.19601,267.99 +06.05.2018 23:15:00.000,1.19602,1.19602,1.19589,1.19595,157.29999999999998 +06.05.2018 23:20:00.000,1.19595,1.19605,1.19591,1.19599,224.65000000000003 +06.05.2018 23:25:00.000,1.19600,1.19601,1.19591,1.19596,190.16 +06.05.2018 23:30:00.000,1.19594,1.19596,1.19590,1.19592,120.37 +06.05.2018 23:35:00.000,1.19590,1.19595,1.19586,1.19587,169.10999999999999 +06.05.2018 23:40:00.000,1.19587,1.19588,1.19575,1.19585,308.86 +06.05.2018 23:45:00.000,1.19586,1.19586,1.19565,1.19574,256.3 +06.05.2018 23:50:00.000,1.19574,1.19575,1.19558,1.19565,304.72 +06.05.2018 23:55:00.000,1.19566,1.19570,1.19545,1.19545,477.16 +07.05.2018 00:00:00.000,1.19544,1.19570,1.19533,1.19566,497.58 +07.05.2018 00:05:00.000,1.19565,1.19608,1.19565,1.19603,509.6400000000001 +07.05.2018 00:10:00.000,1.19602,1.19638,1.19590,1.19609,729.4000000000001 +07.05.2018 00:15:00.000,1.19608,1.19632,1.19589,1.19617,779.45 +07.05.2018 00:20:00.000,1.19616,1.19656,1.19605,1.19648,574.92 +07.05.2018 00:25:00.000,1.19648,1.19648,1.19625,1.19641,468.47 +07.05.2018 00:30:00.000,1.19642,1.19645,1.19623,1.19625,347.42 +07.05.2018 00:35:00.000,1.19625,1.19632,1.19615,1.19615,443.03999999999996 +07.05.2018 00:40:00.000,1.19615,1.19635,1.19613,1.19635,378.12 +07.05.2018 00:45:00.000,1.19636,1.19642,1.19619,1.19637,463.31 +07.05.2018 00:50:00.000,1.19638,1.19665,1.19633,1.19643,661.65 +07.05.2018 00:55:00.000,1.19637,1.19697,1.19630,1.19697,722.8700000000001 +07.05.2018 01:00:00.000,1.19697,1.19698,1.19663,1.19685,537.17 +07.05.2018 01:05:00.000,1.19685,1.19703,1.19670,1.19671,568.12 +07.05.2018 01:10:00.000,1.19675,1.19720,1.19671,1.19716,415.42999999999995 +07.05.2018 01:15:00.000,1.19716,1.19732,1.19712,1.19727,687.6200000000001 +07.05.2018 01:20:00.000,1.19727,1.19742,1.19721,1.19736,636.27 +07.05.2018 01:25:00.000,1.19736,1.19770,1.19736,1.19739,417.91 +07.05.2018 01:30:00.000,1.19739,1.19750,1.19719,1.19720,487.31 +07.05.2018 01:35:00.000,1.19720,1.19725,1.19694,1.19695,503.68999999999994 +07.05.2018 01:40:00.000,1.19694,1.19715,1.19689,1.19714,518.8499999999999 +07.05.2018 01:45:00.000,1.19713,1.19716,1.19680,1.19686,511.68 +07.05.2018 01:50:00.000,1.19687,1.19691,1.19679,1.19680,421.09 +07.05.2018 01:55:00.000,1.19679,1.19691,1.19660,1.19674,579.98 +07.05.2018 02:00:00.000,1.19674,1.19674,1.19652,1.19662,414.48 +07.05.2018 02:05:00.000,1.19662,1.19711,1.19661,1.19708,305.77000000000004 +07.05.2018 02:10:00.000,1.19708,1.19723,1.19703,1.19716,250.78 +07.05.2018 02:15:00.000,1.19716,1.19754,1.19716,1.19733,270.61 +07.05.2018 02:20:00.000,1.19733,1.19751,1.19733,1.19736,331.90999999999997 +07.05.2018 02:25:00.000,1.19736,1.19744,1.19716,1.19727,208.47 +07.05.2018 02:30:00.000,1.19727,1.19742,1.19715,1.19727,278.85 +07.05.2018 02:35:00.000,1.19726,1.19730,1.19706,1.19728,403.64 +07.05.2018 02:40:00.000,1.19732,1.19748,1.19731,1.19739,239.76000000000002 +07.05.2018 02:45:00.000,1.19739,1.19743,1.19725,1.19725,227.29000000000002 +07.05.2018 02:50:00.000,1.19725,1.19725,1.19701,1.19717,338.62 +07.05.2018 02:55:00.000,1.19718,1.19729,1.19717,1.19722,290.16999999999996 +07.05.2018 03:00:00.000,1.19722,1.19750,1.19722,1.19747,406.69 +07.05.2018 03:05:00.000,1.19747,1.19749,1.19732,1.19748,279.75 +07.05.2018 03:10:00.000,1.19747,1.19779,1.19735,1.19759,448.12999999999994 +07.05.2018 03:15:00.000,1.19759,1.19759,1.19735,1.19744,292.84 +07.05.2018 03:20:00.000,1.19746,1.19759,1.19746,1.19754,331.24 +07.05.2018 03:25:00.000,1.19753,1.19754,1.19748,1.19754,309.76 +07.05.2018 03:30:00.000,1.19754,1.19776,1.19748,1.19763,407.67 +07.05.2018 03:35:00.000,1.19763,1.19768,1.19735,1.19735,279.14 +07.05.2018 03:40:00.000,1.19735,1.19739,1.19731,1.19738,214.29000000000002 +07.05.2018 03:45:00.000,1.19738,1.19739,1.19726,1.19726,268.98 +07.05.2018 03:50:00.000,1.19726,1.19738,1.19696,1.19702,427.37 +07.05.2018 03:55:00.000,1.19702,1.19706,1.19669,1.19669,485.36 +07.05.2018 04:00:00.000,1.19670,1.19672,1.19637,1.19640,713.26 +07.05.2018 04:05:00.000,1.19641,1.19658,1.19631,1.19649,650.5799999999999 +07.05.2018 04:10:00.000,1.19649,1.19657,1.19627,1.19655,556.89 +07.05.2018 04:15:00.000,1.19656,1.19656,1.19631,1.19638,383.73 +07.05.2018 04:20:00.000,1.19637,1.19641,1.19609,1.19618,695.51 +07.05.2018 04:25:00.000,1.19617,1.19624,1.19599,1.19616,694.81 +07.05.2018 04:30:00.000,1.19616,1.19633,1.19616,1.19633,309.71 +07.05.2018 04:35:00.000,1.19632,1.19637,1.19611,1.19613,329.14 +07.05.2018 04:40:00.000,1.19614,1.19633,1.19612,1.19613,264.47 +07.05.2018 04:45:00.000,1.19612,1.19627,1.19612,1.19627,293.53 +07.05.2018 04:50:00.000,1.19626,1.19628,1.19612,1.19613,269.35 +07.05.2018 04:55:00.000,1.19613,1.19618,1.19595,1.19601,381.24 +07.05.2018 05:00:00.000,1.19601,1.19607,1.19542,1.19560,780.25 +07.05.2018 05:05:00.000,1.19559,1.19571,1.19529,1.19552,600.6700000000001 +07.05.2018 05:10:00.000,1.19552,1.19561,1.19542,1.19551,264.62 +07.05.2018 05:15:00.000,1.19551,1.19555,1.19546,1.19546,285.74 +07.05.2018 05:20:00.000,1.19546,1.19552,1.19524,1.19525,666.6400000000001 +07.05.2018 05:25:00.000,1.19524,1.19525,1.19479,1.19489,641.6800000000001 +07.05.2018 05:30:00.000,1.19490,1.19490,1.19416,1.19455,968.85 +07.05.2018 05:35:00.000,1.19456,1.19468,1.19445,1.19457,477.22 +07.05.2018 05:40:00.000,1.19457,1.19496,1.19457,1.19481,724.48 +07.05.2018 05:45:00.000,1.19483,1.19521,1.19483,1.19494,649.69 +07.05.2018 05:50:00.000,1.19495,1.19509,1.19477,1.19508,503.47 +07.05.2018 05:55:00.000,1.19506,1.19528,1.19505,1.19519,251.79 +07.05.2018 06:00:00.000,1.19519,1.19521,1.19443,1.19470,1097.13 +07.05.2018 06:05:00.000,1.19470,1.19474,1.19380,1.19395,1051.65 +07.05.2018 06:10:00.000,1.19397,1.19449,1.19381,1.19417,802.44 +07.05.2018 06:15:00.000,1.19415,1.19483,1.19411,1.19461,895.13 +07.05.2018 06:20:00.000,1.19461,1.19462,1.19441,1.19451,717.49 +07.05.2018 06:25:00.000,1.19454,1.19459,1.19405,1.19428,756.9300000000001 +07.05.2018 06:30:00.000,1.19429,1.19432,1.19376,1.19395,1162.99 +07.05.2018 06:35:00.000,1.19395,1.19428,1.19395,1.19411,818.99 +07.05.2018 06:40:00.000,1.19411,1.19418,1.19369,1.19392,733.24 +07.05.2018 06:45:00.000,1.19392,1.19416,1.19366,1.19406,704.22 +07.05.2018 06:50:00.000,1.19406,1.19411,1.19368,1.19397,686.51 +07.05.2018 06:55:00.000,1.19396,1.19448,1.19369,1.19370,1193.8899999999999 +07.05.2018 07:00:00.000,1.19370,1.19405,1.19270,1.19277,1413.6 +07.05.2018 07:05:00.000,1.19280,1.19303,1.19230,1.19301,1214.6100000000001 +07.05.2018 07:10:00.000,1.19300,1.19314,1.19243,1.19246,888.1 +07.05.2018 07:15:00.000,1.19245,1.19280,1.19229,1.19275,713.34 +07.05.2018 07:20:00.000,1.19275,1.19279,1.19229,1.19232,864.44 +07.05.2018 07:25:00.000,1.19233,1.19279,1.19220,1.19269,722.28 +07.05.2018 07:30:00.000,1.19269,1.19315,1.19265,1.19300,929.64 +07.05.2018 07:35:00.000,1.19300,1.19335,1.19300,1.19324,734.64 +07.05.2018 07:40:00.000,1.19324,1.19339,1.19312,1.19329,590.55 +07.05.2018 07:45:00.000,1.19329,1.19342,1.19313,1.19323,781.34 +07.05.2018 07:50:00.000,1.19320,1.19320,1.19258,1.19283,983.61 +07.05.2018 07:55:00.000,1.19282,1.19318,1.19256,1.19299,934.6800000000001 +07.05.2018 08:00:00.000,1.19299,1.19310,1.19215,1.19257,939.47 +07.05.2018 08:05:00.000,1.19257,1.19286,1.19244,1.19278,809.3299999999999 +07.05.2018 08:10:00.000,1.19279,1.19306,1.19256,1.19298,590.2 +07.05.2018 08:15:00.000,1.19298,1.19306,1.19255,1.19288,780.52 +07.05.2018 08:20:00.000,1.19288,1.19334,1.19283,1.19325,825.1799999999998 +07.05.2018 08:25:00.000,1.19324,1.19324,1.19276,1.19291,665.21 +07.05.2018 08:30:00.000,1.19291,1.19330,1.19286,1.19307,637.31 +07.05.2018 08:35:00.000,1.19308,1.19330,1.19300,1.19302,640.23 +07.05.2018 08:40:00.000,1.19302,1.19357,1.19297,1.19341,739.09 +07.05.2018 08:45:00.000,1.19340,1.19361,1.19330,1.19350,647.92 +07.05.2018 08:50:00.000,1.19349,1.19349,1.19316,1.19316,428.14 +07.05.2018 08:55:00.000,1.19316,1.19328,1.19280,1.19307,643.46 +07.05.2018 09:00:00.000,1.19306,1.19310,1.19262,1.19281,774.78 +07.05.2018 09:05:00.000,1.19281,1.19314,1.19271,1.19291,728.32 +07.05.2018 09:10:00.000,1.19292,1.19330,1.19282,1.19309,579.32 +07.05.2018 09:15:00.000,1.19309,1.19313,1.19255,1.19265,610.9200000000001 +07.05.2018 09:20:00.000,1.19266,1.19313,1.19258,1.19286,584.15 +07.05.2018 09:25:00.000,1.19286,1.19290,1.19269,1.19289,590.2700000000001 +07.05.2018 09:30:00.000,1.19289,1.19304,1.19270,1.19282,429.93 +07.05.2018 09:35:00.000,1.19281,1.19309,1.19251,1.19257,544.73 +07.05.2018 09:40:00.000,1.19257,1.19289,1.19256,1.19269,599.81 +07.05.2018 09:45:00.000,1.19269,1.19278,1.19244,1.19246,604.7900000000001 +07.05.2018 09:50:00.000,1.19247,1.19266,1.19235,1.19243,674.77 +07.05.2018 09:55:00.000,1.19242,1.19303,1.19242,1.19277,576.47 +07.05.2018 10:00:00.000,1.19277,1.19305,1.19253,1.19281,982.32 +07.05.2018 10:05:00.000,1.19284,1.19293,1.19259,1.19259,593.24 +07.05.2018 10:10:00.000,1.19260,1.19287,1.19260,1.19281,728.7700000000001 +07.05.2018 10:15:00.000,1.19279,1.19296,1.19267,1.19278,794.6499999999999 +07.05.2018 10:20:00.000,1.19275,1.19275,1.19246,1.19250,947.7700000000001 +07.05.2018 10:25:00.000,1.19250,1.19264,1.19234,1.19258,810.6 +07.05.2018 10:30:00.000,1.19258,1.19259,1.19239,1.19248,664.51 +07.05.2018 10:35:00.000,1.19248,1.19259,1.19228,1.19229,596.1199999999999 +07.05.2018 10:40:00.000,1.19229,1.19250,1.19225,1.19237,598.12 +07.05.2018 10:45:00.000,1.19237,1.19248,1.19220,1.19221,853.73 +07.05.2018 10:50:00.000,1.19220,1.19233,1.19201,1.19212,702.23 +07.05.2018 10:55:00.000,1.19212,1.19220,1.19170,1.19170,800.93 +07.05.2018 11:00:00.000,1.19172,1.19197,1.19139,1.19159,1035.19 +07.05.2018 11:05:00.000,1.19159,1.19182,1.19155,1.19174,808.29 +07.05.2018 11:10:00.000,1.19175,1.19186,1.19151,1.19158,795.47 +07.05.2018 11:15:00.000,1.19158,1.19170,1.19136,1.19153,908.2700000000002 +07.05.2018 11:20:00.000,1.19150,1.19158,1.19117,1.19149,927.83 +07.05.2018 11:25:00.000,1.19148,1.19157,1.19118,1.19133,735.1300000000001 +07.05.2018 11:30:00.000,1.19133,1.19154,1.19064,1.19064,1054.14 +07.05.2018 11:35:00.000,1.19069,1.19095,1.19049,1.19089,1101.85 +07.05.2018 11:40:00.000,1.19089,1.19096,1.19040,1.19067,935.25 +07.05.2018 11:45:00.000,1.19067,1.19069,1.18984,1.18993,1283.65 +07.05.2018 11:50:00.000,1.18992,1.19045,1.18992,1.19015,768.9699999999999 +07.05.2018 11:55:00.000,1.19016,1.19045,1.18989,1.18993,1044.33 +07.05.2018 12:00:00.000,1.18994,1.19026,1.18975,1.18982,1323.75 +07.05.2018 12:05:00.000,1.18982,1.19050,1.18980,1.19043,1197.75 +07.05.2018 12:10:00.000,1.19043,1.19057,1.19002,1.19012,770.99 +07.05.2018 12:15:00.000,1.19010,1.19035,1.19003,1.19033,1136.22 +07.05.2018 12:20:00.000,1.19037,1.19115,1.19036,1.19107,1134.98 +07.05.2018 12:25:00.000,1.19107,1.19159,1.19096,1.19143,1399.85 +07.05.2018 12:30:00.000,1.19143,1.19156,1.19109,1.19132,1226.3100000000002 +07.05.2018 12:35:00.000,1.19133,1.19136,1.19111,1.19125,1018.3499999999999 +07.05.2018 12:40:00.000,1.19125,1.19191,1.19124,1.19191,956.8199999999999 +07.05.2018 12:45:00.000,1.19190,1.19195,1.19168,1.19194,829.92 +07.05.2018 12:50:00.000,1.19193,1.19197,1.19174,1.19183,838.73 +07.05.2018 12:55:00.000,1.19183,1.19194,1.19168,1.19189,835.6700000000001 +07.05.2018 13:00:00.000,1.19189,1.19212,1.19165,1.19209,1196.98 +07.05.2018 13:05:00.000,1.19209,1.19218,1.19167,1.19188,1171.67 +07.05.2018 13:10:00.000,1.19188,1.19197,1.19144,1.19145,1190.51 +07.05.2018 13:15:00.000,1.19145,1.19158,1.19081,1.19087,1314.6999999999998 +07.05.2018 13:20:00.000,1.19088,1.19146,1.19061,1.19142,1391.45 +07.05.2018 13:25:00.000,1.19142,1.19181,1.19126,1.19164,1070.6100000000001 +07.05.2018 13:30:00.000,1.19165,1.19174,1.19096,1.19096,872.47 +07.05.2018 13:35:00.000,1.19096,1.19099,1.19060,1.19068,1394.71 +07.05.2018 13:40:00.000,1.19069,1.19125,1.19064,1.19121,1131.49 +07.05.2018 13:45:00.000,1.19121,1.19121,1.19050,1.19104,1037.88 +07.05.2018 13:50:00.000,1.19104,1.19119,1.19050,1.19103,917.0899999999999 +07.05.2018 13:55:00.000,1.19103,1.19133,1.19049,1.19100,1512.8100000000002 +07.05.2018 14:00:00.000,1.19100,1.19206,1.19073,1.19196,1028.54 +07.05.2018 14:05:00.000,1.19197,1.19250,1.19186,1.19244,1351.3600000000001 +07.05.2018 14:10:00.000,1.19244,1.19244,1.19179,1.19189,1123.26 +07.05.2018 14:15:00.000,1.19188,1.19235,1.19185,1.19190,954.7600000000001 +07.05.2018 14:20:00.000,1.19192,1.19239,1.19168,1.19231,1128.8 +07.05.2018 14:25:00.000,1.19232,1.19252,1.19192,1.19220,1165.62 +07.05.2018 14:30:00.000,1.19219,1.19240,1.19186,1.19189,723.2700000000001 +07.05.2018 14:35:00.000,1.19191,1.19204,1.19132,1.19151,1160.83 +07.05.2018 14:40:00.000,1.19152,1.19188,1.19131,1.19188,955.25 +07.05.2018 14:45:00.000,1.19189,1.19284,1.19189,1.19230,1299.0400000000002 +07.05.2018 14:50:00.000,1.19228,1.19251,1.19207,1.19213,1059.43 +07.05.2018 14:55:00.000,1.19213,1.19213,1.19106,1.19131,1907.85 +07.05.2018 15:00:00.000,1.19133,1.19177,1.19117,1.19166,1402.65 +07.05.2018 15:05:00.000,1.19166,1.19246,1.19166,1.19233,1001.38 +07.05.2018 15:10:00.000,1.19233,1.19289,1.19222,1.19259,1046.16 +07.05.2018 15:15:00.000,1.19259,1.19276,1.19227,1.19262,714.5500000000001 +07.05.2018 15:20:00.000,1.19259,1.19259,1.19222,1.19237,819.22 +07.05.2018 15:25:00.000,1.19237,1.19243,1.19184,1.19218,1055.03 +07.05.2018 15:30:00.000,1.19221,1.19265,1.19212,1.19219,960.0400000000001 +07.05.2018 15:35:00.000,1.19220,1.19227,1.19181,1.19212,1041.13 +07.05.2018 15:40:00.000,1.19209,1.19220,1.19165,1.19184,903.2700000000001 +07.05.2018 15:45:00.000,1.19185,1.19225,1.19182,1.19201,900.5300000000001 +07.05.2018 15:50:00.000,1.19201,1.19240,1.19195,1.19239,811.9899999999999 +07.05.2018 15:55:00.000,1.19240,1.19271,1.19232,1.19265,1066.56 +07.05.2018 16:00:00.000,1.19266,1.19274,1.19240,1.19253,968.86 +07.05.2018 16:05:00.000,1.19253,1.19311,1.19250,1.19282,1157.08 +07.05.2018 16:10:00.000,1.19282,1.19298,1.19257,1.19258,1073.9799999999998 +07.05.2018 16:15:00.000,1.19257,1.19268,1.19235,1.19243,1151.27 +07.05.2018 16:20:00.000,1.19245,1.19301,1.19245,1.19298,1084.45 +07.05.2018 16:25:00.000,1.19299,1.19322,1.19297,1.19311,994.1 +07.05.2018 16:30:00.000,1.19309,1.19336,1.19307,1.19336,837.74 +07.05.2018 16:35:00.000,1.19336,1.19377,1.19321,1.19365,1016.5 +07.05.2018 16:40:00.000,1.19365,1.19378,1.19332,1.19348,1110.98 +07.05.2018 16:45:00.000,1.19348,1.19362,1.19295,1.19305,1315.38 +07.05.2018 16:50:00.000,1.19307,1.19351,1.19296,1.19351,715.7900000000001 +07.05.2018 16:55:00.000,1.19352,1.19371,1.19309,1.19330,1258.52 +07.05.2018 17:00:00.000,1.19327,1.19338,1.19271,1.19308,1165.44 +07.05.2018 17:05:00.000,1.19308,1.19309,1.19253,1.19255,1028.21 +07.05.2018 17:10:00.000,1.19257,1.19270,1.19245,1.19251,1228.29 +07.05.2018 17:15:00.000,1.19250,1.19250,1.19216,1.19244,1120.4199999999998 +07.05.2018 17:20:00.000,1.19243,1.19245,1.19225,1.19244,916.6999999999999 +07.05.2018 17:25:00.000,1.19245,1.19290,1.19236,1.19288,1133.79 +07.05.2018 17:30:00.000,1.19287,1.19303,1.19272,1.19282,1010.0300000000001 +07.05.2018 17:35:00.000,1.19283,1.19309,1.19276,1.19308,915.98 +07.05.2018 17:40:00.000,1.19305,1.19324,1.19249,1.19266,996.6299999999999 +07.05.2018 17:45:00.000,1.19265,1.19267,1.19245,1.19266,618.78 +07.05.2018 17:50:00.000,1.19266,1.19280,1.19261,1.19269,706.87 +07.05.2018 17:55:00.000,1.19268,1.19268,1.19237,1.19261,1057.3200000000002 +07.05.2018 18:00:00.000,1.19260,1.19273,1.19231,1.19252,1168.67 +07.05.2018 18:05:00.000,1.19254,1.19284,1.19254,1.19279,1059.1399999999999 +07.05.2018 18:10:00.000,1.19280,1.19284,1.19267,1.19282,962.9700000000001 +07.05.2018 18:15:00.000,1.19283,1.19283,1.19247,1.19249,1288.84 +07.05.2018 18:20:00.000,1.19250,1.19274,1.19250,1.19269,784.95 +07.05.2018 18:25:00.000,1.19269,1.19283,1.19266,1.19275,761.02 +07.05.2018 18:30:00.000,1.19276,1.19276,1.19250,1.19263,647.46 +07.05.2018 18:35:00.000,1.19263,1.19273,1.19244,1.19244,923.1 +07.05.2018 18:40:00.000,1.19244,1.19260,1.19231,1.19244,720.63 +07.05.2018 18:45:00.000,1.19244,1.19256,1.19224,1.19241,798.3199999999999 +07.05.2018 18:50:00.000,1.19242,1.19256,1.19241,1.19250,641.92 +07.05.2018 18:55:00.000,1.19251,1.19272,1.19242,1.19247,922.41 +07.05.2018 19:00:00.000,1.19244,1.19246,1.19225,1.19246,783.28 +07.05.2018 19:05:00.000,1.19244,1.19245,1.19226,1.19233,941.3599999999999 +07.05.2018 19:10:00.000,1.19233,1.19254,1.19231,1.19249,915.11 +07.05.2018 19:15:00.000,1.19250,1.19250,1.19214,1.19228,938.1999999999998 +07.05.2018 19:20:00.000,1.19228,1.19252,1.19220,1.19230,1424.6399999999999 +07.05.2018 19:25:00.000,1.19230,1.19241,1.19195,1.19201,1066.8 +07.05.2018 19:30:00.000,1.19201,1.19225,1.19193,1.19224,964.5500000000001 +07.05.2018 19:35:00.000,1.19225,1.19255,1.19216,1.19251,660.57 +07.05.2018 19:40:00.000,1.19251,1.19266,1.19249,1.19266,933.0600000000002 +07.05.2018 19:45:00.000,1.19264,1.19271,1.19262,1.19266,712.45 +07.05.2018 19:50:00.000,1.19267,1.19274,1.19249,1.19253,836.8100000000001 +07.05.2018 19:55:00.000,1.19254,1.19263,1.19223,1.19243,596.07 +07.05.2018 20:00:00.000,1.19242,1.19243,1.19213,1.19218,367.71 +07.05.2018 20:05:00.000,1.19218,1.19224,1.19210,1.19211,275.55 +07.05.2018 20:10:00.000,1.19211,1.19216,1.19200,1.19211,262.44 +07.05.2018 20:15:00.000,1.19211,1.19223,1.19209,1.19222,272.34000000000003 +07.05.2018 20:20:00.000,1.19223,1.19250,1.19213,1.19250,292.18 +07.05.2018 20:25:00.000,1.19251,1.19251,1.19238,1.19251,315.65 +07.05.2018 20:30:00.000,1.19250,1.19251,1.19237,1.19239,225.04000000000002 +07.05.2018 20:35:00.000,1.19239,1.19245,1.19238,1.19242,194.82999999999998 +07.05.2018 20:40:00.000,1.19242,1.19248,1.19239,1.19242,263.02 +07.05.2018 20:45:00.000,1.19243,1.19264,1.19236,1.19237,305.88 +07.05.2018 20:50:00.000,1.19237,1.19240,1.19230,1.19234,308.8 +07.05.2018 20:55:00.000,1.19233,1.19235,1.19219,1.19220,312.27 +07.05.2018 21:00:00.000,1.19215,1.19238,1.19215,1.19237,41.25 +07.05.2018 21:05:00.000,1.19235,1.19243,1.19228,1.19232,172.51000000000002 +07.05.2018 21:10:00.000,1.19232,1.19258,1.19228,1.19238,373.03000000000003 +07.05.2018 21:15:00.000,1.19240,1.19249,1.19230,1.19232,396.5 +07.05.2018 21:20:00.000,1.19231,1.19235,1.19228,1.19233,336.64 +07.05.2018 21:25:00.000,1.19234,1.19237,1.19226,1.19229,387.36 +07.05.2018 21:30:00.000,1.19229,1.19232,1.19225,1.19225,120.82 +07.05.2018 21:35:00.000,1.19225,1.19225,1.19219,1.19220,140.51 +07.05.2018 21:40:00.000,1.19220,1.19222,1.19219,1.19221,91.36 +07.05.2018 21:45:00.000,1.19220,1.19224,1.19207,1.19214,257.11 +07.05.2018 21:50:00.000,1.19216,1.19221,1.19197,1.19203,397.05 +07.05.2018 21:55:00.000,1.19204,1.19219,1.19202,1.19219,497.73 +07.05.2018 22:00:00.000,1.19218,1.19233,1.19217,1.19233,175.83 +07.05.2018 22:05:00.000,1.19233,1.19243,1.19231,1.19242,248.85999999999999 +07.05.2018 22:10:00.000,1.19241,1.19242,1.19239,1.19239,177.73000000000002 +07.05.2018 22:15:00.000,1.19239,1.19240,1.19238,1.19239,59.68 +07.05.2018 22:20:00.000,1.19239,1.19244,1.19235,1.19241,240.09999999999997 +07.05.2018 22:25:00.000,1.19241,1.19246,1.19235,1.19237,84.03 +07.05.2018 22:30:00.000,1.19237,1.19249,1.19236,1.19248,136.32 +07.05.2018 22:35:00.000,1.19247,1.19247,1.19240,1.19241,77.03999999999999 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23:50:00.000,1.19309,1.19350,1.19298,1.19344,456.59000000000003 +07.05.2018 23:55:00.000,1.19344,1.19346,1.19323,1.19331,369.44999999999993 +08.05.2018 00:00:00.000,1.19331,1.19353,1.19310,1.19330,659.85 +08.05.2018 00:05:00.000,1.19331,1.19343,1.19315,1.19317,621.0799999999999 +08.05.2018 00:10:00.000,1.19316,1.19356,1.19316,1.19356,387.98 +08.05.2018 00:15:00.000,1.19356,1.19387,1.19344,1.19367,556.06 +08.05.2018 00:20:00.000,1.19366,1.19367,1.19321,1.19330,554.3 +08.05.2018 00:25:00.000,1.19331,1.19359,1.19330,1.19350,441.26 +08.05.2018 00:30:00.000,1.19351,1.19351,1.19300,1.19306,573.13 +08.05.2018 00:35:00.000,1.19306,1.19315,1.19271,1.19273,406.79 +08.05.2018 00:40:00.000,1.19273,1.19287,1.19260,1.19287,771.16 +08.05.2018 00:45:00.000,1.19286,1.19317,1.19273,1.19313,507.88 +08.05.2018 00:50:00.000,1.19313,1.19363,1.19306,1.19346,520.84 +08.05.2018 00:55:00.000,1.19347,1.19362,1.19337,1.19360,546.9499999999999 +08.05.2018 01:00:00.000,1.19361,1.19362,1.19341,1.19341,490.2 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02:15:00.000,1.19167,1.19208,1.19167,1.19207,518.99 +08.05.2018 02:20:00.000,1.19207,1.19219,1.19200,1.19217,413.48 +08.05.2018 02:25:00.000,1.19217,1.19252,1.19211,1.19244,503.83 +08.05.2018 02:30:00.000,1.19244,1.19244,1.19213,1.19229,395.61 +08.05.2018 02:35:00.000,1.19229,1.19235,1.19208,1.19213,173.53000000000003 +08.05.2018 02:40:00.000,1.19213,1.19235,1.19213,1.19233,349.74 +08.05.2018 02:45:00.000,1.19233,1.19250,1.19222,1.19243,340.79 +08.05.2018 02:50:00.000,1.19244,1.19259,1.19241,1.19258,394.62 +08.05.2018 02:55:00.000,1.19259,1.19259,1.19246,1.19249,385.21999999999997 +08.05.2018 03:00:00.000,1.19248,1.19249,1.19201,1.19233,582.1800000000001 +08.05.2018 03:05:00.000,1.19236,1.19259,1.19228,1.19259,293.59 +08.05.2018 03:10:00.000,1.19259,1.19259,1.19229,1.19253,404.90000000000003 +08.05.2018 03:15:00.000,1.19252,1.19256,1.19242,1.19247,414.57 +08.05.2018 03:20:00.000,1.19247,1.19252,1.19212,1.19217,499.48999999999995 +08.05.2018 03:25:00.000,1.19217,1.19217,1.19204,1.19216,542.88 +08.05.2018 03:30:00.000,1.19215,1.19217,1.19191,1.19198,504.17999999999995 +08.05.2018 03:35:00.000,1.19198,1.19207,1.19191,1.19201,384.65000000000003 +08.05.2018 03:40:00.000,1.19201,1.19207,1.19187,1.19197,290.06999999999994 +08.05.2018 03:45:00.000,1.19198,1.19215,1.19198,1.19215,371 +08.05.2018 03:50:00.000,1.19214,1.19217,1.19162,1.19172,478.91999999999996 +08.05.2018 03:55:00.000,1.19171,1.19173,1.19131,1.19153,672.89 +08.05.2018 04:00:00.000,1.19153,1.19153,1.19091,1.19106,877.79 +08.05.2018 04:05:00.000,1.19104,1.19132,1.19096,1.19119,554.07 +08.05.2018 04:10:00.000,1.19120,1.19128,1.19086,1.19124,551.34 +08.05.2018 04:15:00.000,1.19124,1.19137,1.19124,1.19132,407.97 +08.05.2018 04:20:00.000,1.19131,1.19132,1.19090,1.19115,428.24 +08.05.2018 04:25:00.000,1.19116,1.19126,1.19098,1.19109,399.41999999999996 +08.05.2018 04:30:00.000,1.19108,1.19118,1.19107,1.19113,345.43999999999994 +08.05.2018 04:35:00.000,1.19113,1.19136,1.19104,1.19126,559.26 +08.05.2018 04:40:00.000,1.19126,1.19138,1.19125,1.19137,297.66999999999996 +08.05.2018 04:45:00.000,1.19137,1.19141,1.19119,1.19127,259.68 +08.05.2018 04:50:00.000,1.19127,1.19155,1.19126,1.19139,256.83 +08.05.2018 04:55:00.000,1.19139,1.19141,1.19124,1.19127,320.28999999999996 +08.05.2018 05:00:00.000,1.19127,1.19138,1.19114,1.19130,288.86 +08.05.2018 05:05:00.000,1.19128,1.19131,1.19108,1.19126,484.34999999999997 +08.05.2018 05:10:00.000,1.19125,1.19125,1.19105,1.19106,236.81 +08.05.2018 05:15:00.000,1.19105,1.19121,1.19105,1.19113,254.42 +08.05.2018 05:20:00.000,1.19112,1.19118,1.19104,1.19111,264.8 +08.05.2018 05:25:00.000,1.19110,1.19111,1.19096,1.19106,186.59 +08.05.2018 05:30:00.000,1.19106,1.19139,1.19106,1.19132,378.95 +08.05.2018 05:35:00.000,1.19132,1.19160,1.19126,1.19152,370.49999999999994 +08.05.2018 05:40:00.000,1.19152,1.19171,1.19147,1.19171,348.22 +08.05.2018 05:45:00.000,1.19170,1.19170,1.19147,1.19157,301.48 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07:00:00.000,1.19177,1.19255,1.19177,1.19232,1281.37 +08.05.2018 07:05:00.000,1.19232,1.19236,1.19133,1.19150,1325.52 +08.05.2018 07:10:00.000,1.19151,1.19220,1.19151,1.19216,1003.7900000000001 +08.05.2018 07:15:00.000,1.19214,1.19285,1.19179,1.19252,1233.04 +08.05.2018 07:20:00.000,1.19253,1.19263,1.19206,1.19232,1049.19 +08.05.2018 07:25:00.000,1.19230,1.19230,1.19111,1.19113,1297.3000000000002 +08.05.2018 07:30:00.000,1.19115,1.19135,1.19056,1.19106,1680.0500000000002 +08.05.2018 07:35:00.000,1.19102,1.19111,1.19048,1.19086,1557.14 +08.05.2018 07:40:00.000,1.19086,1.19184,1.19063,1.19121,1400.8100000000002 +08.05.2018 07:45:00.000,1.19123,1.19176,1.19122,1.19162,1143.35 +08.05.2018 07:50:00.000,1.19162,1.19202,1.19146,1.19179,908.27 +08.05.2018 07:55:00.000,1.19178,1.19184,1.19130,1.19169,952.72 +08.05.2018 08:00:00.000,1.19169,1.19169,1.19059,1.19088,1335.24 +08.05.2018 08:05:00.000,1.19087,1.19101,1.19059,1.19090,871.92 +08.05.2018 08:10:00.000,1.19091,1.19137,1.19032,1.19034,889.19 +08.05.2018 08:15:00.000,1.19034,1.19081,1.19034,1.19058,1112.38 +08.05.2018 08:20:00.000,1.19058,1.19074,1.18999,1.19014,1242.25 +08.05.2018 08:25:00.000,1.19010,1.19014,1.18883,1.18942,1797.1599999999999 +08.05.2018 08:30:00.000,1.18940,1.18943,1.18844,1.18866,1449.87 +08.05.2018 08:35:00.000,1.18867,1.18908,1.18831,1.18901,1302.07 +08.05.2018 08:40:00.000,1.18901,1.18919,1.18862,1.18879,923.4300000000001 +08.05.2018 08:45:00.000,1.18877,1.18890,1.18828,1.18861,1067.91 +08.05.2018 08:50:00.000,1.18861,1.18909,1.18849,1.18900,820.79 +08.05.2018 08:55:00.000,1.18901,1.18906,1.18866,1.18882,1007.17 +08.05.2018 09:00:00.000,1.18883,1.18902,1.18830,1.18894,953.4200000000001 +08.05.2018 09:05:00.000,1.18895,1.18936,1.18886,1.18936,849.7800000000001 +08.05.2018 09:10:00.000,1.18936,1.18946,1.18897,1.18935,1070.32 +08.05.2018 09:15:00.000,1.18936,1.18956,1.18922,1.18938,820.36 +08.05.2018 09:20:00.000,1.18939,1.18940,1.18888,1.18894,611.28 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10:35:00.000,1.18721,1.18745,1.18718,1.18738,889.9799999999999 +08.05.2018 10:40:00.000,1.18739,1.18775,1.18725,1.18748,1083.01 +08.05.2018 10:45:00.000,1.18748,1.18775,1.18731,1.18756,920.7199999999999 +08.05.2018 10:50:00.000,1.18758,1.18776,1.18704,1.18776,857.24 +08.05.2018 10:55:00.000,1.18776,1.18804,1.18768,1.18788,1271.5900000000001 +08.05.2018 11:00:00.000,1.18788,1.18788,1.18730,1.18776,1110.04 +08.05.2018 11:05:00.000,1.18778,1.18780,1.18730,1.18746,868.52 +08.05.2018 11:10:00.000,1.18745,1.18750,1.18641,1.18652,1057.38 +08.05.2018 11:15:00.000,1.18653,1.18675,1.18617,1.18645,1423.3600000000001 +08.05.2018 11:20:00.000,1.18648,1.18688,1.18642,1.18672,989.4 +08.05.2018 11:25:00.000,1.18673,1.18684,1.18646,1.18660,816.69 +08.05.2018 11:30:00.000,1.18660,1.18674,1.18650,1.18666,1067.91 +08.05.2018 11:35:00.000,1.18667,1.18707,1.18661,1.18698,896.0799999999999 +08.05.2018 11:40:00.000,1.18697,1.18723,1.18692,1.18708,875.53 +08.05.2018 11:45:00.000,1.18706,1.18725,1.18697,1.18709,958.35 +08.05.2018 11:50:00.000,1.18709,1.18730,1.18697,1.18729,667.1299999999999 +08.05.2018 11:55:00.000,1.18729,1.18732,1.18697,1.18719,1133.23 +08.05.2018 12:00:00.000,1.18719,1.18727,1.18697,1.18706,1267.3799999999999 +08.05.2018 12:05:00.000,1.18706,1.18710,1.18639,1.18650,1536.8600000000001 +08.05.2018 12:10:00.000,1.18648,1.18707,1.18648,1.18702,996.1 +08.05.2018 12:15:00.000,1.18700,1.18700,1.18670,1.18681,716.35 +08.05.2018 12:20:00.000,1.18681,1.18721,1.18662,1.18721,1320.08 +08.05.2018 12:25:00.000,1.18721,1.18732,1.18698,1.18732,1126.47 +08.05.2018 12:30:00.000,1.18732,1.18741,1.18723,1.18730,927.5999999999999 +08.05.2018 12:35:00.000,1.18730,1.18743,1.18710,1.18735,1013.25 +08.05.2018 12:40:00.000,1.18733,1.18739,1.18689,1.18690,962.4 +08.05.2018 12:45:00.000,1.18690,1.18715,1.18684,1.18697,771.81 +08.05.2018 12:50:00.000,1.18697,1.18697,1.18635,1.18653,1577.5899999999997 +08.05.2018 12:55:00.000,1.18653,1.18684,1.18629,1.18651,1246.4 +08.05.2018 13:00:00.000,1.18650,1.18664,1.18560,1.18563,1526.12 +08.05.2018 13:05:00.000,1.18564,1.18581,1.18515,1.18545,1495.83 +08.05.2018 13:10:00.000,1.18546,1.18592,1.18539,1.18564,1462.3 +08.05.2018 13:15:00.000,1.18564,1.18633,1.18564,1.18604,1321.0100000000002 +08.05.2018 13:20:00.000,1.18604,1.18610,1.18545,1.18555,962.4399999999999 +08.05.2018 13:25:00.000,1.18556,1.18588,1.18539,1.18565,1154.66 +08.05.2018 13:30:00.000,1.18566,1.18587,1.18512,1.18522,1375.17 +08.05.2018 13:35:00.000,1.18520,1.18538,1.18510,1.18533,1122.94 +08.05.2018 13:40:00.000,1.18534,1.18534,1.18380,1.18394,1742.22 +08.05.2018 13:45:00.000,1.18394,1.18462,1.18389,1.18454,1477.45 +08.05.2018 13:50:00.000,1.18455,1.18497,1.18455,1.18485,1397.32 +08.05.2018 13:55:00.000,1.18486,1.18502,1.18463,1.18470,1399.4500000000003 +08.05.2018 14:00:00.000,1.18470,1.18473,1.18405,1.18457,1531.9 +08.05.2018 14:05:00.000,1.18457,1.18478,1.18410,1.18473,1463.15 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15:20:00.000,1.18566,1.18613,1.18565,1.18612,1711.8199999999997 +08.05.2018 15:25:00.000,1.18611,1.18641,1.18607,1.18629,1358.46 +08.05.2018 15:30:00.000,1.18630,1.18635,1.18609,1.18613,1098.97 +08.05.2018 15:35:00.000,1.18615,1.18661,1.18610,1.18621,1366.26 +08.05.2018 15:40:00.000,1.18621,1.18635,1.18569,1.18617,1599.55 +08.05.2018 15:45:00.000,1.18617,1.18638,1.18581,1.18618,1512.99 +08.05.2018 15:50:00.000,1.18619,1.18682,1.18607,1.18653,1061.07 +08.05.2018 15:55:00.000,1.18653,1.18679,1.18623,1.18624,1148.29 +08.05.2018 16:00:00.000,1.18625,1.18689,1.18624,1.18678,1257.19 +08.05.2018 16:05:00.000,1.18677,1.18722,1.18663,1.18718,1177.41 +08.05.2018 16:10:00.000,1.18718,1.18781,1.18709,1.18779,1329.9499999999998 +08.05.2018 16:15:00.000,1.18777,1.18800,1.18710,1.18793,1319.34 +08.05.2018 16:20:00.000,1.18793,1.18845,1.18781,1.18805,1410.0300000000002 +08.05.2018 16:25:00.000,1.18804,1.18855,1.18804,1.18839,1218.29 +08.05.2018 16:30:00.000,1.18839,1.18861,1.18810,1.18850,1273.7900000000002 +08.05.2018 16:35:00.000,1.18853,1.18862,1.18800,1.18844,1160.43 +08.05.2018 16:40:00.000,1.18847,1.18854,1.18798,1.18802,941.01 +08.05.2018 16:45:00.000,1.18803,1.18826,1.18766,1.18769,1313.8200000000002 +08.05.2018 16:50:00.000,1.18769,1.18830,1.18769,1.18809,1432.58 +08.05.2018 16:55:00.000,1.18809,1.18849,1.18776,1.18794,1635.17 +08.05.2018 17:00:00.000,1.18795,1.18797,1.18748,1.18752,1220.5900000000001 +08.05.2018 17:05:00.000,1.18752,1.18762,1.18729,1.18745,931.54 +08.05.2018 17:10:00.000,1.18743,1.18773,1.18734,1.18772,1009.69 +08.05.2018 17:15:00.000,1.18770,1.18772,1.18725,1.18733,858.61 +08.05.2018 17:20:00.000,1.18732,1.18773,1.18730,1.18754,878.9200000000001 +08.05.2018 17:25:00.000,1.18753,1.18810,1.18723,1.18810,1089.83 +08.05.2018 17:30:00.000,1.18810,1.18831,1.18787,1.18788,959.08 +08.05.2018 17:35:00.000,1.18787,1.18793,1.18724,1.18737,843.9100000000001 +08.05.2018 17:40:00.000,1.18737,1.18768,1.18735,1.18752,726.5699999999999 +08.05.2018 17:45:00.000,1.18751,1.18753,1.18711,1.18717,836.51 +08.05.2018 17:50:00.000,1.18717,1.18748,1.18696,1.18696,916.65 +08.05.2018 17:55:00.000,1.18698,1.18716,1.18646,1.18649,1222.05 +08.05.2018 18:00:00.000,1.18649,1.18651,1.18630,1.18642,1283.9 +08.05.2018 18:05:00.000,1.18643,1.18659,1.18632,1.18647,1059.19 +08.05.2018 18:10:00.000,1.18647,1.18761,1.18640,1.18746,1334.4199999999998 +08.05.2018 18:15:00.000,1.18747,1.18835,1.18734,1.18794,1649.22 +08.05.2018 18:20:00.000,1.18794,1.18796,1.18563,1.18640,2368.84 +08.05.2018 18:25:00.000,1.18640,1.18657,1.18565,1.18636,1779 +08.05.2018 18:30:00.000,1.18634,1.18793,1.18627,1.18750,1749.29 +08.05.2018 18:35:00.000,1.18747,1.18793,1.18649,1.18677,1820.9099999999999 +08.05.2018 18:40:00.000,1.18678,1.18794,1.18678,1.18756,1817.53 +08.05.2018 18:45:00.000,1.18760,1.18787,1.18658,1.18666,1633.4999999999998 +08.05.2018 18:50:00.000,1.18667,1.18671,1.18634,1.18652,1163.68 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20:05:00.000,1.18622,1.18637,1.18620,1.18632,265.09 +08.05.2018 20:10:00.000,1.18632,1.18644,1.18631,1.18635,401.18 +08.05.2018 20:15:00.000,1.18637,1.18641,1.18631,1.18640,184.85000000000002 +08.05.2018 20:20:00.000,1.18640,1.18640,1.18638,1.18639,305.39 +08.05.2018 20:25:00.000,1.18638,1.18645,1.18634,1.18642,322.97 +08.05.2018 20:30:00.000,1.18642,1.18664,1.18640,1.18656,465.71 +08.05.2018 20:35:00.000,1.18656,1.18665,1.18651,1.18664,412.65 +08.05.2018 20:40:00.000,1.18662,1.18681,1.18650,1.18660,370.68 +08.05.2018 20:45:00.000,1.18659,1.18665,1.18643,1.18646,232.10999999999999 +08.05.2018 20:50:00.000,1.18647,1.18662,1.18641,1.18659,273.28 +08.05.2018 20:55:00.000,1.18661,1.18661,1.18626,1.18641,430.02000000000004 +08.05.2018 21:00:00.000,1.18638,1.18659,1.18575,1.18622,85.85000000000001 +08.05.2018 21:05:00.000,1.18621,1.18648,1.18585,1.18644,458.29 +08.05.2018 21:10:00.000,1.18644,1.18644,1.18625,1.18628,290.12 +08.05.2018 21:15:00.000,1.18631,1.18646,1.18606,1.18606,226.63 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22:30:00.000,1.18636,1.18647,1.18635,1.18645,99.60000000000001 +08.05.2018 22:35:00.000,1.18645,1.18645,1.18639,1.18642,117.39000000000001 +08.05.2018 22:40:00.000,1.18642,1.18642,1.18627,1.18629,123.36 +08.05.2018 22:45:00.000,1.18629,1.18630,1.18613,1.18618,122.8 +08.05.2018 22:50:00.000,1.18618,1.18624,1.18603,1.18603,114.64 +08.05.2018 22:55:00.000,1.18608,1.18609,1.18595,1.18595,189.79999999999998 +08.05.2018 23:00:00.000,1.18594,1.18620,1.18594,1.18611,226.5 +08.05.2018 23:05:00.000,1.18611,1.18625,1.18610,1.18625,94.06 +08.05.2018 23:10:00.000,1.18625,1.18648,1.18625,1.18641,281.75 +08.05.2018 23:15:00.000,1.18640,1.18647,1.18640,1.18641,203.62 +08.05.2018 23:20:00.000,1.18641,1.18654,1.18640,1.18651,246.8 +08.05.2018 23:25:00.000,1.18652,1.18656,1.18635,1.18650,226.02 +08.05.2018 23:30:00.000,1.18651,1.18656,1.18644,1.18655,134.89 +08.05.2018 23:35:00.000,1.18655,1.18655,1.18650,1.18651,87.37 +08.05.2018 23:40:00.000,1.18651,1.18672,1.18651,1.18671,181.13 +08.05.2018 23:45:00.000,1.18671,1.18672,1.18656,1.18671,242.51000000000002 +08.05.2018 23:50:00.000,1.18672,1.18682,1.18671,1.18674,221.85999999999999 +08.05.2018 23:55:00.000,1.18673,1.18675,1.18669,1.18671,282.13 +09.05.2018 00:00:00.000,1.18673,1.18677,1.18644,1.18670,730.21 +09.05.2018 00:05:00.000,1.18670,1.18681,1.18655,1.18665,487.15999999999997 +09.05.2018 00:10:00.000,1.18665,1.18690,1.18657,1.18678,467.19 +09.05.2018 00:15:00.000,1.18681,1.18697,1.18663,1.18695,479.46 +09.05.2018 00:20:00.000,1.18695,1.18696,1.18680,1.18680,434.93 +09.05.2018 00:25:00.000,1.18676,1.18676,1.18628,1.18646,788.6 +09.05.2018 00:30:00.000,1.18647,1.18647,1.18590,1.18617,749.69 +09.05.2018 00:35:00.000,1.18618,1.18643,1.18618,1.18633,640.36 +09.05.2018 00:40:00.000,1.18634,1.18635,1.18601,1.18608,685.3199999999999 +09.05.2018 00:45:00.000,1.18607,1.18624,1.18576,1.18592,814.33 +09.05.2018 00:50:00.000,1.18592,1.18606,1.18588,1.18600,605.9399999999999 +09.05.2018 00:55:00.000,1.18597,1.18597,1.18534,1.18540,919.9100000000001 +09.05.2018 01:00:00.000,1.18542,1.18549,1.18474,1.18489,1152.62 +09.05.2018 01:05:00.000,1.18490,1.18528,1.18479,1.18526,802.24 +09.05.2018 01:10:00.000,1.18526,1.18533,1.18452,1.18473,1178.46 +09.05.2018 01:15:00.000,1.18473,1.18521,1.18470,1.18505,939.08 +09.05.2018 01:20:00.000,1.18504,1.18504,1.18471,1.18490,822.0799999999999 +09.05.2018 01:25:00.000,1.18490,1.18493,1.18434,1.18442,729.56 +09.05.2018 01:30:00.000,1.18441,1.18505,1.18427,1.18503,810.5 +09.05.2018 01:35:00.000,1.18502,1.18516,1.18490,1.18491,841.4799999999999 +09.05.2018 01:40:00.000,1.18491,1.18496,1.18458,1.18472,757.48 +09.05.2018 01:45:00.000,1.18472,1.18489,1.18461,1.18487,693.77 +09.05.2018 01:50:00.000,1.18487,1.18533,1.18485,1.18521,677.3900000000001 +09.05.2018 01:55:00.000,1.18521,1.18546,1.18507,1.18530,524.03 +09.05.2018 02:00:00.000,1.18530,1.18552,1.18524,1.18528,613.3199999999999 +09.05.2018 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04:40:00.000,1.19168,1.19168,1.19154,1.19154,168.01 +11.05.2018 04:45:00.000,1.19154,1.19154,1.19141,1.19148,220.79 +11.05.2018 04:50:00.000,1.19148,1.19161,1.19144,1.19160,300.61 +11.05.2018 04:55:00.000,1.19160,1.19160,1.19140,1.19143,282.28 +11.05.2018 05:00:00.000,1.19144,1.19162,1.19144,1.19160,327.79 +11.05.2018 05:05:00.000,1.19159,1.19184,1.19156,1.19174,298.9 +11.05.2018 05:10:00.000,1.19175,1.19185,1.19173,1.19178,437.84999999999997 +11.05.2018 05:15:00.000,1.19177,1.19180,1.19153,1.19166,271.71000000000004 +11.05.2018 05:20:00.000,1.19166,1.19174,1.19160,1.19169,263.27 +11.05.2018 05:25:00.000,1.19168,1.19170,1.19150,1.19159,313.54 +11.05.2018 05:30:00.000,1.19160,1.19162,1.19137,1.19141,311.63 +11.05.2018 05:35:00.000,1.19142,1.19146,1.19117,1.19120,375.35 +11.05.2018 05:40:00.000,1.19120,1.19120,1.19066,1.19071,809.3900000000001 +11.05.2018 05:45:00.000,1.19071,1.19079,1.19058,1.19070,570.85 +11.05.2018 05:50:00.000,1.19071,1.19103,1.19065,1.19094,541.02 +11.05.2018 05:55:00.000,1.19094,1.19108,1.19090,1.19101,239.86 +11.05.2018 06:00:00.000,1.19101,1.19125,1.19067,1.19114,1018.4899999999999 +11.05.2018 06:05:00.000,1.19112,1.19182,1.19110,1.19149,1006.1199999999999 +11.05.2018 06:10:00.000,1.19149,1.19149,1.19090,1.19104,926.35 +11.05.2018 06:15:00.000,1.19104,1.19164,1.19066,1.19091,1057.1299999999999 +11.05.2018 06:20:00.000,1.19090,1.19123,1.19043,1.19047,1170.55 +11.05.2018 06:25:00.000,1.19048,1.19086,1.19025,1.19037,1359.6 +11.05.2018 06:30:00.000,1.19039,1.19075,1.19019,1.19039,1411.0700000000002 +11.05.2018 06:35:00.000,1.19039,1.19039,1.18949,1.18976,1242.16 +11.05.2018 06:40:00.000,1.18976,1.18997,1.18949,1.18973,1399.62 +11.05.2018 06:45:00.000,1.18973,1.18994,1.18969,1.18977,940.1199999999999 +11.05.2018 06:50:00.000,1.18977,1.19030,1.18970,1.19019,1180.4299999999998 +11.05.2018 06:55:00.000,1.19019,1.19025,1.18960,1.18973,1478.9899999999998 +11.05.2018 07:00:00.000,1.18972,1.18975,1.18925,1.18933,1529.5500000000002 +11.05.2018 07:05:00.000,1.18930,1.19012,1.18911,1.19012,1239.77 +11.05.2018 07:10:00.000,1.19009,1.19110,1.19009,1.19068,1572.59 +11.05.2018 07:15:00.000,1.19071,1.19123,1.19071,1.19084,1288.71 +11.05.2018 07:20:00.000,1.19083,1.19097,1.19038,1.19094,1113.19 +11.05.2018 07:25:00.000,1.19094,1.19105,1.19040,1.19040,1156.63 +11.05.2018 07:30:00.000,1.19041,1.19050,1.18993,1.19035,1199.59 +11.05.2018 07:35:00.000,1.19033,1.19054,1.19013,1.19039,986.7800000000001 +11.05.2018 07:40:00.000,1.19039,1.19060,1.19015,1.19053,1044.97 +11.05.2018 07:45:00.000,1.19053,1.19070,1.19029,1.19030,968.8000000000001 +11.05.2018 07:50:00.000,1.19030,1.19089,1.19030,1.19082,890.2499999999999 +11.05.2018 07:55:00.000,1.19082,1.19109,1.19065,1.19082,1130.92 +11.05.2018 08:00:00.000,1.19082,1.19173,1.19071,1.19171,1218.42 +11.05.2018 08:05:00.000,1.19171,1.19189,1.19128,1.19165,1222.35 +11.05.2018 08:10:00.000,1.19165,1.19174,1.19139,1.19141,911.19 +11.05.2018 08:15:00.000,1.19140,1.19189,1.19134,1.19170,1035.29 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09:30:00.000,1.19194,1.19329,1.19193,1.19310,1391.38 +11.05.2018 09:35:00.000,1.19310,1.19320,1.19284,1.19309,1638.88 +11.05.2018 09:40:00.000,1.19308,1.19355,1.19296,1.19354,1096.55 +11.05.2018 09:45:00.000,1.19354,1.19361,1.19322,1.19341,1145.6 +11.05.2018 09:50:00.000,1.19342,1.19345,1.19307,1.19317,885.9 +11.05.2018 09:55:00.000,1.19318,1.19372,1.19317,1.19357,873.6400000000001 +11.05.2018 10:00:00.000,1.19357,1.19361,1.19317,1.19319,813.79 +11.05.2018 10:05:00.000,1.19319,1.19354,1.19310,1.19349,666.4200000000001 +11.05.2018 10:10:00.000,1.19349,1.19393,1.19340,1.19377,799.86 +11.05.2018 10:15:00.000,1.19377,1.19377,1.19334,1.19344,988.5200000000001 +11.05.2018 10:20:00.000,1.19346,1.19355,1.19337,1.19348,514.23 +11.05.2018 10:25:00.000,1.19348,1.19411,1.19343,1.19401,822.2900000000001 +11.05.2018 10:30:00.000,1.19401,1.19483,1.19395,1.19475,1231.82 +11.05.2018 10:35:00.000,1.19474,1.19487,1.19452,1.19455,1049.26 +11.05.2018 10:40:00.000,1.19456,1.19474,1.19429,1.19443,1022.74 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03:35:00.000,1.19645,1.19651,1.19644,1.19649,296.76 +14.05.2018 03:40:00.000,1.19649,1.19655,1.19638,1.19654,233.54000000000002 +14.05.2018 03:45:00.000,1.19654,1.19654,1.19633,1.19633,125.21000000000001 +14.05.2018 03:50:00.000,1.19634,1.19634,1.19625,1.19628,147.60999999999999 +14.05.2018 03:55:00.000,1.19629,1.19645,1.19628,1.19645,266.34000000000003 +14.05.2018 04:00:00.000,1.19645,1.19646,1.19621,1.19622,327.63 +14.05.2018 04:05:00.000,1.19622,1.19624,1.19617,1.19617,257.65 +14.05.2018 04:10:00.000,1.19617,1.19620,1.19611,1.19617,326.39 +14.05.2018 04:15:00.000,1.19616,1.19622,1.19613,1.19618,418.11999999999995 +14.05.2018 04:20:00.000,1.19618,1.19619,1.19606,1.19611,308.65999999999997 +14.05.2018 04:25:00.000,1.19611,1.19618,1.19601,1.19611,302.1 +14.05.2018 04:30:00.000,1.19613,1.19613,1.19595,1.19602,352.62 +14.05.2018 04:35:00.000,1.19601,1.19613,1.19601,1.19613,258.28000000000003 +14.05.2018 04:40:00.000,1.19612,1.19613,1.19586,1.19596,482.37 +14.05.2018 04:45:00.000,1.19596,1.19598,1.19572,1.19576,448.35999999999996 +14.05.2018 04:50:00.000,1.19576,1.19587,1.19571,1.19575,401.52000000000004 +14.05.2018 04:55:00.000,1.19575,1.19576,1.19560,1.19563,526.27 +14.05.2018 05:00:00.000,1.19562,1.19585,1.19552,1.19574,508.03 +14.05.2018 05:05:00.000,1.19573,1.19603,1.19573,1.19603,536.26 +14.05.2018 05:10:00.000,1.19603,1.19618,1.19580,1.19582,592.9599999999999 +14.05.2018 05:15:00.000,1.19583,1.19593,1.19548,1.19552,617.07 +14.05.2018 05:20:00.000,1.19551,1.19558,1.19530,1.19558,815.9499999999999 +14.05.2018 05:25:00.000,1.19558,1.19578,1.19558,1.19573,358.14 +14.05.2018 05:30:00.000,1.19572,1.19613,1.19537,1.19611,720.01 +14.05.2018 05:35:00.000,1.19610,1.19627,1.19606,1.19622,584.32 +14.05.2018 05:40:00.000,1.19622,1.19622,1.19601,1.19612,794.01 +14.05.2018 05:45:00.000,1.19611,1.19617,1.19592,1.19596,386.36 +14.05.2018 05:50:00.000,1.19595,1.19630,1.19557,1.19623,838.0100000000001 +14.05.2018 05:55:00.000,1.19622,1.19675,1.19618,1.19671,779.3399999999999 +14.05.2018 06:00:00.000,1.19671,1.19712,1.19627,1.19685,1229.54 +14.05.2018 06:05:00.000,1.19684,1.19732,1.19678,1.19711,1294.3300000000002 +14.05.2018 06:10:00.000,1.19711,1.19744,1.19711,1.19726,1084.22 +14.05.2018 06:15:00.000,1.19727,1.19739,1.19686,1.19693,1684 +14.05.2018 06:20:00.000,1.19694,1.19706,1.19659,1.19665,1269.55 +14.05.2018 06:25:00.000,1.19664,1.19664,1.19600,1.19610,1735.44 +14.05.2018 06:30:00.000,1.19611,1.19619,1.19587,1.19597,1317.54 +14.05.2018 06:35:00.000,1.19597,1.19621,1.19586,1.19590,1359.28 +14.05.2018 06:40:00.000,1.19590,1.19636,1.19589,1.19594,1103.8600000000001 +14.05.2018 06:45:00.000,1.19591,1.19592,1.19534,1.19587,1772.1200000000001 +14.05.2018 06:50:00.000,1.19587,1.19627,1.19552,1.19608,1621.71 +14.05.2018 06:55:00.000,1.19608,1.19608,1.19543,1.19550,1259.72 +14.05.2018 07:00:00.000,1.19550,1.19555,1.19511,1.19543,1859.27 +14.05.2018 07:05:00.000,1.19542,1.19609,1.19536,1.19593,1665.14 +14.05.2018 07:10:00.000,1.19593,1.19698,1.19593,1.19687,1368.3400000000001 +14.05.2018 07:15:00.000,1.19687,1.19711,1.19665,1.19687,1174.37 +14.05.2018 07:20:00.000,1.19688,1.19776,1.19688,1.19774,1318.19 +14.05.2018 07:25:00.000,1.19774,1.19779,1.19722,1.19725,1467.23 +14.05.2018 07:30:00.000,1.19725,1.19730,1.19681,1.19719,1130.29 +14.05.2018 07:35:00.000,1.19718,1.19773,1.19703,1.19760,1022.9300000000001 +14.05.2018 07:40:00.000,1.19760,1.19783,1.19735,1.19762,979.1500000000001 +14.05.2018 07:45:00.000,1.19763,1.19837,1.19758,1.19818,1472.58 +14.05.2018 07:50:00.000,1.19818,1.19838,1.19788,1.19802,1422.3 +14.05.2018 07:55:00.000,1.19802,1.19822,1.19766,1.19789,1262.1000000000001 +14.05.2018 08:00:00.000,1.19789,1.19799,1.19732,1.19757,1194.03 +14.05.2018 08:05:00.000,1.19761,1.19817,1.19747,1.19807,1196.34 +14.05.2018 08:10:00.000,1.19807,1.19835,1.19752,1.19753,1203.19 +14.05.2018 08:15:00.000,1.19753,1.19753,1.19701,1.19701,1344.94 +14.05.2018 08:20:00.000,1.19702,1.19721,1.19692,1.19709,949.01 +14.05.2018 08:25:00.000,1.19709,1.19730,1.19686,1.19721,992.75 +14.05.2018 08:30:00.000,1.19721,1.19750,1.19701,1.19749,746.35 +14.05.2018 08:35:00.000,1.19750,1.19775,1.19731,1.19769,770.06 +14.05.2018 08:40:00.000,1.19771,1.19788,1.19767,1.19786,652.4499999999999 +14.05.2018 08:45:00.000,1.19786,1.19838,1.19786,1.19815,1003.3799999999999 +14.05.2018 08:50:00.000,1.19815,1.19845,1.19796,1.19840,1003.35 +14.05.2018 08:55:00.000,1.19840,1.19859,1.19820,1.19843,921.4 +14.05.2018 09:00:00.000,1.19843,1.19896,1.19829,1.19850,1160.5900000000001 +14.05.2018 09:05:00.000,1.19849,1.19890,1.19839,1.19852,1175.0100000000002 +14.05.2018 09:10:00.000,1.19851,1.19878,1.19826,1.19836,948.38 +14.05.2018 09:15:00.000,1.19837,1.19862,1.19809,1.19841,900.25 +14.05.2018 09:20:00.000,1.19841,1.19854,1.19819,1.19840,927.12 +14.05.2018 09:25:00.000,1.19839,1.19882,1.19833,1.19858,959.8199999999999 +14.05.2018 09:30:00.000,1.19859,1.19870,1.19832,1.19847,1047.1200000000001 +14.05.2018 09:35:00.000,1.19848,1.19899,1.19847,1.19848,955.2099999999999 +14.05.2018 09:40:00.000,1.19843,1.19857,1.19823,1.19842,773.2800000000001 +14.05.2018 09:45:00.000,1.19842,1.19846,1.19765,1.19774,994.4200000000001 +14.05.2018 09:50:00.000,1.19776,1.19786,1.19761,1.19785,911.4 +14.05.2018 09:55:00.000,1.19785,1.19792,1.19765,1.19769,931.36 +14.05.2018 10:00:00.000,1.19769,1.19791,1.19727,1.19751,1090.28 +14.05.2018 10:05:00.000,1.19751,1.19759,1.19725,1.19730,1144.21 +14.05.2018 10:10:00.000,1.19730,1.19794,1.19725,1.19784,987.61 +14.05.2018 10:15:00.000,1.19786,1.19798,1.19773,1.19779,847.79 +14.05.2018 10:20:00.000,1.19779,1.19812,1.19778,1.19795,1027.78 +14.05.2018 10:25:00.000,1.19795,1.19829,1.19786,1.19818,954.8799999999999 +14.05.2018 10:30:00.000,1.19820,1.19832,1.19794,1.19806,864.72 +14.05.2018 10:35:00.000,1.19806,1.19813,1.19775,1.19779,714.8199999999999 +14.05.2018 10:40:00.000,1.19779,1.19808,1.19771,1.19808,687.1 +14.05.2018 10:45:00.000,1.19807,1.19838,1.19807,1.19817,737.3800000000001 +14.05.2018 10:50:00.000,1.19816,1.19833,1.19787,1.19804,1099.88 +14.05.2018 10:55:00.000,1.19805,1.19828,1.19799,1.19817,1194.79 +14.05.2018 11:00:00.000,1.19820,1.19882,1.19799,1.19880,1209.84 +14.05.2018 11:05:00.000,1.19879,1.19897,1.19857,1.19873,1062.55 +14.05.2018 11:10:00.000,1.19873,1.19900,1.19864,1.19865,821.5300000000001 +14.05.2018 11:15:00.000,1.19868,1.19885,1.19842,1.19868,993.13 +14.05.2018 11:20:00.000,1.19869,1.19882,1.19844,1.19844,744.37 +14.05.2018 11:25:00.000,1.19845,1.19855,1.19823,1.19832,862.52 +14.05.2018 11:30:00.000,1.19832,1.19836,1.19805,1.19812,820.95 +14.05.2018 11:35:00.000,1.19812,1.19856,1.19812,1.19855,610 +14.05.2018 11:40:00.000,1.19857,1.19895,1.19855,1.19892,1226.02 +14.05.2018 11:45:00.000,1.19891,1.19897,1.19866,1.19866,1165.3200000000002 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13:00:00.000,1.19847,1.19890,1.19791,1.19880,1518.19 +14.05.2018 13:05:00.000,1.19881,1.19910,1.19870,1.19877,1259.3 +14.05.2018 13:10:00.000,1.19877,1.19915,1.19874,1.19887,1311.29 +14.05.2018 13:15:00.000,1.19887,1.19919,1.19883,1.19912,1329.96 +14.05.2018 13:20:00.000,1.19911,1.19949,1.19904,1.19942,1299.86 +14.05.2018 13:25:00.000,1.19946,1.19959,1.19935,1.19945,1232.0600000000002 +14.05.2018 13:30:00.000,1.19947,1.19947,1.19906,1.19914,1289.92 +14.05.2018 13:35:00.000,1.19912,1.19929,1.19889,1.19920,1171.76 +14.05.2018 13:40:00.000,1.19923,1.19949,1.19895,1.19923,1181.17 +14.05.2018 13:45:00.000,1.19924,1.19939,1.19909,1.19924,1283.03 +14.05.2018 13:50:00.000,1.19926,1.19957,1.19924,1.19947,1228.85 +14.05.2018 13:55:00.000,1.19947,1.19956,1.19927,1.19933,1171.7 +14.05.2018 14:00:00.000,1.19934,1.19934,1.19808,1.19811,1766.73 +14.05.2018 14:05:00.000,1.19812,1.19839,1.19783,1.19784,1562.6999999999998 +14.05.2018 14:10:00.000,1.19783,1.19844,1.19780,1.19817,1451.14 +14.05.2018 14:15:00.000,1.19817,1.19835,1.19726,1.19726,1633.6599999999999 +14.05.2018 14:20:00.000,1.19724,1.19746,1.19689,1.19715,1541.73 +14.05.2018 14:25:00.000,1.19714,1.19729,1.19674,1.19674,1160.53 +14.05.2018 14:30:00.000,1.19676,1.19717,1.19676,1.19689,1177.42 +14.05.2018 14:35:00.000,1.19690,1.19704,1.19653,1.19699,1414.9099999999999 +14.05.2018 14:40:00.000,1.19700,1.19726,1.19683,1.19683,1089.41 +14.05.2018 14:45:00.000,1.19684,1.19689,1.19625,1.19627,1178.9 +14.05.2018 14:50:00.000,1.19627,1.19666,1.19620,1.19644,2155.5 +14.05.2018 14:55:00.000,1.19645,1.19690,1.19638,1.19684,1668.1 +14.05.2018 15:00:00.000,1.19682,1.19695,1.19649,1.19663,2105.7599999999998 +14.05.2018 15:05:00.000,1.19664,1.19702,1.19656,1.19696,1099.91 +14.05.2018 15:10:00.000,1.19697,1.19704,1.19661,1.19661,1078.48 +14.05.2018 15:15:00.000,1.19661,1.19670,1.19624,1.19662,1396.1200000000001 +14.05.2018 15:20:00.000,1.19662,1.19674,1.19625,1.19671,1287.1999999999998 +14.05.2018 15:25:00.000,1.19671,1.19706,1.19654,1.19684,1111.58 +14.05.2018 15:30:00.000,1.19684,1.19749,1.19669,1.19746,1261.98 +14.05.2018 15:35:00.000,1.19746,1.19749,1.19715,1.19734,1114.81 +14.05.2018 15:40:00.000,1.19735,1.19771,1.19714,1.19761,1307.8600000000001 +14.05.2018 15:45:00.000,1.19762,1.19767,1.19723,1.19728,1021.11 +14.05.2018 15:50:00.000,1.19729,1.19758,1.19727,1.19748,1029.81 +14.05.2018 15:55:00.000,1.19748,1.19775,1.19739,1.19750,1185.98 +14.05.2018 16:00:00.000,1.19752,1.19765,1.19723,1.19736,1553.08 +14.05.2018 16:05:00.000,1.19736,1.19774,1.19733,1.19743,1145.47 +14.05.2018 16:10:00.000,1.19740,1.19758,1.19730,1.19740,738.03 +14.05.2018 16:15:00.000,1.19740,1.19772,1.19737,1.19764,1035.84 +14.05.2018 16:20:00.000,1.19763,1.19769,1.19746,1.19755,832.1400000000001 +14.05.2018 16:25:00.000,1.19756,1.19757,1.19730,1.19740,859.57 +14.05.2018 16:30:00.000,1.19740,1.19769,1.19729,1.19751,1207.84 +14.05.2018 16:35:00.000,1.19751,1.19753,1.19726,1.19726,800.3399999999999 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05:50:00.000,1.19174,1.19218,1.19173,1.19198,587.36 +15.05.2018 05:55:00.000,1.19197,1.19221,1.19193,1.19202,656.27 +15.05.2018 06:00:00.000,1.19200,1.19209,1.19102,1.19158,1247.8899999999999 +15.05.2018 06:05:00.000,1.19157,1.19192,1.19148,1.19162,976.61 +15.05.2018 06:10:00.000,1.19162,1.19170,1.19123,1.19137,1337.23 +15.05.2018 06:15:00.000,1.19137,1.19195,1.19132,1.19180,1014.19 +15.05.2018 06:20:00.000,1.19181,1.19235,1.19179,1.19229,1027 +15.05.2018 06:25:00.000,1.19229,1.19257,1.19199,1.19213,1343.48 +15.05.2018 06:30:00.000,1.19216,1.19235,1.19179,1.19202,1261.81 +15.05.2018 06:35:00.000,1.19201,1.19290,1.19190,1.19280,1239.84 +15.05.2018 06:40:00.000,1.19279,1.19285,1.19235,1.19240,937.73 +15.05.2018 06:45:00.000,1.19239,1.19260,1.19226,1.19239,1086.12 +15.05.2018 06:50:00.000,1.19239,1.19267,1.19235,1.19251,925.8 +15.05.2018 06:55:00.000,1.19252,1.19319,1.19247,1.19314,1131.27 +15.05.2018 07:00:00.000,1.19314,1.19359,1.19288,1.19345,1638.39 +15.05.2018 07:05:00.000,1.19345,1.19370,1.19318,1.19319,1386.04 +15.05.2018 07:10:00.000,1.19320,1.19331,1.19269,1.19276,1148.21 +15.05.2018 07:15:00.000,1.19276,1.19342,1.19265,1.19308,1287.71 +15.05.2018 07:20:00.000,1.19309,1.19324,1.19281,1.19282,961.9100000000001 +15.05.2018 07:25:00.000,1.19282,1.19337,1.19275,1.19327,1024.26 +15.05.2018 07:30:00.000,1.19326,1.19370,1.19308,1.19357,1094.41 +15.05.2018 07:35:00.000,1.19356,1.19370,1.19340,1.19348,6467.779999999999 +15.05.2018 07:40:00.000,1.19347,1.19356,1.19290,1.19291,1001.88 +15.05.2018 07:45:00.000,1.19290,1.19290,1.19243,1.19256,936.46 +15.05.2018 07:50:00.000,1.19257,1.19288,1.19246,1.19270,915.8900000000001 +15.05.2018 07:55:00.000,1.19270,1.19277,1.19228,1.19229,976.95 +15.05.2018 08:00:00.000,1.19229,1.19258,1.19207,1.19221,1220.1399999999999 +15.05.2018 08:05:00.000,1.19221,1.19286,1.19218,1.19256,1003.8699999999999 +15.05.2018 08:10:00.000,1.19261,1.19285,1.19260,1.19263,731.5799999999999 +15.05.2018 08:15:00.000,1.19266,1.19272,1.19217,1.19218,774.55 +15.05.2018 08:20:00.000,1.19218,1.19239,1.19206,1.19235,1044.85 +15.05.2018 08:25:00.000,1.19233,1.19255,1.19220,1.19245,628.1 +15.05.2018 08:30:00.000,1.19242,1.19263,1.19175,1.19185,1216.96 +15.05.2018 08:35:00.000,1.19185,1.19233,1.19178,1.19233,881.47 +15.05.2018 08:40:00.000,1.19237,1.19238,1.19189,1.19190,888.1400000000001 +15.05.2018 08:45:00.000,1.19191,1.19194,1.19161,1.19166,873.51 +15.05.2018 08:50:00.000,1.19165,1.19190,1.19146,1.19157,1157.64 +15.05.2018 08:55:00.000,1.19157,1.19199,1.19152,1.19184,650.77 +15.05.2018 09:00:00.000,1.19185,1.19233,1.19161,1.19222,1374.77 +15.05.2018 09:05:00.000,1.19220,1.19252,1.19217,1.19247,1038.38 +15.05.2018 09:10:00.000,1.19246,1.19277,1.19241,1.19241,1269.61 +15.05.2018 09:15:00.000,1.19241,1.19250,1.19216,1.19247,1108.27 +15.05.2018 09:20:00.000,1.19246,1.19268,1.19232,1.19266,929.57 +15.05.2018 09:25:00.000,1.19266,1.19272,1.19239,1.19268,660.21 +15.05.2018 09:30:00.000,1.19269,1.19292,1.19262,1.19285,764.26 +15.05.2018 09:35:00.000,1.19285,1.19290,1.19259,1.19278,944.5100000000001 +15.05.2018 09:40:00.000,1.19278,1.19291,1.19260,1.19279,758.2900000000001 +15.05.2018 09:45:00.000,1.19279,1.19293,1.19264,1.19267,652.03 +15.05.2018 09:50:00.000,1.19269,1.19282,1.19255,1.19257,858.9100000000001 +15.05.2018 09:55:00.000,1.19258,1.19273,1.19246,1.19266,712.6600000000001 +15.05.2018 10:00:00.000,1.19266,1.19277,1.19240,1.19240,882.41 +15.05.2018 10:05:00.000,1.19241,1.19250,1.19203,1.19242,903.22 +15.05.2018 10:10:00.000,1.19241,1.19255,1.19233,1.19233,563.24 +15.05.2018 10:15:00.000,1.19232,1.19232,1.19177,1.19188,1020.6700000000001 +15.05.2018 10:20:00.000,1.19187,1.19221,1.19187,1.19211,749.8900000000001 +15.05.2018 10:25:00.000,1.19212,1.19248,1.19212,1.19243,636.23 +15.05.2018 10:30:00.000,1.19243,1.19243,1.19194,1.19207,700.3000000000001 +15.05.2018 10:35:00.000,1.19206,1.19210,1.19185,1.19197,752.6800000000001 +15.05.2018 10:40:00.000,1.19195,1.19228,1.19180,1.19192,809.3600000000001 +15.05.2018 10:45:00.000,1.19190,1.19214,1.19180,1.19208,701.45 +15.05.2018 10:50:00.000,1.19208,1.19209,1.19180,1.19187,695.81 +15.05.2018 10:55:00.000,1.19188,1.19199,1.19178,1.19179,959.4599999999999 +15.05.2018 11:00:00.000,1.19179,1.19182,1.19128,1.19137,1154.26 +15.05.2018 11:05:00.000,1.19136,1.19163,1.19000,1.19020,1205.58 +15.05.2018 11:10:00.000,1.19019,1.19019,1.18930,1.18974,1749.47 +15.05.2018 11:15:00.000,1.18974,1.18975,1.18930,1.18932,1160.3 +15.05.2018 11:20:00.000,1.18932,1.18944,1.18858,1.18881,1356.52 +15.05.2018 11:25:00.000,1.18883,1.18905,1.18820,1.18853,1537.0300000000002 +15.05.2018 11:30:00.000,1.18852,1.18907,1.18837,1.18895,1219.0900000000001 +15.05.2018 11:35:00.000,1.18895,1.18897,1.18787,1.18818,1240.74 +15.05.2018 11:40:00.000,1.18817,1.18825,1.18770,1.18776,1628.5499999999997 +15.05.2018 11:45:00.000,1.18775,1.18828,1.18774,1.18803,1495.68 +15.05.2018 11:50:00.000,1.18805,1.18852,1.18794,1.18851,1190.46 +15.05.2018 11:55:00.000,1.18849,1.18865,1.18763,1.18785,1342.21 +15.05.2018 12:00:00.000,1.18784,1.18799,1.18740,1.18776,1396.6299999999999 +15.05.2018 12:05:00.000,1.18777,1.18802,1.18770,1.18789,1052.41 +15.05.2018 12:10:00.000,1.18788,1.18834,1.18761,1.18830,1476.56 +15.05.2018 12:15:00.000,1.18831,1.18855,1.18810,1.18845,1389.46 +15.05.2018 12:20:00.000,1.18844,1.18890,1.18817,1.18849,1539.43 +15.05.2018 12:25:00.000,1.18847,1.18897,1.18839,1.18844,1124.83 +15.05.2018 12:30:00.000,1.18844,1.18901,1.18672,1.18682,2355.2 +15.05.2018 12:35:00.000,1.18685,1.18696,1.18531,1.18554,2074.41 +15.05.2018 12:40:00.000,1.18556,1.18597,1.18523,1.18552,2113.92 +15.05.2018 12:45:00.000,1.18552,1.18574,1.18499,1.18508,1899.87 +15.05.2018 12:50:00.000,1.18508,1.18534,1.18472,1.18494,1964.2899999999997 +15.05.2018 12:55:00.000,1.18492,1.18531,1.18469,1.18469,1680.6899999999998 +15.05.2018 13:00:00.000,1.18470,1.18491,1.18427,1.18434,1509.43 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14:15:00.000,1.18470,1.18489,1.18438,1.18476,1437.5500000000002 +15.05.2018 14:20:00.000,1.18476,1.18491,1.18452,1.18489,1495.49 +15.05.2018 14:25:00.000,1.18488,1.18506,1.18429,1.18487,1641.3700000000001 +15.05.2018 14:30:00.000,1.18486,1.18497,1.18460,1.18496,1311.83 +15.05.2018 14:35:00.000,1.18496,1.18529,1.18442,1.18455,1585.42 +15.05.2018 14:40:00.000,1.18454,1.18549,1.18423,1.18549,1658.73 +15.05.2018 14:45:00.000,1.18551,1.18590,1.18516,1.18578,1654.3999999999999 +15.05.2018 14:50:00.000,1.18578,1.18638,1.18572,1.18608,1684.49 +15.05.2018 14:55:00.000,1.18607,1.18664,1.18600,1.18609,2169.3199999999997 +15.05.2018 15:00:00.000,1.18612,1.18625,1.18543,1.18559,1622.97 +15.05.2018 15:05:00.000,1.18560,1.18599,1.18560,1.18579,1311.78 +15.05.2018 15:10:00.000,1.18578,1.18588,1.18536,1.18562,1455.4299999999998 +15.05.2018 15:15:00.000,1.18561,1.18670,1.18560,1.18652,1684.11 +15.05.2018 15:20:00.000,1.18652,1.18673,1.18606,1.18637,1338.3600000000001 +15.05.2018 15:25:00.000,1.18637,1.18667,1.18637,1.18656,1566.92 +15.05.2018 15:30:00.000,1.18657,1.18673,1.18632,1.18664,1254.1100000000001 +15.05.2018 15:35:00.000,1.18665,1.18701,1.18659,1.18682,1309.5200000000002 +15.05.2018 15:40:00.000,1.18685,1.18689,1.18625,1.18636,1396.6000000000001 +15.05.2018 15:45:00.000,1.18636,1.18639,1.18606,1.18628,1191.95 +15.05.2018 15:50:00.000,1.18628,1.18671,1.18628,1.18643,1268.1399999999999 +15.05.2018 15:55:00.000,1.18643,1.18652,1.18620,1.18636,1166.98 +15.05.2018 16:00:00.000,1.18636,1.18652,1.18602,1.18618,1239.97 +15.05.2018 16:05:00.000,1.18618,1.18634,1.18540,1.18557,1444.03 +15.05.2018 16:10:00.000,1.18558,1.18569,1.18532,1.18550,1374.92 +15.05.2018 16:15:00.000,1.18550,1.18621,1.18540,1.18609,1379.2800000000002 +15.05.2018 16:20:00.000,1.18608,1.18642,1.18603,1.18625,1153.1299999999999 +15.05.2018 16:25:00.000,1.18626,1.18740,1.18625,1.18738,1303.47 +15.05.2018 16:30:00.000,1.18737,1.18739,1.18710,1.18725,1382.1799999999998 +15.05.2018 16:35:00.000,1.18723,1.18752,1.18701,1.18751,969.5200000000001 +15.05.2018 16:40:00.000,1.18752,1.18754,1.18698,1.18704,950.78 +15.05.2018 16:45:00.000,1.18703,1.18714,1.18684,1.18689,1112.23 +15.05.2018 16:50:00.000,1.18689,1.18738,1.18689,1.18714,1185.07 +15.05.2018 16:55:00.000,1.18713,1.18734,1.18642,1.18651,1646.02 +15.05.2018 17:00:00.000,1.18654,1.18667,1.18586,1.18608,1285.1000000000001 +15.05.2018 17:05:00.000,1.18606,1.18623,1.18584,1.18585,1171.48 +15.05.2018 17:10:00.000,1.18585,1.18606,1.18547,1.18549,938.48 +15.05.2018 17:15:00.000,1.18551,1.18554,1.18516,1.18516,1169.98 +15.05.2018 17:20:00.000,1.18517,1.18528,1.18493,1.18519,1064.01 +15.05.2018 17:25:00.000,1.18518,1.18571,1.18516,1.18551,1100.77 +15.05.2018 17:30:00.000,1.18551,1.18559,1.18531,1.18535,817.51 +15.05.2018 17:35:00.000,1.18536,1.18560,1.18520,1.18545,906.02 +15.05.2018 17:40:00.000,1.18545,1.18545,1.18516,1.18541,897.44 +15.05.2018 17:45:00.000,1.18539,1.18584,1.18527,1.18578,895.56 +15.05.2018 17:50:00.000,1.18578,1.18597,1.18558,1.18566,694.94 +15.05.2018 17:55:00.000,1.18565,1.18568,1.18496,1.18498,1062.4099999999999 +15.05.2018 18:00:00.000,1.18496,1.18511,1.18434,1.18452,1187.01 +15.05.2018 18:05:00.000,1.18450,1.18478,1.18442,1.18467,1145.1100000000001 +15.05.2018 18:10:00.000,1.18466,1.18483,1.18432,1.18441,971.16 +15.05.2018 18:15:00.000,1.18441,1.18448,1.18366,1.18377,1501.41 +15.05.2018 18:20:00.000,1.18375,1.18390,1.18360,1.18371,1178.96 +15.05.2018 18:25:00.000,1.18372,1.18438,1.18370,1.18438,1712.7 +15.05.2018 18:30:00.000,1.18438,1.18584,1.18436,1.18578,1624.72 +15.05.2018 18:35:00.000,1.18579,1.18608,1.18510,1.18523,1087.77 +15.05.2018 18:40:00.000,1.18521,1.18557,1.18500,1.18540,848.74 +15.05.2018 18:45:00.000,1.18540,1.18552,1.18478,1.18525,1184.74 +15.05.2018 18:50:00.000,1.18526,1.18560,1.18514,1.18527,1046.46 +15.05.2018 18:55:00.000,1.18526,1.18546,1.18466,1.18475,1210.77 +15.05.2018 19:00:00.000,1.18475,1.18532,1.18473,1.18500,1243.8000000000002 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20:15:00.000,1.18435,1.18440,1.18431,1.18431,239.10999999999999 +15.05.2018 20:20:00.000,1.18432,1.18432,1.18421,1.18429,174.37 +15.05.2018 20:25:00.000,1.18426,1.18428,1.18414,1.18416,262.40999999999997 +15.05.2018 20:30:00.000,1.18416,1.18419,1.18410,1.18412,324.24 +15.05.2018 20:35:00.000,1.18411,1.18413,1.18395,1.18406,372.43 +15.05.2018 20:40:00.000,1.18406,1.18419,1.18394,1.18400,328.13 +15.05.2018 20:45:00.000,1.18399,1.18403,1.18382,1.18387,481.71000000000004 +15.05.2018 20:50:00.000,1.18388,1.18393,1.18380,1.18390,371.78000000000003 +15.05.2018 20:55:00.000,1.18393,1.18393,1.18368,1.18376,375.75 +15.05.2018 21:00:00.000,1.18376,1.18410,1.18370,1.18401,109.08000000000001 +15.05.2018 21:05:00.000,1.18404,1.18412,1.18401,1.18407,72.99 +15.05.2018 21:10:00.000,1.18407,1.18426,1.18403,1.18422,251.01000000000002 +15.05.2018 21:15:00.000,1.18423,1.18426,1.18415,1.18415,319.2 +15.05.2018 21:20:00.000,1.18415,1.18415,1.18399,1.18404,153.62 +15.05.2018 21:25:00.000,1.18404,1.18413,1.18402,1.18407,170.7 +15.05.2018 21:30:00.000,1.18410,1.18410,1.18370,1.18395,181.88 +15.05.2018 21:35:00.000,1.18395,1.18415,1.18392,1.18393,473.33 +15.05.2018 21:40:00.000,1.18393,1.18401,1.18382,1.18382,259.32 +15.05.2018 21:45:00.000,1.18382,1.18390,1.18373,1.18378,295.29 +15.05.2018 21:50:00.000,1.18378,1.18394,1.18367,1.18377,444.53999999999996 +15.05.2018 21:55:00.000,1.18378,1.18381,1.18371,1.18376,624.14 +15.05.2018 22:00:00.000,1.18374,1.18385,1.18333,1.18339,509.1 +15.05.2018 22:05:00.000,1.18339,1.18343,1.18304,1.18308,816.61 +15.05.2018 22:10:00.000,1.18309,1.18317,1.18271,1.18278,838.93 +15.05.2018 22:15:00.000,1.18278,1.18287,1.18267,1.18278,570.43 +15.05.2018 22:20:00.000,1.18282,1.18282,1.18257,1.18275,285.25 +15.05.2018 22:25:00.000,1.18275,1.18275,1.18235,1.18260,436.94 +15.05.2018 22:30:00.000,1.18262,1.18285,1.18260,1.18270,333.01 +15.05.2018 22:35:00.000,1.18274,1.18275,1.18235,1.18254,400.74 +15.05.2018 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10:35:00.000,1.17836,1.17867,1.17825,1.17853,1494.15 +16.05.2018 10:40:00.000,1.17853,1.17874,1.17827,1.17845,1186.6 +16.05.2018 10:45:00.000,1.17845,1.17878,1.17815,1.17875,1308.1999999999998 +16.05.2018 10:50:00.000,1.17879,1.17906,1.17863,1.17891,1126.85 +16.05.2018 10:55:00.000,1.17891,1.17933,1.17890,1.17912,1241.4399999999998 +16.05.2018 11:00:00.000,1.17914,1.17914,1.17847,1.17856,1750.23 +16.05.2018 11:05:00.000,1.17856,1.17926,1.17853,1.17908,1442.34 +16.05.2018 11:10:00.000,1.17909,1.17930,1.17886,1.17930,1165.8 +16.05.2018 11:15:00.000,1.17929,1.17931,1.17895,1.17921,1109.17 +16.05.2018 11:20:00.000,1.17923,1.17941,1.17887,1.17939,1136.15 +16.05.2018 11:25:00.000,1.17940,1.17950,1.17813,1.17838,1574.88 +16.05.2018 11:30:00.000,1.17840,1.17860,1.17725,1.17736,1906.13 +16.05.2018 11:35:00.000,1.17736,1.17740,1.17664,1.17691,1941.5800000000002 +16.05.2018 11:40:00.000,1.17691,1.17755,1.17682,1.17755,1637.32 +16.05.2018 11:45:00.000,1.17756,1.17809,1.17751,1.17801,1466.62 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13:00:00.000,1.17666,1.17748,1.17663,1.17730,1923.32 +16.05.2018 13:05:00.000,1.17732,1.17789,1.17705,1.17777,1592.91 +16.05.2018 13:10:00.000,1.17777,1.17808,1.17743,1.17746,1584.3 +16.05.2018 13:15:00.000,1.17749,1.17837,1.17693,1.17832,1706.5600000000002 +16.05.2018 13:20:00.000,1.17831,1.17916,1.17802,1.17908,1840.3200000000002 +16.05.2018 13:25:00.000,1.17908,1.18027,1.17902,1.18013,1901.86 +16.05.2018 13:30:00.000,1.18015,1.18077,1.17996,1.18045,2019.01 +16.05.2018 13:35:00.000,1.18044,1.18046,1.17969,1.17987,1721.1 +16.05.2018 13:40:00.000,1.17986,1.17990,1.17919,1.17945,1723.58 +16.05.2018 13:45:00.000,1.17944,1.17997,1.17913,1.17970,1569.35 +16.05.2018 13:50:00.000,1.17971,1.17999,1.17938,1.17997,1299.65 +16.05.2018 13:55:00.000,1.17996,1.18013,1.17940,1.17982,1590.57 +16.05.2018 14:00:00.000,1.17984,1.18159,1.17937,1.18144,2481.3199999999997 +16.05.2018 14:05:00.000,1.18147,1.18198,1.18110,1.18141,1649.88 +16.05.2018 14:10:00.000,1.18141,1.18141,1.18059,1.18059,1822.6 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15:25:00.000,1.17825,1.17854,1.17788,1.17853,1221.98 +16.05.2018 15:30:00.000,1.17853,1.17876,1.17839,1.17852,1087.36 +16.05.2018 15:35:00.000,1.17852,1.17862,1.17793,1.17795,1151.4099999999999 +16.05.2018 15:40:00.000,1.17795,1.17837,1.17779,1.17813,1353.9 +16.05.2018 15:45:00.000,1.17812,1.17848,1.17801,1.17836,1392.57 +16.05.2018 15:50:00.000,1.17837,1.17882,1.17837,1.17867,1084.88 +16.05.2018 15:55:00.000,1.17869,1.17871,1.17839,1.17861,1217.48 +16.05.2018 16:00:00.000,1.17867,1.17875,1.17813,1.17835,1214.07 +16.05.2018 16:05:00.000,1.17835,1.17884,1.17832,1.17871,1317.63 +16.05.2018 16:10:00.000,1.17871,1.17877,1.17831,1.17833,1137.87 +16.05.2018 16:15:00.000,1.17835,1.17919,1.17831,1.17919,1424.58 +16.05.2018 16:20:00.000,1.17919,1.17957,1.17914,1.17921,1190.56 +16.05.2018 16:25:00.000,1.17922,1.17975,1.17918,1.17975,1240.95 +16.05.2018 16:30:00.000,1.17976,1.18038,1.17963,1.18019,1072.3799999999999 +16.05.2018 16:35:00.000,1.18018,1.18053,1.18017,1.18035,1019.5999999999999 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19:00:00.000,1.18010,1.18020,1.17988,1.17992,1057.1499999999999 +16.05.2018 19:05:00.000,1.17992,1.18019,1.17987,1.18012,684.21 +16.05.2018 19:10:00.000,1.18015,1.18041,1.18011,1.18022,742.3399999999999 +16.05.2018 19:15:00.000,1.18022,1.18037,1.18012,1.18012,710.81 +16.05.2018 19:20:00.000,1.18012,1.18024,1.18007,1.18013,454.71000000000004 +16.05.2018 19:25:00.000,1.18015,1.18022,1.18007,1.18013,450.66 +16.05.2018 19:30:00.000,1.18013,1.18028,1.18007,1.18015,435.8 +16.05.2018 19:35:00.000,1.18014,1.18024,1.18009,1.18009,691.68 +16.05.2018 19:40:00.000,1.18010,1.18019,1.18008,1.18019,392.83000000000004 +16.05.2018 19:45:00.000,1.18018,1.18020,1.18004,1.18008,363 +16.05.2018 19:50:00.000,1.18008,1.18018,1.18007,1.18009,483.9099999999999 +16.05.2018 19:55:00.000,1.18012,1.18029,1.18000,1.18027,885.1600000000001 +16.05.2018 20:00:00.000,1.18026,1.18030,1.18013,1.18028,408.60999999999996 +16.05.2018 20:05:00.000,1.18029,1.18057,1.18027,1.18057,283.92999999999995 +16.05.2018 20:10:00.000,1.18057,1.18077,1.18053,1.18074,542.83 +16.05.2018 20:15:00.000,1.18072,1.18083,1.18071,1.18078,178.20999999999998 +16.05.2018 20:20:00.000,1.18077,1.18091,1.18076,1.18083,295.34 +16.05.2018 20:25:00.000,1.18083,1.18084,1.18075,1.18078,231.11 +16.05.2018 20:30:00.000,1.18077,1.18083,1.18043,1.18077,545.74 +16.05.2018 20:35:00.000,1.18077,1.18084,1.18066,1.18071,432.02 +16.05.2018 20:40:00.000,1.18070,1.18085,1.18068,1.18081,354.13 +16.05.2018 20:45:00.000,1.18080,1.18083,1.18078,1.18082,239.47 +16.05.2018 20:50:00.000,1.18081,1.18082,1.18060,1.18075,528.2700000000001 +16.05.2018 20:55:00.000,1.18074,1.18080,1.18062,1.18068,338.17 +16.05.2018 21:00:00.000,1.18067,1.18089,1.18062,1.18070,75.03 +16.05.2018 21:05:00.000,1.18070,1.18110,1.18049,1.18098,207.15 +16.05.2018 21:10:00.000,1.18095,1.18115,1.18087,1.18115,483.11 +16.05.2018 21:15:00.000,1.18115,1.18118,1.18086,1.18104,302.78000000000003 +16.05.2018 21:20:00.000,1.18104,1.18115,1.18100,1.18114,160.23000000000002 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22:35:00.000,1.18130,1.18142,1.18128,1.18132,310.12 +16.05.2018 22:40:00.000,1.18132,1.18156,1.18132,1.18153,330.74 +16.05.2018 22:45:00.000,1.18153,1.18168,1.18151,1.18152,227.14 +16.05.2018 22:50:00.000,1.18153,1.18165,1.18152,1.18160,223.70999999999998 +16.05.2018 22:55:00.000,1.18161,1.18168,1.18158,1.18158,199.3 +16.05.2018 23:00:00.000,1.18157,1.18157,1.18138,1.18151,217.79 +16.05.2018 23:05:00.000,1.18150,1.18199,1.18135,1.18193,447.65000000000003 +16.05.2018 23:10:00.000,1.18193,1.18193,1.18143,1.18171,370.04999999999995 +16.05.2018 23:15:00.000,1.18171,1.18173,1.18135,1.18136,228.90000000000003 +16.05.2018 23:20:00.000,1.18134,1.18146,1.18130,1.18145,159.89000000000001 +16.05.2018 23:25:00.000,1.18146,1.18146,1.18125,1.18137,188.56000000000003 +16.05.2018 23:30:00.000,1.18137,1.18137,1.18118,1.18118,124.42999999999998 +16.05.2018 23:35:00.000,1.18119,1.18130,1.18109,1.18130,283.75 +16.05.2018 23:40:00.000,1.18132,1.18139,1.18124,1.18131,241.82 +16.05.2018 23:45:00.000,1.18131,1.18141,1.18130,1.18140,133.55 +16.05.2018 23:50:00.000,1.18140,1.18167,1.18140,1.18161,233.20999999999998 +16.05.2018 23:55:00.000,1.18160,1.18166,1.18145,1.18146,238.82 +17.05.2018 00:00:00.000,1.18146,1.18146,1.18091,1.18109,820.56 +17.05.2018 00:05:00.000,1.18108,1.18109,1.18085,1.18097,704.9499999999999 +17.05.2018 00:10:00.000,1.18096,1.18122,1.18087,1.18112,495 +17.05.2018 00:15:00.000,1.18112,1.18135,1.18100,1.18130,380.28999999999996 +17.05.2018 00:20:00.000,1.18130,1.18131,1.18084,1.18095,5364.2602 +17.05.2018 00:25:00.000,1.18094,1.18109,1.18079,1.18090,535.76 +17.05.2018 00:30:00.000,1.18091,1.18104,1.18085,1.18090,570.01 +17.05.2018 00:35:00.000,1.18091,1.18131,1.18069,1.18126,659.04 +17.05.2018 00:40:00.000,1.18127,1.18132,1.18120,1.18125,354.70000000000005 +17.05.2018 00:45:00.000,1.18124,1.18146,1.18120,1.18121,425.59999999999997 +17.05.2018 00:50:00.000,1.18121,1.18138,1.18120,1.18131,509.13 +17.05.2018 00:55:00.000,1.18131,1.18131,1.18109,1.18114,583.89 +17.05.2018 01:00:00.000,1.18114,1.18124,1.18090,1.18120,704.6200000000001 +17.05.2018 01:05:00.000,1.18118,1.18118,1.18079,1.18079,590.9799999999999 +17.05.2018 01:10:00.000,1.18079,1.18105,1.18071,1.18083,585.82 +17.05.2018 01:15:00.000,1.18083,1.18097,1.18079,1.18089,400.76 +17.05.2018 01:20:00.000,1.18090,1.18106,1.18065,1.18106,483.28000000000003 +17.05.2018 01:25:00.000,1.18106,1.18127,1.18104,1.18123,492.68 +17.05.2018 01:30:00.000,1.18124,1.18125,1.18084,1.18103,680.06 +17.05.2018 01:35:00.000,1.18103,1.18103,1.18069,1.18069,491.9799999999999 +17.05.2018 01:40:00.000,1.18070,1.18130,1.18068,1.18121,661.5699999999999 +17.05.2018 01:45:00.000,1.18124,1.18183,1.18124,1.18181,812.76 +17.05.2018 01:50:00.000,1.18181,1.18181,1.18140,1.18151,627.3 +17.05.2018 01:55:00.000,1.18153,1.18155,1.18119,1.18121,622.21 +17.05.2018 02:00:00.000,1.18120,1.18156,1.18119,1.18156,517.15 +17.05.2018 02:05:00.000,1.18156,1.18188,1.18154,1.18186,667.1199999999999 +17.05.2018 02:10:00.000,1.18185,1.18373,1.18181,1.18321,1428.5199999999998 +17.05.2018 02:15:00.000,1.18320,1.18326,1.18271,1.18278,760.11 +17.05.2018 02:20:00.000,1.18280,1.18323,1.18275,1.18302,618.0799999999999 +17.05.2018 02:25:00.000,1.18300,1.18338,1.18285,1.18329,729.9100000000001 +17.05.2018 02:30:00.000,1.18328,1.18346,1.18290,1.18318,785.5699999999999 +17.05.2018 02:35:00.000,1.18320,1.18332,1.18310,1.18324,586.8800000000001 +17.05.2018 02:40:00.000,1.18324,1.18324,1.18285,1.18291,569.03 +17.05.2018 02:45:00.000,1.18291,1.18303,1.18285,1.18297,395.71 +17.05.2018 02:50:00.000,1.18296,1.18311,1.18291,1.18309,497.56 +17.05.2018 02:55:00.000,1.18311,1.18338,1.18301,1.18309,614.29 +17.05.2018 03:00:00.000,1.18309,1.18329,1.18302,1.18306,420.79 +17.05.2018 03:05:00.000,1.18307,1.18313,1.18302,1.18312,395.07000000000005 +17.05.2018 03:10:00.000,1.18312,1.18322,1.18299,1.18299,384.74 +17.05.2018 03:15:00.000,1.18300,1.18305,1.18271,1.18271,582.0899999999999 +17.05.2018 03:20:00.000,1.18273,1.18287,1.18266,1.18278,543.31 +17.05.2018 03:25:00.000,1.18279,1.18298,1.18273,1.18282,520.96 +17.05.2018 03:30:00.000,1.18282,1.18282,1.18267,1.18277,384.46 +17.05.2018 03:35:00.000,1.18277,1.18282,1.18259,1.18272,511.79 +17.05.2018 03:40:00.000,1.18272,1.18280,1.18257,1.18263,411.45000000000005 +17.05.2018 03:45:00.000,1.18263,1.18274,1.18249,1.18268,501.39 +17.05.2018 03:50:00.000,1.18267,1.18267,1.18241,1.18250,335.03000000000003 +17.05.2018 03:55:00.000,1.18250,1.18280,1.18228,1.18280,565.48 +17.05.2018 04:00:00.000,1.18276,1.18276,1.18241,1.18250,485.6400000000001 +17.05.2018 04:05:00.000,1.18250,1.18272,1.18250,1.18259,356.42999999999995 +17.05.2018 04:10:00.000,1.18257,1.18270,1.18252,1.18255,372 +17.05.2018 04:15:00.000,1.18255,1.18265,1.18245,1.18257,378.46000000000004 +17.05.2018 04:20:00.000,1.18258,1.18258,1.18237,1.18241,369.56 +17.05.2018 04:25:00.000,1.18241,1.18254,1.18235,1.18253,382.05 +17.05.2018 04:30:00.000,1.18254,1.18257,1.18247,1.18254,293.25 +17.05.2018 04:35:00.000,1.18253,1.18263,1.18241,1.18241,435.33 +17.05.2018 04:40:00.000,1.18242,1.18242,1.18212,1.18226,579.33 +17.05.2018 04:45:00.000,1.18226,1.18226,1.18206,1.18213,390.33000000000004 +17.05.2018 04:50:00.000,1.18212,1.18225,1.18209,1.18214,366.01 +17.05.2018 04:55:00.000,1.18215,1.18215,1.18175,1.18187,535.28 +17.05.2018 05:00:00.000,1.18188,1.18237,1.18187,1.18226,609.28 +17.05.2018 05:05:00.000,1.18227,1.18252,1.18220,1.18236,502.21 +17.05.2018 05:10:00.000,1.18237,1.18241,1.18220,1.18230,449.90999999999997 +17.05.2018 05:15:00.000,1.18231,1.18231,1.18195,1.18200,647.73 +17.05.2018 05:20:00.000,1.18199,1.18201,1.18175,1.18175,667.51 +17.05.2018 05:25:00.000,1.18176,1.18186,1.18135,1.18186,748.22 +17.05.2018 05:30:00.000,1.18187,1.18207,1.18175,1.18186,596.72 +17.05.2018 05:35:00.000,1.18185,1.18227,1.18184,1.18200,546.16 +17.05.2018 05:40:00.000,1.18201,1.18211,1.18190,1.18202,621.7 +17.05.2018 05:45:00.000,1.18201,1.18225,1.18194,1.18211,775.83 +17.05.2018 05:50:00.000,1.18210,1.18227,1.18172,1.18181,620.5999999999999 +17.05.2018 05:55:00.000,1.18180,1.18351,1.18178,1.18335,1426.8 +17.05.2018 06:00:00.000,1.18326,1.18326,1.18258,1.18270,1313.67 +17.05.2018 06:05:00.000,1.18270,1.18321,1.18187,1.18201,1320.8100000000002 +17.05.2018 06:10:00.000,1.18201,1.18226,1.18128,1.18148,1829.5500000000002 +17.05.2018 06:15:00.000,1.18149,1.18150,1.18063,1.18070,1853.13 +17.05.2018 06:20:00.000,1.18068,1.18072,1.17974,1.17974,2335.89 +17.05.2018 06:25:00.000,1.17975,1.18057,1.17975,1.18051,1721.62 +17.05.2018 06:30:00.000,1.18049,1.18049,1.17934,1.17969,1874.2 +17.05.2018 06:35:00.000,1.17968,1.18118,1.17957,1.18102,1668.0900000000001 +17.05.2018 06:40:00.000,1.18102,1.18115,1.18080,1.18087,1422.25 +17.05.2018 06:45:00.000,1.18090,1.18111,1.18037,1.18043,1316.4699999999998 +17.05.2018 06:50:00.000,1.18043,1.18074,1.18010,1.18010,1235.76 +17.05.2018 06:55:00.000,1.18011,1.18044,1.18000,1.18026,1524.6699999999998 +17.05.2018 07:00:00.000,1.18026,1.18050,1.17992,1.18016,1642.84 +17.05.2018 07:05:00.000,1.18016,1.18030,1.17946,1.18008,1609.92 +17.05.2018 07:10:00.000,1.18009,1.18028,1.17924,1.17997,1759.7800000000002 +17.05.2018 07:15:00.000,1.17997,1.18078,1.17949,1.18045,1684.5 +17.05.2018 07:20:00.000,1.18044,1.18067,1.18021,1.18037,1477.3000000000002 +17.05.2018 07:25:00.000,1.18035,1.18102,1.18015,1.18102,1333.05 +17.05.2018 07:30:00.000,1.18102,1.18104,1.18050,1.18068,1096.01 +17.05.2018 07:35:00.000,1.18068,1.18187,1.18046,1.18186,1387.44 +17.05.2018 07:40:00.000,1.18187,1.18299,1.18175,1.18271,37777.1117 +17.05.2018 07:45:00.000,1.18270,1.18307,1.18220,1.18221,1387.91 +17.05.2018 07:50:00.000,1.18223,1.18229,1.18157,1.18177,1375.2199999999998 +17.05.2018 07:55:00.000,1.18175,1.18241,1.18168,1.18217,1364.83 +17.05.2018 08:00:00.000,1.18218,1.18248,1.18178,1.18188,1276.58 +17.05.2018 08:05:00.000,1.18189,1.18192,1.18128,1.18138,1187.1200000000001 +17.05.2018 08:10:00.000,1.18140,1.18173,1.18132,1.18152,1162.9099999999999 +17.05.2018 08:15:00.000,1.18153,1.18204,1.18147,1.18187,863.9000000000001 +17.05.2018 08:20:00.000,1.18186,1.18186,1.18119,1.18152,1029.1799999999998 +17.05.2018 08:25:00.000,1.18152,1.18174,1.18126,1.18132,836.18 +17.05.2018 08:30:00.000,1.18131,1.18139,1.18107,1.18132,1403.3999999999999 +17.05.2018 08:35:00.000,1.18131,1.18141,1.18076,1.18088,1342.4399999999998 +17.05.2018 08:40:00.000,1.18088,1.18125,1.18077,1.18103,1150.29 +17.05.2018 08:45:00.000,1.18102,1.18145,1.18099,1.18137,1104.42 +17.05.2018 08:50:00.000,1.18138,1.18157,1.18123,1.18129,966.14 +17.05.2018 08:55:00.000,1.18129,1.18153,1.18101,1.18145,935.97 +17.05.2018 09:00:00.000,1.18148,1.18149,1.18117,1.18140,1068.5900000000001 +17.05.2018 09:05:00.000,1.18141,1.18211,1.18120,1.18205,1239.8799999999999 +17.05.2018 09:10:00.000,1.18203,1.18213,1.18186,1.18201,1188.92 +17.05.2018 09:15:00.000,1.18200,1.18246,1.18196,1.18223,1098.23 +17.05.2018 09:20:00.000,1.18224,1.18232,1.18166,1.18184,956.96 +17.05.2018 09:25:00.000,1.18183,1.18183,1.18156,1.18167,766.13 +17.05.2018 09:30:00.000,1.18168,1.18188,1.18141,1.18152,961.3499999999999 +17.05.2018 09:35:00.000,1.18151,1.18159,1.18087,1.18096,1080.9 +17.05.2018 09:40:00.000,1.18096,1.18098,1.17971,1.17992,1451.67 +17.05.2018 09:45:00.000,1.17991,1.18036,1.17991,1.18023,1491.7900000000002 +17.05.2018 09:50:00.000,1.18022,1.18035,1.17991,1.18017,1217.4700000000003 +17.05.2018 09:55:00.000,1.18017,1.18039,1.18016,1.18029,1088.69 +17.05.2018 10:00:00.000,1.18027,1.18063,1.18015,1.18053,983.89 +17.05.2018 10:05:00.000,1.18052,1.18102,1.18031,1.18090,1002.77 +17.05.2018 10:10:00.000,1.18088,1.18095,1.18044,1.18047,818.77 +17.05.2018 10:15:00.000,1.18048,1.18050,1.17890,1.17895,1704.1499999999999 +17.05.2018 10:20:00.000,1.17894,1.17929,1.17831,1.17836,1574.87 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14:00:00.000,1.17907,1.17964,1.17858,1.17954,1313.1399999999999 +17.05.2018 14:05:00.000,1.17954,1.17979,1.17911,1.17914,1233.23 +17.05.2018 14:10:00.000,1.17914,1.17935,1.17892,1.17925,1109.1 +17.05.2018 14:15:00.000,1.17924,1.17980,1.17911,1.17973,1125.96 +17.05.2018 14:20:00.000,1.17975,1.17996,1.17950,1.17991,1164.73 +17.05.2018 14:25:00.000,1.17993,1.18033,1.17980,1.17982,1416.5 +17.05.2018 14:30:00.000,1.17982,1.18025,1.17981,1.17994,1130.9199999999998 +17.05.2018 14:35:00.000,1.17996,1.18029,1.17990,1.18001,1527.88 +17.05.2018 14:40:00.000,1.18002,1.18003,1.17917,1.17932,1430.13 +17.05.2018 14:45:00.000,1.17933,1.17953,1.17882,1.17915,1515.4299999999998 +17.05.2018 14:50:00.000,1.17913,1.18023,1.17909,1.17935,1700.8200000000002 +17.05.2018 14:55:00.000,1.17936,1.17977,1.17899,1.17900,1735.1200000000001 +17.05.2018 15:00:00.000,1.17904,1.17930,1.17858,1.17923,1842.5600000000002 +17.05.2018 15:05:00.000,1.17923,1.17969,1.17900,1.17947,1505.92 +17.05.2018 15:10:00.000,1.17947,1.17959,1.17872,1.17895,1573.12 +17.05.2018 15:15:00.000,1.17894,1.17948,1.17862,1.17922,1579.2600000000002 +17.05.2018 15:20:00.000,1.17924,1.17991,1.17910,1.17983,1439.8000000000002 +17.05.2018 15:25:00.000,1.17983,1.17984,1.17953,1.17971,1266.23 +17.05.2018 15:30:00.000,1.17978,1.17981,1.17914,1.17917,1254.02 +17.05.2018 15:35:00.000,1.17917,1.17949,1.17906,1.17926,1026.44 +17.05.2018 15:40:00.000,1.17926,1.17951,1.17884,1.17889,919.13 +17.05.2018 15:45:00.000,1.17888,1.17913,1.17879,1.17879,1241.84 +17.05.2018 15:50:00.000,1.17879,1.17930,1.17852,1.17929,1287.4299999999998 +17.05.2018 15:55:00.000,1.17929,1.17977,1.17929,1.17969,1310.14 +17.05.2018 16:00:00.000,1.17969,1.18005,1.17962,1.17998,1312.18 +17.05.2018 16:05:00.000,1.17998,1.18018,1.17971,1.17997,1234.72 +17.05.2018 16:10:00.000,1.17997,1.18028,1.17988,1.17992,1310.7399999999998 +17.05.2018 16:15:00.000,1.17992,1.18027,1.17990,1.18020,1013.11 +17.05.2018 16:20:00.000,1.18019,1.18065,1.18015,1.18054,1350.4 +17.05.2018 16:25:00.000,1.18054,1.18075,1.18041,1.18059,889.4100000000001 +17.05.2018 16:30:00.000,1.18058,1.18088,1.18053,1.18056,1121.82 +17.05.2018 16:35:00.000,1.18057,1.18083,1.18045,1.18051,861.08 +17.05.2018 16:40:00.000,1.18052,1.18074,1.18046,1.18073,921.72 +17.05.2018 16:45:00.000,1.18073,1.18080,1.18054,1.18071,819.83 +17.05.2018 16:50:00.000,1.18071,1.18087,1.18064,1.18078,782.62 +17.05.2018 16:55:00.000,1.18078,1.18086,1.18032,1.18044,1342.57 +17.05.2018 17:00:00.000,1.18044,1.18053,1.18015,1.18041,1044.3899999999999 +17.05.2018 17:05:00.000,1.18040,1.18054,1.17999,1.18004,1010.55 +17.05.2018 17:10:00.000,1.18005,1.18043,1.18005,1.18039,974.8399999999999 +17.05.2018 17:15:00.000,1.18039,1.18039,1.17994,1.17995,831.55 +17.05.2018 17:20:00.000,1.17996,1.18018,1.17994,1.18010,836.46 +17.05.2018 17:25:00.000,1.18011,1.18018,1.17984,1.18007,2462.5299999999997 +17.05.2018 17:30:00.000,1.18008,1.18024,1.17999,1.18006,741.71 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18:50:00.000,1.18001,1.18001,1.17989,1.17994,560.58 +17.05.2018 18:55:00.000,1.17993,1.18004,1.17979,1.17980,751.59 +17.05.2018 19:00:00.000,1.17981,1.17993,1.17969,1.17969,620.97 +17.05.2018 19:05:00.000,1.17969,1.17980,1.17968,1.17971,644.59 +17.05.2018 19:10:00.000,1.17971,1.17981,1.17965,1.17979,612.1500000000001 +17.05.2018 19:15:00.000,1.17978,1.17978,1.17964,1.17969,583.25 +17.05.2018 19:20:00.000,1.17969,1.17975,1.17964,1.17970,385.18999999999994 +17.05.2018 19:25:00.000,1.17969,1.17972,1.17961,1.17964,1182.4599999999998 +17.05.2018 19:30:00.000,1.17964,1.17969,1.17950,1.17951,561.82 +17.05.2018 19:35:00.000,1.17951,1.17956,1.17945,1.17950,523.12 +17.05.2018 19:40:00.000,1.17951,1.17952,1.17926,1.17927,617.97 +17.05.2018 19:45:00.000,1.17930,1.17945,1.17927,1.17944,692.7700000000001 +17.05.2018 19:50:00.000,1.17944,1.17956,1.17934,1.17956,708.97 +17.05.2018 19:55:00.000,1.17953,1.17958,1.17944,1.17951,676.62 +17.05.2018 20:00:00.000,1.17952,1.17953,1.17937,1.17940,302.98 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21:15:00.000,1.17957,1.17964,1.17953,1.17954,231.38 +17.05.2018 21:20:00.000,1.17954,1.17954,1.17948,1.17951,208.62 +17.05.2018 21:25:00.000,1.17950,1.17951,1.17949,1.17951,117.57 +17.05.2018 21:30:00.000,1.17956,1.17961,1.17944,1.17953,387.29 +17.05.2018 21:35:00.000,1.17953,1.17956,1.17943,1.17946,288.08000000000004 +17.05.2018 21:40:00.000,1.17946,1.17964,1.17942,1.17964,247.92000000000002 +17.05.2018 21:45:00.000,1.17962,1.17973,1.17941,1.17954,447.54 +17.05.2018 21:50:00.000,1.17953,1.17979,1.17941,1.17969,379.93 +17.05.2018 21:55:00.000,1.17969,1.17977,1.17937,1.17948,358.7099999999999 +17.05.2018 22:00:00.000,1.17949,1.17969,1.17946,1.17965,188.82999999999998 +17.05.2018 22:05:00.000,1.17965,1.17965,1.17954,1.17955,271.48 +17.05.2018 22:10:00.000,1.17956,1.17962,1.17946,1.17959,218.83 +17.05.2018 22:15:00.000,1.17958,1.17961,1.17950,1.17960,156.82 +17.05.2018 22:20:00.000,1.17960,1.17965,1.17950,1.17950,192.44 +17.05.2018 22:25:00.000,1.17951,1.17962,1.17942,1.17962,172.98 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23:40:00.000,1.17916,1.17933,1.17906,1.17932,257.9 +17.05.2018 23:45:00.000,1.17932,1.17938,1.17906,1.17909,396.51 +17.05.2018 23:50:00.000,1.17910,1.17916,1.17901,1.17911,331.35 +17.05.2018 23:55:00.000,1.17910,1.17917,1.17900,1.17900,354.55999999999995 +18.05.2018 00:00:00.000,1.17900,1.17939,1.17891,1.17918,818.1599999999999 +18.05.2018 00:05:00.000,1.17922,1.17980,1.17922,1.17972,663.01 +18.05.2018 00:10:00.000,1.17972,1.17992,1.17960,1.17989,624.4000000000001 +18.05.2018 00:15:00.000,1.17989,1.18005,1.17979,1.17994,452.87 +18.05.2018 00:20:00.000,1.17994,1.17999,1.17975,1.17999,335.94 +18.05.2018 00:25:00.000,1.17999,1.18002,1.17988,1.18001,583.4300000000001 +18.05.2018 00:30:00.000,1.18002,1.18009,1.17982,1.17986,705.8100000000001 +18.05.2018 00:35:00.000,1.17986,1.17998,1.17984,1.17993,413.17 +18.05.2018 00:40:00.000,1.17993,1.17998,1.17987,1.17995,502.98 +18.05.2018 00:45:00.000,1.17993,1.18055,1.17990,1.18048,769.01 +18.05.2018 00:50:00.000,1.18050,1.18064,1.18027,1.18030,816.37 +18.05.2018 00:55:00.000,1.18030,1.18076,1.18030,1.18052,732.1700000000001 +18.05.2018 01:00:00.000,1.18053,1.18060,1.18034,1.18056,540.1 +18.05.2018 01:05:00.000,1.18055,1.18059,1.18041,1.18055,681.48 +18.05.2018 01:10:00.000,1.18055,1.18062,1.18034,1.18034,451.13 +18.05.2018 01:15:00.000,1.18034,1.18047,1.18013,1.18022,623.55 +18.05.2018 01:20:00.000,1.18022,1.18039,1.18017,1.18029,593.6 +18.05.2018 01:25:00.000,1.18029,1.18075,1.18029,1.18068,609.81 +18.05.2018 01:30:00.000,1.18068,1.18068,1.18032,1.18032,444.09999999999997 +18.05.2018 01:35:00.000,1.18034,1.18039,1.18013,1.18037,707.25 +18.05.2018 01:40:00.000,1.18036,1.18041,1.17989,1.17996,863.62 +18.05.2018 01:45:00.000,1.17996,1.18024,1.17995,1.18012,696.4300000000001 +18.05.2018 01:50:00.000,1.18012,1.18022,1.18005,1.18007,511.46999999999997 +18.05.2018 01:55:00.000,1.18007,1.18055,1.18007,1.18022,530.08 +18.05.2018 02:00:00.000,1.18025,1.18046,1.18021,1.18045,340.52 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03:15:00.000,1.18000,1.18010,1.17988,1.17988,413.45 +18.05.2018 03:20:00.000,1.17988,1.18018,1.17988,1.18016,509.7 +18.05.2018 03:25:00.000,1.18017,1.18033,1.18008,1.18029,551.61 +18.05.2018 03:30:00.000,1.18029,1.18030,1.18003,1.18016,356.32 +18.05.2018 03:35:00.000,1.18016,1.18048,1.18008,1.18044,302.57 +18.05.2018 03:40:00.000,1.18043,1.18053,1.18041,1.18046,324.47 +18.05.2018 03:45:00.000,1.18047,1.18057,1.18038,1.18042,600.4499999999999 +18.05.2018 03:50:00.000,1.18043,1.18050,1.18020,1.18027,495.88 +18.05.2018 03:55:00.000,1.18026,1.18045,1.18020,1.18031,410.85 +18.05.2018 04:00:00.000,1.18033,1.18062,1.18032,1.18057,371.18 +18.05.2018 04:05:00.000,1.18057,1.18057,1.18030,1.18033,488.16 +18.05.2018 04:10:00.000,1.18034,1.18034,1.18021,1.18031,206.58000000000004 +18.05.2018 04:15:00.000,1.18035,1.18036,1.18015,1.18031,384.56000000000006 +18.05.2018 04:20:00.000,1.18031,1.18042,1.18019,1.18040,254.53 +18.05.2018 04:25:00.000,1.18040,1.18041,1.18021,1.18031,280.43 +18.05.2018 04:30:00.000,1.18032,1.18032,1.18014,1.18022,389.47999999999996 +18.05.2018 04:35:00.000,1.18022,1.18031,1.18020,1.18021,363.35 +18.05.2018 04:40:00.000,1.18020,1.18026,1.18007,1.18009,477.75 +18.05.2018 04:45:00.000,1.18010,1.18035,1.18007,1.18031,333.96999999999997 +18.05.2018 04:50:00.000,1.18032,1.18034,1.18028,1.18032,170.79000000000002 +18.05.2018 04:55:00.000,1.18033,1.18047,1.18032,1.18047,328.28 +18.05.2018 05:00:00.000,1.18047,1.18052,1.18031,1.18040,318.14 +18.05.2018 05:05:00.000,1.18040,1.18051,1.18038,1.18051,483.17999999999995 +18.05.2018 05:10:00.000,1.18050,1.18050,1.18042,1.18043,164.92000000000002 +18.05.2018 05:15:00.000,1.18043,1.18058,1.18043,1.18058,243.09 +18.05.2018 05:20:00.000,1.18057,1.18081,1.18056,1.18072,459.94000000000005 +18.05.2018 05:25:00.000,1.18071,1.18087,1.18071,1.18078,601.9300000000001 +18.05.2018 05:30:00.000,1.18078,1.18087,1.18061,1.18086,397.18 +18.05.2018 05:35:00.000,1.18088,1.18112,1.18086,1.18108,468.03 +18.05.2018 05:40:00.000,1.18108,1.18108,1.18080,1.18107,612.79 +18.05.2018 05:45:00.000,1.18107,1.18113,1.18062,1.18066,632.73 +18.05.2018 05:50:00.000,1.18066,1.18114,1.18065,1.18110,655.45 +18.05.2018 05:55:00.000,1.18110,1.18137,1.18102,1.18110,617.05 +18.05.2018 06:00:00.000,1.18110,1.18115,1.18075,1.18112,875.85 +18.05.2018 06:05:00.000,1.18112,1.18150,1.18106,1.18138,645.1600000000001 +18.05.2018 06:10:00.000,1.18139,1.18150,1.18102,1.18144,1015.9099999999999 +18.05.2018 06:15:00.000,1.18142,1.18143,1.18090,1.18100,1156.55 +18.05.2018 06:20:00.000,1.18101,1.18149,1.18096,1.18138,1165.7 +18.05.2018 06:25:00.000,1.18136,1.18143,1.18104,1.18106,1220.9399999999998 +18.05.2018 06:30:00.000,1.18105,1.18119,1.18062,1.18113,1268.1200000000001 +18.05.2018 06:35:00.000,1.18112,1.18133,1.18088,1.18100,1343.96 +18.05.2018 06:40:00.000,1.18100,1.18104,1.18061,1.18089,1212.41 +18.05.2018 06:45:00.000,1.18089,1.18108,1.18072,1.18090,1132.94 +18.05.2018 06:50:00.000,1.18090,1.18113,1.18073,1.18105,1075.6799999999998 +18.05.2018 06:55:00.000,1.18104,1.18165,1.18099,1.18164,1109.2 +18.05.2018 07:00:00.000,1.18163,1.18221,1.18138,1.18204,1422.1 +18.05.2018 07:05:00.000,1.18203,1.18215,1.18152,1.18182,1199.57 +18.05.2018 07:10:00.000,1.18182,1.18197,1.18156,1.18177,805.48 +18.05.2018 07:15:00.000,1.18177,1.18184,1.18139,1.18139,1061.88 +18.05.2018 07:20:00.000,1.18139,1.18179,1.18132,1.18155,1199.95 +18.05.2018 07:25:00.000,1.18155,1.18185,1.18140,1.18177,1210.97 +18.05.2018 07:30:00.000,1.18178,1.18182,1.18144,1.18158,1000.29 +18.05.2018 07:35:00.000,1.18160,1.18184,1.18153,1.18182,723.7700000000001 +18.05.2018 07:40:00.000,1.18182,1.18200,1.18150,1.18175,1003.28 +18.05.2018 07:45:00.000,1.18175,1.18178,1.18091,1.18096,1165.3899999999999 +18.05.2018 07:50:00.000,1.18096,1.18125,1.18078,1.18116,1255.65 +18.05.2018 07:55:00.000,1.18116,1.18141,1.18113,1.18128,1139.1399999999999 +18.05.2018 08:00:00.000,1.18128,1.18133,1.18101,1.18127,949.82 +18.05.2018 08:05:00.000,1.18128,1.18142,1.18078,1.18096,942.6899999999999 +18.05.2018 08:10:00.000,1.18096,1.18134,1.18083,1.18111,781.76 +18.05.2018 08:15:00.000,1.18110,1.18115,1.18060,1.18073,944.0899999999999 +18.05.2018 08:20:00.000,1.18074,1.18104,1.18056,1.18070,913.7 +18.05.2018 08:25:00.000,1.18070,1.18084,1.18048,1.18056,1099.2600000000002 +18.05.2018 08:30:00.000,1.18057,1.18078,1.18049,1.18063,862.45 +18.05.2018 08:35:00.000,1.18065,1.18124,1.18063,1.18094,1172.15 +18.05.2018 08:40:00.000,1.18094,1.18120,1.18069,1.18092,1381.63 +18.05.2018 08:45:00.000,1.18091,1.18130,1.18090,1.18122,1285.23 +18.05.2018 08:50:00.000,1.18123,1.18144,1.18110,1.18136,1157.2 +18.05.2018 08:55:00.000,1.18137,1.18137,1.18062,1.18062,1127.83 +18.05.2018 09:00:00.000,1.18061,1.18098,1.18053,1.18093,1217.02 +18.05.2018 09:05:00.000,1.18090,1.18090,1.18006,1.18016,1000.25 +18.05.2018 09:10:00.000,1.18015,1.18041,1.18014,1.18028,1108.76 +18.05.2018 09:15:00.000,1.18028,1.18028,1.17935,1.17953,1326.54 +18.05.2018 09:20:00.000,1.17953,1.17984,1.17953,1.17976,1221.8300000000002 +18.05.2018 09:25:00.000,1.17976,1.17992,1.17947,1.17952,1129.07 +18.05.2018 09:30:00.000,1.17952,1.17966,1.17940,1.17940,1011.22 +18.05.2018 09:35:00.000,1.17941,1.17947,1.17860,1.17871,2456.16 +18.05.2018 09:40:00.000,1.17870,1.17881,1.17808,1.17809,1700.9299999999998 +18.05.2018 09:45:00.000,1.17809,1.17852,1.17802,1.17829,1991.3000000000002 +18.05.2018 09:50:00.000,1.17829,1.17842,1.17775,1.17808,1382.05 +18.05.2018 09:55:00.000,1.17805,1.17813,1.17746,1.17764,1474.3700000000001 +18.05.2018 10:00:00.000,1.17765,1.17811,1.17763,1.17796,1179.0500000000002 +18.05.2018 10:05:00.000,1.17797,1.17818,1.17796,1.17814,981.98 +18.05.2018 10:10:00.000,1.17814,1.17843,1.17814,1.17843,1100.37 +18.05.2018 10:15:00.000,1.17843,1.17874,1.17832,1.17869,825.9299999999998 +18.05.2018 10:20:00.000,1.17869,1.17877,1.17827,1.17838,1007.0399999999998 +18.05.2018 10:25:00.000,1.17838,1.17843,1.17792,1.17816,842.92 +18.05.2018 10:30:00.000,1.17819,1.17839,1.17791,1.17825,1333.1100000000001 +18.05.2018 10:35:00.000,1.17824,1.17873,1.17812,1.17834,1340.0600000000002 +18.05.2018 10:40:00.000,1.17836,1.17843,1.17818,1.17838,1044.1599999999999 +18.05.2018 10:45:00.000,1.17838,1.17841,1.17811,1.17821,1167.46 +18.05.2018 10:50:00.000,1.17820,1.17832,1.17790,1.17790,1177.21 +18.05.2018 10:55:00.000,1.17790,1.17829,1.17768,1.17812,1357.0700000000002 +18.05.2018 11:00:00.000,1.17811,1.17815,1.17766,1.17790,1549.83 +18.05.2018 11:05:00.000,1.17790,1.17820,1.17781,1.17787,1014.76 +18.05.2018 11:10:00.000,1.17788,1.17837,1.17788,1.17837,1018.51 +18.05.2018 11:15:00.000,1.17836,1.17857,1.17820,1.17851,1125.43 +18.05.2018 11:20:00.000,1.17850,1.17851,1.17825,1.17837,788.3299999999999 +18.05.2018 11:25:00.000,1.17836,1.17841,1.17726,1.17727,1487.5700000000002 +18.05.2018 11:30:00.000,1.17730,1.17819,1.17730,1.17811,1363.8100000000002 +18.05.2018 11:35:00.000,1.17809,1.17833,1.17804,1.17832,1115.34 +18.05.2018 11:40:00.000,1.17833,1.17847,1.17826,1.17839,596.41 +18.05.2018 11:45:00.000,1.17839,1.17851,1.17807,1.17811,797.0000000000001 +18.05.2018 11:50:00.000,1.17811,1.17854,1.17811,1.17817,781.91 +18.05.2018 11:55:00.000,1.17817,1.17888,1.17813,1.17839,1076.9 +18.05.2018 12:00:00.000,1.17843,1.17847,1.17799,1.17831,1262.0399999999997 +18.05.2018 12:05:00.000,1.17831,1.17847,1.17815,1.17835,781.42 +18.05.2018 12:10:00.000,1.17831,1.17852,1.17783,1.17812,1013.63 +18.05.2018 12:15:00.000,1.17813,1.17847,1.17802,1.17815,839.6200000000001 +18.05.2018 12:20:00.000,1.17814,1.17822,1.17776,1.17792,1201.37 +18.05.2018 12:25:00.000,1.17792,1.17834,1.17780,1.17831,1090.54 +18.05.2018 12:30:00.000,1.17833,1.17841,1.17750,1.17759,1687.98 +18.05.2018 12:35:00.000,1.17756,1.17801,1.17731,1.17793,1697.0900000000001 +18.05.2018 12:40:00.000,1.17791,1.17829,1.17776,1.17786,1254.34 +18.05.2018 12:45:00.000,1.17783,1.17790,1.17657,1.17657,1896.15 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14:00:00.000,1.17567,1.17580,1.17520,1.17533,1314.2599999999998 +18.05.2018 14:05:00.000,1.17532,1.17547,1.17498,1.17509,1112.57 +18.05.2018 14:10:00.000,1.17507,1.17582,1.17507,1.17582,1605.6 +18.05.2018 14:15:00.000,1.17582,1.17663,1.17582,1.17654,1679.06 +18.05.2018 14:20:00.000,1.17650,1.17670,1.17615,1.17670,1521.75 +18.05.2018 14:25:00.000,1.17671,1.17672,1.17617,1.17653,1204.47 +18.05.2018 14:30:00.000,1.17655,1.17683,1.17594,1.17635,1894.99 +18.05.2018 14:35:00.000,1.17635,1.17736,1.17620,1.17710,1707.2599999999998 +18.05.2018 14:40:00.000,1.17710,1.17757,1.17652,1.17656,1749.9399999999998 +18.05.2018 14:45:00.000,1.17654,1.17734,1.17654,1.17730,1608.46 +18.05.2018 14:50:00.000,1.17730,1.17772,1.17693,1.17748,1633.22 +18.05.2018 14:55:00.000,1.17748,1.17752,1.17676,1.17695,1862.6200000000001 +18.05.2018 15:00:00.000,1.17695,1.17723,1.17681,1.17686,2223.36 +18.05.2018 15:05:00.000,1.17686,1.17690,1.17647,1.17662,1400.35 +18.05.2018 15:10:00.000,1.17663,1.17714,1.17663,1.17679,1096.39 +18.05.2018 15:15:00.000,1.17679,1.17713,1.17649,1.17711,1245.73 +18.05.2018 15:20:00.000,1.17713,1.17718,1.17663,1.17672,1231.66 +18.05.2018 15:25:00.000,1.17673,1.17694,1.17648,1.17691,1286.98 +18.05.2018 15:30:00.000,1.17690,1.17690,1.17649,1.17650,1326.69 +18.05.2018 15:35:00.000,1.17650,1.17710,1.17616,1.17704,1327.86 +18.05.2018 15:40:00.000,1.17704,1.17720,1.17672,1.17675,1243.02 +18.05.2018 15:45:00.000,1.17675,1.17690,1.17651,1.17681,959.8399999999999 +18.05.2018 15:50:00.000,1.17681,1.17743,1.17673,1.17711,1247.5 +18.05.2018 15:55:00.000,1.17713,1.17767,1.17706,1.17753,1199.2 +18.05.2018 16:00:00.000,1.17752,1.17790,1.17737,1.17790,1372.58 +18.05.2018 16:05:00.000,1.17788,1.17846,1.17767,1.17845,1220.48 +18.05.2018 16:10:00.000,1.17846,1.17860,1.17813,1.17844,1455.44 +18.05.2018 16:15:00.000,1.17844,1.17885,1.17831,1.17870,1363.3899999999999 +18.05.2018 16:20:00.000,1.17870,1.17881,1.17860,1.17879,893.95 +18.05.2018 16:25:00.000,1.17880,1.17880,1.17824,1.17839,990.19 +18.05.2018 16:30:00.000,1.17839,1.17868,1.17839,1.17863,831.25 +18.05.2018 16:35:00.000,1.17863,1.17866,1.17838,1.17843,868.82 +18.05.2018 16:40:00.000,1.17843,1.17866,1.17840,1.17865,723.24 +18.05.2018 16:45:00.000,1.17865,1.17867,1.17841,1.17842,649.6600000000001 +18.05.2018 16:50:00.000,1.17841,1.17864,1.17841,1.17860,606.2 +18.05.2018 16:55:00.000,1.17863,1.17881,1.17831,1.17842,1176.99 +18.05.2018 17:00:00.000,1.17842,1.17851,1.17832,1.17838,796.54 +18.05.2018 17:05:00.000,1.17839,1.17846,1.17823,1.17839,703.56 +18.05.2018 17:10:00.000,1.17840,1.17840,1.17807,1.17817,586.24 +18.05.2018 17:15:00.000,1.17818,1.17824,1.17777,1.17777,424.08 +18.05.2018 17:20:00.000,1.17777,1.17824,1.17777,1.17819,737.2099999999999 +18.05.2018 17:25:00.000,1.17819,1.17819,1.17777,1.17796,749.8299999999999 +18.05.2018 17:30:00.000,1.17797,1.17813,1.17791,1.17801,412.69999999999993 +18.05.2018 17:35:00.000,1.17801,1.17802,1.17769,1.17770,710.5400000000001 +18.05.2018 17:40:00.000,1.17770,1.17787,1.17770,1.17781,621.3100000000001 +18.05.2018 17:45:00.000,1.17780,1.17781,1.17728,1.17741,932.7 +18.05.2018 17:50:00.000,1.17741,1.17745,1.17727,1.17739,896.9000000000001 +18.05.2018 17:55:00.000,1.17738,1.17752,1.17723,1.17748,845.31 +18.05.2018 18:00:00.000,1.17747,1.17763,1.17732,1.17756,771.63 +18.05.2018 18:05:00.000,1.17757,1.17759,1.17725,1.17725,576.18 +18.05.2018 18:10:00.000,1.17726,1.17742,1.17724,1.17733,749.22 +18.05.2018 18:15:00.000,1.17733,1.17748,1.17733,1.17738,450.23 +18.05.2018 18:20:00.000,1.17740,1.17762,1.17733,1.17756,579.6199999999999 +18.05.2018 18:25:00.000,1.17756,1.17763,1.17749,1.17752,683.0899999999999 +18.05.2018 18:30:00.000,1.17752,1.17771,1.17750,1.17762,793.41 +18.05.2018 18:35:00.000,1.17763,1.17778,1.17752,1.17775,873.7700000000001 +18.05.2018 18:40:00.000,1.17776,1.17786,1.17769,1.17774,519.44 +18.05.2018 18:45:00.000,1.17773,1.17779,1.17766,1.17778,501.54 +18.05.2018 18:50:00.000,1.17775,1.17775,1.17746,1.17757,1629.75 +18.05.2018 18:55:00.000,1.17757,1.17767,1.17728,1.17728,753 +18.05.2018 19:00:00.000,1.17728,1.17745,1.17724,1.17724,663.8000000000001 +18.05.2018 19:05:00.000,1.17722,1.17732,1.17717,1.17730,520.4100000000001 +18.05.2018 19:10:00.000,1.17729,1.17753,1.17723,1.17743,587.22 +18.05.2018 19:15:00.000,1.17743,1.17755,1.17738,1.17744,684.31 +18.05.2018 19:20:00.000,1.17744,1.17745,1.17727,1.17738,813.47 +18.05.2018 19:25:00.000,1.17738,1.17739,1.17723,1.17730,774.59 +18.05.2018 19:30:00.000,1.17729,1.17733,1.17705,1.17708,558.55 +18.05.2018 19:35:00.000,1.17707,1.17717,1.17676,1.17676,921.07 +18.05.2018 19:40:00.000,1.17677,1.17692,1.17676,1.17683,719.88 +18.05.2018 19:45:00.000,1.17683,1.17688,1.17675,1.17681,532.61 +18.05.2018 19:50:00.000,1.17682,1.17691,1.17677,1.17682,325.20000000000005 +18.05.2018 19:55:00.000,1.17682,1.17687,1.17655,1.17678,898.48 +18.05.2018 20:00:00.000,1.17678,1.17686,1.17672,1.17676,474.22999999999996 +18.05.2018 20:05:00.000,1.17677,1.17679,1.17657,1.17661,315.40999999999997 +18.05.2018 20:10:00.000,1.17662,1.17663,1.17648,1.17658,426.76 +18.05.2018 20:15:00.000,1.17658,1.17660,1.17647,1.17648,292.45 +18.05.2018 20:20:00.000,1.17648,1.17653,1.17646,1.17651,343.8 +18.05.2018 20:25:00.000,1.17651,1.17679,1.17651,1.17677,351.97 +18.05.2018 20:30:00.000,1.17677,1.17678,1.17667,1.17673,153.07 +18.05.2018 20:35:00.000,1.17674,1.17697,1.17668,1.17687,393.93 +18.05.2018 20:40:00.000,1.17687,1.17701,1.17685,1.17688,422.86 +18.05.2018 20:45:00.000,1.17679,1.17710,1.17672,1.17701,364.68 +18.05.2018 20:50:00.000,1.17698,1.17710,1.17680,1.17694,606.98 +18.05.2018 20:55:00.000,1.17695,1.17708,1.17689,1.17689,365.2 +20.05.2018 21:00:00.000,1.17684,1.17709,1.17679,1.17708,19.08 +20.05.2018 21:05:00.000,1.17718,1.17738,1.17701,1.17723,86.92 +20.05.2018 21:10:00.000,1.17724,1.17734,1.17670,1.17677,149.32 +20.05.2018 21:15:00.000,1.17683,1.17708,1.17675,1.17707,71.95 +20.05.2018 21:20:00.000,1.17708,1.17713,1.17685,1.17712,55.65 +20.05.2018 21:25:00.000,1.17711,1.17712,1.17685,1.17688,102.79 +20.05.2018 21:30:00.000,1.17689,1.17710,1.17689,1.17694,145.29 +20.05.2018 21:35:00.000,1.17694,1.17756,1.17683,1.17701,458.66 +20.05.2018 21:40:00.000,1.17700,1.17702,1.17688,1.17689,54.099999999999994 +20.05.2018 21:45:00.000,1.17688,1.17689,1.17688,1.17689,130.75 +20.05.2018 21:50:00.000,1.17689,1.17691,1.17685,1.17689,93.03 +20.05.2018 21:55:00.000,1.17689,1.17691,1.17677,1.17679,91.65 +20.05.2018 22:00:00.000,1.17679,1.17703,1.17674,1.17685,323.47 +20.05.2018 22:05:00.000,1.17687,1.17698,1.17687,1.17693,547.12 +20.05.2018 22:10:00.000,1.17694,1.17708,1.17685,1.17708,512.73 +20.05.2018 22:15:00.000,1.17708,1.17708,1.17693,1.17697,427.35999999999996 +20.05.2018 22:20:00.000,1.17697,1.17703,1.17694,1.17699,254.72 +20.05.2018 22:25:00.000,1.17702,1.17703,1.17698,1.17699,194.6 +20.05.2018 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11:45:00.000,1.17586,1.17594,1.17571,1.17593,852.6899999999999 +21.05.2018 11:50:00.000,1.17595,1.17599,1.17534,1.17540,1013.17 +21.05.2018 11:55:00.000,1.17541,1.17626,1.17541,1.17615,1369.3599999999997 +21.05.2018 12:00:00.000,1.17614,1.17648,1.17612,1.17628,1116.31 +21.05.2018 12:05:00.000,1.17628,1.17632,1.17599,1.17601,1133.27 +21.05.2018 12:10:00.000,1.17601,1.17610,1.17582,1.17590,1172.9099999999999 +21.05.2018 12:15:00.000,1.17592,1.17600,1.17528,1.17532,1216.7399999999998 +21.05.2018 12:20:00.000,1.17531,1.17631,1.17525,1.17619,1613.0899999999997 +21.05.2018 12:25:00.000,1.17619,1.17627,1.17585,1.17599,1005.4899999999999 +21.05.2018 12:30:00.000,1.17597,1.17606,1.17565,1.17592,1008.1399999999999 +21.05.2018 12:35:00.000,1.17592,1.17667,1.17576,1.17650,995.28 +21.05.2018 12:40:00.000,1.17648,1.17696,1.17611,1.17696,1193.86 +21.05.2018 12:45:00.000,1.17698,1.17733,1.17679,1.17720,1258.1399999999999 +21.05.2018 12:50:00.000,1.17720,1.17731,1.17687,1.17719,1292.73 +21.05.2018 12:55:00.000,1.17719,1.17737,1.17686,1.17690,1041.73 +21.05.2018 13:00:00.000,1.17692,1.17694,1.17663,1.17663,1095.79 +21.05.2018 13:05:00.000,1.17663,1.17702,1.17659,1.17674,1050.7 +21.05.2018 13:10:00.000,1.17673,1.17689,1.17641,1.17688,1211.14 +21.05.2018 13:15:00.000,1.17687,1.17724,1.17659,1.17715,1311.83 +21.05.2018 13:20:00.000,1.17714,1.17784,1.17709,1.17741,1310.96 +21.05.2018 13:25:00.000,1.17740,1.17753,1.17729,1.17730,976.54 +21.05.2018 13:30:00.000,1.17729,1.17774,1.17723,1.17756,1387.3600000000001 +21.05.2018 13:35:00.000,1.17756,1.17796,1.17745,1.17748,1290.2199999999998 +21.05.2018 13:40:00.000,1.17748,1.17754,1.17680,1.17707,1383.82 +21.05.2018 13:45:00.000,1.17705,1.17707,1.17664,1.17681,1154.31 +21.05.2018 13:50:00.000,1.17681,1.17711,1.17639,1.17644,1128.4 +21.05.2018 13:55:00.000,1.17644,1.17680,1.17632,1.17648,1317.29 +21.05.2018 14:00:00.000,1.17648,1.17766,1.17643,1.17753,1359.29 +21.05.2018 14:05:00.000,1.17754,1.17771,1.17679,1.17707,1399.58 +21.05.2018 14:10:00.000,1.17708,1.17727,1.17664,1.17696,1196.8000000000002 +21.05.2018 14:15:00.000,1.17697,1.17697,1.17592,1.17604,1371.36 +21.05.2018 14:20:00.000,1.17607,1.17628,1.17520,1.17538,1513.83 +21.05.2018 14:25:00.000,1.17538,1.17560,1.17520,1.17538,1561.6899999999998 +21.05.2018 14:30:00.000,1.17538,1.17579,1.17523,1.17571,1269.96 +21.05.2018 14:35:00.000,1.17570,1.17573,1.17520,1.17531,1042.28 +21.05.2018 14:40:00.000,1.17531,1.17563,1.17522,1.17550,1262.6799999999998 +21.05.2018 14:45:00.000,1.17550,1.17561,1.17521,1.17532,1010.59 +21.05.2018 14:50:00.000,1.17531,1.17532,1.17428,1.17441,1676.85 +21.05.2018 14:55:00.000,1.17441,1.17521,1.17440,1.17517,1838.28 +21.05.2018 15:00:00.000,1.17517,1.17564,1.17498,1.17550,1377.16 +21.05.2018 15:05:00.000,1.17550,1.17589,1.17545,1.17572,1203.43 +21.05.2018 15:10:00.000,1.17572,1.17607,1.17572,1.17589,1153.64 +21.05.2018 15:15:00.000,1.17589,1.17634,1.17589,1.17631,978.68 +21.05.2018 15:20:00.000,1.17630,1.17635,1.17574,1.17591,1024.2600000000002 +21.05.2018 15:25:00.000,1.17590,1.17593,1.17551,1.17583,1128.04 +21.05.2018 15:30:00.000,1.17584,1.17597,1.17557,1.17597,1225.67 +21.05.2018 15:35:00.000,1.17597,1.17626,1.17597,1.17624,1311.31 +21.05.2018 15:40:00.000,1.17623,1.17625,1.17570,1.17598,1262.69 +21.05.2018 15:45:00.000,1.17598,1.17605,1.17576,1.17585,1022.91 +21.05.2018 15:50:00.000,1.17589,1.17616,1.17570,1.17606,993.7 +21.05.2018 15:55:00.000,1.17606,1.17690,1.17600,1.17683,1112.1100000000001 +21.05.2018 16:00:00.000,1.17679,1.17710,1.17662,1.17702,972.7 +21.05.2018 16:05:00.000,1.17701,1.17731,1.17681,1.17730,1005.99 +21.05.2018 16:10:00.000,1.17730,1.17746,1.17725,1.17744,1232.55 +21.05.2018 16:15:00.000,1.17743,1.17747,1.17685,1.17685,1564.97 +21.05.2018 16:20:00.000,1.17685,1.17724,1.17684,1.17724,1182.76 +21.05.2018 16:25:00.000,1.17722,1.17722,1.17676,1.17677,961.6 +21.05.2018 16:30:00.000,1.17676,1.17691,1.17645,1.17679,992.3100000000001 +21.05.2018 16:35:00.000,1.17679,1.17708,1.17677,1.17688,712.6600000000001 +21.05.2018 16:40:00.000,1.17688,1.17721,1.17688,1.17720,820.1899999999999 +21.05.2018 16:45:00.000,1.17720,1.17735,1.17706,1.17708,897.24 +21.05.2018 16:50:00.000,1.17709,1.17725,1.17680,1.17686,840.2500000000001 +21.05.2018 16:55:00.000,1.17687,1.17728,1.17687,1.17712,1160.64 +21.05.2018 17:00:00.000,1.17711,1.17714,1.17660,1.17682,818.6600000000001 +21.05.2018 17:05:00.000,1.17681,1.17696,1.17671,1.17696,676.02 +21.05.2018 17:10:00.000,1.17694,1.17772,1.17691,1.17766,1035.05 +21.05.2018 17:15:00.000,1.17769,1.17780,1.17740,1.17760,801.1800000000001 +21.05.2018 17:20:00.000,1.17760,1.17763,1.17712,1.17716,698.8399999999999 +21.05.2018 17:25:00.000,1.17716,1.17732,1.17716,1.17730,631.86 +21.05.2018 17:30:00.000,1.17729,1.17756,1.17722,1.17741,570.98 +21.05.2018 17:35:00.000,1.17741,1.17742,1.17710,1.17721,601.3100000000001 +21.05.2018 17:40:00.000,1.17721,1.17723,1.17698,1.17710,627.56 +21.05.2018 17:45:00.000,1.17711,1.17735,1.17709,1.17709,740.3 +21.05.2018 17:50:00.000,1.17709,1.17720,1.17697,1.17702,806.5899999999999 +21.05.2018 17:55:00.000,1.17702,1.17713,1.17696,1.17697,578.0899999999999 +21.05.2018 18:00:00.000,1.17694,1.17700,1.17663,1.17670,940.4399999999999 +21.05.2018 18:05:00.000,1.17667,1.17685,1.17664,1.17685,517.35 +21.05.2018 18:10:00.000,1.17685,1.17711,1.17685,1.17691,667.16 +21.05.2018 18:15:00.000,1.17690,1.17691,1.17658,1.17671,710.27 +21.05.2018 18:20:00.000,1.17671,1.17701,1.17664,1.17698,466.06 +21.05.2018 18:25:00.000,1.17698,1.17699,1.17682,1.17682,372.88 +21.05.2018 18:30:00.000,1.17683,1.17702,1.17681,1.17701,598.0600000000001 +21.05.2018 18:35:00.000,1.17702,1.17702,1.17680,1.17687,343.46 +21.05.2018 18:40:00.000,1.17687,1.17714,1.17686,1.17711,469.29999999999995 +21.05.2018 18:45:00.000,1.17711,1.17716,1.17702,1.17704,402 +21.05.2018 18:50:00.000,1.17704,1.17739,1.17704,1.17732,750.51 +21.05.2018 18:55:00.000,1.17731,1.17737,1.17719,1.17719,596.29 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20:10:00.000,1.17883,1.17883,1.17872,1.17878,334.82 +21.05.2018 20:15:00.000,1.17880,1.17897,1.17874,1.17896,400.93 +21.05.2018 20:20:00.000,1.17896,1.17900,1.17888,1.17897,407.23 +21.05.2018 20:25:00.000,1.17897,1.17948,1.17897,1.17937,438.78 +21.05.2018 20:30:00.000,1.17935,1.17949,1.17934,1.17947,471.02 +21.05.2018 20:35:00.000,1.17944,1.17954,1.17929,1.17930,510.4 +21.05.2018 20:40:00.000,1.17929,1.17930,1.17909,1.17910,493.0400000000001 +21.05.2018 20:45:00.000,1.17909,1.17910,1.17889,1.17896,356.8 +21.05.2018 20:50:00.000,1.17897,1.17910,1.17889,1.17909,628.51 +21.05.2018 20:55:00.000,1.17910,1.17914,1.17904,1.17912,312.7 +21.05.2018 21:00:00.000,1.17910,1.17911,1.17881,1.17882,54.56999999999999 +21.05.2018 21:05:00.000,1.17884,1.17913,1.17881,1.17905,160.49 +21.05.2018 21:10:00.000,1.17907,1.17907,1.17902,1.17903,138.63 +21.05.2018 21:15:00.000,1.17903,1.17908,1.17900,1.17907,142.63 +21.05.2018 21:20:00.000,1.17907,1.17908,1.17901,1.17905,98.33000000000001 +21.05.2018 21:25:00.000,1.17905,1.17923,1.17905,1.17911,114.53999999999999 +21.05.2018 21:30:00.000,1.17912,1.17913,1.17901,1.17906,188.41 +21.05.2018 21:35:00.000,1.17906,1.17934,1.17906,1.17933,152.47 +21.05.2018 21:40:00.000,1.17931,1.17943,1.17931,1.17934,291.9 +21.05.2018 21:45:00.000,1.17933,1.17939,1.17928,1.17936,181.39000000000001 +21.05.2018 21:50:00.000,1.17937,1.17944,1.17937,1.17944,108.62 +21.05.2018 21:55:00.000,1.17943,1.17946,1.17932,1.17932,96.31 +21.05.2018 22:00:00.000,1.17934,1.17937,1.17912,1.17913,166.04000000000002 +21.05.2018 22:05:00.000,1.17913,1.17929,1.17908,1.17917,294.03000000000003 +21.05.2018 22:10:00.000,1.17917,1.17917,1.17904,1.17913,221.1 +21.05.2018 22:15:00.000,1.17912,1.17934,1.17905,1.17933,121.19 +21.05.2018 22:20:00.000,1.17932,1.17934,1.17929,1.17932,123.19 +21.05.2018 22:25:00.000,1.17932,1.17965,1.17932,1.17961,197.42000000000002 +21.05.2018 22:30:00.000,1.17961,1.17965,1.17939,1.17945,324.55000000000007 +21.05.2018 22:35:00.000,1.17946,1.17958,1.17943,1.17946,294.3 +21.05.2018 22:40:00.000,1.17947,1.17949,1.17937,1.17944,156.04 +21.05.2018 22:45:00.000,1.17943,1.17963,1.17943,1.17949,212.14 +21.05.2018 22:50:00.000,1.17949,1.17955,1.17948,1.17951,196.31 +21.05.2018 22:55:00.000,1.17951,1.17955,1.17949,1.17953,253.97 +21.05.2018 23:00:00.000,1.17955,1.17973,1.17948,1.17959,363.36 +21.05.2018 23:05:00.000,1.17959,1.17966,1.17957,1.17961,238.42000000000002 +21.05.2018 23:10:00.000,1.17961,1.17966,1.17949,1.17961,396.75 +21.05.2018 23:15:00.000,1.17962,1.17971,1.17957,1.17957,576.1800000000001 +21.05.2018 23:20:00.000,1.17958,1.17967,1.17946,1.17947,375.59 +21.05.2018 23:25:00.000,1.17948,1.17952,1.17937,1.17943,396.88 +21.05.2018 23:30:00.000,1.17942,1.17946,1.17927,1.17927,455.24 +21.05.2018 23:35:00.000,1.17927,1.17927,1.17906,1.17908,446 +21.05.2018 23:40:00.000,1.17908,1.17908,1.17892,1.17902,418.67 +21.05.2018 23:45:00.000,1.17902,1.17902,1.17858,1.17862,772.52 +21.05.2018 23:50:00.000,1.17864,1.17891,1.17861,1.17891,497.82 +21.05.2018 23:55:00.000,1.17893,1.17900,1.17884,1.17899,300.90000000000003 +22.05.2018 00:00:00.000,1.17899,1.17899,1.17859,1.17866,667.52 +22.05.2018 00:05:00.000,1.17866,1.17882,1.17857,1.17866,499.01000000000005 +22.05.2018 00:10:00.000,1.17865,1.17907,1.17865,1.17901,569.36 +22.05.2018 00:15:00.000,1.17903,1.17914,1.17895,1.17914,326.05 +22.05.2018 00:20:00.000,1.17913,1.17931,1.17907,1.17914,517.38 +22.05.2018 00:25:00.000,1.17915,1.17921,1.17892,1.17910,631.48 +22.05.2018 00:30:00.000,1.17910,1.17926,1.17898,1.17924,528.5999999999999 +22.05.2018 00:35:00.000,1.17925,1.17954,1.17923,1.17939,536.0600000000001 +22.05.2018 00:40:00.000,1.17941,1.17969,1.17930,1.17960,739.46 +22.05.2018 00:45:00.000,1.17960,1.17961,1.17938,1.17951,527.94 +22.05.2018 00:50:00.000,1.17951,1.17951,1.17927,1.17937,541.34 +22.05.2018 00:55:00.000,1.17937,1.17948,1.17906,1.17913,503.37 +22.05.2018 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05:45:00.000,1.17669,1.17683,1.17660,1.17666,494.96 +23.05.2018 05:50:00.000,1.17666,1.17672,1.17651,1.17672,517.39 +23.05.2018 05:55:00.000,1.17671,1.17673,1.17621,1.17626,737.82 +23.05.2018 06:00:00.000,1.17627,1.17627,1.17553,1.17581,1079.12 +23.05.2018 06:05:00.000,1.17581,1.17653,1.17576,1.17627,1069.36 +23.05.2018 06:10:00.000,1.17627,1.17647,1.17576,1.17597,1377.66 +23.05.2018 06:15:00.000,1.17596,1.17620,1.17568,1.17601,1444.18 +23.05.2018 06:20:00.000,1.17600,1.17611,1.17552,1.17572,1270.78 +23.05.2018 06:25:00.000,1.17571,1.17575,1.17540,1.17554,1381.97 +23.05.2018 06:30:00.000,1.17556,1.17566,1.17515,1.17566,1562.62 +23.05.2018 06:35:00.000,1.17567,1.17579,1.17533,1.17545,1477.79 +23.05.2018 06:40:00.000,1.17550,1.17590,1.17530,1.17586,1255.18 +23.05.2018 06:45:00.000,1.17586,1.17649,1.17579,1.17638,1324.73 +23.05.2018 06:50:00.000,1.17636,1.17656,1.17609,1.17656,1383.7 +23.05.2018 06:55:00.000,1.17656,1.17679,1.17611,1.17653,1513.33 +23.05.2018 07:00:00.000,1.17654,1.17654,1.17365,1.17365,2406.84 +23.05.2018 07:05:00.000,1.17367,1.17420,1.17337,1.17402,2147.3199999999997 +23.05.2018 07:10:00.000,1.17401,1.17433,1.17394,1.17422,1621.0800000000002 +23.05.2018 07:15:00.000,1.17422,1.17463,1.17377,1.17462,1518.52 +23.05.2018 07:20:00.000,1.17460,1.17518,1.17450,1.17475,1587.2800000000002 +23.05.2018 07:25:00.000,1.17473,1.17560,1.17432,1.17557,1649.0500000000002 +23.05.2018 07:30:00.000,1.17519,1.17519,1.17136,1.17191,2931.8100000000004 +23.05.2018 07:35:00.000,1.17190,1.17192,1.17017,1.17070,2388.4 +23.05.2018 07:40:00.000,1.17069,1.17165,1.17056,1.17148,2024.7200000000003 +23.05.2018 07:45:00.000,1.17146,1.17172,1.17110,1.17139,1935.6499999999999 +23.05.2018 07:50:00.000,1.17138,1.17158,1.17075,1.17115,1842.1100000000001 +23.05.2018 07:55:00.000,1.17116,1.17146,1.17057,1.17115,2126.43 +23.05.2018 08:00:00.000,1.17115,1.17131,1.17046,1.17079,1910.72 +23.05.2018 08:05:00.000,1.17081,1.17099,1.16984,1.17085,2226.85 +23.05.2018 08:10:00.000,1.17084,1.17188,1.17074,1.17177,1963.76 +23.05.2018 08:15:00.000,1.17177,1.17197,1.17162,1.17169,1531.98 +23.05.2018 08:20:00.000,1.17168,1.17232,1.17154,1.17215,1466.9299999999998 +23.05.2018 08:25:00.000,1.17215,1.17276,1.17174,1.17203,1720.6599999999999 +23.05.2018 08:30:00.000,1.17202,1.17204,1.17142,1.17188,1499.72 +23.05.2018 08:35:00.000,1.17186,1.17280,1.17180,1.17247,1798.62 +23.05.2018 08:40:00.000,1.17248,1.17291,1.17211,1.17229,1576.02 +23.05.2018 08:45:00.000,1.17229,1.17272,1.17192,1.17269,1473.1200000000001 +23.05.2018 08:50:00.000,1.17267,1.17267,1.17166,1.17194,1528.5599999999997 +23.05.2018 08:55:00.000,1.17195,1.17307,1.17195,1.17289,1611.37 +23.05.2018 09:00:00.000,1.17287,1.17304,1.17249,1.17256,1508.45 +23.05.2018 09:05:00.000,1.17257,1.17478,1.17257,1.17371,2156.8799999999997 +23.05.2018 09:10:00.000,1.17371,1.17396,1.17305,1.17305,1617.8799999999999 +23.05.2018 09:15:00.000,1.17302,1.17359,1.17274,1.17316,1554.7800000000002 +23.05.2018 09:20:00.000,1.17317,1.17329,1.17276,1.17328,1384.08 +23.05.2018 09:25:00.000,1.17327,1.17356,1.17297,1.17299,1482.27 +23.05.2018 09:30:00.000,1.17301,1.17339,1.17280,1.17282,1324.14 +23.05.2018 09:35:00.000,1.17282,1.17283,1.17186,1.17196,1500.23 +23.05.2018 09:40:00.000,1.17196,1.17209,1.17149,1.17169,1766.8399999999997 +23.05.2018 09:45:00.000,1.17168,1.17209,1.17153,1.17194,1382.13 +23.05.2018 09:50:00.000,1.17193,1.17267,1.17185,1.17267,1221.41 +23.05.2018 09:55:00.000,1.17265,1.17282,1.17217,1.17254,1390.12 +23.05.2018 10:00:00.000,1.17254,1.17257,1.17219,1.17226,1300.07 +23.05.2018 10:05:00.000,1.17226,1.17278,1.17215,1.17265,1585.7599999999998 +23.05.2018 10:10:00.000,1.17264,1.17287,1.17230,1.17264,1214.79 +23.05.2018 10:15:00.000,1.17262,1.17293,1.17243,1.17266,1067.86 +23.05.2018 10:20:00.000,1.17266,1.17306,1.17236,1.17306,1481.16 +23.05.2018 10:25:00.000,1.17305,1.17315,1.17268,1.17298,1474.43 +23.05.2018 10:30:00.000,1.17297,1.17329,1.17271,1.17273,1155.59 +23.05.2018 10:35:00.000,1.17276,1.17303,1.17249,1.17289,1404.36 +23.05.2018 10:40:00.000,1.17289,1.17289,1.17211,1.17249,1545.42 +23.05.2018 10:45:00.000,1.17249,1.17278,1.17220,1.17231,1243.54 +23.05.2018 10:50:00.000,1.17231,1.17244,1.17191,1.17193,1256.05 +23.05.2018 10:55:00.000,1.17193,1.17199,1.17114,1.17140,1709.25 +23.05.2018 11:00:00.000,1.17139,1.17139,1.17071,1.17090,1507.76 +23.05.2018 11:05:00.000,1.17090,1.17112,1.17080,1.17106,1312.71 +23.05.2018 11:10:00.000,1.17107,1.17107,1.17055,1.17059,1202.91 +23.05.2018 11:15:00.000,1.17057,1.17057,1.17000,1.17030,2564.46 +23.05.2018 11:20:00.000,1.17030,1.17097,1.17000,1.17072,1620.4 +23.05.2018 11:25:00.000,1.17072,1.17083,1.17046,1.17058,1058.6499999999999 +23.05.2018 11:30:00.000,1.17059,1.17113,1.17033,1.17037,1307.7800000000002 +23.05.2018 11:35:00.000,1.17037,1.17058,1.17037,1.17045,1038.6299999999999 +23.05.2018 11:40:00.000,1.17043,1.17044,1.16949,1.17008,1598.3 +23.05.2018 11:45:00.000,1.17010,1.17024,1.16948,1.16957,1668.0700000000002 +23.05.2018 11:50:00.000,1.16956,1.16993,1.16919,1.16983,1743.71 +23.05.2018 11:55:00.000,1.16984,1.17018,1.16961,1.16999,1705.04 +23.05.2018 12:00:00.000,1.17001,1.17079,1.16985,1.17068,1639.2 +23.05.2018 12:05:00.000,1.17068,1.17109,1.17018,1.17041,1818.6399999999999 +23.05.2018 12:10:00.000,1.17041,1.17085,1.17033,1.17067,1595.5900000000001 +23.05.2018 12:15:00.000,1.17067,1.17117,1.17067,1.17105,1258.71 +23.05.2018 12:20:00.000,1.17106,1.17116,1.17040,1.17041,1639.8400000000001 +23.05.2018 12:25:00.000,1.17040,1.17099,1.17024,1.17054,1332.3899999999999 +23.05.2018 12:30:00.000,1.17054,1.17083,1.17015,1.17051,1284.87 +23.05.2018 12:35:00.000,1.17052,1.17134,1.17051,1.17108,1445.6999999999998 +23.05.2018 12:40:00.000,1.17107,1.17109,1.17038,1.17038,1572 +23.05.2018 12:45:00.000,1.17038,1.17084,1.17026,1.17058,1503.25 +23.05.2018 12:50:00.000,1.17057,1.17057,1.16968,1.17017,1187.2700000000002 +23.05.2018 12:55:00.000,1.17018,1.17060,1.16984,1.17005,1551.92 +23.05.2018 13:00:00.000,1.17005,1.17005,1.16849,1.16878,2203.21 +23.05.2018 13:05:00.000,1.16878,1.16970,1.16860,1.16967,1917.6000000000001 +23.05.2018 13:10:00.000,1.16968,1.16993,1.16929,1.16980,1648.11 +23.05.2018 13:15:00.000,1.16979,1.17096,1.16956,1.17071,2187.3 +23.05.2018 13:20:00.000,1.17071,1.17128,1.17050,1.17098,1901.9899999999998 +23.05.2018 13:25:00.000,1.17097,1.17113,1.17061,1.17096,1557.99 +23.05.2018 13:30:00.000,1.17096,1.17173,1.17089,1.17138,1683.2000000000003 +23.05.2018 13:35:00.000,1.17136,1.17138,1.17081,1.17098,1385.31 +23.05.2018 13:40:00.000,1.17099,1.17175,1.17092,1.17123,1389.23 +23.05.2018 13:45:00.000,1.17126,1.17165,1.17054,1.17123,1756.4299999999998 +23.05.2018 13:50:00.000,1.17126,1.17132,1.17016,1.17030,1547.48 +23.05.2018 13:55:00.000,1.17034,1.17087,1.17028,1.17060,1284.15 +23.05.2018 14:00:00.000,1.17058,1.17082,1.16991,1.17037,1518.62 +23.05.2018 14:05:00.000,1.17036,1.17129,1.17034,1.17117,1602.48 +23.05.2018 14:10:00.000,1.17116,1.17167,1.17116,1.17163,1454.48 +23.05.2018 14:15:00.000,1.17163,1.17192,1.17119,1.17153,1466.33 +23.05.2018 14:20:00.000,1.17155,1.17168,1.17130,1.17144,1181.9499999999998 +23.05.2018 14:25:00.000,1.17143,1.17158,1.17108,1.17148,929.1199999999999 +23.05.2018 14:30:00.000,1.17148,1.17148,1.17063,1.17076,1569.23 +23.05.2018 14:35:00.000,1.17076,1.17114,1.17055,1.17084,1425.06 +23.05.2018 14:40:00.000,1.17084,1.17133,1.17046,1.17058,1388.17 +23.05.2018 14:45:00.000,1.17057,1.17059,1.16979,1.17009,1414.66 +23.05.2018 14:50:00.000,1.17009,1.17096,1.17009,1.17063,1810.81 +23.05.2018 14:55:00.000,1.17066,1.17079,1.17014,1.17033,1483.65 +23.05.2018 15:00:00.000,1.17034,1.17077,1.17010,1.17071,1535.86 +23.05.2018 15:05:00.000,1.17071,1.17082,1.17040,1.17069,1155.4099999999999 +23.05.2018 15:10:00.000,1.17069,1.17097,1.17049,1.17093,1120 +23.05.2018 15:15:00.000,1.17096,1.17099,1.17041,1.17048,1305.11 +23.05.2018 15:20:00.000,1.17051,1.17068,1.17007,1.17012,1347.0200000000002 +23.05.2018 15:25:00.000,1.17012,1.17050,1.17008,1.17031,1358.55 +23.05.2018 15:30:00.000,1.17033,1.17079,1.16990,1.17036,1284.19 +23.05.2018 15:35:00.000,1.17038,1.17047,1.17013,1.17034,1320.58 +23.05.2018 15:40:00.000,1.17034,1.17059,1.17017,1.17027,1693.8300000000002 +23.05.2018 15:45:00.000,1.17027,1.17064,1.17016,1.17039,1304.15 +23.05.2018 15:50:00.000,1.17037,1.17047,1.16931,1.16932,1465.08 +23.05.2018 15:55:00.000,1.16932,1.16950,1.16902,1.16927,1411.6399999999999 +23.05.2018 16:00:00.000,1.16927,1.16952,1.16923,1.16949,1172.0700000000002 +23.05.2018 16:05:00.000,1.16947,1.17021,1.16936,1.17008,1340.57 +23.05.2018 16:10:00.000,1.17008,1.17043,1.16994,1.17038,1510.46 +23.05.2018 16:15:00.000,1.17039,1.17069,1.17028,1.17033,1680.09 +23.05.2018 16:20:00.000,1.17034,1.17053,1.16983,1.16983,1831.01 +23.05.2018 16:25:00.000,1.16981,1.17015,1.16971,1.16978,1584.21 +23.05.2018 16:30:00.000,1.16978,1.17004,1.16950,1.16997,1371.1999999999998 +23.05.2018 16:35:00.000,1.16996,1.17029,1.16987,1.17028,1478.87 +23.05.2018 16:40:00.000,1.17027,1.17049,1.16997,1.17030,1278.3400000000001 +23.05.2018 16:45:00.000,1.17030,1.17038,1.16993,1.16994,1186.58 +23.05.2018 16:50:00.000,1.16995,1.17024,1.16981,1.16989,995.6600000000001 +23.05.2018 16:55:00.000,1.16989,1.16998,1.16900,1.16932,1446.65 +23.05.2018 17:00:00.000,1.16932,1.16942,1.16872,1.16882,1158.44 +23.05.2018 17:05:00.000,1.16876,1.16907,1.16865,1.16865,1250.65 +23.05.2018 17:10:00.000,1.16864,1.16883,1.16829,1.16832,1273.51 +23.05.2018 17:15:00.000,1.16832,1.16839,1.16825,1.16825,721.3499999999999 +23.05.2018 17:20:00.000,1.16824,1.16827,1.16814,1.16814,1059.9 +23.05.2018 17:25:00.000,1.16816,1.16835,1.16784,1.16834,1044.15 +23.05.2018 17:30:00.000,1.16834,1.16852,1.16814,1.16824,1005.5799999999999 +23.05.2018 17:35:00.000,1.16824,1.16839,1.16808,1.16822,1096.9 +23.05.2018 17:40:00.000,1.16819,1.16823,1.16798,1.16801,986.6099999999999 +23.05.2018 17:45:00.000,1.16799,1.16806,1.16781,1.16793,1040.07 +23.05.2018 17:50:00.000,1.16793,1.16803,1.16785,1.16793,1087.27 +23.05.2018 17:55:00.000,1.16793,1.16800,1.16780,1.16786,831.07 +23.05.2018 18:00:00.000,1.16787,1.16840,1.16758,1.16790,1516.46 +23.05.2018 18:05:00.000,1.16791,1.16930,1.16791,1.16921,1745.19 +23.05.2018 18:10:00.000,1.16920,1.16950,1.16776,1.16776,1783.5500000000002 +23.05.2018 18:15:00.000,1.16777,1.16893,1.16777,1.16874,1487.11 +23.05.2018 18:20:00.000,1.16875,1.16944,1.16870,1.16939,1587.8 +23.05.2018 18:25:00.000,1.16940,1.17040,1.16930,1.17040,1760.0900000000001 +23.05.2018 18:30:00.000,1.17041,1.17099,1.17031,1.17062,1634.72 +23.05.2018 18:35:00.000,1.17062,1.17067,1.17013,1.17027,1494.02 +23.05.2018 18:40:00.000,1.17028,1.17074,1.17016,1.17068,1219.82 +23.05.2018 18:45:00.000,1.17068,1.17073,1.17048,1.17051,913.21 +23.05.2018 18:50:00.000,1.17051,1.17059,1.17010,1.17030,1551.7299999999998 +23.05.2018 18:55:00.000,1.17031,1.17035,1.16970,1.16972,1387.96 +23.05.2018 19:00:00.000,1.16972,1.17016,1.16971,1.17012,1099.6599999999999 +23.05.2018 19:05:00.000,1.17015,1.17030,1.17001,1.17027,1104.9899999999998 +23.05.2018 19:10:00.000,1.17028,1.17030,1.16961,1.16966,1213.45 +23.05.2018 19:15:00.000,1.16967,1.16989,1.16961,1.16968,1220.92 +23.05.2018 19:20:00.000,1.16969,1.16989,1.16960,1.16972,946.1099999999999 +23.05.2018 19:25:00.000,1.16973,1.16986,1.16936,1.16968,927.18 +23.05.2018 19:30:00.000,1.16969,1.16999,1.16960,1.16969,950.51 +23.05.2018 19:35:00.000,1.16972,1.16995,1.16970,1.16991,829.5799999999999 +23.05.2018 19:40:00.000,1.16991,1.17033,1.16980,1.17024,911.3999999999999 +23.05.2018 19:45:00.000,1.17024,1.17049,1.17017,1.17048,586.2099999999999 +23.05.2018 19:50:00.000,1.17048,1.17058,1.17027,1.17037,660.33 +23.05.2018 19:55:00.000,1.17039,1.17070,1.17033,1.17037,972.9300000000001 +23.05.2018 20:00:00.000,1.17039,1.17049,1.17010,1.17028,705.06 +23.05.2018 20:05:00.000,1.17029,1.17040,1.17020,1.17036,531.98 +23.05.2018 20:10:00.000,1.17033,1.17037,1.17014,1.17015,526.13 +23.05.2018 20:15:00.000,1.17016,1.17016,1.16970,1.16987,768.4000000000001 +23.05.2018 20:20:00.000,1.16985,1.16988,1.16976,1.16978,426.59000000000003 +23.05.2018 20:25:00.000,1.16981,1.16982,1.16966,1.16978,227.76 +23.05.2018 20:30:00.000,1.16978,1.16979,1.16948,1.16952,495.91999999999996 +23.05.2018 20:35:00.000,1.16952,1.16958,1.16947,1.16948,377.55999999999995 +23.05.2018 20:40:00.000,1.16949,1.16961,1.16941,1.16957,473.49 +23.05.2018 20:45:00.000,1.16958,1.16961,1.16955,1.16959,266.46 +23.05.2018 20:50:00.000,1.16959,1.16982,1.16958,1.16969,470.8 +23.05.2018 20:55:00.000,1.16968,1.16971,1.16950,1.16952,524.6 +23.05.2018 21:00:00.000,1.16954,1.16986,1.16949,1.16985,108.3 +23.05.2018 21:05:00.000,1.16983,1.17013,1.16965,1.16979,487.03999999999996 +23.05.2018 21:10:00.000,1.16980,1.17033,1.16970,1.17030,497.06 +23.05.2018 21:15:00.000,1.17029,1.17046,1.17018,1.17036,343.01 +23.05.2018 21:20:00.000,1.17037,1.17061,1.16988,1.17030,421.9799999999999 +23.05.2018 21:25:00.000,1.17031,1.17045,1.16985,1.17019,444.56 +23.05.2018 21:30:00.000,1.17009,1.17065,1.16981,1.17009,677.78 +23.05.2018 21:35:00.000,1.17013,1.17058,1.17007,1.17036,841.85 +23.05.2018 21:40:00.000,1.17036,1.17053,1.16994,1.17012,987.4100000000001 +23.05.2018 21:45:00.000,1.17012,1.17037,1.17009,1.17018,475.49 +23.05.2018 21:50:00.000,1.17018,1.17052,1.17001,1.17035,575.8100000000001 +23.05.2018 21:55:00.000,1.17038,1.17049,1.17027,1.17028,474.13 +23.05.2018 22:00:00.000,1.17028,1.17046,1.17012,1.17041,285.11 +23.05.2018 22:05:00.000,1.17041,1.17052,1.17040,1.17052,208.29999999999998 +23.05.2018 22:10:00.000,1.17050,1.17056,1.17042,1.17045,252.23000000000002 +23.05.2018 22:15:00.000,1.17046,1.17049,1.17024,1.17031,257.92 +23.05.2018 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13:50:00.000,1.17221,1.17311,1.17195,1.17296,2073.04 +24.05.2018 13:55:00.000,1.17297,1.17326,1.17259,1.17305,1942.0800000000002 +24.05.2018 14:00:00.000,1.17306,1.17349,1.17279,1.17336,1934.23 +24.05.2018 14:05:00.000,1.17339,1.17435,1.17335,1.17415,1970.04 +24.05.2018 14:10:00.000,1.17417,1.17501,1.17410,1.17477,1942.42 +24.05.2018 14:15:00.000,1.17478,1.17501,1.17441,1.17471,2171.18 +24.05.2018 14:20:00.000,1.17471,1.17479,1.17443,1.17470,1800.77 +24.05.2018 14:25:00.000,1.17470,1.17480,1.17387,1.17409,1628.83 +24.05.2018 14:30:00.000,1.17408,1.17408,1.17269,1.17295,7340.829900000001 +24.05.2018 14:35:00.000,1.17295,1.17336,1.17285,1.17319,1871.6 +24.05.2018 14:40:00.000,1.17319,1.17355,1.17268,1.17268,1511.72 +24.05.2018 14:45:00.000,1.17270,1.17290,1.17204,1.17284,1651.2599999999998 +24.05.2018 14:50:00.000,1.17283,1.17284,1.17199,1.17214,1793.71 +24.05.2018 14:55:00.000,1.17214,1.17258,1.17171,1.17242,2197.81 +24.05.2018 15:00:00.000,1.17241,1.17286,1.17213,1.17283,1846.6499999999999 +24.05.2018 15:05:00.000,1.17285,1.17334,1.17269,1.17280,1400.51 +24.05.2018 15:10:00.000,1.17280,1.17281,1.17228,1.17238,1312.94 +24.05.2018 15:15:00.000,1.17240,1.17271,1.17209,1.17238,1386.95 +24.05.2018 15:20:00.000,1.17238,1.17248,1.17203,1.17225,1383.7399999999998 +24.05.2018 15:25:00.000,1.17225,1.17268,1.17216,1.17245,1144.71 +24.05.2018 15:30:00.000,1.17246,1.17285,1.17245,1.17267,1378.49 +24.05.2018 15:35:00.000,1.17267,1.17290,1.17251,1.17265,1284.88 +24.05.2018 15:40:00.000,1.17264,1.17273,1.17244,1.17250,972.9300000000001 +24.05.2018 15:45:00.000,1.17249,1.17260,1.17216,1.17242,942.56 +24.05.2018 15:50:00.000,1.17242,1.17246,1.17221,1.17244,881.77 +24.05.2018 15:55:00.000,1.17246,1.17292,1.17243,1.17287,1354.81 +24.05.2018 16:00:00.000,1.17286,1.17289,1.17244,1.17245,1029.84 +24.05.2018 16:05:00.000,1.17245,1.17286,1.17240,1.17275,811.7099999999999 +24.05.2018 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18:35:00.000,1.17274,1.17280,1.17264,1.17274,605.59 +24.05.2018 18:40:00.000,1.17274,1.17280,1.17255,1.17265,923.8400000000001 +24.05.2018 18:45:00.000,1.17266,1.17295,1.17263,1.17289,839.4300000000001 +24.05.2018 18:50:00.000,1.17289,1.17302,1.17276,1.17282,990.11 +24.05.2018 18:55:00.000,1.17282,1.17284,1.17263,1.17270,1166.97 +24.05.2018 19:00:00.000,1.17268,1.17274,1.17223,1.17229,945.78 +24.05.2018 19:05:00.000,1.17229,1.17254,1.17228,1.17247,715.41 +24.05.2018 19:10:00.000,1.17247,1.17277,1.17246,1.17264,1119.6100000000001 +24.05.2018 19:15:00.000,1.17265,1.17286,1.17255,1.17256,855.2200000000001 +24.05.2018 19:20:00.000,1.17255,1.17259,1.17238,1.17246,878.9 +24.05.2018 19:25:00.000,1.17247,1.17262,1.17242,1.17254,908 +24.05.2018 19:30:00.000,1.17255,1.17270,1.17253,1.17264,1013.8299999999999 +24.05.2018 19:35:00.000,1.17263,1.17276,1.17258,1.17275,863.85 +24.05.2018 19:40:00.000,1.17274,1.17276,1.17238,1.17240,895.46 +24.05.2018 19:45:00.000,1.17241,1.17246,1.17228,1.17229,786.34 +24.05.2018 19:50:00.000,1.17229,1.17232,1.17212,1.17229,654.0999999999999 +24.05.2018 19:55:00.000,1.17230,1.17243,1.17224,1.17240,699.64 +24.05.2018 20:00:00.000,1.17240,1.17240,1.17211,1.17218,301.29 +24.05.2018 20:05:00.000,1.17218,1.17237,1.17193,1.17200,497.3 +24.05.2018 20:10:00.000,1.17201,1.17231,1.17194,1.17224,635.3900000000001 +24.05.2018 20:15:00.000,1.17225,1.17243,1.17216,1.17242,399.93 +24.05.2018 20:20:00.000,1.17243,1.17250,1.17232,1.17233,412.56999999999994 +24.05.2018 20:25:00.000,1.17233,1.17255,1.17232,1.17247,283.48 +24.05.2018 20:30:00.000,1.17246,1.17255,1.17245,1.17250,339.28999999999996 +24.05.2018 20:35:00.000,1.17249,1.17255,1.17242,1.17252,332.40999999999997 +24.05.2018 20:40:00.000,1.17252,1.17257,1.17250,1.17253,365.63 +24.05.2018 20:45:00.000,1.17252,1.17252,1.17234,1.17234,241.2 +24.05.2018 20:50:00.000,1.17234,1.17237,1.17203,1.17209,601.9 +24.05.2018 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22:05:00.000,1.17207,1.17215,1.17202,1.17213,366.53 +24.05.2018 22:10:00.000,1.17213,1.17228,1.17212,1.17220,248.9 +24.05.2018 22:15:00.000,1.17221,1.17228,1.17218,1.17226,228.67000000000002 +24.05.2018 22:20:00.000,1.17225,1.17234,1.17225,1.17232,335.34000000000003 +24.05.2018 22:25:00.000,1.17231,1.17233,1.17225,1.17225,323.51 +24.05.2018 22:30:00.000,1.17225,1.17225,1.17206,1.17215,241.39 +24.05.2018 22:35:00.000,1.17217,1.17224,1.17213,1.17213,199.4 +24.05.2018 22:40:00.000,1.17213,1.17229,1.17212,1.17224,181.98999999999998 +24.05.2018 22:45:00.000,1.17221,1.17229,1.17214,1.17218,262.14 +24.05.2018 22:50:00.000,1.17218,1.17219,1.17210,1.17211,149.53 +24.05.2018 22:55:00.000,1.17210,1.17217,1.17205,1.17213,258.69 +24.05.2018 23:00:00.000,1.17213,1.17216,1.17205,1.17211,294.91999999999996 +24.05.2018 23:05:00.000,1.17212,1.17212,1.17190,1.17191,425.78 +24.05.2018 23:10:00.000,1.17191,1.17191,1.17184,1.17189,196.17999999999998 +24.05.2018 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01:40:00.000,1.17122,1.17126,1.17088,1.17091,696.96 +25.05.2018 01:45:00.000,1.17091,1.17111,1.17079,1.17089,875.25 +25.05.2018 01:50:00.000,1.17089,1.17112,1.17084,1.17111,508.15 +25.05.2018 01:55:00.000,1.17112,1.17114,1.17084,1.17101,513.34 +25.05.2018 02:00:00.000,1.17100,1.17100,1.17075,1.17075,704.04 +25.05.2018 02:05:00.000,1.17075,1.17081,1.17063,1.17075,543 +25.05.2018 02:10:00.000,1.17074,1.17075,1.17061,1.17066,586.9 +25.05.2018 02:15:00.000,1.17065,1.17081,1.17061,1.17070,621.6600000000001 +25.05.2018 02:20:00.000,1.17073,1.17081,1.17064,1.17065,519.51 +25.05.2018 02:25:00.000,1.17064,1.17075,1.17060,1.17065,459.69 +25.05.2018 02:30:00.000,1.17066,1.17081,1.17052,1.17070,476.77 +25.05.2018 02:35:00.000,1.17071,1.17106,1.17069,1.17100,755.37 +25.05.2018 02:40:00.000,1.17101,1.17108,1.17088,1.17101,612.39 +25.05.2018 02:45:00.000,1.17100,1.17103,1.17070,1.17084,703.75 +25.05.2018 02:50:00.000,1.17085,1.17086,1.17073,1.17075,449.02000000000004 +25.05.2018 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04:10:00.000,1.17075,1.17077,1.17060,1.17071,552.11 +25.05.2018 04:15:00.000,1.17072,1.17083,1.17068,1.17071,552.83 +25.05.2018 04:20:00.000,1.17071,1.17082,1.17069,1.17082,435.07 +25.05.2018 04:25:00.000,1.17082,1.17102,1.17081,1.17102,300.52 +25.05.2018 04:30:00.000,1.17101,1.17101,1.17091,1.17091,487.59999999999997 +25.05.2018 04:35:00.000,1.17091,1.17111,1.17082,1.17099,338 +25.05.2018 04:40:00.000,1.17099,1.17100,1.17089,1.17096,265.03999999999996 +25.05.2018 04:45:00.000,1.17095,1.17110,1.17090,1.17110,306.08000000000004 +25.05.2018 04:50:00.000,1.17110,1.17111,1.17090,1.17091,363.97999999999996 +25.05.2018 04:55:00.000,1.17091,1.17095,1.17084,1.17091,331.65999999999997 +25.05.2018 05:00:00.000,1.17091,1.17102,1.17075,1.17087,583.12 +25.05.2018 05:05:00.000,1.17086,1.17091,1.17080,1.17086,426.1 +25.05.2018 05:10:00.000,1.17083,1.17093,1.17076,1.17081,609.5899999999999 +25.05.2018 05:15:00.000,1.17081,1.17091,1.17070,1.17081,478.58000000000004 +25.05.2018 05:20:00.000,1.17080,1.17092,1.17075,1.17090,351.7 +25.05.2018 05:25:00.000,1.17091,1.17107,1.17082,1.17093,388.3 +25.05.2018 05:30:00.000,1.17093,1.17106,1.17092,1.17103,476.93000000000006 +25.05.2018 05:35:00.000,1.17103,1.17104,1.17070,1.17070,589.4300000000001 +25.05.2018 05:40:00.000,1.17070,1.17091,1.17063,1.17082,718.86 +25.05.2018 05:45:00.000,1.17082,1.17083,1.17064,1.17070,429.51 +25.05.2018 05:50:00.000,1.17071,1.17083,1.17061,1.17061,440.21 +25.05.2018 05:55:00.000,1.17062,1.17073,1.17050,1.17059,467.89 +25.05.2018 06:00:00.000,1.17058,1.17063,1.17004,1.17039,1362.82 +25.05.2018 06:05:00.000,1.17040,1.17065,1.17009,1.17039,884.77 +25.05.2018 06:10:00.000,1.17039,1.17062,1.17018,1.17031,1302.6399999999999 +25.05.2018 06:15:00.000,1.17031,1.17076,1.17004,1.17066,1189.58 +25.05.2018 06:20:00.000,1.17066,1.17072,1.17006,1.17011,1060.45 +25.05.2018 06:25:00.000,1.17011,1.17031,1.16984,1.17030,1540.42 +25.05.2018 06:30:00.000,1.17031,1.17069,1.17026,1.17054,1267.8200000000002 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07:45:00.000,1.16915,1.16932,1.16845,1.16855,1371.9399999999998 +25.05.2018 07:50:00.000,1.16855,1.16887,1.16843,1.16858,1327.73 +25.05.2018 07:55:00.000,1.16852,1.16896,1.16846,1.16888,1273.8500000000001 +25.05.2018 08:00:00.000,1.16888,1.16987,1.16880,1.16980,1618.6100000000001 +25.05.2018 08:05:00.000,1.16981,1.16981,1.16921,1.16950,1563.6599999999999 +25.05.2018 08:10:00.000,1.16950,1.17002,1.16938,1.17002,1736.4199999999998 +25.05.2018 08:15:00.000,1.17004,1.17058,1.17003,1.17025,1492.2700000000002 +25.05.2018 08:20:00.000,1.17025,1.17071,1.17018,1.17053,1109.5 +25.05.2018 08:25:00.000,1.17054,1.17093,1.17046,1.17075,1212 +25.05.2018 08:30:00.000,1.17076,1.17202,1.17055,1.17190,1475.94 +25.05.2018 08:35:00.000,1.17193,1.17228,1.17160,1.17174,1967.69 +25.05.2018 08:40:00.000,1.17173,1.17173,1.17135,1.17147,1632.95 +25.05.2018 08:45:00.000,1.17147,1.17197,1.17145,1.17192,1379.6000000000001 +25.05.2018 08:50:00.000,1.17192,1.17275,1.17180,1.17234,1713.5800000000002 +25.05.2018 08:55:00.000,1.17234,1.17281,1.17215,1.17271,1448.07 +25.05.2018 09:00:00.000,1.17270,1.17287,1.17226,1.17243,1528.08 +25.05.2018 09:05:00.000,1.17240,1.17258,1.17227,1.17243,1319.75 +25.05.2018 09:10:00.000,1.17244,1.17285,1.17206,1.17210,1647.96 +25.05.2018 09:15:00.000,1.17208,1.17210,1.17148,1.17159,1205.5899999999997 +25.05.2018 09:20:00.000,1.17159,1.17170,1.17093,1.17094,1367.95 +25.05.2018 09:25:00.000,1.17092,1.17097,1.17054,1.17085,1506.9299999999998 +25.05.2018 09:30:00.000,1.17084,1.17096,1.17044,1.17068,1433.09 +25.05.2018 09:35:00.000,1.17067,1.17095,1.17057,1.17093,1245.29 +25.05.2018 09:40:00.000,1.17092,1.17126,1.17092,1.17119,931.7200000000001 +25.05.2018 09:45:00.000,1.17119,1.17142,1.17092,1.17135,1266.5900000000001 +25.05.2018 09:50:00.000,1.17135,1.17150,1.17093,1.17096,1424.3 +25.05.2018 09:55:00.000,1.17097,1.17151,1.17097,1.17140,1279.68 +25.05.2018 10:00:00.000,1.17140,1.17145,1.17055,1.17102,1617.54 +25.05.2018 10:05:00.000,1.17102,1.17159,1.17099,1.17153,1303.88 +25.05.2018 10:10:00.000,1.17153,1.17199,1.17139,1.17190,1105.97 +25.05.2018 10:15:00.000,1.17190,1.17223,1.17184,1.17203,1189.95 +25.05.2018 10:20:00.000,1.17208,1.17209,1.17151,1.17153,1071.43 +25.05.2018 10:25:00.000,1.17154,1.17298,1.17152,1.17297,1543.07 +25.05.2018 10:30:00.000,1.17300,1.17335,1.17256,1.17262,1345.65 +25.05.2018 10:35:00.000,1.17261,1.17277,1.17240,1.17245,1271.7299999999998 +25.05.2018 10:40:00.000,1.17246,1.17255,1.17226,1.17232,1280.5900000000001 +25.05.2018 10:45:00.000,1.17232,1.17236,1.17161,1.17161,1299.66 +25.05.2018 10:50:00.000,1.17160,1.17160,1.17079,1.17082,1539.65 +25.05.2018 10:55:00.000,1.17079,1.17119,1.17077,1.17090,1481.2899999999997 +25.05.2018 11:00:00.000,1.17086,1.17098,1.17016,1.17052,1401.64 +25.05.2018 11:05:00.000,1.17052,1.17059,1.16989,1.17015,1517.96 +25.05.2018 11:10:00.000,1.17015,1.17027,1.16983,1.17013,1507.41 +25.05.2018 11:15:00.000,1.17010,1.17013,1.16938,1.16947,1570.79 +25.05.2018 11:20:00.000,1.16946,1.17014,1.16941,1.16988,1213.13 +25.05.2018 11:25:00.000,1.16988,1.16989,1.16937,1.16962,1130.99 +25.05.2018 11:30:00.000,1.16962,1.16985,1.16937,1.16984,1096.42 +25.05.2018 11:35:00.000,1.16983,1.17023,1.16983,1.17003,1004.0400000000001 +25.05.2018 11:40:00.000,1.17002,1.17011,1.16942,1.16945,1112.6200000000001 +25.05.2018 11:45:00.000,1.16946,1.16950,1.16712,1.16717,1854.48 +25.05.2018 11:50:00.000,1.16717,1.16719,1.16619,1.16699,2188.3 +25.05.2018 11:55:00.000,1.16699,1.16699,1.16642,1.16684,1680.87 +25.05.2018 12:00:00.000,1.16685,1.16714,1.16639,1.16710,1918.35 +25.05.2018 12:05:00.000,1.16709,1.16728,1.16659,1.16680,1766.3400000000001 +25.05.2018 12:10:00.000,1.16681,1.16755,1.16681,1.16749,1498.87 +25.05.2018 12:15:00.000,1.16746,1.16770,1.16723,1.16747,1427.1799999999998 +25.05.2018 12:20:00.000,1.16746,1.16760,1.16705,1.16720,1452.78 +25.05.2018 12:25:00.000,1.16719,1.16724,1.16646,1.16693,1416.2800000000002 +25.05.2018 12:30:00.000,1.16686,1.16722,1.16653,1.16677,1576.32 +25.05.2018 12:35:00.000,1.16678,1.16704,1.16658,1.16688,1512.42 +25.05.2018 12:40:00.000,1.16688,1.16755,1.16688,1.16742,1150.92 +25.05.2018 12:45:00.000,1.16742,1.16786,1.16741,1.16766,1451.19 +25.05.2018 12:50:00.000,1.16766,1.16865,1.16735,1.16842,1769.1 +25.05.2018 12:55:00.000,1.16839,1.16842,1.16697,1.16764,1767.8999999999999 +25.05.2018 13:00:00.000,1.16764,1.16799,1.16699,1.16740,1847.4999999999998 +25.05.2018 13:05:00.000,1.16739,1.16802,1.16702,1.16727,1706.1299999999999 +25.05.2018 13:10:00.000,1.16728,1.16728,1.16597,1.16631,1908.01 +25.05.2018 13:15:00.000,1.16629,1.16645,1.16561,1.16573,1964.8300000000002 +25.05.2018 13:20:00.000,1.16573,1.16635,1.16549,1.16619,1766.9499999999998 +25.05.2018 13:25:00.000,1.16618,1.16620,1.16519,1.16520,1796.3000000000002 +25.05.2018 13:30:00.000,1.16521,1.16613,1.16520,1.16570,1724.9999999999998 +25.05.2018 13:35:00.000,1.16571,1.16599,1.16539,1.16564,1634.28 +25.05.2018 13:40:00.000,1.16564,1.16594,1.16509,1.16512,1508.89 +25.05.2018 13:45:00.000,1.16511,1.16530,1.16467,1.16502,1599.17 +25.05.2018 13:50:00.000,1.16504,1.16525,1.16464,1.16525,1587.4499999999998 +25.05.2018 13:55:00.000,1.16525,1.16525,1.16482,1.16511,1225.96 +25.05.2018 14:00:00.000,1.16510,1.16600,1.16506,1.16564,1747.68 +25.05.2018 14:05:00.000,1.16564,1.16575,1.16526,1.16571,1340.3799999999999 +25.05.2018 14:10:00.000,1.16569,1.16590,1.16540,1.16551,1272.72 +25.05.2018 14:15:00.000,1.16553,1.16604,1.16515,1.16596,1599.4 +25.05.2018 14:20:00.000,1.16596,1.16634,1.16579,1.16612,1329.5900000000001 +25.05.2018 14:25:00.000,1.16612,1.16638,1.16547,1.16586,1402.4499999999998 +25.05.2018 14:30:00.000,1.16586,1.16654,1.16586,1.16591,1616.51 +25.05.2018 14:35:00.000,1.16592,1.16602,1.16534,1.16538,1404.23 +25.05.2018 14:40:00.000,1.16539,1.16622,1.16535,1.16574,1697.5700000000002 +25.05.2018 14:45:00.000,1.16576,1.16591,1.16525,1.16537,1199.98 +25.05.2018 14:50:00.000,1.16538,1.16594,1.16489,1.16563,1759.34 +25.05.2018 14:55:00.000,1.16563,1.16585,1.16513,1.16551,1521.8200000000002 +25.05.2018 15:00:00.000,1.16550,1.16587,1.16521,1.16545,1398.85 +25.05.2018 15:05:00.000,1.16547,1.16644,1.16547,1.16637,1583.35 +25.05.2018 15:10:00.000,1.16637,1.16682,1.16621,1.16664,1630.31 +25.05.2018 15:15:00.000,1.16662,1.16681,1.16655,1.16659,1206.2400000000002 +25.05.2018 15:20:00.000,1.16658,1.16658,1.16563,1.16585,1460.41 +25.05.2018 15:25:00.000,1.16585,1.16618,1.16563,1.16568,1096.55 +25.05.2018 15:30:00.000,1.16568,1.16630,1.16567,1.16622,1187.24 +25.05.2018 15:35:00.000,1.16624,1.16640,1.16593,1.16640,1068.52 +25.05.2018 15:40:00.000,1.16639,1.16649,1.16607,1.16635,779.96 +25.05.2018 15:45:00.000,1.16634,1.16683,1.16615,1.16673,1056.88 +25.05.2018 15:50:00.000,1.16673,1.16699,1.16648,1.16690,1062 +25.05.2018 15:55:00.000,1.16690,1.16698,1.16652,1.16652,868.94 +25.05.2018 16:00:00.000,1.16653,1.16674,1.16628,1.16644,1185.82 +25.05.2018 16:05:00.000,1.16644,1.16691,1.16639,1.16648,1356.98 +25.05.2018 16:10:00.000,1.16649,1.16703,1.16648,1.16665,1061.46 +25.05.2018 16:15:00.000,1.16667,1.16681,1.16639,1.16647,944.4099999999999 +25.05.2018 16:20:00.000,1.16648,1.16665,1.16622,1.16622,816.6 +25.05.2018 16:25:00.000,1.16622,1.16638,1.16599,1.16602,1009.48 +25.05.2018 16:30:00.000,1.16602,1.16620,1.16598,1.16599,858.0900000000001 +25.05.2018 16:35:00.000,1.16601,1.16609,1.16593,1.16604,622.77 +25.05.2018 16:40:00.000,1.16606,1.16615,1.16573,1.16594,748.38 +25.05.2018 16:45:00.000,1.16594,1.16628,1.16594,1.16625,562.36 +25.05.2018 16:50:00.000,1.16626,1.16632,1.16603,1.16606,637.8199999999999 +25.05.2018 16:55:00.000,1.16607,1.16654,1.16603,1.16612,1267.6 +25.05.2018 17:00:00.000,1.16612,1.16734,1.16589,1.16723,1104.43 +25.05.2018 17:05:00.000,1.16720,1.16758,1.16649,1.16664,997.2 +25.05.2018 17:10:00.000,1.16664,1.16696,1.16644,1.16654,680.71 +25.05.2018 17:15:00.000,1.16653,1.16670,1.16618,1.16636,555.51 +25.05.2018 17:20:00.000,1.16637,1.16644,1.16608,1.16630,573.53 +25.05.2018 17:25:00.000,1.16628,1.16642,1.16605,1.16641,876.43 +25.05.2018 17:30:00.000,1.16641,1.16651,1.16604,1.16614,932.3899999999999 +25.05.2018 17:35:00.000,1.16614,1.16648,1.16599,1.16644,908.69 +25.05.2018 17:40:00.000,1.16645,1.16646,1.16615,1.16615,731.11 +25.05.2018 17:45:00.000,1.16615,1.16638,1.16612,1.16616,619.5699999999999 +25.05.2018 17:50:00.000,1.16618,1.16625,1.16578,1.16578,673.09 +25.05.2018 17:55:00.000,1.16579,1.16606,1.16579,1.16600,873.46 +25.05.2018 18:00:00.000,1.16600,1.16600,1.16548,1.16578,960.24 +25.05.2018 18:05:00.000,1.16578,1.16611,1.16576,1.16604,730.4799999999999 +25.05.2018 18:10:00.000,1.16606,1.16620,1.16588,1.16611,650.9499999999998 +25.05.2018 18:15:00.000,1.16610,1.16621,1.16609,1.16611,442.40000000000003 +25.05.2018 18:20:00.000,1.16610,1.16628,1.16579,1.16625,835.37 +25.05.2018 18:25:00.000,1.16625,1.16655,1.16621,1.16636,826.98 +25.05.2018 18:30:00.000,1.16636,1.16671,1.16629,1.16660,906.99 +25.05.2018 18:35:00.000,1.16660,1.16670,1.16637,1.16661,833.25 +25.05.2018 18:40:00.000,1.16661,1.16672,1.16650,1.16670,383.31 +25.05.2018 18:45:00.000,1.16671,1.16687,1.16639,1.16676,759.25 +25.05.2018 18:50:00.000,1.16677,1.16689,1.16664,1.16669,856.6899999999999 +25.05.2018 18:55:00.000,1.16670,1.16696,1.16664,1.16689,955.23 +25.05.2018 19:00:00.000,1.16689,1.16697,1.16660,1.16674,674.43 +25.05.2018 19:05:00.000,1.16677,1.16689,1.16652,1.16654,706.25 +25.05.2018 19:10:00.000,1.16653,1.16654,1.16626,1.16637,765.64 +25.05.2018 19:15:00.000,1.16636,1.16651,1.16626,1.16633,886.02 +25.05.2018 19:20:00.000,1.16632,1.16647,1.16632,1.16632,544.76 +25.05.2018 19:25:00.000,1.16632,1.16633,1.16618,1.16623,423.04 +25.05.2018 19:30:00.000,1.16624,1.16636,1.16622,1.16624,507.86 +25.05.2018 19:35:00.000,1.16624,1.16627,1.16616,1.16618,400.7 +25.05.2018 19:40:00.000,1.16617,1.16621,1.16611,1.16619,383.91999999999996 +25.05.2018 19:45:00.000,1.16619,1.16627,1.16607,1.16626,438.59 +25.05.2018 19:50:00.000,1.16627,1.16634,1.16615,1.16629,537.9399999999999 +25.05.2018 19:55:00.000,1.16632,1.16639,1.16601,1.16608,589.56 +25.05.2018 20:00:00.000,1.16608,1.16610,1.16602,1.16604,291.6 +25.05.2018 20:05:00.000,1.16605,1.16619,1.16604,1.16615,403.28999999999996 +25.05.2018 20:10:00.000,1.16615,1.16615,1.16613,1.16614,140.09 +25.05.2018 20:15:00.000,1.16615,1.16622,1.16613,1.16620,90.17 +25.05.2018 20:20:00.000,1.16620,1.16621,1.16619,1.16620,120.47 +25.05.2018 20:25:00.000,1.16620,1.16621,1.16608,1.16614,251.95 +25.05.2018 20:30:00.000,1.16612,1.16614,1.16602,1.16602,287.59999999999997 +25.05.2018 20:35:00.000,1.16602,1.16615,1.16572,1.16573,486.69 +25.05.2018 20:40:00.000,1.16572,1.16582,1.16507,1.16510,670.38 +25.05.2018 20:45:00.000,1.16510,1.16539,1.16501,1.16521,437.65999999999997 +25.05.2018 20:50:00.000,1.16519,1.16520,1.16455,1.16514,824.51 +25.05.2018 20:55:00.000,1.16514,1.16517,1.16478,1.16478,391.89000000000004 +27.05.2018 21:00:00.000,1.16862,1.16868,1.16802,1.16817,162.25 +27.05.2018 21:05:00.000,1.16817,1.16863,1.16798,1.16848,233.84999999999997 +27.05.2018 21:10:00.000,1.16848,1.16864,1.16819,1.16825,284.62 +27.05.2018 21:15:00.000,1.16824,1.16840,1.16797,1.16820,229.81 +27.05.2018 21:20:00.000,1.16820,1.16906,1.16810,1.16829,387.47 +27.05.2018 21:25:00.000,1.16828,1.16904,1.16811,1.16844,575.95 +27.05.2018 21:30:00.000,1.16843,1.16860,1.16813,1.16847,431.08000000000004 +27.05.2018 21:35:00.000,1.16847,1.16885,1.16847,1.16876,170.76 +27.05.2018 21:40:00.000,1.16879,1.16887,1.16874,1.16887,90.71000000000001 +27.05.2018 21:45:00.000,1.16886,1.16904,1.16879,1.16898,83.9 +27.05.2018 21:50:00.000,1.16897,1.16898,1.16871,1.16871,116.21000000000001 +27.05.2018 21:55:00.000,1.16871,1.16889,1.16871,1.16881,174.56 +27.05.2018 22:00:00.000,1.16878,1.16886,1.16758,1.16781,462.62 +27.05.2018 22:05:00.000,1.16780,1.16805,1.16768,1.16795,706.9200000000001 +27.05.2018 22:10:00.000,1.16795,1.16815,1.16787,1.16792,654.8 +27.05.2018 22:15:00.000,1.16792,1.16802,1.16770,1.16791,373.68 +27.05.2018 22:20:00.000,1.16790,1.16799,1.16780,1.16789,273.93 +27.05.2018 22:25:00.000,1.16789,1.16801,1.16789,1.16800,172.28 +27.05.2018 22:30:00.000,1.16801,1.16851,1.16800,1.16845,584.56 +27.05.2018 22:35:00.000,1.16846,1.16850,1.16820,1.16824,583.29 +27.05.2018 22:40:00.000,1.16825,1.16859,1.16825,1.16842,833.3100000000001 +27.05.2018 22:45:00.000,1.16842,1.16867,1.16839,1.16867,759.5999999999999 +27.05.2018 22:50:00.000,1.16867,1.16887,1.16858,1.16881,1051.7099999999998 +27.05.2018 22:55:00.000,1.16880,1.16902,1.16870,1.16889,734.64 +27.05.2018 23:00:00.000,1.16889,1.16920,1.16883,1.16898,536.5600000000001 +27.05.2018 23:05:00.000,1.16898,1.16898,1.16869,1.16893,448.64000000000004 +27.05.2018 23:10:00.000,1.16893,1.16893,1.16866,1.16871,376.12 +27.05.2018 23:15:00.000,1.16873,1.16889,1.16873,1.16889,284.16999999999996 +27.05.2018 23:20:00.000,1.16888,1.16888,1.16876,1.16883,322.73 +27.05.2018 23:25:00.000,1.16883,1.16897,1.16879,1.16889,215.9 +27.05.2018 23:30:00.000,1.16890,1.16890,1.16853,1.16853,340.88 +27.05.2018 23:35:00.000,1.16853,1.16864,1.16843,1.16851,429.21 +27.05.2018 23:40:00.000,1.16851,1.16860,1.16847,1.16855,243.46999999999997 +27.05.2018 23:45:00.000,1.16854,1.16867,1.16853,1.16862,300.64 +27.05.2018 23:50:00.000,1.16863,1.16879,1.16859,1.16874,455.83000000000004 +27.05.2018 23:55:00.000,1.16876,1.16898,1.16874,1.16884,469.06 +28.05.2018 00:00:00.000,1.16886,1.16887,1.16839,1.16848,692.72 +28.05.2018 00:05:00.000,1.16848,1.16902,1.16848,1.16890,867.24 +28.05.2018 00:10:00.000,1.16887,1.16927,1.16887,1.16915,779.67 +28.05.2018 00:15:00.000,1.16916,1.16939,1.16915,1.16937,171.65000000000003 +28.05.2018 00:20:00.000,1.16937,1.16977,1.16935,1.16970,923.5600000000001 +28.05.2018 00:25:00.000,1.16972,1.17017,1.16971,1.17010,968.99 +28.05.2018 00:30:00.000,1.17010,1.17010,1.16959,1.16994,864.2 +28.05.2018 00:35:00.000,1.16994,1.17001,1.16978,1.17000,696.85 +28.05.2018 00:40:00.000,1.16999,1.17030,1.16996,1.17020,562.65 +28.05.2018 00:45:00.000,1.17020,1.17052,1.17020,1.17026,941.75 +28.05.2018 00:50:00.000,1.17026,1.17036,1.17006,1.17006,701.55 +28.05.2018 00:55:00.000,1.17004,1.17020,1.16972,1.16975,1117.09 +28.05.2018 01:00:00.000,1.16975,1.17016,1.16953,1.17010,1017.7800000000001 +28.05.2018 01:05:00.000,1.17008,1.17081,1.16989,1.17070,861.11 +28.05.2018 01:10:00.000,1.17069,1.17100,1.17023,1.17082,1251.3200000000002 +28.05.2018 01:15:00.000,1.17083,1.17110,1.17056,1.17100,890.16 +28.05.2018 01:20:00.000,1.17099,1.17123,1.17091,1.17109,768.1700000000001 +28.05.2018 01:25:00.000,1.17107,1.17115,1.17082,1.17090,722.96 +28.05.2018 01:30:00.000,1.17090,1.17093,1.17073,1.17081,566.18 +28.05.2018 01:35:00.000,1.17081,1.17092,1.17061,1.17080,712.28 +28.05.2018 01:40:00.000,1.17080,1.17089,1.17068,1.17075,612.6700000000001 +28.05.2018 01:45:00.000,1.17076,1.17094,1.17061,1.17080,705.55 +28.05.2018 01:50:00.000,1.17080,1.17086,1.17060,1.17080,678.41 +28.05.2018 01:55:00.000,1.17080,1.17084,1.17054,1.17054,678.87 +28.05.2018 02:00:00.000,1.17054,1.17059,1.17011,1.17030,1070.47 +28.05.2018 02:05:00.000,1.17030,1.17036,1.16993,1.17035,572.78 +28.05.2018 02:10:00.000,1.17035,1.17051,1.17025,1.17030,688.82 +28.05.2018 02:15:00.000,1.17030,1.17067,1.17029,1.17054,755.81 +28.05.2018 02:20:00.000,1.17056,1.17066,1.17031,1.17041,564.05 +28.05.2018 02:25:00.000,1.17041,1.17047,1.17022,1.17041,453.1099999999999 +28.05.2018 02:30:00.000,1.17040,1.17057,1.17037,1.17037,470.21 +28.05.2018 02:35:00.000,1.17038,1.17047,1.17032,1.17047,287.48999999999995 +28.05.2018 02:40:00.000,1.17048,1.17053,1.17027,1.17037,384.85 +28.05.2018 02:45:00.000,1.17037,1.17055,1.17022,1.17051,384.13 +28.05.2018 02:50:00.000,1.17051,1.17076,1.17047,1.17074,403.63 +28.05.2018 02:55:00.000,1.17073,1.17076,1.17052,1.17071,452.90000000000003 +28.05.2018 03:00:00.000,1.17071,1.17094,1.17065,1.17092,497.76 +28.05.2018 03:05:00.000,1.17092,1.17124,1.17092,1.17113,433.45000000000005 +28.05.2018 03:10:00.000,1.17114,1.17127,1.17104,1.17112,410.67 +28.05.2018 03:15:00.000,1.17112,1.17117,1.17089,1.17091,442.77 +28.05.2018 03:20:00.000,1.17091,1.17113,1.17090,1.17109,447.92 +28.05.2018 03:25:00.000,1.17107,1.17127,1.17096,1.17125,491.90999999999997 +28.05.2018 03:30:00.000,1.17126,1.17147,1.17120,1.17140,491.59000000000003 +28.05.2018 03:35:00.000,1.17140,1.17148,1.17137,1.17146,361.50000000000006 +28.05.2018 03:40:00.000,1.17144,1.17174,1.17144,1.17172,439.87999999999994 +28.05.2018 03:45:00.000,1.17172,1.17185,1.17164,1.17178,300.62 +28.05.2018 03:50:00.000,1.17178,1.17179,1.17161,1.17167,504.71 +28.05.2018 03:55:00.000,1.17166,1.17171,1.17160,1.17161,407.54999999999995 +28.05.2018 04:00:00.000,1.17161,1.17161,1.17140,1.17141,430.28999999999996 +28.05.2018 04:05:00.000,1.17140,1.17168,1.17139,1.17162,349.02000000000004 +28.05.2018 04:10:00.000,1.17161,1.17179,1.17160,1.17177,395.56999999999994 +28.05.2018 04:15:00.000,1.17178,1.17187,1.17160,1.17186,379.44000000000005 +28.05.2018 04:20:00.000,1.17186,1.17186,1.17152,1.17161,381.72 +28.05.2018 04:25:00.000,1.17161,1.17166,1.17147,1.17150,568.26 +28.05.2018 04:30:00.000,1.17150,1.17150,1.17134,1.17135,405.12 +28.05.2018 04:35:00.000,1.17136,1.17151,1.17132,1.17142,282.63 +28.05.2018 04:40:00.000,1.17142,1.17153,1.17137,1.17137,208.29999999999998 +28.05.2018 04:45:00.000,1.17136,1.17147,1.17131,1.17146,484.93 +28.05.2018 04:50:00.000,1.17145,1.17212,1.17145,1.17211,565.1400000000001 +28.05.2018 04:55:00.000,1.17211,1.17246,1.17198,1.17246,761.1500000000001 +28.05.2018 05:00:00.000,1.17245,1.17245,1.17214,1.17229,576.6700000000001 +28.05.2018 05:05:00.000,1.17231,1.17237,1.17209,1.17214,383.31 +28.05.2018 05:10:00.000,1.17215,1.17234,1.17200,1.17232,428.91 +28.05.2018 05:15:00.000,1.17233,1.17267,1.17233,1.17266,689.54 +28.05.2018 05:20:00.000,1.17266,1.17272,1.17256,1.17264,595.52 +28.05.2018 05:25:00.000,1.17262,1.17263,1.17252,1.17255,383.02 +28.05.2018 05:30:00.000,1.17255,1.17266,1.17249,1.17262,640.34 +28.05.2018 05:35:00.000,1.17264,1.17266,1.17250,1.17263,570.4300000000001 +28.05.2018 05:40:00.000,1.17262,1.17268,1.17248,1.17250,588.75 +28.05.2018 05:45:00.000,1.17250,1.17258,1.17246,1.17255,631.05 +28.05.2018 05:50:00.000,1.17256,1.17283,1.17256,1.17262,724.5999999999999 +28.05.2018 05:55:00.000,1.17262,1.17273,1.17249,1.17264,560.21 +28.05.2018 06:00:00.000,1.17265,1.17273,1.17197,1.17198,1020.01 +28.05.2018 06:05:00.000,1.17199,1.17242,1.17195,1.17196,1118.24 +28.05.2018 06:10:00.000,1.17197,1.17201,1.17165,1.17172,1326.08 +28.05.2018 06:15:00.000,1.17178,1.17181,1.17142,1.17168,1256.09 +28.05.2018 06:20:00.000,1.17168,1.17177,1.17146,1.17146,1190.15 +28.05.2018 06:25:00.000,1.17144,1.17145,1.17112,1.17131,1355.28 +28.05.2018 06:30:00.000,1.17131,1.17147,1.17117,1.17146,981.64 +28.05.2018 06:35:00.000,1.17146,1.17204,1.17135,1.17204,1138.61 +28.05.2018 06:40:00.000,1.17203,1.17203,1.17110,1.17136,1099.1799999999998 +28.05.2018 06:45:00.000,1.17139,1.17140,1.17081,1.17096,1213.05 +28.05.2018 06:50:00.000,1.17096,1.17161,1.17070,1.17151,1293.64 +28.05.2018 06:55:00.000,1.17151,1.17151,1.17046,1.17078,1928.15 +28.05.2018 07:00:00.000,1.17080,1.17112,1.17040,1.17058,1292.39 +28.05.2018 07:05:00.000,1.17056,1.17102,1.17043,1.17087,1522.3100000000002 +28.05.2018 07:10:00.000,1.17086,1.17099,1.17000,1.17012,1281.49 +28.05.2018 07:15:00.000,1.17011,1.17017,1.16919,1.16951,1477.7800000000002 +28.05.2018 07:20:00.000,1.16950,1.17022,1.16939,1.17012,1219.6299999999999 +28.05.2018 07:25:00.000,1.17012,1.17038,1.16978,1.17012,1128.88 +28.05.2018 07:30:00.000,1.17013,1.17066,1.17013,1.17048,843.99 +28.05.2018 07:35:00.000,1.17047,1.17053,1.16930,1.16944,1252.1 +28.05.2018 07:40:00.000,1.16944,1.16978,1.16920,1.16926,1245.5 +28.05.2018 07:45:00.000,1.16926,1.16934,1.16888,1.16912,1345.49 +28.05.2018 07:50:00.000,1.16913,1.16933,1.16884,1.16932,1149.78 +28.05.2018 07:55:00.000,1.16932,1.16959,1.16920,1.16958,1241.21 +28.05.2018 08:00:00.000,1.16958,1.16966,1.16923,1.16961,1099.3 +28.05.2018 08:05:00.000,1.16960,1.16967,1.16929,1.16942,1250.93 +28.05.2018 08:10:00.000,1.16942,1.16944,1.16888,1.16933,1040.02 +28.05.2018 08:15:00.000,1.16933,1.16933,1.16853,1.16871,1408.25 +28.05.2018 08:20:00.000,1.16871,1.16879,1.16840,1.16856,1266.7 +28.05.2018 08:25:00.000,1.16856,1.16878,1.16800,1.16841,1621.5700000000002 +28.05.2018 08:30:00.000,1.16842,1.16842,1.16803,1.16817,1215.97 +28.05.2018 08:35:00.000,1.16817,1.16857,1.16780,1.16855,1149.83 +28.05.2018 08:40:00.000,1.16856,1.16875,1.16782,1.16785,1226.1 +28.05.2018 08:45:00.000,1.16787,1.16827,1.16785,1.16826,1220.95 +28.05.2018 08:50:00.000,1.16827,1.16827,1.16787,1.16788,1181.47 +28.05.2018 08:55:00.000,1.16788,1.16808,1.16759,1.16779,1055.68 +28.05.2018 09:00:00.000,1.16778,1.16786,1.16628,1.16674,1712.9500000000003 +28.05.2018 09:05:00.000,1.16677,1.16683,1.16606,1.16644,1529.0299999999997 +28.05.2018 09:10:00.000,1.16643,1.16658,1.16630,1.16636,1097.16 +28.05.2018 09:15:00.000,1.16638,1.16682,1.16638,1.16664,837.68 +28.05.2018 09:20:00.000,1.16665,1.16677,1.16643,1.16657,1085.96 +28.05.2018 09:25:00.000,1.16656,1.16725,1.16653,1.16717,1235.15 +28.05.2018 09:30:00.000,1.16717,1.16758,1.16716,1.16752,1275.63 +28.05.2018 09:35:00.000,1.16752,1.16777,1.16741,1.16754,947.3599999999999 +28.05.2018 09:40:00.000,1.16753,1.16763,1.16696,1.16763,1292.28 +28.05.2018 09:45:00.000,1.16763,1.16773,1.16738,1.16744,705.79 +28.05.2018 09:50:00.000,1.16743,1.16746,1.16702,1.16717,973.3699999999999 +28.05.2018 09:55:00.000,1.16717,1.16727,1.16658,1.16683,1265.69 +28.05.2018 10:00:00.000,1.16682,1.16683,1.16472,1.16508,2077.48 +28.05.2018 10:05:00.000,1.16509,1.16523,1.16429,1.16498,1921.27 +28.05.2018 10:10:00.000,1.16502,1.16512,1.16431,1.16441,1832.5900000000001 +28.05.2018 10:15:00.000,1.16442,1.16476,1.16412,1.16439,1786.1499999999999 +28.05.2018 10:20:00.000,1.16437,1.16452,1.16394,1.16422,1415.51 +28.05.2018 10:25:00.000,1.16424,1.16476,1.16420,1.16439,1242.6799999999998 +28.05.2018 10:30:00.000,1.16438,1.16467,1.16407,1.16412,1275.16 +28.05.2018 10:35:00.000,1.16411,1.16473,1.16405,1.16469,1506.63 +28.05.2018 10:40:00.000,1.16469,1.16529,1.16469,1.16499,1457.2600000000002 +28.05.2018 10:45:00.000,1.16499,1.16508,1.16434,1.16483,1108.4199999999998 +28.05.2018 10:50:00.000,1.16484,1.16581,1.16474,1.16563,1452.34 +28.05.2018 10:55:00.000,1.16564,1.16575,1.16542,1.16574,1080.09 +28.05.2018 11:00:00.000,1.16573,1.16574,1.16526,1.16528,1052.9199999999998 +28.05.2018 11:05:00.000,1.16528,1.16558,1.16509,1.16538,909.2 +28.05.2018 11:10:00.000,1.16537,1.16537,1.16463,1.16465,1194.1299999999999 +28.05.2018 11:15:00.000,1.16466,1.16476,1.16439,1.16450,994.4000000000001 +28.05.2018 11:20:00.000,1.16450,1.16474,1.16430,1.16469,1015.52 +28.05.2018 11:25:00.000,1.16469,1.16474,1.16358,1.16371,1137.1499999999999 +28.05.2018 11:30:00.000,1.16367,1.16399,1.16363,1.16393,1342.59 +28.05.2018 11:35:00.000,1.16393,1.16419,1.16377,1.16394,1037.3300000000002 +28.05.2018 11:40:00.000,1.16395,1.16398,1.16368,1.16377,850.6999999999999 +28.05.2018 11:45:00.000,1.16379,1.16382,1.16348,1.16351,1184.7 +28.05.2018 11:50:00.000,1.16351,1.16392,1.16350,1.16389,1035.18 +28.05.2018 11:55:00.000,1.16391,1.16404,1.16373,1.16402,1067.38 +28.05.2018 12:00:00.000,1.16403,1.16422,1.16392,1.16393,1045.93 +28.05.2018 12:05:00.000,1.16393,1.16406,1.16378,1.16393,1042.52 +28.05.2018 12:10:00.000,1.16393,1.16460,1.16389,1.16446,1296.33 +28.05.2018 12:15:00.000,1.16445,1.16469,1.16437,1.16445,1168.1999999999998 +28.05.2018 12:20:00.000,1.16448,1.16448,1.16365,1.16369,1061.31 +28.05.2018 12:25:00.000,1.16369,1.16388,1.16352,1.16363,1179.1200000000001 +28.05.2018 12:30:00.000,1.16364,1.16371,1.16228,1.16263,1101.6999999999998 +28.05.2018 12:35:00.000,1.16263,1.16266,1.16208,1.16216,1630.62 +28.05.2018 12:40:00.000,1.16216,1.16216,1.16118,1.16134,1761.11 +28.05.2018 12:45:00.000,1.16133,1.16165,1.16110,1.16160,1069.81 +28.05.2018 12:50:00.000,1.16159,1.16165,1.16129,1.16138,1189.31 +28.05.2018 12:55:00.000,1.16138,1.16140,1.16078,1.16091,1705.44 +28.05.2018 13:00:00.000,1.16091,1.16100,1.16078,1.16089,1057.98 +28.05.2018 13:05:00.000,1.16088,1.16114,1.16073,1.16114,1095.65 +28.05.2018 13:10:00.000,1.16113,1.16138,1.16101,1.16123,1314.26 +28.05.2018 13:15:00.000,1.16123,1.16172,1.16123,1.16148,1359.95 +28.05.2018 13:20:00.000,1.16148,1.16186,1.16146,1.16183,1207.8 +28.05.2018 13:25:00.000,1.16182,1.16184,1.16146,1.16166,985.57 +28.05.2018 13:30:00.000,1.16167,1.16183,1.16129,1.16148,951.6199999999999 +28.05.2018 13:35:00.000,1.16149,1.16179,1.16131,1.16172,1325.23 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14:50:00.000,1.16254,1.16260,1.16214,1.16217,1259.5 +28.05.2018 14:55:00.000,1.16220,1.16238,1.16177,1.16210,1254.41 +28.05.2018 15:00:00.000,1.16210,1.16249,1.16198,1.16249,1081.58 +28.05.2018 15:05:00.000,1.16250,1.16293,1.16230,1.16281,1182.01 +28.05.2018 15:10:00.000,1.16281,1.16317,1.16264,1.16290,1114.04 +28.05.2018 15:15:00.000,1.16290,1.16290,1.16233,1.16238,1119.22 +28.05.2018 15:20:00.000,1.16238,1.16253,1.16236,1.16251,608.9200000000001 +28.05.2018 15:25:00.000,1.16250,1.16259,1.16222,1.16259,849.9200000000001 +28.05.2018 15:30:00.000,1.16261,1.16289,1.16256,1.16276,860.4100000000001 +28.05.2018 15:35:00.000,1.16277,1.16293,1.16268,1.16283,989.56 +28.05.2018 15:40:00.000,1.16282,1.16292,1.16269,1.16274,519.26 +28.05.2018 15:45:00.000,1.16273,1.16285,1.16269,1.16279,469.15999999999997 +28.05.2018 15:50:00.000,1.16279,1.16286,1.16272,1.16280,271.01 +28.05.2018 15:55:00.000,1.16280,1.16296,1.16271,1.16283,568.91 +28.05.2018 16:00:00.000,1.16284,1.16287,1.16274,1.16279,486.85 +28.05.2018 16:05:00.000,1.16280,1.16308,1.16278,1.16299,443.26 +28.05.2018 16:10:00.000,1.16299,1.16304,1.16284,1.16302,381.8399999999999 +28.05.2018 16:15:00.000,1.16303,1.16327,1.16299,1.16315,723.25 +28.05.2018 16:20:00.000,1.16315,1.16315,1.16291,1.16293,323.34 +28.05.2018 16:25:00.000,1.16292,1.16295,1.16262,1.16263,407.17 +28.05.2018 16:30:00.000,1.16263,1.16265,1.16241,1.16259,372.17999999999995 +28.05.2018 16:35:00.000,1.16260,1.16282,1.16246,1.16256,392.05 +28.05.2018 16:40:00.000,1.16255,1.16282,1.16251,1.16279,404.18 +28.05.2018 16:45:00.000,1.16279,1.16296,1.16276,1.16278,406.57000000000005 +28.05.2018 16:50:00.000,1.16278,1.16280,1.16258,1.16261,359.1 +28.05.2018 16:55:00.000,1.16262,1.16298,1.16262,1.16287,540.21 +28.05.2018 17:00:00.000,1.16286,1.16287,1.16226,1.16232,526.4100000000001 +28.05.2018 17:05:00.000,1.16231,1.16244,1.16228,1.16241,416.79 +28.05.2018 17:10:00.000,1.16241,1.16245,1.16240,1.16240,374.46000000000004 +28.05.2018 17:15:00.000,1.16240,1.16264,1.16240,1.16264,266.99999999999994 +28.05.2018 17:20:00.000,1.16263,1.16266,1.16253,1.16258,216.63 +28.05.2018 17:25:00.000,1.16259,1.16270,1.16258,1.16266,558.8399999999999 +28.05.2018 17:30:00.000,1.16266,1.16270,1.16265,1.16265,108.25999999999999 +28.05.2018 17:35:00.000,1.16266,1.16268,1.16263,1.16263,124.53 +28.05.2018 17:40:00.000,1.16263,1.16266,1.16262,1.16265,285.90000000000003 +28.05.2018 17:45:00.000,1.16265,1.16271,1.16264,1.16271,154.78 +28.05.2018 17:50:00.000,1.16271,1.16275,1.16271,1.16274,63.410000000000004 +28.05.2018 17:55:00.000,1.16274,1.16276,1.16271,1.16273,174.38000000000002 +28.05.2018 18:00:00.000,1.16273,1.16274,1.16271,1.16272,124.65 +28.05.2018 18:05:00.000,1.16271,1.16274,1.16269,1.16271,107.58000000000001 +28.05.2018 18:10:00.000,1.16271,1.16273,1.16270,1.16270,119.99 +28.05.2018 18:15:00.000,1.16270,1.16272,1.16268,1.16272,63.269999999999996 +28.05.2018 18:20:00.000,1.16272,1.16276,1.16270,1.16273,86.28999999999999 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19:35:00.000,1.16274,1.16287,1.16274,1.16274,296.4 +28.05.2018 19:40:00.000,1.16274,1.16274,1.16259,1.16266,401.6 +28.05.2018 19:45:00.000,1.16266,1.16275,1.16264,1.16270,463.21 +28.05.2018 19:50:00.000,1.16269,1.16270,1.16258,1.16259,204.95999999999998 +28.05.2018 19:55:00.000,1.16259,1.16264,1.16259,1.16264,200.83999999999997 +28.05.2018 20:00:00.000,1.16264,1.16266,1.16261,1.16264,190.04 +28.05.2018 20:05:00.000,1.16264,1.16264,1.16250,1.16251,267.97 +28.05.2018 20:10:00.000,1.16251,1.16263,1.16249,1.16262,184.42000000000002 +28.05.2018 20:15:00.000,1.16262,1.16263,1.16248,1.16250,225.48999999999998 +28.05.2018 20:20:00.000,1.16250,1.16267,1.16250,1.16257,193.06 +28.05.2018 20:25:00.000,1.16256,1.16265,1.16255,1.16258,149.85 +28.05.2018 20:30:00.000,1.16258,1.16259,1.16254,1.16258,58.15 +28.05.2018 20:35:00.000,1.16256,1.16260,1.16246,1.16246,45.41 +28.05.2018 20:40:00.000,1.16246,1.16249,1.16244,1.16245,69.61999999999999 +28.05.2018 20:45:00.000,1.16245,1.16245,1.16241,1.16243,76.5 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22:00:00.000,1.16240,1.16260,1.16239,1.16252,274.16999999999996 +28.05.2018 22:05:00.000,1.16253,1.16260,1.16252,1.16259,240.17999999999998 +28.05.2018 22:10:00.000,1.16258,1.16265,1.16249,1.16258,347.5 +28.05.2018 22:15:00.000,1.16259,1.16267,1.16254,1.16267,199.98000000000002 +28.05.2018 22:20:00.000,1.16266,1.16270,1.16264,1.16266,161.16 +28.05.2018 22:25:00.000,1.16267,1.16279,1.16265,1.16272,153.17000000000002 +28.05.2018 22:30:00.000,1.16273,1.16273,1.16243,1.16243,262.87 +28.05.2018 22:35:00.000,1.16244,1.16244,1.16232,1.16233,256.71 +28.05.2018 22:40:00.000,1.16233,1.16248,1.16228,1.16247,287.98 +28.05.2018 22:45:00.000,1.16247,1.16247,1.16238,1.16239,130.23000000000002 +28.05.2018 22:50:00.000,1.16239,1.16259,1.16238,1.16259,231.9 +28.05.2018 22:55:00.000,1.16260,1.16272,1.16260,1.16264,181.01 +28.05.2018 23:00:00.000,1.16263,1.16284,1.16262,1.16274,255.02999999999997 +28.05.2018 23:05:00.000,1.16274,1.16289,1.16270,1.16285,296.81 +28.05.2018 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12:05:00.000,1.15584,1.15589,1.15548,1.15561,1474.42 +29.05.2018 12:10:00.000,1.15560,1.15581,1.15548,1.15573,1402.2199999999998 +29.05.2018 12:15:00.000,1.15574,1.15636,1.15567,1.15616,1615.04 +29.05.2018 12:20:00.000,1.15613,1.15634,1.15549,1.15572,1831.93 +29.05.2018 12:25:00.000,1.15572,1.15656,1.15569,1.15641,1896.23 +29.05.2018 12:30:00.000,1.15640,1.15690,1.15616,1.15682,1888.6599999999999 +29.05.2018 12:35:00.000,1.15682,1.15727,1.15669,1.15689,1771.8300000000002 +29.05.2018 12:40:00.000,1.15690,1.15722,1.15646,1.15660,3063.7400000000002 +29.05.2018 12:45:00.000,1.15659,1.15715,1.15635,1.15707,1569.8999999999999 +29.05.2018 12:50:00.000,1.15707,1.15816,1.15704,1.15757,2074.69 +29.05.2018 12:55:00.000,1.15756,1.15779,1.15719,1.15761,1314.45 +29.05.2018 13:00:00.000,1.15762,1.15804,1.15705,1.15707,1687.24 +29.05.2018 13:05:00.000,1.15708,1.15846,1.15708,1.15826,2057.19 +29.05.2018 13:10:00.000,1.15827,1.15836,1.15761,1.15770,2008.4800000000002 +29.05.2018 13:15:00.000,1.15768,1.15770,1.15670,1.15677,1914.07 +29.05.2018 13:20:00.000,1.15681,1.15804,1.15681,1.15762,1637.08 +29.05.2018 13:25:00.000,1.15762,1.15793,1.15730,1.15792,1513.42 +29.05.2018 13:30:00.000,1.15790,1.15806,1.15754,1.15779,1799.5500000000002 +29.05.2018 13:35:00.000,1.15778,1.15817,1.15726,1.15741,1522.6999999999998 +29.05.2018 13:40:00.000,1.15739,1.15750,1.15715,1.15741,1811.53 +29.05.2018 13:45:00.000,1.15740,1.15800,1.15716,1.15785,1493.5800000000002 +29.05.2018 13:50:00.000,1.15786,1.15826,1.15779,1.15786,1833.1599999999999 +29.05.2018 13:55:00.000,1.15786,1.15805,1.15763,1.15781,1574.3200000000002 +29.05.2018 14:00:00.000,1.15786,1.15897,1.15773,1.15872,1988.15 +29.05.2018 14:05:00.000,1.15864,1.15868,1.15813,1.15817,1544.23 +29.05.2018 14:10:00.000,1.15816,1.15846,1.15810,1.15840,1312.74 +29.05.2018 14:15:00.000,1.15841,1.15897,1.15740,1.15774,1943.58 +29.05.2018 14:20:00.000,1.15774,1.15878,1.15765,1.15842,1490 +29.05.2018 14:25:00.000,1.15840,1.15861,1.15807,1.15811,1797.42 +29.05.2018 14:30:00.000,1.15809,1.15809,1.15719,1.15758,2150.83 +29.05.2018 14:35:00.000,1.15757,1.15761,1.15682,1.15695,1597.6100000000001 +29.05.2018 14:40:00.000,1.15699,1.15709,1.15623,1.15643,1682.5300000000002 +29.05.2018 14:45:00.000,1.15643,1.15688,1.15612,1.15688,1821.32 +29.05.2018 14:50:00.000,1.15685,1.15706,1.15610,1.15619,1642.7200000000003 +29.05.2018 14:55:00.000,1.15621,1.15674,1.15600,1.15645,1964.69 +29.05.2018 15:00:00.000,1.15646,1.15656,1.15451,1.15468,1962.76 +29.05.2018 15:05:00.000,1.15470,1.15579,1.15470,1.15573,1835.46 +29.05.2018 15:10:00.000,1.15573,1.15599,1.15542,1.15553,1800.95 +29.05.2018 15:15:00.000,1.15554,1.15634,1.15546,1.15562,1020.59 +29.05.2018 15:20:00.000,1.15562,1.15594,1.15518,1.15541,1892.69 +29.05.2018 15:25:00.000,1.15540,1.15553,1.15463,1.15536,1662.29 +29.05.2018 15:30:00.000,1.15536,1.15537,1.15421,1.15427,1536.0900000000001 +29.05.2018 15:35:00.000,1.15427,1.15461,1.15418,1.15460,1761.43 +29.05.2018 15:40:00.000,1.15460,1.15522,1.15459,1.15513,1836.3 +29.05.2018 15:45:00.000,1.15511,1.15551,1.15469,1.15544,1500 +29.05.2018 15:50:00.000,1.15542,1.15598,1.15507,1.15516,1454.83 +29.05.2018 15:55:00.000,1.15516,1.15526,1.15475,1.15508,1158.76 +29.05.2018 16:00:00.000,1.15508,1.15528,1.15462,1.15516,1382.6899999999998 +29.05.2018 16:05:00.000,1.15515,1.15586,1.15506,1.15574,945.6799999999998 +29.05.2018 16:10:00.000,1.15574,1.15578,1.15506,1.15509,1327.74 +29.05.2018 16:15:00.000,1.15510,1.15585,1.15501,1.15565,1214.97 +29.05.2018 16:20:00.000,1.15567,1.15598,1.15537,1.15576,1407.88 +29.05.2018 16:25:00.000,1.15575,1.15580,1.15524,1.15528,988.62 +29.05.2018 16:30:00.000,1.15525,1.15585,1.15513,1.15520,1276.88 +29.05.2018 16:35:00.000,1.15522,1.15525,1.15499,1.15514,1101.82 +29.05.2018 16:40:00.000,1.15514,1.15520,1.15474,1.15482,971.1700000000001 +29.05.2018 16:45:00.000,1.15482,1.15493,1.15442,1.15479,1506.78 +29.05.2018 16:50:00.000,1.15479,1.15512,1.15448,1.15448,1243.03 +29.05.2018 16:55:00.000,1.15448,1.15505,1.15448,1.15461,1596.1800000000003 +29.05.2018 17:00:00.000,1.15463,1.15468,1.15419,1.15423,1049.48 +29.05.2018 17:05:00.000,1.15423,1.15441,1.15411,1.15434,817.9000000000001 +29.05.2018 17:10:00.000,1.15434,1.15436,1.15347,1.15348,995.2800000000001 +29.05.2018 17:15:00.000,1.15349,1.15367,1.15248,1.15254,1252.28 +29.05.2018 17:20:00.000,1.15252,1.15261,1.15195,1.15212,1210.55 +29.05.2018 17:25:00.000,1.15212,1.15274,1.15198,1.15260,820.3899999999999 +29.05.2018 17:30:00.000,1.15260,1.15310,1.15260,1.15302,939.8 +29.05.2018 17:35:00.000,1.15302,1.15382,1.15300,1.15311,1073.09 +29.05.2018 17:40:00.000,1.15311,1.15404,1.15309,1.15404,1207.5 +29.05.2018 17:45:00.000,1.15404,1.15423,1.15374,1.15392,1122.23 +29.05.2018 17:50:00.000,1.15391,1.15439,1.15361,1.15376,1075.17 +29.05.2018 17:55:00.000,1.15374,1.15383,1.15339,1.15348,806.1899999999999 +29.05.2018 18:00:00.000,1.15348,1.15348,1.15261,1.15279,1167.68 +29.05.2018 18:05:00.000,1.15279,1.15332,1.15270,1.15326,841.4100000000001 +29.05.2018 18:10:00.000,1.15326,1.15356,1.15302,1.15355,1178.86 +29.05.2018 18:15:00.000,1.15355,1.15396,1.15349,1.15355,1010.4399999999999 +29.05.2018 18:20:00.000,1.15355,1.15386,1.15348,1.15368,1518.48 +29.05.2018 18:25:00.000,1.15368,1.15398,1.15353,1.15398,1225.12 +29.05.2018 18:30:00.000,1.15400,1.15409,1.15327,1.15329,1458.12 +29.05.2018 18:35:00.000,1.15328,1.15334,1.15260,1.15299,1494.1 +29.05.2018 18:40:00.000,1.15298,1.15301,1.15238,1.15245,1194.8700000000001 +29.05.2018 18:45:00.000,1.15245,1.15310,1.15241,1.15279,1072.97 +29.05.2018 18:50:00.000,1.15277,1.15392,1.15272,1.15381,1419.37 +29.05.2018 18:55:00.000,1.15380,1.15382,1.15292,1.15323,1385.94 +29.05.2018 19:00:00.000,1.15323,1.15327,1.15285,1.15300,1653.3500000000001 +29.05.2018 19:05:00.000,1.15300,1.15303,1.15261,1.15291,993.27 +29.05.2018 19:10:00.000,1.15290,1.15340,1.15288,1.15335,1053.76 +29.05.2018 19:15:00.000,1.15335,1.15361,1.15310,1.15361,1026.99 +29.05.2018 19:20:00.000,1.15361,1.15370,1.15341,1.15354,1183.93 +29.05.2018 19:25:00.000,1.15353,1.15370,1.15324,1.15366,1063.54 +29.05.2018 19:30:00.000,1.15365,1.15380,1.15351,1.15380,978.3399999999999 +29.05.2018 19:35:00.000,1.15380,1.15405,1.15376,1.15386,905.43 +29.05.2018 19:40:00.000,1.15386,1.15417,1.15358,1.15364,1183.82 +29.05.2018 19:45:00.000,1.15363,1.15409,1.15353,1.15403,937.4399999999999 +29.05.2018 19:50:00.000,1.15402,1.15409,1.15370,1.15372,918.37 +29.05.2018 19:55:00.000,1.15372,1.15385,1.15361,1.15365,925.62 +29.05.2018 20:00:00.000,1.15365,1.15380,1.15359,1.15380,428.03 +29.05.2018 20:05:00.000,1.15379,1.15401,1.15360,1.15397,660.74 +29.05.2018 20:10:00.000,1.15398,1.15424,1.15391,1.15417,692.5999999999999 +29.05.2018 20:15:00.000,1.15416,1.15427,1.15410,1.15426,488.54 +29.05.2018 20:20:00.000,1.15425,1.15438,1.15369,1.15369,524.59 +29.05.2018 20:25:00.000,1.15369,1.15379,1.15351,1.15353,368.88 +29.05.2018 20:30:00.000,1.15352,1.15352,1.15337,1.15342,404.42999999999995 +29.05.2018 20:35:00.000,1.15343,1.15370,1.15343,1.15370,435.77 +29.05.2018 20:40:00.000,1.15370,1.15376,1.15357,1.15357,382.96000000000004 +29.05.2018 20:45:00.000,1.15358,1.15369,1.15341,1.15364,615.44 +29.05.2018 20:50:00.000,1.15363,1.15364,1.15332,1.15340,773.3700000000001 +29.05.2018 20:55:00.000,1.15339,1.15407,1.15337,1.15395,671.7 +29.05.2018 21:00:00.000,1.15389,1.15394,1.15336,1.15363,47.14 +29.05.2018 21:05:00.000,1.15363,1.15381,1.15362,1.15365,114 +29.05.2018 21:10:00.000,1.15365,1.15373,1.15363,1.15363,464.74999999999994 +29.05.2018 21:15:00.000,1.15364,1.15436,1.15363,1.15411,470.09 +29.05.2018 21:20:00.000,1.15412,1.15426,1.15365,1.15388,505.39 +29.05.2018 21:25:00.000,1.15387,1.15390,1.15380,1.15380,133.43 +29.05.2018 21:30:00.000,1.15387,1.15393,1.15380,1.15386,261.66 +29.05.2018 21:35:00.000,1.15386,1.15415,1.15385,1.15415,425.1600000000001 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22:50:00.000,1.15436,1.15456,1.15436,1.15444,331.40999999999997 +29.05.2018 22:55:00.000,1.15445,1.15449,1.15405,1.15409,310.08 +29.05.2018 23:00:00.000,1.15409,1.15422,1.15393,1.15409,243.99 +29.05.2018 23:05:00.000,1.15409,1.15445,1.15409,1.15434,336.32 +29.05.2018 23:10:00.000,1.15433,1.15433,1.15411,1.15420,306.28 +29.05.2018 23:15:00.000,1.15422,1.15431,1.15409,1.15415,448.03000000000003 +29.05.2018 23:20:00.000,1.15415,1.15415,1.15391,1.15391,440.32 +29.05.2018 23:25:00.000,1.15390,1.15398,1.15333,1.15338,1035.75 +29.05.2018 23:30:00.000,1.15338,1.15407,1.15338,1.15407,561.11 +29.05.2018 23:35:00.000,1.15407,1.15435,1.15394,1.15414,432.88 +29.05.2018 23:40:00.000,1.15415,1.15417,1.15381,1.15384,397.75 +29.05.2018 23:45:00.000,1.15386,1.15394,1.15361,1.15363,536.45 +29.05.2018 23:50:00.000,1.15363,1.15371,1.15339,1.15371,575.88 +29.05.2018 23:55:00.000,1.15370,1.15388,1.15359,1.15375,600.69 +30.05.2018 00:00:00.000,1.15375,1.15387,1.15357,1.15385,615.62 +30.05.2018 00:05:00.000,1.15384,1.15410,1.15364,1.15365,925.41 +30.05.2018 00:10:00.000,1.15365,1.15381,1.15340,1.15360,776.99 +30.05.2018 00:15:00.000,1.15361,1.15401,1.15335,1.15341,987.67 +30.05.2018 00:20:00.000,1.15341,1.15417,1.15341,1.15401,920.5799999999999 +30.05.2018 00:25:00.000,1.15401,1.15407,1.15368,1.15404,930.4300000000001 +30.05.2018 00:30:00.000,1.15404,1.15408,1.15364,1.15384,878.48 +30.05.2018 00:35:00.000,1.15385,1.15397,1.15373,1.15382,713.5 +30.05.2018 00:40:00.000,1.15383,1.15397,1.15374,1.15387,638.6 +30.05.2018 00:45:00.000,1.15387,1.15412,1.15377,1.15403,430.23999999999995 +30.05.2018 00:50:00.000,1.15403,1.15417,1.15379,1.15384,677.11 +30.05.2018 00:55:00.000,1.15381,1.15394,1.15321,1.15343,970.27 +30.05.2018 01:00:00.000,1.15342,1.15353,1.15317,1.15341,666.3399999999999 +30.05.2018 01:05:00.000,1.15342,1.15373,1.15338,1.15371,546.74 +30.05.2018 01:10:00.000,1.15371,1.15376,1.15365,1.15372,397.49 +30.05.2018 01:15:00.000,1.15372,1.15392,1.15363,1.15386,643.1300000000001 +30.05.2018 01:20:00.000,1.15390,1.15398,1.15370,1.15382,461.84999999999997 +30.05.2018 01:25:00.000,1.15382,1.15392,1.15378,1.15387,459.18 +30.05.2018 01:30:00.000,1.15388,1.15413,1.15363,1.15412,839.9 +30.05.2018 01:35:00.000,1.15413,1.15461,1.15386,1.15455,1142.64 +30.05.2018 01:40:00.000,1.15455,1.15462,1.15410,1.15416,1045.94 +30.05.2018 01:45:00.000,1.15416,1.15417,1.15375,1.15385,749.37 +30.05.2018 01:50:00.000,1.15385,1.15405,1.15376,1.15380,571.23 +30.05.2018 01:55:00.000,1.15380,1.15394,1.15371,1.15390,651.48 +30.05.2018 02:00:00.000,1.15391,1.15392,1.15345,1.15347,791.53 +30.05.2018 02:05:00.000,1.15346,1.15351,1.15295,1.15301,879.42 +30.05.2018 02:10:00.000,1.15297,1.15302,1.15215,1.15247,1130.7100000000003 +30.05.2018 02:15:00.000,1.15247,1.15256,1.15240,1.15243,639.49 +30.05.2018 02:20:00.000,1.15243,1.15252,1.15233,1.15241,657.21 +30.05.2018 02:25:00.000,1.15241,1.15242,1.15227,1.15231,500.86 +30.05.2018 02:30:00.000,1.15234,1.15240,1.15210,1.15226,598.51 +30.05.2018 02:35:00.000,1.15225,1.15236,1.15186,1.15190,581.9 +30.05.2018 02:40:00.000,1.15190,1.15218,1.15190,1.15211,529.6400000000001 +30.05.2018 02:45:00.000,1.15211,1.15238,1.15201,1.15231,357.37 +30.05.2018 02:50:00.000,1.15231,1.15276,1.15231,1.15276,392.85 +30.05.2018 02:55:00.000,1.15276,1.15292,1.15264,1.15266,776.76 +30.05.2018 03:00:00.000,1.15266,1.15266,1.15220,1.15247,647.09 +30.05.2018 03:05:00.000,1.15246,1.15262,1.15230,1.15251,371.46000000000004 +30.05.2018 03:10:00.000,1.15251,1.15251,1.15204,1.15236,604.2 +30.05.2018 03:15:00.000,1.15235,1.15296,1.15234,1.15290,620.8399999999999 +30.05.2018 03:20:00.000,1.15290,1.15291,1.15264,1.15280,669.5 +30.05.2018 03:25:00.000,1.15281,1.15353,1.15281,1.15351,1020.1700000000001 +30.05.2018 03:30:00.000,1.15354,1.15354,1.15313,1.15326,684.8 +30.05.2018 03:35:00.000,1.15324,1.15354,1.15314,1.15354,562.6700000000001 +30.05.2018 03:40:00.000,1.15355,1.15381,1.15348,1.15375,579.52 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04:55:00.000,1.15420,1.15420,1.15393,1.15407,316.84000000000003 +30.05.2018 05:00:00.000,1.15406,1.15441,1.15404,1.15426,479.13 +30.05.2018 05:05:00.000,1.15426,1.15442,1.15416,1.15427,473.68000000000006 +30.05.2018 05:10:00.000,1.15428,1.15431,1.15410,1.15414,297.5 +30.05.2018 05:15:00.000,1.15414,1.15439,1.15399,1.15401,510.78999999999996 +30.05.2018 05:20:00.000,1.15402,1.15425,1.15401,1.15407,443.64000000000004 +30.05.2018 05:25:00.000,1.15404,1.15412,1.15369,1.15375,589.0899999999999 +30.05.2018 05:30:00.000,1.15374,1.15378,1.15330,1.15335,1086.93 +30.05.2018 05:35:00.000,1.15336,1.15347,1.15296,1.15333,784.48 +30.05.2018 05:40:00.000,1.15333,1.15356,1.15327,1.15329,732.01 +30.05.2018 05:45:00.000,1.15330,1.15364,1.15306,1.15362,774.3299999999999 +30.05.2018 05:50:00.000,1.15362,1.15562,1.15358,1.15552,1757.89 +30.05.2018 05:55:00.000,1.15552,1.15577,1.15485,1.15558,1131.77 +30.05.2018 06:00:00.000,1.15556,1.15597,1.15503,1.15537,1298.27 +30.05.2018 06:05:00.000,1.15537,1.15647,1.15521,1.15547,1575.8999999999999 +30.05.2018 06:10:00.000,1.15549,1.15654,1.15547,1.15637,1635.8200000000002 +30.05.2018 06:15:00.000,1.15638,1.15738,1.15631,1.15729,2062.98 +30.05.2018 06:20:00.000,1.15731,1.15735,1.15661,1.15728,1762.57 +30.05.2018 06:25:00.000,1.15729,1.15763,1.15664,1.15763,1758.51 +30.05.2018 06:30:00.000,1.15764,1.15764,1.15693,1.15722,1798.3000000000002 +30.05.2018 06:35:00.000,1.15722,1.15778,1.15714,1.15714,1487.6 +30.05.2018 06:40:00.000,1.15714,1.15728,1.15671,1.15696,1527.91 +30.05.2018 06:45:00.000,1.15694,1.15725,1.15631,1.15631,1727.42 +30.05.2018 06:50:00.000,1.15631,1.15799,1.15630,1.15727,1662.5500000000002 +30.05.2018 06:55:00.000,1.15727,1.15824,1.15723,1.15799,1957.97 +30.05.2018 07:00:00.000,1.15802,1.15870,1.15718,1.15799,2805.33 +30.05.2018 07:05:00.000,1.15799,1.15851,1.15746,1.15800,2244.08 +30.05.2018 07:10:00.000,1.15799,1.15799,1.15723,1.15723,2119.98 +30.05.2018 07:15:00.000,1.15723,1.15769,1.15713,1.15731,1862.71 +30.05.2018 07:20:00.000,1.15727,1.15770,1.15701,1.15737,1781.42 +30.05.2018 07:25:00.000,1.15736,1.15788,1.15718,1.15757,1724.8799999999999 +30.05.2018 07:30:00.000,1.15760,1.15815,1.15722,1.15793,1982.14 +30.05.2018 07:35:00.000,1.15792,1.15850,1.15776,1.15801,2067.17 +30.05.2018 07:40:00.000,1.15801,1.15904,1.15801,1.15872,2070.87 +30.05.2018 07:45:00.000,1.15872,1.15968,1.15870,1.15954,1821.0700000000002 +30.05.2018 07:50:00.000,1.15951,1.15997,1.15945,1.15978,1502.58 +30.05.2018 07:55:00.000,1.15978,1.16119,1.15977,1.16040,2091.27 +30.05.2018 08:00:00.000,1.16033,1.16112,1.16014,1.16045,1935.2 +30.05.2018 08:05:00.000,1.16045,1.16053,1.15965,1.15995,2149.48 +30.05.2018 08:10:00.000,1.15995,1.16046,1.15984,1.16025,1864.24 +30.05.2018 08:15:00.000,1.16024,1.16030,1.15940,1.15959,2120.77 +30.05.2018 08:20:00.000,1.15963,1.15995,1.15814,1.15889,2192.59 +30.05.2018 08:25:00.000,1.15889,1.15946,1.15880,1.15920,2266.2 +30.05.2018 08:30:00.000,1.15915,1.15957,1.15860,1.15954,2062.61 +30.05.2018 08:35:00.000,1.15954,1.16018,1.15891,1.15900,2293.1499999999996 +30.05.2018 08:40:00.000,1.15900,1.15902,1.15827,1.15881,2126.4300000000003 +30.05.2018 08:45:00.000,1.15881,1.15925,1.15844,1.15912,1932.81 +30.05.2018 08:50:00.000,1.15912,1.15985,1.15900,1.15973,1741.2400000000002 +30.05.2018 08:55:00.000,1.15972,1.16116,1.15966,1.16114,1813.96 +30.05.2018 09:00:00.000,1.16113,1.16117,1.16044,1.16080,1788.4099999999999 +30.05.2018 09:05:00.000,1.16080,1.16097,1.16019,1.16024,1561.7199999999998 +30.05.2018 09:10:00.000,1.16023,1.16080,1.15996,1.16065,1553.66 +30.05.2018 09:15:00.000,1.16063,1.16071,1.15988,1.16002,1511.56 +30.05.2018 09:20:00.000,1.16003,1.16110,1.15999,1.16020,2166.12 +30.05.2018 09:25:00.000,1.16023,1.16055,1.16000,1.16045,1983.7400000000002 +30.05.2018 09:30:00.000,1.16044,1.16045,1.15938,1.15965,1701.55 +30.05.2018 09:35:00.000,1.15963,1.15987,1.15923,1.15961,1807.24 +30.05.2018 09:40:00.000,1.15962,1.16092,1.15947,1.16086,1799.68 +30.05.2018 09:45:00.000,1.16086,1.16116,1.16052,1.16062,1630.82 +30.05.2018 09:50:00.000,1.16062,1.16118,1.16062,1.16117,1615.79 +30.05.2018 09:55:00.000,1.16117,1.16178,1.16115,1.16157,1998.3999999999999 +30.05.2018 10:00:00.000,1.16158,1.16173,1.16091,1.16095,1911.56 +30.05.2018 10:05:00.000,1.16097,1.16117,1.16020,1.16092,1744.52 +30.05.2018 10:10:00.000,1.16092,1.16137,1.16076,1.16113,1798.36 +30.05.2018 10:15:00.000,1.16113,1.16164,1.16076,1.16086,1614.6100000000001 +30.05.2018 10:20:00.000,1.16088,1.16100,1.16045,1.16059,1299.0200000000002 +30.05.2018 10:25:00.000,1.16059,1.16171,1.16046,1.16097,2141.75 +30.05.2018 10:30:00.000,1.16098,1.16197,1.16046,1.16167,2032 +30.05.2018 10:35:00.000,1.16166,1.16236,1.16132,1.16144,2222.26 +30.05.2018 10:40:00.000,1.16144,1.16185,1.16111,1.16159,1565.92 +30.05.2018 10:45:00.000,1.16159,1.16196,1.16128,1.16136,1464.41 +30.05.2018 10:50:00.000,1.16136,1.16196,1.16136,1.16190,1354.32 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12:05:00.000,1.16375,1.16477,1.16367,1.16420,2251.63 +30.05.2018 12:10:00.000,1.16420,1.16428,1.16317,1.16330,1284.9199999999998 +30.05.2018 12:15:00.000,1.16322,1.16430,1.16312,1.16430,1432.0500000000002 +30.05.2018 12:20:00.000,1.16428,1.16447,1.16344,1.16355,2025.27 +30.05.2018 12:25:00.000,1.16351,1.16351,1.16306,1.16317,1357.42 +30.05.2018 12:30:00.000,1.16317,1.16376,1.16259,1.16304,1922.47 +30.05.2018 12:35:00.000,1.16307,1.16315,1.16248,1.16253,2009.98 +30.05.2018 12:40:00.000,1.16254,1.16350,1.16253,1.16341,2066.03 +30.05.2018 12:45:00.000,1.16342,1.16356,1.16310,1.16335,1720.98 +30.05.2018 12:50:00.000,1.16335,1.16358,1.16325,1.16339,1685.42 +30.05.2018 12:55:00.000,1.16342,1.16344,1.16252,1.16252,2281.02 +30.05.2018 13:00:00.000,1.16252,1.16266,1.16199,1.16231,2028.81 +30.05.2018 13:05:00.000,1.16232,1.16258,1.16201,1.16221,1532.62 +30.05.2018 13:10:00.000,1.16221,1.16297,1.16215,1.16273,1504.8899999999999 +30.05.2018 13:15:00.000,1.16272,1.16321,1.16244,1.16251,1608.2599999999998 +30.05.2018 13:20:00.000,1.16251,1.16285,1.16250,1.16275,1117.37 +30.05.2018 13:25:00.000,1.16275,1.16291,1.16222,1.16237,1325.17 +30.05.2018 13:30:00.000,1.16232,1.16259,1.16199,1.16218,1948.64 +30.05.2018 13:35:00.000,1.16219,1.16287,1.16153,1.16244,1847.1 +30.05.2018 13:40:00.000,1.16252,1.16286,1.16237,1.16265,1568.8600000000001 +30.05.2018 13:45:00.000,1.16269,1.16320,1.16220,1.16223,1842.4200000000003 +30.05.2018 13:50:00.000,1.16222,1.16245,1.16161,1.16166,1775.82 +30.05.2018 13:55:00.000,1.16166,1.16203,1.16132,1.16162,1689.2400000000002 +30.05.2018 14:00:00.000,1.16161,1.16191,1.16067,1.16102,2017.6699999999998 +30.05.2018 14:05:00.000,1.16104,1.16146,1.16038,1.16140,1889.46 +30.05.2018 14:10:00.000,1.16139,1.16155,1.16090,1.16144,1506.4 +30.05.2018 14:15:00.000,1.16144,1.16166,1.16129,1.16148,1312.9399999999998 +30.05.2018 14:20:00.000,1.16149,1.16150,1.16019,1.16028,1568 +30.05.2018 14:25:00.000,1.16030,1.16098,1.16026,1.16058,1549.23 +30.05.2018 14:30:00.000,1.16056,1.16056,1.15941,1.15983,1765.94 +30.05.2018 14:35:00.000,1.15980,1.16063,1.15963,1.16048,1859.37 +30.05.2018 14:40:00.000,1.16046,1.16112,1.16028,1.16082,1808.0600000000002 +30.05.2018 14:45:00.000,1.16083,1.16109,1.16051,1.16090,1749.28 +30.05.2018 14:50:00.000,1.16091,1.16120,1.16050,1.16061,1619.8600000000001 +30.05.2018 14:55:00.000,1.16062,1.16182,1.16062,1.16109,1972.56 +30.05.2018 15:00:00.000,1.16111,1.16181,1.16099,1.16181,1896.8 +30.05.2018 15:05:00.000,1.16181,1.16228,1.16161,1.16190,1546.6799999999998 +30.05.2018 15:10:00.000,1.16187,1.16187,1.16122,1.16186,1516.3600000000001 +30.05.2018 15:15:00.000,1.16188,1.16211,1.16135,1.16205,1397.65 +30.05.2018 15:20:00.000,1.16206,1.16257,1.16182,1.16255,1281.72 +30.05.2018 15:25:00.000,1.16255,1.16375,1.16255,1.16330,1895.82 +30.05.2018 15:30:00.000,1.16328,1.16759,1.16314,1.16603,2582.98 +30.05.2018 15:35:00.000,1.16607,1.16618,1.16512,1.16515,2134.4900000000002 +30.05.2018 15:40:00.000,1.16518,1.16548,1.16472,1.16526,1873.8 +30.05.2018 15:45:00.000,1.16525,1.16569,1.16475,1.16536,1739.4599999999998 +30.05.2018 15:50:00.000,1.16537,1.16671,1.16532,1.16666,2177.2799999999997 +30.05.2018 15:55:00.000,1.16666,1.16707,1.16595,1.16638,1596.02 +30.05.2018 16:00:00.000,1.16638,1.16672,1.16598,1.16606,1570.54 +30.05.2018 16:05:00.000,1.16610,1.16643,1.16584,1.16586,1364.0400000000002 +30.05.2018 16:10:00.000,1.16585,1.16628,1.16575,1.16577,1253.11 +30.05.2018 16:15:00.000,1.16578,1.16583,1.16546,1.16548,1153 +30.05.2018 16:20:00.000,1.16549,1.16583,1.16533,1.16579,859.21 +30.05.2018 16:25:00.000,1.16578,1.16600,1.16546,1.16565,956.8 +30.05.2018 16:30:00.000,1.16563,1.16568,1.16520,1.16523,1010.55 +30.05.2018 16:35:00.000,1.16522,1.16566,1.16522,1.16559,1134.9299999999998 +30.05.2018 16:40:00.000,1.16560,1.16636,1.16525,1.16636,1181.89 +30.05.2018 16:45:00.000,1.16642,1.16671,1.16598,1.16622,1280.24 +30.05.2018 16:50:00.000,1.16622,1.16650,1.16572,1.16582,1133.85 +30.05.2018 16:55:00.000,1.16582,1.16637,1.16568,1.16637,1262.79 +30.05.2018 17:00:00.000,1.16638,1.16670,1.16570,1.16572,1211.71 +30.05.2018 17:05:00.000,1.16574,1.16588,1.16557,1.16570,963.9699999999999 +30.05.2018 17:10:00.000,1.16571,1.16611,1.16550,1.16565,851.53 +30.05.2018 17:15:00.000,1.16564,1.16610,1.16555,1.16568,1207.27 +30.05.2018 17:20:00.000,1.16568,1.16582,1.16545,1.16551,793.85 +30.05.2018 17:25:00.000,1.16550,1.16584,1.16544,1.16566,607.0999999999999 +30.05.2018 17:30:00.000,1.16566,1.16566,1.16525,1.16547,633.4300000000001 +30.05.2018 17:35:00.000,1.16547,1.16618,1.16547,1.16600,922.05 +30.05.2018 17:40:00.000,1.16598,1.16604,1.16579,1.16589,489.97 +30.05.2018 17:45:00.000,1.16590,1.16597,1.16566,1.16566,561.25 +30.05.2018 17:50:00.000,1.16566,1.16576,1.16505,1.16521,702.8 +30.05.2018 17:55:00.000,1.16520,1.16542,1.16515,1.16516,676.15 +30.05.2018 18:00:00.000,1.16517,1.16545,1.16469,1.16476,1147.9499999999998 +30.05.2018 18:05:00.000,1.16478,1.16522,1.16474,1.16474,815.87 +30.05.2018 18:10:00.000,1.16473,1.16526,1.16473,1.16518,517.77 +30.05.2018 18:15:00.000,1.16517,1.16517,1.16469,1.16469,868.25 +30.05.2018 18:20:00.000,1.16470,1.16481,1.16461,1.16480,652.1099999999999 +30.05.2018 18:25:00.000,1.16480,1.16513,1.16465,1.16476,804.58 +30.05.2018 18:30:00.000,1.16475,1.16478,1.16455,1.16466,714.83 +30.05.2018 18:35:00.000,1.16466,1.16471,1.16451,1.16465,786.01 +30.05.2018 18:40:00.000,1.16466,1.16468,1.16450,1.16462,556.24 +30.05.2018 18:45:00.000,1.16463,1.16496,1.16460,1.16488,673.39 +30.05.2018 18:50:00.000,1.16488,1.16541,1.16488,1.16513,801.75 +30.05.2018 18:55:00.000,1.16514,1.16534,1.16512,1.16533,755.54 +30.05.2018 19:00:00.000,1.16531,1.16563,1.16531,1.16552,677.87 +30.05.2018 19:05:00.000,1.16552,1.16578,1.16548,1.16573,627.7800000000001 +30.05.2018 19:10:00.000,1.16572,1.16574,1.16515,1.16516,561.96 +30.05.2018 19:15:00.000,1.16517,1.16544,1.16516,1.16530,667.7 +30.05.2018 19:20:00.000,1.16529,1.16549,1.16526,1.16526,604.05 +30.05.2018 19:25:00.000,1.16527,1.16546,1.16520,1.16534,506.53 +30.05.2018 19:30:00.000,1.16535,1.16557,1.16531,1.16557,394.47999999999996 +30.05.2018 19:35:00.000,1.16555,1.16561,1.16548,1.16551,464.93 +30.05.2018 19:40:00.000,1.16551,1.16566,1.16549,1.16561,295.9 +30.05.2018 19:45:00.000,1.16560,1.16566,1.16551,1.16564,388.93 +30.05.2018 19:50:00.000,1.16564,1.16596,1.16551,1.16593,535.0799999999999 +30.05.2018 19:55:00.000,1.16593,1.16638,1.16593,1.16616,672.04 +30.05.2018 20:00:00.000,1.16617,1.16627,1.16590,1.16601,744.43 +30.05.2018 20:05:00.000,1.16601,1.16636,1.16600,1.16631,426.3 +30.05.2018 20:10:00.000,1.16632,1.16641,1.16616,1.16624,337.25 +30.05.2018 20:15:00.000,1.16624,1.16645,1.16616,1.16643,223.06 +30.05.2018 20:20:00.000,1.16643,1.16653,1.16640,1.16643,182.72 +30.05.2018 20:25:00.000,1.16644,1.16679,1.16643,1.16677,396.86 +30.05.2018 20:30:00.000,1.16676,1.16679,1.16651,1.16653,459.34000000000003 +30.05.2018 20:35:00.000,1.16654,1.16676,1.16649,1.16675,495.98 +30.05.2018 20:40:00.000,1.16675,1.16685,1.16666,1.16669,372.4 +30.05.2018 20:45:00.000,1.16667,1.16669,1.16648,1.16649,455.44 +30.05.2018 20:50:00.000,1.16649,1.16700,1.16649,1.16694,690.31 +30.05.2018 20:55:00.000,1.16694,1.16694,1.16618,1.16635,696.5200000000001 +30.05.2018 21:00:00.000,1.16623,1.16673,1.16609,1.16650,171.24 +30.05.2018 21:05:00.000,1.16648,1.16681,1.16644,1.16647,425.17 +30.05.2018 21:10:00.000,1.16645,1.16663,1.16627,1.16644,605.25 +30.05.2018 21:15:00.000,1.16645,1.16673,1.16643,1.16664,367.23 +30.05.2018 21:20:00.000,1.16665,1.16668,1.16650,1.16651,172.83 +30.05.2018 21:25:00.000,1.16653,1.16653,1.16649,1.16650,160.46 +30.05.2018 21:30:00.000,1.16650,1.16653,1.16635,1.16635,536.59 +30.05.2018 21:35:00.000,1.16635,1.16646,1.16635,1.16645,405.73 +30.05.2018 21:40:00.000,1.16644,1.16648,1.16635,1.16637,569.52 +30.05.2018 21:45:00.000,1.16639,1.16657,1.16635,1.16640,356.05 +30.05.2018 21:50:00.000,1.16640,1.16680,1.16639,1.16659,160.3 +30.05.2018 21:55:00.000,1.16661,1.16677,1.16660,1.16670,153.26000000000002 +30.05.2018 22:00:00.000,1.16673,1.16687,1.16668,1.16687,234.57999999999998 +30.05.2018 22:05:00.000,1.16687,1.16687,1.16671,1.16673,258.56 +30.05.2018 22:10:00.000,1.16673,1.16680,1.16662,1.16662,470.01 +30.05.2018 22:15:00.000,1.16662,1.16690,1.16661,1.16688,556.0699999999999 +30.05.2018 22:20:00.000,1.16688,1.16689,1.16677,1.16677,277.98 +30.05.2018 22:25:00.000,1.16677,1.16693,1.16670,1.16673,203.76000000000002 +30.05.2018 22:30:00.000,1.16673,1.16675,1.16659,1.16662,314.21000000000004 +30.05.2018 22:35:00.000,1.16663,1.16666,1.16661,1.16662,120.4 +30.05.2018 22:40:00.000,1.16661,1.16667,1.16651,1.16652,287.26 +30.05.2018 22:45:00.000,1.16653,1.16656,1.16650,1.16652,120.45 +30.05.2018 22:50:00.000,1.16651,1.16656,1.16645,1.16646,281.34000000000003 +30.05.2018 22:55:00.000,1.16646,1.16648,1.16621,1.16647,303.29999999999995 +30.05.2018 23:00:00.000,1.16648,1.16652,1.16633,1.16643,265.01 +30.05.2018 23:05:00.000,1.16643,1.16664,1.16638,1.16663,310.41 +30.05.2018 23:10:00.000,1.16664,1.16664,1.16651,1.16653,203.11999999999998 +30.05.2018 23:15:00.000,1.16653,1.16677,1.16653,1.16677,249.87 +30.05.2018 23:20:00.000,1.16676,1.16682,1.16665,1.16665,416.48999999999995 +30.05.2018 23:25:00.000,1.16666,1.16666,1.16656,1.16656,166.3 +30.05.2018 23:30:00.000,1.16656,1.16667,1.16646,1.16651,295.94 +30.05.2018 23:35:00.000,1.16652,1.16674,1.16652,1.16657,220.60999999999999 +30.05.2018 23:40:00.000,1.16658,1.16674,1.16653,1.16669,311.27 +30.05.2018 23:45:00.000,1.16669,1.16710,1.16665,1.16697,356.43 +30.05.2018 23:50:00.000,1.16697,1.16699,1.16670,1.16673,441.01000000000005 +30.05.2018 23:55:00.000,1.16673,1.16679,1.16645,1.16646,348.98 +31.05.2018 00:00:00.000,1.16646,1.16662,1.16605,1.16614,787.51 +31.05.2018 00:05:00.000,1.16616,1.16621,1.16580,1.16591,1246.11 +31.05.2018 00:10:00.000,1.16591,1.16616,1.16550,1.16577,1107.1200000000001 +31.05.2018 00:15:00.000,1.16576,1.16590,1.16550,1.16579,855.38 +31.05.2018 00:20:00.000,1.16580,1.16588,1.16551,1.16588,652.91 +31.05.2018 00:25:00.000,1.16586,1.16603,1.16566,1.16597,732.72 +31.05.2018 00:30:00.000,1.16598,1.16607,1.16588,1.16603,624 +31.05.2018 00:35:00.000,1.16603,1.16629,1.16599,1.16627,687.34 +31.05.2018 00:40:00.000,1.16628,1.16640,1.16617,1.16630,492.76 +31.05.2018 00:45:00.000,1.16630,1.16630,1.16587,1.16620,947.96 +31.05.2018 00:50:00.000,1.16619,1.16643,1.16615,1.16625,960.84 +31.05.2018 00:55:00.000,1.16625,1.16663,1.16601,1.16627,984.25 +31.05.2018 01:00:00.000,1.16627,1.16628,1.16548,1.16563,1011.93 +31.05.2018 01:05:00.000,1.16563,1.16576,1.16558,1.16571,621.38 +31.05.2018 01:10:00.000,1.16571,1.16582,1.16548,1.16558,684.29 +31.05.2018 01:15:00.000,1.16558,1.16562,1.16538,1.16551,582.5 +31.05.2018 01:20:00.000,1.16551,1.16557,1.16524,1.16526,760.23 +31.05.2018 01:25:00.000,1.16526,1.16549,1.16521,1.16541,621.8199999999999 +31.05.2018 01:30:00.000,1.16541,1.16541,1.16519,1.16521,660.39 +31.05.2018 01:35:00.000,1.16521,1.16530,1.16480,1.16482,876.98 +31.05.2018 01:40:00.000,1.16484,1.16539,1.16484,1.16539,606.4699999999999 +31.05.2018 01:45:00.000,1.16537,1.16564,1.16528,1.16564,560.49 +31.05.2018 01:50:00.000,1.16563,1.16574,1.16554,1.16554,423.68 +31.05.2018 01:55:00.000,1.16554,1.16558,1.16529,1.16540,516.7 +31.05.2018 02:00:00.000,1.16540,1.16560,1.16536,1.16547,609.28 +31.05.2018 02:05:00.000,1.16547,1.16551,1.16525,1.16543,470.72999999999996 +31.05.2018 02:10:00.000,1.16543,1.16569,1.16527,1.16534,493.41 +31.05.2018 02:15:00.000,1.16534,1.16562,1.16533,1.16553,480.84000000000003 +31.05.2018 02:20:00.000,1.16553,1.16561,1.16550,1.16559,384.79 +31.05.2018 02:25:00.000,1.16559,1.16588,1.16559,1.16579,550.9 +31.05.2018 02:30:00.000,1.16580,1.16605,1.16572,1.16600,704.26 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05:00:00.000,1.16649,1.16649,1.16622,1.16633,539.05 +31.05.2018 05:05:00.000,1.16635,1.16661,1.16628,1.16644,430.49 +31.05.2018 05:10:00.000,1.16644,1.16650,1.16633,1.16650,405.28999999999996 +31.05.2018 05:15:00.000,1.16650,1.16652,1.16612,1.16613,386.39 +31.05.2018 05:20:00.000,1.16616,1.16621,1.16590,1.16599,655.4599999999999 +31.05.2018 05:25:00.000,1.16599,1.16646,1.16599,1.16645,453.92 +31.05.2018 05:30:00.000,1.16644,1.16742,1.16644,1.16735,916.1800000000001 +31.05.2018 05:35:00.000,1.16735,1.16887,1.16731,1.16849,1178.25 +31.05.2018 05:40:00.000,1.16846,1.16875,1.16816,1.16829,999.75 +31.05.2018 05:45:00.000,1.16830,1.16871,1.16817,1.16820,768.3399999999999 +31.05.2018 05:50:00.000,1.16818,1.16876,1.16812,1.16856,835.16 +31.05.2018 05:55:00.000,1.16856,1.16871,1.16806,1.16814,913.63 +31.05.2018 06:00:00.000,1.16812,1.16812,1.16733,1.16787,1011.11 +31.05.2018 06:05:00.000,1.16788,1.16792,1.16737,1.16743,896.04 +31.05.2018 06:10:00.000,1.16743,1.16824,1.16717,1.16824,1155.46 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07:25:00.000,1.16812,1.16906,1.16805,1.16892,1679.51 +31.05.2018 07:30:00.000,1.16892,1.16984,1.16892,1.16965,1517.47 +31.05.2018 07:35:00.000,1.16966,1.17028,1.16943,1.17001,1798.56 +31.05.2018 07:40:00.000,1.17001,1.17095,1.16993,1.17085,1540.01 +31.05.2018 07:45:00.000,1.17082,1.17143,1.17077,1.17121,1785.91 +31.05.2018 07:50:00.000,1.17118,1.17185,1.17102,1.17173,1481.72 +31.05.2018 07:55:00.000,1.17173,1.17190,1.17113,1.17117,1531.67 +31.05.2018 08:00:00.000,1.17117,1.17118,1.17036,1.17059,1994.24 +31.05.2018 08:05:00.000,1.17061,1.17158,1.17037,1.17134,1300.6399999999999 +31.05.2018 08:10:00.000,1.17134,1.17206,1.17132,1.17179,1393.7499999999998 +31.05.2018 08:15:00.000,1.17181,1.17204,1.17172,1.17197,1245.21 +31.05.2018 08:20:00.000,1.17195,1.17243,1.17140,1.17150,1568.5200000000002 +31.05.2018 08:25:00.000,1.17148,1.17172,1.17128,1.17135,1318.25 +31.05.2018 08:30:00.000,1.17136,1.17164,1.17106,1.17141,1237.81 +31.05.2018 08:35:00.000,1.17140,1.17159,1.17099,1.17103,1179.39 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09:50:00.000,1.16974,1.17012,1.16970,1.17004,1568.45 +31.05.2018 09:55:00.000,1.17004,1.17060,1.17001,1.17029,1286.93 +31.05.2018 10:00:00.000,1.17031,1.17037,1.16934,1.16938,1323.33 +31.05.2018 10:05:00.000,1.16938,1.16947,1.16849,1.16867,1525.43 +31.05.2018 10:10:00.000,1.16867,1.16911,1.16846,1.16849,1230.49 +31.05.2018 10:15:00.000,1.16850,1.16863,1.16821,1.16858,1280.77 +31.05.2018 10:20:00.000,1.16857,1.16858,1.16776,1.16787,984.5500000000001 +31.05.2018 10:25:00.000,1.16788,1.16811,1.16760,1.16763,1205.5300000000002 +31.05.2018 10:30:00.000,1.16762,1.16785,1.16731,1.16784,1371.49 +31.05.2018 10:35:00.000,1.16784,1.16860,1.16783,1.16839,1311.2400000000002 +31.05.2018 10:40:00.000,1.16840,1.16850,1.16802,1.16807,944.59 +31.05.2018 10:45:00.000,1.16807,1.16857,1.16803,1.16807,1001.0699999999999 +31.05.2018 10:50:00.000,1.16805,1.16818,1.16758,1.16758,1080.06 +31.05.2018 10:55:00.000,1.16757,1.16793,1.16747,1.16790,1320.57 +31.05.2018 11:00:00.000,1.16789,1.16790,1.16764,1.16770,798.02 +31.05.2018 11:05:00.000,1.16770,1.16846,1.16765,1.16824,1242.73 +31.05.2018 11:10:00.000,1.16824,1.16876,1.16824,1.16857,1121.72 +31.05.2018 11:15:00.000,1.16857,1.16910,1.16857,1.16893,966.2699999999999 +31.05.2018 11:20:00.000,1.16893,1.16914,1.16843,1.16892,1112.3400000000001 +31.05.2018 11:25:00.000,1.16892,1.16942,1.16890,1.16905,958.7 +31.05.2018 11:30:00.000,1.16906,1.16978,1.16902,1.16957,1129.0900000000001 +31.05.2018 11:35:00.000,1.16956,1.17014,1.16955,1.16997,1046.22 +31.05.2018 11:40:00.000,1.16997,1.17019,1.16977,1.17017,1151.77 +31.05.2018 11:45:00.000,1.17018,1.17027,1.16975,1.17003,1151.55 +31.05.2018 11:50:00.000,1.17002,1.17048,1.16998,1.17043,878.4699999999999 +31.05.2018 11:55:00.000,1.17043,1.17085,1.17038,1.17076,1242.53 +31.05.2018 12:00:00.000,1.17079,1.17085,1.16997,1.16997,1363.37 +31.05.2018 12:05:00.000,1.16997,1.17006,1.16957,1.16975,1299.0099999999998 +31.05.2018 12:10:00.000,1.16973,1.16998,1.16952,1.16994,1076.51 +31.05.2018 12:15:00.000,1.16992,1.16992,1.16897,1.16897,1631.9899999999998 +31.05.2018 12:20:00.000,1.16896,1.16929,1.16894,1.16913,1163.23 +31.05.2018 12:25:00.000,1.16913,1.16943,1.16900,1.16942,879.42 +31.05.2018 12:30:00.000,1.16939,1.16943,1.16818,1.16819,1656.8700000000001 +31.05.2018 12:35:00.000,1.16822,1.16981,1.16822,1.16947,1479.3 +31.05.2018 12:40:00.000,1.16948,1.16951,1.16873,1.16876,1249.27 +31.05.2018 12:45:00.000,1.16877,1.16879,1.16816,1.16852,1342.6899999999998 +31.05.2018 12:50:00.000,1.16852,1.16861,1.16739,1.16742,1626.6599999999999 +31.05.2018 12:55:00.000,1.16742,1.16770,1.16702,1.16726,1633.5500000000002 +31.05.2018 13:00:00.000,1.16727,1.16745,1.16646,1.16653,2161.11 +31.05.2018 13:05:00.000,1.16653,1.16709,1.16620,1.16639,1876.94 +31.05.2018 13:10:00.000,1.16642,1.16669,1.16561,1.16648,2263.83 +31.05.2018 13:15:00.000,1.16647,1.16666,1.16589,1.16618,1865.39 +31.05.2018 13:20:00.000,1.16617,1.16630,1.16539,1.16553,1999.5000000000002 +31.05.2018 13:25:00.000,1.16555,1.16624,1.16541,1.16589,1626.59 +31.05.2018 13:30:00.000,1.16590,1.16659,1.16555,1.16658,1661.34 +31.05.2018 13:35:00.000,1.16660,1.16719,1.16628,1.16628,1704.6599999999999 +31.05.2018 13:40:00.000,1.16626,1.16670,1.16577,1.16577,1358.1299999999999 +31.05.2018 13:45:00.000,1.16577,1.16708,1.16560,1.16609,1829.4800000000002 +31.05.2018 13:50:00.000,1.16608,1.16648,1.16557,1.16578,1911.4899999999998 +31.05.2018 13:55:00.000,1.16576,1.16600,1.16457,1.16485,2114.33 +31.05.2018 14:00:00.000,1.16484,1.16719,1.16484,1.16706,1779.78 +31.05.2018 14:05:00.000,1.16704,1.16705,1.16583,1.16608,2097.81 +31.05.2018 14:10:00.000,1.16612,1.16653,1.16546,1.16643,1672.9299999999998 +31.05.2018 14:15:00.000,1.16641,1.16675,1.16599,1.16658,1808.83 +31.05.2018 14:20:00.000,1.16657,1.16675,1.16588,1.16602,1805.8799999999999 +31.05.2018 14:25:00.000,1.16603,1.16704,1.16590,1.16688,1636.11 +31.05.2018 14:30:00.000,1.16693,1.16771,1.16680,1.16746,1635.87 +31.05.2018 14:35:00.000,1.16747,1.16804,1.16722,1.16803,1639.4699999999998 +31.05.2018 14:40:00.000,1.16803,1.16821,1.16753,1.16797,1538.7199999999998 +31.05.2018 14:45:00.000,1.16797,1.16802,1.16709,1.16728,1642.72 +31.05.2018 14:50:00.000,1.16727,1.16781,1.16650,1.16661,1717.63 +31.05.2018 14:55:00.000,1.16662,1.16799,1.16662,1.16701,2252.23 +31.05.2018 15:00:00.000,1.16703,1.16765,1.16676,1.16756,2004.04 +31.05.2018 15:05:00.000,1.16757,1.16770,1.16533,1.16558,1976.8400000000001 +31.05.2018 15:10:00.000,1.16558,1.16613,1.16549,1.16587,1789.3200000000002 +31.05.2018 15:15:00.000,1.16586,1.16594,1.16549,1.16594,1537.1499999999999 +31.05.2018 15:20:00.000,1.16593,1.16636,1.16542,1.16547,1536.06 +31.05.2018 15:25:00.000,1.16545,1.16603,1.16410,1.16596,2214.3199999999997 +31.05.2018 15:30:00.000,1.16593,1.16632,1.16540,1.16629,1714.52 +31.05.2018 15:35:00.000,1.16626,1.16879,1.16533,1.16873,2356.31 +31.05.2018 15:40:00.000,1.16871,1.16983,1.16810,1.16916,2699.87 +31.05.2018 15:45:00.000,1.16920,1.16920,1.16759,1.16787,2171.95 +31.05.2018 15:50:00.000,1.16785,1.16807,1.16682,1.16751,1939.8600000000001 +31.05.2018 15:55:00.000,1.16752,1.16801,1.16681,1.16685,1738.03 +31.05.2018 16:00:00.000,1.16685,1.16748,1.16685,1.16695,1283.29 +31.05.2018 16:05:00.000,1.16695,1.16701,1.16629,1.16641,1581.21 +31.05.2018 16:10:00.000,1.16642,1.16707,1.16639,1.16701,1395.94 +31.05.2018 16:15:00.000,1.16701,1.16715,1.16583,1.16621,1406.0900000000001 +31.05.2018 16:20:00.000,1.16621,1.16631,1.16590,1.16622,695.1 +31.05.2018 16:25:00.000,1.16624,1.16647,1.16574,1.16580,985.89 +31.05.2018 16:30:00.000,1.16583,1.16638,1.16575,1.16611,1222.5500000000002 +31.05.2018 16:35:00.000,1.16611,1.16638,1.16608,1.16636,1112.1699999999998 +31.05.2018 16:40:00.000,1.16639,1.16726,1.16637,1.16701,1301.25 +31.05.2018 16:45:00.000,1.16704,1.16710,1.16649,1.16682,1204.8799999999999 +31.05.2018 16:50:00.000,1.16680,1.16685,1.16654,1.16658,1005.6800000000001 +31.05.2018 16:55:00.000,1.16656,1.16706,1.16655,1.16706,667.98 +31.05.2018 17:00:00.000,1.16705,1.16795,1.16704,1.16788,1476.6 +31.05.2018 17:05:00.000,1.16787,1.16887,1.16783,1.16820,1521.53 +31.05.2018 17:10:00.000,1.16822,1.16822,1.16756,1.16768,984.3100000000001 +31.05.2018 17:15:00.000,1.16768,1.16784,1.16721,1.16730,895.63 +31.05.2018 17:20:00.000,1.16731,1.16782,1.16730,1.16775,1012.9300000000001 +31.05.2018 17:25:00.000,1.16776,1.16844,1.16749,1.16827,959.41 +31.05.2018 17:30:00.000,1.16827,1.16861,1.16790,1.16790,1012.29 +31.05.2018 17:35:00.000,1.16790,1.16824,1.16780,1.16780,1104.12 +31.05.2018 17:40:00.000,1.16781,1.16812,1.16776,1.16801,1063.54 +31.05.2018 17:45:00.000,1.16801,1.16817,1.16780,1.16786,992.47 +31.05.2018 17:50:00.000,1.16786,1.16805,1.16771,1.16779,739.85 +31.05.2018 17:55:00.000,1.16779,1.16797,1.16746,1.16781,1180.16 +31.05.2018 18:00:00.000,1.16781,1.16781,1.16730,1.16765,1199.54 +31.05.2018 18:05:00.000,1.16765,1.16780,1.16743,1.16747,993.65 +31.05.2018 18:10:00.000,1.16747,1.16856,1.16744,1.16851,1154.4 +31.05.2018 18:15:00.000,1.16851,1.16855,1.16785,1.16800,785.75 +31.05.2018 18:20:00.000,1.16801,1.16852,1.16801,1.16847,713.9699999999999 +31.05.2018 18:25:00.000,1.16849,1.16886,1.16827,1.16852,863.63 +31.05.2018 18:30:00.000,1.16854,1.16892,1.16834,1.16880,844.7 +31.05.2018 18:35:00.000,1.16879,1.16879,1.16825,1.16857,792.16 +31.05.2018 18:40:00.000,1.16856,1.16874,1.16842,1.16863,630.46 +31.05.2018 18:45:00.000,1.16862,1.16930,1.16844,1.16919,995.6200000000001 +31.05.2018 18:50:00.000,1.16917,1.16942,1.16915,1.16933,985.7 +31.05.2018 18:55:00.000,1.16932,1.16932,1.16856,1.16862,1021.22 +31.05.2018 19:00:00.000,1.16857,1.16888,1.16827,1.16866,1289.6399999999999 +31.05.2018 19:05:00.000,1.16867,1.16905,1.16866,1.16884,1201.11 +31.05.2018 19:10:00.000,1.16882,1.16882,1.16850,1.16866,708.31 +31.05.2018 19:15:00.000,1.16866,1.16876,1.16859,1.16872,785.56 +31.05.2018 19:20:00.000,1.16871,1.16892,1.16860,1.16882,553.9 +31.05.2018 19:25:00.000,1.16881,1.16883,1.16860,1.16873,674.6 +31.05.2018 19:30:00.000,1.16874,1.16891,1.16867,1.16880,873.82 +31.05.2018 19:35:00.000,1.16885,1.16894,1.16860,1.16871,910.6 +31.05.2018 19:40:00.000,1.16873,1.16899,1.16873,1.16887,719.06 +31.05.2018 19:45:00.000,1.16887,1.16906,1.16876,1.16884,989.64 +31.05.2018 19:50:00.000,1.16886,1.16930,1.16879,1.16916,890.9100000000001 +31.05.2018 19:55:00.000,1.16919,1.16933,1.16888,1.16903,1010.44 +31.05.2018 20:00:00.000,1.16904,1.16909,1.16883,1.16905,696.7099999999999 +31.05.2018 20:05:00.000,1.16904,1.16924,1.16904,1.16914,252.72000000000003 +31.05.2018 20:10:00.000,1.16914,1.16915,1.16901,1.16901,319.26 +31.05.2018 20:15:00.000,1.16901,1.16915,1.16901,1.16911,230.58 +31.05.2018 20:20:00.000,1.16915,1.16922,1.16914,1.16919,262.49 +31.05.2018 20:25:00.000,1.16920,1.16961,1.16919,1.16960,305.62 +31.05.2018 20:30:00.000,1.16959,1.16971,1.16939,1.16955,371.05000000000007 +31.05.2018 20:35:00.000,1.16954,1.16955,1.16933,1.16946,260.89 +31.05.2018 20:40:00.000,1.16946,1.16955,1.16940,1.16953,345.19 +31.05.2018 20:45:00.000,1.16954,1.16969,1.16947,1.16965,543.24 +31.05.2018 20:50:00.000,1.16964,1.16967,1.16949,1.16958,368.94 +31.05.2018 20:55:00.000,1.16960,1.16960,1.16914,1.16918,634.4599999999999 +31.05.2018 21:00:00.000,1.16917,1.16918,1.16880,1.16901,86.64 +31.05.2018 21:05:00.000,1.16901,1.16938,1.16893,1.16925,335.27 +31.05.2018 21:10:00.000,1.16925,1.16930,1.16921,1.16928,419.31 +31.05.2018 21:15:00.000,1.16928,1.16949,1.16925,1.16939,187.87 +31.05.2018 21:20:00.000,1.16938,1.16938,1.16934,1.16935,72.04 +31.05.2018 21:25:00.000,1.16935,1.16935,1.16897,1.16910,1483.3 +31.05.2018 21:30:00.000,1.16909,1.16944,1.16906,1.16929,323.12 +31.05.2018 21:35:00.000,1.16930,1.16934,1.16900,1.16909,289.96000000000004 +31.05.2018 21:40:00.000,1.16909,1.16933,1.16905,1.16915,400.27 +31.05.2018 21:45:00.000,1.16915,1.16917,1.16895,1.16911,292.13 +31.05.2018 21:50:00.000,1.16908,1.16917,1.16906,1.16908,176.58 +31.05.2018 21:55:00.000,1.16909,1.16929,1.16908,1.16917,178.79000000000002 +31.05.2018 22:00:00.000,1.16917,1.16934,1.16917,1.16934,222.63 +31.05.2018 22:05:00.000,1.16934,1.16949,1.16934,1.16948,381.11 +31.05.2018 22:10:00.000,1.16947,1.16950,1.16939,1.16946,236.1 +31.05.2018 22:15:00.000,1.16947,1.16950,1.16941,1.16948,230.36 +31.05.2018 22:20:00.000,1.16948,1.16992,1.16947,1.16984,436.08 +31.05.2018 22:25:00.000,1.16983,1.17021,1.16981,1.17012,464.43999999999994 +31.05.2018 22:30:00.000,1.17013,1.17013,1.17000,1.17006,322.59999999999997 +31.05.2018 22:35:00.000,1.17005,1.17010,1.17000,1.17009,327.96000000000004 +31.05.2018 22:40:00.000,1.17007,1.17042,1.17006,1.17040,658.47 +31.05.2018 22:45:00.000,1.17041,1.17058,1.17036,1.17048,357.06 +31.05.2018 22:50:00.000,1.17053,1.17064,1.17049,1.17053,233.81 +31.05.2018 22:55:00.000,1.17052,1.17057,1.17047,1.17049,379.10999999999996 +31.05.2018 23:00:00.000,1.17050,1.17050,1.16992,1.17023,613.6800000000001 +31.05.2018 23:05:00.000,1.17023,1.17023,1.16990,1.16990,291.38 +31.05.2018 23:10:00.000,1.16991,1.17003,1.16963,1.16986,342.33 +31.05.2018 23:15:00.000,1.16989,1.16992,1.16977,1.16988,375.40999999999997 +31.05.2018 23:20:00.000,1.16988,1.17001,1.16976,1.16986,399.89000000000004 +31.05.2018 23:25:00.000,1.16986,1.16991,1.16976,1.16986,450.4 +31.05.2018 23:30:00.000,1.16985,1.17002,1.16985,1.16991,288.56 +31.05.2018 23:35:00.000,1.16991,1.16991,1.16972,1.16977,246.49 +31.05.2018 23:40:00.000,1.16976,1.16977,1.16966,1.16970,234.59 +31.05.2018 23:45:00.000,1.16972,1.16974,1.16957,1.16958,269.59 +31.05.2018 23:50:00.000,1.16956,1.16958,1.16946,1.16952,472.3 +31.05.2018 23:55:00.000,1.16954,1.16954,1.16917,1.16922,658.96 +01.06.2018 00:00:00.000,1.16922,1.16933,1.16893,1.16899,966.9399999999999 +01.06.2018 00:05:00.000,1.16899,1.16906,1.16886,1.16902,456.36 +01.06.2018 00:10:00.000,1.16901,1.16902,1.16868,1.16872,605.06 +01.06.2018 00:15:00.000,1.16871,1.16882,1.16861,1.16878,596.5 +01.06.2018 00:20:00.000,1.16877,1.16879,1.16859,1.16868,459.95 +01.06.2018 00:25:00.000,1.16868,1.16881,1.16860,1.16866,445.15999999999997 +01.06.2018 00:30:00.000,1.16866,1.16891,1.16858,1.16888,543.31 +01.06.2018 00:35:00.000,1.16887,1.16903,1.16876,1.16897,492.53000000000003 +01.06.2018 00:40:00.000,1.16898,1.16911,1.16881,1.16907,510.18 +01.06.2018 00:45:00.000,1.16907,1.16925,1.16902,1.16923,627.14 +01.06.2018 00:50:00.000,1.16924,1.16931,1.16910,1.16910,681.63 +01.06.2018 00:55:00.000,1.16913,1.16946,1.16909,1.16938,905.72 +01.06.2018 01:00:00.000,1.16937,1.16962,1.16932,1.16939,1147.04 +01.06.2018 01:05:00.000,1.16939,1.16955,1.16930,1.16943,641.65 +01.06.2018 01:10:00.000,1.16943,1.16959,1.16931,1.16955,861.3700000000001 +01.06.2018 01:15:00.000,1.16954,1.16958,1.16886,1.16887,1182.3700000000001 +01.06.2018 01:20:00.000,1.16887,1.16892,1.16871,1.16883,1132.4700000000003 +01.06.2018 01:25:00.000,1.16882,1.16922,1.16881,1.16903,639.05 +01.06.2018 01:30:00.000,1.16903,1.16914,1.16891,1.16904,586.75 +01.06.2018 01:35:00.000,1.16903,1.16960,1.16903,1.16958,624.17 +01.06.2018 01:40:00.000,1.16960,1.16961,1.16912,1.16941,912.4899999999999 +01.06.2018 01:45:00.000,1.16940,1.16944,1.16899,1.16928,754.3799999999999 +01.06.2018 01:50:00.000,1.16927,1.16956,1.16916,1.16956,664.07 +01.06.2018 01:55:00.000,1.16956,1.16956,1.16919,1.16922,906.1199999999999 +01.06.2018 02:00:00.000,1.16924,1.16929,1.16902,1.16923,538.14 +01.06.2018 02:05:00.000,1.16923,1.16934,1.16902,1.16913,623.1700000000001 +01.06.2018 02:10:00.000,1.16914,1.16924,1.16910,1.16914,660.3900000000001 +01.06.2018 02:15:00.000,1.16913,1.16952,1.16913,1.16944,699.06 +01.06.2018 02:20:00.000,1.16945,1.16965,1.16942,1.16955,627.7900000000001 +01.06.2018 02:25:00.000,1.16955,1.16960,1.16942,1.16942,342.83 +01.06.2018 02:30:00.000,1.16942,1.16964,1.16935,1.16964,824.8799999999999 +01.06.2018 02:35:00.000,1.16964,1.16965,1.16917,1.16918,625.05 +01.06.2018 02:40:00.000,1.16922,1.16945,1.16916,1.16944,401.39 +01.06.2018 02:45:00.000,1.16943,1.16943,1.16923,1.16924,268.39 +01.06.2018 02:50:00.000,1.16921,1.16929,1.16907,1.16916,466.97 +01.06.2018 02:55:00.000,1.16916,1.16917,1.16839,1.16848,1142.55 +01.06.2018 03:00:00.000,1.16848,1.16866,1.16819,1.16838,974.94 +01.06.2018 03:05:00.000,1.16840,1.16863,1.16834,1.16851,698.93 +01.06.2018 03:10:00.000,1.16853,1.16861,1.16833,1.16838,481.76 +01.06.2018 03:15:00.000,1.16838,1.16841,1.16810,1.16814,567.99 +01.06.2018 03:20:00.000,1.16814,1.16814,1.16770,1.16784,523.3499999999999 +01.06.2018 03:25:00.000,1.16784,1.16814,1.16784,1.16812,494.71 +01.06.2018 03:30:00.000,1.16814,1.16834,1.16805,1.16819,415.53000000000003 +01.06.2018 03:35:00.000,1.16819,1.16820,1.16803,1.16810,343.01000000000005 +01.06.2018 03:40:00.000,1.16810,1.16814,1.16798,1.16810,225.74 +01.06.2018 03:45:00.000,1.16810,1.16815,1.16793,1.16815,290.55 +01.06.2018 03:50:00.000,1.16814,1.16819,1.16803,1.16813,338.7 +01.06.2018 03:55:00.000,1.16813,1.16826,1.16813,1.16820,326.55 +01.06.2018 04:00:00.000,1.16821,1.16825,1.16810,1.16820,345.51 +01.06.2018 04:05:00.000,1.16820,1.16822,1.16789,1.16794,328.09000000000003 +01.06.2018 04:10:00.000,1.16795,1.16803,1.16789,1.16799,398.72 +01.06.2018 04:15:00.000,1.16799,1.16815,1.16799,1.16810,254.7 +01.06.2018 04:20:00.000,1.16809,1.16811,1.16803,1.16803,177.66000000000003 +01.06.2018 04:25:00.000,1.16803,1.16812,1.16794,1.16803,310.51 +01.06.2018 04:30:00.000,1.16804,1.16815,1.16788,1.16797,251.53000000000003 +01.06.2018 04:35:00.000,1.16797,1.16798,1.16770,1.16778,335.54 +01.06.2018 04:40:00.000,1.16779,1.16787,1.16779,1.16785,217.69 +01.06.2018 04:45:00.000,1.16784,1.16794,1.16777,1.16782,356.90000000000003 +01.06.2018 04:50:00.000,1.16782,1.16782,1.16758,1.16759,451.26 +01.06.2018 04:55:00.000,1.16758,1.16782,1.16758,1.16780,463.28999999999996 +01.06.2018 05:00:00.000,1.16781,1.16794,1.16726,1.16728,538 +01.06.2018 05:05:00.000,1.16728,1.16735,1.16653,1.16665,1305.48 +01.06.2018 05:10:00.000,1.16666,1.16691,1.16663,1.16688,515.4 +01.06.2018 05:15:00.000,1.16688,1.16715,1.16685,1.16709,401.79 +01.06.2018 05:20:00.000,1.16709,1.16726,1.16706,1.16714,469.05 +01.06.2018 05:25:00.000,1.16715,1.16735,1.16707,1.16730,340.04999999999995 +01.06.2018 05:30:00.000,1.16730,1.16756,1.16727,1.16732,638.37 +01.06.2018 05:35:00.000,1.16733,1.16740,1.16728,1.16734,397.56999999999994 +01.06.2018 05:40:00.000,1.16735,1.16746,1.16714,1.16743,411.44 +01.06.2018 05:45:00.000,1.16745,1.16767,1.16731,1.16764,549.3399999999999 +01.06.2018 05:50:00.000,1.16765,1.16765,1.16729,1.16729,491.83 +01.06.2018 05:55:00.000,1.16727,1.16755,1.16727,1.16753,573.83 +01.06.2018 06:00:00.000,1.16751,1.16819,1.16717,1.16750,1225.5600000000002 +01.06.2018 06:05:00.000,1.16751,1.16765,1.16687,1.16694,1286.44 +01.06.2018 06:10:00.000,1.16694,1.16735,1.16678,1.16702,1129.33 +01.06.2018 06:15:00.000,1.16702,1.16702,1.16653,1.16696,1507.08 +01.06.2018 06:20:00.000,1.16696,1.16735,1.16677,1.16726,1573.94 +01.06.2018 06:25:00.000,1.16727,1.16780,1.16702,1.16779,1505.49 +01.06.2018 06:30:00.000,1.16777,1.16797,1.16733,1.16737,1293.0699999999997 +01.06.2018 06:35:00.000,1.16737,1.16769,1.16725,1.16756,1373.3600000000001 +01.06.2018 06:40:00.000,1.16755,1.16802,1.16716,1.16800,1253.4799999999998 +01.06.2018 06:45:00.000,1.16801,1.16801,1.16747,1.16747,1356.79 +01.06.2018 06:50:00.000,1.16748,1.16808,1.16733,1.16744,1175.03 +01.06.2018 06:55:00.000,1.16743,1.16860,1.16740,1.16850,1441.79 +01.06.2018 07:00:00.000,1.16850,1.16943,1.16850,1.16866,2112.71 +01.06.2018 07:05:00.000,1.16867,1.16891,1.16837,1.16872,1276.46 +01.06.2018 07:10:00.000,1.16871,1.16872,1.16805,1.16841,1555.83 +01.06.2018 07:15:00.000,1.16841,1.16898,1.16841,1.16878,1466.4599999999998 +01.06.2018 07:20:00.000,1.16878,1.16953,1.16875,1.16904,1595.52 +01.06.2018 07:25:00.000,1.16903,1.16948,1.16889,1.16932,1351.1100000000001 +01.06.2018 07:30:00.000,1.16933,1.17027,1.16922,1.17013,1482.29 +01.06.2018 07:35:00.000,1.17012,1.17012,1.16958,1.16963,1191.96 +01.06.2018 07:40:00.000,1.16965,1.16982,1.16930,1.16931,1418.1899999999998 +01.06.2018 07:45:00.000,1.16935,1.16957,1.16916,1.16918,1249.22 +01.06.2018 07:50:00.000,1.16919,1.16929,1.16819,1.16857,1494.5 +01.06.2018 07:55:00.000,1.16861,1.16889,1.16834,1.16834,1439.3 +01.06.2018 08:00:00.000,1.16836,1.16938,1.16832,1.16930,1470.31 +01.06.2018 08:05:00.000,1.16928,1.16948,1.16885,1.16939,1278.15 +01.06.2018 08:10:00.000,1.16939,1.16978,1.16895,1.16908,1100.81 +01.06.2018 08:15:00.000,1.16908,1.16909,1.16841,1.16852,1523.01 +01.06.2018 08:20:00.000,1.16855,1.16920,1.16854,1.16869,950.9000000000001 +01.06.2018 08:25:00.000,1.16869,1.16869,1.16814,1.16828,1045.93 +01.06.2018 08:30:00.000,1.16830,1.16874,1.16815,1.16874,1131.05 +01.06.2018 08:35:00.000,1.16877,1.16888,1.16823,1.16875,1158.0900000000001 +01.06.2018 08:40:00.000,1.16874,1.16876,1.16786,1.16792,1312.9499999999998 +01.06.2018 08:45:00.000,1.16793,1.16848,1.16773,1.16829,1195.86 +01.06.2018 08:50:00.000,1.16828,1.16847,1.16786,1.16802,1166.9 +01.06.2018 08:55:00.000,1.16802,1.16827,1.16787,1.16818,978.2199999999998 +01.06.2018 09:00:00.000,1.16817,1.16862,1.16808,1.16837,1008.9300000000001 +01.06.2018 09:05:00.000,1.16837,1.16854,1.16807,1.16809,976.2200000000001 +01.06.2018 09:10:00.000,1.16811,1.16827,1.16776,1.16825,1358.51 +01.06.2018 09:15:00.000,1.16824,1.16897,1.16818,1.16864,1151.55 +01.06.2018 09:20:00.000,1.16859,1.16885,1.16845,1.16853,1084.88 +01.06.2018 09:25:00.000,1.16855,1.16897,1.16854,1.16889,1106.75 +01.06.2018 09:30:00.000,1.16887,1.16912,1.16817,1.16849,1146.1200000000001 +01.06.2018 09:35:00.000,1.16847,1.16896,1.16835,1.16861,1124.08 +01.06.2018 09:40:00.000,1.16860,1.16872,1.16829,1.16868,1069.9899999999998 +01.06.2018 09:45:00.000,1.16868,1.16881,1.16838,1.16881,1207.04 +01.06.2018 09:50:00.000,1.16881,1.16898,1.16850,1.16896,1054.4 +01.06.2018 09:55:00.000,1.16899,1.17082,1.16896,1.17053,1570.1399999999999 +01.06.2018 10:00:00.000,1.17050,1.17178,1.17040,1.17122,2323.03 +01.06.2018 10:05:00.000,1.17123,1.17152,1.17061,1.17101,1765.1299999999999 +01.06.2018 10:10:00.000,1.17101,1.17115,1.17052,1.17068,1343.57 +01.06.2018 10:15:00.000,1.17068,1.17080,1.17041,1.17071,945.6199999999999 +01.06.2018 10:20:00.000,1.17075,1.17082,1.17035,1.17049,1096.2 +01.06.2018 10:25:00.000,1.17049,1.17054,1.17021,1.17035,1304.03 +01.06.2018 10:30:00.000,1.17037,1.17081,1.17027,1.17072,982.0300000000001 +01.06.2018 10:35:00.000,1.17072,1.17133,1.17068,1.17103,918.8700000000001 +01.06.2018 10:40:00.000,1.17103,1.17104,1.17075,1.17100,922.91 +01.06.2018 10:45:00.000,1.17101,1.17108,1.17069,1.17073,853.8100000000001 +01.06.2018 10:50:00.000,1.17073,1.17117,1.17061,1.17113,877.89 +01.06.2018 10:55:00.000,1.17114,1.17114,1.17082,1.17097,812.89 +01.06.2018 11:00:00.000,1.17100,1.17104,1.17069,1.17082,830.49 +01.06.2018 11:05:00.000,1.17082,1.17087,1.17033,1.17043,987.3600000000001 +01.06.2018 11:10:00.000,1.17043,1.17048,1.16992,1.17037,1028.87 +01.06.2018 11:15:00.000,1.17038,1.17097,1.17038,1.17058,1090.33 +01.06.2018 11:20:00.000,1.17058,1.17103,1.17044,1.17088,1181.81 +01.06.2018 11:25:00.000,1.17088,1.17096,1.16976,1.16976,1410.34 +01.06.2018 11:30:00.000,1.16976,1.16987,1.16938,1.16962,1290.79 +01.06.2018 11:35:00.000,1.16962,1.16983,1.16929,1.16942,1325.55 +01.06.2018 11:40:00.000,1.16942,1.16945,1.16844,1.16894,1376.9799999999998 +01.06.2018 11:45:00.000,1.16897,1.16904,1.16864,1.16899,984.48 +01.06.2018 11:50:00.000,1.16899,1.16899,1.16795,1.16799,1487.04 +01.06.2018 11:55:00.000,1.16796,1.16805,1.16706,1.16736,1799.06 +01.06.2018 12:00:00.000,1.16736,1.16775,1.16718,1.16756,1864.8200000000002 +01.06.2018 12:05:00.000,1.16756,1.16777,1.16715,1.16764,1276.7 +01.06.2018 12:10:00.000,1.16764,1.16764,1.16678,1.16689,1298.87 +01.06.2018 12:15:00.000,1.16688,1.16694,1.16649,1.16672,1444.6 +01.06.2018 12:20:00.000,1.16674,1.16710,1.16661,1.16691,1327.0500000000002 +01.06.2018 12:25:00.000,1.16690,1.16734,1.16675,1.16720,1273.63 +01.06.2018 12:30:00.000,1.16720,1.16743,1.16476,1.16686,2432.7 +01.06.2018 12:35:00.000,1.16684,1.16878,1.16647,1.16850,2379.81 +01.06.2018 12:40:00.000,1.16849,1.16850,1.16740,1.16793,2687.25 +01.06.2018 12:45:00.000,1.16788,1.16812,1.16683,1.16683,2057.8199999999997 +01.06.2018 12:50:00.000,1.16682,1.16746,1.16628,1.16709,2051.08 +01.06.2018 12:55:00.000,1.16709,1.16718,1.16560,1.16580,2269.23 +01.06.2018 13:00:00.000,1.16581,1.16684,1.16538,1.16660,2222.08 +01.06.2018 13:05:00.000,1.16656,1.16747,1.16637,1.16731,1961.2999999999997 +01.06.2018 13:10:00.000,1.16730,1.16796,1.16708,1.16756,2138.3 +01.06.2018 13:15:00.000,1.16756,1.16795,1.16721,1.16776,1753.31 +01.06.2018 13:20:00.000,1.16776,1.16819,1.16727,1.16728,1730.1899999999998 +01.06.2018 13:25:00.000,1.16728,1.16831,1.16704,1.16822,1829.02 +01.06.2018 13:30:00.000,1.16822,1.16835,1.16754,1.16773,2015.8300000000002 +01.06.2018 13:35:00.000,1.16773,1.16828,1.16757,1.16786,1867.3799999999999 +01.06.2018 13:40:00.000,1.16784,1.16820,1.16750,1.16768,1498.5800000000002 +01.06.2018 13:45:00.000,1.16771,1.16813,1.16711,1.16731,1705.6399999999999 +01.06.2018 13:50:00.000,1.16728,1.16821,1.16723,1.16757,1766.84 +01.06.2018 13:55:00.000,1.16759,1.16760,1.16700,1.16710,1300.6299999999999 +01.06.2018 14:00:00.000,1.16707,1.16765,1.16654,1.16760,2017.01 +01.06.2018 14:05:00.000,1.16761,1.16785,1.16679,1.16693,2124.6899999999996 +01.06.2018 14:10:00.000,1.16693,1.16697,1.16448,1.16476,2669.4 +01.06.2018 14:15:00.000,1.16472,1.16519,1.16170,1.16445,3191.6799999999994 +01.06.2018 14:20:00.000,1.16444,1.16623,1.16443,1.16601,2603.2200000000003 +01.06.2018 14:25:00.000,1.16599,1.16667,1.16559,1.16571,2018.3500000000001 +01.06.2018 14:30:00.000,1.16574,1.16612,1.16504,1.16567,2066.02 +01.06.2018 14:35:00.000,1.16568,1.16607,1.16510,1.16584,1886.79 +01.06.2018 14:40:00.000,1.16584,1.16584,1.16451,1.16454,2041.07 +01.06.2018 14:45:00.000,1.16456,1.16572,1.16456,1.16529,2016.3600000000001 +01.06.2018 14:50:00.000,1.16528,1.16608,1.16528,1.16599,1849.96 +01.06.2018 14:55:00.000,1.16599,1.16636,1.16569,1.16634,1726.8600000000001 +01.06.2018 15:00:00.000,1.16634,1.16655,1.16610,1.16646,1752.47 +01.06.2018 15:05:00.000,1.16647,1.16677,1.16634,1.16655,1562.71 +01.06.2018 15:10:00.000,1.16657,1.16766,1.16635,1.16749,1854.02 +01.06.2018 15:15:00.000,1.16752,1.16789,1.16683,1.16688,1800.02 +01.06.2018 15:20:00.000,1.16688,1.16728,1.16683,1.16703,1104.55 +01.06.2018 15:25:00.000,1.16702,1.16732,1.16692,1.16718,1427.02 +01.06.2018 15:30:00.000,1.16716,1.16755,1.16699,1.16726,1284.34 +01.06.2018 15:35:00.000,1.16726,1.16730,1.16675,1.16723,1318.44 +01.06.2018 15:40:00.000,1.16726,1.16767,1.16715,1.16717,1195.87 +01.06.2018 15:45:00.000,1.16716,1.16764,1.16693,1.16744,1309.31 +01.06.2018 15:50:00.000,1.16747,1.16812,1.16747,1.16784,1479.83 +01.06.2018 15:55:00.000,1.16781,1.16796,1.16749,1.16778,1232.32 +01.06.2018 16:00:00.000,1.16776,1.16797,1.16743,1.16757,1164.9499999999998 +01.06.2018 16:05:00.000,1.16758,1.16781,1.16719,1.16727,1010.03 +01.06.2018 16:10:00.000,1.16727,1.16739,1.16716,1.16720,804.6300000000001 +01.06.2018 16:15:00.000,1.16720,1.16720,1.16690,1.16712,849.5699999999999 +01.06.2018 16:20:00.000,1.16713,1.16723,1.16686,1.16714,937.8899999999999 +01.06.2018 16:25:00.000,1.16715,1.16738,1.16688,1.16721,1139.53 +01.06.2018 16:30:00.000,1.16723,1.16732,1.16703,1.16719,773.0999999999999 +01.06.2018 16:35:00.000,1.16719,1.16728,1.16682,1.16685,549.0999999999999 +01.06.2018 16:40:00.000,1.16687,1.16695,1.16651,1.16656,806.65 +01.06.2018 16:45:00.000,1.16659,1.16659,1.16630,1.16632,1006.1600000000001 +01.06.2018 16:50:00.000,1.16631,1.16638,1.16611,1.16612,629.3900000000001 +01.06.2018 16:55:00.000,1.16615,1.16668,1.16615,1.16653,988.6199999999999 +01.06.2018 17:00:00.000,1.16653,1.16683,1.16637,1.16676,854.9499999999999 +01.06.2018 17:05:00.000,1.16676,1.16693,1.16670,1.16683,614.48 +01.06.2018 17:10:00.000,1.16683,1.16683,1.16654,1.16657,514 +01.06.2018 17:15:00.000,1.16658,1.16677,1.16656,1.16677,655.2699999999999 +01.06.2018 17:20:00.000,1.16675,1.16676,1.16627,1.16641,699.8699999999999 +01.06.2018 17:25:00.000,1.16643,1.16667,1.16639,1.16644,726.59 +01.06.2018 17:30:00.000,1.16642,1.16647,1.16622,1.16638,740.14 +01.06.2018 17:35:00.000,1.16637,1.16668,1.16634,1.16664,603.9599999999999 +01.06.2018 17:40:00.000,1.16663,1.16681,1.16659,1.16664,387.31 +01.06.2018 17:45:00.000,1.16664,1.16664,1.16617,1.16617,616.37 +01.06.2018 17:50:00.000,1.16616,1.16616,1.16553,1.16568,734.36 +01.06.2018 17:55:00.000,1.16568,1.16591,1.16552,1.16577,1121.22 +01.06.2018 18:00:00.000,1.16577,1.16609,1.16562,1.16562,744.0400000000001 +01.06.2018 18:05:00.000,1.16562,1.16582,1.16561,1.16577,591.8000000000001 +01.06.2018 18:10:00.000,1.16576,1.16590,1.16573,1.16583,680.6299999999999 +01.06.2018 18:15:00.000,1.16583,1.16613,1.16583,1.16591,595.39 +01.06.2018 18:20:00.000,1.16590,1.16604,1.16580,1.16582,632.68 +01.06.2018 18:25:00.000,1.16581,1.16604,1.16579,1.16598,786.77 +01.06.2018 18:30:00.000,1.16596,1.16614,1.16593,1.16599,930.97 +01.06.2018 18:35:00.000,1.16599,1.16614,1.16585,1.16612,624.3599999999999 +01.06.2018 18:40:00.000,1.16611,1.16626,1.16595,1.16622,613.67 +01.06.2018 18:45:00.000,1.16621,1.16628,1.16612,1.16616,948.0200000000001 +01.06.2018 18:50:00.000,1.16613,1.16624,1.16612,1.16615,597.8 +01.06.2018 18:55:00.000,1.16615,1.16636,1.16609,1.16631,883.52 +01.06.2018 19:00:00.000,1.16630,1.16634,1.16599,1.16599,905.5600000000001 +01.06.2018 19:05:00.000,1.16599,1.16603,1.16589,1.16599,746.3 +01.06.2018 19:10:00.000,1.16599,1.16601,1.16584,1.16591,651.17 +01.06.2018 19:15:00.000,1.16592,1.16614,1.16588,1.16602,709.8900000000001 +01.06.2018 19:20:00.000,1.16601,1.16609,1.16592,1.16600,752.39 +01.06.2018 19:25:00.000,1.16600,1.16604,1.16590,1.16594,667.82 +01.06.2018 19:30:00.000,1.16594,1.16608,1.16589,1.16591,765.59 +01.06.2018 19:35:00.000,1.16591,1.16600,1.16577,1.16577,912.33 +01.06.2018 19:40:00.000,1.16577,1.16590,1.16569,1.16589,651.11 +01.06.2018 19:45:00.000,1.16589,1.16589,1.16555,1.16561,580.2099999999999 +01.06.2018 19:50:00.000,1.16562,1.16578,1.16550,1.16550,536.1800000000001 +01.06.2018 19:55:00.000,1.16551,1.16553,1.16535,1.16552,572.0699999999999 +01.06.2018 20:00:00.000,1.16551,1.16577,1.16548,1.16574,591.01 +01.06.2018 20:05:00.000,1.16574,1.16588,1.16574,1.16581,341.78000000000003 +01.06.2018 20:10:00.000,1.16580,1.16581,1.16563,1.16563,279.34 +01.06.2018 20:15:00.000,1.16563,1.16568,1.16552,1.16568,407.57 +01.06.2018 20:20:00.000,1.16567,1.16569,1.16555,1.16555,308.49 +01.06.2018 20:25:00.000,1.16557,1.16576,1.16557,1.16572,399.26 +01.06.2018 20:30:00.000,1.16572,1.16601,1.16572,1.16599,549.25 +01.06.2018 20:35:00.000,1.16600,1.16655,1.16595,1.16652,611.76 +01.06.2018 20:40:00.000,1.16651,1.16660,1.16611,1.16613,465.61 +01.06.2018 20:45:00.000,1.16613,1.16628,1.16601,1.16619,420.53999999999996 +01.06.2018 20:50:00.000,1.16619,1.16624,1.16600,1.16607,603.28 +01.06.2018 20:55:00.000,1.16605,1.16613,1.16577,1.16584,510.54 +03.06.2018 21:00:00.000,1.16561,1.16585,1.16561,1.16584,19 +03.06.2018 21:05:00.000,1.16584,1.16619,1.16580,1.16610,190.37 +03.06.2018 21:10:00.000,1.16611,1.16644,1.16606,1.16633,136.39000000000001 +03.06.2018 21:15:00.000,1.16633,1.16639,1.16633,1.16636,61.95 +03.06.2018 21:20:00.000,1.16637,1.16655,1.16636,1.16654,99.14 +03.06.2018 21:25:00.000,1.16653,1.16689,1.16637,1.16676,119.71 +03.06.2018 21:30:00.000,1.16676,1.16677,1.16631,1.16648,32.93 +03.06.2018 21:35:00.000,1.16649,1.16652,1.16642,1.16650,13.02 +03.06.2018 21:40:00.000,1.16650,1.16653,1.16631,1.16650,11.419999999999998 +03.06.2018 21:45:00.000,1.16652,1.16652,1.16634,1.16652,5.300000000000001 +03.06.2018 21:50:00.000,1.16635,1.16654,1.16627,1.16639,68.87 +03.06.2018 21:55:00.000,1.16629,1.16651,1.16628,1.16632,90.27 +03.06.2018 22:00:00.000,1.16633,1.16639,1.16624,1.16624,149.96 +03.06.2018 22:05:00.000,1.16624,1.16640,1.16624,1.16636,297.19 +03.06.2018 22:10:00.000,1.16636,1.16636,1.16620,1.16621,124.63999999999999 +03.06.2018 22:15:00.000,1.16621,1.16631,1.16617,1.16628,132.03 +03.06.2018 22:20:00.000,1.16628,1.16632,1.16626,1.16631,80.88 +03.06.2018 22:25:00.000,1.16632,1.16632,1.16629,1.16629,30.89 +03.06.2018 22:30:00.000,1.16630,1.16631,1.16628,1.16628,76.81 +03.06.2018 22:35:00.000,1.16629,1.16630,1.16622,1.16622,137.06 +03.06.2018 22:40:00.000,1.16623,1.16628,1.16621,1.16622,145.65 +03.06.2018 22:45:00.000,1.16621,1.16621,1.16612,1.16617,96.2 +03.06.2018 22:50:00.000,1.16617,1.16622,1.16616,1.16622,135.93 +03.06.2018 22:55:00.000,1.16621,1.16623,1.16617,1.16622,177.92 +03.06.2018 23:00:00.000,1.16622,1.16652,1.16622,1.16651,381.54 +03.06.2018 23:05:00.000,1.16651,1.16657,1.16645,1.16645,386.01 +03.06.2018 23:10:00.000,1.16645,1.16651,1.16639,1.16641,405.32 +03.06.2018 23:15:00.000,1.16641,1.16651,1.16640,1.16647,316.33000000000004 +03.06.2018 23:20:00.000,1.16647,1.16657,1.16643,1.16652,115.71000000000001 +03.06.2018 23:25:00.000,1.16652,1.16653,1.16632,1.16632,266.71 +03.06.2018 23:30:00.000,1.16632,1.16642,1.16627,1.16640,387.56 +03.06.2018 23:35:00.000,1.16641,1.16654,1.16641,1.16642,336.03 +03.06.2018 23:40:00.000,1.16642,1.16643,1.16632,1.16636,351.82 +03.06.2018 23:45:00.000,1.16636,1.16660,1.16634,1.16652,206.85 +03.06.2018 23:50:00.000,1.16652,1.16657,1.16641,1.16656,399.67 +03.06.2018 23:55:00.000,1.16656,1.16683,1.16656,1.16672,539.1800000000001 +04.06.2018 00:00:00.000,1.16670,1.16735,1.16670,1.16721,1108.5 +04.06.2018 00:05:00.000,1.16722,1.16756,1.16706,1.16751,1097.6 +04.06.2018 00:10:00.000,1.16751,1.16781,1.16750,1.16778,682.5999999999999 +04.06.2018 00:15:00.000,1.16777,1.16794,1.16761,1.16762,816.8000000000001 +04.06.2018 00:20:00.000,1.16763,1.16783,1.16750,1.16766,713.99 +04.06.2018 00:25:00.000,1.16768,1.16777,1.16750,1.16765,491.33 +04.06.2018 00:30:00.000,1.16766,1.16767,1.16752,1.16762,477.71999999999997 +04.06.2018 00:35:00.000,1.16762,1.16783,1.16762,1.16781,337.25 +04.06.2018 00:40:00.000,1.16780,1.16786,1.16768,1.16772,401.01 +04.06.2018 00:45:00.000,1.16772,1.16780,1.16760,1.16777,413.01000000000005 +04.06.2018 00:50:00.000,1.16777,1.16778,1.16738,1.16744,738.28 +04.06.2018 00:55:00.000,1.16742,1.16758,1.16722,1.16757,992.3100000000001 +04.06.2018 01:00:00.000,1.16757,1.16762,1.16734,1.16736,828.4 +04.06.2018 01:05:00.000,1.16736,1.16750,1.16726,1.16746,507.85 +04.06.2018 01:10:00.000,1.16746,1.16763,1.16729,1.16733,613.31 +04.06.2018 01:15:00.000,1.16734,1.16747,1.16732,1.16735,452.09 +04.06.2018 01:20:00.000,1.16735,1.16745,1.16728,1.16741,394.06 +04.06.2018 01:25:00.000,1.16743,1.16771,1.16737,1.16765,482.16 +04.06.2018 01:30:00.000,1.16765,1.16858,1.16760,1.16850,964.18 +04.06.2018 01:35:00.000,1.16851,1.16872,1.16846,1.16862,672.8899999999999 +04.06.2018 01:40:00.000,1.16863,1.16872,1.16858,1.16865,418.36 +04.06.2018 01:45:00.000,1.16864,1.16892,1.16858,1.16892,668.9 +04.06.2018 01:50:00.000,1.16892,1.16909,1.16874,1.16902,861.9200000000001 +04.06.2018 01:55:00.000,1.16902,1.16909,1.16865,1.16892,806.1700000000001 +04.06.2018 02:00:00.000,1.16892,1.16907,1.16878,1.16886,888.6000000000001 +04.06.2018 02:05:00.000,1.16886,1.16906,1.16866,1.16896,782.47 +04.06.2018 02:10:00.000,1.16897,1.16904,1.16874,1.16891,712.47 +04.06.2018 02:15:00.000,1.16891,1.16891,1.16855,1.16865,739.1 +04.06.2018 02:20:00.000,1.16866,1.16895,1.16859,1.16861,790.63 +04.06.2018 02:25:00.000,1.16861,1.16866,1.16857,1.16866,261.84999999999997 +04.06.2018 02:30:00.000,1.16867,1.16875,1.16861,1.16865,545.76 +04.06.2018 02:35:00.000,1.16866,1.16876,1.16861,1.16862,532.2800000000001 +04.06.2018 02:40:00.000,1.16864,1.16874,1.16862,1.16866,362.90999999999997 +04.06.2018 02:45:00.000,1.16866,1.16880,1.16858,1.16861,391.45000000000005 +04.06.2018 02:50:00.000,1.16861,1.16867,1.16858,1.16866,265.53 +04.06.2018 02:55:00.000,1.16866,1.16883,1.16862,1.16867,382.95 +04.06.2018 03:00:00.000,1.16867,1.16896,1.16866,1.16893,440.63 +04.06.2018 03:05:00.000,1.16893,1.16893,1.16878,1.16883,454.63 +04.06.2018 03:10:00.000,1.16882,1.16920,1.16881,1.16919,381.44 +04.06.2018 03:15:00.000,1.16918,1.16931,1.16917,1.16923,612.26 +04.06.2018 03:20:00.000,1.16924,1.16948,1.16921,1.16942,460.2900000000001 +04.06.2018 03:25:00.000,1.16943,1.16964,1.16941,1.16953,671.4399999999999 +04.06.2018 03:30:00.000,1.16953,1.16960,1.16927,1.16958,570.25 +04.06.2018 03:35:00.000,1.16958,1.16962,1.16926,1.16931,513.28 +04.06.2018 03:40:00.000,1.16930,1.16930,1.16910,1.16920,290.15999999999997 +04.06.2018 03:45:00.000,1.16921,1.16931,1.16911,1.16921,372.53999999999996 +04.06.2018 03:50:00.000,1.16920,1.16943,1.16919,1.16942,312.49 +04.06.2018 03:55:00.000,1.16943,1.16953,1.16943,1.16948,443.81 +04.06.2018 04:00:00.000,1.16948,1.16958,1.16938,1.16938,400.97 +04.06.2018 04:05:00.000,1.16937,1.16948,1.16932,1.16937,385.42 +04.06.2018 04:10:00.000,1.16936,1.16947,1.16932,1.16943,300.55 +04.06.2018 04:15:00.000,1.16943,1.16943,1.16922,1.16930,355.13 +04.06.2018 04:20:00.000,1.16930,1.16946,1.16930,1.16937,346.68 +04.06.2018 04:25:00.000,1.16936,1.16942,1.16931,1.16938,216.72 +04.06.2018 04:30:00.000,1.16939,1.16940,1.16924,1.16924,507.29 +04.06.2018 04:35:00.000,1.16925,1.16937,1.16924,1.16929,415.56 +04.06.2018 04:40:00.000,1.16930,1.16932,1.16910,1.16911,342.57 +04.06.2018 04:45:00.000,1.16910,1.16915,1.16899,1.16899,583.39 +04.06.2018 04:50:00.000,1.16898,1.16912,1.16896,1.16896,520.51 +04.06.2018 04:55:00.000,1.16896,1.16923,1.16896,1.16916,407.9799999999999 +04.06.2018 05:00:00.000,1.16915,1.16915,1.16897,1.16897,513.46 +04.06.2018 05:05:00.000,1.16896,1.16901,1.16879,1.16900,494.75 +04.06.2018 05:10:00.000,1.16900,1.16903,1.16886,1.16893,459.14000000000004 +04.06.2018 05:15:00.000,1.16892,1.16896,1.16888,1.16890,397.20000000000005 +04.06.2018 05:20:00.000,1.16890,1.16915,1.16884,1.16914,395.69 +04.06.2018 05:25:00.000,1.16914,1.16954,1.16914,1.16951,358.63 +04.06.2018 05:30:00.000,1.16949,1.16961,1.16946,1.16954,405.55 +04.06.2018 05:35:00.000,1.16953,1.16955,1.16945,1.16947,311.90000000000003 +04.06.2018 05:40:00.000,1.16947,1.16947,1.16919,1.16928,645.8899999999999 +04.06.2018 05:45:00.000,1.16928,1.16967,1.16927,1.16967,376.24000000000007 +04.06.2018 05:50:00.000,1.16967,1.16968,1.16958,1.16964,328.68000000000006 +04.06.2018 05:55:00.000,1.16964,1.16968,1.16906,1.16907,678.08 +04.06.2018 06:00:00.000,1.16907,1.16908,1.16867,1.16882,1396.83 +04.06.2018 06:05:00.000,1.16882,1.16895,1.16832,1.16836,1057.08 +04.06.2018 06:10:00.000,1.16835,1.16882,1.16821,1.16854,1426.55 +04.06.2018 06:15:00.000,1.16855,1.16875,1.16839,1.16865,1138.76 +04.06.2018 06:20:00.000,1.16864,1.16903,1.16847,1.16884,1347.3 +04.06.2018 06:25:00.000,1.16884,1.16933,1.16870,1.16920,1438.67 +04.06.2018 06:30:00.000,1.16917,1.16917,1.16858,1.16892,1489.11 +04.06.2018 06:35:00.000,1.16890,1.16890,1.16762,1.16805,1938.46 +04.06.2018 06:40:00.000,1.16805,1.16815,1.16786,1.16797,1280.08 +04.06.2018 06:45:00.000,1.16797,1.16828,1.16791,1.16824,1061.9 +04.06.2018 06:50:00.000,1.16824,1.16882,1.16809,1.16859,1288.81 +04.06.2018 06:55:00.000,1.16860,1.16873,1.16816,1.16836,1296.22 +04.06.2018 07:00:00.000,1.16835,1.16849,1.16753,1.16782,1634.4 +04.06.2018 07:05:00.000,1.16782,1.16849,1.16768,1.16842,1476.37 +04.06.2018 07:10:00.000,1.16843,1.16968,1.16843,1.16955,1706.5300000000002 +04.06.2018 07:15:00.000,1.16956,1.17063,1.16932,1.17062,1638.1099999999997 +04.06.2018 07:20:00.000,1.17062,1.17100,1.17050,1.17076,2010.87 +04.06.2018 07:25:00.000,1.17076,1.17143,1.17055,1.17123,1710.0099999999998 +04.06.2018 07:30:00.000,1.17124,1.17148,1.17056,1.17066,1677.37 +04.06.2018 07:35:00.000,1.17066,1.17100,1.17025,1.17031,1519.7299999999998 +04.06.2018 07:40:00.000,1.17032,1.17061,1.17014,1.17017,1140.65 +04.06.2018 07:45:00.000,1.17018,1.17031,1.16991,1.17016,1382.1799999999998 +04.06.2018 07:50:00.000,1.17016,1.17045,1.17012,1.17019,1253.73 +04.06.2018 07:55:00.000,1.17019,1.17019,1.16920,1.16965,1681.44 +04.06.2018 08:00:00.000,1.16964,1.16964,1.16888,1.16928,1592.3 +04.06.2018 08:05:00.000,1.16929,1.16933,1.16842,1.16847,1451.6399999999999 +04.06.2018 08:10:00.000,1.16847,1.16907,1.16847,1.16883,1393.61 +04.06.2018 08:15:00.000,1.16883,1.16957,1.16872,1.16951,1420.0900000000001 +04.06.2018 08:20:00.000,1.16950,1.16982,1.16941,1.16981,1298.42 +04.06.2018 08:25:00.000,1.16979,1.17066,1.16975,1.17044,1437.71 +04.06.2018 08:30:00.000,1.17042,1.17097,1.17032,1.17064,1345.28 +04.06.2018 08:35:00.000,1.17063,1.17179,1.17056,1.17147,1679.3899999999999 +04.06.2018 08:40:00.000,1.17146,1.17161,1.17111,1.17148,1679.64 +04.06.2018 08:45:00.000,1.17148,1.17150,1.17087,1.17096,1301.9199999999998 +04.06.2018 08:50:00.000,1.17095,1.17111,1.17077,1.17086,1438.9 +04.06.2018 08:55:00.000,1.17087,1.17098,1.17035,1.17097,1251.07 +04.06.2018 09:00:00.000,1.17097,1.17183,1.17077,1.17173,1489.1599999999999 +04.06.2018 09:05:00.000,1.17174,1.17232,1.17165,1.17199,1437.82 +04.06.2018 09:10:00.000,1.17199,1.17272,1.17191,1.17235,1353.65 +04.06.2018 09:15:00.000,1.17235,1.17244,1.17186,1.17238,1543.4500000000003 +04.06.2018 09:20:00.000,1.17237,1.17338,1.17218,1.17288,2079.17 +04.06.2018 09:25:00.000,1.17291,1.17337,1.17279,1.17284,2732.32 +04.06.2018 09:30:00.000,1.17285,1.17310,1.17256,1.17284,1456.88 +04.06.2018 09:35:00.000,1.17284,1.17328,1.17263,1.17279,1188.06 +04.06.2018 09:40:00.000,1.17280,1.17297,1.17230,1.17287,1359.94 +04.06.2018 09:45:00.000,1.17286,1.17286,1.17239,1.17266,1398.44 +04.06.2018 09:50:00.000,1.17262,1.17291,1.17246,1.17272,1101.34 +04.06.2018 09:55:00.000,1.17274,1.17294,1.17229,1.17294,1175.53 +04.06.2018 10:00:00.000,1.17294,1.17372,1.17281,1.17310,1906.6100000000001 +04.06.2018 10:05:00.000,1.17310,1.17330,1.17265,1.17305,1932.11 +04.06.2018 10:10:00.000,1.17305,1.17326,1.17281,1.17310,1244.1599999999999 +04.06.2018 10:15:00.000,1.17311,1.17314,1.17250,1.17261,1479.12 +04.06.2018 10:20:00.000,1.17261,1.17318,1.17255,1.17291,1445.5 +04.06.2018 10:25:00.000,1.17292,1.17317,1.17268,1.17290,1299.3500000000001 +04.06.2018 10:30:00.000,1.17291,1.17292,1.17252,1.17252,1058.52 +04.06.2018 10:35:00.000,1.17252,1.17273,1.17221,1.17235,1249.19 +04.06.2018 10:40:00.000,1.17234,1.17239,1.17200,1.17211,1039.8500000000001 +04.06.2018 10:45:00.000,1.17212,1.17243,1.17211,1.17242,951.66 +04.06.2018 10:50:00.000,1.17242,1.17277,1.17232,1.17241,1039.71 +04.06.2018 10:55:00.000,1.17241,1.17269,1.17205,1.17216,1111.43 +04.06.2018 11:00:00.000,1.17217,1.17244,1.17201,1.17242,906.6999999999999 +04.06.2018 11:05:00.000,1.17242,1.17249,1.17205,1.17209,831.2199999999999 +04.06.2018 11:10:00.000,1.17209,1.17264,1.17207,1.17252,1010.25 +04.06.2018 11:15:00.000,1.17251,1.17301,1.17240,1.17281,1115.16 +04.06.2018 11:20:00.000,1.17281,1.17322,1.17260,1.17307,1118.9 +04.06.2018 11:25:00.000,1.17307,1.17311,1.17280,1.17294,867.8800000000001 +04.06.2018 11:30:00.000,1.17294,1.17305,1.17265,1.17272,1143.7 +04.06.2018 11:35:00.000,1.17273,1.17311,1.17269,1.17300,894.8100000000001 +04.06.2018 11:40:00.000,1.17300,1.17309,1.17276,1.17283,1175.96 +04.06.2018 11:45:00.000,1.17283,1.17283,1.17233,1.17273,1066.81 +04.06.2018 11:50:00.000,1.17271,1.17344,1.17271,1.17320,1266.65 +04.06.2018 11:55:00.000,1.17320,1.17379,1.17308,1.17373,1113.88 +04.06.2018 12:00:00.000,1.17373,1.17444,1.17373,1.17421,1561.64 +04.06.2018 12:05:00.000,1.17423,1.17429,1.17378,1.17380,1242.6 +04.06.2018 12:10:00.000,1.17380,1.17384,1.17356,1.17366,1108.9399999999998 +04.06.2018 12:15:00.000,1.17366,1.17386,1.17339,1.17372,1169.6 +04.06.2018 12:20:00.000,1.17372,1.17390,1.17303,1.17305,1242.35 +04.06.2018 12:25:00.000,1.17308,1.17324,1.17270,1.17277,1322.7600000000002 +04.06.2018 12:30:00.000,1.17278,1.17278,1.17239,1.17250,1448.31 +04.06.2018 12:35:00.000,1.17250,1.17262,1.17202,1.17204,1589.98 +04.06.2018 12:40:00.000,1.17200,1.17247,1.17197,1.17231,1371.48 +04.06.2018 12:45:00.000,1.17231,1.17242,1.17194,1.17216,1526.68 +04.06.2018 12:50:00.000,1.17215,1.17221,1.17200,1.17202,1122.1 +04.06.2018 12:55:00.000,1.17201,1.17226,1.17153,1.17157,1202.35 +04.06.2018 13:00:00.000,1.17156,1.17188,1.17132,1.17178,1373.6399999999999 +04.06.2018 13:05:00.000,1.17177,1.17195,1.17134,1.17190,1556.58 +04.06.2018 13:10:00.000,1.17190,1.17234,1.17175,1.17200,1410.0500000000002 +04.06.2018 13:15:00.000,1.17200,1.17202,1.17126,1.17153,1567.88 +04.06.2018 13:20:00.000,1.17152,1.17161,1.17104,1.17109,1245.04 +04.06.2018 13:25:00.000,1.17108,1.17128,1.17090,1.17117,1377.78 +04.06.2018 13:30:00.000,1.17116,1.17155,1.17113,1.17114,1371.3000000000002 +04.06.2018 13:35:00.000,1.17114,1.17142,1.17059,1.17083,1313.73 +04.06.2018 13:40:00.000,1.17085,1.17112,1.17061,1.17101,1337.34 +04.06.2018 13:45:00.000,1.17100,1.17128,1.17085,1.17128,1117.43 +04.06.2018 13:50:00.000,1.17127,1.17179,1.17122,1.17162,1035.54 +04.06.2018 13:55:00.000,1.17161,1.17188,1.17161,1.17168,1031.03 +04.06.2018 14:00:00.000,1.17169,1.17215,1.17159,1.17194,1457.9499999999998 +04.06.2018 14:05:00.000,1.17196,1.17213,1.17163,1.17192,1343.0200000000002 +04.06.2018 14:10:00.000,1.17193,1.17208,1.17161,1.17201,1162.52 +04.06.2018 14:15:00.000,1.17209,1.17252,1.17199,1.17232,1387.03 +04.06.2018 14:20:00.000,1.17232,1.17234,1.17186,1.17186,1284.5700000000002 +04.06.2018 14:25:00.000,1.17184,1.17192,1.17113,1.17127,1384.6699999999998 +04.06.2018 14:30:00.000,1.17126,1.17126,1.17033,1.17046,1658.3700000000001 +04.06.2018 14:35:00.000,1.17044,1.17088,1.17009,1.17032,1400.51 +04.06.2018 14:40:00.000,1.17033,1.17065,1.16919,1.16966,1628.53 +04.06.2018 14:45:00.000,1.16964,1.17033,1.16960,1.17002,1656.66 +04.06.2018 14:50:00.000,1.17003,1.17025,1.16964,1.16978,1324.49 +04.06.2018 14:55:00.000,1.16978,1.16978,1.16924,1.16972,1374.09 +04.06.2018 15:00:00.000,1.16971,1.17008,1.16960,1.17003,1530.3099999999997 +04.06.2018 15:05:00.000,1.17004,1.17018,1.16942,1.16953,1256.74 +04.06.2018 15:10:00.000,1.16956,1.16968,1.16922,1.16939,1312.11 +04.06.2018 15:15:00.000,1.16937,1.16944,1.16863,1.16863,1324.63 +04.06.2018 15:20:00.000,1.16863,1.16903,1.16863,1.16873,1278.1000000000001 +04.06.2018 15:25:00.000,1.16873,1.16900,1.16860,1.16896,983.4100000000001 +04.06.2018 15:30:00.000,1.16896,1.16897,1.16868,1.16869,917.2 +04.06.2018 15:35:00.000,1.16870,1.16876,1.16772,1.16786,1401.06 +04.06.2018 15:40:00.000,1.16787,1.16880,1.16787,1.16871,1337.82 +04.06.2018 15:45:00.000,1.16873,1.16930,1.16866,1.16912,1171.91 +04.06.2018 15:50:00.000,1.16911,1.16947,1.16904,1.16945,966.1800000000001 +04.06.2018 15:55:00.000,1.16945,1.16969,1.16942,1.16950,934.23 +04.06.2018 16:00:00.000,1.16950,1.16974,1.16912,1.16918,941.1400000000001 +04.06.2018 16:05:00.000,1.16919,1.16934,1.16885,1.16907,829.97 +04.06.2018 16:10:00.000,1.16906,1.16907,1.16863,1.16894,893.4399999999999 +04.06.2018 16:15:00.000,1.16893,1.16922,1.16882,1.16897,790.3000000000001 +04.06.2018 16:20:00.000,1.16897,1.16918,1.16893,1.16907,585.44 +04.06.2018 16:25:00.000,1.16907,1.16913,1.16861,1.16868,837.93 +04.06.2018 16:30:00.000,1.16866,1.16879,1.16840,1.16858,798.65 +04.06.2018 16:35:00.000,1.16857,1.16878,1.16838,1.16848,764.0200000000001 +04.06.2018 16:40:00.000,1.16849,1.16891,1.16842,1.16885,861.46 +04.06.2018 16:45:00.000,1.16885,1.16900,1.16859,1.16898,699.37 +04.06.2018 16:50:00.000,1.16895,1.16910,1.16874,1.16906,678.22 +04.06.2018 16:55:00.000,1.16905,1.16905,1.16852,1.16853,894.6500000000001 +04.06.2018 17:00:00.000,1.16853,1.16903,1.16853,1.16890,766.02 +04.06.2018 17:05:00.000,1.16892,1.16901,1.16881,1.16899,545.16 +04.06.2018 17:10:00.000,1.16899,1.16923,1.16897,1.16920,614.4100000000001 +04.06.2018 17:15:00.000,1.16920,1.16937,1.16902,1.16934,533.89 +04.06.2018 17:20:00.000,1.16933,1.16972,1.16929,1.16930,684.95 +04.06.2018 17:25:00.000,1.16930,1.16965,1.16916,1.16941,853.5 +04.06.2018 17:30:00.000,1.16943,1.16948,1.16899,1.16905,543.41 +04.06.2018 17:35:00.000,1.16904,1.16917,1.16896,1.16913,816.1 +04.06.2018 17:40:00.000,1.16913,1.16917,1.16903,1.16916,467.40999999999997 +04.06.2018 17:45:00.000,1.16916,1.16946,1.16913,1.16940,418.67999999999995 +04.06.2018 17:50:00.000,1.16940,1.16944,1.16931,1.16939,323.94 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20:20:00.000,1.16959,1.16959,1.16932,1.16937,214.37 +04.06.2018 20:25:00.000,1.16938,1.16953,1.16937,1.16949,261.15999999999997 +04.06.2018 20:30:00.000,1.16949,1.16962,1.16949,1.16958,316.66 +04.06.2018 20:35:00.000,1.16960,1.16965,1.16957,1.16962,242.08999999999997 +04.06.2018 20:40:00.000,1.16963,1.16968,1.16955,1.16968,305.30999999999995 +04.06.2018 20:45:00.000,1.16968,1.16973,1.16966,1.16972,229.77999999999997 +04.06.2018 20:50:00.000,1.16972,1.16972,1.16952,1.16953,388.09 +04.06.2018 20:55:00.000,1.16953,1.16988,1.16943,1.16982,269.5 +04.06.2018 21:00:00.000,1.16984,1.17019,1.16925,1.16950,157.59999999999997 +04.06.2018 21:05:00.000,1.16976,1.16994,1.16950,1.16953,216.42 +04.06.2018 21:10:00.000,1.16952,1.16985,1.16952,1.16984,303.38 +04.06.2018 21:15:00.000,1.16984,1.16984,1.16959,1.16978,318.16999999999996 +04.06.2018 21:20:00.000,1.16978,1.16982,1.16975,1.16982,207.48999999999998 +04.06.2018 21:25:00.000,1.16982,1.16982,1.16976,1.16977,766.4100000000001 +04.06.2018 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22:45:00.000,1.16985,1.16986,1.16979,1.16981,133.23 +04.06.2018 22:50:00.000,1.16980,1.16996,1.16980,1.16990,266.49 +04.06.2018 22:55:00.000,1.16991,1.16995,1.16990,1.16991,214.03 +04.06.2018 23:00:00.000,1.16991,1.16994,1.16970,1.16970,259.02000000000004 +04.06.2018 23:05:00.000,1.16969,1.16971,1.16960,1.16964,293.54 +04.06.2018 23:10:00.000,1.16964,1.16965,1.16950,1.16964,421.05 +04.06.2018 23:15:00.000,1.16963,1.16981,1.16960,1.16980,492.91 +04.06.2018 23:20:00.000,1.16980,1.16982,1.16965,1.16966,252.43 +04.06.2018 23:25:00.000,1.16968,1.16988,1.16968,1.16985,231.35999999999999 +04.06.2018 23:30:00.000,1.16986,1.16987,1.16970,1.16976,351.67 +04.06.2018 23:35:00.000,1.16975,1.16978,1.16964,1.16965,428.66999999999996 +04.06.2018 23:40:00.000,1.16965,1.16967,1.16959,1.16962,446.66 +04.06.2018 23:45:00.000,1.16962,1.16978,1.16961,1.16975,330.49999999999994 +04.06.2018 23:50:00.000,1.16975,1.17004,1.16975,1.16990,490.52 +04.06.2018 23:55:00.000,1.16990,1.17009,1.16990,1.17000,384.62 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02:25:00.000,1.16912,1.16927,1.16912,1.16921,383.94 +05.06.2018 02:30:00.000,1.16921,1.16921,1.16903,1.16907,703.03 +05.06.2018 02:35:00.000,1.16907,1.16914,1.16900,1.16900,441.27 +05.06.2018 02:40:00.000,1.16899,1.16901,1.16870,1.16880,513.65 +05.06.2018 02:45:00.000,1.16881,1.16903,1.16881,1.16893,396.94999999999993 +05.06.2018 02:50:00.000,1.16893,1.16903,1.16891,1.16892,237.01999999999998 +05.06.2018 02:55:00.000,1.16891,1.16902,1.16885,1.16902,304.84000000000003 +05.06.2018 03:00:00.000,1.16901,1.16933,1.16893,1.16928,541.5 +05.06.2018 03:05:00.000,1.16927,1.16938,1.16927,1.16932,365.56 +05.06.2018 03:10:00.000,1.16931,1.16931,1.16916,1.16931,411.13999999999993 +05.06.2018 03:15:00.000,1.16931,1.16946,1.16916,1.16940,326.75 +05.06.2018 03:20:00.000,1.16939,1.16945,1.16935,1.16935,451.51000000000005 +05.06.2018 03:25:00.000,1.16935,1.16946,1.16933,1.16943,323.93 +05.06.2018 03:30:00.000,1.16942,1.16955,1.16936,1.16942,366.88 +05.06.2018 03:35:00.000,1.16941,1.16946,1.16925,1.16925,252.89000000000001 +05.06.2018 03:40:00.000,1.16925,1.16932,1.16911,1.16916,393.84000000000003 +05.06.2018 03:45:00.000,1.16916,1.16926,1.16910,1.16910,244.35999999999999 +05.06.2018 03:50:00.000,1.16911,1.16931,1.16911,1.16925,275.36 +05.06.2018 03:55:00.000,1.16925,1.16926,1.16905,1.16905,275.29999999999995 +05.06.2018 04:00:00.000,1.16906,1.16915,1.16895,1.16908,547.71 +05.06.2018 04:05:00.000,1.16908,1.16914,1.16900,1.16910,465.21999999999997 +05.06.2018 04:10:00.000,1.16910,1.16913,1.16900,1.16903,328.78 +05.06.2018 04:15:00.000,1.16903,1.16914,1.16878,1.16895,406.26 +05.06.2018 04:20:00.000,1.16894,1.16912,1.16890,1.16900,476.67 +05.06.2018 04:25:00.000,1.16899,1.16912,1.16896,1.16901,302.38 +05.06.2018 04:30:00.000,1.16901,1.16912,1.16892,1.16902,329.05 +05.06.2018 04:35:00.000,1.16901,1.16902,1.16867,1.16870,471.53999999999996 +05.06.2018 04:40:00.000,1.16871,1.16876,1.16861,1.16861,553.75 +05.06.2018 04:45:00.000,1.16862,1.16883,1.16861,1.16865,434.37 +05.06.2018 04:50:00.000,1.16865,1.16886,1.16865,1.16876,458.32 +05.06.2018 04:55:00.000,1.16875,1.16877,1.16860,1.16866,501.2 +05.06.2018 05:00:00.000,1.16866,1.16887,1.16862,1.16866,428.58000000000004 +05.06.2018 05:05:00.000,1.16866,1.16882,1.16866,1.16876,457.73999999999995 +05.06.2018 05:10:00.000,1.16876,1.16876,1.16833,1.16842,640.01 +05.06.2018 05:15:00.000,1.16844,1.16862,1.16836,1.16858,729.45 +05.06.2018 05:20:00.000,1.16858,1.16862,1.16854,1.16858,347.75999999999993 +05.06.2018 05:25:00.000,1.16859,1.16866,1.16841,1.16850,657.4 +05.06.2018 05:30:00.000,1.16850,1.16875,1.16848,1.16871,443.68000000000006 +05.06.2018 05:35:00.000,1.16871,1.16871,1.16836,1.16862,610.51 +05.06.2018 05:40:00.000,1.16861,1.16868,1.16845,1.16867,703.5999999999999 +05.06.2018 05:45:00.000,1.16867,1.16876,1.16855,1.16868,669.91 +05.06.2018 05:50:00.000,1.16869,1.16912,1.16868,1.16896,731.84 +05.06.2018 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10:40:00.000,1.16912,1.16948,1.16907,1.16932,1026.07 +05.06.2018 10:45:00.000,1.16931,1.16943,1.16904,1.16908,846.13 +05.06.2018 10:50:00.000,1.16909,1.16949,1.16871,1.16872,1093.66 +05.06.2018 10:55:00.000,1.16871,1.16880,1.16762,1.16780,1728.63 +05.06.2018 11:00:00.000,1.16782,1.16844,1.16767,1.16840,1252.44 +05.06.2018 11:05:00.000,1.16839,1.16863,1.16829,1.16834,1005.1 +05.06.2018 11:10:00.000,1.16837,1.16853,1.16816,1.16835,724.47 +05.06.2018 11:15:00.000,1.16834,1.16857,1.16810,1.16823,1013.2 +05.06.2018 11:20:00.000,1.16825,1.16829,1.16777,1.16808,1139.61 +05.06.2018 11:25:00.000,1.16808,1.16825,1.16787,1.16816,941.53 +05.06.2018 11:30:00.000,1.16815,1.16827,1.16798,1.16814,932.18 +05.06.2018 11:35:00.000,1.16814,1.16833,1.16810,1.16833,602.82 +05.06.2018 11:40:00.000,1.16833,1.16866,1.16826,1.16846,684.3399999999999 +05.06.2018 11:45:00.000,1.16846,1.16846,1.16764,1.16776,811.0899999999999 +05.06.2018 11:50:00.000,1.16775,1.16832,1.16763,1.16827,958.14 +05.06.2018 11:55:00.000,1.16828,1.16832,1.16798,1.16825,1107.72 +05.06.2018 12:00:00.000,1.16823,1.16834,1.16780,1.16828,1564.8500000000001 +05.06.2018 12:05:00.000,1.16828,1.16877,1.16780,1.16783,1763.6799999999998 +05.06.2018 12:10:00.000,1.16783,1.16787,1.16718,1.16742,1520.8899999999999 +05.06.2018 12:15:00.000,1.16744,1.16747,1.16666,1.16688,1727.4599999999998 +05.06.2018 12:20:00.000,1.16687,1.16695,1.16649,1.16654,1504.46 +05.06.2018 12:25:00.000,1.16654,1.16691,1.16620,1.16660,2007.94 +05.06.2018 12:30:00.000,1.16658,1.16699,1.16642,1.16689,1440.6599999999999 +05.06.2018 12:35:00.000,1.16688,1.16714,1.16667,1.16711,1396.2 +05.06.2018 12:40:00.000,1.16712,1.16747,1.16701,1.16721,1115.83 +05.06.2018 12:45:00.000,1.16722,1.16746,1.16719,1.16726,951.24 +05.06.2018 12:50:00.000,1.16725,1.16725,1.16688,1.16713,1313.68 +05.06.2018 12:55:00.000,1.16712,1.16719,1.16661,1.16662,1283.45 +05.06.2018 13:00:00.000,1.16661,1.16669,1.16590,1.16618,1966.8500000000001 +05.06.2018 13:05:00.000,1.16620,1.16673,1.16620,1.16647,1415.4199999999998 +05.06.2018 13:10:00.000,1.16647,1.16751,1.16630,1.16737,1243.79 +05.06.2018 13:15:00.000,1.16738,1.16740,1.16667,1.16672,1228.8 +05.06.2018 13:20:00.000,1.16675,1.16726,1.16672,1.16699,1009.6299999999999 +05.06.2018 13:25:00.000,1.16697,1.16732,1.16686,1.16732,903.87 +05.06.2018 13:30:00.000,1.16732,1.16747,1.16695,1.16708,1217.4099999999999 +05.06.2018 13:35:00.000,1.16708,1.16737,1.16691,1.16707,1242.12 +05.06.2018 13:40:00.000,1.16703,1.16722,1.16679,1.16698,1370.88 +05.06.2018 13:45:00.000,1.16697,1.16697,1.16634,1.16664,1627.1200000000001 +05.06.2018 13:50:00.000,1.16667,1.16693,1.16643,1.16645,1240.78 +05.06.2018 13:55:00.000,1.16645,1.16682,1.16622,1.16672,1123.5900000000001 +05.06.2018 14:00:00.000,1.16676,1.16676,1.16525,1.16555,1952.2199999999998 +05.06.2018 14:05:00.000,1.16557,1.16638,1.16554,1.16608,1340.19 +05.06.2018 14:10:00.000,1.16608,1.16652,1.16589,1.16613,1117.51 +05.06.2018 14:15:00.000,1.16611,1.16619,1.16547,1.16602,1349.69 +05.06.2018 14:20:00.000,1.16601,1.16635,1.16601,1.16627,1130.28 +05.06.2018 14:25:00.000,1.16627,1.16642,1.16547,1.16550,1284.37 +05.06.2018 14:30:00.000,1.16548,1.16596,1.16545,1.16594,1143.3899999999999 +05.06.2018 14:35:00.000,1.16594,1.16597,1.16567,1.16597,1131.51 +05.06.2018 14:40:00.000,1.16597,1.16638,1.16597,1.16623,1293.72 +05.06.2018 14:45:00.000,1.16626,1.16627,1.16581,1.16588,1141.16 +05.06.2018 14:50:00.000,1.16587,1.16644,1.16576,1.16623,1092.8400000000001 +05.06.2018 14:55:00.000,1.16619,1.16711,1.16608,1.16674,1900.8999999999999 +05.06.2018 15:00:00.000,1.16680,1.16702,1.16644,1.16653,1802.8599999999997 +05.06.2018 15:05:00.000,1.16653,1.16770,1.16646,1.16749,1788.5700000000002 +05.06.2018 15:10:00.000,1.16749,1.16829,1.16743,1.16776,1868.19 +05.06.2018 15:15:00.000,1.16777,1.16804,1.16769,1.16799,1472.98 +05.06.2018 15:20:00.000,1.16799,1.16809,1.16741,1.16752,1567.48 +05.06.2018 15:25:00.000,1.16751,1.16780,1.16722,1.16778,1431.8700000000001 +05.06.2018 15:30:00.000,1.16776,1.16781,1.16737,1.16760,1285 +05.06.2018 15:35:00.000,1.16760,1.16798,1.16754,1.16775,907.71 +05.06.2018 15:40:00.000,1.16777,1.16791,1.16744,1.16774,1099.6599999999999 +05.06.2018 15:45:00.000,1.16773,1.16794,1.16742,1.16751,1283.3100000000002 +05.06.2018 15:50:00.000,1.16751,1.16754,1.16685,1.16710,1374.6 +05.06.2018 15:55:00.000,1.16710,1.16736,1.16703,1.16720,1281.05 +05.06.2018 16:00:00.000,1.16720,1.17033,1.16688,1.16903,2569.57 +05.06.2018 16:05:00.000,1.16905,1.16949,1.16864,1.16870,1819.1100000000001 +05.06.2018 16:10:00.000,1.16870,1.17068,1.16869,1.17052,1907.04 +05.06.2018 16:15:00.000,1.17054,1.17112,1.17040,1.17090,2104.13 +05.06.2018 16:20:00.000,1.17102,1.17201,1.17098,1.17192,2009.2600000000002 +05.06.2018 16:25:00.000,1.17192,1.17216,1.17155,1.17194,1919.14 +05.06.2018 16:30:00.000,1.17193,1.17272,1.17153,1.17153,1993.0600000000002 +05.06.2018 16:35:00.000,1.17154,1.17165,1.17114,1.17127,1262.9900000000002 +05.06.2018 16:40:00.000,1.17128,1.17140,1.17104,1.17115,1177.45 +05.06.2018 16:45:00.000,1.17119,1.17140,1.17076,1.17138,919.25 +05.06.2018 16:50:00.000,1.17139,1.17175,1.17110,1.17174,1118.27 +05.06.2018 16:55:00.000,1.17174,1.17191,1.17124,1.17150,1484.8899999999999 +05.06.2018 17:00:00.000,1.17152,1.17241,1.17152,1.17206,1441.11 +05.06.2018 17:05:00.000,1.17205,1.17320,1.17205,1.17306,1760.52 +05.06.2018 17:10:00.000,1.17305,1.17307,1.17250,1.17289,1639.48 +05.06.2018 17:15:00.000,1.17287,1.17291,1.17248,1.17248,1045.67 +05.06.2018 17:20:00.000,1.17249,1.17310,1.17248,1.17300,882.14 +05.06.2018 17:25:00.000,1.17300,1.17302,1.17242,1.17248,953.02 +05.06.2018 17:30:00.000,1.17247,1.17287,1.17211,1.17213,1184.28 +05.06.2018 17:35:00.000,1.17213,1.17249,1.17213,1.17217,1036.25 +05.06.2018 17:40:00.000,1.17220,1.17266,1.17191,1.17263,1017.59 +05.06.2018 17:45:00.000,1.17263,1.17291,1.17238,1.17290,1169.5900000000001 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19:05:00.000,1.17116,1.17126,1.17106,1.17118,646.9 +05.06.2018 19:10:00.000,1.17118,1.17124,1.17100,1.17101,793.57 +05.06.2018 19:15:00.000,1.17101,1.17111,1.17088,1.17089,782.64 +05.06.2018 19:20:00.000,1.17089,1.17122,1.17089,1.17118,548.7 +05.06.2018 19:25:00.000,1.17116,1.17118,1.17084,1.17107,775.9999999999999 +05.06.2018 19:30:00.000,1.17106,1.17124,1.17098,1.17121,691.51 +05.06.2018 19:35:00.000,1.17120,1.17151,1.17115,1.17150,577.95 +05.06.2018 19:40:00.000,1.17150,1.17151,1.17114,1.17121,503.49 +05.06.2018 19:45:00.000,1.17120,1.17131,1.17109,1.17115,543.09 +05.06.2018 19:50:00.000,1.17116,1.17140,1.17111,1.17139,534.21 +05.06.2018 19:55:00.000,1.17139,1.17150,1.17131,1.17138,759.1800000000001 +05.06.2018 20:00:00.000,1.17136,1.17138,1.17129,1.17138,357.13 +05.06.2018 20:05:00.000,1.17139,1.17141,1.17135,1.17135,305.68 +05.06.2018 20:10:00.000,1.17136,1.17139,1.17121,1.17133,353.56 +05.06.2018 20:15:00.000,1.17132,1.17155,1.17126,1.17153,272.34000000000003 +05.06.2018 20:20:00.000,1.17153,1.17162,1.17152,1.17156,144.89999999999998 +05.06.2018 20:25:00.000,1.17155,1.17162,1.17145,1.17147,300.27 +05.06.2018 20:30:00.000,1.17147,1.17152,1.17143,1.17152,215.94 +05.06.2018 20:35:00.000,1.17152,1.17163,1.17152,1.17163,252 +05.06.2018 20:40:00.000,1.17160,1.17169,1.17160,1.17166,157.54000000000002 +05.06.2018 20:45:00.000,1.17166,1.17169,1.17160,1.17165,327.27 +05.06.2018 20:50:00.000,1.17165,1.17166,1.17140,1.17154,466.09999999999997 +05.06.2018 20:55:00.000,1.17154,1.17184,1.17149,1.17173,442.87 +05.06.2018 21:00:00.000,1.17173,1.17175,1.17120,1.17126,100.96000000000001 +05.06.2018 21:05:00.000,1.17129,1.17158,1.17126,1.17149,544.9 +05.06.2018 21:10:00.000,1.17151,1.17162,1.17134,1.17155,393.11 +05.06.2018 21:15:00.000,1.17157,1.17159,1.17142,1.17142,1231.78 +05.06.2018 21:20:00.000,1.17143,1.17150,1.17132,1.17147,449.75 +05.06.2018 21:25:00.000,1.17145,1.17152,1.17145,1.17148,287.16 +05.06.2018 21:30:00.000,1.17149,1.17177,1.17149,1.17170,275.3 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22:45:00.000,1.17193,1.17194,1.17182,1.17187,154.68 +05.06.2018 22:50:00.000,1.17189,1.17200,1.17188,1.17197,168.04999999999998 +05.06.2018 22:55:00.000,1.17196,1.17204,1.17196,1.17203,175.07 +05.06.2018 23:00:00.000,1.17202,1.17203,1.17175,1.17175,238.57000000000002 +05.06.2018 23:05:00.000,1.17175,1.17177,1.17172,1.17175,137.35999999999999 +05.06.2018 23:10:00.000,1.17175,1.17180,1.17173,1.17177,141.37 +05.06.2018 23:15:00.000,1.17177,1.17208,1.17175,1.17208,239.64999999999998 +05.06.2018 23:20:00.000,1.17208,1.17240,1.17208,1.17234,604.2900000000001 +05.06.2018 23:25:00.000,1.17233,1.17238,1.17225,1.17232,391.95 +05.06.2018 23:30:00.000,1.17233,1.17233,1.17209,1.17216,426 +05.06.2018 23:35:00.000,1.17216,1.17300,1.17216,1.17296,455.88000000000005 +05.06.2018 23:40:00.000,1.17296,1.17324,1.17271,1.17304,540.3 +05.06.2018 23:45:00.000,1.17304,1.17323,1.17302,1.17319,223.66000000000003 +05.06.2018 23:50:00.000,1.17319,1.17319,1.17268,1.17271,419.92 +05.06.2018 23:55:00.000,1.17273,1.17273,1.17256,1.17261,449.59999999999997 +06.06.2018 00:00:00.000,1.17263,1.17274,1.17231,1.17236,662.98 +06.06.2018 00:05:00.000,1.17235,1.17253,1.17220,1.17247,466.79 +06.06.2018 00:10:00.000,1.17247,1.17264,1.17237,1.17257,400.55999999999995 +06.06.2018 00:15:00.000,1.17257,1.17260,1.17240,1.17257,361.46999999999997 +06.06.2018 00:20:00.000,1.17257,1.17263,1.17243,1.17253,472.18 +06.06.2018 00:25:00.000,1.17253,1.17290,1.17251,1.17256,475.61 +06.06.2018 00:30:00.000,1.17253,1.17253,1.17246,1.17252,388.02 +06.06.2018 00:35:00.000,1.17251,1.17251,1.17226,1.17232,324.63 +06.06.2018 00:40:00.000,1.17232,1.17237,1.17216,1.17232,507.09999999999997 +06.06.2018 00:45:00.000,1.17231,1.17246,1.17226,1.17237,417.42999999999995 +06.06.2018 00:50:00.000,1.17238,1.17243,1.17190,1.17191,786.4300000000001 +06.06.2018 00:55:00.000,1.17194,1.17254,1.17181,1.17246,610.3499999999999 +06.06.2018 01:00:00.000,1.17246,1.17250,1.17234,1.17242,571.2400000000001 +06.06.2018 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10:35:00.000,1.17657,1.17674,1.17647,1.17673,778.41 +06.06.2018 10:40:00.000,1.17673,1.17727,1.17659,1.17678,1071.1100000000001 +06.06.2018 10:45:00.000,1.17678,1.17705,1.17649,1.17650,781.9200000000001 +06.06.2018 10:50:00.000,1.17649,1.17673,1.17609,1.17645,1025.79 +06.06.2018 10:55:00.000,1.17644,1.17683,1.17629,1.17675,976.75 +06.06.2018 11:00:00.000,1.17674,1.17688,1.17636,1.17665,1112.17 +06.06.2018 11:05:00.000,1.17666,1.17677,1.17643,1.17673,861.96 +06.06.2018 11:10:00.000,1.17673,1.17744,1.17670,1.17731,1196.76 +06.06.2018 11:15:00.000,1.17732,1.17794,1.17732,1.17742,1272.82 +06.06.2018 11:20:00.000,1.17742,1.17784,1.17741,1.17770,779.69 +06.06.2018 11:25:00.000,1.17770,1.17776,1.17731,1.17741,825.8299999999999 +06.06.2018 11:30:00.000,1.17743,1.17783,1.17738,1.17783,1134.1299999999999 +06.06.2018 11:35:00.000,1.17782,1.17796,1.17734,1.17750,1192.37 +06.06.2018 11:40:00.000,1.17750,1.17765,1.17711,1.17753,958.99 +06.06.2018 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16:25:00.000,1.17747,1.17810,1.17746,1.17808,765.1199999999999 +06.06.2018 16:30:00.000,1.17809,1.17814,1.17789,1.17807,674.49 +06.06.2018 16:35:00.000,1.17807,1.17820,1.17787,1.17808,658.02 +06.06.2018 16:40:00.000,1.17810,1.17834,1.17805,1.17817,627.53 +06.06.2018 16:45:00.000,1.17818,1.17838,1.17814,1.17834,663.1999999999999 +06.06.2018 16:50:00.000,1.17833,1.17834,1.17800,1.17817,843.0899999999999 +06.06.2018 16:55:00.000,1.17817,1.17820,1.17743,1.17766,1403.77 +06.06.2018 17:00:00.000,1.17769,1.17782,1.17740,1.17762,1196.53 +06.06.2018 17:05:00.000,1.17762,1.17802,1.17750,1.17769,1348.0399999999997 +06.06.2018 17:10:00.000,1.17769,1.17779,1.17748,1.17761,799.5 +06.06.2018 17:15:00.000,1.17761,1.17767,1.17753,1.17762,678.84 +06.06.2018 17:20:00.000,1.17762,1.17782,1.17750,1.17752,719.96 +06.06.2018 17:25:00.000,1.17752,1.17764,1.17741,1.17741,709.1100000000001 +06.06.2018 17:30:00.000,1.17738,1.17743,1.17726,1.17737,617.45 +06.06.2018 17:35:00.000,1.17738,1.17739,1.17705,1.17717,670.54 +06.06.2018 17:40:00.000,1.17718,1.17737,1.17691,1.17723,757.93 +06.06.2018 17:45:00.000,1.17725,1.17739,1.17691,1.17697,787.99 +06.06.2018 17:50:00.000,1.17696,1.17700,1.17673,1.17676,891.5699999999999 +06.06.2018 17:55:00.000,1.17676,1.17682,1.17648,1.17648,871.1400000000001 +06.06.2018 18:00:00.000,1.17648,1.17656,1.17616,1.17626,862.43 +06.06.2018 18:05:00.000,1.17625,1.17659,1.17623,1.17659,604.4300000000001 +06.06.2018 18:10:00.000,1.17656,1.17689,1.17654,1.17682,426.7 +06.06.2018 18:15:00.000,1.17682,1.17710,1.17664,1.17702,793.72 +06.06.2018 18:20:00.000,1.17700,1.17708,1.17691,1.17698,958.0399999999998 +06.06.2018 18:25:00.000,1.17697,1.17701,1.17639,1.17651,891.3000000000001 +06.06.2018 18:30:00.000,1.17650,1.17652,1.17606,1.17624,683.4999999999999 +06.06.2018 18:35:00.000,1.17625,1.17660,1.17625,1.17645,589.53 +06.06.2018 18:40:00.000,1.17646,1.17662,1.17641,1.17649,652.8600000000001 +06.06.2018 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03:05:00.000,1.17902,1.17930,1.17897,1.17930,388.31 +07.06.2018 03:10:00.000,1.17929,1.17930,1.17913,1.17919,301.84000000000003 +07.06.2018 03:15:00.000,1.17919,1.17919,1.17909,1.17914,197.98000000000002 +07.06.2018 03:20:00.000,1.17913,1.17914,1.17904,1.17909,246.35000000000002 +07.06.2018 03:25:00.000,1.17908,1.17921,1.17903,1.17906,305.82 +07.06.2018 03:30:00.000,1.17907,1.17917,1.17899,1.17900,377.24 +07.06.2018 03:35:00.000,1.17899,1.17900,1.17879,1.17879,332.96999999999997 +07.06.2018 03:40:00.000,1.17879,1.17895,1.17879,1.17887,152.48 +07.06.2018 03:45:00.000,1.17887,1.17895,1.17879,1.17879,302.8 +07.06.2018 03:50:00.000,1.17880,1.17885,1.17862,1.17865,395.56 +07.06.2018 03:55:00.000,1.17864,1.17866,1.17842,1.17865,502.31 +07.06.2018 04:00:00.000,1.17864,1.17870,1.17854,1.17858,268.88 +07.06.2018 04:05:00.000,1.17858,1.17876,1.17858,1.17865,299.92 +07.06.2018 04:10:00.000,1.17865,1.17874,1.17863,1.17869,249.52999999999997 +07.06.2018 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06:40:00.000,1.18058,1.18058,1.18035,1.18040,983.6100000000001 +07.06.2018 06:45:00.000,1.18039,1.18079,1.18039,1.18077,1211.42 +07.06.2018 06:50:00.000,1.18078,1.18136,1.18068,1.18115,1623.23 +07.06.2018 06:55:00.000,1.18116,1.18121,1.18074,1.18105,1340.04 +07.06.2018 07:00:00.000,1.18104,1.18163,1.18082,1.18144,1662.08 +07.06.2018 07:05:00.000,1.18143,1.18179,1.18140,1.18143,1910.6799999999998 +07.06.2018 07:10:00.000,1.18144,1.18198,1.18127,1.18197,1457.29 +07.06.2018 07:15:00.000,1.18198,1.18199,1.18173,1.18174,990.76 +07.06.2018 07:20:00.000,1.18173,1.18200,1.18171,1.18198,1015.34 +07.06.2018 07:25:00.000,1.18199,1.18249,1.18196,1.18241,1011.03 +07.06.2018 07:30:00.000,1.18240,1.18248,1.18211,1.18245,1018.4499999999999 +07.06.2018 07:35:00.000,1.18246,1.18286,1.18240,1.18282,974.38 +07.06.2018 07:40:00.000,1.18281,1.18297,1.18248,1.18279,1170.67 +07.06.2018 07:45:00.000,1.18281,1.18368,1.18272,1.18360,1256.7 +07.06.2018 07:50:00.000,1.18359,1.18379,1.18347,1.18361,1377.65 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09:05:00.000,1.18239,1.18277,1.18237,1.18250,858.8500000000001 +07.06.2018 09:10:00.000,1.18248,1.18269,1.18230,1.18266,878.87 +07.06.2018 09:15:00.000,1.18268,1.18279,1.18243,1.18249,876.71 +07.06.2018 09:20:00.000,1.18249,1.18254,1.18196,1.18197,719.28 +07.06.2018 09:25:00.000,1.18197,1.18264,1.18197,1.18241,957.1400000000001 +07.06.2018 09:30:00.000,1.18242,1.18254,1.18219,1.18225,970.3200000000002 +07.06.2018 09:35:00.000,1.18225,1.18253,1.18220,1.18224,815.6600000000001 +07.06.2018 09:40:00.000,1.18223,1.18225,1.18180,1.18182,873.35 +07.06.2018 09:45:00.000,1.18183,1.18198,1.18160,1.18180,912.97 +07.06.2018 09:50:00.000,1.18179,1.18242,1.18176,1.18185,957.1299999999999 +07.06.2018 09:55:00.000,1.18185,1.18202,1.18162,1.18192,992.6700000000001 +07.06.2018 10:00:00.000,1.18194,1.18240,1.18178,1.18185,1100.52 +07.06.2018 10:05:00.000,1.18186,1.18237,1.18171,1.18220,1087.8400000000001 +07.06.2018 10:10:00.000,1.18221,1.18228,1.18205,1.18220,617.4 +07.06.2018 10:15:00.000,1.18220,1.18241,1.18182,1.18186,985.24 +07.06.2018 10:20:00.000,1.18187,1.18229,1.18187,1.18205,1064.79 +07.06.2018 10:25:00.000,1.18204,1.18281,1.18204,1.18270,1391.4199999999998 +07.06.2018 10:30:00.000,1.18270,1.18293,1.18260,1.18267,913.9 +07.06.2018 10:35:00.000,1.18266,1.18285,1.18255,1.18260,836.45 +07.06.2018 10:40:00.000,1.18260,1.18295,1.18247,1.18273,976.7800000000001 +07.06.2018 10:45:00.000,1.18273,1.18281,1.18264,1.18266,671.74 +07.06.2018 10:50:00.000,1.18265,1.18280,1.18243,1.18259,799.3 +07.06.2018 10:55:00.000,1.18259,1.18278,1.18242,1.18251,778.15 +07.06.2018 11:00:00.000,1.18251,1.18313,1.18244,1.18280,1276.62 +07.06.2018 11:05:00.000,1.18281,1.18291,1.18256,1.18281,1160.29 +07.06.2018 11:10:00.000,1.18281,1.18389,1.18280,1.18329,1445.99 +07.06.2018 11:15:00.000,1.18328,1.18328,1.18219,1.18227,1508.8 +07.06.2018 11:20:00.000,1.18226,1.18234,1.18202,1.18214,1261.66 +07.06.2018 11:25:00.000,1.18213,1.18214,1.18168,1.18174,1128.06 +07.06.2018 11:30:00.000,1.18174,1.18194,1.18135,1.18138,1371.3799999999999 +07.06.2018 11:35:00.000,1.18138,1.18179,1.18134,1.18175,1124.05 +07.06.2018 11:40:00.000,1.18174,1.18183,1.18142,1.18151,1338.8 +07.06.2018 11:45:00.000,1.18153,1.18192,1.18139,1.18185,1198.8500000000001 +07.06.2018 11:50:00.000,1.18184,1.18258,1.18182,1.18258,1248.19 +07.06.2018 11:55:00.000,1.18260,1.18300,1.18252,1.18296,1073.75 +07.06.2018 12:00:00.000,1.18293,1.18326,1.18276,1.18278,1526.8600000000001 +07.06.2018 12:05:00.000,1.18280,1.18363,1.18276,1.18361,1260.1 +07.06.2018 12:10:00.000,1.18359,1.18372,1.18303,1.18367,1503.27 +07.06.2018 12:15:00.000,1.18368,1.18377,1.18337,1.18340,1402.6399999999999 +07.06.2018 12:20:00.000,1.18340,1.18345,1.18302,1.18305,1250.6000000000001 +07.06.2018 12:25:00.000,1.18308,1.18349,1.18304,1.18332,1113.19 +07.06.2018 12:30:00.000,1.18336,1.18349,1.18299,1.18310,1157.74 +07.06.2018 12:35:00.000,1.18313,1.18328,1.18297,1.18302,973.05 +07.06.2018 12:40:00.000,1.18302,1.18385,1.18302,1.18371,1225.4099999999999 +07.06.2018 12:45:00.000,1.18371,1.18398,1.18334,1.18342,1191.8899999999999 +07.06.2018 12:50:00.000,1.18340,1.18381,1.18315,1.18320,1424.9599999999998 +07.06.2018 12:55:00.000,1.18318,1.18347,1.18315,1.18338,1104.3700000000001 +07.06.2018 13:00:00.000,1.18338,1.18368,1.18310,1.18315,1390.1399999999999 +07.06.2018 13:05:00.000,1.18315,1.18321,1.18249,1.18284,1656.1 +07.06.2018 13:10:00.000,1.18285,1.18366,1.18274,1.18350,1057.17 +07.06.2018 13:15:00.000,1.18349,1.18356,1.18298,1.18307,1161.93 +07.06.2018 13:20:00.000,1.18307,1.18307,1.18218,1.18235,1309.6100000000001 +07.06.2018 13:25:00.000,1.18236,1.18266,1.18209,1.18254,1274.97 +07.06.2018 13:30:00.000,1.18252,1.18284,1.18222,1.18278,1295.3999999999999 +07.06.2018 13:35:00.000,1.18277,1.18295,1.18259,1.18273,1269.38 +07.06.2018 13:40:00.000,1.18274,1.18274,1.18196,1.18204,1094.0100000000002 +07.06.2018 13:45:00.000,1.18206,1.18229,1.18100,1.18112,1500.54 +07.06.2018 13:50:00.000,1.18112,1.18136,1.18060,1.18132,1612.8700000000001 +07.06.2018 13:55:00.000,1.18134,1.18136,1.18083,1.18121,1376.29 +07.06.2018 14:00:00.000,1.18119,1.18201,1.18115,1.18178,1428.6 +07.06.2018 14:05:00.000,1.18177,1.18177,1.18058,1.18083,1357.7199999999998 +07.06.2018 14:10:00.000,1.18085,1.18147,1.18081,1.18121,1459.22 +07.06.2018 14:15:00.000,1.18121,1.18167,1.18080,1.18140,1522.7199999999998 +07.06.2018 14:20:00.000,1.18140,1.18176,1.18134,1.18155,1589.3200000000002 +07.06.2018 14:25:00.000,1.18154,1.18214,1.18124,1.18156,1563.62 +07.06.2018 14:30:00.000,1.18155,1.18217,1.18153,1.18192,1286.99 +07.06.2018 14:35:00.000,1.18195,1.18195,1.18112,1.18143,1407.8600000000001 +07.06.2018 14:40:00.000,1.18143,1.18198,1.18135,1.18198,1235.53 +07.06.2018 14:45:00.000,1.18199,1.18250,1.18170,1.18250,1465.8200000000002 +07.06.2018 14:50:00.000,1.18251,1.18270,1.18209,1.18247,1509.4699999999998 +07.06.2018 14:55:00.000,1.18249,1.18289,1.18216,1.18284,1813.42 +07.06.2018 15:00:00.000,1.18287,1.18295,1.18214,1.18243,1541.35 +07.06.2018 15:05:00.000,1.18243,1.18274,1.18218,1.18249,1507.02 +07.06.2018 15:10:00.000,1.18250,1.18289,1.18232,1.18288,1577.37 +07.06.2018 15:15:00.000,1.18286,1.18286,1.18247,1.18270,1459.3600000000001 +07.06.2018 15:20:00.000,1.18269,1.18285,1.18239,1.18239,1372.97 +07.06.2018 15:25:00.000,1.18234,1.18261,1.18229,1.18245,1091.66 +07.06.2018 15:30:00.000,1.18247,1.18288,1.18236,1.18248,1635.9900000000002 +07.06.2018 15:35:00.000,1.18246,1.18304,1.18229,1.18289,1311.4199999999998 +07.06.2018 15:40:00.000,1.18290,1.18299,1.18238,1.18274,1154.6599999999999 +07.06.2018 15:45:00.000,1.18273,1.18290,1.18240,1.18264,1240.39 +07.06.2018 15:50:00.000,1.18264,1.18272,1.18195,1.18195,1544.8100000000002 +07.06.2018 15:55:00.000,1.18193,1.18199,1.18131,1.18144,1427.33 +07.06.2018 16:00:00.000,1.18144,1.18176,1.18112,1.18117,1369.32 +07.06.2018 16:05:00.000,1.18117,1.18149,1.18106,1.18142,1035.66 +07.06.2018 16:10:00.000,1.18143,1.18162,1.18123,1.18159,860.43 +07.06.2018 16:15:00.000,1.18160,1.18182,1.18154,1.18170,993.03 +07.06.2018 16:20:00.000,1.18170,1.18174,1.18128,1.18149,925.5699999999999 +07.06.2018 16:25:00.000,1.18149,1.18173,1.18139,1.18162,941.13 +07.06.2018 16:30:00.000,1.18164,1.18191,1.18153,1.18190,1071.08 +07.06.2018 16:35:00.000,1.18189,1.18193,1.18149,1.18152,1225.93 +07.06.2018 16:40:00.000,1.18152,1.18169,1.18115,1.18125,1092.03 +07.06.2018 16:45:00.000,1.18124,1.18136,1.18083,1.18092,1290.0900000000001 +07.06.2018 16:50:00.000,1.18091,1.18100,1.18003,1.18006,1512.49 +07.06.2018 16:55:00.000,1.18007,1.18090,1.17993,1.18081,1369.6 +07.06.2018 17:00:00.000,1.18082,1.18132,1.18060,1.18130,1243.1799999999998 +07.06.2018 17:05:00.000,1.18130,1.18135,1.18125,1.18128,847.84 +07.06.2018 17:10:00.000,1.18127,1.18188,1.18126,1.18187,944.71 +07.06.2018 17:15:00.000,1.18187,1.18190,1.18146,1.18167,967.75 +07.06.2018 17:20:00.000,1.18168,1.18173,1.18136,1.18139,763.14 +07.06.2018 17:25:00.000,1.18136,1.18151,1.18132,1.18145,981.48 +07.06.2018 17:30:00.000,1.18147,1.18222,1.18133,1.18220,1800.8700000000001 +07.06.2018 17:35:00.000,1.18221,1.18226,1.18063,1.18079,2273.88 +07.06.2018 17:40:00.000,1.18079,1.18087,1.18026,1.18038,1714.38 +07.06.2018 17:45:00.000,1.18040,1.18105,1.18029,1.18104,1576.68 +07.06.2018 17:50:00.000,1.18104,1.18116,1.18063,1.18112,1243.04 +07.06.2018 17:55:00.000,1.18111,1.18125,1.18070,1.18099,1196.7399999999998 +07.06.2018 18:00:00.000,1.18099,1.18119,1.18053,1.18089,1554.71 +07.06.2018 18:05:00.000,1.18087,1.18141,1.18069,1.18100,1206.8799999999999 +07.06.2018 18:10:00.000,1.18099,1.18122,1.18072,1.18114,1423.83 +07.06.2018 18:15:00.000,1.18112,1.18145,1.18081,1.18093,1376.06 +07.06.2018 18:20:00.000,1.18095,1.18111,1.18089,1.18095,733.24 +07.06.2018 18:25:00.000,1.18094,1.18140,1.18094,1.18123,1018.5400000000001 +07.06.2018 18:30:00.000,1.18124,1.18146,1.18113,1.18116,2672.41 +07.06.2018 18:35:00.000,1.18114,1.18149,1.18103,1.18134,892.51 +07.06.2018 18:40:00.000,1.18136,1.18151,1.18126,1.18145,781.16 +07.06.2018 18:45:00.000,1.18145,1.18145,1.18118,1.18131,1010.27 +07.06.2018 18:50:00.000,1.18130,1.18144,1.18105,1.18112,894.8599999999999 +07.06.2018 18:55:00.000,1.18112,1.18115,1.18067,1.18076,1185.3 +07.06.2018 19:00:00.000,1.18077,1.18092,1.18050,1.18063,778.56 +07.06.2018 19:05:00.000,1.18063,1.18074,1.18045,1.18065,1075.26 +07.06.2018 19:10:00.000,1.18066,1.18070,1.18039,1.18045,993.2 +07.06.2018 19:15:00.000,1.18045,1.18045,1.18023,1.18034,701.5200000000001 +07.06.2018 19:20:00.000,1.18035,1.18045,1.18021,1.18032,826.55 +07.06.2018 19:25:00.000,1.18032,1.18053,1.18032,1.18049,813.79 +07.06.2018 19:30:00.000,1.18050,1.18055,1.18034,1.18035,693.3000000000001 +07.06.2018 19:35:00.000,1.18036,1.18052,1.18035,1.18041,689.76 +07.06.2018 19:40:00.000,1.18040,1.18044,1.18019,1.18023,717.9 +07.06.2018 19:45:00.000,1.18024,1.18035,1.18008,1.18012,832.6 +07.06.2018 19:50:00.000,1.18011,1.18027,1.18006,1.18018,694.1099999999999 +07.06.2018 19:55:00.000,1.18015,1.18018,1.17979,1.17984,917.03 +07.06.2018 20:00:00.000,1.17983,1.18002,1.17979,1.17979,379.27 +07.06.2018 20:05:00.000,1.17979,1.17983,1.17966,1.17974,518.55 +07.06.2018 20:10:00.000,1.17978,1.17986,1.17971,1.17985,408.63 +07.06.2018 20:15:00.000,1.17984,1.17998,1.17982,1.17995,272.94 +07.06.2018 20:20:00.000,1.17996,1.18002,1.17986,1.18001,319.69000000000005 +07.06.2018 20:25:00.000,1.18001,1.18004,1.17991,1.17998,481.85999999999996 +07.06.2018 20:30:00.000,1.17998,1.18026,1.17996,1.18025,467.43000000000006 +07.06.2018 20:35:00.000,1.18025,1.18025,1.18004,1.18010,236.98 +07.06.2018 20:40:00.000,1.18010,1.18010,1.17993,1.17995,712.0999999999999 +07.06.2018 20:45:00.000,1.17998,1.18000,1.17984,1.17985,336.95 +07.06.2018 20:50:00.000,1.17985,1.17986,1.17962,1.17965,520.9399999999999 +07.06.2018 20:55:00.000,1.17963,1.17991,1.17963,1.17988,460.40999999999997 +07.06.2018 21:00:00.000,1.17980,1.18000,1.17978,1.17999,94.12 +07.06.2018 21:05:00.000,1.17998,1.18005,1.17990,1.17995,321.44 +07.06.2018 21:10:00.000,1.17997,1.18001,1.17974,1.17974,196.61 +07.06.2018 21:15:00.000,1.17975,1.17981,1.17974,1.17980,181.93 +07.06.2018 21:20:00.000,1.17979,1.17991,1.17977,1.17985,124.26999999999998 +07.06.2018 21:25:00.000,1.17985,1.17985,1.17970,1.17976,133.8 +07.06.2018 21:30:00.000,1.17976,1.17982,1.17975,1.17980,399.81 +07.06.2018 21:35:00.000,1.17980,1.17982,1.17973,1.17979,234.45999999999998 +07.06.2018 21:40:00.000,1.17980,1.17980,1.17969,1.17972,458.11000000000007 +07.06.2018 21:45:00.000,1.17973,1.17978,1.17970,1.17973,158.43 +07.06.2018 21:50:00.000,1.17973,1.17980,1.17972,1.17975,134.05 +07.06.2018 21:55:00.000,1.17976,1.17980,1.17963,1.17979,190.16 +07.06.2018 22:00:00.000,1.17976,1.17999,1.17973,1.17975,264.31 +07.06.2018 22:05:00.000,1.17977,1.17979,1.17966,1.17971,314.01 +07.06.2018 22:10:00.000,1.17971,1.17981,1.17969,1.17980,251.57000000000002 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23:25:00.000,1.17956,1.17957,1.17945,1.17956,330.67999999999995 +07.06.2018 23:30:00.000,1.17956,1.17958,1.17944,1.17946,547.97 +07.06.2018 23:35:00.000,1.17945,1.17949,1.17941,1.17947,329.25 +07.06.2018 23:40:00.000,1.17947,1.17948,1.17932,1.17936,257.34000000000003 +07.06.2018 23:45:00.000,1.17936,1.17962,1.17932,1.17934,401.21999999999997 +07.06.2018 23:50:00.000,1.17934,1.17935,1.17920,1.17932,411.12 +07.06.2018 23:55:00.000,1.17933,1.17937,1.17922,1.17931,276.02 +08.06.2018 00:00:00.000,1.17931,1.17994,1.17915,1.17993,581.28 +08.06.2018 00:05:00.000,1.17993,1.17994,1.17950,1.17961,543.75 +08.06.2018 00:10:00.000,1.17962,1.17979,1.17961,1.17967,344.37 +08.06.2018 00:15:00.000,1.17966,1.17967,1.17951,1.17956,270.57 +08.06.2018 00:20:00.000,1.17955,1.17967,1.17952,1.17964,324.12 +08.06.2018 00:25:00.000,1.17963,1.17967,1.17956,1.17965,261.63 +08.06.2018 00:30:00.000,1.17964,1.18000,1.17959,1.17987,474.22999999999996 +08.06.2018 00:35:00.000,1.17985,1.18012,1.17979,1.18006,490.2300000000001 +08.06.2018 00:40:00.000,1.18007,1.18034,1.17997,1.18033,301.95 +08.06.2018 00:45:00.000,1.18034,1.18065,1.18029,1.18052,729.41 +08.06.2018 00:50:00.000,1.18052,1.18077,1.18044,1.18064,594.05 +08.06.2018 00:55:00.000,1.18065,1.18077,1.18056,1.18058,623.5 +08.06.2018 01:00:00.000,1.18057,1.18069,1.18056,1.18060,429.5 +08.06.2018 01:05:00.000,1.18060,1.18078,1.18055,1.18074,341.10999999999996 +08.06.2018 01:10:00.000,1.18073,1.18102,1.18073,1.18087,573.6999999999999 +08.06.2018 01:15:00.000,1.18086,1.18086,1.18055,1.18056,467.35999999999996 +08.06.2018 01:20:00.000,1.18056,1.18071,1.18051,1.18067,415.15000000000003 +08.06.2018 01:25:00.000,1.18066,1.18066,1.18036,1.18047,485.88 +08.06.2018 01:30:00.000,1.18046,1.18069,1.18043,1.18048,518.93 +08.06.2018 01:35:00.000,1.18047,1.18067,1.18043,1.18066,456.46 +08.06.2018 01:40:00.000,1.18065,1.18077,1.18057,1.18073,379.62 +08.06.2018 01:45:00.000,1.18072,1.18073,1.18035,1.18037,355.41999999999996 +08.06.2018 01:50:00.000,1.18036,1.18047,1.18020,1.18032,508.58 +08.06.2018 01:55:00.000,1.18032,1.18044,1.18016,1.18020,413.49000000000007 +08.06.2018 02:00:00.000,1.18020,1.18028,1.18015,1.18022,308.49 +08.06.2018 02:05:00.000,1.18022,1.18047,1.18022,1.18047,447.16 +08.06.2018 02:10:00.000,1.18047,1.18047,1.18031,1.18037,771.98 +08.06.2018 02:15:00.000,1.18037,1.18058,1.18036,1.18037,439.75 +08.06.2018 02:20:00.000,1.18037,1.18041,1.18020,1.18021,362.51 +08.06.2018 02:25:00.000,1.18021,1.18021,1.17995,1.17995,398.58000000000004 +08.06.2018 02:30:00.000,1.17995,1.18004,1.17986,1.17986,490.97 +08.06.2018 02:35:00.000,1.17986,1.17992,1.17977,1.17980,310.96 +08.06.2018 02:40:00.000,1.17980,1.17993,1.17976,1.17980,276.73 +08.06.2018 02:45:00.000,1.17979,1.17986,1.17970,1.17985,345.49 +08.06.2018 02:50:00.000,1.17986,1.17992,1.17982,1.17991,246.88 +08.06.2018 02:55:00.000,1.17991,1.17998,1.17983,1.17997,251.64 +08.06.2018 03:00:00.000,1.17995,1.18002,1.17976,1.17987,406.57000000000005 +08.06.2018 03:05:00.000,1.17987,1.17987,1.17962,1.17964,373.71 +08.06.2018 03:10:00.000,1.17964,1.17977,1.17940,1.17950,438.98 +08.06.2018 03:15:00.000,1.17951,1.17956,1.17934,1.17950,535.63 +08.06.2018 03:20:00.000,1.17952,1.17953,1.17943,1.17951,391.78999999999996 +08.06.2018 03:25:00.000,1.17951,1.17951,1.17925,1.17937,467.35 +08.06.2018 03:30:00.000,1.17937,1.17948,1.17936,1.17944,397.25999999999993 +08.06.2018 03:35:00.000,1.17944,1.17976,1.17944,1.17971,510.16 +08.06.2018 03:40:00.000,1.17971,1.17996,1.17971,1.17989,316.01 +08.06.2018 03:45:00.000,1.17989,1.17992,1.17977,1.17977,323.90999999999997 +08.06.2018 03:50:00.000,1.17977,1.17982,1.17972,1.17979,302.84000000000003 +08.06.2018 03:55:00.000,1.17978,1.17987,1.17977,1.17986,242.29999999999998 +08.06.2018 04:00:00.000,1.17986,1.17988,1.17977,1.17978,259.29 +08.06.2018 04:05:00.000,1.17977,1.17992,1.17977,1.17982,421.85 +08.06.2018 04:10:00.000,1.17981,1.17981,1.17966,1.17977,365.12 +08.06.2018 04:15:00.000,1.17976,1.17986,1.17974,1.17976,414.71000000000004 +08.06.2018 04:20:00.000,1.17976,1.17977,1.17957,1.17971,262.58 +08.06.2018 04:25:00.000,1.17971,1.17991,1.17965,1.17987,398.31 +08.06.2018 04:30:00.000,1.17987,1.17987,1.17957,1.17971,375.69 +08.06.2018 04:35:00.000,1.17973,1.17985,1.17962,1.17985,287.84 +08.06.2018 04:40:00.000,1.17985,1.17994,1.17977,1.17977,308.02000000000004 +08.06.2018 04:45:00.000,1.17979,1.18008,1.17979,1.18007,398.18 +08.06.2018 04:50:00.000,1.18006,1.18043,1.18006,1.18037,566.6199999999999 +08.06.2018 04:55:00.000,1.18037,1.18065,1.18028,1.18058,464.21000000000004 +08.06.2018 05:00:00.000,1.18058,1.18081,1.18052,1.18075,346.9 +08.06.2018 05:05:00.000,1.18075,1.18081,1.18057,1.18058,332.72 +08.06.2018 05:10:00.000,1.18057,1.18057,1.18029,1.18033,373.43 +08.06.2018 05:15:00.000,1.18033,1.18045,1.18026,1.18044,311.3 +08.06.2018 05:20:00.000,1.18043,1.18054,1.18028,1.18053,225.50000000000003 +08.06.2018 05:25:00.000,1.18054,1.18054,1.18020,1.18037,612.35 +08.06.2018 05:30:00.000,1.18038,1.18046,1.18025,1.18034,385.91 +08.06.2018 05:35:00.000,1.18035,1.18060,1.18032,1.18058,344.39 +08.06.2018 05:40:00.000,1.18059,1.18059,1.18037,1.18048,407.98 +08.06.2018 05:45:00.000,1.18048,1.18102,1.18046,1.18101,494.37 +08.06.2018 05:50:00.000,1.18101,1.18103,1.18074,1.18098,515.74 +08.06.2018 05:55:00.000,1.18099,1.18099,1.18048,1.18052,754.66 +08.06.2018 06:00:00.000,1.18053,1.18074,1.17995,1.18073,1129.86 +08.06.2018 06:05:00.000,1.18072,1.18094,1.18023,1.18042,885.4000000000001 +08.06.2018 06:10:00.000,1.18042,1.18042,1.17930,1.17941,1504.88 +08.06.2018 06:15:00.000,1.17941,1.17967,1.17865,1.17866,1733.9700000000003 +08.06.2018 06:20:00.000,1.17869,1.17883,1.17816,1.17833,1844.9199999999998 +08.06.2018 06:25:00.000,1.17831,1.17835,1.17711,1.17787,1622.16 +08.06.2018 06:30:00.000,1.17788,1.17834,1.17744,1.17824,1449.6100000000001 +08.06.2018 06:35:00.000,1.17822,1.17864,1.17784,1.17793,1335.16 +08.06.2018 06:40:00.000,1.17791,1.17841,1.17781,1.17806,1409.81 +08.06.2018 06:45:00.000,1.17807,1.17807,1.17710,1.17711,1727.0800000000002 +08.06.2018 06:50:00.000,1.17709,1.17771,1.17709,1.17771,1314.8 +08.06.2018 06:55:00.000,1.17772,1.17787,1.17721,1.17776,1233.04 +08.06.2018 07:00:00.000,1.17778,1.17790,1.17711,1.17753,1747.52 +08.06.2018 07:05:00.000,1.17757,1.17790,1.17730,1.17774,1354.58 +08.06.2018 07:10:00.000,1.17774,1.17784,1.17729,1.17752,1508.62 +08.06.2018 07:15:00.000,1.17752,1.17822,1.17745,1.17806,1410.8899999999999 +08.06.2018 07:20:00.000,1.17808,1.17847,1.17783,1.17832,1162.59 +08.06.2018 07:25:00.000,1.17823,1.17832,1.17713,1.17770,1756.15 +08.06.2018 07:30:00.000,1.17767,1.17808,1.17740,1.17761,1501.4 +08.06.2018 07:35:00.000,1.17760,1.17764,1.17666,1.17678,1531.0600000000002 +08.06.2018 07:40:00.000,1.17680,1.17725,1.17673,1.17725,1286.68 +08.06.2018 07:45:00.000,1.17722,1.17779,1.17720,1.17740,1305.29 +08.06.2018 07:50:00.000,1.17739,1.17821,1.17732,1.17815,1289.44 +08.06.2018 07:55:00.000,1.17815,1.17818,1.17772,1.17805,1520.79 +08.06.2018 08:00:00.000,1.17806,1.17852,1.17751,1.17761,1906.6 +08.06.2018 08:05:00.000,1.17760,1.17801,1.17753,1.17774,1478.9699999999998 +08.06.2018 08:10:00.000,1.17774,1.17796,1.17732,1.17739,1536.18 +08.06.2018 08:15:00.000,1.17739,1.17745,1.17664,1.17665,1612.53 +08.06.2018 08:20:00.000,1.17668,1.17678,1.17598,1.17647,1944.8700000000001 +08.06.2018 08:25:00.000,1.17646,1.17647,1.17590,1.17641,1488.49 +08.06.2018 08:30:00.000,1.17640,1.17654,1.17608,1.17609,1320.3899999999999 +08.06.2018 08:35:00.000,1.17609,1.17670,1.17606,1.17669,1203.8999999999999 +08.06.2018 08:40:00.000,1.17668,1.17678,1.17642,1.17648,4293.1501 +08.06.2018 08:45:00.000,1.17647,1.17696,1.17640,1.17689,5820.7001 +08.06.2018 08:50:00.000,1.17689,1.17689,1.17649,1.17650,1014.61 +08.06.2018 08:55:00.000,1.17651,1.17666,1.17636,1.17640,1113.7 +08.06.2018 09:00:00.000,1.17640,1.17657,1.17621,1.17637,1143.69 +08.06.2018 09:05:00.000,1.17638,1.17688,1.17634,1.17653,1096.2 +08.06.2018 09:10:00.000,1.17654,1.17668,1.17626,1.17640,1093.83 +08.06.2018 09:15:00.000,1.17639,1.17699,1.17638,1.17694,1016.34 +08.06.2018 09:20:00.000,1.17695,1.17711,1.17671,1.17688,975.93 +08.06.2018 09:25:00.000,1.17689,1.17696,1.17650,1.17667,876.67 +08.06.2018 09:30:00.000,1.17667,1.17714,1.17666,1.17710,1160.3500000000001 +08.06.2018 09:35:00.000,1.17710,1.17714,1.17669,1.17687,1177.42 +08.06.2018 09:40:00.000,1.17688,1.17695,1.17659,1.17675,948.9300000000001 +08.06.2018 09:45:00.000,1.17676,1.17708,1.17658,1.17669,1011.41 +08.06.2018 09:50:00.000,1.17671,1.17680,1.17651,1.17657,939.27 +08.06.2018 09:55:00.000,1.17656,1.17665,1.17639,1.17649,697.2700000000001 +08.06.2018 10:00:00.000,1.17648,1.17648,1.17461,1.17480,1496.78 +08.06.2018 10:05:00.000,1.17481,1.17514,1.17452,1.17487,1480.51 +08.06.2018 10:10:00.000,1.17486,1.17503,1.17473,1.17502,1291.5500000000002 +08.06.2018 10:15:00.000,1.17502,1.17508,1.17459,1.17503,1526.2400000000002 +08.06.2018 10:20:00.000,1.17506,1.17532,1.17488,1.17529,1336.75 +08.06.2018 10:25:00.000,1.17530,1.17548,1.17515,1.17524,1037.0700000000002 +08.06.2018 10:30:00.000,1.17523,1.17554,1.17492,1.17554,1158.66 +08.06.2018 10:35:00.000,1.17552,1.17558,1.17510,1.17532,1046.26 +08.06.2018 10:40:00.000,1.17533,1.17534,1.17480,1.17481,1017.27 +08.06.2018 10:45:00.000,1.17480,1.17503,1.17413,1.17415,1080.97 +08.06.2018 10:50:00.000,1.17416,1.17454,1.17403,1.17430,911.0699999999999 +08.06.2018 10:55:00.000,1.17429,1.17444,1.17330,1.17363,1517.33 +08.06.2018 11:00:00.000,1.17363,1.17375,1.17319,1.17326,1600.56 +08.06.2018 11:05:00.000,1.17326,1.17351,1.17320,1.17326,961.74 +08.06.2018 11:10:00.000,1.17326,1.17328,1.17271,1.17318,1572.8 +08.06.2018 11:15:00.000,1.17319,1.17365,1.17290,1.17361,1207.3799999999999 +08.06.2018 11:20:00.000,1.17362,1.17384,1.17349,1.17379,1172.58 +08.06.2018 11:25:00.000,1.17379,1.17411,1.17363,1.17375,1379.23 +08.06.2018 11:30:00.000,1.17374,1.17384,1.17350,1.17362,1086.2 +08.06.2018 11:35:00.000,1.17363,1.17406,1.17357,1.17401,838.9300000000001 +08.06.2018 11:40:00.000,1.17401,1.17492,1.17395,1.17491,1499 +08.06.2018 11:45:00.000,1.17491,1.17495,1.17446,1.17484,1208.1599999999999 +08.06.2018 11:50:00.000,1.17483,1.17511,1.17446,1.17464,1305.1999999999998 +08.06.2018 11:55:00.000,1.17460,1.17494,1.17437,1.17476,882.41 +08.06.2018 12:00:00.000,1.17476,1.17557,1.17461,1.17525,1599.8600000000001 +08.06.2018 12:05:00.000,1.17525,1.17533,1.17493,1.17520,1421.23 +08.06.2018 12:10:00.000,1.17521,1.17554,1.17520,1.17534,1052.47 +08.06.2018 12:15:00.000,1.17534,1.17548,1.17496,1.17512,854.91 +08.06.2018 12:20:00.000,1.17514,1.17546,1.17476,1.17546,1265.6100000000001 +08.06.2018 12:25:00.000,1.17545,1.17571,1.17540,1.17543,1003.3999999999999 +08.06.2018 12:30:00.000,1.17543,1.17572,1.17470,1.17474,1299.62 +08.06.2018 12:35:00.000,1.17473,1.17507,1.17429,1.17433,1451.84 +08.06.2018 12:40:00.000,1.17430,1.17448,1.17364,1.17422,1818.9 +08.06.2018 12:45:00.000,1.17423,1.17435,1.17363,1.17424,1491.5000000000002 +08.06.2018 12:50:00.000,1.17423,1.17454,1.17400,1.17435,1051.6499999999999 +08.06.2018 12:55:00.000,1.17435,1.17478,1.17417,1.17478,1271.85 +08.06.2018 13:00:00.000,1.17479,1.17488,1.17403,1.17487,1520.3200000000002 +08.06.2018 13:05:00.000,1.17486,1.17512,1.17422,1.17509,1605.8799999999999 +08.06.2018 13:10:00.000,1.17509,1.17612,1.17492,1.17581,1760.9199999999998 +08.06.2018 13:15:00.000,1.17581,1.17631,1.17563,1.17627,1192.88 +08.06.2018 13:20:00.000,1.17626,1.17652,1.17613,1.17614,1103.1999999999998 +08.06.2018 13:25:00.000,1.17613,1.17688,1.17592,1.17683,1277.32 +08.06.2018 13:30:00.000,1.17683,1.17691,1.17649,1.17662,1550.24 +08.06.2018 13:35:00.000,1.17664,1.17699,1.17641,1.17649,1572.84 +08.06.2018 13:40:00.000,1.17649,1.17659,1.17584,1.17604,1592.34 +08.06.2018 13:45:00.000,1.17605,1.17638,1.17585,1.17599,1509.0800000000002 +08.06.2018 13:50:00.000,1.17598,1.17610,1.17551,1.17556,1413.0900000000001 +08.06.2018 13:55:00.000,1.17558,1.17597,1.17547,1.17574,1401.31 +08.06.2018 14:00:00.000,1.17576,1.17633,1.17563,1.17621,1537.5700000000002 +08.06.2018 14:05:00.000,1.17624,1.17638,1.17603,1.17619,1103.46 +08.06.2018 14:10:00.000,1.17619,1.17627,1.17551,1.17589,1140.96 +08.06.2018 14:15:00.000,1.17589,1.17638,1.17585,1.17622,1155.18 +08.06.2018 14:20:00.000,1.17623,1.17670,1.17607,1.17619,1402.62 +08.06.2018 14:25:00.000,1.17618,1.17687,1.17599,1.17644,1203.1100000000001 +08.06.2018 14:30:00.000,1.17643,1.17740,1.17638,1.17691,1606.26 +08.06.2018 14:35:00.000,1.17692,1.17712,1.17645,1.17650,1816.77 +08.06.2018 14:40:00.000,1.17650,1.17661,1.17574,1.17588,1728.66 +08.06.2018 14:45:00.000,1.17587,1.17587,1.17536,1.17550,1493.3 +08.06.2018 14:50:00.000,1.17550,1.17588,1.17516,1.17563,1535.45 +08.06.2018 14:55:00.000,1.17564,1.17669,1.17564,1.17666,1736.62 +08.06.2018 15:00:00.000,1.17668,1.17687,1.17626,1.17632,1728.27 +08.06.2018 15:05:00.000,1.17633,1.17689,1.17627,1.17652,1422.6100000000001 +08.06.2018 15:10:00.000,1.17653,1.17678,1.17623,1.17652,1419.1 +08.06.2018 15:15:00.000,1.17650,1.17665,1.17615,1.17621,1528.21 +08.06.2018 15:20:00.000,1.17621,1.17632,1.17605,1.17620,1105.65 +08.06.2018 15:25:00.000,1.17618,1.17637,1.17598,1.17607,1361.99 +08.06.2018 15:30:00.000,1.17607,1.17628,1.17596,1.17597,1327.14 +08.06.2018 15:35:00.000,1.17597,1.17620,1.17590,1.17591,971.9099999999999 +08.06.2018 15:40:00.000,1.17591,1.17664,1.17590,1.17656,1315.9299999999998 +08.06.2018 15:45:00.000,1.17656,1.17671,1.17642,1.17647,811.09 +08.06.2018 15:50:00.000,1.17646,1.17735,1.17634,1.17729,911.0799999999999 +08.06.2018 15:55:00.000,1.17729,1.17743,1.17697,1.17735,1083.74 +08.06.2018 16:00:00.000,1.17733,1.17733,1.17703,1.17721,908.43 +08.06.2018 16:05:00.000,1.17723,1.17758,1.17714,1.17756,955.2400000000001 +08.06.2018 16:10:00.000,1.17756,1.17763,1.17710,1.17711,988.8399999999999 +08.06.2018 16:15:00.000,1.17715,1.17764,1.17710,1.17762,850.6499999999999 +08.06.2018 16:20:00.000,1.17762,1.17779,1.17753,1.17757,795.0600000000001 +08.06.2018 16:25:00.000,1.17757,1.17758,1.17694,1.17704,1224.43 +08.06.2018 16:30:00.000,1.17704,1.17728,1.17698,1.17707,1071.82 +08.06.2018 16:35:00.000,1.17707,1.17724,1.17691,1.17693,873 +08.06.2018 16:40:00.000,1.17693,1.17697,1.17673,1.17676,742.05 +08.06.2018 16:45:00.000,1.17675,1.17711,1.17675,1.17701,677.16 +08.06.2018 16:50:00.000,1.17701,1.17726,1.17701,1.17709,659.94 +08.06.2018 16:55:00.000,1.17711,1.17746,1.17702,1.17728,1195.8300000000002 +08.06.2018 17:00:00.000,1.17728,1.17728,1.17692,1.17709,889.88 +08.06.2018 17:05:00.000,1.17709,1.17729,1.17709,1.17723,435.62 +08.06.2018 17:10:00.000,1.17723,1.17737,1.17709,1.17729,583.3 +08.06.2018 17:15:00.000,1.17729,1.17736,1.17719,1.17726,656.82 +08.06.2018 17:20:00.000,1.17726,1.17745,1.17724,1.17744,583.14 +08.06.2018 17:25:00.000,1.17746,1.17774,1.17742,1.17748,585.38 +08.06.2018 17:30:00.000,1.17747,1.17747,1.17686,1.17686,647.67 +08.06.2018 17:35:00.000,1.17685,1.17689,1.17657,1.17672,354.58 +08.06.2018 17:40:00.000,1.17673,1.17707,1.17672,1.17685,800.51 +08.06.2018 17:45:00.000,1.17684,1.17706,1.17673,1.17689,1291.09 +08.06.2018 17:50:00.000,1.17689,1.17696,1.17666,1.17687,864.1899999999999 +08.06.2018 17:55:00.000,1.17690,1.17691,1.17657,1.17666,812.23 +08.06.2018 18:00:00.000,1.17665,1.17723,1.17665,1.17714,995.31 +08.06.2018 18:05:00.000,1.17713,1.17749,1.17697,1.17706,861.8300000000002 +08.06.2018 18:10:00.000,1.17705,1.17706,1.17690,1.17701,748.06 +08.06.2018 18:15:00.000,1.17701,1.17701,1.17654,1.17658,748.9699999999999 +08.06.2018 18:20:00.000,1.17659,1.17679,1.17657,1.17669,593.16 +08.06.2018 18:25:00.000,1.17669,1.17671,1.17650,1.17661,609.23 +08.06.2018 18:30:00.000,1.17662,1.17694,1.17662,1.17691,319.02 +08.06.2018 18:35:00.000,1.17692,1.17709,1.17680,1.17690,385.57000000000005 +08.06.2018 18:40:00.000,1.17690,1.17708,1.17690,1.17708,312.61 +08.06.2018 18:45:00.000,1.17707,1.17723,1.17705,1.17722,597.0600000000001 +08.06.2018 18:50:00.000,1.17723,1.17732,1.17712,1.17714,761.5800000000002 +08.06.2018 18:55:00.000,1.17713,1.17714,1.17691,1.17697,741.08 +08.06.2018 19:00:00.000,1.17698,1.17698,1.17660,1.17666,753.74 +08.06.2018 19:05:00.000,1.17667,1.17687,1.17666,1.17684,665.25 +08.06.2018 19:10:00.000,1.17686,1.17707,1.17682,1.17682,670.0999999999999 +08.06.2018 19:15:00.000,1.17682,1.17694,1.17672,1.17678,705.05 +08.06.2018 19:20:00.000,1.17679,1.17680,1.17665,1.17671,756.1700000000001 +08.06.2018 19:25:00.000,1.17670,1.17687,1.17665,1.17683,505.31 +08.06.2018 19:30:00.000,1.17685,1.17690,1.17648,1.17648,650.58 +08.06.2018 19:35:00.000,1.17648,1.17665,1.17648,1.17662,425.30999999999995 +08.06.2018 19:40:00.000,1.17661,1.17694,1.17661,1.17691,704.89 +08.06.2018 19:45:00.000,1.17691,1.17701,1.17685,1.17687,574.74 +08.06.2018 19:50:00.000,1.17689,1.17703,1.17674,1.17679,861.82 +08.06.2018 19:55:00.000,1.17681,1.17710,1.17651,1.17662,1186.9499999999998 +08.06.2018 20:00:00.000,1.17662,1.17670,1.17644,1.17665,555.3900000000001 +08.06.2018 20:05:00.000,1.17664,1.17686,1.17664,1.17682,359.34000000000003 +08.06.2018 20:10:00.000,1.17684,1.17689,1.17680,1.17689,258.03 +08.06.2018 20:15:00.000,1.17688,1.17691,1.17680,1.17687,339.34 +08.06.2018 20:20:00.000,1.17686,1.17703,1.17686,1.17697,278.77 +08.06.2018 20:25:00.000,1.17697,1.17707,1.17696,1.17706,249.49000000000004 +08.06.2018 20:30:00.000,1.17706,1.17711,1.17700,1.17703,228.78 +08.06.2018 20:35:00.000,1.17704,1.17707,1.17700,1.17701,227.72 +08.06.2018 20:40:00.000,1.17702,1.17711,1.17696,1.17698,318.65 +08.06.2018 20:45:00.000,1.17698,1.17720,1.17684,1.17714,407.54999999999995 +08.06.2018 20:50:00.000,1.17713,1.17715,1.17699,1.17705,429.99 +08.06.2018 20:55:00.000,1.17704,1.17707,1.17666,1.17666,511.27000000000004 +10.06.2018 21:00:00.000,1.17736,1.17738,1.17722,1.17738,63.36 +10.06.2018 21:05:00.000,1.17737,1.17747,1.17728,1.17747,176.67000000000002 +10.06.2018 21:10:00.000,1.17745,1.17747,1.17737,1.17741,89.55 +10.06.2018 21:15:00.000,1.17738,1.17741,1.17737,1.17740,74.1 +10.06.2018 21:20:00.000,1.17740,1.17746,1.17736,1.17746,127.85 +10.06.2018 21:25:00.000,1.17745,1.17747,1.17740,1.17740,51.55 +10.06.2018 21:30:00.000,1.17745,1.17752,1.17737,1.17737,115.01 +10.06.2018 21:35:00.000,1.17737,1.17745,1.17725,1.17739,114.22999999999999 +10.06.2018 21:40:00.000,1.17739,1.17744,1.17738,1.17743,20.09 +10.06.2018 21:45:00.000,1.17743,1.17748,1.17742,1.17746,31.189999999999998 +10.06.2018 21:50:00.000,1.17745,1.17754,1.17745,1.17749,44.07 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06:25:00.000,1.18096,1.18096,1.18048,1.18073,1348.21 +11.06.2018 06:30:00.000,1.18074,1.18121,1.18073,1.18120,954.6600000000001 +11.06.2018 06:35:00.000,1.18120,1.18127,1.18082,1.18111,984.37 +11.06.2018 06:40:00.000,1.18111,1.18143,1.18074,1.18074,1058.19 +11.06.2018 06:45:00.000,1.18074,1.18097,1.18019,1.18031,1269.05 +11.06.2018 06:50:00.000,1.18032,1.18118,1.18032,1.18114,1139.96 +11.06.2018 06:55:00.000,1.18114,1.18128,1.18060,1.18075,1250.18 +11.06.2018 07:00:00.000,1.18074,1.18117,1.18049,1.18079,1474.81 +11.06.2018 07:05:00.000,1.18078,1.18102,1.18063,1.18085,1180.69 +11.06.2018 07:10:00.000,1.18086,1.18193,1.18085,1.18168,1258.1 +11.06.2018 07:15:00.000,1.18170,1.18205,1.18158,1.18169,1248.76 +11.06.2018 07:20:00.000,1.18169,1.18182,1.18145,1.18149,893.09 +11.06.2018 07:25:00.000,1.18149,1.18159,1.18131,1.18133,1000.5199999999999 +11.06.2018 07:30:00.000,1.18133,1.18156,1.18083,1.18083,926.9200000000001 +11.06.2018 07:35:00.000,1.18085,1.18107,1.18066,1.18083,875.3 +11.06.2018 07:40:00.000,1.18082,1.18142,1.18082,1.18130,869.37 +11.06.2018 07:45:00.000,1.18129,1.18129,1.18063,1.18071,1004.78 +11.06.2018 07:50:00.000,1.18072,1.18098,1.18068,1.18092,732.1700000000001 +11.06.2018 07:55:00.000,1.18092,1.18099,1.18007,1.18025,1152.26 +11.06.2018 08:00:00.000,1.18024,1.18089,1.18011,1.18089,1143.2 +11.06.2018 08:05:00.000,1.18087,1.18122,1.18075,1.18090,882.0400000000001 +11.06.2018 08:10:00.000,1.18089,1.18121,1.18085,1.18101,789.7 +11.06.2018 08:15:00.000,1.18102,1.18108,1.18052,1.18063,992 +11.06.2018 08:20:00.000,1.18064,1.18095,1.18028,1.18043,950.34 +11.06.2018 08:25:00.000,1.18044,1.18135,1.18043,1.18095,896.9100000000001 +11.06.2018 08:30:00.000,1.18095,1.18095,1.17972,1.17996,1641.9099999999999 +11.06.2018 08:35:00.000,1.17997,1.18023,1.17940,1.17990,1414.03 +11.06.2018 08:40:00.000,1.17991,1.17992,1.17943,1.17964,1166.97 +11.06.2018 08:45:00.000,1.17962,1.17975,1.17940,1.17973,799.37 +11.06.2018 08:50:00.000,1.17973,1.17984,1.17953,1.17966,847.83 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10:05:00.000,1.17922,1.17930,1.17885,1.17921,1081.94 +11.06.2018 10:10:00.000,1.17920,1.17977,1.17917,1.17921,945.63 +11.06.2018 10:15:00.000,1.17921,1.17922,1.17885,1.17893,987.38 +11.06.2018 10:20:00.000,1.17895,1.17926,1.17874,1.17903,983.7900000000001 +11.06.2018 10:25:00.000,1.17904,1.17904,1.17864,1.17869,841.55 +11.06.2018 10:30:00.000,1.17869,1.17879,1.17846,1.17848,1457.3999999999999 +11.06.2018 10:35:00.000,1.17848,1.17861,1.17817,1.17820,762.38 +11.06.2018 10:40:00.000,1.17821,1.17853,1.17784,1.17794,1027.65 +11.06.2018 10:45:00.000,1.17793,1.17830,1.17788,1.17802,828 +11.06.2018 10:50:00.000,1.17802,1.17859,1.17789,1.17852,921.4200000000001 +11.06.2018 10:55:00.000,1.17852,1.17886,1.17826,1.17834,810.35 +11.06.2018 11:00:00.000,1.17832,1.17835,1.17789,1.17796,1002.89 +11.06.2018 11:05:00.000,1.17796,1.17820,1.17784,1.17820,1600.72 +11.06.2018 11:10:00.000,1.17822,1.17835,1.17794,1.17803,794.7900000000001 +11.06.2018 11:15:00.000,1.17805,1.17876,1.17805,1.17876,891.87 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16:05:00.000,1.17992,1.18000,1.17929,1.17938,977.6600000000001 +11.06.2018 16:10:00.000,1.17937,1.17948,1.17917,1.17925,746.8399999999999 +11.06.2018 16:15:00.000,1.17924,1.17947,1.17910,1.17919,824.39 +11.06.2018 16:20:00.000,1.17921,1.17933,1.17905,1.17908,615.3100000000001 +11.06.2018 16:25:00.000,1.17909,1.17922,1.17893,1.17897,1051.56 +11.06.2018 16:30:00.000,1.17898,1.17918,1.17867,1.17867,1327.51 +11.06.2018 16:35:00.000,1.17869,1.17871,1.17841,1.17865,963.5899999999999 +11.06.2018 16:40:00.000,1.17866,1.17877,1.17826,1.17826,1193.1200000000001 +11.06.2018 16:45:00.000,1.17826,1.17838,1.17807,1.17819,1016.7300000000001 +11.06.2018 16:50:00.000,1.17817,1.17881,1.17817,1.17867,786.37 +11.06.2018 16:55:00.000,1.17868,1.17882,1.17848,1.17881,934.29 +11.06.2018 17:00:00.000,1.17882,1.17917,1.17870,1.17884,1005.71 +11.06.2018 17:05:00.000,1.17884,1.17890,1.17861,1.17875,673.0699999999999 +11.06.2018 17:10:00.000,1.17874,1.17901,1.17858,1.17879,764.4200000000001 +11.06.2018 17:15:00.000,1.17878,1.17878,1.17836,1.17852,822.6800000000001 +11.06.2018 17:20:00.000,1.17852,1.17878,1.17848,1.17854,635.7 +11.06.2018 17:25:00.000,1.17855,1.17868,1.17840,1.17845,703.8 +11.06.2018 17:30:00.000,1.17847,1.17851,1.17831,1.17851,565.04 +11.06.2018 17:35:00.000,1.17849,1.17850,1.17830,1.17840,503.76 +11.06.2018 17:40:00.000,1.17840,1.17872,1.17834,1.17870,676.02 +11.06.2018 17:45:00.000,1.17871,1.17872,1.17832,1.17840,663.81 +11.06.2018 17:50:00.000,1.17838,1.17838,1.17819,1.17836,713.04 +11.06.2018 17:55:00.000,1.17836,1.17855,1.17828,1.17848,864.9199999999998 +11.06.2018 18:00:00.000,1.17848,1.17851,1.17834,1.17843,786.0000000000001 +11.06.2018 18:05:00.000,1.17847,1.17880,1.17846,1.17880,594.6600000000001 +11.06.2018 18:10:00.000,1.17880,1.17891,1.17874,1.17885,797.88 +11.06.2018 18:15:00.000,1.17884,1.17894,1.17872,1.17880,992.76 +11.06.2018 18:20:00.000,1.17880,1.17880,1.17849,1.17855,1039.95 +11.06.2018 18:25:00.000,1.17855,1.17866,1.17852,1.17854,655.17 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19:40:00.000,1.17866,1.17870,1.17854,1.17861,384.74 +11.06.2018 19:45:00.000,1.17862,1.17872,1.17860,1.17864,280.29 +11.06.2018 19:50:00.000,1.17863,1.17863,1.17834,1.17860,542.11 +11.06.2018 19:55:00.000,1.17860,1.17860,1.17834,1.17849,525.37 +11.06.2018 20:00:00.000,1.17850,1.17850,1.17838,1.17849,359.40999999999997 +11.06.2018 20:05:00.000,1.17849,1.17857,1.17844,1.17849,308.78 +11.06.2018 20:10:00.000,1.17846,1.17852,1.17844,1.17849,220.64 +11.06.2018 20:15:00.000,1.17850,1.17856,1.17849,1.17856,122.06 +11.06.2018 20:20:00.000,1.17855,1.17861,1.17855,1.17859,92.31 +11.06.2018 20:25:00.000,1.17858,1.17859,1.17836,1.17843,242.11 +11.06.2018 20:30:00.000,1.17843,1.17855,1.17843,1.17855,173.29000000000002 +11.06.2018 20:35:00.000,1.17854,1.17854,1.17842,1.17844,163.01 +11.06.2018 20:40:00.000,1.17844,1.17848,1.17836,1.17837,429.51 +11.06.2018 20:45:00.000,1.17837,1.17841,1.17832,1.17834,372.48 +11.06.2018 20:50:00.000,1.17833,1.17848,1.17833,1.17848,244.75 +11.06.2018 20:55:00.000,1.17848,1.17853,1.17827,1.17833,318.04 +11.06.2018 21:00:00.000,1.17833,1.17840,1.17817,1.17836,70.73 +11.06.2018 21:05:00.000,1.17836,1.17838,1.17832,1.17836,231.43 +11.06.2018 21:10:00.000,1.17836,1.17838,1.17835,1.17835,105.38999999999999 +11.06.2018 21:15:00.000,1.17837,1.17838,1.17832,1.17835,175.5 +11.06.2018 21:20:00.000,1.17834,1.17837,1.17831,1.17834,127.75000000000001 +11.06.2018 21:25:00.000,1.17834,1.17837,1.17834,1.17837,94.58 +11.06.2018 21:30:00.000,1.17837,1.17837,1.17820,1.17831,310.53999999999996 +11.06.2018 21:35:00.000,1.17831,1.17841,1.17829,1.17841,650.92 +11.06.2018 21:40:00.000,1.17841,1.17844,1.17824,1.17829,226.22000000000003 +11.06.2018 21:45:00.000,1.17829,1.17829,1.17819,1.17822,208.34 +11.06.2018 21:50:00.000,1.17822,1.17823,1.17819,1.17822,210.48000000000002 +11.06.2018 21:55:00.000,1.17823,1.17829,1.17821,1.17822,396.56 +11.06.2018 22:00:00.000,1.17821,1.17827,1.17779,1.17811,400.18 +11.06.2018 22:05:00.000,1.17809,1.17820,1.17795,1.17795,544.8399999999999 +11.06.2018 22:10:00.000,1.17795,1.17798,1.17783,1.17794,494.38999999999993 +11.06.2018 22:15:00.000,1.17794,1.17795,1.17752,1.17756,357.57 +11.06.2018 22:20:00.000,1.17758,1.17765,1.17755,1.17755,317.76 +11.06.2018 22:25:00.000,1.17754,1.17764,1.17753,1.17764,308.33000000000004 +11.06.2018 22:30:00.000,1.17763,1.17772,1.17753,1.17753,275.58 +11.06.2018 22:35:00.000,1.17752,1.17754,1.17724,1.17736,151.99 +11.06.2018 22:40:00.000,1.17736,1.17748,1.17726,1.17726,136.47 +11.06.2018 22:45:00.000,1.17725,1.17736,1.17715,1.17715,266.13 +11.06.2018 22:50:00.000,1.17715,1.17745,1.17715,1.17745,305.78 +11.06.2018 22:55:00.000,1.17746,1.17751,1.17740,1.17749,194.8 +11.06.2018 23:00:00.000,1.17748,1.17764,1.17718,1.17762,229.07999999999998 +11.06.2018 23:05:00.000,1.17761,1.17774,1.17756,1.17774,175 +11.06.2018 23:10:00.000,1.17774,1.17783,1.17746,1.17748,369.89 +11.06.2018 23:15:00.000,1.17748,1.17764,1.17748,1.17757,408.1 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00:30:00.000,1.17451,1.17451,1.17410,1.17446,732.29 +12.06.2018 00:35:00.000,1.17446,1.17485,1.17442,1.17477,777.01 +12.06.2018 00:40:00.000,1.17477,1.17527,1.17468,1.17521,889.1199999999999 +12.06.2018 00:45:00.000,1.17522,1.17529,1.17505,1.17521,518.49 +12.06.2018 00:50:00.000,1.17521,1.17530,1.17496,1.17508,560.26 +12.06.2018 00:55:00.000,1.17508,1.17533,1.17508,1.17528,699.0799999999999 +12.06.2018 01:00:00.000,1.17528,1.17530,1.17435,1.17440,892.14 +12.06.2018 01:05:00.000,1.17442,1.17502,1.17441,1.17495,625.32 +12.06.2018 01:10:00.000,1.17495,1.17508,1.17457,1.17508,615.6200000000001 +12.06.2018 01:15:00.000,1.17507,1.17569,1.17502,1.17564,620.97 +12.06.2018 01:20:00.000,1.17564,1.17572,1.17558,1.17568,535.76 +12.06.2018 01:25:00.000,1.17569,1.17609,1.17559,1.17587,465.5899999999999 +12.06.2018 01:30:00.000,1.17588,1.17592,1.17561,1.17588,670.6400000000001 +12.06.2018 01:35:00.000,1.17589,1.17618,1.17586,1.17617,474.54 +12.06.2018 01:40:00.000,1.17616,1.17621,1.17602,1.17613,412.24 +12.06.2018 01:45:00.000,1.17614,1.17616,1.17592,1.17607,433.08000000000004 +12.06.2018 01:50:00.000,1.17605,1.17609,1.17583,1.17601,547.6700000000001 +12.06.2018 01:55:00.000,1.17601,1.17609,1.17593,1.17595,634.86 +12.06.2018 02:00:00.000,1.17600,1.17608,1.17593,1.17597,784.89 +12.06.2018 02:05:00.000,1.17597,1.17603,1.17551,1.17566,693.5600000000001 +12.06.2018 02:10:00.000,1.17566,1.17578,1.17551,1.17572,422.19 +12.06.2018 02:15:00.000,1.17571,1.17604,1.17567,1.17593,806.05 +12.06.2018 02:20:00.000,1.17593,1.17605,1.17589,1.17599,480.25999999999993 +12.06.2018 02:25:00.000,1.17601,1.17614,1.17582,1.17603,390.77000000000004 +12.06.2018 02:30:00.000,1.17603,1.17645,1.17599,1.17641,510.78000000000003 +12.06.2018 02:35:00.000,1.17640,1.17669,1.17626,1.17638,717.51 +12.06.2018 02:40:00.000,1.17639,1.17656,1.17637,1.17643,425.02 +12.06.2018 02:45:00.000,1.17642,1.17661,1.17641,1.17659,395.52 +12.06.2018 02:50:00.000,1.17659,1.17679,1.17651,1.17672,445.49 +12.06.2018 02:55:00.000,1.17673,1.17708,1.17673,1.17692,689.28 +12.06.2018 03:00:00.000,1.17693,1.17710,1.17680,1.17704,760.91 +12.06.2018 03:05:00.000,1.17704,1.17713,1.17688,1.17688,479.4 +12.06.2018 03:10:00.000,1.17688,1.17699,1.17687,1.17694,395.39000000000004 +12.06.2018 03:15:00.000,1.17694,1.17694,1.17659,1.17685,583.04 +12.06.2018 03:20:00.000,1.17684,1.17694,1.17668,1.17674,280.47 +12.06.2018 03:25:00.000,1.17674,1.17676,1.17652,1.17663,423.95 +12.06.2018 03:30:00.000,1.17661,1.17675,1.17656,1.17671,468.17 +12.06.2018 03:35:00.000,1.17670,1.17674,1.17657,1.17662,214.8 +12.06.2018 03:40:00.000,1.17662,1.17670,1.17656,1.17668,391.89 +12.06.2018 03:45:00.000,1.17668,1.17669,1.17618,1.17621,671.5600000000001 +12.06.2018 03:50:00.000,1.17618,1.17645,1.17618,1.17645,357.24 +12.06.2018 03:55:00.000,1.17645,1.17655,1.17642,1.17645,350.58 +12.06.2018 04:00:00.000,1.17645,1.17652,1.17636,1.17650,419.05 +12.06.2018 04:05:00.000,1.17650,1.17675,1.17645,1.17671,436.29 +12.06.2018 04:10:00.000,1.17671,1.17681,1.17657,1.17663,374.75 +12.06.2018 04:15:00.000,1.17664,1.17665,1.17647,1.17658,231.37 +12.06.2018 04:20:00.000,1.17658,1.17663,1.17642,1.17654,305.23 +12.06.2018 04:25:00.000,1.17653,1.17655,1.17644,1.17653,384.99 +12.06.2018 04:30:00.000,1.17651,1.17677,1.17645,1.17674,355.12 +12.06.2018 04:35:00.000,1.17673,1.17704,1.17670,1.17704,556.66 +12.06.2018 04:40:00.000,1.17702,1.17706,1.17683,1.17706,666.8000000000001 +12.06.2018 04:45:00.000,1.17706,1.17706,1.17675,1.17694,352.46000000000004 +12.06.2018 04:50:00.000,1.17694,1.17695,1.17681,1.17692,285.82000000000005 +12.06.2018 04:55:00.000,1.17693,1.17693,1.17679,1.17690,313.4 +12.06.2018 05:00:00.000,1.17689,1.17710,1.17678,1.17694,485.85999999999996 +12.06.2018 05:05:00.000,1.17694,1.17707,1.17689,1.17704,305.03999999999996 +12.06.2018 05:10:00.000,1.17704,1.17709,1.17678,1.17698,693.35 +12.06.2018 05:15:00.000,1.17699,1.17700,1.17678,1.17700,574.43 +12.06.2018 05:20:00.000,1.17699,1.17718,1.17677,1.17718,448.38 +12.06.2018 05:25:00.000,1.17717,1.17736,1.17679,1.17693,594.69 +12.06.2018 05:30:00.000,1.17693,1.17703,1.17667,1.17688,479.09 +12.06.2018 05:35:00.000,1.17688,1.17719,1.17688,1.17714,509.01 +12.06.2018 05:40:00.000,1.17714,1.17747,1.17713,1.17740,827.59 +12.06.2018 05:45:00.000,1.17740,1.17742,1.17705,1.17706,609.21 +12.06.2018 05:50:00.000,1.17705,1.17724,1.17700,1.17708,397.21 +12.06.2018 05:55:00.000,1.17708,1.17708,1.17672,1.17688,647.01 +12.06.2018 06:00:00.000,1.17690,1.17713,1.17680,1.17687,663.77 +12.06.2018 06:05:00.000,1.17688,1.17692,1.17622,1.17650,1286.5800000000002 +12.06.2018 06:10:00.000,1.17649,1.17664,1.17630,1.17630,1053.18 +12.06.2018 06:15:00.000,1.17627,1.17628,1.17577,1.17610,1344.7900000000002 +12.06.2018 06:20:00.000,1.17613,1.17631,1.17562,1.17574,1230.62 +12.06.2018 06:25:00.000,1.17575,1.17648,1.17574,1.17644,1098.6399999999999 +12.06.2018 06:30:00.000,1.17644,1.17644,1.17602,1.17639,716.4200000000001 +12.06.2018 06:35:00.000,1.17639,1.17688,1.17634,1.17673,1135.55 +12.06.2018 06:40:00.000,1.17675,1.17689,1.17650,1.17665,743.85 +12.06.2018 06:45:00.000,1.17668,1.17688,1.17626,1.17626,789.13 +12.06.2018 06:50:00.000,1.17626,1.17642,1.17613,1.17618,1044.7199999999998 +12.06.2018 06:55:00.000,1.17617,1.17657,1.17605,1.17657,964.61 +12.06.2018 07:00:00.000,1.17656,1.17815,1.17656,1.17789,1445.8600000000001 +12.06.2018 07:05:00.000,1.17788,1.17818,1.17767,1.17806,1059.77 +12.06.2018 07:10:00.000,1.17805,1.17897,1.17803,1.17872,1327.25 +12.06.2018 07:15:00.000,1.17873,1.17961,1.17873,1.17913,1849.1799999999998 +12.06.2018 07:20:00.000,1.17916,1.17953,1.17881,1.17934,1288.9800000000002 +12.06.2018 07:25:00.000,1.17935,1.18001,1.17929,1.17971,1219.23 +12.06.2018 07:30:00.000,1.17970,1.18037,1.17969,1.17995,1467.04 +12.06.2018 07:35:00.000,1.17995,1.18032,1.17960,1.17970,1262.64 +12.06.2018 07:40:00.000,1.17971,1.17974,1.17940,1.17951,1017.9399999999999 +12.06.2018 07:45:00.000,1.17954,1.17960,1.17916,1.17922,1122.1000000000001 +12.06.2018 07:50:00.000,1.17922,1.17948,1.17912,1.17919,1136.28 +12.06.2018 07:55:00.000,1.17917,1.17959,1.17916,1.17938,1081.86 +12.06.2018 08:00:00.000,1.17938,1.18078,1.17938,1.18051,1236.52 +12.06.2018 08:05:00.000,1.18046,1.18055,1.17968,1.17994,1459.57 +12.06.2018 08:10:00.000,1.17992,1.18021,1.17978,1.17996,1104.25 +12.06.2018 08:15:00.000,1.17997,1.18088,1.17985,1.18042,1483.99 +12.06.2018 08:20:00.000,1.18039,1.18044,1.17992,1.17996,1094.3400000000001 +12.06.2018 08:25:00.000,1.17998,1.18006,1.17935,1.17950,1245.22 +12.06.2018 08:30:00.000,1.17950,1.18034,1.17942,1.18016,1342.68 +12.06.2018 08:35:00.000,1.18016,1.18037,1.17984,1.18000,1055.52 +12.06.2018 08:40:00.000,1.18000,1.18018,1.17971,1.17976,877.3499999999999 +12.06.2018 08:45:00.000,1.17978,1.17980,1.17903,1.17907,1526.1 +12.06.2018 08:50:00.000,1.17906,1.17946,1.17874,1.17945,1622.41 +12.06.2018 08:55:00.000,1.17946,1.17954,1.17926,1.17941,1100.3799999999999 +12.06.2018 09:00:00.000,1.17941,1.17941,1.17860,1.17886,1798.28 +12.06.2018 09:05:00.000,1.17886,1.17947,1.17886,1.17905,1388.1799999999998 +12.06.2018 09:10:00.000,1.17905,1.17957,1.17897,1.17948,1131.2 +12.06.2018 09:15:00.000,1.17949,1.17997,1.17932,1.17974,1174.4299999999998 +12.06.2018 09:20:00.000,1.17976,1.18031,1.17974,1.18028,1044.64 +12.06.2018 09:25:00.000,1.18029,1.18030,1.17961,1.17962,1064.29 +12.06.2018 09:30:00.000,1.17962,1.17988,1.17959,1.17962,1001.99 +12.06.2018 09:35:00.000,1.17960,1.17995,1.17937,1.17941,845.87 +12.06.2018 09:40:00.000,1.17942,1.17993,1.17939,1.17973,730.52 +12.06.2018 09:45:00.000,1.17974,1.17980,1.17947,1.17947,834.7 +12.06.2018 09:50:00.000,1.17950,1.17951,1.17932,1.17933,691.24 +12.06.2018 09:55:00.000,1.17933,1.17972,1.17929,1.17960,892.8100000000001 +12.06.2018 10:00:00.000,1.17959,1.17961,1.17906,1.17933,1247.29 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11:20:00.000,1.17823,1.17863,1.17823,1.17847,797.9 +12.06.2018 11:25:00.000,1.17846,1.17849,1.17782,1.17782,620.25 +12.06.2018 11:30:00.000,1.17781,1.17792,1.17761,1.17788,944.19 +12.06.2018 11:35:00.000,1.17790,1.17830,1.17790,1.17828,604.78 +12.06.2018 11:40:00.000,1.17828,1.17849,1.17822,1.17840,433.91 +12.06.2018 11:45:00.000,1.17840,1.17856,1.17823,1.17856,581.59 +12.06.2018 11:50:00.000,1.17855,1.17873,1.17848,1.17859,660.72 +12.06.2018 11:55:00.000,1.17859,1.17948,1.17856,1.17938,1384.2900000000002 +12.06.2018 12:00:00.000,1.17938,1.17946,1.17896,1.17914,1206.57 +12.06.2018 12:05:00.000,1.17914,1.17915,1.17869,1.17869,1065.83 +12.06.2018 12:10:00.000,1.17868,1.17879,1.17814,1.17873,1166.04 +12.06.2018 12:15:00.000,1.17872,1.17903,1.17867,1.17874,1207.58 +12.06.2018 12:20:00.000,1.17876,1.17877,1.17810,1.17823,1346.8799999999999 +12.06.2018 12:25:00.000,1.17825,1.17846,1.17778,1.17790,1175.74 +12.06.2018 12:30:00.000,1.17791,1.17953,1.17754,1.17899,2172.56 +12.06.2018 12:35:00.000,1.17899,1.17951,1.17887,1.17922,2081.4 +12.06.2018 12:40:00.000,1.17921,1.17956,1.17907,1.17935,1751.21 +12.06.2018 12:45:00.000,1.17936,1.17940,1.17887,1.17897,1410.32 +12.06.2018 12:50:00.000,1.17897,1.17983,1.17882,1.17973,1607.27 +12.06.2018 12:55:00.000,1.17973,1.18007,1.17943,1.18005,1256.54 +12.06.2018 13:00:00.000,1.18005,1.18007,1.17956,1.17985,1198.09 +12.06.2018 13:05:00.000,1.17985,1.17985,1.17926,1.17966,1160.47 +12.06.2018 13:10:00.000,1.17966,1.17978,1.17924,1.17933,1355.34 +12.06.2018 13:15:00.000,1.17933,1.17959,1.17902,1.17948,1245.5500000000002 +12.06.2018 13:20:00.000,1.17950,1.17987,1.17938,1.17947,1591.6399999999999 +12.06.2018 13:25:00.000,1.17947,1.17965,1.17905,1.17920,885.69 +12.06.2018 13:30:00.000,1.17919,1.17938,1.17905,1.17937,1176.3500000000001 +12.06.2018 13:35:00.000,1.17937,1.17951,1.17880,1.17936,1476.63 +12.06.2018 13:40:00.000,1.17938,1.17938,1.17857,1.17885,1511.05 +12.06.2018 13:45:00.000,1.17887,1.17918,1.17881,1.17902,1494.8600000000001 +12.06.2018 13:50:00.000,1.17902,1.17923,1.17873,1.17917,1087.8799999999999 +12.06.2018 13:55:00.000,1.17916,1.17936,1.17866,1.17883,1434.21 +12.06.2018 14:00:00.000,1.17880,1.17931,1.17831,1.17925,1459.27 +12.06.2018 14:05:00.000,1.17925,1.17929,1.17848,1.17878,1115.48 +12.06.2018 14:10:00.000,1.17878,1.17929,1.17863,1.17925,1399.58 +12.06.2018 14:15:00.000,1.17924,1.17944,1.17898,1.17931,1232.67 +12.06.2018 14:20:00.000,1.17931,1.17958,1.17897,1.17933,1348.73 +12.06.2018 14:25:00.000,1.17933,1.17942,1.17888,1.17888,1258.36 +12.06.2018 14:30:00.000,1.17890,1.17905,1.17857,1.17899,1288.12 +12.06.2018 14:35:00.000,1.17899,1.17905,1.17849,1.17891,1326.8999999999999 +12.06.2018 14:40:00.000,1.17892,1.17912,1.17867,1.17892,1048.89 +12.06.2018 14:45:00.000,1.17892,1.17913,1.17871,1.17909,1374.4499999999998 +12.06.2018 14:50:00.000,1.17913,1.17933,1.17856,1.17880,1421.59 +12.06.2018 14:55:00.000,1.17879,1.17890,1.17825,1.17866,1425.1799999999998 +12.06.2018 15:00:00.000,1.17867,1.17873,1.17835,1.17853,980.8499999999999 +12.06.2018 15:05:00.000,1.17855,1.17865,1.17821,1.17821,1058.94 +12.06.2018 15:10:00.000,1.17820,1.17825,1.17793,1.17823,1323.26 +12.06.2018 15:15:00.000,1.17822,1.17870,1.17800,1.17869,1292.2 +12.06.2018 15:20:00.000,1.17871,1.17879,1.17831,1.17853,1332.79 +12.06.2018 15:25:00.000,1.17851,1.17889,1.17834,1.17888,1165.45 +12.06.2018 15:30:00.000,1.17888,1.17928,1.17881,1.17901,1415.33 +12.06.2018 15:35:00.000,1.17902,1.17932,1.17874,1.17922,1274.5100000000002 +12.06.2018 15:40:00.000,1.17922,1.17953,1.17918,1.17922,1141.35 +12.06.2018 15:45:00.000,1.17922,1.17928,1.17910,1.17923,612.26 +12.06.2018 15:50:00.000,1.17924,1.17937,1.17902,1.17903,577.48 +12.06.2018 15:55:00.000,1.17903,1.17952,1.17895,1.17909,1043.1399999999999 +12.06.2018 16:00:00.000,1.17909,1.17931,1.17870,1.17882,1170.69 +12.06.2018 16:05:00.000,1.17881,1.17912,1.17872,1.17880,756.6999999999999 +12.06.2018 16:10:00.000,1.17883,1.17898,1.17864,1.17884,793.46 +12.06.2018 16:15:00.000,1.17884,1.17887,1.17831,1.17841,1122.9399999999998 +12.06.2018 16:20:00.000,1.17841,1.17841,1.17802,1.17823,758.65 +12.06.2018 16:25:00.000,1.17823,1.17834,1.17788,1.17793,685.6600000000001 +12.06.2018 16:30:00.000,1.17795,1.17813,1.17771,1.17790,1116.5 +12.06.2018 16:35:00.000,1.17791,1.17820,1.17777,1.17812,764.8699999999999 +12.06.2018 16:40:00.000,1.17812,1.17826,1.17789,1.17814,648.2 +12.06.2018 16:45:00.000,1.17813,1.17830,1.17803,1.17823,737.36 +12.06.2018 16:50:00.000,1.17825,1.17834,1.17799,1.17802,833.37 +12.06.2018 16:55:00.000,1.17803,1.17803,1.17729,1.17735,1162.91 +12.06.2018 17:00:00.000,1.17734,1.17734,1.17680,1.17730,1291.16 +12.06.2018 17:05:00.000,1.17730,1.17734,1.17680,1.17690,1003.27 +12.06.2018 17:10:00.000,1.17688,1.17688,1.17505,1.17519,1807.5 +12.06.2018 17:15:00.000,1.17517,1.17557,1.17430,1.17436,1737.05 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18:30:00.000,1.17362,1.17394,1.17334,1.17367,844.99 +12.06.2018 18:35:00.000,1.17366,1.17373,1.17346,1.17364,871.15 +12.06.2018 18:40:00.000,1.17363,1.17437,1.17360,1.17413,814.73 +12.06.2018 18:45:00.000,1.17413,1.17458,1.17399,1.17456,640.2 +12.06.2018 18:50:00.000,1.17456,1.17472,1.17437,1.17466,584.25 +12.06.2018 18:55:00.000,1.17467,1.17512,1.17453,1.17497,946.53 +12.06.2018 19:00:00.000,1.17500,1.17500,1.17465,1.17479,973.45 +12.06.2018 19:05:00.000,1.17479,1.17502,1.17474,1.17498,609.65 +12.06.2018 19:10:00.000,1.17499,1.17504,1.17491,1.17500,458.47 +12.06.2018 19:15:00.000,1.17501,1.17544,1.17498,1.17533,678.61 +12.06.2018 19:20:00.000,1.17534,1.17546,1.17525,1.17526,599.29 +12.06.2018 19:25:00.000,1.17526,1.17548,1.17524,1.17545,595.41 +12.06.2018 19:30:00.000,1.17547,1.17547,1.17520,1.17528,624.4300000000001 +12.06.2018 19:35:00.000,1.17528,1.17528,1.17500,1.17502,390.24 +12.06.2018 19:40:00.000,1.17503,1.17521,1.17486,1.17519,750.2 +12.06.2018 19:45:00.000,1.17520,1.17536,1.17517,1.17532,606.59 +12.06.2018 19:50:00.000,1.17532,1.17535,1.17474,1.17478,653.61 +12.06.2018 19:55:00.000,1.17478,1.17519,1.17478,1.17513,810.9800000000001 +12.06.2018 20:00:00.000,1.17513,1.17513,1.17492,1.17498,713.25 +12.06.2018 20:05:00.000,1.17498,1.17500,1.17481,1.17482,444.41999999999996 +12.06.2018 20:10:00.000,1.17483,1.17493,1.17478,1.17493,340.63000000000005 +12.06.2018 20:15:00.000,1.17494,1.17500,1.17487,1.17492,234.56 +12.06.2018 20:20:00.000,1.17489,1.17500,1.17482,1.17485,199.84999999999997 +12.06.2018 20:25:00.000,1.17486,1.17486,1.17476,1.17479,253.43 +12.06.2018 20:30:00.000,1.17479,1.17482,1.17467,1.17467,541.6700000000001 +12.06.2018 20:35:00.000,1.17467,1.17473,1.17460,1.17462,434.65999999999997 +12.06.2018 20:40:00.000,1.17461,1.17467,1.17451,1.17451,392.07 +12.06.2018 20:45:00.000,1.17452,1.17453,1.17446,1.17446,383.39 +12.06.2018 20:50:00.000,1.17447,1.17464,1.17446,1.17452,570.73 +12.06.2018 20:55:00.000,1.17452,1.17460,1.17441,1.17446,416.82 +12.06.2018 21:00:00.000,1.17448,1.17452,1.17434,1.17448,69.37 +12.06.2018 21:05:00.000,1.17449,1.17471,1.17444,1.17449,184.42000000000002 +12.06.2018 21:10:00.000,1.17448,1.17457,1.17448,1.17452,179.21 +12.06.2018 21:15:00.000,1.17451,1.17470,1.17449,1.17467,97.22 +12.06.2018 21:20:00.000,1.17469,1.17474,1.17460,1.17462,133.31 +12.06.2018 21:25:00.000,1.17461,1.17465,1.17460,1.17461,118.86 +12.06.2018 21:30:00.000,1.17460,1.17464,1.17459,1.17459,114.6 +12.06.2018 21:35:00.000,1.17460,1.17463,1.17458,1.17461,52.269999999999996 +12.06.2018 21:40:00.000,1.17464,1.17468,1.17434,1.17455,199.25 +12.06.2018 21:45:00.000,1.17453,1.17464,1.17448,1.17450,261.51 +12.06.2018 21:50:00.000,1.17450,1.17462,1.17434,1.17444,205.11 +12.06.2018 21:55:00.000,1.17444,1.17469,1.17432,1.17440,731.75 +12.06.2018 22:00:00.000,1.17440,1.17473,1.17440,1.17462,314.98 +12.06.2018 22:05:00.000,1.17462,1.17463,1.17445,1.17445,362.28 +12.06.2018 22:10:00.000,1.17445,1.17463,1.17445,1.17459,440.37 +12.06.2018 22:15:00.000,1.17461,1.17473,1.17456,1.17463,314.69 +12.06.2018 22:20:00.000,1.17463,1.17465,1.17444,1.17455,255.18999999999997 +12.06.2018 22:25:00.000,1.17455,1.17463,1.17447,1.17462,197.29999999999998 +12.06.2018 22:30:00.000,1.17463,1.17465,1.17435,1.17441,295.83 +12.06.2018 22:35:00.000,1.17440,1.17463,1.17440,1.17457,330.52000000000004 +12.06.2018 22:40:00.000,1.17456,1.17461,1.17419,1.17419,343.94 +12.06.2018 22:45:00.000,1.17419,1.17431,1.17409,1.17431,261.51 +12.06.2018 22:50:00.000,1.17432,1.17444,1.17430,1.17441,258.90000000000003 +12.06.2018 22:55:00.000,1.17441,1.17459,1.17438,1.17458,159.93 +12.06.2018 23:00:00.000,1.17458,1.17459,1.17420,1.17440,579.41 +12.06.2018 23:05:00.000,1.17438,1.17442,1.17425,1.17441,283.01 +12.06.2018 23:10:00.000,1.17441,1.17459,1.17441,1.17457,271.58000000000004 +12.06.2018 23:15:00.000,1.17457,1.17458,1.17446,1.17453,314.29999999999995 +12.06.2018 23:20:00.000,1.17453,1.17457,1.17449,1.17456,184.70999999999998 +12.06.2018 23:25:00.000,1.17457,1.17467,1.17457,1.17467,145.99 +12.06.2018 23:30:00.000,1.17466,1.17467,1.17460,1.17460,238.54 +12.06.2018 23:35:00.000,1.17462,1.17479,1.17458,1.17459,236.92000000000002 +12.06.2018 23:40:00.000,1.17459,1.17470,1.17458,1.17465,329.56 +12.06.2018 23:45:00.000,1.17465,1.17470,1.17458,1.17469,312.37 +12.06.2018 23:50:00.000,1.17470,1.17475,1.17459,1.17474,397.76 +12.06.2018 23:55:00.000,1.17474,1.17480,1.17471,1.17475,346.28000000000003 +13.06.2018 00:00:00.000,1.17475,1.17496,1.17465,1.17495,468.61 +13.06.2018 00:05:00.000,1.17495,1.17502,1.17479,1.17485,408.41999999999996 +13.06.2018 00:10:00.000,1.17485,1.17485,1.17460,1.17469,427.28000000000003 +13.06.2018 00:15:00.000,1.17471,1.17480,1.17460,1.17465,357.43 +13.06.2018 00:20:00.000,1.17465,1.17479,1.17459,1.17464,242.89000000000001 +13.06.2018 00:25:00.000,1.17465,1.17476,1.17458,1.17476,373.8299999999999 +13.06.2018 00:30:00.000,1.17475,1.17499,1.17475,1.17497,362.04999999999995 +13.06.2018 00:35:00.000,1.17495,1.17524,1.17493,1.17517,428.56 +13.06.2018 00:40:00.000,1.17517,1.17522,1.17491,1.17492,424.61 +13.06.2018 00:45:00.000,1.17492,1.17504,1.17466,1.17466,659.3499999999999 +13.06.2018 00:50:00.000,1.17469,1.17482,1.17461,1.17468,500.94 +13.06.2018 00:55:00.000,1.17467,1.17467,1.17447,1.17456,680.4899999999999 +13.06.2018 01:00:00.000,1.17457,1.17467,1.17451,1.17460,432.22 +13.06.2018 01:05:00.000,1.17461,1.17467,1.17441,1.17445,642.73 +13.06.2018 01:10:00.000,1.17445,1.17446,1.17399,1.17410,764.97 +13.06.2018 01:15:00.000,1.17407,1.17422,1.17406,1.17418,541.75 +13.06.2018 01:20:00.000,1.17417,1.17437,1.17413,1.17431,408.55 +13.06.2018 01:25:00.000,1.17431,1.17442,1.17428,1.17436,194.82999999999998 +13.06.2018 01:30:00.000,1.17440,1.17448,1.17433,1.17438,276.09 +13.06.2018 01:35:00.000,1.17438,1.17443,1.17426,1.17438,432.76 +13.06.2018 01:40:00.000,1.17439,1.17447,1.17436,1.17443,367.84000000000003 +13.06.2018 01:45:00.000,1.17446,1.17452,1.17443,1.17448,244.22000000000003 +13.06.2018 01:50:00.000,1.17447,1.17478,1.17447,1.17478,471.06 +13.06.2018 01:55:00.000,1.17479,1.17482,1.17456,1.17456,456.73 +13.06.2018 02:00:00.000,1.17453,1.17469,1.17445,1.17468,362.81000000000006 +13.06.2018 02:05:00.000,1.17467,1.17469,1.17461,1.17464,349.82 +13.06.2018 02:10:00.000,1.17464,1.17489,1.17460,1.17487,456.3 +13.06.2018 02:15:00.000,1.17487,1.17492,1.17481,1.17487,378.0799999999999 +13.06.2018 02:20:00.000,1.17487,1.17492,1.17479,1.17481,258.92 +13.06.2018 02:25:00.000,1.17482,1.17484,1.17457,1.17462,323.76000000000005 +13.06.2018 02:30:00.000,1.17462,1.17463,1.17448,1.17451,270.97 +13.06.2018 02:35:00.000,1.17452,1.17454,1.17441,1.17452,280.68000000000006 +13.06.2018 02:40:00.000,1.17451,1.17457,1.17447,1.17453,314.14 +13.06.2018 02:45:00.000,1.17453,1.17477,1.17453,1.17473,349.9 +13.06.2018 02:50:00.000,1.17473,1.17485,1.17471,1.17481,292.98 +13.06.2018 02:55:00.000,1.17480,1.17482,1.17473,1.17478,331.99 +13.06.2018 03:00:00.000,1.17478,1.17478,1.17455,1.17471,367.6 +13.06.2018 03:05:00.000,1.17471,1.17473,1.17460,1.17465,264.43 +13.06.2018 03:10:00.000,1.17465,1.17466,1.17459,1.17461,251.55 +13.06.2018 03:15:00.000,1.17461,1.17462,1.17452,1.17453,255.33999999999997 +13.06.2018 03:20:00.000,1.17453,1.17453,1.17430,1.17436,493.4000000000001 +13.06.2018 03:25:00.000,1.17436,1.17454,1.17432,1.17437,445.64 +13.06.2018 03:30:00.000,1.17437,1.17446,1.17431,1.17446,247.17000000000002 +13.06.2018 03:35:00.000,1.17445,1.17457,1.17444,1.17450,403.85 +13.06.2018 03:40:00.000,1.17450,1.17456,1.17450,1.17452,236.23000000000002 +13.06.2018 03:45:00.000,1.17451,1.17461,1.17447,1.17448,216.04 +13.06.2018 03:50:00.000,1.17447,1.17451,1.17435,1.17435,400.93 +13.06.2018 03:55:00.000,1.17435,1.17445,1.17435,1.17445,226.77000000000004 +13.06.2018 04:00:00.000,1.17445,1.17449,1.17396,1.17411,595.3699999999999 +13.06.2018 04:05:00.000,1.17411,1.17437,1.17411,1.17436,521.0600000000001 +13.06.2018 04:10:00.000,1.17437,1.17441,1.17426,1.17431,351.29 +13.06.2018 04:15:00.000,1.17431,1.17442,1.17425,1.17438,331.91 +13.06.2018 04:20:00.000,1.17438,1.17441,1.17431,1.17432,173.03 +13.06.2018 04:25:00.000,1.17431,1.17441,1.17431,1.17440,189.58 +13.06.2018 04:30:00.000,1.17440,1.17440,1.17426,1.17426,248.45999999999998 +13.06.2018 04:35:00.000,1.17425,1.17447,1.17425,1.17443,185.98000000000002 +13.06.2018 04:40:00.000,1.17443,1.17444,1.17426,1.17426,119.66 +13.06.2018 04:45:00.000,1.17426,1.17438,1.17423,1.17431,190.05 +13.06.2018 04:50:00.000,1.17432,1.17437,1.17426,1.17428,245.70000000000002 +13.06.2018 04:55:00.000,1.17428,1.17437,1.17427,1.17437,131.53 +13.06.2018 05:00:00.000,1.17437,1.17452,1.17436,1.17442,369.59000000000003 +13.06.2018 05:05:00.000,1.17441,1.17442,1.17422,1.17425,340.22999999999996 +13.06.2018 05:10:00.000,1.17424,1.17456,1.17410,1.17453,469.18000000000006 +13.06.2018 05:15:00.000,1.17453,1.17482,1.17448,1.17482,542.31 +13.06.2018 05:20:00.000,1.17482,1.17509,1.17482,1.17505,566.15 +13.06.2018 05:25:00.000,1.17504,1.17504,1.17476,1.17481,466.54999999999995 +13.06.2018 05:30:00.000,1.17482,1.17502,1.17477,1.17485,434.07 +13.06.2018 05:35:00.000,1.17485,1.17507,1.17476,1.17502,470.18999999999994 +13.06.2018 05:40:00.000,1.17503,1.17505,1.17484,1.17496,522.1700000000001 +13.06.2018 05:45:00.000,1.17496,1.17529,1.17485,1.17518,560.67 +13.06.2018 05:50:00.000,1.17519,1.17523,1.17494,1.17500,451.76 +13.06.2018 05:55:00.000,1.17501,1.17519,1.17491,1.17511,406.90000000000003 +13.06.2018 06:00:00.000,1.17511,1.17511,1.17473,1.17477,651.83 +13.06.2018 06:05:00.000,1.17477,1.17481,1.17420,1.17437,997.35 +13.06.2018 06:10:00.000,1.17438,1.17443,1.17390,1.17397,801.4000000000001 +13.06.2018 06:15:00.000,1.17397,1.17405,1.17300,1.17347,1145.6599999999999 +13.06.2018 06:20:00.000,1.17346,1.17366,1.17320,1.17337,960.51 +13.06.2018 06:25:00.000,1.17338,1.17379,1.17320,1.17351,907.46 +13.06.2018 06:30:00.000,1.17352,1.17388,1.17332,1.17363,941.6199999999999 +13.06.2018 06:35:00.000,1.17364,1.17393,1.17355,1.17383,817.3 +13.06.2018 06:40:00.000,1.17383,1.17390,1.17340,1.17353,575.5500000000001 +13.06.2018 06:45:00.000,1.17352,1.17412,1.17337,1.17393,723.4100000000001 +13.06.2018 06:50:00.000,1.17395,1.17420,1.17378,1.17385,789.67 +13.06.2018 06:55:00.000,1.17384,1.17405,1.17350,1.17396,1091.11 +13.06.2018 07:00:00.000,1.17396,1.17501,1.17394,1.17473,1171.97 +13.06.2018 07:05:00.000,1.17472,1.17501,1.17446,1.17498,1013.5 +13.06.2018 07:10:00.000,1.17496,1.17536,1.17480,1.17487,882.17 +13.06.2018 07:15:00.000,1.17487,1.17511,1.17470,1.17486,877.54 +13.06.2018 07:20:00.000,1.17487,1.17495,1.17424,1.17426,886.8399999999999 +13.06.2018 07:25:00.000,1.17425,1.17470,1.17424,1.17470,940.49 +13.06.2018 07:30:00.000,1.17469,1.17504,1.17469,1.17472,987.63 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08:45:00.000,1.17457,1.17457,1.17412,1.17412,800.9599999999999 +13.06.2018 08:50:00.000,1.17412,1.17452,1.17399,1.17430,880.6600000000001 +13.06.2018 08:55:00.000,1.17431,1.17439,1.17403,1.17437,724.24 +13.06.2018 09:00:00.000,1.17439,1.17446,1.17390,1.17439,875.3599999999999 +13.06.2018 09:05:00.000,1.17438,1.17499,1.17438,1.17491,963.34 +13.06.2018 09:10:00.000,1.17491,1.17491,1.17468,1.17477,560.3 +13.06.2018 09:15:00.000,1.17478,1.17479,1.17439,1.17448,717.3399999999999 +13.06.2018 09:20:00.000,1.17448,1.17489,1.17412,1.17472,1032.3700000000001 +13.06.2018 09:25:00.000,1.17473,1.17490,1.17453,1.17477,1070.83 +13.06.2018 09:30:00.000,1.17478,1.17493,1.17440,1.17483,1262.4300000000003 +13.06.2018 09:35:00.000,1.17483,1.17493,1.17454,1.17478,942.27 +13.06.2018 09:40:00.000,1.17477,1.17484,1.17455,1.17455,957.75 +13.06.2018 09:45:00.000,1.17455,1.17501,1.17452,1.17496,837.53 +13.06.2018 09:50:00.000,1.17500,1.17620,1.17482,1.17581,1487.73 +13.06.2018 09:55:00.000,1.17580,1.17597,1.17546,1.17550,1166.8899999999999 +13.06.2018 10:00:00.000,1.17548,1.17613,1.17548,1.17572,1230.8400000000001 +13.06.2018 10:05:00.000,1.17571,1.17596,1.17532,1.17596,983.45 +13.06.2018 10:10:00.000,1.17597,1.17643,1.17597,1.17624,950.98 +13.06.2018 10:15:00.000,1.17626,1.17669,1.17618,1.17647,1007.95 +13.06.2018 10:20:00.000,1.17648,1.17685,1.17648,1.17682,743.19 +13.06.2018 10:25:00.000,1.17683,1.17702,1.17641,1.17645,1043.98 +13.06.2018 10:30:00.000,1.17647,1.17669,1.17625,1.17661,1021.22 +13.06.2018 10:35:00.000,1.17661,1.17666,1.17637,1.17639,1013.03 +13.06.2018 10:40:00.000,1.17640,1.17665,1.17623,1.17632,1015.52 +13.06.2018 10:45:00.000,1.17632,1.17646,1.17621,1.17630,827.15 +13.06.2018 10:50:00.000,1.17629,1.17654,1.17617,1.17626,775.89 +13.06.2018 10:55:00.000,1.17629,1.17643,1.17602,1.17621,737.74 +13.06.2018 11:00:00.000,1.17620,1.17632,1.17565,1.17565,1195.99 +13.06.2018 11:05:00.000,1.17565,1.17602,1.17553,1.17595,857.06 +13.06.2018 11:10:00.000,1.17595,1.17660,1.17569,1.17653,940.8500000000001 +13.06.2018 11:15:00.000,1.17653,1.17658,1.17618,1.17618,776.28 +13.06.2018 11:20:00.000,1.17617,1.17630,1.17569,1.17571,889.6400000000001 +13.06.2018 11:25:00.000,1.17571,1.17588,1.17554,1.17562,922.1 +13.06.2018 11:30:00.000,1.17563,1.17582,1.17529,1.17532,844.8199999999999 +13.06.2018 11:35:00.000,1.17534,1.17556,1.17521,1.17556,853.8499999999999 +13.06.2018 11:40:00.000,1.17557,1.17562,1.17529,1.17541,782.98 +13.06.2018 11:45:00.000,1.17541,1.17548,1.17512,1.17541,918.6400000000001 +13.06.2018 11:50:00.000,1.17542,1.17550,1.17526,1.17537,975.5799999999999 +13.06.2018 11:55:00.000,1.17536,1.17564,1.17512,1.17556,951.8999999999999 +13.06.2018 12:00:00.000,1.17555,1.17609,1.17555,1.17583,1174.39 +13.06.2018 12:05:00.000,1.17584,1.17589,1.17552,1.17584,1140.06 +13.06.2018 12:10:00.000,1.17585,1.17648,1.17585,1.17639,958.1700000000001 +13.06.2018 12:15:00.000,1.17640,1.17668,1.17625,1.17665,989.4300000000001 +13.06.2018 12:20:00.000,1.17664,1.17671,1.17636,1.17638,1277.6000000000001 +13.06.2018 12:25:00.000,1.17638,1.17653,1.17626,1.17629,977.62 +13.06.2018 12:30:00.000,1.17629,1.17657,1.17588,1.17654,1351.27 +13.06.2018 12:35:00.000,1.17654,1.17671,1.17640,1.17658,1180.22 +13.06.2018 12:40:00.000,1.17661,1.17692,1.17658,1.17683,970.9499999999999 +13.06.2018 12:45:00.000,1.17682,1.17731,1.17679,1.17721,1313.72 +13.06.2018 12:50:00.000,1.17721,1.17746,1.17714,1.17744,1136.9 +13.06.2018 12:55:00.000,1.17743,1.17758,1.17732,1.17742,826.8100000000001 +13.06.2018 13:00:00.000,1.17743,1.17789,1.17738,1.17747,1465.2700000000002 +13.06.2018 13:05:00.000,1.17746,1.17774,1.17735,1.17769,1127.43 +13.06.2018 13:10:00.000,1.17769,1.17787,1.17760,1.17787,838.1999999999999 +13.06.2018 13:15:00.000,1.17787,1.17788,1.17754,1.17777,960.37 +13.06.2018 13:20:00.000,1.17776,1.17819,1.17775,1.17801,1174.81 +13.06.2018 13:25:00.000,1.17801,1.17801,1.17767,1.17781,1701.6599999999999 +13.06.2018 13:30:00.000,1.17780,1.17793,1.17740,1.17740,1199.4 +13.06.2018 13:35:00.000,1.17740,1.17767,1.17735,1.17742,1311.46 +13.06.2018 13:40:00.000,1.17742,1.17742,1.17716,1.17722,913.6600000000001 +13.06.2018 13:45:00.000,1.17725,1.17739,1.17700,1.17734,979.81 +13.06.2018 13:50:00.000,1.17735,1.17740,1.17693,1.17699,929.79 +13.06.2018 13:55:00.000,1.17698,1.17704,1.17665,1.17677,1338.21 +13.06.2018 14:00:00.000,1.17678,1.17727,1.17678,1.17719,1231.95 +13.06.2018 14:05:00.000,1.17719,1.17732,1.17682,1.17697,1046.72 +13.06.2018 14:10:00.000,1.17696,1.17739,1.17696,1.17725,1010.9800000000001 +13.06.2018 14:15:00.000,1.17726,1.17746,1.17706,1.17724,905.45 +13.06.2018 14:20:00.000,1.17723,1.17782,1.17707,1.17770,1027.1799999999998 +13.06.2018 14:25:00.000,1.17771,1.17795,1.17740,1.17745,1221.82 +13.06.2018 14:30:00.000,1.17746,1.17796,1.17746,1.17780,1478.06 +13.06.2018 14:35:00.000,1.17781,1.17809,1.17735,1.17745,1214.3899999999999 +13.06.2018 14:40:00.000,1.17749,1.17762,1.17700,1.17726,1251.64 +13.06.2018 14:45:00.000,1.17727,1.17731,1.17695,1.17696,973.17 +13.06.2018 14:50:00.000,1.17696,1.17720,1.17679,1.17706,1135.22 +13.06.2018 14:55:00.000,1.17706,1.17746,1.17699,1.17716,1529.7800000000002 +13.06.2018 15:00:00.000,1.17719,1.17747,1.17716,1.17747,1292.87 +13.06.2018 15:05:00.000,1.17754,1.17764,1.17720,1.17727,1177.01 +13.06.2018 15:10:00.000,1.17727,1.17767,1.17725,1.17760,1134.25 +13.06.2018 15:15:00.000,1.17762,1.17765,1.17715,1.17718,981.42 +13.06.2018 15:20:00.000,1.17717,1.17733,1.17694,1.17698,1089.87 +13.06.2018 15:25:00.000,1.17698,1.17759,1.17698,1.17758,984.43 +13.06.2018 15:30:00.000,1.17757,1.17818,1.17753,1.17797,909.89 +13.06.2018 15:35:00.000,1.17797,1.17810,1.17771,1.17810,901.5300000000001 +13.06.2018 15:40:00.000,1.17810,1.17881,1.17810,1.17869,1233.61 +13.06.2018 15:45:00.000,1.17868,1.17871,1.17853,1.17866,757.93 +13.06.2018 15:50:00.000,1.17864,1.17864,1.17825,1.17826,727.44 +13.06.2018 15:55:00.000,1.17827,1.17833,1.17800,1.17827,790.09 +13.06.2018 16:00:00.000,1.17827,1.17854,1.17827,1.17846,777.98 +13.06.2018 16:05:00.000,1.17847,1.17883,1.17831,1.17876,842.0799999999999 +13.06.2018 16:10:00.000,1.17876,1.17889,1.17835,1.17885,1219.21 +13.06.2018 16:15:00.000,1.17885,1.17895,1.17834,1.17835,909.15 +13.06.2018 16:20:00.000,1.17835,1.17850,1.17817,1.17847,577.49 +13.06.2018 16:25:00.000,1.17847,1.17863,1.17827,1.17862,823.7800000000001 +13.06.2018 16:30:00.000,1.17863,1.17891,1.17851,1.17859,1051.08 +13.06.2018 16:35:00.000,1.17858,1.17876,1.17850,1.17870,732.2900000000001 +13.06.2018 16:40:00.000,1.17869,1.17879,1.17858,1.17862,939.3199999999999 +13.06.2018 16:45:00.000,1.17862,1.17865,1.17830,1.17846,522.44 +13.06.2018 16:50:00.000,1.17846,1.17860,1.17836,1.17859,742.35 +13.06.2018 16:55:00.000,1.17860,1.17919,1.17841,1.17905,895.87 +13.06.2018 17:00:00.000,1.17907,1.17927,1.17885,1.17911,728.2500000000001 +13.06.2018 17:05:00.000,1.17911,1.17911,1.17841,1.17845,867.28 +13.06.2018 17:10:00.000,1.17845,1.17871,1.17845,1.17862,802.64 +13.06.2018 17:15:00.000,1.17865,1.17885,1.17842,1.17847,770.2499999999999 +13.06.2018 17:20:00.000,1.17849,1.17889,1.17845,1.17845,755.8700000000001 +13.06.2018 17:25:00.000,1.17846,1.17866,1.17846,1.17857,691.4000000000001 +13.06.2018 17:30:00.000,1.17858,1.17880,1.17834,1.17865,896.3500000000001 +13.06.2018 17:35:00.000,1.17865,1.17875,1.17854,1.17857,782.6399999999999 +13.06.2018 17:40:00.000,1.17858,1.17901,1.17849,1.17898,824.4499999999999 +13.06.2018 17:45:00.000,1.17897,1.17915,1.17867,1.17876,632.05 +13.06.2018 17:50:00.000,1.17875,1.17882,1.17850,1.17880,940.01 +13.06.2018 17:55:00.000,1.17880,1.17898,1.17859,1.17875,923.4100000000001 +13.06.2018 18:00:00.000,1.17872,1.17877,1.17479,1.17495,3060.01 +13.06.2018 18:05:00.000,1.17496,1.17581,1.17416,1.17435,2699 +13.06.2018 18:10:00.000,1.17438,1.17577,1.17419,1.17523,2350.6 +13.06.2018 18:15:00.000,1.17527,1.17562,1.17447,1.17512,2310.59 +13.06.2018 18:20:00.000,1.17514,1.17514,1.17398,1.17483,2544.0200000000004 +13.06.2018 18:25:00.000,1.17480,1.17482,1.17371,1.17416,2459.05 +13.06.2018 18:30:00.000,1.17414,1.17414,1.17254,1.17309,2844.5 +13.06.2018 18:35:00.000,1.17312,1.17439,1.17310,1.17406,2545.5 +13.06.2018 18:40:00.000,1.17404,1.17549,1.17394,1.17541,2438.0699999999997 +13.06.2018 18:45:00.000,1.17542,1.17552,1.17470,1.17506,1669.7600000000002 +13.06.2018 18:50:00.000,1.17505,1.17562,1.17486,1.17554,2002.96 +13.06.2018 18:55:00.000,1.17555,1.17782,1.17555,1.17724,2934.11 +13.06.2018 19:00:00.000,1.17722,1.17904,1.17722,1.17865,2612.4399999999996 +13.06.2018 19:05:00.000,1.17865,1.17989,1.17808,1.17809,2919.31 +13.06.2018 19:10:00.000,1.17813,1.17870,1.17804,1.17836,1994.64 +13.06.2018 19:15:00.000,1.17836,1.17880,1.17765,1.17793,2173.98 +13.06.2018 19:20:00.000,1.17793,1.17834,1.17761,1.17784,1693.9 +13.06.2018 19:25:00.000,1.17787,1.17830,1.17772,1.17824,1987.26 +13.06.2018 19:30:00.000,1.17824,1.17857,1.17783,1.17837,1890.74 +13.06.2018 19:35:00.000,1.17837,1.17948,1.17836,1.17908,2069.91 +13.06.2018 19:40:00.000,1.17907,1.17981,1.17876,1.17966,1985.3400000000001 +13.06.2018 19:45:00.000,1.17964,1.18008,1.17933,1.17954,1703.3300000000002 +13.06.2018 19:50:00.000,1.17954,1.17956,1.17904,1.17947,1271.6399999999999 +13.06.2018 19:55:00.000,1.17946,1.17976,1.17899,1.17902,1440.35 +13.06.2018 20:00:00.000,1.17901,1.17934,1.17889,1.17910,897.47 +13.06.2018 20:05:00.000,1.17908,1.17913,1.17889,1.17896,579.48 +13.06.2018 20:10:00.000,1.17896,1.17924,1.17895,1.17906,602.3299999999999 +13.06.2018 20:15:00.000,1.17907,1.17914,1.17880,1.17893,372.45000000000005 +13.06.2018 20:20:00.000,1.17894,1.17900,1.17890,1.17891,183.87 +13.06.2018 20:25:00.000,1.17890,1.17890,1.17877,1.17880,228.72000000000003 +13.06.2018 20:30:00.000,1.17879,1.17893,1.17879,1.17891,271.8 +13.06.2018 20:35:00.000,1.17889,1.17893,1.17866,1.17876,472.98999999999995 +13.06.2018 20:40:00.000,1.17874,1.17879,1.17857,1.17859,396.81 +13.06.2018 20:45:00.000,1.17860,1.17888,1.17860,1.17885,398.55 +13.06.2018 20:50:00.000,1.17886,1.17916,1.17885,1.17908,427.66999999999996 +13.06.2018 20:55:00.000,1.17912,1.17936,1.17908,1.17911,365.53 +13.06.2018 21:00:00.000,1.17910,1.17913,1.17870,1.17873,67.44 +13.06.2018 21:05:00.000,1.17873,1.17904,1.17872,1.17900,123.1 +13.06.2018 21:10:00.000,1.17899,1.17937,1.17896,1.17902,593.95 +13.06.2018 21:15:00.000,1.17903,1.17909,1.17896,1.17905,498.11999999999995 +13.06.2018 21:20:00.000,1.17906,1.17924,1.17903,1.17919,372.30000000000007 +13.06.2018 21:25:00.000,1.17918,1.17922,1.17905,1.17920,295.46 +13.06.2018 21:30:00.000,1.17918,1.17924,1.17886,1.17897,606.67 +13.06.2018 21:35:00.000,1.17898,1.17919,1.17894,1.17910,419.73 +13.06.2018 21:40:00.000,1.17910,1.17920,1.17888,1.17893,929.9100000000001 +13.06.2018 21:45:00.000,1.17893,1.17912,1.17892,1.17910,764.4199999999998 +13.06.2018 21:50:00.000,1.17910,1.17935,1.17906,1.17927,719.6 +13.06.2018 21:55:00.000,1.17925,1.17941,1.17922,1.17938,492.2700000000001 +13.06.2018 22:00:00.000,1.17935,1.17944,1.17918,1.17927,336.87 +13.06.2018 22:05:00.000,1.17928,1.17997,1.17927,1.17980,885.8499999999999 +13.06.2018 22:10:00.000,1.17981,1.18001,1.17973,1.18001,318.55 +13.06.2018 22:15:00.000,1.18000,1.18026,1.17992,1.18015,595.87 +13.06.2018 22:20:00.000,1.18015,1.18021,1.18001,1.18006,310.5 +13.06.2018 22:25:00.000,1.18005,1.18005,1.17971,1.17973,354.64 +13.06.2018 22:30:00.000,1.17973,1.18008,1.17973,1.17998,166.64000000000001 +13.06.2018 22:35:00.000,1.17997,1.18001,1.17993,1.17993,219.36999999999998 +13.06.2018 22:40:00.000,1.17994,1.18000,1.17994,1.17995,215.87 +13.06.2018 22:45:00.000,1.17993,1.17995,1.17981,1.17981,214.45 +13.06.2018 22:50:00.000,1.17981,1.18000,1.17981,1.17984,221.34 +13.06.2018 22:55:00.000,1.17985,1.17991,1.17973,1.17989,193.98000000000002 +13.06.2018 23:00:00.000,1.17988,1.17992,1.17964,1.17977,470.38 +13.06.2018 23:05:00.000,1.17977,1.17981,1.17970,1.17976,159.15 +13.06.2018 23:10:00.000,1.17976,1.17980,1.17953,1.17960,354.85 +13.06.2018 23:15:00.000,1.17960,1.17975,1.17958,1.17972,327.15000000000003 +13.06.2018 23:20:00.000,1.17972,1.18002,1.17972,1.17998,232.9 +13.06.2018 23:25:00.000,1.17998,1.17998,1.17991,1.17995,136.49 +13.06.2018 23:30:00.000,1.17995,1.18036,1.17993,1.18028,361.09 +13.06.2018 23:35:00.000,1.18028,1.18041,1.18016,1.18016,554.49 +13.06.2018 23:40:00.000,1.18016,1.18029,1.18000,1.18007,403.89000000000004 +13.06.2018 23:45:00.000,1.18008,1.18047,1.18004,1.18040,572.3 +13.06.2018 23:50:00.000,1.18040,1.18047,1.18028,1.18046,358.89 +13.06.2018 23:55:00.000,1.18047,1.18047,1.18027,1.18032,262.03 +14.06.2018 00:00:00.000,1.18030,1.18036,1.17984,1.17985,789.6500000000001 +14.06.2018 00:05:00.000,1.17984,1.18001,1.17973,1.17975,596.99 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02:35:00.000,1.17913,1.17924,1.17910,1.17915,308.65999999999997 +14.06.2018 02:40:00.000,1.17916,1.17953,1.17915,1.17940,182.06 +14.06.2018 02:45:00.000,1.17941,1.17961,1.17930,1.17956,476.24 +14.06.2018 02:50:00.000,1.17956,1.17968,1.17949,1.17967,346.21 +14.06.2018 02:55:00.000,1.17966,1.17986,1.17959,1.17981,407.16999999999996 +14.06.2018 03:00:00.000,1.17983,1.17986,1.17954,1.17964,562.97 +14.06.2018 03:05:00.000,1.17964,1.17969,1.17949,1.17966,345.65000000000003 +14.06.2018 03:10:00.000,1.17965,1.17969,1.17960,1.17963,174.37 +14.06.2018 03:15:00.000,1.17964,1.17989,1.17959,1.17987,514.76 +14.06.2018 03:20:00.000,1.17987,1.18011,1.17984,1.18005,425.01 +14.06.2018 03:25:00.000,1.18005,1.18016,1.17993,1.18011,355.82 +14.06.2018 03:30:00.000,1.18010,1.18010,1.17989,1.17996,414.78 +14.06.2018 03:35:00.000,1.17996,1.18020,1.17985,1.18011,573.1899999999999 +14.06.2018 03:40:00.000,1.18011,1.18020,1.17995,1.18011,446.7900000000001 +14.06.2018 03:45:00.000,1.18010,1.18025,1.18010,1.18020,447.03 +14.06.2018 03:50:00.000,1.18021,1.18026,1.18009,1.18013,540.72 +14.06.2018 03:55:00.000,1.18013,1.18015,1.18007,1.18013,415.68 +14.06.2018 04:00:00.000,1.18012,1.18019,1.18011,1.18019,286.53000000000003 +14.06.2018 04:05:00.000,1.18019,1.18023,1.18009,1.18020,246.01 +14.06.2018 04:10:00.000,1.18020,1.18025,1.18020,1.18024,196.46 +14.06.2018 04:15:00.000,1.18025,1.18026,1.18023,1.18026,238.50999999999996 +14.06.2018 04:20:00.000,1.18025,1.18027,1.18021,1.18025,193.8 +14.06.2018 04:25:00.000,1.18026,1.18046,1.18024,1.18035,196.93 +14.06.2018 04:30:00.000,1.18035,1.18045,1.18032,1.18042,260.88 +14.06.2018 04:35:00.000,1.18043,1.18056,1.18041,1.18052,533.23 +14.06.2018 04:40:00.000,1.18052,1.18060,1.18045,1.18056,402.84000000000003 +14.06.2018 04:45:00.000,1.18055,1.18055,1.18032,1.18034,350.65999999999997 +14.06.2018 04:50:00.000,1.18037,1.18055,1.18037,1.18042,354.41 +14.06.2018 04:55:00.000,1.18042,1.18045,1.18030,1.18040,325.68 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06:10:00.000,1.18046,1.18083,1.18046,1.18053,750.54 +14.06.2018 06:15:00.000,1.18054,1.18102,1.18051,1.18074,751.5500000000001 +14.06.2018 06:20:00.000,1.18073,1.18088,1.18020,1.18049,914.7499999999999 +14.06.2018 06:25:00.000,1.18049,1.18065,1.18038,1.18065,741.91 +14.06.2018 06:30:00.000,1.18065,1.18084,1.18036,1.18040,892.05 +14.06.2018 06:35:00.000,1.18042,1.18055,1.18015,1.18040,796.56 +14.06.2018 06:40:00.000,1.18040,1.18069,1.18022,1.18049,773.4899999999999 +14.06.2018 06:45:00.000,1.18046,1.18075,1.18033,1.18051,874.61 +14.06.2018 06:50:00.000,1.18051,1.18138,1.18046,1.18131,1013.1800000000001 +14.06.2018 06:55:00.000,1.18132,1.18166,1.18127,1.18141,1066.39 +14.06.2018 07:00:00.000,1.18141,1.18197,1.18133,1.18175,1162.25 +14.06.2018 07:05:00.000,1.18179,1.18179,1.18137,1.18139,957.76 +14.06.2018 07:10:00.000,1.18139,1.18156,1.18134,1.18154,815.9200000000001 +14.06.2018 07:15:00.000,1.18154,1.18154,1.18136,1.18140,1025.34 +14.06.2018 07:20:00.000,1.18140,1.18140,1.18088,1.18089,988.35 +14.06.2018 07:25:00.000,1.18089,1.18113,1.18070,1.18111,886.1800000000001 +14.06.2018 07:30:00.000,1.18111,1.18150,1.18106,1.18145,856.22 +14.06.2018 07:35:00.000,1.18146,1.18162,1.18124,1.18128,919.76 +14.06.2018 07:40:00.000,1.18129,1.18162,1.18114,1.18125,1050.8899999999999 +14.06.2018 07:45:00.000,1.18128,1.18143,1.18115,1.18127,690.4000000000001 +14.06.2018 07:50:00.000,1.18125,1.18171,1.18125,1.18169,999.99 +14.06.2018 07:55:00.000,1.18169,1.18181,1.18143,1.18176,846.23 +14.06.2018 08:00:00.000,1.18176,1.18237,1.18176,1.18209,1231.39 +14.06.2018 08:05:00.000,1.18208,1.18216,1.18174,1.18175,841.53 +14.06.2018 08:10:00.000,1.18178,1.18191,1.18166,1.18177,929.1199999999999 +14.06.2018 08:15:00.000,1.18177,1.18207,1.18168,1.18207,933.96 +14.06.2018 08:20:00.000,1.18207,1.18210,1.18131,1.18154,877.78 +14.06.2018 08:25:00.000,1.18154,1.18192,1.18136,1.18184,1013.91 +14.06.2018 08:30:00.000,1.18185,1.18225,1.18181,1.18200,1352.1599999999999 +14.06.2018 08:35:00.000,1.18200,1.18247,1.18183,1.18230,1207.8500000000001 +14.06.2018 08:40:00.000,1.18229,1.18265,1.18229,1.18244,1177.0400000000002 +14.06.2018 08:45:00.000,1.18242,1.18246,1.18218,1.18222,1052.34 +14.06.2018 08:50:00.000,1.18220,1.18254,1.18200,1.18233,989.21 +14.06.2018 08:55:00.000,1.18234,1.18275,1.18232,1.18254,984.74 +14.06.2018 09:00:00.000,1.18255,1.18256,1.18174,1.18174,1021.76 +14.06.2018 09:05:00.000,1.18173,1.18212,1.18161,1.18187,1090.39 +14.06.2018 09:10:00.000,1.18187,1.18190,1.18142,1.18172,1169.46 +14.06.2018 09:15:00.000,1.18173,1.18206,1.18163,1.18171,976.48 +14.06.2018 09:20:00.000,1.18173,1.18196,1.18155,1.18184,1204.1 +14.06.2018 09:25:00.000,1.18183,1.18249,1.18173,1.18236,1144.34 +14.06.2018 09:30:00.000,1.18239,1.18245,1.18210,1.18239,1304.9899999999998 +14.06.2018 09:35:00.000,1.18239,1.18251,1.18208,1.18218,1052.0500000000002 +14.06.2018 09:40:00.000,1.18220,1.18257,1.18217,1.18229,1073.3200000000002 +14.06.2018 09:45:00.000,1.18229,1.18259,1.18206,1.18251,1004.37 +14.06.2018 09:50:00.000,1.18251,1.18256,1.18225,1.18246,921.35 +14.06.2018 09:55:00.000,1.18247,1.18251,1.18222,1.18245,767.0799999999999 +14.06.2018 10:00:00.000,1.18246,1.18266,1.18238,1.18264,712.4399999999999 +14.06.2018 10:05:00.000,1.18263,1.18277,1.18257,1.18276,757.89 +14.06.2018 10:10:00.000,1.18278,1.18308,1.18250,1.18251,1050.3300000000002 +14.06.2018 10:15:00.000,1.18250,1.18267,1.18240,1.18260,821.57 +14.06.2018 10:20:00.000,1.18261,1.18294,1.18257,1.18291,828.8900000000001 +14.06.2018 10:25:00.000,1.18292,1.18309,1.18270,1.18271,857.3299999999999 +14.06.2018 10:30:00.000,1.18270,1.18281,1.18251,1.18264,828.37 +14.06.2018 10:35:00.000,1.18263,1.18267,1.18237,1.18242,1060.74 +14.06.2018 10:40:00.000,1.18242,1.18244,1.18210,1.18211,823.48 +14.06.2018 10:45:00.000,1.18211,1.18237,1.18201,1.18223,794.43 +14.06.2018 10:50:00.000,1.18223,1.18251,1.18215,1.18232,689.9399999999999 +14.06.2018 10:55:00.000,1.18231,1.18261,1.18211,1.18244,635.24 +14.06.2018 11:00:00.000,1.18246,1.18275,1.18236,1.18267,748.3299999999999 +14.06.2018 11:05:00.000,1.18267,1.18292,1.18245,1.18285,670.27 +14.06.2018 11:10:00.000,1.18285,1.18285,1.18251,1.18255,859.6099999999999 +14.06.2018 11:15:00.000,1.18255,1.18259,1.18210,1.18254,888.16 +14.06.2018 11:20:00.000,1.18254,1.18261,1.18234,1.18238,904.24 +14.06.2018 11:25:00.000,1.18235,1.18258,1.18221,1.18233,858.6800000000001 +14.06.2018 11:30:00.000,1.18233,1.18262,1.18232,1.18241,699.6600000000001 +14.06.2018 11:35:00.000,1.18242,1.18244,1.18154,1.18163,1117.6 +14.06.2018 11:40:00.000,1.18161,1.18179,1.18128,1.18168,1126.29 +14.06.2018 11:45:00.000,1.18170,1.18516,1.17721,1.17725,3535.53 +14.06.2018 11:50:00.000,1.17728,1.17777,1.17467,1.17501,3270.15 +14.06.2018 11:55:00.000,1.17497,1.17581,1.17385,1.17385,2873.0699999999997 +14.06.2018 12:00:00.000,1.17385,1.17390,1.17188,1.17310,3258.29 +14.06.2018 12:05:00.000,1.17312,1.17312,1.17189,1.17266,2827.7 +14.06.2018 12:10:00.000,1.17262,1.17333,1.17185,1.17302,2520.96 +14.06.2018 12:15:00.000,1.17301,1.17401,1.17258,1.17341,2207.1499999999996 +14.06.2018 12:20:00.000,1.17342,1.17437,1.17342,1.17376,2001.0500000000002 +14.06.2018 12:25:00.000,1.17376,1.17386,1.17274,1.17293,1685.27 +14.06.2018 12:30:00.000,1.17290,1.17328,1.17169,1.17324,3164.7999999999997 +14.06.2018 12:35:00.000,1.17323,1.17323,1.17172,1.17236,3196.31 +14.06.2018 12:40:00.000,1.17237,1.17237,1.17122,1.17225,2951.07 +14.06.2018 12:45:00.000,1.17226,1.17267,1.17071,1.17078,2733.6800000000003 +14.06.2018 12:50:00.000,1.17078,1.17098,1.16883,1.16890,3121.98 +14.06.2018 12:55:00.000,1.16890,1.16961,1.16847,1.16882,2683.0299999999997 +14.06.2018 13:00:00.000,1.16883,1.16883,1.16745,1.16828,2961.6 +14.06.2018 13:05:00.000,1.16827,1.16863,1.16770,1.16859,2363.91 +14.06.2018 13:10:00.000,1.16857,1.16875,1.16760,1.16805,2434.18 +14.06.2018 13:15:00.000,1.16807,1.16807,1.16657,1.16695,2464.2 +14.06.2018 13:20:00.000,1.16694,1.16781,1.16679,1.16775,2295.96 +14.06.2018 13:25:00.000,1.16775,1.16825,1.16733,1.16813,1871.78 +14.06.2018 13:30:00.000,1.16815,1.16824,1.16767,1.16793,1685.51 +14.06.2018 13:35:00.000,1.16785,1.16852,1.16774,1.16842,1973.79 +14.06.2018 13:40:00.000,1.16843,1.16843,1.16676,1.16682,2186.7799999999997 +14.06.2018 13:45:00.000,1.16683,1.16751,1.16661,1.16674,1817.2499999999998 +14.06.2018 13:50:00.000,1.16671,1.16671,1.16562,1.16608,2070.27 +14.06.2018 13:55:00.000,1.16609,1.16621,1.16520,1.16520,1857.08 +14.06.2018 14:00:00.000,1.16521,1.16584,1.16500,1.16581,1976.2199999999998 +14.06.2018 14:05:00.000,1.16581,1.16581,1.16399,1.16429,1977.12 +14.06.2018 14:10:00.000,1.16428,1.16436,1.16398,1.16413,1774.5900000000001 +14.06.2018 14:15:00.000,1.16413,1.16498,1.16409,1.16464,1739.46 +14.06.2018 14:20:00.000,1.16465,1.16479,1.16383,1.16383,1677.21 +14.06.2018 14:25:00.000,1.16383,1.16385,1.16191,1.16333,2397.88 +14.06.2018 14:30:00.000,1.16330,1.16455,1.16323,1.16431,1991.94 +14.06.2018 14:35:00.000,1.16431,1.16431,1.16369,1.16388,1832.57 +14.06.2018 14:40:00.000,1.16388,1.16388,1.16326,1.16359,1777.5099999999998 +14.06.2018 14:45:00.000,1.16357,1.16424,1.16351,1.16424,1522.17 +14.06.2018 14:50:00.000,1.16426,1.16485,1.16396,1.16476,1808.23 +14.06.2018 14:55:00.000,1.16475,1.16535,1.16467,1.16515,1757.3799999999999 +14.06.2018 15:00:00.000,1.16513,1.16522,1.16432,1.16512,1993.55 +14.06.2018 15:05:00.000,1.16510,1.16514,1.16462,1.16463,1524.4 +14.06.2018 15:10:00.000,1.16463,1.16490,1.16416,1.16443,1648.21 +14.06.2018 15:15:00.000,1.16447,1.16474,1.16421,1.16427,1197.17 +14.06.2018 15:20:00.000,1.16425,1.16429,1.16359,1.16397,1478.34 +14.06.2018 15:25:00.000,1.16396,1.16484,1.16381,1.16474,1480.93 +14.06.2018 15:30:00.000,1.16472,1.16475,1.16386,1.16404,1407.7199999999998 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16:45:00.000,1.16312,1.16342,1.16307,1.16313,1092.4299999999998 +14.06.2018 16:50:00.000,1.16312,1.16472,1.16312,1.16396,1583.27 +14.06.2018 16:55:00.000,1.16395,1.16457,1.16320,1.16336,2044.03 +14.06.2018 17:00:00.000,1.16334,1.16410,1.16327,1.16369,1420.8000000000002 +14.06.2018 17:05:00.000,1.16368,1.16387,1.16347,1.16350,1339.24 +14.06.2018 17:10:00.000,1.16351,1.16363,1.16334,1.16346,1044.15 +14.06.2018 17:15:00.000,1.16346,1.16357,1.16292,1.16297,907.39 +14.06.2018 17:20:00.000,1.16296,1.16332,1.16296,1.16302,885.09 +14.06.2018 17:25:00.000,1.16301,1.16304,1.16229,1.16270,1047.79 +14.06.2018 17:30:00.000,1.16274,1.16286,1.16152,1.16166,1500.22 +14.06.2018 17:35:00.000,1.16165,1.16194,1.16109,1.16111,1354.95 +14.06.2018 17:40:00.000,1.16110,1.16124,1.16010,1.16122,1628.15 +14.06.2018 17:45:00.000,1.16123,1.16142,1.16015,1.16035,1391.62 +14.06.2018 17:50:00.000,1.16035,1.16047,1.16012,1.16036,1282.75 +14.06.2018 17:55:00.000,1.16036,1.16080,1.16022,1.16046,1359.2700000000002 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10:50:00.000,1.15960,1.16011,1.15918,1.15961,1001.42 +15.06.2018 10:55:00.000,1.15961,1.16005,1.15928,1.15946,1024.5 +15.06.2018 11:00:00.000,1.15946,1.15955,1.15874,1.15874,1345.67 +15.06.2018 11:05:00.000,1.15873,1.15923,1.15852,1.15898,1307.33 +15.06.2018 11:10:00.000,1.15896,1.15896,1.15845,1.15856,905.71 +15.06.2018 11:15:00.000,1.15856,1.15869,1.15829,1.15837,1094.97 +15.06.2018 11:20:00.000,1.15837,1.15870,1.15818,1.15869,996.24 +15.06.2018 11:25:00.000,1.15869,1.15917,1.15851,1.15917,879.6800000000001 +15.06.2018 11:30:00.000,1.15916,1.15947,1.15901,1.15912,1205.01 +15.06.2018 11:35:00.000,1.15915,1.15971,1.15875,1.15963,860.19 +15.06.2018 11:40:00.000,1.15962,1.15996,1.15926,1.15983,1141.54 +15.06.2018 11:45:00.000,1.15983,1.15996,1.15931,1.15931,880.24 +15.06.2018 11:50:00.000,1.15931,1.15973,1.15928,1.15973,868.17 +15.06.2018 11:55:00.000,1.15973,1.15973,1.15860,1.15880,1499.8700000000003 +15.06.2018 12:00:00.000,1.15880,1.15987,1.15880,1.15962,1560.3 +15.06.2018 12:05:00.000,1.15961,1.15993,1.15940,1.15955,1272.75 +15.06.2018 12:10:00.000,1.15954,1.15984,1.15938,1.15961,974.95 +15.06.2018 12:15:00.000,1.15961,1.15972,1.15941,1.15967,844.25 +15.06.2018 12:20:00.000,1.15966,1.15968,1.15874,1.15882,1209.1799999999998 +15.06.2018 12:25:00.000,1.15884,1.15907,1.15854,1.15884,1240.26 +15.06.2018 12:30:00.000,1.15884,1.15906,1.15846,1.15884,1469.04 +15.06.2018 12:35:00.000,1.15885,1.15975,1.15868,1.15967,1514.2899999999997 +15.06.2018 12:40:00.000,1.15968,1.16014,1.15956,1.15978,1465.8999999999999 +15.06.2018 12:45:00.000,1.15978,1.16077,1.15972,1.16067,1455.3799999999999 +15.06.2018 12:50:00.000,1.16065,1.16110,1.16031,1.16034,1464.5 +15.06.2018 12:55:00.000,1.16034,1.16050,1.16011,1.16031,1210.51 +15.06.2018 13:00:00.000,1.16032,1.16115,1.16031,1.16099,1428.3600000000001 +15.06.2018 13:05:00.000,1.16099,1.16139,1.16030,1.16039,1413.7 +15.06.2018 13:10:00.000,1.16040,1.16097,1.16038,1.16095,1131.88 +15.06.2018 13:15:00.000,1.16094,1.16249,1.16092,1.16244,1699.03 +15.06.2018 13:20:00.000,1.16242,1.16263,1.16181,1.16197,1768.5 +15.06.2018 13:25:00.000,1.16194,1.16250,1.16144,1.16240,1643.8799999999999 +15.06.2018 13:30:00.000,1.16237,1.16237,1.16147,1.16166,1889.2099999999998 +15.06.2018 13:35:00.000,1.16166,1.16184,1.16105,1.16128,1982.82 +15.06.2018 13:40:00.000,1.16128,1.16168,1.16087,1.16089,1730.9899999999998 +15.06.2018 13:45:00.000,1.16088,1.16131,1.16056,1.16113,1729.1799999999998 +15.06.2018 13:50:00.000,1.16111,1.16127,1.16046,1.16082,1531.42 +15.06.2018 13:55:00.000,1.16078,1.16108,1.15972,1.15985,1423.17 +15.06.2018 14:00:00.000,1.15988,1.16056,1.15964,1.16056,1737.6100000000001 +15.06.2018 14:05:00.000,1.16057,1.16130,1.16046,1.16095,1764.0699999999997 +15.06.2018 14:10:00.000,1.16095,1.16160,1.16070,1.16150,1227.8400000000001 +15.06.2018 14:15:00.000,1.16149,1.16196,1.16139,1.16166,1198.42 +15.06.2018 14:20:00.000,1.16165,1.16219,1.16165,1.16198,965.51 +15.06.2018 14:25:00.000,1.16200,1.16232,1.16174,1.16180,1231.9699999999998 +15.06.2018 14:30:00.000,1.16180,1.16201,1.16126,1.16177,1732.3400000000001 +15.06.2018 14:35:00.000,1.16176,1.16192,1.16150,1.16185,1567.89 +15.06.2018 14:40:00.000,1.16183,1.16216,1.16152,1.16190,1649.1200000000001 +15.06.2018 14:45:00.000,1.16191,1.16231,1.16148,1.16164,1729.34 +15.06.2018 14:50:00.000,1.16167,1.16269,1.16167,1.16221,1739.4599999999998 +15.06.2018 14:55:00.000,1.16222,1.16222,1.16151,1.16177,1899.33 +15.06.2018 15:00:00.000,1.16177,1.16199,1.16085,1.16085,1988.9800000000002 +15.06.2018 15:05:00.000,1.16084,1.16183,1.16079,1.16183,1567.04 +15.06.2018 15:10:00.000,1.16182,1.16194,1.16140,1.16163,1361.3 +15.06.2018 15:15:00.000,1.16166,1.16217,1.16161,1.16199,1160.33 +15.06.2018 15:20:00.000,1.16199,1.16202,1.16143,1.16169,1266.1100000000001 +15.06.2018 15:25:00.000,1.16169,1.16227,1.16160,1.16223,1105.1799999999998 +15.06.2018 15:30:00.000,1.16222,1.16234,1.16161,1.16231,1366.06 +15.06.2018 15:35:00.000,1.16229,1.16267,1.16206,1.16225,1312.77 +15.06.2018 15:40:00.000,1.16223,1.16260,1.16200,1.16246,1492.4 +15.06.2018 15:45:00.000,1.16244,1.16244,1.16199,1.16221,961.81 +15.06.2018 15:50:00.000,1.16222,1.16222,1.16170,1.16203,1211.02 +15.06.2018 15:55:00.000,1.16204,1.16209,1.16150,1.16154,1061.57 +15.06.2018 16:00:00.000,1.16154,1.16179,1.16145,1.16149,1044.89 +15.06.2018 16:05:00.000,1.16147,1.16157,1.16120,1.16122,1020.72 +15.06.2018 16:10:00.000,1.16122,1.16125,1.16025,1.16033,1090.07 +15.06.2018 16:15:00.000,1.16032,1.16106,1.16032,1.16093,1117.67 +15.06.2018 16:20:00.000,1.16094,1.16109,1.16051,1.16067,952.6400000000001 +15.06.2018 16:25:00.000,1.16068,1.16080,1.16049,1.16051,896.74 +15.06.2018 16:30:00.000,1.16052,1.16073,1.16040,1.16062,1152.19 +15.06.2018 16:35:00.000,1.16061,1.16093,1.16055,1.16083,1218.64 +15.06.2018 16:40:00.000,1.16082,1.16105,1.16071,1.16085,886.0300000000001 +15.06.2018 16:45:00.000,1.16088,1.16090,1.16029,1.16035,874.49 +15.06.2018 16:50:00.000,1.16037,1.16048,1.16017,1.16041,778.8100000000001 +15.06.2018 16:55:00.000,1.16041,1.16070,1.16033,1.16051,910.67 +15.06.2018 17:00:00.000,1.16051,1.16073,1.16033,1.16050,917.61 +15.06.2018 17:05:00.000,1.16050,1.16061,1.16048,1.16057,714.25 +15.06.2018 17:10:00.000,1.16057,1.16073,1.16048,1.16053,656.19 +15.06.2018 17:15:00.000,1.16053,1.16053,1.16022,1.16023,388.88 +15.06.2018 17:20:00.000,1.16023,1.16029,1.16002,1.16002,720.99 +15.06.2018 17:25:00.000,1.16002,1.16050,1.16001,1.16031,884.33 +15.06.2018 17:30:00.000,1.16029,1.16062,1.16029,1.16059,947.6 +15.06.2018 17:35:00.000,1.16060,1.16078,1.16041,1.16070,838.48 +15.06.2018 17:40:00.000,1.16070,1.16079,1.16059,1.16073,683.36 +15.06.2018 17:45:00.000,1.16072,1.16079,1.16039,1.16063,793.88 +15.06.2018 17:50:00.000,1.16063,1.16081,1.16053,1.16071,565.27 +15.06.2018 17:55:00.000,1.16068,1.16106,1.16061,1.16103,660.12 +15.06.2018 18:00:00.000,1.16104,1.16125,1.16092,1.16094,834 +15.06.2018 18:05:00.000,1.16094,1.16129,1.16077,1.16126,654.95 +15.06.2018 18:10:00.000,1.16125,1.16147,1.16106,1.16117,675.13 +15.06.2018 18:15:00.000,1.16118,1.16145,1.16112,1.16133,573.61 +15.06.2018 18:20:00.000,1.16136,1.16136,1.16092,1.16092,758.7 +15.06.2018 18:25:00.000,1.16092,1.16106,1.16072,1.16080,616.3599999999999 +15.06.2018 18:30:00.000,1.16079,1.16120,1.16071,1.16114,828.88 +15.06.2018 18:35:00.000,1.16113,1.16122,1.16090,1.16095,929.6600000000001 +15.06.2018 18:40:00.000,1.16094,1.16105,1.16069,1.16082,677.2800000000001 +15.06.2018 18:45:00.000,1.16081,1.16092,1.16071,1.16090,681.03 +15.06.2018 18:50:00.000,1.16090,1.16106,1.16090,1.16098,665.89 +15.06.2018 18:55:00.000,1.16100,1.16103,1.16057,1.16059,1011.02 +15.06.2018 19:00:00.000,1.16058,1.16143,1.16055,1.16143,1270.46 +15.06.2018 19:05:00.000,1.16142,1.16142,1.16087,1.16100,1049.11 +15.06.2018 19:10:00.000,1.16099,1.16103,1.16052,1.16065,833.98 +15.06.2018 19:15:00.000,1.16065,1.16081,1.16050,1.16065,880.6399999999999 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21:45:00.000,1.15960,1.15968,1.15959,1.15965,145.41 +17.06.2018 21:50:00.000,1.15965,1.15965,1.15914,1.15916,172.61 +17.06.2018 21:55:00.000,1.15917,1.15949,1.15917,1.15945,92.9 +17.06.2018 22:00:00.000,1.15950,1.15953,1.15934,1.15949,284.71 +17.06.2018 22:05:00.000,1.15947,1.15954,1.15940,1.15942,527.18 +17.06.2018 22:10:00.000,1.15942,1.15957,1.15941,1.15954,512.33 +17.06.2018 22:15:00.000,1.15954,1.15955,1.15941,1.15941,666.48 +17.06.2018 22:20:00.000,1.15942,1.15950,1.15939,1.15942,278.57 +17.06.2018 22:25:00.000,1.15942,1.15957,1.15942,1.15956,192.63 +17.06.2018 22:30:00.000,1.15956,1.15959,1.15952,1.15956,88.13 +17.06.2018 22:35:00.000,1.15956,1.15958,1.15952,1.15956,84.93 +17.06.2018 22:40:00.000,1.15956,1.15957,1.15955,1.15956,68.9 +17.06.2018 22:45:00.000,1.15957,1.15957,1.15947,1.15951,83.91 +17.06.2018 22:50:00.000,1.15951,1.15958,1.15951,1.15952,62.28 +17.06.2018 22:55:00.000,1.15951,1.15956,1.15946,1.15947,84.56 +17.06.2018 23:00:00.000,1.15947,1.15958,1.15944,1.15958,88.55 +17.06.2018 23:05:00.000,1.15958,1.15969,1.15955,1.15967,145.54 +17.06.2018 23:10:00.000,1.15967,1.15968,1.15964,1.15965,79.21000000000001 +17.06.2018 23:15:00.000,1.15965,1.15967,1.15965,1.15967,99.37 +17.06.2018 23:20:00.000,1.15967,1.15967,1.15964,1.15966,122.21000000000001 +17.06.2018 23:25:00.000,1.15966,1.15967,1.15957,1.15964,101.71 +17.06.2018 23:30:00.000,1.15964,1.15964,1.15951,1.15952,202.54999999999998 +17.06.2018 23:35:00.000,1.15952,1.15959,1.15948,1.15954,411.41 +17.06.2018 23:40:00.000,1.15954,1.15960,1.15946,1.15953,239.81 +17.06.2018 23:45:00.000,1.15953,1.15954,1.15906,1.15906,447.83 +17.06.2018 23:50:00.000,1.15906,1.15923,1.15905,1.15910,364.1 +17.06.2018 23:55:00.000,1.15911,1.15935,1.15911,1.15930,385.02000000000004 +18.06.2018 00:00:00.000,1.15930,1.15948,1.15914,1.15918,507.72999999999996 +18.06.2018 00:05:00.000,1.15921,1.15937,1.15902,1.15914,513.78 +18.06.2018 00:10:00.000,1.15914,1.15919,1.15885,1.15889,436.76 +18.06.2018 00:15:00.000,1.15889,1.15903,1.15858,1.15865,691.4000000000001 +18.06.2018 00:20:00.000,1.15864,1.15866,1.15841,1.15847,734.1500000000001 +18.06.2018 00:25:00.000,1.15850,1.15864,1.15839,1.15842,595.5400000000001 +18.06.2018 00:30:00.000,1.15843,1.15874,1.15841,1.15872,665.75 +18.06.2018 00:35:00.000,1.15874,1.15877,1.15858,1.15873,465.37 +18.06.2018 00:40:00.000,1.15873,1.15889,1.15865,1.15886,463.84999999999997 +18.06.2018 00:45:00.000,1.15886,1.15889,1.15872,1.15877,407.86 +18.06.2018 00:50:00.000,1.15878,1.15892,1.15825,1.15829,653.65 +18.06.2018 00:55:00.000,1.15824,1.15843,1.15771,1.15776,966.5 +18.06.2018 01:00:00.000,1.15776,1.15804,1.15760,1.15792,547.06 +18.06.2018 01:05:00.000,1.15791,1.15805,1.15782,1.15803,312.04999999999995 +18.06.2018 01:10:00.000,1.15801,1.15804,1.15782,1.15803,424.19 +18.06.2018 01:15:00.000,1.15803,1.15832,1.15801,1.15832,432.67999999999995 +18.06.2018 01:20:00.000,1.15831,1.15836,1.15828,1.15836,196.99 +18.06.2018 01:25:00.000,1.15836,1.15847,1.15830,1.15831,235.29 +18.06.2018 01:30:00.000,1.15831,1.15836,1.15811,1.15828,628.6999999999999 +18.06.2018 01:35:00.000,1.15827,1.15854,1.15821,1.15838,389.35 +18.06.2018 01:40:00.000,1.15837,1.15862,1.15837,1.15842,599.5 +18.06.2018 01:45:00.000,1.15843,1.15863,1.15836,1.15858,374.45 +18.06.2018 01:50:00.000,1.15857,1.15868,1.15852,1.15863,490.72 +18.06.2018 01:55:00.000,1.15862,1.15885,1.15854,1.15885,588.8299999999999 +18.06.2018 02:00:00.000,1.15885,1.15885,1.15853,1.15871,770.3199999999999 +18.06.2018 02:05:00.000,1.15871,1.15890,1.15866,1.15873,407.5799999999999 +18.06.2018 02:10:00.000,1.15874,1.15887,1.15869,1.15869,295.19 +18.06.2018 02:15:00.000,1.15870,1.15873,1.15853,1.15854,501.31000000000006 +18.06.2018 02:20:00.000,1.15855,1.15861,1.15848,1.15858,322.94 +18.06.2018 02:25:00.000,1.15858,1.15861,1.15846,1.15858,260.84000000000003 +18.06.2018 02:30:00.000,1.15856,1.15864,1.15841,1.15854,541.4399999999999 +18.06.2018 02:35:00.000,1.15856,1.15864,1.15835,1.15847,529.51 +18.06.2018 02:40:00.000,1.15847,1.15859,1.15839,1.15851,492.99 +18.06.2018 02:45:00.000,1.15850,1.15859,1.15842,1.15853,391.58000000000004 +18.06.2018 02:50:00.000,1.15854,1.15860,1.15850,1.15859,332 +18.06.2018 02:55:00.000,1.15859,1.15875,1.15859,1.15872,465.77 +18.06.2018 03:00:00.000,1.15872,1.15885,1.15869,1.15884,401.48 +18.06.2018 03:05:00.000,1.15884,1.15907,1.15880,1.15888,404.14000000000004 +18.06.2018 03:10:00.000,1.15889,1.15893,1.15883,1.15883,221.37 +18.06.2018 03:15:00.000,1.15884,1.15909,1.15883,1.15909,397.43 +18.06.2018 03:20:00.000,1.15909,1.15935,1.15905,1.15924,537.23 +18.06.2018 03:25:00.000,1.15925,1.15925,1.15902,1.15909,434.09999999999997 +18.06.2018 03:30:00.000,1.15908,1.15908,1.15890,1.15894,244.54000000000002 +18.06.2018 03:35:00.000,1.15895,1.15925,1.15895,1.15904,404.54 +18.06.2018 03:40:00.000,1.15904,1.15920,1.15903,1.15910,237.58999999999997 +18.06.2018 03:45:00.000,1.15910,1.15918,1.15909,1.15915,216.95999999999995 +18.06.2018 03:50:00.000,1.15914,1.15920,1.15903,1.15908,298.92 +18.06.2018 03:55:00.000,1.15908,1.15914,1.15897,1.15904,408.07 +18.06.2018 04:00:00.000,1.15905,1.15917,1.15901,1.15909,346.51 +18.06.2018 04:05:00.000,1.15909,1.15914,1.15898,1.15898,331.51 +18.06.2018 04:10:00.000,1.15898,1.15910,1.15896,1.15899,357.65000000000003 +18.06.2018 04:15:00.000,1.15899,1.15906,1.15892,1.15900,239.29 +18.06.2018 04:20:00.000,1.15900,1.15904,1.15889,1.15890,434.14000000000004 +18.06.2018 04:25:00.000,1.15888,1.15913,1.15879,1.15905,486.22999999999996 +18.06.2018 04:30:00.000,1.15904,1.15919,1.15900,1.15904,376.15000000000003 +18.06.2018 04:35:00.000,1.15905,1.15926,1.15904,1.15926,451.46 +18.06.2018 04:40:00.000,1.15927,1.15940,1.15918,1.15919,433.05 +18.06.2018 04:45:00.000,1.15918,1.15920,1.15908,1.15913,213.56 +18.06.2018 04:50:00.000,1.15914,1.15915,1.15905,1.15908,331.34999999999997 +18.06.2018 04:55:00.000,1.15908,1.15913,1.15904,1.15909,248.28000000000003 +18.06.2018 05:00:00.000,1.15909,1.15940,1.15909,1.15924,373.83 +18.06.2018 05:05:00.000,1.15925,1.15936,1.15920,1.15923,324.58000000000004 +18.06.2018 05:10:00.000,1.15924,1.15930,1.15914,1.15928,182.31 +18.06.2018 05:15:00.000,1.15928,1.15953,1.15923,1.15950,360.52 +18.06.2018 05:20:00.000,1.15950,1.15961,1.15939,1.15957,427.82 +18.06.2018 05:25:00.000,1.15955,1.15961,1.15945,1.15954,162.10000000000002 +18.06.2018 05:30:00.000,1.15953,1.15984,1.15949,1.15975,648.3599999999999 +18.06.2018 05:35:00.000,1.15977,1.15980,1.15964,1.15964,456.48 +18.06.2018 05:40:00.000,1.15965,1.15969,1.15942,1.15953,537.4399999999999 +18.06.2018 05:45:00.000,1.15953,1.15958,1.15927,1.15933,469.15 +18.06.2018 05:50:00.000,1.15934,1.15960,1.15916,1.15940,409.72 +18.06.2018 05:55:00.000,1.15941,1.15946,1.15913,1.15928,467.02 +18.06.2018 06:00:00.000,1.15928,1.15974,1.15927,1.15947,712.11 +18.06.2018 06:05:00.000,1.15948,1.15951,1.15890,1.15912,734.87 +18.06.2018 06:10:00.000,1.15913,1.15925,1.15891,1.15898,602.8599999999999 +18.06.2018 06:15:00.000,1.15900,1.15950,1.15898,1.15937,714.9799999999999 +18.06.2018 06:20:00.000,1.15938,1.15957,1.15913,1.15927,574.77 +18.06.2018 06:25:00.000,1.15926,1.15951,1.15849,1.15879,1361.27 +18.06.2018 06:30:00.000,1.15879,1.15924,1.15863,1.15893,1086.37 +18.06.2018 06:35:00.000,1.15893,1.15899,1.15795,1.15815,1407.97 +18.06.2018 06:40:00.000,1.15815,1.15839,1.15810,1.15828,879.73 +18.06.2018 06:45:00.000,1.15831,1.15836,1.15784,1.15788,1164.88 +18.06.2018 06:50:00.000,1.15787,1.15829,1.15780,1.15799,1146.87 +18.06.2018 06:55:00.000,1.15798,1.15803,1.15742,1.15743,1444.07 +18.06.2018 07:00:00.000,1.15741,1.15794,1.15725,1.15766,1465.1299999999999 +18.06.2018 07:05:00.000,1.15768,1.15783,1.15713,1.15717,1248.48 +18.06.2018 07:10:00.000,1.15716,1.15731,1.15660,1.15667,1381.6100000000001 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08:25:00.000,1.15844,1.15848,1.15798,1.15803,894.96 +18.06.2018 08:30:00.000,1.15802,1.15822,1.15778,1.15798,878.5799999999999 +18.06.2018 08:35:00.000,1.15798,1.15827,1.15779,1.15824,864.7 +18.06.2018 08:40:00.000,1.15824,1.15880,1.15809,1.15879,1253.65 +18.06.2018 08:45:00.000,1.15879,1.15891,1.15862,1.15891,894.96 +18.06.2018 08:50:00.000,1.15889,1.15912,1.15866,1.15904,1243.3600000000001 +18.06.2018 08:55:00.000,1.15903,1.15910,1.15859,1.15898,939.37 +18.06.2018 09:00:00.000,1.15899,1.15985,1.15891,1.15970,1263 +18.06.2018 09:05:00.000,1.15970,1.15974,1.15938,1.15963,931.15 +18.06.2018 09:10:00.000,1.15963,1.16057,1.15961,1.16010,1300.89 +18.06.2018 09:15:00.000,1.16010,1.16065,1.16009,1.16059,1114.75 +18.06.2018 09:20:00.000,1.16059,1.16106,1.16003,1.16090,1415.38 +18.06.2018 09:25:00.000,1.16088,1.16093,1.16044,1.16068,1021.5099999999999 +18.06.2018 09:30:00.000,1.16068,1.16069,1.16020,1.16031,1203.62 +18.06.2018 09:35:00.000,1.16030,1.16044,1.16000,1.16015,989.9099999999999 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10:50:00.000,1.16137,1.16162,1.16122,1.16141,789.6800000000001 +18.06.2018 10:55:00.000,1.16142,1.16196,1.16141,1.16185,1088.49 +18.06.2018 11:00:00.000,1.16185,1.16218,1.16158,1.16186,1195.29 +18.06.2018 11:05:00.000,1.16185,1.16203,1.16148,1.16156,1213.73 +18.06.2018 11:10:00.000,1.16156,1.16229,1.16156,1.16223,1105.81 +18.06.2018 11:15:00.000,1.16221,1.16242,1.16165,1.16175,1450.07 +18.06.2018 11:20:00.000,1.16175,1.16200,1.16170,1.16176,897.05 +18.06.2018 11:25:00.000,1.16178,1.16185,1.16161,1.16161,554.49 +18.06.2018 11:30:00.000,1.16163,1.16165,1.16127,1.16163,1530.7799999999997 +18.06.2018 11:35:00.000,1.16164,1.16180,1.16153,1.16165,852.74 +18.06.2018 11:40:00.000,1.16165,1.16168,1.16116,1.16145,1090.2399999999998 +18.06.2018 11:45:00.000,1.16146,1.16148,1.16122,1.16131,864.06 +18.06.2018 11:50:00.000,1.16132,1.16161,1.16114,1.16135,1029.97 +18.06.2018 11:55:00.000,1.16135,1.16159,1.16101,1.16107,1320.39 +18.06.2018 12:00:00.000,1.16106,1.16176,1.16106,1.16162,1401.05 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13:15:00.000,1.16025,1.16027,1.15953,1.15968,1226.72 +18.06.2018 13:20:00.000,1.15968,1.16008,1.15955,1.15997,1373.17 +18.06.2018 13:25:00.000,1.15997,1.16019,1.15975,1.16001,1117.82 +18.06.2018 13:30:00.000,1.15999,1.16019,1.15967,1.15998,1516.18 +18.06.2018 13:35:00.000,1.16000,1.16036,1.15974,1.16011,1424.4499999999998 +18.06.2018 13:40:00.000,1.16011,1.16033,1.15984,1.16012,906.8000000000001 +18.06.2018 13:45:00.000,1.16014,1.16067,1.16012,1.16058,1055.46 +18.06.2018 13:50:00.000,1.16057,1.16065,1.16032,1.16051,1187.71 +18.06.2018 13:55:00.000,1.16052,1.16052,1.16000,1.16043,1137.75 +18.06.2018 14:00:00.000,1.16042,1.16086,1.16042,1.16063,1021.7 +18.06.2018 14:05:00.000,1.16062,1.16069,1.16049,1.16050,742.7 +18.06.2018 14:10:00.000,1.16049,1.16049,1.15999,1.16019,1153.5900000000001 +18.06.2018 14:15:00.000,1.16022,1.16051,1.15995,1.16036,989.3700000000001 +18.06.2018 14:20:00.000,1.16037,1.16075,1.16029,1.16047,981.4300000000001 +18.06.2018 14:25:00.000,1.16049,1.16063,1.15977,1.16050,1570.01 +18.06.2018 14:30:00.000,1.16050,1.16062,1.15973,1.16007,1597.27 +18.06.2018 14:35:00.000,1.16009,1.16039,1.15979,1.16005,1667.05 +18.06.2018 14:40:00.000,1.16007,1.16046,1.16002,1.16045,1317.2700000000002 +18.06.2018 14:45:00.000,1.16045,1.16184,1.16040,1.16184,1343.1299999999999 +18.06.2018 14:50:00.000,1.16184,1.16201,1.16096,1.16114,1507.6200000000001 +18.06.2018 14:55:00.000,1.16115,1.16138,1.16083,1.16119,1561.15 +18.06.2018 15:00:00.000,1.16117,1.16173,1.16100,1.16103,1837.3400000000001 +18.06.2018 15:05:00.000,1.16102,1.16124,1.16097,1.16114,1155.76 +18.06.2018 15:10:00.000,1.16114,1.16148,1.16091,1.16096,1196.03 +18.06.2018 15:15:00.000,1.16097,1.16144,1.16090,1.16102,1138.67 +18.06.2018 15:20:00.000,1.16101,1.16122,1.16082,1.16083,940.82 +18.06.2018 15:25:00.000,1.16083,1.16165,1.16081,1.16165,1209.74 +18.06.2018 15:30:00.000,1.16165,1.16166,1.16075,1.16082,1331.17 +18.06.2018 15:35:00.000,1.16081,1.16088,1.16050,1.16070,895.9399999999999 +18.06.2018 15:40:00.000,1.16070,1.16080,1.16044,1.16065,885.5600000000001 +18.06.2018 15:45:00.000,1.16065,1.16093,1.16061,1.16080,926.65 +18.06.2018 15:50:00.000,1.16079,1.16095,1.16049,1.16094,1104.5700000000002 +18.06.2018 15:55:00.000,1.16093,1.16094,1.16053,1.16053,932.71 +18.06.2018 16:00:00.000,1.16054,1.16072,1.16029,1.16044,1041.55 +18.06.2018 16:05:00.000,1.16044,1.16051,1.16031,1.16035,842.6099999999999 +18.06.2018 16:10:00.000,1.16033,1.16050,1.16017,1.16043,656.3799999999999 +18.06.2018 16:15:00.000,1.16043,1.16063,1.16022,1.16051,595.2 +18.06.2018 16:20:00.000,1.16052,1.16095,1.16045,1.16090,629.28 +18.06.2018 16:25:00.000,1.16090,1.16092,1.16063,1.16063,444.21 +18.06.2018 16:30:00.000,1.16063,1.16086,1.16049,1.16062,663.5600000000001 +18.06.2018 16:35:00.000,1.16060,1.16060,1.16012,1.16030,869.7900000000001 +18.06.2018 16:40:00.000,1.16034,1.16080,1.16033,1.16071,815.48 +18.06.2018 16:45:00.000,1.16071,1.16075,1.16063,1.16067,488.28 +18.06.2018 16:50:00.000,1.16071,1.16084,1.16036,1.16044,844.5899999999999 +18.06.2018 16:55:00.000,1.16044,1.16056,1.16031,1.16046,753.38 +18.06.2018 17:00:00.000,1.16048,1.16067,1.16032,1.16036,414.28 +18.06.2018 17:05:00.000,1.16036,1.16049,1.16027,1.16047,510.91999999999996 +18.06.2018 17:10:00.000,1.16047,1.16054,1.16038,1.16048,494.20000000000005 +18.06.2018 17:15:00.000,1.16049,1.16066,1.16043,1.16063,682.75 +18.06.2018 17:20:00.000,1.16064,1.16108,1.16064,1.16087,952.16 +18.06.2018 17:25:00.000,1.16084,1.16092,1.16070,1.16077,619.95 +18.06.2018 17:30:00.000,1.16077,1.16107,1.16071,1.16090,637.42 +18.06.2018 17:35:00.000,1.16093,1.16102,1.16069,1.16071,479.33 +18.06.2018 17:40:00.000,1.16073,1.16081,1.16054,1.16065,419.73 +18.06.2018 17:45:00.000,1.16063,1.16070,1.16036,1.16044,741.5899999999999 +18.06.2018 17:50:00.000,1.16044,1.16085,1.16044,1.16051,595.61 +18.06.2018 17:55:00.000,1.16052,1.16148,1.16051,1.16138,1006.35 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19:10:00.000,1.16157,1.16181,1.16150,1.16177,682.2099999999999 +18.06.2018 19:15:00.000,1.16177,1.16196,1.16174,1.16175,379.96000000000004 +18.06.2018 19:20:00.000,1.16175,1.16187,1.16170,1.16187,577.68 +18.06.2018 19:25:00.000,1.16187,1.16200,1.16165,1.16166,519.63 +18.06.2018 19:30:00.000,1.16165,1.16169,1.16139,1.16146,515.63 +18.06.2018 19:35:00.000,1.16146,1.16165,1.16145,1.16162,547.12 +18.06.2018 19:40:00.000,1.16161,1.16186,1.16158,1.16177,442.4799999999999 +18.06.2018 19:45:00.000,1.16176,1.16177,1.16146,1.16173,492.54999999999995 +18.06.2018 19:50:00.000,1.16171,1.16182,1.16168,1.16181,374.23 +18.06.2018 19:55:00.000,1.16181,1.16186,1.16164,1.16165,671.33 +18.06.2018 20:00:00.000,1.16162,1.16162,1.16145,1.16152,528.76 +18.06.2018 20:05:00.000,1.16152,1.16159,1.16151,1.16151,331.60999999999996 +18.06.2018 20:10:00.000,1.16152,1.16169,1.16151,1.16160,311.40999999999997 +18.06.2018 20:15:00.000,1.16162,1.16166,1.16156,1.16165,116.58999999999999 +18.06.2018 20:20:00.000,1.16165,1.16187,1.16164,1.16176,157.68 +18.06.2018 20:25:00.000,1.16176,1.16192,1.16175,1.16188,383.46000000000004 +18.06.2018 20:30:00.000,1.16186,1.16212,1.16184,1.16212,430.60999999999996 +18.06.2018 20:35:00.000,1.16216,1.16222,1.16199,1.16216,372.28 +18.06.2018 20:40:00.000,1.16216,1.16228,1.16207,1.16222,354.34000000000003 +18.06.2018 20:45:00.000,1.16223,1.16234,1.16211,1.16211,511.22 +18.06.2018 20:50:00.000,1.16210,1.16238,1.16210,1.16236,472.86 +18.06.2018 20:55:00.000,1.16235,1.16238,1.16217,1.16221,264.88 +18.06.2018 21:00:00.000,1.16224,1.16225,1.16220,1.16222,32.74 +18.06.2018 21:05:00.000,1.16221,1.16221,1.16186,1.16201,350.43 +18.06.2018 21:10:00.000,1.16201,1.16208,1.16199,1.16199,150.63 +18.06.2018 21:15:00.000,1.16200,1.16217,1.16199,1.16214,285.07 +18.06.2018 21:20:00.000,1.16213,1.16217,1.16212,1.16214,114.88000000000001 +18.06.2018 21:25:00.000,1.16215,1.16220,1.16200,1.16211,518.68 +18.06.2018 21:30:00.000,1.16211,1.16232,1.16195,1.16212,932.3299999999999 +18.06.2018 21:35:00.000,1.16212,1.16222,1.16206,1.16219,449.38 +18.06.2018 21:40:00.000,1.16219,1.16221,1.16214,1.16216,387.3 +18.06.2018 21:45:00.000,1.16217,1.16224,1.16212,1.16219,486.73999999999995 +18.06.2018 21:50:00.000,1.16219,1.16229,1.16211,1.16211,297.26 +18.06.2018 21:55:00.000,1.16213,1.16215,1.16211,1.16211,218.76000000000002 +18.06.2018 22:00:00.000,1.16209,1.16221,1.16200,1.16211,227.89000000000001 +18.06.2018 22:05:00.000,1.16211,1.16211,1.16204,1.16204,355.66999999999996 +18.06.2018 22:10:00.000,1.16204,1.16229,1.16203,1.16220,722.62 +18.06.2018 22:15:00.000,1.16220,1.16222,1.16206,1.16208,358.51 +18.06.2018 22:20:00.000,1.16208,1.16225,1.16207,1.16218,331.45 +18.06.2018 22:25:00.000,1.16217,1.16229,1.16208,1.16224,257.07 +18.06.2018 22:30:00.000,1.16225,1.16234,1.16223,1.16226,218.44 +18.06.2018 22:35:00.000,1.16227,1.16244,1.16223,1.16244,195.5 +18.06.2018 22:40:00.000,1.16244,1.16244,1.16227,1.16232,337.59000000000003 +18.06.2018 22:45:00.000,1.16233,1.16233,1.16216,1.16228,114.31 +18.06.2018 22:50:00.000,1.16227,1.16228,1.16212,1.16213,203.03 +18.06.2018 22:55:00.000,1.16213,1.16213,1.16208,1.16212,158.09 +18.06.2018 23:00:00.000,1.16212,1.16215,1.16210,1.16211,185.95999999999998 +18.06.2018 23:05:00.000,1.16209,1.16239,1.16209,1.16238,168.83 +18.06.2018 23:10:00.000,1.16239,1.16252,1.16229,1.16244,270.01 +18.06.2018 23:15:00.000,1.16244,1.16244,1.16224,1.16239,312.3 +18.06.2018 23:20:00.000,1.16239,1.16245,1.16231,1.16240,324.44000000000005 +18.06.2018 23:25:00.000,1.16242,1.16246,1.16235,1.16246,145.87 +18.06.2018 23:30:00.000,1.16246,1.16246,1.16217,1.16237,682.6400000000001 +18.06.2018 23:35:00.000,1.16235,1.16254,1.16225,1.16249,764.63 +18.06.2018 23:40:00.000,1.16251,1.16410,1.16247,1.16370,1170.51 +18.06.2018 23:45:00.000,1.16369,1.16393,1.16307,1.16349,1148.72 +18.06.2018 23:50:00.000,1.16349,1.16359,1.16306,1.16316,891.8699999999999 +18.06.2018 23:55:00.000,1.16316,1.16317,1.16298,1.16298,696.88 +19.06.2018 00:00:00.000,1.16297,1.16340,1.16267,1.16315,1044.06 +19.06.2018 00:05:00.000,1.16314,1.16332,1.16309,1.16318,726.51 +19.06.2018 00:10:00.000,1.16317,1.16318,1.16294,1.16301,809.1999999999999 +19.06.2018 00:15:00.000,1.16300,1.16305,1.16269,1.16272,846.79 +19.06.2018 00:20:00.000,1.16271,1.16298,1.16257,1.16284,1083.88 +19.06.2018 00:25:00.000,1.16283,1.16298,1.16273,1.16283,735.8299999999999 +19.06.2018 00:30:00.000,1.16283,1.16304,1.16270,1.16274,675.61 +19.06.2018 00:35:00.000,1.16274,1.16313,1.16274,1.16298,564.98 +19.06.2018 00:40:00.000,1.16298,1.16313,1.16298,1.16313,567.77 +19.06.2018 00:45:00.000,1.16313,1.16348,1.16308,1.16326,720.31 +19.06.2018 00:50:00.000,1.16327,1.16355,1.16321,1.16325,956.01 +19.06.2018 00:55:00.000,1.16325,1.16349,1.16322,1.16342,600.35 +19.06.2018 01:00:00.000,1.16341,1.16350,1.16318,1.16338,655.27 +19.06.2018 01:05:00.000,1.16337,1.16337,1.16303,1.16304,662.87 +19.06.2018 01:10:00.000,1.16302,1.16343,1.16301,1.16337,594.05 +19.06.2018 01:15:00.000,1.16337,1.16351,1.16326,1.16327,645.2 +19.06.2018 01:20:00.000,1.16327,1.16338,1.16315,1.16333,513.59 +19.06.2018 01:25:00.000,1.16333,1.16333,1.16311,1.16317,317.71000000000004 +19.06.2018 01:30:00.000,1.16318,1.16331,1.16305,1.16313,672.75 +19.06.2018 01:35:00.000,1.16312,1.16313,1.16284,1.16289,736.69 +19.06.2018 01:40:00.000,1.16290,1.16371,1.16290,1.16368,600.35 +19.06.2018 01:45:00.000,1.16368,1.16373,1.16352,1.16359,614.03 +19.06.2018 01:50:00.000,1.16360,1.16406,1.16359,1.16397,987.22 +19.06.2018 01:55:00.000,1.16399,1.16402,1.16360,1.16362,868.73 +19.06.2018 02:00:00.000,1.16361,1.16373,1.16343,1.16350,817.13 +19.06.2018 02:05:00.000,1.16351,1.16368,1.16342,1.16367,621.0500000000001 +19.06.2018 02:10:00.000,1.16366,1.16379,1.16360,1.16379,559.3 +19.06.2018 02:15:00.000,1.16380,1.16396,1.16356,1.16374,713.44 +19.06.2018 02:20:00.000,1.16373,1.16380,1.16342,1.16362,557.3100000000001 +19.06.2018 02:25:00.000,1.16362,1.16373,1.16347,1.16358,545.21 +19.06.2018 02:30:00.000,1.16358,1.16363,1.16330,1.16357,601.16 +19.06.2018 02:35:00.000,1.16355,1.16355,1.16323,1.16331,333.87 +19.06.2018 02:40:00.000,1.16331,1.16353,1.16331,1.16347,423.51 +19.06.2018 02:45:00.000,1.16348,1.16348,1.16329,1.16329,307 +19.06.2018 02:50:00.000,1.16330,1.16334,1.16317,1.16326,294.75 +19.06.2018 02:55:00.000,1.16326,1.16327,1.16311,1.16318,503.63000000000005 +19.06.2018 03:00:00.000,1.16317,1.16329,1.16312,1.16322,516.5600000000001 +19.06.2018 03:05:00.000,1.16322,1.16355,1.16319,1.16344,356.45000000000005 +19.06.2018 03:10:00.000,1.16344,1.16350,1.16334,1.16339,294.28 +19.06.2018 03:15:00.000,1.16338,1.16359,1.16329,1.16348,873.4599999999999 +19.06.2018 03:20:00.000,1.16347,1.16400,1.16341,1.16399,580.71 +19.06.2018 03:25:00.000,1.16399,1.16445,1.16396,1.16430,831.64 +19.06.2018 03:30:00.000,1.16430,1.16433,1.16412,1.16430,606.87 +19.06.2018 03:35:00.000,1.16430,1.16432,1.16396,1.16397,742.2 +19.06.2018 03:40:00.000,1.16397,1.16407,1.16394,1.16399,363.53 +19.06.2018 03:45:00.000,1.16398,1.16412,1.16398,1.16409,317.3 +19.06.2018 03:50:00.000,1.16410,1.16440,1.16404,1.16427,401.14 +19.06.2018 03:55:00.000,1.16427,1.16435,1.16400,1.16403,603.8399999999999 +19.06.2018 04:00:00.000,1.16403,1.16403,1.16359,1.16371,712.59 +19.06.2018 04:05:00.000,1.16369,1.16382,1.16348,1.16354,494.35 +19.06.2018 04:10:00.000,1.16349,1.16349,1.16328,1.16334,505.74 +19.06.2018 04:15:00.000,1.16334,1.16334,1.16263,1.16263,726.7 +19.06.2018 04:20:00.000,1.16264,1.16293,1.16264,1.16284,454.73 +19.06.2018 04:25:00.000,1.16284,1.16302,1.16283,1.16289,352.46 +19.06.2018 04:30:00.000,1.16287,1.16302,1.16269,1.16281,669.49 +19.06.2018 04:35:00.000,1.16280,1.16291,1.16265,1.16269,516.63 +19.06.2018 04:40:00.000,1.16268,1.16270,1.16245,1.16249,564.14 +19.06.2018 04:45:00.000,1.16250,1.16270,1.16240,1.16270,496.7299999999999 +19.06.2018 04:50:00.000,1.16271,1.16274,1.16257,1.16259,397.68999999999994 +19.06.2018 04:55:00.000,1.16260,1.16284,1.16257,1.16272,468.03999999999996 +19.06.2018 05:00:00.000,1.16273,1.16335,1.16273,1.16329,619.63 +19.06.2018 05:05:00.000,1.16329,1.16331,1.16284,1.16297,699.62 +19.06.2018 05:10:00.000,1.16296,1.16315,1.16290,1.16304,618.96 +19.06.2018 05:15:00.000,1.16305,1.16305,1.16256,1.16274,709.6500000000001 +19.06.2018 05:20:00.000,1.16274,1.16291,1.16264,1.16291,587.76 +19.06.2018 05:25:00.000,1.16290,1.16299,1.16244,1.16248,470.93999999999994 +19.06.2018 05:30:00.000,1.16248,1.16255,1.16226,1.16226,717.0999999999999 +19.06.2018 05:35:00.000,1.16226,1.16257,1.16215,1.16227,850.19 +19.06.2018 05:40:00.000,1.16227,1.16257,1.16220,1.16245,521.14 +19.06.2018 05:45:00.000,1.16243,1.16248,1.16207,1.16217,742.81 +19.06.2018 05:50:00.000,1.16218,1.16241,1.16189,1.16216,957.3399999999999 +19.06.2018 05:55:00.000,1.16219,1.16240,1.16212,1.16213,962.36 +19.06.2018 06:00:00.000,1.16213,1.16241,1.16120,1.16122,1883 +19.06.2018 06:05:00.000,1.16122,1.16173,1.16118,1.16153,1136.5 +19.06.2018 06:10:00.000,1.16155,1.16189,1.16117,1.16129,1309.6799999999998 +19.06.2018 06:15:00.000,1.16129,1.16135,1.16025,1.16092,1839.82 +19.06.2018 06:20:00.000,1.16092,1.16121,1.16079,1.16103,1278.54 +19.06.2018 06:25:00.000,1.16103,1.16119,1.16035,1.16039,1196.72 +19.06.2018 06:30:00.000,1.16040,1.16063,1.15977,1.15994,1281.33 +19.06.2018 06:35:00.000,1.15991,1.15992,1.15918,1.15928,1684.9899999999998 +19.06.2018 06:40:00.000,1.15926,1.15950,1.15889,1.15923,1478.4899999999998 +19.06.2018 06:45:00.000,1.15923,1.15951,1.15911,1.15935,950.4499999999999 +19.06.2018 06:50:00.000,1.15935,1.15948,1.15852,1.15865,1164.86 +19.06.2018 06:55:00.000,1.15866,1.15892,1.15817,1.15832,1204.5900000000001 +19.06.2018 07:00:00.000,1.15831,1.15831,1.15756,1.15810,1621.2999999999997 +19.06.2018 07:05:00.000,1.15811,1.15811,1.15722,1.15732,1354.1299999999999 +19.06.2018 07:10:00.000,1.15732,1.15773,1.15723,1.15731,1467.7799999999997 +19.06.2018 07:15:00.000,1.15730,1.15746,1.15710,1.15734,1310.3799999999999 +19.06.2018 07:20:00.000,1.15734,1.15865,1.15719,1.15850,1773.8000000000002 +19.06.2018 07:25:00.000,1.15849,1.15855,1.15797,1.15826,1588.07 +19.06.2018 07:30:00.000,1.15829,1.15852,1.15740,1.15807,1808.42 +19.06.2018 07:35:00.000,1.15807,1.15908,1.15807,1.15887,1270.01 +19.06.2018 07:40:00.000,1.15888,1.15900,1.15863,1.15870,1416.23 +19.06.2018 07:45:00.000,1.15871,1.15883,1.15815,1.15843,1350.6499999999999 +19.06.2018 07:50:00.000,1.15843,1.15846,1.15812,1.15824,1277 +19.06.2018 07:55:00.000,1.15824,1.15839,1.15779,1.15806,1418.75 +19.06.2018 08:00:00.000,1.15807,1.15975,1.15790,1.15879,2312.75 +19.06.2018 08:05:00.000,1.15881,1.15891,1.15798,1.15816,1973.01 +19.06.2018 08:10:00.000,1.15815,1.15849,1.15764,1.15839,1826.83 +19.06.2018 08:15:00.000,1.15836,1.15886,1.15820,1.15848,1510.36 +19.06.2018 08:20:00.000,1.15847,1.15848,1.15592,1.15608,1832.81 +19.06.2018 08:25:00.000,1.15610,1.15646,1.15534,1.15565,2486.2200000000003 +19.06.2018 08:30:00.000,1.15564,1.15564,1.15460,1.15562,2120.8 +19.06.2018 08:35:00.000,1.15561,1.15601,1.15540,1.15562,1611.28 +19.06.2018 08:40:00.000,1.15561,1.15575,1.15488,1.15527,1511.35 +19.06.2018 08:45:00.000,1.15524,1.15578,1.15418,1.15504,2262.11 +19.06.2018 08:50:00.000,1.15505,1.15571,1.15505,1.15522,1802.3899999999999 +19.06.2018 08:55:00.000,1.15532,1.15591,1.15497,1.15539,1685.03 +19.06.2018 09:00:00.000,1.15538,1.15599,1.15534,1.15585,1549.4500000000003 +19.06.2018 09:05:00.000,1.15585,1.15594,1.15530,1.15551,1370.9099999999999 +19.06.2018 09:10:00.000,1.15551,1.15551,1.15439,1.15440,1645.13 +19.06.2018 09:15:00.000,1.15440,1.15440,1.15312,1.15312,2007.92 +19.06.2018 09:20:00.000,1.15313,1.15367,1.15307,1.15342,1682.8700000000001 +19.06.2018 09:25:00.000,1.15342,1.15368,1.15322,1.15363,1570.7400000000002 +19.06.2018 09:30:00.000,1.15363,1.15386,1.15336,1.15385,1197.7800000000002 +19.06.2018 09:35:00.000,1.15385,1.15465,1.15380,1.15435,1625.3799999999999 +19.06.2018 09:40:00.000,1.15434,1.15495,1.15407,1.15469,1240.1000000000001 +19.06.2018 09:45:00.000,1.15471,1.15479,1.15435,1.15436,963.71 +19.06.2018 09:50:00.000,1.15435,1.15450,1.15417,1.15425,1039.87 +19.06.2018 09:55:00.000,1.15425,1.15547,1.15425,1.15513,1422.63 +19.06.2018 10:00:00.000,1.15510,1.15555,1.15488,1.15505,1495.73 +19.06.2018 10:05:00.000,1.15504,1.15546,1.15500,1.15520,1144.42 +19.06.2018 10:10:00.000,1.15521,1.15584,1.15508,1.15567,1234.13 +19.06.2018 10:15:00.000,1.15568,1.15600,1.15559,1.15573,1319.2500000000002 +19.06.2018 10:20:00.000,1.15574,1.15581,1.15460,1.15460,1271.72 +19.06.2018 10:25:00.000,1.15459,1.15514,1.15458,1.15494,1039.6 +19.06.2018 10:30:00.000,1.15497,1.15498,1.15432,1.15492,1160.13 +19.06.2018 10:35:00.000,1.15491,1.15510,1.15463,1.15487,1021.29 +19.06.2018 10:40:00.000,1.15486,1.15492,1.15433,1.15474,1316.98 +19.06.2018 10:45:00.000,1.15474,1.15525,1.15465,1.15474,1146.0700000000002 +19.06.2018 10:50:00.000,1.15475,1.15508,1.15453,1.15506,1244.94 +19.06.2018 10:55:00.000,1.15507,1.15536,1.15483,1.15522,1552.83 +19.06.2018 11:00:00.000,1.15522,1.15530,1.15456,1.15482,1580.35 +19.06.2018 11:05:00.000,1.15482,1.15493,1.15446,1.15479,1414.3 +19.06.2018 11:10:00.000,1.15482,1.15491,1.15441,1.15449,1440.0600000000002 +19.06.2018 11:15:00.000,1.15450,1.15488,1.15434,1.15456,1382.07 +19.06.2018 11:20:00.000,1.15456,1.15471,1.15414,1.15466,1597.9099999999999 +19.06.2018 11:25:00.000,1.15466,1.15498,1.15402,1.15497,1586.1599999999999 +19.06.2018 11:30:00.000,1.15496,1.15505,1.15447,1.15483,1505.43 +19.06.2018 11:35:00.000,1.15483,1.15517,1.15468,1.15473,1269.5600000000002 +19.06.2018 11:40:00.000,1.15472,1.15499,1.15457,1.15493,1159.1200000000001 +19.06.2018 11:45:00.000,1.15493,1.15528,1.15457,1.15517,1066.6000000000001 +19.06.2018 11:50:00.000,1.15514,1.15514,1.15472,1.15472,1078.22 +19.06.2018 11:55:00.000,1.15472,1.15486,1.15397,1.15447,1643.09 +19.06.2018 12:00:00.000,1.15450,1.15477,1.15362,1.15383,2020.61 +19.06.2018 12:05:00.000,1.15384,1.15394,1.15358,1.15392,1640.02 +19.06.2018 12:10:00.000,1.15391,1.15392,1.15335,1.15335,1688.4 +19.06.2018 12:15:00.000,1.15336,1.15396,1.15336,1.15387,1563.3600000000001 +19.06.2018 12:20:00.000,1.15389,1.15395,1.15347,1.15386,1598.3700000000001 +19.06.2018 12:25:00.000,1.15385,1.15483,1.15361,1.15482,1501.8700000000001 +19.06.2018 12:30:00.000,1.15478,1.15490,1.15431,1.15483,1482.29 +19.06.2018 12:35:00.000,1.15483,1.15494,1.15412,1.15444,1915.4699999999998 +19.06.2018 12:40:00.000,1.15446,1.15629,1.15446,1.15590,2031.47 +19.06.2018 12:45:00.000,1.15591,1.15591,1.15516,1.15537,1476.36 +19.06.2018 12:50:00.000,1.15536,1.15597,1.15536,1.15556,1244.71 +19.06.2018 12:55:00.000,1.15557,1.15594,1.15504,1.15544,1480.14 +19.06.2018 13:00:00.000,1.15546,1.15594,1.15505,1.15519,1784.03 +19.06.2018 13:05:00.000,1.15519,1.15601,1.15504,1.15584,1415.2399999999998 +19.06.2018 13:10:00.000,1.15585,1.15615,1.15540,1.15556,1740.0500000000002 +19.06.2018 13:15:00.000,1.15555,1.15632,1.15546,1.15581,1605.37 +19.06.2018 13:20:00.000,1.15581,1.15628,1.15569,1.15628,1390.73 +19.06.2018 13:25:00.000,1.15627,1.15667,1.15600,1.15663,1369.28 +19.06.2018 13:30:00.000,1.15664,1.15664,1.15545,1.15582,1796.8600000000001 +19.06.2018 13:35:00.000,1.15582,1.15630,1.15571,1.15626,1821.54 +19.06.2018 13:40:00.000,1.15626,1.15630,1.15534,1.15552,1334.27 +19.06.2018 13:45:00.000,1.15551,1.15598,1.15526,1.15552,1489.8799999999999 +19.06.2018 13:50:00.000,1.15553,1.15575,1.15521,1.15542,1760.8400000000001 +19.06.2018 13:55:00.000,1.15542,1.15636,1.15541,1.15611,1787.66 +19.06.2018 14:00:00.000,1.15608,1.15676,1.15556,1.15676,1825.37 +19.06.2018 14:05:00.000,1.15676,1.15712,1.15625,1.15640,1704.5400000000002 +19.06.2018 14:10:00.000,1.15641,1.15712,1.15629,1.15649,1793.15 +19.06.2018 14:15:00.000,1.15649,1.15675,1.15635,1.15644,1744.8100000000002 +19.06.2018 14:20:00.000,1.15644,1.15675,1.15628,1.15674,1643.1399999999999 +19.06.2018 14:25:00.000,1.15675,1.15679,1.15619,1.15634,1984.76 +19.06.2018 14:30:00.000,1.15634,1.15663,1.15622,1.15649,1559.66 +19.06.2018 14:35:00.000,1.15648,1.15678,1.15643,1.15647,1663.3300000000002 +19.06.2018 14:40:00.000,1.15647,1.15654,1.15604,1.15635,1560.06 +19.06.2018 14:45:00.000,1.15636,1.15722,1.15630,1.15697,1704.59 +19.06.2018 14:50:00.000,1.15698,1.15726,1.15671,1.15693,1635.0700000000002 +19.06.2018 14:55:00.000,1.15692,1.15696,1.15626,1.15650,1799.56 +19.06.2018 15:00:00.000,1.15650,1.15664,1.15605,1.15608,1699.34 +19.06.2018 15:05:00.000,1.15611,1.15679,1.15610,1.15666,1084.8500000000001 +19.06.2018 15:10:00.000,1.15666,1.15685,1.15648,1.15668,1145.42 +19.06.2018 15:15:00.000,1.15668,1.15703,1.15664,1.15692,1075.88 +19.06.2018 15:20:00.000,1.15692,1.15838,1.15692,1.15830,1748.4299999999998 +19.06.2018 15:25:00.000,1.15827,1.15836,1.15761,1.15763,1488.0700000000002 +19.06.2018 15:30:00.000,1.15763,1.15803,1.15763,1.15778,1395.7 +19.06.2018 15:35:00.000,1.15778,1.15871,1.15764,1.15848,1258.58 +19.06.2018 15:40:00.000,1.15846,1.15849,1.15769,1.15773,1061.66 +19.06.2018 15:45:00.000,1.15776,1.15788,1.15750,1.15782,989.4200000000001 +19.06.2018 15:50:00.000,1.15779,1.15782,1.15752,1.15762,615.13 +19.06.2018 15:55:00.000,1.15762,1.15798,1.15753,1.15779,913.8199999999999 +19.06.2018 16:00:00.000,1.15780,1.15781,1.15745,1.15752,925.44 +19.06.2018 16:05:00.000,1.15752,1.15768,1.15732,1.15763,834.9000000000001 +19.06.2018 16:10:00.000,1.15762,1.15762,1.15696,1.15703,939.41 +19.06.2018 16:15:00.000,1.15704,1.15716,1.15663,1.15708,1162.54 +19.06.2018 16:20:00.000,1.15708,1.15727,1.15692,1.15714,909.1300000000001 +19.06.2018 16:25:00.000,1.15713,1.15721,1.15677,1.15680,1016.7800000000001 +19.06.2018 16:30:00.000,1.15681,1.15683,1.15655,1.15657,925.8000000000001 +19.06.2018 16:35:00.000,1.15659,1.15689,1.15654,1.15681,938.24 +19.06.2018 16:40:00.000,1.15683,1.15705,1.15656,1.15697,973.2700000000001 +19.06.2018 16:45:00.000,1.15698,1.15728,1.15681,1.15681,739.27 +19.06.2018 16:50:00.000,1.15682,1.15715,1.15667,1.15698,703.2 +19.06.2018 16:55:00.000,1.15698,1.15726,1.15682,1.15700,868.13 +19.06.2018 17:00:00.000,1.15700,1.15719,1.15683,1.15699,844.84 +19.06.2018 17:05:00.000,1.15699,1.15741,1.15695,1.15736,557.6300000000001 +19.06.2018 17:10:00.000,1.15737,1.15800,1.15737,1.15789,844.38 +19.06.2018 17:15:00.000,1.15790,1.15834,1.15784,1.15793,623.5600000000001 +19.06.2018 17:20:00.000,1.15794,1.15831,1.15787,1.15819,693.1400000000001 +19.06.2018 17:25:00.000,1.15818,1.15829,1.15771,1.15773,712.42 +19.06.2018 17:30:00.000,1.15773,1.15787,1.15755,1.15759,692.96 +19.06.2018 17:35:00.000,1.15759,1.15820,1.15758,1.15790,649.44 +19.06.2018 17:40:00.000,1.15790,1.15800,1.15768,1.15774,562 +19.06.2018 17:45:00.000,1.15774,1.15774,1.15732,1.15757,760.1999999999999 +19.06.2018 17:50:00.000,1.15757,1.15769,1.15723,1.15734,679.6400000000001 +19.06.2018 17:55:00.000,1.15734,1.15743,1.15726,1.15727,568.65 +19.06.2018 18:00:00.000,1.15727,1.15729,1.15686,1.15711,739.42 +19.06.2018 18:05:00.000,1.15711,1.15794,1.15711,1.15785,1032.84 +19.06.2018 18:10:00.000,1.15786,1.15797,1.15773,1.15782,692.1800000000001 +19.06.2018 18:15:00.000,1.15783,1.15828,1.15776,1.15827,598.8199999999999 +19.06.2018 18:20:00.000,1.15826,1.15874,1.15826,1.15856,1129.33 +19.06.2018 18:25:00.000,1.15854,1.15868,1.15824,1.15824,639.53 +19.06.2018 18:30:00.000,1.15824,1.15825,1.15787,1.15796,590.96 +19.06.2018 18:35:00.000,1.15796,1.15833,1.15787,1.15793,522.05 +19.06.2018 18:40:00.000,1.15797,1.15816,1.15792,1.15801,593.0400000000001 +19.06.2018 18:45:00.000,1.15800,1.15804,1.15767,1.15767,600.85 +19.06.2018 18:50:00.000,1.15768,1.15776,1.15753,1.15757,549.8299999999999 +19.06.2018 18:55:00.000,1.15758,1.15769,1.15729,1.15743,773.2900000000001 +19.06.2018 19:00:00.000,1.15743,1.15748,1.15717,1.15746,791.95 +19.06.2018 19:05:00.000,1.15746,1.15760,1.15738,1.15749,505.13 +19.06.2018 19:10:00.000,1.15747,1.15749,1.15707,1.15712,590.84 +19.06.2018 19:15:00.000,1.15712,1.15759,1.15711,1.15759,511.56 +19.06.2018 19:20:00.000,1.15759,1.15773,1.15750,1.15755,640.78 +19.06.2018 19:25:00.000,1.15755,1.15768,1.15745,1.15768,805.95 +19.06.2018 19:30:00.000,1.15767,1.15774,1.15724,1.15753,667.3199999999999 +19.06.2018 19:35:00.000,1.15753,1.15762,1.15741,1.15748,655.9 +19.06.2018 19:40:00.000,1.15748,1.15773,1.15745,1.15764,516.6 +19.06.2018 19:45:00.000,1.15764,1.15800,1.15764,1.15780,446.44 +19.06.2018 19:50:00.000,1.15781,1.15798,1.15780,1.15794,625.6800000000001 +19.06.2018 19:55:00.000,1.15795,1.15809,1.15782,1.15808,834.5400000000001 +19.06.2018 20:00:00.000,1.15807,1.15830,1.15797,1.15827,572.16 +19.06.2018 20:05:00.000,1.15827,1.15832,1.15815,1.15828,296.23 +19.06.2018 20:10:00.000,1.15827,1.15852,1.15827,1.15847,361.2 +19.06.2018 20:15:00.000,1.15847,1.15935,1.15847,1.15911,446.15999999999997 +19.06.2018 20:20:00.000,1.15910,1.15919,1.15896,1.15917,401.38 +19.06.2018 20:25:00.000,1.15917,1.15938,1.15915,1.15933,518.93 +19.06.2018 20:30:00.000,1.15933,1.15934,1.15896,1.15899,487.07 +19.06.2018 20:35:00.000,1.15898,1.15899,1.15894,1.15897,237.08000000000004 +19.06.2018 20:40:00.000,1.15897,1.15909,1.15887,1.15909,547.56 +19.06.2018 20:45:00.000,1.15908,1.15914,1.15887,1.15889,309.6 +19.06.2018 20:50:00.000,1.15888,1.15890,1.15885,1.15886,297.2 +19.06.2018 20:55:00.000,1.15887,1.15906,1.15875,1.15883,347.52 +19.06.2018 21:00:00.000,1.15886,1.15887,1.15871,1.15883,90.48 +19.06.2018 21:05:00.000,1.15884,1.15888,1.15871,1.15887,354.88000000000005 +19.06.2018 21:10:00.000,1.15886,1.15891,1.15874,1.15891,330.65 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22:25:00.000,1.15855,1.15855,1.15849,1.15850,73.58 +19.06.2018 22:30:00.000,1.15849,1.15850,1.15841,1.15844,105.22999999999999 +19.06.2018 22:35:00.000,1.15844,1.15855,1.15841,1.15855,106.17 +19.06.2018 22:40:00.000,1.15856,1.15865,1.15855,1.15863,64.42 +19.06.2018 22:45:00.000,1.15863,1.15888,1.15861,1.15865,113.09 +19.06.2018 22:50:00.000,1.15864,1.15884,1.15864,1.15884,84.56 +19.06.2018 22:55:00.000,1.15884,1.15891,1.15878,1.15885,168.1 +19.06.2018 23:00:00.000,1.15885,1.15890,1.15879,1.15888,141.98999999999998 +19.06.2018 23:05:00.000,1.15888,1.15898,1.15879,1.15894,242.03 +19.06.2018 23:10:00.000,1.15892,1.15894,1.15875,1.15878,371.54999999999995 +19.06.2018 23:15:00.000,1.15879,1.15895,1.15878,1.15884,312.51 +19.06.2018 23:20:00.000,1.15882,1.15889,1.15880,1.15884,201.99999999999997 +19.06.2018 23:25:00.000,1.15885,1.15951,1.15885,1.15945,487.34999999999997 +19.06.2018 23:30:00.000,1.15945,1.15949,1.15920,1.15934,410.07 +19.06.2018 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03:15:00.000,1.15670,1.15675,1.15653,1.15654,341.93 +21.06.2018 03:20:00.000,1.15655,1.15656,1.15629,1.15632,501.14 +21.06.2018 03:25:00.000,1.15632,1.15632,1.15602,1.15628,880.53 +21.06.2018 03:30:00.000,1.15629,1.15630,1.15604,1.15610,712.2 +21.06.2018 03:35:00.000,1.15609,1.15612,1.15577,1.15610,880.7500000000001 +21.06.2018 03:40:00.000,1.15610,1.15627,1.15604,1.15617,553.97 +21.06.2018 03:45:00.000,1.15619,1.15635,1.15608,1.15634,537.96 +21.06.2018 03:50:00.000,1.15634,1.15636,1.15619,1.15623,311.23 +21.06.2018 03:55:00.000,1.15624,1.15644,1.15619,1.15638,374.89 +21.06.2018 04:00:00.000,1.15638,1.15650,1.15634,1.15639,504.42999999999995 +21.06.2018 04:05:00.000,1.15639,1.15640,1.15599,1.15602,458.42 +21.06.2018 04:10:00.000,1.15602,1.15606,1.15596,1.15600,542.77 +21.06.2018 04:15:00.000,1.15600,1.15611,1.15592,1.15609,484.17 +21.06.2018 04:20:00.000,1.15609,1.15614,1.15599,1.15604,481.02 +21.06.2018 04:25:00.000,1.15604,1.15615,1.15604,1.15613,230.68 +21.06.2018 04:30:00.000,1.15614,1.15625,1.15608,1.15609,222.72 +21.06.2018 04:35:00.000,1.15609,1.15626,1.15608,1.15621,196.35000000000002 +21.06.2018 04:40:00.000,1.15621,1.15621,1.15589,1.15589,356.75 +21.06.2018 04:45:00.000,1.15589,1.15593,1.15566,1.15570,324.51 +21.06.2018 04:50:00.000,1.15570,1.15604,1.15570,1.15604,502.46999999999997 +21.06.2018 04:55:00.000,1.15604,1.15631,1.15600,1.15622,607.73 +21.06.2018 05:00:00.000,1.15622,1.15636,1.15610,1.15619,481.42 +21.06.2018 05:05:00.000,1.15619,1.15625,1.15603,1.15610,626.85 +21.06.2018 05:10:00.000,1.15611,1.15618,1.15579,1.15589,653.75 +21.06.2018 05:15:00.000,1.15588,1.15588,1.15544,1.15574,859.38 +21.06.2018 05:20:00.000,1.15574,1.15593,1.15549,1.15590,723.67 +21.06.2018 05:25:00.000,1.15590,1.15590,1.15573,1.15574,477.51 +21.06.2018 05:30:00.000,1.15574,1.15575,1.15547,1.15553,628.11 +21.06.2018 05:35:00.000,1.15559,1.15574,1.15545,1.15554,373.65 +21.06.2018 05:40:00.000,1.15553,1.15571,1.15539,1.15564,499.07 +21.06.2018 05:45:00.000,1.15564,1.15571,1.15548,1.15565,473.15 +21.06.2018 05:50:00.000,1.15568,1.15591,1.15565,1.15589,684.67 +21.06.2018 05:55:00.000,1.15590,1.15603,1.15586,1.15601,302.09999999999997 +21.06.2018 06:00:00.000,1.15601,1.15606,1.15511,1.15516,1015.9099999999999 +21.06.2018 06:05:00.000,1.15517,1.15546,1.15506,1.15539,1250.95 +21.06.2018 06:10:00.000,1.15540,1.15547,1.15439,1.15481,1696.5 +21.06.2018 06:15:00.000,1.15483,1.15486,1.15432,1.15450,1664.67 +21.06.2018 06:20:00.000,1.15450,1.15460,1.15424,1.15448,1404.17 +21.06.2018 06:25:00.000,1.15449,1.15500,1.15438,1.15500,1434.9 +21.06.2018 06:30:00.000,1.15500,1.15546,1.15472,1.15481,1595.3400000000001 +21.06.2018 06:35:00.000,1.15483,1.15535,1.15454,1.15519,1336.87 +21.06.2018 06:40:00.000,1.15517,1.15567,1.15515,1.15565,1231.52 +21.06.2018 06:45:00.000,1.15562,1.15565,1.15529,1.15536,1014.19 +21.06.2018 06:50:00.000,1.15536,1.15545,1.15495,1.15500,1375.9699999999998 +21.06.2018 06:55:00.000,1.15503,1.15520,1.15400,1.15407,1754.2199999999998 +21.06.2018 07:00:00.000,1.15406,1.15468,1.15351,1.15459,1818.6000000000001 +21.06.2018 07:05:00.000,1.15461,1.15514,1.15430,1.15510,1412.02 +21.06.2018 07:10:00.000,1.15509,1.15582,1.15492,1.15501,1887.6000000000001 +21.06.2018 07:15:00.000,1.15500,1.15546,1.15475,1.15530,1377.51 +21.06.2018 07:20:00.000,1.15533,1.15549,1.15469,1.15479,1408.7600000000002 +21.06.2018 07:25:00.000,1.15478,1.15539,1.15478,1.15524,1164.2 +21.06.2018 07:30:00.000,1.15522,1.15579,1.15516,1.15573,1162.64 +21.06.2018 07:35:00.000,1.15574,1.15578,1.15505,1.15539,1783.23 +21.06.2018 07:40:00.000,1.15539,1.15622,1.15526,1.15560,1883.13 +21.06.2018 07:45:00.000,1.15561,1.15607,1.15551,1.15578,1810.12 +21.06.2018 07:50:00.000,1.15578,1.15627,1.15572,1.15622,1739.0900000000001 +21.06.2018 07:55:00.000,1.15622,1.15667,1.15613,1.15650,1734.04 +21.06.2018 08:00:00.000,1.15648,1.15677,1.15606,1.15617,1495.1599999999999 +21.06.2018 08:05:00.000,1.15616,1.15652,1.15599,1.15629,1608.8899999999999 +21.06.2018 08:10:00.000,1.15629,1.15629,1.15528,1.15541,6055.9901 +21.06.2018 08:15:00.000,1.15541,1.15558,1.15463,1.15485,1565.38 +21.06.2018 08:20:00.000,1.15486,1.15487,1.15426,1.15476,1495.5700000000002 +21.06.2018 08:25:00.000,1.15478,1.15583,1.15473,1.15583,1091.1599999999999 +21.06.2018 08:30:00.000,1.15584,1.15584,1.15480,1.15511,1200.21 +21.06.2018 08:35:00.000,1.15513,1.15529,1.15471,1.15501,1338.08 +21.06.2018 08:40:00.000,1.15501,1.15505,1.15400,1.15404,1648.74 +21.06.2018 08:45:00.000,1.15405,1.15466,1.15371,1.15378,1911.2600000000002 +21.06.2018 08:50:00.000,1.15378,1.15382,1.15212,1.15278,2228.05 +21.06.2018 08:55:00.000,1.15278,1.15307,1.15171,1.15192,2293.89 +21.06.2018 09:00:00.000,1.15191,1.15203,1.15140,1.15187,2274.4 +21.06.2018 09:05:00.000,1.15187,1.15235,1.15159,1.15173,1848.4099999999999 +21.06.2018 09:10:00.000,1.15172,1.15240,1.15120,1.15126,1728.85 +21.06.2018 09:15:00.000,1.15125,1.15221,1.15082,1.15175,1867.08 +21.06.2018 09:20:00.000,1.15175,1.15229,1.15160,1.15222,1654.1399999999999 +21.06.2018 09:25:00.000,1.15220,1.15284,1.15186,1.15262,1931.21 +21.06.2018 09:30:00.000,1.15263,1.15271,1.15195,1.15264,1471.75 +21.06.2018 09:35:00.000,1.15265,1.15283,1.15240,1.15259,1257.03 +21.06.2018 09:40:00.000,1.15259,1.15263,1.15200,1.15217,1205.6200000000001 +21.06.2018 09:45:00.000,1.15218,1.15255,1.15201,1.15248,1033.59 +21.06.2018 09:50:00.000,1.15248,1.15258,1.15150,1.15165,1208.59 +21.06.2018 09:55:00.000,1.15166,1.15212,1.15166,1.15201,1513.0700000000002 +21.06.2018 10:00:00.000,1.15202,1.15204,1.15166,1.15187,1249.4299999999998 +21.06.2018 10:05:00.000,1.15186,1.15199,1.15154,1.15167,1059.88 +21.06.2018 10:10:00.000,1.15167,1.15236,1.15156,1.15231,1072.8500000000001 +21.06.2018 10:15:00.000,1.15230,1.15264,1.15218,1.15249,1601.31 +21.06.2018 10:20:00.000,1.15250,1.15262,1.15216,1.15234,1135.6899999999998 +21.06.2018 10:25:00.000,1.15233,1.15245,1.15209,1.15228,974.67 +21.06.2018 10:30:00.000,1.15227,1.15248,1.15186,1.15193,1333.84 +21.06.2018 10:35:00.000,1.15193,1.15216,1.15187,1.15215,892.4300000000001 +21.06.2018 10:40:00.000,1.15213,1.15243,1.15196,1.15205,914.25 +21.06.2018 10:45:00.000,1.15205,1.15245,1.15205,1.15245,973.38 +21.06.2018 10:50:00.000,1.15246,1.15365,1.15240,1.15357,1412.2200000000003 +21.06.2018 10:55:00.000,1.15357,1.15418,1.15347,1.15381,1723.9299999999998 +21.06.2018 11:00:00.000,1.15383,1.15470,1.15383,1.15408,2104.38 +21.06.2018 11:05:00.000,1.15406,1.15441,1.15361,1.15367,1826.06 +21.06.2018 11:10:00.000,1.15366,1.15408,1.15334,1.15336,1378.69 +21.06.2018 11:15:00.000,1.15336,1.15384,1.15323,1.15323,1536.51 +21.06.2018 11:20:00.000,1.15324,1.15365,1.15324,1.15329,1218.7600000000002 +21.06.2018 11:25:00.000,1.15328,1.15343,1.15290,1.15341,1528.37 +21.06.2018 11:30:00.000,1.15340,1.15447,1.15340,1.15436,1478.88 +21.06.2018 11:35:00.000,1.15435,1.15447,1.15406,1.15420,1377.9 +21.06.2018 11:40:00.000,1.15421,1.15448,1.15408,1.15423,1028.35 +21.06.2018 11:45:00.000,1.15421,1.15457,1.15412,1.15456,1206.8000000000002 +21.06.2018 11:50:00.000,1.15457,1.15475,1.15425,1.15427,1169.91 +21.06.2018 11:55:00.000,1.15429,1.15452,1.15417,1.15430,1483.48 +21.06.2018 12:00:00.000,1.15431,1.15434,1.15371,1.15386,1824.2100000000003 +21.06.2018 12:05:00.000,1.15388,1.15391,1.15337,1.15377,1280.05 +21.06.2018 12:10:00.000,1.15377,1.15381,1.15320,1.15369,1644.3 +21.06.2018 12:15:00.000,1.15371,1.15428,1.15369,1.15415,1429.1100000000001 +21.06.2018 12:20:00.000,1.15418,1.15467,1.15412,1.15467,1517.6200000000001 +21.06.2018 12:25:00.000,1.15467,1.15510,1.15435,1.15441,1539.78 +21.06.2018 12:30:00.000,1.15440,1.15542,1.15421,1.15542,1605.21 +21.06.2018 12:35:00.000,1.15543,1.15743,1.15530,1.15677,2395 +21.06.2018 12:40:00.000,1.15676,1.15737,1.15647,1.15718,1638.63 +21.06.2018 12:45:00.000,1.15718,1.16107,1.15716,1.16006,2728.2099999999996 +21.06.2018 12:50:00.000,1.16003,1.16042,1.15872,1.15896,2322.57 +21.06.2018 12:55:00.000,1.15896,1.15921,1.15871,1.15890,1811.65 +21.06.2018 13:00:00.000,1.15891,1.16014,1.15888,1.15946,2312.84 +21.06.2018 13:05:00.000,1.15945,1.15972,1.15904,1.15922,2085.61 +21.06.2018 13:10:00.000,1.15920,1.15936,1.15850,1.15872,1680.44 +21.06.2018 13:15:00.000,1.15872,1.15905,1.15830,1.15866,1906.3899999999999 +21.06.2018 13:20:00.000,1.15864,1.15897,1.15822,1.15896,1560.85 +21.06.2018 13:25:00.000,1.15896,1.15934,1.15876,1.15922,1604.26 +21.06.2018 13:30:00.000,1.15921,1.15969,1.15899,1.15926,1552.8200000000002 +21.06.2018 13:35:00.000,1.15925,1.15994,1.15916,1.15939,1762.77 +21.06.2018 13:40:00.000,1.15939,1.15942,1.15850,1.15868,1671.3 +21.06.2018 13:45:00.000,1.15867,1.15897,1.15830,1.15881,1664.0300000000002 +21.06.2018 13:50:00.000,1.15880,1.15914,1.15851,1.15881,1379.1799999999998 +21.06.2018 13:55:00.000,1.15879,1.15885,1.15833,1.15863,1030.3400000000001 +21.06.2018 14:00:00.000,1.15861,1.15936,1.15835,1.15883,1975.66 +21.06.2018 14:05:00.000,1.15885,1.15907,1.15762,1.15777,1806.3600000000001 +21.06.2018 14:10:00.000,1.15777,1.15816,1.15751,1.15797,1765.9099999999999 +21.06.2018 14:15:00.000,1.15795,1.15840,1.15787,1.15825,1636.05 +21.06.2018 14:20:00.000,1.15824,1.15892,1.15795,1.15892,1908.1200000000001 +21.06.2018 14:25:00.000,1.15891,1.15970,1.15891,1.15964,1983.8800000000003 +21.06.2018 14:30:00.000,1.15966,1.15994,1.15932,1.15944,1534.61 +21.06.2018 14:35:00.000,1.15944,1.16189,1.15938,1.16161,1848.17 +21.06.2018 14:40:00.000,1.16162,1.16293,1.16162,1.16276,2483.33 +21.06.2018 14:45:00.000,1.16275,1.16334,1.16157,1.16165,2571.13 +21.06.2018 14:50:00.000,1.16166,1.16194,1.16126,1.16151,1696.1599999999999 +21.06.2018 14:55:00.000,1.16149,1.16165,1.16058,1.16068,1949.8199999999997 +21.06.2018 15:00:00.000,1.16067,1.16098,1.16044,1.16093,1867.1499999999999 +21.06.2018 15:05:00.000,1.16092,1.16094,1.16046,1.16086,1454.6799999999998 +21.06.2018 15:10:00.000,1.16085,1.16126,1.16078,1.16125,1267 +21.06.2018 15:15:00.000,1.16124,1.16126,1.16073,1.16089,1321.48 +21.06.2018 15:20:00.000,1.16087,1.16094,1.16056,1.16056,1005.6400000000001 +21.06.2018 15:25:00.000,1.16055,1.16067,1.15998,1.16007,1349.49 +21.06.2018 15:30:00.000,1.16007,1.16077,1.16000,1.16071,1221.3799999999999 +21.06.2018 15:35:00.000,1.16073,1.16085,1.16047,1.16047,924.3299999999999 +21.06.2018 15:40:00.000,1.16048,1.16080,1.16017,1.16048,1294.06 +21.06.2018 15:45:00.000,1.16049,1.16079,1.16033,1.16033,930.8 +21.06.2018 15:50:00.000,1.16032,1.16057,1.16031,1.16037,803.5699999999999 +21.06.2018 15:55:00.000,1.16037,1.16037,1.15976,1.15997,1301.35 +21.06.2018 16:00:00.000,1.15997,1.16007,1.15965,1.15982,1325.5 +21.06.2018 16:05:00.000,1.15982,1.15996,1.15963,1.15990,1307.78 +21.06.2018 16:10:00.000,1.15991,1.16018,1.15980,1.16017,1271.43 +21.06.2018 16:15:00.000,1.16015,1.16023,1.15971,1.15995,803 +21.06.2018 16:20:00.000,1.15993,1.15994,1.15967,1.15972,610.1700000000001 +21.06.2018 16:25:00.000,1.15973,1.15994,1.15968,1.15984,619.63 +21.06.2018 16:30:00.000,1.15984,1.15998,1.15950,1.15978,817.9399999999999 +21.06.2018 16:35:00.000,1.15978,1.16029,1.15968,1.16027,919.1299999999999 +21.06.2018 16:40:00.000,1.16028,1.16041,1.16020,1.16026,661.3900000000001 +21.06.2018 16:45:00.000,1.16025,1.16052,1.16025,1.16048,684.99 +21.06.2018 16:50:00.000,1.16049,1.16061,1.16029,1.16044,788.8499999999999 +21.06.2018 16:55:00.000,1.16043,1.16076,1.16029,1.16071,825.8199999999999 +21.06.2018 17:00:00.000,1.16070,1.16084,1.16059,1.16081,929.8200000000002 +21.06.2018 17:05:00.000,1.16082,1.16116,1.16080,1.16114,923.75 +21.06.2018 17:10:00.000,1.16113,1.16145,1.16094,1.16120,739.99 +21.06.2018 17:15:00.000,1.16120,1.16164,1.16113,1.16148,814.1899999999999 +21.06.2018 17:20:00.000,1.16148,1.16164,1.16141,1.16146,671.24 +21.06.2018 17:25:00.000,1.16147,1.16156,1.16109,1.16156,750.9100000000001 +21.06.2018 17:30:00.000,1.16157,1.16159,1.16121,1.16142,658.5 +21.06.2018 17:35:00.000,1.16143,1.16157,1.16131,1.16146,673.49 +21.06.2018 17:40:00.000,1.16147,1.16167,1.16131,1.16148,797.81 +21.06.2018 17:45:00.000,1.16151,1.16170,1.16141,1.16143,875.93 +21.06.2018 17:50:00.000,1.16142,1.16165,1.16128,1.16160,836.6 +21.06.2018 17:55:00.000,1.16160,1.16164,1.16133,1.16147,546.51 +21.06.2018 18:00:00.000,1.16146,1.16217,1.16140,1.16201,929.53 +21.06.2018 18:05:00.000,1.16201,1.16280,1.16181,1.16263,1338.2800000000002 +21.06.2018 18:10:00.000,1.16261,1.16266,1.16188,1.16189,1073.88 +21.06.2018 18:15:00.000,1.16187,1.16217,1.16158,1.16164,796.5999999999999 +21.06.2018 18:20:00.000,1.16165,1.16198,1.16159,1.16176,820.3100000000001 +21.06.2018 18:25:00.000,1.16176,1.16200,1.16168,1.16179,953.9399999999999 +21.06.2018 18:30:00.000,1.16179,1.16199,1.16156,1.16165,698.98 +21.06.2018 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22:05:00.000,1.16669,1.16673,1.16663,1.16669,371.02000000000004 +24.06.2018 22:10:00.000,1.16670,1.16678,1.16669,1.16675,295.23 +24.06.2018 22:15:00.000,1.16675,1.16679,1.16629,1.16654,622.06 +24.06.2018 22:20:00.000,1.16655,1.16674,1.16647,1.16647,522.8199999999999 +24.06.2018 22:25:00.000,1.16647,1.16667,1.16646,1.16665,874.27 +24.06.2018 22:30:00.000,1.16665,1.16666,1.16630,1.16632,723.36 +24.06.2018 22:35:00.000,1.16632,1.16656,1.16632,1.16652,544 +24.06.2018 22:40:00.000,1.16653,1.16667,1.16645,1.16664,414.96000000000004 +24.06.2018 22:45:00.000,1.16664,1.16679,1.16663,1.16675,497.47999999999996 +24.06.2018 22:50:00.000,1.16676,1.16678,1.16673,1.16673,235.15 +24.06.2018 22:55:00.000,1.16674,1.16692,1.16671,1.16691,322.04 +24.06.2018 23:00:00.000,1.16691,1.16695,1.16689,1.16692,266.84999999999997 +24.06.2018 23:05:00.000,1.16691,1.16695,1.16681,1.16681,394.44 +24.06.2018 23:10:00.000,1.16681,1.16724,1.16681,1.16721,603.3399999999999 +24.06.2018 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00:25:00.000,1.16577,1.16597,1.16541,1.16542,1163.05 +25.06.2018 00:30:00.000,1.16543,1.16575,1.16517,1.16572,1378.6499999999999 +25.06.2018 00:35:00.000,1.16571,1.16607,1.16570,1.16603,1067.14 +25.06.2018 00:40:00.000,1.16603,1.16613,1.16562,1.16575,882.59 +25.06.2018 00:45:00.000,1.16577,1.16598,1.16572,1.16598,696.53 +25.06.2018 00:50:00.000,1.16597,1.16597,1.16540,1.16540,1232.8300000000002 +25.06.2018 00:55:00.000,1.16540,1.16586,1.16531,1.16564,1449.3 +25.06.2018 01:00:00.000,1.16564,1.16572,1.16521,1.16542,1238.9099999999999 +25.06.2018 01:05:00.000,1.16544,1.16577,1.16541,1.16569,838.91 +25.06.2018 01:10:00.000,1.16568,1.16569,1.16547,1.16552,928.46 +25.06.2018 01:15:00.000,1.16552,1.16567,1.16504,1.16504,1143.6599999999999 +25.06.2018 01:20:00.000,1.16507,1.16550,1.16497,1.16528,1170.5 +25.06.2018 01:25:00.000,1.16528,1.16552,1.16512,1.16523,800.8499999999999 +25.06.2018 01:30:00.000,1.16524,1.16555,1.16523,1.16525,1139.92 +25.06.2018 01:35:00.000,1.16528,1.16569,1.16519,1.16557,1143.43 +25.06.2018 01:40:00.000,1.16556,1.16570,1.16551,1.16569,849.65 +25.06.2018 01:45:00.000,1.16568,1.16605,1.16560,1.16596,1106.95 +25.06.2018 01:50:00.000,1.16595,1.16603,1.16577,1.16578,1036.93 +25.06.2018 01:55:00.000,1.16579,1.16579,1.16551,1.16563,1055.04 +25.06.2018 02:00:00.000,1.16564,1.16574,1.16553,1.16562,551.0600000000001 +25.06.2018 02:05:00.000,1.16562,1.16562,1.16524,1.16538,852.0899999999999 +25.06.2018 02:10:00.000,1.16538,1.16568,1.16534,1.16559,1100.68 +25.06.2018 02:15:00.000,1.16561,1.16580,1.16552,1.16553,763.25 +25.06.2018 02:20:00.000,1.16552,1.16578,1.16552,1.16564,731.93 +25.06.2018 02:25:00.000,1.16563,1.16573,1.16534,1.16539,1072.5900000000001 +25.06.2018 02:30:00.000,1.16538,1.16538,1.16502,1.16505,877.7700000000001 +25.06.2018 02:35:00.000,1.16505,1.16508,1.16478,1.16478,729.3399999999999 +25.06.2018 02:40:00.000,1.16479,1.16507,1.16472,1.16507,592.94 +25.06.2018 02:45:00.000,1.16508,1.16508,1.16492,1.16498,539.4399999999999 +25.06.2018 02:50:00.000,1.16496,1.16519,1.16493,1.16509,668.23 +25.06.2018 02:55:00.000,1.16508,1.16517,1.16471,1.16471,586.74 +25.06.2018 03:00:00.000,1.16470,1.16498,1.16462,1.16483,868.73 +25.06.2018 03:05:00.000,1.16484,1.16489,1.16466,1.16478,446.30999999999995 +25.06.2018 03:10:00.000,1.16478,1.16505,1.16474,1.16494,703.79 +25.06.2018 03:15:00.000,1.16495,1.16515,1.16487,1.16508,605.11 +25.06.2018 03:20:00.000,1.16508,1.16530,1.16506,1.16530,602.7 +25.06.2018 03:25:00.000,1.16530,1.16530,1.16496,1.16507,803.4 +25.06.2018 03:30:00.000,1.16507,1.16533,1.16507,1.16523,838.22 +25.06.2018 03:35:00.000,1.16523,1.16536,1.16513,1.16514,669.31 +25.06.2018 03:40:00.000,1.16513,1.16530,1.16511,1.16525,516.15 +25.06.2018 03:45:00.000,1.16525,1.16548,1.16518,1.16541,888.42 +25.06.2018 03:50:00.000,1.16540,1.16563,1.16540,1.16561,458.75 +25.06.2018 03:55:00.000,1.16561,1.16567,1.16544,1.16559,659.6700000000001 +25.06.2018 04:00:00.000,1.16560,1.16566,1.16537,1.16545,538.63 +25.06.2018 04:05:00.000,1.16546,1.16563,1.16544,1.16559,629.4300000000001 +25.06.2018 04:10:00.000,1.16558,1.16564,1.16541,1.16546,619.11 +25.06.2018 04:15:00.000,1.16545,1.16562,1.16539,1.16557,598.78 +25.06.2018 04:20:00.000,1.16557,1.16562,1.16534,1.16536,566.5999999999999 +25.06.2018 04:25:00.000,1.16536,1.16536,1.16514,1.16535,580.53 +25.06.2018 04:30:00.000,1.16536,1.16542,1.16533,1.16541,458.53 +25.06.2018 04:35:00.000,1.16541,1.16542,1.16502,1.16516,624.8699999999999 +25.06.2018 04:40:00.000,1.16515,1.16528,1.16515,1.16521,440.7300000000001 +25.06.2018 04:45:00.000,1.16521,1.16532,1.16510,1.16532,507.11 +25.06.2018 04:50:00.000,1.16531,1.16542,1.16525,1.16541,454.03000000000003 +25.06.2018 04:55:00.000,1.16540,1.16542,1.16519,1.16521,472.03000000000003 +25.06.2018 05:00:00.000,1.16525,1.16550,1.16524,1.16539,509.19 +25.06.2018 05:05:00.000,1.16538,1.16567,1.16536,1.16538,547.73 +25.06.2018 05:10:00.000,1.16534,1.16553,1.16530,1.16531,629.19 +25.06.2018 05:15:00.000,1.16532,1.16553,1.16527,1.16531,570.26 +25.06.2018 05:20:00.000,1.16532,1.16532,1.16499,1.16505,628.3499999999999 +25.06.2018 05:25:00.000,1.16505,1.16517,1.16468,1.16470,828.27 +25.06.2018 05:30:00.000,1.16469,1.16474,1.16445,1.16450,811.3700000000001 +25.06.2018 05:35:00.000,1.16451,1.16460,1.16414,1.16435,1004.3900000000001 +25.06.2018 05:40:00.000,1.16433,1.16464,1.16429,1.16463,533.18 +25.06.2018 05:45:00.000,1.16463,1.16463,1.16406,1.16406,813.6299999999999 +25.06.2018 05:50:00.000,1.16406,1.16429,1.16397,1.16404,1024 +25.06.2018 05:55:00.000,1.16408,1.16421,1.16394,1.16417,816.66 +25.06.2018 06:00:00.000,1.16417,1.16429,1.16349,1.16389,1411.3899999999999 +25.06.2018 06:05:00.000,1.16388,1.16412,1.16348,1.16364,1400.2199999999998 +25.06.2018 06:10:00.000,1.16364,1.16427,1.16360,1.16425,1115.3000000000002 +25.06.2018 06:15:00.000,1.16425,1.16438,1.16402,1.16436,812.05 +25.06.2018 06:20:00.000,1.16436,1.16476,1.16425,1.16435,1205.6100000000001 +25.06.2018 06:25:00.000,1.16430,1.16439,1.16383,1.16396,1360.92 +25.06.2018 06:30:00.000,1.16396,1.16458,1.16396,1.16444,1544.8799999999999 +25.06.2018 06:35:00.000,1.16448,1.16468,1.16393,1.16420,1113.9 +25.06.2018 06:40:00.000,1.16419,1.16463,1.16407,1.16447,805.29 +25.06.2018 06:45:00.000,1.16447,1.16480,1.16402,1.16410,1257.86 +25.06.2018 06:50:00.000,1.16411,1.16458,1.16405,1.16449,1039.02 +25.06.2018 06:55:00.000,1.16451,1.16451,1.16297,1.16309,1912.3799999999999 +25.06.2018 07:00:00.000,1.16308,1.16362,1.16286,1.16358,1818.43 +25.06.2018 07:05:00.000,1.16357,1.16404,1.16343,1.16376,1652.64 +25.06.2018 07:10:00.000,1.16376,1.16384,1.16289,1.16308,2073.35 +25.06.2018 07:15:00.000,1.16308,1.16382,1.16308,1.16324,1898.0300000000002 +25.06.2018 07:20:00.000,1.16324,1.16377,1.16318,1.16366,1506.69 +25.06.2018 07:25:00.000,1.16366,1.16385,1.16321,1.16338,1329.97 +25.06.2018 07:30:00.000,1.16339,1.16386,1.16327,1.16375,900.43 +25.06.2018 07:35:00.000,1.16375,1.16403,1.16360,1.16386,1381.87 +25.06.2018 07:40:00.000,1.16383,1.16441,1.16380,1.16435,1402.98 +25.06.2018 07:45:00.000,1.16435,1.16435,1.16379,1.16402,1363.1 +25.06.2018 07:50:00.000,1.16401,1.16413,1.16380,1.16405,1316.06 +25.06.2018 07:55:00.000,1.16404,1.16456,1.16398,1.16438,1119.2 +25.06.2018 08:00:00.000,1.16439,1.16587,1.16413,1.16583,2058.8700000000003 +25.06.2018 08:05:00.000,1.16584,1.16596,1.16523,1.16538,1844.2400000000002 +25.06.2018 08:10:00.000,1.16538,1.16557,1.16529,1.16532,1007.2900000000001 +25.06.2018 08:15:00.000,1.16533,1.16618,1.16526,1.16596,1309.25 +25.06.2018 08:20:00.000,1.16596,1.16698,1.16564,1.16679,1374.94 +25.06.2018 08:25:00.000,1.16681,1.16707,1.16632,1.16636,1772.8100000000002 +25.06.2018 08:30:00.000,1.16639,1.16650,1.16609,1.16619,1139.8400000000001 +25.06.2018 08:35:00.000,1.16617,1.16646,1.16591,1.16608,1291.92 +25.06.2018 08:40:00.000,1.16607,1.16636,1.16592,1.16592,1117.8100000000002 +25.06.2018 08:45:00.000,1.16592,1.16611,1.16570,1.16603,1181.56 +25.06.2018 08:50:00.000,1.16602,1.16602,1.16554,1.16566,1338.51 +25.06.2018 08:55:00.000,1.16566,1.16641,1.16566,1.16588,1302.04 +25.06.2018 09:00:00.000,1.16590,1.16645,1.16585,1.16597,1266.8 +25.06.2018 09:05:00.000,1.16595,1.16604,1.16530,1.16532,1609.05 +25.06.2018 09:10:00.000,1.16532,1.16543,1.16497,1.16542,1589.58 +25.06.2018 09:15:00.000,1.16541,1.16582,1.16507,1.16572,1280.25 +25.06.2018 09:20:00.000,1.16572,1.16599,1.16490,1.16506,1350.99 +25.06.2018 09:25:00.000,1.16505,1.16517,1.16391,1.16414,1300.4199999999998 +25.06.2018 09:30:00.000,1.16414,1.16494,1.16402,1.16491,1215.63 +25.06.2018 09:35:00.000,1.16489,1.16517,1.16460,1.16513,1309.5500000000002 +25.06.2018 09:40:00.000,1.16512,1.16586,1.16502,1.16538,1299.42 +25.06.2018 09:45:00.000,1.16538,1.16553,1.16478,1.16484,1256.15 +25.06.2018 09:50:00.000,1.16483,1.16510,1.16461,1.16486,1329.02 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13:35:00.000,1.16915,1.16915,1.16860,1.16871,1272.5 +25.06.2018 13:40:00.000,1.16867,1.16891,1.16808,1.16808,1017.0900000000001 +25.06.2018 13:45:00.000,1.16810,1.16853,1.16792,1.16843,1396.1799999999998 +25.06.2018 13:50:00.000,1.16842,1.16858,1.16792,1.16796,1232.15 +25.06.2018 13:55:00.000,1.16795,1.16823,1.16780,1.16798,1194.46 +25.06.2018 14:00:00.000,1.16798,1.16847,1.16781,1.16837,1497.38 +25.06.2018 14:05:00.000,1.16838,1.16839,1.16790,1.16806,1304.13 +25.06.2018 14:10:00.000,1.16804,1.16841,1.16792,1.16841,1281.02 +25.06.2018 14:15:00.000,1.16840,1.16848,1.16789,1.16791,909.9200000000001 +25.06.2018 14:20:00.000,1.16792,1.16806,1.16710,1.16745,1227.2 +25.06.2018 14:25:00.000,1.16745,1.16834,1.16743,1.16834,1314.9099999999999 +25.06.2018 14:30:00.000,1.16832,1.16883,1.16800,1.16870,1251.6 +25.06.2018 14:35:00.000,1.16870,1.16903,1.16843,1.16884,1472.16 +25.06.2018 14:40:00.000,1.16882,1.16882,1.16839,1.16839,1165.6 +25.06.2018 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18:20:00.000,1.17024,1.17032,1.17012,1.17028,446.19999999999993 +25.06.2018 18:25:00.000,1.17028,1.17046,1.17022,1.17044,419.88 +25.06.2018 18:30:00.000,1.17045,1.17093,1.17035,1.17076,961.3199999999999 +25.06.2018 18:35:00.000,1.17077,1.17097,1.17077,1.17080,677.1 +25.06.2018 18:40:00.000,1.17080,1.17127,1.17066,1.17121,728.08 +25.06.2018 18:45:00.000,1.17120,1.17130,1.17090,1.17090,895.74 +25.06.2018 18:50:00.000,1.17089,1.17092,1.17036,1.17039,955.82 +25.06.2018 18:55:00.000,1.17037,1.17047,1.17005,1.17042,915.0500000000001 +25.06.2018 19:00:00.000,1.17042,1.17068,1.17036,1.17067,738.4 +25.06.2018 19:05:00.000,1.17068,1.17087,1.17059,1.17085,895.0699999999999 +25.06.2018 19:10:00.000,1.17087,1.17097,1.17067,1.17068,849.1999999999999 +25.06.2018 19:15:00.000,1.17070,1.17091,1.17066,1.17084,606.72 +25.06.2018 19:20:00.000,1.17084,1.17104,1.17074,1.17088,603.39 +25.06.2018 19:25:00.000,1.17088,1.17097,1.17072,1.17097,609.76 +25.06.2018 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04:00:00.000,1.17099,1.17132,1.17098,1.17126,435.4100000000001 +26.06.2018 04:05:00.000,1.17127,1.17129,1.17110,1.17113,591.0600000000001 +26.06.2018 04:10:00.000,1.17113,1.17137,1.17110,1.17134,528.1099999999999 +26.06.2018 04:15:00.000,1.17135,1.17150,1.17130,1.17138,650.62 +26.06.2018 04:20:00.000,1.17138,1.17141,1.17122,1.17131,411.75999999999993 +26.06.2018 04:25:00.000,1.17132,1.17146,1.17131,1.17141,327.63 +26.06.2018 04:30:00.000,1.17142,1.17153,1.17135,1.17140,653.3699999999999 +26.06.2018 04:35:00.000,1.17140,1.17157,1.17134,1.17151,397.32 +26.06.2018 04:40:00.000,1.17151,1.17152,1.17135,1.17141,354.49 +26.06.2018 04:45:00.000,1.17141,1.17153,1.17141,1.17148,320.13000000000005 +26.06.2018 04:50:00.000,1.17148,1.17153,1.17136,1.17146,278.2 +26.06.2018 04:55:00.000,1.17146,1.17150,1.17131,1.17145,469.73 +26.06.2018 05:00:00.000,1.17147,1.17147,1.17124,1.17127,556.3 +26.06.2018 05:05:00.000,1.17127,1.17168,1.17127,1.17144,626.59 +26.06.2018 05:10:00.000,1.17144,1.17167,1.17142,1.17162,831.24 +26.06.2018 05:15:00.000,1.17163,1.17172,1.17131,1.17152,900.0000000000001 +26.06.2018 05:20:00.000,1.17153,1.17159,1.17140,1.17146,662.01 +26.06.2018 05:25:00.000,1.17146,1.17173,1.17142,1.17152,831.3699999999999 +26.06.2018 05:30:00.000,1.17152,1.17159,1.17141,1.17146,645.63 +26.06.2018 05:35:00.000,1.17145,1.17176,1.17130,1.17172,901.75 +26.06.2018 05:40:00.000,1.17172,1.17187,1.17162,1.17179,796.9 +26.06.2018 05:45:00.000,1.17180,1.17188,1.17166,1.17166,599.6700000000001 +26.06.2018 05:50:00.000,1.17165,1.17170,1.17124,1.17133,903.46 +26.06.2018 05:55:00.000,1.17132,1.17137,1.17094,1.17100,855.6899999999999 +26.06.2018 06:00:00.000,1.17100,1.17105,1.17030,1.17098,1495.11 +26.06.2018 06:05:00.000,1.17098,1.17101,1.17055,1.17060,1148.1100000000001 +26.06.2018 06:10:00.000,1.17061,1.17080,1.17039,1.17044,1322.35 +26.06.2018 06:15:00.000,1.17043,1.17110,1.17040,1.17056,1594.74 +26.06.2018 06:20:00.000,1.17054,1.17100,1.17035,1.17039,1206.32 +26.06.2018 06:25:00.000,1.17036,1.17039,1.16943,1.16955,1900.5 +26.06.2018 06:30:00.000,1.16954,1.16998,1.16943,1.16998,1316.71 +26.06.2018 06:35:00.000,1.17000,1.17036,1.16991,1.17036,1172.75 +26.06.2018 06:40:00.000,1.17035,1.17048,1.16989,1.16989,1094.74 +26.06.2018 06:45:00.000,1.16991,1.16991,1.16940,1.16946,1526.2 +26.06.2018 06:50:00.000,1.16945,1.16954,1.16911,1.16930,1561.78 +26.06.2018 06:55:00.000,1.16930,1.16955,1.16920,1.16935,1380.87 +26.06.2018 07:00:00.000,1.16929,1.16952,1.16881,1.16943,1813.8 +26.06.2018 07:05:00.000,1.16945,1.17008,1.16928,1.16986,1790.02 +26.06.2018 07:10:00.000,1.16983,1.17020,1.16953,1.16960,1607.9399999999998 +26.06.2018 07:15:00.000,1.16959,1.16989,1.16950,1.16975,1236.46 +26.06.2018 07:20:00.000,1.16975,1.16995,1.16954,1.16986,1414.8300000000002 +26.06.2018 07:25:00.000,1.16985,1.16994,1.16951,1.16984,1546.9 +26.06.2018 07:30:00.000,1.16982,1.16994,1.16915,1.16946,1944.6699999999998 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08:45:00.000,1.16756,1.16829,1.16754,1.16756,1675.5299999999997 +26.06.2018 08:50:00.000,1.16756,1.16777,1.16725,1.16762,1304.6499999999999 +26.06.2018 08:55:00.000,1.16760,1.16776,1.16729,1.16729,1036.87 +26.06.2018 09:00:00.000,1.16728,1.16768,1.16708,1.16731,1599.44 +26.06.2018 09:05:00.000,1.16731,1.16768,1.16666,1.16666,1759.33 +26.06.2018 09:10:00.000,1.16665,1.16686,1.16630,1.16660,2135.81 +26.06.2018 09:15:00.000,1.16660,1.16692,1.16645,1.16671,1994.69 +26.06.2018 09:20:00.000,1.16668,1.16693,1.16627,1.16655,1410.88 +26.06.2018 09:25:00.000,1.16655,1.16680,1.16631,1.16644,1788.06 +26.06.2018 09:30:00.000,1.16646,1.16662,1.16515,1.16522,2350.86 +26.06.2018 09:35:00.000,1.16520,1.16567,1.16510,1.16546,2470.9 +26.06.2018 09:40:00.000,1.16546,1.16608,1.16528,1.16604,1961.85 +26.06.2018 09:45:00.000,1.16603,1.16617,1.16547,1.16571,1643.26 +26.06.2018 09:50:00.000,1.16573,1.16606,1.16552,1.16597,1291.58 +26.06.2018 09:55:00.000,1.16598,1.16639,1.16585,1.16600,1681.98 +26.06.2018 10:00:00.000,1.16599,1.16618,1.16581,1.16613,1556.8400000000001 +26.06.2018 10:05:00.000,1.16613,1.16645,1.16599,1.16603,1655.88 +26.06.2018 10:10:00.000,1.16603,1.16642,1.16560,1.16574,1715.99 +26.06.2018 10:15:00.000,1.16573,1.16638,1.16571,1.16623,1454.1100000000001 +26.06.2018 10:20:00.000,1.16621,1.16676,1.16618,1.16668,1357.65 +26.06.2018 10:25:00.000,1.16668,1.16681,1.16645,1.16661,1774.65 +26.06.2018 10:30:00.000,1.16661,1.16670,1.16631,1.16638,1472.4 +26.06.2018 10:35:00.000,1.16638,1.16683,1.16625,1.16677,1298.77 +26.06.2018 10:40:00.000,1.16676,1.16688,1.16642,1.16662,1196.02 +26.06.2018 10:45:00.000,1.16662,1.16697,1.16651,1.16692,886.6200000000001 +26.06.2018 10:50:00.000,1.16695,1.16695,1.16660,1.16672,951.6999999999999 +26.06.2018 10:55:00.000,1.16675,1.16709,1.16657,1.16698,1333.79 +26.06.2018 11:00:00.000,1.16697,1.16712,1.16663,1.16691,1479.81 +26.06.2018 11:05:00.000,1.16691,1.16698,1.16653,1.16665,1267.5200000000002 +26.06.2018 11:10:00.000,1.16666,1.16680,1.16648,1.16662,1185.8700000000001 +26.06.2018 11:15:00.000,1.16660,1.16708,1.16656,1.16700,1473.3000000000002 +26.06.2018 11:20:00.000,1.16702,1.16756,1.16697,1.16744,1231.9099999999999 +26.06.2018 11:25:00.000,1.16742,1.16761,1.16709,1.16741,1279.85 +26.06.2018 11:30:00.000,1.16741,1.16789,1.16727,1.16775,940.1700000000001 +26.06.2018 11:35:00.000,1.16775,1.16790,1.16733,1.16751,1241.3300000000002 +26.06.2018 11:40:00.000,1.16751,1.16758,1.16724,1.16736,1507.88 +26.06.2018 11:45:00.000,1.16734,1.16736,1.16684,1.16687,1020.73 +26.06.2018 11:50:00.000,1.16688,1.16694,1.16642,1.16664,1325.6299999999999 +26.06.2018 11:55:00.000,1.16663,1.16744,1.16658,1.16743,1253.91 +26.06.2018 12:00:00.000,1.16740,1.16755,1.16702,1.16706,1293.16 +26.06.2018 12:05:00.000,1.16705,1.16728,1.16682,1.16697,1218.18 +26.06.2018 12:10:00.000,1.16698,1.16733,1.16691,1.16719,1329.1200000000001 +26.06.2018 12:15:00.000,1.16720,1.16762,1.16720,1.16731,1487.42 +26.06.2018 12:20:00.000,1.16732,1.16808,1.16727,1.16770,1600.92 +26.06.2018 12:25:00.000,1.16772,1.16785,1.16724,1.16767,1489.48 +26.06.2018 12:30:00.000,1.16764,1.16821,1.16731,1.16814,1392.98 +26.06.2018 12:35:00.000,1.16813,1.16844,1.16797,1.16801,1591.33 +26.06.2018 12:40:00.000,1.16801,1.16816,1.16758,1.16766,1474.4 +26.06.2018 12:45:00.000,1.16766,1.16776,1.16717,1.16725,1339.1499999999999 +26.06.2018 12:50:00.000,1.16725,1.16754,1.16698,1.16706,1430.43 +26.06.2018 12:55:00.000,1.16707,1.16747,1.16702,1.16709,1065.73 +26.06.2018 13:00:00.000,1.16708,1.16743,1.16685,1.16737,1364.13 +26.06.2018 13:05:00.000,1.16738,1.16738,1.16654,1.16661,1486.0099999999998 +26.06.2018 13:10:00.000,1.16661,1.16682,1.16633,1.16651,1339.62 +26.06.2018 13:15:00.000,1.16651,1.16710,1.16647,1.16710,1024.6 +26.06.2018 13:20:00.000,1.16711,1.16726,1.16676,1.16687,1431.1599999999999 +26.06.2018 13:25:00.000,1.16687,1.16728,1.16675,1.16679,1611.91 +26.06.2018 13:30:00.000,1.16679,1.16733,1.16673,1.16724,1311.23 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15:55:00.000,1.16706,1.16754,1.16702,1.16753,990.45 +26.06.2018 16:00:00.000,1.16753,1.16762,1.16729,1.16738,1136.5900000000001 +26.06.2018 16:05:00.000,1.16738,1.16740,1.16703,1.16724,1074.0100000000002 +26.06.2018 16:10:00.000,1.16723,1.16731,1.16651,1.16654,1198.3999999999999 +26.06.2018 16:15:00.000,1.16653,1.16696,1.16652,1.16674,1327.5400000000002 +26.06.2018 16:20:00.000,1.16673,1.16708,1.16662,1.16663,859.12 +26.06.2018 16:25:00.000,1.16664,1.16674,1.16630,1.16674,733.8899999999999 +26.06.2018 16:30:00.000,1.16672,1.16687,1.16645,1.16672,752.73 +26.06.2018 16:35:00.000,1.16671,1.16678,1.16630,1.16638,896.65 +26.06.2018 16:40:00.000,1.16637,1.16638,1.16597,1.16607,871.76 +26.06.2018 16:45:00.000,1.16607,1.16631,1.16581,1.16587,1027.61 +26.06.2018 16:50:00.000,1.16591,1.16600,1.16574,1.16596,1116.1799999999998 +26.06.2018 16:55:00.000,1.16595,1.16629,1.16556,1.16580,1193.14 +26.06.2018 17:00:00.000,1.16580,1.16585,1.16535,1.16582,946.4399999999999 +26.06.2018 17:05:00.000,1.16584,1.16611,1.16576,1.16580,1183.72 +26.06.2018 17:10:00.000,1.16581,1.16581,1.16532,1.16536,1141.17 +26.06.2018 17:15:00.000,1.16537,1.16545,1.16400,1.16415,1557.6799999999998 +26.06.2018 17:20:00.000,1.16416,1.16417,1.16348,1.16394,1250.04 +26.06.2018 17:25:00.000,1.16394,1.16433,1.16394,1.16429,880.42 +26.06.2018 17:30:00.000,1.16430,1.16468,1.16430,1.16448,1034.3600000000001 +26.06.2018 17:35:00.000,1.16449,1.16458,1.16423,1.16447,1146.1499999999999 +26.06.2018 17:40:00.000,1.16448,1.16493,1.16446,1.16471,1001.93 +26.06.2018 17:45:00.000,1.16472,1.16473,1.16387,1.16428,1373.1200000000001 +26.06.2018 17:50:00.000,1.16428,1.16453,1.16423,1.16432,1169.77 +26.06.2018 17:55:00.000,1.16432,1.16442,1.16407,1.16418,976.14 +26.06.2018 18:00:00.000,1.16419,1.16452,1.16418,1.16452,899.6500000000001 +26.06.2018 18:05:00.000,1.16452,1.16482,1.16412,1.16433,1041.67 +26.06.2018 18:10:00.000,1.16433,1.16473,1.16432,1.16441,970.5500000000001 +26.06.2018 18:15:00.000,1.16442,1.16501,1.16442,1.16478,799.06 +26.06.2018 18:20:00.000,1.16478,1.16488,1.16471,1.16484,771.6 +26.06.2018 18:25:00.000,1.16487,1.16487,1.16467,1.16474,728.7400000000001 +26.06.2018 18:30:00.000,1.16475,1.16476,1.16439,1.16454,554.06 +26.06.2018 18:35:00.000,1.16453,1.16457,1.16442,1.16447,416.97 +26.06.2018 18:40:00.000,1.16447,1.16459,1.16432,1.16458,731.73 +26.06.2018 18:45:00.000,1.16459,1.16469,1.16448,1.16457,517.98 +26.06.2018 18:50:00.000,1.16456,1.16480,1.16452,1.16467,975.3899999999999 +26.06.2018 18:55:00.000,1.16467,1.16511,1.16466,1.16508,1045.47 +26.06.2018 19:00:00.000,1.16508,1.16539,1.16485,1.16521,875.07 +26.06.2018 19:05:00.000,1.16521,1.16535,1.16496,1.16530,782.4000000000001 +26.06.2018 19:10:00.000,1.16527,1.16532,1.16488,1.16494,926.89 +26.06.2018 19:15:00.000,1.16494,1.16515,1.16491,1.16492,768.52 +26.06.2018 19:20:00.000,1.16492,1.16502,1.16468,1.16468,636.6700000000001 +26.06.2018 19:25:00.000,1.16468,1.16469,1.16441,1.16457,876.63 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20:40:00.000,1.16484,1.16487,1.16463,1.16473,514.48 +26.06.2018 20:45:00.000,1.16475,1.16475,1.16458,1.16469,334.94 +26.06.2018 20:50:00.000,1.16468,1.16473,1.16461,1.16464,422.88000000000005 +26.06.2018 20:55:00.000,1.16464,1.16502,1.16460,1.16466,524.02 +26.06.2018 21:00:00.000,1.16459,1.16461,1.16452,1.16452,62.019999999999996 +26.06.2018 21:05:00.000,1.16453,1.16474,1.16452,1.16466,252.15000000000003 +26.06.2018 21:10:00.000,1.16466,1.16480,1.16462,1.16471,101.6 +26.06.2018 21:15:00.000,1.16468,1.16477,1.16465,1.16472,244.31000000000003 +26.06.2018 21:20:00.000,1.16472,1.16477,1.16459,1.16462,108.92 +26.06.2018 21:25:00.000,1.16463,1.16470,1.16463,1.16468,129.15 +26.06.2018 21:30:00.000,1.16467,1.16480,1.16466,1.16471,136.11 +26.06.2018 21:35:00.000,1.16472,1.16487,1.16468,1.16469,183.15 +26.06.2018 21:40:00.000,1.16469,1.16483,1.16468,1.16477,365.73 +26.06.2018 21:45:00.000,1.16478,1.16482,1.16469,1.16480,325.8 +26.06.2018 21:50:00.000,1.16478,1.16482,1.16471,1.16476,760.4599999999999 +26.06.2018 21:55:00.000,1.16473,1.16480,1.16462,1.16464,349.49 +26.06.2018 22:00:00.000,1.16463,1.16494,1.16458,1.16492,222.76999999999998 +26.06.2018 22:05:00.000,1.16493,1.16495,1.16477,1.16477,351.96000000000004 +26.06.2018 22:10:00.000,1.16478,1.16489,1.16468,1.16474,477.84999999999997 +26.06.2018 22:15:00.000,1.16474,1.16503,1.16473,1.16503,465.79999999999995 +26.06.2018 22:20:00.000,1.16502,1.16516,1.16489,1.16497,298.81 +26.06.2018 22:25:00.000,1.16499,1.16499,1.16472,1.16473,145.34 +26.06.2018 22:30:00.000,1.16474,1.16494,1.16473,1.16484,337.34000000000003 +26.06.2018 22:35:00.000,1.16485,1.16504,1.16484,1.16504,230.65 +26.06.2018 22:40:00.000,1.16504,1.16509,1.16499,1.16501,152.08 +26.06.2018 22:45:00.000,1.16501,1.16503,1.16473,1.16494,320.47999999999996 +26.06.2018 22:50:00.000,1.16494,1.16494,1.16481,1.16483,280.21000000000004 +26.06.2018 22:55:00.000,1.16483,1.16499,1.16483,1.16498,78.45 +26.06.2018 23:00:00.000,1.16499,1.16506,1.16483,1.16494,191.93 +26.06.2018 23:05:00.000,1.16494,1.16514,1.16489,1.16514,303.38 +26.06.2018 23:10:00.000,1.16513,1.16520,1.16510,1.16519,236.20999999999998 +26.06.2018 23:15:00.000,1.16518,1.16520,1.16509,1.16514,264.93 +26.06.2018 23:20:00.000,1.16515,1.16520,1.16508,1.16515,310.23 +26.06.2018 23:25:00.000,1.16515,1.16521,1.16508,1.16514,280.47999999999996 +26.06.2018 23:30:00.000,1.16515,1.16516,1.16511,1.16514,178.97 +26.06.2018 23:35:00.000,1.16514,1.16514,1.16498,1.16509,322.99 +26.06.2018 23:40:00.000,1.16509,1.16509,1.16502,1.16503,304.82 +26.06.2018 23:45:00.000,1.16503,1.16507,1.16498,1.16504,433.42 +26.06.2018 23:50:00.000,1.16503,1.16504,1.16498,1.16498,180.84000000000003 +26.06.2018 23:55:00.000,1.16498,1.16506,1.16491,1.16493,362.51000000000005 +27.06.2018 00:00:00.000,1.16493,1.16493,1.16446,1.16463,1023.19 +27.06.2018 00:05:00.000,1.16463,1.16473,1.16437,1.16469,787.54 +27.06.2018 00:10:00.000,1.16470,1.16490,1.16462,1.16484,659.3999999999999 +27.06.2018 00:15:00.000,1.16483,1.16489,1.16473,1.16489,496.65 +27.06.2018 00:20:00.000,1.16489,1.16505,1.16479,1.16496,642.04 +27.06.2018 00:25:00.000,1.16494,1.16505,1.16487,1.16498,708.3599999999999 +27.06.2018 00:30:00.000,1.16500,1.16509,1.16491,1.16501,554.59 +27.06.2018 00:35:00.000,1.16501,1.16510,1.16496,1.16499,449.17999999999995 +27.06.2018 00:40:00.000,1.16499,1.16507,1.16497,1.16503,329.77 +27.06.2018 00:45:00.000,1.16503,1.16528,1.16501,1.16526,444.69 +27.06.2018 00:50:00.000,1.16526,1.16534,1.16504,1.16524,800.32 +27.06.2018 00:55:00.000,1.16527,1.16546,1.16514,1.16542,892.13 +27.06.2018 01:00:00.000,1.16544,1.16544,1.16515,1.16535,913.3399999999999 +27.06.2018 01:05:00.000,1.16534,1.16556,1.16534,1.16545,517.74 +27.06.2018 01:10:00.000,1.16545,1.16559,1.16542,1.16557,307.25 +27.06.2018 01:15:00.000,1.16557,1.16577,1.16539,1.16562,925.29 +27.06.2018 01:20:00.000,1.16560,1.16592,1.16560,1.16580,670.5100000000001 +27.06.2018 01:25:00.000,1.16580,1.16596,1.16576,1.16595,508.34999999999997 +27.06.2018 01:30:00.000,1.16595,1.16598,1.16554,1.16555,986.19 +27.06.2018 01:35:00.000,1.16555,1.16561,1.16509,1.16509,1156 +27.06.2018 01:40:00.000,1.16510,1.16535,1.16494,1.16516,1263.64 +27.06.2018 01:45:00.000,1.16516,1.16551,1.16495,1.16546,1257.11 +27.06.2018 01:50:00.000,1.16546,1.16551,1.16506,1.16511,909.8100000000001 +27.06.2018 01:55:00.000,1.16511,1.16540,1.16505,1.16525,762.4399999999999 +27.06.2018 02:00:00.000,1.16526,1.16543,1.16500,1.16508,1025.63 +27.06.2018 02:05:00.000,1.16506,1.16542,1.16500,1.16522,833.2300000000001 +27.06.2018 02:10:00.000,1.16523,1.16553,1.16515,1.16551,686.13 +27.06.2018 02:15:00.000,1.16552,1.16572,1.16540,1.16561,647.89 +27.06.2018 02:20:00.000,1.16561,1.16582,1.16554,1.16566,679.5600000000001 +27.06.2018 02:25:00.000,1.16566,1.16577,1.16556,1.16566,783.36 +27.06.2018 02:30:00.000,1.16569,1.16572,1.16528,1.16541,736.06 +27.06.2018 02:35:00.000,1.16540,1.16568,1.16534,1.16552,793.13 +27.06.2018 02:40:00.000,1.16553,1.16561,1.16544,1.16547,643.15 +27.06.2018 02:45:00.000,1.16548,1.16551,1.16530,1.16540,551.26 +27.06.2018 02:50:00.000,1.16540,1.16547,1.16524,1.16531,406.17999999999995 +27.06.2018 02:55:00.000,1.16529,1.16536,1.16514,1.16530,697.9899999999999 +27.06.2018 03:00:00.000,1.16530,1.16530,1.16494,1.16517,753.1100000000001 +27.06.2018 03:05:00.000,1.16517,1.16640,1.16510,1.16633,1125.9199999999998 +27.06.2018 03:10:00.000,1.16635,1.16635,1.16581,1.16599,1377.74 +27.06.2018 03:15:00.000,1.16600,1.16614,1.16574,1.16584,974.15 +27.06.2018 03:20:00.000,1.16584,1.16584,1.16552,1.16578,673.59 +27.06.2018 03:25:00.000,1.16578,1.16604,1.16561,1.16593,969.4000000000001 +27.06.2018 03:30:00.000,1.16594,1.16625,1.16585,1.16595,955.4200000000001 +27.06.2018 03:35:00.000,1.16594,1.16615,1.16589,1.16603,660.51 +27.06.2018 03:40:00.000,1.16604,1.16608,1.16585,1.16593,683.7800000000001 +27.06.2018 03:45:00.000,1.16593,1.16599,1.16566,1.16568,684.78 +27.06.2018 03:50:00.000,1.16568,1.16597,1.16568,1.16590,621.3900000000001 +27.06.2018 03:55:00.000,1.16590,1.16598,1.16576,1.16594,639.6600000000001 +27.06.2018 04:00:00.000,1.16594,1.16600,1.16576,1.16589,560.57 +27.06.2018 04:05:00.000,1.16590,1.16595,1.16578,1.16594,407.54 +27.06.2018 04:10:00.000,1.16593,1.16605,1.16573,1.16583,616.46 +27.06.2018 04:15:00.000,1.16585,1.16593,1.16563,1.16573,723.25 +27.06.2018 04:20:00.000,1.16571,1.16573,1.16556,1.16562,478.63 +27.06.2018 04:25:00.000,1.16562,1.16565,1.16549,1.16549,630.0899999999999 +27.06.2018 04:30:00.000,1.16549,1.16570,1.16545,1.16545,483.09000000000003 +27.06.2018 04:35:00.000,1.16546,1.16554,1.16534,1.16550,624.93 +27.06.2018 04:40:00.000,1.16550,1.16560,1.16526,1.16535,520.99 +27.06.2018 04:45:00.000,1.16537,1.16549,1.16522,1.16533,686.71 +27.06.2018 04:50:00.000,1.16533,1.16546,1.16518,1.16526,459.79 +27.06.2018 04:55:00.000,1.16526,1.16552,1.16526,1.16544,583.84 +27.06.2018 05:00:00.000,1.16545,1.16570,1.16526,1.16568,893.29 +27.06.2018 05:05:00.000,1.16567,1.16568,1.16543,1.16549,831.2599999999999 +27.06.2018 05:10:00.000,1.16549,1.16560,1.16396,1.16402,1875.26 +27.06.2018 05:15:00.000,1.16402,1.16460,1.16402,1.16443,1105.03 +27.06.2018 05:20:00.000,1.16443,1.16459,1.16434,1.16459,566.98 +27.06.2018 05:25:00.000,1.16459,1.16485,1.16454,1.16474,759.09 +27.06.2018 05:30:00.000,1.16474,1.16481,1.16419,1.16425,858.31 +27.06.2018 05:35:00.000,1.16425,1.16467,1.16420,1.16459,1137.58 +27.06.2018 05:40:00.000,1.16460,1.16485,1.16460,1.16485,807.98 +27.06.2018 05:45:00.000,1.16482,1.16500,1.16469,1.16483,916.1899999999999 +27.06.2018 05:50:00.000,1.16483,1.16541,1.16483,1.16529,852.27 +27.06.2018 05:55:00.000,1.16528,1.16540,1.16497,1.16528,933.33 +27.06.2018 06:00:00.000,1.16529,1.16560,1.16492,1.16560,678.15 +27.06.2018 06:05:00.000,1.16560,1.16588,1.16548,1.16578,997.4799999999999 +27.06.2018 06:10:00.000,1.16577,1.16640,1.16569,1.16630,1243.56 +27.06.2018 06:15:00.000,1.16628,1.16648,1.16600,1.16600,1327.7 +27.06.2018 06:20:00.000,1.16602,1.16609,1.16573,1.16598,984.01 +27.06.2018 06:25:00.000,1.16599,1.16622,1.16567,1.16600,1172.44 +27.06.2018 06:30:00.000,1.16598,1.16599,1.16537,1.16539,1172.03 +27.06.2018 06:35:00.000,1.16538,1.16599,1.16538,1.16566,1102.54 +27.06.2018 06:40:00.000,1.16565,1.16605,1.16552,1.16565,1051.7 +27.06.2018 06:45:00.000,1.16566,1.16597,1.16533,1.16584,1146.04 +27.06.2018 06:50:00.000,1.16585,1.16633,1.16573,1.16622,1091.0900000000001 +27.06.2018 06:55:00.000,1.16621,1.16668,1.16621,1.16660,1283.4299999999998 +27.06.2018 07:00:00.000,1.16663,1.16680,1.16580,1.16604,1689.75 +27.06.2018 07:05:00.000,1.16604,1.16619,1.16566,1.16594,1386.5 +27.06.2018 07:10:00.000,1.16594,1.16672,1.16594,1.16644,1494.6799999999998 +27.06.2018 07:15:00.000,1.16644,1.16693,1.16639,1.16646,1457.9099999999999 +27.06.2018 07:20:00.000,1.16646,1.16703,1.16620,1.16699,1343.03 +27.06.2018 07:25:00.000,1.16701,1.16720,1.16669,1.16677,1737.87 +27.06.2018 07:30:00.000,1.16676,1.16696,1.16632,1.16638,1137.2800000000002 +27.06.2018 07:35:00.000,1.16636,1.16639,1.16590,1.16613,1098.0700000000002 +27.06.2018 07:40:00.000,1.16615,1.16628,1.16539,1.16543,1411.42 +27.06.2018 07:45:00.000,1.16544,1.16594,1.16530,1.16574,1570.21 +27.06.2018 07:50:00.000,1.16573,1.16594,1.16533,1.16556,1388.3799999999999 +27.06.2018 07:55:00.000,1.16559,1.16574,1.16531,1.16550,1328.46 +27.06.2018 08:00:00.000,1.16545,1.16572,1.16513,1.16561,1569.9400000000003 +27.06.2018 08:05:00.000,1.16561,1.16565,1.16440,1.16445,1783.32 +27.06.2018 08:10:00.000,1.16447,1.16497,1.16430,1.16468,1760.42 +27.06.2018 08:15:00.000,1.16467,1.16492,1.16440,1.16476,1639.92 +27.06.2018 08:20:00.000,1.16475,1.16511,1.16466,1.16484,975.0999999999999 +27.06.2018 08:25:00.000,1.16484,1.16491,1.16369,1.16407,1393.27 +27.06.2018 08:30:00.000,1.16407,1.16424,1.16286,1.16311,2194.13 +27.06.2018 08:35:00.000,1.16311,1.16334,1.16239,1.16319,1746.3300000000002 +27.06.2018 08:40:00.000,1.16318,1.16350,1.16306,1.16343,1574.13 +27.06.2018 08:45:00.000,1.16344,1.16351,1.16271,1.16310,1562.75 +27.06.2018 08:50:00.000,1.16311,1.16315,1.16250,1.16263,1366.19 +27.06.2018 08:55:00.000,1.16260,1.16287,1.16249,1.16276,1314.9299999999998 +27.06.2018 09:00:00.000,1.16276,1.16296,1.16249,1.16262,1513.99 +27.06.2018 09:05:00.000,1.16260,1.16296,1.16215,1.16293,1174.3600000000001 +27.06.2018 09:10:00.000,1.16295,1.16328,1.16264,1.16322,1356.49 +27.06.2018 09:15:00.000,1.16321,1.16362,1.16317,1.16345,1310.73 +27.06.2018 09:20:00.000,1.16345,1.16346,1.16310,1.16327,1152.49 +27.06.2018 09:25:00.000,1.16327,1.16398,1.16325,1.16385,1358.8400000000001 +27.06.2018 09:30:00.000,1.16384,1.16396,1.16359,1.16379,1407.5099999999998 +27.06.2018 09:35:00.000,1.16378,1.16389,1.16348,1.16373,1209.52 +27.06.2018 09:40:00.000,1.16373,1.16378,1.16344,1.16347,1406.87 +27.06.2018 09:45:00.000,1.16347,1.16362,1.16331,1.16347,1179.2600000000002 +27.06.2018 09:50:00.000,1.16348,1.16399,1.16339,1.16387,998.76 +27.06.2018 09:55:00.000,1.16387,1.16411,1.16363,1.16403,928.77 +27.06.2018 10:00:00.000,1.16403,1.16429,1.16401,1.16407,1410.8999999999999 +27.06.2018 10:05:00.000,1.16406,1.16416,1.16385,1.16393,1023.2499999999998 +27.06.2018 10:10:00.000,1.16393,1.16425,1.16385,1.16392,1285.54 +27.06.2018 10:15:00.000,1.16391,1.16421,1.16376,1.16404,1222.6200000000001 +27.06.2018 10:20:00.000,1.16404,1.16424,1.16397,1.16411,891.3100000000001 +27.06.2018 10:25:00.000,1.16411,1.16434,1.16411,1.16427,1244.55 +27.06.2018 10:30:00.000,1.16426,1.16426,1.16367,1.16401,1113.3899999999999 +27.06.2018 10:35:00.000,1.16402,1.16421,1.16361,1.16362,1389.75 +27.06.2018 10:40:00.000,1.16361,1.16382,1.16344,1.16381,1341.2199999999998 +27.06.2018 10:45:00.000,1.16383,1.16402,1.16366,1.16376,805.52 +27.06.2018 10:50:00.000,1.16376,1.16417,1.16361,1.16405,1326.77 +27.06.2018 10:55:00.000,1.16406,1.16411,1.16337,1.16339,1136.77 +27.06.2018 11:00:00.000,1.16339,1.16399,1.16339,1.16379,1076.82 +27.06.2018 11:05:00.000,1.16378,1.16382,1.16287,1.16287,1547.89 +27.06.2018 11:10:00.000,1.16287,1.16287,1.16185,1.16239,1801.57 +27.06.2018 11:15:00.000,1.16241,1.16241,1.16161,1.16169,1605.6799999999998 +27.06.2018 11:20:00.000,1.16169,1.16210,1.16160,1.16188,1475.6 +27.06.2018 11:25:00.000,1.16188,1.16215,1.16178,1.16186,1299.5900000000001 +27.06.2018 11:30:00.000,1.16186,1.16189,1.16114,1.16130,1248.9099999999999 +27.06.2018 11:35:00.000,1.16131,1.16141,1.16077,1.16109,1599.6000000000001 +27.06.2018 11:40:00.000,1.16108,1.16146,1.16076,1.16145,1579.9 +27.06.2018 11:45:00.000,1.16145,1.16340,1.16126,1.16287,2952.54 +27.06.2018 11:50:00.000,1.16286,1.16382,1.16279,1.16315,43700.730599999995 +27.06.2018 11:55:00.000,1.16315,1.16320,1.16249,1.16286,1769.72 +27.06.2018 12:00:00.000,1.16255,1.16303,1.16232,1.16272,1990.1000000000004 +27.06.2018 12:05:00.000,1.16272,1.16298,1.16233,1.16234,2054.67 +27.06.2018 12:10:00.000,1.16233,1.16255,1.16146,1.16152,1956.2799999999997 +27.06.2018 12:15:00.000,1.16152,1.16194,1.16132,1.16139,1820.51 +27.06.2018 12:20:00.000,1.16140,1.16179,1.16122,1.16179,1589.35 +27.06.2018 12:25:00.000,1.16179,1.16210,1.16152,1.16171,1388.59 +27.06.2018 12:30:00.000,1.16171,1.16181,1.16064,1.16083,1729.6799999999998 +27.06.2018 12:35:00.000,1.16083,1.16118,1.16065,1.16097,1396.44 +27.06.2018 12:40:00.000,1.16096,1.16168,1.16089,1.16160,1242.45 +27.06.2018 12:45:00.000,1.16160,1.16160,1.16050,1.16055,1705.54 +27.06.2018 12:50:00.000,1.16055,1.16075,1.15999,1.16017,1354.07 +27.06.2018 12:55:00.000,1.16018,1.16025,1.15938,1.15968,1686.08 +27.06.2018 13:00:00.000,1.15967,1.16031,1.15965,1.16026,1618.25 +27.06.2018 13:05:00.000,1.16024,1.16048,1.16015,1.16030,1336.89 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14:20:00.000,1.16086,1.16106,1.16051,1.16055,1405.2 +27.06.2018 14:25:00.000,1.16056,1.16077,1.16015,1.16019,1484.57 +27.06.2018 14:30:00.000,1.16021,1.16065,1.16002,1.16014,1389.19 +27.06.2018 14:35:00.000,1.16013,1.16048,1.15996,1.16045,1172.44 +27.06.2018 14:40:00.000,1.16046,1.16074,1.16026,1.16049,1336.0900000000001 +27.06.2018 14:45:00.000,1.16048,1.16108,1.16024,1.16079,1494.3 +27.06.2018 14:50:00.000,1.16079,1.16092,1.16045,1.16065,1152.66 +27.06.2018 14:55:00.000,1.16063,1.16063,1.15936,1.15939,1818.0200000000002 +27.06.2018 15:00:00.000,1.15941,1.15972,1.15918,1.15933,1662.94 +27.06.2018 15:05:00.000,1.15935,1.15961,1.15905,1.15911,1588.1200000000001 +27.06.2018 15:10:00.000,1.15911,1.15937,1.15883,1.15920,1266.87 +27.06.2018 15:15:00.000,1.15920,1.15950,1.15894,1.15931,1244.3899999999999 +27.06.2018 15:20:00.000,1.15930,1.15940,1.15864,1.15876,1394.0500000000002 +27.06.2018 15:25:00.000,1.15874,1.15944,1.15874,1.15931,1198.21 +27.06.2018 15:30:00.000,1.15932,1.15957,1.15886,1.15888,1218.58 +27.06.2018 15:35:00.000,1.15889,1.15927,1.15870,1.15881,1008.0699999999999 +27.06.2018 15:40:00.000,1.15881,1.15900,1.15825,1.15843,1227.44 +27.06.2018 15:45:00.000,1.15843,1.15856,1.15815,1.15830,1279.79 +27.06.2018 15:50:00.000,1.15829,1.15879,1.15829,1.15867,1085.07 +27.06.2018 15:55:00.000,1.15867,1.15880,1.15845,1.15874,1062.15 +27.06.2018 16:00:00.000,1.15873,1.15896,1.15864,1.15881,1078.7500000000002 +27.06.2018 16:05:00.000,1.15881,1.15913,1.15865,1.15901,916.27 +27.06.2018 16:10:00.000,1.15902,1.15906,1.15805,1.15831,1462.5599999999997 +27.06.2018 16:15:00.000,1.15831,1.15856,1.15808,1.15811,999.63 +27.06.2018 16:20:00.000,1.15813,1.15872,1.15808,1.15835,1055.76 +27.06.2018 16:25:00.000,1.15835,1.15865,1.15829,1.15829,954.76 +27.06.2018 16:30:00.000,1.15830,1.15852,1.15810,1.15852,842.6600000000001 +27.06.2018 16:35:00.000,1.15852,1.15854,1.15771,1.15792,1006.5799999999999 +27.06.2018 16:40:00.000,1.15792,1.15802,1.15750,1.15775,1007.05 +27.06.2018 16:45:00.000,1.15775,1.15786,1.15763,1.15769,775.6199999999999 +27.06.2018 16:50:00.000,1.15769,1.15818,1.15767,1.15817,862.06 +27.06.2018 16:55:00.000,1.15817,1.15850,1.15808,1.15827,1030.75 +27.06.2018 17:00:00.000,1.15827,1.15858,1.15805,1.15820,1012.3299999999999 +27.06.2018 17:05:00.000,1.15820,1.15839,1.15795,1.15828,1060.89 +27.06.2018 17:10:00.000,1.15828,1.15884,1.15827,1.15865,1057.19 +27.06.2018 17:15:00.000,1.15865,1.15891,1.15849,1.15861,918.0400000000001 +27.06.2018 17:20:00.000,1.15861,1.15874,1.15834,1.15860,786.98 +27.06.2018 17:25:00.000,1.15859,1.15874,1.15840,1.15856,797.8100000000001 +27.06.2018 17:30:00.000,1.15856,1.15873,1.15808,1.15822,791.67 +27.06.2018 17:35:00.000,1.15821,1.15843,1.15793,1.15802,855.23 +27.06.2018 17:40:00.000,1.15803,1.15817,1.15775,1.15778,886.49 +27.06.2018 17:45:00.000,1.15777,1.15777,1.15753,1.15764,687.1299999999999 +27.06.2018 17:50:00.000,1.15763,1.15770,1.15682,1.15734,1281.05 +27.06.2018 17:55:00.000,1.15734,1.15735,1.15643,1.15671,1154.1599999999999 +27.06.2018 18:00:00.000,1.15671,1.15678,1.15627,1.15661,1038.76 +27.06.2018 18:05:00.000,1.15665,1.15674,1.15634,1.15648,987.75 +27.06.2018 18:10:00.000,1.15648,1.15684,1.15648,1.15681,936.6299999999999 +27.06.2018 18:15:00.000,1.15680,1.15684,1.15624,1.15626,890.2 +27.06.2018 18:20:00.000,1.15624,1.15660,1.15621,1.15659,773.78 +27.06.2018 18:25:00.000,1.15660,1.15667,1.15630,1.15630,842.4 +27.06.2018 18:30:00.000,1.15630,1.15641,1.15577,1.15598,932.63 +27.06.2018 18:35:00.000,1.15599,1.15620,1.15571,1.15571,768.78 +27.06.2018 18:40:00.000,1.15571,1.15571,1.15555,1.15556,479.65 +27.06.2018 18:45:00.000,1.15556,1.15562,1.15550,1.15557,738.6600000000001 +27.06.2018 18:50:00.000,1.15556,1.15566,1.15531,1.15535,878.4700000000001 +27.06.2018 18:55:00.000,1.15535,1.15577,1.15526,1.15569,1000.85 +27.06.2018 19:00:00.000,1.15570,1.15581,1.15535,1.15539,1079.48 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21:30:00.000,1.15592,1.15593,1.15563,1.15577,844.9499999999999 +27.06.2018 21:35:00.000,1.15579,1.15615,1.15578,1.15608,686.24 +27.06.2018 21:40:00.000,1.15608,1.15608,1.15583,1.15590,775.77 +27.06.2018 21:45:00.000,1.15590,1.15597,1.15576,1.15578,1150.98 +27.06.2018 21:50:00.000,1.15578,1.15605,1.15576,1.15593,1352.65 +27.06.2018 21:55:00.000,1.15593,1.15598,1.15581,1.15585,457.86 +27.06.2018 22:00:00.000,1.15585,1.15593,1.15580,1.15588,399.4 +27.06.2018 22:05:00.000,1.15588,1.15604,1.15581,1.15603,493.55 +27.06.2018 22:10:00.000,1.15602,1.15610,1.15590,1.15601,624.2299999999999 +27.06.2018 22:15:00.000,1.15601,1.15602,1.15576,1.15581,637.6300000000001 +27.06.2018 22:20:00.000,1.15581,1.15595,1.15574,1.15583,498.08 +27.06.2018 22:25:00.000,1.15583,1.15600,1.15579,1.15593,474.88 +27.06.2018 22:30:00.000,1.15595,1.15606,1.15583,1.15604,375.14 +27.06.2018 22:35:00.000,1.15606,1.15625,1.15603,1.15608,298.42 +27.06.2018 22:40:00.000,1.15609,1.15620,1.15599,1.15616,278.57 +27.06.2018 22:45:00.000,1.15615,1.15615,1.15598,1.15605,294.03999999999996 +27.06.2018 22:50:00.000,1.15605,1.15605,1.15592,1.15594,413.56000000000006 +27.06.2018 22:55:00.000,1.15594,1.15605,1.15593,1.15596,300.28 +27.06.2018 23:00:00.000,1.15595,1.15599,1.15592,1.15598,283 +27.06.2018 23:05:00.000,1.15597,1.15600,1.15592,1.15594,291.69000000000005 +27.06.2018 23:10:00.000,1.15593,1.15597,1.15573,1.15578,263.26 +27.06.2018 23:15:00.000,1.15578,1.15584,1.15554,1.15578,468.28 +27.06.2018 23:20:00.000,1.15577,1.15590,1.15573,1.15578,305.44000000000005 +27.06.2018 23:25:00.000,1.15579,1.15589,1.15569,1.15575,475.83000000000004 +27.06.2018 23:30:00.000,1.15576,1.15610,1.15575,1.15610,358.77000000000004 +27.06.2018 23:35:00.000,1.15610,1.15632,1.15600,1.15618,365.08 +27.06.2018 23:40:00.000,1.15618,1.15618,1.15594,1.15609,382.61 +27.06.2018 23:45:00.000,1.15609,1.15614,1.15584,1.15590,452.56 +27.06.2018 23:50:00.000,1.15590,1.15630,1.15590,1.15619,437.86 +27.06.2018 23:55:00.000,1.15619,1.15635,1.15608,1.15629,630.21 +28.06.2018 00:00:00.000,1.15628,1.15628,1.15588,1.15597,742.08 +28.06.2018 00:05:00.000,1.15599,1.15603,1.15569,1.15582,763.9 +28.06.2018 00:10:00.000,1.15582,1.15603,1.15538,1.15546,1281.1899999999998 +28.06.2018 00:15:00.000,1.15546,1.15585,1.15543,1.15581,936.3199999999999 +28.06.2018 00:20:00.000,1.15579,1.15604,1.15568,1.15598,856.38 +28.06.2018 00:25:00.000,1.15598,1.15626,1.15594,1.15609,778.18 +28.06.2018 00:30:00.000,1.15609,1.15635,1.15607,1.15633,639.03 +28.06.2018 00:35:00.000,1.15635,1.15636,1.15604,1.15615,924.19 +28.06.2018 00:40:00.000,1.15614,1.15628,1.15609,1.15624,613.39 +28.06.2018 00:45:00.000,1.15624,1.15641,1.15622,1.15635,606.64 +28.06.2018 00:50:00.000,1.15634,1.15640,1.15613,1.15630,550.18 +28.06.2018 00:55:00.000,1.15629,1.15652,1.15616,1.15650,836.82 +28.06.2018 01:00:00.000,1.15651,1.15651,1.15635,1.15645,624.5699999999999 +28.06.2018 01:05:00.000,1.15645,1.15648,1.15626,1.15636,672.76 +28.06.2018 01:10:00.000,1.15637,1.15656,1.15635,1.15641,657.9300000000001 +28.06.2018 01:15:00.000,1.15641,1.15670,1.15630,1.15645,1045.69 +28.06.2018 01:20:00.000,1.15645,1.15657,1.15617,1.15621,703.03 +28.06.2018 01:25:00.000,1.15623,1.15669,1.15614,1.15653,1102.6200000000001 +28.06.2018 01:30:00.000,1.15653,1.15653,1.15628,1.15641,1408.9800000000002 +28.06.2018 01:35:00.000,1.15641,1.15647,1.15601,1.15626,973.4100000000001 +28.06.2018 01:40:00.000,1.15626,1.15628,1.15597,1.15623,1005 +28.06.2018 01:45:00.000,1.15623,1.15668,1.15623,1.15653,904.1500000000001 +28.06.2018 01:50:00.000,1.15653,1.15658,1.15631,1.15637,742.8499999999999 +28.06.2018 01:55:00.000,1.15636,1.15648,1.15631,1.15637,680.65 +28.06.2018 02:00:00.000,1.15645,1.15662,1.15640,1.15657,925.28 +28.06.2018 02:05:00.000,1.15657,1.15685,1.15653,1.15672,1071.1 +28.06.2018 02:10:00.000,1.15672,1.15682,1.15669,1.15677,733.43 +28.06.2018 02:15:00.000,1.15677,1.15695,1.15666,1.15691,603.56 +28.06.2018 02:20:00.000,1.15690,1.15696,1.15655,1.15660,809.97 +28.06.2018 02:25:00.000,1.15660,1.15677,1.15652,1.15666,811.72 +28.06.2018 02:30:00.000,1.15669,1.15690,1.15659,1.15689,827.3299999999999 +28.06.2018 02:35:00.000,1.15689,1.15689,1.15669,1.15671,458.60999999999996 +28.06.2018 02:40:00.000,1.15671,1.15677,1.15659,1.15670,490 +28.06.2018 02:45:00.000,1.15672,1.15683,1.15665,1.15677,545 +28.06.2018 02:50:00.000,1.15677,1.15688,1.15657,1.15688,471.28 +28.06.2018 02:55:00.000,1.15688,1.15712,1.15688,1.15708,800.5 +28.06.2018 03:00:00.000,1.15707,1.15729,1.15680,1.15721,936.69 +28.06.2018 03:05:00.000,1.15721,1.15723,1.15691,1.15702,564.08 +28.06.2018 03:10:00.000,1.15702,1.15711,1.15691,1.15697,697.3000000000001 +28.06.2018 03:15:00.000,1.15697,1.15709,1.15697,1.15702,507.34000000000003 +28.06.2018 03:20:00.000,1.15702,1.15707,1.15696,1.15698,581.03 +28.06.2018 03:25:00.000,1.15699,1.15710,1.15689,1.15692,496.54 +28.06.2018 03:30:00.000,1.15691,1.15699,1.15671,1.15672,808.4100000000001 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04:45:00.000,1.15640,1.15657,1.15640,1.15647,184.10999999999999 +28.06.2018 04:50:00.000,1.15648,1.15648,1.15631,1.15642,668.37 +28.06.2018 04:55:00.000,1.15642,1.15642,1.15620,1.15624,525.05 +28.06.2018 05:00:00.000,1.15626,1.15636,1.15603,1.15603,769.3000000000001 +28.06.2018 05:05:00.000,1.15603,1.15622,1.15596,1.15614,511.9 +28.06.2018 05:10:00.000,1.15614,1.15621,1.15610,1.15611,271.29999999999995 +28.06.2018 05:15:00.000,1.15611,1.15612,1.15574,1.15589,606.61 +28.06.2018 05:20:00.000,1.15589,1.15600,1.15582,1.15593,332.13 +28.06.2018 05:25:00.000,1.15594,1.15605,1.15569,1.15570,624.29 +28.06.2018 05:30:00.000,1.15570,1.15571,1.15523,1.15525,1013.0000000000001 +28.06.2018 05:35:00.000,1.15524,1.15537,1.15499,1.15531,1439.6599999999999 +28.06.2018 05:40:00.000,1.15531,1.15541,1.15474,1.15495,1093.15 +28.06.2018 05:45:00.000,1.15495,1.15541,1.15492,1.15536,947.63 +28.06.2018 05:50:00.000,1.15538,1.15556,1.15524,1.15546,781.28 +28.06.2018 05:55:00.000,1.15545,1.15561,1.15534,1.15558,748.8700000000001 +28.06.2018 06:00:00.000,1.15557,1.15573,1.15543,1.15565,869.19 +28.06.2018 06:05:00.000,1.15565,1.15580,1.15553,1.15574,718.19 +28.06.2018 06:10:00.000,1.15574,1.15590,1.15567,1.15582,819.24 +28.06.2018 06:15:00.000,1.15581,1.15581,1.15514,1.15520,1256.06 +28.06.2018 06:20:00.000,1.15522,1.15522,1.15465,1.15465,1190.3000000000002 +28.06.2018 06:25:00.000,1.15465,1.15498,1.15463,1.15479,1114.06 +28.06.2018 06:30:00.000,1.15478,1.15486,1.15345,1.15367,1630.7800000000002 +28.06.2018 06:35:00.000,1.15367,1.15371,1.15286,1.15291,1487.51 +28.06.2018 06:40:00.000,1.15289,1.15377,1.15271,1.15364,1682.3 +28.06.2018 06:45:00.000,1.15364,1.15371,1.15320,1.15370,1365.49 +28.06.2018 06:50:00.000,1.15369,1.15396,1.15356,1.15391,1075.97 +28.06.2018 06:55:00.000,1.15391,1.15409,1.15359,1.15404,1465.21 +28.06.2018 07:00:00.000,1.15405,1.15406,1.15288,1.15330,1843.5299999999997 +28.06.2018 07:05:00.000,1.15332,1.15396,1.15312,1.15350,1559.07 +28.06.2018 07:10:00.000,1.15350,1.15360,1.15274,1.15357,1603.69 +28.06.2018 07:15:00.000,1.15354,1.15432,1.15295,1.15416,1796.1399999999999 +28.06.2018 07:20:00.000,1.15416,1.15462,1.15406,1.15462,1675.1999999999998 +28.06.2018 07:25:00.000,1.15464,1.15551,1.15428,1.15551,1675.47 +28.06.2018 07:30:00.000,1.15550,1.15552,1.15492,1.15511,1427.2199999999998 +28.06.2018 07:35:00.000,1.15513,1.15695,1.15513,1.15682,1840.08 +28.06.2018 07:40:00.000,1.15686,1.15690,1.15620,1.15620,1911.6999999999998 +28.06.2018 07:45:00.000,1.15621,1.15650,1.15564,1.15565,1226.1100000000001 +28.06.2018 07:50:00.000,1.15567,1.15649,1.15567,1.15646,1397.8300000000002 +28.06.2018 07:55:00.000,1.15646,1.15652,1.15567,1.15598,1514.8400000000001 +28.06.2018 08:00:00.000,1.15634,1.15652,1.15557,1.15559,2033.25 +28.06.2018 08:05:00.000,1.15557,1.15560,1.15520,1.15554,1547 +28.06.2018 08:10:00.000,1.15554,1.15578,1.15532,1.15542,1526.59 +28.06.2018 08:15:00.000,1.15544,1.15570,1.15501,1.15515,1262.97 +28.06.2018 08:20:00.000,1.15514,1.15534,1.15435,1.15464,1599.03 +28.06.2018 08:25:00.000,1.15465,1.15510,1.15417,1.15434,1776.33 +28.06.2018 08:30:00.000,1.15434,1.15447,1.15381,1.15392,1940.21 +28.06.2018 08:35:00.000,1.15390,1.15426,1.15369,1.15373,1652.04 +28.06.2018 08:40:00.000,1.15373,1.15472,1.15353,1.15472,1766.29 +28.06.2018 08:45:00.000,1.15472,1.15571,1.15467,1.15570,1342.27 +28.06.2018 08:50:00.000,1.15569,1.15588,1.15530,1.15551,1232.98 +28.06.2018 08:55:00.000,1.15549,1.15581,1.15544,1.15550,1012.66 +28.06.2018 09:00:00.000,1.15549,1.15616,1.15541,1.15598,1098.8 +28.06.2018 09:05:00.000,1.15597,1.15601,1.15569,1.15590,1086.66 +28.06.2018 09:10:00.000,1.15591,1.15605,1.15554,1.15584,1357.68 +28.06.2018 09:15:00.000,1.15583,1.15626,1.15549,1.15624,1573.2600000000002 +28.06.2018 09:20:00.000,1.15624,1.15626,1.15592,1.15611,1274.81 +28.06.2018 09:25:00.000,1.15610,1.15651,1.15606,1.15621,1138.98 +28.06.2018 09:30:00.000,1.15621,1.15633,1.15585,1.15597,1358.47 +28.06.2018 09:35:00.000,1.15596,1.15606,1.15530,1.15531,1277.8999999999999 +28.06.2018 09:40:00.000,1.15534,1.15586,1.15531,1.15574,1315.9899999999998 +28.06.2018 09:45:00.000,1.15574,1.15644,1.15569,1.15640,1128.56 +28.06.2018 09:50:00.000,1.15641,1.15719,1.15631,1.15713,1625.4199999999998 +28.06.2018 09:55:00.000,1.15713,1.15799,1.15706,1.15759,1822.49 +28.06.2018 10:00:00.000,1.15760,1.15760,1.15688,1.15690,1455.03 +28.06.2018 10:05:00.000,1.15689,1.15707,1.15663,1.15679,1413.02 +28.06.2018 10:10:00.000,1.15679,1.15713,1.15659,1.15713,1034.81 +28.06.2018 10:15:00.000,1.15712,1.15735,1.15685,1.15715,1409.6599999999999 +28.06.2018 10:20:00.000,1.15714,1.15729,1.15686,1.15688,1338.03 +28.06.2018 10:25:00.000,1.15692,1.15782,1.15690,1.15781,1123.06 +28.06.2018 10:30:00.000,1.15781,1.15878,1.15763,1.15857,1757.54 +28.06.2018 10:35:00.000,1.15857,1.15905,1.15850,1.15890,1443.12 +28.06.2018 10:40:00.000,1.15889,1.15977,1.15884,1.15907,1537.6 +28.06.2018 10:45:00.000,1.15907,1.15922,1.15865,1.15881,1389.79 +28.06.2018 10:50:00.000,1.15882,1.15922,1.15876,1.15922,1197.3999999999999 +28.06.2018 10:55:00.000,1.15919,1.15958,1.15907,1.15922,1504.64 +28.06.2018 11:00:00.000,1.15922,1.15926,1.15886,1.15891,1362.7100000000003 +28.06.2018 11:05:00.000,1.15891,1.15910,1.15855,1.15858,1514.56 +28.06.2018 11:10:00.000,1.15858,1.15879,1.15846,1.15864,1363.61 +28.06.2018 11:15:00.000,1.15863,1.15875,1.15825,1.15841,1167.19 +28.06.2018 11:20:00.000,1.15843,1.15899,1.15841,1.15867,991.61 +28.06.2018 11:25:00.000,1.15870,1.15870,1.15832,1.15837,1229.6399999999999 +28.06.2018 11:30:00.000,1.15838,1.15885,1.15815,1.15873,1576 +28.06.2018 11:35:00.000,1.15874,1.15893,1.15836,1.15841,1038.71 +28.06.2018 11:40:00.000,1.15842,1.15842,1.15766,1.15771,1370.28 +28.06.2018 11:45:00.000,1.15770,1.15809,1.15768,1.15798,1066.75 +28.06.2018 11:50:00.000,1.15797,1.15846,1.15797,1.15843,958.97 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13:05:00.000,1.15547,1.15631,1.15506,1.15611,1960.12 +28.06.2018 13:10:00.000,1.15609,1.15669,1.15605,1.15663,1697.3000000000002 +28.06.2018 13:15:00.000,1.15662,1.15691,1.15644,1.15680,1387.99 +28.06.2018 13:20:00.000,1.15678,1.15704,1.15664,1.15681,1073.9 +28.06.2018 13:25:00.000,1.15681,1.15713,1.15635,1.15641,1208.74 +28.06.2018 13:30:00.000,1.15642,1.15683,1.15590,1.15637,1833.51 +28.06.2018 13:35:00.000,1.15637,1.15797,1.15631,1.15784,1578.6899999999998 +28.06.2018 13:40:00.000,1.15784,1.15786,1.15702,1.15720,1451.65 +28.06.2018 13:45:00.000,1.15720,1.15750,1.15703,1.15716,1498.78 +28.06.2018 13:50:00.000,1.15711,1.15779,1.15711,1.15746,1285.32 +28.06.2018 13:55:00.000,1.15746,1.15746,1.15671,1.15713,1590.1399999999999 +28.06.2018 14:00:00.000,1.15715,1.15793,1.15707,1.15780,1666.5700000000002 +28.06.2018 14:05:00.000,1.15778,1.15904,1.15777,1.15882,1561.5500000000002 +28.06.2018 14:10:00.000,1.15882,1.15882,1.15804,1.15837,1947.33 +28.06.2018 14:15:00.000,1.15836,1.15886,1.15831,1.15873,1845.5 +28.06.2018 14:20:00.000,1.15873,1.15908,1.15838,1.15844,1821.24 +28.06.2018 14:25:00.000,1.15844,1.15901,1.15834,1.15888,1376.66 +28.06.2018 14:30:00.000,1.15885,1.15953,1.15865,1.15905,1499.12 +28.06.2018 14:35:00.000,1.15903,1.15930,1.15831,1.15917,1698.38 +28.06.2018 14:40:00.000,1.15919,1.15948,1.15852,1.15869,1959.92 +28.06.2018 14:45:00.000,1.15869,1.15902,1.15837,1.15891,1778.08 +28.06.2018 14:50:00.000,1.15895,1.15895,1.15759,1.15792,1957.15 +28.06.2018 14:55:00.000,1.15792,1.15862,1.15764,1.15804,2040.4499999999998 +28.06.2018 15:00:00.000,1.15803,1.15803,1.15735,1.15778,1421.1 +28.06.2018 15:05:00.000,1.15781,1.15817,1.15753,1.15798,1402.89 +28.06.2018 15:10:00.000,1.15798,1.15865,1.15779,1.15815,1622.61 +28.06.2018 15:15:00.000,1.15817,1.15842,1.15771,1.15811,1430.25 +28.06.2018 15:20:00.000,1.15813,1.15866,1.15806,1.15863,1575.56 +28.06.2018 15:25:00.000,1.15862,1.15906,1.15854,1.15891,1670.29 +28.06.2018 15:30:00.000,1.15891,1.15908,1.15784,1.15793,1753.98 +28.06.2018 15:35:00.000,1.15792,1.15810,1.15740,1.15740,1209.44 +28.06.2018 15:40:00.000,1.15739,1.15782,1.15738,1.15753,1103.17 +28.06.2018 15:45:00.000,1.15754,1.15788,1.15670,1.15695,1318.33 +28.06.2018 15:50:00.000,1.15695,1.15746,1.15693,1.15740,1449.99 +28.06.2018 15:55:00.000,1.15740,1.15807,1.15728,1.15802,1408.6200000000001 +28.06.2018 16:00:00.000,1.15822,1.15845,1.15788,1.15791,1369.4699999999998 +28.06.2018 16:05:00.000,1.15792,1.15835,1.15775,1.15818,1406.2099999999998 +28.06.2018 16:10:00.000,1.15820,1.15820,1.15760,1.15801,1120.88 +28.06.2018 16:15:00.000,1.15802,1.15830,1.15786,1.15802,875.6700000000001 +28.06.2018 16:20:00.000,1.15803,1.15811,1.15786,1.15802,995.21 +28.06.2018 16:25:00.000,1.15802,1.15829,1.15781,1.15814,839.72 +28.06.2018 16:30:00.000,1.15813,1.15843,1.15764,1.15770,933.75 +28.06.2018 16:35:00.000,1.15770,1.15787,1.15756,1.15772,837.1699999999998 +28.06.2018 16:40:00.000,1.15771,1.15812,1.15757,1.15812,901.6000000000001 +28.06.2018 16:45:00.000,1.15811,1.15818,1.15766,1.15784,816.84 +28.06.2018 16:50:00.000,1.15786,1.15829,1.15780,1.15813,645.6200000000001 +28.06.2018 16:55:00.000,1.15813,1.15850,1.15801,1.15832,777.9599999999999 +28.06.2018 17:00:00.000,1.15834,1.15858,1.15811,1.15816,1020.4200000000001 +28.06.2018 17:05:00.000,1.15817,1.15818,1.15771,1.15777,753.19 +28.06.2018 17:10:00.000,1.15777,1.15797,1.15765,1.15778,781.22 +28.06.2018 17:15:00.000,1.15777,1.15842,1.15776,1.15838,1184.3300000000002 +28.06.2018 17:20:00.000,1.15840,1.15858,1.15822,1.15841,1185.6 +28.06.2018 17:25:00.000,1.15844,1.15863,1.15839,1.15842,973.2900000000001 +28.06.2018 17:30:00.000,1.15841,1.15848,1.15778,1.15786,1169.4699999999998 +28.06.2018 17:35:00.000,1.15787,1.15807,1.15749,1.15763,1193.49 +28.06.2018 17:40:00.000,1.15761,1.15795,1.15745,1.15788,926.0500000000001 +28.06.2018 17:45:00.000,1.15788,1.15840,1.15759,1.15817,959.02 +28.06.2018 17:50:00.000,1.15818,1.15829,1.15776,1.15824,1123.77 +28.06.2018 17:55:00.000,1.15823,1.15831,1.15786,1.15831,849.3499999999999 +28.06.2018 18:00:00.000,1.15831,1.15852,1.15772,1.15776,1177.9099999999999 +28.06.2018 18:05:00.000,1.15777,1.15794,1.15693,1.15720,1163.6599999999999 +28.06.2018 18:10:00.000,1.15719,1.15737,1.15686,1.15690,732.89 +28.06.2018 18:15:00.000,1.15693,1.15710,1.15647,1.15668,1264.25 +28.06.2018 18:20:00.000,1.15669,1.15689,1.15628,1.15653,925.08 +28.06.2018 18:25:00.000,1.15652,1.15652,1.15592,1.15609,1269.19 +28.06.2018 18:30:00.000,1.15609,1.15641,1.15605,1.15617,724.01 +28.06.2018 18:35:00.000,1.15617,1.15638,1.15610,1.15619,722.45 +28.06.2018 18:40:00.000,1.15619,1.15623,1.15509,1.15518,1058.22 +28.06.2018 18:45:00.000,1.15520,1.15565,1.15514,1.15553,917.0600000000001 +28.06.2018 18:50:00.000,1.15553,1.15588,1.15548,1.15583,862.94 +28.06.2018 18:55:00.000,1.15583,1.15584,1.15543,1.15543,1056.95 +28.06.2018 19:00:00.000,1.15543,1.15597,1.15542,1.15563,1132.77 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20:15:00.000,1.15655,1.15655,1.15640,1.15645,305.96000000000004 +28.06.2018 20:20:00.000,1.15645,1.15652,1.15645,1.15649,277.11 +28.06.2018 20:25:00.000,1.15649,1.15651,1.15634,1.15640,379.43 +28.06.2018 20:30:00.000,1.15640,1.15640,1.15599,1.15615,669.04 +28.06.2018 20:35:00.000,1.15615,1.15629,1.15611,1.15618,325.85 +28.06.2018 20:40:00.000,1.15620,1.15631,1.15617,1.15627,263.63 +28.06.2018 20:45:00.000,1.15628,1.15661,1.15625,1.15661,324.36 +28.06.2018 20:50:00.000,1.15657,1.15690,1.15640,1.15686,599.0899999999999 +28.06.2018 20:55:00.000,1.15686,1.15694,1.15681,1.15684,433.0400000000001 +28.06.2018 21:00:00.000,1.15681,1.15689,1.15667,1.15688,139.86 +28.06.2018 21:05:00.000,1.15688,1.15688,1.15641,1.15663,901.99 +28.06.2018 21:10:00.000,1.15664,1.15710,1.15645,1.15683,473.17 +28.06.2018 21:15:00.000,1.15683,1.15684,1.15626,1.15642,344.06 +28.06.2018 21:20:00.000,1.15642,1.15684,1.15636,1.15648,322.62 +28.06.2018 21:25:00.000,1.15648,1.15677,1.15645,1.15646,288.18 +28.06.2018 21:30:00.000,1.15646,1.15646,1.15604,1.15616,453.46999999999997 +28.06.2018 21:35:00.000,1.15616,1.15624,1.15612,1.15619,226.04999999999998 +28.06.2018 21:40:00.000,1.15619,1.15625,1.15608,1.15621,213.85000000000002 +28.06.2018 21:45:00.000,1.15621,1.15622,1.15595,1.15604,209.1 +28.06.2018 21:50:00.000,1.15604,1.15632,1.15603,1.15629,350.02 +28.06.2018 21:55:00.000,1.15631,1.15654,1.15614,1.15617,929.8399999999999 +28.06.2018 22:00:00.000,1.15619,1.15641,1.15605,1.15621,493.68 +28.06.2018 22:05:00.000,1.15619,1.15623,1.15606,1.15608,317.93000000000006 +28.06.2018 22:10:00.000,1.15610,1.15614,1.15582,1.15586,237.79000000000002 +28.06.2018 22:15:00.000,1.15587,1.15611,1.15582,1.15594,352.77 +28.06.2018 22:20:00.000,1.15594,1.15619,1.15582,1.15598,223.36999999999998 +28.06.2018 22:25:00.000,1.15600,1.15616,1.15592,1.15613,264.63 +28.06.2018 22:30:00.000,1.15613,1.15623,1.15593,1.15595,269.87 +28.06.2018 22:35:00.000,1.15593,1.15615,1.15592,1.15611,164.6 +28.06.2018 22:40:00.000,1.15610,1.15614,1.15602,1.15602,121.77 +28.06.2018 22:45:00.000,1.15602,1.15618,1.15602,1.15617,182.79 +28.06.2018 22:50:00.000,1.15615,1.15641,1.15612,1.15621,563.49 +28.06.2018 22:55:00.000,1.15620,1.15644,1.15614,1.15644,321.66 +28.06.2018 23:00:00.000,1.15640,1.15642,1.15617,1.15637,381.24 +28.06.2018 23:05:00.000,1.15636,1.15643,1.15627,1.15629,390.44999999999993 +28.06.2018 23:10:00.000,1.15629,1.15656,1.15619,1.15654,338.83000000000004 +28.06.2018 23:15:00.000,1.15653,1.15672,1.15647,1.15664,390.39000000000004 +28.06.2018 23:20:00.000,1.15665,1.15710,1.15652,1.15695,555.49 +28.06.2018 23:25:00.000,1.15693,1.15697,1.15649,1.15651,559.52 +28.06.2018 23:30:00.000,1.15651,1.15666,1.15650,1.15662,281.51 +28.06.2018 23:35:00.000,1.15662,1.15663,1.15647,1.15650,232.86999999999998 +28.06.2018 23:40:00.000,1.15649,1.15661,1.15646,1.15658,216.55 +28.06.2018 23:45:00.000,1.15658,1.15658,1.15643,1.15643,107.1 +28.06.2018 23:50:00.000,1.15643,1.15643,1.15627,1.15627,275.69 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01:05:00.000,1.15704,1.15710,1.15700,1.15706,564.11 +29.06.2018 01:10:00.000,1.15707,1.15724,1.15678,1.15679,1081.29 +29.06.2018 01:15:00.000,1.15680,1.15680,1.15645,1.15669,1049.4 +29.06.2018 01:20:00.000,1.15669,1.15686,1.15661,1.15669,910.8 +29.06.2018 01:25:00.000,1.15669,1.15684,1.15659,1.15668,546.85 +29.06.2018 01:30:00.000,1.15665,1.15699,1.15662,1.15695,1028.33 +29.06.2018 01:35:00.000,1.15693,1.15703,1.15676,1.15688,986.4 +29.06.2018 01:40:00.000,1.15688,1.15718,1.15688,1.15705,987.85 +29.06.2018 01:45:00.000,1.15705,1.15710,1.15672,1.15698,559.47 +29.06.2018 01:50:00.000,1.15698,1.15728,1.15693,1.15708,751.89 +29.06.2018 01:55:00.000,1.15709,1.15713,1.15668,1.15673,888.98 +29.06.2018 02:00:00.000,1.15674,1.15693,1.15667,1.15681,839.1700000000001 +29.06.2018 02:05:00.000,1.15681,1.15700,1.15669,1.15685,765.16 +29.06.2018 02:10:00.000,1.15685,1.15705,1.15684,1.15690,780.91 +29.06.2018 02:15:00.000,1.15690,1.15705,1.15687,1.15700,739.7 +29.06.2018 02:20:00.000,1.15700,1.15722,1.15700,1.15707,661.78 +29.06.2018 02:25:00.000,1.15705,1.15726,1.15699,1.15705,748.3599999999999 +29.06.2018 02:30:00.000,1.15705,1.15750,1.15699,1.15750,738.6400000000001 +29.06.2018 02:35:00.000,1.15748,1.16362,1.15748,1.16249,2424.12 +29.06.2018 02:40:00.000,1.16247,1.16313,1.16128,1.16273,1671.75 +29.06.2018 02:45:00.000,1.16259,1.16328,1.16192,1.16316,1430.79 +29.06.2018 02:50:00.000,1.16314,1.16334,1.16243,1.16271,1180.25 +29.06.2018 02:55:00.000,1.16269,1.16451,1.16261,1.16406,1362.08 +29.06.2018 03:00:00.000,1.16404,1.16500,1.16365,1.16397,1904.78 +29.06.2018 03:05:00.000,1.16398,1.16422,1.16307,1.16354,1332.4699999999998 +29.06.2018 03:10:00.000,1.16354,1.16368,1.16319,1.16329,1124.21 +29.06.2018 03:15:00.000,1.16328,1.16392,1.16320,1.16345,1111.0200000000002 +29.06.2018 03:20:00.000,1.16345,1.16356,1.16307,1.16312,667.45 +29.06.2018 03:25:00.000,1.16311,1.16360,1.16309,1.16347,953.49 +29.06.2018 03:30:00.000,1.16346,1.16346,1.16249,1.16275,993.87 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04:45:00.000,1.16540,1.16560,1.16520,1.16557,605.39 +29.06.2018 04:50:00.000,1.16556,1.16562,1.16514,1.16525,760.4 +29.06.2018 04:55:00.000,1.16525,1.16552,1.16525,1.16545,580.3 +29.06.2018 05:00:00.000,1.16545,1.16568,1.16525,1.16546,1019.5999999999999 +29.06.2018 05:05:00.000,1.16546,1.16550,1.16462,1.16479,686.3399999999999 +29.06.2018 05:10:00.000,1.16479,1.16496,1.16474,1.16493,635.91 +29.06.2018 05:15:00.000,1.16494,1.16495,1.16475,1.16489,359.26 +29.06.2018 05:20:00.000,1.16490,1.16511,1.16488,1.16496,584.73 +29.06.2018 05:25:00.000,1.16496,1.16521,1.16483,1.16500,624.02 +29.06.2018 05:30:00.000,1.16500,1.16555,1.16489,1.16552,805.09 +29.06.2018 05:35:00.000,1.16552,1.16562,1.16513,1.16522,838.98 +29.06.2018 05:40:00.000,1.16523,1.16528,1.16488,1.16494,798.44 +29.06.2018 05:45:00.000,1.16494,1.16520,1.16479,1.16515,867.03 +29.06.2018 05:50:00.000,1.16514,1.16536,1.16465,1.16468,1055.63 +29.06.2018 05:55:00.000,1.16468,1.16517,1.16454,1.16494,763.21 +29.06.2018 06:00:00.000,1.16494,1.16494,1.16357,1.16398,1664.99 +29.06.2018 06:05:00.000,1.16397,1.16443,1.16372,1.16386,1468.94 +29.06.2018 06:10:00.000,1.16386,1.16465,1.16386,1.16445,1249.53 +29.06.2018 06:15:00.000,1.16445,1.16446,1.16371,1.16396,1604.7900000000002 +29.06.2018 06:20:00.000,1.16396,1.16416,1.16372,1.16401,1089.58 +29.06.2018 06:25:00.000,1.16400,1.16400,1.16345,1.16374,1070.61 +29.06.2018 06:30:00.000,1.16373,1.16388,1.16360,1.16371,1155.08 +29.06.2018 06:35:00.000,1.16370,1.16387,1.16316,1.16322,1260.1599999999999 +29.06.2018 06:40:00.000,1.16325,1.16378,1.16321,1.16378,859.2099999999999 +29.06.2018 06:45:00.000,1.16378,1.16470,1.16377,1.16417,1520.59 +29.06.2018 06:50:00.000,1.16419,1.16451,1.16346,1.16372,1205.5900000000001 +29.06.2018 06:55:00.000,1.16372,1.16426,1.16329,1.16331,1262.0700000000002 +29.06.2018 07:00:00.000,1.16331,1.16473,1.16325,1.16433,1699.4099999999999 +29.06.2018 07:05:00.000,1.16432,1.16445,1.16299,1.16309,1754.89 +29.06.2018 07:10:00.000,1.16312,1.16324,1.16242,1.16262,1761.42 +29.06.2018 07:15:00.000,1.16262,1.16320,1.16215,1.16286,1463.07 +29.06.2018 07:20:00.000,1.16285,1.16306,1.16251,1.16274,1414.6299999999999 +29.06.2018 07:25:00.000,1.16274,1.16357,1.16264,1.16312,1084.12 +29.06.2018 07:30:00.000,1.16310,1.16392,1.16292,1.16326,1241.52 +29.06.2018 07:35:00.000,1.16326,1.16337,1.16270,1.16291,1400.3700000000001 +29.06.2018 07:40:00.000,1.16289,1.16301,1.16252,1.16269,1318.1999999999998 +29.06.2018 07:45:00.000,1.16270,1.16370,1.16260,1.16306,1493.77 +29.06.2018 07:50:00.000,1.16306,1.16316,1.16254,1.16278,1058.6699999999998 +29.06.2018 07:55:00.000,1.16278,1.16317,1.16198,1.16228,1401.88 +29.06.2018 08:00:00.000,1.16226,1.16254,1.16161,1.16239,1702.9099999999999 +29.06.2018 08:05:00.000,1.16238,1.16295,1.16230,1.16241,1067.36 +29.06.2018 08:10:00.000,1.16241,1.16296,1.16197,1.16232,1333.3799999999999 +29.06.2018 08:15:00.000,1.16234,1.16234,1.16130,1.16171,1962.89 +29.06.2018 08:20:00.000,1.16173,1.16279,1.16168,1.16264,1651.4799999999998 +29.06.2018 08:25:00.000,1.16262,1.16294,1.16242,1.16286,1496.0500000000002 +29.06.2018 08:30:00.000,1.16286,1.16345,1.16251,1.16343,1965.3 +29.06.2018 08:35:00.000,1.16342,1.16515,1.16342,1.16461,2351.91 +29.06.2018 08:40:00.000,1.16461,1.16535,1.16436,1.16438,2203.4700000000003 +29.06.2018 08:45:00.000,1.16436,1.16474,1.16435,1.16470,1552.09 +29.06.2018 08:50:00.000,1.16470,1.16537,1.16462,1.16500,1785.4700000000003 +29.06.2018 08:55:00.000,1.16500,1.16526,1.16470,1.16495,1299.65 +29.06.2018 09:00:00.000,1.16495,1.16630,1.16479,1.16575,1551.15 +29.06.2018 09:05:00.000,1.16576,1.16595,1.16544,1.16545,1522.25 +29.06.2018 09:10:00.000,1.16545,1.16596,1.16533,1.16548,1594.9699999999998 +29.06.2018 09:15:00.000,1.16547,1.16562,1.16518,1.16530,1312.45 +29.06.2018 09:20:00.000,1.16530,1.16536,1.16460,1.16465,1290.08 +29.06.2018 09:25:00.000,1.16466,1.16494,1.16446,1.16447,1170.29 +29.06.2018 09:30:00.000,1.16450,1.16466,1.16431,1.16447,1371.68 +29.06.2018 09:35:00.000,1.16447,1.16480,1.16391,1.16462,1196.46 +29.06.2018 09:40:00.000,1.16455,1.16500,1.16418,1.16455,1406.47 +29.06.2018 09:45:00.000,1.16455,1.16526,1.16438,1.16503,1232.76 +29.06.2018 09:50:00.000,1.16498,1.16501,1.16419,1.16448,1367.1100000000001 +29.06.2018 09:55:00.000,1.16449,1.16546,1.16442,1.16499,1266.37 +29.06.2018 10:00:00.000,1.16505,1.16512,1.16457,1.16478,1626.1299999999999 +29.06.2018 10:05:00.000,1.16481,1.16542,1.16462,1.16533,1019.5199999999999 +29.06.2018 10:10:00.000,1.16533,1.16559,1.16507,1.16531,906.3000000000001 +29.06.2018 10:15:00.000,1.16531,1.16594,1.16513,1.16579,949 +29.06.2018 10:20:00.000,1.16581,1.16605,1.16562,1.16566,1044 +29.06.2018 10:25:00.000,1.16565,1.16576,1.16473,1.16473,1701.39 +29.06.2018 10:30:00.000,1.16474,1.16484,1.16423,1.16447,1474.05 +29.06.2018 10:35:00.000,1.16448,1.16448,1.16372,1.16416,1576.83 +29.06.2018 10:40:00.000,1.16417,1.16451,1.16362,1.16367,1395.6799999999998 +29.06.2018 10:45:00.000,1.16367,1.16398,1.16349,1.16389,1169.49 +29.06.2018 10:50:00.000,1.16388,1.16452,1.16380,1.16438,1194.6799999999998 +29.06.2018 10:55:00.000,1.16439,1.16439,1.16380,1.16401,1164.8400000000001 +29.06.2018 11:00:00.000,1.16400,1.16513,1.16391,1.16505,1469.3 +29.06.2018 11:05:00.000,1.16507,1.16528,1.16456,1.16490,1309.08 +29.06.2018 11:10:00.000,1.16491,1.16541,1.16479,1.16527,1055.3899999999999 +29.06.2018 11:15:00.000,1.16527,1.16557,1.16491,1.16548,1363.0699999999997 +29.06.2018 11:20:00.000,1.16549,1.16556,1.16517,1.16556,1291 +29.06.2018 11:25:00.000,1.16556,1.16576,1.16522,1.16522,1297.7 +29.06.2018 11:30:00.000,1.16522,1.16560,1.16496,1.16560,1106.83 +29.06.2018 11:35:00.000,1.16559,1.16589,1.16536,1.16546,1078.65 +29.06.2018 11:40:00.000,1.16546,1.16594,1.16542,1.16593,1247.68 +29.06.2018 11:45:00.000,1.16589,1.16589,1.16562,1.16568,1152.6899999999998 +29.06.2018 11:50:00.000,1.16568,1.16595,1.16549,1.16552,1100.4099999999999 +29.06.2018 11:55:00.000,1.16551,1.16562,1.16492,1.16495,1224.89 +29.06.2018 12:00:00.000,1.16496,1.16580,1.16496,1.16550,1734 +29.06.2018 12:05:00.000,1.16552,1.16567,1.16505,1.16538,1301.1499999999999 +29.06.2018 12:10:00.000,1.16539,1.16609,1.16528,1.16575,1753.8799999999999 +29.06.2018 12:15:00.000,1.16574,1.16593,1.16530,1.16532,1306.79 +29.06.2018 12:20:00.000,1.16531,1.16540,1.16478,1.16501,1584.51 +29.06.2018 12:25:00.000,1.16501,1.16532,1.16463,1.16502,1264.6999999999998 +29.06.2018 12:30:00.000,1.16503,1.16556,1.16437,1.16493,1753.3600000000001 +29.06.2018 12:35:00.000,1.16493,1.16580,1.16463,1.16579,1750.6899999999998 +29.06.2018 12:40:00.000,1.16580,1.16645,1.16554,1.16603,2002.1299999999999 +29.06.2018 12:45:00.000,1.16604,1.16640,1.16581,1.16596,1647.0099999999998 +29.06.2018 12:50:00.000,1.16597,1.16609,1.16554,1.16558,1356.5299999999997 +29.06.2018 12:55:00.000,1.16558,1.16582,1.16352,1.16443,1843.37 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14:10:00.000,1.16367,1.16417,1.16337,1.16410,1110.2399999999998 +29.06.2018 14:15:00.000,1.16410,1.16461,1.16405,1.16445,1128.45 +29.06.2018 14:20:00.000,1.16445,1.16530,1.16431,1.16513,1203.89 +29.06.2018 14:25:00.000,1.16513,1.16570,1.16506,1.16516,1501.1200000000001 +29.06.2018 14:30:00.000,1.16519,1.16576,1.16515,1.16545,1372.31 +29.06.2018 14:35:00.000,1.16545,1.16563,1.16524,1.16528,1395.7999999999997 +29.06.2018 14:40:00.000,1.16528,1.16595,1.16520,1.16591,1484.54 +29.06.2018 14:45:00.000,1.16592,1.16614,1.16541,1.16611,1353.04 +29.06.2018 14:50:00.000,1.16613,1.16684,1.16572,1.16621,1886.78 +29.06.2018 14:55:00.000,1.16620,1.16790,1.16620,1.16762,2166.16 +29.06.2018 15:00:00.000,1.16760,1.16768,1.16709,1.16722,2114.44 +29.06.2018 15:05:00.000,1.16721,1.16725,1.16675,1.16680,1530.67 +29.06.2018 15:10:00.000,1.16679,1.16701,1.16650,1.16654,1579.65 +29.06.2018 15:15:00.000,1.16653,1.16733,1.16650,1.16731,992.7999999999998 +29.06.2018 15:20:00.000,1.16731,1.16757,1.16687,1.16695,1883.4500000000003 +29.06.2018 15:25:00.000,1.16696,1.16713,1.16658,1.16667,1365.05 +29.06.2018 15:30:00.000,1.16666,1.16712,1.16657,1.16705,1619.3 +29.06.2018 15:35:00.000,1.16706,1.16741,1.16686,1.16729,1112.09 +29.06.2018 15:40:00.000,1.16729,1.16744,1.16697,1.16719,1159.19 +29.06.2018 15:45:00.000,1.16720,1.16730,1.16690,1.16720,966.3100000000001 +29.06.2018 15:50:00.000,1.16721,1.16829,1.16682,1.16804,1301.15 +29.06.2018 15:55:00.000,1.16806,1.16806,1.16735,1.16768,1426.6899999999998 +29.06.2018 16:00:00.000,1.16767,1.16807,1.16764,1.16766,1391.54 +29.06.2018 16:05:00.000,1.16766,1.16791,1.16754,1.16754,841.6999999999999 +29.06.2018 16:10:00.000,1.16754,1.16781,1.16729,1.16779,1142.1799999999998 +29.06.2018 16:15:00.000,1.16780,1.16797,1.16771,1.16779,709.85 +29.06.2018 16:20:00.000,1.16779,1.16805,1.16749,1.16804,1104.55 +29.06.2018 16:25:00.000,1.16802,1.16818,1.16759,1.16759,1192.53 +29.06.2018 16:30:00.000,1.16762,1.16782,1.16748,1.16754,835.89 +29.06.2018 16:35:00.000,1.16754,1.16788,1.16749,1.16770,600.49 +29.06.2018 16:40:00.000,1.16770,1.16770,1.16740,1.16757,951.6899999999998 +29.06.2018 16:45:00.000,1.16757,1.16791,1.16738,1.16783,962.55 +29.06.2018 16:50:00.000,1.16782,1.16814,1.16758,1.16763,1344.65 +29.06.2018 16:55:00.000,1.16762,1.16814,1.16755,1.16767,1578.76 +29.06.2018 17:00:00.000,1.16767,1.16819,1.16755,1.16814,1088.53 +29.06.2018 17:05:00.000,1.16814,1.16823,1.16779,1.16793,1067.91 +29.06.2018 17:10:00.000,1.16794,1.16805,1.16768,1.16771,1037.3999999999999 +29.06.2018 17:15:00.000,1.16770,1.16770,1.16709,1.16741,1233.5800000000002 +29.06.2018 17:20:00.000,1.16741,1.16754,1.16717,1.16724,558.64 +29.06.2018 17:25:00.000,1.16724,1.16755,1.16715,1.16749,741.86 +29.06.2018 17:30:00.000,1.16749,1.16763,1.16714,1.16760,1147.42 +29.06.2018 17:35:00.000,1.16761,1.16766,1.16731,1.16759,998.03 +29.06.2018 17:40:00.000,1.16758,1.16765,1.16740,1.16744,696.33 +29.06.2018 17:45:00.000,1.16744,1.16789,1.16741,1.16779,771.17 +29.06.2018 17:50:00.000,1.16779,1.16790,1.16760,1.16774,832.16 +29.06.2018 17:55:00.000,1.16773,1.16795,1.16763,1.16781,1057.46 +29.06.2018 18:00:00.000,1.16783,1.16806,1.16775,1.16803,1051.6399999999999 +29.06.2018 18:05:00.000,1.16803,1.16814,1.16795,1.16808,842.89 +29.06.2018 18:10:00.000,1.16808,1.16808,1.16777,1.16782,813.31 +29.06.2018 18:15:00.000,1.16781,1.16781,1.16734,1.16746,995.8700000000001 +29.06.2018 18:20:00.000,1.16747,1.16749,1.16722,1.16734,1037.6299999999999 +29.06.2018 18:25:00.000,1.16734,1.16741,1.16725,1.16739,807.1700000000001 +29.06.2018 18:30:00.000,1.16739,1.16750,1.16727,1.16747,750.86 +29.06.2018 18:35:00.000,1.16748,1.16768,1.16719,1.16763,699 +29.06.2018 18:40:00.000,1.16763,1.16763,1.16724,1.16734,577.1 +29.06.2018 18:45:00.000,1.16737,1.16760,1.16725,1.16729,938.36 +29.06.2018 18:50:00.000,1.16729,1.16731,1.16704,1.16710,767.94 +29.06.2018 18:55:00.000,1.16711,1.16711,1.16667,1.16683,1089.1100000000001 +29.06.2018 19:00:00.000,1.16684,1.16689,1.16642,1.16657,1252.04 +29.06.2018 19:05:00.000,1.16657,1.16660,1.16640,1.16655,910.4000000000001 +29.06.2018 19:10:00.000,1.16655,1.16660,1.16637,1.16651,954.74 +29.06.2018 19:15:00.000,1.16651,1.16667,1.16651,1.16664,1247.9299999999998 +29.06.2018 19:20:00.000,1.16663,1.16677,1.16654,1.16664,778.43 +29.06.2018 19:25:00.000,1.16664,1.16690,1.16659,1.16687,938.8700000000001 +29.06.2018 19:30:00.000,1.16686,1.16686,1.16666,1.16666,649.7800000000001 +29.06.2018 19:35:00.000,1.16667,1.16695,1.16665,1.16694,717.55 +29.06.2018 19:40:00.000,1.16693,1.16724,1.16690,1.16723,766.9699999999999 +29.06.2018 19:45:00.000,1.16723,1.16744,1.16720,1.16735,733.7 +29.06.2018 19:50:00.000,1.16734,1.16747,1.16709,1.16747,1005.0500000000001 +29.06.2018 19:55:00.000,1.16747,1.16790,1.16747,1.16772,1278.5500000000002 +29.06.2018 20:00:00.000,1.16772,1.16794,1.16759,1.16794,925.0100000000001 +29.06.2018 20:05:00.000,1.16795,1.16811,1.16786,1.16811,357.71000000000004 +29.06.2018 20:10:00.000,1.16811,1.16835,1.16806,1.16807,408.84 +29.06.2018 20:15:00.000,1.16807,1.16814,1.16800,1.16808,392.85 +29.06.2018 20:20:00.000,1.16807,1.16841,1.16805,1.16840,373.98 +29.06.2018 20:25:00.000,1.16840,1.16902,1.16838,1.16889,579.2 +29.06.2018 20:30:00.000,1.16889,1.16890,1.16845,1.16859,416.17 +29.06.2018 20:35:00.000,1.16849,1.16889,1.16834,1.16875,468.80000000000007 +29.06.2018 20:40:00.000,1.16875,1.16893,1.16848,1.16848,486.88 +29.06.2018 20:45:00.000,1.16849,1.16859,1.16818,1.16821,379.33000000000004 +29.06.2018 20:50:00.000,1.16819,1.16840,1.16811,1.16826,555.8499999999999 +29.06.2018 20:55:00.000,1.16826,1.16862,1.16807,1.16847,443.49999999999994 +01.07.2018 21:00:00.000,1.16747,1.16900,1.16743,1.16849,101.93 +01.07.2018 21:05:00.000,1.16855,1.16863,1.16730,1.16730,189.37 +01.07.2018 21:10:00.000,1.16731,1.16838,1.16699,1.16788,279.48 +01.07.2018 21:15:00.000,1.16788,1.16788,1.16619,1.16669,359.56 +01.07.2018 21:20:00.000,1.16668,1.16716,1.16651,1.16679,414.05 +01.07.2018 21:25:00.000,1.16672,1.16679,1.16644,1.16655,385.85 +01.07.2018 21:30:00.000,1.16655,1.16674,1.16644,1.16655,480.97999999999996 +01.07.2018 21:35:00.000,1.16654,1.16673,1.16616,1.16657,235.61 +01.07.2018 21:40:00.000,1.16658,1.16772,1.16658,1.16729,174.1 +01.07.2018 21:45:00.000,1.16733,1.16763,1.16644,1.16644,660.29 +01.07.2018 21:50:00.000,1.16645,1.16667,1.16636,1.16662,285.12 +01.07.2018 21:55:00.000,1.16663,1.16670,1.16653,1.16665,389.3 +01.07.2018 22:00:00.000,1.16665,1.16734,1.16637,1.16667,539.49 +01.07.2018 22:05:00.000,1.16667,1.16683,1.16656,1.16666,630.84 +01.07.2018 22:10:00.000,1.16667,1.16681,1.16656,1.16661,665.95 +01.07.2018 22:15:00.000,1.16661,1.16693,1.16660,1.16663,585.5999999999999 +01.07.2018 22:20:00.000,1.16664,1.16699,1.16662,1.16681,575.34 +01.07.2018 22:25:00.000,1.16680,1.16729,1.16679,1.16717,966.05 +01.07.2018 22:30:00.000,1.16717,1.16727,1.16696,1.16720,1187.8700000000001 +01.07.2018 22:35:00.000,1.16719,1.16727,1.16711,1.16711,602 +01.07.2018 22:40:00.000,1.16713,1.16737,1.16713,1.16729,560.6700000000001 +01.07.2018 22:45:00.000,1.16728,1.16741,1.16716,1.16741,757.2800000000001 +01.07.2018 22:50:00.000,1.16741,1.16747,1.16736,1.16736,418.96 +01.07.2018 22:55:00.000,1.16736,1.16742,1.16720,1.16739,492.51000000000005 +01.07.2018 23:00:00.000,1.16740,1.16786,1.16740,1.16779,318.52000000000004 +01.07.2018 23:05:00.000,1.16783,1.16805,1.16777,1.16794,306.36 +01.07.2018 23:10:00.000,1.16797,1.16823,1.16787,1.16814,332.45 +01.07.2018 23:15:00.000,1.16812,1.16823,1.16772,1.16772,420.2 +01.07.2018 23:20:00.000,1.16772,1.16779,1.16731,1.16742,634.5899999999999 +01.07.2018 23:25:00.000,1.16742,1.16745,1.16705,1.16711,399.46999999999997 +01.07.2018 23:30:00.000,1.16712,1.16736,1.16708,1.16728,348.24 +01.07.2018 23:35:00.000,1.16728,1.16765,1.16728,1.16747,420.91 +01.07.2018 23:40:00.000,1.16747,1.16764,1.16732,1.16756,350.22 +01.07.2018 23:45:00.000,1.16755,1.16758,1.16737,1.16744,231.19 +01.07.2018 23:50:00.000,1.16744,1.16764,1.16735,1.16757,338.83000000000004 +01.07.2018 23:55:00.000,1.16758,1.16794,1.16757,1.16786,504.52000000000004 +02.07.2018 00:00:00.000,1.16778,1.16789,1.16746,1.16753,643.4599999999999 +02.07.2018 00:05:00.000,1.16751,1.16767,1.16718,1.16718,866.28 +02.07.2018 00:10:00.000,1.16718,1.16726,1.16697,1.16703,733.6 +02.07.2018 00:15:00.000,1.16703,1.16705,1.16682,1.16682,615.4300000000001 +02.07.2018 00:20:00.000,1.16683,1.16689,1.16661,1.16685,793.14 +02.07.2018 00:25:00.000,1.16684,1.16689,1.16669,1.16669,249.02999999999997 +02.07.2018 00:30:00.000,1.16672,1.16677,1.16659,1.16668,461.39 +02.07.2018 00:35:00.000,1.16668,1.16672,1.16650,1.16657,724.87 +02.07.2018 00:40:00.000,1.16658,1.16675,1.16645,1.16657,541.63 +02.07.2018 00:45:00.000,1.16657,1.16661,1.16641,1.16652,476.75999999999993 +02.07.2018 00:50:00.000,1.16652,1.16656,1.16642,1.16651,568.74 +02.07.2018 00:55:00.000,1.16656,1.16673,1.16641,1.16646,566.8000000000001 +02.07.2018 01:00:00.000,1.16646,1.16686,1.16646,1.16678,869.0400000000001 +02.07.2018 01:05:00.000,1.16679,1.16690,1.16659,1.16666,981.77 +02.07.2018 01:10:00.000,1.16668,1.16669,1.16609,1.16625,1409.75 +02.07.2018 01:15:00.000,1.16628,1.16631,1.16596,1.16627,916.68 +02.07.2018 01:20:00.000,1.16626,1.16629,1.16596,1.16607,684.0799999999999 +02.07.2018 01:25:00.000,1.16607,1.16616,1.16596,1.16601,634.9599999999999 +02.07.2018 01:30:00.000,1.16601,1.16603,1.16580,1.16595,795.31 +02.07.2018 01:35:00.000,1.16594,1.16594,1.16552,1.16560,827.03 +02.07.2018 01:40:00.000,1.16559,1.16577,1.16551,1.16573,520.99 +02.07.2018 01:45:00.000,1.16575,1.16578,1.16540,1.16560,929.5899999999999 +02.07.2018 01:50:00.000,1.16562,1.16586,1.16562,1.16572,538.21 +02.07.2018 01:55:00.000,1.16571,1.16598,1.16564,1.16592,557.35 +02.07.2018 02:00:00.000,1.16591,1.16597,1.16585,1.16592,401.94 +02.07.2018 02:05:00.000,1.16591,1.16593,1.16568,1.16588,473.05999999999995 +02.07.2018 02:10:00.000,1.16588,1.16618,1.16583,1.16608,521.28 +02.07.2018 02:15:00.000,1.16610,1.16641,1.16607,1.16634,973.44 +02.07.2018 02:20:00.000,1.16636,1.16643,1.16596,1.16602,574.85 +02.07.2018 02:25:00.000,1.16602,1.16619,1.16601,1.16608,387.33000000000004 +02.07.2018 02:30:00.000,1.16608,1.16619,1.16598,1.16609,406.49 +02.07.2018 02:35:00.000,1.16609,1.16619,1.16599,1.16614,210.51999999999998 +02.07.2018 02:40:00.000,1.16615,1.16624,1.16607,1.16618,320.3 +02.07.2018 02:45:00.000,1.16618,1.16620,1.16598,1.16602,353.55 +02.07.2018 02:50:00.000,1.16603,1.16603,1.16569,1.16576,629.75 +02.07.2018 02:55:00.000,1.16575,1.16575,1.16556,1.16567,561.35 +02.07.2018 03:00:00.000,1.16567,1.16573,1.16547,1.16553,620.5 +02.07.2018 03:05:00.000,1.16554,1.16569,1.16551,1.16552,464.5 +02.07.2018 03:10:00.000,1.16552,1.16578,1.16547,1.16574,549.33 +02.07.2018 03:15:00.000,1.16576,1.16594,1.16573,1.16588,426.78 +02.07.2018 03:20:00.000,1.16588,1.16590,1.16582,1.16584,275.21000000000004 +02.07.2018 03:25:00.000,1.16583,1.16599,1.16583,1.16589,347.55999999999995 +02.07.2018 03:30:00.000,1.16589,1.16608,1.16585,1.16599,602.9399999999999 +02.07.2018 03:35:00.000,1.16599,1.16611,1.16587,1.16588,480.90000000000003 +02.07.2018 03:40:00.000,1.16588,1.16594,1.16576,1.16579,511.91999999999996 +02.07.2018 03:45:00.000,1.16578,1.16580,1.16546,1.16559,621.44 +02.07.2018 03:50:00.000,1.16562,1.16565,1.16539,1.16548,702.35 +02.07.2018 03:55:00.000,1.16548,1.16563,1.16517,1.16527,690.2 +02.07.2018 04:00:00.000,1.16527,1.16530,1.16507,1.16519,642.55 +02.07.2018 04:05:00.000,1.16519,1.16534,1.16517,1.16528,486.56 +02.07.2018 04:10:00.000,1.16528,1.16543,1.16528,1.16543,423.12 +02.07.2018 04:15:00.000,1.16545,1.16573,1.16539,1.16543,414.21 +02.07.2018 04:20:00.000,1.16545,1.16548,1.16537,1.16540,356.78 +02.07.2018 04:25:00.000,1.16543,1.16548,1.16538,1.16538,271.07 +02.07.2018 04:30:00.000,1.16538,1.16540,1.16531,1.16532,418.26 +02.07.2018 04:35:00.000,1.16532,1.16534,1.16501,1.16508,651.88 +02.07.2018 04:40:00.000,1.16508,1.16519,1.16490,1.16517,663.4100000000001 +02.07.2018 04:45:00.000,1.16517,1.16534,1.16497,1.16510,627.41 +02.07.2018 04:50:00.000,1.16510,1.16529,1.16481,1.16489,383.56 +02.07.2018 04:55:00.000,1.16490,1.16509,1.16481,1.16498,287.92 +02.07.2018 05:00:00.000,1.16499,1.16503,1.16453,1.16453,816.06 +02.07.2018 05:05:00.000,1.16456,1.16477,1.16431,1.16435,875.5000000000001 +02.07.2018 05:10:00.000,1.16435,1.16468,1.16435,1.16448,864.27 +02.07.2018 05:15:00.000,1.16447,1.16485,1.16447,1.16478,763.73 +02.07.2018 05:20:00.000,1.16479,1.16484,1.16452,1.16478,633.5 +02.07.2018 05:25:00.000,1.16478,1.16479,1.16450,1.16463,779.5699999999999 +02.07.2018 05:30:00.000,1.16462,1.16479,1.16456,1.16467,687.49 +02.07.2018 05:35:00.000,1.16468,1.16479,1.16451,1.16458,551.12 +02.07.2018 05:40:00.000,1.16458,1.16462,1.16421,1.16432,517.02 +02.07.2018 05:45:00.000,1.16432,1.16439,1.16403,1.16432,1039.6100000000001 +02.07.2018 05:50:00.000,1.16432,1.16437,1.16370,1.16387,1164.65 +02.07.2018 05:55:00.000,1.16389,1.16434,1.16377,1.16423,762.7199999999999 +02.07.2018 06:00:00.000,1.16423,1.16495,1.16405,1.16473,945.4 +02.07.2018 06:05:00.000,1.16475,1.16502,1.16463,1.16479,631.69 +02.07.2018 06:10:00.000,1.16479,1.16479,1.16426,1.16437,848.07 +02.07.2018 06:15:00.000,1.16437,1.16441,1.16383,1.16425,1210.3 +02.07.2018 06:20:00.000,1.16424,1.16463,1.16406,1.16463,1218.84 +02.07.2018 06:25:00.000,1.16463,1.16473,1.16426,1.16430,990.4200000000001 +02.07.2018 06:30:00.000,1.16431,1.16460,1.16424,1.16443,962.0899999999999 +02.07.2018 06:35:00.000,1.16443,1.16497,1.16431,1.16467,984.0600000000001 +02.07.2018 06:40:00.000,1.16467,1.16502,1.16456,1.16502,736.26 +02.07.2018 06:45:00.000,1.16500,1.16538,1.16495,1.16511,993.6199999999999 +02.07.2018 06:50:00.000,1.16511,1.16553,1.16506,1.16530,847.54 +02.07.2018 06:55:00.000,1.16530,1.16546,1.16511,1.16525,847.41 +02.07.2018 07:00:00.000,1.16523,1.16527,1.16410,1.16434,1163.7 +02.07.2018 07:05:00.000,1.16434,1.16445,1.16357,1.16368,1335.27 +02.07.2018 07:10:00.000,1.16367,1.16399,1.16327,1.16397,1389.02 +02.07.2018 07:15:00.000,1.16397,1.16397,1.16327,1.16335,1169.6100000000001 +02.07.2018 07:20:00.000,1.16334,1.16334,1.16270,1.16315,1485.9499999999998 +02.07.2018 07:25:00.000,1.16315,1.16386,1.16311,1.16335,1164.08 +02.07.2018 07:30:00.000,1.16336,1.16382,1.16317,1.16365,1106.08 +02.07.2018 07:35:00.000,1.16365,1.16367,1.16278,1.16278,1151.79 +02.07.2018 07:40:00.000,1.16278,1.16345,1.16276,1.16301,1260.35 +02.07.2018 07:45:00.000,1.16300,1.16338,1.16267,1.16305,1209.43 +02.07.2018 07:50:00.000,1.16304,1.16360,1.16259,1.16281,1546.3700000000001 +02.07.2018 07:55:00.000,1.16283,1.16323,1.16276,1.16305,1286.19 +02.07.2018 08:00:00.000,1.16306,1.16415,1.16299,1.16329,1668.6399999999999 +02.07.2018 08:05:00.000,1.16325,1.16337,1.16265,1.16314,1373.58 +02.07.2018 08:10:00.000,1.16317,1.16388,1.16303,1.16370,1620.7 +02.07.2018 08:15:00.000,1.16370,1.16426,1.16356,1.16411,1319.8400000000001 +02.07.2018 08:20:00.000,1.16411,1.16428,1.16409,1.16413,988.98 +02.07.2018 08:25:00.000,1.16412,1.16421,1.16375,1.16376,1233.72 +02.07.2018 08:30:00.000,1.16374,1.16426,1.16348,1.16357,1615.89 +02.07.2018 08:35:00.000,1.16356,1.16417,1.16351,1.16410,1322.18 +02.07.2018 08:40:00.000,1.16410,1.16467,1.16400,1.16450,1642.83 +02.07.2018 08:45:00.000,1.16451,1.16479,1.16443,1.16466,1311.7 +02.07.2018 08:50:00.000,1.16466,1.16467,1.16425,1.16440,1300.68 +02.07.2018 08:55:00.000,1.16437,1.16471,1.16431,1.16435,1236.3899999999999 +02.07.2018 09:00:00.000,1.16433,1.16472,1.16400,1.16404,1213.78 +02.07.2018 09:05:00.000,1.16404,1.16414,1.16380,1.16399,899.2300000000001 +02.07.2018 09:10:00.000,1.16401,1.16413,1.16379,1.16392,941.03 +02.07.2018 09:15:00.000,1.16394,1.16457,1.16384,1.16444,1308.29 +02.07.2018 09:20:00.000,1.16447,1.16463,1.16422,1.16436,1063.75 +02.07.2018 09:25:00.000,1.16436,1.16454,1.16414,1.16452,948.1 +02.07.2018 09:30:00.000,1.16452,1.16477,1.16441,1.16443,1369.9299999999998 +02.07.2018 09:35:00.000,1.16444,1.16456,1.16402,1.16419,1014.6 +02.07.2018 09:40:00.000,1.16420,1.16450,1.16405,1.16405,1351.8 +02.07.2018 09:45:00.000,1.16406,1.16421,1.16385,1.16388,1036.7 +02.07.2018 09:50:00.000,1.16389,1.16408,1.16375,1.16399,1036.89 +02.07.2018 09:55:00.000,1.16399,1.16402,1.16361,1.16400,1081.28 +02.07.2018 10:00:00.000,1.16399,1.16411,1.16363,1.16363,1081.2199999999998 +02.07.2018 10:05:00.000,1.16365,1.16386,1.16362,1.16370,1043.66 +02.07.2018 10:10:00.000,1.16371,1.16386,1.16345,1.16375,1041.71 +02.07.2018 10:15:00.000,1.16376,1.16438,1.16370,1.16423,880.52 +02.07.2018 10:20:00.000,1.16424,1.16429,1.16414,1.16422,1023.9300000000001 +02.07.2018 10:25:00.000,1.16421,1.16426,1.16380,1.16387,1055.29 +02.07.2018 10:30:00.000,1.16386,1.16462,1.16386,1.16413,1174.52 +02.07.2018 10:35:00.000,1.16410,1.16431,1.16396,1.16422,1142.6599999999999 +02.07.2018 10:40:00.000,1.16424,1.16445,1.16411,1.16426,1051.1100000000001 +02.07.2018 10:45:00.000,1.16427,1.16448,1.16421,1.16443,775.44 +02.07.2018 10:50:00.000,1.16443,1.16465,1.16429,1.16429,811.55 +02.07.2018 10:55:00.000,1.16430,1.16447,1.16405,1.16421,1164.6000000000001 +02.07.2018 11:00:00.000,1.16421,1.16436,1.16407,1.16432,1109.1200000000001 +02.07.2018 11:05:00.000,1.16433,1.16446,1.16411,1.16415,571.8499999999999 +02.07.2018 11:10:00.000,1.16415,1.16416,1.16366,1.16376,1122.34 +02.07.2018 11:15:00.000,1.16374,1.16381,1.16344,1.16351,916.9 +02.07.2018 11:20:00.000,1.16355,1.16369,1.16333,1.16341,909.48 +02.07.2018 11:25:00.000,1.16341,1.16363,1.16320,1.16323,757.2399999999999 +02.07.2018 11:30:00.000,1.16323,1.16346,1.16321,1.16341,700.42 +02.07.2018 11:35:00.000,1.16340,1.16349,1.16323,1.16335,633.04 +02.07.2018 11:40:00.000,1.16335,1.16368,1.16334,1.16356,1089.67 +02.07.2018 11:45:00.000,1.16357,1.16368,1.16322,1.16331,908.9800000000001 +02.07.2018 11:50:00.000,1.16335,1.16424,1.16330,1.16342,1013.3399999999999 +02.07.2018 11:55:00.000,1.16340,1.16342,1.16277,1.16299,1493.58 +02.07.2018 12:00:00.000,1.16297,1.16314,1.16235,1.16288,1758.12 +02.07.2018 12:05:00.000,1.16286,1.16343,1.16269,1.16329,1467.85 +02.07.2018 12:10:00.000,1.16330,1.16422,1.16309,1.16390,1467.3 +02.07.2018 12:15:00.000,1.16389,1.16390,1.16356,1.16364,966.54 +02.07.2018 12:20:00.000,1.16362,1.16388,1.16358,1.16376,963.9000000000001 +02.07.2018 12:25:00.000,1.16376,1.16391,1.16345,1.16372,1340.1100000000001 +02.07.2018 12:30:00.000,1.16373,1.16378,1.16276,1.16276,1315.7799999999997 +02.07.2018 12:35:00.000,1.16279,1.16316,1.16271,1.16301,1346.1 +02.07.2018 12:40:00.000,1.16300,1.16342,1.16293,1.16331,1581.79 +02.07.2018 12:45:00.000,1.16331,1.16346,1.16302,1.16302,1222.3300000000002 +02.07.2018 12:50:00.000,1.16302,1.16307,1.16214,1.16214,1467.68 +02.07.2018 12:55:00.000,1.16215,1.16235,1.16161,1.16177,1417.25 +02.07.2018 13:00:00.000,1.16177,1.16178,1.16122,1.16156,1684.6100000000001 +02.07.2018 13:05:00.000,1.16156,1.16167,1.16058,1.16061,2019.6000000000001 +02.07.2018 13:10:00.000,1.16062,1.16089,1.15996,1.16016,1735.86 +02.07.2018 13:15:00.000,1.16015,1.16030,1.15998,1.16010,1644.8 +02.07.2018 13:20:00.000,1.16010,1.16088,1.16010,1.16064,1519.89 +02.07.2018 13:25:00.000,1.16064,1.16064,1.16019,1.16038,1559.21 +02.07.2018 13:30:00.000,1.16038,1.16046,1.16003,1.16042,1307.83 +02.07.2018 13:35:00.000,1.16040,1.16059,1.15969,1.15976,1487.67 +02.07.2018 13:40:00.000,1.15977,1.16027,1.15975,1.16021,1075.32 +02.07.2018 13:45:00.000,1.16021,1.16066,1.15977,1.16046,1250.54 +02.07.2018 13:50:00.000,1.16046,1.16098,1.16039,1.16075,1267.4299999999998 +02.07.2018 13:55:00.000,1.16080,1.16101,1.16066,1.16081,1134.53 +02.07.2018 14:00:00.000,1.16080,1.16097,1.16021,1.16061,1506.55 +02.07.2018 14:05:00.000,1.16061,1.16069,1.15995,1.16063,1432.25 +02.07.2018 14:10:00.000,1.16063,1.16077,1.16034,1.16046,1258.62 +02.07.2018 14:15:00.000,1.16044,1.16080,1.16027,1.16067,1076.98 +02.07.2018 14:20:00.000,1.16066,1.16068,1.16034,1.16068,1360.5500000000002 +02.07.2018 14:25:00.000,1.16068,1.16077,1.16016,1.16016,1371.3000000000002 +02.07.2018 14:30:00.000,1.16016,1.16076,1.16015,1.16076,1137.52 +02.07.2018 14:35:00.000,1.16076,1.16117,1.16071,1.16116,1272.07 +02.07.2018 14:40:00.000,1.16116,1.16126,1.16105,1.16106,1167.3400000000001 +02.07.2018 14:45:00.000,1.16107,1.16127,1.16077,1.16115,1319.3500000000001 +02.07.2018 14:50:00.000,1.16116,1.16235,1.16081,1.16185,1097.74 +02.07.2018 14:55:00.000,1.16182,1.16191,1.16048,1.16052,1541.88 +02.07.2018 15:00:00.000,1.16054,1.16092,1.16040,1.16070,1686.12 +02.07.2018 15:05:00.000,1.16070,1.16073,1.16018,1.16052,1043.16 +02.07.2018 15:10:00.000,1.16054,1.16055,1.15927,1.15932,1421.15 +02.07.2018 15:15:00.000,1.15934,1.15961,1.15911,1.15959,1228.68 +02.07.2018 15:20:00.000,1.15960,1.15977,1.15938,1.15976,764.13 +02.07.2018 15:25:00.000,1.15978,1.15993,1.15956,1.15990,925.81 +02.07.2018 15:30:00.000,1.15992,1.16056,1.15990,1.16051,1238.57 +02.07.2018 15:35:00.000,1.16056,1.16093,1.16048,1.16062,1135.4 +02.07.2018 15:40:00.000,1.16061,1.16068,1.16037,1.16058,1074.86 +02.07.2018 15:45:00.000,1.16057,1.16081,1.16049,1.16065,961.09 +02.07.2018 15:50:00.000,1.16064,1.16080,1.16052,1.16058,921.59 +02.07.2018 15:55:00.000,1.16056,1.16071,1.16037,1.16042,857.97 +02.07.2018 16:00:00.000,1.16042,1.16098,1.16028,1.16076,1074.47 +02.07.2018 16:05:00.000,1.16075,1.16108,1.16053,1.16104,888.03 +02.07.2018 16:10:00.000,1.16105,1.16109,1.16046,1.16061,877 +02.07.2018 16:15:00.000,1.16061,1.16073,1.16032,1.16071,879.51 +02.07.2018 16:20:00.000,1.16071,1.16082,1.16055,1.16076,878.1099999999999 +02.07.2018 16:25:00.000,1.16075,1.16101,1.16069,1.16075,744.47 +02.07.2018 16:30:00.000,1.16075,1.16108,1.16055,1.16100,998.44 +02.07.2018 16:35:00.000,1.16100,1.16100,1.16049,1.16063,830.29 +02.07.2018 16:40:00.000,1.16062,1.16083,1.16056,1.16082,686.2900000000001 +02.07.2018 16:45:00.000,1.16081,1.16089,1.16073,1.16075,580.84 +02.07.2018 16:50:00.000,1.16074,1.16078,1.16055,1.16057,709.48 +02.07.2018 16:55:00.000,1.16057,1.16057,1.15997,1.15998,961.41 +02.07.2018 17:00:00.000,1.16001,1.16063,1.16001,1.16059,935.67 +02.07.2018 17:05:00.000,1.16058,1.16058,1.16026,1.16043,773.8 +02.07.2018 17:10:00.000,1.16043,1.16044,1.16011,1.16031,665.2 +02.07.2018 17:15:00.000,1.16031,1.16055,1.16018,1.16022,572.9300000000001 +02.07.2018 17:20:00.000,1.16024,1.16064,1.16007,1.16045,924.87 +02.07.2018 17:25:00.000,1.16045,1.16053,1.16016,1.16022,786.65 +02.07.2018 17:30:00.000,1.16020,1.16064,1.16017,1.16059,613.47 +02.07.2018 17:35:00.000,1.16060,1.16074,1.16026,1.16039,831.6800000000001 +02.07.2018 17:40:00.000,1.16039,1.16054,1.16023,1.16042,742.7 +02.07.2018 17:45:00.000,1.16041,1.16059,1.16030,1.16048,731.9599999999999 +02.07.2018 17:50:00.000,1.16048,1.16063,1.16048,1.16052,616.62 +02.07.2018 17:55:00.000,1.16052,1.16088,1.16047,1.16078,724.8599999999999 +02.07.2018 18:00:00.000,1.16079,1.16088,1.16052,1.16057,827.67 +02.07.2018 18:05:00.000,1.16055,1.16075,1.16053,1.16063,822.23 +02.07.2018 18:10:00.000,1.16062,1.16079,1.16057,1.16069,936.56 +02.07.2018 18:15:00.000,1.16069,1.16093,1.16068,1.16068,787.6800000000001 +02.07.2018 18:20:00.000,1.16068,1.16073,1.16038,1.16042,1007.84 +02.07.2018 18:25:00.000,1.16041,1.16054,1.16036,1.16049,594.26 +02.07.2018 18:30:00.000,1.16048,1.16060,1.16046,1.16059,371.86 +02.07.2018 18:35:00.000,1.16059,1.16064,1.16049,1.16054,454.78999999999996 +02.07.2018 18:40:00.000,1.16057,1.16070,1.16051,1.16064,559.8299999999999 +02.07.2018 18:45:00.000,1.16062,1.16069,1.16050,1.16063,375.03999999999996 +02.07.2018 18:50:00.000,1.16060,1.16077,1.16057,1.16076,604.6 +02.07.2018 18:55:00.000,1.16076,1.16105,1.16074,1.16102,1105.65 +02.07.2018 19:00:00.000,1.16102,1.16189,1.16093,1.16153,875.3300000000002 +02.07.2018 19:05:00.000,1.16156,1.16166,1.16142,1.16144,769.9300000000001 +02.07.2018 19:10:00.000,1.16143,1.16162,1.16127,1.16142,720.22 +02.07.2018 19:15:00.000,1.16142,1.16220,1.16142,1.16210,1041.27 +02.07.2018 19:20:00.000,1.16209,1.16210,1.16158,1.16176,942.77 +02.07.2018 19:25:00.000,1.16174,1.16222,1.16161,1.16220,972.8299999999999 +02.07.2018 19:30:00.000,1.16219,1.16232,1.16187,1.16198,918.7399999999999 +02.07.2018 19:35:00.000,1.16199,1.16228,1.16188,1.16218,608.03 +02.07.2018 19:40:00.000,1.16218,1.16224,1.16207,1.16213,475.25 +02.07.2018 19:45:00.000,1.16216,1.16216,1.16190,1.16196,996.11 +02.07.2018 19:50:00.000,1.16197,1.16206,1.16175,1.16181,644.77 +02.07.2018 19:55:00.000,1.16184,1.16196,1.16160,1.16172,1072.33 +02.07.2018 20:00:00.000,1.16170,1.16195,1.16162,1.16188,584.23 +02.07.2018 20:05:00.000,1.16188,1.16236,1.16183,1.16233,623.44 +02.07.2018 20:10:00.000,1.16237,1.16480,1.16237,1.16421,1671.58 +02.07.2018 20:15:00.000,1.16419,1.16427,1.16373,1.16409,774.85 +02.07.2018 20:20:00.000,1.16408,1.16429,1.16369,1.16373,539.62 +02.07.2018 20:25:00.000,1.16374,1.16402,1.16365,1.16402,470 +02.07.2018 20:30:00.000,1.16402,1.16443,1.16396,1.16421,425.68 +02.07.2018 20:35:00.000,1.16421,1.16439,1.16414,1.16414,371.29999999999995 +02.07.2018 20:40:00.000,1.16417,1.16450,1.16393,1.16394,373.99 +02.07.2018 20:45:00.000,1.16398,1.16398,1.16365,1.16374,558.09 +02.07.2018 20:50:00.000,1.16374,1.16388,1.16357,1.16386,493.97 +02.07.2018 20:55:00.000,1.16387,1.16394,1.16381,1.16391,365.24 +02.07.2018 21:00:00.000,1.16390,1.16392,1.16374,1.16382,54.61 +02.07.2018 21:05:00.000,1.16383,1.16393,1.16381,1.16387,250.13 +02.07.2018 21:10:00.000,1.16390,1.16425,1.16387,1.16395,684.98 +02.07.2018 21:15:00.000,1.16395,1.16397,1.16375,1.16381,409.65999999999997 +02.07.2018 21:20:00.000,1.16385,1.16391,1.16359,1.16376,479.40999999999997 +02.07.2018 21:25:00.000,1.16381,1.16404,1.16368,1.16375,514.19 +02.07.2018 21:30:00.000,1.16375,1.16384,1.16367,1.16372,368.66 +02.07.2018 21:35:00.000,1.16371,1.16372,1.16357,1.16362,307.05 +02.07.2018 21:40:00.000,1.16361,1.16364,1.16355,1.16362,263.64 +02.07.2018 21:45:00.000,1.16362,1.16362,1.16347,1.16350,1005.32 +02.07.2018 21:50:00.000,1.16350,1.16368,1.16350,1.16358,609.61 +02.07.2018 21:55:00.000,1.16356,1.16360,1.16345,1.16348,439.95 +02.07.2018 22:00:00.000,1.16347,1.16371,1.16347,1.16370,142.92 +02.07.2018 22:05:00.000,1.16370,1.16382,1.16355,1.16358,279.71000000000004 +02.07.2018 22:10:00.000,1.16358,1.16365,1.16358,1.16361,291.17 +02.07.2018 22:15:00.000,1.16361,1.16366,1.16356,1.16360,241.01 +02.07.2018 22:20:00.000,1.16360,1.16368,1.16345,1.16349,152.24 +02.07.2018 22:25:00.000,1.16349,1.16371,1.16335,1.16362,372.84 +02.07.2018 22:30:00.000,1.16363,1.16366,1.16353,1.16357,149.55 +02.07.2018 22:35:00.000,1.16357,1.16364,1.16353,1.16364,93.72999999999999 +02.07.2018 22:40:00.000,1.16364,1.16372,1.16364,1.16367,205.49 +02.07.2018 22:45:00.000,1.16372,1.16376,1.16369,1.16372,104.47 +02.07.2018 22:50:00.000,1.16371,1.16395,1.16371,1.16386,245.02 +02.07.2018 22:55:00.000,1.16386,1.16396,1.16385,1.16396,98.52000000000001 +02.07.2018 23:00:00.000,1.16396,1.16408,1.16384,1.16400,247.24 +02.07.2018 23:05:00.000,1.16401,1.16417,1.16400,1.16412,274.7 +02.07.2018 23:10:00.000,1.16411,1.16416,1.16397,1.16405,376.35 +02.07.2018 23:15:00.000,1.16405,1.16428,1.16405,1.16411,282.26 +02.07.2018 23:20:00.000,1.16412,1.16420,1.16406,1.16417,336.33 +02.07.2018 23:25:00.000,1.16416,1.16420,1.16410,1.16415,370.25 +02.07.2018 23:30:00.000,1.16416,1.16416,1.16410,1.16411,216.03000000000003 +02.07.2018 23:35:00.000,1.16410,1.16411,1.16405,1.16406,308.84000000000003 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00:50:00.000,1.16370,1.16404,1.16368,1.16380,603.31 +03.07.2018 00:55:00.000,1.16377,1.16391,1.16344,1.16344,891.74 +03.07.2018 01:00:00.000,1.16344,1.16377,1.16335,1.16339,736.82 +03.07.2018 01:05:00.000,1.16339,1.16353,1.16314,1.16316,1088.2399999999998 +03.07.2018 01:10:00.000,1.16317,1.16329,1.16298,1.16311,1287.59 +03.07.2018 01:15:00.000,1.16313,1.16340,1.16247,1.16261,1144.54 +03.07.2018 01:20:00.000,1.16261,1.16295,1.16261,1.16293,685.4399999999998 +03.07.2018 01:25:00.000,1.16295,1.16325,1.16255,1.16257,902.61 +03.07.2018 01:30:00.000,1.16260,1.16285,1.16252,1.16259,1533.9 +03.07.2018 01:35:00.000,1.16258,1.16282,1.16213,1.16245,1286.26 +03.07.2018 01:40:00.000,1.16245,1.16283,1.16212,1.16212,1266.89 +03.07.2018 01:45:00.000,1.16212,1.16266,1.16204,1.16265,1341.46 +03.07.2018 01:50:00.000,1.16265,1.16289,1.16250,1.16275,975.08 +03.07.2018 01:55:00.000,1.16275,1.16317,1.16262,1.16306,1116.22 +03.07.2018 02:00:00.000,1.16306,1.16322,1.16269,1.16270,912.83 +03.07.2018 02:05:00.000,1.16270,1.16284,1.16259,1.16276,832.86 +03.07.2018 02:10:00.000,1.16277,1.16309,1.16267,1.16305,595.6600000000001 +03.07.2018 02:15:00.000,1.16305,1.16346,1.16295,1.16337,1162.2 +03.07.2018 02:20:00.000,1.16337,1.16351,1.16319,1.16349,1215.53 +03.07.2018 02:25:00.000,1.16350,1.16370,1.16330,1.16356,1277.8999999999999 +03.07.2018 02:30:00.000,1.16356,1.16375,1.16344,1.16347,1027.29 +03.07.2018 02:35:00.000,1.16347,1.16372,1.16326,1.16343,877.7799999999999 +03.07.2018 02:40:00.000,1.16344,1.16351,1.16310,1.16322,536.57 +03.07.2018 02:45:00.000,1.16320,1.16335,1.16316,1.16326,604.98 +03.07.2018 02:50:00.000,1.16326,1.16330,1.16308,1.16321,673.67 +03.07.2018 02:55:00.000,1.16321,1.16331,1.16295,1.16303,708.8100000000001 +03.07.2018 03:00:00.000,1.16303,1.16337,1.16302,1.16329,603.38 +03.07.2018 03:05:00.000,1.16329,1.16356,1.16299,1.16330,1070.0300000000002 +03.07.2018 03:10:00.000,1.16330,1.16346,1.16290,1.16295,771.11 +03.07.2018 03:15:00.000,1.16294,1.16304,1.16275,1.16298,937.11 +03.07.2018 03:20:00.000,1.16298,1.16312,1.16298,1.16302,937.3199999999999 +03.07.2018 03:25:00.000,1.16301,1.16316,1.16298,1.16302,623.48 +03.07.2018 03:30:00.000,1.16301,1.16313,1.16290,1.16304,638.67 +03.07.2018 03:35:00.000,1.16305,1.16338,1.16299,1.16331,641.0899999999999 +03.07.2018 03:40:00.000,1.16330,1.16336,1.16316,1.16321,577.1199999999999 +03.07.2018 03:45:00.000,1.16321,1.16337,1.16315,1.16325,467.11 +03.07.2018 03:50:00.000,1.16325,1.16327,1.16310,1.16315,489.54999999999995 +03.07.2018 03:55:00.000,1.16315,1.16323,1.16310,1.16321,464.55 +03.07.2018 04:00:00.000,1.16320,1.16336,1.16319,1.16331,504.34999999999997 +03.07.2018 04:05:00.000,1.16333,1.16379,1.16325,1.16372,562.72 +03.07.2018 04:10:00.000,1.16372,1.16381,1.16360,1.16378,586.52 +03.07.2018 04:15:00.000,1.16378,1.16382,1.16335,1.16344,402.49 +03.07.2018 04:20:00.000,1.16344,1.16362,1.16340,1.16348,259.05 +03.07.2018 04:25:00.000,1.16349,1.16351,1.16330,1.16341,330.92 +03.07.2018 04:30:00.000,1.16341,1.16360,1.16329,1.16355,705.4 +03.07.2018 04:35:00.000,1.16354,1.16354,1.16311,1.16317,556.3399999999999 +03.07.2018 04:40:00.000,1.16315,1.16340,1.16300,1.16315,795.99 +03.07.2018 04:45:00.000,1.16315,1.16334,1.16315,1.16326,651.49 +03.07.2018 04:50:00.000,1.16327,1.16327,1.16279,1.16308,545.82 +03.07.2018 04:55:00.000,1.16307,1.16332,1.16305,1.16322,401.56 +03.07.2018 05:00:00.000,1.16322,1.16351,1.16314,1.16321,512.04 +03.07.2018 05:05:00.000,1.16320,1.16330,1.16310,1.16318,587.4399999999999 +03.07.2018 05:10:00.000,1.16319,1.16339,1.16309,1.16325,678.28 +03.07.2018 05:15:00.000,1.16329,1.16336,1.16280,1.16284,750.67 +03.07.2018 05:20:00.000,1.16284,1.16291,1.16266,1.16282,630.96 +03.07.2018 05:25:00.000,1.16282,1.16311,1.16267,1.16311,685.44 +03.07.2018 05:30:00.000,1.16311,1.16369,1.16304,1.16349,1546.5 +03.07.2018 05:35:00.000,1.16346,1.16441,1.16335,1.16379,1678.73 +03.07.2018 05:40:00.000,1.16378,1.16408,1.16365,1.16388,1135.98 +03.07.2018 05:45:00.000,1.16388,1.16417,1.16362,1.16408,1169.81 +03.07.2018 05:50:00.000,1.16410,1.16411,1.16374,1.16375,874.6999999999999 +03.07.2018 05:55:00.000,1.16377,1.16415,1.16377,1.16378,930.57 +03.07.2018 06:00:00.000,1.16379,1.16475,1.16354,1.16460,1288.5700000000002 +03.07.2018 06:05:00.000,1.16462,1.16493,1.16425,1.16448,1180.4 +03.07.2018 06:10:00.000,1.16450,1.16511,1.16446,1.16495,1708.13 +03.07.2018 06:15:00.000,1.16496,1.16540,1.16480,1.16488,1402.3200000000002 +03.07.2018 06:20:00.000,1.16487,1.16505,1.16460,1.16462,1088.96 +03.07.2018 06:25:00.000,1.16463,1.16512,1.16448,1.16453,1356.77 +03.07.2018 06:30:00.000,1.16451,1.16500,1.16441,1.16475,1410.7 +03.07.2018 06:35:00.000,1.16475,1.16478,1.16426,1.16426,1012.7099999999999 +03.07.2018 06:40:00.000,1.16426,1.16459,1.16394,1.16405,1157.63 +03.07.2018 06:45:00.000,1.16405,1.16423,1.16390,1.16408,1163.61 +03.07.2018 06:50:00.000,1.16409,1.16482,1.16402,1.16476,867.5200000000001 +03.07.2018 06:55:00.000,1.16475,1.16506,1.16452,1.16453,1424.41 +03.07.2018 07:00:00.000,1.16455,1.16548,1.16443,1.16526,1727.13 +03.07.2018 07:05:00.000,1.16527,1.16587,1.16510,1.16573,2022.62 +03.07.2018 07:10:00.000,1.16574,1.16587,1.16490,1.16499,1618.07 +03.07.2018 07:15:00.000,1.16498,1.16591,1.16498,1.16541,1616.0800000000002 +03.07.2018 07:20:00.000,1.16542,1.16551,1.16470,1.16470,1454.55 +03.07.2018 07:25:00.000,1.16474,1.16487,1.16431,1.16445,1435.0300000000002 +03.07.2018 07:30:00.000,1.16443,1.16498,1.16432,1.16496,1481.81 +03.07.2018 07:35:00.000,1.16496,1.16605,1.16492,1.16601,1444.38 +03.07.2018 07:40:00.000,1.16600,1.16649,1.16595,1.16636,1655.8400000000001 +03.07.2018 07:45:00.000,1.16635,1.16649,1.16611,1.16638,1604.3899999999999 +03.07.2018 07:50:00.000,1.16640,1.16655,1.16577,1.16582,1339.05 +03.07.2018 07:55:00.000,1.16581,1.16702,1.16581,1.16695,1566.15 +03.07.2018 08:00:00.000,1.16696,1.16707,1.16670,1.16684,1489.43 +03.07.2018 08:05:00.000,1.16684,1.16729,1.16681,1.16722,1455.4 +03.07.2018 08:10:00.000,1.16722,1.16722,1.16659,1.16682,1352.89 +03.07.2018 08:15:00.000,1.16682,1.16731,1.16649,1.16717,1158.55 +03.07.2018 08:20:00.000,1.16717,1.16717,1.16638,1.16649,1293.94 +03.07.2018 08:25:00.000,1.16648,1.16663,1.16611,1.16611,1499.1200000000001 +03.07.2018 08:30:00.000,1.16614,1.16634,1.16588,1.16621,1548.9099999999999 +03.07.2018 08:35:00.000,1.16622,1.16630,1.16576,1.16583,1596.67 +03.07.2018 08:40:00.000,1.16582,1.16646,1.16582,1.16645,1196.0900000000001 +03.07.2018 08:45:00.000,1.16647,1.16691,1.16620,1.16652,1439.25 +03.07.2018 08:50:00.000,1.16653,1.16654,1.16629,1.16653,1087.66 +03.07.2018 08:55:00.000,1.16653,1.16657,1.16588,1.16592,1135.82 +03.07.2018 09:00:00.000,1.16596,1.16629,1.16538,1.16554,1496.0100000000002 +03.07.2018 09:05:00.000,1.16553,1.16580,1.16549,1.16559,1093 +03.07.2018 09:10:00.000,1.16559,1.16588,1.16554,1.16562,1154.8 +03.07.2018 09:15:00.000,1.16562,1.16565,1.16512,1.16564,1502.1799999999998 +03.07.2018 09:20:00.000,1.16564,1.16589,1.16547,1.16551,1146.06 +03.07.2018 09:25:00.000,1.16552,1.16574,1.16532,1.16573,1036.85 +03.07.2018 09:30:00.000,1.16574,1.16608,1.16560,1.16584,1342.2199999999998 +03.07.2018 09:35:00.000,1.16581,1.16603,1.16558,1.16568,1158.28 +03.07.2018 09:40:00.000,1.16568,1.16619,1.16568,1.16608,1182.77 +03.07.2018 09:45:00.000,1.16607,1.16648,1.16591,1.16644,1211.9 +03.07.2018 09:50:00.000,1.16644,1.16644,1.16580,1.16613,1150.23 +03.07.2018 09:55:00.000,1.16613,1.16617,1.16509,1.16534,1577.76 +03.07.2018 10:00:00.000,1.16535,1.16560,1.16528,1.16549,1198.03 +03.07.2018 10:05:00.000,1.16549,1.16604,1.16545,1.16601,1253.88 +03.07.2018 10:10:00.000,1.16600,1.16616,1.16539,1.16539,947.24 +03.07.2018 10:15:00.000,1.16537,1.16584,1.16530,1.16569,1072.08 +03.07.2018 10:20:00.000,1.16568,1.16569,1.16530,1.16530,1163.83 +03.07.2018 10:25:00.000,1.16531,1.16542,1.16477,1.16499,1447.36 +03.07.2018 10:30:00.000,1.16498,1.16505,1.16450,1.16504,1129.7099999999998 +03.07.2018 10:35:00.000,1.16503,1.16535,1.16485,1.16487,922.85 +03.07.2018 10:40:00.000,1.16487,1.16520,1.16472,1.16511,898.92 +03.07.2018 10:45:00.000,1.16513,1.16518,1.16489,1.16490,921.3100000000001 +03.07.2018 10:50:00.000,1.16490,1.16508,1.16469,1.16499,970.88 +03.07.2018 10:55:00.000,1.16498,1.16533,1.16461,1.16469,1164.0900000000001 +03.07.2018 11:00:00.000,1.16468,1.16508,1.16463,1.16482,1144.78 +03.07.2018 11:05:00.000,1.16483,1.16504,1.16466,1.16476,804.05 +03.07.2018 11:10:00.000,1.16477,1.16513,1.16477,1.16508,974.8599999999999 +03.07.2018 11:15:00.000,1.16508,1.16511,1.16488,1.16509,999.4000000000001 +03.07.2018 11:20:00.000,1.16510,1.16540,1.16504,1.16534,819.26 +03.07.2018 11:25:00.000,1.16534,1.16556,1.16531,1.16546,919.67 +03.07.2018 11:30:00.000,1.16546,1.16571,1.16530,1.16571,902.25 +03.07.2018 11:35:00.000,1.16572,1.16598,1.16554,1.16594,831.55 +03.07.2018 11:40:00.000,1.16595,1.16613,1.16560,1.16573,1002.3299999999999 +03.07.2018 11:45:00.000,1.16573,1.16596,1.16572,1.16594,785.38 +03.07.2018 11:50:00.000,1.16594,1.16635,1.16592,1.16624,782.39 +03.07.2018 11:55:00.000,1.16623,1.16657,1.16618,1.16642,1097.1299999999999 +03.07.2018 12:00:00.000,1.16642,1.16664,1.16637,1.16647,1569.02 +03.07.2018 12:05:00.000,1.16647,1.16668,1.16625,1.16651,1613.33 +03.07.2018 12:10:00.000,1.16651,1.16667,1.16644,1.16646,1348.25 +03.07.2018 12:15:00.000,1.16645,1.16648,1.16595,1.16607,1335.51 +03.07.2018 12:20:00.000,1.16609,1.16640,1.16599,1.16606,1372.78 +03.07.2018 12:25:00.000,1.16607,1.16611,1.16570,1.16588,1653.96 +03.07.2018 12:30:00.000,1.16586,1.16596,1.16556,1.16560,1714.9 +03.07.2018 12:35:00.000,1.16560,1.16567,1.16535,1.16536,1560.0399999999997 +03.07.2018 12:40:00.000,1.16538,1.16595,1.16520,1.16586,1439.82 +03.07.2018 12:45:00.000,1.16585,1.16588,1.16460,1.16461,1652.46 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14:00:00.000,1.16562,1.16565,1.16532,1.16537,1254.62 +03.07.2018 14:05:00.000,1.16536,1.16563,1.16518,1.16557,1322.71 +03.07.2018 14:10:00.000,1.16557,1.16562,1.16527,1.16530,1448.3000000000002 +03.07.2018 14:15:00.000,1.16530,1.16567,1.16517,1.16566,1576.92 +03.07.2018 14:20:00.000,1.16565,1.16617,1.16546,1.16561,1447.03 +03.07.2018 14:25:00.000,1.16562,1.16589,1.16550,1.16589,1201.6599999999999 +03.07.2018 14:30:00.000,1.16587,1.16620,1.16555,1.16610,1243.74 +03.07.2018 14:35:00.000,1.16610,1.16641,1.16605,1.16628,1376.6799999999998 +03.07.2018 14:40:00.000,1.16627,1.16648,1.16569,1.16573,1139.16 +03.07.2018 14:45:00.000,1.16574,1.16595,1.16544,1.16549,1574.1100000000001 +03.07.2018 14:50:00.000,1.16547,1.16599,1.16515,1.16556,1535.43 +03.07.2018 14:55:00.000,1.16556,1.16557,1.16479,1.16498,1871.03 +03.07.2018 15:00:00.000,1.16496,1.16517,1.16466,1.16514,1643.6 +03.07.2018 15:05:00.000,1.16516,1.16547,1.16506,1.16539,1491.99 +03.07.2018 15:10:00.000,1.16537,1.16560,1.16520,1.16553,1445.7800000000002 +03.07.2018 15:15:00.000,1.16552,1.16583,1.16550,1.16581,1135.09 +03.07.2018 15:20:00.000,1.16582,1.16613,1.16571,1.16595,1486.1100000000001 +03.07.2018 15:25:00.000,1.16595,1.16604,1.16565,1.16572,1282.72 +03.07.2018 15:30:00.000,1.16570,1.16587,1.16545,1.16553,1225.3 +03.07.2018 15:35:00.000,1.16554,1.16589,1.16529,1.16555,1200.58 +03.07.2018 15:40:00.000,1.16556,1.16570,1.16521,1.16549,927.23 +03.07.2018 15:45:00.000,1.16550,1.16553,1.16515,1.16515,649.96 +03.07.2018 15:50:00.000,1.16516,1.16558,1.16514,1.16545,949.3999999999999 +03.07.2018 15:55:00.000,1.16545,1.16561,1.16519,1.16524,1023.1799999999998 +03.07.2018 16:00:00.000,1.16526,1.16535,1.16489,1.16517,1291.06 +03.07.2018 16:05:00.000,1.16518,1.16521,1.16456,1.16460,1139.93 +03.07.2018 16:10:00.000,1.16458,1.16485,1.16455,1.16459,943.49 +03.07.2018 16:15:00.000,1.16458,1.16468,1.16430,1.16458,1202.3899999999999 +03.07.2018 16:20:00.000,1.16457,1.16482,1.16451,1.16452,683.8299999999999 +03.07.2018 16:25:00.000,1.16451,1.16457,1.16435,1.16448,359.52 +03.07.2018 16:30:00.000,1.16448,1.16457,1.16419,1.16448,928.79 +03.07.2018 16:35:00.000,1.16449,1.16462,1.16443,1.16462,950.9300000000001 +03.07.2018 16:40:00.000,1.16461,1.16479,1.16461,1.16478,585.83 +03.07.2018 16:45:00.000,1.16478,1.16484,1.16456,1.16479,586.47 +03.07.2018 16:50:00.000,1.16481,1.16487,1.16476,1.16483,763.7199999999999 +03.07.2018 16:55:00.000,1.16483,1.16522,1.16483,1.16496,714.01 +03.07.2018 17:00:00.000,1.16496,1.16518,1.16496,1.16517,622.44 +03.07.2018 17:05:00.000,1.16517,1.16522,1.16516,1.16520,325.16 +03.07.2018 17:10:00.000,1.16520,1.16521,1.16467,1.16468,718.52 +03.07.2018 17:15:00.000,1.16468,1.16481,1.16441,1.16480,472.42 +03.07.2018 17:20:00.000,1.16480,1.16502,1.16447,1.16499,538.68 +03.07.2018 17:25:00.000,1.16498,1.16521,1.16495,1.16520,309.05999999999995 +03.07.2018 17:30:00.000,1.16521,1.16543,1.16516,1.16536,540.88 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20:05:00.000,1.16618,1.16619,1.16610,1.16610,123.58000000000001 +03.07.2018 20:10:00.000,1.16610,1.16610,1.16602,1.16609,212.92 +03.07.2018 20:15:00.000,1.16609,1.16627,1.16608,1.16626,189.78 +03.07.2018 20:20:00.000,1.16627,1.16636,1.16626,1.16630,207.26 +03.07.2018 20:25:00.000,1.16630,1.16631,1.16619,1.16621,224.77999999999997 +03.07.2018 20:30:00.000,1.16620,1.16627,1.16615,1.16616,255.94 +03.07.2018 20:35:00.000,1.16616,1.16634,1.16612,1.16632,310.89 +03.07.2018 20:40:00.000,1.16632,1.16632,1.16615,1.16619,232.57 +03.07.2018 20:45:00.000,1.16620,1.16620,1.16595,1.16595,414.91999999999996 +03.07.2018 20:50:00.000,1.16596,1.16611,1.16585,1.16593,851.55 +03.07.2018 20:55:00.000,1.16592,1.16597,1.16560,1.16568,433.07 +03.07.2018 21:00:00.000,1.16569,1.16583,1.16560,1.16572,81.94 +03.07.2018 21:05:00.000,1.16572,1.16584,1.16568,1.16582,156.87 +03.07.2018 21:10:00.000,1.16582,1.16585,1.16568,1.16571,520.74 +03.07.2018 21:15:00.000,1.16573,1.16577,1.16571,1.16576,105.02000000000001 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00:55:00.000,1.16685,1.16717,1.16674,1.16705,868.8399999999999 +04.07.2018 01:00:00.000,1.16705,1.16709,1.16678,1.16687,712.97 +04.07.2018 01:05:00.000,1.16687,1.16694,1.16641,1.16660,818.8600000000001 +04.07.2018 01:10:00.000,1.16659,1.16683,1.16649,1.16659,612.79 +04.07.2018 01:15:00.000,1.16659,1.16681,1.16642,1.16679,865.2900000000001 +04.07.2018 01:20:00.000,1.16679,1.16701,1.16660,1.16684,721.3 +04.07.2018 01:25:00.000,1.16684,1.16686,1.16668,1.16678,550.28 +04.07.2018 01:30:00.000,1.16677,1.16758,1.16677,1.16752,1212.54 +04.07.2018 01:35:00.000,1.16751,1.16778,1.16731,1.16750,1109.53 +04.07.2018 01:40:00.000,1.16751,1.16776,1.16737,1.16750,948.25 +04.07.2018 01:45:00.000,1.16750,1.16770,1.16730,1.16734,1087.38 +04.07.2018 01:50:00.000,1.16733,1.16783,1.16730,1.16777,1151.6 +04.07.2018 01:55:00.000,1.16778,1.16785,1.16744,1.16745,971.13 +04.07.2018 02:00:00.000,1.16745,1.16757,1.16715,1.16721,1173.3899999999999 +04.07.2018 02:05:00.000,1.16721,1.16736,1.16705,1.16716,730.6899999999999 +04.07.2018 02:10:00.000,1.16716,1.16730,1.16712,1.16722,628.99 +04.07.2018 02:15:00.000,1.16721,1.16727,1.16692,1.16703,830.0600000000001 +04.07.2018 02:20:00.000,1.16703,1.16717,1.16697,1.16697,671.95 +04.07.2018 02:25:00.000,1.16696,1.16716,1.16696,1.16700,679.8600000000001 +04.07.2018 02:30:00.000,1.16700,1.16700,1.16660,1.16686,1002.1200000000001 +04.07.2018 02:35:00.000,1.16685,1.16691,1.16664,1.16670,614.7099999999999 +04.07.2018 02:40:00.000,1.16670,1.16670,1.16643,1.16656,854.62 +04.07.2018 02:45:00.000,1.16655,1.16688,1.16647,1.16666,692.51 +04.07.2018 02:50:00.000,1.16665,1.16668,1.16645,1.16667,560.6200000000001 +04.07.2018 02:55:00.000,1.16667,1.16710,1.16655,1.16710,727.23 +04.07.2018 03:00:00.000,1.16709,1.16710,1.16665,1.16671,669.52 +04.07.2018 03:05:00.000,1.16672,1.16698,1.16658,1.16676,803.4000000000001 +04.07.2018 03:10:00.000,1.16675,1.16676,1.16647,1.16657,857.0699999999999 +04.07.2018 03:15:00.000,1.16657,1.16662,1.16642,1.16662,461.24 +04.07.2018 03:20:00.000,1.16661,1.16678,1.16635,1.16647,809.97 +04.07.2018 03:25:00.000,1.16647,1.16661,1.16641,1.16649,483.37 +04.07.2018 03:30:00.000,1.16649,1.16656,1.16630,1.16646,560.03 +04.07.2018 03:35:00.000,1.16647,1.16658,1.16641,1.16656,596.4 +04.07.2018 03:40:00.000,1.16657,1.16662,1.16635,1.16655,705.14 +04.07.2018 03:45:00.000,1.16656,1.16662,1.16646,1.16656,383.12 +04.07.2018 03:50:00.000,1.16654,1.16662,1.16638,1.16641,390.92 +04.07.2018 03:55:00.000,1.16642,1.16651,1.16635,1.16647,378.28999999999996 +04.07.2018 04:00:00.000,1.16652,1.16661,1.16635,1.16639,506.09999999999997 +04.07.2018 04:05:00.000,1.16640,1.16643,1.16624,1.16630,501.5 +04.07.2018 04:10:00.000,1.16629,1.16646,1.16616,1.16634,567.4399999999999 +04.07.2018 04:15:00.000,1.16633,1.16634,1.16619,1.16631,261.05 +04.07.2018 04:20:00.000,1.16631,1.16641,1.16627,1.16641,353.18 +04.07.2018 04:25:00.000,1.16641,1.16642,1.16631,1.16641,475.89 +04.07.2018 04:30:00.000,1.16639,1.16642,1.16621,1.16634,540.12 +04.07.2018 04:35:00.000,1.16633,1.16636,1.16615,1.16622,681.6600000000001 +04.07.2018 04:40:00.000,1.16621,1.16626,1.16607,1.16618,351.25 +04.07.2018 04:45:00.000,1.16618,1.16618,1.16600,1.16607,661.81 +04.07.2018 04:50:00.000,1.16606,1.16632,1.16596,1.16617,522.78 +04.07.2018 04:55:00.000,1.16617,1.16632,1.16615,1.16628,447.59000000000003 +04.07.2018 05:00:00.000,1.16629,1.16647,1.16608,1.16641,681.2700000000001 +04.07.2018 05:05:00.000,1.16640,1.16643,1.16634,1.16635,438.91 +04.07.2018 05:10:00.000,1.16635,1.16656,1.16635,1.16651,491.65999999999997 +04.07.2018 05:15:00.000,1.16651,1.16673,1.16634,1.16671,634.8100000000001 +04.07.2018 05:20:00.000,1.16672,1.16689,1.16652,1.16672,829.97 +04.07.2018 05:25:00.000,1.16671,1.16701,1.16670,1.16680,747.27 +04.07.2018 05:30:00.000,1.16679,1.16701,1.16669,1.16686,977.48 +04.07.2018 05:35:00.000,1.16685,1.16688,1.16672,1.16672,654.5600000000001 +04.07.2018 05:40:00.000,1.16671,1.16688,1.16661,1.16661,681.03 +04.07.2018 05:45:00.000,1.16661,1.16688,1.16659,1.16667,768.44 +04.07.2018 05:50:00.000,1.16667,1.16694,1.16656,1.16685,823.3399999999999 +04.07.2018 05:55:00.000,1.16685,1.16727,1.16652,1.16669,879.99 +04.07.2018 06:00:00.000,1.16668,1.16691,1.16639,1.16651,993.87 +04.07.2018 06:05:00.000,1.16651,1.16660,1.16600,1.16652,1308.5099999999998 +04.07.2018 06:10:00.000,1.16651,1.16779,1.16651,1.16735,1222.19 +04.07.2018 06:15:00.000,1.16736,1.16761,1.16730,1.16750,973.0400000000001 +04.07.2018 06:20:00.000,1.16751,1.16781,1.16736,1.16751,861.8400000000001 +04.07.2018 06:25:00.000,1.16751,1.16751,1.16716,1.16737,1031.23 +04.07.2018 06:30:00.000,1.16736,1.16754,1.16715,1.16728,849.07 +04.07.2018 06:35:00.000,1.16725,1.16748,1.16686,1.16713,683.16 +04.07.2018 06:40:00.000,1.16712,1.16739,1.16710,1.16734,753.9100000000001 +04.07.2018 06:45:00.000,1.16734,1.16774,1.16734,1.16774,981.9600000000002 +04.07.2018 06:50:00.000,1.16775,1.16791,1.16738,1.16746,1005.0999999999999 +04.07.2018 06:55:00.000,1.16745,1.16817,1.16741,1.16797,992.4100000000001 +04.07.2018 07:00:00.000,1.16796,1.16796,1.16727,1.16730,1296.96 +04.07.2018 07:05:00.000,1.16730,1.16769,1.16719,1.16756,898.87 +04.07.2018 07:10:00.000,1.16757,1.16771,1.16720,1.16732,1291.23 +04.07.2018 07:15:00.000,1.16732,1.16732,1.16679,1.16680,943.0400000000001 +04.07.2018 07:20:00.000,1.16680,1.16681,1.16622,1.16642,1338.6699999999998 +04.07.2018 07:25:00.000,1.16642,1.16668,1.16629,1.16660,977.2800000000001 +04.07.2018 07:30:00.000,1.16658,1.16682,1.16639,1.16639,1101.83 +04.07.2018 07:35:00.000,1.16638,1.16665,1.16620,1.16657,874.38 +04.07.2018 07:40:00.000,1.16657,1.16657,1.16594,1.16596,1266.47 +04.07.2018 07:45:00.000,1.16596,1.16661,1.16589,1.16660,1061.32 +04.07.2018 07:50:00.000,1.16660,1.16662,1.16504,1.16538,1562.7199999999998 +04.07.2018 07:55:00.000,1.16538,1.16572,1.16500,1.16509,1160.1399999999999 +04.07.2018 08:00:00.000,1.16510,1.16545,1.16449,1.16451,1313.1399999999999 +04.07.2018 08:05:00.000,1.16452,1.16478,1.16437,1.16471,1178.6100000000001 +04.07.2018 08:10:00.000,1.16471,1.16472,1.16361,1.16410,1425.96 +04.07.2018 08:15:00.000,1.16409,1.16430,1.16372,1.16430,1032.26 +04.07.2018 08:20:00.000,1.16431,1.16432,1.16393,1.16425,1031.48 +04.07.2018 08:25:00.000,1.16426,1.16456,1.16424,1.16446,654.3000000000001 +04.07.2018 08:30:00.000,1.16448,1.16484,1.16425,1.16467,1391.31 +04.07.2018 08:35:00.000,1.16467,1.16493,1.16436,1.16440,891.94 +04.07.2018 08:40:00.000,1.16442,1.16470,1.16431,1.16439,1239.06 +04.07.2018 08:45:00.000,1.16440,1.16464,1.16423,1.16459,993.8799999999999 +04.07.2018 08:50:00.000,1.16455,1.16455,1.16425,1.16435,855.5699999999999 +04.07.2018 08:55:00.000,1.16436,1.16472,1.16436,1.16442,975.0300000000001 +04.07.2018 09:00:00.000,1.16442,1.16450,1.16406,1.16447,958.21 +04.07.2018 09:05:00.000,1.16448,1.16465,1.16395,1.16410,1167.79 +04.07.2018 09:10:00.000,1.16411,1.16419,1.16382,1.16396,767.22 +04.07.2018 09:15:00.000,1.16400,1.16441,1.16379,1.16422,958.08 +04.07.2018 09:20:00.000,1.16421,1.16454,1.16386,1.16392,953.01 +04.07.2018 09:25:00.000,1.16391,1.16407,1.16378,1.16397,1042.4 +04.07.2018 09:30:00.000,1.16398,1.16407,1.16372,1.16401,860.02 +04.07.2018 09:35:00.000,1.16401,1.16407,1.16321,1.16347,1256.03 +04.07.2018 09:40:00.000,1.16347,1.16359,1.16305,1.16345,1269.3400000000001 +04.07.2018 09:45:00.000,1.16350,1.16351,1.16306,1.16349,1032.08 +04.07.2018 09:50:00.000,1.16350,1.16367,1.16336,1.16351,713.01 +04.07.2018 09:55:00.000,1.16351,1.16356,1.16334,1.16355,549.13 +04.07.2018 10:00:00.000,1.16354,1.16375,1.16340,1.16349,1025.9499999999998 +04.07.2018 10:05:00.000,1.16349,1.16352,1.16315,1.16330,894.1800000000001 +04.07.2018 10:10:00.000,1.16331,1.16346,1.16306,1.16325,869.88 +04.07.2018 10:15:00.000,1.16326,1.16350,1.16320,1.16346,942.3199999999999 +04.07.2018 10:20:00.000,1.16345,1.16357,1.16331,1.16331,928.3600000000001 +04.07.2018 10:25:00.000,1.16330,1.16386,1.16326,1.16375,725.07 +04.07.2018 10:30:00.000,1.16375,1.16407,1.16360,1.16406,638.25 +04.07.2018 10:35:00.000,1.16406,1.16413,1.16382,1.16396,1003.3999999999999 +04.07.2018 10:40:00.000,1.16396,1.16411,1.16368,1.16406,865.55 +04.07.2018 10:45:00.000,1.16406,1.16413,1.16366,1.16371,846.01 +04.07.2018 10:50:00.000,1.16371,1.16398,1.16366,1.16394,574.8 +04.07.2018 10:55:00.000,1.16393,1.16426,1.16387,1.16412,973.4599999999999 +04.07.2018 11:00:00.000,1.16411,1.16427,1.16384,1.16397,762.03 +04.07.2018 11:05:00.000,1.16397,1.16410,1.16374,1.16381,838.7 +04.07.2018 11:10:00.000,1.16382,1.16397,1.16345,1.16345,869.8200000000002 +04.07.2018 11:15:00.000,1.16345,1.16392,1.16345,1.16380,819.01 +04.07.2018 11:20:00.000,1.16380,1.16388,1.16366,1.16383,463.03 +04.07.2018 11:25:00.000,1.16384,1.16385,1.16367,1.16381,524.55 +04.07.2018 11:30:00.000,1.16380,1.16407,1.16378,1.16401,533.76 +04.07.2018 11:35:00.000,1.16401,1.16408,1.16374,1.16407,655.95 +04.07.2018 11:40:00.000,1.16407,1.16416,1.16401,1.16407,579.0500000000001 +04.07.2018 11:45:00.000,1.16406,1.16417,1.16392,1.16400,513.3599999999999 +04.07.2018 11:50:00.000,1.16401,1.16412,1.16370,1.16407,945.5899999999999 +04.07.2018 11:55:00.000,1.16406,1.16408,1.16327,1.16364,1237 +04.07.2018 12:00:00.000,1.16379,1.16411,1.16343,1.16401,951.5000000000001 +04.07.2018 12:05:00.000,1.16400,1.16434,1.16366,1.16422,892.93 +04.07.2018 12:10:00.000,1.16418,1.16423,1.16395,1.16417,777.06 +04.07.2018 12:15:00.000,1.16417,1.16432,1.16416,1.16428,896.5099999999999 +04.07.2018 12:20:00.000,1.16427,1.16437,1.16396,1.16401,738.2800000000001 +04.07.2018 12:25:00.000,1.16402,1.16432,1.16396,1.16406,796.3600000000001 +04.07.2018 12:30:00.000,1.16406,1.16428,1.16401,1.16426,804.6199999999999 +04.07.2018 12:35:00.000,1.16426,1.16444,1.16395,1.16418,960.0199999999999 +04.07.2018 12:40:00.000,1.16417,1.16450,1.16416,1.16435,756.4699999999999 +04.07.2018 12:45:00.000,1.16436,1.16447,1.16422,1.16427,541.6800000000001 +04.07.2018 12:50:00.000,1.16433,1.16437,1.16413,1.16419,704.76 +04.07.2018 12:55:00.000,1.16419,1.16446,1.16410,1.16421,797.76 +04.07.2018 13:00:00.000,1.16424,1.16449,1.16421,1.16441,1116.73 +04.07.2018 13:05:00.000,1.16442,1.16451,1.16426,1.16441,921.68 +04.07.2018 13:10:00.000,1.16440,1.16440,1.16419,1.16420,952.9100000000001 +04.07.2018 13:15:00.000,1.16418,1.16433,1.16409,1.16429,882.01 +04.07.2018 13:20:00.000,1.16429,1.16429,1.16380,1.16386,1064.8899999999999 +04.07.2018 13:25:00.000,1.16386,1.16409,1.16371,1.16397,1116.1 +04.07.2018 13:30:00.000,1.16398,1.16410,1.16392,1.16393,556.9200000000001 +04.07.2018 13:35:00.000,1.16393,1.16409,1.16382,1.16382,781.42 +04.07.2018 13:40:00.000,1.16383,1.16407,1.16371,1.16400,751.37 +04.07.2018 13:45:00.000,1.16399,1.16421,1.16379,1.16417,936.99 +04.07.2018 13:50:00.000,1.16417,1.16435,1.16408,1.16431,759.5 +04.07.2018 13:55:00.000,1.16432,1.16480,1.16425,1.16454,1338.7 +04.07.2018 14:00:00.000,1.16455,1.16473,1.16433,1.16471,1094.24 +04.07.2018 14:05:00.000,1.16471,1.16481,1.16450,1.16472,1107.8899999999999 +04.07.2018 14:10:00.000,1.16471,1.16471,1.16444,1.16463,734.03 +04.07.2018 14:15:00.000,1.16463,1.16477,1.16449,1.16464,747.09 +04.07.2018 14:20:00.000,1.16465,1.16492,1.16446,1.16464,698.07 +04.07.2018 14:25:00.000,1.16463,1.16499,1.16461,1.16490,917.6099999999999 +04.07.2018 14:30:00.000,1.16490,1.16495,1.16444,1.16480,963.51 +04.07.2018 14:35:00.000,1.16480,1.16490,1.16445,1.16462,879.5699999999999 +04.07.2018 14:40:00.000,1.16462,1.16470,1.16445,1.16467,907.12 +04.07.2018 14:45:00.000,1.16467,1.16488,1.16450,1.16465,737.3400000000001 +04.07.2018 14:50:00.000,1.16464,1.16465,1.16431,1.16434,1193.7 +04.07.2018 14:55:00.000,1.16434,1.16452,1.16425,1.16431,990.44 +04.07.2018 15:00:00.000,1.16432,1.16445,1.16409,1.16410,1144.97 +04.07.2018 15:05:00.000,1.16410,1.16428,1.16410,1.16424,767.0300000000001 +04.07.2018 15:10:00.000,1.16424,1.16434,1.16394,1.16410,945.52 +04.07.2018 15:15:00.000,1.16411,1.16421,1.16398,1.16401,740.78 +04.07.2018 15:20:00.000,1.16400,1.16407,1.16388,1.16405,488.14 +04.07.2018 15:25:00.000,1.16404,1.16431,1.16393,1.16424,721.0799999999999 +04.07.2018 15:30:00.000,1.16423,1.16423,1.16374,1.16384,805.3599999999999 +04.07.2018 15:35:00.000,1.16384,1.16400,1.16383,1.16399,725.6700000000001 +04.07.2018 15:40:00.000,1.16401,1.16402,1.16388,1.16391,508.81 +04.07.2018 15:45:00.000,1.16391,1.16391,1.16369,1.16380,543.15 +04.07.2018 15:50:00.000,1.16384,1.16401,1.16379,1.16401,347.7 +04.07.2018 15:55:00.000,1.16401,1.16420,1.16399,1.16408,388.75 +04.07.2018 16:00:00.000,1.16408,1.16413,1.16406,1.16410,176.89999999999998 +04.07.2018 16:05:00.000,1.16410,1.16411,1.16383,1.16389,500.04 +04.07.2018 16:10:00.000,1.16389,1.16407,1.16385,1.16406,438.71000000000004 +04.07.2018 16:15:00.000,1.16405,1.16647,1.16381,1.16609,833.36 +04.07.2018 16:20:00.000,1.16613,1.16663,1.16566,1.16634,1385.7 +04.07.2018 16:25:00.000,1.16633,1.16636,1.16581,1.16606,930.73 +04.07.2018 16:30:00.000,1.16606,1.16620,1.16580,1.16590,1051.06 +04.07.2018 16:35:00.000,1.16589,1.16635,1.16587,1.16635,443.28 +04.07.2018 16:40:00.000,1.16635,1.16681,1.16634,1.16651,674.37 +04.07.2018 16:45:00.000,1.16651,1.16682,1.16637,1.16679,748.7900000000001 +04.07.2018 16:50:00.000,1.16678,1.16749,1.16678,1.16727,1090.73 +04.07.2018 16:55:00.000,1.16727,1.16731,1.16664,1.16665,782.49 +04.07.2018 17:00:00.000,1.16665,1.16718,1.16629,1.16653,833.58 +04.07.2018 17:05:00.000,1.16653,1.16725,1.16651,1.16723,453.46000000000004 +04.07.2018 17:10:00.000,1.16723,1.16736,1.16713,1.16724,355.41999999999996 +04.07.2018 17:15:00.000,1.16725,1.16728,1.16703,1.16703,261.52 +04.07.2018 17:20:00.000,1.16702,1.16707,1.16702,1.16704,213.83 +04.07.2018 17:25:00.000,1.16704,1.16715,1.16700,1.16715,211.70000000000002 +04.07.2018 17:30:00.000,1.16714,1.16742,1.16710,1.16738,359.44 +04.07.2018 17:35:00.000,1.16738,1.16746,1.16730,1.16731,338.03999999999996 +04.07.2018 17:40:00.000,1.16730,1.16730,1.16667,1.16696,449.21000000000004 +04.07.2018 17:45:00.000,1.16697,1.16702,1.16663,1.16672,414.48 +04.07.2018 17:50:00.000,1.16672,1.16706,1.16666,1.16690,447.85 +04.07.2018 17:55:00.000,1.16693,1.16695,1.16646,1.16668,597.8299999999999 +04.07.2018 18:00:00.000,1.16668,1.16684,1.16650,1.16658,667.4300000000001 +04.07.2018 18:05:00.000,1.16658,1.16665,1.16646,1.16653,424.27000000000004 +04.07.2018 18:10:00.000,1.16653,1.16663,1.16639,1.16662,371.5 +04.07.2018 18:15:00.000,1.16661,1.16661,1.16649,1.16658,114.27999999999999 +04.07.2018 18:20:00.000,1.16657,1.16659,1.16655,1.16658,95.41 +04.07.2018 18:25:00.000,1.16658,1.16659,1.16657,1.16659,69.78 +04.07.2018 18:30:00.000,1.16658,1.16664,1.16657,1.16661,129.98 +04.07.2018 18:35:00.000,1.16661,1.16678,1.16660,1.16673,164.67000000000002 +04.07.2018 18:40:00.000,1.16673,1.16676,1.16670,1.16670,75.74 +04.07.2018 18:45:00.000,1.16670,1.16672,1.16669,1.16670,85.19 +04.07.2018 18:50:00.000,1.16671,1.16674,1.16664,1.16666,170.43 +04.07.2018 18:55:00.000,1.16666,1.16668,1.16657,1.16662,120.02999999999999 +04.07.2018 19:00:00.000,1.16662,1.16662,1.16654,1.16657,162.43 +04.07.2018 19:05:00.000,1.16658,1.16686,1.16657,1.16674,503.64000000000004 +04.07.2018 19:10:00.000,1.16674,1.16675,1.16669,1.16671,196.34 +04.07.2018 19:15:00.000,1.16671,1.16674,1.16669,1.16672,140.39000000000001 +04.07.2018 19:20:00.000,1.16672,1.16703,1.16619,1.16644,797.1300000000001 +04.07.2018 19:25:00.000,1.16643,1.16652,1.16612,1.16635,893.19 +04.07.2018 19:30:00.000,1.16635,1.16639,1.16587,1.16619,602.84 +04.07.2018 19:35:00.000,1.16620,1.16634,1.16606,1.16612,423.64000000000004 +04.07.2018 19:40:00.000,1.16612,1.16612,1.16588,1.16591,346.04 +04.07.2018 19:45:00.000,1.16591,1.16610,1.16586,1.16586,363.88000000000005 +04.07.2018 19:50:00.000,1.16587,1.16592,1.16550,1.16557,541.03 +04.07.2018 19:55:00.000,1.16563,1.16574,1.16520,1.16547,712.24 +04.07.2018 20:00:00.000,1.16546,1.16551,1.16519,1.16524,540.0899999999999 +04.07.2018 20:05:00.000,1.16524,1.16576,1.16523,1.16557,725.51 +04.07.2018 20:10:00.000,1.16557,1.16570,1.16528,1.16558,329.78000000000003 +04.07.2018 20:15:00.000,1.16559,1.16576,1.16545,1.16565,1165.75 +04.07.2018 20:20:00.000,1.16565,1.16578,1.16561,1.16564,940.69 +04.07.2018 20:25:00.000,1.16564,1.16577,1.16558,1.16561,498.49 +04.07.2018 20:30:00.000,1.16561,1.16566,1.16549,1.16553,422.00000000000006 +04.07.2018 20:35:00.000,1.16553,1.16559,1.16553,1.16558,103.12 +04.07.2018 20:40:00.000,1.16559,1.16566,1.16550,1.16551,462.73 +04.07.2018 20:45:00.000,1.16551,1.16559,1.16550,1.16553,145.66 +04.07.2018 20:50:00.000,1.16551,1.16559,1.16551,1.16559,210.05 +04.07.2018 20:55:00.000,1.16558,1.16562,1.16554,1.16556,206.48 +04.07.2018 21:00:00.000,1.16554,1.16561,1.16553,1.16561,33 +04.07.2018 21:05:00.000,1.16560,1.16561,1.16554,1.16554,227.69999999999996 +04.07.2018 21:10:00.000,1.16555,1.16568,1.16554,1.16566,283.76 +04.07.2018 21:15:00.000,1.16567,1.16567,1.16563,1.16566,56.74 +04.07.2018 21:20:00.000,1.16566,1.16566,1.16564,1.16566,39.64 +04.07.2018 21:25:00.000,1.16565,1.16566,1.16564,1.16565,133.14 +04.07.2018 21:30:00.000,1.16560,1.16560,1.16549,1.16552,85.65 +04.07.2018 21:35:00.000,1.16551,1.16567,1.16551,1.16565,172.01999999999998 +04.07.2018 21:40:00.000,1.16566,1.16566,1.16561,1.16564,500.00999999999993 +04.07.2018 21:45:00.000,1.16564,1.16569,1.16561,1.16564,585.97 +04.07.2018 21:50:00.000,1.16564,1.16567,1.16563,1.16566,205.29 +04.07.2018 21:55:00.000,1.16567,1.16567,1.16547,1.16554,242.48 +04.07.2018 22:00:00.000,1.16553,1.16585,1.16551,1.16572,561.86 +04.07.2018 22:05:00.000,1.16572,1.16584,1.16568,1.16582,464.38 +04.07.2018 22:10:00.000,1.16585,1.16598,1.16572,1.16596,521.9 +04.07.2018 22:15:00.000,1.16595,1.16603,1.16587,1.16598,291.3 +04.07.2018 22:20:00.000,1.16599,1.16623,1.16597,1.16616,585.89 +04.07.2018 22:25:00.000,1.16615,1.16631,1.16597,1.16597,479.91999999999996 +04.07.2018 22:30:00.000,1.16596,1.16613,1.16592,1.16601,221.91000000000003 +04.07.2018 22:35:00.000,1.16601,1.16612,1.16596,1.16610,310.16 +04.07.2018 22:40:00.000,1.16610,1.16612,1.16601,1.16605,261.83 +04.07.2018 22:45:00.000,1.16605,1.16605,1.16591,1.16591,280.11 +04.07.2018 22:50:00.000,1.16590,1.16601,1.16590,1.16601,72.24 +04.07.2018 22:55:00.000,1.16600,1.16601,1.16586,1.16590,132.14 +04.07.2018 23:00:00.000,1.16591,1.16596,1.16585,1.16596,122.9 +04.07.2018 23:05:00.000,1.16596,1.16610,1.16585,1.16587,252.76 +04.07.2018 23:10:00.000,1.16587,1.16590,1.16575,1.16580,190.13 +04.07.2018 23:15:00.000,1.16580,1.16600,1.16580,1.16600,266.72999999999996 +04.07.2018 23:20:00.000,1.16600,1.16612,1.16598,1.16606,173.81 +04.07.2018 23:25:00.000,1.16606,1.16621,1.16605,1.16615,268.40000000000003 +04.07.2018 23:30:00.000,1.16615,1.16616,1.16606,1.16609,231.79000000000002 +04.07.2018 23:35:00.000,1.16609,1.16612,1.16595,1.16596,252.02 +04.07.2018 23:40:00.000,1.16596,1.16622,1.16595,1.16621,348.83000000000004 +04.07.2018 23:45:00.000,1.16622,1.16633,1.16610,1.16617,447.53 +04.07.2018 23:50:00.000,1.16617,1.16627,1.16611,1.16627,237.16000000000003 +04.07.2018 23:55:00.000,1.16626,1.16628,1.16601,1.16601,378 +05.07.2018 00:00:00.000,1.16602,1.16610,1.16588,1.16591,581.32 +05.07.2018 00:05:00.000,1.16590,1.16618,1.16565,1.16567,792.8100000000001 +05.07.2018 00:10:00.000,1.16567,1.16581,1.16551,1.16581,756.92 +05.07.2018 00:15:00.000,1.16580,1.16630,1.16580,1.16600,771.0899999999999 +05.07.2018 00:20:00.000,1.16599,1.16607,1.16565,1.16575,622.22 +05.07.2018 00:25:00.000,1.16576,1.16588,1.16564,1.16582,442.60999999999996 +05.07.2018 00:30:00.000,1.16582,1.16588,1.16569,1.16578,346.49 +05.07.2018 00:35:00.000,1.16577,1.16583,1.16533,1.16558,528.83 +05.07.2018 00:40:00.000,1.16557,1.16574,1.16553,1.16556,410.0300000000001 +05.07.2018 00:45:00.000,1.16556,1.16563,1.16537,1.16558,862.4799999999999 +05.07.2018 00:50:00.000,1.16557,1.16578,1.16545,1.16578,924.98 +05.07.2018 00:55:00.000,1.16580,1.16580,1.16537,1.16572,1047.44 +05.07.2018 01:00:00.000,1.16568,1.16591,1.16546,1.16558,820.43 +05.07.2018 01:05:00.000,1.16559,1.16573,1.16548,1.16552,703.64 +05.07.2018 01:10:00.000,1.16555,1.16590,1.16552,1.16582,564.48 +05.07.2018 01:15:00.000,1.16582,1.16634,1.16572,1.16628,935.3600000000001 +05.07.2018 01:20:00.000,1.16628,1.16640,1.16592,1.16611,1009.22 +05.07.2018 01:25:00.000,1.16610,1.16628,1.16590,1.16595,1073.14 +05.07.2018 01:30:00.000,1.16594,1.16595,1.16553,1.16572,894.72 +05.07.2018 01:35:00.000,1.16573,1.16619,1.16572,1.16615,1321.5200000000002 +05.07.2018 01:40:00.000,1.16615,1.16615,1.16578,1.16598,966.2700000000001 +05.07.2018 01:45:00.000,1.16598,1.16610,1.16583,1.16603,915.17 +05.07.2018 01:50:00.000,1.16603,1.16634,1.16591,1.16593,767.7800000000001 +05.07.2018 01:55:00.000,1.16595,1.16613,1.16587,1.16595,995.6200000000001 +05.07.2018 02:00:00.000,1.16595,1.16614,1.16584,1.16604,1043.98 +05.07.2018 02:05:00.000,1.16603,1.16620,1.16578,1.16590,1027.72 +05.07.2018 02:10:00.000,1.16587,1.16609,1.16584,1.16609,758.3 +05.07.2018 02:15:00.000,1.16611,1.16619,1.16589,1.16594,755.95 +05.07.2018 02:20:00.000,1.16596,1.16598,1.16583,1.16589,525.37 +05.07.2018 02:25:00.000,1.16589,1.16615,1.16582,1.16604,796.2599999999999 +05.07.2018 02:30:00.000,1.16605,1.16615,1.16583,1.16611,498.34000000000003 +05.07.2018 02:35:00.000,1.16610,1.16674,1.16606,1.16672,946.1600000000001 +05.07.2018 02:40:00.000,1.16671,1.16671,1.16645,1.16650,771.3699999999999 +05.07.2018 02:45:00.000,1.16650,1.16655,1.16634,1.16640,591.75 +05.07.2018 02:50:00.000,1.16639,1.16650,1.16629,1.16643,531.5 +05.07.2018 02:55:00.000,1.16643,1.16648,1.16620,1.16629,542.79 +05.07.2018 03:00:00.000,1.16631,1.16631,1.16609,1.16609,559.09 +05.07.2018 03:05:00.000,1.16609,1.16635,1.16607,1.16630,692.36 +05.07.2018 03:10:00.000,1.16630,1.16631,1.16619,1.16621,726.51 +05.07.2018 03:15:00.000,1.16620,1.16630,1.16619,1.16625,684.8499999999999 +05.07.2018 03:20:00.000,1.16625,1.16630,1.16603,1.16610,433.5799999999999 +05.07.2018 03:25:00.000,1.16610,1.16626,1.16604,1.16620,619.03 +05.07.2018 03:30:00.000,1.16619,1.16626,1.16609,1.16609,604.1800000000001 +05.07.2018 03:35:00.000,1.16609,1.16610,1.16589,1.16594,622.72 +05.07.2018 03:40:00.000,1.16593,1.16615,1.16588,1.16609,444.92 +05.07.2018 03:45:00.000,1.16609,1.16611,1.16569,1.16581,689.97 +05.07.2018 03:50:00.000,1.16581,1.16587,1.16564,1.16584,709.26 +05.07.2018 03:55:00.000,1.16584,1.16593,1.16569,1.16580,981.5 +05.07.2018 04:00:00.000,1.16580,1.16585,1.16575,1.16575,561.16 +05.07.2018 04:05:00.000,1.16575,1.16584,1.16564,1.16571,660.71 +05.07.2018 04:10:00.000,1.16570,1.16581,1.16554,1.16577,562.02 +05.07.2018 04:15:00.000,1.16578,1.16581,1.16569,1.16573,561.3199999999999 +05.07.2018 04:20:00.000,1.16574,1.16580,1.16554,1.16559,541.67 +05.07.2018 04:25:00.000,1.16559,1.16575,1.16557,1.16565,629.8399999999999 +05.07.2018 04:30:00.000,1.16564,1.16570,1.16554,1.16564,744.71 +05.07.2018 04:35:00.000,1.16565,1.16571,1.16548,1.16552,553.74 +05.07.2018 04:40:00.000,1.16552,1.16567,1.16549,1.16564,786.86 +05.07.2018 04:45:00.000,1.16563,1.16576,1.16556,1.16570,493.36 +05.07.2018 04:50:00.000,1.16570,1.16585,1.16563,1.16585,693.7099999999999 +05.07.2018 04:55:00.000,1.16583,1.16590,1.16569,1.16569,450.38 +05.07.2018 05:00:00.000,1.16568,1.16571,1.16535,1.16545,579.46 +05.07.2018 05:05:00.000,1.16545,1.16551,1.16518,1.16519,674.04 +05.07.2018 05:10:00.000,1.16518,1.16536,1.16500,1.16530,871.12 +05.07.2018 05:15:00.000,1.16532,1.16552,1.16531,1.16547,767.94 +05.07.2018 05:20:00.000,1.16546,1.16597,1.16541,1.16595,764.89 +05.07.2018 05:25:00.000,1.16595,1.16659,1.16591,1.16641,1359.49 +05.07.2018 05:30:00.000,1.16641,1.16706,1.16640,1.16676,920.96 +05.07.2018 05:35:00.000,1.16673,1.16741,1.16669,1.16726,1132.1599999999999 +05.07.2018 05:40:00.000,1.16727,1.16759,1.16719,1.16756,1309.1999999999998 +05.07.2018 05:45:00.000,1.16755,1.16878,1.16755,1.16855,1928.1799999999998 +05.07.2018 05:50:00.000,1.16858,1.16889,1.16838,1.16862,1569.14 +05.07.2018 05:55:00.000,1.16861,1.16939,1.16860,1.16935,1512.68 +05.07.2018 06:00:00.000,1.16937,1.17018,1.16909,1.16928,1445.85 +05.07.2018 06:05:00.000,1.16928,1.16974,1.16916,1.16954,1219.81 +05.07.2018 06:10:00.000,1.16953,1.16956,1.16923,1.16928,1057.71 +05.07.2018 06:15:00.000,1.16929,1.16936,1.16900,1.16907,1611.17 +05.07.2018 06:20:00.000,1.16910,1.16975,1.16906,1.16909,1573.54 +05.07.2018 06:25:00.000,1.16908,1.16928,1.16881,1.16910,1477.19 +05.07.2018 06:30:00.000,1.16909,1.16945,1.16895,1.16916,1098 +05.07.2018 06:35:00.000,1.16914,1.17109,1.16914,1.17074,1910.8400000000001 +05.07.2018 06:40:00.000,1.17073,1.17099,1.17027,1.17028,1182.38 +05.07.2018 06:45:00.000,1.17028,1.17069,1.17026,1.17065,1072.5700000000002 +05.07.2018 06:50:00.000,1.17063,1.17080,1.16999,1.17004,1181.5900000000001 +05.07.2018 06:55:00.000,1.17004,1.17021,1.16959,1.16967,1701.6599999999999 +05.07.2018 07:00:00.000,1.16969,1.17034,1.16933,1.17019,1711.24 +05.07.2018 07:05:00.000,1.17017,1.17053,1.16938,1.16963,1710 +05.07.2018 07:10:00.000,1.16964,1.17039,1.16964,1.16993,1321.51 +05.07.2018 07:15:00.000,1.16991,1.17001,1.16946,1.16954,1219.62 +05.07.2018 07:20:00.000,1.16955,1.16976,1.16919,1.16935,1251.4099999999999 +05.07.2018 07:25:00.000,1.16936,1.16954,1.16895,1.16910,1319.94 +05.07.2018 07:30:00.000,1.16910,1.16927,1.16890,1.16916,1241.75 +05.07.2018 07:35:00.000,1.16915,1.16932,1.16890,1.16906,1278.58 +05.07.2018 07:40:00.000,1.16904,1.16935,1.16899,1.16921,1042.05 +05.07.2018 07:45:00.000,1.16923,1.16949,1.16896,1.16946,1273.7599999999998 +05.07.2018 07:50:00.000,1.16946,1.16963,1.16903,1.16910,1087.3 +05.07.2018 07:55:00.000,1.16910,1.16912,1.16853,1.16858,1397.67 +05.07.2018 08:00:00.000,1.16857,1.16904,1.16825,1.16828,1723.5000000000002 +05.07.2018 08:05:00.000,1.16828,1.16841,1.16784,1.16823,1441.94 +05.07.2018 08:10:00.000,1.16824,1.16851,1.16812,1.16839,967.4 +05.07.2018 08:15:00.000,1.16838,1.16890,1.16828,1.16878,1276.72 +05.07.2018 08:20:00.000,1.16878,1.16885,1.16850,1.16857,1113 +05.07.2018 08:25:00.000,1.16859,1.16863,1.16814,1.16843,959.8 +05.07.2018 08:30:00.000,1.16842,1.16887,1.16829,1.16870,1102.13 +05.07.2018 08:35:00.000,1.16870,1.16911,1.16861,1.16894,1113.48 +05.07.2018 08:40:00.000,1.16894,1.16903,1.16862,1.16882,769.76 +05.07.2018 08:45:00.000,1.16881,1.16892,1.16827,1.16866,1313.0000000000002 +05.07.2018 08:50:00.000,1.16864,1.16917,1.16849,1.16915,1109.98 +05.07.2018 08:55:00.000,1.16916,1.16960,1.16900,1.16930,1041.67 +05.07.2018 09:00:00.000,1.16929,1.16934,1.16885,1.16898,1250 +05.07.2018 09:05:00.000,1.16900,1.16903,1.16869,1.16899,917.1600000000001 +05.07.2018 09:10:00.000,1.16897,1.16904,1.16859,1.16860,861.2399999999999 +05.07.2018 09:15:00.000,1.16861,1.16879,1.16856,1.16865,968.08 +05.07.2018 09:20:00.000,1.16865,1.16908,1.16841,1.16904,1134.8700000000001 +05.07.2018 09:25:00.000,1.16906,1.16906,1.16856,1.16873,1091.9399999999998 +05.07.2018 09:30:00.000,1.16873,1.16888,1.16861,1.16876,815.6199999999999 +05.07.2018 09:35:00.000,1.16875,1.16904,1.16869,1.16870,1274.02 +05.07.2018 09:40:00.000,1.16870,1.16884,1.16862,1.16877,945.9399999999998 +05.07.2018 09:45:00.000,1.16877,1.16960,1.16877,1.16883,1511.4099999999999 +05.07.2018 09:50:00.000,1.16883,1.16888,1.16818,1.16842,1279.31 +05.07.2018 09:55:00.000,1.16841,1.16882,1.16836,1.16875,1033.43 +05.07.2018 10:00:00.000,1.16878,1.16894,1.16835,1.16870,1005.44 +05.07.2018 10:05:00.000,1.16871,1.16887,1.16845,1.16865,903.44 +05.07.2018 10:10:00.000,1.16864,1.16898,1.16864,1.16889,1137.27 +05.07.2018 10:15:00.000,1.16888,1.16926,1.16869,1.16924,867.75 +05.07.2018 10:20:00.000,1.16924,1.16936,1.16898,1.16910,1192.39 +05.07.2018 10:25:00.000,1.16909,1.16924,1.16881,1.16885,995.24 +05.07.2018 10:30:00.000,1.16886,1.16897,1.16870,1.16877,1144.72 +05.07.2018 10:35:00.000,1.16877,1.16891,1.16840,1.16841,1125.89 +05.07.2018 10:40:00.000,1.16841,1.16886,1.16839,1.16881,1100.65 +05.07.2018 10:45:00.000,1.16881,1.16895,1.16850,1.16850,870.47 +05.07.2018 10:50:00.000,1.16852,1.16860,1.16828,1.16841,1303.73 +05.07.2018 10:55:00.000,1.16841,1.16865,1.16827,1.16862,1156.06 +05.07.2018 11:00:00.000,1.16862,1.16881,1.16854,1.16881,993.98 +05.07.2018 11:05:00.000,1.16882,1.16931,1.16865,1.16921,1118.1000000000001 +05.07.2018 11:10:00.000,1.16921,1.17009,1.16919,1.16982,1408.24 +05.07.2018 11:15:00.000,1.16983,1.16997,1.16949,1.16985,1469.74 +05.07.2018 11:20:00.000,1.16985,1.17002,1.16964,1.16979,1065.23 +05.07.2018 11:25:00.000,1.16980,1.17007,1.16980,1.16981,975.1600000000001 +05.07.2018 11:30:00.000,1.16983,1.16997,1.16969,1.16972,1025.31 +05.07.2018 11:35:00.000,1.16972,1.17032,1.16972,1.17029,961.31 +05.07.2018 11:40:00.000,1.17029,1.17051,1.17011,1.17038,1042.96 +05.07.2018 11:45:00.000,1.17039,1.17050,1.17020,1.17023,1297.61 +05.07.2018 11:50:00.000,1.17022,1.17066,1.17011,1.17054,1266.05 +05.07.2018 11:55:00.000,1.17053,1.17086,1.17044,1.17086,1354.8700000000001 +05.07.2018 12:00:00.000,1.17085,1.17108,1.17052,1.17064,1617.5 +05.07.2018 12:05:00.000,1.17064,1.17082,1.17050,1.17050,1244.3500000000001 +05.07.2018 12:10:00.000,1.17049,1.17098,1.17049,1.17083,1276.3999999999999 +05.07.2018 12:15:00.000,1.17080,1.17126,1.17063,1.17120,1669.5300000000002 +05.07.2018 12:20:00.000,1.17121,1.17201,1.17112,1.17134,1808.84 +05.07.2018 12:25:00.000,1.17134,1.17193,1.17124,1.17179,1340.22 +05.07.2018 12:30:00.000,1.17180,1.17182,1.17123,1.17128,1434.92 +05.07.2018 12:35:00.000,1.17127,1.17165,1.17107,1.17109,1312.1899999999998 +05.07.2018 12:40:00.000,1.17108,1.17130,1.17080,1.17087,1432.8600000000001 +05.07.2018 12:45:00.000,1.17085,1.17126,1.17071,1.17110,1256.6000000000001 +05.07.2018 12:50:00.000,1.17109,1.17133,1.17107,1.17115,1209.46 +05.07.2018 12:55:00.000,1.17117,1.17142,1.17107,1.17140,1144.78 +05.07.2018 13:00:00.000,1.17140,1.17143,1.17097,1.17105,1302.18 +05.07.2018 13:05:00.000,1.17105,1.17107,1.17070,1.17070,1172.87 +05.07.2018 13:10:00.000,1.17067,1.17087,1.17047,1.17075,1325.34 +05.07.2018 13:15:00.000,1.17074,1.17086,1.17018,1.17039,1718.93 +05.07.2018 13:20:00.000,1.17041,1.17096,1.17032,1.17069,1690.53 +05.07.2018 13:25:00.000,1.17065,1.17069,1.16955,1.16977,1742.63 +05.07.2018 13:30:00.000,1.16976,1.17010,1.16948,1.17000,1727.6299999999999 +05.07.2018 13:35:00.000,1.17000,1.17009,1.16948,1.16965,1492.4699999999998 +05.07.2018 13:40:00.000,1.16965,1.16982,1.16951,1.16974,1377.21 +05.07.2018 13:45:00.000,1.16973,1.17012,1.16956,1.17004,1363.69 +05.07.2018 13:50:00.000,1.17005,1.17005,1.16964,1.16996,1386.72 +05.07.2018 13:55:00.000,1.16997,1.17047,1.16995,1.17028,1468.94 +05.07.2018 14:00:00.000,1.17020,1.17056,1.16910,1.16933,1720.99 +05.07.2018 14:05:00.000,1.16935,1.16967,1.16911,1.16930,1761.56 +05.07.2018 14:10:00.000,1.16931,1.16976,1.16919,1.16971,1255.6399999999999 +05.07.2018 14:15:00.000,1.16973,1.16998,1.16944,1.16989,1358.41 +05.07.2018 14:20:00.000,1.16992,1.17030,1.16985,1.17016,1158.97 +05.07.2018 14:25:00.000,1.17020,1.17047,1.17005,1.17023,1359.93 +05.07.2018 14:30:00.000,1.17022,1.17023,1.16976,1.16991,1263.88 +05.07.2018 14:35:00.000,1.16990,1.17010,1.16972,1.16994,1441.2800000000002 +05.07.2018 14:40:00.000,1.16993,1.17038,1.16979,1.17016,1170.4099999999999 +05.07.2018 14:45:00.000,1.17014,1.17026,1.16998,1.17019,1380.1399999999999 +05.07.2018 14:50:00.000,1.17020,1.17030,1.16970,1.17009,1310.8300000000002 +05.07.2018 14:55:00.000,1.17009,1.17072,1.16998,1.17019,1502.0800000000002 +05.07.2018 15:00:00.000,1.17019,1.17034,1.16983,1.17005,1425.79 +05.07.2018 15:05:00.000,1.17005,1.17038,1.16963,1.17001,1363.81 +05.07.2018 15:10:00.000,1.17001,1.17005,1.16959,1.16984,1415.11 +05.07.2018 15:15:00.000,1.16984,1.17046,1.16980,1.17045,1153.1 +05.07.2018 15:20:00.000,1.17045,1.17052,1.17016,1.17027,1421.53 +05.07.2018 15:25:00.000,1.17029,1.17030,1.16987,1.17000,1096.35 +05.07.2018 15:30:00.000,1.16998,1.16998,1.16945,1.16963,1284.44 +05.07.2018 15:35:00.000,1.16965,1.16990,1.16944,1.16951,1131.94 +05.07.2018 15:40:00.000,1.16950,1.16966,1.16944,1.16961,796.5100000000001 +05.07.2018 15:45:00.000,1.16959,1.16972,1.16923,1.16928,959.74 +05.07.2018 15:50:00.000,1.16925,1.16959,1.16925,1.16957,822.3399999999999 +05.07.2018 15:55:00.000,1.16958,1.16976,1.16940,1.16953,807.02 +05.07.2018 16:00:00.000,1.16953,1.16983,1.16950,1.16966,1209.3799999999999 +05.07.2018 16:05:00.000,1.16964,1.16984,1.16954,1.16974,869.6399999999999 +05.07.2018 16:10:00.000,1.16975,1.16981,1.16935,1.16938,957.8099999999998 +05.07.2018 16:15:00.000,1.16939,1.16982,1.16928,1.16982,1174.29 +05.07.2018 16:20:00.000,1.16982,1.16982,1.16947,1.16954,601.42 +05.07.2018 16:25:00.000,1.16954,1.16972,1.16939,1.16953,800.88 +05.07.2018 16:30:00.000,1.16952,1.16953,1.16924,1.16944,1051.02 +05.07.2018 16:35:00.000,1.16944,1.16956,1.16931,1.16946,908.4499999999999 +05.07.2018 16:40:00.000,1.16945,1.16954,1.16929,1.16930,775.3800000000001 +05.07.2018 16:45:00.000,1.16930,1.16956,1.16922,1.16941,944.3499999999999 +05.07.2018 16:50:00.000,1.16941,1.16983,1.16940,1.16981,562.51 +05.07.2018 16:55:00.000,1.16981,1.16989,1.16949,1.16977,1205.29 +05.07.2018 17:00:00.000,1.16975,1.16981,1.16954,1.16963,873.76 +05.07.2018 17:05:00.000,1.16967,1.16975,1.16907,1.16911,919.9300000000001 +05.07.2018 17:10:00.000,1.16911,1.16912,1.16885,1.16890,1074.6399999999999 +05.07.2018 17:15:00.000,1.16889,1.16910,1.16883,1.16894,1110.72 +05.07.2018 17:20:00.000,1.16894,1.16905,1.16863,1.16888,1184.4 +05.07.2018 17:25:00.000,1.16888,1.16899,1.16878,1.16893,926.98 +05.07.2018 17:30:00.000,1.16893,1.16899,1.16843,1.16859,1151.8 +05.07.2018 17:35:00.000,1.16859,1.16866,1.16837,1.16864,919.5200000000001 +05.07.2018 17:40:00.000,1.16864,1.16882,1.16852,1.16868,1010.77 +05.07.2018 17:45:00.000,1.16868,1.16875,1.16855,1.16869,1137.1 +05.07.2018 17:50:00.000,1.16869,1.16869,1.16814,1.16858,1212.45 +05.07.2018 17:55:00.000,1.16858,1.16863,1.16807,1.16827,1082.19 +05.07.2018 18:00:00.000,1.16825,1.16920,1.16756,1.16819,1600.81 +05.07.2018 18:05:00.000,1.16819,1.16836,1.16765,1.16775,1223.78 +05.07.2018 18:10:00.000,1.16775,1.16775,1.16720,1.16751,1279.83 +05.07.2018 18:15:00.000,1.16750,1.16823,1.16750,1.16801,1135.86 +05.07.2018 18:20:00.000,1.16799,1.16823,1.16794,1.16796,917.51 +05.07.2018 18:25:00.000,1.16797,1.16831,1.16790,1.16825,1020.9900000000001 +05.07.2018 18:30:00.000,1.16823,1.16823,1.16766,1.16766,574.5999999999999 +05.07.2018 18:35:00.000,1.16764,1.16784,1.16744,1.16763,1105.97 +05.07.2018 18:40:00.000,1.16765,1.16786,1.16756,1.16773,991.29 +05.07.2018 18:45:00.000,1.16773,1.16798,1.16768,1.16775,844.76 +05.07.2018 18:50:00.000,1.16777,1.16788,1.16748,1.16788,725.5 +05.07.2018 18:55:00.000,1.16787,1.16807,1.16774,1.16803,1406.2800000000002 +05.07.2018 19:00:00.000,1.16803,1.16815,1.16793,1.16815,1331.2800000000002 +05.07.2018 19:05:00.000,1.16817,1.16822,1.16796,1.16820,1134.27 +05.07.2018 19:10:00.000,1.16820,1.16831,1.16819,1.16828,507.24 +05.07.2018 19:15:00.000,1.16826,1.16863,1.16825,1.16836,855.28 +05.07.2018 19:20:00.000,1.16837,1.16854,1.16835,1.16849,750.46 +05.07.2018 19:25:00.000,1.16848,1.16875,1.16848,1.16875,660.35 +05.07.2018 19:30:00.000,1.16874,1.16887,1.16869,1.16874,513.3199999999999 +05.07.2018 19:35:00.000,1.16875,1.16893,1.16875,1.16891,609.55 +05.07.2018 19:40:00.000,1.16889,1.16897,1.16868,1.16884,502.35 +05.07.2018 19:45:00.000,1.16883,1.16884,1.16863,1.16868,432.84999999999997 +05.07.2018 19:50:00.000,1.16868,1.16885,1.16867,1.16884,728.45 +05.07.2018 19:55:00.000,1.16886,1.16933,1.16873,1.16928,824.15 +05.07.2018 20:00:00.000,1.16927,1.16927,1.16897,1.16914,783.1399999999999 +05.07.2018 20:05:00.000,1.16907,1.16910,1.16882,1.16884,417.68999999999994 +05.07.2018 20:10:00.000,1.16884,1.16885,1.16870,1.16878,433.12999999999994 +05.07.2018 20:15:00.000,1.16879,1.16886,1.16871,1.16884,260.06 +05.07.2018 20:20:00.000,1.16883,1.16901,1.16883,1.16896,457.24 +05.07.2018 20:25:00.000,1.16898,1.16902,1.16895,1.16899,218.7 +05.07.2018 20:30:00.000,1.16899,1.16914,1.16897,1.16910,314.33 +05.07.2018 20:35:00.000,1.16909,1.16909,1.16893,1.16896,301.43 +05.07.2018 20:40:00.000,1.16897,1.16901,1.16883,1.16898,274.23 +05.07.2018 20:45:00.000,1.16898,1.16911,1.16894,1.16910,299.76 +05.07.2018 20:50:00.000,1.16910,1.16918,1.16904,1.16915,372.07 +05.07.2018 20:55:00.000,1.16917,1.16922,1.16903,1.16903,492.35 +05.07.2018 21:00:00.000,1.16901,1.16901,1.16877,1.16882,56.239999999999995 +05.07.2018 21:05:00.000,1.16883,1.16904,1.16881,1.16901,227.62 +05.07.2018 21:10:00.000,1.16900,1.16908,1.16896,1.16907,188.44 +05.07.2018 21:15:00.000,1.16908,1.16908,1.16895,1.16905,128 +05.07.2018 21:20:00.000,1.16905,1.16906,1.16901,1.16905,75.86000000000001 +05.07.2018 21:25:00.000,1.16905,1.16906,1.16902,1.16906,75.12 +05.07.2018 21:30:00.000,1.16905,1.16905,1.16901,1.16901,135.92 +05.07.2018 21:35:00.000,1.16900,1.16904,1.16900,1.16902,79.59 +05.07.2018 21:40:00.000,1.16903,1.16906,1.16890,1.16894,156.19 +05.07.2018 21:45:00.000,1.16895,1.16908,1.16891,1.16900,460.96 +05.07.2018 21:50:00.000,1.16900,1.16905,1.16894,1.16895,782.6800000000001 +05.07.2018 21:55:00.000,1.16896,1.16904,1.16890,1.16895,717.83 +05.07.2018 22:00:00.000,1.16893,1.16918,1.16889,1.16904,252.71999999999997 +05.07.2018 22:05:00.000,1.16905,1.16908,1.16899,1.16903,243.72 +05.07.2018 22:10:00.000,1.16903,1.16914,1.16897,1.16906,421.07 +05.07.2018 22:15:00.000,1.16905,1.16907,1.16894,1.16894,258.36 +05.07.2018 22:20:00.000,1.16894,1.16900,1.16887,1.16896,129.86 +05.07.2018 22:25:00.000,1.16895,1.16910,1.16895,1.16910,60.17 +05.07.2018 22:30:00.000,1.16910,1.16912,1.16905,1.16906,91.07000000000001 +05.07.2018 22:35:00.000,1.16907,1.16910,1.16902,1.16909,90.38 +05.07.2018 22:40:00.000,1.16910,1.16924,1.16910,1.16921,66.06 +05.07.2018 22:45:00.000,1.16921,1.16921,1.16916,1.16920,125.41000000000001 +05.07.2018 22:50:00.000,1.16921,1.16921,1.16897,1.16904,176.63 +05.07.2018 22:55:00.000,1.16905,1.16915,1.16900,1.16910,139.26 +05.07.2018 23:00:00.000,1.16911,1.16915,1.16905,1.16906,186.17999999999998 +05.07.2018 23:05:00.000,1.16906,1.16906,1.16897,1.16904,187.29 +05.07.2018 23:10:00.000,1.16904,1.16910,1.16902,1.16902,155.33999999999997 +05.07.2018 23:15:00.000,1.16902,1.16906,1.16901,1.16903,82.55 +05.07.2018 23:20:00.000,1.16903,1.16937,1.16900,1.16931,210.25 +05.07.2018 23:25:00.000,1.16931,1.16942,1.16931,1.16933,118.50999999999999 +05.07.2018 23:30:00.000,1.16933,1.16941,1.16931,1.16939,114.42999999999999 +05.07.2018 23:35:00.000,1.16938,1.16942,1.16929,1.16931,241.26999999999998 +05.07.2018 23:40:00.000,1.16932,1.16959,1.16931,1.16946,310.4 +05.07.2018 23:45:00.000,1.16946,1.16958,1.16941,1.16956,299.69 +05.07.2018 23:50:00.000,1.16957,1.16959,1.16923,1.16948,598.46 +05.07.2018 23:55:00.000,1.16949,1.16960,1.16913,1.16918,600.13 +06.07.2018 00:00:00.000,1.16919,1.16953,1.16919,1.16952,755.9000000000001 +06.07.2018 00:05:00.000,1.16952,1.16964,1.16915,1.16935,741.5799999999999 +06.07.2018 00:10:00.000,1.16934,1.16941,1.16915,1.16917,723.72 +06.07.2018 00:15:00.000,1.16918,1.16938,1.16900,1.16923,716.04 +06.07.2018 00:20:00.000,1.16923,1.16942,1.16911,1.16929,335.03 +06.07.2018 00:25:00.000,1.16927,1.16942,1.16916,1.16937,391.49 +06.07.2018 00:30:00.000,1.16937,1.16940,1.16911,1.16932,646.45 +06.07.2018 00:35:00.000,1.16932,1.16964,1.16926,1.16962,374.56999999999994 +06.07.2018 00:40:00.000,1.16961,1.16970,1.16938,1.16952,886.4199999999998 +06.07.2018 00:45:00.000,1.16952,1.16952,1.16925,1.16927,534.37 +06.07.2018 00:50:00.000,1.16927,1.16932,1.16906,1.16917,597.5699999999999 +06.07.2018 00:55:00.000,1.16917,1.16928,1.16907,1.16926,628.12 +06.07.2018 01:00:00.000,1.16925,1.16926,1.16906,1.16912,542.51 +06.07.2018 01:05:00.000,1.16912,1.16933,1.16911,1.16933,355.29 +06.07.2018 01:10:00.000,1.16932,1.16937,1.16911,1.16917,502.95000000000005 +06.07.2018 01:15:00.000,1.16918,1.16924,1.16864,1.16882,920.5899999999999 +06.07.2018 01:20:00.000,1.16882,1.16886,1.16856,1.16860,600.89 +06.07.2018 01:25:00.000,1.16860,1.16867,1.16835,1.16846,762.0400000000001 +06.07.2018 01:30:00.000,1.16844,1.16853,1.16830,1.16842,914.2 +06.07.2018 01:35:00.000,1.16842,1.16855,1.16821,1.16821,606.53 +06.07.2018 01:40:00.000,1.16824,1.16829,1.16809,1.16824,1119.28 +06.07.2018 01:45:00.000,1.16825,1.16843,1.16816,1.16841,480.12 +06.07.2018 01:50:00.000,1.16841,1.16855,1.16836,1.16836,738.65 +06.07.2018 01:55:00.000,1.16836,1.16836,1.16808,1.16818,998.79 +06.07.2018 02:00:00.000,1.16819,1.16841,1.16800,1.16836,1040.12 +06.07.2018 02:05:00.000,1.16836,1.16852,1.16813,1.16835,1095.8700000000001 +06.07.2018 02:10:00.000,1.16836,1.16857,1.16824,1.16850,1136.71 +06.07.2018 02:15:00.000,1.16851,1.16853,1.16835,1.16847,911.99 +06.07.2018 02:20:00.000,1.16847,1.16870,1.16847,1.16866,778.1399999999999 +06.07.2018 02:25:00.000,1.16865,1.16898,1.16851,1.16896,564.52 +06.07.2018 02:30:00.000,1.16897,1.16898,1.16882,1.16883,810.95 +06.07.2018 02:35:00.000,1.16883,1.16884,1.16861,1.16866,588.8399999999999 +06.07.2018 02:40:00.000,1.16867,1.16887,1.16867,1.16886,518.34 +06.07.2018 02:45:00.000,1.16885,1.16897,1.16876,1.16888,523.11 +06.07.2018 02:50:00.000,1.16887,1.16893,1.16872,1.16877,606.6800000000001 +06.07.2018 02:55:00.000,1.16876,1.16877,1.16855,1.16857,596.4399999999999 +06.07.2018 03:00:00.000,1.16857,1.16873,1.16851,1.16873,551.5600000000001 +06.07.2018 03:05:00.000,1.16871,1.16876,1.16859,1.16872,294.68 +06.07.2018 03:10:00.000,1.16872,1.16876,1.16858,1.16866,555.85 +06.07.2018 03:15:00.000,1.16867,1.16867,1.16840,1.16847,533.3299999999999 +06.07.2018 03:20:00.000,1.16847,1.16868,1.16844,1.16850,409.92 +06.07.2018 03:25:00.000,1.16851,1.16872,1.16850,1.16865,445.4 +06.07.2018 03:30:00.000,1.16865,1.16870,1.16853,1.16855,724.1800000000001 +06.07.2018 03:35:00.000,1.16856,1.16872,1.16851,1.16872,385.24 +06.07.2018 03:40:00.000,1.16871,1.16877,1.16861,1.16866,388.82 +06.07.2018 03:45:00.000,1.16867,1.16879,1.16861,1.16879,306.54999999999995 +06.07.2018 03:50:00.000,1.16880,1.16883,1.16874,1.16880,440.92 +06.07.2018 03:55:00.000,1.16880,1.16881,1.16875,1.16875,378.04999999999995 +06.07.2018 04:00:00.000,1.16875,1.16882,1.16855,1.16860,610.0899999999999 +06.07.2018 04:05:00.000,1.16861,1.16886,1.16854,1.16876,772.3199999999999 +06.07.2018 04:10:00.000,1.16876,1.16953,1.16875,1.16940,1414.72 +06.07.2018 04:15:00.000,1.16940,1.16954,1.16913,1.16930,775.78 +06.07.2018 04:20:00.000,1.16928,1.16941,1.16910,1.16915,481.91 +06.07.2018 04:25:00.000,1.16915,1.16925,1.16914,1.16919,295.53999999999996 +06.07.2018 04:30:00.000,1.16919,1.16952,1.16919,1.16936,820.9800000000001 +06.07.2018 04:35:00.000,1.16935,1.16956,1.16926,1.16956,554.8399999999999 +06.07.2018 04:40:00.000,1.16954,1.16954,1.16923,1.16941,589.24 +06.07.2018 04:45:00.000,1.16941,1.16945,1.16934,1.16941,318.41999999999996 +06.07.2018 04:50:00.000,1.16941,1.16946,1.16893,1.16895,605.5799999999999 +06.07.2018 04:55:00.000,1.16895,1.16910,1.16855,1.16856,928.39 +06.07.2018 05:00:00.000,1.16855,1.16896,1.16840,1.16889,1139.52 +06.07.2018 05:05:00.000,1.16888,1.16926,1.16880,1.16916,1010.5400000000001 +06.07.2018 05:10:00.000,1.16916,1.16936,1.16910,1.16920,713.02 +06.07.2018 05:15:00.000,1.16921,1.16930,1.16909,1.16921,649.7600000000001 +06.07.2018 05:20:00.000,1.16919,1.16921,1.16888,1.16905,722.35 +06.07.2018 05:25:00.000,1.16905,1.16932,1.16904,1.16915,826.4699999999999 +06.07.2018 05:30:00.000,1.16915,1.16931,1.16898,1.16900,693.95 +06.07.2018 05:35:00.000,1.16899,1.16910,1.16848,1.16880,861.73 +06.07.2018 05:40:00.000,1.16880,1.16922,1.16875,1.16918,731.06 +06.07.2018 05:45:00.000,1.16918,1.16962,1.16891,1.16949,876.7399999999999 +06.07.2018 05:50:00.000,1.16952,1.16970,1.16934,1.16967,955.9499999999999 +06.07.2018 05:55:00.000,1.16967,1.17027,1.16966,1.17006,1144.28 +06.07.2018 06:00:00.000,1.17005,1.17087,1.16985,1.17085,1177.62 +06.07.2018 06:05:00.000,1.17084,1.17149,1.17084,1.17101,1253.63 +06.07.2018 06:10:00.000,1.17101,1.17113,1.17077,1.17080,1215.06 +06.07.2018 06:15:00.000,1.17079,1.17087,1.17049,1.17061,1325.03 +06.07.2018 06:20:00.000,1.17061,1.17083,1.17031,1.17040,1344.34 +06.07.2018 06:25:00.000,1.17041,1.17101,1.17036,1.17064,1375.33 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07:40:00.000,1.17041,1.17051,1.17024,1.17031,1426.37 +06.07.2018 07:45:00.000,1.17029,1.17055,1.17026,1.17039,1148.73 +06.07.2018 07:50:00.000,1.17038,1.17066,1.17006,1.17012,1360.74 +06.07.2018 07:55:00.000,1.17011,1.17032,1.17001,1.17022,992.4300000000001 +06.07.2018 08:00:00.000,1.17022,1.17086,1.17010,1.17086,1118.42 +06.07.2018 08:05:00.000,1.17086,1.17091,1.17025,1.17063,1210.3100000000002 +06.07.2018 08:10:00.000,1.17062,1.17097,1.17051,1.17074,1007.4299999999998 +06.07.2018 08:15:00.000,1.17074,1.17083,1.17021,1.17046,1093.19 +06.07.2018 08:20:00.000,1.17043,1.17091,1.17041,1.17072,920.59 +06.07.2018 08:25:00.000,1.17072,1.17128,1.17072,1.17110,928.36 +06.07.2018 08:30:00.000,1.17111,1.17136,1.17109,1.17134,1001.02 +06.07.2018 08:35:00.000,1.17136,1.17147,1.17106,1.17107,1108.66 +06.07.2018 08:40:00.000,1.17106,1.17128,1.17099,1.17101,849.49 +06.07.2018 08:45:00.000,1.17100,1.17128,1.17079,1.17127,1153.94 +06.07.2018 08:50:00.000,1.17127,1.17127,1.17099,1.17121,916.24 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10:05:00.000,1.17078,1.17081,1.17060,1.17066,1134.79 +06.07.2018 10:10:00.000,1.17066,1.17074,1.17049,1.17053,962.5500000000001 +06.07.2018 10:15:00.000,1.17053,1.17099,1.17051,1.17097,869.6899999999999 +06.07.2018 10:20:00.000,1.17098,1.17114,1.17064,1.17071,761.01 +06.07.2018 10:25:00.000,1.17071,1.17074,1.17029,1.17034,798.19 +06.07.2018 10:30:00.000,1.17032,1.17052,1.17024,1.17045,855.0300000000001 +06.07.2018 10:35:00.000,1.17046,1.17072,1.17046,1.17072,621.7900000000001 +06.07.2018 10:40:00.000,1.17071,1.17078,1.17053,1.17059,750.4100000000001 +06.07.2018 10:45:00.000,1.17060,1.17077,1.17055,1.17060,736.49 +06.07.2018 10:50:00.000,1.17059,1.17106,1.17058,1.17073,879.54 +06.07.2018 10:55:00.000,1.17073,1.17094,1.17062,1.17065,1065.3 +06.07.2018 11:00:00.000,1.17064,1.17088,1.17048,1.17085,913.28 +06.07.2018 11:05:00.000,1.17087,1.17114,1.17084,1.17108,1073.24 +06.07.2018 11:10:00.000,1.17107,1.17157,1.17099,1.17154,894.2300000000001 +06.07.2018 11:15:00.000,1.17153,1.17175,1.17137,1.17168,874.51 +06.07.2018 11:20:00.000,1.17169,1.17181,1.17158,1.17176,722.98 +06.07.2018 11:25:00.000,1.17176,1.17192,1.17147,1.17154,561.71 +06.07.2018 11:30:00.000,1.17153,1.17178,1.17148,1.17163,567.92 +06.07.2018 11:35:00.000,1.17165,1.17173,1.17158,1.17171,608.28 +06.07.2018 11:40:00.000,1.17172,1.17184,1.17165,1.17184,419.99000000000007 +06.07.2018 11:45:00.000,1.17184,1.17184,1.17159,1.17160,764.82 +06.07.2018 11:50:00.000,1.17159,1.17173,1.17147,1.17147,417.19 +06.07.2018 11:55:00.000,1.17146,1.17148,1.17108,1.17132,1027.09 +06.07.2018 12:00:00.000,1.17132,1.17158,1.17117,1.17148,1421.28 +06.07.2018 12:05:00.000,1.17147,1.17168,1.17139,1.17167,976.77 +06.07.2018 12:10:00.000,1.17168,1.17241,1.17157,1.17238,1290.44 +06.07.2018 12:15:00.000,1.17236,1.17237,1.17199,1.17233,1197.1200000000001 +06.07.2018 12:20:00.000,1.17231,1.17263,1.17207,1.17207,1592.5900000000001 +06.07.2018 12:25:00.000,1.17208,1.17220,1.17130,1.17162,1721.85 +06.07.2018 12:30:00.000,1.17165,1.17450,1.17165,1.17377,3091.9 +06.07.2018 12:35:00.000,1.17375,1.17632,1.17362,1.17511,2904.1800000000003 +06.07.2018 12:40:00.000,1.17513,1.17546,1.17489,1.17493,2667.48 +06.07.2018 12:45:00.000,1.17491,1.17501,1.17410,1.17449,1644.24 +06.07.2018 12:50:00.000,1.17449,1.17496,1.17429,1.17481,1782.08 +06.07.2018 12:55:00.000,1.17484,1.17491,1.17429,1.17432,1676.25 +06.07.2018 13:00:00.000,1.17433,1.17462,1.17423,1.17431,1557.69 +06.07.2018 13:05:00.000,1.17429,1.17555,1.17426,1.17547,1784.18 +06.07.2018 13:10:00.000,1.17549,1.17588,1.17514,1.17556,1777.43 +06.07.2018 13:15:00.000,1.17557,1.17564,1.17505,1.17521,1577.03 +06.07.2018 13:20:00.000,1.17523,1.17550,1.17505,1.17537,1474.19 +06.07.2018 13:25:00.000,1.17538,1.17623,1.17533,1.17596,1278.4199999999998 +06.07.2018 13:30:00.000,1.17596,1.17613,1.17554,1.17563,1534.6100000000001 +06.07.2018 13:35:00.000,1.17563,1.17571,1.17527,1.17568,1496.6 +06.07.2018 13:40:00.000,1.17568,1.17595,1.17544,1.17575,1521.5500000000002 +06.07.2018 13:45:00.000,1.17576,1.17611,1.17571,1.17593,3147 +06.07.2018 13:50:00.000,1.17593,1.17600,1.17503,1.17504,2522.05 +06.07.2018 13:55:00.000,1.17504,1.17576,1.17503,1.17572,1894.76 +06.07.2018 14:00:00.000,1.17575,1.17587,1.17536,1.17538,1329.58 +06.07.2018 14:05:00.000,1.17539,1.17568,1.17509,1.17534,1257.81 +06.07.2018 14:10:00.000,1.17534,1.17597,1.17521,1.17593,1301.1200000000001 +06.07.2018 14:15:00.000,1.17594,1.17676,1.17587,1.17610,1337.98 +06.07.2018 14:20:00.000,1.17611,1.17616,1.17578,1.17607,1121.38 +06.07.2018 14:25:00.000,1.17606,1.17639,1.17587,1.17613,1072.6 +06.07.2018 14:30:00.000,1.17608,1.17638,1.17586,1.17615,1100.79 +06.07.2018 14:35:00.000,1.17615,1.17618,1.17555,1.17573,1198.76 +06.07.2018 14:40:00.000,1.17572,1.17624,1.17568,1.17589,1066.74 +06.07.2018 14:45:00.000,1.17587,1.17589,1.17527,1.17537,1387.2 +06.07.2018 14:50:00.000,1.17538,1.17595,1.17536,1.17579,1176.2199999999998 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16:05:00.000,1.17378,1.17390,1.17367,1.17383,930.19 +06.07.2018 16:10:00.000,1.17383,1.17385,1.17358,1.17371,819.29 +06.07.2018 16:15:00.000,1.17373,1.17417,1.17373,1.17398,955.3 +06.07.2018 16:20:00.000,1.17397,1.17421,1.17390,1.17420,809.0299999999999 +06.07.2018 16:25:00.000,1.17420,1.17421,1.17350,1.17353,765.57 +06.07.2018 16:30:00.000,1.17353,1.17371,1.17344,1.17355,789.4 +06.07.2018 16:35:00.000,1.17355,1.17379,1.17337,1.17360,1077.92 +06.07.2018 16:40:00.000,1.17361,1.17413,1.17360,1.17413,1033.9099999999999 +06.07.2018 16:45:00.000,1.17413,1.17456,1.17400,1.17440,1142.98 +06.07.2018 16:50:00.000,1.17439,1.17459,1.17431,1.17444,823.56 +06.07.2018 16:55:00.000,1.17443,1.17455,1.17418,1.17454,1682.59 +06.07.2018 17:00:00.000,1.17454,1.17483,1.17448,1.17458,829.14 +06.07.2018 17:05:00.000,1.17459,1.17490,1.17455,1.17460,825.3599999999999 +06.07.2018 17:10:00.000,1.17460,1.17474,1.17449,1.17459,580.44 +06.07.2018 17:15:00.000,1.17460,1.17466,1.17452,1.17457,440.40999999999997 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07:40:00.000,1.17550,1.17571,1.17547,1.17563,1201.65 +09.07.2018 07:45:00.000,1.17562,1.17610,1.17561,1.17600,1235.32 +09.07.2018 07:50:00.000,1.17599,1.17677,1.17592,1.17662,1287.24 +09.07.2018 07:55:00.000,1.17660,1.17697,1.17660,1.17694,1172.85 +09.07.2018 08:00:00.000,1.17693,1.17730,1.17670,1.17720,1279.4800000000002 +09.07.2018 08:05:00.000,1.17718,1.17755,1.17680,1.17688,1481.0800000000002 +09.07.2018 08:10:00.000,1.17688,1.17699,1.17656,1.17690,1284.35 +09.07.2018 08:15:00.000,1.17689,1.17743,1.17689,1.17740,1142.33 +09.07.2018 08:20:00.000,1.17740,1.17809,1.17723,1.17803,1435.52 +09.07.2018 08:25:00.000,1.17803,1.17811,1.17740,1.17748,1402.8400000000001 +09.07.2018 08:30:00.000,1.17748,1.17748,1.17694,1.17729,1336.5 +09.07.2018 08:35:00.000,1.17728,1.17773,1.17728,1.17736,1293.23 +09.07.2018 08:40:00.000,1.17739,1.17790,1.17736,1.17790,1412.33 +09.07.2018 08:45:00.000,1.17790,1.17790,1.17760,1.17763,904.1199999999999 +09.07.2018 08:50:00.000,1.17764,1.17764,1.17714,1.17715,1062.36 +09.07.2018 08:55:00.000,1.17716,1.17737,1.17696,1.17720,1076.81 +09.07.2018 09:00:00.000,1.17720,1.17727,1.17691,1.17707,1056.4999999999998 +09.07.2018 09:05:00.000,1.17707,1.17725,1.17679,1.17685,1268.0800000000002 +09.07.2018 09:10:00.000,1.17684,1.17702,1.17661,1.17667,1092.29 +09.07.2018 09:15:00.000,1.17669,1.17674,1.17640,1.17667,1086.54 +09.07.2018 09:20:00.000,1.17667,1.17698,1.17655,1.17698,738.5899999999999 +09.07.2018 09:25:00.000,1.17699,1.17715,1.17664,1.17671,1313.72 +09.07.2018 09:30:00.000,1.17671,1.17722,1.17663,1.17705,1220.38 +09.07.2018 09:35:00.000,1.17702,1.17730,1.17702,1.17726,996.19 +09.07.2018 09:40:00.000,1.17726,1.17752,1.17705,1.17714,856.74 +09.07.2018 09:45:00.000,1.17713,1.17715,1.17628,1.17633,1348.76 +09.07.2018 09:50:00.000,1.17633,1.17678,1.17633,1.17678,1053.8899999999999 +09.07.2018 09:55:00.000,1.17677,1.17709,1.17674,1.17691,752.6899999999999 +09.07.2018 10:00:00.000,1.17691,1.17722,1.17673,1.17703,1187.86 +09.07.2018 10:05:00.000,1.17702,1.17707,1.17667,1.17684,1083.3799999999999 +09.07.2018 10:10:00.000,1.17684,1.17696,1.17668,1.17673,896.3 +09.07.2018 10:15:00.000,1.17674,1.17694,1.17655,1.17663,769.48 +09.07.2018 10:20:00.000,1.17662,1.17664,1.17639,1.17644,1038.04 +09.07.2018 10:25:00.000,1.17644,1.17657,1.17624,1.17641,696.21 +09.07.2018 10:30:00.000,1.17640,1.17651,1.17630,1.17649,469.84 +09.07.2018 10:35:00.000,1.17650,1.17675,1.17639,1.17665,1084.26 +09.07.2018 10:40:00.000,1.17665,1.17675,1.17650,1.17652,1035.38 +09.07.2018 10:45:00.000,1.17650,1.17671,1.17639,1.17660,849.5500000000001 +09.07.2018 10:50:00.000,1.17661,1.17691,1.17650,1.17689,1005.51 +09.07.2018 10:55:00.000,1.17688,1.17740,1.17678,1.17735,859.99 +09.07.2018 11:00:00.000,1.17735,1.17746,1.17698,1.17742,977.45 +09.07.2018 11:05:00.000,1.17742,1.17795,1.17742,1.17792,957.03 +09.07.2018 11:10:00.000,1.17794,1.17796,1.17760,1.17780,770.51 +09.07.2018 11:15:00.000,1.17780,1.17821,1.17765,1.17779,1132.45 +09.07.2018 11:20:00.000,1.17779,1.17792,1.17764,1.17773,1093.4299999999998 +09.07.2018 11:25:00.000,1.17773,1.17785,1.17759,1.17775,945.45 +09.07.2018 11:30:00.000,1.17774,1.17801,1.17769,1.17798,701.6800000000001 +09.07.2018 11:35:00.000,1.17797,1.17843,1.17789,1.17834,1041.8000000000002 +09.07.2018 11:40:00.000,1.17834,1.17855,1.17831,1.17836,792.55 +09.07.2018 11:45:00.000,1.17834,1.17887,1.17832,1.17850,1004.86 +09.07.2018 11:50:00.000,1.17851,1.17851,1.17808,1.17816,909.4299999999998 +09.07.2018 11:55:00.000,1.17817,1.17838,1.17796,1.17828,979.43 +09.07.2018 12:00:00.000,1.17823,1.17857,1.17818,1.17841,1108.3899999999999 +09.07.2018 12:05:00.000,1.17840,1.17868,1.17837,1.17850,1259.69 +09.07.2018 12:10:00.000,1.17850,1.17897,1.17849,1.17891,908.3000000000001 +09.07.2018 12:15:00.000,1.17890,1.17906,1.17851,1.17868,909.93 +09.07.2018 12:20:00.000,1.17869,1.17883,1.17846,1.17846,936.4200000000001 +09.07.2018 12:25:00.000,1.17846,1.17867,1.17837,1.17849,1159.48 +09.07.2018 12:30:00.000,1.17849,1.17856,1.17834,1.17841,1009.9299999999998 +09.07.2018 12:35:00.000,1.17841,1.17844,1.17822,1.17829,855.38 +09.07.2018 12:40:00.000,1.17829,1.17848,1.17824,1.17848,817.33 +09.07.2018 12:45:00.000,1.17848,1.17852,1.17815,1.17819,962.43 +09.07.2018 12:50:00.000,1.17821,1.17825,1.17799,1.17804,902.74 +09.07.2018 12:55:00.000,1.17805,1.17809,1.17761,1.17773,1048.24 +09.07.2018 13:00:00.000,1.17773,1.17839,1.17771,1.17787,1453.99 +09.07.2018 13:05:00.000,1.17789,1.17792,1.17732,1.17748,1527.73 +09.07.2018 13:10:00.000,1.17747,1.17757,1.17731,1.17746,1306.01 +09.07.2018 13:15:00.000,1.17746,1.17772,1.17738,1.17768,1840.5700000000002 +09.07.2018 13:20:00.000,1.17770,1.17777,1.17739,1.17741,1118.6799999999998 +09.07.2018 13:25:00.000,1.17740,1.17753,1.17728,1.17731,1279.36 +09.07.2018 13:30:00.000,1.17730,1.17741,1.17716,1.17736,1305.88 +09.07.2018 13:35:00.000,1.17736,1.17748,1.17710,1.17710,1407.1000000000001 +09.07.2018 13:40:00.000,1.17711,1.17722,1.17656,1.17674,1600.75 +09.07.2018 13:45:00.000,1.17673,1.17716,1.17668,1.17709,1565.4099999999999 +09.07.2018 13:50:00.000,1.17710,1.17719,1.17670,1.17680,1559.05 +09.07.2018 13:55:00.000,1.17678,1.17682,1.17568,1.17590,1561.46 +09.07.2018 14:00:00.000,1.17589,1.17647,1.17555,1.17639,2170.2799999999997 +09.07.2018 14:05:00.000,1.17638,1.17645,1.17518,1.17542,1981.33 +09.07.2018 14:10:00.000,1.17542,1.17574,1.17524,1.17556,1572.89 +09.07.2018 14:15:00.000,1.17556,1.17592,1.17546,1.17569,1142.25 +09.07.2018 14:20:00.000,1.17569,1.17585,1.17549,1.17580,1241.24 +09.07.2018 14:25:00.000,1.17582,1.17584,1.17462,1.17473,1767.62 +09.07.2018 14:30:00.000,1.17471,1.17557,1.17471,1.17557,1493.0500000000002 +09.07.2018 14:35:00.000,1.17557,1.17591,1.17533,1.17560,1409.5099999999998 +09.07.2018 14:40:00.000,1.17562,1.17588,1.17548,1.17565,1334.77 +09.07.2018 14:45:00.000,1.17566,1.17599,1.17548,1.17591,1554.15 +09.07.2018 14:50:00.000,1.17593,1.17598,1.17534,1.17555,1576.3600000000001 +09.07.2018 14:55:00.000,1.17555,1.17599,1.17533,1.17585,1804.54 +09.07.2018 15:00:00.000,1.17585,1.17617,1.17580,1.17599,1799.08 +09.07.2018 15:05:00.000,1.17600,1.17604,1.17544,1.17554,1272.5400000000002 +09.07.2018 15:10:00.000,1.17555,1.17561,1.17476,1.17481,1444.4 +09.07.2018 15:15:00.000,1.17483,1.17507,1.17473,1.17477,1313.07 +09.07.2018 15:20:00.000,1.17478,1.17517,1.17473,1.17474,1042.1 +09.07.2018 15:25:00.000,1.17475,1.17511,1.17473,1.17484,1262.42 +09.07.2018 15:30:00.000,1.17486,1.17495,1.17440,1.17489,1308.53 +09.07.2018 15:35:00.000,1.17489,1.17495,1.17464,1.17474,1029.38 +09.07.2018 15:40:00.000,1.17474,1.17477,1.17449,1.17466,1060.6 +09.07.2018 15:45:00.000,1.17469,1.17475,1.17426,1.17440,915.9 +09.07.2018 15:50:00.000,1.17440,1.17451,1.17418,1.17429,1129.8500000000001 +09.07.2018 15:55:00.000,1.17432,1.17453,1.17407,1.17443,1362.5900000000001 +09.07.2018 16:00:00.000,1.17446,1.17453,1.17418,1.17452,1454.18 +09.07.2018 16:05:00.000,1.17454,1.17495,1.17453,1.17490,1365.52 +09.07.2018 16:10:00.000,1.17490,1.17498,1.17459,1.17479,1044.35 +09.07.2018 16:15:00.000,1.17480,1.17494,1.17467,1.17472,1058.03 +09.07.2018 16:20:00.000,1.17472,1.17498,1.17468,1.17495,587.9000000000001 +09.07.2018 16:25:00.000,1.17496,1.17508,1.17489,1.17493,762.4000000000001 +09.07.2018 16:30:00.000,1.17496,1.17503,1.17442,1.17444,1297.96 +09.07.2018 16:35:00.000,1.17446,1.17468,1.17435,1.17444,1043.94 +09.07.2018 16:40:00.000,1.17445,1.17453,1.17418,1.17429,1128.02 +09.07.2018 16:45:00.000,1.17429,1.17464,1.17420,1.17459,850.25 +09.07.2018 16:50:00.000,1.17461,1.17466,1.17433,1.17439,620.08 +09.07.2018 16:55:00.000,1.17443,1.17480,1.17434,1.17465,920.85 +09.07.2018 17:00:00.000,1.17468,1.17483,1.17433,1.17437,838.51 +09.07.2018 17:05:00.000,1.17440,1.17441,1.17375,1.17380,909.8599999999999 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13:45:00.000,1.17100,1.17113,1.17077,1.17106,1079.4 +10.07.2018 13:50:00.000,1.17106,1.17149,1.17106,1.17133,1461.14 +10.07.2018 13:55:00.000,1.17133,1.17152,1.17075,1.17084,1346.05 +10.07.2018 14:00:00.000,1.17084,1.17088,1.17038,1.17044,1280.5 +10.07.2018 14:05:00.000,1.17045,1.17143,1.17039,1.17142,1123.83 +10.07.2018 14:10:00.000,1.17142,1.17172,1.17128,1.17160,948.1400000000001 +10.07.2018 14:15:00.000,1.17160,1.17165,1.17109,1.17115,1523.53 +10.07.2018 14:20:00.000,1.17114,1.17151,1.17109,1.17118,1357.4 +10.07.2018 14:25:00.000,1.17118,1.17126,1.17079,1.17106,1249.1399999999999 +10.07.2018 14:30:00.000,1.17107,1.17116,1.17064,1.17066,1479.78 +10.07.2018 14:35:00.000,1.17065,1.17081,1.17057,1.17074,1143.0400000000002 +10.07.2018 14:40:00.000,1.17075,1.17152,1.17074,1.17152,992.8499999999999 +10.07.2018 14:45:00.000,1.17155,1.17162,1.17132,1.17158,983.3400000000001 +10.07.2018 14:50:00.000,1.17159,1.17196,1.17137,1.17186,1212.88 +10.07.2018 14:55:00.000,1.17185,1.17239,1.17176,1.17199,1690.7 +10.07.2018 15:00:00.000,1.17199,1.17216,1.17192,1.17213,1380.99 +10.07.2018 15:05:00.000,1.17213,1.17235,1.17199,1.17225,1242.29 +10.07.2018 15:10:00.000,1.17224,1.17257,1.17201,1.17244,1059.75 +10.07.2018 15:15:00.000,1.17243,1.17287,1.17237,1.17253,1399.57 +10.07.2018 15:20:00.000,1.17254,1.17284,1.17249,1.17275,1426.82 +10.07.2018 15:25:00.000,1.17275,1.17316,1.17273,1.17291,1117.5 +10.07.2018 15:30:00.000,1.17290,1.17310,1.17283,1.17299,1109.99 +10.07.2018 15:35:00.000,1.17300,1.17328,1.17300,1.17323,809.16 +10.07.2018 15:40:00.000,1.17323,1.17394,1.17312,1.17358,938.3599999999999 +10.07.2018 15:45:00.000,1.17356,1.17364,1.17306,1.17308,1278.3100000000002 +10.07.2018 15:50:00.000,1.17309,1.17333,1.17304,1.17317,1172.97 +10.07.2018 15:55:00.000,1.17317,1.17339,1.17291,1.17291,1043.47 +10.07.2018 16:00:00.000,1.17282,1.17283,1.17216,1.17254,1360.3400000000001 +10.07.2018 16:05:00.000,1.17253,1.17300,1.17253,1.17294,637.9100000000001 +10.07.2018 16:10:00.000,1.17294,1.17328,1.17283,1.17296,987.95 +10.07.2018 16:15:00.000,1.17296,1.17335,1.17285,1.17330,635.47 +10.07.2018 16:20:00.000,1.17328,1.17340,1.17268,1.17268,1174.64 +10.07.2018 16:25:00.000,1.17268,1.17374,1.17265,1.17360,1213.67 +10.07.2018 16:30:00.000,1.17353,1.17364,1.17337,1.17351,695.5400000000001 +10.07.2018 16:35:00.000,1.17351,1.17369,1.17346,1.17359,900.08 +10.07.2018 16:40:00.000,1.17360,1.17375,1.17310,1.17329,974.63 +10.07.2018 16:45:00.000,1.17329,1.17352,1.17312,1.17312,854.53 +10.07.2018 16:50:00.000,1.17312,1.17360,1.17312,1.17352,971.03 +10.07.2018 16:55:00.000,1.17351,1.17353,1.17321,1.17330,905.21 +10.07.2018 17:00:00.000,1.17330,1.17368,1.17330,1.17360,883.6400000000001 +10.07.2018 17:05:00.000,1.17359,1.17366,1.17330,1.17331,735.0500000000001 +10.07.2018 17:10:00.000,1.17332,1.17369,1.17319,1.17362,1053.14 +10.07.2018 17:15:00.000,1.17362,1.17427,1.17340,1.17420,1069.9 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18:30:00.000,1.17440,1.17461,1.17423,1.17459,704.7399999999999 +10.07.2018 18:35:00.000,1.17459,1.17460,1.17439,1.17442,381.78 +10.07.2018 18:40:00.000,1.17442,1.17450,1.17433,1.17440,560.04 +10.07.2018 18:45:00.000,1.17440,1.17452,1.17439,1.17440,529.8599999999999 +10.07.2018 18:50:00.000,1.17440,1.17449,1.17429,1.17434,527.13 +10.07.2018 18:55:00.000,1.17433,1.17461,1.17433,1.17460,608.39 +10.07.2018 19:00:00.000,1.17459,1.17462,1.17434,1.17446,849.3799999999999 +10.07.2018 19:05:00.000,1.17445,1.17459,1.17438,1.17445,753.56 +10.07.2018 19:10:00.000,1.17445,1.17480,1.17444,1.17467,540.66 +10.07.2018 19:15:00.000,1.17466,1.17483,1.17465,1.17480,472.87 +10.07.2018 19:20:00.000,1.17480,1.17481,1.17464,1.17474,652.77 +10.07.2018 19:25:00.000,1.17474,1.17484,1.17473,1.17479,579.7 +10.07.2018 19:30:00.000,1.17478,1.17479,1.17458,1.17459,371.6 +10.07.2018 19:35:00.000,1.17459,1.17461,1.17442,1.17449,424.12 +10.07.2018 19:40:00.000,1.17449,1.17465,1.17445,1.17460,553.85 +10.07.2018 19:45:00.000,1.17461,1.17466,1.17448,1.17450,410.51 +10.07.2018 19:50:00.000,1.17449,1.17458,1.17443,1.17455,593.1 +10.07.2018 19:55:00.000,1.17455,1.17475,1.17454,1.17464,862.4 +10.07.2018 20:00:00.000,1.17463,1.17465,1.17453,1.17454,502.93 +10.07.2018 20:05:00.000,1.17454,1.17457,1.17450,1.17455,319.71999999999997 +10.07.2018 20:10:00.000,1.17455,1.17457,1.17445,1.17456,321.24 +10.07.2018 20:15:00.000,1.17456,1.17457,1.17447,1.17448,400.45 +10.07.2018 20:20:00.000,1.17449,1.17456,1.17446,1.17455,333.58 +10.07.2018 20:25:00.000,1.17454,1.17471,1.17454,1.17465,442.43999999999994 +10.07.2018 20:30:00.000,1.17465,1.17477,1.17459,1.17475,470.34 +10.07.2018 20:35:00.000,1.17475,1.17484,1.17468,1.17474,529.7 +10.07.2018 20:40:00.000,1.17474,1.17494,1.17473,1.17488,577.12 +10.07.2018 20:45:00.000,1.17489,1.17492,1.17478,1.17484,485.60999999999996 +10.07.2018 20:50:00.000,1.17483,1.17496,1.17451,1.17454,851.62 +10.07.2018 20:55:00.000,1.17454,1.17460,1.17432,1.17441,641.2 +10.07.2018 21:00:00.000,1.17440,1.17454,1.17336,1.17351,161.17000000000002 +10.07.2018 21:05:00.000,1.17354,1.17455,1.17351,1.17425,626.0600000000001 +10.07.2018 21:10:00.000,1.17419,1.17465,1.17398,1.17400,814.1199999999999 +10.07.2018 21:15:00.000,1.17402,1.17437,1.17397,1.17411,513.54 +10.07.2018 21:20:00.000,1.17411,1.17413,1.17376,1.17379,473.84000000000003 +10.07.2018 21:25:00.000,1.17381,1.17384,1.17374,1.17378,218.48 +10.07.2018 21:30:00.000,1.17379,1.17400,1.17375,1.17391,798.93 +10.07.2018 21:35:00.000,1.17394,1.17395,1.17369,1.17377,320.77000000000004 +10.07.2018 21:40:00.000,1.17377,1.17385,1.17352,1.17360,603.78 +10.07.2018 21:45:00.000,1.17359,1.17370,1.17342,1.17369,413.77 +10.07.2018 21:50:00.000,1.17370,1.17378,1.17370,1.17377,398.3 +10.07.2018 21:55:00.000,1.17377,1.17393,1.17371,1.17389,313.59999999999997 +10.07.2018 22:00:00.000,1.17391,1.17400,1.17371,1.17382,345.13 +10.07.2018 22:05:00.000,1.17382,1.17383,1.17333,1.17335,634.3899999999999 +10.07.2018 22:10:00.000,1.17334,1.17341,1.17330,1.17331,507.13 +10.07.2018 22:15:00.000,1.17331,1.17350,1.17328,1.17346,935.6800000000001 +10.07.2018 22:20:00.000,1.17346,1.17351,1.17329,1.17338,553.63 +10.07.2018 22:25:00.000,1.17340,1.17355,1.17337,1.17350,473.84 +10.07.2018 22:30:00.000,1.17351,1.17359,1.17330,1.17353,532.82 +10.07.2018 22:35:00.000,1.17353,1.17361,1.17337,1.17351,454.52000000000004 +10.07.2018 22:40:00.000,1.17351,1.17352,1.17331,1.17336,398.71 +10.07.2018 22:45:00.000,1.17336,1.17367,1.17325,1.17347,643.01 +10.07.2018 22:50:00.000,1.17346,1.17362,1.17342,1.17348,589.64 +10.07.2018 22:55:00.000,1.17350,1.17362,1.17347,1.17357,374.96000000000004 +10.07.2018 23:00:00.000,1.17357,1.17372,1.17327,1.17364,676.9200000000001 +10.07.2018 23:05:00.000,1.17364,1.17371,1.17352,1.17366,513.6 +10.07.2018 23:10:00.000,1.17365,1.17369,1.17316,1.17326,885.97 +10.07.2018 23:15:00.000,1.17326,1.17346,1.17311,1.17315,543.47 +10.07.2018 23:20:00.000,1.17316,1.17320,1.17251,1.17277,740.4599999999999 +10.07.2018 23:25:00.000,1.17276,1.17290,1.17252,1.17264,612.27 +10.07.2018 23:30:00.000,1.17267,1.17311,1.17264,1.17280,511.46000000000004 +10.07.2018 23:35:00.000,1.17280,1.17314,1.17279,1.17304,454.89 +10.07.2018 23:40:00.000,1.17304,1.17309,1.17288,1.17289,272.19 +10.07.2018 23:45:00.000,1.17291,1.17299,1.17283,1.17283,437.01 +10.07.2018 23:50:00.000,1.17283,1.17291,1.17263,1.17267,488.95 +10.07.2018 23:55:00.000,1.17266,1.17285,1.17258,1.17279,390.49 +11.07.2018 00:00:00.000,1.17279,1.17317,1.17275,1.17317,759.5500000000001 +11.07.2018 00:05:00.000,1.17316,1.17321,1.17293,1.17310,774.6199999999999 +11.07.2018 00:10:00.000,1.17308,1.17321,1.17300,1.17305,685.77 +11.07.2018 00:15:00.000,1.17309,1.17322,1.17299,1.17312,578.87 +11.07.2018 00:20:00.000,1.17312,1.17317,1.17280,1.17306,774.8399999999999 +11.07.2018 00:25:00.000,1.17306,1.17315,1.17300,1.17304,364.14 +11.07.2018 00:30:00.000,1.17305,1.17320,1.17285,1.17297,740.6499999999999 +11.07.2018 00:35:00.000,1.17297,1.17311,1.17285,1.17305,588.4100000000001 +11.07.2018 00:40:00.000,1.17304,1.17312,1.17280,1.17294,704.27 +11.07.2018 00:45:00.000,1.17295,1.17305,1.17257,1.17258,692.4000000000001 +11.07.2018 00:50:00.000,1.17260,1.17274,1.17244,1.17248,664.65 +11.07.2018 00:55:00.000,1.17247,1.17275,1.17241,1.17265,964.36 +11.07.2018 01:00:00.000,1.17265,1.17293,1.17245,1.17281,1196.3700000000001 +11.07.2018 01:05:00.000,1.17282,1.17303,1.17271,1.17301,641.1 +11.07.2018 01:10:00.000,1.17298,1.17302,1.17250,1.17255,1041.29 +11.07.2018 01:15:00.000,1.17257,1.17296,1.17255,1.17273,1106.81 +11.07.2018 01:20:00.000,1.17273,1.17273,1.17239,1.17244,692.87 +11.07.2018 01:25:00.000,1.17244,1.17282,1.17240,1.17281,770.76 +11.07.2018 01:30:00.000,1.17282,1.17309,1.17281,1.17284,864.6999999999999 +11.07.2018 01:35:00.000,1.17282,1.17304,1.17270,1.17291,1029.53 +11.07.2018 01:40:00.000,1.17291,1.17302,1.17278,1.17284,657.49 +11.07.2018 01:45:00.000,1.17282,1.17288,1.17266,1.17272,609.39 +11.07.2018 01:50:00.000,1.17271,1.17283,1.17269,1.17282,827.03 +11.07.2018 01:55:00.000,1.17283,1.17318,1.17280,1.17312,744.9 +11.07.2018 02:00:00.000,1.17312,1.17363,1.17311,1.17348,1000.7600000000001 +11.07.2018 02:05:00.000,1.17347,1.17351,1.17315,1.17333,905.8000000000001 +11.07.2018 02:10:00.000,1.17334,1.17363,1.17330,1.17354,855.79 +11.07.2018 02:15:00.000,1.17354,1.17358,1.17331,1.17335,620.1299999999999 +11.07.2018 02:20:00.000,1.17338,1.17355,1.17334,1.17351,611.0699999999999 +11.07.2018 02:25:00.000,1.17351,1.17358,1.17323,1.17323,501.03999999999996 +11.07.2018 02:30:00.000,1.17322,1.17339,1.17306,1.17333,822.79 +11.07.2018 02:35:00.000,1.17333,1.17342,1.17296,1.17302,778.63 +11.07.2018 02:40:00.000,1.17302,1.17303,1.17285,1.17298,687.4000000000001 +11.07.2018 02:45:00.000,1.17300,1.17308,1.17286,1.17293,733.41 +11.07.2018 02:50:00.000,1.17293,1.17299,1.17287,1.17287,698.19 +11.07.2018 02:55:00.000,1.17287,1.17299,1.17277,1.17298,927.4300000000001 +11.07.2018 03:00:00.000,1.17298,1.17318,1.17281,1.17284,692.06 +11.07.2018 03:05:00.000,1.17287,1.17320,1.17287,1.17318,356.45000000000005 +11.07.2018 03:10:00.000,1.17320,1.17320,1.17288,1.17292,524.79 +11.07.2018 03:15:00.000,1.17294,1.17309,1.17276,1.17280,631.4300000000001 +11.07.2018 03:20:00.000,1.17280,1.17281,1.17260,1.17264,758.41 +11.07.2018 03:25:00.000,1.17264,1.17270,1.17244,1.17263,712.14 +11.07.2018 03:30:00.000,1.17265,1.17290,1.17253,1.17284,451.46999999999997 +11.07.2018 03:35:00.000,1.17282,1.17291,1.17266,1.17268,411.02 +11.07.2018 03:40:00.000,1.17267,1.17268,1.17248,1.17254,434.9 +11.07.2018 03:45:00.000,1.17254,1.17266,1.17252,1.17263,395.96 +11.07.2018 03:50:00.000,1.17264,1.17305,1.17264,1.17301,469.17 +11.07.2018 03:55:00.000,1.17300,1.17300,1.17283,1.17292,351.04 +11.07.2018 04:00:00.000,1.17294,1.17305,1.17279,1.17300,488.06000000000006 +11.07.2018 04:05:00.000,1.17299,1.17305,1.17283,1.17283,405.87 +11.07.2018 04:10:00.000,1.17285,1.17288,1.17278,1.17281,331.07 +11.07.2018 04:15:00.000,1.17282,1.17285,1.17254,1.17272,551.54 +11.07.2018 04:20:00.000,1.17272,1.17285,1.17251,1.17277,677.0900000000001 +11.07.2018 04:25:00.000,1.17275,1.17296,1.17269,1.17270,468.65 +11.07.2018 04:30:00.000,1.17269,1.17275,1.17242,1.17248,510.70000000000005 +11.07.2018 04:35:00.000,1.17247,1.17270,1.17245,1.17254,474.39 +11.07.2018 04:40:00.000,1.17252,1.17264,1.17226,1.17237,763.62 +11.07.2018 04:45:00.000,1.17240,1.17259,1.17238,1.17254,401.28999999999996 +11.07.2018 04:50:00.000,1.17254,1.17268,1.17245,1.17263,447.23 +11.07.2018 04:55:00.000,1.17265,1.17285,1.17265,1.17269,525.1099999999999 +11.07.2018 05:00:00.000,1.17269,1.17284,1.17253,1.17273,643.75 +11.07.2018 05:05:00.000,1.17273,1.17274,1.17256,1.17274,488.07 +11.07.2018 05:10:00.000,1.17277,1.17281,1.17257,1.17270,608.61 +11.07.2018 05:15:00.000,1.17269,1.17289,1.17269,1.17283,574.59 +11.07.2018 05:20:00.000,1.17283,1.17305,1.17283,1.17288,546.0799999999999 +11.07.2018 05:25:00.000,1.17289,1.17292,1.17273,1.17276,543.26 +11.07.2018 05:30:00.000,1.17276,1.17298,1.17276,1.17293,802.1500000000001 +11.07.2018 05:35:00.000,1.17293,1.17311,1.17292,1.17299,594.4699999999999 +11.07.2018 05:40:00.000,1.17298,1.17301,1.17283,1.17299,596.5 +11.07.2018 05:45:00.000,1.17297,1.17297,1.17271,1.17273,566.98 +11.07.2018 05:50:00.000,1.17274,1.17321,1.17270,1.17271,556.0799999999999 +11.07.2018 05:55:00.000,1.17271,1.17289,1.17269,1.17288,601.1 +11.07.2018 06:00:00.000,1.17289,1.17289,1.17243,1.17265,838.46 +11.07.2018 06:05:00.000,1.17265,1.17343,1.17261,1.17317,1144.5900000000001 +11.07.2018 06:10:00.000,1.17317,1.17351,1.17317,1.17351,1059.37 +11.07.2018 06:15:00.000,1.17351,1.17362,1.17318,1.17340,766.92 +11.07.2018 06:20:00.000,1.17340,1.17386,1.17340,1.17368,1208.19 +11.07.2018 06:25:00.000,1.17368,1.17368,1.17325,1.17360,1400.9 +11.07.2018 06:30:00.000,1.17360,1.17392,1.17348,1.17375,1029.76 +11.07.2018 06:35:00.000,1.17374,1.17403,1.17354,1.17394,750.4399999999999 +11.07.2018 06:40:00.000,1.17394,1.17400,1.17367,1.17385,1126.6100000000001 +11.07.2018 06:45:00.000,1.17385,1.17392,1.17345,1.17349,1058.7000000000003 +11.07.2018 06:50:00.000,1.17349,1.17375,1.17319,1.17350,956.22 +11.07.2018 06:55:00.000,1.17350,1.17350,1.17297,1.17303,1320.99 +11.07.2018 07:00:00.000,1.17302,1.17377,1.17300,1.17320,1872.98 +11.07.2018 07:05:00.000,1.17320,1.17326,1.17240,1.17304,1510.87 +11.07.2018 07:10:00.000,1.17305,1.17315,1.17268,1.17280,1300.4300000000003 +11.07.2018 07:15:00.000,1.17282,1.17339,1.17250,1.17250,1607.6899999999998 +11.07.2018 07:20:00.000,1.17251,1.17294,1.17219,1.17270,1567.17 +11.07.2018 07:25:00.000,1.17270,1.17295,1.17253,1.17284,1266.52 +11.07.2018 07:30:00.000,1.17284,1.17346,1.17270,1.17344,1100.1999999999998 +11.07.2018 07:35:00.000,1.17344,1.17351,1.17300,1.17300,1326.51 +11.07.2018 07:40:00.000,1.17301,1.17342,1.17301,1.17316,1045.6799999999998 +11.07.2018 07:45:00.000,1.17317,1.17346,1.17305,1.17320,1303.43 +11.07.2018 07:50:00.000,1.17319,1.17320,1.17285,1.17298,1341.6899999999998 +11.07.2018 07:55:00.000,1.17298,1.17357,1.17293,1.17332,1347.92 +11.07.2018 08:00:00.000,1.17331,1.17386,1.17315,1.17379,1302.26 +11.07.2018 08:05:00.000,1.17380,1.17406,1.17308,1.17326,1151.56 +11.07.2018 08:10:00.000,1.17325,1.17350,1.17312,1.17316,1235.81 +11.07.2018 08:15:00.000,1.17316,1.17345,1.17297,1.17315,828.3 +11.07.2018 08:20:00.000,1.17315,1.17322,1.17272,1.17281,1124.9099999999999 +11.07.2018 08:25:00.000,1.17280,1.17314,1.17277,1.17277,1034.6399999999999 +11.07.2018 08:30:00.000,1.17276,1.17282,1.17244,1.17255,1332.28 +11.07.2018 08:35:00.000,1.17255,1.17278,1.17204,1.17219,1456.9399999999998 +11.07.2018 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11:00:00.000,1.17119,1.17119,1.17068,1.17096,1189.7100000000003 +11.07.2018 11:05:00.000,1.17098,1.17130,1.17093,1.17096,1161.4699999999998 +11.07.2018 11:10:00.000,1.17097,1.17166,1.17091,1.17162,1051.6 +11.07.2018 11:15:00.000,1.17163,1.17177,1.17157,1.17162,1113.4399999999998 +11.07.2018 11:20:00.000,1.17160,1.17203,1.17152,1.17192,1247.24 +11.07.2018 11:25:00.000,1.17191,1.17194,1.17157,1.17167,862.3199999999999 +11.07.2018 11:30:00.000,1.17165,1.17174,1.17145,1.17161,1033.99 +11.07.2018 11:35:00.000,1.17161,1.17169,1.17141,1.17142,1042.5 +11.07.2018 11:40:00.000,1.17141,1.17156,1.17101,1.17101,1253.8899999999999 +11.07.2018 11:45:00.000,1.17101,1.17111,1.17035,1.17037,1291.74 +11.07.2018 11:50:00.000,1.17037,1.17068,1.17032,1.17032,998.17 +11.07.2018 11:55:00.000,1.17029,1.17066,1.16998,1.17066,1787.87 +11.07.2018 12:00:00.000,1.17065,1.17087,1.17011,1.17016,1460.3200000000002 +11.07.2018 12:05:00.000,1.17016,1.17033,1.17010,1.17020,1305.6399999999999 +11.07.2018 12:10:00.000,1.17020,1.17426,1.17019,1.17338,1785.22 +11.07.2018 12:15:00.000,1.17341,1.17348,1.17196,1.17256,2091.5299999999997 +11.07.2018 12:20:00.000,1.17258,1.17287,1.17253,1.17253,1519.06 +11.07.2018 12:25:00.000,1.17254,1.17300,1.17250,1.17280,937.35 +11.07.2018 12:30:00.000,1.17279,1.17315,1.17250,1.17280,1338.45 +11.07.2018 12:35:00.000,1.17280,1.17345,1.17280,1.17334,1021.5 +11.07.2018 12:40:00.000,1.17336,1.17465,1.17336,1.17449,1569.03 +11.07.2018 12:45:00.000,1.17451,1.17533,1.17441,1.17443,1944.0000000000002 +11.07.2018 12:50:00.000,1.17444,1.17498,1.17444,1.17474,1519.76 +11.07.2018 12:55:00.000,1.17473,1.17546,1.17455,1.17518,2005.33 +11.07.2018 13:00:00.000,1.17517,1.17580,1.17493,1.17495,2402.5 +11.07.2018 13:05:00.000,1.17496,1.17504,1.17439,1.17444,1485.9900000000002 +11.07.2018 13:10:00.000,1.17442,1.17478,1.17439,1.17473,1278.3700000000001 +11.07.2018 13:15:00.000,1.17472,1.17502,1.17458,1.17463,1084.25 +11.07.2018 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14:30:00.000,1.17437,1.17439,1.17380,1.17383,1349.33 +11.07.2018 14:35:00.000,1.17382,1.17407,1.17338,1.17363,3132.6800000000003 +11.07.2018 14:40:00.000,1.17362,1.17365,1.17266,1.17312,1704.06 +11.07.2018 14:45:00.000,1.17312,1.17312,1.17215,1.17247,1702.07 +11.07.2018 14:50:00.000,1.17246,1.17275,1.17201,1.17205,1445.1599999999999 +11.07.2018 14:55:00.000,1.17204,1.17230,1.17181,1.17217,1725.6699999999998 +11.07.2018 15:00:00.000,1.17217,1.17233,1.17163,1.17233,1788.87 +11.07.2018 15:05:00.000,1.17231,1.17279,1.17228,1.17242,1345.02 +11.07.2018 15:10:00.000,1.17242,1.17243,1.17182,1.17187,1422.5900000000001 +11.07.2018 15:15:00.000,1.17188,1.17215,1.17147,1.17199,1614.34 +11.07.2018 15:20:00.000,1.17191,1.17191,1.17101,1.17125,2011.83 +11.07.2018 15:25:00.000,1.17126,1.17172,1.17118,1.17163,1585.3000000000002 +11.07.2018 15:30:00.000,1.17163,1.17217,1.17163,1.17201,1385.94 +11.07.2018 15:35:00.000,1.17202,1.17212,1.17170,1.17172,1179.07 +11.07.2018 15:40:00.000,1.17171,1.17223,1.17165,1.17210,1279.59 +11.07.2018 15:45:00.000,1.17210,1.17236,1.17207,1.17210,1102.7 +11.07.2018 15:50:00.000,1.17210,1.17242,1.17189,1.17202,1422.7599999999998 +11.07.2018 15:55:00.000,1.17202,1.17234,1.17170,1.17223,987.57 +11.07.2018 16:00:00.000,1.17222,1.17243,1.17200,1.17239,1120.6 +11.07.2018 16:05:00.000,1.17238,1.17270,1.17231,1.17251,1069.49 +11.07.2018 16:10:00.000,1.17250,1.17250,1.17209,1.17217,1099.05 +11.07.2018 16:15:00.000,1.17216,1.17224,1.17181,1.17190,802.3199999999999 +11.07.2018 16:20:00.000,1.17191,1.17199,1.17151,1.17167,1071.07 +11.07.2018 16:25:00.000,1.17166,1.17170,1.17081,1.17081,902.23 +11.07.2018 16:30:00.000,1.17084,1.17115,1.17032,1.17066,1337.22 +11.07.2018 16:35:00.000,1.17066,1.17117,1.17066,1.17080,1334.47 +11.07.2018 16:40:00.000,1.17079,1.17088,1.17021,1.17052,941.66 +11.07.2018 16:45:00.000,1.17052,1.17080,1.17016,1.17032,1267.3200000000002 +11.07.2018 16:50:00.000,1.17031,1.17035,1.16971,1.16983,1620.82 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18:05:00.000,1.16709,1.16722,1.16685,1.16709,1240.94 +11.07.2018 18:10:00.000,1.16709,1.16718,1.16679,1.16711,1280.16 +11.07.2018 18:15:00.000,1.16712,1.16731,1.16690,1.16726,1065.05 +11.07.2018 18:20:00.000,1.16730,1.16745,1.16700,1.16710,1358.01 +11.07.2018 18:25:00.000,1.16709,1.16710,1.16653,1.16680,1074 +11.07.2018 18:30:00.000,1.16679,1.16805,1.16666,1.16801,1500.58 +11.07.2018 18:35:00.000,1.16802,1.16813,1.16785,1.16804,1219.08 +11.07.2018 18:40:00.000,1.16804,1.16828,1.16774,1.16815,1228.53 +11.07.2018 18:45:00.000,1.16816,1.16816,1.16741,1.16783,1261.06 +11.07.2018 18:50:00.000,1.16784,1.16786,1.16755,1.16759,1192.3 +11.07.2018 18:55:00.000,1.16758,1.16760,1.16710,1.16741,1481 +11.07.2018 19:00:00.000,1.16739,1.16752,1.16702,1.16711,1233.56 +11.07.2018 19:05:00.000,1.16711,1.16778,1.16709,1.16769,1149.37 +11.07.2018 19:10:00.000,1.16770,1.16774,1.16733,1.16742,901.5799999999999 +11.07.2018 19:15:00.000,1.16740,1.16771,1.16729,1.16738,886.1399999999999 +11.07.2018 19:20:00.000,1.16735,1.16748,1.16701,1.16710,1144.88 +11.07.2018 19:25:00.000,1.16709,1.16736,1.16700,1.16725,1028.18 +11.07.2018 19:30:00.000,1.16726,1.16732,1.16700,1.16711,957.78 +11.07.2018 19:35:00.000,1.16711,1.16722,1.16691,1.16709,1079.01 +11.07.2018 19:40:00.000,1.16710,1.16711,1.16681,1.16706,886.7099999999999 +11.07.2018 19:45:00.000,1.16706,1.16724,1.16706,1.16721,872.55 +11.07.2018 19:50:00.000,1.16720,1.16727,1.16689,1.16696,817.99 +11.07.2018 19:55:00.000,1.16696,1.16711,1.16689,1.16693,846.89 +11.07.2018 20:00:00.000,1.16696,1.16753,1.16696,1.16726,549.14 +11.07.2018 20:05:00.000,1.16731,1.16742,1.16730,1.16739,463.13 +11.07.2018 20:10:00.000,1.16739,1.16747,1.16725,1.16741,540.76 +11.07.2018 20:15:00.000,1.16741,1.16756,1.16741,1.16751,264.62 +11.07.2018 20:20:00.000,1.16751,1.16762,1.16750,1.16761,203.23999999999998 +11.07.2018 20:25:00.000,1.16758,1.16761,1.16734,1.16741,519.51 +11.07.2018 20:30:00.000,1.16741,1.16741,1.16729,1.16739,274.21999999999997 +11.07.2018 20:35:00.000,1.16739,1.16740,1.16733,1.16736,312.86 +11.07.2018 20:40:00.000,1.16738,1.16756,1.16735,1.16755,451.69000000000005 +11.07.2018 20:45:00.000,1.16755,1.16756,1.16745,1.16747,473.78 +11.07.2018 20:50:00.000,1.16747,1.16761,1.16744,1.16758,496.89 +11.07.2018 20:55:00.000,1.16758,1.16764,1.16720,1.16726,433.71000000000004 +11.07.2018 21:00:00.000,1.16728,1.16734,1.16720,1.16732,60.61 +11.07.2018 21:05:00.000,1.16732,1.16735,1.16715,1.16730,350.21000000000004 +11.07.2018 21:10:00.000,1.16732,1.16735,1.16721,1.16726,300.55 +11.07.2018 21:15:00.000,1.16721,1.16742,1.16720,1.16734,261.59000000000003 +11.07.2018 21:20:00.000,1.16735,1.16771,1.16735,1.16744,548.1999999999999 +11.07.2018 21:25:00.000,1.16745,1.16752,1.16710,1.16720,466.43999999999994 +11.07.2018 21:30:00.000,1.16724,1.16747,1.16710,1.16735,651.1800000000001 +11.07.2018 21:35:00.000,1.16736,1.16756,1.16729,1.16740,712.86 +11.07.2018 21:40:00.000,1.16739,1.16777,1.16727,1.16746,965.7299999999999 +11.07.2018 21:45:00.000,1.16745,1.16749,1.16738,1.16743,617 +11.07.2018 21:50:00.000,1.16745,1.16749,1.16733,1.16737,379.12 +11.07.2018 21:55:00.000,1.16737,1.16742,1.16737,1.16740,90.74000000000001 +11.07.2018 22:00:00.000,1.16740,1.16746,1.16735,1.16738,356.41 +11.07.2018 22:05:00.000,1.16738,1.16742,1.16731,1.16735,855.18 +11.07.2018 22:10:00.000,1.16735,1.16747,1.16734,1.16738,564 +11.07.2018 22:15:00.000,1.16737,1.16758,1.16735,1.16737,583.1199999999999 +11.07.2018 22:20:00.000,1.16737,1.16756,1.16726,1.16754,390.7 +11.07.2018 22:25:00.000,1.16754,1.16757,1.16751,1.16752,202.26 +11.07.2018 22:30:00.000,1.16755,1.16758,1.16747,1.16748,198.14999999999998 +11.07.2018 22:35:00.000,1.16749,1.16751,1.16733,1.16750,193.57000000000002 +11.07.2018 22:40:00.000,1.16750,1.16756,1.16742,1.16750,343.18 +11.07.2018 22:45:00.000,1.16749,1.16754,1.16741,1.16753,315.83 +11.07.2018 22:50:00.000,1.16753,1.16766,1.16748,1.16751,378.16 +11.07.2018 22:55:00.000,1.16751,1.16759,1.16738,1.16757,384.34999999999997 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00:10:00.000,1.16777,1.16777,1.16746,1.16756,460.5 +12.07.2018 00:15:00.000,1.16756,1.16757,1.16740,1.16742,497.71000000000004 +12.07.2018 00:20:00.000,1.16742,1.16767,1.16739,1.16751,562.88 +12.07.2018 00:25:00.000,1.16750,1.16770,1.16740,1.16766,620.25 +12.07.2018 00:30:00.000,1.16765,1.16766,1.16747,1.16757,538.49 +12.07.2018 00:35:00.000,1.16758,1.16781,1.16758,1.16775,636.37 +12.07.2018 00:40:00.000,1.16774,1.16784,1.16754,1.16755,599.58 +12.07.2018 00:45:00.000,1.16755,1.16759,1.16744,1.16744,557.52 +12.07.2018 00:50:00.000,1.16745,1.16745,1.16704,1.16704,720.14 +12.07.2018 00:55:00.000,1.16704,1.16727,1.16700,1.16725,737.78 +12.07.2018 01:00:00.000,1.16725,1.16749,1.16720,1.16740,650.51 +12.07.2018 01:05:00.000,1.16741,1.16750,1.16725,1.16749,467.32 +12.07.2018 01:10:00.000,1.16749,1.16772,1.16746,1.16765,627.3 +12.07.2018 01:15:00.000,1.16765,1.16798,1.16750,1.16753,815.7800000000001 +12.07.2018 01:20:00.000,1.16754,1.16759,1.16732,1.16746,543.52 +12.07.2018 01:25:00.000,1.16746,1.16766,1.16742,1.16755,458.92 +12.07.2018 01:30:00.000,1.16753,1.16792,1.16750,1.16782,895.6400000000001 +12.07.2018 01:35:00.000,1.16781,1.16800,1.16749,1.16759,862.3199999999999 +12.07.2018 01:40:00.000,1.16759,1.16762,1.16722,1.16752,786.9599999999999 +12.07.2018 01:45:00.000,1.16751,1.16775,1.16735,1.16759,757.82 +12.07.2018 01:50:00.000,1.16763,1.16769,1.16744,1.16762,502.03 +12.07.2018 01:55:00.000,1.16762,1.16776,1.16745,1.16745,503.55999999999995 +12.07.2018 02:00:00.000,1.16746,1.16795,1.16746,1.16754,815.89 +12.07.2018 02:05:00.000,1.16754,1.16760,1.16742,1.16745,661.2 +12.07.2018 02:10:00.000,1.16744,1.16764,1.16740,1.16741,753.72 +12.07.2018 02:15:00.000,1.16740,1.16775,1.16733,1.16755,526.91 +12.07.2018 02:20:00.000,1.16756,1.16756,1.16739,1.16749,425.7 +12.07.2018 02:25:00.000,1.16749,1.16750,1.16731,1.16739,403.56 +12.07.2018 02:30:00.000,1.16740,1.16757,1.16733,1.16749,536.91 +12.07.2018 02:35:00.000,1.16749,1.16758,1.16730,1.16735,512.66 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03:50:00.000,1.16761,1.16772,1.16758,1.16766,425.3 +12.07.2018 03:55:00.000,1.16766,1.16771,1.16759,1.16762,428.3 +12.07.2018 04:00:00.000,1.16762,1.16771,1.16755,1.16760,340.52 +12.07.2018 04:05:00.000,1.16760,1.16773,1.16760,1.16771,431.29999999999995 +12.07.2018 04:10:00.000,1.16770,1.16792,1.16770,1.16790,358.84 +12.07.2018 04:15:00.000,1.16789,1.16790,1.16774,1.16784,472.28000000000003 +12.07.2018 04:20:00.000,1.16785,1.16785,1.16773,1.16780,409.25 +12.07.2018 04:25:00.000,1.16780,1.16803,1.16780,1.16803,390.64 +12.07.2018 04:30:00.000,1.16802,1.16803,1.16792,1.16800,641.0899999999999 +12.07.2018 04:35:00.000,1.16799,1.16800,1.16782,1.16799,505.47 +12.07.2018 04:40:00.000,1.16799,1.16819,1.16796,1.16815,455.98999999999995 +12.07.2018 04:45:00.000,1.16817,1.16831,1.16803,1.16815,533.43 +12.07.2018 04:50:00.000,1.16815,1.16835,1.16814,1.16814,515.89 +12.07.2018 04:55:00.000,1.16814,1.16825,1.16809,1.16825,455.12 +12.07.2018 05:00:00.000,1.16824,1.16840,1.16814,1.16834,617.63 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06:15:00.000,1.16733,1.16760,1.16714,1.16752,918.68 +12.07.2018 06:20:00.000,1.16752,1.16785,1.16746,1.16761,632.45 +12.07.2018 06:25:00.000,1.16761,1.16826,1.16756,1.16814,756.5 +12.07.2018 06:30:00.000,1.16813,1.16820,1.16785,1.16808,1044.94 +12.07.2018 06:35:00.000,1.16806,1.16829,1.16763,1.16779,1087.28 +12.07.2018 06:40:00.000,1.16779,1.16806,1.16762,1.16795,782.7 +12.07.2018 06:45:00.000,1.16795,1.16828,1.16770,1.16813,1163.53 +12.07.2018 06:50:00.000,1.16813,1.16860,1.16790,1.16856,836.09 +12.07.2018 06:55:00.000,1.16856,1.16866,1.16830,1.16847,1122.1399999999999 +12.07.2018 07:00:00.000,1.16847,1.16847,1.16736,1.16795,1461.56 +12.07.2018 07:05:00.000,1.16794,1.16847,1.16793,1.16821,1396.32 +12.07.2018 07:10:00.000,1.16820,1.16832,1.16780,1.16825,1374.0400000000002 +12.07.2018 07:15:00.000,1.16825,1.16928,1.16818,1.16904,1417.4099999999999 +12.07.2018 07:20:00.000,1.16905,1.16929,1.16868,1.16878,1530.66 +12.07.2018 07:25:00.000,1.16876,1.16886,1.16850,1.16861,1211.5 +12.07.2018 07:30:00.000,1.16859,1.16862,1.16790,1.16815,1502.91 +12.07.2018 07:35:00.000,1.16815,1.16846,1.16806,1.16832,1041.6399999999999 +12.07.2018 07:40:00.000,1.16832,1.16860,1.16826,1.16859,1183.81 +12.07.2018 07:45:00.000,1.16858,1.16910,1.16857,1.16902,1276.55 +12.07.2018 07:50:00.000,1.16904,1.16907,1.16867,1.16881,1112.8100000000002 +12.07.2018 07:55:00.000,1.16882,1.16884,1.16825,1.16846,1659.74 +12.07.2018 08:00:00.000,1.16849,1.16903,1.16849,1.16882,1105.6499999999999 +12.07.2018 08:05:00.000,1.16882,1.16882,1.16843,1.16846,900.6499999999999 +12.07.2018 08:10:00.000,1.16846,1.16852,1.16812,1.16827,1034.06 +12.07.2018 08:15:00.000,1.16827,1.16873,1.16810,1.16871,1238.96 +12.07.2018 08:20:00.000,1.16871,1.16879,1.16842,1.16878,846.54 +12.07.2018 08:25:00.000,1.16878,1.16924,1.16877,1.16887,932.03 +12.07.2018 08:30:00.000,1.16887,1.16897,1.16849,1.16850,1007.5999999999999 +12.07.2018 08:35:00.000,1.16855,1.16869,1.16829,1.16856,1004.0200000000001 +12.07.2018 08:40:00.000,1.16857,1.16857,1.16811,1.16812,478.61 +12.07.2018 08:45:00.000,1.16811,1.16822,1.16780,1.16821,1288.5199999999998 +12.07.2018 08:50:00.000,1.16821,1.16847,1.16811,1.16847,980.79 +12.07.2018 08:55:00.000,1.16847,1.16867,1.16725,1.16743,1707.25 +12.07.2018 09:00:00.000,1.16743,1.16833,1.16731,1.16755,1525.44 +12.07.2018 09:05:00.000,1.16758,1.16792,1.16755,1.16763,1585.52 +12.07.2018 09:10:00.000,1.16763,1.16787,1.16749,1.16763,1192.63 +12.07.2018 09:15:00.000,1.16763,1.16781,1.16749,1.16775,1110.18 +12.07.2018 09:20:00.000,1.16775,1.16787,1.16762,1.16762,846.73 +12.07.2018 09:25:00.000,1.16763,1.16798,1.16760,1.16776,835.4899999999999 +12.07.2018 09:30:00.000,1.16776,1.16799,1.16767,1.16772,752.3 +12.07.2018 09:35:00.000,1.16771,1.16781,1.16700,1.16722,998.95 +12.07.2018 09:40:00.000,1.16722,1.16758,1.16691,1.16754,1722.1499999999999 +12.07.2018 09:45:00.000,1.16754,1.16774,1.16738,1.16756,763.85 +12.07.2018 09:50:00.000,1.16756,1.16804,1.16754,1.16796,1030.74 +12.07.2018 09:55:00.000,1.16796,1.16797,1.16770,1.16771,922.2399999999999 +12.07.2018 10:00:00.000,1.16770,1.16778,1.16747,1.16773,1246.99 +12.07.2018 10:05:00.000,1.16772,1.16808,1.16763,1.16786,1087.48 +12.07.2018 10:10:00.000,1.16787,1.16799,1.16716,1.16726,932.6300000000001 +12.07.2018 10:15:00.000,1.16725,1.16776,1.16722,1.16771,692.57 +12.07.2018 10:20:00.000,1.16771,1.16806,1.16762,1.16780,1068.24 +12.07.2018 10:25:00.000,1.16781,1.16783,1.16751,1.16770,1067.42 +12.07.2018 10:30:00.000,1.16771,1.16783,1.16731,1.16732,1178.5 +12.07.2018 10:35:00.000,1.16731,1.16808,1.16726,1.16787,1125.07 +12.07.2018 10:40:00.000,1.16787,1.16787,1.16759,1.16771,867.97 +12.07.2018 10:45:00.000,1.16771,1.16777,1.16725,1.16726,901.06 +12.07.2018 10:50:00.000,1.16728,1.16740,1.16695,1.16706,1260.4899999999998 +12.07.2018 10:55:00.000,1.16705,1.16710,1.16605,1.16611,1876.8300000000002 +12.07.2018 11:00:00.000,1.16610,1.16639,1.16532,1.16573,2071.3900000000003 +12.07.2018 11:05:00.000,1.16576,1.16621,1.16565,1.16598,1199.05 +12.07.2018 11:10:00.000,1.16598,1.16607,1.16576,1.16589,980.9 +12.07.2018 11:15:00.000,1.16589,1.16596,1.16545,1.16553,1101.9899999999998 +12.07.2018 11:20:00.000,1.16555,1.16558,1.16522,1.16551,1100.21 +12.07.2018 11:25:00.000,1.16551,1.16579,1.16537,1.16572,1068.31 +12.07.2018 11:30:00.000,1.16570,1.16570,1.16521,1.16544,951.49 +12.07.2018 11:35:00.000,1.16544,1.16555,1.16497,1.16536,948.53 +12.07.2018 11:40:00.000,1.16535,1.16572,1.16516,1.16570,1020.3199999999999 +12.07.2018 11:45:00.000,1.16574,1.16574,1.16535,1.16557,915.52 +12.07.2018 11:50:00.000,1.16557,1.16569,1.16515,1.16561,787.6800000000001 +12.07.2018 11:55:00.000,1.16559,1.16570,1.16519,1.16528,869.0699999999999 +12.07.2018 12:00:00.000,1.16530,1.16581,1.16530,1.16576,1201.66 +12.07.2018 12:05:00.000,1.16576,1.16577,1.16546,1.16574,1265.8899999999999 +12.07.2018 12:10:00.000,1.16573,1.16582,1.16559,1.16580,766.15 +12.07.2018 12:15:00.000,1.16580,1.16607,1.16542,1.16603,1496.05 +12.07.2018 12:20:00.000,1.16604,1.16607,1.16575,1.16586,1265.2700000000002 +12.07.2018 12:25:00.000,1.16587,1.16627,1.16584,1.16600,986.46 +12.07.2018 12:30:00.000,1.16597,1.16683,1.16582,1.16593,1829.3600000000001 +12.07.2018 12:35:00.000,1.16594,1.16805,1.16534,1.16789,2133.1400000000003 +12.07.2018 12:40:00.000,1.16790,1.16879,1.16770,1.16819,2071.8 +12.07.2018 12:45:00.000,1.16822,1.16829,1.16762,1.16763,1582.8000000000002 +12.07.2018 12:50:00.000,1.16761,1.16778,1.16724,1.16736,1299.8799999999999 +12.07.2018 12:55:00.000,1.16737,1.16760,1.16711,1.16714,1209.79 +12.07.2018 13:00:00.000,1.16716,1.16717,1.16667,1.16714,1599.3400000000001 +12.07.2018 13:05:00.000,1.16714,1.16800,1.16711,1.16782,1870.5 +12.07.2018 13:10:00.000,1.16781,1.16810,1.16759,1.16780,1599.29 +12.07.2018 13:15:00.000,1.16778,1.16783,1.16729,1.16783,1330.3799999999999 +12.07.2018 13:20:00.000,1.16783,1.16796,1.16735,1.16743,1328.54 +12.07.2018 13:25:00.000,1.16743,1.16775,1.16720,1.16770,918.15 +12.07.2018 13:30:00.000,1.16771,1.16797,1.16760,1.16770,1162.3400000000001 +12.07.2018 13:35:00.000,1.16768,1.16785,1.16750,1.16751,1175.57 +12.07.2018 13:40:00.000,1.16754,1.16780,1.16739,1.16778,1006.28 +12.07.2018 13:45:00.000,1.16778,1.16800,1.16747,1.16749,1614.57 +12.07.2018 13:50:00.000,1.16749,1.16781,1.16730,1.16780,1140.97 +12.07.2018 13:55:00.000,1.16779,1.16790,1.16700,1.16728,1743.26 +12.07.2018 14:00:00.000,1.16729,1.16827,1.16710,1.16803,1951.97 +12.07.2018 14:05:00.000,1.16804,1.16827,1.16783,1.16820,1314.57 +12.07.2018 14:10:00.000,1.16818,1.16818,1.16739,1.16754,1659.52 +12.07.2018 14:15:00.000,1.16755,1.16785,1.16723,1.16780,1343.52 +12.07.2018 14:20:00.000,1.16781,1.16794,1.16753,1.16753,1135.48 +12.07.2018 14:25:00.000,1.16753,1.16757,1.16720,1.16741,1677.34 +12.07.2018 14:30:00.000,1.16741,1.16749,1.16710,1.16723,1487.76 +12.07.2018 14:35:00.000,1.16723,1.16765,1.16723,1.16731,1369.15 +12.07.2018 14:40:00.000,1.16730,1.16756,1.16698,1.16699,1226.81 +12.07.2018 14:45:00.000,1.16702,1.16728,1.16689,1.16691,1200.0900000000001 +12.07.2018 14:50:00.000,1.16693,1.16790,1.16693,1.16786,1266.2 +12.07.2018 14:55:00.000,1.16787,1.16856,1.16747,1.16837,1724.17 +12.07.2018 15:00:00.000,1.16841,1.16872,1.16824,1.16854,1338.69 +12.07.2018 15:05:00.000,1.16855,1.16880,1.16842,1.16849,1133.1399999999999 +12.07.2018 15:10:00.000,1.16850,1.16852,1.16822,1.16822,988.4399999999999 +12.07.2018 15:15:00.000,1.16822,1.16827,1.16781,1.16802,1213.8 +12.07.2018 15:20:00.000,1.16804,1.16842,1.16804,1.16823,1020.4100000000001 +12.07.2018 15:25:00.000,1.16824,1.16848,1.16813,1.16840,965.8000000000001 +12.07.2018 15:30:00.000,1.16844,1.16866,1.16825,1.16834,1190.01 +12.07.2018 15:35:00.000,1.16835,1.16877,1.16826,1.16854,1121.76 +12.07.2018 15:40:00.000,1.16853,1.16865,1.16820,1.16865,878.92 +12.07.2018 15:45:00.000,1.16863,1.16938,1.16852,1.16933,1430.04 +12.07.2018 15:50:00.000,1.16933,1.16955,1.16910,1.16955,1274.58 +12.07.2018 15:55:00.000,1.16952,1.16953,1.16905,1.16905,1614.13 +12.07.2018 16:00:00.000,1.16906,1.16926,1.16890,1.16904,960.9100000000001 +12.07.2018 16:05:00.000,1.16904,1.16911,1.16886,1.16897,833.12 +12.07.2018 16:10:00.000,1.16895,1.16898,1.16873,1.16879,938.95 +12.07.2018 16:15:00.000,1.16880,1.16880,1.16846,1.16852,998.01 +12.07.2018 16:20:00.000,1.16853,1.16883,1.16847,1.16867,906.3 +12.07.2018 16:25:00.000,1.16864,1.16880,1.16846,1.16878,614.4499999999999 +12.07.2018 16:30:00.000,1.16878,1.16879,1.16823,1.16829,1091.99 +12.07.2018 16:35:00.000,1.16828,1.16843,1.16810,1.16823,1275.59 +12.07.2018 16:40:00.000,1.16823,1.16845,1.16817,1.16832,1220.41 +12.07.2018 16:45:00.000,1.16833,1.16847,1.16825,1.16830,1007.37 +12.07.2018 16:50:00.000,1.16833,1.16847,1.16813,1.16821,1017.9699999999999 +12.07.2018 16:55:00.000,1.16821,1.16839,1.16819,1.16821,838.53 +12.07.2018 17:00:00.000,1.16821,1.16864,1.16810,1.16862,789.06 +12.07.2018 17:05:00.000,1.16861,1.16868,1.16822,1.16824,1116.96 +12.07.2018 17:10:00.000,1.16823,1.16826,1.16792,1.16799,738.12 +12.07.2018 17:15:00.000,1.16799,1.16799,1.16719,1.16719,1142.51 +12.07.2018 17:20:00.000,1.16720,1.16744,1.16697,1.16734,1167.69 +12.07.2018 17:25:00.000,1.16734,1.16781,1.16734,1.16781,1012.1899999999999 +12.07.2018 17:30:00.000,1.16781,1.16826,1.16771,1.16814,588.51 +12.07.2018 17:35:00.000,1.16812,1.16823,1.16782,1.16790,662.11 +12.07.2018 17:40:00.000,1.16790,1.16820,1.16790,1.16812,962.0900000000001 +12.07.2018 17:45:00.000,1.16811,1.16814,1.16783,1.16783,770.1500000000001 +12.07.2018 17:50:00.000,1.16783,1.16799,1.16765,1.16765,868.94 +12.07.2018 17:55:00.000,1.16764,1.16776,1.16759,1.16761,1015.51 +12.07.2018 18:00:00.000,1.16761,1.16777,1.16727,1.16741,1093.03 +12.07.2018 18:05:00.000,1.16740,1.16759,1.16702,1.16710,1541.73 +12.07.2018 18:10:00.000,1.16713,1.16741,1.16708,1.16725,907.74 +12.07.2018 18:15:00.000,1.16728,1.16741,1.16703,1.16703,986.0900000000001 +12.07.2018 18:20:00.000,1.16703,1.16739,1.16692,1.16738,1272.9399999999998 +12.07.2018 18:25:00.000,1.16738,1.16758,1.16726,1.16745,1054.02 +12.07.2018 18:30:00.000,1.16744,1.16751,1.16732,1.16742,1071.7 +12.07.2018 18:35:00.000,1.16741,1.16767,1.16740,1.16750,845.46 +12.07.2018 18:40:00.000,1.16748,1.16749,1.16704,1.16704,819 +12.07.2018 18:45:00.000,1.16704,1.16726,1.16696,1.16714,820.1399999999999 +12.07.2018 18:50:00.000,1.16714,1.16739,1.16712,1.16738,809.6600000000001 +12.07.2018 18:55:00.000,1.16739,1.16740,1.16693,1.16704,950.6299999999999 +12.07.2018 19:00:00.000,1.16701,1.16701,1.16663,1.16675,1023.3599999999999 +12.07.2018 19:05:00.000,1.16675,1.16696,1.16673,1.16694,584.7900000000001 +12.07.2018 19:10:00.000,1.16695,1.16708,1.16693,1.16704,580.61 +12.07.2018 19:15:00.000,1.16704,1.16747,1.16700,1.16747,593.54 +12.07.2018 19:20:00.000,1.16747,1.16756,1.16710,1.16725,754.69 +12.07.2018 19:25:00.000,1.16726,1.16736,1.16720,1.16729,658.0699999999999 +12.07.2018 19:30:00.000,1.16730,1.16734,1.16715,1.16729,433.34 +12.07.2018 19:35:00.000,1.16726,1.16731,1.16714,1.16720,418.34000000000003 +12.07.2018 19:40:00.000,1.16719,1.16731,1.16713,1.16725,590.91 +12.07.2018 19:45:00.000,1.16727,1.16739,1.16719,1.16733,505.63 +12.07.2018 19:50:00.000,1.16733,1.16741,1.16720,1.16736,633.24 +12.07.2018 19:55:00.000,1.16736,1.16748,1.16714,1.16740,788.8199999999999 +12.07.2018 20:00:00.000,1.16740,1.16745,1.16710,1.16712,431.79 +12.07.2018 20:05:00.000,1.16711,1.16725,1.16710,1.16714,446.21 +12.07.2018 20:10:00.000,1.16714,1.16723,1.16705,1.16719,325.89 +12.07.2018 20:15:00.000,1.16719,1.16724,1.16709,1.16714,315.08 +12.07.2018 20:20:00.000,1.16716,1.16724,1.16708,1.16715,463.68999999999994 +12.07.2018 20:25:00.000,1.16713,1.16718,1.16709,1.16715,399.27 +12.07.2018 20:30:00.000,1.16715,1.16718,1.16712,1.16714,303.38 +12.07.2018 20:35:00.000,1.16714,1.16715,1.16695,1.16703,390.96000000000004 +12.07.2018 20:40:00.000,1.16703,1.16715,1.16695,1.16709,419.59999999999997 +12.07.2018 20:45:00.000,1.16708,1.16714,1.16698,1.16700,244.00000000000003 +12.07.2018 20:50:00.000,1.16697,1.16705,1.16691,1.16705,326.46000000000004 +12.07.2018 20:55:00.000,1.16704,1.16710,1.16691,1.16707,353.27 +12.07.2018 21:00:00.000,1.16705,1.16705,1.16694,1.16702,33.74 +12.07.2018 21:05:00.000,1.16706,1.16712,1.16698,1.16699,158.13 +12.07.2018 21:10:00.000,1.16704,1.16705,1.16680,1.16682,281.85 +12.07.2018 21:15:00.000,1.16684,1.16704,1.16680,1.16683,385.45000000000005 +12.07.2018 21:20:00.000,1.16684,1.16684,1.16664,1.16675,304.1 +12.07.2018 21:25:00.000,1.16675,1.16676,1.16660,1.16663,235.04 +12.07.2018 21:30:00.000,1.16667,1.16672,1.16663,1.16665,701.5799999999999 +12.07.2018 21:35:00.000,1.16665,1.16668,1.16660,1.16666,193.28 +12.07.2018 21:40:00.000,1.16666,1.16667,1.16663,1.16666,65.25 +12.07.2018 21:45:00.000,1.16666,1.16668,1.16664,1.16666,353 +12.07.2018 21:50:00.000,1.16665,1.16689,1.16665,1.16684,382.59000000000003 +12.07.2018 21:55:00.000,1.16684,1.16694,1.16684,1.16689,246.7 +12.07.2018 22:00:00.000,1.16688,1.16688,1.16675,1.16683,319.53999999999996 +12.07.2018 22:05:00.000,1.16683,1.16688,1.16680,1.16683,192.84 +12.07.2018 22:10:00.000,1.16684,1.16686,1.16680,1.16682,299.6 +12.07.2018 22:15:00.000,1.16681,1.16682,1.16676,1.16677,145.46 +12.07.2018 22:20:00.000,1.16676,1.16682,1.16672,1.16676,124.75 +12.07.2018 22:25:00.000,1.16676,1.16678,1.16665,1.16667,120.94999999999999 +12.07.2018 22:30:00.000,1.16667,1.16667,1.16636,1.16652,324.22 +12.07.2018 22:35:00.000,1.16652,1.16657,1.16646,1.16652,215.08999999999997 +12.07.2018 22:40:00.000,1.16650,1.16652,1.16632,1.16641,344.44 +12.07.2018 22:45:00.000,1.16642,1.16642,1.16550,1.16566,676.6 +12.07.2018 22:50:00.000,1.16567,1.16616,1.16555,1.16602,737.71 +12.07.2018 22:55:00.000,1.16604,1.16652,1.16603,1.16637,386.42999999999995 +12.07.2018 23:00:00.000,1.16634,1.16637,1.16585,1.16617,1028.04 +12.07.2018 23:05:00.000,1.16616,1.16617,1.16586,1.16598,509.20000000000005 +12.07.2018 23:10:00.000,1.16597,1.16624,1.16591,1.16612,512.1899999999999 +12.07.2018 23:15:00.000,1.16612,1.16623,1.16609,1.16615,335.73999999999995 +12.07.2018 23:20:00.000,1.16614,1.16629,1.16606,1.16629,125.66 +12.07.2018 23:25:00.000,1.16629,1.16638,1.16626,1.16632,321.98 +12.07.2018 23:30:00.000,1.16632,1.16644,1.16628,1.16640,424.21 +12.07.2018 23:35:00.000,1.16640,1.16642,1.16621,1.16621,407.15 +12.07.2018 23:40:00.000,1.16621,1.16638,1.16621,1.16633,470.8299999999999 +12.07.2018 23:45:00.000,1.16633,1.16635,1.16621,1.16626,534.26 +12.07.2018 23:50:00.000,1.16626,1.16641,1.16622,1.16633,439.1000000000001 +12.07.2018 23:55:00.000,1.16634,1.16644,1.16627,1.16638,355.27 +13.07.2018 00:00:00.000,1.16637,1.16673,1.16632,1.16668,830.57 +13.07.2018 00:05:00.000,1.16668,1.16683,1.16659,1.16669,872.6300000000001 +13.07.2018 00:10:00.000,1.16669,1.16676,1.16654,1.16656,534.25 +13.07.2018 00:15:00.000,1.16656,1.16671,1.16642,1.16669,485.44999999999993 +13.07.2018 00:20:00.000,1.16668,1.16677,1.16635,1.16635,569.86 +13.07.2018 00:25:00.000,1.16635,1.16654,1.16635,1.16654,540.72 +13.07.2018 00:30:00.000,1.16654,1.16654,1.16608,1.16613,629.62 +13.07.2018 00:35:00.000,1.16614,1.16640,1.16610,1.16633,447.83000000000004 +13.07.2018 00:40:00.000,1.16633,1.16645,1.16630,1.16640,333.39000000000004 +13.07.2018 00:45:00.000,1.16641,1.16643,1.16625,1.16627,310.17999999999995 +13.07.2018 00:50:00.000,1.16627,1.16694,1.16625,1.16694,791.69 +13.07.2018 00:55:00.000,1.16695,1.16695,1.16662,1.16668,839.9399999999999 +13.07.2018 01:00:00.000,1.16670,1.16674,1.16642,1.16642,765.3199999999999 +13.07.2018 01:05:00.000,1.16641,1.16672,1.16641,1.16665,554.52 +13.07.2018 01:10:00.000,1.16665,1.16677,1.16653,1.16663,413.53999999999996 +13.07.2018 01:15:00.000,1.16663,1.16690,1.16646,1.16684,711.3199999999999 +13.07.2018 01:20:00.000,1.16683,1.16730,1.16683,1.16726,496.65 +13.07.2018 01:25:00.000,1.16726,1.16731,1.16707,1.16722,555.21 +13.07.2018 01:30:00.000,1.16723,1.16749,1.16710,1.16727,858.5799999999999 +13.07.2018 01:35:00.000,1.16726,1.16726,1.16706,1.16711,589.83 +13.07.2018 01:40:00.000,1.16712,1.16713,1.16686,1.16708,651.09 +13.07.2018 01:45:00.000,1.16708,1.16723,1.16696,1.16696,736.53 +13.07.2018 01:50:00.000,1.16696,1.16707,1.16682,1.16688,583.44 +13.07.2018 01:55:00.000,1.16688,1.16695,1.16677,1.16688,513.93 +13.07.2018 02:00:00.000,1.16688,1.16691,1.16672,1.16681,425.38 +13.07.2018 02:05:00.000,1.16681,1.16694,1.16667,1.16669,517.21 +13.07.2018 02:10:00.000,1.16669,1.16678,1.16659,1.16673,429.87 +13.07.2018 02:15:00.000,1.16673,1.16704,1.16669,1.16688,416.9200000000001 +13.07.2018 02:20:00.000,1.16687,1.16708,1.16677,1.16702,374.23999999999995 +13.07.2018 02:25:00.000,1.16703,1.16739,1.16702,1.16720,573.1500000000001 +13.07.2018 02:30:00.000,1.16719,1.16723,1.16689,1.16689,725.6099999999999 +13.07.2018 02:35:00.000,1.16690,1.16706,1.16682,1.16684,460.02 +13.07.2018 02:40:00.000,1.16684,1.16684,1.16667,1.16675,348 +13.07.2018 02:45:00.000,1.16675,1.16711,1.16670,1.16706,393.22999999999996 +13.07.2018 02:50:00.000,1.16706,1.16720,1.16666,1.16678,477.68 +13.07.2018 02:55:00.000,1.16678,1.16695,1.16672,1.16695,252.53 +13.07.2018 03:00:00.000,1.16694,1.16694,1.16682,1.16687,264.21 +13.07.2018 03:05:00.000,1.16687,1.16688,1.16653,1.16669,534.25 +13.07.2018 03:10:00.000,1.16668,1.16669,1.16647,1.16658,497.32 +13.07.2018 03:15:00.000,1.16657,1.16668,1.16649,1.16652,528.09 +13.07.2018 03:20:00.000,1.16652,1.16658,1.16650,1.16653,410.78 +13.07.2018 03:25:00.000,1.16653,1.16664,1.16629,1.16642,347.84 +13.07.2018 03:30:00.000,1.16642,1.16647,1.16605,1.16623,679.8100000000001 +13.07.2018 03:35:00.000,1.16622,1.16628,1.16612,1.16624,392.31 +13.07.2018 03:40:00.000,1.16625,1.16644,1.16618,1.16642,378.65 +13.07.2018 03:45:00.000,1.16642,1.16669,1.16633,1.16636,712.59 +13.07.2018 03:50:00.000,1.16636,1.16654,1.16633,1.16633,860.3300000000002 +13.07.2018 03:55:00.000,1.16633,1.16643,1.16614,1.16614,499.92 +13.07.2018 04:00:00.000,1.16615,1.16644,1.16615,1.16635,682.0200000000001 +13.07.2018 04:05:00.000,1.16634,1.16648,1.16632,1.16640,198.31000000000003 +13.07.2018 04:10:00.000,1.16640,1.16654,1.16639,1.16649,338.55 +13.07.2018 04:15:00.000,1.16648,1.16658,1.16642,1.16651,239.37 +13.07.2018 04:20:00.000,1.16651,1.16656,1.16638,1.16653,279.26 +13.07.2018 04:25:00.000,1.16653,1.16654,1.16632,1.16639,293.9 +13.07.2018 04:30:00.000,1.16639,1.16645,1.16631,1.16635,291.19 +13.07.2018 04:35:00.000,1.16637,1.16643,1.16622,1.16628,268.99 +13.07.2018 04:40:00.000,1.16628,1.16630,1.16581,1.16597,539.5799999999999 +13.07.2018 04:45:00.000,1.16597,1.16603,1.16583,1.16585,492.36 +13.07.2018 04:50:00.000,1.16585,1.16591,1.16570,1.16589,576.8499999999999 +13.07.2018 04:55:00.000,1.16589,1.16589,1.16569,1.16570,560.96 +13.07.2018 05:00:00.000,1.16571,1.16581,1.16553,1.16573,823.1299999999999 +13.07.2018 05:05:00.000,1.16573,1.16581,1.16550,1.16572,486.68000000000006 +13.07.2018 05:10:00.000,1.16572,1.16586,1.16567,1.16567,466.25 +13.07.2018 05:15:00.000,1.16568,1.16573,1.16557,1.16568,441.28999999999996 +13.07.2018 05:20:00.000,1.16568,1.16569,1.16548,1.16553,514.72 +13.07.2018 05:25:00.000,1.16554,1.16559,1.16546,1.16551,525.88 +13.07.2018 05:30:00.000,1.16550,1.16587,1.16548,1.16585,377.09 +13.07.2018 05:35:00.000,1.16585,1.16600,1.16562,1.16576,448.98999999999995 +13.07.2018 05:40:00.000,1.16573,1.16573,1.16562,1.16569,270.67 +13.07.2018 05:45:00.000,1.16568,1.16604,1.16563,1.16600,450.86 +13.07.2018 05:50:00.000,1.16600,1.16624,1.16600,1.16610,612.8199999999999 +13.07.2018 05:55:00.000,1.16609,1.16635,1.16605,1.16635,643.7 +13.07.2018 06:00:00.000,1.16635,1.16635,1.16558,1.16584,700.8399999999999 +13.07.2018 06:05:00.000,1.16584,1.16595,1.16546,1.16554,838.6 +13.07.2018 06:10:00.000,1.16554,1.16573,1.16528,1.16556,885.21 +13.07.2018 06:15:00.000,1.16556,1.16557,1.16526,1.16528,888.55 +13.07.2018 06:20:00.000,1.16528,1.16561,1.16499,1.16551,935.1200000000001 +13.07.2018 06:25:00.000,1.16552,1.16623,1.16551,1.16603,1349.4299999999998 +13.07.2018 06:30:00.000,1.16602,1.16609,1.16562,1.16584,1061.75 +13.07.2018 06:35:00.000,1.16584,1.16613,1.16583,1.16606,758.07 +13.07.2018 06:40:00.000,1.16605,1.16628,1.16589,1.16590,672.92 +13.07.2018 06:45:00.000,1.16588,1.16588,1.16552,1.16557,708.46 +13.07.2018 06:50:00.000,1.16557,1.16557,1.16449,1.16450,1320.7 +13.07.2018 06:55:00.000,1.16450,1.16477,1.16423,1.16456,1143.75 +13.07.2018 07:00:00.000,1.16456,1.16499,1.16413,1.16494,1479.21 +13.07.2018 07:05:00.000,1.16492,1.16497,1.16433,1.16440,1218.16 +13.07.2018 07:10:00.000,1.16440,1.16440,1.16340,1.16360,1534.87 +13.07.2018 07:15:00.000,1.16360,1.16365,1.16283,1.16294,1937.35 +13.07.2018 07:20:00.000,1.16293,1.16337,1.16269,1.16333,1541.57 +13.07.2018 07:25:00.000,1.16331,1.16352,1.16323,1.16333,1596.2 +13.07.2018 07:30:00.000,1.16336,1.16347,1.16287,1.16332,3415.4199999999996 +13.07.2018 07:35:00.000,1.16332,1.16354,1.16319,1.16350,1252.89 +13.07.2018 07:40:00.000,1.16349,1.16351,1.16259,1.16260,1235.29 +13.07.2018 07:45:00.000,1.16260,1.16290,1.16249,1.16270,1389.71 +13.07.2018 07:50:00.000,1.16271,1.16327,1.16270,1.16326,1006.9399999999999 +13.07.2018 07:55:00.000,1.16324,1.16344,1.16299,1.16307,1339.26 +13.07.2018 08:00:00.000,1.16307,1.16325,1.16256,1.16325,1607.37 +13.07.2018 08:05:00.000,1.16323,1.16351,1.16315,1.16348,1287.99 +13.07.2018 08:10:00.000,1.16346,1.16362,1.16299,1.16299,1155.8700000000001 +13.07.2018 08:15:00.000,1.16302,1.16312,1.16200,1.16205,1450.26 +13.07.2018 08:20:00.000,1.16205,1.16232,1.16173,1.16212,1337.98 +13.07.2018 08:25:00.000,1.16209,1.16236,1.16165,1.16235,1137.1 +13.07.2018 08:30:00.000,1.16235,1.16236,1.16149,1.16216,1375.98 +13.07.2018 08:35:00.000,1.16217,1.16217,1.16151,1.16172,1592.17 +13.07.2018 08:40:00.000,1.16173,1.16184,1.16129,1.16165,1340.77 +13.07.2018 08:45:00.000,1.16165,1.16211,1.16165,1.16195,880.6399999999999 +13.07.2018 08:50:00.000,1.16192,1.16231,1.16179,1.16222,1058.38 +13.07.2018 08:55:00.000,1.16223,1.16273,1.16211,1.16269,1088.27 +13.07.2018 09:00:00.000,1.16269,1.16272,1.16239,1.16249,944.01 +13.07.2018 09:05:00.000,1.16250,1.16278,1.16243,1.16260,1209.5800000000002 +13.07.2018 09:10:00.000,1.16262,1.16266,1.16220,1.16241,1058.21 +13.07.2018 09:15:00.000,1.16244,1.16255,1.16192,1.16204,1276.48 +13.07.2018 09:20:00.000,1.16204,1.16226,1.16160,1.16223,1098.15 +13.07.2018 09:25:00.000,1.16223,1.16277,1.16218,1.16266,907.63 +13.07.2018 09:30:00.000,1.16267,1.16287,1.16218,1.16224,956.74 +13.07.2018 09:35:00.000,1.16225,1.16274,1.16218,1.16274,1305.83 +13.07.2018 09:40:00.000,1.16273,1.16313,1.16237,1.16290,1469.6100000000001 +13.07.2018 09:45:00.000,1.16288,1.16321,1.16266,1.16321,1057.23 +13.07.2018 09:50:00.000,1.16321,1.16334,1.16301,1.16311,1140.29 +13.07.2018 09:55:00.000,1.16311,1.16376,1.16310,1.16349,1351.32 +13.07.2018 10:00:00.000,1.16351,1.16375,1.16328,1.16328,1155.2 +13.07.2018 10:05:00.000,1.16328,1.16353,1.16319,1.16346,1164.35 +13.07.2018 10:10:00.000,1.16344,1.16368,1.16331,1.16334,988.3499999999999 +13.07.2018 10:15:00.000,1.16334,1.16349,1.16273,1.16291,1194.71 +13.07.2018 10:20:00.000,1.16290,1.16312,1.16250,1.16259,1130.75 +13.07.2018 10:25:00.000,1.16259,1.16276,1.16224,1.16251,1216.59 +13.07.2018 10:30:00.000,1.16250,1.16269,1.16237,1.16251,1216.46 +13.07.2018 10:35:00.000,1.16250,1.16264,1.16211,1.16242,1507.6399999999999 +13.07.2018 10:40:00.000,1.16241,1.16281,1.16238,1.16254,876.4000000000001 +13.07.2018 10:45:00.000,1.16256,1.16280,1.16239,1.16246,1081.71 +13.07.2018 10:50:00.000,1.16247,1.16272,1.16227,1.16244,1304.3700000000001 +13.07.2018 10:55:00.000,1.16243,1.16251,1.16219,1.16241,917.31 +13.07.2018 11:00:00.000,1.16241,1.16338,1.16228,1.16333,1075.96 +13.07.2018 11:05:00.000,1.16332,1.16343,1.16305,1.16323,1265.7800000000002 +13.07.2018 11:10:00.000,1.16323,1.16323,1.16268,1.16277,1151.92 +13.07.2018 11:15:00.000,1.16277,1.16287,1.16260,1.16262,1002.25 +13.07.2018 11:20:00.000,1.16260,1.16276,1.16237,1.16269,1086.94 +13.07.2018 11:25:00.000,1.16269,1.16270,1.16201,1.16201,1034 +13.07.2018 11:30:00.000,1.16201,1.16262,1.16186,1.16260,1281.4699999999998 +13.07.2018 11:35:00.000,1.16259,1.16306,1.16237,1.16242,1430.5700000000002 +13.07.2018 11:40:00.000,1.16242,1.16273,1.16234,1.16260,1091.24 +13.07.2018 11:45:00.000,1.16260,1.16297,1.16253,1.16295,1022.8100000000001 +13.07.2018 11:50:00.000,1.16294,1.16294,1.16250,1.16281,1124.81 +13.07.2018 11:55:00.000,1.16280,1.16305,1.16242,1.16261,1261.05 +13.07.2018 12:00:00.000,1.16263,1.16368,1.16251,1.16354,1757.42 +13.07.2018 12:05:00.000,1.16355,1.16357,1.16325,1.16341,1332.29 +13.07.2018 12:10:00.000,1.16341,1.16430,1.16328,1.16430,1814.4499999999998 +13.07.2018 12:15:00.000,1.16430,1.16430,1.16376,1.16381,1562.25 +13.07.2018 12:20:00.000,1.16384,1.16438,1.16380,1.16401,1497.2200000000003 +13.07.2018 12:25:00.000,1.16401,1.16412,1.16386,1.16405,1182.81 +13.07.2018 12:30:00.000,1.16406,1.16444,1.16402,1.16406,1503.18 +13.07.2018 12:35:00.000,1.16407,1.16427,1.16397,1.16406,1136.42 +13.07.2018 12:40:00.000,1.16406,1.16431,1.16390,1.16403,1018.95 +13.07.2018 12:45:00.000,1.16404,1.16408,1.16360,1.16367,1353.6999999999998 +13.07.2018 12:50:00.000,1.16368,1.16401,1.16366,1.16395,1219.6299999999999 +13.07.2018 12:55:00.000,1.16395,1.16468,1.16390,1.16449,1388.54 +13.07.2018 13:00:00.000,1.16449,1.16472,1.16408,1.16426,1366.7800000000002 +13.07.2018 13:05:00.000,1.16425,1.16482,1.16414,1.16464,1567.81 +13.07.2018 13:10:00.000,1.16462,1.16481,1.16435,1.16462,1388.03 +13.07.2018 13:15:00.000,1.16461,1.16472,1.16425,1.16425,1186.8899999999999 +13.07.2018 13:20:00.000,1.16427,1.16444,1.16395,1.16429,1592.7900000000002 +13.07.2018 13:25:00.000,1.16428,1.16437,1.16374,1.16418,1525.06 +13.07.2018 13:30:00.000,1.16418,1.16449,1.16399,1.16426,1597.8499999999997 +13.07.2018 13:35:00.000,1.16426,1.16440,1.16385,1.16411,1457.0900000000001 +13.07.2018 13:40:00.000,1.16410,1.16446,1.16405,1.16444,1497.7099999999998 +13.07.2018 13:45:00.000,1.16443,1.16470,1.16427,1.16443,1285.95 +13.07.2018 13:50:00.000,1.16442,1.16458,1.16410,1.16418,1223.11 +13.07.2018 13:55:00.000,1.16419,1.16432,1.16400,1.16414,1142.72 +13.07.2018 14:00:00.000,1.16411,1.16548,1.16397,1.16485,1828.11 +13.07.2018 14:05:00.000,1.16486,1.16495,1.16445,1.16476,1202.42 +13.07.2018 14:10:00.000,1.16476,1.16490,1.16435,1.16440,1087.37 +13.07.2018 14:15:00.000,1.16441,1.16482,1.16417,1.16481,1074.4900000000002 +13.07.2018 14:20:00.000,1.16483,1.16556,1.16482,1.16532,1342.29 +13.07.2018 14:25:00.000,1.16533,1.16550,1.16519,1.16531,1185.77 +13.07.2018 14:30:00.000,1.16527,1.16533,1.16469,1.16480,1579.8600000000001 +13.07.2018 14:35:00.000,1.16481,1.16498,1.16465,1.16488,906.24 +13.07.2018 14:40:00.000,1.16487,1.16518,1.16476,1.16507,1204.02 +13.07.2018 14:45:00.000,1.16506,1.16576,1.16506,1.16576,1374.29 +13.07.2018 14:50:00.000,1.16578,1.16656,1.16571,1.16655,1746.26 +13.07.2018 14:55:00.000,1.16657,1.16690,1.16627,1.16667,1628.96 +13.07.2018 15:00:00.000,1.16665,1.16711,1.16649,1.16664,1667.7899999999997 +13.07.2018 15:05:00.000,1.16665,1.16691,1.16643,1.16650,1457.8599999999997 +13.07.2018 15:10:00.000,1.16650,1.16657,1.16633,1.16644,1219.57 +13.07.2018 15:15:00.000,1.16643,1.16654,1.16624,1.16634,1303.57 +13.07.2018 15:20:00.000,1.16635,1.16635,1.16589,1.16610,1409.2700000000002 +13.07.2018 15:25:00.000,1.16608,1.16707,1.16598,1.16707,1538.77 +13.07.2018 15:30:00.000,1.16711,1.16722,1.16654,1.16659,1287.06 +13.07.2018 15:35:00.000,1.16658,1.16671,1.16631,1.16653,1244.96 +13.07.2018 15:40:00.000,1.16653,1.16712,1.16646,1.16697,1486.3700000000001 +13.07.2018 15:45:00.000,1.16696,1.16702,1.16673,1.16689,1371.3799999999999 +13.07.2018 15:50:00.000,1.16689,1.16727,1.16687,1.16713,886.8 +13.07.2018 15:55:00.000,1.16713,1.16721,1.16665,1.16665,1005.91 +13.07.2018 16:00:00.000,1.16665,1.16696,1.16664,1.16685,1172.43 +13.07.2018 16:05:00.000,1.16684,1.16698,1.16659,1.16665,823.54 +13.07.2018 16:10:00.000,1.16666,1.16695,1.16665,1.16692,922.8399999999999 +13.07.2018 16:15:00.000,1.16694,1.16701,1.16659,1.16660,975.74 +13.07.2018 16:20:00.000,1.16656,1.16710,1.16653,1.16690,937.44 +13.07.2018 16:25:00.000,1.16689,1.16736,1.16675,1.16735,1005.9300000000001 +13.07.2018 16:30:00.000,1.16735,1.16735,1.16691,1.16694,894.7499999999999 +13.07.2018 16:35:00.000,1.16693,1.16716,1.16689,1.16709,766.8199999999999 +13.07.2018 16:40:00.000,1.16710,1.16731,1.16689,1.16701,662.57 +13.07.2018 16:45:00.000,1.16704,1.16725,1.16691,1.16710,773.88 +13.07.2018 16:50:00.000,1.16713,1.16776,1.16713,1.16735,804.32 +13.07.2018 16:55:00.000,1.16734,1.16758,1.16719,1.16733,907.5099999999999 +13.07.2018 17:00:00.000,1.16733,1.16751,1.16704,1.16706,953.59 +13.07.2018 17:05:00.000,1.16706,1.16721,1.16692,1.16700,847.66 +13.07.2018 17:10:00.000,1.16700,1.16710,1.16691,1.16703,563.65 +13.07.2018 17:15:00.000,1.16702,1.16710,1.16680,1.16690,942.79 +13.07.2018 17:20:00.000,1.16691,1.16704,1.16670,1.16670,983.27 +13.07.2018 17:25:00.000,1.16670,1.16683,1.16660,1.16677,885.2500000000001 +13.07.2018 17:30:00.000,1.16677,1.16685,1.16663,1.16672,594.03 +13.07.2018 17:35:00.000,1.16673,1.16691,1.16666,1.16686,441.23 +13.07.2018 17:40:00.000,1.16687,1.16699,1.16670,1.16690,595.83 +13.07.2018 17:45:00.000,1.16691,1.16728,1.16691,1.16724,722.5999999999999 +13.07.2018 17:50:00.000,1.16724,1.16732,1.16705,1.16716,694.6500000000001 +13.07.2018 17:55:00.000,1.16718,1.16755,1.16705,1.16755,965.8499999999999 +13.07.2018 18:00:00.000,1.16756,1.16782,1.16739,1.16759,801.38 +13.07.2018 18:05:00.000,1.16759,1.16806,1.16757,1.16796,994.54 +13.07.2018 18:10:00.000,1.16795,1.16823,1.16781,1.16820,1018.32 +13.07.2018 18:15:00.000,1.16821,1.16828,1.16777,1.16780,993.0199999999999 +13.07.2018 18:20:00.000,1.16780,1.16800,1.16775,1.16781,715.15 +13.07.2018 18:25:00.000,1.16781,1.16812,1.16781,1.16806,736.0800000000002 +13.07.2018 18:30:00.000,1.16805,1.16808,1.16771,1.16777,554.11 +13.07.2018 18:35:00.000,1.16777,1.16790,1.16771,1.16786,330.15 +13.07.2018 18:40:00.000,1.16783,1.16810,1.16781,1.16793,342.57 +13.07.2018 18:45:00.000,1.16792,1.16799,1.16776,1.16776,358.35 +13.07.2018 18:50:00.000,1.16776,1.16782,1.16770,1.16776,540.75 +13.07.2018 18:55:00.000,1.16776,1.16785,1.16763,1.16767,428.34999999999997 +13.07.2018 19:00:00.000,1.16768,1.16782,1.16757,1.16767,726.8499999999999 +13.07.2018 19:05:00.000,1.16767,1.16782,1.16760,1.16766,554.64 +13.07.2018 19:10:00.000,1.16767,1.16781,1.16766,1.16774,632.0999999999999 +13.07.2018 19:15:00.000,1.16774,1.16782,1.16765,1.16766,544.9300000000001 +13.07.2018 19:20:00.000,1.16765,1.16781,1.16757,1.16772,691.16 +13.07.2018 19:25:00.000,1.16772,1.16776,1.16759,1.16761,613.91 +13.07.2018 19:30:00.000,1.16762,1.16774,1.16758,1.16767,471.94 +13.07.2018 19:35:00.000,1.16767,1.16784,1.16765,1.16782,404.39 +13.07.2018 19:40:00.000,1.16781,1.16794,1.16778,1.16790,805.1299999999999 +13.07.2018 19:45:00.000,1.16793,1.16813,1.16781,1.16810,698.49 +13.07.2018 19:50:00.000,1.16812,1.16816,1.16779,1.16805,773.75 +13.07.2018 19:55:00.000,1.16804,1.16838,1.16799,1.16810,866.71 +13.07.2018 20:00:00.000,1.16812,1.16830,1.16809,1.16821,512.35 +13.07.2018 20:05:00.000,1.16822,1.16843,1.16818,1.16833,524.68 +13.07.2018 20:10:00.000,1.16833,1.16857,1.16833,1.16834,418.83000000000004 +13.07.2018 20:15:00.000,1.16834,1.16856,1.16834,1.16846,461.82 +13.07.2018 20:20:00.000,1.16848,1.16851,1.16834,1.16837,385.87000000000006 +13.07.2018 20:25:00.000,1.16837,1.16846,1.16831,1.16846,230.88 +13.07.2018 20:30:00.000,1.16846,1.16858,1.16846,1.16857,271.81 +13.07.2018 20:35:00.000,1.16857,1.16858,1.16841,1.16841,248.45 +13.07.2018 20:40:00.000,1.16844,1.16846,1.16823,1.16830,379.14 +13.07.2018 20:45:00.000,1.16830,1.16865,1.16823,1.16860,266.48 +13.07.2018 20:50:00.000,1.16860,1.16864,1.16849,1.16858,398.42 +13.07.2018 20:55:00.000,1.16858,1.16868,1.16843,1.16843,303.97 +15.07.2018 21:00:00.000,1.16896,1.16910,1.16848,1.16850,44.28 +15.07.2018 21:05:00.000,1.16850,1.16870,1.16815,1.16870,276.69 +15.07.2018 21:10:00.000,1.16870,1.16873,1.16857,1.16873,213.82999999999998 +15.07.2018 21:15:00.000,1.16872,1.16878,1.16870,1.16876,89.61 +15.07.2018 21:20:00.000,1.16876,1.16912,1.16865,1.16875,295.75 +15.07.2018 21:25:00.000,1.16876,1.16880,1.16872,1.16874,304.6 +15.07.2018 21:30:00.000,1.16875,1.16880,1.16872,1.16872,92.87 +15.07.2018 21:35:00.000,1.16872,1.16875,1.16864,1.16866,97.62 +15.07.2018 21:40:00.000,1.16868,1.16870,1.16860,1.16866,99.16 +15.07.2018 21:45:00.000,1.16862,1.16867,1.16859,1.16860,202.72999999999996 +15.07.2018 21:50:00.000,1.16860,1.16886,1.16851,1.16865,177.35 +15.07.2018 21:55:00.000,1.16866,1.16868,1.16851,1.16852,257.11 +15.07.2018 22:00:00.000,1.16854,1.16854,1.16787,1.16794,306.17 +15.07.2018 22:05:00.000,1.16794,1.16813,1.16791,1.16813,540.1299999999999 +15.07.2018 22:10:00.000,1.16813,1.16823,1.16803,1.16822,254.5 +15.07.2018 22:15:00.000,1.16823,1.16829,1.16818,1.16819,187.92999999999998 +15.07.2018 22:20:00.000,1.16818,1.16824,1.16818,1.16821,307.53 +15.07.2018 22:25:00.000,1.16822,1.16824,1.16808,1.16808,195.03 +15.07.2018 22:30:00.000,1.16808,1.16811,1.16799,1.16807,249.90000000000003 +15.07.2018 22:35:00.000,1.16808,1.16808,1.16797,1.16798,386.97999999999996 +15.07.2018 22:40:00.000,1.16798,1.16829,1.16798,1.16822,199.69 +15.07.2018 22:45:00.000,1.16822,1.16824,1.16813,1.16819,259.81 +15.07.2018 22:50:00.000,1.16816,1.16841,1.16813,1.16840,234.07 +15.07.2018 22:55:00.000,1.16842,1.16843,1.16828,1.16829,257.75 +15.07.2018 23:00:00.000,1.16829,1.16837,1.16812,1.16813,355.24 +15.07.2018 23:05:00.000,1.16814,1.16816,1.16794,1.16798,342.40999999999997 +15.07.2018 23:10:00.000,1.16798,1.16803,1.16785,1.16798,360.17999999999995 +15.07.2018 23:15:00.000,1.16797,1.16802,1.16792,1.16796,311.59999999999997 +15.07.2018 23:20:00.000,1.16794,1.16800,1.16793,1.16799,215.20999999999998 +15.07.2018 23:25:00.000,1.16800,1.16820,1.16800,1.16814,176.07999999999998 +15.07.2018 23:30:00.000,1.16814,1.16818,1.16805,1.16808,196.92000000000002 +15.07.2018 23:35:00.000,1.16809,1.16819,1.16802,1.16802,161.29 +15.07.2018 23:40:00.000,1.16803,1.16805,1.16770,1.16772,385.19 +15.07.2018 23:45:00.000,1.16775,1.16779,1.16772,1.16772,339.14 +15.07.2018 23:50:00.000,1.16772,1.16781,1.16772,1.16777,283.90999999999997 +15.07.2018 23:55:00.000,1.16777,1.16787,1.16776,1.16783,328.48 +16.07.2018 00:00:00.000,1.16783,1.16794,1.16778,1.16793,389.76 +16.07.2018 00:05:00.000,1.16793,1.16795,1.16767,1.16769,308.38 +16.07.2018 00:10:00.000,1.16767,1.16774,1.16756,1.16762,582.16 +16.07.2018 00:15:00.000,1.16762,1.16787,1.16761,1.16777,480.33 +16.07.2018 00:20:00.000,1.16778,1.16784,1.16757,1.16759,366.73 +16.07.2018 00:25:00.000,1.16761,1.16809,1.16761,1.16809,344.17999999999995 +16.07.2018 00:30:00.000,1.16810,1.16810,1.16789,1.16804,463.65 +16.07.2018 00:35:00.000,1.16805,1.16836,1.16804,1.16824,711.57 +16.07.2018 00:40:00.000,1.16824,1.16838,1.16823,1.16834,643.46 +16.07.2018 00:45:00.000,1.16834,1.16849,1.16822,1.16844,453.30999999999995 +16.07.2018 00:50:00.000,1.16843,1.16849,1.16830,1.16830,491.33000000000004 +16.07.2018 00:55:00.000,1.16830,1.16842,1.16823,1.16839,463.07 +16.07.2018 01:00:00.000,1.16839,1.16865,1.16829,1.16833,671.04 +16.07.2018 01:05:00.000,1.16833,1.16846,1.16833,1.16833,297.92 +16.07.2018 01:10:00.000,1.16835,1.16850,1.16829,1.16833,314.5 +16.07.2018 01:15:00.000,1.16833,1.16834,1.16797,1.16815,624.7599999999999 +16.07.2018 01:20:00.000,1.16816,1.16847,1.16810,1.16833,602.8399999999999 +16.07.2018 01:25:00.000,1.16833,1.16839,1.16812,1.16812,417.76 +16.07.2018 01:30:00.000,1.16812,1.16888,1.16807,1.16883,871.23 +16.07.2018 01:35:00.000,1.16883,1.16888,1.16844,1.16844,864.78 +16.07.2018 01:40:00.000,1.16844,1.16855,1.16839,1.16842,969.75 +16.07.2018 01:45:00.000,1.16843,1.16857,1.16818,1.16838,904.38 +16.07.2018 01:50:00.000,1.16839,1.16847,1.16824,1.16839,486.57 +16.07.2018 01:55:00.000,1.16838,1.16852,1.16818,1.16848,668.05 +16.07.2018 02:00:00.000,1.16849,1.16872,1.16833,1.16844,741.29 +16.07.2018 02:05:00.000,1.16844,1.16846,1.16798,1.16808,953.26 +16.07.2018 02:10:00.000,1.16807,1.16835,1.16807,1.16818,708.3199999999999 +16.07.2018 02:15:00.000,1.16817,1.16833,1.16797,1.16802,726.8599999999999 +16.07.2018 02:20:00.000,1.16803,1.16830,1.16802,1.16814,566.49 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03:35:00.000,1.16858,1.16859,1.16840,1.16849,291.10999999999996 +16.07.2018 03:40:00.000,1.16849,1.16849,1.16844,1.16849,328.22999999999996 +16.07.2018 03:45:00.000,1.16849,1.16855,1.16848,1.16849,214.89 +16.07.2018 03:50:00.000,1.16850,1.16850,1.16839,1.16841,190.59000000000003 +16.07.2018 03:55:00.000,1.16840,1.16841,1.16831,1.16834,364.69000000000005 +16.07.2018 04:00:00.000,1.16834,1.16852,1.16834,1.16841,198.08 +16.07.2018 04:05:00.000,1.16841,1.16846,1.16833,1.16834,279.9 +16.07.2018 04:10:00.000,1.16834,1.16845,1.16834,1.16834,299.04999999999995 +16.07.2018 04:15:00.000,1.16834,1.16844,1.16834,1.16840,147.19 +16.07.2018 04:20:00.000,1.16840,1.16849,1.16825,1.16849,369.49 +16.07.2018 04:25:00.000,1.16850,1.16852,1.16843,1.16846,270.96 +16.07.2018 04:30:00.000,1.16848,1.16858,1.16840,1.16844,318.1 +16.07.2018 04:35:00.000,1.16844,1.16853,1.16840,1.16851,308.48 +16.07.2018 04:40:00.000,1.16851,1.16859,1.16848,1.16849,206.05000000000004 +16.07.2018 04:45:00.000,1.16849,1.16860,1.16848,1.16858,197.41 +16.07.2018 04:50:00.000,1.16858,1.16865,1.16853,1.16865,258.58000000000004 +16.07.2018 04:55:00.000,1.16864,1.16875,1.16856,1.16860,487.36 +16.07.2018 05:00:00.000,1.16860,1.16906,1.16860,1.16902,492.98999999999995 +16.07.2018 05:05:00.000,1.16904,1.16930,1.16900,1.16917,629.71 +16.07.2018 05:10:00.000,1.16916,1.16948,1.16913,1.16944,526.9 +16.07.2018 05:15:00.000,1.16945,1.16945,1.16924,1.16934,582.97 +16.07.2018 05:20:00.000,1.16933,1.16944,1.16926,1.16935,492.37999999999994 +16.07.2018 05:25:00.000,1.16935,1.16943,1.16929,1.16934,374.07 +16.07.2018 05:30:00.000,1.16934,1.16937,1.16913,1.16919,507.6 +16.07.2018 05:35:00.000,1.16919,1.16934,1.16914,1.16925,436.60999999999996 +16.07.2018 05:40:00.000,1.16925,1.16982,1.16924,1.16948,672.69 +16.07.2018 05:45:00.000,1.16951,1.17020,1.16939,1.17020,856.23 +16.07.2018 05:50:00.000,1.17021,1.17070,1.16996,1.17043,839.21 +16.07.2018 05:55:00.000,1.17044,1.17044,1.17022,1.17023,825.76 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07:10:00.000,1.16988,1.16993,1.16946,1.16958,1423.0400000000002 +16.07.2018 07:15:00.000,1.16957,1.16965,1.16899,1.16912,1961.38 +16.07.2018 07:20:00.000,1.16911,1.16928,1.16881,1.16888,1422.42 +16.07.2018 07:25:00.000,1.16886,1.16917,1.16874,1.16908,1178.15 +16.07.2018 07:30:00.000,1.16908,1.16931,1.16895,1.16904,1417.58 +16.07.2018 07:35:00.000,1.16904,1.16915,1.16880,1.16896,1182.17 +16.07.2018 07:40:00.000,1.16896,1.16924,1.16851,1.16852,1013.9200000000001 +16.07.2018 07:45:00.000,1.16854,1.16889,1.16854,1.16885,1161.51 +16.07.2018 07:50:00.000,1.16884,1.16906,1.16859,1.16905,1258.22 +16.07.2018 07:55:00.000,1.16903,1.16926,1.16898,1.16913,1293.29 +16.07.2018 08:00:00.000,1.16912,1.16935,1.16895,1.16895,1554.9099999999999 +16.07.2018 08:05:00.000,1.16897,1.16926,1.16875,1.16892,1423.1 +16.07.2018 08:10:00.000,1.16892,1.16960,1.16889,1.16934,1816.5700000000002 +16.07.2018 08:15:00.000,1.16937,1.16979,1.16919,1.16952,1600.19 +16.07.2018 08:20:00.000,1.16951,1.16966,1.16918,1.16941,1169.88 +16.07.2018 08:25:00.000,1.16940,1.16960,1.16921,1.16959,1163.04 +16.07.2018 08:30:00.000,1.16960,1.16964,1.16928,1.16945,1307.8200000000002 +16.07.2018 08:35:00.000,1.16945,1.16967,1.16929,1.16934,1210.3400000000001 +16.07.2018 08:40:00.000,1.16933,1.16935,1.16918,1.16924,752.3500000000001 +16.07.2018 08:45:00.000,1.16926,1.16958,1.16919,1.16955,748.0200000000001 +16.07.2018 08:50:00.000,1.16958,1.17020,1.16956,1.17000,1056.93 +16.07.2018 08:55:00.000,1.16999,1.17010,1.16960,1.16964,1102.42 +16.07.2018 09:00:00.000,1.16964,1.16989,1.16936,1.16975,1547.6799999999998 +16.07.2018 09:05:00.000,1.16975,1.16988,1.16960,1.16969,1180.89 +16.07.2018 09:10:00.000,1.16970,1.16997,1.16949,1.16988,1324.23 +16.07.2018 09:15:00.000,1.16989,1.17025,1.16984,1.16996,1259.77 +16.07.2018 09:20:00.000,1.16994,1.17018,1.16990,1.17016,1099.19 +16.07.2018 09:25:00.000,1.17015,1.17049,1.17015,1.17029,1490.4399999999998 +16.07.2018 09:30:00.000,1.17029,1.17097,1.17028,1.17072,1392.6 +16.07.2018 09:35:00.000,1.17072,1.17083,1.17047,1.17056,1397.81 +16.07.2018 09:40:00.000,1.17056,1.17078,1.17015,1.17026,1168.77 +16.07.2018 09:45:00.000,1.17025,1.17048,1.17014,1.17033,983.8 +16.07.2018 09:50:00.000,1.17034,1.17061,1.17031,1.17055,1388.3600000000001 +16.07.2018 09:55:00.000,1.17054,1.17075,1.17040,1.17054,1352.1200000000001 +16.07.2018 10:00:00.000,1.17054,1.17075,1.17039,1.17055,1141.4499999999998 +16.07.2018 10:05:00.000,1.17056,1.17098,1.17049,1.17089,1058.83 +16.07.2018 10:10:00.000,1.17090,1.17105,1.17084,1.17093,1051.51 +16.07.2018 10:15:00.000,1.17093,1.17101,1.17053,1.17055,1083.0800000000002 +16.07.2018 10:20:00.000,1.17053,1.17079,1.17053,1.17061,1109.24 +16.07.2018 10:25:00.000,1.17061,1.17083,1.17060,1.17062,1237.8899999999999 +16.07.2018 10:30:00.000,1.17062,1.17062,1.17042,1.17052,1054.8 +16.07.2018 10:35:00.000,1.17052,1.17071,1.17043,1.17058,996.21 +16.07.2018 10:40:00.000,1.17058,1.17081,1.17057,1.17074,572.8499999999999 +16.07.2018 10:45:00.000,1.17074,1.17099,1.17072,1.17091,916.9099999999999 +16.07.2018 10:50:00.000,1.17091,1.17137,1.17089,1.17129,1337.29 +16.07.2018 10:55:00.000,1.17128,1.17172,1.17128,1.17158,1418.33 +16.07.2018 11:00:00.000,1.17158,1.17189,1.17142,1.17188,1081.24 +16.07.2018 11:05:00.000,1.17188,1.17215,1.17183,1.17212,1069.29 +16.07.2018 11:10:00.000,1.17212,1.17218,1.17197,1.17211,1008.49 +16.07.2018 11:15:00.000,1.17209,1.17246,1.17203,1.17233,1067.21 +16.07.2018 11:20:00.000,1.17232,1.17239,1.17218,1.17223,1471.18 +16.07.2018 11:25:00.000,1.17222,1.17248,1.17217,1.17246,1083.17 +16.07.2018 11:30:00.000,1.17246,1.17253,1.17225,1.17225,1613.85 +16.07.2018 11:35:00.000,1.17226,1.17230,1.17204,1.17214,1302.2 +16.07.2018 11:40:00.000,1.17215,1.17217,1.17172,1.17178,1422.1 +16.07.2018 11:45:00.000,1.17178,1.17187,1.17143,1.17150,1253.3700000000001 +16.07.2018 11:50:00.000,1.17150,1.17189,1.17150,1.17176,938.8599999999999 +16.07.2018 11:55:00.000,1.17176,1.17182,1.17144,1.17157,1132.69 +16.07.2018 12:00:00.000,1.17162,1.17180,1.17143,1.17165,1360.5500000000002 +16.07.2018 12:05:00.000,1.17167,1.17194,1.17162,1.17189,771.4600000000002 +16.07.2018 12:10:00.000,1.17188,1.17212,1.17181,1.17201,1020.39 +16.07.2018 12:15:00.000,1.17200,1.17208,1.17174,1.17178,934.96 +16.07.2018 12:20:00.000,1.17178,1.17223,1.17165,1.17205,1221.1299999999999 +16.07.2018 12:25:00.000,1.17204,1.17210,1.17176,1.17181,796.11 +16.07.2018 12:30:00.000,1.17182,1.17224,1.17087,1.17107,1597.6699999999998 +16.07.2018 12:35:00.000,1.17106,1.17117,1.17079,1.17105,1320.66 +16.07.2018 12:40:00.000,1.17107,1.17149,1.17088,1.17131,1004.32 +16.07.2018 12:45:00.000,1.17129,1.17161,1.17125,1.17159,1082.45 +16.07.2018 12:50:00.000,1.17158,1.17171,1.17148,1.17162,849.83 +16.07.2018 12:55:00.000,1.17162,1.17162,1.17098,1.17100,1025.39 +16.07.2018 13:00:00.000,1.17101,1.17123,1.17073,1.17074,1291.9099999999999 +16.07.2018 13:05:00.000,1.17075,1.17094,1.17067,1.17074,823.5 +16.07.2018 13:10:00.000,1.17074,1.17074,1.17034,1.17046,1119.93 +16.07.2018 13:15:00.000,1.17046,1.17072,1.17034,1.17069,1161.53 +16.07.2018 13:20:00.000,1.17069,1.17088,1.17050,1.17073,1111.83 +16.07.2018 13:25:00.000,1.17074,1.17097,1.17074,1.17091,993.5600000000002 +16.07.2018 13:30:00.000,1.17090,1.17091,1.17046,1.17056,1335.82 +16.07.2018 13:35:00.000,1.17056,1.17075,1.17035,1.17071,1327.7299999999998 +16.07.2018 13:40:00.000,1.17071,1.17092,1.17063,1.17090,1178.62 +16.07.2018 13:45:00.000,1.17089,1.17147,1.17084,1.17133,1635.33 +16.07.2018 13:50:00.000,1.17134,1.17134,1.17089,1.17098,1307.83 +16.07.2018 13:55:00.000,1.17102,1.17179,1.17085,1.17179,1572.0600000000002 +16.07.2018 14:00:00.000,1.17180,1.17204,1.17173,1.17204,1297.3500000000001 +16.07.2018 14:05:00.000,1.17204,1.17238,1.17181,1.17200,1591.97 +16.07.2018 14:10:00.000,1.17200,1.17214,1.17143,1.17153,1765.6 +16.07.2018 14:15:00.000,1.17153,1.17172,1.17141,1.17162,1523.0400000000002 +16.07.2018 14:20:00.000,1.17163,1.17210,1.17162,1.17167,1307.6000000000001 +16.07.2018 14:25:00.000,1.17169,1.17202,1.17146,1.17169,1155.79 +16.07.2018 14:30:00.000,1.17168,1.17203,1.17134,1.17145,1517.4500000000003 +16.07.2018 14:35:00.000,1.17146,1.17195,1.17145,1.17164,1250.41 +16.07.2018 14:40:00.000,1.17163,1.17167,1.17121,1.17125,1188.4399999999998 +16.07.2018 14:45:00.000,1.17124,1.17159,1.17051,1.17062,2035.1999999999998 +16.07.2018 14:50:00.000,1.17061,1.17106,1.17043,1.17089,1355.8799999999999 +16.07.2018 14:55:00.000,1.17089,1.17105,1.17050,1.17085,2066.65 +16.07.2018 15:00:00.000,1.17085,1.17095,1.17063,1.17077,1594.56 +16.07.2018 15:05:00.000,1.17076,1.17093,1.17059,1.17063,1372.87 +16.07.2018 15:10:00.000,1.17061,1.17137,1.17058,1.17130,1494.1599999999999 +16.07.2018 15:15:00.000,1.17132,1.17137,1.17071,1.17079,1636.0900000000001 +16.07.2018 15:20:00.000,1.17078,1.17101,1.17066,1.17067,1306.63 +16.07.2018 15:25:00.000,1.17066,1.17092,1.17065,1.17078,1112.37 +16.07.2018 15:30:00.000,1.17077,1.17086,1.17020,1.17035,1477.2400000000002 +16.07.2018 15:35:00.000,1.17035,1.17068,1.17034,1.17056,1165.69 +16.07.2018 15:40:00.000,1.17056,1.17082,1.17053,1.17071,1119.04 +16.07.2018 15:45:00.000,1.17071,1.17074,1.17044,1.17055,787.25 +16.07.2018 15:50:00.000,1.17056,1.17072,1.17044,1.17052,797.74 +16.07.2018 15:55:00.000,1.17051,1.17120,1.17047,1.17112,929.65 +16.07.2018 16:00:00.000,1.17113,1.17128,1.17094,1.17119,929.5500000000001 +16.07.2018 16:05:00.000,1.17118,1.17118,1.17075,1.17091,824.51 +16.07.2018 16:10:00.000,1.17094,1.17112,1.17088,1.17103,599.24 +16.07.2018 16:15:00.000,1.17103,1.17106,1.17074,1.17087,683.7900000000001 +16.07.2018 16:20:00.000,1.17087,1.17112,1.17087,1.17107,610.66 +16.07.2018 16:25:00.000,1.17108,1.17115,1.17009,1.17009,1066.98 +16.07.2018 16:30:00.000,1.17009,1.17018,1.16950,1.16959,1460.0300000000002 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17:45:00.000,1.17126,1.17149,1.17093,1.17096,721.28 +16.07.2018 17:50:00.000,1.17097,1.17132,1.17093,1.17120,780.09 +16.07.2018 17:55:00.000,1.17120,1.17128,1.17095,1.17102,716.6500000000001 +16.07.2018 18:00:00.000,1.17101,1.17131,1.17101,1.17123,750.6 +16.07.2018 18:05:00.000,1.17125,1.17137,1.17107,1.17137,349.76 +16.07.2018 18:10:00.000,1.17136,1.17137,1.17112,1.17125,608.33 +16.07.2018 18:15:00.000,1.17124,1.17147,1.17123,1.17144,657.4100000000001 +16.07.2018 18:20:00.000,1.17145,1.17156,1.17133,1.17146,824.97 +16.07.2018 18:25:00.000,1.17147,1.17162,1.17143,1.17155,586.59 +16.07.2018 18:30:00.000,1.17156,1.17182,1.17153,1.17170,626 +16.07.2018 18:35:00.000,1.17170,1.17170,1.17145,1.17146,515.87 +16.07.2018 18:40:00.000,1.17148,1.17162,1.17136,1.17157,573.3900000000001 +16.07.2018 18:45:00.000,1.17157,1.17160,1.17145,1.17157,620.4399999999999 +16.07.2018 18:50:00.000,1.17157,1.17158,1.17143,1.17150,529.3199999999999 +16.07.2018 18:55:00.000,1.17150,1.17150,1.17120,1.17138,792.8399999999999 +16.07.2018 19:00:00.000,1.17139,1.17151,1.17132,1.17142,610.17 +16.07.2018 19:05:00.000,1.17143,1.17154,1.17133,1.17148,592.2 +16.07.2018 19:10:00.000,1.17148,1.17148,1.17121,1.17123,457.06999999999994 +16.07.2018 19:15:00.000,1.17122,1.17149,1.17121,1.17142,488.78 +16.07.2018 19:20:00.000,1.17141,1.17148,1.17128,1.17148,713.98 +16.07.2018 19:25:00.000,1.17148,1.17150,1.17126,1.17143,565.87 +16.07.2018 19:30:00.000,1.17142,1.17159,1.17140,1.17154,558.06 +16.07.2018 19:35:00.000,1.17157,1.17159,1.17146,1.17148,429.92 +16.07.2018 19:40:00.000,1.17148,1.17163,1.17146,1.17151,461.33000000000004 +16.07.2018 19:45:00.000,1.17151,1.17151,1.17120,1.17120,699.16 +16.07.2018 19:50:00.000,1.17120,1.17123,1.17100,1.17100,741.4599999999999 +16.07.2018 19:55:00.000,1.17101,1.17116,1.17096,1.17105,630.88 +16.07.2018 20:00:00.000,1.17105,1.17126,1.17102,1.17116,295.03 +16.07.2018 20:05:00.000,1.17120,1.17142,1.17120,1.17122,397.86 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21:25:00.000,1.17125,1.17129,1.17122,1.17125,190.73000000000002 +16.07.2018 21:30:00.000,1.17127,1.17135,1.17115,1.17122,332.42 +16.07.2018 21:35:00.000,1.17122,1.17128,1.17112,1.17122,225.18 +16.07.2018 21:40:00.000,1.17122,1.17125,1.17105,1.17110,309.46 +16.07.2018 21:45:00.000,1.17109,1.17112,1.17108,1.17108,175.05 +16.07.2018 21:50:00.000,1.17108,1.17109,1.17105,1.17107,125.69 +16.07.2018 21:55:00.000,1.17108,1.17109,1.17098,1.17098,301.18 +16.07.2018 22:00:00.000,1.17098,1.17119,1.17098,1.17112,313.15 +16.07.2018 22:05:00.000,1.17112,1.17117,1.17101,1.17116,395.07 +16.07.2018 22:10:00.000,1.17117,1.17117,1.17111,1.17112,259.9 +16.07.2018 22:15:00.000,1.17113,1.17113,1.17097,1.17102,326.19000000000005 +16.07.2018 22:20:00.000,1.17103,1.17112,1.17101,1.17102,222.6 +16.07.2018 22:25:00.000,1.17104,1.17109,1.17104,1.17107,333.24 +16.07.2018 22:30:00.000,1.17106,1.17113,1.17101,1.17107,222.92999999999998 +16.07.2018 22:35:00.000,1.17106,1.17109,1.17097,1.17108,224.94 +16.07.2018 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23:55:00.000,1.17059,1.17098,1.17059,1.17090,380.35 +17.07.2018 00:00:00.000,1.17090,1.17120,1.17090,1.17110,661.33 +17.07.2018 00:05:00.000,1.17110,1.17123,1.17103,1.17116,651.3999999999999 +17.07.2018 00:10:00.000,1.17116,1.17125,1.17108,1.17121,511.09000000000003 +17.07.2018 00:15:00.000,1.17120,1.17140,1.17109,1.17135,534.93 +17.07.2018 00:20:00.000,1.17134,1.17141,1.17112,1.17121,476.91 +17.07.2018 00:25:00.000,1.17120,1.17130,1.17115,1.17123,318.3 +17.07.2018 00:30:00.000,1.17124,1.17124,1.17077,1.17077,578.69 +17.07.2018 00:35:00.000,1.17077,1.17098,1.17077,1.17088,319.98 +17.07.2018 00:40:00.000,1.17088,1.17088,1.17063,1.17083,401.63000000000005 +17.07.2018 00:45:00.000,1.17083,1.17088,1.17068,1.17083,339.20000000000005 +17.07.2018 00:50:00.000,1.17083,1.17104,1.17073,1.17098,575.14 +17.07.2018 00:55:00.000,1.17100,1.17100,1.17055,1.17072,872.9100000000001 +17.07.2018 01:00:00.000,1.17073,1.17085,1.17063,1.17064,653.48 +17.07.2018 01:05:00.000,1.17063,1.17067,1.17052,1.17062,458.18 +17.07.2018 01:10:00.000,1.17061,1.17061,1.17020,1.17042,488.78000000000003 +17.07.2018 01:15:00.000,1.17042,1.17060,1.17038,1.17047,751.8 +17.07.2018 01:20:00.000,1.17047,1.17048,1.17023,1.17038,895.3199999999998 +17.07.2018 01:25:00.000,1.17037,1.17043,1.17018,1.17018,714.5799999999999 +17.07.2018 01:30:00.000,1.17021,1.17065,1.17019,1.17038,946.13 +17.07.2018 01:35:00.000,1.17038,1.17042,1.17013,1.17023,1029.5 +17.07.2018 01:40:00.000,1.17026,1.17079,1.17025,1.17064,862.47 +17.07.2018 01:45:00.000,1.17064,1.17077,1.17053,1.17067,881.28 +17.07.2018 01:50:00.000,1.17067,1.17085,1.17048,1.17058,601.1500000000001 +17.07.2018 01:55:00.000,1.17058,1.17070,1.17047,1.17056,595.7299999999999 +17.07.2018 02:00:00.000,1.17055,1.17063,1.17028,1.17058,926.8100000000001 +17.07.2018 02:05:00.000,1.17059,1.17074,1.17054,1.17054,465.40000000000003 +17.07.2018 02:10:00.000,1.17054,1.17073,1.17054,1.17066,723.6899999999999 +17.07.2018 02:15:00.000,1.17066,1.17086,1.17066,1.17070,566.8 +17.07.2018 02:20:00.000,1.17071,1.17078,1.17067,1.17074,592.69 +17.07.2018 02:25:00.000,1.17074,1.17095,1.17067,1.17083,693.96 +17.07.2018 02:30:00.000,1.17083,1.17083,1.17072,1.17076,479.82 +17.07.2018 02:35:00.000,1.17075,1.17076,1.17057,1.17063,660.73 +17.07.2018 02:40:00.000,1.17063,1.17078,1.17063,1.17064,393.18 +17.07.2018 02:45:00.000,1.17064,1.17074,1.17057,1.17059,513.8499999999999 +17.07.2018 02:50:00.000,1.17058,1.17069,1.17058,1.17064,426.4 +17.07.2018 02:55:00.000,1.17067,1.17067,1.17057,1.17064,345.66999999999996 +17.07.2018 03:00:00.000,1.17065,1.17102,1.17057,1.17096,823.73 +17.07.2018 03:05:00.000,1.17095,1.17117,1.17085,1.17114,616.47 +17.07.2018 03:10:00.000,1.17114,1.17131,1.17112,1.17117,992.51 +17.07.2018 03:15:00.000,1.17118,1.17118,1.17103,1.17104,673.08 +17.07.2018 03:20:00.000,1.17105,1.17129,1.17094,1.17114,813.86 +17.07.2018 03:25:00.000,1.17114,1.17161,1.17113,1.17130,685.03 +17.07.2018 03:30:00.000,1.17130,1.17138,1.17107,1.17107,620.4800000000001 +17.07.2018 03:35:00.000,1.17109,1.17143,1.17108,1.17139,730.9 +17.07.2018 03:40:00.000,1.17139,1.17158,1.17139,1.17148,607.9499999999999 +17.07.2018 03:45:00.000,1.17148,1.17163,1.17143,1.17154,545.8 +17.07.2018 03:50:00.000,1.17154,1.17187,1.17150,1.17179,770.0799999999999 +17.07.2018 03:55:00.000,1.17179,1.17208,1.17175,1.17195,654.27 +17.07.2018 04:00:00.000,1.17195,1.17211,1.17172,1.17178,862.7 +17.07.2018 04:05:00.000,1.17179,1.17192,1.17149,1.17162,767.72 +17.07.2018 04:10:00.000,1.17162,1.17178,1.17153,1.17173,501.27 +17.07.2018 04:15:00.000,1.17172,1.17188,1.17160,1.17181,583.53 +17.07.2018 04:20:00.000,1.17181,1.17189,1.17169,1.17178,477.19999999999993 +17.07.2018 04:25:00.000,1.17177,1.17179,1.17159,1.17168,512.48 +17.07.2018 04:30:00.000,1.17169,1.17179,1.17160,1.17173,600.59 +17.07.2018 04:35:00.000,1.17173,1.17180,1.17167,1.17174,536.81 +17.07.2018 04:40:00.000,1.17174,1.17184,1.17167,1.17184,304.82 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07:10:00.000,1.17306,1.17340,1.17299,1.17338,1118.4900000000002 +17.07.2018 07:15:00.000,1.17337,1.17339,1.17301,1.17314,1231.06 +17.07.2018 07:20:00.000,1.17315,1.17320,1.17275,1.17304,1535.78 +17.07.2018 07:25:00.000,1.17304,1.17317,1.17296,1.17307,1139.29 +17.07.2018 07:30:00.000,1.17308,1.17314,1.17288,1.17292,1106.74 +17.07.2018 07:35:00.000,1.17292,1.17307,1.17291,1.17306,901.81 +17.07.2018 07:40:00.000,1.17307,1.17374,1.17307,1.17353,1522.39 +17.07.2018 07:45:00.000,1.17352,1.17357,1.17289,1.17292,1416.73 +17.07.2018 07:50:00.000,1.17293,1.17300,1.17252,1.17283,1476.11 +17.07.2018 07:55:00.000,1.17284,1.17295,1.17258,1.17280,1304.89 +17.07.2018 08:00:00.000,1.17280,1.17320,1.17276,1.17319,1519.72 +17.07.2018 08:05:00.000,1.17319,1.17348,1.17310,1.17331,1127.6299999999999 +17.07.2018 08:10:00.000,1.17330,1.17342,1.17313,1.17316,892.66 +17.07.2018 08:15:00.000,1.17316,1.17321,1.17291,1.17299,1176.52 +17.07.2018 08:20:00.000,1.17299,1.17314,1.17262,1.17268,1292.25 +17.07.2018 08:25:00.000,1.17268,1.17292,1.17263,1.17274,826.51 +17.07.2018 08:30:00.000,1.17274,1.17329,1.17268,1.17321,1137.62 +17.07.2018 08:35:00.000,1.17321,1.17329,1.17299,1.17327,914.51 +17.07.2018 08:40:00.000,1.17327,1.17372,1.17321,1.17365,1655.8 +17.07.2018 08:45:00.000,1.17365,1.17412,1.17360,1.17398,1486.91 +17.07.2018 08:50:00.000,1.17398,1.17421,1.17367,1.17371,1562.4199999999998 +17.07.2018 08:55:00.000,1.17371,1.17428,1.17365,1.17413,1161.22 +17.07.2018 09:00:00.000,1.17414,1.17446,1.17395,1.17396,1351.8600000000001 +17.07.2018 09:05:00.000,1.17397,1.17432,1.17395,1.17417,1363.92 +17.07.2018 09:10:00.000,1.17416,1.17431,1.17376,1.17394,1172.2 +17.07.2018 09:15:00.000,1.17393,1.17395,1.17350,1.17350,1309.08 +17.07.2018 09:20:00.000,1.17351,1.17354,1.17329,1.17333,1182.51 +17.07.2018 09:25:00.000,1.17333,1.17354,1.17319,1.17333,1418.34 +17.07.2018 09:30:00.000,1.17333,1.17354,1.17321,1.17353,1316.7199999999998 +17.07.2018 09:35:00.000,1.17354,1.17367,1.17351,1.17360,583.64 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10:50:00.000,1.17209,1.17219,1.17198,1.17218,647.16 +17.07.2018 10:55:00.000,1.17218,1.17221,1.17168,1.17173,1141.69 +17.07.2018 11:00:00.000,1.17173,1.17213,1.17164,1.17206,1099.31 +17.07.2018 11:05:00.000,1.17206,1.17222,1.17160,1.17160,1141.4 +17.07.2018 11:10:00.000,1.17160,1.17189,1.17129,1.17136,1168.42 +17.07.2018 11:15:00.000,1.17134,1.17146,1.17105,1.17146,1453.91 +17.07.2018 11:20:00.000,1.17148,1.17148,1.17087,1.17098,1479.1599999999999 +17.07.2018 11:25:00.000,1.17095,1.17144,1.17081,1.17132,1212.27 +17.07.2018 11:30:00.000,1.17132,1.17133,1.17062,1.17072,1391.9299999999998 +17.07.2018 11:35:00.000,1.17074,1.17133,1.17074,1.17117,925.76 +17.07.2018 11:40:00.000,1.17118,1.17122,1.17081,1.17117,982.96 +17.07.2018 11:45:00.000,1.17115,1.17129,1.17101,1.17108,971.5799999999999 +17.07.2018 11:50:00.000,1.17108,1.17113,1.17079,1.17108,1291.5500000000002 +17.07.2018 11:55:00.000,1.17107,1.17112,1.17026,1.17052,1499.46 +17.07.2018 12:00:00.000,1.17051,1.17062,1.16991,1.17036,1797.2600000000002 +17.07.2018 12:05:00.000,1.17034,1.17071,1.17028,1.17065,1426.6899999999998 +17.07.2018 12:10:00.000,1.17064,1.17072,1.17041,1.17070,887 +17.07.2018 12:15:00.000,1.17071,1.17080,1.17040,1.17067,1389.4299999999998 +17.07.2018 12:20:00.000,1.17067,1.17093,1.17039,1.17076,1081.07 +17.07.2018 12:25:00.000,1.17074,1.17074,1.17018,1.17031,1113.64 +17.07.2018 12:30:00.000,1.17031,1.17086,1.17021,1.17080,1705.21 +17.07.2018 12:35:00.000,1.17080,1.17087,1.17061,1.17067,1476.3000000000002 +17.07.2018 12:40:00.000,1.17067,1.17072,1.17005,1.17018,1428.68 +17.07.2018 12:45:00.000,1.17017,1.17025,1.16976,1.16995,1373.44 +17.07.2018 12:50:00.000,1.16996,1.17010,1.16911,1.16977,1621.62 +17.07.2018 12:55:00.000,1.16977,1.17001,1.16960,1.16972,1087.9 +17.07.2018 13:00:00.000,1.16972,1.16989,1.16916,1.16933,1727.21 +17.07.2018 13:05:00.000,1.16934,1.16975,1.16904,1.16968,1708.4599999999998 +17.07.2018 13:10:00.000,1.16968,1.16997,1.16960,1.16993,1146.66 +17.07.2018 13:15:00.000,1.16989,1.16998,1.16945,1.16946,1136.6000000000001 +17.07.2018 13:20:00.000,1.16947,1.16979,1.16936,1.16971,1386.87 +17.07.2018 13:25:00.000,1.16971,1.16977,1.16925,1.16970,1274.1399999999999 +17.07.2018 13:30:00.000,1.16971,1.17012,1.16965,1.16978,1449.97 +17.07.2018 13:35:00.000,1.16979,1.16980,1.16943,1.16946,1454.8000000000002 +17.07.2018 13:40:00.000,1.16945,1.16979,1.16934,1.16970,1281.68 +17.07.2018 13:45:00.000,1.16971,1.16983,1.16948,1.16963,1466.4099999999999 +17.07.2018 13:50:00.000,1.16963,1.16965,1.16875,1.16875,1794.91 +17.07.2018 13:55:00.000,1.16876,1.16880,1.16842,1.16858,1208.7 +17.07.2018 14:00:00.000,1.16858,1.17024,1.16846,1.16982,2188.96 +17.07.2018 14:05:00.000,1.16980,1.16982,1.16889,1.16920,1968.01 +17.07.2018 14:10:00.000,1.16919,1.16986,1.16917,1.16982,1617.9999999999998 +17.07.2018 14:15:00.000,1.16982,1.17038,1.16978,1.17024,1909.6499999999999 +17.07.2018 14:20:00.000,1.17024,1.17025,1.16938,1.16941,1490.6399999999999 +17.07.2018 14:25:00.000,1.16942,1.16962,1.16915,1.16926,1420.03 +17.07.2018 14:30:00.000,1.16927,1.16953,1.16861,1.16864,1929.62 +17.07.2018 14:35:00.000,1.16862,1.16906,1.16857,1.16903,1876.19 +17.07.2018 14:40:00.000,1.16903,1.16928,1.16865,1.16869,1800.4299999999998 +17.07.2018 14:45:00.000,1.16868,1.16908,1.16848,1.16854,1652.3100000000002 +17.07.2018 14:50:00.000,1.16853,1.16888,1.16822,1.16879,1676.9499999999998 +17.07.2018 14:55:00.000,1.16881,1.16893,1.16804,1.16822,1756.06 +17.07.2018 15:00:00.000,1.16825,1.16871,1.16815,1.16860,1555.06 +17.07.2018 15:05:00.000,1.16861,1.16920,1.16861,1.16891,1477.69 +17.07.2018 15:10:00.000,1.16893,1.16893,1.16862,1.16863,1329.29 +17.07.2018 15:15:00.000,1.16864,1.16876,1.16835,1.16851,1448.81 +17.07.2018 15:20:00.000,1.16851,1.16928,1.16847,1.16924,1201.49 +17.07.2018 15:25:00.000,1.16925,1.16925,1.16889,1.16891,1065.01 +17.07.2018 15:30:00.000,1.16892,1.16903,1.16882,1.16899,997.6600000000001 +17.07.2018 15:35:00.000,1.16898,1.16902,1.16860,1.16883,920.73 +17.07.2018 15:40:00.000,1.16883,1.16902,1.16850,1.16851,993.0400000000001 +17.07.2018 15:45:00.000,1.16850,1.16857,1.16745,1.16773,1487.91 +17.07.2018 15:50:00.000,1.16774,1.16789,1.16745,1.16779,1154.29 +17.07.2018 15:55:00.000,1.16779,1.16794,1.16619,1.16619,1506.34 +17.07.2018 16:00:00.000,1.16621,1.16670,1.16614,1.16650,1694.2 +17.07.2018 16:05:00.000,1.16650,1.16653,1.16591,1.16630,1519.58 +17.07.2018 16:10:00.000,1.16632,1.16642,1.16565,1.16638,1553.75 +17.07.2018 16:15:00.000,1.16637,1.16638,1.16589,1.16602,1286.44 +17.07.2018 16:20:00.000,1.16600,1.16605,1.16555,1.16605,1452.3400000000001 +17.07.2018 16:25:00.000,1.16605,1.16613,1.16571,1.16599,1026.1499999999999 +17.07.2018 16:30:00.000,1.16599,1.16609,1.16566,1.16567,1010.26 +17.07.2018 16:35:00.000,1.16566,1.16616,1.16550,1.16593,1251.97 +17.07.2018 16:40:00.000,1.16594,1.16605,1.16569,1.16589,801.77 +17.07.2018 16:45:00.000,1.16589,1.16609,1.16582,1.16596,850.55 +17.07.2018 16:50:00.000,1.16596,1.16600,1.16549,1.16567,1239.19 +17.07.2018 16:55:00.000,1.16566,1.16574,1.16530,1.16537,1195.73 +17.07.2018 17:00:00.000,1.16537,1.16577,1.16531,1.16542,877.7099999999999 +17.07.2018 17:05:00.000,1.16542,1.16545,1.16515,1.16528,954.4899999999999 +17.07.2018 17:10:00.000,1.16529,1.16555,1.16501,1.16539,1111.76 +17.07.2018 17:15:00.000,1.16539,1.16557,1.16530,1.16556,793.78 +17.07.2018 17:20:00.000,1.16556,1.16570,1.16548,1.16559,775.1700000000001 +17.07.2018 17:25:00.000,1.16560,1.16574,1.16523,1.16529,1176.07 +17.07.2018 17:30:00.000,1.16531,1.16566,1.16520,1.16561,1028.6599999999999 +17.07.2018 17:35:00.000,1.16560,1.16561,1.16530,1.16549,809.69 +17.07.2018 17:40:00.000,1.16551,1.16659,1.16496,1.16647,1904.67 +17.07.2018 17:45:00.000,1.16647,1.16688,1.16616,1.16651,1666.45 +17.07.2018 17:50:00.000,1.16652,1.16681,1.16629,1.16680,1411.4599999999998 +17.07.2018 17:55:00.000,1.16680,1.16681,1.16641,1.16647,1399.31 +17.07.2018 18:00:00.000,1.16646,1.16646,1.16607,1.16611,991.5 +17.07.2018 18:05:00.000,1.16611,1.16611,1.16590,1.16592,948.54 +17.07.2018 18:10:00.000,1.16591,1.16610,1.16576,1.16580,791.9100000000001 +17.07.2018 18:15:00.000,1.16580,1.16582,1.16555,1.16569,834.2599999999999 +17.07.2018 18:20:00.000,1.16568,1.16569,1.16532,1.16545,955.0000000000001 +17.07.2018 18:25:00.000,1.16545,1.16578,1.16542,1.16570,1355.77 +17.07.2018 18:30:00.000,1.16571,1.16596,1.16570,1.16592,679.72 +17.07.2018 18:35:00.000,1.16592,1.16621,1.16586,1.16608,650.6700000000001 +17.07.2018 18:40:00.000,1.16609,1.16637,1.16601,1.16635,945.0300000000001 +17.07.2018 18:45:00.000,1.16634,1.16635,1.16615,1.16623,770.3500000000001 +17.07.2018 18:50:00.000,1.16624,1.16625,1.16593,1.16595,1009.07 +17.07.2018 18:55:00.000,1.16594,1.16641,1.16591,1.16633,1029.49 +17.07.2018 19:00:00.000,1.16633,1.16640,1.16612,1.16613,1237.6599999999999 +17.07.2018 19:05:00.000,1.16613,1.16627,1.16605,1.16624,601.2199999999999 +17.07.2018 19:10:00.000,1.16625,1.16638,1.16623,1.16634,749.2099999999999 +17.07.2018 19:15:00.000,1.16634,1.16636,1.16603,1.16610,726.9699999999999 +17.07.2018 19:20:00.000,1.16611,1.16620,1.16605,1.16615,639.02 +17.07.2018 19:25:00.000,1.16616,1.16627,1.16613,1.16625,630.06 +17.07.2018 19:30:00.000,1.16625,1.16633,1.16605,1.16609,623.59 +17.07.2018 19:35:00.000,1.16609,1.16619,1.16599,1.16610,711.56 +17.07.2018 19:40:00.000,1.16610,1.16618,1.16603,1.16615,749.9799999999999 +17.07.2018 19:45:00.000,1.16615,1.16619,1.16609,1.16614,461.36999999999995 +17.07.2018 19:50:00.000,1.16614,1.16641,1.16612,1.16635,502.0300000000001 +17.07.2018 19:55:00.000,1.16635,1.16645,1.16632,1.16640,758.3699999999999 +17.07.2018 20:00:00.000,1.16640,1.16647,1.16634,1.16640,530.48 +17.07.2018 20:05:00.000,1.16640,1.16654,1.16633,1.16638,362.24 +17.07.2018 20:10:00.000,1.16637,1.16638,1.16616,1.16626,405.96000000000004 +17.07.2018 20:15:00.000,1.16625,1.16640,1.16619,1.16635,285.58000000000004 +17.07.2018 20:20:00.000,1.16633,1.16640,1.16617,1.16617,249.45999999999998 +17.07.2018 20:25:00.000,1.16617,1.16634,1.16616,1.16633,349.72 +17.07.2018 20:30:00.000,1.16633,1.16643,1.16627,1.16632,417.72999999999996 +17.07.2018 20:35:00.000,1.16632,1.16634,1.16617,1.16626,429.33000000000004 +17.07.2018 20:40:00.000,1.16625,1.16628,1.16617,1.16619,315.15999999999997 +17.07.2018 20:45:00.000,1.16618,1.16626,1.16601,1.16619,396.0799999999999 +17.07.2018 20:50:00.000,1.16618,1.16625,1.16608,1.16614,429.59 +17.07.2018 20:55:00.000,1.16614,1.16624,1.16603,1.16607,374.96999999999997 +17.07.2018 21:00:00.000,1.16608,1.16608,1.16594,1.16601,60.86 +17.07.2018 21:05:00.000,1.16601,1.16617,1.16598,1.16602,313.84999999999997 +17.07.2018 21:10:00.000,1.16602,1.16611,1.16565,1.16578,270.40000000000003 +17.07.2018 21:15:00.000,1.16579,1.16595,1.16574,1.16578,346.06 +17.07.2018 21:20:00.000,1.16578,1.16586,1.16576,1.16586,299.04 +17.07.2018 21:25:00.000,1.16586,1.16606,1.16582,1.16585,291.19 +17.07.2018 21:30:00.000,1.16585,1.16591,1.16568,1.16582,256.57 +17.07.2018 21:35:00.000,1.16583,1.16597,1.16581,1.16585,354.99 +17.07.2018 21:40:00.000,1.16583,1.16602,1.16583,1.16600,187.49 +17.07.2018 21:45:00.000,1.16600,1.16603,1.16574,1.16597,409 +17.07.2018 21:50:00.000,1.16597,1.16597,1.16576,1.16579,431.58 +17.07.2018 21:55:00.000,1.16578,1.16591,1.16578,1.16584,224.56 +17.07.2018 22:00:00.000,1.16583,1.16609,1.16582,1.16595,498.54 +17.07.2018 22:05:00.000,1.16596,1.16603,1.16595,1.16596,451.75 +17.07.2018 22:10:00.000,1.16596,1.16601,1.16585,1.16585,282.33 +17.07.2018 22:15:00.000,1.16585,1.16589,1.16577,1.16577,128.31 +17.07.2018 22:20:00.000,1.16576,1.16584,1.16576,1.16581,107.31 +17.07.2018 22:25:00.000,1.16581,1.16581,1.16565,1.16572,175.48999999999998 +17.07.2018 22:30:00.000,1.16573,1.16583,1.16573,1.16575,193.73 +17.07.2018 22:35:00.000,1.16574,1.16589,1.16574,1.16585,262.54 +17.07.2018 22:40:00.000,1.16585,1.16585,1.16576,1.16576,169.05 +17.07.2018 22:45:00.000,1.16577,1.16590,1.16575,1.16583,241.55 +17.07.2018 22:50:00.000,1.16583,1.16585,1.16580,1.16584,216.07 +17.07.2018 22:55:00.000,1.16583,1.16583,1.16575,1.16578,175.24 +17.07.2018 23:00:00.000,1.16579,1.16579,1.16543,1.16544,274.52 +17.07.2018 23:05:00.000,1.16544,1.16559,1.16538,1.16538,351.19000000000005 +17.07.2018 23:10:00.000,1.16538,1.16544,1.16484,1.16490,604.01 +17.07.2018 23:15:00.000,1.16491,1.16501,1.16486,1.16488,637.78 +17.07.2018 23:20:00.000,1.16488,1.16510,1.16488,1.16508,517.59 +17.07.2018 23:25:00.000,1.16509,1.16534,1.16506,1.16528,644.64 +17.07.2018 23:30:00.000,1.16528,1.16556,1.16521,1.16556,420.31 +17.07.2018 23:35:00.000,1.16556,1.16561,1.16544,1.16555,387.21000000000004 +17.07.2018 23:40:00.000,1.16556,1.16560,1.16550,1.16556,403.89 +17.07.2018 23:45:00.000,1.16556,1.16560,1.16545,1.16551,469.38 +17.07.2018 23:50:00.000,1.16551,1.16551,1.16520,1.16528,421.98 +17.07.2018 23:55:00.000,1.16528,1.16530,1.16525,1.16530,216.70000000000002 +18.07.2018 00:00:00.000,1.16536,1.16576,1.16535,1.16571,693.4200000000001 +18.07.2018 00:05:00.000,1.16571,1.16591,1.16571,1.16585,736.63 +18.07.2018 00:10:00.000,1.16585,1.16595,1.16570,1.16581,661.3899999999999 +18.07.2018 00:15:00.000,1.16580,1.16593,1.16564,1.16591,721.1600000000001 +18.07.2018 00:20:00.000,1.16592,1.16592,1.16566,1.16572,486.28999999999996 +18.07.2018 00:25:00.000,1.16573,1.16578,1.16560,1.16565,643.35 +18.07.2018 00:30:00.000,1.16566,1.16572,1.16525,1.16540,817.11 +18.07.2018 00:35:00.000,1.16541,1.16557,1.16535,1.16536,469.26 +18.07.2018 00:40:00.000,1.16537,1.16551,1.16531,1.16545,504.75 +18.07.2018 00:45:00.000,1.16545,1.16550,1.16532,1.16547,417.34 +18.07.2018 00:50:00.000,1.16548,1.16579,1.16546,1.16575,654.8199999999999 +18.07.2018 00:55:00.000,1.16566,1.16587,1.16557,1.16581,650.9200000000001 +18.07.2018 01:00:00.000,1.16581,1.16582,1.16544,1.16552,429.29999999999995 +18.07.2018 01:05:00.000,1.16552,1.16580,1.16552,1.16575,564.17 +18.07.2018 01:10:00.000,1.16578,1.16580,1.16551,1.16555,443.86 +18.07.2018 01:15:00.000,1.16554,1.16579,1.16551,1.16578,463.93999999999994 +18.07.2018 01:20:00.000,1.16578,1.16598,1.16575,1.16597,600.75 +18.07.2018 01:25:00.000,1.16597,1.16597,1.16552,1.16572,566.51 +18.07.2018 01:30:00.000,1.16572,1.16587,1.16567,1.16587,440.73 +18.07.2018 01:35:00.000,1.16587,1.16609,1.16573,1.16576,704.54 +18.07.2018 01:40:00.000,1.16578,1.16628,1.16573,1.16624,681.45 +18.07.2018 01:45:00.000,1.16624,1.16648,1.16607,1.16645,620.8399999999999 +18.07.2018 01:50:00.000,1.16646,1.16648,1.16610,1.16616,873.9300000000001 +18.07.2018 01:55:00.000,1.16615,1.16615,1.16560,1.16564,701.3800000000001 +18.07.2018 02:00:00.000,1.16566,1.16575,1.16550,1.16551,798.6700000000001 +18.07.2018 02:05:00.000,1.16550,1.16580,1.16550,1.16575,702.7900000000001 +18.07.2018 02:10:00.000,1.16575,1.16602,1.16572,1.16595,524.57 +18.07.2018 02:15:00.000,1.16595,1.16605,1.16580,1.16593,590.26 +18.07.2018 02:20:00.000,1.16594,1.16621,1.16594,1.16606,590.8100000000001 +18.07.2018 02:25:00.000,1.16606,1.16609,1.16596,1.16596,578.22 +18.07.2018 02:30:00.000,1.16596,1.16602,1.16585,1.16596,657.9399999999999 +18.07.2018 02:35:00.000,1.16596,1.16607,1.16580,1.16585,707.18 +18.07.2018 02:40:00.000,1.16585,1.16585,1.16565,1.16575,933.4300000000001 +18.07.2018 02:45:00.000,1.16574,1.16578,1.16563,1.16573,474.86 +18.07.2018 02:50:00.000,1.16573,1.16583,1.16544,1.16555,763.38 +18.07.2018 02:55:00.000,1.16554,1.16566,1.16549,1.16550,717.3199999999999 +18.07.2018 03:00:00.000,1.16550,1.16551,1.16522,1.16535,712.24 +18.07.2018 03:05:00.000,1.16538,1.16551,1.16525,1.16542,987.0199999999999 +18.07.2018 03:10:00.000,1.16540,1.16542,1.16525,1.16526,745.2900000000001 +18.07.2018 03:15:00.000,1.16527,1.16538,1.16517,1.16538,572.0400000000001 +18.07.2018 03:20:00.000,1.16537,1.16542,1.16529,1.16530,578.79 +18.07.2018 03:25:00.000,1.16530,1.16542,1.16527,1.16540,485.9 +18.07.2018 03:30:00.000,1.16541,1.16551,1.16536,1.16545,523.35 +18.07.2018 03:35:00.000,1.16545,1.16564,1.16535,1.16561,597.56 +18.07.2018 03:40:00.000,1.16561,1.16562,1.16525,1.16526,631.9 +18.07.2018 03:45:00.000,1.16525,1.16537,1.16524,1.16525,539.78 +18.07.2018 03:50:00.000,1.16525,1.16538,1.16525,1.16529,349.89 +18.07.2018 03:55:00.000,1.16530,1.16530,1.16515,1.16515,576.89 +18.07.2018 04:00:00.000,1.16517,1.16518,1.16448,1.16457,1180.57 +18.07.2018 04:05:00.000,1.16457,1.16477,1.16456,1.16456,735.8199999999999 +18.07.2018 04:10:00.000,1.16456,1.16472,1.16444,1.16445,574.79 +18.07.2018 04:15:00.000,1.16446,1.16453,1.16410,1.16426,632.5 +18.07.2018 04:20:00.000,1.16425,1.16438,1.16421,1.16426,388.7 +18.07.2018 04:25:00.000,1.16426,1.16458,1.16426,1.16456,526.83 +18.07.2018 04:30:00.000,1.16456,1.16457,1.16428,1.16431,678.49 +18.07.2018 04:35:00.000,1.16430,1.16432,1.16425,1.16432,595.06 +18.07.2018 04:40:00.000,1.16431,1.16452,1.16430,1.16442,435.21999999999997 +18.07.2018 04:45:00.000,1.16441,1.16450,1.16436,1.16442,296.09 +18.07.2018 04:50:00.000,1.16442,1.16449,1.16440,1.16447,272.22 +18.07.2018 04:55:00.000,1.16446,1.16446,1.16409,1.16413,621.64 +18.07.2018 05:00:00.000,1.16415,1.16452,1.16415,1.16441,677.3299999999999 +18.07.2018 05:05:00.000,1.16442,1.16442,1.16425,1.16429,412.96999999999997 +18.07.2018 05:10:00.000,1.16431,1.16431,1.16372,1.16372,927.03 +18.07.2018 05:15:00.000,1.16371,1.16374,1.16350,1.16367,1173.1799999999998 +18.07.2018 05:20:00.000,1.16366,1.16378,1.16349,1.16350,745.4300000000001 +18.07.2018 05:25:00.000,1.16348,1.16388,1.16348,1.16371,653.7899999999998 +18.07.2018 05:30:00.000,1.16373,1.16382,1.16346,1.16374,975.74 +18.07.2018 05:35:00.000,1.16374,1.16377,1.16353,1.16353,765.23 +18.07.2018 05:40:00.000,1.16354,1.16379,1.16340,1.16378,1048.79 +18.07.2018 05:45:00.000,1.16380,1.16390,1.16318,1.16328,861.49 +18.07.2018 05:50:00.000,1.16329,1.16368,1.16329,1.16364,890.78 +18.07.2018 05:55:00.000,1.16363,1.16364,1.16332,1.16349,624.6899999999999 +18.07.2018 06:00:00.000,1.16352,1.16359,1.16273,1.16302,1438.29 +18.07.2018 06:05:00.000,1.16302,1.16327,1.16290,1.16323,1246.0000000000002 +18.07.2018 06:10:00.000,1.16324,1.16338,1.16256,1.16268,1337.3600000000001 +18.07.2018 06:15:00.000,1.16268,1.16304,1.16263,1.16304,1270.6100000000001 +18.07.2018 06:20:00.000,1.16305,1.16323,1.16294,1.16304,1185.68 +18.07.2018 06:25:00.000,1.16305,1.16305,1.16251,1.16251,1471.3999999999999 +18.07.2018 06:30:00.000,1.16252,1.16280,1.16252,1.16272,1284.8100000000002 +18.07.2018 06:35:00.000,1.16274,1.16291,1.16254,1.16289,1371.62 +18.07.2018 06:40:00.000,1.16290,1.16343,1.16284,1.16338,1315.78 +18.07.2018 06:45:00.000,1.16341,1.16376,1.16338,1.16372,1384.32 +18.07.2018 06:50:00.000,1.16373,1.16380,1.16341,1.16346,1193.23 +18.07.2018 06:55:00.000,1.16345,1.16350,1.16312,1.16319,1279.23 +18.07.2018 07:00:00.000,1.16318,1.16370,1.16296,1.16364,1511.3 +18.07.2018 07:05:00.000,1.16365,1.16414,1.16358,1.16365,1202.0199999999998 +18.07.2018 07:10:00.000,1.16366,1.16379,1.16341,1.16345,1299.29 +18.07.2018 07:15:00.000,1.16345,1.16357,1.16320,1.16336,906.66 +18.07.2018 07:20:00.000,1.16335,1.16349,1.16309,1.16330,1160.4900000000002 +18.07.2018 07:25:00.000,1.16330,1.16340,1.16249,1.16266,1511.93 +18.07.2018 07:30:00.000,1.16265,1.16265,1.16191,1.16236,1672.66 +18.07.2018 07:35:00.000,1.16233,1.16285,1.16201,1.16282,1571.42 +18.07.2018 07:40:00.000,1.16283,1.16334,1.16281,1.16305,1504.04 +18.07.2018 07:45:00.000,1.16303,1.16309,1.16256,1.16271,1031.64 +18.07.2018 07:50:00.000,1.16271,1.16278,1.16209,1.16231,941.0999999999999 +18.07.2018 07:55:00.000,1.16231,1.16252,1.16210,1.16237,1054.6100000000001 +18.07.2018 08:00:00.000,1.16237,1.16237,1.16193,1.16234,1280.8799999999999 +18.07.2018 08:05:00.000,1.16233,1.16243,1.16152,1.16181,1321.14 +18.07.2018 08:10:00.000,1.16181,1.16196,1.16161,1.16184,1081.17 +18.07.2018 08:15:00.000,1.16184,1.16222,1.16182,1.16195,1104.6 +18.07.2018 08:20:00.000,1.16197,1.16239,1.16171,1.16172,1271.6599999999999 +18.07.2018 08:25:00.000,1.16170,1.16186,1.16127,1.16127,1163.71 +18.07.2018 08:30:00.000,1.16125,1.16154,1.16070,1.16095,1686.24 +18.07.2018 08:35:00.000,1.16097,1.16150,1.16083,1.16124,1642.54 +18.07.2018 08:40:00.000,1.16125,1.16158,1.16102,1.16158,1266.2800000000002 +18.07.2018 08:45:00.000,1.16159,1.16194,1.16144,1.16193,1462.71 +18.07.2018 08:50:00.000,1.16191,1.16234,1.16166,1.16233,1550.04 +18.07.2018 08:55:00.000,1.16232,1.16257,1.16201,1.16218,1114.1799999999998 +18.07.2018 09:00:00.000,1.16218,1.16231,1.16154,1.16229,1477.84 +18.07.2018 09:05:00.000,1.16228,1.16274,1.16221,1.16242,1189.1999999999998 +18.07.2018 09:10:00.000,1.16240,1.16248,1.16207,1.16240,1174.5700000000002 +18.07.2018 09:15:00.000,1.16242,1.16253,1.16220,1.16234,1218.26 +18.07.2018 09:20:00.000,1.16233,1.16296,1.16225,1.16262,1294.76 +18.07.2018 09:25:00.000,1.16265,1.16297,1.16255,1.16281,1204.71 +18.07.2018 09:30:00.000,1.16281,1.16290,1.16238,1.16240,1343.81 +18.07.2018 09:35:00.000,1.16241,1.16261,1.16220,1.16232,981.31 +18.07.2018 09:40:00.000,1.16233,1.16239,1.16185,1.16201,1280.94 +18.07.2018 09:45:00.000,1.16201,1.16263,1.16199,1.16251,1068.1100000000001 +18.07.2018 09:50:00.000,1.16254,1.16288,1.16240,1.16258,1174.48 +18.07.2018 09:55:00.000,1.16258,1.16263,1.16210,1.16250,1131.6100000000001 +18.07.2018 10:00:00.000,1.16249,1.16329,1.16247,1.16320,1235.1000000000001 +18.07.2018 10:05:00.000,1.16319,1.16326,1.16289,1.16290,1211.65 +18.07.2018 10:10:00.000,1.16282,1.16300,1.16248,1.16252,1246.25 +18.07.2018 10:15:00.000,1.16252,1.16280,1.16232,1.16242,1241.1599999999999 +18.07.2018 10:20:00.000,1.16243,1.16253,1.16198,1.16198,972.78 +18.07.2018 10:25:00.000,1.16199,1.16247,1.16191,1.16202,811.22 +18.07.2018 10:30:00.000,1.16204,1.16207,1.16161,1.16188,972.5000000000001 +18.07.2018 10:35:00.000,1.16187,1.16198,1.16161,1.16191,1053.24 +18.07.2018 10:40:00.000,1.16191,1.16222,1.16182,1.16207,967.9399999999999 +18.07.2018 10:45:00.000,1.16206,1.16212,1.16162,1.16164,1074.1 +18.07.2018 10:50:00.000,1.16164,1.16202,1.16155,1.16176,1050.8999999999999 +18.07.2018 10:55:00.000,1.16176,1.16224,1.16161,1.16216,871.6899999999999 +18.07.2018 11:00:00.000,1.16219,1.16222,1.16110,1.16145,1514.67 +18.07.2018 11:05:00.000,1.16144,1.16195,1.16131,1.16190,1272.3600000000001 +18.07.2018 11:10:00.000,1.16191,1.16209,1.16165,1.16202,1225.2800000000002 +18.07.2018 11:15:00.000,1.16201,1.16243,1.16193,1.16241,1289.01 +18.07.2018 11:20:00.000,1.16240,1.16240,1.16197,1.16227,1404.5300000000002 +18.07.2018 11:25:00.000,1.16227,1.16235,1.16172,1.16173,1124.63 +18.07.2018 11:30:00.000,1.16173,1.16204,1.16169,1.16197,1050.76 +18.07.2018 11:35:00.000,1.16197,1.16197,1.16163,1.16170,1162.45 +18.07.2018 11:40:00.000,1.16171,1.16173,1.16100,1.16123,1463.8899999999999 +18.07.2018 11:45:00.000,1.16123,1.16134,1.16084,1.16105,1573.0900000000001 +18.07.2018 11:50:00.000,1.16106,1.16106,1.16048,1.16094,1479.64 +18.07.2018 11:55:00.000,1.16096,1.16104,1.16067,1.16076,1280.85 +18.07.2018 12:00:00.000,1.16086,1.16094,1.16019,1.16049,1785.5 +18.07.2018 12:05:00.000,1.16050,1.16092,1.16031,1.16089,1555.03 +18.07.2018 12:10:00.000,1.16087,1.16127,1.16067,1.16111,1674.9099999999999 +18.07.2018 12:15:00.000,1.16111,1.16159,1.16089,1.16144,1500.69 +18.07.2018 12:20:00.000,1.16142,1.16150,1.16109,1.16125,1574.1299999999999 +18.07.2018 12:25:00.000,1.16124,1.16137,1.16106,1.16127,1198.67 +18.07.2018 12:30:00.000,1.16128,1.16242,1.16120,1.16231,1666.57 +18.07.2018 12:35:00.000,1.16231,1.16231,1.16181,1.16211,1272.2600000000002 +18.07.2018 12:40:00.000,1.16210,1.16260,1.16199,1.16235,1221.6699999999998 +18.07.2018 12:45:00.000,1.16236,1.16253,1.16222,1.16225,1554.65 +18.07.2018 12:50:00.000,1.16227,1.16278,1.16224,1.16259,1145.72 +18.07.2018 12:55:00.000,1.16259,1.16269,1.16207,1.16228,1283.05 +18.07.2018 13:00:00.000,1.16231,1.16244,1.16218,1.16238,1247.58 +18.07.2018 13:05:00.000,1.16237,1.16318,1.16235,1.16279,1370.8999999999999 +18.07.2018 13:10:00.000,1.16281,1.16303,1.16257,1.16268,1427.18 +18.07.2018 13:15:00.000,1.16268,1.16299,1.16256,1.16297,1256.14 +18.07.2018 13:20:00.000,1.16297,1.16319,1.16270,1.16280,1344.05 +18.07.2018 13:25:00.000,1.16279,1.16305,1.16264,1.16288,1467.52 +18.07.2018 13:30:00.000,1.16289,1.16299,1.16229,1.16233,1664.31 +18.07.2018 13:35:00.000,1.16236,1.16357,1.16232,1.16317,1718.52 +18.07.2018 13:40:00.000,1.16317,1.16380,1.16315,1.16352,1478.73 +18.07.2018 13:45:00.000,1.16352,1.16384,1.16334,1.16361,1362.6 +18.07.2018 13:50:00.000,1.16360,1.16395,1.16346,1.16356,1624.77 +18.07.2018 13:55:00.000,1.16356,1.16364,1.16341,1.16354,1887.55 +18.07.2018 14:00:00.000,1.16353,1.16384,1.16342,1.16375,1386.17 +18.07.2018 14:05:00.000,1.16374,1.16387,1.16336,1.16351,1594.08 +18.07.2018 14:10:00.000,1.16352,1.16383,1.16346,1.16359,1539.19 +18.07.2018 14:15:00.000,1.16358,1.16390,1.16337,1.16388,1266.85 +18.07.2018 14:20:00.000,1.16388,1.16427,1.16354,1.16383,1404.71 +18.07.2018 14:25:00.000,1.16386,1.16411,1.16369,1.16405,1745.7199999999998 +18.07.2018 14:30:00.000,1.16406,1.16447,1.16388,1.16439,1336.71 +18.07.2018 14:35:00.000,1.16439,1.16473,1.16432,1.16462,1359.95 +18.07.2018 14:40:00.000,1.16461,1.16498,1.16458,1.16461,1328.97 +18.07.2018 14:45:00.000,1.16461,1.16483,1.16440,1.16442,1413.67 +18.07.2018 14:50:00.000,1.16443,1.16459,1.16421,1.16437,1594.92 +18.07.2018 14:55:00.000,1.16437,1.16453,1.16418,1.16426,1945.85 +18.07.2018 15:00:00.000,1.16427,1.16443,1.16401,1.16438,1538.33 +18.07.2018 15:05:00.000,1.16436,1.16497,1.16436,1.16497,1389.6 +18.07.2018 15:10:00.000,1.16498,1.16501,1.16446,1.16458,1594.91 +18.07.2018 15:15:00.000,1.16458,1.16476,1.16451,1.16455,1290.54 +18.07.2018 15:20:00.000,1.16455,1.16466,1.16435,1.16447,1182.15 +18.07.2018 15:25:00.000,1.16446,1.16450,1.16432,1.16433,889.3399999999999 +18.07.2018 15:30:00.000,1.16432,1.16436,1.16403,1.16412,1164.81 +18.07.2018 15:35:00.000,1.16411,1.16439,1.16410,1.16424,1072.44 +18.07.2018 15:40:00.000,1.16425,1.16430,1.16396,1.16396,1161.5 +18.07.2018 15:45:00.000,1.16397,1.16409,1.16363,1.16372,1035.4899999999998 +18.07.2018 15:50:00.000,1.16371,1.16433,1.16370,1.16420,1328.0900000000001 +18.07.2018 15:55:00.000,1.16420,1.16451,1.16404,1.16446,825.94 +18.07.2018 16:00:00.000,1.16447,1.16505,1.16446,1.16501,1005.84 +18.07.2018 16:05:00.000,1.16502,1.16569,1.16498,1.16562,1555.81 +18.07.2018 16:10:00.000,1.16562,1.16579,1.16529,1.16529,1561.61 +18.07.2018 16:15:00.000,1.16530,1.16552,1.16510,1.16521,1147.6 +18.07.2018 16:20:00.000,1.16520,1.16587,1.16520,1.16582,1245.48 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00:50:00.000,1.16531,1.16540,1.16523,1.16532,764.6399999999999 +19.07.2018 00:55:00.000,1.16527,1.16542,1.16523,1.16532,929.16 +19.07.2018 01:00:00.000,1.16531,1.16565,1.16521,1.16540,1106.9099999999999 +19.07.2018 01:05:00.000,1.16540,1.16541,1.16515,1.16520,815.04 +19.07.2018 01:10:00.000,1.16520,1.16526,1.16495,1.16506,817.76 +19.07.2018 01:15:00.000,1.16507,1.16515,1.16463,1.16476,978.91 +19.07.2018 01:20:00.000,1.16476,1.16483,1.16429,1.16446,988.8999999999999 +19.07.2018 01:25:00.000,1.16446,1.16461,1.16441,1.16457,565.5 +19.07.2018 01:30:00.000,1.16457,1.16516,1.16457,1.16495,1340.6299999999999 +19.07.2018 01:35:00.000,1.16495,1.16501,1.16454,1.16455,1107.79 +19.07.2018 01:40:00.000,1.16453,1.16453,1.16411,1.16450,1158.5 +19.07.2018 01:45:00.000,1.16450,1.16467,1.16442,1.16461,649.37 +19.07.2018 01:50:00.000,1.16461,1.16502,1.16452,1.16475,765.1 +19.07.2018 01:55:00.000,1.16475,1.16490,1.16469,1.16490,720.16 +19.07.2018 02:00:00.000,1.16491,1.16505,1.16470,1.16470,793.3799999999999 +19.07.2018 02:05:00.000,1.16469,1.16472,1.16436,1.16443,721.71 +19.07.2018 02:10:00.000,1.16443,1.16445,1.16413,1.16441,655.0899999999999 +19.07.2018 02:15:00.000,1.16441,1.16447,1.16414,1.16436,603.86 +19.07.2018 02:20:00.000,1.16436,1.16441,1.16409,1.16414,523.78 +19.07.2018 02:25:00.000,1.16415,1.16421,1.16399,1.16415,697.9 +19.07.2018 02:30:00.000,1.16414,1.16423,1.16400,1.16414,806.3000000000001 +19.07.2018 02:35:00.000,1.16415,1.16435,1.16404,1.16432,747.76 +19.07.2018 02:40:00.000,1.16433,1.16435,1.16417,1.16419,351.47 +19.07.2018 02:45:00.000,1.16419,1.16425,1.16408,1.16425,566.85 +19.07.2018 02:50:00.000,1.16424,1.16451,1.16421,1.16445,549.68 +19.07.2018 02:55:00.000,1.16445,1.16472,1.16441,1.16465,702.46 +19.07.2018 03:00:00.000,1.16465,1.16470,1.16449,1.16470,554.6700000000001 +19.07.2018 03:05:00.000,1.16470,1.16473,1.16439,1.16439,599.41 +19.07.2018 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04:20:00.000,1.16501,1.16513,1.16468,1.16472,725.6299999999999 +19.07.2018 04:25:00.000,1.16472,1.16483,1.16464,1.16481,667.6999999999999 +19.07.2018 04:30:00.000,1.16479,1.16507,1.16477,1.16490,650.7900000000001 +19.07.2018 04:35:00.000,1.16489,1.16493,1.16466,1.16469,630.87 +19.07.2018 04:40:00.000,1.16470,1.16486,1.16464,1.16476,617.12 +19.07.2018 04:45:00.000,1.16477,1.16501,1.16477,1.16485,478.12 +19.07.2018 04:50:00.000,1.16484,1.16501,1.16481,1.16501,373.01 +19.07.2018 04:55:00.000,1.16500,1.16500,1.16465,1.16476,526.3000000000001 +19.07.2018 05:00:00.000,1.16476,1.16482,1.16466,1.16472,602.22 +19.07.2018 05:05:00.000,1.16471,1.16491,1.16456,1.16491,710.5999999999999 +19.07.2018 05:10:00.000,1.16492,1.16497,1.16479,1.16481,303.71000000000004 +19.07.2018 05:15:00.000,1.16482,1.16485,1.16437,1.16460,738.25 +19.07.2018 05:20:00.000,1.16459,1.16472,1.16451,1.16462,694.79 +19.07.2018 05:25:00.000,1.16462,1.16471,1.16445,1.16447,483.19 +19.07.2018 05:30:00.000,1.16447,1.16453,1.16426,1.16442,968.0799999999999 +19.07.2018 05:35:00.000,1.16443,1.16452,1.16434,1.16440,830.95 +19.07.2018 05:40:00.000,1.16440,1.16450,1.16425,1.16428,768.34 +19.07.2018 05:45:00.000,1.16427,1.16431,1.16410,1.16416,870.05 +19.07.2018 05:50:00.000,1.16416,1.16437,1.16410,1.16437,790.6800000000002 +19.07.2018 05:55:00.000,1.16437,1.16447,1.16400,1.16409,804.9300000000001 +19.07.2018 06:00:00.000,1.16409,1.16443,1.16400,1.16407,1033.51 +19.07.2018 06:05:00.000,1.16407,1.16407,1.16350,1.16356,1526.52 +19.07.2018 06:10:00.000,1.16354,1.16391,1.16328,1.16352,1688.6899999999998 +19.07.2018 06:15:00.000,1.16351,1.16361,1.16291,1.16321,1629.08 +19.07.2018 06:20:00.000,1.16321,1.16332,1.16281,1.16285,1370.74 +19.07.2018 06:25:00.000,1.16286,1.16310,1.16254,1.16295,1728.04 +19.07.2018 06:30:00.000,1.16296,1.16338,1.16281,1.16284,1376.8899999999999 +19.07.2018 06:35:00.000,1.16282,1.16294,1.16224,1.16233,4555.53 +19.07.2018 06:40:00.000,1.16233,1.16261,1.16232,1.16235,1215.45 +19.07.2018 06:45:00.000,1.16233,1.16238,1.16195,1.16228,1542.49 +19.07.2018 06:50:00.000,1.16230,1.16276,1.16217,1.16276,1379.53 +19.07.2018 06:55:00.000,1.16276,1.16277,1.16241,1.16242,1740.0300000000002 +19.07.2018 07:00:00.000,1.16243,1.16272,1.16221,1.16257,1681.76 +19.07.2018 07:05:00.000,1.16256,1.16257,1.16138,1.16152,1847.3600000000001 +19.07.2018 07:10:00.000,1.16148,1.16154,1.16104,1.16137,1768.1100000000001 +19.07.2018 07:15:00.000,1.16137,1.16138,1.16072,1.16122,1696.8600000000001 +19.07.2018 07:20:00.000,1.16122,1.16142,1.16111,1.16115,1607.43 +19.07.2018 07:25:00.000,1.16114,1.16129,1.16071,1.16118,1791.65 +19.07.2018 07:30:00.000,1.16118,1.16156,1.16109,1.16109,1661.96 +19.07.2018 07:35:00.000,1.16108,1.16131,1.16077,1.16095,1637 +19.07.2018 07:40:00.000,1.16094,1.16146,1.16059,1.16138,1611.1 +19.07.2018 07:45:00.000,1.16137,1.16158,1.16105,1.16141,1270.5 +19.07.2018 07:50:00.000,1.16141,1.16172,1.16140,1.16149,1125.21 +19.07.2018 07:55:00.000,1.16149,1.16149,1.16064,1.16078,1861.15 +19.07.2018 08:00:00.000,1.16077,1.16169,1.16068,1.16158,1878.4699999999998 +19.07.2018 08:05:00.000,1.16156,1.16184,1.16104,1.16106,1527.35 +19.07.2018 08:10:00.000,1.16108,1.16129,1.16080,1.16080,1416.22 +19.07.2018 08:15:00.000,1.16079,1.16112,1.16064,1.16098,1693.69 +19.07.2018 08:20:00.000,1.16098,1.16116,1.16070,1.16115,1345.92 +19.07.2018 08:25:00.000,1.16115,1.16131,1.16081,1.16115,1194.3 +19.07.2018 08:30:00.000,1.16115,1.16137,1.16047,1.16060,2230.27 +19.07.2018 08:35:00.000,1.16063,1.16179,1.16036,1.16150,1935.3599999999997 +19.07.2018 08:40:00.000,1.16152,1.16171,1.16096,1.16113,1730.69 +19.07.2018 08:45:00.000,1.16113,1.16127,1.16068,1.16076,1594.9499999999998 +19.07.2018 08:50:00.000,1.16074,1.16119,1.16054,1.16119,1610.8999999999996 +19.07.2018 08:55:00.000,1.16118,1.16138,1.16095,1.16126,1850.7199999999998 +19.07.2018 09:00:00.000,1.16129,1.16154,1.16108,1.16119,1582.4900000000002 +19.07.2018 09:05:00.000,1.16119,1.16128,1.16089,1.16101,1457.02 +19.07.2018 09:10:00.000,1.16103,1.16140,1.16100,1.16114,1240.48 +19.07.2018 09:15:00.000,1.16114,1.16120,1.16080,1.16081,1248.51 +19.07.2018 09:20:00.000,1.16081,1.16122,1.16081,1.16118,1284.5500000000002 +19.07.2018 09:25:00.000,1.16120,1.16122,1.16069,1.16070,1141.58 +19.07.2018 09:30:00.000,1.16071,1.16073,1.15953,1.16022,1873.7199999999998 +19.07.2018 09:35:00.000,1.16019,1.16021,1.15976,1.15997,1630.4199999999998 +19.07.2018 09:40:00.000,1.15997,1.16032,1.15950,1.16011,1387.92 +19.07.2018 09:45:00.000,1.16010,1.16025,1.15995,1.16001,1260.08 +19.07.2018 09:50:00.000,1.16001,1.16052,1.15990,1.16041,1384.08 +19.07.2018 09:55:00.000,1.16040,1.16077,1.16035,1.16061,1574.9799999999998 +19.07.2018 10:00:00.000,1.16060,1.16071,1.16028,1.16046,1754.69 +19.07.2018 10:05:00.000,1.16045,1.16056,1.16009,1.16048,1507.9899999999998 +19.07.2018 10:10:00.000,1.16049,1.16055,1.16024,1.16034,1207.2400000000002 +19.07.2018 10:15:00.000,1.16036,1.16095,1.16007,1.16080,1693.07 +19.07.2018 10:20:00.000,1.16079,1.16101,1.16069,1.16091,1356.23 +19.07.2018 10:25:00.000,1.16091,1.16139,1.16085,1.16122,1272.71 +19.07.2018 10:30:00.000,1.16122,1.16122,1.16065,1.16078,1178.7800000000002 +19.07.2018 10:35:00.000,1.16079,1.16080,1.16014,1.16019,1328.85 +19.07.2018 10:40:00.000,1.16019,1.16031,1.15974,1.16008,1234.77 +19.07.2018 10:45:00.000,1.16007,1.16041,1.15995,1.16039,1273.44 +19.07.2018 10:50:00.000,1.16039,1.16058,1.16012,1.16030,1073.75 +19.07.2018 10:55:00.000,1.16030,1.16045,1.15952,1.15954,1318.42 +19.07.2018 11:00:00.000,1.15957,1.15974,1.15871,1.15875,1851.09 +19.07.2018 11:05:00.000,1.15870,1.15931,1.15864,1.15926,1537.6299999999999 +19.07.2018 11:10:00.000,1.15928,1.15935,1.15910,1.15910,1194.33 +19.07.2018 11:15:00.000,1.15909,1.15924,1.15859,1.15860,1409.92 +19.07.2018 11:20:00.000,1.15860,1.15903,1.15859,1.15877,1416.77 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12:35:00.000,1.15809,1.15878,1.15807,1.15854,1444.1299999999999 +19.07.2018 12:40:00.000,1.15853,1.15859,1.15814,1.15835,1385.75 +19.07.2018 12:45:00.000,1.15835,1.15886,1.15800,1.15875,1220.3700000000001 +19.07.2018 12:50:00.000,1.15876,1.15899,1.15860,1.15893,1277.82 +19.07.2018 12:55:00.000,1.15893,1.15904,1.15832,1.15862,1371.0300000000002 +19.07.2018 13:00:00.000,1.15862,1.15957,1.15848,1.15942,1530.32 +19.07.2018 13:05:00.000,1.15941,1.15949,1.15896,1.15917,1147.71 +19.07.2018 13:10:00.000,1.15916,1.15996,1.15900,1.15995,1496.37 +19.07.2018 13:15:00.000,1.15995,1.15995,1.15950,1.15956,987.5200000000002 +19.07.2018 13:20:00.000,1.15950,1.15964,1.15935,1.15949,1065.4299999999998 +19.07.2018 13:25:00.000,1.15949,1.15950,1.15915,1.15934,1193.86 +19.07.2018 13:30:00.000,1.15933,1.16091,1.15930,1.16084,1810.1200000000001 +19.07.2018 13:35:00.000,1.16082,1.16085,1.16032,1.16034,1655.85 +19.07.2018 13:40:00.000,1.16032,1.16051,1.16022,1.16039,1419.06 +19.07.2018 13:45:00.000,1.16038,1.16046,1.15983,1.15990,1700.1999999999998 +19.07.2018 13:50:00.000,1.15989,1.16011,1.15970,1.15989,1607.64 +19.07.2018 13:55:00.000,1.15989,1.16011,1.15962,1.15965,1278.5400000000002 +19.07.2018 14:00:00.000,1.15965,1.16055,1.15960,1.16044,1742.02 +19.07.2018 14:05:00.000,1.16047,1.16179,1.16044,1.16161,1977.9699999999998 +19.07.2018 14:10:00.000,1.16159,1.16216,1.16140,1.16214,2044.91 +19.07.2018 14:15:00.000,1.16214,1.16214,1.16112,1.16124,1893.87 +19.07.2018 14:20:00.000,1.16125,1.16176,1.16121,1.16124,1741.15 +19.07.2018 14:25:00.000,1.16125,1.16147,1.16086,1.16095,1612.7599999999998 +19.07.2018 14:30:00.000,1.16097,1.16125,1.16077,1.16109,1633.1299999999999 +19.07.2018 14:35:00.000,1.16109,1.16139,1.16103,1.16116,1854.58 +19.07.2018 14:40:00.000,1.16115,1.16131,1.16080,1.16129,1915.03 +19.07.2018 14:45:00.000,1.16127,1.16156,1.16094,1.16101,1813.99 +19.07.2018 14:50:00.000,1.16102,1.16140,1.16062,1.16096,1712.83 +19.07.2018 14:55:00.000,1.16098,1.16146,1.16083,1.16135,1619.2199999999998 +19.07.2018 15:00:00.000,1.16135,1.16137,1.16080,1.16081,1799.5 +19.07.2018 15:05:00.000,1.16082,1.16113,1.16042,1.16049,1597.36 +19.07.2018 15:10:00.000,1.16047,1.16102,1.16044,1.16099,1324.59 +19.07.2018 15:15:00.000,1.16099,1.16106,1.16023,1.16031,1711.56 +19.07.2018 15:20:00.000,1.16030,1.16045,1.16000,1.16002,1492.9900000000002 +19.07.2018 15:25:00.000,1.16005,1.16009,1.15974,1.16006,1713.86 +19.07.2018 15:30:00.000,1.16004,1.16028,1.15994,1.16015,1279.38 +19.07.2018 15:35:00.000,1.16015,1.16040,1.16006,1.16023,1153.79 +19.07.2018 15:40:00.000,1.16024,1.16026,1.15991,1.16005,990.4799999999999 +19.07.2018 15:45:00.000,1.16005,1.16040,1.15993,1.16036,742.8199999999999 +19.07.2018 15:50:00.000,1.16036,1.16036,1.15961,1.15976,1020.02 +19.07.2018 15:55:00.000,1.15974,1.16032,1.15963,1.16032,1192.8899999999999 +19.07.2018 16:00:00.000,1.16034,1.16055,1.16030,1.16050,1114.19 +19.07.2018 16:05:00.000,1.16050,1.16051,1.16034,1.16036,833.9100000000001 +19.07.2018 16:10:00.000,1.16036,1.16087,1.16033,1.16079,1101.27 +19.07.2018 16:15:00.000,1.16078,1.16089,1.16060,1.16081,974.48 +19.07.2018 16:20:00.000,1.16080,1.16084,1.16021,1.16030,991.1 +19.07.2018 16:25:00.000,1.16031,1.16088,1.16025,1.16071,1287.9999999999998 +19.07.2018 16:30:00.000,1.16071,1.16083,1.16058,1.16061,807.12 +19.07.2018 16:35:00.000,1.16061,1.16085,1.16059,1.16081,863.4399999999999 +19.07.2018 16:40:00.000,1.16082,1.16101,1.16066,1.16085,703.34 +19.07.2018 16:45:00.000,1.16085,1.16099,1.16044,1.16044,908.8599999999999 +19.07.2018 16:50:00.000,1.16044,1.16076,1.16029,1.16060,1048.86 +19.07.2018 16:55:00.000,1.16061,1.16090,1.16053,1.16071,771.99 +19.07.2018 17:00:00.000,1.16071,1.16347,1.16058,1.16317,2222.81 +19.07.2018 17:05:00.000,1.16317,1.16436,1.16297,1.16373,2513.54 +19.07.2018 17:10:00.000,1.16372,1.16434,1.16314,1.16430,1938.33 +19.07.2018 17:15:00.000,1.16430,1.16785,1.16398,1.16726,2212.6 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18:30:00.000,1.16516,1.16557,1.16461,1.16541,1528.82 +19.07.2018 18:35:00.000,1.16539,1.16542,1.16461,1.16488,1445.58 +19.07.2018 18:40:00.000,1.16490,1.16493,1.16463,1.16469,959.99 +19.07.2018 18:45:00.000,1.16467,1.16498,1.16445,1.16488,962.8499999999999 +19.07.2018 18:50:00.000,1.16489,1.16514,1.16475,1.16487,1274.15 +19.07.2018 18:55:00.000,1.16487,1.16488,1.16442,1.16457,1507.66 +19.07.2018 19:00:00.000,1.16452,1.16461,1.16413,1.16447,1180.29 +19.07.2018 19:05:00.000,1.16450,1.16450,1.16415,1.16421,1159 +19.07.2018 19:10:00.000,1.16421,1.16449,1.16404,1.16445,883.5999999999999 +19.07.2018 19:15:00.000,1.16444,1.16470,1.16442,1.16458,728.5600000000001 +19.07.2018 19:20:00.000,1.16459,1.16459,1.16397,1.16409,1057.6299999999999 +19.07.2018 19:25:00.000,1.16409,1.16414,1.16376,1.16383,1081.62 +19.07.2018 19:30:00.000,1.16381,1.16394,1.16362,1.16368,1207.73 +19.07.2018 19:35:00.000,1.16365,1.16383,1.16364,1.16374,616.55 +19.07.2018 19:40:00.000,1.16373,1.16389,1.16364,1.16377,693.12 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00:35:00.000,1.16487,1.16511,1.16483,1.16494,976.1500000000001 +20.07.2018 00:40:00.000,1.16495,1.16502,1.16479,1.16494,634.8299999999999 +20.07.2018 00:45:00.000,1.16494,1.16507,1.16480,1.16485,800.27 +20.07.2018 00:50:00.000,1.16484,1.16557,1.16481,1.16557,976.78 +20.07.2018 00:55:00.000,1.16555,1.16565,1.16536,1.16542,811.5899999999999 +20.07.2018 01:00:00.000,1.16544,1.16573,1.16542,1.16556,444.46 +20.07.2018 01:05:00.000,1.16558,1.16590,1.16552,1.16588,752.9000000000001 +20.07.2018 01:10:00.000,1.16587,1.16597,1.16562,1.16578,785.3700000000001 +20.07.2018 01:15:00.000,1.16578,1.16583,1.16421,1.16423,1716.69 +20.07.2018 01:20:00.000,1.16421,1.16455,1.16354,1.16366,1771.66 +20.07.2018 01:25:00.000,1.16370,1.16427,1.16369,1.16418,1295.53 +20.07.2018 01:30:00.000,1.16418,1.16423,1.16334,1.16339,1415.09 +20.07.2018 01:35:00.000,1.16337,1.16392,1.16325,1.16377,1686.21 +20.07.2018 01:40:00.000,1.16379,1.16379,1.16306,1.16342,1311.16 +20.07.2018 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04:05:00.000,1.16505,1.16544,1.16505,1.16520,665.4000000000001 +20.07.2018 04:10:00.000,1.16518,1.16518,1.16493,1.16498,645.38 +20.07.2018 04:15:00.000,1.16499,1.16508,1.16490,1.16492,646.74 +20.07.2018 04:20:00.000,1.16492,1.16506,1.16489,1.16490,505.84000000000003 +20.07.2018 04:25:00.000,1.16491,1.16524,1.16484,1.16523,569.71 +20.07.2018 04:30:00.000,1.16524,1.16524,1.16500,1.16514,711.42 +20.07.2018 04:35:00.000,1.16513,1.16521,1.16505,1.16514,406.69000000000005 +20.07.2018 04:40:00.000,1.16514,1.16529,1.16511,1.16523,396.44000000000005 +20.07.2018 04:45:00.000,1.16523,1.16544,1.16513,1.16530,754.35 +20.07.2018 04:50:00.000,1.16529,1.16631,1.16523,1.16628,998.6600000000001 +20.07.2018 04:55:00.000,1.16628,1.16649,1.16612,1.16640,1174.97 +20.07.2018 05:00:00.000,1.16639,1.16639,1.16598,1.16600,672.48 +20.07.2018 05:05:00.000,1.16601,1.16629,1.16593,1.16614,857.4100000000001 +20.07.2018 05:10:00.000,1.16614,1.16673,1.16610,1.16673,838.9000000000001 +20.07.2018 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12:25:00.000,1.16710,1.16746,1.16695,1.16739,1373.5900000000001 +20.07.2018 12:30:00.000,1.16743,1.16809,1.16743,1.16799,1900.2699999999998 +20.07.2018 12:35:00.000,1.16798,1.16799,1.16744,1.16784,1814.15 +20.07.2018 12:40:00.000,1.16783,1.16949,1.16731,1.16937,2490.89 +20.07.2018 12:45:00.000,1.16936,1.17052,1.16919,1.17039,2422.75 +20.07.2018 12:50:00.000,1.17038,1.17094,1.16988,1.17073,2778.99 +20.07.2018 12:55:00.000,1.17073,1.17149,1.17046,1.17125,2842.15 +20.07.2018 13:00:00.000,1.17124,1.17128,1.17023,1.17078,2197.16 +20.07.2018 13:05:00.000,1.17080,1.17146,1.17059,1.17063,2414.31 +20.07.2018 13:10:00.000,1.17064,1.17149,1.17054,1.17105,2754.44 +20.07.2018 13:15:00.000,1.17106,1.17147,1.17068,1.17106,2302.88 +20.07.2018 13:20:00.000,1.17106,1.17169,1.17103,1.17169,2270.05 +20.07.2018 13:25:00.000,1.17168,1.17223,1.17124,1.17134,2130.31 +20.07.2018 13:30:00.000,1.17135,1.17202,1.17125,1.17179,2358.75 +20.07.2018 13:35:00.000,1.17180,1.17230,1.17163,1.17176,2065.8999999999996 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14:50:00.000,1.17073,1.17125,1.17073,1.17088,1800.52 +20.07.2018 14:55:00.000,1.17087,1.17095,1.17055,1.17070,1782.04 +20.07.2018 15:00:00.000,1.17072,1.17098,1.17043,1.17048,1737.03 +20.07.2018 15:05:00.000,1.17051,1.17081,1.17029,1.17074,1843.67 +20.07.2018 15:10:00.000,1.17073,1.17103,1.17039,1.17074,2015.3600000000001 +20.07.2018 15:15:00.000,1.17072,1.17107,1.17065,1.17100,1949.8200000000002 +20.07.2018 15:20:00.000,1.17101,1.17117,1.17080,1.17085,1742.8799999999999 +20.07.2018 15:25:00.000,1.17086,1.17096,1.17069,1.17077,1339.45 +20.07.2018 15:30:00.000,1.17076,1.17076,1.17046,1.17053,1216.04 +20.07.2018 15:35:00.000,1.17053,1.17079,1.17045,1.17045,1037.62 +20.07.2018 15:40:00.000,1.17045,1.17061,1.17036,1.17047,1072.06 +20.07.2018 15:45:00.000,1.17048,1.17072,1.17041,1.17068,942.69 +20.07.2018 15:50:00.000,1.17067,1.17135,1.17063,1.17126,1071.47 +20.07.2018 15:55:00.000,1.17126,1.17127,1.17073,1.17084,1510.13 +20.07.2018 16:00:00.000,1.17083,1.17109,1.17075,1.17087,969.79 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18:30:00.000,1.17302,1.17307,1.17244,1.17245,904.7099999999999 +20.07.2018 18:35:00.000,1.17245,1.17278,1.17227,1.17276,1112.76 +20.07.2018 18:40:00.000,1.17277,1.17287,1.17251,1.17251,595.25 +20.07.2018 18:45:00.000,1.17255,1.17264,1.17226,1.17260,865.79 +20.07.2018 18:50:00.000,1.17259,1.17275,1.17238,1.17271,775.3399999999999 +20.07.2018 18:55:00.000,1.17271,1.17275,1.17229,1.17251,986.6099999999999 +20.07.2018 19:00:00.000,1.17250,1.17254,1.17220,1.17246,1086.3400000000001 +20.07.2018 19:05:00.000,1.17245,1.17245,1.17202,1.17211,1053.18 +20.07.2018 19:10:00.000,1.17211,1.17237,1.17202,1.17232,886.24 +20.07.2018 19:15:00.000,1.17232,1.17268,1.17231,1.17268,863.3499999999999 +20.07.2018 19:20:00.000,1.17268,1.17286,1.17257,1.17264,731.65 +20.07.2018 19:25:00.000,1.17262,1.17287,1.17261,1.17286,713.73 +20.07.2018 19:30:00.000,1.17286,1.17297,1.17271,1.17273,784.63 +20.07.2018 19:35:00.000,1.17272,1.17301,1.17271,1.17296,869.51 +20.07.2018 19:40:00.000,1.17297,1.17301,1.17246,1.17255,769.71 +20.07.2018 19:45:00.000,1.17255,1.17269,1.17246,1.17257,866.8699999999999 +20.07.2018 19:50:00.000,1.17256,1.17267,1.17251,1.17262,983.5800000000002 +20.07.2018 19:55:00.000,1.17266,1.17272,1.17251,1.17261,939.39 +20.07.2018 20:00:00.000,1.17261,1.17286,1.17261,1.17281,394.33 +20.07.2018 20:05:00.000,1.17281,1.17281,1.17255,1.17257,339.21000000000004 +20.07.2018 20:10:00.000,1.17259,1.17259,1.17236,1.17246,404.84000000000003 +20.07.2018 20:15:00.000,1.17250,1.17253,1.17236,1.17238,206.41000000000003 +20.07.2018 20:20:00.000,1.17237,1.17241,1.17225,1.17225,281.77 +20.07.2018 20:25:00.000,1.17227,1.17241,1.17220,1.17236,349.46 +20.07.2018 20:30:00.000,1.17235,1.17246,1.17199,1.17205,418.47 +20.07.2018 20:35:00.000,1.17207,1.17217,1.17194,1.17194,357.99 +20.07.2018 20:40:00.000,1.17196,1.17210,1.17175,1.17203,359.61 +20.07.2018 20:45:00.000,1.17204,1.17214,1.17191,1.17199,339.9 +20.07.2018 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11:15:00.000,1.17147,1.17172,1.17141,1.17146,1048.54 +23.07.2018 11:20:00.000,1.17146,1.17172,1.17129,1.17158,1109.14 +23.07.2018 11:25:00.000,1.17160,1.17163,1.17141,1.17151,968.26 +23.07.2018 11:30:00.000,1.17151,1.17198,1.17150,1.17177,1080.43 +23.07.2018 11:35:00.000,1.17177,1.17197,1.17176,1.17187,810.38 +23.07.2018 11:40:00.000,1.17187,1.17187,1.17172,1.17183,768.58 +23.07.2018 11:45:00.000,1.17183,1.17198,1.17175,1.17197,727.6200000000001 +23.07.2018 11:50:00.000,1.17196,1.17199,1.17186,1.17196,751.73 +23.07.2018 11:55:00.000,1.17195,1.17199,1.17149,1.17153,1057.85 +23.07.2018 12:00:00.000,1.17149,1.17179,1.17144,1.17174,1334.29 +23.07.2018 12:05:00.000,1.17173,1.17193,1.17161,1.17168,1154.73 +23.07.2018 12:10:00.000,1.17168,1.17176,1.17152,1.17153,883.61 +23.07.2018 12:15:00.000,1.17153,1.17157,1.17133,1.17138,1118.04 +23.07.2018 12:20:00.000,1.17138,1.17182,1.17138,1.17164,1097.26 +23.07.2018 12:25:00.000,1.17164,1.17165,1.17120,1.17123,1084.87 +23.07.2018 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13:40:00.000,1.17067,1.17068,1.17014,1.17041,1336.31 +23.07.2018 13:45:00.000,1.17044,1.17046,1.17002,1.17002,1142.33 +23.07.2018 13:50:00.000,1.17001,1.17030,1.17001,1.17026,992.81 +23.07.2018 13:55:00.000,1.17025,1.17047,1.16996,1.17022,1296.48 +23.07.2018 14:00:00.000,1.17021,1.17075,1.17021,1.17050,1381.04 +23.07.2018 14:05:00.000,1.17050,1.17090,1.17050,1.17072,1556.1399999999999 +23.07.2018 14:10:00.000,1.17072,1.17102,1.17065,1.17090,1372.6799999999998 +23.07.2018 14:15:00.000,1.17089,1.17102,1.17035,1.17039,1239.3899999999999 +23.07.2018 14:20:00.000,1.17039,1.17062,1.17012,1.17022,1223.73 +23.07.2018 14:25:00.000,1.17022,1.17075,1.17013,1.17063,1316.25 +23.07.2018 14:30:00.000,1.17059,1.17062,1.17031,1.17045,1162.67 +23.07.2018 14:35:00.000,1.17046,1.17075,1.17022,1.17072,1389.08 +23.07.2018 14:40:00.000,1.17074,1.17119,1.17066,1.17115,1526.15 +23.07.2018 14:45:00.000,1.17116,1.17129,1.17095,1.17101,1509.4699999999998 +23.07.2018 14:50:00.000,1.17102,1.17108,1.17036,1.17037,1481.45 +23.07.2018 14:55:00.000,1.17038,1.17081,1.17015,1.17037,1752.8400000000001 +23.07.2018 15:00:00.000,1.17041,1.17075,1.17017,1.17065,1598.58 +23.07.2018 15:05:00.000,1.17065,1.17091,1.17063,1.17072,1397.4900000000002 +23.07.2018 15:10:00.000,1.17072,1.17073,1.17005,1.17018,1563.21 +23.07.2018 15:15:00.000,1.17017,1.17017,1.16935,1.16978,1607.17 +23.07.2018 15:20:00.000,1.16978,1.17021,1.16978,1.17011,1123.27 +23.07.2018 15:25:00.000,1.17009,1.17048,1.17007,1.17033,1255.75 +23.07.2018 15:30:00.000,1.17032,1.17053,1.17012,1.17023,1543.7600000000002 +23.07.2018 15:35:00.000,1.17025,1.17074,1.17025,1.17072,1183.26 +23.07.2018 15:40:00.000,1.17069,1.17083,1.17055,1.17074,1133.74 +23.07.2018 15:45:00.000,1.17073,1.17079,1.17052,1.17073,884.33 +23.07.2018 15:50:00.000,1.17076,1.17083,1.17025,1.17031,1029.6100000000001 +23.07.2018 15:55:00.000,1.17031,1.17035,1.16980,1.17020,1406.65 +23.07.2018 16:00:00.000,1.17020,1.17042,1.17002,1.17025,1014.0600000000001 +23.07.2018 16:05:00.000,1.17025,1.17032,1.17001,1.17026,976.1100000000001 +23.07.2018 16:10:00.000,1.17027,1.17028,1.16987,1.17013,891.26 +23.07.2018 16:15:00.000,1.17012,1.17019,1.16980,1.16983,884.5 +23.07.2018 16:20:00.000,1.16982,1.16982,1.16925,1.16932,1173.78 +23.07.2018 16:25:00.000,1.16932,1.16936,1.16912,1.16920,857.48 +23.07.2018 16:30:00.000,1.16922,1.16947,1.16920,1.16944,812.9499999999999 +23.07.2018 16:35:00.000,1.16943,1.16986,1.16936,1.16975,1023.47 +23.07.2018 16:40:00.000,1.16976,1.16994,1.16968,1.16993,770.04 +23.07.2018 16:45:00.000,1.16992,1.17013,1.16986,1.16997,780.09 +23.07.2018 16:50:00.000,1.16997,1.16999,1.16972,1.16972,850.8299999999999 +23.07.2018 16:55:00.000,1.16971,1.17012,1.16971,1.16993,950.16 +23.07.2018 17:00:00.000,1.16994,1.17030,1.16993,1.17017,775.6599999999999 +23.07.2018 17:05:00.000,1.17017,1.17024,1.16991,1.16996,639.86 +23.07.2018 17:10:00.000,1.16996,1.17042,1.16995,1.17029,718.8600000000001 +23.07.2018 17:15:00.000,1.17028,1.17063,1.17027,1.17056,652.16 +23.07.2018 17:20:00.000,1.17057,1.17061,1.17045,1.17051,794.46 +23.07.2018 17:25:00.000,1.17051,1.17052,1.17003,1.17014,1313.44 +23.07.2018 17:30:00.000,1.17014,1.17067,1.17010,1.17064,841.14 +23.07.2018 17:35:00.000,1.17063,1.17074,1.17032,1.17039,621.24 +23.07.2018 17:40:00.000,1.17039,1.17039,1.17009,1.17012,697.87 +23.07.2018 17:45:00.000,1.17012,1.17012,1.16925,1.16926,1245.6899999999998 +23.07.2018 17:50:00.000,1.16926,1.16928,1.16836,1.16872,1312.6999999999998 +23.07.2018 17:55:00.000,1.16872,1.16908,1.16870,1.16908,657.23 +23.07.2018 18:00:00.000,1.16908,1.16927,1.16843,1.16858,1036.93 +23.07.2018 18:05:00.000,1.16858,1.16887,1.16844,1.16881,1090.2100000000003 +23.07.2018 18:10:00.000,1.16881,1.16906,1.16879,1.16901,624.4499999999999 +23.07.2018 18:15:00.000,1.16901,1.16938,1.16888,1.16923,720.5899999999999 +23.07.2018 18:20:00.000,1.16924,1.16933,1.16912,1.16916,530.52 +23.07.2018 18:25:00.000,1.16916,1.16923,1.16893,1.16898,507.09 +23.07.2018 18:30:00.000,1.16898,1.16914,1.16897,1.16907,552.72 +23.07.2018 18:35:00.000,1.16907,1.16937,1.16907,1.16915,522.89 +23.07.2018 18:40:00.000,1.16915,1.16929,1.16895,1.16912,446.40999999999997 +23.07.2018 18:45:00.000,1.16911,1.16926,1.16892,1.16923,528.12 +23.07.2018 18:50:00.000,1.16923,1.16935,1.16908,1.16912,516.32 +23.07.2018 18:55:00.000,1.16912,1.16913,1.16882,1.16895,875.88 +23.07.2018 19:00:00.000,1.16892,1.16908,1.16860,1.16869,641.93 +23.07.2018 19:05:00.000,1.16871,1.16888,1.16864,1.16882,578.46 +23.07.2018 19:10:00.000,1.16883,1.16914,1.16881,1.16901,546.3 +23.07.2018 19:15:00.000,1.16902,1.16935,1.16898,1.16927,649.6700000000001 +23.07.2018 19:20:00.000,1.16928,1.16940,1.16915,1.16922,798.88 +23.07.2018 19:25:00.000,1.16923,1.16937,1.16920,1.16929,601.3399999999999 +23.07.2018 19:30:00.000,1.16928,1.16944,1.16922,1.16943,514.69 +23.07.2018 19:35:00.000,1.16942,1.16963,1.16941,1.16944,684.71 +23.07.2018 19:40:00.000,1.16945,1.16956,1.16945,1.16952,460.91 +23.07.2018 19:45:00.000,1.16952,1.16965,1.16935,1.16938,514.0899999999999 +23.07.2018 19:50:00.000,1.16938,1.16957,1.16937,1.16948,548.31 +23.07.2018 19:55:00.000,1.16946,1.16966,1.16928,1.16935,1016.5400000000001 +23.07.2018 20:00:00.000,1.16935,1.16938,1.16921,1.16928,480.63 +23.07.2018 20:05:00.000,1.16928,1.16950,1.16916,1.16948,492.88 +23.07.2018 20:10:00.000,1.16946,1.16952,1.16943,1.16952,234.61 +23.07.2018 20:15:00.000,1.16951,1.16966,1.16948,1.16959,270.58 +23.07.2018 20:20:00.000,1.16959,1.16960,1.16943,1.16947,210.15 +23.07.2018 20:25:00.000,1.16946,1.16946,1.16935,1.16941,351.62 +23.07.2018 20:30:00.000,1.16940,1.16940,1.16917,1.16918,348.15999999999997 +23.07.2018 20:35:00.000,1.16919,1.16922,1.16901,1.16905,468.69 +23.07.2018 20:40:00.000,1.16905,1.16916,1.16904,1.16905,429.78999999999996 +23.07.2018 20:45:00.000,1.16906,1.16914,1.16901,1.16911,450.58 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22:00:00.000,1.16884,1.16925,1.16884,1.16920,336.28 +23.07.2018 22:05:00.000,1.16920,1.16929,1.16919,1.16925,318.63 +23.07.2018 22:10:00.000,1.16925,1.16934,1.16924,1.16931,241.86999999999998 +23.07.2018 22:15:00.000,1.16930,1.16935,1.16925,1.16935,127.93 +23.07.2018 22:20:00.000,1.16933,1.16935,1.16920,1.16920,130.32 +23.07.2018 22:25:00.000,1.16920,1.16921,1.16918,1.16919,66.78 +23.07.2018 22:30:00.000,1.16921,1.16932,1.16919,1.16930,173.54000000000002 +23.07.2018 22:35:00.000,1.16932,1.16940,1.16930,1.16935,151.82999999999998 +23.07.2018 22:40:00.000,1.16934,1.16947,1.16930,1.16945,290.4 +23.07.2018 22:45:00.000,1.16944,1.16945,1.16930,1.16941,188.76000000000002 +23.07.2018 22:50:00.000,1.16941,1.16951,1.16934,1.16937,150.41 +23.07.2018 22:55:00.000,1.16939,1.16939,1.16913,1.16914,198.43 +23.07.2018 23:00:00.000,1.16913,1.16914,1.16901,1.16901,249.29000000000002 +23.07.2018 23:05:00.000,1.16904,1.16915,1.16889,1.16899,381.1 +23.07.2018 23:10:00.000,1.16900,1.16909,1.16892,1.16892,327.72999999999996 +23.07.2018 23:15:00.000,1.16892,1.16894,1.16874,1.16890,379.69 +23.07.2018 23:20:00.000,1.16891,1.16911,1.16884,1.16910,333.26 +23.07.2018 23:25:00.000,1.16909,1.16919,1.16864,1.16895,433.05 +23.07.2018 23:30:00.000,1.16896,1.16902,1.16894,1.16899,240.44000000000003 +23.07.2018 23:35:00.000,1.16899,1.16901,1.16886,1.16889,234.37 +23.07.2018 23:40:00.000,1.16888,1.16910,1.16887,1.16900,435.40000000000003 +23.07.2018 23:45:00.000,1.16899,1.16921,1.16897,1.16918,323.85 +23.07.2018 23:50:00.000,1.16918,1.16926,1.16909,1.16920,331 +23.07.2018 23:55:00.000,1.16919,1.16936,1.16919,1.16934,534.74 +24.07.2018 00:00:00.000,1.16934,1.16948,1.16931,1.16941,562.76 +24.07.2018 00:05:00.000,1.16941,1.16950,1.16929,1.16933,679.8100000000001 +24.07.2018 00:10:00.000,1.16932,1.16947,1.16915,1.16915,703.9499999999999 +24.07.2018 00:15:00.000,1.16915,1.16925,1.16890,1.16910,863.4100000000001 +24.07.2018 00:20:00.000,1.16911,1.16915,1.16901,1.16909,679.3799999999999 +24.07.2018 00:25:00.000,1.16908,1.16931,1.16908,1.16931,645.1 +24.07.2018 00:30:00.000,1.16930,1.16933,1.16921,1.16922,579.47 +24.07.2018 00:35:00.000,1.16923,1.16937,1.16920,1.16924,636.9499999999999 +24.07.2018 00:40:00.000,1.16926,1.16937,1.16920,1.16931,683.45 +24.07.2018 00:45:00.000,1.16931,1.16932,1.16909,1.16923,684.45 +24.07.2018 00:50:00.000,1.16923,1.16939,1.16910,1.16911,598.2 +24.07.2018 00:55:00.000,1.16910,1.16926,1.16896,1.16923,815.04 +24.07.2018 01:00:00.000,1.16924,1.16936,1.16920,1.16934,658.13 +24.07.2018 01:05:00.000,1.16934,1.16960,1.16921,1.16956,547.59 +24.07.2018 01:10:00.000,1.16954,1.16954,1.16922,1.16926,726.53 +24.07.2018 01:15:00.000,1.16925,1.16976,1.16879,1.16909,1453.31 +24.07.2018 01:20:00.000,1.16909,1.16947,1.16880,1.16943,1152.8899999999999 +24.07.2018 01:25:00.000,1.16944,1.16958,1.16921,1.16949,904.31 +24.07.2018 01:30:00.000,1.16949,1.16981,1.16914,1.16932,1189.56 +24.07.2018 01:35:00.000,1.16932,1.16945,1.16920,1.16930,965.18 +24.07.2018 01:40:00.000,1.16929,1.16940,1.16919,1.16934,961.3799999999999 +24.07.2018 01:45:00.000,1.16935,1.16960,1.16900,1.16955,1051.08 +24.07.2018 01:50:00.000,1.16959,1.16996,1.16946,1.16970,1242.68 +24.07.2018 01:55:00.000,1.16970,1.16985,1.16940,1.16974,1054.8 +24.07.2018 02:00:00.000,1.16974,1.17017,1.16974,1.16985,875.23 +24.07.2018 02:05:00.000,1.16982,1.16990,1.16944,1.16944,689.3399999999999 +24.07.2018 02:10:00.000,1.16944,1.16948,1.16915,1.16926,908.5600000000001 +24.07.2018 02:15:00.000,1.16926,1.16928,1.16905,1.16926,626.53 +24.07.2018 02:20:00.000,1.16926,1.16927,1.16904,1.16914,588.38 +24.07.2018 02:25:00.000,1.16913,1.16920,1.16862,1.16867,858.3 +24.07.2018 02:30:00.000,1.16866,1.16893,1.16857,1.16883,582.7700000000001 +24.07.2018 02:35:00.000,1.16883,1.16911,1.16881,1.16911,546.78 +24.07.2018 02:40:00.000,1.16912,1.16925,1.16905,1.16910,581.24 +24.07.2018 02:45:00.000,1.16910,1.16911,1.16891,1.16900,427.11 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04:00:00.000,1.16868,1.16872,1.16861,1.16868,346.74 +24.07.2018 04:05:00.000,1.16868,1.16887,1.16866,1.16883,525.1899999999999 +24.07.2018 04:10:00.000,1.16883,1.16886,1.16862,1.16863,297.95 +24.07.2018 04:15:00.000,1.16863,1.16867,1.16846,1.16856,523.5000000000001 +24.07.2018 04:20:00.000,1.16855,1.16867,1.16855,1.16862,305.95 +24.07.2018 04:25:00.000,1.16861,1.16865,1.16852,1.16865,455.22 +24.07.2018 04:30:00.000,1.16865,1.16865,1.16839,1.16845,398.35 +24.07.2018 04:35:00.000,1.16847,1.16853,1.16829,1.16831,410.66 +24.07.2018 04:40:00.000,1.16831,1.16832,1.16782,1.16791,737.5799999999999 +24.07.2018 04:45:00.000,1.16791,1.16806,1.16782,1.16786,694.99 +24.07.2018 04:50:00.000,1.16786,1.16786,1.16769,1.16777,583.46 +24.07.2018 04:55:00.000,1.16776,1.16783,1.16753,1.16766,750.6700000000001 +24.07.2018 05:00:00.000,1.16766,1.16796,1.16764,1.16787,554.36 +24.07.2018 05:05:00.000,1.16787,1.16802,1.16778,1.16790,610.6 +24.07.2018 05:10:00.000,1.16790,1.16811,1.16788,1.16807,545.41 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06:25:00.000,1.16711,1.16718,1.16663,1.16706,1171.94 +24.07.2018 06:30:00.000,1.16705,1.16728,1.16688,1.16705,1360.7400000000002 +24.07.2018 06:35:00.000,1.16705,1.16741,1.16676,1.16702,1514.85 +24.07.2018 06:40:00.000,1.16702,1.16713,1.16670,1.16702,1114.95 +24.07.2018 06:45:00.000,1.16705,1.16719,1.16599,1.16625,1524.37 +24.07.2018 06:50:00.000,1.16628,1.16647,1.16600,1.16630,1295.27 +24.07.2018 06:55:00.000,1.16631,1.16646,1.16578,1.16597,1364.1100000000001 +24.07.2018 07:00:00.000,1.16595,1.16662,1.16545,1.16662,1535.21 +24.07.2018 07:05:00.000,1.16661,1.16733,1.16652,1.16710,1387.64 +24.07.2018 07:10:00.000,1.16711,1.16769,1.16704,1.16748,1379.74 +24.07.2018 07:15:00.000,1.16749,1.16787,1.16748,1.16762,1230.97 +24.07.2018 07:20:00.000,1.16762,1.16773,1.16730,1.16736,1441.47 +24.07.2018 07:25:00.000,1.16737,1.16781,1.16727,1.16750,1021.86 +24.07.2018 07:30:00.000,1.16756,1.17044,1.16756,1.16970,1953.69 +24.07.2018 07:35:00.000,1.16971,1.17035,1.16952,1.16952,1976.19 +24.07.2018 07:40:00.000,1.16954,1.16981,1.16924,1.16928,1379.6 +24.07.2018 07:45:00.000,1.16930,1.16946,1.16917,1.16922,991.4100000000001 +24.07.2018 07:50:00.000,1.16922,1.16946,1.16913,1.16935,1285.99 +24.07.2018 07:55:00.000,1.16936,1.16968,1.16929,1.16961,1179.1299999999999 +24.07.2018 08:00:00.000,1.16960,1.16970,1.16865,1.16888,1449.1699999999998 +24.07.2018 08:05:00.000,1.16888,1.16936,1.16888,1.16918,1077.52 +24.07.2018 08:10:00.000,1.16917,1.16937,1.16911,1.16913,1226.56 +24.07.2018 08:15:00.000,1.16912,1.16912,1.16859,1.16867,1246.74 +24.07.2018 08:20:00.000,1.16868,1.16881,1.16853,1.16857,1387.5 +24.07.2018 08:25:00.000,1.16856,1.16857,1.16788,1.16800,1329.25 +24.07.2018 08:30:00.000,1.16800,1.16832,1.16783,1.16830,1323.9699999999998 +24.07.2018 08:35:00.000,1.16829,1.16850,1.16806,1.16824,1078.3300000000002 +24.07.2018 08:40:00.000,1.16824,1.16830,1.16810,1.16824,965.3 +24.07.2018 08:45:00.000,1.16824,1.16841,1.16821,1.16834,1002.83 +24.07.2018 08:50:00.000,1.16833,1.16834,1.16781,1.16814,1232.0900000000001 +24.07.2018 08:55:00.000,1.16815,1.16845,1.16810,1.16845,1080.08 +24.07.2018 09:00:00.000,1.16844,1.16891,1.16843,1.16887,1388.66 +24.07.2018 09:05:00.000,1.16887,1.16892,1.16869,1.16889,1191.18 +24.07.2018 09:10:00.000,1.16888,1.16896,1.16859,1.16876,1312.54 +24.07.2018 09:15:00.000,1.16875,1.16905,1.16874,1.16887,1078.95 +24.07.2018 09:20:00.000,1.16890,1.16911,1.16885,1.16896,801.99 +24.07.2018 09:25:00.000,1.16896,1.16905,1.16865,1.16869,880.5999999999999 +24.07.2018 09:30:00.000,1.16871,1.16878,1.16840,1.16840,1127.78 +24.07.2018 09:35:00.000,1.16841,1.16871,1.16841,1.16865,1102.37 +24.07.2018 09:40:00.000,1.16865,1.16865,1.16814,1.16833,1181.17 +24.07.2018 09:45:00.000,1.16833,1.16860,1.16805,1.16860,1243.13 +24.07.2018 09:50:00.000,1.16860,1.16885,1.16841,1.16865,915.04 +24.07.2018 09:55:00.000,1.16865,1.16924,1.16863,1.16915,805.0700000000002 +24.07.2018 10:00:00.000,1.16914,1.16958,1.16912,1.16954,1271.76 +24.07.2018 10:05:00.000,1.16954,1.16991,1.16948,1.16987,1232.06 +24.07.2018 10:10:00.000,1.16988,1.17040,1.16987,1.17040,1399.8999999999999 +24.07.2018 10:15:00.000,1.17040,1.17060,1.17016,1.17030,1427.95 +24.07.2018 10:20:00.000,1.17028,1.17075,1.17024,1.17034,1487.52 +24.07.2018 10:25:00.000,1.17033,1.17048,1.17015,1.17022,1203.82 +24.07.2018 10:30:00.000,1.17025,1.17034,1.17006,1.17033,1151.21 +24.07.2018 10:35:00.000,1.17033,1.17039,1.17011,1.17012,709.58 +24.07.2018 10:40:00.000,1.17012,1.17043,1.17007,1.17027,1155.48 +24.07.2018 10:45:00.000,1.17027,1.17031,1.16998,1.17026,1187.53 +24.07.2018 10:50:00.000,1.17026,1.17067,1.17013,1.17066,1003.0200000000001 +24.07.2018 10:55:00.000,1.17066,1.17153,1.17042,1.17128,1768.26 +24.07.2018 11:00:00.000,1.17129,1.17166,1.17086,1.17101,1313.09 +24.07.2018 11:05:00.000,1.17101,1.17117,1.17091,1.17107,1028.23 +24.07.2018 11:10:00.000,1.17106,1.17134,1.17102,1.17109,1127.51 +24.07.2018 11:15:00.000,1.17109,1.17124,1.17098,1.17099,793.3300000000002 +24.07.2018 11:20:00.000,1.17099,1.17099,1.17034,1.17044,1188.46 +24.07.2018 11:25:00.000,1.17044,1.17094,1.17044,1.17081,953.2400000000001 +24.07.2018 11:30:00.000,1.17082,1.17091,1.17034,1.17048,1211.34 +24.07.2018 11:35:00.000,1.17049,1.17113,1.17049,1.17077,1127.4 +24.07.2018 11:40:00.000,1.17079,1.17079,1.17022,1.17035,1197.8 +24.07.2018 11:45:00.000,1.17035,1.17048,1.17020,1.17047,961.46 +24.07.2018 11:50:00.000,1.17046,1.17062,1.17026,1.17061,887.25 +24.07.2018 11:55:00.000,1.17061,1.17138,1.17056,1.17107,1373.69 +24.07.2018 12:00:00.000,1.17108,1.17111,1.17044,1.17071,1454 +24.07.2018 12:05:00.000,1.17071,1.17072,1.17040,1.17071,1227.18 +24.07.2018 12:10:00.000,1.17072,1.17072,1.17016,1.17056,1515.1299999999999 +24.07.2018 12:15:00.000,1.17056,1.17077,1.17031,1.17035,1305.43 +24.07.2018 12:20:00.000,1.17034,1.17057,1.16992,1.17047,1481.51 +24.07.2018 12:25:00.000,1.17050,1.17054,1.16989,1.17002,1281.6699999999998 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13:40:00.000,1.17035,1.17053,1.17019,1.17053,1243.1100000000001 +24.07.2018 13:45:00.000,1.17052,1.17088,1.17023,1.17078,1566.93 +24.07.2018 13:50:00.000,1.17077,1.17098,1.17031,1.17056,1484.0700000000002 +24.07.2018 13:55:00.000,1.17056,1.17126,1.17055,1.17072,1842.65 +24.07.2018 14:00:00.000,1.17070,1.17129,1.17048,1.17128,1744.12 +24.07.2018 14:05:00.000,1.17128,1.17135,1.17100,1.17111,1724.2 +24.07.2018 14:10:00.000,1.17109,1.17122,1.17074,1.17087,1254.44 +24.07.2018 14:15:00.000,1.17091,1.17094,1.17030,1.17065,1386.05 +24.07.2018 14:20:00.000,1.17065,1.17086,1.17054,1.17059,1145.6499999999999 +24.07.2018 14:25:00.000,1.17060,1.17068,1.17024,1.17027,1156.51 +24.07.2018 14:30:00.000,1.17029,1.17095,1.17018,1.17095,1426.14 +24.07.2018 14:35:00.000,1.17095,1.17104,1.17065,1.17087,1324.86 +24.07.2018 14:40:00.000,1.17086,1.17149,1.17086,1.17128,1625.6799999999998 +24.07.2018 14:45:00.000,1.17129,1.17168,1.17125,1.17132,1311.35 +24.07.2018 14:50:00.000,1.17132,1.17132,1.17076,1.17083,1379.48 +24.07.2018 14:55:00.000,1.17082,1.17107,1.17016,1.17058,1370.7900000000002 +24.07.2018 15:00:00.000,1.17061,1.17088,1.17032,1.17039,1253.69 +24.07.2018 15:05:00.000,1.17038,1.17061,1.17024,1.17039,1157.3899999999999 +24.07.2018 15:10:00.000,1.17039,1.17055,1.17023,1.17030,1157.8899999999999 +24.07.2018 15:15:00.000,1.17033,1.17033,1.16967,1.16975,1286.12 +24.07.2018 15:20:00.000,1.16976,1.16988,1.16904,1.16916,1304.39 +24.07.2018 15:25:00.000,1.16915,1.16951,1.16909,1.16925,1070.28 +24.07.2018 15:30:00.000,1.16924,1.16970,1.16923,1.16965,1022.4799999999999 +24.07.2018 15:35:00.000,1.16965,1.16966,1.16887,1.16916,1260.1299999999999 +24.07.2018 15:40:00.000,1.16916,1.16924,1.16893,1.16905,819.35 +24.07.2018 15:45:00.000,1.16906,1.16947,1.16901,1.16924,801.1600000000001 +24.07.2018 15:50:00.000,1.16924,1.16927,1.16846,1.16886,1168.71 +24.07.2018 15:55:00.000,1.16885,1.16901,1.16825,1.16828,1244.1599999999999 +24.07.2018 16:00:00.000,1.16827,1.16831,1.16779,1.16823,1310.09 +24.07.2018 16:05:00.000,1.16824,1.16853,1.16822,1.16852,791.29 +24.07.2018 16:10:00.000,1.16851,1.16861,1.16834,1.16844,784.99 +24.07.2018 16:15:00.000,1.16844,1.16862,1.16829,1.16859,895.8 +24.07.2018 16:20:00.000,1.16859,1.16870,1.16854,1.16854,618.1300000000001 +24.07.2018 16:25:00.000,1.16855,1.16871,1.16791,1.16794,1066.36 +24.07.2018 16:30:00.000,1.16794,1.16801,1.16745,1.16801,1302.8600000000001 +24.07.2018 16:35:00.000,1.16802,1.16810,1.16786,1.16806,827.81 +24.07.2018 16:40:00.000,1.16805,1.16820,1.16794,1.16797,974.02 +24.07.2018 16:45:00.000,1.16796,1.16820,1.16792,1.16803,1023.46 +24.07.2018 16:50:00.000,1.16804,1.16806,1.16775,1.16793,995.8800000000001 +24.07.2018 16:55:00.000,1.16797,1.16835,1.16793,1.16818,768.44 +24.07.2018 17:00:00.000,1.16817,1.16833,1.16809,1.16817,794.92 +24.07.2018 17:05:00.000,1.16817,1.16852,1.16817,1.16836,933.72 +24.07.2018 17:10:00.000,1.16835,1.16842,1.16812,1.16822,570.54 +24.07.2018 17:15:00.000,1.16821,1.16829,1.16730,1.16748,1179.91 +24.07.2018 17:20:00.000,1.16749,1.16810,1.16748,1.16804,882.6800000000001 +24.07.2018 17:25:00.000,1.16804,1.16818,1.16771,1.16783,623.29 +24.07.2018 17:30:00.000,1.16785,1.16810,1.16782,1.16802,808.93 +24.07.2018 17:35:00.000,1.16802,1.16847,1.16798,1.16837,712.87 +24.07.2018 17:40:00.000,1.16837,1.16858,1.16805,1.16852,876.19 +24.07.2018 17:45:00.000,1.16852,1.16860,1.16825,1.16826,653.5 +24.07.2018 17:50:00.000,1.16826,1.16839,1.16800,1.16810,870.54 +24.07.2018 17:55:00.000,1.16808,1.16828,1.16804,1.16807,899.22 +24.07.2018 18:00:00.000,1.16807,1.16818,1.16736,1.16759,1099.0800000000002 +24.07.2018 18:05:00.000,1.16756,1.16797,1.16745,1.16750,808.55 +24.07.2018 18:10:00.000,1.16750,1.16772,1.16746,1.16772,891.59 +24.07.2018 18:15:00.000,1.16772,1.16789,1.16766,1.16781,707.6 +24.07.2018 18:20:00.000,1.16778,1.16792,1.16751,1.16792,841.18 +24.07.2018 18:25:00.000,1.16792,1.16813,1.16787,1.16805,521.85 +24.07.2018 18:30:00.000,1.16805,1.16818,1.16797,1.16802,878.08 +24.07.2018 18:35:00.000,1.16802,1.16812,1.16798,1.16802,889.84 +24.07.2018 18:40:00.000,1.16802,1.16810,1.16785,1.16789,905.6100000000001 +24.07.2018 18:45:00.000,1.16791,1.16848,1.16786,1.16832,697.08 +24.07.2018 18:50:00.000,1.16832,1.16841,1.16821,1.16827,569.06 +24.07.2018 18:55:00.000,1.16827,1.16842,1.16821,1.16832,661.71 +24.07.2018 19:00:00.000,1.16831,1.16836,1.16811,1.16811,850.24 +24.07.2018 19:05:00.000,1.16812,1.16832,1.16811,1.16827,505.79999999999995 +24.07.2018 19:10:00.000,1.16826,1.16830,1.16811,1.16813,683.06 +24.07.2018 19:15:00.000,1.16813,1.16845,1.16811,1.16838,593.02 +24.07.2018 19:20:00.000,1.16839,1.16852,1.16833,1.16847,501.53000000000003 +24.07.2018 19:25:00.000,1.16848,1.16865,1.16833,1.16848,786.21 +24.07.2018 19:30:00.000,1.16849,1.16859,1.16833,1.16843,698.39 +24.07.2018 19:35:00.000,1.16843,1.16851,1.16832,1.16841,678.35 +24.07.2018 19:40:00.000,1.16842,1.16851,1.16840,1.16851,595.81 +24.07.2018 19:45:00.000,1.16850,1.16884,1.16837,1.16877,731.64 +24.07.2018 19:50:00.000,1.16877,1.16891,1.16864,1.16886,714.77 +24.07.2018 19:55:00.000,1.16886,1.16890,1.16867,1.16871,781.2700000000001 +24.07.2018 20:00:00.000,1.16870,1.16870,1.16845,1.16866,388.78 +24.07.2018 20:05:00.000,1.16866,1.16875,1.16850,1.16857,305.01 +24.07.2018 20:10:00.000,1.16857,1.16865,1.16845,1.16851,309.87 +24.07.2018 20:15:00.000,1.16852,1.16852,1.16841,1.16842,323.5 +24.07.2018 20:20:00.000,1.16842,1.16846,1.16839,1.16846,141.01999999999998 +24.07.2018 20:25:00.000,1.16847,1.16851,1.16836,1.16836,197.81 +24.07.2018 20:30:00.000,1.16836,1.16852,1.16834,1.16847,284.69 +24.07.2018 20:35:00.000,1.16846,1.16850,1.16836,1.16841,261 +24.07.2018 20:40:00.000,1.16842,1.16842,1.16826,1.16830,214.24 +24.07.2018 20:45:00.000,1.16831,1.16831,1.16820,1.16821,284.69 +24.07.2018 20:50:00.000,1.16820,1.16822,1.16814,1.16821,440.6 +24.07.2018 20:55:00.000,1.16823,1.16859,1.16811,1.16857,429.28 +24.07.2018 21:00:00.000,1.16861,1.16868,1.16824,1.16824,23.45 +24.07.2018 21:05:00.000,1.16824,1.16824,1.16809,1.16810,85.17 +24.07.2018 21:10:00.000,1.16810,1.16811,1.16782,1.16800,159.48000000000002 +24.07.2018 21:15:00.000,1.16801,1.16839,1.16800,1.16821,313.90999999999997 +24.07.2018 21:20:00.000,1.16821,1.16822,1.16820,1.16821,117.98 +24.07.2018 21:25:00.000,1.16822,1.16824,1.16819,1.16819,124.5 +24.07.2018 21:30:00.000,1.16819,1.16819,1.16809,1.16809,138.45 +24.07.2018 21:35:00.000,1.16809,1.16815,1.16809,1.16814,255.24 +24.07.2018 21:40:00.000,1.16815,1.16817,1.16810,1.16813,149.99999999999997 +24.07.2018 21:45:00.000,1.16815,1.16821,1.16813,1.16820,233.77999999999997 +24.07.2018 21:50:00.000,1.16820,1.16830,1.16820,1.16827,249.96999999999997 +24.07.2018 21:55:00.000,1.16828,1.16832,1.16825,1.16830,253.26 +24.07.2018 22:00:00.000,1.16828,1.16831,1.16812,1.16812,352.24000000000007 +24.07.2018 22:05:00.000,1.16813,1.16814,1.16796,1.16801,477.26 +24.07.2018 22:10:00.000,1.16804,1.16822,1.16801,1.16822,491.34999999999997 +24.07.2018 22:15:00.000,1.16821,1.16825,1.16811,1.16821,283.95 +24.07.2018 22:20:00.000,1.16822,1.16823,1.16812,1.16812,146.47 +24.07.2018 22:25:00.000,1.16812,1.16819,1.16810,1.16817,285.65999999999997 +24.07.2018 22:30:00.000,1.16817,1.16819,1.16812,1.16818,207.82999999999998 +24.07.2018 22:35:00.000,1.16817,1.16830,1.16817,1.16828,280.63 +24.07.2018 22:40:00.000,1.16829,1.16830,1.16825,1.16827,152.95000000000002 +24.07.2018 22:45:00.000,1.16827,1.16828,1.16811,1.16811,246.09 +24.07.2018 22:50:00.000,1.16812,1.16817,1.16811,1.16815,209.32999999999998 +24.07.2018 22:55:00.000,1.16815,1.16816,1.16812,1.16816,213.64000000000001 +24.07.2018 23:00:00.000,1.16816,1.16827,1.16816,1.16824,337.44 +24.07.2018 23:05:00.000,1.16825,1.16845,1.16823,1.16840,277.97 +24.07.2018 23:10:00.000,1.16839,1.16842,1.16836,1.16842,266.24 +24.07.2018 23:15:00.000,1.16842,1.16853,1.16837,1.16848,302.17 +24.07.2018 23:20:00.000,1.16848,1.16852,1.16833,1.16833,294.43 +24.07.2018 23:25:00.000,1.16832,1.16847,1.16827,1.16847,218.41 +24.07.2018 23:30:00.000,1.16846,1.16853,1.16843,1.16852,152.43 +24.07.2018 23:35:00.000,1.16852,1.16854,1.16836,1.16837,274.81 +24.07.2018 23:40:00.000,1.16837,1.16849,1.16834,1.16844,176.61 +24.07.2018 23:45:00.000,1.16844,1.16858,1.16844,1.16853,218.94 +24.07.2018 23:50:00.000,1.16853,1.16854,1.16837,1.16842,380.97 +24.07.2018 23:55:00.000,1.16842,1.16850,1.16840,1.16845,383.49 +25.07.2018 00:00:00.000,1.16846,1.16861,1.16828,1.16833,758.9 +25.07.2018 00:05:00.000,1.16833,1.16879,1.16829,1.16878,685.01 +25.07.2018 00:10:00.000,1.16878,1.16900,1.16857,1.16858,931.05 +25.07.2018 00:15:00.000,1.16858,1.16885,1.16857,1.16869,782.61 +25.07.2018 00:20:00.000,1.16869,1.16874,1.16853,1.16853,581.39 +25.07.2018 00:25:00.000,1.16853,1.16863,1.16847,1.16861,503.32 +25.07.2018 00:30:00.000,1.16862,1.16864,1.16853,1.16863,518.28 +25.07.2018 00:35:00.000,1.16863,1.16899,1.16863,1.16899,690.51 +25.07.2018 00:40:00.000,1.16899,1.16918,1.16893,1.16908,790.83 +25.07.2018 00:45:00.000,1.16908,1.16915,1.16890,1.16894,623.98 +25.07.2018 00:50:00.000,1.16893,1.16930,1.16889,1.16923,811.7 +25.07.2018 00:55:00.000,1.16926,1.16928,1.16877,1.16882,914.8399999999999 +25.07.2018 01:00:00.000,1.16882,1.16892,1.16872,1.16883,586.22 +25.07.2018 01:05:00.000,1.16883,1.16894,1.16880,1.16885,492.42 +25.07.2018 01:10:00.000,1.16884,1.16891,1.16868,1.16873,678.6800000000001 +25.07.2018 01:15:00.000,1.16872,1.16897,1.16859,1.16896,1051.62 +25.07.2018 01:20:00.000,1.16896,1.16935,1.16880,1.16924,954.9499999999999 +25.07.2018 01:25:00.000,1.16925,1.16928,1.16903,1.16918,824.26 +25.07.2018 01:30:00.000,1.16919,1.16983,1.16873,1.16877,1249.5900000000001 +25.07.2018 01:35:00.000,1.16880,1.16885,1.16860,1.16873,1110.25 +25.07.2018 01:40:00.000,1.16873,1.16892,1.16862,1.16872,755.17 +25.07.2018 01:45:00.000,1.16871,1.16878,1.16848,1.16859,760.8199999999999 +25.07.2018 01:50:00.000,1.16860,1.16897,1.16857,1.16879,879.1999999999999 +25.07.2018 01:55:00.000,1.16880,1.16880,1.16847,1.16853,590.8299999999999 +25.07.2018 02:00:00.000,1.16856,1.16860,1.16842,1.16843,643.8299999999999 +25.07.2018 02:05:00.000,1.16845,1.16845,1.16795,1.16797,1210.18 +25.07.2018 02:10:00.000,1.16795,1.16839,1.16773,1.16835,794.3299999999999 +25.07.2018 02:15:00.000,1.16835,1.16848,1.16828,1.16835,573.41 +25.07.2018 02:20:00.000,1.16837,1.16851,1.16827,1.16828,767.19 +25.07.2018 02:25:00.000,1.16828,1.16835,1.16807,1.16825,589.76 +25.07.2018 02:30:00.000,1.16825,1.16825,1.16807,1.16814,708.34 +25.07.2018 02:35:00.000,1.16813,1.16834,1.16813,1.16817,565.22 +25.07.2018 02:40:00.000,1.16817,1.16825,1.16807,1.16823,394.28 +25.07.2018 02:45:00.000,1.16823,1.16833,1.16805,1.16812,468.76 +25.07.2018 02:50:00.000,1.16812,1.16813,1.16789,1.16804,678.14 +25.07.2018 02:55:00.000,1.16803,1.16831,1.16800,1.16830,428.40999999999997 +25.07.2018 03:00:00.000,1.16829,1.16831,1.16814,1.16821,504.98 +25.07.2018 03:05:00.000,1.16819,1.16820,1.16783,1.16796,541.29 +25.07.2018 03:10:00.000,1.16796,1.16798,1.16773,1.16777,608.41 +25.07.2018 03:15:00.000,1.16777,1.16788,1.16764,1.16780,566.98 +25.07.2018 03:20:00.000,1.16783,1.16784,1.16753,1.16765,540.0600000000001 +25.07.2018 03:25:00.000,1.16765,1.16791,1.16758,1.16790,544.4399999999999 +25.07.2018 03:30:00.000,1.16790,1.16797,1.16779,1.16788,431.73 +25.07.2018 03:35:00.000,1.16789,1.16817,1.16788,1.16814,520.83 +25.07.2018 03:40:00.000,1.16814,1.16820,1.16804,1.16812,433.78000000000003 +25.07.2018 03:45:00.000,1.16811,1.16821,1.16806,1.16820,374.4 +25.07.2018 03:50:00.000,1.16821,1.16831,1.16820,1.16826,350.40999999999997 +25.07.2018 03:55:00.000,1.16826,1.16828,1.16818,1.16819,308.34999999999997 +25.07.2018 04:00:00.000,1.16819,1.16819,1.16778,1.16781,626.7 +25.07.2018 04:05:00.000,1.16780,1.16794,1.16760,1.16789,594.39 +25.07.2018 04:10:00.000,1.16787,1.16804,1.16783,1.16788,464.15999999999997 +25.07.2018 04:15:00.000,1.16787,1.16790,1.16780,1.16783,669.72 +25.07.2018 04:20:00.000,1.16782,1.16801,1.16780,1.16801,365.32 +25.07.2018 04:25:00.000,1.16799,1.16806,1.16783,1.16798,361.64 +25.07.2018 04:30:00.000,1.16795,1.16796,1.16769,1.16779,391.96 +25.07.2018 04:35:00.000,1.16781,1.16784,1.16760,1.16783,362.09999999999997 +25.07.2018 04:40:00.000,1.16785,1.16798,1.16778,1.16785,460.06 +25.07.2018 04:45:00.000,1.16785,1.16811,1.16779,1.16795,523.02 +25.07.2018 04:50:00.000,1.16793,1.16807,1.16782,1.16793,581.01 +25.07.2018 04:55:00.000,1.16792,1.16795,1.16781,1.16781,565.5799999999999 +25.07.2018 05:00:00.000,1.16782,1.16797,1.16779,1.16795,554.26 +25.07.2018 05:05:00.000,1.16795,1.16805,1.16777,1.16800,543.28 +25.07.2018 05:10:00.000,1.16801,1.16845,1.16801,1.16841,548.53 +25.07.2018 05:15:00.000,1.16841,1.16845,1.16813,1.16815,855.8899999999999 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06:30:00.000,1.16889,1.16939,1.16889,1.16902,1346.51 +25.07.2018 06:35:00.000,1.16903,1.16956,1.16903,1.16934,1095.07 +25.07.2018 06:40:00.000,1.16934,1.16949,1.16915,1.16924,1188.51 +25.07.2018 06:45:00.000,1.16924,1.16931,1.16903,1.16921,849.93 +25.07.2018 06:50:00.000,1.16923,1.16986,1.16921,1.16986,1132.07 +25.07.2018 06:55:00.000,1.16986,1.16996,1.16951,1.16986,1182.02 +25.07.2018 07:00:00.000,1.16984,1.16987,1.16936,1.16947,1008.7199999999999 +25.07.2018 07:05:00.000,1.16948,1.16968,1.16906,1.16907,1033.92 +25.07.2018 07:10:00.000,1.16909,1.16931,1.16881,1.16887,1144.83 +25.07.2018 07:15:00.000,1.16887,1.16895,1.16857,1.16867,1021.94 +25.07.2018 07:20:00.000,1.16864,1.16939,1.16849,1.16939,1167.35 +25.07.2018 07:25:00.000,1.16938,1.16966,1.16928,1.16957,968.5 +25.07.2018 07:30:00.000,1.16957,1.16960,1.16919,1.16942,1013.6800000000001 +25.07.2018 07:35:00.000,1.16942,1.16946,1.16907,1.16937,639.5 +25.07.2018 07:40:00.000,1.16936,1.16943,1.16902,1.16908,639.96 +25.07.2018 07:45:00.000,1.16908,1.16918,1.16877,1.16896,790.85 +25.07.2018 07:50:00.000,1.16896,1.16902,1.16852,1.16862,774.74 +25.07.2018 07:55:00.000,1.16862,1.16909,1.16845,1.16899,1019.9000000000001 +25.07.2018 08:00:00.000,1.16900,1.16918,1.16843,1.16850,1555.89 +25.07.2018 08:05:00.000,1.16849,1.16866,1.16806,1.16859,1262.86 +25.07.2018 08:10:00.000,1.16859,1.16924,1.16855,1.16909,1280.51 +25.07.2018 08:15:00.000,1.16908,1.16915,1.16889,1.16910,796.1800000000001 +25.07.2018 08:20:00.000,1.16910,1.16916,1.16879,1.16887,1105.76 +25.07.2018 08:25:00.000,1.16888,1.16946,1.16887,1.16939,976.29 +25.07.2018 08:30:00.000,1.16939,1.16944,1.16907,1.16927,1079.8899999999999 +25.07.2018 08:35:00.000,1.16926,1.16947,1.16920,1.16921,1296.44 +25.07.2018 08:40:00.000,1.16921,1.16970,1.16915,1.16936,1362.71 +25.07.2018 08:45:00.000,1.16936,1.16948,1.16896,1.16946,1246.7 +25.07.2018 08:50:00.000,1.16946,1.16960,1.16928,1.16930,1125.33 +25.07.2018 08:55:00.000,1.16931,1.16968,1.16920,1.16961,1001.3200000000002 +25.07.2018 09:00:00.000,1.16960,1.16977,1.16948,1.16970,983.41 +25.07.2018 09:05:00.000,1.16971,1.16998,1.16948,1.16966,1116.3600000000001 +25.07.2018 09:10:00.000,1.16966,1.17006,1.16963,1.16991,1215.29 +25.07.2018 09:15:00.000,1.16990,1.17007,1.16971,1.16971,1043.04 +25.07.2018 09:20:00.000,1.16971,1.17050,1.16971,1.17041,1175.6599999999999 +25.07.2018 09:25:00.000,1.17040,1.17046,1.17020,1.17020,1268.43 +25.07.2018 09:30:00.000,1.17021,1.17026,1.16985,1.17006,1061.1 +25.07.2018 09:35:00.000,1.17006,1.17028,1.17004,1.17006,985 +25.07.2018 09:40:00.000,1.17007,1.17021,1.16980,1.17012,1176.41 +25.07.2018 09:45:00.000,1.17013,1.17037,1.17010,1.17013,711.07 +25.07.2018 09:50:00.000,1.17013,1.17035,1.17008,1.17009,1256.1200000000001 +25.07.2018 09:55:00.000,1.17010,1.17049,1.17000,1.17038,1252.82 +25.07.2018 10:00:00.000,1.17038,1.17050,1.17012,1.17019,964.69 +25.07.2018 10:05:00.000,1.17019,1.17026,1.16997,1.17011,999.8399999999999 +25.07.2018 10:10:00.000,1.17010,1.17010,1.16950,1.16964,1122.55 +25.07.2018 10:15:00.000,1.16965,1.16974,1.16930,1.16943,1120.24 +25.07.2018 10:20:00.000,1.16945,1.16966,1.16930,1.16956,1057.27 +25.07.2018 10:25:00.000,1.16958,1.16973,1.16941,1.16951,973.76 +25.07.2018 10:30:00.000,1.16950,1.16999,1.16949,1.16980,1019.87 +25.07.2018 10:35:00.000,1.16980,1.16999,1.16970,1.16995,892.95 +25.07.2018 10:40:00.000,1.16995,1.17011,1.16990,1.16993,1045.4399999999998 +25.07.2018 10:45:00.000,1.16993,1.16995,1.16930,1.16936,849.54 +25.07.2018 10:50:00.000,1.16937,1.16944,1.16894,1.16933,1018.5300000000001 +25.07.2018 10:55:00.000,1.16933,1.16965,1.16925,1.16925,800.38 +25.07.2018 11:00:00.000,1.16925,1.16956,1.16908,1.16952,1298.34 +25.07.2018 11:05:00.000,1.16952,1.16954,1.16904,1.16905,1272.48 +25.07.2018 11:10:00.000,1.16905,1.16938,1.16904,1.16917,991.98 +25.07.2018 11:15:00.000,1.16918,1.16928,1.16909,1.16923,761.75 +25.07.2018 11:20:00.000,1.16923,1.16945,1.16922,1.16940,1152.5600000000002 +25.07.2018 11:25:00.000,1.16941,1.16948,1.16914,1.16918,899.88 +25.07.2018 11:30:00.000,1.16920,1.16948,1.16917,1.16946,1101.65 +25.07.2018 11:35:00.000,1.16948,1.16957,1.16935,1.16954,897.24 +25.07.2018 11:40:00.000,1.16955,1.16983,1.16934,1.16979,1260.49 +25.07.2018 11:45:00.000,1.16979,1.16982,1.16949,1.16969,1022.99 +25.07.2018 11:50:00.000,1.16970,1.16997,1.16962,1.16979,1101.54 +25.07.2018 11:55:00.000,1.16979,1.16990,1.16951,1.16952,860.3000000000001 +25.07.2018 12:00:00.000,1.16952,1.16957,1.16904,1.16921,1178.74 +25.07.2018 12:05:00.000,1.16920,1.16972,1.16920,1.16970,1130.3899999999999 +25.07.2018 12:10:00.000,1.16969,1.16973,1.16896,1.16907,1415.76 +25.07.2018 12:15:00.000,1.16906,1.16941,1.16881,1.16920,1333.26 +25.07.2018 12:20:00.000,1.16920,1.16935,1.16858,1.16860,1385.91 +25.07.2018 12:25:00.000,1.16862,1.16901,1.16861,1.16901,1050.57 +25.07.2018 12:30:00.000,1.16901,1.16928,1.16890,1.16899,1067.6100000000001 +25.07.2018 12:35:00.000,1.16899,1.16941,1.16893,1.16928,893.9000000000001 +25.07.2018 12:40:00.000,1.16929,1.16957,1.16920,1.16929,1013.3899999999999 +25.07.2018 12:45:00.000,1.16928,1.16947,1.16923,1.16936,948.53 +25.07.2018 12:50:00.000,1.16935,1.16960,1.16923,1.16958,1048.2 +25.07.2018 12:55:00.000,1.16958,1.16998,1.16955,1.16991,1190.38 +25.07.2018 13:00:00.000,1.16990,1.17043,1.16979,1.16999,1223.79 +25.07.2018 13:05:00.000,1.16999,1.17091,1.16999,1.17075,1721.7200000000003 +25.07.2018 13:10:00.000,1.17074,1.17094,1.17050,1.17074,1250.4499999999998 +25.07.2018 13:15:00.000,1.17078,1.17119,1.17068,1.17110,1533.14 +25.07.2018 13:20:00.000,1.17110,1.17114,1.17056,1.17073,1427.3700000000001 +25.07.2018 13:25:00.000,1.17074,1.17084,1.17046,1.17069,1526.59 +25.07.2018 13:30:00.000,1.17068,1.17073,1.17036,1.17036,1484.36 +25.07.2018 13:35:00.000,1.17036,1.17088,1.17036,1.17077,1139.42 +25.07.2018 13:40:00.000,1.17078,1.17114,1.17077,1.17103,1622.75 +25.07.2018 13:45:00.000,1.17103,1.17118,1.17051,1.17054,1440.8899999999999 +25.07.2018 13:50:00.000,1.17056,1.17057,1.16950,1.16962,1832.71 +25.07.2018 13:55:00.000,1.16962,1.16986,1.16952,1.16965,1104.6299999999999 +25.07.2018 14:00:00.000,1.16965,1.16985,1.16918,1.16934,1456.75 +25.07.2018 14:05:00.000,1.16934,1.16951,1.16904,1.16940,1388.0900000000001 +25.07.2018 14:10:00.000,1.16940,1.16942,1.16903,1.16936,949.56 +25.07.2018 14:15:00.000,1.16936,1.16965,1.16916,1.16916,969.4300000000001 +25.07.2018 14:20:00.000,1.16915,1.16947,1.16893,1.16938,1309.5 +25.07.2018 14:25:00.000,1.16938,1.16952,1.16908,1.16916,1218.7 +25.07.2018 14:30:00.000,1.16917,1.16966,1.16912,1.16960,1401.55 +25.07.2018 14:35:00.000,1.16960,1.16961,1.16885,1.16886,1198.8000000000002 +25.07.2018 14:40:00.000,1.16885,1.16981,1.16770,1.16807,1847.3600000000001 +25.07.2018 14:45:00.000,1.16806,1.16870,1.16770,1.16865,1519.36 +25.07.2018 14:50:00.000,1.16863,1.16872,1.16761,1.16769,1578.33 +25.07.2018 14:55:00.000,1.16769,1.16787,1.16719,1.16747,2086.56 +25.07.2018 15:00:00.000,1.16747,1.16757,1.16681,1.16718,2000.39 +25.07.2018 15:05:00.000,1.16719,1.16736,1.16668,1.16682,1503.5699999999997 +25.07.2018 15:10:00.000,1.16682,1.16744,1.16680,1.16732,1350.48 +25.07.2018 15:15:00.000,1.16730,1.16746,1.16708,1.16739,1484.85 +25.07.2018 15:20:00.000,1.16741,1.16759,1.16712,1.16745,1370.77 +25.07.2018 15:25:00.000,1.16745,1.16748,1.16713,1.16719,1151.1899999999998 +25.07.2018 15:30:00.000,1.16720,1.16728,1.16663,1.16669,1082.31 +25.07.2018 15:35:00.000,1.16673,1.16701,1.16640,1.16700,1248.2099999999998 +25.07.2018 15:40:00.000,1.16700,1.16764,1.16699,1.16754,1077.2199999999998 +25.07.2018 15:45:00.000,1.16754,1.16787,1.16752,1.16784,966.4200000000001 +25.07.2018 15:50:00.000,1.16786,1.16813,1.16763,1.16773,1180.24 +25.07.2018 15:55:00.000,1.16774,1.16798,1.16755,1.16763,937.22 +25.07.2018 16:00:00.000,1.16761,1.16780,1.16726,1.16726,920.2 +25.07.2018 16:05:00.000,1.16728,1.16753,1.16677,1.16697,1185.8799999999999 +25.07.2018 16:10:00.000,1.16694,1.16765,1.16694,1.16749,996.6899999999999 +25.07.2018 16:15:00.000,1.16749,1.16846,1.16743,1.16818,1424.8600000000001 +25.07.2018 16:20:00.000,1.16819,1.16841,1.16803,1.16808,1089.19 +25.07.2018 16:25:00.000,1.16808,1.16818,1.16783,1.16788,792.5699999999999 +25.07.2018 16:30:00.000,1.16789,1.16827,1.16779,1.16788,852.1300000000001 +25.07.2018 16:35:00.000,1.16791,1.16819,1.16768,1.16797,852.8699999999999 +25.07.2018 16:40:00.000,1.16797,1.16813,1.16778,1.16798,668.28 +25.07.2018 16:45:00.000,1.16798,1.16813,1.16788,1.16800,724.45 +25.07.2018 16:50:00.000,1.16801,1.16804,1.16777,1.16777,678.78 +25.07.2018 16:55:00.000,1.16777,1.16813,1.16777,1.16785,801.2 +25.07.2018 17:00:00.000,1.16785,1.16832,1.16774,1.16814,802.95 +25.07.2018 17:05:00.000,1.16814,1.16832,1.16784,1.16803,849.2800000000001 +25.07.2018 17:10:00.000,1.16803,1.16817,1.16775,1.16786,1184.4399999999998 +25.07.2018 17:15:00.000,1.16786,1.16806,1.16767,1.16806,758.8399999999999 +25.07.2018 17:20:00.000,1.16805,1.16881,1.16805,1.16847,1234.5 +25.07.2018 17:25:00.000,1.16848,1.16875,1.16834,1.16873,1259.46 +25.07.2018 17:30:00.000,1.16874,1.16882,1.16847,1.16856,1503.9900000000002 +25.07.2018 17:35:00.000,1.16857,1.16872,1.16831,1.16868,1036.52 +25.07.2018 17:40:00.000,1.16867,1.16990,1.16857,1.16981,1599.6799999999998 +25.07.2018 17:45:00.000,1.16983,1.16993,1.16925,1.16939,1744.87 +25.07.2018 17:50:00.000,1.16940,1.16948,1.16892,1.16928,1036.48 +25.07.2018 17:55:00.000,1.16927,1.16984,1.16911,1.16983,1136.23 +25.07.2018 18:00:00.000,1.16985,1.16986,1.16958,1.16972,1224.93 +25.07.2018 18:05:00.000,1.16972,1.17118,1.16971,1.17100,1822.4 +25.07.2018 18:10:00.000,1.17095,1.17095,1.17041,1.17056,1337.27 +25.07.2018 18:15:00.000,1.17057,1.17069,1.17035,1.17050,1192.1 +25.07.2018 18:20:00.000,1.17050,1.17074,1.17049,1.17060,504.15000000000003 +25.07.2018 18:25:00.000,1.17058,1.17060,1.16987,1.17007,1194.6599999999999 +25.07.2018 18:30:00.000,1.17007,1.17086,1.16999,1.17075,1315.56 +25.07.2018 18:35:00.000,1.17075,1.17115,1.17040,1.17044,1496.1599999999999 +25.07.2018 18:40:00.000,1.17044,1.17048,1.16983,1.16999,1007.6500000000001 +25.07.2018 18:45:00.000,1.16996,1.17006,1.16939,1.16972,1049.02 +25.07.2018 18:50:00.000,1.16974,1.16990,1.16969,1.16989,563.0600000000001 +25.07.2018 18:55:00.000,1.16989,1.17026,1.16984,1.17008,848.59 +25.07.2018 19:00:00.000,1.17007,1.17011,1.16988,1.17004,760.9 +25.07.2018 19:05:00.000,1.17003,1.17019,1.16999,1.17017,544.24 +25.07.2018 19:10:00.000,1.17018,1.17033,1.17011,1.17017,770.94 +25.07.2018 19:15:00.000,1.17016,1.17039,1.17005,1.17031,614.18 +25.07.2018 19:20:00.000,1.17032,1.17078,1.17021,1.17071,756.71 +25.07.2018 19:25:00.000,1.17074,1.17092,1.17060,1.17087,838.3399999999999 +25.07.2018 19:30:00.000,1.17088,1.17118,1.17059,1.17077,1007.27 +25.07.2018 19:35:00.000,1.17077,1.17194,1.17032,1.17190,2001.0800000000002 +25.07.2018 19:40:00.000,1.17189,1.17275,1.17154,1.17260,1828.03 +25.07.2018 19:45:00.000,1.17260,1.17299,1.17254,1.17280,1669.35 +25.07.2018 19:50:00.000,1.17279,1.17378,1.17269,1.17367,1633.1699999999998 +25.07.2018 19:55:00.000,1.17368,1.17385,1.17297,1.17310,1600.8600000000001 +25.07.2018 20:00:00.000,1.17312,1.17323,1.17267,1.17298,1235.73 +25.07.2018 20:05:00.000,1.17296,1.17318,1.17180,1.17196,1448.38 +25.07.2018 20:10:00.000,1.17197,1.17242,1.17174,1.17237,1005.14 +25.07.2018 20:15:00.000,1.17236,1.17267,1.17213,1.17258,592.34 +25.07.2018 20:20:00.000,1.17256,1.17347,1.17245,1.17249,935.19 +25.07.2018 20:25:00.000,1.17249,1.17311,1.17193,1.17298,868.35 +25.07.2018 20:30:00.000,1.17298,1.17345,1.17285,1.17322,677.34 +25.07.2018 20:35:00.000,1.17321,1.17370,1.17321,1.17330,744.0799999999999 +25.07.2018 20:40:00.000,1.17330,1.17353,1.17330,1.17331,517.02 +25.07.2018 20:45:00.000,1.17332,1.17332,1.17297,1.17304,682.14 +25.07.2018 20:50:00.000,1.17304,1.17308,1.17296,1.17303,615.68 +25.07.2018 20:55:00.000,1.17303,1.17304,1.17280,1.17281,670.12 +25.07.2018 21:00:00.000,1.17282,1.17308,1.17263,1.17306,241.91 +25.07.2018 21:05:00.000,1.17306,1.17342,1.17306,1.17329,469.77000000000004 +25.07.2018 21:10:00.000,1.17328,1.17329,1.17296,1.17297,378.95 +25.07.2018 21:15:00.000,1.17296,1.17313,1.17288,1.17313,573.2800000000001 +25.07.2018 21:20:00.000,1.17314,1.17314,1.17301,1.17302,135.88 +25.07.2018 21:25:00.000,1.17300,1.17309,1.17290,1.17290,224.43 +25.07.2018 21:30:00.000,1.17292,1.17306,1.17272,1.17274,311.43 +25.07.2018 21:35:00.000,1.17275,1.17281,1.17271,1.17274,212.1 +25.07.2018 21:40:00.000,1.17274,1.17278,1.17271,1.17274,316.03999999999996 +25.07.2018 21:45:00.000,1.17273,1.17283,1.17238,1.17266,310.43 +25.07.2018 21:50:00.000,1.17265,1.17274,1.17249,1.17254,1156.79 +25.07.2018 21:55:00.000,1.17254,1.17282,1.17220,1.17232,774.1600000000001 +25.07.2018 22:00:00.000,1.17234,1.17260,1.17219,1.17257,405.9 +25.07.2018 22:05:00.000,1.17259,1.17284,1.17258,1.17273,388.15 +25.07.2018 22:10:00.000,1.17273,1.17277,1.17258,1.17270,359.73 +25.07.2018 22:15:00.000,1.17269,1.17289,1.17269,1.17282,227.83000000000004 +25.07.2018 22:20:00.000,1.17282,1.17285,1.17272,1.17281,202.13 +25.07.2018 22:25:00.000,1.17281,1.17318,1.17274,1.17308,175.35 +25.07.2018 22:30:00.000,1.17307,1.17312,1.17287,1.17287,185.81 +25.07.2018 22:35:00.000,1.17287,1.17304,1.17280,1.17304,53.730000000000004 +25.07.2018 22:40:00.000,1.17302,1.17302,1.17289,1.17291,143.85 +25.07.2018 22:45:00.000,1.17290,1.17291,1.17283,1.17285,182.72000000000003 +25.07.2018 22:50:00.000,1.17285,1.17302,1.17283,1.17297,140.84 +25.07.2018 22:55:00.000,1.17298,1.17315,1.17297,1.17315,256.19 +25.07.2018 23:00:00.000,1.17313,1.17332,1.17311,1.17317,315.51 +25.07.2018 23:05:00.000,1.17317,1.17318,1.17312,1.17313,293.63 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01:35:00.000,1.17381,1.17391,1.17354,1.17363,919.96 +26.07.2018 01:40:00.000,1.17363,1.17379,1.17351,1.17354,662.4200000000001 +26.07.2018 01:45:00.000,1.17354,1.17362,1.17330,1.17346,647.34 +26.07.2018 01:50:00.000,1.17348,1.17355,1.17330,1.17342,829.8699999999999 +26.07.2018 01:55:00.000,1.17342,1.17351,1.17334,1.17345,572.89 +26.07.2018 02:00:00.000,1.17345,1.17351,1.17321,1.17345,713.37 +26.07.2018 02:05:00.000,1.17346,1.17370,1.17344,1.17367,648.1700000000001 +26.07.2018 02:10:00.000,1.17367,1.17380,1.17361,1.17370,437.48 +26.07.2018 02:15:00.000,1.17370,1.17370,1.17349,1.17358,635.83 +26.07.2018 02:20:00.000,1.17360,1.17360,1.17324,1.17330,580.24 +26.07.2018 02:25:00.000,1.17330,1.17335,1.17307,1.17311,917.48 +26.07.2018 02:30:00.000,1.17310,1.17337,1.17310,1.17324,698.9699999999999 +26.07.2018 02:35:00.000,1.17324,1.17336,1.17308,1.17326,613.66 +26.07.2018 02:40:00.000,1.17326,1.17342,1.17311,1.17313,714.1999999999999 +26.07.2018 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03:55:00.000,1.17324,1.17324,1.17314,1.17322,413.53000000000003 +26.07.2018 04:00:00.000,1.17322,1.17351,1.17314,1.17338,617.27 +26.07.2018 04:05:00.000,1.17338,1.17338,1.17324,1.17327,451.10999999999996 +26.07.2018 04:10:00.000,1.17327,1.17337,1.17323,1.17328,337.14 +26.07.2018 04:15:00.000,1.17328,1.17338,1.17323,1.17329,524.44 +26.07.2018 04:20:00.000,1.17330,1.17333,1.17315,1.17315,251.74 +26.07.2018 04:25:00.000,1.17313,1.17318,1.17308,1.17314,353.07000000000005 +26.07.2018 04:30:00.000,1.17314,1.17320,1.17309,1.17316,306.62 +26.07.2018 04:35:00.000,1.17316,1.17316,1.17299,1.17309,297.58000000000004 +26.07.2018 04:40:00.000,1.17308,1.17321,1.17305,1.17313,476.21000000000004 +26.07.2018 04:45:00.000,1.17313,1.17326,1.17313,1.17324,374.44 +26.07.2018 04:50:00.000,1.17324,1.17324,1.17309,1.17313,285.33 +26.07.2018 04:55:00.000,1.17311,1.17333,1.17307,1.17313,763.3 +26.07.2018 05:00:00.000,1.17312,1.17313,1.17278,1.17285,839.45 +26.07.2018 05:05:00.000,1.17284,1.17297,1.17278,1.17297,692.39 +26.07.2018 05:10:00.000,1.17296,1.17300,1.17269,1.17271,740.69 +26.07.2018 05:15:00.000,1.17272,1.17290,1.17267,1.17271,703.5 +26.07.2018 05:20:00.000,1.17270,1.17296,1.17269,1.17295,387.43 +26.07.2018 05:25:00.000,1.17294,1.17313,1.17280,1.17304,417.91 +26.07.2018 05:30:00.000,1.17303,1.17311,1.17291,1.17292,540.28 +26.07.2018 05:35:00.000,1.17292,1.17346,1.17292,1.17346,602.0699999999999 +26.07.2018 05:40:00.000,1.17344,1.17376,1.17340,1.17359,791.01 +26.07.2018 05:45:00.000,1.17359,1.17370,1.17344,1.17346,775.9599999999999 +26.07.2018 05:50:00.000,1.17346,1.17362,1.17330,1.17345,751.1099999999999 +26.07.2018 05:55:00.000,1.17345,1.17358,1.17338,1.17345,620.04 +26.07.2018 06:00:00.000,1.17344,1.17364,1.17319,1.17333,1094.28 +26.07.2018 06:05:00.000,1.17333,1.17333,1.17252,1.17278,1345.98 +26.07.2018 06:10:00.000,1.17278,1.17296,1.17267,1.17274,1049.48 +26.07.2018 06:15:00.000,1.17277,1.17333,1.17277,1.17326,1596.3700000000001 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07:35:00.000,1.17274,1.17281,1.17231,1.17240,1068.77 +26.07.2018 07:40:00.000,1.17240,1.17277,1.17227,1.17270,1206.7599999999998 +26.07.2018 07:45:00.000,1.17270,1.17279,1.17257,1.17271,751.84 +26.07.2018 07:50:00.000,1.17272,1.17293,1.17268,1.17282,839.6400000000001 +26.07.2018 07:55:00.000,1.17281,1.17281,1.17256,1.17276,955.34 +26.07.2018 08:00:00.000,1.17277,1.17280,1.17266,1.17274,1009.6600000000001 +26.07.2018 08:05:00.000,1.17275,1.17275,1.17260,1.17261,1038.56 +26.07.2018 08:10:00.000,1.17261,1.17263,1.17202,1.17221,1255.08 +26.07.2018 08:15:00.000,1.17222,1.17235,1.17197,1.17197,1121.89 +26.07.2018 08:20:00.000,1.17195,1.17215,1.17166,1.17173,1233.46 +26.07.2018 08:25:00.000,1.17174,1.17189,1.17156,1.17181,1088.42 +26.07.2018 08:30:00.000,1.17181,1.17202,1.17177,1.17196,784.96 +26.07.2018 08:35:00.000,1.17196,1.17206,1.17180,1.17187,1012.6600000000001 +26.07.2018 08:40:00.000,1.17186,1.17205,1.17165,1.17187,891.96 +26.07.2018 08:45:00.000,1.17187,1.17203,1.17161,1.17165,1163 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10:00:00.000,1.17146,1.17161,1.17120,1.17160,919.19 +26.07.2018 10:05:00.000,1.17160,1.17172,1.17145,1.17169,1134.27 +26.07.2018 10:10:00.000,1.17169,1.17169,1.17125,1.17150,977.47 +26.07.2018 10:15:00.000,1.17149,1.17150,1.17113,1.17119,547.28 +26.07.2018 10:20:00.000,1.17119,1.17127,1.17103,1.17120,924.21 +26.07.2018 10:25:00.000,1.17119,1.17132,1.17100,1.17100,799.9200000000001 +26.07.2018 10:30:00.000,1.17100,1.17117,1.17086,1.17117,764.8299999999999 +26.07.2018 10:35:00.000,1.17116,1.17120,1.17099,1.17106,955.8799999999999 +26.07.2018 10:40:00.000,1.17106,1.17110,1.17070,1.17106,1037.73 +26.07.2018 10:45:00.000,1.17106,1.17122,1.17099,1.17115,905.0500000000001 +26.07.2018 10:50:00.000,1.17115,1.17115,1.17077,1.17104,1021.62 +26.07.2018 10:55:00.000,1.17105,1.17128,1.17104,1.17111,824.8199999999999 +26.07.2018 11:00:00.000,1.17111,1.17115,1.17082,1.17098,1027.56 +26.07.2018 11:05:00.000,1.17098,1.17117,1.17090,1.17106,906.74 +26.07.2018 11:10:00.000,1.17106,1.17113,1.17062,1.17075,1240.6299999999999 +26.07.2018 11:15:00.000,1.17075,1.17097,1.17060,1.17091,727.45 +26.07.2018 11:20:00.000,1.17091,1.17113,1.17080,1.17091,1032.29 +26.07.2018 11:25:00.000,1.17092,1.17126,1.17092,1.17125,796.87 +26.07.2018 11:30:00.000,1.17125,1.17154,1.17115,1.17135,1001.1199999999999 +26.07.2018 11:35:00.000,1.17133,1.17145,1.17110,1.17128,1071.69 +26.07.2018 11:40:00.000,1.17127,1.17177,1.17085,1.17150,1119.82 +26.07.2018 11:45:00.000,1.17150,1.17170,1.17089,1.17170,1105.49 +26.07.2018 11:50:00.000,1.17170,1.17170,1.17101,1.17104,1077.75 +26.07.2018 11:55:00.000,1.17104,1.17162,1.17088,1.17102,1249.34 +26.07.2018 12:00:00.000,1.17103,1.17168,1.17092,1.17163,1157.6799999999998 +26.07.2018 12:05:00.000,1.17163,1.17174,1.17112,1.17127,1368.1399999999999 +26.07.2018 12:10:00.000,1.17125,1.17160,1.17105,1.17151,1283.02 +26.07.2018 12:15:00.000,1.17154,1.17177,1.17130,1.17151,1284.02 +26.07.2018 12:20:00.000,1.17153,1.17161,1.17118,1.17125,1162.34 +26.07.2018 12:25:00.000,1.17125,1.17127,1.17108,1.17113,815.34 +26.07.2018 12:30:00.000,1.17113,1.17230,1.17008,1.17229,2358.05 +26.07.2018 12:35:00.000,1.17231,1.17307,1.17164,1.17268,2716.2799999999997 +26.07.2018 12:40:00.000,1.17270,1.17278,1.17175,1.17191,1938.81 +26.07.2018 12:45:00.000,1.17186,1.17209,1.17046,1.17090,2454.48 +26.07.2018 12:50:00.000,1.17090,1.17152,1.17006,1.17012,2183.95 +26.07.2018 12:55:00.000,1.17013,1.17039,1.16922,1.16942,2547.74 +26.07.2018 13:00:00.000,1.16941,1.16988,1.16923,1.16953,1797.82 +26.07.2018 13:05:00.000,1.16951,1.16951,1.16854,1.16912,2354.2799999999997 +26.07.2018 13:10:00.000,1.16913,1.16966,1.16908,1.16950,1781.76 +26.07.2018 13:15:00.000,1.16952,1.16998,1.16940,1.16986,1237.3300000000002 +26.07.2018 13:20:00.000,1.16984,1.16984,1.16949,1.16957,1203.46 +26.07.2018 13:25:00.000,1.16954,1.16954,1.16758,1.16787,1820.74 +26.07.2018 13:30:00.000,1.16790,1.16810,1.16729,1.16809,1859.4 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14:45:00.000,1.16622,1.16622,1.16555,1.16567,1414.0100000000002 +26.07.2018 14:50:00.000,1.16565,1.16617,1.16551,1.16612,1356.48 +26.07.2018 14:55:00.000,1.16611,1.16616,1.16553,1.16587,1963.44 +26.07.2018 15:00:00.000,1.16587,1.16630,1.16585,1.16626,1701.27 +26.07.2018 15:05:00.000,1.16626,1.16661,1.16609,1.16658,1401.77 +26.07.2018 15:10:00.000,1.16658,1.16660,1.16623,1.16647,1270.56 +26.07.2018 15:15:00.000,1.16647,1.16651,1.16616,1.16630,1249.1299999999999 +26.07.2018 15:20:00.000,1.16631,1.16632,1.16554,1.16606,1397.77 +26.07.2018 15:25:00.000,1.16606,1.16629,1.16592,1.16629,1349.47 +26.07.2018 15:30:00.000,1.16627,1.16641,1.16611,1.16612,1135.22 +26.07.2018 15:35:00.000,1.16611,1.16628,1.16580,1.16598,997.45 +26.07.2018 15:40:00.000,1.16599,1.16676,1.16592,1.16655,1288.26 +26.07.2018 15:45:00.000,1.16655,1.16655,1.16545,1.16559,1564.78 +26.07.2018 15:50:00.000,1.16559,1.16571,1.16502,1.16556,1319.63 +26.07.2018 15:55:00.000,1.16557,1.16590,1.16523,1.16540,1201.57 +26.07.2018 16:00:00.000,1.16540,1.16556,1.16493,1.16550,1274.4 +26.07.2018 16:05:00.000,1.16548,1.16582,1.16538,1.16562,1199.23 +26.07.2018 16:10:00.000,1.16563,1.16595,1.16545,1.16590,1080.03 +26.07.2018 16:15:00.000,1.16590,1.16597,1.16572,1.16590,1068.07 +26.07.2018 16:20:00.000,1.16590,1.16631,1.16586,1.16610,1056.3700000000001 +26.07.2018 16:25:00.000,1.16610,1.16651,1.16607,1.16641,1538.73 +26.07.2018 16:30:00.000,1.16641,1.16655,1.16619,1.16650,931.66 +26.07.2018 16:35:00.000,1.16650,1.16661,1.16625,1.16627,941.86 +26.07.2018 16:40:00.000,1.16626,1.16661,1.16624,1.16640,819.6500000000001 +26.07.2018 16:45:00.000,1.16640,1.16660,1.16626,1.16626,733.4000000000001 +26.07.2018 16:50:00.000,1.16628,1.16666,1.16628,1.16645,794.68 +26.07.2018 16:55:00.000,1.16645,1.16649,1.16619,1.16629,1002.61 +26.07.2018 17:00:00.000,1.16630,1.16641,1.16569,1.16570,1169.82 +26.07.2018 17:05:00.000,1.16571,1.16605,1.16563,1.16569,1169.07 +26.07.2018 17:10:00.000,1.16570,1.16578,1.16540,1.16568,1226.6299999999999 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18:25:00.000,1.16481,1.16481,1.16420,1.16441,1323.84 +26.07.2018 18:30:00.000,1.16441,1.16445,1.16424,1.16424,845.96 +26.07.2018 18:35:00.000,1.16426,1.16431,1.16402,1.16409,813.8299999999999 +26.07.2018 18:40:00.000,1.16409,1.16440,1.16406,1.16438,640.24 +26.07.2018 18:45:00.000,1.16438,1.16440,1.16424,1.16430,477.27 +26.07.2018 18:50:00.000,1.16431,1.16446,1.16423,1.16446,496.25 +26.07.2018 18:55:00.000,1.16446,1.16462,1.16439,1.16450,611.7 +26.07.2018 19:00:00.000,1.16449,1.16477,1.16446,1.16449,692.52 +26.07.2018 19:05:00.000,1.16450,1.16459,1.16442,1.16457,734.1999999999999 +26.07.2018 19:10:00.000,1.16457,1.16480,1.16457,1.16460,740.64 +26.07.2018 19:15:00.000,1.16460,1.16467,1.16440,1.16440,664.08 +26.07.2018 19:20:00.000,1.16438,1.16462,1.16435,1.16445,556.08 +26.07.2018 19:25:00.000,1.16445,1.16451,1.16437,1.16451,474.7 +26.07.2018 19:30:00.000,1.16451,1.16451,1.16435,1.16436,442.17999999999995 +26.07.2018 19:35:00.000,1.16435,1.16442,1.16434,1.16436,621.56 +26.07.2018 19:40:00.000,1.16435,1.16436,1.16407,1.16420,715.8899999999999 +26.07.2018 19:45:00.000,1.16420,1.16456,1.16419,1.16450,689.28 +26.07.2018 19:50:00.000,1.16449,1.16457,1.16444,1.16451,510.35 +26.07.2018 19:55:00.000,1.16449,1.16450,1.16417,1.16421,522.51 +26.07.2018 20:00:00.000,1.16421,1.16451,1.16421,1.16451,545.1700000000001 +26.07.2018 20:05:00.000,1.16451,1.16472,1.16446,1.16471,447.92999999999995 +26.07.2018 20:10:00.000,1.16469,1.16480,1.16467,1.16477,325.8 +26.07.2018 20:15:00.000,1.16476,1.16477,1.16457,1.16466,334.23999999999995 +26.07.2018 20:20:00.000,1.16469,1.16472,1.16449,1.16459,261.15 +26.07.2018 20:25:00.000,1.16458,1.16458,1.16454,1.16455,161.52999999999997 +26.07.2018 20:30:00.000,1.16456,1.16466,1.16450,1.16458,231.68 +26.07.2018 20:35:00.000,1.16458,1.16459,1.16446,1.16451,414.46000000000004 +26.07.2018 20:40:00.000,1.16452,1.16466,1.16450,1.16461,226.07 +26.07.2018 20:45:00.000,1.16461,1.16463,1.16457,1.16460,319.55 +26.07.2018 20:50:00.000,1.16459,1.16463,1.16419,1.16421,730.38 +26.07.2018 20:55:00.000,1.16421,1.16430,1.16418,1.16424,389.33 +26.07.2018 21:00:00.000,1.16425,1.16425,1.16415,1.16418,53.739999999999995 +26.07.2018 21:05:00.000,1.16420,1.16454,1.16419,1.16426,423.98 +26.07.2018 21:10:00.000,1.16426,1.16428,1.16415,1.16415,64.98 +26.07.2018 21:15:00.000,1.16415,1.16425,1.16415,1.16415,147.9 +26.07.2018 21:20:00.000,1.16415,1.16429,1.16415,1.16415,122.83000000000001 +26.07.2018 21:25:00.000,1.16415,1.16424,1.16415,1.16415,92.36 +26.07.2018 21:30:00.000,1.16415,1.16415,1.16400,1.16406,122.62 +26.07.2018 21:35:00.000,1.16408,1.16408,1.16399,1.16401,203.68 +26.07.2018 21:40:00.000,1.16401,1.16404,1.16393,1.16393,162.07999999999998 +26.07.2018 21:45:00.000,1.16392,1.16421,1.16382,1.16399,362.88 +26.07.2018 21:50:00.000,1.16397,1.16404,1.16391,1.16400,338.89 +26.07.2018 21:55:00.000,1.16401,1.16405,1.16389,1.16389,307.61 +26.07.2018 22:00:00.000,1.16390,1.16411,1.16386,1.16410,421.81 +26.07.2018 22:05:00.000,1.16411,1.16424,1.16404,1.16413,452.54 +26.07.2018 22:10:00.000,1.16412,1.16415,1.16401,1.16405,284.84000000000003 +26.07.2018 22:15:00.000,1.16406,1.16411,1.16396,1.16397,374.93 +26.07.2018 22:20:00.000,1.16398,1.16406,1.16397,1.16402,226.68 +26.07.2018 22:25:00.000,1.16402,1.16407,1.16400,1.16401,160.67999999999998 +26.07.2018 22:30:00.000,1.16401,1.16402,1.16386,1.16396,243.65999999999997 +26.07.2018 22:35:00.000,1.16397,1.16408,1.16392,1.16408,203.90999999999997 +26.07.2018 22:40:00.000,1.16408,1.16414,1.16406,1.16407,122.44 +26.07.2018 22:45:00.000,1.16408,1.16409,1.16407,1.16407,85.28 +26.07.2018 22:50:00.000,1.16408,1.16417,1.16407,1.16416,211.16 +26.07.2018 22:55:00.000,1.16416,1.16418,1.16414,1.16414,79.18 +26.07.2018 23:00:00.000,1.16412,1.16416,1.16406,1.16406,254.40000000000003 +26.07.2018 23:05:00.000,1.16405,1.16406,1.16394,1.16396,154.31 +26.07.2018 23:10:00.000,1.16394,1.16397,1.16387,1.16396,399.04 +26.07.2018 23:15:00.000,1.16395,1.16396,1.16386,1.16391,260.64 +26.07.2018 23:20:00.000,1.16391,1.16392,1.16385,1.16392,198.63 +26.07.2018 23:25:00.000,1.16391,1.16404,1.16379,1.16402,337.53 +26.07.2018 23:30:00.000,1.16402,1.16411,1.16400,1.16406,499.24 +26.07.2018 23:35:00.000,1.16406,1.16420,1.16406,1.16414,298.99 +26.07.2018 23:40:00.000,1.16415,1.16432,1.16413,1.16427,393.09000000000003 +26.07.2018 23:45:00.000,1.16427,1.16450,1.16420,1.16431,519.4699999999999 +26.07.2018 23:50:00.000,1.16431,1.16442,1.16427,1.16437,491.97999999999996 +26.07.2018 23:55:00.000,1.16436,1.16442,1.16423,1.16437,530.4100000000001 +27.07.2018 00:00:00.000,1.16436,1.16447,1.16428,1.16436,694.7299999999999 +27.07.2018 00:05:00.000,1.16435,1.16445,1.16427,1.16433,421.47 +27.07.2018 00:10:00.000,1.16433,1.16450,1.16429,1.16444,663.0699999999999 +27.07.2018 00:15:00.000,1.16444,1.16449,1.16428,1.16436,304.92 +27.07.2018 00:20:00.000,1.16436,1.16436,1.16417,1.16427,640.34 +27.07.2018 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01:35:00.000,1.16481,1.16484,1.16455,1.16457,617.04 +27.07.2018 01:40:00.000,1.16456,1.16456,1.16433,1.16439,553.0600000000001 +27.07.2018 01:45:00.000,1.16438,1.16452,1.16433,1.16437,684.01 +27.07.2018 01:50:00.000,1.16438,1.16453,1.16426,1.16437,635.73 +27.07.2018 01:55:00.000,1.16438,1.16444,1.16432,1.16444,723.55 +27.07.2018 02:00:00.000,1.16444,1.16465,1.16429,1.16458,655.25 +27.07.2018 02:05:00.000,1.16458,1.16462,1.16443,1.16457,701.63 +27.07.2018 02:10:00.000,1.16457,1.16462,1.16446,1.16459,608.5799999999999 +27.07.2018 02:15:00.000,1.16458,1.16469,1.16452,1.16458,572.22 +27.07.2018 02:20:00.000,1.16458,1.16477,1.16455,1.16469,607.54 +27.07.2018 02:25:00.000,1.16469,1.16500,1.16463,1.16488,687.03 +27.07.2018 02:30:00.000,1.16488,1.16493,1.16479,1.16484,556.74 +27.07.2018 02:35:00.000,1.16485,1.16501,1.16483,1.16494,504.66 +27.07.2018 02:40:00.000,1.16494,1.16511,1.16493,1.16500,560.8 +27.07.2018 02:45:00.000,1.16500,1.16502,1.16483,1.16495,553.82 +27.07.2018 02:50:00.000,1.16493,1.16512,1.16492,1.16504,419 +27.07.2018 02:55:00.000,1.16504,1.16527,1.16503,1.16524,459.70000000000005 +27.07.2018 03:00:00.000,1.16522,1.16522,1.16501,1.16505,527.08 +27.07.2018 03:05:00.000,1.16504,1.16523,1.16490,1.16500,689.2 +27.07.2018 03:10:00.000,1.16500,1.16501,1.16484,1.16501,466.16999999999996 +27.07.2018 03:15:00.000,1.16500,1.16516,1.16497,1.16515,457.40999999999997 +27.07.2018 03:20:00.000,1.16514,1.16529,1.16511,1.16520,642.5699999999999 +27.07.2018 03:25:00.000,1.16521,1.16532,1.16515,1.16522,703.7 +27.07.2018 03:30:00.000,1.16522,1.16553,1.16519,1.16541,583.85 +27.07.2018 03:35:00.000,1.16541,1.16546,1.16530,1.16541,485.52000000000004 +27.07.2018 03:40:00.000,1.16540,1.16545,1.16531,1.16531,601.03 +27.07.2018 03:45:00.000,1.16531,1.16536,1.16524,1.16525,490.37 +27.07.2018 03:50:00.000,1.16525,1.16525,1.16499,1.16502,498.7299999999999 +27.07.2018 03:55:00.000,1.16501,1.16501,1.16489,1.16490,391.06000000000006 +27.07.2018 04:00:00.000,1.16490,1.16496,1.16478,1.16485,671.55 +27.07.2018 04:05:00.000,1.16484,1.16494,1.16479,1.16489,388.58 +27.07.2018 04:10:00.000,1.16489,1.16494,1.16484,1.16491,373.7 +27.07.2018 04:15:00.000,1.16492,1.16501,1.16488,1.16500,197.53 +27.07.2018 04:20:00.000,1.16501,1.16508,1.16496,1.16504,254.27 +27.07.2018 04:25:00.000,1.16504,1.16515,1.16504,1.16514,286.61 +27.07.2018 04:30:00.000,1.16515,1.16516,1.16494,1.16504,443.07 +27.07.2018 04:35:00.000,1.16505,1.16505,1.16471,1.16472,372.13000000000005 +27.07.2018 04:40:00.000,1.16472,1.16476,1.16466,1.16472,269.94 +27.07.2018 04:45:00.000,1.16474,1.16486,1.16467,1.16470,504.61 +27.07.2018 04:50:00.000,1.16472,1.16481,1.16461,1.16463,314.14 +27.07.2018 04:55:00.000,1.16464,1.16480,1.16464,1.16473,347.75 +27.07.2018 05:00:00.000,1.16474,1.16478,1.16446,1.16460,1103.03 +27.07.2018 05:05:00.000,1.16460,1.16462,1.16450,1.16457,666.5500000000001 +27.07.2018 05:10:00.000,1.16458,1.16459,1.16427,1.16451,714.6600000000001 +27.07.2018 05:15:00.000,1.16451,1.16461,1.16444,1.16455,622.79 +27.07.2018 05:20:00.000,1.16453,1.16471,1.16405,1.16417,873.59 +27.07.2018 05:25:00.000,1.16418,1.16441,1.16412,1.16424,672.01 +27.07.2018 05:30:00.000,1.16425,1.16446,1.16423,1.16444,549.24 +27.07.2018 05:35:00.000,1.16444,1.16445,1.16408,1.16430,673.25 +27.07.2018 05:40:00.000,1.16426,1.16463,1.16426,1.16459,538.24 +27.07.2018 05:45:00.000,1.16459,1.16502,1.16459,1.16484,809.65 +27.07.2018 05:50:00.000,1.16483,1.16490,1.16470,1.16470,576.88 +27.07.2018 05:55:00.000,1.16470,1.16486,1.16468,1.16482,556.0699999999999 +27.07.2018 06:00:00.000,1.16481,1.16481,1.16449,1.16455,697.16 +27.07.2018 06:05:00.000,1.16457,1.16480,1.16445,1.16476,811.14 +27.07.2018 06:10:00.000,1.16476,1.16476,1.16415,1.16426,1086.75 +27.07.2018 06:15:00.000,1.16427,1.16458,1.16427,1.16446,767.55 +27.07.2018 06:20:00.000,1.16446,1.16450,1.16370,1.16375,1095.35 +27.07.2018 06:25:00.000,1.16374,1.16398,1.16370,1.16372,896.9099999999999 +27.07.2018 06:30:00.000,1.16372,1.16430,1.16361,1.16397,914.3900000000001 +27.07.2018 06:35:00.000,1.16398,1.16416,1.16388,1.16410,949.6000000000001 +27.07.2018 06:40:00.000,1.16409,1.16491,1.16409,1.16471,1080.96 +27.07.2018 06:45:00.000,1.16469,1.16491,1.16448,1.16471,783.9 +27.07.2018 06:50:00.000,1.16471,1.16495,1.16444,1.16495,864.3599999999999 +27.07.2018 06:55:00.000,1.16499,1.16512,1.16459,1.16459,1346.6 +27.07.2018 07:00:00.000,1.16459,1.16505,1.16423,1.16503,1265.5000000000002 +27.07.2018 07:05:00.000,1.16504,1.16504,1.16431,1.16473,1299 +27.07.2018 07:10:00.000,1.16471,1.16484,1.16450,1.16484,1073.63 +27.07.2018 07:15:00.000,1.16484,1.16532,1.16472,1.16524,1059.81 +27.07.2018 07:20:00.000,1.16521,1.16572,1.16508,1.16561,1279.55 +27.07.2018 07:25:00.000,1.16561,1.16570,1.16525,1.16570,952.1600000000001 +27.07.2018 07:30:00.000,1.16570,1.16571,1.16535,1.16568,963.1100000000001 +27.07.2018 07:35:00.000,1.16568,1.16577,1.16535,1.16547,1016.2800000000001 +27.07.2018 07:40:00.000,1.16546,1.16551,1.16521,1.16530,1102.17 +27.07.2018 07:45:00.000,1.16530,1.16537,1.16483,1.16485,1223.4 +27.07.2018 07:50:00.000,1.16486,1.16500,1.16458,1.16465,1255.55 +27.07.2018 07:55:00.000,1.16465,1.16480,1.16458,1.16464,1101.79 +27.07.2018 08:00:00.000,1.16464,1.16471,1.16437,1.16465,1163.1599999999999 +27.07.2018 08:05:00.000,1.16468,1.16472,1.16415,1.16451,1246.94 +27.07.2018 08:10:00.000,1.16451,1.16455,1.16395,1.16415,999.98 +27.07.2018 08:15:00.000,1.16416,1.16426,1.16364,1.16377,1437.1 +27.07.2018 08:20:00.000,1.16376,1.16384,1.16275,1.16276,1722.52 +27.07.2018 08:25:00.000,1.16275,1.16302,1.16264,1.16269,1057.03 +27.07.2018 08:30:00.000,1.16268,1.16305,1.16259,1.16286,1021.1600000000001 +27.07.2018 08:35:00.000,1.16287,1.16313,1.16275,1.16301,1140.75 +27.07.2018 08:40:00.000,1.16302,1.16318,1.16277,1.16282,907.6700000000001 +27.07.2018 08:45:00.000,1.16281,1.16292,1.16255,1.16261,1232.44 +27.07.2018 08:50:00.000,1.16260,1.16267,1.16248,1.16257,1218.9699999999998 +27.07.2018 08:55:00.000,1.16257,1.16287,1.16249,1.16262,1306.1999999999998 +27.07.2018 09:00:00.000,1.16261,1.16308,1.16253,1.16306,1300.02 +27.07.2018 09:05:00.000,1.16309,1.16312,1.16288,1.16294,1169.44 +27.07.2018 09:10:00.000,1.16287,1.16303,1.16261,1.16281,1107.97 +27.07.2018 09:15:00.000,1.16281,1.16317,1.16267,1.16312,966.9300000000001 +27.07.2018 09:20:00.000,1.16311,1.16333,1.16296,1.16316,1363.2400000000002 +27.07.2018 09:25:00.000,1.16317,1.16341,1.16316,1.16326,949.31 +27.07.2018 09:30:00.000,1.16328,1.16333,1.16311,1.16325,847.49 +27.07.2018 09:35:00.000,1.16326,1.16332,1.16266,1.16266,990.1700000000001 +27.07.2018 09:40:00.000,1.16267,1.16271,1.16220,1.16221,1286.04 +27.07.2018 09:45:00.000,1.16222,1.16247,1.16222,1.16237,1140.76 +27.07.2018 09:50:00.000,1.16240,1.16267,1.16235,1.16262,868.48 +27.07.2018 09:55:00.000,1.16262,1.16267,1.16239,1.16249,1169.3799999999999 +27.07.2018 10:00:00.000,1.16249,1.16273,1.16224,1.16234,1028.1699999999998 +27.07.2018 10:05:00.000,1.16230,1.16267,1.16226,1.16248,984.72 +27.07.2018 10:10:00.000,1.16249,1.16289,1.16248,1.16285,1073.93 +27.07.2018 10:15:00.000,1.16285,1.16298,1.16279,1.16292,640.5699999999999 +27.07.2018 10:20:00.000,1.16291,1.16297,1.16275,1.16292,669.59 +27.07.2018 10:25:00.000,1.16292,1.16300,1.16274,1.16282,843.31 +27.07.2018 10:30:00.000,1.16284,1.16298,1.16277,1.16297,712.9699999999999 +27.07.2018 10:35:00.000,1.16296,1.16316,1.16287,1.16304,673.01 +27.07.2018 10:40:00.000,1.16305,1.16321,1.16299,1.16316,791.0099999999999 +27.07.2018 10:45:00.000,1.16315,1.16324,1.16309,1.16316,362.46000000000004 +27.07.2018 10:50:00.000,1.16317,1.16344,1.16301,1.16302,738.3499999999999 +27.07.2018 10:55:00.000,1.16302,1.16304,1.16267,1.16271,948.4200000000001 +27.07.2018 11:00:00.000,1.16270,1.16292,1.16246,1.16268,1117.91 +27.07.2018 11:05:00.000,1.16269,1.16279,1.16249,1.16268,865.0000000000001 +27.07.2018 11:10:00.000,1.16268,1.16297,1.16268,1.16293,604.66 +27.07.2018 11:15:00.000,1.16291,1.16304,1.16280,1.16286,848.7700000000001 +27.07.2018 11:20:00.000,1.16287,1.16299,1.16248,1.16257,840.18 +27.07.2018 11:25:00.000,1.16254,1.16286,1.16241,1.16284,779.74 +27.07.2018 11:30:00.000,1.16284,1.16293,1.16278,1.16291,706.32 +27.07.2018 11:35:00.000,1.16291,1.16300,1.16286,1.16293,471.16999999999996 +27.07.2018 11:40:00.000,1.16293,1.16303,1.16277,1.16290,643.83 +27.07.2018 11:45:00.000,1.16290,1.16300,1.16284,1.16287,795.71 +27.07.2018 11:50:00.000,1.16289,1.16292,1.16266,1.16281,683.81 +27.07.2018 11:55:00.000,1.16283,1.16290,1.16236,1.16263,1315.8000000000002 +27.07.2018 12:00:00.000,1.16263,1.16279,1.16241,1.16246,958.0000000000001 +27.07.2018 12:05:00.000,1.16245,1.16274,1.16232,1.16252,1103.35 +27.07.2018 12:10:00.000,1.16251,1.16258,1.16226,1.16241,1169.5500000000002 +27.07.2018 12:15:00.000,1.16242,1.16273,1.16227,1.16271,999.67 +27.07.2018 12:20:00.000,1.16272,1.16287,1.16259,1.16279,696.56 +27.07.2018 12:25:00.000,1.16279,1.16297,1.16258,1.16281,922.9399999999999 +27.07.2018 12:30:00.000,1.16278,1.16395,1.16203,1.16265,2595 +27.07.2018 12:35:00.000,1.16264,1.16354,1.16262,1.16345,2211.3700000000003 +27.07.2018 12:40:00.000,1.16342,1.16364,1.16311,1.16318,1790.14 +27.07.2018 12:45:00.000,1.16318,1.16371,1.16288,1.16350,1559.26 +27.07.2018 12:50:00.000,1.16351,1.16418,1.16349,1.16374,1504.52 +27.07.2018 12:55:00.000,1.16374,1.16417,1.16340,1.16387,1498.5 +27.07.2018 13:00:00.000,1.16388,1.16424,1.16365,1.16396,1558.8000000000002 +27.07.2018 13:05:00.000,1.16395,1.16495,1.16387,1.16475,1628.6499999999999 +27.07.2018 13:10:00.000,1.16476,1.16501,1.16450,1.16465,1089.9099999999999 +27.07.2018 13:15:00.000,1.16463,1.16468,1.16430,1.16433,1373.22 +27.07.2018 13:20:00.000,1.16433,1.16545,1.16430,1.16525,1444.94 +27.07.2018 13:25:00.000,1.16524,1.16527,1.16478,1.16507,1391.26 +27.07.2018 13:30:00.000,1.16506,1.16526,1.16453,1.16513,1534.76 +27.07.2018 13:35:00.000,1.16515,1.16547,1.16479,1.16536,1256.8899999999999 +27.07.2018 13:40:00.000,1.16535,1.16566,1.16515,1.16518,1535.15 +27.07.2018 13:45:00.000,1.16519,1.16536,1.16490,1.16529,1461.0400000000002 +27.07.2018 13:50:00.000,1.16529,1.16562,1.16525,1.16542,1522.44 +27.07.2018 13:55:00.000,1.16543,1.16548,1.16501,1.16542,1126.43 +27.07.2018 14:00:00.000,1.16545,1.16565,1.16511,1.16548,1717.4199999999998 +27.07.2018 14:05:00.000,1.16547,1.16598,1.16523,1.16557,1329.73 +27.07.2018 14:10:00.000,1.16556,1.16617,1.16549,1.16564,1171.3200000000002 +27.07.2018 14:15:00.000,1.16562,1.16590,1.16551,1.16574,1206.81 +27.07.2018 14:20:00.000,1.16575,1.16575,1.16543,1.16544,1128.23 +27.07.2018 14:25:00.000,1.16544,1.16594,1.16544,1.16580,1300.67 +27.07.2018 14:30:00.000,1.16580,1.16595,1.16519,1.16526,1165.52 +27.07.2018 14:35:00.000,1.16526,1.16569,1.16519,1.16520,1002.05 +27.07.2018 14:40:00.000,1.16520,1.16543,1.16499,1.16519,1243.6799999999998 +27.07.2018 14:45:00.000,1.16519,1.16553,1.16503,1.16505,953.8700000000001 +27.07.2018 14:50:00.000,1.16505,1.16562,1.16498,1.16559,1469.4499999999998 +27.07.2018 14:55:00.000,1.16559,1.16560,1.16498,1.16532,1451.53 +27.07.2018 15:00:00.000,1.16533,1.16548,1.16513,1.16540,1503.4399999999998 +27.07.2018 15:05:00.000,1.16541,1.16567,1.16496,1.16498,1232.49 +27.07.2018 15:10:00.000,1.16497,1.16522,1.16467,1.16467,1284.88 +27.07.2018 15:15:00.000,1.16467,1.16495,1.16459,1.16463,1042.47 +27.07.2018 15:20:00.000,1.16463,1.16511,1.16461,1.16489,938.6500000000001 +27.07.2018 15:25:00.000,1.16489,1.16530,1.16484,1.16515,903.3000000000001 +27.07.2018 15:30:00.000,1.16510,1.16521,1.16483,1.16492,1122.82 +27.07.2018 15:35:00.000,1.16492,1.16606,1.16489,1.16594,1238.01 +27.07.2018 15:40:00.000,1.16593,1.16601,1.16559,1.16577,1023.92 +27.07.2018 15:45:00.000,1.16577,1.16592,1.16549,1.16587,874.41 +27.07.2018 15:50:00.000,1.16586,1.16620,1.16571,1.16597,1051.98 +27.07.2018 15:55:00.000,1.16595,1.16603,1.16580,1.16594,1118.27 +27.07.2018 16:00:00.000,1.16594,1.16595,1.16540,1.16540,1021.52 +27.07.2018 16:05:00.000,1.16540,1.16564,1.16508,1.16508,923.6100000000001 +27.07.2018 16:10:00.000,1.16508,1.16521,1.16479,1.16520,861.4199999999998 +27.07.2018 16:15:00.000,1.16520,1.16520,1.16490,1.16499,1219.0900000000001 +27.07.2018 16:20:00.000,1.16498,1.16541,1.16496,1.16510,967.58 +27.07.2018 16:25:00.000,1.16511,1.16528,1.16498,1.16528,708.9 +27.07.2018 16:30:00.000,1.16528,1.16533,1.16494,1.16511,698.0099999999999 +27.07.2018 16:35:00.000,1.16512,1.16544,1.16510,1.16518,950.4699999999999 +27.07.2018 16:40:00.000,1.16519,1.16565,1.16519,1.16558,992.0100000000001 +27.07.2018 16:45:00.000,1.16559,1.16584,1.16558,1.16571,742.16 +27.07.2018 16:50:00.000,1.16572,1.16604,1.16572,1.16604,787.8199999999999 +27.07.2018 16:55:00.000,1.16602,1.16602,1.16570,1.16579,1206.78 +27.07.2018 17:00:00.000,1.16579,1.16622,1.16551,1.16572,1145.81 +27.07.2018 17:05:00.000,1.16574,1.16602,1.16568,1.16575,1011.3399999999999 +27.07.2018 17:10:00.000,1.16575,1.16587,1.16567,1.16580,822.72 +27.07.2018 17:15:00.000,1.16580,1.16596,1.16560,1.16566,987.0200000000001 +27.07.2018 17:20:00.000,1.16565,1.16571,1.16554,1.16556,861.3799999999999 +27.07.2018 17:25:00.000,1.16556,1.16572,1.16549,1.16552,562.1 +27.07.2018 17:30:00.000,1.16551,1.16567,1.16537,1.16537,698.35 +27.07.2018 17:35:00.000,1.16540,1.16552,1.16536,1.16541,658.42 +27.07.2018 17:40:00.000,1.16541,1.16545,1.16518,1.16537,403.1700000000001 +27.07.2018 17:45:00.000,1.16537,1.16552,1.16530,1.16533,578.5799999999999 +27.07.2018 17:50:00.000,1.16532,1.16556,1.16532,1.16556,560.63 +27.07.2018 17:55:00.000,1.16556,1.16571,1.16551,1.16567,534.19 +27.07.2018 18:00:00.000,1.16568,1.16590,1.16560,1.16572,541.29 +27.07.2018 18:05:00.000,1.16574,1.16584,1.16574,1.16580,483.12 +27.07.2018 18:10:00.000,1.16583,1.16595,1.16580,1.16592,560.3799999999999 +27.07.2018 18:15:00.000,1.16592,1.16593,1.16570,1.16576,386.6 +27.07.2018 18:20:00.000,1.16576,1.16603,1.16576,1.16592,685.3 +27.07.2018 18:25:00.000,1.16593,1.16598,1.16572,1.16576,496.40999999999997 +27.07.2018 18:30:00.000,1.16575,1.16576,1.16559,1.16566,559.74 +27.07.2018 18:35:00.000,1.16566,1.16591,1.16561,1.16579,372.56 +27.07.2018 18:40:00.000,1.16579,1.16599,1.16579,1.16585,889.64 +27.07.2018 18:45:00.000,1.16586,1.16598,1.16584,1.16585,641.1400000000001 +27.07.2018 18:50:00.000,1.16585,1.16585,1.16555,1.16569,784.26 +27.07.2018 18:55:00.000,1.16569,1.16577,1.16556,1.16562,930.19 +27.07.2018 19:00:00.000,1.16560,1.16605,1.16556,1.16588,954.21 +27.07.2018 19:05:00.000,1.16591,1.16601,1.16578,1.16580,782.98 +27.07.2018 19:10:00.000,1.16580,1.16588,1.16564,1.16575,548.77 +27.07.2018 19:15:00.000,1.16575,1.16591,1.16573,1.16580,439.84999999999997 +27.07.2018 19:20:00.000,1.16581,1.16602,1.16578,1.16594,768.51 +27.07.2018 19:25:00.000,1.16596,1.16610,1.16590,1.16599,565.18 +27.07.2018 19:30:00.000,1.16599,1.16622,1.16598,1.16616,495.52000000000004 +27.07.2018 19:35:00.000,1.16616,1.16616,1.16601,1.16604,432.66 +27.07.2018 19:40:00.000,1.16605,1.16620,1.16599,1.16613,420.37 +27.07.2018 19:45:00.000,1.16613,1.16629,1.16606,1.16627,678.5 +27.07.2018 19:50:00.000,1.16625,1.16642,1.16609,1.16613,755.15 +27.07.2018 19:55:00.000,1.16611,1.16620,1.16589,1.16590,859.93 +27.07.2018 20:00:00.000,1.16588,1.16603,1.16585,1.16602,525.05 +27.07.2018 20:05:00.000,1.16603,1.16607,1.16597,1.16601,327.78999999999996 +27.07.2018 20:10:00.000,1.16602,1.16602,1.16575,1.16585,496.34999999999997 +27.07.2018 20:15:00.000,1.16585,1.16590,1.16579,1.16588,523.61 +27.07.2018 20:20:00.000,1.16588,1.16598,1.16580,1.16595,361.74 +27.07.2018 20:25:00.000,1.16595,1.16603,1.16589,1.16598,460.33000000000004 +27.07.2018 20:30:00.000,1.16598,1.16602,1.16589,1.16595,290.36 +27.07.2018 20:35:00.000,1.16596,1.16608,1.16594,1.16604,263.87 +27.07.2018 20:40:00.000,1.16603,1.16608,1.16579,1.16579,363.75 +27.07.2018 20:45:00.000,1.16582,1.16589,1.16574,1.16579,249.60999999999999 +27.07.2018 20:50:00.000,1.16580,1.16580,1.16562,1.16563,440.63 +27.07.2018 20:55:00.000,1.16564,1.16578,1.16533,1.16559,271.71000000000004 +29.07.2018 21:00:00.000,1.16561,1.16568,1.16525,1.16536,70.25 +29.07.2018 21:05:00.000,1.16536,1.16587,1.16528,1.16585,256.71999999999997 +29.07.2018 21:10:00.000,1.16584,1.16585,1.16583,1.16584,47.7 +29.07.2018 21:15:00.000,1.16584,1.16584,1.16581,1.16583,103.34 +29.07.2018 21:20:00.000,1.16582,1.16583,1.16581,1.16582,39.11 +29.07.2018 21:25:00.000,1.16582,1.16590,1.16560,1.16568,106.8 +29.07.2018 21:30:00.000,1.16568,1.16589,1.16556,1.16557,157.36 +29.07.2018 21:35:00.000,1.16558,1.16586,1.16544,1.16581,311.67999999999995 +29.07.2018 21:40:00.000,1.16583,1.16586,1.16577,1.16585,290.96999999999997 +29.07.2018 21:45:00.000,1.16585,1.16585,1.16550,1.16565,205.59000000000003 +29.07.2018 21:50:00.000,1.16565,1.16580,1.16555,1.16578,237.66 +29.07.2018 21:55:00.000,1.16575,1.16588,1.16574,1.16581,217.98999999999998 +29.07.2018 22:00:00.000,1.16579,1.16592,1.16568,1.16585,500.6 +29.07.2018 22:05:00.000,1.16585,1.16590,1.16579,1.16581,567.35 +29.07.2018 22:10:00.000,1.16582,1.16589,1.16580,1.16588,394.03999999999996 +29.07.2018 22:15:00.000,1.16588,1.16596,1.16587,1.16593,252.02 +29.07.2018 22:20:00.000,1.16594,1.16594,1.16588,1.16588,182.12 +29.07.2018 22:25:00.000,1.16589,1.16590,1.16588,1.16589,189.53 +29.07.2018 22:30:00.000,1.16590,1.16595,1.16588,1.16594,156.11 +29.07.2018 22:35:00.000,1.16594,1.16600,1.16589,1.16598,227.47 +29.07.2018 22:40:00.000,1.16598,1.16603,1.16588,1.16589,168.39 +29.07.2018 22:45:00.000,1.16590,1.16594,1.16589,1.16589,83.98 +29.07.2018 22:50:00.000,1.16589,1.16602,1.16589,1.16599,166.38000000000002 +29.07.2018 22:55:00.000,1.16599,1.16604,1.16593,1.16600,144.84000000000003 +29.07.2018 23:00:00.000,1.16601,1.16601,1.16587,1.16596,188.97 +29.07.2018 23:05:00.000,1.16595,1.16599,1.16592,1.16599,75.81 +29.07.2018 23:10:00.000,1.16597,1.16598,1.16590,1.16594,231.18000000000004 +29.07.2018 23:15:00.000,1.16594,1.16594,1.16584,1.16593,161.14000000000001 +29.07.2018 23:20:00.000,1.16592,1.16594,1.16587,1.16589,140.5 +29.07.2018 23:25:00.000,1.16588,1.16592,1.16588,1.16589,105.69999999999999 +29.07.2018 23:30:00.000,1.16589,1.16589,1.16583,1.16588,166.61999999999998 +29.07.2018 23:35:00.000,1.16588,1.16588,1.16580,1.16584,175.81 +29.07.2018 23:40:00.000,1.16584,1.16599,1.16584,1.16598,281.77 +29.07.2018 23:45:00.000,1.16598,1.16598,1.16583,1.16588,215.7 +29.07.2018 23:50:00.000,1.16588,1.16593,1.16583,1.16583,206.64 +29.07.2018 23:55:00.000,1.16583,1.16604,1.16583,1.16591,239.66 +30.07.2018 00:00:00.000,1.16591,1.16609,1.16584,1.16602,462.3 +30.07.2018 00:05:00.000,1.16603,1.16603,1.16557,1.16563,532.8 +30.07.2018 00:10:00.000,1.16563,1.16573,1.16563,1.16569,377.59000000000003 +30.07.2018 00:15:00.000,1.16569,1.16600,1.16568,1.16598,345 +30.07.2018 00:20:00.000,1.16599,1.16614,1.16595,1.16596,524.02 +30.07.2018 00:25:00.000,1.16598,1.16619,1.16598,1.16616,398.9 +30.07.2018 00:30:00.000,1.16615,1.16624,1.16609,1.16621,316.51000000000005 +30.07.2018 00:35:00.000,1.16622,1.16645,1.16622,1.16631,397.39 +30.07.2018 00:40:00.000,1.16631,1.16648,1.16630,1.16641,348.7 +30.07.2018 00:45:00.000,1.16640,1.16641,1.16606,1.16621,520.6 +30.07.2018 00:50:00.000,1.16621,1.16634,1.16608,1.16608,635.17 +30.07.2018 00:55:00.000,1.16605,1.16611,1.16588,1.16600,611.39 +30.07.2018 01:00:00.000,1.16601,1.16607,1.16580,1.16580,496.81000000000006 +30.07.2018 01:05:00.000,1.16581,1.16585,1.16567,1.16568,456.69 +30.07.2018 01:10:00.000,1.16568,1.16584,1.16568,1.16583,512.49 +30.07.2018 01:15:00.000,1.16584,1.16594,1.16579,1.16588,484.73 +30.07.2018 01:20:00.000,1.16589,1.16601,1.16584,1.16586,368.79999999999995 +30.07.2018 01:25:00.000,1.16585,1.16606,1.16585,1.16604,347.95 +30.07.2018 01:30:00.000,1.16605,1.16616,1.16575,1.16577,513.1800000000001 +30.07.2018 01:35:00.000,1.16577,1.16578,1.16552,1.16554,660.88 +30.07.2018 01:40:00.000,1.16554,1.16554,1.16514,1.16524,868.4599999999999 +30.07.2018 01:45:00.000,1.16524,1.16528,1.16515,1.16519,643.11 +30.07.2018 01:50:00.000,1.16519,1.16561,1.16519,1.16556,565.21 +30.07.2018 01:55:00.000,1.16556,1.16591,1.16555,1.16585,439.14 +30.07.2018 02:00:00.000,1.16585,1.16586,1.16549,1.16566,653.1899999999999 +30.07.2018 02:05:00.000,1.16566,1.16587,1.16564,1.16575,579.19 +30.07.2018 02:10:00.000,1.16575,1.16581,1.16572,1.16579,364.92999999999995 +30.07.2018 02:15:00.000,1.16582,1.16586,1.16569,1.16576,343.59000000000003 +30.07.2018 02:20:00.000,1.16576,1.16580,1.16561,1.16564,280.8 +30.07.2018 02:25:00.000,1.16564,1.16564,1.16539,1.16544,403.93 +30.07.2018 02:30:00.000,1.16544,1.16561,1.16543,1.16551,524.87 +30.07.2018 02:35:00.000,1.16551,1.16562,1.16535,1.16535,255.89 +30.07.2018 02:40:00.000,1.16535,1.16536,1.16510,1.16521,559.81 +30.07.2018 02:45:00.000,1.16521,1.16533,1.16517,1.16531,369.65 +30.07.2018 02:50:00.000,1.16531,1.16532,1.16500,1.16500,434.32 +30.07.2018 02:55:00.000,1.16500,1.16512,1.16499,1.16511,652.75 +30.07.2018 03:00:00.000,1.16511,1.16532,1.16506,1.16528,617.15 +30.07.2018 03:05:00.000,1.16529,1.16533,1.16519,1.16523,501.95 +30.07.2018 03:10:00.000,1.16522,1.16536,1.16520,1.16532,401.40000000000003 +30.07.2018 03:15:00.000,1.16533,1.16538,1.16531,1.16535,260.59 +30.07.2018 03:20:00.000,1.16535,1.16545,1.16518,1.16524,313.34 +30.07.2018 03:25:00.000,1.16524,1.16538,1.16524,1.16537,357.42999999999995 +30.07.2018 03:30:00.000,1.16536,1.16546,1.16530,1.16541,487.82 +30.07.2018 03:35:00.000,1.16541,1.16541,1.16514,1.16516,510.33000000000004 +30.07.2018 03:40:00.000,1.16516,1.16527,1.16513,1.16526,291.64 +30.07.2018 03:45:00.000,1.16526,1.16543,1.16524,1.16542,287.70000000000005 +30.07.2018 03:50:00.000,1.16542,1.16549,1.16537,1.16542,346.95 +30.07.2018 03:55:00.000,1.16542,1.16553,1.16541,1.16542,194.6 +30.07.2018 04:00:00.000,1.16542,1.16547,1.16539,1.16541,151.03 +30.07.2018 04:05:00.000,1.16541,1.16547,1.16539,1.16547,118.99000000000001 +30.07.2018 04:10:00.000,1.16546,1.16552,1.16540,1.16541,201.52 +30.07.2018 04:15:00.000,1.16542,1.16547,1.16537,1.16540,193.81 +30.07.2018 04:20:00.000,1.16540,1.16542,1.16529,1.16530,283.54 +30.07.2018 04:25:00.000,1.16532,1.16541,1.16530,1.16541,261.64 +30.07.2018 04:30:00.000,1.16540,1.16541,1.16530,1.16541,416.28000000000003 +30.07.2018 04:35:00.000,1.16540,1.16547,1.16540,1.16546,141.16 +30.07.2018 04:40:00.000,1.16545,1.16558,1.16545,1.16552,248.22000000000003 +30.07.2018 04:45:00.000,1.16552,1.16570,1.16552,1.16566,232.92000000000002 +30.07.2018 04:50:00.000,1.16567,1.16567,1.16555,1.16555,384.17999999999995 +30.07.2018 04:55:00.000,1.16555,1.16561,1.16545,1.16549,423.5 +30.07.2018 05:00:00.000,1.16550,1.16553,1.16541,1.16547,430.88 +30.07.2018 05:05:00.000,1.16547,1.16567,1.16537,1.16566,418.89 +30.07.2018 05:10:00.000,1.16566,1.16578,1.16566,1.16577,391.77 +30.07.2018 05:15:00.000,1.16575,1.16601,1.16567,1.16597,511.11 +30.07.2018 05:20:00.000,1.16597,1.16612,1.16595,1.16607,550.12 +30.07.2018 05:25:00.000,1.16607,1.16609,1.16591,1.16607,471.71000000000004 +30.07.2018 05:30:00.000,1.16606,1.16618,1.16598,1.16613,571.1199999999999 +30.07.2018 05:35:00.000,1.16615,1.16627,1.16615,1.16621,592.34 +30.07.2018 05:40:00.000,1.16621,1.16628,1.16621,1.16622,404.7099999999999 +30.07.2018 05:45:00.000,1.16621,1.16648,1.16621,1.16636,631.5 +30.07.2018 05:50:00.000,1.16636,1.16646,1.16625,1.16634,621.1500000000001 +30.07.2018 05:55:00.000,1.16635,1.16642,1.16631,1.16639,316.46 +30.07.2018 06:00:00.000,1.16638,1.16638,1.16595,1.16606,901.92 +30.07.2018 06:05:00.000,1.16605,1.16609,1.16579,1.16582,861.17 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07:20:00.000,1.16521,1.16569,1.16520,1.16535,1109.99 +30.07.2018 07:25:00.000,1.16536,1.16559,1.16519,1.16552,1048.53 +30.07.2018 07:30:00.000,1.16552,1.16569,1.16535,1.16552,1008.7900000000001 +30.07.2018 07:35:00.000,1.16553,1.16639,1.16553,1.16628,1358.72 +30.07.2018 07:40:00.000,1.16628,1.16638,1.16594,1.16630,1259.25 +30.07.2018 07:45:00.000,1.16631,1.16686,1.16625,1.16667,1350.4299999999998 +30.07.2018 07:50:00.000,1.16669,1.16738,1.16668,1.16690,1881.07 +30.07.2018 07:55:00.000,1.16691,1.16698,1.16662,1.16687,1204.47 +30.07.2018 08:00:00.000,1.16688,1.16723,1.16672,1.16701,1442.5 +30.07.2018 08:05:00.000,1.16703,1.16707,1.16665,1.16666,1185.23 +30.07.2018 08:10:00.000,1.16667,1.16672,1.16649,1.16653,1165.22 +30.07.2018 08:15:00.000,1.16652,1.16671,1.16645,1.16668,991.2900000000001 +30.07.2018 08:20:00.000,1.16668,1.16684,1.16647,1.16657,1094.3000000000002 +30.07.2018 08:25:00.000,1.16657,1.16686,1.16652,1.16652,1035.23 +30.07.2018 08:30:00.000,1.16650,1.16708,1.16646,1.16684,771.65 +30.07.2018 08:35:00.000,1.16685,1.16718,1.16679,1.16682,856.9100000000001 +30.07.2018 08:40:00.000,1.16684,1.16692,1.16662,1.16672,800.45 +30.07.2018 08:45:00.000,1.16671,1.16682,1.16653,1.16676,793.69 +30.07.2018 08:50:00.000,1.16674,1.16720,1.16663,1.16719,896.9499999999999 +30.07.2018 08:55:00.000,1.16720,1.16767,1.16719,1.16766,1301.6100000000001 +30.07.2018 09:00:00.000,1.16764,1.16785,1.16741,1.16777,1298.37 +30.07.2018 09:05:00.000,1.16776,1.16805,1.16754,1.16772,1359.7499999999998 +30.07.2018 09:10:00.000,1.16771,1.16792,1.16746,1.16788,1040.82 +30.07.2018 09:15:00.000,1.16788,1.16848,1.16780,1.16842,1025.51 +30.07.2018 09:20:00.000,1.16842,1.16846,1.16830,1.16834,1042.58 +30.07.2018 09:25:00.000,1.16834,1.16847,1.16803,1.16819,996.17 +30.07.2018 09:30:00.000,1.16819,1.16848,1.16798,1.16840,878.8 +30.07.2018 09:35:00.000,1.16841,1.16852,1.16825,1.16845,680.4000000000001 +30.07.2018 09:40:00.000,1.16845,1.16925,1.16845,1.16885,1274.48 +30.07.2018 09:45:00.000,1.16885,1.16888,1.16866,1.16882,1095.2800000000002 +30.07.2018 09:50:00.000,1.16882,1.16885,1.16849,1.16850,1004.25 +30.07.2018 09:55:00.000,1.16848,1.16875,1.16843,1.16855,943.5799999999999 +30.07.2018 10:00:00.000,1.16855,1.16864,1.16844,1.16851,1165.2099999999998 +30.07.2018 10:05:00.000,1.16850,1.16854,1.16830,1.16840,686.03 +30.07.2018 10:10:00.000,1.16840,1.16848,1.16829,1.16841,810.69 +30.07.2018 10:15:00.000,1.16844,1.16856,1.16827,1.16855,943.02 +30.07.2018 10:20:00.000,1.16855,1.16868,1.16853,1.16862,799.1500000000001 +30.07.2018 10:25:00.000,1.16861,1.16861,1.16820,1.16854,992.7099999999999 +30.07.2018 10:30:00.000,1.16854,1.16854,1.16819,1.16832,1019.84 +30.07.2018 10:35:00.000,1.16831,1.16834,1.16799,1.16805,665.88 +30.07.2018 10:40:00.000,1.16804,1.16806,1.16780,1.16796,889.93 +30.07.2018 10:45:00.000,1.16797,1.16804,1.16775,1.16801,788.46 +30.07.2018 10:50:00.000,1.16800,1.16824,1.16800,1.16810,697.55 +30.07.2018 10:55:00.000,1.16810,1.16817,1.16800,1.16805,908.46 +30.07.2018 11:00:00.000,1.16805,1.16876,1.16805,1.16850,1115.82 +30.07.2018 11:05:00.000,1.16857,1.16875,1.16849,1.16865,779.31 +30.07.2018 11:10:00.000,1.16865,1.16867,1.16829,1.16837,759.49 +30.07.2018 11:15:00.000,1.16837,1.16853,1.16829,1.16836,831.39 +30.07.2018 11:20:00.000,1.16837,1.16852,1.16829,1.16830,686.3000000000001 +30.07.2018 11:25:00.000,1.16830,1.16854,1.16818,1.16848,886.4899999999999 +30.07.2018 11:30:00.000,1.16849,1.16851,1.16821,1.16831,804.71 +30.07.2018 11:35:00.000,1.16830,1.16859,1.16825,1.16858,979.91 +30.07.2018 11:40:00.000,1.16858,1.16858,1.16824,1.16831,790.21 +30.07.2018 11:45:00.000,1.16832,1.16868,1.16830,1.16831,891.23 +30.07.2018 11:50:00.000,1.16830,1.16840,1.16826,1.16829,710.04 +30.07.2018 11:55:00.000,1.16829,1.16829,1.16783,1.16810,971.6599999999999 +30.07.2018 12:00:00.000,1.16810,1.16847,1.16792,1.16836,1055.49 +30.07.2018 12:05:00.000,1.16837,1.16870,1.16832,1.16864,1283.11 +30.07.2018 12:10:00.000,1.16864,1.16878,1.16840,1.16841,1060.81 +30.07.2018 12:15:00.000,1.16843,1.16845,1.16808,1.16821,743.36 +30.07.2018 12:20:00.000,1.16821,1.16830,1.16809,1.16826,899.91 +30.07.2018 12:25:00.000,1.16824,1.16838,1.16811,1.16824,938.24 +30.07.2018 12:30:00.000,1.16825,1.16827,1.16808,1.16810,850.25 +30.07.2018 12:35:00.000,1.16810,1.16845,1.16806,1.16820,892.52 +30.07.2018 12:40:00.000,1.16820,1.16828,1.16805,1.16825,984.18 +30.07.2018 12:45:00.000,1.16827,1.16834,1.16803,1.16805,736.59 +30.07.2018 12:50:00.000,1.16808,1.16816,1.16793,1.16816,996.66 +30.07.2018 12:55:00.000,1.16815,1.16950,1.16788,1.16950,1462.1299999999999 +30.07.2018 13:00:00.000,1.16951,1.16986,1.16923,1.16927,1759.22 +30.07.2018 13:05:00.000,1.16929,1.16947,1.16916,1.16929,1172.84 +30.07.2018 13:10:00.000,1.16931,1.16958,1.16918,1.16924,1321.78 +30.07.2018 13:15:00.000,1.16924,1.16956,1.16919,1.16936,1442.68 +30.07.2018 13:20:00.000,1.16938,1.16975,1.16932,1.16964,970.99 +30.07.2018 13:25:00.000,1.16964,1.16975,1.16924,1.16928,1241.06 +30.07.2018 13:30:00.000,1.16928,1.16969,1.16914,1.16954,1312.15 +30.07.2018 13:35:00.000,1.16953,1.17007,1.16953,1.16995,1382.05 +30.07.2018 13:40:00.000,1.16993,1.17014,1.16980,1.17000,1413.8100000000002 +30.07.2018 13:45:00.000,1.17002,1.17056,1.16999,1.17055,1350.6599999999999 +30.07.2018 13:50:00.000,1.17053,1.17093,1.17045,1.17091,1451.86 +30.07.2018 13:55:00.000,1.17091,1.17105,1.17075,1.17095,1147.2399999999998 +30.07.2018 14:00:00.000,1.17097,1.17100,1.17036,1.17046,1565.6599999999999 +30.07.2018 14:05:00.000,1.17046,1.17046,1.16992,1.17013,1487.56 +30.07.2018 14:10:00.000,1.17013,1.17073,1.17011,1.17072,1198.78 +30.07.2018 14:15:00.000,1.17072,1.17073,1.17040,1.17052,925.2199999999999 +30.07.2018 14:20:00.000,1.17052,1.17097,1.17040,1.17094,875.8399999999999 +30.07.2018 14:25:00.000,1.17093,1.17128,1.17083,1.17120,1147.96 +30.07.2018 14:30:00.000,1.17121,1.17148,1.17110,1.17123,1288.1499999999999 +30.07.2018 14:35:00.000,1.17121,1.17160,1.17116,1.17123,1272.15 +30.07.2018 14:40:00.000,1.17122,1.17156,1.17122,1.17132,834.2400000000001 +30.07.2018 14:45:00.000,1.17133,1.17150,1.17113,1.17113,1092.57 +30.07.2018 14:50:00.000,1.17111,1.17122,1.17087,1.17088,1242.37 +30.07.2018 14:55:00.000,1.17087,1.17135,1.17087,1.17108,1439.73 +30.07.2018 15:00:00.000,1.17108,1.17125,1.17080,1.17087,1425.38 +30.07.2018 15:05:00.000,1.17087,1.17115,1.17076,1.17112,1043.6100000000001 +30.07.2018 15:10:00.000,1.17112,1.17150,1.17111,1.17132,1036.54 +30.07.2018 15:15:00.000,1.17131,1.17133,1.17103,1.17132,909.85 +30.07.2018 15:20:00.000,1.17133,1.17159,1.17113,1.17118,1000.34 +30.07.2018 15:25:00.000,1.17118,1.17144,1.17108,1.17143,885.1800000000001 +30.07.2018 15:30:00.000,1.17143,1.17159,1.17123,1.17159,785.4300000000001 +30.07.2018 15:35:00.000,1.17159,1.17181,1.17137,1.17172,820.48 +30.07.2018 15:40:00.000,1.17172,1.17179,1.17161,1.17167,832.66 +30.07.2018 15:45:00.000,1.17167,1.17186,1.17156,1.17182,993.97 +30.07.2018 15:50:00.000,1.17182,1.17183,1.17165,1.17172,947.99 +30.07.2018 15:55:00.000,1.17172,1.17181,1.17163,1.17170,1065.19 +30.07.2018 16:00:00.000,1.17169,1.17178,1.17140,1.17143,831.96 +30.07.2018 16:05:00.000,1.17143,1.17149,1.17126,1.17133,585.14 +30.07.2018 16:10:00.000,1.17133,1.17154,1.17128,1.17144,728.2099999999999 +30.07.2018 16:15:00.000,1.17144,1.17148,1.17108,1.17114,899.23 +30.07.2018 16:20:00.000,1.17117,1.17129,1.17108,1.17123,543.6800000000001 +30.07.2018 16:25:00.000,1.17123,1.17136,1.17113,1.17124,539.28 +30.07.2018 16:30:00.000,1.17125,1.17139,1.17105,1.17124,449.73 +30.07.2018 16:35:00.000,1.17127,1.17143,1.17114,1.17132,766.48 +30.07.2018 16:40:00.000,1.17132,1.17146,1.17124,1.17129,821.82 +30.07.2018 16:45:00.000,1.17128,1.17136,1.17120,1.17134,449.72999999999996 +30.07.2018 16:50:00.000,1.17134,1.17160,1.17133,1.17141,764.81 +30.07.2018 16:55:00.000,1.17142,1.17160,1.17139,1.17157,684.2 +30.07.2018 17:00:00.000,1.17160,1.17173,1.17146,1.17162,548.86 +30.07.2018 17:05:00.000,1.17163,1.17169,1.17122,1.17129,582.1 +30.07.2018 17:10:00.000,1.17129,1.17143,1.17111,1.17138,496.05 +30.07.2018 17:15:00.000,1.17138,1.17140,1.17102,1.17102,408.17 +30.07.2018 17:20:00.000,1.17102,1.17105,1.17087,1.17099,752.11 +30.07.2018 17:25:00.000,1.17100,1.17121,1.17087,1.17114,703.93 +30.07.2018 17:30:00.000,1.17116,1.17142,1.17116,1.17133,496.67 +30.07.2018 17:35:00.000,1.17133,1.17151,1.17126,1.17137,233.34 +30.07.2018 17:40:00.000,1.17140,1.17154,1.17132,1.17152,568.08 +30.07.2018 17:45:00.000,1.17152,1.17159,1.17144,1.17147,458.86 +30.07.2018 17:50:00.000,1.17148,1.17168,1.17138,1.17158,584.98 +30.07.2018 17:55:00.000,1.17158,1.17158,1.17112,1.17113,392.43 +30.07.2018 18:00:00.000,1.17112,1.17131,1.17111,1.17125,300.71 +30.07.2018 18:05:00.000,1.17125,1.17136,1.17121,1.17126,343.16999999999996 +30.07.2018 18:10:00.000,1.17123,1.17134,1.17123,1.17127,115.27 +30.07.2018 18:15:00.000,1.17127,1.17140,1.17126,1.17134,259.85 +30.07.2018 18:20:00.000,1.17134,1.17135,1.17087,1.17100,2143.68 +30.07.2018 18:25:00.000,1.17100,1.17131,1.17094,1.17130,469.08000000000004 +30.07.2018 18:30:00.000,1.17129,1.17138,1.17114,1.17121,332.97999999999996 +30.07.2018 18:35:00.000,1.17123,1.17123,1.17110,1.17120,426.81 +30.07.2018 18:40:00.000,1.17120,1.17120,1.17098,1.17111,463.82000000000005 +30.07.2018 18:45:00.000,1.17111,1.17111,1.17091,1.17096,297.87 +30.07.2018 18:50:00.000,1.17096,1.17109,1.17095,1.17095,357.36 +30.07.2018 18:55:00.000,1.17095,1.17102,1.17083,1.17095,629.9300000000001 +30.07.2018 19:00:00.000,1.17095,1.17112,1.17091,1.17107,313.71000000000004 +30.07.2018 19:05:00.000,1.17107,1.17107,1.17090,1.17095,312.84 +30.07.2018 19:10:00.000,1.17095,1.17100,1.17090,1.17095,535.2900000000001 +30.07.2018 19:15:00.000,1.17094,1.17102,1.17093,1.17094,228.7 +30.07.2018 19:20:00.000,1.17096,1.17112,1.17093,1.17110,309.59999999999997 +30.07.2018 19:25:00.000,1.17109,1.17112,1.17098,1.17099,459.52000000000004 +30.07.2018 19:30:00.000,1.17098,1.17105,1.17090,1.17093,676 +30.07.2018 19:35:00.000,1.17091,1.17104,1.17066,1.17075,613.91 +30.07.2018 19:40:00.000,1.17075,1.17082,1.17073,1.17079,536.5699999999999 +30.07.2018 19:45:00.000,1.17079,1.17079,1.17060,1.17060,717.85 +30.07.2018 19:50:00.000,1.17060,1.17065,1.17041,1.17045,696.6299999999999 +30.07.2018 19:55:00.000,1.17045,1.17051,1.17026,1.17031,691.75 +30.07.2018 20:00:00.000,1.17030,1.17053,1.17030,1.17041,649.7099999999999 +30.07.2018 20:05:00.000,1.17041,1.17047,1.17036,1.17043,450.82 +30.07.2018 20:10:00.000,1.17041,1.17043,1.17028,1.17032,618.14 +30.07.2018 20:15:00.000,1.17032,1.17042,1.17028,1.17041,313.37 +30.07.2018 20:20:00.000,1.17041,1.17046,1.17040,1.17045,171.40999999999997 +30.07.2018 20:25:00.000,1.17045,1.17045,1.17035,1.17041,183.95000000000002 +30.07.2018 20:30:00.000,1.17041,1.17047,1.17036,1.17045,231 +30.07.2018 20:35:00.000,1.17045,1.17047,1.17042,1.17042,231.76 +30.07.2018 20:40:00.000,1.17042,1.17045,1.17034,1.17039,355.32000000000005 +30.07.2018 20:45:00.000,1.17039,1.17042,1.17023,1.17042,671.97 +30.07.2018 20:50:00.000,1.17042,1.17061,1.17041,1.17054,680.1 +30.07.2018 20:55:00.000,1.17055,1.17069,1.17040,1.17052,450.02000000000004 +30.07.2018 21:00:00.000,1.17050,1.17053,1.17034,1.17046,58.71 +30.07.2018 21:05:00.000,1.17046,1.17074,1.17041,1.17055,350.33 +30.07.2018 21:10:00.000,1.17055,1.17057,1.17052,1.17056,264.46000000000004 +30.07.2018 21:15:00.000,1.17057,1.17058,1.17055,1.17057,160.86 +30.07.2018 21:20:00.000,1.17057,1.17068,1.17054,1.17062,188.28 +30.07.2018 21:25:00.000,1.17063,1.17068,1.17062,1.17068,192.61 +30.07.2018 21:30:00.000,1.17066,1.17071,1.17051,1.17052,380.78000000000003 +30.07.2018 21:35:00.000,1.17052,1.17065,1.17052,1.17054,331.4 +30.07.2018 21:40:00.000,1.17054,1.17061,1.17053,1.17056,466.46999999999997 +30.07.2018 21:45:00.000,1.17055,1.17062,1.17053,1.17055,811.8899999999999 +30.07.2018 21:50:00.000,1.17054,1.17061,1.17028,1.17036,528.9200000000001 +30.07.2018 21:55:00.000,1.17037,1.17053,1.17034,1.17050,155.92 +30.07.2018 22:00:00.000,1.17053,1.17076,1.17051,1.17067,323.90000000000003 +30.07.2018 22:05:00.000,1.17068,1.17074,1.17064,1.17068,228.49 +30.07.2018 22:10:00.000,1.17067,1.17075,1.17067,1.17069,199.91 +30.07.2018 22:15:00.000,1.17069,1.17075,1.17067,1.17073,179.29999999999998 +30.07.2018 22:20:00.000,1.17074,1.17076,1.17068,1.17068,155.54999999999998 +30.07.2018 22:25:00.000,1.17069,1.17075,1.17068,1.17074,100.72 +30.07.2018 22:30:00.000,1.17074,1.17079,1.17068,1.17079,219.38 +30.07.2018 22:35:00.000,1.17079,1.17083,1.17078,1.17082,92.93 +30.07.2018 22:40:00.000,1.17082,1.17090,1.17080,1.17088,194.69000000000003 +30.07.2018 22:45:00.000,1.17088,1.17089,1.17073,1.17083,228.51000000000002 +30.07.2018 22:50:00.000,1.17083,1.17088,1.17082,1.17088,137.31 +30.07.2018 22:55:00.000,1.17088,1.17093,1.17078,1.17078,151.45 +30.07.2018 23:00:00.000,1.17078,1.17089,1.17078,1.17084,139.35 +30.07.2018 23:05:00.000,1.17084,1.17093,1.17079,1.17079,284.33 +30.07.2018 23:10:00.000,1.17079,1.17082,1.17074,1.17075,308.62 +30.07.2018 23:15:00.000,1.17076,1.17085,1.17076,1.17083,121.28 +30.07.2018 23:20:00.000,1.17083,1.17089,1.17080,1.17089,87.08 +30.07.2018 23:25:00.000,1.17089,1.17094,1.17088,1.17088,78.61999999999999 +30.07.2018 23:30:00.000,1.17088,1.17089,1.17077,1.17086,204.54999999999998 +30.07.2018 23:35:00.000,1.17087,1.17088,1.17077,1.17081,251.77 +30.07.2018 23:40:00.000,1.17083,1.17094,1.17082,1.17087,209.19000000000003 +30.07.2018 23:45:00.000,1.17087,1.17087,1.17077,1.17087,291.78999999999996 +30.07.2018 23:50:00.000,1.17088,1.17088,1.17072,1.17073,183.78000000000003 +30.07.2018 23:55:00.000,1.17073,1.17073,1.17069,1.17071,410.82 +31.07.2018 00:00:00.000,1.17071,1.17102,1.17071,1.17099,841.69 +31.07.2018 00:05:00.000,1.17099,1.17105,1.17094,1.17098,562.4300000000001 +31.07.2018 00:10:00.000,1.17099,1.17106,1.17075,1.17080,518.27 +31.07.2018 00:15:00.000,1.17080,1.17082,1.17070,1.17071,838.1300000000001 +31.07.2018 00:20:00.000,1.17072,1.17082,1.17069,1.17072,683.76 +31.07.2018 00:25:00.000,1.17072,1.17077,1.17068,1.17070,617.32 +31.07.2018 00:30:00.000,1.17070,1.17088,1.17069,1.17083,737.09 +31.07.2018 00:35:00.000,1.17084,1.17092,1.17076,1.17086,620.4100000000001 +31.07.2018 00:40:00.000,1.17086,1.17106,1.17086,1.17101,281.19 +31.07.2018 00:45:00.000,1.17101,1.17108,1.17098,1.17099,448.70000000000005 +31.07.2018 00:50:00.000,1.17099,1.17106,1.17058,1.17058,671.66 +31.07.2018 00:55:00.000,1.17050,1.17098,1.17047,1.17092,735.27 +31.07.2018 01:00:00.000,1.17092,1.17095,1.17042,1.17043,1045.44 +31.07.2018 01:05:00.000,1.17042,1.17065,1.17039,1.17057,659.49 +31.07.2018 01:10:00.000,1.17059,1.17074,1.17041,1.17048,704.95 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16:35:00.000,1.17067,1.17082,1.17058,1.17076,1219.2399999999998 +31.07.2018 16:40:00.000,1.17076,1.17081,1.17054,1.17061,890.76 +31.07.2018 16:45:00.000,1.17062,1.17073,1.17038,1.17045,891.45 +31.07.2018 16:50:00.000,1.17045,1.17055,1.17030,1.17030,773.23 +31.07.2018 16:55:00.000,1.17030,1.17057,1.17020,1.17049,830.8 +31.07.2018 17:00:00.000,1.17051,1.17056,1.17039,1.17042,625.79 +31.07.2018 17:05:00.000,1.17042,1.17047,1.17006,1.17011,856.34 +31.07.2018 17:10:00.000,1.17010,1.17011,1.16890,1.16902,1327.82 +31.07.2018 17:15:00.000,1.16905,1.16949,1.16902,1.16938,636.27 +31.07.2018 17:20:00.000,1.16938,1.16977,1.16927,1.16977,751 +31.07.2018 17:25:00.000,1.16977,1.16990,1.16960,1.16977,651.8799999999999 +31.07.2018 17:30:00.000,1.16979,1.17001,1.16967,1.16992,897.8799999999999 +31.07.2018 17:35:00.000,1.16994,1.16995,1.16960,1.16982,505.4 +31.07.2018 17:40:00.000,1.16984,1.16996,1.16977,1.16977,609.02 +31.07.2018 17:45:00.000,1.16977,1.16977,1.16946,1.16952,472.02 +31.07.2018 17:50:00.000,1.16952,1.16959,1.16952,1.16954,319.37 +31.07.2018 17:55:00.000,1.16955,1.16974,1.16946,1.16968,400.77 +31.07.2018 18:00:00.000,1.16966,1.16987,1.16966,1.16980,472.72 +31.07.2018 18:05:00.000,1.16980,1.17000,1.16977,1.16998,356.96000000000004 +31.07.2018 18:10:00.000,1.16997,1.17007,1.16990,1.17005,519.5500000000001 +31.07.2018 18:15:00.000,1.17006,1.17021,1.17001,1.17006,460.96000000000004 +31.07.2018 18:20:00.000,1.17006,1.17013,1.16997,1.17012,549.0699999999999 +31.07.2018 18:25:00.000,1.17012,1.17025,1.17006,1.17021,813.0799999999999 +31.07.2018 18:30:00.000,1.17022,1.17022,1.16998,1.17002,484.40999999999997 +31.07.2018 18:35:00.000,1.17002,1.17017,1.16997,1.17006,583.01 +31.07.2018 18:40:00.000,1.17006,1.17023,1.17001,1.17023,389.86 +31.07.2018 18:45:00.000,1.17022,1.17028,1.17006,1.17022,689.35 +31.07.2018 18:50:00.000,1.17022,1.17022,1.16984,1.16987,752.21 +31.07.2018 18:55:00.000,1.16989,1.16991,1.16962,1.16968,939.0500000000001 +31.07.2018 19:00:00.000,1.16967,1.16976,1.16959,1.16973,660.94 +31.07.2018 19:05:00.000,1.16970,1.16973,1.16953,1.16972,730.76 +31.07.2018 19:10:00.000,1.16972,1.16988,1.16972,1.16976,408.86 +31.07.2018 19:15:00.000,1.16976,1.16998,1.16940,1.16957,626.69 +31.07.2018 19:20:00.000,1.16957,1.16976,1.16957,1.16969,569.6800000000001 +31.07.2018 19:25:00.000,1.16968,1.17001,1.16962,1.16982,796.69 +31.07.2018 19:30:00.000,1.16981,1.16994,1.16968,1.16990,506.48999999999995 +31.07.2018 19:35:00.000,1.16990,1.17002,1.16983,1.16993,621.27 +31.07.2018 19:40:00.000,1.16991,1.16992,1.16970,1.16978,707.85 +31.07.2018 19:45:00.000,1.16977,1.17011,1.16952,1.16952,821.85 +31.07.2018 19:50:00.000,1.16951,1.16977,1.16951,1.16968,630.72 +31.07.2018 19:55:00.000,1.16967,1.16967,1.16925,1.16927,700.81 +31.07.2018 20:00:00.000,1.16927,1.16932,1.16920,1.16927,413.39000000000004 +31.07.2018 20:05:00.000,1.16928,1.16961,1.16927,1.16961,131.56 +31.07.2018 20:10:00.000,1.16960,1.16971,1.16954,1.16969,177.71 +31.07.2018 20:15:00.000,1.16969,1.16974,1.16966,1.16968,200.75 +31.07.2018 20:20:00.000,1.16967,1.16984,1.16952,1.16977,471.04999999999995 +31.07.2018 20:25:00.000,1.16977,1.16987,1.16969,1.16979,526.84 +31.07.2018 20:30:00.000,1.16979,1.16980,1.16961,1.16961,646.8 +31.07.2018 20:35:00.000,1.16962,1.16976,1.16960,1.16966,709.2300000000001 +31.07.2018 20:40:00.000,1.16966,1.16974,1.16953,1.16968,528.8199999999999 +31.07.2018 20:45:00.000,1.16969,1.16979,1.16965,1.16979,464.71999999999997 +31.07.2018 20:50:00.000,1.16979,1.16984,1.16965,1.16969,531.12 +31.07.2018 20:55:00.000,1.16969,1.16971,1.16838,1.16908,673.3 +31.07.2018 21:00:00.000,1.16907,1.16927,1.16900,1.16919,101.31 +31.07.2018 21:05:00.000,1.16918,1.16922,1.16862,1.16888,239.21 +31.07.2018 21:10:00.000,1.16889,1.16929,1.16884,1.16911,154.98 +31.07.2018 21:15:00.000,1.16915,1.16937,1.16869,1.16886,319.01 +31.07.2018 21:20:00.000,1.16885,1.16891,1.16866,1.16880,486.22999999999996 +31.07.2018 21:25:00.000,1.16879,1.16916,1.16879,1.16908,597.24 +31.07.2018 21:30:00.000,1.16910,1.16911,1.16881,1.16885,886.3499999999999 +31.07.2018 21:35:00.000,1.16885,1.16893,1.16870,1.16875,886.08 +31.07.2018 21:40:00.000,1.16872,1.16883,1.16865,1.16866,1317.7599999999998 +31.07.2018 21:45:00.000,1.16867,1.16872,1.16851,1.16859,388.52000000000004 +31.07.2018 21:50:00.000,1.16859,1.16860,1.16853,1.16854,196.13000000000002 +31.07.2018 21:55:00.000,1.16856,1.16875,1.16854,1.16875,193.30999999999997 +31.07.2018 22:00:00.000,1.16875,1.16888,1.16865,1.16880,279.57 +31.07.2018 22:05:00.000,1.16878,1.16885,1.16878,1.16882,256.46999999999997 +31.07.2018 22:10:00.000,1.16882,1.16890,1.16878,1.16890,220.69 +31.07.2018 22:15:00.000,1.16889,1.16898,1.16888,1.16889,270.8 +31.07.2018 22:20:00.000,1.16890,1.16894,1.16885,1.16890,220.39000000000001 +31.07.2018 22:25:00.000,1.16893,1.16898,1.16890,1.16897,239.01999999999998 +31.07.2018 22:30:00.000,1.16897,1.16906,1.16894,1.16906,207.9 +31.07.2018 22:35:00.000,1.16905,1.16908,1.16902,1.16902,105.85 +31.07.2018 22:40:00.000,1.16905,1.16907,1.16902,1.16907,127.86 +31.07.2018 22:45:00.000,1.16906,1.16906,1.16875,1.16900,199.56 +31.07.2018 22:50:00.000,1.16901,1.16905,1.16859,1.16876,436.77 +31.07.2018 22:55:00.000,1.16878,1.16896,1.16866,1.16866,513.0699999999999 +31.07.2018 23:00:00.000,1.16866,1.16889,1.16855,1.16882,379.8 +31.07.2018 23:05:00.000,1.16883,1.16888,1.16871,1.16883,256.4 +31.07.2018 23:10:00.000,1.16883,1.16895,1.16883,1.16893,234.88000000000002 +31.07.2018 23:15:00.000,1.16892,1.16892,1.16874,1.16880,293.34000000000003 +31.07.2018 23:20:00.000,1.16881,1.16882,1.16864,1.16870,181.01 +31.07.2018 23:25:00.000,1.16870,1.16871,1.16864,1.16867,185.09999999999997 +31.07.2018 23:30:00.000,1.16867,1.16884,1.16860,1.16883,434.84 +31.07.2018 23:35:00.000,1.16883,1.16883,1.16879,1.16880,177.03 +31.07.2018 23:40:00.000,1.16880,1.16881,1.16870,1.16879,325.11 +31.07.2018 23:45:00.000,1.16879,1.16886,1.16878,1.16885,292.70000000000005 +31.07.2018 23:50:00.000,1.16886,1.16895,1.16885,1.16889,213.79 +31.07.2018 23:55:00.000,1.16890,1.16892,1.16885,1.16890,199.14 +01.08.2018 00:00:00.000,1.16890,1.16902,1.16882,1.16896,678.61 +01.08.2018 00:05:00.000,1.16896,1.16922,1.16886,1.16915,813.0600000000001 +01.08.2018 00:10:00.000,1.16916,1.16917,1.16890,1.16899,596.7 +01.08.2018 00:15:00.000,1.16900,1.16915,1.16894,1.16907,648.99 +01.08.2018 00:20:00.000,1.16906,1.16912,1.16900,1.16908,574.26 +01.08.2018 00:25:00.000,1.16909,1.16916,1.16901,1.16905,627.79 +01.08.2018 00:30:00.000,1.16905,1.16912,1.16900,1.16912,398.48 +01.08.2018 00:35:00.000,1.16911,1.16915,1.16901,1.16903,377.68999999999994 +01.08.2018 00:40:00.000,1.16902,1.16911,1.16891,1.16892,505.20000000000005 +01.08.2018 00:45:00.000,1.16894,1.16907,1.16894,1.16896,449.87 +01.08.2018 00:50:00.000,1.16897,1.16901,1.16887,1.16900,524.02 +01.08.2018 00:55:00.000,1.16897,1.16902,1.16892,1.16900,583.85 +01.08.2018 01:00:00.000,1.16901,1.16909,1.16871,1.16871,800.97 +01.08.2018 01:05:00.000,1.16871,1.16877,1.16862,1.16875,580.72 +01.08.2018 01:10:00.000,1.16876,1.16883,1.16865,1.16883,510.09000000000003 +01.08.2018 01:15:00.000,1.16881,1.16881,1.16856,1.16861,389.64 +01.08.2018 01:20:00.000,1.16861,1.16861,1.16848,1.16848,502.48 +01.08.2018 01:25:00.000,1.16847,1.16851,1.16836,1.16838,526.04 +01.08.2018 01:30:00.000,1.16838,1.16858,1.16829,1.16837,591.46 +01.08.2018 01:35:00.000,1.16838,1.16852,1.16836,1.16846,575.59 +01.08.2018 01:40:00.000,1.16844,1.16878,1.16842,1.16874,609.12 +01.08.2018 01:45:00.000,1.16875,1.16892,1.16860,1.16863,608.14 +01.08.2018 01:50:00.000,1.16863,1.16885,1.16862,1.16868,613.37 +01.08.2018 01:55:00.000,1.16868,1.16911,1.16868,1.16891,741.83 +01.08.2018 02:00:00.000,1.16893,1.16917,1.16883,1.16892,812.8499999999999 +01.08.2018 02:05:00.000,1.16894,1.16900,1.16870,1.16877,628.37 +01.08.2018 02:10:00.000,1.16878,1.16882,1.16868,1.16871,452.42 +01.08.2018 02:15:00.000,1.16871,1.16875,1.16836,1.16836,611.85 +01.08.2018 02:20:00.000,1.16836,1.16840,1.16824,1.16835,383.59999999999997 +01.08.2018 02:25:00.000,1.16835,1.16855,1.16825,1.16846,626.96 +01.08.2018 02:30:00.000,1.16846,1.16855,1.16844,1.16846,435.47999999999996 +01.08.2018 02:35:00.000,1.16848,1.16850,1.16820,1.16826,566.44 +01.08.2018 02:40:00.000,1.16826,1.16852,1.16823,1.16838,751.8299999999999 +01.08.2018 02:45:00.000,1.16837,1.16843,1.16830,1.16842,469.64000000000004 +01.08.2018 02:50:00.000,1.16842,1.16850,1.16840,1.16847,443.66999999999996 +01.08.2018 02:55:00.000,1.16846,1.16854,1.16833,1.16851,460.52 +01.08.2018 03:00:00.000,1.16850,1.16877,1.16850,1.16866,653.9 +01.08.2018 03:05:00.000,1.16868,1.16871,1.16850,1.16862,444.90999999999997 +01.08.2018 03:10:00.000,1.16862,1.16872,1.16849,1.16849,584.92 +01.08.2018 03:15:00.000,1.16848,1.16861,1.16830,1.16852,625.5899999999999 +01.08.2018 03:20:00.000,1.16851,1.16852,1.16845,1.16846,525.21 +01.08.2018 03:25:00.000,1.16846,1.16852,1.16825,1.16829,719.73 +01.08.2018 03:30:00.000,1.16829,1.16835,1.16819,1.16826,721.5100000000001 +01.08.2018 03:35:00.000,1.16827,1.16831,1.16820,1.16825,423.26 +01.08.2018 03:40:00.000,1.16825,1.16836,1.16815,1.16820,316.07 +01.08.2018 03:45:00.000,1.16820,1.16821,1.16803,1.16815,533.47 +01.08.2018 03:50:00.000,1.16816,1.16832,1.16810,1.16832,641.74 +01.08.2018 03:55:00.000,1.16832,1.16832,1.16796,1.16797,459.04999999999995 +01.08.2018 04:00:00.000,1.16796,1.16818,1.16795,1.16808,460.20000000000005 +01.08.2018 04:05:00.000,1.16807,1.16827,1.16806,1.16825,327.61999999999995 +01.08.2018 04:10:00.000,1.16826,1.16827,1.16819,1.16821,383.99999999999994 +01.08.2018 04:15:00.000,1.16821,1.16830,1.16816,1.16818,372.07 +01.08.2018 04:20:00.000,1.16818,1.16818,1.16799,1.16805,506.95000000000005 +01.08.2018 04:25:00.000,1.16806,1.16806,1.16786,1.16790,421.98 +01.08.2018 04:30:00.000,1.16789,1.16790,1.16767,1.16776,587.62 +01.08.2018 04:35:00.000,1.16775,1.16778,1.16760,1.16772,814.21 +01.08.2018 04:40:00.000,1.16771,1.16786,1.16762,1.16785,441.51 +01.08.2018 04:45:00.000,1.16783,1.16785,1.16765,1.16780,401.71 +01.08.2018 04:50:00.000,1.16779,1.16780,1.16761,1.16771,501.76000000000005 +01.08.2018 04:55:00.000,1.16771,1.16776,1.16759,1.16776,410.53 +01.08.2018 05:00:00.000,1.16776,1.16805,1.16771,1.16802,630.62 +01.08.2018 05:05:00.000,1.16802,1.16807,1.16794,1.16796,544.3 +01.08.2018 05:10:00.000,1.16796,1.16796,1.16770,1.16775,779.9599999999999 +01.08.2018 05:15:00.000,1.16777,1.16787,1.16770,1.16787,541.8199999999999 +01.08.2018 05:20:00.000,1.16787,1.16812,1.16786,1.16805,661.75 +01.08.2018 05:25:00.000,1.16805,1.16819,1.16796,1.16802,608.86 +01.08.2018 05:30:00.000,1.16801,1.16802,1.16775,1.16783,817.5699999999999 +01.08.2018 05:35:00.000,1.16784,1.16789,1.16770,1.16781,688.1700000000001 +01.08.2018 05:40:00.000,1.16782,1.16803,1.16779,1.16797,690.3100000000001 +01.08.2018 05:45:00.000,1.16797,1.16799,1.16769,1.16771,858.1899999999999 +01.08.2018 05:50:00.000,1.16770,1.16777,1.16759,1.16765,668.69 +01.08.2018 05:55:00.000,1.16765,1.16801,1.16760,1.16801,843.7 +01.08.2018 06:00:00.000,1.16800,1.16820,1.16765,1.16811,1056.1599999999999 +01.08.2018 06:05:00.000,1.16811,1.16836,1.16775,1.16778,1012.4700000000001 +01.08.2018 06:10:00.000,1.16777,1.16793,1.16721,1.16769,1545.4700000000003 +01.08.2018 06:15:00.000,1.16769,1.16794,1.16755,1.16771,1410.16 +01.08.2018 06:20:00.000,1.16771,1.16823,1.16766,1.16792,1197.73 +01.08.2018 06:25:00.000,1.16791,1.16805,1.16755,1.16766,1423.1100000000001 +01.08.2018 06:30:00.000,1.16766,1.16800,1.16750,1.16785,1125.73 +01.08.2018 06:35:00.000,1.16785,1.16792,1.16756,1.16768,1166.2 +01.08.2018 06:40:00.000,1.16767,1.16786,1.16760,1.16783,1151.61 +01.08.2018 06:45:00.000,1.16781,1.16822,1.16763,1.16785,1683.63 +01.08.2018 06:50:00.000,1.16785,1.16853,1.16785,1.16836,933.8199999999999 +01.08.2018 06:55:00.000,1.16835,1.16835,1.16802,1.16818,1144.08 +01.08.2018 07:00:00.000,1.16817,1.16832,1.16767,1.16777,1394.84 +01.08.2018 07:05:00.000,1.16777,1.16817,1.16766,1.16810,1326.42 +01.08.2018 07:10:00.000,1.16810,1.16875,1.16808,1.16874,1030.79 +01.08.2018 07:15:00.000,1.16874,1.16892,1.16856,1.16882,1038.9299999999998 +01.08.2018 07:20:00.000,1.16883,1.16907,1.16883,1.16899,981.6 +01.08.2018 07:25:00.000,1.16898,1.16910,1.16857,1.16876,1121.02 +01.08.2018 07:30:00.000,1.16877,1.16911,1.16872,1.16893,936.6899999999998 +01.08.2018 07:35:00.000,1.16892,1.16931,1.16888,1.16912,1182.25 +01.08.2018 07:40:00.000,1.16912,1.16938,1.16907,1.16933,830.29 +01.08.2018 07:45:00.000,1.16930,1.16930,1.16880,1.16891,997.04 +01.08.2018 07:50:00.000,1.16891,1.16903,1.16870,1.16875,1212.51 +01.08.2018 07:55:00.000,1.16873,1.16891,1.16846,1.16873,1086.24 +01.08.2018 08:00:00.000,1.16872,1.16890,1.16849,1.16851,1232.77 +01.08.2018 08:05:00.000,1.16852,1.16871,1.16831,1.16857,1137.81 +01.08.2018 08:10:00.000,1.16857,1.16877,1.16846,1.16852,1049.18 +01.08.2018 08:15:00.000,1.16851,1.16860,1.16820,1.16832,1226.6799999999998 +01.08.2018 08:20:00.000,1.16832,1.16845,1.16819,1.16831,843.4499999999999 +01.08.2018 08:25:00.000,1.16831,1.16856,1.16812,1.16856,906.98 +01.08.2018 08:30:00.000,1.16856,1.16902,1.16851,1.16902,816.47 +01.08.2018 08:35:00.000,1.16902,1.16902,1.16866,1.16871,1118.48 +01.08.2018 08:40:00.000,1.16870,1.16871,1.16841,1.16869,887.9200000000001 +01.08.2018 08:45:00.000,1.16867,1.16869,1.16824,1.16826,1052.4 +01.08.2018 08:50:00.000,1.16824,1.16841,1.16821,1.16825,1241.5700000000002 +01.08.2018 08:55:00.000,1.16826,1.16831,1.16815,1.16817,668.97 +01.08.2018 09:00:00.000,1.16816,1.16833,1.16813,1.16823,641.3599999999999 +01.08.2018 09:05:00.000,1.16823,1.16842,1.16818,1.16824,796.0699999999999 +01.08.2018 09:10:00.000,1.16824,1.16843,1.16822,1.16838,964.6999999999999 +01.08.2018 09:15:00.000,1.16837,1.16852,1.16828,1.16848,1128.99 +01.08.2018 09:20:00.000,1.16848,1.16848,1.16816,1.16835,858.73 +01.08.2018 09:25:00.000,1.16835,1.16836,1.16819,1.16830,875.81 +01.08.2018 09:30:00.000,1.16830,1.16831,1.16790,1.16793,740.6299999999999 +01.08.2018 09:35:00.000,1.16793,1.16813,1.16782,1.16782,691.31 +01.08.2018 09:40:00.000,1.16782,1.16799,1.16773,1.16791,1144.0700000000002 +01.08.2018 09:45:00.000,1.16790,1.16811,1.16787,1.16791,760.85 +01.08.2018 09:50:00.000,1.16793,1.16801,1.16771,1.16797,894.1099999999999 +01.08.2018 09:55:00.000,1.16796,1.16829,1.16790,1.16827,733.71 +01.08.2018 10:00:00.000,1.16829,1.16846,1.16822,1.16822,760.59 +01.08.2018 10:05:00.000,1.16822,1.16838,1.16816,1.16837,867.8299999999999 +01.08.2018 10:10:00.000,1.16837,1.16861,1.16833,1.16854,449.93 +01.08.2018 10:15:00.000,1.16854,1.16868,1.16847,1.16849,667.77 +01.08.2018 10:20:00.000,1.16849,1.16858,1.16827,1.16847,733.98 +01.08.2018 10:25:00.000,1.16847,1.16861,1.16839,1.16841,882.2099999999999 +01.08.2018 10:30:00.000,1.16841,1.16841,1.16804,1.16807,944.44 +01.08.2018 10:35:00.000,1.16807,1.16850,1.16807,1.16839,797.52 +01.08.2018 10:40:00.000,1.16835,1.16840,1.16811,1.16822,640.84 +01.08.2018 10:45:00.000,1.16822,1.16843,1.16816,1.16835,848.39 +01.08.2018 10:50:00.000,1.16835,1.16850,1.16831,1.16842,902.4999999999999 +01.08.2018 10:55:00.000,1.16842,1.16872,1.16836,1.16864,465.51 +01.08.2018 11:00:00.000,1.16863,1.16877,1.16836,1.16838,979.3900000000001 +01.08.2018 11:05:00.000,1.16840,1.16847,1.16822,1.16826,821.1 +01.08.2018 11:10:00.000,1.16826,1.16837,1.16819,1.16829,885.67 +01.08.2018 11:15:00.000,1.16829,1.16852,1.16825,1.16846,817.95 +01.08.2018 11:20:00.000,1.16848,1.16857,1.16828,1.16842,761.3399999999999 +01.08.2018 11:25:00.000,1.16843,1.16867,1.16836,1.16841,664.5999999999999 +01.08.2018 11:30:00.000,1.16840,1.16867,1.16831,1.16866,919.98 +01.08.2018 11:35:00.000,1.16866,1.16878,1.16840,1.16855,989.31 +01.08.2018 11:40:00.000,1.16855,1.16864,1.16824,1.16851,1017.66 +01.08.2018 11:45:00.000,1.16851,1.16851,1.16811,1.16836,1055.81 +01.08.2018 11:50:00.000,1.16836,1.16853,1.16831,1.16836,692.0899999999999 +01.08.2018 11:55:00.000,1.16836,1.16863,1.16809,1.16863,1067.62 +01.08.2018 12:00:00.000,1.16861,1.16891,1.16831,1.16877,1330.5499999999997 +01.08.2018 12:05:00.000,1.16877,1.16902,1.16867,1.16898,1081.29 +01.08.2018 12:10:00.000,1.16897,1.16950,1.16891,1.16947,1079.93 +01.08.2018 12:15:00.000,1.16949,1.16949,1.16862,1.16862,1465.52 +01.08.2018 12:20:00.000,1.16862,1.16872,1.16830,1.16872,1581.6 +01.08.2018 12:25:00.000,1.16872,1.16975,1.16871,1.16975,1217.11 +01.08.2018 12:30:00.000,1.16975,1.16994,1.16929,1.16975,2010.84 +01.08.2018 12:35:00.000,1.16976,1.16994,1.16937,1.16940,1233.33 +01.08.2018 12:40:00.000,1.16941,1.16947,1.16913,1.16920,1306.73 +01.08.2018 12:45:00.000,1.16920,1.16931,1.16878,1.16914,1625.02 +01.08.2018 12:50:00.000,1.16914,1.16918,1.16859,1.16877,1170.35 +01.08.2018 12:55:00.000,1.16877,1.16902,1.16860,1.16901,1431.81 +01.08.2018 13:00:00.000,1.16902,1.16914,1.16891,1.16901,1425.3300000000002 +01.08.2018 13:05:00.000,1.16901,1.16919,1.16872,1.16882,1237.2 +01.08.2018 13:10:00.000,1.16882,1.16886,1.16861,1.16885,1190.06 +01.08.2018 13:15:00.000,1.16887,1.16892,1.16811,1.16831,1438.85 +01.08.2018 13:20:00.000,1.16831,1.16838,1.16798,1.16802,1573.05 +01.08.2018 13:25:00.000,1.16801,1.16849,1.16801,1.16844,1048.8 +01.08.2018 13:30:00.000,1.16845,1.16877,1.16830,1.16847,1328.73 +01.08.2018 13:35:00.000,1.16846,1.16849,1.16785,1.16786,1490.92 +01.08.2018 13:40:00.000,1.16786,1.16820,1.16781,1.16786,1420.8400000000001 +01.08.2018 13:45:00.000,1.16785,1.16822,1.16782,1.16804,1204.6399999999999 +01.08.2018 13:50:00.000,1.16803,1.16804,1.16761,1.16769,1089.83 +01.08.2018 13:55:00.000,1.16772,1.16799,1.16765,1.16777,1033.65 +01.08.2018 14:00:00.000,1.16771,1.16826,1.16771,1.16820,1445.1 +01.08.2018 14:05:00.000,1.16819,1.16860,1.16803,1.16813,1527.53 +01.08.2018 14:10:00.000,1.16814,1.16814,1.16760,1.16782,1081.44 +01.08.2018 14:15:00.000,1.16782,1.16795,1.16740,1.16783,1230.7199999999998 +01.08.2018 14:20:00.000,1.16784,1.16802,1.16775,1.16789,1302.4700000000003 +01.08.2018 14:25:00.000,1.16790,1.16807,1.16780,1.16803,1052.19 +01.08.2018 14:30:00.000,1.16801,1.16830,1.16796,1.16824,1086.8799999999999 +01.08.2018 14:35:00.000,1.16824,1.16830,1.16804,1.16829,943.11 +01.08.2018 14:40:00.000,1.16829,1.16850,1.16780,1.16845,1322.2199999999998 +01.08.2018 14:45:00.000,1.16843,1.16864,1.16793,1.16808,1293.1299999999999 +01.08.2018 14:50:00.000,1.16808,1.16808,1.16686,1.16693,1512.35 +01.08.2018 14:55:00.000,1.16693,1.16753,1.16687,1.16725,1724.05 +01.08.2018 15:00:00.000,1.16725,1.16755,1.16707,1.16753,1351.29 +01.08.2018 15:05:00.000,1.16754,1.16760,1.16732,1.16732,1024.6200000000001 +01.08.2018 15:10:00.000,1.16731,1.16739,1.16692,1.16703,1145.82 +01.08.2018 15:15:00.000,1.16706,1.16726,1.16652,1.16658,1446.0900000000001 +01.08.2018 15:20:00.000,1.16658,1.16669,1.16648,1.16649,1086.58 +01.08.2018 15:25:00.000,1.16649,1.16680,1.16649,1.16680,911.3699999999999 +01.08.2018 15:30:00.000,1.16679,1.16701,1.16667,1.16693,1085.97 +01.08.2018 15:35:00.000,1.16693,1.16708,1.16672,1.16705,1244.4 +01.08.2018 15:40:00.000,1.16705,1.16717,1.16675,1.16709,880.4 +01.08.2018 15:45:00.000,1.16708,1.16722,1.16691,1.16718,921.62 +01.08.2018 15:50:00.000,1.16719,1.16722,1.16655,1.16658,1254.3700000000001 +01.08.2018 15:55:00.000,1.16659,1.16670,1.16640,1.16647,1065.87 +01.08.2018 16:00:00.000,1.16647,1.16671,1.16602,1.16605,1281.5 +01.08.2018 16:05:00.000,1.16605,1.16639,1.16604,1.16631,1203.35 +01.08.2018 16:10:00.000,1.16631,1.16661,1.16615,1.16641,1153.76 +01.08.2018 16:15:00.000,1.16640,1.16650,1.16629,1.16639,702.68 +01.08.2018 16:20:00.000,1.16639,1.16640,1.16611,1.16631,992.69 +01.08.2018 16:25:00.000,1.16631,1.16643,1.16613,1.16642,912.03 +01.08.2018 16:30:00.000,1.16642,1.16667,1.16639,1.16648,1240.8400000000001 +01.08.2018 16:35:00.000,1.16647,1.16675,1.16646,1.16653,935.3100000000001 +01.08.2018 16:40:00.000,1.16654,1.16688,1.16651,1.16670,904.0799999999999 +01.08.2018 16:45:00.000,1.16673,1.16689,1.16644,1.16678,599.88 +01.08.2018 16:50:00.000,1.16679,1.16679,1.16640,1.16661,767.7099999999999 +01.08.2018 16:55:00.000,1.16658,1.16685,1.16658,1.16676,1057.91 +01.08.2018 17:00:00.000,1.16675,1.16676,1.16617,1.16621,453.22999999999996 +01.08.2018 17:05:00.000,1.16620,1.16631,1.16613,1.16616,389.01000000000005 +01.08.2018 17:10:00.000,1.16617,1.16626,1.16611,1.16615,480.01 +01.08.2018 17:15:00.000,1.16615,1.16621,1.16572,1.16572,583.84 +01.08.2018 17:20:00.000,1.16572,1.16615,1.16572,1.16615,821.81 +01.08.2018 17:25:00.000,1.16615,1.16623,1.16609,1.16616,390.93999999999994 +01.08.2018 17:30:00.000,1.16616,1.16657,1.16616,1.16655,752.8000000000001 +01.08.2018 17:35:00.000,1.16656,1.16656,1.16619,1.16620,861.23 +01.08.2018 17:40:00.000,1.16620,1.16650,1.16609,1.16643,673.5 +01.08.2018 17:45:00.000,1.16644,1.16654,1.16619,1.16652,677.64 +01.08.2018 17:50:00.000,1.16653,1.16682,1.16649,1.16674,596.22 +01.08.2018 17:55:00.000,1.16675,1.16697,1.16668,1.16669,903.6400000000001 +01.08.2018 18:00:00.000,1.16671,1.16769,1.16613,1.16685,1607.58 +01.08.2018 18:05:00.000,1.16688,1.16742,1.16682,1.16718,1226.1000000000001 +01.08.2018 18:10:00.000,1.16719,1.16744,1.16692,1.16710,1334.02 +01.08.2018 18:15:00.000,1.16710,1.16775,1.16680,1.16757,1509.6999999999998 +01.08.2018 18:20:00.000,1.16758,1.16761,1.16661,1.16701,1168.34 +01.08.2018 18:25:00.000,1.16701,1.16713,1.16681,1.16699,885.6 +01.08.2018 18:30:00.000,1.16698,1.16703,1.16680,1.16689,989.5 +01.08.2018 18:35:00.000,1.16688,1.16698,1.16668,1.16674,1009.36 +01.08.2018 18:40:00.000,1.16673,1.16696,1.16669,1.16691,879.75 +01.08.2018 18:45:00.000,1.16691,1.16752,1.16689,1.16729,1239.81 +01.08.2018 18:50:00.000,1.16729,1.16738,1.16625,1.16633,1254.24 +01.08.2018 18:55:00.000,1.16634,1.16650,1.16619,1.16639,913.4300000000001 +01.08.2018 19:00:00.000,1.16637,1.16656,1.16633,1.16641,854.2 +01.08.2018 19:05:00.000,1.16639,1.16641,1.16620,1.16631,698.9000000000001 +01.08.2018 19:10:00.000,1.16631,1.16646,1.16621,1.16624,540.76 +01.08.2018 19:15:00.000,1.16624,1.16627,1.16593,1.16596,470.63 +01.08.2018 19:20:00.000,1.16594,1.16602,1.16584,1.16594,529.21 +01.08.2018 19:25:00.000,1.16595,1.16641,1.16593,1.16636,628.2 +01.08.2018 19:30:00.000,1.16635,1.16646,1.16590,1.16598,569.86 +01.08.2018 19:35:00.000,1.16598,1.16654,1.16596,1.16636,655.7900000000001 +01.08.2018 19:40:00.000,1.16636,1.16657,1.16620,1.16630,798.15 +01.08.2018 19:45:00.000,1.16631,1.16634,1.16608,1.16610,733.7800000000001 +01.08.2018 19:50:00.000,1.16612,1.16615,1.16599,1.16602,598.3299999999999 +01.08.2018 19:55:00.000,1.16604,1.16625,1.16604,1.16622,554.38 +01.08.2018 20:00:00.000,1.16622,1.16628,1.16609,1.16612,363.58 +01.08.2018 20:05:00.000,1.16611,1.16621,1.16597,1.16609,522.99 +01.08.2018 20:10:00.000,1.16610,1.16616,1.16603,1.16605,347.1 +01.08.2018 20:15:00.000,1.16605,1.16607,1.16591,1.16595,264.67 +01.08.2018 20:20:00.000,1.16595,1.16600,1.16594,1.16595,180.66 +01.08.2018 20:25:00.000,1.16595,1.16599,1.16594,1.16597,146.5 +01.08.2018 20:30:00.000,1.16595,1.16622,1.16586,1.16617,680.01 +01.08.2018 20:35:00.000,1.16617,1.16632,1.16609,1.16620,558.42 +01.08.2018 20:40:00.000,1.16622,1.16622,1.16605,1.16616,593.63 +01.08.2018 20:45:00.000,1.16615,1.16629,1.16611,1.16615,475.67999999999995 +01.08.2018 20:50:00.000,1.16614,1.16618,1.16602,1.16608,710.38 +01.08.2018 20:55:00.000,1.16609,1.16617,1.16595,1.16595,532.1199999999999 +01.08.2018 21:00:00.000,1.16595,1.16596,1.16583,1.16591,74.36 +01.08.2018 21:05:00.000,1.16591,1.16605,1.16591,1.16602,201.80999999999997 +01.08.2018 21:10:00.000,1.16602,1.16607,1.16596,1.16606,457.51 +01.08.2018 21:15:00.000,1.16605,1.16609,1.16603,1.16607,387.44 +01.08.2018 21:20:00.000,1.16608,1.16612,1.16604,1.16605,295.78 +01.08.2018 21:25:00.000,1.16604,1.16607,1.16604,1.16605,392.53 +01.08.2018 21:30:00.000,1.16607,1.16619,1.16603,1.16604,407.7 +01.08.2018 21:35:00.000,1.16604,1.16610,1.16603,1.16606,289.89 +01.08.2018 21:40:00.000,1.16606,1.16612,1.16604,1.16608,397.37 +01.08.2018 21:45:00.000,1.16608,1.16610,1.16603,1.16608,374.82 +01.08.2018 21:50:00.000,1.16608,1.16611,1.16579,1.16586,494.98999999999995 +01.08.2018 21:55:00.000,1.16585,1.16610,1.16585,1.16598,792.81 +01.08.2018 22:00:00.000,1.16598,1.16623,1.16594,1.16613,274.41 +01.08.2018 22:05:00.000,1.16614,1.16624,1.16613,1.16620,250.66 +01.08.2018 22:10:00.000,1.16620,1.16620,1.16615,1.16620,246.35999999999999 +01.08.2018 22:15:00.000,1.16619,1.16622,1.16615,1.16621,223.89 +01.08.2018 22:20:00.000,1.16621,1.16622,1.16616,1.16616,156.62 +01.08.2018 22:25:00.000,1.16617,1.16617,1.16607,1.16616,258.89 +01.08.2018 22:30:00.000,1.16616,1.16622,1.16616,1.16619,215.35 +01.08.2018 22:35:00.000,1.16620,1.16627,1.16618,1.16624,268.43 +01.08.2018 22:40:00.000,1.16624,1.16629,1.16623,1.16627,364.21999999999997 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23:55:00.000,1.16635,1.16641,1.16631,1.16631,401.07000000000005 +02.08.2018 00:00:00.000,1.16632,1.16637,1.16603,1.16608,728.0500000000001 +02.08.2018 00:05:00.000,1.16607,1.16623,1.16606,1.16617,727.34 +02.08.2018 00:10:00.000,1.16620,1.16625,1.16615,1.16618,473.49 +02.08.2018 00:15:00.000,1.16622,1.16628,1.16607,1.16618,655.1 +02.08.2018 00:20:00.000,1.16618,1.16621,1.16613,1.16617,340.80000000000007 +02.08.2018 00:25:00.000,1.16616,1.16617,1.16603,1.16606,428.92 +02.08.2018 00:30:00.000,1.16605,1.16617,1.16604,1.16617,417.34000000000003 +02.08.2018 00:35:00.000,1.16616,1.16632,1.16616,1.16632,492.32 +02.08.2018 00:40:00.000,1.16629,1.16642,1.16628,1.16642,367.62 +02.08.2018 00:45:00.000,1.16643,1.16654,1.16629,1.16633,511.54 +02.08.2018 00:50:00.000,1.16633,1.16644,1.16619,1.16619,471.14 +02.08.2018 00:55:00.000,1.16618,1.16620,1.16607,1.16618,583.1 +02.08.2018 01:00:00.000,1.16618,1.16626,1.16613,1.16625,482.6000000000001 +02.08.2018 01:05:00.000,1.16625,1.16632,1.16617,1.16625,482.08 +02.08.2018 01:10:00.000,1.16624,1.16634,1.16613,1.16623,427.88 +02.08.2018 01:15:00.000,1.16624,1.16652,1.16623,1.16639,818.9100000000001 +02.08.2018 01:20:00.000,1.16639,1.16640,1.16617,1.16630,700.68 +02.08.2018 01:25:00.000,1.16629,1.16660,1.16629,1.16655,475.01000000000005 +02.08.2018 01:30:00.000,1.16655,1.16674,1.16643,1.16649,1102.04 +02.08.2018 01:35:00.000,1.16648,1.16656,1.16638,1.16651,564.56 +02.08.2018 01:40:00.000,1.16652,1.16665,1.16643,1.16664,644.34 +02.08.2018 01:45:00.000,1.16664,1.16669,1.16647,1.16668,564.71 +02.08.2018 01:50:00.000,1.16668,1.16675,1.16643,1.16643,569.4 +02.08.2018 01:55:00.000,1.16643,1.16654,1.16643,1.16649,395.64 +02.08.2018 02:00:00.000,1.16650,1.16654,1.16627,1.16630,695.3900000000001 +02.08.2018 02:05:00.000,1.16629,1.16639,1.16625,1.16634,518.6700000000001 +02.08.2018 02:10:00.000,1.16634,1.16636,1.16627,1.16634,530.73 +02.08.2018 02:15:00.000,1.16633,1.16638,1.16625,1.16636,445.48999999999995 +02.08.2018 02:20:00.000,1.16636,1.16639,1.16618,1.16622,461.08 +02.08.2018 02:25:00.000,1.16623,1.16630,1.16612,1.16612,431.94 +02.08.2018 02:30:00.000,1.16612,1.16618,1.16609,1.16615,461.04 +02.08.2018 02:35:00.000,1.16616,1.16616,1.16608,1.16609,374.30999999999995 +02.08.2018 02:40:00.000,1.16609,1.16609,1.16555,1.16564,815.2299999999999 +02.08.2018 02:45:00.000,1.16563,1.16574,1.16549,1.16549,976.9200000000001 +02.08.2018 02:50:00.000,1.16550,1.16552,1.16539,1.16547,712.3900000000001 +02.08.2018 02:55:00.000,1.16547,1.16559,1.16539,1.16546,566.94 +02.08.2018 03:00:00.000,1.16546,1.16557,1.16539,1.16554,304.93 +02.08.2018 03:05:00.000,1.16555,1.16562,1.16546,1.16561,348.96999999999997 +02.08.2018 03:10:00.000,1.16561,1.16563,1.16540,1.16544,446.83000000000004 +02.08.2018 03:15:00.000,1.16543,1.16546,1.16537,1.16544,705.01 +02.08.2018 03:20:00.000,1.16546,1.16548,1.16539,1.16540,414.68 +02.08.2018 03:25:00.000,1.16540,1.16542,1.16535,1.16541,605.85 +02.08.2018 03:30:00.000,1.16541,1.16546,1.16531,1.16534,395.56 +02.08.2018 03:35:00.000,1.16534,1.16544,1.16530,1.16540,423.39 +02.08.2018 03:40:00.000,1.16540,1.16544,1.16531,1.16544,554.57 +02.08.2018 03:45:00.000,1.16544,1.16560,1.16539,1.16551,596.5600000000001 +02.08.2018 03:50:00.000,1.16550,1.16550,1.16517,1.16517,678.48 +02.08.2018 03:55:00.000,1.16518,1.16522,1.16505,1.16508,680.87 +02.08.2018 04:00:00.000,1.16508,1.16526,1.16506,1.16520,241.59 +02.08.2018 04:05:00.000,1.16517,1.16522,1.16506,1.16507,221.93 +02.08.2018 04:10:00.000,1.16508,1.16519,1.16504,1.16505,472.92999999999995 +02.08.2018 04:15:00.000,1.16505,1.16512,1.16505,1.16511,394.03 +02.08.2018 04:20:00.000,1.16512,1.16514,1.16501,1.16511,456.12 +02.08.2018 04:25:00.000,1.16511,1.16511,1.16454,1.16477,879.07 +02.08.2018 04:30:00.000,1.16477,1.16492,1.16456,1.16491,728.0600000000001 +02.08.2018 04:35:00.000,1.16493,1.16494,1.16477,1.16482,286.57 +02.08.2018 04:40:00.000,1.16482,1.16482,1.16470,1.16472,271.24 +02.08.2018 04:45:00.000,1.16472,1.16482,1.16467,1.16478,268.34999999999997 +02.08.2018 04:50:00.000,1.16478,1.16488,1.16477,1.16487,215.76999999999998 +02.08.2018 04:55:00.000,1.16487,1.16489,1.16467,1.16472,359.28 +02.08.2018 05:00:00.000,1.16472,1.16489,1.16461,1.16483,609.4599999999999 +02.08.2018 05:05:00.000,1.16483,1.16510,1.16482,1.16499,608.06 +02.08.2018 05:10:00.000,1.16499,1.16502,1.16475,1.16477,947.7299999999999 +02.08.2018 05:15:00.000,1.16478,1.16492,1.16477,1.16482,568.4000000000001 +02.08.2018 05:20:00.000,1.16481,1.16505,1.16477,1.16501,466.1 +02.08.2018 05:25:00.000,1.16501,1.16503,1.16492,1.16503,516.3199999999999 +02.08.2018 05:30:00.000,1.16502,1.16510,1.16499,1.16503,390 +02.08.2018 05:35:00.000,1.16502,1.16503,1.16462,1.16466,581.28 +02.08.2018 05:40:00.000,1.16466,1.16489,1.16465,1.16488,372.9 +02.08.2018 05:45:00.000,1.16487,1.16519,1.16487,1.16508,640.31 +02.08.2018 05:50:00.000,1.16508,1.16515,1.16487,1.16502,701.97 +02.08.2018 05:55:00.000,1.16502,1.16507,1.16493,1.16503,505.1 +02.08.2018 06:00:00.000,1.16503,1.16532,1.16503,1.16522,808.4399999999999 +02.08.2018 06:05:00.000,1.16522,1.16538,1.16519,1.16533,664.3300000000002 +02.08.2018 06:10:00.000,1.16533,1.16533,1.16413,1.16425,1054.25 +02.08.2018 06:15:00.000,1.16425,1.16432,1.16407,1.16422,975.48 +02.08.2018 06:20:00.000,1.16421,1.16443,1.16408,1.16419,710.97 +02.08.2018 06:25:00.000,1.16421,1.16433,1.16409,1.16427,922.55 +02.08.2018 06:30:00.000,1.16427,1.16443,1.16406,1.16407,929.7600000000001 +02.08.2018 06:35:00.000,1.16407,1.16433,1.16398,1.16419,862.1600000000001 +02.08.2018 06:40:00.000,1.16419,1.16419,1.16352,1.16352,1137.88 +02.08.2018 06:45:00.000,1.16352,1.16358,1.16336,1.16349,764 +02.08.2018 06:50:00.000,1.16349,1.16351,1.16316,1.16319,837.6700000000001 +02.08.2018 06:55:00.000,1.16316,1.16328,1.16300,1.16304,1052.88 +02.08.2018 07:00:00.000,1.16303,1.16310,1.16281,1.16284,1303.8400000000001 +02.08.2018 07:05:00.000,1.16282,1.16328,1.16265,1.16314,1167.3200000000002 +02.08.2018 07:10:00.000,1.16313,1.16338,1.16301,1.16332,940.71 +02.08.2018 07:15:00.000,1.16332,1.16332,1.16287,1.16295,995.6100000000001 +02.08.2018 07:20:00.000,1.16295,1.16295,1.16249,1.16265,1265.43 +02.08.2018 07:25:00.000,1.16265,1.16332,1.16260,1.16331,984.57 +02.08.2018 07:30:00.000,1.16330,1.16331,1.16307,1.16321,866.3 +02.08.2018 07:35:00.000,1.16321,1.16362,1.16306,1.16360,985.22 +02.08.2018 07:40:00.000,1.16360,1.16366,1.16330,1.16337,1259.87 +02.08.2018 07:45:00.000,1.16336,1.16336,1.16274,1.16294,1080.05 +02.08.2018 07:50:00.000,1.16294,1.16340,1.16294,1.16338,907.64 +02.08.2018 07:55:00.000,1.16336,1.16342,1.16304,1.16311,793.02 +02.08.2018 08:00:00.000,1.16315,1.16342,1.16273,1.16276,1051.85 +02.08.2018 08:05:00.000,1.16275,1.16288,1.16247,1.16248,996.75 +02.08.2018 08:10:00.000,1.16248,1.16248,1.16180,1.16210,1450.84 +02.08.2018 08:15:00.000,1.16210,1.16221,1.16194,1.16216,795.37 +02.08.2018 08:20:00.000,1.16214,1.16229,1.16210,1.16215,854.04 +02.08.2018 08:25:00.000,1.16215,1.16236,1.16212,1.16235,799.16 +02.08.2018 08:30:00.000,1.16234,1.16248,1.16220,1.16238,985.72 +02.08.2018 08:35:00.000,1.16239,1.16266,1.16233,1.16263,767.94 +02.08.2018 08:40:00.000,1.16263,1.16268,1.16238,1.16239,614.7 +02.08.2018 08:45:00.000,1.16239,1.16262,1.16212,1.16259,1036.29 +02.08.2018 08:50:00.000,1.16260,1.16260,1.16209,1.16217,821.46 +02.08.2018 08:55:00.000,1.16215,1.16230,1.16200,1.16201,1005.9900000000001 +02.08.2018 09:00:00.000,1.16200,1.16211,1.16182,1.16186,1199.8799999999999 +02.08.2018 09:05:00.000,1.16185,1.16203,1.16183,1.16189,975.5899999999999 +02.08.2018 09:10:00.000,1.16189,1.16193,1.16179,1.16180,777.61 +02.08.2018 09:15:00.000,1.16181,1.16202,1.16181,1.16189,710.79 +02.08.2018 09:20:00.000,1.16187,1.16198,1.16164,1.16178,846.79 +02.08.2018 09:25:00.000,1.16179,1.16179,1.16159,1.16161,697.21 +02.08.2018 09:30:00.000,1.16161,1.16163,1.16120,1.16139,934.56 +02.08.2018 09:35:00.000,1.16139,1.16139,1.16085,1.16085,1455.4399999999998 +02.08.2018 09:40:00.000,1.16084,1.16108,1.16077,1.16096,1106.8999999999999 +02.08.2018 09:45:00.000,1.16096,1.16113,1.16082,1.16110,1228.1599999999999 +02.08.2018 09:50:00.000,1.16111,1.16140,1.16109,1.16127,1058.5900000000001 +02.08.2018 09:55:00.000,1.16126,1.16146,1.16108,1.16141,1009.64 +02.08.2018 10:00:00.000,1.16141,1.16157,1.16110,1.16157,1097.19 +02.08.2018 10:05:00.000,1.16156,1.16176,1.16119,1.16142,986.91 +02.08.2018 10:10:00.000,1.16141,1.16160,1.16132,1.16136,798.09 +02.08.2018 10:15:00.000,1.16136,1.16157,1.16122,1.16123,997.8800000000001 +02.08.2018 10:20:00.000,1.16120,1.16132,1.16100,1.16120,1033.3 +02.08.2018 10:25:00.000,1.16120,1.16154,1.16120,1.16150,895.81 +02.08.2018 10:30:00.000,1.16149,1.16166,1.16143,1.16165,964.61 +02.08.2018 10:35:00.000,1.16165,1.16245,1.16165,1.16237,1191.69 +02.08.2018 10:40:00.000,1.16236,1.16237,1.16188,1.16195,1063.17 +02.08.2018 10:45:00.000,1.16196,1.16205,1.16183,1.16183,1047.0600000000002 +02.08.2018 10:50:00.000,1.16183,1.16189,1.16158,1.16183,1109.32 +02.08.2018 10:55:00.000,1.16183,1.16230,1.16180,1.16224,904.05 +02.08.2018 11:00:00.000,1.16223,1.16303,1.16144,1.16196,1924.2600000000002 +02.08.2018 11:05:00.000,1.16198,1.16214,1.16132,1.16157,1514.74 +02.08.2018 11:10:00.000,1.16157,1.16178,1.16128,1.16139,1214.23 +02.08.2018 11:15:00.000,1.16139,1.16145,1.16113,1.16139,1356.86 +02.08.2018 11:20:00.000,1.16139,1.16168,1.16125,1.16168,1076.39 +02.08.2018 11:25:00.000,1.16169,1.16178,1.16155,1.16172,890.16 +02.08.2018 11:30:00.000,1.16170,1.16181,1.16148,1.16170,1274.51 +02.08.2018 11:35:00.000,1.16169,1.16212,1.16151,1.16210,1186.3200000000002 +02.08.2018 11:40:00.000,1.16210,1.16225,1.16177,1.16196,1048.35 +02.08.2018 11:45:00.000,1.16195,1.16195,1.16054,1.16063,2121.45 +02.08.2018 11:50:00.000,1.16064,1.16078,1.16011,1.16053,2080.64 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13:05:00.000,1.16262,1.16265,1.16220,1.16237,1182.5500000000002 +02.08.2018 13:10:00.000,1.16236,1.16251,1.16216,1.16227,1065.0300000000002 +02.08.2018 13:15:00.000,1.16227,1.16257,1.16226,1.16252,1060.21 +02.08.2018 13:20:00.000,1.16252,1.16272,1.16242,1.16265,852.06 +02.08.2018 13:25:00.000,1.16264,1.16276,1.16230,1.16256,1097.93 +02.08.2018 13:30:00.000,1.16256,1.16277,1.16240,1.16241,1139.04 +02.08.2018 13:35:00.000,1.16240,1.16254,1.16222,1.16243,1043.92 +02.08.2018 13:40:00.000,1.16243,1.16301,1.16232,1.16263,1598.8100000000002 +02.08.2018 13:45:00.000,1.16262,1.16302,1.16255,1.16295,1742.3000000000002 +02.08.2018 13:50:00.000,1.16296,1.16320,1.16271,1.16280,1402.59 +02.08.2018 13:55:00.000,1.16279,1.16282,1.16234,1.16251,1196.65 +02.08.2018 14:00:00.000,1.16250,1.16267,1.16210,1.16220,1619.84 +02.08.2018 14:05:00.000,1.16219,1.16233,1.16177,1.16205,1491.3 +02.08.2018 14:10:00.000,1.16205,1.16227,1.16190,1.16225,1202.22 +02.08.2018 14:15:00.000,1.16225,1.16226,1.16196,1.16210,1427.67 +02.08.2018 14:20:00.000,1.16210,1.16221,1.16195,1.16206,1256.64 +02.08.2018 14:25:00.000,1.16206,1.16211,1.16149,1.16155,1336.43 +02.08.2018 14:30:00.000,1.16153,1.16175,1.16138,1.16140,1256.1399999999999 +02.08.2018 14:35:00.000,1.16137,1.16175,1.16133,1.16135,1186.5900000000001 +02.08.2018 14:40:00.000,1.16138,1.16145,1.16090,1.16092,1378.48 +02.08.2018 14:45:00.000,1.16095,1.16133,1.16095,1.16096,1341.26 +02.08.2018 14:50:00.000,1.16096,1.16137,1.16095,1.16137,1302.71 +02.08.2018 14:55:00.000,1.16135,1.16135,1.16081,1.16116,1377.56 +02.08.2018 15:00:00.000,1.16118,1.16165,1.16115,1.16159,1277.22 +02.08.2018 15:05:00.000,1.16161,1.16165,1.16136,1.16146,909.0999999999999 +02.08.2018 15:10:00.000,1.16148,1.16149,1.16125,1.16143,946.8199999999999 +02.08.2018 15:15:00.000,1.16142,1.16144,1.16118,1.16137,1061.12 +02.08.2018 15:20:00.000,1.16139,1.16141,1.16115,1.16137,940.68 +02.08.2018 15:25:00.000,1.16137,1.16149,1.16117,1.16142,959.24 +02.08.2018 15:30:00.000,1.16140,1.16143,1.16120,1.16122,984.97 +02.08.2018 15:35:00.000,1.16123,1.16159,1.16120,1.16153,938.3499999999999 +02.08.2018 15:40:00.000,1.16152,1.16157,1.16114,1.16127,993.4300000000001 +02.08.2018 15:45:00.000,1.16127,1.16141,1.16120,1.16131,870.5699999999999 +02.08.2018 15:50:00.000,1.16130,1.16160,1.16118,1.16158,1089.6100000000001 +02.08.2018 15:55:00.000,1.16157,1.16160,1.16120,1.16121,647.8599999999999 +02.08.2018 16:00:00.000,1.16121,1.16178,1.16119,1.16164,1026.66 +02.08.2018 16:05:00.000,1.16163,1.16191,1.16162,1.16188,964.62 +02.08.2018 16:10:00.000,1.16188,1.16196,1.16168,1.16178,707.97 +02.08.2018 16:15:00.000,1.16178,1.16178,1.16146,1.16149,801.8599999999999 +02.08.2018 16:20:00.000,1.16150,1.16151,1.16132,1.16142,861.78 +02.08.2018 16:25:00.000,1.16142,1.16160,1.16126,1.16159,747.7 +02.08.2018 16:30:00.000,1.16159,1.16162,1.16139,1.16144,754.91 +02.08.2018 16:35:00.000,1.16144,1.16147,1.16116,1.16131,783.0899999999999 +02.08.2018 16:40:00.000,1.16129,1.16129,1.16100,1.16103,975.01 +02.08.2018 16:45:00.000,1.16102,1.16107,1.16065,1.16069,867.0799999999999 +02.08.2018 16:50:00.000,1.16070,1.16100,1.16061,1.16089,778.15 +02.08.2018 16:55:00.000,1.16088,1.16092,1.16070,1.16091,999.41 +02.08.2018 17:00:00.000,1.16092,1.16096,1.16040,1.16047,1027.82 +02.08.2018 17:05:00.000,1.16045,1.16057,1.16032,1.16037,866.7200000000001 +02.08.2018 17:10:00.000,1.16038,1.16038,1.16010,1.16028,957.78 +02.08.2018 17:15:00.000,1.16028,1.16028,1.15980,1.15991,1080.76 +02.08.2018 17:20:00.000,1.15989,1.16025,1.15987,1.16025,765.8 +02.08.2018 17:25:00.000,1.16025,1.16035,1.16009,1.16014,684.73 +02.08.2018 17:30:00.000,1.16013,1.16033,1.16010,1.16023,608.98 +02.08.2018 17:35:00.000,1.16023,1.16024,1.15985,1.15994,707.6800000000001 +02.08.2018 17:40:00.000,1.15996,1.16001,1.15974,1.15996,749.5699999999999 +02.08.2018 17:45:00.000,1.15995,1.16010,1.15995,1.16005,661.47 +02.08.2018 17:50:00.000,1.16003,1.16013,1.15995,1.16012,503.38 +02.08.2018 17:55:00.000,1.16013,1.16025,1.16008,1.16016,648.7 +02.08.2018 18:00:00.000,1.16015,1.16016,1.15993,1.16000,933.1 +02.08.2018 18:05:00.000,1.16001,1.16001,1.15960,1.15965,683.68 +02.08.2018 18:10:00.000,1.15967,1.16006,1.15965,1.16001,669.9799999999999 +02.08.2018 18:15:00.000,1.16001,1.16022,1.15996,1.16016,727.73 +02.08.2018 18:20:00.000,1.16015,1.16021,1.15990,1.16011,683.99 +02.08.2018 18:25:00.000,1.16011,1.16021,1.16010,1.16020,634.51 +02.08.2018 18:30:00.000,1.16020,1.16021,1.15924,1.15940,898.64 +02.08.2018 18:35:00.000,1.15939,1.15940,1.15840,1.15866,1127.65 +02.08.2018 18:40:00.000,1.15866,1.15881,1.15842,1.15868,806.2199999999999 +02.08.2018 18:45:00.000,1.15867,1.15906,1.15865,1.15882,910.75 +02.08.2018 18:50:00.000,1.15881,1.15894,1.15859,1.15890,915.41 +02.08.2018 18:55:00.000,1.15891,1.15897,1.15860,1.15866,1125.82 +02.08.2018 19:00:00.000,1.15866,1.15874,1.15840,1.15873,1016.74 +02.08.2018 19:05:00.000,1.15872,1.15886,1.15854,1.15879,865.1 +02.08.2018 19:10:00.000,1.15879,1.15913,1.15875,1.15901,834.76 +02.08.2018 19:15:00.000,1.15901,1.15911,1.15893,1.15911,550.96 +02.08.2018 19:20:00.000,1.15911,1.15922,1.15910,1.15920,470.59000000000003 +02.08.2018 19:25:00.000,1.15921,1.15935,1.15914,1.15925,806.9999999999999 +02.08.2018 19:30:00.000,1.15928,1.15951,1.15923,1.15949,786.4499999999999 +02.08.2018 19:35:00.000,1.15951,1.15986,1.15939,1.15974,631.73 +02.08.2018 19:40:00.000,1.15974,1.15980,1.15954,1.15955,575.35 +02.08.2018 19:45:00.000,1.15955,1.15961,1.15948,1.15957,461.27 +02.08.2018 19:50:00.000,1.15956,1.15962,1.15898,1.15900,892.99 +02.08.2018 19:55:00.000,1.15902,1.15922,1.15883,1.15888,740.16 +02.08.2018 20:00:00.000,1.15886,1.15895,1.15869,1.15883,578.87 +02.08.2018 20:05:00.000,1.15883,1.15886,1.15864,1.15872,410.03 +02.08.2018 20:10:00.000,1.15873,1.15874,1.15848,1.15859,711.85 +02.08.2018 20:15:00.000,1.15861,1.15876,1.15861,1.15864,416.82000000000005 +02.08.2018 20:20:00.000,1.15864,1.15865,1.15822,1.15849,692.21 +02.08.2018 20:25:00.000,1.15850,1.15869,1.15844,1.15869,386.27 +02.08.2018 20:30:00.000,1.15870,1.15871,1.15845,1.15854,471.86 +02.08.2018 20:35:00.000,1.15855,1.15855,1.15833,1.15841,447.24 +02.08.2018 20:40:00.000,1.15840,1.15857,1.15816,1.15850,679.27 +02.08.2018 20:45:00.000,1.15850,1.15860,1.15844,1.15855,371.61 +02.08.2018 20:50:00.000,1.15854,1.15857,1.15845,1.15852,578.61 +02.08.2018 20:55:00.000,1.15858,1.15858,1.15839,1.15840,381.80000000000007 +02.08.2018 21:00:00.000,1.15840,1.15873,1.15837,1.15841,143.42000000000002 +02.08.2018 21:05:00.000,1.15841,1.15856,1.15841,1.15854,174.11 +02.08.2018 21:10:00.000,1.15859,1.15872,1.15838,1.15849,333.44 +02.08.2018 21:15:00.000,1.15851,1.15864,1.15829,1.15836,320.35 +02.08.2018 21:20:00.000,1.15835,1.15865,1.15835,1.15861,231.08999999999997 +02.08.2018 21:25:00.000,1.15861,1.15867,1.15860,1.15861,112.41 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23:55:00.000,1.15853,1.15854,1.15845,1.15850,435.78999999999996 +03.08.2018 00:00:00.000,1.15851,1.15854,1.15830,1.15830,643.86 +03.08.2018 00:05:00.000,1.15831,1.15838,1.15830,1.15832,390.68999999999994 +03.08.2018 00:10:00.000,1.15833,1.15844,1.15823,1.15831,585.8100000000001 +03.08.2018 00:15:00.000,1.15830,1.15842,1.15817,1.15841,686.5400000000001 +03.08.2018 00:20:00.000,1.15841,1.15842,1.15834,1.15838,287.77 +03.08.2018 00:25:00.000,1.15838,1.15843,1.15825,1.15838,349.95 +03.08.2018 00:30:00.000,1.15838,1.15838,1.15827,1.15828,118.85999999999999 +03.08.2018 00:35:00.000,1.15829,1.15849,1.15829,1.15846,204.99 +03.08.2018 00:40:00.000,1.15843,1.15848,1.15843,1.15844,165.65999999999997 +03.08.2018 00:45:00.000,1.15844,1.15858,1.15844,1.15858,192.44 +03.08.2018 00:50:00.000,1.15858,1.15878,1.15851,1.15872,447.30000000000007 +03.08.2018 00:55:00.000,1.15872,1.15885,1.15872,1.15877,424.87 +03.08.2018 01:00:00.000,1.15877,1.15877,1.15846,1.15851,582.42 +03.08.2018 01:05:00.000,1.15852,1.15874,1.15846,1.15872,648.8399999999999 +03.08.2018 01:10:00.000,1.15872,1.15873,1.15862,1.15867,419.7 +03.08.2018 01:15:00.000,1.15868,1.15878,1.15860,1.15872,614.4 +03.08.2018 01:20:00.000,1.15873,1.15888,1.15868,1.15879,429.24 +03.08.2018 01:25:00.000,1.15878,1.15892,1.15872,1.15879,440.95000000000005 +03.08.2018 01:30:00.000,1.15878,1.15899,1.15857,1.15859,828.59 +03.08.2018 01:35:00.000,1.15859,1.15861,1.15838,1.15845,741.1 +03.08.2018 01:40:00.000,1.15845,1.15847,1.15820,1.15827,706.1999999999999 +03.08.2018 01:45:00.000,1.15826,1.15855,1.15822,1.15849,731.98 +03.08.2018 01:50:00.000,1.15848,1.15859,1.15833,1.15836,853.72 +03.08.2018 01:55:00.000,1.15836,1.15845,1.15833,1.15835,411.03000000000003 +03.08.2018 02:00:00.000,1.15834,1.15842,1.15817,1.15820,630.0699999999999 +03.08.2018 02:05:00.000,1.15820,1.15834,1.15811,1.15827,576.17 +03.08.2018 02:10:00.000,1.15828,1.15839,1.15811,1.15838,605.12 +03.08.2018 02:15:00.000,1.15838,1.15858,1.15838,1.15852,288.5 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03:30:00.000,1.15899,1.15908,1.15896,1.15908,492.58000000000004 +03.08.2018 03:35:00.000,1.15908,1.15926,1.15906,1.15924,487.06 +03.08.2018 03:40:00.000,1.15925,1.15930,1.15905,1.15912,357.27000000000004 +03.08.2018 03:45:00.000,1.15912,1.15917,1.15908,1.15916,455.4200000000001 +03.08.2018 03:50:00.000,1.15916,1.15916,1.15887,1.15893,379.34000000000003 +03.08.2018 03:55:00.000,1.15892,1.15911,1.15891,1.15907,368.42999999999995 +03.08.2018 04:00:00.000,1.15907,1.15907,1.15898,1.15898,294.02 +03.08.2018 04:05:00.000,1.15901,1.15919,1.15898,1.15913,302.90999999999997 +03.08.2018 04:10:00.000,1.15913,1.15917,1.15903,1.15908,335.49 +03.08.2018 04:15:00.000,1.15907,1.15912,1.15905,1.15908,157.47 +03.08.2018 04:20:00.000,1.15908,1.15914,1.15903,1.15903,325.98999999999995 +03.08.2018 04:25:00.000,1.15902,1.15911,1.15891,1.15894,296.37 +03.08.2018 04:30:00.000,1.15893,1.15906,1.15889,1.15903,281.15 +03.08.2018 04:35:00.000,1.15902,1.15914,1.15900,1.15914,183.98 +03.08.2018 04:40:00.000,1.15913,1.15930,1.15913,1.15915,315.84 +03.08.2018 04:45:00.000,1.15915,1.15919,1.15912,1.15914,281.57000000000005 +03.08.2018 04:50:00.000,1.15916,1.15928,1.15913,1.15925,186.46 +03.08.2018 04:55:00.000,1.15924,1.15930,1.15916,1.15917,337.41999999999996 +03.08.2018 05:00:00.000,1.15917,1.15921,1.15913,1.15919,246.89000000000001 +03.08.2018 05:05:00.000,1.15919,1.15923,1.15913,1.15917,407.81999999999994 +03.08.2018 05:10:00.000,1.15917,1.15922,1.15913,1.15920,369.49 +03.08.2018 05:15:00.000,1.15920,1.15932,1.15918,1.15928,320.03000000000003 +03.08.2018 05:20:00.000,1.15928,1.15945,1.15928,1.15943,375.41999999999996 +03.08.2018 05:25:00.000,1.15944,1.15949,1.15927,1.15927,394.29 +03.08.2018 05:30:00.000,1.15930,1.15932,1.15924,1.15925,301.42 +03.08.2018 05:35:00.000,1.15926,1.15933,1.15915,1.15925,430.20000000000005 +03.08.2018 05:40:00.000,1.15924,1.15926,1.15917,1.15922,444.99 +03.08.2018 05:45:00.000,1.15922,1.15928,1.15917,1.15917,357.61 +03.08.2018 05:50:00.000,1.15917,1.15921,1.15906,1.15916,580.09 +03.08.2018 05:55:00.000,1.15916,1.15919,1.15900,1.15906,462.68000000000006 +03.08.2018 06:00:00.000,1.15906,1.15906,1.15870,1.15877,837.39 +03.08.2018 06:05:00.000,1.15877,1.15903,1.15851,1.15857,798.27 +03.08.2018 06:10:00.000,1.15858,1.15863,1.15799,1.15801,1031.66 +03.08.2018 06:15:00.000,1.15802,1.15842,1.15801,1.15824,945.05 +03.08.2018 06:20:00.000,1.15824,1.15834,1.15769,1.15779,1143.62 +03.08.2018 06:25:00.000,1.15780,1.15799,1.15775,1.15793,803.84 +03.08.2018 06:30:00.000,1.15792,1.15848,1.15776,1.15817,1125.25 +03.08.2018 06:35:00.000,1.15818,1.15821,1.15788,1.15793,1072.71 +03.08.2018 06:40:00.000,1.15793,1.15833,1.15782,1.15833,1287.38 +03.08.2018 06:45:00.000,1.15837,1.15848,1.15806,1.15818,930.78 +03.08.2018 06:50:00.000,1.15818,1.15822,1.15790,1.15793,785.42 +03.08.2018 06:55:00.000,1.15792,1.15797,1.15777,1.15783,1127.52 +03.08.2018 07:00:00.000,1.15782,1.15851,1.15778,1.15847,1557 +03.08.2018 07:05:00.000,1.15846,1.15908,1.15846,1.15896,1452.27 +03.08.2018 07:10:00.000,1.15896,1.15906,1.15875,1.15885,1360.05 +03.08.2018 07:15:00.000,1.15885,1.15885,1.15861,1.15861,1213.73 +03.08.2018 07:20:00.000,1.15861,1.15863,1.15804,1.15816,1116.98 +03.08.2018 07:25:00.000,1.15812,1.15868,1.15806,1.15856,1196.18 +03.08.2018 07:30:00.000,1.15856,1.15874,1.15826,1.15836,1014.32 +03.08.2018 07:35:00.000,1.15837,1.15849,1.15817,1.15829,853.8100000000001 +03.08.2018 07:40:00.000,1.15830,1.15845,1.15796,1.15801,1025.3999999999999 +03.08.2018 07:45:00.000,1.15801,1.15825,1.15796,1.15811,1081.72 +03.08.2018 07:50:00.000,1.15811,1.15811,1.15751,1.15756,1319.51 +03.08.2018 07:55:00.000,1.15759,1.15761,1.15619,1.15621,1837.3700000000001 +03.08.2018 08:00:00.000,1.15619,1.15662,1.15615,1.15656,1405.6399999999999 +03.08.2018 08:05:00.000,1.15656,1.15721,1.15646,1.15716,1274.31 +03.08.2018 08:10:00.000,1.15715,1.15755,1.15709,1.15730,1201.41 +03.08.2018 08:15:00.000,1.15730,1.15760,1.15721,1.15740,1071.3400000000001 +03.08.2018 08:20:00.000,1.15740,1.15761,1.15715,1.15726,1169.14 +03.08.2018 08:25:00.000,1.15725,1.15775,1.15723,1.15772,854.23 +03.08.2018 08:30:00.000,1.15769,1.15769,1.15694,1.15725,1428.73 +03.08.2018 08:35:00.000,1.15725,1.15784,1.15716,1.15767,1186.67 +03.08.2018 08:40:00.000,1.15766,1.15776,1.15754,1.15775,1003.28 +03.08.2018 08:45:00.000,1.15776,1.15786,1.15762,1.15775,798.76 +03.08.2018 08:50:00.000,1.15776,1.15777,1.15739,1.15755,879.3200000000002 +03.08.2018 08:55:00.000,1.15755,1.15792,1.15755,1.15791,862.1500000000001 +03.08.2018 09:00:00.000,1.15791,1.15796,1.15767,1.15785,859.8100000000002 +03.08.2018 09:05:00.000,1.15785,1.15842,1.15785,1.15821,1170.4499999999998 +03.08.2018 09:10:00.000,1.15821,1.15847,1.15807,1.15842,860.5 +03.08.2018 09:15:00.000,1.15840,1.15841,1.15803,1.15816,916.94 +03.08.2018 09:20:00.000,1.15818,1.15824,1.15759,1.15779,1155.37 +03.08.2018 09:25:00.000,1.15780,1.15800,1.15776,1.15797,831.57 +03.08.2018 09:30:00.000,1.15797,1.15805,1.15785,1.15791,821.6 +03.08.2018 09:35:00.000,1.15792,1.15796,1.15760,1.15764,1177.73 +03.08.2018 09:40:00.000,1.15764,1.15780,1.15755,1.15774,835.8500000000001 +03.08.2018 09:45:00.000,1.15778,1.15799,1.15778,1.15784,932.6000000000001 +03.08.2018 09:50:00.000,1.15784,1.15791,1.15764,1.15768,905.98 +03.08.2018 09:55:00.000,1.15769,1.15779,1.15744,1.15748,831.73 +03.08.2018 10:00:00.000,1.15748,1.15764,1.15748,1.15753,858.1 +03.08.2018 10:05:00.000,1.15753,1.15760,1.15740,1.15755,731.98 +03.08.2018 10:10:00.000,1.15754,1.15759,1.15745,1.15759,729.69 +03.08.2018 10:15:00.000,1.15757,1.15769,1.15748,1.15762,832.25 +03.08.2018 10:20:00.000,1.15761,1.15769,1.15749,1.15764,562.12 +03.08.2018 10:25:00.000,1.15765,1.15765,1.15740,1.15741,476.63 +03.08.2018 10:30:00.000,1.15741,1.15761,1.15724,1.15751,736.48 +03.08.2018 10:35:00.000,1.15749,1.15754,1.15726,1.15750,692.9100000000001 +03.08.2018 10:40:00.000,1.15750,1.15773,1.15748,1.15758,837.92 +03.08.2018 10:45:00.000,1.15759,1.15765,1.15744,1.15759,723.5999999999999 +03.08.2018 10:50:00.000,1.15759,1.15775,1.15748,1.15774,858.2200000000001 +03.08.2018 10:55:00.000,1.15774,1.15796,1.15760,1.15795,1029.69 +03.08.2018 11:00:00.000,1.15795,1.15826,1.15795,1.15814,1083.76 +03.08.2018 11:05:00.000,1.15814,1.15824,1.15798,1.15819,969.9000000000001 +03.08.2018 11:10:00.000,1.15821,1.15985,1.15821,1.15970,2149.79 +03.08.2018 11:15:00.000,1.15971,1.16008,1.15935,1.15969,1799.7399999999998 +03.08.2018 11:20:00.000,1.15970,1.16049,1.15960,1.15989,1562.19 +03.08.2018 11:25:00.000,1.15989,1.15996,1.15964,1.15977,1662.34 +03.08.2018 11:30:00.000,1.15978,1.16076,1.15978,1.16068,1913.6599999999999 +03.08.2018 11:35:00.000,1.16068,1.16105,1.16034,1.16060,1889.3 +03.08.2018 11:40:00.000,1.16059,1.16059,1.16002,1.16008,1775.29 +03.08.2018 11:45:00.000,1.16009,1.16024,1.15988,1.16002,1132.36 +03.08.2018 11:50:00.000,1.16002,1.16013,1.15967,1.15979,1410.25 +03.08.2018 11:55:00.000,1.15980,1.15980,1.15916,1.15960,1593.75 +03.08.2018 12:00:00.000,1.15960,1.15986,1.15932,1.15943,1690.2800000000002 +03.08.2018 12:05:00.000,1.15943,1.15972,1.15920,1.15940,1468.1599999999999 +03.08.2018 12:10:00.000,1.15939,1.15948,1.15864,1.15878,1768.9099999999999 +03.08.2018 12:15:00.000,1.15878,1.15884,1.15853,1.15857,1725.4899999999998 +03.08.2018 12:20:00.000,1.15857,1.15920,1.15853,1.15889,1161.02 +03.08.2018 12:25:00.000,1.15889,1.15905,1.15852,1.15871,1179.52 +03.08.2018 12:30:00.000,1.15867,1.16093,1.15867,1.15976,2906.29 +03.08.2018 12:35:00.000,1.15978,1.16060,1.15928,1.16033,1883.9599999999998 +03.08.2018 12:40:00.000,1.16034,1.16065,1.15990,1.16064,1749.11 +03.08.2018 12:45:00.000,1.16063,1.16080,1.15989,1.16009,1687.73 +03.08.2018 12:50:00.000,1.16010,1.16066,1.15975,1.16031,1447.1299999999999 +03.08.2018 12:55:00.000,1.16028,1.16035,1.15893,1.15948,1797.71 +03.08.2018 13:00:00.000,1.15949,1.15982,1.15894,1.15895,1732.21 +03.08.2018 13:05:00.000,1.15897,1.15919,1.15866,1.15883,1848.27 +03.08.2018 13:10:00.000,1.15881,1.15889,1.15834,1.15863,1866.35 +03.08.2018 13:15:00.000,1.15859,1.15912,1.15840,1.15857,1955.65 +03.08.2018 13:20:00.000,1.15858,1.15867,1.15773,1.15773,1681.24 +03.08.2018 13:25:00.000,1.15773,1.15773,1.15680,1.15695,1961.1999999999998 +03.08.2018 13:30:00.000,1.15695,1.15701,1.15623,1.15630,2070.02 +03.08.2018 13:35:00.000,1.15629,1.15684,1.15603,1.15651,2145.6800000000003 +03.08.2018 13:40:00.000,1.15650,1.15697,1.15627,1.15660,1959.3899999999999 +03.08.2018 13:45:00.000,1.15662,1.15758,1.15652,1.15742,2000.8999999999999 +03.08.2018 13:50:00.000,1.15743,1.15759,1.15705,1.15752,2018.5800000000002 +03.08.2018 13:55:00.000,1.15752,1.15774,1.15714,1.15718,1569.55 +03.08.2018 14:00:00.000,1.15726,1.15844,1.15726,1.15826,2113.7999999999997 +03.08.2018 14:05:00.000,1.15825,1.15836,1.15788,1.15806,2021.5100000000002 +03.08.2018 14:10:00.000,1.15807,1.15856,1.15807,1.15818,1478.1399999999999 +03.08.2018 14:15:00.000,1.15819,1.15851,1.15804,1.15805,1469.98 +03.08.2018 14:20:00.000,1.15805,1.15839,1.15768,1.15795,1862.6899999999998 +03.08.2018 14:25:00.000,1.15795,1.15841,1.15771,1.15839,1960.09 +03.08.2018 14:30:00.000,1.15841,1.15916,1.15836,1.15911,1790.2199999999998 +03.08.2018 14:35:00.000,1.15915,1.15936,1.15888,1.15922,1786.9 +03.08.2018 14:40:00.000,1.15925,1.15962,1.15914,1.15935,2025.1 +03.08.2018 14:45:00.000,1.15934,1.15985,1.15920,1.15977,2097.91 +03.08.2018 14:50:00.000,1.15978,1.15992,1.15943,1.15966,1814.96 +03.08.2018 14:55:00.000,1.15967,1.15967,1.15892,1.15899,2086.25 +03.08.2018 15:00:00.000,1.15901,1.15914,1.15878,1.15910,1786.1599999999999 +03.08.2018 15:05:00.000,1.15913,1.15954,1.15913,1.15925,1354.17 +03.08.2018 15:10:00.000,1.15925,1.15965,1.15919,1.15946,1403.72 +03.08.2018 15:15:00.000,1.15944,1.15972,1.15929,1.15939,1536.88 +03.08.2018 15:20:00.000,1.15936,1.15946,1.15912,1.15930,1251.24 +03.08.2018 15:25:00.000,1.15931,1.15995,1.15931,1.15990,1488.73 +03.08.2018 15:30:00.000,1.15990,1.16003,1.15974,1.15980,1337.9499999999998 +03.08.2018 15:35:00.000,1.15979,1.15998,1.15954,1.15956,1345.17 +03.08.2018 15:40:00.000,1.15956,1.15975,1.15956,1.15963,994.16 +03.08.2018 15:45:00.000,1.15963,1.15992,1.15955,1.15977,1037.78 +03.08.2018 15:50:00.000,1.15976,1.16034,1.15969,1.15989,1386.9399999999998 +03.08.2018 15:55:00.000,1.15990,1.15995,1.15951,1.15953,1419.4199999999998 +03.08.2018 16:00:00.000,1.15953,1.15995,1.15951,1.15983,1093.16 +03.08.2018 16:05:00.000,1.15982,1.15994,1.15967,1.15974,885.36 +03.08.2018 16:10:00.000,1.15974,1.15979,1.15932,1.15938,898.13 +03.08.2018 16:15:00.000,1.15938,1.15969,1.15937,1.15943,935.52 +03.08.2018 16:20:00.000,1.15940,1.15952,1.15926,1.15951,954.76 +03.08.2018 16:25:00.000,1.15951,1.15959,1.15931,1.15936,606.72 +03.08.2018 16:30:00.000,1.15936,1.15947,1.15898,1.15909,1186.79 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17:45:00.000,1.15846,1.15860,1.15836,1.15851,552.1999999999999 +03.08.2018 17:50:00.000,1.15851,1.15872,1.15851,1.15859,661.1800000000001 +03.08.2018 17:55:00.000,1.15859,1.15860,1.15829,1.15836,1004.0899999999999 +03.08.2018 18:00:00.000,1.15835,1.15845,1.15819,1.15830,989.0400000000001 +03.08.2018 18:05:00.000,1.15832,1.15835,1.15812,1.15821,460.84000000000003 +03.08.2018 18:10:00.000,1.15820,1.15844,1.15820,1.15838,830.29 +03.08.2018 18:15:00.000,1.15839,1.15848,1.15830,1.15840,662.19 +03.08.2018 18:20:00.000,1.15841,1.15842,1.15806,1.15810,708.91 +03.08.2018 18:25:00.000,1.15810,1.15812,1.15783,1.15787,737.4200000000001 +03.08.2018 18:30:00.000,1.15786,1.15794,1.15755,1.15755,900.1099999999999 +03.08.2018 18:35:00.000,1.15758,1.15784,1.15758,1.15775,571.1700000000001 +03.08.2018 18:40:00.000,1.15777,1.15785,1.15750,1.15752,544.14 +03.08.2018 18:45:00.000,1.15752,1.15753,1.15727,1.15746,732.73 +03.08.2018 18:50:00.000,1.15745,1.15769,1.15743,1.15767,517.38 +03.08.2018 18:55:00.000,1.15767,1.15787,1.15762,1.15779,836.5 +03.08.2018 19:00:00.000,1.15778,1.15791,1.15775,1.15786,735.47 +03.08.2018 19:05:00.000,1.15787,1.15787,1.15749,1.15756,889.35 +03.08.2018 19:10:00.000,1.15756,1.15784,1.15744,1.15763,1023.38 +03.08.2018 19:15:00.000,1.15765,1.15782,1.15761,1.15777,843.71 +03.08.2018 19:20:00.000,1.15777,1.15786,1.15755,1.15761,718.08 +03.08.2018 19:25:00.000,1.15762,1.15773,1.15727,1.15731,847.95 +03.08.2018 19:30:00.000,1.15731,1.15737,1.15716,1.15726,782.31 +03.08.2018 19:35:00.000,1.15726,1.15729,1.15718,1.15727,519.84 +03.08.2018 19:40:00.000,1.15727,1.15731,1.15706,1.15707,413.5899999999999 +03.08.2018 19:45:00.000,1.15706,1.15720,1.15701,1.15711,435.12 +03.08.2018 19:50:00.000,1.15711,1.15729,1.15700,1.15706,595.71 +03.08.2018 19:55:00.000,1.15702,1.15730,1.15695,1.15728,964.04 +03.08.2018 20:00:00.000,1.15728,1.15730,1.15721,1.15722,342.03999999999996 +03.08.2018 20:05:00.000,1.15722,1.15728,1.15707,1.15712,153.65999999999997 +03.08.2018 20:10:00.000,1.15710,1.15712,1.15691,1.15696,429.77 +03.08.2018 20:15:00.000,1.15696,1.15696,1.15685,1.15686,234.12 +03.08.2018 20:20:00.000,1.15685,1.15686,1.15648,1.15652,860.74 +03.08.2018 20:25:00.000,1.15652,1.15690,1.15648,1.15684,541.21 +03.08.2018 20:30:00.000,1.15685,1.15685,1.15656,1.15665,319.08000000000004 +03.08.2018 20:35:00.000,1.15666,1.15666,1.15645,1.15648,428.47 +03.08.2018 20:40:00.000,1.15648,1.15663,1.15648,1.15654,349.06 +03.08.2018 20:45:00.000,1.15657,1.15657,1.15635,1.15652,386.25 +03.08.2018 20:50:00.000,1.15654,1.15677,1.15648,1.15659,294.11 +03.08.2018 20:55:00.000,1.15660,1.15678,1.15659,1.15670,315.82000000000005 +05.08.2018 21:00:00.000,1.15663,1.15678,1.15661,1.15671,18.25 +05.08.2018 21:05:00.000,1.15671,1.15680,1.15670,1.15673,117.92 +05.08.2018 21:10:00.000,1.15672,1.15699,1.15672,1.15698,169.02 +05.08.2018 21:15:00.000,1.15698,1.15705,1.15681,1.15681,63.8 +05.08.2018 21:20:00.000,1.15680,1.15680,1.15669,1.15674,74.22000000000001 +05.08.2018 21:25:00.000,1.15674,1.15682,1.15671,1.15675,68.11 +05.08.2018 21:30:00.000,1.15675,1.15680,1.15670,1.15674,74.15 +05.08.2018 21:35:00.000,1.15676,1.15683,1.15676,1.15682,45.42 +05.08.2018 21:40:00.000,1.15682,1.15683,1.15671,1.15671,153.54999999999998 +05.08.2018 21:45:00.000,1.15671,1.15686,1.15670,1.15675,136.28 +05.08.2018 21:50:00.000,1.15675,1.15689,1.15670,1.15686,285.53 +05.08.2018 21:55:00.000,1.15686,1.15689,1.15680,1.15682,128.94 +05.08.2018 22:00:00.000,1.15682,1.15689,1.15663,1.15664,255.02999999999997 +05.08.2018 22:05:00.000,1.15663,1.15691,1.15663,1.15687,662.0700000000002 +05.08.2018 22:10:00.000,1.15687,1.15691,1.15686,1.15688,357.10999999999996 +05.08.2018 22:15:00.000,1.15688,1.15694,1.15664,1.15667,206.57 +05.08.2018 22:20:00.000,1.15668,1.15673,1.15650,1.15653,558.6300000000001 +05.08.2018 22:25:00.000,1.15652,1.15660,1.15643,1.15645,321.04 +05.08.2018 22:30:00.000,1.15645,1.15657,1.15644,1.15656,150.05 +05.08.2018 22:35:00.000,1.15655,1.15661,1.15649,1.15661,270.09 +05.08.2018 22:40:00.000,1.15659,1.15659,1.15650,1.15655,129.33 +05.08.2018 22:45:00.000,1.15655,1.15660,1.15651,1.15660,143.60999999999999 +05.08.2018 22:50:00.000,1.15660,1.15660,1.15629,1.15630,347.73 +05.08.2018 22:55:00.000,1.15630,1.15631,1.15601,1.15610,519.97 +05.08.2018 23:00:00.000,1.15609,1.15638,1.15607,1.15635,313.93 +05.08.2018 23:05:00.000,1.15635,1.15653,1.15625,1.15648,448.22 +05.08.2018 23:10:00.000,1.15648,1.15649,1.15636,1.15637,290.6 +05.08.2018 23:15:00.000,1.15638,1.15647,1.15632,1.15633,253.84 +05.08.2018 23:20:00.000,1.15632,1.15650,1.15631,1.15646,305.21000000000004 +05.08.2018 23:25:00.000,1.15645,1.15646,1.15626,1.15630,410.86 +05.08.2018 23:30:00.000,1.15629,1.15630,1.15613,1.15619,386.24 +05.08.2018 23:35:00.000,1.15618,1.15621,1.15608,1.15618,261.77 +05.08.2018 23:40:00.000,1.15617,1.15619,1.15607,1.15610,280.25 +05.08.2018 23:45:00.000,1.15609,1.15622,1.15608,1.15620,279.88000000000005 +05.08.2018 23:50:00.000,1.15621,1.15625,1.15617,1.15619,379.78999999999996 +05.08.2018 23:55:00.000,1.15620,1.15624,1.15615,1.15615,223.08 +06.08.2018 00:00:00.000,1.15615,1.15615,1.15591,1.15604,690.1500000000001 +06.08.2018 00:05:00.000,1.15604,1.15621,1.15594,1.15614,528.36 +06.08.2018 00:10:00.000,1.15615,1.15642,1.15615,1.15639,464.13 +06.08.2018 00:15:00.000,1.15639,1.15640,1.15595,1.15597,582 +06.08.2018 00:20:00.000,1.15596,1.15600,1.15569,1.15597,633.83 +06.08.2018 00:25:00.000,1.15596,1.15632,1.15596,1.15626,420.29999999999995 +06.08.2018 00:30:00.000,1.15625,1.15629,1.15624,1.15628,343.61 +06.08.2018 00:35:00.000,1.15628,1.15628,1.15615,1.15615,223.95 +06.08.2018 00:40:00.000,1.15615,1.15635,1.15613,1.15635,203.26999999999998 +06.08.2018 00:45:00.000,1.15635,1.15636,1.15623,1.15629,395.46000000000004 +06.08.2018 00:50:00.000,1.15629,1.15640,1.15622,1.15622,573.33 +06.08.2018 00:55:00.000,1.15620,1.15639,1.15614,1.15618,822.74 +06.08.2018 01:00:00.000,1.15618,1.15629,1.15604,1.15609,683.39 +06.08.2018 01:05:00.000,1.15609,1.15638,1.15609,1.15636,565.19 +06.08.2018 01:10:00.000,1.15635,1.15643,1.15628,1.15629,463.90999999999997 +06.08.2018 01:15:00.000,1.15628,1.15631,1.15617,1.15621,363.49 +06.08.2018 01:20:00.000,1.15620,1.15626,1.15602,1.15605,509.70000000000005 +06.08.2018 01:25:00.000,1.15605,1.15626,1.15605,1.15626,523.97 +06.08.2018 01:30:00.000,1.15625,1.15679,1.15620,1.15670,1010.52 +06.08.2018 01:35:00.000,1.15670,1.15686,1.15643,1.15650,857.29 +06.08.2018 01:40:00.000,1.15649,1.15671,1.15645,1.15664,745.8 +06.08.2018 01:45:00.000,1.15664,1.15679,1.15656,1.15656,808.1000000000001 +06.08.2018 01:50:00.000,1.15656,1.15658,1.15638,1.15641,495.02 +06.08.2018 01:55:00.000,1.15643,1.15676,1.15643,1.15657,563.1 +06.08.2018 02:00:00.000,1.15657,1.15664,1.15636,1.15659,620.09 +06.08.2018 02:05:00.000,1.15660,1.15669,1.15638,1.15640,654.61 +06.08.2018 02:10:00.000,1.15639,1.15645,1.15622,1.15628,541.63 +06.08.2018 02:15:00.000,1.15627,1.15627,1.15603,1.15605,509.31999999999994 +06.08.2018 02:20:00.000,1.15605,1.15616,1.15599,1.15600,560.4 +06.08.2018 02:25:00.000,1.15601,1.15616,1.15601,1.15616,354.45000000000005 +06.08.2018 02:30:00.000,1.15616,1.15624,1.15611,1.15619,398.54999999999995 +06.08.2018 02:35:00.000,1.15620,1.15636,1.15614,1.15635,343.96999999999997 +06.08.2018 02:40:00.000,1.15636,1.15636,1.15625,1.15636,414.56 +06.08.2018 02:45:00.000,1.15636,1.15646,1.15624,1.15625,320.73 +06.08.2018 02:50:00.000,1.15625,1.15631,1.15610,1.15615,459.95 +06.08.2018 02:55:00.000,1.15615,1.15625,1.15613,1.15618,470.23 +06.08.2018 03:00:00.000,1.15618,1.15621,1.15605,1.15606,403.28 +06.08.2018 03:05:00.000,1.15608,1.15625,1.15605,1.15624,477.45 +06.08.2018 03:10:00.000,1.15625,1.15633,1.15623,1.15625,391.52 +06.08.2018 03:15:00.000,1.15628,1.15630,1.15618,1.15621,404.84999999999997 +06.08.2018 03:20:00.000,1.15621,1.15626,1.15620,1.15626,333.90999999999997 +06.08.2018 03:25:00.000,1.15626,1.15636,1.15625,1.15636,482.83000000000004 +06.08.2018 03:30:00.000,1.15636,1.15650,1.15636,1.15640,324.14 +06.08.2018 03:35:00.000,1.15641,1.15641,1.15625,1.15634,409.82000000000005 +06.08.2018 03:40:00.000,1.15634,1.15640,1.15630,1.15632,221.15 +06.08.2018 03:45:00.000,1.15631,1.15643,1.15629,1.15638,361.51 +06.08.2018 03:50:00.000,1.15639,1.15641,1.15634,1.15635,207.37 +06.08.2018 03:55:00.000,1.15634,1.15635,1.15624,1.15635,346.45 +06.08.2018 04:00:00.000,1.15634,1.15634,1.15625,1.15628,379.7 +06.08.2018 04:05:00.000,1.15627,1.15630,1.15616,1.15628,116.87 +06.08.2018 04:10:00.000,1.15627,1.15628,1.15596,1.15599,354.16 +06.08.2018 04:15:00.000,1.15598,1.15600,1.15576,1.15580,726.13 +06.08.2018 04:20:00.000,1.15580,1.15591,1.15573,1.15576,550.1600000000001 +06.08.2018 04:25:00.000,1.15575,1.15582,1.15575,1.15579,322.08 +06.08.2018 04:30:00.000,1.15579,1.15595,1.15574,1.15579,397.43 +06.08.2018 04:35:00.000,1.15579,1.15580,1.15573,1.15578,442.38 +06.08.2018 04:40:00.000,1.15578,1.15581,1.15570,1.15575,458.68999999999994 +06.08.2018 04:45:00.000,1.15575,1.15575,1.15560,1.15564,417.86 +06.08.2018 04:50:00.000,1.15565,1.15572,1.15564,1.15571,380.20000000000005 +06.08.2018 04:55:00.000,1.15571,1.15572,1.15570,1.15572,134.92 +06.08.2018 05:00:00.000,1.15572,1.15572,1.15549,1.15549,623.0999999999999 +06.08.2018 05:05:00.000,1.15551,1.15556,1.15548,1.15555,373.9 +06.08.2018 05:10:00.000,1.15554,1.15561,1.15550,1.15552,546.26 +06.08.2018 05:15:00.000,1.15553,1.15562,1.15548,1.15556,395.13000000000005 +06.08.2018 05:20:00.000,1.15556,1.15567,1.15554,1.15563,384.14000000000004 +06.08.2018 05:25:00.000,1.15562,1.15562,1.15532,1.15541,740.8000000000001 +06.08.2018 05:30:00.000,1.15541,1.15543,1.15510,1.15527,564.89 +06.08.2018 05:35:00.000,1.15527,1.15557,1.15523,1.15556,630.22 +06.08.2018 05:40:00.000,1.15556,1.15557,1.15536,1.15539,388.9500000000001 +06.08.2018 05:45:00.000,1.15539,1.15556,1.15519,1.15556,578.49 +06.08.2018 05:50:00.000,1.15556,1.15578,1.15556,1.15570,711.51 +06.08.2018 05:55:00.000,1.15570,1.15594,1.15566,1.15586,840.1400000000001 +06.08.2018 06:00:00.000,1.15586,1.15586,1.15511,1.15514,1036.67 +06.08.2018 06:05:00.000,1.15515,1.15557,1.15509,1.15510,1115.92 +06.08.2018 06:10:00.000,1.15510,1.15530,1.15508,1.15510,889.7 +06.08.2018 06:15:00.000,1.15509,1.15526,1.15500,1.15524,1050.31 +06.08.2018 06:20:00.000,1.15525,1.15551,1.15515,1.15529,742.3199999999999 +06.08.2018 06:25:00.000,1.15530,1.15573,1.15525,1.15557,851.1 +06.08.2018 06:30:00.000,1.15556,1.15566,1.15535,1.15550,730.1899999999999 +06.08.2018 06:35:00.000,1.15548,1.15579,1.15546,1.15577,825.78 +06.08.2018 06:40:00.000,1.15577,1.15589,1.15555,1.15586,893.4699999999999 +06.08.2018 06:45:00.000,1.15586,1.15586,1.15545,1.15550,723.6600000000001 +06.08.2018 06:50:00.000,1.15551,1.15566,1.15525,1.15566,853.0999999999999 +06.08.2018 06:55:00.000,1.15565,1.15652,1.15558,1.15616,1389.6 +06.08.2018 07:00:00.000,1.15616,1.15632,1.15561,1.15562,1145.26 +06.08.2018 07:05:00.000,1.15562,1.15622,1.15536,1.15591,1234.95 +06.08.2018 07:10:00.000,1.15591,1.15656,1.15585,1.15640,1118.05 +06.08.2018 07:15:00.000,1.15642,1.15649,1.15602,1.15614,941.35 +06.08.2018 07:20:00.000,1.15612,1.15613,1.15560,1.15570,1346.9 +06.08.2018 07:25:00.000,1.15570,1.15607,1.15570,1.15590,1139.77 +06.08.2018 07:30:00.000,1.15590,1.15615,1.15540,1.15540,1375.02 +06.08.2018 07:35:00.000,1.15541,1.15596,1.15540,1.15566,951.55 +06.08.2018 07:40:00.000,1.15565,1.15603,1.15565,1.15592,1130.67 +06.08.2018 07:45:00.000,1.15591,1.15618,1.15589,1.15612,916.04 +06.08.2018 07:50:00.000,1.15612,1.15695,1.15603,1.15682,1243.61 +06.08.2018 07:55:00.000,1.15682,1.15682,1.15641,1.15646,975.08 +06.08.2018 08:00:00.000,1.15647,1.15663,1.15630,1.15630,975.3 +06.08.2018 08:05:00.000,1.15630,1.15674,1.15620,1.15624,1031.4699999999998 +06.08.2018 08:10:00.000,1.15623,1.15640,1.15615,1.15617,818.9099999999999 +06.08.2018 08:15:00.000,1.15617,1.15633,1.15590,1.15603,919.53 +06.08.2018 08:20:00.000,1.15603,1.15617,1.15590,1.15612,897.28 +06.08.2018 08:25:00.000,1.15612,1.15618,1.15598,1.15617,587.45 +06.08.2018 08:30:00.000,1.15615,1.15621,1.15607,1.15616,783.11 +06.08.2018 08:35:00.000,1.15616,1.15616,1.15591,1.15596,824.1400000000001 +06.08.2018 08:40:00.000,1.15596,1.15606,1.15562,1.15568,865.51 +06.08.2018 08:45:00.000,1.15570,1.15572,1.15549,1.15566,963.46 +06.08.2018 08:50:00.000,1.15566,1.15587,1.15551,1.15584,960.96 +06.08.2018 08:55:00.000,1.15585,1.15604,1.15572,1.15577,1034.8200000000002 +06.08.2018 09:00:00.000,1.15575,1.15576,1.15551,1.15551,820.6600000000001 +06.08.2018 09:05:00.000,1.15551,1.15573,1.15548,1.15567,542.2099999999999 +06.08.2018 09:10:00.000,1.15567,1.15573,1.15548,1.15572,817.9699999999999 +06.08.2018 09:15:00.000,1.15570,1.15615,1.15569,1.15609,675.9300000000001 +06.08.2018 09:20:00.000,1.15609,1.15626,1.15595,1.15597,858.8399999999999 +06.08.2018 09:25:00.000,1.15596,1.15620,1.15595,1.15614,830.5699999999999 +06.08.2018 09:30:00.000,1.15615,1.15643,1.15609,1.15616,839.96 +06.08.2018 09:35:00.000,1.15616,1.15632,1.15610,1.15627,637.87 +06.08.2018 09:40:00.000,1.15627,1.15637,1.15615,1.15632,860.8200000000002 +06.08.2018 09:45:00.000,1.15632,1.15640,1.15610,1.15612,871.95 +06.08.2018 09:50:00.000,1.15612,1.15641,1.15603,1.15626,1133.62 +06.08.2018 09:55:00.000,1.15626,1.15632,1.15617,1.15626,880.73 +06.08.2018 10:00:00.000,1.15627,1.15640,1.15576,1.15576,696.53 +06.08.2018 10:05:00.000,1.15576,1.15587,1.15541,1.15543,1109.83 +06.08.2018 10:10:00.000,1.15543,1.15548,1.15462,1.15468,1334.19 +06.08.2018 10:15:00.000,1.15468,1.15487,1.15432,1.15436,1285.5900000000001 +06.08.2018 10:20:00.000,1.15438,1.15458,1.15433,1.15445,1077.12 +06.08.2018 10:25:00.000,1.15443,1.15475,1.15430,1.15468,853.8000000000001 +06.08.2018 10:30:00.000,1.15469,1.15479,1.15459,1.15474,974.12 +06.08.2018 10:35:00.000,1.15474,1.15479,1.15465,1.15467,987.48 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+06.08.2018 11:55:00.000,1.15385,1.15426,1.15377,1.15418,1167.68 +06.08.2018 12:00:00.000,1.15422,1.15432,1.15401,1.15424,1064.02 +06.08.2018 12:05:00.000,1.15424,1.15430,1.15399,1.15409,883.6300000000001 +06.08.2018 12:10:00.000,1.15409,1.15426,1.15396,1.15425,741.06 +06.08.2018 12:15:00.000,1.15425,1.15429,1.15381,1.15383,719.3199999999999 +06.08.2018 12:20:00.000,1.15385,1.15400,1.15368,1.15382,1202.28 +06.08.2018 12:25:00.000,1.15383,1.15396,1.15363,1.15395,860.61 +06.08.2018 12:30:00.000,1.15395,1.15414,1.15391,1.15403,815.8000000000002 +06.08.2018 12:35:00.000,1.15404,1.15469,1.15401,1.15463,1366.57 +06.08.2018 12:40:00.000,1.15464,1.15464,1.15443,1.15454,1041.4099999999999 +06.08.2018 12:45:00.000,1.15453,1.15453,1.15412,1.15413,1066.24 +06.08.2018 12:50:00.000,1.15414,1.15434,1.15407,1.15407,991.53 +06.08.2018 12:55:00.000,1.15407,1.15429,1.15407,1.15425,1012.01 +06.08.2018 13:00:00.000,1.15425,1.15467,1.15422,1.15465,1038.29 +06.08.2018 13:05:00.000,1.15465,1.15488,1.15461,1.15473,992.42 +06.08.2018 13:10:00.000,1.15473,1.15488,1.15460,1.15487,998.41 +06.08.2018 13:15:00.000,1.15488,1.15499,1.15471,1.15487,726.97 +06.08.2018 13:20:00.000,1.15487,1.15512,1.15470,1.15477,1110.69 +06.08.2018 13:25:00.000,1.15476,1.15500,1.15476,1.15487,956.3600000000001 +06.08.2018 13:30:00.000,1.15488,1.15492,1.15446,1.15467,1274.1100000000001 +06.08.2018 13:35:00.000,1.15466,1.15477,1.15441,1.15464,980.91 +06.08.2018 13:40:00.000,1.15464,1.15464,1.15432,1.15434,1017.61 +06.08.2018 13:45:00.000,1.15435,1.15474,1.15407,1.15410,1116.29 +06.08.2018 13:50:00.000,1.15411,1.15443,1.15406,1.15429,931.37 +06.08.2018 13:55:00.000,1.15431,1.15458,1.15406,1.15434,1153.03 +06.08.2018 14:00:00.000,1.15436,1.15506,1.15435,1.15506,1027.04 +06.08.2018 14:05:00.000,1.15506,1.15553,1.15492,1.15535,1539.69 +06.08.2018 14:10:00.000,1.15536,1.15547,1.15515,1.15531,1423.32 +06.08.2018 14:15:00.000,1.15531,1.15571,1.15527,1.15566,1483.8799999999999 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15:30:00.000,1.15696,1.15696,1.15632,1.15639,1182.8 +06.08.2018 15:35:00.000,1.15640,1.15663,1.15630,1.15630,1125.8600000000001 +06.08.2018 15:40:00.000,1.15630,1.15649,1.15624,1.15634,926.79 +06.08.2018 15:45:00.000,1.15633,1.15642,1.15619,1.15621,710.89 +06.08.2018 15:50:00.000,1.15622,1.15631,1.15609,1.15610,915.66 +06.08.2018 15:55:00.000,1.15610,1.15633,1.15606,1.15631,734.55 +06.08.2018 16:00:00.000,1.15631,1.15636,1.15607,1.15607,895.0600000000001 +06.08.2018 16:05:00.000,1.15608,1.15611,1.15598,1.15605,629.98 +06.08.2018 16:10:00.000,1.15604,1.15621,1.15591,1.15594,637.4399999999999 +06.08.2018 16:15:00.000,1.15594,1.15596,1.15569,1.15569,884.61 +06.08.2018 16:20:00.000,1.15569,1.15610,1.15560,1.15599,1044.97 +06.08.2018 16:25:00.000,1.15601,1.15639,1.15601,1.15633,802.45 +06.08.2018 16:30:00.000,1.15633,1.15639,1.15620,1.15637,935.3299999999999 +06.08.2018 16:35:00.000,1.15637,1.15645,1.15627,1.15628,718.12 +06.08.2018 16:40:00.000,1.15629,1.15653,1.15627,1.15632,758.27 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17:55:00.000,1.15549,1.15555,1.15517,1.15532,867.49 +06.08.2018 18:00:00.000,1.15534,1.15534,1.15499,1.15510,696.61 +06.08.2018 18:05:00.000,1.15509,1.15517,1.15483,1.15483,803.6899999999999 +06.08.2018 18:10:00.000,1.15483,1.15491,1.15481,1.15483,456.61999999999995 +06.08.2018 18:15:00.000,1.15483,1.15539,1.15483,1.15538,711.38 +06.08.2018 18:20:00.000,1.15538,1.15544,1.15528,1.15543,314.58000000000004 +06.08.2018 18:25:00.000,1.15543,1.15555,1.15543,1.15553,210.26000000000002 +06.08.2018 18:30:00.000,1.15553,1.15563,1.15547,1.15550,271.44 +06.08.2018 18:35:00.000,1.15551,1.15559,1.15541,1.15557,532.86 +06.08.2018 18:40:00.000,1.15558,1.15559,1.15539,1.15544,496.18000000000006 +06.08.2018 18:45:00.000,1.15543,1.15548,1.15525,1.15542,633.67 +06.08.2018 18:50:00.000,1.15542,1.15571,1.15542,1.15569,814.23 +06.08.2018 18:55:00.000,1.15569,1.15577,1.15552,1.15565,851.29 +06.08.2018 19:00:00.000,1.15563,1.15564,1.15547,1.15548,766.66 +06.08.2018 19:05:00.000,1.15549,1.15550,1.15540,1.15540,370 +06.08.2018 19:10:00.000,1.15540,1.15559,1.15532,1.15559,577.59 +06.08.2018 19:15:00.000,1.15559,1.15562,1.15533,1.15549,666.52 +06.08.2018 19:20:00.000,1.15549,1.15569,1.15548,1.15569,505.63000000000005 +06.08.2018 19:25:00.000,1.15569,1.15580,1.15566,1.15568,502.88 +06.08.2018 19:30:00.000,1.15567,1.15568,1.15538,1.15549,661.36 +06.08.2018 19:35:00.000,1.15548,1.15558,1.15539,1.15542,535.83 +06.08.2018 19:40:00.000,1.15542,1.15551,1.15541,1.15549,436.63 +06.08.2018 19:45:00.000,1.15548,1.15549,1.15526,1.15542,582.0000000000001 +06.08.2018 19:50:00.000,1.15541,1.15543,1.15529,1.15538,410.40999999999997 +06.08.2018 19:55:00.000,1.15541,1.15547,1.15532,1.15538,591.03 +06.08.2018 20:00:00.000,1.15538,1.15548,1.15535,1.15547,457.15000000000003 +06.08.2018 20:05:00.000,1.15547,1.15552,1.15544,1.15547,283.94 +06.08.2018 20:10:00.000,1.15547,1.15562,1.15543,1.15555,382.54 +06.08.2018 20:15:00.000,1.15553,1.15556,1.15536,1.15548,174.10000000000002 +06.08.2018 20:20:00.000,1.15548,1.15558,1.15540,1.15540,226.56 +06.08.2018 20:25:00.000,1.15540,1.15545,1.15540,1.15542,303.9200000000001 +06.08.2018 20:30:00.000,1.15542,1.15542,1.15521,1.15523,351.76000000000005 +06.08.2018 20:35:00.000,1.15523,1.15533,1.15522,1.15532,330.3299999999999 +06.08.2018 20:40:00.000,1.15533,1.15534,1.15520,1.15534,231.91 +06.08.2018 20:45:00.000,1.15534,1.15540,1.15530,1.15538,296.18 +06.08.2018 20:50:00.000,1.15537,1.15541,1.15535,1.15536,400.85999999999996 +06.08.2018 20:55:00.000,1.15538,1.15546,1.15524,1.15533,345.66999999999996 +06.08.2018 21:00:00.000,1.15532,1.15533,1.15512,1.15523,34.06 +06.08.2018 21:05:00.000,1.15524,1.15525,1.15520,1.15520,104.61000000000001 +06.08.2018 21:10:00.000,1.15520,1.15529,1.15514,1.15518,390.59 +06.08.2018 21:15:00.000,1.15519,1.15532,1.15518,1.15531,181.16 +06.08.2018 21:20:00.000,1.15532,1.15553,1.15529,1.15549,252.71 +06.08.2018 21:25:00.000,1.15547,1.15557,1.15511,1.15515,816.63 +06.08.2018 21:30:00.000,1.15513,1.15519,1.15512,1.15519,283.33 +06.08.2018 21:35:00.000,1.15524,1.15558,1.15509,1.15530,760.9100000000001 +06.08.2018 21:40:00.000,1.15529,1.15541,1.15529,1.15537,437.96000000000004 +06.08.2018 21:45:00.000,1.15535,1.15543,1.15524,1.15525,279.77 +06.08.2018 21:50:00.000,1.15526,1.15535,1.15501,1.15517,384.16999999999996 +06.08.2018 21:55:00.000,1.15517,1.15546,1.15502,1.15521,385.40999999999997 +06.08.2018 22:00:00.000,1.15521,1.15559,1.15521,1.15541,491.78999999999996 +06.08.2018 22:05:00.000,1.15540,1.15562,1.15540,1.15551,611.7299999999999 +06.08.2018 22:10:00.000,1.15550,1.15559,1.15548,1.15558,275.27 +06.08.2018 22:15:00.000,1.15559,1.15566,1.15558,1.15563,186.95 +06.08.2018 22:20:00.000,1.15562,1.15563,1.15554,1.15555,238.39999999999998 +06.08.2018 22:25:00.000,1.15554,1.15555,1.15544,1.15549,133.42 +06.08.2018 22:30:00.000,1.15548,1.15562,1.15546,1.15558,202.71 +06.08.2018 22:35:00.000,1.15558,1.15570,1.15558,1.15569,287.84 +06.08.2018 22:40:00.000,1.15569,1.15570,1.15555,1.15564,429.65 +06.08.2018 22:45:00.000,1.15565,1.15565,1.15563,1.15565,222.79000000000002 +06.08.2018 22:50:00.000,1.15565,1.15569,1.15560,1.15564,236.48 +06.08.2018 22:55:00.000,1.15565,1.15570,1.15563,1.15564,375.25 +06.08.2018 23:00:00.000,1.15565,1.15585,1.15564,1.15574,446.53 +06.08.2018 23:05:00.000,1.15574,1.15584,1.15573,1.15581,388.71000000000004 +06.08.2018 23:10:00.000,1.15579,1.15586,1.15559,1.15561,480.79 +06.08.2018 23:15:00.000,1.15561,1.15570,1.15555,1.15570,348.51 +06.08.2018 23:20:00.000,1.15570,1.15580,1.15569,1.15572,203.8 +06.08.2018 23:25:00.000,1.15573,1.15575,1.15567,1.15568,238.14 +06.08.2018 23:30:00.000,1.15567,1.15569,1.15560,1.15564,296.14 +06.08.2018 23:35:00.000,1.15565,1.15571,1.15563,1.15564,229.9 +06.08.2018 23:40:00.000,1.15563,1.15570,1.15563,1.15569,281.44 +06.08.2018 23:45:00.000,1.15570,1.15589,1.15569,1.15589,427.90999999999997 +06.08.2018 23:50:00.000,1.15589,1.15591,1.15583,1.15589,384 +06.08.2018 23:55:00.000,1.15588,1.15589,1.15573,1.15579,488.5 +07.08.2018 00:00:00.000,1.15580,1.15595,1.15563,1.15593,633.97 +07.08.2018 00:05:00.000,1.15593,1.15605,1.15593,1.15605,542.35 +07.08.2018 00:10:00.000,1.15605,1.15611,1.15599,1.15606,423.28000000000003 +07.08.2018 00:15:00.000,1.15605,1.15606,1.15586,1.15593,496.11 +07.08.2018 00:20:00.000,1.15592,1.15592,1.15574,1.15583,297.14 +07.08.2018 00:25:00.000,1.15582,1.15584,1.15576,1.15581,309.18 +07.08.2018 00:30:00.000,1.15580,1.15584,1.15565,1.15574,515.5 +07.08.2018 00:35:00.000,1.15574,1.15574,1.15565,1.15565,346.34 +07.08.2018 00:40:00.000,1.15566,1.15566,1.15554,1.15555,360.15000000000003 +07.08.2018 00:45:00.000,1.15555,1.15572,1.15554,1.15564,501.03000000000003 +07.08.2018 00:50:00.000,1.15563,1.15585,1.15560,1.15579,599.12 +07.08.2018 00:55:00.000,1.15580,1.15620,1.15578,1.15610,651.54 +07.08.2018 01:00:00.000,1.15611,1.15631,1.15604,1.15625,554.62 +07.08.2018 01:05:00.000,1.15625,1.15630,1.15614,1.15614,702.1800000000001 +07.08.2018 01:10:00.000,1.15615,1.15624,1.15610,1.15618,416.93 +07.08.2018 01:15:00.000,1.15618,1.15636,1.15610,1.15612,568.09 +07.08.2018 01:20:00.000,1.15611,1.15613,1.15583,1.15586,480.38 +07.08.2018 01:25:00.000,1.15586,1.15611,1.15585,1.15606,447.53 +07.08.2018 01:30:00.000,1.15606,1.15606,1.15579,1.15584,671.34 +07.08.2018 01:35:00.000,1.15583,1.15595,1.15581,1.15585,643.56 +07.08.2018 01:40:00.000,1.15584,1.15596,1.15584,1.15589,525.01 +07.08.2018 01:45:00.000,1.15587,1.15587,1.15564,1.15566,843.5799999999999 +07.08.2018 01:50:00.000,1.15563,1.15595,1.15562,1.15584,537.3100000000001 +07.08.2018 01:55:00.000,1.15583,1.15587,1.15577,1.15584,452.82000000000005 +07.08.2018 02:00:00.000,1.15582,1.15599,1.15577,1.15594,607.19 +07.08.2018 02:05:00.000,1.15594,1.15605,1.15589,1.15601,395.91999999999996 +07.08.2018 02:10:00.000,1.15601,1.15617,1.15595,1.15595,424.68 +07.08.2018 02:15:00.000,1.15596,1.15620,1.15590,1.15619,495.98999999999995 +07.08.2018 02:20:00.000,1.15620,1.15621,1.15604,1.15605,427.01 +07.08.2018 02:25:00.000,1.15605,1.15617,1.15605,1.15616,367.5 +07.08.2018 02:30:00.000,1.15618,1.15636,1.15617,1.15623,549.63 +07.08.2018 02:35:00.000,1.15623,1.15625,1.15611,1.15616,476.55 +07.08.2018 02:40:00.000,1.15616,1.15622,1.15611,1.15614,440.47 +07.08.2018 02:45:00.000,1.15613,1.15617,1.15606,1.15611,355.44 +07.08.2018 02:50:00.000,1.15610,1.15616,1.15607,1.15611,310.33 +07.08.2018 02:55:00.000,1.15612,1.15612,1.15599,1.15604,284.59000000000003 +07.08.2018 03:00:00.000,1.15605,1.15610,1.15585,1.15586,491.56999999999994 +07.08.2018 03:05:00.000,1.15586,1.15587,1.15581,1.15581,388.53 +07.08.2018 03:10:00.000,1.15581,1.15588,1.15576,1.15588,404.69 +07.08.2018 03:15:00.000,1.15588,1.15589,1.15565,1.15565,306.59999999999997 +07.08.2018 03:20:00.000,1.15565,1.15565,1.15551,1.15554,459.79999999999995 +07.08.2018 03:25:00.000,1.15555,1.15561,1.15551,1.15560,285.74 +07.08.2018 03:30:00.000,1.15559,1.15563,1.15552,1.15555,448.08 +07.08.2018 03:35:00.000,1.15555,1.15561,1.15551,1.15557,374.7 +07.08.2018 03:40:00.000,1.15556,1.15562,1.15556,1.15556,177.65000000000003 +07.08.2018 03:45:00.000,1.15558,1.15560,1.15551,1.15551,252.32999999999998 +07.08.2018 03:50:00.000,1.15551,1.15552,1.15550,1.15550,174.38 +07.08.2018 03:55:00.000,1.15550,1.15561,1.15549,1.15556,334.14 +07.08.2018 04:00:00.000,1.15554,1.15566,1.15552,1.15557,396.52 +07.08.2018 04:05:00.000,1.15556,1.15557,1.15547,1.15556,223.35999999999999 +07.08.2018 04:10:00.000,1.15556,1.15561,1.15553,1.15557,195.82000000000002 +07.08.2018 04:15:00.000,1.15557,1.15580,1.15557,1.15577,407.79999999999995 +07.08.2018 04:20:00.000,1.15577,1.15577,1.15564,1.15566,329.32 +07.08.2018 04:25:00.000,1.15565,1.15579,1.15565,1.15577,298.88 +07.08.2018 04:30:00.000,1.15577,1.15581,1.15559,1.15560,474.01 +07.08.2018 04:35:00.000,1.15560,1.15585,1.15559,1.15583,351.51 +07.08.2018 04:40:00.000,1.15583,1.15596,1.15577,1.15593,355.33000000000004 +07.08.2018 04:45:00.000,1.15593,1.15595,1.15569,1.15574,406.43 +07.08.2018 04:50:00.000,1.15574,1.15575,1.15560,1.15572,423.74 +07.08.2018 04:55:00.000,1.15572,1.15578,1.15565,1.15577,74.7 +07.08.2018 05:00:00.000,1.15578,1.15582,1.15564,1.15569,325.81 +07.08.2018 05:05:00.000,1.15570,1.15574,1.15569,1.15574,335.59999999999997 +07.08.2018 05:10:00.000,1.15575,1.15577,1.15556,1.15556,363.6 +07.08.2018 05:15:00.000,1.15556,1.15563,1.15555,1.15561,296.06000000000006 +07.08.2018 05:20:00.000,1.15562,1.15566,1.15556,1.15565,298.89 +07.08.2018 05:25:00.000,1.15566,1.15566,1.15556,1.15562,364.04999999999995 +07.08.2018 05:30:00.000,1.15562,1.15565,1.15535,1.15535,659.29 +07.08.2018 05:35:00.000,1.15535,1.15544,1.15528,1.15536,400.50999999999993 +07.08.2018 05:40:00.000,1.15536,1.15538,1.15515,1.15517,579.3499999999999 +07.08.2018 05:45:00.000,1.15517,1.15544,1.15517,1.15537,413.90999999999997 +07.08.2018 05:50:00.000,1.15537,1.15552,1.15527,1.15535,433.28 +07.08.2018 05:55:00.000,1.15535,1.15585,1.15535,1.15563,546.97 +07.08.2018 06:00:00.000,1.15563,1.15612,1.15548,1.15585,993.1800000000001 +07.08.2018 06:05:00.000,1.15584,1.15635,1.15565,1.15621,1071.33 +07.08.2018 06:10:00.000,1.15621,1.15650,1.15619,1.15634,1083.07 +07.08.2018 06:15:00.000,1.15633,1.15651,1.15615,1.15651,847.46 +07.08.2018 06:20:00.000,1.15652,1.15698,1.15652,1.15692,1288.3 +07.08.2018 06:25:00.000,1.15693,1.15735,1.15689,1.15720,1527.81 +07.08.2018 06:30:00.000,1.15719,1.15732,1.15698,1.15705,1292.2500000000002 +07.08.2018 06:35:00.000,1.15706,1.15736,1.15695,1.15726,1250.3500000000001 +07.08.2018 06:40:00.000,1.15724,1.15760,1.15713,1.15741,1317.74 +07.08.2018 06:45:00.000,1.15740,1.15769,1.15725,1.15761,1016.02 +07.08.2018 06:50:00.000,1.15761,1.15807,1.15745,1.15806,1331.65 +07.08.2018 06:55:00.000,1.15805,1.15835,1.15800,1.15803,1295.69 +07.08.2018 07:00:00.000,1.15804,1.15805,1.15759,1.15789,1576.71 +07.08.2018 07:05:00.000,1.15790,1.15792,1.15765,1.15770,1155.42 +07.08.2018 07:10:00.000,1.15769,1.15789,1.15755,1.15769,1056.77 +07.08.2018 07:15:00.000,1.15769,1.15783,1.15740,1.15740,1128.8999999999999 +07.08.2018 07:20:00.000,1.15740,1.15743,1.15710,1.15720,1084.61 +07.08.2018 07:25:00.000,1.15719,1.15782,1.15711,1.15746,1262.97 +07.08.2018 07:30:00.000,1.15746,1.15756,1.15724,1.15724,1055.47 +07.08.2018 07:35:00.000,1.15725,1.15728,1.15700,1.15725,971.54 +07.08.2018 07:40:00.000,1.15726,1.15750,1.15704,1.15717,871.9399999999999 +07.08.2018 07:45:00.000,1.15717,1.15730,1.15700,1.15704,1039.91 +07.08.2018 07:50:00.000,1.15703,1.15720,1.15690,1.15716,730.3299999999999 +07.08.2018 07:55:00.000,1.15715,1.15776,1.15715,1.15769,1039.9 +07.08.2018 08:00:00.000,1.15769,1.15777,1.15734,1.15754,1164.78 +07.08.2018 08:05:00.000,1.15752,1.15784,1.15739,1.15756,1393.4900000000002 +07.08.2018 08:10:00.000,1.15756,1.15775,1.15745,1.15755,1055.68 +07.08.2018 08:15:00.000,1.15756,1.15809,1.15748,1.15784,1321.92 +07.08.2018 08:20:00.000,1.15785,1.15812,1.15776,1.15803,1176.14 +07.08.2018 08:25:00.000,1.15803,1.15810,1.15775,1.15805,940.7599999999999 +07.08.2018 08:30:00.000,1.15806,1.15810,1.15779,1.15782,1069.64 +07.08.2018 08:35:00.000,1.15780,1.15879,1.15780,1.15876,1259.3 +07.08.2018 08:40:00.000,1.15879,1.15885,1.15857,1.15869,1076.41 +07.08.2018 08:45:00.000,1.15869,1.15907,1.15868,1.15881,1064.6999999999998 +07.08.2018 08:50:00.000,1.15881,1.15904,1.15880,1.15894,745.97 +07.08.2018 08:55:00.000,1.15895,1.15896,1.15862,1.15873,1310.77 +07.08.2018 09:00:00.000,1.15873,1.15931,1.15873,1.15924,1141.71 +07.08.2018 09:05:00.000,1.15925,1.15925,1.15884,1.15887,984.71 +07.08.2018 09:10:00.000,1.15886,1.15893,1.15869,1.15890,888.55 +07.08.2018 09:15:00.000,1.15890,1.15908,1.15878,1.15878,849.97 +07.08.2018 09:20:00.000,1.15878,1.15900,1.15877,1.15890,930.94 +07.08.2018 09:25:00.000,1.15890,1.15903,1.15873,1.15876,968.1999999999999 +07.08.2018 09:30:00.000,1.15877,1.15905,1.15851,1.15885,1162.93 +07.08.2018 09:35:00.000,1.15885,1.15923,1.15881,1.15913,953.3699999999999 +07.08.2018 09:40:00.000,1.15915,1.15916,1.15897,1.15902,1019.48 +07.08.2018 09:45:00.000,1.15905,1.15938,1.15893,1.15898,1113.48 +07.08.2018 09:50:00.000,1.15898,1.15920,1.15898,1.15911,868.87 +07.08.2018 09:55:00.000,1.15912,1.15919,1.15907,1.15909,652.8399999999999 +07.08.2018 10:00:00.000,1.15910,1.15919,1.15881,1.15893,970.1500000000001 +07.08.2018 10:05:00.000,1.15893,1.15899,1.15890,1.15897,979.3599999999999 +07.08.2018 10:10:00.000,1.15896,1.15914,1.15879,1.15890,1015.6099999999999 +07.08.2018 10:15:00.000,1.15888,1.15891,1.15842,1.15849,1038.24 +07.08.2018 10:20:00.000,1.15849,1.15854,1.15833,1.15852,993.72 +07.08.2018 10:25:00.000,1.15852,1.15903,1.15852,1.15898,763.26 +07.08.2018 10:30:00.000,1.15897,1.15916,1.15883,1.15912,1049.1100000000001 +07.08.2018 10:35:00.000,1.15913,1.15923,1.15889,1.15899,764.5999999999999 +07.08.2018 10:40:00.000,1.15899,1.15914,1.15893,1.15903,727.6800000000001 +07.08.2018 10:45:00.000,1.15906,1.15944,1.15905,1.15939,1067.9 +07.08.2018 10:50:00.000,1.15941,1.15954,1.15929,1.15932,1028.48 +07.08.2018 10:55:00.000,1.15929,1.16002,1.15929,1.15967,1372.36 +07.08.2018 11:00:00.000,1.15966,1.15986,1.15947,1.15949,1095.44 +07.08.2018 11:05:00.000,1.15948,1.15959,1.15931,1.15937,1063.84 +07.08.2018 11:10:00.000,1.15940,1.15969,1.15933,1.15968,923.98 +07.08.2018 11:15:00.000,1.15967,1.15984,1.15957,1.15984,963.66 +07.08.2018 11:20:00.000,1.15984,1.16038,1.15979,1.15981,1445.22 +07.08.2018 11:25:00.000,1.15980,1.15987,1.15940,1.15953,1007.56 +07.08.2018 11:30:00.000,1.15953,1.15953,1.15918,1.15921,1173.2599999999998 +07.08.2018 11:35:00.000,1.15922,1.15927,1.15896,1.15918,911.6999999999999 +07.08.2018 11:40:00.000,1.15920,1.15954,1.15918,1.15947,797.02 +07.08.2018 11:45:00.000,1.15947,1.15991,1.15946,1.15967,665.4399999999999 +07.08.2018 11:50:00.000,1.15968,1.15968,1.15924,1.15943,1073.7700000000002 +07.08.2018 11:55:00.000,1.15944,1.16025,1.15943,1.16021,1148 +07.08.2018 12:00:00.000,1.16022,1.16030,1.15995,1.16002,1018.08 +07.08.2018 12:05:00.000,1.16003,1.16021,1.15986,1.16009,917 +07.08.2018 12:10:00.000,1.16009,1.16044,1.16009,1.16016,1309.8700000000001 +07.08.2018 12:15:00.000,1.16015,1.16017,1.15966,1.15972,1068.79 +07.08.2018 12:20:00.000,1.15972,1.15986,1.15960,1.15975,1337.25 +07.08.2018 12:25:00.000,1.15975,1.16030,1.15971,1.16006,1073.88 +07.08.2018 12:30:00.000,1.16007,1.16037,1.16000,1.16030,1181.24 +07.08.2018 12:35:00.000,1.16031,1.16078,1.16024,1.16036,1166.04 +07.08.2018 12:40:00.000,1.16035,1.16073,1.16034,1.16039,1300.96 +07.08.2018 12:45:00.000,1.16040,1.16064,1.16039,1.16056,1099.31 +07.08.2018 12:50:00.000,1.16055,1.16082,1.16039,1.16054,1041.33 +07.08.2018 12:55:00.000,1.16053,1.16059,1.16021,1.16037,1032.72 +07.08.2018 13:00:00.000,1.16037,1.16047,1.16020,1.16025,1044 +07.08.2018 13:05:00.000,1.16024,1.16045,1.15993,1.15999,1407.3400000000001 +07.08.2018 13:10:00.000,1.15999,1.16010,1.15994,1.15998,909.22 +07.08.2018 13:15:00.000,1.15999,1.16005,1.15974,1.15978,1258.71 +07.08.2018 13:20:00.000,1.15978,1.15994,1.15960,1.15965,1006.6299999999999 +07.08.2018 13:25:00.000,1.15966,1.15985,1.15962,1.15970,1032.01 +07.08.2018 13:30:00.000,1.15967,1.15971,1.15930,1.15939,1222.5800000000002 +07.08.2018 13:35:00.000,1.15940,1.15967,1.15935,1.15947,834.4200000000001 +07.08.2018 13:40:00.000,1.15944,1.15958,1.15924,1.15956,1058.5 +07.08.2018 13:45:00.000,1.15956,1.15988,1.15944,1.15975,814.2800000000001 +07.08.2018 13:50:00.000,1.15973,1.15986,1.15965,1.15986,940.19 +07.08.2018 13:55:00.000,1.15985,1.16062,1.15985,1.16050,1584.44 +07.08.2018 14:00:00.000,1.16050,1.16050,1.15990,1.15999,1312.02 +07.08.2018 14:05:00.000,1.15998,1.16006,1.15941,1.15946,1418.5600000000002 +07.08.2018 14:10:00.000,1.15946,1.15972,1.15936,1.15937,1054.24 +07.08.2018 14:15:00.000,1.15938,1.15958,1.15889,1.15907,1206.7500000000002 +07.08.2018 14:20:00.000,1.15906,1.15918,1.15865,1.15873,1091.41 +07.08.2018 14:25:00.000,1.15874,1.15893,1.15859,1.15886,1313.59 +07.08.2018 14:30:00.000,1.15885,1.15915,1.15877,1.15911,1024.71 +07.08.2018 14:35:00.000,1.15911,1.15929,1.15894,1.15901,1154.68 +07.08.2018 14:40:00.000,1.15902,1.15926,1.15891,1.15892,867.48 +07.08.2018 14:45:00.000,1.15893,1.15901,1.15865,1.15900,1170.68 +07.08.2018 14:50:00.000,1.15902,1.15915,1.15884,1.15908,1088.49 +07.08.2018 14:55:00.000,1.15909,1.15928,1.15880,1.15922,1491.76 +07.08.2018 15:00:00.000,1.15920,1.15942,1.15891,1.15906,1597.87 +07.08.2018 15:05:00.000,1.15906,1.15949,1.15897,1.15942,999.54 +07.08.2018 15:10:00.000,1.15943,1.15975,1.15942,1.15950,1027.0300000000002 +07.08.2018 15:15:00.000,1.15954,1.15959,1.15918,1.15920,1173.18 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19:00:00.000,1.15941,1.15944,1.15933,1.15941,589.37 +07.08.2018 19:05:00.000,1.15942,1.15956,1.15934,1.15956,768.54 +07.08.2018 19:10:00.000,1.15958,1.15961,1.15935,1.15937,509.29999999999995 +07.08.2018 19:15:00.000,1.15937,1.15960,1.15934,1.15935,555.51 +07.08.2018 19:20:00.000,1.15939,1.15952,1.15935,1.15946,529.36 +07.08.2018 19:25:00.000,1.15946,1.15982,1.15945,1.15973,488.89 +07.08.2018 19:30:00.000,1.15973,1.15978,1.15966,1.15972,601.39 +07.08.2018 19:35:00.000,1.15972,1.15976,1.15940,1.15940,550.8199999999999 +07.08.2018 19:40:00.000,1.15941,1.15972,1.15940,1.15971,589.26 +07.08.2018 19:45:00.000,1.15971,1.15989,1.15969,1.15977,789.06 +07.08.2018 19:50:00.000,1.15980,1.15995,1.15972,1.15974,846.8800000000001 +07.08.2018 19:55:00.000,1.15974,1.15979,1.15955,1.15971,908.9799999999999 +07.08.2018 20:00:00.000,1.15971,1.15992,1.15971,1.15986,481.46000000000004 +07.08.2018 20:05:00.000,1.15985,1.15992,1.15981,1.15990,560.76 +07.08.2018 20:10:00.000,1.15990,1.15994,1.15983,1.15988,395.04999999999995 +07.08.2018 20:15:00.000,1.15990,1.15994,1.15986,1.15987,209.48000000000002 +07.08.2018 20:20:00.000,1.15988,1.15991,1.15986,1.15990,142.85 +07.08.2018 20:25:00.000,1.15991,1.15991,1.15980,1.15985,268.75 +07.08.2018 20:30:00.000,1.15985,1.15995,1.15981,1.15991,407.15 +07.08.2018 20:35:00.000,1.15992,1.15995,1.15979,1.15979,355.17 +07.08.2018 20:40:00.000,1.15980,1.15986,1.15976,1.15981,191.61 +07.08.2018 20:45:00.000,1.15982,1.15990,1.15979,1.15983,233.99 +07.08.2018 20:50:00.000,1.15982,1.15985,1.15974,1.15980,269.77 +07.08.2018 20:55:00.000,1.15979,1.15990,1.15975,1.15980,371.37000000000006 +07.08.2018 21:00:00.000,1.15980,1.15986,1.15977,1.15979,49.68 +07.08.2018 21:05:00.000,1.15979,1.16011,1.15976,1.15983,312.45000000000005 +07.08.2018 21:10:00.000,1.15983,1.15995,1.15979,1.15987,223.06 +07.08.2018 21:15:00.000,1.15988,1.15988,1.15982,1.15982,106.25 +07.08.2018 21:20:00.000,1.15985,1.15986,1.15982,1.15983,47.669999999999995 +07.08.2018 21:25:00.000,1.15983,1.15990,1.15981,1.15986,116.02 +07.08.2018 21:30:00.000,1.15983,1.15991,1.15958,1.15982,219.91 +07.08.2018 21:35:00.000,1.15982,1.15985,1.15957,1.15970,230.98 +07.08.2018 21:40:00.000,1.15970,1.15971,1.15961,1.15962,434.52 +07.08.2018 21:45:00.000,1.15962,1.15972,1.15940,1.15966,343.09 +07.08.2018 21:50:00.000,1.15965,1.15981,1.15956,1.15979,336.59999999999997 +07.08.2018 21:55:00.000,1.15975,1.15975,1.15951,1.15961,196.78 +07.08.2018 22:00:00.000,1.15962,1.15987,1.15958,1.15978,282.28 +07.08.2018 22:05:00.000,1.15979,1.15984,1.15969,1.15979,374.71 +07.08.2018 22:10:00.000,1.15979,1.15986,1.15973,1.15984,273.65 +07.08.2018 22:15:00.000,1.15983,1.15984,1.15973,1.15974,203.12 +07.08.2018 22:20:00.000,1.15973,1.15979,1.15972,1.15979,226.63 +07.08.2018 22:25:00.000,1.15979,1.16000,1.15979,1.15993,231.40999999999997 +07.08.2018 22:30:00.000,1.15994,1.15994,1.15965,1.15976,319.71999999999997 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23:45:00.000,1.16029,1.16029,1.16015,1.16019,336.75 +07.08.2018 23:50:00.000,1.16020,1.16035,1.16018,1.16030,412.22999999999996 +07.08.2018 23:55:00.000,1.16030,1.16031,1.16019,1.16029,382.94 +08.08.2018 00:00:00.000,1.16029,1.16074,1.16021,1.16049,546.4200000000001 +08.08.2018 00:05:00.000,1.16049,1.16075,1.16049,1.16060,582.1999999999999 +08.08.2018 00:10:00.000,1.16061,1.16064,1.16034,1.16035,595.98 +08.08.2018 00:15:00.000,1.16035,1.16046,1.16024,1.16045,623.01 +08.08.2018 00:20:00.000,1.16046,1.16047,1.16029,1.16035,547.3 +08.08.2018 00:25:00.000,1.16035,1.16049,1.16025,1.16045,374.71000000000004 +08.08.2018 00:30:00.000,1.16045,1.16050,1.16034,1.16034,501.09 +08.08.2018 00:35:00.000,1.16035,1.16040,1.16024,1.16030,293.71 +08.08.2018 00:40:00.000,1.16031,1.16036,1.16014,1.16019,318.42 +08.08.2018 00:45:00.000,1.16019,1.16019,1.16011,1.16011,371.78 +08.08.2018 00:50:00.000,1.16011,1.16021,1.16010,1.16011,368.83 +08.08.2018 00:55:00.000,1.16008,1.16015,1.15996,1.16008,474.59000000000003 +08.08.2018 01:00:00.000,1.16008,1.16022,1.16004,1.16019,476.09 +08.08.2018 01:05:00.000,1.16019,1.16028,1.16010,1.16014,538.61 +08.08.2018 01:10:00.000,1.16013,1.16014,1.16001,1.16008,492.75 +08.08.2018 01:15:00.000,1.16008,1.16016,1.15998,1.16012,304.40999999999997 +08.08.2018 01:20:00.000,1.16011,1.16026,1.16007,1.16020,521.63 +08.08.2018 01:25:00.000,1.16020,1.16021,1.16011,1.16011,335.57 +08.08.2018 01:30:00.000,1.16010,1.16036,1.15999,1.16036,844.72 +08.08.2018 01:35:00.000,1.16037,1.16097,1.16030,1.16081,987.5699999999999 +08.08.2018 01:40:00.000,1.16081,1.16083,1.16051,1.16055,756.97 +08.08.2018 01:45:00.000,1.16055,1.16055,1.16045,1.16050,592.2600000000001 +08.08.2018 01:50:00.000,1.16050,1.16052,1.16039,1.16039,289.27 +08.08.2018 01:55:00.000,1.16039,1.16061,1.16038,1.16056,526.1899999999999 +08.08.2018 02:00:00.000,1.16055,1.16056,1.16034,1.16035,718.5799999999999 +08.08.2018 02:05:00.000,1.16036,1.16045,1.16029,1.16041,429.66999999999996 +08.08.2018 02:10:00.000,1.16042,1.16052,1.16034,1.16040,242.78 +08.08.2018 02:15:00.000,1.16040,1.16046,1.16037,1.16039,377.86 +08.08.2018 02:20:00.000,1.16040,1.16040,1.16025,1.16026,409.69 +08.08.2018 02:25:00.000,1.16026,1.16036,1.16018,1.16035,372.68 +08.08.2018 02:30:00.000,1.16035,1.16040,1.16029,1.16039,485.57 +08.08.2018 02:35:00.000,1.16039,1.16085,1.16039,1.16071,546.3 +08.08.2018 02:40:00.000,1.16072,1.16075,1.16034,1.16044,334.27 +08.08.2018 02:45:00.000,1.16044,1.16056,1.16029,1.16050,509.78 +08.08.2018 02:50:00.000,1.16050,1.16056,1.16045,1.16045,286.94 +08.08.2018 02:55:00.000,1.16047,1.16056,1.16047,1.16052,497.11 +08.08.2018 03:00:00.000,1.16051,1.16099,1.16050,1.16088,695.29 +08.08.2018 03:05:00.000,1.16087,1.16194,1.16086,1.16178,1018.5799999999999 +08.08.2018 03:10:00.000,1.16179,1.16197,1.16159,1.16193,822.51 +08.08.2018 03:15:00.000,1.16193,1.16200,1.16178,1.16182,494.93999999999994 +08.08.2018 03:20:00.000,1.16183,1.16198,1.16178,1.16185,670.97 +08.08.2018 03:25:00.000,1.16185,1.16186,1.16167,1.16174,511.49 +08.08.2018 03:30:00.000,1.16173,1.16183,1.16173,1.16179,443.83000000000004 +08.08.2018 03:35:00.000,1.16179,1.16198,1.16178,1.16183,838.5 +08.08.2018 03:40:00.000,1.16184,1.16193,1.16179,1.16191,369.52 +08.08.2018 03:45:00.000,1.16191,1.16195,1.16186,1.16194,413.21000000000004 +08.08.2018 03:50:00.000,1.16193,1.16193,1.16181,1.16186,303.05 +08.08.2018 03:55:00.000,1.16186,1.16190,1.16184,1.16186,279.58 +08.08.2018 04:00:00.000,1.16186,1.16190,1.16181,1.16187,449.6600000000001 +08.08.2018 04:05:00.000,1.16186,1.16199,1.16183,1.16196,513.06 +08.08.2018 04:10:00.000,1.16196,1.16280,1.16195,1.16269,760.74 +08.08.2018 04:15:00.000,1.16271,1.16281,1.16250,1.16255,663.15 +08.08.2018 04:20:00.000,1.16255,1.16257,1.16244,1.16255,364.67 +08.08.2018 04:25:00.000,1.16255,1.16261,1.16240,1.16240,494.51 +08.08.2018 04:30:00.000,1.16240,1.16253,1.16238,1.16239,449.18 +08.08.2018 04:35:00.000,1.16239,1.16254,1.16235,1.16245,411.91 +08.08.2018 04:40:00.000,1.16246,1.16251,1.16236,1.16244,326.42 +08.08.2018 04:45:00.000,1.16244,1.16244,1.16233,1.16238,418.8 +08.08.2018 04:50:00.000,1.16238,1.16243,1.16225,1.16238,541.74 +08.08.2018 04:55:00.000,1.16239,1.16243,1.16235,1.16236,295.64 +08.08.2018 05:00:00.000,1.16236,1.16236,1.16220,1.16225,455.6 +08.08.2018 05:05:00.000,1.16225,1.16232,1.16214,1.16232,284.46000000000004 +08.08.2018 05:10:00.000,1.16235,1.16264,1.16235,1.16259,597.39 +08.08.2018 05:15:00.000,1.16259,1.16278,1.16253,1.16254,568.58 +08.08.2018 05:20:00.000,1.16253,1.16253,1.16237,1.16244,371.26 +08.08.2018 05:25:00.000,1.16243,1.16249,1.16231,1.16236,449.76 +08.08.2018 05:30:00.000,1.16235,1.16238,1.16227,1.16230,497.4 +08.08.2018 05:35:00.000,1.16230,1.16231,1.16212,1.16215,686.37 +08.08.2018 05:40:00.000,1.16216,1.16226,1.16208,1.16209,504.72 +08.08.2018 05:45:00.000,1.16209,1.16219,1.16208,1.16210,389.41999999999996 +08.08.2018 05:50:00.000,1.16209,1.16211,1.16190,1.16192,511.03999999999996 +08.08.2018 05:55:00.000,1.16193,1.16210,1.16189,1.16189,815.64 +08.08.2018 06:00:00.000,1.16189,1.16196,1.16142,1.16143,957.15 +08.08.2018 06:05:00.000,1.16143,1.16165,1.16136,1.16138,994.0300000000001 +08.08.2018 06:10:00.000,1.16138,1.16180,1.16138,1.16164,1131.6100000000001 +08.08.2018 06:15:00.000,1.16168,1.16181,1.16129,1.16134,1043.94 +08.08.2018 06:20:00.000,1.16134,1.16139,1.16120,1.16120,1015.3000000000002 +08.08.2018 06:25:00.000,1.16124,1.16142,1.16103,1.16138,1003.5899999999999 +08.08.2018 06:30:00.000,1.16139,1.16153,1.16107,1.16136,946.2099999999999 +08.08.2018 06:35:00.000,1.16135,1.16144,1.16103,1.16131,882.1800000000001 +08.08.2018 06:40:00.000,1.16131,1.16142,1.16120,1.16130,746.77 +08.08.2018 06:45:00.000,1.16132,1.16155,1.16124,1.16139,863.8 +08.08.2018 06:50:00.000,1.16139,1.16157,1.16139,1.16151,849.8600000000001 +08.08.2018 06:55:00.000,1.16151,1.16155,1.16143,1.16151,722.78 +08.08.2018 07:00:00.000,1.16150,1.16159,1.16112,1.16150,8046.6102 +08.08.2018 07:05:00.000,1.16150,1.16222,1.16146,1.16207,889.7 +08.08.2018 07:10:00.000,1.16206,1.16240,1.16200,1.16217,1072.68 +08.08.2018 07:15:00.000,1.16220,1.16234,1.16177,1.16209,1048.48 +08.08.2018 07:20:00.000,1.16207,1.16245,1.16186,1.16229,1109.69 +08.08.2018 07:25:00.000,1.16227,1.16233,1.16177,1.16189,1128.84 +08.08.2018 07:30:00.000,1.16190,1.16200,1.16145,1.16154,1009.1800000000001 +08.08.2018 07:35:00.000,1.16154,1.16194,1.16148,1.16194,765.5200000000001 +08.08.2018 07:40:00.000,1.16195,1.16211,1.16178,1.16188,782.39 +08.08.2018 07:45:00.000,1.16188,1.16208,1.16170,1.16174,539.03 +08.08.2018 07:50:00.000,1.16176,1.16176,1.16140,1.16150,809.5699999999999 +08.08.2018 07:55:00.000,1.16149,1.16159,1.16053,1.16100,875.51 +08.08.2018 08:00:00.000,1.16100,1.16128,1.15985,1.15993,1528.53 +08.08.2018 08:05:00.000,1.15992,1.16036,1.15981,1.16010,882.46 +08.08.2018 08:10:00.000,1.16009,1.16009,1.15969,1.15981,939.51 +08.08.2018 08:15:00.000,1.15983,1.15984,1.15897,1.15910,1410.17 +08.08.2018 08:20:00.000,1.15910,1.15910,1.15838,1.15859,1378.41 +08.08.2018 08:25:00.000,1.15859,1.15903,1.15856,1.15902,1364.5 +08.08.2018 08:30:00.000,1.15904,1.15922,1.15893,1.15906,1046.72 +08.08.2018 08:35:00.000,1.15905,1.15915,1.15873,1.15880,985.0700000000002 +08.08.2018 08:40:00.000,1.15880,1.15934,1.15876,1.15932,700.0400000000001 +08.08.2018 08:45:00.000,1.15932,1.15936,1.15872,1.15885,816.91 +08.08.2018 08:50:00.000,1.15885,1.15915,1.15881,1.15910,821.67 +08.08.2018 08:55:00.000,1.15909,1.15917,1.15875,1.15885,1062.37 +08.08.2018 09:00:00.000,1.15885,1.15899,1.15857,1.15890,1102.3700000000001 +08.08.2018 09:05:00.000,1.15891,1.15933,1.15889,1.15930,880.8499999999999 +08.08.2018 09:10:00.000,1.15931,1.15971,1.15931,1.15958,1113.44 +08.08.2018 09:15:00.000,1.15958,1.15975,1.15951,1.15959,962.16 +08.08.2018 09:20:00.000,1.15961,1.15982,1.15938,1.15980,719.71 +08.08.2018 09:25:00.000,1.15980,1.16000,1.15980,1.15993,831.56 +08.08.2018 09:30:00.000,1.15993,1.15995,1.15909,1.15921,986.3399999999999 +08.08.2018 09:35:00.000,1.15921,1.15948,1.15910,1.15924,994 +08.08.2018 09:40:00.000,1.15925,1.15958,1.15910,1.15957,907.2299999999999 +08.08.2018 09:45:00.000,1.15957,1.15992,1.15957,1.15988,574.72 +08.08.2018 09:50:00.000,1.15988,1.16001,1.15955,1.15956,555.0200000000001 +08.08.2018 09:55:00.000,1.15957,1.15992,1.15952,1.15972,832.8900000000001 +08.08.2018 10:00:00.000,1.15972,1.15976,1.15939,1.15972,1028.35 +08.08.2018 10:05:00.000,1.15971,1.16001,1.15961,1.15990,961.13 +08.08.2018 10:10:00.000,1.15991,1.16000,1.15957,1.15976,677.1700000000001 +08.08.2018 10:15:00.000,1.15977,1.15989,1.15946,1.15959,857.83 +08.08.2018 10:20:00.000,1.15959,1.15974,1.15927,1.15927,1096.27 +08.08.2018 10:25:00.000,1.15927,1.16008,1.15926,1.16000,1066.0500000000002 +08.08.2018 10:30:00.000,1.15999,1.16036,1.15975,1.16027,928.03 +08.08.2018 10:35:00.000,1.16025,1.16032,1.15986,1.16008,852.6899999999999 +08.08.2018 10:40:00.000,1.16006,1.16017,1.15958,1.15958,943.25 +08.08.2018 10:45:00.000,1.15960,1.15983,1.15935,1.15968,828.6 +08.08.2018 10:50:00.000,1.15968,1.15971,1.15932,1.15951,512.2099999999999 +08.08.2018 10:55:00.000,1.15951,1.15957,1.15916,1.15947,627.8700000000001 +08.08.2018 11:00:00.000,1.15948,1.15973,1.15929,1.15943,788.3299999999999 +08.08.2018 11:05:00.000,1.15943,1.15963,1.15927,1.15963,915.8100000000001 +08.08.2018 11:10:00.000,1.15964,1.15967,1.15939,1.15947,732.0899999999999 +08.08.2018 11:15:00.000,1.15946,1.15962,1.15914,1.15914,677.01 +08.08.2018 11:20:00.000,1.15914,1.15953,1.15896,1.15953,846.91 +08.08.2018 11:25:00.000,1.15953,1.15963,1.15928,1.15959,831.1 +08.08.2018 11:30:00.000,1.15960,1.15983,1.15950,1.15983,770.1899999999999 +08.08.2018 11:35:00.000,1.15981,1.15991,1.15937,1.15937,452.97999999999996 +08.08.2018 11:40:00.000,1.15937,1.15952,1.15931,1.15932,460.39 +08.08.2018 11:45:00.000,1.15930,1.15941,1.15881,1.15885,825.14 +08.08.2018 11:50:00.000,1.15886,1.15891,1.15844,1.15845,917.91 +08.08.2018 11:55:00.000,1.15844,1.15857,1.15804,1.15832,1122.41 +08.08.2018 12:00:00.000,1.15834,1.15868,1.15830,1.15855,819.88 +08.08.2018 12:05:00.000,1.15855,1.15918,1.15849,1.15917,926.1600000000001 +08.08.2018 12:10:00.000,1.15917,1.15917,1.15889,1.15891,690.1200000000001 +08.08.2018 12:15:00.000,1.15891,1.15894,1.15861,1.15871,1026.44 +08.08.2018 12:20:00.000,1.15871,1.15882,1.15825,1.15833,1086.74 +08.08.2018 12:25:00.000,1.15833,1.15852,1.15821,1.15841,955.5699999999999 +08.08.2018 12:30:00.000,1.15841,1.15862,1.15822,1.15842,980.39 +08.08.2018 12:35:00.000,1.15841,1.15841,1.15771,1.15826,1042.99 +08.08.2018 12:40:00.000,1.15826,1.15827,1.15746,1.15761,1009.98 +08.08.2018 12:45:00.000,1.15761,1.15781,1.15732,1.15774,1216.62 +08.08.2018 12:50:00.000,1.15772,1.15802,1.15751,1.15802,780.4000000000001 +08.08.2018 12:55:00.000,1.15802,1.15841,1.15802,1.15815,825.6899999999999 +08.08.2018 13:00:00.000,1.15816,1.15831,1.15806,1.15820,947.85 +08.08.2018 13:05:00.000,1.15818,1.15843,1.15815,1.15819,751.91 +08.08.2018 13:10:00.000,1.15819,1.15857,1.15808,1.15852,563.41 +08.08.2018 13:15:00.000,1.15851,1.15903,1.15851,1.15880,1146.98 +08.08.2018 13:20:00.000,1.15880,1.15939,1.15880,1.15927,1219.8899999999999 +08.08.2018 13:25:00.000,1.15926,1.15952,1.15920,1.15950,1310.12 +08.08.2018 13:30:00.000,1.15949,1.15957,1.15924,1.15935,915.75 +08.08.2018 13:35:00.000,1.15936,1.15959,1.15933,1.15939,861.38 +08.08.2018 13:40:00.000,1.15938,1.15960,1.15930,1.15944,801.3299999999999 +08.08.2018 13:45:00.000,1.15945,1.15959,1.15930,1.15940,930.92 +08.08.2018 13:50:00.000,1.15940,1.15940,1.15905,1.15905,946.27 +08.08.2018 13:55:00.000,1.15905,1.15908,1.15877,1.15883,1140.54 +08.08.2018 14:00:00.000,1.15883,1.15958,1.15880,1.15949,1278.53 +08.08.2018 14:05:00.000,1.15948,1.15957,1.15902,1.15903,1139.25 +08.08.2018 14:10:00.000,1.15904,1.15916,1.15870,1.15870,1065.44 +08.08.2018 14:15:00.000,1.15869,1.15912,1.15868,1.15889,934.3899999999999 +08.08.2018 14:20:00.000,1.15888,1.15908,1.15880,1.15887,894.03 +08.08.2018 14:25:00.000,1.15888,1.15899,1.15873,1.15873,947.8800000000001 +08.08.2018 14:30:00.000,1.15872,1.15912,1.15863,1.15910,1014.5500000000001 +08.08.2018 14:35:00.000,1.15909,1.15930,1.15898,1.15923,829.9 +08.08.2018 14:40:00.000,1.15925,1.15959,1.15925,1.15950,842.8299999999999 +08.08.2018 14:45:00.000,1.15950,1.15972,1.15924,1.15964,798.13 +08.08.2018 14:50:00.000,1.15963,1.16002,1.15945,1.15985,984.88 +08.08.2018 14:55:00.000,1.15986,1.16058,1.15986,1.16003,1497.69 +08.08.2018 15:00:00.000,1.16004,1.16060,1.16003,1.16018,1321.13 +08.08.2018 15:05:00.000,1.16018,1.16025,1.16006,1.16019,915.01 +08.08.2018 15:10:00.000,1.16020,1.16088,1.16019,1.16081,1368.75 +08.08.2018 15:15:00.000,1.16081,1.16087,1.16053,1.16058,1161.67 +08.08.2018 15:20:00.000,1.16058,1.16068,1.16012,1.16017,1197.29 +08.08.2018 15:25:00.000,1.16018,1.16054,1.16018,1.16039,1085.11 +08.08.2018 15:30:00.000,1.16042,1.16068,1.16034,1.16058,851.2399999999999 +08.08.2018 15:35:00.000,1.16058,1.16064,1.16033,1.16035,747 +08.08.2018 15:40:00.000,1.16035,1.16038,1.15992,1.16007,1058.06 +08.08.2018 15:45:00.000,1.16007,1.16009,1.15984,1.15987,1031.84 +08.08.2018 15:50:00.000,1.15987,1.16012,1.15987,1.15996,865.53 +08.08.2018 15:55:00.000,1.15995,1.15999,1.15974,1.15978,1050.3899999999999 +08.08.2018 16:00:00.000,1.15977,1.15999,1.15973,1.15994,930.29 +08.08.2018 16:05:00.000,1.15994,1.15994,1.15975,1.15981,747.86 +08.08.2018 16:10:00.000,1.15980,1.15981,1.15958,1.15960,585.54 +08.08.2018 16:15:00.000,1.15958,1.15994,1.15950,1.15993,583.01 +08.08.2018 16:20:00.000,1.15993,1.15994,1.15966,1.15980,599.7500000000001 +08.08.2018 16:25:00.000,1.15980,1.15980,1.15948,1.15952,695.93 +08.08.2018 16:30:00.000,1.15951,1.15954,1.15932,1.15950,810.9300000000001 +08.08.2018 16:35:00.000,1.15950,1.15950,1.15905,1.15918,1049.01 +08.08.2018 16:40:00.000,1.15917,1.15940,1.15905,1.15933,856.01 +08.08.2018 16:45:00.000,1.15932,1.15933,1.15919,1.15920,841.65 +08.08.2018 16:50:00.000,1.15921,1.15937,1.15921,1.15928,675.55 +08.08.2018 16:55:00.000,1.15928,1.15948,1.15924,1.15948,497.96000000000004 +08.08.2018 17:00:00.000,1.15947,1.15965,1.15943,1.15961,491.79999999999995 +08.08.2018 17:05:00.000,1.15961,1.15999,1.15950,1.15978,928.54 +08.08.2018 17:10:00.000,1.15979,1.16015,1.15979,1.16000,1087.76 +08.08.2018 17:15:00.000,1.16001,1.16017,1.16001,1.16010,792.54 +08.08.2018 17:20:00.000,1.16008,1.16013,1.16001,1.16008,621.3199999999999 +08.08.2018 17:25:00.000,1.16008,1.16052,1.16008,1.16044,787.71 +08.08.2018 17:30:00.000,1.16044,1.16045,1.16019,1.16020,670.67 +08.08.2018 17:35:00.000,1.16020,1.16035,1.15997,1.15998,1015.9300000000001 +08.08.2018 17:40:00.000,1.15997,1.16031,1.15995,1.16027,875.49 +08.08.2018 17:45:00.000,1.16025,1.16054,1.16025,1.16029,726.33 +08.08.2018 17:50:00.000,1.16029,1.16062,1.16029,1.16058,547.84 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07:15:00.000,1.15894,1.15913,1.15882,1.15882,1011.51 +09.08.2018 07:20:00.000,1.15883,1.15897,1.15870,1.15886,1220.37 +09.08.2018 07:25:00.000,1.15886,1.15897,1.15840,1.15853,1136.96 +09.08.2018 07:30:00.000,1.15854,1.15854,1.15787,1.15798,1184.3 +09.08.2018 07:35:00.000,1.15798,1.15822,1.15760,1.15821,1505.31 +09.08.2018 07:40:00.000,1.15821,1.15851,1.15813,1.15831,1331.21 +09.08.2018 07:45:00.000,1.15831,1.15862,1.15829,1.15852,1060.24 +09.08.2018 07:50:00.000,1.15852,1.15859,1.15837,1.15851,1121.68 +09.08.2018 07:55:00.000,1.15851,1.15868,1.15827,1.15837,1112.8600000000001 +09.08.2018 08:00:00.000,1.15836,1.15891,1.15831,1.15859,1363.6000000000001 +09.08.2018 08:05:00.000,1.15858,1.15903,1.15858,1.15902,1384.78 +09.08.2018 08:10:00.000,1.15903,1.15918,1.15869,1.15878,905.3400000000001 +09.08.2018 08:15:00.000,1.15877,1.15899,1.15849,1.15899,1013.1300000000001 +09.08.2018 08:20:00.000,1.15898,1.15899,1.15845,1.15845,807.35 +09.08.2018 08:25:00.000,1.15845,1.15852,1.15819,1.15841,1043.57 +09.08.2018 08:30:00.000,1.15842,1.15858,1.15840,1.15845,823.24 +09.08.2018 08:35:00.000,1.15845,1.15891,1.15839,1.15861,1262.2199999999998 +09.08.2018 08:40:00.000,1.15864,1.15877,1.15845,1.15870,1180.33 +09.08.2018 08:45:00.000,1.15870,1.15903,1.15860,1.15883,1222.1100000000001 +09.08.2018 08:50:00.000,1.15882,1.15897,1.15851,1.15887,1128.6 +09.08.2018 08:55:00.000,1.15887,1.15928,1.15882,1.15928,1366.19 +09.08.2018 09:00:00.000,1.15928,1.15946,1.15910,1.15911,1287.3700000000001 +09.08.2018 09:05:00.000,1.15913,1.15917,1.15881,1.15890,1194.11 +09.08.2018 09:10:00.000,1.15890,1.15908,1.15881,1.15883,1111.08 +09.08.2018 09:15:00.000,1.15883,1.15893,1.15866,1.15874,874.77 +09.08.2018 09:20:00.000,1.15875,1.15923,1.15872,1.15912,1228.46 +09.08.2018 09:25:00.000,1.15912,1.15973,1.15912,1.15963,1234.3500000000001 +09.08.2018 09:30:00.000,1.15962,1.15977,1.15930,1.15936,1260.04 +09.08.2018 09:35:00.000,1.15937,1.15959,1.15932,1.15953,656.02 +09.08.2018 09:40:00.000,1.15953,1.15988,1.15950,1.15977,1157.33 +09.08.2018 09:45:00.000,1.15977,1.15981,1.15930,1.15955,1146.32 +09.08.2018 09:50:00.000,1.15954,1.15971,1.15942,1.15942,1047.31 +09.08.2018 09:55:00.000,1.15942,1.15946,1.15910,1.15943,1447.19 +09.08.2018 10:00:00.000,1.15942,1.15972,1.15935,1.15953,913.5899999999999 +09.08.2018 10:05:00.000,1.15955,1.15977,1.15949,1.15974,1104.95 +09.08.2018 10:10:00.000,1.15975,1.16018,1.15971,1.15998,1166.91 +09.08.2018 10:15:00.000,1.15997,1.16067,1.15987,1.16051,1396.29 +09.08.2018 10:20:00.000,1.16051,1.16072,1.16024,1.16025,1559.32 +09.08.2018 10:25:00.000,1.16025,1.16036,1.16001,1.16017,1433.73 +09.08.2018 10:30:00.000,1.16015,1.16016,1.15970,1.15975,1543.64 +09.08.2018 10:35:00.000,1.15975,1.15993,1.15963,1.15983,1047.2 +09.08.2018 10:40:00.000,1.15982,1.16004,1.15955,1.15955,1142.6399999999999 +09.08.2018 10:45:00.000,1.15955,1.15988,1.15955,1.15974,1170.88 +09.08.2018 10:50:00.000,1.15973,1.15988,1.15944,1.15946,1188.29 +09.08.2018 10:55:00.000,1.15947,1.15954,1.15920,1.15936,1019.6099999999999 +09.08.2018 11:00:00.000,1.15935,1.15937,1.15909,1.15915,1126.84 +09.08.2018 11:05:00.000,1.15916,1.15932,1.15910,1.15917,1003.3199999999999 +09.08.2018 11:10:00.000,1.15916,1.15936,1.15892,1.15899,1038.49 +09.08.2018 11:15:00.000,1.15899,1.15902,1.15890,1.15895,732.5 +09.08.2018 11:20:00.000,1.15896,1.15923,1.15884,1.15922,1144.83 +09.08.2018 11:25:00.000,1.15922,1.15940,1.15918,1.15927,903.4300000000001 +09.08.2018 11:30:00.000,1.15927,1.15937,1.15917,1.15929,587.34 +09.08.2018 11:35:00.000,1.15929,1.15949,1.15927,1.15943,928.13 +09.08.2018 11:40:00.000,1.15944,1.15949,1.15933,1.15937,760.54 +09.08.2018 11:45:00.000,1.15937,1.15939,1.15900,1.15932,927.66 +09.08.2018 11:50:00.000,1.15935,1.15942,1.15878,1.15882,980.73 +09.08.2018 11:55:00.000,1.15885,1.15897,1.15878,1.15893,1066.8500000000001 +09.08.2018 12:00:00.000,1.15892,1.15900,1.15876,1.15891,801.8 +09.08.2018 12:05:00.000,1.15890,1.15928,1.15889,1.15906,1072.13 +09.08.2018 12:10:00.000,1.15905,1.15933,1.15900,1.15922,927.75 +09.08.2018 12:15:00.000,1.15922,1.15935,1.15901,1.15909,919.5300000000001 +09.08.2018 12:20:00.000,1.15909,1.15951,1.15909,1.15940,986.21 +09.08.2018 12:25:00.000,1.15939,1.15943,1.15927,1.15934,914.36 +09.08.2018 12:30:00.000,1.15935,1.15997,1.15932,1.15991,1376.37 +09.08.2018 12:35:00.000,1.15991,1.15997,1.15929,1.15969,1843.97 +09.08.2018 12:40:00.000,1.15970,1.15980,1.15916,1.15917,1280.34 +09.08.2018 12:45:00.000,1.15918,1.15929,1.15899,1.15911,1018.8399999999999 +09.08.2018 12:50:00.000,1.15910,1.15962,1.15902,1.15949,1184.9299999999998 +09.08.2018 12:55:00.000,1.15949,1.15996,1.15942,1.15991,1190.7799999999997 +09.08.2018 13:00:00.000,1.15990,1.15991,1.15944,1.15967,1330.78 +09.08.2018 13:05:00.000,1.15969,1.15982,1.15919,1.15920,1623.21 +09.08.2018 13:10:00.000,1.15922,1.15929,1.15875,1.15878,1465.76 +09.08.2018 13:15:00.000,1.15879,1.15905,1.15870,1.15905,877.81 +09.08.2018 13:20:00.000,1.15906,1.15920,1.15900,1.15905,1190.8799999999999 +09.08.2018 13:25:00.000,1.15906,1.15935,1.15904,1.15917,837.1600000000001 +09.08.2018 13:30:00.000,1.15919,1.15936,1.15906,1.15906,1193.16 +09.08.2018 13:35:00.000,1.15906,1.15912,1.15864,1.15864,1418.5099999999998 +09.08.2018 13:40:00.000,1.15865,1.15878,1.15848,1.15860,1259.3400000000001 +09.08.2018 13:45:00.000,1.15862,1.15892,1.15856,1.15882,1108.82 +09.08.2018 13:50:00.000,1.15881,1.15951,1.15871,1.15935,1122.93 +09.08.2018 13:55:00.000,1.15936,1.15936,1.15894,1.15917,1114.25 +09.08.2018 14:00:00.000,1.15919,1.15945,1.15894,1.15912,1367.9199999999998 +09.08.2018 14:05:00.000,1.15912,1.15957,1.15899,1.15916,1149.23 +09.08.2018 14:10:00.000,1.15916,1.15923,1.15898,1.15902,1030.56 +09.08.2018 14:15:00.000,1.15902,1.15927,1.15902,1.15918,976.0799999999999 +09.08.2018 14:20:00.000,1.15917,1.15920,1.15830,1.15850,1130.63 +09.08.2018 14:25:00.000,1.15850,1.15869,1.15816,1.15845,1058.4899999999998 +09.08.2018 14:30:00.000,1.15843,1.15848,1.15811,1.15818,1099.21 +09.08.2018 14:35:00.000,1.15819,1.15831,1.15801,1.15809,874.0300000000001 +09.08.2018 14:40:00.000,1.15808,1.15827,1.15791,1.15801,1109.47 +09.08.2018 14:45:00.000,1.15801,1.15802,1.15780,1.15791,1176.34 +09.08.2018 14:50:00.000,1.15790,1.15814,1.15771,1.15791,1315.9 +09.08.2018 14:55:00.000,1.15791,1.15794,1.15666,1.15730,1528.29 +09.08.2018 15:00:00.000,1.15732,1.15747,1.15715,1.15731,1404.6399999999999 +09.08.2018 15:05:00.000,1.15735,1.15750,1.15681,1.15683,1340.75 +09.08.2018 15:10:00.000,1.15683,1.15693,1.15645,1.15693,1191.42 +09.08.2018 15:15:00.000,1.15692,1.15704,1.15670,1.15684,1140.8899999999999 +09.08.2018 15:20:00.000,1.15685,1.15700,1.15651,1.15674,1115.31 +09.08.2018 15:25:00.000,1.15676,1.15722,1.15663,1.15719,1299.68 +09.08.2018 15:30:00.000,1.15719,1.15733,1.15703,1.15709,1116.8400000000001 +09.08.2018 15:35:00.000,1.15709,1.15711,1.15691,1.15705,666.93 +09.08.2018 15:40:00.000,1.15705,1.15740,1.15702,1.15706,760.4100000000001 +09.08.2018 15:45:00.000,1.15707,1.15708,1.15653,1.15659,932.62 +09.08.2018 15:50:00.000,1.15660,1.15661,1.15611,1.15637,916.2400000000001 +09.08.2018 15:55:00.000,1.15641,1.15673,1.15633,1.15652,1023.6999999999999 +09.08.2018 16:00:00.000,1.15653,1.15658,1.15600,1.15623,1207.44 +09.08.2018 16:05:00.000,1.15622,1.15646,1.15611,1.15616,913.9699999999999 +09.08.2018 16:10:00.000,1.15616,1.15618,1.15561,1.15592,1305.69 +09.08.2018 16:15:00.000,1.15592,1.15619,1.15575,1.15613,951.4200000000001 +09.08.2018 16:20:00.000,1.15613,1.15650,1.15610,1.15646,897.6200000000001 +09.08.2018 16:25:00.000,1.15646,1.15676,1.15640,1.15659,718.0699999999999 +09.08.2018 16:30:00.000,1.15659,1.15668,1.15621,1.15623,952.57 +09.08.2018 16:35:00.000,1.15623,1.15631,1.15605,1.15613,864.51 +09.08.2018 16:40:00.000,1.15615,1.15618,1.15576,1.15599,808.8499999999999 +09.08.2018 16:45:00.000,1.15596,1.15598,1.15570,1.15585,862.4399999999999 +09.08.2018 16:50:00.000,1.15584,1.15598,1.15559,1.15584,718.3000000000001 +09.08.2018 16:55:00.000,1.15584,1.15590,1.15559,1.15571,1064.33 +09.08.2018 17:00:00.000,1.15570,1.15576,1.15510,1.15522,1091.96 +09.08.2018 17:05:00.000,1.15523,1.15527,1.15505,1.15506,887.75 +09.08.2018 17:10:00.000,1.15505,1.15540,1.15489,1.15538,1187 +09.08.2018 17:15:00.000,1.15538,1.15551,1.15506,1.15510,1011.19 +09.08.2018 17:20:00.000,1.15511,1.15542,1.15509,1.15542,554.35 +09.08.2018 17:25:00.000,1.15542,1.15567,1.15542,1.15547,669.9399999999999 +09.08.2018 17:30:00.000,1.15547,1.15566,1.15542,1.15566,699.07 +09.08.2018 17:35:00.000,1.15565,1.15572,1.15539,1.15540,639.5699999999999 +09.08.2018 17:40:00.000,1.15541,1.15554,1.15540,1.15552,185.72 +09.08.2018 17:45:00.000,1.15552,1.15579,1.15551,1.15577,613.5600000000001 +09.08.2018 17:50:00.000,1.15578,1.15592,1.15560,1.15580,573.1800000000001 +09.08.2018 17:55:00.000,1.15581,1.15592,1.15568,1.15575,941.6 +09.08.2018 18:00:00.000,1.15575,1.15575,1.15529,1.15552,1010.66 +09.08.2018 18:05:00.000,1.15552,1.15557,1.15541,1.15552,447.07 +09.08.2018 18:10:00.000,1.15553,1.15555,1.15516,1.15531,587.67 +09.08.2018 18:15:00.000,1.15532,1.15535,1.15504,1.15521,628.63 +09.08.2018 18:20:00.000,1.15521,1.15526,1.15493,1.15526,675.8799999999999 +09.08.2018 18:25:00.000,1.15525,1.15528,1.15499,1.15501,556.12 +09.08.2018 18:30:00.000,1.15500,1.15532,1.15490,1.15532,923.9300000000001 +09.08.2018 18:35:00.000,1.15532,1.15566,1.15532,1.15544,684.5 +09.08.2018 18:40:00.000,1.15544,1.15545,1.15531,1.15539,619.44 +09.08.2018 18:45:00.000,1.15539,1.15539,1.15505,1.15521,878.81 +09.08.2018 18:50:00.000,1.15521,1.15525,1.15489,1.15490,824.39 +09.08.2018 18:55:00.000,1.15490,1.15491,1.15420,1.15424,1381.41 +09.08.2018 19:00:00.000,1.15423,1.15437,1.15409,1.15424,668.49 +09.08.2018 19:05:00.000,1.15425,1.15430,1.15369,1.15369,851.45 +09.08.2018 19:10:00.000,1.15368,1.15396,1.15354,1.15395,800.44 +09.08.2018 19:15:00.000,1.15395,1.15402,1.15379,1.15397,658.7600000000001 +09.08.2018 19:20:00.000,1.15398,1.15398,1.15361,1.15370,572.78 +09.08.2018 19:25:00.000,1.15371,1.15392,1.15364,1.15391,451.58000000000004 +09.08.2018 19:30:00.000,1.15391,1.15394,1.15370,1.15376,487.72999999999996 +09.08.2018 19:35:00.000,1.15375,1.15378,1.15352,1.15354,424.11 +09.08.2018 19:40:00.000,1.15354,1.15367,1.15274,1.15287,839.94 +09.08.2018 19:45:00.000,1.15285,1.15346,1.15254,1.15323,1079.51 +09.08.2018 19:50:00.000,1.15323,1.15332,1.15296,1.15324,629.97 +09.08.2018 19:55:00.000,1.15324,1.15329,1.15262,1.15292,913.36 +09.08.2018 20:00:00.000,1.15291,1.15327,1.15290,1.15315,505.59 +09.08.2018 20:05:00.000,1.15315,1.15321,1.15305,1.15321,384.84999999999997 +09.08.2018 20:10:00.000,1.15320,1.15334,1.15320,1.15322,451.69 +09.08.2018 20:15:00.000,1.15323,1.15323,1.15294,1.15295,404.31999999999994 +09.08.2018 20:20:00.000,1.15295,1.15298,1.15265,1.15282,490.29999999999995 +09.08.2018 20:25:00.000,1.15281,1.15300,1.15281,1.15300,434.88 +09.08.2018 20:30:00.000,1.15301,1.15306,1.15298,1.15306,335.56999999999994 +09.08.2018 20:35:00.000,1.15305,1.15313,1.15299,1.15305,489.55 +09.08.2018 20:40:00.000,1.15304,1.15305,1.15287,1.15294,488.13 +09.08.2018 20:45:00.000,1.15295,1.15297,1.15279,1.15290,428.53000000000003 +09.08.2018 20:50:00.000,1.15289,1.15306,1.15278,1.15299,548.73 +09.08.2018 20:55:00.000,1.15300,1.15301,1.15261,1.15267,427.39 +09.08.2018 21:00:00.000,1.15266,1.15299,1.15260,1.15296,136.48000000000002 +09.08.2018 21:05:00.000,1.15296,1.15296,1.15269,1.15283,350.94 +09.08.2018 21:10:00.000,1.15283,1.15284,1.15274,1.15277,320.69 +09.08.2018 21:15:00.000,1.15276,1.15298,1.15275,1.15288,111.83 +09.08.2018 21:20:00.000,1.15287,1.15289,1.15266,1.15267,550.0799999999999 +09.08.2018 21:25:00.000,1.15267,1.15270,1.15263,1.15269,196.95 +09.08.2018 21:30:00.000,1.15269,1.15283,1.15260,1.15278,265.34 +09.08.2018 21:35:00.000,1.15278,1.15285,1.15274,1.15275,300.12999999999994 +09.08.2018 21:40:00.000,1.15276,1.15282,1.15273,1.15275,220.54000000000002 +09.08.2018 21:45:00.000,1.15276,1.15291,1.15276,1.15289,236.95 +09.08.2018 21:50:00.000,1.15289,1.15293,1.15271,1.15279,223.83999999999997 +09.08.2018 21:55:00.000,1.15279,1.15281,1.15261,1.15280,383.68000000000006 +09.08.2018 22:00:00.000,1.15281,1.15289,1.15270,1.15272,241.74 +09.08.2018 22:05:00.000,1.15272,1.15298,1.15272,1.15285,435.78 +09.08.2018 22:10:00.000,1.15285,1.15287,1.15275,1.15287,324.56000000000006 +09.08.2018 22:15:00.000,1.15286,1.15290,1.15276,1.15290,299.88 +09.08.2018 22:20:00.000,1.15291,1.15296,1.15280,1.15291,266.44 +09.08.2018 22:25:00.000,1.15291,1.15293,1.15285,1.15291,187.16 +09.08.2018 22:30:00.000,1.15292,1.15292,1.15275,1.15277,272.42 +09.08.2018 22:35:00.000,1.15277,1.15282,1.15264,1.15264,311.72 +09.08.2018 22:40:00.000,1.15263,1.15263,1.15216,1.15216,515.47 +09.08.2018 22:45:00.000,1.15216,1.15231,1.15214,1.15231,454.66999999999996 +09.08.2018 22:50:00.000,1.15231,1.15244,1.15220,1.15226,389.78999999999996 +09.08.2018 22:55:00.000,1.15225,1.15226,1.15200,1.15204,533.38 +09.08.2018 23:00:00.000,1.15205,1.15215,1.15200,1.15215,327.4 +09.08.2018 23:05:00.000,1.15216,1.15221,1.15162,1.15173,576.44 +09.08.2018 23:10:00.000,1.15171,1.15217,1.15171,1.15207,445.3 +09.08.2018 23:15:00.000,1.15207,1.15234,1.15207,1.15221,351.21 +09.08.2018 23:20:00.000,1.15222,1.15240,1.15220,1.15233,420.28000000000003 +09.08.2018 23:25:00.000,1.15233,1.15233,1.15194,1.15204,545.06 +09.08.2018 23:30:00.000,1.15205,1.15215,1.15189,1.15195,441.27000000000004 +09.08.2018 23:35:00.000,1.15194,1.15226,1.15190,1.15226,436.47 +09.08.2018 23:40:00.000,1.15226,1.15237,1.15210,1.15215,357.84 +09.08.2018 23:45:00.000,1.15216,1.15218,1.15206,1.15211,170.08000000000004 +09.08.2018 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03:30:00.000,1.15348,1.15352,1.15334,1.15334,529.66 +10.08.2018 03:35:00.000,1.15334,1.15341,1.15327,1.15338,383.97999999999996 +10.08.2018 03:40:00.000,1.15338,1.15339,1.15326,1.15326,392.86 +10.08.2018 03:45:00.000,1.15327,1.15333,1.15319,1.15331,356.43 +10.08.2018 03:50:00.000,1.15330,1.15341,1.15327,1.15332,391.41999999999996 +10.08.2018 03:55:00.000,1.15332,1.15334,1.15323,1.15325,344.67 +10.08.2018 04:00:00.000,1.15324,1.15327,1.15315,1.15316,369.65 +10.08.2018 04:05:00.000,1.15316,1.15317,1.15296,1.15297,346.43 +10.08.2018 04:10:00.000,1.15296,1.15299,1.15287,1.15292,336.64 +10.08.2018 04:15:00.000,1.15293,1.15313,1.15284,1.15313,487.71 +10.08.2018 04:20:00.000,1.15315,1.15329,1.15307,1.15313,604.32 +10.08.2018 04:25:00.000,1.15312,1.15314,1.15288,1.15295,597.51 +10.08.2018 04:30:00.000,1.15295,1.15308,1.15294,1.15298,569.52 +10.08.2018 04:35:00.000,1.15298,1.15303,1.15277,1.15278,494.76 +10.08.2018 04:40:00.000,1.15278,1.15279,1.15241,1.15252,641.4300000000001 +10.08.2018 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05:55:00.000,1.14580,1.14633,1.14567,1.14632,979.3899999999999 +10.08.2018 06:00:00.000,1.14630,1.14644,1.14566,1.14622,1284 +10.08.2018 06:05:00.000,1.14620,1.14620,1.14538,1.14553,1355.04 +10.08.2018 06:10:00.000,1.14553,1.14553,1.14373,1.14419,2188.98 +10.08.2018 06:15:00.000,1.14419,1.14467,1.14319,1.14402,2444.03 +10.08.2018 06:20:00.000,1.14402,1.14597,1.14401,1.14503,2403.67 +10.08.2018 06:25:00.000,1.14502,1.14592,1.14486,1.14592,2011.73 +10.08.2018 06:30:00.000,1.14594,1.14703,1.14555,1.14701,2176.71 +10.08.2018 06:35:00.000,1.14699,1.14707,1.14632,1.14674,2066.62 +10.08.2018 06:40:00.000,1.14675,1.14684,1.14576,1.14669,1644.08 +10.08.2018 06:45:00.000,1.14668,1.14687,1.14618,1.14656,1478.59 +10.08.2018 06:50:00.000,1.14657,1.14681,1.14607,1.14651,1587.74 +10.08.2018 06:55:00.000,1.14652,1.14746,1.14641,1.14682,1615.9199999999998 +10.08.2018 07:00:00.000,1.14687,1.14700,1.14590,1.14699,1668.44 +10.08.2018 07:05:00.000,1.14698,1.14717,1.14610,1.14612,1860.65 +10.08.2018 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07:05:00.000,1.13936,1.13951,1.13890,1.13913,1236.03 +13.08.2018 07:10:00.000,1.13913,1.13964,1.13890,1.13893,1536.57 +13.08.2018 07:15:00.000,1.13892,1.13930,1.13840,1.13864,1507.79 +13.08.2018 07:20:00.000,1.13865,1.13865,1.13814,1.13849,1376.9199999999998 +13.08.2018 07:25:00.000,1.13849,1.13855,1.13811,1.13813,1167.56 +13.08.2018 07:30:00.000,1.13812,1.13820,1.13702,1.13726,1480.6000000000001 +13.08.2018 07:35:00.000,1.13726,1.13741,1.13678,1.13740,1210.97 +13.08.2018 07:40:00.000,1.13740,1.13756,1.13698,1.13698,1256.98 +13.08.2018 07:45:00.000,1.13702,1.13748,1.13690,1.13716,1208.23 +13.08.2018 07:50:00.000,1.13714,1.13749,1.13676,1.13747,972.82 +13.08.2018 07:55:00.000,1.13750,1.13782,1.13710,1.13744,1162.28 +13.08.2018 08:00:00.000,1.13743,1.13746,1.13713,1.13730,921.58 +13.08.2018 08:05:00.000,1.13730,1.13751,1.13708,1.13718,938.9300000000001 +13.08.2018 08:10:00.000,1.13718,1.13735,1.13655,1.13730,1381.6699999999998 +13.08.2018 08:15:00.000,1.13729,1.13770,1.13720,1.13720,1161.37 +13.08.2018 08:20:00.000,1.13719,1.13798,1.13710,1.13784,1072.96 +13.08.2018 08:25:00.000,1.13784,1.13846,1.13768,1.13839,1197.9299999999998 +13.08.2018 08:30:00.000,1.13838,1.13856,1.13799,1.13810,1247.51 +13.08.2018 08:35:00.000,1.13810,1.13884,1.13779,1.13840,1083.67 +13.08.2018 08:40:00.000,1.13838,1.13877,1.13820,1.13844,1126.87 +13.08.2018 08:45:00.000,1.13843,1.13853,1.13793,1.13853,984.54 +13.08.2018 08:50:00.000,1.13852,1.13853,1.13757,1.13790,890.1800000000001 +13.08.2018 08:55:00.000,1.13789,1.13849,1.13789,1.13829,1026.78 +13.08.2018 09:00:00.000,1.13827,1.13858,1.13807,1.13837,1398.6299999999999 +13.08.2018 09:05:00.000,1.13836,1.13851,1.13811,1.13813,1827.72 +13.08.2018 09:10:00.000,1.13813,1.13818,1.13792,1.13804,807.4 +13.08.2018 09:15:00.000,1.13806,1.13809,1.13738,1.13750,950.4900000000001 +13.08.2018 09:20:00.000,1.13749,1.13778,1.13745,1.13761,726.79 +13.08.2018 09:25:00.000,1.13761,1.13842,1.13759,1.13828,1042.93 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10:40:00.000,1.13869,1.13917,1.13866,1.13907,728.8599999999999 +13.08.2018 10:45:00.000,1.13907,1.13911,1.13797,1.13808,981.9 +13.08.2018 10:50:00.000,1.13808,1.13847,1.13796,1.13814,796.99 +13.08.2018 10:55:00.000,1.13814,1.13814,1.13768,1.13786,848 +13.08.2018 11:00:00.000,1.13787,1.13803,1.13760,1.13795,919.97 +13.08.2018 11:05:00.000,1.13796,1.13796,1.13745,1.13758,913.5899999999999 +13.08.2018 11:10:00.000,1.13758,1.13784,1.13732,1.13779,624.73 +13.08.2018 11:15:00.000,1.13778,1.13788,1.13744,1.13755,953.6899999999999 +13.08.2018 11:20:00.000,1.13752,1.13767,1.13745,1.13762,825.06 +13.08.2018 11:25:00.000,1.13762,1.13767,1.13731,1.13738,1035.86 +13.08.2018 11:30:00.000,1.13738,1.13760,1.13718,1.13760,1121.49 +13.08.2018 11:35:00.000,1.13760,1.13786,1.13735,1.13746,1397.48 +13.08.2018 11:40:00.000,1.13746,1.13838,1.13737,1.13824,1144.3 +13.08.2018 11:45:00.000,1.13822,1.13846,1.13820,1.13836,1203.27 +13.08.2018 11:50:00.000,1.13836,1.14017,1.13827,1.14017,1714.32 +13.08.2018 11:55:00.000,1.14019,1.14133,1.13928,1.14003,2480.8 +13.08.2018 12:00:00.000,1.14005,1.14049,1.13923,1.13933,2229.1 +13.08.2018 12:05:00.000,1.13934,1.14048,1.13889,1.13926,2310.0899999999997 +13.08.2018 12:10:00.000,1.13926,1.14067,1.13917,1.14023,1572.4999999999998 +13.08.2018 12:15:00.000,1.14025,1.14029,1.13948,1.13982,1258.57 +13.08.2018 12:20:00.000,1.13983,1.14034,1.13980,1.14016,1458.3999999999999 +13.08.2018 12:25:00.000,1.14018,1.14149,1.14013,1.14121,1809.32 +13.08.2018 12:30:00.000,1.14122,1.14132,1.14053,1.14059,1359.52 +13.08.2018 12:35:00.000,1.14058,1.14105,1.14038,1.14043,1525.0700000000002 +13.08.2018 12:40:00.000,1.14043,1.14098,1.14027,1.14079,1227.9 +13.08.2018 12:45:00.000,1.14079,1.14169,1.14059,1.14169,1069.47 +13.08.2018 12:50:00.000,1.14170,1.14245,1.14163,1.14192,1382.67 +13.08.2018 12:55:00.000,1.14190,1.14195,1.14148,1.14167,1246.8 +13.08.2018 13:00:00.000,1.14166,1.14208,1.14139,1.14195,1286.96 +13.08.2018 13:05:00.000,1.14196,1.14202,1.14152,1.14167,1476.04 +13.08.2018 13:10:00.000,1.14165,1.14237,1.14154,1.14222,1662.49 +13.08.2018 13:15:00.000,1.14221,1.14221,1.14152,1.14186,1439.6799999999998 +13.08.2018 13:20:00.000,1.14184,1.14206,1.14176,1.14181,933.87 +13.08.2018 13:25:00.000,1.14180,1.14300,1.14165,1.14279,1156.71 +13.08.2018 13:30:00.000,1.14277,1.14277,1.14217,1.14253,1160.19 +13.08.2018 13:35:00.000,1.14254,1.14269,1.14200,1.14256,1510.44 +13.08.2018 13:40:00.000,1.14256,1.14328,1.14256,1.14288,1732.6499999999999 +13.08.2018 13:45:00.000,1.14284,1.14302,1.14253,1.14298,1547.9099999999999 +13.08.2018 13:50:00.000,1.14298,1.14303,1.14272,1.14292,1352.48 +13.08.2018 13:55:00.000,1.14292,1.14310,1.14271,1.14278,1219.53 +13.08.2018 14:00:00.000,1.14281,1.14284,1.14231,1.14248,1349.23 +13.08.2018 14:05:00.000,1.14247,1.14273,1.14195,1.14243,1496.67 +13.08.2018 14:10:00.000,1.14242,1.14257,1.14197,1.14217,1362.95 +13.08.2018 14:15:00.000,1.14219,1.14276,1.14209,1.14249,1211.89 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16:45:00.000,1.13915,1.13922,1.13880,1.13886,1144.5700000000002 +13.08.2018 16:50:00.000,1.13886,1.13918,1.13867,1.13891,1296.1699999999998 +13.08.2018 16:55:00.000,1.13893,1.13936,1.13893,1.13936,1135.8200000000002 +13.08.2018 17:00:00.000,1.13937,1.13944,1.13853,1.13877,1142.84 +13.08.2018 17:05:00.000,1.13877,1.13925,1.13871,1.13896,1103.12 +13.08.2018 17:10:00.000,1.13899,1.13959,1.13889,1.13952,1314.94 +13.08.2018 17:15:00.000,1.13952,1.13973,1.13947,1.13966,1022.25 +13.08.2018 17:20:00.000,1.13967,1.13982,1.13942,1.13951,1056.56 +13.08.2018 17:25:00.000,1.13952,1.14000,1.13950,1.13966,1084.1 +13.08.2018 17:30:00.000,1.13966,1.14007,1.13966,1.13995,1155.88 +13.08.2018 17:35:00.000,1.13995,1.14014,1.13971,1.14001,740.31 +13.08.2018 17:40:00.000,1.14002,1.14005,1.13955,1.13977,1152.45 +13.08.2018 17:45:00.000,1.13978,1.14023,1.13935,1.13942,1345.45 +13.08.2018 17:50:00.000,1.13942,1.13983,1.13938,1.13976,944.8700000000001 +13.08.2018 17:55:00.000,1.13977,1.14013,1.13965,1.13966,822.5100000000001 +13.08.2018 18:00:00.000,1.13965,1.13992,1.13955,1.13991,1067.71 +13.08.2018 18:05:00.000,1.13990,1.13993,1.13947,1.13961,1089 +13.08.2018 18:10:00.000,1.13961,1.13972,1.13954,1.13957,494.95 +13.08.2018 18:15:00.000,1.13957,1.13978,1.13957,1.13971,632.97 +13.08.2018 18:20:00.000,1.13971,1.14007,1.13970,1.13988,921.35 +13.08.2018 18:25:00.000,1.13987,1.13991,1.13950,1.13952,712.16 +13.08.2018 18:30:00.000,1.13952,1.13974,1.13952,1.13972,770.1199999999999 +13.08.2018 18:35:00.000,1.13972,1.13973,1.13955,1.13973,767.48 +13.08.2018 18:40:00.000,1.13975,1.13989,1.13972,1.13983,613.4000000000001 +13.08.2018 18:45:00.000,1.13982,1.13982,1.13941,1.13953,874.8499999999999 +13.08.2018 18:50:00.000,1.13953,1.13967,1.13945,1.13965,1133.87 +13.08.2018 18:55:00.000,1.13966,1.13971,1.13932,1.13936,920.63 +13.08.2018 19:00:00.000,1.13936,1.13940,1.13892,1.13898,782.0400000000001 +13.08.2018 19:05:00.000,1.13898,1.13903,1.13861,1.13872,722.59 +13.08.2018 19:10:00.000,1.13872,1.13889,1.13861,1.13867,563.77 +13.08.2018 19:15:00.000,1.13867,1.13883,1.13864,1.13877,611.27 +13.08.2018 19:20:00.000,1.13878,1.13902,1.13877,1.13898,685.29 +13.08.2018 19:25:00.000,1.13898,1.13929,1.13888,1.13929,904.5899999999999 +13.08.2018 19:30:00.000,1.13927,1.13928,1.13912,1.13912,649.87 +13.08.2018 19:35:00.000,1.13912,1.13934,1.13912,1.13933,449.51 +13.08.2018 19:40:00.000,1.13933,1.13939,1.13922,1.13932,597.4399999999999 +13.08.2018 19:45:00.000,1.13932,1.13941,1.13921,1.13939,747.23 +13.08.2018 19:50:00.000,1.13939,1.13940,1.13921,1.13928,831.1400000000001 +13.08.2018 19:55:00.000,1.13927,1.13973,1.13913,1.13973,988.01 +13.08.2018 20:00:00.000,1.13973,1.13987,1.13960,1.13970,763.52 +13.08.2018 20:05:00.000,1.13970,1.13994,1.13969,1.13994,473.74 +13.08.2018 20:10:00.000,1.13994,1.14022,1.13994,1.14013,918.8800000000001 +13.08.2018 20:15:00.000,1.14011,1.14030,1.14000,1.14020,456.51 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23:55:00.000,1.14009,1.14009,1.13999,1.14004,359.83 +14.08.2018 00:00:00.000,1.14004,1.14006,1.13973,1.13980,818.49 +14.08.2018 00:05:00.000,1.13978,1.13979,1.13950,1.13967,936.3899999999999 +14.08.2018 00:10:00.000,1.13968,1.13970,1.13953,1.13956,757.77 +14.08.2018 00:15:00.000,1.13956,1.13986,1.13949,1.13983,449.08000000000004 +14.08.2018 00:20:00.000,1.13985,1.14022,1.13985,1.14006,633.49 +14.08.2018 00:25:00.000,1.14006,1.14045,1.14005,1.14040,626.4399999999999 +14.08.2018 00:30:00.000,1.14040,1.14052,1.14030,1.14031,475.69 +14.08.2018 00:35:00.000,1.14031,1.14036,1.14021,1.14021,406.67 +14.08.2018 00:40:00.000,1.14021,1.14054,1.14020,1.14023,502.78 +14.08.2018 00:45:00.000,1.14023,1.14025,1.13999,1.14015,690.5 +14.08.2018 00:50:00.000,1.14017,1.14036,1.14015,1.14019,405.9 +14.08.2018 00:55:00.000,1.14020,1.14040,1.14011,1.14030,786.36 +14.08.2018 01:00:00.000,1.14029,1.14091,1.14019,1.14068,1127.44 +14.08.2018 01:05:00.000,1.14069,1.14071,1.14055,1.14061,495.28 +14.08.2018 01:10:00.000,1.14062,1.14066,1.14054,1.14065,540.3399999999999 +14.08.2018 01:15:00.000,1.14065,1.14086,1.14031,1.14041,683.93 +14.08.2018 01:20:00.000,1.14041,1.14066,1.14030,1.14032,541.6 +14.08.2018 01:25:00.000,1.14032,1.14061,1.14030,1.14050,680.3400000000001 +14.08.2018 01:30:00.000,1.14050,1.14076,1.14013,1.14076,854.1 +14.08.2018 01:35:00.000,1.14075,1.14091,1.14065,1.14082,871.68 +14.08.2018 01:40:00.000,1.14081,1.14100,1.14065,1.14087,643.58 +14.08.2018 01:45:00.000,1.14088,1.14091,1.14072,1.14082,721.75 +14.08.2018 01:50:00.000,1.14084,1.14101,1.14081,1.14097,719.4000000000001 +14.08.2018 01:55:00.000,1.14096,1.14109,1.14075,1.14076,776.8700000000001 +14.08.2018 02:00:00.000,1.14075,1.14075,1.14038,1.14055,923.5500000000001 +14.08.2018 02:05:00.000,1.14056,1.14077,1.14046,1.14062,673.15 +14.08.2018 02:10:00.000,1.14061,1.14075,1.14051,1.14070,526 +14.08.2018 02:15:00.000,1.14069,1.14102,1.14057,1.14091,719.78 +14.08.2018 02:20:00.000,1.14091,1.14125,1.14076,1.14122,595.86 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05:55:00.000,1.14085,1.14094,1.14077,1.14083,453.32000000000005 +14.08.2018 06:00:00.000,1.14084,1.14094,1.14039,1.14040,1027.08 +14.08.2018 06:05:00.000,1.14038,1.14146,1.14028,1.14130,1134.5 +14.08.2018 06:10:00.000,1.14129,1.14176,1.14123,1.14176,1469.17 +14.08.2018 06:15:00.000,1.14176,1.14248,1.14157,1.14233,1393.51 +14.08.2018 06:20:00.000,1.14234,1.14246,1.14204,1.14224,1268.79 +14.08.2018 06:25:00.000,1.14223,1.14276,1.14223,1.14269,1681.35 +14.08.2018 06:30:00.000,1.14270,1.14271,1.14187,1.14206,1742.35 +14.08.2018 06:35:00.000,1.14207,1.14238,1.14191,1.14207,1549.96 +14.08.2018 06:40:00.000,1.14207,1.14247,1.14172,1.14238,1798.3500000000001 +14.08.2018 06:45:00.000,1.14237,1.14288,1.14227,1.14263,1317.5299999999997 +14.08.2018 06:50:00.000,1.14263,1.14287,1.14259,1.14274,898.02 +14.08.2018 06:55:00.000,1.14272,1.14273,1.14224,1.14250,1000.7199999999999 +14.08.2018 07:00:00.000,1.14250,1.14278,1.14198,1.14220,1326.48 +14.08.2018 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09:00:00.000,1.13821,1.13825,1.13758,1.13777,1252.6599999999999 +16.08.2018 09:05:00.000,1.13777,1.13789,1.13720,1.13723,1066.22 +16.08.2018 09:10:00.000,1.13723,1.13744,1.13689,1.13744,1204.34 +16.08.2018 09:15:00.000,1.13744,1.13750,1.13704,1.13709,604.77 +16.08.2018 09:20:00.000,1.13710,1.13738,1.13681,1.13683,899.8700000000001 +16.08.2018 09:25:00.000,1.13683,1.13693,1.13649,1.13668,1011.52 +16.08.2018 09:30:00.000,1.13669,1.13715,1.13664,1.13707,760.72 +16.08.2018 09:35:00.000,1.13709,1.13728,1.13694,1.13697,741.0400000000001 +16.08.2018 09:40:00.000,1.13697,1.13729,1.13675,1.13716,737.22 +16.08.2018 09:45:00.000,1.13715,1.13728,1.13688,1.13691,543.3 +16.08.2018 09:50:00.000,1.13691,1.13714,1.13668,1.13703,706.75 +16.08.2018 09:55:00.000,1.13703,1.13715,1.13677,1.13712,859.69 +16.08.2018 10:00:00.000,1.13712,1.13719,1.13679,1.13692,656.14 +16.08.2018 10:05:00.000,1.13690,1.13738,1.13684,1.13711,810.93 +16.08.2018 10:10:00.000,1.13712,1.13744,1.13697,1.13729,599.76 +16.08.2018 10:15:00.000,1.13729,1.13751,1.13713,1.13737,770.7199999999999 +16.08.2018 10:20:00.000,1.13737,1.13744,1.13714,1.13714,832.9399999999999 +16.08.2018 10:25:00.000,1.13712,1.13712,1.13687,1.13703,732.75 +16.08.2018 10:30:00.000,1.13703,1.13709,1.13648,1.13655,989.8 +16.08.2018 10:35:00.000,1.13654,1.13687,1.13643,1.13683,792.58 +16.08.2018 10:40:00.000,1.13683,1.13693,1.13659,1.13690,745.96 +16.08.2018 10:45:00.000,1.13689,1.13690,1.13668,1.13683,438.0799999999999 +16.08.2018 10:50:00.000,1.13683,1.13708,1.13671,1.13688,680.46 +16.08.2018 10:55:00.000,1.13689,1.13693,1.13627,1.13637,1018.39 +16.08.2018 11:00:00.000,1.13637,1.13652,1.13603,1.13652,1072.6799999999998 +16.08.2018 11:05:00.000,1.13652,1.13718,1.13648,1.13682,1172.97 +16.08.2018 11:10:00.000,1.13682,1.13737,1.13662,1.13721,1049.27 +16.08.2018 11:15:00.000,1.13722,1.13763,1.13716,1.13758,968.86 +16.08.2018 11:20:00.000,1.13757,1.13777,1.13749,1.13751,885.25 +16.08.2018 11:25:00.000,1.13751,1.13778,1.13735,1.13762,667.07 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13:50:00.000,1.13972,1.14091,1.13972,1.14048,1894.05 +16.08.2018 13:55:00.000,1.14051,1.14083,1.14005,1.14007,1506.5 +16.08.2018 14:00:00.000,1.14008,1.14019,1.13994,1.14001,1191.4099999999999 +16.08.2018 14:05:00.000,1.14001,1.14069,1.13999,1.14024,1242.3000000000002 +16.08.2018 14:10:00.000,1.14022,1.14038,1.13981,1.13995,1107.2 +16.08.2018 14:15:00.000,1.13996,1.14011,1.13949,1.13965,1248.72 +16.08.2018 14:20:00.000,1.13965,1.13972,1.13932,1.13942,1238.6000000000001 +16.08.2018 14:25:00.000,1.13941,1.13949,1.13873,1.13921,1245.5599999999997 +16.08.2018 14:30:00.000,1.13920,1.13948,1.13885,1.13942,1267.82 +16.08.2018 14:35:00.000,1.13942,1.13976,1.13927,1.13941,914.3 +16.08.2018 14:40:00.000,1.13941,1.13952,1.13890,1.13907,1068.67 +16.08.2018 14:45:00.000,1.13907,1.13973,1.13868,1.13948,1597.9099999999999 +16.08.2018 14:50:00.000,1.13946,1.13962,1.13904,1.13946,1618.84 +16.08.2018 14:55:00.000,1.13946,1.13960,1.13857,1.13913,1780.8600000000001 +16.08.2018 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16:10:00.000,1.13857,1.13866,1.13831,1.13842,864.6 +16.08.2018 16:15:00.000,1.13841,1.13863,1.13820,1.13825,856.5699999999999 +16.08.2018 16:20:00.000,1.13826,1.13827,1.13751,1.13754,1009.23 +16.08.2018 16:25:00.000,1.13756,1.13769,1.13736,1.13765,831.34 +16.08.2018 16:30:00.000,1.13763,1.13779,1.13744,1.13770,976.3800000000001 +16.08.2018 16:35:00.000,1.13770,1.13770,1.13736,1.13738,784.0099999999999 +16.08.2018 16:40:00.000,1.13737,1.13737,1.13628,1.13641,1346.8400000000001 +16.08.2018 16:45:00.000,1.13644,1.13670,1.13621,1.13637,1570.58 +16.08.2018 16:50:00.000,1.13635,1.13637,1.13564,1.13608,1501.27 +16.08.2018 16:55:00.000,1.13608,1.13651,1.13565,1.13642,1016.91 +16.08.2018 17:00:00.000,1.13642,1.13646,1.13605,1.13625,1100.52 +16.08.2018 17:05:00.000,1.13626,1.13646,1.13611,1.13639,894.76 +16.08.2018 17:10:00.000,1.13638,1.13683,1.13637,1.13671,827.4499999999999 +16.08.2018 17:15:00.000,1.13672,1.13673,1.13644,1.13669,956.9200000000001 +16.08.2018 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13:30:00.000,1.14061,1.14089,1.14034,1.14075,941.1999999999999 +17.08.2018 13:35:00.000,1.14075,1.14106,1.14045,1.14093,1315.46 +17.08.2018 13:40:00.000,1.14092,1.14092,1.14055,1.14087,1057.71 +17.08.2018 13:45:00.000,1.14085,1.14124,1.14072,1.14099,1035.3799999999999 +17.08.2018 13:50:00.000,1.14097,1.14182,1.14096,1.14140,1491.7 +17.08.2018 13:55:00.000,1.14142,1.14154,1.14102,1.14110,903.1800000000001 +17.08.2018 14:00:00.000,1.14110,1.14163,1.14109,1.14162,1448.56 +17.08.2018 14:05:00.000,1.14163,1.14168,1.14066,1.14086,1434.41 +17.08.2018 14:10:00.000,1.14087,1.14133,1.14061,1.14062,1184.85 +17.08.2018 14:15:00.000,1.14062,1.14141,1.14055,1.14131,949.98 +17.08.2018 14:20:00.000,1.14131,1.14151,1.14105,1.14110,1348.02 +17.08.2018 14:25:00.000,1.14110,1.14120,1.14082,1.14100,1249.88 +17.08.2018 14:30:00.000,1.14101,1.14177,1.14096,1.14167,1250.65 +17.08.2018 14:35:00.000,1.14167,1.14167,1.14122,1.14163,1073.85 +17.08.2018 14:40:00.000,1.14163,1.14217,1.14142,1.14145,1647.25 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15:55:00.000,1.14129,1.14134,1.14083,1.14087,752.06 +17.08.2018 16:00:00.000,1.14089,1.14154,1.14078,1.14138,904.4499999999998 +17.08.2018 16:05:00.000,1.14136,1.14180,1.14112,1.14118,1038.42 +17.08.2018 16:10:00.000,1.14117,1.14138,1.14107,1.14128,1014.1099999999999 +17.08.2018 16:15:00.000,1.14128,1.14160,1.14126,1.14155,740.5600000000001 +17.08.2018 16:20:00.000,1.14154,1.14172,1.14132,1.14134,847.62 +17.08.2018 16:25:00.000,1.14134,1.14145,1.14127,1.14130,703.9499999999999 +17.08.2018 16:30:00.000,1.14130,1.14149,1.14118,1.14129,696.8500000000001 +17.08.2018 16:35:00.000,1.14129,1.14131,1.14100,1.14108,911.5699999999999 +17.08.2018 16:40:00.000,1.14110,1.14115,1.14098,1.14100,632.9000000000001 +17.08.2018 16:45:00.000,1.14100,1.14113,1.14095,1.14112,577.2199999999999 +17.08.2018 16:50:00.000,1.14112,1.14127,1.14109,1.14109,643.7 +17.08.2018 16:55:00.000,1.14107,1.14107,1.14089,1.14093,480.98 +17.08.2018 17:00:00.000,1.14093,1.14102,1.14083,1.14091,553.6 +17.08.2018 17:05:00.000,1.14091,1.14120,1.14086,1.14120,570.85 +17.08.2018 17:10:00.000,1.14120,1.14130,1.14110,1.14124,568.75 +17.08.2018 17:15:00.000,1.14124,1.14150,1.14120,1.14140,628.22 +17.08.2018 17:20:00.000,1.14140,1.14142,1.14096,1.14099,632.14 +17.08.2018 17:25:00.000,1.14099,1.14121,1.14097,1.14116,662.53 +17.08.2018 17:30:00.000,1.14116,1.14131,1.14115,1.14119,437.49999999999994 +17.08.2018 17:35:00.000,1.14119,1.14121,1.14096,1.14100,462.93999999999994 +17.08.2018 17:40:00.000,1.14100,1.14124,1.14100,1.14114,465.65 +17.08.2018 17:45:00.000,1.14114,1.14116,1.14074,1.14085,632.96 +17.08.2018 17:50:00.000,1.14085,1.14095,1.14081,1.14092,376.43000000000006 +17.08.2018 17:55:00.000,1.14092,1.14132,1.14082,1.14126,691.2900000000001 +17.08.2018 18:00:00.000,1.14126,1.14126,1.14106,1.14111,793.6300000000001 +17.08.2018 18:05:00.000,1.14111,1.14224,1.14111,1.14173,1643.61 +17.08.2018 18:10:00.000,1.14173,1.14263,1.14172,1.14245,1438.28 +17.08.2018 18:15:00.000,1.14248,1.14296,1.14229,1.14276,1820.5100000000002 +17.08.2018 18:20:00.000,1.14277,1.14281,1.14211,1.14242,1374.5300000000002 +17.08.2018 18:25:00.000,1.14242,1.14300,1.14242,1.14272,1382.92 +17.08.2018 18:30:00.000,1.14271,1.14299,1.14256,1.14276,1056.9299999999998 +17.08.2018 18:35:00.000,1.14276,1.14323,1.14241,1.14321,1066.14 +17.08.2018 18:40:00.000,1.14319,1.14418,1.14282,1.14367,1333.08 +17.08.2018 18:45:00.000,1.14370,1.14400,1.14341,1.14362,1311.02 +17.08.2018 18:50:00.000,1.14363,1.14392,1.14358,1.14373,1164.56 +17.08.2018 18:55:00.000,1.14372,1.14448,1.14371,1.14435,1301.53 +17.08.2018 19:00:00.000,1.14436,1.14447,1.14401,1.14426,1455.98 +17.08.2018 19:05:00.000,1.14425,1.14439,1.14406,1.14411,1116.71 +17.08.2018 19:10:00.000,1.14406,1.14413,1.14389,1.14391,1359.1399999999999 +17.08.2018 19:15:00.000,1.14391,1.14397,1.14368,1.14394,949.3399999999999 +17.08.2018 19:20:00.000,1.14393,1.14420,1.14380,1.14397,861.9899999999999 +17.08.2018 19:25:00.000,1.14396,1.14410,1.14374,1.14389,852.21 +17.08.2018 19:30:00.000,1.14390,1.14422,1.14375,1.14405,932.07 +17.08.2018 19:35:00.000,1.14405,1.14419,1.14389,1.14414,588.41 +17.08.2018 19:40:00.000,1.14413,1.14443,1.14396,1.14421,1005.36 +17.08.2018 19:45:00.000,1.14420,1.14428,1.14407,1.14416,679.9000000000001 +17.08.2018 19:50:00.000,1.14414,1.14427,1.14410,1.14416,682.05 +17.08.2018 19:55:00.000,1.14419,1.14437,1.14403,1.14413,858.4 +17.08.2018 20:00:00.000,1.14413,1.14414,1.14379,1.14402,611.46 +17.08.2018 20:05:00.000,1.14401,1.14402,1.14383,1.14383,513.62 +17.08.2018 20:10:00.000,1.14383,1.14426,1.14382,1.14415,518 +17.08.2018 20:15:00.000,1.14415,1.14416,1.14405,1.14409,480.13 +17.08.2018 20:20:00.000,1.14409,1.14419,1.14405,1.14407,458.2 +17.08.2018 20:25:00.000,1.14407,1.14412,1.14385,1.14386,581.6700000000001 +17.08.2018 20:30:00.000,1.14389,1.14396,1.14383,1.14390,347.90000000000003 +17.08.2018 20:35:00.000,1.14394,1.14407,1.14389,1.14401,482.62 +17.08.2018 20:40:00.000,1.14401,1.14407,1.14385,1.14397,612.69 +17.08.2018 20:45:00.000,1.14396,1.14402,1.14385,1.14400,386.37 +17.08.2018 20:50:00.000,1.14400,1.14427,1.14393,1.14415,739.22 +17.08.2018 20:55:00.000,1.14414,1.14418,1.14375,1.14379,670.3199999999999 +19.08.2018 21:00:00.000,1.14371,1.14381,1.14371,1.14379,15.69 +19.08.2018 21:05:00.000,1.14379,1.14397,1.14379,1.14393,54.1 +19.08.2018 21:10:00.000,1.14395,1.14399,1.14389,1.14390,71.74 +19.08.2018 21:15:00.000,1.14390,1.14397,1.14367,1.14370,96.83 +19.08.2018 21:20:00.000,1.14370,1.14376,1.14369,1.14374,67.25 +19.08.2018 21:25:00.000,1.14375,1.14375,1.14368,1.14368,61.730000000000004 +19.08.2018 21:30:00.000,1.14369,1.14383,1.14369,1.14378,70.28 +19.08.2018 21:35:00.000,1.14377,1.14379,1.14376,1.14378,79.82 +19.08.2018 21:40:00.000,1.14378,1.14378,1.14372,1.14372,64.42 +19.08.2018 21:45:00.000,1.14373,1.14374,1.14371,1.14374,42.269999999999996 +19.08.2018 21:50:00.000,1.14374,1.14375,1.14363,1.14364,87.64 +19.08.2018 21:55:00.000,1.14364,1.14368,1.14362,1.14364,86.57000000000001 +19.08.2018 22:00:00.000,1.14364,1.14384,1.14363,1.14363,251.2 +19.08.2018 22:05:00.000,1.14363,1.14376,1.14363,1.14367,383.63 +19.08.2018 22:10:00.000,1.14368,1.14373,1.14360,1.14367,308.81 +19.08.2018 22:15:00.000,1.14368,1.14380,1.14368,1.14378,235.5 +19.08.2018 22:20:00.000,1.14378,1.14383,1.14364,1.14369,322.74 +19.08.2018 22:25:00.000,1.14368,1.14375,1.14364,1.14364,208.51999999999998 +19.08.2018 22:30:00.000,1.14364,1.14379,1.14360,1.14364,241.57999999999998 +19.08.2018 22:35:00.000,1.14366,1.14371,1.14360,1.14363,299.34 +19.08.2018 22:40:00.000,1.14363,1.14367,1.14360,1.14361,225.62 +19.08.2018 22:45:00.000,1.14361,1.14363,1.14353,1.14362,204.85 +19.08.2018 22:50:00.000,1.14362,1.14372,1.14362,1.14370,86.86 +19.08.2018 22:55:00.000,1.14371,1.14378,1.14367,1.14377,122.03999999999999 +19.08.2018 23:00:00.000,1.14375,1.14378,1.14371,1.14372,122.22 +19.08.2018 23:05:00.000,1.14372,1.14373,1.14363,1.14365,167.35 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00:20:00.000,1.14362,1.14377,1.14359,1.14361,650.6700000000001 +20.08.2018 00:25:00.000,1.14361,1.14364,1.14349,1.14355,539.34 +20.08.2018 00:30:00.000,1.14353,1.14363,1.14345,1.14360,575.6800000000001 +20.08.2018 00:35:00.000,1.14362,1.14393,1.14360,1.14393,680.9599999999999 +20.08.2018 00:40:00.000,1.14393,1.14393,1.14370,1.14374,718.3900000000001 +20.08.2018 00:45:00.000,1.14374,1.14375,1.14337,1.14345,956.2099999999999 +20.08.2018 00:50:00.000,1.14344,1.14355,1.14329,1.14349,909.48 +20.08.2018 00:55:00.000,1.14348,1.14355,1.14322,1.14327,713.69 +20.08.2018 01:00:00.000,1.14328,1.14347,1.14321,1.14323,645.8900000000001 +20.08.2018 01:05:00.000,1.14323,1.14348,1.14315,1.14323,497.69 +20.08.2018 01:10:00.000,1.14322,1.14338,1.14311,1.14317,588.1999999999999 +20.08.2018 01:15:00.000,1.14317,1.14332,1.14300,1.14308,576.76 +20.08.2018 01:20:00.000,1.14307,1.14314,1.14301,1.14307,581.6999999999999 +20.08.2018 01:25:00.000,1.14307,1.14331,1.14296,1.14331,566.79 +20.08.2018 01:30:00.000,1.14332,1.14332,1.14269,1.14280,1065.61 +20.08.2018 01:35:00.000,1.14285,1.14323,1.14270,1.14303,1072.96 +20.08.2018 01:40:00.000,1.14303,1.14329,1.14297,1.14322,637.0799999999999 +20.08.2018 01:45:00.000,1.14322,1.14340,1.14311,1.14321,759.9699999999999 +20.08.2018 01:50:00.000,1.14320,1.14329,1.14315,1.14319,712.7399999999999 +20.08.2018 01:55:00.000,1.14320,1.14320,1.14286,1.14286,785.97 +20.08.2018 02:00:00.000,1.14286,1.14310,1.14282,1.14306,788.7399999999999 +20.08.2018 02:05:00.000,1.14307,1.14325,1.14305,1.14324,536.73 +20.08.2018 02:10:00.000,1.14324,1.14330,1.14300,1.14308,574.64 +20.08.2018 02:15:00.000,1.14308,1.14312,1.14298,1.14306,321.92 +20.08.2018 02:20:00.000,1.14306,1.14312,1.14294,1.14305,517.8599999999999 +20.08.2018 02:25:00.000,1.14305,1.14315,1.14285,1.14308,566.52 +20.08.2018 02:30:00.000,1.14307,1.14326,1.14307,1.14316,607.44 +20.08.2018 02:35:00.000,1.14316,1.14323,1.14296,1.14296,459.89 +20.08.2018 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03:50:00.000,1.14310,1.14328,1.14305,1.14327,300.06 +20.08.2018 03:55:00.000,1.14328,1.14328,1.14305,1.14311,414.02 +20.08.2018 04:00:00.000,1.14310,1.14311,1.14294,1.14299,456.20000000000005 +20.08.2018 04:05:00.000,1.14299,1.14312,1.14296,1.14308,527.07 +20.08.2018 04:10:00.000,1.14306,1.14316,1.14306,1.14312,190.22 +20.08.2018 04:15:00.000,1.14311,1.14314,1.14310,1.14310,179.46000000000004 +20.08.2018 04:20:00.000,1.14310,1.14328,1.14305,1.14327,320.09000000000003 +20.08.2018 04:25:00.000,1.14327,1.14334,1.14323,1.14326,450.76 +20.08.2018 04:30:00.000,1.14327,1.14327,1.14305,1.14305,409.65 +20.08.2018 04:35:00.000,1.14305,1.14310,1.14292,1.14293,480.25 +20.08.2018 04:40:00.000,1.14295,1.14296,1.14281,1.14282,301.16999999999996 +20.08.2018 04:45:00.000,1.14283,1.14283,1.14270,1.14272,389.11 +20.08.2018 04:50:00.000,1.14273,1.14294,1.14271,1.14292,354.66999999999996 +20.08.2018 04:55:00.000,1.14291,1.14291,1.14250,1.14261,836.47 +20.08.2018 05:00:00.000,1.14261,1.14267,1.14243,1.14257,481.53 +20.08.2018 05:05:00.000,1.14257,1.14258,1.14234,1.14247,695.17 +20.08.2018 05:10:00.000,1.14246,1.14261,1.14241,1.14254,610.04 +20.08.2018 05:15:00.000,1.14254,1.14266,1.14245,1.14261,493.19 +20.08.2018 05:20:00.000,1.14261,1.14265,1.14245,1.14246,414.97 +20.08.2018 05:25:00.000,1.14247,1.14253,1.14237,1.14249,607.47 +20.08.2018 05:30:00.000,1.14249,1.14267,1.14244,1.14267,442.89 +20.08.2018 05:35:00.000,1.14267,1.14267,1.14233,1.14237,463.43000000000006 +20.08.2018 05:40:00.000,1.14237,1.14271,1.14233,1.14236,660.4699999999999 +20.08.2018 05:45:00.000,1.14236,1.14248,1.14220,1.14236,592.13 +20.08.2018 05:50:00.000,1.14235,1.14251,1.14235,1.14251,493.03000000000003 +20.08.2018 05:55:00.000,1.14252,1.14255,1.14240,1.14240,433.97 +20.08.2018 06:00:00.000,1.14240,1.14240,1.14140,1.14149,1212.91 +20.08.2018 06:05:00.000,1.14149,1.14165,1.14127,1.14137,853.9 +20.08.2018 06:10:00.000,1.14137,1.14146,1.14111,1.14142,760.1600000000001 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08:40:00.000,1.14127,1.14145,1.14111,1.14131,1189.9900000000002 +20.08.2018 08:45:00.000,1.14131,1.14145,1.14109,1.14124,1035.01 +20.08.2018 08:50:00.000,1.14123,1.14123,1.14057,1.14064,1217.68 +20.08.2018 08:55:00.000,1.14063,1.14073,1.14042,1.14066,1193.37 +20.08.2018 09:00:00.000,1.14065,1.14089,1.14063,1.14078,1032.67 +20.08.2018 09:05:00.000,1.14082,1.14090,1.14056,1.14066,1233.9 +20.08.2018 09:10:00.000,1.14065,1.14071,1.14049,1.14063,939.05 +20.08.2018 09:15:00.000,1.14063,1.14067,1.14029,1.14067,959.81 +20.08.2018 09:20:00.000,1.14065,1.14067,1.14041,1.14047,802.88 +20.08.2018 09:25:00.000,1.14047,1.14057,1.14033,1.14042,943.73 +20.08.2018 09:30:00.000,1.14042,1.14068,1.14027,1.14059,1055.3899999999999 +20.08.2018 09:35:00.000,1.14063,1.14078,1.14047,1.14061,849.93 +20.08.2018 09:40:00.000,1.14063,1.14111,1.14061,1.14085,1011.6 +20.08.2018 09:45:00.000,1.14085,1.14098,1.14080,1.14097,878.81 +20.08.2018 09:50:00.000,1.14098,1.14108,1.14084,1.14089,972.27 +20.08.2018 09:55:00.000,1.14089,1.14119,1.14089,1.14118,863.6400000000001 +20.08.2018 10:00:00.000,1.14118,1.14124,1.14079,1.14120,1234.61 +20.08.2018 10:05:00.000,1.14121,1.14129,1.14091,1.14120,1065.3500000000001 +20.08.2018 10:10:00.000,1.14118,1.14122,1.14073,1.14082,1233.1399999999999 +20.08.2018 10:15:00.000,1.14081,1.14093,1.14079,1.14081,1143.07 +20.08.2018 10:20:00.000,1.14080,1.14087,1.14028,1.14029,1407.8400000000001 +20.08.2018 10:25:00.000,1.14030,1.14044,1.13979,1.13979,1823.55 +20.08.2018 10:30:00.000,1.13977,1.14007,1.13942,1.14004,1634.5500000000002 +20.08.2018 10:35:00.000,1.14004,1.14031,1.13989,1.14023,1275.04 +20.08.2018 10:40:00.000,1.14023,1.14058,1.14022,1.14056,797.7400000000001 +20.08.2018 10:45:00.000,1.14057,1.14095,1.14052,1.14068,997.1199999999999 +20.08.2018 10:50:00.000,1.14068,1.14077,1.14059,1.14074,874 +20.08.2018 10:55:00.000,1.14074,1.14108,1.14070,1.14088,1145.7900000000002 +20.08.2018 11:00:00.000,1.14088,1.14114,1.14073,1.14113,1387.1399999999999 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12:15:00.000,1.14202,1.14202,1.14180,1.14183,747.1600000000001 +20.08.2018 12:20:00.000,1.14181,1.14192,1.14162,1.14188,822.02 +20.08.2018 12:25:00.000,1.14186,1.14193,1.14163,1.14190,797.13 +20.08.2018 12:30:00.000,1.14190,1.14198,1.14168,1.14184,775.52 +20.08.2018 12:35:00.000,1.14183,1.14213,1.14182,1.14193,528.93 +20.08.2018 12:40:00.000,1.14193,1.14200,1.14180,1.14192,637.13 +20.08.2018 12:45:00.000,1.14192,1.14318,1.14185,1.14305,1030.75 +20.08.2018 12:50:00.000,1.14305,1.14317,1.14235,1.14238,1249.79 +20.08.2018 12:55:00.000,1.14240,1.14265,1.14222,1.14233,988.1999999999999 +20.08.2018 13:00:00.000,1.14233,1.14257,1.14212,1.14254,1117.5700000000002 +20.08.2018 13:05:00.000,1.14254,1.14254,1.14216,1.14221,955.1 +20.08.2018 13:10:00.000,1.14221,1.14234,1.14211,1.14233,640.45 +20.08.2018 13:15:00.000,1.14233,1.14296,1.14233,1.14270,896.4100000000001 +20.08.2018 13:20:00.000,1.14269,1.14314,1.14255,1.14287,884.4200000000001 +20.08.2018 13:25:00.000,1.14286,1.14372,1.14276,1.14368,1291.64 +20.08.2018 13:30:00.000,1.14367,1.14367,1.14326,1.14346,1310.83 +20.08.2018 13:35:00.000,1.14346,1.14375,1.14327,1.14333,1161.6799999999998 +20.08.2018 13:40:00.000,1.14334,1.14347,1.14321,1.14326,858.4300000000001 +20.08.2018 13:45:00.000,1.14326,1.14341,1.14286,1.14335,1223.19 +20.08.2018 13:50:00.000,1.14338,1.14340,1.14280,1.14289,1079.03 +20.08.2018 13:55:00.000,1.14288,1.14299,1.14262,1.14281,1091.35 +20.08.2018 14:00:00.000,1.14280,1.14351,1.14276,1.14347,1288.6899999999998 +20.08.2018 14:05:00.000,1.14345,1.14348,1.14310,1.14321,1022.37 +20.08.2018 14:10:00.000,1.14320,1.14337,1.14300,1.14311,882.1299999999999 +20.08.2018 14:15:00.000,1.14311,1.14337,1.14301,1.14327,865.26 +20.08.2018 14:20:00.000,1.14327,1.14361,1.14327,1.14360,773.5600000000002 +20.08.2018 14:25:00.000,1.14363,1.14436,1.14363,1.14418,1028.31 +20.08.2018 14:30:00.000,1.14416,1.14421,1.14385,1.14409,867.35 +20.08.2018 14:35:00.000,1.14408,1.14411,1.14349,1.14351,884.0899999999999 +20.08.2018 14:40:00.000,1.14351,1.14434,1.14351,1.14397,935.9799999999999 +20.08.2018 14:45:00.000,1.14394,1.14398,1.14377,1.14390,752.0799999999999 +20.08.2018 14:50:00.000,1.14391,1.14396,1.14348,1.14361,874.08 +20.08.2018 14:55:00.000,1.14361,1.14361,1.14315,1.14319,1135.98 +20.08.2018 15:00:00.000,1.14319,1.14358,1.14315,1.14348,1098.07 +20.08.2018 15:05:00.000,1.14349,1.14386,1.14348,1.14380,722.3299999999999 +20.08.2018 15:10:00.000,1.14379,1.14420,1.14379,1.14403,1348.48 +20.08.2018 15:15:00.000,1.14402,1.14447,1.14396,1.14440,1408.29 +20.08.2018 15:20:00.000,1.14440,1.14440,1.14385,1.14385,1166.1399999999999 +20.08.2018 15:25:00.000,1.14388,1.14397,1.14362,1.14362,890.5999999999999 +20.08.2018 15:30:00.000,1.14363,1.14370,1.14349,1.14356,950.5300000000001 +20.08.2018 15:35:00.000,1.14356,1.14359,1.14335,1.14345,736.01 +20.08.2018 15:40:00.000,1.14346,1.14359,1.14341,1.14341,769.6499999999999 +20.08.2018 15:45:00.000,1.14343,1.14388,1.14340,1.14377,943.25 +20.08.2018 15:50:00.000,1.14377,1.14544,1.14370,1.14464,1483.5900000000001 +20.08.2018 15:55:00.000,1.14465,1.14465,1.14355,1.14382,1614.98 +20.08.2018 16:00:00.000,1.14380,1.14473,1.14380,1.14460,1381.8400000000001 +20.08.2018 16:05:00.000,1.14462,1.14488,1.14456,1.14488,1041.44 +20.08.2018 16:10:00.000,1.14486,1.14547,1.14483,1.14543,1124.14 +20.08.2018 16:15:00.000,1.14543,1.14572,1.14525,1.14572,932.11 +20.08.2018 16:20:00.000,1.14573,1.14623,1.14557,1.14599,1208.3600000000001 +20.08.2018 16:25:00.000,1.14602,1.14635,1.14588,1.14633,884.05 +20.08.2018 16:30:00.000,1.14632,1.14632,1.14595,1.14602,796.97 +20.08.2018 16:35:00.000,1.14601,1.14620,1.14581,1.14603,881.51 +20.08.2018 16:40:00.000,1.14605,1.14607,1.14566,1.14588,909.8799999999999 +20.08.2018 16:45:00.000,1.14586,1.14594,1.14569,1.14593,729.46 +20.08.2018 16:50:00.000,1.14592,1.14622,1.14587,1.14588,616.8199999999999 +20.08.2018 16:55:00.000,1.14588,1.14602,1.14577,1.14586,899.3499999999999 +20.08.2018 17:00:00.000,1.14586,1.14615,1.14583,1.14591,1005.3599999999999 +20.08.2018 17:05:00.000,1.14591,1.14592,1.14586,1.14586,463.19000000000005 +20.08.2018 17:10:00.000,1.14587,1.14587,1.14576,1.14582,518.7099999999999 +20.08.2018 17:15:00.000,1.14583,1.14586,1.14564,1.14566,782.48 +20.08.2018 17:20:00.000,1.14566,1.14581,1.14565,1.14580,800.02 +20.08.2018 17:25:00.000,1.14580,1.14602,1.14576,1.14590,813.48 +20.08.2018 17:30:00.000,1.14592,1.14603,1.14585,1.14601,641.39 +20.08.2018 17:35:00.000,1.14602,1.14606,1.14590,1.14591,544.11 +20.08.2018 17:40:00.000,1.14593,1.14628,1.14583,1.14596,966.31 +20.08.2018 17:45:00.000,1.14594,1.14599,1.14578,1.14584,775.8100000000001 +20.08.2018 17:50:00.000,1.14584,1.14597,1.14580,1.14597,566.6500000000001 +20.08.2018 17:55:00.000,1.14597,1.14615,1.14579,1.14581,576.38 +20.08.2018 18:00:00.000,1.14582,1.14590,1.14566,1.14576,683.87 +20.08.2018 18:05:00.000,1.14576,1.14582,1.14561,1.14577,595.98 +20.08.2018 18:10:00.000,1.14578,1.14602,1.14578,1.14600,574.01 +20.08.2018 18:15:00.000,1.14600,1.14612,1.14592,1.14607,691.23 +20.08.2018 18:20:00.000,1.14607,1.14622,1.14601,1.14615,541.28 +20.08.2018 18:25:00.000,1.14615,1.14622,1.14605,1.14621,661.02 +20.08.2018 18:30:00.000,1.14620,1.14629,1.14617,1.14625,476.45 +20.08.2018 18:35:00.000,1.14625,1.14698,1.14623,1.14695,763.5999999999999 +20.08.2018 18:40:00.000,1.14695,1.14711,1.14679,1.14679,712.37 +20.08.2018 18:45:00.000,1.14680,1.14685,1.14659,1.14665,733.4699999999999 +20.08.2018 18:50:00.000,1.14665,1.14668,1.14654,1.14654,418.21000000000004 +20.08.2018 18:55:00.000,1.14655,1.14676,1.14648,1.14669,783.85 +20.08.2018 19:00:00.000,1.14673,1.14689,1.14668,1.14679,756.7900000000001 +20.08.2018 19:05:00.000,1.14680,1.14690,1.14674,1.14683,411.79999999999995 +20.08.2018 19:10:00.000,1.14683,1.14692,1.14677,1.14684,582.6 +20.08.2018 19:15:00.000,1.14683,1.14689,1.14683,1.14684,351.01 +20.08.2018 19:20:00.000,1.14683,1.14688,1.14678,1.14684,325.31999999999994 +20.08.2018 19:25:00.000,1.14684,1.14685,1.14669,1.14676,391.44 +20.08.2018 19:30:00.000,1.14676,1.14683,1.14659,1.14664,385.12 +20.08.2018 19:35:00.000,1.14665,1.14673,1.14659,1.14665,287.58 +20.08.2018 19:40:00.000,1.14664,1.14665,1.14652,1.14659,509.30999999999995 +20.08.2018 19:45:00.000,1.14659,1.14670,1.14655,1.14668,408.58 +20.08.2018 19:50:00.000,1.14670,1.14725,1.14668,1.14725,910.58 +20.08.2018 19:55:00.000,1.14725,1.14789,1.14725,1.14749,988.6000000000001 +20.08.2018 20:00:00.000,1.14749,1.14764,1.14739,1.14750,593.66 +20.08.2018 20:05:00.000,1.14750,1.14805,1.14749,1.14795,731.1600000000001 +20.08.2018 20:10:00.000,1.14796,1.14807,1.14774,1.14784,604.35 +20.08.2018 20:15:00.000,1.14785,1.14792,1.14775,1.14786,441.1700000000001 +20.08.2018 20:20:00.000,1.14785,1.14809,1.14780,1.14806,662.4699999999999 +20.08.2018 20:25:00.000,1.14813,1.14849,1.14811,1.14828,875.8399999999999 +20.08.2018 20:30:00.000,1.14828,1.14835,1.14795,1.14795,687.99 +20.08.2018 20:35:00.000,1.14796,1.14829,1.14796,1.14824,670.2 +20.08.2018 20:40:00.000,1.14824,1.14845,1.14824,1.14841,637.19 +20.08.2018 20:45:00.000,1.14841,1.14849,1.14834,1.14838,372.73 +20.08.2018 20:50:00.000,1.14838,1.14845,1.14829,1.14844,603.73 +20.08.2018 20:55:00.000,1.14846,1.14846,1.14806,1.14809,324.19000000000005 +20.08.2018 21:00:00.000,1.14804,1.14816,1.14798,1.14801,90.75 +20.08.2018 21:05:00.000,1.14801,1.14879,1.14797,1.14850,594.22 +20.08.2018 21:10:00.000,1.14850,1.14862,1.14849,1.14860,274.92 +20.08.2018 21:15:00.000,1.14857,1.14876,1.14857,1.14871,257.56 +20.08.2018 21:20:00.000,1.14871,1.14896,1.14863,1.14879,425.58000000000004 +20.08.2018 21:25:00.000,1.14879,1.14905,1.14879,1.14902,332.38 +20.08.2018 21:30:00.000,1.14902,1.14903,1.14849,1.14860,678.75 +20.08.2018 21:35:00.000,1.14867,1.14885,1.14865,1.14880,397.96 +20.08.2018 21:40:00.000,1.14881,1.14885,1.14869,1.14875,372.64000000000004 +20.08.2018 21:45:00.000,1.14871,1.14882,1.14868,1.14881,329.91999999999996 +20.08.2018 21:50:00.000,1.14880,1.14906,1.14876,1.14901,459.33000000000004 +20.08.2018 21:55:00.000,1.14901,1.14908,1.14896,1.14902,352.29 +20.08.2018 22:00:00.000,1.14902,1.14918,1.14898,1.14915,264.56 +20.08.2018 22:05:00.000,1.14915,1.14916,1.14891,1.14909,352.94 +20.08.2018 22:10:00.000,1.14909,1.14913,1.14891,1.14891,347.39 +20.08.2018 22:15:00.000,1.14890,1.14890,1.14878,1.14878,259.71 +20.08.2018 22:20:00.000,1.14879,1.14901,1.14878,1.14899,191.77999999999997 +20.08.2018 22:25:00.000,1.14898,1.14898,1.14885,1.14886,213.12 +20.08.2018 22:30:00.000,1.14886,1.14886,1.14871,1.14874,201.05 +20.08.2018 22:35:00.000,1.14874,1.14902,1.14870,1.14899,224.3 +20.08.2018 22:40:00.000,1.14899,1.14901,1.14879,1.14879,340.54999999999995 +20.08.2018 22:45:00.000,1.14879,1.14905,1.14879,1.14904,408.43 +20.08.2018 22:50:00.000,1.14905,1.14911,1.14903,1.14909,226.73 +20.08.2018 22:55:00.000,1.14911,1.14921,1.14908,1.14919,343.62 +20.08.2018 23:00:00.000,1.14917,1.14920,1.14888,1.14894,453.46000000000004 +20.08.2018 23:05:00.000,1.14892,1.14916,1.14892,1.14912,214.38 +20.08.2018 23:10:00.000,1.14912,1.14928,1.14912,1.14922,221.51999999999998 +20.08.2018 23:15:00.000,1.14921,1.14931,1.14900,1.14902,384.53 +20.08.2018 23:20:00.000,1.14902,1.14904,1.14865,1.14872,533.48 +20.08.2018 23:25:00.000,1.14873,1.14906,1.14856,1.14881,591.84 +20.08.2018 23:30:00.000,1.14881,1.14885,1.14868,1.14876,365.6 +20.08.2018 23:35:00.000,1.14876,1.14884,1.14871,1.14884,381.68 +20.08.2018 23:40:00.000,1.14883,1.14890,1.14881,1.14890,292.67 +20.08.2018 23:45:00.000,1.14890,1.14894,1.14875,1.14888,411.65999999999997 +20.08.2018 23:50:00.000,1.14888,1.14904,1.14882,1.14892,570.91 +20.08.2018 23:55:00.000,1.14891,1.14928,1.14890,1.14918,708.68 +21.08.2018 00:00:00.000,1.14918,1.14918,1.14865,1.14874,1142.55 +21.08.2018 00:05:00.000,1.14874,1.14890,1.14854,1.14884,838.39 +21.08.2018 00:10:00.000,1.14884,1.14975,1.14878,1.14970,1245.3200000000002 +21.08.2018 00:15:00.000,1.14969,1.14970,1.14931,1.14952,620.54 +21.08.2018 00:20:00.000,1.14952,1.14990,1.14948,1.14986,822.3499999999999 +21.08.2018 00:25:00.000,1.14986,1.14988,1.14959,1.14982,829.04 +21.08.2018 00:30:00.000,1.14982,1.15422,1.14980,1.15274,1639.6 +21.08.2018 00:35:00.000,1.15274,1.15347,1.15258,1.15294,1922.96 +21.08.2018 00:40:00.000,1.15293,1.15377,1.15253,1.15273,1514.0700000000002 +21.08.2018 00:45:00.000,1.15274,1.15290,1.15209,1.15261,1282.72 +21.08.2018 00:50:00.000,1.15261,1.15276,1.15221,1.15228,1176.18 +21.08.2018 00:55:00.000,1.15226,1.15254,1.15207,1.15221,1071.53 +21.08.2018 01:00:00.000,1.15224,1.15292,1.15219,1.15254,1097.98 +21.08.2018 01:05:00.000,1.15253,1.15274,1.15245,1.15245,826.78 +21.08.2018 01:10:00.000,1.15244,1.15312,1.15244,1.15268,1104.99 +21.08.2018 01:15:00.000,1.15268,1.15268,1.15197,1.15207,1126.69 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02:30:00.000,1.15137,1.15141,1.15120,1.15120,723.14 +21.08.2018 02:35:00.000,1.15121,1.15152,1.15100,1.15135,920.65 +21.08.2018 02:40:00.000,1.15134,1.15154,1.15127,1.15147,502.65 +21.08.2018 02:45:00.000,1.15147,1.15188,1.15142,1.15171,763.51 +21.08.2018 02:50:00.000,1.15173,1.15198,1.15171,1.15190,644.4 +21.08.2018 02:55:00.000,1.15190,1.15218,1.15187,1.15208,819.27 +21.08.2018 03:00:00.000,1.15207,1.15207,1.15182,1.15195,934.9 +21.08.2018 03:05:00.000,1.15195,1.15197,1.15167,1.15167,589.04 +21.08.2018 03:10:00.000,1.15171,1.15178,1.15162,1.15166,532.43 +21.08.2018 03:15:00.000,1.15165,1.15184,1.15165,1.15174,555.04 +21.08.2018 03:20:00.000,1.15174,1.15221,1.15174,1.15208,825.3499999999999 +21.08.2018 03:25:00.000,1.15208,1.15213,1.15193,1.15197,619.55 +21.08.2018 03:30:00.000,1.15195,1.15212,1.15187,1.15210,523.9100000000001 +21.08.2018 03:35:00.000,1.15209,1.15227,1.15198,1.15199,545.13 +21.08.2018 03:40:00.000,1.15199,1.15233,1.15199,1.15223,701.6800000000001 +21.08.2018 03:45:00.000,1.15223,1.15245,1.15215,1.15242,646.94 +21.08.2018 03:50:00.000,1.15243,1.15264,1.15232,1.15264,637.6099999999999 +21.08.2018 03:55:00.000,1.15263,1.15267,1.15245,1.15245,632.39 +21.08.2018 04:00:00.000,1.15246,1.15260,1.15241,1.15255,747.1 +21.08.2018 04:05:00.000,1.15253,1.15254,1.15237,1.15247,783.81 +21.08.2018 04:10:00.000,1.15247,1.15257,1.15235,1.15239,696.23 +21.08.2018 04:15:00.000,1.15239,1.15239,1.15227,1.15229,609.66 +21.08.2018 04:20:00.000,1.15229,1.15232,1.15218,1.15218,595.41 +21.08.2018 04:25:00.000,1.15218,1.15240,1.15217,1.15230,744.29 +21.08.2018 04:30:00.000,1.15230,1.15255,1.15228,1.15239,881.54 +21.08.2018 04:35:00.000,1.15240,1.15281,1.15239,1.15274,589.26 +21.08.2018 04:40:00.000,1.15274,1.15337,1.15274,1.15323,733.31 +21.08.2018 04:45:00.000,1.15323,1.15326,1.15290,1.15290,837.19 +21.08.2018 04:50:00.000,1.15290,1.15331,1.15287,1.15315,712.27 +21.08.2018 04:55:00.000,1.15314,1.15342,1.15305,1.15309,693.46 +21.08.2018 05:00:00.000,1.15309,1.15310,1.15283,1.15288,702.6800000000001 +21.08.2018 05:05:00.000,1.15288,1.15302,1.15286,1.15297,474.6700000000001 +21.08.2018 05:10:00.000,1.15295,1.15312,1.15265,1.15293,854.41 +21.08.2018 05:15:00.000,1.15293,1.15305,1.15289,1.15301,541.29 +21.08.2018 05:20:00.000,1.15300,1.15337,1.15289,1.15333,628.69 +21.08.2018 05:25:00.000,1.15334,1.15372,1.15329,1.15367,1079.3 +21.08.2018 05:30:00.000,1.15367,1.15390,1.15358,1.15363,925.3599999999999 +21.08.2018 05:35:00.000,1.15363,1.15364,1.15339,1.15344,717.78 +21.08.2018 05:40:00.000,1.15344,1.15350,1.15322,1.15328,846.0699999999999 +21.08.2018 05:45:00.000,1.15327,1.15343,1.15271,1.15286,1246.44 +21.08.2018 05:50:00.000,1.15286,1.15314,1.15286,1.15290,810.97 +21.08.2018 05:55:00.000,1.15289,1.15297,1.15263,1.15279,1084.89 +21.08.2018 06:00:00.000,1.15278,1.15310,1.15275,1.15303,1140.53 +21.08.2018 06:05:00.000,1.15303,1.15362,1.15292,1.15330,1239.31 +21.08.2018 06:10:00.000,1.15331,1.15334,1.15247,1.15252,1631.79 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07:25:00.000,1.15185,1.15197,1.15147,1.15149,909.4499999999999 +21.08.2018 07:30:00.000,1.15149,1.15157,1.15053,1.15098,926.88 +21.08.2018 07:35:00.000,1.15099,1.15119,1.15070,1.15081,1018.46 +21.08.2018 07:40:00.000,1.15082,1.15156,1.15082,1.15155,910.8199999999999 +21.08.2018 07:45:00.000,1.15155,1.15168,1.15113,1.15122,855.42 +21.08.2018 07:50:00.000,1.15123,1.15171,1.15122,1.15168,912.5699999999999 +21.08.2018 07:55:00.000,1.15171,1.15194,1.15122,1.15140,1072.4499999999998 +21.08.2018 08:00:00.000,1.15140,1.15179,1.15139,1.15176,845.0099999999999 +21.08.2018 08:05:00.000,1.15176,1.15185,1.15143,1.15153,874.99 +21.08.2018 08:10:00.000,1.15153,1.15190,1.15135,1.15184,942.59 +21.08.2018 08:15:00.000,1.15185,1.15194,1.15142,1.15142,876.2 +21.08.2018 08:20:00.000,1.15139,1.15159,1.15112,1.15158,1058.23 +21.08.2018 08:25:00.000,1.15158,1.15211,1.15157,1.15203,923.86 +21.08.2018 08:30:00.000,1.15202,1.15208,1.15168,1.15203,1056.85 +21.08.2018 08:35:00.000,1.15204,1.15258,1.15200,1.15253,1085.6100000000001 +21.08.2018 08:40:00.000,1.15253,1.15304,1.15238,1.15302,1131.41 +21.08.2018 08:45:00.000,1.15301,1.15342,1.15282,1.15342,1421.11 +21.08.2018 08:50:00.000,1.15342,1.15398,1.15317,1.15354,1456.5400000000002 +21.08.2018 08:55:00.000,1.15352,1.15378,1.15316,1.15338,1015.0200000000001 +21.08.2018 09:00:00.000,1.15336,1.15347,1.15311,1.15317,1354.8999999999999 +21.08.2018 09:05:00.000,1.15317,1.15348,1.15303,1.15346,954.06 +21.08.2018 09:10:00.000,1.15346,1.15346,1.15293,1.15314,966.7800000000001 +21.08.2018 09:15:00.000,1.15314,1.15321,1.15273,1.15278,1072.6 +21.08.2018 09:20:00.000,1.15278,1.15281,1.15249,1.15251,973.76 +21.08.2018 09:25:00.000,1.15252,1.15262,1.15215,1.15237,1218.49 +21.08.2018 09:30:00.000,1.15236,1.15256,1.15183,1.15190,1219.58 +21.08.2018 09:35:00.000,1.15191,1.15205,1.15144,1.15163,836.71 +21.08.2018 09:40:00.000,1.15162,1.15172,1.15131,1.15153,965.57 +21.08.2018 09:45:00.000,1.15151,1.15170,1.15145,1.15154,690.98 +21.08.2018 09:50:00.000,1.15153,1.15180,1.15141,1.15176,767.1999999999999 +21.08.2018 09:55:00.000,1.15176,1.15202,1.15173,1.15198,673.0799999999999 +21.08.2018 10:00:00.000,1.15199,1.15208,1.15177,1.15181,923.22 +21.08.2018 10:05:00.000,1.15180,1.15200,1.15175,1.15187,860.93 +21.08.2018 10:10:00.000,1.15187,1.15191,1.15170,1.15174,689.1299999999999 +21.08.2018 10:15:00.000,1.15176,1.15227,1.15173,1.15224,934.4100000000001 +21.08.2018 10:20:00.000,1.15224,1.15230,1.15202,1.15226,562.46 +21.08.2018 10:25:00.000,1.15226,1.15248,1.15217,1.15246,798.1 +21.08.2018 10:30:00.000,1.15246,1.15263,1.15234,1.15244,829.1499999999999 +21.08.2018 10:35:00.000,1.15243,1.15269,1.15230,1.15235,849.37 +21.08.2018 10:40:00.000,1.15234,1.15267,1.15225,1.15267,822.0000000000001 +21.08.2018 10:45:00.000,1.15267,1.15267,1.15238,1.15248,775.9000000000001 +21.08.2018 10:50:00.000,1.15249,1.15252,1.15214,1.15222,901.3699999999999 +21.08.2018 10:55:00.000,1.15222,1.15248,1.15211,1.15222,939.82 +21.08.2018 11:00:00.000,1.15224,1.15245,1.15210,1.15216,401.47 +21.08.2018 11:05:00.000,1.15215,1.15215,1.15172,1.15173,729.2700000000001 +21.08.2018 11:10:00.000,1.15172,1.15181,1.15145,1.15169,929.3399999999999 +21.08.2018 11:15:00.000,1.15169,1.15235,1.15164,1.15228,654.7099999999999 +21.08.2018 11:20:00.000,1.15229,1.15278,1.15229,1.15258,820.82 +21.08.2018 11:25:00.000,1.15257,1.15292,1.15250,1.15288,746.17 +21.08.2018 11:30:00.000,1.15289,1.15289,1.15228,1.15244,878.13 +21.08.2018 11:35:00.000,1.15245,1.15251,1.15211,1.15211,553.4100000000001 +21.08.2018 11:40:00.000,1.15214,1.15231,1.15197,1.15203,692.97 +21.08.2018 11:45:00.000,1.15201,1.15208,1.15172,1.15185,830.1500000000001 +21.08.2018 11:50:00.000,1.15185,1.15228,1.15181,1.15211,819.0500000000001 +21.08.2018 11:55:00.000,1.15210,1.15221,1.15158,1.15178,1029.3999999999999 +21.08.2018 12:00:00.000,1.15177,1.15187,1.15064,1.15077,1433.85 +21.08.2018 12:05:00.000,1.15078,1.15106,1.15031,1.15041,1438.64 +21.08.2018 12:10:00.000,1.15041,1.15063,1.15018,1.15018,918.1700000000001 +21.08.2018 12:15:00.000,1.15020,1.15044,1.14928,1.14986,1475.66 +21.08.2018 12:20:00.000,1.14986,1.14986,1.14929,1.14973,1332.01 +21.08.2018 12:25:00.000,1.14973,1.14981,1.14958,1.14971,1047.7 +21.08.2018 12:30:00.000,1.14972,1.14997,1.14919,1.14997,1243.33 +21.08.2018 12:35:00.000,1.14998,1.15031,1.14997,1.15011,1113.1399999999999 +21.08.2018 12:40:00.000,1.15009,1.15054,1.15004,1.15046,1096.15 +21.08.2018 12:45:00.000,1.15044,1.15078,1.15034,1.15071,976.71 +21.08.2018 12:50:00.000,1.15070,1.15088,1.15045,1.15069,970.3200000000002 +21.08.2018 12:55:00.000,1.15069,1.15080,1.15041,1.15041,648.85 +21.08.2018 13:00:00.000,1.15041,1.15050,1.14975,1.14994,964.4000000000001 +21.08.2018 13:05:00.000,1.14994,1.15087,1.14973,1.15075,1118.07 +21.08.2018 13:10:00.000,1.15075,1.15096,1.15041,1.15080,863.53 +21.08.2018 13:15:00.000,1.15080,1.15141,1.15075,1.15100,945.1100000000001 +21.08.2018 13:20:00.000,1.15100,1.15119,1.15090,1.15117,793.3100000000001 +21.08.2018 13:25:00.000,1.15116,1.15179,1.15114,1.15173,1034.29 +21.08.2018 13:30:00.000,1.15173,1.15185,1.15149,1.15174,1331.39 +21.08.2018 13:35:00.000,1.15174,1.15178,1.15118,1.15128,940.5300000000001 +21.08.2018 13:40:00.000,1.15128,1.15144,1.15105,1.15110,786.74 +21.08.2018 13:45:00.000,1.15109,1.15164,1.15109,1.15155,870.9599999999999 +21.08.2018 13:50:00.000,1.15155,1.15237,1.15154,1.15196,1133.28 +21.08.2018 13:55:00.000,1.15194,1.15246,1.15181,1.15234,1247.1200000000001 +21.08.2018 14:00:00.000,1.15232,1.15242,1.15193,1.15213,1482.81 +21.08.2018 14:05:00.000,1.15213,1.15227,1.15199,1.15220,1198.37 +21.08.2018 14:10:00.000,1.15224,1.15280,1.15212,1.15280,1429.6200000000001 +21.08.2018 14:15:00.000,1.15276,1.15289,1.15236,1.15277,1359.03 +21.08.2018 14:20:00.000,1.15275,1.15306,1.15256,1.15264,1400.29 +21.08.2018 14:25:00.000,1.15266,1.15283,1.15246,1.15273,1212.95 +21.08.2018 14:30:00.000,1.15274,1.15315,1.15261,1.15298,1031.5 +21.08.2018 14:35:00.000,1.15297,1.15312,1.15268,1.15306,1147.9099999999999 +21.08.2018 14:40:00.000,1.15307,1.15323,1.15297,1.15297,1129 +21.08.2018 14:45:00.000,1.15297,1.15297,1.15211,1.15213,1597.6100000000001 +21.08.2018 14:50:00.000,1.15213,1.15226,1.15173,1.15224,1580.15 +21.08.2018 14:55:00.000,1.15228,1.15239,1.15151,1.15195,1627.54 +21.08.2018 15:00:00.000,1.15196,1.15225,1.15188,1.15195,1381.74 +21.08.2018 15:05:00.000,1.15195,1.15198,1.15137,1.15137,1439.23 +21.08.2018 15:10:00.000,1.15139,1.15159,1.15133,1.15150,1355.79 +21.08.2018 15:15:00.000,1.15151,1.15186,1.15129,1.15173,1191.97 +21.08.2018 15:20:00.000,1.15173,1.15237,1.15149,1.15230,1244.45 +21.08.2018 15:25:00.000,1.15229,1.15279,1.15223,1.15263,1453.91 +21.08.2018 15:30:00.000,1.15264,1.15270,1.15249,1.15251,893.4300000000001 +21.08.2018 15:35:00.000,1.15250,1.15262,1.15233,1.15258,900.26 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16:50:00.000,1.15359,1.15482,1.15358,1.15463,1257.9900000000002 +21.08.2018 16:55:00.000,1.15464,1.15726,1.15439,1.15592,2763 +21.08.2018 17:00:00.000,1.15594,1.15704,1.15566,1.15650,1951.5699999999997 +21.08.2018 17:05:00.000,1.15651,1.15666,1.15604,1.15611,1313.3500000000001 +21.08.2018 17:10:00.000,1.15614,1.15646,1.15614,1.15637,1212.53 +21.08.2018 17:15:00.000,1.15637,1.15644,1.15595,1.15605,1039.42 +21.08.2018 17:20:00.000,1.15604,1.15688,1.15603,1.15676,940.4899999999999 +21.08.2018 17:25:00.000,1.15677,1.15740,1.15672,1.15708,1204.3 +21.08.2018 17:30:00.000,1.15710,1.15724,1.15686,1.15692,1234.1100000000001 +21.08.2018 17:35:00.000,1.15692,1.15795,1.15686,1.15782,1371.04 +21.08.2018 17:40:00.000,1.15781,1.15935,1.15760,1.15895,1646.78 +21.08.2018 17:45:00.000,1.15897,1.15971,1.15846,1.15963,1612.1299999999999 +21.08.2018 17:50:00.000,1.15977,1.15999,1.15897,1.15911,1385.34 +21.08.2018 17:55:00.000,1.15913,1.15959,1.15902,1.15921,1647.3500000000001 +21.08.2018 18:00:00.000,1.15921,1.15932,1.15886,1.15915,1511.21 +21.08.2018 18:05:00.000,1.15913,1.15967,1.15906,1.15955,1177.32 +21.08.2018 18:10:00.000,1.15955,1.15991,1.15904,1.15973,1335.29 +21.08.2018 18:15:00.000,1.15976,1.16011,1.15960,1.15981,1480.49 +21.08.2018 18:20:00.000,1.15980,1.15991,1.15863,1.15868,1489.89 +21.08.2018 18:25:00.000,1.15868,1.15882,1.15851,1.15860,1265.1100000000001 +21.08.2018 18:30:00.000,1.15860,1.15860,1.15829,1.15847,1143.35 +21.08.2018 18:35:00.000,1.15847,1.15851,1.15823,1.15831,851.15 +21.08.2018 18:40:00.000,1.15833,1.15906,1.15833,1.15906,1142.72 +21.08.2018 18:45:00.000,1.15907,1.15907,1.15804,1.15809,1193.21 +21.08.2018 18:50:00.000,1.15812,1.15813,1.15723,1.15760,1444.8500000000001 +21.08.2018 18:55:00.000,1.15760,1.15769,1.15684,1.15735,1257.3600000000001 +21.08.2018 19:00:00.000,1.15738,1.15750,1.15725,1.15741,819.7199999999999 +21.08.2018 19:05:00.000,1.15738,1.15761,1.15735,1.15743,817.74 +21.08.2018 19:10:00.000,1.15744,1.15748,1.15714,1.15722,836.0600000000001 +21.08.2018 19:15:00.000,1.15720,1.15736,1.15710,1.15719,813.42 +21.08.2018 19:20:00.000,1.15719,1.15726,1.15709,1.15710,760.09 +21.08.2018 19:25:00.000,1.15710,1.15741,1.15710,1.15724,751.24 +21.08.2018 19:30:00.000,1.15725,1.15746,1.15708,1.15732,781.56 +21.08.2018 19:35:00.000,1.15732,1.15741,1.15728,1.15737,604.52 +21.08.2018 19:40:00.000,1.15738,1.15742,1.15731,1.15738,659.74 +21.08.2018 19:45:00.000,1.15737,1.15741,1.15711,1.15711,478.86 +21.08.2018 19:50:00.000,1.15710,1.15726,1.15691,1.15722,1078.7 +21.08.2018 19:55:00.000,1.15722,1.15741,1.15687,1.15690,959.8799999999999 +21.08.2018 20:00:00.000,1.15691,1.15726,1.15691,1.15711,666 +21.08.2018 20:05:00.000,1.15710,1.15725,1.15705,1.15710,526.2 +21.08.2018 20:10:00.000,1.15710,1.15722,1.15701,1.15716,521.95 +21.08.2018 20:15:00.000,1.15716,1.15726,1.15715,1.15723,609.63 +21.08.2018 20:20:00.000,1.15723,1.15730,1.15716,1.15716,586.4599999999999 +21.08.2018 20:25:00.000,1.15717,1.15726,1.15709,1.15721,500.77 +21.08.2018 20:30:00.000,1.15721,1.15726,1.15711,1.15719,725.88 +21.08.2018 20:35:00.000,1.15719,1.15720,1.15701,1.15706,482.88 +21.08.2018 20:40:00.000,1.15705,1.15715,1.15702,1.15711,495.29 +21.08.2018 20:45:00.000,1.15711,1.15756,1.15706,1.15716,1321.7 +21.08.2018 20:50:00.000,1.15716,1.15739,1.15708,1.15717,1073.62 +21.08.2018 20:55:00.000,1.15717,1.15727,1.15700,1.15701,801.0100000000001 +21.08.2018 21:00:00.000,1.15701,1.15712,1.15667,1.15683,87.6 +21.08.2018 21:05:00.000,1.15682,1.15703,1.15672,1.15703,531.23 +21.08.2018 21:10:00.000,1.15702,1.15705,1.15671,1.15687,557.74 +21.08.2018 21:15:00.000,1.15686,1.15702,1.15685,1.15693,588.01 +21.08.2018 21:20:00.000,1.15693,1.15697,1.15685,1.15693,218.24 +21.08.2018 21:25:00.000,1.15693,1.15700,1.15689,1.15698,65.78999999999999 +21.08.2018 21:30:00.000,1.15698,1.15706,1.15679,1.15702,352.89 +21.08.2018 21:35:00.000,1.15702,1.15714,1.15700,1.15712,341.74 +21.08.2018 21:40:00.000,1.15713,1.15721,1.15709,1.15713,277.03 +21.08.2018 21:45:00.000,1.15714,1.15716,1.15713,1.15713,191.23999999999998 +21.08.2018 21:50:00.000,1.15713,1.15724,1.15701,1.15705,252.67 +21.08.2018 21:55:00.000,1.15705,1.15739,1.15705,1.15708,171.74 +21.08.2018 22:00:00.000,1.15712,1.15750,1.15712,1.15744,431.70000000000005 +21.08.2018 22:05:00.000,1.15743,1.15750,1.15728,1.15742,240.17 +21.08.2018 22:10:00.000,1.15742,1.15747,1.15728,1.15734,264.86 +21.08.2018 22:15:00.000,1.15733,1.15737,1.15723,1.15728,576.0699999999999 +21.08.2018 22:20:00.000,1.15727,1.15740,1.15727,1.15738,233.48 +21.08.2018 22:25:00.000,1.15738,1.15748,1.15732,1.15742,313.56 +21.08.2018 22:30:00.000,1.15743,1.15746,1.15707,1.15718,361.82 +21.08.2018 22:35:00.000,1.15719,1.15723,1.15697,1.15708,241.45000000000002 +21.08.2018 22:40:00.000,1.15708,1.15723,1.15708,1.15718,197.20999999999998 +21.08.2018 22:45:00.000,1.15722,1.15748,1.15721,1.15734,527.15 +21.08.2018 22:50:00.000,1.15735,1.15755,1.15727,1.15743,246.66000000000003 +21.08.2018 22:55:00.000,1.15742,1.15744,1.15731,1.15744,183.88 +21.08.2018 23:00:00.000,1.15744,1.15750,1.15728,1.15741,407.5 +21.08.2018 23:05:00.000,1.15742,1.15752,1.15741,1.15750,168.03 +21.08.2018 23:10:00.000,1.15750,1.15752,1.15729,1.15739,316.82 +21.08.2018 23:15:00.000,1.15739,1.15741,1.15731,1.15739,202.84 +21.08.2018 23:20:00.000,1.15739,1.15742,1.15730,1.15730,184.17000000000002 +21.08.2018 23:25:00.000,1.15731,1.15735,1.15729,1.15731,245.72 +21.08.2018 23:30:00.000,1.15731,1.15731,1.15708,1.15715,319.08 +21.08.2018 23:35:00.000,1.15715,1.15736,1.15704,1.15710,353.99 +21.08.2018 23:40:00.000,1.15711,1.15731,1.15711,1.15728,272.89 +21.08.2018 23:45:00.000,1.15730,1.15745,1.15721,1.15741,230.8 +21.08.2018 23:50:00.000,1.15742,1.15745,1.15735,1.15741,180.08 +21.08.2018 23:55:00.000,1.15741,1.15762,1.15732,1.15759,535.93 +22.08.2018 00:00:00.000,1.15761,1.15768,1.15750,1.15754,600.1999999999999 +22.08.2018 00:05:00.000,1.15754,1.15781,1.15754,1.15779,412.45 +22.08.2018 00:10:00.000,1.15779,1.15785,1.15753,1.15754,475.28999999999996 +22.08.2018 00:15:00.000,1.15754,1.15774,1.15730,1.15770,568.4200000000001 +22.08.2018 00:20:00.000,1.15770,1.15810,1.15770,1.15806,697.87 +22.08.2018 00:25:00.000,1.15806,1.15823,1.15792,1.15811,485.56 +22.08.2018 00:30:00.000,1.15809,1.15813,1.15788,1.15794,371.11 +22.08.2018 00:35:00.000,1.15794,1.15800,1.15780,1.15793,260.42 +22.08.2018 00:40:00.000,1.15794,1.15795,1.15770,1.15785,320.29999999999995 +22.08.2018 00:45:00.000,1.15786,1.15786,1.15780,1.15783,333.67999999999995 +22.08.2018 00:50:00.000,1.15783,1.15786,1.15770,1.15782,435.24 +22.08.2018 00:55:00.000,1.15782,1.15794,1.15770,1.15772,608.65 +22.08.2018 01:00:00.000,1.15771,1.15796,1.15767,1.15785,499.45 +22.08.2018 01:05:00.000,1.15784,1.15811,1.15781,1.15800,392.35 +22.08.2018 01:10:00.000,1.15801,1.15802,1.15787,1.15798,388.16999999999996 +22.08.2018 01:15:00.000,1.15796,1.15800,1.15781,1.15784,445.58 +22.08.2018 01:20:00.000,1.15785,1.15794,1.15770,1.15779,540.63 +22.08.2018 01:25:00.000,1.15779,1.15781,1.15757,1.15759,551.59 +22.08.2018 01:30:00.000,1.15761,1.15767,1.15751,1.15757,776.1600000000001 +22.08.2018 01:35:00.000,1.15758,1.15763,1.15719,1.15741,530.67 +22.08.2018 01:40:00.000,1.15741,1.15777,1.15739,1.15773,472.53 +22.08.2018 01:45:00.000,1.15773,1.15775,1.15759,1.15764,679.06 +22.08.2018 01:50:00.000,1.15764,1.15764,1.15734,1.15742,542.42 +22.08.2018 01:55:00.000,1.15741,1.15762,1.15736,1.15762,640.94 +22.08.2018 02:00:00.000,1.15764,1.15777,1.15757,1.15770,655.41 +22.08.2018 02:05:00.000,1.15770,1.15776,1.15764,1.15772,591.07 +22.08.2018 02:10:00.000,1.15772,1.15806,1.15768,1.15805,842.34 +22.08.2018 02:15:00.000,1.15806,1.15812,1.15794,1.15808,525.98 +22.08.2018 02:20:00.000,1.15809,1.15816,1.15794,1.15794,581.86 +22.08.2018 02:25:00.000,1.15794,1.15800,1.15783,1.15783,532.84 +22.08.2018 02:30:00.000,1.15782,1.15783,1.15754,1.15770,499.18 +22.08.2018 02:35:00.000,1.15771,1.15774,1.15719,1.15757,584.11 +22.08.2018 02:40:00.000,1.15757,1.15762,1.15735,1.15750,463.87 +22.08.2018 02:45:00.000,1.15753,1.15756,1.15720,1.15723,358.9800000000001 +22.08.2018 02:50:00.000,1.15724,1.15752,1.15720,1.15745,350.07000000000005 +22.08.2018 02:55:00.000,1.15746,1.15755,1.15743,1.15745,404.95 +22.08.2018 03:00:00.000,1.15745,1.15752,1.15718,1.15724,607.5 +22.08.2018 03:05:00.000,1.15722,1.15748,1.15703,1.15726,750.2 +22.08.2018 03:10:00.000,1.15728,1.15751,1.15726,1.15736,543.47 +22.08.2018 03:15:00.000,1.15736,1.15745,1.15721,1.15724,282.49 +22.08.2018 03:20:00.000,1.15723,1.15741,1.15720,1.15736,316.06 +22.08.2018 03:25:00.000,1.15736,1.15757,1.15725,1.15752,383.81 +22.08.2018 03:30:00.000,1.15751,1.15767,1.15735,1.15762,444.47 +22.08.2018 03:35:00.000,1.15762,1.15762,1.15733,1.15749,384.92999999999995 +22.08.2018 03:40:00.000,1.15749,1.15754,1.15745,1.15749,234.03999999999996 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04:55:00.000,1.15746,1.15757,1.15736,1.15757,381.76 +22.08.2018 05:00:00.000,1.15757,1.15776,1.15757,1.15763,493.51 +22.08.2018 05:05:00.000,1.15762,1.15765,1.15742,1.15746,369.91 +22.08.2018 05:10:00.000,1.15747,1.15751,1.15730,1.15747,553.4 +22.08.2018 05:15:00.000,1.15746,1.15758,1.15735,1.15741,554.94 +22.08.2018 05:20:00.000,1.15741,1.15752,1.15717,1.15733,413.73 +22.08.2018 05:25:00.000,1.15733,1.15763,1.15730,1.15750,600.22 +22.08.2018 05:30:00.000,1.15750,1.15788,1.15746,1.15777,502.45 +22.08.2018 05:35:00.000,1.15778,1.15794,1.15762,1.15776,587.87 +22.08.2018 05:40:00.000,1.15781,1.15801,1.15775,1.15786,715.9 +22.08.2018 05:45:00.000,1.15787,1.15792,1.15775,1.15776,273.9 +22.08.2018 05:50:00.000,1.15776,1.15777,1.15754,1.15765,537.81 +22.08.2018 05:55:00.000,1.15765,1.15767,1.15736,1.15745,569.6600000000001 +22.08.2018 06:00:00.000,1.15746,1.15780,1.15736,1.15757,654.51 +22.08.2018 06:05:00.000,1.15756,1.15767,1.15734,1.15742,759.77 +22.08.2018 06:10:00.000,1.15741,1.15746,1.15709,1.15717,825.5400000000001 +22.08.2018 06:15:00.000,1.15718,1.15726,1.15650,1.15661,1378.98 +22.08.2018 06:20:00.000,1.15661,1.15681,1.15608,1.15625,1216.1000000000001 +22.08.2018 06:25:00.000,1.15626,1.15647,1.15616,1.15629,1149.48 +22.08.2018 06:30:00.000,1.15630,1.15655,1.15611,1.15649,1028.32 +22.08.2018 06:35:00.000,1.15648,1.15667,1.15621,1.15647,1025.37 +22.08.2018 06:40:00.000,1.15647,1.15648,1.15615,1.15643,862.02 +22.08.2018 06:45:00.000,1.15643,1.15685,1.15643,1.15666,1066.14 +22.08.2018 06:50:00.000,1.15665,1.15667,1.15630,1.15640,703.4000000000001 +22.08.2018 06:55:00.000,1.15641,1.15675,1.15640,1.15657,869.6299999999999 +22.08.2018 07:00:00.000,1.15655,1.15732,1.15651,1.15721,1272.65 +22.08.2018 07:05:00.000,1.15721,1.15764,1.15656,1.15661,1166.6499999999999 +22.08.2018 07:10:00.000,1.15659,1.15671,1.15646,1.15660,984.95 +22.08.2018 07:15:00.000,1.15659,1.15672,1.15610,1.15634,1066.79 +22.08.2018 07:20:00.000,1.15635,1.15700,1.15635,1.15667,809.3 +22.08.2018 07:25:00.000,1.15670,1.15690,1.15642,1.15680,699.75 +22.08.2018 07:30:00.000,1.15680,1.15698,1.15665,1.15695,720.83 +22.08.2018 07:35:00.000,1.15695,1.15703,1.15637,1.15645,797.21 +22.08.2018 07:40:00.000,1.15644,1.15644,1.15606,1.15630,766.05 +22.08.2018 07:45:00.000,1.15629,1.15650,1.15622,1.15650,716.73 +22.08.2018 07:50:00.000,1.15652,1.15655,1.15625,1.15644,654.45 +22.08.2018 07:55:00.000,1.15643,1.15666,1.15619,1.15619,896.9300000000001 +22.08.2018 08:00:00.000,1.15620,1.15630,1.15561,1.15570,1476.89 +22.08.2018 08:05:00.000,1.15572,1.15578,1.15539,1.15558,1371.28 +22.08.2018 08:10:00.000,1.15558,1.15596,1.15557,1.15586,934.3900000000001 +22.08.2018 08:15:00.000,1.15585,1.15619,1.15570,1.15606,785.1999999999999 +22.08.2018 08:20:00.000,1.15605,1.15615,1.15595,1.15602,758.6700000000001 +22.08.2018 08:25:00.000,1.15603,1.15605,1.15573,1.15575,630.47 +22.08.2018 08:30:00.000,1.15575,1.15578,1.15531,1.15549,914.6899999999999 +22.08.2018 08:35:00.000,1.15548,1.15583,1.15548,1.15583,514.26 +22.08.2018 08:40:00.000,1.15583,1.15608,1.15574,1.15589,788.94 +22.08.2018 08:45:00.000,1.15588,1.15597,1.15585,1.15594,494.15999999999997 +22.08.2018 08:50:00.000,1.15594,1.15666,1.15594,1.15665,843.35 +22.08.2018 08:55:00.000,1.15666,1.15746,1.15660,1.15733,1077.56 +22.08.2018 09:00:00.000,1.15735,1.15759,1.15731,1.15758,1333.46 +22.08.2018 09:05:00.000,1.15757,1.15876,1.15740,1.15850,1602.99 +22.08.2018 09:10:00.000,1.15850,1.15900,1.15844,1.15875,1449.21 +22.08.2018 09:15:00.000,1.15874,1.15940,1.15858,1.15894,1443.92 +22.08.2018 09:20:00.000,1.15893,1.15916,1.15863,1.15885,1465.69 +22.08.2018 09:25:00.000,1.15885,1.15893,1.15872,1.15875,1013.4499999999999 +22.08.2018 09:30:00.000,1.15874,1.15914,1.15864,1.15899,1127.0500000000002 +22.08.2018 09:35:00.000,1.15899,1.15933,1.15881,1.15900,1331.23 +22.08.2018 09:40:00.000,1.15898,1.15899,1.15863,1.15869,1060.58 +22.08.2018 09:45:00.000,1.15869,1.15899,1.15868,1.15884,1122.6 +22.08.2018 09:50:00.000,1.15885,1.15927,1.15881,1.15915,1094.96 +22.08.2018 09:55:00.000,1.15916,1.15988,1.15916,1.15936,1423.65 +22.08.2018 10:00:00.000,1.15934,1.15937,1.15893,1.15933,1318.1999999999998 +22.08.2018 10:05:00.000,1.15918,1.15962,1.15916,1.15944,1448.91 +22.08.2018 10:10:00.000,1.15944,1.16025,1.15920,1.15924,1567.28 +22.08.2018 10:15:00.000,1.15924,1.15934,1.15890,1.15923,1653.77 +22.08.2018 10:20:00.000,1.15924,1.15929,1.15899,1.15899,1487.05 +22.08.2018 10:25:00.000,1.15899,1.15931,1.15894,1.15899,1226.79 +22.08.2018 10:30:00.000,1.15903,1.15930,1.15900,1.15919,1404.1100000000001 +22.08.2018 10:35:00.000,1.15919,1.15924,1.15904,1.15915,839.44 +22.08.2018 10:40:00.000,1.15913,1.15916,1.15858,1.15863,1413.62 +22.08.2018 10:45:00.000,1.15864,1.15869,1.15844,1.15864,1146.74 +22.08.2018 10:50:00.000,1.15864,1.15878,1.15861,1.15869,943.66 +22.08.2018 10:55:00.000,1.15869,1.15914,1.15862,1.15912,998.7800000000001 +22.08.2018 11:00:00.000,1.15913,1.15972,1.15910,1.15959,1155.9700000000003 +22.08.2018 11:05:00.000,1.15959,1.16029,1.15942,1.15964,1502.04 +22.08.2018 11:10:00.000,1.15964,1.16177,1.15964,1.16170,2248.87 +22.08.2018 11:15:00.000,1.16170,1.16179,1.16108,1.16162,1759.1599999999999 +22.08.2018 11:20:00.000,1.16164,1.16177,1.16143,1.16158,1243.12 +22.08.2018 11:25:00.000,1.16156,1.16157,1.16072,1.16092,1335.71 +22.08.2018 11:30:00.000,1.16094,1.16096,1.16065,1.16071,944.98 +22.08.2018 11:35:00.000,1.16071,1.16078,1.16046,1.16046,912.38 +22.08.2018 11:40:00.000,1.16044,1.16075,1.16020,1.16063,1231.6299999999999 +22.08.2018 11:45:00.000,1.16064,1.16104,1.16047,1.16078,1010.09 +22.08.2018 11:50:00.000,1.16077,1.16135,1.16076,1.16084,1250.56 +22.08.2018 11:55:00.000,1.16083,1.16119,1.16072,1.16106,1229.67 +22.08.2018 12:00:00.000,1.16106,1.16110,1.16072,1.16105,1283.6399999999999 +22.08.2018 12:05:00.000,1.16104,1.16110,1.16056,1.16079,1288.78 +22.08.2018 12:10:00.000,1.16079,1.16157,1.16045,1.16152,1161.22 +22.08.2018 12:15:00.000,1.16152,1.16183,1.16127,1.16154,1279.85 +22.08.2018 12:20:00.000,1.16156,1.16196,1.16154,1.16179,1330.8700000000001 +22.08.2018 12:25:00.000,1.16181,1.16184,1.16157,1.16170,1025.6100000000001 +22.08.2018 12:30:00.000,1.16175,1.16199,1.16162,1.16187,1434.5 +22.08.2018 12:35:00.000,1.16188,1.16193,1.16129,1.16131,1323.17 +22.08.2018 12:40:00.000,1.16132,1.16157,1.16106,1.16142,1541.5400000000002 +22.08.2018 12:45:00.000,1.16142,1.16201,1.16141,1.16151,1481.03 +22.08.2018 12:50:00.000,1.16152,1.16153,1.16105,1.16119,1405.69 +22.08.2018 12:55:00.000,1.16119,1.16184,1.16118,1.16176,1122.16 +22.08.2018 13:00:00.000,1.16174,1.16229,1.16170,1.16206,2027.19 +22.08.2018 13:05:00.000,1.16205,1.16218,1.16170,1.16186,1371.54 +22.08.2018 13:10:00.000,1.16185,1.16203,1.16157,1.16159,1303.09 +22.08.2018 13:15:00.000,1.16158,1.16163,1.16080,1.16083,1604.75 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14:30:00.000,1.15884,1.15903,1.15850,1.15884,1014.57 +22.08.2018 14:35:00.000,1.15884,1.15935,1.15871,1.15915,1107.97 +22.08.2018 14:40:00.000,1.15915,1.15960,1.15915,1.15954,971.0500000000001 +22.08.2018 14:45:00.000,1.15955,1.15983,1.15911,1.15975,932.17 +22.08.2018 14:50:00.000,1.15976,1.15985,1.15893,1.15965,1264.46 +22.08.2018 14:55:00.000,1.15965,1.16003,1.15937,1.15985,1340.49 +22.08.2018 15:00:00.000,1.15985,1.15996,1.15956,1.15962,946.81 +22.08.2018 15:05:00.000,1.15961,1.15978,1.15924,1.15966,759.7400000000001 +22.08.2018 15:10:00.000,1.15966,1.16006,1.15955,1.15997,487.47 +22.08.2018 15:15:00.000,1.15997,1.16037,1.15992,1.15996,894.02 +22.08.2018 15:20:00.000,1.15994,1.16016,1.15962,1.15967,867.34 +22.08.2018 15:25:00.000,1.15967,1.15972,1.15939,1.15942,883.5699999999999 +22.08.2018 15:30:00.000,1.15942,1.15942,1.15895,1.15915,961.19 +22.08.2018 15:35:00.000,1.15915,1.15937,1.15900,1.15920,1028.68 +22.08.2018 15:40:00.000,1.15921,1.15949,1.15919,1.15927,899.0899999999999 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16:55:00.000,1.15891,1.15901,1.15880,1.15899,557.52 +22.08.2018 17:00:00.000,1.15902,1.15915,1.15899,1.15907,631.4300000000001 +22.08.2018 17:05:00.000,1.15907,1.15907,1.15852,1.15857,567.46 +22.08.2018 17:10:00.000,1.15857,1.15874,1.15855,1.15861,534.9499999999999 +22.08.2018 17:15:00.000,1.15860,1.15877,1.15855,1.15876,813.8999999999999 +22.08.2018 17:20:00.000,1.15878,1.15889,1.15854,1.15886,815.3499999999999 +22.08.2018 17:25:00.000,1.15886,1.15890,1.15856,1.15870,540.73 +22.08.2018 17:30:00.000,1.15870,1.15885,1.15864,1.15884,504.77 +22.08.2018 17:35:00.000,1.15884,1.15895,1.15871,1.15871,468.59999999999997 +22.08.2018 17:40:00.000,1.15872,1.15900,1.15871,1.15898,415.13 +22.08.2018 17:45:00.000,1.15898,1.15906,1.15892,1.15897,299.21000000000004 +22.08.2018 17:50:00.000,1.15897,1.15910,1.15894,1.15906,651.0600000000001 +22.08.2018 17:55:00.000,1.15901,1.15924,1.15821,1.15917,937.6200000000001 +22.08.2018 18:00:00.000,1.15921,1.16185,1.15908,1.16156,2597.29 +22.08.2018 18:05:00.000,1.16151,1.16194,1.16073,1.16092,2203.48 +22.08.2018 18:10:00.000,1.16096,1.16098,1.16034,1.16048,1453.79 +22.08.2018 18:15:00.000,1.16047,1.16055,1.15933,1.15955,1691.66 +22.08.2018 18:20:00.000,1.15952,1.15971,1.15913,1.15930,1434.3100000000002 +22.08.2018 18:25:00.000,1.15931,1.15932,1.15869,1.15915,1242.5300000000002 +22.08.2018 18:30:00.000,1.15915,1.15917,1.15809,1.15842,1179.66 +22.08.2018 18:35:00.000,1.15845,1.15870,1.15844,1.15856,787.7 +22.08.2018 18:40:00.000,1.15854,1.15871,1.15835,1.15871,738.89 +22.08.2018 18:45:00.000,1.15871,1.15877,1.15846,1.15861,636.25 +22.08.2018 18:50:00.000,1.15861,1.15872,1.15841,1.15845,532.0100000000001 +22.08.2018 18:55:00.000,1.15842,1.15892,1.15818,1.15888,848.27 +22.08.2018 19:00:00.000,1.15887,1.15910,1.15870,1.15899,893.04 +22.08.2018 19:05:00.000,1.15897,1.15897,1.15869,1.15885,812.5300000000001 +22.08.2018 19:10:00.000,1.15885,1.15936,1.15879,1.15931,920.74 +22.08.2018 19:15:00.000,1.15931,1.15985,1.15931,1.15982,935.3700000000001 +22.08.2018 19:20:00.000,1.15984,1.15990,1.15970,1.15979,842.36 +22.08.2018 19:25:00.000,1.15978,1.15989,1.15968,1.15969,709.7099999999999 +22.08.2018 19:30:00.000,1.15971,1.15980,1.15958,1.15974,752.4300000000001 +22.08.2018 19:35:00.000,1.15974,1.15991,1.15972,1.15991,552.54 +22.08.2018 19:40:00.000,1.15990,1.15999,1.15962,1.15986,537.76 +22.08.2018 19:45:00.000,1.15986,1.16015,1.15980,1.15999,739.03 +22.08.2018 19:50:00.000,1.16001,1.16028,1.15992,1.16021,662.04 +22.08.2018 19:55:00.000,1.16024,1.16077,1.16017,1.16039,1244.98 +22.08.2018 20:00:00.000,1.16039,1.16042,1.16008,1.16014,736.9399999999999 +22.08.2018 20:05:00.000,1.16014,1.16020,1.15999,1.16003,357.55 +22.08.2018 20:10:00.000,1.16004,1.16004,1.15976,1.15979,398.27 +22.08.2018 20:15:00.000,1.15979,1.15995,1.15977,1.15978,279.58000000000004 +22.08.2018 20:20:00.000,1.15978,1.15996,1.15977,1.15984,391.96000000000004 +22.08.2018 20:25:00.000,1.15984,1.15984,1.15957,1.15964,530.5699999999999 +22.08.2018 20:30:00.000,1.15963,1.15983,1.15953,1.15981,292.29 +22.08.2018 20:35:00.000,1.15982,1.16004,1.15969,1.15972,744.0899999999999 +22.08.2018 20:40:00.000,1.15972,1.15977,1.15953,1.15958,626.3 +22.08.2018 20:45:00.000,1.15957,1.15968,1.15956,1.15960,674.6700000000001 +22.08.2018 20:50:00.000,1.15959,1.15964,1.15953,1.15957,832.6200000000001 +22.08.2018 20:55:00.000,1.15957,1.15975,1.15957,1.15962,542.39 +22.08.2018 21:00:00.000,1.15961,1.15962,1.15927,1.15954,72.62 +22.08.2018 21:05:00.000,1.15955,1.15966,1.15952,1.15964,212.35000000000002 +22.08.2018 21:10:00.000,1.15964,1.15974,1.15964,1.15968,333.49 +22.08.2018 21:15:00.000,1.15969,1.15971,1.15964,1.15969,227.64 +22.08.2018 21:20:00.000,1.15968,1.15973,1.15965,1.15970,255.14 +22.08.2018 21:25:00.000,1.15970,1.15974,1.15970,1.15973,74.22999999999999 +22.08.2018 21:30:00.000,1.15974,1.15979,1.15948,1.15964,595.87 +22.08.2018 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02:25:00.000,1.15598,1.15607,1.15578,1.15587,583.23 +23.08.2018 02:30:00.000,1.15589,1.15597,1.15566,1.15584,933 +23.08.2018 02:35:00.000,1.15583,1.15624,1.15583,1.15598,777.08 +23.08.2018 02:40:00.000,1.15598,1.15604,1.15538,1.15557,1073.33 +23.08.2018 02:45:00.000,1.15557,1.15598,1.15554,1.15579,678.61 +23.08.2018 02:50:00.000,1.15579,1.15587,1.15537,1.15541,678.79 +23.08.2018 02:55:00.000,1.15541,1.15566,1.15535,1.15547,804.1199999999999 +23.08.2018 03:00:00.000,1.15547,1.15571,1.15512,1.15565,804.28 +23.08.2018 03:05:00.000,1.15563,1.15568,1.15556,1.15562,686.8499999999999 +23.08.2018 03:10:00.000,1.15562,1.15567,1.15547,1.15547,465.96999999999997 +23.08.2018 03:15:00.000,1.15548,1.15555,1.15505,1.15520,747.8 +23.08.2018 03:20:00.000,1.15521,1.15537,1.15507,1.15529,721.51 +23.08.2018 03:25:00.000,1.15527,1.15530,1.15496,1.15499,567.1999999999999 +23.08.2018 03:30:00.000,1.15499,1.15529,1.15499,1.15512,756.19 +23.08.2018 03:35:00.000,1.15511,1.15533,1.15509,1.15533,519.6899999999999 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04:50:00.000,1.15536,1.15540,1.15523,1.15528,280.96999999999997 +23.08.2018 04:55:00.000,1.15528,1.15563,1.15525,1.15562,572.61 +23.08.2018 05:00:00.000,1.15563,1.15564,1.15540,1.15540,548.16 +23.08.2018 05:05:00.000,1.15539,1.15551,1.15534,1.15549,503.74 +23.08.2018 05:10:00.000,1.15548,1.15563,1.15546,1.15560,360.34000000000003 +23.08.2018 05:15:00.000,1.15560,1.15562,1.15544,1.15549,434.83000000000004 +23.08.2018 05:20:00.000,1.15549,1.15561,1.15547,1.15549,218.39 +23.08.2018 05:25:00.000,1.15549,1.15549,1.15522,1.15528,687.38 +23.08.2018 05:30:00.000,1.15528,1.15555,1.15524,1.15549,581.48 +23.08.2018 05:35:00.000,1.15549,1.15563,1.15543,1.15556,556.0699999999999 +23.08.2018 05:40:00.000,1.15555,1.15619,1.15554,1.15563,930.06 +23.08.2018 05:45:00.000,1.15563,1.15578,1.15538,1.15547,471.46000000000004 +23.08.2018 05:50:00.000,1.15547,1.15555,1.15535,1.15537,654.68 +23.08.2018 05:55:00.000,1.15537,1.15565,1.15537,1.15550,532.6500000000001 +23.08.2018 06:00:00.000,1.15554,1.15582,1.15483,1.15534,927.86 +23.08.2018 06:05:00.000,1.15534,1.15647,1.15533,1.15620,1250.52 +23.08.2018 06:10:00.000,1.15620,1.15679,1.15617,1.15658,1020.29 +23.08.2018 06:15:00.000,1.15659,1.15702,1.15629,1.15672,1473.1100000000001 +23.08.2018 06:20:00.000,1.15671,1.15693,1.15651,1.15666,1307.44 +23.08.2018 06:25:00.000,1.15665,1.15679,1.15647,1.15647,985.59 +23.08.2018 06:30:00.000,1.15648,1.15699,1.15640,1.15694,1174.9599999999998 +23.08.2018 06:35:00.000,1.15694,1.15694,1.15670,1.15678,835.5600000000001 +23.08.2018 06:40:00.000,1.15678,1.15688,1.15647,1.15675,1183.04 +23.08.2018 06:45:00.000,1.15676,1.15693,1.15669,1.15680,881.71 +23.08.2018 06:50:00.000,1.15680,1.15719,1.15638,1.15640,1262.6 +23.08.2018 06:55:00.000,1.15639,1.15653,1.15598,1.15632,1335.3400000000001 +23.08.2018 07:00:00.000,1.15633,1.15744,1.15633,1.15725,1560.57 +23.08.2018 07:05:00.000,1.15724,1.15733,1.15666,1.15666,1092.1999999999998 +23.08.2018 07:10:00.000,1.15666,1.15715,1.15652,1.15676,1083.6299999999999 +23.08.2018 07:15:00.000,1.15681,1.15717,1.15612,1.15618,1095.9299999999998 +23.08.2018 07:20:00.000,1.15620,1.15623,1.15556,1.15565,947.4499999999999 +23.08.2018 07:25:00.000,1.15568,1.15591,1.15556,1.15590,837.51 +23.08.2018 07:30:00.000,1.15593,1.15641,1.15571,1.15632,972.23 +23.08.2018 07:35:00.000,1.15632,1.15685,1.15632,1.15652,903.07 +23.08.2018 07:40:00.000,1.15654,1.15680,1.15653,1.15660,801.8699999999999 +23.08.2018 07:45:00.000,1.15661,1.15723,1.15654,1.15712,1118.02 +23.08.2018 07:50:00.000,1.15712,1.15726,1.15699,1.15726,707.97 +23.08.2018 07:55:00.000,1.15726,1.15736,1.15677,1.15677,944.12 +23.08.2018 08:00:00.000,1.15678,1.15688,1.15609,1.15626,981.74 +23.08.2018 08:05:00.000,1.15626,1.15638,1.15621,1.15623,864.28 +23.08.2018 08:10:00.000,1.15623,1.15626,1.15550,1.15585,1198.76 +23.08.2018 08:15:00.000,1.15584,1.15623,1.15576,1.15598,1162.13 +23.08.2018 08:20:00.000,1.15599,1.15609,1.15576,1.15601,887.8699999999999 +23.08.2018 08:25:00.000,1.15602,1.15608,1.15562,1.15567,835.21 +23.08.2018 08:30:00.000,1.15567,1.15567,1.15511,1.15545,1021.0300000000001 +23.08.2018 08:35:00.000,1.15545,1.15568,1.15531,1.15545,994.5999999999999 +23.08.2018 08:40:00.000,1.15544,1.15624,1.15533,1.15615,692.8 +23.08.2018 08:45:00.000,1.15614,1.15648,1.15593,1.15644,905.03 +23.08.2018 08:50:00.000,1.15643,1.15680,1.15636,1.15674,854.8499999999999 +23.08.2018 08:55:00.000,1.15674,1.15674,1.15625,1.15637,798.15 +23.08.2018 09:00:00.000,1.15635,1.15696,1.15572,1.15574,1307.4099999999999 +23.08.2018 09:05:00.000,1.15573,1.15582,1.15533,1.15549,761.85 +23.08.2018 09:10:00.000,1.15549,1.15553,1.15523,1.15539,903.16 +23.08.2018 09:15:00.000,1.15538,1.15541,1.15514,1.15521,1315.6 +23.08.2018 09:20:00.000,1.15520,1.15534,1.15497,1.15500,1181.51 +23.08.2018 09:25:00.000,1.15500,1.15556,1.15498,1.15550,882.84 +23.08.2018 09:30:00.000,1.15551,1.15571,1.15538,1.15569,1181.1999999999998 +23.08.2018 09:35:00.000,1.15569,1.15576,1.15533,1.15541,969.58 +23.08.2018 09:40:00.000,1.15542,1.15596,1.15536,1.15594,997.0899999999999 +23.08.2018 09:45:00.000,1.15593,1.15609,1.15553,1.15576,798.1800000000001 +23.08.2018 09:50:00.000,1.15576,1.15606,1.15574,1.15606,1145 +23.08.2018 09:55:00.000,1.15605,1.15636,1.15605,1.15611,749.9200000000001 +23.08.2018 10:00:00.000,1.15610,1.15614,1.15589,1.15590,668.0799999999999 +23.08.2018 10:05:00.000,1.15589,1.15659,1.15586,1.15654,922.75 +23.08.2018 10:10:00.000,1.15653,1.15680,1.15625,1.15679,1032.25 +23.08.2018 10:15:00.000,1.15679,1.15698,1.15670,1.15693,935.0400000000001 +23.08.2018 10:20:00.000,1.15693,1.15698,1.15658,1.15668,946.66 +23.08.2018 10:25:00.000,1.15669,1.15680,1.15653,1.15658,1020.8699999999999 +23.08.2018 10:30:00.000,1.15659,1.15662,1.15644,1.15649,1039.89 +23.08.2018 10:35:00.000,1.15650,1.15660,1.15633,1.15640,909.4300000000001 +23.08.2018 10:40:00.000,1.15640,1.15658,1.15619,1.15654,525.5 +23.08.2018 10:45:00.000,1.15654,1.15836,1.15654,1.15826,1611.82 +23.08.2018 10:50:00.000,1.15825,1.15886,1.15810,1.15883,1459.9 +23.08.2018 10:55:00.000,1.15883,1.15898,1.15870,1.15884,1488.42 +23.08.2018 11:00:00.000,1.15884,1.15884,1.15826,1.15839,1581.34 +23.08.2018 11:05:00.000,1.15839,1.15855,1.15821,1.15825,1060.6799999999998 +23.08.2018 11:10:00.000,1.15827,1.15832,1.15790,1.15794,1126.4499999999998 +23.08.2018 11:15:00.000,1.15793,1.15798,1.15773,1.15780,1046.27 +23.08.2018 11:20:00.000,1.15781,1.15799,1.15762,1.15796,718.58 +23.08.2018 11:25:00.000,1.15795,1.15849,1.15794,1.15833,837.29 +23.08.2018 11:30:00.000,1.15834,1.15864,1.15805,1.15830,1137.55 +23.08.2018 11:35:00.000,1.15831,1.15835,1.15800,1.15801,760.29 +23.08.2018 11:40:00.000,1.15801,1.15862,1.15799,1.15854,860.99 +23.08.2018 11:45:00.000,1.15857,1.15869,1.15842,1.15844,535.2199999999999 +23.08.2018 11:50:00.000,1.15843,1.15853,1.15823,1.15828,850.37 +23.08.2018 11:55:00.000,1.15828,1.15860,1.15747,1.15750,1312.71 +23.08.2018 12:00:00.000,1.15752,1.15795,1.15749,1.15773,864.9499999999999 +23.08.2018 12:05:00.000,1.15774,1.15806,1.15759,1.15777,871.87 +23.08.2018 12:10:00.000,1.15776,1.15788,1.15760,1.15788,594.06 +23.08.2018 12:15:00.000,1.15787,1.15805,1.15772,1.15779,607.15 +23.08.2018 12:20:00.000,1.15782,1.15799,1.15731,1.15740,907.22 +23.08.2018 12:25:00.000,1.15741,1.15784,1.15740,1.15746,714.3700000000001 +23.08.2018 12:30:00.000,1.15747,1.15807,1.15743,1.15788,882.8600000000001 +23.08.2018 12:35:00.000,1.15788,1.15815,1.15778,1.15809,672.9499999999999 +23.08.2018 12:40:00.000,1.15809,1.15828,1.15791,1.15810,617.22 +23.08.2018 12:45:00.000,1.15810,1.15810,1.15743,1.15747,660.81 +23.08.2018 12:50:00.000,1.15745,1.15750,1.15659,1.15688,973.3499999999999 +23.08.2018 12:55:00.000,1.15688,1.15753,1.15688,1.15742,911.1 +23.08.2018 13:00:00.000,1.15741,1.15745,1.15660,1.15671,1160.42 +23.08.2018 13:05:00.000,1.15671,1.15711,1.15644,1.15661,1039.96 +23.08.2018 13:10:00.000,1.15659,1.15674,1.15621,1.15669,1054.72 +23.08.2018 13:15:00.000,1.15670,1.15674,1.15610,1.15611,944.7299999999999 +23.08.2018 13:20:00.000,1.15610,1.15655,1.15595,1.15651,960.3599999999999 +23.08.2018 13:25:00.000,1.15651,1.15682,1.15646,1.15661,1231.1499999999999 +23.08.2018 13:30:00.000,1.15662,1.15671,1.15629,1.15644,747.13 +23.08.2018 13:35:00.000,1.15644,1.15648,1.15598,1.15636,1137.2999999999997 +23.08.2018 13:40:00.000,1.15635,1.15730,1.15632,1.15694,1409.1100000000001 +23.08.2018 13:45:00.000,1.15694,1.15750,1.15693,1.15743,1196.49 +23.08.2018 13:50:00.000,1.15743,1.15906,1.15739,1.15860,1686.69 +23.08.2018 13:55:00.000,1.15863,1.15874,1.15774,1.15790,1181.38 +23.08.2018 14:00:00.000,1.15789,1.15871,1.15773,1.15778,1180.24 +23.08.2018 14:05:00.000,1.15779,1.15806,1.15722,1.15754,1324.76 +23.08.2018 14:10:00.000,1.15754,1.15768,1.15618,1.15664,1735.6699999999998 +23.08.2018 14:15:00.000,1.15664,1.15673,1.15604,1.15644,1333.67 +23.08.2018 14:20:00.000,1.15644,1.15658,1.15541,1.15575,1479.99 +23.08.2018 14:25:00.000,1.15576,1.15662,1.15573,1.15660,1448.71 +23.08.2018 14:30:00.000,1.15659,1.15688,1.15629,1.15654,1326.5 +23.08.2018 14:35:00.000,1.15656,1.15707,1.15643,1.15694,1326.65 +23.08.2018 14:40:00.000,1.15697,1.15700,1.15627,1.15634,1152.16 +23.08.2018 14:45:00.000,1.15632,1.15652,1.15604,1.15634,1453.25 +23.08.2018 14:50:00.000,1.15636,1.15718,1.15633,1.15704,1252.92 +23.08.2018 14:55:00.000,1.15704,1.15757,1.15697,1.15753,1552.2 +23.08.2018 15:00:00.000,1.15752,1.15768,1.15710,1.15722,1380.9 +23.08.2018 15:05:00.000,1.15720,1.15747,1.15695,1.15713,1164.42 +23.08.2018 15:10:00.000,1.15712,1.15724,1.15684,1.15700,1009.15 +23.08.2018 15:15:00.000,1.15700,1.15711,1.15689,1.15693,1120.49 +23.08.2018 15:20:00.000,1.15692,1.15787,1.15689,1.15756,1448.9599999999998 +23.08.2018 15:25:00.000,1.15756,1.15765,1.15722,1.15738,992.4000000000001 +23.08.2018 15:30:00.000,1.15739,1.15769,1.15736,1.15760,1235.5 +23.08.2018 15:35:00.000,1.15761,1.15761,1.15703,1.15710,1174.31 +23.08.2018 15:40:00.000,1.15709,1.15725,1.15701,1.15709,1061.98 +23.08.2018 15:45:00.000,1.15709,1.15712,1.15679,1.15704,701.19 +23.08.2018 15:50:00.000,1.15704,1.15709,1.15671,1.15681,740.19 +23.08.2018 15:55:00.000,1.15681,1.15731,1.15676,1.15677,786.0500000000001 +23.08.2018 16:00:00.000,1.15677,1.15683,1.15659,1.15680,1010.4399999999999 +23.08.2018 16:05:00.000,1.15679,1.15679,1.15582,1.15605,1685.01 +23.08.2018 16:10:00.000,1.15605,1.15622,1.15556,1.15576,1252.08 +23.08.2018 16:15:00.000,1.15575,1.15581,1.15519,1.15545,1512.27 +23.08.2018 16:20:00.000,1.15545,1.15561,1.15521,1.15540,1104.8700000000001 +23.08.2018 16:25:00.000,1.15540,1.15549,1.15502,1.15540,1036.55 +23.08.2018 16:30:00.000,1.15540,1.15572,1.15536,1.15551,833.51 +23.08.2018 16:35:00.000,1.15551,1.15572,1.15537,1.15571,724.81 +23.08.2018 16:40:00.000,1.15571,1.15582,1.15568,1.15582,498.25 +23.08.2018 16:45:00.000,1.15582,1.15606,1.15575,1.15582,527.7900000000001 +23.08.2018 16:50:00.000,1.15583,1.15610,1.15564,1.15567,806.74 +23.08.2018 16:55:00.000,1.15566,1.15585,1.15529,1.15552,945 +23.08.2018 17:00:00.000,1.15553,1.15557,1.15401,1.15408,1151.1100000000001 +23.08.2018 17:05:00.000,1.15408,1.15438,1.15336,1.15342,1511.41 +23.08.2018 17:10:00.000,1.15341,1.15367,1.15308,1.15347,873.2800000000001 +23.08.2018 17:15:00.000,1.15346,1.15397,1.15324,1.15392,1013.01 +23.08.2018 17:20:00.000,1.15392,1.15412,1.15365,1.15376,912.51 +23.08.2018 17:25:00.000,1.15380,1.15424,1.15370,1.15409,549.48 +23.08.2018 17:30:00.000,1.15411,1.15429,1.15411,1.15423,566.58 +23.08.2018 17:35:00.000,1.15423,1.15427,1.15386,1.15401,782.46 +23.08.2018 17:40:00.000,1.15401,1.15422,1.15395,1.15419,460.82 +23.08.2018 17:45:00.000,1.15418,1.15438,1.15411,1.15422,734.58 +23.08.2018 17:50:00.000,1.15422,1.15436,1.15396,1.15403,618.1700000000001 +23.08.2018 17:55:00.000,1.15401,1.15419,1.15396,1.15405,719.2 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19:10:00.000,1.15371,1.15387,1.15370,1.15387,357.23 +23.08.2018 19:15:00.000,1.15387,1.15391,1.15374,1.15377,192.71 +23.08.2018 19:20:00.000,1.15377,1.15385,1.15353,1.15359,333.79 +23.08.2018 19:25:00.000,1.15361,1.15362,1.15352,1.15358,304.42 +23.08.2018 19:30:00.000,1.15358,1.15379,1.15349,1.15357,679.18 +23.08.2018 19:35:00.000,1.15355,1.15361,1.15330,1.15338,795.32 +23.08.2018 19:40:00.000,1.15338,1.15347,1.15332,1.15342,447.3400000000001 +23.08.2018 19:45:00.000,1.15341,1.15416,1.15338,1.15402,578.37 +23.08.2018 19:50:00.000,1.15401,1.15432,1.15398,1.15428,965.5600000000001 +23.08.2018 19:55:00.000,1.15427,1.15431,1.15386,1.15406,996.64 +23.08.2018 20:00:00.000,1.15406,1.15427,1.15405,1.15412,730.4399999999999 +23.08.2018 20:05:00.000,1.15412,1.15423,1.15406,1.15422,232.53999999999996 +23.08.2018 20:10:00.000,1.15422,1.15434,1.15421,1.15423,302.81 +23.08.2018 20:15:00.000,1.15424,1.15431,1.15402,1.15409,452.65 +23.08.2018 20:20:00.000,1.15410,1.15416,1.15405,1.15411,496.13 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21:35:00.000,1.15433,1.15452,1.15431,1.15450,733.2500000000001 +23.08.2018 21:40:00.000,1.15449,1.15450,1.15446,1.15447,120.11 +23.08.2018 21:45:00.000,1.15448,1.15448,1.15442,1.15446,248.8 +23.08.2018 21:50:00.000,1.15445,1.15449,1.15439,1.15439,408.75 +23.08.2018 21:55:00.000,1.15439,1.15455,1.15384,1.15432,185.87 +23.08.2018 22:00:00.000,1.15432,1.15458,1.15413,1.15414,273.83000000000004 +23.08.2018 22:05:00.000,1.15414,1.15423,1.15403,1.15404,290.05 +23.08.2018 22:10:00.000,1.15404,1.15409,1.15362,1.15369,263.24 +23.08.2018 22:15:00.000,1.15370,1.15385,1.15370,1.15373,204.79 +23.08.2018 22:20:00.000,1.15373,1.15375,1.15347,1.15368,212.63 +23.08.2018 22:25:00.000,1.15367,1.15370,1.15354,1.15361,196.95 +23.08.2018 22:30:00.000,1.15363,1.15395,1.15363,1.15388,282.84999999999997 +23.08.2018 22:35:00.000,1.15389,1.15404,1.15389,1.15403,85.17 +23.08.2018 22:40:00.000,1.15403,1.15404,1.15400,1.15403,62.239999999999995 +23.08.2018 22:45:00.000,1.15404,1.15411,1.15404,1.15408,172.67000000000002 +23.08.2018 22:50:00.000,1.15409,1.15415,1.15406,1.15408,104.61 +23.08.2018 22:55:00.000,1.15408,1.15409,1.15397,1.15401,141.89999999999998 +23.08.2018 23:00:00.000,1.15401,1.15401,1.15387,1.15393,301.78000000000003 +23.08.2018 23:05:00.000,1.15393,1.15411,1.15389,1.15411,252.41000000000003 +23.08.2018 23:10:00.000,1.15411,1.15416,1.15405,1.15410,123.85 +23.08.2018 23:15:00.000,1.15410,1.15416,1.15404,1.15414,147.03 +23.08.2018 23:20:00.000,1.15415,1.15421,1.15411,1.15421,114.19000000000001 +23.08.2018 23:25:00.000,1.15423,1.15435,1.15418,1.15432,220.4 +23.08.2018 23:30:00.000,1.15429,1.15437,1.15425,1.15435,154.72000000000003 +23.08.2018 23:35:00.000,1.15434,1.15450,1.15422,1.15445,248.51999999999998 +23.08.2018 23:40:00.000,1.15445,1.15449,1.15440,1.15441,296.37000000000006 +23.08.2018 23:45:00.000,1.15443,1.15444,1.15422,1.15423,400.93999999999994 +23.08.2018 23:50:00.000,1.15423,1.15431,1.15413,1.15413,355.5 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02:20:00.000,1.15482,1.15495,1.15475,1.15493,437.41 +24.08.2018 02:25:00.000,1.15493,1.15500,1.15478,1.15492,651.13 +24.08.2018 02:30:00.000,1.15493,1.15506,1.15492,1.15494,423.66999999999996 +24.08.2018 02:35:00.000,1.15494,1.15499,1.15474,1.15474,439.42 +24.08.2018 02:40:00.000,1.15474,1.15479,1.15459,1.15466,441.21 +24.08.2018 02:45:00.000,1.15464,1.15491,1.15458,1.15491,417.03999999999996 +24.08.2018 02:50:00.000,1.15491,1.15590,1.15489,1.15529,1262.29 +24.08.2018 02:55:00.000,1.15529,1.15591,1.15529,1.15563,1023.2499999999999 +24.08.2018 03:00:00.000,1.15562,1.15563,1.15518,1.15519,941.65 +24.08.2018 03:05:00.000,1.15519,1.15533,1.15496,1.15498,864.96 +24.08.2018 03:10:00.000,1.15498,1.15545,1.15495,1.15544,665.1800000000001 +24.08.2018 03:15:00.000,1.15542,1.15542,1.15518,1.15540,482.37 +24.08.2018 03:20:00.000,1.15540,1.15542,1.15497,1.15499,474.07 +24.08.2018 03:25:00.000,1.15498,1.15519,1.15498,1.15513,413.83000000000004 +24.08.2018 03:30:00.000,1.15513,1.15534,1.15512,1.15533,458.04 +24.08.2018 03:35:00.000,1.15535,1.15540,1.15520,1.15536,341.11999999999995 +24.08.2018 03:40:00.000,1.15535,1.15581,1.15535,1.15557,648.3800000000001 +24.08.2018 03:45:00.000,1.15555,1.15577,1.15540,1.15554,536.57 +24.08.2018 03:50:00.000,1.15554,1.15556,1.15530,1.15556,381.88 +24.08.2018 03:55:00.000,1.15556,1.15566,1.15537,1.15550,378.31 +24.08.2018 04:00:00.000,1.15547,1.15565,1.15539,1.15554,419.21000000000004 +24.08.2018 04:05:00.000,1.15553,1.15554,1.15540,1.15540,285.95 +24.08.2018 04:10:00.000,1.15540,1.15548,1.15531,1.15542,237.39000000000001 +24.08.2018 04:15:00.000,1.15543,1.15543,1.15533,1.15537,238.35 +24.08.2018 04:20:00.000,1.15538,1.15543,1.15531,1.15532,191.12 +24.08.2018 04:25:00.000,1.15531,1.15549,1.15522,1.15523,347.95000000000005 +24.08.2018 04:30:00.000,1.15523,1.15534,1.15521,1.15527,476.2800000000001 +24.08.2018 04:35:00.000,1.15526,1.15558,1.15525,1.15558,452.8 +24.08.2018 04:40:00.000,1.15558,1.15584,1.15558,1.15583,330.83 +24.08.2018 04:45:00.000,1.15583,1.15583,1.15571,1.15574,354.73 +24.08.2018 04:50:00.000,1.15573,1.15584,1.15565,1.15567,368.93 +24.08.2018 04:55:00.000,1.15567,1.15632,1.15567,1.15629,571.6899999999999 +24.08.2018 05:00:00.000,1.15629,1.15696,1.15611,1.15655,593.0899999999999 +24.08.2018 05:05:00.000,1.15656,1.15669,1.15649,1.15649,685.0900000000001 +24.08.2018 05:10:00.000,1.15649,1.15665,1.15638,1.15663,464.65999999999997 +24.08.2018 05:15:00.000,1.15665,1.15685,1.15652,1.15680,534.16 +24.08.2018 05:20:00.000,1.15680,1.15691,1.15649,1.15652,481.61 +24.08.2018 05:25:00.000,1.15652,1.15666,1.15645,1.15664,551.27 +24.08.2018 05:30:00.000,1.15663,1.15686,1.15663,1.15675,564.8 +24.08.2018 05:35:00.000,1.15675,1.15799,1.15671,1.15778,1358.3799999999999 +24.08.2018 05:40:00.000,1.15773,1.15774,1.15723,1.15733,1010.5200000000001 +24.08.2018 05:45:00.000,1.15734,1.15769,1.15729,1.15734,722.2299999999999 +24.08.2018 05:50:00.000,1.15733,1.15743,1.15713,1.15725,731.89 +24.08.2018 05:55:00.000,1.15724,1.15724,1.15693,1.15708,652.39 +24.08.2018 06:00:00.000,1.15706,1.15758,1.15674,1.15706,903.61 +24.08.2018 06:05:00.000,1.15706,1.15728,1.15672,1.15672,754.83 +24.08.2018 06:10:00.000,1.15671,1.15703,1.15662,1.15668,1063.18 +24.08.2018 06:15:00.000,1.15666,1.15723,1.15650,1.15709,984.7800000000001 +24.08.2018 06:20:00.000,1.15709,1.15719,1.15694,1.15718,553.77 +24.08.2018 06:25:00.000,1.15718,1.15733,1.15694,1.15722,1097.41 +24.08.2018 06:30:00.000,1.15723,1.15760,1.15707,1.15732,1118.52 +24.08.2018 06:35:00.000,1.15731,1.15743,1.15710,1.15734,825.36 +24.08.2018 06:40:00.000,1.15733,1.15764,1.15719,1.15728,761.7600000000001 +24.08.2018 06:45:00.000,1.15728,1.15753,1.15719,1.15733,789.65 +24.08.2018 06:50:00.000,1.15733,1.15734,1.15681,1.15685,629.02 +24.08.2018 06:55:00.000,1.15685,1.15742,1.15678,1.15713,845.3800000000001 +24.08.2018 07:00:00.000,1.15712,1.15741,1.15686,1.15719,966.75 +24.08.2018 07:05:00.000,1.15717,1.15717,1.15677,1.15692,799.96 +24.08.2018 07:10:00.000,1.15693,1.15718,1.15680,1.15690,881.37 +24.08.2018 07:15:00.000,1.15689,1.15690,1.15635,1.15672,875.8 +24.08.2018 07:20:00.000,1.15670,1.15700,1.15650,1.15686,881.75 +24.08.2018 07:25:00.000,1.15685,1.15685,1.15632,1.15639,911.6500000000001 +24.08.2018 07:30:00.000,1.15639,1.15667,1.15613,1.15627,1163.0100000000002 +24.08.2018 07:35:00.000,1.15627,1.15646,1.15627,1.15639,872.3 +24.08.2018 07:40:00.000,1.15639,1.15660,1.15635,1.15639,611.06 +24.08.2018 07:45:00.000,1.15639,1.15668,1.15633,1.15640,718.36 +24.08.2018 07:50:00.000,1.15639,1.15641,1.15602,1.15619,919.3599999999999 +24.08.2018 07:55:00.000,1.15619,1.15619,1.15555,1.15567,1131.77 +24.08.2018 08:00:00.000,1.15565,1.15617,1.15565,1.15613,1135.55 +24.08.2018 08:05:00.000,1.15617,1.15624,1.15559,1.15564,772 +24.08.2018 08:10:00.000,1.15562,1.15604,1.15551,1.15604,890.1999999999999 +24.08.2018 08:15:00.000,1.15605,1.15622,1.15588,1.15614,1013.84 +24.08.2018 08:20:00.000,1.15614,1.15633,1.15608,1.15632,668.63 +24.08.2018 08:25:00.000,1.15628,1.15686,1.15628,1.15670,901.73 +24.08.2018 08:30:00.000,1.15669,1.15683,1.15659,1.15667,877.62 +24.08.2018 08:35:00.000,1.15667,1.15667,1.15651,1.15654,709.65 +24.08.2018 08:40:00.000,1.15654,1.15682,1.15639,1.15671,900.69 +24.08.2018 08:45:00.000,1.15671,1.15672,1.15625,1.15639,812.19 +24.08.2018 08:50:00.000,1.15637,1.15641,1.15600,1.15613,893.67 +24.08.2018 08:55:00.000,1.15612,1.15645,1.15609,1.15631,861.27 +24.08.2018 09:00:00.000,1.15632,1.15639,1.15600,1.15606,905.72 +24.08.2018 09:05:00.000,1.15607,1.15629,1.15599,1.15621,874.28 +24.08.2018 09:10:00.000,1.15622,1.15641,1.15601,1.15635,901.24 +24.08.2018 09:15:00.000,1.15633,1.15652,1.15617,1.15626,859.79 +24.08.2018 09:20:00.000,1.15625,1.15666,1.15613,1.15636,832.2900000000001 +24.08.2018 09:25:00.000,1.15635,1.15635,1.15582,1.15597,1139.53 +24.08.2018 09:30:00.000,1.15597,1.15620,1.15582,1.15618,866.43 +24.08.2018 09:35:00.000,1.15618,1.15621,1.15606,1.15611,644.1 +24.08.2018 09:40:00.000,1.15611,1.15656,1.15606,1.15653,1155.3200000000002 +24.08.2018 09:45:00.000,1.15653,1.15708,1.15642,1.15685,977.59 +24.08.2018 09:50:00.000,1.15686,1.15703,1.15672,1.15687,764.65 +24.08.2018 09:55:00.000,1.15686,1.15691,1.15656,1.15676,1080.41 +24.08.2018 10:00:00.000,1.15674,1.15688,1.15650,1.15688,912.5 +24.08.2018 10:05:00.000,1.15686,1.15740,1.15684,1.15733,1932.3300000000002 +24.08.2018 10:10:00.000,1.15732,1.15797,1.15732,1.15782,1347.6 +24.08.2018 10:15:00.000,1.15783,1.15797,1.15745,1.15765,1192.21 +24.08.2018 10:20:00.000,1.15766,1.15775,1.15745,1.15771,939.04 +24.08.2018 10:25:00.000,1.15771,1.15793,1.15747,1.15748,837.6 +24.08.2018 10:30:00.000,1.15748,1.15750,1.15712,1.15716,887.6500000000001 +24.08.2018 10:35:00.000,1.15717,1.15746,1.15713,1.15721,968.5899999999999 +24.08.2018 10:40:00.000,1.15719,1.15779,1.15717,1.15774,912.54 +24.08.2018 10:45:00.000,1.15773,1.15837,1.15768,1.15799,1433.33 +24.08.2018 10:50:00.000,1.15800,1.15826,1.15787,1.15796,923.76 +24.08.2018 10:55:00.000,1.15796,1.15835,1.15793,1.15808,1004.3 +24.08.2018 11:00:00.000,1.15807,1.15856,1.15783,1.15820,1360.8 +24.08.2018 11:05:00.000,1.15819,1.15842,1.15789,1.15803,1093.99 +24.08.2018 11:10:00.000,1.15803,1.15836,1.15798,1.15825,770.4699999999999 +24.08.2018 11:15:00.000,1.15825,1.15858,1.15806,1.15814,1235.3999999999999 +24.08.2018 11:20:00.000,1.15815,1.15818,1.15791,1.15816,817.74 +24.08.2018 11:25:00.000,1.15816,1.15837,1.15792,1.15813,779.62 +24.08.2018 11:30:00.000,1.15812,1.15862,1.15808,1.15854,922.5999999999999 +24.08.2018 11:35:00.000,1.15853,1.15897,1.15832,1.15890,1294.09 +24.08.2018 11:40:00.000,1.15890,1.15969,1.15886,1.15952,1522.04 +24.08.2018 11:45:00.000,1.15951,1.15977,1.15913,1.15926,1016.67 +24.08.2018 11:50:00.000,1.15927,1.15951,1.15908,1.15940,1046.21 +24.08.2018 11:55:00.000,1.15939,1.16000,1.15916,1.15930,1326.45 +24.08.2018 12:00:00.000,1.15931,1.15936,1.15883,1.15897,1280.88 +24.08.2018 12:05:00.000,1.15897,1.15909,1.15854,1.15860,1277.1200000000001 +24.08.2018 12:10:00.000,1.15863,1.15882,1.15849,1.15876,949.3500000000001 +24.08.2018 12:15:00.000,1.15877,1.15877,1.15847,1.15857,924.6 +24.08.2018 12:20:00.000,1.15861,1.15916,1.15857,1.15906,1039.54 +24.08.2018 12:25:00.000,1.15904,1.15905,1.15868,1.15873,970.5799999999999 +24.08.2018 12:30:00.000,1.15876,1.15940,1.15876,1.15895,1035.2099999999998 +24.08.2018 12:35:00.000,1.15897,1.15944,1.15896,1.15923,749.45 +24.08.2018 12:40:00.000,1.15923,1.15928,1.15863,1.15886,1224.62 +24.08.2018 12:45:00.000,1.15886,1.15908,1.15854,1.15866,991.76 +24.08.2018 12:50:00.000,1.15864,1.15909,1.15864,1.15895,711.42 +24.08.2018 12:55:00.000,1.15894,1.15935,1.15875,1.15929,1018.19 +24.08.2018 13:00:00.000,1.15931,1.15939,1.15902,1.15937,1195.89 +24.08.2018 13:05:00.000,1.15937,1.16020,1.15935,1.16007,1430.9499999999998 +24.08.2018 13:10:00.000,1.16007,1.16020,1.15975,1.16010,997.32 +24.08.2018 13:15:00.000,1.16009,1.16031,1.15931,1.15944,1328.1799999999998 +24.08.2018 13:20:00.000,1.15943,1.16045,1.15943,1.16020,1735.07 +24.08.2018 13:25:00.000,1.16019,1.16024,1.15966,1.15980,1485.6699999999998 +24.08.2018 13:30:00.000,1.15979,1.15995,1.15955,1.15960,1483.97 +24.08.2018 13:35:00.000,1.15959,1.15989,1.15948,1.15980,1462.51 +24.08.2018 13:40:00.000,1.15980,1.16000,1.15969,1.15976,1293.58 +24.08.2018 13:45:00.000,1.15976,1.16010,1.15976,1.15979,1501.31 +24.08.2018 13:50:00.000,1.15979,1.15979,1.15941,1.15946,1677.4099999999999 +24.08.2018 13:55:00.000,1.15944,1.15947,1.15893,1.15904,1622.4799999999998 +24.08.2018 14:00:00.000,1.15904,1.16336,1.15815,1.16273,3595.61 +24.08.2018 14:05:00.000,1.16278,1.16397,1.16232,1.16249,3236.9900000000002 +24.08.2018 14:10:00.000,1.16254,1.16268,1.16151,1.16158,2284.77 +24.08.2018 14:15:00.000,1.16161,1.16344,1.16149,1.16253,2198.54 +24.08.2018 14:20:00.000,1.16251,1.16318,1.16224,1.16259,2160.2900000000004 +24.08.2018 14:25:00.000,1.16257,1.16259,1.16115,1.16139,2322.52 +24.08.2018 14:30:00.000,1.16137,1.16192,1.16121,1.16140,1656.8199999999997 +24.08.2018 14:35:00.000,1.16140,1.16160,1.16017,1.16047,1991.8600000000001 +24.08.2018 14:40:00.000,1.16047,1.16103,1.16047,1.16099,1521.0900000000001 +24.08.2018 14:45:00.000,1.16099,1.16153,1.16081,1.16140,1517.13 +24.08.2018 14:50:00.000,1.16139,1.16237,1.16139,1.16225,1810.2 +24.08.2018 14:55:00.000,1.16226,1.16293,1.16185,1.16274,2059.27 +24.08.2018 15:00:00.000,1.16275,1.16322,1.16263,1.16311,1708.65 +24.08.2018 15:05:00.000,1.16310,1.16358,1.16278,1.16278,1767.7600000000002 +24.08.2018 15:10:00.000,1.16282,1.16302,1.16253,1.16275,1609.2200000000003 +24.08.2018 15:15:00.000,1.16274,1.16314,1.16264,1.16285,1403.23 +24.08.2018 15:20:00.000,1.16285,1.16292,1.16251,1.16254,1412.3600000000001 +24.08.2018 15:25:00.000,1.16255,1.16257,1.16213,1.16215,1153 +24.08.2018 15:30:00.000,1.16215,1.16235,1.16183,1.16227,1431.13 +24.08.2018 15:35:00.000,1.16229,1.16286,1.16228,1.16274,1494.3200000000002 +24.08.2018 15:40:00.000,1.16273,1.16278,1.16188,1.16219,1433.9299999999998 +24.08.2018 15:45:00.000,1.16220,1.16236,1.16163,1.16185,1205.98 +24.08.2018 15:50:00.000,1.16185,1.16226,1.16184,1.16212,1333.13 +24.08.2018 15:55:00.000,1.16211,1.16276,1.16211,1.16244,1072.31 +24.08.2018 16:00:00.000,1.16245,1.16301,1.16241,1.16296,1054.77 +24.08.2018 16:05:00.000,1.16295,1.16303,1.16269,1.16284,937.12 +24.08.2018 16:10:00.000,1.16284,1.16318,1.16284,1.16304,766.16 +24.08.2018 16:15:00.000,1.16304,1.16329,1.16294,1.16326,751.85 +24.08.2018 16:20:00.000,1.16327,1.16330,1.16300,1.16300,742.26 +24.08.2018 16:25:00.000,1.16300,1.16324,1.16284,1.16313,655.1700000000001 +24.08.2018 16:30:00.000,1.16314,1.16314,1.16252,1.16278,736.4599999999999 +24.08.2018 16:35:00.000,1.16279,1.16284,1.16264,1.16279,507.40999999999997 +24.08.2018 16:40:00.000,1.16278,1.16300,1.16260,1.16284,795.0500000000001 +24.08.2018 16:45:00.000,1.16284,1.16292,1.16247,1.16263,839.07 +24.08.2018 16:50:00.000,1.16264,1.16284,1.16262,1.16274,566.9200000000001 +24.08.2018 16:55:00.000,1.16273,1.16274,1.16232,1.16240,1214.12 +24.08.2018 17:00:00.000,1.16239,1.16313,1.16239,1.16298,1037.66 +24.08.2018 17:05:00.000,1.16298,1.16357,1.16297,1.16351,952.8599999999999 +24.08.2018 17:10:00.000,1.16352,1.16353,1.16316,1.16324,871.2800000000002 +24.08.2018 17:15:00.000,1.16323,1.16334,1.16293,1.16303,838.27 +24.08.2018 17:20:00.000,1.16303,1.16308,1.16297,1.16308,645.9300000000001 +24.08.2018 17:25:00.000,1.16307,1.16335,1.16297,1.16331,828.22 +24.08.2018 17:30:00.000,1.16330,1.16333,1.16252,1.16268,1297.78 +24.08.2018 17:35:00.000,1.16268,1.16297,1.16267,1.16284,1077.15 +24.08.2018 17:40:00.000,1.16283,1.16283,1.16205,1.16219,1307.29 +24.08.2018 17:45:00.000,1.16217,1.16274,1.16190,1.16260,1064.01 +24.08.2018 17:50:00.000,1.16260,1.16267,1.16248,1.16252,882.02 +24.08.2018 17:55:00.000,1.16252,1.16256,1.16219,1.16226,779.64 +24.08.2018 18:00:00.000,1.16224,1.16227,1.16177,1.16209,888.39 +24.08.2018 18:05:00.000,1.16208,1.16225,1.16207,1.16224,670.2699999999999 +24.08.2018 18:10:00.000,1.16225,1.16238,1.16210,1.16237,657.4 +24.08.2018 18:15:00.000,1.16237,1.16237,1.16214,1.16216,418.59000000000003 +24.08.2018 18:20:00.000,1.16220,1.16226,1.16200,1.16205,534.46 +24.08.2018 18:25:00.000,1.16205,1.16255,1.16205,1.16249,843.9000000000001 +24.08.2018 18:30:00.000,1.16249,1.16256,1.16225,1.16245,600.6800000000001 +24.08.2018 18:35:00.000,1.16245,1.16265,1.16236,1.16256,617.5999999999999 +24.08.2018 18:40:00.000,1.16256,1.16257,1.16240,1.16242,392.66 +24.08.2018 18:45:00.000,1.16244,1.16253,1.16236,1.16252,344.72999999999996 +24.08.2018 18:50:00.000,1.16252,1.16252,1.16231,1.16235,392.55 +24.08.2018 18:55:00.000,1.16235,1.16279,1.16233,1.16255,937.73 +24.08.2018 19:00:00.000,1.16254,1.16258,1.16233,1.16238,872.75 +24.08.2018 19:05:00.000,1.16239,1.16244,1.16225,1.16229,944.1300000000001 +24.08.2018 19:10:00.000,1.16229,1.16253,1.16229,1.16251,821.21 +24.08.2018 19:15:00.000,1.16251,1.16290,1.16247,1.16280,1028.6 +24.08.2018 19:20:00.000,1.16280,1.16280,1.16260,1.16264,679.3199999999999 +24.08.2018 19:25:00.000,1.16266,1.16267,1.16254,1.16258,477.43000000000006 +24.08.2018 19:30:00.000,1.16258,1.16260,1.16249,1.16255,419.85 +24.08.2018 19:35:00.000,1.16256,1.16256,1.16235,1.16240,519.86 +24.08.2018 19:40:00.000,1.16241,1.16265,1.16240,1.16261,487.45 +24.08.2018 19:45:00.000,1.16261,1.16276,1.16256,1.16265,557.36 +24.08.2018 19:50:00.000,1.16266,1.16267,1.16255,1.16257,610.9 +24.08.2018 19:55:00.000,1.16256,1.16272,1.16255,1.16267,657.4 +24.08.2018 20:00:00.000,1.16269,1.16269,1.16235,1.16240,388.6 +24.08.2018 20:05:00.000,1.16239,1.16256,1.16239,1.16245,419.12 +24.08.2018 20:10:00.000,1.16245,1.16245,1.16238,1.16240,329.94000000000005 +24.08.2018 20:15:00.000,1.16241,1.16241,1.16219,1.16234,564.51 +24.08.2018 20:20:00.000,1.16234,1.16235,1.16214,1.16225,401.17999999999995 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21:40:00.000,1.16218,1.16220,1.16218,1.16220,69.81 +26.08.2018 21:45:00.000,1.16219,1.16220,1.16208,1.16217,621.59 +26.08.2018 21:50:00.000,1.16217,1.16217,1.16203,1.16215,1064.2999999999997 +26.08.2018 21:55:00.000,1.16215,1.16244,1.16204,1.16240,490.58 +26.08.2018 22:00:00.000,1.16230,1.16279,1.16230,1.16258,323.63 +26.08.2018 22:05:00.000,1.16259,1.16262,1.16251,1.16258,344.97999999999996 +26.08.2018 22:10:00.000,1.16256,1.16263,1.16254,1.16256,318.59999999999997 +26.08.2018 22:15:00.000,1.16256,1.16256,1.16248,1.16252,278.58000000000004 +26.08.2018 22:20:00.000,1.16252,1.16258,1.16251,1.16257,194.22 +26.08.2018 22:25:00.000,1.16258,1.16260,1.16253,1.16258,97.77 +26.08.2018 22:30:00.000,1.16258,1.16267,1.16252,1.16267,149 +26.08.2018 22:35:00.000,1.16268,1.16276,1.16255,1.16259,147.03 +26.08.2018 22:40:00.000,1.16260,1.16261,1.16257,1.16260,46.11 +26.08.2018 22:45:00.000,1.16260,1.16267,1.16255,1.16266,81.6 +26.08.2018 22:50:00.000,1.16268,1.16281,1.16264,1.16279,138.66 +26.08.2018 22:55:00.000,1.16279,1.16290,1.16276,1.16280,219.21 +26.08.2018 23:00:00.000,1.16280,1.16302,1.16274,1.16291,168.69 +26.08.2018 23:05:00.000,1.16293,1.16305,1.16291,1.16304,153.60999999999999 +26.08.2018 23:10:00.000,1.16305,1.16325,1.16303,1.16316,243.63000000000002 +26.08.2018 23:15:00.000,1.16314,1.16332,1.16310,1.16331,233.19 +26.08.2018 23:20:00.000,1.16330,1.16335,1.16310,1.16325,204.56 +26.08.2018 23:25:00.000,1.16327,1.16327,1.16321,1.16327,153.5 +26.08.2018 23:30:00.000,1.16326,1.16332,1.16320,1.16327,170.85 +26.08.2018 23:35:00.000,1.16326,1.16341,1.16324,1.16329,336.64 +26.08.2018 23:40:00.000,1.16329,1.16329,1.16317,1.16319,182.95999999999998 +26.08.2018 23:45:00.000,1.16319,1.16355,1.16315,1.16354,258.35 +26.08.2018 23:50:00.000,1.16354,1.16382,1.16351,1.16381,302.31 +26.08.2018 23:55:00.000,1.16380,1.16534,1.16370,1.16451,1105.49 +27.08.2018 00:00:00.000,1.16450,1.16452,1.16384,1.16393,1137.24 +27.08.2018 00:05:00.000,1.16393,1.16421,1.16370,1.16373,698.6499999999999 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05:05:00.000,1.16177,1.16186,1.16166,1.16186,321.86 +27.08.2018 05:10:00.000,1.16187,1.16194,1.16184,1.16193,363.61 +27.08.2018 05:15:00.000,1.16193,1.16203,1.16150,1.16165,485.85 +27.08.2018 05:20:00.000,1.16164,1.16189,1.16164,1.16187,503.47 +27.08.2018 05:25:00.000,1.16187,1.16201,1.16178,1.16193,551.97 +27.08.2018 05:30:00.000,1.16192,1.16200,1.16185,1.16192,493.01 +27.08.2018 05:35:00.000,1.16193,1.16200,1.16152,1.16153,668.73 +27.08.2018 05:40:00.000,1.16156,1.16179,1.16128,1.16178,498.17 +27.08.2018 05:45:00.000,1.16178,1.16202,1.16175,1.16200,427.07 +27.08.2018 05:50:00.000,1.16199,1.16202,1.16163,1.16192,619.89 +27.08.2018 05:55:00.000,1.16193,1.16202,1.16163,1.16183,740.78 +27.08.2018 06:00:00.000,1.16184,1.16242,1.16150,1.16225,897.2 +27.08.2018 06:05:00.000,1.16225,1.16234,1.16199,1.16206,714.12 +27.08.2018 06:10:00.000,1.16205,1.16205,1.16114,1.16146,1020.75 +27.08.2018 06:15:00.000,1.16146,1.16147,1.16075,1.16098,1153.62 +27.08.2018 06:20:00.000,1.16098,1.16148,1.16068,1.16072,1004.87 +27.08.2018 06:25:00.000,1.16072,1.16094,1.16039,1.16091,1227.16 +27.08.2018 06:30:00.000,1.16091,1.16100,1.16039,1.16055,983.61 +27.08.2018 06:35:00.000,1.16055,1.16088,1.16037,1.16075,898.46 +27.08.2018 06:40:00.000,1.16075,1.16076,1.16040,1.16062,733.87 +27.08.2018 06:45:00.000,1.16062,1.16087,1.16040,1.16044,858.12 +27.08.2018 06:50:00.000,1.16044,1.16053,1.15948,1.15972,1304.94 +27.08.2018 06:55:00.000,1.15972,1.16012,1.15943,1.16010,1237.7399999999998 +27.08.2018 07:00:00.000,1.16010,1.16010,1.15964,1.15988,1174.33 +27.08.2018 07:05:00.000,1.15987,1.16093,1.15981,1.16085,1399.4299999999998 +27.08.2018 07:10:00.000,1.16087,1.16098,1.16065,1.16085,873.6800000000001 +27.08.2018 07:15:00.000,1.16086,1.16087,1.16017,1.16035,1202.38 +27.08.2018 07:20:00.000,1.16035,1.16082,1.16019,1.16061,933.91 +27.08.2018 07:25:00.000,1.16060,1.16098,1.16046,1.16095,675.5999999999999 +27.08.2018 07:30:00.000,1.16095,1.16111,1.16066,1.16106,760.71 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11:15:00.000,1.16177,1.16188,1.16159,1.16177,630.6500000000001 +27.08.2018 11:20:00.000,1.16177,1.16231,1.16171,1.16223,733.78 +27.08.2018 11:25:00.000,1.16223,1.16226,1.16191,1.16196,935.28 +27.08.2018 11:30:00.000,1.16196,1.16215,1.16180,1.16208,695.3899999999999 +27.08.2018 11:35:00.000,1.16206,1.16206,1.16183,1.16192,809.03 +27.08.2018 11:40:00.000,1.16193,1.16211,1.16186,1.16194,927.5899999999999 +27.08.2018 11:45:00.000,1.16193,1.16200,1.16172,1.16183,705.52 +27.08.2018 11:50:00.000,1.16183,1.16196,1.16176,1.16186,770.2099999999999 +27.08.2018 11:55:00.000,1.16186,1.16299,1.16186,1.16292,1637.8500000000001 +27.08.2018 12:00:00.000,1.16292,1.16296,1.16256,1.16284,1109.63 +27.08.2018 12:05:00.000,1.16284,1.16296,1.16276,1.16283,948.8400000000001 +27.08.2018 12:10:00.000,1.16283,1.16328,1.16279,1.16328,1096.26 +27.08.2018 12:15:00.000,1.16328,1.16392,1.16328,1.16392,1296 +27.08.2018 12:20:00.000,1.16393,1.16431,1.16372,1.16384,1211.05 +27.08.2018 12:25:00.000,1.16385,1.16414,1.16364,1.16366,1001.7299999999999 +27.08.2018 12:30:00.000,1.16366,1.16379,1.16352,1.16364,821.3299999999999 +27.08.2018 12:35:00.000,1.16364,1.16376,1.16355,1.16365,1050.8799999999999 +27.08.2018 12:40:00.000,1.16365,1.16377,1.16337,1.16365,1196.87 +27.08.2018 12:45:00.000,1.16365,1.16399,1.16350,1.16354,1131.97 +27.08.2018 12:50:00.000,1.16353,1.16381,1.16346,1.16350,1035.8 +27.08.2018 12:55:00.000,1.16347,1.16387,1.16342,1.16378,937.41 +27.08.2018 13:00:00.000,1.16377,1.16399,1.16331,1.16391,983.8100000000001 +27.08.2018 13:05:00.000,1.16391,1.16398,1.16353,1.16356,823.29 +27.08.2018 13:10:00.000,1.16356,1.16365,1.16345,1.16361,845.25 +27.08.2018 13:15:00.000,1.16360,1.16398,1.16342,1.16381,1206.83 +27.08.2018 13:20:00.000,1.16381,1.16449,1.16368,1.16440,983.4099999999999 +27.08.2018 13:25:00.000,1.16439,1.16466,1.16417,1.16426,1206.71 +27.08.2018 13:30:00.000,1.16425,1.16543,1.16417,1.16477,1426.66 +27.08.2018 13:35:00.000,1.16478,1.16518,1.16474,1.16514,1260.18 +27.08.2018 13:40:00.000,1.16515,1.16519,1.16489,1.16501,1183.5900000000001 +27.08.2018 13:45:00.000,1.16501,1.16576,1.16500,1.16539,1451.9700000000003 +27.08.2018 13:50:00.000,1.16541,1.16562,1.16535,1.16535,1019.67 +27.08.2018 13:55:00.000,1.16537,1.16548,1.16476,1.16486,1191.12 +27.08.2018 14:00:00.000,1.16491,1.16517,1.16464,1.16472,1100.41 +27.08.2018 14:05:00.000,1.16475,1.16518,1.16475,1.16516,915.3299999999999 +27.08.2018 14:10:00.000,1.16517,1.16568,1.16505,1.16540,1084.21 +27.08.2018 14:15:00.000,1.16540,1.16555,1.16512,1.16525,1466.6100000000001 +27.08.2018 14:20:00.000,1.16525,1.16647,1.16516,1.16636,1403.54 +27.08.2018 14:25:00.000,1.16634,1.16634,1.16595,1.16621,1127.19 +27.08.2018 14:30:00.000,1.16621,1.16632,1.16561,1.16580,1241.0900000000001 +27.08.2018 14:35:00.000,1.16581,1.16596,1.16564,1.16575,865.5699999999999 +27.08.2018 14:40:00.000,1.16575,1.16644,1.16571,1.16616,1040.6599999999999 +27.08.2018 14:45:00.000,1.16616,1.16633,1.16587,1.16633,785 +27.08.2018 14:50:00.000,1.16633,1.16657,1.16610,1.16634,911.0600000000001 +27.08.2018 14:55:00.000,1.16633,1.16741,1.16632,1.16703,1654.73 +27.08.2018 15:00:00.000,1.16704,1.16759,1.16687,1.16725,1615.61 +27.08.2018 15:05:00.000,1.16724,1.16754,1.16714,1.16731,1246.3100000000002 +27.08.2018 15:10:00.000,1.16731,1.16757,1.16687,1.16736,1668.89 +27.08.2018 15:15:00.000,1.16736,1.16777,1.16724,1.16759,1468.1100000000001 +27.08.2018 15:20:00.000,1.16759,1.16800,1.16734,1.16740,1443.2 +27.08.2018 15:25:00.000,1.16740,1.16741,1.16684,1.16713,1284.5700000000002 +27.08.2018 15:30:00.000,1.16712,1.16745,1.16706,1.16731,1293.41 +27.08.2018 15:35:00.000,1.16730,1.16788,1.16728,1.16783,1150.9299999999998 +27.08.2018 15:40:00.000,1.16783,1.16783,1.16718,1.16722,1146.98 +27.08.2018 15:45:00.000,1.16722,1.16735,1.16700,1.16707,974.7099999999999 +27.08.2018 15:50:00.000,1.16710,1.16754,1.16707,1.16742,794.62 +27.08.2018 15:55:00.000,1.16742,1.16777,1.16735,1.16760,1011.14 +27.08.2018 16:00:00.000,1.16760,1.16777,1.16729,1.16733,1150 +27.08.2018 16:05:00.000,1.16733,1.16750,1.16727,1.16737,732.1999999999999 +27.08.2018 16:10:00.000,1.16738,1.16764,1.16737,1.16752,816.6200000000001 +27.08.2018 16:15:00.000,1.16752,1.16807,1.16748,1.16796,802.74 +27.08.2018 16:20:00.000,1.16793,1.16828,1.16787,1.16823,1033.08 +27.08.2018 16:25:00.000,1.16823,1.16898,1.16821,1.16856,1557.8799999999999 +27.08.2018 16:30:00.000,1.16858,1.16897,1.16841,1.16864,1098.3799999999999 +27.08.2018 16:35:00.000,1.16863,1.16898,1.16863,1.16880,711.27 +27.08.2018 16:40:00.000,1.16883,1.16913,1.16855,1.16891,1158.8200000000002 +27.08.2018 16:45:00.000,1.16891,1.16906,1.16864,1.16875,1002.2800000000001 +27.08.2018 16:50:00.000,1.16876,1.16876,1.16841,1.16861,1029.31 +27.08.2018 16:55:00.000,1.16861,1.16896,1.16837,1.16880,1325.2399999999998 +27.08.2018 17:00:00.000,1.16880,1.16935,1.16873,1.16889,1202.46 +27.08.2018 17:05:00.000,1.16888,1.16892,1.16871,1.16871,726.68 +27.08.2018 17:10:00.000,1.16872,1.16883,1.16865,1.16875,540.45 +27.08.2018 17:15:00.000,1.16875,1.16895,1.16866,1.16884,574.19 +27.08.2018 17:20:00.000,1.16884,1.16891,1.16837,1.16837,997.56 +27.08.2018 17:25:00.000,1.16837,1.16843,1.16807,1.16823,824.83 +27.08.2018 17:30:00.000,1.16823,1.16824,1.16800,1.16802,706.72 +27.08.2018 17:35:00.000,1.16802,1.16806,1.16780,1.16791,648.02 +27.08.2018 17:40:00.000,1.16789,1.16794,1.16776,1.16782,590.2 +27.08.2018 17:45:00.000,1.16781,1.16784,1.16768,1.16781,819.9899999999999 +27.08.2018 17:50:00.000,1.16780,1.16802,1.16770,1.16779,777.06 +27.08.2018 17:55:00.000,1.16779,1.16797,1.16751,1.16771,933.38 +27.08.2018 18:00:00.000,1.16774,1.16789,1.16768,1.16782,618.59 +27.08.2018 18:05:00.000,1.16782,1.16836,1.16765,1.16820,728.31 +27.08.2018 18:10:00.000,1.16817,1.16820,1.16780,1.16788,488.38 +27.08.2018 18:15:00.000,1.16787,1.16789,1.16764,1.16770,743.08 +27.08.2018 18:20:00.000,1.16769,1.16780,1.16762,1.16771,637.7099999999999 +27.08.2018 18:25:00.000,1.16771,1.16805,1.16768,1.16794,546.8 +27.08.2018 18:30:00.000,1.16794,1.16816,1.16794,1.16802,527.0899999999999 +27.08.2018 18:35:00.000,1.16802,1.16805,1.16787,1.16788,490.16 +27.08.2018 18:40:00.000,1.16788,1.16795,1.16771,1.16771,433.82 +27.08.2018 18:45:00.000,1.16771,1.16778,1.16760,1.16766,627.86 +27.08.2018 18:50:00.000,1.16768,1.16775,1.16764,1.16770,590.23 +27.08.2018 18:55:00.000,1.16769,1.16792,1.16765,1.16791,899.5999999999999 +27.08.2018 19:00:00.000,1.16791,1.16804,1.16769,1.16774,833.39 +27.08.2018 19:05:00.000,1.16774,1.16786,1.16767,1.16770,641.22 +27.08.2018 19:10:00.000,1.16774,1.16795,1.16772,1.16777,734.68 +27.08.2018 19:15:00.000,1.16776,1.16778,1.16770,1.16776,576.3 +27.08.2018 19:20:00.000,1.16775,1.16781,1.16773,1.16779,315.96 +27.08.2018 19:25:00.000,1.16779,1.16796,1.16778,1.16783,605.3900000000001 +27.08.2018 19:30:00.000,1.16785,1.16806,1.16780,1.16805,256.94 +27.08.2018 19:35:00.000,1.16803,1.16806,1.16785,1.16794,412.29999999999995 +27.08.2018 19:40:00.000,1.16794,1.16816,1.16794,1.16811,333.56 +27.08.2018 19:45:00.000,1.16811,1.16816,1.16785,1.16794,376.13000000000005 +27.08.2018 19:50:00.000,1.16794,1.16797,1.16784,1.16793,445.81000000000006 +27.08.2018 19:55:00.000,1.16793,1.16822,1.16793,1.16813,624.34 +27.08.2018 20:00:00.000,1.16813,1.16850,1.16810,1.16846,550.49 +27.08.2018 20:05:00.000,1.16846,1.16851,1.16820,1.16826,305.24 +27.08.2018 20:10:00.000,1.16826,1.16835,1.16826,1.16827,194.60000000000002 +27.08.2018 20:15:00.000,1.16830,1.16831,1.16821,1.16821,112.97 +27.08.2018 20:20:00.000,1.16821,1.16822,1.16801,1.16811,242.49999999999997 +27.08.2018 20:25:00.000,1.16810,1.16813,1.16801,1.16813,269.71 +27.08.2018 20:30:00.000,1.16813,1.16822,1.16810,1.16820,377.06 +27.08.2018 20:35:00.000,1.16819,1.16820,1.16801,1.16805,339.96 +27.08.2018 20:40:00.000,1.16805,1.16810,1.16800,1.16802,370.91999999999996 +27.08.2018 20:45:00.000,1.16802,1.16809,1.16794,1.16796,456.94000000000005 +27.08.2018 20:50:00.000,1.16796,1.16805,1.16790,1.16793,697.6199999999999 +27.08.2018 20:55:00.000,1.16793,1.16793,1.16776,1.16778,324.88 +27.08.2018 21:00:00.000,1.16773,1.16784,1.16772,1.16780,43.76 +27.08.2018 21:05:00.000,1.16785,1.16812,1.16783,1.16788,344.69 +27.08.2018 21:10:00.000,1.16789,1.16794,1.16785,1.16790,232.11 +27.08.2018 21:15:00.000,1.16793,1.16818,1.16788,1.16803,370.66999999999996 +27.08.2018 21:20:00.000,1.16802,1.16819,1.16771,1.16787,680.0600000000001 +27.08.2018 21:25:00.000,1.16788,1.16794,1.16785,1.16788,405.21999999999997 +27.08.2018 21:30:00.000,1.16788,1.16795,1.16773,1.16794,248.04000000000002 +27.08.2018 21:35:00.000,1.16793,1.16797,1.16774,1.16781,267.11 +27.08.2018 21:40:00.000,1.16780,1.16786,1.16773,1.16784,416.38999999999993 +27.08.2018 21:45:00.000,1.16785,1.16820,1.16779,1.16779,730.56 +27.08.2018 21:50:00.000,1.16779,1.16793,1.16779,1.16791,208.26 +27.08.2018 21:55:00.000,1.16790,1.16795,1.16781,1.16790,396.43 +27.08.2018 22:00:00.000,1.16788,1.16802,1.16788,1.16793,255.04999999999998 +27.08.2018 22:05:00.000,1.16794,1.16806,1.16792,1.16795,294.77 +27.08.2018 22:10:00.000,1.16795,1.16805,1.16789,1.16803,137.67 +27.08.2018 22:15:00.000,1.16804,1.16812,1.16795,1.16795,136.09 +27.08.2018 22:20:00.000,1.16796,1.16810,1.16790,1.16801,136.20000000000002 +27.08.2018 22:25:00.000,1.16801,1.16804,1.16797,1.16800,59.63000000000001 +27.08.2018 22:30:00.000,1.16800,1.16807,1.16789,1.16796,192.66000000000003 +27.08.2018 22:35:00.000,1.16796,1.16805,1.16794,1.16805,174.32 +27.08.2018 22:40:00.000,1.16805,1.16808,1.16795,1.16798,226.42000000000002 +27.08.2018 22:45:00.000,1.16798,1.16814,1.16793,1.16801,259.33 +27.08.2018 22:50:00.000,1.16800,1.16814,1.16790,1.16797,301.74 +27.08.2018 22:55:00.000,1.16796,1.16805,1.16784,1.16805,138.34 +27.08.2018 23:00:00.000,1.16804,1.16820,1.16802,1.16808,180.12 +27.08.2018 23:05:00.000,1.16809,1.16816,1.16797,1.16802,181.12 +27.08.2018 23:10:00.000,1.16802,1.16817,1.16800,1.16817,119.99000000000001 +27.08.2018 23:15:00.000,1.16817,1.16822,1.16801,1.16801,169.42000000000002 +27.08.2018 23:20:00.000,1.16801,1.16801,1.16781,1.16785,123.37 +27.08.2018 23:25:00.000,1.16785,1.16806,1.16784,1.16792,241.5 +27.08.2018 23:30:00.000,1.16791,1.16821,1.16791,1.16816,161.07 +27.08.2018 23:35:00.000,1.16819,1.16820,1.16801,1.16811,266.48 +27.08.2018 23:40:00.000,1.16811,1.16811,1.16802,1.16805,170.34 +27.08.2018 23:45:00.000,1.16804,1.16806,1.16794,1.16803,332.68 +27.08.2018 23:50:00.000,1.16802,1.16816,1.16794,1.16814,301.33 +27.08.2018 23:55:00.000,1.16814,1.16841,1.16812,1.16840,373.02 +28.08.2018 00:00:00.000,1.16842,1.16847,1.16819,1.16829,887.21 +28.08.2018 00:05:00.000,1.16830,1.16833,1.16820,1.16823,446.64 +28.08.2018 00:10:00.000,1.16824,1.16841,1.16823,1.16840,222.72000000000003 +28.08.2018 00:15:00.000,1.16843,1.16891,1.16843,1.16881,676.8000000000001 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01:30:00.000,1.16756,1.16795,1.16734,1.16748,920.8399999999999 +28.08.2018 01:35:00.000,1.16755,1.16756,1.16725,1.16741,780.5899999999999 +28.08.2018 01:40:00.000,1.16741,1.16762,1.16741,1.16751,506.36000000000007 +28.08.2018 01:45:00.000,1.16751,1.16761,1.16740,1.16755,497.4 +28.08.2018 01:50:00.000,1.16755,1.16781,1.16752,1.16759,634.23 +28.08.2018 01:55:00.000,1.16761,1.16772,1.16761,1.16768,336 +28.08.2018 02:00:00.000,1.16770,1.16772,1.16741,1.16750,417.67 +28.08.2018 02:05:00.000,1.16751,1.16758,1.16747,1.16755,348.31 +28.08.2018 02:10:00.000,1.16756,1.16759,1.16728,1.16728,332.2 +28.08.2018 02:15:00.000,1.16728,1.16742,1.16723,1.16735,663.1700000000001 +28.08.2018 02:20:00.000,1.16735,1.16736,1.16711,1.16729,900.5 +28.08.2018 02:25:00.000,1.16729,1.16741,1.16720,1.16730,797.62 +28.08.2018 02:30:00.000,1.16730,1.16746,1.16727,1.16736,577.5899999999999 +28.08.2018 02:35:00.000,1.16736,1.16757,1.16735,1.16747,418.63 +28.08.2018 02:40:00.000,1.16746,1.16774,1.16744,1.16774,314.9 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03:55:00.000,1.16750,1.16750,1.16736,1.16740,231.57 +28.08.2018 04:00:00.000,1.16740,1.16743,1.16694,1.16700,512.71 +28.08.2018 04:05:00.000,1.16701,1.16736,1.16701,1.16736,346.02 +28.08.2018 04:10:00.000,1.16734,1.16742,1.16726,1.16731,357.47999999999996 +28.08.2018 04:15:00.000,1.16731,1.16735,1.16720,1.16722,281.1 +28.08.2018 04:20:00.000,1.16722,1.16727,1.16706,1.16727,253.77 +28.08.2018 04:25:00.000,1.16726,1.16741,1.16726,1.16735,501.40000000000003 +28.08.2018 04:30:00.000,1.16735,1.16741,1.16725,1.16732,470.31999999999994 +28.08.2018 04:35:00.000,1.16732,1.16742,1.16731,1.16739,341.09 +28.08.2018 04:40:00.000,1.16739,1.16742,1.16730,1.16730,347.23 +28.08.2018 04:45:00.000,1.16730,1.16754,1.16730,1.16746,493.62 +28.08.2018 04:50:00.000,1.16745,1.16759,1.16745,1.16751,332.76 +28.08.2018 04:55:00.000,1.16747,1.16751,1.16729,1.16736,597.55 +28.08.2018 05:00:00.000,1.16736,1.16740,1.16707,1.16716,555.74 +28.08.2018 05:05:00.000,1.16716,1.16737,1.16715,1.16731,426.55000000000007 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06:20:00.000,1.16771,1.16776,1.16755,1.16765,758.19 +28.08.2018 06:25:00.000,1.16764,1.16765,1.16735,1.16740,840.28 +28.08.2018 06:30:00.000,1.16739,1.16742,1.16691,1.16719,1224.73 +28.08.2018 06:35:00.000,1.16719,1.16739,1.16689,1.16697,1012.1200000000001 +28.08.2018 06:40:00.000,1.16695,1.16716,1.16688,1.16714,938.27 +28.08.2018 06:45:00.000,1.16715,1.16831,1.16715,1.16821,1141.17 +28.08.2018 06:50:00.000,1.16820,1.16876,1.16820,1.16866,1384.7800000000002 +28.08.2018 06:55:00.000,1.16866,1.16911,1.16835,1.16886,1296.3200000000002 +28.08.2018 07:00:00.000,1.16884,1.16911,1.16844,1.16864,1365.28 +28.08.2018 07:05:00.000,1.16865,1.16877,1.16819,1.16860,1113 +28.08.2018 07:10:00.000,1.16862,1.16996,1.16862,1.16944,1954.76 +28.08.2018 07:15:00.000,1.16945,1.16946,1.16877,1.16879,1196.61 +28.08.2018 07:20:00.000,1.16877,1.16902,1.16850,1.16869,954.9800000000001 +28.08.2018 07:25:00.000,1.16870,1.16919,1.16862,1.16909,966.3299999999999 +28.08.2018 07:30:00.000,1.16907,1.16920,1.16849,1.16857,1198.74 +28.08.2018 07:35:00.000,1.16857,1.16885,1.16790,1.16821,1277.98 +28.08.2018 07:40:00.000,1.16821,1.16843,1.16810,1.16812,997.46 +28.08.2018 07:45:00.000,1.16811,1.16877,1.16799,1.16841,1047.53 +28.08.2018 07:50:00.000,1.16841,1.16871,1.16819,1.16831,1059.87 +28.08.2018 07:55:00.000,1.16828,1.16871,1.16807,1.16860,1327.43 +28.08.2018 08:00:00.000,1.16858,1.16905,1.16803,1.16832,1398.99 +28.08.2018 08:05:00.000,1.16834,1.16885,1.16827,1.16854,1237.47 +28.08.2018 08:10:00.000,1.16856,1.16923,1.16856,1.16911,1318.1699999999998 +28.08.2018 08:15:00.000,1.16910,1.16944,1.16896,1.16939,981.5799999999999 +28.08.2018 08:20:00.000,1.16940,1.16942,1.16871,1.16880,1218.05 +28.08.2018 08:25:00.000,1.16881,1.16897,1.16829,1.16897,1330.7600000000002 +28.08.2018 08:30:00.000,1.16893,1.16901,1.16876,1.16895,1105.6599999999999 +28.08.2018 08:35:00.000,1.16895,1.16955,1.16895,1.16949,1122.8 +28.08.2018 08:40:00.000,1.16949,1.16974,1.16933,1.16952,1079.46 +28.08.2018 08:45:00.000,1.16952,1.16995,1.16945,1.16974,950.05 +28.08.2018 08:50:00.000,1.16972,1.16972,1.16932,1.16933,893.3499999999999 +28.08.2018 08:55:00.000,1.16933,1.16949,1.16907,1.16919,934.4300000000001 +28.08.2018 09:00:00.000,1.16917,1.16921,1.16887,1.16889,806.55 +28.08.2018 09:05:00.000,1.16889,1.16918,1.16874,1.16912,882.5799999999999 +28.08.2018 09:10:00.000,1.16912,1.16941,1.16912,1.16931,852.83 +28.08.2018 09:15:00.000,1.16931,1.16931,1.16883,1.16897,1257.52 +28.08.2018 09:20:00.000,1.16898,1.16945,1.16895,1.16918,1288.19 +28.08.2018 09:25:00.000,1.16918,1.16996,1.16915,1.16987,1163.02 +28.08.2018 09:30:00.000,1.16987,1.16998,1.16905,1.16921,1325.82 +28.08.2018 09:35:00.000,1.16921,1.16959,1.16907,1.16959,804.24 +28.08.2018 09:40:00.000,1.16960,1.16966,1.16915,1.16953,784.36 +28.08.2018 09:45:00.000,1.16952,1.17002,1.16948,1.16976,1343.31 +28.08.2018 09:50:00.000,1.16975,1.17007,1.16969,1.16985,1189.73 +28.08.2018 09:55:00.000,1.16986,1.17047,1.16976,1.17025,1172.02 +28.08.2018 10:00:00.000,1.17026,1.17058,1.17012,1.17049,1218.98 +28.08.2018 10:05:00.000,1.17049,1.17053,1.17013,1.17032,912.06 +28.08.2018 10:10:00.000,1.17032,1.17046,1.17026,1.17037,931.6099999999999 +28.08.2018 10:15:00.000,1.17037,1.17061,1.17021,1.17050,1065.06 +28.08.2018 10:20:00.000,1.17050,1.17051,1.17023,1.17038,955.2299999999999 +28.08.2018 10:25:00.000,1.17038,1.17068,1.17038,1.17042,979.15 +28.08.2018 10:30:00.000,1.17042,1.17056,1.17025,1.17036,760.67 +28.08.2018 10:35:00.000,1.17035,1.17041,1.17020,1.17021,1118.7 +28.08.2018 10:40:00.000,1.17020,1.17020,1.16970,1.16973,965.8900000000001 +28.08.2018 10:45:00.000,1.16973,1.16986,1.16955,1.16957,1066.7800000000002 +28.08.2018 10:50:00.000,1.16957,1.16992,1.16954,1.16973,774.2 +28.08.2018 10:55:00.000,1.16973,1.16988,1.16945,1.16981,842.0300000000001 +28.08.2018 11:00:00.000,1.16981,1.16996,1.16963,1.16989,1107.2 +28.08.2018 11:05:00.000,1.16988,1.16997,1.16960,1.16985,768.19 +28.08.2018 11:10:00.000,1.16986,1.17027,1.16985,1.17011,952.0699999999999 +28.08.2018 11:15:00.000,1.17010,1.17011,1.16948,1.16970,721.23 +28.08.2018 11:20:00.000,1.16968,1.16975,1.16945,1.16955,1040.8799999999999 +28.08.2018 11:25:00.000,1.16956,1.16982,1.16944,1.16960,1079.8500000000001 +28.08.2018 11:30:00.000,1.16961,1.16983,1.16952,1.16976,576.5799999999999 +28.08.2018 11:35:00.000,1.16976,1.16987,1.16952,1.16984,687.02 +28.08.2018 11:40:00.000,1.16984,1.17043,1.16983,1.17040,928.7900000000002 +28.08.2018 11:45:00.000,1.17041,1.17149,1.17028,1.17132,1200 +28.08.2018 11:50:00.000,1.17131,1.17167,1.17131,1.17131,1332.3400000000001 +28.08.2018 11:55:00.000,1.17131,1.17176,1.17131,1.17162,1436.09 +28.08.2018 12:00:00.000,1.17161,1.17215,1.17132,1.17135,1563.31 +28.08.2018 12:05:00.000,1.17136,1.17146,1.17120,1.17126,1290.01 +28.08.2018 12:10:00.000,1.17126,1.17152,1.17104,1.17106,1312.13 +28.08.2018 12:15:00.000,1.17105,1.17107,1.17080,1.17095,1306.4499999999998 +28.08.2018 12:20:00.000,1.17099,1.17125,1.17080,1.17091,1159.29 +28.08.2018 12:25:00.000,1.17090,1.17095,1.17049,1.17065,1508.2900000000002 +28.08.2018 12:30:00.000,1.17065,1.17133,1.17060,1.17133,1273.21 +28.08.2018 12:35:00.000,1.17132,1.17133,1.17081,1.17095,1151.25 +28.08.2018 12:40:00.000,1.17095,1.17193,1.17089,1.17150,1694.81 +28.08.2018 12:45:00.000,1.17152,1.17170,1.17129,1.17160,1467.07 +28.08.2018 12:50:00.000,1.17159,1.17209,1.17135,1.17149,1599.7099999999998 +28.08.2018 12:55:00.000,1.17150,1.17173,1.17134,1.17157,1527.7599999999998 +28.08.2018 13:00:00.000,1.17157,1.17196,1.17140,1.17185,1719.3700000000001 +28.08.2018 13:05:00.000,1.17185,1.17269,1.17148,1.17196,2161.7799999999997 +28.08.2018 13:10:00.000,1.17196,1.17236,1.17170,1.17232,1447.85 +28.08.2018 13:15:00.000,1.17231,1.17247,1.17203,1.17243,1429.33 +28.08.2018 13:20:00.000,1.17243,1.17274,1.17226,1.17243,1683.73 +28.08.2018 13:25:00.000,1.17242,1.17272,1.17239,1.17261,1160.8799999999999 +28.08.2018 13:30:00.000,1.17263,1.17264,1.17204,1.17208,1584.92 +28.08.2018 13:35:00.000,1.17208,1.17236,1.17208,1.17216,1115.77 +28.08.2018 13:40:00.000,1.17217,1.17227,1.17184,1.17189,1320.64 +28.08.2018 13:45:00.000,1.17192,1.17205,1.17166,1.17193,1390.35 +28.08.2018 13:50:00.000,1.17193,1.17284,1.17184,1.17284,1345.93 +28.08.2018 13:55:00.000,1.17287,1.17334,1.17276,1.17313,1502.6100000000001 +28.08.2018 14:00:00.000,1.17310,1.17312,1.17213,1.17237,1489.79 +28.08.2018 14:05:00.000,1.17237,1.17261,1.17181,1.17184,1310.71 +28.08.2018 14:10:00.000,1.17185,1.17193,1.17149,1.17166,1808.24 +28.08.2018 14:15:00.000,1.17166,1.17192,1.17100,1.17101,1617.9 +28.08.2018 14:20:00.000,1.17102,1.17141,1.17050,1.17061,2125.59 +28.08.2018 14:25:00.000,1.17061,1.17092,1.17025,1.17083,1604.52 +28.08.2018 14:30:00.000,1.17084,1.17109,1.17068,1.17108,1141.59 +28.08.2018 14:35:00.000,1.17108,1.17177,1.17101,1.17159,1429.81 +28.08.2018 14:40:00.000,1.17162,1.17189,1.17140,1.17153,1103.82 +28.08.2018 14:45:00.000,1.17156,1.17168,1.17081,1.17087,1263.9099999999999 +28.08.2018 14:50:00.000,1.17086,1.17152,1.17077,1.17091,1323.6499999999999 +28.08.2018 14:55:00.000,1.17094,1.17148,1.17057,1.17148,1250.12 +28.08.2018 15:00:00.000,1.17146,1.17147,1.17118,1.17133,1086.7800000000002 +28.08.2018 15:05:00.000,1.17135,1.17191,1.17134,1.17161,1057.4099999999999 +28.08.2018 15:10:00.000,1.17162,1.17181,1.17150,1.17178,994.51 +28.08.2018 15:15:00.000,1.17174,1.17191,1.17157,1.17191,1364.79 +28.08.2018 15:20:00.000,1.17191,1.17223,1.17189,1.17189,1243.3799999999999 +28.08.2018 15:25:00.000,1.17188,1.17191,1.17136,1.17158,947.45 +28.08.2018 15:30:00.000,1.17156,1.17156,1.17085,1.17131,1041.0900000000001 +28.08.2018 15:35:00.000,1.17132,1.17170,1.17126,1.17162,996.1000000000001 +28.08.2018 15:40:00.000,1.17162,1.17220,1.17160,1.17209,1157.48 +28.08.2018 15:45:00.000,1.17210,1.17211,1.17185,1.17211,1100.8799999999999 +28.08.2018 15:50:00.000,1.17211,1.17214,1.17170,1.17192,812.53 +28.08.2018 15:55:00.000,1.17192,1.17226,1.17186,1.17188,1195.0700000000002 +28.08.2018 16:00:00.000,1.17189,1.17236,1.17189,1.17213,1049.3999999999999 +28.08.2018 16:05:00.000,1.17214,1.17252,1.17214,1.17215,864.1800000000001 +28.08.2018 16:10:00.000,1.17215,1.17215,1.17180,1.17180,916.0899999999999 +28.08.2018 16:15:00.000,1.17181,1.17192,1.17168,1.17177,871.46 +28.08.2018 16:20:00.000,1.17177,1.17177,1.17150,1.17157,962.61 +28.08.2018 16:25:00.000,1.17156,1.17157,1.17121,1.17136,995.4599999999999 +28.08.2018 16:30:00.000,1.17135,1.17172,1.17126,1.17172,999.7099999999998 +28.08.2018 16:35:00.000,1.17171,1.17173,1.17110,1.17146,836.1800000000001 +28.08.2018 16:40:00.000,1.17146,1.17174,1.17132,1.17162,468.78000000000003 +28.08.2018 16:45:00.000,1.17161,1.17209,1.17156,1.17202,684.6800000000001 +28.08.2018 16:50:00.000,1.17198,1.17200,1.17175,1.17186,780.04 +28.08.2018 16:55:00.000,1.17186,1.17197,1.17168,1.17175,1058.33 +28.08.2018 17:00:00.000,1.17176,1.17217,1.17169,1.17211,650.11 +28.08.2018 17:05:00.000,1.17212,1.17218,1.17201,1.17204,595.41 +28.08.2018 17:10:00.000,1.17206,1.17218,1.17194,1.17210,830.11 +28.08.2018 17:15:00.000,1.17210,1.17212,1.17175,1.17185,910.6499999999999 +28.08.2018 17:20:00.000,1.17186,1.17188,1.17166,1.17176,822.39 +28.08.2018 17:25:00.000,1.17176,1.17193,1.17165,1.17187,770.49 +28.08.2018 17:30:00.000,1.17187,1.17195,1.17153,1.17157,942.09 +28.08.2018 17:35:00.000,1.17158,1.17171,1.17141,1.17159,687.92 +28.08.2018 17:40:00.000,1.17159,1.17182,1.17155,1.17177,663.47 +28.08.2018 17:45:00.000,1.17177,1.17202,1.17165,1.17201,577.62 +28.08.2018 17:50:00.000,1.17201,1.17202,1.17119,1.17121,718.9399999999999 +28.08.2018 17:55:00.000,1.17122,1.17138,1.17100,1.17127,971.5100000000001 +28.08.2018 18:00:00.000,1.17125,1.17125,1.17101,1.17113,798.18 +28.08.2018 18:05:00.000,1.17113,1.17116,1.17077,1.17085,1155.1399999999999 +28.08.2018 18:10:00.000,1.17083,1.17110,1.17069,1.17079,1116.1599999999999 +28.08.2018 18:15:00.000,1.17079,1.17080,1.17013,1.17018,1149.8500000000001 +28.08.2018 18:20:00.000,1.17018,1.17047,1.17013,1.17029,783.78 +28.08.2018 18:25:00.000,1.17027,1.17035,1.16959,1.16977,1282.7500000000002 +28.08.2018 18:30:00.000,1.16978,1.16995,1.16924,1.16948,937.5499999999998 +28.08.2018 18:35:00.000,1.16947,1.17011,1.16939,1.17002,842.31 +28.08.2018 18:40:00.000,1.17001,1.17001,1.16940,1.16970,1073.97 +28.08.2018 18:45:00.000,1.16969,1.16976,1.16935,1.16949,1072.57 +28.08.2018 18:50:00.000,1.16949,1.16961,1.16925,1.16945,1097.9099999999999 +28.08.2018 18:55:00.000,1.16945,1.16950,1.16906,1.16950,1215.21 +28.08.2018 19:00:00.000,1.16951,1.16986,1.16951,1.16973,789.81 +28.08.2018 19:05:00.000,1.16973,1.16982,1.16920,1.16925,1036.24 +28.08.2018 19:10:00.000,1.16925,1.16969,1.16915,1.16949,1226.8600000000001 +28.08.2018 19:15:00.000,1.16948,1.16975,1.16940,1.16957,955.38 +28.08.2018 19:20:00.000,1.16956,1.16959,1.16927,1.16935,716.06 +28.08.2018 19:25:00.000,1.16935,1.16967,1.16935,1.16956,875.8299999999999 +28.08.2018 19:30:00.000,1.16956,1.16959,1.16905,1.16923,785.77 +28.08.2018 19:35:00.000,1.16923,1.16938,1.16920,1.16935,809.82 +28.08.2018 19:40:00.000,1.16936,1.16945,1.16929,1.16930,828.48 +28.08.2018 19:45:00.000,1.16930,1.16952,1.16925,1.16951,762.62 +28.08.2018 19:50:00.000,1.16951,1.16951,1.16936,1.16936,854.46 +28.08.2018 19:55:00.000,1.16936,1.16943,1.16920,1.16922,738.21 +28.08.2018 20:00:00.000,1.16922,1.16957,1.16922,1.16955,604.61 +28.08.2018 20:05:00.000,1.16955,1.16956,1.16944,1.16950,372.76 +28.08.2018 20:10:00.000,1.16950,1.16952,1.16945,1.16946,221.82000000000002 +28.08.2018 20:15:00.000,1.16946,1.16956,1.16944,1.16945,326.75 +28.08.2018 20:20:00.000,1.16944,1.16945,1.16925,1.16930,414.42999999999995 +28.08.2018 20:25:00.000,1.16930,1.16951,1.16930,1.16946,277.94 +28.08.2018 20:30:00.000,1.16945,1.16950,1.16935,1.16946,186.45000000000002 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21:45:00.000,1.16927,1.16937,1.16919,1.16924,657.9300000000001 +28.08.2018 21:50:00.000,1.16923,1.16935,1.16919,1.16934,391.99 +28.08.2018 21:55:00.000,1.16934,1.16935,1.16926,1.16926,135.45 +28.08.2018 22:00:00.000,1.16928,1.16938,1.16916,1.16938,210.89000000000001 +28.08.2018 22:05:00.000,1.16937,1.16939,1.16933,1.16939,222.87999999999997 +28.08.2018 22:10:00.000,1.16938,1.16946,1.16937,1.16944,278.23 +28.08.2018 22:15:00.000,1.16944,1.16948,1.16938,1.16940,173.91000000000003 +28.08.2018 22:20:00.000,1.16940,1.16943,1.16922,1.16930,176 +28.08.2018 22:25:00.000,1.16930,1.16939,1.16928,1.16938,112.28999999999999 +28.08.2018 22:30:00.000,1.16938,1.16939,1.16917,1.16918,92.33999999999999 +28.08.2018 22:35:00.000,1.16921,1.16948,1.16921,1.16942,151.05 +28.08.2018 22:40:00.000,1.16942,1.16949,1.16942,1.16947,57.99999999999999 +28.08.2018 22:45:00.000,1.16948,1.16951,1.16944,1.16948,49.38999999999999 +28.08.2018 22:50:00.000,1.16948,1.16953,1.16942,1.16951,226.68 +28.08.2018 22:55:00.000,1.16952,1.16955,1.16951,1.16953,153.26000000000002 +28.08.2018 23:00:00.000,1.16953,1.16954,1.16946,1.16947,203.14 +28.08.2018 23:05:00.000,1.16948,1.16950,1.16942,1.16947,201.99 +28.08.2018 23:10:00.000,1.16947,1.16952,1.16932,1.16933,445 +28.08.2018 23:15:00.000,1.16933,1.16939,1.16932,1.16939,241.36000000000004 +28.08.2018 23:20:00.000,1.16938,1.16943,1.16937,1.16940,220.77999999999997 +28.08.2018 23:25:00.000,1.16940,1.16943,1.16925,1.16928,283.91 +28.08.2018 23:30:00.000,1.16929,1.16929,1.16912,1.16916,274.84 +28.08.2018 23:35:00.000,1.16916,1.16933,1.16910,1.16932,300.81999999999994 +28.08.2018 23:40:00.000,1.16932,1.16933,1.16917,1.16923,453.94 +28.08.2018 23:45:00.000,1.16925,1.16926,1.16894,1.16907,504.15 +28.08.2018 23:50:00.000,1.16910,1.16913,1.16866,1.16895,379.39 +28.08.2018 23:55:00.000,1.16898,1.16936,1.16870,1.16932,598.26 +29.08.2018 00:00:00.000,1.16932,1.16969,1.16923,1.16953,774.96 +29.08.2018 00:05:00.000,1.16953,1.16955,1.16922,1.16930,755.97 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01:20:00.000,1.16857,1.16866,1.16848,1.16864,418.31 +29.08.2018 01:25:00.000,1.16864,1.16872,1.16864,1.16870,374.72 +29.08.2018 01:30:00.000,1.16871,1.16882,1.16867,1.16873,478.27 +29.08.2018 01:35:00.000,1.16873,1.16874,1.16848,1.16849,525.09 +29.08.2018 01:40:00.000,1.16849,1.16867,1.16849,1.16865,454.54999999999995 +29.08.2018 01:45:00.000,1.16865,1.16869,1.16853,1.16858,393.28000000000003 +29.08.2018 01:50:00.000,1.16859,1.16863,1.16833,1.16857,574.77 +29.08.2018 01:55:00.000,1.16857,1.16859,1.16835,1.16839,586.7 +29.08.2018 02:00:00.000,1.16839,1.16852,1.16833,1.16833,785.9699999999999 +29.08.2018 02:05:00.000,1.16833,1.16862,1.16833,1.16856,530.42 +29.08.2018 02:10:00.000,1.16856,1.16882,1.16845,1.16879,376.98 +29.08.2018 02:15:00.000,1.16879,1.16908,1.16878,1.16906,498.35 +29.08.2018 02:20:00.000,1.16907,1.16944,1.16906,1.16944,692.11 +29.08.2018 02:25:00.000,1.16945,1.16973,1.16930,1.16968,556.24 +29.08.2018 02:30:00.000,1.16968,1.16970,1.16938,1.16938,742.84 +29.08.2018 02:35:00.000,1.16939,1.16944,1.16923,1.16925,600.04 +29.08.2018 02:40:00.000,1.16925,1.16927,1.16905,1.16927,552.48 +29.08.2018 02:45:00.000,1.16927,1.16944,1.16923,1.16929,367.85 +29.08.2018 02:50:00.000,1.16929,1.16929,1.16904,1.16913,401.47 +29.08.2018 02:55:00.000,1.16912,1.16923,1.16902,1.16916,434.98 +29.08.2018 03:00:00.000,1.16916,1.16934,1.16898,1.16927,565.98 +29.08.2018 03:05:00.000,1.16928,1.16933,1.16911,1.16916,520.02 +29.08.2018 03:10:00.000,1.16917,1.16932,1.16914,1.16928,367.93 +29.08.2018 03:15:00.000,1.16928,1.16948,1.16925,1.16944,351.23 +29.08.2018 03:20:00.000,1.16943,1.16945,1.16930,1.16938,513.24 +29.08.2018 03:25:00.000,1.16938,1.16947,1.16933,1.16940,437.39 +29.08.2018 03:30:00.000,1.16937,1.16944,1.16935,1.16938,359.09000000000003 +29.08.2018 03:35:00.000,1.16940,1.16944,1.16923,1.16931,378.24 +29.08.2018 03:40:00.000,1.16930,1.16934,1.16924,1.16924,344.46000000000004 +29.08.2018 03:45:00.000,1.16925,1.16928,1.16920,1.16926,288.24 +29.08.2018 03:50:00.000,1.16925,1.16939,1.16924,1.16937,410.45 +29.08.2018 03:55:00.000,1.16938,1.16949,1.16937,1.16948,318.05 +29.08.2018 04:00:00.000,1.16947,1.16949,1.16932,1.16932,413.96 +29.08.2018 04:05:00.000,1.16932,1.16939,1.16921,1.16927,379.64 +29.08.2018 04:10:00.000,1.16928,1.16938,1.16925,1.16928,432.39 +29.08.2018 04:15:00.000,1.16926,1.16926,1.16913,1.16919,277.78000000000003 +29.08.2018 04:20:00.000,1.16919,1.16928,1.16903,1.16924,342.96999999999997 +29.08.2018 04:25:00.000,1.16924,1.16928,1.16913,1.16921,386.89 +29.08.2018 04:30:00.000,1.16920,1.16937,1.16919,1.16934,353.85 +29.08.2018 04:35:00.000,1.16934,1.16938,1.16929,1.16936,332.7 +29.08.2018 04:40:00.000,1.16935,1.16937,1.16927,1.16936,176.78 +29.08.2018 04:45:00.000,1.16937,1.16949,1.16936,1.16944,286.57 +29.08.2018 04:50:00.000,1.16945,1.16953,1.16943,1.16944,357.89 +29.08.2018 04:55:00.000,1.16944,1.16959,1.16934,1.16954,562.12 +29.08.2018 05:00:00.000,1.16955,1.16962,1.16936,1.16937,562.9300000000001 +29.08.2018 05:05:00.000,1.16940,1.16945,1.16909,1.16930,748.13 +29.08.2018 05:10:00.000,1.16930,1.16932,1.16863,1.16871,752.99 +29.08.2018 05:15:00.000,1.16870,1.16899,1.16864,1.16895,462.2 +29.08.2018 05:20:00.000,1.16895,1.16920,1.16888,1.16906,516.8299999999999 +29.08.2018 05:25:00.000,1.16906,1.16906,1.16876,1.16896,705.9 +29.08.2018 05:30:00.000,1.16896,1.16903,1.16821,1.16844,917.24 +29.08.2018 05:35:00.000,1.16844,1.16864,1.16782,1.16805,1243.44 +29.08.2018 05:40:00.000,1.16807,1.16832,1.16748,1.16771,1430.9499999999998 +29.08.2018 05:45:00.000,1.16769,1.16785,1.16747,1.16765,1159.4199999999998 +29.08.2018 05:50:00.000,1.16765,1.16799,1.16763,1.16791,901.6399999999999 +29.08.2018 05:55:00.000,1.16791,1.16794,1.16734,1.16744,1040 +29.08.2018 06:00:00.000,1.16743,1.16795,1.16731,1.16794,998.3699999999999 +29.08.2018 06:05:00.000,1.16793,1.16796,1.16751,1.16791,1101.2 +29.08.2018 06:10:00.000,1.16791,1.16796,1.16767,1.16781,1079.61 +29.08.2018 06:15:00.000,1.16782,1.16815,1.16762,1.16773,1240.8300000000002 +29.08.2018 06:20:00.000,1.16775,1.16807,1.16769,1.16800,943.96 +29.08.2018 06:25:00.000,1.16800,1.16802,1.16768,1.16788,1220.26 +29.08.2018 06:30:00.000,1.16789,1.16798,1.16711,1.16724,1358.39 +29.08.2018 06:35:00.000,1.16724,1.16731,1.16693,1.16699,1434.0099999999998 +29.08.2018 06:40:00.000,1.16700,1.16726,1.16667,1.16707,1327.44 +29.08.2018 06:45:00.000,1.16706,1.16750,1.16703,1.16744,1033.74 +29.08.2018 06:50:00.000,1.16744,1.16760,1.16708,1.16717,1284.55 +29.08.2018 06:55:00.000,1.16717,1.16721,1.16670,1.16681,1151.64 +29.08.2018 07:00:00.000,1.16682,1.16792,1.16682,1.16767,1710.93 +29.08.2018 07:05:00.000,1.16767,1.16817,1.16767,1.16787,1496.1799999999998 +29.08.2018 07:10:00.000,1.16786,1.16797,1.16763,1.16768,1197.42 +29.08.2018 07:15:00.000,1.16770,1.16863,1.16759,1.16832,1558.57 +29.08.2018 07:20:00.000,1.16832,1.16843,1.16772,1.16782,1366.71 +29.08.2018 07:25:00.000,1.16781,1.16796,1.16742,1.16754,879.4599999999999 +29.08.2018 07:30:00.000,1.16752,1.16804,1.16748,1.16790,967.27 +29.08.2018 07:35:00.000,1.16789,1.16789,1.16750,1.16768,861.62 +29.08.2018 07:40:00.000,1.16769,1.16791,1.16748,1.16748,935.8199999999999 +29.08.2018 07:45:00.000,1.16748,1.16758,1.16706,1.16710,913.4 +29.08.2018 07:50:00.000,1.16710,1.16710,1.16656,1.16690,938.5199999999999 +29.08.2018 07:55:00.000,1.16690,1.16699,1.16655,1.16657,1170.74 +29.08.2018 08:00:00.000,1.16657,1.16695,1.16631,1.16678,906.02 +29.08.2018 08:05:00.000,1.16679,1.16711,1.16645,1.16698,836.29 +29.08.2018 08:10:00.000,1.16699,1.16715,1.16673,1.16694,868.65 +29.08.2018 08:15:00.000,1.16695,1.16739,1.16685,1.16737,694.51 +29.08.2018 08:20:00.000,1.16737,1.16767,1.16710,1.16718,1050.33 +29.08.2018 08:25:00.000,1.16719,1.16755,1.16697,1.16752,896.26 +29.08.2018 08:30:00.000,1.16751,1.16765,1.16700,1.16729,1003.22 +29.08.2018 08:35:00.000,1.16729,1.16733,1.16696,1.16722,843.87 +29.08.2018 08:40:00.000,1.16721,1.16754,1.16716,1.16750,906.3299999999998 +29.08.2018 08:45:00.000,1.16751,1.16773,1.16747,1.16755,883.73 +29.08.2018 08:50:00.000,1.16754,1.16776,1.16743,1.16756,755.55 +29.08.2018 08:55:00.000,1.16755,1.16755,1.16662,1.16663,1112.53 +29.08.2018 09:00:00.000,1.16665,1.16706,1.16654,1.16689,1054.84 +29.08.2018 09:05:00.000,1.16689,1.16759,1.16689,1.16743,911.61 +29.08.2018 09:10:00.000,1.16742,1.16749,1.16691,1.16692,1108.27 +29.08.2018 09:15:00.000,1.16691,1.16728,1.16691,1.16724,1029.26 +29.08.2018 09:20:00.000,1.16721,1.16721,1.16676,1.16701,1097.28 +29.08.2018 09:25:00.000,1.16702,1.16702,1.16649,1.16671,849.46 +29.08.2018 09:30:00.000,1.16674,1.16697,1.16629,1.16629,1057.98 +29.08.2018 09:35:00.000,1.16630,1.16696,1.16624,1.16681,997.9499999999999 +29.08.2018 09:40:00.000,1.16679,1.16711,1.16672,1.16704,892.04 +29.08.2018 09:45:00.000,1.16705,1.16705,1.16636,1.16647,843.67 +29.08.2018 09:50:00.000,1.16647,1.16680,1.16645,1.16667,835.75 +29.08.2018 09:55:00.000,1.16667,1.16735,1.16652,1.16726,1258.8799999999999 +29.08.2018 10:00:00.000,1.16726,1.16734,1.16689,1.16714,1192.12 +29.08.2018 10:05:00.000,1.16714,1.16714,1.16672,1.16697,862.35 +29.08.2018 10:10:00.000,1.16697,1.16744,1.16697,1.16728,1324.18 +29.08.2018 10:15:00.000,1.16728,1.16737,1.16704,1.16712,911.9000000000001 +29.08.2018 10:20:00.000,1.16713,1.16751,1.16709,1.16737,974.45 +29.08.2018 10:25:00.000,1.16737,1.16750,1.16682,1.16691,822.53 +29.08.2018 10:30:00.000,1.16693,1.16695,1.16656,1.16687,912.8700000000001 +29.08.2018 10:35:00.000,1.16688,1.16720,1.16663,1.16714,1160.63 +29.08.2018 10:40:00.000,1.16716,1.16727,1.16700,1.16702,991.94 +29.08.2018 10:45:00.000,1.16701,1.16724,1.16690,1.16709,888.88 +29.08.2018 10:50:00.000,1.16709,1.16714,1.16664,1.16677,1021.6699999999998 +29.08.2018 10:55:00.000,1.16676,1.16680,1.16616,1.16627,1096.8799999999999 +29.08.2018 11:00:00.000,1.16627,1.16628,1.16520,1.16545,1488.6 +29.08.2018 11:05:00.000,1.16552,1.16575,1.16532,1.16564,1099.79 +29.08.2018 11:10:00.000,1.16566,1.16593,1.16548,1.16585,911.28 +29.08.2018 11:15:00.000,1.16585,1.16623,1.16582,1.16603,824.5 +29.08.2018 11:20:00.000,1.16600,1.16614,1.16564,1.16572,943 +29.08.2018 11:25:00.000,1.16574,1.16626,1.16570,1.16624,909.1099999999999 +29.08.2018 11:30:00.000,1.16626,1.16673,1.16617,1.16655,1060.6799999999998 +29.08.2018 11:35:00.000,1.16654,1.16679,1.16653,1.16675,847.96 +29.08.2018 11:40:00.000,1.16674,1.16684,1.16665,1.16671,833.56 +29.08.2018 11:45:00.000,1.16669,1.16669,1.16629,1.16631,1011.3799999999999 +29.08.2018 11:50:00.000,1.16631,1.16651,1.16604,1.16617,1002.6500000000001 +29.08.2018 11:55:00.000,1.16617,1.16617,1.16565,1.16581,1363.61 +29.08.2018 12:00:00.000,1.16581,1.16586,1.16563,1.16577,1320.26 +29.08.2018 12:05:00.000,1.16579,1.16642,1.16573,1.16640,1101.35 +29.08.2018 12:10:00.000,1.16639,1.16640,1.16590,1.16605,807.45 +29.08.2018 12:15:00.000,1.16604,1.16662,1.16594,1.16662,1107.22 +29.08.2018 12:20:00.000,1.16662,1.16672,1.16637,1.16650,928.45 +29.08.2018 12:25:00.000,1.16648,1.16663,1.16588,1.16589,844.9300000000001 +29.08.2018 12:30:00.000,1.16593,1.16639,1.16552,1.16600,1304.3799999999999 +29.08.2018 12:35:00.000,1.16601,1.16632,1.16587,1.16620,1087.31 +29.08.2018 12:40:00.000,1.16622,1.16639,1.16593,1.16624,918.9899999999999 +29.08.2018 12:45:00.000,1.16625,1.16648,1.16613,1.16630,1176.1100000000001 +29.08.2018 12:50:00.000,1.16631,1.16648,1.16615,1.16637,1256.17 +29.08.2018 12:55:00.000,1.16636,1.16650,1.16596,1.16644,1293.9099999999999 +29.08.2018 13:00:00.000,1.16644,1.16660,1.16622,1.16628,1476.74 +29.08.2018 13:05:00.000,1.16627,1.16712,1.16621,1.16711,1355.13 +29.08.2018 13:10:00.000,1.16711,1.16783,1.16711,1.16769,1857.06 +29.08.2018 13:15:00.000,1.16771,1.16788,1.16742,1.16757,1671.09 +29.08.2018 13:20:00.000,1.16758,1.16768,1.16737,1.16755,1277.29 +29.08.2018 13:25:00.000,1.16755,1.16773,1.16733,1.16742,1459.96 +29.08.2018 13:30:00.000,1.16744,1.16769,1.16708,1.16721,1441.6 +29.08.2018 13:35:00.000,1.16720,1.16737,1.16677,1.16713,1135.52 +29.08.2018 13:40:00.000,1.16712,1.16722,1.16687,1.16706,991.1099999999999 +29.08.2018 13:45:00.000,1.16706,1.16747,1.16701,1.16719,1149.49 +29.08.2018 13:50:00.000,1.16719,1.16759,1.16679,1.16755,1765.43 +29.08.2018 13:55:00.000,1.16756,1.16891,1.16737,1.16890,2083.33 +29.08.2018 14:00:00.000,1.16893,1.16975,1.16834,1.16845,2395.6000000000004 +29.08.2018 14:05:00.000,1.16843,1.16883,1.16832,1.16866,2168.73 +29.08.2018 14:10:00.000,1.16868,1.17008,1.16863,1.16972,2078.4300000000003 +29.08.2018 14:15:00.000,1.16973,1.17076,1.16970,1.16996,1666.17 +29.08.2018 14:20:00.000,1.16996,1.17001,1.16946,1.16994,1334.09 +29.08.2018 14:25:00.000,1.16995,1.17024,1.16950,1.16986,1594.29 +29.08.2018 14:30:00.000,1.16986,1.17005,1.16920,1.16937,1632.48 +29.08.2018 14:35:00.000,1.16939,1.16967,1.16923,1.16933,1228.78 +29.08.2018 14:40:00.000,1.16932,1.16994,1.16907,1.16948,1651.98 +29.08.2018 14:45:00.000,1.16950,1.16986,1.16897,1.16943,2188.6600000000003 +29.08.2018 14:50:00.000,1.16943,1.16950,1.16874,1.16890,1751.27 +29.08.2018 14:55:00.000,1.16889,1.16975,1.16850,1.16935,1919.4900000000002 +29.08.2018 15:00:00.000,1.16938,1.16984,1.16880,1.16948,1789.59 +29.08.2018 15:05:00.000,1.16949,1.16990,1.16924,1.16934,1361.93 +29.08.2018 15:10:00.000,1.16934,1.16965,1.16929,1.16956,1242.84 +29.08.2018 15:15:00.000,1.16956,1.17000,1.16941,1.16961,992.2 +29.08.2018 15:20:00.000,1.16961,1.16989,1.16955,1.16978,1048.3999999999999 +29.08.2018 15:25:00.000,1.16977,1.17035,1.16952,1.16952,1626.23 +29.08.2018 15:30:00.000,1.16951,1.16966,1.16929,1.16961,1041.93 +29.08.2018 15:35:00.000,1.16962,1.16994,1.16949,1.16979,1089.6 +29.08.2018 15:40:00.000,1.16979,1.17020,1.16978,1.16981,953.3899999999999 +29.08.2018 15:45:00.000,1.16981,1.17029,1.16978,1.16983,1092.32 +29.08.2018 15:50:00.000,1.16982,1.16989,1.16939,1.16950,972.1 +29.08.2018 15:55:00.000,1.16950,1.16989,1.16919,1.16982,1317.36 +29.08.2018 16:00:00.000,1.16985,1.16995,1.16963,1.16969,939.24 +29.08.2018 16:05:00.000,1.16967,1.16989,1.16957,1.16975,848.13 +29.08.2018 16:10:00.000,1.16978,1.17002,1.16975,1.16998,870.5899999999999 +29.08.2018 16:15:00.000,1.17000,1.17007,1.16962,1.17007,1164.97 +29.08.2018 16:20:00.000,1.17007,1.17037,1.16912,1.16954,1560.96 +29.08.2018 16:25:00.000,1.16953,1.17022,1.16941,1.16991,1091.7199999999998 +29.08.2018 16:30:00.000,1.16989,1.17020,1.16955,1.16988,1207.78 +29.08.2018 16:35:00.000,1.16988,1.17041,1.16973,1.17030,1185.31 +29.08.2018 16:40:00.000,1.17030,1.17039,1.16991,1.17004,1209.0700000000002 +29.08.2018 16:45:00.000,1.17005,1.17041,1.16990,1.16998,839.8100000000001 +29.08.2018 16:50:00.000,1.16999,1.17066,1.16999,1.17030,986.14 +29.08.2018 16:55:00.000,1.17029,1.17071,1.17029,1.17050,1357.4199999999998 +29.08.2018 17:00:00.000,1.17048,1.17063,1.17027,1.17044,824.1600000000001 +29.08.2018 17:05:00.000,1.17044,1.17044,1.17001,1.17024,741.12 +29.08.2018 17:10:00.000,1.17025,1.17045,1.16999,1.17006,745.32 +29.08.2018 17:15:00.000,1.17006,1.17009,1.16983,1.16985,1059.43 +29.08.2018 17:20:00.000,1.16985,1.17016,1.16979,1.17004,909.63 +29.08.2018 17:25:00.000,1.17004,1.17037,1.16980,1.17015,1237.97 +29.08.2018 17:30:00.000,1.17011,1.17012,1.16963,1.16985,1104.65 +29.08.2018 17:35:00.000,1.16989,1.17014,1.16960,1.16996,1118.35 +29.08.2018 17:40:00.000,1.16993,1.16999,1.16974,1.16977,596.27 +29.08.2018 17:45:00.000,1.16976,1.16987,1.16951,1.16969,587.37 +29.08.2018 17:50:00.000,1.16968,1.16997,1.16954,1.16965,763.51 +29.08.2018 17:55:00.000,1.16965,1.16995,1.16963,1.16982,441.25 +29.08.2018 18:00:00.000,1.16982,1.17010,1.16974,1.17009,723.1800000000001 +29.08.2018 18:05:00.000,1.17009,1.17014,1.16978,1.17005,824.6400000000001 +29.08.2018 18:10:00.000,1.17005,1.17020,1.16976,1.16978,914.78 +29.08.2018 18:15:00.000,1.16978,1.16989,1.16964,1.16980,666.4200000000001 +29.08.2018 18:20:00.000,1.16979,1.16982,1.16894,1.16950,965.2800000000001 +29.08.2018 18:25:00.000,1.16950,1.16986,1.16949,1.16973,818.73 +29.08.2018 18:30:00.000,1.16973,1.16999,1.16967,1.16996,711.6 +29.08.2018 18:35:00.000,1.16995,1.17010,1.16979,1.16981,725.51 +29.08.2018 18:40:00.000,1.16979,1.17021,1.16979,1.17020,670.1099999999999 +29.08.2018 18:45:00.000,1.17020,1.17020,1.16998,1.17002,814.91 +29.08.2018 18:50:00.000,1.17003,1.17014,1.16969,1.17013,760.85 +29.08.2018 18:55:00.000,1.17013,1.17016,1.16977,1.16995,835.6199999999999 +29.08.2018 19:00:00.000,1.16995,1.17035,1.16981,1.17035,468.25 +29.08.2018 19:05:00.000,1.17035,1.17057,1.17035,1.17048,489.33000000000004 +29.08.2018 19:10:00.000,1.17048,1.17071,1.17048,1.17049,779.48 +29.08.2018 19:15:00.000,1.17050,1.17054,1.17023,1.17024,1011.03 +29.08.2018 19:20:00.000,1.17023,1.17042,1.17015,1.17040,651.52 +29.08.2018 19:25:00.000,1.17042,1.17051,1.17022,1.17040,595.99 +29.08.2018 19:30:00.000,1.17043,1.17049,1.17029,1.17045,565.35 +29.08.2018 19:35:00.000,1.17044,1.17064,1.17040,1.17063,593.61 +29.08.2018 19:40:00.000,1.17062,1.17063,1.17024,1.17040,833.2099999999999 +29.08.2018 19:45:00.000,1.17041,1.17043,1.17027,1.17038,531.6800000000001 +29.08.2018 19:50:00.000,1.17039,1.17062,1.17034,1.17056,789.4 +29.08.2018 19:55:00.000,1.17056,1.17058,1.17035,1.17036,691.1600000000001 +29.08.2018 20:00:00.000,1.17035,1.17051,1.17029,1.17050,588.17 +29.08.2018 20:05:00.000,1.17049,1.17076,1.17045,1.17063,394.14000000000004 +29.08.2018 20:10:00.000,1.17062,1.17089,1.17061,1.17083,516.3199999999999 +29.08.2018 20:15:00.000,1.17082,1.17100,1.17080,1.17100,315.84000000000003 +29.08.2018 20:20:00.000,1.17098,1.17098,1.17072,1.17075,292.76000000000005 +29.08.2018 20:25:00.000,1.17074,1.17086,1.17070,1.17070,283.25 +29.08.2018 20:30:00.000,1.17069,1.17076,1.17066,1.17068,321.12 +29.08.2018 20:35:00.000,1.17069,1.17082,1.17059,1.17064,325.65 +29.08.2018 20:40:00.000,1.17064,1.17084,1.17064,1.17082,422.14 +29.08.2018 20:45:00.000,1.17084,1.17089,1.17074,1.17083,609.61 +29.08.2018 20:50:00.000,1.17084,1.17088,1.17079,1.17082,527.46 +29.08.2018 20:55:00.000,1.17082,1.17084,1.17060,1.17065,497.33000000000004 +29.08.2018 21:00:00.000,1.17063,1.17066,1.17059,1.17063,65.22 +29.08.2018 21:05:00.000,1.17064,1.17081,1.17064,1.17078,229.58 +29.08.2018 21:10:00.000,1.17079,1.17080,1.17066,1.17076,239.20000000000002 +29.08.2018 21:15:00.000,1.17074,1.17075,1.17059,1.17065,225.21 +29.08.2018 21:20:00.000,1.17063,1.17072,1.17060,1.17071,113.10000000000001 +29.08.2018 21:25:00.000,1.17070,1.17087,1.17070,1.17082,294.03000000000003 +29.08.2018 21:30:00.000,1.17083,1.17090,1.17080,1.17081,584.22 +29.08.2018 21:35:00.000,1.17082,1.17082,1.17076,1.17077,238.52 +29.08.2018 21:40:00.000,1.17076,1.17085,1.17072,1.17081,210.21 +29.08.2018 21:45:00.000,1.17083,1.17088,1.17082,1.17085,226.64999999999998 +29.08.2018 21:50:00.000,1.17085,1.17087,1.17077,1.17087,368 +29.08.2018 21:55:00.000,1.17086,1.17091,1.17086,1.17090,188.18 +29.08.2018 22:00:00.000,1.17090,1.17097,1.17080,1.17093,161.87 +29.08.2018 22:05:00.000,1.17093,1.17102,1.17088,1.17097,119.47 +29.08.2018 22:10:00.000,1.17097,1.17098,1.17068,1.17079,178.25 +29.08.2018 22:15:00.000,1.17079,1.17080,1.17067,1.17069,229.62 +29.08.2018 22:20:00.000,1.17069,1.17075,1.17068,1.17071,232.60000000000002 +29.08.2018 22:25:00.000,1.17071,1.17077,1.17066,1.17072,384.26 +29.08.2018 22:30:00.000,1.17072,1.17082,1.17070,1.17081,361.10999999999996 +29.08.2018 22:35:00.000,1.17081,1.17085,1.17071,1.17072,289.90999999999997 +29.08.2018 22:40:00.000,1.17072,1.17077,1.17068,1.17071,168.13 +29.08.2018 22:45:00.000,1.17072,1.17087,1.17071,1.17087,108.05000000000001 +29.08.2018 22:50:00.000,1.17087,1.17093,1.17071,1.17075,182.74 +29.08.2018 22:55:00.000,1.17076,1.17081,1.17061,1.17062,87.94 +29.08.2018 23:00:00.000,1.17062,1.17072,1.17062,1.17068,148.53 +29.08.2018 23:05:00.000,1.17068,1.17077,1.17065,1.17067,133.61 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00:20:00.000,1.17082,1.17083,1.17049,1.17051,507.05000000000007 +30.08.2018 00:25:00.000,1.17051,1.17062,1.17040,1.17051,465.56 +30.08.2018 00:30:00.000,1.17052,1.17072,1.17050,1.17072,546.64 +30.08.2018 00:35:00.000,1.17071,1.17077,1.17065,1.17071,493.03 +30.08.2018 00:40:00.000,1.17071,1.17074,1.17041,1.17043,352.85999999999996 +30.08.2018 00:45:00.000,1.17042,1.17052,1.17038,1.17048,397.36 +30.08.2018 00:50:00.000,1.17048,1.17051,1.17033,1.17034,388.59000000000003 +30.08.2018 00:55:00.000,1.17036,1.17056,1.17022,1.17056,683.1 +30.08.2018 01:00:00.000,1.17055,1.17073,1.17022,1.17072,872.6199999999999 +30.08.2018 01:05:00.000,1.17073,1.17106,1.17067,1.17093,639.04 +30.08.2018 01:10:00.000,1.17094,1.17095,1.17065,1.17068,420.04999999999995 +30.08.2018 01:15:00.000,1.17068,1.17079,1.17045,1.17045,546.5899999999999 +30.08.2018 01:20:00.000,1.17046,1.17073,1.17042,1.17056,508.69 +30.08.2018 01:25:00.000,1.17058,1.17062,1.17042,1.17055,477.06 +30.08.2018 01:30:00.000,1.17056,1.17056,1.17009,1.17015,950.9799999999999 +30.08.2018 01:35:00.000,1.17016,1.17025,1.16970,1.16975,810.41 +30.08.2018 01:40:00.000,1.16975,1.17006,1.16965,1.16990,820.7600000000001 +30.08.2018 01:45:00.000,1.16990,1.17035,1.16986,1.17025,735.79 +30.08.2018 01:50:00.000,1.17025,1.17053,1.17010,1.17043,539.38 +30.08.2018 01:55:00.000,1.17042,1.17046,1.17029,1.17044,558.87 +30.08.2018 02:00:00.000,1.17047,1.17068,1.17040,1.17054,868.82 +30.08.2018 02:05:00.000,1.17053,1.17055,1.17026,1.17033,606.69 +30.08.2018 02:10:00.000,1.17035,1.17036,1.17005,1.17007,514.71 +30.08.2018 02:15:00.000,1.17010,1.17022,1.17005,1.17014,405.28000000000003 +30.08.2018 02:20:00.000,1.17014,1.17022,1.17009,1.17009,432.13 +30.08.2018 02:25:00.000,1.17009,1.17034,1.17007,1.17017,389.64 +30.08.2018 02:30:00.000,1.17017,1.17036,1.17014,1.17033,349.01 +30.08.2018 02:35:00.000,1.17033,1.17063,1.17029,1.17054,627.2199999999999 +30.08.2018 02:40:00.000,1.17054,1.17064,1.17053,1.17056,451.14 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03:55:00.000,1.16983,1.17007,1.16977,1.17002,378.64 +30.08.2018 04:00:00.000,1.17002,1.17007,1.16993,1.17006,432.63 +30.08.2018 04:05:00.000,1.17006,1.17007,1.16987,1.16987,314.66999999999996 +30.08.2018 04:10:00.000,1.16987,1.16987,1.16975,1.16977,485.29999999999995 +30.08.2018 04:15:00.000,1.16977,1.16982,1.16971,1.16982,351.18 +30.08.2018 04:20:00.000,1.16986,1.17003,1.16975,1.17002,392.57 +30.08.2018 04:25:00.000,1.17001,1.17019,1.17001,1.17015,262.53000000000003 +30.08.2018 04:30:00.000,1.17013,1.17014,1.16991,1.17011,446.15 +30.08.2018 04:35:00.000,1.17011,1.17018,1.16998,1.17016,267.49 +30.08.2018 04:40:00.000,1.17014,1.17026,1.17011,1.17023,184.42000000000002 +30.08.2018 04:45:00.000,1.17023,1.17026,1.17016,1.17023,245.18 +30.08.2018 04:50:00.000,1.17023,1.17031,1.17016,1.17018,267.31 +30.08.2018 04:55:00.000,1.17018,1.17018,1.16991,1.16991,347.68000000000006 +30.08.2018 05:00:00.000,1.16991,1.16997,1.16961,1.16984,594.51 +30.08.2018 05:05:00.000,1.16982,1.16982,1.16960,1.16973,471.55999999999995 +30.08.2018 05:10:00.000,1.16972,1.16983,1.16961,1.16973,635.88 +30.08.2018 05:15:00.000,1.16973,1.16984,1.16971,1.16981,439.60999999999996 +30.08.2018 05:20:00.000,1.16980,1.16980,1.16913,1.16922,955.72 +30.08.2018 05:25:00.000,1.16921,1.16932,1.16910,1.16912,1058.4 +30.08.2018 05:30:00.000,1.16912,1.16947,1.16912,1.16946,872.5 +30.08.2018 05:35:00.000,1.16946,1.16957,1.16921,1.16941,584.9899999999999 +30.08.2018 05:40:00.000,1.16942,1.16945,1.16927,1.16943,578.4100000000001 +30.08.2018 05:45:00.000,1.16943,1.16943,1.16885,1.16892,864.79 +30.08.2018 05:50:00.000,1.16893,1.16916,1.16876,1.16901,955.7299999999999 +30.08.2018 05:55:00.000,1.16900,1.16902,1.16857,1.16894,791.32 +30.08.2018 06:00:00.000,1.16895,1.16942,1.16891,1.16936,912.81 +30.08.2018 06:05:00.000,1.16937,1.16947,1.16915,1.16943,563.12 +30.08.2018 06:10:00.000,1.16942,1.16945,1.16925,1.16933,569.14 +30.08.2018 06:15:00.000,1.16933,1.16968,1.16933,1.16956,934.6200000000001 +30.08.2018 06:20:00.000,1.16956,1.16987,1.16937,1.16987,887.8499999999999 +30.08.2018 06:25:00.000,1.16987,1.16987,1.16942,1.16960,1041.34 +30.08.2018 06:30:00.000,1.16960,1.16971,1.16916,1.16926,1196.13 +30.08.2018 06:35:00.000,1.16926,1.16957,1.16900,1.16950,1063.33 +30.08.2018 06:40:00.000,1.16950,1.17005,1.16950,1.17005,683.32 +30.08.2018 06:45:00.000,1.17008,1.17016,1.16982,1.17013,1004.8900000000001 +30.08.2018 06:50:00.000,1.17013,1.17059,1.17013,1.17038,935 +30.08.2018 06:55:00.000,1.17036,1.17049,1.17008,1.17035,792.0999999999999 +30.08.2018 07:00:00.000,1.17034,1.17133,1.16965,1.17105,1481.46 +30.08.2018 07:05:00.000,1.17109,1.17149,1.17066,1.17137,1273.27 +30.08.2018 07:10:00.000,1.17137,1.17160,1.17125,1.17146,956.72 +30.08.2018 07:15:00.000,1.17145,1.17181,1.17125,1.17145,1167.8799999999999 +30.08.2018 07:20:00.000,1.17145,1.17145,1.17121,1.17140,1040.04 +30.08.2018 07:25:00.000,1.17141,1.17141,1.17095,1.17095,1097.19 +30.08.2018 07:30:00.000,1.17097,1.17097,1.17068,1.17077,973.27 +30.08.2018 07:35:00.000,1.17077,1.17080,1.17036,1.17037,836.4 +30.08.2018 07:40:00.000,1.17037,1.17067,1.17031,1.17042,876.56 +30.08.2018 07:45:00.000,1.17045,1.17061,1.17030,1.17033,826.8499999999999 +30.08.2018 07:50:00.000,1.17033,1.17056,1.17024,1.17039,586.9399999999999 +30.08.2018 07:55:00.000,1.17038,1.17047,1.16982,1.17021,749.84 +30.08.2018 08:00:00.000,1.17021,1.17045,1.16939,1.16947,1205.71 +30.08.2018 08:05:00.000,1.16947,1.16995,1.16947,1.16962,831.3199999999999 +30.08.2018 08:10:00.000,1.16961,1.17017,1.16960,1.17006,667.4699999999999 +30.08.2018 08:15:00.000,1.17009,1.17012,1.16911,1.16911,1093.4699999999998 +30.08.2018 08:20:00.000,1.16911,1.16926,1.16813,1.16829,1543.76 +30.08.2018 08:25:00.000,1.16830,1.16843,1.16750,1.16750,1398.23 +30.08.2018 08:30:00.000,1.16753,1.16833,1.16753,1.16803,1046.52 +30.08.2018 08:35:00.000,1.16802,1.16821,1.16797,1.16813,907.66 +30.08.2018 08:40:00.000,1.16813,1.16831,1.16789,1.16807,1115.21 +30.08.2018 08:45:00.000,1.16806,1.16815,1.16772,1.16786,989.28 +30.08.2018 08:50:00.000,1.16786,1.16832,1.16783,1.16823,1015.05 +30.08.2018 08:55:00.000,1.16823,1.16871,1.16816,1.16868,1052.07 +30.08.2018 09:00:00.000,1.16867,1.16894,1.16854,1.16872,1122.99 +30.08.2018 09:05:00.000,1.16873,1.16886,1.16853,1.16872,1025.5 +30.08.2018 09:10:00.000,1.16873,1.16873,1.16846,1.16859,1073.52 +30.08.2018 09:15:00.000,1.16860,1.16899,1.16860,1.16893,794.78 +30.08.2018 09:20:00.000,1.16896,1.16896,1.16852,1.16874,877.0600000000002 +30.08.2018 09:25:00.000,1.16875,1.16908,1.16873,1.16882,839.1100000000001 +30.08.2018 09:30:00.000,1.16882,1.16941,1.16879,1.16930,708.24 +30.08.2018 09:35:00.000,1.16931,1.16957,1.16915,1.16922,863.54 +30.08.2018 09:40:00.000,1.16922,1.16924,1.16892,1.16911,757.4799999999999 +30.08.2018 09:45:00.000,1.16911,1.16943,1.16905,1.16938,616.6700000000001 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11:00:00.000,1.16977,1.16990,1.16961,1.16962,1198.6100000000001 +30.08.2018 11:05:00.000,1.16961,1.16968,1.16914,1.16916,1058.98 +30.08.2018 11:10:00.000,1.16915,1.16939,1.16903,1.16908,1259.58 +30.08.2018 11:15:00.000,1.16909,1.16927,1.16887,1.16900,1058.42 +30.08.2018 11:20:00.000,1.16900,1.16918,1.16859,1.16892,1315.42 +30.08.2018 11:25:00.000,1.16892,1.16908,1.16877,1.16907,826.97 +30.08.2018 11:30:00.000,1.16908,1.16918,1.16895,1.16907,651.59 +30.08.2018 11:35:00.000,1.16910,1.16917,1.16896,1.16908,644.5 +30.08.2018 11:40:00.000,1.16908,1.16908,1.16821,1.16862,1246.59 +30.08.2018 11:45:00.000,1.16862,1.16889,1.16831,1.16874,1031.09 +30.08.2018 11:50:00.000,1.16874,1.16896,1.16871,1.16888,747.34 +30.08.2018 11:55:00.000,1.16889,1.16893,1.16850,1.16861,835.67 +30.08.2018 12:00:00.000,1.16860,1.16925,1.16831,1.16918,1201.1499999999999 +30.08.2018 12:05:00.000,1.16917,1.16946,1.16913,1.16945,815.0000000000001 +30.08.2018 12:10:00.000,1.16945,1.16957,1.16920,1.16923,799.25 +30.08.2018 12:15:00.000,1.16922,1.16925,1.16885,1.16914,776.55 +30.08.2018 12:20:00.000,1.16915,1.16928,1.16872,1.16883,1038.14 +30.08.2018 12:25:00.000,1.16883,1.16888,1.16848,1.16876,814.6099999999999 +30.08.2018 12:30:00.000,1.16875,1.16925,1.16832,1.16884,1045.8300000000002 +30.08.2018 12:35:00.000,1.16884,1.16933,1.16884,1.16889,987.15 +30.08.2018 12:40:00.000,1.16889,1.16902,1.16861,1.16875,848.5699999999999 +30.08.2018 12:45:00.000,1.16876,1.16924,1.16876,1.16891,794.18 +30.08.2018 12:50:00.000,1.16890,1.16936,1.16888,1.16927,843.0200000000001 +30.08.2018 12:55:00.000,1.16926,1.16928,1.16766,1.16773,1621.16 +30.08.2018 13:00:00.000,1.16774,1.16826,1.16708,1.16708,1600.8 +30.08.2018 13:05:00.000,1.16707,1.16707,1.16609,1.16646,1717.6000000000004 +30.08.2018 13:10:00.000,1.16645,1.16654,1.16623,1.16654,1068.97 +30.08.2018 13:15:00.000,1.16654,1.16656,1.16602,1.16628,1549.67 +30.08.2018 13:20:00.000,1.16628,1.16646,1.16570,1.16625,1190.76 +30.08.2018 13:25:00.000,1.16624,1.16627,1.16581,1.16591,1476.2199999999998 +30.08.2018 13:30:00.000,1.16593,1.16607,1.16440,1.16446,2315.36 +30.08.2018 13:35:00.000,1.16445,1.16562,1.16441,1.16554,1869.8399999999997 +30.08.2018 13:40:00.000,1.16554,1.16595,1.16523,1.16563,1495.84 +30.08.2018 13:45:00.000,1.16563,1.16608,1.16543,1.16570,1458.62 +30.08.2018 13:50:00.000,1.16572,1.16616,1.16562,1.16581,1392.57 +30.08.2018 13:55:00.000,1.16580,1.16614,1.16552,1.16599,1848.1100000000001 +30.08.2018 14:00:00.000,1.16602,1.16624,1.16560,1.16590,1617.4 +30.08.2018 14:05:00.000,1.16590,1.16604,1.16549,1.16564,1167.5900000000001 +30.08.2018 14:10:00.000,1.16563,1.16627,1.16550,1.16627,1750.3999999999999 +30.08.2018 14:15:00.000,1.16627,1.16663,1.16583,1.16583,1974.82 +30.08.2018 14:20:00.000,1.16585,1.16587,1.16504,1.16538,1752.84 +30.08.2018 14:25:00.000,1.16537,1.16590,1.16530,1.16563,1238.56 +30.08.2018 14:30:00.000,1.16563,1.16614,1.16562,1.16601,1174.9299999999998 +30.08.2018 14:35:00.000,1.16602,1.16644,1.16596,1.16644,1132.79 +30.08.2018 14:40:00.000,1.16645,1.16683,1.16620,1.16657,1355.43 +30.08.2018 14:45:00.000,1.16658,1.16663,1.16560,1.16579,1510.0900000000001 +30.08.2018 14:50:00.000,1.16579,1.16627,1.16567,1.16605,1470.0700000000002 +30.08.2018 14:55:00.000,1.16605,1.16630,1.16555,1.16570,1594.62 +30.08.2018 15:00:00.000,1.16569,1.16594,1.16519,1.16524,1608.8 +30.08.2018 15:05:00.000,1.16524,1.16587,1.16518,1.16580,1594.6200000000001 +30.08.2018 15:10:00.000,1.16579,1.16618,1.16575,1.16614,1346.5500000000002 +30.08.2018 15:15:00.000,1.16613,1.16615,1.16558,1.16587,1231.56 +30.08.2018 15:20:00.000,1.16587,1.16587,1.16520,1.16522,1142.12 +30.08.2018 15:25:00.000,1.16437,1.16522,1.16419,1.16465,1031.93 +30.08.2018 15:30:00.000,1.16465,1.16518,1.16449,1.16513,1591.0100000000002 +30.08.2018 15:35:00.000,1.16511,1.16532,1.16474,1.16491,1405.8899999999999 +30.08.2018 15:40:00.000,1.16492,1.16505,1.16433,1.16433,1325.54 +30.08.2018 15:45:00.000,1.16434,1.16481,1.16431,1.16466,1272.58 +30.08.2018 15:50:00.000,1.16467,1.16507,1.16442,1.16483,1373.0500000000002 +30.08.2018 15:55:00.000,1.16483,1.16489,1.16456,1.16461,1107.9499999999998 +30.08.2018 16:00:00.000,1.16461,1.16475,1.16431,1.16436,1335.7899999999997 +30.08.2018 16:05:00.000,1.16434,1.16485,1.16422,1.16479,1261.3400000000001 +30.08.2018 16:10:00.000,1.16479,1.16486,1.16417,1.16437,1456.84 +30.08.2018 16:15:00.000,1.16437,1.16499,1.16435,1.16497,1130.83 +30.08.2018 16:20:00.000,1.16497,1.16555,1.16492,1.16554,1342.41 +30.08.2018 16:25:00.000,1.16553,1.16573,1.16529,1.16565,1163.1699999999998 +30.08.2018 16:30:00.000,1.16564,1.16578,1.16532,1.16553,913.97 +30.08.2018 16:35:00.000,1.16552,1.16587,1.16549,1.16580,934.87 +30.08.2018 16:40:00.000,1.16579,1.16585,1.16554,1.16577,905.74 +30.08.2018 16:45:00.000,1.16578,1.16585,1.16550,1.16578,832.52 +30.08.2018 16:50:00.000,1.16579,1.16604,1.16561,1.16572,1349.7 +30.08.2018 16:55:00.000,1.16577,1.16584,1.16553,1.16570,1214.82 +30.08.2018 17:00:00.000,1.16571,1.16581,1.16537,1.16549,1071.27 +30.08.2018 17:05:00.000,1.16549,1.16629,1.16549,1.16614,1164.94 +30.08.2018 17:10:00.000,1.16616,1.16639,1.16581,1.16594,926.0000000000001 +30.08.2018 17:15:00.000,1.16594,1.16604,1.16554,1.16558,589.41 +30.08.2018 17:20:00.000,1.16558,1.16581,1.16548,1.16559,718.6400000000001 +30.08.2018 17:25:00.000,1.16557,1.16562,1.16526,1.16536,652.72 +30.08.2018 17:30:00.000,1.16534,1.16566,1.16513,1.16520,1044.0900000000001 +30.08.2018 17:35:00.000,1.16521,1.16540,1.16498,1.16531,804.78 +30.08.2018 17:40:00.000,1.16531,1.16549,1.16511,1.16549,665.6300000000001 +30.08.2018 17:45:00.000,1.16552,1.16642,1.16549,1.16592,1483.47 +30.08.2018 17:50:00.000,1.16589,1.16609,1.16567,1.16599,1263.2799999999997 +30.08.2018 17:55:00.000,1.16598,1.16699,1.16590,1.16682,1434.14 +30.08.2018 18:00:00.000,1.16681,1.16701,1.16647,1.16694,1162.02 +30.08.2018 18:05:00.000,1.16694,1.16709,1.16670,1.16679,768.59 +30.08.2018 18:10:00.000,1.16682,1.16720,1.16667,1.16720,618.39 +30.08.2018 18:15:00.000,1.16719,1.16719,1.16568,1.16593,1863.4199999999998 +30.08.2018 18:20:00.000,1.16591,1.16650,1.16563,1.16624,1753.68 +30.08.2018 18:25:00.000,1.16624,1.16663,1.16597,1.16608,1338.79 +30.08.2018 18:30:00.000,1.16608,1.16664,1.16600,1.16623,1321.73 +30.08.2018 18:35:00.000,1.16625,1.16644,1.16616,1.16643,1106.48 +30.08.2018 18:40:00.000,1.16645,1.16701,1.16637,1.16657,1239.32 +30.08.2018 18:45:00.000,1.16656,1.16667,1.16637,1.16664,909.8299999999999 +30.08.2018 18:50:00.000,1.16664,1.16668,1.16630,1.16653,801.3299999999999 +30.08.2018 18:55:00.000,1.16653,1.16653,1.16618,1.16648,1201.42 +30.08.2018 19:00:00.000,1.16646,1.16646,1.16614,1.16621,1122.74 +30.08.2018 19:05:00.000,1.16618,1.16643,1.16607,1.16634,988.5 +30.08.2018 19:10:00.000,1.16636,1.16636,1.16606,1.16622,841.51 +30.08.2018 19:15:00.000,1.16621,1.16625,1.16596,1.16618,1029.83 +30.08.2018 19:20:00.000,1.16618,1.16628,1.16596,1.16610,781.48 +30.08.2018 19:25:00.000,1.16609,1.16638,1.16599,1.16631,719.26 +30.08.2018 19:30:00.000,1.16630,1.16705,1.16622,1.16703,1014.72 +30.08.2018 19:35:00.000,1.16703,1.16707,1.16675,1.16706,837.83 +30.08.2018 19:40:00.000,1.16706,1.16719,1.16682,1.16693,578.41 +30.08.2018 19:45:00.000,1.16693,1.16744,1.16689,1.16727,801.66 +30.08.2018 19:50:00.000,1.16729,1.16768,1.16727,1.16739,799.49 +30.08.2018 19:55:00.000,1.16737,1.16790,1.16732,1.16767,680.45 +30.08.2018 20:00:00.000,1.16768,1.16768,1.16738,1.16738,528.85 +30.08.2018 20:05:00.000,1.16739,1.16739,1.16717,1.16723,307.98 +30.08.2018 20:10:00.000,1.16723,1.16740,1.16717,1.16723,427.29999999999995 +30.08.2018 20:15:00.000,1.16723,1.16726,1.16715,1.16716,178.86 +30.08.2018 20:20:00.000,1.16716,1.16717,1.16695,1.16712,402.47 +30.08.2018 20:25:00.000,1.16713,1.16737,1.16711,1.16721,344.26 +30.08.2018 20:30:00.000,1.16722,1.16728,1.16710,1.16718,692.91 +30.08.2018 20:35:00.000,1.16717,1.16723,1.16712,1.16717,428.5799999999999 +30.08.2018 20:40:00.000,1.16718,1.16728,1.16707,1.16718,436.46999999999997 +30.08.2018 20:45:00.000,1.16718,1.16718,1.16649,1.16683,750.33 +30.08.2018 20:50:00.000,1.16682,1.16693,1.16659,1.16660,541.1700000000001 +30.08.2018 20:55:00.000,1.16660,1.16708,1.16659,1.16708,547.61 +30.08.2018 21:00:00.000,1.16709,1.16709,1.16645,1.16673,93.12 +30.08.2018 21:05:00.000,1.16672,1.16700,1.16672,1.16695,221.84999999999997 +30.08.2018 21:10:00.000,1.16694,1.16700,1.16652,1.16675,417.66999999999996 +30.08.2018 21:15:00.000,1.16675,1.16686,1.16671,1.16674,175.78 +30.08.2018 21:20:00.000,1.16674,1.16675,1.16665,1.16672,144.08 +30.08.2018 21:25:00.000,1.16670,1.16675,1.16660,1.16660,141.39999999999998 +30.08.2018 21:30:00.000,1.16660,1.16673,1.16656,1.16663,348.75 +30.08.2018 21:35:00.000,1.16663,1.16665,1.16657,1.16658,196.73000000000002 +30.08.2018 21:40:00.000,1.16658,1.16678,1.16658,1.16665,167.78 +30.08.2018 21:45:00.000,1.16668,1.16682,1.16666,1.16674,148.79 +30.08.2018 21:50:00.000,1.16675,1.16676,1.16663,1.16665,131.66000000000003 +30.08.2018 21:55:00.000,1.16665,1.16677,1.16665,1.16666,120.03 +30.08.2018 22:00:00.000,1.16669,1.16684,1.16649,1.16659,277.73 +30.08.2018 22:05:00.000,1.16658,1.16681,1.16658,1.16677,624.79 +30.08.2018 22:10:00.000,1.16676,1.16682,1.16665,1.16665,998.8399999999999 +30.08.2018 22:15:00.000,1.16667,1.16670,1.16651,1.16651,376.76 +30.08.2018 22:20:00.000,1.16655,1.16656,1.16639,1.16647,305.51 +30.08.2018 22:25:00.000,1.16646,1.16647,1.16630,1.16635,507.49 +30.08.2018 22:30:00.000,1.16635,1.16657,1.16634,1.16652,369.4 +30.08.2018 22:35:00.000,1.16652,1.16653,1.16646,1.16651,261.92 +30.08.2018 22:40:00.000,1.16651,1.16653,1.16640,1.16652,242.34 +30.08.2018 22:45:00.000,1.16652,1.16654,1.16642,1.16650,429.81 +30.08.2018 22:50:00.000,1.16651,1.16654,1.16631,1.16631,329.03000000000003 +30.08.2018 22:55:00.000,1.16632,1.16634,1.16624,1.16627,300.13 +30.08.2018 23:00:00.000,1.16627,1.16632,1.16621,1.16632,345.23 +30.08.2018 23:05:00.000,1.16631,1.16631,1.16618,1.16623,162.6 +30.08.2018 23:10:00.000,1.16622,1.16639,1.16622,1.16639,280.35 +30.08.2018 23:15:00.000,1.16639,1.16647,1.16622,1.16625,279.36 +30.08.2018 23:20:00.000,1.16627,1.16632,1.16626,1.16628,229.94 +30.08.2018 23:25:00.000,1.16627,1.16648,1.16627,1.16648,195.98000000000002 +30.08.2018 23:30:00.000,1.16647,1.16667,1.16647,1.16666,245.24 +30.08.2018 23:35:00.000,1.16666,1.16666,1.16656,1.16663,194.85000000000002 +30.08.2018 23:40:00.000,1.16664,1.16667,1.16645,1.16646,283.83 +30.08.2018 23:45:00.000,1.16646,1.16648,1.16618,1.16627,486.98999999999995 +30.08.2018 23:50:00.000,1.16630,1.16634,1.16613,1.16627,302.77 +30.08.2018 23:55:00.000,1.16628,1.16655,1.16628,1.16654,314.70000000000005 +31.08.2018 00:00:00.000,1.16654,1.16663,1.16637,1.16652,423.09 +31.08.2018 00:05:00.000,1.16652,1.16655,1.16606,1.16612,669.27 +31.08.2018 00:10:00.000,1.16613,1.16654,1.16613,1.16649,626.03 +31.08.2018 00:15:00.000,1.16648,1.16656,1.16624,1.16643,442.04 +31.08.2018 00:20:00.000,1.16642,1.16652,1.16636,1.16649,518.77 +31.08.2018 00:25:00.000,1.16650,1.16662,1.16603,1.16617,714.5600000000001 +31.08.2018 00:30:00.000,1.16620,1.16649,1.16611,1.16644,510.37000000000006 +31.08.2018 00:35:00.000,1.16643,1.16653,1.16632,1.16633,563.06 +31.08.2018 00:40:00.000,1.16633,1.16653,1.16632,1.16647,478.05999999999995 +31.08.2018 00:45:00.000,1.16647,1.16661,1.16642,1.16643,594.94 +31.08.2018 00:50:00.000,1.16643,1.16681,1.16642,1.16659,781.6299999999999 +31.08.2018 00:55:00.000,1.16657,1.16668,1.16642,1.16647,632.56 +31.08.2018 01:00:00.000,1.16646,1.16687,1.16639,1.16684,951.04 +31.08.2018 01:05:00.000,1.16687,1.16694,1.16659,1.16673,751.8000000000001 +31.08.2018 01:10:00.000,1.16673,1.16709,1.16670,1.16693,747.22 +31.08.2018 01:15:00.000,1.16692,1.16765,1.16671,1.16681,1000.2499999999999 +31.08.2018 01:20:00.000,1.16683,1.16697,1.16668,1.16672,714.47 +31.08.2018 01:25:00.000,1.16672,1.16677,1.16649,1.16649,577.5400000000001 +31.08.2018 01:30:00.000,1.16649,1.16725,1.16644,1.16718,975.71 +31.08.2018 01:35:00.000,1.16717,1.16725,1.16685,1.16711,850.9200000000001 +31.08.2018 01:40:00.000,1.16711,1.16742,1.16700,1.16735,910.73 +31.08.2018 01:45:00.000,1.16736,1.16741,1.16707,1.16716,724.31 +31.08.2018 01:50:00.000,1.16716,1.16717,1.16685,1.16698,792.6100000000001 +31.08.2018 01:55:00.000,1.16698,1.16698,1.16665,1.16668,747.61 +31.08.2018 02:00:00.000,1.16670,1.16684,1.16664,1.16684,466.85 +31.08.2018 02:05:00.000,1.16683,1.16701,1.16683,1.16688,549.34 +31.08.2018 02:10:00.000,1.16687,1.16687,1.16670,1.16682,381.09 +31.08.2018 02:15:00.000,1.16683,1.16687,1.16634,1.16654,472.56 +31.08.2018 02:20:00.000,1.16653,1.16657,1.16623,1.16627,561.89 +31.08.2018 02:25:00.000,1.16627,1.16653,1.16626,1.16648,459.48999999999995 +31.08.2018 02:30:00.000,1.16648,1.16648,1.16610,1.16638,582.21 +31.08.2018 02:35:00.000,1.16638,1.16655,1.16629,1.16648,660.28 +31.08.2018 02:40:00.000,1.16648,1.16664,1.16644,1.16658,393.68 +31.08.2018 02:45:00.000,1.16659,1.16659,1.16626,1.16633,445.11 +31.08.2018 02:50:00.000,1.16633,1.16655,1.16633,1.16642,487.65 +31.08.2018 02:55:00.000,1.16640,1.16649,1.16612,1.16634,837.8599999999999 +31.08.2018 03:00:00.000,1.16634,1.16634,1.16595,1.16623,749.3100000000001 +31.08.2018 03:05:00.000,1.16623,1.16642,1.16623,1.16630,486.63 +31.08.2018 03:10:00.000,1.16632,1.16648,1.16625,1.16642,613.21 +31.08.2018 03:15:00.000,1.16642,1.16642,1.16611,1.16622,549.04 +31.08.2018 03:20:00.000,1.16624,1.16639,1.16618,1.16638,459.68000000000006 +31.08.2018 03:25:00.000,1.16637,1.16644,1.16632,1.16643,375.60999999999996 +31.08.2018 03:30:00.000,1.16643,1.16668,1.16641,1.16658,594.2 +31.08.2018 03:35:00.000,1.16658,1.16674,1.16655,1.16665,466.71000000000004 +31.08.2018 03:40:00.000,1.16665,1.16665,1.16635,1.16646,550.51 +31.08.2018 03:45:00.000,1.16648,1.16652,1.16644,1.16645,330.96 +31.08.2018 03:50:00.000,1.16648,1.16652,1.16627,1.16631,422.78 +31.08.2018 03:55:00.000,1.16632,1.16648,1.16631,1.16636,473.81000000000006 +31.08.2018 04:00:00.000,1.16636,1.16640,1.16627,1.16633,379.2 +31.08.2018 04:05:00.000,1.16634,1.16646,1.16634,1.16643,478.93999999999994 +31.08.2018 04:10:00.000,1.16642,1.16650,1.16628,1.16643,621.13 +31.08.2018 04:15:00.000,1.16643,1.16648,1.16633,1.16644,454.29 +31.08.2018 04:20:00.000,1.16644,1.16658,1.16638,1.16642,423.34000000000003 +31.08.2018 04:25:00.000,1.16641,1.16667,1.16641,1.16667,393.46000000000004 +31.08.2018 04:30:00.000,1.16667,1.16667,1.16653,1.16657,263.39 +31.08.2018 04:35:00.000,1.16658,1.16667,1.16657,1.16667,322.01 +31.08.2018 04:40:00.000,1.16668,1.16670,1.16646,1.16647,475.79 +31.08.2018 04:45:00.000,1.16648,1.16664,1.16648,1.16664,263.74 +31.08.2018 04:50:00.000,1.16663,1.16664,1.16644,1.16658,376.16 +31.08.2018 04:55:00.000,1.16658,1.16712,1.16657,1.16696,606.99 +31.08.2018 05:00:00.000,1.16696,1.16901,1.16690,1.16857,1584.48 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06:15:00.000,1.16762,1.16790,1.16760,1.16780,784.1499999999999 +31.08.2018 06:20:00.000,1.16779,1.16804,1.16767,1.16795,975.24 +31.08.2018 06:25:00.000,1.16794,1.16832,1.16792,1.16821,932.0100000000001 +31.08.2018 06:30:00.000,1.16819,1.16822,1.16773,1.16789,818.24 +31.08.2018 06:35:00.000,1.16787,1.16791,1.16753,1.16753,894.74 +31.08.2018 06:40:00.000,1.16753,1.16758,1.16726,1.16753,1025.35 +31.08.2018 06:45:00.000,1.16753,1.16757,1.16731,1.16742,1180.15 +31.08.2018 06:50:00.000,1.16742,1.16769,1.16739,1.16766,717.61 +31.08.2018 06:55:00.000,1.16765,1.16768,1.16723,1.16728,1140.99 +31.08.2018 07:00:00.000,1.16725,1.16823,1.16725,1.16798,1432.6999999999998 +31.08.2018 07:05:00.000,1.16799,1.16866,1.16790,1.16846,1522.07 +31.08.2018 07:10:00.000,1.16846,1.16897,1.16844,1.16866,1477.42 +31.08.2018 07:15:00.000,1.16867,1.16868,1.16767,1.16773,1484.1499999999999 +31.08.2018 07:20:00.000,1.16774,1.16790,1.16730,1.16790,1490.7499999999998 +31.08.2018 07:25:00.000,1.16790,1.16864,1.16788,1.16862,1257.37 +31.08.2018 07:30:00.000,1.16861,1.16892,1.16836,1.16864,1254.22 +31.08.2018 07:35:00.000,1.16863,1.16879,1.16826,1.16827,1206.07 +31.08.2018 07:40:00.000,1.16828,1.16828,1.16756,1.16780,1140.49 +31.08.2018 07:45:00.000,1.16782,1.16812,1.16764,1.16806,886.1099999999999 +31.08.2018 07:50:00.000,1.16807,1.16856,1.16805,1.16806,1287.3 +31.08.2018 07:55:00.000,1.16808,1.16838,1.16784,1.16838,855.85 +31.08.2018 08:00:00.000,1.16838,1.16897,1.16834,1.16871,1146.13 +31.08.2018 08:05:00.000,1.16871,1.16885,1.16849,1.16851,1060.81 +31.08.2018 08:10:00.000,1.16856,1.16865,1.16821,1.16861,956.91 +31.08.2018 08:15:00.000,1.16862,1.16862,1.16810,1.16824,874.9499999999999 +31.08.2018 08:20:00.000,1.16824,1.16836,1.16785,1.16792,1137.6399999999999 +31.08.2018 08:25:00.000,1.16791,1.16840,1.16786,1.16786,1230.31 +31.08.2018 08:30:00.000,1.16787,1.16832,1.16777,1.16789,1325.6299999999999 +31.08.2018 08:35:00.000,1.16788,1.16795,1.16744,1.16753,1078.9899999999998 +31.08.2018 08:40:00.000,1.16754,1.16796,1.16745,1.16769,1030.65 +31.08.2018 08:45:00.000,1.16770,1.16770,1.16702,1.16717,1104.23 +31.08.2018 08:50:00.000,1.16713,1.16736,1.16692,1.16697,1219.76 +31.08.2018 08:55:00.000,1.16697,1.16704,1.16670,1.16689,970.2599999999999 +31.08.2018 09:00:00.000,1.16688,1.16724,1.16672,1.16714,1198.95 +31.08.2018 09:05:00.000,1.16713,1.16729,1.16699,1.16704,1001.72 +31.08.2018 09:10:00.000,1.16700,1.16711,1.16659,1.16667,1044.83 +31.08.2018 09:15:00.000,1.16666,1.16682,1.16643,1.16670,1061.01 +31.08.2018 09:20:00.000,1.16668,1.16698,1.16662,1.16680,871.1500000000001 +31.08.2018 09:25:00.000,1.16681,1.16696,1.16640,1.16655,1032.8799999999999 +31.08.2018 09:30:00.000,1.16654,1.16716,1.16651,1.16716,981.1800000000001 +31.08.2018 09:35:00.000,1.16715,1.16722,1.16692,1.16695,1038.1 +31.08.2018 09:40:00.000,1.16697,1.16724,1.16685,1.16688,997.7399999999999 +31.08.2018 09:45:00.000,1.16687,1.16716,1.16685,1.16705,1018.94 +31.08.2018 09:50:00.000,1.16705,1.16726,1.16681,1.16686,799.34 +31.08.2018 09:55:00.000,1.16685,1.16697,1.16655,1.16687,946.25 +31.08.2018 10:00:00.000,1.16689,1.16695,1.16643,1.16657,1161.53 +31.08.2018 10:05:00.000,1.16657,1.16684,1.16648,1.16664,869.66 +31.08.2018 10:10:00.000,1.16664,1.16675,1.16560,1.16576,1157.6 +31.08.2018 10:15:00.000,1.16575,1.16607,1.16573,1.16606,896.78 +31.08.2018 10:20:00.000,1.16606,1.16618,1.16587,1.16594,779.5200000000001 +31.08.2018 10:25:00.000,1.16596,1.16638,1.16583,1.16614,911.94 +31.08.2018 10:30:00.000,1.16614,1.16649,1.16610,1.16617,958.55 +31.08.2018 10:35:00.000,1.16620,1.16642,1.16592,1.16642,687.87 +31.08.2018 10:40:00.000,1.16641,1.16648,1.16600,1.16602,1074.8700000000001 +31.08.2018 10:45:00.000,1.16601,1.16603,1.16552,1.16562,843.96 +31.08.2018 10:50:00.000,1.16561,1.16602,1.16553,1.16602,1024.61 +31.08.2018 10:55:00.000,1.16602,1.16696,1.16601,1.16661,1351.2300000000002 +31.08.2018 11:00:00.000,1.16662,1.16669,1.16636,1.16637,931.0699999999999 +31.08.2018 11:05:00.000,1.16636,1.16644,1.16593,1.16607,850.9399999999999 +31.08.2018 11:10:00.000,1.16607,1.16634,1.16606,1.16621,610.0600000000001 +31.08.2018 11:15:00.000,1.16622,1.16625,1.16466,1.16498,1388.66 +31.08.2018 11:20:00.000,1.16496,1.16517,1.16473,1.16497,981.07 +31.08.2018 11:25:00.000,1.16495,1.16498,1.16434,1.16485,1249.29 +31.08.2018 11:30:00.000,1.16485,1.16518,1.16477,1.16497,974.22 +31.08.2018 11:35:00.000,1.16495,1.16495,1.16452,1.16478,985.26 +31.08.2018 11:40:00.000,1.16476,1.16517,1.16472,1.16476,667.5 +31.08.2018 11:45:00.000,1.16477,1.16524,1.16452,1.16491,1024.29 +31.08.2018 11:50:00.000,1.16492,1.16507,1.16445,1.16449,1336.6899999999998 +31.08.2018 11:55:00.000,1.16449,1.16522,1.16443,1.16515,1215.2 +31.08.2018 12:00:00.000,1.16515,1.16525,1.16466,1.16503,1208.07 +31.08.2018 12:05:00.000,1.16502,1.16545,1.16481,1.16515,1078 +31.08.2018 12:10:00.000,1.16514,1.16518,1.16472,1.16503,1100.9199999999998 +31.08.2018 12:15:00.000,1.16505,1.16509,1.16457,1.16485,1198.25 +31.08.2018 12:20:00.000,1.16487,1.16539,1.16483,1.16528,1042.43 +31.08.2018 12:25:00.000,1.16528,1.16552,1.16500,1.16520,842.26 +31.08.2018 12:30:00.000,1.16519,1.16554,1.16516,1.16551,715.79 +31.08.2018 12:35:00.000,1.16550,1.16555,1.16360,1.16378,1182.76 +31.08.2018 12:40:00.000,1.16377,1.16402,1.16355,1.16391,1039.6 +31.08.2018 12:45:00.000,1.16391,1.16404,1.16353,1.16380,1089 +31.08.2018 12:50:00.000,1.16380,1.16393,1.16330,1.16387,926.45 +31.08.2018 12:55:00.000,1.16387,1.16402,1.16339,1.16394,1071.5500000000002 +31.08.2018 13:00:00.000,1.16394,1.16395,1.16352,1.16362,977.87 +31.08.2018 13:05:00.000,1.16360,1.16380,1.16282,1.16302,1641.4999999999998 +31.08.2018 13:10:00.000,1.16303,1.16309,1.16277,1.16288,1185.4499999999998 +31.08.2018 13:15:00.000,1.16288,1.16328,1.16280,1.16308,1053.52 +31.08.2018 13:20:00.000,1.16308,1.16335,1.16282,1.16318,976.5 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14:35:00.000,1.16447,1.16472,1.16425,1.16455,938.3900000000001 +31.08.2018 14:40:00.000,1.16455,1.16511,1.16444,1.16505,1091.21 +31.08.2018 14:45:00.000,1.16506,1.16518,1.16421,1.16424,1224.3999999999999 +31.08.2018 14:50:00.000,1.16423,1.16435,1.16315,1.16357,1471 +31.08.2018 14:55:00.000,1.16354,1.16432,1.16329,1.16338,1733.8 +31.08.2018 15:00:00.000,1.16339,1.16363,1.16287,1.16311,1742.0199999999998 +31.08.2018 15:05:00.000,1.16313,1.16330,1.16285,1.16288,1508.1000000000001 +31.08.2018 15:10:00.000,1.16290,1.16309,1.16236,1.16250,1706.32 +31.08.2018 15:15:00.000,1.16250,1.16250,1.16144,1.16146,1569.83 +31.08.2018 15:20:00.000,1.16144,1.16164,1.16080,1.16091,1547.42 +31.08.2018 15:25:00.000,1.16091,1.16124,1.16057,1.16071,1212.43 +31.08.2018 15:30:00.000,1.16074,1.16123,1.16070,1.16105,1210.64 +31.08.2018 15:35:00.000,1.16106,1.16112,1.16041,1.16057,1303.3600000000001 +31.08.2018 15:40:00.000,1.16054,1.16063,1.15955,1.16030,1282.97 +31.08.2018 15:45:00.000,1.16030,1.16062,1.16019,1.16021,1212.71 +31.08.2018 15:50:00.000,1.16022,1.16046,1.15987,1.16005,1286.85 +31.08.2018 15:55:00.000,1.16005,1.16023,1.15922,1.15957,1318.71 +31.08.2018 16:00:00.000,1.15959,1.15998,1.15949,1.15956,1364.8700000000001 +31.08.2018 16:05:00.000,1.15955,1.15972,1.15922,1.15948,1069.71 +31.08.2018 16:10:00.000,1.15947,1.15950,1.15895,1.15895,925.6099999999999 +31.08.2018 16:15:00.000,1.15895,1.15949,1.15871,1.15942,1123.13 +31.08.2018 16:20:00.000,1.15940,1.15950,1.15893,1.15906,1229.6100000000001 +31.08.2018 16:25:00.000,1.15906,1.15920,1.15858,1.15872,1086.22 +31.08.2018 16:30:00.000,1.15873,1.15912,1.15854,1.15910,1404.96 +31.08.2018 16:35:00.000,1.15911,1.15924,1.15845,1.15850,1253.29 +31.08.2018 16:40:00.000,1.15849,1.15920,1.15845,1.15889,1507.23 +31.08.2018 16:45:00.000,1.15889,1.15934,1.15865,1.15916,1400.1299999999999 +31.08.2018 16:50:00.000,1.15916,1.15931,1.15860,1.15871,1186.62 +31.08.2018 16:55:00.000,1.15871,1.15949,1.15861,1.15949,1263.17 +31.08.2018 17:00:00.000,1.15941,1.15941,1.15889,1.15928,1498.15 +31.08.2018 17:05:00.000,1.15929,1.15962,1.15922,1.15946,1248.47 +31.08.2018 17:10:00.000,1.15945,1.16011,1.15945,1.15975,996.1199999999999 +31.08.2018 17:15:00.000,1.15975,1.15983,1.15957,1.15964,1076.42 +31.08.2018 17:20:00.000,1.15963,1.15987,1.15953,1.15982,788.74 +31.08.2018 17:25:00.000,1.15984,1.16003,1.15966,1.15989,983.7399999999999 +31.08.2018 17:30:00.000,1.15989,1.16018,1.15976,1.15987,1122.15 +31.08.2018 17:35:00.000,1.15988,1.16007,1.15975,1.15978,1009.73 +31.08.2018 17:40:00.000,1.15981,1.15992,1.15962,1.15977,903.8299999999999 +31.08.2018 17:45:00.000,1.15977,1.16053,1.15977,1.16038,989.8599999999999 +31.08.2018 17:50:00.000,1.16037,1.16038,1.15991,1.16002,701.0899999999999 +31.08.2018 17:55:00.000,1.16002,1.16051,1.16002,1.16051,752.3499999999999 +31.08.2018 18:00:00.000,1.16049,1.16049,1.15992,1.16012,972.02 +31.08.2018 18:05:00.000,1.16012,1.16048,1.16002,1.16044,712.06 +31.08.2018 18:10:00.000,1.16044,1.16049,1.16021,1.16023,965.48 +31.08.2018 18:15:00.000,1.16022,1.16057,1.16021,1.16037,803.8100000000001 +31.08.2018 18:20:00.000,1.16036,1.16042,1.15991,1.16001,973.6700000000001 +31.08.2018 18:25:00.000,1.16001,1.16032,1.15995,1.16021,923.7700000000001 +31.08.2018 18:30:00.000,1.16020,1.16035,1.16010,1.16025,774.31 +31.08.2018 18:35:00.000,1.16025,1.16030,1.15993,1.16006,1100.02 +31.08.2018 18:40:00.000,1.16005,1.16059,1.16002,1.16044,872.8299999999999 +31.08.2018 18:45:00.000,1.16045,1.16049,1.16020,1.16026,708.48 +31.08.2018 18:50:00.000,1.16028,1.16091,1.16022,1.16091,1117.3600000000001 +31.08.2018 18:55:00.000,1.16089,1.16089,1.15955,1.15966,1888.95 +31.08.2018 19:00:00.000,1.15964,1.16047,1.15964,1.16026,1148.43 +31.08.2018 19:05:00.000,1.16025,1.16053,1.16020,1.16041,823.01 +31.08.2018 19:10:00.000,1.16041,1.16047,1.16021,1.16026,687.4000000000001 +31.08.2018 19:15:00.000,1.16026,1.16050,1.16023,1.16029,848.75 +31.08.2018 19:20:00.000,1.16029,1.16032,1.15951,1.15977,1199.97 +31.08.2018 19:25:00.000,1.15977,1.16006,1.15967,1.15981,1357.26 +31.08.2018 19:30:00.000,1.15980,1.16048,1.15980,1.16035,1145.3 +31.08.2018 19:35:00.000,1.16035,1.16090,1.16035,1.16065,1366.1200000000001 +31.08.2018 19:40:00.000,1.16059,1.16083,1.16040,1.16065,1283.87 +31.08.2018 19:45:00.000,1.16065,1.16091,1.16059,1.16089,736.79 +31.08.2018 19:50:00.000,1.16089,1.16103,1.16059,1.16063,719.55 +31.08.2018 19:55:00.000,1.16063,1.16093,1.16045,1.16070,871.9499999999999 +31.08.2018 20:00:00.000,1.16072,1.16108,1.16064,1.16066,861.34 +31.08.2018 20:05:00.000,1.16067,1.16075,1.16037,1.16039,746.44 +31.08.2018 20:10:00.000,1.16039,1.16049,1.16037,1.16040,494.37 +31.08.2018 20:15:00.000,1.16040,1.16062,1.16035,1.16060,318.91999999999996 +31.08.2018 20:20:00.000,1.16060,1.16072,1.16060,1.16067,284.65 +31.08.2018 20:25:00.000,1.16066,1.16095,1.16066,1.16084,375.67 +31.08.2018 20:30:00.000,1.16084,1.16106,1.16084,1.16090,358.83000000000004 +31.08.2018 20:35:00.000,1.16090,1.16095,1.16076,1.16090,425.88 +31.08.2018 20:40:00.000,1.16090,1.16090,1.16070,1.16075,518.0500000000001 +31.08.2018 20:45:00.000,1.16074,1.16089,1.16067,1.16072,372.44000000000005 +31.08.2018 20:50:00.000,1.16071,1.16085,1.16064,1.16078,354.94 +31.08.2018 20:55:00.000,1.16077,1.16101,1.15997,1.15997,475.84999999999997 +02.09.2018 21:00:00.000,1.15961,1.15965,1.15959,1.15965,17.25 +02.09.2018 21:05:00.000,1.15965,1.16005,1.15955,1.15981,205.42999999999998 +02.09.2018 21:10:00.000,1.15978,1.15984,1.15957,1.15957,266.59 +02.09.2018 21:15:00.000,1.15957,1.15964,1.15933,1.15952,96.02 +02.09.2018 21:20:00.000,1.15952,1.15956,1.15951,1.15953,78.93999999999998 +02.09.2018 21:25:00.000,1.15953,1.15964,1.15943,1.15943,126.18 +02.09.2018 21:30:00.000,1.15943,1.15952,1.15943,1.15952,86.67 +02.09.2018 21:35:00.000,1.15952,1.15979,1.15952,1.15967,146.73000000000002 +02.09.2018 21:40:00.000,1.15969,1.15970,1.15953,1.15955,191.7 +02.09.2018 21:45:00.000,1.15955,1.15957,1.15949,1.15956,62.260000000000005 +02.09.2018 21:50:00.000,1.15956,1.15958,1.15955,1.15957,54.629999999999995 +02.09.2018 21:55:00.000,1.15958,1.15958,1.15954,1.15957,24.7 +02.09.2018 22:00:00.000,1.15957,1.15968,1.15950,1.15956,367.7199999999999 +02.09.2018 22:05:00.000,1.15957,1.15973,1.15956,1.15959,472.98 +02.09.2018 22:10:00.000,1.15959,1.15996,1.15959,1.15986,520.9 +02.09.2018 22:15:00.000,1.15986,1.16037,1.15986,1.16006,607.28 +02.09.2018 22:20:00.000,1.16005,1.16005,1.15958,1.15996,338.83000000000004 +02.09.2018 22:25:00.000,1.15996,1.15996,1.15985,1.15987,174.06 +02.09.2018 22:30:00.000,1.15986,1.15995,1.15968,1.15995,368.63 +02.09.2018 22:35:00.000,1.15995,1.16020,1.15995,1.16002,185.09 +02.09.2018 22:40:00.000,1.16003,1.16004,1.15994,1.15994,148.17 +02.09.2018 22:45:00.000,1.15994,1.15998,1.15980,1.15981,183.24 +02.09.2018 22:50:00.000,1.15982,1.15993,1.15963,1.15969,181.68 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00:10:00.000,1.15979,1.15988,1.15975,1.15986,316.19000000000005 +03.09.2018 00:15:00.000,1.15985,1.16002,1.15983,1.16002,445.55 +03.09.2018 00:20:00.000,1.16001,1.16014,1.15995,1.16014,255.48000000000002 +03.09.2018 00:25:00.000,1.16014,1.16019,1.16010,1.16010,231.77 +03.09.2018 00:30:00.000,1.16011,1.16032,1.16005,1.16027,284.98 +03.09.2018 00:35:00.000,1.16027,1.16029,1.15966,1.15970,473.37 +03.09.2018 00:40:00.000,1.15972,1.15979,1.15954,1.15966,693.69 +03.09.2018 00:45:00.000,1.15965,1.15974,1.15952,1.15952,375.04 +03.09.2018 00:50:00.000,1.15954,1.15957,1.15921,1.15926,682.4100000000001 +03.09.2018 00:55:00.000,1.15928,1.15966,1.15927,1.15965,416.87 +03.09.2018 01:00:00.000,1.15965,1.15965,1.15937,1.15944,536.19 +03.09.2018 01:05:00.000,1.15943,1.15943,1.15911,1.15928,692.13 +03.09.2018 01:10:00.000,1.15928,1.15929,1.15909,1.15918,662.44 +03.09.2018 01:15:00.000,1.15919,1.15944,1.15917,1.15942,690.86 +03.09.2018 01:20:00.000,1.15941,1.15963,1.15933,1.15962,692.42 +03.09.2018 01:25:00.000,1.15962,1.15967,1.15942,1.15959,610.57 +03.09.2018 01:30:00.000,1.15959,1.15965,1.15889,1.15918,1103.19 +03.09.2018 01:35:00.000,1.15918,1.15968,1.15918,1.15967,685.85 +03.09.2018 01:40:00.000,1.15967,1.16001,1.15958,1.15983,656.66 +03.09.2018 01:45:00.000,1.15983,1.15983,1.15967,1.15976,589.38 +03.09.2018 01:50:00.000,1.15975,1.15975,1.15953,1.15961,602.26 +03.09.2018 01:55:00.000,1.15960,1.15986,1.15959,1.15964,639.14 +03.09.2018 02:00:00.000,1.15964,1.15968,1.15935,1.15936,590.65 +03.09.2018 02:05:00.000,1.15937,1.15959,1.15928,1.15958,683.84 +03.09.2018 02:10:00.000,1.15958,1.15983,1.15958,1.15983,430.75 +03.09.2018 02:15:00.000,1.15983,1.15993,1.15973,1.15982,500.21 +03.09.2018 02:20:00.000,1.15982,1.16000,1.15973,1.16000,455.72999999999996 +03.09.2018 02:25:00.000,1.15999,1.16009,1.15992,1.15999,378.32000000000005 +03.09.2018 02:30:00.000,1.16000,1.16020,1.15996,1.16005,555.1999999999999 +03.09.2018 02:35:00.000,1.16005,1.16005,1.15952,1.15982,579.19 +03.09.2018 02:40:00.000,1.15981,1.15984,1.15974,1.15979,466.57 +03.09.2018 02:45:00.000,1.15979,1.15992,1.15970,1.15992,568.8100000000001 +03.09.2018 02:50:00.000,1.15995,1.16002,1.15972,1.15973,581.66 +03.09.2018 02:55:00.000,1.15973,1.15993,1.15970,1.15977,532.71 +03.09.2018 03:00:00.000,1.15976,1.15979,1.15963,1.15968,360.57 +03.09.2018 03:05:00.000,1.15967,1.15972,1.15958,1.15968,331.29999999999995 +03.09.2018 03:10:00.000,1.15967,1.15993,1.15962,1.15978,338.13 +03.09.2018 03:15:00.000,1.15978,1.15979,1.15957,1.15979,443.19000000000005 +03.09.2018 03:20:00.000,1.15980,1.15980,1.15969,1.15978,409.21999999999997 +03.09.2018 03:25:00.000,1.15978,1.15978,1.15964,1.15971,190.07999999999998 +03.09.2018 03:30:00.000,1.15972,1.15984,1.15967,1.15982,284.14 +03.09.2018 03:35:00.000,1.15982,1.15986,1.15978,1.15986,344.71000000000004 +03.09.2018 03:40:00.000,1.15986,1.16021,1.15986,1.16013,517.6800000000001 +03.09.2018 03:45:00.000,1.16013,1.16020,1.16005,1.16019,484.58000000000004 +03.09.2018 03:50:00.000,1.16020,1.16030,1.15999,1.16000,382.07000000000005 +03.09.2018 03:55:00.000,1.15998,1.15999,1.15978,1.15988,390.27 +03.09.2018 04:00:00.000,1.15989,1.15995,1.15974,1.15983,503.18999999999994 +03.09.2018 04:05:00.000,1.15983,1.15993,1.15978,1.15987,297.51 +03.09.2018 04:10:00.000,1.15988,1.15993,1.15983,1.15988,316.6 +03.09.2018 04:15:00.000,1.15989,1.16002,1.15985,1.15999,231.91 +03.09.2018 04:20:00.000,1.15998,1.16031,1.15998,1.16030,254.81 +03.09.2018 04:25:00.000,1.16030,1.16035,1.16014,1.16032,365.38 +03.09.2018 04:30:00.000,1.16035,1.16052,1.16026,1.16047,462.74 +03.09.2018 04:35:00.000,1.16046,1.16046,1.16024,1.16030,401.97999999999996 +03.09.2018 04:40:00.000,1.16030,1.16033,1.16025,1.16025,299.15 +03.09.2018 04:45:00.000,1.16026,1.16029,1.16021,1.16025,143.48 +03.09.2018 04:50:00.000,1.16025,1.16041,1.16025,1.16039,297.71000000000004 +03.09.2018 04:55:00.000,1.16039,1.16062,1.16035,1.16061,427.42 +03.09.2018 05:00:00.000,1.16061,1.16095,1.16050,1.16073,541.64 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06:15:00.000,1.16133,1.16133,1.16069,1.16077,962.87 +03.09.2018 06:20:00.000,1.16077,1.16103,1.16067,1.16078,845.79 +03.09.2018 06:25:00.000,1.16078,1.16088,1.16041,1.16052,1359.76 +03.09.2018 06:30:00.000,1.16052,1.16067,1.16040,1.16064,1155.0700000000002 +03.09.2018 06:35:00.000,1.16063,1.16084,1.16052,1.16083,575.62 +03.09.2018 06:40:00.000,1.16083,1.16093,1.16070,1.16091,933.26 +03.09.2018 06:45:00.000,1.16091,1.16104,1.16081,1.16103,829.59 +03.09.2018 06:50:00.000,1.16103,1.16104,1.16060,1.16060,1033.04 +03.09.2018 06:55:00.000,1.16060,1.16061,1.15995,1.16001,1061.23 +03.09.2018 07:00:00.000,1.16001,1.16069,1.15998,1.16021,1064.54 +03.09.2018 07:05:00.000,1.16021,1.16025,1.15909,1.15956,1112.78 +03.09.2018 07:10:00.000,1.15957,1.15961,1.15929,1.15935,626.7099999999999 +03.09.2018 07:15:00.000,1.15935,1.15969,1.15927,1.15966,517.17 +03.09.2018 07:20:00.000,1.15966,1.15995,1.15959,1.15983,712.9100000000001 +03.09.2018 07:25:00.000,1.15984,1.15985,1.15959,1.15966,488.45000000000005 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08:40:00.000,1.16116,1.16125,1.16096,1.16118,1202.56 +03.09.2018 08:45:00.000,1.16116,1.16153,1.16102,1.16147,873.25 +03.09.2018 08:50:00.000,1.16146,1.16148,1.16097,1.16102,758.84 +03.09.2018 08:55:00.000,1.16102,1.16117,1.16069,1.16115,895.6600000000001 +03.09.2018 09:00:00.000,1.16115,1.16144,1.16108,1.16126,928.05 +03.09.2018 09:05:00.000,1.16127,1.16128,1.16068,1.16072,834.9200000000001 +03.09.2018 09:10:00.000,1.16072,1.16101,1.16071,1.16086,854.4799999999999 +03.09.2018 09:15:00.000,1.16086,1.16120,1.16086,1.16097,696.14 +03.09.2018 09:20:00.000,1.16097,1.16121,1.16085,1.16102,879.75 +03.09.2018 09:25:00.000,1.16102,1.16102,1.16040,1.16042,916.6800000000001 +03.09.2018 09:30:00.000,1.16042,1.16051,1.16009,1.16043,1246.32 +03.09.2018 09:35:00.000,1.16043,1.16054,1.16023,1.16046,980.9599999999999 +03.09.2018 09:40:00.000,1.16043,1.16048,1.16011,1.16011,913.97 +03.09.2018 09:45:00.000,1.16010,1.16039,1.16001,1.16032,790.72 +03.09.2018 09:50:00.000,1.16031,1.16047,1.16019,1.16023,456.49 +03.09.2018 09:55:00.000,1.16028,1.16039,1.15983,1.15986,1224.03 +03.09.2018 10:00:00.000,1.15986,1.16007,1.15962,1.16001,1016.25 +03.09.2018 10:05:00.000,1.16000,1.16036,1.15993,1.16024,688.02 +03.09.2018 10:10:00.000,1.16023,1.16039,1.16007,1.16037,914.22 +03.09.2018 10:15:00.000,1.16038,1.16058,1.16038,1.16047,727.86 +03.09.2018 10:20:00.000,1.16047,1.16082,1.16044,1.16067,744.84 +03.09.2018 10:25:00.000,1.16067,1.16076,1.16046,1.16055,762.9 +03.09.2018 10:30:00.000,1.16055,1.16167,1.16055,1.16157,1234.45 +03.09.2018 10:35:00.000,1.16157,1.16178,1.16131,1.16147,750.21 +03.09.2018 10:40:00.000,1.16147,1.16161,1.16124,1.16130,899.73 +03.09.2018 10:45:00.000,1.16130,1.16162,1.16127,1.16144,656.77 +03.09.2018 10:50:00.000,1.16144,1.16162,1.16126,1.16154,621.8299999999999 +03.09.2018 10:55:00.000,1.16152,1.16167,1.16146,1.16161,975.15 +03.09.2018 11:00:00.000,1.16161,1.16171,1.16139,1.16146,654.51 +03.09.2018 11:05:00.000,1.16147,1.16159,1.16133,1.16133,452.28 +03.09.2018 11:10:00.000,1.16134,1.16155,1.16133,1.16150,421.21999999999997 +03.09.2018 11:15:00.000,1.16150,1.16164,1.16142,1.16145,581.42 +03.09.2018 11:20:00.000,1.16145,1.16157,1.16120,1.16140,650.62 +03.09.2018 11:25:00.000,1.16140,1.16148,1.16129,1.16141,828.12 +03.09.2018 11:30:00.000,1.16141,1.16150,1.16141,1.16149,473.7 +03.09.2018 11:35:00.000,1.16149,1.16197,1.16149,1.16163,874.1200000000001 +03.09.2018 11:40:00.000,1.16162,1.16199,1.16161,1.16176,827.14 +03.09.2018 11:45:00.000,1.16179,1.16186,1.16145,1.16148,897.63 +03.09.2018 11:50:00.000,1.16148,1.16162,1.16123,1.16137,693.49 +03.09.2018 11:55:00.000,1.16137,1.16143,1.16100,1.16114,966.43 +03.09.2018 12:00:00.000,1.16118,1.16145,1.16101,1.16109,756.62 +03.09.2018 12:05:00.000,1.16108,1.16124,1.16099,1.16104,646.34 +03.09.2018 12:10:00.000,1.16104,1.16106,1.16058,1.16087,949.84 +03.09.2018 12:15:00.000,1.16087,1.16116,1.16068,1.16109,984.94 +03.09.2018 12:20:00.000,1.16108,1.16127,1.16099,1.16105,909.45 +03.09.2018 12:25:00.000,1.16104,1.16144,1.16098,1.16129,811.9 +03.09.2018 12:30:00.000,1.16130,1.16148,1.16102,1.16107,1064.52 +03.09.2018 12:35:00.000,1.16106,1.16149,1.16099,1.16133,975.97 +03.09.2018 12:40:00.000,1.16133,1.16163,1.16123,1.16153,887.57 +03.09.2018 12:45:00.000,1.16153,1.16162,1.16106,1.16112,793.89 +03.09.2018 12:50:00.000,1.16116,1.16120,1.16055,1.16062,828.58 +03.09.2018 12:55:00.000,1.16063,1.16069,1.16049,1.16067,948.62 +03.09.2018 13:00:00.000,1.16069,1.16079,1.16042,1.16047,975.71 +03.09.2018 13:05:00.000,1.16047,1.16072,1.16034,1.16049,841.43 +03.09.2018 13:10:00.000,1.16047,1.16122,1.16045,1.16119,984.1099999999999 +03.09.2018 13:15:00.000,1.16118,1.16131,1.16102,1.16120,945.84 +03.09.2018 13:20:00.000,1.16120,1.16142,1.16109,1.16122,883.83 +03.09.2018 13:25:00.000,1.16122,1.16141,1.16113,1.16121,662.6199999999999 +03.09.2018 13:30:00.000,1.16122,1.16133,1.16099,1.16106,919.05 +03.09.2018 13:35:00.000,1.16110,1.16134,1.16088,1.16118,842.96 +03.09.2018 13:40:00.000,1.16117,1.16128,1.16087,1.16091,763.29 +03.09.2018 13:45:00.000,1.16091,1.16100,1.16083,1.16097,508.20000000000005 +03.09.2018 13:50:00.000,1.16096,1.16109,1.16069,1.16087,794.25 +03.09.2018 13:55:00.000,1.16088,1.16111,1.16074,1.16095,630.7800000000001 +03.09.2018 14:00:00.000,1.16095,1.16124,1.16079,1.16107,983.3499999999999 +03.09.2018 14:05:00.000,1.16107,1.16121,1.16102,1.16103,553.48 +03.09.2018 14:10:00.000,1.16105,1.16146,1.16104,1.16144,675.1099999999999 +03.09.2018 14:15:00.000,1.16145,1.16153,1.16104,1.16114,897.96 +03.09.2018 14:20:00.000,1.16113,1.16144,1.16087,1.16087,832.08 +03.09.2018 14:25:00.000,1.16089,1.16117,1.16087,1.16115,887.3499999999999 +03.09.2018 14:30:00.000,1.16117,1.16217,1.16108,1.16214,1136.8600000000001 +03.09.2018 14:35:00.000,1.16214,1.16232,1.16196,1.16209,1002.5799999999999 +03.09.2018 14:40:00.000,1.16211,1.16224,1.16180,1.16215,1096.9 +03.09.2018 14:45:00.000,1.16214,1.16215,1.16190,1.16202,989.03 +03.09.2018 14:50:00.000,1.16203,1.16236,1.16197,1.16214,935.87 +03.09.2018 14:55:00.000,1.16214,1.16278,1.16214,1.16275,1421.4899999999998 +03.09.2018 15:00:00.000,1.16273,1.16275,1.16217,1.16237,1192.96 +03.09.2018 15:05:00.000,1.16237,1.16237,1.16186,1.16191,816.9300000000001 +03.09.2018 15:10:00.000,1.16192,1.16221,1.16190,1.16195,556.57 +03.09.2018 15:15:00.000,1.16194,1.16231,1.16185,1.16225,966.8 +03.09.2018 15:20:00.000,1.16225,1.16252,1.16217,1.16218,722.1500000000001 +03.09.2018 15:25:00.000,1.16216,1.16237,1.16213,1.16220,689 +03.09.2018 15:30:00.000,1.16221,1.16235,1.16209,1.16213,771.82 +03.09.2018 15:35:00.000,1.16213,1.16226,1.16210,1.16220,545.34 +03.09.2018 15:40:00.000,1.16220,1.16224,1.16210,1.16216,560.83 +03.09.2018 15:45:00.000,1.16216,1.16220,1.16192,1.16203,572.62 +03.09.2018 15:50:00.000,1.16204,1.16204,1.16176,1.16176,494.42 +03.09.2018 15:55:00.000,1.16176,1.16193,1.16176,1.16193,558.1999999999999 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18:25:00.000,1.16192,1.16194,1.16187,1.16190,174.44 +03.09.2018 18:30:00.000,1.16192,1.16207,1.16183,1.16185,583.22 +03.09.2018 18:35:00.000,1.16183,1.16196,1.16180,1.16183,334.72 +03.09.2018 18:40:00.000,1.16180,1.16184,1.16177,1.16181,156.51 +03.09.2018 18:45:00.000,1.16181,1.16189,1.16165,1.16170,831.37 +03.09.2018 18:50:00.000,1.16169,1.16200,1.16168,1.16178,725.85 +03.09.2018 18:55:00.000,1.16178,1.16186,1.16174,1.16177,278.82 +03.09.2018 19:00:00.000,1.16177,1.16185,1.16171,1.16176,348.02 +03.09.2018 19:05:00.000,1.16176,1.16177,1.16159,1.16168,374.12 +03.09.2018 19:10:00.000,1.16168,1.16177,1.16159,1.16166,454.94 +03.09.2018 19:15:00.000,1.16165,1.16178,1.16165,1.16171,433.19000000000005 +03.09.2018 19:20:00.000,1.16171,1.16187,1.16170,1.16178,328.31000000000006 +03.09.2018 19:25:00.000,1.16177,1.16178,1.16174,1.16176,199.01 +03.09.2018 19:30:00.000,1.16176,1.16179,1.16173,1.16174,162.68 +03.09.2018 19:35:00.000,1.16174,1.16181,1.16172,1.16180,291.89000000000004 +03.09.2018 19:40:00.000,1.16180,1.16182,1.16173,1.16175,331.18000000000006 +03.09.2018 19:45:00.000,1.16174,1.16179,1.16169,1.16173,545.06 +03.09.2018 19:50:00.000,1.16172,1.16176,1.16149,1.16156,496.39000000000004 +03.09.2018 19:55:00.000,1.16158,1.16169,1.16141,1.16158,292.69 +03.09.2018 20:00:00.000,1.16158,1.16172,1.16153,1.16163,629.84 +03.09.2018 20:05:00.000,1.16163,1.16169,1.16162,1.16166,150.76 +03.09.2018 20:10:00.000,1.16165,1.16169,1.16145,1.16152,561.27 +03.09.2018 20:15:00.000,1.16154,1.16174,1.16150,1.16154,716.35 +03.09.2018 20:20:00.000,1.16153,1.16173,1.16150,1.16152,1025.67 +03.09.2018 20:25:00.000,1.16152,1.16178,1.16152,1.16167,331.19 +03.09.2018 20:30:00.000,1.16167,1.16169,1.16162,1.16166,347.91999999999996 +03.09.2018 20:35:00.000,1.16166,1.16173,1.16163,1.16171,415.68 +03.09.2018 20:40:00.000,1.16171,1.16176,1.16163,1.16172,189.51 +03.09.2018 20:45:00.000,1.16172,1.16174,1.16166,1.16171,107.66999999999999 +03.09.2018 20:50:00.000,1.16172,1.16173,1.16165,1.16171,175.87 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22:05:00.000,1.16151,1.16154,1.16147,1.16148,440.01 +03.09.2018 22:10:00.000,1.16148,1.16170,1.16148,1.16165,267.40999999999997 +03.09.2018 22:15:00.000,1.16165,1.16165,1.16144,1.16155,208.32999999999998 +03.09.2018 22:20:00.000,1.16155,1.16161,1.16146,1.16160,226.71 +03.09.2018 22:25:00.000,1.16160,1.16161,1.16152,1.16155,161.45999999999998 +03.09.2018 22:30:00.000,1.16152,1.16162,1.16152,1.16160,184.24 +03.09.2018 22:35:00.000,1.16161,1.16171,1.16159,1.16169,189.25 +03.09.2018 22:40:00.000,1.16168,1.16170,1.16159,1.16159,191.52999999999997 +03.09.2018 22:45:00.000,1.16160,1.16161,1.16159,1.16160,93.73 +03.09.2018 22:50:00.000,1.16161,1.16169,1.16160,1.16166,53.72 +03.09.2018 22:55:00.000,1.16166,1.16171,1.16165,1.16171,45.16 +03.09.2018 23:00:00.000,1.16171,1.16174,1.16168,1.16170,98.05000000000001 +03.09.2018 23:05:00.000,1.16170,1.16171,1.16167,1.16169,186.24 +03.09.2018 23:10:00.000,1.16169,1.16169,1.16164,1.16165,219.72 +03.09.2018 23:15:00.000,1.16166,1.16167,1.16164,1.16167,110.35 +03.09.2018 23:20:00.000,1.16166,1.16171,1.16161,1.16161,193.27999999999997 +03.09.2018 23:25:00.000,1.16161,1.16168,1.16161,1.16164,177.47 +03.09.2018 23:30:00.000,1.16164,1.16165,1.16160,1.16164,104.53 +03.09.2018 23:35:00.000,1.16163,1.16166,1.16162,1.16164,46.39 +03.09.2018 23:40:00.000,1.16164,1.16171,1.16150,1.16150,238.42999999999998 +03.09.2018 23:45:00.000,1.16150,1.16162,1.16149,1.16159,136.26 +03.09.2018 23:50:00.000,1.16158,1.16159,1.16149,1.16151,250.79 +03.09.2018 23:55:00.000,1.16150,1.16152,1.16134,1.16138,320.63 +04.09.2018 00:00:00.000,1.16139,1.16141,1.16114,1.16130,470.82000000000005 +04.09.2018 00:05:00.000,1.16133,1.16135,1.16104,1.16119,723.3100000000001 +04.09.2018 00:10:00.000,1.16119,1.16138,1.16119,1.16120,374.84000000000003 +04.09.2018 00:15:00.000,1.16119,1.16129,1.16082,1.16096,784.0200000000001 +04.09.2018 00:20:00.000,1.16096,1.16098,1.16073,1.16073,652.5200000000001 +04.09.2018 00:25:00.000,1.16074,1.16106,1.16074,1.16092,488.47 +04.09.2018 00:30:00.000,1.16092,1.16095,1.16054,1.16071,607.92 +04.09.2018 00:35:00.000,1.16072,1.16093,1.16061,1.16091,725.34 +04.09.2018 00:40:00.000,1.16091,1.16102,1.16081,1.16100,435.76 +04.09.2018 00:45:00.000,1.16100,1.16100,1.16035,1.16036,798.95 +04.09.2018 00:50:00.000,1.16038,1.16060,1.16029,1.16029,805.73 +04.09.2018 00:55:00.000,1.16027,1.16042,1.16018,1.16034,628.21 +04.09.2018 01:00:00.000,1.16035,1.16054,1.16003,1.16015,864.86 +04.09.2018 01:05:00.000,1.16015,1.16031,1.16005,1.16010,853.3 +04.09.2018 01:10:00.000,1.16010,1.16019,1.15977,1.16004,831.47 +04.09.2018 01:15:00.000,1.16004,1.16006,1.15966,1.15970,915.41 +04.09.2018 01:20:00.000,1.15971,1.16001,1.15965,1.15993,653.06 +04.09.2018 01:25:00.000,1.15993,1.16001,1.15980,1.15989,535.64 +04.09.2018 01:30:00.000,1.15989,1.16030,1.15954,1.16008,1205.3300000000002 +04.09.2018 01:35:00.000,1.16006,1.16031,1.15980,1.16027,658.73 +04.09.2018 01:40:00.000,1.16026,1.16042,1.15991,1.16005,802.8799999999999 +04.09.2018 01:45:00.000,1.16004,1.16032,1.15999,1.16011,908.02 +04.09.2018 01:50:00.000,1.16012,1.16036,1.16010,1.16029,446.31 +04.09.2018 01:55:00.000,1.16029,1.16041,1.16018,1.16019,487.7099999999999 +04.09.2018 02:00:00.000,1.16020,1.16023,1.15974,1.15978,603.75 +04.09.2018 02:05:00.000,1.15978,1.16025,1.15973,1.16021,618.9 +04.09.2018 02:10:00.000,1.16019,1.16032,1.15999,1.16016,354.02000000000004 +04.09.2018 02:15:00.000,1.16016,1.16026,1.15993,1.15997,419.40999999999997 +04.09.2018 02:20:00.000,1.15996,1.16012,1.15992,1.15997,442.21000000000004 +04.09.2018 02:25:00.000,1.15997,1.16022,1.15995,1.15995,432.79 +04.09.2018 02:30:00.000,1.15997,1.16005,1.15988,1.15989,468.62 +04.09.2018 02:35:00.000,1.15988,1.15988,1.15957,1.15964,407.38 +04.09.2018 02:40:00.000,1.15961,1.15983,1.15957,1.15982,481.93999999999994 +04.09.2018 02:45:00.000,1.15981,1.15982,1.15973,1.15976,383.15999999999997 +04.09.2018 02:50:00.000,1.15977,1.15998,1.15977,1.15998,324.14 +04.09.2018 02:55:00.000,1.15997,1.15998,1.15976,1.15984,494.59 +04.09.2018 03:00:00.000,1.15983,1.15991,1.15974,1.15987,394.44 +04.09.2018 03:05:00.000,1.15987,1.15995,1.15984,1.15995,333.63 +04.09.2018 03:10:00.000,1.15995,1.15997,1.15979,1.15989,275.64000000000004 +04.09.2018 03:15:00.000,1.15990,1.16003,1.15988,1.15992,257.04 +04.09.2018 03:20:00.000,1.15992,1.15997,1.15967,1.15992,296.97 +04.09.2018 03:25:00.000,1.15991,1.16005,1.15981,1.15997,316.2 +04.09.2018 03:30:00.000,1.15999,1.16004,1.15990,1.15994,250.16 +04.09.2018 03:35:00.000,1.15993,1.16007,1.15993,1.16005,281.54 +04.09.2018 03:40:00.000,1.16005,1.16009,1.16000,1.16005,421.41 +04.09.2018 03:45:00.000,1.16004,1.16006,1.15989,1.15995,296.46000000000004 +04.09.2018 03:50:00.000,1.15994,1.16016,1.15992,1.16012,410.62 +04.09.2018 03:55:00.000,1.16012,1.16016,1.16005,1.16009,200.06 +04.09.2018 04:00:00.000,1.16009,1.16009,1.15994,1.15996,445.32 +04.09.2018 04:05:00.000,1.15996,1.15998,1.15990,1.15994,435.15999999999997 +04.09.2018 04:10:00.000,1.15994,1.16022,1.15994,1.16001,344.32 +04.09.2018 04:15:00.000,1.16000,1.16019,1.15998,1.16013,291.08 +04.09.2018 04:20:00.000,1.16014,1.16014,1.16002,1.16007,335.86 +04.09.2018 04:25:00.000,1.16006,1.16026,1.15996,1.16025,280.52 +04.09.2018 04:30:00.000,1.16025,1.16061,1.16012,1.16056,725.94 +04.09.2018 04:35:00.000,1.16055,1.16062,1.16026,1.16035,702 +04.09.2018 04:40:00.000,1.16035,1.16055,1.16029,1.16031,749.31 +04.09.2018 04:45:00.000,1.16031,1.16051,1.16016,1.16041,636.62 +04.09.2018 04:50:00.000,1.16041,1.16054,1.16021,1.16047,604.8600000000001 +04.09.2018 04:55:00.000,1.16046,1.16052,1.16034,1.16040,524.98 +04.09.2018 05:00:00.000,1.16040,1.16079,1.16028,1.16072,819.5999999999999 +04.09.2018 05:05:00.000,1.16072,1.16078,1.16038,1.16048,634.27 +04.09.2018 05:10:00.000,1.16049,1.16053,1.16025,1.16037,675.41 +04.09.2018 05:15:00.000,1.16038,1.16062,1.16036,1.16056,457.13 +04.09.2018 05:20:00.000,1.16056,1.16076,1.16054,1.16060,618.73 +04.09.2018 05:25:00.000,1.16058,1.16094,1.16058,1.16089,626.46 +04.09.2018 05:30:00.000,1.16089,1.16096,1.16073,1.16092,557.04 +04.09.2018 05:35:00.000,1.16095,1.16110,1.16088,1.16096,728.73 +04.09.2018 05:40:00.000,1.16096,1.16104,1.16075,1.16076,514.1 +04.09.2018 05:45:00.000,1.16077,1.16087,1.16060,1.16084,680.4200000000001 +04.09.2018 05:50:00.000,1.16084,1.16085,1.16044,1.16044,759.61 +04.09.2018 05:55:00.000,1.16045,1.16052,1.16018,1.16025,738.28 +04.09.2018 06:00:00.000,1.16024,1.16047,1.16016,1.16019,1041.83 +04.09.2018 06:05:00.000,1.16018,1.16040,1.15999,1.16008,881.8499999999999 +04.09.2018 06:10:00.000,1.16007,1.16011,1.15935,1.15946,1059.74 +04.09.2018 06:15:00.000,1.15947,1.15986,1.15927,1.15960,1050.48 +04.09.2018 06:20:00.000,1.15960,1.15971,1.15922,1.15927,1016.96 +04.09.2018 06:25:00.000,1.15926,1.15939,1.15798,1.15824,1706.37 +04.09.2018 06:30:00.000,1.15822,1.15847,1.15782,1.15812,1618.04 +04.09.2018 06:35:00.000,1.15810,1.15846,1.15748,1.15831,1646.97 +04.09.2018 06:40:00.000,1.15832,1.15832,1.15772,1.15785,1113.93 +04.09.2018 06:45:00.000,1.15784,1.15828,1.15770,1.15802,1073.58 +04.09.2018 06:50:00.000,1.15802,1.15802,1.15750,1.15766,1260.26 +04.09.2018 06:55:00.000,1.15766,1.15783,1.15748,1.15780,1261.01 +04.09.2018 07:00:00.000,1.15778,1.15802,1.15740,1.15785,1205.06 +04.09.2018 07:05:00.000,1.15783,1.15799,1.15761,1.15797,899.4699999999999 +04.09.2018 07:10:00.000,1.15795,1.15832,1.15767,1.15821,1235.42 +04.09.2018 07:15:00.000,1.15822,1.15841,1.15799,1.15840,774.15 +04.09.2018 07:20:00.000,1.15840,1.15848,1.15819,1.15835,1047.48 +04.09.2018 07:25:00.000,1.15835,1.15851,1.15767,1.15781,1142.59 +04.09.2018 07:30:00.000,1.15781,1.15812,1.15720,1.15721,1029.5 +04.09.2018 07:35:00.000,1.15720,1.15758,1.15715,1.15743,1001.31 +04.09.2018 07:40:00.000,1.15743,1.15761,1.15727,1.15732,734.46 +04.09.2018 07:45:00.000,1.15731,1.15759,1.15710,1.15745,1074.31 +04.09.2018 07:50:00.000,1.15746,1.15771,1.15716,1.15757,860.45 +04.09.2018 07:55:00.000,1.15758,1.15758,1.15677,1.15695,950.16 +04.09.2018 08:00:00.000,1.15695,1.15711,1.15635,1.15641,1172.38 +04.09.2018 08:05:00.000,1.15640,1.15692,1.15632,1.15655,768.47 +04.09.2018 08:10:00.000,1.15655,1.15661,1.15599,1.15612,1265.75 +04.09.2018 08:15:00.000,1.15613,1.15653,1.15603,1.15637,946.7900000000001 +04.09.2018 08:20:00.000,1.15636,1.15655,1.15594,1.15602,1275.98 +04.09.2018 08:25:00.000,1.15600,1.15677,1.15600,1.15671,1015.5899999999999 +04.09.2018 08:30:00.000,1.15674,1.15674,1.15587,1.15656,989.3600000000001 +04.09.2018 08:35:00.000,1.15655,1.15679,1.15638,1.15668,1191.45 +04.09.2018 08:40:00.000,1.15668,1.15688,1.15657,1.15683,975.0100000000001 +04.09.2018 08:45:00.000,1.15686,1.15687,1.15611,1.15612,1022.48 +04.09.2018 08:50:00.000,1.15611,1.15629,1.15580,1.15620,977.3299999999999 +04.09.2018 08:55:00.000,1.15620,1.15672,1.15607,1.15654,1005.3899999999999 +04.09.2018 09:00:00.000,1.15651,1.15674,1.15628,1.15659,1220.48 +04.09.2018 09:05:00.000,1.15658,1.15658,1.15611,1.15618,1032.48 +04.09.2018 09:10:00.000,1.15619,1.15660,1.15611,1.15621,849.55 +04.09.2018 09:15:00.000,1.15621,1.15642,1.15579,1.15581,794.45 +04.09.2018 09:20:00.000,1.15581,1.15617,1.15572,1.15617,1052.3799999999999 +04.09.2018 09:25:00.000,1.15616,1.15642,1.15603,1.15637,777.09 +04.09.2018 09:30:00.000,1.15637,1.15637,1.15582,1.15621,1165.52 +04.09.2018 09:35:00.000,1.15621,1.15638,1.15605,1.15632,1278.66 +04.09.2018 09:40:00.000,1.15632,1.15638,1.15587,1.15595,912.44 +04.09.2018 09:45:00.000,1.15596,1.15641,1.15596,1.15632,849.96 +04.09.2018 09:50:00.000,1.15633,1.15659,1.15618,1.15632,905.2800000000001 +04.09.2018 09:55:00.000,1.15634,1.15639,1.15563,1.15566,1165.8400000000001 +04.09.2018 10:00:00.000,1.15568,1.15585,1.15561,1.15581,1007.54 +04.09.2018 10:05:00.000,1.15582,1.15622,1.15582,1.15603,913.9100000000001 +04.09.2018 10:10:00.000,1.15603,1.15637,1.15603,1.15637,900.3 +04.09.2018 10:15:00.000,1.15638,1.15652,1.15615,1.15619,830.29 +04.09.2018 10:20:00.000,1.15620,1.15631,1.15596,1.15601,1044.79 +04.09.2018 10:25:00.000,1.15601,1.15617,1.15528,1.15528,976.8199999999999 +04.09.2018 10:30:00.000,1.15528,1.15576,1.15523,1.15568,1133.86 +04.09.2018 10:35:00.000,1.15566,1.15583,1.15565,1.15578,915.6899999999999 +04.09.2018 10:40:00.000,1.15577,1.15577,1.15499,1.15528,947.62 +04.09.2018 10:45:00.000,1.15529,1.15583,1.15529,1.15569,759.9599999999999 +04.09.2018 10:50:00.000,1.15569,1.15595,1.15562,1.15582,533.62 +04.09.2018 10:55:00.000,1.15585,1.15615,1.15583,1.15606,785.22 +04.09.2018 11:00:00.000,1.15612,1.15620,1.15600,1.15602,584.88 +04.09.2018 11:05:00.000,1.15602,1.15606,1.15569,1.15579,706.4 +04.09.2018 11:10:00.000,1.15579,1.15599,1.15538,1.15549,867.9000000000001 +04.09.2018 11:15:00.000,1.15549,1.15574,1.15532,1.15574,787.41 +04.09.2018 11:20:00.000,1.15578,1.15642,1.15572,1.15613,1054.0700000000002 +04.09.2018 11:25:00.000,1.15612,1.15612,1.15568,1.15578,740.13 +04.09.2018 11:30:00.000,1.15576,1.15579,1.15541,1.15541,946.55 +04.09.2018 11:35:00.000,1.15541,1.15576,1.15540,1.15568,1172.9099999999999 +04.09.2018 11:40:00.000,1.15570,1.15626,1.15561,1.15618,913.4900000000001 +04.09.2018 11:45:00.000,1.15617,1.15652,1.15586,1.15646,1281.59 +04.09.2018 11:50:00.000,1.15646,1.15652,1.15603,1.15607,807.77 +04.09.2018 11:55:00.000,1.15606,1.15612,1.15572,1.15591,1334.17 +04.09.2018 12:00:00.000,1.15591,1.15608,1.15581,1.15587,1071.6000000000001 +04.09.2018 12:05:00.000,1.15586,1.15621,1.15583,1.15602,889.29 +04.09.2018 12:10:00.000,1.15602,1.15637,1.15592,1.15613,1043.98 +04.09.2018 12:15:00.000,1.15613,1.15634,1.15550,1.15569,1045.05 +04.09.2018 12:20:00.000,1.15570,1.15626,1.15547,1.15614,1168.03 +04.09.2018 12:25:00.000,1.15614,1.15653,1.15607,1.15652,1000 +04.09.2018 12:30:00.000,1.15652,1.15675,1.15632,1.15672,632.52 +04.09.2018 12:35:00.000,1.15670,1.15674,1.15622,1.15630,1035.89 +04.09.2018 12:40:00.000,1.15630,1.15678,1.15616,1.15668,944.1800000000001 +04.09.2018 12:45:00.000,1.15668,1.15687,1.15635,1.15656,1002.19 +04.09.2018 12:50:00.000,1.15655,1.15677,1.15647,1.15662,862.51 +04.09.2018 12:55:00.000,1.15662,1.15681,1.15606,1.15612,1100.73 +04.09.2018 13:00:00.000,1.15615,1.15631,1.15576,1.15579,1366.1899999999998 +04.09.2018 13:05:00.000,1.15577,1.15579,1.15482,1.15482,1630.1399999999999 +04.09.2018 13:10:00.000,1.15483,1.15529,1.15479,1.15514,810.9100000000001 +04.09.2018 13:15:00.000,1.15513,1.15522,1.15464,1.15522,1355.8600000000001 +04.09.2018 13:20:00.000,1.15525,1.15538,1.15517,1.15532,1110.46 +04.09.2018 13:25:00.000,1.15532,1.15532,1.15472,1.15511,1678.48 +04.09.2018 13:30:00.000,1.15512,1.15550,1.15502,1.15545,1061.58 +04.09.2018 13:35:00.000,1.15545,1.15547,1.15506,1.15535,1590.65 +04.09.2018 13:40:00.000,1.15536,1.15560,1.15525,1.15560,1284.26 +04.09.2018 13:45:00.000,1.15561,1.15561,1.15475,1.15483,1356.8700000000001 +04.09.2018 13:50:00.000,1.15482,1.15512,1.15440,1.15481,1811.15 +04.09.2018 13:55:00.000,1.15481,1.15498,1.15444,1.15448,1463.7 +04.09.2018 14:00:00.000,1.15393,1.15438,1.15301,1.15326,1962.23 +04.09.2018 14:05:00.000,1.15325,1.15407,1.15320,1.15392,1334.26 +04.09.2018 14:10:00.000,1.15392,1.15399,1.15350,1.15360,1095.32 +04.09.2018 14:15:00.000,1.15360,1.15409,1.15349,1.15394,1125.96 +04.09.2018 14:20:00.000,1.15394,1.15444,1.15385,1.15444,1265.08 +04.09.2018 14:25:00.000,1.15443,1.15443,1.15387,1.15421,1088.93 +04.09.2018 14:30:00.000,1.15421,1.15428,1.15400,1.15413,903.67 +04.09.2018 14:35:00.000,1.15413,1.15413,1.15362,1.15363,1174.29 +04.09.2018 14:40:00.000,1.15365,1.15382,1.15352,1.15369,1059.67 +04.09.2018 14:45:00.000,1.15368,1.15515,1.15354,1.15507,1593.8400000000001 +04.09.2018 14:50:00.000,1.15506,1.15568,1.15491,1.15544,1339.8700000000001 +04.09.2018 14:55:00.000,1.15547,1.15599,1.15541,1.15552,1699.9 +04.09.2018 15:00:00.000,1.15555,1.15570,1.15532,1.15536,1410.59 +04.09.2018 15:05:00.000,1.15536,1.15573,1.15523,1.15565,1109.75 +04.09.2018 15:10:00.000,1.15567,1.15583,1.15541,1.15560,1100.92 +04.09.2018 15:15:00.000,1.15561,1.15590,1.15541,1.15542,968.1299999999999 +04.09.2018 15:20:00.000,1.15542,1.15555,1.15524,1.15546,1131.3200000000002 +04.09.2018 15:25:00.000,1.15546,1.15546,1.15512,1.15542,1168.86 +04.09.2018 15:30:00.000,1.15542,1.15597,1.15531,1.15585,1193.57 +04.09.2018 15:35:00.000,1.15585,1.15673,1.15575,1.15647,1413.42 +04.09.2018 15:40:00.000,1.15647,1.15675,1.15618,1.15653,1024.7 +04.09.2018 15:45:00.000,1.15653,1.15676,1.15626,1.15668,1089.6799999999998 +04.09.2018 15:50:00.000,1.15668,1.15697,1.15659,1.15695,915.1200000000001 +04.09.2018 15:55:00.000,1.15696,1.15698,1.15649,1.15656,1108.01 +04.09.2018 16:00:00.000,1.15655,1.15667,1.15641,1.15656,977.9100000000001 +04.09.2018 16:05:00.000,1.15658,1.15687,1.15646,1.15660,949.04 +04.09.2018 16:10:00.000,1.15660,1.15684,1.15652,1.15673,696.02 +04.09.2018 16:15:00.000,1.15672,1.15691,1.15660,1.15668,618.03 +04.09.2018 16:20:00.000,1.15669,1.15694,1.15659,1.15681,887.5699999999999 +04.09.2018 16:25:00.000,1.15682,1.15776,1.15666,1.15731,1153.81 +04.09.2018 16:30:00.000,1.15731,1.15740,1.15712,1.15721,874.4899999999999 +04.09.2018 16:35:00.000,1.15719,1.15741,1.15716,1.15728,968.84 +04.09.2018 16:40:00.000,1.15727,1.15806,1.15715,1.15771,1172.94 +04.09.2018 16:45:00.000,1.15769,1.15849,1.15766,1.15829,1227.99 +04.09.2018 16:50:00.000,1.15830,1.15837,1.15778,1.15787,957.26 +04.09.2018 16:55:00.000,1.15790,1.15807,1.15766,1.15796,1013.65 +04.09.2018 17:00:00.000,1.15796,1.15842,1.15780,1.15812,1067.8500000000001 +04.09.2018 17:05:00.000,1.15812,1.15820,1.15775,1.15783,890.4599999999999 +04.09.2018 17:10:00.000,1.15782,1.15793,1.15761,1.15781,768.4899999999999 +04.09.2018 17:15:00.000,1.15780,1.15781,1.15750,1.15759,751.61 +04.09.2018 17:20:00.000,1.15759,1.15772,1.15746,1.15762,640.46 +04.09.2018 17:25:00.000,1.15762,1.15806,1.15762,1.15804,680.21 +04.09.2018 17:30:00.000,1.15803,1.15806,1.15781,1.15787,663.71 +04.09.2018 17:35:00.000,1.15786,1.15817,1.15771,1.15774,582.8699999999999 +04.09.2018 17:40:00.000,1.15774,1.15797,1.15762,1.15766,533.33 +04.09.2018 17:45:00.000,1.15766,1.15789,1.15761,1.15765,889.1599999999999 +04.09.2018 17:50:00.000,1.15765,1.15769,1.15737,1.15755,686.44 +04.09.2018 17:55:00.000,1.15756,1.15781,1.15743,1.15746,752.54 +04.09.2018 18:00:00.000,1.15748,1.15757,1.15735,1.15756,577.7700000000001 +04.09.2018 18:05:00.000,1.15761,1.15781,1.15757,1.15768,608.51 +04.09.2018 18:10:00.000,1.15767,1.15801,1.15729,1.15796,853.9300000000001 +04.09.2018 18:15:00.000,1.15796,1.15810,1.15781,1.15791,724.34 +04.09.2018 18:20:00.000,1.15792,1.15800,1.15770,1.15793,578.8199999999999 +04.09.2018 18:25:00.000,1.15793,1.15807,1.15789,1.15807,527.27 +04.09.2018 18:30:00.000,1.15807,1.15808,1.15776,1.15795,559.13 +04.09.2018 18:35:00.000,1.15795,1.15799,1.15770,1.15771,553.91 +04.09.2018 18:40:00.000,1.15771,1.15772,1.15750,1.15770,624.7 +04.09.2018 18:45:00.000,1.15770,1.15786,1.15766,1.15781,636.27 +04.09.2018 18:50:00.000,1.15781,1.15788,1.15776,1.15777,347.54999999999995 +04.09.2018 18:55:00.000,1.15777,1.15801,1.15777,1.15800,944.8599999999999 +04.09.2018 19:00:00.000,1.15800,1.15806,1.15760,1.15770,897.9100000000001 +04.09.2018 19:05:00.000,1.15771,1.15802,1.15762,1.15788,757.5100000000001 +04.09.2018 19:10:00.000,1.15790,1.15792,1.15765,1.15770,368.00999999999993 +04.09.2018 19:15:00.000,1.15770,1.15773,1.15760,1.15762,383.39000000000004 +04.09.2018 19:20:00.000,1.15761,1.15767,1.15750,1.15757,598.09 +04.09.2018 19:25:00.000,1.15758,1.15772,1.15740,1.15771,598.6399999999999 +04.09.2018 19:30:00.000,1.15772,1.15776,1.15748,1.15772,709.27 +04.09.2018 19:35:00.000,1.15772,1.15786,1.15768,1.15777,307.27 +04.09.2018 19:40:00.000,1.15777,1.15783,1.15774,1.15778,452.58000000000004 +04.09.2018 19:45:00.000,1.15778,1.15784,1.15768,1.15773,432.74 +04.09.2018 19:50:00.000,1.15772,1.15808,1.15772,1.15804,315.43 +04.09.2018 19:55:00.000,1.15805,1.15857,1.15792,1.15855,819.1500000000001 +04.09.2018 20:00:00.000,1.15853,1.15895,1.15853,1.15876,665.86 +04.09.2018 20:05:00.000,1.15876,1.15882,1.15859,1.15864,487.34 +04.09.2018 20:10:00.000,1.15863,1.15866,1.15852,1.15856,421.39 +04.09.2018 20:15:00.000,1.15856,1.15869,1.15855,1.15856,196.45999999999998 +04.09.2018 20:20:00.000,1.15855,1.15856,1.15851,1.15853,349.53999999999996 +04.09.2018 20:25:00.000,1.15851,1.15856,1.15830,1.15830,367.79999999999995 +04.09.2018 20:30:00.000,1.15830,1.15830,1.15819,1.15822,506 +04.09.2018 20:35:00.000,1.15821,1.15837,1.15819,1.15837,140.32000000000002 +04.09.2018 20:40:00.000,1.15837,1.15843,1.15834,1.15834,220.34999999999997 +04.09.2018 20:45:00.000,1.15835,1.15835,1.15820,1.15822,268.53 +04.09.2018 20:50:00.000,1.15821,1.15838,1.15821,1.15833,398.56999999999994 +04.09.2018 20:55:00.000,1.15832,1.15834,1.15804,1.15805,273.38 +04.09.2018 21:00:00.000,1.15802,1.15813,1.15798,1.15813,50.61 +04.09.2018 21:05:00.000,1.15812,1.15825,1.15812,1.15822,341.8299999999999 +04.09.2018 21:10:00.000,1.15827,1.15853,1.15787,1.15820,456.87 +04.09.2018 21:15:00.000,1.15813,1.15843,1.15808,1.15808,149.02 +04.09.2018 21:20:00.000,1.15808,1.15817,1.15779,1.15797,419.15000000000003 +04.09.2018 21:25:00.000,1.15796,1.15850,1.15796,1.15815,421.74 +04.09.2018 21:30:00.000,1.15815,1.15831,1.15776,1.15812,468.32000000000005 +04.09.2018 21:35:00.000,1.15812,1.15828,1.15789,1.15824,253.91 +04.09.2018 21:40:00.000,1.15821,1.15821,1.15784,1.15802,158.39 +04.09.2018 21:45:00.000,1.15802,1.15809,1.15800,1.15801,205.30999999999997 +04.09.2018 21:50:00.000,1.15802,1.15810,1.15801,1.15805,141.37 +04.09.2018 21:55:00.000,1.15806,1.15807,1.15801,1.15804,186.34000000000003 +04.09.2018 22:00:00.000,1.15806,1.15836,1.15806,1.15831,521.99 +04.09.2018 22:05:00.000,1.15831,1.15836,1.15827,1.15830,581.85 +04.09.2018 22:10:00.000,1.15829,1.15833,1.15826,1.15826,357.77 +04.09.2018 22:15:00.000,1.15826,1.15829,1.15816,1.15823,217.89000000000001 +04.09.2018 22:20:00.000,1.15823,1.15826,1.15820,1.15824,264.03999999999996 +04.09.2018 22:25:00.000,1.15824,1.15828,1.15816,1.15828,158.72 +04.09.2018 22:30:00.000,1.15829,1.15832,1.15821,1.15823,78.74 +04.09.2018 22:35:00.000,1.15824,1.15833,1.15823,1.15827,202.38 +04.09.2018 22:40:00.000,1.15827,1.15833,1.15825,1.15829,95.38 +04.09.2018 22:45:00.000,1.15829,1.15829,1.15827,1.15828,147.93 +04.09.2018 22:50:00.000,1.15828,1.15830,1.15824,1.15824,269.44 +04.09.2018 22:55:00.000,1.15824,1.15835,1.15822,1.15830,294.06 +04.09.2018 23:00:00.000,1.15829,1.15833,1.15829,1.15832,343.24 +04.09.2018 23:05:00.000,1.15832,1.15835,1.15829,1.15834,389.12 +04.09.2018 23:10:00.000,1.15834,1.15842,1.15827,1.15827,355.17999999999995 +04.09.2018 23:15:00.000,1.15827,1.15836,1.15819,1.15836,262.93 +04.09.2018 23:20:00.000,1.15836,1.15836,1.15831,1.15832,120.57999999999998 +04.09.2018 23:25:00.000,1.15830,1.15851,1.15830,1.15849,283.62 +04.09.2018 23:30:00.000,1.15849,1.15866,1.15844,1.15857,285.05 +04.09.2018 23:35:00.000,1.15857,1.15858,1.15843,1.15852,255.52999999999997 +04.09.2018 23:40:00.000,1.15852,1.15852,1.15843,1.15844,223.57000000000002 +04.09.2018 23:45:00.000,1.15843,1.15850,1.15837,1.15850,220.14000000000004 +04.09.2018 23:50:00.000,1.15849,1.15855,1.15849,1.15855,302.76 +04.09.2018 23:55:00.000,1.15855,1.15871,1.15855,1.15871,193.43 +05.09.2018 00:00:00.000,1.15872,1.15875,1.15855,1.15864,358.43999999999994 +05.09.2018 00:05:00.000,1.15864,1.15864,1.15821,1.15835,478.94 +05.09.2018 00:10:00.000,1.15837,1.15839,1.15803,1.15815,488.82000000000005 +05.09.2018 00:15:00.000,1.15815,1.15850,1.15815,1.15841,482.87 +05.09.2018 00:20:00.000,1.15841,1.15875,1.15840,1.15866,486.46999999999997 +05.09.2018 00:25:00.000,1.15865,1.15871,1.15852,1.15853,385.45000000000005 +05.09.2018 00:30:00.000,1.15853,1.15860,1.15834,1.15834,194.07 +05.09.2018 00:35:00.000,1.15834,1.15842,1.15825,1.15834,195.35000000000002 +05.09.2018 00:40:00.000,1.15834,1.15857,1.15825,1.15854,380.33 +05.09.2018 00:45:00.000,1.15854,1.15854,1.15833,1.15839,414.03999999999996 +05.09.2018 00:50:00.000,1.15839,1.15846,1.15824,1.15846,465.46 +05.09.2018 00:55:00.000,1.15843,1.15875,1.15816,1.15851,954.65 +05.09.2018 01:00:00.000,1.15854,1.15866,1.15809,1.15862,797.94 +05.09.2018 01:05:00.000,1.15863,1.15872,1.15850,1.15868,558.91 +05.09.2018 01:10:00.000,1.15868,1.15890,1.15849,1.15885,514.09 +05.09.2018 01:15:00.000,1.15885,1.15960,1.15875,1.15949,806.47 +05.09.2018 01:20:00.000,1.15952,1.15979,1.15947,1.15958,821.99 +05.09.2018 01:25:00.000,1.15957,1.15979,1.15950,1.15959,763.1999999999999 +05.09.2018 01:30:00.000,1.15959,1.16032,1.15959,1.15973,1177.59 +05.09.2018 01:35:00.000,1.15974,1.15974,1.15935,1.15959,829.3900000000001 +05.09.2018 01:40:00.000,1.15961,1.15993,1.15961,1.15975,843.57 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02:55:00.000,1.16050,1.16061,1.16046,1.16046,714.2 +05.09.2018 03:00:00.000,1.16044,1.16061,1.16020,1.16020,652.98 +05.09.2018 03:05:00.000,1.16020,1.16030,1.15999,1.16000,625.4599999999999 +05.09.2018 03:10:00.000,1.16000,1.16006,1.15980,1.15989,560.22 +05.09.2018 03:15:00.000,1.15989,1.15994,1.15966,1.15984,701.93 +05.09.2018 03:20:00.000,1.15984,1.15989,1.15972,1.15974,558.05 +05.09.2018 03:25:00.000,1.15975,1.15995,1.15963,1.15965,602.42 +05.09.2018 03:30:00.000,1.15963,1.15973,1.15959,1.15960,550.13 +05.09.2018 03:35:00.000,1.15960,1.15973,1.15955,1.15963,578.3599999999999 +05.09.2018 03:40:00.000,1.15964,1.15968,1.15955,1.15965,447.23999999999995 +05.09.2018 03:45:00.000,1.15965,1.15975,1.15965,1.15974,282.90999999999997 +05.09.2018 03:50:00.000,1.15974,1.15974,1.15951,1.15954,406.72999999999996 +05.09.2018 03:55:00.000,1.15954,1.15972,1.15954,1.15964,392.40000000000003 +05.09.2018 04:00:00.000,1.15964,1.15979,1.15957,1.15958,376.75 +05.09.2018 04:05:00.000,1.15961,1.15965,1.15953,1.15955,311.12 +05.09.2018 04:10:00.000,1.15954,1.15965,1.15945,1.15957,235.08999999999997 +05.09.2018 04:15:00.000,1.15957,1.15960,1.15932,1.15934,393.43 +05.09.2018 04:20:00.000,1.15933,1.15942,1.15929,1.15940,423.77000000000004 +05.09.2018 04:25:00.000,1.15940,1.15966,1.15940,1.15946,307.96000000000004 +05.09.2018 04:30:00.000,1.15946,1.15948,1.15925,1.15925,428.70000000000005 +05.09.2018 04:35:00.000,1.15928,1.15946,1.15928,1.15933,435.7799999999999 +05.09.2018 04:40:00.000,1.15933,1.15945,1.15932,1.15944,317.10999999999996 +05.09.2018 04:45:00.000,1.15944,1.15952,1.15940,1.15950,321.15999999999997 +05.09.2018 04:50:00.000,1.15950,1.15954,1.15931,1.15940,469.02000000000004 +05.09.2018 04:55:00.000,1.15940,1.15950,1.15938,1.15946,388.62 +05.09.2018 05:00:00.000,1.15945,1.15951,1.15935,1.15945,452.9 +05.09.2018 05:05:00.000,1.15944,1.15949,1.15903,1.15904,577.48 +05.09.2018 05:10:00.000,1.15904,1.15909,1.15876,1.15884,951.13 +05.09.2018 05:15:00.000,1.15885,1.15923,1.15876,1.15923,734.9100000000001 +05.09.2018 05:20:00.000,1.15923,1.15943,1.15919,1.15924,531.1600000000001 +05.09.2018 05:25:00.000,1.15925,1.15945,1.15901,1.15901,657.88 +05.09.2018 05:30:00.000,1.15895,1.15901,1.15864,1.15894,714.57 +05.09.2018 05:35:00.000,1.15895,1.15918,1.15889,1.15916,523.52 +05.09.2018 05:40:00.000,1.15916,1.15935,1.15896,1.15899,688.78 +05.09.2018 05:45:00.000,1.15899,1.15909,1.15879,1.15897,889.4699999999999 +05.09.2018 05:50:00.000,1.15898,1.15954,1.15893,1.15948,619.07 +05.09.2018 05:55:00.000,1.15948,1.15950,1.15930,1.15931,310.3 +05.09.2018 06:00:00.000,1.15932,1.15933,1.15860,1.15861,1380.6999999999998 +05.09.2018 06:05:00.000,1.15860,1.15868,1.15815,1.15831,1192.6399999999999 +05.09.2018 06:10:00.000,1.15830,1.15864,1.15819,1.15823,981.92 +05.09.2018 06:15:00.000,1.15823,1.15861,1.15804,1.15832,1090.6699999999998 +05.09.2018 06:20:00.000,1.15832,1.15839,1.15762,1.15762,1188.65 +05.09.2018 06:25:00.000,1.15762,1.15773,1.15693,1.15704,1638.85 +05.09.2018 06:30:00.000,1.15705,1.15748,1.15704,1.15731,1162.17 +05.09.2018 06:35:00.000,1.15732,1.15742,1.15713,1.15729,1085.22 +05.09.2018 06:40:00.000,1.15729,1.15750,1.15687,1.15750,1060.41 +05.09.2018 06:45:00.000,1.15750,1.15753,1.15719,1.15723,797.61 +05.09.2018 06:50:00.000,1.15724,1.15726,1.15637,1.15656,1046.3400000000001 +05.09.2018 06:55:00.000,1.15656,1.15674,1.15635,1.15640,900.1799999999998 +05.09.2018 07:00:00.000,1.15638,1.15693,1.15633,1.15678,1113.7800000000002 +05.09.2018 07:05:00.000,1.15678,1.15697,1.15652,1.15665,957.8400000000001 +05.09.2018 07:10:00.000,1.15666,1.15669,1.15604,1.15619,1191.34 +05.09.2018 07:15:00.000,1.15616,1.15616,1.15551,1.15568,966.04 +05.09.2018 07:20:00.000,1.15568,1.15568,1.15425,1.15459,1959.74 +05.09.2018 07:25:00.000,1.15457,1.15509,1.15435,1.15467,1640.31 +05.09.2018 07:30:00.000,1.15468,1.15531,1.15463,1.15530,1607.45 +05.09.2018 07:35:00.000,1.15530,1.15559,1.15522,1.15548,1463.91 +05.09.2018 07:40:00.000,1.15548,1.15574,1.15543,1.15558,1418.8300000000002 +05.09.2018 07:45:00.000,1.15558,1.15558,1.15520,1.15525,1259.07 +05.09.2018 07:50:00.000,1.15525,1.15525,1.15477,1.15491,3963.9299 +05.09.2018 07:55:00.000,1.15492,1.15565,1.15492,1.15554,1218.35 +05.09.2018 08:00:00.000,1.15554,1.15613,1.15553,1.15564,1655.96 +05.09.2018 08:05:00.000,1.15566,1.15654,1.15562,1.15643,1310.44 +05.09.2018 08:10:00.000,1.15643,1.15643,1.15559,1.15561,1196.8700000000001 +05.09.2018 08:15:00.000,1.15560,1.15626,1.15555,1.15602,1371.79 +05.09.2018 08:20:00.000,1.15602,1.15640,1.15595,1.15625,1459.1799999999998 +05.09.2018 08:25:00.000,1.15624,1.15624,1.15582,1.15584,1099.6000000000001 +05.09.2018 08:30:00.000,1.15588,1.15687,1.15587,1.15668,1636.4599999999998 +05.09.2018 08:35:00.000,1.15667,1.15698,1.15650,1.15691,1246.3700000000001 +05.09.2018 08:40:00.000,1.15690,1.15715,1.15672,1.15695,1482.5800000000002 +05.09.2018 08:45:00.000,1.15695,1.15708,1.15662,1.15671,1214.61 +05.09.2018 08:50:00.000,1.15672,1.15675,1.15633,1.15657,1175.43 +05.09.2018 08:55:00.000,1.15657,1.15690,1.15652,1.15685,992.4300000000001 +05.09.2018 09:00:00.000,1.15683,1.15718,1.15669,1.15697,868.9599999999999 +05.09.2018 09:05:00.000,1.15698,1.15742,1.15682,1.15728,1248.8799999999999 +05.09.2018 09:10:00.000,1.15728,1.15731,1.15699,1.15710,1200.23 +05.09.2018 09:15:00.000,1.15709,1.15904,1.15708,1.15872,1714.2000000000003 +05.09.2018 09:20:00.000,1.15871,1.15926,1.15831,1.15831,1983.9199999999998 +05.09.2018 09:25:00.000,1.15833,1.15841,1.15785,1.15804,1321.3700000000001 +05.09.2018 09:30:00.000,1.15803,1.15828,1.15782,1.15818,1366.23 +05.09.2018 09:35:00.000,1.15818,1.15818,1.15745,1.15762,1577.1399999999999 +05.09.2018 09:40:00.000,1.15762,1.15808,1.15761,1.15805,1078.59 +05.09.2018 09:45:00.000,1.15806,1.15819,1.15769,1.15772,974.62 +05.09.2018 09:50:00.000,1.15774,1.15786,1.15756,1.15757,1073.6499999999999 +05.09.2018 09:55:00.000,1.15757,1.15776,1.15726,1.15750,1532.69 +05.09.2018 10:00:00.000,1.15749,1.15767,1.15724,1.15767,1382.85 +05.09.2018 10:05:00.000,1.15769,1.15775,1.15712,1.15712,1575.85 +05.09.2018 10:10:00.000,1.15712,1.15721,1.15676,1.15692,1709.17 +05.09.2018 10:15:00.000,1.15692,1.15733,1.15681,1.15731,1420.37 +05.09.2018 10:20:00.000,1.15733,1.15807,1.15732,1.15794,1242.63 +05.09.2018 10:25:00.000,1.15794,1.15837,1.15792,1.15807,1322.01 +05.09.2018 10:30:00.000,1.15806,1.15817,1.15752,1.15752,1231.98 +05.09.2018 10:35:00.000,1.15752,1.15839,1.15752,1.15817,1254.49 +05.09.2018 10:40:00.000,1.15816,1.15861,1.15792,1.15854,1252.02 +05.09.2018 10:45:00.000,1.15854,1.15956,1.15843,1.15932,1498.9 +05.09.2018 10:50:00.000,1.15932,1.15954,1.15921,1.15951,1244.1299999999999 +05.09.2018 10:55:00.000,1.15953,1.15976,1.15940,1.15942,1278.04 +05.09.2018 11:00:00.000,1.15947,1.15960,1.15919,1.15942,1495.0099999999998 +05.09.2018 11:05:00.000,1.15941,1.15951,1.15897,1.15901,1458.68 +05.09.2018 11:10:00.000,1.15901,1.15920,1.15876,1.15882,1292.19 +05.09.2018 11:15:00.000,1.15882,1.15893,1.15844,1.15854,1150.45 +05.09.2018 11:20:00.000,1.15854,1.15865,1.15840,1.15842,1162.61 +05.09.2018 11:25:00.000,1.15844,1.15861,1.15831,1.15832,1130.53 +05.09.2018 11:30:00.000,1.15833,1.15858,1.15829,1.15832,1169.6299999999999 +05.09.2018 11:35:00.000,1.15832,1.15852,1.15832,1.15835,1072.99 +05.09.2018 11:40:00.000,1.15836,1.15865,1.15834,1.15856,693.79 +05.09.2018 11:45:00.000,1.15856,1.15861,1.15816,1.15817,1043.43 +05.09.2018 11:50:00.000,1.15816,1.15884,1.15816,1.15850,1067.3899999999999 +05.09.2018 11:55:00.000,1.15850,1.15858,1.15790,1.15793,1290.17 +05.09.2018 12:00:00.000,1.15795,1.15841,1.15795,1.15797,1107.98 +05.09.2018 12:05:00.000,1.15796,1.15833,1.15790,1.15826,1090.44 +05.09.2018 12:10:00.000,1.15827,1.15847,1.15797,1.15819,1084.3200000000002 +05.09.2018 12:15:00.000,1.15818,1.15820,1.15763,1.15807,1016.19 +05.09.2018 12:20:00.000,1.15806,1.15827,1.15798,1.15822,1017.05 +05.09.2018 12:25:00.000,1.15822,1.15827,1.15715,1.15807,1097.4699999999998 +05.09.2018 12:30:00.000,1.15807,1.15821,1.15761,1.15811,1136.54 +05.09.2018 12:35:00.000,1.15813,1.15866,1.15790,1.15849,1327.5500000000002 +05.09.2018 12:40:00.000,1.15847,1.15885,1.15842,1.15867,1112.6100000000001 +05.09.2018 12:45:00.000,1.15868,1.15874,1.15840,1.15857,1102.18 +05.09.2018 12:50:00.000,1.15857,1.15912,1.15857,1.15875,1099.9 +05.09.2018 12:55:00.000,1.15874,1.15878,1.15842,1.15847,1247.6399999999999 +05.09.2018 13:00:00.000,1.15847,1.15872,1.15830,1.15871,1129.86 +05.09.2018 13:05:00.000,1.15871,1.16185,1.15858,1.16121,2937.2799999999997 +05.09.2018 13:10:00.000,1.16121,1.16187,1.16070,1.16159,2496.81 +05.09.2018 13:15:00.000,1.16161,1.16400,1.16159,1.16316,2734.1800000000003 +05.09.2018 13:20:00.000,1.16307,1.16328,1.16244,1.16245,2315.39 +05.09.2018 13:25:00.000,1.16248,1.16251,1.16212,1.16249,1575.32 +05.09.2018 13:30:00.000,1.16250,1.16295,1.16187,1.16202,2184.36 +05.09.2018 13:35:00.000,1.16202,1.16261,1.16200,1.16240,1508.11 +05.09.2018 13:40:00.000,1.16239,1.16270,1.16199,1.16205,1406.13 +05.09.2018 13:45:00.000,1.16204,1.16277,1.16202,1.16263,1480.6899999999998 +05.09.2018 13:50:00.000,1.16263,1.16296,1.16211,1.16211,1777.1499999999999 +05.09.2018 13:55:00.000,1.16212,1.16265,1.16212,1.16262,1316.8899999999999 +05.09.2018 14:00:00.000,1.16270,1.16270,1.16139,1.16176,1977.92 +05.09.2018 14:05:00.000,1.16176,1.16256,1.16172,1.16243,1784.6000000000001 +05.09.2018 14:10:00.000,1.16242,1.16253,1.16146,1.16172,1662.48 +05.09.2018 14:15:00.000,1.16171,1.16178,1.16130,1.16151,1793.1799999999998 +05.09.2018 14:20:00.000,1.16150,1.16153,1.16092,1.16124,1779.27 +05.09.2018 14:25:00.000,1.16124,1.16191,1.16124,1.16190,1636.7 +05.09.2018 14:30:00.000,1.16189,1.16202,1.16145,1.16147,1585.19 +05.09.2018 14:35:00.000,1.16147,1.16157,1.16111,1.16123,1482.29 +05.09.2018 14:40:00.000,1.16123,1.16199,1.16110,1.16196,1693.89 +05.09.2018 14:45:00.000,1.16195,1.16229,1.16186,1.16216,1572.69 +05.09.2018 14:50:00.000,1.16215,1.16228,1.16172,1.16187,1632.3200000000002 +05.09.2018 14:55:00.000,1.16188,1.16275,1.16188,1.16251,2004.11 +05.09.2018 15:00:00.000,1.16251,1.16257,1.16140,1.16170,1621.2900000000002 +05.09.2018 15:05:00.000,1.16172,1.16215,1.16171,1.16203,1603.9900000000002 +05.09.2018 15:10:00.000,1.16202,1.16252,1.16188,1.16240,1236.88 +05.09.2018 15:15:00.000,1.16242,1.16288,1.16238,1.16271,1753.53 +05.09.2018 15:20:00.000,1.16272,1.16294,1.16056,1.16093,2500.31 +05.09.2018 15:25:00.000,1.16096,1.16160,1.16082,1.16129,2197.3 +05.09.2018 15:30:00.000,1.16124,1.16158,1.16072,1.16158,1392.52 +05.09.2018 15:35:00.000,1.16158,1.16212,1.16152,1.16201,1439.64 +05.09.2018 15:40:00.000,1.16201,1.16244,1.16177,1.16178,1312.97 +05.09.2018 15:45:00.000,1.16178,1.16184,1.16111,1.16159,1377.79 +05.09.2018 15:50:00.000,1.16158,1.16224,1.16158,1.16203,1204.97 +05.09.2018 15:55:00.000,1.16202,1.16259,1.16181,1.16183,1124.05 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17:10:00.000,1.16239,1.16268,1.16235,1.16260,826.27 +05.09.2018 17:15:00.000,1.16259,1.16320,1.16254,1.16309,1156.84 +05.09.2018 17:20:00.000,1.16307,1.16310,1.16254,1.16257,909.71 +05.09.2018 17:25:00.000,1.16256,1.16274,1.16238,1.16263,646.7 +05.09.2018 17:30:00.000,1.16262,1.16284,1.16248,1.16270,986 +05.09.2018 17:35:00.000,1.16270,1.16293,1.16262,1.16276,926.82 +05.09.2018 17:40:00.000,1.16275,1.16282,1.16232,1.16252,1057.08 +05.09.2018 17:45:00.000,1.16252,1.16258,1.16237,1.16247,582.38 +05.09.2018 17:50:00.000,1.16248,1.16257,1.16218,1.16237,634.8299999999999 +05.09.2018 17:55:00.000,1.16237,1.16251,1.16212,1.16217,773.04 +05.09.2018 18:00:00.000,1.16217,1.16233,1.16202,1.16206,995.5400000000001 +05.09.2018 18:05:00.000,1.16205,1.16234,1.16205,1.16233,672.2 +05.09.2018 18:10:00.000,1.16233,1.16250,1.16220,1.16249,540.01 +05.09.2018 18:15:00.000,1.16249,1.16259,1.16233,1.16235,574.86 +05.09.2018 18:20:00.000,1.16236,1.16265,1.16218,1.16258,692.98 +05.09.2018 18:25:00.000,1.16260,1.16272,1.16252,1.16269,463.61 +05.09.2018 18:30:00.000,1.16270,1.16280,1.16255,1.16258,627.9 +05.09.2018 18:35:00.000,1.16258,1.16271,1.16254,1.16262,686.3000000000001 +05.09.2018 18:40:00.000,1.16263,1.16269,1.16231,1.16241,562.12 +05.09.2018 18:45:00.000,1.16240,1.16242,1.16223,1.16239,777.51 +05.09.2018 18:50:00.000,1.16238,1.16238,1.16220,1.16227,857.6099999999999 +05.09.2018 18:55:00.000,1.16226,1.16247,1.16222,1.16237,705.06 +05.09.2018 19:00:00.000,1.16240,1.16244,1.16213,1.16242,784.4800000000001 +05.09.2018 19:05:00.000,1.16242,1.16255,1.16239,1.16251,528.92 +05.09.2018 19:10:00.000,1.16252,1.16261,1.16245,1.16258,641.42 +05.09.2018 19:15:00.000,1.16258,1.16264,1.16252,1.16262,521.6600000000001 +05.09.2018 19:20:00.000,1.16262,1.16283,1.16261,1.16276,524.39 +05.09.2018 19:25:00.000,1.16278,1.16284,1.16272,1.16279,432.14000000000004 +05.09.2018 19:30:00.000,1.16279,1.16288,1.16278,1.16284,507.69 +05.09.2018 19:35:00.000,1.16285,1.16287,1.16276,1.16278,411.57 +05.09.2018 19:40:00.000,1.16278,1.16298,1.16277,1.16294,575.8 +05.09.2018 19:45:00.000,1.16293,1.16299,1.16277,1.16288,683.78 +05.09.2018 19:50:00.000,1.16289,1.16295,1.16282,1.16286,686.29 +05.09.2018 19:55:00.000,1.16288,1.16328,1.16287,1.16313,949.7099999999998 +05.09.2018 20:00:00.000,1.16312,1.16328,1.16300,1.16324,699.9100000000001 +05.09.2018 20:05:00.000,1.16325,1.16330,1.16314,1.16330,278.53 +05.09.2018 20:10:00.000,1.16331,1.16341,1.16310,1.16315,448.81 +05.09.2018 20:15:00.000,1.16314,1.16320,1.16312,1.16320,290.83 +05.09.2018 20:20:00.000,1.16319,1.16319,1.16306,1.16314,193.95 +05.09.2018 20:25:00.000,1.16314,1.16325,1.16314,1.16324,182.79000000000002 +05.09.2018 20:30:00.000,1.16324,1.16325,1.16302,1.16302,530.4 +05.09.2018 20:35:00.000,1.16302,1.16318,1.16302,1.16317,327.02 +05.09.2018 20:40:00.000,1.16320,1.16324,1.16301,1.16307,554.21 +05.09.2018 20:45:00.000,1.16307,1.16321,1.16304,1.16317,472.25 +05.09.2018 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02:55:00.000,1.16479,1.16481,1.16467,1.16467,511.03 +06.09.2018 03:00:00.000,1.16467,1.16471,1.16456,1.16469,506.1 +06.09.2018 03:05:00.000,1.16468,1.16468,1.16452,1.16458,311.64 +06.09.2018 03:10:00.000,1.16458,1.16462,1.16400,1.16423,744.0400000000001 +06.09.2018 03:15:00.000,1.16423,1.16435,1.16407,1.16419,849.87 +06.09.2018 03:20:00.000,1.16421,1.16422,1.16373,1.16393,1049.1699999999998 +06.09.2018 03:25:00.000,1.16393,1.16400,1.16379,1.16398,766.78 +06.09.2018 03:30:00.000,1.16398,1.16405,1.16343,1.16347,920.3600000000001 +06.09.2018 03:35:00.000,1.16347,1.16362,1.16328,1.16361,913.4300000000001 +06.09.2018 03:40:00.000,1.16361,1.16371,1.16358,1.16363,566.6999999999999 +06.09.2018 03:45:00.000,1.16360,1.16360,1.16340,1.16348,561.5 +06.09.2018 03:50:00.000,1.16348,1.16352,1.16324,1.16328,687.1700000000001 +06.09.2018 03:55:00.000,1.16330,1.16344,1.16321,1.16342,575.91 +06.09.2018 04:00:00.000,1.16342,1.16360,1.16327,1.16328,612.2 +06.09.2018 04:05:00.000,1.16327,1.16343,1.16327,1.16339,501.88 +06.09.2018 04:10:00.000,1.16339,1.16361,1.16336,1.16351,266.63 +06.09.2018 04:15:00.000,1.16351,1.16374,1.16349,1.16357,439.84000000000003 +06.09.2018 04:20:00.000,1.16357,1.16363,1.16355,1.16360,346.21000000000004 +06.09.2018 04:25:00.000,1.16360,1.16365,1.16333,1.16333,254.57 +06.09.2018 04:30:00.000,1.16333,1.16348,1.16333,1.16338,384.61 +06.09.2018 04:35:00.000,1.16338,1.16355,1.16318,1.16323,406.56 +06.09.2018 04:40:00.000,1.16323,1.16326,1.16309,1.16314,240.1 +06.09.2018 04:45:00.000,1.16312,1.16323,1.16299,1.16319,410.84000000000003 +06.09.2018 04:50:00.000,1.16319,1.16330,1.16318,1.16322,357.43 +06.09.2018 04:55:00.000,1.16321,1.16339,1.16318,1.16338,259.21 +06.09.2018 05:00:00.000,1.16339,1.16346,1.16303,1.16303,445.75 +06.09.2018 05:05:00.000,1.16303,1.16316,1.16298,1.16316,533.44 +06.09.2018 05:10:00.000,1.16316,1.16318,1.16292,1.16303,764.36 +06.09.2018 05:15:00.000,1.16301,1.16329,1.16301,1.16327,585.74 +06.09.2018 05:20:00.000,1.16328,1.16343,1.16289,1.16289,617.31 +06.09.2018 05:25:00.000,1.16292,1.16308,1.16272,1.16287,657.21 +06.09.2018 05:30:00.000,1.16288,1.16291,1.16213,1.16220,1036.99 +06.09.2018 05:35:00.000,1.16221,1.16247,1.16218,1.16222,726.44 +06.09.2018 05:40:00.000,1.16222,1.16246,1.16208,1.16211,772.74 +06.09.2018 05:45:00.000,1.16208,1.16244,1.16192,1.16236,711.0799999999999 +06.09.2018 05:50:00.000,1.16239,1.16257,1.16233,1.16248,556.25 +06.09.2018 05:55:00.000,1.16248,1.16254,1.16217,1.16225,792.0100000000001 +06.09.2018 06:00:00.000,1.16225,1.16228,1.16146,1.16203,1037.1799999999998 +06.09.2018 06:05:00.000,1.16203,1.16229,1.16198,1.16223,642.7699999999999 +06.09.2018 06:10:00.000,1.16222,1.16269,1.16212,1.16264,910.03 +06.09.2018 06:15:00.000,1.16263,1.16272,1.16228,1.16257,718.75 +06.09.2018 06:20:00.000,1.16257,1.16273,1.16228,1.16242,792.1299999999999 +06.09.2018 06:25:00.000,1.16246,1.16297,1.16244,1.16282,978.8999999999999 +06.09.2018 06:30:00.000,1.16282,1.16314,1.16264,1.16267,1264.21 +06.09.2018 06:35:00.000,1.16267,1.16272,1.16231,1.16242,996.5099999999999 +06.09.2018 06:40:00.000,1.16242,1.16245,1.16219,1.16223,1107.0300000000002 +06.09.2018 06:45:00.000,1.16223,1.16256,1.16221,1.16231,1056.63 +06.09.2018 06:50:00.000,1.16232,1.16251,1.16226,1.16242,664.75 +06.09.2018 06:55:00.000,1.16234,1.16236,1.16180,1.16209,971.63 +06.09.2018 07:00:00.000,1.16212,1.16220,1.16138,1.16162,1329.0600000000002 +06.09.2018 07:05:00.000,1.16163,1.16248,1.16156,1.16247,1149.25 +06.09.2018 07:10:00.000,1.16246,1.16246,1.16218,1.16223,1040.45 +06.09.2018 07:15:00.000,1.16224,1.16236,1.16222,1.16233,719.52 +06.09.2018 07:20:00.000,1.16233,1.16368,1.16229,1.16354,1169.22 +06.09.2018 07:25:00.000,1.16355,1.16364,1.16324,1.16339,1170.6499999999999 +06.09.2018 07:30:00.000,1.16339,1.16354,1.16315,1.16337,912.9100000000001 +06.09.2018 07:35:00.000,1.16338,1.16366,1.16328,1.16359,1067.6100000000001 +06.09.2018 07:40:00.000,1.16359,1.16369,1.16241,1.16256,1260.5500000000002 +06.09.2018 07:45:00.000,1.16256,1.16276,1.16181,1.16231,1243.93 +06.09.2018 07:50:00.000,1.16231,1.16276,1.16213,1.16213,1083.25 +06.09.2018 07:55:00.000,1.16213,1.16247,1.16189,1.16224,1168.9199999999998 +06.09.2018 08:00:00.000,1.16226,1.16300,1.16213,1.16279,1185.6499999999999 +06.09.2018 08:05:00.000,1.16277,1.16380,1.16262,1.16358,1266.6 +06.09.2018 08:10:00.000,1.16358,1.16398,1.16348,1.16372,1339.1000000000001 +06.09.2018 08:15:00.000,1.16373,1.16383,1.16360,1.16373,1006.0699999999999 +06.09.2018 08:20:00.000,1.16374,1.16383,1.16351,1.16351,1031.02 +06.09.2018 08:25:00.000,1.16350,1.16388,1.16340,1.16375,893.05 +06.09.2018 08:30:00.000,1.16376,1.16387,1.16309,1.16323,1112.76 +06.09.2018 08:35:00.000,1.16321,1.16339,1.16316,1.16338,819.6600000000001 +06.09.2018 08:40:00.000,1.16338,1.16397,1.16338,1.16373,1048.62 +06.09.2018 08:45:00.000,1.16373,1.16420,1.16364,1.16369,999.8299999999999 +06.09.2018 08:50:00.000,1.16368,1.16369,1.16325,1.16354,1106.96 +06.09.2018 08:55:00.000,1.16354,1.16362,1.16323,1.16355,1069.15 +06.09.2018 09:00:00.000,1.16357,1.16368,1.16327,1.16339,1030.58 +06.09.2018 09:05:00.000,1.16339,1.16349,1.16310,1.16323,1103.9 +06.09.2018 09:10:00.000,1.16323,1.16335,1.16270,1.16279,1009.1 +06.09.2018 09:15:00.000,1.16279,1.16292,1.16254,1.16290,1105.56 +06.09.2018 09:20:00.000,1.16291,1.16305,1.16279,1.16291,967.1600000000001 +06.09.2018 09:25:00.000,1.16291,1.16302,1.16263,1.16277,815.88 +06.09.2018 09:30:00.000,1.16279,1.16286,1.16244,1.16260,873.62 +06.09.2018 09:35:00.000,1.16260,1.16283,1.16214,1.16238,1001.99 +06.09.2018 09:40:00.000,1.16238,1.16240,1.16162,1.16200,1171.83 +06.09.2018 09:45:00.000,1.16198,1.16258,1.16190,1.16256,914.12 +06.09.2018 09:50:00.000,1.16258,1.16269,1.16215,1.16220,1168.58 +06.09.2018 09:55:00.000,1.16220,1.16226,1.16193,1.16212,956.5999999999999 +06.09.2018 10:00:00.000,1.16212,1.16241,1.16188,1.16227,1023.33 +06.09.2018 10:05:00.000,1.16227,1.16241,1.16214,1.16226,917.8699999999999 +06.09.2018 10:10:00.000,1.16227,1.16245,1.16226,1.16238,741.03 +06.09.2018 10:15:00.000,1.16239,1.16239,1.16212,1.16228,1167.73 +06.09.2018 10:20:00.000,1.16228,1.16284,1.16225,1.16234,1055.5900000000001 +06.09.2018 10:25:00.000,1.16234,1.16239,1.16190,1.16224,960.4799999999999 +06.09.2018 10:30:00.000,1.16224,1.16260,1.16203,1.16256,1148.4099999999999 +06.09.2018 10:35:00.000,1.16256,1.16268,1.16234,1.16235,1045.32 +06.09.2018 10:40:00.000,1.16234,1.16247,1.16208,1.16213,1055.6000000000001 +06.09.2018 10:45:00.000,1.16213,1.16215,1.16163,1.16213,1247.14 +06.09.2018 10:50:00.000,1.16213,1.16250,1.16205,1.16235,778.43 +06.09.2018 10:55:00.000,1.16238,1.16286,1.16231,1.16280,1040.8999999999999 +06.09.2018 11:00:00.000,1.16281,1.16333,1.16252,1.16311,1083.55 +06.09.2018 11:05:00.000,1.16311,1.16329,1.16283,1.16290,762.67 +06.09.2018 11:10:00.000,1.16290,1.16295,1.16260,1.16282,1446.65 +06.09.2018 11:15:00.000,1.16281,1.16300,1.16272,1.16286,939.8499999999999 +06.09.2018 11:20:00.000,1.16286,1.16326,1.16280,1.16290,1024.69 +06.09.2018 11:25:00.000,1.16293,1.16294,1.16260,1.16290,733.4899999999999 +06.09.2018 11:30:00.000,1.16289,1.16315,1.16265,1.16269,792.5 +06.09.2018 11:35:00.000,1.16269,1.16285,1.16261,1.16285,851.17 +06.09.2018 11:40:00.000,1.16286,1.16311,1.16269,1.16287,1013.18 +06.09.2018 11:45:00.000,1.16286,1.16316,1.16273,1.16315,873.54 +06.09.2018 11:50:00.000,1.16315,1.16365,1.16308,1.16359,761.71 +06.09.2018 11:55:00.000,1.16359,1.16379,1.16296,1.16300,1141.98 +06.09.2018 12:00:00.000,1.16298,1.16308,1.16271,1.16290,848.16 +06.09.2018 12:05:00.000,1.16288,1.16357,1.16284,1.16346,858.06 +06.09.2018 12:10:00.000,1.16345,1.16379,1.16334,1.16341,928.1099999999999 +06.09.2018 12:15:00.000,1.16337,1.16457,1.16331,1.16442,1678.5600000000002 +06.09.2018 12:20:00.000,1.16441,1.16484,1.16429,1.16476,1608.75 +06.09.2018 12:25:00.000,1.16475,1.16497,1.16445,1.16458,1137.85 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13:40:00.000,1.16381,1.16390,1.16360,1.16379,1125.29 +06.09.2018 13:45:00.000,1.16378,1.16432,1.16378,1.16414,1325.35 +06.09.2018 13:50:00.000,1.16417,1.16426,1.16383,1.16394,964.51 +06.09.2018 13:55:00.000,1.16394,1.16421,1.16389,1.16412,880.2199999999999 +06.09.2018 14:00:00.000,1.16409,1.16409,1.16348,1.16383,1597.2499999999998 +06.09.2018 14:05:00.000,1.16383,1.16419,1.16359,1.16385,1145.76 +06.09.2018 14:10:00.000,1.16386,1.16420,1.16239,1.16298,1524.06 +06.09.2018 14:15:00.000,1.16297,1.16380,1.16276,1.16370,1370.68 +06.09.2018 14:20:00.000,1.16371,1.16421,1.16314,1.16392,1121.6000000000001 +06.09.2018 14:25:00.000,1.16394,1.16433,1.16389,1.16425,1442.3700000000001 +06.09.2018 14:30:00.000,1.16424,1.16438,1.16371,1.16387,1386.73 +06.09.2018 14:35:00.000,1.16385,1.16460,1.16377,1.16446,1194.1299999999999 +06.09.2018 14:40:00.000,1.16448,1.16468,1.16405,1.16436,1401.46 +06.09.2018 14:45:00.000,1.16435,1.16439,1.16391,1.16425,1424.2899999999997 +06.09.2018 14:50:00.000,1.16429,1.16458,1.16385,1.16413,1264.97 +06.09.2018 14:55:00.000,1.16414,1.16433,1.16302,1.16310,1433.92 +06.09.2018 15:00:00.000,1.16311,1.16327,1.16207,1.16230,1625.93 +06.09.2018 15:05:00.000,1.16231,1.16241,1.16055,1.16111,1886.79 +06.09.2018 15:10:00.000,1.16111,1.16151,1.16091,1.16135,1406.9399999999998 +06.09.2018 15:15:00.000,1.16135,1.16135,1.16056,1.16099,1839.4800000000002 +06.09.2018 15:20:00.000,1.16097,1.16147,1.16067,1.16130,1682.3400000000001 +06.09.2018 15:25:00.000,1.16130,1.16178,1.16120,1.16171,1571.15 +06.09.2018 15:30:00.000,1.16171,1.16205,1.16167,1.16176,1429.22 +06.09.2018 15:35:00.000,1.16175,1.16218,1.16164,1.16186,1548.9700000000003 +06.09.2018 15:40:00.000,1.16185,1.16197,1.16142,1.16144,1616.9500000000003 +06.09.2018 15:45:00.000,1.16143,1.16206,1.16140,1.16196,1417.8 +06.09.2018 15:50:00.000,1.16196,1.16222,1.16182,1.16200,1449.5300000000002 +06.09.2018 15:55:00.000,1.16203,1.16233,1.16186,1.16232,1413.74 +06.09.2018 16:00:00.000,1.16233,1.16238,1.16196,1.16230,1313.33 +06.09.2018 16:05:00.000,1.16230,1.16248,1.16221,1.16226,769.04 +06.09.2018 16:10:00.000,1.16227,1.16245,1.16200,1.16229,1074.61 +06.09.2018 16:15:00.000,1.16229,1.16247,1.16201,1.16243,957.9100000000001 +06.09.2018 16:20:00.000,1.16244,1.16247,1.16184,1.16189,1068.96 +06.09.2018 16:25:00.000,1.16188,1.16200,1.16179,1.16191,1007.52 +06.09.2018 16:30:00.000,1.16191,1.16209,1.16149,1.16150,1088.36 +06.09.2018 16:35:00.000,1.16153,1.16178,1.16128,1.16175,953.95 +06.09.2018 16:40:00.000,1.16173,1.16221,1.16162,1.16221,853.04 +06.09.2018 16:45:00.000,1.16221,1.16238,1.16203,1.16225,768 +06.09.2018 16:50:00.000,1.16225,1.16234,1.16200,1.16230,574.8499999999999 +06.09.2018 16:55:00.000,1.16229,1.16249,1.16221,1.16246,582.55 +06.09.2018 17:00:00.000,1.16244,1.16262,1.16231,1.16241,894.1499999999999 +06.09.2018 17:05:00.000,1.16241,1.16245,1.16182,1.16189,529.19 +06.09.2018 17:10:00.000,1.16192,1.16206,1.16189,1.16191,635.27 +06.09.2018 17:15:00.000,1.16193,1.16219,1.16170,1.16175,846.27 +06.09.2018 17:20:00.000,1.16175,1.16182,1.16151,1.16160,555.41 +06.09.2018 17:25:00.000,1.16162,1.16170,1.16148,1.16164,662.73 +06.09.2018 17:30:00.000,1.16164,1.16168,1.16145,1.16167,533.16 +06.09.2018 17:35:00.000,1.16167,1.16183,1.16140,1.16182,899.59 +06.09.2018 17:40:00.000,1.16182,1.16222,1.16177,1.16196,957.8499999999999 +06.09.2018 17:45:00.000,1.16195,1.16206,1.16163,1.16177,840.0500000000001 +06.09.2018 17:50:00.000,1.16176,1.16203,1.16161,1.16170,819.33 +06.09.2018 17:55:00.000,1.16170,1.16207,1.16165,1.16196,761.55 +06.09.2018 18:00:00.000,1.16195,1.16225,1.16191,1.16216,603.19 +06.09.2018 18:05:00.000,1.16216,1.16246,1.16216,1.16234,488.69000000000005 +06.09.2018 18:10:00.000,1.16234,1.16246,1.16220,1.16243,597.06 +06.09.2018 18:15:00.000,1.16244,1.16255,1.16229,1.16250,547.65 +06.09.2018 18:20:00.000,1.16251,1.16251,1.16225,1.16225,529.3199999999999 +06.09.2018 18:25:00.000,1.16226,1.16248,1.16226,1.16245,468.48 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19:40:00.000,1.16230,1.16242,1.16219,1.16234,578.61 +06.09.2018 19:45:00.000,1.16234,1.16243,1.16229,1.16230,552.29 +06.09.2018 19:50:00.000,1.16231,1.16244,1.16221,1.16224,672.5899999999999 +06.09.2018 19:55:00.000,1.16225,1.16247,1.16219,1.16219,813.9200000000001 +06.09.2018 20:00:00.000,1.16200,1.16275,1.16185,1.16242,705.96 +06.09.2018 20:05:00.000,1.16242,1.16270,1.16229,1.16267,878.16 +06.09.2018 20:10:00.000,1.16266,1.16266,1.16231,1.16248,815.87 +06.09.2018 20:15:00.000,1.16248,1.16271,1.16227,1.16261,586.5 +06.09.2018 20:20:00.000,1.16261,1.16274,1.16253,1.16270,352.77 +06.09.2018 20:25:00.000,1.16269,1.16269,1.16243,1.16245,287.66999999999996 +06.09.2018 20:30:00.000,1.16245,1.16249,1.16230,1.16236,273.31 +06.09.2018 20:35:00.000,1.16236,1.16245,1.16236,1.16238,308.18 +06.09.2018 20:40:00.000,1.16238,1.16240,1.16233,1.16237,363.73 +06.09.2018 20:45:00.000,1.16236,1.16246,1.16227,1.16241,362.23 +06.09.2018 20:50:00.000,1.16241,1.16242,1.16228,1.16236,522.45 +06.09.2018 20:55:00.000,1.16239,1.16245,1.16225,1.16227,276.64 +06.09.2018 21:00:00.000,1.16219,1.16223,1.16179,1.16200,23.55 +06.09.2018 21:05:00.000,1.16202,1.16228,1.16200,1.16212,392.72999999999996 +06.09.2018 21:10:00.000,1.16210,1.16218,1.16200,1.16205,214.95999999999998 +06.09.2018 21:15:00.000,1.16205,1.16225,1.16205,1.16222,126.87 +06.09.2018 21:20:00.000,1.16223,1.16224,1.16216,1.16216,118.72999999999999 +06.09.2018 21:25:00.000,1.16216,1.16229,1.16206,1.16222,148.6 +06.09.2018 21:30:00.000,1.16222,1.16224,1.16212,1.16223,136.05 +06.09.2018 21:35:00.000,1.16223,1.16231,1.16220,1.16225,319.44 +06.09.2018 21:40:00.000,1.16226,1.16229,1.16222,1.16224,438.87 +06.09.2018 21:45:00.000,1.16223,1.16223,1.16205,1.16214,218.87 +06.09.2018 21:50:00.000,1.16214,1.16239,1.16214,1.16229,159.66 +06.09.2018 21:55:00.000,1.16230,1.16232,1.16227,1.16230,113.64999999999999 +06.09.2018 22:00:00.000,1.16230,1.16240,1.16224,1.16230,280.44000000000005 +06.09.2018 22:05:00.000,1.16230,1.16242,1.16230,1.16235,187.64000000000001 +06.09.2018 22:10:00.000,1.16234,1.16237,1.16228,1.16235,1077.55 +06.09.2018 22:15:00.000,1.16235,1.16236,1.16231,1.16233,443.35 +06.09.2018 22:20:00.000,1.16232,1.16237,1.16231,1.16236,301.28999999999996 +06.09.2018 22:25:00.000,1.16236,1.16236,1.16229,1.16230,92.53999999999999 +06.09.2018 22:30:00.000,1.16230,1.16236,1.16230,1.16236,120.35 +06.09.2018 22:35:00.000,1.16236,1.16241,1.16235,1.16241,102.56 +06.09.2018 22:40:00.000,1.16241,1.16245,1.16235,1.16242,125.38 +06.09.2018 22:45:00.000,1.16242,1.16244,1.16239,1.16241,78.1 +06.09.2018 22:50:00.000,1.16241,1.16247,1.16240,1.16247,132.17000000000002 +06.09.2018 22:55:00.000,1.16246,1.16246,1.16244,1.16244,89.02 +06.09.2018 23:00:00.000,1.16244,1.16249,1.16233,1.16248,183.32 +06.09.2018 23:05:00.000,1.16248,1.16253,1.16247,1.16247,231.89 +06.09.2018 23:10:00.000,1.16247,1.16251,1.16239,1.16239,371.78000000000003 +06.09.2018 23:15:00.000,1.16239,1.16243,1.16204,1.16224,393.55 +06.09.2018 23:20:00.000,1.16224,1.16225,1.16203,1.16204,279.07 +06.09.2018 23:25:00.000,1.16205,1.16208,1.16195,1.16204,184.11999999999998 +06.09.2018 23:30:00.000,1.16204,1.16211,1.16201,1.16207,189.36 +06.09.2018 23:35:00.000,1.16207,1.16222,1.16206,1.16215,216.21 +06.09.2018 23:40:00.000,1.16215,1.16226,1.16209,1.16215,334.20000000000005 +06.09.2018 23:45:00.000,1.16215,1.16231,1.16215,1.16231,493.24 +06.09.2018 23:50:00.000,1.16231,1.16234,1.16214,1.16216,272.36 +06.09.2018 23:55:00.000,1.16216,1.16216,1.16195,1.16198,244.20000000000002 +07.09.2018 00:00:00.000,1.16200,1.16222,1.16189,1.16203,541.02 +07.09.2018 00:05:00.000,1.16203,1.16223,1.16159,1.16167,946.9100000000001 +07.09.2018 00:10:00.000,1.16168,1.16202,1.16164,1.16184,907.94 +07.09.2018 00:15:00.000,1.16183,1.16186,1.16159,1.16171,803.2 +07.09.2018 00:20:00.000,1.16170,1.16182,1.16156,1.16167,763.9100000000001 +07.09.2018 00:25:00.000,1.16164,1.16202,1.16164,1.16175,481.98 +07.09.2018 00:30:00.000,1.16176,1.16188,1.16156,1.16184,601.46 +07.09.2018 00:35:00.000,1.16183,1.16202,1.16183,1.16190,453.84 +07.09.2018 00:40:00.000,1.16191,1.16228,1.16187,1.16224,416.3 +07.09.2018 00:45:00.000,1.16224,1.16236,1.16215,1.16226,606.03 +07.09.2018 00:50:00.000,1.16227,1.16227,1.16147,1.16189,742.52 +07.09.2018 00:55:00.000,1.16179,1.16198,1.16165,1.16182,792.3 +07.09.2018 01:00:00.000,1.16180,1.16217,1.16180,1.16207,711.92 +07.09.2018 01:05:00.000,1.16206,1.16227,1.16195,1.16205,746.69 +07.09.2018 01:10:00.000,1.16205,1.16205,1.16186,1.16193,375.34000000000003 +07.09.2018 01:15:00.000,1.16193,1.16193,1.16140,1.16152,939.8599999999999 +07.09.2018 01:20:00.000,1.16152,1.16174,1.16144,1.16165,966.5699999999999 +07.09.2018 01:25:00.000,1.16165,1.16189,1.16146,1.16183,852.75 +07.09.2018 01:30:00.000,1.16183,1.16198,1.16179,1.16191,802.59 +07.09.2018 01:35:00.000,1.16192,1.16236,1.16185,1.16236,1028.8899999999999 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04:10:00.000,1.16262,1.16267,1.16254,1.16255,433.13 +07.09.2018 04:15:00.000,1.16253,1.16272,1.16242,1.16256,537.24 +07.09.2018 04:20:00.000,1.16256,1.16271,1.16255,1.16266,512.0799999999999 +07.09.2018 04:25:00.000,1.16266,1.16282,1.16257,1.16260,546.76 +07.09.2018 04:30:00.000,1.16260,1.16262,1.16243,1.16260,456.39000000000004 +07.09.2018 04:35:00.000,1.16261,1.16272,1.16260,1.16271,342.84 +07.09.2018 04:40:00.000,1.16271,1.16282,1.16270,1.16272,257.29 +07.09.2018 04:45:00.000,1.16272,1.16272,1.16256,1.16261,294.37 +07.09.2018 04:50:00.000,1.16261,1.16288,1.16260,1.16285,332.99 +07.09.2018 04:55:00.000,1.16284,1.16290,1.16274,1.16289,388.59000000000003 +07.09.2018 05:00:00.000,1.16288,1.16308,1.16281,1.16303,341.02 +07.09.2018 05:05:00.000,1.16303,1.16303,1.16277,1.16278,591.1 +07.09.2018 05:10:00.000,1.16277,1.16287,1.16275,1.16275,429.68000000000006 +07.09.2018 05:15:00.000,1.16277,1.16291,1.16271,1.16285,411.62 +07.09.2018 05:20:00.000,1.16286,1.16291,1.16267,1.16290,388.77000000000004 +07.09.2018 05:25:00.000,1.16290,1.16292,1.16266,1.16266,451.07000000000005 +07.09.2018 05:30:00.000,1.16267,1.16272,1.16252,1.16267,335.62 +07.09.2018 05:35:00.000,1.16267,1.16281,1.16246,1.16247,432.84000000000003 +07.09.2018 05:40:00.000,1.16248,1.16263,1.16238,1.16247,309.63 +07.09.2018 05:45:00.000,1.16247,1.16257,1.16221,1.16227,528.3299999999999 +07.09.2018 05:50:00.000,1.16227,1.16244,1.16227,1.16233,399.16 +07.09.2018 05:55:00.000,1.16233,1.16251,1.16215,1.16243,732.98 +07.09.2018 06:00:00.000,1.16243,1.16243,1.16138,1.16173,1255.45 +07.09.2018 06:05:00.000,1.16173,1.16347,1.16173,1.16336,1463.15 +07.09.2018 06:10:00.000,1.16334,1.16420,1.16316,1.16347,1537.35 +07.09.2018 06:15:00.000,1.16347,1.16391,1.16346,1.16357,977.22 +07.09.2018 06:20:00.000,1.16357,1.16387,1.16351,1.16371,847.01 +07.09.2018 06:25:00.000,1.16371,1.16403,1.16345,1.16387,1405.35 +07.09.2018 06:30:00.000,1.16388,1.16399,1.16352,1.16355,1363.73 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07:45:00.000,1.16409,1.16437,1.16388,1.16424,716.3799999999999 +07.09.2018 07:50:00.000,1.16424,1.16442,1.16395,1.16412,810.3499999999999 +07.09.2018 07:55:00.000,1.16412,1.16477,1.16405,1.16457,977.49 +07.09.2018 08:00:00.000,1.16456,1.16456,1.16416,1.16446,1062.88 +07.09.2018 08:05:00.000,1.16446,1.16466,1.16417,1.16427,776.51 +07.09.2018 08:10:00.000,1.16427,1.16457,1.16417,1.16457,989.03 +07.09.2018 08:15:00.000,1.16457,1.16472,1.16437,1.16472,1025.12 +07.09.2018 08:20:00.000,1.16472,1.16482,1.16437,1.16444,933.44 +07.09.2018 08:25:00.000,1.16441,1.16471,1.16427,1.16452,1102.3899999999999 +07.09.2018 08:30:00.000,1.16453,1.16464,1.16448,1.16449,803.49 +07.09.2018 08:35:00.000,1.16450,1.16468,1.16435,1.16468,925.5600000000001 +07.09.2018 08:40:00.000,1.16467,1.16469,1.16437,1.16462,568.25 +07.09.2018 08:45:00.000,1.16461,1.16461,1.16403,1.16427,746.02 +07.09.2018 08:50:00.000,1.16427,1.16441,1.16411,1.16428,670.0500000000001 +07.09.2018 08:55:00.000,1.16426,1.16453,1.16420,1.16441,850.68 +07.09.2018 09:00:00.000,1.16440,1.16444,1.16417,1.16426,987.0799999999999 +07.09.2018 09:05:00.000,1.16428,1.16440,1.16425,1.16439,739.6899999999999 +07.09.2018 09:10:00.000,1.16440,1.16486,1.16440,1.16455,1012.32 +07.09.2018 09:15:00.000,1.16456,1.16495,1.16454,1.16481,1045.22 +07.09.2018 09:20:00.000,1.16481,1.16490,1.16446,1.16448,934.6400000000001 +07.09.2018 09:25:00.000,1.16446,1.16456,1.16424,1.16425,951.36 +07.09.2018 09:30:00.000,1.16425,1.16450,1.16416,1.16441,777.9 +07.09.2018 09:35:00.000,1.16440,1.16443,1.16415,1.16432,652.38 +07.09.2018 09:40:00.000,1.16432,1.16447,1.16412,1.16426,792.77 +07.09.2018 09:45:00.000,1.16427,1.16439,1.16412,1.16416,824.5899999999999 +07.09.2018 09:50:00.000,1.16414,1.16416,1.16375,1.16381,1367.21 +07.09.2018 09:55:00.000,1.16382,1.16394,1.16315,1.16362,1417.1600000000003 +07.09.2018 10:00:00.000,1.16361,1.16387,1.16310,1.16311,1361.8200000000002 +07.09.2018 10:05:00.000,1.16310,1.16347,1.16306,1.16339,819.94 +07.09.2018 10:10:00.000,1.16340,1.16354,1.16322,1.16350,628.5 +07.09.2018 10:15:00.000,1.16350,1.16367,1.16308,1.16314,767.1800000000001 +07.09.2018 10:20:00.000,1.16315,1.16327,1.16289,1.16302,998.8699999999999 +07.09.2018 10:25:00.000,1.16301,1.16327,1.16278,1.16305,916.99 +07.09.2018 10:30:00.000,1.16304,1.16319,1.16252,1.16302,1086.52 +07.09.2018 10:35:00.000,1.16300,1.16318,1.16281,1.16311,654.4799999999999 +07.09.2018 10:40:00.000,1.16311,1.16338,1.16304,1.16326,834.35 +07.09.2018 10:45:00.000,1.16326,1.16366,1.16315,1.16339,1837.51 +07.09.2018 10:50:00.000,1.16340,1.16366,1.16297,1.16300,1428.83 +07.09.2018 10:55:00.000,1.16299,1.16299,1.16226,1.16257,1280.8 +07.09.2018 11:00:00.000,1.16257,1.16282,1.16254,1.16272,1142.23 +07.09.2018 11:05:00.000,1.16272,1.16275,1.16115,1.16140,1720.06 +07.09.2018 11:10:00.000,1.16140,1.16195,1.16137,1.16177,1056.31 +07.09.2018 11:15:00.000,1.16175,1.16197,1.16166,1.16187,1125.98 +07.09.2018 11:20:00.000,1.16187,1.16200,1.16170,1.16188,1083.9099999999999 +07.09.2018 11:25:00.000,1.16191,1.16192,1.16000,1.16077,1717.26 +07.09.2018 11:30:00.000,1.16077,1.16098,1.16035,1.16072,962.22 +07.09.2018 11:35:00.000,1.16075,1.16097,1.16062,1.16088,799.52 +07.09.2018 11:40:00.000,1.16089,1.16115,1.16072,1.16097,1020.27 +07.09.2018 11:45:00.000,1.16096,1.16123,1.16091,1.16117,676.87 +07.09.2018 11:50:00.000,1.16114,1.16132,1.16100,1.16132,835.24 +07.09.2018 11:55:00.000,1.16132,1.16136,1.16071,1.16097,944.3299999999999 +07.09.2018 12:00:00.000,1.16097,1.16143,1.16076,1.16142,947.6399999999999 +07.09.2018 12:05:00.000,1.16135,1.16157,1.16133,1.16140,687.53 +07.09.2018 12:10:00.000,1.16140,1.16173,1.16111,1.16146,1109.99 +07.09.2018 12:15:00.000,1.16145,1.16167,1.16121,1.16143,1296.66 +07.09.2018 12:20:00.000,1.16143,1.16163,1.16101,1.16112,1017.8999999999999 +07.09.2018 12:25:00.000,1.16113,1.16203,1.16107,1.16178,1057.42 +07.09.2018 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13:40:00.000,1.15833,1.15864,1.15789,1.15796,1586.74 +07.09.2018 13:45:00.000,1.15795,1.15798,1.15740,1.15742,1831.1800000000003 +07.09.2018 13:50:00.000,1.15742,1.15754,1.15689,1.15727,1503.87 +07.09.2018 13:55:00.000,1.15728,1.15786,1.15689,1.15781,1504.45 +07.09.2018 14:00:00.000,1.15784,1.15830,1.15781,1.15810,1554.79 +07.09.2018 14:05:00.000,1.15811,1.15870,1.15809,1.15838,1550.96 +07.09.2018 14:10:00.000,1.15838,1.15855,1.15812,1.15829,1324.7000000000003 +07.09.2018 14:15:00.000,1.15829,1.15829,1.15751,1.15758,1359.29 +07.09.2018 14:20:00.000,1.15756,1.15797,1.15729,1.15762,1301.3200000000002 +07.09.2018 14:25:00.000,1.15763,1.15773,1.15727,1.15743,1016.6400000000001 +07.09.2018 14:30:00.000,1.15744,1.15791,1.15732,1.15749,1447.6299999999999 +07.09.2018 14:35:00.000,1.15751,1.15835,1.15736,1.15778,1688.58 +07.09.2018 14:40:00.000,1.15779,1.15806,1.15739,1.15763,1342.56 +07.09.2018 14:45:00.000,1.15763,1.15803,1.15749,1.15789,1240.8999999999999 +07.09.2018 14:50:00.000,1.15789,1.15933,1.15785,1.15912,1426.98 +07.09.2018 14:55:00.000,1.15912,1.15917,1.15821,1.15824,1632.0500000000002 +07.09.2018 15:00:00.000,1.15827,1.15844,1.15734,1.15741,1341.4400000000003 +07.09.2018 15:05:00.000,1.15748,1.15851,1.15748,1.15793,1889.38 +07.09.2018 15:10:00.000,1.15792,1.15803,1.15752,1.15775,1564.84 +07.09.2018 15:15:00.000,1.15774,1.15806,1.15755,1.15777,1541.9899999999998 +07.09.2018 15:20:00.000,1.15777,1.15796,1.15749,1.15763,1092.23 +07.09.2018 15:25:00.000,1.15762,1.15817,1.15760,1.15792,1178.7 +07.09.2018 15:30:00.000,1.15796,1.15815,1.15740,1.15800,1229.63 +07.09.2018 15:35:00.000,1.15801,1.15803,1.15750,1.15782,994.14 +07.09.2018 15:40:00.000,1.15781,1.15796,1.15703,1.15736,1209.0800000000002 +07.09.2018 15:45:00.000,1.15737,1.15770,1.15732,1.15739,783.16 +07.09.2018 15:50:00.000,1.15739,1.15762,1.15730,1.15742,822.0500000000001 +07.09.2018 15:55:00.000,1.15740,1.15744,1.15704,1.15710,993.34 +07.09.2018 16:00:00.000,1.15711,1.15722,1.15650,1.15722,1261.3899999999999 +07.09.2018 16:05:00.000,1.15723,1.15731,1.15648,1.15664,1586.72 +07.09.2018 16:10:00.000,1.15666,1.15720,1.15627,1.15698,2222.36 +07.09.2018 16:15:00.000,1.15698,1.15698,1.15571,1.15603,1909.26 +07.09.2018 16:20:00.000,1.15603,1.15679,1.15585,1.15644,1923.0700000000002 +07.09.2018 16:25:00.000,1.15643,1.15644,1.15580,1.15590,1597.33 +07.09.2018 16:30:00.000,1.15589,1.15616,1.15567,1.15586,1297.74 +07.09.2018 16:35:00.000,1.15590,1.15605,1.15561,1.15595,1033.1100000000001 +07.09.2018 16:40:00.000,1.15595,1.15603,1.15557,1.15564,900.66 +07.09.2018 16:45:00.000,1.15564,1.15605,1.15562,1.15597,1067.48 +07.09.2018 16:50:00.000,1.15596,1.15613,1.15571,1.15584,1115.77 +07.09.2018 16:55:00.000,1.15585,1.15620,1.15580,1.15611,1400.22 +07.09.2018 17:00:00.000,1.15612,1.15622,1.15579,1.15594,969.4300000000001 +07.09.2018 17:05:00.000,1.15594,1.15594,1.15549,1.15568,756.28 +07.09.2018 17:10:00.000,1.15566,1.15572,1.15519,1.15520,655.9100000000001 +07.09.2018 17:15:00.000,1.15519,1.15561,1.15506,1.15559,934.8 +07.09.2018 17:20:00.000,1.15559,1.15580,1.15527,1.15557,1109.78 +07.09.2018 17:25:00.000,1.15556,1.15566,1.15518,1.15544,801.8599999999999 +07.09.2018 17:30:00.000,1.15543,1.15564,1.15529,1.15543,870.9300000000001 +07.09.2018 17:35:00.000,1.15544,1.15575,1.15542,1.15565,1002.5 +07.09.2018 17:40:00.000,1.15566,1.15594,1.15544,1.15558,757.37 +07.09.2018 17:45:00.000,1.15559,1.15582,1.15551,1.15581,580.1700000000001 +07.09.2018 17:50:00.000,1.15583,1.15605,1.15578,1.15580,722.31 +07.09.2018 17:55:00.000,1.15580,1.15630,1.15580,1.15614,786.18 +07.09.2018 18:00:00.000,1.15615,1.15644,1.15594,1.15595,759.55 +07.09.2018 18:05:00.000,1.15595,1.15635,1.15595,1.15635,814.3399999999999 +07.09.2018 18:10:00.000,1.15632,1.15645,1.15617,1.15618,641.73 +07.09.2018 18:15:00.000,1.15619,1.15636,1.15615,1.15621,454.79 +07.09.2018 18:20:00.000,1.15622,1.15630,1.15614,1.15615,459.82000000000005 +07.09.2018 18:25:00.000,1.15615,1.15644,1.15593,1.15630,872.68 +07.09.2018 18:30:00.000,1.15630,1.15670,1.15623,1.15645,889.6 +07.09.2018 18:35:00.000,1.15644,1.15649,1.15626,1.15628,839.76 +07.09.2018 18:40:00.000,1.15630,1.15643,1.15608,1.15610,635.54 +07.09.2018 18:45:00.000,1.15609,1.15619,1.15600,1.15600,698.6299999999999 +07.09.2018 18:50:00.000,1.15601,1.15628,1.15599,1.15622,843.8600000000001 +07.09.2018 18:55:00.000,1.15622,1.15660,1.15618,1.15647,981.6600000000001 +07.09.2018 19:00:00.000,1.15647,1.15662,1.15622,1.15622,1053.39 +07.09.2018 19:05:00.000,1.15622,1.15638,1.15619,1.15622,727.1800000000001 +07.09.2018 19:10:00.000,1.15621,1.15629,1.15611,1.15620,539.2 +07.09.2018 19:15:00.000,1.15621,1.15626,1.15607,1.15613,461.65999999999997 +07.09.2018 19:20:00.000,1.15617,1.15618,1.15604,1.15605,589.38 +07.09.2018 19:25:00.000,1.15605,1.15612,1.15588,1.15590,653.4100000000001 +07.09.2018 19:30:00.000,1.15592,1.15604,1.15588,1.15602,635.13 +07.09.2018 19:35:00.000,1.15603,1.15612,1.15596,1.15607,718.56 +07.09.2018 19:40:00.000,1.15607,1.15620,1.15592,1.15593,733.21 +07.09.2018 19:45:00.000,1.15595,1.15608,1.15592,1.15596,593.63 +07.09.2018 19:50:00.000,1.15596,1.15599,1.15586,1.15598,525.71 +07.09.2018 19:55:00.000,1.15598,1.15598,1.15582,1.15582,737.21 +07.09.2018 20:00:00.000,1.15574,1.15612,1.15571,1.15598,439.70000000000005 +07.09.2018 20:05:00.000,1.15600,1.15607,1.15597,1.15603,287.43 +07.09.2018 20:10:00.000,1.15603,1.15604,1.15597,1.15598,278.23 +07.09.2018 20:15:00.000,1.15597,1.15600,1.15590,1.15590,299.15 +07.09.2018 20:20:00.000,1.15590,1.15595,1.15582,1.15592,308.27000000000004 +07.09.2018 20:25:00.000,1.15593,1.15598,1.15587,1.15593,506.21000000000004 +07.09.2018 20:30:00.000,1.15592,1.15595,1.15582,1.15585,249.99 +07.09.2018 20:35:00.000,1.15585,1.15588,1.15569,1.15570,310.3 +07.09.2018 20:40:00.000,1.15570,1.15574,1.15561,1.15562,395.38 +07.09.2018 20:45:00.000,1.15561,1.15571,1.15535,1.15545,442.88 +07.09.2018 20:50:00.000,1.15542,1.15544,1.15533,1.15536,559.18 +07.09.2018 20:55:00.000,1.15536,1.15542,1.15519,1.15520,344.40999999999997 +09.09.2018 21:00:00.000,1.15483,1.15506,1.15483,1.15504,46.32 +09.09.2018 21:05:00.000,1.15506,1.15560,1.15503,1.15521,175.45999999999998 +09.09.2018 21:10:00.000,1.15521,1.15523,1.15501,1.15516,89.03999999999999 +09.09.2018 21:15:00.000,1.15517,1.15517,1.15474,1.15493,145.16 +09.09.2018 21:20:00.000,1.15494,1.15509,1.15494,1.15509,153.16 +09.09.2018 21:25:00.000,1.15509,1.15512,1.15509,1.15511,88.12000000000002 +09.09.2018 21:30:00.000,1.15511,1.15542,1.15511,1.15527,437.16 +09.09.2018 21:35:00.000,1.15526,1.15531,1.15519,1.15526,115.95 +09.09.2018 21:40:00.000,1.15526,1.15527,1.15523,1.15526,100 +09.09.2018 21:45:00.000,1.15526,1.15531,1.15506,1.15512,193.73000000000002 +09.09.2018 21:50:00.000,1.15512,1.15516,1.15510,1.15512,82.37 +09.09.2018 21:55:00.000,1.15512,1.15512,1.15507,1.15511,79.96000000000001 +09.09.2018 22:00:00.000,1.15511,1.15517,1.15480,1.15516,327.28 +09.09.2018 22:05:00.000,1.15515,1.15532,1.15512,1.15532,220.49 +09.09.2018 22:10:00.000,1.15533,1.15566,1.15533,1.15563,339.92999999999995 +09.09.2018 22:15:00.000,1.15562,1.15585,1.15560,1.15584,237.89 +09.09.2018 22:20:00.000,1.15582,1.15597,1.15575,1.15591,205.25 +09.09.2018 22:25:00.000,1.15591,1.15591,1.15566,1.15570,151.91000000000003 +09.09.2018 22:30:00.000,1.15571,1.15579,1.15568,1.15576,107.31 +09.09.2018 22:35:00.000,1.15576,1.15577,1.15562,1.15564,185.9 +09.09.2018 22:40:00.000,1.15565,1.15567,1.15562,1.15562,105.72 +09.09.2018 22:45:00.000,1.15562,1.15564,1.15558,1.15559,71.88 +09.09.2018 22:50:00.000,1.15559,1.15568,1.15559,1.15567,60.480000000000004 +09.09.2018 22:55:00.000,1.15567,1.15567,1.15552,1.15552,67.27 +09.09.2018 23:00:00.000,1.15552,1.15554,1.15544,1.15552,130.22 +09.09.2018 23:05:00.000,1.15552,1.15557,1.15551,1.15557,94.96000000000001 +09.09.2018 23:10:00.000,1.15557,1.15584,1.15557,1.15582,123.06 +09.09.2018 23:15:00.000,1.15583,1.15583,1.15572,1.15576,173.42000000000002 +09.09.2018 23:20:00.000,1.15576,1.15581,1.15574,1.15581,184.92999999999998 +09.09.2018 23:25:00.000,1.15582,1.15585,1.15578,1.15582,137.69 +09.09.2018 23:30:00.000,1.15581,1.15586,1.15570,1.15570,164.19 +09.09.2018 23:35:00.000,1.15568,1.15571,1.15554,1.15554,386.20000000000005 +09.09.2018 23:40:00.000,1.15555,1.15566,1.15550,1.15565,126.31 +09.09.2018 23:45:00.000,1.15564,1.15583,1.15564,1.15583,129.65 +09.09.2018 23:50:00.000,1.15582,1.15591,1.15580,1.15585,232.8 +09.09.2018 23:55:00.000,1.15585,1.15608,1.15584,1.15607,380.58 +10.09.2018 00:00:00.000,1.15605,1.15605,1.15580,1.15580,437.04 +10.09.2018 00:05:00.000,1.15580,1.15605,1.15580,1.15589,372.47999999999996 +10.09.2018 00:10:00.000,1.15590,1.15590,1.15573,1.15579,298.82 +10.09.2018 00:15:00.000,1.15580,1.15585,1.15563,1.15563,296.53999999999996 +10.09.2018 00:20:00.000,1.15564,1.15597,1.15563,1.15593,435.01 +10.09.2018 00:25:00.000,1.15593,1.15593,1.15569,1.15580,568.37 +10.09.2018 00:30:00.000,1.15580,1.15591,1.15568,1.15580,618 +10.09.2018 00:35:00.000,1.15579,1.15582,1.15564,1.15565,542 +10.09.2018 00:40:00.000,1.15565,1.15567,1.15544,1.15550,522.2 +10.09.2018 00:45:00.000,1.15552,1.15621,1.15552,1.15619,801.79 +10.09.2018 00:50:00.000,1.15617,1.15638,1.15609,1.15638,843.0899999999999 +10.09.2018 00:55:00.000,1.15637,1.15640,1.15614,1.15640,739.37 +10.09.2018 01:00:00.000,1.15640,1.15640,1.15609,1.15610,610.88 +10.09.2018 01:05:00.000,1.15613,1.15620,1.15600,1.15606,548.64 +10.09.2018 01:10:00.000,1.15606,1.15611,1.15586,1.15589,625.38 +10.09.2018 01:15:00.000,1.15589,1.15626,1.15589,1.15601,715.6899999999999 +10.09.2018 01:20:00.000,1.15599,1.15605,1.15570,1.15575,689.89 +10.09.2018 01:25:00.000,1.15576,1.15596,1.15573,1.15589,410.59 +10.09.2018 01:30:00.000,1.15589,1.15606,1.15584,1.15589,557.12 +10.09.2018 01:35:00.000,1.15589,1.15590,1.15549,1.15562,726.57 +10.09.2018 01:40:00.000,1.15562,1.15571,1.15552,1.15556,583.94 +10.09.2018 01:45:00.000,1.15555,1.15559,1.15530,1.15536,784.0799999999999 +10.09.2018 01:50:00.000,1.15536,1.15546,1.15528,1.15545,517.6 +10.09.2018 01:55:00.000,1.15546,1.15550,1.15494,1.15498,650.13 +10.09.2018 02:00:00.000,1.15498,1.15527,1.15495,1.15523,672.37 +10.09.2018 02:05:00.000,1.15521,1.15526,1.15501,1.15512,425.5 +10.09.2018 02:10:00.000,1.15510,1.15538,1.15501,1.15535,617.64 +10.09.2018 02:15:00.000,1.15535,1.15552,1.15532,1.15541,460.21999999999997 +10.09.2018 02:20:00.000,1.15542,1.15548,1.15511,1.15520,445.5 +10.09.2018 02:25:00.000,1.15520,1.15527,1.15514,1.15523,561.1400000000001 +10.09.2018 02:30:00.000,1.15522,1.15527,1.15515,1.15517,522.74 +10.09.2018 02:35:00.000,1.15518,1.15528,1.15511,1.15524,313.81 +10.09.2018 02:40:00.000,1.15523,1.15525,1.15505,1.15516,630.9499999999999 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05:10:00.000,1.15456,1.15477,1.15456,1.15469,460.91 +10.09.2018 05:15:00.000,1.15469,1.15482,1.15467,1.15478,576.27 +10.09.2018 05:20:00.000,1.15481,1.15483,1.15469,1.15471,513.5699999999999 +10.09.2018 05:25:00.000,1.15471,1.15476,1.15466,1.15472,340.00000000000006 +10.09.2018 05:30:00.000,1.15472,1.15477,1.15467,1.15473,385.64 +10.09.2018 05:35:00.000,1.15473,1.15473,1.15442,1.15457,329.46000000000004 +10.09.2018 05:40:00.000,1.15456,1.15462,1.15456,1.15462,125.55 +10.09.2018 05:45:00.000,1.15462,1.15466,1.15456,1.15459,231.15 +10.09.2018 05:50:00.000,1.15458,1.15479,1.15457,1.15476,302.38 +10.09.2018 05:55:00.000,1.15477,1.15517,1.15477,1.15516,462.82000000000005 +10.09.2018 06:00:00.000,1.15514,1.15517,1.15440,1.15451,979.5300000000001 +10.09.2018 06:05:00.000,1.15451,1.15478,1.15451,1.15467,789.02 +10.09.2018 06:10:00.000,1.15468,1.15498,1.15462,1.15493,749.02 +10.09.2018 06:15:00.000,1.15494,1.15518,1.15481,1.15512,915.9399999999999 +10.09.2018 06:20:00.000,1.15512,1.15530,1.15504,1.15518,754.11 +10.09.2018 06:25:00.000,1.15518,1.15539,1.15516,1.15537,678.73 +10.09.2018 06:30:00.000,1.15538,1.15538,1.15502,1.15508,804.2800000000001 +10.09.2018 06:35:00.000,1.15505,1.15511,1.15471,1.15471,958.82 +10.09.2018 06:40:00.000,1.15471,1.15479,1.15429,1.15440,818.6800000000001 +10.09.2018 06:45:00.000,1.15440,1.15440,1.15260,1.15278,1547.55 +10.09.2018 06:50:00.000,1.15279,1.15337,1.15275,1.15332,964.21 +10.09.2018 06:55:00.000,1.15333,1.15345,1.15320,1.15327,1030.27 +10.09.2018 07:00:00.000,1.15330,1.15381,1.15330,1.15378,1044.43 +10.09.2018 07:05:00.000,1.15378,1.15422,1.15360,1.15413,890.51 +10.09.2018 07:10:00.000,1.15414,1.15435,1.15385,1.15430,1204.3700000000001 +10.09.2018 07:15:00.000,1.15428,1.15464,1.15421,1.15455,1184.15 +10.09.2018 07:20:00.000,1.15455,1.15485,1.15437,1.15468,932.5500000000001 +10.09.2018 07:25:00.000,1.15470,1.15508,1.15445,1.15496,1245.3200000000002 +10.09.2018 07:30:00.000,1.15496,1.15528,1.15485,1.15521,1099.1200000000001 +10.09.2018 07:35:00.000,1.15522,1.15597,1.15522,1.15572,1392 +10.09.2018 07:40:00.000,1.15574,1.15589,1.15548,1.15559,1056.49 +10.09.2018 07:45:00.000,1.15560,1.15649,1.15560,1.15640,1144.4099999999999 +10.09.2018 07:50:00.000,1.15639,1.15675,1.15619,1.15630,1535.4099999999999 +10.09.2018 07:55:00.000,1.15631,1.15670,1.15601,1.15661,1345.94 +10.09.2018 08:00:00.000,1.15661,1.15697,1.15628,1.15650,1578.97 +10.09.2018 08:05:00.000,1.15650,1.15666,1.15619,1.15655,1248.88 +10.09.2018 08:10:00.000,1.15657,1.15676,1.15650,1.15650,968.97 +10.09.2018 08:15:00.000,1.15650,1.15665,1.15628,1.15650,1078.76 +10.09.2018 08:20:00.000,1.15650,1.15693,1.15636,1.15684,1277.2 +10.09.2018 08:25:00.000,1.15684,1.15685,1.15645,1.15655,967.94 +10.09.2018 08:30:00.000,1.15654,1.15670,1.15627,1.15649,1140.58 +10.09.2018 08:35:00.000,1.15650,1.15664,1.15620,1.15630,880.22 +10.09.2018 08:40:00.000,1.15630,1.15673,1.15625,1.15666,874.95 +10.09.2018 08:45:00.000,1.15665,1.15737,1.15660,1.15709,1025.08 +10.09.2018 08:50:00.000,1.15708,1.15733,1.15678,1.15678,1182.52 +10.09.2018 08:55:00.000,1.15678,1.15723,1.15667,1.15708,1326.0800000000002 +10.09.2018 09:00:00.000,1.15709,1.15746,1.15683,1.15727,1219.19 +10.09.2018 09:05:00.000,1.15725,1.15744,1.15715,1.15730,951.96 +10.09.2018 09:10:00.000,1.15731,1.15778,1.15720,1.15773,1170.98 +10.09.2018 09:15:00.000,1.15774,1.15788,1.15757,1.15785,1301.32 +10.09.2018 09:20:00.000,1.15785,1.15816,1.15772,1.15783,957.2799999999999 +10.09.2018 09:25:00.000,1.15782,1.15843,1.15782,1.15842,1113.72 +10.09.2018 09:30:00.000,1.15840,1.15842,1.15793,1.15804,1183.1 +10.09.2018 09:35:00.000,1.15808,1.15814,1.15776,1.15778,839.9300000000001 +10.09.2018 09:40:00.000,1.15779,1.15818,1.15777,1.15798,784.41 +10.09.2018 09:45:00.000,1.15798,1.15798,1.15758,1.15764,686.19 +10.09.2018 09:50:00.000,1.15765,1.15785,1.15750,1.15756,969.04 +10.09.2018 09:55:00.000,1.15757,1.15767,1.15750,1.15766,866.3700000000001 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11:10:00.000,1.15704,1.15741,1.15700,1.15734,854.1800000000001 +10.09.2018 11:15:00.000,1.15732,1.15761,1.15732,1.15740,848.02 +10.09.2018 11:20:00.000,1.15740,1.15757,1.15733,1.15746,564.68 +10.09.2018 11:25:00.000,1.15746,1.15755,1.15732,1.15735,494.12 +10.09.2018 11:30:00.000,1.15735,1.15736,1.15713,1.15714,756.1099999999999 +10.09.2018 11:35:00.000,1.15714,1.15749,1.15713,1.15740,688.31 +10.09.2018 11:40:00.000,1.15740,1.15761,1.15739,1.15744,733.6800000000001 +10.09.2018 11:45:00.000,1.15743,1.15776,1.15739,1.15773,736.9100000000001 +10.09.2018 11:50:00.000,1.15773,1.15793,1.15762,1.15779,706.22 +10.09.2018 11:55:00.000,1.15778,1.15779,1.15710,1.15716,1172.2 +10.09.2018 12:00:00.000,1.15719,1.15722,1.15693,1.15706,983.5400000000001 +10.09.2018 12:05:00.000,1.15705,1.15717,1.15691,1.15710,671.31 +10.09.2018 12:10:00.000,1.15710,1.15734,1.15701,1.15703,855.6 +10.09.2018 12:15:00.000,1.15704,1.15728,1.15685,1.15706,1044.27 +10.09.2018 12:20:00.000,1.15706,1.15760,1.15694,1.15760,951.95 +10.09.2018 12:25:00.000,1.15760,1.15794,1.15750,1.15791,784.99 +10.09.2018 12:30:00.000,1.15792,1.15799,1.15769,1.15796,1266.73 +10.09.2018 12:35:00.000,1.15797,1.15814,1.15776,1.15801,964.22 +10.09.2018 12:40:00.000,1.15801,1.15809,1.15783,1.15795,929.58 +10.09.2018 12:45:00.000,1.15797,1.15861,1.15795,1.15855,1080.85 +10.09.2018 12:50:00.000,1.15853,1.15954,1.15829,1.15923,1676 +10.09.2018 12:55:00.000,1.15923,1.16043,1.15913,1.16030,2121.08 +10.09.2018 13:00:00.000,1.16030,1.16161,1.16008,1.16065,2344.97 +10.09.2018 13:05:00.000,1.16064,1.16123,1.16050,1.16066,2089.52 +10.09.2018 13:10:00.000,1.16067,1.16125,1.16054,1.16066,1594.9499999999998 +10.09.2018 13:15:00.000,1.16066,1.16075,1.16034,1.16063,1537.4 +10.09.2018 13:20:00.000,1.16063,1.16072,1.16035,1.16060,1406.3 +10.09.2018 13:25:00.000,1.16061,1.16075,1.16038,1.16038,1072.5500000000002 +10.09.2018 13:30:00.000,1.16035,1.16038,1.15987,1.16008,1538.06 +10.09.2018 13:35:00.000,1.16008,1.16030,1.15969,1.16019,1236.18 +10.09.2018 13:40:00.000,1.16018,1.16036,1.15984,1.15992,1252.1399999999999 +10.09.2018 13:45:00.000,1.15994,1.16006,1.15974,1.16006,1196.19 +10.09.2018 13:50:00.000,1.16005,1.16039,1.15991,1.16033,1155.6399999999999 +10.09.2018 13:55:00.000,1.16034,1.16052,1.15974,1.15999,1410.7099999999998 +10.09.2018 14:00:00.000,1.15998,1.16048,1.15974,1.16045,1354.73 +10.09.2018 14:05:00.000,1.16045,1.16065,1.16011,1.16057,1101.33 +10.09.2018 14:10:00.000,1.16056,1.16089,1.16040,1.16082,1298.78 +10.09.2018 14:15:00.000,1.16082,1.16096,1.16055,1.16056,1431.46 +10.09.2018 14:20:00.000,1.16056,1.16092,1.16040,1.16076,914.74 +10.09.2018 14:25:00.000,1.16075,1.16096,1.16061,1.16081,885.1999999999999 +10.09.2018 14:30:00.000,1.16080,1.16112,1.16065,1.16101,900.57 +10.09.2018 14:35:00.000,1.16101,1.16126,1.16076,1.16080,1107.06 +10.09.2018 14:40:00.000,1.16080,1.16110,1.16080,1.16099,636.3499999999999 +10.09.2018 14:45:00.000,1.16100,1.16126,1.16044,1.16096,1295.97 +10.09.2018 14:50:00.000,1.16096,1.16104,1.16061,1.16071,1097.44 +10.09.2018 14:55:00.000,1.16071,1.16091,1.16030,1.16051,1587.0500000000002 +10.09.2018 15:00:00.000,1.16050,1.16068,1.16016,1.16061,1268.2399999999998 +10.09.2018 15:05:00.000,1.16063,1.16075,1.16052,1.16064,842.68 +10.09.2018 15:10:00.000,1.16065,1.16067,1.16030,1.16057,718.8100000000001 +10.09.2018 15:15:00.000,1.16058,1.16073,1.16050,1.16057,841.0200000000001 +10.09.2018 15:20:00.000,1.16057,1.16081,1.16040,1.16074,649.95 +10.09.2018 15:25:00.000,1.16073,1.16095,1.16068,1.16068,814.01 +10.09.2018 15:30:00.000,1.16069,1.16069,1.16026,1.16046,1180.05 +10.09.2018 15:35:00.000,1.16046,1.16050,1.16031,1.16044,926.79 +10.09.2018 15:40:00.000,1.16044,1.16059,1.16029,1.16050,824.73 +10.09.2018 15:45:00.000,1.16050,1.16063,1.16048,1.16060,557.28 +10.09.2018 15:50:00.000,1.16060,1.16075,1.16044,1.16046,576.26 +10.09.2018 15:55:00.000,1.16046,1.16053,1.16023,1.16037,675.59 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17:10:00.000,1.16008,1.16018,1.15979,1.15980,460.4 +10.09.2018 17:15:00.000,1.15980,1.15996,1.15960,1.15963,711.63 +10.09.2018 17:20:00.000,1.15965,1.15986,1.15964,1.15967,508.6 +10.09.2018 17:25:00.000,1.15971,1.15976,1.15956,1.15969,724.7399999999999 +10.09.2018 17:30:00.000,1.15969,1.16007,1.15969,1.15999,553.76 +10.09.2018 17:35:00.000,1.16002,1.16007,1.15988,1.15990,732.5699999999999 +10.09.2018 17:40:00.000,1.15992,1.16005,1.15986,1.16004,385.98999999999995 +10.09.2018 17:45:00.000,1.16003,1.16004,1.15980,1.15982,326.16 +10.09.2018 17:50:00.000,1.15981,1.15984,1.15965,1.15975,534.4 +10.09.2018 17:55:00.000,1.15978,1.15984,1.15961,1.15970,512.09 +10.09.2018 18:00:00.000,1.15970,1.15971,1.15936,1.15956,629.48 +10.09.2018 18:05:00.000,1.15956,1.15988,1.15952,1.15973,627.46 +10.09.2018 18:10:00.000,1.15973,1.15976,1.15965,1.15970,441.11000000000007 +10.09.2018 18:15:00.000,1.15970,1.15971,1.15960,1.15965,601.56 +10.09.2018 18:20:00.000,1.15965,1.15971,1.15961,1.15965,454.48 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19:35:00.000,1.15939,1.15951,1.15939,1.15941,463.43000000000006 +10.09.2018 19:40:00.000,1.15940,1.15959,1.15934,1.15950,488.15999999999997 +10.09.2018 19:45:00.000,1.15950,1.15950,1.15934,1.15935,436.02000000000004 +10.09.2018 19:50:00.000,1.15934,1.15947,1.15925,1.15946,394.97 +10.09.2018 19:55:00.000,1.15945,1.15965,1.15939,1.15965,445.65 +10.09.2018 20:00:00.000,1.15963,1.15963,1.15949,1.15961,327.27 +10.09.2018 20:05:00.000,1.15964,1.15970,1.15960,1.15965,199.90000000000003 +10.09.2018 20:10:00.000,1.15967,1.15970,1.15955,1.15957,170.45999999999998 +10.09.2018 20:15:00.000,1.15956,1.15966,1.15954,1.15964,179 +10.09.2018 20:20:00.000,1.15963,1.15976,1.15962,1.15971,155.47 +10.09.2018 20:25:00.000,1.15973,1.15983,1.15973,1.15982,111.5 +10.09.2018 20:30:00.000,1.15980,1.15980,1.15970,1.15970,229.92000000000002 +10.09.2018 20:35:00.000,1.15971,1.15973,1.15966,1.15967,413.05999999999995 +10.09.2018 20:40:00.000,1.15965,1.15966,1.15959,1.15963,205.90999999999997 +10.09.2018 20:45:00.000,1.15963,1.15967,1.15956,1.15957,410.79999999999995 +10.09.2018 20:50:00.000,1.15957,1.15959,1.15946,1.15959,455.94 +10.09.2018 20:55:00.000,1.15959,1.15959,1.15924,1.15924,433.53 +10.09.2018 21:00:00.000,1.15916,1.15940,1.15908,1.15939,29.240000000000002 +10.09.2018 21:05:00.000,1.15943,1.15957,1.15939,1.15956,234.01999999999998 +10.09.2018 21:10:00.000,1.15956,1.15959,1.15952,1.15953,90.47999999999999 +10.09.2018 21:15:00.000,1.15953,1.15956,1.15951,1.15953,152.79000000000002 +10.09.2018 21:20:00.000,1.15953,1.15957,1.15951,1.15953,70.76 +10.09.2018 21:25:00.000,1.15953,1.15962,1.15952,1.15961,171.3 +10.09.2018 21:30:00.000,1.15962,1.15976,1.15933,1.15943,299.19 +10.09.2018 21:35:00.000,1.15943,1.15948,1.15943,1.15945,47.07000000000001 +10.09.2018 21:40:00.000,1.15946,1.15961,1.15941,1.15961,80.60999999999999 +10.09.2018 21:45:00.000,1.15959,1.15971,1.15956,1.15966,159.4 +10.09.2018 21:50:00.000,1.15967,1.15968,1.15965,1.15966,116.44 +10.09.2018 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01:35:00.000,1.15839,1.15844,1.15831,1.15833,385.43 +11.09.2018 01:40:00.000,1.15833,1.15833,1.15776,1.15799,843.78 +11.09.2018 01:45:00.000,1.15798,1.15834,1.15797,1.15834,466.09000000000003 +11.09.2018 01:50:00.000,1.15832,1.15840,1.15828,1.15839,340.08 +11.09.2018 01:55:00.000,1.15839,1.15870,1.15837,1.15863,408.28 +11.09.2018 02:00:00.000,1.15862,1.15862,1.15848,1.15856,486.81 +11.09.2018 02:05:00.000,1.15857,1.15859,1.15850,1.15855,312.28000000000003 +11.09.2018 02:10:00.000,1.15855,1.15901,1.15855,1.15897,304.63 +11.09.2018 02:15:00.000,1.15896,1.15896,1.15868,1.15869,422.49000000000007 +11.09.2018 02:20:00.000,1.15872,1.15875,1.15843,1.15844,299.28999999999996 +11.09.2018 02:25:00.000,1.15844,1.15860,1.15844,1.15854,354.35999999999996 +11.09.2018 02:30:00.000,1.15853,1.15853,1.15838,1.15844,313.39 +11.09.2018 02:35:00.000,1.15844,1.15865,1.15843,1.15850,329.45 +11.09.2018 02:40:00.000,1.15851,1.15851,1.15834,1.15836,258.94 +11.09.2018 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05:15:00.000,1.15993,1.15995,1.15987,1.15989,488.5 +11.09.2018 05:20:00.000,1.15988,1.15997,1.15978,1.15978,316.57000000000005 +11.09.2018 05:25:00.000,1.15979,1.15995,1.15974,1.15986,381.37 +11.09.2018 05:30:00.000,1.15987,1.16000,1.15980,1.15997,341.82 +11.09.2018 05:35:00.000,1.15996,1.16040,1.15993,1.16040,317.7 +11.09.2018 05:40:00.000,1.16043,1.16098,1.16043,1.16070,681.02 +11.09.2018 05:45:00.000,1.16070,1.16127,1.16065,1.16125,780.47 +11.09.2018 05:50:00.000,1.16125,1.16125,1.16086,1.16091,691.31 +11.09.2018 05:55:00.000,1.16090,1.16127,1.16085,1.16125,757.38 +11.09.2018 06:00:00.000,1.16124,1.16179,1.16084,1.16141,956.1800000000001 +11.09.2018 06:05:00.000,1.16140,1.16160,1.16122,1.16156,904.92 +11.09.2018 06:10:00.000,1.16157,1.16157,1.16108,1.16113,652.69 +11.09.2018 06:15:00.000,1.16112,1.16159,1.16111,1.16148,907.3100000000001 +11.09.2018 06:20:00.000,1.16148,1.16197,1.16148,1.16187,1001.95 +11.09.2018 06:25:00.000,1.16184,1.16207,1.16171,1.16206,1111.78 +11.09.2018 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10:10:00.000,1.15929,1.15939,1.15917,1.15924,1001.44 +11.09.2018 10:15:00.000,1.15924,1.15932,1.15912,1.15919,796.4799999999999 +11.09.2018 10:20:00.000,1.15918,1.15934,1.15857,1.15872,1269.33 +11.09.2018 10:25:00.000,1.15873,1.15894,1.15868,1.15878,1027.54 +11.09.2018 10:30:00.000,1.15878,1.15881,1.15813,1.15828,1361.23 +11.09.2018 10:35:00.000,1.15828,1.15830,1.15760,1.15776,1305.9599999999998 +11.09.2018 10:40:00.000,1.15777,1.15830,1.15768,1.15825,1051 +11.09.2018 10:45:00.000,1.15825,1.15843,1.15809,1.15819,736.8799999999999 +11.09.2018 10:50:00.000,1.15817,1.15862,1.15816,1.15843,1045.18 +11.09.2018 10:55:00.000,1.15844,1.15875,1.15844,1.15846,1331.19 +11.09.2018 11:00:00.000,1.15845,1.15847,1.15794,1.15799,1039.69 +11.09.2018 11:05:00.000,1.15798,1.15844,1.15794,1.15820,948.4399999999999 +11.09.2018 11:10:00.000,1.15820,1.15855,1.15820,1.15854,994.6500000000001 +11.09.2018 11:15:00.000,1.15855,1.15855,1.15829,1.15839,708.34 +11.09.2018 11:20:00.000,1.15839,1.15877,1.15837,1.15863,837.37 +11.09.2018 11:25:00.000,1.15863,1.15863,1.15833,1.15845,790.2199999999999 +11.09.2018 11:30:00.000,1.15843,1.15867,1.15838,1.15851,429.97 +11.09.2018 11:35:00.000,1.15851,1.15868,1.15844,1.15854,611.25 +11.09.2018 11:40:00.000,1.15856,1.15867,1.15850,1.15855,505.13 +11.09.2018 11:45:00.000,1.15855,1.15891,1.15854,1.15878,647.74 +11.09.2018 11:50:00.000,1.15878,1.15887,1.15850,1.15869,788.98 +11.09.2018 11:55:00.000,1.15872,1.15886,1.15799,1.15808,1214.17 +11.09.2018 12:00:00.000,1.15809,1.15827,1.15697,1.15726,1693.34 +11.09.2018 12:05:00.000,1.15725,1.15742,1.15654,1.15706,1222.01 +11.09.2018 12:10:00.000,1.15706,1.15749,1.15690,1.15749,1435.73 +11.09.2018 12:15:00.000,1.15742,1.15865,1.15729,1.15813,1653.01 +11.09.2018 12:20:00.000,1.15811,1.15811,1.15747,1.15782,1376.88 +11.09.2018 12:25:00.000,1.15785,1.15812,1.15766,1.15804,1023.77 +11.09.2018 12:30:00.000,1.15806,1.15831,1.15768,1.15798,1283.1599999999999 +11.09.2018 12:35:00.000,1.15796,1.15829,1.15783,1.15792,1345.76 +11.09.2018 12:40:00.000,1.15793,1.15794,1.15699,1.15723,1366.9899999999998 +11.09.2018 12:45:00.000,1.15723,1.15772,1.15709,1.15763,866.12 +11.09.2018 12:50:00.000,1.15761,1.15782,1.15740,1.15774,754.5600000000001 +11.09.2018 12:55:00.000,1.15780,1.15783,1.15750,1.15779,970.47 +11.09.2018 13:00:00.000,1.15779,1.15851,1.15775,1.15840,1148.19 +11.09.2018 13:05:00.000,1.15840,1.15874,1.15833,1.15852,1043.78 +11.09.2018 13:10:00.000,1.15851,1.15882,1.15845,1.15875,1069.3899999999999 +11.09.2018 13:15:00.000,1.15875,1.15875,1.15830,1.15848,936.6899999999999 +11.09.2018 13:20:00.000,1.15848,1.15853,1.15803,1.15833,925.6800000000001 +11.09.2018 13:25:00.000,1.15833,1.15848,1.15814,1.15843,883.14 +11.09.2018 13:30:00.000,1.15842,1.15844,1.15736,1.15742,1744.83 +11.09.2018 13:35:00.000,1.15742,1.15771,1.15739,1.15768,1457.13 +11.09.2018 13:40:00.000,1.15767,1.15784,1.15753,1.15776,1141.76 +11.09.2018 13:45:00.000,1.15776,1.15786,1.15757,1.15778,1053.75 +11.09.2018 13:50:00.000,1.15778,1.15810,1.15756,1.15794,1275.38 +11.09.2018 13:55:00.000,1.15793,1.15831,1.15779,1.15800,1119.79 +11.09.2018 14:00:00.000,1.15800,1.15838,1.15789,1.15810,1433.3700000000001 +11.09.2018 14:05:00.000,1.15814,1.15916,1.15796,1.15913,1271.99 +11.09.2018 14:10:00.000,1.15913,1.15966,1.15900,1.15942,1317.7 +11.09.2018 14:15:00.000,1.15946,1.15980,1.15923,1.15941,1218.94 +11.09.2018 14:20:00.000,1.15940,1.15986,1.15922,1.15983,1124.41 +11.09.2018 14:25:00.000,1.15984,1.15987,1.15927,1.15929,1200.61 +11.09.2018 14:30:00.000,1.15930,1.15946,1.15884,1.15891,1001.81 +11.09.2018 14:35:00.000,1.15890,1.15897,1.15848,1.15852,936.52 +11.09.2018 14:40:00.000,1.15851,1.15857,1.15808,1.15821,1044.6799999999998 +11.09.2018 14:45:00.000,1.15822,1.15874,1.15805,1.15873,1024.33 +11.09.2018 14:50:00.000,1.15874,1.15922,1.15857,1.15875,1301.3000000000002 +11.09.2018 14:55:00.000,1.15876,1.15881,1.15837,1.15838,1432.47 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16:10:00.000,1.15851,1.15852,1.15837,1.15838,695.7499999999999 +11.09.2018 16:15:00.000,1.15838,1.15885,1.15838,1.15883,444.98 +11.09.2018 16:20:00.000,1.15885,1.15907,1.15876,1.15881,745.47 +11.09.2018 16:25:00.000,1.15880,1.15889,1.15867,1.15883,585 +11.09.2018 16:30:00.000,1.15882,1.15927,1.15881,1.15920,746.6300000000001 +11.09.2018 16:35:00.000,1.15920,1.15949,1.15918,1.15932,767.03 +11.09.2018 16:40:00.000,1.15932,1.15976,1.15926,1.15975,953.77 +11.09.2018 16:45:00.000,1.15975,1.15975,1.15920,1.15932,847.9 +11.09.2018 16:50:00.000,1.15935,1.15942,1.15886,1.15887,592.76 +11.09.2018 16:55:00.000,1.15887,1.15895,1.15872,1.15879,683.66 +11.09.2018 17:00:00.000,1.15882,1.15883,1.15845,1.15845,947.45 +11.09.2018 17:05:00.000,1.15846,1.15871,1.15845,1.15865,794.78 +11.09.2018 17:10:00.000,1.15866,1.15875,1.15854,1.15863,788.98 +11.09.2018 17:15:00.000,1.15863,1.15885,1.15855,1.15875,709.3600000000001 +11.09.2018 17:20:00.000,1.15875,1.15900,1.15867,1.15887,842.66 +11.09.2018 17:25:00.000,1.15888,1.15928,1.15883,1.15909,819.98 +11.09.2018 17:30:00.000,1.15908,1.15912,1.15897,1.15907,983.01 +11.09.2018 17:35:00.000,1.15906,1.15927,1.15892,1.15923,668.72 +11.09.2018 17:40:00.000,1.15923,1.15961,1.15921,1.15944,496.15000000000003 +11.09.2018 17:45:00.000,1.15941,1.15950,1.15921,1.15941,547.36 +11.09.2018 17:50:00.000,1.15942,1.15946,1.15922,1.15936,502.61999999999995 +11.09.2018 17:55:00.000,1.15936,1.15954,1.15902,1.15905,888.32 +11.09.2018 18:00:00.000,1.15905,1.15934,1.15898,1.15918,861.05 +11.09.2018 18:05:00.000,1.15920,1.15920,1.15862,1.15865,928.8199999999999 +11.09.2018 18:10:00.000,1.15865,1.15866,1.15851,1.15862,725.1700000000001 +11.09.2018 18:15:00.000,1.15862,1.15868,1.15846,1.15862,402.52 +11.09.2018 18:20:00.000,1.15862,1.15878,1.15862,1.15877,496.01000000000005 +11.09.2018 18:25:00.000,1.15878,1.15878,1.15851,1.15860,779.36 +11.09.2018 18:30:00.000,1.15860,1.15862,1.15849,1.15856,505.99 +11.09.2018 18:35:00.000,1.15857,1.15868,1.15851,1.15867,799.72 +11.09.2018 18:40:00.000,1.15867,1.15875,1.15860,1.15865,662.75 +11.09.2018 18:45:00.000,1.15866,1.15868,1.15850,1.15857,521.95 +11.09.2018 18:50:00.000,1.15856,1.15870,1.15851,1.15868,624.8000000000001 +11.09.2018 18:55:00.000,1.15867,1.15870,1.15846,1.15851,661.2 +11.09.2018 19:00:00.000,1.15852,1.15857,1.15836,1.15856,806.76 +11.09.2018 19:05:00.000,1.15855,1.15861,1.15847,1.15855,565.3 +11.09.2018 19:10:00.000,1.15856,1.15857,1.15845,1.15847,533.52 +11.09.2018 19:15:00.000,1.15851,1.15863,1.15850,1.15859,632.72 +11.09.2018 19:20:00.000,1.15860,1.15867,1.15857,1.15862,507.52 +11.09.2018 19:25:00.000,1.15862,1.15886,1.15858,1.15883,683.75 +11.09.2018 19:30:00.000,1.15884,1.15887,1.15865,1.15866,738.04 +11.09.2018 19:35:00.000,1.15868,1.15874,1.15860,1.15871,563.16 +11.09.2018 19:40:00.000,1.15872,1.15880,1.15861,1.15869,712.1999999999999 +11.09.2018 19:45:00.000,1.15870,1.15872,1.15860,1.15867,642.65 +11.09.2018 19:50:00.000,1.15868,1.15879,1.15857,1.15867,899.8199999999999 +11.09.2018 19:55:00.000,1.15871,1.15909,1.15871,1.15909,1010.77 +11.09.2018 20:00:00.000,1.15914,1.15948,1.15900,1.15936,793.08 +11.09.2018 20:05:00.000,1.15939,1.15945,1.15917,1.15919,562.61 +11.09.2018 20:10:00.000,1.15920,1.15966,1.15913,1.15954,400.96000000000004 +11.09.2018 20:15:00.000,1.15954,1.15977,1.15953,1.15970,299.57 +11.09.2018 20:20:00.000,1.15969,1.15972,1.15942,1.15965,425.23 +11.09.2018 20:25:00.000,1.15966,1.15969,1.15951,1.15957,434.66 +11.09.2018 20:30:00.000,1.15957,1.16006,1.15951,1.16004,397.87 +11.09.2018 20:35:00.000,1.16004,1.16046,1.15996,1.16042,1020.99 +11.09.2018 20:40:00.000,1.16041,1.16120,1.16024,1.16119,911.77 +11.09.2018 20:45:00.000,1.16126,1.16126,1.16051,1.16062,657.89 +11.09.2018 20:50:00.000,1.16061,1.16065,1.16033,1.16037,492.35 +11.09.2018 20:55:00.000,1.16037,1.16063,1.16037,1.16046,463.37 +11.09.2018 21:00:00.000,1.16047,1.16052,1.16031,1.16052,38.17 +11.09.2018 21:05:00.000,1.16053,1.16055,1.15995,1.15997,351.6 +11.09.2018 21:10:00.000,1.15997,1.16036,1.15994,1.16032,359.97 +11.09.2018 21:15:00.000,1.16030,1.16039,1.16021,1.16032,300.09000000000003 +11.09.2018 21:20:00.000,1.16034,1.16034,1.16001,1.16011,195.72999999999996 +11.09.2018 21:25:00.000,1.16011,1.16021,1.15986,1.16020,291.17 +11.09.2018 21:30:00.000,1.16019,1.16023,1.15980,1.15982,306.14000000000004 +11.09.2018 21:35:00.000,1.15983,1.16009,1.15962,1.16008,814.57 +11.09.2018 21:40:00.000,1.16009,1.16024,1.15997,1.16000,239.07999999999998 +11.09.2018 21:45:00.000,1.15999,1.16010,1.15992,1.15992,362.7 +11.09.2018 21:50:00.000,1.15993,1.16000,1.15991,1.15996,106.07 +11.09.2018 21:55:00.000,1.15997,1.16000,1.15984,1.16000,344.6 +11.09.2018 22:00:00.000,1.16000,1.16017,1.15995,1.16010,268.39 +11.09.2018 22:05:00.000,1.16007,1.16014,1.16004,1.16014,109.05 +11.09.2018 22:10:00.000,1.16015,1.16021,1.16009,1.16009,208.04999999999998 +11.09.2018 22:15:00.000,1.16011,1.16016,1.16010,1.16013,116.05000000000001 +11.09.2018 22:20:00.000,1.16011,1.16016,1.16011,1.16015,101.75999999999999 +11.09.2018 22:25:00.000,1.16014,1.16018,1.16005,1.16015,107.44 +11.09.2018 22:30:00.000,1.16015,1.16023,1.16015,1.16021,187.61999999999998 +11.09.2018 22:35:00.000,1.16021,1.16030,1.16021,1.16026,113.02000000000001 +11.09.2018 22:40:00.000,1.16030,1.16031,1.16015,1.16015,211.79 +11.09.2018 22:45:00.000,1.16015,1.16026,1.16015,1.16026,122.55000000000001 +11.09.2018 22:50:00.000,1.16025,1.16026,1.16015,1.16025,189.2 +11.09.2018 22:55:00.000,1.16025,1.16031,1.16020,1.16020,208.07 +11.09.2018 23:00:00.000,1.16022,1.16031,1.16015,1.16031,172.31 +11.09.2018 23:05:00.000,1.16031,1.16036,1.16021,1.16026,129.1 +11.09.2018 23:10:00.000,1.16029,1.16029,1.16019,1.16019,100.12 +11.09.2018 23:15:00.000,1.16020,1.16020,1.16004,1.16004,124.43 +11.09.2018 23:20:00.000,1.16004,1.16014,1.16004,1.16005,112.42999999999999 +11.09.2018 23:25:00.000,1.16005,1.16012,1.16005,1.16007,110.00999999999999 +11.09.2018 23:30:00.000,1.16006,1.16008,1.15998,1.15999,154.67 +11.09.2018 23:35:00.000,1.16000,1.16001,1.15992,1.15995,164.92000000000002 +11.09.2018 23:40:00.000,1.15996,1.16000,1.15990,1.15991,67.29 +11.09.2018 23:45:00.000,1.15990,1.16000,1.15989,1.16000,151.77 +11.09.2018 23:50:00.000,1.16000,1.16000,1.15965,1.15975,364.55 +11.09.2018 23:55:00.000,1.15975,1.15976,1.15954,1.15955,223.06 +12.09.2018 00:00:00.000,1.15954,1.15966,1.15940,1.15952,564.06 +12.09.2018 00:05:00.000,1.15954,1.15974,1.15948,1.15949,552.6400000000001 +12.09.2018 00:10:00.000,1.15948,1.15952,1.15926,1.15929,691.5600000000001 +12.09.2018 00:15:00.000,1.15930,1.15941,1.15919,1.15923,553.8100000000001 +12.09.2018 00:20:00.000,1.15923,1.15942,1.15921,1.15940,308.84000000000003 +12.09.2018 00:25:00.000,1.15940,1.15942,1.15940,1.15941,131.07 +12.09.2018 00:30:00.000,1.15941,1.15941,1.15911,1.15926,530.16 +12.09.2018 00:35:00.000,1.15926,1.15952,1.15926,1.15951,469.24 +12.09.2018 00:40:00.000,1.15952,1.15971,1.15948,1.15955,494.32 +12.09.2018 00:45:00.000,1.15954,1.15962,1.15948,1.15957,351.5 +12.09.2018 00:50:00.000,1.15956,1.15973,1.15945,1.15972,385.13 +12.09.2018 00:55:00.000,1.15970,1.15989,1.15969,1.15974,510.05000000000007 +12.09.2018 01:00:00.000,1.15973,1.15977,1.15955,1.15957,353.15000000000003 +12.09.2018 01:05:00.000,1.15956,1.15966,1.15953,1.15955,388.66 +12.09.2018 01:10:00.000,1.15954,1.15954,1.15912,1.15914,622.65 +12.09.2018 01:15:00.000,1.15914,1.15927,1.15914,1.15920,383.75 +12.09.2018 01:20:00.000,1.15921,1.15935,1.15919,1.15931,295.96000000000004 +12.09.2018 01:25:00.000,1.15932,1.15935,1.15904,1.15911,354.05 +12.09.2018 01:30:00.000,1.15910,1.15916,1.15901,1.15915,446.48999999999995 +12.09.2018 01:35:00.000,1.15915,1.15925,1.15915,1.15916,376.13 +12.09.2018 01:40:00.000,1.15917,1.15927,1.15910,1.15911,471.77 +12.09.2018 01:45:00.000,1.15911,1.15911,1.15881,1.15892,518.2 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05:35:00.000,1.15839,1.15839,1.15799,1.15809,713.1899999999999 +12.09.2018 05:40:00.000,1.15810,1.15842,1.15809,1.15830,580.5 +12.09.2018 05:45:00.000,1.15830,1.15860,1.15830,1.15859,504.57 +12.09.2018 05:50:00.000,1.15860,1.15873,1.15851,1.15859,519.14 +12.09.2018 05:55:00.000,1.15859,1.15878,1.15832,1.15835,625.3100000000001 +12.09.2018 06:00:00.000,1.15834,1.15903,1.15831,1.15903,848.1700000000001 +12.09.2018 06:05:00.000,1.15904,1.15954,1.15904,1.15924,784.1 +12.09.2018 06:10:00.000,1.15924,1.15939,1.15914,1.15936,773.05 +12.09.2018 06:15:00.000,1.15935,1.15973,1.15926,1.15952,950.25 +12.09.2018 06:20:00.000,1.15952,1.15952,1.15904,1.15926,983.23 +12.09.2018 06:25:00.000,1.15927,1.15944,1.15910,1.15927,1065.3000000000002 +12.09.2018 06:30:00.000,1.15928,1.15942,1.15860,1.15872,1068.95 +12.09.2018 06:35:00.000,1.15872,1.15893,1.15866,1.15876,786.49 +12.09.2018 06:40:00.000,1.15875,1.15877,1.15833,1.15865,1067.49 +12.09.2018 06:45:00.000,1.15865,1.15865,1.15830,1.15837,851.75 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08:00:00.000,1.15966,1.16028,1.15950,1.16024,995.46 +12.09.2018 08:05:00.000,1.16024,1.16025,1.15972,1.15996,910.5699999999999 +12.09.2018 08:10:00.000,1.15997,1.16038,1.15942,1.15944,1084.1100000000001 +12.09.2018 08:15:00.000,1.15944,1.16001,1.15935,1.16001,998.97 +12.09.2018 08:20:00.000,1.16001,1.16028,1.15994,1.15995,1114.51 +12.09.2018 08:25:00.000,1.15995,1.16038,1.15994,1.16010,1145.98 +12.09.2018 08:30:00.000,1.16010,1.16047,1.15990,1.15999,956.3000000000001 +12.09.2018 08:35:00.000,1.16000,1.16036,1.15852,1.15927,1106.34 +12.09.2018 08:40:00.000,1.15928,1.15928,1.15805,1.15848,2019.3200000000002 +12.09.2018 08:45:00.000,1.15847,1.15847,1.15758,1.15822,1385.04 +12.09.2018 08:50:00.000,1.15821,1.15873,1.15817,1.15857,1135.98 +12.09.2018 08:55:00.000,1.15858,1.15907,1.15850,1.15904,1174.0800000000002 +12.09.2018 09:00:00.000,1.15903,1.15906,1.15831,1.15840,1142.3799999999999 +12.09.2018 09:05:00.000,1.15841,1.15894,1.15840,1.15876,1024.13 +12.09.2018 09:10:00.000,1.15872,1.15919,1.15852,1.15888,932.97 +12.09.2018 09:15:00.000,1.15890,1.15953,1.15887,1.15916,1140.35 +12.09.2018 09:20:00.000,1.15916,1.15936,1.15893,1.15920,984.5300000000001 +12.09.2018 09:25:00.000,1.15920,1.15942,1.15903,1.15923,805.19 +12.09.2018 09:30:00.000,1.15922,1.15986,1.15916,1.15982,976.2 +12.09.2018 09:35:00.000,1.15981,1.15983,1.15930,1.15939,1133.8700000000001 +12.09.2018 09:40:00.000,1.15940,1.15978,1.15936,1.15960,1023.3199999999999 +12.09.2018 09:45:00.000,1.15958,1.15978,1.15945,1.15971,802.61 +12.09.2018 09:50:00.000,1.15972,1.15974,1.15931,1.15943,781.74 +12.09.2018 09:55:00.000,1.15943,1.15966,1.15936,1.15946,687.12 +12.09.2018 10:00:00.000,1.15944,1.15951,1.15905,1.15919,907.52 +12.09.2018 10:05:00.000,1.15919,1.15952,1.15916,1.15921,1006.71 +12.09.2018 10:10:00.000,1.15923,1.15935,1.15901,1.15901,766.67 +12.09.2018 10:15:00.000,1.15903,1.15910,1.15873,1.15891,882.17 +12.09.2018 10:20:00.000,1.15894,1.15926,1.15884,1.15926,1044.12 +12.09.2018 10:25:00.000,1.15925,1.15937,1.15921,1.15922,767.0600000000001 +12.09.2018 10:30:00.000,1.15920,1.15952,1.15910,1.15915,600.51 +12.09.2018 10:35:00.000,1.15915,1.15930,1.15900,1.15905,684.9000000000001 +12.09.2018 10:40:00.000,1.15905,1.15921,1.15890,1.15904,640.11 +12.09.2018 10:45:00.000,1.15903,1.15907,1.15850,1.15869,1166.81 +12.09.2018 10:50:00.000,1.15871,1.15875,1.15833,1.15865,926.6800000000001 +12.09.2018 10:55:00.000,1.15869,1.15869,1.15791,1.15804,1005.0999999999999 +12.09.2018 11:00:00.000,1.15806,1.15830,1.15791,1.15827,1197.83 +12.09.2018 11:05:00.000,1.15826,1.15838,1.15818,1.15822,698.15 +12.09.2018 11:10:00.000,1.15822,1.15846,1.15720,1.15736,1245.73 +12.09.2018 11:15:00.000,1.15736,1.15806,1.15732,1.15767,1263.2 +12.09.2018 11:20:00.000,1.15768,1.15823,1.15752,1.15811,1283.99 +12.09.2018 11:25:00.000,1.15812,1.15930,1.15756,1.15831,1295.87 +12.09.2018 11:30:00.000,1.15822,1.15840,1.15767,1.15791,1521.5 +12.09.2018 11:35:00.000,1.15793,1.15819,1.15764,1.15776,1089.71 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12:50:00.000,1.15922,1.15991,1.15913,1.15965,1806.73 +12.09.2018 12:55:00.000,1.15967,1.15986,1.15906,1.15921,1516.6100000000001 +12.09.2018 13:00:00.000,1.15921,1.15928,1.15875,1.15921,1375.78 +12.09.2018 13:05:00.000,1.15920,1.15979,1.15911,1.15945,1227.49 +12.09.2018 13:10:00.000,1.15945,1.15995,1.15930,1.15990,1231.87 +12.09.2018 13:15:00.000,1.15991,1.15999,1.15962,1.15981,1297.1100000000001 +12.09.2018 13:20:00.000,1.15980,1.15984,1.15946,1.15970,1025.6599999999999 +12.09.2018 13:25:00.000,1.15970,1.15983,1.15937,1.15937,910.8500000000001 +12.09.2018 13:30:00.000,1.15938,1.15966,1.15909,1.15916,1325.3600000000001 +12.09.2018 13:35:00.000,1.15917,1.15917,1.15874,1.15903,1085.24 +12.09.2018 13:40:00.000,1.15903,1.15955,1.15903,1.15937,1100.54 +12.09.2018 13:45:00.000,1.15938,1.15976,1.15938,1.15949,1071.29 +12.09.2018 13:50:00.000,1.15947,1.15974,1.15937,1.15953,859.2900000000001 +12.09.2018 13:55:00.000,1.15954,1.16004,1.15948,1.15977,1342.17 +12.09.2018 14:00:00.000,1.15976,1.16177,1.15969,1.16144,2078.71 +12.09.2018 14:05:00.000,1.16147,1.16199,1.16143,1.16180,1586.75 +12.09.2018 14:10:00.000,1.16180,1.16192,1.16140,1.16176,1513.5500000000002 +12.09.2018 14:15:00.000,1.16176,1.16246,1.16159,1.16240,1768.2900000000002 +12.09.2018 14:20:00.000,1.16241,1.16243,1.16194,1.16216,1303.48 +12.09.2018 14:25:00.000,1.16216,1.16229,1.16179,1.16184,1525.9100000000003 +12.09.2018 14:30:00.000,1.16185,1.16228,1.16176,1.16188,1485.82 +12.09.2018 14:35:00.000,1.16188,1.16199,1.16157,1.16175,1501.5700000000002 +12.09.2018 14:40:00.000,1.16176,1.16208,1.16167,1.16191,1299.18 +12.09.2018 14:45:00.000,1.16190,1.16209,1.16168,1.16194,1358.28 +12.09.2018 14:50:00.000,1.16193,1.16232,1.16183,1.16201,1396.1399999999999 +12.09.2018 14:55:00.000,1.16202,1.16254,1.16202,1.16246,1567.76 +12.09.2018 15:00:00.000,1.16247,1.16271,1.16219,1.16258,1724.13 +12.09.2018 15:05:00.000,1.16258,1.16276,1.16220,1.16223,1463.21 +12.09.2018 15:10:00.000,1.16221,1.16460,1.16219,1.16449,2137.09 +12.09.2018 15:15:00.000,1.16452,1.16496,1.16374,1.16464,2322.45 +12.09.2018 15:20:00.000,1.16466,1.16485,1.16433,1.16448,2044.01 +12.09.2018 15:25:00.000,1.16444,1.16444,1.16378,1.16380,1886.4399999999998 +12.09.2018 15:30:00.000,1.16382,1.16414,1.16358,1.16376,1669.02 +12.09.2018 15:35:00.000,1.16375,1.16376,1.16307,1.16308,1551.17 +12.09.2018 15:40:00.000,1.16310,1.16323,1.16260,1.16315,1492.2 +12.09.2018 15:45:00.000,1.16314,1.16334,1.16245,1.16254,1183.54 +12.09.2018 15:50:00.000,1.16255,1.16268,1.16245,1.16263,1057.04 +12.09.2018 15:55:00.000,1.16262,1.16274,1.16227,1.16260,1196.72 +12.09.2018 16:00:00.000,1.16259,1.16273,1.16240,1.16252,1106.65 +12.09.2018 16:05:00.000,1.16252,1.16275,1.16222,1.16240,1391.58 +12.09.2018 16:10:00.000,1.16239,1.16270,1.16221,1.16267,1259.24 +12.09.2018 16:15:00.000,1.16266,1.16281,1.16240,1.16256,1120.3400000000001 +12.09.2018 16:20:00.000,1.16257,1.16258,1.16224,1.16251,1195.63 +12.09.2018 16:25:00.000,1.16251,1.16260,1.16225,1.16260,1150.6499999999999 +12.09.2018 16:30:00.000,1.16260,1.16279,1.16240,1.16245,1018.0899999999999 +12.09.2018 16:35:00.000,1.16245,1.16276,1.16236,1.16267,1417.31 +12.09.2018 16:40:00.000,1.16268,1.16281,1.16232,1.16264,1139.56 +12.09.2018 16:45:00.000,1.16264,1.16284,1.16173,1.16186,1255.35 +12.09.2018 16:50:00.000,1.16185,1.16252,1.16163,1.16249,1912.51 +12.09.2018 16:55:00.000,1.16249,1.16291,1.16240,1.16291,1442.8700000000001 +12.09.2018 17:00:00.000,1.16290,1.16354,1.16279,1.16328,1630.4 +12.09.2018 17:05:00.000,1.16330,1.16354,1.16319,1.16319,1252.51 +12.09.2018 17:10:00.000,1.16320,1.16357,1.16313,1.16355,1109.5800000000002 +12.09.2018 17:15:00.000,1.16354,1.16359,1.16342,1.16359,785.1000000000001 +12.09.2018 17:20:00.000,1.16358,1.16376,1.16328,1.16348,1259.76 +12.09.2018 17:25:00.000,1.16348,1.16360,1.16342,1.16349,1154.26 +12.09.2018 17:30:00.000,1.16349,1.16377,1.16349,1.16355,848.3299999999999 +12.09.2018 17:35:00.000,1.16355,1.16369,1.16353,1.16360,652.0799999999999 +12.09.2018 17:40:00.000,1.16359,1.16387,1.16358,1.16360,999.3399999999999 +12.09.2018 17:45:00.000,1.16362,1.16388,1.16343,1.16385,1223.7400000000002 +12.09.2018 17:50:00.000,1.16386,1.16406,1.16363,1.16388,1119.96 +12.09.2018 17:55:00.000,1.16388,1.16397,1.16380,1.16390,806.8199999999999 +12.09.2018 18:00:00.000,1.16391,1.16394,1.16344,1.16350,1266.22 +12.09.2018 18:05:00.000,1.16354,1.16359,1.16333,1.16345,1204.92 +12.09.2018 18:10:00.000,1.16344,1.16360,1.16313,1.16313,1123.54 +12.09.2018 18:15:00.000,1.16314,1.16338,1.16304,1.16321,947.2700000000001 +12.09.2018 18:20:00.000,1.16324,1.16342,1.16313,1.16318,819.8 +12.09.2018 18:25:00.000,1.16319,1.16351,1.16315,1.16321,800.0000000000001 +12.09.2018 18:30:00.000,1.16322,1.16339,1.16305,1.16309,862.2199999999999 +12.09.2018 18:35:00.000,1.16310,1.16339,1.16308,1.16336,625.49 +12.09.2018 18:40:00.000,1.16334,1.16355,1.16329,1.16334,785.59 +12.09.2018 18:45:00.000,1.16337,1.16349,1.16330,1.16345,606.3699999999999 +12.09.2018 18:50:00.000,1.16344,1.16348,1.16313,1.16325,538.07 +12.09.2018 18:55:00.000,1.16329,1.16330,1.16305,1.16320,868.6199999999999 +12.09.2018 19:00:00.000,1.16319,1.16319,1.16268,1.16268,991.03 +12.09.2018 19:05:00.000,1.16269,1.16282,1.16254,1.16269,919.26 +12.09.2018 19:10:00.000,1.16269,1.16275,1.16259,1.16267,670.06 +12.09.2018 19:15:00.000,1.16269,1.16270,1.16249,1.16255,616.53 +12.09.2018 19:20:00.000,1.16255,1.16262,1.16238,1.16249,474.31 +12.09.2018 19:25:00.000,1.16248,1.16263,1.16244,1.16244,541.72 +12.09.2018 19:30:00.000,1.16244,1.16260,1.16244,1.16254,619.73 +12.09.2018 19:35:00.000,1.16254,1.16256,1.16231,1.16251,538.53 +12.09.2018 19:40:00.000,1.16250,1.16251,1.16230,1.16238,535.21 +12.09.2018 19:45:00.000,1.16239,1.16244,1.16230,1.16241,421.38 +12.09.2018 19:50:00.000,1.16241,1.16258,1.16241,1.16253,422.30999999999995 +12.09.2018 19:55:00.000,1.16252,1.16267,1.16250,1.16264,625.4300000000001 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21:10:00.000,1.16267,1.16282,1.16267,1.16278,377.11999999999995 +12.09.2018 21:15:00.000,1.16278,1.16303,1.16256,1.16260,472.01 +12.09.2018 21:20:00.000,1.16258,1.16290,1.16258,1.16265,265.14 +12.09.2018 21:25:00.000,1.16265,1.16276,1.16260,1.16262,112.83 +12.09.2018 21:30:00.000,1.16262,1.16275,1.16260,1.16261,212.6 +12.09.2018 21:35:00.000,1.16261,1.16289,1.16251,1.16268,301.33 +12.09.2018 21:40:00.000,1.16267,1.16272,1.16255,1.16261,295.42 +12.09.2018 21:45:00.000,1.16263,1.16284,1.16262,1.16282,124.82 +12.09.2018 21:50:00.000,1.16282,1.16296,1.16259,1.16281,359.04 +12.09.2018 21:55:00.000,1.16281,1.16283,1.16269,1.16279,279.88 +12.09.2018 22:00:00.000,1.16281,1.16320,1.16276,1.16314,212.7 +12.09.2018 22:05:00.000,1.16316,1.16316,1.16307,1.16309,294.41 +12.09.2018 22:10:00.000,1.16309,1.16320,1.16307,1.16313,230.35999999999999 +12.09.2018 22:15:00.000,1.16314,1.16316,1.16307,1.16313,179.69 +12.09.2018 22:20:00.000,1.16313,1.16315,1.16277,1.16277,244.99 +12.09.2018 22:25:00.000,1.16278,1.16279,1.16269,1.16275,150.38 +12.09.2018 22:30:00.000,1.16274,1.16285,1.16272,1.16284,169.36999999999998 +12.09.2018 22:35:00.000,1.16287,1.16294,1.16281,1.16282,216.92000000000002 +12.09.2018 22:40:00.000,1.16281,1.16284,1.16279,1.16284,117.38999999999999 +12.09.2018 22:45:00.000,1.16283,1.16283,1.16277,1.16278,157.82000000000002 +12.09.2018 22:50:00.000,1.16277,1.16278,1.16272,1.16273,261.65 +12.09.2018 22:55:00.000,1.16274,1.16275,1.16263,1.16275,228.89000000000001 +12.09.2018 23:00:00.000,1.16276,1.16289,1.16276,1.16284,261.59000000000003 +12.09.2018 23:05:00.000,1.16285,1.16289,1.16283,1.16287,219.07 +12.09.2018 23:10:00.000,1.16287,1.16289,1.16281,1.16289,169.56 +12.09.2018 23:15:00.000,1.16288,1.16291,1.16282,1.16283,309.95 +12.09.2018 23:20:00.000,1.16283,1.16296,1.16282,1.16294,180.82 +12.09.2018 23:25:00.000,1.16294,1.16295,1.16278,1.16278,285.51 +12.09.2018 23:30:00.000,1.16278,1.16279,1.16267,1.16270,227.7 +12.09.2018 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02:05:00.000,1.16339,1.16339,1.16310,1.16327,705.91 +13.09.2018 02:10:00.000,1.16327,1.16335,1.16325,1.16332,406.45000000000005 +13.09.2018 02:15:00.000,1.16333,1.16343,1.16326,1.16330,644.78 +13.09.2018 02:20:00.000,1.16329,1.16353,1.16329,1.16350,692.1 +13.09.2018 02:25:00.000,1.16351,1.16362,1.16348,1.16362,760.4399999999999 +13.09.2018 02:30:00.000,1.16362,1.16364,1.16337,1.16338,854 +13.09.2018 02:35:00.000,1.16338,1.16354,1.16329,1.16353,416.16999999999996 +13.09.2018 02:40:00.000,1.16354,1.16356,1.16345,1.16351,351.01 +13.09.2018 02:45:00.000,1.16351,1.16355,1.16340,1.16342,408.53000000000003 +13.09.2018 02:50:00.000,1.16342,1.16368,1.16341,1.16353,337.84999999999997 +13.09.2018 02:55:00.000,1.16354,1.16368,1.16348,1.16349,668.6099999999999 +13.09.2018 03:00:00.000,1.16349,1.16360,1.16320,1.16339,805.98 +13.09.2018 03:05:00.000,1.16339,1.16371,1.16330,1.16359,834.6800000000001 +13.09.2018 03:10:00.000,1.16361,1.16390,1.16361,1.16369,744.3699999999999 +13.09.2018 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05:35:00.000,1.16239,1.16241,1.16236,1.16240,260.28 +13.09.2018 05:40:00.000,1.16240,1.16253,1.16228,1.16229,316.65000000000003 +13.09.2018 05:45:00.000,1.16232,1.16241,1.16231,1.16231,547.82 +13.09.2018 05:50:00.000,1.16231,1.16239,1.16184,1.16184,684.37 +13.09.2018 05:55:00.000,1.16183,1.16217,1.16183,1.16205,579.89 +13.09.2018 06:00:00.000,1.16205,1.16217,1.16191,1.16206,567.69 +13.09.2018 06:05:00.000,1.16203,1.16203,1.16162,1.16176,818.99 +13.09.2018 06:10:00.000,1.16176,1.16204,1.16173,1.16204,659.3100000000001 +13.09.2018 06:15:00.000,1.16203,1.16240,1.16203,1.16230,834.7800000000001 +13.09.2018 06:20:00.000,1.16232,1.16258,1.16221,1.16240,774.09 +13.09.2018 06:25:00.000,1.16241,1.16282,1.16227,1.16280,667.67 +13.09.2018 06:30:00.000,1.16282,1.16314,1.16278,1.16278,959.76 +13.09.2018 06:35:00.000,1.16278,1.16285,1.16260,1.16278,634.25 +13.09.2018 06:40:00.000,1.16277,1.16294,1.16253,1.16293,616.9 +13.09.2018 06:45:00.000,1.16292,1.16323,1.16251,1.16323,796.49 +13.09.2018 06:50:00.000,1.16321,1.16325,1.16283,1.16283,705.18 +13.09.2018 06:55:00.000,1.16282,1.16285,1.16221,1.16244,972.9100000000001 +13.09.2018 07:00:00.000,1.16242,1.16281,1.16207,1.16249,925.4300000000001 +13.09.2018 07:05:00.000,1.16249,1.16295,1.16248,1.16266,664.8 +13.09.2018 07:10:00.000,1.16268,1.16295,1.16215,1.16218,874.77 +13.09.2018 07:15:00.000,1.16217,1.16217,1.16177,1.16201,814.76 +13.09.2018 07:20:00.000,1.16201,1.16239,1.16201,1.16238,626.74 +13.09.2018 07:25:00.000,1.16238,1.16240,1.16166,1.16181,708.05 +13.09.2018 07:30:00.000,1.16181,1.16228,1.16176,1.16188,765.02 +13.09.2018 07:35:00.000,1.16196,1.16209,1.16182,1.16188,712.86 +13.09.2018 07:40:00.000,1.16187,1.16198,1.16175,1.16177,641.64 +13.09.2018 07:45:00.000,1.16179,1.16231,1.16178,1.16216,683.0400000000001 +13.09.2018 07:50:00.000,1.16217,1.16217,1.16176,1.16183,718.03 +13.09.2018 07:55:00.000,1.16184,1.16192,1.16153,1.16153,745.51 +13.09.2018 08:00:00.000,1.16156,1.16194,1.16156,1.16172,561.26 +13.09.2018 08:05:00.000,1.16172,1.16191,1.16147,1.16164,625.96 +13.09.2018 08:10:00.000,1.16164,1.16195,1.16150,1.16186,829.71 +13.09.2018 08:15:00.000,1.16187,1.16231,1.16183,1.16226,666.73 +13.09.2018 08:20:00.000,1.16226,1.16226,1.16188,1.16210,678.02 +13.09.2018 08:25:00.000,1.16210,1.16232,1.16185,1.16187,824.24 +13.09.2018 08:30:00.000,1.16186,1.16216,1.16172,1.16216,628.61 +13.09.2018 08:35:00.000,1.16216,1.16249,1.16216,1.16240,613.49 +13.09.2018 08:40:00.000,1.16239,1.16249,1.16230,1.16234,564.11 +13.09.2018 08:45:00.000,1.16234,1.16234,1.16191,1.16199,587.05 +13.09.2018 08:50:00.000,1.16199,1.16218,1.16181,1.16217,608.04 +13.09.2018 08:55:00.000,1.16217,1.16232,1.16146,1.16146,784.17 +13.09.2018 09:00:00.000,1.16145,1.16145,1.16111,1.16131,761.3299999999999 +13.09.2018 09:05:00.000,1.16131,1.16172,1.16110,1.16111,910.8399999999999 +13.09.2018 09:10:00.000,1.16110,1.16136,1.16091,1.16110,1046.33 +13.09.2018 09:15:00.000,1.16109,1.16145,1.16091,1.16140,693.98 +13.09.2018 09:20:00.000,1.16140,1.16156,1.16135,1.16143,491.46 +13.09.2018 09:25:00.000,1.16140,1.16184,1.16136,1.16174,902.52 +13.09.2018 09:30:00.000,1.16172,1.16173,1.16135,1.16141,878.74 +13.09.2018 09:35:00.000,1.16140,1.16199,1.16140,1.16164,808.6 +13.09.2018 09:40:00.000,1.16166,1.16192,1.16161,1.16173,863.2 +13.09.2018 09:45:00.000,1.16172,1.16191,1.16161,1.16185,772.8299999999999 +13.09.2018 09:50:00.000,1.16186,1.16186,1.16148,1.16177,676.58 +13.09.2018 09:55:00.000,1.16179,1.16181,1.16164,1.16172,619.12 +13.09.2018 10:00:00.000,1.16172,1.16206,1.16156,1.16196,941.9 +13.09.2018 10:05:00.000,1.16196,1.16217,1.16189,1.16217,689.18 +13.09.2018 10:10:00.000,1.16216,1.16217,1.16196,1.16205,671.8000000000001 +13.09.2018 10:15:00.000,1.16205,1.16221,1.16196,1.16220,864.58 +13.09.2018 10:20:00.000,1.16220,1.16229,1.16209,1.16211,540.32 +13.09.2018 10:25:00.000,1.16211,1.16211,1.16191,1.16194,727.1300000000001 +13.09.2018 10:30:00.000,1.16194,1.16206,1.16183,1.16192,849.7700000000001 +13.09.2018 10:35:00.000,1.16192,1.16200,1.16176,1.16178,1024.05 +13.09.2018 10:40:00.000,1.16179,1.16209,1.16175,1.16209,573.12 +13.09.2018 10:45:00.000,1.16208,1.16211,1.16176,1.16196,764.51 +13.09.2018 10:50:00.000,1.16196,1.16249,1.16151,1.16235,1189.73 +13.09.2018 10:55:00.000,1.16235,1.16236,1.16194,1.16196,802.77 +13.09.2018 11:00:00.000,1.16194,1.16320,1.16176,1.16282,1863.1000000000001 +13.09.2018 11:05:00.000,1.16281,1.16299,1.16231,1.16273,1487.34 +13.09.2018 11:10:00.000,1.16273,1.16315,1.16266,1.16266,1135.8899999999999 +13.09.2018 11:15:00.000,1.16266,1.16286,1.16231,1.16243,955.1300000000001 +13.09.2018 11:20:00.000,1.16244,1.16281,1.16218,1.16241,967.98 +13.09.2018 11:25:00.000,1.16241,1.16296,1.16234,1.16271,1162.61 +13.09.2018 11:30:00.000,1.16272,1.16295,1.16268,1.16290,1009.74 +13.09.2018 11:35:00.000,1.16289,1.16330,1.16281,1.16311,797.19 +13.09.2018 11:40:00.000,1.16311,1.16339,1.16300,1.16324,717.89 +13.09.2018 11:45:00.000,1.16321,1.16341,1.16277,1.16326,1160.98 +13.09.2018 11:50:00.000,1.16322,1.16322,1.16273,1.16274,700.31 +13.09.2018 11:55:00.000,1.16274,1.16277,1.16213,1.16217,1317.33 +13.09.2018 12:00:00.000,1.16216,1.16238,1.16152,1.16178,1055.15 +13.09.2018 12:05:00.000,1.16178,1.16210,1.16168,1.16205,917.4200000000001 +13.09.2018 12:10:00.000,1.16206,1.16207,1.16175,1.16194,1189.75 +13.09.2018 12:15:00.000,1.16192,1.16192,1.16148,1.16182,1042.8799999999999 +13.09.2018 12:20:00.000,1.16186,1.16207,1.16142,1.16191,1244.9499999999998 +13.09.2018 12:25:00.000,1.16191,1.16202,1.16171,1.16192,754.06 +13.09.2018 12:30:00.000,1.16198,1.16465,1.16192,1.16357,2844.03 +13.09.2018 12:35:00.000,1.16355,1.16655,1.16345,1.16625,2834.32 +13.09.2018 12:40:00.000,1.16624,1.16733,1.16570,1.16724,2010.0099999999998 +13.09.2018 12:45:00.000,1.16722,1.16764,1.16668,1.16758,1757.47 +13.09.2018 12:50:00.000,1.16759,1.16778,1.16721,1.16726,1761.44 +13.09.2018 12:55:00.000,1.16726,1.16810,1.16726,1.16787,1567.8 +13.09.2018 13:00:00.000,1.16790,1.16874,1.16779,1.16779,2014.2800000000002 +13.09.2018 13:05:00.000,1.16778,1.16793,1.16732,1.16749,1490.67 +13.09.2018 13:10:00.000,1.16749,1.16810,1.16749,1.16786,1188.1 +13.09.2018 13:15:00.000,1.16788,1.16831,1.16774,1.16822,1201.6399999999999 +13.09.2018 13:20:00.000,1.16827,1.16927,1.16814,1.16884,1664.1299999999999 +13.09.2018 13:25:00.000,1.16884,1.16946,1.16862,1.16866,1915.03 +13.09.2018 13:30:00.000,1.16866,1.16944,1.16866,1.16899,1698.0699999999997 +13.09.2018 13:35:00.000,1.16901,1.16965,1.16896,1.16965,1585.79 +13.09.2018 13:40:00.000,1.16964,1.17004,1.16947,1.16959,1480.63 +13.09.2018 13:45:00.000,1.16959,1.16978,1.16915,1.16947,1524.19 +13.09.2018 13:50:00.000,1.16947,1.17009,1.16944,1.16998,1375.91 +13.09.2018 13:55:00.000,1.16998,1.17009,1.16916,1.16921,1651.6399999999999 +13.09.2018 14:00:00.000,1.16918,1.16927,1.16892,1.16905,1633.5900000000001 +13.09.2018 14:05:00.000,1.16905,1.16905,1.16830,1.16831,1594.5 +13.09.2018 14:10:00.000,1.16831,1.16942,1.16829,1.16936,1409.6599999999999 +13.09.2018 14:15:00.000,1.16936,1.16945,1.16816,1.16877,2471.81 +13.09.2018 14:20:00.000,1.16876,1.16953,1.16844,1.16909,1983.04 +13.09.2018 14:25:00.000,1.16915,1.16957,1.16881,1.16883,1735.1399999999999 +13.09.2018 14:30:00.000,1.16882,1.16895,1.16829,1.16834,1746.94 +13.09.2018 14:35:00.000,1.16837,1.16840,1.16739,1.16756,1693.43 +13.09.2018 14:40:00.000,1.16756,1.16780,1.16682,1.16750,1662.33 +13.09.2018 14:45:00.000,1.16750,1.16802,1.16750,1.16794,1381.7399999999998 +13.09.2018 14:50:00.000,1.16794,1.16804,1.16714,1.16716,1673.29 +13.09.2018 14:55:00.000,1.16716,1.16769,1.16692,1.16757,1828.6800000000003 +13.09.2018 15:00:00.000,1.16757,1.16786,1.16715,1.16785,1724.6599999999999 +13.09.2018 15:05:00.000,1.16786,1.16820,1.16762,1.16819,1820.5499999999997 +13.09.2018 15:10:00.000,1.16819,1.16854,1.16817,1.16834,1513.3 +13.09.2018 15:15:00.000,1.16834,1.16834,1.16790,1.16809,1276.1200000000001 +13.09.2018 15:20:00.000,1.16810,1.16826,1.16794,1.16812,1049.77 +13.09.2018 15:25:00.000,1.16812,1.16820,1.16776,1.16779,1137.71 +13.09.2018 15:30:00.000,1.16779,1.16785,1.16750,1.16771,1366.5600000000002 +13.09.2018 15:35:00.000,1.16771,1.16776,1.16750,1.16771,1149.75 +13.09.2018 15:40:00.000,1.16771,1.16776,1.16745,1.16752,964.7899999999998 +13.09.2018 15:45:00.000,1.16753,1.16762,1.16745,1.16754,855.79 +13.09.2018 15:50:00.000,1.16755,1.16757,1.16726,1.16744,907.6800000000001 +13.09.2018 15:55:00.000,1.16743,1.16743,1.16708,1.16714,1051.42 +13.09.2018 16:00:00.000,1.16715,1.16762,1.16712,1.16750,981.8600000000001 +13.09.2018 16:05:00.000,1.16752,1.16760,1.16729,1.16729,814.04 +13.09.2018 16:10:00.000,1.16729,1.16737,1.16695,1.16704,938.9099999999999 +13.09.2018 16:15:00.000,1.16705,1.16749,1.16704,1.16745,868.7900000000001 +13.09.2018 16:20:00.000,1.16744,1.16748,1.16726,1.16736,880.79 +13.09.2018 16:25:00.000,1.16737,1.16747,1.16721,1.16739,916.22 +13.09.2018 16:30:00.000,1.16739,1.16774,1.16739,1.16756,1057.98 +13.09.2018 16:35:00.000,1.16756,1.16816,1.16755,1.16816,1155.4 +13.09.2018 16:40:00.000,1.16814,1.16818,1.16789,1.16812,851.3199999999999 +13.09.2018 16:45:00.000,1.16812,1.16812,1.16781,1.16792,870.12 +13.09.2018 16:50:00.000,1.16792,1.16799,1.16765,1.16774,683.52 +13.09.2018 16:55:00.000,1.16773,1.16785,1.16760,1.16783,754.89 +13.09.2018 17:00:00.000,1.16783,1.16796,1.16759,1.16793,833.3199999999999 +13.09.2018 17:05:00.000,1.16793,1.16810,1.16778,1.16790,817.47 +13.09.2018 17:10:00.000,1.16791,1.16812,1.16780,1.16811,992.58 +13.09.2018 17:15:00.000,1.16811,1.16836,1.16808,1.16823,979.45 +13.09.2018 17:20:00.000,1.16821,1.16841,1.16815,1.16832,707.98 +13.09.2018 17:25:00.000,1.16833,1.16846,1.16822,1.16835,548.26 +13.09.2018 17:30:00.000,1.16835,1.16854,1.16826,1.16833,606.6099999999999 +13.09.2018 17:35:00.000,1.16834,1.16876,1.16834,1.16865,756.47 +13.09.2018 17:40:00.000,1.16865,1.16885,1.16844,1.16879,1022.32 +13.09.2018 17:45:00.000,1.16880,1.16885,1.16859,1.16861,914.1 +13.09.2018 17:50:00.000,1.16860,1.16867,1.16828,1.16861,876.77 +13.09.2018 17:55:00.000,1.16863,1.16869,1.16829,1.16836,882.0400000000001 +13.09.2018 18:00:00.000,1.16835,1.16859,1.16827,1.16845,1150.69 +13.09.2018 18:05:00.000,1.16846,1.16885,1.16840,1.16845,1038.33 +13.09.2018 18:10:00.000,1.16849,1.16878,1.16844,1.16861,842.9 +13.09.2018 18:15:00.000,1.16859,1.16874,1.16840,1.16844,973.39 +13.09.2018 18:20:00.000,1.16845,1.16881,1.16844,1.16871,825 +13.09.2018 18:25:00.000,1.16871,1.16881,1.16865,1.16870,547.62 +13.09.2018 18:30:00.000,1.16870,1.16871,1.16840,1.16856,794.1899999999999 +13.09.2018 18:35:00.000,1.16860,1.16889,1.16856,1.16880,759.91 +13.09.2018 18:40:00.000,1.16880,1.16940,1.16879,1.16927,1245.6999999999998 +13.09.2018 18:45:00.000,1.16928,1.16945,1.16919,1.16933,632.79 +13.09.2018 18:50:00.000,1.16933,1.16934,1.16896,1.16911,1013.6800000000001 +13.09.2018 18:55:00.000,1.16910,1.16927,1.16903,1.16919,703.74 +13.09.2018 19:00:00.000,1.16920,1.16940,1.16874,1.16878,1182.5700000000002 +13.09.2018 19:05:00.000,1.16878,1.16887,1.16862,1.16867,887.53 +13.09.2018 19:10:00.000,1.16867,1.16901,1.16866,1.16900,975.0300000000001 +13.09.2018 19:15:00.000,1.16900,1.16902,1.16870,1.16887,1047.3200000000002 +13.09.2018 19:20:00.000,1.16886,1.16932,1.16881,1.16915,1069.02 +13.09.2018 19:25:00.000,1.16916,1.16923,1.16900,1.16921,770.0799999999999 +13.09.2018 19:30:00.000,1.16919,1.16919,1.16895,1.16901,1040.17 +13.09.2018 19:35:00.000,1.16901,1.16915,1.16890,1.16895,809.79 +13.09.2018 19:40:00.000,1.16896,1.16900,1.16880,1.16895,614.03 +13.09.2018 19:45:00.000,1.16896,1.16906,1.16887,1.16898,743.74 +13.09.2018 19:50:00.000,1.16899,1.16918,1.16884,1.16909,966.72 +13.09.2018 19:55:00.000,1.16909,1.16912,1.16879,1.16887,828.1400000000001 +13.09.2018 20:00:00.000,1.16886,1.16905,1.16884,1.16904,469.93 +13.09.2018 20:05:00.000,1.16904,1.16918,1.16904,1.16917,284.38 +13.09.2018 20:10:00.000,1.16915,1.16919,1.16904,1.16905,284.62 +13.09.2018 20:15:00.000,1.16905,1.16909,1.16900,1.16904,254.16 +13.09.2018 20:20:00.000,1.16902,1.16908,1.16899,1.16904,346.66999999999996 +13.09.2018 20:25:00.000,1.16904,1.16914,1.16904,1.16906,244.07999999999998 +13.09.2018 20:30:00.000,1.16908,1.16908,1.16901,1.16904,270.84000000000003 +13.09.2018 20:35:00.000,1.16902,1.16914,1.16899,1.16910,236.87 +13.09.2018 20:40:00.000,1.16908,1.16913,1.16897,1.16899,332.40999999999997 +13.09.2018 20:45:00.000,1.16900,1.16904,1.16898,1.16903,206.53999999999996 +13.09.2018 20:50:00.000,1.16903,1.16918,1.16884,1.16896,576.4300000000001 +13.09.2018 20:55:00.000,1.16898,1.16905,1.16892,1.16897,403.09 +13.09.2018 21:00:00.000,1.16895,1.16899,1.16892,1.16898,37.129999999999995 +13.09.2018 21:05:00.000,1.16897,1.16914,1.16895,1.16908,165.39 +13.09.2018 21:10:00.000,1.16908,1.16909,1.16905,1.16906,236.32 +13.09.2018 21:15:00.000,1.16907,1.16907,1.16871,1.16887,142.03 +13.09.2018 21:20:00.000,1.16879,1.16911,1.16875,1.16887,257.41999999999996 +13.09.2018 21:25:00.000,1.16881,1.16914,1.16869,1.16911,280.24000000000007 +13.09.2018 21:30:00.000,1.16908,1.16908,1.16870,1.16893,430.49 +13.09.2018 21:35:00.000,1.16891,1.16895,1.16869,1.16887,588.88 +13.09.2018 21:40:00.000,1.16887,1.16894,1.16870,1.16884,342.96999999999997 +13.09.2018 21:45:00.000,1.16886,1.16895,1.16882,1.16890,190.95000000000002 +13.09.2018 21:50:00.000,1.16891,1.16894,1.16890,1.16890,333.39 +13.09.2018 21:55:00.000,1.16891,1.16895,1.16884,1.16894,435.91 +13.09.2018 22:00:00.000,1.16894,1.16905,1.16893,1.16900,303.55 +13.09.2018 22:05:00.000,1.16900,1.16920,1.16898,1.16912,390.3 +13.09.2018 22:10:00.000,1.16912,1.16926,1.16912,1.16920,234.08 +13.09.2018 22:15:00.000,1.16921,1.16922,1.16918,1.16921,167.01000000000002 +13.09.2018 22:20:00.000,1.16921,1.16935,1.16918,1.16933,182.45 +13.09.2018 22:25:00.000,1.16932,1.16933,1.16919,1.16930,238.92000000000002 +13.09.2018 22:30:00.000,1.16930,1.16943,1.16928,1.16941,334.94 +13.09.2018 22:35:00.000,1.16941,1.16944,1.16930,1.16938,347.23999999999995 +13.09.2018 22:40:00.000,1.16937,1.16942,1.16929,1.16931,303.07 +13.09.2018 22:45:00.000,1.16930,1.16939,1.16917,1.16935,397.28999999999996 +13.09.2018 22:50:00.000,1.16935,1.16935,1.16929,1.16931,300.43 +13.09.2018 22:55:00.000,1.16929,1.16930,1.16901,1.16901,362.34 +13.09.2018 23:00:00.000,1.16903,1.16913,1.16890,1.16893,397.29 +13.09.2018 23:05:00.000,1.16895,1.16915,1.16894,1.16901,239.54 +13.09.2018 23:10:00.000,1.16901,1.16916,1.16901,1.16912,358.29999999999995 +13.09.2018 23:15:00.000,1.16913,1.16941,1.16911,1.16940,368.89 +13.09.2018 23:20:00.000,1.16938,1.16962,1.16936,1.16942,473.28999999999996 +13.09.2018 23:25:00.000,1.16941,1.16944,1.16917,1.16923,240.59 +13.09.2018 23:30:00.000,1.16924,1.16939,1.16916,1.16934,177.48999999999998 +13.09.2018 23:35:00.000,1.16934,1.16934,1.16931,1.16931,124.50999999999999 +13.09.2018 23:40:00.000,1.16932,1.16932,1.16911,1.16912,140.34 +13.09.2018 23:45:00.000,1.16912,1.16912,1.16903,1.16906,210.84000000000003 +13.09.2018 23:50:00.000,1.16906,1.16918,1.16906,1.16914,237.28 +13.09.2018 23:55:00.000,1.16914,1.16918,1.16908,1.16911,282.64 +14.09.2018 00:00:00.000,1.16912,1.16914,1.16886,1.16893,473.08 +14.09.2018 00:05:00.000,1.16893,1.16896,1.16877,1.16877,451.3 +14.09.2018 00:10:00.000,1.16877,1.16900,1.16876,1.16886,573.72 +14.09.2018 00:15:00.000,1.16887,1.16921,1.16881,1.16912,711.26 +14.09.2018 00:20:00.000,1.16912,1.16926,1.16902,1.16911,623.3299999999999 +14.09.2018 00:25:00.000,1.16911,1.16933,1.16911,1.16930,272.6 +14.09.2018 00:30:00.000,1.16930,1.16945,1.16917,1.16926,349.64 +14.09.2018 00:35:00.000,1.16927,1.16932,1.16922,1.16930,329.55 +14.09.2018 00:40:00.000,1.16930,1.16932,1.16922,1.16927,364.94 +14.09.2018 00:45:00.000,1.16926,1.16935,1.16907,1.16931,495.42 +14.09.2018 00:50:00.000,1.16931,1.16946,1.16897,1.16920,759.79 +14.09.2018 00:55:00.000,1.16914,1.16924,1.16900,1.16907,458.42 +14.09.2018 01:00:00.000,1.16908,1.16921,1.16897,1.16916,535.62 +14.09.2018 01:05:00.000,1.16916,1.16930,1.16913,1.16925,488.84 +14.09.2018 01:10:00.000,1.16925,1.16926,1.16894,1.16897,524.3799999999999 +14.09.2018 01:15:00.000,1.16897,1.16931,1.16896,1.16918,524.11 +14.09.2018 01:20:00.000,1.16917,1.16922,1.16906,1.16906,292.22 +14.09.2018 01:25:00.000,1.16906,1.16922,1.16906,1.16911,350.13 +14.09.2018 01:30:00.000,1.16911,1.16914,1.16891,1.16906,516.73 +14.09.2018 01:35:00.000,1.16906,1.16911,1.16899,1.16907,448.42 +14.09.2018 01:40:00.000,1.16907,1.16912,1.16895,1.16895,340.78000000000003 +14.09.2018 01:45:00.000,1.16894,1.16913,1.16890,1.16905,465.23 +14.09.2018 01:50:00.000,1.16905,1.16909,1.16885,1.16889,554.02 +14.09.2018 01:55:00.000,1.16890,1.16906,1.16885,1.16891,537.09 +14.09.2018 02:00:00.000,1.16892,1.16916,1.16892,1.16895,621.82 +14.09.2018 02:05:00.000,1.16895,1.16921,1.16890,1.16906,488.96000000000004 +14.09.2018 02:10:00.000,1.16907,1.16930,1.16907,1.16921,538.7900000000001 +14.09.2018 02:15:00.000,1.16921,1.16931,1.16915,1.16931,476.75000000000006 +14.09.2018 02:20:00.000,1.16931,1.16940,1.16926,1.16938,242.56 +14.09.2018 02:25:00.000,1.16939,1.16962,1.16938,1.16947,544.4 +14.09.2018 02:30:00.000,1.16946,1.16946,1.16925,1.16927,376.35 +14.09.2018 02:35:00.000,1.16928,1.16941,1.16927,1.16935,424.58000000000004 +14.09.2018 02:40:00.000,1.16934,1.16935,1.16920,1.16924,295.21999999999997 +14.09.2018 02:45:00.000,1.16923,1.16928,1.16912,1.16920,264.17 +14.09.2018 02:50:00.000,1.16921,1.16926,1.16912,1.16921,296.21999999999997 +14.09.2018 02:55:00.000,1.16922,1.16922,1.16911,1.16921,219.89 +14.09.2018 03:00:00.000,1.16923,1.16942,1.16923,1.16931,293.34999999999997 +14.09.2018 03:05:00.000,1.16932,1.16941,1.16931,1.16936,201.02 +14.09.2018 03:10:00.000,1.16935,1.16963,1.16933,1.16962,370.29 +14.09.2018 03:15:00.000,1.16962,1.16966,1.16945,1.16945,362.94000000000005 +14.09.2018 03:20:00.000,1.16945,1.16957,1.16945,1.16949,227.13 +14.09.2018 03:25:00.000,1.16947,1.16951,1.16940,1.16945,294.47 +14.09.2018 03:30:00.000,1.16945,1.16974,1.16945,1.16974,296.06 +14.09.2018 03:35:00.000,1.16974,1.16974,1.16945,1.16945,338.06 +14.09.2018 03:40:00.000,1.16943,1.16966,1.16931,1.16962,450.7 +14.09.2018 03:45:00.000,1.16962,1.16962,1.16946,1.16947,252.24 +14.09.2018 03:50:00.000,1.16946,1.16953,1.16941,1.16942,217.89999999999998 +14.09.2018 03:55:00.000,1.16941,1.16941,1.16925,1.16929,462.63 +14.09.2018 04:00:00.000,1.16929,1.16929,1.16921,1.16923,316.36 +14.09.2018 04:05:00.000,1.16923,1.16927,1.16904,1.16906,399.21999999999997 +14.09.2018 04:10:00.000,1.16905,1.16912,1.16892,1.16905,522.51 +14.09.2018 04:15:00.000,1.16905,1.16921,1.16905,1.16921,159.89 +14.09.2018 04:20:00.000,1.16921,1.16922,1.16896,1.16901,357.33000000000004 +14.09.2018 04:25:00.000,1.16901,1.16912,1.16901,1.16909,266.33 +14.09.2018 04:30:00.000,1.16910,1.16926,1.16909,1.16925,365.64 +14.09.2018 04:35:00.000,1.16926,1.16930,1.16909,1.16910,278.67999999999995 +14.09.2018 04:40:00.000,1.16910,1.16916,1.16905,1.16914,322.3 +14.09.2018 04:45:00.000,1.16914,1.16925,1.16897,1.16925,630.3399999999999 +14.09.2018 04:50:00.000,1.16925,1.16951,1.16915,1.16939,473.86 +14.09.2018 04:55:00.000,1.16939,1.16968,1.16936,1.16968,500.05000000000007 +14.09.2018 05:00:00.000,1.16968,1.16968,1.16943,1.16948,554.98 +14.09.2018 05:05:00.000,1.16948,1.16948,1.16937,1.16937,341.2699999999999 +14.09.2018 05:10:00.000,1.16939,1.16945,1.16936,1.16943,259.21999999999997 +14.09.2018 05:15:00.000,1.16943,1.16962,1.16941,1.16961,332.83 +14.09.2018 05:20:00.000,1.16958,1.16982,1.16956,1.16981,449.63 +14.09.2018 05:25:00.000,1.16981,1.16984,1.16966,1.16969,330.78 +14.09.2018 05:30:00.000,1.16969,1.16973,1.16926,1.16940,445.19 +14.09.2018 05:35:00.000,1.16942,1.16959,1.16938,1.16958,272.27000000000004 +14.09.2018 05:40:00.000,1.16958,1.16958,1.16927,1.16936,489.26 +14.09.2018 05:45:00.000,1.16936,1.16936,1.16924,1.16929,416.04 +14.09.2018 05:50:00.000,1.16928,1.16931,1.16922,1.16927,336.14 +14.09.2018 05:55:00.000,1.16927,1.16929,1.16902,1.16929,955.4 +14.09.2018 06:00:00.000,1.16929,1.16978,1.16923,1.16976,898.32 +14.09.2018 06:05:00.000,1.16976,1.16982,1.16947,1.16950,863.48 +14.09.2018 06:10:00.000,1.16950,1.16962,1.16904,1.16922,977.8499999999999 +14.09.2018 06:15:00.000,1.16922,1.16948,1.16909,1.16933,624.85 +14.09.2018 06:20:00.000,1.16933,1.16985,1.16932,1.16967,787.4399999999999 +14.09.2018 06:25:00.000,1.16967,1.17031,1.16935,1.16947,1267.41 +14.09.2018 06:30:00.000,1.16945,1.17066,1.16945,1.17059,1130.92 +14.09.2018 06:35:00.000,1.17056,1.17072,1.17040,1.17051,1136.33 +14.09.2018 06:40:00.000,1.17050,1.17086,1.17036,1.17082,783.21 +14.09.2018 06:45:00.000,1.17082,1.17096,1.17061,1.17064,820.47 +14.09.2018 06:50:00.000,1.17065,1.17096,1.17065,1.17069,713.75 +14.09.2018 06:55:00.000,1.17070,1.17083,1.17037,1.17056,983.48 +14.09.2018 07:00:00.000,1.17059,1.17059,1.16989,1.16994,962.21 +14.09.2018 07:05:00.000,1.16994,1.17049,1.16994,1.17022,771.47 +14.09.2018 07:10:00.000,1.17022,1.17052,1.17003,1.17035,803.94 +14.09.2018 07:15:00.000,1.17033,1.17049,1.17025,1.17047,666.4 +14.09.2018 07:20:00.000,1.17045,1.17075,1.17044,1.17061,991.28 +14.09.2018 07:25:00.000,1.17063,1.17083,1.17058,1.17074,795.6299999999999 +14.09.2018 07:30:00.000,1.17073,1.17122,1.17064,1.17119,1119.46 +14.09.2018 07:35:00.000,1.17119,1.17140,1.17118,1.17120,1216.1100000000001 +14.09.2018 07:40:00.000,1.17119,1.17144,1.17119,1.17121,857.9699999999999 +14.09.2018 07:45:00.000,1.17120,1.17157,1.17120,1.17156,886.12 +14.09.2018 07:50:00.000,1.17157,1.17198,1.17155,1.17197,882.51 +14.09.2018 07:55:00.000,1.17194,1.17212,1.17191,1.17193,986.42 +14.09.2018 08:00:00.000,1.17193,1.17215,1.17180,1.17180,960.72 +14.09.2018 08:05:00.000,1.17180,1.17200,1.17166,1.17185,1113.13 +14.09.2018 08:10:00.000,1.17185,1.17186,1.17152,1.17152,867.62 +14.09.2018 08:15:00.000,1.17151,1.17152,1.17117,1.17141,1006.68 +14.09.2018 08:20:00.000,1.17141,1.17145,1.17110,1.17131,852.95 +14.09.2018 08:25:00.000,1.17130,1.17140,1.17095,1.17118,854.0899999999999 +14.09.2018 08:30:00.000,1.17117,1.17117,1.17063,1.17080,900.93 +14.09.2018 08:35:00.000,1.17079,1.17082,1.17049,1.17064,870.39 +14.09.2018 08:40:00.000,1.17063,1.17089,1.17049,1.17069,849.6 +14.09.2018 08:45:00.000,1.17068,1.17069,1.17032,1.17035,711.4 +14.09.2018 08:50:00.000,1.17037,1.17084,1.17031,1.17066,536.72 +14.09.2018 08:55:00.000,1.17066,1.17075,1.17049,1.17057,936.6999999999999 +14.09.2018 09:00:00.000,1.17057,1.17087,1.17047,1.17064,640.2900000000001 +14.09.2018 09:05:00.000,1.17066,1.17077,1.17045,1.17045,599.3199999999999 +14.09.2018 09:10:00.000,1.17045,1.17053,1.16996,1.17003,1095.3999999999999 +14.09.2018 09:15:00.000,1.17002,1.17043,1.17002,1.17029,930.79 +14.09.2018 09:20:00.000,1.17029,1.17031,1.16981,1.16999,1036.16 +14.09.2018 09:25:00.000,1.17000,1.17042,1.16998,1.17023,1307.75 +14.09.2018 09:30:00.000,1.17023,1.17041,1.17004,1.17016,1066.49 +14.09.2018 09:35:00.000,1.17015,1.17030,1.16982,1.17030,1074.07 +14.09.2018 09:40:00.000,1.17029,1.17036,1.17011,1.17028,1015.79 +14.09.2018 09:45:00.000,1.17028,1.17064,1.17024,1.17053,810.15 +14.09.2018 09:50:00.000,1.17052,1.17071,1.17048,1.17052,818.9100000000001 +14.09.2018 09:55:00.000,1.17051,1.17051,1.16985,1.16994,972.1600000000001 +14.09.2018 10:00:00.000,1.16995,1.16995,1.16954,1.16974,1064.8400000000001 +14.09.2018 10:05:00.000,1.16973,1.16984,1.16968,1.16974,980.17 +14.09.2018 10:10:00.000,1.16974,1.16984,1.16966,1.16978,671.48 +14.09.2018 10:15:00.000,1.16978,1.16994,1.16950,1.16959,957.6299999999999 +14.09.2018 10:20:00.000,1.16959,1.16999,1.16958,1.16989,928.3899999999999 +14.09.2018 10:25:00.000,1.16989,1.17008,1.16971,1.16977,900.84 +14.09.2018 10:30:00.000,1.16977,1.17016,1.16977,1.16983,1066.48 +14.09.2018 10:35:00.000,1.16983,1.17006,1.16956,1.16978,904.4200000000001 +14.09.2018 10:40:00.000,1.16978,1.17006,1.16968,1.17000,942.1200000000001 +14.09.2018 10:45:00.000,1.17000,1.17028,1.16989,1.17026,1046.16 +14.09.2018 10:50:00.000,1.17025,1.17032,1.16992,1.16997,994.8 +14.09.2018 10:55:00.000,1.16997,1.17015,1.16983,1.17013,1069.89 +14.09.2018 11:00:00.000,1.17013,1.17028,1.17007,1.17019,1119.18 +14.09.2018 11:05:00.000,1.17020,1.17022,1.16989,1.16995,900.9899999999999 +14.09.2018 11:10:00.000,1.16995,1.17025,1.16994,1.17011,900.1899999999999 +14.09.2018 11:15:00.000,1.17011,1.17024,1.17006,1.17009,871.26 +14.09.2018 11:20:00.000,1.17009,1.17024,1.16963,1.16970,1102.91 +14.09.2018 11:25:00.000,1.16970,1.16975,1.16951,1.16975,895.37 +14.09.2018 11:30:00.000,1.16975,1.17001,1.16954,1.16997,1067.01 +14.09.2018 11:35:00.000,1.16998,1.17023,1.16947,1.16958,1511.9100000000003 +14.09.2018 11:40:00.000,1.16958,1.16979,1.16933,1.16940,1379.1699999999998 +14.09.2018 11:45:00.000,1.16941,1.16948,1.16879,1.16917,1347.18 +14.09.2018 11:50:00.000,1.16914,1.16940,1.16911,1.16920,1004.09 +14.09.2018 11:55:00.000,1.16919,1.16935,1.16859,1.16868,1460.86 +14.09.2018 12:00:00.000,1.16871,1.16917,1.16867,1.16915,1235.7 +14.09.2018 12:05:00.000,1.16915,1.16928,1.16890,1.16910,1219.4199999999998 +14.09.2018 12:10:00.000,1.16911,1.16929,1.16885,1.16885,1561.56 +14.09.2018 12:15:00.000,1.16888,1.16960,1.16871,1.16919,1614.44 +14.09.2018 12:20:00.000,1.16918,1.16953,1.16900,1.16948,1595.98 +14.09.2018 12:25:00.000,1.16948,1.16948,1.16920,1.16929,1038.26 +14.09.2018 12:30:00.000,1.16932,1.17049,1.16798,1.16805,2195.75 +14.09.2018 12:35:00.000,1.16806,1.16833,1.16715,1.16750,2380.16 +14.09.2018 12:40:00.000,1.16750,1.16803,1.16749,1.16768,1389.98 +14.09.2018 12:45:00.000,1.16768,1.16799,1.16741,1.16783,1390.87 +14.09.2018 12:50:00.000,1.16784,1.16799,1.16773,1.16787,1273.97 +14.09.2018 12:55:00.000,1.16787,1.16802,1.16651,1.16671,1687.55 +14.09.2018 13:00:00.000,1.16674,1.16701,1.16635,1.16652,1774.21 +14.09.2018 13:05:00.000,1.16652,1.16657,1.16605,1.16612,1502.1200000000001 +14.09.2018 13:10:00.000,1.16612,1.16703,1.16601,1.16702,1306.5099999999998 +14.09.2018 13:15:00.000,1.16702,1.16702,1.16637,1.16642,1481.06 +14.09.2018 13:20:00.000,1.16654,1.16669,1.16601,1.16609,1459.1999999999998 +14.09.2018 13:25:00.000,1.16608,1.16690,1.16608,1.16689,1480.39 +14.09.2018 13:30:00.000,1.16687,1.16692,1.16639,1.16683,1441.52 +14.09.2018 13:35:00.000,1.16683,1.16692,1.16642,1.16681,1422.58 +14.09.2018 13:40:00.000,1.16684,1.16698,1.16654,1.16691,1254.3400000000001 +14.09.2018 13:45:00.000,1.16690,1.16722,1.16690,1.16696,906.1 +14.09.2018 13:50:00.000,1.16694,1.16698,1.16637,1.16639,1184.6100000000001 +14.09.2018 13:55:00.000,1.16639,1.16682,1.16637,1.16671,878.6 +14.09.2018 14:00:00.000,1.16672,1.16716,1.16651,1.16700,1284.29 +14.09.2018 14:05:00.000,1.16697,1.16710,1.16652,1.16665,1783.85 +14.09.2018 14:10:00.000,1.16664,1.16673,1.16554,1.16565,1326.85 +14.09.2018 14:15:00.000,1.16566,1.16617,1.16562,1.16585,1482.69 +14.09.2018 14:20:00.000,1.16582,1.16637,1.16557,1.16619,1373.83 +14.09.2018 14:25:00.000,1.16618,1.16625,1.16569,1.16576,1433.86 +14.09.2018 14:30:00.000,1.16576,1.16637,1.16566,1.16625,1209.87 +14.09.2018 14:35:00.000,1.16625,1.16629,1.16600,1.16616,877.5699999999999 +14.09.2018 14:40:00.000,1.16618,1.16621,1.16553,1.16584,1100.33 +14.09.2018 14:45:00.000,1.16583,1.16647,1.16548,1.16646,1367.93 +14.09.2018 14:50:00.000,1.16646,1.16692,1.16634,1.16690,1165.18 +14.09.2018 14:55:00.000,1.16687,1.16692,1.16647,1.16667,1559.4500000000003 +14.09.2018 15:00:00.000,1.16669,1.16673,1.16622,1.16623,1353.19 +14.09.2018 15:05:00.000,1.16627,1.16645,1.16588,1.16588,1257.67 +14.09.2018 15:10:00.000,1.16586,1.16612,1.16571,1.16596,1443.3200000000002 +14.09.2018 15:15:00.000,1.16596,1.16611,1.16562,1.16608,1155.76 +14.09.2018 15:20:00.000,1.16607,1.16623,1.16592,1.16597,751.85 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17:50:00.000,1.16291,1.16324,1.16289,1.16323,799.51 +14.09.2018 17:55:00.000,1.16321,1.16343,1.16311,1.16332,656.0699999999999 +14.09.2018 18:00:00.000,1.16334,1.16334,1.16276,1.16289,996.93 +14.09.2018 18:05:00.000,1.16289,1.16296,1.16265,1.16269,855.2800000000001 +14.09.2018 18:10:00.000,1.16269,1.16274,1.16255,1.16262,623.44 +14.09.2018 18:15:00.000,1.16262,1.16263,1.16234,1.16258,638.37 +14.09.2018 18:20:00.000,1.16261,1.16292,1.16257,1.16281,642.08 +14.09.2018 18:25:00.000,1.16280,1.16281,1.16255,1.16272,512.57 +14.09.2018 18:30:00.000,1.16273,1.16304,1.16272,1.16300,424.38 +14.09.2018 18:35:00.000,1.16300,1.16312,1.16279,1.16307,464.36 +14.09.2018 18:40:00.000,1.16307,1.16317,1.16305,1.16316,460.88 +14.09.2018 18:45:00.000,1.16316,1.16335,1.16310,1.16335,463.81999999999994 +14.09.2018 18:50:00.000,1.16334,1.16334,1.16295,1.16295,504.29999999999995 +14.09.2018 18:55:00.000,1.16294,1.16334,1.16294,1.16321,647.25 +14.09.2018 19:00:00.000,1.16321,1.16338,1.16304,1.16305,628.25 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20:20:00.000,1.16267,1.16275,1.16266,1.16271,353.9599999999999 +14.09.2018 20:25:00.000,1.16269,1.16276,1.16260,1.16262,194.71 +14.09.2018 20:30:00.000,1.16262,1.16268,1.16255,1.16257,282.22 +14.09.2018 20:35:00.000,1.16256,1.16256,1.16228,1.16235,340.67 +14.09.2018 20:40:00.000,1.16234,1.16253,1.16231,1.16242,362.93999999999994 +14.09.2018 20:45:00.000,1.16241,1.16250,1.16223,1.16232,224.11 +14.09.2018 20:50:00.000,1.16232,1.16232,1.16207,1.16215,359.15999999999997 +14.09.2018 20:55:00.000,1.16215,1.16227,1.16210,1.16227,295.23 +16.09.2018 21:00:00.000,1.16223,1.16234,1.16223,1.16233,19.13 +16.09.2018 21:05:00.000,1.16233,1.16245,1.16220,1.16221,336.29 +16.09.2018 21:10:00.000,1.16221,1.16261,1.16221,1.16257,126.2 +16.09.2018 21:15:00.000,1.16258,1.16290,1.16258,1.16282,125.56 +16.09.2018 21:20:00.000,1.16287,1.16291,1.16281,1.16291,58.82 +16.09.2018 21:25:00.000,1.16292,1.16322,1.16287,1.16300,202.57 +16.09.2018 21:30:00.000,1.16300,1.16304,1.16285,1.16285,198.28000000000003 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22:45:00.000,1.16243,1.16250,1.16243,1.16249,177.07 +16.09.2018 22:50:00.000,1.16249,1.16256,1.16248,1.16251,158.69 +16.09.2018 22:55:00.000,1.16252,1.16254,1.16252,1.16254,184.8 +16.09.2018 23:00:00.000,1.16253,1.16254,1.16249,1.16252,199.34000000000003 +16.09.2018 23:05:00.000,1.16251,1.16257,1.16251,1.16252,167.38 +16.09.2018 23:10:00.000,1.16254,1.16258,1.16238,1.16238,166.13000000000002 +16.09.2018 23:15:00.000,1.16238,1.16238,1.16219,1.16232,195.69 +16.09.2018 23:20:00.000,1.16229,1.16229,1.16224,1.16224,110.77 +16.09.2018 23:25:00.000,1.16224,1.16231,1.16224,1.16230,237.75 +16.09.2018 23:30:00.000,1.16230,1.16240,1.16227,1.16239,231.83 +16.09.2018 23:35:00.000,1.16240,1.16250,1.16239,1.16246,181.64 +16.09.2018 23:40:00.000,1.16246,1.16252,1.16246,1.16250,149.98 +16.09.2018 23:45:00.000,1.16251,1.16266,1.16250,1.16261,151.48000000000002 +16.09.2018 23:50:00.000,1.16261,1.16264,1.16253,1.16253,217.74 +16.09.2018 23:55:00.000,1.16254,1.16267,1.16228,1.16234,337.96 +17.09.2018 00:00:00.000,1.16234,1.16254,1.16224,1.16254,334.07000000000005 +17.09.2018 00:05:00.000,1.16254,1.16286,1.16254,1.16274,219.01000000000002 +17.09.2018 00:10:00.000,1.16274,1.16276,1.16257,1.16274,388.64000000000004 +17.09.2018 00:15:00.000,1.16274,1.16276,1.16247,1.16276,493.65 +17.09.2018 00:20:00.000,1.16275,1.16291,1.16269,1.16290,449.13 +17.09.2018 00:25:00.000,1.16290,1.16299,1.16274,1.16279,402.55 +17.09.2018 00:30:00.000,1.16280,1.16285,1.16279,1.16279,202.07 +17.09.2018 00:35:00.000,1.16280,1.16303,1.16279,1.16294,376.84 +17.09.2018 00:40:00.000,1.16294,1.16301,1.16278,1.16287,325.24 +17.09.2018 00:45:00.000,1.16288,1.16298,1.16283,1.16290,277.59000000000003 +17.09.2018 00:50:00.000,1.16291,1.16300,1.16289,1.16290,194.89999999999998 +17.09.2018 00:55:00.000,1.16288,1.16298,1.16274,1.16297,346.6 +17.09.2018 01:00:00.000,1.16296,1.16315,1.16296,1.16299,517.05 +17.09.2018 01:05:00.000,1.16298,1.16316,1.16298,1.16306,301.41 +17.09.2018 01:10:00.000,1.16306,1.16307,1.16284,1.16284,346.84000000000003 +17.09.2018 01:15:00.000,1.16284,1.16312,1.16284,1.16296,316.55 +17.09.2018 01:20:00.000,1.16297,1.16301,1.16289,1.16294,324.43000000000006 +17.09.2018 01:25:00.000,1.16293,1.16335,1.16293,1.16335,523.4200000000001 +17.09.2018 01:30:00.000,1.16334,1.16343,1.16309,1.16312,497.46999999999997 +17.09.2018 01:35:00.000,1.16311,1.16324,1.16307,1.16319,543.61 +17.09.2018 01:40:00.000,1.16319,1.16335,1.16318,1.16329,519.98 +17.09.2018 01:45:00.000,1.16327,1.16329,1.16319,1.16325,412.03000000000003 +17.09.2018 01:50:00.000,1.16325,1.16325,1.16299,1.16299,507.63 +17.09.2018 01:55:00.000,1.16299,1.16309,1.16287,1.16288,390.43000000000006 +17.09.2018 02:00:00.000,1.16288,1.16289,1.16264,1.16264,460.11 +17.09.2018 02:05:00.000,1.16264,1.16276,1.16253,1.16253,297.42999999999995 +17.09.2018 02:10:00.000,1.16255,1.16281,1.16254,1.16280,427.6 +17.09.2018 02:15:00.000,1.16280,1.16286,1.16274,1.16285,368.13 +17.09.2018 02:20:00.000,1.16287,1.16296,1.16285,1.16285,226.57999999999998 +17.09.2018 02:25:00.000,1.16287,1.16317,1.16287,1.16313,320.65 +17.09.2018 02:30:00.000,1.16311,1.16325,1.16305,1.16325,262.64 +17.09.2018 02:35:00.000,1.16325,1.16336,1.16310,1.16316,417.28999999999996 +17.09.2018 02:40:00.000,1.16315,1.16332,1.16315,1.16331,214.68 +17.09.2018 02:45:00.000,1.16331,1.16336,1.16316,1.16321,415.72 +17.09.2018 02:50:00.000,1.16321,1.16329,1.16317,1.16320,180.91 +17.09.2018 02:55:00.000,1.16318,1.16352,1.16315,1.16351,535.55 +17.09.2018 03:00:00.000,1.16351,1.16363,1.16335,1.16335,339.36999999999995 +17.09.2018 03:05:00.000,1.16336,1.16345,1.16329,1.16339,326.38 +17.09.2018 03:10:00.000,1.16339,1.16344,1.16325,1.16330,280.93999999999994 +17.09.2018 03:15:00.000,1.16330,1.16333,1.16323,1.16330,234.15 +17.09.2018 03:20:00.000,1.16329,1.16330,1.16310,1.16316,310.83000000000004 +17.09.2018 03:25:00.000,1.16316,1.16350,1.16316,1.16349,291.97 +17.09.2018 03:30:00.000,1.16349,1.16365,1.16345,1.16358,396.76000000000005 +17.09.2018 03:35:00.000,1.16358,1.16361,1.16349,1.16350,442.58000000000004 +17.09.2018 03:40:00.000,1.16350,1.16360,1.16350,1.16359,294.1 +17.09.2018 03:45:00.000,1.16359,1.16361,1.16353,1.16354,316.28999999999996 +17.09.2018 03:50:00.000,1.16354,1.16362,1.16353,1.16354,262.13 +17.09.2018 03:55:00.000,1.16353,1.16359,1.16345,1.16359,408.03 +17.09.2018 04:00:00.000,1.16359,1.16366,1.16344,1.16352,493.49 +17.09.2018 04:05:00.000,1.16353,1.16353,1.16325,1.16328,247.76999999999998 +17.09.2018 04:10:00.000,1.16329,1.16345,1.16328,1.16343,395.19 +17.09.2018 04:15:00.000,1.16344,1.16352,1.16339,1.16346,257.21 +17.09.2018 04:20:00.000,1.16345,1.16372,1.16341,1.16344,388.65999999999997 +17.09.2018 04:25:00.000,1.16344,1.16365,1.16344,1.16360,357.75999999999993 +17.09.2018 04:30:00.000,1.16360,1.16361,1.16350,1.16351,288.83 +17.09.2018 04:35:00.000,1.16351,1.16351,1.16339,1.16346,241.05 +17.09.2018 04:40:00.000,1.16346,1.16346,1.16339,1.16339,267.11 +17.09.2018 04:45:00.000,1.16339,1.16352,1.16335,1.16352,267.19 +17.09.2018 04:50:00.000,1.16352,1.16356,1.16330,1.16330,198.10999999999999 +17.09.2018 04:55:00.000,1.16330,1.16366,1.16314,1.16364,693.63 +17.09.2018 05:00:00.000,1.16364,1.16364,1.16331,1.16337,456.59000000000003 +17.09.2018 05:05:00.000,1.16337,1.16343,1.16330,1.16339,405.93999999999994 +17.09.2018 05:10:00.000,1.16339,1.16339,1.16321,1.16325,390.8 +17.09.2018 05:15:00.000,1.16325,1.16326,1.16309,1.16323,242.95999999999998 +17.09.2018 05:20:00.000,1.16324,1.16345,1.16322,1.16334,275.25 +17.09.2018 05:25:00.000,1.16334,1.16334,1.16318,1.16331,315.47 +17.09.2018 05:30:00.000,1.16330,1.16339,1.16325,1.16330,361.09 +17.09.2018 05:35:00.000,1.16330,1.16351,1.16329,1.16340,463.80999999999995 +17.09.2018 05:40:00.000,1.16340,1.16346,1.16329,1.16335,308.48 +17.09.2018 05:45:00.000,1.16334,1.16341,1.16327,1.16334,366.18 +17.09.2018 05:50:00.000,1.16333,1.16339,1.16325,1.16335,477.81999999999994 +17.09.2018 05:55:00.000,1.16338,1.16382,1.16338,1.16371,563.43 +17.09.2018 06:00:00.000,1.16374,1.16404,1.16355,1.16362,567.3000000000001 +17.09.2018 06:05:00.000,1.16363,1.16399,1.16360,1.16363,529.41 +17.09.2018 06:10:00.000,1.16362,1.16370,1.16305,1.16311,718.2 +17.09.2018 06:15:00.000,1.16311,1.16327,1.16301,1.16323,672.74 +17.09.2018 06:20:00.000,1.16322,1.16354,1.16310,1.16343,775.87 +17.09.2018 06:25:00.000,1.16343,1.16375,1.16334,1.16342,971.9100000000001 +17.09.2018 06:30:00.000,1.16343,1.16346,1.16263,1.16265,1270.5800000000002 +17.09.2018 06:35:00.000,1.16264,1.16290,1.16253,1.16282,724.2700000000001 +17.09.2018 06:40:00.000,1.16282,1.16321,1.16282,1.16311,541.98 +17.09.2018 06:45:00.000,1.16310,1.16327,1.16280,1.16282,583.1 +17.09.2018 06:50:00.000,1.16282,1.16295,1.16261,1.16282,585.38 +17.09.2018 06:55:00.000,1.16284,1.16308,1.16266,1.16286,906.6199999999999 +17.09.2018 07:00:00.000,1.16287,1.16330,1.16180,1.16261,1413.45 +17.09.2018 07:05:00.000,1.16259,1.16292,1.16241,1.16291,704.89 +17.09.2018 07:10:00.000,1.16291,1.16336,1.16275,1.16336,1052.85 +17.09.2018 07:15:00.000,1.16334,1.16335,1.16305,1.16311,849.49 +17.09.2018 07:20:00.000,1.16311,1.16329,1.16296,1.16310,758.09 +17.09.2018 07:25:00.000,1.16310,1.16357,1.16309,1.16338,812.69 +17.09.2018 07:30:00.000,1.16339,1.16370,1.16339,1.16350,810.47 +17.09.2018 07:35:00.000,1.16349,1.16358,1.16319,1.16319,846.5600000000001 +17.09.2018 07:40:00.000,1.16320,1.16348,1.16319,1.16348,765.38 +17.09.2018 07:45:00.000,1.16348,1.16355,1.16320,1.16355,623.72 +17.09.2018 07:50:00.000,1.16355,1.16370,1.16344,1.16365,626.5 +17.09.2018 07:55:00.000,1.16365,1.16470,1.16364,1.16459,1417.3999999999999 +17.09.2018 08:00:00.000,1.16460,1.16496,1.16453,1.16492,1136.25 +17.09.2018 08:05:00.000,1.16491,1.16531,1.16481,1.16494,1298.41 +17.09.2018 08:10:00.000,1.16494,1.16501,1.16470,1.16491,972.3499999999999 +17.09.2018 08:15:00.000,1.16492,1.16564,1.16490,1.16533,1115.58 +17.09.2018 08:20:00.000,1.16533,1.16564,1.16527,1.16531,990.4699999999999 +17.09.2018 08:25:00.000,1.16532,1.16536,1.16511,1.16532,896.77 +17.09.2018 08:30:00.000,1.16530,1.16606,1.16526,1.16580,965.22 +17.09.2018 08:35:00.000,1.16578,1.16578,1.16537,1.16540,832.87 +17.09.2018 08:40:00.000,1.16540,1.16551,1.16495,1.16500,939.3799999999999 +17.09.2018 08:45:00.000,1.16503,1.16524,1.16495,1.16510,1021.88 +17.09.2018 08:50:00.000,1.16510,1.16520,1.16473,1.16484,966.6899999999999 +17.09.2018 08:55:00.000,1.16485,1.16554,1.16473,1.16533,906.27 +17.09.2018 09:00:00.000,1.16530,1.16532,1.16494,1.16510,892.75 +17.09.2018 09:05:00.000,1.16510,1.16535,1.16493,1.16516,928.12 +17.09.2018 09:10:00.000,1.16515,1.16524,1.16483,1.16503,860.33 +17.09.2018 09:15:00.000,1.16502,1.16523,1.16486,1.16498,838.42 +17.09.2018 09:20:00.000,1.16498,1.16506,1.16480,1.16492,869.29 +17.09.2018 09:25:00.000,1.16492,1.16501,1.16481,1.16495,619.19 +17.09.2018 09:30:00.000,1.16493,1.16510,1.16481,1.16505,772.7900000000001 +17.09.2018 09:35:00.000,1.16505,1.16564,1.16502,1.16540,990.9299999999998 +17.09.2018 09:40:00.000,1.16539,1.16539,1.16508,1.16520,812.71 +17.09.2018 09:45:00.000,1.16520,1.16530,1.16481,1.16490,943.8299999999999 +17.09.2018 09:50:00.000,1.16490,1.16492,1.16473,1.16489,901.44 +17.09.2018 09:55:00.000,1.16490,1.16513,1.16480,1.16494,1129.67 +17.09.2018 10:00:00.000,1.16494,1.16531,1.16477,1.16515,1265.44 +17.09.2018 10:05:00.000,1.16515,1.16530,1.16504,1.16530,967.55 +17.09.2018 10:10:00.000,1.16531,1.16560,1.16519,1.16535,617.29 +17.09.2018 10:15:00.000,1.16535,1.16572,1.16530,1.16558,1078.65 +17.09.2018 10:20:00.000,1.16560,1.16590,1.16555,1.16583,1050.91 +17.09.2018 10:25:00.000,1.16583,1.16604,1.16568,1.16586,934.3599999999999 +17.09.2018 10:30:00.000,1.16584,1.16598,1.16555,1.16560,1205.95 +17.09.2018 10:35:00.000,1.16562,1.16611,1.16560,1.16608,921.04 +17.09.2018 10:40:00.000,1.16607,1.16616,1.16570,1.16584,836.13 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11:55:00.000,1.16640,1.16664,1.16623,1.16648,1074.96 +17.09.2018 12:00:00.000,1.16651,1.16731,1.16649,1.16726,1182.85 +17.09.2018 12:05:00.000,1.16729,1.16746,1.16721,1.16730,1274.4499999999998 +17.09.2018 12:10:00.000,1.16732,1.16739,1.16701,1.16712,1447.19 +17.09.2018 12:15:00.000,1.16714,1.16717,1.16685,1.16697,1173.49 +17.09.2018 12:20:00.000,1.16700,1.16723,1.16696,1.16708,935.39 +17.09.2018 12:25:00.000,1.16709,1.16739,1.16706,1.16733,815.66 +17.09.2018 12:30:00.000,1.16737,1.16778,1.16733,1.16765,1250.1200000000001 +17.09.2018 12:35:00.000,1.16767,1.16809,1.16757,1.16764,1311.1699999999998 +17.09.2018 12:40:00.000,1.16763,1.16804,1.16752,1.16778,1183.79 +17.09.2018 12:45:00.000,1.16777,1.16780,1.16754,1.16760,995.54 +17.09.2018 12:50:00.000,1.16766,1.16777,1.16733,1.16739,855.45 +17.09.2018 12:55:00.000,1.16739,1.16860,1.16739,1.16846,1235.13 +17.09.2018 13:00:00.000,1.16844,1.16861,1.16821,1.16854,1450.15 +17.09.2018 13:05:00.000,1.16853,1.16853,1.16813,1.16844,905.69 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14:20:00.000,1.16923,1.16942,1.16910,1.16914,844.28 +17.09.2018 14:25:00.000,1.16915,1.16933,1.16882,1.16897,932.5900000000001 +17.09.2018 14:30:00.000,1.16897,1.16924,1.16885,1.16892,770.3199999999999 +17.09.2018 14:35:00.000,1.16892,1.16942,1.16887,1.16937,924.0200000000001 +17.09.2018 14:40:00.000,1.16937,1.16947,1.16906,1.16933,763.0900000000001 +17.09.2018 14:45:00.000,1.16935,1.16935,1.16868,1.16873,1073.01 +17.09.2018 14:50:00.000,1.16873,1.16909,1.16865,1.16871,907.4200000000001 +17.09.2018 14:55:00.000,1.16870,1.16903,1.16855,1.16902,1225.92 +17.09.2018 15:00:00.000,1.16901,1.16911,1.16875,1.16892,1304.05 +17.09.2018 15:05:00.000,1.16891,1.16903,1.16864,1.16874,1124.6599999999999 +17.09.2018 15:10:00.000,1.16874,1.16902,1.16870,1.16885,919.51 +17.09.2018 15:15:00.000,1.16886,1.16933,1.16886,1.16892,937.23 +17.09.2018 15:20:00.000,1.16892,1.16897,1.16836,1.16837,1206.72 +17.09.2018 15:25:00.000,1.16836,1.16864,1.16822,1.16862,951.02 +17.09.2018 15:30:00.000,1.16861,1.16872,1.16837,1.16868,1034.6799999999998 +17.09.2018 15:35:00.000,1.16867,1.16903,1.16865,1.16894,1096.7 +17.09.2018 15:40:00.000,1.16896,1.16917,1.16892,1.16906,884.6799999999998 +17.09.2018 15:45:00.000,1.16908,1.16918,1.16866,1.16887,928.3199999999999 +17.09.2018 15:50:00.000,1.16886,1.16911,1.16857,1.16863,673.1700000000001 +17.09.2018 15:55:00.000,1.16863,1.16866,1.16836,1.16843,757.6700000000001 +17.09.2018 16:00:00.000,1.16844,1.16909,1.16844,1.16892,692.5600000000001 +17.09.2018 16:05:00.000,1.16890,1.16904,1.16862,1.16883,630.38 +17.09.2018 16:10:00.000,1.16883,1.16904,1.16877,1.16877,690.7399999999999 +17.09.2018 16:15:00.000,1.16878,1.16920,1.16870,1.16909,982.13 +17.09.2018 16:20:00.000,1.16909,1.16929,1.16902,1.16916,884.98 +17.09.2018 16:25:00.000,1.16917,1.16937,1.16917,1.16933,726.45 +17.09.2018 16:30:00.000,1.16932,1.16933,1.16901,1.16903,806.88 +17.09.2018 16:35:00.000,1.16904,1.16909,1.16900,1.16900,598.8100000000001 +17.09.2018 16:40:00.000,1.16900,1.16901,1.16880,1.16893,434.95 +17.09.2018 16:45:00.000,1.16893,1.16895,1.16878,1.16883,293.85 +17.09.2018 16:50:00.000,1.16884,1.16906,1.16883,1.16894,514.54 +17.09.2018 16:55:00.000,1.16894,1.16974,1.16880,1.16960,1223.5900000000001 +17.09.2018 17:00:00.000,1.16957,1.16981,1.16937,1.16952,1007.61 +17.09.2018 17:05:00.000,1.16952,1.16966,1.16940,1.16944,676.73 +17.09.2018 17:10:00.000,1.16945,1.16947,1.16898,1.16909,764.1999999999999 +17.09.2018 17:15:00.000,1.16910,1.16933,1.16903,1.16926,708.2 +17.09.2018 17:20:00.000,1.16925,1.16926,1.16897,1.16899,639.46 +17.09.2018 17:25:00.000,1.16899,1.16916,1.16883,1.16889,743.8899999999999 +17.09.2018 17:30:00.000,1.16889,1.16897,1.16863,1.16865,840.16 +17.09.2018 17:35:00.000,1.16866,1.16897,1.16864,1.16896,435.28 +17.09.2018 17:40:00.000,1.16896,1.16906,1.16859,1.16869,614.8000000000001 +17.09.2018 17:45:00.000,1.16869,1.16884,1.16858,1.16863,697 +17.09.2018 17:50:00.000,1.16863,1.16866,1.16840,1.16854,785.2199999999999 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19:05:00.000,1.16839,1.16844,1.16825,1.16830,833.32 +17.09.2018 19:10:00.000,1.16830,1.16847,1.16829,1.16843,653.42 +17.09.2018 19:15:00.000,1.16844,1.16852,1.16840,1.16851,652.08 +17.09.2018 19:20:00.000,1.16850,1.16851,1.16825,1.16840,688.45 +17.09.2018 19:25:00.000,1.16841,1.16861,1.16841,1.16851,763.3100000000001 +17.09.2018 19:30:00.000,1.16851,1.16870,1.16847,1.16851,618.24 +17.09.2018 19:35:00.000,1.16853,1.16860,1.16845,1.16860,288.08 +17.09.2018 19:40:00.000,1.16859,1.16859,1.16844,1.16849,518.72 +17.09.2018 19:45:00.000,1.16849,1.16854,1.16818,1.16834,753.67 +17.09.2018 19:50:00.000,1.16834,1.16841,1.16826,1.16826,897.1000000000001 +17.09.2018 19:55:00.000,1.16826,1.16847,1.16823,1.16840,697.4699999999999 +17.09.2018 20:00:00.000,1.16840,1.16860,1.16834,1.16852,609.3 +17.09.2018 20:05:00.000,1.16852,1.16856,1.16851,1.16853,326.26000000000005 +17.09.2018 20:10:00.000,1.16852,1.16864,1.16849,1.16849,214.87999999999997 +17.09.2018 20:15:00.000,1.16849,1.16854,1.16848,1.16849,127.34 +17.09.2018 20:20:00.000,1.16850,1.16850,1.16842,1.16845,324.68 +17.09.2018 20:25:00.000,1.16848,1.16849,1.16842,1.16844,427.65 +17.09.2018 20:30:00.000,1.16843,1.16846,1.16832,1.16846,403.37 +17.09.2018 20:35:00.000,1.16845,1.16848,1.16843,1.16843,248.51000000000002 +17.09.2018 20:40:00.000,1.16843,1.16849,1.16841,1.16844,426.38999999999993 +17.09.2018 20:45:00.000,1.16846,1.16846,1.16835,1.16840,252.16999999999996 +17.09.2018 20:50:00.000,1.16839,1.16841,1.16830,1.16834,262.15 +17.09.2018 20:55:00.000,1.16833,1.16846,1.16830,1.16830,229.53 +17.09.2018 21:00:00.000,1.16830,1.16853,1.16816,1.16851,74.55 +17.09.2018 21:05:00.000,1.16852,1.16855,1.16845,1.16845,100.12 +17.09.2018 21:10:00.000,1.16846,1.16846,1.16835,1.16840,133.72 +17.09.2018 21:15:00.000,1.16841,1.16860,1.16836,1.16845,366.16999999999996 +17.09.2018 21:20:00.000,1.16845,1.16854,1.16839,1.16847,71.23 +17.09.2018 21:25:00.000,1.16848,1.16849,1.16821,1.16844,189.39 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22:40:00.000,1.16830,1.16834,1.16782,1.16785,619.55 +17.09.2018 22:45:00.000,1.16785,1.16804,1.16777,1.16779,661.21 +17.09.2018 22:50:00.000,1.16779,1.16791,1.16722,1.16736,862.46 +17.09.2018 22:55:00.000,1.16736,1.16742,1.16703,1.16705,680.75 +17.09.2018 23:00:00.000,1.16705,1.16737,1.16703,1.16723,491.15999999999997 +17.09.2018 23:05:00.000,1.16723,1.16726,1.16712,1.16724,526.09 +17.09.2018 23:10:00.000,1.16726,1.16731,1.16719,1.16725,355.97999999999996 +17.09.2018 23:15:00.000,1.16725,1.16727,1.16695,1.16695,528.3 +17.09.2018 23:20:00.000,1.16695,1.16697,1.16675,1.16684,392.40999999999997 +17.09.2018 23:25:00.000,1.16683,1.16701,1.16670,1.16678,437.34 +17.09.2018 23:30:00.000,1.16677,1.16698,1.16668,1.16691,553.7 +17.09.2018 23:35:00.000,1.16691,1.16693,1.16685,1.16688,211.14999999999998 +17.09.2018 23:40:00.000,1.16687,1.16687,1.16676,1.16683,252.37 +17.09.2018 23:45:00.000,1.16683,1.16688,1.16682,1.16687,411.62 +17.09.2018 23:50:00.000,1.16688,1.16692,1.16676,1.16692,261.63 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01:05:00.000,1.16728,1.16753,1.16726,1.16748,465.46999999999997 +18.09.2018 01:10:00.000,1.16748,1.16754,1.16737,1.16737,470.39 +18.09.2018 01:15:00.000,1.16738,1.16793,1.16735,1.16790,954.53 +18.09.2018 01:20:00.000,1.16789,1.16811,1.16788,1.16791,706.8199999999999 +18.09.2018 01:25:00.000,1.16792,1.16793,1.16775,1.16783,385.76000000000005 +18.09.2018 01:30:00.000,1.16782,1.16809,1.16755,1.16776,767.27 +18.09.2018 01:35:00.000,1.16775,1.16811,1.16768,1.16810,952.4 +18.09.2018 01:40:00.000,1.16810,1.16823,1.16795,1.16819,873.5800000000002 +18.09.2018 01:45:00.000,1.16818,1.16818,1.16763,1.16765,792.21 +18.09.2018 01:50:00.000,1.16763,1.16795,1.16763,1.16786,546.64 +18.09.2018 01:55:00.000,1.16787,1.16806,1.16771,1.16798,621.35 +18.09.2018 02:00:00.000,1.16798,1.16844,1.16782,1.16823,895.6200000000001 +18.09.2018 02:05:00.000,1.16822,1.16823,1.16796,1.16799,639.76 +18.09.2018 02:10:00.000,1.16799,1.16810,1.16792,1.16810,426.90999999999997 +18.09.2018 02:15:00.000,1.16811,1.16816,1.16786,1.16799,496.84999999999997 +18.09.2018 02:20:00.000,1.16799,1.16809,1.16787,1.16789,389.32 +18.09.2018 02:25:00.000,1.16789,1.16794,1.16768,1.16768,548.37 +18.09.2018 02:30:00.000,1.16768,1.16777,1.16762,1.16767,414.78999999999996 +18.09.2018 02:35:00.000,1.16768,1.16791,1.16768,1.16791,356.35999999999996 +18.09.2018 02:40:00.000,1.16793,1.16794,1.16778,1.16778,368.75 +18.09.2018 02:45:00.000,1.16778,1.16780,1.16772,1.16772,291.93 +18.09.2018 02:50:00.000,1.16773,1.16780,1.16770,1.16778,286.51 +18.09.2018 02:55:00.000,1.16779,1.16815,1.16775,1.16814,425.21999999999997 +18.09.2018 03:00:00.000,1.16814,1.16906,1.16814,1.16895,1421.25 +18.09.2018 03:05:00.000,1.16893,1.16933,1.16887,1.16904,1051.6599999999999 +18.09.2018 03:10:00.000,1.16906,1.16999,1.16902,1.16968,917.26 +18.09.2018 03:15:00.000,1.16969,1.17002,1.16951,1.16974,962.6300000000001 +18.09.2018 03:20:00.000,1.16974,1.16978,1.16943,1.16944,778.63 +18.09.2018 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04:40:00.000,1.16980,1.16981,1.16966,1.16972,410.76 +18.09.2018 04:45:00.000,1.16971,1.16973,1.16935,1.16943,521.36 +18.09.2018 04:50:00.000,1.16943,1.16955,1.16921,1.16925,526.8499999999999 +18.09.2018 04:55:00.000,1.16925,1.16934,1.16895,1.16907,808.4200000000001 +18.09.2018 05:00:00.000,1.16906,1.16915,1.16887,1.16895,769.6700000000001 +18.09.2018 05:05:00.000,1.16895,1.16906,1.16890,1.16896,726.17 +18.09.2018 05:10:00.000,1.16898,1.16899,1.16860,1.16872,865.75 +18.09.2018 05:15:00.000,1.16873,1.16889,1.16858,1.16860,529.1500000000001 +18.09.2018 05:20:00.000,1.16860,1.16874,1.16847,1.16868,599.99 +18.09.2018 05:25:00.000,1.16866,1.16894,1.16857,1.16864,848.1800000000001 +18.09.2018 05:30:00.000,1.16864,1.16893,1.16860,1.16878,651.58 +18.09.2018 05:35:00.000,1.16879,1.16910,1.16879,1.16908,624.31 +18.09.2018 05:40:00.000,1.16908,1.16935,1.16905,1.16929,574.81 +18.09.2018 05:45:00.000,1.16929,1.16942,1.16916,1.16928,754.86 +18.09.2018 05:50:00.000,1.16928,1.16979,1.16917,1.16979,904.53 +18.09.2018 05:55:00.000,1.16980,1.17017,1.16980,1.16991,1016.4 +18.09.2018 06:00:00.000,1.16990,1.17013,1.16961,1.17012,875.8499999999999 +18.09.2018 06:05:00.000,1.17011,1.17088,1.17006,1.17078,1144.7 +18.09.2018 06:10:00.000,1.17080,1.17141,1.17077,1.17116,1371.23 +18.09.2018 06:15:00.000,1.17115,1.17177,1.17110,1.17151,1493.42 +18.09.2018 06:20:00.000,1.17152,1.17152,1.17065,1.17082,1445.06 +18.09.2018 06:25:00.000,1.17084,1.17091,1.17040,1.17050,1288.31 +18.09.2018 06:30:00.000,1.17051,1.17079,1.17034,1.17042,1163.52 +18.09.2018 06:35:00.000,1.17041,1.17061,1.17025,1.17050,1062.36 +18.09.2018 06:40:00.000,1.17049,1.17066,1.17020,1.17023,1183.6200000000001 +18.09.2018 06:45:00.000,1.17024,1.17042,1.16992,1.16998,1180.14 +18.09.2018 06:50:00.000,1.16998,1.17011,1.16977,1.16981,1234.74 +18.09.2018 06:55:00.000,1.16981,1.17006,1.16958,1.16999,1439.92 +18.09.2018 07:00:00.000,1.16997,1.17002,1.16881,1.16904,2201.54 +18.09.2018 07:05:00.000,1.16903,1.16926,1.16806,1.16843,1783.85 +18.09.2018 07:10:00.000,1.16842,1.16857,1.16775,1.16843,1540.85 +18.09.2018 07:15:00.000,1.16846,1.16872,1.16838,1.16859,1170.17 +18.09.2018 07:20:00.000,1.16857,1.16883,1.16854,1.16867,1181.03 +18.09.2018 07:25:00.000,1.16867,1.16902,1.16851,1.16853,951.82 +18.09.2018 07:30:00.000,1.16851,1.16912,1.16835,1.16880,1214.79 +18.09.2018 07:35:00.000,1.16880,1.16886,1.16800,1.16802,1147.23 +18.09.2018 07:40:00.000,1.16802,1.16830,1.16734,1.16748,1245.22 +18.09.2018 07:45:00.000,1.16746,1.16832,1.16727,1.16821,916.97 +18.09.2018 07:50:00.000,1.16821,1.16882,1.16816,1.16859,886.6399999999999 +18.09.2018 07:55:00.000,1.16859,1.16864,1.16804,1.16817,975.07 +18.09.2018 08:00:00.000,1.16817,1.16862,1.16812,1.16842,1124.49 +18.09.2018 08:05:00.000,1.16842,1.16858,1.16815,1.16833,915.24 +18.09.2018 08:10:00.000,1.16830,1.16861,1.16790,1.16796,883.75 +18.09.2018 08:15:00.000,1.16793,1.16821,1.16772,1.16819,885.47 +18.09.2018 08:20:00.000,1.16820,1.16841,1.16812,1.16836,810.1899999999999 +18.09.2018 08:25:00.000,1.16835,1.16874,1.16833,1.16842,645.85 +18.09.2018 08:30:00.000,1.16842,1.16847,1.16813,1.16839,919.59 +18.09.2018 08:35:00.000,1.16839,1.16861,1.16827,1.16836,791.3600000000001 +18.09.2018 08:40:00.000,1.16835,1.16843,1.16799,1.16814,638.72 +18.09.2018 08:45:00.000,1.16814,1.16853,1.16810,1.16837,823.37 +18.09.2018 08:50:00.000,1.16838,1.16868,1.16837,1.16865,751.04 +18.09.2018 08:55:00.000,1.16867,1.16895,1.16865,1.16869,863.93 +18.09.2018 09:00:00.000,1.16870,1.16889,1.16846,1.16852,1029.24 +18.09.2018 09:05:00.000,1.16854,1.16926,1.16854,1.16912,1119.1799999999998 +18.09.2018 09:10:00.000,1.16912,1.16917,1.16876,1.16886,761.3900000000001 +18.09.2018 09:15:00.000,1.16885,1.16904,1.16850,1.16850,1075.93 +18.09.2018 09:20:00.000,1.16851,1.16855,1.16831,1.16841,760.91 +18.09.2018 09:25:00.000,1.16840,1.16875,1.16835,1.16842,750.4399999999999 +18.09.2018 09:30:00.000,1.16841,1.16850,1.16793,1.16834,1167.47 +18.09.2018 09:35:00.000,1.16835,1.16851,1.16828,1.16843,840.33 +18.09.2018 09:40:00.000,1.16843,1.16850,1.16787,1.16797,973.9100000000001 +18.09.2018 09:45:00.000,1.16796,1.16811,1.16786,1.16806,756.62 +18.09.2018 09:50:00.000,1.16808,1.16819,1.16769,1.16792,849.6700000000001 +18.09.2018 09:55:00.000,1.16791,1.16804,1.16770,1.16773,907.28 +18.09.2018 10:00:00.000,1.16773,1.16782,1.16743,1.16761,1513.39 +18.09.2018 10:05:00.000,1.16761,1.16797,1.16759,1.16796,909.9499999999999 +18.09.2018 10:10:00.000,1.16796,1.16799,1.16749,1.16769,1122.8200000000002 +18.09.2018 10:15:00.000,1.16769,1.16771,1.16746,1.16754,751.92 +18.09.2018 10:20:00.000,1.16754,1.16758,1.16720,1.16727,1020.28 +18.09.2018 10:25:00.000,1.16727,1.16768,1.16726,1.16756,961.07 +18.09.2018 10:30:00.000,1.16755,1.16779,1.16735,1.16775,1365.27 +18.09.2018 10:35:00.000,1.16776,1.16797,1.16770,1.16771,1213.6899999999998 +18.09.2018 10:40:00.000,1.16770,1.16803,1.16770,1.16796,1009.57 +18.09.2018 10:45:00.000,1.16796,1.16810,1.16789,1.16801,765.9599999999999 +18.09.2018 10:50:00.000,1.16801,1.16830,1.16792,1.16827,870.2199999999999 +18.09.2018 10:55:00.000,1.16829,1.16860,1.16824,1.16830,967.8199999999999 +18.09.2018 11:00:00.000,1.16829,1.16878,1.16820,1.16873,1076.2 +18.09.2018 11:05:00.000,1.16873,1.16876,1.16832,1.16832,941.3299999999999 +18.09.2018 11:10:00.000,1.16832,1.16870,1.16821,1.16835,790.23 +18.09.2018 11:15:00.000,1.16835,1.16850,1.16801,1.16810,849.9200000000001 +18.09.2018 11:20:00.000,1.16808,1.16821,1.16790,1.16809,814.19 +18.09.2018 11:25:00.000,1.16809,1.16829,1.16804,1.16824,774.6200000000001 +18.09.2018 11:30:00.000,1.16824,1.16826,1.16795,1.16821,778.1 +18.09.2018 11:35:00.000,1.16820,1.16883,1.16813,1.16880,641.86 +18.09.2018 11:40:00.000,1.16880,1.16985,1.16867,1.16985,982.7599999999999 +18.09.2018 11:45:00.000,1.16984,1.17055,1.16976,1.17025,1212.5 +18.09.2018 11:50:00.000,1.17025,1.17077,1.17023,1.17067,1124.94 +18.09.2018 11:55:00.000,1.17066,1.17072,1.17040,1.17063,1071.3999999999999 +18.09.2018 12:00:00.000,1.17064,1.17076,1.17034,1.17036,839.1999999999999 +18.09.2018 12:05:00.000,1.17034,1.17037,1.16991,1.17013,999.5699999999999 +18.09.2018 12:10:00.000,1.17012,1.17021,1.16966,1.16968,934.4000000000001 +18.09.2018 12:15:00.000,1.16966,1.16969,1.16869,1.16894,1044.62 +18.09.2018 12:20:00.000,1.16894,1.16935,1.16889,1.16916,926.79 +18.09.2018 12:25:00.000,1.16912,1.16913,1.16859,1.16885,1024.28 +18.09.2018 12:30:00.000,1.16883,1.16953,1.16867,1.16950,1360.95 +18.09.2018 12:35:00.000,1.16948,1.17010,1.16942,1.16972,1386.02 +18.09.2018 12:40:00.000,1.16972,1.17067,1.16968,1.17043,1226.08 +18.09.2018 12:45:00.000,1.17043,1.17099,1.17039,1.17097,1352.83 +18.09.2018 12:50:00.000,1.17095,1.17097,1.17036,1.17073,1234.5200000000002 +18.09.2018 12:55:00.000,1.17071,1.17087,1.17002,1.17065,1376.81 +18.09.2018 13:00:00.000,1.17063,1.17243,1.17057,1.17167,2106.3199999999997 +18.09.2018 13:05:00.000,1.17163,1.17202,1.17126,1.17159,1422.9599999999998 +18.09.2018 13:10:00.000,1.17158,1.17158,1.17090,1.17102,1303.31 +18.09.2018 13:15:00.000,1.17103,1.17117,1.17051,1.17091,1304.3799999999999 +18.09.2018 13:20:00.000,1.17091,1.17122,1.17069,1.17118,809.97 +18.09.2018 13:25:00.000,1.17120,1.17127,1.17067,1.17090,1122.28 +18.09.2018 13:30:00.000,1.17091,1.17144,1.17079,1.17142,1391.57 +18.09.2018 13:35:00.000,1.17144,1.17171,1.17101,1.17119,1488.25 +18.09.2018 13:40:00.000,1.17117,1.17140,1.17077,1.17077,1677.3200000000002 +18.09.2018 13:45:00.000,1.17078,1.17078,1.17036,1.17062,1386.57 +18.09.2018 13:50:00.000,1.17061,1.17111,1.17057,1.17066,1241.63 +18.09.2018 13:55:00.000,1.17066,1.17082,1.17035,1.17040,1152.04 +18.09.2018 14:00:00.000,1.17040,1.17042,1.16933,1.16988,1969.2499999999998 +18.09.2018 14:05:00.000,1.16988,1.16996,1.16880,1.16933,1859.63 +18.09.2018 14:10:00.000,1.16932,1.16981,1.16925,1.16965,1028.87 +18.09.2018 14:15:00.000,1.16965,1.17024,1.16964,1.16988,1112.47 +18.09.2018 14:20:00.000,1.16988,1.17007,1.16960,1.16973,997.4399999999999 +18.09.2018 14:25:00.000,1.16976,1.17004,1.16954,1.16961,852.15 +18.09.2018 14:30:00.000,1.16962,1.16995,1.16930,1.16955,1111.88 +18.09.2018 14:35:00.000,1.16955,1.16994,1.16930,1.16984,1065.48 +18.09.2018 14:40:00.000,1.16983,1.17039,1.16983,1.17022,1134.92 +18.09.2018 14:45:00.000,1.17020,1.17028,1.16997,1.17021,1001.1500000000001 +18.09.2018 14:50:00.000,1.17023,1.17073,1.16963,1.16973,1369.96 +18.09.2018 14:55:00.000,1.16975,1.17008,1.16974,1.16996,1297.8999999999999 +18.09.2018 15:00:00.000,1.16995,1.17016,1.16879,1.16899,1601.76 +18.09.2018 15:05:00.000,1.16898,1.16911,1.16850,1.16874,1104.4 +18.09.2018 15:10:00.000,1.16874,1.16909,1.16874,1.16907,881.78 +18.09.2018 15:15:00.000,1.16906,1.16911,1.16883,1.16897,1014.17 +18.09.2018 15:20:00.000,1.16896,1.16902,1.16822,1.16859,826.31 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16:35:00.000,1.16729,1.16731,1.16667,1.16679,635.5 +18.09.2018 16:40:00.000,1.16679,1.16679,1.16551,1.16600,1320.3100000000002 +18.09.2018 16:45:00.000,1.16600,1.16607,1.16549,1.16565,1019.76 +18.09.2018 16:50:00.000,1.16565,1.16622,1.16557,1.16618,723.1999999999999 +18.09.2018 16:55:00.000,1.16618,1.16652,1.16591,1.16593,898.94 +18.09.2018 17:00:00.000,1.16595,1.16616,1.16573,1.16603,877.8299999999999 +18.09.2018 17:05:00.000,1.16603,1.16650,1.16603,1.16646,668.0000000000001 +18.09.2018 17:10:00.000,1.16646,1.16652,1.16594,1.16626,745.27 +18.09.2018 17:15:00.000,1.16627,1.16656,1.16619,1.16641,920.94 +18.09.2018 17:20:00.000,1.16643,1.16651,1.16611,1.16611,520.12 +18.09.2018 17:25:00.000,1.16611,1.16611,1.16561,1.16566,717.51 +18.09.2018 17:30:00.000,1.16566,1.16582,1.16521,1.16566,1048.77 +18.09.2018 17:35:00.000,1.16566,1.16623,1.16550,1.16621,761.4399999999999 +18.09.2018 17:40:00.000,1.16620,1.16635,1.16611,1.16633,974.37 +18.09.2018 17:45:00.000,1.16633,1.16646,1.16626,1.16645,610.11 +18.09.2018 17:50:00.000,1.16645,1.16653,1.16616,1.16631,504.91999999999996 +18.09.2018 17:55:00.000,1.16631,1.16666,1.16627,1.16658,469.95 +18.09.2018 18:00:00.000,1.16657,1.16678,1.16652,1.16656,354.5 +18.09.2018 18:05:00.000,1.16658,1.16677,1.16652,1.16672,369.4 +18.09.2018 18:10:00.000,1.16672,1.16689,1.16667,1.16687,625.63 +18.09.2018 18:15:00.000,1.16687,1.16703,1.16667,1.16687,461.05 +18.09.2018 18:20:00.000,1.16687,1.16698,1.16672,1.16683,780.0699999999999 +18.09.2018 18:25:00.000,1.16685,1.16700,1.16683,1.16691,588.44 +18.09.2018 18:30:00.000,1.16691,1.16723,1.16687,1.16711,602.66 +18.09.2018 18:35:00.000,1.16711,1.16719,1.16683,1.16691,703.7800000000001 +18.09.2018 18:40:00.000,1.16690,1.16691,1.16657,1.16671,593.96 +18.09.2018 18:45:00.000,1.16675,1.16675,1.16640,1.16646,492.14000000000004 +18.09.2018 18:50:00.000,1.16646,1.16677,1.16643,1.16654,641.38 +18.09.2018 18:55:00.000,1.16654,1.16676,1.16653,1.16666,701.12 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20:10:00.000,1.16680,1.16691,1.16672,1.16688,414.20000000000005 +18.09.2018 20:15:00.000,1.16687,1.16701,1.16687,1.16696,380.45 +18.09.2018 20:20:00.000,1.16696,1.16706,1.16691,1.16703,256.75 +18.09.2018 20:25:00.000,1.16703,1.16717,1.16703,1.16708,196.55 +18.09.2018 20:30:00.000,1.16708,1.16739,1.16708,1.16736,546.8 +18.09.2018 20:35:00.000,1.16737,1.16737,1.16696,1.16697,356.77 +18.09.2018 20:40:00.000,1.16696,1.16700,1.16676,1.16689,443.99 +18.09.2018 20:45:00.000,1.16689,1.16699,1.16673,1.16674,343.2 +18.09.2018 20:50:00.000,1.16678,1.16686,1.16675,1.16686,283.12 +18.09.2018 20:55:00.000,1.16686,1.16697,1.16650,1.16651,431.66999999999996 +18.09.2018 21:00:00.000,1.16650,1.16688,1.16638,1.16679,146.07999999999998 +18.09.2018 21:05:00.000,1.16673,1.16688,1.16641,1.16654,581.8800000000001 +18.09.2018 21:10:00.000,1.16655,1.16689,1.16644,1.16669,484.63 +18.09.2018 21:15:00.000,1.16668,1.16679,1.16667,1.16677,208.71999999999997 +18.09.2018 21:20:00.000,1.16677,1.16680,1.16668,1.16668,71.34 +18.09.2018 21:25:00.000,1.16670,1.16680,1.16668,1.16675,101.32 +18.09.2018 21:30:00.000,1.16676,1.16692,1.16652,1.16666,810.82 +18.09.2018 21:35:00.000,1.16667,1.16682,1.16664,1.16679,495.47 +18.09.2018 21:40:00.000,1.16680,1.16684,1.16679,1.16682,597.6899999999999 +18.09.2018 21:45:00.000,1.16687,1.16712,1.16674,1.16704,489.49 +18.09.2018 21:50:00.000,1.16703,1.16720,1.16691,1.16693,405.39 +18.09.2018 21:55:00.000,1.16692,1.16725,1.16687,1.16710,246.76999999999998 +18.09.2018 22:00:00.000,1.16710,1.16711,1.16695,1.16700,180.21 +18.09.2018 22:05:00.000,1.16700,1.16745,1.16700,1.16740,248.20999999999998 +18.09.2018 22:10:00.000,1.16739,1.16766,1.16729,1.16748,432.08000000000004 +18.09.2018 22:15:00.000,1.16748,1.16752,1.16746,1.16749,113.54 +18.09.2018 22:20:00.000,1.16749,1.16796,1.16749,1.16794,318.09000000000003 +18.09.2018 22:25:00.000,1.16795,1.16799,1.16774,1.16775,266 +18.09.2018 22:30:00.000,1.16775,1.16784,1.16772,1.16773,114.76 +18.09.2018 22:35:00.000,1.16773,1.16824,1.16773,1.16819,311.45 +18.09.2018 22:40:00.000,1.16819,1.16819,1.16782,1.16784,181.62 +18.09.2018 22:45:00.000,1.16784,1.16797,1.16780,1.16794,215.6 +18.09.2018 22:50:00.000,1.16794,1.16795,1.16788,1.16790,263.81 +18.09.2018 22:55:00.000,1.16789,1.16795,1.16786,1.16792,135.72 +18.09.2018 23:00:00.000,1.16792,1.16797,1.16780,1.16783,213.32000000000002 +18.09.2018 23:05:00.000,1.16783,1.16787,1.16783,1.16784,168.12 +18.09.2018 23:10:00.000,1.16784,1.16784,1.16775,1.16775,226.59999999999997 +18.09.2018 23:15:00.000,1.16777,1.16782,1.16774,1.16779,261.09000000000003 +18.09.2018 23:20:00.000,1.16779,1.16782,1.16774,1.16781,174.52999999999997 +18.09.2018 23:25:00.000,1.16781,1.16814,1.16781,1.16805,397.40999999999997 +18.09.2018 23:30:00.000,1.16805,1.16810,1.16798,1.16799,182.11 +18.09.2018 23:35:00.000,1.16799,1.16799,1.16788,1.16791,229.95999999999998 +18.09.2018 23:40:00.000,1.16791,1.16794,1.16788,1.16788,289.56 +18.09.2018 23:45:00.000,1.16788,1.16795,1.16788,1.16793,223.27 +18.09.2018 23:50:00.000,1.16793,1.16794,1.16786,1.16789,223.25 +18.09.2018 23:55:00.000,1.16790,1.16795,1.16775,1.16775,328.28999999999996 +19.09.2018 00:00:00.000,1.16777,1.16786,1.16758,1.16766,501.23 +19.09.2018 00:05:00.000,1.16765,1.16768,1.16744,1.16760,556.87 +19.09.2018 00:10:00.000,1.16759,1.16762,1.16733,1.16735,468.22 +19.09.2018 00:15:00.000,1.16735,1.16749,1.16723,1.16735,435.66 +19.09.2018 00:20:00.000,1.16735,1.16746,1.16726,1.16733,511.11 +19.09.2018 00:25:00.000,1.16733,1.16733,1.16708,1.16708,409.81 +19.09.2018 00:30:00.000,1.16708,1.16728,1.16708,1.16708,506.98 +19.09.2018 00:35:00.000,1.16709,1.16742,1.16709,1.16715,465.28000000000003 +19.09.2018 00:40:00.000,1.16715,1.16719,1.16703,1.16705,281.68 +19.09.2018 00:45:00.000,1.16706,1.16719,1.16703,1.16704,246.11999999999998 +19.09.2018 00:50:00.000,1.16703,1.16706,1.16689,1.16689,520.02 +19.09.2018 00:55:00.000,1.16688,1.16694,1.16672,1.16672,536.55 +19.09.2018 01:00:00.000,1.16672,1.16692,1.16660,1.16692,423.64 +19.09.2018 01:05:00.000,1.16693,1.16697,1.16677,1.16678,437.69 +19.09.2018 01:10:00.000,1.16677,1.16684,1.16657,1.16660,429.51000000000005 +19.09.2018 01:15:00.000,1.16660,1.16670,1.16653,1.16663,463.8 +19.09.2018 01:20:00.000,1.16663,1.16677,1.16656,1.16674,440.23999999999995 +19.09.2018 01:25:00.000,1.16673,1.16681,1.16633,1.16644,384.99 +19.09.2018 01:30:00.000,1.16642,1.16649,1.16612,1.16648,523.45 +19.09.2018 01:35:00.000,1.16647,1.16652,1.16635,1.16651,469.74 +19.09.2018 01:40:00.000,1.16652,1.16660,1.16623,1.16629,557.91 +19.09.2018 01:45:00.000,1.16629,1.16635,1.16606,1.16611,451.4 +19.09.2018 01:50:00.000,1.16612,1.16620,1.16556,1.16565,715.9699999999999 +19.09.2018 01:55:00.000,1.16566,1.16584,1.16556,1.16583,549 +19.09.2018 02:00:00.000,1.16583,1.16589,1.16572,1.16580,433.45 +19.09.2018 02:05:00.000,1.16580,1.16587,1.16575,1.16580,444.97 +19.09.2018 02:10:00.000,1.16582,1.16605,1.16582,1.16595,542.7 +19.09.2018 02:15:00.000,1.16595,1.16599,1.16586,1.16590,482.03 +19.09.2018 02:20:00.000,1.16590,1.16615,1.16584,1.16610,663.12 +19.09.2018 02:25:00.000,1.16612,1.16629,1.16609,1.16629,659.3800000000001 +19.09.2018 02:30:00.000,1.16629,1.16639,1.16618,1.16627,467.66999999999996 +19.09.2018 02:35:00.000,1.16627,1.16632,1.16614,1.16623,507.48999999999995 +19.09.2018 02:40:00.000,1.16623,1.16631,1.16622,1.16630,322.98 +19.09.2018 02:45:00.000,1.16631,1.16635,1.16623,1.16627,337.32000000000005 +19.09.2018 02:50:00.000,1.16627,1.16655,1.16627,1.16647,411.96 +19.09.2018 02:55:00.000,1.16648,1.16655,1.16647,1.16648,214.60000000000002 +19.09.2018 03:00:00.000,1.16648,1.16659,1.16646,1.16658,431.78 +19.09.2018 03:05:00.000,1.16658,1.16658,1.16635,1.16641,498.76 +19.09.2018 03:10:00.000,1.16641,1.16654,1.16638,1.16649,352.19000000000005 +19.09.2018 03:15:00.000,1.16648,1.16749,1.16641,1.16700,1112.25 +19.09.2018 03:20:00.000,1.16698,1.16764,1.16696,1.16756,1056.22 +19.09.2018 03:25:00.000,1.16754,1.16758,1.16726,1.16733,692.12 +19.09.2018 03:30:00.000,1.16733,1.16741,1.16703,1.16718,527.5 +19.09.2018 03:35:00.000,1.16717,1.16733,1.16692,1.16718,621.99 +19.09.2018 03:40:00.000,1.16718,1.16731,1.16697,1.16722,518.97 +19.09.2018 03:45:00.000,1.16720,1.16734,1.16710,1.16719,663.62 +19.09.2018 03:50:00.000,1.16719,1.16734,1.16701,1.16734,495.49 +19.09.2018 03:55:00.000,1.16734,1.16754,1.16719,1.16743,688.4 +19.09.2018 04:00:00.000,1.16741,1.16741,1.16709,1.16717,451.62 +19.09.2018 04:05:00.000,1.16716,1.16720,1.16705,1.16714,505.2 +19.09.2018 04:10:00.000,1.16714,1.16733,1.16711,1.16733,343.48 +19.09.2018 04:15:00.000,1.16733,1.16742,1.16727,1.16734,498.04 +19.09.2018 04:20:00.000,1.16734,1.16764,1.16731,1.16763,326.07 +19.09.2018 04:25:00.000,1.16763,1.16774,1.16752,1.16754,404.82 +19.09.2018 04:30:00.000,1.16754,1.16754,1.16743,1.16752,381.31 +19.09.2018 04:35:00.000,1.16753,1.16763,1.16738,1.16744,446.65000000000003 +19.09.2018 04:40:00.000,1.16746,1.16756,1.16745,1.16748,507.71 +19.09.2018 04:45:00.000,1.16748,1.16763,1.16748,1.16749,429.21 +19.09.2018 04:50:00.000,1.16747,1.16748,1.16738,1.16739,374.06 +19.09.2018 04:55:00.000,1.16739,1.16753,1.16738,1.16750,446.6600000000001 +19.09.2018 05:00:00.000,1.16752,1.16766,1.16752,1.16762,466.97999999999996 +19.09.2018 05:05:00.000,1.16763,1.16764,1.16741,1.16742,513.97 +19.09.2018 05:10:00.000,1.16741,1.16760,1.16741,1.16754,418.75 +19.09.2018 05:15:00.000,1.16754,1.16769,1.16753,1.16766,451.31 +19.09.2018 05:20:00.000,1.16766,1.16792,1.16766,1.16783,532.56 +19.09.2018 05:25:00.000,1.16785,1.16804,1.16781,1.16801,499.29 +19.09.2018 05:30:00.000,1.16801,1.16841,1.16801,1.16824,842.3399999999999 +19.09.2018 05:35:00.000,1.16826,1.16831,1.16823,1.16830,390.12 +19.09.2018 05:40:00.000,1.16830,1.16849,1.16828,1.16839,672.04 +19.09.2018 05:45:00.000,1.16839,1.16871,1.16823,1.16867,642.56 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07:00:00.000,1.16778,1.16798,1.16732,1.16797,1176.4 +19.09.2018 07:05:00.000,1.16797,1.16868,1.16797,1.16866,1220.23 +19.09.2018 07:10:00.000,1.16866,1.16942,1.16866,1.16921,1458.72 +19.09.2018 07:15:00.000,1.16923,1.16942,1.16906,1.16931,1031.97 +19.09.2018 07:20:00.000,1.16930,1.16956,1.16922,1.16947,904.8800000000001 +19.09.2018 07:25:00.000,1.16949,1.16961,1.16917,1.16930,1176.63 +19.09.2018 07:30:00.000,1.16932,1.17013,1.16932,1.17006,1400.71 +19.09.2018 07:35:00.000,1.17007,1.17048,1.16996,1.17033,1333.5 +19.09.2018 07:40:00.000,1.17035,1.17049,1.17006,1.17024,1130.1100000000001 +19.09.2018 07:45:00.000,1.17024,1.17047,1.16980,1.17014,1110.3300000000002 +19.09.2018 07:50:00.000,1.17014,1.17044,1.17005,1.17005,834.1899999999999 +19.09.2018 07:55:00.000,1.17005,1.17026,1.16985,1.17012,1064.5 +19.09.2018 08:00:00.000,1.17009,1.17009,1.16971,1.16996,960.6700000000001 +19.09.2018 08:05:00.000,1.16996,1.17034,1.16981,1.17025,958.45 +19.09.2018 08:10:00.000,1.17025,1.17103,1.17024,1.17055,1469.01 +19.09.2018 08:15:00.000,1.17055,1.17139,1.17055,1.17118,1523.5 +19.09.2018 08:20:00.000,1.17118,1.17130,1.17095,1.17101,1060.3899999999999 +19.09.2018 08:25:00.000,1.17099,1.17099,1.17058,1.17069,1325.8400000000001 +19.09.2018 08:30:00.000,1.17068,1.17149,1.17068,1.17140,1877.6599999999999 +19.09.2018 08:35:00.000,1.17139,1.17144,1.17088,1.17123,1373.4199999999998 +19.09.2018 08:40:00.000,1.17124,1.17132,1.17100,1.17108,1293.54 +19.09.2018 08:45:00.000,1.17108,1.17109,1.17038,1.17046,1162.87 +19.09.2018 08:50:00.000,1.17047,1.17080,1.16994,1.17023,1670.65 +19.09.2018 08:55:00.000,1.17024,1.17039,1.16990,1.17023,1486.17 +19.09.2018 09:00:00.000,1.17023,1.17031,1.16995,1.17012,1387.69 +19.09.2018 09:05:00.000,1.17012,1.17032,1.16968,1.16994,1827.64 +19.09.2018 09:10:00.000,1.16994,1.17046,1.16989,1.17045,1127.59 +19.09.2018 09:15:00.000,1.17045,1.17053,1.17026,1.17052,1260.41 +19.09.2018 09:20:00.000,1.17052,1.17056,1.17010,1.17010,951.96 +19.09.2018 09:25:00.000,1.17010,1.17020,1.16974,1.16975,1104.79 +19.09.2018 09:30:00.000,1.16975,1.17034,1.16959,1.17019,1385.18 +19.09.2018 09:35:00.000,1.17020,1.17033,1.16994,1.16994,1131.55 +19.09.2018 09:40:00.000,1.16995,1.17004,1.16982,1.16992,1078.66 +19.09.2018 09:45:00.000,1.16992,1.17015,1.16986,1.16993,1329.0900000000001 +19.09.2018 09:50:00.000,1.16992,1.17014,1.16988,1.16991,770.4000000000001 +19.09.2018 09:55:00.000,1.16990,1.17010,1.16971,1.16981,1178.9499999999998 +19.09.2018 10:00:00.000,1.16980,1.16981,1.16917,1.16955,1459.16 +19.09.2018 10:05:00.000,1.16955,1.16980,1.16951,1.16977,870.99 +19.09.2018 10:10:00.000,1.16977,1.16984,1.16938,1.16962,948.53 +19.09.2018 10:15:00.000,1.16962,1.16968,1.16948,1.16955,856.6600000000001 +19.09.2018 10:20:00.000,1.16955,1.16979,1.16940,1.16941,1005.4300000000001 +19.09.2018 10:25:00.000,1.16941,1.16961,1.16920,1.16925,910.8 +19.09.2018 10:30:00.000,1.16927,1.16998,1.16927,1.16997,1268 +19.09.2018 10:35:00.000,1.16996,1.16999,1.16929,1.16942,1068.74 +19.09.2018 10:40:00.000,1.16942,1.16952,1.16925,1.16951,738.9000000000001 +19.09.2018 10:45:00.000,1.16952,1.16978,1.16916,1.16935,1329.44 +19.09.2018 10:50:00.000,1.16936,1.16960,1.16936,1.16960,786.18 +19.09.2018 10:55:00.000,1.16959,1.16966,1.16894,1.16895,1147.13 +19.09.2018 11:00:00.000,1.16895,1.16937,1.16895,1.16902,1018.73 +19.09.2018 11:05:00.000,1.16901,1.16912,1.16701,1.16739,1730.5900000000001 +19.09.2018 11:10:00.000,1.16739,1.16812,1.16735,1.16793,1607.69 +19.09.2018 11:15:00.000,1.16794,1.16816,1.16757,1.16812,1308.1499999999999 +19.09.2018 11:20:00.000,1.16813,1.16828,1.16784,1.16804,821.2700000000001 +19.09.2018 11:25:00.000,1.16804,1.16824,1.16788,1.16795,824.9399999999999 +19.09.2018 11:30:00.000,1.16795,1.16795,1.16744,1.16761,954.1899999999999 +19.09.2018 11:35:00.000,1.16761,1.16781,1.16759,1.16780,743.58 +19.09.2018 11:40:00.000,1.16775,1.16866,1.16773,1.16838,1291.5600000000002 +19.09.2018 11:45:00.000,1.16839,1.16852,1.16803,1.16823,883.6200000000001 +19.09.2018 11:50:00.000,1.16825,1.16826,1.16796,1.16799,561.4200000000001 +19.09.2018 11:55:00.000,1.16798,1.16798,1.16762,1.16776,1170.82 +19.09.2018 12:00:00.000,1.16777,1.16799,1.16736,1.16746,979.1600000000001 +19.09.2018 12:05:00.000,1.16746,1.16752,1.16652,1.16657,1354.7 +19.09.2018 12:10:00.000,1.16660,1.16685,1.16609,1.16668,1700.7099999999998 +19.09.2018 12:15:00.000,1.16668,1.16692,1.16641,1.16659,1202.74 +19.09.2018 12:20:00.000,1.16656,1.16704,1.16609,1.16697,1313.16 +19.09.2018 12:25:00.000,1.16696,1.16742,1.16693,1.16707,1263.14 +19.09.2018 12:30:00.000,1.16709,1.16724,1.16666,1.16724,1174.92 +19.09.2018 12:35:00.000,1.16724,1.16738,1.16685,1.16737,1185.15 +19.09.2018 12:40:00.000,1.16738,1.16761,1.16718,1.16728,1136.6999999999998 +19.09.2018 12:45:00.000,1.16726,1.16769,1.16721,1.16769,1075.5700000000002 +19.09.2018 12:50:00.000,1.16769,1.16777,1.16733,1.16743,1248.8400000000001 +19.09.2018 12:55:00.000,1.16740,1.16778,1.16724,1.16749,1003.87 +19.09.2018 13:00:00.000,1.16750,1.16754,1.16700,1.16714,1397.88 +19.09.2018 13:05:00.000,1.16713,1.16733,1.16683,1.16723,1102.74 +19.09.2018 13:10:00.000,1.16723,1.16738,1.16636,1.16640,1289.04 +19.09.2018 13:15:00.000,1.16639,1.16714,1.16629,1.16713,1113.1799999999998 +19.09.2018 13:20:00.000,1.16713,1.16767,1.16703,1.16759,1374.1699999999998 +19.09.2018 13:25:00.000,1.16759,1.16777,1.16743,1.16755,1071.2 +19.09.2018 13:30:00.000,1.16755,1.16761,1.16705,1.16708,988.2 +19.09.2018 13:35:00.000,1.16707,1.16716,1.16658,1.16703,1197.1699999999998 +19.09.2018 13:40:00.000,1.16701,1.16727,1.16685,1.16699,1188.6399999999999 +19.09.2018 13:45:00.000,1.16701,1.16711,1.16648,1.16655,1274.96 +19.09.2018 13:50:00.000,1.16655,1.16669,1.16611,1.16627,1229.5800000000002 +19.09.2018 13:55:00.000,1.16627,1.16654,1.16580,1.16626,1386.66 +19.09.2018 14:00:00.000,1.16625,1.16688,1.16612,1.16629,1106.03 +19.09.2018 14:05:00.000,1.16633,1.16639,1.16500,1.16549,1696.1499999999999 +19.09.2018 14:10:00.000,1.16547,1.16611,1.16539,1.16603,1295.67 +19.09.2018 14:15:00.000,1.16604,1.16626,1.16581,1.16613,1235.34 +19.09.2018 14:20:00.000,1.16612,1.16653,1.16580,1.16602,1332.11 +19.09.2018 14:25:00.000,1.16607,1.16668,1.16607,1.16622,1379.1799999999998 +19.09.2018 14:30:00.000,1.16627,1.16655,1.16616,1.16648,1112.33 +19.09.2018 14:35:00.000,1.16647,1.16746,1.16618,1.16746,1282.19 +19.09.2018 14:40:00.000,1.16746,1.16764,1.16719,1.16723,1155.21 +19.09.2018 14:45:00.000,1.16721,1.16723,1.16680,1.16702,1254.1 +19.09.2018 14:50:00.000,1.16702,1.16749,1.16686,1.16734,1307.5 +19.09.2018 14:55:00.000,1.16736,1.16736,1.16671,1.16681,1225.55 +19.09.2018 15:00:00.000,1.16681,1.16792,1.16681,1.16792,1658.8999999999999 +19.09.2018 15:05:00.000,1.16793,1.16926,1.16757,1.16774,2051.12 +19.09.2018 15:10:00.000,1.16772,1.16796,1.16737,1.16748,1082.04 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16:25:00.000,1.16831,1.16839,1.16796,1.16815,839.01 +19.09.2018 16:30:00.000,1.16817,1.16871,1.16813,1.16842,907.4700000000001 +19.09.2018 16:35:00.000,1.16844,1.16881,1.16826,1.16876,840.88 +19.09.2018 16:40:00.000,1.16876,1.16882,1.16847,1.16874,863.4100000000001 +19.09.2018 16:45:00.000,1.16876,1.16879,1.16853,1.16872,594.8799999999999 +19.09.2018 16:50:00.000,1.16872,1.16879,1.16820,1.16839,839.2299999999999 +19.09.2018 16:55:00.000,1.16839,1.16840,1.16812,1.16830,813.58 +19.09.2018 17:00:00.000,1.16830,1.16831,1.16799,1.16810,610.49 +19.09.2018 17:05:00.000,1.16808,1.16812,1.16760,1.16776,1158.49 +19.09.2018 17:10:00.000,1.16776,1.16796,1.16755,1.16777,891.25 +19.09.2018 17:15:00.000,1.16777,1.16796,1.16768,1.16781,752.7 +19.09.2018 17:20:00.000,1.16781,1.16786,1.16691,1.16701,1033.3200000000002 +19.09.2018 17:25:00.000,1.16700,1.16722,1.16691,1.16714,866.6800000000001 +19.09.2018 17:30:00.000,1.16715,1.16746,1.16714,1.16723,768.6499999999999 +19.09.2018 17:35:00.000,1.16724,1.16742,1.16708,1.16725,863.78 +19.09.2018 17:40:00.000,1.16725,1.16729,1.16702,1.16729,485.87 +19.09.2018 17:45:00.000,1.16728,1.16771,1.16722,1.16763,899.81 +19.09.2018 17:50:00.000,1.16763,1.16778,1.16752,1.16773,687.45 +19.09.2018 17:55:00.000,1.16773,1.16773,1.16740,1.16741,595.05 +19.09.2018 18:00:00.000,1.16741,1.16765,1.16730,1.16757,669.8399999999999 +19.09.2018 18:05:00.000,1.16758,1.16759,1.16729,1.16733,535 +19.09.2018 18:10:00.000,1.16733,1.16746,1.16733,1.16739,453.49 +19.09.2018 18:15:00.000,1.16739,1.16739,1.16725,1.16728,532.5899999999999 +19.09.2018 18:20:00.000,1.16728,1.16732,1.16723,1.16730,454.95 +19.09.2018 18:25:00.000,1.16730,1.16730,1.16713,1.16715,512.84 +19.09.2018 18:30:00.000,1.16714,1.16725,1.16714,1.16724,300.76 +19.09.2018 18:35:00.000,1.16724,1.16733,1.16719,1.16720,390.91 +19.09.2018 18:40:00.000,1.16719,1.16744,1.16719,1.16741,441.84 +19.09.2018 18:45:00.000,1.16742,1.16758,1.16739,1.16743,642.68 +19.09.2018 18:50:00.000,1.16743,1.16758,1.16743,1.16753,637.86 +19.09.2018 18:55:00.000,1.16753,1.16764,1.16735,1.16739,672.65 +19.09.2018 19:00:00.000,1.16737,1.16746,1.16730,1.16742,537.4 +19.09.2018 19:05:00.000,1.16742,1.16754,1.16740,1.16740,479.97999999999996 +19.09.2018 19:10:00.000,1.16738,1.16750,1.16738,1.16742,290.45000000000005 +19.09.2018 19:15:00.000,1.16742,1.16749,1.16739,1.16740,330.13000000000005 +19.09.2018 19:20:00.000,1.16740,1.16740,1.16730,1.16730,396.57 +19.09.2018 19:25:00.000,1.16731,1.16750,1.16730,1.16747,437.59999999999997 +19.09.2018 19:30:00.000,1.16747,1.16755,1.16742,1.16743,460.55 +19.09.2018 19:35:00.000,1.16742,1.16749,1.16740,1.16749,354.32 +19.09.2018 19:40:00.000,1.16749,1.16751,1.16740,1.16745,437.23 +19.09.2018 19:45:00.000,1.16744,1.16749,1.16740,1.16741,449.28 +19.09.2018 19:50:00.000,1.16740,1.16752,1.16740,1.16744,553.54 +19.09.2018 19:55:00.000,1.16744,1.16754,1.16727,1.16729,596.73 +19.09.2018 20:00:00.000,1.16729,1.16733,1.16723,1.16730,393.11 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21:15:00.000,1.16767,1.16767,1.16743,1.16743,250.84 +19.09.2018 21:20:00.000,1.16743,1.16766,1.16715,1.16753,236.61999999999998 +19.09.2018 21:25:00.000,1.16753,1.16758,1.16745,1.16751,239.32000000000002 +19.09.2018 21:30:00.000,1.16749,1.16752,1.16699,1.16711,432.44 +19.09.2018 21:35:00.000,1.16713,1.16758,1.16708,1.16724,1239.8899999999999 +19.09.2018 21:40:00.000,1.16720,1.16747,1.16702,1.16731,1624.49 +19.09.2018 21:45:00.000,1.16736,1.16749,1.16711,1.16726,330.08000000000004 +19.09.2018 21:50:00.000,1.16725,1.16731,1.16711,1.16722,366.20000000000005 +19.09.2018 21:55:00.000,1.16722,1.16731,1.16716,1.16718,764 +19.09.2018 22:00:00.000,1.16718,1.16734,1.16718,1.16728,383.55999999999995 +19.09.2018 22:05:00.000,1.16729,1.16729,1.16716,1.16716,383.03999999999996 +19.09.2018 22:10:00.000,1.16716,1.16718,1.16701,1.16705,346.53999999999996 +19.09.2018 22:15:00.000,1.16705,1.16712,1.16700,1.16702,680.1800000000001 +19.09.2018 22:20:00.000,1.16702,1.16705,1.16689,1.16693,613.52 +19.09.2018 22:25:00.000,1.16695,1.16710,1.16695,1.16703,559.8599999999999 +19.09.2018 22:30:00.000,1.16703,1.16718,1.16701,1.16707,378.96 +19.09.2018 22:35:00.000,1.16707,1.16714,1.16699,1.16708,818.1899999999999 +19.09.2018 22:40:00.000,1.16708,1.16729,1.16706,1.16729,491.13 +19.09.2018 22:45:00.000,1.16730,1.16766,1.16694,1.16703,853.87 +19.09.2018 22:50:00.000,1.16702,1.16721,1.16702,1.16702,558.05 +19.09.2018 22:55:00.000,1.16702,1.16707,1.16696,1.16706,547.55 +19.09.2018 23:00:00.000,1.16706,1.16714,1.16695,1.16701,518.2 +19.09.2018 23:05:00.000,1.16703,1.16722,1.16700,1.16715,688.05 +19.09.2018 23:10:00.000,1.16715,1.16715,1.16691,1.16695,321.99 +19.09.2018 23:15:00.000,1.16695,1.16716,1.16692,1.16707,271.36 +19.09.2018 23:20:00.000,1.16708,1.16726,1.16706,1.16707,215.96999999999997 +19.09.2018 23:25:00.000,1.16707,1.16720,1.16706,1.16720,262.44 +19.09.2018 23:30:00.000,1.16720,1.16735,1.16696,1.16706,278.27000000000004 +19.09.2018 23:35:00.000,1.16707,1.16728,1.16707,1.16725,209.23000000000002 +19.09.2018 23:40:00.000,1.16725,1.16741,1.16722,1.16729,277.11 +19.09.2018 23:45:00.000,1.16727,1.16729,1.16719,1.16729,353.96 +19.09.2018 23:50:00.000,1.16731,1.16744,1.16725,1.16740,264.44000000000005 +19.09.2018 23:55:00.000,1.16739,1.16743,1.16738,1.16740,130.44 +20.09.2018 00:00:00.000,1.16738,1.16749,1.16722,1.16747,387.5 +20.09.2018 00:05:00.000,1.16745,1.16746,1.16733,1.16741,384.12 +20.09.2018 00:10:00.000,1.16741,1.16741,1.16719,1.16722,484.33000000000004 +20.09.2018 00:15:00.000,1.16721,1.16747,1.16721,1.16745,493.69000000000005 +20.09.2018 00:20:00.000,1.16744,1.16756,1.16740,1.16755,611.83 +20.09.2018 00:25:00.000,1.16756,1.16760,1.16744,1.16756,357.4 +20.09.2018 00:30:00.000,1.16756,1.16756,1.16746,1.16756,511.71 +20.09.2018 00:35:00.000,1.16755,1.16761,1.16747,1.16747,340.93 +20.09.2018 00:40:00.000,1.16748,1.16753,1.16745,1.16749,453.85 +20.09.2018 00:45:00.000,1.16749,1.16762,1.16748,1.16755,424.75 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02:00:00.000,1.16840,1.16844,1.16825,1.16831,574.51 +20.09.2018 02:05:00.000,1.16832,1.16837,1.16821,1.16836,519.5699999999999 +20.09.2018 02:10:00.000,1.16836,1.16842,1.16812,1.16814,527 +20.09.2018 02:15:00.000,1.16814,1.16831,1.16805,1.16828,565.16 +20.09.2018 02:20:00.000,1.16828,1.16832,1.16824,1.16829,297.90000000000003 +20.09.2018 02:25:00.000,1.16829,1.16833,1.16806,1.16810,404.95 +20.09.2018 02:30:00.000,1.16809,1.16813,1.16797,1.16804,413.26 +20.09.2018 02:35:00.000,1.16804,1.16821,1.16803,1.16808,388.39 +20.09.2018 02:40:00.000,1.16807,1.16819,1.16806,1.16817,296.29 +20.09.2018 02:45:00.000,1.16817,1.16834,1.16817,1.16834,376.27 +20.09.2018 02:50:00.000,1.16834,1.16834,1.16827,1.16827,157.48 +20.09.2018 02:55:00.000,1.16828,1.16838,1.16827,1.16834,263.15 +20.09.2018 03:00:00.000,1.16835,1.16858,1.16823,1.16856,292.65999999999997 +20.09.2018 03:05:00.000,1.16857,1.16866,1.16853,1.16862,490.74 +20.09.2018 03:10:00.000,1.16861,1.16862,1.16841,1.16841,281.19 +20.09.2018 03:15:00.000,1.16842,1.16844,1.16831,1.16837,456.08 +20.09.2018 03:20:00.000,1.16837,1.16838,1.16832,1.16832,178.1 +20.09.2018 03:25:00.000,1.16832,1.16841,1.16831,1.16837,234.76 +20.09.2018 03:30:00.000,1.16836,1.16844,1.16832,1.16841,266.05 +20.09.2018 03:35:00.000,1.16841,1.16848,1.16828,1.16828,322.03999999999996 +20.09.2018 03:40:00.000,1.16827,1.16851,1.16826,1.16832,415.96000000000004 +20.09.2018 03:45:00.000,1.16832,1.16832,1.16811,1.16812,184.33 +20.09.2018 03:50:00.000,1.16812,1.16818,1.16806,1.16817,130.62 +20.09.2018 03:55:00.000,1.16818,1.16818,1.16783,1.16783,364.4 +20.09.2018 04:00:00.000,1.16782,1.16803,1.16782,1.16802,388.43 +20.09.2018 04:05:00.000,1.16803,1.16806,1.16781,1.16781,156.76 +20.09.2018 04:10:00.000,1.16781,1.16788,1.16781,1.16784,238.82999999999998 +20.09.2018 04:15:00.000,1.16785,1.16791,1.16781,1.16785,259.76 +20.09.2018 04:20:00.000,1.16785,1.16793,1.16782,1.16793,139.95 +20.09.2018 04:25:00.000,1.16795,1.16804,1.16793,1.16803,189.3 +20.09.2018 04:30:00.000,1.16805,1.16809,1.16795,1.16796,159.88000000000002 +20.09.2018 04:35:00.000,1.16794,1.16813,1.16792,1.16813,171.06 +20.09.2018 04:40:00.000,1.16814,1.16856,1.16813,1.16816,645.3700000000001 +20.09.2018 04:45:00.000,1.16816,1.16821,1.16801,1.16804,392.59 +20.09.2018 04:50:00.000,1.16804,1.16807,1.16781,1.16781,319.06 +20.09.2018 04:55:00.000,1.16785,1.16788,1.16776,1.16783,286.59000000000003 +20.09.2018 05:00:00.000,1.16786,1.16798,1.16773,1.16793,348.15 +20.09.2018 05:05:00.000,1.16793,1.16797,1.16787,1.16797,347.76 +20.09.2018 05:10:00.000,1.16797,1.16798,1.16788,1.16788,313.2 +20.09.2018 05:15:00.000,1.16789,1.16826,1.16782,1.16818,614.23 +20.09.2018 05:20:00.000,1.16818,1.16829,1.16796,1.16796,517.42 +20.09.2018 05:25:00.000,1.16796,1.16804,1.16791,1.16800,513.9300000000001 +20.09.2018 05:30:00.000,1.16799,1.16805,1.16780,1.16788,455.62 +20.09.2018 05:35:00.000,1.16788,1.16814,1.16788,1.16803,320.91999999999996 +20.09.2018 05:40:00.000,1.16802,1.16825,1.16802,1.16818,314.96 +20.09.2018 05:45:00.000,1.16818,1.16844,1.16817,1.16837,539.5300000000001 +20.09.2018 05:50:00.000,1.16838,1.16849,1.16822,1.16825,493.37 +20.09.2018 05:55:00.000,1.16826,1.16849,1.16821,1.16837,741.0600000000001 +20.09.2018 06:00:00.000,1.16839,1.16882,1.16838,1.16840,772.1700000000001 +20.09.2018 06:05:00.000,1.16835,1.16863,1.16810,1.16816,684.8199999999999 +20.09.2018 06:10:00.000,1.16815,1.16829,1.16809,1.16817,534.2 +20.09.2018 06:15:00.000,1.16817,1.16859,1.16792,1.16859,933.15 +20.09.2018 06:20:00.000,1.16860,1.16883,1.16838,1.16879,630.81 +20.09.2018 06:25:00.000,1.16880,1.16920,1.16869,1.16883,1078.8500000000001 +20.09.2018 06:30:00.000,1.16882,1.16884,1.16855,1.16863,973.59 +20.09.2018 06:35:00.000,1.16863,1.16895,1.16858,1.16891,881.3300000000002 +20.09.2018 06:40:00.000,1.16892,1.16921,1.16882,1.16903,903.07 +20.09.2018 06:45:00.000,1.16903,1.16938,1.16899,1.16933,952 +20.09.2018 06:50:00.000,1.16933,1.16933,1.16894,1.16896,869.89 +20.09.2018 06:55:00.000,1.16896,1.16896,1.16835,1.16840,1161.58 +20.09.2018 07:00:00.000,1.16841,1.16896,1.16836,1.16891,1110.27 +20.09.2018 07:05:00.000,1.16890,1.16946,1.16888,1.16939,1070.74 +20.09.2018 07:10:00.000,1.16938,1.16947,1.16898,1.16945,770.38 +20.09.2018 07:15:00.000,1.16946,1.16978,1.16943,1.16978,1208.5 +20.09.2018 07:20:00.000,1.16980,1.16980,1.16929,1.16931,1172.75 +20.09.2018 07:25:00.000,1.16931,1.16965,1.16930,1.16954,641.22 +20.09.2018 07:30:00.000,1.16957,1.17005,1.16957,1.16985,1237.9300000000003 +20.09.2018 07:35:00.000,1.16985,1.17043,1.16985,1.17018,1245.07 +20.09.2018 07:40:00.000,1.17018,1.17031,1.16982,1.16994,944.04 +20.09.2018 07:45:00.000,1.16997,1.17013,1.16978,1.17005,771.29 +20.09.2018 07:50:00.000,1.17005,1.17029,1.17000,1.17009,1111.15 +20.09.2018 07:55:00.000,1.17011,1.17023,1.16957,1.16969,1327.39 +20.09.2018 08:00:00.000,1.16972,1.17021,1.16959,1.17010,1093.08 +20.09.2018 08:05:00.000,1.17009,1.17026,1.16991,1.17024,891.1299999999999 +20.09.2018 08:10:00.000,1.17024,1.17066,1.16999,1.17050,1154.0700000000002 +20.09.2018 08:15:00.000,1.17049,1.17086,1.17010,1.17014,1188.47 +20.09.2018 08:20:00.000,1.17014,1.17022,1.16978,1.16990,1274.04 +20.09.2018 08:25:00.000,1.16990,1.17051,1.16989,1.17034,1188.81 +20.09.2018 08:30:00.000,1.17033,1.17064,1.16989,1.17003,1423.52 +20.09.2018 08:35:00.000,1.17003,1.17007,1.16949,1.16977,1380.0700000000002 +20.09.2018 08:40:00.000,1.16974,1.16974,1.16921,1.16949,1443.82 +20.09.2018 08:45:00.000,1.16949,1.16969,1.16940,1.16963,1070.6599999999999 +20.09.2018 08:50:00.000,1.16964,1.16968,1.16854,1.16856,1514.55 +20.09.2018 08:55:00.000,1.16857,1.16917,1.16857,1.16915,1409.78 +20.09.2018 09:00:00.000,1.16915,1.16943,1.16863,1.16915,1419.3799999999999 +20.09.2018 09:05:00.000,1.16914,1.16970,1.16914,1.16953,1018.6300000000001 +20.09.2018 09:10:00.000,1.16952,1.16974,1.16932,1.16949,1017.8799999999999 +20.09.2018 09:15:00.000,1.16949,1.16965,1.16931,1.16959,876.1199999999999 +20.09.2018 09:20:00.000,1.16959,1.17009,1.16958,1.17009,916.9100000000001 +20.09.2018 09:25:00.000,1.17008,1.17051,1.17003,1.17045,1090.39 +20.09.2018 09:30:00.000,1.17044,1.17063,1.17030,1.17045,1125.96 +20.09.2018 09:35:00.000,1.17046,1.17049,1.17020,1.17038,1003.6500000000001 +20.09.2018 09:40:00.000,1.17039,1.17047,1.17021,1.17029,1111.3100000000002 +20.09.2018 09:45:00.000,1.17028,1.17059,1.17018,1.17047,947.7399999999999 +20.09.2018 09:50:00.000,1.17047,1.17087,1.17041,1.17079,1282.95 +20.09.2018 09:55:00.000,1.17080,1.17085,1.17034,1.17038,1130.17 +20.09.2018 10:00:00.000,1.17041,1.17045,1.17000,1.17009,1262.62 +20.09.2018 10:05:00.000,1.17009,1.17033,1.16976,1.17016,1317.8400000000001 +20.09.2018 10:10:00.000,1.17012,1.17075,1.17002,1.17065,1341.6299999999999 +20.09.2018 10:15:00.000,1.17065,1.17121,1.17054,1.17104,1488.16 +20.09.2018 10:20:00.000,1.17103,1.17122,1.17089,1.17097,1271.79 +20.09.2018 10:25:00.000,1.17098,1.17156,1.17097,1.17127,1235.21 +20.09.2018 10:30:00.000,1.17128,1.17164,1.17123,1.17158,1154.8400000000001 +20.09.2018 10:35:00.000,1.17161,1.17174,1.17123,1.17138,1037.5800000000002 +20.09.2018 10:40:00.000,1.17138,1.17199,1.17133,1.17161,1194.6599999999999 +20.09.2018 10:45:00.000,1.17162,1.17164,1.17146,1.17152,1138.17 +20.09.2018 10:50:00.000,1.17156,1.17180,1.17120,1.17164,1649.4499999999998 +20.09.2018 10:55:00.000,1.17165,1.17207,1.17165,1.17206,1506.06 +20.09.2018 11:00:00.000,1.17206,1.17206,1.17145,1.17151,1310.3899999999999 +20.09.2018 11:05:00.000,1.17152,1.17172,1.17144,1.17167,975.75 +20.09.2018 11:10:00.000,1.17166,1.17192,1.17148,1.17152,1308.6 +20.09.2018 11:15:00.000,1.17153,1.17276,1.17149,1.17246,1322.7900000000002 +20.09.2018 11:20:00.000,1.17248,1.17271,1.17216,1.17252,1242.99 +20.09.2018 11:25:00.000,1.17251,1.17294,1.17249,1.17278,1195.76 +20.09.2018 11:30:00.000,1.17278,1.17427,1.17278,1.17424,1776.6 +20.09.2018 11:35:00.000,1.17423,1.17453,1.17354,1.17390,2092.21 +20.09.2018 11:40:00.000,1.17390,1.17451,1.17390,1.17423,1618.31 +20.09.2018 11:45:00.000,1.17423,1.17485,1.17421,1.17456,1662.9899999999998 +20.09.2018 11:50:00.000,1.17456,1.17478,1.17448,1.17449,1401.0499999999997 +20.09.2018 11:55:00.000,1.17450,1.17640,1.17446,1.17585,1799.63 +20.09.2018 12:00:00.000,1.17582,1.17715,1.17582,1.17654,2278.6 +20.09.2018 12:05:00.000,1.17656,1.17727,1.17620,1.17703,2086.62 +20.09.2018 12:10:00.000,1.17702,1.17722,1.17641,1.17686,2035.98 +20.09.2018 12:15:00.000,1.17688,1.17746,1.17625,1.17647,2142.08 +20.09.2018 12:20:00.000,1.17646,1.17745,1.17646,1.17722,1722.78 +20.09.2018 12:25:00.000,1.17722,1.17768,1.17719,1.17760,1716.33 +20.09.2018 12:30:00.000,1.17763,1.17768,1.17656,1.17663,1721.7800000000002 +20.09.2018 12:35:00.000,1.17663,1.17703,1.17646,1.17673,1526.1799999999998 +20.09.2018 12:40:00.000,1.17671,1.17719,1.17658,1.17692,1443.52 +20.09.2018 12:45:00.000,1.17691,1.17692,1.17642,1.17645,1595.86 +20.09.2018 12:50:00.000,1.17641,1.17691,1.17613,1.17621,1761.81 +20.09.2018 12:55:00.000,1.17618,1.17721,1.17615,1.17701,1801.23 +20.09.2018 13:00:00.000,1.17699,1.17707,1.17620,1.17635,1919.53 +20.09.2018 13:05:00.000,1.17635,1.17642,1.17610,1.17621,1561.26 +20.09.2018 13:10:00.000,1.17621,1.17650,1.17593,1.17639,1341.26 +20.09.2018 13:15:00.000,1.17639,1.17692,1.17633,1.17683,1444.37 +20.09.2018 13:20:00.000,1.17685,1.17697,1.17640,1.17667,1754.25 +20.09.2018 13:25:00.000,1.17669,1.17704,1.17643,1.17687,1408.5200000000002 +20.09.2018 13:30:00.000,1.17687,1.17767,1.17685,1.17728,1633.7 +20.09.2018 13:35:00.000,1.17736,1.17736,1.17521,1.17550,2199.7799999999997 +20.09.2018 13:40:00.000,1.17551,1.17589,1.17526,1.17576,1628.9 +20.09.2018 13:45:00.000,1.17575,1.17580,1.17501,1.17524,1961.1 +20.09.2018 13:50:00.000,1.17524,1.17551,1.17440,1.17482,1542.57 +20.09.2018 13:55:00.000,1.17485,1.17574,1.17485,1.17572,1074.2199999999998 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15:10:00.000,1.17596,1.17607,1.17518,1.17525,1401.96 +20.09.2018 15:15:00.000,1.17526,1.17581,1.17510,1.17581,1468.58 +20.09.2018 15:20:00.000,1.17581,1.17586,1.17524,1.17525,1567.98 +20.09.2018 15:25:00.000,1.17524,1.17535,1.17484,1.17484,1556.41 +20.09.2018 15:30:00.000,1.17487,1.17528,1.17460,1.17522,1332.25 +20.09.2018 15:35:00.000,1.17526,1.17533,1.17440,1.17443,1455.95 +20.09.2018 15:40:00.000,1.17443,1.17467,1.17429,1.17450,1220.28 +20.09.2018 15:45:00.000,1.17450,1.17468,1.17437,1.17460,1143.8000000000002 +20.09.2018 15:50:00.000,1.17460,1.17462,1.17424,1.17426,1124.0500000000002 +20.09.2018 15:55:00.000,1.17427,1.17436,1.17410,1.17426,1123.97 +20.09.2018 16:00:00.000,1.17427,1.17451,1.17389,1.17401,1342.9599999999998 +20.09.2018 16:05:00.000,1.17401,1.17446,1.17391,1.17431,1116.55 +20.09.2018 16:10:00.000,1.17431,1.17447,1.17408,1.17443,984.99 +20.09.2018 16:15:00.000,1.17442,1.17457,1.17415,1.17446,1036.6699999999998 +20.09.2018 16:20:00.000,1.17445,1.17476,1.17445,1.17470,886.06 +20.09.2018 16:25:00.000,1.17470,1.17514,1.17468,1.17506,907.09 +20.09.2018 16:30:00.000,1.17506,1.17546,1.17500,1.17540,995.57 +20.09.2018 16:35:00.000,1.17542,1.17556,1.17520,1.17556,996.8399999999999 +20.09.2018 16:40:00.000,1.17557,1.17570,1.17552,1.17556,1171.25 +20.09.2018 16:45:00.000,1.17556,1.17560,1.17547,1.17552,991.3399999999999 +20.09.2018 16:50:00.000,1.17551,1.17581,1.17550,1.17563,883.13 +20.09.2018 16:55:00.000,1.17561,1.17587,1.17534,1.17580,1152.01 +20.09.2018 17:00:00.000,1.17580,1.17735,1.17573,1.17603,1319.7 +20.09.2018 17:05:00.000,1.17601,1.17657,1.17589,1.17618,1007.3499999999999 +20.09.2018 17:10:00.000,1.17618,1.17689,1.17611,1.17661,1204.7299999999998 +20.09.2018 17:15:00.000,1.17661,1.17676,1.17649,1.17671,880.0300000000001 +20.09.2018 17:20:00.000,1.17671,1.17709,1.17671,1.17694,1102.71 +20.09.2018 17:25:00.000,1.17694,1.17695,1.17640,1.17651,985.9200000000001 +20.09.2018 17:30:00.000,1.17653,1.17709,1.17653,1.17680,1079.18 +20.09.2018 17:35:00.000,1.17681,1.17681,1.17644,1.17652,743.77 +20.09.2018 17:40:00.000,1.17651,1.17665,1.17628,1.17639,714.16 +20.09.2018 17:45:00.000,1.17637,1.17647,1.17627,1.17636,699.4200000000001 +20.09.2018 17:50:00.000,1.17636,1.17653,1.17628,1.17640,953.78 +20.09.2018 17:55:00.000,1.17643,1.17701,1.17643,1.17698,972.77 +20.09.2018 18:00:00.000,1.17697,1.17702,1.17663,1.17671,886.0799999999999 +20.09.2018 18:05:00.000,1.17672,1.17689,1.17663,1.17672,590.45 +20.09.2018 18:10:00.000,1.17671,1.17692,1.17659,1.17687,656.6399999999999 +20.09.2018 18:15:00.000,1.17688,1.17697,1.17670,1.17694,631.6600000000001 +20.09.2018 18:20:00.000,1.17695,1.17719,1.17695,1.17709,766.95 +20.09.2018 18:25:00.000,1.17712,1.17712,1.17700,1.17705,673.81 +20.09.2018 18:30:00.000,1.17704,1.17710,1.17697,1.17701,558.29 +20.09.2018 18:35:00.000,1.17702,1.17740,1.17700,1.17739,747.6800000000001 +20.09.2018 18:40:00.000,1.17738,1.17751,1.17720,1.17744,778.5799999999999 +20.09.2018 18:45:00.000,1.17745,1.17745,1.17714,1.17739,621.8599999999999 +20.09.2018 18:50:00.000,1.17740,1.17740,1.17707,1.17738,825.83 +20.09.2018 18:55:00.000,1.17738,1.17765,1.17733,1.17762,943.2700000000001 +20.09.2018 19:00:00.000,1.17765,1.17776,1.17747,1.17761,715.14 +20.09.2018 19:05:00.000,1.17759,1.17779,1.17748,1.17776,833.95 +20.09.2018 19:10:00.000,1.17777,1.17780,1.17763,1.17772,788.33 +20.09.2018 19:15:00.000,1.17772,1.17798,1.17772,1.17793,648.4 +20.09.2018 19:20:00.000,1.17794,1.17834,1.17783,1.17812,1105.67 +20.09.2018 19:25:00.000,1.17812,1.17843,1.17806,1.17836,997.24 +20.09.2018 19:30:00.000,1.17834,1.17842,1.17831,1.17835,729.76 +20.09.2018 19:35:00.000,1.17835,1.17845,1.17831,1.17840,812.03 +20.09.2018 19:40:00.000,1.17840,1.17840,1.17809,1.17815,716.2199999999999 +20.09.2018 19:45:00.000,1.17816,1.17816,1.17796,1.17807,724.8599999999999 +20.09.2018 19:50:00.000,1.17807,1.17810,1.17780,1.17781,559.1899999999999 +20.09.2018 19:55:00.000,1.17783,1.17795,1.17780,1.17782,498.45 +20.09.2018 20:00:00.000,1.17781,1.17793,1.17772,1.17792,411.46000000000004 +20.09.2018 20:05:00.000,1.17792,1.17821,1.17792,1.17817,382.95 +20.09.2018 20:10:00.000,1.17817,1.17828,1.17795,1.17795,297.41 +20.09.2018 20:15:00.000,1.17795,1.17800,1.17790,1.17792,189.39999999999998 +20.09.2018 20:20:00.000,1.17792,1.17792,1.17776,1.17777,192.17000000000002 +20.09.2018 20:25:00.000,1.17777,1.17782,1.17762,1.17766,317.38 +20.09.2018 20:30:00.000,1.17769,1.17793,1.17769,1.17771,419.42 +20.09.2018 20:35:00.000,1.17772,1.17787,1.17769,1.17776,375.03000000000003 +20.09.2018 20:40:00.000,1.17776,1.17780,1.17770,1.17772,381.33000000000004 +20.09.2018 20:45:00.000,1.17771,1.17779,1.17770,1.17773,285.03000000000003 +20.09.2018 20:50:00.000,1.17773,1.17780,1.17771,1.17775,329.43 +20.09.2018 20:55:00.000,1.17776,1.17776,1.17764,1.17766,310.58000000000004 +20.09.2018 21:00:00.000,1.17765,1.17773,1.17762,1.17772,50.57 +20.09.2018 21:05:00.000,1.17771,1.17776,1.17771,1.17773,94.88999999999999 +20.09.2018 21:10:00.000,1.17773,1.17773,1.17756,1.17758,156.35999999999999 +20.09.2018 21:15:00.000,1.17758,1.17762,1.17756,1.17760,105.05999999999999 +20.09.2018 21:20:00.000,1.17760,1.17771,1.17758,1.17770,265.04999999999995 +20.09.2018 21:25:00.000,1.17769,1.17775,1.17759,1.17760,359.88000000000005 +20.09.2018 21:30:00.000,1.17761,1.17770,1.17756,1.17759,525.5500000000001 +20.09.2018 21:35:00.000,1.17759,1.17761,1.17757,1.17757,232.98 +20.09.2018 21:40:00.000,1.17757,1.17764,1.17739,1.17753,348.04 +20.09.2018 21:45:00.000,1.17752,1.17766,1.17741,1.17765,378.61999999999995 +20.09.2018 21:50:00.000,1.17765,1.17767,1.17750,1.17759,282.81 +20.09.2018 21:55:00.000,1.17757,1.17787,1.17752,1.17765,375.26 +20.09.2018 22:00:00.000,1.17765,1.17786,1.17761,1.17774,236.3 +20.09.2018 22:05:00.000,1.17775,1.17778,1.17763,1.17771,262.61 +20.09.2018 22:10:00.000,1.17772,1.17784,1.17771,1.17783,252 +20.09.2018 22:15:00.000,1.17783,1.17783,1.17772,1.17776,111.53 +20.09.2018 22:20:00.000,1.17776,1.17789,1.17775,1.17787,108.71000000000001 +20.09.2018 22:25:00.000,1.17787,1.17802,1.17782,1.17792,218.61999999999998 +20.09.2018 22:30:00.000,1.17792,1.17792,1.17783,1.17783,157.92 +20.09.2018 22:35:00.000,1.17784,1.17785,1.17773,1.17785,135.02 +20.09.2018 22:40:00.000,1.17785,1.17792,1.17783,1.17790,155.33999999999997 +20.09.2018 22:45:00.000,1.17790,1.17790,1.17783,1.17787,157.74 +20.09.2018 22:50:00.000,1.17787,1.17790,1.17782,1.17783,187.84 +20.09.2018 22:55:00.000,1.17787,1.17800,1.17780,1.17791,246.57 +20.09.2018 23:00:00.000,1.17791,1.17799,1.17783,1.17789,355.11 +20.09.2018 23:05:00.000,1.17790,1.17795,1.17789,1.17794,88.28 +20.09.2018 23:10:00.000,1.17794,1.17801,1.17790,1.17794,256.54 +20.09.2018 23:15:00.000,1.17794,1.17794,1.17791,1.17793,186.68 +20.09.2018 23:20:00.000,1.17793,1.17793,1.17785,1.17788,258.07 +20.09.2018 23:25:00.000,1.17788,1.17789,1.17773,1.17775,181.18 +20.09.2018 23:30:00.000,1.17776,1.17781,1.17774,1.17774,180.2 +20.09.2018 23:35:00.000,1.17775,1.17785,1.17775,1.17784,112.85 +20.09.2018 23:40:00.000,1.17784,1.17784,1.17754,1.17754,317.39000000000004 +20.09.2018 23:45:00.000,1.17755,1.17759,1.17745,1.17754,261.68 +20.09.2018 23:50:00.000,1.17753,1.17757,1.17745,1.17746,288.17 +20.09.2018 23:55:00.000,1.17747,1.17758,1.17746,1.17755,267.65000000000003 +21.09.2018 00:00:00.000,1.17756,1.17797,1.17755,1.17791,340.84 +21.09.2018 00:05:00.000,1.17790,1.17813,1.17779,1.17780,384.96999999999997 +21.09.2018 00:10:00.000,1.17780,1.17796,1.17778,1.17787,235.26 +21.09.2018 00:15:00.000,1.17787,1.17798,1.17781,1.17782,308.36 +21.09.2018 00:20:00.000,1.17782,1.17831,1.17780,1.17829,410.36 +21.09.2018 00:25:00.000,1.17829,1.17840,1.17823,1.17825,481.7 +21.09.2018 00:30:00.000,1.17825,1.17830,1.17813,1.17819,428.13000000000005 +21.09.2018 00:35:00.000,1.17818,1.17833,1.17811,1.17832,240.39999999999998 +21.09.2018 00:40:00.000,1.17832,1.17843,1.17825,1.17834,413.84 +21.09.2018 00:45:00.000,1.17834,1.17840,1.17825,1.17828,368.20000000000005 +21.09.2018 00:50:00.000,1.17828,1.17839,1.17825,1.17828,383.75 +21.09.2018 00:55:00.000,1.17829,1.17840,1.17821,1.17834,383.9 +21.09.2018 01:00:00.000,1.17836,1.17844,1.17820,1.17824,517.79 +21.09.2018 01:05:00.000,1.17825,1.17826,1.17794,1.17798,526.2900000000001 +21.09.2018 01:10:00.000,1.17798,1.17798,1.17769,1.17774,408.66 +21.09.2018 01:15:00.000,1.17775,1.17808,1.17775,1.17796,575.98 +21.09.2018 01:20:00.000,1.17795,1.17825,1.17794,1.17816,558.36 +21.09.2018 01:25:00.000,1.17816,1.17819,1.17793,1.17803,349.48 +21.09.2018 01:30:00.000,1.17801,1.17809,1.17796,1.17809,281.46 +21.09.2018 01:35:00.000,1.17810,1.17811,1.17797,1.17809,266.08 +21.09.2018 01:40:00.000,1.17810,1.17815,1.17809,1.17810,167.07 +21.09.2018 01:45:00.000,1.17810,1.17810,1.17779,1.17784,357.11 +21.09.2018 01:50:00.000,1.17784,1.17798,1.17763,1.17794,406.65999999999997 +21.09.2018 01:55:00.000,1.17796,1.17799,1.17757,1.17764,639.5 +21.09.2018 02:00:00.000,1.17764,1.17784,1.17764,1.17781,717.8800000000001 +21.09.2018 02:05:00.000,1.17779,1.17789,1.17776,1.17777,476.96000000000004 +21.09.2018 02:10:00.000,1.17777,1.17811,1.17775,1.17805,571.27 +21.09.2018 02:15:00.000,1.17806,1.17813,1.17800,1.17805,343.34 +21.09.2018 02:20:00.000,1.17805,1.17812,1.17802,1.17810,323.39 +21.09.2018 02:25:00.000,1.17809,1.17810,1.17799,1.17799,242.14 +21.09.2018 02:30:00.000,1.17799,1.17801,1.17790,1.17792,369.57 +21.09.2018 02:35:00.000,1.17792,1.17798,1.17780,1.17780,320.09 +21.09.2018 02:40:00.000,1.17779,1.17785,1.17778,1.17780,299.41 +21.09.2018 02:45:00.000,1.17781,1.17788,1.17775,1.17786,289.3 +21.09.2018 02:50:00.000,1.17786,1.17832,1.17781,1.17822,319.99 +21.09.2018 02:55:00.000,1.17822,1.17832,1.17816,1.17818,336.74 +21.09.2018 03:00:00.000,1.17818,1.17827,1.17804,1.17811,535.63 +21.09.2018 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05:25:00.000,1.17841,1.17851,1.17829,1.17833,534.4100000000001 +21.09.2018 05:30:00.000,1.17831,1.17838,1.17830,1.17833,456.23 +21.09.2018 05:35:00.000,1.17833,1.17841,1.17816,1.17827,672.6500000000001 +21.09.2018 05:40:00.000,1.17827,1.17837,1.17810,1.17817,529.06 +21.09.2018 05:45:00.000,1.17817,1.17829,1.17789,1.17794,585.57 +21.09.2018 05:50:00.000,1.17794,1.17821,1.17792,1.17819,394.62 +21.09.2018 05:55:00.000,1.17819,1.17847,1.17813,1.17846,438.36 +21.09.2018 06:00:00.000,1.17846,1.17867,1.17836,1.17860,777.98 +21.09.2018 06:05:00.000,1.17860,1.17865,1.17802,1.17809,728.5899999999999 +21.09.2018 06:10:00.000,1.17808,1.17808,1.17764,1.17779,995.77 +21.09.2018 06:15:00.000,1.17779,1.17814,1.17765,1.17767,831.83 +21.09.2018 06:20:00.000,1.17767,1.17778,1.17751,1.17772,708.67 +21.09.2018 06:25:00.000,1.17771,1.17773,1.17726,1.17751,980.66 +21.09.2018 06:30:00.000,1.17752,1.17787,1.17738,1.17755,963.1700000000001 +21.09.2018 06:35:00.000,1.17755,1.17806,1.17755,1.17782,1112.03 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07:50:00.000,1.17749,1.17779,1.17720,1.17758,1137.9699999999998 +21.09.2018 07:55:00.000,1.17759,1.17775,1.17711,1.17731,1035.07 +21.09.2018 08:00:00.000,1.17730,1.17787,1.17705,1.17777,1371.54 +21.09.2018 08:05:00.000,1.17777,1.17822,1.17750,1.17765,1117.85 +21.09.2018 08:10:00.000,1.17766,1.17797,1.17754,1.17786,825.9100000000001 +21.09.2018 08:15:00.000,1.17786,1.17791,1.17756,1.17776,713.78 +21.09.2018 08:20:00.000,1.17775,1.17863,1.17755,1.17851,1011 +21.09.2018 08:25:00.000,1.17851,1.17968,1.17825,1.17914,1139.45 +21.09.2018 08:30:00.000,1.17915,1.17966,1.17853,1.17853,1495.7600000000002 +21.09.2018 08:35:00.000,1.17855,1.17902,1.17846,1.17876,969.9699999999999 +21.09.2018 08:40:00.000,1.17876,1.17889,1.17831,1.17869,909.35 +21.09.2018 08:45:00.000,1.17870,1.17924,1.17852,1.17922,932.55 +21.09.2018 08:50:00.000,1.17921,1.17925,1.17902,1.17912,957.79 +21.09.2018 08:55:00.000,1.17911,1.17944,1.17901,1.17931,913.1199999999999 +21.09.2018 09:00:00.000,1.17929,1.17937,1.17865,1.17893,1145.92 +21.09.2018 09:05:00.000,1.17893,1.17917,1.17886,1.17912,703.98 +21.09.2018 09:10:00.000,1.17913,1.17924,1.17886,1.17897,781.49 +21.09.2018 09:15:00.000,1.17896,1.17900,1.17795,1.17830,1181.7 +21.09.2018 09:20:00.000,1.17830,1.17834,1.17781,1.17812,959.1600000000001 +21.09.2018 09:25:00.000,1.17814,1.17838,1.17764,1.17777,968.0099999999999 +21.09.2018 09:30:00.000,1.17776,1.17806,1.17762,1.17798,1041.8200000000002 +21.09.2018 09:35:00.000,1.17800,1.17825,1.17780,1.17813,796.6399999999999 +21.09.2018 09:40:00.000,1.17812,1.17848,1.17794,1.17848,627.86 +21.09.2018 09:45:00.000,1.17847,1.17855,1.17827,1.17830,779.0900000000001 +21.09.2018 09:50:00.000,1.17829,1.17842,1.17785,1.17797,585.85 +21.09.2018 09:55:00.000,1.17798,1.17799,1.17763,1.17774,1070.9299999999998 +21.09.2018 10:00:00.000,1.17774,1.17798,1.17761,1.17796,1070.6 +21.09.2018 10:05:00.000,1.17794,1.17799,1.17760,1.17761,1000.22 +21.09.2018 10:10:00.000,1.17762,1.17773,1.17741,1.17757,959.3000000000001 +21.09.2018 10:15:00.000,1.17757,1.17774,1.17743,1.17768,868.24 +21.09.2018 10:20:00.000,1.17765,1.17765,1.17716,1.17723,868.0400000000001 +21.09.2018 10:25:00.000,1.17723,1.17729,1.17668,1.17669,924.4399999999999 +21.09.2018 10:30:00.000,1.17669,1.17675,1.17618,1.17644,1305.87 +21.09.2018 10:35:00.000,1.17644,1.17668,1.17630,1.17655,778.7 +21.09.2018 10:40:00.000,1.17653,1.17681,1.17650,1.17680,836.54 +21.09.2018 10:45:00.000,1.17680,1.17703,1.17675,1.17681,657.73 +21.09.2018 10:50:00.000,1.17680,1.17696,1.17665,1.17689,659.9300000000001 +21.09.2018 10:55:00.000,1.17691,1.17691,1.17608,1.17621,1030.16 +21.09.2018 11:00:00.000,1.17620,1.17665,1.17618,1.17637,939.0600000000001 +21.09.2018 11:05:00.000,1.17638,1.17652,1.17607,1.17647,700.7099999999999 +21.09.2018 11:10:00.000,1.17647,1.17685,1.17647,1.17674,709.51 +21.09.2018 11:15:00.000,1.17673,1.17681,1.17659,1.17679,664.8900000000001 +21.09.2018 11:20:00.000,1.17678,1.17685,1.17667,1.17674,597.32 +21.09.2018 11:25:00.000,1.17674,1.17684,1.17664,1.17683,615.72 +21.09.2018 11:30:00.000,1.17683,1.17695,1.17674,1.17693,632.66 +21.09.2018 11:35:00.000,1.17691,1.17693,1.17649,1.17675,918.32 +21.09.2018 11:40:00.000,1.17675,1.17692,1.17657,1.17657,945.12 +21.09.2018 11:45:00.000,1.17657,1.17682,1.17640,1.17645,1151.28 +21.09.2018 11:50:00.000,1.17645,1.17648,1.17605,1.17605,997.07 +21.09.2018 11:55:00.000,1.17606,1.17608,1.17551,1.17593,1510.33 +21.09.2018 12:00:00.000,1.17592,1.17641,1.17582,1.17610,1662.95 +21.09.2018 12:05:00.000,1.17610,1.17646,1.17606,1.17630,1521.31 +21.09.2018 12:10:00.000,1.17630,1.17630,1.17570,1.17581,1690.3000000000002 +21.09.2018 12:15:00.000,1.17576,1.17612,1.17571,1.17606,1337.92 +21.09.2018 12:20:00.000,1.17610,1.17634,1.17604,1.17632,1191.45 +21.09.2018 12:25:00.000,1.17631,1.17648,1.17626,1.17640,1027.11 +21.09.2018 12:30:00.000,1.17643,1.17670,1.17602,1.17670,1403.9099999999999 +21.09.2018 12:35:00.000,1.17670,1.17670,1.17579,1.17580,1364.0100000000002 +21.09.2018 12:40:00.000,1.17581,1.17581,1.17524,1.17532,1884.39 +21.09.2018 12:45:00.000,1.17535,1.17574,1.17526,1.17544,1321.6499999999999 +21.09.2018 12:50:00.000,1.17544,1.17563,1.17509,1.17526,1402.4899999999998 +21.09.2018 12:55:00.000,1.17525,1.17595,1.17525,1.17574,1561.39 +21.09.2018 13:00:00.000,1.17576,1.17596,1.17536,1.17552,1698.34 +21.09.2018 13:05:00.000,1.17551,1.17551,1.17442,1.17467,2673.82 +21.09.2018 13:10:00.000,1.17459,1.17492,1.17435,1.17459,2048.04 +21.09.2018 13:15:00.000,1.17458,1.17492,1.17449,1.17467,1384.91 +21.09.2018 13:20:00.000,1.17469,1.17472,1.17405,1.17408,1826.12 +21.09.2018 13:25:00.000,1.17407,1.17420,1.17328,1.17374,1650.7 +21.09.2018 13:30:00.000,1.17375,1.17442,1.17358,1.17420,1502.98 +21.09.2018 13:35:00.000,1.17418,1.17445,1.17407,1.17408,1381.22 +21.09.2018 13:40:00.000,1.17407,1.17411,1.17337,1.17366,1329.18 +21.09.2018 13:45:00.000,1.17367,1.17415,1.17327,1.17415,1522.47 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15:00:00.000,1.17586,1.17607,1.17524,1.17524,1776.5900000000001 +21.09.2018 15:05:00.000,1.17525,1.17537,1.17518,1.17526,1032.83 +21.09.2018 15:10:00.000,1.17526,1.17544,1.17500,1.17510,1025.3000000000002 +21.09.2018 15:15:00.000,1.17510,1.17552,1.17495,1.17519,1073.02 +21.09.2018 15:20:00.000,1.17519,1.17522,1.17468,1.17493,1193.72 +21.09.2018 15:25:00.000,1.17493,1.17505,1.17483,1.17494,1076.06 +21.09.2018 15:30:00.000,1.17496,1.17500,1.17439,1.17456,1108.71 +21.09.2018 15:35:00.000,1.17461,1.17464,1.17351,1.17399,1361.65 +21.09.2018 15:40:00.000,1.17400,1.17434,1.17386,1.17424,897.84 +21.09.2018 15:45:00.000,1.17426,1.17455,1.17422,1.17444,665.14 +21.09.2018 15:50:00.000,1.17444,1.17468,1.17405,1.17410,1020.6899999999999 +21.09.2018 15:55:00.000,1.17410,1.17410,1.17365,1.17386,1176.23 +21.09.2018 16:00:00.000,1.17388,1.17402,1.17348,1.17400,1168.23 +21.09.2018 16:05:00.000,1.17398,1.17400,1.17375,1.17395,781.63 +21.09.2018 16:10:00.000,1.17396,1.17420,1.17393,1.17404,721.87 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17:25:00.000,1.17446,1.17461,1.17445,1.17452,511.11 +21.09.2018 17:30:00.000,1.17451,1.17466,1.17438,1.17461,745.22 +21.09.2018 17:35:00.000,1.17460,1.17460,1.17430,1.17430,675.6199999999999 +21.09.2018 17:40:00.000,1.17431,1.17432,1.17410,1.17414,477.6 +21.09.2018 17:45:00.000,1.17414,1.17420,1.17398,1.17401,381.17 +21.09.2018 17:50:00.000,1.17400,1.17418,1.17394,1.17406,515.77 +21.09.2018 17:55:00.000,1.17406,1.17437,1.17401,1.17432,721.76 +21.09.2018 18:00:00.000,1.17431,1.17447,1.17427,1.17440,522.59 +21.09.2018 18:05:00.000,1.17439,1.17440,1.17416,1.17427,470.28 +21.09.2018 18:10:00.000,1.17426,1.17440,1.17420,1.17437,238.59 +21.09.2018 18:15:00.000,1.17438,1.17448,1.17425,1.17445,479.61000000000007 +21.09.2018 18:20:00.000,1.17441,1.17444,1.17420,1.17425,443.15000000000003 +21.09.2018 18:25:00.000,1.17425,1.17435,1.17422,1.17433,157.84 +21.09.2018 18:30:00.000,1.17433,1.17442,1.17423,1.17437,324.82 +21.09.2018 18:35:00.000,1.17438,1.17447,1.17411,1.17420,467.85 +21.09.2018 18:40:00.000,1.17419,1.17444,1.17415,1.17431,332.02 +21.09.2018 18:45:00.000,1.17431,1.17459,1.17431,1.17452,533.14 +21.09.2018 18:50:00.000,1.17452,1.17457,1.17447,1.17454,335.22 +21.09.2018 18:55:00.000,1.17455,1.17481,1.17449,1.17471,874.93 +21.09.2018 19:00:00.000,1.17470,1.17487,1.17452,1.17456,712.9799999999999 +21.09.2018 19:05:00.000,1.17456,1.17475,1.17455,1.17462,363.04999999999995 +21.09.2018 19:10:00.000,1.17462,1.17476,1.17462,1.17467,386 +21.09.2018 19:15:00.000,1.17467,1.17491,1.17464,1.17486,422.02 +21.09.2018 19:20:00.000,1.17486,1.17487,1.17472,1.17475,504.78 +21.09.2018 19:25:00.000,1.17476,1.17493,1.17475,1.17493,463.19 +21.09.2018 19:30:00.000,1.17491,1.17492,1.17483,1.17487,451.16999999999996 +21.09.2018 19:35:00.000,1.17487,1.17490,1.17480,1.17485,327.71999999999997 +21.09.2018 19:40:00.000,1.17485,1.17515,1.17485,1.17510,442.76 +21.09.2018 19:45:00.000,1.17508,1.17510,1.17485,1.17485,572.75 +21.09.2018 19:50:00.000,1.17485,1.17498,1.17484,1.17497,498.51 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21:05:00.000,1.17415,1.17522,1.17404,1.17517,213.66000000000003 +23.09.2018 21:10:00.000,1.17516,1.17516,1.17478,1.17482,148.14 +23.09.2018 21:15:00.000,1.17481,1.17504,1.17422,1.17447,294.35 +23.09.2018 21:20:00.000,1.17447,1.17473,1.17415,1.17435,185.74 +23.09.2018 21:25:00.000,1.17435,1.17447,1.17378,1.17418,218.48 +23.09.2018 21:30:00.000,1.17416,1.17461,1.17382,1.17420,458.59 +23.09.2018 21:35:00.000,1.17419,1.17442,1.17419,1.17435,263.82 +23.09.2018 21:40:00.000,1.17435,1.17457,1.17415,1.17423,246.67000000000002 +23.09.2018 21:45:00.000,1.17423,1.17453,1.17418,1.17453,140.54999999999998 +23.09.2018 21:50:00.000,1.17451,1.17451,1.17446,1.17448,53.58 +23.09.2018 21:55:00.000,1.17449,1.17450,1.17446,1.17448,30.08 +23.09.2018 22:00:00.000,1.17449,1.17471,1.17448,1.17467,239.01000000000002 +23.09.2018 22:05:00.000,1.17467,1.17467,1.17446,1.17451,372.61 +23.09.2018 22:10:00.000,1.17451,1.17461,1.17451,1.17461,430.05 +23.09.2018 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06:35:00.000,1.17265,1.17304,1.17252,1.17298,766.98 +24.09.2018 06:40:00.000,1.17296,1.17307,1.17252,1.17261,672.8699999999999 +24.09.2018 06:45:00.000,1.17261,1.17316,1.17259,1.17308,680.01 +24.09.2018 06:50:00.000,1.17307,1.17311,1.17277,1.17293,391.3 +24.09.2018 06:55:00.000,1.17292,1.17367,1.17278,1.17363,912.66 +24.09.2018 07:00:00.000,1.17362,1.17392,1.17346,1.17388,1235.21 +24.09.2018 07:05:00.000,1.17389,1.17408,1.17371,1.17377,1004.01 +24.09.2018 07:10:00.000,1.17377,1.17429,1.17363,1.17428,810.48 +24.09.2018 07:15:00.000,1.17430,1.17485,1.17407,1.17451,1324.73 +24.09.2018 07:20:00.000,1.17452,1.17480,1.17426,1.17461,992.1999999999999 +24.09.2018 07:25:00.000,1.17461,1.17471,1.17436,1.17447,825.0899999999999 +24.09.2018 07:30:00.000,1.17447,1.17458,1.17407,1.17415,846.8499999999999 +24.09.2018 07:35:00.000,1.17415,1.17432,1.17392,1.17407,850.45 +24.09.2018 07:40:00.000,1.17409,1.17425,1.17399,1.17405,870.97 +24.09.2018 07:45:00.000,1.17406,1.17433,1.17385,1.17387,810.9 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09:00:00.000,1.17674,1.17691,1.17648,1.17674,1155.1299999999999 +24.09.2018 09:05:00.000,1.17674,1.17675,1.17641,1.17647,1231.93 +24.09.2018 09:10:00.000,1.17646,1.17684,1.17635,1.17683,1078.58 +24.09.2018 09:15:00.000,1.17682,1.17709,1.17671,1.17698,1071.02 +24.09.2018 09:20:00.000,1.17698,1.17727,1.17690,1.17706,828.6600000000001 +24.09.2018 09:25:00.000,1.17706,1.17706,1.17663,1.17684,1137.06 +24.09.2018 09:30:00.000,1.17682,1.17716,1.17672,1.17703,1171.71 +24.09.2018 09:35:00.000,1.17702,1.17738,1.17701,1.17722,1171.2 +24.09.2018 09:40:00.000,1.17723,1.17727,1.17682,1.17690,886.59 +24.09.2018 09:45:00.000,1.17691,1.17711,1.17681,1.17707,926.57 +24.09.2018 09:50:00.000,1.17707,1.17707,1.17682,1.17701,1059.29 +24.09.2018 09:55:00.000,1.17701,1.17702,1.17686,1.17696,823.5 +24.09.2018 10:00:00.000,1.17696,1.17747,1.17694,1.17745,1031.13 +24.09.2018 10:05:00.000,1.17745,1.17745,1.17710,1.17715,1045.23 +24.09.2018 10:10:00.000,1.17715,1.17715,1.17686,1.17711,869.98 +24.09.2018 10:15:00.000,1.17712,1.17744,1.17706,1.17738,1019.5 +24.09.2018 10:20:00.000,1.17737,1.17747,1.17716,1.17733,713.35 +24.09.2018 10:25:00.000,1.17733,1.17733,1.17685,1.17685,973.8499999999999 +24.09.2018 10:30:00.000,1.17685,1.17717,1.17676,1.17715,1267.9299999999998 +24.09.2018 10:35:00.000,1.17715,1.17733,1.17695,1.17706,838.8299999999999 +24.09.2018 10:40:00.000,1.17703,1.17703,1.17663,1.17692,1096.81 +24.09.2018 10:45:00.000,1.17692,1.17701,1.17656,1.17665,1176.23 +24.09.2018 10:50:00.000,1.17667,1.17708,1.17652,1.17655,934.71 +24.09.2018 10:55:00.000,1.17654,1.17680,1.17624,1.17638,1239.06 +24.09.2018 11:00:00.000,1.17639,1.17686,1.17634,1.17680,1339.0700000000002 +24.09.2018 11:05:00.000,1.17680,1.17706,1.17639,1.17656,1156.47 +24.09.2018 11:10:00.000,1.17654,1.17682,1.17651,1.17653,1012.94 +24.09.2018 11:15:00.000,1.17657,1.17682,1.17652,1.17682,1012.49 +24.09.2018 11:20:00.000,1.17685,1.17694,1.17659,1.17662,1041.87 +24.09.2018 11:25:00.000,1.17663,1.17674,1.17647,1.17655,902.0799999999999 +24.09.2018 11:30:00.000,1.17654,1.17663,1.17627,1.17636,1123.51 +24.09.2018 11:35:00.000,1.17638,1.17667,1.17637,1.17652,701.8900000000001 +24.09.2018 11:40:00.000,1.17651,1.17655,1.17627,1.17650,839.4999999999999 +24.09.2018 11:45:00.000,1.17651,1.17687,1.17640,1.17676,777.45 +24.09.2018 11:50:00.000,1.17676,1.17706,1.17665,1.17695,801.19 +24.09.2018 11:55:00.000,1.17695,1.17701,1.17620,1.17633,1233.12 +24.09.2018 12:00:00.000,1.17633,1.17681,1.17626,1.17671,1203.13 +24.09.2018 12:05:00.000,1.17671,1.17697,1.17665,1.17695,1434.7199999999998 +24.09.2018 12:10:00.000,1.17695,1.17731,1.17691,1.17728,1016.16 +24.09.2018 12:15:00.000,1.17728,1.17728,1.17645,1.17665,1358.96 +24.09.2018 12:20:00.000,1.17669,1.17678,1.17639,1.17647,1257.73 +24.09.2018 12:25:00.000,1.17647,1.17672,1.17627,1.17652,860.42 +24.09.2018 12:30:00.000,1.17651,1.17661,1.17552,1.17561,1226.3799999999999 +24.09.2018 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13:45:00.000,1.18061,1.18074,1.18025,1.18033,1029.1100000000001 +24.09.2018 13:50:00.000,1.18033,1.18072,1.18032,1.18042,967.45 +24.09.2018 13:55:00.000,1.18044,1.18050,1.17961,1.17985,1333.72 +24.09.2018 14:00:00.000,1.17986,1.18000,1.17942,1.17945,1332.4099999999999 +24.09.2018 14:05:00.000,1.17946,1.17952,1.17919,1.17939,1158.76 +24.09.2018 14:10:00.000,1.17938,1.17947,1.17891,1.17925,1296.3799999999999 +24.09.2018 14:15:00.000,1.17926,1.17934,1.17852,1.17864,1078.1399999999999 +24.09.2018 14:20:00.000,1.17862,1.17875,1.17837,1.17847,871.78 +24.09.2018 14:25:00.000,1.17847,1.17854,1.17829,1.17849,1006.75 +24.09.2018 14:30:00.000,1.17848,1.17853,1.17757,1.17781,1160.21 +24.09.2018 14:35:00.000,1.17779,1.17828,1.17763,1.17813,1445.7000000000003 +24.09.2018 14:40:00.000,1.17815,1.17825,1.17753,1.17796,1343.0700000000002 +24.09.2018 14:45:00.000,1.17798,1.17809,1.17775,1.17806,1069.35 +24.09.2018 14:50:00.000,1.17809,1.17893,1.17804,1.17872,1274.12 +24.09.2018 14:55:00.000,1.17870,1.17904,1.17863,1.17875,1228.02 +24.09.2018 15:00:00.000,1.17874,1.17916,1.17871,1.17895,1345.58 +24.09.2018 15:05:00.000,1.17897,1.17897,1.17832,1.17835,1156.67 +24.09.2018 15:10:00.000,1.17834,1.17835,1.17761,1.17767,1479.14 +24.09.2018 15:15:00.000,1.17770,1.17783,1.17736,1.17762,1155.82 +24.09.2018 15:20:00.000,1.17762,1.17782,1.17748,1.17770,1060.46 +24.09.2018 15:25:00.000,1.17772,1.17799,1.17742,1.17792,1335.9499999999998 +24.09.2018 15:30:00.000,1.17791,1.17791,1.17755,1.17766,850.8399999999999 +24.09.2018 15:35:00.000,1.17766,1.17781,1.17544,1.17631,1626.7 +24.09.2018 15:40:00.000,1.17632,1.17660,1.17607,1.17659,1032.8500000000001 +24.09.2018 15:45:00.000,1.17657,1.17695,1.17636,1.17685,1089.48 +24.09.2018 15:50:00.000,1.17688,1.17703,1.17667,1.17698,900.2500000000001 +24.09.2018 15:55:00.000,1.17699,1.17736,1.17699,1.17726,1051.21 +24.09.2018 16:00:00.000,1.17727,1.17755,1.17715,1.17749,874.65 +24.09.2018 16:05:00.000,1.17749,1.17751,1.17722,1.17723,707.45 +24.09.2018 16:10:00.000,1.17723,1.17739,1.17712,1.17726,594.46 +24.09.2018 16:15:00.000,1.17726,1.17731,1.17711,1.17713,577.4100000000001 +24.09.2018 16:20:00.000,1.17713,1.17743,1.17713,1.17727,649.61 +24.09.2018 16:25:00.000,1.17726,1.17747,1.17722,1.17737,461.77000000000004 +24.09.2018 16:30:00.000,1.17737,1.17742,1.17713,1.17713,418.15999999999997 +24.09.2018 16:35:00.000,1.17713,1.17713,1.17682,1.17695,694.32 +24.09.2018 16:40:00.000,1.17694,1.17694,1.17669,1.17677,767.71 +24.09.2018 16:45:00.000,1.17678,1.17685,1.17658,1.17663,746.8400000000001 +24.09.2018 16:50:00.000,1.17662,1.17679,1.17652,1.17658,626.52 +24.09.2018 16:55:00.000,1.17658,1.17665,1.17643,1.17653,814.42 +24.09.2018 17:00:00.000,1.17652,1.17656,1.17612,1.17626,696.07 +24.09.2018 17:05:00.000,1.17626,1.17647,1.17623,1.17631,504.95 +24.09.2018 17:10:00.000,1.17632,1.17634,1.17591,1.17597,683.55 +24.09.2018 17:15:00.000,1.17596,1.17602,1.17587,1.17593,650.24 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19:45:00.000,1.17533,1.17533,1.17517,1.17519,384.94 +24.09.2018 19:50:00.000,1.17519,1.17522,1.17457,1.17467,639.28 +24.09.2018 19:55:00.000,1.17467,1.17467,1.17442,1.17457,961.6 +24.09.2018 20:00:00.000,1.17455,1.17484,1.17455,1.17484,305.02000000000004 +24.09.2018 20:05:00.000,1.17487,1.17495,1.17478,1.17492,393.45 +24.09.2018 20:10:00.000,1.17492,1.17502,1.17490,1.17500,310.61 +24.09.2018 20:15:00.000,1.17500,1.17514,1.17500,1.17511,172.22 +24.09.2018 20:20:00.000,1.17511,1.17511,1.17506,1.17506,122.89000000000001 +24.09.2018 20:25:00.000,1.17506,1.17509,1.17488,1.17489,356.62 +24.09.2018 20:30:00.000,1.17488,1.17490,1.17478,1.17478,268.89 +24.09.2018 20:35:00.000,1.17476,1.17481,1.17469,1.17478,419.05000000000007 +24.09.2018 20:40:00.000,1.17478,1.17491,1.17470,1.17478,258.26 +24.09.2018 20:45:00.000,1.17478,1.17485,1.17474,1.17481,434.82000000000005 +24.09.2018 20:50:00.000,1.17481,1.17482,1.17471,1.17471,413.5 +24.09.2018 20:55:00.000,1.17471,1.17482,1.17453,1.17473,339.46999999999997 +24.09.2018 21:00:00.000,1.17471,1.17494,1.17471,1.17489,48.949999999999996 +24.09.2018 21:05:00.000,1.17489,1.17492,1.17459,1.17465,193.5 +24.09.2018 21:10:00.000,1.17466,1.17491,1.17465,1.17488,313.18999999999994 +24.09.2018 21:15:00.000,1.17487,1.17492,1.17469,1.17483,264.04 +24.09.2018 21:20:00.000,1.17483,1.17487,1.17478,1.17487,223.54999999999998 +24.09.2018 21:25:00.000,1.17487,1.17487,1.17480,1.17481,186.75 +24.09.2018 21:30:00.000,1.17490,1.17521,1.17459,1.17486,1010.4499999999999 +24.09.2018 21:35:00.000,1.17486,1.17492,1.17484,1.17490,142.13 +24.09.2018 21:40:00.000,1.17488,1.17502,1.17484,1.17491,181.17 +24.09.2018 21:45:00.000,1.17491,1.17507,1.17488,1.17496,230.73000000000002 +24.09.2018 21:50:00.000,1.17494,1.17502,1.17475,1.17488,286.11 +24.09.2018 21:55:00.000,1.17489,1.17489,1.17481,1.17488,181.35999999999999 +24.09.2018 22:00:00.000,1.17487,1.17492,1.17481,1.17486,229.86999999999998 +24.09.2018 22:05:00.000,1.17484,1.17484,1.17466,1.17469,283.03 +24.09.2018 22:10:00.000,1.17467,1.17475,1.17459,1.17475,344.43 +24.09.2018 22:15:00.000,1.17475,1.17476,1.17468,1.17469,226.66 +24.09.2018 22:20:00.000,1.17470,1.17486,1.17468,1.17481,84.63 +24.09.2018 22:25:00.000,1.17482,1.17492,1.17481,1.17481,99.26 +24.09.2018 22:30:00.000,1.17481,1.17486,1.17477,1.17486,206.89 +24.09.2018 22:35:00.000,1.17487,1.17497,1.17484,1.17489,189.81 +24.09.2018 22:40:00.000,1.17489,1.17506,1.17488,1.17497,168.24 +24.09.2018 22:45:00.000,1.17497,1.17498,1.17486,1.17486,105.14 +24.09.2018 22:50:00.000,1.17486,1.17492,1.17483,1.17491,218.31000000000003 +24.09.2018 22:55:00.000,1.17491,1.17498,1.17490,1.17497,275.49 +24.09.2018 23:00:00.000,1.17498,1.17498,1.17487,1.17498,309.65999999999997 +24.09.2018 23:05:00.000,1.17498,1.17512,1.17497,1.17506,177.92 +24.09.2018 23:10:00.000,1.17506,1.17519,1.17504,1.17513,198.29 +24.09.2018 23:15:00.000,1.17513,1.17513,1.17501,1.17507,437.45 +24.09.2018 23:20:00.000,1.17507,1.17518,1.17507,1.17518,132.98 +24.09.2018 23:25:00.000,1.17518,1.17524,1.17513,1.17514,128.47 +24.09.2018 23:30:00.000,1.17515,1.17518,1.17512,1.17517,199.7 +24.09.2018 23:35:00.000,1.17517,1.17529,1.17515,1.17522,262.51 +24.09.2018 23:40:00.000,1.17522,1.17526,1.17516,1.17517,148.48 +24.09.2018 23:45:00.000,1.17517,1.17525,1.17512,1.17521,221.21 +24.09.2018 23:50:00.000,1.17522,1.17539,1.17521,1.17534,177.53000000000003 +24.09.2018 23:55:00.000,1.17531,1.17533,1.17517,1.17523,356.50000000000006 +25.09.2018 00:00:00.000,1.17525,1.17543,1.17523,1.17534,531.19 +25.09.2018 00:05:00.000,1.17534,1.17556,1.17527,1.17546,399.31 +25.09.2018 00:10:00.000,1.17546,1.17567,1.17542,1.17562,284.1 +25.09.2018 00:15:00.000,1.17563,1.17580,1.17561,1.17572,238.77999999999997 +25.09.2018 00:20:00.000,1.17572,1.17587,1.17566,1.17566,338.03999999999996 +25.09.2018 00:25:00.000,1.17566,1.17571,1.17555,1.17565,536.67 +25.09.2018 00:30:00.000,1.17565,1.17576,1.17562,1.17563,518.29 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01:45:00.000,1.17512,1.17512,1.17471,1.17471,601.59 +25.09.2018 01:50:00.000,1.17471,1.17472,1.17407,1.17416,860.35 +25.09.2018 01:55:00.000,1.17415,1.17439,1.17409,1.17423,642.07 +25.09.2018 02:00:00.000,1.17423,1.17426,1.17399,1.17416,402.23 +25.09.2018 02:05:00.000,1.17416,1.17421,1.17385,1.17395,601.39 +25.09.2018 02:10:00.000,1.17394,1.17398,1.17340,1.17358,774.8499999999999 +25.09.2018 02:15:00.000,1.17358,1.17368,1.17335,1.17343,654.3000000000001 +25.09.2018 02:20:00.000,1.17342,1.17346,1.17310,1.17345,612.15 +25.09.2018 02:25:00.000,1.17346,1.17356,1.17338,1.17338,392.5 +25.09.2018 02:30:00.000,1.17337,1.17358,1.17337,1.17355,478.14 +25.09.2018 02:35:00.000,1.17353,1.17367,1.17345,1.17362,363.97 +25.09.2018 02:40:00.000,1.17361,1.17377,1.17361,1.17377,304.81000000000006 +25.09.2018 02:45:00.000,1.17378,1.17386,1.17369,1.17379,459.36 +25.09.2018 02:50:00.000,1.17379,1.17382,1.17375,1.17379,261.32 +25.09.2018 02:55:00.000,1.17378,1.17395,1.17376,1.17381,558.64 +25.09.2018 03:00:00.000,1.17378,1.17392,1.17366,1.17387,435.77000000000004 +25.09.2018 03:05:00.000,1.17388,1.17388,1.17358,1.17359,272.1 +25.09.2018 03:10:00.000,1.17358,1.17374,1.17357,1.17374,328.26 +25.09.2018 03:15:00.000,1.17374,1.17374,1.17342,1.17342,244.3 +25.09.2018 03:20:00.000,1.17344,1.17373,1.17342,1.17364,313.89000000000004 +25.09.2018 03:25:00.000,1.17363,1.17392,1.17363,1.17386,341.93 +25.09.2018 03:30:00.000,1.17385,1.17385,1.17374,1.17377,228.94 +25.09.2018 03:35:00.000,1.17376,1.17379,1.17366,1.17378,343.75 +25.09.2018 03:40:00.000,1.17378,1.17403,1.17377,1.17396,320.8 +25.09.2018 03:45:00.000,1.17395,1.17397,1.17383,1.17397,155.9 +25.09.2018 03:50:00.000,1.17398,1.17398,1.17387,1.17394,363.88 +25.09.2018 03:55:00.000,1.17392,1.17409,1.17391,1.17402,388.19 +25.09.2018 04:00:00.000,1.17404,1.17404,1.17389,1.17395,431.73 +25.09.2018 04:05:00.000,1.17396,1.17408,1.17392,1.17404,360.33 +25.09.2018 04:10:00.000,1.17404,1.17414,1.17399,1.17403,327.37 +25.09.2018 04:15:00.000,1.17403,1.17408,1.17402,1.17404,124.43 +25.09.2018 04:20:00.000,1.17404,1.17404,1.17372,1.17378,430.35 +25.09.2018 04:25:00.000,1.17378,1.17385,1.17376,1.17385,319.03999999999996 +25.09.2018 04:30:00.000,1.17384,1.17414,1.17378,1.17413,446.14 +25.09.2018 04:35:00.000,1.17413,1.17422,1.17395,1.17406,415.35 +25.09.2018 04:40:00.000,1.17406,1.17406,1.17386,1.17392,445.71999999999997 +25.09.2018 04:45:00.000,1.17394,1.17415,1.17379,1.17408,365.21 +25.09.2018 04:50:00.000,1.17409,1.17432,1.17408,1.17422,377.53000000000003 +25.09.2018 04:55:00.000,1.17422,1.17429,1.17402,1.17409,438.09000000000003 +25.09.2018 05:00:00.000,1.17408,1.17409,1.17397,1.17399,301.65 +25.09.2018 05:05:00.000,1.17398,1.17419,1.17390,1.17412,574.31 +25.09.2018 05:10:00.000,1.17412,1.17432,1.17412,1.17432,390.44000000000005 +25.09.2018 05:15:00.000,1.17433,1.17443,1.17417,1.17437,550.19 +25.09.2018 05:20:00.000,1.17437,1.17463,1.17437,1.17458,337.90999999999997 +25.09.2018 05:25:00.000,1.17457,1.17457,1.17447,1.17450,314.75 +25.09.2018 05:30:00.000,1.17448,1.17454,1.17432,1.17436,345.76 +25.09.2018 05:35:00.000,1.17436,1.17439,1.17423,1.17424,422.41 +25.09.2018 05:40:00.000,1.17424,1.17454,1.17408,1.17447,538.9399999999999 +25.09.2018 05:45:00.000,1.17447,1.17473,1.17445,1.17462,438.18999999999994 +25.09.2018 05:50:00.000,1.17462,1.17478,1.17462,1.17473,318.79999999999995 +25.09.2018 05:55:00.000,1.17473,1.17483,1.17468,1.17480,421.21 +25.09.2018 06:00:00.000,1.17480,1.17484,1.17438,1.17465,918.6700000000001 +25.09.2018 06:05:00.000,1.17465,1.17481,1.17438,1.17474,787.03 +25.09.2018 06:10:00.000,1.17474,1.17494,1.17457,1.17459,893.44 +25.09.2018 06:15:00.000,1.17459,1.17540,1.17437,1.17533,1042.5700000000002 +25.09.2018 06:20:00.000,1.17533,1.17557,1.17519,1.17525,1181.3400000000001 +25.09.2018 06:25:00.000,1.17524,1.17543,1.17510,1.17533,1038.83 +25.09.2018 06:30:00.000,1.17533,1.17571,1.17526,1.17567,977.4900000000001 +25.09.2018 06:35:00.000,1.17567,1.17631,1.17561,1.17630,1123.37 +25.09.2018 06:40:00.000,1.17627,1.17654,1.17599,1.17599,1415.21 +25.09.2018 06:45:00.000,1.17600,1.17611,1.17579,1.17579,954.2900000000001 +25.09.2018 06:50:00.000,1.17578,1.17580,1.17544,1.17567,1012.96 +25.09.2018 06:55:00.000,1.17567,1.17629,1.17567,1.17608,1039.96 +25.09.2018 07:00:00.000,1.17605,1.17605,1.17522,1.17538,1236.39 +25.09.2018 07:05:00.000,1.17539,1.17580,1.17539,1.17559,955.0699999999999 +25.09.2018 07:10:00.000,1.17560,1.17604,1.17519,1.17534,1217.51 +25.09.2018 07:15:00.000,1.17533,1.17538,1.17435,1.17497,1439.27 +25.09.2018 07:20:00.000,1.17498,1.17564,1.17498,1.17516,1005.0500000000001 +25.09.2018 07:25:00.000,1.17516,1.17572,1.17514,1.17525,887.14 +25.09.2018 07:30:00.000,1.17525,1.17598,1.17511,1.17589,1155.41 +25.09.2018 07:35:00.000,1.17588,1.17703,1.17582,1.17673,1331.6999999999998 +25.09.2018 07:40:00.000,1.17674,1.17703,1.17673,1.17689,1118.33 +25.09.2018 07:45:00.000,1.17688,1.17729,1.17676,1.17677,1104.18 +25.09.2018 07:50:00.000,1.17679,1.17698,1.17670,1.17686,973.8500000000001 +25.09.2018 07:55:00.000,1.17687,1.17743,1.17657,1.17688,1222.84 +25.09.2018 08:00:00.000,1.17692,1.17703,1.17642,1.17647,1186.9 +25.09.2018 08:05:00.000,1.17647,1.17657,1.17456,1.17470,1794.2000000000003 +25.09.2018 08:10:00.000,1.17473,1.17541,1.17438,1.17452,2374.2 +25.09.2018 08:15:00.000,1.17452,1.17457,1.17335,1.17421,2140.49 +25.09.2018 08:20:00.000,1.17421,1.17485,1.17415,1.17483,1488.99 +25.09.2018 08:25:00.000,1.17483,1.17514,1.17469,1.17498,1220.89 +25.09.2018 08:30:00.000,1.17497,1.17498,1.17457,1.17457,1294.47 +25.09.2018 08:35:00.000,1.17458,1.17520,1.17458,1.17519,1239.38 +25.09.2018 08:40:00.000,1.17519,1.17563,1.17498,1.17561,1415.9900000000002 +25.09.2018 08:45:00.000,1.17561,1.17646,1.17551,1.17646,1611.44 +25.09.2018 08:50:00.000,1.17644,1.17669,1.17615,1.17618,1388.08 +25.09.2018 08:55:00.000,1.17618,1.17652,1.17602,1.17604,1383.58 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10:15:00.000,1.17635,1.17661,1.17627,1.17635,1112.28 +25.09.2018 10:20:00.000,1.17635,1.17646,1.17598,1.17602,1313.96 +25.09.2018 10:25:00.000,1.17604,1.17633,1.17604,1.17611,1081.48 +25.09.2018 10:30:00.000,1.17612,1.17614,1.17589,1.17607,1428.58 +25.09.2018 10:35:00.000,1.17605,1.17627,1.17592,1.17601,1392.5500000000002 +25.09.2018 10:40:00.000,1.17601,1.17630,1.17600,1.17630,1091.76 +25.09.2018 10:45:00.000,1.17631,1.17636,1.17622,1.17626,854.61 +25.09.2018 10:50:00.000,1.17625,1.17647,1.17615,1.17637,887.5 +25.09.2018 10:55:00.000,1.17636,1.17637,1.17605,1.17616,1001.15 +25.09.2018 11:00:00.000,1.17615,1.17650,1.17590,1.17620,1204.52 +25.09.2018 11:05:00.000,1.17620,1.17641,1.17606,1.17609,1032.54 +25.09.2018 11:10:00.000,1.17609,1.17642,1.17592,1.17636,1060.6 +25.09.2018 11:15:00.000,1.17636,1.17645,1.17596,1.17645,1580.26 +25.09.2018 11:20:00.000,1.17644,1.17795,1.17640,1.17761,1782.4 +25.09.2018 11:25:00.000,1.17760,1.17858,1.17750,1.17812,1668.4299999999998 +25.09.2018 11:30:00.000,1.17812,1.17845,1.17794,1.17837,1420.05 +25.09.2018 11:35:00.000,1.17837,1.17887,1.17809,1.17881,1375.59 +25.09.2018 11:40:00.000,1.17880,1.17903,1.17822,1.17830,1464.4300000000003 +25.09.2018 11:45:00.000,1.17830,1.17842,1.17810,1.17832,1116.8400000000001 +25.09.2018 11:50:00.000,1.17833,1.17851,1.17814,1.17840,1026.69 +25.09.2018 11:55:00.000,1.17841,1.17843,1.17793,1.17814,1381.8600000000001 +25.09.2018 12:00:00.000,1.17814,1.17828,1.17791,1.17793,1201.55 +25.09.2018 12:05:00.000,1.17793,1.17836,1.17793,1.17802,1091.62 +25.09.2018 12:10:00.000,1.17801,1.17811,1.17750,1.17765,1261.77 +25.09.2018 12:15:00.000,1.17764,1.17776,1.17738,1.17772,1155.3 +25.09.2018 12:20:00.000,1.17772,1.17825,1.17772,1.17808,1160.8700000000001 +25.09.2018 12:25:00.000,1.17808,1.17818,1.17781,1.17795,1068.8899999999999 +25.09.2018 12:30:00.000,1.17794,1.17828,1.17779,1.17788,1082.25 +25.09.2018 12:35:00.000,1.17787,1.17791,1.17727,1.17755,1413.1 +25.09.2018 12:40:00.000,1.17755,1.17782,1.17746,1.17772,1127.8 +25.09.2018 12:45:00.000,1.17772,1.17789,1.17734,1.17738,1341.47 +25.09.2018 12:50:00.000,1.17738,1.17759,1.17717,1.17740,1085.86 +25.09.2018 12:55:00.000,1.17740,1.17794,1.17740,1.17792,1076.8700000000001 +25.09.2018 13:00:00.000,1.17793,1.17821,1.17763,1.17763,1196.1100000000001 +25.09.2018 13:05:00.000,1.17764,1.17823,1.17763,1.17803,1265.61 +25.09.2018 13:10:00.000,1.17803,1.17843,1.17772,1.17785,1402.66 +25.09.2018 13:15:00.000,1.17785,1.17870,1.17777,1.17860,1411.29 +25.09.2018 13:20:00.000,1.17860,1.17880,1.17843,1.17852,1099.3 +25.09.2018 13:25:00.000,1.17850,1.17855,1.17824,1.17833,918.8499999999999 +25.09.2018 13:30:00.000,1.17833,1.17847,1.17762,1.17769,1137.01 +25.09.2018 13:35:00.000,1.17770,1.17840,1.17759,1.17824,975.7099999999999 +25.09.2018 13:40:00.000,1.17824,1.17882,1.17823,1.17873,1112.6100000000001 +25.09.2018 13:45:00.000,1.17873,1.17886,1.17795,1.17831,1391.38 +25.09.2018 13:50:00.000,1.17831,1.17874,1.17822,1.17847,888.5300000000001 +25.09.2018 13:55:00.000,1.17848,1.17861,1.17822,1.17839,932.76 +25.09.2018 14:00:00.000,1.17840,1.17877,1.17817,1.17873,1219.9 +25.09.2018 14:05:00.000,1.17873,1.17925,1.17864,1.17888,1112.96 +25.09.2018 14:10:00.000,1.17888,1.17917,1.17858,1.17899,957.8199999999999 +25.09.2018 14:15:00.000,1.17900,1.17908,1.17882,1.17896,934.25 +25.09.2018 14:20:00.000,1.17896,1.17901,1.17854,1.17860,1109.6799999999998 +25.09.2018 14:25:00.000,1.17862,1.17892,1.17850,1.17858,1034.1399999999999 +25.09.2018 14:30:00.000,1.17858,1.17903,1.17858,1.17901,844.2700000000001 +25.09.2018 14:35:00.000,1.17901,1.17921,1.17880,1.17900,1045.39 +25.09.2018 14:40:00.000,1.17899,1.17899,1.17866,1.17883,1028.5 +25.09.2018 14:45:00.000,1.17884,1.17892,1.17769,1.17802,1306.17 +25.09.2018 14:50:00.000,1.17804,1.17819,1.17761,1.17784,1338.62 +25.09.2018 14:55:00.000,1.17784,1.17881,1.17761,1.17857,1629.37 +25.09.2018 15:00:00.000,1.17858,1.17861,1.17801,1.17814,1505.7700000000002 +25.09.2018 15:05:00.000,1.17815,1.17818,1.17734,1.17800,1460.27 +25.09.2018 15:10:00.000,1.17800,1.17814,1.17760,1.17768,1010.0600000000002 +25.09.2018 15:15:00.000,1.17769,1.17784,1.17713,1.17717,1268.07 +25.09.2018 15:20:00.000,1.17718,1.17739,1.17660,1.17681,1289.87 +25.09.2018 15:25:00.000,1.17680,1.17733,1.17678,1.17719,1093.72 +25.09.2018 15:30:00.000,1.17718,1.17727,1.17696,1.17697,1039.69 +25.09.2018 15:35:00.000,1.17697,1.17722,1.17687,1.17708,607.37 +25.09.2018 15:40:00.000,1.17707,1.17713,1.17685,1.17686,738.53 +25.09.2018 15:45:00.000,1.17687,1.17709,1.17672,1.17682,950.4100000000001 +25.09.2018 15:50:00.000,1.17683,1.17706,1.17650,1.17692,955.9699999999999 +25.09.2018 15:55:00.000,1.17692,1.17720,1.17682,1.17698,757.5699999999999 +25.09.2018 16:00:00.000,1.17699,1.17704,1.17665,1.17671,1201 +25.09.2018 16:05:00.000,1.17670,1.17709,1.17669,1.17707,639.08 +25.09.2018 16:10:00.000,1.17708,1.17725,1.17700,1.17714,630.37 +25.09.2018 16:15:00.000,1.17715,1.17724,1.17700,1.17713,613.67 +25.09.2018 16:20:00.000,1.17713,1.17740,1.17702,1.17739,866.28 +25.09.2018 16:25:00.000,1.17740,1.17740,1.17712,1.17714,465.73 +25.09.2018 16:30:00.000,1.17714,1.17727,1.17699,1.17714,422.3 +25.09.2018 16:35:00.000,1.17714,1.17721,1.17702,1.17709,419.81 +25.09.2018 16:40:00.000,1.17708,1.17748,1.17708,1.17744,487.22 +25.09.2018 16:45:00.000,1.17744,1.17752,1.17729,1.17741,532.5 +25.09.2018 16:50:00.000,1.17741,1.17742,1.17716,1.17716,487.97 +25.09.2018 16:55:00.000,1.17717,1.17734,1.17702,1.17723,905.1600000000001 +25.09.2018 17:00:00.000,1.17722,1.17757,1.17718,1.17732,863.92 +25.09.2018 17:05:00.000,1.17733,1.17736,1.17714,1.17714,495.45000000000005 +25.09.2018 17:10:00.000,1.17714,1.17732,1.17653,1.17686,903.22 +25.09.2018 17:15:00.000,1.17685,1.17711,1.17654,1.17708,747.71 +25.09.2018 17:20:00.000,1.17708,1.17717,1.17690,1.17693,387.65999999999997 +25.09.2018 17:25:00.000,1.17695,1.17700,1.17664,1.17664,597.35 +25.09.2018 17:30:00.000,1.17661,1.17663,1.17626,1.17648,948.93 +25.09.2018 17:35:00.000,1.17648,1.17664,1.17634,1.17648,687.03 +25.09.2018 17:40:00.000,1.17648,1.17648,1.17633,1.17648,576.18 +25.09.2018 17:45:00.000,1.17648,1.17678,1.17624,1.17632,661.37 +25.09.2018 17:50:00.000,1.17632,1.17633,1.17616,1.17621,743.83 +25.09.2018 17:55:00.000,1.17620,1.17638,1.17608,1.17629,733.61 +25.09.2018 18:00:00.000,1.17629,1.17639,1.17608,1.17627,471.5799999999999 +25.09.2018 18:05:00.000,1.17629,1.17629,1.17618,1.17625,280.02 +25.09.2018 18:10:00.000,1.17625,1.17654,1.17619,1.17654,236.39 +25.09.2018 18:15:00.000,1.17654,1.17671,1.17647,1.17663,683.98 +25.09.2018 18:20:00.000,1.17663,1.17677,1.17657,1.17658,873.45 +25.09.2018 18:25:00.000,1.17657,1.17674,1.17648,1.17673,819.6200000000001 +25.09.2018 18:30:00.000,1.17672,1.17680,1.17662,1.17673,640.72 +25.09.2018 18:35:00.000,1.17673,1.17704,1.17662,1.17699,558.61 +25.09.2018 18:40:00.000,1.17699,1.17705,1.17673,1.17673,624.3700000000001 +25.09.2018 18:45:00.000,1.17675,1.17681,1.17653,1.17666,464.49 +25.09.2018 18:50:00.000,1.17665,1.17689,1.17664,1.17687,691.77 +25.09.2018 18:55:00.000,1.17686,1.17689,1.17656,1.17671,741.3199999999999 +25.09.2018 19:00:00.000,1.17669,1.17686,1.17662,1.17684,332.69000000000005 +25.09.2018 19:05:00.000,1.17684,1.17686,1.17658,1.17665,531.77 +25.09.2018 19:10:00.000,1.17665,1.17676,1.17660,1.17661,303.21 +25.09.2018 19:15:00.000,1.17660,1.17696,1.17660,1.17689,340.37 +25.09.2018 19:20:00.000,1.17689,1.17707,1.17686,1.17695,517.86 +25.09.2018 19:25:00.000,1.17694,1.17694,1.17681,1.17685,210.9 +25.09.2018 19:30:00.000,1.17685,1.17693,1.17679,1.17680,223.51 +25.09.2018 19:35:00.000,1.17681,1.17686,1.17655,1.17655,420.88000000000005 +25.09.2018 19:40:00.000,1.17655,1.17658,1.17633,1.17652,439.25 +25.09.2018 19:45:00.000,1.17653,1.17685,1.17653,1.17683,360.8 +25.09.2018 19:50:00.000,1.17684,1.17686,1.17670,1.17678,464.13 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21:05:00.000,1.17640,1.17680,1.17640,1.17660,256.94 +25.09.2018 21:10:00.000,1.17660,1.17691,1.17658,1.17681,616.76 +25.09.2018 21:15:00.000,1.17681,1.17684,1.17654,1.17661,535.54 +25.09.2018 21:20:00.000,1.17660,1.17664,1.17658,1.17660,731.8699999999999 +25.09.2018 21:25:00.000,1.17660,1.17662,1.17659,1.17660,257.47 +25.09.2018 21:30:00.000,1.17657,1.17657,1.17649,1.17649,157.55 +25.09.2018 21:35:00.000,1.17651,1.17655,1.17640,1.17654,337.64 +25.09.2018 21:40:00.000,1.17654,1.17655,1.17640,1.17645,198.78000000000003 +25.09.2018 21:45:00.000,1.17644,1.17660,1.17642,1.17651,271.23 +25.09.2018 21:50:00.000,1.17650,1.17664,1.17650,1.17660,367.34000000000003 +25.09.2018 21:55:00.000,1.17660,1.17661,1.17654,1.17655,242.12 +25.09.2018 22:00:00.000,1.17655,1.17670,1.17655,1.17670,168.14 +25.09.2018 22:05:00.000,1.17669,1.17669,1.17652,1.17654,234.04999999999998 +25.09.2018 22:10:00.000,1.17653,1.17665,1.17653,1.17658,288.34000000000003 +25.09.2018 22:15:00.000,1.17658,1.17670,1.17658,1.17661,134.09 +25.09.2018 22:20:00.000,1.17660,1.17661,1.17650,1.17651,159.74 +25.09.2018 22:25:00.000,1.17650,1.17653,1.17649,1.17652,80.99 +25.09.2018 22:30:00.000,1.17651,1.17657,1.17651,1.17657,46.019999999999996 +25.09.2018 22:35:00.000,1.17658,1.17671,1.17658,1.17661,59.519999999999996 +25.09.2018 22:40:00.000,1.17661,1.17666,1.17659,1.17666,86.93 +25.09.2018 22:45:00.000,1.17663,1.17663,1.17647,1.17661,170.72 +25.09.2018 22:50:00.000,1.17663,1.17668,1.17660,1.17661,107.36999999999998 +25.09.2018 22:55:00.000,1.17664,1.17666,1.17661,1.17662,162.26999999999998 +25.09.2018 23:00:00.000,1.17663,1.17672,1.17662,1.17670,209.21 +25.09.2018 23:05:00.000,1.17670,1.17683,1.17668,1.17682,146.66 +25.09.2018 23:10:00.000,1.17682,1.17683,1.17657,1.17658,232.77 +25.09.2018 23:15:00.000,1.17660,1.17660,1.17647,1.17650,183.09999999999997 +25.09.2018 23:20:00.000,1.17649,1.17656,1.17648,1.17654,168.14999999999998 +25.09.2018 23:25:00.000,1.17655,1.17655,1.17633,1.17634,277.53999999999996 +25.09.2018 23:30:00.000,1.17635,1.17638,1.17623,1.17628,201.79999999999998 +25.09.2018 23:35:00.000,1.17627,1.17634,1.17616,1.17632,216.72 +25.09.2018 23:40:00.000,1.17635,1.17644,1.17628,1.17642,161.21000000000004 +25.09.2018 23:45:00.000,1.17641,1.17648,1.17641,1.17643,175.6 +25.09.2018 23:50:00.000,1.17643,1.17649,1.17642,1.17643,242.07 +25.09.2018 23:55:00.000,1.17643,1.17653,1.17625,1.17628,310.99 +26.09.2018 00:00:00.000,1.17629,1.17635,1.17612,1.17626,468.34 +26.09.2018 00:05:00.000,1.17626,1.17639,1.17605,1.17621,534.11 +26.09.2018 00:10:00.000,1.17623,1.17646,1.17620,1.17643,427.79 +26.09.2018 00:15:00.000,1.17643,1.17657,1.17642,1.17650,300.44 +26.09.2018 00:20:00.000,1.17650,1.17657,1.17650,1.17651,406.16 +26.09.2018 00:25:00.000,1.17650,1.17653,1.17635,1.17635,274.33000000000004 +26.09.2018 00:30:00.000,1.17635,1.17644,1.17622,1.17643,309.85 +26.09.2018 00:35:00.000,1.17643,1.17643,1.17635,1.17636,342.62 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01:50:00.000,1.17621,1.17630,1.17596,1.17602,668.78 +26.09.2018 01:55:00.000,1.17603,1.17641,1.17599,1.17633,657.8 +26.09.2018 02:00:00.000,1.17632,1.17641,1.17625,1.17634,467.46000000000004 +26.09.2018 02:05:00.000,1.17633,1.17634,1.17622,1.17626,321.62 +26.09.2018 02:10:00.000,1.17626,1.17628,1.17608,1.17613,479.77000000000004 +26.09.2018 02:15:00.000,1.17613,1.17621,1.17607,1.17613,300.5 +26.09.2018 02:20:00.000,1.17614,1.17632,1.17612,1.17628,308.39 +26.09.2018 02:25:00.000,1.17628,1.17637,1.17625,1.17633,504.54999999999995 +26.09.2018 02:30:00.000,1.17633,1.17643,1.17628,1.17643,321.95000000000005 +26.09.2018 02:35:00.000,1.17643,1.17643,1.17626,1.17630,309.15000000000003 +26.09.2018 02:40:00.000,1.17630,1.17648,1.17626,1.17644,232.98999999999998 +26.09.2018 02:45:00.000,1.17644,1.17656,1.17644,1.17648,383.08 +26.09.2018 02:50:00.000,1.17650,1.17665,1.17646,1.17665,412.43 +26.09.2018 02:55:00.000,1.17664,1.17665,1.17638,1.17645,569.57 +26.09.2018 03:00:00.000,1.17644,1.17651,1.17632,1.17640,572.5 +26.09.2018 03:05:00.000,1.17640,1.17650,1.17633,1.17634,272.57 +26.09.2018 03:10:00.000,1.17633,1.17640,1.17631,1.17632,282.25 +26.09.2018 03:15:00.000,1.17632,1.17654,1.17621,1.17649,360.47 +26.09.2018 03:20:00.000,1.17650,1.17653,1.17634,1.17648,364.66 +26.09.2018 03:25:00.000,1.17648,1.17655,1.17636,1.17637,335.85 +26.09.2018 03:30:00.000,1.17636,1.17662,1.17634,1.17646,147.49 +26.09.2018 03:35:00.000,1.17646,1.17667,1.17640,1.17665,243.82 +26.09.2018 03:40:00.000,1.17665,1.17669,1.17655,1.17659,235.03 +26.09.2018 03:45:00.000,1.17659,1.17665,1.17653,1.17659,324.58 +26.09.2018 03:50:00.000,1.17658,1.17669,1.17658,1.17663,212.56999999999996 +26.09.2018 03:55:00.000,1.17662,1.17666,1.17653,1.17662,402.89 +26.09.2018 04:00:00.000,1.17662,1.17668,1.17649,1.17664,430.3299999999999 +26.09.2018 04:05:00.000,1.17664,1.17668,1.17654,1.17659,380.94 +26.09.2018 04:10:00.000,1.17659,1.17663,1.17651,1.17660,249.2 +26.09.2018 04:15:00.000,1.17660,1.17679,1.17659,1.17678,356.07000000000005 +26.09.2018 04:20:00.000,1.17679,1.17679,1.17656,1.17661,270.76 +26.09.2018 04:25:00.000,1.17661,1.17663,1.17639,1.17659,274.43 +26.09.2018 04:30:00.000,1.17659,1.17675,1.17656,1.17673,258.28000000000003 +26.09.2018 04:35:00.000,1.17673,1.17680,1.17663,1.17669,218.79000000000002 +26.09.2018 04:40:00.000,1.17669,1.17673,1.17642,1.17649,321.40999999999997 +26.09.2018 04:45:00.000,1.17649,1.17664,1.17644,1.17659,389.8 +26.09.2018 04:50:00.000,1.17659,1.17661,1.17644,1.17648,382.78000000000003 +26.09.2018 04:55:00.000,1.17647,1.17648,1.17632,1.17632,347.07000000000005 +26.09.2018 05:00:00.000,1.17632,1.17644,1.17621,1.17633,437.76000000000005 +26.09.2018 05:05:00.000,1.17633,1.17652,1.17632,1.17639,247.66000000000003 +26.09.2018 05:10:00.000,1.17640,1.17655,1.17637,1.17637,327.53000000000003 +26.09.2018 05:15:00.000,1.17637,1.17639,1.17632,1.17637,180.04000000000002 +26.09.2018 05:20:00.000,1.17637,1.17639,1.17622,1.17623,239.34 +26.09.2018 05:25:00.000,1.17624,1.17634,1.17618,1.17622,418.49 +26.09.2018 05:30:00.000,1.17622,1.17624,1.17613,1.17620,386.69 +26.09.2018 05:35:00.000,1.17620,1.17632,1.17608,1.17619,517.71 +26.09.2018 05:40:00.000,1.17620,1.17622,1.17608,1.17620,328.63 +26.09.2018 05:45:00.000,1.17619,1.17644,1.17614,1.17642,370.01 +26.09.2018 05:50:00.000,1.17640,1.17640,1.17597,1.17611,394.53999999999996 +26.09.2018 05:55:00.000,1.17615,1.17628,1.17604,1.17604,743.49 +26.09.2018 06:00:00.000,1.17603,1.17631,1.17587,1.17587,723.29 +26.09.2018 06:05:00.000,1.17588,1.17634,1.17580,1.17628,900.13 +26.09.2018 06:10:00.000,1.17629,1.17643,1.17619,1.17642,734.5699999999999 +26.09.2018 06:15:00.000,1.17644,1.17665,1.17622,1.17628,857.44 +26.09.2018 06:20:00.000,1.17627,1.17665,1.17619,1.17642,716.79 +26.09.2018 06:25:00.000,1.17642,1.17665,1.17637,1.17648,672.99 +26.09.2018 06:30:00.000,1.17646,1.17649,1.17617,1.17636,637.8700000000001 +26.09.2018 06:35:00.000,1.17638,1.17645,1.17610,1.17638,731.96 +26.09.2018 06:40:00.000,1.17637,1.17639,1.17590,1.17629,855.6199999999999 +26.09.2018 06:45:00.000,1.17628,1.17685,1.17627,1.17661,929.03 +26.09.2018 06:50:00.000,1.17661,1.17677,1.17649,1.17662,837.7199999999999 +26.09.2018 06:55:00.000,1.17662,1.17662,1.17603,1.17613,952.9899999999999 +26.09.2018 07:00:00.000,1.17616,1.17659,1.17577,1.17657,1050.5600000000002 +26.09.2018 07:05:00.000,1.17656,1.17689,1.17641,1.17670,986.6099999999999 +26.09.2018 07:10:00.000,1.17670,1.17699,1.17657,1.17687,851.77 +26.09.2018 07:15:00.000,1.17687,1.17733,1.17680,1.17717,1210.26 +26.09.2018 07:20:00.000,1.17717,1.17755,1.17707,1.17709,1005.41 +26.09.2018 07:25:00.000,1.17710,1.17735,1.17702,1.17718,734.83 +26.09.2018 07:30:00.000,1.17718,1.17723,1.17674,1.17678,900.9499999999999 +26.09.2018 07:35:00.000,1.17680,1.17687,1.17618,1.17636,935.01 +26.09.2018 07:40:00.000,1.17635,1.17658,1.17630,1.17653,927.78 +26.09.2018 07:45:00.000,1.17653,1.17673,1.17645,1.17658,1020.9699999999999 +26.09.2018 07:50:00.000,1.17658,1.17669,1.17633,1.17668,757.2900000000001 +26.09.2018 07:55:00.000,1.17670,1.17676,1.17649,1.17670,768.03 +26.09.2018 08:00:00.000,1.17670,1.17698,1.17655,1.17695,848.8599999999999 +26.09.2018 08:05:00.000,1.17696,1.17718,1.17674,1.17709,861.23 +26.09.2018 08:10:00.000,1.17708,1.17710,1.17693,1.17700,752.78 +26.09.2018 08:15:00.000,1.17700,1.17712,1.17660,1.17695,916.1300000000001 +26.09.2018 08:20:00.000,1.17695,1.17716,1.17668,1.17710,798.86 +26.09.2018 08:25:00.000,1.17708,1.17742,1.17688,1.17740,895.73 +26.09.2018 08:30:00.000,1.17740,1.17747,1.17698,1.17703,826.0799999999999 +26.09.2018 08:35:00.000,1.17704,1.17712,1.17678,1.17678,882.46 +26.09.2018 08:40:00.000,1.17678,1.17705,1.17674,1.17696,1023.6899999999999 +26.09.2018 08:45:00.000,1.17695,1.17700,1.17668,1.17682,867.08 +26.09.2018 08:50:00.000,1.17681,1.17722,1.17654,1.17684,1083.83 +26.09.2018 08:55:00.000,1.17686,1.17694,1.17658,1.17671,1047.13 +26.09.2018 09:00:00.000,1.17674,1.17685,1.17635,1.17664,1002.82 +26.09.2018 09:05:00.000,1.17663,1.17670,1.17635,1.17648,1023.94 +26.09.2018 09:10:00.000,1.17649,1.17688,1.17649,1.17688,1096.74 +26.09.2018 09:15:00.000,1.17687,1.17688,1.17662,1.17665,741.39 +26.09.2018 09:20:00.000,1.17667,1.17677,1.17635,1.17655,648.3299999999999 +26.09.2018 09:25:00.000,1.17655,1.17666,1.17635,1.17646,868.4699999999999 +26.09.2018 09:30:00.000,1.17646,1.17681,1.17640,1.17665,869.2200000000001 +26.09.2018 09:35:00.000,1.17663,1.17698,1.17660,1.17690,834.0999999999999 +26.09.2018 09:40:00.000,1.17691,1.17698,1.17634,1.17644,701.8700000000001 +26.09.2018 09:45:00.000,1.17644,1.17670,1.17630,1.17641,970.47 +26.09.2018 09:50:00.000,1.17642,1.17671,1.17634,1.17649,791.6999999999999 +26.09.2018 09:55:00.000,1.17650,1.17671,1.17645,1.17650,816.6 +26.09.2018 10:00:00.000,1.17650,1.17652,1.17612,1.17627,838.6600000000001 +26.09.2018 10:05:00.000,1.17627,1.17633,1.17606,1.17608,964.3400000000001 +26.09.2018 10:10:00.000,1.17606,1.17633,1.17583,1.17630,864.0799999999999 +26.09.2018 10:15:00.000,1.17629,1.17633,1.17602,1.17605,643.5300000000001 +26.09.2018 10:20:00.000,1.17606,1.17620,1.17606,1.17619,724.35 +26.09.2018 10:25:00.000,1.17620,1.17629,1.17550,1.17571,668.4300000000001 +26.09.2018 10:30:00.000,1.17571,1.17583,1.17541,1.17543,997.5600000000001 +26.09.2018 10:35:00.000,1.17542,1.17571,1.17535,1.17564,812.0300000000001 +26.09.2018 10:40:00.000,1.17563,1.17577,1.17537,1.17557,837.14 +26.09.2018 10:45:00.000,1.17558,1.17568,1.17519,1.17523,864.4499999999999 +26.09.2018 10:50:00.000,1.17516,1.17542,1.17476,1.17499,1173.25 +26.09.2018 10:55:00.000,1.17499,1.17507,1.17459,1.17494,988.8100000000001 +26.09.2018 11:00:00.000,1.17492,1.17504,1.17472,1.17496,1103.51 +26.09.2018 11:05:00.000,1.17495,1.17497,1.17429,1.17482,1131.51 +26.09.2018 11:10:00.000,1.17482,1.17487,1.17431,1.17472,902.07 +26.09.2018 11:15:00.000,1.17474,1.17476,1.17420,1.17449,1043.9099999999999 +26.09.2018 11:20:00.000,1.17450,1.17461,1.17442,1.17455,716.7400000000001 +26.09.2018 11:25:00.000,1.17454,1.17460,1.17428,1.17429,1068.5 +26.09.2018 11:30:00.000,1.17429,1.17462,1.17420,1.17429,1214.07 +26.09.2018 11:35:00.000,1.17431,1.17443,1.17401,1.17426,1309.6699999999998 +26.09.2018 11:40:00.000,1.17426,1.17454,1.17380,1.17399,1506.31 +26.09.2018 11:45:00.000,1.17399,1.17423,1.17391,1.17403,913.5399999999998 +26.09.2018 11:50:00.000,1.17404,1.17430,1.17401,1.17425,1171.83 +26.09.2018 11:55:00.000,1.17425,1.17428,1.17354,1.17362,1444.13 +26.09.2018 12:00:00.000,1.17363,1.17399,1.17351,1.17386,1009.15 +26.09.2018 12:05:00.000,1.17385,1.17396,1.17354,1.17354,1364.38 +26.09.2018 12:10:00.000,1.17354,1.17385,1.17351,1.17366,1058.0600000000002 +26.09.2018 12:15:00.000,1.17365,1.17370,1.17318,1.17334,1295.28 +26.09.2018 12:20:00.000,1.17338,1.17347,1.17303,1.17329,1208.5100000000002 +26.09.2018 12:25:00.000,1.17330,1.17368,1.17316,1.17359,1030.5 +26.09.2018 12:30:00.000,1.17357,1.17371,1.17346,1.17352,1197.9 +26.09.2018 12:35:00.000,1.17351,1.17367,1.17340,1.17340,1388.27 +26.09.2018 12:40:00.000,1.17340,1.17373,1.17325,1.17369,1014.5100000000001 +26.09.2018 12:45:00.000,1.17369,1.17398,1.17369,1.17392,1216.32 +26.09.2018 12:50:00.000,1.17393,1.17429,1.17391,1.17421,1126.42 +26.09.2018 12:55:00.000,1.17421,1.17427,1.17395,1.17405,1102.99 +26.09.2018 13:00:00.000,1.17405,1.17407,1.17374,1.17385,1172.2199999999998 +26.09.2018 13:05:00.000,1.17384,1.17388,1.17326,1.17331,1268.49 +26.09.2018 13:10:00.000,1.17331,1.17345,1.17281,1.17314,1593.94 +26.09.2018 13:15:00.000,1.17313,1.17320,1.17294,1.17319,1120.97 +26.09.2018 13:20:00.000,1.17320,1.17326,1.17290,1.17303,1054.86 +26.09.2018 13:25:00.000,1.17302,1.17307,1.17290,1.17298,786.78 +26.09.2018 13:30:00.000,1.17299,1.17307,1.17289,1.17293,893.44 +26.09.2018 13:35:00.000,1.17293,1.17306,1.17259,1.17304,980.3100000000002 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16:05:00.000,1.17536,1.17542,1.17490,1.17497,1015.18 +26.09.2018 16:10:00.000,1.17497,1.17522,1.17477,1.17483,713.75 +26.09.2018 16:15:00.000,1.17483,1.17495,1.17480,1.17481,699.86 +26.09.2018 16:20:00.000,1.17480,1.17492,1.17473,1.17477,454.53999999999996 +26.09.2018 16:25:00.000,1.17475,1.17485,1.17454,1.17456,963.4399999999999 +26.09.2018 16:30:00.000,1.17455,1.17462,1.17453,1.17453,591.9899999999999 +26.09.2018 16:35:00.000,1.17454,1.17477,1.17453,1.17454,456.13 +26.09.2018 16:40:00.000,1.17458,1.17463,1.17448,1.17457,393.44 +26.09.2018 16:45:00.000,1.17456,1.17462,1.17447,1.17455,617.25 +26.09.2018 16:50:00.000,1.17455,1.17497,1.17454,1.17493,399.11 +26.09.2018 16:55:00.000,1.17494,1.17520,1.17493,1.17516,727.74 +26.09.2018 17:00:00.000,1.17519,1.17551,1.17519,1.17549,557.44 +26.09.2018 17:05:00.000,1.17550,1.17567,1.17528,1.17547,560.3199999999999 +26.09.2018 17:10:00.000,1.17547,1.17597,1.17542,1.17588,558.78 +26.09.2018 17:15:00.000,1.17589,1.17633,1.17583,1.17608,712.85 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18:30:00.000,1.17560,1.17658,1.17549,1.17634,1421.0500000000002 +26.09.2018 18:35:00.000,1.17634,1.17670,1.17399,1.17525,2256.41 +26.09.2018 18:40:00.000,1.17524,1.17524,1.17311,1.17413,2293.92 +26.09.2018 18:45:00.000,1.17414,1.17461,1.17330,1.17414,1857.15 +26.09.2018 18:50:00.000,1.17419,1.17496,1.17369,1.17493,1969.7 +26.09.2018 18:55:00.000,1.17491,1.17621,1.17481,1.17596,2068.42 +26.09.2018 19:00:00.000,1.17597,1.17673,1.17527,1.17563,2028.85 +26.09.2018 19:05:00.000,1.17563,1.17712,1.17563,1.17674,1238.5 +26.09.2018 19:10:00.000,1.17675,1.17679,1.17592,1.17606,1384.7900000000002 +26.09.2018 19:15:00.000,1.17605,1.17658,1.17577,1.17638,1260.62 +26.09.2018 19:20:00.000,1.17636,1.17645,1.17555,1.17580,1245.71 +26.09.2018 19:25:00.000,1.17579,1.17579,1.17522,1.17526,1224.1100000000001 +26.09.2018 19:30:00.000,1.17527,1.17567,1.17512,1.17527,1183.95 +26.09.2018 19:35:00.000,1.17527,1.17544,1.17505,1.17515,1006.1800000000001 +26.09.2018 19:40:00.000,1.17514,1.17532,1.17495,1.17509,1047.21 +26.09.2018 19:45:00.000,1.17509,1.17548,1.17498,1.17498,1671.6499999999999 +26.09.2018 19:50:00.000,1.17498,1.17516,1.17462,1.17467,1230.33 +26.09.2018 19:55:00.000,1.17466,1.17500,1.17454,1.17466,1036.67 +26.09.2018 20:00:00.000,1.17466,1.17482,1.17394,1.17399,780.19 +26.09.2018 20:05:00.000,1.17398,1.17399,1.17362,1.17376,704.48 +26.09.2018 20:10:00.000,1.17376,1.17408,1.17366,1.17406,468.38 +26.09.2018 20:15:00.000,1.17405,1.17420,1.17397,1.17404,381.92 +26.09.2018 20:20:00.000,1.17405,1.17435,1.17400,1.17429,416.32 +26.09.2018 20:25:00.000,1.17429,1.17430,1.17417,1.17425,399.22999999999996 +26.09.2018 20:30:00.000,1.17425,1.17429,1.17407,1.17421,634.24 +26.09.2018 20:35:00.000,1.17418,1.17438,1.17418,1.17434,426.06 +26.09.2018 20:40:00.000,1.17435,1.17445,1.17430,1.17443,288.84000000000003 +26.09.2018 20:45:00.000,1.17443,1.17445,1.17429,1.17431,447.33 +26.09.2018 20:50:00.000,1.17430,1.17430,1.17410,1.17412,484.77 +26.09.2018 20:55:00.000,1.17413,1.17421,1.17379,1.17379,504.13 +26.09.2018 21:00:00.000,1.17361,1.17425,1.17355,1.17425,111.75 +26.09.2018 21:05:00.000,1.17425,1.17506,1.17421,1.17473,306.66999999999996 +26.09.2018 21:10:00.000,1.17473,1.17506,1.17467,1.17506,312.14000000000004 +26.09.2018 21:15:00.000,1.17502,1.17502,1.17478,1.17480,431.05999999999995 +26.09.2018 21:20:00.000,1.17479,1.17484,1.17430,1.17443,462.03999999999996 +26.09.2018 21:25:00.000,1.17445,1.17471,1.17431,1.17464,131.2 +26.09.2018 21:30:00.000,1.17465,1.17465,1.17417,1.17426,220.64 +26.09.2018 21:35:00.000,1.17424,1.17438,1.17412,1.17434,229.23999999999998 +26.09.2018 21:40:00.000,1.17435,1.17452,1.17434,1.17446,183.69 +26.09.2018 21:45:00.000,1.17446,1.17446,1.17428,1.17432,54.209999999999994 +26.09.2018 21:50:00.000,1.17432,1.17432,1.17423,1.17425,61.64 +26.09.2018 21:55:00.000,1.17425,1.17425,1.17411,1.17421,315.36 +26.09.2018 22:00:00.000,1.17424,1.17483,1.17424,1.17454,332.37 +26.09.2018 22:05:00.000,1.17454,1.17458,1.17439,1.17445,234.51 +26.09.2018 22:10:00.000,1.17445,1.17445,1.17424,1.17429,171.60999999999999 +26.09.2018 22:15:00.000,1.17430,1.17461,1.17430,1.17446,169.84 +26.09.2018 22:20:00.000,1.17448,1.17457,1.17445,1.17452,106.49 +26.09.2018 22:25:00.000,1.17452,1.17460,1.17449,1.17455,63.94 +26.09.2018 22:30:00.000,1.17455,1.17465,1.17454,1.17461,84.74 +26.09.2018 22:35:00.000,1.17461,1.17481,1.17461,1.17475,153.33999999999997 +26.09.2018 22:40:00.000,1.17475,1.17477,1.17470,1.17477,197.06 +26.09.2018 22:45:00.000,1.17478,1.17499,1.17478,1.17499,201.67000000000002 +26.09.2018 22:50:00.000,1.17499,1.17516,1.17497,1.17497,134.44 +26.09.2018 22:55:00.000,1.17496,1.17496,1.17474,1.17491,147.73 +26.09.2018 23:00:00.000,1.17489,1.17497,1.17480,1.17496,164 +26.09.2018 23:05:00.000,1.17497,1.17497,1.17492,1.17497,104.61000000000001 +26.09.2018 23:10:00.000,1.17496,1.17498,1.17492,1.17496,46.94 +26.09.2018 23:15:00.000,1.17497,1.17506,1.17496,1.17501,72.31 +26.09.2018 23:20:00.000,1.17500,1.17511,1.17497,1.17510,155.89000000000001 +26.09.2018 23:25:00.000,1.17511,1.17514,1.17486,1.17489,171.91000000000003 +26.09.2018 23:30:00.000,1.17490,1.17493,1.17477,1.17480,190.18 +26.09.2018 23:35:00.000,1.17481,1.17492,1.17477,1.17492,107.66 +26.09.2018 23:40:00.000,1.17493,1.17510,1.17493,1.17509,154.88 +26.09.2018 23:45:00.000,1.17508,1.17508,1.17489,1.17506,235.84 +26.09.2018 23:50:00.000,1.17505,1.17510,1.17502,1.17502,169.94 +26.09.2018 23:55:00.000,1.17502,1.17505,1.17469,1.17469,377.34000000000003 +27.09.2018 00:00:00.000,1.17469,1.17533,1.17460,1.17525,541.04 +27.09.2018 00:05:00.000,1.17525,1.17541,1.17520,1.17541,554.6899999999999 +27.09.2018 00:10:00.000,1.17540,1.17549,1.17529,1.17536,528 +27.09.2018 00:15:00.000,1.17535,1.17567,1.17526,1.17552,416.16 +27.09.2018 00:20:00.000,1.17551,1.17561,1.17539,1.17558,506.11 +27.09.2018 00:25:00.000,1.17559,1.17566,1.17545,1.17565,341.01 +27.09.2018 00:30:00.000,1.17566,1.17571,1.17540,1.17545,453.73 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01:45:00.000,1.17438,1.17438,1.17411,1.17416,463.11 +27.09.2018 01:50:00.000,1.17417,1.17450,1.17413,1.17446,479.96 +27.09.2018 01:55:00.000,1.17446,1.17450,1.17415,1.17417,624.4399999999999 +27.09.2018 02:00:00.000,1.17416,1.17459,1.17416,1.17453,582.9100000000001 +27.09.2018 02:05:00.000,1.17452,1.17458,1.17421,1.17421,507.43999999999994 +27.09.2018 02:10:00.000,1.17420,1.17433,1.17412,1.17433,576.85 +27.09.2018 02:15:00.000,1.17433,1.17448,1.17421,1.17448,549.83 +27.09.2018 02:20:00.000,1.17448,1.17449,1.17432,1.17438,346.96000000000004 +27.09.2018 02:25:00.000,1.17439,1.17454,1.17437,1.17448,216.35999999999999 +27.09.2018 02:30:00.000,1.17448,1.17463,1.17444,1.17461,277.14 +27.09.2018 02:35:00.000,1.17461,1.17461,1.17441,1.17442,360.55 +27.09.2018 02:40:00.000,1.17442,1.17469,1.17437,1.17465,421.76 +27.09.2018 02:45:00.000,1.17465,1.17484,1.17464,1.17482,514.62 +27.09.2018 02:50:00.000,1.17481,1.17487,1.17464,1.17466,321.33000000000004 +27.09.2018 02:55:00.000,1.17467,1.17468,1.17447,1.17459,344.45000000000005 +27.09.2018 03:00:00.000,1.17461,1.17487,1.17459,1.17475,398.15 +27.09.2018 03:05:00.000,1.17475,1.17493,1.17474,1.17489,229.28000000000003 +27.09.2018 03:10:00.000,1.17489,1.17491,1.17484,1.17490,277.05 +27.09.2018 03:15:00.000,1.17490,1.17509,1.17476,1.17476,622.6 +27.09.2018 03:20:00.000,1.17476,1.17497,1.17473,1.17494,383.58 +27.09.2018 03:25:00.000,1.17495,1.17527,1.17495,1.17522,487.58000000000004 +27.09.2018 03:30:00.000,1.17521,1.17529,1.17504,1.17506,559.47 +27.09.2018 03:35:00.000,1.17506,1.17519,1.17502,1.17506,406.54 +27.09.2018 03:40:00.000,1.17506,1.17515,1.17498,1.17514,537.9399999999999 +27.09.2018 03:45:00.000,1.17514,1.17522,1.17488,1.17491,586.9 +27.09.2018 03:50:00.000,1.17491,1.17503,1.17490,1.17492,469.84000000000003 +27.09.2018 03:55:00.000,1.17492,1.17509,1.17490,1.17509,410.57 +27.09.2018 04:00:00.000,1.17508,1.17522,1.17503,1.17512,424.56 +27.09.2018 04:05:00.000,1.17513,1.17521,1.17503,1.17505,457.16 +27.09.2018 04:10:00.000,1.17505,1.17513,1.17497,1.17497,392.78 +27.09.2018 04:15:00.000,1.17497,1.17514,1.17496,1.17509,385.14 +27.09.2018 04:20:00.000,1.17509,1.17521,1.17507,1.17518,261.41999999999996 +27.09.2018 04:25:00.000,1.17518,1.17522,1.17492,1.17492,261.97 +27.09.2018 04:30:00.000,1.17492,1.17498,1.17482,1.17484,355.13 +27.09.2018 04:35:00.000,1.17483,1.17495,1.17472,1.17472,242.85 +27.09.2018 04:40:00.000,1.17474,1.17482,1.17455,1.17463,506.03000000000003 +27.09.2018 04:45:00.000,1.17462,1.17489,1.17462,1.17481,184.34 +27.09.2018 04:50:00.000,1.17482,1.17493,1.17482,1.17488,203.2 +27.09.2018 04:55:00.000,1.17487,1.17506,1.17486,1.17490,202.19 +27.09.2018 05:00:00.000,1.17491,1.17512,1.17454,1.17454,519.53 +27.09.2018 05:05:00.000,1.17453,1.17453,1.17312,1.17318,1354.74 +27.09.2018 05:10:00.000,1.17319,1.17320,1.17145,1.17169,1731.61 +27.09.2018 05:15:00.000,1.17167,1.17167,1.17064,1.17105,1287.59 +27.09.2018 05:20:00.000,1.17106,1.17170,1.17101,1.17166,1214.33 +27.09.2018 05:25:00.000,1.17166,1.17197,1.17150,1.17159,820.1300000000001 +27.09.2018 05:30:00.000,1.17159,1.17159,1.17070,1.17106,1019.6200000000001 +27.09.2018 05:35:00.000,1.17108,1.17116,1.17020,1.17040,1021.6699999999998 +27.09.2018 05:40:00.000,1.17036,1.17082,1.17022,1.17037,918.6299999999999 +27.09.2018 05:45:00.000,1.17037,1.17072,1.17019,1.17042,836.28 +27.09.2018 05:50:00.000,1.17042,1.17052,1.16906,1.16950,1303.68 +27.09.2018 05:55:00.000,1.16949,1.17036,1.16938,1.17035,1043.3 +27.09.2018 06:00:00.000,1.17034,1.17065,1.17023,1.17064,786.18 +27.09.2018 06:05:00.000,1.17064,1.17068,1.16976,1.17006,914.52 +27.09.2018 06:10:00.000,1.17006,1.17068,1.17005,1.17061,841.0799999999999 +27.09.2018 06:15:00.000,1.17060,1.17101,1.17046,1.17084,1018.66 +27.09.2018 06:20:00.000,1.17083,1.17111,1.17045,1.17061,943.37 +27.09.2018 06:25:00.000,1.17061,1.17065,1.16940,1.16970,1470.89 +27.09.2018 06:30:00.000,1.16971,1.17051,1.16917,1.17042,1451.72 +27.09.2018 06:35:00.000,1.17041,1.17051,1.16961,1.16976,1239.7 +27.09.2018 06:40:00.000,1.16976,1.17031,1.16957,1.17022,895.48 +27.09.2018 06:45:00.000,1.17022,1.17057,1.17019,1.17051,963.14 +27.09.2018 06:50:00.000,1.17051,1.17070,1.17026,1.17040,1181.1 +27.09.2018 06:55:00.000,1.17041,1.17075,1.16990,1.17064,1269.22 +27.09.2018 07:00:00.000,1.17069,1.17162,1.16927,1.16949,2264.35 +27.09.2018 07:05:00.000,1.16950,1.17036,1.16950,1.16990,1754.0100000000002 +27.09.2018 07:10:00.000,1.16989,1.17038,1.16940,1.16974,1746.8700000000001 +27.09.2018 07:15:00.000,1.16974,1.16981,1.16900,1.16920,1929.16 +27.09.2018 07:20:00.000,1.16920,1.16932,1.16851,1.16898,1920.9599999999998 +27.09.2018 07:25:00.000,1.16898,1.17096,1.16873,1.17052,2397 +27.09.2018 07:30:00.000,1.17054,1.17094,1.17031,1.17074,1753.8999999999999 +27.09.2018 07:35:00.000,1.17075,1.17100,1.17039,1.17046,1554.77 +27.09.2018 07:40:00.000,1.17046,1.17067,1.16983,1.17045,1548.25 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09:00:00.000,1.17111,1.17111,1.17065,1.17084,1198.77 +27.09.2018 09:05:00.000,1.17084,1.17092,1.17043,1.17086,1205.3100000000002 +27.09.2018 09:10:00.000,1.17085,1.17121,1.17085,1.17114,1368.91 +27.09.2018 09:15:00.000,1.17114,1.17195,1.17114,1.17165,1340.98 +27.09.2018 09:20:00.000,1.17164,1.17198,1.17159,1.17160,1083.13 +27.09.2018 09:25:00.000,1.17160,1.17201,1.17149,1.17152,985.2 +27.09.2018 09:30:00.000,1.17153,1.17172,1.17126,1.17169,1025.6000000000001 +27.09.2018 09:35:00.000,1.17169,1.17174,1.17121,1.17123,893.03 +27.09.2018 09:40:00.000,1.17123,1.17142,1.17090,1.17093,1022.31 +27.09.2018 09:45:00.000,1.17094,1.17104,1.17070,1.17100,991.3399999999999 +27.09.2018 09:50:00.000,1.17100,1.17103,1.17034,1.17044,987.1700000000001 +27.09.2018 09:55:00.000,1.17043,1.17080,1.17025,1.17055,1118.14 +27.09.2018 10:00:00.000,1.17058,1.17095,1.17058,1.17081,1070.1000000000001 +27.09.2018 10:05:00.000,1.17080,1.17100,1.17030,1.17082,1069.0300000000002 +27.09.2018 10:10:00.000,1.17082,1.17156,1.17079,1.17120,1363.97 +27.09.2018 10:15:00.000,1.17120,1.17143,1.17103,1.17103,994.3800000000001 +27.09.2018 10:20:00.000,1.17103,1.17140,1.17080,1.17123,1168.8000000000002 +27.09.2018 10:25:00.000,1.17123,1.17136,1.17096,1.17135,1032.4499999999998 +27.09.2018 10:30:00.000,1.17136,1.17147,1.17119,1.17143,1068.45 +27.09.2018 10:35:00.000,1.17143,1.17147,1.17124,1.17131,846.1899999999999 +27.09.2018 10:40:00.000,1.17131,1.17175,1.17123,1.17171,1310.33 +27.09.2018 10:45:00.000,1.17171,1.17199,1.17158,1.17179,1212.96 +27.09.2018 10:50:00.000,1.17179,1.17181,1.17148,1.17149,1013.1 +27.09.2018 10:55:00.000,1.17148,1.17198,1.17148,1.17193,1352.76 +27.09.2018 11:00:00.000,1.17193,1.17195,1.17144,1.17144,1578.3899999999999 +27.09.2018 11:05:00.000,1.17143,1.17154,1.17098,1.17099,1418.97 +27.09.2018 11:10:00.000,1.17100,1.17134,1.17089,1.17131,1123.8899999999999 +27.09.2018 11:15:00.000,1.17130,1.17152,1.17128,1.17139,812.84 +27.09.2018 11:20:00.000,1.17139,1.17141,1.17105,1.17105,1117.71 +27.09.2018 11:25:00.000,1.17106,1.17109,1.17059,1.17072,1249.57 +27.09.2018 11:30:00.000,1.17072,1.17080,1.17035,1.17061,1431.77 +27.09.2018 11:35:00.000,1.17063,1.17064,1.17032,1.17049,768.76 +27.09.2018 11:40:00.000,1.17049,1.17065,1.17048,1.17059,605.9799999999999 +27.09.2018 11:45:00.000,1.17059,1.17060,1.16992,1.17019,1433.02 +27.09.2018 11:50:00.000,1.17019,1.17044,1.17001,1.17018,1125.6899999999998 +27.09.2018 11:55:00.000,1.17018,1.17039,1.17010,1.17031,1175.8700000000001 +27.09.2018 12:00:00.000,1.17032,1.17100,1.17017,1.17097,1522.75 +27.09.2018 12:05:00.000,1.17096,1.17108,1.17062,1.17097,1263.47 +27.09.2018 12:10:00.000,1.17097,1.17127,1.17067,1.17068,1640.5500000000002 +27.09.2018 12:15:00.000,1.17066,1.17067,1.17021,1.17031,1641.3 +27.09.2018 12:20:00.000,1.17029,1.17034,1.17008,1.17025,1223.3200000000002 +27.09.2018 12:25:00.000,1.17027,1.17038,1.16902,1.16918,1662.8400000000001 +27.09.2018 12:30:00.000,1.16915,1.16937,1.16777,1.16890,1950.01 +27.09.2018 12:35:00.000,1.16890,1.16926,1.16869,1.16881,1691.0800000000002 +27.09.2018 12:40:00.000,1.16881,1.16894,1.16804,1.16809,1923.6000000000001 +27.09.2018 12:45:00.000,1.16809,1.16865,1.16790,1.16835,16474.8303 +27.09.2018 12:50:00.000,1.16835,1.16860,1.16802,1.16849,17657.0596 +27.09.2018 12:55:00.000,1.16849,1.16852,1.16729,1.16748,1387.94 +27.09.2018 13:00:00.000,1.16746,1.16761,1.16706,1.16756,1531.02 +27.09.2018 13:05:00.000,1.16756,1.16776,1.16750,1.16756,1040.37 +27.09.2018 13:10:00.000,1.16757,1.16801,1.16757,1.16772,1369.74 +27.09.2018 13:15:00.000,1.16773,1.16798,1.16756,1.16791,1029.15 +27.09.2018 13:20:00.000,1.16791,1.16816,1.16771,1.16772,1101.8700000000001 +27.09.2018 13:25:00.000,1.16772,1.16799,1.16771,1.16790,1099.04 +27.09.2018 13:30:00.000,1.16790,1.16806,1.16765,1.16790,1003.53 +27.09.2018 13:35:00.000,1.16789,1.16835,1.16786,1.16827,1391.11 +27.09.2018 13:40:00.000,1.16826,1.16827,1.16757,1.16769,1159.77 +27.09.2018 13:45:00.000,1.16769,1.16796,1.16757,1.16791,1029.91 +27.09.2018 13:50:00.000,1.16792,1.16834,1.16787,1.16830,1440.62 +27.09.2018 13:55:00.000,1.16832,1.16851,1.16789,1.16823,982 +27.09.2018 14:00:00.000,1.16824,1.16960,1.16824,1.16934,1233.63 +27.09.2018 14:05:00.000,1.16934,1.16964,1.16926,1.16938,856.08 +27.09.2018 14:10:00.000,1.16939,1.16939,1.16884,1.16913,999.2099999999999 +27.09.2018 14:15:00.000,1.16914,1.16947,1.16894,1.16898,1127.68 +27.09.2018 14:20:00.000,1.16898,1.16911,1.16876,1.16887,1014.3 +27.09.2018 14:25:00.000,1.16886,1.16953,1.16885,1.16934,1266.32 +27.09.2018 14:30:00.000,1.16934,1.16939,1.16864,1.16893,1099.29 +27.09.2018 14:35:00.000,1.16893,1.16902,1.16860,1.16870,1509.4 +27.09.2018 14:40:00.000,1.16869,1.16878,1.16840,1.16853,1245.92 +27.09.2018 14:45:00.000,1.16853,1.16871,1.16838,1.16868,1107.62 +27.09.2018 14:50:00.000,1.16864,1.16935,1.16822,1.16885,1539.34 +27.09.2018 14:55:00.000,1.16887,1.16888,1.16746,1.16757,1405.0300000000002 +27.09.2018 15:00:00.000,1.16757,1.16784,1.16745,1.16763,1491.9599999999998 +27.09.2018 15:05:00.000,1.16763,1.16766,1.16669,1.16674,1285.9199999999998 +27.09.2018 15:10:00.000,1.16673,1.16693,1.16653,1.16663,1195.91 +27.09.2018 15:15:00.000,1.16664,1.16706,1.16662,1.16691,1061.3 +27.09.2018 15:20:00.000,1.16692,1.16728,1.16688,1.16710,953.09 +27.09.2018 15:25:00.000,1.16709,1.16730,1.16694,1.16710,826.24 +27.09.2018 15:30:00.000,1.16708,1.16710,1.16667,1.16682,999.96 +27.09.2018 15:35:00.000,1.16681,1.16684,1.16631,1.16655,1248.2399999999998 +27.09.2018 15:40:00.000,1.16656,1.16694,1.16651,1.16685,1029.34 +27.09.2018 15:45:00.000,1.16686,1.16705,1.16665,1.16702,611.53 +27.09.2018 15:50:00.000,1.16702,1.16721,1.16691,1.16717,878.7900000000001 +27.09.2018 15:55:00.000,1.16714,1.16727,1.16675,1.16697,1084.29 +27.09.2018 16:00:00.000,1.16695,1.16735,1.16692,1.16721,874.48 +27.09.2018 16:05:00.000,1.16722,1.16761,1.16722,1.16750,996.22 +27.09.2018 16:10:00.000,1.16750,1.16792,1.16743,1.16771,874.61 +27.09.2018 16:15:00.000,1.16770,1.16808,1.16766,1.16791,929.5600000000001 +27.09.2018 16:20:00.000,1.16791,1.16803,1.16774,1.16790,918.48 +27.09.2018 16:25:00.000,1.16792,1.16817,1.16782,1.16802,733.44 +27.09.2018 16:30:00.000,1.16801,1.16801,1.16743,1.16780,683.9200000000001 +27.09.2018 16:35:00.000,1.16782,1.16785,1.16756,1.16771,799.4000000000001 +27.09.2018 16:40:00.000,1.16770,1.16802,1.16764,1.16801,617.53 +27.09.2018 16:45:00.000,1.16799,1.16833,1.16780,1.16826,755.1800000000001 +27.09.2018 16:50:00.000,1.16824,1.16847,1.16760,1.16771,841.35 +27.09.2018 16:55:00.000,1.16775,1.16786,1.16724,1.16734,1181.85 +27.09.2018 17:00:00.000,1.16731,1.16733,1.16673,1.16691,975.29 +27.09.2018 17:05:00.000,1.16690,1.16702,1.16657,1.16666,827.1 +27.09.2018 17:10:00.000,1.16668,1.16669,1.16656,1.16663,481.11999999999995 +27.09.2018 17:15:00.000,1.16662,1.16695,1.16661,1.16694,669.95 +27.09.2018 17:20:00.000,1.16695,1.16705,1.16660,1.16664,822.26 +27.09.2018 17:25:00.000,1.16665,1.16683,1.16651,1.16671,730.06 +27.09.2018 17:30:00.000,1.16671,1.16692,1.16671,1.16692,554.46 +27.09.2018 17:35:00.000,1.16693,1.16721,1.16693,1.16721,422.39000000000004 +27.09.2018 17:40:00.000,1.16720,1.16720,1.16610,1.16650,801.74 +27.09.2018 17:45:00.000,1.16650,1.16668,1.16630,1.16650,901.03 +27.09.2018 17:50:00.000,1.16647,1.16670,1.16630,1.16637,713.72 +27.09.2018 17:55:00.000,1.16638,1.16655,1.16635,1.16650,725.22 +27.09.2018 18:00:00.000,1.16651,1.16660,1.16603,1.16605,690.0799999999999 +27.09.2018 18:05:00.000,1.16606,1.16625,1.16584,1.16585,920.32 +27.09.2018 18:10:00.000,1.16584,1.16585,1.16562,1.16576,750.0500000000001 +27.09.2018 18:15:00.000,1.16578,1.16581,1.16535,1.16544,739.31 +27.09.2018 18:20:00.000,1.16544,1.16594,1.16543,1.16557,692.9499999999999 +27.09.2018 18:25:00.000,1.16557,1.16569,1.16544,1.16567,578.85 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20:55:00.000,1.16403,1.16419,1.16403,1.16404,287.03999999999996 +27.09.2018 21:00:00.000,1.16400,1.16406,1.16393,1.16396,44.25 +27.09.2018 21:05:00.000,1.16395,1.16410,1.16393,1.16403,131.69 +27.09.2018 21:10:00.000,1.16402,1.16414,1.16397,1.16410,307.78000000000003 +27.09.2018 21:15:00.000,1.16410,1.16416,1.16408,1.16409,108.69999999999999 +27.09.2018 21:20:00.000,1.16410,1.16417,1.16407,1.16412,96.93 +27.09.2018 21:25:00.000,1.16409,1.16413,1.16392,1.16399,178.73 +27.09.2018 21:30:00.000,1.16400,1.16405,1.16392,1.16395,208.09 +27.09.2018 21:35:00.000,1.16394,1.16398,1.16392,1.16394,161.72000000000003 +27.09.2018 21:40:00.000,1.16394,1.16401,1.16387,1.16388,381.51 +27.09.2018 21:45:00.000,1.16388,1.16393,1.16382,1.16387,208.09999999999997 +27.09.2018 21:50:00.000,1.16387,1.16394,1.16387,1.16388,121.48000000000002 +27.09.2018 21:55:00.000,1.16388,1.16393,1.16384,1.16387,118.74000000000001 +27.09.2018 22:00:00.000,1.16387,1.16411,1.16387,1.16398,266.67 +27.09.2018 22:05:00.000,1.16398,1.16398,1.16348,1.16361,592.69 +27.09.2018 22:10:00.000,1.16363,1.16366,1.16349,1.16352,432.37 +27.09.2018 22:15:00.000,1.16352,1.16384,1.16331,1.16381,242.67000000000002 +27.09.2018 22:20:00.000,1.16380,1.16382,1.16375,1.16378,109.38 +27.09.2018 22:25:00.000,1.16377,1.16377,1.16353,1.16361,286.5 +27.09.2018 22:30:00.000,1.16362,1.16372,1.16361,1.16369,249.96 +27.09.2018 22:35:00.000,1.16369,1.16370,1.16362,1.16364,243.52 +27.09.2018 22:40:00.000,1.16365,1.16369,1.16355,1.16362,288.95 +27.09.2018 22:45:00.000,1.16361,1.16379,1.16361,1.16371,295.66999999999996 +27.09.2018 22:50:00.000,1.16370,1.16383,1.16370,1.16375,379.12 +27.09.2018 22:55:00.000,1.16374,1.16381,1.16338,1.16348,358.34 +27.09.2018 23:00:00.000,1.16348,1.16366,1.16335,1.16340,233.64 +27.09.2018 23:05:00.000,1.16342,1.16346,1.16339,1.16345,155.32999999999998 +27.09.2018 23:10:00.000,1.16346,1.16367,1.16345,1.16361,301.29 +27.09.2018 23:15:00.000,1.16361,1.16362,1.16353,1.16359,333.96000000000004 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01:45:00.000,1.16413,1.16421,1.16408,1.16418,351.87 +28.09.2018 01:50:00.000,1.16418,1.16454,1.16415,1.16439,624.3800000000001 +28.09.2018 01:55:00.000,1.16439,1.16439,1.16420,1.16432,468.39 +28.09.2018 02:00:00.000,1.16432,1.16456,1.16423,1.16452,478.5 +28.09.2018 02:05:00.000,1.16452,1.16455,1.16444,1.16450,474.71999999999997 +28.09.2018 02:10:00.000,1.16451,1.16451,1.16435,1.16445,451.93 +28.09.2018 02:15:00.000,1.16444,1.16462,1.16444,1.16456,288.17999999999995 +28.09.2018 02:20:00.000,1.16459,1.16466,1.16455,1.16465,329.19 +28.09.2018 02:25:00.000,1.16465,1.16477,1.16465,1.16474,384.22 +28.09.2018 02:30:00.000,1.16474,1.16478,1.16459,1.16460,358.74 +28.09.2018 02:35:00.000,1.16460,1.16481,1.16460,1.16481,403.96000000000004 +28.09.2018 02:40:00.000,1.16479,1.16481,1.16465,1.16470,196.25 +28.09.2018 02:45:00.000,1.16470,1.16472,1.16456,1.16471,192.95000000000002 +28.09.2018 02:50:00.000,1.16469,1.16477,1.16456,1.16469,380.13 +28.09.2018 02:55:00.000,1.16467,1.16476,1.16466,1.16474,388.38 +28.09.2018 03:00:00.000,1.16475,1.16477,1.16465,1.16466,343.06999999999994 +28.09.2018 03:05:00.000,1.16468,1.16471,1.16461,1.16471,266.27000000000004 +28.09.2018 03:10:00.000,1.16470,1.16485,1.16470,1.16484,300.15000000000003 +28.09.2018 03:15:00.000,1.16485,1.16485,1.16469,1.16479,331.69000000000005 +28.09.2018 03:20:00.000,1.16479,1.16485,1.16471,1.16472,308.92 +28.09.2018 03:25:00.000,1.16471,1.16487,1.16471,1.16478,491.75 +28.09.2018 03:30:00.000,1.16478,1.16481,1.16475,1.16477,405.53000000000003 +28.09.2018 03:35:00.000,1.16475,1.16482,1.16467,1.16476,486.39 +28.09.2018 03:40:00.000,1.16476,1.16481,1.16464,1.16464,317.19 +28.09.2018 03:45:00.000,1.16464,1.16471,1.16462,1.16465,484.46 +28.09.2018 03:50:00.000,1.16464,1.16469,1.16446,1.16461,281.44 +28.09.2018 03:55:00.000,1.16461,1.16493,1.16461,1.16477,395.50000000000006 +28.09.2018 04:00:00.000,1.16477,1.16492,1.16470,1.16472,516.86 +28.09.2018 04:05:00.000,1.16472,1.16485,1.16470,1.16481,313.77 +28.09.2018 04:10:00.000,1.16481,1.16485,1.16472,1.16485,415.78000000000003 +28.09.2018 04:15:00.000,1.16485,1.16492,1.16477,1.16487,354.99 +28.09.2018 04:20:00.000,1.16487,1.16492,1.16453,1.16453,475.15999999999997 +28.09.2018 04:25:00.000,1.16454,1.16457,1.16446,1.16450,570.36 +28.09.2018 04:30:00.000,1.16450,1.16451,1.16436,1.16437,430.41999999999996 +28.09.2018 04:35:00.000,1.16436,1.16439,1.16382,1.16395,506.72 +28.09.2018 04:40:00.000,1.16395,1.16397,1.16377,1.16387,408.9 +28.09.2018 04:45:00.000,1.16387,1.16412,1.16387,1.16396,383.23 +28.09.2018 04:50:00.000,1.16396,1.16402,1.16383,1.16401,483.87 +28.09.2018 04:55:00.000,1.16400,1.16460,1.16396,1.16460,915.87 +28.09.2018 05:00:00.000,1.16458,1.16472,1.16432,1.16438,733.65 +28.09.2018 05:05:00.000,1.16438,1.16449,1.16428,1.16433,473.01 +28.09.2018 05:10:00.000,1.16433,1.16439,1.16403,1.16412,563.83 +28.09.2018 05:15:00.000,1.16416,1.16434,1.16412,1.16427,467.61 +28.09.2018 05:20:00.000,1.16427,1.16458,1.16427,1.16444,778.22 +28.09.2018 05:25:00.000,1.16446,1.16448,1.16428,1.16439,508.65999999999997 +28.09.2018 05:30:00.000,1.16441,1.16448,1.16436,1.16442,420.29 +28.09.2018 05:35:00.000,1.16442,1.16468,1.16442,1.16467,506.94000000000005 +28.09.2018 05:40:00.000,1.16467,1.16468,1.16447,1.16452,536.46 +28.09.2018 05:45:00.000,1.16452,1.16475,1.16451,1.16470,541.3600000000001 +28.09.2018 05:50:00.000,1.16469,1.16478,1.16468,1.16478,615.44 +28.09.2018 05:55:00.000,1.16478,1.16511,1.16475,1.16487,837.3199999999999 +28.09.2018 06:00:00.000,1.16487,1.16510,1.16457,1.16469,1005.8299999999999 +28.09.2018 06:05:00.000,1.16469,1.16471,1.16397,1.16400,1051.7 +28.09.2018 06:10:00.000,1.16400,1.16407,1.16369,1.16398,1146.79 +28.09.2018 06:15:00.000,1.16401,1.16412,1.16322,1.16363,1216.56 +28.09.2018 06:20:00.000,1.16363,1.16397,1.16309,1.16311,1320.82 +28.09.2018 06:25:00.000,1.16313,1.16365,1.16300,1.16306,1211.4299999999998 +28.09.2018 06:30:00.000,1.16307,1.16321,1.16275,1.16284,1462.4899999999998 +28.09.2018 06:35:00.000,1.16285,1.16291,1.16239,1.16252,1661.19 +28.09.2018 06:40:00.000,1.16253,1.16280,1.16245,1.16259,914.78 +28.09.2018 06:45:00.000,1.16260,1.16307,1.16235,1.16306,1186.5800000000002 +28.09.2018 06:50:00.000,1.16305,1.16317,1.16268,1.16268,921.6399999999999 +28.09.2018 06:55:00.000,1.16269,1.16284,1.16241,1.16260,1036.09 +28.09.2018 07:00:00.000,1.16262,1.16283,1.16202,1.16204,1304.8500000000001 +28.09.2018 07:05:00.000,1.16204,1.16208,1.16147,1.16208,1493.44 +28.09.2018 07:10:00.000,1.16207,1.16256,1.16197,1.16248,1599.04 +28.09.2018 07:15:00.000,1.16248,1.16287,1.16231,1.16246,1562.7700000000002 +28.09.2018 07:20:00.000,1.16247,1.16252,1.16179,1.16179,1136.05 +28.09.2018 07:25:00.000,1.16179,1.16221,1.16172,1.16215,1233.6 +28.09.2018 07:30:00.000,1.16212,1.16246,1.16180,1.16241,1148.81 +28.09.2018 07:35:00.000,1.16241,1.16256,1.16224,1.16249,993.8799999999999 +28.09.2018 07:40:00.000,1.16247,1.16266,1.16226,1.16254,1144.1299999999999 +28.09.2018 07:45:00.000,1.16254,1.16267,1.16221,1.16229,1058.27 +28.09.2018 07:50:00.000,1.16229,1.16250,1.16181,1.16195,881.13 +28.09.2018 07:55:00.000,1.16199,1.16244,1.16181,1.16184,1110.67 +28.09.2018 08:00:00.000,1.16185,1.16209,1.16157,1.16178,1365.1799999999998 +28.09.2018 08:05:00.000,1.16179,1.16196,1.16130,1.16175,1193.09 +28.09.2018 08:10:00.000,1.16175,1.16288,1.16175,1.16274,1295.9099999999999 +28.09.2018 08:15:00.000,1.16274,1.16311,1.16253,1.16258,1272.51 +28.09.2018 08:20:00.000,1.16257,1.16297,1.16236,1.16243,1170.9099999999999 +28.09.2018 08:25:00.000,1.16244,1.16264,1.16170,1.16207,917.35 +28.09.2018 08:30:00.000,1.16206,1.16235,1.16172,1.16207,1159.49 +28.09.2018 08:35:00.000,1.16210,1.16252,1.16195,1.16209,1248.6 +28.09.2018 08:40:00.000,1.16212,1.16224,1.16192,1.16200,923.0300000000001 +28.09.2018 08:45:00.000,1.16200,1.16208,1.16136,1.16137,868.5 +28.09.2018 08:50:00.000,1.16138,1.16159,1.16129,1.16149,1205.0900000000001 +28.09.2018 08:55:00.000,1.16149,1.16150,1.16117,1.16140,823.1699999999998 +28.09.2018 09:00:00.000,1.16138,1.16168,1.16052,1.16081,1768.3000000000002 +28.09.2018 09:05:00.000,1.16081,1.16104,1.16051,1.16067,1229.8200000000002 +28.09.2018 09:10:00.000,1.16067,1.16078,1.16028,1.16030,1149.06 +28.09.2018 09:15:00.000,1.16031,1.16038,1.16010,1.16031,1235.7499999999998 +28.09.2018 09:20:00.000,1.16031,1.16056,1.16004,1.16034,1111.92 +28.09.2018 09:25:00.000,1.16034,1.16047,1.15968,1.15993,1471.4900000000002 +28.09.2018 09:30:00.000,1.15994,1.16006,1.15964,1.15980,1199.25 +28.09.2018 09:35:00.000,1.15981,1.15989,1.15951,1.15974,1173.25 +28.09.2018 09:40:00.000,1.15974,1.15987,1.15947,1.15981,1191.92 +28.09.2018 09:45:00.000,1.15982,1.15996,1.15953,1.15986,1145.17 +28.09.2018 09:50:00.000,1.15986,1.16001,1.15943,1.15984,1303.51 +28.09.2018 09:55:00.000,1.15985,1.15985,1.15942,1.15957,1163.12 +28.09.2018 10:00:00.000,1.15958,1.15963,1.15902,1.15904,1420.2399999999998 +28.09.2018 10:05:00.000,1.15905,1.15912,1.15814,1.15816,1512.3500000000001 +28.09.2018 10:10:00.000,1.15817,1.15877,1.15815,1.15875,1332.19 +28.09.2018 10:15:00.000,1.15873,1.15887,1.15844,1.15875,1170.76 +28.09.2018 10:20:00.000,1.15876,1.15910,1.15854,1.15885,1301.74 +28.09.2018 10:25:00.000,1.15884,1.15918,1.15870,1.15894,1312.78 +28.09.2018 10:30:00.000,1.15896,1.15918,1.15870,1.15910,1240.48 +28.09.2018 10:35:00.000,1.15911,1.15921,1.15900,1.15911,1175.29 +28.09.2018 10:40:00.000,1.15911,1.15936,1.15881,1.15881,1062.03 +28.09.2018 10:45:00.000,1.15881,1.15913,1.15875,1.15900,945.7700000000001 +28.09.2018 10:50:00.000,1.15901,1.15903,1.15851,1.15851,1084.19 +28.09.2018 10:55:00.000,1.15852,1.15867,1.15805,1.15805,1131.98 +28.09.2018 11:00:00.000,1.15804,1.15815,1.15762,1.15764,1256.53 +28.09.2018 11:05:00.000,1.15763,1.15779,1.15698,1.15724,1154.58 +28.09.2018 11:10:00.000,1.15725,1.15786,1.15724,1.15774,980.4 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12:25:00.000,1.15783,1.15795,1.15745,1.15773,1141.03 +28.09.2018 12:30:00.000,1.15768,1.15830,1.15746,1.15788,1574.6799999999998 +28.09.2018 12:35:00.000,1.15790,1.15812,1.15729,1.15733,1511.54 +28.09.2018 12:40:00.000,1.15732,1.15836,1.15717,1.15827,1308.18 +28.09.2018 12:45:00.000,1.15827,1.15831,1.15757,1.15768,1058.1899999999998 +28.09.2018 12:50:00.000,1.15770,1.15831,1.15770,1.15826,1000.6899999999999 +28.09.2018 12:55:00.000,1.15826,1.15869,1.15808,1.15846,1258.0499999999997 +28.09.2018 13:00:00.000,1.15847,1.15933,1.15831,1.15917,1463.55 +28.09.2018 13:05:00.000,1.15914,1.15932,1.15856,1.15907,1374.2599999999998 +28.09.2018 13:10:00.000,1.15907,1.15926,1.15869,1.15882,868 +28.09.2018 13:15:00.000,1.15881,1.15900,1.15869,1.15874,624.0799999999999 +28.09.2018 13:20:00.000,1.15874,1.15876,1.15775,1.15778,1082.6499999999999 +28.09.2018 13:25:00.000,1.15780,1.15800,1.15765,1.15789,1336.64 +28.09.2018 13:30:00.000,1.15787,1.15801,1.15725,1.15778,1674.02 +28.09.2018 13:35:00.000,1.15777,1.15831,1.15765,1.15822,1194.88 +28.09.2018 13:40:00.000,1.15821,1.15841,1.15777,1.15817,983.95 +28.09.2018 13:45:00.000,1.15818,1.15849,1.15796,1.15837,1056.69 +28.09.2018 13:50:00.000,1.15838,1.15851,1.15767,1.15783,1285.45 +28.09.2018 13:55:00.000,1.15783,1.15818,1.15783,1.15801,1028.31 +28.09.2018 14:00:00.000,1.15804,1.15884,1.15804,1.15844,1151.5900000000001 +28.09.2018 14:05:00.000,1.15844,1.15869,1.15830,1.15852,1128.93 +28.09.2018 14:10:00.000,1.15850,1.15872,1.15848,1.15848,937.0600000000001 +28.09.2018 14:15:00.000,1.15848,1.15864,1.15794,1.15833,1174.03 +28.09.2018 14:20:00.000,1.15832,1.15886,1.15821,1.15871,1123.36 +28.09.2018 14:25:00.000,1.15871,1.15914,1.15869,1.15912,1102.02 +28.09.2018 14:30:00.000,1.15914,1.15924,1.15863,1.15924,1190.75 +28.09.2018 14:35:00.000,1.15924,1.15934,1.15882,1.15923,1105.4499999999998 +28.09.2018 14:40:00.000,1.15921,1.15947,1.15901,1.15931,1211.2099999999998 +28.09.2018 14:45:00.000,1.15931,1.16028,1.15918,1.15994,1778.6399999999999 +28.09.2018 14:50:00.000,1.15995,1.16057,1.15962,1.16052,1394.4300000000003 +28.09.2018 14:55:00.000,1.16053,1.16175,1.16049,1.16141,2176.48 +28.09.2018 15:00:00.000,1.16143,1.16202,1.16123,1.16129,2213.0899999999997 +28.09.2018 15:05:00.000,1.16131,1.16203,1.16131,1.16200,1834.92 +28.09.2018 15:10:00.000,1.16202,1.16244,1.16200,1.16213,1565.08 +28.09.2018 15:15:00.000,1.16214,1.16290,1.16193,1.16213,1853.23 +28.09.2018 15:20:00.000,1.16211,1.16233,1.16191,1.16224,1866.7700000000002 +28.09.2018 15:25:00.000,1.16225,1.16241,1.16184,1.16186,1541.6799999999998 +28.09.2018 15:30:00.000,1.16188,1.16197,1.16168,1.16183,1123.14 +28.09.2018 15:35:00.000,1.16180,1.16227,1.16175,1.16223,1221.15 +28.09.2018 15:40:00.000,1.16223,1.16239,1.16188,1.16214,907.29 +28.09.2018 15:45:00.000,1.16218,1.16251,1.16213,1.16240,860.0799999999999 +28.09.2018 15:50:00.000,1.16238,1.16274,1.16231,1.16273,1025.25 +28.09.2018 15:55:00.000,1.16273,1.16293,1.16211,1.16215,1364.21 +28.09.2018 16:00:00.000,1.16217,1.16233,1.16207,1.16230,1473.25 +28.09.2018 16:05:00.000,1.16231,1.16251,1.16221,1.16222,1030.5300000000002 +28.09.2018 16:10:00.000,1.16220,1.16249,1.16217,1.16243,726.31 +28.09.2018 16:15:00.000,1.16243,1.16248,1.16212,1.16213,843.7 +28.09.2018 16:20:00.000,1.16213,1.16218,1.16198,1.16215,717.28 +28.09.2018 16:25:00.000,1.16214,1.16221,1.16186,1.16188,859.15 +28.09.2018 16:30:00.000,1.16189,1.16202,1.16156,1.16164,881.64 +28.09.2018 16:35:00.000,1.16164,1.16167,1.16127,1.16135,857.0199999999999 +28.09.2018 16:40:00.000,1.16135,1.16138,1.16113,1.16120,1007.57 +28.09.2018 16:45:00.000,1.16121,1.16128,1.16103,1.16104,1010.94 +28.09.2018 16:50:00.000,1.16105,1.16111,1.16089,1.16099,958.25 +28.09.2018 16:55:00.000,1.16098,1.16141,1.16089,1.16135,1093.95 +28.09.2018 17:00:00.000,1.16135,1.16138,1.16110,1.16116,841.09 +28.09.2018 17:05:00.000,1.16114,1.16114,1.16096,1.16105,611 +28.09.2018 17:10:00.000,1.16105,1.16120,1.16093,1.16116,821.9200000000002 +28.09.2018 17:15:00.000,1.16115,1.16131,1.16112,1.16130,819.1299999999999 +28.09.2018 17:20:00.000,1.16131,1.16150,1.16126,1.16140,885.1700000000001 +28.09.2018 17:25:00.000,1.16139,1.16177,1.16120,1.16168,886.93 +28.09.2018 17:30:00.000,1.16167,1.16176,1.16146,1.16147,803.8699999999999 +28.09.2018 17:35:00.000,1.16147,1.16158,1.16124,1.16125,770.6600000000001 +28.09.2018 17:40:00.000,1.16129,1.16146,1.16128,1.16133,593.56 +28.09.2018 17:45:00.000,1.16132,1.16132,1.16114,1.16125,594.81 +28.09.2018 17:50:00.000,1.16125,1.16146,1.16124,1.16145,527.31 +28.09.2018 17:55:00.000,1.16145,1.16157,1.16124,1.16131,874.41 +28.09.2018 18:00:00.000,1.16131,1.16138,1.16094,1.16116,895.4100000000001 +28.09.2018 18:05:00.000,1.16117,1.16125,1.16092,1.16105,766.65 +28.09.2018 18:10:00.000,1.16104,1.16105,1.16084,1.16095,825.95 +28.09.2018 18:15:00.000,1.16095,1.16116,1.16094,1.16097,542.01 +28.09.2018 18:20:00.000,1.16097,1.16101,1.16092,1.16093,270.12 +28.09.2018 18:25:00.000,1.16093,1.16093,1.16061,1.16082,806.98 +28.09.2018 18:30:00.000,1.16082,1.16102,1.16081,1.16101,462.21000000000004 +28.09.2018 18:35:00.000,1.16101,1.16106,1.16091,1.16098,515 +28.09.2018 18:40:00.000,1.16097,1.16130,1.16087,1.16113,719.1100000000001 +28.09.2018 18:45:00.000,1.16114,1.16134,1.16105,1.16132,573.76 +28.09.2018 18:50:00.000,1.16132,1.16163,1.16126,1.16163,762.2900000000001 +28.09.2018 18:55:00.000,1.16163,1.16166,1.16095,1.16095,1358.9699999999998 +28.09.2018 19:00:00.000,1.16094,1.16142,1.16094,1.16124,842.2400000000001 +28.09.2018 19:05:00.000,1.16120,1.16123,1.16087,1.16107,871.58 +28.09.2018 19:10:00.000,1.16107,1.16118,1.16087,1.16106,730.19 +28.09.2018 19:15:00.000,1.16106,1.16119,1.16097,1.16097,636.49 +28.09.2018 19:20:00.000,1.16097,1.16113,1.16097,1.16102,735.14 +28.09.2018 19:25:00.000,1.16102,1.16111,1.16091,1.16102,671.26 +28.09.2018 19:30:00.000,1.16102,1.16104,1.16078,1.16102,916.0699999999999 +28.09.2018 19:35:00.000,1.16101,1.16109,1.16076,1.16081,662.15 +28.09.2018 19:40:00.000,1.16082,1.16091,1.16065,1.16072,575.9200000000001 +28.09.2018 19:45:00.000,1.16072,1.16080,1.16061,1.16078,632.4 +28.09.2018 19:50:00.000,1.16078,1.16091,1.16078,1.16082,424.4699999999999 +28.09.2018 19:55:00.000,1.16082,1.16113,1.16082,1.16093,838.53 +28.09.2018 20:00:00.000,1.16092,1.16123,1.16091,1.16097,397.15 +28.09.2018 20:05:00.000,1.16096,1.16098,1.16092,1.16096,248.79 +28.09.2018 20:10:00.000,1.16098,1.16098,1.16089,1.16092,289.2 +28.09.2018 20:15:00.000,1.16092,1.16096,1.16086,1.16086,238.89 +28.09.2018 20:20:00.000,1.16086,1.16087,1.16051,1.16060,714.1 +28.09.2018 20:25:00.000,1.16060,1.16081,1.16060,1.16075,403.31 +28.09.2018 20:30:00.000,1.16076,1.16076,1.16045,1.16049,380.66 +28.09.2018 20:35:00.000,1.16050,1.16050,1.16025,1.16026,815.3599999999999 +28.09.2018 20:40:00.000,1.16027,1.16036,1.16015,1.16025,972.59 +28.09.2018 20:45:00.000,1.16026,1.16041,1.16024,1.16031,728.59 +28.09.2018 20:50:00.000,1.16030,1.16033,1.16018,1.16029,562.75 +28.09.2018 20:55:00.000,1.16028,1.16039,1.16019,1.16019,416.40000000000003 +30.09.2018 21:00:00.000,1.16171,1.16173,1.16159,1.16160,38.25 +30.09.2018 21:05:00.000,1.16169,1.16173,1.16166,1.16167,72.38 +30.09.2018 21:10:00.000,1.16167,1.16167,1.16125,1.16130,129.79999999999998 +30.09.2018 21:15:00.000,1.16130,1.16134,1.16058,1.16094,127.75 +30.09.2018 21:20:00.000,1.16085,1.16141,1.16076,1.16132,116.62 +30.09.2018 21:25:00.000,1.16131,1.16133,1.16073,1.16111,240.67000000000002 +30.09.2018 21:30:00.000,1.16112,1.16113,1.16091,1.16094,189.25 +30.09.2018 21:35:00.000,1.16095,1.16097,1.16069,1.16082,149.31 +30.09.2018 21:40:00.000,1.16082,1.16096,1.16077,1.16092,113.83 +30.09.2018 21:45:00.000,1.16094,1.16103,1.16083,1.16098,116.79 +30.09.2018 21:50:00.000,1.16098,1.16104,1.16087,1.16091,111.64 +30.09.2018 21:55:00.000,1.16090,1.16113,1.16086,1.16104,140.24 +30.09.2018 22:00:00.000,1.16103,1.16113,1.16063,1.16087,369.31000000000006 +30.09.2018 22:05:00.000,1.16088,1.16088,1.16067,1.16067,309.3 +30.09.2018 22:10:00.000,1.16067,1.16068,1.16052,1.16054,260.96000000000004 +30.09.2018 22:15:00.000,1.16054,1.16070,1.16053,1.16068,153.49 +30.09.2018 22:20:00.000,1.16070,1.16073,1.16051,1.16060,118.16 +30.09.2018 22:25:00.000,1.16059,1.16068,1.16043,1.16046,162.01999999999998 +30.09.2018 22:30:00.000,1.16046,1.16049,1.16045,1.16048,79.33 +30.09.2018 22:35:00.000,1.16048,1.16050,1.16045,1.16049,142.98 +30.09.2018 22:40:00.000,1.16049,1.16051,1.16046,1.16048,60.260000000000005 +30.09.2018 22:45:00.000,1.16049,1.16052,1.16046,1.16048,116.68 +30.09.2018 22:50:00.000,1.16049,1.16051,1.16047,1.16047,138.73 +30.09.2018 22:55:00.000,1.16048,1.16051,1.16045,1.16047,86.41000000000001 +30.09.2018 23:00:00.000,1.16048,1.16052,1.16047,1.16049,174.14000000000001 +30.09.2018 23:05:00.000,1.16049,1.16052,1.16043,1.16048,252.69 +30.09.2018 23:10:00.000,1.16047,1.16051,1.16043,1.16043,286.80999999999995 +30.09.2018 23:15:00.000,1.16043,1.16051,1.16043,1.16048,265.4 +30.09.2018 23:20:00.000,1.16048,1.16064,1.16046,1.16064,231.78 +30.09.2018 23:25:00.000,1.16065,1.16075,1.16056,1.16074,141.14 +30.09.2018 23:30:00.000,1.16071,1.16075,1.16069,1.16075,119.35999999999999 +30.09.2018 23:35:00.000,1.16074,1.16085,1.16074,1.16074,146.82 +30.09.2018 23:40:00.000,1.16074,1.16074,1.16048,1.16048,231.85 +30.09.2018 23:45:00.000,1.16048,1.16057,1.16043,1.16056,308.14 +30.09.2018 23:50:00.000,1.16056,1.16057,1.16028,1.16052,430.91 +30.09.2018 23:55:00.000,1.16052,1.16055,1.16046,1.16052,452.28 +01.10.2018 00:00:00.000,1.16052,1.16058,1.16042,1.16053,450.15999999999997 +01.10.2018 00:05:00.000,1.16050,1.16089,1.16048,1.16077,764.2099999999999 +01.10.2018 00:10:00.000,1.16078,1.16092,1.16071,1.16078,391.84000000000003 +01.10.2018 00:15:00.000,1.16078,1.16084,1.16066,1.16077,412.4 +01.10.2018 00:20:00.000,1.16078,1.16099,1.16078,1.16098,385.71999999999997 +01.10.2018 00:25:00.000,1.16098,1.16098,1.16092,1.16092,253.82 +01.10.2018 00:30:00.000,1.16093,1.16098,1.16092,1.16093,422.84000000000003 +01.10.2018 00:35:00.000,1.16094,1.16098,1.16084,1.16088,299.90000000000003 +01.10.2018 00:40:00.000,1.16088,1.16088,1.16067,1.16078,390.03 +01.10.2018 00:45:00.000,1.16078,1.16087,1.16073,1.16079,485.75999999999993 +01.10.2018 00:50:00.000,1.16079,1.16090,1.16059,1.16060,299.18 +01.10.2018 00:55:00.000,1.16061,1.16078,1.16054,1.16068,358.12 +01.10.2018 01:00:00.000,1.16067,1.16085,1.16063,1.16066,503.80999999999995 +01.10.2018 01:05:00.000,1.16066,1.16066,1.16048,1.16051,732.05 +01.10.2018 01:10:00.000,1.16049,1.16050,1.16024,1.16028,703.4 +01.10.2018 01:15:00.000,1.16028,1.16031,1.16003,1.16023,713.09 +01.10.2018 01:20:00.000,1.16024,1.16029,1.16011,1.16018,546.64 +01.10.2018 01:25:00.000,1.16017,1.16020,1.15979,1.15984,653.1700000000001 +01.10.2018 01:30:00.000,1.15984,1.15989,1.15953,1.15973,575.8799999999999 +01.10.2018 01:35:00.000,1.15974,1.15988,1.15965,1.15975,376.19999999999993 +01.10.2018 01:40:00.000,1.15976,1.15981,1.15966,1.15975,314.05 +01.10.2018 01:45:00.000,1.15976,1.15997,1.15966,1.15994,375.57 +01.10.2018 01:50:00.000,1.15992,1.15995,1.15980,1.15991,528.0500000000001 +01.10.2018 01:55:00.000,1.15990,1.16007,1.15987,1.16005,620.4 +01.10.2018 02:00:00.000,1.16005,1.16026,1.16004,1.16026,893.22 +01.10.2018 02:05:00.000,1.16026,1.16029,1.15994,1.16001,607.78 +01.10.2018 02:10:00.000,1.16001,1.16024,1.15997,1.16010,363.85 +01.10.2018 02:15:00.000,1.16010,1.16021,1.16005,1.16015,325.05000000000007 +01.10.2018 02:20:00.000,1.16017,1.16026,1.16012,1.16021,389.81000000000006 +01.10.2018 02:25:00.000,1.16020,1.16020,1.16002,1.16002,260.63 +01.10.2018 02:30:00.000,1.16001,1.16012,1.15992,1.15993,405.78 +01.10.2018 02:35:00.000,1.15993,1.16013,1.15991,1.16011,275.19 +01.10.2018 02:40:00.000,1.16011,1.16012,1.16002,1.16007,187.13 +01.10.2018 02:45:00.000,1.16007,1.16017,1.16001,1.16012,237.94 +01.10.2018 02:50:00.000,1.16012,1.16016,1.16002,1.16002,188.22000000000003 +01.10.2018 02:55:00.000,1.16001,1.16001,1.15960,1.15965,387.79 +01.10.2018 03:00:00.000,1.15963,1.15965,1.15951,1.15956,264.08 +01.10.2018 03:05:00.000,1.15956,1.15972,1.15956,1.15962,351.34999999999997 +01.10.2018 03:10:00.000,1.15962,1.15968,1.15949,1.15964,354.4 +01.10.2018 03:15:00.000,1.15964,1.15965,1.15939,1.15946,334.15 +01.10.2018 03:20:00.000,1.15946,1.15957,1.15936,1.15955,241.44000000000003 +01.10.2018 03:25:00.000,1.15955,1.15967,1.15937,1.15953,269.39 +01.10.2018 03:30:00.000,1.15953,1.15961,1.15953,1.15959,158.91 +01.10.2018 03:35:00.000,1.15960,1.15979,1.15957,1.15968,206.98999999999998 +01.10.2018 03:40:00.000,1.15968,1.15974,1.15966,1.15969,291.92 +01.10.2018 03:45:00.000,1.15969,1.15969,1.15952,1.15953,276.95 +01.10.2018 03:50:00.000,1.15953,1.15967,1.15943,1.15947,242 +01.10.2018 03:55:00.000,1.15948,1.15962,1.15932,1.15962,384.71000000000004 +01.10.2018 04:00:00.000,1.15962,1.15963,1.15941,1.15948,166.54000000000002 +01.10.2018 04:05:00.000,1.15950,1.15957,1.15947,1.15947,178.14000000000001 +01.10.2018 04:10:00.000,1.15949,1.15952,1.15943,1.15947,149.4 +01.10.2018 04:15:00.000,1.15947,1.15952,1.15941,1.15945,161.39 +01.10.2018 04:20:00.000,1.15945,1.15953,1.15943,1.15947,127.35000000000001 +01.10.2018 04:25:00.000,1.15948,1.15951,1.15934,1.15939,159.12 +01.10.2018 04:30:00.000,1.15939,1.15943,1.15922,1.15933,303.82 +01.10.2018 04:35:00.000,1.15933,1.15933,1.15912,1.15928,328.96 +01.10.2018 04:40:00.000,1.15928,1.15932,1.15920,1.15926,223.54 +01.10.2018 04:45:00.000,1.15928,1.15939,1.15923,1.15938,155.46 +01.10.2018 04:50:00.000,1.15937,1.15949,1.15929,1.15947,214.74999999999997 +01.10.2018 04:55:00.000,1.15946,1.15953,1.15943,1.15953,402.90000000000003 +01.10.2018 05:00:00.000,1.15952,1.15967,1.15940,1.15957,392.81 +01.10.2018 05:05:00.000,1.15955,1.15966,1.15950,1.15966,303.25 +01.10.2018 05:10:00.000,1.15966,1.15980,1.15962,1.15973,342.25 +01.10.2018 05:15:00.000,1.15973,1.15980,1.15947,1.15967,512.0899999999999 +01.10.2018 05:20:00.000,1.15967,1.15973,1.15947,1.15958,475.14 +01.10.2018 05:25:00.000,1.15957,1.15963,1.15950,1.15950,378.58 +01.10.2018 05:30:00.000,1.15950,1.15963,1.15945,1.15952,416.08000000000004 +01.10.2018 05:35:00.000,1.15953,1.15959,1.15922,1.15923,432.20000000000005 +01.10.2018 05:40:00.000,1.15924,1.15958,1.15923,1.15950,422.35 +01.10.2018 05:45:00.000,1.15951,1.15963,1.15890,1.15891,680.6600000000001 +01.10.2018 05:50:00.000,1.15890,1.15890,1.15858,1.15870,884.7299999999999 +01.10.2018 05:55:00.000,1.15869,1.15888,1.15864,1.15886,522.8100000000001 +01.10.2018 06:00:00.000,1.15889,1.15907,1.15863,1.15904,777.87 +01.10.2018 06:05:00.000,1.15903,1.15929,1.15899,1.15911,668.13 +01.10.2018 06:10:00.000,1.15912,1.15935,1.15895,1.15933,776.0500000000001 +01.10.2018 06:15:00.000,1.15933,1.15949,1.15928,1.15934,718.3000000000001 +01.10.2018 06:20:00.000,1.15934,1.15939,1.15902,1.15920,625.1799999999998 +01.10.2018 06:25:00.000,1.15919,1.15930,1.15903,1.15922,825.4 +01.10.2018 06:30:00.000,1.15922,1.15927,1.15840,1.15854,1043.27 +01.10.2018 06:35:00.000,1.15854,1.15889,1.15842,1.15865,1040.74 +01.10.2018 06:40:00.000,1.15866,1.15878,1.15811,1.15832,957.4999999999999 +01.10.2018 06:45:00.000,1.15832,1.15847,1.15799,1.15808,830.44 +01.10.2018 06:50:00.000,1.15808,1.15828,1.15754,1.15784,1153.13 +01.10.2018 06:55:00.000,1.15784,1.15807,1.15754,1.15805,946.4 +01.10.2018 07:00:00.000,1.15804,1.15872,1.15803,1.15838,1073.94 +01.10.2018 07:05:00.000,1.15838,1.15849,1.15784,1.15794,1132.5 +01.10.2018 07:10:00.000,1.15794,1.15820,1.15767,1.15808,942.88 +01.10.2018 07:15:00.000,1.15808,1.15823,1.15738,1.15776,975.64 +01.10.2018 07:20:00.000,1.15777,1.15813,1.15748,1.15790,1057.81 +01.10.2018 07:25:00.000,1.15790,1.15846,1.15744,1.15831,1114.99 +01.10.2018 07:30:00.000,1.15829,1.15851,1.15809,1.15820,840.76 +01.10.2018 07:35:00.000,1.15821,1.15857,1.15804,1.15856,965.1400000000001 +01.10.2018 07:40:00.000,1.15856,1.15927,1.15856,1.15920,1230.9 +01.10.2018 07:45:00.000,1.15920,1.15947,1.15881,1.15932,907.74 +01.10.2018 07:50:00.000,1.15932,1.15977,1.15919,1.15930,1101.9099999999999 +01.10.2018 07:55:00.000,1.15933,1.15978,1.15929,1.15960,1453.71 +01.10.2018 08:00:00.000,1.15958,1.16002,1.15924,1.15971,1511.4199999999998 +01.10.2018 08:05:00.000,1.15971,1.16005,1.15950,1.15995,1345.3999999999999 +01.10.2018 08:10:00.000,1.15994,1.16018,1.15974,1.15995,1161.85 +01.10.2018 08:15:00.000,1.15996,1.16019,1.15950,1.15974,1150.79 +01.10.2018 08:20:00.000,1.15975,1.16007,1.15966,1.15970,1065.27 +01.10.2018 08:25:00.000,1.15969,1.15987,1.15956,1.15959,825.97 +01.10.2018 08:30:00.000,1.15964,1.15985,1.15949,1.15955,1179.1399999999999 +01.10.2018 08:35:00.000,1.15955,1.15969,1.15931,1.15967,963.09 +01.10.2018 08:40:00.000,1.15964,1.15993,1.15956,1.15990,902.8 +01.10.2018 08:45:00.000,1.15990,1.16023,1.15984,1.16003,1041.77 +01.10.2018 08:50:00.000,1.16004,1.16034,1.15983,1.16034,953.98 +01.10.2018 08:55:00.000,1.16032,1.16080,1.16030,1.16071,949.5999999999999 +01.10.2018 09:00:00.000,1.16070,1.16091,1.16022,1.16030,1412.97 +01.10.2018 09:05:00.000,1.16030,1.16060,1.15996,1.16055,1344.5800000000002 +01.10.2018 09:10:00.000,1.16057,1.16115,1.16044,1.16081,1524.45 +01.10.2018 09:15:00.000,1.16082,1.16102,1.16074,1.16080,1134.69 +01.10.2018 09:20:00.000,1.16078,1.16117,1.16076,1.16106,1147.04 +01.10.2018 09:25:00.000,1.16106,1.16110,1.16073,1.16081,1106.51 +01.10.2018 09:30:00.000,1.16081,1.16115,1.16078,1.16101,880.2199999999999 +01.10.2018 09:35:00.000,1.16103,1.16148,1.16100,1.16146,999.2 +01.10.2018 09:40:00.000,1.16144,1.16186,1.16144,1.16169,1281.9 +01.10.2018 09:45:00.000,1.16167,1.16168,1.16139,1.16155,1022.88 +01.10.2018 09:50:00.000,1.16154,1.16191,1.16151,1.16170,1356.69 +01.10.2018 09:55:00.000,1.16170,1.16179,1.16153,1.16156,1176.4 +01.10.2018 10:00:00.000,1.16157,1.16164,1.16136,1.16146,1133.9099999999999 +01.10.2018 10:05:00.000,1.16147,1.16186,1.16146,1.16166,1099.8700000000001 +01.10.2018 10:10:00.000,1.16166,1.16177,1.16133,1.16145,1123.35 +01.10.2018 10:15:00.000,1.16144,1.16144,1.16121,1.16130,1140.78 +01.10.2018 10:20:00.000,1.16129,1.16140,1.16104,1.16113,1036.55 +01.10.2018 10:25:00.000,1.16116,1.16130,1.16102,1.16129,1183.2199999999998 +01.10.2018 10:30:00.000,1.16129,1.16129,1.16082,1.16108,1206.8600000000001 +01.10.2018 10:35:00.000,1.16107,1.16120,1.16092,1.16110,865.16 +01.10.2018 10:40:00.000,1.16112,1.16143,1.16089,1.16093,983.53 +01.10.2018 10:45:00.000,1.16092,1.16103,1.16067,1.16075,770.94 +01.10.2018 10:50:00.000,1.16075,1.16081,1.16047,1.16047,942.36 +01.10.2018 10:55:00.000,1.16047,1.16085,1.16047,1.16083,1093.27 +01.10.2018 11:00:00.000,1.16083,1.16105,1.16074,1.16076,733.0999999999999 +01.10.2018 11:05:00.000,1.16077,1.16097,1.16071,1.16093,707.72 +01.10.2018 11:10:00.000,1.16094,1.16135,1.16081,1.16135,786.45 +01.10.2018 11:15:00.000,1.16135,1.16137,1.16103,1.16106,868.2700000000001 +01.10.2018 11:20:00.000,1.16106,1.16118,1.16070,1.16072,773.79 +01.10.2018 11:25:00.000,1.16073,1.16075,1.16053,1.16067,668.84 +01.10.2018 11:30:00.000,1.16065,1.16066,1.16046,1.16057,789.23 +01.10.2018 11:35:00.000,1.16057,1.16057,1.16027,1.16032,858.0099999999999 +01.10.2018 11:40:00.000,1.16033,1.16035,1.15993,1.16005,1262.2599999999998 +01.10.2018 11:45:00.000,1.16006,1.16007,1.15915,1.15953,1470.9599999999998 +01.10.2018 11:50:00.000,1.15953,1.15960,1.15900,1.15903,1054.42 +01.10.2018 11:55:00.000,1.15903,1.15990,1.15883,1.15990,1225.46 +01.10.2018 12:00:00.000,1.15989,1.16030,1.15984,1.16001,1380.15 +01.10.2018 12:05:00.000,1.16000,1.16061,1.15999,1.16051,848.66 +01.10.2018 12:10:00.000,1.16050,1.16065,1.16021,1.16054,1061.73 +01.10.2018 12:15:00.000,1.16053,1.16056,1.16030,1.16038,1371.97 +01.10.2018 12:20:00.000,1.16040,1.16044,1.15995,1.16039,1546.79 +01.10.2018 12:25:00.000,1.16038,1.16041,1.15970,1.15977,931.08 +01.10.2018 12:30:00.000,1.15977,1.15988,1.15952,1.15988,1344.45 +01.10.2018 12:35:00.000,1.15987,1.16040,1.15987,1.16030,1006.2 +01.10.2018 12:40:00.000,1.16029,1.16246,1.16029,1.16134,1975.7399999999998 +01.10.2018 12:45:00.000,1.16133,1.16216,1.16109,1.16216,1412.18 +01.10.2018 12:50:00.000,1.16222,1.16228,1.16100,1.16102,1323.09 +01.10.2018 12:55:00.000,1.16101,1.16103,1.16068,1.16099,965.44 +01.10.2018 13:00:00.000,1.16098,1.16106,1.16006,1.16035,1221.88 +01.10.2018 13:05:00.000,1.16035,1.16041,1.15980,1.15986,1231.71 +01.10.2018 13:10:00.000,1.15986,1.15991,1.15950,1.15967,1279.08 +01.10.2018 13:15:00.000,1.15968,1.15977,1.15940,1.15975,1017.41 +01.10.2018 13:20:00.000,1.15973,1.16026,1.15967,1.16012,999.5899999999999 +01.10.2018 13:25:00.000,1.16012,1.16030,1.15971,1.15975,753.06 +01.10.2018 13:30:00.000,1.15976,1.16020,1.15974,1.16010,1041.54 +01.10.2018 13:35:00.000,1.16011,1.16060,1.15995,1.16045,1093.74 +01.10.2018 13:40:00.000,1.16047,1.16088,1.16043,1.16069,972.36 +01.10.2018 13:45:00.000,1.16069,1.16087,1.16024,1.16024,1153.72 +01.10.2018 13:50:00.000,1.16024,1.16039,1.15981,1.16005,1121.93 +01.10.2018 13:55:00.000,1.16006,1.16044,1.15993,1.16026,1233.9099999999999 +01.10.2018 14:00:00.000,1.16027,1.16106,1.16027,1.16089,1170.3 +01.10.2018 14:05:00.000,1.16089,1.16093,1.16018,1.16018,1251.46 +01.10.2018 14:10:00.000,1.16017,1.16038,1.15954,1.15956,1215.34 +01.10.2018 14:15:00.000,1.15960,1.16010,1.15941,1.16006,1034.47 +01.10.2018 14:20:00.000,1.16007,1.16021,1.15985,1.15995,1211.2199999999998 +01.10.2018 14:25:00.000,1.15995,1.16012,1.15949,1.15950,1227.51 +01.10.2018 14:30:00.000,1.15951,1.15951,1.15851,1.15895,1220.54 +01.10.2018 14:35:00.000,1.15895,1.15907,1.15823,1.15834,1253.96 +01.10.2018 14:40:00.000,1.15833,1.15834,1.15756,1.15768,1381.1100000000001 +01.10.2018 14:45:00.000,1.15766,1.15804,1.15730,1.15746,1419.7800000000002 +01.10.2018 14:50:00.000,1.15741,1.15797,1.15737,1.15778,1398.43 +01.10.2018 14:55:00.000,1.15777,1.15865,1.15767,1.15848,2022.0000000000002 +01.10.2018 15:00:00.000,1.15845,1.15872,1.15826,1.15865,1329.67 +01.10.2018 15:05:00.000,1.15866,1.15896,1.15841,1.15851,1360.3100000000002 +01.10.2018 15:10:00.000,1.15850,1.15863,1.15810,1.15825,1160.94 +01.10.2018 15:15:00.000,1.15827,1.15836,1.15776,1.15798,1441.58 +01.10.2018 15:20:00.000,1.15799,1.15814,1.15776,1.15795,1350.49 +01.10.2018 15:25:00.000,1.15793,1.15793,1.15723,1.15735,1592.11 +01.10.2018 15:30:00.000,1.15735,1.15736,1.15656,1.15706,1278.83 +01.10.2018 15:35:00.000,1.15706,1.15745,1.15705,1.15728,1019.1 +01.10.2018 15:40:00.000,1.15727,1.15734,1.15646,1.15679,1274.24 +01.10.2018 15:45:00.000,1.15678,1.15683,1.15635,1.15647,987.3399999999999 +01.10.2018 15:50:00.000,1.15648,1.15697,1.15645,1.15689,973.4100000000001 +01.10.2018 15:55:00.000,1.15688,1.15700,1.15641,1.15659,967.2 +01.10.2018 16:00:00.000,1.15661,1.15687,1.15657,1.15685,523.38 +01.10.2018 16:05:00.000,1.15685,1.15694,1.15668,1.15675,1014.35 +01.10.2018 16:10:00.000,1.15675,1.15689,1.15660,1.15682,844.15 +01.10.2018 16:15:00.000,1.15682,1.15701,1.15678,1.15693,901.42 +01.10.2018 16:20:00.000,1.15693,1.15708,1.15683,1.15708,763.41 +01.10.2018 16:25:00.000,1.15708,1.15730,1.15677,1.15730,767.96 +01.10.2018 16:30:00.000,1.15728,1.15742,1.15713,1.15739,1056.58 +01.10.2018 16:35:00.000,1.15741,1.15755,1.15729,1.15749,921.5500000000002 +01.10.2018 16:40:00.000,1.15749,1.15784,1.15748,1.15757,880.48 +01.10.2018 16:45:00.000,1.15757,1.15774,1.15745,1.15773,694.7099999999999 +01.10.2018 16:50:00.000,1.15772,1.15783,1.15755,1.15765,781.8299999999999 +01.10.2018 16:55:00.000,1.15765,1.15777,1.15683,1.15684,980.19 +01.10.2018 17:00:00.000,1.15687,1.15690,1.15640,1.15674,690.22 +01.10.2018 17:05:00.000,1.15675,1.15686,1.15658,1.15658,681.64 +01.10.2018 17:10:00.000,1.15658,1.15680,1.15648,1.15667,587.31 +01.10.2018 17:15:00.000,1.15667,1.15699,1.15662,1.15683,560.4699999999999 +01.10.2018 17:20:00.000,1.15682,1.15707,1.15682,1.15702,526.63 +01.10.2018 17:25:00.000,1.15702,1.15724,1.15683,1.15718,693.3599999999999 +01.10.2018 17:30:00.000,1.15718,1.15732,1.15718,1.15719,662.97 +01.10.2018 17:35:00.000,1.15716,1.15728,1.15709,1.15718,554.9699999999999 +01.10.2018 17:40:00.000,1.15716,1.15737,1.15707,1.15737,466.71000000000004 +01.10.2018 17:45:00.000,1.15736,1.15745,1.15727,1.15742,561.76 +01.10.2018 17:50:00.000,1.15743,1.15749,1.15742,1.15744,598.1700000000001 +01.10.2018 17:55:00.000,1.15744,1.15749,1.15729,1.15748,517.39 +01.10.2018 18:00:00.000,1.15749,1.15753,1.15722,1.15737,612.52 +01.10.2018 18:05:00.000,1.15736,1.15755,1.15735,1.15752,488.87999999999994 +01.10.2018 18:10:00.000,1.15751,1.15762,1.15732,1.15758,627.42 +01.10.2018 18:15:00.000,1.15758,1.15767,1.15755,1.15767,316.38000000000005 +01.10.2018 18:20:00.000,1.15766,1.15777,1.15742,1.15768,654.4699999999999 +01.10.2018 18:25:00.000,1.15768,1.15774,1.15758,1.15758,355.72 +01.10.2018 18:30:00.000,1.15759,1.15768,1.15747,1.15756,617.65 +01.10.2018 18:35:00.000,1.15756,1.15768,1.15749,1.15754,451.27 +01.10.2018 18:40:00.000,1.15753,1.15774,1.15746,1.15768,532.35 +01.10.2018 18:45:00.000,1.15768,1.15785,1.15762,1.15762,493.5 +01.10.2018 18:50:00.000,1.15762,1.15763,1.15747,1.15754,441.92 +01.10.2018 18:55:00.000,1.15752,1.15759,1.15743,1.15747,780.16 +01.10.2018 19:00:00.000,1.15746,1.15788,1.15743,1.15786,586.42 +01.10.2018 19:05:00.000,1.15786,1.15787,1.15770,1.15787,677.16 +01.10.2018 19:10:00.000,1.15787,1.15797,1.15783,1.15794,644.24 +01.10.2018 19:15:00.000,1.15794,1.15794,1.15773,1.15773,646.71 +01.10.2018 19:20:00.000,1.15773,1.15795,1.15773,1.15783,722.51 +01.10.2018 19:25:00.000,1.15783,1.15789,1.15771,1.15782,581 +01.10.2018 19:30:00.000,1.15782,1.15788,1.15780,1.15788,389.2 +01.10.2018 19:35:00.000,1.15790,1.15801,1.15787,1.15798,336.35999999999996 +01.10.2018 19:40:00.000,1.15799,1.15803,1.15769,1.15782,451.77 +01.10.2018 19:45:00.000,1.15782,1.15790,1.15769,1.15772,405.08000000000004 +01.10.2018 19:50:00.000,1.15772,1.15794,1.15767,1.15794,500.46 +01.10.2018 19:55:00.000,1.15796,1.15796,1.15773,1.15782,360.36 +01.10.2018 20:00:00.000,1.15783,1.15798,1.15762,1.15771,456.83000000000004 +01.10.2018 20:05:00.000,1.15768,1.15786,1.15767,1.15782,401.24 +01.10.2018 20:10:00.000,1.15781,1.15783,1.15779,1.15782,231.37 +01.10.2018 20:15:00.000,1.15781,1.15781,1.15776,1.15777,166.52999999999997 +01.10.2018 20:20:00.000,1.15776,1.15778,1.15766,1.15773,312.45 +01.10.2018 20:25:00.000,1.15777,1.15780,1.15771,1.15772,507.33000000000004 +01.10.2018 20:30:00.000,1.15772,1.15781,1.15771,1.15771,331.59999999999997 +01.10.2018 20:35:00.000,1.15772,1.15776,1.15766,1.15766,389.7900000000001 +01.10.2018 20:40:00.000,1.15767,1.15774,1.15760,1.15774,610.84 +01.10.2018 20:45:00.000,1.15773,1.15786,1.15773,1.15784,572.79 +01.10.2018 20:50:00.000,1.15783,1.15784,1.15772,1.15783,773.5500000000001 +01.10.2018 20:55:00.000,1.15784,1.15786,1.15776,1.15778,551.66 +01.10.2018 21:00:00.000,1.15776,1.15794,1.15776,1.15781,95.62 +01.10.2018 21:05:00.000,1.15780,1.15800,1.15776,1.15799,162.02999999999997 +01.10.2018 21:10:00.000,1.15798,1.15798,1.15764,1.15779,365.84 +01.10.2018 21:15:00.000,1.15780,1.15783,1.15769,1.15773,279.29 +01.10.2018 21:20:00.000,1.15773,1.15775,1.15769,1.15772,221.33000000000004 +01.10.2018 21:25:00.000,1.15771,1.15775,1.15770,1.15771,155.21 +01.10.2018 21:30:00.000,1.15772,1.15772,1.15754,1.15755,350.09000000000003 +01.10.2018 21:35:00.000,1.15755,1.15767,1.15744,1.15767,481.34000000000003 +01.10.2018 21:40:00.000,1.15767,1.15781,1.15766,1.15775,199.51 +01.10.2018 21:45:00.000,1.15775,1.15775,1.15758,1.15758,295.99 +01.10.2018 21:50:00.000,1.15758,1.15765,1.15732,1.15760,339.78999999999996 +01.10.2018 21:55:00.000,1.15760,1.15760,1.15740,1.15741,294.75 +01.10.2018 22:00:00.000,1.15742,1.15772,1.15739,1.15770,201.22 +01.10.2018 22:05:00.000,1.15770,1.15776,1.15766,1.15773,154.75 +01.10.2018 22:10:00.000,1.15774,1.15777,1.15772,1.15775,129.52 +01.10.2018 22:15:00.000,1.15775,1.15782,1.15772,1.15781,78.80999999999999 +01.10.2018 22:20:00.000,1.15779,1.15779,1.15760,1.15765,108.32 +01.10.2018 22:25:00.000,1.15766,1.15776,1.15764,1.15765,112.31 +01.10.2018 22:30:00.000,1.15766,1.15776,1.15763,1.15776,101.89 +01.10.2018 22:35:00.000,1.15775,1.15789,1.15765,1.15786,284.28999999999996 +01.10.2018 22:40:00.000,1.15787,1.15787,1.15750,1.15756,236.20999999999995 +01.10.2018 22:45:00.000,1.15755,1.15769,1.15755,1.15767,106.19 +01.10.2018 22:50:00.000,1.15767,1.15772,1.15760,1.15765,186.93 +01.10.2018 22:55:00.000,1.15764,1.15764,1.15753,1.15756,158.10000000000002 +01.10.2018 23:00:00.000,1.15757,1.15773,1.15757,1.15770,162.32 +01.10.2018 23:05:00.000,1.15769,1.15772,1.15766,1.15767,201.1 +01.10.2018 23:10:00.000,1.15767,1.15772,1.15764,1.15770,107.53999999999999 +01.10.2018 23:15:00.000,1.15771,1.15771,1.15770,1.15771,77.19 +01.10.2018 23:20:00.000,1.15770,1.15774,1.15761,1.15764,226.42 +01.10.2018 23:25:00.000,1.15764,1.15776,1.15764,1.15773,175.73999999999998 +01.10.2018 23:30:00.000,1.15774,1.15775,1.15768,1.15768,154.84 +01.10.2018 23:35:00.000,1.15768,1.15775,1.15763,1.15774,194.32999999999998 +01.10.2018 23:40:00.000,1.15775,1.15776,1.15769,1.15775,97.60000000000001 +01.10.2018 23:45:00.000,1.15775,1.15787,1.15775,1.15784,267.45 +01.10.2018 23:50:00.000,1.15784,1.15784,1.15778,1.15778,260.95 +01.10.2018 23:55:00.000,1.15778,1.15779,1.15768,1.15769,333.2 +02.10.2018 00:00:00.000,1.15770,1.15774,1.15738,1.15742,543 +02.10.2018 00:05:00.000,1.15743,1.15749,1.15730,1.15734,612.03 +02.10.2018 00:10:00.000,1.15734,1.15740,1.15730,1.15736,419.34999999999997 +02.10.2018 00:15:00.000,1.15736,1.15756,1.15734,1.15744,630.41 +02.10.2018 00:20:00.000,1.15744,1.15747,1.15729,1.15730,448.85999999999996 +02.10.2018 00:25:00.000,1.15730,1.15745,1.15725,1.15744,427.53 +02.10.2018 00:30:00.000,1.15744,1.15776,1.15744,1.15752,253.49 +02.10.2018 00:35:00.000,1.15752,1.15753,1.15739,1.15742,445.16999999999996 +02.10.2018 00:40:00.000,1.15742,1.15755,1.15739,1.15755,155.26 +02.10.2018 00:45:00.000,1.15756,1.15756,1.15742,1.15748,283.35 +02.10.2018 00:50:00.000,1.15748,1.15756,1.15736,1.15737,225.54000000000002 +02.10.2018 00:55:00.000,1.15739,1.15758,1.15738,1.15756,213.16000000000003 +02.10.2018 01:00:00.000,1.15755,1.15770,1.15755,1.15769,235.17000000000002 +02.10.2018 01:05:00.000,1.15770,1.15802,1.15770,1.15799,345.19 +02.10.2018 01:10:00.000,1.15800,1.15800,1.15767,1.15769,420.14 +02.10.2018 01:15:00.000,1.15769,1.15781,1.15749,1.15764,487.15 +02.10.2018 01:20:00.000,1.15764,1.15783,1.15763,1.15780,501.21 +02.10.2018 01:25:00.000,1.15781,1.15796,1.15775,1.15790,421.98 +02.10.2018 01:30:00.000,1.15789,1.15789,1.15763,1.15765,395.92 +02.10.2018 01:35:00.000,1.15765,1.15770,1.15758,1.15761,396.85 +02.10.2018 01:40:00.000,1.15760,1.15769,1.15738,1.15740,492.85 +02.10.2018 01:45:00.000,1.15739,1.15745,1.15714,1.15723,507.11 +02.10.2018 01:50:00.000,1.15723,1.15731,1.15687,1.15692,668.73 +02.10.2018 01:55:00.000,1.15691,1.15731,1.15691,1.15726,440.54999999999995 +02.10.2018 02:00:00.000,1.15726,1.15730,1.15723,1.15729,442.27 +02.10.2018 02:05:00.000,1.15730,1.15737,1.15723,1.15733,424.48 +02.10.2018 02:10:00.000,1.15735,1.15745,1.15725,1.15725,477.48 +02.10.2018 02:15:00.000,1.15724,1.15724,1.15686,1.15698,612.71 +02.10.2018 02:20:00.000,1.15698,1.15717,1.15696,1.15714,527.34 +02.10.2018 02:25:00.000,1.15715,1.15716,1.15692,1.15703,617.31 +02.10.2018 02:30:00.000,1.15703,1.15722,1.15693,1.15705,472.12 +02.10.2018 02:35:00.000,1.15706,1.15720,1.15706,1.15718,173.21 +02.10.2018 02:40:00.000,1.15718,1.15721,1.15711,1.15721,412.41999999999996 +02.10.2018 02:45:00.000,1.15720,1.15727,1.15719,1.15727,229.87 +02.10.2018 02:50:00.000,1.15729,1.15732,1.15719,1.15730,405.51000000000005 +02.10.2018 02:55:00.000,1.15730,1.15742,1.15707,1.15709,617.54 +02.10.2018 03:00:00.000,1.15709,1.15718,1.15695,1.15708,441.91 +02.10.2018 03:05:00.000,1.15708,1.15708,1.15695,1.15700,318.74 +02.10.2018 03:10:00.000,1.15700,1.15706,1.15699,1.15704,290.61 +02.10.2018 03:15:00.000,1.15704,1.15715,1.15704,1.15710,131.71999999999997 +02.10.2018 03:20:00.000,1.15710,1.15721,1.15710,1.15719,261.03 +02.10.2018 03:25:00.000,1.15720,1.15722,1.15713,1.15718,290.89 +02.10.2018 03:30:00.000,1.15717,1.15725,1.15717,1.15720,229.35000000000002 +02.10.2018 03:35:00.000,1.15720,1.15726,1.15718,1.15721,283.69 +02.10.2018 03:40:00.000,1.15721,1.15723,1.15706,1.15716,318.06 +02.10.2018 03:45:00.000,1.15716,1.15721,1.15714,1.15719,126.5 +02.10.2018 03:50:00.000,1.15720,1.15720,1.15710,1.15710,237.51 +02.10.2018 03:55:00.000,1.15710,1.15724,1.15702,1.15702,750.5999999999999 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+02.10.2018 05:15:00.000,1.15581,1.15592,1.15577,1.15580,449.21 +02.10.2018 05:20:00.000,1.15579,1.15580,1.15535,1.15540,986.3499999999999 +02.10.2018 05:25:00.000,1.15541,1.15565,1.15536,1.15555,755.6 +02.10.2018 05:30:00.000,1.15554,1.15562,1.15546,1.15558,533.1899999999999 +02.10.2018 05:35:00.000,1.15560,1.15562,1.15547,1.15556,638.05 +02.10.2018 05:40:00.000,1.15556,1.15562,1.15534,1.15535,622.85 +02.10.2018 05:45:00.000,1.15535,1.15537,1.15519,1.15521,591.24 +02.10.2018 05:50:00.000,1.15523,1.15539,1.15449,1.15470,1274.93 +02.10.2018 05:55:00.000,1.15471,1.15501,1.15454,1.15473,951.6100000000001 +02.10.2018 06:00:00.000,1.15473,1.15473,1.15410,1.15430,1123.67 +02.10.2018 06:05:00.000,1.15429,1.15429,1.15372,1.15376,1349.87 +02.10.2018 06:10:00.000,1.15376,1.15427,1.15376,1.15411,1080.6 +02.10.2018 06:15:00.000,1.15411,1.15412,1.15362,1.15387,1226.73 +02.10.2018 06:20:00.000,1.15386,1.15405,1.15368,1.15368,1002.9100000000001 +02.10.2018 06:25:00.000,1.15368,1.15396,1.15350,1.15391,1148.42 +02.10.2018 06:30:00.000,1.15389,1.15412,1.15356,1.15411,1273.24 +02.10.2018 06:35:00.000,1.15411,1.15461,1.15400,1.15442,1292.6000000000001 +02.10.2018 06:40:00.000,1.15441,1.15462,1.15400,1.15461,1303.97 +02.10.2018 06:45:00.000,1.15462,1.15488,1.15451,1.15485,940.6199999999999 +02.10.2018 06:50:00.000,1.15486,1.15486,1.15374,1.15416,1430.46 +02.10.2018 06:55:00.000,1.15415,1.15420,1.15346,1.15386,1110.67 +02.10.2018 07:00:00.000,1.15381,1.15402,1.15325,1.15341,1412.3600000000001 +02.10.2018 07:05:00.000,1.15343,1.15357,1.15312,1.15313,1304.78 +02.10.2018 07:10:00.000,1.15313,1.15328,1.15271,1.15296,1497.04 +02.10.2018 07:15:00.000,1.15293,1.15371,1.15284,1.15354,1470.75 +02.10.2018 07:20:00.000,1.15351,1.15360,1.15281,1.15293,1405.07 +02.10.2018 07:25:00.000,1.15292,1.15307,1.15250,1.15297,1472.18 +02.10.2018 07:30:00.000,1.15297,1.15314,1.15279,1.15303,1327.53 +02.10.2018 07:35:00.000,1.15302,1.15370,1.15302,1.15370,1486.12 +02.10.2018 07:40:00.000,1.15369,1.15369,1.15310,1.15353,1346 +02.10.2018 07:45:00.000,1.15353,1.15414,1.15332,1.15392,1282.29 +02.10.2018 07:50:00.000,1.15392,1.15408,1.15358,1.15363,1271.08 +02.10.2018 07:55:00.000,1.15363,1.15476,1.15325,1.15437,1649.25 +02.10.2018 08:00:00.000,1.15434,1.15455,1.15377,1.15388,1780.0299999999997 +02.10.2018 08:05:00.000,1.15387,1.15416,1.15370,1.15379,1259.51 +02.10.2018 08:10:00.000,1.15377,1.15434,1.15344,1.15347,1189.3500000000001 +02.10.2018 08:15:00.000,1.15349,1.15396,1.15344,1.15378,1292.82 +02.10.2018 08:20:00.000,1.15378,1.15378,1.15307,1.15307,1231.73 +02.10.2018 08:25:00.000,1.15308,1.15308,1.15278,1.15298,1118.45 +02.10.2018 08:30:00.000,1.15299,1.15303,1.15231,1.15253,1404.29 +02.10.2018 08:35:00.000,1.15253,1.15284,1.15216,1.15281,1320.6799999999998 +02.10.2018 08:40:00.000,1.15281,1.15287,1.15219,1.15239,1117.6499999999999 +02.10.2018 08:45:00.000,1.15239,1.15239,1.15161,1.15164,1700.2800000000002 +02.10.2018 08:50:00.000,1.15166,1.15166,1.15131,1.15146,1956.29 +02.10.2018 08:55:00.000,1.15146,1.15153,1.15116,1.15145,1396.6 +02.10.2018 09:00:00.000,1.15143,1.15145,1.15072,1.15082,1506.1200000000001 +02.10.2018 09:05:00.000,1.15081,1.15138,1.15081,1.15099,1576.73 +02.10.2018 09:10:00.000,1.15099,1.15099,1.15052,1.15077,1331.5600000000002 +02.10.2018 09:15:00.000,1.15076,1.15122,1.15062,1.15101,1181.53 +02.10.2018 09:20:00.000,1.15099,1.15155,1.15098,1.15140,1142.62 +02.10.2018 09:25:00.000,1.15141,1.15187,1.15140,1.15185,1382.3500000000001 +02.10.2018 09:30:00.000,1.15184,1.15207,1.15146,1.15152,1547.6399999999999 +02.10.2018 09:35:00.000,1.15153,1.15197,1.15143,1.15170,1702.71 +02.10.2018 09:40:00.000,1.15170,1.15215,1.15169,1.15212,1583.66 +02.10.2018 09:45:00.000,1.15212,1.15213,1.15173,1.15173,1598.3200000000002 +02.10.2018 09:50:00.000,1.15173,1.15197,1.15161,1.15184,1324.37 +02.10.2018 09:55:00.000,1.15183,1.15187,1.15150,1.15150,1188.4099999999999 +02.10.2018 10:00:00.000,1.15150,1.15157,1.15123,1.15125,1322.77 +02.10.2018 10:05:00.000,1.15125,1.15199,1.15100,1.15192,1592.33 +02.10.2018 10:10:00.000,1.15191,1.15194,1.15148,1.15187,1646.54 +02.10.2018 10:15:00.000,1.15188,1.15210,1.15151,1.15152,1507.25 +02.10.2018 10:20:00.000,1.15152,1.15207,1.15151,1.15193,1081.1 +02.10.2018 10:25:00.000,1.15194,1.15197,1.15143,1.15147,1317.72 +02.10.2018 10:30:00.000,1.15146,1.15157,1.15121,1.15131,1364.55 +02.10.2018 10:35:00.000,1.15131,1.15163,1.15122,1.15134,1364.29 +02.10.2018 10:40:00.000,1.15134,1.15140,1.15116,1.15123,992.41 +02.10.2018 10:45:00.000,1.15123,1.15124,1.15079,1.15116,1416.25 +02.10.2018 10:50:00.000,1.15116,1.15180,1.15111,1.15175,1178.71 +02.10.2018 10:55:00.000,1.15174,1.15192,1.15156,1.15172,1353.72 +02.10.2018 11:00:00.000,1.15172,1.15247,1.15172,1.15236,1445.19 +02.10.2018 11:05:00.000,1.15237,1.15309,1.15236,1.15261,1633.3500000000001 +02.10.2018 11:10:00.000,1.15260,1.15296,1.15251,1.15296,1433.4199999999998 +02.10.2018 11:15:00.000,1.15295,1.15310,1.15270,1.15307,1596.2199999999998 +02.10.2018 11:20:00.000,1.15307,1.15310,1.15250,1.15255,1335.55 +02.10.2018 11:25:00.000,1.15255,1.15297,1.15255,1.15290,1214.72 +02.10.2018 11:30:00.000,1.15289,1.15308,1.15279,1.15292,1273.45 +02.10.2018 11:35:00.000,1.15290,1.15297,1.15256,1.15281,1337.02 +02.10.2018 11:40:00.000,1.15282,1.15322,1.15280,1.15302,1211.07 +02.10.2018 11:45:00.000,1.15302,1.15302,1.15240,1.15246,1452.34 +02.10.2018 11:50:00.000,1.15247,1.15261,1.15214,1.15258,1390.54 +02.10.2018 11:55:00.000,1.15260,1.15298,1.15230,1.15290,1314.18 +02.10.2018 12:00:00.000,1.15290,1.15424,1.15275,1.15390,2324.3900000000003 +02.10.2018 12:05:00.000,1.15389,1.15458,1.15381,1.15439,1872.2899999999997 +02.10.2018 12:10:00.000,1.15441,1.15461,1.15387,1.15425,1574.6100000000001 +02.10.2018 12:15:00.000,1.15425,1.15463,1.15379,1.15425,1747.6799999999998 +02.10.2018 12:20:00.000,1.15423,1.15451,1.15378,1.15400,1270.3100000000002 +02.10.2018 12:25:00.000,1.15399,1.15417,1.15364,1.15369,1393.8200000000002 +02.10.2018 12:30:00.000,1.15373,1.15388,1.15349,1.15359,1431.11 +02.10.2018 12:35:00.000,1.15359,1.15439,1.15329,1.15428,1976.1399999999999 +02.10.2018 12:40:00.000,1.15428,1.15442,1.15320,1.15368,2042.2700000000002 +02.10.2018 12:45:00.000,1.15369,1.15401,1.15353,1.15370,1460.66 +02.10.2018 12:50:00.000,1.15373,1.15429,1.15356,1.15404,1578.1499999999999 +02.10.2018 12:55:00.000,1.15404,1.15407,1.15363,1.15383,1201.17 +02.10.2018 13:00:00.000,1.15384,1.15399,1.15339,1.15394,1620.76 +02.10.2018 13:05:00.000,1.15393,1.15430,1.15392,1.15400,1439.3600000000001 +02.10.2018 13:10:00.000,1.15399,1.15426,1.15354,1.15414,1363.94 +02.10.2018 13:15:00.000,1.15415,1.15418,1.15365,1.15368,1102.81 +02.10.2018 13:20:00.000,1.15369,1.15409,1.15361,1.15399,1292.7 +02.10.2018 13:25:00.000,1.15400,1.15431,1.15361,1.15369,1038.77 +02.10.2018 13:30:00.000,1.15367,1.15386,1.15335,1.15359,1477.4 +02.10.2018 13:35:00.000,1.15360,1.15367,1.15290,1.15321,1598.38 +02.10.2018 13:40:00.000,1.15321,1.15347,1.15321,1.15335,1364.0100000000002 +02.10.2018 13:45:00.000,1.15335,1.15405,1.15331,1.15378,1263.1 +02.10.2018 13:50:00.000,1.15377,1.15385,1.15345,1.15358,1276.57 +02.10.2018 13:55:00.000,1.15357,1.15360,1.15322,1.15330,1078.95 +02.10.2018 14:00:00.000,1.15329,1.15469,1.15328,1.15421,1316.28 +02.10.2018 14:05:00.000,1.15421,1.15431,1.15382,1.15382,1185.43 +02.10.2018 14:10:00.000,1.15381,1.15415,1.15381,1.15407,1007.73 +02.10.2018 14:15:00.000,1.15408,1.15436,1.15383,1.15391,1015.67 +02.10.2018 14:20:00.000,1.15395,1.15405,1.15357,1.15383,941.8499999999999 +02.10.2018 14:25:00.000,1.15382,1.15387,1.15331,1.15380,954.4999999999999 +02.10.2018 14:30:00.000,1.15377,1.15404,1.15346,1.15361,1390.22 +02.10.2018 14:35:00.000,1.15361,1.15397,1.15356,1.15377,1300.8799999999999 +02.10.2018 14:40:00.000,1.15378,1.15423,1.15350,1.15370,1392.69 +02.10.2018 14:45:00.000,1.15372,1.15454,1.15370,1.15429,1399.73 +02.10.2018 14:50:00.000,1.15428,1.15572,1.15428,1.15540,1774.48 +02.10.2018 14:55:00.000,1.15540,1.15574,1.15531,1.15564,1365.6699999999998 +02.10.2018 15:00:00.000,1.15566,1.15566,1.15525,1.15543,1210.3400000000001 +02.10.2018 15:05:00.000,1.15544,1.15593,1.15520,1.15592,1455.1200000000001 +02.10.2018 15:10:00.000,1.15592,1.15631,1.15560,1.15613,1515.5700000000002 +02.10.2018 15:15:00.000,1.15612,1.15641,1.15583,1.15616,1225.65 +02.10.2018 15:20:00.000,1.15618,1.15702,1.15589,1.15647,1521.9 +02.10.2018 15:25:00.000,1.15646,1.15656,1.15625,1.15630,1280.1299999999999 +02.10.2018 15:30:00.000,1.15630,1.15630,1.15568,1.15585,1776.8400000000001 +02.10.2018 15:35:00.000,1.15585,1.15590,1.15566,1.15583,1563.19 +02.10.2018 15:40:00.000,1.15583,1.15603,1.15558,1.15587,1144.83 +02.10.2018 15:45:00.000,1.15587,1.15604,1.15582,1.15596,868.06 +02.10.2018 15:50:00.000,1.15594,1.15596,1.15550,1.15567,1039.7500000000002 +02.10.2018 15:55:00.000,1.15568,1.15605,1.15568,1.15585,848.29 +02.10.2018 16:00:00.000,1.15585,1.15647,1.15584,1.15641,1077.6 +02.10.2018 16:05:00.000,1.15641,1.15641,1.15585,1.15586,1163.18 +02.10.2018 16:10:00.000,1.15587,1.15677,1.15582,1.15637,1218.56 +02.10.2018 16:15:00.000,1.15637,1.15638,1.15575,1.15577,1176.31 +02.10.2018 16:20:00.000,1.15578,1.15611,1.15569,1.15605,1046.1599999999999 +02.10.2018 16:25:00.000,1.15603,1.15633,1.15593,1.15594,957.5799999999999 +02.10.2018 16:30:00.000,1.15593,1.15622,1.15591,1.15600,809.29 +02.10.2018 16:35:00.000,1.15600,1.15616,1.15585,1.15596,1125.5700000000002 +02.10.2018 16:40:00.000,1.15597,1.15597,1.15559,1.15591,712.47 +02.10.2018 16:45:00.000,1.15591,1.15601,1.15549,1.15550,1108.0800000000002 +02.10.2018 16:50:00.000,1.15550,1.15559,1.15539,1.15539,811.56 +02.10.2018 16:55:00.000,1.15542,1.15548,1.15504,1.15505,813.5900000000001 +02.10.2018 17:00:00.000,1.15506,1.15526,1.15474,1.15486,913.52 +02.10.2018 17:05:00.000,1.15486,1.15519,1.15484,1.15519,772.78 +02.10.2018 17:10:00.000,1.15517,1.15519,1.15486,1.15492,586.03 +02.10.2018 17:15:00.000,1.15494,1.15519,1.15494,1.15496,504.65000000000003 +02.10.2018 17:20:00.000,1.15496,1.15500,1.15450,1.15459,788.56 +02.10.2018 17:25:00.000,1.15459,1.15487,1.15454,1.15471,819.9 +02.10.2018 17:30:00.000,1.15470,1.15479,1.15451,1.15465,630.24 +02.10.2018 17:35:00.000,1.15465,1.15466,1.15449,1.15456,538.03 +02.10.2018 17:40:00.000,1.15454,1.15458,1.15445,1.15458,571.8399999999999 +02.10.2018 17:45:00.000,1.15457,1.15468,1.15451,1.15457,692.85 +02.10.2018 17:50:00.000,1.15457,1.15458,1.15430,1.15436,351.95000000000005 +02.10.2018 17:55:00.000,1.15440,1.15446,1.15425,1.15425,598.9 +02.10.2018 18:00:00.000,1.15427,1.15434,1.15411,1.15431,671.36 +02.10.2018 18:05:00.000,1.15432,1.15444,1.15416,1.15430,598.2700000000001 +02.10.2018 18:10:00.000,1.15430,1.15438,1.15396,1.15415,436.77 +02.10.2018 18:15:00.000,1.15419,1.15423,1.15395,1.15421,485.81999999999994 +02.10.2018 18:20:00.000,1.15422,1.15433,1.15407,1.15431,382.05999999999995 +02.10.2018 18:25:00.000,1.15431,1.15446,1.15422,1.15437,457.08 +02.10.2018 18:30:00.000,1.15437,1.15448,1.15431,1.15446,458.35 +02.10.2018 18:35:00.000,1.15446,1.15461,1.15446,1.15461,517.66 +02.10.2018 18:40:00.000,1.15462,1.15468,1.15446,1.15458,570.25 +02.10.2018 18:45:00.000,1.15458,1.15472,1.15451,1.15471,662.58 +02.10.2018 18:50:00.000,1.15471,1.15482,1.15456,1.15458,994.8399999999999 +02.10.2018 18:55:00.000,1.15458,1.15463,1.15438,1.15443,913.06 +02.10.2018 19:00:00.000,1.15443,1.15449,1.15418,1.15422,938.23 +02.10.2018 19:05:00.000,1.15423,1.15449,1.15412,1.15448,595.19 +02.10.2018 19:10:00.000,1.15448,1.15479,1.15447,1.15479,442.63000000000005 +02.10.2018 19:15:00.000,1.15478,1.15510,1.15478,1.15504,491.9000000000001 +02.10.2018 19:20:00.000,1.15504,1.15526,1.15498,1.15515,624.1 +02.10.2018 19:25:00.000,1.15514,1.15534,1.15514,1.15533,596.6700000000001 +02.10.2018 19:30:00.000,1.15533,1.15539,1.15512,1.15513,617.6 +02.10.2018 19:35:00.000,1.15514,1.15532,1.15513,1.15518,463.60999999999996 +02.10.2018 19:40:00.000,1.15521,1.15544,1.15521,1.15539,485.32 +02.10.2018 19:45:00.000,1.15539,1.15553,1.15537,1.15538,373.88 +02.10.2018 19:50:00.000,1.15540,1.15552,1.15535,1.15548,668.32 +02.10.2018 19:55:00.000,1.15546,1.15546,1.15515,1.15517,514.71 +02.10.2018 20:00:00.000,1.15517,1.15518,1.15495,1.15513,342.66999999999996 +02.10.2018 20:05:00.000,1.15513,1.15518,1.15499,1.15517,240.85000000000002 +02.10.2018 20:10:00.000,1.15517,1.15534,1.15516,1.15527,242.92000000000002 +02.10.2018 20:15:00.000,1.15527,1.15528,1.15507,1.15512,317.15 +02.10.2018 20:20:00.000,1.15501,1.15502,1.15485,1.15498,233.13 +02.10.2018 20:25:00.000,1.15497,1.15513,1.15491,1.15492,253.01 +02.10.2018 20:30:00.000,1.15492,1.15494,1.15480,1.15481,279.65999999999997 +02.10.2018 20:35:00.000,1.15483,1.15490,1.15471,1.15477,462.49 +02.10.2018 20:40:00.000,1.15478,1.15481,1.15469,1.15479,507.74 +02.10.2018 20:45:00.000,1.15479,1.15483,1.15471,1.15471,368.08000000000004 +02.10.2018 20:50:00.000,1.15471,1.15473,1.15456,1.15468,324.63 +02.10.2018 20:55:00.000,1.15468,1.15486,1.15452,1.15461,448.02 +02.10.2018 21:00:00.000,1.15454,1.15481,1.15435,1.15450,92.96000000000001 +02.10.2018 21:05:00.000,1.15448,1.15459,1.15437,1.15446,198.95 +02.10.2018 21:10:00.000,1.15449,1.15470,1.15449,1.15466,175.15 +02.10.2018 21:15:00.000,1.15464,1.15497,1.15450,1.15462,367.79999999999995 +02.10.2018 21:20:00.000,1.15464,1.15489,1.15463,1.15475,149 +02.10.2018 21:25:00.000,1.15475,1.15480,1.15461,1.15461,155.71 +02.10.2018 21:30:00.000,1.15460,1.15473,1.15443,1.15456,170.14999999999998 +02.10.2018 21:35:00.000,1.15454,1.15474,1.15451,1.15473,321.18 +02.10.2018 21:40:00.000,1.15473,1.15485,1.15473,1.15482,416.9 +02.10.2018 21:45:00.000,1.15482,1.15491,1.15474,1.15483,260.97 +02.10.2018 21:50:00.000,1.15482,1.15482,1.15467,1.15467,206.48 +02.10.2018 21:55:00.000,1.15467,1.15471,1.15463,1.15467,270.46 +02.10.2018 22:00:00.000,1.15465,1.15493,1.15454,1.15483,279.36 +02.10.2018 22:05:00.000,1.15483,1.15494,1.15483,1.15493,284.21 +02.10.2018 22:10:00.000,1.15494,1.15504,1.15483,1.15483,358.73 +02.10.2018 22:15:00.000,1.15483,1.15487,1.15472,1.15473,236.39000000000001 +02.10.2018 22:20:00.000,1.15475,1.15476,1.15473,1.15475,154.9 +02.10.2018 22:25:00.000,1.15474,1.15481,1.15474,1.15480,178.6 +02.10.2018 22:30:00.000,1.15479,1.15487,1.15475,1.15485,169.09999999999997 +02.10.2018 22:35:00.000,1.15485,1.15499,1.15485,1.15492,206.35999999999999 +02.10.2018 22:40:00.000,1.15491,1.15505,1.15490,1.15504,156.83999999999997 +02.10.2018 22:45:00.000,1.15504,1.15506,1.15504,1.15505,153.22 +02.10.2018 22:50:00.000,1.15504,1.15511,1.15504,1.15506,51.58 +02.10.2018 22:55:00.000,1.15508,1.15510,1.15504,1.15505,145.35999999999999 +02.10.2018 23:00:00.000,1.15506,1.15517,1.15505,1.15509,130.41 +02.10.2018 23:05:00.000,1.15509,1.15521,1.15508,1.15515,111.44999999999999 +02.10.2018 23:10:00.000,1.15515,1.15515,1.15513,1.15515,146.9 +02.10.2018 23:15:00.000,1.15515,1.15520,1.15514,1.15519,127.64999999999999 +02.10.2018 23:20:00.000,1.15520,1.15525,1.15519,1.15522,68.43 +02.10.2018 23:25:00.000,1.15521,1.15525,1.15515,1.15524,53.86 +02.10.2018 23:30:00.000,1.15525,1.15525,1.15515,1.15519,52.4 +02.10.2018 23:35:00.000,1.15520,1.15527,1.15519,1.15526,108.22 +02.10.2018 23:40:00.000,1.15525,1.15526,1.15524,1.15525,172.63000000000002 +02.10.2018 23:45:00.000,1.15525,1.15527,1.15520,1.15523,229.35999999999999 +02.10.2018 23:50:00.000,1.15524,1.15524,1.15505,1.15514,250.14999999999998 +02.10.2018 23:55:00.000,1.15513,1.15517,1.15503,1.15503,403.7099999999999 +03.10.2018 00:00:00.000,1.15503,1.15506,1.15479,1.15504,617.97 +03.10.2018 00:05:00.000,1.15504,1.15520,1.15503,1.15519,642.33 +03.10.2018 00:10:00.000,1.15519,1.15542,1.15519,1.15541,661.51 +03.10.2018 00:15:00.000,1.15541,1.15541,1.15509,1.15511,459.88 +03.10.2018 00:20:00.000,1.15511,1.15522,1.15494,1.15494,375.42 +03.10.2018 00:25:00.000,1.15494,1.15512,1.15494,1.15504,308.56 +03.10.2018 00:30:00.000,1.15503,1.15508,1.15476,1.15476,384.55 +03.10.2018 00:35:00.000,1.15477,1.15493,1.15477,1.15477,435.98 +03.10.2018 00:40:00.000,1.15475,1.15487,1.15462,1.15471,495.01 +03.10.2018 00:45:00.000,1.15471,1.15474,1.15454,1.15462,462.03 +03.10.2018 00:50:00.000,1.15462,1.15474,1.15442,1.15445,526.28 +03.10.2018 00:55:00.000,1.15442,1.15454,1.15426,1.15443,585.2199999999999 +03.10.2018 01:00:00.000,1.15445,1.15470,1.15445,1.15451,588.25 +03.10.2018 01:05:00.000,1.15450,1.15453,1.15441,1.15442,325.90999999999997 +03.10.2018 01:10:00.000,1.15441,1.15441,1.15420,1.15423,574.38 +03.10.2018 01:15:00.000,1.15420,1.15426,1.15376,1.15381,911.5500000000001 +03.10.2018 01:20:00.000,1.15384,1.15392,1.15359,1.15378,912.24 +03.10.2018 01:25:00.000,1.15378,1.15412,1.15378,1.15390,703.82 +03.10.2018 01:30:00.000,1.15393,1.15406,1.15361,1.15396,883.0999999999999 +03.10.2018 01:35:00.000,1.15397,1.15415,1.15397,1.15410,520.8100000000001 +03.10.2018 01:40:00.000,1.15409,1.15411,1.15384,1.15408,629.39 +03.10.2018 01:45:00.000,1.15407,1.15426,1.15398,1.15416,533.52 +03.10.2018 01:50:00.000,1.15418,1.15431,1.15416,1.15424,669.84 +03.10.2018 01:55:00.000,1.15424,1.15747,1.15410,1.15700,1935.25 +03.10.2018 02:00:00.000,1.15699,1.15844,1.15643,1.15762,2727.94 +03.10.2018 02:05:00.000,1.15763,1.15845,1.15755,1.15806,1706.17 +03.10.2018 02:10:00.000,1.15806,1.15931,1.15806,1.15854,1768.8500000000004 +03.10.2018 02:15:00.000,1.15854,1.15876,1.15809,1.15814,900.83 +03.10.2018 02:20:00.000,1.15814,1.15844,1.15811,1.15836,709.47 +03.10.2018 02:25:00.000,1.15838,1.15936,1.15834,1.15880,1296.1 +03.10.2018 02:30:00.000,1.15880,1.15920,1.15838,1.15843,1022.33 +03.10.2018 02:35:00.000,1.15842,1.15855,1.15791,1.15798,1172.43 +03.10.2018 02:40:00.000,1.15798,1.15837,1.15789,1.15819,556.6700000000001 +03.10.2018 02:45:00.000,1.15819,1.15847,1.15818,1.15842,503.78999999999996 +03.10.2018 02:50:00.000,1.15842,1.15879,1.15836,1.15867,649.6299999999999 +03.10.2018 02:55:00.000,1.15868,1.15870,1.15849,1.15850,551.29 +03.10.2018 03:00:00.000,1.15849,1.15883,1.15836,1.15860,672.94 +03.10.2018 03:05:00.000,1.15859,1.15859,1.15823,1.15842,793.59 +03.10.2018 03:10:00.000,1.15842,1.15844,1.15811,1.15812,790.93 +03.10.2018 03:15:00.000,1.15812,1.15826,1.15812,1.15821,416.19 +03.10.2018 03:20:00.000,1.15822,1.15823,1.15807,1.15812,544.84 +03.10.2018 03:25:00.000,1.15811,1.15853,1.15811,1.15846,498.15 +03.10.2018 03:30:00.000,1.15845,1.15853,1.15831,1.15833,527.14 +03.10.2018 03:35:00.000,1.15836,1.15863,1.15831,1.15852,718.73 +03.10.2018 03:40:00.000,1.15851,1.15851,1.15812,1.15837,828.69 +03.10.2018 03:45:00.000,1.15837,1.15859,1.15830,1.15838,543.65 +03.10.2018 03:50:00.000,1.15838,1.15838,1.15799,1.15815,764.9899999999999 +03.10.2018 03:55:00.000,1.15814,1.15818,1.15791,1.15799,512.89 +03.10.2018 04:00:00.000,1.15799,1.15803,1.15757,1.15758,797.5 +03.10.2018 04:05:00.000,1.15759,1.15784,1.15755,1.15776,528.8299999999999 +03.10.2018 04:10:00.000,1.15776,1.15782,1.15762,1.15771,597.94 +03.10.2018 04:15:00.000,1.15771,1.15772,1.15757,1.15768,396.47 +03.10.2018 04:20:00.000,1.15769,1.15797,1.15769,1.15778,508.97 +03.10.2018 04:25:00.000,1.15778,1.15778,1.15754,1.15761,483.75 +03.10.2018 04:30:00.000,1.15761,1.15792,1.15758,1.15787,530.13 +03.10.2018 04:35:00.000,1.15788,1.15788,1.15757,1.15757,468.82 +03.10.2018 04:40:00.000,1.15756,1.15778,1.15753,1.15753,564.3499999999999 +03.10.2018 04:45:00.000,1.15752,1.15769,1.15752,1.15763,467.92 +03.10.2018 04:50:00.000,1.15762,1.15831,1.15761,1.15765,1197.1100000000001 +03.10.2018 04:55:00.000,1.15765,1.15786,1.15755,1.15777,662.9399999999999 +03.10.2018 05:00:00.000,1.15777,1.15796,1.15761,1.15781,832.15 +03.10.2018 05:05:00.000,1.15780,1.15801,1.15773,1.15786,504.31000000000006 +03.10.2018 05:10:00.000,1.15788,1.15792,1.15770,1.15791,637.63 +03.10.2018 05:15:00.000,1.15792,1.15871,1.15792,1.15860,820.26 +03.10.2018 05:20:00.000,1.15858,1.15882,1.15841,1.15877,956.8399999999999 +03.10.2018 05:25:00.000,1.15877,1.15883,1.15852,1.15867,876.63 +03.10.2018 05:30:00.000,1.15867,1.15894,1.15809,1.15821,1351.28 +03.10.2018 05:35:00.000,1.15821,1.15861,1.15817,1.15835,1372.93 +03.10.2018 05:40:00.000,1.15837,1.15868,1.15823,1.15862,970.75 +03.10.2018 05:45:00.000,1.15862,1.15887,1.15852,1.15860,856.21 +03.10.2018 05:50:00.000,1.15859,1.15859,1.15829,1.15852,1272.8300000000002 +03.10.2018 05:55:00.000,1.15851,1.15866,1.15833,1.15864,631.49 +03.10.2018 06:00:00.000,1.15862,1.15928,1.15795,1.15797,1651.1 +03.10.2018 06:05:00.000,1.15796,1.15807,1.15739,1.15758,1578.17 +03.10.2018 06:10:00.000,1.15757,1.15821,1.15743,1.15775,1819.67 +03.10.2018 06:15:00.000,1.15774,1.15869,1.15772,1.15808,1678.03 +03.10.2018 06:20:00.000,1.15808,1.15833,1.15771,1.15800,1340.2 +03.10.2018 06:25:00.000,1.15799,1.15813,1.15777,1.15789,1238.69 +03.10.2018 06:30:00.000,1.15789,1.15857,1.15783,1.15823,1310.69 +03.10.2018 06:35:00.000,1.15822,1.15910,1.15815,1.15900,1554.47 +03.10.2018 06:40:00.000,1.15899,1.15913,1.15860,1.15872,1578.11 +03.10.2018 06:45:00.000,1.15873,1.15912,1.15845,1.15895,1343.25 +03.10.2018 06:50:00.000,1.15898,1.15901,1.15857,1.15875,1188.17 +03.10.2018 06:55:00.000,1.15874,1.15876,1.15814,1.15823,1407.48 +03.10.2018 07:00:00.000,1.15824,1.15824,1.15767,1.15788,1498.25 +03.10.2018 07:05:00.000,1.15787,1.15832,1.15751,1.15812,1585.18 +03.10.2018 07:10:00.000,1.15814,1.15842,1.15785,1.15806,1276.65 +03.10.2018 07:15:00.000,1.15802,1.15805,1.15725,1.15751,1445.9499999999998 +03.10.2018 07:20:00.000,1.15751,1.15828,1.15751,1.15824,1300.23 +03.10.2018 07:25:00.000,1.15823,1.15825,1.15761,1.15771,1222.92 +03.10.2018 07:30:00.000,1.15771,1.15772,1.15710,1.15726,1300.96 +03.10.2018 07:35:00.000,1.15726,1.15776,1.15711,1.15764,1082.8 +03.10.2018 07:40:00.000,1.15762,1.15765,1.15710,1.15725,1169.5 +03.10.2018 07:45:00.000,1.15725,1.15797,1.15725,1.15787,1233.96 +03.10.2018 07:50:00.000,1.15787,1.15803,1.15735,1.15778,1235.07 +03.10.2018 07:55:00.000,1.15776,1.15824,1.15762,1.15782,1372.01 +03.10.2018 08:00:00.000,1.15785,1.15812,1.15746,1.15752,1336.1200000000001 +03.10.2018 08:05:00.000,1.15753,1.15753,1.15685,1.15685,1371.13 +03.10.2018 08:10:00.000,1.15685,1.15700,1.15662,1.15700,1461.3000000000002 +03.10.2018 08:15:00.000,1.15701,1.15746,1.15701,1.15736,1139.35 +03.10.2018 08:20:00.000,1.15736,1.15743,1.15686,1.15688,1074.46 +03.10.2018 08:25:00.000,1.15687,1.15733,1.15682,1.15726,849.8199999999999 +03.10.2018 08:30:00.000,1.15728,1.15761,1.15718,1.15743,968.1300000000001 +03.10.2018 08:35:00.000,1.15742,1.15767,1.15705,1.15765,1043.6 +03.10.2018 08:40:00.000,1.15765,1.15781,1.15702,1.15707,865.8599999999999 +03.10.2018 08:45:00.000,1.15709,1.15757,1.15697,1.15754,880.7900000000001 +03.10.2018 08:50:00.000,1.15755,1.15769,1.15738,1.15743,903.5 +03.10.2018 08:55:00.000,1.15743,1.15752,1.15696,1.15748,975.28 +03.10.2018 09:00:00.000,1.15747,1.15747,1.15696,1.15696,1276.92 +03.10.2018 09:05:00.000,1.15697,1.15702,1.15587,1.15626,1375.54 +03.10.2018 09:10:00.000,1.15625,1.15674,1.15589,1.15663,1004.5999999999999 +03.10.2018 09:15:00.000,1.15663,1.15663,1.15597,1.15624,1320.2 +03.10.2018 09:20:00.000,1.15624,1.15634,1.15581,1.15629,1173.41 +03.10.2018 09:25:00.000,1.15628,1.15661,1.15611,1.15649,1011.67 +03.10.2018 09:30:00.000,1.15648,1.15683,1.15641,1.15663,1185.6499999999999 +03.10.2018 09:35:00.000,1.15662,1.15680,1.15642,1.15649,1055.76 +03.10.2018 09:40:00.000,1.15648,1.15667,1.15640,1.15653,780.37 +03.10.2018 09:45:00.000,1.15653,1.15677,1.15632,1.15641,1190.89 +03.10.2018 09:50:00.000,1.15642,1.15674,1.15642,1.15667,969.82 +03.10.2018 09:55:00.000,1.15667,1.15692,1.15658,1.15687,1071.07 +03.10.2018 10:00:00.000,1.15687,1.15694,1.15654,1.15657,1032.31 +03.10.2018 10:05:00.000,1.15657,1.15660,1.15614,1.15636,1190.59 +03.10.2018 10:10:00.000,1.15635,1.15653,1.15630,1.15640,963.3399999999999 +03.10.2018 10:15:00.000,1.15642,1.15646,1.15563,1.15570,1021.02 +03.10.2018 10:20:00.000,1.15571,1.15598,1.15546,1.15594,1098.94 +03.10.2018 10:25:00.000,1.15594,1.15600,1.15588,1.15593,821.15 +03.10.2018 10:30:00.000,1.15594,1.15612,1.15563,1.15607,976.6800000000001 +03.10.2018 10:35:00.000,1.15606,1.15612,1.15583,1.15603,1007.65 +03.10.2018 10:40:00.000,1.15602,1.15617,1.15590,1.15617,703.52 +03.10.2018 10:45:00.000,1.15616,1.15627,1.15596,1.15624,972.6899999999999 +03.10.2018 10:50:00.000,1.15624,1.15627,1.15574,1.15577,756.28 +03.10.2018 10:55:00.000,1.15578,1.15592,1.15533,1.15533,950.19 +03.10.2018 11:00:00.000,1.15536,1.15558,1.15512,1.15537,1012.1199999999999 +03.10.2018 11:05:00.000,1.15537,1.15539,1.15500,1.15509,832.73 +03.10.2018 11:10:00.000,1.15509,1.15514,1.15426,1.15438,1334.1599999999999 +03.10.2018 11:15:00.000,1.15439,1.15470,1.15424,1.15469,899.27 +03.10.2018 11:20:00.000,1.15469,1.15480,1.15455,1.15461,915.89 +03.10.2018 11:25:00.000,1.15460,1.15483,1.15441,1.15446,886.6800000000001 +03.10.2018 11:30:00.000,1.15445,1.15482,1.15445,1.15453,1224.04 +03.10.2018 11:35:00.000,1.15451,1.15478,1.15451,1.15464,699.48 +03.10.2018 11:40:00.000,1.15463,1.15472,1.15427,1.15435,877.64 +03.10.2018 11:45:00.000,1.15435,1.15465,1.15429,1.15460,801.6700000000001 +03.10.2018 11:50:00.000,1.15460,1.15476,1.15457,1.15465,625.14 +03.10.2018 11:55:00.000,1.15465,1.15478,1.15429,1.15478,1253.07 +03.10.2018 12:00:00.000,1.15476,1.15526,1.15474,1.15525,1243.48 +03.10.2018 12:05:00.000,1.15523,1.15542,1.15490,1.15492,1179.75 +03.10.2018 12:10:00.000,1.15492,1.15501,1.15452,1.15480,1056 +03.10.2018 12:15:00.000,1.15480,1.15482,1.15408,1.15417,1285.72 +03.10.2018 12:20:00.000,1.15415,1.15418,1.15300,1.15368,1612.4700000000003 +03.10.2018 12:25:00.000,1.15372,1.15436,1.15372,1.15383,1460.46 +03.10.2018 12:30:00.000,1.15387,1.15421,1.15387,1.15414,997.4200000000001 +03.10.2018 12:35:00.000,1.15413,1.15434,1.15306,1.15323,1299.3400000000001 +03.10.2018 12:40:00.000,1.15322,1.15374,1.15321,1.15368,1003.42 +03.10.2018 12:45:00.000,1.15367,1.15386,1.15329,1.15368,1068.8 +03.10.2018 12:50:00.000,1.15368,1.15374,1.15345,1.15358,1037.84 +03.10.2018 12:55:00.000,1.15358,1.15382,1.15280,1.15293,1430.4 +03.10.2018 13:00:00.000,1.15294,1.15324,1.15280,1.15309,1008.28 +03.10.2018 13:05:00.000,1.15308,1.15339,1.15301,1.15329,683.33 +03.10.2018 13:10:00.000,1.15329,1.15360,1.15328,1.15341,649.22 +03.10.2018 13:15:00.000,1.15340,1.15344,1.15319,1.15323,841.75 +03.10.2018 13:20:00.000,1.15324,1.15326,1.15290,1.15301,1033.35 +03.10.2018 13:25:00.000,1.15300,1.15357,1.15293,1.15353,949.1999999999999 +03.10.2018 13:30:00.000,1.15352,1.15380,1.15298,1.15374,1331.92 +03.10.2018 13:35:00.000,1.15374,1.15387,1.15352,1.15361,1209.98 +03.10.2018 13:40:00.000,1.15361,1.15366,1.15332,1.15347,1378.85 +03.10.2018 13:45:00.000,1.15346,1.15347,1.15276,1.15322,1459.2 +03.10.2018 13:50:00.000,1.15323,1.15350,1.15291,1.15347,1314.97 +03.10.2018 13:55:00.000,1.15347,1.15404,1.15345,1.15384,1413.33 +03.10.2018 14:00:00.000,1.15330,1.15389,1.15259,1.15313,2072.84 +03.10.2018 14:05:00.000,1.15314,1.15455,1.15295,1.15454,1837.45 +03.10.2018 14:10:00.000,1.15456,1.15467,1.15403,1.15422,1499.79 +03.10.2018 14:15:00.000,1.15422,1.15428,1.15371,1.15374,1258.9099999999999 +03.10.2018 14:20:00.000,1.15373,1.15419,1.15369,1.15379,1187.3200000000002 +03.10.2018 14:25:00.000,1.15381,1.15399,1.15331,1.15359,1344.2 +03.10.2018 14:30:00.000,1.15358,1.15363,1.15302,1.15361,1298.32 +03.10.2018 14:35:00.000,1.15363,1.15368,1.15317,1.15340,1066.15 +03.10.2018 14:40:00.000,1.15338,1.15338,1.15155,1.15280,2029.8600000000001 +03.10.2018 14:45:00.000,1.15280,1.15400,1.15278,1.15370,1719.74 +03.10.2018 14:50:00.000,1.15372,1.15417,1.15352,1.15391,1439.01 +03.10.2018 14:55:00.000,1.15389,1.15434,1.15355,1.15370,1647.1599999999999 +03.10.2018 15:00:00.000,1.15373,1.15392,1.15340,1.15343,1347.84 +03.10.2018 15:05:00.000,1.15345,1.15376,1.15332,1.15336,1133.37 +03.10.2018 15:10:00.000,1.15337,1.15373,1.15330,1.15331,795.86 +03.10.2018 15:15:00.000,1.15329,1.15329,1.15281,1.15285,1099.3 +03.10.2018 15:20:00.000,1.15285,1.15321,1.15275,1.15310,1256.4299999999998 +03.10.2018 15:25:00.000,1.15309,1.15313,1.15243,1.15255,1245.9499999999998 +03.10.2018 15:30:00.000,1.15255,1.15278,1.15240,1.15241,1181.74 +03.10.2018 15:35:00.000,1.15240,1.15241,1.15173,1.15184,1393.4199999999998 +03.10.2018 15:40:00.000,1.15184,1.15221,1.15184,1.15216,1136.33 +03.10.2018 15:45:00.000,1.15217,1.15251,1.15212,1.15217,957.39 +03.10.2018 15:50:00.000,1.15217,1.15232,1.15207,1.15226,906.35 +03.10.2018 15:55:00.000,1.15226,1.15258,1.15216,1.15240,779.1800000000001 +03.10.2018 16:00:00.000,1.15240,1.15283,1.15233,1.15267,740.1299999999999 +03.10.2018 16:05:00.000,1.15266,1.15267,1.15223,1.15225,773.26 +03.10.2018 16:10:00.000,1.15226,1.15269,1.15219,1.15256,874.6899999999999 +03.10.2018 16:15:00.000,1.15256,1.15265,1.15225,1.15226,797.9 +03.10.2018 16:20:00.000,1.15226,1.15241,1.15206,1.15212,803.4300000000001 +03.10.2018 16:25:00.000,1.15211,1.15266,1.15210,1.15266,751.6 +03.10.2018 16:30:00.000,1.15266,1.15270,1.15206,1.15210,809.6099999999999 +03.10.2018 16:35:00.000,1.15209,1.15210,1.15181,1.15183,1050.03 +03.10.2018 16:40:00.000,1.15181,1.15235,1.15179,1.15220,843.3 +03.10.2018 16:45:00.000,1.15220,1.15228,1.15200,1.15218,874.18 +03.10.2018 16:50:00.000,1.15218,1.15235,1.15209,1.15230,1091.0500000000002 +03.10.2018 16:55:00.000,1.15230,1.15237,1.15123,1.15146,1167.59 +03.10.2018 17:00:00.000,1.15147,1.15168,1.15093,1.15165,1161.33 +03.10.2018 17:05:00.000,1.15164,1.15245,1.15135,1.15168,1534.72 +03.10.2018 17:10:00.000,1.15168,1.15180,1.15103,1.15157,1046.92 +03.10.2018 17:15:00.000,1.15157,1.15169,1.15107,1.15145,1098.97 +03.10.2018 17:20:00.000,1.15145,1.15215,1.15135,1.15213,832.28 +03.10.2018 17:25:00.000,1.15213,1.15225,1.15194,1.15219,601.36 +03.10.2018 17:30:00.000,1.15219,1.15239,1.15203,1.15239,929.6100000000001 +03.10.2018 17:35:00.000,1.15239,1.15253,1.15229,1.15239,916.97 +03.10.2018 17:40:00.000,1.15240,1.15250,1.15223,1.15244,938.2300000000001 +03.10.2018 17:45:00.000,1.15244,1.15250,1.15228,1.15230,711.1999999999999 +03.10.2018 17:50:00.000,1.15230,1.15245,1.15176,1.15213,842.27 +03.10.2018 17:55:00.000,1.15213,1.15223,1.15192,1.15192,763.67 +03.10.2018 18:00:00.000,1.15192,1.15208,1.15172,1.15183,849.1 +03.10.2018 18:05:00.000,1.15181,1.15182,1.15142,1.15148,804.67 +03.10.2018 18:10:00.000,1.15148,1.15185,1.15142,1.15184,657.11 +03.10.2018 18:15:00.000,1.15184,1.15199,1.15184,1.15189,651.3600000000001 +03.10.2018 18:20:00.000,1.15190,1.15211,1.15153,1.15154,669.32 +03.10.2018 18:25:00.000,1.15155,1.15161,1.15130,1.15142,865.21 +03.10.2018 18:30:00.000,1.15142,1.15159,1.15124,1.15157,758.79 +03.10.2018 18:35:00.000,1.15153,1.15187,1.15132,1.15174,958.02 +03.10.2018 18:40:00.000,1.15173,1.15174,1.15132,1.15140,813.5699999999999 +03.10.2018 18:45:00.000,1.15140,1.15160,1.15131,1.15136,946.4300000000001 +03.10.2018 18:50:00.000,1.15134,1.15156,1.15126,1.15150,767.6299999999999 +03.10.2018 18:55:00.000,1.15153,1.15190,1.15153,1.15169,741.06 +03.10.2018 19:00:00.000,1.15170,1.15176,1.15119,1.15124,833.8399999999999 +03.10.2018 19:05:00.000,1.15123,1.15125,1.15100,1.15111,800.66 +03.10.2018 19:10:00.000,1.15112,1.15114,1.15092,1.15111,683.3 +03.10.2018 19:15:00.000,1.15111,1.15158,1.15102,1.15155,717.8999999999999 +03.10.2018 19:20:00.000,1.15156,1.15157,1.15128,1.15156,447.18 +03.10.2018 19:25:00.000,1.15157,1.15166,1.15139,1.15147,534.6899999999999 +03.10.2018 19:30:00.000,1.15147,1.15159,1.15138,1.15150,448.82 +03.10.2018 19:35:00.000,1.15150,1.15167,1.15144,1.15161,534.61 +03.10.2018 19:40:00.000,1.15161,1.15161,1.15136,1.15141,275.57 +03.10.2018 19:45:00.000,1.15140,1.15157,1.15132,1.15152,586.1800000000001 +03.10.2018 19:50:00.000,1.15152,1.15157,1.15132,1.15152,572.26 +03.10.2018 19:55:00.000,1.15152,1.15155,1.15134,1.15146,540.03 +03.10.2018 20:00:00.000,1.15146,1.15147,1.15131,1.15141,388.45000000000005 +03.10.2018 20:05:00.000,1.15140,1.15154,1.15129,1.15152,322.59 +03.10.2018 20:10:00.000,1.15152,1.15163,1.15151,1.15161,551.55 +03.10.2018 20:15:00.000,1.15161,1.15161,1.15131,1.15133,319.64 +03.10.2018 20:20:00.000,1.15134,1.15135,1.15024,1.15054,893.58 +03.10.2018 20:25:00.000,1.15054,1.15057,1.15000,1.15045,846.31 +03.10.2018 20:30:00.000,1.15045,1.15053,1.14995,1.15016,723.66 +03.10.2018 20:35:00.000,1.15016,1.15028,1.14826,1.14871,7649.3799 +03.10.2018 20:40:00.000,1.14872,1.14926,1.14847,1.14901,1057.1699999999998 +03.10.2018 20:45:00.000,1.14902,1.14905,1.14777,1.14778,873.45 +03.10.2018 20:50:00.000,1.14777,1.14806,1.14645,1.14759,1465.6899999999998 +03.10.2018 20:55:00.000,1.14761,1.14798,1.14750,1.14766,1073.9499999999998 +03.10.2018 21:00:00.000,1.14762,1.14817,1.14715,1.14804,252.65999999999997 +03.10.2018 21:05:00.000,1.14803,1.14941,1.14775,1.14800,738.4599999999999 +03.10.2018 21:10:00.000,1.14801,1.14803,1.14711,1.14721,623.8100000000001 +03.10.2018 21:15:00.000,1.14721,1.14743,1.14691,1.14732,533.35 +03.10.2018 21:20:00.000,1.14732,1.14762,1.14708,1.14752,587.37 +03.10.2018 21:25:00.000,1.14753,1.14762,1.14727,1.14728,133.44 +03.10.2018 21:30:00.000,1.14727,1.14769,1.14722,1.14767,213.16 +03.10.2018 21:35:00.000,1.14767,1.14784,1.14758,1.14777,381.96000000000004 +03.10.2018 21:40:00.000,1.14778,1.14796,1.14774,1.14796,230.61999999999998 +03.10.2018 21:45:00.000,1.14795,1.14826,1.14791,1.14793,390.53999999999996 +03.10.2018 21:50:00.000,1.14793,1.14827,1.14793,1.14824,293.20000000000005 +03.10.2018 21:55:00.000,1.14825,1.14833,1.14798,1.14813,416.40999999999997 +03.10.2018 22:00:00.000,1.14810,1.14860,1.14808,1.14839,444.17 +03.10.2018 22:05:00.000,1.14838,1.14840,1.14818,1.14823,525.85 +03.10.2018 22:10:00.000,1.14824,1.14842,1.14821,1.14839,296.38 +03.10.2018 22:15:00.000,1.14838,1.14859,1.14832,1.14859,306.74 +03.10.2018 22:20:00.000,1.14858,1.14865,1.14854,1.14855,169.99 +03.10.2018 22:25:00.000,1.14855,1.14855,1.14813,1.14823,308.83000000000004 +03.10.2018 22:30:00.000,1.14823,1.14840,1.14823,1.14838,242.58 +03.10.2018 22:35:00.000,1.14837,1.14861,1.14837,1.14853,303.50999999999993 +03.10.2018 22:40:00.000,1.14854,1.14865,1.14844,1.14865,183.35 +03.10.2018 22:45:00.000,1.14865,1.14875,1.14851,1.14859,200.2 +03.10.2018 22:50:00.000,1.14859,1.14873,1.14858,1.14864,135.17000000000002 +03.10.2018 22:55:00.000,1.14864,1.14869,1.14835,1.14836,469.46000000000004 +03.10.2018 23:00:00.000,1.14839,1.14852,1.14821,1.14837,309.47 +03.10.2018 23:05:00.000,1.14835,1.14835,1.14816,1.14825,420.24 +03.10.2018 23:10:00.000,1.14826,1.14838,1.14800,1.14808,382.98 +03.10.2018 23:15:00.000,1.14808,1.14816,1.14760,1.14770,607.45 +03.10.2018 23:20:00.000,1.14771,1.14772,1.14757,1.14767,314.53999999999996 +03.10.2018 23:25:00.000,1.14768,1.14799,1.14768,1.14798,307.34000000000003 +03.10.2018 23:30:00.000,1.14798,1.14799,1.14784,1.14787,303.65 +03.10.2018 23:35:00.000,1.14786,1.14788,1.14771,1.14772,243.84999999999997 +03.10.2018 23:40:00.000,1.14771,1.14781,1.14762,1.14768,198.2 +03.10.2018 23:45:00.000,1.14767,1.14767,1.14736,1.14747,229.84 +03.10.2018 23:50:00.000,1.14747,1.14757,1.14747,1.14752,312.43 +03.10.2018 23:55:00.000,1.14751,1.14764,1.14751,1.14764,356.11 +04.10.2018 00:00:00.000,1.14765,1.14804,1.14756,1.14787,574.04 +04.10.2018 00:05:00.000,1.14785,1.14797,1.14759,1.14794,687.16 +04.10.2018 00:10:00.000,1.14794,1.14799,1.14776,1.14780,619.52 +04.10.2018 00:15:00.000,1.14779,1.14782,1.14765,1.14767,613.63 +04.10.2018 00:20:00.000,1.14768,1.14779,1.14749,1.14764,810.55 +04.10.2018 00:25:00.000,1.14767,1.14777,1.14756,1.14772,798.24 +04.10.2018 00:30:00.000,1.14772,1.14775,1.14729,1.14736,703.87 +04.10.2018 00:35:00.000,1.14739,1.14758,1.14722,1.14752,752.95 +04.10.2018 00:40:00.000,1.14751,1.14771,1.14751,1.14770,559.77 +04.10.2018 00:45:00.000,1.14768,1.14773,1.14737,1.14738,708.03 +04.10.2018 00:50:00.000,1.14738,1.14757,1.14735,1.14757,502.29 +04.10.2018 00:55:00.000,1.14759,1.14769,1.14750,1.14768,432.19 +04.10.2018 01:00:00.000,1.14768,1.14770,1.14741,1.14743,683.25 +04.10.2018 01:05:00.000,1.14743,1.14744,1.14728,1.14733,459.3399999999999 +04.10.2018 01:10:00.000,1.14731,1.14747,1.14727,1.14733,325.57000000000005 +04.10.2018 01:15:00.000,1.14733,1.14745,1.14716,1.14721,475.41 +04.10.2018 01:20:00.000,1.14721,1.14727,1.14712,1.14713,386.6 +04.10.2018 01:25:00.000,1.14712,1.14712,1.14653,1.14668,505.18 +04.10.2018 01:30:00.000,1.14669,1.14689,1.14664,1.14672,459.48 +04.10.2018 01:35:00.000,1.14673,1.14716,1.14663,1.14708,573.84 +04.10.2018 01:40:00.000,1.14708,1.14739,1.14705,1.14726,467.55 +04.10.2018 01:45:00.000,1.14726,1.14749,1.14708,1.14743,572.09 +04.10.2018 01:50:00.000,1.14741,1.14752,1.14718,1.14751,605.1200000000001 +04.10.2018 01:55:00.000,1.14751,1.14751,1.14708,1.14723,465.87000000000006 +04.10.2018 02:00:00.000,1.14723,1.14741,1.14703,1.14738,471.72999999999996 +04.10.2018 02:05:00.000,1.14739,1.14753,1.14724,1.14751,438.71999999999997 +04.10.2018 02:10:00.000,1.14752,1.14771,1.14729,1.14732,384.09000000000003 +04.10.2018 02:15:00.000,1.14732,1.14736,1.14719,1.14720,406.69000000000005 +04.10.2018 02:20:00.000,1.14720,1.14732,1.14711,1.14728,306.24 +04.10.2018 02:25:00.000,1.14728,1.14740,1.14726,1.14736,231.03 +04.10.2018 02:30:00.000,1.14735,1.14735,1.14704,1.14704,508.8 +04.10.2018 02:35:00.000,1.14704,1.14707,1.14678,1.14694,429.94 +04.10.2018 02:40:00.000,1.14694,1.14694,1.14679,1.14681,298.88 +04.10.2018 02:45:00.000,1.14680,1.14681,1.14655,1.14680,436.59999999999997 +04.10.2018 02:50:00.000,1.14680,1.14707,1.14677,1.14686,359.59 +04.10.2018 02:55:00.000,1.14688,1.14712,1.14688,1.14709,316.55 +04.10.2018 03:00:00.000,1.14709,1.14722,1.14674,1.14675,441.89 +04.10.2018 03:05:00.000,1.14675,1.14687,1.14672,1.14685,492.94 +04.10.2018 03:10:00.000,1.14687,1.14693,1.14685,1.14689,250.57000000000002 +04.10.2018 03:15:00.000,1.14688,1.14700,1.14685,1.14699,326.18000000000006 +04.10.2018 03:20:00.000,1.14698,1.14732,1.14695,1.14727,369.86 +04.10.2018 03:25:00.000,1.14728,1.14728,1.14706,1.14718,275.5 +04.10.2018 03:30:00.000,1.14717,1.14730,1.14711,1.14726,355.28000000000003 +04.10.2018 03:35:00.000,1.14726,1.14726,1.14681,1.14695,477.54 +04.10.2018 03:40:00.000,1.14695,1.14717,1.14695,1.14715,317.01 +04.10.2018 03:45:00.000,1.14716,1.14716,1.14697,1.14704,264.12 +04.10.2018 03:50:00.000,1.14704,1.14709,1.14697,1.14701,279.98 +04.10.2018 03:55:00.000,1.14703,1.14725,1.14691,1.14725,292.13 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05:10:00.000,1.14714,1.14748,1.14699,1.14728,773.2199999999999 +04.10.2018 05:15:00.000,1.14729,1.14735,1.14709,1.14725,523.32 +04.10.2018 05:20:00.000,1.14726,1.14752,1.14724,1.14745,697.08 +04.10.2018 05:25:00.000,1.14745,1.14746,1.14688,1.14721,767.45 +04.10.2018 05:30:00.000,1.14720,1.14722,1.14698,1.14720,627.3 +04.10.2018 05:35:00.000,1.14718,1.14743,1.14717,1.14730,474.33 +04.10.2018 05:40:00.000,1.14730,1.14769,1.14727,1.14760,694.11 +04.10.2018 05:45:00.000,1.14759,1.14765,1.14741,1.14751,582.14 +04.10.2018 05:50:00.000,1.14751,1.14774,1.14750,1.14769,527.8100000000001 +04.10.2018 05:55:00.000,1.14769,1.14781,1.14735,1.14735,596.77 +04.10.2018 06:00:00.000,1.14736,1.14738,1.14671,1.14695,1045.99 +04.10.2018 06:05:00.000,1.14695,1.14755,1.14670,1.14750,1065.44 +04.10.2018 06:10:00.000,1.14750,1.14805,1.14724,1.14796,1196.31 +04.10.2018 06:15:00.000,1.14797,1.14810,1.14764,1.14803,1038.3 +04.10.2018 06:20:00.000,1.14803,1.14809,1.14746,1.14753,1162.9900000000002 +04.10.2018 06:25:00.000,1.14753,1.14809,1.14743,1.14793,1326.64 +04.10.2018 06:30:00.000,1.14792,1.14825,1.14779,1.14809,1292.59 +04.10.2018 06:35:00.000,1.14810,1.14864,1.14808,1.14843,1187.5 +04.10.2018 06:40:00.000,1.14844,1.14845,1.14816,1.14824,995.49 +04.10.2018 06:45:00.000,1.14823,1.14865,1.14822,1.14860,837.78 +04.10.2018 06:50:00.000,1.14860,1.14871,1.14819,1.14821,1234.4299999999998 +04.10.2018 06:55:00.000,1.14821,1.14822,1.14749,1.14763,1459.86 +04.10.2018 07:00:00.000,1.14762,1.14863,1.14761,1.14837,1385.1 +04.10.2018 07:05:00.000,1.14836,1.14845,1.14782,1.14801,1102.01 +04.10.2018 07:10:00.000,1.14801,1.14812,1.14772,1.14781,1179.06 +04.10.2018 07:15:00.000,1.14783,1.14830,1.14773,1.14796,1223.4099999999999 +04.10.2018 07:20:00.000,1.14795,1.14848,1.14750,1.14832,1331.3799999999999 +04.10.2018 07:25:00.000,1.14830,1.14861,1.14793,1.14805,1138.9 +04.10.2018 07:30:00.000,1.14804,1.14807,1.14750,1.14785,1464.27 +04.10.2018 07:35:00.000,1.14784,1.14907,1.14777,1.14904,1237.71 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08:50:00.000,1.14849,1.14912,1.14846,1.14912,1097.63 +04.10.2018 08:55:00.000,1.14911,1.14911,1.14850,1.14864,1178.29 +04.10.2018 09:00:00.000,1.14864,1.14957,1.14864,1.14941,1350.03 +04.10.2018 09:05:00.000,1.14941,1.14970,1.14927,1.14963,992.2199999999999 +04.10.2018 09:10:00.000,1.14964,1.14986,1.14946,1.14962,1193.07 +04.10.2018 09:15:00.000,1.14962,1.15026,1.14955,1.15015,1217.29 +04.10.2018 09:20:00.000,1.15015,1.15025,1.14957,1.14975,1178.95 +04.10.2018 09:25:00.000,1.14975,1.14978,1.14935,1.14950,1334.0499999999997 +04.10.2018 09:30:00.000,1.14953,1.14971,1.14945,1.14961,1073.4499999999998 +04.10.2018 09:35:00.000,1.14962,1.14981,1.14932,1.14961,1051.51 +04.10.2018 09:40:00.000,1.14960,1.14984,1.14924,1.14980,902.6700000000001 +04.10.2018 09:45:00.000,1.14980,1.15055,1.14969,1.15003,1589.5600000000002 +04.10.2018 09:50:00.000,1.15004,1.15025,1.14988,1.14994,993.73 +04.10.2018 09:55:00.000,1.14992,1.14994,1.14951,1.14962,1129.08 +04.10.2018 10:00:00.000,1.14963,1.15008,1.14950,1.15007,912.28 +04.10.2018 10:05:00.000,1.15008,1.15042,1.15001,1.15026,1116.55 +04.10.2018 10:10:00.000,1.15028,1.15035,1.14985,1.14995,911.18 +04.10.2018 10:15:00.000,1.14994,1.15015,1.14973,1.14978,754.01 +04.10.2018 10:20:00.000,1.14978,1.14989,1.14951,1.14957,1009.4800000000001 +04.10.2018 10:25:00.000,1.14956,1.14998,1.14952,1.14992,912.6600000000001 +04.10.2018 10:30:00.000,1.14992,1.14993,1.14949,1.14969,994.31 +04.10.2018 10:35:00.000,1.14967,1.14988,1.14964,1.14977,755.26 +04.10.2018 10:40:00.000,1.14977,1.14978,1.14948,1.14953,913.47 +04.10.2018 10:45:00.000,1.14954,1.14976,1.14946,1.14970,973.62 +04.10.2018 10:50:00.000,1.14971,1.15000,1.14971,1.14977,997.25 +04.10.2018 10:55:00.000,1.14977,1.15005,1.14974,1.14995,1030.96 +04.10.2018 11:00:00.000,1.14995,1.15004,1.14961,1.14988,1242.05 +04.10.2018 11:05:00.000,1.14989,1.14997,1.14967,1.14968,815.5 +04.10.2018 11:10:00.000,1.14968,1.14999,1.14962,1.14981,785.2 +04.10.2018 11:15:00.000,1.14980,1.15026,1.14967,1.14982,915.0799999999999 +04.10.2018 11:20:00.000,1.14982,1.15076,1.14965,1.15071,954.6399999999999 +04.10.2018 11:25:00.000,1.15071,1.15071,1.15025,1.15028,964.15 +04.10.2018 11:30:00.000,1.15027,1.15035,1.14993,1.15014,1064.51 +04.10.2018 11:35:00.000,1.15014,1.15034,1.14989,1.14998,822.26 +04.10.2018 11:40:00.000,1.14998,1.15051,1.14974,1.15042,845.32 +04.10.2018 11:45:00.000,1.15041,1.15059,1.15029,1.15058,841.87 +04.10.2018 11:50:00.000,1.15058,1.15097,1.15050,1.15067,1424.17 +04.10.2018 11:55:00.000,1.15067,1.15081,1.15043,1.15044,1341.32 +04.10.2018 12:00:00.000,1.15044,1.15057,1.15010,1.15027,1431.96 +04.10.2018 12:05:00.000,1.15027,1.15056,1.15022,1.15039,972.88 +04.10.2018 12:10:00.000,1.15039,1.15064,1.15010,1.15010,898.5600000000001 +04.10.2018 12:15:00.000,1.15012,1.15039,1.15006,1.15035,990.2900000000001 +04.10.2018 12:20:00.000,1.15037,1.15037,1.14949,1.14967,1151.11 +04.10.2018 12:25:00.000,1.14967,1.14986,1.14946,1.14973,1063.0900000000001 +04.10.2018 12:30:00.000,1.14973,1.15014,1.14957,1.14989,1103.49 +04.10.2018 12:35:00.000,1.14988,1.15053,1.14982,1.15042,1267.7399999999998 +04.10.2018 12:40:00.000,1.15040,1.15147,1.15014,1.15130,1422.02 +04.10.2018 12:45:00.000,1.15130,1.15153,1.15092,1.15113,1031.35 +04.10.2018 12:50:00.000,1.15113,1.15154,1.15110,1.15111,931.87 +04.10.2018 12:55:00.000,1.15111,1.15137,1.15064,1.15083,1200.5 +04.10.2018 13:00:00.000,1.15082,1.15143,1.15077,1.15138,1191.52 +04.10.2018 13:05:00.000,1.15142,1.15180,1.15098,1.15134,1759.9699999999998 +04.10.2018 13:10:00.000,1.15132,1.15162,1.15095,1.15144,1522.15 +04.10.2018 13:15:00.000,1.15144,1.15144,1.15111,1.15129,1256.7199999999998 +04.10.2018 13:20:00.000,1.15129,1.15129,1.15093,1.15127,978.37 +04.10.2018 13:25:00.000,1.15127,1.15268,1.15127,1.15258,1513.07 +04.10.2018 13:30:00.000,1.15259,1.15268,1.15191,1.15204,1772.6699999999998 +04.10.2018 13:35:00.000,1.15205,1.15242,1.15199,1.15214,1347.02 +04.10.2018 13:40:00.000,1.15212,1.15212,1.15172,1.15186,1216.34 +04.10.2018 13:45:00.000,1.15184,1.15233,1.15173,1.15208,1069.19 +04.10.2018 13:50:00.000,1.15208,1.15234,1.15145,1.15180,1384.8200000000002 +04.10.2018 13:55:00.000,1.15181,1.15192,1.15142,1.15177,1169.6599999999999 +04.10.2018 14:00:00.000,1.15175,1.15216,1.15142,1.15205,1311.5599999999997 +04.10.2018 14:05:00.000,1.15205,1.15263,1.15192,1.15194,1515.7600000000002 +04.10.2018 14:10:00.000,1.15194,1.15226,1.15183,1.15199,1641.7199999999998 +04.10.2018 14:15:00.000,1.15199,1.15226,1.15183,1.15193,1433.8600000000001 +04.10.2018 14:20:00.000,1.15193,1.15426,1.15187,1.15415,1517.73 +04.10.2018 14:25:00.000,1.15419,1.15423,1.15318,1.15335,1644.12 +04.10.2018 14:30:00.000,1.15336,1.15336,1.15286,1.15295,1498.21 +04.10.2018 14:35:00.000,1.15290,1.15312,1.15280,1.15281,1248.78 +04.10.2018 14:40:00.000,1.15280,1.15286,1.15256,1.15275,1406.2600000000002 +04.10.2018 14:45:00.000,1.15276,1.15296,1.15237,1.15281,1458.65 +04.10.2018 14:50:00.000,1.15277,1.15298,1.15225,1.15237,1374.35 +04.10.2018 14:55:00.000,1.15238,1.15238,1.15179,1.15225,1605.32 +04.10.2018 15:00:00.000,1.15225,1.15252,1.15195,1.15237,1497.81 +04.10.2018 15:05:00.000,1.15237,1.15246,1.15186,1.15201,1324.8 +04.10.2018 15:10:00.000,1.15204,1.15216,1.15182,1.15193,1156.17 +04.10.2018 15:15:00.000,1.15194,1.15209,1.15170,1.15190,1300.6 +04.10.2018 15:20:00.000,1.15188,1.15196,1.15130,1.15155,1530.73 +04.10.2018 15:25:00.000,1.15155,1.15161,1.15115,1.15155,1216.63 +04.10.2018 15:30:00.000,1.15156,1.15176,1.15134,1.15161,1138.16 +04.10.2018 15:35:00.000,1.15161,1.15173,1.15118,1.15146,1019.2900000000001 +04.10.2018 15:40:00.000,1.15146,1.15164,1.15100,1.15105,1350.77 +04.10.2018 15:45:00.000,1.15104,1.15118,1.15068,1.15088,1239.81 +04.10.2018 15:50:00.000,1.15087,1.15103,1.15061,1.15093,1152.83 +04.10.2018 15:55:00.000,1.15097,1.15107,1.15043,1.15051,1048.9 +04.10.2018 16:00:00.000,1.15054,1.15093,1.15039,1.15089,1113.86 +04.10.2018 16:05:00.000,1.15089,1.15094,1.15056,1.15070,1120.09 +04.10.2018 16:10:00.000,1.15070,1.15075,1.15011,1.15047,1194.9 +04.10.2018 16:15:00.000,1.15046,1.15047,1.14989,1.15035,1191.21 +04.10.2018 16:20:00.000,1.15039,1.15065,1.15032,1.15056,1269.75 +04.10.2018 16:25:00.000,1.15056,1.15057,1.15006,1.15046,1040.68 +04.10.2018 16:30:00.000,1.15046,1.15087,1.15035,1.15055,1261.34 +04.10.2018 16:35:00.000,1.15055,1.15062,1.15007,1.15056,1071.76 +04.10.2018 16:40:00.000,1.15056,1.15087,1.15050,1.15084,699.99 +04.10.2018 16:45:00.000,1.15082,1.15087,1.15050,1.15057,616.4200000000001 +04.10.2018 16:50:00.000,1.15056,1.15062,1.15006,1.15012,825.53 +04.10.2018 16:55:00.000,1.15011,1.15054,1.15007,1.15040,909.8399999999999 +04.10.2018 17:00:00.000,1.15042,1.15053,1.14945,1.14956,1119.5 +04.10.2018 17:05:00.000,1.14956,1.14962,1.14926,1.14947,1374.5400000000002 +04.10.2018 17:10:00.000,1.14946,1.14963,1.14941,1.14956,900.14 +04.10.2018 17:15:00.000,1.14956,1.14979,1.14946,1.14952,647.4 +04.10.2018 17:20:00.000,1.14952,1.14973,1.14947,1.14957,843.39 +04.10.2018 17:25:00.000,1.14953,1.15000,1.14953,1.15000,839.46 +04.10.2018 17:30:00.000,1.14999,1.15027,1.14999,1.15026,806.18 +04.10.2018 17:35:00.000,1.15028,1.15071,1.15021,1.15061,757.37 +04.10.2018 17:40:00.000,1.15062,1.15073,1.15051,1.15072,675.9399999999999 +04.10.2018 17:45:00.000,1.15072,1.15084,1.15048,1.15056,1038.61 +04.10.2018 17:50:00.000,1.15056,1.15074,1.15047,1.15054,1058.46 +04.10.2018 17:55:00.000,1.15055,1.15085,1.15043,1.15084,557.78 +04.10.2018 18:00:00.000,1.15084,1.15086,1.15034,1.15063,907.98 +04.10.2018 18:05:00.000,1.15062,1.15062,1.15045,1.15056,549.35 +04.10.2018 18:10:00.000,1.15056,1.15069,1.15047,1.15066,608.52 +04.10.2018 18:15:00.000,1.15066,1.15066,1.15020,1.15031,691.8000000000001 +04.10.2018 18:20:00.000,1.15033,1.15069,1.15020,1.15050,874.0699999999999 +04.10.2018 18:25:00.000,1.15049,1.15054,1.15023,1.15048,688.8399999999999 +04.10.2018 18:30:00.000,1.15050,1.15050,1.15022,1.15025,578.2 +04.10.2018 18:35:00.000,1.15023,1.15086,1.15012,1.15074,862.19 +04.10.2018 18:40:00.000,1.15073,1.15086,1.15047,1.15079,797.87 +04.10.2018 18:45:00.000,1.15076,1.15118,1.15073,1.15108,986.7199999999999 +04.10.2018 18:50:00.000,1.15108,1.15144,1.15105,1.15144,836 +04.10.2018 18:55:00.000,1.15142,1.15152,1.15133,1.15147,960.6899999999998 +04.10.2018 19:00:00.000,1.15145,1.15145,1.15098,1.15117,623.61 +04.10.2018 19:05:00.000,1.15116,1.15141,1.15113,1.15124,618.65 +04.10.2018 19:10:00.000,1.15128,1.15130,1.15107,1.15109,447.04 +04.10.2018 19:15:00.000,1.15109,1.15134,1.15109,1.15132,580.8199999999999 +04.10.2018 19:20:00.000,1.15133,1.15133,1.15112,1.15118,643.5999999999999 +04.10.2018 19:25:00.000,1.15119,1.15128,1.15112,1.15123,525.54 +04.10.2018 19:30:00.000,1.15123,1.15130,1.15109,1.15124,540 +04.10.2018 19:35:00.000,1.15124,1.15157,1.15124,1.15155,398.15999999999997 +04.10.2018 19:40:00.000,1.15155,1.15163,1.15140,1.15160,349.94000000000005 +04.10.2018 19:45:00.000,1.15160,1.15184,1.15150,1.15178,646.6700000000001 +04.10.2018 19:50:00.000,1.15178,1.15195,1.15164,1.15170,745.23 +04.10.2018 19:55:00.000,1.15169,1.15172,1.15132,1.15133,602.03 +04.10.2018 20:00:00.000,1.15133,1.15139,1.15131,1.15131,396.30999999999995 +04.10.2018 20:05:00.000,1.15130,1.15144,1.15126,1.15143,239.32999999999998 +04.10.2018 20:10:00.000,1.15143,1.15144,1.15140,1.15142,209.18 +04.10.2018 20:15:00.000,1.15142,1.15144,1.15123,1.15123,274.5 +04.10.2018 20:20:00.000,1.15124,1.15128,1.15119,1.15124,321.08 +04.10.2018 20:25:00.000,1.15123,1.15145,1.15123,1.15143,298.81 +04.10.2018 20:30:00.000,1.15144,1.15144,1.15137,1.15139,296.42 +04.10.2018 20:35:00.000,1.15139,1.15155,1.15138,1.15154,347.34000000000003 +04.10.2018 20:40:00.000,1.15154,1.15155,1.15148,1.15154,347.65 +04.10.2018 20:45:00.000,1.15153,1.15154,1.15138,1.15148,506.19 +04.10.2018 20:50:00.000,1.15146,1.15153,1.15140,1.15142,530 +04.10.2018 20:55:00.000,1.15141,1.15145,1.15134,1.15136,362.45000000000005 +04.10.2018 21:00:00.000,1.15135,1.15166,1.15135,1.15150,41.809999999999995 +04.10.2018 21:05:00.000,1.15150,1.15158,1.15123,1.15141,153.62 +04.10.2018 21:10:00.000,1.15140,1.15154,1.15123,1.15124,161.65999999999997 +04.10.2018 21:15:00.000,1.15123,1.15142,1.15120,1.15134,195.8 +04.10.2018 21:20:00.000,1.15128,1.15135,1.15128,1.15131,89.28 +04.10.2018 21:25:00.000,1.15131,1.15159,1.15123,1.15132,185.33 +04.10.2018 21:30:00.000,1.15122,1.15134,1.15120,1.15132,226.57 +04.10.2018 21:35:00.000,1.15126,1.15132,1.15124,1.15126,222.65 +04.10.2018 21:40:00.000,1.15127,1.15133,1.15107,1.15112,657.8 +04.10.2018 21:45:00.000,1.15112,1.15132,1.15112,1.15129,240.26999999999998 +04.10.2018 21:50:00.000,1.15128,1.15141,1.15124,1.15127,408.55 +04.10.2018 21:55:00.000,1.15125,1.15146,1.15124,1.15134,508.73999999999995 +04.10.2018 22:00:00.000,1.15137,1.15141,1.15124,1.15134,199.93 +04.10.2018 22:05:00.000,1.15133,1.15139,1.15132,1.15132,180.72 +04.10.2018 22:10:00.000,1.15132,1.15152,1.15132,1.15137,171.84 +04.10.2018 22:15:00.000,1.15137,1.15139,1.15133,1.15137,197.59 +04.10.2018 22:20:00.000,1.15137,1.15153,1.15137,1.15147,252.18 +04.10.2018 22:25:00.000,1.15148,1.15158,1.15144,1.15154,273.36 +04.10.2018 22:30:00.000,1.15155,1.15159,1.15152,1.15157,223.70999999999998 +04.10.2018 22:35:00.000,1.15157,1.15164,1.15153,1.15164,163.59 +04.10.2018 22:40:00.000,1.15163,1.15173,1.15157,1.15157,369.18 +04.10.2018 22:45:00.000,1.15157,1.15158,1.15155,1.15158,122.44999999999999 +04.10.2018 22:50:00.000,1.15158,1.15166,1.15157,1.15164,217.96 +04.10.2018 22:55:00.000,1.15163,1.15165,1.15158,1.15163,144.62 +04.10.2018 23:00:00.000,1.15164,1.15165,1.15156,1.15163,252.8 +04.10.2018 23:05:00.000,1.15164,1.15174,1.15162,1.15169,353.94 +04.10.2018 23:10:00.000,1.15169,1.15178,1.15167,1.15169,366.22 +04.10.2018 23:15:00.000,1.15168,1.15174,1.15166,1.15166,223.44 +04.10.2018 23:20:00.000,1.15165,1.15166,1.15158,1.15158,247.76 +04.10.2018 23:25:00.000,1.15158,1.15174,1.15158,1.15173,236.91 +04.10.2018 23:30:00.000,1.15171,1.15171,1.15166,1.15168,146.68 +04.10.2018 23:35:00.000,1.15168,1.15168,1.15157,1.15160,273.4 +04.10.2018 23:40:00.000,1.15160,1.15162,1.15153,1.15155,172.76999999999998 +04.10.2018 23:45:00.000,1.15154,1.15157,1.15147,1.15147,187.22 +04.10.2018 23:50:00.000,1.15147,1.15169,1.15142,1.15162,392.59000000000003 +04.10.2018 23:55:00.000,1.15162,1.15179,1.15162,1.15173,350.37 +05.10.2018 00:00:00.000,1.15173,1.15173,1.15143,1.15144,619.3499999999999 +05.10.2018 00:05:00.000,1.15146,1.15171,1.15137,1.15159,700.24 +05.10.2018 00:10:00.000,1.15158,1.15180,1.15155,1.15178,734.65 +05.10.2018 00:15:00.000,1.15178,1.15196,1.15158,1.15183,622.72 +05.10.2018 00:20:00.000,1.15183,1.15196,1.15170,1.15172,515.47 +05.10.2018 00:25:00.000,1.15172,1.15181,1.15163,1.15177,430.29 +05.10.2018 00:30:00.000,1.15177,1.15194,1.15167,1.15178,598.03 +05.10.2018 00:35:00.000,1.15179,1.15179,1.15159,1.15164,498.84999999999997 +05.10.2018 00:40:00.000,1.15162,1.15169,1.15155,1.15155,410.47999999999996 +05.10.2018 00:45:00.000,1.15155,1.15156,1.15133,1.15133,444.49999999999994 +05.10.2018 00:50:00.000,1.15133,1.15135,1.15114,1.15122,484.87 +05.10.2018 00:55:00.000,1.15122,1.15140,1.15122,1.15129,632.35 +05.10.2018 01:00:00.000,1.15129,1.15151,1.15115,1.15149,677.06 +05.10.2018 01:05:00.000,1.15149,1.15151,1.15114,1.15125,439.41999999999996 +05.10.2018 01:10:00.000,1.15125,1.15143,1.15118,1.15141,507.40999999999997 +05.10.2018 01:15:00.000,1.15140,1.15154,1.15138,1.15154,551.73 +05.10.2018 01:20:00.000,1.15153,1.15174,1.15150,1.15174,448.67 +05.10.2018 01:25:00.000,1.15174,1.15174,1.15158,1.15159,546.95 +05.10.2018 01:30:00.000,1.15159,1.15182,1.15157,1.15167,818.8 +05.10.2018 01:35:00.000,1.15166,1.15179,1.15160,1.15168,678.43 +05.10.2018 01:40:00.000,1.15168,1.15168,1.15149,1.15153,607.25 +05.10.2018 01:45:00.000,1.15154,1.15161,1.15144,1.15154,489.92 +05.10.2018 01:50:00.000,1.15154,1.15165,1.15118,1.15127,708.51 +05.10.2018 01:55:00.000,1.15129,1.15133,1.15113,1.15116,626.09 +05.10.2018 02:00:00.000,1.15118,1.15119,1.15089,1.15108,709.63 +05.10.2018 02:05:00.000,1.15109,1.15118,1.15103,1.15114,434.94999999999993 +05.10.2018 02:10:00.000,1.15115,1.15130,1.15105,1.15108,406.34000000000003 +05.10.2018 02:15:00.000,1.15107,1.15115,1.15096,1.15109,478.41999999999996 +05.10.2018 02:20:00.000,1.15111,1.15131,1.15110,1.15127,378.69 +05.10.2018 02:25:00.000,1.15126,1.15126,1.15093,1.15098,555.46 +05.10.2018 02:30:00.000,1.15098,1.15115,1.15098,1.15115,481.94999999999993 +05.10.2018 02:35:00.000,1.15115,1.15115,1.15089,1.15089,535.5600000000001 +05.10.2018 02:40:00.000,1.15089,1.15108,1.15089,1.15108,473.71999999999997 +05.10.2018 02:45:00.000,1.15109,1.15115,1.15100,1.15110,534.14 +05.10.2018 02:50:00.000,1.15110,1.15111,1.15097,1.15105,210.07999999999998 +05.10.2018 02:55:00.000,1.15105,1.15105,1.15076,1.15078,604.37 +05.10.2018 03:00:00.000,1.15078,1.15091,1.15064,1.15069,373.92999999999995 +05.10.2018 03:05:00.000,1.15069,1.15071,1.15055,1.15055,435.45 +05.10.2018 03:10:00.000,1.15055,1.15063,1.15050,1.15060,505.77 +05.10.2018 03:15:00.000,1.15061,1.15079,1.15061,1.15075,286.43 +05.10.2018 03:20:00.000,1.15075,1.15091,1.15074,1.15078,404.98 +05.10.2018 03:25:00.000,1.15077,1.15086,1.15074,1.15075,267.46 +05.10.2018 03:30:00.000,1.15074,1.15085,1.15070,1.15070,358.46 +05.10.2018 03:35:00.000,1.15071,1.15079,1.15063,1.15068,397.28000000000003 +05.10.2018 03:40:00.000,1.15068,1.15075,1.15063,1.15063,371.71999999999997 +05.10.2018 03:45:00.000,1.15062,1.15074,1.15060,1.15072,366.89 +05.10.2018 03:50:00.000,1.15071,1.15076,1.15064,1.15074,257.01000000000005 +05.10.2018 03:55:00.000,1.15074,1.15075,1.15059,1.15064,355.92 +05.10.2018 04:00:00.000,1.15063,1.15064,1.15053,1.15055,280.9 +05.10.2018 04:05:00.000,1.15053,1.15067,1.15053,1.15067,280.71999999999997 +05.10.2018 04:10:00.000,1.15067,1.15084,1.15065,1.15080,213.47 +05.10.2018 04:15:00.000,1.15079,1.15080,1.15075,1.15077,271.76000000000005 +05.10.2018 04:20:00.000,1.15079,1.15079,1.15049,1.15054,312.63 +05.10.2018 04:25:00.000,1.15054,1.15062,1.15050,1.15059,301.15 +05.10.2018 04:30:00.000,1.15058,1.15061,1.15052,1.15054,155.81 +05.10.2018 04:35:00.000,1.15054,1.15071,1.15054,1.15071,170.79999999999998 +05.10.2018 04:40:00.000,1.15071,1.15116,1.15071,1.15116,483.78999999999996 +05.10.2018 04:45:00.000,1.15116,1.15118,1.15096,1.15097,456.16 +05.10.2018 04:50:00.000,1.15096,1.15116,1.15094,1.15109,401.99 +05.10.2018 04:55:00.000,1.15110,1.15110,1.15083,1.15089,358.28000000000003 +05.10.2018 05:00:00.000,1.15088,1.15100,1.15061,1.15064,578.04 +05.10.2018 05:05:00.000,1.15064,1.15068,1.15046,1.15051,470.44 +05.10.2018 05:10:00.000,1.15050,1.15061,1.15037,1.15042,484.89 +05.10.2018 05:15:00.000,1.15041,1.15055,1.15040,1.15053,332.94 +05.10.2018 05:20:00.000,1.15052,1.15056,1.15050,1.15052,303.69 +05.10.2018 05:25:00.000,1.15051,1.15053,1.15044,1.15045,277.33000000000004 +05.10.2018 05:30:00.000,1.15045,1.15046,1.15030,1.15032,435.78 +05.10.2018 05:35:00.000,1.15032,1.15047,1.15017,1.15038,466.11 +05.10.2018 05:40:00.000,1.15038,1.15040,1.15011,1.15020,718.65 +05.10.2018 05:45:00.000,1.15021,1.15031,1.15007,1.15011,553.74 +05.10.2018 05:50:00.000,1.15009,1.15016,1.14993,1.15012,521.44 +05.10.2018 05:55:00.000,1.15010,1.15013,1.14972,1.14984,517.6700000000001 +05.10.2018 06:00:00.000,1.14983,1.15042,1.14983,1.15041,695.94 +05.10.2018 06:05:00.000,1.15039,1.15053,1.15025,1.15052,591.55 +05.10.2018 06:10:00.000,1.15054,1.15065,1.15003,1.15005,917.47 +05.10.2018 06:15:00.000,1.15004,1.15036,1.14999,1.14999,785.9399999999999 +05.10.2018 06:20:00.000,1.14995,1.15065,1.14995,1.15061,943.85 +05.10.2018 06:25:00.000,1.15061,1.15090,1.15049,1.15080,1134.75 +05.10.2018 06:30:00.000,1.15079,1.15125,1.15075,1.15115,1207.3400000000001 +05.10.2018 06:35:00.000,1.15115,1.15139,1.15111,1.15136,1035.43 +05.10.2018 06:40:00.000,1.15136,1.15163,1.15102,1.15135,1192.99 +05.10.2018 06:45:00.000,1.15136,1.15154,1.15103,1.15131,1100.24 +05.10.2018 06:50:00.000,1.15133,1.15135,1.15088,1.15119,998.11 +05.10.2018 06:55:00.000,1.15119,1.15123,1.15070,1.15089,1231.19 +05.10.2018 07:00:00.000,1.15088,1.15092,1.15032,1.15050,1359.9 +05.10.2018 07:05:00.000,1.15051,1.15057,1.15033,1.15051,1144.76 +05.10.2018 07:10:00.000,1.15050,1.15068,1.15030,1.15037,1124.1399999999999 +05.10.2018 07:15:00.000,1.15037,1.15041,1.15009,1.15021,844.52 +05.10.2018 07:20:00.000,1.15020,1.15036,1.15007,1.15034,999.88 +05.10.2018 07:25:00.000,1.15033,1.15116,1.15031,1.15115,959.9300000000001 +05.10.2018 07:30:00.000,1.15115,1.15125,1.15070,1.15070,1216.31 +05.10.2018 07:35:00.000,1.15069,1.15076,1.15042,1.15071,954 +05.10.2018 07:40:00.000,1.15072,1.15104,1.15070,1.15076,917.5699999999999 +05.10.2018 07:45:00.000,1.15075,1.15133,1.15071,1.15130,971.1700000000001 +05.10.2018 07:50:00.000,1.15131,1.15163,1.15100,1.15107,1106.03 +05.10.2018 07:55:00.000,1.15105,1.15128,1.15071,1.15073,1155.6399999999999 +05.10.2018 08:00:00.000,1.15074,1.15083,1.15043,1.15046,1049.57 +05.10.2018 08:05:00.000,1.15045,1.15057,1.15011,1.15013,948.24 +05.10.2018 08:10:00.000,1.15013,1.15034,1.14992,1.15012,1077.08 +05.10.2018 08:15:00.000,1.15013,1.15055,1.15000,1.15019,1252.24 +05.10.2018 08:20:00.000,1.15020,1.15020,1.14951,1.14964,1234.37 +05.10.2018 08:25:00.000,1.14964,1.14971,1.14921,1.14954,1201.26 +05.10.2018 08:30:00.000,1.14954,1.14975,1.14913,1.14941,938.2900000000001 +05.10.2018 08:35:00.000,1.14939,1.14962,1.14935,1.14954,892.6400000000001 +05.10.2018 08:40:00.000,1.14955,1.14983,1.14943,1.14948,1025.3 +05.10.2018 08:45:00.000,1.14948,1.14959,1.14939,1.14944,855.8000000000001 +05.10.2018 08:50:00.000,1.14942,1.14960,1.14929,1.14950,735.1100000000001 +05.10.2018 08:55:00.000,1.14949,1.14971,1.14919,1.14920,1164.74 +05.10.2018 09:00:00.000,1.14920,1.14942,1.14911,1.14925,1056.8 +05.10.2018 09:05:00.000,1.14925,1.14925,1.14885,1.14898,1090.93 +05.10.2018 09:10:00.000,1.14898,1.14958,1.14897,1.14948,750.3899999999999 +05.10.2018 09:15:00.000,1.14949,1.14956,1.14928,1.14941,763.89 +05.10.2018 09:20:00.000,1.14942,1.14974,1.14941,1.14969,855.78 +05.10.2018 09:25:00.000,1.14970,1.14974,1.14924,1.14960,879.65 +05.10.2018 09:30:00.000,1.14961,1.14965,1.14918,1.14919,1099.15 +05.10.2018 09:35:00.000,1.14918,1.14939,1.14908,1.14908,829.87 +05.10.2018 09:40:00.000,1.14908,1.14927,1.14883,1.14924,1141.08 +05.10.2018 09:45:00.000,1.14924,1.14939,1.14914,1.14935,672.3 +05.10.2018 09:50:00.000,1.14934,1.14934,1.14872,1.14907,972.77 +05.10.2018 09:55:00.000,1.14907,1.14976,1.14901,1.14973,1069.48 +05.10.2018 10:00:00.000,1.14971,1.14994,1.14950,1.14978,1074.54 +05.10.2018 10:05:00.000,1.14979,1.14997,1.14951,1.14958,1086.76 +05.10.2018 10:10:00.000,1.14958,1.14977,1.14952,1.14969,952.05 +05.10.2018 10:15:00.000,1.14967,1.14967,1.14936,1.14940,887.2699999999999 +05.10.2018 10:20:00.000,1.14941,1.14957,1.14912,1.14945,1247.08 +05.10.2018 10:25:00.000,1.14946,1.14965,1.14937,1.14945,920.8100000000001 +05.10.2018 10:30:00.000,1.14946,1.14976,1.14933,1.14972,862.1200000000001 +05.10.2018 10:35:00.000,1.14972,1.14983,1.14961,1.14980,981.07 +05.10.2018 10:40:00.000,1.14980,1.14990,1.14964,1.14977,1100.67 +05.10.2018 10:45:00.000,1.14977,1.15015,1.14974,1.15007,1127.6599999999999 +05.10.2018 10:50:00.000,1.15009,1.15053,1.15003,1.15030,994.5500000000002 +05.10.2018 10:55:00.000,1.15030,1.15030,1.14974,1.14977,1042.87 +05.10.2018 11:00:00.000,1.14977,1.15016,1.14966,1.14993,972.74 +05.10.2018 11:05:00.000,1.14993,1.15003,1.14984,1.15003,725.4 +05.10.2018 11:10:00.000,1.15002,1.15040,1.14994,1.15020,1130.7200000000003 +05.10.2018 11:15:00.000,1.15019,1.15050,1.15011,1.15041,725.1 +05.10.2018 11:20:00.000,1.15043,1.15049,1.15028,1.15042,555.3 +05.10.2018 11:25:00.000,1.15043,1.15073,1.15041,1.15056,875.75 +05.10.2018 11:30:00.000,1.15056,1.15072,1.15051,1.15063,785.94 +05.10.2018 11:35:00.000,1.15064,1.15077,1.15042,1.15077,754.0999999999999 +05.10.2018 11:40:00.000,1.15077,1.15105,1.15077,1.15094,935.18 +05.10.2018 11:45:00.000,1.15093,1.15105,1.15077,1.15103,958.8000000000002 +05.10.2018 11:50:00.000,1.15103,1.15104,1.15061,1.15076,997.8800000000001 +05.10.2018 11:55:00.000,1.15077,1.15145,1.15055,1.15067,1420.53 +05.10.2018 12:00:00.000,1.15066,1.15115,1.15057,1.15112,1325.1 +05.10.2018 12:05:00.000,1.15112,1.15125,1.15051,1.15058,1201.4699999999998 +05.10.2018 12:10:00.000,1.15057,1.15067,1.15047,1.15064,1234.73 +05.10.2018 12:15:00.000,1.15063,1.15063,1.15017,1.15037,1264.13 +05.10.2018 12:20:00.000,1.15036,1.15084,1.15035,1.15055,1412.74 +05.10.2018 12:25:00.000,1.15056,1.15094,1.15045,1.15056,1093.51 +05.10.2018 12:30:00.000,1.15055,1.15309,1.15014,1.15081,3307.82 +05.10.2018 12:35:00.000,1.15083,1.15093,1.14838,1.14847,2709.33 +05.10.2018 12:40:00.000,1.14850,1.15069,1.14846,1.15054,2171.9500000000003 +05.10.2018 12:45:00.000,1.15054,1.15151,1.15049,1.15113,2121.71 +05.10.2018 12:50:00.000,1.15114,1.15276,1.15114,1.15233,2557.2200000000003 +05.10.2018 12:55:00.000,1.15235,1.15376,1.15223,1.15322,2303.11 +05.10.2018 13:00:00.000,1.15326,1.15381,1.15251,1.15290,2141.3199999999997 +05.10.2018 13:05:00.000,1.15291,1.15351,1.15234,1.15239,2011.79 +05.10.2018 13:10:00.000,1.15241,1.15307,1.15233,1.15275,1787.17 +05.10.2018 13:15:00.000,1.15276,1.15313,1.15250,1.15303,1932.5700000000002 +05.10.2018 13:20:00.000,1.15304,1.15306,1.15230,1.15276,1738.3600000000001 +05.10.2018 13:25:00.000,1.15278,1.15361,1.15260,1.15328,1853.2000000000003 +05.10.2018 13:30:00.000,1.15322,1.15374,1.15301,1.15305,1768.6100000000001 +05.10.2018 13:35:00.000,1.15305,1.15341,1.15252,1.15266,1772.8799999999999 +05.10.2018 13:40:00.000,1.15265,1.15330,1.15254,1.15316,1378.78 +05.10.2018 13:45:00.000,1.15315,1.15356,1.15289,1.15321,1485.1 +05.10.2018 13:50:00.000,1.15321,1.15495,1.15293,1.15365,1894.1599999999999 +05.10.2018 13:55:00.000,1.15364,1.15383,1.15334,1.15360,1620.92 +05.10.2018 14:00:00.000,1.15359,1.15395,1.15351,1.15358,1454.5 +05.10.2018 14:05:00.000,1.15361,1.15381,1.15293,1.15298,1688.28 +05.10.2018 14:10:00.000,1.15296,1.15308,1.15254,1.15297,1724.83 +05.10.2018 14:15:00.000,1.15297,1.15300,1.15242,1.15251,1311.3300000000002 +05.10.2018 14:20:00.000,1.15251,1.15266,1.15240,1.15244,1096.86 +05.10.2018 14:25:00.000,1.15245,1.15266,1.15232,1.15259,1084.47 +05.10.2018 14:30:00.000,1.15261,1.15261,1.15190,1.15206,1481.5 +05.10.2018 14:35:00.000,1.15205,1.15206,1.15159,1.15194,1424.17 +05.10.2018 14:40:00.000,1.15196,1.15223,1.15181,1.15181,1310.9600000000003 +05.10.2018 14:45:00.000,1.15180,1.15197,1.15143,1.15191,1096.19 +05.10.2018 14:50:00.000,1.15190,1.15190,1.15102,1.15108,1489.13 +05.10.2018 14:55:00.000,1.15106,1.15369,1.15076,1.15076,2519.28 +05.10.2018 15:00:00.000,1.15076,1.15112,1.15058,1.15069,1942.85 +05.10.2018 15:05:00.000,1.15068,1.15156,1.15063,1.15150,1568.6699999999998 +05.10.2018 15:10:00.000,1.15149,1.15156,1.15096,1.15111,1212.07 +05.10.2018 15:15:00.000,1.15112,1.15138,1.15075,1.15110,1036.79 +05.10.2018 15:20:00.000,1.15110,1.15121,1.15049,1.15071,1139.93 +05.10.2018 15:25:00.000,1.15072,1.15104,1.15050,1.15104,1173.74 +05.10.2018 15:30:00.000,1.15103,1.15132,1.15091,1.15130,1085.6599999999999 +05.10.2018 15:35:00.000,1.15131,1.15146,1.15115,1.15135,1075.89 +05.10.2018 15:40:00.000,1.15136,1.15152,1.15098,1.15150,1163.94 +05.10.2018 15:45:00.000,1.15148,1.15186,1.15116,1.15116,1370.75 +05.10.2018 15:50:00.000,1.15118,1.15119,1.15070,1.15071,1256.58 +05.10.2018 15:55:00.000,1.15072,1.15080,1.14979,1.15001,1342.9099999999999 +05.10.2018 16:00:00.000,1.15003,1.15047,1.14990,1.15036,1356.4899999999998 +05.10.2018 16:05:00.000,1.15037,1.15071,1.15027,1.15068,1152.65 +05.10.2018 16:10:00.000,1.15066,1.15081,1.15041,1.15070,1041.03 +05.10.2018 16:15:00.000,1.15068,1.15112,1.15045,1.15108,821.21 +05.10.2018 16:20:00.000,1.15107,1.15116,1.15087,1.15087,773.3399999999999 +05.10.2018 16:25:00.000,1.15087,1.15113,1.15087,1.15106,905.7099999999999 +05.10.2018 16:30:00.000,1.15106,1.15118,1.15100,1.15112,853.02 +05.10.2018 16:35:00.000,1.15112,1.15127,1.15101,1.15121,797.21 +05.10.2018 16:40:00.000,1.15121,1.15136,1.15085,1.15086,1118.3500000000001 +05.10.2018 16:45:00.000,1.15086,1.15122,1.15081,1.15111,1008.12 +05.10.2018 16:50:00.000,1.15111,1.15139,1.15110,1.15119,955.88 +05.10.2018 16:55:00.000,1.15119,1.15143,1.15116,1.15132,656.0699999999999 +05.10.2018 17:00:00.000,1.15132,1.15142,1.15110,1.15125,763.81 +05.10.2018 17:05:00.000,1.15123,1.15138,1.15114,1.15129,681.5999999999999 +05.10.2018 17:10:00.000,1.15131,1.15169,1.15120,1.15167,899.11 +05.10.2018 17:15:00.000,1.15190,1.15251,1.15182,1.15200,1106.52 +05.10.2018 17:20:00.000,1.15199,1.15201,1.15155,1.15167,782.36 +05.10.2018 17:25:00.000,1.15166,1.15187,1.15146,1.15146,769.14 +05.10.2018 17:30:00.000,1.15145,1.15154,1.15135,1.15137,674.74 +05.10.2018 17:35:00.000,1.15137,1.15143,1.15117,1.15143,515.0899999999999 +05.10.2018 17:40:00.000,1.15141,1.15158,1.15138,1.15151,567.69 +05.10.2018 17:45:00.000,1.15151,1.15228,1.15148,1.15226,835.0799999999999 +05.10.2018 17:50:00.000,1.15226,1.15243,1.15213,1.15235,891.7299999999999 +05.10.2018 17:55:00.000,1.15235,1.15248,1.15208,1.15208,637.26 +05.10.2018 18:00:00.000,1.15208,1.15212,1.15190,1.15204,445.21 +05.10.2018 18:05:00.000,1.15202,1.15208,1.15161,1.15173,680.0799999999999 +05.10.2018 18:10:00.000,1.15172,1.15177,1.15161,1.15164,500.18000000000006 +05.10.2018 18:15:00.000,1.15163,1.15202,1.15161,1.15199,820.44 +05.10.2018 18:20:00.000,1.15201,1.15217,1.15184,1.15214,544.75 +05.10.2018 18:25:00.000,1.15214,1.15214,1.15186,1.15202,694.65 +05.10.2018 18:30:00.000,1.15201,1.15232,1.15201,1.15222,872.05 +05.10.2018 18:35:00.000,1.15221,1.15227,1.15207,1.15213,809.94 +05.10.2018 18:40:00.000,1.15214,1.15242,1.15196,1.15240,1194.14 +05.10.2018 18:45:00.000,1.15239,1.15241,1.15202,1.15202,892.77 +05.10.2018 18:50:00.000,1.15202,1.15247,1.15194,1.15242,1018.83 +05.10.2018 18:55:00.000,1.15240,1.15263,1.15216,1.15261,1114.22 +05.10.2018 19:00:00.000,1.15261,1.15267,1.15220,1.15262,956.5 +05.10.2018 19:05:00.000,1.15260,1.15266,1.15231,1.15263,767.61 +05.10.2018 19:10:00.000,1.15263,1.15286,1.15260,1.15276,962.24 +05.10.2018 19:15:00.000,1.15276,1.15287,1.15266,1.15276,575.76 +05.10.2018 19:20:00.000,1.15275,1.15312,1.15275,1.15285,731.49 +05.10.2018 19:25:00.000,1.15285,1.15313,1.15285,1.15305,912.3000000000001 +05.10.2018 19:30:00.000,1.15304,1.15304,1.15270,1.15272,1044.0600000000002 +05.10.2018 19:35:00.000,1.15270,1.15273,1.15251,1.15255,774.55 +05.10.2018 19:40:00.000,1.15256,1.15259,1.15234,1.15234,595.28 +05.10.2018 19:45:00.000,1.15235,1.15260,1.15188,1.15258,872.5699999999999 +05.10.2018 19:50:00.000,1.15257,1.15259,1.15224,1.15241,713.62 +05.10.2018 19:55:00.000,1.15245,1.15252,1.15215,1.15227,831.24 +05.10.2018 20:00:00.000,1.15227,1.15248,1.15227,1.15248,304.19 +05.10.2018 20:05:00.000,1.15246,1.15251,1.15234,1.15236,270.90999999999997 +05.10.2018 20:10:00.000,1.15236,1.15250,1.15209,1.15209,407.95000000000005 +05.10.2018 20:15:00.000,1.15209,1.15210,1.15179,1.15195,402.26 +05.10.2018 20:20:00.000,1.15196,1.15205,1.15189,1.15200,430.07 +05.10.2018 20:25:00.000,1.15200,1.15216,1.15200,1.15205,295.36 +05.10.2018 20:30:00.000,1.15205,1.15210,1.15190,1.15190,269.13 +05.10.2018 20:35:00.000,1.15191,1.15216,1.15190,1.15215,344.61999999999995 +05.10.2018 20:40:00.000,1.15215,1.15216,1.15180,1.15189,352.65999999999997 +05.10.2018 20:45:00.000,1.15189,1.15218,1.15189,1.15215,364.98 +05.10.2018 20:50:00.000,1.15215,1.15220,1.15194,1.15194,252.77 +05.10.2018 20:55:00.000,1.15193,1.15212,1.15173,1.15174,228.51 +07.10.2018 21:00:00.000,1.15210,1.15233,1.15210,1.15215,30.57 +07.10.2018 21:05:00.000,1.15217,1.15228,1.15206,1.15228,174.81 +07.10.2018 21:10:00.000,1.15228,1.15242,1.15226,1.15238,120.24999999999999 +07.10.2018 21:15:00.000,1.15238,1.15238,1.15231,1.15237,152.58 +07.10.2018 21:20:00.000,1.15236,1.15236,1.15231,1.15233,66.43 +07.10.2018 21:25:00.000,1.15233,1.15239,1.15232,1.15237,126.30000000000001 +07.10.2018 21:30:00.000,1.15237,1.15243,1.15235,1.15242,441.28 +07.10.2018 21:35:00.000,1.15243,1.15243,1.15235,1.15238,141 +07.10.2018 21:40:00.000,1.15237,1.15272,1.15236,1.15271,127.25 +07.10.2018 21:45:00.000,1.15271,1.15272,1.15236,1.15238,105.86 +07.10.2018 21:50:00.000,1.15239,1.15239,1.15238,1.15239,91 +07.10.2018 21:55:00.000,1.15239,1.15275,1.15197,1.15227,121.09 +07.10.2018 22:00:00.000,1.15226,1.15264,1.15226,1.15236,278.60999999999996 +07.10.2018 22:05:00.000,1.15236,1.15245,1.15236,1.15239,293.78000000000003 +07.10.2018 22:10:00.000,1.15240,1.15253,1.15234,1.15246,475.3 +07.10.2018 22:15:00.000,1.15247,1.15254,1.15239,1.15253,317.15 +07.10.2018 22:20:00.000,1.15253,1.15254,1.15250,1.15253,364.15000000000003 +07.10.2018 22:25:00.000,1.15252,1.15256,1.15251,1.15254,210.17999999999998 +07.10.2018 22:30:00.000,1.15254,1.15259,1.15246,1.15248,329.51000000000005 +07.10.2018 22:35:00.000,1.15248,1.15251,1.15234,1.15236,153.1 +07.10.2018 22:40:00.000,1.15236,1.15254,1.15236,1.15253,96.09 +07.10.2018 22:45:00.000,1.15253,1.15264,1.15253,1.15261,137.6 +07.10.2018 22:50:00.000,1.15261,1.15264,1.15250,1.15250,167.37 +07.10.2018 22:55:00.000,1.15252,1.15253,1.15238,1.15251,217.07 +07.10.2018 23:00:00.000,1.15250,1.15257,1.15239,1.15240,367.97 +07.10.2018 23:05:00.000,1.15240,1.15248,1.15230,1.15244,250.76 +07.10.2018 23:10:00.000,1.15244,1.15256,1.15244,1.15248,208.74 +07.10.2018 23:15:00.000,1.15248,1.15254,1.15244,1.15249,157.38 +07.10.2018 23:20:00.000,1.15249,1.15249,1.15220,1.15221,258.28 +07.10.2018 23:25:00.000,1.15221,1.15229,1.15215,1.15227,216.01000000000002 +07.10.2018 23:30:00.000,1.15227,1.15227,1.15199,1.15203,349.96000000000004 +07.10.2018 23:35:00.000,1.15202,1.15212,1.15199,1.15212,272.14 +07.10.2018 23:40:00.000,1.15212,1.15224,1.15209,1.15216,222.81 +07.10.2018 23:45:00.000,1.15216,1.15226,1.15216,1.15221,260.03999999999996 +07.10.2018 23:50:00.000,1.15221,1.15232,1.15220,1.15226,135.71 +07.10.2018 23:55:00.000,1.15227,1.15239,1.15220,1.15238,143.28 +08.10.2018 00:00:00.000,1.15238,1.15259,1.15227,1.15249,420.14 +08.10.2018 00:05:00.000,1.15250,1.15259,1.15233,1.15255,338.09000000000003 +08.10.2018 00:10:00.000,1.15255,1.15270,1.15250,1.15269,339.65999999999997 +08.10.2018 00:15:00.000,1.15269,1.15279,1.15263,1.15275,370.24 +08.10.2018 00:20:00.000,1.15279,1.15296,1.15272,1.15279,535.29 +08.10.2018 00:25:00.000,1.15279,1.15279,1.15245,1.15251,242.33999999999997 +08.10.2018 00:30:00.000,1.15253,1.15264,1.15242,1.15243,320.72 +08.10.2018 00:35:00.000,1.15242,1.15242,1.15209,1.15214,289.96000000000004 +08.10.2018 00:40:00.000,1.15215,1.15215,1.15200,1.15204,278.18 +08.10.2018 00:45:00.000,1.15204,1.15218,1.15198,1.15198,301.27 +08.10.2018 00:50:00.000,1.15199,1.15203,1.15178,1.15200,450.26 +08.10.2018 00:55:00.000,1.15201,1.15221,1.15200,1.15206,358.44 +08.10.2018 01:00:00.000,1.15205,1.15210,1.15161,1.15174,783.45 +08.10.2018 01:05:00.000,1.15174,1.15189,1.15168,1.15174,497.36999999999995 +08.10.2018 01:10:00.000,1.15173,1.15200,1.15169,1.15195,554.41 +08.10.2018 01:15:00.000,1.15195,1.15195,1.15178,1.15181,539.9 +08.10.2018 01:20:00.000,1.15182,1.15207,1.15180,1.15205,451.48 +08.10.2018 01:25:00.000,1.15202,1.15206,1.15189,1.15190,338.63 +08.10.2018 01:30:00.000,1.15193,1.15195,1.15151,1.15155,514.48 +08.10.2018 01:35:00.000,1.15155,1.15196,1.15149,1.15170,691.04 +08.10.2018 01:40:00.000,1.15171,1.15191,1.15171,1.15189,308.53 +08.10.2018 01:45:00.000,1.15189,1.15196,1.15185,1.15185,240.99 +08.10.2018 01:50:00.000,1.15186,1.15195,1.15185,1.15195,326.78000000000003 +08.10.2018 01:55:00.000,1.15194,1.15212,1.15194,1.15202,381.55 +08.10.2018 02:00:00.000,1.15201,1.15201,1.15171,1.15171,416.5 +08.10.2018 02:05:00.000,1.15172,1.15200,1.15168,1.15199,347 +08.10.2018 02:10:00.000,1.15199,1.15202,1.15191,1.15192,361.68 +08.10.2018 02:15:00.000,1.15192,1.15194,1.15150,1.15166,516.49 +08.10.2018 02:20:00.000,1.15166,1.15180,1.15166,1.15176,434.65000000000003 +08.10.2018 02:25:00.000,1.15176,1.15177,1.15145,1.15146,375.31 +08.10.2018 02:30:00.000,1.15148,1.15163,1.15134,1.15141,556.42 +08.10.2018 02:35:00.000,1.15141,1.15141,1.15120,1.15135,569.72 +08.10.2018 02:40:00.000,1.15135,1.15140,1.15119,1.15130,612.8499999999999 +08.10.2018 02:45:00.000,1.15129,1.15153,1.15127,1.15148,530.22 +08.10.2018 02:50:00.000,1.15148,1.15148,1.15123,1.15133,429.5799999999999 +08.10.2018 02:55:00.000,1.15133,1.15159,1.15130,1.15157,458.53000000000003 +08.10.2018 03:00:00.000,1.15157,1.15161,1.15144,1.15146,587.8499999999999 +08.10.2018 03:05:00.000,1.15145,1.15156,1.15140,1.15155,552.83 +08.10.2018 03:10:00.000,1.15155,1.15163,1.15148,1.15156,460.02 +08.10.2018 03:15:00.000,1.15155,1.15155,1.15141,1.15144,406.15000000000003 +08.10.2018 03:20:00.000,1.15145,1.15159,1.15141,1.15144,281.55 +08.10.2018 03:25:00.000,1.15144,1.15151,1.15140,1.15141,250.72 +08.10.2018 03:30:00.000,1.15141,1.15141,1.15120,1.15120,420.22999999999996 +08.10.2018 03:35:00.000,1.15121,1.15122,1.15114,1.15115,300.86 +08.10.2018 03:40:00.000,1.15115,1.15120,1.15115,1.15119,166.94 +08.10.2018 03:45:00.000,1.15119,1.15120,1.15115,1.15116,143.34 +08.10.2018 03:50:00.000,1.15115,1.15122,1.15108,1.15116,228.62 +08.10.2018 03:55:00.000,1.15115,1.15129,1.15115,1.15125,239.57999999999998 +08.10.2018 04:00:00.000,1.15124,1.15125,1.15103,1.15108,195.67000000000002 +08.10.2018 04:05:00.000,1.15111,1.15125,1.15105,1.15118,357.83 +08.10.2018 04:10:00.000,1.15118,1.15124,1.15109,1.15119,335.84 +08.10.2018 04:15:00.000,1.15118,1.15124,1.15114,1.15121,213.32999999999998 +08.10.2018 04:20:00.000,1.15121,1.15139,1.15121,1.15139,420.59 +08.10.2018 04:25:00.000,1.15139,1.15141,1.15134,1.15134,373.65 +08.10.2018 04:30:00.000,1.15134,1.15142,1.15129,1.15138,265.15999999999997 +08.10.2018 04:35:00.000,1.15138,1.15144,1.15134,1.15136,268.82 +08.10.2018 04:40:00.000,1.15136,1.15138,1.15115,1.15115,289.64 +08.10.2018 04:45:00.000,1.15116,1.15135,1.15112,1.15129,258.39 +08.10.2018 04:50:00.000,1.15128,1.15129,1.15118,1.15127,139.70999999999998 +08.10.2018 04:55:00.000,1.15128,1.15130,1.15111,1.15114,247.39 +08.10.2018 05:00:00.000,1.15114,1.15127,1.15110,1.15126,370.15999999999997 +08.10.2018 05:05:00.000,1.15126,1.15149,1.15126,1.15145,368.49 +08.10.2018 05:10:00.000,1.15147,1.15157,1.15129,1.15129,351.54999999999995 +08.10.2018 05:15:00.000,1.15129,1.15129,1.15110,1.15116,575.56 +08.10.2018 05:20:00.000,1.15115,1.15126,1.15110,1.15115,276.68 +08.10.2018 05:25:00.000,1.15116,1.15116,1.15085,1.15099,694.5 +08.10.2018 05:30:00.000,1.15099,1.15103,1.15084,1.15091,406.1700000000001 +08.10.2018 05:35:00.000,1.15091,1.15101,1.15083,1.15092,533.76 +08.10.2018 05:40:00.000,1.15092,1.15096,1.15080,1.15080,399.43999999999994 +08.10.2018 05:45:00.000,1.15081,1.15084,1.15067,1.15070,467.24 +08.10.2018 05:50:00.000,1.15072,1.15084,1.15052,1.15052,567.3 +08.10.2018 05:55:00.000,1.15053,1.15106,1.15053,1.15105,443.39000000000004 +08.10.2018 06:00:00.000,1.15105,1.15130,1.15034,1.15058,794.87 +08.10.2018 06:05:00.000,1.15058,1.15065,1.15033,1.15054,545.8199999999999 +08.10.2018 06:10:00.000,1.15054,1.15081,1.15038,1.15067,734.9100000000001 +08.10.2018 06:15:00.000,1.15067,1.15116,1.15054,1.15110,679.98 +08.10.2018 06:20:00.000,1.15109,1.15109,1.15033,1.15043,894.8100000000001 +08.10.2018 06:25:00.000,1.15043,1.15072,1.15035,1.15058,654.71 +08.10.2018 06:30:00.000,1.15058,1.15060,1.15004,1.15008,1017.96 +08.10.2018 06:35:00.000,1.15009,1.15029,1.14988,1.14990,959.9 +08.10.2018 06:40:00.000,1.14991,1.15036,1.14988,1.15029,1019.76 +08.10.2018 06:45:00.000,1.15027,1.15034,1.15008,1.15033,618.91 +08.10.2018 06:50:00.000,1.15035,1.15043,1.15031,1.15035,499.79 +08.10.2018 06:55:00.000,1.15035,1.15053,1.14980,1.14980,898.36 +08.10.2018 07:00:00.000,1.14972,1.15036,1.14963,1.15006,1114.43 +08.10.2018 07:05:00.000,1.15005,1.15040,1.14992,1.15038,1000.5999999999999 +08.10.2018 07:10:00.000,1.15037,1.15049,1.15006,1.15011,720.54 +08.10.2018 07:15:00.000,1.15010,1.15037,1.14950,1.14975,1162.53 +08.10.2018 07:20:00.000,1.14976,1.14997,1.14961,1.14990,643.1299999999999 +08.10.2018 07:25:00.000,1.14991,1.15011,1.14969,1.15005,784.96 +08.10.2018 07:30:00.000,1.15006,1.15026,1.14989,1.15025,765.3100000000001 +08.10.2018 07:35:00.000,1.15025,1.15029,1.14959,1.14974,717.1 +08.10.2018 07:40:00.000,1.14974,1.14996,1.14945,1.14945,760.28 +08.10.2018 07:45:00.000,1.14941,1.14963,1.14916,1.14949,1119.5 +08.10.2018 07:50:00.000,1.14949,1.14950,1.14910,1.14925,975.41 +08.10.2018 07:55:00.000,1.14926,1.14941,1.14895,1.14902,1035.54 +08.10.2018 08:00:00.000,1.14903,1.14918,1.14822,1.14899,1138.02 +08.10.2018 08:05:00.000,1.14898,1.14900,1.14850,1.14864,1047.21 +08.10.2018 08:10:00.000,1.14863,1.14908,1.14859,1.14896,866.7900000000001 +08.10.2018 08:15:00.000,1.14895,1.14903,1.14845,1.14876,950.3 +08.10.2018 08:20:00.000,1.14876,1.14898,1.14849,1.14849,813.0000000000001 +08.10.2018 08:25:00.000,1.14849,1.14868,1.14830,1.14850,1036.04 +08.10.2018 08:30:00.000,1.14850,1.14853,1.14750,1.14761,1281.14 +08.10.2018 08:35:00.000,1.14765,1.14855,1.14762,1.14837,1448.8400000000001 +08.10.2018 08:40:00.000,1.14834,1.14834,1.14775,1.14784,1193.9299999999998 +08.10.2018 08:45:00.000,1.14786,1.14831,1.14770,1.14816,1193.68 +08.10.2018 08:50:00.000,1.14814,1.14823,1.14759,1.14788,1247.93 +08.10.2018 08:55:00.000,1.14791,1.14819,1.14716,1.14739,1195.07 +08.10.2018 09:00:00.000,1.14739,1.14800,1.14736,1.14787,1235.6599999999999 +08.10.2018 09:05:00.000,1.14785,1.14793,1.14761,1.14773,828.2499999999999 +08.10.2018 09:10:00.000,1.14773,1.14793,1.14752,1.14784,998.1100000000001 +08.10.2018 09:15:00.000,1.14784,1.14817,1.14780,1.14793,846.1100000000001 +08.10.2018 09:20:00.000,1.14791,1.14803,1.14751,1.14772,844.36 +08.10.2018 09:25:00.000,1.14771,1.14813,1.14769,1.14813,688.1899999999999 +08.10.2018 09:30:00.000,1.14810,1.14826,1.14784,1.14807,824.33 +08.10.2018 09:35:00.000,1.14807,1.14819,1.14798,1.14812,579.87 +08.10.2018 09:40:00.000,1.14810,1.14868,1.14800,1.14843,708.1999999999999 +08.10.2018 09:45:00.000,1.14844,1.14850,1.14812,1.14822,730.73 +08.10.2018 09:50:00.000,1.14822,1.14822,1.14751,1.14776,1003.95 +08.10.2018 09:55:00.000,1.14777,1.14782,1.14709,1.14742,981.7599999999999 +08.10.2018 10:00:00.000,1.14743,1.14764,1.14733,1.14754,756.59 +08.10.2018 10:05:00.000,1.14756,1.14776,1.14745,1.14748,830.91 +08.10.2018 10:10:00.000,1.14750,1.14779,1.14729,1.14779,782.2700000000001 +08.10.2018 10:15:00.000,1.14780,1.14784,1.14748,1.14782,684.77 +08.10.2018 10:20:00.000,1.14782,1.14794,1.14776,1.14782,582.13 +08.10.2018 10:25:00.000,1.14780,1.14783,1.14746,1.14759,738.52 +08.10.2018 10:30:00.000,1.14758,1.14778,1.14691,1.14709,986.34 +08.10.2018 10:35:00.000,1.14707,1.14734,1.14677,1.14703,1344.84 +08.10.2018 10:40:00.000,1.14707,1.14730,1.14695,1.14696,785.46 +08.10.2018 10:45:00.000,1.14697,1.14710,1.14669,1.14707,1011.44 +08.10.2018 10:50:00.000,1.14706,1.14715,1.14686,1.14705,688.97 +08.10.2018 10:55:00.000,1.14705,1.14757,1.14702,1.14728,683.46 +08.10.2018 11:00:00.000,1.14727,1.14741,1.14659,1.14676,877.99 +08.10.2018 11:05:00.000,1.14676,1.14678,1.14650,1.14674,861.49 +08.10.2018 11:10:00.000,1.14675,1.14701,1.14655,1.14686,872.78 +08.10.2018 11:15:00.000,1.14685,1.14724,1.14685,1.14713,704.37 +08.10.2018 11:20:00.000,1.14713,1.14755,1.14710,1.14754,530.96 +08.10.2018 11:25:00.000,1.14756,1.14786,1.14747,1.14773,859.1199999999999 +08.10.2018 11:30:00.000,1.14774,1.14807,1.14773,1.14804,670.88 +08.10.2018 11:35:00.000,1.14804,1.14817,1.14801,1.14809,400.28999999999996 +08.10.2018 11:40:00.000,1.14810,1.14832,1.14807,1.14825,502.09000000000003 +08.10.2018 11:45:00.000,1.14824,1.14844,1.14784,1.14786,807.59 +08.10.2018 11:50:00.000,1.14785,1.14825,1.14776,1.14804,803.3600000000001 +08.10.2018 11:55:00.000,1.14803,1.14804,1.14755,1.14778,836.03 +08.10.2018 12:00:00.000,1.14777,1.14791,1.14750,1.14776,1132.4 +08.10.2018 12:05:00.000,1.14776,1.14788,1.14770,1.14784,823.1500000000001 +08.10.2018 12:10:00.000,1.14784,1.14797,1.14777,1.14777,569.46 +08.10.2018 12:15:00.000,1.14775,1.14775,1.14725,1.14765,901.3299999999999 +08.10.2018 12:20:00.000,1.14763,1.14772,1.14736,1.14750,972.94 +08.10.2018 12:25:00.000,1.14749,1.14776,1.14743,1.14756,856.49 +08.10.2018 12:30:00.000,1.14757,1.14773,1.14740,1.14749,846.87 +08.10.2018 12:35:00.000,1.14752,1.14808,1.14752,1.14786,958.72 +08.10.2018 12:40:00.000,1.14785,1.14790,1.14745,1.14780,741.6899999999999 +08.10.2018 12:45:00.000,1.14779,1.14779,1.14713,1.14715,936.49 +08.10.2018 12:50:00.000,1.14714,1.14716,1.14600,1.14645,1492.97 +08.10.2018 12:55:00.000,1.14645,1.14664,1.14614,1.14634,1050.3899999999999 +08.10.2018 13:00:00.000,1.14637,1.14688,1.14634,1.14688,1308.0900000000001 +08.10.2018 13:05:00.000,1.14688,1.14708,1.14663,1.14687,1021.41 +08.10.2018 13:10:00.000,1.14686,1.14687,1.14599,1.14654,1483.98 +08.10.2018 13:15:00.000,1.14654,1.14655,1.14604,1.14623,1251.9099999999999 +08.10.2018 13:20:00.000,1.14623,1.14645,1.14604,1.14640,899.99 +08.10.2018 13:25:00.000,1.14639,1.14661,1.14625,1.14630,1352.84 +08.10.2018 13:30:00.000,1.14629,1.14661,1.14625,1.14654,1517.5700000000002 +08.10.2018 13:35:00.000,1.14654,1.14721,1.14647,1.14716,1370.4100000000003 +08.10.2018 13:40:00.000,1.14715,1.14731,1.14695,1.14720,1039.35 +08.10.2018 13:45:00.000,1.14722,1.14756,1.14715,1.14748,879.61 +08.10.2018 13:50:00.000,1.14748,1.14766,1.14709,1.14712,1007.2 +08.10.2018 13:55:00.000,1.14712,1.14726,1.14706,1.14722,1211.1000000000001 +08.10.2018 14:00:00.000,1.14723,1.14880,1.14703,1.14846,1249.4299999999998 +08.10.2018 14:05:00.000,1.14843,1.14886,1.14779,1.14808,1587.3799999999999 +08.10.2018 14:10:00.000,1.14808,1.14847,1.14807,1.14841,1148.6399999999999 +08.10.2018 14:15:00.000,1.14841,1.14894,1.14833,1.14870,1185.15 +08.10.2018 14:20:00.000,1.14871,1.14883,1.14812,1.14814,1048.85 +08.10.2018 14:25:00.000,1.14815,1.14846,1.14804,1.14846,1097.8899999999999 +08.10.2018 14:30:00.000,1.14847,1.14865,1.14803,1.14810,1012.73 +08.10.2018 14:35:00.000,1.14811,1.14825,1.14763,1.14787,1093.96 +08.10.2018 14:40:00.000,1.14787,1.14792,1.14746,1.14757,1176.25 +08.10.2018 14:45:00.000,1.14758,1.14776,1.14741,1.14768,1051.97 +08.10.2018 14:50:00.000,1.14769,1.14769,1.14742,1.14756,903.9499999999999 +08.10.2018 14:55:00.000,1.14755,1.14755,1.14694,1.14739,1497.7 +08.10.2018 15:00:00.000,1.14741,1.14787,1.14713,1.14759,1393.21 +08.10.2018 15:05:00.000,1.14760,1.14782,1.14723,1.14727,899.55 +08.10.2018 15:10:00.000,1.14727,1.14763,1.14727,1.14747,678.0300000000001 +08.10.2018 15:15:00.000,1.14747,1.14752,1.14722,1.14743,841.91 +08.10.2018 15:20:00.000,1.14743,1.14766,1.14737,1.14744,542.6500000000001 +08.10.2018 15:25:00.000,1.14744,1.14759,1.14731,1.14746,687.52 +08.10.2018 15:30:00.000,1.14746,1.14754,1.14722,1.14734,915.1 +08.10.2018 15:35:00.000,1.14735,1.14794,1.14727,1.14787,1148.72 +08.10.2018 15:40:00.000,1.14785,1.14796,1.14758,1.14763,854.2300000000001 +08.10.2018 15:45:00.000,1.14763,1.14766,1.14740,1.14749,986.3 +08.10.2018 15:50:00.000,1.14749,1.14765,1.14734,1.14748,1009.1800000000001 +08.10.2018 15:55:00.000,1.14750,1.14770,1.14739,1.14763,776.8700000000001 +08.10.2018 16:00:00.000,1.14765,1.14771,1.14709,1.14719,836.94 +08.10.2018 16:05:00.000,1.14718,1.14735,1.14709,1.14723,936.05 +08.10.2018 16:10:00.000,1.14723,1.14736,1.14713,1.14730,908.6500000000001 +08.10.2018 16:15:00.000,1.14729,1.14773,1.14729,1.14766,908.52 +08.10.2018 16:20:00.000,1.14764,1.14793,1.14750,1.14770,741.27 +08.10.2018 16:25:00.000,1.14770,1.14780,1.14754,1.14764,639.44 +08.10.2018 16:30:00.000,1.14763,1.14772,1.14744,1.14771,735.6000000000001 +08.10.2018 16:35:00.000,1.14771,1.14816,1.14768,1.14811,462.80999999999995 +08.10.2018 16:40:00.000,1.14812,1.14815,1.14784,1.14784,414.61999999999995 +08.10.2018 16:45:00.000,1.14784,1.14806,1.14784,1.14800,521.03 +08.10.2018 16:50:00.000,1.14798,1.14806,1.14783,1.14783,554.81 +08.10.2018 16:55:00.000,1.14783,1.14817,1.14775,1.14796,614.3399999999999 +08.10.2018 17:00:00.000,1.14794,1.14794,1.14722,1.14722,731.99 +08.10.2018 17:05:00.000,1.14723,1.14739,1.14709,1.14738,596.7 +08.10.2018 17:10:00.000,1.14738,1.14741,1.14729,1.14733,464.55 +08.10.2018 17:15:00.000,1.14734,1.14762,1.14719,1.14760,634.13 +08.10.2018 17:20:00.000,1.14761,1.14790,1.14751,1.14786,579.68 +08.10.2018 17:25:00.000,1.14786,1.14796,1.14779,1.14780,790.62 +08.10.2018 17:30:00.000,1.14780,1.14813,1.14780,1.14813,831.0699999999999 +08.10.2018 17:35:00.000,1.14813,1.14823,1.14804,1.14820,473.93 +08.10.2018 17:40:00.000,1.14821,1.14846,1.14818,1.14841,633.17 +08.10.2018 17:45:00.000,1.14841,1.14862,1.14835,1.14859,506.82 +08.10.2018 17:50:00.000,1.14859,1.14872,1.14855,1.14866,666.0600000000001 +08.10.2018 17:55:00.000,1.14866,1.14919,1.14865,1.14894,868.26 +08.10.2018 18:00:00.000,1.14894,1.14901,1.14867,1.14888,1065.92 +08.10.2018 18:05:00.000,1.14889,1.14902,1.14864,1.14868,941.51 +08.10.2018 18:10:00.000,1.14868,1.14874,1.14858,1.14865,742.64 +08.10.2018 18:15:00.000,1.14864,1.14884,1.14859,1.14863,605.8000000000001 +08.10.2018 18:20:00.000,1.14865,1.14912,1.14865,1.14899,809.3 +08.10.2018 18:25:00.000,1.14900,1.14919,1.14894,1.14910,899.6199999999999 +08.10.2018 18:30:00.000,1.14910,1.14911,1.14893,1.14900,787.24 +08.10.2018 18:35:00.000,1.14900,1.14900,1.14883,1.14894,503.46999999999997 +08.10.2018 18:40:00.000,1.14892,1.14911,1.14885,1.14909,468.58000000000004 +08.10.2018 18:45:00.000,1.14909,1.14920,1.14895,1.14920,595.08 +08.10.2018 18:50:00.000,1.14918,1.14921,1.14893,1.14898,755.49 +08.10.2018 18:55:00.000,1.14898,1.14900,1.14878,1.14885,902.64 +08.10.2018 19:00:00.000,1.14888,1.14889,1.14870,1.14879,833.37 +08.10.2018 19:05:00.000,1.14880,1.14895,1.14880,1.14886,685.1500000000001 +08.10.2018 19:10:00.000,1.14886,1.14914,1.14886,1.14914,632.1500000000001 +08.10.2018 19:15:00.000,1.14914,1.14935,1.14908,1.14934,894.96 +08.10.2018 19:20:00.000,1.14934,1.14941,1.14913,1.14914,579.26 +08.10.2018 19:25:00.000,1.14915,1.14930,1.14914,1.14928,540.12 +08.10.2018 19:30:00.000,1.14928,1.14936,1.14924,1.14929,420.36 +08.10.2018 19:35:00.000,1.14929,1.14934,1.14910,1.14928,760.0400000000001 +08.10.2018 19:40:00.000,1.14927,1.14986,1.14923,1.14965,989.63 +08.10.2018 19:45:00.000,1.14967,1.14967,1.14932,1.14943,932.6600000000001 +08.10.2018 19:50:00.000,1.14944,1.14949,1.14922,1.14934,513.94 +08.10.2018 19:55:00.000,1.14935,1.14961,1.14933,1.14961,667.46 +08.10.2018 20:00:00.000,1.14961,1.14961,1.14927,1.14928,431.05999999999995 +08.10.2018 20:05:00.000,1.14928,1.14942,1.14927,1.14939,224.62 +08.10.2018 20:10:00.000,1.14939,1.14948,1.14939,1.14946,171.85 +08.10.2018 20:15:00.000,1.14946,1.14948,1.14934,1.14938,235.82 +08.10.2018 20:20:00.000,1.14939,1.14944,1.14938,1.14942,260.32 +08.10.2018 20:25:00.000,1.14940,1.14940,1.14932,1.14933,270.57 +08.10.2018 20:30:00.000,1.14933,1.14936,1.14922,1.14925,251.25 +08.10.2018 20:35:00.000,1.14925,1.14928,1.14917,1.14917,360.89 +08.10.2018 20:40:00.000,1.14917,1.14924,1.14912,1.14917,455.32000000000005 +08.10.2018 20:45:00.000,1.14917,1.14918,1.14907,1.14912,451.29 +08.10.2018 20:50:00.000,1.14911,1.14915,1.14904,1.14912,561.81 +08.10.2018 20:55:00.000,1.14913,1.14917,1.14906,1.14908,297.15 +08.10.2018 21:00:00.000,1.14907,1.14907,1.14904,1.14904,7.050000000000001 +08.10.2018 21:05:00.000,1.14904,1.14920,1.14887,1.14896,297.51 +08.10.2018 21:10:00.000,1.14899,1.14950,1.14894,1.14946,440.05 +08.10.2018 21:15:00.000,1.14944,1.14948,1.14871,1.14908,398.85999999999996 +08.10.2018 21:20:00.000,1.14906,1.14940,1.14903,1.14933,217.68 +08.10.2018 21:25:00.000,1.14933,1.14933,1.14900,1.14912,113.64 +08.10.2018 21:30:00.000,1.14909,1.14926,1.14905,1.14907,262.13 +08.10.2018 21:35:00.000,1.14907,1.14914,1.14906,1.14912,143.06 +08.10.2018 21:40:00.000,1.14912,1.14922,1.14912,1.14913,133.8 +08.10.2018 21:45:00.000,1.14913,1.14914,1.14912,1.14913,125.61 +08.10.2018 21:50:00.000,1.14912,1.14914,1.14911,1.14913,98.63999999999999 +08.10.2018 21:55:00.000,1.14914,1.14915,1.14907,1.14910,104.78999999999999 +08.10.2018 22:00:00.000,1.14909,1.14935,1.14888,1.14926,448.38 +08.10.2018 22:05:00.000,1.14926,1.14935,1.14926,1.14930,366.53999999999996 +08.10.2018 22:10:00.000,1.14930,1.14933,1.14924,1.14927,242.93999999999997 +08.10.2018 22:15:00.000,1.14925,1.14926,1.14909,1.14914,428.86999999999995 +08.10.2018 22:20:00.000,1.14914,1.14921,1.14907,1.14920,360.61 +08.10.2018 22:25:00.000,1.14921,1.14928,1.14920,1.14927,265.24 +08.10.2018 22:30:00.000,1.14927,1.14939,1.14925,1.14934,270.2 +08.10.2018 22:35:00.000,1.14934,1.14947,1.14934,1.14943,347.52 +08.10.2018 22:40:00.000,1.14943,1.14953,1.14939,1.14944,346.94 +08.10.2018 22:45:00.000,1.14944,1.14944,1.14932,1.14934,352.61 +08.10.2018 22:50:00.000,1.14934,1.14939,1.14926,1.14927,250.93 +08.10.2018 22:55:00.000,1.14927,1.14938,1.14920,1.14921,357.31999999999994 +08.10.2018 23:00:00.000,1.14921,1.14933,1.14917,1.14922,213.7 +08.10.2018 23:05:00.000,1.14922,1.14929,1.14917,1.14926,197.51 +08.10.2018 23:10:00.000,1.14925,1.14931,1.14924,1.14931,110.82000000000001 +08.10.2018 23:15:00.000,1.14933,1.14935,1.14924,1.14924,127.02 +08.10.2018 23:20:00.000,1.14924,1.14925,1.14919,1.14920,99.86999999999999 +08.10.2018 23:25:00.000,1.14924,1.14925,1.14914,1.14916,121.43 +08.10.2018 23:30:00.000,1.14917,1.14924,1.14916,1.14923,143.22 +08.10.2018 23:35:00.000,1.14923,1.14923,1.14918,1.14919,139.05 +08.10.2018 23:40:00.000,1.14919,1.14919,1.14908,1.14914,127.41999999999999 +08.10.2018 23:45:00.000,1.14913,1.14917,1.14898,1.14916,250.72 +08.10.2018 23:50:00.000,1.14916,1.14926,1.14913,1.14924,159.07 +08.10.2018 23:55:00.000,1.14925,1.14946,1.14925,1.14941,220.58000000000004 +09.10.2018 00:00:00.000,1.14941,1.14943,1.14908,1.14908,333.37 +09.10.2018 00:05:00.000,1.14909,1.14926,1.14890,1.14925,617.87 +09.10.2018 00:10:00.000,1.14925,1.14936,1.14919,1.14922,495.21999999999997 +09.10.2018 00:15:00.000,1.14923,1.14927,1.14907,1.14907,581.5500000000001 +09.10.2018 00:20:00.000,1.14907,1.14917,1.14903,1.14905,341.25 +09.10.2018 00:25:00.000,1.14905,1.14920,1.14905,1.14913,510.45000000000005 +09.10.2018 00:30:00.000,1.14913,1.14919,1.14901,1.14901,546.11 +09.10.2018 00:35:00.000,1.14902,1.14903,1.14885,1.14892,496.12 +09.10.2018 00:40:00.000,1.14892,1.14897,1.14885,1.14889,422.12 +09.10.2018 00:45:00.000,1.14890,1.14902,1.14887,1.14892,378.43 +09.10.2018 00:50:00.000,1.14892,1.14895,1.14866,1.14872,701.8299999999999 +09.10.2018 00:55:00.000,1.14874,1.14898,1.14869,1.14890,447.9000000000001 +09.10.2018 01:00:00.000,1.14890,1.14900,1.14882,1.14896,400.2 +09.10.2018 01:05:00.000,1.14896,1.14938,1.14892,1.14936,487.80999999999995 +09.10.2018 01:10:00.000,1.14933,1.14945,1.14928,1.14942,461.36 +09.10.2018 01:15:00.000,1.14942,1.14947,1.14900,1.14924,816.9000000000001 +09.10.2018 01:20:00.000,1.14924,1.14926,1.14906,1.14907,618.25 +09.10.2018 01:25:00.000,1.14906,1.14922,1.14897,1.14918,532.71 +09.10.2018 01:30:00.000,1.14918,1.14926,1.14902,1.14916,844.37 +09.10.2018 01:35:00.000,1.14916,1.14923,1.14896,1.14896,470.11 +09.10.2018 01:40:00.000,1.14896,1.14902,1.14881,1.14881,576.9 +09.10.2018 01:45:00.000,1.14880,1.14900,1.14880,1.14894,723.82 +09.10.2018 01:50:00.000,1.14894,1.14897,1.14870,1.14872,661.81 +09.10.2018 01:55:00.000,1.14874,1.14877,1.14847,1.14853,631.07 +09.10.2018 02:00:00.000,1.14856,1.14887,1.14846,1.14886,771.8000000000001 +09.10.2018 02:05:00.000,1.14887,1.14899,1.14886,1.14899,647.7 +09.10.2018 02:10:00.000,1.14898,1.14922,1.14895,1.14916,864.47 +09.10.2018 02:15:00.000,1.14914,1.14930,1.14910,1.14926,788.6700000000001 +09.10.2018 02:20:00.000,1.14926,1.14937,1.14921,1.14921,494.98 +09.10.2018 02:25:00.000,1.14921,1.14932,1.14921,1.14927,587.7099999999999 +09.10.2018 02:30:00.000,1.14927,1.14927,1.14902,1.14904,761.37 +09.10.2018 02:35:00.000,1.14904,1.14906,1.14890,1.14892,456.87 +09.10.2018 02:40:00.000,1.14892,1.14901,1.14891,1.14896,368.96000000000004 +09.10.2018 02:45:00.000,1.14898,1.14916,1.14895,1.14914,579.8299999999999 +09.10.2018 02:50:00.000,1.14913,1.14935,1.14912,1.14931,648.6099999999999 +09.10.2018 02:55:00.000,1.14931,1.14932,1.14914,1.14921,659.36 +09.10.2018 03:00:00.000,1.14922,1.14927,1.14912,1.14916,483.59000000000003 +09.10.2018 03:05:00.000,1.14916,1.14919,1.14891,1.14892,511.51 +09.10.2018 03:10:00.000,1.14896,1.14897,1.14885,1.14892,332.53 +09.10.2018 03:15:00.000,1.14893,1.14906,1.14891,1.14901,508.51 +09.10.2018 03:20:00.000,1.14900,1.14915,1.14892,1.14908,347.87000000000006 +09.10.2018 03:25:00.000,1.14908,1.14909,1.14892,1.14898,210.93 +09.10.2018 03:30:00.000,1.14898,1.14904,1.14897,1.14904,169.92000000000002 +09.10.2018 03:35:00.000,1.14903,1.14913,1.14892,1.14911,470.65 +09.10.2018 03:40:00.000,1.14910,1.14922,1.14908,1.14918,338.99 +09.10.2018 03:45:00.000,1.14917,1.14918,1.14908,1.14909,381.73 +09.10.2018 03:50:00.000,1.14908,1.14913,1.14903,1.14904,483.5400000000001 +09.10.2018 03:55:00.000,1.14904,1.14906,1.14900,1.14902,244.84 +09.10.2018 04:00:00.000,1.14902,1.14907,1.14897,1.14898,330.93 +09.10.2018 04:05:00.000,1.14898,1.14909,1.14897,1.14908,319.55 +09.10.2018 04:10:00.000,1.14908,1.14927,1.14905,1.14926,386.48 +09.10.2018 04:15:00.000,1.14924,1.14947,1.14923,1.14947,404.66999999999996 +09.10.2018 04:20:00.000,1.14947,1.14972,1.14943,1.14967,277.05 +09.10.2018 04:25:00.000,1.14967,1.14986,1.14967,1.14972,405.28999999999996 +09.10.2018 04:30:00.000,1.14972,1.14977,1.14963,1.14977,250.19 +09.10.2018 04:35:00.000,1.14978,1.14983,1.14966,1.14982,223.17000000000002 +09.10.2018 04:40:00.000,1.14982,1.15008,1.14976,1.15002,391.55 +09.10.2018 04:45:00.000,1.15000,1.15017,1.14997,1.15013,392.57 +09.10.2018 04:50:00.000,1.15013,1.15026,1.14997,1.15002,193.73 +09.10.2018 04:55:00.000,1.15001,1.15001,1.14976,1.14981,432.12 +09.10.2018 05:00:00.000,1.14982,1.14992,1.14970,1.14979,392.55999999999995 +09.10.2018 05:05:00.000,1.14978,1.14984,1.14947,1.14952,495.98 +09.10.2018 05:10:00.000,1.14952,1.14967,1.14948,1.14951,402.87 +09.10.2018 05:15:00.000,1.14951,1.14956,1.14940,1.14953,261.74 +09.10.2018 05:20:00.000,1.14953,1.14968,1.14947,1.14963,380.5 +09.10.2018 05:25:00.000,1.14963,1.14978,1.14963,1.14969,375.68999999999994 +09.10.2018 05:30:00.000,1.14970,1.14979,1.14940,1.14945,488.14 +09.10.2018 05:35:00.000,1.14944,1.14944,1.14915,1.14936,670.5600000000001 +09.10.2018 05:40:00.000,1.14936,1.14982,1.14931,1.14981,695.97 +09.10.2018 05:45:00.000,1.14982,1.14984,1.14972,1.14979,584.04 +09.10.2018 05:50:00.000,1.14980,1.14987,1.14961,1.14968,681.18 +09.10.2018 05:55:00.000,1.14968,1.14971,1.14954,1.14955,615.8399999999999 +09.10.2018 06:00:00.000,1.14947,1.14947,1.14882,1.14886,1049.65 +09.10.2018 06:05:00.000,1.14887,1.14894,1.14867,1.14871,906.27 +09.10.2018 06:10:00.000,1.14870,1.14882,1.14851,1.14859,730.2199999999999 +09.10.2018 06:15:00.000,1.14858,1.14866,1.14779,1.14792,1035.54 +09.10.2018 06:20:00.000,1.14791,1.14812,1.14779,1.14788,872.39 +09.10.2018 06:25:00.000,1.14788,1.14796,1.14722,1.14723,1286.69 +09.10.2018 06:30:00.000,1.14727,1.14748,1.14653,1.14728,1567.8899999999999 +09.10.2018 06:35:00.000,1.14731,1.14758,1.14727,1.14749,1028.7 +09.10.2018 06:40:00.000,1.14749,1.14778,1.14749,1.14762,1064.6200000000001 +09.10.2018 06:45:00.000,1.14762,1.14787,1.14752,1.14784,1266.22 +09.10.2018 06:50:00.000,1.14789,1.14808,1.14756,1.14767,1064.56 +09.10.2018 06:55:00.000,1.14766,1.14777,1.14741,1.14744,1346.1 +09.10.2018 07:00:00.000,1.14744,1.14871,1.14720,1.14863,1768.2399999999998 +09.10.2018 07:05:00.000,1.14861,1.14869,1.14802,1.14812,1389.1100000000001 +09.10.2018 07:10:00.000,1.14811,1.14811,1.14760,1.14766,1084.9 +09.10.2018 07:15:00.000,1.14763,1.14767,1.14699,1.14722,1288.5500000000002 +09.10.2018 07:20:00.000,1.14723,1.14730,1.14700,1.14702,871.5799999999999 +09.10.2018 07:25:00.000,1.14702,1.14712,1.14672,1.14683,1048.08 +09.10.2018 07:30:00.000,1.14683,1.14756,1.14641,1.14745,1328.2 +09.10.2018 07:35:00.000,1.14744,1.14766,1.14728,1.14760,795.13 +09.10.2018 07:40:00.000,1.14761,1.14768,1.14728,1.14753,1051.21 +09.10.2018 07:45:00.000,1.14752,1.14773,1.14715,1.14735,1134.03 +09.10.2018 07:50:00.000,1.14734,1.14772,1.14722,1.14767,1129.16 +09.10.2018 07:55:00.000,1.14766,1.14769,1.14710,1.14741,1292.22 +09.10.2018 08:00:00.000,1.14742,1.14774,1.14685,1.14751,1823.71 +09.10.2018 08:05:00.000,1.14749,1.14794,1.14733,1.14769,1337.66 +09.10.2018 08:10:00.000,1.14770,1.14776,1.14743,1.14748,1144.21 +09.10.2018 08:15:00.000,1.14747,1.14784,1.14725,1.14771,989.11 +09.10.2018 08:20:00.000,1.14770,1.14807,1.14756,1.14805,1014.6999999999999 +09.10.2018 08:25:00.000,1.14805,1.14805,1.14666,1.14670,1240.8500000000001 +09.10.2018 08:30:00.000,1.14668,1.14744,1.14662,1.14727,1494.1100000000001 +09.10.2018 08:35:00.000,1.14727,1.14739,1.14712,1.14722,908.35 +09.10.2018 08:40:00.000,1.14718,1.14767,1.14710,1.14762,1027.72 +09.10.2018 08:45:00.000,1.14763,1.14803,1.14750,1.14762,1218.74 +09.10.2018 08:50:00.000,1.14762,1.14793,1.14749,1.14762,987.6800000000001 +09.10.2018 08:55:00.000,1.14762,1.14807,1.14758,1.14779,957.19 +09.10.2018 09:00:00.000,1.14778,1.14789,1.14747,1.14748,1068.01 +09.10.2018 09:05:00.000,1.14748,1.14748,1.14712,1.14724,1021.36 +09.10.2018 09:10:00.000,1.14724,1.14736,1.14667,1.14701,1143.88 +09.10.2018 09:15:00.000,1.14701,1.14707,1.14620,1.14644,1625.78 +09.10.2018 09:20:00.000,1.14645,1.14681,1.14632,1.14649,1065.76 +09.10.2018 09:25:00.000,1.14650,1.14672,1.14598,1.14621,1702.1599999999999 +09.10.2018 09:30:00.000,1.14620,1.14710,1.14599,1.14685,1704.85 +09.10.2018 09:35:00.000,1.14681,1.14706,1.14656,1.14682,1575.5 +09.10.2018 09:40:00.000,1.14680,1.14685,1.14654,1.14663,1441.84 +09.10.2018 09:45:00.000,1.14664,1.14675,1.14633,1.14663,1330.0500000000002 +09.10.2018 09:50:00.000,1.14663,1.14667,1.14526,1.14547,1671.98 +09.10.2018 09:55:00.000,1.14547,1.14555,1.14489,1.14527,1834.7 +09.10.2018 10:00:00.000,1.14527,1.14527,1.14440,1.14440,1981.94 +09.10.2018 10:05:00.000,1.14440,1.14516,1.14438,1.14501,1555.9899999999998 +09.10.2018 10:10:00.000,1.14492,1.14507,1.14459,1.14479,1540.8500000000001 +09.10.2018 10:15:00.000,1.14480,1.14483,1.14443,1.14454,1480.9900000000002 +09.10.2018 10:20:00.000,1.14455,1.14464,1.14422,1.14432,1484.6299999999999 +09.10.2018 10:25:00.000,1.14432,1.14459,1.14407,1.14440,1559.52 +09.10.2018 10:30:00.000,1.14439,1.14446,1.14408,1.14443,1586.4300000000003 +09.10.2018 10:35:00.000,1.14445,1.14458,1.14434,1.14449,1397.15 +09.10.2018 10:40:00.000,1.14449,1.14456,1.14439,1.14444,988.95 +09.10.2018 10:45:00.000,1.14443,1.14487,1.14442,1.14474,1417.08 +09.10.2018 10:50:00.000,1.14474,1.14482,1.14455,1.14476,1144.9299999999998 +09.10.2018 10:55:00.000,1.14476,1.14505,1.14470,1.14489,1504.46 +09.10.2018 11:00:00.000,1.14489,1.14490,1.14439,1.14452,1416.09 +09.10.2018 11:05:00.000,1.14452,1.14486,1.14451,1.14471,1185.39 +09.10.2018 11:10:00.000,1.14471,1.14487,1.14447,1.14451,1228.6999999999998 +09.10.2018 11:15:00.000,1.14451,1.14464,1.14410,1.14411,1258.91 +09.10.2018 11:20:00.000,1.14411,1.14416,1.14356,1.14408,1841 +09.10.2018 11:25:00.000,1.14407,1.14432,1.14396,1.14419,1299.8799999999999 +09.10.2018 11:30:00.000,1.14418,1.14420,1.14354,1.14365,1486.13 +09.10.2018 11:35:00.000,1.14364,1.14388,1.14360,1.14363,1265.23 +09.10.2018 11:40:00.000,1.14363,1.14405,1.14356,1.14368,1614.8400000000001 +09.10.2018 11:45:00.000,1.14368,1.14385,1.14342,1.14356,1499.9799999999998 +09.10.2018 11:50:00.000,1.14356,1.14381,1.14348,1.14379,1167.65 +09.10.2018 11:55:00.000,1.14378,1.14381,1.14324,1.14343,1452.84 +09.10.2018 12:00:00.000,1.14343,1.14364,1.14323,1.14345,1607.8000000000002 +09.10.2018 12:05:00.000,1.14345,1.14383,1.14340,1.14382,1354.94 +09.10.2018 12:10:00.000,1.14382,1.14387,1.14335,1.14359,1503.21 +09.10.2018 12:15:00.000,1.14357,1.14357,1.14331,1.14351,1097.29 +09.10.2018 12:20:00.000,1.14346,1.14389,1.14332,1.14332,1328.05 +09.10.2018 12:25:00.000,1.14331,1.14363,1.14321,1.14355,1642.0600000000002 +09.10.2018 12:30:00.000,1.14355,1.14443,1.14355,1.14426,2111.24 +09.10.2018 12:35:00.000,1.14426,1.14459,1.14403,1.14442,1611.0300000000002 +09.10.2018 12:40:00.000,1.14449,1.14478,1.14434,1.14456,1592.49 +09.10.2018 12:45:00.000,1.14455,1.14487,1.14410,1.14487,1309.8799999999999 +09.10.2018 12:50:00.000,1.14492,1.14516,1.14474,1.14502,1628.77 +09.10.2018 12:55:00.000,1.14502,1.14542,1.14491,1.14494,1829.8500000000001 +09.10.2018 13:00:00.000,1.14493,1.14531,1.14486,1.14514,1510.5 +09.10.2018 13:05:00.000,1.14515,1.14559,1.14514,1.14557,1529.54 +09.10.2018 13:10:00.000,1.14558,1.14570,1.14500,1.14503,1765.1599999999999 +09.10.2018 13:15:00.000,1.14506,1.14530,1.14468,1.14493,1590.6999999999998 +09.10.2018 13:20:00.000,1.14492,1.14561,1.14489,1.14534,1405.19 +09.10.2018 13:25:00.000,1.14533,1.14555,1.14522,1.14539,1212.58 +09.10.2018 13:30:00.000,1.14540,1.14543,1.14521,1.14542,1099.93 +09.10.2018 13:35:00.000,1.14540,1.14554,1.14515,1.14516,1148.3899999999999 +09.10.2018 13:40:00.000,1.14515,1.14534,1.14495,1.14514,1644.46 +09.10.2018 13:45:00.000,1.14513,1.14514,1.14431,1.14470,1781.57 +09.10.2018 13:50:00.000,1.14468,1.14523,1.14455,1.14499,1353.92 +09.10.2018 13:55:00.000,1.14499,1.14516,1.14464,1.14464,1249.2099999999998 +09.10.2018 14:00:00.000,1.14465,1.14498,1.14463,1.14486,1517.02 +09.10.2018 14:05:00.000,1.14486,1.14546,1.14486,1.14514,1648.17 +09.10.2018 14:10:00.000,1.14514,1.14554,1.14497,1.14554,1629.7599999999998 +09.10.2018 14:15:00.000,1.14554,1.14727,1.14543,1.14718,2183.3599999999997 +09.10.2018 14:20:00.000,1.14721,1.14791,1.14707,1.14787,2195.0299999999997 +09.10.2018 14:25:00.000,1.14787,1.14856,1.14773,1.14792,2260.87 +09.10.2018 14:30:00.000,1.14792,1.14870,1.14792,1.14816,1797.02 +09.10.2018 14:35:00.000,1.14818,1.14856,1.14814,1.14817,1570.6100000000001 +09.10.2018 14:40:00.000,1.14817,1.14870,1.14813,1.14814,1804.23 +09.10.2018 14:45:00.000,1.14813,1.14847,1.14789,1.14799,1588.34 +09.10.2018 14:50:00.000,1.14798,1.14810,1.14770,1.14781,1687.3700000000001 +09.10.2018 14:55:00.000,1.14781,1.14798,1.14682,1.14685,2148.88 +09.10.2018 15:00:00.000,1.14688,1.14697,1.14646,1.14682,2313.0899999999997 +09.10.2018 15:05:00.000,1.14683,1.14725,1.14677,1.14712,1262.48 +09.10.2018 15:10:00.000,1.14712,1.14736,1.14685,1.14710,1728.8700000000001 +09.10.2018 15:15:00.000,1.14711,1.14732,1.14681,1.14712,1564.4699999999998 +09.10.2018 15:20:00.000,1.14712,1.14806,1.14712,1.14800,1318.46 +09.10.2018 15:25:00.000,1.14798,1.14809,1.14735,1.14772,2022.03 +09.10.2018 15:30:00.000,1.14774,1.14842,1.14756,1.14808,1597.4299999999998 +09.10.2018 15:35:00.000,1.14807,1.14854,1.14800,1.14816,1578.1999999999998 +09.10.2018 15:40:00.000,1.14816,1.14880,1.14815,1.14852,1277.54 +09.10.2018 15:45:00.000,1.14852,1.14879,1.14848,1.14870,1188.98 +09.10.2018 15:50:00.000,1.14871,1.14872,1.14835,1.14845,1466.3 +09.10.2018 15:55:00.000,1.14844,1.14875,1.14807,1.14810,1336.1399999999999 +09.10.2018 16:00:00.000,1.14809,1.14873,1.14806,1.14836,1182.44 +09.10.2018 16:05:00.000,1.14837,1.14846,1.14820,1.14826,905.5699999999999 +09.10.2018 16:10:00.000,1.14827,1.14847,1.14811,1.14817,849.1099999999999 +09.10.2018 16:15:00.000,1.14817,1.14822,1.14772,1.14783,1146.58 +09.10.2018 16:20:00.000,1.14783,1.14812,1.14775,1.14801,1159.37 +09.10.2018 16:25:00.000,1.14801,1.14842,1.14792,1.14836,892.9300000000001 +09.10.2018 16:30:00.000,1.14837,1.14864,1.14828,1.14853,1077.67 +09.10.2018 16:35:00.000,1.14852,1.14885,1.14844,1.14848,637.3 +09.10.2018 16:40:00.000,1.14848,1.14863,1.14825,1.14826,768.27 +09.10.2018 16:45:00.000,1.14826,1.14826,1.14764,1.14778,1226.1200000000001 +09.10.2018 16:50:00.000,1.14779,1.14903,1.14761,1.14786,988.46 +09.10.2018 16:55:00.000,1.14789,1.14819,1.14766,1.14801,922.2099999999999 +09.10.2018 17:00:00.000,1.14802,1.14813,1.14776,1.14776,952.59 +09.10.2018 17:05:00.000,1.14777,1.14822,1.14761,1.14821,818.28 +09.10.2018 17:10:00.000,1.14821,1.14847,1.14815,1.14836,742.8799999999999 +09.10.2018 17:15:00.000,1.14837,1.14861,1.14826,1.14858,777.8299999999999 +09.10.2018 17:20:00.000,1.14858,1.14878,1.14846,1.14872,651.46 +09.10.2018 17:25:00.000,1.14868,1.14927,1.14857,1.14921,1361.64 +09.10.2018 17:30:00.000,1.14921,1.14927,1.14909,1.14913,1068.58 +09.10.2018 17:35:00.000,1.14914,1.14936,1.14900,1.14924,934.3199999999999 +09.10.2018 17:40:00.000,1.14925,1.14937,1.14902,1.14910,669.5699999999999 +09.10.2018 17:45:00.000,1.14909,1.14926,1.14889,1.14904,1151.33 +09.10.2018 17:50:00.000,1.14900,1.14932,1.14896,1.14923,746.21 +09.10.2018 17:55:00.000,1.14921,1.14940,1.14869,1.14876,809.1500000000001 +09.10.2018 18:00:00.000,1.14876,1.14887,1.14856,1.14885,912.6900000000002 +09.10.2018 18:05:00.000,1.14882,1.14901,1.14864,1.14896,818.9300000000001 +09.10.2018 18:10:00.000,1.14898,1.14907,1.14884,1.14905,667.45 +09.10.2018 18:15:00.000,1.14905,1.14927,1.14901,1.14910,700.35 +09.10.2018 18:20:00.000,1.14911,1.14941,1.14909,1.14935,681.37 +09.10.2018 18:25:00.000,1.14935,1.14967,1.14926,1.14961,882.39 +09.10.2018 18:30:00.000,1.14961,1.14983,1.14957,1.14958,801.3799999999999 +09.10.2018 18:35:00.000,1.14959,1.14988,1.14950,1.14979,875.31 +09.10.2018 18:40:00.000,1.14979,1.14994,1.14968,1.14989,699.38 +09.10.2018 18:45:00.000,1.14991,1.15033,1.14983,1.15004,836.4499999999999 +09.10.2018 18:50:00.000,1.15003,1.15012,1.14989,1.15000,886.4300000000001 +09.10.2018 18:55:00.000,1.14999,1.14999,1.14971,1.14974,717.65 +09.10.2018 19:00:00.000,1.14975,1.14975,1.14956,1.14970,909.7900000000001 +09.10.2018 19:05:00.000,1.14970,1.14980,1.14935,1.14944,1040.6399999999999 +09.10.2018 19:10:00.000,1.14943,1.14945,1.14914,1.14914,785.64 +09.10.2018 19:15:00.000,1.14915,1.14918,1.14905,1.14906,612.06 +09.10.2018 19:20:00.000,1.14906,1.14921,1.14904,1.14917,514.88 +09.10.2018 19:25:00.000,1.14916,1.14930,1.14905,1.14915,387.92 +09.10.2018 19:30:00.000,1.14914,1.14914,1.14884,1.14892,838.3100000000001 +09.10.2018 19:35:00.000,1.14890,1.14921,1.14887,1.14917,660.86 +09.10.2018 19:40:00.000,1.14918,1.14918,1.14900,1.14914,438.6500000000001 +09.10.2018 19:45:00.000,1.14913,1.14937,1.14910,1.14925,650.35 +09.10.2018 19:50:00.000,1.14925,1.14962,1.14923,1.14961,621.5799999999999 +09.10.2018 19:55:00.000,1.14961,1.14981,1.14961,1.14970,625.36 +09.10.2018 20:00:00.000,1.14969,1.14969,1.14941,1.14944,433.63 +09.10.2018 20:05:00.000,1.14945,1.14946,1.14938,1.14938,215.65 +09.10.2018 20:10:00.000,1.14938,1.14955,1.14934,1.14951,336.53 +09.10.2018 20:15:00.000,1.14952,1.14955,1.14946,1.14951,197.64 +09.10.2018 20:20:00.000,1.14949,1.14969,1.14948,1.14969,341.59 +09.10.2018 20:25:00.000,1.14967,1.14967,1.14949,1.14960,253.5 +09.10.2018 20:30:00.000,1.14960,1.14960,1.14944,1.14946,390.7 +09.10.2018 20:35:00.000,1.14946,1.14948,1.14940,1.14944,337.85 +09.10.2018 20:40:00.000,1.14944,1.14949,1.14937,1.14937,306.07 +09.10.2018 20:45:00.000,1.14937,1.14940,1.14930,1.14930,240.64 +09.10.2018 20:50:00.000,1.14930,1.14931,1.14924,1.14929,297.95 +09.10.2018 20:55:00.000,1.14931,1.14936,1.14899,1.14899,359.25999999999993 +09.10.2018 21:00:00.000,1.14899,1.14933,1.14882,1.14902,151.19 +09.10.2018 21:05:00.000,1.14902,1.14936,1.14902,1.14928,175.67000000000002 +09.10.2018 21:10:00.000,1.14928,1.14928,1.14870,1.14909,337.7 +09.10.2018 21:15:00.000,1.14906,1.14943,1.14905,1.14935,388.28 +09.10.2018 21:20:00.000,1.14935,1.14954,1.14870,1.14905,330.28000000000003 +09.10.2018 21:25:00.000,1.14906,1.14936,1.14894,1.14894,366.31 +09.10.2018 21:30:00.000,1.14894,1.14914,1.14894,1.14897,188.66 +09.10.2018 21:35:00.000,1.14897,1.14918,1.14894,1.14912,89.32000000000001 +09.10.2018 21:40:00.000,1.14912,1.14922,1.14910,1.14922,137.82 +09.10.2018 21:45:00.000,1.14922,1.14943,1.14909,1.14924,230.55 +09.10.2018 21:50:00.000,1.14925,1.14933,1.14921,1.14929,162.35 +09.10.2018 21:55:00.000,1.14926,1.14935,1.14920,1.14923,143.2 +09.10.2018 22:00:00.000,1.14920,1.14952,1.14916,1.14938,152.36 +09.10.2018 22:05:00.000,1.14937,1.14944,1.14937,1.14939,230.7 +09.10.2018 22:10:00.000,1.14937,1.14942,1.14928,1.14928,286.96999999999997 +09.10.2018 22:15:00.000,1.14928,1.14953,1.14928,1.14949,148.92999999999998 +09.10.2018 22:20:00.000,1.14949,1.14950,1.14936,1.14937,118.83 +09.10.2018 22:25:00.000,1.14937,1.14951,1.14937,1.14945,124.94 +09.10.2018 22:30:00.000,1.14945,1.14968,1.14945,1.14963,172.76 +09.10.2018 22:35:00.000,1.14964,1.14975,1.14957,1.14957,246.73000000000002 +09.10.2018 22:40:00.000,1.14959,1.14961,1.14953,1.14960,74.87 +09.10.2018 22:45:00.000,1.14960,1.14966,1.14959,1.14963,49.51 +09.10.2018 22:50:00.000,1.14964,1.14967,1.14948,1.14954,172.15 +09.10.2018 22:55:00.000,1.14953,1.14959,1.14948,1.14953,284.13 +09.10.2018 23:00:00.000,1.14954,1.14963,1.14953,1.14953,217.38 +09.10.2018 23:05:00.000,1.14954,1.14964,1.14953,1.14957,183.19 +09.10.2018 23:10:00.000,1.14957,1.14959,1.14949,1.14959,205.47000000000003 +09.10.2018 23:15:00.000,1.14961,1.14965,1.14956,1.14961,209.82 +09.10.2018 23:20:00.000,1.14960,1.14966,1.14959,1.14964,247.47 +09.10.2018 23:25:00.000,1.14963,1.14996,1.14963,1.14990,216.41 +09.10.2018 23:30:00.000,1.14992,1.15049,1.14991,1.15043,404.3 +09.10.2018 23:35:00.000,1.15044,1.15070,1.15038,1.15061,278 +09.10.2018 23:40:00.000,1.15060,1.15087,1.15060,1.15085,281.38 +09.10.2018 23:45:00.000,1.15085,1.15086,1.15066,1.15072,358.59000000000003 +09.10.2018 23:50:00.000,1.15071,1.15077,1.15058,1.15061,210.31000000000003 +09.10.2018 23:55:00.000,1.15061,1.15061,1.15044,1.15046,290.02 +10.10.2018 00:00:00.000,1.15046,1.15046,1.15027,1.15034,627.53 +10.10.2018 00:05:00.000,1.15033,1.15060,1.15026,1.15059,554.16 +10.10.2018 00:10:00.000,1.15059,1.15071,1.15047,1.15052,568.93 +10.10.2018 00:15:00.000,1.15051,1.15055,1.15042,1.15044,298.32 +10.10.2018 00:20:00.000,1.15043,1.15050,1.15034,1.15034,248.76 +10.10.2018 00:25:00.000,1.15032,1.15049,1.15029,1.15032,496.75 +10.10.2018 00:30:00.000,1.15031,1.15039,1.15019,1.15033,621.43 +10.10.2018 00:35:00.000,1.15035,1.15036,1.15020,1.15029,459.72999999999996 +10.10.2018 00:40:00.000,1.15029,1.15036,1.15018,1.15033,533.5899999999999 +10.10.2018 00:45:00.000,1.15034,1.15045,1.15019,1.15019,612.3900000000001 +10.10.2018 00:50:00.000,1.15020,1.15071,1.15017,1.15068,640.4200000000001 +10.10.2018 00:55:00.000,1.15066,1.15082,1.15060,1.15082,734.49 +10.10.2018 01:00:00.000,1.15082,1.15143,1.15069,1.15123,728.3399999999999 +10.10.2018 01:05:00.000,1.15123,1.15126,1.15100,1.15114,691.3899999999999 +10.10.2018 01:10:00.000,1.15114,1.15129,1.15114,1.15118,559.77 +10.10.2018 01:15:00.000,1.15119,1.15130,1.15088,1.15088,500.39000000000004 +10.10.2018 01:20:00.000,1.15090,1.15104,1.15073,1.15073,500.01000000000005 +10.10.2018 01:25:00.000,1.15073,1.15104,1.15056,1.15080,556.5699999999999 +10.10.2018 01:30:00.000,1.15080,1.15091,1.15063,1.15063,569.68 +10.10.2018 01:35:00.000,1.15063,1.15086,1.15054,1.15083,464.09000000000003 +10.10.2018 01:40:00.000,1.15083,1.15109,1.15082,1.15105,451.89 +10.10.2018 01:45:00.000,1.15105,1.15121,1.15099,1.15111,461.6099999999999 +10.10.2018 01:50:00.000,1.15110,1.15121,1.15095,1.15105,421.53 +10.10.2018 01:55:00.000,1.15105,1.15125,1.15084,1.15119,701.4899999999999 +10.10.2018 02:00:00.000,1.15120,1.15136,1.15105,1.15121,433.07 +10.10.2018 02:05:00.000,1.15123,1.15141,1.15112,1.15113,415.6 +10.10.2018 02:10:00.000,1.15113,1.15153,1.15113,1.15133,581.1999999999999 +10.10.2018 02:15:00.000,1.15133,1.15133,1.15109,1.15110,431.26 +10.10.2018 02:20:00.000,1.15109,1.15113,1.15098,1.15101,413.28999999999996 +10.10.2018 02:25:00.000,1.15100,1.15101,1.15087,1.15101,452.13 +10.10.2018 02:30:00.000,1.15102,1.15118,1.15089,1.15114,472.98 +10.10.2018 02:35:00.000,1.15114,1.15116,1.15098,1.15102,303.28 +10.10.2018 02:40:00.000,1.15101,1.15102,1.15071,1.15072,327.59 +10.10.2018 02:45:00.000,1.15073,1.15088,1.15054,1.15060,617.3399999999999 +10.10.2018 02:50:00.000,1.15061,1.15077,1.15055,1.15076,317.90999999999997 +10.10.2018 02:55:00.000,1.15076,1.15095,1.15071,1.15074,375.46000000000004 +10.10.2018 03:00:00.000,1.15072,1.15095,1.15065,1.15083,569.7099999999999 +10.10.2018 03:05:00.000,1.15082,1.15112,1.15080,1.15111,324.22999999999996 +10.10.2018 03:10:00.000,1.15110,1.15110,1.15100,1.15100,418.46999999999997 +10.10.2018 03:15:00.000,1.15100,1.15104,1.15090,1.15100,272.60999999999996 +10.10.2018 03:20:00.000,1.15101,1.15106,1.15097,1.15099,211.87 +10.10.2018 03:25:00.000,1.15099,1.15099,1.15074,1.15074,447.35 +10.10.2018 03:30:00.000,1.15074,1.15079,1.15072,1.15079,237.74 +10.10.2018 03:35:00.000,1.15078,1.15085,1.15069,1.15080,241.43 +10.10.2018 03:40:00.000,1.15080,1.15085,1.15079,1.15084,376.46 +10.10.2018 03:45:00.000,1.15083,1.15100,1.15079,1.15100,260.72 +10.10.2018 03:50:00.000,1.15099,1.15104,1.15097,1.15099,242.24 +10.10.2018 03:55:00.000,1.15098,1.15104,1.15098,1.15103,286.75 +10.10.2018 04:00:00.000,1.15102,1.15126,1.15101,1.15124,220.32999999999998 +10.10.2018 04:05:00.000,1.15124,1.15129,1.15107,1.15109,256.31 +10.10.2018 04:10:00.000,1.15109,1.15109,1.15088,1.15088,401.15000000000003 +10.10.2018 04:15:00.000,1.15088,1.15090,1.15083,1.15089,214.00000000000003 +10.10.2018 04:20:00.000,1.15089,1.15090,1.15080,1.15087,252.72999999999996 +10.10.2018 04:25:00.000,1.15087,1.15097,1.15084,1.15085,273.36 +10.10.2018 04:30:00.000,1.15083,1.15083,1.15065,1.15065,252.45000000000002 +10.10.2018 04:35:00.000,1.15063,1.15076,1.15059,1.15059,261.53000000000003 +10.10.2018 04:40:00.000,1.15059,1.15068,1.15059,1.15063,274.15 +10.10.2018 04:45:00.000,1.15063,1.15082,1.15063,1.15076,210.32 +10.10.2018 04:50:00.000,1.15076,1.15076,1.15064,1.15067,356.84 +10.10.2018 04:55:00.000,1.15068,1.15068,1.15055,1.15063,262.28999999999996 +10.10.2018 05:00:00.000,1.15062,1.15068,1.15053,1.15064,469.53000000000003 +10.10.2018 05:05:00.000,1.15063,1.15070,1.15055,1.15066,414.46000000000004 +10.10.2018 05:10:00.000,1.15066,1.15099,1.15066,1.15095,239.29999999999998 +10.10.2018 05:15:00.000,1.15095,1.15109,1.15092,1.15109,416.30000000000007 +10.10.2018 05:20:00.000,1.15108,1.15145,1.15102,1.15141,698.19 +10.10.2018 05:25:00.000,1.15140,1.15148,1.15135,1.15144,530.49 +10.10.2018 05:30:00.000,1.15145,1.15150,1.15102,1.15113,534.13 +10.10.2018 05:35:00.000,1.15110,1.15119,1.15103,1.15110,379.46 +10.10.2018 05:40:00.000,1.15111,1.15133,1.15111,1.15120,424.38 +10.10.2018 05:45:00.000,1.15120,1.15141,1.15115,1.15131,629.4599999999999 +10.10.2018 05:50:00.000,1.15131,1.15132,1.15108,1.15119,515.23 +10.10.2018 05:55:00.000,1.15118,1.15119,1.15086,1.15097,752.8399999999999 +10.10.2018 06:00:00.000,1.15096,1.15111,1.15049,1.15054,1081.52 +10.10.2018 06:05:00.000,1.15053,1.15112,1.15051,1.15104,933.1300000000001 +10.10.2018 06:10:00.000,1.15103,1.15145,1.15078,1.15078,782.1099999999999 +10.10.2018 06:15:00.000,1.15077,1.15086,1.14999,1.15005,1459.74 +10.10.2018 06:20:00.000,1.15005,1.15030,1.14991,1.15023,913.62 +10.10.2018 06:25:00.000,1.15023,1.15028,1.14984,1.15016,1200.9399999999998 +10.10.2018 06:30:00.000,1.15017,1.15045,1.15013,1.15038,1082.94 +10.10.2018 06:35:00.000,1.15039,1.15039,1.15000,1.15001,726.23 +10.10.2018 06:40:00.000,1.15001,1.15008,1.14969,1.14982,1242.16 +10.10.2018 06:45:00.000,1.14982,1.15065,1.14980,1.15061,1145.92 +10.10.2018 06:50:00.000,1.15062,1.15089,1.15033,1.15058,1023.75 +10.10.2018 06:55:00.000,1.15059,1.15096,1.15051,1.15053,727.03 +10.10.2018 07:00:00.000,1.15054,1.15110,1.15027,1.15033,1439.47 +10.10.2018 07:05:00.000,1.15033,1.15045,1.14989,1.15012,1084.8500000000001 +10.10.2018 07:10:00.000,1.15011,1.15012,1.14906,1.14923,1327.29 +10.10.2018 07:15:00.000,1.14923,1.14926,1.14870,1.14886,1334.9499999999998 +10.10.2018 07:20:00.000,1.14886,1.14919,1.14866,1.14916,1124.4499999999998 +10.10.2018 07:25:00.000,1.14917,1.14918,1.14861,1.14861,1040.39 +10.10.2018 07:30:00.000,1.14861,1.14877,1.14836,1.14853,1321.8500000000001 +10.10.2018 07:35:00.000,1.14856,1.14879,1.14830,1.14853,1118.59 +10.10.2018 07:40:00.000,1.14853,1.14899,1.14853,1.14877,860.34 +10.10.2018 07:45:00.000,1.14877,1.14930,1.14852,1.14915,986.3299999999999 +10.10.2018 07:50:00.000,1.14915,1.14958,1.14914,1.14927,956.73 +10.10.2018 07:55:00.000,1.14926,1.14942,1.14900,1.14940,1210.56 +10.10.2018 08:00:00.000,1.14940,1.14952,1.14915,1.14942,1052.04 +10.10.2018 08:05:00.000,1.14942,1.14962,1.14869,1.14869,1034.13 +10.10.2018 08:10:00.000,1.14870,1.14909,1.14854,1.14876,929.8599999999999 +10.10.2018 08:15:00.000,1.14875,1.14902,1.14866,1.14896,812.19 +10.10.2018 08:20:00.000,1.14896,1.14943,1.14886,1.14915,982.5899999999999 +10.10.2018 08:25:00.000,1.14914,1.14946,1.14895,1.14905,1214.15 +10.10.2018 08:30:00.000,1.14903,1.14921,1.14877,1.14893,928.95 +10.10.2018 08:35:00.000,1.14896,1.14956,1.14895,1.14955,1101.86 +10.10.2018 08:40:00.000,1.14956,1.14972,1.14911,1.14925,1094.26 +10.10.2018 08:45:00.000,1.14926,1.14932,1.14873,1.14879,1384.4099999999999 +10.10.2018 08:50:00.000,1.14882,1.14919,1.14872,1.14889,1095.9099999999999 +10.10.2018 08:55:00.000,1.14888,1.14907,1.14861,1.14863,1235.12 +10.10.2018 09:00:00.000,1.14867,1.14878,1.14838,1.14854,1484.3100000000002 +10.10.2018 09:05:00.000,1.14856,1.14898,1.14852,1.14896,902.8500000000001 +10.10.2018 09:10:00.000,1.14896,1.14905,1.14858,1.14864,969.18 +10.10.2018 09:15:00.000,1.14867,1.14882,1.14843,1.14858,1042.23 +10.10.2018 09:20:00.000,1.14859,1.14868,1.14822,1.14833,958.3 +10.10.2018 09:25:00.000,1.14832,1.14849,1.14798,1.14839,1304.4 +10.10.2018 09:30:00.000,1.14838,1.14857,1.14812,1.14812,1106.65 +10.10.2018 09:35:00.000,1.14812,1.14859,1.14805,1.14858,988.9100000000001 +10.10.2018 09:40:00.000,1.14858,1.14874,1.14830,1.14872,1108.1 +10.10.2018 09:45:00.000,1.14871,1.14921,1.14868,1.14914,1381.1799999999998 +10.10.2018 09:50:00.000,1.14913,1.14917,1.14870,1.14874,1111.52 +10.10.2018 09:55:00.000,1.14873,1.14893,1.14865,1.14885,1003.41 +10.10.2018 10:00:00.000,1.14884,1.14916,1.14881,1.14905,878.44 +10.10.2018 10:05:00.000,1.14905,1.14956,1.14904,1.14938,969.31 +10.10.2018 10:10:00.000,1.14940,1.14940,1.14892,1.14896,872.88 +10.10.2018 10:15:00.000,1.14896,1.14955,1.14878,1.14923,1160.72 +10.10.2018 10:20:00.000,1.14922,1.14943,1.14908,1.14916,955.29 +10.10.2018 10:25:00.000,1.14916,1.14928,1.14894,1.14905,885.39 +10.10.2018 10:30:00.000,1.14906,1.14914,1.14887,1.14901,984.75 +10.10.2018 10:35:00.000,1.14901,1.14927,1.14890,1.14923,911.5699999999999 +10.10.2018 10:40:00.000,1.14925,1.14951,1.14913,1.14937,1120.52 +10.10.2018 10:45:00.000,1.14936,1.14972,1.14926,1.14962,1041.93 +10.10.2018 10:50:00.000,1.14963,1.15029,1.14963,1.15018,1114.67 +10.10.2018 10:55:00.000,1.15017,1.15054,1.15009,1.15028,921.19 +10.10.2018 11:00:00.000,1.15028,1.15037,1.15013,1.15023,913.5699999999999 +10.10.2018 11:05:00.000,1.15022,1.15023,1.14982,1.15002,964.4199999999998 +10.10.2018 11:10:00.000,1.15003,1.15007,1.14966,1.14993,706.54 +10.10.2018 11:15:00.000,1.14992,1.15023,1.14982,1.14989,854.65 +10.10.2018 11:20:00.000,1.14989,1.15045,1.14979,1.15027,1063.08 +10.10.2018 11:25:00.000,1.15026,1.15072,1.15018,1.15047,734.24 +10.10.2018 11:30:00.000,1.15046,1.15047,1.15029,1.15032,856.8199999999999 +10.10.2018 11:35:00.000,1.15032,1.15041,1.15019,1.15035,825.58 +10.10.2018 11:40:00.000,1.15034,1.15056,1.15016,1.15027,842.41 +10.10.2018 11:45:00.000,1.15027,1.15046,1.15008,1.15024,878.72 +10.10.2018 11:50:00.000,1.15025,1.15031,1.14979,1.14981,887.05 +10.10.2018 11:55:00.000,1.14981,1.15026,1.14969,1.14976,1197.45 +10.10.2018 12:00:00.000,1.14977,1.14998,1.14949,1.14974,1193.85 +10.10.2018 12:05:00.000,1.14975,1.14987,1.14961,1.14965,643.4200000000001 +10.10.2018 12:10:00.000,1.14966,1.15019,1.14965,1.14997,1045.6399999999999 +10.10.2018 12:15:00.000,1.14994,1.15010,1.14986,1.14992,1069.17 +10.10.2018 12:20:00.000,1.14990,1.15012,1.14964,1.14979,1268.81 +10.10.2018 12:25:00.000,1.14979,1.14996,1.14951,1.14964,1053.97 +10.10.2018 12:30:00.000,1.14964,1.14980,1.14881,1.14902,1551.75 +10.10.2018 12:35:00.000,1.14905,1.14951,1.14902,1.14951,1262.15 +10.10.2018 12:40:00.000,1.14951,1.14958,1.14921,1.14936,1031.32 +10.10.2018 12:45:00.000,1.14935,1.14989,1.14915,1.14980,1310.7400000000002 +10.10.2018 12:50:00.000,1.14980,1.15018,1.14971,1.15017,1067.82 +10.10.2018 12:55:00.000,1.15019,1.15056,1.15014,1.15022,1313.7199999999998 +10.10.2018 13:00:00.000,1.15023,1.15059,1.15016,1.15041,1320.72 +10.10.2018 13:05:00.000,1.15037,1.15175,1.15037,1.15164,2427.9900000000002 +10.10.2018 13:10:00.000,1.15164,1.15229,1.15153,1.15209,1800.94 +10.10.2018 13:15:00.000,1.15202,1.15232,1.15180,1.15205,1484.5699999999997 +10.10.2018 13:20:00.000,1.15209,1.15235,1.15185,1.15196,1197.88 +10.10.2018 13:25:00.000,1.15196,1.15223,1.15170,1.15176,1492.39 +10.10.2018 13:30:00.000,1.15177,1.15182,1.15131,1.15147,1559.49 +10.10.2018 13:35:00.000,1.15147,1.15156,1.15081,1.15107,1612.05 +10.10.2018 13:40:00.000,1.15105,1.15136,1.15094,1.15120,1290.8799999999999 +10.10.2018 13:45:00.000,1.15121,1.15138,1.15096,1.15096,1498.3899999999999 +10.10.2018 13:50:00.000,1.15096,1.15122,1.15074,1.15111,1486.98 +10.10.2018 13:55:00.000,1.15114,1.15199,1.15101,1.15195,1584.2399999999998 +10.10.2018 14:00:00.000,1.15195,1.15281,1.15192,1.15237,1964.46 +10.10.2018 14:05:00.000,1.15236,1.15291,1.15235,1.15289,1483.9499999999998 +10.10.2018 14:10:00.000,1.15288,1.15295,1.15235,1.15253,1433.73 +10.10.2018 14:15:00.000,1.15252,1.15287,1.15236,1.15274,1216.28 +10.10.2018 14:20:00.000,1.15273,1.15294,1.15241,1.15243,1294.73 +10.10.2018 14:25:00.000,1.15244,1.15270,1.15232,1.15256,986.73 +10.10.2018 14:30:00.000,1.15255,1.15278,1.15229,1.15253,1182.07 +10.10.2018 14:35:00.000,1.15252,1.15257,1.15233,1.15238,944.1700000000001 +10.10.2018 14:40:00.000,1.15239,1.15299,1.15226,1.15279,1348.38 +10.10.2018 14:45:00.000,1.15278,1.15337,1.15248,1.15299,1493.5 +10.10.2018 14:50:00.000,1.15302,1.15340,1.15292,1.15313,1366.8200000000002 +10.10.2018 14:55:00.000,1.15313,1.15345,1.15271,1.15342,1430.9900000000002 +10.10.2018 15:00:00.000,1.15341,1.15345,1.15279,1.15293,1464.54 +10.10.2018 15:05:00.000,1.15293,1.15336,1.15259,1.15271,1577.18 +10.10.2018 15:10:00.000,1.15269,1.15271,1.15190,1.15235,1661.35 +10.10.2018 15:15:00.000,1.15238,1.15279,1.15234,1.15248,1158.9299999999998 +10.10.2018 15:20:00.000,1.15247,1.15278,1.15228,1.15278,1055.43 +10.10.2018 15:25:00.000,1.15278,1.15318,1.15273,1.15314,1289.42 +10.10.2018 15:30:00.000,1.15314,1.15317,1.15253,1.15282,1208.16 +10.10.2018 15:35:00.000,1.15284,1.15320,1.15273,1.15314,1112.9199999999998 +10.10.2018 15:40:00.000,1.15314,1.15332,1.15300,1.15331,969.1999999999999 +10.10.2018 15:45:00.000,1.15329,1.15430,1.15327,1.15382,1530.8999999999999 +10.10.2018 15:50:00.000,1.15381,1.15395,1.15357,1.15364,1086.74 +10.10.2018 15:55:00.000,1.15365,1.15415,1.15355,1.15406,1233.14 +10.10.2018 16:00:00.000,1.15407,1.15434,1.15392,1.15394,1272.15 +10.10.2018 16:05:00.000,1.15396,1.15401,1.15376,1.15380,1001.22 +10.10.2018 16:10:00.000,1.15380,1.15419,1.15375,1.15413,933.43 +10.10.2018 16:15:00.000,1.15414,1.15432,1.15396,1.15399,1010.3400000000001 +10.10.2018 16:20:00.000,1.15399,1.15400,1.15369,1.15373,803.01 +10.10.2018 16:25:00.000,1.15374,1.15394,1.15369,1.15383,787.3100000000001 +10.10.2018 16:30:00.000,1.15383,1.15436,1.15373,1.15418,799.8399999999999 +10.10.2018 16:35:00.000,1.15418,1.15452,1.15418,1.15424,759.0799999999999 +10.10.2018 16:40:00.000,1.15423,1.15443,1.15419,1.15435,606.61 +10.10.2018 16:45:00.000,1.15433,1.15434,1.15394,1.15404,664.51 +10.10.2018 16:50:00.000,1.15402,1.15403,1.15356,1.15387,822.3999999999999 +10.10.2018 16:55:00.000,1.15388,1.15433,1.15379,1.15387,1160.5900000000001 +10.10.2018 17:00:00.000,1.15387,1.15407,1.15373,1.15373,835.0500000000001 +10.10.2018 17:05:00.000,1.15373,1.15401,1.15372,1.15391,813.91 +10.10.2018 17:10:00.000,1.15391,1.15419,1.15386,1.15406,752.0699999999999 +10.10.2018 17:15:00.000,1.15406,1.15431,1.15381,1.15381,882.28 +10.10.2018 17:20:00.000,1.15381,1.15388,1.15362,1.15371,790.5199999999999 +10.10.2018 17:25:00.000,1.15372,1.15376,1.15335,1.15356,1150.51 +10.10.2018 17:30:00.000,1.15354,1.15368,1.15339,1.15342,1032.48 +10.10.2018 17:35:00.000,1.15345,1.15348,1.15287,1.15318,1168.5299999999997 +10.10.2018 17:40:00.000,1.15318,1.15332,1.15310,1.15328,1031.1299999999999 +10.10.2018 17:45:00.000,1.15329,1.15350,1.15329,1.15343,942.9 +10.10.2018 17:50:00.000,1.15343,1.15349,1.15332,1.15338,656.8900000000001 +10.10.2018 17:55:00.000,1.15338,1.15362,1.15336,1.15347,783.5799999999999 +10.10.2018 18:00:00.000,1.15347,1.15372,1.15346,1.15356,857.86 +10.10.2018 18:05:00.000,1.15356,1.15362,1.15321,1.15336,1489.6200000000001 +10.10.2018 18:10:00.000,1.15336,1.15384,1.15334,1.15382,1210.34 +10.10.2018 18:15:00.000,1.15383,1.15418,1.15374,1.15408,1161.57 +10.10.2018 18:20:00.000,1.15407,1.15416,1.15351,1.15359,981.39 +10.10.2018 18:25:00.000,1.15359,1.15383,1.15347,1.15347,1090.3500000000001 +10.10.2018 18:30:00.000,1.15348,1.15363,1.15342,1.15349,918.3399999999999 +10.10.2018 18:35:00.000,1.15349,1.15363,1.15296,1.15297,1032.98 +10.10.2018 18:40:00.000,1.15297,1.15301,1.15266,1.15273,992.84 +10.10.2018 18:45:00.000,1.15273,1.15277,1.15246,1.15251,1077.22 +10.10.2018 18:50:00.000,1.15250,1.15266,1.15246,1.15262,976.0799999999999 +10.10.2018 18:55:00.000,1.15261,1.15272,1.15242,1.15243,1030.89 +10.10.2018 19:00:00.000,1.15244,1.15265,1.15231,1.15248,1111.4 +10.10.2018 19:05:00.000,1.15247,1.15258,1.15194,1.15214,1264.21 +10.10.2018 19:10:00.000,1.15215,1.15220,1.15183,1.15189,1090.43 +10.10.2018 19:15:00.000,1.15189,1.15219,1.15161,1.15209,1414.92 +10.10.2018 19:20:00.000,1.15209,1.15218,1.15195,1.15218,910.14 +10.10.2018 19:25:00.000,1.15218,1.15222,1.15176,1.15198,1279.71 +10.10.2018 19:30:00.000,1.15196,1.15205,1.15187,1.15198,999.5199999999999 +10.10.2018 19:35:00.000,1.15198,1.15208,1.15184,1.15188,729.9599999999999 +10.10.2018 19:40:00.000,1.15188,1.15194,1.15148,1.15189,755.46 +10.10.2018 19:45:00.000,1.15193,1.15214,1.15159,1.15209,1143.5100000000002 +10.10.2018 19:50:00.000,1.15209,1.15215,1.15145,1.15162,1228.7 +10.10.2018 19:55:00.000,1.15164,1.15188,1.15144,1.15173,1294.88 +10.10.2018 20:00:00.000,1.15169,1.15220,1.15160,1.15210,745.29 +10.10.2018 20:05:00.000,1.15210,1.15231,1.15208,1.15218,660.6400000000001 +10.10.2018 20:10:00.000,1.15218,1.15218,1.15195,1.15197,392.22 +10.10.2018 20:15:00.000,1.15197,1.15208,1.15195,1.15198,359.07 +10.10.2018 20:20:00.000,1.15197,1.15229,1.15196,1.15229,486.94000000000005 +10.10.2018 20:25:00.000,1.15229,1.15238,1.15225,1.15234,575.61 +10.10.2018 20:30:00.000,1.15234,1.15235,1.15198,1.15220,589.1300000000001 +10.10.2018 20:35:00.000,1.15221,1.15236,1.15221,1.15230,583.43 +10.10.2018 20:40:00.000,1.15230,1.15235,1.15221,1.15228,572.87 +10.10.2018 20:45:00.000,1.15229,1.15231,1.15201,1.15201,550.45 +10.10.2018 20:50:00.000,1.15201,1.15204,1.15164,1.15167,829.5699999999999 +10.10.2018 20:55:00.000,1.15167,1.15199,1.15164,1.15185,618.6800000000001 +10.10.2018 21:00:00.000,1.15182,1.15226,1.15175,1.15216,114.71000000000001 +10.10.2018 21:05:00.000,1.15226,1.15261,1.15199,1.15227,534.56 +10.10.2018 21:10:00.000,1.15226,1.15286,1.15226,1.15285,522.34 +10.10.2018 21:15:00.000,1.15284,1.15284,1.15254,1.15255,320.85999999999996 +10.10.2018 21:20:00.000,1.15256,1.15259,1.15247,1.15248,337.8 +10.10.2018 21:25:00.000,1.15248,1.15248,1.15199,1.15247,278.56999999999994 +10.10.2018 21:30:00.000,1.15247,1.15247,1.15217,1.15230,458.62 +10.10.2018 21:35:00.000,1.15229,1.15274,1.15217,1.15271,415.5 +10.10.2018 21:40:00.000,1.15271,1.15272,1.15247,1.15256,205.91000000000003 +10.10.2018 21:45:00.000,1.15256,1.15285,1.15255,1.15258,385.32 +10.10.2018 21:50:00.000,1.15258,1.15260,1.15255,1.15257,252.23999999999998 +10.10.2018 21:55:00.000,1.15258,1.15268,1.15254,1.15266,145.04999999999998 +10.10.2018 22:00:00.000,1.15267,1.15300,1.15266,1.15285,247.18000000000004 +10.10.2018 22:05:00.000,1.15285,1.15293,1.15279,1.15284,452.31 +10.10.2018 22:10:00.000,1.15285,1.15310,1.15276,1.15309,349.71000000000004 +10.10.2018 22:15:00.000,1.15308,1.15333,1.15297,1.15315,442.48999999999995 +10.10.2018 22:20:00.000,1.15316,1.15351,1.15314,1.15324,251.17 +10.10.2018 22:25:00.000,1.15322,1.15323,1.15303,1.15306,107.31 +10.10.2018 22:30:00.000,1.15306,1.15333,1.15289,1.15333,319.36 +10.10.2018 22:35:00.000,1.15332,1.15359,1.15290,1.15303,538.99 +10.10.2018 22:40:00.000,1.15303,1.15343,1.15292,1.15309,462.19 +10.10.2018 22:45:00.000,1.15309,1.15345,1.15295,1.15343,577.41 +10.10.2018 22:50:00.000,1.15343,1.15362,1.15317,1.15326,567.75 +10.10.2018 22:55:00.000,1.15325,1.15358,1.15308,1.15355,564.48 +10.10.2018 23:00:00.000,1.15354,1.15366,1.15344,1.15344,655.5300000000001 +10.10.2018 23:05:00.000,1.15344,1.15355,1.15327,1.15336,442.56 +10.10.2018 23:10:00.000,1.15334,1.15337,1.15325,1.15329,226.96000000000004 +10.10.2018 23:15:00.000,1.15329,1.15330,1.15312,1.15312,176.89000000000001 +10.10.2018 23:20:00.000,1.15312,1.15317,1.15306,1.15315,157.83 +10.10.2018 23:25:00.000,1.15314,1.15315,1.15289,1.15290,206.02999999999997 +10.10.2018 23:30:00.000,1.15290,1.15311,1.15280,1.15305,424.69 +10.10.2018 23:35:00.000,1.15306,1.15310,1.15295,1.15305,394.6 +10.10.2018 23:40:00.000,1.15306,1.15323,1.15305,1.15323,449.98 +10.10.2018 23:45:00.000,1.15322,1.15326,1.15294,1.15311,612.9 +10.10.2018 23:50:00.000,1.15310,1.15318,1.15299,1.15305,429.96 +10.10.2018 23:55:00.000,1.15305,1.15341,1.15305,1.15330,459.48999999999995 +11.10.2018 00:00:00.000,1.15330,1.15403,1.15311,1.15390,873.1700000000001 +11.10.2018 00:05:00.000,1.15390,1.15421,1.15378,1.15381,941.5800000000002 +11.10.2018 00:10:00.000,1.15380,1.15406,1.15370,1.15385,1243.5 +11.10.2018 00:15:00.000,1.15386,1.15386,1.15331,1.15344,993.8999999999999 +11.10.2018 00:20:00.000,1.15344,1.15365,1.15336,1.15351,697.29 +11.10.2018 00:25:00.000,1.15351,1.15366,1.15340,1.15362,697.67 +11.10.2018 00:30:00.000,1.15362,1.15381,1.15344,1.15350,843.9300000000001 +11.10.2018 00:35:00.000,1.15350,1.15352,1.15340,1.15351,726.96 +11.10.2018 00:40:00.000,1.15352,1.15387,1.15350,1.15380,859.6700000000001 +11.10.2018 00:45:00.000,1.15380,1.15391,1.15361,1.15378,934.57 +11.10.2018 00:50:00.000,1.15378,1.15382,1.15350,1.15354,876.03 +11.10.2018 00:55:00.000,1.15356,1.15364,1.15335,1.15364,805.5900000000001 +11.10.2018 01:00:00.000,1.15366,1.15377,1.15346,1.15354,963.57 +11.10.2018 01:05:00.000,1.15353,1.15377,1.15352,1.15369,545.8800000000001 +11.10.2018 01:10:00.000,1.15368,1.15386,1.15362,1.15377,766.94 +11.10.2018 01:15:00.000,1.15376,1.15376,1.15355,1.15363,911.5200000000001 +11.10.2018 01:20:00.000,1.15364,1.15371,1.15335,1.15336,786.49 +11.10.2018 01:25:00.000,1.15335,1.15367,1.15335,1.15364,752.4699999999999 +11.10.2018 01:30:00.000,1.15364,1.15372,1.15340,1.15371,777.7099999999999 +11.10.2018 01:35:00.000,1.15372,1.15372,1.15339,1.15352,789.24 +11.10.2018 01:40:00.000,1.15351,1.15361,1.15336,1.15349,900.88 +11.10.2018 01:45:00.000,1.15349,1.15407,1.15348,1.15403,1114.3799999999999 +11.10.2018 01:50:00.000,1.15402,1.15589,1.15396,1.15533,1747.56 +11.10.2018 01:55:00.000,1.15533,1.15717,1.15526,1.15639,2081.7599999999998 +11.10.2018 02:00:00.000,1.15639,1.15669,1.15590,1.15619,1404.76 +11.10.2018 02:05:00.000,1.15619,1.15644,1.15593,1.15596,1095.05 +11.10.2018 02:10:00.000,1.15597,1.15603,1.15565,1.15568,832.74 +11.10.2018 02:15:00.000,1.15567,1.15603,1.15566,1.15602,878.4300000000001 +11.10.2018 02:20:00.000,1.15602,1.15626,1.15592,1.15592,793.07 +11.10.2018 02:25:00.000,1.15592,1.15603,1.15581,1.15602,643.39 +11.10.2018 02:30:00.000,1.15602,1.15628,1.15587,1.15597,792.16 +11.10.2018 02:35:00.000,1.15597,1.15616,1.15590,1.15616,611.54 +11.10.2018 02:40:00.000,1.15616,1.15627,1.15601,1.15601,808.67 +11.10.2018 02:45:00.000,1.15604,1.15616,1.15590,1.15599,814.9699999999999 +11.10.2018 02:50:00.000,1.15598,1.15604,1.15582,1.15590,733.9899999999999 +11.10.2018 02:55:00.000,1.15590,1.15612,1.15589,1.15602,814.9300000000001 +11.10.2018 03:00:00.000,1.15603,1.15619,1.15580,1.15610,506.42999999999995 +11.10.2018 03:05:00.000,1.15611,1.15611,1.15591,1.15596,487.54 +11.10.2018 03:10:00.000,1.15595,1.15603,1.15591,1.15601,680.44 +11.10.2018 03:15:00.000,1.15600,1.15613,1.15598,1.15609,603.61 +11.10.2018 03:20:00.000,1.15608,1.15639,1.15593,1.15628,840.12 +11.10.2018 03:25:00.000,1.15628,1.15644,1.15621,1.15631,611.7 +11.10.2018 03:30:00.000,1.15632,1.15686,1.15628,1.15681,864.18 +11.10.2018 03:35:00.000,1.15681,1.15683,1.15651,1.15672,1095.88 +11.10.2018 03:40:00.000,1.15672,1.15683,1.15655,1.15682,719.2 +11.10.2018 03:45:00.000,1.15683,1.15702,1.15661,1.15700,790.3199999999999 +11.10.2018 03:50:00.000,1.15700,1.15723,1.15685,1.15699,901.1 +11.10.2018 03:55:00.000,1.15698,1.15702,1.15677,1.15682,572.9 +11.10.2018 04:00:00.000,1.15681,1.15682,1.15640,1.15641,707.0300000000001 +11.10.2018 04:05:00.000,1.15641,1.15643,1.15626,1.15630,486.26 +11.10.2018 04:10:00.000,1.15632,1.15657,1.15628,1.15656,448.43 +11.10.2018 04:15:00.000,1.15655,1.15663,1.15647,1.15648,301.3 +11.10.2018 04:20:00.000,1.15649,1.15658,1.15646,1.15647,432.9 +11.10.2018 04:25:00.000,1.15647,1.15657,1.15642,1.15643,758.36 +11.10.2018 04:30:00.000,1.15644,1.15644,1.15626,1.15632,657.8499999999999 +11.10.2018 04:35:00.000,1.15630,1.15652,1.15622,1.15651,539.5799999999999 +11.10.2018 04:40:00.000,1.15652,1.15658,1.15617,1.15621,553.47 +11.10.2018 04:45:00.000,1.15622,1.15630,1.15594,1.15627,489.03999999999996 +11.10.2018 04:50:00.000,1.15626,1.15643,1.15597,1.15613,662.06 +11.10.2018 04:55:00.000,1.15612,1.15617,1.15598,1.15616,651.62 +11.10.2018 05:00:00.000,1.15615,1.15629,1.15524,1.15548,1118.48 +11.10.2018 05:05:00.000,1.15548,1.15574,1.15520,1.15539,1141.04 +11.10.2018 05:10:00.000,1.15540,1.15592,1.15540,1.15579,905.3199999999999 +11.10.2018 05:15:00.000,1.15581,1.15594,1.15550,1.15568,755.43 +11.10.2018 05:20:00.000,1.15569,1.15587,1.15541,1.15587,775.2199999999999 +11.10.2018 05:25:00.000,1.15589,1.15593,1.15560,1.15572,810.2099999999999 +11.10.2018 05:30:00.000,1.15571,1.15590,1.15537,1.15560,1064.52 +11.10.2018 05:35:00.000,1.15561,1.15587,1.15560,1.15582,456.85 +11.10.2018 05:40:00.000,1.15583,1.15603,1.15562,1.15597,713.17 +11.10.2018 05:45:00.000,1.15597,1.15623,1.15592,1.15606,677.49 +11.10.2018 05:50:00.000,1.15606,1.15618,1.15594,1.15600,756.55 +11.10.2018 05:55:00.000,1.15600,1.15609,1.15549,1.15550,951.39 +11.10.2018 06:00:00.000,1.15551,1.15588,1.15499,1.15519,1358.8000000000002 +11.10.2018 06:05:00.000,1.15522,1.15532,1.15471,1.15480,1284.4699999999998 +11.10.2018 06:10:00.000,1.15481,1.15511,1.15436,1.15474,1613.58 +11.10.2018 06:15:00.000,1.15474,1.15496,1.15469,1.15492,1421.1299999999999 +11.10.2018 06:20:00.000,1.15491,1.15496,1.15462,1.15486,1387.87 +11.10.2018 06:25:00.000,1.15486,1.15492,1.15447,1.15461,1356.19 +11.10.2018 06:30:00.000,1.15459,1.15494,1.15429,1.15443,974.51 +11.10.2018 06:35:00.000,1.15443,1.15454,1.15411,1.15446,1397.62 +11.10.2018 06:40:00.000,1.15447,1.15491,1.15447,1.15483,1133.19 +11.10.2018 06:45:00.000,1.15482,1.15542,1.15481,1.15506,1406.1099999999997 +11.10.2018 06:50:00.000,1.15506,1.15542,1.15485,1.15532,1310.6899999999998 +11.10.2018 06:55:00.000,1.15530,1.15537,1.15435,1.15441,1379.6499999999999 +11.10.2018 07:00:00.000,1.15445,1.15462,1.15352,1.15363,1934.6200000000001 +11.10.2018 07:05:00.000,1.15364,1.15406,1.15351,1.15387,1402.0800000000002 +11.10.2018 07:10:00.000,1.15387,1.15462,1.15385,1.15441,1456.67 +11.10.2018 07:15:00.000,1.15441,1.15458,1.15406,1.15455,1330.1000000000001 +11.10.2018 07:20:00.000,1.15452,1.15522,1.15427,1.15520,1557.9 +11.10.2018 07:25:00.000,1.15519,1.15521,1.15426,1.15426,1464.54 +11.10.2018 07:30:00.000,1.15426,1.15520,1.15425,1.15495,1510.2800000000002 +11.10.2018 07:35:00.000,1.15496,1.15522,1.15471,1.15518,1315.8 +11.10.2018 07:40:00.000,1.15519,1.15523,1.15467,1.15503,1232.78 +11.10.2018 07:45:00.000,1.15502,1.15512,1.15411,1.15447,1443.28 +11.10.2018 07:50:00.000,1.15447,1.15466,1.15381,1.15411,1194.17 +11.10.2018 07:55:00.000,1.15410,1.15424,1.15399,1.15403,1336.29 +11.10.2018 08:00:00.000,1.15405,1.15460,1.15401,1.15413,1429.24 +11.10.2018 08:05:00.000,1.15415,1.15446,1.15399,1.15436,1021.8299999999999 +11.10.2018 08:10:00.000,1.15434,1.15441,1.15406,1.15436,953.39 +11.10.2018 08:15:00.000,1.15435,1.15446,1.15386,1.15390,970.9499999999999 +11.10.2018 08:20:00.000,1.15389,1.15436,1.15384,1.15431,1182.6599999999999 +11.10.2018 08:25:00.000,1.15432,1.15479,1.15404,1.15471,1283.84 +11.10.2018 08:30:00.000,1.15472,1.15478,1.15460,1.15466,1134.68 +11.10.2018 08:35:00.000,1.15466,1.15506,1.15461,1.15491,1137.6399999999999 +11.10.2018 08:40:00.000,1.15492,1.15505,1.15469,1.15471,815.8 +11.10.2018 08:45:00.000,1.15472,1.15525,1.15469,1.15522,935.52 +11.10.2018 08:50:00.000,1.15522,1.15526,1.15480,1.15482,931.13 +11.10.2018 08:55:00.000,1.15480,1.15490,1.15442,1.15457,791.82 +11.10.2018 09:00:00.000,1.15457,1.15467,1.15424,1.15467,964.83 +11.10.2018 09:05:00.000,1.15466,1.15497,1.15456,1.15492,1055.46 +11.10.2018 09:10:00.000,1.15492,1.15501,1.15451,1.15496,1044 +11.10.2018 09:15:00.000,1.15497,1.15518,1.15481,1.15500,1176.65 +11.10.2018 09:20:00.000,1.15501,1.15503,1.15445,1.15455,1027.78 +11.10.2018 09:25:00.000,1.15455,1.15477,1.15446,1.15466,1110.77 +11.10.2018 09:30:00.000,1.15466,1.15471,1.15436,1.15447,1121.5 +11.10.2018 09:35:00.000,1.15449,1.15479,1.15437,1.15471,1034.21 +11.10.2018 09:40:00.000,1.15471,1.15506,1.15465,1.15502,1116.1999999999998 +11.10.2018 09:45:00.000,1.15502,1.15532,1.15494,1.15527,958.8100000000001 +11.10.2018 09:50:00.000,1.15528,1.15597,1.15526,1.15586,1158.6 +11.10.2018 09:55:00.000,1.15586,1.15625,1.15570,1.15586,1162.9699999999998 +11.10.2018 10:00:00.000,1.15587,1.15621,1.15576,1.15599,1093.87 +11.10.2018 10:05:00.000,1.15598,1.15604,1.15572,1.15580,790.19 +11.10.2018 10:10:00.000,1.15581,1.15610,1.15575,1.15610,836.85 +11.10.2018 10:15:00.000,1.15610,1.15724,1.15609,1.15688,1619.2300000000002 +11.10.2018 10:20:00.000,1.15689,1.15701,1.15675,1.15698,1245.31 +11.10.2018 10:25:00.000,1.15699,1.15748,1.15690,1.15731,1062.61 +11.10.2018 10:30:00.000,1.15733,1.15743,1.15698,1.15710,1139.71 +11.10.2018 10:35:00.000,1.15711,1.15752,1.15705,1.15728,1283.21 +11.10.2018 10:40:00.000,1.15728,1.15738,1.15702,1.15725,1172.6799999999998 +11.10.2018 10:45:00.000,1.15725,1.15748,1.15711,1.15717,1144.8899999999999 +11.10.2018 10:50:00.000,1.15717,1.15745,1.15709,1.15718,1306.81 +11.10.2018 10:55:00.000,1.15718,1.15748,1.15708,1.15728,1219.35 +11.10.2018 11:00:00.000,1.15727,1.15731,1.15699,1.15718,1217.6 +11.10.2018 11:05:00.000,1.15719,1.15743,1.15715,1.15716,1094.8600000000001 +11.10.2018 11:10:00.000,1.15716,1.15733,1.15704,1.15715,1062.6799999999998 +11.10.2018 11:15:00.000,1.15714,1.15722,1.15698,1.15714,777.47 +11.10.2018 11:20:00.000,1.15714,1.15817,1.15712,1.15801,1167.21 +11.10.2018 11:25:00.000,1.15802,1.15803,1.15752,1.15757,1252.12 +11.10.2018 11:30:00.000,1.15756,1.15771,1.15694,1.15743,1157.68 +11.10.2018 11:35:00.000,1.15743,1.15753,1.15710,1.15713,834.4300000000001 +11.10.2018 11:40:00.000,1.15712,1.15740,1.15696,1.15711,1090.52 +11.10.2018 11:45:00.000,1.15712,1.15765,1.15710,1.15765,781.5699999999999 +11.10.2018 11:50:00.000,1.15764,1.15780,1.15723,1.15767,1097.57 +11.10.2018 11:55:00.000,1.15767,1.15774,1.15743,1.15764,1091.95 +11.10.2018 12:00:00.000,1.15765,1.15798,1.15755,1.15764,1372.9799999999998 +11.10.2018 12:05:00.000,1.15763,1.15784,1.15752,1.15770,869.0300000000001 +11.10.2018 12:10:00.000,1.15768,1.15774,1.15733,1.15747,905.2199999999999 +11.10.2018 12:15:00.000,1.15747,1.15783,1.15733,1.15774,934.16 +11.10.2018 12:20:00.000,1.15773,1.15794,1.15710,1.15714,1234 +11.10.2018 12:25:00.000,1.15713,1.15717,1.15699,1.15699,774.3399999999999 +11.10.2018 12:30:00.000,1.15699,1.15987,1.15686,1.15968,2444.96 +11.10.2018 12:35:00.000,1.15971,1.15994,1.15816,1.15900,1697.88 +11.10.2018 12:40:00.000,1.15899,1.15987,1.15881,1.15975,1689.6499999999999 +11.10.2018 12:45:00.000,1.15976,1.15976,1.15870,1.15898,1311.92 +11.10.2018 12:50:00.000,1.15898,1.15902,1.15803,1.15815,1139.41 +11.10.2018 12:55:00.000,1.15815,1.15847,1.15725,1.15742,1458.61 +11.10.2018 13:00:00.000,1.15741,1.15787,1.15714,1.15723,1322.2 +11.10.2018 13:05:00.000,1.15723,1.15764,1.15661,1.15679,1574.2399999999998 +11.10.2018 13:10:00.000,1.15678,1.15719,1.15663,1.15686,1465.56 +11.10.2018 13:15:00.000,1.15684,1.15691,1.15626,1.15640,1556.0300000000002 +11.10.2018 13:20:00.000,1.15640,1.15663,1.15611,1.15658,1324.95 +11.10.2018 13:25:00.000,1.15657,1.15671,1.15600,1.15652,1423.9500000000003 +11.10.2018 13:30:00.000,1.15653,1.15686,1.15615,1.15682,1959.56 +11.10.2018 13:35:00.000,1.15682,1.15686,1.15650,1.15681,1515.6999999999998 +11.10.2018 13:40:00.000,1.15682,1.15729,1.15681,1.15722,1450.88 +11.10.2018 13:45:00.000,1.15721,1.15752,1.15685,1.15731,1995.61 +11.10.2018 13:50:00.000,1.15731,1.15759,1.15681,1.15681,1557.43 +11.10.2018 13:55:00.000,1.15680,1.15680,1.15620,1.15641,1718.28 +11.10.2018 14:00:00.000,1.15643,1.15676,1.15561,1.15578,1725.8500000000001 +11.10.2018 14:05:00.000,1.15580,1.15598,1.15532,1.15534,1584.1100000000001 +11.10.2018 14:10:00.000,1.15534,1.15551,1.15453,1.15541,1773.58 +11.10.2018 14:15:00.000,1.15541,1.15556,1.15480,1.15556,1495.18 +11.10.2018 14:20:00.000,1.15557,1.15592,1.15553,1.15592,1356.6399999999999 +11.10.2018 14:25:00.000,1.15591,1.15611,1.15574,1.15579,1666.1 +11.10.2018 14:30:00.000,1.15579,1.15643,1.15566,1.15636,1382.39 +11.10.2018 14:35:00.000,1.15636,1.15647,1.15603,1.15607,1258.27 +11.10.2018 14:40:00.000,1.15607,1.15654,1.15602,1.15644,1296.98 +11.10.2018 14:45:00.000,1.15643,1.15726,1.15637,1.15704,1966.98 +11.10.2018 14:50:00.000,1.15705,1.15730,1.15643,1.15670,1549.62 +11.10.2018 14:55:00.000,1.15670,1.15716,1.15577,1.15588,1694.54 +11.10.2018 15:00:00.000,1.15587,1.15676,1.15568,1.15663,1971.66 +11.10.2018 15:05:00.000,1.15663,1.15719,1.15660,1.15704,1939.75 +11.10.2018 15:10:00.000,1.15703,1.15708,1.15533,1.15537,2293.42 +11.10.2018 15:15:00.000,1.15536,1.15588,1.15524,1.15570,2003.1599999999999 +11.10.2018 15:20:00.000,1.15571,1.15588,1.15522,1.15530,1224.3700000000001 +11.10.2018 15:25:00.000,1.15529,1.15544,1.15492,1.15540,1470.88 +11.10.2018 15:30:00.000,1.15540,1.15587,1.15533,1.15581,1250.6 +11.10.2018 15:35:00.000,1.15579,1.15632,1.15545,1.15628,1444.4499999999998 +11.10.2018 15:40:00.000,1.15630,1.15728,1.15630,1.15663,1827.7700000000002 +11.10.2018 15:45:00.000,1.15663,1.15676,1.15622,1.15653,1705.48 +11.10.2018 15:50:00.000,1.15652,1.15652,1.15607,1.15608,1460.9499999999998 +11.10.2018 15:55:00.000,1.15607,1.15646,1.15598,1.15646,1400.52 +11.10.2018 16:00:00.000,1.15643,1.15712,1.15643,1.15700,1279.13 +11.10.2018 16:05:00.000,1.15700,1.15743,1.15700,1.15739,1412.53 +11.10.2018 16:10:00.000,1.15738,1.15802,1.15720,1.15766,1663.15 +11.10.2018 16:15:00.000,1.15767,1.15812,1.15757,1.15800,1626.12 +11.10.2018 16:20:00.000,1.15802,1.15817,1.15775,1.15804,1378.93 +11.10.2018 16:25:00.000,1.15806,1.15826,1.15786,1.15791,1252.29 +11.10.2018 16:30:00.000,1.15792,1.15795,1.15756,1.15777,1318.62 +11.10.2018 16:35:00.000,1.15776,1.15782,1.15754,1.15761,1066.33 +11.10.2018 16:40:00.000,1.15759,1.15776,1.15751,1.15767,737.41 +11.10.2018 16:45:00.000,1.15768,1.15776,1.15724,1.15731,1290.41 +11.10.2018 16:50:00.000,1.15729,1.15746,1.15710,1.15745,1105.74 +11.10.2018 16:55:00.000,1.15745,1.15757,1.15733,1.15748,938.5899999999999 +11.10.2018 17:00:00.000,1.15746,1.15772,1.15727,1.15738,1176.9 +11.10.2018 17:05:00.000,1.15737,1.15816,1.15737,1.15797,1241.1000000000001 +11.10.2018 17:10:00.000,1.15797,1.15819,1.15791,1.15794,964.24 +11.10.2018 17:15:00.000,1.15798,1.15806,1.15770,1.15777,931.6299999999999 +11.10.2018 17:20:00.000,1.15778,1.15799,1.15777,1.15789,554.44 +11.10.2018 17:25:00.000,1.15789,1.15801,1.15762,1.15799,844.3199999999999 +11.10.2018 17:30:00.000,1.15798,1.15804,1.15768,1.15780,942.99 +11.10.2018 17:35:00.000,1.15781,1.15828,1.15777,1.15821,724.1400000000001 +11.10.2018 17:40:00.000,1.15821,1.15856,1.15812,1.15836,829.3899999999999 +11.10.2018 17:45:00.000,1.15836,1.15861,1.15826,1.15831,1333.3400000000001 +11.10.2018 17:50:00.000,1.15830,1.15839,1.15811,1.15832,1204.76 +11.10.2018 17:55:00.000,1.15831,1.15862,1.15827,1.15837,1047.76 +11.10.2018 18:00:00.000,1.15837,1.15884,1.15832,1.15838,1149.43 +11.10.2018 18:05:00.000,1.15838,1.15871,1.15832,1.15844,966.66 +11.10.2018 18:10:00.000,1.15844,1.15864,1.15833,1.15854,974.4200000000001 +11.10.2018 18:15:00.000,1.15853,1.15902,1.15852,1.15878,1103.72 +11.10.2018 18:20:00.000,1.15876,1.15913,1.15872,1.15907,1271.63 +11.10.2018 18:25:00.000,1.15907,1.15942,1.15886,1.15939,1363.25 +11.10.2018 18:30:00.000,1.15939,1.15942,1.15872,1.15919,1349.08 +11.10.2018 18:35:00.000,1.15920,1.15961,1.15910,1.15947,1620.2600000000002 +11.10.2018 18:40:00.000,1.15946,1.15970,1.15940,1.15947,1887.9999999999998 +11.10.2018 18:45:00.000,1.15948,1.15978,1.15937,1.15944,1597.4 +11.10.2018 18:50:00.000,1.15944,1.15958,1.15929,1.15932,1611.79 +11.10.2018 18:55:00.000,1.15933,1.15946,1.15898,1.15945,1613.1099999999997 +11.10.2018 19:00:00.000,1.15945,1.15946,1.15911,1.15936,1505.23 +11.10.2018 19:05:00.000,1.15937,1.15937,1.15905,1.15917,1318.18 +11.10.2018 19:10:00.000,1.15916,1.15946,1.15902,1.15922,1320.5 +11.10.2018 19:15:00.000,1.15925,1.15925,1.15892,1.15902,1790.61 +11.10.2018 19:20:00.000,1.15905,1.15907,1.15866,1.15881,1464.1599999999999 +11.10.2018 19:25:00.000,1.15883,1.15892,1.15850,1.15882,1399.0400000000002 +11.10.2018 19:30:00.000,1.15881,1.15907,1.15871,1.15897,1380.72 +11.10.2018 19:35:00.000,1.15897,1.15938,1.15880,1.15932,1197.48 +11.10.2018 19:40:00.000,1.15932,1.15933,1.15901,1.15911,1102.8899999999999 +11.10.2018 19:45:00.000,1.15910,1.15928,1.15908,1.15912,1229.93 +11.10.2018 19:50:00.000,1.15912,1.15942,1.15908,1.15922,854.1100000000001 +11.10.2018 19:55:00.000,1.15924,1.15943,1.15915,1.15933,749.48 +11.10.2018 20:00:00.000,1.15943,1.15950,1.15913,1.15943,937.99 +11.10.2018 20:05:00.000,1.15945,1.15955,1.15926,1.15948,1029.7599999999998 +11.10.2018 20:10:00.000,1.15949,1.15966,1.15949,1.15960,662.48 +11.10.2018 20:15:00.000,1.15962,1.15965,1.15950,1.15954,360.41999999999996 +11.10.2018 20:20:00.000,1.15954,1.15965,1.15954,1.15965,219.03 +11.10.2018 20:25:00.000,1.15964,1.15983,1.15960,1.15975,534.03 +11.10.2018 20:30:00.000,1.15976,1.15976,1.15946,1.15955,581.82 +11.10.2018 20:35:00.000,1.15955,1.15959,1.15944,1.15950,583.36 +11.10.2018 20:40:00.000,1.15950,1.15955,1.15949,1.15950,520.21 +11.10.2018 20:45:00.000,1.15951,1.15952,1.15942,1.15943,291.07 +11.10.2018 20:50:00.000,1.15943,1.15946,1.15939,1.15940,380.38 +11.10.2018 20:55:00.000,1.15941,1.15941,1.15927,1.15931,541.46 +11.10.2018 21:00:00.000,1.15930,1.15930,1.15832,1.15893,136.85 +11.10.2018 21:05:00.000,1.15895,1.15920,1.15875,1.15889,327.27 +11.10.2018 21:10:00.000,1.15887,1.15929,1.15865,1.15925,366.36 +11.10.2018 21:15:00.000,1.15924,1.15930,1.15862,1.15868,143.78000000000003 +11.10.2018 21:20:00.000,1.15869,1.15900,1.15861,1.15887,216.35000000000002 +11.10.2018 21:25:00.000,1.15892,1.15917,1.15887,1.15901,153.94 +11.10.2018 21:30:00.000,1.15901,1.15920,1.15900,1.15916,333.37 +11.10.2018 21:35:00.000,1.15915,1.15919,1.15864,1.15896,253.70000000000002 +11.10.2018 21:40:00.000,1.15896,1.15904,1.15892,1.15899,160.11 +11.10.2018 21:45:00.000,1.15900,1.15916,1.15894,1.15913,277.40000000000003 +11.10.2018 21:50:00.000,1.15912,1.15917,1.15898,1.15900,235.8 +11.10.2018 21:55:00.000,1.15900,1.15920,1.15900,1.15914,314.08000000000004 +11.10.2018 22:00:00.000,1.15913,1.15926,1.15897,1.15908,264.08 +11.10.2018 22:05:00.000,1.15908,1.15914,1.15903,1.15913,236.88 +11.10.2018 22:10:00.000,1.15912,1.15912,1.15902,1.15911,107.49 +11.10.2018 22:15:00.000,1.15912,1.15920,1.15911,1.15920,146 +11.10.2018 22:20:00.000,1.15921,1.15934,1.15921,1.15928,233.73000000000002 +11.10.2018 22:25:00.000,1.15928,1.15935,1.15928,1.15933,177.32999999999998 +11.10.2018 22:30:00.000,1.15933,1.15945,1.15932,1.15945,227.6 +11.10.2018 22:35:00.000,1.15944,1.15945,1.15938,1.15938,146.24 +11.10.2018 22:40:00.000,1.15938,1.15947,1.15933,1.15935,282.17999999999995 +11.10.2018 22:45:00.000,1.15934,1.15934,1.15927,1.15928,139.26 +11.10.2018 22:50:00.000,1.15928,1.15933,1.15919,1.15930,308.03 +11.10.2018 22:55:00.000,1.15930,1.15930,1.15918,1.15921,225.13 +11.10.2018 23:00:00.000,1.15923,1.15924,1.15918,1.15918,361.00000000000006 +11.10.2018 23:05:00.000,1.15918,1.15920,1.15917,1.15918,204.71 +11.10.2018 23:10:00.000,1.15918,1.15918,1.15887,1.15894,186.07 +11.10.2018 23:15:00.000,1.15895,1.15905,1.15894,1.15905,190.63 +11.10.2018 23:20:00.000,1.15905,1.15913,1.15905,1.15910,115.09 +11.10.2018 23:25:00.000,1.15910,1.15910,1.15896,1.15901,159.45999999999998 +11.10.2018 23:30:00.000,1.15901,1.15915,1.15899,1.15905,265.28 +11.10.2018 23:35:00.000,1.15905,1.15906,1.15900,1.15900,182.43 +11.10.2018 23:40:00.000,1.15901,1.15910,1.15901,1.15910,232.51000000000002 +11.10.2018 23:45:00.000,1.15909,1.15920,1.15908,1.15910,245.25 +11.10.2018 23:50:00.000,1.15909,1.15910,1.15895,1.15904,292.41999999999996 +11.10.2018 23:55:00.000,1.15904,1.15910,1.15898,1.15900,336.1 +12.10.2018 00:00:00.000,1.15899,1.15930,1.15890,1.15910,624.47 +12.10.2018 00:05:00.000,1.15910,1.15915,1.15891,1.15891,680.95 +12.10.2018 00:10:00.000,1.15892,1.15916,1.15875,1.15908,880.31 +12.10.2018 00:15:00.000,1.15908,1.15937,1.15908,1.15934,726.5999999999999 +12.10.2018 00:20:00.000,1.15934,1.15941,1.15926,1.15941,665.84 +12.10.2018 00:25:00.000,1.15940,1.15955,1.15939,1.15955,512.86 +12.10.2018 00:30:00.000,1.15957,1.15969,1.15951,1.15962,755.8500000000001 +12.10.2018 00:35:00.000,1.15960,1.15961,1.15947,1.15950,483.0799999999999 +12.10.2018 00:40:00.000,1.15951,1.15955,1.15950,1.15951,201.22 +12.10.2018 00:45:00.000,1.15951,1.15978,1.15948,1.15968,604.26 +12.10.2018 00:50:00.000,1.15968,1.16022,1.15960,1.15993,636.1800000000001 +12.10.2018 00:55:00.000,1.16004,1.16004,1.15956,1.15976,870.28 +12.10.2018 01:00:00.000,1.15975,1.16006,1.15970,1.15985,879.17 +12.10.2018 01:05:00.000,1.15984,1.15990,1.15954,1.15962,900.1000000000001 +12.10.2018 01:10:00.000,1.15962,1.16031,1.15961,1.16019,723.26 +12.10.2018 01:15:00.000,1.16019,1.16026,1.15951,1.15957,1080.62 +12.10.2018 01:20:00.000,1.15957,1.15984,1.15957,1.15961,791.1399999999999 +12.10.2018 01:25:00.000,1.15962,1.15972,1.15958,1.15966,767.1600000000001 +12.10.2018 01:30:00.000,1.15965,1.15981,1.15940,1.15976,923.81 +12.10.2018 01:35:00.000,1.15976,1.15991,1.15971,1.15979,785.09 +12.10.2018 01:40:00.000,1.15981,1.15992,1.15956,1.15958,732.33 +12.10.2018 01:45:00.000,1.15958,1.15966,1.15954,1.15962,679.3000000000001 +12.10.2018 01:50:00.000,1.15963,1.15968,1.15957,1.15966,421.39 +12.10.2018 01:55:00.000,1.15965,1.15967,1.15956,1.15962,348.71 +12.10.2018 02:00:00.000,1.15963,1.15972,1.15952,1.15954,462.57000000000005 +12.10.2018 02:05:00.000,1.15954,1.15960,1.15949,1.15957,587.89 +12.10.2018 02:10:00.000,1.15960,1.15961,1.15951,1.15955,428.25 +12.10.2018 02:15:00.000,1.15955,1.15955,1.15937,1.15949,516.08 +12.10.2018 02:20:00.000,1.15948,1.15965,1.15948,1.15962,523.98 +12.10.2018 02:25:00.000,1.15962,1.16073,1.15962,1.16045,1083.72 +12.10.2018 02:30:00.000,1.16046,1.16065,1.16036,1.16053,841.71 +12.10.2018 02:35:00.000,1.16053,1.16079,1.16051,1.16069,685.05 +12.10.2018 02:40:00.000,1.16068,1.16090,1.16063,1.16077,713.64 +12.10.2018 02:45:00.000,1.16077,1.16077,1.16054,1.16056,504.1700000000001 +12.10.2018 02:50:00.000,1.16056,1.16065,1.16042,1.16053,575.87 +12.10.2018 02:55:00.000,1.16053,1.16064,1.16049,1.16053,474.41999999999996 +12.10.2018 03:00:00.000,1.16051,1.16051,1.16024,1.16026,601.4300000000001 +12.10.2018 03:05:00.000,1.16027,1.16028,1.16014,1.16018,731.94 +12.10.2018 03:10:00.000,1.16018,1.16037,1.16012,1.16032,385.65 +12.10.2018 03:15:00.000,1.16032,1.16042,1.16024,1.16026,416.18 +12.10.2018 03:20:00.000,1.16026,1.16031,1.16016,1.16019,494.63999999999993 +12.10.2018 03:25:00.000,1.16018,1.16023,1.16006,1.16007,522.3 +12.10.2018 03:30:00.000,1.16005,1.16053,1.16005,1.16051,494.51 +12.10.2018 03:35:00.000,1.16050,1.16060,1.16044,1.16046,598.62 +12.10.2018 03:40:00.000,1.16043,1.16060,1.16032,1.16045,564.95 +12.10.2018 03:45:00.000,1.16044,1.16052,1.16041,1.16046,441.03 +12.10.2018 03:50:00.000,1.16046,1.16052,1.16033,1.16036,420.19 +12.10.2018 03:55:00.000,1.16038,1.16048,1.16016,1.16026,526.28 +12.10.2018 04:00:00.000,1.16026,1.16049,1.16026,1.16047,353.67 +12.10.2018 04:05:00.000,1.16047,1.16054,1.16040,1.16053,429.38 +12.10.2018 04:10:00.000,1.16053,1.16053,1.16041,1.16051,350.67 +12.10.2018 04:15:00.000,1.16052,1.16052,1.16032,1.16041,615.25 +12.10.2018 04:20:00.000,1.16041,1.16051,1.16029,1.16034,616.4599999999999 +12.10.2018 04:25:00.000,1.16034,1.16048,1.16025,1.16042,385.33000000000004 +12.10.2018 04:30:00.000,1.16041,1.16043,1.16027,1.16028,573.02 +12.10.2018 04:35:00.000,1.16027,1.16035,1.16016,1.16032,553.08 +12.10.2018 04:40:00.000,1.16032,1.16050,1.16028,1.16040,390.56000000000006 +12.10.2018 04:45:00.000,1.16040,1.16050,1.16036,1.16050,539.76 +12.10.2018 04:50:00.000,1.16050,1.16058,1.16047,1.16053,501.87 +12.10.2018 04:55:00.000,1.16055,1.16072,1.16046,1.16057,585.02 +12.10.2018 05:00:00.000,1.16056,1.16080,1.16045,1.16078,697.9899999999999 +12.10.2018 05:05:00.000,1.16078,1.16098,1.16071,1.16095,822.97 +12.10.2018 05:10:00.000,1.16096,1.16104,1.16042,1.16060,816.39 +12.10.2018 05:15:00.000,1.16060,1.16074,1.16042,1.16062,720.9599999999999 +12.10.2018 05:20:00.000,1.16062,1.16075,1.16047,1.16068,608.37 +12.10.2018 05:25:00.000,1.16066,1.16072,1.16041,1.16043,666.59 +12.10.2018 05:30:00.000,1.16042,1.16057,1.15993,1.15995,997.57 +12.10.2018 05:35:00.000,1.15996,1.16002,1.15967,1.15979,972.4 +12.10.2018 05:40:00.000,1.15979,1.15983,1.15953,1.15955,695.84 +12.10.2018 05:45:00.000,1.15956,1.15980,1.15941,1.15975,764.66 +12.10.2018 05:50:00.000,1.15974,1.15974,1.15905,1.15922,841.6800000000001 +12.10.2018 05:55:00.000,1.15919,1.15923,1.15897,1.15903,812.0799999999999 +12.10.2018 06:00:00.000,1.15906,1.15948,1.15899,1.15938,841.6700000000001 +12.10.2018 06:05:00.000,1.15938,1.15957,1.15912,1.15921,792.48 +12.10.2018 06:10:00.000,1.15921,1.15956,1.15892,1.15913,1185.92 +12.10.2018 06:15:00.000,1.15912,1.15918,1.15880,1.15907,1095.3799999999999 +12.10.2018 06:20:00.000,1.15908,1.15934,1.15894,1.15928,1194.0200000000002 +12.10.2018 06:25:00.000,1.15927,1.15950,1.15922,1.15934,1317.15 +12.10.2018 06:30:00.000,1.15934,1.15948,1.15872,1.15872,1311.24 +12.10.2018 06:35:00.000,1.15874,1.15905,1.15872,1.15896,1267.8200000000002 +12.10.2018 06:40:00.000,1.15896,1.15917,1.15892,1.15913,1170.65 +12.10.2018 06:45:00.000,1.15911,1.15927,1.15896,1.15912,1056.8 +12.10.2018 06:50:00.000,1.15911,1.15915,1.15862,1.15867,1115.58 +12.10.2018 06:55:00.000,1.15867,1.15915,1.15862,1.15914,915.94 +12.10.2018 07:00:00.000,1.15915,1.16013,1.15910,1.16001,1906.44 +12.10.2018 07:05:00.000,1.15999,1.16005,1.15953,1.15954,1310.8000000000002 +12.10.2018 07:10:00.000,1.15955,1.15964,1.15913,1.15956,1446.2599999999998 +12.10.2018 07:15:00.000,1.15955,1.15992,1.15952,1.15992,868.2600000000001 +12.10.2018 07:20:00.000,1.15991,1.16032,1.15991,1.16016,920.56 +12.10.2018 07:25:00.000,1.16014,1.16038,1.15993,1.15996,913.81 +12.10.2018 07:30:00.000,1.15996,1.16011,1.15976,1.16005,1130.8400000000001 +12.10.2018 07:35:00.000,1.16005,1.16027,1.15989,1.15995,1198.34 +12.10.2018 07:40:00.000,1.15996,1.16021,1.15991,1.16016,1023.61 +12.10.2018 07:45:00.000,1.16015,1.16041,1.15996,1.15996,1093.49 +12.10.2018 07:50:00.000,1.15995,1.15996,1.15931,1.15931,1032.95 +12.10.2018 07:55:00.000,1.15931,1.15964,1.15922,1.15951,944.1399999999999 +12.10.2018 08:00:00.000,1.15951,1.15954,1.15887,1.15920,1107.4 +12.10.2018 08:05:00.000,1.15920,1.15920,1.15892,1.15899,1038.17 +12.10.2018 08:10:00.000,1.15897,1.15897,1.15804,1.15836,1440.3 +12.10.2018 08:15:00.000,1.15835,1.15850,1.15810,1.15822,1068.93 +12.10.2018 08:20:00.000,1.15821,1.15825,1.15755,1.15790,1446.4199999999998 +12.10.2018 08:25:00.000,1.15790,1.15822,1.15790,1.15811,1184.7800000000002 +12.10.2018 08:30:00.000,1.15811,1.15822,1.15791,1.15818,1217.08 +12.10.2018 08:35:00.000,1.15819,1.15842,1.15791,1.15805,1100.4 +12.10.2018 08:40:00.000,1.15805,1.15852,1.15802,1.15834,1213.6499999999999 +12.10.2018 08:45:00.000,1.15834,1.15855,1.15830,1.15837,1075.7800000000002 +12.10.2018 08:50:00.000,1.15836,1.15876,1.15816,1.15871,1227.48 +12.10.2018 08:55:00.000,1.15871,1.15897,1.15846,1.15866,1225.74 +12.10.2018 09:00:00.000,1.15864,1.15882,1.15851,1.15862,1068.63 +12.10.2018 09:05:00.000,1.15861,1.15883,1.15838,1.15866,1008.56 +12.10.2018 09:10:00.000,1.15866,1.15886,1.15861,1.15861,745.63 +12.10.2018 09:15:00.000,1.15862,1.15880,1.15846,1.15856,1068.18 +12.10.2018 09:20:00.000,1.15855,1.15856,1.15829,1.15831,1131.11 +12.10.2018 09:25:00.000,1.15831,1.15833,1.15794,1.15806,1112.9 +12.10.2018 09:30:00.000,1.15807,1.15874,1.15807,1.15866,1325.91 +12.10.2018 09:35:00.000,1.15864,1.15864,1.15821,1.15843,929.52 +12.10.2018 09:40:00.000,1.15841,1.15847,1.15817,1.15837,784.19 +12.10.2018 09:45:00.000,1.15837,1.15853,1.15825,1.15843,913.05 +12.10.2018 09:50:00.000,1.15844,1.15852,1.15821,1.15836,817.38 +12.10.2018 09:55:00.000,1.15838,1.15845,1.15812,1.15821,1013.2599999999999 +12.10.2018 10:00:00.000,1.15821,1.15822,1.15762,1.15782,1188.09 +12.10.2018 10:05:00.000,1.15784,1.15803,1.15755,1.15803,956.1200000000001 +12.10.2018 10:10:00.000,1.15802,1.15817,1.15792,1.15806,755.0799999999999 +12.10.2018 10:15:00.000,1.15804,1.15813,1.15778,1.15800,573.78 +12.10.2018 10:20:00.000,1.15796,1.15831,1.15782,1.15820,957.43 +12.10.2018 10:25:00.000,1.15819,1.15840,1.15790,1.15820,1011.11 +12.10.2018 10:30:00.000,1.15820,1.15846,1.15820,1.15844,793.8100000000001 +12.10.2018 10:35:00.000,1.15845,1.15858,1.15819,1.15842,1023.32 +12.10.2018 10:40:00.000,1.15842,1.15846,1.15716,1.15766,996.31 +12.10.2018 10:45:00.000,1.15765,1.15812,1.15765,1.15804,1050.64 +12.10.2018 10:50:00.000,1.15804,1.15824,1.15794,1.15799,1002.42 +12.10.2018 10:55:00.000,1.15796,1.15852,1.15796,1.15800,827.95 +12.10.2018 11:00:00.000,1.15800,1.15856,1.15797,1.15855,877.0600000000001 +12.10.2018 11:05:00.000,1.15854,1.15866,1.15824,1.15831,931.1000000000001 +12.10.2018 11:10:00.000,1.15831,1.15865,1.15817,1.15851,928.76 +12.10.2018 11:15:00.000,1.15850,1.15861,1.15830,1.15858,913.8800000000001 +12.10.2018 11:20:00.000,1.15856,1.15856,1.15795,1.15824,1001.9800000000001 +12.10.2018 11:25:00.000,1.15823,1.15836,1.15789,1.15791,714.23 +12.10.2018 11:30:00.000,1.15792,1.15801,1.15780,1.15794,702.6099999999999 +12.10.2018 11:35:00.000,1.15793,1.15804,1.15753,1.15762,815.4000000000001 +12.10.2018 11:40:00.000,1.15762,1.15762,1.15723,1.15733,916.3199999999999 +12.10.2018 11:45:00.000,1.15735,1.15768,1.15730,1.15764,1024.46 +12.10.2018 11:50:00.000,1.15762,1.15790,1.15754,1.15771,1085.3 +12.10.2018 11:55:00.000,1.15760,1.15779,1.15717,1.15775,1338.17 +12.10.2018 12:00:00.000,1.15777,1.15785,1.15755,1.15771,936.7600000000001 +12.10.2018 12:05:00.000,1.15770,1.15795,1.15749,1.15751,850.38 +12.10.2018 12:10:00.000,1.15750,1.15751,1.15685,1.15739,1030.46 +12.10.2018 12:15:00.000,1.15740,1.15760,1.15726,1.15726,1084.49 +12.10.2018 12:20:00.000,1.15725,1.15756,1.15720,1.15724,843.72 +12.10.2018 12:25:00.000,1.15724,1.15740,1.15715,1.15730,749.82 +12.10.2018 12:30:00.000,1.15730,1.15776,1.15624,1.15637,1558.2699999999998 +12.10.2018 12:35:00.000,1.15638,1.15694,1.15623,1.15680,1412.84 +12.10.2018 12:40:00.000,1.15679,1.15714,1.15618,1.15624,1247.76 +12.10.2018 12:45:00.000,1.15626,1.15633,1.15550,1.15557,1406.59 +12.10.2018 12:50:00.000,1.15557,1.15557,1.15525,1.15528,1218.43 +12.10.2018 12:55:00.000,1.15527,1.15580,1.15524,1.15576,984.09 +12.10.2018 13:00:00.000,1.15575,1.15597,1.15550,1.15586,1135.26 +12.10.2018 13:05:00.000,1.15592,1.15606,1.15580,1.15605,1032.75 +12.10.2018 13:10:00.000,1.15605,1.15605,1.15530,1.15538,860.53 +12.10.2018 13:15:00.000,1.15540,1.15560,1.15501,1.15551,1231.5900000000001 +12.10.2018 13:20:00.000,1.15552,1.15571,1.15522,1.15527,957.16 +12.10.2018 13:25:00.000,1.15527,1.15569,1.15514,1.15567,1269.15 +12.10.2018 13:30:00.000,1.15567,1.15625,1.15567,1.15611,1228.28 +12.10.2018 13:35:00.000,1.15609,1.15618,1.15554,1.15594,1304.22 +12.10.2018 13:40:00.000,1.15593,1.15611,1.15524,1.15549,1547.9399999999998 +12.10.2018 13:45:00.000,1.15550,1.15577,1.15438,1.15477,1485.53 +12.10.2018 13:50:00.000,1.15476,1.15499,1.15464,1.15491,1373.7200000000003 +12.10.2018 13:55:00.000,1.15489,1.15489,1.15410,1.15443,1226.3 +12.10.2018 14:00:00.000,1.15443,1.15465,1.15418,1.15459,1548.1399999999999 +12.10.2018 14:05:00.000,1.15459,1.15461,1.15343,1.15364,1542.6399999999999 +12.10.2018 14:10:00.000,1.15363,1.15436,1.15358,1.15421,1612.33 +12.10.2018 14:15:00.000,1.15421,1.15481,1.15408,1.15440,1397.52 +12.10.2018 14:20:00.000,1.15439,1.15467,1.15429,1.15446,1157.5100000000002 +12.10.2018 14:25:00.000,1.15446,1.15530,1.15445,1.15522,1561.5900000000001 +12.10.2018 14:30:00.000,1.15521,1.15543,1.15465,1.15479,1336.1599999999999 +12.10.2018 14:35:00.000,1.15480,1.15543,1.15480,1.15530,1485.7399999999998 +12.10.2018 14:40:00.000,1.15530,1.15532,1.15485,1.15504,1517.53 +12.10.2018 14:45:00.000,1.15505,1.15563,1.15493,1.15538,1604.58 +12.10.2018 14:50:00.000,1.15542,1.15584,1.15527,1.15584,1433.2499999999998 +12.10.2018 14:55:00.000,1.15586,1.15637,1.15581,1.15613,1582.53 +12.10.2018 15:00:00.000,1.15613,1.15616,1.15553,1.15590,1415.8899999999999 +12.10.2018 15:05:00.000,1.15590,1.15630,1.15570,1.15573,1273.6000000000001 +12.10.2018 15:10:00.000,1.15574,1.15615,1.15572,1.15604,1094.24 +12.10.2018 15:15:00.000,1.15605,1.15612,1.15559,1.15560,1042.67 +12.10.2018 15:20:00.000,1.15560,1.15596,1.15553,1.15553,1251.89 +12.10.2018 15:25:00.000,1.15554,1.15570,1.15541,1.15560,954.23 +12.10.2018 15:30:00.000,1.15558,1.15683,1.15550,1.15664,1218.16 +12.10.2018 15:35:00.000,1.15662,1.15686,1.15632,1.15639,1176.62 +12.10.2018 15:40:00.000,1.15639,1.15656,1.15598,1.15606,1055.87 +12.10.2018 15:45:00.000,1.15606,1.15615,1.15577,1.15601,1412.61 +12.10.2018 15:50:00.000,1.15601,1.15615,1.15559,1.15615,1140.32 +12.10.2018 15:55:00.000,1.15615,1.15632,1.15564,1.15574,1120.21 +12.10.2018 16:00:00.000,1.15575,1.15656,1.15575,1.15644,1011 +12.10.2018 16:05:00.000,1.15644,1.15653,1.15604,1.15634,1138.98 +12.10.2018 16:10:00.000,1.15633,1.15654,1.15613,1.15614,1006.9600000000002 +12.10.2018 16:15:00.000,1.15613,1.15645,1.15603,1.15620,1215.05 +12.10.2018 16:20:00.000,1.15618,1.15651,1.15609,1.15620,875.96 +12.10.2018 16:25:00.000,1.15620,1.15641,1.15563,1.15563,956.71 +12.10.2018 16:30:00.000,1.15564,1.15594,1.15561,1.15583,1053.5 +12.10.2018 16:35:00.000,1.15585,1.15615,1.15571,1.15611,871.1199999999999 +12.10.2018 16:40:00.000,1.15611,1.15635,1.15611,1.15622,952.63 +12.10.2018 16:45:00.000,1.15621,1.15636,1.15603,1.15620,1077.72 +12.10.2018 16:50:00.000,1.15620,1.15656,1.15604,1.15648,819.6800000000001 +12.10.2018 16:55:00.000,1.15647,1.15670,1.15593,1.15623,1105.91 +12.10.2018 17:00:00.000,1.15626,1.15639,1.15603,1.15630,1115.31 +12.10.2018 17:05:00.000,1.15631,1.15637,1.15565,1.15569,1002.54 +12.10.2018 17:10:00.000,1.15569,1.15573,1.15527,1.15537,754.27 +12.10.2018 17:15:00.000,1.15538,1.15574,1.15532,1.15549,837.32 +12.10.2018 17:20:00.000,1.15548,1.15554,1.15527,1.15540,971.75 +12.10.2018 17:25:00.000,1.15539,1.15560,1.15534,1.15559,848.7 +12.10.2018 17:30:00.000,1.15559,1.15580,1.15545,1.15579,806.46 +12.10.2018 17:35:00.000,1.15577,1.15577,1.15558,1.15559,742.59 +12.10.2018 17:40:00.000,1.15559,1.15584,1.15558,1.15580,771.56 +12.10.2018 17:45:00.000,1.15579,1.15602,1.15572,1.15599,736.9399999999999 +12.10.2018 17:50:00.000,1.15600,1.15620,1.15586,1.15603,921.1599999999999 +12.10.2018 17:55:00.000,1.15603,1.15612,1.15573,1.15574,1161.73 +12.10.2018 18:00:00.000,1.15574,1.15582,1.15560,1.15564,1109.02 +12.10.2018 18:05:00.000,1.15564,1.15605,1.15560,1.15601,892.28 +12.10.2018 18:10:00.000,1.15599,1.15622,1.15585,1.15604,959.27 +12.10.2018 18:15:00.000,1.15604,1.15622,1.15599,1.15604,1204.8700000000001 +12.10.2018 18:20:00.000,1.15604,1.15609,1.15578,1.15588,1177.04 +12.10.2018 18:25:00.000,1.15587,1.15615,1.15581,1.15592,911.83 +12.10.2018 18:30:00.000,1.15594,1.15616,1.15589,1.15611,919.1199999999999 +12.10.2018 18:35:00.000,1.15611,1.15613,1.15599,1.15602,765.4399999999999 +12.10.2018 18:40:00.000,1.15603,1.15606,1.15581,1.15581,781.01 +12.10.2018 18:45:00.000,1.15581,1.15596,1.15579,1.15594,552.43 +12.10.2018 18:50:00.000,1.15595,1.15620,1.15592,1.15602,724.93 +12.10.2018 18:55:00.000,1.15603,1.15639,1.15602,1.15635,1176.9399999999998 +12.10.2018 19:00:00.000,1.15635,1.15646,1.15619,1.15644,1066.3200000000002 +12.10.2018 19:05:00.000,1.15644,1.15647,1.15623,1.15630,1116.51 +12.10.2018 19:10:00.000,1.15630,1.15656,1.15612,1.15650,1134.53 +12.10.2018 19:15:00.000,1.15650,1.15652,1.15629,1.15634,875.19 +12.10.2018 19:20:00.000,1.15634,1.15652,1.15632,1.15649,759.02 +12.10.2018 19:25:00.000,1.15648,1.15654,1.15639,1.15642,692.6800000000001 +12.10.2018 19:30:00.000,1.15641,1.15641,1.15621,1.15624,525.54 +12.10.2018 19:35:00.000,1.15625,1.15630,1.15599,1.15600,422.02 +12.10.2018 19:40:00.000,1.15600,1.15611,1.15599,1.15610,383.89000000000004 +12.10.2018 19:45:00.000,1.15610,1.15615,1.15604,1.15608,402.6 +12.10.2018 19:50:00.000,1.15609,1.15614,1.15571,1.15571,947.9000000000001 +12.10.2018 19:55:00.000,1.15574,1.15583,1.15570,1.15575,868.9300000000001 +12.10.2018 20:00:00.000,1.15573,1.15578,1.15563,1.15569,347.45000000000005 +12.10.2018 20:05:00.000,1.15570,1.15572,1.15555,1.15562,236.26999999999998 +12.10.2018 20:10:00.000,1.15561,1.15577,1.15559,1.15569,274.88 +12.10.2018 20:15:00.000,1.15570,1.15575,1.15564,1.15573,139.70999999999998 +12.10.2018 20:20:00.000,1.15574,1.15579,1.15564,1.15569,227.59 +12.10.2018 20:25:00.000,1.15570,1.15611,1.15568,1.15610,323.31 +12.10.2018 20:30:00.000,1.15611,1.15611,1.15593,1.15598,289.9 +12.10.2018 20:35:00.000,1.15598,1.15605,1.15591,1.15604,405.99 +12.10.2018 20:40:00.000,1.15604,1.15617,1.15577,1.15583,579.2299999999999 +12.10.2018 20:45:00.000,1.15584,1.15590,1.15574,1.15586,335.27 +12.10.2018 20:50:00.000,1.15584,1.15591,1.15576,1.15581,375.26 +12.10.2018 20:55:00.000,1.15583,1.15586,1.15562,1.15571,476.8 +14.10.2018 21:00:00.000,1.15372,1.15440,1.15369,1.15412,29.23 +14.10.2018 21:05:00.000,1.15412,1.15472,1.15411,1.15435,129.22 +14.10.2018 21:10:00.000,1.15434,1.15478,1.15428,1.15453,227.22999999999996 +14.10.2018 21:15:00.000,1.15454,1.15492,1.15435,1.15492,214.97 +14.10.2018 21:20:00.000,1.15492,1.15505,1.15458,1.15458,153.24 +14.10.2018 21:25:00.000,1.15458,1.15470,1.15444,1.15467,129.4 +14.10.2018 21:30:00.000,1.15466,1.15483,1.15464,1.15483,169.95 +14.10.2018 21:35:00.000,1.15481,1.15498,1.15474,1.15493,147.51 +14.10.2018 21:40:00.000,1.15492,1.15494,1.15489,1.15491,96.7 +14.10.2018 21:45:00.000,1.15492,1.15505,1.15490,1.15504,65.84 +14.10.2018 21:50:00.000,1.15504,1.15507,1.15503,1.15504,50.33 +14.10.2018 21:55:00.000,1.15504,1.15516,1.15492,1.15516,115.65 +14.10.2018 22:00:00.000,1.15518,1.15525,1.15508,1.15508,305.40999999999997 +14.10.2018 22:05:00.000,1.15507,1.15507,1.15458,1.15471,398.45000000000005 +14.10.2018 22:10:00.000,1.15471,1.15511,1.15469,1.15508,396.99999999999994 +14.10.2018 22:15:00.000,1.15508,1.15511,1.15501,1.15503,248.7 +14.10.2018 22:20:00.000,1.15502,1.15506,1.15490,1.15503,191.10999999999999 +14.10.2018 22:25:00.000,1.15503,1.15504,1.15499,1.15503,192.3 +14.10.2018 22:30:00.000,1.15503,1.15509,1.15482,1.15483,327.98 +14.10.2018 22:35:00.000,1.15482,1.15502,1.15480,1.15499,357.86 +14.10.2018 22:40:00.000,1.15498,1.15505,1.15493,1.15503,205.8 +14.10.2018 22:45:00.000,1.15504,1.15516,1.15497,1.15513,366.46000000000004 +14.10.2018 22:50:00.000,1.15513,1.15515,1.15501,1.15508,449.96999999999997 +14.10.2018 22:55:00.000,1.15508,1.15513,1.15502,1.15506,339.67 +14.10.2018 23:00:00.000,1.15508,1.15525,1.15507,1.15524,405.48 +14.10.2018 23:05:00.000,1.15525,1.15525,1.15508,1.15512,421.09000000000003 +14.10.2018 23:10:00.000,1.15512,1.15518,1.15508,1.15517,447.94999999999993 +14.10.2018 23:15:00.000,1.15517,1.15521,1.15510,1.15514,419.91999999999996 +14.10.2018 23:20:00.000,1.15513,1.15517,1.15503,1.15504,446.08 +14.10.2018 23:25:00.000,1.15505,1.15516,1.15502,1.15514,353.86 +14.10.2018 23:30:00.000,1.15515,1.15534,1.15513,1.15534,319.72999999999996 +14.10.2018 23:35:00.000,1.15534,1.15534,1.15517,1.15518,321.54 +14.10.2018 23:40:00.000,1.15519,1.15531,1.15516,1.15523,250.94 +14.10.2018 23:45:00.000,1.15523,1.15530,1.15519,1.15528,309.73 +14.10.2018 23:50:00.000,1.15528,1.15533,1.15527,1.15529,253.99 +14.10.2018 23:55:00.000,1.15531,1.15531,1.15502,1.15504,640.74 +15.10.2018 00:00:00.000,1.15505,1.15550,1.15499,1.15550,888.24 +15.10.2018 00:05:00.000,1.15548,1.15554,1.15505,1.15510,850.61 +15.10.2018 00:10:00.000,1.15510,1.15525,1.15507,1.15521,690.84 +15.10.2018 00:15:00.000,1.15522,1.15556,1.15522,1.15536,901.5 +15.10.2018 00:20:00.000,1.15536,1.15543,1.15528,1.15541,672.15 +15.10.2018 00:25:00.000,1.15541,1.15544,1.15533,1.15539,595.65 +15.10.2018 00:30:00.000,1.15538,1.15544,1.15520,1.15523,463.95000000000005 +15.10.2018 00:35:00.000,1.15523,1.15545,1.15523,1.15525,587.36 +15.10.2018 00:40:00.000,1.15524,1.15550,1.15523,1.15543,653.76 +15.10.2018 00:45:00.000,1.15542,1.15543,1.15505,1.15513,786.26 +15.10.2018 00:50:00.000,1.15514,1.15525,1.15504,1.15513,800.1800000000001 +15.10.2018 00:55:00.000,1.15515,1.15525,1.15480,1.15494,843.1300000000001 +15.10.2018 01:00:00.000,1.15493,1.15503,1.15482,1.15500,629.85 +15.10.2018 01:05:00.000,1.15501,1.15526,1.15495,1.15523,747.6500000000001 +15.10.2018 01:10:00.000,1.15523,1.15530,1.15492,1.15493,554.71 +15.10.2018 01:15:00.000,1.15495,1.15536,1.15492,1.15503,819.79 +15.10.2018 01:20:00.000,1.15504,1.15509,1.15498,1.15509,659.6899999999999 +15.10.2018 01:25:00.000,1.15508,1.15509,1.15478,1.15488,685.52 +15.10.2018 01:30:00.000,1.15488,1.15500,1.15475,1.15477,525.73 +15.10.2018 01:35:00.000,1.15476,1.15478,1.15442,1.15444,600.49 +15.10.2018 01:40:00.000,1.15443,1.15462,1.15433,1.15462,492.72 +15.10.2018 01:45:00.000,1.15463,1.15484,1.15460,1.15484,495.05999999999995 +15.10.2018 01:50:00.000,1.15485,1.15494,1.15471,1.15493,555.72 +15.10.2018 01:55:00.000,1.15493,1.15503,1.15487,1.15494,736.71 +15.10.2018 02:00:00.000,1.15493,1.15508,1.15490,1.15508,660.52 +15.10.2018 02:05:00.000,1.15507,1.15530,1.15507,1.15530,680.43 +15.10.2018 02:10:00.000,1.15529,1.15530,1.15513,1.15518,597.83 +15.10.2018 02:15:00.000,1.15516,1.15526,1.15502,1.15523,510.00000000000006 +15.10.2018 02:20:00.000,1.15525,1.15533,1.15523,1.15530,380.83 +15.10.2018 02:25:00.000,1.15530,1.15530,1.15518,1.15527,426.78999999999996 +15.10.2018 02:30:00.000,1.15527,1.15530,1.15499,1.15503,335.07000000000005 +15.10.2018 02:35:00.000,1.15502,1.15510,1.15497,1.15505,303.74 +15.10.2018 02:40:00.000,1.15505,1.15505,1.15492,1.15499,419.36 +15.10.2018 02:45:00.000,1.15499,1.15510,1.15493,1.15498,357.35 +15.10.2018 02:50:00.000,1.15499,1.15502,1.15494,1.15498,414.21000000000004 +15.10.2018 02:55:00.000,1.15496,1.15499,1.15484,1.15488,569.7299999999999 +15.10.2018 03:00:00.000,1.15487,1.15491,1.15478,1.15478,431.86 +15.10.2018 03:05:00.000,1.15478,1.15488,1.15468,1.15487,430.32000000000005 +15.10.2018 03:10:00.000,1.15488,1.15489,1.15473,1.15473,331.6600000000001 +15.10.2018 03:15:00.000,1.15473,1.15478,1.15471,1.15477,339.14 +15.10.2018 03:20:00.000,1.15477,1.15479,1.15465,1.15469,313.92 +15.10.2018 03:25:00.000,1.15471,1.15472,1.15458,1.15468,279.29 +15.10.2018 03:30:00.000,1.15468,1.15469,1.15457,1.15461,226.29999999999998 +15.10.2018 03:35:00.000,1.15461,1.15463,1.15457,1.15460,334.62 +15.10.2018 03:40:00.000,1.15460,1.15481,1.15453,1.15479,434.83 +15.10.2018 03:45:00.000,1.15478,1.15489,1.15476,1.15488,386.73 +15.10.2018 03:50:00.000,1.15488,1.15494,1.15487,1.15488,289.21000000000004 +15.10.2018 03:55:00.000,1.15489,1.15492,1.15472,1.15473,505.71 +15.10.2018 04:00:00.000,1.15473,1.15474,1.15463,1.15467,331.1 +15.10.2018 04:05:00.000,1.15467,1.15473,1.15464,1.15467,273.86 +15.10.2018 04:10:00.000,1.15466,1.15468,1.15457,1.15463,286.52000000000004 +15.10.2018 04:15:00.000,1.15462,1.15468,1.15458,1.15458,339.13 +15.10.2018 04:20:00.000,1.15458,1.15458,1.15441,1.15442,272.82 +15.10.2018 04:25:00.000,1.15442,1.15442,1.15431,1.15432,354.96 +15.10.2018 04:30:00.000,1.15434,1.15457,1.15430,1.15456,509.63000000000005 +15.10.2018 04:35:00.000,1.15456,1.15482,1.15452,1.15482,352.15 +15.10.2018 04:40:00.000,1.15482,1.15497,1.15478,1.15494,408.90999999999997 +15.10.2018 04:45:00.000,1.15493,1.15504,1.15487,1.15498,408.85 +15.10.2018 04:50:00.000,1.15498,1.15504,1.15496,1.15497,296.39 +15.10.2018 04:55:00.000,1.15497,1.15504,1.15492,1.15494,429 +15.10.2018 05:00:00.000,1.15495,1.15518,1.15482,1.15518,719.9200000000001 +15.10.2018 05:05:00.000,1.15518,1.15524,1.15482,1.15503,736.99 +15.10.2018 05:10:00.000,1.15503,1.15509,1.15500,1.15508,338.45 +15.10.2018 05:15:00.000,1.15507,1.15522,1.15506,1.15521,435.16 +15.10.2018 05:20:00.000,1.15524,1.15538,1.15517,1.15520,473.56 +15.10.2018 05:25:00.000,1.15520,1.15524,1.15512,1.15524,333.77 +15.10.2018 05:30:00.000,1.15524,1.15525,1.15516,1.15517,392.84000000000003 +15.10.2018 05:35:00.000,1.15517,1.15519,1.15486,1.15487,491.05 +15.10.2018 05:40:00.000,1.15487,1.15498,1.15472,1.15475,496.07000000000005 +15.10.2018 05:45:00.000,1.15475,1.15484,1.15448,1.15451,614.21 +15.10.2018 05:50:00.000,1.15453,1.15486,1.15444,1.15484,806.8599999999999 +15.10.2018 05:55:00.000,1.15483,1.15524,1.15483,1.15522,767.33 +15.10.2018 06:00:00.000,1.15521,1.15598,1.15513,1.15552,1188.23 +15.10.2018 06:05:00.000,1.15552,1.15612,1.15541,1.15585,996.84 +15.10.2018 06:10:00.000,1.15586,1.15586,1.15552,1.15573,917.5600000000001 +15.10.2018 06:15:00.000,1.15574,1.15591,1.15560,1.15570,1006.9300000000001 +15.10.2018 06:20:00.000,1.15570,1.15578,1.15553,1.15557,736.3399999999999 +15.10.2018 06:25:00.000,1.15556,1.15561,1.15525,1.15550,841.2300000000001 +15.10.2018 06:30:00.000,1.15552,1.15589,1.15547,1.15588,757.8199999999999 +15.10.2018 06:35:00.000,1.15587,1.15588,1.15552,1.15553,773.35 +15.10.2018 06:40:00.000,1.15555,1.15556,1.15526,1.15554,833.7499999999999 +15.10.2018 06:45:00.000,1.15556,1.15609,1.15554,1.15605,924.3900000000001 +15.10.2018 06:50:00.000,1.15604,1.15638,1.15602,1.15637,962.4 +15.10.2018 06:55:00.000,1.15636,1.15644,1.15618,1.15643,1051.66 +15.10.2018 07:00:00.000,1.15640,1.15668,1.15607,1.15663,1519.7399999999998 +15.10.2018 07:05:00.000,1.15663,1.15688,1.15656,1.15682,1481.6100000000001 +15.10.2018 07:10:00.000,1.15681,1.15697,1.15664,1.15681,1172.84 +15.10.2018 07:15:00.000,1.15681,1.15737,1.15675,1.15732,1339.5099999999998 +15.10.2018 07:20:00.000,1.15732,1.15738,1.15706,1.15731,1463.47 +15.10.2018 07:25:00.000,1.15733,1.15733,1.15689,1.15692,1264.01 +15.10.2018 07:30:00.000,1.15691,1.15706,1.15676,1.15697,1148.66 +15.10.2018 07:35:00.000,1.15697,1.15739,1.15697,1.15733,1269.13 +15.10.2018 07:40:00.000,1.15733,1.15746,1.15710,1.15730,881.5500000000001 +15.10.2018 07:45:00.000,1.15730,1.15757,1.15693,1.15695,1045.82 +15.10.2018 07:50:00.000,1.15696,1.15697,1.15663,1.15685,990.37 +15.10.2018 07:55:00.000,1.15685,1.15695,1.15661,1.15675,1273.88 +15.10.2018 08:00:00.000,1.15675,1.15685,1.15650,1.15650,1438.3700000000001 +15.10.2018 08:05:00.000,1.15650,1.15657,1.15633,1.15633,966.87 +15.10.2018 08:10:00.000,1.15633,1.15695,1.15625,1.15630,1233.6599999999999 +15.10.2018 08:15:00.000,1.15630,1.15634,1.15575,1.15591,1220.25 +15.10.2018 08:20:00.000,1.15593,1.15615,1.15589,1.15605,1352.87 +15.10.2018 08:25:00.000,1.15605,1.15629,1.15600,1.15610,866.7199999999999 +15.10.2018 08:30:00.000,1.15613,1.15624,1.15600,1.15615,806.5300000000001 +15.10.2018 08:35:00.000,1.15614,1.15663,1.15602,1.15660,975.9200000000001 +15.10.2018 08:40:00.000,1.15659,1.15695,1.15646,1.15692,1264.03 +15.10.2018 08:45:00.000,1.15690,1.15699,1.15650,1.15652,1038.8 +15.10.2018 08:50:00.000,1.15651,1.15691,1.15645,1.15677,937.1600000000001 +15.10.2018 08:55:00.000,1.15676,1.15736,1.15670,1.15725,1043.25 +15.10.2018 09:00:00.000,1.15725,1.15750,1.15709,1.15719,1321.6299999999999 +15.10.2018 09:05:00.000,1.15719,1.15795,1.15704,1.15776,1269.8600000000001 +15.10.2018 09:10:00.000,1.15778,1.15788,1.15766,1.15777,907.98 +15.10.2018 09:15:00.000,1.15778,1.15797,1.15773,1.15776,1186.52 +15.10.2018 09:20:00.000,1.15776,1.15799,1.15767,1.15787,1132.56 +15.10.2018 09:25:00.000,1.15786,1.15885,1.15780,1.15827,1271.24 +15.10.2018 09:30:00.000,1.15827,1.15878,1.15821,1.15870,1224.89 +15.10.2018 09:35:00.000,1.15870,1.15872,1.15838,1.15848,818.9499999999999 +15.10.2018 09:40:00.000,1.15848,1.15870,1.15842,1.15846,835.24 +15.10.2018 09:45:00.000,1.15848,1.15896,1.15847,1.15879,917.29 +15.10.2018 09:50:00.000,1.15880,1.15921,1.15863,1.15895,1112.4 +15.10.2018 09:55:00.000,1.15895,1.15929,1.15874,1.15874,954.5899999999999 +15.10.2018 10:00:00.000,1.15873,1.15888,1.15851,1.15872,1117.82 +15.10.2018 10:05:00.000,1.15871,1.15890,1.15869,1.15873,904.12 +15.10.2018 10:10:00.000,1.15873,1.15885,1.15854,1.15877,868.89 +15.10.2018 10:15:00.000,1.15876,1.15893,1.15855,1.15861,844.06 +15.10.2018 10:20:00.000,1.15862,1.15898,1.15859,1.15894,997.11 +15.10.2018 10:25:00.000,1.15893,1.15915,1.15881,1.15906,1048.63 +15.10.2018 10:30:00.000,1.15905,1.15936,1.15902,1.15915,1005.3299999999999 +15.10.2018 10:35:00.000,1.15914,1.15948,1.15900,1.15900,990.66 +15.10.2018 10:40:00.000,1.15901,1.15972,1.15901,1.15955,1068.03 +15.10.2018 10:45:00.000,1.15953,1.16002,1.15952,1.15997,1386.6 +15.10.2018 10:50:00.000,1.15997,1.16001,1.15958,1.15980,825.49 +15.10.2018 10:55:00.000,1.15979,1.16001,1.15958,1.15988,1274.21 +15.10.2018 11:00:00.000,1.15987,1.15992,1.15955,1.15961,1175.99 +15.10.2018 11:05:00.000,1.15960,1.15974,1.15924,1.15924,1074.66 +15.10.2018 11:10:00.000,1.15924,1.15977,1.15924,1.15937,933.1400000000001 +15.10.2018 11:15:00.000,1.15940,1.15946,1.15909,1.15920,885 +15.10.2018 11:20:00.000,1.15921,1.15946,1.15920,1.15934,882.31 +15.10.2018 11:25:00.000,1.15934,1.15935,1.15906,1.15917,766.23 +15.10.2018 11:30:00.000,1.15915,1.15949,1.15912,1.15944,840.5699999999999 +15.10.2018 11:35:00.000,1.15945,1.15973,1.15930,1.15965,759.5799999999999 +15.10.2018 11:40:00.000,1.15965,1.15968,1.15895,1.15903,902.66 +15.10.2018 11:45:00.000,1.15904,1.15918,1.15880,1.15917,836.3299999999999 +15.10.2018 11:50:00.000,1.15915,1.15919,1.15887,1.15910,762.95 +15.10.2018 11:55:00.000,1.15908,1.15908,1.15779,1.15805,1439.3700000000001 +15.10.2018 12:00:00.000,1.15806,1.15836,1.15800,1.15836,1185.96 +15.10.2018 12:05:00.000,1.15836,1.15839,1.15805,1.15823,868.02 +15.10.2018 12:10:00.000,1.15824,1.15846,1.15801,1.15806,1048.6499999999999 +15.10.2018 12:15:00.000,1.15805,1.15817,1.15794,1.15798,887.4 +15.10.2018 12:20:00.000,1.15798,1.15838,1.15792,1.15832,1038.52 +15.10.2018 12:25:00.000,1.15833,1.15847,1.15831,1.15838,833.49 +15.10.2018 12:30:00.000,1.15909,1.16006,1.15867,1.15971,1800.15 +15.10.2018 12:35:00.000,1.15971,1.15996,1.15931,1.15941,1357.73 +15.10.2018 12:40:00.000,1.15940,1.15976,1.15934,1.15964,1115.79 +15.10.2018 12:45:00.000,1.15967,1.15986,1.15951,1.15977,992.1899999999999 +15.10.2018 12:50:00.000,1.15977,1.16027,1.15966,1.16020,1066.5400000000002 +15.10.2018 12:55:00.000,1.16021,1.16060,1.16018,1.16054,1050.5600000000002 +15.10.2018 13:00:00.000,1.16053,1.16061,1.15986,1.15996,1252.3500000000001 +15.10.2018 13:05:00.000,1.15995,1.16008,1.15911,1.15916,1219.9 +15.10.2018 13:10:00.000,1.15916,1.15933,1.15893,1.15913,1043.6 +15.10.2018 13:15:00.000,1.15913,1.15932,1.15878,1.15928,1013.6399999999999 +15.10.2018 13:20:00.000,1.15930,1.15942,1.15853,1.15853,1028.3300000000002 +15.10.2018 13:25:00.000,1.15853,1.15875,1.15838,1.15875,1003.0400000000001 +15.10.2018 13:30:00.000,1.15876,1.15905,1.15876,1.15880,1322.17 +15.10.2018 13:35:00.000,1.15880,1.15924,1.15870,1.15917,1343.81 +15.10.2018 13:40:00.000,1.15918,1.15953,1.15916,1.15948,1169.23 +15.10.2018 13:45:00.000,1.15949,1.15967,1.15886,1.15915,1312.25 +15.10.2018 13:50:00.000,1.15916,1.15938,1.15886,1.15892,1114.05 +15.10.2018 13:55:00.000,1.15891,1.15923,1.15890,1.15909,1033.78 +15.10.2018 14:00:00.000,1.15907,1.15913,1.15852,1.15881,1390.15 +15.10.2018 14:05:00.000,1.15879,1.15921,1.15877,1.15903,1091.63 +15.10.2018 14:10:00.000,1.15902,1.15905,1.15873,1.15898,1076.56 +15.10.2018 14:15:00.000,1.15896,1.15897,1.15800,1.15825,1439.72 +15.10.2018 14:20:00.000,1.15827,1.15838,1.15781,1.15794,1267.8 +15.10.2018 14:25:00.000,1.15793,1.15828,1.15788,1.15823,1145.74 +15.10.2018 14:30:00.000,1.15823,1.15845,1.15783,1.15844,1041.83 +15.10.2018 14:35:00.000,1.15844,1.15857,1.15799,1.15835,1826.65 +15.10.2018 14:40:00.000,1.15836,1.15864,1.15815,1.15862,1251.6799999999998 +15.10.2018 14:45:00.000,1.15862,1.15868,1.15812,1.15848,1513.19 +15.10.2018 14:50:00.000,1.15846,1.15890,1.15818,1.15834,1283.98 +15.10.2018 14:55:00.000,1.15836,1.15858,1.15791,1.15849,1399.65 +15.10.2018 15:00:00.000,1.15849,1.15913,1.15849,1.15858,1511.6100000000004 +15.10.2018 15:05:00.000,1.15857,1.15900,1.15840,1.15900,1310 +15.10.2018 15:10:00.000,1.15900,1.15909,1.15890,1.15899,1149.07 +15.10.2018 15:15:00.000,1.15899,1.15905,1.15840,1.15865,1046.59 +15.10.2018 15:20:00.000,1.15864,1.15876,1.15848,1.15861,874.69 +15.10.2018 15:25:00.000,1.15859,1.15901,1.15849,1.15898,1131.77 +15.10.2018 15:30:00.000,1.15898,1.15904,1.15869,1.15875,972.5500000000001 +15.10.2018 15:35:00.000,1.15874,1.15877,1.15830,1.15873,1196.06 +15.10.2018 15:40:00.000,1.15872,1.15910,1.15859,1.15906,933.4000000000001 +15.10.2018 15:45:00.000,1.15905,1.15935,1.15900,1.15908,932.71 +15.10.2018 15:50:00.000,1.15912,1.15934,1.15907,1.15920,1082.3 +15.10.2018 15:55:00.000,1.15918,1.15956,1.15900,1.15940,1136.66 +15.10.2018 16:00:00.000,1.15939,1.15944,1.15913,1.15920,915.4799999999999 +15.10.2018 16:05:00.000,1.15922,1.15940,1.15915,1.15931,662.74 +15.10.2018 16:10:00.000,1.15930,1.15938,1.15910,1.15914,601.53 +15.10.2018 16:15:00.000,1.15916,1.15925,1.15894,1.15901,799.4499999999999 +15.10.2018 16:20:00.000,1.15902,1.15902,1.15876,1.15879,643.87 +15.10.2018 16:25:00.000,1.15879,1.15894,1.15869,1.15885,665.39 +15.10.2018 16:30:00.000,1.15885,1.15890,1.15863,1.15878,662.43 +15.10.2018 16:35:00.000,1.15878,1.15908,1.15877,1.15900,948.78 +15.10.2018 16:40:00.000,1.15901,1.15911,1.15884,1.15893,670.2700000000001 +15.10.2018 16:45:00.000,1.15894,1.15895,1.15860,1.15863,758.56 +15.10.2018 16:50:00.000,1.15864,1.15868,1.15843,1.15855,585.1800000000001 +15.10.2018 16:55:00.000,1.15853,1.15855,1.15834,1.15844,843.25 +15.10.2018 17:00:00.000,1.15844,1.15870,1.15840,1.15863,872.03 +15.10.2018 17:05:00.000,1.15862,1.15875,1.15852,1.15873,463.74 +15.10.2018 17:10:00.000,1.15874,1.15875,1.15850,1.15853,536.71 +15.10.2018 17:15:00.000,1.15853,1.15854,1.15826,1.15831,927.02 +15.10.2018 17:20:00.000,1.15831,1.15835,1.15783,1.15795,892.36 +15.10.2018 17:25:00.000,1.15793,1.15806,1.15793,1.15801,478.91 +15.10.2018 17:30:00.000,1.15800,1.15811,1.15781,1.15809,625.31 +15.10.2018 17:35:00.000,1.15809,1.15817,1.15784,1.15800,637.96 +15.10.2018 17:40:00.000,1.15800,1.15805,1.15752,1.15759,722.11 +15.10.2018 17:45:00.000,1.15759,1.15774,1.15759,1.15761,684.74 +15.10.2018 17:50:00.000,1.15760,1.15771,1.15755,1.15768,738.48 +15.10.2018 17:55:00.000,1.15769,1.15784,1.15757,1.15773,778.5300000000001 +15.10.2018 18:00:00.000,1.15772,1.15788,1.15759,1.15783,649.05 +15.10.2018 18:05:00.000,1.15785,1.15805,1.15769,1.15770,787.3400000000001 +15.10.2018 18:10:00.000,1.15769,1.15780,1.15765,1.15765,915.54 +15.10.2018 18:15:00.000,1.15766,1.15781,1.15762,1.15777,774.69 +15.10.2018 18:20:00.000,1.15777,1.15791,1.15762,1.15784,751.15 +15.10.2018 18:25:00.000,1.15785,1.15791,1.15770,1.15786,343.1 +15.10.2018 18:30:00.000,1.15787,1.15809,1.15787,1.15807,488.93999999999994 +15.10.2018 18:35:00.000,1.15806,1.15821,1.15806,1.15813,434.53 +15.10.2018 18:40:00.000,1.15813,1.15833,1.15808,1.15827,781.81 +15.10.2018 18:45:00.000,1.15828,1.15834,1.15821,1.15832,690.09 +15.10.2018 18:50:00.000,1.15832,1.15839,1.15829,1.15836,796.9499999999999 +15.10.2018 18:55:00.000,1.15836,1.15841,1.15817,1.15833,798 +15.10.2018 19:00:00.000,1.15834,1.15843,1.15787,1.15789,713.7800000000001 +15.10.2018 19:05:00.000,1.15789,1.15792,1.15780,1.15786,599.38 +15.10.2018 19:10:00.000,1.15785,1.15802,1.15785,1.15796,626.7 +15.10.2018 19:15:00.000,1.15796,1.15797,1.15781,1.15783,534.74 +15.10.2018 19:20:00.000,1.15783,1.15788,1.15778,1.15784,383.88 +15.10.2018 19:25:00.000,1.15784,1.15802,1.15781,1.15789,609.84 +15.10.2018 19:30:00.000,1.15789,1.15790,1.15772,1.15784,559.85 +15.10.2018 19:35:00.000,1.15783,1.15783,1.15768,1.15773,660.73 +15.10.2018 19:40:00.000,1.15773,1.15775,1.15764,1.15773,719.3 +15.10.2018 19:45:00.000,1.15773,1.15774,1.15742,1.15742,506.65000000000003 +15.10.2018 19:50:00.000,1.15742,1.15758,1.15742,1.15757,578.54 +15.10.2018 19:55:00.000,1.15758,1.15782,1.15757,1.15777,619.9699999999999 +15.10.2018 20:00:00.000,1.15777,1.15819,1.15776,1.15815,709.48 +15.10.2018 20:05:00.000,1.15816,1.15817,1.15801,1.15810,367.28000000000003 +15.10.2018 20:10:00.000,1.15811,1.15817,1.15802,1.15816,343.91 +15.10.2018 20:15:00.000,1.15815,1.15816,1.15807,1.15807,339.65000000000003 +15.10.2018 20:20:00.000,1.15807,1.15809,1.15795,1.15801,297.40999999999997 +15.10.2018 20:25:00.000,1.15801,1.15804,1.15786,1.15789,259.48 +15.10.2018 20:30:00.000,1.15791,1.15807,1.15786,1.15806,370.62 +15.10.2018 20:35:00.000,1.15806,1.15806,1.15796,1.15796,258.32 +15.10.2018 20:40:00.000,1.15796,1.15804,1.15795,1.15800,246.38 +15.10.2018 20:45:00.000,1.15798,1.15799,1.15789,1.15790,287.88 +15.10.2018 20:50:00.000,1.15791,1.15801,1.15790,1.15795,315.93 +15.10.2018 20:55:00.000,1.15792,1.15800,1.15780,1.15785,424.27 +15.10.2018 21:00:00.000,1.15787,1.15821,1.15785,1.15805,51.08 +15.10.2018 21:05:00.000,1.15808,1.15818,1.15792,1.15796,164.11999999999998 +15.10.2018 21:10:00.000,1.15797,1.15801,1.15793,1.15796,212.39 +15.10.2018 21:15:00.000,1.15796,1.15799,1.15794,1.15796,129.38 +15.10.2018 21:20:00.000,1.15796,1.15796,1.15794,1.15796,57.76 +15.10.2018 21:25:00.000,1.15796,1.15803,1.15792,1.15800,72.62 +15.10.2018 21:30:00.000,1.15800,1.15804,1.15797,1.15798,295.76 +15.10.2018 21:35:00.000,1.15798,1.15799,1.15796,1.15798,229.33000000000004 +15.10.2018 21:40:00.000,1.15798,1.15804,1.15775,1.15784,188.37 +15.10.2018 21:45:00.000,1.15783,1.15825,1.15783,1.15821,586.5600000000001 +15.10.2018 21:50:00.000,1.15820,1.15833,1.15806,1.15826,270.3 +15.10.2018 21:55:00.000,1.15827,1.15827,1.15806,1.15822,308.11 +15.10.2018 22:00:00.000,1.15822,1.15850,1.15821,1.15844,210.51999999999998 +15.10.2018 22:05:00.000,1.15845,1.15852,1.15839,1.15848,392.38 +15.10.2018 22:10:00.000,1.15847,1.15848,1.15843,1.15847,152 +15.10.2018 22:15:00.000,1.15846,1.15851,1.15840,1.15843,95.75 +15.10.2018 22:20:00.000,1.15843,1.15846,1.15835,1.15838,155.47 +15.10.2018 22:25:00.000,1.15836,1.15845,1.15836,1.15842,139.33 +15.10.2018 22:30:00.000,1.15842,1.15842,1.15832,1.15833,304.65999999999997 +15.10.2018 22:35:00.000,1.15833,1.15845,1.15833,1.15837,115.45 +15.10.2018 22:40:00.000,1.15837,1.15853,1.15834,1.15851,132.37 +15.10.2018 22:45:00.000,1.15847,1.15853,1.15841,1.15847,285.46 +15.10.2018 22:50:00.000,1.15846,1.15849,1.15832,1.15837,333.65 +15.10.2018 22:55:00.000,1.15837,1.15842,1.15836,1.15836,325.02 +15.10.2018 23:00:00.000,1.15837,1.15839,1.15826,1.15828,306.69 +15.10.2018 23:05:00.000,1.15828,1.15830,1.15823,1.15827,220.13 +15.10.2018 23:10:00.000,1.15828,1.15828,1.15817,1.15823,249.73 +15.10.2018 23:15:00.000,1.15823,1.15830,1.15814,1.15823,404.25 +15.10.2018 23:20:00.000,1.15823,1.15835,1.15823,1.15835,194.75 +15.10.2018 23:25:00.000,1.15834,1.15835,1.15818,1.15833,254.95999999999998 +15.10.2018 23:30:00.000,1.15833,1.15848,1.15828,1.15844,252.13 +15.10.2018 23:35:00.000,1.15844,1.15850,1.15842,1.15844,195.4 +15.10.2018 23:40:00.000,1.15843,1.15849,1.15843,1.15848,195.45000000000002 +15.10.2018 23:45:00.000,1.15848,1.15850,1.15837,1.15838,385.99 +15.10.2018 23:50:00.000,1.15838,1.15838,1.15814,1.15823,234.14999999999998 +15.10.2018 23:55:00.000,1.15823,1.15830,1.15823,1.15828,196.65 +16.10.2018 00:00:00.000,1.15828,1.15836,1.15826,1.15833,466.64 +16.10.2018 00:05:00.000,1.15832,1.15854,1.15819,1.15844,897.24 +16.10.2018 00:10:00.000,1.15843,1.15852,1.15831,1.15833,584.04 +16.10.2018 00:15:00.000,1.15833,1.15856,1.15833,1.15844,638.9100000000001 +16.10.2018 00:20:00.000,1.15844,1.15878,1.15844,1.15862,650.34 +16.10.2018 00:25:00.000,1.15863,1.15885,1.15862,1.15880,290.30999999999995 +16.10.2018 00:30:00.000,1.15879,1.15889,1.15839,1.15839,726.81 +16.10.2018 00:35:00.000,1.15839,1.15855,1.15838,1.15855,487.13 +16.10.2018 00:40:00.000,1.15854,1.15875,1.15851,1.15852,718.26 +16.10.2018 00:45:00.000,1.15852,1.15884,1.15849,1.15881,725.6300000000001 +16.10.2018 00:50:00.000,1.15880,1.15924,1.15879,1.15921,930 +16.10.2018 00:55:00.000,1.15920,1.15923,1.15894,1.15900,807.12 +16.10.2018 01:00:00.000,1.15901,1.15902,1.15884,1.15888,747.5899999999999 +16.10.2018 01:05:00.000,1.15886,1.15894,1.15884,1.15888,561.3 +16.10.2018 01:10:00.000,1.15890,1.15893,1.15875,1.15888,469.49 +16.10.2018 01:15:00.000,1.15889,1.15914,1.15884,1.15890,906.15 +16.10.2018 01:20:00.000,1.15889,1.15892,1.15863,1.15869,717.75 +16.10.2018 01:25:00.000,1.15869,1.15883,1.15869,1.15875,386.29 +16.10.2018 01:30:00.000,1.15873,1.15889,1.15868,1.15884,541.87 +16.10.2018 01:35:00.000,1.15884,1.15894,1.15854,1.15861,812.72 +16.10.2018 01:40:00.000,1.15862,1.15887,1.15862,1.15871,677.39 +16.10.2018 01:45:00.000,1.15871,1.15878,1.15844,1.15844,797.12 +16.10.2018 01:50:00.000,1.15845,1.15854,1.15825,1.15850,871.67 +16.10.2018 01:55:00.000,1.15850,1.15851,1.15822,1.15842,997.6899999999998 +16.10.2018 02:00:00.000,1.15842,1.15876,1.15837,1.15866,1047.84 +16.10.2018 02:05:00.000,1.15866,1.15869,1.15846,1.15853,716.6600000000001 +16.10.2018 02:10:00.000,1.15852,1.15864,1.15845,1.15864,546.9 +16.10.2018 02:15:00.000,1.15865,1.15886,1.15858,1.15870,428.13 +16.10.2018 02:20:00.000,1.15870,1.15871,1.15854,1.15859,514.73 +16.10.2018 02:25:00.000,1.15859,1.15861,1.15846,1.15855,487.32 +16.10.2018 02:30:00.000,1.15855,1.15865,1.15845,1.15850,563.38 +16.10.2018 02:35:00.000,1.15850,1.15856,1.15826,1.15829,635.1600000000001 +16.10.2018 02:40:00.000,1.15828,1.15831,1.15790,1.15791,772.8299999999999 +16.10.2018 02:45:00.000,1.15791,1.15810,1.15789,1.15791,663.4 +16.10.2018 02:50:00.000,1.15791,1.15793,1.15744,1.15746,887.3000000000001 +16.10.2018 02:55:00.000,1.15746,1.15754,1.15718,1.15730,762.69 +16.10.2018 03:00:00.000,1.15730,1.15745,1.15729,1.15739,691.83 +16.10.2018 03:05:00.000,1.15739,1.15746,1.15729,1.15745,615.03 +16.10.2018 03:10:00.000,1.15745,1.15762,1.15745,1.15755,474.37999999999994 +16.10.2018 03:15:00.000,1.15755,1.15762,1.15755,1.15756,320.45 +16.10.2018 03:20:00.000,1.15757,1.15757,1.15735,1.15739,446.18 +16.10.2018 03:25:00.000,1.15738,1.15741,1.15715,1.15729,823.1600000000001 +16.10.2018 03:30:00.000,1.15729,1.15751,1.15729,1.15746,711.9399999999998 +16.10.2018 03:35:00.000,1.15746,1.15753,1.15731,1.15731,711.83 +16.10.2018 03:40:00.000,1.15731,1.15743,1.15730,1.15736,523.3 +16.10.2018 03:45:00.000,1.15735,1.15745,1.15731,1.15745,697.66 +16.10.2018 03:50:00.000,1.15746,1.15761,1.15739,1.15744,842.82 +16.10.2018 03:55:00.000,1.15741,1.15761,1.15737,1.15761,600.14 +16.10.2018 04:00:00.000,1.15761,1.15761,1.15749,1.15750,440.51 +16.10.2018 04:05:00.000,1.15751,1.15751,1.15735,1.15738,218.97 +16.10.2018 04:10:00.000,1.15739,1.15739,1.15729,1.15729,521.62 +16.10.2018 04:15:00.000,1.15729,1.15741,1.15724,1.15728,546.99 +16.10.2018 04:20:00.000,1.15729,1.15736,1.15727,1.15735,411.8 +16.10.2018 04:25:00.000,1.15735,1.15747,1.15734,1.15744,352.62 +16.10.2018 04:30:00.000,1.15744,1.15752,1.15734,1.15739,510.3399999999999 +16.10.2018 04:35:00.000,1.15739,1.15746,1.15735,1.15745,476.58000000000004 +16.10.2018 04:40:00.000,1.15745,1.15756,1.15741,1.15751,383.24999999999994 +16.10.2018 04:45:00.000,1.15751,1.15767,1.15746,1.15760,398.12 +16.10.2018 04:50:00.000,1.15760,1.15761,1.15745,1.15746,475.33000000000004 +16.10.2018 04:55:00.000,1.15746,1.15753,1.15719,1.15725,398.03999999999996 +16.10.2018 05:00:00.000,1.15725,1.15726,1.15678,1.15696,929.7400000000001 +16.10.2018 05:05:00.000,1.15697,1.15711,1.15684,1.15691,737.62 +16.10.2018 05:10:00.000,1.15691,1.15695,1.15673,1.15690,705.6 +16.10.2018 05:15:00.000,1.15691,1.15691,1.15675,1.15683,663.94 +16.10.2018 05:20:00.000,1.15683,1.15694,1.15671,1.15677,704.02 +16.10.2018 05:25:00.000,1.15678,1.15681,1.15660,1.15668,501.5 +16.10.2018 05:30:00.000,1.15667,1.15676,1.15662,1.15667,589.71 +16.10.2018 05:35:00.000,1.15667,1.15688,1.15665,1.15686,509.84000000000003 +16.10.2018 05:40:00.000,1.15687,1.15698,1.15674,1.15697,440.62999999999994 +16.10.2018 05:45:00.000,1.15695,1.15707,1.15681,1.15707,495.51 +16.10.2018 05:50:00.000,1.15707,1.15717,1.15695,1.15715,694.97 +16.10.2018 05:55:00.000,1.15715,1.15717,1.15697,1.15709,610.31 +16.10.2018 06:00:00.000,1.15709,1.15737,1.15700,1.15736,585.88 +16.10.2018 06:05:00.000,1.15736,1.15737,1.15704,1.15711,597.23 +16.10.2018 06:10:00.000,1.15711,1.15712,1.15681,1.15685,876.99 +16.10.2018 06:15:00.000,1.15687,1.15760,1.15681,1.15756,874.63 +16.10.2018 06:20:00.000,1.15755,1.15755,1.15724,1.15746,859.47 +16.10.2018 06:25:00.000,1.15746,1.15787,1.15724,1.15756,1296.0299999999997 +16.10.2018 06:30:00.000,1.15756,1.15761,1.15735,1.15759,942.23 +16.10.2018 06:35:00.000,1.15761,1.15807,1.15758,1.15781,1042.75 +16.10.2018 06:40:00.000,1.15782,1.15802,1.15752,1.15800,1078.8100000000002 +16.10.2018 06:45:00.000,1.15799,1.15809,1.15786,1.15791,801.5999999999999 +16.10.2018 06:50:00.000,1.15791,1.15803,1.15770,1.15775,888.1199999999999 +16.10.2018 06:55:00.000,1.15775,1.15783,1.15740,1.15767,1118.44 +16.10.2018 07:00:00.000,1.15766,1.15803,1.15734,1.15763,1206.1399999999999 +16.10.2018 07:05:00.000,1.15762,1.15784,1.15716,1.15739,1152.12 +16.10.2018 07:10:00.000,1.15739,1.15741,1.15701,1.15711,1363.3 +16.10.2018 07:15:00.000,1.15714,1.15875,1.15708,1.15864,1352.17 +16.10.2018 07:20:00.000,1.15864,1.15909,1.15849,1.15877,1684.0499999999997 +16.10.2018 07:25:00.000,1.15877,1.15948,1.15872,1.15912,1675.77 +16.10.2018 07:30:00.000,1.15912,1.15946,1.15907,1.15924,1469.2099999999998 +16.10.2018 07:35:00.000,1.15925,1.15946,1.15915,1.15936,1284.68 +16.10.2018 07:40:00.000,1.15936,1.15979,1.15933,1.15951,1189.92 +16.10.2018 07:45:00.000,1.15952,1.15984,1.15939,1.15942,1162.72 +16.10.2018 07:50:00.000,1.15940,1.15955,1.15916,1.15916,914.47 +16.10.2018 07:55:00.000,1.15917,1.15941,1.15907,1.15938,1154.71 +16.10.2018 08:00:00.000,1.15937,1.15963,1.15927,1.15942,956.29 +16.10.2018 08:05:00.000,1.15943,1.15943,1.15879,1.15893,1255.83 +16.10.2018 08:10:00.000,1.15894,1.15896,1.15862,1.15864,790.5 +16.10.2018 08:15:00.000,1.15864,1.15875,1.15838,1.15873,1016.29 +16.10.2018 08:20:00.000,1.15872,1.15906,1.15856,1.15895,935.99 +16.10.2018 08:25:00.000,1.15897,1.15937,1.15890,1.15891,812.1099999999999 +16.10.2018 08:30:00.000,1.15892,1.15913,1.15882,1.15891,1082.87 +16.10.2018 08:35:00.000,1.15891,1.15923,1.15875,1.15898,936.51 +16.10.2018 08:40:00.000,1.15898,1.15910,1.15873,1.15893,984.1500000000001 +16.10.2018 08:45:00.000,1.15893,1.15927,1.15870,1.15909,952 +16.10.2018 08:50:00.000,1.15911,1.15922,1.15897,1.15898,926.9200000000001 +16.10.2018 08:55:00.000,1.15899,1.15909,1.15872,1.15878,917.28 +16.10.2018 09:00:00.000,1.15877,1.15887,1.15809,1.15810,1343.53 +16.10.2018 09:05:00.000,1.15812,1.15819,1.15731,1.15749,1275.17 +16.10.2018 09:10:00.000,1.15749,1.15750,1.15693,1.15735,1269.4299999999998 +16.10.2018 09:15:00.000,1.15735,1.15751,1.15725,1.15734,912.52 +16.10.2018 09:20:00.000,1.15734,1.15736,1.15661,1.15688,1029.9 +16.10.2018 09:25:00.000,1.15688,1.15722,1.15660,1.15717,1010.21 +16.10.2018 09:30:00.000,1.15716,1.15738,1.15713,1.15735,928.79 +16.10.2018 09:35:00.000,1.15740,1.15748,1.15715,1.15726,818.21 +16.10.2018 09:40:00.000,1.15726,1.15744,1.15706,1.15711,711.6500000000001 +16.10.2018 09:45:00.000,1.15711,1.15728,1.15695,1.15700,681.96 +16.10.2018 09:50:00.000,1.15701,1.15745,1.15697,1.15723,838.08 +16.10.2018 09:55:00.000,1.15724,1.15737,1.15696,1.15731,1061.32 +16.10.2018 10:00:00.000,1.15732,1.15739,1.15701,1.15718,950.3699999999999 +16.10.2018 10:05:00.000,1.15719,1.15736,1.15680,1.15693,1184.7600000000002 +16.10.2018 10:10:00.000,1.15693,1.15723,1.15679,1.15721,1085.83 +16.10.2018 10:15:00.000,1.15723,1.15728,1.15704,1.15728,839.2399999999999 +16.10.2018 10:20:00.000,1.15727,1.15731,1.15670,1.15690,1258.96 +16.10.2018 10:25:00.000,1.15691,1.15746,1.15689,1.15729,1311.1599999999999 +16.10.2018 10:30:00.000,1.15729,1.15750,1.15709,1.15749,973.1800000000001 +16.10.2018 10:35:00.000,1.15749,1.15755,1.15723,1.15750,955.25 +16.10.2018 10:40:00.000,1.15751,1.15806,1.15750,1.15796,905.07 +16.10.2018 10:45:00.000,1.15796,1.15808,1.15774,1.15784,729.08 +16.10.2018 10:50:00.000,1.15783,1.15797,1.15774,1.15780,643.99 +16.10.2018 10:55:00.000,1.15780,1.15795,1.15774,1.15778,733.5699999999999 +16.10.2018 11:00:00.000,1.15777,1.15787,1.15746,1.15753,1088.37 +16.10.2018 11:05:00.000,1.15752,1.15777,1.15744,1.15770,937.52 +16.10.2018 11:10:00.000,1.15771,1.15795,1.15770,1.15782,742.04 +16.10.2018 11:15:00.000,1.15785,1.15831,1.15775,1.15811,1141.48 +16.10.2018 11:20:00.000,1.15812,1.15835,1.15793,1.15814,867.76 +16.10.2018 11:25:00.000,1.15813,1.15840,1.15811,1.15835,853.03 +16.10.2018 11:30:00.000,1.15836,1.15859,1.15829,1.15850,894.6 +16.10.2018 11:35:00.000,1.15849,1.15856,1.15820,1.15828,655.96 +16.10.2018 11:40:00.000,1.15828,1.15832,1.15810,1.15824,796.0999999999999 +16.10.2018 11:45:00.000,1.15824,1.15841,1.15812,1.15814,784.5400000000001 +16.10.2018 11:50:00.000,1.15814,1.15897,1.15813,1.15874,926.05 +16.10.2018 11:55:00.000,1.15873,1.15899,1.15852,1.15897,1136.29 +16.10.2018 12:00:00.000,1.15899,1.15904,1.15866,1.15870,946.3699999999999 +16.10.2018 12:05:00.000,1.15872,1.15904,1.15869,1.15882,915.66 +16.10.2018 12:10:00.000,1.15883,1.15888,1.15853,1.15867,986.45 +16.10.2018 12:15:00.000,1.15867,1.15871,1.15821,1.15821,1227.1399999999999 +16.10.2018 12:20:00.000,1.15820,1.15857,1.15820,1.15838,934.58 +16.10.2018 12:25:00.000,1.15838,1.15853,1.15818,1.15824,883.1999999999999 +16.10.2018 12:30:00.000,1.15823,1.15850,1.15812,1.15848,1284.2600000000002 +16.10.2018 12:35:00.000,1.15848,1.15869,1.15795,1.15797,1036.9900000000002 +16.10.2018 12:40:00.000,1.15796,1.15825,1.15772,1.15823,1048.81 +16.10.2018 12:45:00.000,1.15824,1.15824,1.15798,1.15806,962.78 +16.10.2018 12:50:00.000,1.15807,1.15862,1.15796,1.15850,1125.39 +16.10.2018 12:55:00.000,1.15848,1.15879,1.15835,1.15879,1179.1399999999999 +16.10.2018 13:00:00.000,1.15880,1.16023,1.15879,1.15999,1809.51 +16.10.2018 13:05:00.000,1.16000,1.16104,1.15994,1.16083,1864.21 +16.10.2018 13:10:00.000,1.16084,1.16212,1.16083,1.16190,2138.26 +16.10.2018 13:15:00.000,1.16193,1.16206,1.16128,1.16160,1588.77 +16.10.2018 13:20:00.000,1.16165,1.16181,1.16125,1.16131,1279.46 +16.10.2018 13:25:00.000,1.16133,1.16155,1.16090,1.16095,1584 +16.10.2018 13:30:00.000,1.16096,1.16107,1.16056,1.16064,1218.72 +16.10.2018 13:35:00.000,1.16065,1.16085,1.16046,1.16067,1263.4099999999999 +16.10.2018 13:40:00.000,1.16068,1.16092,1.16060,1.16073,1054.67 +16.10.2018 13:45:00.000,1.16074,1.16078,1.15939,1.15954,1634.5499999999997 +16.10.2018 13:50:00.000,1.15954,1.15988,1.15953,1.15979,1010.1899999999999 +16.10.2018 13:55:00.000,1.15978,1.16016,1.15968,1.16009,796.99 +16.10.2018 14:00:00.000,1.16007,1.16007,1.15920,1.15935,1224.77 +16.10.2018 14:05:00.000,1.15934,1.15940,1.15864,1.15879,1337.31 +16.10.2018 14:10:00.000,1.15879,1.15882,1.15805,1.15819,1121.77 +16.10.2018 14:15:00.000,1.15817,1.15832,1.15798,1.15801,1048.61 +16.10.2018 14:20:00.000,1.15801,1.15817,1.15764,1.15775,889.8299999999999 +16.10.2018 14:25:00.000,1.15775,1.15775,1.15736,1.15747,1222.98 +16.10.2018 14:30:00.000,1.15747,1.15797,1.15745,1.15796,919.35 +16.10.2018 14:35:00.000,1.15795,1.15825,1.15786,1.15806,929.16 +16.10.2018 14:40:00.000,1.15806,1.15829,1.15796,1.15801,870.55 +16.10.2018 14:45:00.000,1.15803,1.15826,1.15775,1.15789,1273.06 +16.10.2018 14:50:00.000,1.15791,1.15826,1.15784,1.15801,993.9200000000001 +16.10.2018 14:55:00.000,1.15801,1.15848,1.15788,1.15805,1365.16 +16.10.2018 15:00:00.000,1.15805,1.15817,1.15751,1.15761,1493.43 +16.10.2018 15:05:00.000,1.15762,1.15777,1.15751,1.15767,1139.36 +16.10.2018 15:10:00.000,1.15766,1.15787,1.15760,1.15775,895.3299999999999 +16.10.2018 15:15:00.000,1.15775,1.15846,1.15770,1.15835,1139.03 +16.10.2018 15:20:00.000,1.15836,1.15879,1.15836,1.15873,1194.85 +16.10.2018 15:25:00.000,1.15872,1.15901,1.15844,1.15895,1120.54 +16.10.2018 15:30:00.000,1.15894,1.15900,1.15871,1.15875,970.6599999999999 +16.10.2018 15:35:00.000,1.15875,1.15908,1.15873,1.15880,822.06 +16.10.2018 15:40:00.000,1.15877,1.15920,1.15874,1.15909,957.1899999999998 +16.10.2018 15:45:00.000,1.15909,1.15909,1.15878,1.15902,1058.67 +16.10.2018 15:50:00.000,1.15903,1.15916,1.15894,1.15898,884.99 +16.10.2018 15:55:00.000,1.15898,1.15930,1.15894,1.15924,626.9 +16.10.2018 16:00:00.000,1.15924,1.15945,1.15908,1.15937,909.93 +16.10.2018 16:05:00.000,1.15937,1.15945,1.15913,1.15914,556.2900000000001 +16.10.2018 16:10:00.000,1.15914,1.15915,1.15877,1.15893,990.23 +16.10.2018 16:15:00.000,1.15893,1.15897,1.15863,1.15871,727.9300000000001 +16.10.2018 16:20:00.000,1.15870,1.15875,1.15858,1.15859,794.65 +16.10.2018 16:25:00.000,1.15859,1.15864,1.15833,1.15848,926.36 +16.10.2018 16:30:00.000,1.15848,1.15860,1.15827,1.15854,990.97 +16.10.2018 16:35:00.000,1.15855,1.15858,1.15838,1.15849,407.77 +16.10.2018 16:40:00.000,1.15848,1.15864,1.15825,1.15835,676.95 +16.10.2018 16:45:00.000,1.15835,1.15854,1.15822,1.15827,808.39 +16.10.2018 16:50:00.000,1.15826,1.15848,1.15824,1.15846,563.44 +16.10.2018 16:55:00.000,1.15846,1.15859,1.15820,1.15833,768.44 +16.10.2018 17:00:00.000,1.15835,1.15863,1.15826,1.15858,709.18 +16.10.2018 17:05:00.000,1.15858,1.15868,1.15838,1.15856,741.6800000000001 +16.10.2018 17:10:00.000,1.15858,1.15858,1.15810,1.15811,965.7900000000001 +16.10.2018 17:15:00.000,1.15811,1.15827,1.15796,1.15811,587.49 +16.10.2018 17:20:00.000,1.15810,1.15824,1.15795,1.15817,739.23 +16.10.2018 17:25:00.000,1.15818,1.15818,1.15793,1.15793,614.4499999999999 +16.10.2018 17:30:00.000,1.15793,1.15805,1.15787,1.15796,689.04 +16.10.2018 17:35:00.000,1.15795,1.15817,1.15786,1.15805,766.21 +16.10.2018 17:40:00.000,1.15804,1.15815,1.15787,1.15792,644.15 +16.10.2018 17:45:00.000,1.15792,1.15794,1.15750,1.15751,722.62 +16.10.2018 17:50:00.000,1.15751,1.15756,1.15731,1.15732,685.34 +16.10.2018 17:55:00.000,1.15731,1.15752,1.15714,1.15743,810.17 +16.10.2018 18:00:00.000,1.15743,1.15754,1.15738,1.15750,507.01000000000005 +16.10.2018 18:05:00.000,1.15750,1.15761,1.15742,1.15758,575.62 +16.10.2018 18:10:00.000,1.15756,1.15777,1.15756,1.15775,650.35 +16.10.2018 18:15:00.000,1.15775,1.15788,1.15757,1.15788,599.8199999999999 +16.10.2018 18:20:00.000,1.15788,1.15790,1.15770,1.15771,641.28 +16.10.2018 18:25:00.000,1.15770,1.15782,1.15761,1.15776,572.22 +16.10.2018 18:30:00.000,1.15777,1.15796,1.15774,1.15792,406.82000000000005 +16.10.2018 18:35:00.000,1.15792,1.15793,1.15776,1.15776,551.49 +16.10.2018 18:40:00.000,1.15782,1.15782,1.15767,1.15774,394.26000000000005 +16.10.2018 18:45:00.000,1.15774,1.15781,1.15774,1.15779,412.34999999999997 +16.10.2018 18:50:00.000,1.15778,1.15783,1.15770,1.15770,798.76 +16.10.2018 18:55:00.000,1.15771,1.15789,1.15771,1.15776,595.46 +16.10.2018 19:00:00.000,1.15777,1.15782,1.15751,1.15766,569.66 +16.10.2018 19:05:00.000,1.15767,1.15789,1.15762,1.15787,378.96999999999997 +16.10.2018 19:10:00.000,1.15788,1.15797,1.15782,1.15785,546.23 +16.10.2018 19:15:00.000,1.15784,1.15793,1.15775,1.15790,637.24 +16.10.2018 19:20:00.000,1.15789,1.15793,1.15781,1.15791,388.53000000000003 +16.10.2018 19:25:00.000,1.15792,1.15792,1.15774,1.15782,454.52000000000004 +16.10.2018 19:30:00.000,1.15781,1.15783,1.15780,1.15781,390.98 +16.10.2018 19:35:00.000,1.15782,1.15786,1.15772,1.15781,420.24 +16.10.2018 19:40:00.000,1.15782,1.15792,1.15777,1.15781,351.68999999999994 +16.10.2018 19:45:00.000,1.15782,1.15793,1.15780,1.15792,471.5899999999999 +16.10.2018 19:50:00.000,1.15793,1.15808,1.15790,1.15797,769.6800000000001 +16.10.2018 19:55:00.000,1.15797,1.15803,1.15784,1.15799,687.52 +16.10.2018 20:00:00.000,1.15806,1.15810,1.15775,1.15791,644.9300000000001 +16.10.2018 20:05:00.000,1.15790,1.15791,1.15762,1.15773,285.06 +16.10.2018 20:10:00.000,1.15773,1.15778,1.15759,1.15766,398.32 +16.10.2018 20:15:00.000,1.15766,1.15777,1.15761,1.15762,340.82 +16.10.2018 20:20:00.000,1.15763,1.15784,1.15757,1.15757,346.06 +16.10.2018 20:25:00.000,1.15757,1.15760,1.15736,1.15752,343.96999999999997 +16.10.2018 20:30:00.000,1.15753,1.15757,1.15715,1.15728,430.88 +16.10.2018 20:35:00.000,1.15731,1.15733,1.15720,1.15729,310.74 +16.10.2018 20:40:00.000,1.15728,1.15737,1.15725,1.15735,257.40000000000003 +16.10.2018 20:45:00.000,1.15734,1.15743,1.15731,1.15741,371.21999999999997 +16.10.2018 20:50:00.000,1.15741,1.15741,1.15731,1.15739,337.1 +16.10.2018 20:55:00.000,1.15739,1.15751,1.15732,1.15732,369.43 +16.10.2018 21:00:00.000,1.15732,1.15740,1.15717,1.15725,50.239999999999995 +16.10.2018 21:05:00.000,1.15725,1.15736,1.15722,1.15724,222.92999999999998 +16.10.2018 21:10:00.000,1.15724,1.15730,1.15715,1.15728,237.69 +16.10.2018 21:15:00.000,1.15729,1.15736,1.15726,1.15734,224.82999999999998 +16.10.2018 21:20:00.000,1.15735,1.15762,1.15710,1.15718,357.08 +16.10.2018 21:25:00.000,1.15718,1.15755,1.15710,1.15725,284.1 +16.10.2018 21:30:00.000,1.15731,1.15748,1.15718,1.15725,208.63 +16.10.2018 21:35:00.000,1.15725,1.15739,1.15722,1.15725,207 +16.10.2018 21:40:00.000,1.15726,1.15731,1.15724,1.15727,244.10999999999999 +16.10.2018 21:45:00.000,1.15729,1.15732,1.15724,1.15727,602.01 +16.10.2018 21:50:00.000,1.15728,1.15731,1.15724,1.15726,296.62 +16.10.2018 21:55:00.000,1.15727,1.15727,1.15718,1.15720,435.25 +16.10.2018 22:00:00.000,1.15719,1.15743,1.15718,1.15731,219.09000000000003 +16.10.2018 22:05:00.000,1.15732,1.15751,1.15729,1.15734,403.11 +16.10.2018 22:10:00.000,1.15735,1.15742,1.15727,1.15733,388 +16.10.2018 22:15:00.000,1.15733,1.15743,1.15732,1.15740,218.32 +16.10.2018 22:20:00.000,1.15740,1.15745,1.15734,1.15741,138.82 +16.10.2018 22:25:00.000,1.15741,1.15744,1.15735,1.15741,157.85000000000002 +16.10.2018 22:30:00.000,1.15741,1.15742,1.15739,1.15740,128.03 +16.10.2018 22:35:00.000,1.15741,1.15741,1.15735,1.15741,163.48 +16.10.2018 22:40:00.000,1.15740,1.15745,1.15730,1.15740,134.09 +16.10.2018 22:45:00.000,1.15740,1.15745,1.15740,1.15745,37.52 +16.10.2018 22:50:00.000,1.15745,1.15757,1.15741,1.15746,109.56 +16.10.2018 22:55:00.000,1.15742,1.15745,1.15735,1.15737,172.68 +16.10.2018 23:00:00.000,1.15738,1.15760,1.15738,1.15760,246.33 +16.10.2018 23:05:00.000,1.15760,1.15772,1.15743,1.15756,251.01 +16.10.2018 23:10:00.000,1.15756,1.15768,1.15754,1.15757,296.39 +16.10.2018 23:15:00.000,1.15757,1.15757,1.15745,1.15752,157.77 +16.10.2018 23:20:00.000,1.15752,1.15753,1.15746,1.15753,172.38 +16.10.2018 23:25:00.000,1.15753,1.15753,1.15747,1.15747,155.42999999999998 +16.10.2018 23:30:00.000,1.15746,1.15748,1.15721,1.15727,376.40999999999997 +16.10.2018 23:35:00.000,1.15726,1.15754,1.15720,1.15746,518.46 +16.10.2018 23:40:00.000,1.15747,1.15755,1.15741,1.15746,442.28999999999996 +16.10.2018 23:45:00.000,1.15745,1.15747,1.15731,1.15733,217.33999999999997 +16.10.2018 23:50:00.000,1.15733,1.15736,1.15722,1.15722,471.83000000000004 +16.10.2018 23:55:00.000,1.15723,1.15763,1.15722,1.15762,500.99 +17.10.2018 00:00:00.000,1.15763,1.15773,1.15746,1.15769,944.4499999999999 +17.10.2018 00:05:00.000,1.15769,1.15785,1.15757,1.15781,713.69 +17.10.2018 00:10:00.000,1.15781,1.15786,1.15775,1.15783,543.63 +17.10.2018 00:15:00.000,1.15782,1.15787,1.15770,1.15782,379.11 +17.10.2018 00:20:00.000,1.15782,1.15790,1.15772,1.15779,476.17 +17.10.2018 00:25:00.000,1.15781,1.15784,1.15771,1.15784,348.15000000000003 +17.10.2018 00:30:00.000,1.15784,1.15793,1.15782,1.15783,450.73 +17.10.2018 00:35:00.000,1.15783,1.15785,1.15778,1.15782,531.8499999999999 +17.10.2018 00:40:00.000,1.15783,1.15783,1.15767,1.15769,398.63000000000005 +17.10.2018 00:45:00.000,1.15769,1.15803,1.15767,1.15798,512.98 +17.10.2018 00:50:00.000,1.15799,1.15802,1.15769,1.15778,499.74 +17.10.2018 00:55:00.000,1.15776,1.15786,1.15756,1.15771,685.0200000000001 +17.10.2018 01:00:00.000,1.15771,1.15771,1.15746,1.15759,441.65000000000003 +17.10.2018 01:05:00.000,1.15759,1.15769,1.15757,1.15768,467.71000000000004 +17.10.2018 01:10:00.000,1.15768,1.15769,1.15763,1.15763,447.88 +17.10.2018 01:15:00.000,1.15763,1.15781,1.15762,1.15773,608.8700000000001 +17.10.2018 01:20:00.000,1.15772,1.15783,1.15765,1.15778,515.5899999999999 +17.10.2018 01:25:00.000,1.15779,1.15794,1.15772,1.15773,573.25 +17.10.2018 01:30:00.000,1.15772,1.15779,1.15747,1.15752,595.1899999999999 +17.10.2018 01:35:00.000,1.15753,1.15754,1.15728,1.15740,622.36 +17.10.2018 01:40:00.000,1.15739,1.15739,1.15716,1.15717,525.74 +17.10.2018 01:45:00.000,1.15717,1.15731,1.15704,1.15724,492.18 +17.10.2018 01:50:00.000,1.15724,1.15732,1.15724,1.15727,276.23 +17.10.2018 01:55:00.000,1.15727,1.15728,1.15694,1.15714,565.85 +17.10.2018 02:00:00.000,1.15714,1.15715,1.15688,1.15688,543.83 +17.10.2018 02:05:00.000,1.15688,1.15722,1.15687,1.15692,587.25 +17.10.2018 02:10:00.000,1.15691,1.15711,1.15684,1.15710,429.85 +17.10.2018 02:15:00.000,1.15709,1.15718,1.15697,1.15700,540.89 +17.10.2018 02:20:00.000,1.15700,1.15704,1.15685,1.15688,480.09999999999997 +17.10.2018 02:25:00.000,1.15687,1.15692,1.15616,1.15662,1008.17 +17.10.2018 02:30:00.000,1.15663,1.15678,1.15662,1.15668,576.48 +17.10.2018 02:35:00.000,1.15667,1.15668,1.15627,1.15627,694.8400000000001 +17.10.2018 02:40:00.000,1.15627,1.15640,1.15620,1.15640,325.7 +17.10.2018 02:45:00.000,1.15640,1.15644,1.15634,1.15638,203.63 +17.10.2018 02:50:00.000,1.15638,1.15638,1.15582,1.15599,762.78 +17.10.2018 02:55:00.000,1.15599,1.15616,1.15583,1.15612,780.01 +17.10.2018 03:00:00.000,1.15612,1.15621,1.15609,1.15615,465.4000000000001 +17.10.2018 03:05:00.000,1.15614,1.15626,1.15607,1.15623,423.07 +17.10.2018 03:10:00.000,1.15624,1.15631,1.15620,1.15623,271.53000000000003 +17.10.2018 03:15:00.000,1.15624,1.15629,1.15604,1.15610,440.70000000000005 +17.10.2018 03:20:00.000,1.15608,1.15630,1.15608,1.15629,392.66 +17.10.2018 03:25:00.000,1.15628,1.15631,1.15612,1.15614,689.29 +17.10.2018 03:30:00.000,1.15613,1.15620,1.15593,1.15594,526.85 +17.10.2018 03:35:00.000,1.15594,1.15605,1.15584,1.15588,680.6500000000001 +17.10.2018 03:40:00.000,1.15587,1.15593,1.15583,1.15584,406.43 +17.10.2018 03:45:00.000,1.15584,1.15585,1.15568,1.15579,428.17 +17.10.2018 03:50:00.000,1.15579,1.15630,1.15579,1.15619,642.45 +17.10.2018 03:55:00.000,1.15619,1.15632,1.15609,1.15610,657.5400000000001 +17.10.2018 04:00:00.000,1.15609,1.15617,1.15605,1.15613,510.78000000000003 +17.10.2018 04:05:00.000,1.15613,1.15624,1.15604,1.15624,657.7199999999999 +17.10.2018 04:10:00.000,1.15624,1.15645,1.15623,1.15645,609.83 +17.10.2018 04:15:00.000,1.15644,1.15645,1.15638,1.15639,415.65 +17.10.2018 04:20:00.000,1.15640,1.15644,1.15638,1.15644,195.49 +17.10.2018 04:25:00.000,1.15644,1.15652,1.15639,1.15639,357.34000000000003 +17.10.2018 04:30:00.000,1.15639,1.15645,1.15634,1.15635,466.40000000000003 +17.10.2018 04:35:00.000,1.15634,1.15635,1.15611,1.15629,583.83 +17.10.2018 04:40:00.000,1.15630,1.15639,1.15627,1.15632,527.78 +17.10.2018 04:45:00.000,1.15633,1.15633,1.15612,1.15615,361.12 +17.10.2018 04:50:00.000,1.15613,1.15613,1.15567,1.15580,714.73 +17.10.2018 04:55:00.000,1.15580,1.15582,1.15571,1.15581,463.72 +17.10.2018 05:00:00.000,1.15581,1.15593,1.15581,1.15582,605.27 +17.10.2018 05:05:00.000,1.15579,1.15579,1.15521,1.15524,808.7900000000001 +17.10.2018 05:10:00.000,1.15524,1.15524,1.15481,1.15509,916.3399999999999 +17.10.2018 05:15:00.000,1.15509,1.15520,1.15497,1.15514,561.52 +17.10.2018 05:20:00.000,1.15513,1.15515,1.15482,1.15494,662.8199999999999 +17.10.2018 05:25:00.000,1.15494,1.15512,1.15490,1.15509,411.70000000000005 +17.10.2018 05:30:00.000,1.15509,1.15540,1.15505,1.15532,776.8199999999999 +17.10.2018 05:35:00.000,1.15527,1.15551,1.15517,1.15543,947.4399999999999 +17.10.2018 05:40:00.000,1.15542,1.15554,1.15538,1.15546,771.52 +17.10.2018 05:45:00.000,1.15545,1.15571,1.15545,1.15571,731.34 +17.10.2018 05:50:00.000,1.15570,1.15591,1.15568,1.15580,1080.5 +17.10.2018 05:55:00.000,1.15579,1.15583,1.15539,1.15545,859.4200000000001 +17.10.2018 06:00:00.000,1.15545,1.15580,1.15545,1.15575,851.19 +17.10.2018 06:05:00.000,1.15574,1.15612,1.15571,1.15583,1073.21 +17.10.2018 06:10:00.000,1.15584,1.15597,1.15558,1.15595,798.91 +17.10.2018 06:15:00.000,1.15596,1.15631,1.15561,1.15583,1084.38 +17.10.2018 06:20:00.000,1.15584,1.15607,1.15567,1.15588,966.11 +17.10.2018 06:25:00.000,1.15587,1.15637,1.15582,1.15635,903.98 +17.10.2018 06:30:00.000,1.15635,1.15661,1.15616,1.15651,1306.16 +17.10.2018 06:35:00.000,1.15651,1.15662,1.15631,1.15650,984.86 +17.10.2018 06:40:00.000,1.15651,1.15661,1.15629,1.15660,1055.62 +17.10.2018 06:45:00.000,1.15660,1.15661,1.15632,1.15640,1024.32 +17.10.2018 06:50:00.000,1.15637,1.15650,1.15611,1.15617,827.6200000000001 +17.10.2018 06:55:00.000,1.15616,1.15716,1.15604,1.15716,1468.65 +17.10.2018 07:00:00.000,1.15713,1.15713,1.15649,1.15667,1445.7200000000003 +17.10.2018 07:05:00.000,1.15669,1.15718,1.15662,1.15705,1595.51 +17.10.2018 07:10:00.000,1.15704,1.15704,1.15648,1.15676,1441.3899999999999 +17.10.2018 07:15:00.000,1.15674,1.15717,1.15659,1.15702,1136.77 +17.10.2018 07:20:00.000,1.15701,1.15713,1.15624,1.15629,1449.42 +17.10.2018 07:25:00.000,1.15630,1.15641,1.15581,1.15596,1395.58 +17.10.2018 07:30:00.000,1.15597,1.15604,1.15559,1.15578,1354.61 +17.10.2018 07:35:00.000,1.15574,1.15598,1.15560,1.15591,1171.94 +17.10.2018 07:40:00.000,1.15591,1.15617,1.15585,1.15611,1429.54 +17.10.2018 07:45:00.000,1.15610,1.15611,1.15560,1.15582,1309.08 +17.10.2018 07:50:00.000,1.15582,1.15647,1.15580,1.15640,1239.1 +17.10.2018 07:55:00.000,1.15639,1.15644,1.15615,1.15636,1310.56 +17.10.2018 08:00:00.000,1.15634,1.15742,1.15632,1.15736,1139.6599999999999 +17.10.2018 08:05:00.000,1.15737,1.15777,1.15711,1.15720,1779.47 +17.10.2018 08:10:00.000,1.15720,1.15746,1.15676,1.15688,1489.31 +17.10.2018 08:15:00.000,1.15688,1.15701,1.15637,1.15644,1248.08 +17.10.2018 08:20:00.000,1.15646,1.15689,1.15638,1.15689,1274.5700000000002 +17.10.2018 08:25:00.000,1.15689,1.15693,1.15652,1.15659,915.0500000000001 +17.10.2018 08:30:00.000,1.15657,1.15668,1.15615,1.15665,1358.8999999999999 +17.10.2018 08:35:00.000,1.15665,1.15680,1.15646,1.15662,1348.19 +17.10.2018 08:40:00.000,1.15663,1.15692,1.15658,1.15678,1280.1 +17.10.2018 08:45:00.000,1.15679,1.15688,1.15648,1.15687,1152.05 +17.10.2018 08:50:00.000,1.15687,1.15687,1.15655,1.15668,883.62 +17.10.2018 08:55:00.000,1.15667,1.15677,1.15650,1.15652,660.39 +17.10.2018 09:00:00.000,1.15652,1.15660,1.15585,1.15594,941.65 +17.10.2018 09:05:00.000,1.15592,1.15603,1.15525,1.15541,1141.46 +17.10.2018 09:10:00.000,1.15540,1.15549,1.15521,1.15542,970.6600000000001 +17.10.2018 09:15:00.000,1.15542,1.15572,1.15538,1.15569,941.3699999999999 +17.10.2018 09:20:00.000,1.15569,1.15588,1.15565,1.15587,725.98 +17.10.2018 09:25:00.000,1.15590,1.15598,1.15580,1.15587,707.5699999999999 +17.10.2018 09:30:00.000,1.15586,1.15626,1.15574,1.15615,1024.98 +17.10.2018 09:35:00.000,1.15614,1.15627,1.15606,1.15621,810.1099999999999 +17.10.2018 09:40:00.000,1.15621,1.15667,1.15620,1.15660,1184.56 +17.10.2018 09:45:00.000,1.15660,1.15668,1.15639,1.15643,1358.3400000000001 +17.10.2018 09:50:00.000,1.15642,1.15676,1.15639,1.15675,834.35 +17.10.2018 09:55:00.000,1.15678,1.15697,1.15669,1.15670,1037.81 +17.10.2018 10:00:00.000,1.15670,1.15752,1.15654,1.15744,1040.69 +17.10.2018 10:05:00.000,1.15744,1.15750,1.15712,1.15717,1240.8 +17.10.2018 10:10:00.000,1.15718,1.15737,1.15697,1.15706,1165.33 +17.10.2018 10:15:00.000,1.15708,1.15711,1.15662,1.15671,1105.76 +17.10.2018 10:20:00.000,1.15671,1.15674,1.15635,1.15635,1425.17 +17.10.2018 10:25:00.000,1.15636,1.15639,1.15603,1.15619,983.0100000000001 +17.10.2018 10:30:00.000,1.15617,1.15617,1.15563,1.15567,1041.18 +17.10.2018 10:35:00.000,1.15567,1.15585,1.15555,1.15585,1204.86 +17.10.2018 10:40:00.000,1.15584,1.15585,1.15567,1.15572,1161.5700000000002 +17.10.2018 10:45:00.000,1.15572,1.15601,1.15565,1.15600,1262.77 +17.10.2018 10:50:00.000,1.15599,1.15600,1.15523,1.15524,1517.1899999999998 +17.10.2018 10:55:00.000,1.15524,1.15536,1.15455,1.15472,1457.36 +17.10.2018 11:00:00.000,1.15473,1.15473,1.15404,1.15422,1559.23 +17.10.2018 11:05:00.000,1.15420,1.15463,1.15416,1.15457,1281.41 +17.10.2018 11:10:00.000,1.15459,1.15466,1.15440,1.15461,914.48 +17.10.2018 11:15:00.000,1.15460,1.15467,1.15419,1.15419,1121.9499999999998 +17.10.2018 11:20:00.000,1.15419,1.15423,1.15309,1.15376,1947.4599999999998 +17.10.2018 11:25:00.000,1.15379,1.15427,1.15365,1.15406,1235.6399999999999 +17.10.2018 11:30:00.000,1.15406,1.15411,1.15349,1.15377,1309.7200000000003 +17.10.2018 11:35:00.000,1.15377,1.15410,1.15346,1.15358,1054.65 +17.10.2018 11:40:00.000,1.15358,1.15366,1.15321,1.15330,1325.49 +17.10.2018 11:45:00.000,1.15329,1.15354,1.15304,1.15331,1288.21 +17.10.2018 11:50:00.000,1.15330,1.15350,1.15310,1.15311,1386.99 +17.10.2018 11:55:00.000,1.15314,1.15315,1.15262,1.15315,1417.6 +17.10.2018 12:00:00.000,1.15315,1.15328,1.15290,1.15326,1424.89 +17.10.2018 12:05:00.000,1.15326,1.15335,1.15294,1.15324,1240.29 +17.10.2018 12:10:00.000,1.15325,1.15325,1.15288,1.15295,1056.8 +17.10.2018 12:15:00.000,1.15296,1.15316,1.15260,1.15309,1443.6299999999999 +17.10.2018 12:20:00.000,1.15309,1.15324,1.15275,1.15310,1366.97 +17.10.2018 12:25:00.000,1.15310,1.15328,1.15294,1.15317,977.21 +17.10.2018 12:30:00.000,1.15316,1.15342,1.15295,1.15313,1061.3200000000002 +17.10.2018 12:35:00.000,1.15312,1.15350,1.15312,1.15320,1354.59 +17.10.2018 12:40:00.000,1.15320,1.15325,1.15210,1.15219,1757.4 +17.10.2018 12:45:00.000,1.15222,1.15332,1.15222,1.15325,1409.79 +17.10.2018 12:50:00.000,1.15326,1.15341,1.15310,1.15311,1128.8799999999999 +17.10.2018 12:55:00.000,1.15311,1.15353,1.15290,1.15351,1294.82 +17.10.2018 13:00:00.000,1.15352,1.15388,1.15330,1.15367,1265.77 +17.10.2018 13:05:00.000,1.15368,1.15378,1.15341,1.15343,872.3199999999999 +17.10.2018 13:10:00.000,1.15343,1.15351,1.15309,1.15309,1418.1999999999998 +17.10.2018 13:15:00.000,1.15309,1.15360,1.15292,1.15341,1150.27 +17.10.2018 13:20:00.000,1.15341,1.15380,1.15255,1.15367,1804.4199999999998 +17.10.2018 13:25:00.000,1.15365,1.15380,1.15344,1.15370,1111.12 +17.10.2018 13:30:00.000,1.15370,1.15418,1.15366,1.15396,1403.25 +17.10.2018 13:35:00.000,1.15397,1.15407,1.15356,1.15370,1201.08 +17.10.2018 13:40:00.000,1.15370,1.15399,1.15364,1.15369,1318.62 +17.10.2018 13:45:00.000,1.15367,1.15391,1.15350,1.15362,1458.79 +17.10.2018 13:50:00.000,1.15362,1.15409,1.15360,1.15394,1136.09 +17.10.2018 13:55:00.000,1.15395,1.15407,1.15366,1.15376,1144.02 +17.10.2018 14:00:00.000,1.15377,1.15406,1.15361,1.15395,1335.73 +17.10.2018 14:05:00.000,1.15395,1.15407,1.15363,1.15393,983.17 +17.10.2018 14:10:00.000,1.15392,1.15432,1.15377,1.15427,1086.61 +17.10.2018 14:15:00.000,1.15425,1.15447,1.15411,1.15447,1094.74 +17.10.2018 14:20:00.000,1.15447,1.15447,1.15377,1.15379,1176.58 +17.10.2018 14:25:00.000,1.15379,1.15448,1.15367,1.15444,1110.28 +17.10.2018 14:30:00.000,1.15443,1.15469,1.15394,1.15397,1722.52 +17.10.2018 14:35:00.000,1.15398,1.15452,1.15396,1.15418,1152.74 +17.10.2018 14:40:00.000,1.15418,1.15429,1.15377,1.15387,1179.3 +17.10.2018 14:45:00.000,1.15387,1.15388,1.15314,1.15318,1263.14 +17.10.2018 14:50:00.000,1.15318,1.15335,1.15256,1.15261,1478.07 +17.10.2018 14:55:00.000,1.15258,1.15307,1.15251,1.15295,1638.8600000000001 +17.10.2018 15:00:00.000,1.15296,1.15307,1.15277,1.15298,1450.8700000000001 +17.10.2018 15:05:00.000,1.15299,1.15302,1.15271,1.15290,1242.26 +17.10.2018 15:10:00.000,1.15291,1.15309,1.15264,1.15266,1021.09 +17.10.2018 15:15:00.000,1.15267,1.15336,1.15253,1.15330,1071.6200000000001 +17.10.2018 15:20:00.000,1.15331,1.15379,1.15329,1.15368,1106.1000000000001 +17.10.2018 15:25:00.000,1.15367,1.15411,1.15364,1.15392,967.88 +17.10.2018 15:30:00.000,1.15392,1.15411,1.15388,1.15400,998.02 +17.10.2018 15:35:00.000,1.15400,1.15423,1.15392,1.15410,939.62 +17.10.2018 15:40:00.000,1.15409,1.15435,1.15399,1.15424,1163.79 +17.10.2018 15:45:00.000,1.15425,1.15441,1.15408,1.15430,879.23 +17.10.2018 15:50:00.000,1.15431,1.15441,1.15377,1.15378,1181.94 +17.10.2018 15:55:00.000,1.15379,1.15406,1.15368,1.15400,998.5 +17.10.2018 16:00:00.000,1.15400,1.15403,1.15372,1.15400,1052.26 +17.10.2018 16:05:00.000,1.15401,1.15405,1.15384,1.15388,797.8599999999999 +17.10.2018 16:10:00.000,1.15387,1.15406,1.15376,1.15385,792.88 +17.10.2018 16:15:00.000,1.15385,1.15385,1.15353,1.15355,672.8499999999999 +17.10.2018 16:20:00.000,1.15352,1.15355,1.15337,1.15344,511.42999999999995 +17.10.2018 16:25:00.000,1.15344,1.15355,1.15296,1.15304,817.86 +17.10.2018 16:30:00.000,1.15304,1.15350,1.15303,1.15334,854.89 +17.10.2018 16:35:00.000,1.15334,1.15340,1.15322,1.15337,697.61 +17.10.2018 16:40:00.000,1.15338,1.15358,1.15312,1.15312,869.89 +17.10.2018 16:45:00.000,1.15312,1.15362,1.15312,1.15361,985.96 +17.10.2018 16:50:00.000,1.15362,1.15371,1.15341,1.15350,688.5400000000001 +17.10.2018 16:55:00.000,1.15350,1.15362,1.15273,1.15274,1204.98 +17.10.2018 17:00:00.000,1.15274,1.15276,1.15214,1.15230,1108.1 +17.10.2018 17:05:00.000,1.15230,1.15235,1.15165,1.15195,1316.35 +17.10.2018 17:10:00.000,1.15195,1.15195,1.15175,1.15180,895.78 +17.10.2018 17:15:00.000,1.15180,1.15200,1.15180,1.15182,621.77 +17.10.2018 17:20:00.000,1.15182,1.15198,1.15177,1.15178,863.11 +17.10.2018 17:25:00.000,1.15177,1.15200,1.15175,1.15189,773.23 +17.10.2018 17:30:00.000,1.15189,1.15191,1.15180,1.15191,766.47 +17.10.2018 17:35:00.000,1.15191,1.15196,1.15182,1.15187,769.08 +17.10.2018 17:40:00.000,1.15186,1.15204,1.15186,1.15186,639.76 +17.10.2018 17:45:00.000,1.15185,1.15188,1.15152,1.15169,1033.1399999999999 +17.10.2018 17:50:00.000,1.15169,1.15169,1.15151,1.15169,875.4000000000001 +17.10.2018 17:55:00.000,1.15168,1.15175,1.15130,1.15157,863.28 +17.10.2018 18:00:00.000,1.15156,1.15192,1.15098,1.15161,1473.81 +17.10.2018 18:05:00.000,1.15161,1.15226,1.15111,1.15125,1194.09 +17.10.2018 18:10:00.000,1.15124,1.15147,1.15096,1.15125,730.7099999999999 +17.10.2018 18:15:00.000,1.15126,1.15142,1.15104,1.15107,969.31 +17.10.2018 18:20:00.000,1.15108,1.15141,1.15081,1.15123,974.97 +17.10.2018 18:25:00.000,1.15124,1.15206,1.15115,1.15165,1329.1100000000001 +17.10.2018 18:30:00.000,1.15165,1.15174,1.15138,1.15148,1283.13 +17.10.2018 18:35:00.000,1.15148,1.15153,1.15128,1.15135,1020.0999999999999 +17.10.2018 18:40:00.000,1.15137,1.15156,1.15117,1.15143,931.59 +17.10.2018 18:45:00.000,1.15142,1.15143,1.15121,1.15121,662.29 +17.10.2018 18:50:00.000,1.15121,1.15125,1.15091,1.15091,824.64 +17.10.2018 18:55:00.000,1.15093,1.15105,1.15061,1.15062,1086.6899999999998 +17.10.2018 19:00:00.000,1.15062,1.15077,1.15045,1.15050,1115.03 +17.10.2018 19:05:00.000,1.15048,1.15062,1.15031,1.15036,823.76 +17.10.2018 19:10:00.000,1.15036,1.15062,1.15033,1.15046,781.8999999999999 +17.10.2018 19:15:00.000,1.15046,1.15061,1.15031,1.15032,836.1899999999998 +17.10.2018 19:20:00.000,1.15032,1.15036,1.15021,1.15022,624.16 +17.10.2018 19:25:00.000,1.15021,1.15026,1.15010,1.15017,764.8299999999999 +17.10.2018 19:30:00.000,1.15017,1.15069,1.15017,1.15066,868.61 +17.10.2018 19:35:00.000,1.15066,1.15072,1.15040,1.15051,670.02 +17.10.2018 19:40:00.000,1.15051,1.15067,1.15045,1.15066,737.32 +17.10.2018 19:45:00.000,1.15066,1.15068,1.15057,1.15057,417.84999999999997 +17.10.2018 19:50:00.000,1.15057,1.15063,1.15047,1.15057,512.53 +17.10.2018 19:55:00.000,1.15058,1.15067,1.15058,1.15061,388.73 +17.10.2018 20:00:00.000,1.15059,1.15061,1.15011,1.15045,794.46 +17.10.2018 20:05:00.000,1.15046,1.15051,1.15035,1.15035,362.82 +17.10.2018 20:10:00.000,1.15035,1.15036,1.15015,1.15015,462.65000000000003 +17.10.2018 20:15:00.000,1.15016,1.15017,1.15003,1.15005,278.3 +17.10.2018 20:20:00.000,1.15005,1.15017,1.14997,1.14997,352.15999999999997 +17.10.2018 20:25:00.000,1.14998,1.15001,1.14960,1.14971,562.98 +17.10.2018 20:30:00.000,1.14970,1.14984,1.14969,1.14979,428.38 +17.10.2018 20:35:00.000,1.14978,1.15039,1.14978,1.15030,567.04 +17.10.2018 20:40:00.000,1.15029,1.15034,1.14992,1.14994,457.48 +17.10.2018 20:45:00.000,1.14994,1.15002,1.14976,1.14976,484.38 +17.10.2018 20:50:00.000,1.14977,1.14988,1.14973,1.14982,264.95000000000005 +17.10.2018 20:55:00.000,1.14982,1.15009,1.14981,1.14999,398.13000000000005 +17.10.2018 21:00:00.000,1.15000,1.15010,1.14992,1.15007,129.69 +17.10.2018 21:05:00.000,1.15005,1.15040,1.15003,1.15019,382.90999999999997 +17.10.2018 21:10:00.000,1.15018,1.15022,1.14999,1.14999,567.3900000000001 +17.10.2018 21:15:00.000,1.14999,1.15025,1.14992,1.15020,200.82000000000002 +17.10.2018 21:20:00.000,1.15021,1.15028,1.14994,1.15000,374.55999999999995 +17.10.2018 21:25:00.000,1.15000,1.15001,1.14995,1.14995,26.3 +17.10.2018 21:30:00.000,1.14995,1.15002,1.14985,1.14988,181.73 +17.10.2018 21:35:00.000,1.14987,1.14990,1.14983,1.14989,225.72 +17.10.2018 21:40:00.000,1.14989,1.15018,1.14989,1.15004,206.47 +17.10.2018 21:45:00.000,1.15004,1.15007,1.14990,1.14994,297.81 +17.10.2018 21:50:00.000,1.14993,1.15008,1.14988,1.15004,330.10999999999996 +17.10.2018 21:55:00.000,1.15004,1.15004,1.14990,1.14996,100.38 +17.10.2018 22:00:00.000,1.14995,1.15019,1.14991,1.14997,405.09000000000003 +17.10.2018 22:05:00.000,1.14997,1.15015,1.14991,1.15002,489.93 +17.10.2018 22:10:00.000,1.15002,1.15002,1.14996,1.14998,159.48000000000002 +17.10.2018 22:15:00.000,1.14997,1.15032,1.14997,1.15025,334.44000000000005 +17.10.2018 22:20:00.000,1.15026,1.15026,1.15005,1.15011,278.25 +17.10.2018 22:25:00.000,1.15010,1.15027,1.15010,1.15014,262.52 +17.10.2018 22:30:00.000,1.15013,1.15021,1.15000,1.15011,189.58 +17.10.2018 22:35:00.000,1.15010,1.15014,1.14985,1.15012,282.40999999999997 +17.10.2018 22:40:00.000,1.15012,1.15034,1.15011,1.15030,351.37000000000006 +17.10.2018 22:45:00.000,1.15031,1.15035,1.15023,1.15034,176.39000000000001 +17.10.2018 22:50:00.000,1.15033,1.15034,1.15005,1.15016,303.73 +17.10.2018 22:55:00.000,1.15015,1.15016,1.14980,1.14981,389.9200000000001 +17.10.2018 23:00:00.000,1.14981,1.15006,1.14980,1.14997,528.38 +17.10.2018 23:05:00.000,1.14997,1.15016,1.14995,1.15012,475.78999999999996 +17.10.2018 23:10:00.000,1.15013,1.15020,1.15005,1.15006,267.76 +17.10.2018 23:15:00.000,1.15005,1.15010,1.14990,1.15001,239.46999999999997 +17.10.2018 23:20:00.000,1.15001,1.15001,1.14962,1.14971,312.69 +17.10.2018 23:25:00.000,1.14972,1.15003,1.14964,1.14966,585.66 +17.10.2018 23:30:00.000,1.14966,1.14987,1.14953,1.14987,378.22999999999996 +17.10.2018 23:35:00.000,1.14986,1.14999,1.14986,1.14990,447.84000000000003 +17.10.2018 23:40:00.000,1.14990,1.14995,1.14981,1.14982,377.19000000000005 +17.10.2018 23:45:00.000,1.14981,1.14985,1.14974,1.14981,290.13 +17.10.2018 23:50:00.000,1.14980,1.14988,1.14980,1.14985,236.17000000000002 +17.10.2018 23:55:00.000,1.14986,1.15012,1.14985,1.15011,295.8 +18.10.2018 00:00:00.000,1.15012,1.15022,1.14989,1.15021,560.94 +18.10.2018 00:05:00.000,1.15021,1.15040,1.15020,1.15020,777.71 +18.10.2018 00:10:00.000,1.15021,1.15041,1.15019,1.15034,749.6500000000001 +18.10.2018 00:15:00.000,1.15035,1.15035,1.15009,1.15019,656.9 +18.10.2018 00:20:00.000,1.15019,1.15037,1.15016,1.15016,437.8599999999999 +18.10.2018 00:25:00.000,1.15016,1.15029,1.15000,1.15029,488.52000000000004 +18.10.2018 00:30:00.000,1.15030,1.15050,1.14995,1.15017,983.62 +18.10.2018 00:35:00.000,1.15017,1.15026,1.14995,1.15001,991.78 +18.10.2018 00:40:00.000,1.15001,1.15013,1.14961,1.14969,869.66 +18.10.2018 00:45:00.000,1.14969,1.14974,1.14948,1.14959,665.33 +18.10.2018 00:50:00.000,1.14959,1.15001,1.14957,1.14990,771.9699999999999 +18.10.2018 00:55:00.000,1.14987,1.15026,1.14987,1.15015,936.1199999999999 +18.10.2018 01:00:00.000,1.15017,1.15042,1.15016,1.15031,810.32 +18.10.2018 01:05:00.000,1.15032,1.15040,1.15016,1.15025,605.24 +18.10.2018 01:10:00.000,1.15025,1.15046,1.15005,1.15011,761.53 +18.10.2018 01:15:00.000,1.15010,1.15023,1.14980,1.14986,832.33 +18.10.2018 01:20:00.000,1.14985,1.14989,1.14960,1.14982,808.1399999999999 +18.10.2018 01:25:00.000,1.14982,1.15012,1.14980,1.15001,536.34 +18.10.2018 01:30:00.000,1.15001,1.15001,1.14980,1.14987,974.8 +18.10.2018 01:35:00.000,1.14986,1.15011,1.14981,1.14986,825.36 +18.10.2018 01:40:00.000,1.14985,1.14985,1.14960,1.14963,833.91 +18.10.2018 01:45:00.000,1.14963,1.14976,1.14952,1.14961,704.84 +18.10.2018 01:50:00.000,1.14961,1.14970,1.14947,1.14956,751.5799999999999 +18.10.2018 01:55:00.000,1.14957,1.14977,1.14956,1.14977,367.82000000000005 +18.10.2018 02:00:00.000,1.14978,1.14983,1.14942,1.14961,623.0600000000001 +18.10.2018 02:05:00.000,1.14962,1.14977,1.14947,1.14976,550.76 +18.10.2018 02:10:00.000,1.14976,1.14991,1.14975,1.14987,684.85 +18.10.2018 02:15:00.000,1.14987,1.15007,1.14985,1.15002,649.05 +18.10.2018 02:20:00.000,1.15002,1.15003,1.14980,1.14998,809.34 +18.10.2018 02:25:00.000,1.14998,1.15015,1.14981,1.14984,677.75 +18.10.2018 02:30:00.000,1.14984,1.15001,1.14980,1.14998,566.2 +18.10.2018 02:35:00.000,1.14998,1.15003,1.14972,1.14972,754.8000000000001 +18.10.2018 02:40:00.000,1.14976,1.14990,1.14975,1.14987,460.27 +18.10.2018 02:45:00.000,1.14986,1.14987,1.14965,1.14970,462.93999999999994 +18.10.2018 02:50:00.000,1.14970,1.15040,1.14970,1.15015,859.87 +18.10.2018 02:55:00.000,1.15016,1.15018,1.15000,1.15006,712.94 +18.10.2018 03:00:00.000,1.15005,1.15012,1.14990,1.15010,642.44 +18.10.2018 03:05:00.000,1.15010,1.15035,1.15010,1.15023,636.7700000000001 +18.10.2018 03:10:00.000,1.15024,1.15024,1.15000,1.15001,440.34000000000003 +18.10.2018 03:15:00.000,1.15000,1.15001,1.14989,1.14991,385.22 +18.10.2018 03:20:00.000,1.14990,1.14991,1.14977,1.14990,432.09 +18.10.2018 03:25:00.000,1.14991,1.15002,1.14979,1.14987,344.56 +18.10.2018 03:30:00.000,1.14987,1.14993,1.14981,1.14986,630.9200000000001 +18.10.2018 03:35:00.000,1.14985,1.14992,1.14984,1.14991,459.2 +18.10.2018 03:40:00.000,1.14991,1.14993,1.14987,1.14992,338.87000000000006 +18.10.2018 03:45:00.000,1.14992,1.14992,1.14977,1.14988,468.55 +18.10.2018 03:50:00.000,1.14988,1.14990,1.14976,1.14984,391.64000000000004 +18.10.2018 03:55:00.000,1.14984,1.14999,1.14984,1.14999,445.61 +18.10.2018 04:00:00.000,1.15000,1.15000,1.14950,1.14960,622.59 +18.10.2018 04:05:00.000,1.14960,1.14976,1.14959,1.14961,487.04999999999995 +18.10.2018 04:10:00.000,1.14962,1.14978,1.14956,1.14976,374.74 +18.10.2018 04:15:00.000,1.14977,1.14992,1.14962,1.14969,306.7 +18.10.2018 04:20:00.000,1.14969,1.14982,1.14966,1.14980,195.38 +18.10.2018 04:25:00.000,1.14980,1.14992,1.14975,1.14976,399.36 +18.10.2018 04:30:00.000,1.14976,1.14990,1.14971,1.14990,388.07 +18.10.2018 04:35:00.000,1.14990,1.15000,1.14985,1.14996,403.94000000000005 +18.10.2018 04:40:00.000,1.14996,1.15007,1.14990,1.15001,519.08 +18.10.2018 04:45:00.000,1.15002,1.15002,1.14971,1.14997,558.56 +18.10.2018 04:50:00.000,1.14997,1.14999,1.14986,1.14990,387.42 +18.10.2018 04:55:00.000,1.14991,1.15023,1.14979,1.15000,868.9 +18.10.2018 05:00:00.000,1.15001,1.15005,1.14990,1.15002,794.4499999999999 +18.10.2018 05:05:00.000,1.15002,1.15002,1.14977,1.14982,591.22 +18.10.2018 05:10:00.000,1.14983,1.14986,1.14962,1.14971,428.26 +18.10.2018 05:15:00.000,1.14970,1.14982,1.14944,1.14945,639 +18.10.2018 05:20:00.000,1.14944,1.14947,1.14916,1.14920,816.7 +18.10.2018 05:25:00.000,1.14921,1.14927,1.14910,1.14916,834.0300000000001 +18.10.2018 05:30:00.000,1.14920,1.14947,1.14915,1.14945,556.5899999999999 +18.10.2018 05:35:00.000,1.14944,1.14960,1.14935,1.14947,677.3299999999999 +18.10.2018 05:40:00.000,1.14947,1.14978,1.14947,1.14966,713.58 +18.10.2018 05:45:00.000,1.14966,1.14966,1.14930,1.14938,705.92 +18.10.2018 05:50:00.000,1.14936,1.14958,1.14925,1.14927,709.41 +18.10.2018 05:55:00.000,1.14927,1.14931,1.14906,1.14911,720.24 +18.10.2018 06:00:00.000,1.14910,1.14910,1.14861,1.14863,1137.1599999999999 +18.10.2018 06:05:00.000,1.14863,1.14891,1.14863,1.14878,958.0899999999999 +18.10.2018 06:10:00.000,1.14878,1.14893,1.14868,1.14883,605.23 +18.10.2018 06:15:00.000,1.14882,1.14888,1.14867,1.14879,952.55 +18.10.2018 06:20:00.000,1.14878,1.14878,1.14824,1.14840,1373.4099999999999 +18.10.2018 06:25:00.000,1.14839,1.14861,1.14828,1.14849,995.92 +18.10.2018 06:30:00.000,1.14849,1.14885,1.14836,1.14869,1139.7900000000002 +18.10.2018 06:35:00.000,1.14870,1.14878,1.14851,1.14877,1084.51 +18.10.2018 06:40:00.000,1.14878,1.14900,1.14867,1.14900,934.83 +18.10.2018 06:45:00.000,1.14898,1.14906,1.14840,1.14849,900.61 +18.10.2018 06:50:00.000,1.14849,1.14849,1.14815,1.14840,1132.04 +18.10.2018 06:55:00.000,1.14840,1.14896,1.14836,1.14887,1457.27 +18.10.2018 07:00:00.000,1.14884,1.14935,1.14882,1.14904,1592.07 +18.10.2018 07:05:00.000,1.14903,1.14907,1.14875,1.14897,1102.63 +18.10.2018 07:10:00.000,1.14898,1.14927,1.14885,1.14925,691.4300000000001 +18.10.2018 07:15:00.000,1.14925,1.14954,1.14925,1.14945,1148.85 +18.10.2018 07:20:00.000,1.14944,1.14996,1.14926,1.14990,1218.87 +18.10.2018 07:25:00.000,1.14991,1.15013,1.14972,1.14993,1122.3400000000001 +18.10.2018 07:30:00.000,1.14993,1.15058,1.14982,1.15050,1450.98 +18.10.2018 07:35:00.000,1.15048,1.15062,1.15007,1.15057,1492.44 +18.10.2018 07:40:00.000,1.15056,1.15094,1.15045,1.15086,1396.29 +18.10.2018 07:45:00.000,1.15086,1.15106,1.15071,1.15084,1323.16 +18.10.2018 07:50:00.000,1.15084,1.15116,1.15075,1.15102,1396.6899999999998 +18.10.2018 07:55:00.000,1.15102,1.15155,1.15099,1.15153,1573.7600000000002 +18.10.2018 08:00:00.000,1.15152,1.15157,1.15121,1.15132,1364.09 +18.10.2018 08:05:00.000,1.15131,1.15147,1.15114,1.15115,940 +18.10.2018 08:10:00.000,1.15116,1.15132,1.15104,1.15118,1204.68 +18.10.2018 08:15:00.000,1.15118,1.15131,1.15095,1.15129,1472.33 +18.10.2018 08:20:00.000,1.15130,1.15150,1.15112,1.15123,917.0300000000002 +18.10.2018 08:25:00.000,1.15124,1.15142,1.15104,1.15117,967.0300000000001 +18.10.2018 08:30:00.000,1.15117,1.15126,1.15096,1.15116,915.51 +18.10.2018 08:35:00.000,1.15117,1.15159,1.15099,1.15154,982.4200000000001 +18.10.2018 08:40:00.000,1.15157,1.15157,1.15108,1.15127,903.94 +18.10.2018 08:45:00.000,1.15127,1.15211,1.15115,1.15205,1012.2400000000001 +18.10.2018 08:50:00.000,1.15202,1.15211,1.15169,1.15194,1206.57 +18.10.2018 08:55:00.000,1.15194,1.15202,1.15171,1.15176,1036.17 +18.10.2018 09:00:00.000,1.15176,1.15217,1.15149,1.15215,1036.55 +18.10.2018 09:05:00.000,1.15217,1.15268,1.15212,1.15228,1243.96 +18.10.2018 09:10:00.000,1.15228,1.15237,1.15210,1.15232,851.95 +18.10.2018 09:15:00.000,1.15232,1.15257,1.15222,1.15237,858.4900000000001 +18.10.2018 09:20:00.000,1.15237,1.15241,1.15197,1.15208,987.73 +18.10.2018 09:25:00.000,1.15208,1.15235,1.15208,1.15222,1056.3000000000002 +18.10.2018 09:30:00.000,1.15224,1.15243,1.15191,1.15191,898.57 +18.10.2018 09:35:00.000,1.15192,1.15215,1.15190,1.15205,1077.02 +18.10.2018 09:40:00.000,1.15206,1.15206,1.15173,1.15184,1193.52 +18.10.2018 09:45:00.000,1.15185,1.15232,1.15180,1.15227,1109.24 +18.10.2018 09:50:00.000,1.15227,1.15242,1.15206,1.15237,957.3699999999999 +18.10.2018 09:55:00.000,1.15238,1.15272,1.15234,1.15265,1039.35 +18.10.2018 10:00:00.000,1.15266,1.15266,1.15220,1.15231,838.1 +18.10.2018 10:05:00.000,1.15231,1.15233,1.15204,1.15216,769.27 +18.10.2018 10:10:00.000,1.15216,1.15220,1.15194,1.15195,700.23 +18.10.2018 10:15:00.000,1.15195,1.15216,1.15190,1.15212,761.5400000000001 +18.10.2018 10:20:00.000,1.15212,1.15220,1.15193,1.15194,766.49 +18.10.2018 10:25:00.000,1.15195,1.15215,1.15191,1.15212,914.4000000000001 +18.10.2018 10:30:00.000,1.15215,1.15236,1.15202,1.15204,1038.4899999999998 +18.10.2018 10:35:00.000,1.15203,1.15213,1.15186,1.15195,779.68 +18.10.2018 10:40:00.000,1.15194,1.15195,1.15166,1.15185,1042.27 +18.10.2018 10:45:00.000,1.15185,1.15216,1.15175,1.15184,1410.77 +18.10.2018 10:50:00.000,1.15185,1.15233,1.15184,1.15210,1127.3300000000002 +18.10.2018 10:55:00.000,1.15210,1.15212,1.15182,1.15186,977.11 +18.10.2018 11:00:00.000,1.15185,1.15197,1.15172,1.15185,1021.05 +18.10.2018 11:05:00.000,1.15185,1.15188,1.15160,1.15161,776.99 +18.10.2018 11:10:00.000,1.15161,1.15193,1.15161,1.15176,767.89 +18.10.2018 11:15:00.000,1.15177,1.15201,1.15174,1.15196,769.5799999999999 +18.10.2018 11:20:00.000,1.15196,1.15221,1.15196,1.15201,1037.91 +18.10.2018 11:25:00.000,1.15200,1.15208,1.15182,1.15191,1103.47 +18.10.2018 11:30:00.000,1.15191,1.15191,1.15156,1.15171,1061.9 +18.10.2018 11:35:00.000,1.15169,1.15180,1.15156,1.15162,811.9300000000001 +18.10.2018 11:40:00.000,1.15162,1.15173,1.15136,1.15151,977.78 +18.10.2018 11:45:00.000,1.15151,1.15177,1.15140,1.15177,1060.33 +18.10.2018 11:50:00.000,1.15176,1.15179,1.15099,1.15101,1351.4099999999999 +18.10.2018 11:55:00.000,1.15103,1.15156,1.15097,1.15151,1243.42 +18.10.2018 12:00:00.000,1.15149,1.15160,1.15098,1.15108,1252.68 +18.10.2018 12:05:00.000,1.15106,1.15116,1.15055,1.15066,1303.6200000000001 +18.10.2018 12:10:00.000,1.15066,1.15079,1.15037,1.15046,1416.7 +18.10.2018 12:15:00.000,1.15045,1.15079,1.15043,1.15077,868.9599999999998 +18.10.2018 12:20:00.000,1.15079,1.15082,1.15042,1.15057,945.57 +18.10.2018 12:25:00.000,1.15056,1.15074,1.15055,1.15070,706.48 +18.10.2018 12:30:00.000,1.15071,1.15075,1.15041,1.15061,754.5500000000001 +18.10.2018 12:35:00.000,1.15061,1.15091,1.15061,1.15081,884.39 +18.10.2018 12:40:00.000,1.15080,1.15118,1.15050,1.15086,1486.12 +18.10.2018 12:45:00.000,1.15085,1.15087,1.15050,1.15054,1095.58 +18.10.2018 12:50:00.000,1.15054,1.15057,1.15000,1.15026,1096.71 +18.10.2018 12:55:00.000,1.15026,1.15031,1.14995,1.15012,1135.02 +18.10.2018 13:00:00.000,1.15011,1.15031,1.14972,1.14995,1346.1399999999999 +18.10.2018 13:05:00.000,1.14994,1.14995,1.14898,1.14902,1546.2600000000002 +18.10.2018 13:10:00.000,1.14901,1.14944,1.14897,1.14932,1144.78 +18.10.2018 13:15:00.000,1.14933,1.14950,1.14906,1.14943,1273.6499999999999 +18.10.2018 13:20:00.000,1.14943,1.14963,1.14925,1.14960,1238.6299999999999 +18.10.2018 13:25:00.000,1.14960,1.14979,1.14953,1.14979,1045.76 +18.10.2018 13:30:00.000,1.14977,1.14977,1.14940,1.14961,1347.51 +18.10.2018 13:35:00.000,1.14963,1.14985,1.14959,1.14983,771.37 +18.10.2018 13:40:00.000,1.14983,1.14995,1.14952,1.14972,1163.5 +18.10.2018 13:45:00.000,1.14973,1.14980,1.14947,1.14971,1185.58 +18.10.2018 13:50:00.000,1.14971,1.14971,1.14918,1.14919,1254.08 +18.10.2018 13:55:00.000,1.14920,1.14930,1.14886,1.14920,1219.51 +18.10.2018 14:00:00.000,1.14919,1.14930,1.14890,1.14894,1224.13 +18.10.2018 14:05:00.000,1.14893,1.14942,1.14882,1.14899,1510.48 +18.10.2018 14:10:00.000,1.14900,1.14900,1.14800,1.14843,1655.6200000000001 +18.10.2018 14:15:00.000,1.14843,1.14853,1.14819,1.14847,1031.48 +18.10.2018 14:20:00.000,1.14847,1.14877,1.14828,1.14872,1279.06 +18.10.2018 14:25:00.000,1.14870,1.14952,1.14869,1.14940,1174.28 +18.10.2018 14:30:00.000,1.14941,1.14984,1.14911,1.14973,1422.58 +18.10.2018 14:35:00.000,1.14973,1.14982,1.14919,1.14921,1350.4099999999999 +18.10.2018 14:40:00.000,1.14920,1.14936,1.14856,1.14865,1276.0200000000002 +18.10.2018 14:45:00.000,1.14864,1.14873,1.14831,1.14831,1290.8700000000001 +18.10.2018 14:50:00.000,1.14833,1.14865,1.14826,1.14857,1089.44 +18.10.2018 14:55:00.000,1.14855,1.14913,1.14853,1.14896,1623.52 +18.10.2018 15:00:00.000,1.14897,1.14909,1.14824,1.14846,1724.17 +18.10.2018 15:05:00.000,1.14844,1.14944,1.14844,1.14935,1417.55 +18.10.2018 15:10:00.000,1.14935,1.14938,1.14900,1.14904,1108.57 +18.10.2018 15:15:00.000,1.14902,1.14974,1.14868,1.14970,1484.3 +18.10.2018 15:20:00.000,1.14969,1.14975,1.14903,1.14906,1332.27 +18.10.2018 15:25:00.000,1.14905,1.15183,1.14905,1.15024,2008.8 +18.10.2018 15:30:00.000,1.15030,1.15132,1.15025,1.15132,1442.56 +18.10.2018 15:35:00.000,1.15132,1.15138,1.15049,1.15057,1541.27 +18.10.2018 15:40:00.000,1.15057,1.15076,1.14935,1.14946,1778.77 +18.10.2018 15:45:00.000,1.14946,1.14988,1.14934,1.14942,1518.81 +18.10.2018 15:50:00.000,1.14942,1.14977,1.14893,1.14904,1388.88 +18.10.2018 15:55:00.000,1.14905,1.14942,1.14905,1.14929,910.3699999999999 +18.10.2018 16:00:00.000,1.14929,1.14969,1.14914,1.14935,1129.96 +18.10.2018 16:05:00.000,1.14935,1.14941,1.14840,1.14881,1148.64 +18.10.2018 16:10:00.000,1.14883,1.14897,1.14827,1.14844,1489.83 +18.10.2018 16:15:00.000,1.14845,1.14855,1.14775,1.14845,1740.4499999999998 +18.10.2018 16:20:00.000,1.14844,1.14863,1.14822,1.14847,1248.93 +18.10.2018 16:25:00.000,1.14849,1.14849,1.14772,1.14775,1016.85 +18.10.2018 16:30:00.000,1.14775,1.14784,1.14725,1.14752,1554.1499999999999 +18.10.2018 16:35:00.000,1.14750,1.14755,1.14704,1.14749,1130.67 +18.10.2018 16:40:00.000,1.14749,1.14771,1.14703,1.14710,975.1199999999999 +18.10.2018 16:45:00.000,1.14709,1.14720,1.14674,1.14683,1178.4099999999999 +18.10.2018 16:50:00.000,1.14683,1.14719,1.14664,1.14669,1250.87 +18.10.2018 16:55:00.000,1.14673,1.14716,1.14662,1.14715,1111.08 +18.10.2018 17:00:00.000,1.14714,1.14714,1.14684,1.14685,776.2700000000001 +18.10.2018 17:05:00.000,1.14686,1.14716,1.14680,1.14692,860.18 +18.10.2018 17:10:00.000,1.14692,1.14707,1.14672,1.14674,875.4699999999999 +18.10.2018 17:15:00.000,1.14675,1.14682,1.14626,1.14628,1305.06 +18.10.2018 17:20:00.000,1.14626,1.14650,1.14600,1.14613,1377.5 +18.10.2018 17:25:00.000,1.14611,1.14626,1.14601,1.14619,1342.9899999999998 +18.10.2018 17:30:00.000,1.14619,1.14630,1.14600,1.14627,996.74 +18.10.2018 17:35:00.000,1.14628,1.14628,1.14590,1.14616,1102.5700000000002 +18.10.2018 17:40:00.000,1.14616,1.14634,1.14609,1.14632,1185.6200000000001 +18.10.2018 17:45:00.000,1.14631,1.14634,1.14587,1.14591,1049.1200000000001 +18.10.2018 17:50:00.000,1.14591,1.14610,1.14568,1.14596,1188.24 +18.10.2018 17:55:00.000,1.14598,1.14616,1.14564,1.14601,1462.41 +18.10.2018 18:00:00.000,1.14601,1.14601,1.14549,1.14557,1193.2299999999998 +18.10.2018 18:05:00.000,1.14556,1.14578,1.14550,1.14570,1256.07 +18.10.2018 18:10:00.000,1.14571,1.14574,1.14555,1.14556,755.9 +18.10.2018 18:15:00.000,1.14556,1.14566,1.14519,1.14534,1074.12 +18.10.2018 18:20:00.000,1.14534,1.14577,1.14531,1.14570,862.0899999999999 +18.10.2018 18:25:00.000,1.14568,1.14596,1.14553,1.14593,1041.29 +18.10.2018 18:30:00.000,1.14593,1.14654,1.14593,1.14645,1550.17 +18.10.2018 18:35:00.000,1.14645,1.14673,1.14642,1.14653,1063.5 +18.10.2018 18:40:00.000,1.14652,1.14695,1.14630,1.14691,1106.77 +18.10.2018 18:45:00.000,1.14693,1.14706,1.14660,1.14674,1137.43 +18.10.2018 18:50:00.000,1.14674,1.14685,1.14665,1.14674,628.29 +18.10.2018 18:55:00.000,1.14674,1.14676,1.14623,1.14646,1159.75 +18.10.2018 19:00:00.000,1.14644,1.14690,1.14620,1.14650,1076.8799999999999 +18.10.2018 19:05:00.000,1.14651,1.14651,1.14607,1.14640,1390.5 +18.10.2018 19:10:00.000,1.14642,1.14647,1.14625,1.14625,701.64 +18.10.2018 19:15:00.000,1.14625,1.14642,1.14605,1.14608,1067 +18.10.2018 19:20:00.000,1.14608,1.14631,1.14605,1.14625,911.59 +18.10.2018 19:25:00.000,1.14625,1.14633,1.14596,1.14601,899.98 +18.10.2018 19:30:00.000,1.14598,1.14598,1.14570,1.14576,1114.56 +18.10.2018 19:35:00.000,1.14574,1.14579,1.14536,1.14540,1009.87 +18.10.2018 19:40:00.000,1.14540,1.14540,1.14492,1.14524,949.1300000000001 +18.10.2018 19:45:00.000,1.14524,1.14580,1.14521,1.14571,744.38 +18.10.2018 19:50:00.000,1.14571,1.14575,1.14554,1.14560,771.62 +18.10.2018 19:55:00.000,1.14561,1.14561,1.14540,1.14545,856.4300000000002 +18.10.2018 20:00:00.000,1.14544,1.14587,1.14534,1.14572,588.03 +18.10.2018 20:05:00.000,1.14571,1.14604,1.14571,1.14588,475.94000000000005 +18.10.2018 20:10:00.000,1.14586,1.14591,1.14580,1.14585,436.9 +18.10.2018 20:15:00.000,1.14585,1.14586,1.14560,1.14561,424.79999999999995 +18.10.2018 20:20:00.000,1.14561,1.14571,1.14559,1.14567,234.74 +18.10.2018 20:25:00.000,1.14567,1.14571,1.14561,1.14562,242.75 +18.10.2018 20:30:00.000,1.14563,1.14581,1.14563,1.14580,442.83 +18.10.2018 20:35:00.000,1.14580,1.14585,1.14570,1.14570,315.59000000000003 +18.10.2018 20:40:00.000,1.14570,1.14577,1.14568,1.14576,143.78 +18.10.2018 20:45:00.000,1.14575,1.14579,1.14564,1.14568,395.79 +18.10.2018 20:50:00.000,1.14569,1.14574,1.14548,1.14553,473.24 +18.10.2018 20:55:00.000,1.14553,1.14554,1.14509,1.14522,549.92 +18.10.2018 21:00:00.000,1.14521,1.14525,1.14513,1.14521,56.57 +18.10.2018 21:05:00.000,1.14518,1.14524,1.14511,1.14523,150.11 +18.10.2018 21:10:00.000,1.14524,1.14541,1.14522,1.14536,264.58000000000004 +18.10.2018 21:15:00.000,1.14537,1.14540,1.14520,1.14524,519.41 +18.10.2018 21:20:00.000,1.14525,1.14559,1.14522,1.14550,173.74 +18.10.2018 21:25:00.000,1.14551,1.14564,1.14536,1.14540,264.56 +18.10.2018 21:30:00.000,1.14541,1.14552,1.14528,1.14551,317.24999999999994 +18.10.2018 21:35:00.000,1.14551,1.14571,1.14537,1.14555,397.18999999999994 +18.10.2018 21:40:00.000,1.14554,1.14569,1.14549,1.14566,414.41 +18.10.2018 21:45:00.000,1.14567,1.14570,1.14557,1.14559,279.35 +18.10.2018 21:50:00.000,1.14558,1.14567,1.14558,1.14566,275.38 +18.10.2018 21:55:00.000,1.14566,1.14578,1.14544,1.14561,236.47 +18.10.2018 22:00:00.000,1.14564,1.14564,1.14512,1.14513,339.1 +18.10.2018 22:05:00.000,1.14514,1.14525,1.14513,1.14521,207.55 +18.10.2018 22:10:00.000,1.14520,1.14536,1.14520,1.14534,201.20000000000002 +18.10.2018 22:15:00.000,1.14534,1.14549,1.14533,1.14537,217.73999999999998 +18.10.2018 22:20:00.000,1.14537,1.14542,1.14535,1.14537,236.18999999999997 +18.10.2018 22:25:00.000,1.14537,1.14542,1.14536,1.14537,193.39000000000001 +18.10.2018 22:30:00.000,1.14537,1.14540,1.14522,1.14540,184.04999999999998 +18.10.2018 22:35:00.000,1.14539,1.14543,1.14529,1.14530,199.81 +18.10.2018 22:40:00.000,1.14529,1.14544,1.14529,1.14539,181.19 +18.10.2018 22:45:00.000,1.14540,1.14555,1.14539,1.14549,257.17 +18.10.2018 22:50:00.000,1.14549,1.14575,1.14547,1.14561,328.99 +18.10.2018 22:55:00.000,1.14561,1.14568,1.14547,1.14555,357.23 +18.10.2018 23:00:00.000,1.14557,1.14558,1.14547,1.14551,204.51 +18.10.2018 23:05:00.000,1.14550,1.14558,1.14549,1.14558,179.09000000000003 +18.10.2018 23:10:00.000,1.14558,1.14579,1.14558,1.14568,296.04999999999995 +18.10.2018 23:15:00.000,1.14568,1.14569,1.14547,1.14548,263.75 +18.10.2018 23:20:00.000,1.14548,1.14569,1.14548,1.14558,331.78999999999996 +18.10.2018 23:25:00.000,1.14559,1.14584,1.14552,1.14574,422.32000000000005 +18.10.2018 23:30:00.000,1.14574,1.14574,1.14553,1.14553,368.68000000000006 +18.10.2018 23:35:00.000,1.14553,1.14560,1.14553,1.14559,123.15 +18.10.2018 23:40:00.000,1.14559,1.14575,1.14559,1.14573,302.57 +18.10.2018 23:45:00.000,1.14576,1.14584,1.14560,1.14567,375.07 +18.10.2018 23:50:00.000,1.14566,1.14575,1.14563,1.14574,298.21000000000004 +18.10.2018 23:55:00.000,1.14574,1.14574,1.14538,1.14539,357.85 +19.10.2018 00:00:00.000,1.14539,1.14561,1.14534,1.14540,1000.61 +19.10.2018 00:05:00.000,1.14540,1.14579,1.14535,1.14579,999.73 +19.10.2018 00:10:00.000,1.14579,1.14601,1.14553,1.14557,1011.5999999999999 +19.10.2018 00:15:00.000,1.14556,1.14563,1.14543,1.14543,799.44 +19.10.2018 00:20:00.000,1.14543,1.14572,1.14543,1.14569,647.32 +19.10.2018 00:25:00.000,1.14570,1.14575,1.14554,1.14574,558.02 +19.10.2018 00:30:00.000,1.14574,1.14588,1.14568,1.14583,583.17 +19.10.2018 00:35:00.000,1.14584,1.14586,1.14553,1.14553,560.6499999999999 +19.10.2018 00:40:00.000,1.14553,1.14570,1.14553,1.14570,408.09000000000003 +19.10.2018 00:45:00.000,1.14570,1.14588,1.14569,1.14583,547.3299999999999 +19.10.2018 00:50:00.000,1.14583,1.14583,1.14545,1.14571,790.8 +19.10.2018 00:55:00.000,1.14569,1.14584,1.14558,1.14578,1028.34 +19.10.2018 01:00:00.000,1.14580,1.14589,1.14564,1.14583,832.6500000000001 +19.10.2018 01:05:00.000,1.14583,1.14599,1.14582,1.14595,650.3199999999999 +19.10.2018 01:10:00.000,1.14595,1.14603,1.14581,1.14583,578.48 +19.10.2018 01:15:00.000,1.14584,1.14602,1.14572,1.14599,641.1199999999999 +19.10.2018 01:20:00.000,1.14599,1.14604,1.14579,1.14588,634.51 +19.10.2018 01:25:00.000,1.14589,1.14593,1.14552,1.14553,733.5500000000001 +19.10.2018 01:30:00.000,1.14552,1.14573,1.14543,1.14569,775.86 +19.10.2018 01:35:00.000,1.14568,1.14609,1.14564,1.14599,1016.0500000000001 +19.10.2018 01:40:00.000,1.14599,1.14620,1.14574,1.14583,784.02 +19.10.2018 01:45:00.000,1.14583,1.14601,1.14569,1.14582,784.4000000000001 +19.10.2018 01:50:00.000,1.14581,1.14589,1.14561,1.14564,775.01 +19.10.2018 01:55:00.000,1.14563,1.14588,1.14553,1.14587,541.12 +19.10.2018 02:00:00.000,1.14588,1.14597,1.14562,1.14595,877.97 +19.10.2018 02:05:00.000,1.14597,1.14608,1.14582,1.14582,1028.4 +19.10.2018 02:10:00.000,1.14582,1.14591,1.14564,1.14590,760.64 +19.10.2018 02:15:00.000,1.14590,1.14590,1.14567,1.14577,679.68 +19.10.2018 02:20:00.000,1.14575,1.14579,1.14562,1.14567,476.05 +19.10.2018 02:25:00.000,1.14568,1.14584,1.14562,1.14571,496.77 +19.10.2018 02:30:00.000,1.14572,1.14589,1.14571,1.14573,715.06 +19.10.2018 02:35:00.000,1.14573,1.14592,1.14571,1.14571,721.08 +19.10.2018 02:40:00.000,1.14571,1.14592,1.14571,1.14583,599.8199999999999 +19.10.2018 02:45:00.000,1.14583,1.14590,1.14572,1.14583,607.9 +19.10.2018 02:50:00.000,1.14584,1.14608,1.14583,1.14604,858.24 +19.10.2018 02:55:00.000,1.14603,1.14620,1.14587,1.14595,666.39 +19.10.2018 03:00:00.000,1.14596,1.14603,1.14587,1.14588,515.95 +19.10.2018 03:05:00.000,1.14587,1.14595,1.14583,1.14589,397.74 +19.10.2018 03:10:00.000,1.14589,1.14593,1.14579,1.14586,425.22 +19.10.2018 03:15:00.000,1.14586,1.14596,1.14584,1.14586,519.26 +19.10.2018 03:20:00.000,1.14586,1.14593,1.14575,1.14586,416.48 +19.10.2018 03:25:00.000,1.14585,1.14585,1.14561,1.14568,377.27 +19.10.2018 03:30:00.000,1.14569,1.14582,1.14567,1.14576,372.80000000000007 +19.10.2018 03:35:00.000,1.14576,1.14589,1.14563,1.14579,281.69 +19.10.2018 03:40:00.000,1.14579,1.14581,1.14571,1.14580,267.21000000000004 +19.10.2018 03:45:00.000,1.14578,1.14579,1.14563,1.14569,248.79999999999998 +19.10.2018 03:50:00.000,1.14569,1.14569,1.14558,1.14558,162.07000000000002 +19.10.2018 03:55:00.000,1.14558,1.14578,1.14557,1.14576,244.60999999999999 +19.10.2018 04:00:00.000,1.14577,1.14577,1.14559,1.14559,318.51000000000005 +19.10.2018 04:05:00.000,1.14558,1.14591,1.14557,1.14591,349.36 +19.10.2018 04:10:00.000,1.14590,1.14590,1.14562,1.14568,438.94999999999993 +19.10.2018 04:15:00.000,1.14568,1.14573,1.14565,1.14572,279.38 +19.10.2018 04:20:00.000,1.14572,1.14585,1.14569,1.14583,223.85 +19.10.2018 04:25:00.000,1.14584,1.14589,1.14582,1.14584,219.35999999999999 +19.10.2018 04:30:00.000,1.14584,1.14593,1.14577,1.14589,398.28000000000003 +19.10.2018 04:35:00.000,1.14589,1.14614,1.14587,1.14613,374.13 +19.10.2018 04:40:00.000,1.14614,1.14619,1.14607,1.14614,400.68 +19.10.2018 04:45:00.000,1.14614,1.14623,1.14614,1.14618,172.10000000000002 +19.10.2018 04:50:00.000,1.14618,1.14618,1.14601,1.14607,519.98 +19.10.2018 04:55:00.000,1.14606,1.14606,1.14581,1.14589,688.5100000000001 +19.10.2018 05:00:00.000,1.14589,1.14592,1.14578,1.14586,631.13 +19.10.2018 05:05:00.000,1.14586,1.14610,1.14584,1.14586,594.64 +19.10.2018 05:10:00.000,1.14586,1.14600,1.14584,1.14594,630.1300000000001 +19.10.2018 05:15:00.000,1.14595,1.14608,1.14592,1.14603,605.75 +19.10.2018 05:20:00.000,1.14603,1.14604,1.14575,1.14578,579 +19.10.2018 05:25:00.000,1.14577,1.14590,1.14575,1.14582,463.25 +19.10.2018 05:30:00.000,1.14582,1.14594,1.14580,1.14581,390.9 +19.10.2018 05:35:00.000,1.14581,1.14654,1.14581,1.14652,700.8399999999999 +19.10.2018 05:40:00.000,1.14652,1.14653,1.14643,1.14645,862.77 +19.10.2018 05:45:00.000,1.14644,1.14647,1.14628,1.14643,632.4799999999999 +19.10.2018 05:50:00.000,1.14643,1.14658,1.14627,1.14628,657.9599999999999 +19.10.2018 05:55:00.000,1.14628,1.14642,1.14622,1.14622,628.8000000000001 +19.10.2018 06:00:00.000,1.14621,1.14643,1.14604,1.14632,683.06 +19.10.2018 06:05:00.000,1.14630,1.14699,1.14602,1.14674,1202.6399999999999 +19.10.2018 06:10:00.000,1.14674,1.14688,1.14649,1.14654,1029.7199999999998 +19.10.2018 06:15:00.000,1.14653,1.14653,1.14602,1.14613,1257.5 +19.10.2018 06:20:00.000,1.14613,1.14613,1.14577,1.14591,814.8399999999999 +19.10.2018 06:25:00.000,1.14591,1.14605,1.14537,1.14543,1107.09 +19.10.2018 06:30:00.000,1.14544,1.14560,1.14517,1.14544,1286.1999999999998 +19.10.2018 06:35:00.000,1.14544,1.14573,1.14530,1.14571,1086.9299999999998 +19.10.2018 06:40:00.000,1.14572,1.14640,1.14572,1.14638,999.48 +19.10.2018 06:45:00.000,1.14638,1.14664,1.14586,1.14592,1415.98 +19.10.2018 06:50:00.000,1.14592,1.14623,1.14573,1.14576,1235.15 +19.10.2018 06:55:00.000,1.14575,1.14618,1.14568,1.14602,1265.7199999999998 +19.10.2018 07:00:00.000,1.14601,1.14602,1.14521,1.14546,1530.7599999999998 +19.10.2018 07:05:00.000,1.14546,1.14548,1.14440,1.14443,1787.06 +19.10.2018 07:10:00.000,1.14443,1.14447,1.14398,1.14401,1538.88 +19.10.2018 07:15:00.000,1.14401,1.14402,1.14355,1.14372,1414.33 +19.10.2018 07:20:00.000,1.14373,1.14390,1.14342,1.14366,1408.2200000000003 +19.10.2018 07:25:00.000,1.14364,1.14397,1.14331,1.14395,1481.3899999999999 +19.10.2018 07:30:00.000,1.14394,1.14456,1.14392,1.14440,1354.38 +19.10.2018 07:35:00.000,1.14441,1.14454,1.14410,1.14426,1298.07 +19.10.2018 07:40:00.000,1.14426,1.14436,1.14409,1.14429,985.46 +19.10.2018 07:45:00.000,1.14429,1.14449,1.14382,1.14402,1369.49 +19.10.2018 07:50:00.000,1.14402,1.14453,1.14402,1.14445,1127.18 +19.10.2018 07:55:00.000,1.14445,1.14491,1.14445,1.14465,1194.25 +19.10.2018 08:00:00.000,1.14466,1.14476,1.14445,1.14455,1157.69 +19.10.2018 08:05:00.000,1.14454,1.14505,1.14437,1.14505,1290.95 +19.10.2018 08:10:00.000,1.14505,1.14544,1.14504,1.14504,1150.1799999999998 +19.10.2018 08:15:00.000,1.14505,1.14510,1.14436,1.14449,1324.17 +19.10.2018 08:20:00.000,1.14448,1.14456,1.14407,1.14424,1382.26 +19.10.2018 08:25:00.000,1.14427,1.14457,1.14413,1.14443,866.5999999999999 +19.10.2018 08:30:00.000,1.14443,1.14460,1.14406,1.14419,1110.87 +19.10.2018 08:35:00.000,1.14420,1.14535,1.14414,1.14533,1319.43 +19.10.2018 08:40:00.000,1.14535,1.14552,1.14500,1.14505,1422.6099999999997 +19.10.2018 08:45:00.000,1.14506,1.14516,1.14490,1.14492,937.25 +19.10.2018 08:50:00.000,1.14492,1.14523,1.14481,1.14508,1280.4 +19.10.2018 08:55:00.000,1.14509,1.14529,1.14486,1.14493,1040.98 +19.10.2018 09:00:00.000,1.14487,1.14544,1.14474,1.14524,1080.11 +19.10.2018 09:05:00.000,1.14525,1.14557,1.14522,1.14522,1254.67 +19.10.2018 09:10:00.000,1.14522,1.14526,1.14453,1.14457,1200.17 +19.10.2018 09:15:00.000,1.14456,1.14481,1.14443,1.14468,912.9 +19.10.2018 09:20:00.000,1.14468,1.14478,1.14441,1.14442,947.26 +19.10.2018 09:25:00.000,1.14442,1.14448,1.14413,1.14422,1306.72 +19.10.2018 09:30:00.000,1.14422,1.14469,1.14419,1.14456,1146.82 +19.10.2018 09:35:00.000,1.14456,1.14480,1.14454,1.14473,1133.22 +19.10.2018 09:40:00.000,1.14473,1.14528,1.14473,1.14519,1094.19 +19.10.2018 09:45:00.000,1.14519,1.14526,1.14490,1.14493,1125.1200000000001 +19.10.2018 09:50:00.000,1.14492,1.14499,1.14453,1.14484,1130.45 +19.10.2018 09:55:00.000,1.14485,1.14605,1.14485,1.14593,1202.2399999999998 +19.10.2018 10:00:00.000,1.14594,1.14663,1.14593,1.14608,1537.9399999999998 +19.10.2018 10:05:00.000,1.14608,1.14615,1.14594,1.14594,1020.5 +19.10.2018 10:10:00.000,1.14594,1.14597,1.14580,1.14593,737.95 +19.10.2018 10:15:00.000,1.14592,1.14637,1.14588,1.14630,1079.77 +19.10.2018 10:20:00.000,1.14627,1.14699,1.14607,1.14680,1217.56 +19.10.2018 10:25:00.000,1.14679,1.14698,1.14664,1.14680,1382.1299999999999 +19.10.2018 10:30:00.000,1.14681,1.14698,1.14658,1.14658,1382.51 +19.10.2018 10:35:00.000,1.14658,1.14659,1.14636,1.14636,973.4000000000001 +19.10.2018 10:40:00.000,1.14636,1.14637,1.14606,1.14625,1052.1999999999998 +19.10.2018 10:45:00.000,1.14625,1.14657,1.14611,1.14619,938.23 +19.10.2018 10:50:00.000,1.14619,1.14632,1.14601,1.14623,919.19 +19.10.2018 10:55:00.000,1.14625,1.14662,1.14593,1.14621,1267.8 +19.10.2018 11:00:00.000,1.14620,1.14646,1.14597,1.14645,990.2199999999999 +19.10.2018 11:05:00.000,1.14645,1.14672,1.14637,1.14670,928.1600000000001 +19.10.2018 11:10:00.000,1.14671,1.14732,1.14654,1.14732,1300.73 +19.10.2018 11:15:00.000,1.14732,1.14767,1.14712,1.14744,1420.7199999999998 +19.10.2018 11:20:00.000,1.14745,1.14754,1.14711,1.14714,850.1600000000001 +19.10.2018 11:25:00.000,1.14715,1.14760,1.14712,1.14736,1132.82 +19.10.2018 11:30:00.000,1.14735,1.14743,1.14696,1.14708,1142.67 +19.10.2018 11:35:00.000,1.14708,1.14713,1.14667,1.14691,1510.97 +19.10.2018 11:40:00.000,1.14691,1.14697,1.14670,1.14689,848.2 +19.10.2018 11:45:00.000,1.14690,1.14737,1.14680,1.14735,981.05 +19.10.2018 11:50:00.000,1.14735,1.14735,1.14675,1.14684,1244.57 +19.10.2018 11:55:00.000,1.14682,1.14693,1.14638,1.14663,1502.3000000000002 +19.10.2018 12:00:00.000,1.14665,1.14709,1.14657,1.14678,1190.28 +19.10.2018 12:05:00.000,1.14678,1.14678,1.14642,1.14647,1324.27 +19.10.2018 12:10:00.000,1.14647,1.14697,1.14645,1.14696,1210.7800000000002 +19.10.2018 12:15:00.000,1.14697,1.14712,1.14674,1.14688,1343.4 +19.10.2018 12:20:00.000,1.14685,1.14705,1.14674,1.14677,1081.9099999999999 +19.10.2018 12:25:00.000,1.14678,1.14678,1.14624,1.14647,1175.7 +19.10.2018 12:30:00.000,1.14647,1.14662,1.14614,1.14617,1681.12 +19.10.2018 12:35:00.000,1.14617,1.14617,1.14574,1.14595,937.7 +19.10.2018 12:40:00.000,1.14594,1.14621,1.14587,1.14602,955.4300000000001 +19.10.2018 12:45:00.000,1.14601,1.14623,1.14576,1.14582,962.4 +19.10.2018 12:50:00.000,1.14581,1.14650,1.14578,1.14618,1129.7099999999998 +19.10.2018 12:55:00.000,1.14618,1.14701,1.14600,1.14645,1497.1999999999998 +19.10.2018 13:00:00.000,1.14645,1.14679,1.14622,1.14627,1496.04 +19.10.2018 13:05:00.000,1.14627,1.14720,1.14626,1.14710,1345.86 +19.10.2018 13:10:00.000,1.14710,1.14716,1.14673,1.14673,1385.84 +19.10.2018 13:15:00.000,1.14674,1.14678,1.14642,1.14677,1085.1 +19.10.2018 13:20:00.000,1.14678,1.14683,1.14655,1.14660,764.9300000000001 +19.10.2018 13:25:00.000,1.14659,1.14668,1.14625,1.14654,1073.16 +19.10.2018 13:30:00.000,1.14654,1.14660,1.14616,1.14617,1314.65 +19.10.2018 13:35:00.000,1.14615,1.14659,1.14606,1.14648,1350.52 +19.10.2018 13:40:00.000,1.14648,1.14838,1.14643,1.14812,1486.6999999999998 +19.10.2018 13:45:00.000,1.14811,1.14882,1.14771,1.14786,1574.5500000000002 +19.10.2018 13:50:00.000,1.14800,1.14924,1.14798,1.14896,1614.38 +19.10.2018 13:55:00.000,1.14897,1.14911,1.14867,1.14902,1232.21 +19.10.2018 14:00:00.000,1.14902,1.14920,1.14854,1.14890,1547.08 +19.10.2018 14:05:00.000,1.14890,1.14947,1.14875,1.14879,1623.1999999999998 +19.10.2018 14:10:00.000,1.14879,1.14904,1.14839,1.14840,1541.07 +19.10.2018 14:15:00.000,1.14839,1.14861,1.14820,1.14826,1620.52 +19.10.2018 14:20:00.000,1.14824,1.14835,1.14785,1.14785,1722.0100000000002 +19.10.2018 14:25:00.000,1.14784,1.14835,1.14781,1.14807,1551.8200000000002 +19.10.2018 14:30:00.000,1.14808,1.14816,1.14765,1.14807,1450.03 +19.10.2018 14:35:00.000,1.14806,1.14813,1.14761,1.14785,1185.34 +19.10.2018 14:40:00.000,1.14786,1.14863,1.14783,1.14807,1074.92 +19.10.2018 14:45:00.000,1.14807,1.14808,1.14761,1.14797,1262.8999999999999 +19.10.2018 14:50:00.000,1.14797,1.14808,1.14755,1.14793,1448.43 +19.10.2018 14:55:00.000,1.14795,1.14973,1.14786,1.14968,1620.1399999999999 +19.10.2018 15:00:00.000,1.14970,1.14970,1.14917,1.14926,1494.05 +19.10.2018 15:05:00.000,1.14926,1.14964,1.14917,1.14949,1253.6399999999999 +19.10.2018 15:10:00.000,1.14948,1.14994,1.14920,1.14979,1048.09 +19.10.2018 15:15:00.000,1.14979,1.14992,1.14919,1.14920,1354.9 +19.10.2018 15:20:00.000,1.14920,1.14930,1.14866,1.14866,1371.49 +19.10.2018 15:25:00.000,1.14865,1.14876,1.14856,1.14867,1134.23 +19.10.2018 15:30:00.000,1.14868,1.14919,1.14860,1.14913,921.53 +19.10.2018 15:35:00.000,1.14913,1.14943,1.14892,1.14933,1172.28 +19.10.2018 15:40:00.000,1.14932,1.15022,1.14930,1.14978,1740.45 +19.10.2018 15:45:00.000,1.14980,1.15029,1.14965,1.15016,1240.47 +19.10.2018 15:50:00.000,1.15013,1.15099,1.15012,1.15057,1539.09 +19.10.2018 15:55:00.000,1.15060,1.15165,1.15060,1.15125,1562.08 +19.10.2018 16:00:00.000,1.15124,1.15151,1.15093,1.15096,1490.91 +19.10.2018 16:05:00.000,1.15097,1.15151,1.15097,1.15138,1323.87 +19.10.2018 16:10:00.000,1.15140,1.15224,1.15125,1.15193,1449.92 +19.10.2018 16:15:00.000,1.15187,1.15196,1.15129,1.15136,1271.9099999999999 +19.10.2018 16:20:00.000,1.15136,1.15153,1.15125,1.15153,1085.1100000000001 +19.10.2018 16:25:00.000,1.15151,1.15156,1.15117,1.15138,1121.1100000000001 +19.10.2018 16:30:00.000,1.15141,1.15153,1.15113,1.15144,1261.21 +19.10.2018 16:35:00.000,1.15145,1.15166,1.15123,1.15153,1113.1 +19.10.2018 16:40:00.000,1.15152,1.15156,1.15130,1.15148,923.55 +19.10.2018 16:45:00.000,1.15150,1.15345,1.15143,1.15263,2067.17 +19.10.2018 16:50:00.000,1.15263,1.15278,1.15233,1.15257,1392.6 +19.10.2018 16:55:00.000,1.15256,1.15260,1.15196,1.15196,1297.93 +19.10.2018 17:00:00.000,1.15198,1.15204,1.15153,1.15158,1352.3999999999999 +19.10.2018 17:05:00.000,1.15158,1.15166,1.15133,1.15157,907.99 +19.10.2018 17:10:00.000,1.15156,1.15165,1.15130,1.15131,990.71 +19.10.2018 17:15:00.000,1.15135,1.15139,1.15114,1.15136,935.6300000000001 +19.10.2018 17:20:00.000,1.15136,1.15156,1.15127,1.15128,900.9000000000001 +19.10.2018 17:25:00.000,1.15129,1.15136,1.15104,1.15114,839.3699999999999 +19.10.2018 17:30:00.000,1.15112,1.15127,1.15108,1.15115,839.52 +19.10.2018 17:35:00.000,1.15115,1.15129,1.15109,1.15119,543.46 +19.10.2018 17:40:00.000,1.15119,1.15137,1.15114,1.15130,697.87 +19.10.2018 17:45:00.000,1.15130,1.15152,1.15129,1.15133,828.3000000000001 +19.10.2018 17:50:00.000,1.15135,1.15155,1.15114,1.15115,1086.18 +19.10.2018 17:55:00.000,1.15115,1.15125,1.15105,1.15113,665.45 +19.10.2018 18:00:00.000,1.15113,1.15126,1.15093,1.15095,1085.3999999999999 +19.10.2018 18:05:00.000,1.15094,1.15141,1.15093,1.15138,956.3999999999999 +19.10.2018 18:10:00.000,1.15139,1.15142,1.15116,1.15134,558.57 +19.10.2018 18:15:00.000,1.15134,1.15142,1.15108,1.15114,652.91 +19.10.2018 18:20:00.000,1.15115,1.15146,1.15114,1.15145,528.29 +19.10.2018 18:25:00.000,1.15146,1.15181,1.15143,1.15159,900.75 +19.10.2018 18:30:00.000,1.15160,1.15160,1.15106,1.15114,822.8299999999999 +19.10.2018 18:35:00.000,1.15113,1.15124,1.15108,1.15120,749.02 +19.10.2018 18:40:00.000,1.15120,1.15128,1.15090,1.15091,496.71 +19.10.2018 18:45:00.000,1.15091,1.15108,1.15091,1.15099,889.44 +19.10.2018 18:50:00.000,1.15101,1.15128,1.15093,1.15106,823.06 +19.10.2018 18:55:00.000,1.15104,1.15136,1.15091,1.15091,872.13 +19.10.2018 19:00:00.000,1.15091,1.15108,1.15077,1.15080,767.22 +19.10.2018 19:05:00.000,1.15083,1.15105,1.15074,1.15080,562.42 +19.10.2018 19:10:00.000,1.15080,1.15085,1.15060,1.15080,817.89 +19.10.2018 19:15:00.000,1.15080,1.15081,1.15044,1.15054,700.31 +19.10.2018 19:20:00.000,1.15054,1.15066,1.15049,1.15050,536.1 +19.10.2018 19:25:00.000,1.15051,1.15063,1.15041,1.15049,836.87 +19.10.2018 19:30:00.000,1.15050,1.15068,1.15049,1.15054,813.1800000000001 +19.10.2018 19:35:00.000,1.15054,1.15055,1.15034,1.15039,684.91 +19.10.2018 19:40:00.000,1.15040,1.15062,1.15038,1.15058,407.53999999999996 +19.10.2018 19:45:00.000,1.15059,1.15063,1.15048,1.15051,262.52 +19.10.2018 19:50:00.000,1.15050,1.15052,1.15022,1.15022,608.63 +19.10.2018 19:55:00.000,1.15021,1.15081,1.15017,1.15075,886.5600000000001 +19.10.2018 20:00:00.000,1.15073,1.15102,1.15066,1.15101,871.81 +19.10.2018 20:05:00.000,1.15101,1.15102,1.15078,1.15085,507.49 +19.10.2018 20:10:00.000,1.15083,1.15098,1.15080,1.15091,374.04 +19.10.2018 20:15:00.000,1.15091,1.15097,1.15085,1.15095,272.25 +19.10.2018 20:20:00.000,1.15096,1.15121,1.15095,1.15120,299.65 +19.10.2018 20:25:00.000,1.15120,1.15131,1.15111,1.15119,364.70000000000005 +19.10.2018 20:30:00.000,1.15120,1.15136,1.15071,1.15072,385.07 +19.10.2018 20:35:00.000,1.15068,1.15176,1.15051,1.15172,621.6 +19.10.2018 20:40:00.000,1.15172,1.15226,1.15171,1.15221,503.57000000000005 +19.10.2018 20:45:00.000,1.15221,1.15243,1.15167,1.15173,603.99 +19.10.2018 20:50:00.000,1.15172,1.15173,1.15133,1.15150,444.18999999999994 +19.10.2018 20:55:00.000,1.15150,1.15160,1.15117,1.15142,614.29 +21.10.2018 21:00:00.000,1.15149,1.15166,1.15148,1.15163,14.64 +21.10.2018 21:05:00.000,1.15162,1.15163,1.15159,1.15161,70.49 +21.10.2018 21:10:00.000,1.15165,1.15169,1.15160,1.15161,102.72000000000001 +21.10.2018 21:15:00.000,1.15162,1.15168,1.15156,1.15161,53.800000000000004 +21.10.2018 21:20:00.000,1.15158,1.15161,1.15126,1.15126,63.43 +21.10.2018 21:25:00.000,1.15148,1.15158,1.15127,1.15137,71.88999999999999 +21.10.2018 21:30:00.000,1.15139,1.15156,1.15134,1.15143,134.27 +21.10.2018 21:35:00.000,1.15149,1.15149,1.15114,1.15120,178.82 +21.10.2018 21:40:00.000,1.15119,1.15140,1.15117,1.15137,173.71999999999997 +21.10.2018 21:45:00.000,1.15137,1.15137,1.15129,1.15137,97.10000000000001 +21.10.2018 21:50:00.000,1.15137,1.15142,1.15131,1.15138,120.71 +21.10.2018 21:55:00.000,1.15138,1.15143,1.15137,1.15138,93.94000000000001 +21.10.2018 22:00:00.000,1.15137,1.15176,1.15131,1.15172,246.24 +21.10.2018 22:05:00.000,1.15170,1.15179,1.15154,1.15154,267.35 +21.10.2018 22:10:00.000,1.15154,1.15159,1.15132,1.15151,568.9599999999999 +21.10.2018 22:15:00.000,1.15152,1.15155,1.15126,1.15133,390.63 +21.10.2018 22:20:00.000,1.15132,1.15149,1.15132,1.15142,280.97 +21.10.2018 22:25:00.000,1.15143,1.15158,1.15138,1.15142,320 +21.10.2018 22:30:00.000,1.15142,1.15142,1.15127,1.15133,563.9300000000001 +21.10.2018 22:35:00.000,1.15133,1.15138,1.15133,1.15137,226.55 +21.10.2018 22:40:00.000,1.15136,1.15136,1.15127,1.15128,276.68 +21.10.2018 22:45:00.000,1.15127,1.15128,1.15117,1.15117,226.29 +21.10.2018 22:50:00.000,1.15118,1.15124,1.15117,1.15117,175.92000000000002 +21.10.2018 22:55:00.000,1.15118,1.15118,1.15107,1.15112,294.72 +21.10.2018 23:00:00.000,1.15115,1.15132,1.15115,1.15118,274.45 +21.10.2018 23:05:00.000,1.15119,1.15127,1.15115,1.15118,297.43000000000006 +21.10.2018 23:10:00.000,1.15119,1.15119,1.15107,1.15108,175.85000000000002 +21.10.2018 23:15:00.000,1.15108,1.15140,1.15108,1.15123,251.21000000000004 +21.10.2018 23:20:00.000,1.15122,1.15122,1.15113,1.15114,182.45 +21.10.2018 23:25:00.000,1.15114,1.15115,1.15109,1.15114,225.23999999999998 +21.10.2018 23:30:00.000,1.15114,1.15115,1.15100,1.15103,222.07999999999998 +21.10.2018 23:35:00.000,1.15103,1.15120,1.15090,1.15090,266.53 +21.10.2018 23:40:00.000,1.15090,1.15110,1.15089,1.15105,401.17 +21.10.2018 23:45:00.000,1.15105,1.15105,1.15085,1.15095,364.53999999999996 +21.10.2018 23:50:00.000,1.15095,1.15105,1.15087,1.15089,526.48 +21.10.2018 23:55:00.000,1.15089,1.15106,1.15084,1.15105,401.43 +22.10.2018 00:00:00.000,1.15106,1.15126,1.15101,1.15106,609.69 +22.10.2018 00:05:00.000,1.15107,1.15135,1.15105,1.15132,732.63 +22.10.2018 00:10:00.000,1.15132,1.15139,1.15100,1.15102,774.58 +22.10.2018 00:15:00.000,1.15101,1.15105,1.15063,1.15071,909.77 +22.10.2018 00:20:00.000,1.15071,1.15080,1.15054,1.15055,614.92 +22.10.2018 00:25:00.000,1.15053,1.15061,1.15034,1.15040,643.1299999999999 +22.10.2018 00:30:00.000,1.15041,1.15044,1.15015,1.15029,663.36 +22.10.2018 00:35:00.000,1.15029,1.15034,1.15005,1.15014,817.45 +22.10.2018 00:40:00.000,1.15015,1.15018,1.14990,1.14994,537.11 +22.10.2018 00:45:00.000,1.14994,1.15015,1.14994,1.15009,669.11 +22.10.2018 00:50:00.000,1.15009,1.15016,1.14990,1.14991,462.78 +22.10.2018 00:55:00.000,1.14990,1.15031,1.14980,1.15031,733.97 +22.10.2018 01:00:00.000,1.15030,1.15049,1.15028,1.15031,735.48 +22.10.2018 01:05:00.000,1.15031,1.15035,1.15004,1.15013,654.5699999999999 +22.10.2018 01:10:00.000,1.15012,1.15018,1.15006,1.15015,441.91999999999996 +22.10.2018 01:15:00.000,1.15016,1.15042,1.15015,1.15016,829 +22.10.2018 01:20:00.000,1.15018,1.15019,1.15005,1.15010,424.4 +22.10.2018 01:25:00.000,1.15011,1.15048,1.15009,1.15041,831.76 +22.10.2018 01:30:00.000,1.15041,1.15061,1.15040,1.15056,637.4600000000002 +22.10.2018 01:35:00.000,1.15055,1.15056,1.15028,1.15033,682.86 +22.10.2018 01:40:00.000,1.15034,1.15038,1.15020,1.15034,624.6 +22.10.2018 01:45:00.000,1.15036,1.15067,1.15035,1.15062,674.31 +22.10.2018 01:50:00.000,1.15060,1.15067,1.15048,1.15051,522.05 +22.10.2018 01:55:00.000,1.15051,1.15066,1.15051,1.15062,697.8800000000001 +22.10.2018 02:00:00.000,1.15063,1.15083,1.15060,1.15081,526.01 +22.10.2018 02:05:00.000,1.15080,1.15093,1.15080,1.15092,567.91 +22.10.2018 02:10:00.000,1.15093,1.15124,1.15090,1.15091,933.55 +22.10.2018 02:15:00.000,1.15090,1.15092,1.15055,1.15055,713.34 +22.10.2018 02:20:00.000,1.15056,1.15082,1.15047,1.15076,712.07 +22.10.2018 02:25:00.000,1.15075,1.15096,1.15075,1.15087,503.46 +22.10.2018 02:30:00.000,1.15087,1.15097,1.15086,1.15093,481.7699999999999 +22.10.2018 02:35:00.000,1.15093,1.15111,1.15077,1.15086,759.98 +22.10.2018 02:40:00.000,1.15085,1.15088,1.15056,1.15056,667.3100000000001 +22.10.2018 02:45:00.000,1.15056,1.15082,1.15056,1.15075,419.62000000000006 +22.10.2018 02:50:00.000,1.15075,1.15082,1.15075,1.15081,384.80999999999995 +22.10.2018 02:55:00.000,1.15081,1.15087,1.15070,1.15079,634.6999999999999 +22.10.2018 03:00:00.000,1.15078,1.15082,1.15066,1.15077,711.4899999999999 +22.10.2018 03:05:00.000,1.15077,1.15121,1.15075,1.15118,408.35 +22.10.2018 03:10:00.000,1.15118,1.15123,1.15116,1.15123,540.5799999999999 +22.10.2018 03:15:00.000,1.15122,1.15140,1.15117,1.15126,579.5 +22.10.2018 03:20:00.000,1.15126,1.15136,1.15126,1.15132,595.8599999999999 +22.10.2018 03:25:00.000,1.15132,1.15143,1.15126,1.15127,480.95000000000005 +22.10.2018 03:30:00.000,1.15127,1.15157,1.15122,1.15152,774.5 +22.10.2018 03:35:00.000,1.15152,1.15172,1.15146,1.15171,752 +22.10.2018 03:40:00.000,1.15171,1.15176,1.15147,1.15173,883.34 +22.10.2018 03:45:00.000,1.15173,1.15176,1.15155,1.15162,842 +22.10.2018 03:50:00.000,1.15160,1.15177,1.15152,1.15172,541.98 +22.10.2018 03:55:00.000,1.15170,1.15171,1.15145,1.15145,498.34 +22.10.2018 04:00:00.000,1.15145,1.15156,1.15143,1.15145,281.95 +22.10.2018 04:05:00.000,1.15145,1.15151,1.15144,1.15149,331.65 +22.10.2018 04:10:00.000,1.15149,1.15149,1.15130,1.15136,411.28999999999996 +22.10.2018 04:15:00.000,1.15136,1.15177,1.15132,1.15171,626.78 +22.10.2018 04:20:00.000,1.15171,1.15186,1.15166,1.15166,337.6 +22.10.2018 04:25:00.000,1.15166,1.15166,1.15138,1.15139,167.21 +22.10.2018 04:30:00.000,1.15139,1.15140,1.15125,1.15134,393.25000000000006 +22.10.2018 04:35:00.000,1.15135,1.15143,1.15133,1.15133,337.9 +22.10.2018 04:40:00.000,1.15134,1.15152,1.15134,1.15152,245.16 +22.10.2018 04:45:00.000,1.15151,1.15162,1.15147,1.15150,310.37 +22.10.2018 04:50:00.000,1.15150,1.15150,1.15115,1.15116,332.27 +22.10.2018 04:55:00.000,1.15116,1.15121,1.15105,1.15111,471.52 +22.10.2018 05:00:00.000,1.15111,1.15123,1.15105,1.15107,561.13 +22.10.2018 05:05:00.000,1.15107,1.15111,1.15099,1.15107,508.46 +22.10.2018 05:10:00.000,1.15111,1.15121,1.15107,1.15112,377.76 +22.10.2018 05:15:00.000,1.15112,1.15118,1.15108,1.15115,522.25 +22.10.2018 05:20:00.000,1.15113,1.15154,1.15112,1.15147,376.07 +22.10.2018 05:25:00.000,1.15146,1.15171,1.15145,1.15145,533.38 +22.10.2018 05:30:00.000,1.15145,1.15146,1.15115,1.15115,615.95 +22.10.2018 05:35:00.000,1.15116,1.15119,1.15106,1.15111,397.56999999999994 +22.10.2018 05:40:00.000,1.15109,1.15126,1.15105,1.15125,497.49 +22.10.2018 05:45:00.000,1.15124,1.15124,1.15085,1.15093,644.44 +22.10.2018 05:50:00.000,1.15093,1.15126,1.15089,1.15126,554.0699999999999 +22.10.2018 05:55:00.000,1.15125,1.15130,1.15115,1.15130,393.26 +22.10.2018 06:00:00.000,1.15129,1.15167,1.15110,1.15148,740.23 +22.10.2018 06:05:00.000,1.15148,1.15288,1.15125,1.15275,1327.22 +22.10.2018 06:10:00.000,1.15272,1.15354,1.15256,1.15331,1347.49 +22.10.2018 06:15:00.000,1.15331,1.15335,1.15291,1.15320,1036.3 +22.10.2018 06:20:00.000,1.15322,1.15344,1.15313,1.15321,1049.8500000000001 +22.10.2018 06:25:00.000,1.15320,1.15369,1.15319,1.15360,1038.0400000000002 +22.10.2018 06:30:00.000,1.15360,1.15370,1.15326,1.15370,1090.55 +22.10.2018 06:35:00.000,1.15371,1.15388,1.15338,1.15359,1230.5300000000002 +22.10.2018 06:40:00.000,1.15359,1.15436,1.15349,1.15415,1199.99 +22.10.2018 06:45:00.000,1.15414,1.15428,1.15389,1.15424,1014.6800000000001 +22.10.2018 06:50:00.000,1.15425,1.15431,1.15405,1.15415,1222.85 +22.10.2018 06:55:00.000,1.15414,1.15461,1.15412,1.15431,1497.76 +22.10.2018 07:00:00.000,1.15430,1.15446,1.15382,1.15404,1742.6499999999999 +22.10.2018 07:05:00.000,1.15403,1.15489,1.15403,1.15485,1375.85 +22.10.2018 07:10:00.000,1.15485,1.15485,1.15451,1.15481,1342.56 +22.10.2018 07:15:00.000,1.15483,1.15499,1.15455,1.15487,1237.13 +22.10.2018 07:20:00.000,1.15489,1.15498,1.15477,1.15481,1088.79 +22.10.2018 07:25:00.000,1.15480,1.15501,1.15470,1.15472,1093.19 +22.10.2018 07:30:00.000,1.15471,1.15473,1.15419,1.15441,1259.6799999999998 +22.10.2018 07:35:00.000,1.15442,1.15443,1.15414,1.15428,916.1 +22.10.2018 07:40:00.000,1.15427,1.15448,1.15402,1.15407,1239.88 +22.10.2018 07:45:00.000,1.15407,1.15412,1.15370,1.15373,1188.6399999999999 +22.10.2018 07:50:00.000,1.15371,1.15375,1.15352,1.15357,1346.6 +22.10.2018 07:55:00.000,1.15356,1.15359,1.15302,1.15317,1419.98 +22.10.2018 08:00:00.000,1.15316,1.15331,1.15286,1.15293,1498.21 +22.10.2018 08:05:00.000,1.15293,1.15295,1.15263,1.15284,1069.67 +22.10.2018 08:10:00.000,1.15283,1.15310,1.15262,1.15277,1055.1100000000001 +22.10.2018 08:15:00.000,1.15277,1.15290,1.15246,1.15256,958.56 +22.10.2018 08:20:00.000,1.15255,1.15270,1.15223,1.15254,1279.21 +22.10.2018 08:25:00.000,1.15254,1.15256,1.15197,1.15198,1230.8300000000002 +22.10.2018 08:30:00.000,1.15198,1.15204,1.15159,1.15166,1236.33 +22.10.2018 08:35:00.000,1.15166,1.15199,1.15152,1.15194,928.24 +22.10.2018 08:40:00.000,1.15195,1.15198,1.15151,1.15178,945.25 +22.10.2018 08:45:00.000,1.15177,1.15197,1.15164,1.15165,981.8900000000001 +22.10.2018 08:50:00.000,1.15163,1.15164,1.15122,1.15131,1121.56 +22.10.2018 08:55:00.000,1.15131,1.15160,1.15129,1.15153,1012.9200000000001 +22.10.2018 09:00:00.000,1.15153,1.15160,1.15121,1.15128,876.2600000000001 +22.10.2018 09:05:00.000,1.15129,1.15160,1.15123,1.15123,879.1500000000001 +22.10.2018 09:10:00.000,1.15122,1.15122,1.15100,1.15117,1087.32 +22.10.2018 09:15:00.000,1.15117,1.15145,1.15117,1.15137,613.06 +22.10.2018 09:20:00.000,1.15136,1.15147,1.15117,1.15128,824.8000000000001 +22.10.2018 09:25:00.000,1.15129,1.15131,1.15104,1.15120,681.97 +22.10.2018 09:30:00.000,1.15121,1.15131,1.15112,1.15117,834.81 +22.10.2018 09:35:00.000,1.15118,1.15119,1.15074,1.15106,958.4799999999999 +22.10.2018 09:40:00.000,1.15104,1.15132,1.15083,1.15127,670.05 +22.10.2018 09:45:00.000,1.15127,1.15135,1.15068,1.15074,917.19 +22.10.2018 09:50:00.000,1.15071,1.15078,1.15019,1.15028,1191.6599999999999 +22.10.2018 09:55:00.000,1.15030,1.15048,1.15021,1.15031,905.95 +22.10.2018 10:00:00.000,1.15030,1.15060,1.15004,1.15051,1025.91 +22.10.2018 10:05:00.000,1.15053,1.15058,1.14997,1.15013,1101.25 +22.10.2018 10:10:00.000,1.15014,1.15100,1.14999,1.15090,1154.1100000000001 +22.10.2018 10:15:00.000,1.15089,1.15106,1.15075,1.15091,954.1600000000001 +22.10.2018 10:20:00.000,1.15091,1.15100,1.15013,1.15030,1037.01 +22.10.2018 10:25:00.000,1.15028,1.15073,1.15008,1.15066,964.8000000000001 +22.10.2018 10:30:00.000,1.15064,1.15070,1.14959,1.14982,1196.8500000000001 +22.10.2018 10:35:00.000,1.14983,1.15032,1.14978,1.15028,1070.1399999999999 +22.10.2018 10:40:00.000,1.15030,1.15060,1.15021,1.15041,1095.6399999999999 +22.10.2018 10:45:00.000,1.15042,1.15106,1.15041,1.15094,937.8199999999999 +22.10.2018 10:50:00.000,1.15095,1.15122,1.15071,1.15073,1045.8 +22.10.2018 10:55:00.000,1.15072,1.15087,1.15020,1.15020,1096.4499999999998 +22.10.2018 11:00:00.000,1.15021,1.15035,1.15000,1.15027,1159.99 +22.10.2018 11:05:00.000,1.15029,1.15060,1.15021,1.15035,1105.25 +22.10.2018 11:10:00.000,1.15036,1.15045,1.15020,1.15035,869.6 +22.10.2018 11:15:00.000,1.15035,1.15035,1.14976,1.15004,1151.02 +22.10.2018 11:20:00.000,1.15004,1.15006,1.14929,1.14961,1253.4899999999998 +22.10.2018 11:25:00.000,1.14960,1.14980,1.14946,1.14952,767.77 +22.10.2018 11:30:00.000,1.14953,1.14991,1.14934,1.14982,944.33 +22.10.2018 11:35:00.000,1.14984,1.15002,1.14975,1.15001,725.35 +22.10.2018 11:40:00.000,1.14998,1.15035,1.14960,1.14994,1244.46 +22.10.2018 11:45:00.000,1.14994,1.15032,1.14990,1.15010,985.6600000000001 +22.10.2018 11:50:00.000,1.15010,1.15030,1.14913,1.14933,970.4 +22.10.2018 11:55:00.000,1.14931,1.15000,1.14931,1.14953,1330.5099999999998 +22.10.2018 12:00:00.000,1.14955,1.15006,1.14880,1.14910,1695.9799999999998 +22.10.2018 12:05:00.000,1.14910,1.14924,1.14873,1.14899,1563.57 +22.10.2018 12:10:00.000,1.14899,1.14950,1.14895,1.14938,1072.03 +22.10.2018 12:15:00.000,1.14937,1.14937,1.14871,1.14895,995.29 +22.10.2018 12:20:00.000,1.14894,1.14934,1.14884,1.14933,932.25 +22.10.2018 12:25:00.000,1.14934,1.14963,1.14895,1.14960,985.3399999999999 +22.10.2018 12:30:00.000,1.14961,1.14965,1.14889,1.14917,1197.05 +22.10.2018 12:35:00.000,1.14917,1.14976,1.14901,1.14934,1273.89 +22.10.2018 12:40:00.000,1.14934,1.14934,1.14891,1.14924,1080.04 +22.10.2018 12:45:00.000,1.14925,1.14947,1.14871,1.14907,1395.18 +22.10.2018 12:50:00.000,1.14911,1.14936,1.14901,1.14918,1273.6599999999999 +22.10.2018 12:55:00.000,1.14918,1.14929,1.14851,1.14853,1125.5300000000002 +22.10.2018 13:00:00.000,1.14855,1.14877,1.14728,1.14733,1893.82 +22.10.2018 13:05:00.000,1.14734,1.14794,1.14729,1.14788,1098.99 +22.10.2018 13:10:00.000,1.14786,1.14826,1.14786,1.14801,1217.4899999999998 +22.10.2018 13:15:00.000,1.14801,1.14822,1.14795,1.14802,1280.23 +22.10.2018 13:20:00.000,1.14801,1.14807,1.14771,1.14780,1031.02 +22.10.2018 13:25:00.000,1.14780,1.14827,1.14764,1.14825,1181.48 +22.10.2018 13:30:00.000,1.14824,1.14831,1.14785,1.14793,1204.65 +22.10.2018 13:35:00.000,1.14793,1.14799,1.14763,1.14773,1105.6 +22.10.2018 13:40:00.000,1.14772,1.14772,1.14715,1.14757,1328.18 +22.10.2018 13:45:00.000,1.14758,1.14762,1.14723,1.14739,1160.1699999999998 +22.10.2018 13:50:00.000,1.14739,1.14768,1.14711,1.14762,1400.74 +22.10.2018 13:55:00.000,1.14764,1.14809,1.14761,1.14801,1005.7800000000001 +22.10.2018 14:00:00.000,1.14801,1.14808,1.14726,1.14731,1137.29 +22.10.2018 14:05:00.000,1.14723,1.14760,1.14723,1.14758,1067.26 +22.10.2018 14:10:00.000,1.14760,1.14782,1.14737,1.14750,1146.99 +22.10.2018 14:15:00.000,1.14750,1.14793,1.14737,1.14769,1178.29 +22.10.2018 14:20:00.000,1.14769,1.14806,1.14766,1.14766,1014.3900000000001 +22.10.2018 14:25:00.000,1.14766,1.14786,1.14754,1.14769,1080.29 +22.10.2018 14:30:00.000,1.14771,1.14792,1.14736,1.14761,1142.62 +22.10.2018 14:35:00.000,1.14761,1.14762,1.14716,1.14731,1169.2 +22.10.2018 14:40:00.000,1.14731,1.14772,1.14708,1.14738,1248.8600000000001 +22.10.2018 14:45:00.000,1.14740,1.14777,1.14726,1.14747,1145.31 +22.10.2018 14:50:00.000,1.14747,1.14787,1.14742,1.14761,1389.3500000000001 +22.10.2018 14:55:00.000,1.14761,1.14762,1.14669,1.14700,1698.5900000000001 +22.10.2018 15:00:00.000,1.14702,1.14709,1.14661,1.14668,1260.97 +22.10.2018 15:05:00.000,1.14669,1.14691,1.14659,1.14676,1055.44 +22.10.2018 15:10:00.000,1.14674,1.14703,1.14659,1.14682,1161.3 +22.10.2018 15:15:00.000,1.14682,1.14727,1.14680,1.14717,1427.75 +22.10.2018 15:20:00.000,1.14716,1.14720,1.14692,1.14712,951.5 +22.10.2018 15:25:00.000,1.14712,1.14724,1.14652,1.14672,1142.54 +22.10.2018 15:30:00.000,1.14671,1.14689,1.14652,1.14664,1022.95 +22.10.2018 15:35:00.000,1.14665,1.14683,1.14612,1.14639,998.15 +22.10.2018 15:40:00.000,1.14637,1.14665,1.14637,1.14645,807.41 +22.10.2018 15:45:00.000,1.14644,1.14658,1.14635,1.14638,1075.16 +22.10.2018 15:50:00.000,1.14640,1.14668,1.14640,1.14667,925.9 +22.10.2018 15:55:00.000,1.14668,1.14675,1.14630,1.14664,1702.8200000000002 +22.10.2018 16:00:00.000,1.14664,1.14675,1.14645,1.14654,768.8199999999999 +22.10.2018 16:05:00.000,1.14654,1.14654,1.14557,1.14562,1176.99 +22.10.2018 16:10:00.000,1.14563,1.14605,1.14561,1.14603,1324.39 +22.10.2018 16:15:00.000,1.14605,1.14633,1.14589,1.14627,932.09 +22.10.2018 16:20:00.000,1.14626,1.14628,1.14605,1.14605,1079.69 +22.10.2018 16:25:00.000,1.14604,1.14677,1.14592,1.14668,1040.22 +22.10.2018 16:30:00.000,1.14667,1.14685,1.14658,1.14684,766.47 +22.10.2018 16:35:00.000,1.14684,1.14718,1.14681,1.14697,1019.44 +22.10.2018 16:40:00.000,1.14698,1.14702,1.14683,1.14693,661.6 +22.10.2018 16:45:00.000,1.14696,1.14708,1.14692,1.14698,591.53 +22.10.2018 16:50:00.000,1.14698,1.14709,1.14673,1.14709,968.4000000000001 +22.10.2018 16:55:00.000,1.14709,1.14713,1.14675,1.14688,934.1200000000001 +22.10.2018 17:00:00.000,1.14688,1.14704,1.14656,1.14700,798.88 +22.10.2018 17:05:00.000,1.14700,1.14703,1.14662,1.14663,662.84 +22.10.2018 17:10:00.000,1.14663,1.14754,1.14663,1.14747,728.18 +22.10.2018 17:15:00.000,1.14747,1.14762,1.14728,1.14740,1073.8 +22.10.2018 17:20:00.000,1.14740,1.14745,1.14729,1.14731,910.8199999999999 +22.10.2018 17:25:00.000,1.14731,1.14753,1.14729,1.14733,627.0300000000001 +22.10.2018 17:30:00.000,1.14734,1.14750,1.14730,1.14741,484.31999999999994 +22.10.2018 17:35:00.000,1.14741,1.14759,1.14731,1.14739,677.22 +22.10.2018 17:40:00.000,1.14739,1.14740,1.14712,1.14725,824.54 +22.10.2018 17:45:00.000,1.14725,1.14726,1.14709,1.14719,809.51 +22.10.2018 17:50:00.000,1.14719,1.14720,1.14695,1.14712,881.9599999999999 +22.10.2018 17:55:00.000,1.14714,1.14730,1.14709,1.14713,744.25 +22.10.2018 18:00:00.000,1.14713,1.14721,1.14688,1.14693,1038.54 +22.10.2018 18:05:00.000,1.14695,1.14722,1.14695,1.14702,2106.84 +22.10.2018 18:10:00.000,1.14702,1.14715,1.14695,1.14701,773.36 +22.10.2018 18:15:00.000,1.14702,1.14719,1.14684,1.14707,637.65 +22.10.2018 18:20:00.000,1.14709,1.14717,1.14686,1.14691,643.97 +22.10.2018 18:25:00.000,1.14691,1.14696,1.14678,1.14681,720.9 +22.10.2018 18:30:00.000,1.14681,1.14697,1.14674,1.14694,783.95 +22.10.2018 18:35:00.000,1.14692,1.14694,1.14677,1.14683,472.67999999999995 +22.10.2018 18:40:00.000,1.14684,1.14690,1.14675,1.14690,363.68 +22.10.2018 18:45:00.000,1.14689,1.14715,1.14684,1.14709,625.22 +22.10.2018 18:50:00.000,1.14709,1.14709,1.14682,1.14693,565.88 +22.10.2018 18:55:00.000,1.14693,1.14698,1.14660,1.14661,792.91 +22.10.2018 19:00:00.000,1.14659,1.14690,1.14657,1.14690,799.0699999999999 +22.10.2018 19:05:00.000,1.14689,1.14694,1.14683,1.14694,421.92 +22.10.2018 19:10:00.000,1.14693,1.14700,1.14692,1.14698,243.36 +22.10.2018 19:15:00.000,1.14698,1.14703,1.14693,1.14693,437.76 +22.10.2018 19:20:00.000,1.14693,1.14696,1.14683,1.14688,343.61 +22.10.2018 19:25:00.000,1.14689,1.14704,1.14688,1.14690,543.97 +22.10.2018 19:30:00.000,1.14690,1.14696,1.14688,1.14695,398.84 +22.10.2018 19:35:00.000,1.14695,1.14701,1.14679,1.14679,449.53999999999996 +22.10.2018 19:40:00.000,1.14679,1.14701,1.14679,1.14696,492.65000000000003 +22.10.2018 19:45:00.000,1.14695,1.14700,1.14682,1.14685,455.00999999999993 +22.10.2018 19:50:00.000,1.14685,1.14694,1.14679,1.14694,592.01 +22.10.2018 19:55:00.000,1.14694,1.14694,1.14644,1.14644,543.16 +22.10.2018 20:00:00.000,1.14645,1.14680,1.14645,1.14679,179.2 +22.10.2018 20:05:00.000,1.14679,1.14680,1.14659,1.14663,198.57999999999998 +22.10.2018 20:10:00.000,1.14663,1.14666,1.14660,1.14661,402.4 +22.10.2018 20:15:00.000,1.14661,1.14673,1.14660,1.14661,282.56 +22.10.2018 20:20:00.000,1.14661,1.14679,1.14660,1.14678,241.5 +22.10.2018 20:25:00.000,1.14679,1.14680,1.14673,1.14677,125.59 +22.10.2018 20:30:00.000,1.14677,1.14679,1.14666,1.14670,284.80999999999995 +22.10.2018 20:35:00.000,1.14670,1.14675,1.14665,1.14674,217.81 +22.10.2018 20:40:00.000,1.14674,1.14676,1.14661,1.14663,467.09 +22.10.2018 20:45:00.000,1.14663,1.14671,1.14663,1.14664,464.52 +22.10.2018 20:50:00.000,1.14663,1.14665,1.14635,1.14640,477.21000000000004 +22.10.2018 20:55:00.000,1.14639,1.14657,1.14633,1.14636,424.31 +22.10.2018 21:00:00.000,1.14635,1.14651,1.14631,1.14650,47.84 +22.10.2018 21:05:00.000,1.14650,1.14661,1.14649,1.14650,111 +22.10.2018 21:10:00.000,1.14650,1.14671,1.14650,1.14657,409.66999999999996 +22.10.2018 21:15:00.000,1.14657,1.14660,1.14655,1.14660,163.4 +22.10.2018 21:20:00.000,1.14659,1.14659,1.14653,1.14654,119.07000000000001 +22.10.2018 21:25:00.000,1.14654,1.14654,1.14632,1.14642,261.34999999999997 +22.10.2018 21:30:00.000,1.14639,1.14663,1.14635,1.14650,338.25 +22.10.2018 21:35:00.000,1.14652,1.14653,1.14637,1.14641,255.85 +22.10.2018 21:40:00.000,1.14640,1.14661,1.14638,1.14648,226.64 +22.10.2018 21:45:00.000,1.14647,1.14651,1.14643,1.14647,399.55 +22.10.2018 21:50:00.000,1.14649,1.14650,1.14644,1.14645,175.54000000000002 +22.10.2018 21:55:00.000,1.14645,1.14646,1.14643,1.14646,100.92999999999999 +22.10.2018 22:00:00.000,1.14646,1.14675,1.14646,1.14653,192.22999999999996 +22.10.2018 22:05:00.000,1.14652,1.14655,1.14638,1.14639,163.07999999999998 +22.10.2018 22:10:00.000,1.14639,1.14646,1.14636,1.14643,296.07 +22.10.2018 22:15:00.000,1.14643,1.14648,1.14641,1.14647,176.73999999999998 +22.10.2018 22:20:00.000,1.14647,1.14652,1.14646,1.14652,124.91999999999999 +22.10.2018 22:25:00.000,1.14651,1.14662,1.14650,1.14651,183.01000000000002 +22.10.2018 22:30:00.000,1.14652,1.14657,1.14650,1.14656,137.71 +22.10.2018 22:35:00.000,1.14657,1.14672,1.14656,1.14665,251.89 +22.10.2018 22:40:00.000,1.14666,1.14666,1.14651,1.14652,187.2 +22.10.2018 22:45:00.000,1.14652,1.14663,1.14651,1.14656,109.30000000000001 +22.10.2018 22:50:00.000,1.14656,1.14656,1.14653,1.14656,67.33 +22.10.2018 22:55:00.000,1.14656,1.14657,1.14653,1.14655,160.3 +22.10.2018 23:00:00.000,1.14656,1.14657,1.14650,1.14652,402.87 +22.10.2018 23:05:00.000,1.14651,1.14656,1.14650,1.14651,277.07 +22.10.2018 23:10:00.000,1.14653,1.14656,1.14650,1.14656,148.41 +22.10.2018 23:15:00.000,1.14656,1.14662,1.14651,1.14661,175.01 +22.10.2018 23:20:00.000,1.14661,1.14663,1.14653,1.14655,240.27 +22.10.2018 23:25:00.000,1.14655,1.14661,1.14651,1.14656,180.09 +22.10.2018 23:30:00.000,1.14654,1.14654,1.14635,1.14641,162.16 +22.10.2018 23:35:00.000,1.14641,1.14642,1.14631,1.14641,185.73000000000002 +22.10.2018 23:40:00.000,1.14641,1.14663,1.14631,1.14631,376.19 +22.10.2018 23:45:00.000,1.14632,1.14648,1.14631,1.14647,380.53 +22.10.2018 23:50:00.000,1.14646,1.14648,1.14642,1.14643,369.62 +22.10.2018 23:55:00.000,1.14643,1.14648,1.14641,1.14646,260.69 +23.10.2018 00:00:00.000,1.14646,1.14647,1.14634,1.14641,778.29 +23.10.2018 00:05:00.000,1.14641,1.14648,1.14624,1.14627,820.65 +23.10.2018 00:10:00.000,1.14625,1.14635,1.14616,1.14634,641.91 +23.10.2018 00:15:00.000,1.14634,1.14640,1.14611,1.14614,804.2900000000001 +23.10.2018 00:20:00.000,1.14613,1.14640,1.14607,1.14627,591.4300000000001 +23.10.2018 00:25:00.000,1.14626,1.14639,1.14625,1.14638,472.96000000000004 +23.10.2018 00:30:00.000,1.14637,1.14637,1.14618,1.14633,587.31 +23.10.2018 00:35:00.000,1.14635,1.14643,1.14622,1.14626,564.96 +23.10.2018 00:40:00.000,1.14626,1.14640,1.14626,1.14629,620.26 +23.10.2018 00:45:00.000,1.14629,1.14643,1.14627,1.14643,528.82 +23.10.2018 00:50:00.000,1.14643,1.14643,1.14595,1.14595,712.6 +23.10.2018 00:55:00.000,1.14589,1.14627,1.14586,1.14607,602.49 +23.10.2018 01:00:00.000,1.14607,1.14608,1.14597,1.14608,607.0899999999999 +23.10.2018 01:05:00.000,1.14607,1.14623,1.14587,1.14588,621.32 +23.10.2018 01:10:00.000,1.14587,1.14603,1.14579,1.14603,825.5899999999999 +23.10.2018 01:15:00.000,1.14602,1.14639,1.14582,1.14632,1063.45 +23.10.2018 01:20:00.000,1.14633,1.14658,1.14626,1.14647,605.72 +23.10.2018 01:25:00.000,1.14644,1.14652,1.14636,1.14644,601.81 +23.10.2018 01:30:00.000,1.14644,1.14645,1.14624,1.14628,677.89 +23.10.2018 01:35:00.000,1.14629,1.14645,1.14622,1.14624,614.3299999999999 +23.10.2018 01:40:00.000,1.14625,1.14642,1.14623,1.14633,780.9300000000001 +23.10.2018 01:45:00.000,1.14634,1.14638,1.14618,1.14624,626.2 +23.10.2018 01:50:00.000,1.14623,1.14657,1.14623,1.14653,1268.02 +23.10.2018 01:55:00.000,1.14654,1.14655,1.14632,1.14632,275.23999999999995 +23.10.2018 02:00:00.000,1.14633,1.14633,1.14622,1.14627,345.13 +23.10.2018 02:05:00.000,1.14627,1.14638,1.14623,1.14632,568.51 +23.10.2018 02:10:00.000,1.14632,1.14659,1.14632,1.14658,499.16999999999996 +23.10.2018 02:15:00.000,1.14658,1.14664,1.14632,1.14643,630.02 +23.10.2018 02:20:00.000,1.14642,1.14660,1.14639,1.14639,569.52 +23.10.2018 02:25:00.000,1.14638,1.14645,1.14628,1.14636,516.71 +23.10.2018 02:30:00.000,1.14636,1.14637,1.14616,1.14622,735.2600000000001 +23.10.2018 02:35:00.000,1.14621,1.14627,1.14613,1.14616,616.48 +23.10.2018 02:40:00.000,1.14616,1.14626,1.14612,1.14616,509.34 +23.10.2018 02:45:00.000,1.14613,1.14623,1.14596,1.14623,636.8299999999999 +23.10.2018 02:50:00.000,1.14621,1.14630,1.14611,1.14616,322.1 +23.10.2018 02:55:00.000,1.14615,1.14615,1.14607,1.14612,330.05 +23.10.2018 03:00:00.000,1.14612,1.14612,1.14604,1.14608,366.55 +23.10.2018 03:05:00.000,1.14607,1.14608,1.14599,1.14601,127.74000000000001 +23.10.2018 03:10:00.000,1.14601,1.14603,1.14580,1.14580,610.23 +23.10.2018 03:15:00.000,1.14580,1.14583,1.14532,1.14537,669.94 +23.10.2018 03:20:00.000,1.14539,1.14554,1.14531,1.14532,859.2399999999999 +23.10.2018 03:25:00.000,1.14532,1.14547,1.14532,1.14544,527.77 +23.10.2018 03:30:00.000,1.14543,1.14564,1.14543,1.14563,403.31999999999994 +23.10.2018 03:35:00.000,1.14563,1.14571,1.14543,1.14563,630.96 +23.10.2018 03:40:00.000,1.14564,1.14564,1.14547,1.14549,526.43 +23.10.2018 03:45:00.000,1.14548,1.14558,1.14537,1.14557,345.26 +23.10.2018 03:50:00.000,1.14557,1.14563,1.14538,1.14538,365.98 +23.10.2018 03:55:00.000,1.14538,1.14544,1.14533,1.14543,686.18 +23.10.2018 04:00:00.000,1.14543,1.14548,1.14525,1.14543,709.27 +23.10.2018 04:05:00.000,1.14543,1.14545,1.14523,1.14529,474.39 +23.10.2018 04:10:00.000,1.14530,1.14549,1.14530,1.14548,422.27 +23.10.2018 04:15:00.000,1.14548,1.14552,1.14542,1.14552,437.78 +23.10.2018 04:20:00.000,1.14551,1.14557,1.14543,1.14544,485.97 +23.10.2018 04:25:00.000,1.14543,1.14552,1.14530,1.14533,512.25 +23.10.2018 04:30:00.000,1.14535,1.14547,1.14527,1.14547,388.46 +23.10.2018 04:35:00.000,1.14547,1.14548,1.14533,1.14536,416.59 +23.10.2018 04:40:00.000,1.14537,1.14544,1.14532,1.14533,430.93 +23.10.2018 04:45:00.000,1.14535,1.14537,1.14522,1.14522,272.2 +23.10.2018 04:50:00.000,1.14521,1.14530,1.14521,1.14528,305.2 +23.10.2018 04:55:00.000,1.14528,1.14556,1.14521,1.14556,480.78 +23.10.2018 05:00:00.000,1.14555,1.14562,1.14539,1.14558,540.73 +23.10.2018 05:05:00.000,1.14558,1.14582,1.14557,1.14578,484.26000000000005 +23.10.2018 05:10:00.000,1.14578,1.14586,1.14565,1.14566,509.15 +23.10.2018 05:15:00.000,1.14566,1.14566,1.14556,1.14564,654.5400000000001 +23.10.2018 05:20:00.000,1.14567,1.14577,1.14567,1.14569,582.22 +23.10.2018 05:25:00.000,1.14569,1.14588,1.14569,1.14584,534.8900000000001 +23.10.2018 05:30:00.000,1.14586,1.14592,1.14581,1.14591,561.16 +23.10.2018 05:35:00.000,1.14591,1.14612,1.14589,1.14608,583.0699999999999 +23.10.2018 05:40:00.000,1.14607,1.14612,1.14592,1.14593,636.9 +23.10.2018 05:45:00.000,1.14593,1.14593,1.14566,1.14567,702.77 +23.10.2018 05:50:00.000,1.14567,1.14582,1.14566,1.14578,647.01 +23.10.2018 05:55:00.000,1.14578,1.14578,1.14533,1.14541,996.41 +23.10.2018 06:00:00.000,1.14543,1.14545,1.14472,1.14481,1602.97 +23.10.2018 06:05:00.000,1.14481,1.14484,1.14392,1.14405,1718.99 +23.10.2018 06:10:00.000,1.14405,1.14427,1.14395,1.14404,1163.21 +23.10.2018 06:15:00.000,1.14404,1.14463,1.14403,1.14460,1241.8799999999999 +23.10.2018 06:20:00.000,1.14459,1.14483,1.14447,1.14478,1192.97 +23.10.2018 06:25:00.000,1.14477,1.14531,1.14474,1.14487,1338.68 +23.10.2018 06:30:00.000,1.14487,1.14554,1.14487,1.14553,1550.8 +23.10.2018 06:35:00.000,1.14551,1.14624,1.14543,1.14595,1313.62 +23.10.2018 06:40:00.000,1.14593,1.14596,1.14556,1.14576,1676.15 +23.10.2018 06:45:00.000,1.14573,1.14614,1.14562,1.14567,1520.4299999999998 +23.10.2018 06:50:00.000,1.14568,1.14605,1.14554,1.14597,1136.1299999999999 +23.10.2018 06:55:00.000,1.14599,1.14685,1.14598,1.14657,1347.0800000000002 +23.10.2018 07:00:00.000,1.14655,1.14688,1.14610,1.14645,1457.2800000000002 +23.10.2018 07:05:00.000,1.14645,1.14647,1.14582,1.14632,1480.48 +23.10.2018 07:10:00.000,1.14632,1.14633,1.14568,1.14575,1455.18 +23.10.2018 07:15:00.000,1.14574,1.14578,1.14533,1.14549,1304.54 +23.10.2018 07:20:00.000,1.14548,1.14552,1.14488,1.14501,1483.3600000000001 +23.10.2018 07:25:00.000,1.14499,1.14521,1.14479,1.14521,1411.54 +23.10.2018 07:30:00.000,1.14521,1.14688,1.14519,1.14688,1796.3899999999999 +23.10.2018 07:35:00.000,1.14687,1.14732,1.14647,1.14662,1407.29 +23.10.2018 07:40:00.000,1.14662,1.14742,1.14657,1.14720,1346.08 +23.10.2018 07:45:00.000,1.14720,1.14723,1.14664,1.14667,1373.21 +23.10.2018 07:50:00.000,1.14665,1.14697,1.14645,1.14677,1247.21 +23.10.2018 07:55:00.000,1.14675,1.14719,1.14667,1.14678,1287.81 +23.10.2018 08:00:00.000,1.14678,1.14738,1.14673,1.14692,1346.6 +23.10.2018 08:05:00.000,1.14691,1.14703,1.14652,1.14664,1231.5900000000001 +23.10.2018 08:10:00.000,1.14664,1.14713,1.14650,1.14669,1179.78 +23.10.2018 08:15:00.000,1.14668,1.14668,1.14620,1.14641,1216.87 +23.10.2018 08:20:00.000,1.14642,1.14728,1.14634,1.14720,1262.27 +23.10.2018 08:25:00.000,1.14718,1.14718,1.14651,1.14659,1262.91 +23.10.2018 08:30:00.000,1.14662,1.14710,1.14639,1.14693,1546.76 +23.10.2018 08:35:00.000,1.14693,1.14731,1.14682,1.14686,1623.07 +23.10.2018 08:40:00.000,1.14684,1.14696,1.14661,1.14661,1314.85 +23.10.2018 08:45:00.000,1.14661,1.14714,1.14655,1.14705,1270.65 +23.10.2018 08:50:00.000,1.14706,1.14728,1.14674,1.14675,1166.83 +23.10.2018 08:55:00.000,1.14675,1.14687,1.14647,1.14666,1449.34 +23.10.2018 09:00:00.000,1.14665,1.14668,1.14632,1.14644,1208.72 +23.10.2018 09:05:00.000,1.14642,1.14710,1.14642,1.14707,1481.82 +23.10.2018 09:10:00.000,1.14707,1.14733,1.14692,1.14710,1272.09 +23.10.2018 09:15:00.000,1.14713,1.14722,1.14683,1.14693,1019.77 +23.10.2018 09:20:00.000,1.14692,1.14790,1.14690,1.14774,1428.8199999999997 +23.10.2018 09:25:00.000,1.14775,1.14807,1.14770,1.14798,1187.24 +23.10.2018 09:30:00.000,1.14798,1.14813,1.14779,1.14790,1362.67 +23.10.2018 09:35:00.000,1.14790,1.14791,1.14750,1.14772,1101.66 +23.10.2018 09:40:00.000,1.14772,1.14777,1.14739,1.14756,1063.57 +23.10.2018 09:45:00.000,1.14757,1.14768,1.14730,1.14757,1206.33 +23.10.2018 09:50:00.000,1.14757,1.14795,1.14757,1.14788,839.66 +23.10.2018 09:55:00.000,1.14788,1.14840,1.14788,1.14838,1355.92 +23.10.2018 10:00:00.000,1.14839,1.14851,1.14803,1.14851,1095.29 +23.10.2018 10:05:00.000,1.14850,1.14858,1.14835,1.14842,977.48 +23.10.2018 10:10:00.000,1.14841,1.14850,1.14811,1.14827,1166.46 +23.10.2018 10:15:00.000,1.14826,1.14832,1.14807,1.14814,1061.01 +23.10.2018 10:20:00.000,1.14813,1.14827,1.14797,1.14798,1101.0899999999997 +23.10.2018 10:25:00.000,1.14797,1.14797,1.14757,1.14787,914.14 +23.10.2018 10:30:00.000,1.14787,1.14798,1.14747,1.14747,1126.12 +23.10.2018 10:35:00.000,1.14750,1.14753,1.14722,1.14726,1103.38 +23.10.2018 10:40:00.000,1.14725,1.14730,1.14692,1.14724,1268.5 +23.10.2018 10:45:00.000,1.14724,1.14724,1.14683,1.14718,1513.58 +23.10.2018 10:50:00.000,1.14717,1.14727,1.14665,1.14696,1648.3700000000001 +23.10.2018 10:55:00.000,1.14695,1.14711,1.14682,1.14686,1300.6599999999999 +23.10.2018 11:00:00.000,1.14687,1.14690,1.14596,1.14603,1331.76 +23.10.2018 11:05:00.000,1.14602,1.14638,1.14602,1.14633,1187.02 +23.10.2018 11:10:00.000,1.14634,1.14648,1.14605,1.14632,1080.6000000000001 +23.10.2018 11:15:00.000,1.14631,1.14641,1.14566,1.14572,1284.87 +23.10.2018 11:20:00.000,1.14572,1.14604,1.14555,1.14575,1109.17 +23.10.2018 11:25:00.000,1.14574,1.14618,1.14566,1.14601,1212.88 +23.10.2018 11:30:00.000,1.14602,1.14626,1.14566,1.14617,1125.79 +23.10.2018 11:35:00.000,1.14618,1.14666,1.14615,1.14654,1127.29 +23.10.2018 11:40:00.000,1.14652,1.14682,1.14643,1.14661,1145.74 +23.10.2018 11:45:00.000,1.14662,1.14716,1.14660,1.14711,1191.12 +23.10.2018 11:50:00.000,1.14711,1.14779,1.14711,1.14753,1705.27 +23.10.2018 11:55:00.000,1.14753,1.14804,1.14741,1.14794,1474.08 +23.10.2018 12:00:00.000,1.14793,1.14796,1.14764,1.14766,1271.1999999999998 +23.10.2018 12:05:00.000,1.14765,1.14826,1.14762,1.14817,1321.32 +23.10.2018 12:10:00.000,1.14818,1.14819,1.14771,1.14782,1320.02 +23.10.2018 12:15:00.000,1.14780,1.14791,1.14746,1.14778,1376.6100000000001 +23.10.2018 12:20:00.000,1.14777,1.14777,1.14726,1.14763,1422.44 +23.10.2018 12:25:00.000,1.14763,1.14776,1.14670,1.14707,1616.34 +23.10.2018 12:30:00.000,1.14705,1.14745,1.14702,1.14737,1113.6399999999999 +23.10.2018 12:35:00.000,1.14737,1.14749,1.14696,1.14713,1195.97 +23.10.2018 12:40:00.000,1.14712,1.14716,1.14683,1.14702,996.32 +23.10.2018 12:45:00.000,1.14701,1.14707,1.14674,1.14678,980.76 +23.10.2018 12:50:00.000,1.14678,1.14711,1.14674,1.14704,1091.17 +23.10.2018 12:55:00.000,1.14703,1.14718,1.14611,1.14658,1340.6 +23.10.2018 13:00:00.000,1.14657,1.14694,1.14612,1.14622,1448.71 +23.10.2018 13:05:00.000,1.14622,1.14646,1.14592,1.14600,1457.22 +23.10.2018 13:10:00.000,1.14600,1.14626,1.14536,1.14619,1840.83 +23.10.2018 13:15:00.000,1.14619,1.14643,1.14577,1.14597,1215.1299999999999 +23.10.2018 13:20:00.000,1.14597,1.14703,1.14594,1.14694,1226.26 +23.10.2018 13:25:00.000,1.14694,1.14718,1.14669,1.14714,1344.97 +23.10.2018 13:30:00.000,1.14712,1.14757,1.14702,1.14749,1474.68 +23.10.2018 13:35:00.000,1.14748,1.14757,1.14690,1.14692,1580.4399999999998 +23.10.2018 13:40:00.000,1.14692,1.14710,1.14656,1.14661,2728.02 +23.10.2018 13:45:00.000,1.14663,1.14691,1.14642,1.14668,2588.6100000000006 +23.10.2018 13:50:00.000,1.14667,1.14689,1.14641,1.14646,1854.45 +23.10.2018 13:55:00.000,1.14646,1.14670,1.14621,1.14670,4844.58 +23.10.2018 14:00:00.000,1.14670,1.14677,1.14595,1.14600,1304.99 +23.10.2018 14:05:00.000,1.14598,1.14633,1.14591,1.14622,1416.87 +23.10.2018 14:10:00.000,1.14622,1.14633,1.14574,1.14577,1157.74 +23.10.2018 14:15:00.000,1.14573,1.14588,1.14520,1.14574,1551.68 +23.10.2018 14:20:00.000,1.14573,1.14582,1.14526,1.14553,1824.7599999999998 +23.10.2018 14:25:00.000,1.14557,1.14568,1.14490,1.14517,1282.2199999999998 +23.10.2018 14:30:00.000,1.14516,1.14556,1.14516,1.14549,1079.49 +23.10.2018 14:35:00.000,1.14550,1.14619,1.14532,1.14615,1202.1 +23.10.2018 14:40:00.000,1.14616,1.14622,1.14561,1.14576,1137.6100000000001 +23.10.2018 14:45:00.000,1.14578,1.14619,1.14573,1.14608,1343.88 +23.10.2018 14:50:00.000,1.14608,1.14672,1.14545,1.14582,1488.95 +23.10.2018 14:55:00.000,1.14582,1.14598,1.14538,1.14597,1488.92 +23.10.2018 15:00:00.000,1.14597,1.14699,1.14559,1.14689,1508.8 +23.10.2018 15:05:00.000,1.14692,1.14773,1.14686,1.14727,1437.6200000000001 +23.10.2018 15:10:00.000,1.14727,1.14785,1.14724,1.14779,1312.9299999999998 +23.10.2018 15:15:00.000,1.14779,1.14934,1.14779,1.14831,2013.57 +23.10.2018 15:20:00.000,1.14831,1.14842,1.14801,1.14809,1377.03 +23.10.2018 15:25:00.000,1.14809,1.14821,1.14780,1.14820,1282.02 +23.10.2018 15:30:00.000,1.14820,1.14859,1.14807,1.14807,1382.75 +23.10.2018 15:35:00.000,1.14805,1.14807,1.14783,1.14795,1079.3 +23.10.2018 15:40:00.000,1.14793,1.14825,1.14785,1.14793,1113.3400000000001 +23.10.2018 15:45:00.000,1.14791,1.14815,1.14782,1.14811,775.97 +23.10.2018 15:50:00.000,1.14812,1.14825,1.14800,1.14817,1002.7199999999999 +23.10.2018 15:55:00.000,1.14816,1.14847,1.14793,1.14793,1222.48 +23.10.2018 16:00:00.000,1.14793,1.14852,1.14793,1.14831,1064.1599999999999 +23.10.2018 16:05:00.000,1.14832,1.14867,1.14820,1.14844,1189.6 +23.10.2018 16:10:00.000,1.14846,1.14857,1.14828,1.14846,1072.76 +23.10.2018 16:15:00.000,1.14845,1.14861,1.14815,1.14830,945.04 +23.10.2018 16:20:00.000,1.14830,1.14831,1.14796,1.14813,868.25 +23.10.2018 16:25:00.000,1.14812,1.14837,1.14810,1.14825,872.5600000000001 +23.10.2018 16:30:00.000,1.14825,1.14829,1.14770,1.14772,946.18 +23.10.2018 16:35:00.000,1.14772,1.14813,1.14771,1.14786,880.17 +23.10.2018 16:40:00.000,1.14786,1.14791,1.14760,1.14766,925.48 +23.10.2018 16:45:00.000,1.14766,1.14790,1.14765,1.14786,621.32 +23.10.2018 16:50:00.000,1.14787,1.14849,1.14787,1.14836,861.4399999999998 +23.10.2018 16:55:00.000,1.14836,1.14849,1.14818,1.14820,871.1899999999999 +23.10.2018 17:00:00.000,1.14819,1.14847,1.14806,1.14815,1058.95 +23.10.2018 17:05:00.000,1.14815,1.14848,1.14806,1.14843,730.04 +23.10.2018 17:10:00.000,1.14843,1.14870,1.14829,1.14868,983.11 +23.10.2018 17:15:00.000,1.14866,1.14874,1.14847,1.14856,1448.13 +23.10.2018 17:20:00.000,1.14856,1.14895,1.14850,1.14877,809.1299999999999 +23.10.2018 17:25:00.000,1.14876,1.14885,1.14853,1.14861,962.48 +23.10.2018 17:30:00.000,1.14861,1.14876,1.14842,1.14862,880.74 +23.10.2018 17:35:00.000,1.14862,1.14871,1.14841,1.14861,698.31 +23.10.2018 17:40:00.000,1.14861,1.14866,1.14826,1.14827,682.27 +23.10.2018 17:45:00.000,1.14827,1.14832,1.14803,1.14827,980.8799999999999 +23.10.2018 17:50:00.000,1.14826,1.14826,1.14799,1.14817,669.8499999999999 +23.10.2018 17:55:00.000,1.14819,1.14822,1.14752,1.14755,1134.05 +23.10.2018 18:00:00.000,1.14754,1.14782,1.14750,1.14782,1018.59 +23.10.2018 18:05:00.000,1.14781,1.14799,1.14773,1.14793,902.6999999999999 +23.10.2018 18:10:00.000,1.14794,1.14804,1.14772,1.14786,873.62 +23.10.2018 18:15:00.000,1.14785,1.14855,1.14783,1.14821,1116.57 +23.10.2018 18:20:00.000,1.14821,1.14848,1.14810,1.14846,1155.96 +23.10.2018 18:25:00.000,1.14845,1.14845,1.14764,1.14786,1001.98 +23.10.2018 18:30:00.000,1.14786,1.14822,1.14761,1.14800,1271.47 +23.10.2018 18:35:00.000,1.14800,1.14805,1.14741,1.14745,907.9 +23.10.2018 18:40:00.000,1.14746,1.14750,1.14702,1.14717,971.39 +23.10.2018 18:45:00.000,1.14717,1.14723,1.14675,1.14690,939.3800000000001 +23.10.2018 18:50:00.000,1.14691,1.14691,1.14654,1.14675,970.0500000000001 +23.10.2018 18:55:00.000,1.14674,1.14694,1.14670,1.14681,1040.03 +23.10.2018 19:00:00.000,1.14675,1.14702,1.14666,1.14692,1039.78 +23.10.2018 19:05:00.000,1.14695,1.14735,1.14695,1.14718,818.6800000000001 +23.10.2018 19:10:00.000,1.14716,1.14735,1.14706,1.14711,702.39 +23.10.2018 19:15:00.000,1.14711,1.14747,1.14711,1.14742,501.06 +23.10.2018 19:20:00.000,1.14743,1.14782,1.14738,1.14754,933.0799999999999 +23.10.2018 19:25:00.000,1.14753,1.14757,1.14735,1.14752,865.23 +23.10.2018 19:30:00.000,1.14752,1.14757,1.14717,1.14720,920.2700000000001 +23.10.2018 19:35:00.000,1.14722,1.14730,1.14706,1.14711,804.22 +23.10.2018 19:40:00.000,1.14711,1.14722,1.14704,1.14720,454.81 +23.10.2018 19:45:00.000,1.14721,1.14722,1.14698,1.14698,512.73 +23.10.2018 19:50:00.000,1.14699,1.14713,1.14696,1.14700,492.55 +23.10.2018 19:55:00.000,1.14700,1.14712,1.14686,1.14709,604.13 +23.10.2018 20:00:00.000,1.14713,1.14720,1.14703,1.14710,364.91 +23.10.2018 20:05:00.000,1.14711,1.14715,1.14710,1.14713,170.39000000000001 +23.10.2018 20:10:00.000,1.14713,1.14722,1.14707,1.14708,167.04999999999998 +23.10.2018 20:15:00.000,1.14707,1.14723,1.14707,1.14722,272.81 +23.10.2018 20:20:00.000,1.14722,1.14729,1.14717,1.14717,212.96 +23.10.2018 20:25:00.000,1.14717,1.14723,1.14714,1.14722,200.22 +23.10.2018 20:30:00.000,1.14720,1.14724,1.14711,1.14712,342.93000000000006 +23.10.2018 20:35:00.000,1.14711,1.14714,1.14686,1.14690,254.84 +23.10.2018 20:40:00.000,1.14691,1.14700,1.14688,1.14699,194.07 +23.10.2018 20:45:00.000,1.14698,1.14708,1.14698,1.14708,98.06 +23.10.2018 20:50:00.000,1.14706,1.14720,1.14700,1.14713,357.98 +23.10.2018 20:55:00.000,1.14712,1.14712,1.14696,1.14696,260.65 +23.10.2018 21:00:00.000,1.14697,1.14709,1.14697,1.14709,15.190000000000001 +23.10.2018 21:05:00.000,1.14707,1.14715,1.14706,1.14712,173.38 +23.10.2018 21:10:00.000,1.14708,1.14715,1.14707,1.14709,274.36 +23.10.2018 21:15:00.000,1.14710,1.14715,1.14710,1.14710,107.94 +23.10.2018 21:20:00.000,1.14710,1.14714,1.14708,1.14708,207.17000000000002 +23.10.2018 21:25:00.000,1.14708,1.14718,1.14706,1.14714,127.85000000000001 +23.10.2018 21:30:00.000,1.14714,1.14723,1.14710,1.14716,293 +23.10.2018 21:35:00.000,1.14715,1.14731,1.14714,1.14725,291.33 +23.10.2018 21:40:00.000,1.14726,1.14727,1.14700,1.14704,878.54 +23.10.2018 21:45:00.000,1.14705,1.14719,1.14703,1.14711,856.07 +23.10.2018 21:50:00.000,1.14713,1.14725,1.14709,1.14721,524.4499999999999 +23.10.2018 21:55:00.000,1.14721,1.14726,1.14713,1.14713,294.75 +23.10.2018 22:00:00.000,1.14714,1.14714,1.14680,1.14683,305.34000000000003 +23.10.2018 22:05:00.000,1.14682,1.14700,1.14681,1.14682,458.99 +23.10.2018 22:10:00.000,1.14682,1.14699,1.14682,1.14693,398.87 +23.10.2018 22:15:00.000,1.14693,1.14701,1.14692,1.14693,286.97999999999996 +23.10.2018 22:20:00.000,1.14692,1.14705,1.14692,1.14703,285.16 +23.10.2018 22:25:00.000,1.14702,1.14704,1.14701,1.14703,59.699999999999996 +23.10.2018 22:30:00.000,1.14702,1.14704,1.14697,1.14698,70.16 +23.10.2018 22:35:00.000,1.14697,1.14701,1.14695,1.14698,167.4 +23.10.2018 22:40:00.000,1.14699,1.14705,1.14696,1.14705,102.37 +23.10.2018 22:45:00.000,1.14705,1.14710,1.14705,1.14706,76.58999999999999 +23.10.2018 22:50:00.000,1.14706,1.14724,1.14706,1.14720,92.91 +23.10.2018 22:55:00.000,1.14719,1.14726,1.14693,1.14697,234.64 +23.10.2018 23:00:00.000,1.14697,1.14706,1.14691,1.14700,307.78 +23.10.2018 23:05:00.000,1.14700,1.14718,1.14700,1.14708,173.42000000000002 +23.10.2018 23:10:00.000,1.14709,1.14709,1.14699,1.14705,312.35 +23.10.2018 23:15:00.000,1.14705,1.14706,1.14682,1.14682,208.15000000000003 +23.10.2018 23:20:00.000,1.14682,1.14699,1.14680,1.14698,224.53000000000003 +23.10.2018 23:25:00.000,1.14698,1.14723,1.14697,1.14712,216.4 +23.10.2018 23:30:00.000,1.14712,1.14743,1.14711,1.14737,270.68999999999994 +23.10.2018 23:35:00.000,1.14736,1.14747,1.14730,1.14736,542.4899999999999 +23.10.2018 23:40:00.000,1.14736,1.14748,1.14736,1.14746,283.42 +23.10.2018 23:45:00.000,1.14746,1.14746,1.14721,1.14730,284.65 +23.10.2018 23:50:00.000,1.14731,1.14731,1.14721,1.14721,279.09000000000003 +23.10.2018 23:55:00.000,1.14721,1.14725,1.14705,1.14706,455.15999999999997 +24.10.2018 00:00:00.000,1.14706,1.14747,1.14705,1.14737,732.3500000000001 +24.10.2018 00:05:00.000,1.14737,1.14747,1.14731,1.14736,364.29 +24.10.2018 00:10:00.000,1.14736,1.14738,1.14722,1.14729,446.42999999999995 +24.10.2018 00:15:00.000,1.14729,1.14729,1.14702,1.14714,613.03 +24.10.2018 00:20:00.000,1.14714,1.14744,1.14711,1.14741,670.19 +24.10.2018 00:25:00.000,1.14740,1.14741,1.14715,1.14727,597.95 +24.10.2018 00:30:00.000,1.14726,1.14727,1.14700,1.14713,542.15 +24.10.2018 00:35:00.000,1.14713,1.14721,1.14710,1.14711,567.98 +24.10.2018 00:40:00.000,1.14710,1.14732,1.14710,1.14722,463.28000000000003 +24.10.2018 00:45:00.000,1.14722,1.14723,1.14706,1.14712,403.34000000000003 +24.10.2018 00:50:00.000,1.14712,1.14713,1.14694,1.14702,532.72 +24.10.2018 00:55:00.000,1.14706,1.14707,1.14676,1.14684,571.7 +24.10.2018 01:00:00.000,1.14684,1.14696,1.14675,1.14686,522.49 +24.10.2018 01:05:00.000,1.14686,1.14692,1.14677,1.14678,361.59 +24.10.2018 01:10:00.000,1.14677,1.14681,1.14670,1.14679,313.77000000000004 +24.10.2018 01:15:00.000,1.14678,1.14683,1.14667,1.14683,509.23 +24.10.2018 01:20:00.000,1.14683,1.14687,1.14647,1.14649,783.22 +24.10.2018 01:25:00.000,1.14650,1.14668,1.14635,1.14663,852.1 +24.10.2018 01:30:00.000,1.14663,1.14683,1.14637,1.14683,699.99 +24.10.2018 01:35:00.000,1.14683,1.14684,1.14650,1.14665,1015.95 +24.10.2018 01:40:00.000,1.14665,1.14683,1.14662,1.14663,783.54 +24.10.2018 01:45:00.000,1.14663,1.14670,1.14642,1.14643,548.66 +24.10.2018 01:50:00.000,1.14643,1.14672,1.14642,1.14659,491.8499999999999 +24.10.2018 01:55:00.000,1.14659,1.14664,1.14636,1.14636,421.65999999999997 +24.10.2018 02:00:00.000,1.14637,1.14647,1.14631,1.14644,536.27 +24.10.2018 02:05:00.000,1.14643,1.14648,1.14624,1.14624,775.8199999999999 +24.10.2018 02:10:00.000,1.14624,1.14637,1.14622,1.14636,669.9100000000001 +24.10.2018 02:15:00.000,1.14636,1.14649,1.14631,1.14648,831.9000000000001 +24.10.2018 02:20:00.000,1.14647,1.14658,1.14647,1.14652,483.40999999999997 +24.10.2018 02:25:00.000,1.14652,1.14668,1.14648,1.14666,461.61 +24.10.2018 02:30:00.000,1.14667,1.14668,1.14612,1.14623,789.27 +24.10.2018 02:35:00.000,1.14623,1.14643,1.14618,1.14642,512.22 +24.10.2018 02:40:00.000,1.14642,1.14647,1.14631,1.14644,367.94 +24.10.2018 02:45:00.000,1.14644,1.14648,1.14632,1.14646,504.44 +24.10.2018 02:50:00.000,1.14647,1.14664,1.14647,1.14658,413.54 +24.10.2018 02:55:00.000,1.14658,1.14659,1.14627,1.14641,424.35999999999996 +24.10.2018 03:00:00.000,1.14642,1.14648,1.14631,1.14638,649.97 +24.10.2018 03:05:00.000,1.14638,1.14665,1.14637,1.14663,526.65 +24.10.2018 03:10:00.000,1.14663,1.14720,1.14663,1.14711,789.99 +24.10.2018 03:15:00.000,1.14711,1.14746,1.14704,1.14743,935.13 +24.10.2018 03:20:00.000,1.14744,1.14749,1.14721,1.14724,797.9499999999999 +24.10.2018 03:25:00.000,1.14723,1.14748,1.14716,1.14748,665.6800000000001 +24.10.2018 03:30:00.000,1.14746,1.14752,1.14725,1.14739,772.39 +24.10.2018 03:35:00.000,1.14739,1.14743,1.14727,1.14733,685.54 +24.10.2018 03:40:00.000,1.14733,1.14735,1.14706,1.14707,448.34 +24.10.2018 03:45:00.000,1.14709,1.14723,1.14704,1.14722,515.78 +24.10.2018 03:50:00.000,1.14721,1.14723,1.14702,1.14705,358.57 +24.10.2018 03:55:00.000,1.14706,1.14713,1.14691,1.14711,447.15 +24.10.2018 04:00:00.000,1.14710,1.14711,1.14681,1.14687,435.96000000000004 +24.10.2018 04:05:00.000,1.14686,1.14691,1.14671,1.14679,453.46999999999997 +24.10.2018 04:10:00.000,1.14681,1.14704,1.14681,1.14703,497.8 +24.10.2018 04:15:00.000,1.14703,1.14720,1.14703,1.14709,402.14000000000004 +24.10.2018 04:20:00.000,1.14708,1.14711,1.14692,1.14692,447.14 +24.10.2018 04:25:00.000,1.14692,1.14723,1.14692,1.14718,283.52 +24.10.2018 04:30:00.000,1.14718,1.14718,1.14703,1.14707,484.44999999999993 +24.10.2018 04:35:00.000,1.14706,1.14723,1.14697,1.14716,363.22 +24.10.2018 04:40:00.000,1.14716,1.14732,1.14716,1.14727,514.55 +24.10.2018 04:45:00.000,1.14726,1.14727,1.14706,1.14722,414.17 +24.10.2018 04:50:00.000,1.14722,1.14728,1.14700,1.14708,449.29999999999995 +24.10.2018 04:55:00.000,1.14708,1.14719,1.14681,1.14683,530.8199999999999 +24.10.2018 05:00:00.000,1.14683,1.14689,1.14655,1.14658,601.64 +24.10.2018 05:05:00.000,1.14658,1.14661,1.14650,1.14654,507.96 +24.10.2018 05:10:00.000,1.14657,1.14683,1.14657,1.14682,596.29 +24.10.2018 05:15:00.000,1.14681,1.14698,1.14679,1.14695,454.15 +24.10.2018 05:20:00.000,1.14695,1.14696,1.14675,1.14676,453.21 +24.10.2018 05:25:00.000,1.14676,1.14677,1.14667,1.14670,791.91 +24.10.2018 05:30:00.000,1.14670,1.14678,1.14657,1.14672,510.53 +24.10.2018 05:35:00.000,1.14671,1.14672,1.14667,1.14670,313.29 +24.10.2018 05:40:00.000,1.14670,1.14694,1.14667,1.14682,431.54999999999995 +24.10.2018 05:45:00.000,1.14682,1.14686,1.14662,1.14667,503.06 +24.10.2018 05:50:00.000,1.14666,1.14667,1.14648,1.14659,427.43000000000006 +24.10.2018 05:55:00.000,1.14658,1.14672,1.14646,1.14646,619.1400000000001 +24.10.2018 06:00:00.000,1.14646,1.14646,1.14602,1.14608,867.75 +24.10.2018 06:05:00.000,1.14608,1.14627,1.14588,1.14591,809.74 +24.10.2018 06:10:00.000,1.14592,1.14592,1.14558,1.14574,1018.06 +24.10.2018 06:15:00.000,1.14575,1.14617,1.14551,1.14581,1284.43 +24.10.2018 06:20:00.000,1.14585,1.14639,1.14585,1.14627,1018.22 +24.10.2018 06:25:00.000,1.14628,1.14642,1.14589,1.14613,893.6700000000001 +24.10.2018 06:30:00.000,1.14612,1.14634,1.14603,1.14628,823.6200000000001 +24.10.2018 06:35:00.000,1.14627,1.14664,1.14612,1.14647,855.1700000000001 +24.10.2018 06:40:00.000,1.14644,1.14653,1.14618,1.14627,1090.58 +24.10.2018 06:45:00.000,1.14629,1.14658,1.14609,1.14652,741.85 +24.10.2018 06:50:00.000,1.14651,1.14663,1.14600,1.14637,1085.0500000000002 +24.10.2018 06:55:00.000,1.14642,1.14669,1.14594,1.14595,1215.71 +24.10.2018 07:00:00.000,1.14595,1.14730,1.14557,1.14727,1652.8 +24.10.2018 07:05:00.000,1.14729,1.14766,1.14675,1.14686,1426.1 +24.10.2018 07:10:00.000,1.14688,1.14688,1.14578,1.14597,1294.25 +24.10.2018 07:15:00.000,1.14600,1.14624,1.14576,1.14583,1302.35 +24.10.2018 07:20:00.000,1.14582,1.14614,1.14512,1.14518,1352.33 +24.10.2018 07:25:00.000,1.14516,1.14556,1.14498,1.14539,1007.47 +24.10.2018 07:30:00.000,1.14497,1.14497,1.14261,1.14426,2274.18 +24.10.2018 07:35:00.000,1.14425,1.14438,1.14339,1.14348,1702.9899999999998 +24.10.2018 07:40:00.000,1.14348,1.14348,1.14229,1.14296,1812.35 +24.10.2018 07:45:00.000,1.14298,1.14322,1.14251,1.14306,1644.81 +24.10.2018 07:50:00.000,1.14306,1.14361,1.14299,1.14330,1507.98 +24.10.2018 07:55:00.000,1.14330,1.14346,1.14288,1.14297,1212.26 +24.10.2018 08:00:00.000,1.14297,1.14303,1.14178,1.14281,2064.63 +24.10.2018 08:05:00.000,1.14282,1.14282,1.14201,1.14210,1761.2199999999998 +24.10.2018 08:10:00.000,1.14208,1.14268,1.14203,1.14259,1441.38 +24.10.2018 08:15:00.000,1.14259,1.14265,1.14159,1.14183,1461.8 +24.10.2018 08:20:00.000,1.14183,1.14255,1.14179,1.14223,1404.98 +24.10.2018 08:25:00.000,1.14223,1.14229,1.14184,1.14227,1514.63 +24.10.2018 08:30:00.000,1.14227,1.14238,1.14156,1.14175,1809.21 +24.10.2018 08:35:00.000,1.14175,1.14176,1.14101,1.14145,1714.3799999999999 +24.10.2018 08:40:00.000,1.14144,1.14162,1.14114,1.14125,1515.3000000000002 +24.10.2018 08:45:00.000,1.14125,1.14131,1.14072,1.14121,1408.73 +24.10.2018 08:50:00.000,1.14121,1.14141,1.14111,1.14141,1235.6100000000001 +24.10.2018 08:55:00.000,1.14141,1.14173,1.14136,1.14160,1278.34 +24.10.2018 09:00:00.000,1.14158,1.14186,1.14153,1.14173,1134.03 +24.10.2018 09:05:00.000,1.14174,1.14248,1.14159,1.14230,1360.0199999999998 +24.10.2018 09:10:00.000,1.14230,1.14241,1.14217,1.14236,1151.51 +24.10.2018 09:15:00.000,1.14236,1.14255,1.14211,1.14214,1322.32 +24.10.2018 09:20:00.000,1.14213,1.14222,1.14203,1.14210,1083.94 +24.10.2018 09:25:00.000,1.14208,1.14211,1.14183,1.14186,993.25 +24.10.2018 09:30:00.000,1.14184,1.14186,1.14150,1.14154,1189.53 +24.10.2018 09:35:00.000,1.14154,1.14187,1.14151,1.14174,926.0300000000001 +24.10.2018 09:40:00.000,1.14174,1.14198,1.14159,1.14196,895.58 +24.10.2018 09:45:00.000,1.14197,1.14226,1.14179,1.14183,1411.0400000000002 +24.10.2018 09:50:00.000,1.14183,1.14223,1.14171,1.14190,1460.4 +24.10.2018 09:55:00.000,1.14191,1.14199,1.14158,1.14166,1535.3 +24.10.2018 10:00:00.000,1.14169,1.14182,1.14119,1.14131,1393.6999999999998 +24.10.2018 10:05:00.000,1.14129,1.14164,1.14122,1.14141,1652.28 +24.10.2018 10:10:00.000,1.14140,1.14149,1.14093,1.14093,1471.18 +24.10.2018 10:15:00.000,1.14093,1.14104,1.14036,1.14062,1455.5899999999997 +24.10.2018 10:20:00.000,1.14060,1.14062,1.14033,1.14041,2824.7999999999997 +24.10.2018 10:25:00.000,1.14041,1.14054,1.14022,1.14033,969.46 +24.10.2018 10:30:00.000,1.14034,1.14048,1.14011,1.14014,1242.66 +24.10.2018 10:35:00.000,1.14015,1.14036,1.13947,1.14019,1647.83 +24.10.2018 10:40:00.000,1.14020,1.14096,1.14014,1.14089,1653.64 +24.10.2018 10:45:00.000,1.14091,1.14122,1.14061,1.14111,1308.1399999999999 +24.10.2018 10:50:00.000,1.14113,1.14113,1.14073,1.14076,1423.95 +24.10.2018 10:55:00.000,1.14076,1.14130,1.14069,1.14130,1326.4299999999998 +24.10.2018 11:00:00.000,1.14129,1.14138,1.14055,1.14062,1175.05 +24.10.2018 11:05:00.000,1.14064,1.14074,1.14028,1.14071,1394.22 +24.10.2018 11:10:00.000,1.14073,1.14083,1.14042,1.14078,1387.0800000000002 +24.10.2018 11:15:00.000,1.14078,1.14081,1.14013,1.14015,1434.39 +24.10.2018 11:20:00.000,1.14015,1.14015,1.13940,1.13991,1568.26 +24.10.2018 11:25:00.000,1.13991,1.14021,1.13981,1.14021,1023.8 +24.10.2018 11:30:00.000,1.14021,1.14054,1.14020,1.14044,1440.98 +24.10.2018 11:35:00.000,1.14045,1.14047,1.13991,1.13998,1221.74 +24.10.2018 11:40:00.000,1.13996,1.14014,1.13988,1.14002,1177.28 +24.10.2018 11:45:00.000,1.14005,1.14011,1.13959,1.13974,1409.35 +24.10.2018 11:50:00.000,1.13975,1.13984,1.13940,1.13978,1566.1100000000001 +24.10.2018 11:55:00.000,1.13976,1.13982,1.13924,1.13925,1492.5500000000002 +24.10.2018 12:00:00.000,1.13927,1.13944,1.13897,1.13900,1555.8400000000001 +24.10.2018 12:05:00.000,1.13898,1.13905,1.13789,1.13885,1713.96 +24.10.2018 12:10:00.000,1.13883,1.13907,1.13863,1.13886,1510.7499999999998 +24.10.2018 12:15:00.000,1.13884,1.13884,1.13841,1.13865,1377.94 +24.10.2018 12:20:00.000,1.13867,1.13927,1.13847,1.13926,1392.21 +24.10.2018 12:25:00.000,1.13926,1.13958,1.13922,1.13933,1000.23 +24.10.2018 12:30:00.000,1.13935,1.13947,1.13890,1.13947,1588.4 +24.10.2018 12:35:00.000,1.13946,1.14017,1.13945,1.14016,1167.41 +24.10.2018 12:40:00.000,1.14020,1.14091,1.14019,1.14040,1683.43 +24.10.2018 12:45:00.000,1.14041,1.14072,1.14029,1.14040,1388.9500000000003 +24.10.2018 12:50:00.000,1.14040,1.14051,1.14021,1.14050,1193.6100000000001 +24.10.2018 12:55:00.000,1.14050,1.14065,1.14038,1.14046,1152.3000000000002 +24.10.2018 13:00:00.000,1.14047,1.14091,1.14031,1.14066,1119.4399999999998 +24.10.2018 13:05:00.000,1.14065,1.14070,1.14037,1.14051,844.0799999999999 +24.10.2018 13:10:00.000,1.14052,1.14058,1.14005,1.14031,1056.86 +24.10.2018 13:15:00.000,1.14031,1.14042,1.14006,1.14032,954.31 +24.10.2018 13:20:00.000,1.14031,1.14041,1.13955,1.13981,1130.27 +24.10.2018 13:25:00.000,1.13981,1.14021,1.13970,1.14015,1136.9099999999999 +24.10.2018 13:30:00.000,1.14015,1.14047,1.13999,1.14046,1315.17 +24.10.2018 13:35:00.000,1.14044,1.14047,1.13999,1.14014,1011.8699999999999 +24.10.2018 13:40:00.000,1.14012,1.14046,1.13991,1.13993,1176.95 +24.10.2018 13:45:00.000,1.13993,1.13994,1.13939,1.13983,1351.8899999999999 +24.10.2018 13:50:00.000,1.13985,1.14012,1.13966,1.14001,1366.26 +24.10.2018 13:55:00.000,1.14001,1.14004,1.13936,1.13939,1121.66 +24.10.2018 14:00:00.000,1.13939,1.14046,1.13930,1.14044,1723.45 +24.10.2018 14:05:00.000,1.14042,1.14097,1.14039,1.14044,1328.3400000000001 +24.10.2018 14:10:00.000,1.14044,1.14096,1.14013,1.14072,1193.43 +24.10.2018 14:15:00.000,1.14072,1.14073,1.14012,1.14025,1027.1100000000001 +24.10.2018 14:20:00.000,1.14025,1.14095,1.14011,1.14054,1096.96 +24.10.2018 14:25:00.000,1.14052,1.14066,1.14020,1.14030,982.29 +24.10.2018 14:30:00.000,1.14029,1.14066,1.14019,1.14036,1316.4099999999999 +24.10.2018 14:35:00.000,1.14036,1.14056,1.14005,1.14015,1259.0300000000002 +24.10.2018 14:40:00.000,1.14014,1.14044,1.14001,1.14010,1121.6699999999998 +24.10.2018 14:45:00.000,1.14013,1.14029,1.13985,1.13996,1102.3300000000002 +24.10.2018 14:50:00.000,1.13994,1.14011,1.13962,1.13965,1257.3200000000002 +24.10.2018 14:55:00.000,1.13964,1.13977,1.13952,1.13961,934.98 +24.10.2018 15:00:00.000,1.13962,1.14022,1.13944,1.14016,1258.5800000000002 +24.10.2018 15:05:00.000,1.14015,1.14034,1.13965,1.14011,1303.72 +24.10.2018 15:10:00.000,1.14011,1.14011,1.13965,1.13997,1230.19 +24.10.2018 15:15:00.000,1.13994,1.14001,1.13913,1.13919,1426.27 +24.10.2018 15:20:00.000,1.13921,1.13946,1.13905,1.13920,1424.25 +24.10.2018 15:25:00.000,1.13921,1.13946,1.13911,1.13945,1048.89 +24.10.2018 15:30:00.000,1.13944,1.13980,1.13930,1.13976,1067.58 +24.10.2018 15:35:00.000,1.13975,1.13983,1.13928,1.13928,1201.39 +24.10.2018 15:40:00.000,1.13929,1.13932,1.13885,1.13893,1166.99 +24.10.2018 15:45:00.000,1.13894,1.13935,1.13889,1.13904,1075.85 +24.10.2018 15:50:00.000,1.13904,1.13966,1.13884,1.13956,1077.67 +24.10.2018 15:55:00.000,1.13956,1.13976,1.13886,1.13890,963.13 +24.10.2018 16:00:00.000,1.13891,1.13916,1.13859,1.13914,1335.56 +24.10.2018 16:05:00.000,1.13914,1.13921,1.13892,1.13910,1168.11 +24.10.2018 16:10:00.000,1.13910,1.13925,1.13891,1.13919,960.8399999999999 +24.10.2018 16:15:00.000,1.13918,1.13951,1.13918,1.13931,939.53 +24.10.2018 16:20:00.000,1.13931,1.13933,1.13896,1.13913,841.81 +24.10.2018 16:25:00.000,1.13914,1.13942,1.13913,1.13922,916.53 +24.10.2018 16:30:00.000,1.13922,1.13956,1.13922,1.13946,978.6800000000001 +24.10.2018 16:35:00.000,1.13946,1.13961,1.13914,1.13931,1045.8799999999999 +24.10.2018 16:40:00.000,1.13934,1.13950,1.13927,1.13946,866.27 +24.10.2018 16:45:00.000,1.13945,1.13950,1.13921,1.13936,847.1099999999999 +24.10.2018 16:50:00.000,1.13936,1.13951,1.13919,1.13928,1011.28 +24.10.2018 16:55:00.000,1.13928,1.13937,1.13882,1.13934,1107.3 +24.10.2018 17:00:00.000,1.13933,1.13937,1.13855,1.13861,1057.3 +24.10.2018 17:05:00.000,1.13862,1.13871,1.13833,1.13843,1118.99 +24.10.2018 17:10:00.000,1.13847,1.13879,1.13837,1.13850,1133.94 +24.10.2018 17:15:00.000,1.13851,1.13857,1.13817,1.13822,1212.3600000000001 +24.10.2018 17:20:00.000,1.13821,1.13847,1.13817,1.13845,741.3199999999999 +24.10.2018 17:25:00.000,1.13843,1.13848,1.13816,1.13826,851.5400000000001 +24.10.2018 17:30:00.000,1.13826,1.13869,1.13808,1.13856,1127.16 +24.10.2018 17:35:00.000,1.13856,1.13869,1.13842,1.13858,792.24 +24.10.2018 17:40:00.000,1.13860,1.13895,1.13853,1.13895,833.56 +24.10.2018 17:45:00.000,1.13894,1.13896,1.13872,1.13881,770.1200000000001 +24.10.2018 17:50:00.000,1.13882,1.13896,1.13868,1.13886,923.43 +24.10.2018 17:55:00.000,1.13886,1.13895,1.13866,1.13886,770.8899999999999 +24.10.2018 18:00:00.000,1.13886,1.13898,1.13860,1.13865,1033.92 +24.10.2018 18:05:00.000,1.13865,1.13881,1.13855,1.13870,1436.5399999999997 +24.10.2018 18:10:00.000,1.13871,1.13877,1.13852,1.13865,882.25 +24.10.2018 18:15:00.000,1.13864,1.13879,1.13854,1.13860,685.3900000000001 +24.10.2018 18:20:00.000,1.13860,1.13879,1.13858,1.13871,660.99 +24.10.2018 18:25:00.000,1.13874,1.13907,1.13873,1.13894,1153.6 +24.10.2018 18:30:00.000,1.13894,1.13905,1.13874,1.13903,1203.6 +24.10.2018 18:35:00.000,1.13901,1.13911,1.13898,1.13901,627.22 +24.10.2018 18:40:00.000,1.13902,1.13947,1.13901,1.13940,899.49 +24.10.2018 18:45:00.000,1.13939,1.13939,1.13911,1.13926,702.6 +24.10.2018 18:50:00.000,1.13927,1.13936,1.13902,1.13907,914.6699999999998 +24.10.2018 18:55:00.000,1.13907,1.13912,1.13871,1.13872,1038.24 +24.10.2018 19:00:00.000,1.13870,1.13908,1.13870,1.13900,981.22 +24.10.2018 19:05:00.000,1.13899,1.13906,1.13869,1.13886,933.97 +24.10.2018 19:10:00.000,1.13886,1.13892,1.13868,1.13875,1150.08 +24.10.2018 19:15:00.000,1.13876,1.13887,1.13870,1.13881,844.5699999999999 +24.10.2018 19:20:00.000,1.13881,1.13922,1.13876,1.13912,1064.24 +24.10.2018 19:25:00.000,1.13911,1.13921,1.13899,1.13916,1037.51 +24.10.2018 19:30:00.000,1.13916,1.13982,1.13912,1.13971,1191.87 +24.10.2018 19:35:00.000,1.13970,1.13975,1.13920,1.13931,1204.93 +24.10.2018 19:40:00.000,1.13931,1.13940,1.13911,1.13938,970.65 +24.10.2018 19:45:00.000,1.13938,1.13953,1.13920,1.13928,888.04 +24.10.2018 19:50:00.000,1.13927,1.13981,1.13927,1.13972,980.0000000000001 +24.10.2018 19:55:00.000,1.13973,1.14026,1.13966,1.13992,952.71 +24.10.2018 20:00:00.000,1.13985,1.14002,1.13965,1.13983,633.65 +24.10.2018 20:05:00.000,1.13983,1.14007,1.13962,1.13986,545.3899999999999 +24.10.2018 20:10:00.000,1.13987,1.14001,1.13982,1.13994,287.35 +24.10.2018 20:15:00.000,1.13995,1.13995,1.13987,1.13988,256.71999999999997 +24.10.2018 20:20:00.000,1.13989,1.13990,1.13963,1.13963,392.88 +24.10.2018 20:25:00.000,1.13964,1.13965,1.13940,1.13940,425.78000000000003 +24.10.2018 20:30:00.000,1.13941,1.13946,1.13936,1.13939,223.32999999999998 +24.10.2018 20:35:00.000,1.13939,1.13941,1.13917,1.13917,347.58000000000004 +24.10.2018 20:40:00.000,1.13919,1.13922,1.13915,1.13916,316.82 +24.10.2018 20:45:00.000,1.13916,1.13918,1.13904,1.13917,306.94 +24.10.2018 20:50:00.000,1.13916,1.13918,1.13902,1.13914,457.6 +24.10.2018 20:55:00.000,1.13916,1.13927,1.13909,1.13914,339.33000000000004 +24.10.2018 21:00:00.000,1.13914,1.13946,1.13896,1.13933,124.92999999999999 +24.10.2018 21:05:00.000,1.13933,1.13958,1.13931,1.13933,274.23 +24.10.2018 21:10:00.000,1.13934,1.13988,1.13919,1.13946,336.21 +24.10.2018 21:15:00.000,1.13946,1.13960,1.13939,1.13948,158.95 +24.10.2018 21:20:00.000,1.13948,1.13956,1.13944,1.13945,361.06000000000006 +24.10.2018 21:25:00.000,1.13946,1.13974,1.13946,1.13957,212.41 +24.10.2018 21:30:00.000,1.13957,1.13999,1.13948,1.13962,859.91 +24.10.2018 21:35:00.000,1.13963,1.13979,1.13957,1.13964,431.57000000000005 +24.10.2018 21:40:00.000,1.13964,1.13967,1.13952,1.13961,380.4 +24.10.2018 21:45:00.000,1.13961,1.13973,1.13957,1.13962,602.81 +24.10.2018 21:50:00.000,1.13962,1.13974,1.13961,1.13971,551.16 +24.10.2018 21:55:00.000,1.13971,1.13977,1.13953,1.13969,418.84999999999997 +24.10.2018 22:00:00.000,1.13968,1.13991,1.13965,1.13985,309.23 +24.10.2018 22:05:00.000,1.13985,1.13985,1.13966,1.13971,329.45000000000005 +24.10.2018 22:10:00.000,1.13971,1.13973,1.13955,1.13958,286.1 +24.10.2018 22:15:00.000,1.13958,1.13961,1.13955,1.13956,205.29999999999998 +24.10.2018 22:20:00.000,1.13957,1.13961,1.13954,1.13955,154.67999999999998 +24.10.2018 22:25:00.000,1.13956,1.13968,1.13953,1.13968,167.25 +24.10.2018 22:30:00.000,1.13970,1.13983,1.13968,1.13981,194.51000000000002 +24.10.2018 22:35:00.000,1.13984,1.13987,1.13980,1.13981,268.57 +24.10.2018 22:40:00.000,1.13982,1.13982,1.13972,1.13973,237.75 +24.10.2018 22:45:00.000,1.13973,1.13976,1.13972,1.13972,207.28000000000003 +24.10.2018 22:50:00.000,1.13973,1.14000,1.13972,1.13992,311.25 +24.10.2018 22:55:00.000,1.13992,1.13993,1.13982,1.13987,290.73 +24.10.2018 23:00:00.000,1.13987,1.13987,1.13974,1.13977,271.16 +24.10.2018 23:05:00.000,1.13979,1.13993,1.13977,1.13982,361.38000000000005 +24.10.2018 23:10:00.000,1.13981,1.13982,1.13971,1.13976,461.73 +24.10.2018 23:15:00.000,1.13976,1.13980,1.13961,1.13963,471.76 +24.10.2018 23:20:00.000,1.13963,1.13972,1.13963,1.13971,254.72999999999996 +24.10.2018 23:25:00.000,1.13971,1.13972,1.13963,1.13967,169.09000000000003 +24.10.2018 23:30:00.000,1.13966,1.13974,1.13963,1.13971,301.45000000000005 +24.10.2018 23:35:00.000,1.13971,1.13983,1.13971,1.13974,326.72 +24.10.2018 23:40:00.000,1.13974,1.13977,1.13962,1.13967,357.79999999999995 +24.10.2018 23:45:00.000,1.13967,1.13967,1.13951,1.13951,584.15 +24.10.2018 23:50:00.000,1.13952,1.13957,1.13951,1.13956,342.16 +24.10.2018 23:55:00.000,1.13957,1.13993,1.13957,1.13988,274.05 +25.10.2018 00:00:00.000,1.13987,1.14021,1.13977,1.14016,870.47 +25.10.2018 00:05:00.000,1.14016,1.14046,1.13997,1.14006,1076.3600000000001 +25.10.2018 00:10:00.000,1.14009,1.14044,1.14007,1.14041,1066.3 +25.10.2018 00:15:00.000,1.14040,1.14057,1.14032,1.14056,693.6 +25.10.2018 00:20:00.000,1.14055,1.14072,1.14039,1.14070,925.5899999999999 +25.10.2018 00:25:00.000,1.14068,1.14077,1.14052,1.14058,659.22 +25.10.2018 00:30:00.000,1.14057,1.14072,1.14042,1.14052,601.04 +25.10.2018 00:35:00.000,1.14053,1.14087,1.14053,1.14086,614.83 +25.10.2018 00:40:00.000,1.14087,1.14094,1.14073,1.14086,750.66 +25.10.2018 00:45:00.000,1.14086,1.14090,1.14072,1.14082,460.87 +25.10.2018 00:50:00.000,1.14082,1.14093,1.14023,1.14030,920.61 +25.10.2018 00:55:00.000,1.14038,1.14072,1.14037,1.14066,600.66 +25.10.2018 01:00:00.000,1.14066,1.14067,1.14054,1.14058,455.58 +25.10.2018 01:05:00.000,1.14057,1.14079,1.14056,1.14078,580.45 +25.10.2018 01:10:00.000,1.14078,1.14084,1.14072,1.14082,668.86 +25.10.2018 01:15:00.000,1.14081,1.14092,1.14055,1.14056,805.27 +25.10.2018 01:20:00.000,1.14061,1.14088,1.14058,1.14080,684.02 +25.10.2018 01:25:00.000,1.14080,1.14097,1.14080,1.14092,574.05 +25.10.2018 01:30:00.000,1.14091,1.14093,1.14077,1.14088,608.26 +25.10.2018 01:35:00.000,1.14087,1.14098,1.14087,1.14091,622.36 +25.10.2018 01:40:00.000,1.14091,1.14105,1.14091,1.14092,717.9799999999999 +25.10.2018 01:45:00.000,1.14092,1.14097,1.14086,1.14092,728.7 +25.10.2018 01:50:00.000,1.14092,1.14098,1.14091,1.14094,301.29999999999995 +25.10.2018 01:55:00.000,1.14094,1.14109,1.14089,1.14090,529.36 +25.10.2018 02:00:00.000,1.14090,1.14098,1.14076,1.14077,522.67 +25.10.2018 02:05:00.000,1.14076,1.14092,1.14067,1.14092,424.37 +25.10.2018 02:10:00.000,1.14093,1.14138,1.14092,1.14127,648.66 +25.10.2018 02:15:00.000,1.14127,1.14132,1.14097,1.14118,457.31 +25.10.2018 02:20:00.000,1.14118,1.14127,1.14097,1.14097,479.49 +25.10.2018 02:25:00.000,1.14097,1.14113,1.14097,1.14105,355.58 +25.10.2018 02:30:00.000,1.14104,1.14112,1.14103,1.14108,556.55 +25.10.2018 02:35:00.000,1.14108,1.14118,1.14093,1.14112,465.76000000000005 +25.10.2018 02:40:00.000,1.14111,1.14119,1.14103,1.14106,535.24 +25.10.2018 02:45:00.000,1.14105,1.14108,1.14094,1.14101,477.50999999999993 +25.10.2018 02:50:00.000,1.14101,1.14109,1.14098,1.14103,326.04999999999995 +25.10.2018 02:55:00.000,1.14104,1.14109,1.14094,1.14104,401.2 +25.10.2018 03:00:00.000,1.14104,1.14118,1.14092,1.14094,559.88 +25.10.2018 03:05:00.000,1.14095,1.14105,1.14095,1.14099,338.35 +25.10.2018 03:10:00.000,1.14097,1.14099,1.14090,1.14093,541.29 +25.10.2018 03:15:00.000,1.14093,1.14095,1.14089,1.14090,174.23 +25.10.2018 03:20:00.000,1.14090,1.14097,1.14089,1.14094,303.31 +25.10.2018 03:25:00.000,1.14094,1.14107,1.14090,1.14098,317.16999999999996 +25.10.2018 03:30:00.000,1.14098,1.14112,1.14092,1.14112,439.13 +25.10.2018 03:35:00.000,1.14112,1.14115,1.14105,1.14108,390.06 +25.10.2018 03:40:00.000,1.14108,1.14110,1.14103,1.14103,275.69 +25.10.2018 03:45:00.000,1.14104,1.14109,1.14103,1.14107,320.59 +25.10.2018 03:50:00.000,1.14107,1.14111,1.14102,1.14104,308.97 +25.10.2018 03:55:00.000,1.14103,1.14112,1.14090,1.14112,505.8399999999999 +25.10.2018 04:00:00.000,1.14111,1.14111,1.14082,1.14083,465.89000000000004 +25.10.2018 04:05:00.000,1.14084,1.14087,1.14069,1.14076,533.3000000000001 +25.10.2018 04:10:00.000,1.14076,1.14082,1.14067,1.14079,385.54 +25.10.2018 04:15:00.000,1.14079,1.14084,1.14077,1.14082,334.86999999999995 +25.10.2018 04:20:00.000,1.14081,1.14081,1.14061,1.14067,424.21 +25.10.2018 04:25:00.000,1.14070,1.14075,1.14059,1.14062,435.81 +25.10.2018 04:30:00.000,1.14061,1.14067,1.14052,1.14052,661.53 +25.10.2018 04:35:00.000,1.14052,1.14069,1.14047,1.14067,325.22 +25.10.2018 04:40:00.000,1.14067,1.14076,1.14059,1.14076,460.01 +25.10.2018 04:45:00.000,1.14075,1.14089,1.14074,1.14078,475.91999999999996 +25.10.2018 04:50:00.000,1.14078,1.14083,1.14075,1.14079,305.53 +25.10.2018 04:55:00.000,1.14080,1.14124,1.14070,1.14123,634.75 +25.10.2018 05:00:00.000,1.14123,1.14123,1.14078,1.14094,586.51 +25.10.2018 05:05:00.000,1.14095,1.14099,1.14085,1.14095,483.68999999999994 +25.10.2018 05:10:00.000,1.14095,1.14097,1.14082,1.14084,490.77 +25.10.2018 05:15:00.000,1.14085,1.14092,1.14081,1.14084,434.16999999999996 +25.10.2018 05:20:00.000,1.14084,1.14103,1.14077,1.14078,474.52 +25.10.2018 05:25:00.000,1.14078,1.14094,1.14067,1.14089,476.92 +25.10.2018 05:30:00.000,1.14090,1.14094,1.14074,1.14078,364.01 +25.10.2018 05:35:00.000,1.14077,1.14078,1.14048,1.14060,528.3100000000001 +25.10.2018 05:40:00.000,1.14060,1.14081,1.14059,1.14075,512.79 +25.10.2018 05:45:00.000,1.14076,1.14116,1.14074,1.14115,487.86 +25.10.2018 05:50:00.000,1.14115,1.14145,1.14114,1.14143,781.4599999999999 +25.10.2018 05:55:00.000,1.14142,1.14163,1.14127,1.14127,872.09 +25.10.2018 06:00:00.000,1.14120,1.14122,1.14082,1.14101,1298.4 +25.10.2018 06:05:00.000,1.14099,1.14139,1.14098,1.14135,1045.29 +25.10.2018 06:10:00.000,1.14135,1.14192,1.14125,1.14152,1262.08 +25.10.2018 06:15:00.000,1.14153,1.14164,1.14122,1.14143,1236.03 +25.10.2018 06:20:00.000,1.14143,1.14175,1.14139,1.14163,1179.3 +25.10.2018 06:25:00.000,1.14163,1.14183,1.14142,1.14147,1153.27 +25.10.2018 06:30:00.000,1.14146,1.14166,1.14125,1.14137,943.0099999999999 +25.10.2018 06:35:00.000,1.14138,1.14153,1.14127,1.14147,1036.44 +25.10.2018 06:40:00.000,1.14150,1.14197,1.14148,1.14191,1138.01 +25.10.2018 06:45:00.000,1.14192,1.14200,1.14166,1.14173,821.52 +25.10.2018 06:50:00.000,1.14173,1.14189,1.14146,1.14147,672.79 +25.10.2018 06:55:00.000,1.14146,1.14146,1.14083,1.14115,1273.18 +25.10.2018 07:00:00.000,1.14111,1.14160,1.14076,1.14100,1466.86 +25.10.2018 07:05:00.000,1.14100,1.14100,1.14032,1.14045,1159.35 +25.10.2018 07:10:00.000,1.14045,1.14085,1.14044,1.14068,1156.1599999999999 +25.10.2018 07:15:00.000,1.14068,1.14086,1.14016,1.14026,1368.3799999999999 +25.10.2018 07:20:00.000,1.14027,1.14100,1.14013,1.14099,1089.76 +25.10.2018 07:25:00.000,1.14097,1.14101,1.14051,1.14078,1134.4999999999998 +25.10.2018 07:30:00.000,1.14076,1.14076,1.14021,1.14037,970.54 +25.10.2018 07:35:00.000,1.14036,1.14043,1.13969,1.13984,1113.63 +25.10.2018 07:40:00.000,1.13985,1.14036,1.13977,1.14031,1215.6100000000001 +25.10.2018 07:45:00.000,1.14028,1.14034,1.13987,1.13987,1005.21 +25.10.2018 07:50:00.000,1.13986,1.14012,1.13971,1.14006,1164.72 +25.10.2018 07:55:00.000,1.14007,1.14034,1.13985,1.14005,921.63 +25.10.2018 08:00:00.000,1.14004,1.14097,1.13950,1.14060,1375.3600000000001 +25.10.2018 08:05:00.000,1.14061,1.14098,1.14018,1.14023,1282.01 +25.10.2018 08:10:00.000,1.14022,1.14029,1.13972,1.13982,1205.19 +25.10.2018 08:15:00.000,1.13980,1.14041,1.13976,1.14026,1188.65 +25.10.2018 08:20:00.000,1.14026,1.14050,1.14011,1.14047,981.46 +25.10.2018 08:25:00.000,1.14046,1.14066,1.14023,1.14044,1074.05 +25.10.2018 08:30:00.000,1.14047,1.14074,1.14038,1.14066,910.47 +25.10.2018 08:35:00.000,1.14066,1.14073,1.14032,1.14045,800.3799999999999 +25.10.2018 08:40:00.000,1.14042,1.14077,1.14030,1.14048,966.5600000000001 +25.10.2018 08:45:00.000,1.14048,1.14089,1.14038,1.14080,820.6999999999999 +25.10.2018 08:50:00.000,1.14083,1.14088,1.14072,1.14087,860.47 +25.10.2018 08:55:00.000,1.14086,1.14137,1.14086,1.14096,1018.7999999999998 +25.10.2018 09:00:00.000,1.14097,1.14114,1.14088,1.14112,724.68 +25.10.2018 09:05:00.000,1.14112,1.14121,1.14095,1.14103,934.25 +25.10.2018 09:10:00.000,1.14105,1.14147,1.14095,1.14146,1028.8700000000001 +25.10.2018 09:15:00.000,1.14143,1.14162,1.14126,1.14134,1068.4399999999998 +25.10.2018 09:20:00.000,1.14136,1.14136,1.14090,1.14127,1151.25 +25.10.2018 09:25:00.000,1.14126,1.14170,1.14117,1.14151,1115.22 +25.10.2018 09:30:00.000,1.14150,1.14165,1.14105,1.14122,1130.23 +25.10.2018 09:35:00.000,1.14126,1.14127,1.14103,1.14111,820.04 +25.10.2018 09:40:00.000,1.14111,1.14148,1.14108,1.14132,818.2 +25.10.2018 09:45:00.000,1.14134,1.14138,1.14106,1.14119,944.19 +25.10.2018 09:50:00.000,1.14118,1.14134,1.14101,1.14105,997.3 +25.10.2018 09:55:00.000,1.14105,1.14115,1.14092,1.14092,964.77 +25.10.2018 10:00:00.000,1.14091,1.14107,1.14075,1.14085,985.71 +25.10.2018 10:05:00.000,1.14086,1.14117,1.14086,1.14117,941.9000000000001 +25.10.2018 10:10:00.000,1.14117,1.14159,1.14117,1.14156,887.05 +25.10.2018 10:15:00.000,1.14153,1.14160,1.14134,1.14140,942.19 +25.10.2018 10:20:00.000,1.14140,1.14146,1.14118,1.14126,921.7299999999999 +25.10.2018 10:25:00.000,1.14126,1.14137,1.14100,1.14104,990.27 +25.10.2018 10:30:00.000,1.14105,1.14126,1.14098,1.14111,1008.3900000000001 +25.10.2018 10:35:00.000,1.14110,1.14111,1.14085,1.14097,965.0600000000001 +25.10.2018 10:40:00.000,1.14099,1.14099,1.14036,1.14041,1040.79 +25.10.2018 10:45:00.000,1.14042,1.14046,1.14012,1.14016,1062.78 +25.10.2018 10:50:00.000,1.14016,1.14052,1.14008,1.14052,731.33 +25.10.2018 10:55:00.000,1.14051,1.14061,1.14030,1.14055,842.62 +25.10.2018 11:00:00.000,1.14055,1.14056,1.14019,1.14048,940.3399999999999 +25.10.2018 11:05:00.000,1.14047,1.14048,1.14010,1.14015,870.14 +25.10.2018 11:10:00.000,1.14014,1.14042,1.14011,1.14035,1020.6499999999999 +25.10.2018 11:15:00.000,1.14034,1.14040,1.14014,1.14033,785.4 +25.10.2018 11:20:00.000,1.14033,1.14065,1.14030,1.14065,896.3999999999999 +25.10.2018 11:25:00.000,1.14065,1.14086,1.14049,1.14082,793.03 +25.10.2018 11:30:00.000,1.14082,1.14117,1.14066,1.14116,870.1 +25.10.2018 11:35:00.000,1.14115,1.14121,1.14053,1.14058,887.48 +25.10.2018 11:40:00.000,1.14059,1.14103,1.14059,1.14079,758.17 +25.10.2018 11:45:00.000,1.14085,1.14102,1.14013,1.14095,1013.27 +25.10.2018 11:50:00.000,1.14096,1.14110,1.14065,1.14085,729.16 +25.10.2018 11:55:00.000,1.14086,1.14151,1.14085,1.14111,1120.61 +25.10.2018 12:00:00.000,1.14112,1.14146,1.14089,1.14128,1129.42 +25.10.2018 12:05:00.000,1.14127,1.14145,1.14101,1.14108,786.63 +25.10.2018 12:10:00.000,1.14108,1.14171,1.14104,1.14158,873.8399999999999 +25.10.2018 12:15:00.000,1.14156,1.14188,1.14130,1.14146,944.4100000000001 +25.10.2018 12:20:00.000,1.14144,1.14189,1.14115,1.14160,1406.16 +25.10.2018 12:25:00.000,1.14163,1.14170,1.14142,1.14146,790.88 +25.10.2018 12:30:00.000,1.14146,1.14182,1.14114,1.14179,1318.94 +25.10.2018 12:35:00.000,1.14182,1.14285,1.14164,1.14223,2507.94 +25.10.2018 12:40:00.000,1.14223,1.14274,1.14094,1.14111,2016.38 +25.10.2018 12:45:00.000,1.14110,1.14290,1.14095,1.14234,2226.63 +25.10.2018 12:50:00.000,1.14234,1.14296,1.14155,1.14203,2194.6 +25.10.2018 12:55:00.000,1.14202,1.14326,1.14197,1.14300,2188.5 +25.10.2018 13:00:00.000,1.14302,1.14322,1.14177,1.14273,2647.66 +25.10.2018 13:05:00.000,1.14273,1.14273,1.14149,1.14173,1485.13 +25.10.2018 13:10:00.000,1.14173,1.14217,1.14090,1.14108,1732.8799999999999 +25.10.2018 13:15:00.000,1.14107,1.14152,1.14058,1.14138,1674.5600000000002 +25.10.2018 13:20:00.000,1.14137,1.14137,1.14021,1.14023,1639.54 +25.10.2018 13:25:00.000,1.14022,1.14029,1.13868,1.13887,1826.3000000000002 +25.10.2018 13:30:00.000,1.13886,1.13909,1.13774,1.13851,1938.8300000000002 +25.10.2018 13:35:00.000,1.13847,1.13875,1.13773,1.13794,1919.52 +25.10.2018 13:40:00.000,1.13795,1.13815,1.13707,1.13779,1721.8799999999999 +25.10.2018 13:45:00.000,1.13780,1.13861,1.13746,1.13848,1629.0500000000002 +25.10.2018 13:50:00.000,1.13849,1.13856,1.13790,1.13821,1586.81 +25.10.2018 13:55:00.000,1.13821,1.13841,1.13798,1.13804,1080.23 +25.10.2018 14:00:00.000,1.13806,1.13818,1.13779,1.13791,1404.5300000000002 +25.10.2018 14:05:00.000,1.13791,1.13835,1.13780,1.13810,1816.7599999999998 +25.10.2018 14:10:00.000,1.13812,1.13853,1.13797,1.13806,1284.1999999999998 +25.10.2018 14:15:00.000,1.13807,1.13832,1.13749,1.13756,1415.4299999999998 +25.10.2018 14:20:00.000,1.13757,1.13774,1.13735,1.13769,1490.34 +25.10.2018 14:25:00.000,1.13767,1.13770,1.13727,1.13750,1159.37 +25.10.2018 14:30:00.000,1.13750,1.13858,1.13750,1.13832,1529.75 +25.10.2018 14:35:00.000,1.13835,1.13856,1.13806,1.13809,1810.02 +25.10.2018 14:40:00.000,1.13809,1.13825,1.13775,1.13816,1449.05 +25.10.2018 14:45:00.000,1.13815,1.13827,1.13761,1.13810,1725.9 +25.10.2018 14:50:00.000,1.13810,1.13829,1.13786,1.13814,1408.38 +25.10.2018 14:55:00.000,1.13815,1.13817,1.13776,1.13796,1234.76 +25.10.2018 15:00:00.000,1.13795,1.13819,1.13763,1.13764,1450.11 +25.10.2018 15:05:00.000,1.13764,1.13768,1.13714,1.13723,1905.1999999999998 +25.10.2018 15:10:00.000,1.13723,1.13740,1.13687,1.13717,1689.07 +25.10.2018 15:15:00.000,1.13718,1.13728,1.13644,1.13687,1657.29 +25.10.2018 15:20:00.000,1.13687,1.13712,1.13660,1.13683,1503.56 +25.10.2018 15:25:00.000,1.13683,1.13726,1.13683,1.13722,1458.6699999999998 +25.10.2018 15:30:00.000,1.13721,1.13748,1.13704,1.13743,1294.47 +25.10.2018 15:35:00.000,1.13743,1.13747,1.13727,1.13736,982.94 +25.10.2018 15:40:00.000,1.13738,1.13739,1.13699,1.13707,1112.1 +25.10.2018 15:45:00.000,1.13707,1.13754,1.13689,1.13751,1082.39 +25.10.2018 15:50:00.000,1.13750,1.13753,1.13734,1.13751,988.4200000000001 +25.10.2018 15:55:00.000,1.13750,1.13753,1.13705,1.13736,970.97 +25.10.2018 16:00:00.000,1.13736,1.13755,1.13719,1.13732,1246.0300000000002 +25.10.2018 16:05:00.000,1.13734,1.13754,1.13705,1.13709,919.53 +25.10.2018 16:10:00.000,1.13709,1.13711,1.13667,1.13677,1245.76 +25.10.2018 16:15:00.000,1.13677,1.13709,1.13668,1.13696,1106.46 +25.10.2018 16:20:00.000,1.13694,1.13726,1.13685,1.13726,1014.0699999999999 +25.10.2018 16:25:00.000,1.13725,1.13726,1.13681,1.13691,863.3199999999999 +25.10.2018 16:30:00.000,1.13692,1.13726,1.13691,1.13721,870.02 +25.10.2018 16:35:00.000,1.13722,1.13734,1.13714,1.13731,662.71 +25.10.2018 16:40:00.000,1.13729,1.13742,1.13725,1.13734,692.52 +25.10.2018 16:45:00.000,1.13735,1.13749,1.13732,1.13736,863.9000000000001 +25.10.2018 16:50:00.000,1.13736,1.13752,1.13730,1.13731,711.34 +25.10.2018 16:55:00.000,1.13735,1.13745,1.13720,1.13721,899.69 +25.10.2018 17:00:00.000,1.13721,1.13723,1.13691,1.13700,842.6899999999999 +25.10.2018 17:05:00.000,1.13700,1.13715,1.13670,1.13685,1032.9699999999998 +25.10.2018 17:10:00.000,1.13683,1.13691,1.13670,1.13679,813.53 +25.10.2018 17:15:00.000,1.13679,1.13680,1.13655,1.13661,772.71 +25.10.2018 17:20:00.000,1.13660,1.13684,1.13659,1.13664,717.68 +25.10.2018 17:25:00.000,1.13664,1.13686,1.13658,1.13682,601.85 +25.10.2018 17:30:00.000,1.13682,1.13695,1.13671,1.13686,687.77 +25.10.2018 17:35:00.000,1.13686,1.13714,1.13684,1.13694,940.51 +25.10.2018 17:40:00.000,1.13695,1.13695,1.13617,1.13627,867.22 +25.10.2018 17:45:00.000,1.13627,1.13630,1.13594,1.13617,1091.73 +25.10.2018 17:50:00.000,1.13619,1.13629,1.13584,1.13592,835.23 +25.10.2018 17:55:00.000,1.13591,1.13626,1.13591,1.13603,961.29 +25.10.2018 18:00:00.000,1.13604,1.13606,1.13580,1.13589,986.29 +25.10.2018 18:05:00.000,1.13588,1.13592,1.13570,1.13571,910.4399999999999 +25.10.2018 18:10:00.000,1.13571,1.13581,1.13561,1.13576,907.85 +25.10.2018 18:15:00.000,1.13575,1.13588,1.13568,1.13581,879.1200000000001 +25.10.2018 18:20:00.000,1.13581,1.13597,1.13561,1.13595,1089.49 +25.10.2018 18:25:00.000,1.13596,1.13603,1.13577,1.13590,952.1200000000001 +25.10.2018 18:30:00.000,1.13589,1.13601,1.13585,1.13596,971.29 +25.10.2018 18:35:00.000,1.13595,1.13606,1.13590,1.13602,604.79 +25.10.2018 18:40:00.000,1.13601,1.13615,1.13587,1.13601,944.49 +25.10.2018 18:45:00.000,1.13600,1.13615,1.13587,1.13608,925.3700000000001 +25.10.2018 18:50:00.000,1.13608,1.13637,1.13598,1.13627,793.22 +25.10.2018 18:55:00.000,1.13627,1.13627,1.13606,1.13624,933.42 +25.10.2018 19:00:00.000,1.13626,1.13643,1.13566,1.13630,1657.5000000000002 +25.10.2018 19:05:00.000,1.13630,1.13651,1.13625,1.13637,924.5600000000001 +25.10.2018 19:10:00.000,1.13636,1.13650,1.13613,1.13650,810.8899999999999 +25.10.2018 19:15:00.000,1.13651,1.13675,1.13642,1.13666,981.85 +25.10.2018 19:20:00.000,1.13665,1.13676,1.13634,1.13675,822.26 +25.10.2018 19:25:00.000,1.13675,1.13686,1.13660,1.13672,833.9399999999999 +25.10.2018 19:30:00.000,1.13672,1.13680,1.13650,1.13671,878.61 +25.10.2018 19:35:00.000,1.13672,1.13687,1.13664,1.13686,864.53 +25.10.2018 19:40:00.000,1.13685,1.13696,1.13671,1.13687,945.3399999999999 +25.10.2018 19:45:00.000,1.13688,1.13691,1.13666,1.13670,661.6500000000001 +25.10.2018 19:50:00.000,1.13669,1.13690,1.13668,1.13690,760.6 +25.10.2018 19:55:00.000,1.13690,1.13716,1.13689,1.13716,679.77 +25.10.2018 20:00:00.000,1.13714,1.13716,1.13695,1.13714,686.7099999999999 +25.10.2018 20:05:00.000,1.13714,1.13753,1.13698,1.13747,659.21 +25.10.2018 20:10:00.000,1.13747,1.13750,1.13731,1.13737,566.75 +25.10.2018 20:15:00.000,1.13736,1.13741,1.13699,1.13701,465.79 +25.10.2018 20:20:00.000,1.13702,1.13710,1.13699,1.13701,408.22999999999996 +25.10.2018 20:25:00.000,1.13701,1.13711,1.13695,1.13707,358.13 +25.10.2018 20:30:00.000,1.13707,1.13717,1.13698,1.13717,388.48 +25.10.2018 20:35:00.000,1.13717,1.13734,1.13711,1.13731,262.93 +25.10.2018 20:40:00.000,1.13732,1.13739,1.13725,1.13730,302.45000000000005 +25.10.2018 20:45:00.000,1.13729,1.13733,1.13711,1.13721,474.94000000000005 +25.10.2018 20:50:00.000,1.13720,1.13728,1.13691,1.13728,573.3100000000001 +25.10.2018 20:55:00.000,1.13730,1.13751,1.13723,1.13745,512.51 +25.10.2018 21:00:00.000,1.13743,1.13743,1.13718,1.13727,56.61 +25.10.2018 21:05:00.000,1.13727,1.13749,1.13727,1.13734,30.590000000000003 +25.10.2018 21:10:00.000,1.13734,1.13736,1.13732,1.13732,80.9 +25.10.2018 21:15:00.000,1.13732,1.13748,1.13728,1.13743,219.86 +25.10.2018 21:20:00.000,1.13753,1.13755,1.13705,1.13734,225.06 +25.10.2018 21:25:00.000,1.13733,1.13756,1.13731,1.13731,203.22 +25.10.2018 21:30:00.000,1.13734,1.13740,1.13728,1.13735,365.15 +25.10.2018 21:35:00.000,1.13735,1.13750,1.13729,1.13747,701.51 +25.10.2018 21:40:00.000,1.13749,1.13754,1.13742,1.13747,110.04999999999998 +25.10.2018 21:45:00.000,1.13748,1.13748,1.13734,1.13737,552.49 +25.10.2018 21:50:00.000,1.13737,1.13737,1.13723,1.13723,459.68 +25.10.2018 21:55:00.000,1.13725,1.13736,1.13724,1.13730,508.17999999999995 +25.10.2018 22:00:00.000,1.13730,1.13755,1.13718,1.13733,225.62 +25.10.2018 22:05:00.000,1.13734,1.13734,1.13715,1.13729,192.95999999999998 +25.10.2018 22:10:00.000,1.13730,1.13735,1.13724,1.13730,212.84 +25.10.2018 22:15:00.000,1.13731,1.13742,1.13714,1.13731,263.42 +25.10.2018 22:20:00.000,1.13730,1.13747,1.13730,1.13743,183.76999999999998 +25.10.2018 22:25:00.000,1.13742,1.13748,1.13733,1.13733,246.47999999999996 +25.10.2018 22:30:00.000,1.13731,1.13765,1.13731,1.13765,289.74 +25.10.2018 22:35:00.000,1.13763,1.13767,1.13727,1.13731,548.81 +25.10.2018 22:40:00.000,1.13733,1.13758,1.13717,1.13757,686 +25.10.2018 22:45:00.000,1.13756,1.13766,1.13731,1.13743,760.19 +25.10.2018 22:50:00.000,1.13740,1.13753,1.13733,1.13752,366.35 +25.10.2018 22:55:00.000,1.13752,1.13767,1.13731,1.13741,478.77 +25.10.2018 23:00:00.000,1.13740,1.13749,1.13721,1.13745,625.3 +25.10.2018 23:05:00.000,1.13746,1.13761,1.13737,1.13748,519.66 +25.10.2018 23:10:00.000,1.13749,1.13758,1.13740,1.13753,433.45 +25.10.2018 23:15:00.000,1.13754,1.13754,1.13737,1.13747,474.06 +25.10.2018 23:20:00.000,1.13747,1.13753,1.13727,1.13737,686.22 +25.10.2018 23:25:00.000,1.13738,1.13744,1.13736,1.13738,411.19000000000005 +25.10.2018 23:30:00.000,1.13738,1.13753,1.13737,1.13753,385.34000000000003 +25.10.2018 23:35:00.000,1.13753,1.13753,1.13742,1.13747,389.85 +25.10.2018 23:40:00.000,1.13747,1.13754,1.13746,1.13754,453.41999999999996 +25.10.2018 23:45:00.000,1.13754,1.13763,1.13752,1.13758,382.88 +25.10.2018 23:50:00.000,1.13757,1.13763,1.13747,1.13748,443.08 +25.10.2018 23:55:00.000,1.13748,1.13758,1.13742,1.13753,433.16 +26.10.2018 00:00:00.000,1.13753,1.13754,1.13718,1.13739,739.7199999999999 +26.10.2018 00:05:00.000,1.13738,1.13744,1.13718,1.13724,844.53 +26.10.2018 00:10:00.000,1.13723,1.13734,1.13711,1.13715,756.68 +26.10.2018 00:15:00.000,1.13715,1.13732,1.13710,1.13723,741.02 +26.10.2018 00:20:00.000,1.13725,1.13730,1.13701,1.13701,1047.45 +26.10.2018 00:25:00.000,1.13700,1.13741,1.13700,1.13715,768.75 +26.10.2018 00:30:00.000,1.13714,1.13733,1.13711,1.13719,643.77 +26.10.2018 00:35:00.000,1.13719,1.13732,1.13703,1.13709,901.9200000000001 +26.10.2018 00:40:00.000,1.13709,1.13713,1.13698,1.13703,728.83 +26.10.2018 00:45:00.000,1.13703,1.13711,1.13693,1.13696,725.72 +26.10.2018 00:50:00.000,1.13698,1.13701,1.13678,1.13693,838.53 +26.10.2018 00:55:00.000,1.13694,1.13695,1.13668,1.13679,777.66 +26.10.2018 01:00:00.000,1.13678,1.13701,1.13675,1.13684,643.5400000000001 +26.10.2018 01:05:00.000,1.13684,1.13700,1.13678,1.13679,818.6600000000001 +26.10.2018 01:10:00.000,1.13679,1.13685,1.13643,1.13644,590.6 +26.10.2018 01:15:00.000,1.13643,1.13662,1.13623,1.13649,1012.1400000000001 +26.10.2018 01:20:00.000,1.13649,1.13660,1.13631,1.13652,651.74 +26.10.2018 01:25:00.000,1.13653,1.13662,1.13646,1.13653,317.38 +26.10.2018 01:30:00.000,1.13653,1.13679,1.13652,1.13668,572.8599999999999 +26.10.2018 01:35:00.000,1.13668,1.13682,1.13655,1.13680,761.39 +26.10.2018 01:40:00.000,1.13680,1.13712,1.13674,1.13709,711.5799999999999 +26.10.2018 01:45:00.000,1.13709,1.13727,1.13702,1.13723,790.0799999999999 +26.10.2018 01:50:00.000,1.13722,1.13734,1.13715,1.13729,765.2299999999999 +26.10.2018 01:55:00.000,1.13730,1.13730,1.13705,1.13708,523.45 +26.10.2018 02:00:00.000,1.13709,1.13731,1.13677,1.13731,701.7800000000001 +26.10.2018 02:05:00.000,1.13730,1.13740,1.13727,1.13730,716.35 +26.10.2018 02:10:00.000,1.13730,1.13737,1.13729,1.13735,372.15999999999997 +26.10.2018 02:15:00.000,1.13735,1.13745,1.13732,1.13744,451.66999999999996 +26.10.2018 02:20:00.000,1.13744,1.13750,1.13713,1.13714,547.08 +26.10.2018 02:25:00.000,1.13714,1.13719,1.13680,1.13683,865.6700000000001 +26.10.2018 02:30:00.000,1.13683,1.13693,1.13660,1.13676,929.22 +26.10.2018 02:35:00.000,1.13674,1.13675,1.13653,1.13671,786.3700000000001 +26.10.2018 02:40:00.000,1.13672,1.13701,1.13672,1.13689,1031.12 +26.10.2018 02:45:00.000,1.13689,1.13710,1.13681,1.13696,744.7099999999999 +26.10.2018 02:50:00.000,1.13696,1.13714,1.13695,1.13695,743.4300000000001 +26.10.2018 02:55:00.000,1.13695,1.13709,1.13683,1.13689,851.0800000000002 +26.10.2018 03:00:00.000,1.13688,1.13709,1.13687,1.13690,615.96 +26.10.2018 03:05:00.000,1.13689,1.13695,1.13644,1.13661,914.49 +26.10.2018 03:10:00.000,1.13661,1.13661,1.13617,1.13629,1299.3400000000001 +26.10.2018 03:15:00.000,1.13630,1.13644,1.13615,1.13634,1049.95 +26.10.2018 03:20:00.000,1.13634,1.13680,1.13625,1.13680,1076.05 +26.10.2018 03:25:00.000,1.13681,1.13696,1.13676,1.13691,968.3299999999999 +26.10.2018 03:30:00.000,1.13690,1.13690,1.13650,1.13650,986.4799999999999 +26.10.2018 03:35:00.000,1.13650,1.13665,1.13648,1.13664,701.11 +26.10.2018 03:40:00.000,1.13663,1.13693,1.13663,1.13672,1011.48 +26.10.2018 03:45:00.000,1.13674,1.13680,1.13659,1.13669,789.73 +26.10.2018 03:50:00.000,1.13671,1.13671,1.13638,1.13640,956.13 +26.10.2018 03:55:00.000,1.13640,1.13657,1.13632,1.13649,893.4200000000001 +26.10.2018 04:00:00.000,1.13649,1.13662,1.13641,1.13641,696.6600000000001 +26.10.2018 04:05:00.000,1.13641,1.13644,1.13628,1.13640,822.01 +26.10.2018 04:10:00.000,1.13640,1.13658,1.13637,1.13655,641.94 +26.10.2018 04:15:00.000,1.13656,1.13661,1.13649,1.13660,584.12 +26.10.2018 04:20:00.000,1.13658,1.13661,1.13639,1.13658,904.4699999999999 +26.10.2018 04:25:00.000,1.13656,1.13656,1.13609,1.13611,932.5 +26.10.2018 04:30:00.000,1.13611,1.13653,1.13611,1.13637,688.85 +26.10.2018 04:35:00.000,1.13638,1.13678,1.13637,1.13669,724.64 +26.10.2018 04:40:00.000,1.13669,1.13693,1.13661,1.13684,1120.79 +26.10.2018 04:45:00.000,1.13683,1.13691,1.13659,1.13669,851.53 +26.10.2018 04:50:00.000,1.13670,1.13680,1.13648,1.13659,860.3199999999999 +26.10.2018 04:55:00.000,1.13658,1.13689,1.13655,1.13684,753.88 +26.10.2018 05:00:00.000,1.13685,1.13685,1.13654,1.13673,854.2399999999999 +26.10.2018 05:05:00.000,1.13674,1.13678,1.13659,1.13668,787.29 +26.10.2018 05:10:00.000,1.13670,1.13671,1.13649,1.13671,953.65 +26.10.2018 05:15:00.000,1.13670,1.13670,1.13626,1.13626,812.13 +26.10.2018 05:20:00.000,1.13623,1.13636,1.13596,1.13636,873.41 +26.10.2018 05:25:00.000,1.13635,1.13635,1.13607,1.13614,660.31 +26.10.2018 05:30:00.000,1.13616,1.13616,1.13578,1.13608,1203.1100000000001 +26.10.2018 05:35:00.000,1.13608,1.13640,1.13608,1.13639,904.47 +26.10.2018 05:40:00.000,1.13640,1.13650,1.13624,1.13636,958.1299999999999 +26.10.2018 05:45:00.000,1.13636,1.13673,1.13635,1.13669,932.8799999999999 +26.10.2018 05:50:00.000,1.13669,1.13691,1.13664,1.13690,817.3399999999999 +26.10.2018 05:55:00.000,1.13690,1.13691,1.13631,1.13639,801.15 +26.10.2018 06:00:00.000,1.13639,1.13682,1.13639,1.13649,1084.97 +26.10.2018 06:05:00.000,1.13648,1.13689,1.13647,1.13666,929.69 +26.10.2018 06:10:00.000,1.13663,1.13721,1.13663,1.13714,934.12 +26.10.2018 06:15:00.000,1.13714,1.13739,1.13690,1.13726,1117.0700000000002 +26.10.2018 06:20:00.000,1.13726,1.13736,1.13705,1.13719,800.63 +26.10.2018 06:25:00.000,1.13720,1.13726,1.13698,1.13726,939.26 +26.10.2018 06:30:00.000,1.13725,1.13744,1.13718,1.13726,906.92 +26.10.2018 06:35:00.000,1.13727,1.13741,1.13690,1.13724,674.0600000000001 +26.10.2018 06:40:00.000,1.13725,1.13731,1.13689,1.13690,715.65 +26.10.2018 06:45:00.000,1.13690,1.13737,1.13687,1.13732,758.59 +26.10.2018 06:50:00.000,1.13731,1.13752,1.13710,1.13741,808.1299999999999 +26.10.2018 06:55:00.000,1.13741,1.13749,1.13669,1.13680,1390.6 +26.10.2018 07:00:00.000,1.13681,1.13731,1.13645,1.13691,1363.3799999999999 +26.10.2018 07:05:00.000,1.13690,1.13802,1.13683,1.13755,1386.82 +26.10.2018 07:10:00.000,1.13752,1.13805,1.13740,1.13791,1380.57 +26.10.2018 07:15:00.000,1.13790,1.13827,1.13774,1.13820,1308.85 +26.10.2018 07:20:00.000,1.13821,1.13836,1.13795,1.13795,1254.06 +26.10.2018 07:25:00.000,1.13797,1.13826,1.13795,1.13800,965.14 +26.10.2018 07:30:00.000,1.13800,1.13816,1.13773,1.13780,1188.65 +26.10.2018 07:35:00.000,1.13785,1.13802,1.13745,1.13795,1109.9 +26.10.2018 07:40:00.000,1.13792,1.13795,1.13740,1.13754,943.06 +26.10.2018 07:45:00.000,1.13752,1.13796,1.13750,1.13794,1468.1599999999999 +26.10.2018 07:50:00.000,1.13794,1.13821,1.13764,1.13794,1518.9699999999998 +26.10.2018 07:55:00.000,1.13795,1.13795,1.13763,1.13763,1325.3700000000001 +26.10.2018 08:00:00.000,1.13761,1.13807,1.13749,1.13765,4741.939899999999 +26.10.2018 08:05:00.000,1.13763,1.13765,1.13739,1.13745,1250.43 +26.10.2018 08:10:00.000,1.13745,1.13786,1.13735,1.13755,1185.09 +26.10.2018 08:15:00.000,1.13753,1.13754,1.13705,1.13715,1398.4899999999998 +26.10.2018 08:20:00.000,1.13715,1.13730,1.13650,1.13651,1430.97 +26.10.2018 08:25:00.000,1.13651,1.13674,1.13638,1.13670,1333.3899999999999 +26.10.2018 08:30:00.000,1.13669,1.13745,1.13664,1.13742,1200.67 +26.10.2018 08:35:00.000,1.13742,1.13757,1.13718,1.13723,1304.46 +26.10.2018 08:40:00.000,1.13721,1.13735,1.13713,1.13731,1179.86 +26.10.2018 08:45:00.000,1.13732,1.13741,1.13721,1.13721,955.19 +26.10.2018 08:50:00.000,1.13722,1.13731,1.13716,1.13728,756.3 +26.10.2018 08:55:00.000,1.13728,1.13796,1.13727,1.13791,1202.95 +26.10.2018 09:00:00.000,1.13791,1.13798,1.13763,1.13774,1108.18 +26.10.2018 09:05:00.000,1.13773,1.13788,1.13760,1.13765,1156.07 +26.10.2018 09:10:00.000,1.13766,1.13792,1.13761,1.13765,789.18 +26.10.2018 09:15:00.000,1.13763,1.13766,1.13710,1.13721,1111.95 +26.10.2018 09:20:00.000,1.13721,1.13741,1.13690,1.13691,1372.89 +26.10.2018 09:25:00.000,1.13692,1.13707,1.13681,1.13700,1041.6599999999999 +26.10.2018 09:30:00.000,1.13701,1.13708,1.13680,1.13684,974.8 +26.10.2018 09:35:00.000,1.13685,1.13713,1.13678,1.13691,1097.34 +26.10.2018 09:40:00.000,1.13689,1.13694,1.13602,1.13602,1429.52 +26.10.2018 09:45:00.000,1.13598,1.13598,1.13523,1.13546,1360.13 +26.10.2018 09:50:00.000,1.13546,1.13552,1.13499,1.13537,1576.1399999999999 +26.10.2018 09:55:00.000,1.13536,1.13573,1.13535,1.13556,1356.8 +26.10.2018 10:00:00.000,1.13556,1.13586,1.13545,1.13556,1542.05 +26.10.2018 10:05:00.000,1.13556,1.13606,1.13555,1.13590,1071.58 +26.10.2018 10:10:00.000,1.13590,1.13598,1.13566,1.13585,1201.07 +26.10.2018 10:15:00.000,1.13585,1.13598,1.13565,1.13585,1287.72 +26.10.2018 10:20:00.000,1.13585,1.13629,1.13584,1.13611,1241.77 +26.10.2018 10:25:00.000,1.13611,1.13612,1.13574,1.13591,1390.5900000000001 +26.10.2018 10:30:00.000,1.13590,1.13599,1.13530,1.13565,1098.29 +26.10.2018 10:35:00.000,1.13565,1.13567,1.13511,1.13536,1137.5 +26.10.2018 10:40:00.000,1.13538,1.13542,1.13500,1.13501,1000.1700000000001 +26.10.2018 10:45:00.000,1.13502,1.13518,1.13450,1.13487,1538.9999999999998 +26.10.2018 10:50:00.000,1.13488,1.13518,1.13482,1.13510,1229.63 +26.10.2018 10:55:00.000,1.13509,1.13510,1.13481,1.13495,973.42 +26.10.2018 11:00:00.000,1.13495,1.13503,1.13405,1.13458,1446.41 +26.10.2018 11:05:00.000,1.13459,1.13492,1.13452,1.13471,1301.92 +26.10.2018 11:10:00.000,1.13472,1.13473,1.13406,1.13407,1469.97 +26.10.2018 11:15:00.000,1.13407,1.13462,1.13401,1.13454,1310.54 +26.10.2018 11:20:00.000,1.13455,1.13460,1.13422,1.13454,1094.25 +26.10.2018 11:25:00.000,1.13455,1.13482,1.13435,1.13443,1191.71 +26.10.2018 11:30:00.000,1.13442,1.13475,1.13432,1.13463,1041.74 +26.10.2018 11:35:00.000,1.13465,1.13465,1.13382,1.13394,1175.51 +26.10.2018 11:40:00.000,1.13403,1.13408,1.13360,1.13362,1721.73 +26.10.2018 11:45:00.000,1.13362,1.13378,1.13355,1.13361,1374.8999999999999 +26.10.2018 11:50:00.000,1.13362,1.13406,1.13362,1.13401,1242.01 +26.10.2018 11:55:00.000,1.13402,1.13410,1.13364,1.13372,1081.47 +26.10.2018 12:00:00.000,1.13372,1.13426,1.13372,1.13389,3237.9199 +26.10.2018 12:05:00.000,1.13390,1.13428,1.13390,1.13403,1128.51 +26.10.2018 12:10:00.000,1.13403,1.13449,1.13403,1.13444,940.5999999999999 +26.10.2018 12:15:00.000,1.13445,1.13454,1.13411,1.13434,1199.93 +26.10.2018 12:20:00.000,1.13432,1.13465,1.13420,1.13451,1090.66 +26.10.2018 12:25:00.000,1.13451,1.13482,1.13431,1.13434,1039.62 +26.10.2018 12:30:00.000,1.13436,1.13513,1.13400,1.13453,1631.4899999999998 +26.10.2018 12:35:00.000,1.13452,1.13504,1.13423,1.13504,1289.88 +26.10.2018 12:40:00.000,1.13503,1.13534,1.13445,1.13479,1655.04 +26.10.2018 12:45:00.000,1.13474,1.13491,1.13462,1.13479,1251.28 +26.10.2018 12:50:00.000,1.13480,1.13485,1.13424,1.13425,1149.5 +26.10.2018 12:55:00.000,1.13427,1.13452,1.13409,1.13448,1292.86 +26.10.2018 13:00:00.000,1.13445,1.13502,1.13441,1.13484,1259.6699999999998 +26.10.2018 13:05:00.000,1.13485,1.13521,1.13485,1.13514,934.6300000000001 +26.10.2018 13:10:00.000,1.13517,1.13533,1.13485,1.13526,1074.1699999999998 +26.10.2018 13:15:00.000,1.13527,1.13559,1.13513,1.13519,1216.05 +26.10.2018 13:20:00.000,1.13519,1.13525,1.13507,1.13523,982.7700000000001 +26.10.2018 13:25:00.000,1.13522,1.13557,1.13520,1.13528,673.6 +26.10.2018 13:30:00.000,1.13528,1.13571,1.13524,1.13563,1041.93 +26.10.2018 13:35:00.000,1.13562,1.13562,1.13521,1.13528,1014.53 +26.10.2018 13:40:00.000,1.13530,1.13567,1.13517,1.13565,1131.78 +26.10.2018 13:45:00.000,1.13564,1.13578,1.13549,1.13555,1061.61 +26.10.2018 13:50:00.000,1.13555,1.13593,1.13537,1.13579,1067.77 +26.10.2018 13:55:00.000,1.13577,1.13595,1.13562,1.13590,1198.4299999999998 +26.10.2018 14:00:00.000,1.13590,1.13625,1.13589,1.13610,1209.0900000000001 +26.10.2018 14:05:00.000,1.13609,1.13632,1.13562,1.13562,1243.6 +26.10.2018 14:10:00.000,1.13559,1.13671,1.13552,1.13658,1144.45 +26.10.2018 14:15:00.000,1.13656,1.13657,1.13599,1.13617,1200.24 +26.10.2018 14:20:00.000,1.13618,1.13727,1.13615,1.13700,1143.7199999999998 +26.10.2018 14:25:00.000,1.13699,1.13737,1.13690,1.13736,1210.77 +26.10.2018 14:30:00.000,1.13735,1.13787,1.13735,1.13767,1297.66 +26.10.2018 14:35:00.000,1.13768,1.13877,1.13763,1.13795,1559.2299999999998 +26.10.2018 14:40:00.000,1.13796,1.13837,1.13780,1.13822,1338.0900000000001 +26.10.2018 14:45:00.000,1.13821,1.13826,1.13776,1.13782,1395.87 +26.10.2018 14:50:00.000,1.13783,1.13811,1.13747,1.13804,1432.8 +26.10.2018 14:55:00.000,1.13803,1.13819,1.13684,1.13704,1704.04 +26.10.2018 15:00:00.000,1.13703,1.13731,1.13685,1.13717,1574.8899999999999 +26.10.2018 15:05:00.000,1.13720,1.13781,1.13714,1.13781,1067.49 +26.10.2018 15:10:00.000,1.13782,1.13818,1.13752,1.13766,1122.8 +26.10.2018 15:15:00.000,1.13766,1.13782,1.13747,1.13779,924.4599999999999 +26.10.2018 15:20:00.000,1.13779,1.13812,1.13779,1.13801,1043.27 +26.10.2018 15:25:00.000,1.13800,1.13840,1.13789,1.13837,946.9399999999998 +26.10.2018 15:30:00.000,1.13836,1.13875,1.13821,1.13850,1528.27 +26.10.2018 15:35:00.000,1.13850,1.13944,1.13835,1.13921,1423.51 +26.10.2018 15:40:00.000,1.13921,1.13932,1.13895,1.13928,1144.71 +26.10.2018 15:45:00.000,1.13928,1.13942,1.13878,1.13884,883.2900000000001 +26.10.2018 15:50:00.000,1.13885,1.13906,1.13865,1.13891,957.9300000000001 +26.10.2018 15:55:00.000,1.13891,1.13903,1.13873,1.13875,813.01 +26.10.2018 16:00:00.000,1.13875,1.14011,1.13871,1.13972,1658.76 +26.10.2018 16:05:00.000,1.13973,1.14008,1.13968,1.13993,1043.48 +26.10.2018 16:10:00.000,1.13993,1.14101,1.13993,1.14092,1285.0300000000002 +26.10.2018 16:15:00.000,1.14088,1.14091,1.14032,1.14036,1173.8700000000001 +26.10.2018 16:20:00.000,1.14036,1.14112,1.14034,1.14106,1192.35 +26.10.2018 16:25:00.000,1.14106,1.14116,1.14085,1.14105,865.52 +26.10.2018 16:30:00.000,1.14106,1.14132,1.14073,1.14084,1425.45 +26.10.2018 16:35:00.000,1.14084,1.14100,1.14053,1.14059,1207.65 +26.10.2018 16:40:00.000,1.14059,1.14074,1.14018,1.14018,1072.72 +26.10.2018 16:45:00.000,1.14016,1.14023,1.13953,1.13965,900.1299999999999 +26.10.2018 16:50:00.000,1.13964,1.13985,1.13960,1.13970,1122.63 +26.10.2018 16:55:00.000,1.13971,1.13978,1.13940,1.13960,1136.08 +26.10.2018 17:00:00.000,1.13958,1.13966,1.13930,1.13949,1023.1800000000001 +26.10.2018 17:05:00.000,1.13949,1.13958,1.13920,1.13925,1004.12 +26.10.2018 17:10:00.000,1.13924,1.13950,1.13924,1.13939,852.4499999999999 +26.10.2018 17:15:00.000,1.13939,1.13957,1.13929,1.13944,961.26 +26.10.2018 17:20:00.000,1.13945,1.13966,1.13924,1.13940,652.11 +26.10.2018 17:25:00.000,1.13939,1.13960,1.13911,1.13938,715.68 +26.10.2018 17:30:00.000,1.13942,1.14010,1.13942,1.14002,870.84 +26.10.2018 17:35:00.000,1.13999,1.13999,1.13958,1.13972,851.86 +26.10.2018 17:40:00.000,1.13971,1.13995,1.13954,1.13960,915.76 +26.10.2018 17:45:00.000,1.13960,1.14002,1.13960,1.13996,1015.1899999999999 +26.10.2018 17:50:00.000,1.13995,1.14007,1.13976,1.13979,843.53 +26.10.2018 17:55:00.000,1.13980,1.13990,1.13947,1.13947,810.06 +26.10.2018 18:00:00.000,1.13946,1.13999,1.13945,1.13986,1118.61 +26.10.2018 18:05:00.000,1.13985,1.14024,1.13985,1.14014,945.6399999999999 +26.10.2018 18:10:00.000,1.14013,1.14050,1.14003,1.14044,968.77 +26.10.2018 18:15:00.000,1.14044,1.14050,1.14013,1.14015,1064.7 +26.10.2018 18:20:00.000,1.14015,1.14046,1.14004,1.14041,772.73 +26.10.2018 18:25:00.000,1.14042,1.14086,1.14036,1.14075,765.38 +26.10.2018 18:30:00.000,1.14075,1.14095,1.14069,1.14091,549.4499999999999 +26.10.2018 18:35:00.000,1.14091,1.14099,1.14074,1.14080,830.46 +26.10.2018 18:40:00.000,1.14080,1.14095,1.14050,1.14058,1127.44 +26.10.2018 18:45:00.000,1.14058,1.14071,1.14052,1.14064,1196.3300000000002 +26.10.2018 18:50:00.000,1.14065,1.14075,1.14050,1.14057,806.44 +26.10.2018 18:55:00.000,1.14057,1.14114,1.14047,1.14110,880.9599999999999 +26.10.2018 19:00:00.000,1.14111,1.14123,1.14053,1.14056,1237.6200000000001 +26.10.2018 19:05:00.000,1.14055,1.14065,1.14046,1.14058,866.27 +26.10.2018 19:10:00.000,1.14058,1.14070,1.14053,1.14055,922.53 +26.10.2018 19:15:00.000,1.14054,1.14074,1.14053,1.14072,918.9300000000001 +26.10.2018 19:20:00.000,1.14071,1.14088,1.14071,1.14073,489.16999999999996 +26.10.2018 19:25:00.000,1.14073,1.14134,1.14066,1.14133,873.9900000000001 +26.10.2018 19:30:00.000,1.14135,1.14149,1.14133,1.14140,782.9 +26.10.2018 19:35:00.000,1.14139,1.14153,1.14102,1.14102,1008.04 +26.10.2018 19:40:00.000,1.14105,1.14121,1.14095,1.14114,867.04 +26.10.2018 19:45:00.000,1.14114,1.14114,1.14056,1.14057,1144.75 +26.10.2018 19:50:00.000,1.14057,1.14070,1.14044,1.14063,684.91 +26.10.2018 19:55:00.000,1.14066,1.14101,1.14064,1.14078,1063.25 +26.10.2018 20:00:00.000,1.14079,1.14198,1.14078,1.14197,823.57 +26.10.2018 20:05:00.000,1.14197,1.14209,1.14152,1.14159,569.02 +26.10.2018 20:10:00.000,1.14157,1.14157,1.14087,1.14120,524.3 +26.10.2018 20:15:00.000,1.14119,1.14120,1.14092,1.14093,346.74 +26.10.2018 20:20:00.000,1.14093,1.14107,1.14073,1.14077,591.98 +26.10.2018 20:25:00.000,1.14077,1.14082,1.14057,1.14057,470.22999999999996 +26.10.2018 20:30:00.000,1.14057,1.14059,1.14026,1.14034,484.17 +26.10.2018 20:35:00.000,1.14035,1.14044,1.14027,1.14028,398.07000000000005 +26.10.2018 20:40:00.000,1.14032,1.14042,1.14006,1.14010,666.4000000000001 +26.10.2018 20:45:00.000,1.14011,1.14031,1.14011,1.14016,420.77000000000004 +26.10.2018 20:50:00.000,1.14015,1.14031,1.14006,1.14015,316.42 +26.10.2018 20:55:00.000,1.14015,1.14042,1.14012,1.14021,454.02 +28.10.2018 21:00:00.000,1.13921,1.13951,1.13921,1.13941,53.86 +28.10.2018 21:05:00.000,1.13938,1.13962,1.13938,1.13946,142.61 +28.10.2018 21:10:00.000,1.13943,1.13947,1.13937,1.13947,66.87 +28.10.2018 21:15:00.000,1.13946,1.13972,1.13945,1.13970,76.64 +28.10.2018 21:20:00.000,1.13971,1.13992,1.13969,1.13981,202.67000000000002 +28.10.2018 21:25:00.000,1.13980,1.13994,1.13977,1.13979,189.75000000000003 +28.10.2018 21:30:00.000,1.13974,1.13981,1.13974,1.13981,70.76 +28.10.2018 21:35:00.000,1.13981,1.14012,1.13977,1.13980,166.69000000000003 +28.10.2018 21:40:00.000,1.13981,1.13987,1.13966,1.13967,115.74 +28.10.2018 21:45:00.000,1.13967,1.13974,1.13956,1.13957,210.2 +28.10.2018 21:50:00.000,1.13959,1.13966,1.13955,1.13964,122.69000000000001 +28.10.2018 21:55:00.000,1.13965,1.13994,1.13960,1.13975,105.57 +28.10.2018 22:00:00.000,1.13977,1.14022,1.13964,1.14015,313.6 +28.10.2018 22:05:00.000,1.14015,1.14020,1.14001,1.14005,106.89999999999999 +28.10.2018 22:10:00.000,1.14006,1.14023,1.13998,1.14020,192.24 +28.10.2018 22:15:00.000,1.14020,1.14022,1.14004,1.14004,364.56000000000006 +28.10.2018 22:20:00.000,1.14004,1.14008,1.13995,1.14002,282.44 +28.10.2018 22:25:00.000,1.14002,1.14016,1.13995,1.14010,302.26 +28.10.2018 22:30:00.000,1.14010,1.14014,1.13991,1.14002,456.35 +28.10.2018 22:35:00.000,1.14002,1.14016,1.14001,1.14009,187.52 +28.10.2018 22:40:00.000,1.14008,1.14019,1.14000,1.14014,213.8 +28.10.2018 22:45:00.000,1.14014,1.14028,1.14005,1.14022,216.08 +28.10.2018 22:50:00.000,1.14021,1.14029,1.14014,1.14027,313.94 +28.10.2018 22:55:00.000,1.14027,1.14038,1.14023,1.14038,156.41 +28.10.2018 23:00:00.000,1.14037,1.14037,1.14017,1.14017,293.44 +28.10.2018 23:05:00.000,1.14017,1.14036,1.14017,1.14025,139.42000000000002 +28.10.2018 23:10:00.000,1.14027,1.14034,1.14019,1.14034,98.98 +28.10.2018 23:15:00.000,1.14034,1.14036,1.14009,1.14011,208.9 +28.10.2018 23:20:00.000,1.14011,1.14025,1.14008,1.14025,203.38 +28.10.2018 23:25:00.000,1.14025,1.14030,1.14019,1.14030,93.1 +28.10.2018 23:30:00.000,1.14030,1.14034,1.14020,1.14034,152.42000000000002 +28.10.2018 23:35:00.000,1.14034,1.14034,1.14010,1.14018,146.78 +28.10.2018 23:40:00.000,1.14018,1.14023,1.14015,1.14018,142.45999999999998 +28.10.2018 23:45:00.000,1.14018,1.14019,1.13973,1.13977,276.1 +28.10.2018 23:50:00.000,1.13977,1.13988,1.13972,1.13979,514.12 +28.10.2018 23:55:00.000,1.13979,1.13997,1.13977,1.13980,307.4 +29.10.2018 00:00:00.000,1.13980,1.13996,1.13966,1.13967,653.5300000000001 +29.10.2018 00:05:00.000,1.13967,1.13982,1.13957,1.13982,676.54 +29.10.2018 00:10:00.000,1.13980,1.13992,1.13961,1.13978,662.37 +29.10.2018 00:15:00.000,1.13978,1.14005,1.13976,1.13978,545.7 +29.10.2018 00:20:00.000,1.13978,1.13981,1.13957,1.13957,525.18 +29.10.2018 00:25:00.000,1.13957,1.13966,1.13943,1.13952,523.28 +29.10.2018 00:30:00.000,1.13952,1.13952,1.13932,1.13938,756.8599999999999 +29.10.2018 00:35:00.000,1.13938,1.13938,1.13923,1.13933,364.52 +29.10.2018 00:40:00.000,1.13933,1.13941,1.13922,1.13932,533.4599999999999 +29.10.2018 00:45:00.000,1.13932,1.13947,1.13932,1.13942,582.05 +29.10.2018 00:50:00.000,1.13943,1.13945,1.13919,1.13939,630.84 +29.10.2018 00:55:00.000,1.13936,1.13953,1.13897,1.13897,658.49 +29.10.2018 01:00:00.000,1.13897,1.13915,1.13895,1.13903,838.5699999999999 +29.10.2018 01:05:00.000,1.13901,1.13906,1.13877,1.13890,607.7 +29.10.2018 01:10:00.000,1.13889,1.13904,1.13888,1.13894,513.5799999999999 +29.10.2018 01:15:00.000,1.13895,1.13909,1.13887,1.13897,660.3900000000001 +29.10.2018 01:20:00.000,1.13899,1.13908,1.13884,1.13885,428.96 +29.10.2018 01:25:00.000,1.13884,1.13904,1.13883,1.13900,376.47 +29.10.2018 01:30:00.000,1.13901,1.13907,1.13899,1.13899,630.26 +29.10.2018 01:35:00.000,1.13899,1.13900,1.13863,1.13872,929.85 +29.10.2018 01:40:00.000,1.13872,1.13885,1.13869,1.13879,575.13 +29.10.2018 01:45:00.000,1.13879,1.13903,1.13879,1.13893,694.59 +29.10.2018 01:50:00.000,1.13894,1.13908,1.13886,1.13903,451.76 +29.10.2018 01:55:00.000,1.13903,1.13915,1.13888,1.13913,547.62 +29.10.2018 02:00:00.000,1.13913,1.13930,1.13905,1.13930,659.88 +29.10.2018 02:05:00.000,1.13930,1.13945,1.13928,1.13938,548.6500000000001 +29.10.2018 02:10:00.000,1.13938,1.13939,1.13914,1.13919,565.0500000000001 +29.10.2018 02:15:00.000,1.13918,1.13924,1.13904,1.13908,601.0799999999999 +29.10.2018 02:20:00.000,1.13908,1.13910,1.13896,1.13896,511.36 +29.10.2018 02:25:00.000,1.13896,1.13920,1.13896,1.13920,324.97 +29.10.2018 02:30:00.000,1.13920,1.13920,1.13898,1.13901,479.34999999999997 +29.10.2018 02:35:00.000,1.13900,1.13909,1.13891,1.13909,554.3299999999999 +29.10.2018 02:40:00.000,1.13908,1.13915,1.13903,1.13914,524.68 +29.10.2018 02:45:00.000,1.13914,1.13915,1.13906,1.13913,451.8 +29.10.2018 02:50:00.000,1.13915,1.13927,1.13895,1.13907,513.83 +29.10.2018 02:55:00.000,1.13907,1.13930,1.13906,1.13927,816.42 +29.10.2018 03:00:00.000,1.13927,1.13930,1.13923,1.13927,411.23 +29.10.2018 03:05:00.000,1.13927,1.13940,1.13927,1.13934,392.71000000000004 +29.10.2018 03:10:00.000,1.13935,1.13945,1.13934,1.13935,319.15 +29.10.2018 03:15:00.000,1.13936,1.13958,1.13934,1.13944,589.76 +29.10.2018 03:20:00.000,1.13943,1.13953,1.13943,1.13950,293.53000000000003 +29.10.2018 03:25:00.000,1.13949,1.13950,1.13924,1.13929,332.94 +29.10.2018 03:30:00.000,1.13930,1.13943,1.13921,1.13943,533.59 +29.10.2018 03:35:00.000,1.13943,1.13958,1.13940,1.13957,357.59000000000003 +29.10.2018 03:40:00.000,1.13957,1.13968,1.13955,1.13968,370.35 +29.10.2018 03:45:00.000,1.13969,1.13969,1.13934,1.13940,436.7 +29.10.2018 03:50:00.000,1.13940,1.13955,1.13938,1.13951,433.64 +29.10.2018 03:55:00.000,1.13951,1.13959,1.13943,1.13945,535.89 +29.10.2018 04:00:00.000,1.13944,1.13951,1.13927,1.13927,404.83 +29.10.2018 04:05:00.000,1.13927,1.13933,1.13913,1.13924,392.29 +29.10.2018 04:10:00.000,1.13924,1.13930,1.13913,1.13930,341.05 +29.10.2018 04:15:00.000,1.13928,1.13928,1.13903,1.13910,561.84 +29.10.2018 04:20:00.000,1.13910,1.13910,1.13894,1.13904,333.89 +29.10.2018 04:25:00.000,1.13906,1.13910,1.13880,1.13896,558.5 +29.10.2018 04:30:00.000,1.13896,1.13915,1.13895,1.13915,380.15999999999997 +29.10.2018 04:35:00.000,1.13914,1.13914,1.13888,1.13914,428.14 +29.10.2018 04:40:00.000,1.13914,1.13919,1.13908,1.13919,436.83000000000004 +29.10.2018 04:45:00.000,1.13921,1.13929,1.13915,1.13920,536.9100000000001 +29.10.2018 04:50:00.000,1.13919,1.13940,1.13914,1.13929,471.67 +29.10.2018 04:55:00.000,1.13929,1.13952,1.13917,1.13918,630.6700000000001 +29.10.2018 05:00:00.000,1.13919,1.13928,1.13917,1.13923,571.65 +29.10.2018 05:05:00.000,1.13924,1.13925,1.13903,1.13918,599.9100000000001 +29.10.2018 05:10:00.000,1.13919,1.13920,1.13905,1.13918,677.28 +29.10.2018 05:15:00.000,1.13917,1.13943,1.13917,1.13939,556.45 +29.10.2018 05:20:00.000,1.13941,1.13953,1.13941,1.13944,463.21000000000004 +29.10.2018 05:25:00.000,1.13947,1.13949,1.13923,1.13929,497.25 +29.10.2018 05:30:00.000,1.13928,1.13933,1.13911,1.13913,594.6800000000001 +29.10.2018 05:35:00.000,1.13914,1.13921,1.13887,1.13898,723.71 +29.10.2018 05:40:00.000,1.13899,1.13941,1.13899,1.13941,461.48 +29.10.2018 05:45:00.000,1.13942,1.13947,1.13918,1.13918,492.4 +29.10.2018 05:50:00.000,1.13918,1.13946,1.13918,1.13934,511.76 +29.10.2018 05:55:00.000,1.13934,1.13961,1.13915,1.13958,632.5999999999999 +29.10.2018 06:00:00.000,1.13957,1.13960,1.13936,1.13950,811.22 +29.10.2018 06:05:00.000,1.13950,1.13952,1.13909,1.13909,564.37 +29.10.2018 06:10:00.000,1.13909,1.13923,1.13898,1.13915,466.02 +29.10.2018 06:15:00.000,1.13914,1.13943,1.13914,1.13927,409.83000000000004 +29.10.2018 06:20:00.000,1.13927,1.13941,1.13919,1.13940,605.28 +29.10.2018 06:25:00.000,1.13943,1.13986,1.13934,1.13985,670.02 +29.10.2018 06:30:00.000,1.13985,1.14013,1.13979,1.13991,609.3699999999999 +29.10.2018 06:35:00.000,1.13992,1.13998,1.13989,1.13993,485.45000000000005 +29.10.2018 06:40:00.000,1.13994,1.14015,1.13965,1.13968,652.0799999999999 +29.10.2018 06:45:00.000,1.13969,1.13969,1.13953,1.13959,372.26 +29.10.2018 06:50:00.000,1.13960,1.13963,1.13925,1.13928,544.76 +29.10.2018 06:55:00.000,1.13928,1.13939,1.13909,1.13925,486.76 +29.10.2018 07:00:00.000,1.13924,1.13995,1.13913,1.13995,817.5000000000001 +29.10.2018 07:05:00.000,1.13995,1.14015,1.13973,1.13989,789.87 +29.10.2018 07:10:00.000,1.13990,1.14016,1.13990,1.14014,798.13 +29.10.2018 07:15:00.000,1.14014,1.14044,1.14000,1.14036,989.24 +29.10.2018 07:20:00.000,1.14039,1.14055,1.14013,1.14021,1066.18 +29.10.2018 07:25:00.000,1.14022,1.14091,1.14022,1.14079,907.53 +29.10.2018 07:30:00.000,1.14079,1.14122,1.14060,1.14065,1359.25 +29.10.2018 07:35:00.000,1.14065,1.14079,1.14049,1.14050,1151.96 +29.10.2018 07:40:00.000,1.14050,1.14053,1.14024,1.14034,839.07 +29.10.2018 07:45:00.000,1.14034,1.14085,1.14024,1.14080,817.84 +29.10.2018 07:50:00.000,1.14079,1.14101,1.14065,1.14085,873.6000000000001 +29.10.2018 07:55:00.000,1.14083,1.14127,1.14078,1.14083,994.5 +29.10.2018 08:00:00.000,1.14083,1.14113,1.14065,1.14071,1199.8500000000001 +29.10.2018 08:05:00.000,1.14070,1.14073,1.14035,1.14039,921.35 +29.10.2018 08:10:00.000,1.14039,1.14097,1.14022,1.14088,1164.6 +29.10.2018 08:15:00.000,1.14090,1.14092,1.14002,1.14022,1186.7900000000002 +29.10.2018 08:20:00.000,1.14022,1.14022,1.13966,1.13966,965.27 +29.10.2018 08:25:00.000,1.13963,1.13963,1.13836,1.13875,1710 +29.10.2018 08:30:00.000,1.13877,1.13887,1.13847,1.13887,1204.8 +29.10.2018 08:35:00.000,1.13891,1.13924,1.13883,1.13918,943.8 +29.10.2018 08:40:00.000,1.13918,1.13925,1.13892,1.13893,1186.72 +29.10.2018 08:45:00.000,1.13892,1.13892,1.13850,1.13857,809.15 +29.10.2018 08:50:00.000,1.13858,1.13882,1.13852,1.13868,951.08 +29.10.2018 08:55:00.000,1.13867,1.13891,1.13786,1.13831,1137.19 +29.10.2018 09:00:00.000,1.13827,1.13842,1.13772,1.13823,1705.28 +29.10.2018 09:05:00.000,1.13823,1.13826,1.13798,1.13817,1127.3799999999999 +29.10.2018 09:10:00.000,1.13816,1.13820,1.13683,1.13683,1578.73 +29.10.2018 09:15:00.000,1.13684,1.13731,1.13634,1.13654,1729.2600000000002 +29.10.2018 09:20:00.000,1.13654,1.13684,1.13606,1.13684,1592.24 +29.10.2018 09:25:00.000,1.13684,1.13778,1.13675,1.13764,1528.37 +29.10.2018 09:30:00.000,1.13767,1.13792,1.13743,1.13791,1303.9199999999998 +29.10.2018 09:35:00.000,1.13789,1.13878,1.13789,1.13869,1705.0700000000002 +29.10.2018 09:40:00.000,1.13870,1.13933,1.13854,1.13895,1440.0099999999998 +29.10.2018 09:45:00.000,1.13894,1.13894,1.13831,1.13839,1484.24 +29.10.2018 09:50:00.000,1.13841,1.13851,1.13796,1.13796,1408.05 +29.10.2018 09:55:00.000,1.13797,1.13825,1.13786,1.13795,1537.28 +29.10.2018 10:00:00.000,1.13795,1.13878,1.13789,1.13844,1352.05 +29.10.2018 10:05:00.000,1.13844,1.13894,1.13840,1.13890,1561.69 +29.10.2018 10:10:00.000,1.13891,1.14037,1.13890,1.14033,1738.47 +29.10.2018 10:15:00.000,1.14031,1.14092,1.14018,1.14056,1680.5800000000002 +29.10.2018 10:20:00.000,1.14055,1.14155,1.14055,1.14144,1678.78 +29.10.2018 10:25:00.000,1.14143,1.14163,1.14120,1.14151,1638.31 +29.10.2018 10:30:00.000,1.14150,1.14151,1.14095,1.14101,1762.15 +29.10.2018 10:35:00.000,1.14103,1.14137,1.14072,1.14075,1522.8400000000001 +29.10.2018 10:40:00.000,1.14075,1.14088,1.14057,1.14065,1115.78 +29.10.2018 10:45:00.000,1.14064,1.14066,1.14005,1.14010,1451.45 +29.10.2018 10:50:00.000,1.14006,1.14009,1.13955,1.13973,3883.1798999999996 +29.10.2018 10:55:00.000,1.13971,1.13988,1.13935,1.13951,1329.68 +29.10.2018 11:00:00.000,1.13952,1.13992,1.13936,1.13959,1219.4900000000002 +29.10.2018 11:05:00.000,1.13960,1.14101,1.13960,1.14084,1669.31 +29.10.2018 11:10:00.000,1.14082,1.14150,1.14062,1.14148,1244.5700000000002 +29.10.2018 11:15:00.000,1.14147,1.14151,1.14100,1.14107,1615.74 +29.10.2018 11:20:00.000,1.14108,1.14121,1.14071,1.14082,1698.6100000000001 +29.10.2018 11:25:00.000,1.14081,1.14161,1.14081,1.14093,1544.5800000000002 +29.10.2018 11:30:00.000,1.14094,1.14113,1.14064,1.14068,1158.74 +29.10.2018 11:35:00.000,1.14067,1.14072,1.14025,1.14051,1507.8700000000001 +29.10.2018 11:40:00.000,1.14051,1.14052,1.13996,1.13998,1571.96 +29.10.2018 11:45:00.000,1.14001,1.14022,1.13982,1.14014,1511.1399999999999 +29.10.2018 11:50:00.000,1.14017,1.14040,1.14009,1.14012,1363.1599999999999 +29.10.2018 11:55:00.000,1.14012,1.14012,1.13940,1.13941,1162.18 +29.10.2018 12:00:00.000,1.13941,1.13976,1.13936,1.13953,1279.3899999999999 +29.10.2018 12:05:00.000,1.13952,1.13958,1.13929,1.13932,979.9599999999999 +29.10.2018 12:10:00.000,1.13931,1.13949,1.13891,1.13898,1626.8500000000001 +29.10.2018 12:15:00.000,1.13897,1.13897,1.13774,1.13778,1645.4899999999998 +29.10.2018 12:20:00.000,1.13777,1.13858,1.13748,1.13854,1397.99 +29.10.2018 12:25:00.000,1.13855,1.13909,1.13832,1.13897,1383.07 +29.10.2018 12:30:00.000,1.13894,1.13909,1.13860,1.13873,1391.15 +29.10.2018 12:35:00.000,1.13873,1.13898,1.13771,1.13784,1330.8400000000001 +29.10.2018 12:40:00.000,1.13786,1.13838,1.13786,1.13810,1285.86 +29.10.2018 12:45:00.000,1.13809,1.13845,1.13799,1.13799,918.3300000000002 +29.10.2018 12:50:00.000,1.13799,1.13813,1.13770,1.13770,1189.8 +29.10.2018 12:55:00.000,1.13770,1.13865,1.13770,1.13860,1820.52 +29.10.2018 13:00:00.000,1.13859,1.13864,1.13710,1.13725,2103.05 +29.10.2018 13:05:00.000,1.13725,1.13785,1.13709,1.13785,1408.49 +29.10.2018 13:10:00.000,1.13786,1.13828,1.13780,1.13807,1094.53 +29.10.2018 13:15:00.000,1.13806,1.13810,1.13758,1.13781,1179.07 +29.10.2018 13:20:00.000,1.13781,1.13787,1.13743,1.13743,1169.12 +29.10.2018 13:25:00.000,1.13743,1.13786,1.13719,1.13781,1409.4799999999998 +29.10.2018 13:30:00.000,1.13780,1.13814,1.13765,1.13784,1456.82 +29.10.2018 13:35:00.000,1.13786,1.13818,1.13775,1.13802,1398.62 +29.10.2018 13:40:00.000,1.13801,1.13810,1.13745,1.13747,1438.98 +29.10.2018 13:45:00.000,1.13749,1.13779,1.13725,1.13759,1305 +29.10.2018 13:50:00.000,1.13758,1.13778,1.13751,1.13765,1251.6200000000001 +29.10.2018 13:55:00.000,1.13765,1.13785,1.13691,1.13703,1478.67 +29.10.2018 14:00:00.000,1.13704,1.13784,1.13704,1.13730,1527.8600000000001 +29.10.2018 14:05:00.000,1.13728,1.13732,1.13684,1.13709,1467.81 +29.10.2018 14:10:00.000,1.13710,1.13714,1.13683,1.13690,1083.85 +29.10.2018 14:15:00.000,1.13691,1.13704,1.13674,1.13686,1030.41 +29.10.2018 14:20:00.000,1.13686,1.13745,1.13686,1.13725,1054.3000000000002 +29.10.2018 14:25:00.000,1.13725,1.13767,1.13724,1.13735,891.45 +29.10.2018 14:30:00.000,1.13735,1.13790,1.13733,1.13785,889.76 +29.10.2018 14:35:00.000,1.13785,1.13798,1.13767,1.13774,1035.77 +29.10.2018 14:40:00.000,1.13773,1.13828,1.13773,1.13791,1083.4099999999999 +29.10.2018 14:45:00.000,1.13790,1.13800,1.13768,1.13795,882.73 +29.10.2018 14:50:00.000,1.13794,1.13815,1.13771,1.13806,684.97 +29.10.2018 14:55:00.000,1.13805,1.13854,1.13801,1.13850,1263.9799999999998 +29.10.2018 15:00:00.000,1.13849,1.13849,1.13797,1.13833,1018.89 +29.10.2018 15:05:00.000,1.13835,1.13839,1.13790,1.13792,1105.29 +29.10.2018 15:10:00.000,1.13791,1.13840,1.13785,1.13820,922.78 +29.10.2018 15:15:00.000,1.13820,1.13826,1.13776,1.13776,934.52 +29.10.2018 15:20:00.000,1.13777,1.13814,1.13754,1.13809,956.48 +29.10.2018 15:25:00.000,1.13808,1.13921,1.13806,1.13920,1190.1399999999999 +29.10.2018 15:30:00.000,1.13922,1.13997,1.13921,1.13963,1175.1100000000001 +29.10.2018 15:35:00.000,1.13963,1.13999,1.13958,1.13998,998.17 +29.10.2018 15:40:00.000,1.13997,1.14002,1.13963,1.13970,1110.8000000000002 +29.10.2018 15:45:00.000,1.13970,1.13975,1.13894,1.13896,1298.35 +29.10.2018 15:50:00.000,1.13896,1.13930,1.13873,1.13927,1507.0099999999998 +29.10.2018 15:55:00.000,1.13928,1.13931,1.13850,1.13895,1863.5300000000002 +29.10.2018 16:00:00.000,1.13895,1.13943,1.13875,1.13942,1421.4 +29.10.2018 16:05:00.000,1.13941,1.13984,1.13904,1.13924,1105.5700000000002 +29.10.2018 16:10:00.000,1.13923,1.13949,1.13905,1.13940,931.3499999999999 +29.10.2018 16:15:00.000,1.13941,1.13961,1.13898,1.13900,933.81 +29.10.2018 16:20:00.000,1.13902,1.13913,1.13890,1.13896,893.7600000000001 +29.10.2018 16:25:00.000,1.13897,1.13897,1.13825,1.13830,1183.29 +29.10.2018 16:30:00.000,1.13830,1.13860,1.13813,1.13824,1172.39 +29.10.2018 16:35:00.000,1.13823,1.13842,1.13813,1.13830,936.5899999999999 +29.10.2018 16:40:00.000,1.13830,1.13832,1.13794,1.13800,983.51 +29.10.2018 16:45:00.000,1.13801,1.13801,1.13742,1.13774,1024.05 +29.10.2018 16:50:00.000,1.13774,1.13809,1.13745,1.13794,815.45 +29.10.2018 16:55:00.000,1.13793,1.13797,1.13761,1.13790,948.0200000000002 +29.10.2018 17:00:00.000,1.13790,1.13807,1.13770,1.13783,915.24 +29.10.2018 17:05:00.000,1.13782,1.13816,1.13772,1.13788,745.56 +29.10.2018 17:10:00.000,1.13787,1.13804,1.13749,1.13754,847.13 +29.10.2018 17:15:00.000,1.13755,1.13799,1.13749,1.13784,791.86 +29.10.2018 17:20:00.000,1.13784,1.13786,1.13760,1.13778,842.0699999999999 +29.10.2018 17:25:00.000,1.13779,1.13814,1.13771,1.13812,1086.42 +29.10.2018 17:30:00.000,1.13812,1.13831,1.13810,1.13818,1081.03 +29.10.2018 17:35:00.000,1.13819,1.13856,1.13818,1.13850,793.2900000000001 +29.10.2018 17:40:00.000,1.13851,1.13866,1.13850,1.13861,916.71 +29.10.2018 17:45:00.000,1.13861,1.13887,1.13860,1.13884,948.3900000000001 +29.10.2018 17:50:00.000,1.13884,1.13901,1.13881,1.13899,706.92 +29.10.2018 17:55:00.000,1.13900,1.13902,1.13874,1.13880,957.1600000000001 +29.10.2018 18:00:00.000,1.13879,1.13932,1.13879,1.13916,906.82 +29.10.2018 18:05:00.000,1.13915,1.13919,1.13883,1.13900,837.28 +29.10.2018 18:10:00.000,1.13901,1.13919,1.13857,1.13914,1485.86 +29.10.2018 18:15:00.000,1.13914,1.13930,1.13900,1.13907,944.95 +29.10.2018 18:20:00.000,1.13907,1.13925,1.13904,1.13922,691.24 +29.10.2018 18:25:00.000,1.13922,1.13929,1.13907,1.13929,1280.95 +29.10.2018 18:30:00.000,1.13929,1.13956,1.13916,1.13945,784.16 +29.10.2018 18:35:00.000,1.13945,1.13945,1.13912,1.13923,617.01 +29.10.2018 18:40:00.000,1.13924,1.13933,1.13910,1.13913,459.88999999999993 +29.10.2018 18:45:00.000,1.13913,1.13917,1.13901,1.13903,621.05 +29.10.2018 18:50:00.000,1.13904,1.13920,1.13903,1.13913,646.11 +29.10.2018 18:55:00.000,1.13913,1.13920,1.13901,1.13902,818.48 +29.10.2018 19:00:00.000,1.13900,1.13939,1.13900,1.13935,1062.76 +29.10.2018 19:05:00.000,1.13937,1.13943,1.13909,1.13909,809.6500000000001 +29.10.2018 19:10:00.000,1.13909,1.13922,1.13867,1.13883,1255.26 +29.10.2018 19:15:00.000,1.13883,1.13897,1.13873,1.13889,1122.07 +29.10.2018 19:20:00.000,1.13890,1.13890,1.13866,1.13868,932.3499999999999 +29.10.2018 19:25:00.000,1.13868,1.13899,1.13868,1.13894,863.01 +29.10.2018 19:30:00.000,1.13894,1.13900,1.13887,1.13898,858.78 +29.10.2018 19:35:00.000,1.13898,1.13900,1.13878,1.13878,700.04 +29.10.2018 19:40:00.000,1.13881,1.13885,1.13862,1.13878,838.61 +29.10.2018 19:45:00.000,1.13878,1.13894,1.13864,1.13888,808.93 +29.10.2018 19:50:00.000,1.13887,1.13893,1.13863,1.13864,989.8900000000001 +29.10.2018 19:55:00.000,1.13863,1.13870,1.13849,1.13850,960.19 +29.10.2018 20:00:00.000,1.13851,1.13852,1.13823,1.13829,655.54 +29.10.2018 20:05:00.000,1.13829,1.13883,1.13829,1.13848,423.75 +29.10.2018 20:10:00.000,1.13848,1.13860,1.13835,1.13852,207.97 +29.10.2018 20:15:00.000,1.13853,1.13856,1.13849,1.13849,194.69 +29.10.2018 20:20:00.000,1.13848,1.13848,1.13837,1.13841,200.66 +29.10.2018 20:25:00.000,1.13840,1.13841,1.13837,1.13838,126.13 +29.10.2018 20:30:00.000,1.13839,1.13841,1.13830,1.13838,281.71000000000004 +29.10.2018 20:35:00.000,1.13838,1.13846,1.13837,1.13841,230.55 +29.10.2018 20:40:00.000,1.13841,1.13848,1.13826,1.13827,483.09 +29.10.2018 20:45:00.000,1.13827,1.13827,1.13775,1.13777,469.61 +29.10.2018 20:50:00.000,1.13776,1.13776,1.13714,1.13745,494.79 +29.10.2018 20:55:00.000,1.13744,1.13747,1.13715,1.13721,451.75 +29.10.2018 21:00:00.000,1.13721,1.13728,1.13717,1.13727,61.85 +29.10.2018 21:05:00.000,1.13726,1.13731,1.13712,1.13722,159.4 +29.10.2018 21:10:00.000,1.13723,1.13724,1.13715,1.13722,140.88 +29.10.2018 21:15:00.000,1.13722,1.13731,1.13718,1.13723,360.93 +29.10.2018 21:20:00.000,1.13725,1.13727,1.13719,1.13722,144.66 +29.10.2018 21:25:00.000,1.13723,1.13723,1.13712,1.13713,90.23 +29.10.2018 21:30:00.000,1.13713,1.13721,1.13712,1.13720,133.62 +29.10.2018 21:35:00.000,1.13720,1.13721,1.13719,1.13720,80.5 +29.10.2018 21:40:00.000,1.13720,1.13723,1.13717,1.13721,123.58 +29.10.2018 21:45:00.000,1.13721,1.13723,1.13720,1.13722,56.96 +29.10.2018 21:50:00.000,1.13722,1.13725,1.13717,1.13725,216.46999999999997 +29.10.2018 21:55:00.000,1.13725,1.13727,1.13721,1.13722,235 +29.10.2018 22:00:00.000,1.13722,1.13735,1.13706,1.13724,401.16 +29.10.2018 22:05:00.000,1.13725,1.13729,1.13721,1.13724,671.5500000000001 +29.10.2018 22:10:00.000,1.13724,1.13739,1.13721,1.13728,1112.69 +29.10.2018 22:15:00.000,1.13728,1.13735,1.13723,1.13725,505.0799999999999 +29.10.2018 22:20:00.000,1.13725,1.13734,1.13723,1.13724,395.14 +29.10.2018 22:25:00.000,1.13725,1.13736,1.13724,1.13733,249.39999999999998 +29.10.2018 22:30:00.000,1.13733,1.13734,1.13728,1.13732,189.63 +29.10.2018 22:35:00.000,1.13732,1.13743,1.13726,1.13730,334.02 +29.10.2018 22:40:00.000,1.13730,1.13737,1.13724,1.13732,275.66 +29.10.2018 22:45:00.000,1.13731,1.13743,1.13721,1.13722,239.79 +29.10.2018 22:50:00.000,1.13722,1.13733,1.13722,1.13724,323.52 +29.10.2018 22:55:00.000,1.13724,1.13732,1.13715,1.13729,275.89 +29.10.2018 23:00:00.000,1.13729,1.13747,1.13722,1.13746,414.49 +29.10.2018 23:05:00.000,1.13747,1.13747,1.13729,1.13741,212.79 +29.10.2018 23:10:00.000,1.13742,1.13753,1.13742,1.13751,222.03000000000003 +29.10.2018 23:15:00.000,1.13746,1.13758,1.13736,1.13740,308.0799999999999 +29.10.2018 23:20:00.000,1.13739,1.13749,1.13739,1.13745,127.5 +29.10.2018 23:25:00.000,1.13746,1.13746,1.13740,1.13741,92.68 +29.10.2018 23:30:00.000,1.13741,1.13742,1.13719,1.13724,102.92999999999999 +29.10.2018 23:35:00.000,1.13727,1.13757,1.13727,1.13750,454.39 +29.10.2018 23:40:00.000,1.13753,1.13765,1.13750,1.13760,340.29 +29.10.2018 23:45:00.000,1.13761,1.13761,1.13754,1.13756,251.12 +29.10.2018 23:50:00.000,1.13756,1.13756,1.13740,1.13744,480.46 +29.10.2018 23:55:00.000,1.13745,1.13758,1.13744,1.13755,350.39000000000004 +30.10.2018 00:00:00.000,1.13756,1.13758,1.13740,1.13753,710.6899999999999 +30.10.2018 00:05:00.000,1.13753,1.13768,1.13752,1.13767,620.5699999999999 +30.10.2018 00:10:00.000,1.13768,1.13778,1.13761,1.13778,436.32 +30.10.2018 00:15:00.000,1.13777,1.13778,1.13768,1.13774,677.9399999999999 +30.10.2018 00:20:00.000,1.13775,1.13779,1.13770,1.13773,636.29 +30.10.2018 00:25:00.000,1.13772,1.13777,1.13756,1.13775,688.61 +30.10.2018 00:30:00.000,1.13776,1.13776,1.13755,1.13767,736.95 +30.10.2018 00:35:00.000,1.13767,1.13785,1.13760,1.13774,571.79 +30.10.2018 00:40:00.000,1.13774,1.13789,1.13769,1.13778,685.1599999999999 +30.10.2018 00:45:00.000,1.13777,1.13784,1.13756,1.13757,737.08 +30.10.2018 00:50:00.000,1.13758,1.13772,1.13750,1.13767,402.06 +30.10.2018 00:55:00.000,1.13762,1.13771,1.13761,1.13763,498.54 +30.10.2018 01:00:00.000,1.13763,1.13768,1.13740,1.13768,705.25 +30.10.2018 01:05:00.000,1.13770,1.13788,1.13767,1.13787,602.76 +30.10.2018 01:10:00.000,1.13788,1.13793,1.13777,1.13787,449.75 +30.10.2018 01:15:00.000,1.13787,1.13792,1.13768,1.13770,547.49 +30.10.2018 01:20:00.000,1.13769,1.13797,1.13744,1.13757,714.78 +30.10.2018 01:25:00.000,1.13757,1.13771,1.13753,1.13757,595.81 +30.10.2018 01:30:00.000,1.13757,1.13759,1.13742,1.13754,705.42 +30.10.2018 01:35:00.000,1.13754,1.13754,1.13728,1.13744,624.5199999999999 +30.10.2018 01:40:00.000,1.13744,1.13760,1.13743,1.13753,572.68 +30.10.2018 01:45:00.000,1.13753,1.13765,1.13743,1.13752,692.8299999999999 +30.10.2018 01:50:00.000,1.13752,1.13768,1.13752,1.13763,520.13 +30.10.2018 01:55:00.000,1.13764,1.13770,1.13741,1.13755,755.87 +30.10.2018 02:00:00.000,1.13757,1.13771,1.13747,1.13769,749.74 +30.10.2018 02:05:00.000,1.13769,1.13785,1.13769,1.13779,543.31 +30.10.2018 02:10:00.000,1.13778,1.13801,1.13774,1.13797,442.43000000000006 +30.10.2018 02:15:00.000,1.13798,1.13814,1.13796,1.13803,469.46 +30.10.2018 02:20:00.000,1.13804,1.13811,1.13795,1.13798,379.3 +30.10.2018 02:25:00.000,1.13798,1.13819,1.13796,1.13798,508.84 +30.10.2018 02:30:00.000,1.13798,1.13842,1.13797,1.13835,771.39 +30.10.2018 02:35:00.000,1.13834,1.13850,1.13818,1.13818,1076.1899999999998 +30.10.2018 02:40:00.000,1.13818,1.13847,1.13807,1.13829,837.24 +30.10.2018 02:45:00.000,1.13830,1.13841,1.13818,1.13839,650.36 +30.10.2018 02:50:00.000,1.13839,1.13846,1.13828,1.13828,466.44999999999993 +30.10.2018 02:55:00.000,1.13828,1.13834,1.13814,1.13819,562.76 +30.10.2018 03:00:00.000,1.13819,1.13825,1.13813,1.13818,546.91 +30.10.2018 03:05:00.000,1.13818,1.13819,1.13793,1.13798,403.63 +30.10.2018 03:10:00.000,1.13799,1.13803,1.13792,1.13797,483.78 +30.10.2018 03:15:00.000,1.13797,1.13814,1.13794,1.13808,458.06 +30.10.2018 03:20:00.000,1.13807,1.13807,1.13797,1.13798,246.37 +30.10.2018 03:25:00.000,1.13798,1.13808,1.13798,1.13804,359.28 +30.10.2018 03:30:00.000,1.13804,1.13826,1.13803,1.13819,573.74 +30.10.2018 03:35:00.000,1.13819,1.13841,1.13818,1.13841,491.96 +30.10.2018 03:40:00.000,1.13840,1.13842,1.13829,1.13829,448.64 +30.10.2018 03:45:00.000,1.13829,1.13834,1.13823,1.13833,266.49 +30.10.2018 03:50:00.000,1.13833,1.13833,1.13807,1.13807,441.16999999999996 +30.10.2018 03:55:00.000,1.13808,1.13830,1.13807,1.13817,378.19 +30.10.2018 04:00:00.000,1.13817,1.13829,1.13809,1.13811,566.2299999999999 +30.10.2018 04:05:00.000,1.13810,1.13814,1.13783,1.13783,495.64000000000004 +30.10.2018 04:10:00.000,1.13783,1.13793,1.13783,1.13784,448.52 +30.10.2018 04:15:00.000,1.13783,1.13788,1.13767,1.13780,398.29 +30.10.2018 04:20:00.000,1.13781,1.13789,1.13762,1.13768,438.11 +30.10.2018 04:25:00.000,1.13768,1.13793,1.13763,1.13793,504.55999999999995 +30.10.2018 04:30:00.000,1.13794,1.13804,1.13785,1.13804,494.17 +30.10.2018 04:35:00.000,1.13803,1.13803,1.13783,1.13786,311.71 +30.10.2018 04:40:00.000,1.13786,1.13810,1.13786,1.13799,699.5899999999999 +30.10.2018 04:45:00.000,1.13800,1.13820,1.13799,1.13816,218.51 +30.10.2018 04:50:00.000,1.13816,1.13823,1.13804,1.13823,336.34 +30.10.2018 04:55:00.000,1.13823,1.13823,1.13794,1.13807,507.66999999999996 +30.10.2018 05:00:00.000,1.13807,1.13814,1.13795,1.13805,628.35 +30.10.2018 05:05:00.000,1.13805,1.13809,1.13789,1.13789,702.6300000000001 +30.10.2018 05:10:00.000,1.13789,1.13794,1.13773,1.13778,612.02 +30.10.2018 05:15:00.000,1.13779,1.13805,1.13775,1.13803,623.9 +30.10.2018 05:20:00.000,1.13803,1.13803,1.13779,1.13781,464.04999999999995 +30.10.2018 05:25:00.000,1.13779,1.13787,1.13772,1.13783,491.17 +30.10.2018 05:30:00.000,1.13783,1.13803,1.13782,1.13783,536.8399999999999 +30.10.2018 05:35:00.000,1.13783,1.13794,1.13767,1.13790,422.94000000000005 +30.10.2018 05:40:00.000,1.13789,1.13799,1.13781,1.13798,418.81 +30.10.2018 05:45:00.000,1.13797,1.13809,1.13783,1.13783,503.48999999999995 +30.10.2018 05:50:00.000,1.13785,1.13810,1.13785,1.13793,637.95 +30.10.2018 05:55:00.000,1.13792,1.13809,1.13775,1.13783,705.62 +30.10.2018 06:00:00.000,1.13781,1.13799,1.13778,1.13784,700.06 +30.10.2018 06:05:00.000,1.13785,1.13795,1.13773,1.13795,542.8 +30.10.2018 06:10:00.000,1.13793,1.13806,1.13776,1.13785,643.1 +30.10.2018 06:15:00.000,1.13785,1.13798,1.13785,1.13793,465.13 +30.10.2018 06:20:00.000,1.13793,1.13793,1.13761,1.13762,685.86 +30.10.2018 06:25:00.000,1.13762,1.13767,1.13741,1.13747,691.4999999999999 +30.10.2018 06:30:00.000,1.13752,1.13752,1.13735,1.13750,470.34999999999997 +30.10.2018 06:35:00.000,1.13750,1.13767,1.13748,1.13764,428.48 +30.10.2018 06:40:00.000,1.13766,1.13773,1.13708,1.13723,641.7 +30.10.2018 06:45:00.000,1.13724,1.13739,1.13720,1.13729,583.68 +30.10.2018 06:50:00.000,1.13730,1.13734,1.13703,1.13730,400.24 +30.10.2018 06:55:00.000,1.13729,1.13744,1.13727,1.13743,582.9100000000001 +30.10.2018 07:00:00.000,1.13744,1.13864,1.13742,1.13858,1367.69 +30.10.2018 07:05:00.000,1.13857,1.13877,1.13826,1.13830,1051.3999999999999 +30.10.2018 07:10:00.000,1.13830,1.13837,1.13746,1.13761,1352.25 +30.10.2018 07:15:00.000,1.13762,1.13774,1.13695,1.13724,1484.64 +30.10.2018 07:20:00.000,1.13722,1.13726,1.13692,1.13704,1178.3600000000001 +30.10.2018 07:25:00.000,1.13704,1.13705,1.13654,1.13700,1247.61 +30.10.2018 07:30:00.000,1.13700,1.13701,1.13639,1.13662,1154.61 +30.10.2018 07:35:00.000,1.13660,1.13664,1.13629,1.13635,1064.33 +30.10.2018 07:40:00.000,1.13634,1.13677,1.13634,1.13672,892.9 +30.10.2018 07:45:00.000,1.13670,1.13687,1.13656,1.13674,938.72 +30.10.2018 07:50:00.000,1.13674,1.13674,1.13581,1.13619,1026.31 +30.10.2018 07:55:00.000,1.13619,1.13634,1.13606,1.13634,1156.5 +30.10.2018 08:00:00.000,1.13632,1.13685,1.13630,1.13660,1147.27 +30.10.2018 08:05:00.000,1.13659,1.13663,1.13625,1.13638,980.4399999999999 +30.10.2018 08:10:00.000,1.13639,1.13670,1.13605,1.13659,936.83 +30.10.2018 08:15:00.000,1.13659,1.13665,1.13639,1.13665,876.91 +30.10.2018 08:20:00.000,1.13664,1.13707,1.13650,1.13686,962.77 +30.10.2018 08:25:00.000,1.13685,1.13704,1.13678,1.13698,1174.1200000000001 +30.10.2018 08:30:00.000,1.13698,1.13739,1.13674,1.13712,1286.9 +30.10.2018 08:35:00.000,1.13713,1.13753,1.13708,1.13739,841.77 +30.10.2018 08:40:00.000,1.13741,1.13775,1.13735,1.13759,1310.28 +30.10.2018 08:45:00.000,1.13759,1.13799,1.13759,1.13791,1108.38 +30.10.2018 08:50:00.000,1.13791,1.13796,1.13754,1.13755,941.8800000000001 +30.10.2018 08:55:00.000,1.13754,1.13783,1.13743,1.13778,974.9699999999999 +30.10.2018 09:00:00.000,1.13781,1.13790,1.13685,1.13686,1729.7599999999998 +30.10.2018 09:05:00.000,1.13688,1.13729,1.13688,1.13718,1131.03 +30.10.2018 09:10:00.000,1.13720,1.13726,1.13675,1.13709,1153.45 +30.10.2018 09:15:00.000,1.13709,1.13755,1.13709,1.13746,983.53 +30.10.2018 09:20:00.000,1.13747,1.13751,1.13701,1.13707,1187.47 +30.10.2018 09:25:00.000,1.13709,1.13716,1.13672,1.13701,1231.56 +30.10.2018 09:30:00.000,1.13700,1.13716,1.13684,1.13689,891.86 +30.10.2018 09:35:00.000,1.13689,1.13742,1.13679,1.13741,938.4699999999999 +30.10.2018 09:40:00.000,1.13739,1.13762,1.13724,1.13739,959.6399999999999 +30.10.2018 09:45:00.000,1.13740,1.13743,1.13705,1.13706,1018.1 +30.10.2018 09:50:00.000,1.13706,1.13713,1.13686,1.13686,916.39 +30.10.2018 09:55:00.000,1.13687,1.13704,1.13651,1.13652,1050.31 +30.10.2018 10:00:00.000,1.13656,1.13656,1.13568,1.13600,1445.8999999999999 +30.10.2018 10:05:00.000,1.13600,1.13627,1.13593,1.13610,1105.04 +30.10.2018 10:10:00.000,1.13610,1.13610,1.13532,1.13542,1091.69 +30.10.2018 10:15:00.000,1.13539,1.13582,1.13532,1.13582,1172.34 +30.10.2018 10:20:00.000,1.13581,1.13581,1.13507,1.13532,1124.3500000000001 +30.10.2018 10:25:00.000,1.13532,1.13592,1.13531,1.13576,1142.95 +30.10.2018 10:30:00.000,1.13577,1.13577,1.13541,1.13552,1062.5700000000002 +30.10.2018 10:35:00.000,1.13551,1.13590,1.13536,1.13589,901.1600000000001 +30.10.2018 10:40:00.000,1.13588,1.13615,1.13563,1.13614,903.3700000000001 +30.10.2018 10:45:00.000,1.13615,1.13618,1.13583,1.13595,832.69 +30.10.2018 10:50:00.000,1.13594,1.13627,1.13589,1.13614,1105.7199999999998 +30.10.2018 10:55:00.000,1.13613,1.13619,1.13568,1.13576,1154.8700000000001 +30.10.2018 11:00:00.000,1.13576,1.13588,1.13511,1.13511,1011.4200000000001 +30.10.2018 11:05:00.000,1.13512,1.13520,1.13473,1.13492,1272.66 +30.10.2018 11:10:00.000,1.13491,1.13517,1.13477,1.13498,1025.28 +30.10.2018 11:15:00.000,1.13497,1.13525,1.13489,1.13510,941.97 +30.10.2018 11:20:00.000,1.13511,1.13527,1.13471,1.13491,1042.63 +30.10.2018 11:25:00.000,1.13491,1.13523,1.13491,1.13521,952.71 +30.10.2018 11:30:00.000,1.13522,1.13522,1.13459,1.13497,1087.96 +30.10.2018 11:35:00.000,1.13498,1.13502,1.13476,1.13488,767.8 +30.10.2018 11:40:00.000,1.13489,1.13502,1.13462,1.13487,922.62 +30.10.2018 11:45:00.000,1.13488,1.13508,1.13461,1.13485,809.78 +30.10.2018 11:50:00.000,1.13484,1.13536,1.13482,1.13517,1001.66 +30.10.2018 11:55:00.000,1.13518,1.13518,1.13455,1.13465,876.38 +30.10.2018 12:00:00.000,1.13464,1.13527,1.13457,1.13522,1107.74 +30.10.2018 12:05:00.000,1.13522,1.13575,1.13504,1.13571,1004.7300000000001 +30.10.2018 12:10:00.000,1.13569,1.13591,1.13549,1.13583,1103.78 +30.10.2018 12:15:00.000,1.13583,1.13605,1.13560,1.13564,1015.9899999999999 +30.10.2018 12:20:00.000,1.13566,1.13572,1.13542,1.13570,936.3900000000001 +30.10.2018 12:25:00.000,1.13568,1.13570,1.13545,1.13551,958.5999999999999 +30.10.2018 12:30:00.000,1.13550,1.13588,1.13541,1.13588,626.3000000000001 +30.10.2018 12:35:00.000,1.13586,1.13586,1.13523,1.13533,1020.06 +30.10.2018 12:40:00.000,1.13531,1.13548,1.13509,1.13537,962.6999999999999 +30.10.2018 12:45:00.000,1.13536,1.13641,1.13515,1.13626,1078.1299999999999 +30.10.2018 12:50:00.000,1.13625,1.13671,1.13610,1.13624,1249.3999999999999 +30.10.2018 12:55:00.000,1.13623,1.13716,1.13622,1.13707,1183.29 +30.10.2018 13:00:00.000,1.13707,1.13759,1.13697,1.13715,1758.2300000000002 +30.10.2018 13:05:00.000,1.13718,1.13727,1.13685,1.13721,1275.52 +30.10.2018 13:10:00.000,1.13719,1.13745,1.13707,1.13720,1401.87 +30.10.2018 13:15:00.000,1.13720,1.13740,1.13695,1.13702,1249.77 +30.10.2018 13:20:00.000,1.13702,1.13739,1.13691,1.13709,1120.8999999999999 +30.10.2018 13:25:00.000,1.13712,1.13755,1.13712,1.13719,1489.73 +30.10.2018 13:30:00.000,1.13719,1.13736,1.13701,1.13713,1485.29 +30.10.2018 13:35:00.000,1.13714,1.13743,1.13699,1.13735,1439.21 +30.10.2018 13:40:00.000,1.13735,1.13817,1.13733,1.13795,1403.6599999999999 +30.10.2018 13:45:00.000,1.13796,1.13812,1.13757,1.13771,1327.33 +30.10.2018 13:50:00.000,1.13771,1.13790,1.13734,1.13744,1611.8600000000001 +30.10.2018 13:55:00.000,1.13749,1.13759,1.13701,1.13745,1392.33 +30.10.2018 14:00:00.000,1.13747,1.13806,1.13723,1.13731,1528.99 +30.10.2018 14:05:00.000,1.13731,1.13751,1.13675,1.13701,1338.08 +30.10.2018 14:10:00.000,1.13701,1.13701,1.13660,1.13672,1092.1299999999999 +30.10.2018 14:15:00.000,1.13671,1.13693,1.13637,1.13662,1277.66 +30.10.2018 14:20:00.000,1.13662,1.13687,1.13640,1.13656,1057.59 +30.10.2018 14:25:00.000,1.13657,1.13738,1.13641,1.13691,974.0799999999999 +30.10.2018 14:30:00.000,1.13690,1.13729,1.13671,1.13700,1010.02 +30.10.2018 14:35:00.000,1.13701,1.13733,1.13685,1.13685,957.8 +30.10.2018 14:40:00.000,1.13686,1.13696,1.13647,1.13650,989.9200000000001 +30.10.2018 14:45:00.000,1.13649,1.13670,1.13647,1.13652,851.5 +30.10.2018 14:50:00.000,1.13655,1.13670,1.13626,1.13667,951.62 +30.10.2018 14:55:00.000,1.13667,1.13742,1.13667,1.13732,1165.52 +30.10.2018 15:00:00.000,1.13733,1.13739,1.13666,1.13666,1066.02 +30.10.2018 15:05:00.000,1.13668,1.13691,1.13661,1.13667,1119.29 +30.10.2018 15:10:00.000,1.13667,1.13708,1.13661,1.13693,866.08 +30.10.2018 15:15:00.000,1.13694,1.13702,1.13682,1.13684,790.6899999999999 +30.10.2018 15:20:00.000,1.13684,1.13699,1.13642,1.13646,1145.97 +30.10.2018 15:25:00.000,1.13646,1.13651,1.13621,1.13623,1151.81 +30.10.2018 15:30:00.000,1.13622,1.13651,1.13612,1.13643,858.6700000000001 +30.10.2018 15:35:00.000,1.13643,1.13698,1.13643,1.13688,1025.17 +30.10.2018 15:40:00.000,1.13691,1.13698,1.13641,1.13642,924.69 +30.10.2018 15:45:00.000,1.13642,1.13653,1.13613,1.13627,918.54 +30.10.2018 15:50:00.000,1.13627,1.13658,1.13612,1.13622,1121.6 +30.10.2018 15:55:00.000,1.13620,1.13662,1.13590,1.13639,1396.1100000000001 +30.10.2018 16:00:00.000,1.13639,1.13639,1.13611,1.13629,1213.87 +30.10.2018 16:05:00.000,1.13627,1.13669,1.13622,1.13653,1199.52 +30.10.2018 16:10:00.000,1.13652,1.13671,1.13643,1.13652,808.38 +30.10.2018 16:15:00.000,1.13653,1.13663,1.13637,1.13639,960.1399999999999 +30.10.2018 16:20:00.000,1.13639,1.13640,1.13611,1.13621,764.8399999999999 +30.10.2018 16:25:00.000,1.13621,1.13638,1.13600,1.13619,814.8900000000001 +30.10.2018 16:30:00.000,1.13620,1.13652,1.13612,1.13637,688.72 +30.10.2018 16:35:00.000,1.13635,1.13666,1.13601,1.13603,1120.49 +30.10.2018 16:40:00.000,1.13605,1.13611,1.13546,1.13555,1136.24 +30.10.2018 16:45:00.000,1.13556,1.13585,1.13536,1.13575,988.28 +30.10.2018 16:50:00.000,1.13577,1.13591,1.13567,1.13574,1069.3600000000001 +30.10.2018 16:55:00.000,1.13573,1.13573,1.13522,1.13522,1139.47 +30.10.2018 17:00:00.000,1.13524,1.13529,1.13501,1.13506,1159.47 +30.10.2018 17:05:00.000,1.13508,1.13523,1.13500,1.13505,1031.8999999999999 +30.10.2018 17:10:00.000,1.13504,1.13507,1.13483,1.13504,903.38 +30.10.2018 17:15:00.000,1.13506,1.13537,1.13492,1.13524,872.1 +30.10.2018 17:20:00.000,1.13524,1.13534,1.13515,1.13529,711.32 +30.10.2018 17:25:00.000,1.13529,1.13570,1.13528,1.13566,730.75 +30.10.2018 17:30:00.000,1.13566,1.13570,1.13543,1.13564,915.7900000000001 +30.10.2018 17:35:00.000,1.13564,1.13577,1.13553,1.13566,997.5799999999999 +30.10.2018 17:40:00.000,1.13565,1.13575,1.13523,1.13527,825.33 +30.10.2018 17:45:00.000,1.13526,1.13535,1.13523,1.13534,1138.39 +30.10.2018 17:50:00.000,1.13534,1.13538,1.13494,1.13494,745.45 +30.10.2018 17:55:00.000,1.13494,1.13499,1.13462,1.13483,1020.61 +30.10.2018 18:00:00.000,1.13485,1.13495,1.13474,1.13479,849.74 +30.10.2018 18:05:00.000,1.13478,1.13482,1.13429,1.13438,815.58 +30.10.2018 18:10:00.000,1.13438,1.13442,1.13419,1.13423,840.4700000000001 +30.10.2018 18:15:00.000,1.13423,1.13431,1.13404,1.13419,826.54 +30.10.2018 18:20:00.000,1.13419,1.13439,1.13415,1.13439,756.78 +30.10.2018 18:25:00.000,1.13440,1.13440,1.13426,1.13435,732.65 +30.10.2018 18:30:00.000,1.13435,1.13445,1.13430,1.13439,592.59 +30.10.2018 18:35:00.000,1.13439,1.13439,1.13429,1.13438,706.1800000000001 +30.10.2018 18:40:00.000,1.13437,1.13438,1.13414,1.13424,896.01 +30.10.2018 18:45:00.000,1.13424,1.13440,1.13418,1.13431,526.89 +30.10.2018 18:50:00.000,1.13432,1.13444,1.13425,1.13435,847.36 +30.10.2018 18:55:00.000,1.13435,1.13446,1.13414,1.13415,835.15 +30.10.2018 19:00:00.000,1.13414,1.13445,1.13414,1.13429,889.6100000000001 +30.10.2018 19:05:00.000,1.13430,1.13443,1.13425,1.13440,770.32 +30.10.2018 19:10:00.000,1.13441,1.13455,1.13440,1.13448,790.4499999999999 +30.10.2018 19:15:00.000,1.13449,1.13450,1.13428,1.13428,743.48 +30.10.2018 19:20:00.000,1.13429,1.13442,1.13422,1.13440,603.51 +30.10.2018 19:25:00.000,1.13442,1.13445,1.13429,1.13436,571.9499999999999 +30.10.2018 19:30:00.000,1.13437,1.13462,1.13436,1.13461,497.79999999999995 +30.10.2018 19:35:00.000,1.13461,1.13461,1.13445,1.13453,495.13 +30.10.2018 19:40:00.000,1.13453,1.13454,1.13424,1.13424,361.41999999999996 +30.10.2018 19:45:00.000,1.13425,1.13426,1.13413,1.13417,662.21 +30.10.2018 19:50:00.000,1.13414,1.13471,1.13412,1.13455,1062.5700000000002 +30.10.2018 19:55:00.000,1.13455,1.13460,1.13440,1.13458,1056.89 +30.10.2018 20:00:00.000,1.13457,1.13457,1.13443,1.13451,305.14 +30.10.2018 20:05:00.000,1.13451,1.13461,1.13449,1.13452,252.23000000000002 +30.10.2018 20:10:00.000,1.13452,1.13464,1.13448,1.13453,272.17 +30.10.2018 20:15:00.000,1.13455,1.13466,1.13450,1.13460,182.8 +30.10.2018 20:20:00.000,1.13459,1.13469,1.13456,1.13463,151.89999999999998 +30.10.2018 20:25:00.000,1.13461,1.13462,1.13453,1.13455,219.61 +30.10.2018 20:30:00.000,1.13454,1.13457,1.13446,1.13446,221.31 +30.10.2018 20:35:00.000,1.13446,1.13455,1.13445,1.13450,186.69 +30.10.2018 20:40:00.000,1.13449,1.13450,1.13443,1.13447,392.98999999999995 +30.10.2018 20:45:00.000,1.13448,1.13461,1.13446,1.13459,432.35999999999996 +30.10.2018 20:50:00.000,1.13459,1.13463,1.13435,1.13462,243.71000000000004 +30.10.2018 20:55:00.000,1.13463,1.13467,1.13436,1.13436,281.59999999999997 +30.10.2018 21:00:00.000,1.13429,1.13441,1.13419,1.13419,74.41 +30.10.2018 21:05:00.000,1.13422,1.13434,1.13417,1.13432,249.21 +30.10.2018 21:10:00.000,1.13433,1.13440,1.13431,1.13436,200.90000000000003 +30.10.2018 21:15:00.000,1.13435,1.13441,1.13430,1.13436,291.11999999999995 +30.10.2018 21:20:00.000,1.13435,1.13437,1.13429,1.13432,97.80000000000001 +30.10.2018 21:25:00.000,1.13432,1.13433,1.13430,1.13431,130.32 +30.10.2018 21:30:00.000,1.13427,1.13429,1.13418,1.13429,211.49 +30.10.2018 21:35:00.000,1.13428,1.13431,1.13418,1.13425,108.49000000000001 +30.10.2018 21:40:00.000,1.13425,1.13427,1.13422,1.13422,145.70999999999998 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22:55:00.000,1.13422,1.13430,1.13422,1.13428,128.41 +30.10.2018 23:00:00.000,1.13429,1.13440,1.13419,1.13435,260.43 +30.10.2018 23:05:00.000,1.13436,1.13447,1.13436,1.13446,188.67999999999998 +30.10.2018 23:10:00.000,1.13446,1.13446,1.13423,1.13431,191.8 +30.10.2018 23:15:00.000,1.13431,1.13444,1.13431,1.13440,146.42000000000002 +30.10.2018 23:20:00.000,1.13439,1.13449,1.13439,1.13447,249.46000000000004 +30.10.2018 23:25:00.000,1.13448,1.13459,1.13444,1.13453,115.10000000000001 +30.10.2018 23:30:00.000,1.13453,1.13455,1.13448,1.13453,147.7 +30.10.2018 23:35:00.000,1.13453,1.13459,1.13452,1.13454,179.14 +30.10.2018 23:40:00.000,1.13453,1.13465,1.13452,1.13458,272.19000000000005 +30.10.2018 23:45:00.000,1.13457,1.13468,1.13455,1.13462,385.65 +30.10.2018 23:50:00.000,1.13461,1.13462,1.13442,1.13443,362.88 +30.10.2018 23:55:00.000,1.13442,1.13459,1.13438,1.13453,496.73 +31.10.2018 00:00:00.000,1.13452,1.13468,1.13448,1.13465,725.35 +31.10.2018 00:05:00.000,1.13465,1.13465,1.13452,1.13460,674.7700000000001 +31.10.2018 00:10:00.000,1.13459,1.13467,1.13449,1.13457,630.27 +31.10.2018 00:15:00.000,1.13458,1.13458,1.13444,1.13450,468.64 +31.10.2018 00:20:00.000,1.13450,1.13459,1.13450,1.13455,434.7 +31.10.2018 00:25:00.000,1.13456,1.13472,1.13449,1.13452,512.65 +31.10.2018 00:30:00.000,1.13453,1.13458,1.13431,1.13432,897.87 +31.10.2018 00:35:00.000,1.13433,1.13443,1.13431,1.13435,586.1800000000001 +31.10.2018 00:40:00.000,1.13434,1.13448,1.13433,1.13448,405.53 +31.10.2018 00:45:00.000,1.13448,1.13448,1.13416,1.13436,575.54 +31.10.2018 00:50:00.000,1.13436,1.13439,1.13399,1.13407,822.34 +31.10.2018 00:55:00.000,1.13404,1.13427,1.13402,1.13423,613.3800000000001 +31.10.2018 01:00:00.000,1.13423,1.13427,1.13402,1.13416,864.15 +31.10.2018 01:05:00.000,1.13416,1.13432,1.13396,1.13412,756.01 +31.10.2018 01:10:00.000,1.13412,1.13424,1.13401,1.13410,774.0899999999999 +31.10.2018 01:15:00.000,1.13408,1.13443,1.13401,1.13443,654.46 +31.10.2018 01:20:00.000,1.13443,1.13475,1.13427,1.13468,592.74 +31.10.2018 01:25:00.000,1.13468,1.13500,1.13441,1.13457,1068.36 +31.10.2018 01:30:00.000,1.13457,1.13457,1.13437,1.13447,643.9300000000001 +31.10.2018 01:35:00.000,1.13448,1.13469,1.13438,1.13446,771.47 +31.10.2018 01:40:00.000,1.13447,1.13456,1.13442,1.13450,788.17 +31.10.2018 01:45:00.000,1.13451,1.13452,1.13442,1.13442,564.5 +31.10.2018 01:50:00.000,1.13442,1.13447,1.13436,1.13436,626.09 +31.10.2018 01:55:00.000,1.13436,1.13457,1.13436,1.13450,555.5 +31.10.2018 02:00:00.000,1.13449,1.13454,1.13437,1.13450,611.29 +31.10.2018 02:05:00.000,1.13450,1.13473,1.13449,1.13463,636.67 +31.10.2018 02:10:00.000,1.13463,1.13485,1.13447,1.13468,861.65 +31.10.2018 02:15:00.000,1.13468,1.13468,1.13447,1.13454,431.12 +31.10.2018 02:20:00.000,1.13454,1.13473,1.13453,1.13471,501.58 +31.10.2018 02:25:00.000,1.13470,1.13478,1.13467,1.13473,490.38 +31.10.2018 02:30:00.000,1.13472,1.13475,1.13463,1.13470,380.78 +31.10.2018 02:35:00.000,1.13469,1.13469,1.13446,1.13451,314.80999999999995 +31.10.2018 02:40:00.000,1.13451,1.13453,1.13450,1.13451,295.65 +31.10.2018 02:45:00.000,1.13450,1.13456,1.13450,1.13452,339.76 +31.10.2018 02:50:00.000,1.13453,1.13453,1.13438,1.13438,344.77000000000004 +31.10.2018 02:55:00.000,1.13438,1.13447,1.13437,1.13442,370.07000000000005 +31.10.2018 03:00:00.000,1.13440,1.13444,1.13427,1.13432,477.28 +31.10.2018 03:05:00.000,1.13433,1.13444,1.13430,1.13443,361.85 +31.10.2018 03:10:00.000,1.13443,1.13443,1.13431,1.13432,383.51 +31.10.2018 03:15:00.000,1.13432,1.13444,1.13425,1.13438,523.48 +31.10.2018 03:20:00.000,1.13438,1.13447,1.13433,1.13435,452.3400000000001 +31.10.2018 03:25:00.000,1.13433,1.13439,1.13426,1.13439,334.86 +31.10.2018 03:30:00.000,1.13439,1.13439,1.13427,1.13430,359.69 +31.10.2018 03:35:00.000,1.13431,1.13434,1.13417,1.13424,467.42 +31.10.2018 03:40:00.000,1.13423,1.13440,1.13422,1.13427,606.3499999999999 +31.10.2018 03:45:00.000,1.13428,1.13428,1.13392,1.13412,604.7900000000001 +31.10.2018 03:50:00.000,1.13413,1.13420,1.13396,1.13404,683.38 +31.10.2018 03:55:00.000,1.13404,1.13409,1.13389,1.13407,699.47 +31.10.2018 04:00:00.000,1.13407,1.13414,1.13403,1.13403,389.24 +31.10.2018 04:05:00.000,1.13402,1.13408,1.13393,1.13403,354.80999999999995 +31.10.2018 04:10:00.000,1.13404,1.13408,1.13392,1.13393,439.31 +31.10.2018 04:15:00.000,1.13393,1.13410,1.13360,1.13404,681.0999999999999 +31.10.2018 04:20:00.000,1.13404,1.13411,1.13401,1.13405,300.73 +31.10.2018 04:25:00.000,1.13404,1.13412,1.13398,1.13399,222.66000000000003 +31.10.2018 04:30:00.000,1.13400,1.13413,1.13399,1.13408,331.95000000000005 +31.10.2018 04:35:00.000,1.13408,1.13428,1.13403,1.13411,382.01 +31.10.2018 04:40:00.000,1.13408,1.13417,1.13399,1.13404,338.77000000000004 +31.10.2018 04:45:00.000,1.13404,1.13406,1.13392,1.13399,475.57 +31.10.2018 04:50:00.000,1.13399,1.13405,1.13379,1.13390,402.96000000000004 +31.10.2018 04:55:00.000,1.13390,1.13420,1.13390,1.13420,542.01 +31.10.2018 05:00:00.000,1.13422,1.13425,1.13403,1.13404,601.16 +31.10.2018 05:05:00.000,1.13404,1.13430,1.13399,1.13424,573.2099999999999 +31.10.2018 05:10:00.000,1.13424,1.13441,1.13421,1.13431,683 +31.10.2018 05:15:00.000,1.13431,1.13455,1.13423,1.13449,703.33 +31.10.2018 05:20:00.000,1.13450,1.13472,1.13430,1.13432,765.96 +31.10.2018 05:25:00.000,1.13432,1.13438,1.13412,1.13414,659.62 +31.10.2018 05:30:00.000,1.13414,1.13415,1.13398,1.13404,572.79 +31.10.2018 05:35:00.000,1.13404,1.13430,1.13403,1.13424,668.98 +31.10.2018 05:40:00.000,1.13424,1.13425,1.13403,1.13415,527.13 +31.10.2018 05:45:00.000,1.13414,1.13431,1.13408,1.13424,474.46 +31.10.2018 05:50:00.000,1.13423,1.13435,1.13414,1.13414,323.01 +31.10.2018 05:55:00.000,1.13412,1.13422,1.13375,1.13421,768.98 +31.10.2018 06:00:00.000,1.13421,1.13441,1.13408,1.13430,506.7799999999999 +31.10.2018 06:05:00.000,1.13430,1.13440,1.13398,1.13439,721.2600000000001 +31.10.2018 06:10:00.000,1.13439,1.13456,1.13432,1.13442,545.18 +31.10.2018 06:15:00.000,1.13442,1.13449,1.13402,1.13408,767.97 +31.10.2018 06:20:00.000,1.13409,1.13423,1.13384,1.13409,738.72 +31.10.2018 06:25:00.000,1.13411,1.13419,1.13402,1.13407,455.37 +31.10.2018 06:30:00.000,1.13410,1.13455,1.13396,1.13452,638.7800000000001 +31.10.2018 06:35:00.000,1.13452,1.13461,1.13417,1.13418,555.74 +31.10.2018 06:40:00.000,1.13418,1.13434,1.13402,1.13409,372.33 +31.10.2018 06:45:00.000,1.13409,1.13424,1.13399,1.13405,286.86 +31.10.2018 06:50:00.000,1.13406,1.13444,1.13399,1.13428,532.48 +31.10.2018 06:55:00.000,1.13428,1.13459,1.13426,1.13446,783.4399999999999 +31.10.2018 07:00:00.000,1.13446,1.13457,1.13359,1.13457,1331.45 +31.10.2018 07:05:00.000,1.13458,1.13483,1.13383,1.13389,1766.43 +31.10.2018 07:10:00.000,1.13389,1.13434,1.13389,1.13430,1074.65 +31.10.2018 07:15:00.000,1.13429,1.13429,1.13389,1.13413,1171.13 +31.10.2018 07:20:00.000,1.13412,1.13480,1.13408,1.13474,1332.38 +31.10.2018 07:25:00.000,1.13472,1.13474,1.13437,1.13470,906.53 +31.10.2018 07:30:00.000,1.13470,1.13535,1.13470,1.13504,1253.91 +31.10.2018 07:35:00.000,1.13508,1.13508,1.13474,1.13494,907.16 +31.10.2018 07:40:00.000,1.13495,1.13513,1.13461,1.13484,887.0400000000001 +31.10.2018 07:45:00.000,1.13485,1.13504,1.13469,1.13476,1070.71 +31.10.2018 07:50:00.000,1.13475,1.13521,1.13471,1.13514,1011.97 +31.10.2018 07:55:00.000,1.13514,1.13530,1.13465,1.13469,1267 +31.10.2018 08:00:00.000,1.13467,1.13561,1.13461,1.13544,1222.6599999999999 +31.10.2018 08:05:00.000,1.13544,1.13548,1.13496,1.13533,1063.1299999999999 +31.10.2018 08:10:00.000,1.13532,1.13533,1.13508,1.13514,1098.94 +31.10.2018 08:15:00.000,1.13514,1.13514,1.13452,1.13453,1143.38 +31.10.2018 08:20:00.000,1.13453,1.13530,1.13448,1.13521,1042.86 +31.10.2018 08:25:00.000,1.13520,1.13546,1.13487,1.13533,1116.17 +31.10.2018 08:30:00.000,1.13533,1.13550,1.13514,1.13544,1250.78 +31.10.2018 08:35:00.000,1.13544,1.13575,1.13536,1.13557,1056.14 +31.10.2018 08:40:00.000,1.13556,1.13582,1.13510,1.13579,1304.2499999999998 +31.10.2018 08:45:00.000,1.13579,1.13601,1.13575,1.13577,1212.61 +31.10.2018 08:50:00.000,1.13578,1.13589,1.13521,1.13521,1069.96 +31.10.2018 08:55:00.000,1.13521,1.13542,1.13493,1.13540,876.1299999999999 +31.10.2018 09:00:00.000,1.13539,1.13547,1.13519,1.13546,1019.6399999999999 +31.10.2018 09:05:00.000,1.13545,1.13555,1.13529,1.13539,789.9800000000001 +31.10.2018 09:10:00.000,1.13538,1.13547,1.13511,1.13527,822.86 +31.10.2018 09:15:00.000,1.13528,1.13532,1.13493,1.13510,925.8199999999999 +31.10.2018 09:20:00.000,1.13511,1.13522,1.13469,1.13476,774.2299999999999 +31.10.2018 09:25:00.000,1.13477,1.13481,1.13448,1.13451,891.73 +31.10.2018 09:30:00.000,1.13449,1.13467,1.13435,1.13436,861.72 +31.10.2018 09:35:00.000,1.13437,1.13437,1.13329,1.13338,1287.32 +31.10.2018 09:40:00.000,1.13337,1.13358,1.13318,1.13327,894.1 +31.10.2018 09:45:00.000,1.13327,1.13338,1.13308,1.13316,1021.11 +31.10.2018 09:50:00.000,1.13316,1.13357,1.13316,1.13341,769.4599999999999 +31.10.2018 09:55:00.000,1.13341,1.13391,1.13341,1.13376,1060.99 +31.10.2018 10:00:00.000,1.13373,1.13401,1.13353,1.13379,1054.94 +31.10.2018 10:05:00.000,1.13380,1.13396,1.13351,1.13387,1046.52 +31.10.2018 10:10:00.000,1.13387,1.13387,1.13348,1.13351,887.6100000000001 +31.10.2018 10:15:00.000,1.13351,1.13367,1.13330,1.13348,894.7199999999999 +31.10.2018 10:20:00.000,1.13346,1.13372,1.13337,1.13367,972.46 +31.10.2018 10:25:00.000,1.13368,1.13372,1.13348,1.13351,907.12 +31.10.2018 10:30:00.000,1.13353,1.13363,1.13336,1.13336,708.64 +31.10.2018 10:35:00.000,1.13337,1.13355,1.13331,1.13334,1041.76 +31.10.2018 10:40:00.000,1.13334,1.13386,1.13319,1.13381,985.46 +31.10.2018 10:45:00.000,1.13381,1.13399,1.13374,1.13398,936.3200000000002 +31.10.2018 10:50:00.000,1.13400,1.13433,1.13374,1.13378,996.15 +31.10.2018 10:55:00.000,1.13377,1.13384,1.13364,1.13384,768.58 +31.10.2018 11:00:00.000,1.13384,1.13396,1.13369,1.13370,934.66 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12:15:00.000,1.13428,1.13428,1.13340,1.13387,1242.07 +31.10.2018 12:20:00.000,1.13389,1.13392,1.13343,1.13360,1111.57 +31.10.2018 12:25:00.000,1.13357,1.13425,1.13357,1.13407,929.3100000000001 +31.10.2018 12:30:00.000,1.13406,1.13406,1.13350,1.13362,1108.44 +31.10.2018 12:35:00.000,1.13362,1.13369,1.13328,1.13358,1076.88 +31.10.2018 12:40:00.000,1.13359,1.13379,1.13342,1.13376,966.35 +31.10.2018 12:45:00.000,1.13377,1.13389,1.13329,1.13332,1059.4899999999998 +31.10.2018 12:50:00.000,1.13333,1.13361,1.13284,1.13300,1311.33 +31.10.2018 12:55:00.000,1.13300,1.13300,1.13212,1.13222,1521.89 +31.10.2018 13:00:00.000,1.13222,1.13236,1.13181,1.13181,1502.1299999999999 +31.10.2018 13:05:00.000,1.13182,1.13198,1.13157,1.13197,1388.3899999999999 +31.10.2018 13:10:00.000,1.13197,1.13216,1.13159,1.13180,1388.46 +31.10.2018 13:15:00.000,1.13178,1.13199,1.13144,1.13198,1192.6100000000001 +31.10.2018 13:20:00.000,1.13196,1.13198,1.13142,1.13144,1183.7700000000002 +31.10.2018 13:25:00.000,1.13143,1.13156,1.13132,1.13143,1034.79 +31.10.2018 13:30:00.000,1.13142,1.13163,1.13132,1.13132,1439.56 +31.10.2018 13:35:00.000,1.13132,1.13142,1.13112,1.13113,1307.9700000000003 +31.10.2018 13:40:00.000,1.13112,1.13135,1.13110,1.13127,1200.38 +31.10.2018 13:45:00.000,1.13128,1.13139,1.13113,1.13138,1158.72 +31.10.2018 13:50:00.000,1.13138,1.13202,1.13135,1.13197,1366.58 +31.10.2018 13:55:00.000,1.13197,1.13205,1.13156,1.13196,1486.34 +31.10.2018 14:00:00.000,1.13194,1.13237,1.13169,1.13237,1470.44 +31.10.2018 14:05:00.000,1.13240,1.13261,1.13172,1.13173,1482.1799999999998 +31.10.2018 14:10:00.000,1.13171,1.13247,1.13163,1.13215,1408.04 +31.10.2018 14:15:00.000,1.13216,1.13249,1.13207,1.13216,1137.52 +31.10.2018 14:20:00.000,1.13219,1.13226,1.13165,1.13180,1280.32 +31.10.2018 14:25:00.000,1.13180,1.13204,1.13161,1.13165,973.56 +31.10.2018 14:30:00.000,1.13167,1.13181,1.13141,1.13160,1246.5600000000002 +31.10.2018 14:35:00.000,1.13160,1.13182,1.13112,1.13121,1434.55 +31.10.2018 14:40:00.000,1.13122,1.13139,1.13104,1.13135,1227.8799999999999 +31.10.2018 14:45:00.000,1.13135,1.13170,1.13117,1.13151,1184.08 +31.10.2018 14:50:00.000,1.13150,1.13166,1.13140,1.13156,1167.78 +31.10.2018 14:55:00.000,1.13155,1.13210,1.13155,1.13207,1228.46 +31.10.2018 15:00:00.000,1.13207,1.13232,1.13196,1.13204,1227.77 +31.10.2018 15:05:00.000,1.13203,1.13204,1.13153,1.13168,1089.08 +31.10.2018 15:10:00.000,1.13167,1.13222,1.13164,1.13215,883.98 +31.10.2018 15:15:00.000,1.13215,1.13236,1.13198,1.13208,1029.58 +31.10.2018 15:20:00.000,1.13209,1.13266,1.13207,1.13266,1293.14 +31.10.2018 15:25:00.000,1.13265,1.13437,1.13223,1.13397,1967.0899999999997 +31.10.2018 15:30:00.000,1.13397,1.13468,1.13349,1.13351,1928.9299999999998 +31.10.2018 15:35:00.000,1.13351,1.13355,1.13295,1.13313,1412.92 +31.10.2018 15:40:00.000,1.13313,1.13315,1.13255,1.13255,1233.85 +31.10.2018 15:45:00.000,1.13256,1.13340,1.13219,1.13327,1643.2399999999998 +31.10.2018 15:50:00.000,1.13327,1.13436,1.13323,1.13332,1855.8300000000002 +31.10.2018 15:55:00.000,1.13330,1.13346,1.13272,1.13309,2445.73 +31.10.2018 16:00:00.000,1.13311,1.13322,1.13248,1.13279,1938.73 +31.10.2018 16:05:00.000,1.13279,1.13287,1.13195,1.13204,1606.3500000000001 +31.10.2018 16:10:00.000,1.13203,1.13216,1.13173,1.13197,1355.5 +31.10.2018 16:15:00.000,1.13196,1.13200,1.13050,1.13114,1898.95 +31.10.2018 16:20:00.000,1.13113,1.13224,1.13113,1.13214,1490.86 +31.10.2018 16:25:00.000,1.13214,1.13233,1.13172,1.13179,1380.1699999999998 +31.10.2018 16:30:00.000,1.13179,1.13180,1.13117,1.13156,1288.89 +31.10.2018 16:35:00.000,1.13155,1.13205,1.13149,1.13163,1321.7600000000002 +31.10.2018 16:40:00.000,1.13164,1.13189,1.13143,1.13176,1040.4199999999998 +31.10.2018 16:45:00.000,1.13177,1.13190,1.13151,1.13156,818.05 +31.10.2018 16:50:00.000,1.13153,1.13180,1.13148,1.13148,866.28 +31.10.2018 16:55:00.000,1.13149,1.13152,1.13111,1.13134,992.97 +31.10.2018 17:00:00.000,1.13135,1.13141,1.13057,1.13074,1439.6299999999999 +31.10.2018 17:05:00.000,1.13075,1.13092,1.13055,1.13059,1140.31 +31.10.2018 17:10:00.000,1.13059,1.13119,1.13051,1.13084,1874.91 +31.10.2018 17:15:00.000,1.13082,1.13105,1.13056,1.13068,1337.83 +31.10.2018 17:20:00.000,1.13068,1.13076,1.13051,1.13058,1099.81 +31.10.2018 17:25:00.000,1.13060,1.13092,1.13051,1.13085,957.03 +31.10.2018 17:30:00.000,1.13085,1.13090,1.13055,1.13064,948.51 +31.10.2018 17:35:00.000,1.13064,1.13096,1.13057,1.13083,762.68 +31.10.2018 17:40:00.000,1.13082,1.13085,1.13050,1.13058,841.45 +31.10.2018 17:45:00.000,1.13059,1.13081,1.13050,1.13064,1052.98 +31.10.2018 17:50:00.000,1.13065,1.13066,1.13020,1.13058,1263.37 +31.10.2018 17:55:00.000,1.13059,1.13095,1.13045,1.13058,1463.5700000000002 +31.10.2018 18:00:00.000,1.13060,1.13111,1.13057,1.13099,1191.61 +31.10.2018 18:05:00.000,1.13100,1.13139,1.13095,1.13136,1123.94 +31.10.2018 18:10:00.000,1.13137,1.13175,1.13136,1.13172,1096.54 +31.10.2018 18:15:00.000,1.13172,1.13175,1.13145,1.13148,905.13 +31.10.2018 18:20:00.000,1.13150,1.13154,1.13129,1.13133,596.8 +31.10.2018 18:25:00.000,1.13133,1.13171,1.13131,1.13145,697.79 +31.10.2018 18:30:00.000,1.13145,1.13146,1.13121,1.13130,855.61 +31.10.2018 18:35:00.000,1.13130,1.13175,1.13130,1.13167,830.16 +31.10.2018 18:40:00.000,1.13168,1.13168,1.13135,1.13135,789.64 +31.10.2018 18:45:00.000,1.13135,1.13147,1.13120,1.13124,663.65 +31.10.2018 18:50:00.000,1.13125,1.13149,1.13122,1.13147,680.67 +31.10.2018 18:55:00.000,1.13146,1.13157,1.13131,1.13135,925.8900000000001 +31.10.2018 19:00:00.000,1.13138,1.13236,1.13134,1.13226,1372.14 +31.10.2018 19:05:00.000,1.13230,1.13266,1.13202,1.13215,1164.27 +31.10.2018 19:10:00.000,1.13215,1.13221,1.13196,1.13215,745.08 +31.10.2018 19:15:00.000,1.13215,1.13240,1.13206,1.13215,1173.21 +31.10.2018 19:20:00.000,1.13214,1.13216,1.13195,1.13201,1120.94 +31.10.2018 19:25:00.000,1.13201,1.13201,1.13191,1.13199,796.79 +31.10.2018 19:30:00.000,1.13198,1.13202,1.13180,1.13181,803.5799999999999 +31.10.2018 19:35:00.000,1.13181,1.13185,1.13170,1.13180,642.3399999999999 +31.10.2018 19:40:00.000,1.13179,1.13214,1.13174,1.13212,894.72 +31.10.2018 19:45:00.000,1.13214,1.13232,1.13196,1.13218,1171.3000000000002 +31.10.2018 19:50:00.000,1.13219,1.13222,1.13191,1.13210,1079.33 +31.10.2018 19:55:00.000,1.13213,1.13281,1.13213,1.13280,1392.84 +31.10.2018 20:00:00.000,1.13269,1.13269,1.13195,1.13236,822.74 +31.10.2018 20:05:00.000,1.13239,1.13265,1.13239,1.13255,419.88 +31.10.2018 20:10:00.000,1.13254,1.13254,1.13215,1.13225,404.02000000000004 +31.10.2018 20:15:00.000,1.13226,1.13238,1.13217,1.13218,352.71000000000004 +31.10.2018 20:20:00.000,1.13218,1.13218,1.13195,1.13196,319.11 +31.10.2018 20:25:00.000,1.13195,1.13195,1.13179,1.13184,367.96000000000004 +31.10.2018 20:30:00.000,1.13183,1.13185,1.13167,1.13170,416.03 +31.10.2018 20:35:00.000,1.13170,1.13175,1.13154,1.13175,388.5199999999999 +31.10.2018 20:40:00.000,1.13174,1.13175,1.13158,1.13160,349.24 +31.10.2018 20:45:00.000,1.13162,1.13180,1.13162,1.13177,304.93 +31.10.2018 20:50:00.000,1.13176,1.13176,1.13153,1.13153,444.22 +31.10.2018 20:55:00.000,1.13152,1.13153,1.13077,1.13115,528.13 +31.10.2018 21:00:00.000,1.13115,1.13123,1.13074,1.13107,241.81 +31.10.2018 21:05:00.000,1.13106,1.13117,1.13091,1.13115,345.9 +31.10.2018 21:10:00.000,1.13115,1.13150,1.13115,1.13138,463.06999999999994 +31.10.2018 21:15:00.000,1.13138,1.13142,1.13135,1.13142,209.29 +31.10.2018 21:20:00.000,1.13143,1.13147,1.13140,1.13141,119.5 +31.10.2018 21:25:00.000,1.13143,1.13158,1.13136,1.13148,283.61 +31.10.2018 21:30:00.000,1.13148,1.13150,1.13115,1.13131,400.9900000000001 +31.10.2018 21:35:00.000,1.13132,1.13134,1.13131,1.13131,91.34 +31.10.2018 21:40:00.000,1.13131,1.13142,1.13118,1.13122,477.64000000000004 +31.10.2018 21:45:00.000,1.13122,1.13134,1.13119,1.13134,507.84999999999997 +31.10.2018 21:50:00.000,1.13135,1.13135,1.13105,1.13113,277.03999999999996 +31.10.2018 21:55:00.000,1.13108,1.13146,1.13077,1.13139,634.21 +31.10.2018 22:00:00.000,1.13138,1.13162,1.13127,1.13150,400.49 +31.10.2018 22:05:00.000,1.13152,1.13168,1.13148,1.13162,384.95 +31.10.2018 22:10:00.000,1.13162,1.13171,1.13162,1.13167,233.96000000000004 +31.10.2018 22:15:00.000,1.13167,1.13167,1.13157,1.13163,252.52 +31.10.2018 22:20:00.000,1.13162,1.13168,1.13162,1.13163,98.95 +31.10.2018 22:25:00.000,1.13164,1.13164,1.13155,1.13155,123.33000000000001 +31.10.2018 22:30:00.000,1.13155,1.13156,1.13148,1.13155,182.4 +31.10.2018 22:35:00.000,1.13154,1.13156,1.13148,1.13154,136.02 +31.10.2018 22:40:00.000,1.13153,1.13159,1.13149,1.13152,198.01999999999998 +31.10.2018 22:45:00.000,1.13152,1.13171,1.13149,1.13167,271.38 +31.10.2018 22:50:00.000,1.13169,1.13178,1.13168,1.13173,322.05 +31.10.2018 22:55:00.000,1.13172,1.13174,1.13158,1.13168,336.42 +31.10.2018 23:00:00.000,1.13171,1.13183,1.13165,1.13179,307.63 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08:45:00.000,1.14392,1.14394,1.14345,1.14348,1112.05 +02.11.2018 08:50:00.000,1.14348,1.14371,1.14326,1.14331,1092.43 +02.11.2018 08:55:00.000,1.14333,1.14340,1.14302,1.14302,1106.32 +02.11.2018 09:00:00.000,1.14301,1.14301,1.14237,1.14242,1292.31 +02.11.2018 09:05:00.000,1.14245,1.14290,1.14244,1.14269,940.26 +02.11.2018 09:10:00.000,1.14270,1.14284,1.14254,1.14275,826.92 +02.11.2018 09:15:00.000,1.14273,1.14311,1.14265,1.14307,1075.0099999999998 +02.11.2018 09:20:00.000,1.14306,1.14362,1.14305,1.14361,1101.52 +02.11.2018 09:25:00.000,1.14364,1.14376,1.14331,1.14335,887 +02.11.2018 09:30:00.000,1.14334,1.14391,1.14332,1.14389,951.38 +02.11.2018 09:35:00.000,1.14389,1.14401,1.14358,1.14398,1045.02 +02.11.2018 09:40:00.000,1.14398,1.14415,1.14359,1.14393,803.38 +02.11.2018 09:45:00.000,1.14394,1.14447,1.14394,1.14425,1097.99 +02.11.2018 09:50:00.000,1.14424,1.14437,1.14387,1.14389,898.9300000000001 +02.11.2018 09:55:00.000,1.14389,1.14421,1.14380,1.14381,827.25 +02.11.2018 10:00:00.000,1.14381,1.14383,1.14355,1.14365,883.57 +02.11.2018 10:05:00.000,1.14363,1.14374,1.14350,1.14365,799.4100000000001 +02.11.2018 10:10:00.000,1.14365,1.14409,1.14362,1.14375,713.5699999999999 +02.11.2018 10:15:00.000,1.14377,1.14427,1.14377,1.14420,940.55 +02.11.2018 10:20:00.000,1.14420,1.14467,1.14409,1.14459,1052.02 +02.11.2018 10:25:00.000,1.14459,1.14459,1.14427,1.14428,909.24 +02.11.2018 10:30:00.000,1.14429,1.14445,1.14414,1.14444,925.47 +02.11.2018 10:35:00.000,1.14443,1.14464,1.14420,1.14449,1004.54 +02.11.2018 10:40:00.000,1.14450,1.14475,1.14424,1.14448,1058.07 +02.11.2018 10:45:00.000,1.14449,1.14464,1.14429,1.14460,744.8900000000001 +02.11.2018 10:50:00.000,1.14458,1.14477,1.14437,1.14474,869.69 +02.11.2018 10:55:00.000,1.14475,1.14498,1.14465,1.14493,1100.48 +02.11.2018 11:00:00.000,1.14494,1.14557,1.14482,1.14553,1335.88 +02.11.2018 11:05:00.000,1.14552,1.14557,1.14523,1.14542,939.1399999999999 +02.11.2018 11:10:00.000,1.14542,1.14543,1.14502,1.14503,1032.31 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18:00:00.000,1.14115,1.14137,1.14112,1.14120,750.93 +06.11.2018 18:05:00.000,1.14119,1.14137,1.14106,1.14107,971.4100000000001 +06.11.2018 18:10:00.000,1.14109,1.14120,1.14099,1.14114,528.79 +06.11.2018 18:15:00.000,1.14117,1.14141,1.14102,1.14108,720.54 +06.11.2018 18:20:00.000,1.14109,1.14113,1.14080,1.14081,814.51 +06.11.2018 18:25:00.000,1.14080,1.14100,1.14072,1.14078,1009.7800000000001 +06.11.2018 18:30:00.000,1.14079,1.14098,1.14060,1.14060,822.2600000000001 +06.11.2018 18:35:00.000,1.14062,1.14101,1.14062,1.14101,926.12 +06.11.2018 18:40:00.000,1.14104,1.14113,1.14085,1.14094,1048.7600000000002 +06.11.2018 18:45:00.000,1.14095,1.14126,1.14092,1.14113,757.5 +06.11.2018 18:50:00.000,1.14114,1.14124,1.14105,1.14114,805.24 +06.11.2018 18:55:00.000,1.14115,1.14135,1.14104,1.14114,817.5899999999999 +06.11.2018 19:00:00.000,1.14114,1.14138,1.14113,1.14130,789.86 +06.11.2018 19:05:00.000,1.14127,1.14148,1.14127,1.14132,748.74 +06.11.2018 19:10:00.000,1.14133,1.14145,1.14119,1.14138,843.06 +06.11.2018 19:15:00.000,1.14138,1.14142,1.14119,1.14140,854.0600000000001 +06.11.2018 19:20:00.000,1.14140,1.14150,1.14132,1.14149,790.73 +06.11.2018 19:25:00.000,1.14149,1.14171,1.14144,1.14159,726.5699999999999 +06.11.2018 19:30:00.000,1.14159,1.14160,1.14138,1.14141,887.9000000000001 +06.11.2018 19:35:00.000,1.14141,1.14144,1.14121,1.14134,814.31 +06.11.2018 19:40:00.000,1.14134,1.14147,1.14134,1.14144,452.21000000000004 +06.11.2018 19:45:00.000,1.14143,1.14149,1.14136,1.14147,584.78 +06.11.2018 19:50:00.000,1.14150,1.14152,1.14134,1.14135,958.15 +06.11.2018 19:55:00.000,1.14135,1.14145,1.14118,1.14124,1364.22 +06.11.2018 20:00:00.000,1.14123,1.14134,1.14112,1.14122,1362.8799999999999 +06.11.2018 20:05:00.000,1.14122,1.14130,1.14108,1.14127,1052.1100000000001 +06.11.2018 20:10:00.000,1.14126,1.14144,1.14120,1.14140,727.75 +06.11.2018 20:15:00.000,1.14141,1.14141,1.14126,1.14136,449.21000000000004 +06.11.2018 20:20:00.000,1.14137,1.14148,1.14135,1.14141,780.61 +06.11.2018 20:25:00.000,1.14140,1.14154,1.14140,1.14153,785.8000000000001 +06.11.2018 20:30:00.000,1.14152,1.14157,1.14151,1.14156,533.14 +06.11.2018 20:35:00.000,1.14155,1.14161,1.14150,1.14151,816.54 +06.11.2018 20:40:00.000,1.14153,1.14173,1.14147,1.14156,684.88 +06.11.2018 20:45:00.000,1.14157,1.14170,1.14153,1.14167,867.83 +06.11.2018 20:50:00.000,1.14166,1.14187,1.14165,1.14170,696.5999999999999 +06.11.2018 20:55:00.000,1.14169,1.14178,1.14160,1.14176,554.02 +06.11.2018 21:00:00.000,1.14177,1.14180,1.14151,1.14160,238.21999999999997 +06.11.2018 21:05:00.000,1.14160,1.14166,1.14155,1.14166,130.18 +06.11.2018 21:10:00.000,1.14165,1.14175,1.14163,1.14175,93.27 +06.11.2018 21:15:00.000,1.14175,1.14182,1.14170,1.14179,91.8 +06.11.2018 21:20:00.000,1.14181,1.14182,1.14173,1.14176,234.70999999999998 +06.11.2018 21:25:00.000,1.14176,1.14179,1.14169,1.14175,269.65999999999997 +06.11.2018 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23:55:00.000,1.14368,1.14417,1.14357,1.14410,723.45 +07.11.2018 00:00:00.000,1.14410,1.14414,1.14373,1.14376,728.9499999999999 +07.11.2018 00:05:00.000,1.14374,1.14385,1.14353,1.14362,861.64 +07.11.2018 00:10:00.000,1.14363,1.14380,1.14347,1.14363,755.85 +07.11.2018 00:15:00.000,1.14362,1.14368,1.14351,1.14367,611.4000000000001 +07.11.2018 00:20:00.000,1.14368,1.14375,1.14351,1.14352,475.2 +07.11.2018 00:25:00.000,1.14353,1.14354,1.14312,1.14332,890.82 +07.11.2018 00:30:00.000,1.14333,1.14353,1.14316,1.14353,671.6700000000001 +07.11.2018 00:35:00.000,1.14355,1.14412,1.14345,1.14411,753.23 +07.11.2018 00:40:00.000,1.14412,1.14686,1.14412,1.14651,2183.96 +07.11.2018 00:45:00.000,1.14648,1.14657,1.14569,1.14570,1879.88 +07.11.2018 00:50:00.000,1.14570,1.14684,1.14563,1.14653,1444.28 +07.11.2018 00:55:00.000,1.14652,1.14696,1.14630,1.14659,1085.54 +07.11.2018 01:00:00.000,1.14659,1.14727,1.14590,1.14606,1567.76 +07.11.2018 01:05:00.000,1.14607,1.14609,1.14504,1.14509,1486.5900000000001 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02:20:00.000,1.14016,1.14038,1.14011,1.14026,831.28 +07.11.2018 02:25:00.000,1.14027,1.14136,1.13976,1.14130,1192.16 +07.11.2018 02:30:00.000,1.14129,1.14417,1.14106,1.14303,1652.16 +07.11.2018 02:35:00.000,1.14303,1.14322,1.14187,1.14213,1665.5500000000002 +07.11.2018 02:40:00.000,1.14213,1.14307,1.14207,1.14255,1303.5100000000002 +07.11.2018 02:45:00.000,1.14257,1.14368,1.14234,1.14325,1473.8 +07.11.2018 02:50:00.000,1.14327,1.14358,1.14302,1.14334,1032.04 +07.11.2018 02:55:00.000,1.14339,1.14401,1.14232,1.14391,991.8599999999999 +07.11.2018 03:00:00.000,1.14393,1.14431,1.14371,1.14376,1399.9899999999998 +07.11.2018 03:05:00.000,1.14377,1.14416,1.14342,1.14414,813.4299999999998 +07.11.2018 03:10:00.000,1.14419,1.14474,1.14393,1.14428,1090.27 +07.11.2018 03:15:00.000,1.14426,1.14426,1.14375,1.14405,1189.51 +07.11.2018 03:20:00.000,1.14405,1.14412,1.14366,1.14388,990.93 +07.11.2018 03:25:00.000,1.14388,1.14439,1.14384,1.14389,780.11 +07.11.2018 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04:40:00.000,1.14651,1.14661,1.14602,1.14632,739.55 +07.11.2018 04:45:00.000,1.14634,1.14654,1.14619,1.14642,654.09 +07.11.2018 04:50:00.000,1.14643,1.14652,1.14627,1.14627,247.13 +07.11.2018 04:55:00.000,1.14626,1.14661,1.14571,1.14572,932.38 +07.11.2018 05:00:00.000,1.14571,1.14616,1.14571,1.14580,883.62 +07.11.2018 05:05:00.000,1.14579,1.14579,1.14535,1.14537,759.3199999999999 +07.11.2018 05:10:00.000,1.14537,1.14581,1.14525,1.14580,742.0600000000001 +07.11.2018 05:15:00.000,1.14580,1.14589,1.14548,1.14571,620.59 +07.11.2018 05:20:00.000,1.14572,1.14590,1.14550,1.14551,377.65000000000003 +07.11.2018 05:25:00.000,1.14551,1.14558,1.14527,1.14544,518.03 +07.11.2018 05:30:00.000,1.14547,1.14566,1.14472,1.14484,700.96 +07.11.2018 05:35:00.000,1.14485,1.14498,1.14469,1.14484,665.81 +07.11.2018 05:40:00.000,1.14483,1.14525,1.14463,1.14519,525.19 +07.11.2018 05:45:00.000,1.14520,1.14542,1.14492,1.14498,701.01 +07.11.2018 05:50:00.000,1.14498,1.14507,1.14486,1.14486,561.26 +07.11.2018 05:55:00.000,1.14486,1.14553,1.14480,1.14517,859.37 +07.11.2018 06:00:00.000,1.14517,1.14558,1.14508,1.14538,820.21 +07.11.2018 06:05:00.000,1.14538,1.14549,1.14523,1.14524,560.38 +07.11.2018 06:10:00.000,1.14523,1.14524,1.14477,1.14484,753.07 +07.11.2018 06:15:00.000,1.14483,1.14484,1.14452,1.14471,760.98 +07.11.2018 06:20:00.000,1.14471,1.14476,1.14439,1.14476,651 +07.11.2018 06:25:00.000,1.14477,1.14492,1.14436,1.14455,829.75 +07.11.2018 06:30:00.000,1.14455,1.14484,1.14451,1.14452,572.23 +07.11.2018 06:35:00.000,1.14453,1.14499,1.14452,1.14469,589.9499999999999 +07.11.2018 06:40:00.000,1.14469,1.14488,1.14423,1.14429,661.3699999999999 +07.11.2018 06:45:00.000,1.14428,1.14440,1.14309,1.14325,1056.78 +07.11.2018 06:50:00.000,1.14322,1.14381,1.14321,1.14360,939.1700000000001 +07.11.2018 06:55:00.000,1.14360,1.14380,1.14320,1.14354,994.36 +07.11.2018 07:00:00.000,1.14352,1.14398,1.14342,1.14398,1299.94 +07.11.2018 07:05:00.000,1.14398,1.14443,1.14393,1.14442,814.8199999999999 +07.11.2018 07:10:00.000,1.14442,1.14466,1.14380,1.14386,1284.04 +07.11.2018 07:15:00.000,1.14387,1.14440,1.14351,1.14434,1359.73 +07.11.2018 07:20:00.000,1.14434,1.14505,1.14425,1.14488,1277.47 +07.11.2018 07:25:00.000,1.14491,1.14602,1.14474,1.14577,1420.97 +07.11.2018 07:30:00.000,1.14575,1.14667,1.14546,1.14646,1454.1599999999999 +07.11.2018 07:35:00.000,1.14645,1.14673,1.14557,1.14557,1542.7699999999998 +07.11.2018 07:40:00.000,1.14560,1.14569,1.14529,1.14537,1196.73 +07.11.2018 07:45:00.000,1.14536,1.14561,1.14487,1.14492,1079.67 +07.11.2018 07:50:00.000,1.14492,1.14535,1.14461,1.14530,845.2800000000001 +07.11.2018 07:55:00.000,1.14530,1.14564,1.14513,1.14532,1098.48 +07.11.2018 08:00:00.000,1.14531,1.14579,1.14513,1.14537,1228.94 +07.11.2018 08:05:00.000,1.14535,1.14582,1.14527,1.14544,1134.79 +07.11.2018 08:10:00.000,1.14546,1.14667,1.14532,1.14667,1490.6999999999998 +07.11.2018 08:15:00.000,1.14667,1.14736,1.14667,1.14687,1534.15 +07.11.2018 08:20:00.000,1.14687,1.14717,1.14669,1.14681,1173.18 +07.11.2018 08:25:00.000,1.14681,1.14686,1.14634,1.14680,1206.54 +07.11.2018 08:30:00.000,1.14686,1.14746,1.14679,1.14746,1349.5700000000002 +07.11.2018 08:35:00.000,1.14746,1.14752,1.14700,1.14721,1086.03 +07.11.2018 08:40:00.000,1.14719,1.14723,1.14651,1.14661,1131.9499999999998 +07.11.2018 08:45:00.000,1.14659,1.14700,1.14646,1.14681,954.26 +07.11.2018 08:50:00.000,1.14681,1.14684,1.14645,1.14678,922.32 +07.11.2018 08:55:00.000,1.14676,1.14736,1.14661,1.14729,1155.94 +07.11.2018 09:00:00.000,1.14729,1.14776,1.14710,1.14773,1327.78 +07.11.2018 09:05:00.000,1.14772,1.14806,1.14770,1.14805,1309.88 +07.11.2018 09:10:00.000,1.14810,1.14812,1.14738,1.14805,1699.36 +07.11.2018 09:15:00.000,1.14804,1.14824,1.14771,1.14771,1653.3700000000001 +07.11.2018 09:20:00.000,1.14769,1.14820,1.14762,1.14818,1097.49 +07.11.2018 09:25:00.000,1.14817,1.14883,1.14811,1.14879,1595.29 +07.11.2018 09:30:00.000,1.14881,1.14881,1.14834,1.14854,1417.9299999999998 +07.11.2018 09:35:00.000,1.14853,1.14888,1.14840,1.14884,1030.04 +07.11.2018 09:40:00.000,1.14885,1.14900,1.14848,1.14895,1052.8600000000001 +07.11.2018 09:45:00.000,1.14895,1.14909,1.14862,1.14874,1067.61 +07.11.2018 09:50:00.000,1.14874,1.14929,1.14874,1.14927,1237.4899999999998 +07.11.2018 09:55:00.000,1.14927,1.14938,1.14886,1.14912,1249.98 +07.11.2018 10:00:00.000,1.14912,1.14936,1.14880,1.14931,978.0699999999999 +07.11.2018 10:05:00.000,1.14931,1.14991,1.14920,1.14958,1268.11 +07.11.2018 10:10:00.000,1.14957,1.14966,1.14922,1.14933,1486.56 +07.11.2018 10:15:00.000,1.14932,1.14954,1.14910,1.14947,1272.91 +07.11.2018 10:20:00.000,1.14946,1.14994,1.14946,1.14982,962.6299999999999 +07.11.2018 10:25:00.000,1.14983,1.14992,1.14936,1.14948,1079.04 +07.11.2018 10:30:00.000,1.14948,1.14953,1.14876,1.14877,1420.8799999999999 +07.11.2018 10:35:00.000,1.14879,1.14903,1.14856,1.14895,1435.67 +07.11.2018 10:40:00.000,1.14893,1.14905,1.14856,1.14877,1397.1000000000001 +07.11.2018 10:45:00.000,1.14879,1.14889,1.14853,1.14867,1027.89 +07.11.2018 10:50:00.000,1.14867,1.14879,1.14850,1.14861,1123.31 +07.11.2018 10:55:00.000,1.14863,1.14935,1.14859,1.14915,1263.45 +07.11.2018 11:00:00.000,1.14914,1.14968,1.14904,1.14936,1292.6599999999999 +07.11.2018 11:05:00.000,1.14937,1.14968,1.14932,1.14936,966.17 +07.11.2018 11:10:00.000,1.14939,1.14945,1.14875,1.14902,1290.3 +07.11.2018 11:15:00.000,1.14902,1.14950,1.14885,1.14939,1434.15 +07.11.2018 11:20:00.000,1.14936,1.14957,1.14931,1.14940,996.69 +07.11.2018 11:25:00.000,1.14941,1.14954,1.14909,1.14918,1184.6799999999998 +07.11.2018 11:30:00.000,1.14919,1.14995,1.14919,1.14983,1300.0800000000002 +07.11.2018 11:35:00.000,1.14984,1.14986,1.14946,1.14966,1065.51 +07.11.2018 11:40:00.000,1.14963,1.14973,1.14953,1.14964,1053.94 +07.11.2018 11:45:00.000,1.14963,1.14966,1.14951,1.14956,1110.94 +07.11.2018 11:50:00.000,1.14956,1.14957,1.14925,1.14926,1198.53 +07.11.2018 11:55:00.000,1.14925,1.14937,1.14889,1.14900,1018.4399999999999 +07.11.2018 12:00:00.000,1.14901,1.14905,1.14866,1.14866,943.72 +07.11.2018 12:05:00.000,1.14866,1.14882,1.14805,1.14821,1080.75 +07.11.2018 12:10:00.000,1.14821,1.14832,1.14791,1.14807,1241.46 +07.11.2018 12:15:00.000,1.14806,1.14833,1.14776,1.14790,1146.09 +07.11.2018 12:20:00.000,1.14791,1.14793,1.14763,1.14772,1064.86 +07.11.2018 12:25:00.000,1.14772,1.14776,1.14742,1.14773,1243.25 +07.11.2018 12:30:00.000,1.14773,1.14778,1.14750,1.14764,1036.55 +07.11.2018 12:35:00.000,1.14764,1.14835,1.14762,1.14827,1073.4699999999998 +07.11.2018 12:40:00.000,1.14828,1.14868,1.14799,1.14868,1396.45 +07.11.2018 12:45:00.000,1.14866,1.14916,1.14858,1.14884,1144.47 +07.11.2018 12:50:00.000,1.14882,1.14906,1.14875,1.14877,1119.42 +07.11.2018 12:55:00.000,1.14877,1.14916,1.14877,1.14893,1013.1 +07.11.2018 13:00:00.000,1.14895,1.14898,1.14840,1.14844,1370.84 +07.11.2018 13:05:00.000,1.14844,1.14868,1.14840,1.14855,1438.1399999999999 +07.11.2018 13:10:00.000,1.14856,1.14875,1.14836,1.14868,1451.3799999999999 +07.11.2018 13:15:00.000,1.14866,1.14883,1.14847,1.14860,1024.73 +07.11.2018 13:20:00.000,1.14864,1.14886,1.14857,1.14868,1191.62 +07.11.2018 13:25:00.000,1.14867,1.14913,1.14857,1.14892,1188.75 +07.11.2018 13:30:00.000,1.14891,1.14893,1.14872,1.14873,1171.62 +07.11.2018 13:35:00.000,1.14872,1.14887,1.14824,1.14836,1506.29 +07.11.2018 13:40:00.000,1.14837,1.14868,1.14818,1.14843,1216.79 +07.11.2018 13:45:00.000,1.14843,1.14868,1.14832,1.14865,1202.65 +07.11.2018 13:50:00.000,1.14865,1.14881,1.14820,1.14835,1216.1799999999998 +07.11.2018 13:55:00.000,1.14834,1.14844,1.14791,1.14792,1228.05 +07.11.2018 14:00:00.000,1.14792,1.14792,1.14736,1.14755,1484.73 +07.11.2018 14:05:00.000,1.14754,1.14828,1.14735,1.14821,1272.19 +07.11.2018 14:10:00.000,1.14821,1.14836,1.14769,1.14769,1158.3700000000001 +07.11.2018 14:15:00.000,1.14770,1.14792,1.14735,1.14738,1230.5 +07.11.2018 14:20:00.000,1.14739,1.14772,1.14731,1.14747,1576.3400000000001 +07.11.2018 14:25:00.000,1.14748,1.14835,1.14747,1.14779,1672.2199999999998 +07.11.2018 14:30:00.000,1.14780,1.14797,1.14735,1.14735,1434.39 +07.11.2018 14:35:00.000,1.14735,1.14758,1.14620,1.14655,1713.04 +07.11.2018 14:40:00.000,1.14655,1.14671,1.14626,1.14638,1662.4900000000002 +07.11.2018 14:45:00.000,1.14637,1.14666,1.14621,1.14662,1382.5499999999997 +07.11.2018 14:50:00.000,1.14662,1.14728,1.14661,1.14725,1269.1 +07.11.2018 14:55:00.000,1.14725,1.14793,1.14725,1.14779,1423.96 +07.11.2018 15:00:00.000,1.14780,1.14808,1.14740,1.14745,1408.3799999999999 +07.11.2018 15:05:00.000,1.14745,1.14833,1.14745,1.14817,1362.51 +07.11.2018 15:10:00.000,1.14820,1.14850,1.14789,1.14847,1343.5 +07.11.2018 15:15:00.000,1.14847,1.14864,1.14812,1.14859,1470.1699999999998 +07.11.2018 15:20:00.000,1.14860,1.14860,1.14795,1.14810,1518.8000000000002 +07.11.2018 15:25:00.000,1.14810,1.14835,1.14795,1.14815,1600.93 +07.11.2018 15:30:00.000,1.14816,1.14833,1.14779,1.14794,1355.84 +07.11.2018 15:35:00.000,1.14795,1.14807,1.14764,1.14775,1265.92 +07.11.2018 15:40:00.000,1.14775,1.14834,1.14770,1.14826,1330.43 +07.11.2018 15:45:00.000,1.14826,1.14826,1.14702,1.14703,1697.95 +07.11.2018 15:50:00.000,1.14702,1.14726,1.14659,1.14692,1463.74 +07.11.2018 15:55:00.000,1.14694,1.14724,1.14689,1.14702,1180.16 +07.11.2018 16:00:00.000,1.14702,1.14721,1.14656,1.14682,1442.28 +07.11.2018 16:05:00.000,1.14683,1.14717,1.14666,1.14711,1144 +07.11.2018 16:10:00.000,1.14710,1.14717,1.14676,1.14711,1296.96 +07.11.2018 16:15:00.000,1.14711,1.14757,1.14691,1.14736,1425.19 +07.11.2018 16:20:00.000,1.14739,1.14751,1.14704,1.14712,1122.19 +07.11.2018 16:25:00.000,1.14710,1.14736,1.14690,1.14725,836.19 +07.11.2018 16:30:00.000,1.14724,1.14725,1.14671,1.14671,907.5600000000001 +07.11.2018 16:35:00.000,1.14671,1.14677,1.14621,1.14648,1180.48 +07.11.2018 16:40:00.000,1.14651,1.14658,1.14614,1.14636,1343.36 +07.11.2018 16:45:00.000,1.14634,1.14639,1.14602,1.14631,1176.63 +07.11.2018 16:50:00.000,1.14632,1.14647,1.14625,1.14643,772.14 +07.11.2018 16:55:00.000,1.14645,1.14653,1.14560,1.14584,1458.57 +07.11.2018 17:00:00.000,1.14585,1.14636,1.14585,1.14629,1071.58 +07.11.2018 17:05:00.000,1.14628,1.14637,1.14614,1.14619,892.4000000000001 +07.11.2018 17:10:00.000,1.14619,1.14620,1.14584,1.14606,980.3499999999999 +07.11.2018 17:15:00.000,1.14606,1.14609,1.14585,1.14586,753.86 +07.11.2018 17:20:00.000,1.14586,1.14597,1.14567,1.14576,637.28 +07.11.2018 17:25:00.000,1.14566,1.14622,1.14565,1.14616,982.5 +07.11.2018 17:30:00.000,1.14617,1.14634,1.14603,1.14631,919.9399999999999 +07.11.2018 17:35:00.000,1.14630,1.14634,1.14601,1.14609,866.3799999999999 +07.11.2018 17:40:00.000,1.14612,1.14634,1.14610,1.14629,730.6 +07.11.2018 17:45:00.000,1.14630,1.14658,1.14621,1.14651,572.6 +07.11.2018 17:50:00.000,1.14651,1.14676,1.14644,1.14671,712.4100000000001 +07.11.2018 17:55:00.000,1.14669,1.14669,1.14635,1.14639,881.77 +07.11.2018 18:00:00.000,1.14640,1.14675,1.14593,1.14599,1155.71 +07.11.2018 18:05:00.000,1.14599,1.14599,1.14506,1.14511,1285.72 +07.11.2018 18:10:00.000,1.14513,1.14515,1.14444,1.14474,1278.28 +07.11.2018 18:15:00.000,1.14474,1.14480,1.14431,1.14464,840.72 +07.11.2018 18:20:00.000,1.14462,1.14462,1.14431,1.14446,1140.96 +07.11.2018 18:25:00.000,1.14446,1.14497,1.14446,1.14497,1016.49 +07.11.2018 18:30:00.000,1.14498,1.14499,1.14476,1.14482,819.11 +07.11.2018 18:35:00.000,1.14482,1.14486,1.14462,1.14466,845.88 +07.11.2018 18:40:00.000,1.14467,1.14487,1.14466,1.14471,671.16 +07.11.2018 18:45:00.000,1.14471,1.14506,1.14471,1.14484,864.35 +07.11.2018 18:50:00.000,1.14484,1.14492,1.14445,1.14481,1158.45 +07.11.2018 18:55:00.000,1.14481,1.14507,1.14473,1.14497,1114.72 +07.11.2018 19:00:00.000,1.14497,1.14513,1.14479,1.14512,1026.31 +07.11.2018 19:05:00.000,1.14513,1.14534,1.14512,1.14518,891.8299999999999 +07.11.2018 19:10:00.000,1.14519,1.14544,1.14512,1.14544,989.3399999999999 +07.11.2018 19:15:00.000,1.14543,1.14547,1.14523,1.14532,938.22 +07.11.2018 19:20:00.000,1.14532,1.14539,1.14522,1.14526,1143.3300000000002 +07.11.2018 19:25:00.000,1.14525,1.14541,1.14513,1.14521,1226.75 +07.11.2018 19:30:00.000,1.14522,1.14526,1.14473,1.14486,1116.78 +07.11.2018 19:35:00.000,1.14486,1.14489,1.14445,1.14454,966.09 +07.11.2018 19:40:00.000,1.14451,1.14503,1.14435,1.14498,1061.04 +07.11.2018 19:45:00.000,1.14500,1.14511,1.14466,1.14499,1408.56 +07.11.2018 19:50:00.000,1.14496,1.14520,1.14482,1.14510,1148.54 +07.11.2018 19:55:00.000,1.14511,1.14550,1.14510,1.14546,1135.03 +07.11.2018 20:00:00.000,1.14549,1.14578,1.14526,1.14556,1318.58 +07.11.2018 20:05:00.000,1.14556,1.14557,1.14520,1.14521,1280.14 +07.11.2018 20:10:00.000,1.14521,1.14530,1.14507,1.14514,1338.79 +07.11.2018 20:15:00.000,1.14513,1.14525,1.14502,1.14512,760.3100000000001 +07.11.2018 20:20:00.000,1.14511,1.14529,1.14508,1.14524,915.77 +07.11.2018 20:25:00.000,1.14523,1.14524,1.14501,1.14503,945.79 +07.11.2018 20:30:00.000,1.14505,1.14505,1.14469,1.14470,820.6299999999999 +07.11.2018 20:35:00.000,1.14470,1.14475,1.14410,1.14414,1068.87 +07.11.2018 20:40:00.000,1.14414,1.14420,1.14383,1.14386,1110.08 +07.11.2018 20:45:00.000,1.14386,1.14390,1.14354,1.14371,1051.51 +07.11.2018 20:50:00.000,1.14371,1.14407,1.14371,1.14405,737.1099999999999 +07.11.2018 20:55:00.000,1.14404,1.14406,1.14374,1.14391,1044.22 +07.11.2018 21:00:00.000,1.14389,1.14429,1.14389,1.14415,485.12 +07.11.2018 21:05:00.000,1.14415,1.14417,1.14399,1.14409,497.28000000000003 +07.11.2018 21:10:00.000,1.14408,1.14412,1.14398,1.14402,389.96000000000004 +07.11.2018 21:15:00.000,1.14402,1.14407,1.14384,1.14385,314.24 +07.11.2018 21:20:00.000,1.14385,1.14385,1.14362,1.14369,407.18 +07.11.2018 21:25:00.000,1.14371,1.14375,1.14361,1.14362,370.11 +07.11.2018 21:30:00.000,1.14362,1.14362,1.14350,1.14351,467.11 +07.11.2018 21:35:00.000,1.14352,1.14357,1.14351,1.14356,350.11 +07.11.2018 21:40:00.000,1.14356,1.14362,1.14339,1.14344,410.16999999999996 +07.11.2018 21:45:00.000,1.14343,1.14346,1.14250,1.14251,809.75 +07.11.2018 21:50:00.000,1.14251,1.14277,1.14249,1.14250,454.46999999999997 +07.11.2018 21:55:00.000,1.14250,1.14271,1.14249,1.14251,554.84 +07.11.2018 22:00:00.000,1.14253,1.14303,1.14251,1.14300,143.25 +07.11.2018 22:05:00.000,1.14303,1.14337,1.14299,1.14333,338.96000000000004 +07.11.2018 22:10:00.000,1.14332,1.14339,1.14320,1.14326,463.6 +07.11.2018 22:15:00.000,1.14327,1.14328,1.14307,1.14311,554.65 +07.11.2018 22:20:00.000,1.14311,1.14327,1.14262,1.14288,877.75 +07.11.2018 22:25:00.000,1.14287,1.14320,1.14271,1.14297,656.25 +07.11.2018 22:30:00.000,1.14297,1.14320,1.14296,1.14309,365.45000000000005 +07.11.2018 22:35:00.000,1.14308,1.14310,1.14286,1.14288,255.05 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23:50:00.000,1.14331,1.14342,1.14330,1.14333,405.4 +07.11.2018 23:55:00.000,1.14334,1.14338,1.14325,1.14325,297.42 +08.11.2018 00:00:00.000,1.14325,1.14353,1.14324,1.14347,611.2399999999999 +08.11.2018 00:05:00.000,1.14346,1.14365,1.14321,1.14331,647.22 +08.11.2018 00:10:00.000,1.14331,1.14331,1.14296,1.14305,717.5 +08.11.2018 00:15:00.000,1.14306,1.14312,1.14285,1.14291,608.23 +08.11.2018 00:20:00.000,1.14291,1.14325,1.14290,1.14321,477.53 +08.11.2018 00:25:00.000,1.14321,1.14322,1.14290,1.14321,518.11 +08.11.2018 00:30:00.000,1.14321,1.14329,1.14308,1.14308,588.11 +08.11.2018 00:35:00.000,1.14308,1.14318,1.14300,1.14310,370.16999999999996 +08.11.2018 00:40:00.000,1.14310,1.14314,1.14300,1.14303,372.64 +08.11.2018 00:45:00.000,1.14304,1.14322,1.14298,1.14305,499.9 +08.11.2018 00:50:00.000,1.14306,1.14319,1.14281,1.14293,551.6700000000001 +08.11.2018 00:55:00.000,1.14295,1.14328,1.14295,1.14327,500.54999999999995 +08.11.2018 01:00:00.000,1.14327,1.14333,1.14322,1.14331,459.72 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02:15:00.000,1.14319,1.14338,1.14318,1.14329,575.06 +08.11.2018 02:20:00.000,1.14329,1.14333,1.14286,1.14292,829.8 +08.11.2018 02:25:00.000,1.14292,1.14295,1.14273,1.14277,778.2800000000001 +08.11.2018 02:30:00.000,1.14277,1.14301,1.14277,1.14296,829.74 +08.11.2018 02:35:00.000,1.14296,1.14303,1.14286,1.14291,784.88 +08.11.2018 02:40:00.000,1.14291,1.14292,1.14271,1.14273,550.53 +08.11.2018 02:45:00.000,1.14273,1.14284,1.14272,1.14282,540.01 +08.11.2018 02:50:00.000,1.14282,1.14282,1.14249,1.14257,414.49 +08.11.2018 02:55:00.000,1.14257,1.14268,1.14247,1.14267,394.6 +08.11.2018 03:00:00.000,1.14267,1.14289,1.14266,1.14284,649.7099999999999 +08.11.2018 03:05:00.000,1.14284,1.14302,1.14274,1.14280,610.1199999999999 +08.11.2018 03:10:00.000,1.14279,1.14304,1.14272,1.14272,502.62 +08.11.2018 03:15:00.000,1.14272,1.14287,1.14264,1.14274,680.13 +08.11.2018 03:20:00.000,1.14274,1.14289,1.14265,1.14279,362.56000000000006 +08.11.2018 03:25:00.000,1.14279,1.14285,1.14257,1.14276,525.42 +08.11.2018 03:30:00.000,1.14275,1.14279,1.14259,1.14268,559.47 +08.11.2018 03:35:00.000,1.14268,1.14279,1.14260,1.14271,491.88 +08.11.2018 03:40:00.000,1.14271,1.14282,1.14266,1.14271,738.32 +08.11.2018 03:45:00.000,1.14271,1.14284,1.14266,1.14278,682.63 +08.11.2018 03:50:00.000,1.14278,1.14303,1.14266,1.14299,460.74 +08.11.2018 03:55:00.000,1.14298,1.14303,1.14287,1.14289,669.5699999999999 +08.11.2018 04:00:00.000,1.14289,1.14297,1.14276,1.14291,522.97 +08.11.2018 04:05:00.000,1.14292,1.14293,1.14278,1.14284,593.0799999999999 +08.11.2018 04:10:00.000,1.14284,1.14298,1.14277,1.14292,652.51 +08.11.2018 04:15:00.000,1.14292,1.14292,1.14256,1.14259,651.85 +08.11.2018 04:20:00.000,1.14261,1.14271,1.14246,1.14256,592.1 +08.11.2018 04:25:00.000,1.14257,1.14263,1.14244,1.14252,488.41999999999996 +08.11.2018 04:30:00.000,1.14252,1.14252,1.14224,1.14231,563.5 +08.11.2018 04:35:00.000,1.14232,1.14239,1.14230,1.14239,453.66999999999996 +08.11.2018 04:40:00.000,1.14239,1.14253,1.14237,1.14244,419.49 +08.11.2018 04:45:00.000,1.14242,1.14252,1.14237,1.14247,434.42 +08.11.2018 04:50:00.000,1.14248,1.14257,1.14233,1.14233,533.78 +08.11.2018 04:55:00.000,1.14234,1.14249,1.14225,1.14248,445.92 +08.11.2018 05:00:00.000,1.14248,1.14261,1.14243,1.14250,378.95000000000005 +08.11.2018 05:05:00.000,1.14252,1.14280,1.14252,1.14277,499.17 +08.11.2018 05:10:00.000,1.14277,1.14298,1.14271,1.14297,615.35 +08.11.2018 05:15:00.000,1.14297,1.14328,1.14289,1.14328,752.7199999999999 +08.11.2018 05:20:00.000,1.14325,1.14329,1.14306,1.14312,478.5 +08.11.2018 05:25:00.000,1.14311,1.14312,1.14274,1.14274,592.4 +08.11.2018 05:30:00.000,1.14272,1.14299,1.14262,1.14299,569.18 +08.11.2018 05:35:00.000,1.14298,1.14303,1.14282,1.14303,368.86 +08.11.2018 05:40:00.000,1.14303,1.14324,1.14293,1.14323,598.25 +08.11.2018 05:45:00.000,1.14324,1.14328,1.14305,1.14309,396.98 +08.11.2018 05:50:00.000,1.14307,1.14326,1.14298,1.14315,554.58 +08.11.2018 05:55:00.000,1.14315,1.14339,1.14315,1.14338,347.38 +08.11.2018 06:00:00.000,1.14338,1.14339,1.14322,1.14323,597.24 +08.11.2018 06:05:00.000,1.14323,1.14350,1.14294,1.14317,1095.84 +08.11.2018 06:10:00.000,1.14317,1.14322,1.14313,1.14320,610.49 +08.11.2018 06:15:00.000,1.14321,1.14339,1.14318,1.14327,606.8900000000001 +08.11.2018 06:20:00.000,1.14327,1.14350,1.14324,1.14339,577.65 +08.11.2018 06:25:00.000,1.14341,1.14348,1.14324,1.14341,718.1800000000001 +08.11.2018 06:30:00.000,1.14341,1.14342,1.14322,1.14322,662.6400000000001 +08.11.2018 06:35:00.000,1.14322,1.14322,1.14301,1.14321,517.0699999999999 +08.11.2018 06:40:00.000,1.14322,1.14327,1.14301,1.14307,550.41 +08.11.2018 06:45:00.000,1.14307,1.14343,1.14302,1.14343,779.39 +08.11.2018 06:50:00.000,1.14342,1.14351,1.14336,1.14349,617.71 +08.11.2018 06:55:00.000,1.14349,1.14349,1.14331,1.14340,485.68 +08.11.2018 07:00:00.000,1.14340,1.14349,1.14324,1.14329,897.1300000000001 +08.11.2018 07:05:00.000,1.14329,1.14330,1.14151,1.14155,1402.3300000000002 +08.11.2018 07:10:00.000,1.14159,1.14201,1.14119,1.14161,1525.53 +08.11.2018 07:15:00.000,1.14161,1.14210,1.14160,1.14186,1042.09 +08.11.2018 07:20:00.000,1.14184,1.14226,1.14172,1.14219,1089.71 +08.11.2018 07:25:00.000,1.14217,1.14241,1.14203,1.14236,1141.96 +08.11.2018 07:30:00.000,1.14236,1.14288,1.14221,1.14269,1162.14 +08.11.2018 07:35:00.000,1.14269,1.14286,1.14256,1.14277,929.71 +08.11.2018 07:40:00.000,1.14277,1.14341,1.14273,1.14317,1361.09 +08.11.2018 07:45:00.000,1.14316,1.14366,1.14312,1.14335,1246.7199999999998 +08.11.2018 07:50:00.000,1.14337,1.14352,1.14305,1.14313,984.5300000000001 +08.11.2018 07:55:00.000,1.14314,1.14362,1.14291,1.14352,973.76 +08.11.2018 08:00:00.000,1.14352,1.14394,1.14312,1.14386,1454.5900000000001 +08.11.2018 08:05:00.000,1.14387,1.14437,1.14382,1.14394,1438.24 +08.11.2018 08:10:00.000,1.14394,1.14407,1.14361,1.14373,1053.05 +08.11.2018 08:15:00.000,1.14373,1.14387,1.14338,1.14387,1107.54 +08.11.2018 08:20:00.000,1.14388,1.14412,1.14362,1.14367,1050.75 +08.11.2018 08:25:00.000,1.14367,1.14391,1.14342,1.14388,1036.98 +08.11.2018 08:30:00.000,1.14388,1.14446,1.14367,1.14402,959.81 +08.11.2018 08:35:00.000,1.14401,1.14419,1.14374,1.14417,980.5 +08.11.2018 08:40:00.000,1.14416,1.14441,1.14413,1.14417,1027.98 +08.11.2018 08:45:00.000,1.14417,1.14440,1.14403,1.14427,943.5300000000001 +08.11.2018 08:50:00.000,1.14429,1.14432,1.14325,1.14328,968.96 +08.11.2018 08:55:00.000,1.14328,1.14330,1.14261,1.14298,1031.54 +08.11.2018 09:00:00.000,1.14298,1.14322,1.14269,1.14278,1055.01 +08.11.2018 09:05:00.000,1.14280,1.14289,1.14254,1.14259,995.08 +08.11.2018 09:10:00.000,1.14259,1.14260,1.14195,1.14195,1165.83 +08.11.2018 09:15:00.000,1.14194,1.14214,1.14143,1.14174,1232.1499999999999 +08.11.2018 09:20:00.000,1.14174,1.14216,1.14164,1.14211,1186.73 +08.11.2018 09:25:00.000,1.14211,1.14245,1.14204,1.14229,1136.57 +08.11.2018 09:30:00.000,1.14231,1.14241,1.14168,1.14168,978.27 +08.11.2018 09:35:00.000,1.14168,1.14223,1.14160,1.14217,1279.5900000000001 +08.11.2018 09:40:00.000,1.14217,1.14241,1.14212,1.14236,848.5200000000001 +08.11.2018 09:45:00.000,1.14236,1.14253,1.14211,1.14214,902.38 +08.11.2018 09:50:00.000,1.14213,1.14244,1.14199,1.14230,1026.42 +08.11.2018 09:55:00.000,1.14231,1.14250,1.14220,1.14229,974.83 +08.11.2018 10:00:00.000,1.14230,1.14232,1.14119,1.14166,1449.99 +08.11.2018 10:05:00.000,1.14165,1.14189,1.14145,1.14175,1203.3200000000002 +08.11.2018 10:10:00.000,1.14175,1.14185,1.14148,1.14158,1617.3299999999997 +08.11.2018 10:15:00.000,1.14158,1.14212,1.14151,1.14205,1018.77 +08.11.2018 10:20:00.000,1.14206,1.14282,1.14206,1.14250,1108.2399999999998 +08.11.2018 10:25:00.000,1.14250,1.14270,1.14239,1.14257,1094.6299999999999 +08.11.2018 10:30:00.000,1.14258,1.14258,1.14194,1.14195,1214.18 +08.11.2018 10:35:00.000,1.14194,1.14212,1.14190,1.14202,1067.7 +08.11.2018 10:40:00.000,1.14201,1.14227,1.14176,1.14195,1212.26 +08.11.2018 10:45:00.000,1.14194,1.14230,1.14190,1.14222,1084.5800000000002 +08.11.2018 10:50:00.000,1.14221,1.14225,1.14193,1.14198,1164.27 +08.11.2018 10:55:00.000,1.14198,1.14204,1.14152,1.14199,1488.26 +08.11.2018 11:00:00.000,1.14199,1.14223,1.14188,1.14193,1149.23 +08.11.2018 11:05:00.000,1.14192,1.14201,1.14143,1.14177,1106.6299999999999 +08.11.2018 11:10:00.000,1.14176,1.14199,1.14173,1.14195,690.3000000000001 +08.11.2018 11:15:00.000,1.14194,1.14209,1.14158,1.14167,950.4300000000001 +08.11.2018 11:20:00.000,1.14167,1.14171,1.14134,1.14140,1028.6799999999998 +08.11.2018 11:25:00.000,1.14144,1.14153,1.14121,1.14124,721.68 +08.11.2018 11:30:00.000,1.14126,1.14167,1.14041,1.14060,1197.23 +08.11.2018 11:35:00.000,1.14058,1.14106,1.14043,1.14100,1343.71 +08.11.2018 11:40:00.000,1.14100,1.14116,1.14086,1.14109,1083.0299999999997 +08.11.2018 11:45:00.000,1.14110,1.14121,1.14086,1.14086,1233.35 +08.11.2018 11:50:00.000,1.14087,1.14120,1.14079,1.14107,934.4100000000001 +08.11.2018 11:55:00.000,1.14109,1.14118,1.14083,1.14110,1209.41 +08.11.2018 12:00:00.000,1.14109,1.14138,1.14090,1.14137,1248.38 +08.11.2018 12:05:00.000,1.14140,1.14188,1.14123,1.14184,1408.3300000000002 +08.11.2018 12:10:00.000,1.14185,1.14198,1.14163,1.14198,1157.06 +08.11.2018 12:15:00.000,1.14197,1.14221,1.14181,1.14182,1142.12 +08.11.2018 12:20:00.000,1.14181,1.14196,1.14173,1.14191,987.02 +08.11.2018 12:25:00.000,1.14192,1.14237,1.14175,1.14230,1159.07 +08.11.2018 12:30:00.000,1.14231,1.14231,1.14207,1.14209,1210.41 +08.11.2018 12:35:00.000,1.14208,1.14254,1.14208,1.14242,1012.9299999999998 +08.11.2018 12:40:00.000,1.14242,1.14263,1.14239,1.14241,1168.99 +08.11.2018 12:45:00.000,1.14241,1.14250,1.14225,1.14234,1310.65 +08.11.2018 12:50:00.000,1.14234,1.14253,1.14225,1.14243,1057.62 +08.11.2018 12:55:00.000,1.14243,1.14247,1.14182,1.14185,1313.21 +08.11.2018 13:00:00.000,1.14184,1.14236,1.14183,1.14206,1444.49 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14:15:00.000,1.14313,1.14325,1.14281,1.14320,1279.38 +08.11.2018 14:20:00.000,1.14322,1.14392,1.14286,1.14386,1358.1799999999998 +08.11.2018 14:25:00.000,1.14386,1.14403,1.14359,1.14366,1241.11 +08.11.2018 14:30:00.000,1.14364,1.14384,1.14353,1.14359,1272.52 +08.11.2018 14:35:00.000,1.14357,1.14399,1.14349,1.14397,1310.15 +08.11.2018 14:40:00.000,1.14398,1.14410,1.14386,1.14402,1318.34 +08.11.2018 14:45:00.000,1.14401,1.14413,1.14381,1.14392,1279.2800000000002 +08.11.2018 14:50:00.000,1.14393,1.14413,1.14375,1.14376,1345.6 +08.11.2018 14:55:00.000,1.14377,1.14389,1.14344,1.14345,1621.27 +08.11.2018 15:00:00.000,1.14345,1.14360,1.14316,1.14321,1242.42 +08.11.2018 15:05:00.000,1.14322,1.14341,1.14286,1.14336,1573.57 +08.11.2018 15:10:00.000,1.14336,1.14373,1.14336,1.14346,1412.62 +08.11.2018 15:15:00.000,1.14345,1.14383,1.14344,1.14373,1402.88 +08.11.2018 15:20:00.000,1.14372,1.14465,1.14372,1.14397,1820.05 +08.11.2018 15:25:00.000,1.14399,1.14409,1.14342,1.14344,1262.58 +08.11.2018 15:30:00.000,1.14343,1.14352,1.14286,1.14293,1453.39 +08.11.2018 15:35:00.000,1.14293,1.14327,1.14259,1.14313,1291.69 +08.11.2018 15:40:00.000,1.14313,1.14314,1.14288,1.14290,1098.7 +08.11.2018 15:45:00.000,1.14291,1.14326,1.14269,1.14292,1164.0900000000001 +08.11.2018 15:50:00.000,1.14294,1.14349,1.14289,1.14342,1604.79 +08.11.2018 15:55:00.000,1.14340,1.14351,1.14255,1.14256,1841.7700000000002 +08.11.2018 16:00:00.000,1.14257,1.14265,1.14201,1.14219,1866.56 +08.11.2018 16:05:00.000,1.14218,1.14242,1.14169,1.14169,1419.36 +08.11.2018 16:10:00.000,1.14168,1.14220,1.14140,1.14219,1141.52 +08.11.2018 16:15:00.000,1.14219,1.14219,1.14172,1.14182,1303.9800000000002 +08.11.2018 16:20:00.000,1.14182,1.14187,1.14162,1.14162,1328.2199999999998 +08.11.2018 16:25:00.000,1.14164,1.14210,1.14152,1.14182,1127.9 +08.11.2018 16:30:00.000,1.14181,1.14254,1.14179,1.14246,1080.47 +08.11.2018 16:35:00.000,1.14249,1.14272,1.14219,1.14219,1278.9999999999998 +08.11.2018 16:40:00.000,1.14216,1.14225,1.14145,1.14175,1236.86 +08.11.2018 16:45:00.000,1.14175,1.14175,1.14152,1.14164,987.24 +08.11.2018 16:50:00.000,1.14164,1.14172,1.14108,1.14143,1444.07 +08.11.2018 16:55:00.000,1.14146,1.14182,1.14145,1.14158,1147.6100000000001 +08.11.2018 17:00:00.000,1.14157,1.14168,1.14119,1.14159,1007.99 +08.11.2018 17:05:00.000,1.14159,1.14169,1.14130,1.14140,1194.77 +08.11.2018 17:10:00.000,1.14139,1.14140,1.14076,1.14087,1105.97 +08.11.2018 17:15:00.000,1.14086,1.14131,1.14075,1.14121,887.62 +08.11.2018 17:20:00.000,1.14122,1.14129,1.14094,1.14100,806.42 +08.11.2018 17:25:00.000,1.14101,1.14110,1.14051,1.14065,908.52 +08.11.2018 17:30:00.000,1.14066,1.14075,1.14034,1.14038,1317.16 +08.11.2018 17:35:00.000,1.14039,1.14045,1.14030,1.14032,743.54 +08.11.2018 17:40:00.000,1.14030,1.14032,1.13993,1.14024,1320.85 +08.11.2018 17:45:00.000,1.14023,1.14026,1.13991,1.13995,846.63 +08.11.2018 17:50:00.000,1.13995,1.13995,1.13887,1.13954,1115.17 +08.11.2018 17:55:00.000,1.13953,1.13969,1.13898,1.13925,1344.64 +08.11.2018 18:00:00.000,1.13924,1.13938,1.13896,1.13929,1133.54 +08.11.2018 18:05:00.000,1.13929,1.13949,1.13920,1.13947,1018.7900000000001 +08.11.2018 18:10:00.000,1.13945,1.13960,1.13931,1.13934,538.5 +08.11.2018 18:15:00.000,1.13935,1.13953,1.13929,1.13940,854.33 +08.11.2018 18:20:00.000,1.13940,1.13963,1.13940,1.13956,1022.77 +08.11.2018 18:25:00.000,1.13957,1.13981,1.13951,1.13981,892.3999999999999 +08.11.2018 18:30:00.000,1.13981,1.13991,1.13969,1.13975,931.76 +08.11.2018 18:35:00.000,1.13977,1.13984,1.13966,1.13970,787.15 +08.11.2018 18:40:00.000,1.13973,1.13999,1.13972,1.13997,643.55 +08.11.2018 18:45:00.000,1.13997,1.14006,1.13981,1.14005,585.6800000000001 +08.11.2018 18:50:00.000,1.14005,1.14008,1.13975,1.14004,771.67 +08.11.2018 18:55:00.000,1.14004,1.14014,1.13987,1.13988,1045.34 +08.11.2018 19:00:00.000,1.13988,1.14102,1.13902,1.13930,1599.24 +08.11.2018 19:05:00.000,1.13933,1.13933,1.13736,1.13846,2043.41 +08.11.2018 19:10:00.000,1.13845,1.13853,1.13697,1.13720,1490.7599999999998 +08.11.2018 19:15:00.000,1.13724,1.13794,1.13724,1.13760,1564.93 +08.11.2018 19:20:00.000,1.13760,1.13778,1.13756,1.13775,1066.59 +08.11.2018 19:25:00.000,1.13775,1.13802,1.13732,1.13795,1178.55 +08.11.2018 19:30:00.000,1.13795,1.13822,1.13777,1.13801,1288.78 +08.11.2018 19:35:00.000,1.13801,1.13817,1.13761,1.13777,1303.76 +08.11.2018 19:40:00.000,1.13774,1.13779,1.13630,1.13697,1819.3799999999999 +08.11.2018 19:45:00.000,1.13694,1.13694,1.13615,1.13624,1589.31 +08.11.2018 19:50:00.000,1.13625,1.13647,1.13599,1.13641,1287.7 +08.11.2018 19:55:00.000,1.13641,1.13657,1.13561,1.13563,1274.01 +08.11.2018 20:00:00.000,1.13562,1.13608,1.13558,1.13559,1190.5500000000002 +08.11.2018 20:05:00.000,1.13558,1.13647,1.13515,1.13647,1295.08 +08.11.2018 20:10:00.000,1.13647,1.13647,1.13577,1.13632,1301.9099999999999 +08.11.2018 20:15:00.000,1.13635,1.13638,1.13591,1.13608,912.48 +08.11.2018 20:20:00.000,1.13607,1.13633,1.13603,1.13623,691.04 +08.11.2018 20:25:00.000,1.13623,1.13633,1.13611,1.13619,1030.2 +08.11.2018 20:30:00.000,1.13617,1.13617,1.13590,1.13596,835.2199999999999 +08.11.2018 20:35:00.000,1.13596,1.13599,1.13589,1.13593,514.67 +08.11.2018 20:40:00.000,1.13595,1.13614,1.13590,1.13601,488.82000000000005 +08.11.2018 20:45:00.000,1.13600,1.13612,1.13588,1.13604,423.77000000000004 +08.11.2018 20:50:00.000,1.13605,1.13619,1.13601,1.13606,511.76 +08.11.2018 20:55:00.000,1.13606,1.13609,1.13598,1.13602,458.99 +08.11.2018 21:00:00.000,1.13601,1.13605,1.13588,1.13602,299.31 +08.11.2018 21:05:00.000,1.13602,1.13623,1.13596,1.13617,582.5699999999999 +08.11.2018 21:10:00.000,1.13616,1.13624,1.13610,1.13622,413.55000000000007 +08.11.2018 21:15:00.000,1.13622,1.13639,1.13622,1.13623,428.55000000000007 +08.11.2018 21:20:00.000,1.13623,1.13638,1.13621,1.13637,266.28999999999996 +08.11.2018 21:25:00.000,1.13637,1.13644,1.13633,1.13642,344.83000000000004 +08.11.2018 21:30:00.000,1.13641,1.13653,1.13637,1.13648,530.04 +08.11.2018 21:35:00.000,1.13648,1.13666,1.13646,1.13658,470.01 +08.11.2018 21:40:00.000,1.13658,1.13666,1.13641,1.13641,447.7 +08.11.2018 21:45:00.000,1.13645,1.13658,1.13645,1.13650,229.87 +08.11.2018 21:50:00.000,1.13650,1.13653,1.13634,1.13639,345.93 +08.11.2018 21:55:00.000,1.13639,1.13640,1.13629,1.13629,290.46 +08.11.2018 22:00:00.000,1.13629,1.13633,1.13626,1.13632,41.62 +08.11.2018 22:05:00.000,1.13632,1.13652,1.13629,1.13644,134.42000000000002 +08.11.2018 22:10:00.000,1.13644,1.13657,1.13642,1.13646,178.53 +08.11.2018 22:15:00.000,1.13646,1.13655,1.13642,1.13646,216.57 +08.11.2018 22:20:00.000,1.13648,1.13652,1.13642,1.13644,129.48 +08.11.2018 22:25:00.000,1.13646,1.13654,1.13644,1.13651,117.06 +08.11.2018 22:30:00.000,1.13651,1.13661,1.13648,1.13652,139.81 +08.11.2018 22:35:00.000,1.13652,1.13658,1.13651,1.13653,274.83 +08.11.2018 22:40:00.000,1.13653,1.13659,1.13653,1.13655,296.35999999999996 +08.11.2018 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08:00:00.000,1.12594,1.12619,1.12565,1.12601,1800.75 +12.11.2018 08:05:00.000,1.12602,1.12613,1.12541,1.12547,1429.8899999999999 +12.11.2018 08:10:00.000,1.12546,1.12553,1.12498,1.12520,1494.5100000000002 +12.11.2018 08:15:00.000,1.12520,1.12529,1.12432,1.12443,1651.26 +12.11.2018 08:20:00.000,1.12434,1.12473,1.12400,1.12473,1635.03 +12.11.2018 08:25:00.000,1.12473,1.12498,1.12460,1.12483,1336.69 +12.11.2018 08:30:00.000,1.12480,1.12507,1.12431,1.12507,1173.1200000000001 +12.11.2018 08:35:00.000,1.12507,1.12530,1.12483,1.12522,1716.7999999999997 +12.11.2018 08:40:00.000,1.12521,1.12557,1.12516,1.12551,1297.29 +12.11.2018 08:45:00.000,1.12552,1.12560,1.12533,1.12549,1060.61 +12.11.2018 08:50:00.000,1.12549,1.12566,1.12496,1.12564,1139.34 +12.11.2018 08:55:00.000,1.12562,1.12616,1.12562,1.12609,1268.38 +12.11.2018 09:00:00.000,1.12610,1.12615,1.12576,1.12599,904.2299999999999 +12.11.2018 09:05:00.000,1.12600,1.12611,1.12570,1.12604,926.5 +12.11.2018 09:10:00.000,1.12607,1.12633,1.12607,1.12631,1368.84 +12.11.2018 09:15:00.000,1.12631,1.12648,1.12625,1.12635,991.81 +12.11.2018 09:20:00.000,1.12636,1.12648,1.12618,1.12620,973.48 +12.11.2018 09:25:00.000,1.12619,1.12626,1.12585,1.12599,919.0799999999999 +12.11.2018 09:30:00.000,1.12600,1.12600,1.12548,1.12555,981.36 +12.11.2018 09:35:00.000,1.12554,1.12605,1.12551,1.12586,1055.01 +12.11.2018 09:40:00.000,1.12586,1.12593,1.12544,1.12565,1193.26 +12.11.2018 09:45:00.000,1.12565,1.12593,1.12563,1.12583,1120.22 +12.11.2018 09:50:00.000,1.12583,1.12590,1.12549,1.12551,949.8899999999999 +12.11.2018 09:55:00.000,1.12550,1.12612,1.12550,1.12566,1299.6 +12.11.2018 10:00:00.000,1.12565,1.12567,1.12518,1.12554,1110.3100000000002 +12.11.2018 10:05:00.000,1.12553,1.12592,1.12520,1.12523,1110.43 +12.11.2018 10:10:00.000,1.12523,1.12555,1.12514,1.12535,1255.67 +12.11.2018 10:15:00.000,1.12533,1.12554,1.12517,1.12530,913.6600000000001 +12.11.2018 10:20:00.000,1.12529,1.12568,1.12523,1.12543,1075 +12.11.2018 10:25:00.000,1.12543,1.12566,1.12541,1.12561,787.46 +12.11.2018 10:30:00.000,1.12562,1.12578,1.12548,1.12559,791.25 +12.11.2018 10:35:00.000,1.12561,1.12605,1.12556,1.12604,849.75 +12.11.2018 10:40:00.000,1.12603,1.12614,1.12580,1.12599,1109.21 +12.11.2018 10:45:00.000,1.12599,1.12686,1.12592,1.12682,1450.0700000000002 +12.11.2018 10:50:00.000,1.12681,1.12689,1.12646,1.12651,1190.9099999999999 +12.11.2018 10:55:00.000,1.12650,1.12656,1.12606,1.12606,932.39 +12.11.2018 11:00:00.000,1.12606,1.12613,1.12574,1.12577,912.1600000000001 +12.11.2018 11:05:00.000,1.12576,1.12582,1.12514,1.12519,1131.54 +12.11.2018 11:10:00.000,1.12520,1.12522,1.12472,1.12489,1340.08 +12.11.2018 11:15:00.000,1.12488,1.12528,1.12485,1.12524,1005.42 +12.11.2018 11:20:00.000,1.12524,1.12550,1.12522,1.12530,645.2 +12.11.2018 11:25:00.000,1.12529,1.12600,1.12528,1.12562,1085.33 +12.11.2018 11:30:00.000,1.12563,1.12593,1.12553,1.12566,1044.83 +12.11.2018 11:35:00.000,1.12565,1.12586,1.12556,1.12584,751.78 +12.11.2018 11:40:00.000,1.12584,1.12587,1.12564,1.12572,741.55 +12.11.2018 11:45:00.000,1.12571,1.12572,1.12528,1.12550,726.9200000000001 +12.11.2018 11:50:00.000,1.12550,1.12568,1.12536,1.12554,615.04 +12.11.2018 11:55:00.000,1.12553,1.12619,1.12540,1.12619,1118.54 +12.11.2018 12:00:00.000,1.12618,1.12644,1.12608,1.12623,818.05 +12.11.2018 12:05:00.000,1.12622,1.12672,1.12620,1.12670,710.66 +12.11.2018 12:10:00.000,1.12672,1.12696,1.12657,1.12661,878.0799999999999 +12.11.2018 12:15:00.000,1.12661,1.12661,1.12627,1.12628,873.9499999999999 +12.11.2018 12:20:00.000,1.12628,1.12638,1.12613,1.12637,856.7499999999999 +12.11.2018 12:25:00.000,1.12637,1.12673,1.12632,1.12659,513.79 +12.11.2018 12:30:00.000,1.12658,1.12671,1.12650,1.12660,596.84 +12.11.2018 12:35:00.000,1.12661,1.12672,1.12649,1.12653,695.1499999999999 +12.11.2018 12:40:00.000,1.12654,1.12684,1.12647,1.12684,992.0799999999999 +12.11.2018 12:45:00.000,1.12684,1.12723,1.12663,1.12711,953.55 +12.11.2018 12:50:00.000,1.12713,1.12713,1.12688,1.12693,784.51 +12.11.2018 12:55:00.000,1.12695,1.12738,1.12695,1.12726,1104.8899999999999 +12.11.2018 13:00:00.000,1.12728,1.12729,1.12681,1.12724,1244.97 +12.11.2018 13:05:00.000,1.12723,1.12731,1.12679,1.12691,1323.22 +12.11.2018 13:10:00.000,1.12691,1.12691,1.12640,1.12648,1174.1999999999998 +12.11.2018 13:15:00.000,1.12650,1.12683,1.12627,1.12683,1439 +12.11.2018 13:20:00.000,1.12683,1.12710,1.12660,1.12703,1544.26 +12.11.2018 13:25:00.000,1.12704,1.12709,1.12679,1.12691,1009.2300000000001 +12.11.2018 13:30:00.000,1.12690,1.12705,1.12676,1.12701,1014.8699999999999 +12.11.2018 13:35:00.000,1.12700,1.12722,1.12669,1.12719,1165.21 +12.11.2018 13:40:00.000,1.12719,1.12726,1.12676,1.12680,956.7199999999999 +12.11.2018 13:45:00.000,1.12679,1.12766,1.12674,1.12726,1730.94 +12.11.2018 13:50:00.000,1.12726,1.12769,1.12690,1.12738,1604.09 +12.11.2018 13:55:00.000,1.12737,1.12783,1.12705,1.12722,1497.16 +12.11.2018 14:00:00.000,1.12722,1.12727,1.12680,1.12707,1016.04 +12.11.2018 14:05:00.000,1.12706,1.12706,1.12671,1.12682,824.1400000000001 +12.11.2018 14:10:00.000,1.12681,1.12683,1.12603,1.12650,969.28 +12.11.2018 14:15:00.000,1.12651,1.12689,1.12640,1.12654,1066.7 +12.11.2018 14:20:00.000,1.12654,1.12680,1.12626,1.12627,888.46 +12.11.2018 14:25:00.000,1.12627,1.12682,1.12622,1.12658,846.94 +12.11.2018 14:30:00.000,1.12659,1.12679,1.12624,1.12667,1373.0099999999998 +12.11.2018 14:35:00.000,1.12667,1.12690,1.12653,1.12682,990.4700000000001 +12.11.2018 14:40:00.000,1.12682,1.12717,1.12677,1.12713,861.35 +12.11.2018 14:45:00.000,1.12714,1.12722,1.12633,1.12656,1122.4899999999998 +12.11.2018 14:50:00.000,1.12656,1.12671,1.12626,1.12633,1187.25 +12.11.2018 14:55:00.000,1.12635,1.12679,1.12619,1.12646,1208.04 +12.11.2018 15:00:00.000,1.12645,1.12693,1.12616,1.12692,1140.51 +12.11.2018 15:05:00.000,1.12692,1.12702,1.12655,1.12664,1414.6000000000001 +12.11.2018 15:10:00.000,1.12665,1.12706,1.12652,1.12695,928.64 +12.11.2018 15:15:00.000,1.12694,1.12709,1.12661,1.12706,2930.2 +12.11.2018 15:20:00.000,1.12706,1.12726,1.12669,1.12687,1025.1100000000001 +12.11.2018 15:25:00.000,1.12687,1.12687,1.12618,1.12618,830.98 +12.11.2018 15:30:00.000,1.12618,1.12656,1.12615,1.12652,974.22 +12.11.2018 15:35:00.000,1.12651,1.12682,1.12636,1.12669,735.8999999999999 +12.11.2018 15:40:00.000,1.12669,1.12689,1.12648,1.12679,763.66 +12.11.2018 15:45:00.000,1.12678,1.12681,1.12610,1.12661,1106.3600000000001 +12.11.2018 15:50:00.000,1.12662,1.12662,1.12583,1.12597,1086.98 +12.11.2018 15:55:00.000,1.12596,1.12602,1.12494,1.12501,1414.3400000000001 +12.11.2018 16:00:00.000,1.12503,1.12536,1.12485,1.12532,1523.4199999999998 +12.11.2018 16:05:00.000,1.12534,1.12554,1.12527,1.12548,875.4499999999999 +12.11.2018 16:10:00.000,1.12549,1.12553,1.12443,1.12456,1100.16 +12.11.2018 16:15:00.000,1.12455,1.12472,1.12427,1.12427,1067.73 +12.11.2018 16:20:00.000,1.12427,1.12459,1.12422,1.12432,1305.8700000000001 +12.11.2018 16:25:00.000,1.12431,1.12486,1.12419,1.12486,1402.03 +12.11.2018 16:30:00.000,1.12484,1.12510,1.12481,1.12484,1040.6200000000001 +12.11.2018 16:35:00.000,1.12483,1.12516,1.12464,1.12507,879.46 +12.11.2018 16:40:00.000,1.12508,1.12524,1.12503,1.12513,1020.9 +12.11.2018 16:45:00.000,1.12509,1.12527,1.12496,1.12504,1041.74 +12.11.2018 16:50:00.000,1.12504,1.12547,1.12501,1.12543,1073.38 +12.11.2018 16:55:00.000,1.12542,1.12547,1.12522,1.12546,908.4100000000001 +12.11.2018 17:00:00.000,1.12546,1.12556,1.12522,1.12538,942.71 +12.11.2018 17:05:00.000,1.12539,1.12563,1.12516,1.12555,1022.1800000000001 +12.11.2018 17:10:00.000,1.12555,1.12564,1.12532,1.12538,731.89 +12.11.2018 17:15:00.000,1.12538,1.12543,1.12497,1.12510,704.29 +12.11.2018 17:20:00.000,1.12512,1.12520,1.12478,1.12483,889.0899999999999 +12.11.2018 17:25:00.000,1.12483,1.12502,1.12479,1.12495,633.05 +12.11.2018 17:30:00.000,1.12496,1.12500,1.12453,1.12454,576.88 +12.11.2018 17:35:00.000,1.12454,1.12465,1.12441,1.12453,735.3199999999999 +12.11.2018 17:40:00.000,1.12454,1.12466,1.12446,1.12446,684.8 +12.11.2018 17:45:00.000,1.12445,1.12471,1.12430,1.12438,949.4300000000001 +12.11.2018 17:50:00.000,1.12438,1.12446,1.12426,1.12441,756.8799999999999 +12.11.2018 17:55:00.000,1.12440,1.12451,1.12424,1.12447,991.03 +12.11.2018 18:00:00.000,1.12445,1.12447,1.12425,1.12444,820.36 +12.11.2018 18:05:00.000,1.12447,1.12457,1.12443,1.12447,884.6099999999999 +12.11.2018 18:10:00.000,1.12446,1.12450,1.12420,1.12425,712.1099999999999 +12.11.2018 18:15:00.000,1.12427,1.12452,1.12419,1.12447,564.4 +12.11.2018 18:20:00.000,1.12446,1.12450,1.12419,1.12428,1081.1100000000001 +12.11.2018 18:25:00.000,1.12430,1.12436,1.12390,1.12429,1189.84 +12.11.2018 18:30:00.000,1.12428,1.12456,1.12426,1.12450,1121.08 +12.11.2018 18:35:00.000,1.12451,1.12454,1.12404,1.12407,730.52 +12.11.2018 18:40:00.000,1.12407,1.12414,1.12390,1.12401,729.3399999999999 +12.11.2018 18:45:00.000,1.12401,1.12407,1.12359,1.12364,828.03 +12.11.2018 18:50:00.000,1.12365,1.12388,1.12358,1.12383,1505.5099999999998 +12.11.2018 18:55:00.000,1.12384,1.12415,1.12384,1.12411,830.54 +12.11.2018 19:00:00.000,1.12412,1.12428,1.12395,1.12400,999.11 +12.11.2018 19:05:00.000,1.12400,1.12417,1.12391,1.12415,666.41 +12.11.2018 19:10:00.000,1.12415,1.12418,1.12398,1.12413,735.29 +12.11.2018 19:15:00.000,1.12413,1.12444,1.12409,1.12419,694.2900000000001 +12.11.2018 19:20:00.000,1.12420,1.12438,1.12411,1.12432,539.55 +12.11.2018 19:25:00.000,1.12432,1.12448,1.12422,1.12427,528.5300000000001 +12.11.2018 19:30:00.000,1.12427,1.12429,1.12394,1.12401,526.97 +12.11.2018 19:35:00.000,1.12401,1.12402,1.12382,1.12386,525.4000000000001 +12.11.2018 19:40:00.000,1.12386,1.12402,1.12380,1.12386,358.57000000000005 +12.11.2018 19:45:00.000,1.12386,1.12411,1.12381,1.12394,702.01 +12.11.2018 19:50:00.000,1.12398,1.12437,1.12397,1.12436,865.6400000000001 +12.11.2018 19:55:00.000,1.12437,1.12443,1.12397,1.12399,744.88 +12.11.2018 20:00:00.000,1.12400,1.12416,1.12388,1.12414,656.72 +12.11.2018 20:05:00.000,1.12415,1.12425,1.12413,1.12418,562.5100000000001 +12.11.2018 20:10:00.000,1.12418,1.12427,1.12409,1.12426,675.87 +12.11.2018 20:15:00.000,1.12426,1.12427,1.12404,1.12410,506.08000000000004 +12.11.2018 20:20:00.000,1.12411,1.12411,1.12395,1.12404,812.4100000000001 +12.11.2018 20:25:00.000,1.12405,1.12405,1.12378,1.12380,758.6300000000001 +12.11.2018 20:30:00.000,1.12381,1.12388,1.12368,1.12370,759.93 +12.11.2018 20:35:00.000,1.12368,1.12410,1.12368,1.12390,646.96 +12.11.2018 20:40:00.000,1.12390,1.12392,1.12370,1.12370,671.27 +12.11.2018 20:45:00.000,1.12370,1.12389,1.12364,1.12381,677.9200000000001 +12.11.2018 20:50:00.000,1.12381,1.12396,1.12361,1.12375,952.4300000000001 +12.11.2018 20:55:00.000,1.12378,1.12381,1.12335,1.12335,956.77 +12.11.2018 21:00:00.000,1.12336,1.12357,1.12326,1.12334,402.58 +12.11.2018 21:05:00.000,1.12334,1.12340,1.12293,1.12294,460.79999999999995 +12.11.2018 21:10:00.000,1.12290,1.12290,1.12205,1.12206,819.0999999999999 +12.11.2018 21:15:00.000,1.12207,1.12217,1.12166,1.12166,622.88 +12.11.2018 21:20:00.000,1.12164,1.12239,1.12160,1.12233,664.4699999999999 +12.11.2018 21:25:00.000,1.12234,1.12234,1.12187,1.12193,569.1500000000001 +12.11.2018 21:30:00.000,1.12192,1.12214,1.12191,1.12212,490.09 +12.11.2018 21:35:00.000,1.12212,1.12218,1.12208,1.12218,493.33000000000004 +12.11.2018 21:40:00.000,1.12218,1.12220,1.12210,1.12214,391.03999999999996 +12.11.2018 21:45:00.000,1.12215,1.12235,1.12209,1.12211,383.89 +12.11.2018 21:50:00.000,1.12208,1.12209,1.12156,1.12178,423.8 +12.11.2018 21:55:00.000,1.12176,1.12190,1.12170,1.12177,404.89 +12.11.2018 22:00:00.000,1.12174,1.12191,1.12164,1.12172,100.47 +12.11.2018 22:05:00.000,1.12172,1.12229,1.12170,1.12195,279.91999999999996 +12.11.2018 22:10:00.000,1.12196,1.12217,1.12195,1.12208,348.55999999999995 +12.11.2018 22:15:00.000,1.12207,1.12219,1.12199,1.12218,191.68 +12.11.2018 22:20:00.000,1.12217,1.12232,1.12207,1.12214,390.37 +12.11.2018 22:25:00.000,1.12214,1.12215,1.12199,1.12213,172.54000000000002 +12.11.2018 22:30:00.000,1.12213,1.12221,1.12210,1.12214,99.27000000000001 +12.11.2018 22:35:00.000,1.12214,1.12229,1.12212,1.12227,137.31 +12.11.2018 22:40:00.000,1.12227,1.12229,1.12218,1.12223,212.64999999999998 +12.11.2018 22:45:00.000,1.12223,1.12236,1.12212,1.12236,885.3999999999999 +12.11.2018 22:50:00.000,1.12240,1.12247,1.12223,1.12225,295.53999999999996 +12.11.2018 22:55:00.000,1.12225,1.12236,1.12196,1.12198,585.55 +12.11.2018 23:00:00.000,1.12200,1.12236,1.12196,1.12230,618.94 +12.11.2018 23:05:00.000,1.12229,1.12248,1.12229,1.12245,358.21 +12.11.2018 23:10:00.000,1.12243,1.12246,1.12235,1.12239,289.52 +12.11.2018 23:15:00.000,1.12239,1.12251,1.12239,1.12243,142.45000000000002 +12.11.2018 23:20:00.000,1.12243,1.12249,1.12243,1.12244,337.65 +12.11.2018 23:25:00.000,1.12244,1.12244,1.12207,1.12213,411.3 +12.11.2018 23:30:00.000,1.12212,1.12225,1.12210,1.12214,262.09000000000003 +12.11.2018 23:35:00.000,1.12214,1.12240,1.12213,1.12220,336.17 +12.11.2018 23:40:00.000,1.12220,1.12235,1.12219,1.12225,404.34000000000003 +12.11.2018 23:45:00.000,1.12224,1.12256,1.12224,1.12251,520.76 +12.11.2018 23:50:00.000,1.12251,1.12252,1.12219,1.12230,441.45 +12.11.2018 23:55:00.000,1.12229,1.12237,1.12223,1.12235,483.78 +13.11.2018 00:00:00.000,1.12235,1.12258,1.12225,1.12245,1004.49 +13.11.2018 00:05:00.000,1.12246,1.12275,1.12236,1.12256,906.1600000000001 +13.11.2018 00:10:00.000,1.12257,1.12267,1.12227,1.12245,821.47 +13.11.2018 00:15:00.000,1.12244,1.12259,1.12224,1.12230,591.28 +13.11.2018 00:20:00.000,1.12230,1.12266,1.12230,1.12259,670.4200000000001 +13.11.2018 00:25:00.000,1.12260,1.12270,1.12254,1.12266,622.5799999999999 +13.11.2018 00:30:00.000,1.12266,1.12284,1.12256,1.12275,635.8000000000001 +13.11.2018 00:35:00.000,1.12275,1.12283,1.12247,1.12276,603.32 +13.11.2018 00:40:00.000,1.12276,1.12282,1.12265,1.12265,592.34 +13.11.2018 00:45:00.000,1.12266,1.12271,1.12256,1.12270,430.36999999999995 +13.11.2018 00:50:00.000,1.12270,1.12277,1.12219,1.12221,722.01 +13.11.2018 00:55:00.000,1.12222,1.12287,1.12221,1.12277,634.4100000000001 +13.11.2018 01:00:00.000,1.12277,1.12291,1.12273,1.12277,541.6899999999999 +13.11.2018 01:05:00.000,1.12277,1.12303,1.12272,1.12296,436.31 +13.11.2018 01:10:00.000,1.12296,1.12316,1.12287,1.12306,613.45 +13.11.2018 01:15:00.000,1.12307,1.12314,1.12291,1.12308,594.3299999999999 +13.11.2018 01:20:00.000,1.12308,1.12309,1.12287,1.12287,258.6 +13.11.2018 01:25:00.000,1.12288,1.12304,1.12286,1.12297,633.3 +13.11.2018 01:30:00.000,1.12297,1.12314,1.12291,1.12312,633.1 +13.11.2018 01:35:00.000,1.12311,1.12328,1.12302,1.12326,602.25 +13.11.2018 01:40:00.000,1.12326,1.12343,1.12306,1.12343,727.27 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02:55:00.000,1.12334,1.12349,1.12333,1.12341,385.09 +13.11.2018 03:00:00.000,1.12341,1.12346,1.12323,1.12345,482.53000000000003 +13.11.2018 03:05:00.000,1.12345,1.12361,1.12342,1.12359,229.11999999999998 +13.11.2018 03:10:00.000,1.12360,1.12362,1.12349,1.12351,322.85 +13.11.2018 03:15:00.000,1.12350,1.12364,1.12337,1.12349,500.25 +13.11.2018 03:20:00.000,1.12349,1.12357,1.12336,1.12353,402.24 +13.11.2018 03:25:00.000,1.12353,1.12377,1.12349,1.12369,928.63 +13.11.2018 03:30:00.000,1.12370,1.12418,1.12366,1.12393,993.67 +13.11.2018 03:35:00.000,1.12393,1.12406,1.12386,1.12390,53160.532 +13.11.2018 03:40:00.000,1.12390,1.12481,1.12385,1.12459,1507.9099999999999 +13.11.2018 03:45:00.000,1.12457,1.12458,1.12436,1.12442,746.37 +13.11.2018 03:50:00.000,1.12442,1.12482,1.12433,1.12479,811.59 +13.11.2018 03:55:00.000,1.12481,1.12499,1.12444,1.12451,1086.8 +13.11.2018 04:00:00.000,1.12452,1.12516,1.12443,1.12482,1031.33 +13.11.2018 04:05:00.000,1.12482,1.12502,1.12463,1.12471,847.44 +13.11.2018 04:10:00.000,1.12473,1.12515,1.12467,1.12497,805.49 +13.11.2018 04:15:00.000,1.12497,1.12506,1.12463,1.12468,890.12 +13.11.2018 04:20:00.000,1.12469,1.12479,1.12453,1.12462,667.8800000000001 +13.11.2018 04:25:00.000,1.12462,1.12463,1.12447,1.12458,434.2099999999999 +13.11.2018 04:30:00.000,1.12459,1.12468,1.12452,1.12456,524.61 +13.11.2018 04:35:00.000,1.12457,1.12457,1.12420,1.12426,668.64 +13.11.2018 04:40:00.000,1.12426,1.12448,1.12426,1.12440,556.0600000000001 +13.11.2018 04:45:00.000,1.12442,1.12452,1.12427,1.12446,687.5600000000001 +13.11.2018 04:50:00.000,1.12445,1.12447,1.12417,1.12419,775.79 +13.11.2018 04:55:00.000,1.12418,1.12464,1.12412,1.12461,811.4699999999999 +13.11.2018 05:00:00.000,1.12462,1.12462,1.12426,1.12437,760.4200000000001 +13.11.2018 05:05:00.000,1.12440,1.12480,1.12439,1.12458,377.59 +13.11.2018 05:10:00.000,1.12458,1.12477,1.12458,1.12469,232.18 +13.11.2018 05:15:00.000,1.12469,1.12473,1.12449,1.12455,407.33000000000004 +13.11.2018 05:20:00.000,1.12454,1.12469,1.12452,1.12468,450.08000000000004 +13.11.2018 05:25:00.000,1.12469,1.12483,1.12461,1.12476,590.04 +13.11.2018 05:30:00.000,1.12477,1.12478,1.12450,1.12456,501.59 +13.11.2018 05:35:00.000,1.12456,1.12488,1.12454,1.12469,603.09 +13.11.2018 05:40:00.000,1.12468,1.12474,1.12422,1.12428,543.19 +13.11.2018 05:45:00.000,1.12428,1.12456,1.12428,1.12432,398.53999999999996 +13.11.2018 05:50:00.000,1.12432,1.12437,1.12417,1.12417,515.74 +13.11.2018 05:55:00.000,1.12420,1.12425,1.12388,1.12397,736.8800000000001 +13.11.2018 06:00:00.000,1.12397,1.12429,1.12394,1.12417,550.3199999999999 +13.11.2018 06:05:00.000,1.12418,1.12439,1.12413,1.12427,819.86 +13.11.2018 06:10:00.000,1.12425,1.12460,1.12425,1.12454,368.02000000000004 +13.11.2018 06:15:00.000,1.12453,1.12458,1.12440,1.12440,467.78 +13.11.2018 06:20:00.000,1.12441,1.12452,1.12434,1.12443,397.48 +13.11.2018 06:25:00.000,1.12443,1.12464,1.12442,1.12450,518.1800000000001 +13.11.2018 06:30:00.000,1.12450,1.12450,1.12369,1.12379,886.71 +13.11.2018 06:35:00.000,1.12379,1.12395,1.12365,1.12393,409.66 +13.11.2018 06:40:00.000,1.12392,1.12432,1.12384,1.12425,730.83 +13.11.2018 06:45:00.000,1.12424,1.12453,1.12413,1.12449,596.84 +13.11.2018 06:50:00.000,1.12447,1.12490,1.12447,1.12469,915.93 +13.11.2018 06:55:00.000,1.12469,1.12521,1.12467,1.12516,568.23 +13.11.2018 07:00:00.000,1.12516,1.12519,1.12474,1.12492,1072.72 +13.11.2018 07:05:00.000,1.12491,1.12573,1.12491,1.12499,1621.2200000000003 +13.11.2018 07:10:00.000,1.12501,1.12510,1.12417,1.12443,1295.19 +13.11.2018 07:15:00.000,1.12443,1.12447,1.12411,1.12424,1075.19 +13.11.2018 07:20:00.000,1.12424,1.12440,1.12376,1.12386,924.3400000000001 +13.11.2018 07:25:00.000,1.12390,1.12461,1.12390,1.12429,1256.8899999999999 +13.11.2018 07:30:00.000,1.12429,1.12440,1.12389,1.12389,943.7 +13.11.2018 07:35:00.000,1.12390,1.12480,1.12358,1.12460,1441.3400000000001 +13.11.2018 07:40:00.000,1.12459,1.12470,1.12358,1.12362,1146.23 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09:00:00.000,1.12355,1.12384,1.12341,1.12343,1122.43 +13.11.2018 09:05:00.000,1.12344,1.12357,1.12304,1.12307,1376.51 +13.11.2018 09:10:00.000,1.12304,1.12333,1.12289,1.12290,1649.61 +13.11.2018 09:15:00.000,1.12292,1.12326,1.12277,1.12322,1318.28 +13.11.2018 09:20:00.000,1.12322,1.12346,1.12319,1.12335,1196.83 +13.11.2018 09:25:00.000,1.12335,1.12367,1.12326,1.12359,905.57 +13.11.2018 09:30:00.000,1.12360,1.12392,1.12341,1.12379,1038.52 +13.11.2018 09:35:00.000,1.12379,1.12383,1.12319,1.12323,1305.42 +13.11.2018 09:40:00.000,1.12325,1.12325,1.12282,1.12313,1416.3 +13.11.2018 09:45:00.000,1.12314,1.12338,1.12302,1.12336,1115.8799999999999 +13.11.2018 09:50:00.000,1.12335,1.12366,1.12327,1.12356,1239.4599999999998 +13.11.2018 09:55:00.000,1.12355,1.12369,1.12323,1.12346,1007.7 +13.11.2018 10:00:00.000,1.12348,1.12360,1.12260,1.12264,1377.46 +13.11.2018 10:05:00.000,1.12263,1.12316,1.12259,1.12280,1250.14 +13.11.2018 10:10:00.000,1.12279,1.12320,1.12279,1.12318,1051.48 +13.11.2018 10:15:00.000,1.12317,1.12355,1.12295,1.12336,1468.8000000000002 +13.11.2018 10:20:00.000,1.12335,1.12335,1.12218,1.12265,1423.7899999999997 +13.11.2018 10:25:00.000,1.12265,1.12323,1.12250,1.12305,1318.76 +13.11.2018 10:30:00.000,1.12305,1.12357,1.12305,1.12350,1223.25 +13.11.2018 10:35:00.000,1.12350,1.12419,1.12348,1.12409,1536.4800000000002 +13.11.2018 10:40:00.000,1.12408,1.12438,1.12383,1.12385,1467.63 +13.11.2018 10:45:00.000,1.12388,1.12394,1.12368,1.12376,972.96 +13.11.2018 10:50:00.000,1.12375,1.12401,1.12360,1.12400,1199.89 +13.11.2018 10:55:00.000,1.12400,1.12414,1.12374,1.12412,1342.5 +13.11.2018 11:00:00.000,1.12412,1.12414,1.12366,1.12371,1384.9899999999998 +13.11.2018 11:05:00.000,1.12373,1.12458,1.12369,1.12455,1346.22 +13.11.2018 11:10:00.000,1.12456,1.12467,1.12416,1.12426,1459.96 +13.11.2018 11:15:00.000,1.12426,1.12439,1.12408,1.12427,1189.93 +13.11.2018 11:20:00.000,1.12429,1.12482,1.12419,1.12449,1282 +13.11.2018 11:25:00.000,1.12448,1.12496,1.12448,1.12481,1439.8899999999999 +13.11.2018 11:30:00.000,1.12482,1.12514,1.12460,1.12497,1209.7199999999998 +13.11.2018 11:35:00.000,1.12497,1.12516,1.12490,1.12490,1303.62 +13.11.2018 11:40:00.000,1.12490,1.12511,1.12475,1.12480,1293.1100000000001 +13.11.2018 11:45:00.000,1.12480,1.12536,1.12467,1.12533,1242.32 +13.11.2018 11:50:00.000,1.12532,1.12538,1.12512,1.12536,1465.79 +13.11.2018 11:55:00.000,1.12537,1.12543,1.12483,1.12533,1490.04 +13.11.2018 12:00:00.000,1.12534,1.12544,1.12494,1.12499,1255.52 +13.11.2018 12:05:00.000,1.12498,1.12509,1.12476,1.12480,1231.3999999999999 +13.11.2018 12:10:00.000,1.12479,1.12502,1.12472,1.12494,1504.3899999999999 +13.11.2018 12:15:00.000,1.12493,1.12504,1.12474,1.12503,938.53 +13.11.2018 12:20:00.000,1.12505,1.12568,1.12504,1.12539,1287.4 +13.11.2018 12:25:00.000,1.12537,1.12632,1.12520,1.12596,3162.9601000000002 +13.11.2018 12:30:00.000,1.12594,1.12659,1.12575,1.12619,1565.9700000000003 +13.11.2018 12:35:00.000,1.12620,1.12639,1.12590,1.12603,1297.25 +13.11.2018 12:40:00.000,1.12602,1.12649,1.12598,1.12632,1130.52 +13.11.2018 12:45:00.000,1.12632,1.12693,1.12628,1.12691,1363.67 +13.11.2018 12:50:00.000,1.12691,1.12708,1.12635,1.12635,1243.3200000000002 +13.11.2018 12:55:00.000,1.12635,1.12642,1.12586,1.12596,1722.96 +13.11.2018 13:00:00.000,1.12594,1.12632,1.12577,1.12579,1577.13 +13.11.2018 13:05:00.000,1.12579,1.12627,1.12579,1.12607,1315.41 +13.11.2018 13:10:00.000,1.12607,1.12622,1.12593,1.12610,1558.98 +13.11.2018 13:15:00.000,1.12609,1.12687,1.12600,1.12685,1784.7799999999997 +13.11.2018 13:20:00.000,1.12684,1.12712,1.12661,1.12669,1950.11 +13.11.2018 13:25:00.000,1.12669,1.12677,1.12652,1.12657,1452.53 +13.11.2018 13:30:00.000,1.12656,1.12667,1.12624,1.12660,1642.11 +13.11.2018 13:35:00.000,1.12657,1.12688,1.12648,1.12669,1462.36 +13.11.2018 13:40:00.000,1.12665,1.12681,1.12644,1.12681,1393.92 +13.11.2018 13:45:00.000,1.12680,1.12683,1.12629,1.12630,1108.6599999999999 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16:15:00.000,1.12875,1.12876,1.12809,1.12865,1529.91 +13.11.2018 16:20:00.000,1.12867,1.12911,1.12855,1.12906,1851.27 +13.11.2018 16:25:00.000,1.12903,1.12933,1.12838,1.12849,1870.1000000000001 +13.11.2018 16:30:00.000,1.12849,1.12859,1.12804,1.12846,1644.4299999999998 +13.11.2018 16:35:00.000,1.12847,1.12875,1.12832,1.12843,1268.1200000000001 +13.11.2018 16:40:00.000,1.12844,1.12897,1.12821,1.12894,1133.32 +13.11.2018 16:45:00.000,1.12894,1.12936,1.12852,1.12882,1471.54 +13.11.2018 16:50:00.000,1.12881,1.12904,1.12835,1.12886,1229.2800000000002 +13.11.2018 16:55:00.000,1.12887,1.12904,1.12862,1.12871,1214.7199999999998 +13.11.2018 17:00:00.000,1.12870,1.12879,1.12859,1.12872,985.49 +13.11.2018 17:05:00.000,1.12871,1.12877,1.12850,1.12852,943.73 +13.11.2018 17:10:00.000,1.12853,1.12867,1.12849,1.12855,739.98 +13.11.2018 17:15:00.000,1.12855,1.12857,1.12810,1.12825,1204.34 +13.11.2018 17:20:00.000,1.12825,1.12835,1.12808,1.12822,1536.6100000000001 +13.11.2018 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18:35:00.000,1.12662,1.12670,1.12608,1.12621,1355.06 +13.11.2018 18:40:00.000,1.12621,1.12627,1.12563,1.12610,1218.24 +13.11.2018 18:45:00.000,1.12610,1.12615,1.12557,1.12565,802.26 +13.11.2018 18:50:00.000,1.12566,1.12614,1.12563,1.12610,989.6500000000001 +13.11.2018 18:55:00.000,1.12612,1.12612,1.12570,1.12572,907.8799999999999 +13.11.2018 19:00:00.000,1.12572,1.12608,1.12525,1.12538,1054.6499999999999 +13.11.2018 19:05:00.000,1.12538,1.12557,1.12532,1.12552,861.4299999999998 +13.11.2018 19:10:00.000,1.12552,1.12582,1.12552,1.12577,699.75 +13.11.2018 19:15:00.000,1.12577,1.12590,1.12570,1.12581,922.73 +13.11.2018 19:20:00.000,1.12580,1.12613,1.12580,1.12588,1057.91 +13.11.2018 19:25:00.000,1.12588,1.12628,1.12587,1.12614,697.63 +13.11.2018 19:30:00.000,1.12614,1.12621,1.12596,1.12612,764.3199999999999 +13.11.2018 19:35:00.000,1.12612,1.12624,1.12598,1.12606,659.41 +13.11.2018 19:40:00.000,1.12605,1.12647,1.12597,1.12642,692.1899999999999 +13.11.2018 19:45:00.000,1.12642,1.12659,1.12632,1.12657,624.41 +13.11.2018 19:50:00.000,1.12658,1.12677,1.12652,1.12668,623.59 +13.11.2018 19:55:00.000,1.12671,1.12698,1.12656,1.12681,1169.48 +13.11.2018 20:00:00.000,1.12683,1.12760,1.12672,1.12750,896.29 +13.11.2018 20:05:00.000,1.12750,1.12845,1.12749,1.12806,1481.9 +13.11.2018 20:10:00.000,1.12805,1.12813,1.12777,1.12777,1204.6399999999999 +13.11.2018 20:15:00.000,1.12777,1.12809,1.12771,1.12796,770.3 +13.11.2018 20:20:00.000,1.12796,1.12797,1.12765,1.12772,736.58 +13.11.2018 20:25:00.000,1.12771,1.12775,1.12738,1.12740,1290.0700000000002 +13.11.2018 20:30:00.000,1.12739,1.12767,1.12737,1.12762,1243.71 +13.11.2018 20:35:00.000,1.12762,1.12777,1.12751,1.12767,928.45 +13.11.2018 20:40:00.000,1.12768,1.12834,1.12761,1.12829,838.8199999999999 +13.11.2018 20:45:00.000,1.12831,1.12862,1.12808,1.12853,718.78 +13.11.2018 20:50:00.000,1.12853,1.12856,1.12847,1.12849,772.3500000000001 +13.11.2018 20:55:00.000,1.12850,1.12860,1.12841,1.12849,713.69 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01:45:00.000,1.13049,1.13062,1.13047,1.13059,735.41 +14.11.2018 01:50:00.000,1.13060,1.13061,1.13036,1.13039,870.1899999999999 +14.11.2018 01:55:00.000,1.13039,1.13072,1.13032,1.13072,834.44 +14.11.2018 02:00:00.000,1.13071,1.13081,1.13047,1.13081,771 +14.11.2018 02:05:00.000,1.13082,1.13087,1.13055,1.13061,660.29 +14.11.2018 02:10:00.000,1.13062,1.13062,1.13033,1.13042,583.01 +14.11.2018 02:15:00.000,1.13042,1.13063,1.13041,1.13042,821.0200000000001 +14.11.2018 02:20:00.000,1.13042,1.13049,1.13017,1.13022,730.01 +14.11.2018 02:25:00.000,1.13023,1.13027,1.12996,1.13003,954.0600000000001 +14.11.2018 02:30:00.000,1.13003,1.13016,1.13000,1.13016,917.3000000000001 +14.11.2018 02:35:00.000,1.13015,1.13015,1.12972,1.13003,1366.08 +14.11.2018 02:40:00.000,1.13002,1.13028,1.12992,1.13025,904.2800000000001 +14.11.2018 02:45:00.000,1.13023,1.13023,1.12987,1.12987,788.3 +14.11.2018 02:50:00.000,1.12989,1.13012,1.12986,1.13010,904.21 +14.11.2018 02:55:00.000,1.13011,1.13025,1.12994,1.12995,833.08 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05:25:00.000,1.12900,1.12937,1.12899,1.12919,919.41 +14.11.2018 05:30:00.000,1.12917,1.12920,1.12893,1.12901,967.9000000000001 +14.11.2018 05:35:00.000,1.12901,1.12917,1.12890,1.12912,793.5699999999999 +14.11.2018 05:40:00.000,1.12911,1.12922,1.12909,1.12913,460.04 +14.11.2018 05:45:00.000,1.12913,1.12918,1.12900,1.12911,688.92 +14.11.2018 05:50:00.000,1.12911,1.12926,1.12910,1.12910,560.88 +14.11.2018 05:55:00.000,1.12910,1.12919,1.12901,1.12902,654.85 +14.11.2018 06:00:00.000,1.12902,1.12905,1.12856,1.12864,705.05 +14.11.2018 06:05:00.000,1.12864,1.12913,1.12858,1.12909,774.4399999999999 +14.11.2018 06:10:00.000,1.12909,1.12917,1.12895,1.12902,940.1399999999999 +14.11.2018 06:15:00.000,1.12902,1.12957,1.12901,1.12957,881.13 +14.11.2018 06:20:00.000,1.12958,1.12977,1.12956,1.12964,852.35 +14.11.2018 06:25:00.000,1.12963,1.12964,1.12944,1.12949,545.15 +14.11.2018 06:30:00.000,1.12946,1.12952,1.12918,1.12921,652.06 +14.11.2018 06:35:00.000,1.12922,1.12948,1.12917,1.12940,777.1800000000001 +14.11.2018 06:40:00.000,1.12941,1.12979,1.12939,1.12956,884.66 +14.11.2018 06:45:00.000,1.12957,1.13013,1.12953,1.13007,840.35 +14.11.2018 06:50:00.000,1.13007,1.13008,1.12956,1.12960,728.39 +14.11.2018 06:55:00.000,1.12960,1.12981,1.12957,1.12966,546.26 +14.11.2018 07:00:00.000,1.12966,1.12966,1.12869,1.12896,1403.8999999999999 +14.11.2018 07:05:00.000,1.12898,1.12930,1.12807,1.12835,1674.3200000000002 +14.11.2018 07:10:00.000,1.12835,1.12847,1.12761,1.12830,1943.3199999999997 +14.11.2018 07:15:00.000,1.12830,1.12848,1.12816,1.12831,1389.6000000000001 +14.11.2018 07:20:00.000,1.12832,1.12906,1.12817,1.12892,1462.39 +14.11.2018 07:25:00.000,1.12891,1.12934,1.12879,1.12928,1242.67 +14.11.2018 07:30:00.000,1.12926,1.12986,1.12919,1.12966,1692.91 +14.11.2018 07:35:00.000,1.12967,1.12967,1.12921,1.12948,1273.53 +14.11.2018 07:40:00.000,1.12949,1.12976,1.12945,1.12952,1344.0700000000002 +14.11.2018 07:45:00.000,1.12952,1.12970,1.12940,1.12940,1585.96 +14.11.2018 07:50:00.000,1.12940,1.12975,1.12935,1.12957,1284.2 +14.11.2018 07:55:00.000,1.12956,1.12966,1.12929,1.12931,1078.81 +14.11.2018 08:00:00.000,1.12928,1.12932,1.12822,1.12849,1493.98 +14.11.2018 08:05:00.000,1.12849,1.12854,1.12789,1.12825,1619.18 +14.11.2018 08:10:00.000,1.12824,1.12832,1.12796,1.12810,1082.35 +14.11.2018 08:15:00.000,1.12809,1.12828,1.12780,1.12809,1429.6 +14.11.2018 08:20:00.000,1.12809,1.12864,1.12809,1.12863,1337.4900000000002 +14.11.2018 08:25:00.000,1.12865,1.12889,1.12836,1.12837,1275.11 +14.11.2018 08:30:00.000,1.12837,1.12857,1.12825,1.12831,1353.17 +14.11.2018 08:35:00.000,1.12832,1.12878,1.12828,1.12857,1229.98 +14.11.2018 08:40:00.000,1.12857,1.12867,1.12824,1.12866,1349.3899999999999 +14.11.2018 08:45:00.000,1.12864,1.12883,1.12841,1.12842,870.81 +14.11.2018 08:50:00.000,1.12841,1.12850,1.12801,1.12837,1143.8000000000002 +14.11.2018 08:55:00.000,1.12840,1.12863,1.12807,1.12826,836.41 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10:10:00.000,1.12686,1.12689,1.12645,1.12674,1262.1000000000001 +14.11.2018 10:15:00.000,1.12673,1.12709,1.12668,1.12702,1250.36 +14.11.2018 10:20:00.000,1.12703,1.12714,1.12673,1.12704,1378.13 +14.11.2018 10:25:00.000,1.12704,1.12705,1.12662,1.12672,1109.54 +14.11.2018 10:30:00.000,1.12673,1.12710,1.12665,1.12703,1023.94 +14.11.2018 10:35:00.000,1.12704,1.12714,1.12650,1.12669,1285.62 +14.11.2018 10:40:00.000,1.12668,1.12689,1.12668,1.12679,1098.3999999999999 +14.11.2018 10:45:00.000,1.12679,1.12700,1.12671,1.12677,1213.83 +14.11.2018 10:50:00.000,1.12679,1.12718,1.12674,1.12693,1189.06 +14.11.2018 10:55:00.000,1.12694,1.12720,1.12681,1.12697,1353.29 +14.11.2018 11:00:00.000,1.12697,1.12703,1.12657,1.12684,1299.4399999999998 +14.11.2018 11:05:00.000,1.12684,1.12696,1.12668,1.12692,1042.77 +14.11.2018 11:10:00.000,1.12693,1.12710,1.12682,1.12687,1005.24 +14.11.2018 11:15:00.000,1.12686,1.12689,1.12654,1.12662,865.48 +14.11.2018 11:20:00.000,1.12661,1.12670,1.12634,1.12634,876.28 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13:50:00.000,1.12982,1.12996,1.12955,1.12961,1016.4300000000001 +14.11.2018 13:55:00.000,1.12960,1.12961,1.12841,1.12845,1451.45 +14.11.2018 14:00:00.000,1.12845,1.12925,1.12845,1.12922,1609.94 +14.11.2018 14:05:00.000,1.12922,1.12947,1.12892,1.12921,1226.6 +14.11.2018 14:10:00.000,1.12921,1.12928,1.12845,1.12903,1607.1799999999998 +14.11.2018 14:15:00.000,1.12906,1.12952,1.12858,1.12951,1357.96 +14.11.2018 14:20:00.000,1.12951,1.12951,1.12905,1.12930,1333.58 +14.11.2018 14:25:00.000,1.12931,1.12991,1.12931,1.12967,1384.6000000000001 +14.11.2018 14:30:00.000,1.12969,1.12997,1.12950,1.12977,1460.51 +14.11.2018 14:35:00.000,1.12980,1.13045,1.12975,1.12999,1467.03 +14.11.2018 14:40:00.000,1.12999,1.13045,1.12980,1.13035,1253.93 +14.11.2018 14:45:00.000,1.13034,1.13159,1.13018,1.13145,1437.8 +14.11.2018 14:50:00.000,1.13142,1.13472,1.13140,1.13442,2119.77 +14.11.2018 14:55:00.000,1.13448,1.13475,1.13295,1.13337,1994.05 +14.11.2018 15:00:00.000,1.13337,1.13401,1.13293,1.13329,1685.4499999999998 +14.11.2018 15:05:00.000,1.13329,1.13368,1.13260,1.13260,1335.94 +14.11.2018 15:10:00.000,1.13261,1.13289,1.13228,1.13228,1789.17 +14.11.2018 15:15:00.000,1.13228,1.13246,1.13187,1.13230,1630.4500000000003 +14.11.2018 15:20:00.000,1.13234,1.13265,1.13199,1.13203,1388.8500000000001 +14.11.2018 15:25:00.000,1.13203,1.13212,1.13120,1.13120,1465.79 +14.11.2018 15:30:00.000,1.13119,1.13151,1.13068,1.13111,1216.3 +14.11.2018 15:35:00.000,1.13107,1.13154,1.13067,1.13131,1164.8899999999999 +14.11.2018 15:40:00.000,1.13129,1.13194,1.13125,1.13154,1138.26 +14.11.2018 15:45:00.000,1.13153,1.13201,1.13145,1.13165,1584.2100000000003 +14.11.2018 15:50:00.000,1.13164,1.13186,1.13121,1.13126,1458.7 +14.11.2018 15:55:00.000,1.13127,1.13131,1.13065,1.13080,1900.7800000000002 +14.11.2018 16:00:00.000,1.13082,1.13093,1.13055,1.13091,1553.9199999999998 +14.11.2018 16:05:00.000,1.13092,1.13120,1.13066,1.13103,1185.82 +14.11.2018 16:10:00.000,1.13103,1.13118,1.13091,1.13105,1207.96 +14.11.2018 16:15:00.000,1.13106,1.13178,1.13105,1.13160,1182.4199999999998 +14.11.2018 16:20:00.000,1.13159,1.13189,1.13139,1.13170,1155.45 +14.11.2018 16:25:00.000,1.13169,1.13175,1.13140,1.13175,1007.38 +14.11.2018 16:30:00.000,1.13172,1.13174,1.13124,1.13134,1207.76 +14.11.2018 16:35:00.000,1.13133,1.13146,1.13098,1.13101,1111.91 +14.11.2018 16:40:00.000,1.13100,1.13139,1.13080,1.13097,1223.5499999999997 +14.11.2018 16:45:00.000,1.13097,1.13145,1.13074,1.13140,1104.74 +14.11.2018 16:50:00.000,1.13139,1.13159,1.13073,1.13141,921.41 +14.11.2018 16:55:00.000,1.13141,1.13160,1.13113,1.13125,1103.66 +14.11.2018 17:00:00.000,1.13124,1.13160,1.13113,1.13139,1002.4399999999999 +14.11.2018 17:05:00.000,1.13142,1.13144,1.13110,1.13110,944.32 +14.11.2018 17:10:00.000,1.13111,1.13177,1.13091,1.13176,1228.62 +14.11.2018 17:15:00.000,1.13175,1.13186,1.13154,1.13156,1084.92 +14.11.2018 17:20:00.000,1.13156,1.13157,1.13125,1.13151,857.44 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23:10:00.000,1.13852,1.13857,1.13844,1.13846,972.6199999999999 +21.11.2018 23:15:00.000,1.13846,1.13863,1.13843,1.13862,900.6400000000001 +21.11.2018 23:20:00.000,1.13861,1.13878,1.13857,1.13872,717.86 +21.11.2018 23:25:00.000,1.13871,1.13897,1.13871,1.13894,431.2199999999999 +21.11.2018 23:30:00.000,1.13891,1.13899,1.13887,1.13888,289.52 +21.11.2018 23:35:00.000,1.13888,1.13891,1.13877,1.13878,367.23 +21.11.2018 23:40:00.000,1.13878,1.13879,1.13876,1.13877,237.31 +21.11.2018 23:45:00.000,1.13878,1.13882,1.13861,1.13867,361.66999999999996 +21.11.2018 23:50:00.000,1.13867,1.13874,1.13857,1.13868,320.59000000000003 +21.11.2018 23:55:00.000,1.13868,1.13886,1.13868,1.13884,388.5 +22.11.2018 00:00:00.000,1.13885,1.13912,1.13881,1.13882,451.19 +22.11.2018 00:05:00.000,1.13883,1.13904,1.13877,1.13902,542.73 +22.11.2018 00:10:00.000,1.13902,1.13918,1.13897,1.13913,513.84 +22.11.2018 00:15:00.000,1.13912,1.13922,1.13906,1.13914,455.85 +22.11.2018 00:20:00.000,1.13914,1.13917,1.13891,1.13898,448.92 +22.11.2018 00:25:00.000,1.13897,1.13909,1.13896,1.13898,465.5 +22.11.2018 00:30:00.000,1.13898,1.13911,1.13872,1.13882,504.04 +22.11.2018 00:35:00.000,1.13884,1.13898,1.13877,1.13892,459.87 +22.11.2018 00:40:00.000,1.13892,1.13893,1.13855,1.13859,703.7 +22.11.2018 00:45:00.000,1.13859,1.13871,1.13859,1.13869,447.78000000000003 +22.11.2018 00:50:00.000,1.13869,1.13894,1.13869,1.13893,572.96 +22.11.2018 00:55:00.000,1.13899,1.13899,1.13872,1.13872,467.55 +22.11.2018 01:00:00.000,1.13872,1.13874,1.13853,1.13869,594.06 +22.11.2018 01:05:00.000,1.13869,1.13877,1.13868,1.13868,552.88 +22.11.2018 01:10:00.000,1.13867,1.13874,1.13862,1.13873,496.89 +22.11.2018 01:15:00.000,1.13872,1.13872,1.13856,1.13860,571.52 +22.11.2018 01:20:00.000,1.13860,1.13902,1.13860,1.13892,448.83000000000004 +22.11.2018 01:25:00.000,1.13893,1.13902,1.13879,1.13898,716.09 +22.11.2018 01:30:00.000,1.13898,1.13898,1.13882,1.13882,785.3799999999999 +22.11.2018 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02:50:00.000,1.13983,1.14010,1.13980,1.13982,712.6800000000001 +22.11.2018 02:55:00.000,1.13983,1.13991,1.13966,1.13966,561.14 +22.11.2018 03:00:00.000,1.13967,1.13980,1.13960,1.13972,572.75 +22.11.2018 03:05:00.000,1.13973,1.13995,1.13968,1.13994,548.5899999999999 +22.11.2018 03:10:00.000,1.13994,1.13995,1.13971,1.13974,433.87 +22.11.2018 03:15:00.000,1.13974,1.13983,1.13965,1.13980,452.38 +22.11.2018 03:20:00.000,1.13979,1.13991,1.13968,1.13980,539.22 +22.11.2018 03:25:00.000,1.13980,1.13990,1.13979,1.13979,475.03999999999996 +22.11.2018 03:30:00.000,1.13980,1.13986,1.13969,1.13969,557.94 +22.11.2018 03:35:00.000,1.13969,1.13973,1.13952,1.13958,543.81 +22.11.2018 03:40:00.000,1.13958,1.13964,1.13954,1.13964,438.38 +22.11.2018 03:45:00.000,1.13963,1.13971,1.13956,1.13968,310.28 +22.11.2018 03:50:00.000,1.13969,1.13969,1.13951,1.13958,342.57 +22.11.2018 03:55:00.000,1.13958,1.13958,1.13943,1.13943,345 +22.11.2018 04:00:00.000,1.13943,1.13973,1.13943,1.13973,433.61 +22.11.2018 04:05:00.000,1.13975,1.13975,1.13952,1.13956,322.62 +22.11.2018 04:10:00.000,1.13956,1.13960,1.13945,1.13958,268.94 +22.11.2018 04:15:00.000,1.13958,1.13968,1.13953,1.13957,412.43 +22.11.2018 04:20:00.000,1.13957,1.13966,1.13944,1.13959,348.49 +22.11.2018 04:25:00.000,1.13959,1.13969,1.13944,1.13954,572.74 +22.11.2018 04:30:00.000,1.13952,1.13956,1.13944,1.13955,439 +22.11.2018 04:35:00.000,1.13954,1.13957,1.13938,1.13954,346.92 +22.11.2018 04:40:00.000,1.13954,1.13955,1.13942,1.13947,413.09000000000003 +22.11.2018 04:45:00.000,1.13947,1.13953,1.13938,1.13951,492.59 +22.11.2018 04:50:00.000,1.13951,1.13958,1.13947,1.13949,234.48 +22.11.2018 04:55:00.000,1.13949,1.13950,1.13918,1.13922,360.61 +22.11.2018 05:00:00.000,1.13922,1.13947,1.13922,1.13938,388.42 +22.11.2018 05:05:00.000,1.13938,1.13945,1.13937,1.13944,251.93 +22.11.2018 05:10:00.000,1.13942,1.13963,1.13942,1.13952,367.18 +22.11.2018 05:15:00.000,1.13951,1.13954,1.13943,1.13944,178.44 +22.11.2018 05:20:00.000,1.13944,1.13993,1.13943,1.13979,292.81 +22.11.2018 05:25:00.000,1.13979,1.13984,1.13978,1.13981,255.7 +22.11.2018 05:30:00.000,1.13980,1.13983,1.13965,1.13979,348.90999999999997 +22.11.2018 05:35:00.000,1.13979,1.13981,1.13969,1.13979,319.28999999999996 +22.11.2018 05:40:00.000,1.13979,1.13979,1.13967,1.13974,443.67 +22.11.2018 05:45:00.000,1.13975,1.13975,1.13963,1.13964,284.05 +22.11.2018 05:50:00.000,1.13965,1.13965,1.13958,1.13965,253.45 +22.11.2018 05:55:00.000,1.13965,1.13977,1.13959,1.13970,391.36 +22.11.2018 06:00:00.000,1.13970,1.13990,1.13964,1.13984,590.87 +22.11.2018 06:05:00.000,1.13983,1.13985,1.13954,1.13956,367 +22.11.2018 06:10:00.000,1.13956,1.13987,1.13956,1.13977,377.81 +22.11.2018 06:15:00.000,1.13977,1.13977,1.13958,1.13961,384.78 +22.11.2018 06:20:00.000,1.13961,1.14121,1.13953,1.14053,1003.6700000000001 +22.11.2018 06:25:00.000,1.14053,1.14100,1.14047,1.14064,981.2500000000001 +22.11.2018 06:30:00.000,1.14065,1.14065,1.14032,1.14042,758.99 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07:45:00.000,1.14004,1.14025,1.13968,1.14017,639.5699999999999 +22.11.2018 07:50:00.000,1.14018,1.14040,1.13993,1.14028,543.44 +22.11.2018 07:55:00.000,1.14026,1.14045,1.13994,1.14002,815.95 +22.11.2018 08:00:00.000,1.14003,1.14008,1.13948,1.13986,967.9299999999998 +22.11.2018 08:05:00.000,1.13986,1.14018,1.13963,1.14015,635.66 +22.11.2018 08:10:00.000,1.14017,1.14054,1.14017,1.14036,729.93 +22.11.2018 08:15:00.000,1.14036,1.14060,1.14003,1.14059,695.24 +22.11.2018 08:20:00.000,1.14064,1.14077,1.14032,1.14034,723.79 +22.11.2018 08:25:00.000,1.14035,1.14035,1.14009,1.14012,507.83000000000004 +22.11.2018 08:30:00.000,1.14013,1.14015,1.13940,1.13960,659.8 +22.11.2018 08:35:00.000,1.13960,1.13994,1.13960,1.13993,612.47 +22.11.2018 08:40:00.000,1.13993,1.14028,1.13985,1.14013,584.88 +22.11.2018 08:45:00.000,1.14012,1.14022,1.13989,1.13999,671.9300000000001 +22.11.2018 08:50:00.000,1.14000,1.14024,1.13988,1.14010,607.8100000000001 +22.11.2018 08:55:00.000,1.14010,1.14046,1.14009,1.14032,624.8599999999999 +22.11.2018 09:00:00.000,1.14032,1.14048,1.14024,1.14036,663.4000000000001 +22.11.2018 09:05:00.000,1.14035,1.14048,1.14031,1.14035,425.52 +22.11.2018 09:10:00.000,1.14035,1.14042,1.14011,1.14022,528.6700000000001 +22.11.2018 09:15:00.000,1.14021,1.14045,1.14021,1.14033,403.84999999999997 +22.11.2018 09:20:00.000,1.14033,1.14044,1.14024,1.14025,656.83 +22.11.2018 09:25:00.000,1.14024,1.14054,1.14015,1.14017,766.31 +22.11.2018 09:30:00.000,1.14015,1.14049,1.14014,1.14034,798.48 +22.11.2018 09:35:00.000,1.14034,1.14068,1.14030,1.14066,655.22 +22.11.2018 09:40:00.000,1.14066,1.14084,1.14045,1.14061,609.92 +22.11.2018 09:45:00.000,1.14061,1.14079,1.14052,1.14063,490.2900000000001 +22.11.2018 09:50:00.000,1.14063,1.14073,1.14051,1.14057,516.94 +22.11.2018 09:55:00.000,1.14056,1.14057,1.14030,1.14034,582.03 +22.11.2018 10:00:00.000,1.14033,1.14042,1.14009,1.14028,631.6800000000001 +22.11.2018 10:05:00.000,1.14027,1.14042,1.14017,1.14019,832.6800000000001 +22.11.2018 10:10:00.000,1.14018,1.14149,1.14010,1.14133,1513.2 +22.11.2018 10:15:00.000,1.14131,1.14188,1.14122,1.14188,1479.2400000000002 +22.11.2018 10:20:00.000,1.14189,1.14297,1.14171,1.14226,1549.48 +22.11.2018 10:25:00.000,1.14225,1.14297,1.14222,1.14259,1490.9 +22.11.2018 10:30:00.000,1.14260,1.14340,1.14248,1.14287,1536.94 +22.11.2018 10:35:00.000,1.14286,1.14286,1.14233,1.14235,1636.28 +22.11.2018 10:40:00.000,1.14236,1.14287,1.14232,1.14245,1284.25 +22.11.2018 10:45:00.000,1.14245,1.14266,1.14134,1.14171,1451.6699999999998 +22.11.2018 10:50:00.000,1.14170,1.14178,1.14143,1.14159,747.86 +22.11.2018 10:55:00.000,1.14160,1.14181,1.14141,1.14149,975.77 +22.11.2018 11:00:00.000,1.14150,1.14194,1.14141,1.14176,1027.42 +22.11.2018 11:05:00.000,1.14175,1.14176,1.14105,1.14162,1053.3700000000001 +22.11.2018 11:10:00.000,1.14161,1.14161,1.14112,1.14121,781.4 +22.11.2018 11:15:00.000,1.14120,1.14151,1.14105,1.14150,1161.17 +22.11.2018 11:20:00.000,1.14151,1.14155,1.14117,1.14120,771.78 +22.11.2018 11:25:00.000,1.14120,1.14120,1.13983,1.14080,1592.27 +22.11.2018 11:30:00.000,1.14079,1.14110,1.14066,1.14097,883.2199999999999 +22.11.2018 11:35:00.000,1.14097,1.14123,1.14078,1.14121,753.21 +22.11.2018 11:40:00.000,1.14122,1.14155,1.14112,1.14143,635.79 +22.11.2018 11:45:00.000,1.14143,1.14147,1.14112,1.14138,666.3299999999999 +22.11.2018 11:50:00.000,1.14138,1.14159,1.14121,1.14152,759.3 +22.11.2018 11:55:00.000,1.14152,1.14203,1.14126,1.14195,1030.29 +22.11.2018 12:00:00.000,1.14196,1.14196,1.14151,1.14157,941.3599999999999 +22.11.2018 12:05:00.000,1.14161,1.14176,1.14142,1.14164,1107.67 +22.11.2018 12:10:00.000,1.14163,1.14172,1.14121,1.14145,856.4699999999999 +22.11.2018 12:15:00.000,1.14146,1.14166,1.14141,1.14146,785.09 +22.11.2018 12:20:00.000,1.14148,1.14166,1.14140,1.14147,680.8499999999999 +22.11.2018 12:25:00.000,1.14148,1.14148,1.14114,1.14115,740.29 +22.11.2018 12:30:00.000,1.14115,1.14139,1.14054,1.14104,1069.96 +22.11.2018 12:35:00.000,1.14104,1.14120,1.14073,1.14074,875.23 +22.11.2018 12:40:00.000,1.14073,1.14098,1.14061,1.14068,919.8199999999999 +22.11.2018 12:45:00.000,1.14069,1.14103,1.14056,1.14094,604.26 +22.11.2018 12:50:00.000,1.14092,1.14132,1.14090,1.14118,861.0899999999999 +22.11.2018 12:55:00.000,1.14119,1.14133,1.14045,1.14061,1219.66 +22.11.2018 13:00:00.000,1.14060,1.14068,1.14030,1.14049,1014.77 +22.11.2018 13:05:00.000,1.14049,1.14068,1.14025,1.14028,695.6600000000001 +22.11.2018 13:10:00.000,1.14029,1.14042,1.14016,1.14026,967.9300000000001 +22.11.2018 13:15:00.000,1.14026,1.14047,1.14015,1.14042,955.1800000000001 +22.11.2018 13:20:00.000,1.14042,1.14061,1.14024,1.14026,1095.05 +22.11.2018 13:25:00.000,1.14025,1.14056,1.14020,1.14032,989.34 +22.11.2018 13:30:00.000,1.14032,1.14053,1.14030,1.14041,775.9 +22.11.2018 13:35:00.000,1.14041,1.14041,1.14021,1.14025,708.37 +22.11.2018 13:40:00.000,1.14025,1.14042,1.14022,1.14036,625.05 +22.11.2018 13:45:00.000,1.14037,1.14054,1.14025,1.14047,748.66 +22.11.2018 13:50:00.000,1.14045,1.14053,1.14021,1.14027,781.8199999999999 +22.11.2018 13:55:00.000,1.14027,1.14047,1.14024,1.14032,679.22 +22.11.2018 14:00:00.000,1.14034,1.14046,1.14011,1.14027,701.06 +22.11.2018 14:05:00.000,1.14027,1.14034,1.14013,1.14027,676.1700000000001 +22.11.2018 14:10:00.000,1.14028,1.14049,1.14026,1.14041,629.27 +22.11.2018 14:15:00.000,1.14041,1.14046,1.14037,1.14043,757.78 +22.11.2018 14:20:00.000,1.14043,1.14072,1.14041,1.14068,809.1099999999999 +22.11.2018 14:25:00.000,1.14068,1.14127,1.14068,1.14123,1128.11 +22.11.2018 14:30:00.000,1.14123,1.14137,1.14090,1.14091,1092.77 +22.11.2018 14:35:00.000,1.14090,1.14101,1.14086,1.14086,793.5799999999999 +22.11.2018 14:40:00.000,1.14088,1.14094,1.14080,1.14082,507.1499999999999 +22.11.2018 14:45:00.000,1.14080,1.14097,1.14070,1.14074,695.26 +22.11.2018 14:50:00.000,1.14074,1.14074,1.14034,1.14038,876.9699999999999 +22.11.2018 14:55:00.000,1.14038,1.14048,1.14025,1.14039,1009.5 +22.11.2018 15:00:00.000,1.14040,1.14048,1.13923,1.13986,1159.1599999999999 +22.11.2018 15:05:00.000,1.13984,1.14020,1.13977,1.13994,625.86 +22.11.2018 15:10:00.000,1.13994,1.14094,1.13994,1.14091,727.63 +22.11.2018 15:15:00.000,1.14089,1.14100,1.14067,1.14071,762.3700000000001 +22.11.2018 15:20:00.000,1.14070,1.14113,1.14056,1.14090,686.4499999999999 +22.11.2018 15:25:00.000,1.14089,1.14091,1.14028,1.14040,786.55 +22.11.2018 15:30:00.000,1.14039,1.14059,1.14031,1.14031,601.3399999999999 +22.11.2018 15:35:00.000,1.14033,1.14034,1.13982,1.14004,850.5299999999999 +22.11.2018 15:40:00.000,1.14004,1.14021,1.13977,1.14021,610.1399999999999 +22.11.2018 15:45:00.000,1.14021,1.14021,1.13991,1.13996,477.66 +22.11.2018 15:50:00.000,1.13996,1.14004,1.13910,1.13948,782.19 +22.11.2018 15:55:00.000,1.13947,1.14088,1.13946,1.14061,1212.8 +22.11.2018 16:00:00.000,1.14062,1.14082,1.14041,1.14042,2073.24 +22.11.2018 16:05:00.000,1.14042,1.14068,1.14015,1.14034,733.68 +22.11.2018 16:10:00.000,1.14034,1.14063,1.14025,1.14025,703.77 +22.11.2018 16:15:00.000,1.14027,1.14037,1.14003,1.14005,612.26 +22.11.2018 16:20:00.000,1.14005,1.14016,1.13989,1.14006,603.2 +22.11.2018 16:25:00.000,1.14005,1.14021,1.14000,1.14021,732.28 +22.11.2018 16:30:00.000,1.14019,1.14020,1.13995,1.14006,644.9 +22.11.2018 16:35:00.000,1.14006,1.14027,1.13998,1.14012,488.23 +22.11.2018 16:40:00.000,1.14012,1.14042,1.14007,1.14040,520.17 +22.11.2018 16:45:00.000,1.14041,1.14061,1.14035,1.14057,463.58 +22.11.2018 16:50:00.000,1.14058,1.14058,1.14044,1.14054,444.96999999999997 +22.11.2018 16:55:00.000,1.14055,1.14083,1.14053,1.14079,445.51 +22.11.2018 17:00:00.000,1.14079,1.14093,1.14066,1.14066,451.99 +22.11.2018 17:05:00.000,1.14067,1.14085,1.14063,1.14064,390.63 +22.11.2018 17:10:00.000,1.14063,1.14074,1.14050,1.14054,545.44 +22.11.2018 17:15:00.000,1.14053,1.14060,1.14050,1.14055,307.28 +22.11.2018 17:20:00.000,1.14056,1.14099,1.14039,1.14039,801.0300000000001 +22.11.2018 17:25:00.000,1.14043,1.14068,1.14031,1.14036,827.44 +22.11.2018 17:30:00.000,1.14036,1.14043,1.14032,1.14036,370.49 +22.11.2018 17:35:00.000,1.14037,1.14047,1.14036,1.14047,155.16000000000003 +22.11.2018 17:40:00.000,1.14048,1.14052,1.14035,1.14041,189.21 +22.11.2018 17:45:00.000,1.14041,1.14044,1.14021,1.14021,268.54999999999995 +22.11.2018 17:50:00.000,1.14021,1.14022,1.13995,1.13997,365.97999999999996 +22.11.2018 17:55:00.000,1.13996,1.14080,1.13995,1.14077,556.2 +22.11.2018 18:00:00.000,1.14079,1.14085,1.14051,1.14058,958.51 +22.11.2018 18:05:00.000,1.14059,1.14060,1.14039,1.14041,653.01 +22.11.2018 18:10:00.000,1.14043,1.14079,1.14043,1.14076,358.71000000000004 +22.11.2018 18:15:00.000,1.14076,1.14079,1.14049,1.14067,496.99 +22.11.2018 18:20:00.000,1.14067,1.14069,1.14063,1.14068,128.59 +22.11.2018 18:25:00.000,1.14068,1.14076,1.14063,1.14076,224.67000000000002 +22.11.2018 18:30:00.000,1.14075,1.14079,1.14072,1.14072,287.71000000000004 +22.11.2018 18:35:00.000,1.14071,1.14073,1.14065,1.14067,330.21000000000004 +22.11.2018 18:40:00.000,1.14066,1.14074,1.14064,1.14072,147.51 +22.11.2018 18:45:00.000,1.14070,1.14074,1.14066,1.14066,140.25 +22.11.2018 18:50:00.000,1.14067,1.14068,1.14059,1.14063,167.52 +22.11.2018 18:55:00.000,1.14063,1.14081,1.14039,1.14081,296.29 +22.11.2018 19:00:00.000,1.14080,1.14088,1.14058,1.14070,1186.5 +22.11.2018 19:05:00.000,1.14069,1.14070,1.14051,1.14057,519.81 +22.11.2018 19:10:00.000,1.14060,1.14064,1.14045,1.14062,238.34 +22.11.2018 19:15:00.000,1.14060,1.14062,1.14057,1.14062,75.63999999999999 +22.11.2018 19:20:00.000,1.14063,1.14064,1.14058,1.14064,98.1 +22.11.2018 19:25:00.000,1.14062,1.14073,1.14059,1.14067,109.64 +22.11.2018 19:30:00.000,1.14067,1.14069,1.14064,1.14068,161.5 +22.11.2018 19:35:00.000,1.14068,1.14068,1.14056,1.14056,866.87 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20:50:00.000,1.14052,1.14053,1.14036,1.14038,249.88 +22.11.2018 20:55:00.000,1.14038,1.14060,1.14037,1.14053,769.97 +22.11.2018 21:00:00.000,1.14054,1.14062,1.14033,1.14050,724.3500000000001 +22.11.2018 21:05:00.000,1.14050,1.14059,1.14038,1.14053,516.54 +22.11.2018 21:10:00.000,1.14053,1.14064,1.14042,1.14049,1319.92 +22.11.2018 21:15:00.000,1.14047,1.14066,1.14012,1.14030,679.56 +22.11.2018 21:20:00.000,1.14030,1.14036,1.14011,1.14025,98.38 +22.11.2018 21:25:00.000,1.14024,1.14074,1.14005,1.14025,419.55999999999995 +22.11.2018 21:30:00.000,1.14026,1.14064,1.14007,1.14031,267.34 +22.11.2018 21:35:00.000,1.14031,1.14032,1.14004,1.14006,137.20000000000002 +22.11.2018 21:40:00.000,1.14006,1.14056,1.14005,1.14019,307.53 +22.11.2018 21:45:00.000,1.14019,1.14019,1.14002,1.14008,357.67 +22.11.2018 21:50:00.000,1.14008,1.14018,1.14006,1.14016,117.46 +22.11.2018 21:55:00.000,1.14015,1.14044,1.14002,1.14002,130.24 +22.11.2018 22:00:00.000,1.14008,1.14051,1.14002,1.14010,19.32 +22.11.2018 22:05:00.000,1.14010,1.14071,1.14010,1.14069,117.67999999999999 +22.11.2018 22:10:00.000,1.14067,1.14067,1.14011,1.14030,134.89000000000001 +22.11.2018 22:15:00.000,1.14030,1.14056,1.14004,1.14023,297.25 +22.11.2018 22:20:00.000,1.14024,1.14054,1.14004,1.14050,336.98 +22.11.2018 22:25:00.000,1.14048,1.14049,1.14035,1.14036,108.1 +22.11.2018 22:30:00.000,1.14036,1.14043,1.14025,1.14039,146.15 +22.11.2018 22:35:00.000,1.14039,1.14048,1.14039,1.14048,143.07 +22.11.2018 22:40:00.000,1.14048,1.14054,1.14048,1.14053,201.39999999999998 +22.11.2018 22:45:00.000,1.14053,1.14061,1.14035,1.14036,283.87 +22.11.2018 22:50:00.000,1.14036,1.14047,1.14036,1.14047,198.72 +22.11.2018 22:55:00.000,1.14047,1.14048,1.14028,1.14032,702.5 +22.11.2018 23:00:00.000,1.14038,1.14049,1.14029,1.14030,452.40999999999997 +22.11.2018 23:05:00.000,1.14030,1.14036,1.14015,1.14021,500.34 +22.11.2018 23:10:00.000,1.14021,1.14024,1.14009,1.14024,693.01 +22.11.2018 23:15:00.000,1.14024,1.14033,1.14020,1.14029,446.38 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01:45:00.000,1.14076,1.14076,1.14054,1.14075,521.87 +23.11.2018 01:50:00.000,1.14074,1.14076,1.14059,1.14060,908.75 +23.11.2018 01:55:00.000,1.14060,1.14072,1.14037,1.14068,568 +23.11.2018 02:00:00.000,1.14069,1.14069,1.14055,1.14061,442.02 +23.11.2018 02:05:00.000,1.14062,1.14064,1.14040,1.14044,430.44 +23.11.2018 02:10:00.000,1.14044,1.14059,1.14041,1.14042,276.84 +23.11.2018 02:15:00.000,1.14042,1.14051,1.14035,1.14040,356.68 +23.11.2018 02:20:00.000,1.14043,1.14067,1.14043,1.14056,345.4 +23.11.2018 02:25:00.000,1.14057,1.14097,1.14055,1.14095,553.06 +23.11.2018 02:30:00.000,1.14095,1.14101,1.14087,1.14088,437.2 +23.11.2018 02:35:00.000,1.14088,1.14123,1.14082,1.14114,380.37 +23.11.2018 02:40:00.000,1.14114,1.14115,1.14096,1.14106,393.46 +23.11.2018 02:45:00.000,1.14105,1.14113,1.14095,1.14106,462.66999999999996 +23.11.2018 02:50:00.000,1.14104,1.14108,1.14091,1.14095,367.36999999999995 +23.11.2018 02:55:00.000,1.14093,1.14093,1.14085,1.14090,141.57 +23.11.2018 03:00:00.000,1.14089,1.14095,1.14074,1.14093,468.80999999999995 +23.11.2018 03:05:00.000,1.14093,1.14116,1.14091,1.14100,362.76 +23.11.2018 03:10:00.000,1.14100,1.14105,1.14096,1.14100,478.7200000000001 +23.11.2018 03:15:00.000,1.14101,1.14102,1.14096,1.14096,345.64 +23.11.2018 03:20:00.000,1.14097,1.14101,1.14092,1.14099,415.29999999999995 +23.11.2018 03:25:00.000,1.14099,1.14116,1.14098,1.14111,376.71000000000004 +23.11.2018 03:30:00.000,1.14111,1.14115,1.14101,1.14105,309.38 +23.11.2018 03:35:00.000,1.14106,1.14131,1.14105,1.14131,457.15 +23.11.2018 03:40:00.000,1.14131,1.14137,1.14122,1.14133,383.68 +23.11.2018 03:45:00.000,1.14133,1.14145,1.14131,1.14141,345.42999999999995 +23.11.2018 03:50:00.000,1.14140,1.14151,1.14140,1.14146,311.01 +23.11.2018 03:55:00.000,1.14146,1.14159,1.14136,1.14138,604.7 +23.11.2018 04:00:00.000,1.14137,1.14161,1.14136,1.14146,584.6700000000001 +23.11.2018 04:05:00.000,1.14146,1.14151,1.14141,1.14145,336.5 +23.11.2018 04:10:00.000,1.14144,1.14162,1.14141,1.14151,505.86 +23.11.2018 04:15:00.000,1.14152,1.14158,1.14145,1.14155,489.8 +23.11.2018 04:20:00.000,1.14156,1.14160,1.14151,1.14155,582.25 +23.11.2018 04:25:00.000,1.14156,1.14158,1.14151,1.14156,494.84000000000003 +23.11.2018 04:30:00.000,1.14156,1.14160,1.14156,1.14157,217.45 +23.11.2018 04:35:00.000,1.14157,1.14159,1.14136,1.14136,397.38 +23.11.2018 04:40:00.000,1.14136,1.14155,1.14135,1.14149,396.71999999999997 +23.11.2018 04:45:00.000,1.14149,1.14150,1.14145,1.14145,296.88 +23.11.2018 04:50:00.000,1.14145,1.14150,1.14135,1.14135,631.0699999999999 +23.11.2018 04:55:00.000,1.14137,1.14140,1.14132,1.14135,318.99 +23.11.2018 05:00:00.000,1.14135,1.14147,1.14130,1.14136,459.54999999999995 +23.11.2018 05:05:00.000,1.14136,1.14156,1.14135,1.14146,296.81 +23.11.2018 05:10:00.000,1.14147,1.14147,1.14130,1.14133,259.52000000000004 +23.11.2018 05:15:00.000,1.14132,1.14167,1.14128,1.14141,562.67 +23.11.2018 05:20:00.000,1.14142,1.14167,1.14134,1.14161,405.41 +23.11.2018 05:25:00.000,1.14160,1.14164,1.14145,1.14160,415.29999999999995 +23.11.2018 05:30:00.000,1.14161,1.14162,1.14144,1.14146,419.96 +23.11.2018 05:35:00.000,1.14146,1.14162,1.14138,1.14155,355.54999999999995 +23.11.2018 05:40:00.000,1.14155,1.14155,1.14137,1.14140,634.93 +23.11.2018 05:45:00.000,1.14143,1.14156,1.14131,1.14147,586.78 +23.11.2018 05:50:00.000,1.14148,1.14154,1.14142,1.14146,380.63000000000005 +23.11.2018 05:55:00.000,1.14147,1.14148,1.14126,1.14145,517.0500000000001 +23.11.2018 06:00:00.000,1.14147,1.14147,1.14104,1.14120,646.78 +23.11.2018 06:05:00.000,1.14120,1.14126,1.14118,1.14122,320.38 +23.11.2018 06:10:00.000,1.14122,1.14132,1.14115,1.14116,369.4 +23.11.2018 06:15:00.000,1.14116,1.14116,1.14102,1.14111,314.8299999999999 +23.11.2018 06:20:00.000,1.14112,1.14142,1.14112,1.14142,324.81 +23.11.2018 06:25:00.000,1.14142,1.14153,1.14130,1.14131,398.6 +23.11.2018 06:30:00.000,1.14131,1.14163,1.14111,1.14163,507.5700000000001 +23.11.2018 06:35:00.000,1.14163,1.14174,1.14149,1.14162,442.54999999999995 +23.11.2018 06:40:00.000,1.14163,1.14209,1.14152,1.14185,481.14 +23.11.2018 06:45:00.000,1.14185,1.14188,1.14164,1.14167,666.57 +23.11.2018 06:50:00.000,1.14166,1.14179,1.14161,1.14166,499.05000000000007 +23.11.2018 06:55:00.000,1.14166,1.14166,1.14105,1.14130,847.4300000000001 +23.11.2018 07:00:00.000,1.14131,1.14132,1.14081,1.14102,1143.43 +23.11.2018 07:05:00.000,1.14102,1.14138,1.14095,1.14122,873.4599999999999 +23.11.2018 07:10:00.000,1.14121,1.14157,1.14117,1.14143,839.0099999999999 +23.11.2018 07:15:00.000,1.14143,1.14154,1.14114,1.14128,797.74 +23.11.2018 07:20:00.000,1.14129,1.14129,1.14100,1.14118,837.62 +23.11.2018 07:25:00.000,1.14119,1.14122,1.14100,1.14112,878.01 +23.11.2018 07:30:00.000,1.14111,1.14120,1.14067,1.14120,859.22 +23.11.2018 07:35:00.000,1.14119,1.14158,1.14099,1.14158,726.02 +23.11.2018 07:40:00.000,1.14158,1.14171,1.14112,1.14126,856.48 +23.11.2018 07:45:00.000,1.14127,1.14135,1.14112,1.14130,611.1600000000001 +23.11.2018 07:50:00.000,1.14129,1.14135,1.14107,1.14131,811.0800000000002 +23.11.2018 07:55:00.000,1.14130,1.14137,1.14121,1.14129,796.1499999999999 +23.11.2018 08:00:00.000,1.14134,1.14185,1.14101,1.14106,1102.91 +23.11.2018 08:05:00.000,1.14105,1.14168,1.14100,1.14121,1031.8600000000001 +23.11.2018 08:10:00.000,1.14122,1.14132,1.14087,1.14100,1018.8299999999999 +23.11.2018 08:15:00.000,1.14103,1.14109,1.14066,1.14092,1171.53 +23.11.2018 08:20:00.000,1.14092,1.14120,1.14086,1.14119,839.8199999999999 +23.11.2018 08:25:00.000,1.14118,1.14135,1.14102,1.14110,698.28 +23.11.2018 08:30:00.000,1.14109,1.14109,1.13796,1.13842,2191.31 +23.11.2018 08:35:00.000,1.13841,1.13841,1.13683,1.13693,1745.8999999999999 +23.11.2018 08:40:00.000,1.13690,1.13750,1.13656,1.13727,1373.37 +23.11.2018 08:45:00.000,1.13727,1.13732,1.13682,1.13682,1277.3799999999999 +23.11.2018 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12:30:00.000,1.13189,1.13213,1.13182,1.13193,939.8700000000001 +27.11.2018 12:35:00.000,1.13193,1.13217,1.13191,1.13210,793 +27.11.2018 12:40:00.000,1.13210,1.13235,1.13209,1.13225,761.95 +27.11.2018 12:45:00.000,1.13222,1.13255,1.13219,1.13245,996.0200000000001 +27.11.2018 12:50:00.000,1.13244,1.13285,1.13244,1.13266,786.8399999999999 +27.11.2018 12:55:00.000,1.13266,1.13279,1.13241,1.13276,992.81 +27.11.2018 13:00:00.000,1.13278,1.13302,1.13278,1.13295,973.5799999999999 +27.11.2018 13:05:00.000,1.13295,1.13315,1.13285,1.13285,1041.35 +27.11.2018 13:10:00.000,1.13284,1.13291,1.13239,1.13274,1003.0699999999999 +27.11.2018 13:15:00.000,1.13274,1.13315,1.13269,1.13294,1211.55 +27.11.2018 13:20:00.000,1.13293,1.13361,1.13293,1.13354,1169.81 +27.11.2018 13:25:00.000,1.13357,1.13364,1.13248,1.13248,1652 +27.11.2018 13:30:00.000,1.13248,1.13262,1.13194,1.13222,1321.49 +27.11.2018 13:35:00.000,1.13222,1.13260,1.13208,1.13249,1355.77 +27.11.2018 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19:30:00.000,1.12977,1.12979,1.12945,1.12949,931.0500000000001 +27.11.2018 19:35:00.000,1.12950,1.12976,1.12930,1.12935,932.6300000000001 +27.11.2018 19:40:00.000,1.12934,1.12969,1.12933,1.12961,882.2099999999999 +27.11.2018 19:45:00.000,1.12961,1.12993,1.12954,1.12974,927.17 +27.11.2018 19:50:00.000,1.12974,1.12975,1.12949,1.12957,1054.3899999999999 +27.11.2018 19:55:00.000,1.12957,1.12972,1.12944,1.12945,1333.99 +27.11.2018 20:00:00.000,1.12944,1.12948,1.12923,1.12934,1013.0200000000001 +27.11.2018 20:05:00.000,1.12935,1.12945,1.12920,1.12935,824.72 +27.11.2018 20:10:00.000,1.12934,1.12934,1.12919,1.12920,471.48999999999995 +27.11.2018 20:15:00.000,1.12919,1.12928,1.12918,1.12919,632.69 +27.11.2018 20:20:00.000,1.12919,1.12932,1.12915,1.12920,917.39 +27.11.2018 20:25:00.000,1.12920,1.12939,1.12904,1.12931,1059.71 +27.11.2018 20:30:00.000,1.12930,1.12933,1.12905,1.12920,817.41 +27.11.2018 20:35:00.000,1.12921,1.12939,1.12918,1.12938,886.59 +27.11.2018 20:40:00.000,1.12939,1.12958,1.12938,1.12955,677.72 +27.11.2018 20:45:00.000,1.12954,1.12961,1.12939,1.12960,604.52 +27.11.2018 20:50:00.000,1.12960,1.12971,1.12950,1.12960,616.88 +27.11.2018 20:55:00.000,1.12962,1.12983,1.12948,1.12964,675.24 +27.11.2018 21:00:00.000,1.12964,1.12964,1.12947,1.12950,149.64 +27.11.2018 21:05:00.000,1.12952,1.12952,1.12934,1.12940,343.40999999999997 +27.11.2018 21:10:00.000,1.12942,1.12948,1.12940,1.12944,395.46999999999997 +27.11.2018 21:15:00.000,1.12945,1.12953,1.12945,1.12950,393.54 +27.11.2018 21:20:00.000,1.12951,1.12952,1.12941,1.12950,383.69 +27.11.2018 21:25:00.000,1.12951,1.12955,1.12934,1.12947,279.92 +27.11.2018 21:30:00.000,1.12948,1.12960,1.12944,1.12959,224.91 +27.11.2018 21:35:00.000,1.12958,1.12962,1.12949,1.12959,543.82 +27.11.2018 21:40:00.000,1.12959,1.12969,1.12955,1.12969,546.31 +27.11.2018 21:45:00.000,1.12969,1.12969,1.12932,1.12936,541.11 +27.11.2018 21:50:00.000,1.12936,1.12959,1.12933,1.12947,458.23 +27.11.2018 21:55:00.000,1.12946,1.12957,1.12847,1.12867,913.48 +27.11.2018 22:00:00.000,1.12865,1.12928,1.12848,1.12864,97.61 +27.11.2018 22:05:00.000,1.12863,1.12934,1.12862,1.12919,224.79 +27.11.2018 22:10:00.000,1.12928,1.12953,1.12906,1.12930,523.89 +27.11.2018 22:15:00.000,1.12930,1.12950,1.12930,1.12938,249.19 +27.11.2018 22:20:00.000,1.12936,1.12949,1.12934,1.12938,243.68999999999997 +27.11.2018 22:25:00.000,1.12939,1.12940,1.12932,1.12932,134.70999999999998 +27.11.2018 22:30:00.000,1.12931,1.12944,1.12925,1.12934,202.07999999999998 +27.11.2018 22:35:00.000,1.12934,1.12939,1.12932,1.12934,100.21000000000001 +27.11.2018 22:40:00.000,1.12932,1.12941,1.12932,1.12938,45.230000000000004 +27.11.2018 22:45:00.000,1.12937,1.12940,1.12930,1.12938,67.84 +27.11.2018 22:50:00.000,1.12938,1.12941,1.12934,1.12936,240.97 +27.11.2018 22:55:00.000,1.12937,1.12944,1.12927,1.12939,244.24999999999997 +27.11.2018 23:00:00.000,1.12939,1.12940,1.12910,1.12936,633.5099999999999 +27.11.2018 23:05:00.000,1.12936,1.12953,1.12936,1.12952,251.26 +27.11.2018 23:10:00.000,1.12953,1.12960,1.12943,1.12944,335.05 +27.11.2018 23:15:00.000,1.12943,1.12955,1.12943,1.12954,258.29 +27.11.2018 23:20:00.000,1.12954,1.12970,1.12952,1.12965,152.76 +27.11.2018 23:25:00.000,1.12965,1.12992,1.12965,1.12979,215.32 +27.11.2018 23:30:00.000,1.12978,1.12986,1.12967,1.12968,368.68 +27.11.2018 23:35:00.000,1.12968,1.12970,1.12964,1.12966,281.42999999999995 +27.11.2018 23:40:00.000,1.12966,1.12972,1.12942,1.12958,276.57000000000005 +27.11.2018 23:45:00.000,1.12958,1.12963,1.12954,1.12959,299.72 +27.11.2018 23:50:00.000,1.12959,1.12978,1.12959,1.12977,511.39 +27.11.2018 23:55:00.000,1.12977,1.12987,1.12969,1.12969,402.02000000000004 +28.11.2018 00:00:00.000,1.12970,1.12970,1.12939,1.12963,732.9300000000001 +28.11.2018 00:05:00.000,1.12963,1.12970,1.12939,1.12942,856.81 +28.11.2018 00:10:00.000,1.12942,1.12968,1.12941,1.12968,521.9499999999999 +28.11.2018 00:15:00.000,1.12968,1.12969,1.12937,1.12952,519.25 +28.11.2018 00:20:00.000,1.12952,1.12971,1.12947,1.12948,457.76 +28.11.2018 00:25:00.000,1.12947,1.12967,1.12947,1.12965,376.40999999999997 +28.11.2018 00:30:00.000,1.12967,1.12967,1.12942,1.12948,528.27 +28.11.2018 00:35:00.000,1.12949,1.12959,1.12942,1.12958,331.31 +28.11.2018 00:40:00.000,1.12957,1.12959,1.12947,1.12952,459.6 +28.11.2018 00:45:00.000,1.12952,1.12954,1.12942,1.12943,120.78999999999999 +28.11.2018 00:50:00.000,1.12942,1.12945,1.12873,1.12875,846.3199999999999 +28.11.2018 00:55:00.000,1.12853,1.12905,1.12853,1.12887,816.3000000000001 +28.11.2018 01:00:00.000,1.12888,1.12888,1.12857,1.12876,725.74 +28.11.2018 01:05:00.000,1.12876,1.12886,1.12867,1.12883,680.46 +28.11.2018 01:10:00.000,1.12883,1.12889,1.12876,1.12887,558.6500000000001 +28.11.2018 01:15:00.000,1.12887,1.12891,1.12866,1.12867,583.23 +28.11.2018 01:20:00.000,1.12869,1.12875,1.12864,1.12869,440.8 +28.11.2018 01:25:00.000,1.12870,1.12885,1.12864,1.12874,453.26 +28.11.2018 01:30:00.000,1.12874,1.12881,1.12868,1.12877,732.8399999999999 +28.11.2018 01:35:00.000,1.12877,1.12895,1.12875,1.12895,492.09000000000003 +28.11.2018 01:40:00.000,1.12894,1.12899,1.12861,1.12876,472.28000000000003 +28.11.2018 01:45:00.000,1.12877,1.12890,1.12868,1.12889,553.9699999999999 +28.11.2018 01:50:00.000,1.12888,1.12898,1.12884,1.12897,476.66999999999996 +28.11.2018 01:55:00.000,1.12898,1.12908,1.12879,1.12879,668.29 +28.11.2018 02:00:00.000,1.12879,1.12903,1.12878,1.12898,632.35 +28.11.2018 02:05:00.000,1.12898,1.12907,1.12896,1.12903,447.92999999999995 +28.11.2018 02:10:00.000,1.12903,1.12920,1.12902,1.12913,581.38 +28.11.2018 02:15:00.000,1.12914,1.12927,1.12901,1.12901,516.84 +28.11.2018 02:20:00.000,1.12901,1.12921,1.12898,1.12910,622.19 +28.11.2018 02:25:00.000,1.12910,1.12929,1.12904,1.12927,750.8399999999999 +28.11.2018 02:30:00.000,1.12927,1.12928,1.12907,1.12909,529 +28.11.2018 02:35:00.000,1.12909,1.12920,1.12902,1.12905,577.1899999999999 +28.11.2018 02:40:00.000,1.12904,1.12921,1.12902,1.12914,560.44 +28.11.2018 02:45:00.000,1.12913,1.12921,1.12901,1.12914,459.59000000000003 +28.11.2018 02:50:00.000,1.12915,1.12929,1.12905,1.12927,568.68 +28.11.2018 02:55:00.000,1.12927,1.12942,1.12916,1.12938,677.6 +28.11.2018 03:00:00.000,1.12938,1.12945,1.12926,1.12927,601.25 +28.11.2018 03:05:00.000,1.12928,1.12948,1.12928,1.12945,519.2 +28.11.2018 03:10:00.000,1.12946,1.12946,1.12937,1.12938,361.12 +28.11.2018 03:15:00.000,1.12939,1.12947,1.12937,1.12941,391.60999999999996 +28.11.2018 03:20:00.000,1.12942,1.12942,1.12932,1.12937,580.49 +28.11.2018 03:25:00.000,1.12937,1.12951,1.12937,1.12948,554.84 +28.11.2018 03:30:00.000,1.12948,1.12951,1.12937,1.12941,512.44 +28.11.2018 03:35:00.000,1.12941,1.12948,1.12934,1.12939,539.45 +28.11.2018 03:40:00.000,1.12938,1.12949,1.12936,1.12944,534.9399999999999 +28.11.2018 03:45:00.000,1.12943,1.12948,1.12937,1.12947,377.20000000000005 +28.11.2018 03:50:00.000,1.12947,1.12952,1.12926,1.12948,726.8299999999999 +28.11.2018 03:55:00.000,1.12947,1.12958,1.12931,1.12931,675.56 +28.11.2018 04:00:00.000,1.12932,1.12939,1.12924,1.12933,575.18 +28.11.2018 04:05:00.000,1.12933,1.12934,1.12918,1.12919,457.30999999999995 +28.11.2018 04:10:00.000,1.12918,1.12925,1.12916,1.12919,488.45000000000005 +28.11.2018 04:15:00.000,1.12919,1.12922,1.12913,1.12913,549.04 +28.11.2018 04:20:00.000,1.12914,1.12935,1.12905,1.12930,375.78 +28.11.2018 04:25:00.000,1.12929,1.12932,1.12922,1.12932,253.7 +28.11.2018 04:30:00.000,1.12931,1.12931,1.12921,1.12924,203.01 +28.11.2018 04:35:00.000,1.12925,1.12933,1.12924,1.12927,153.20000000000002 +28.11.2018 04:40:00.000,1.12926,1.12945,1.12918,1.12940,542.33 +28.11.2018 04:45:00.000,1.12940,1.12946,1.12939,1.12945,3147.09 +28.11.2018 04:50:00.000,1.12945,1.12950,1.12938,1.12949,220.60999999999999 +28.11.2018 04:55:00.000,1.12949,1.12955,1.12944,1.12954,963.6200000000001 +28.11.2018 05:00:00.000,1.12954,1.12955,1.12943,1.12943,444.26 +28.11.2018 05:05:00.000,1.12943,1.12961,1.12940,1.12959,507.6 +28.11.2018 05:10:00.000,1.12959,1.12971,1.12959,1.12970,352.28999999999996 +28.11.2018 05:15:00.000,1.12970,1.12981,1.12953,1.12969,853.17 +28.11.2018 05:20:00.000,1.12968,1.12978,1.12955,1.12959,842.49 +28.11.2018 05:25:00.000,1.12961,1.12975,1.12958,1.12971,507.94999999999993 +28.11.2018 05:30:00.000,1.12971,1.12975,1.12964,1.12971,443.11000000000007 +28.11.2018 05:35:00.000,1.12970,1.12982,1.12970,1.12974,518.61 +28.11.2018 05:40:00.000,1.12973,1.12976,1.12958,1.12967,495.73 +28.11.2018 05:45:00.000,1.12967,1.12975,1.12966,1.12969,331.35 +28.11.2018 05:50:00.000,1.12969,1.12970,1.12931,1.12948,718.9000000000001 +28.11.2018 05:55:00.000,1.12948,1.12958,1.12935,1.12944,848.6899999999999 +28.11.2018 06:00:00.000,1.12943,1.12984,1.12942,1.12984,695.1600000000001 +28.11.2018 06:05:00.000,1.12983,1.13006,1.12981,1.12992,815.5 +28.11.2018 06:10:00.000,1.12993,1.13003,1.12988,1.12999,416.29 +28.11.2018 06:15:00.000,1.13000,1.13009,1.12973,1.12977,649.02 +28.11.2018 06:20:00.000,1.12978,1.12999,1.12972,1.12994,482.06 +28.11.2018 06:25:00.000,1.12993,1.13003,1.12988,1.12988,582.33 +28.11.2018 06:30:00.000,1.12986,1.12993,1.12980,1.12989,616.21 +28.11.2018 06:35:00.000,1.12989,1.12993,1.12968,1.12973,562.68 +28.11.2018 06:40:00.000,1.12972,1.12989,1.12964,1.12971,477.77000000000004 +28.11.2018 06:45:00.000,1.12971,1.12975,1.12968,1.12970,433.23 +28.11.2018 06:50:00.000,1.12970,1.12979,1.12963,1.12963,450.58000000000004 +28.11.2018 06:55:00.000,1.12966,1.12979,1.12959,1.12975,476.78000000000003 +28.11.2018 07:00:00.000,1.12975,1.12988,1.12903,1.12908,1042.1 +28.11.2018 07:05:00.000,1.12908,1.12915,1.12864,1.12914,1073.4299999999998 +28.11.2018 07:10:00.000,1.12914,1.12928,1.12873,1.12894,904.97 +28.11.2018 07:15:00.000,1.12895,1.12899,1.12859,1.12861,895.3199999999999 +28.11.2018 07:20:00.000,1.12861,1.12881,1.12842,1.12875,1136.26 +28.11.2018 07:25:00.000,1.12876,1.12897,1.12853,1.12858,683.07 +28.11.2018 07:30:00.000,1.12856,1.12880,1.12826,1.12839,926.9 +28.11.2018 07:35:00.000,1.12840,1.12894,1.12840,1.12894,776.9 +28.11.2018 07:40:00.000,1.12894,1.12910,1.12845,1.12849,839.3199999999999 +28.11.2018 07:45:00.000,1.12849,1.12854,1.12783,1.12829,1158.21 +28.11.2018 07:50:00.000,1.12829,1.12860,1.12819,1.12830,934.27 +28.11.2018 07:55:00.000,1.12830,1.12839,1.12766,1.12783,1283.35 +28.11.2018 08:00:00.000,1.12782,1.12813,1.12760,1.12774,1323.01 +28.11.2018 08:05:00.000,1.12775,1.12824,1.12774,1.12809,1186.44 +28.11.2018 08:10:00.000,1.12807,1.12808,1.12705,1.12707,1380 +28.11.2018 08:15:00.000,1.12706,1.12725,1.12671,1.12714,1468.33 +28.11.2018 08:20:00.000,1.12715,1.12725,1.12682,1.12722,1137.7800000000002 +28.11.2018 08:25:00.000,1.12723,1.12762,1.12711,1.12756,1029.74 +28.11.2018 08:30:00.000,1.12755,1.12760,1.12734,1.12742,894.8199999999999 +28.11.2018 08:35:00.000,1.12743,1.12754,1.12721,1.12750,975.49 +28.11.2018 08:40:00.000,1.12749,1.12750,1.12694,1.12724,1006.1899999999999 +28.11.2018 08:45:00.000,1.12724,1.12748,1.12710,1.12724,953.9200000000001 +28.11.2018 08:50:00.000,1.12724,1.12781,1.12724,1.12775,1063.1299999999999 +28.11.2018 08:55:00.000,1.12773,1.12842,1.12771,1.12838,1312.6399999999999 +28.11.2018 09:00:00.000,1.12837,1.12837,1.12781,1.12787,1181 +28.11.2018 09:05:00.000,1.12787,1.12806,1.12763,1.12806,1192.87 +28.11.2018 09:10:00.000,1.12807,1.12864,1.12804,1.12855,1495.06 +28.11.2018 09:15:00.000,1.12855,1.12862,1.12833,1.12852,983.49 +28.11.2018 09:20:00.000,1.12851,1.12870,1.12846,1.12868,1061.8600000000001 +28.11.2018 09:25:00.000,1.12868,1.12889,1.12846,1.12864,1033.81 +28.11.2018 09:30:00.000,1.12863,1.12884,1.12819,1.12828,1028.21 +28.11.2018 09:35:00.000,1.12828,1.12831,1.12742,1.12751,1238.72 +28.11.2018 09:40:00.000,1.12752,1.12791,1.12751,1.12786,1022.9200000000001 +28.11.2018 09:45:00.000,1.12785,1.12825,1.12772,1.12825,874.6700000000001 +28.11.2018 09:50:00.000,1.12825,1.12862,1.12824,1.12828,1078.05 +28.11.2018 09:55:00.000,1.12828,1.12830,1.12795,1.12806,963.88 +28.11.2018 10:00:00.000,1.12805,1.12846,1.12791,1.12826,1134.0700000000002 +28.11.2018 10:05:00.000,1.12827,1.12874,1.12826,1.12870,925.9499999999999 +28.11.2018 10:10:00.000,1.12869,1.12890,1.12854,1.12859,936.1400000000001 +28.11.2018 10:15:00.000,1.12859,1.12900,1.12859,1.12877,1049.43 +28.11.2018 10:20:00.000,1.12877,1.12887,1.12834,1.12870,936.3499999999999 +28.11.2018 10:25:00.000,1.12870,1.12903,1.12865,1.12881,1136.91 +28.11.2018 10:30:00.000,1.12882,1.12889,1.12848,1.12870,1067.74 +28.11.2018 10:35:00.000,1.12869,1.12917,1.12863,1.12885,658.15 +28.11.2018 10:40:00.000,1.12886,1.12895,1.12859,1.12873,935.72 +28.11.2018 10:45:00.000,1.12875,1.12891,1.12870,1.12889,655.9 +28.11.2018 10:50:00.000,1.12887,1.12904,1.12858,1.12897,1033.06 +28.11.2018 10:55:00.000,1.12896,1.12936,1.12895,1.12918,1054.06 +28.11.2018 11:00:00.000,1.12919,1.12932,1.12900,1.12928,1074.0400000000002 +28.11.2018 11:05:00.000,1.12928,1.12930,1.12899,1.12913,959.8 +28.11.2018 11:10:00.000,1.12913,1.12942,1.12904,1.12908,907.49 +28.11.2018 11:15:00.000,1.12908,1.12910,1.12860,1.12862,1125.75 +28.11.2018 11:20:00.000,1.12862,1.12876,1.12835,1.12861,907.22 +28.11.2018 11:25:00.000,1.12868,1.12879,1.12847,1.12848,904.3199999999999 +28.11.2018 11:30:00.000,1.12851,1.12857,1.12836,1.12845,1090.8799999999999 +28.11.2018 11:35:00.000,1.12844,1.12860,1.12832,1.12855,1072.52 +28.11.2018 11:40:00.000,1.12855,1.12886,1.12847,1.12884,969.0500000000001 +28.11.2018 11:45:00.000,1.12884,1.12888,1.12868,1.12871,845.4 +28.11.2018 11:50:00.000,1.12872,1.12877,1.12813,1.12834,1191.39 +28.11.2018 11:55:00.000,1.12834,1.12855,1.12786,1.12793,1274.4699999999998 +28.11.2018 12:00:00.000,1.12793,1.12836,1.12793,1.12834,1214.32 +28.11.2018 12:05:00.000,1.12834,1.12837,1.12812,1.12822,977.0799999999999 +28.11.2018 12:10:00.000,1.12824,1.12827,1.12799,1.12827,895.46 +28.11.2018 12:15:00.000,1.12826,1.12850,1.12818,1.12838,877.35 +28.11.2018 12:20:00.000,1.12837,1.12857,1.12824,1.12848,1270.69 +28.11.2018 12:25:00.000,1.12846,1.12864,1.12826,1.12829,937.09 +28.11.2018 12:30:00.000,1.12830,1.12849,1.12783,1.12784,1231.86 +28.11.2018 12:35:00.000,1.12785,1.12822,1.12782,1.12816,849.65 +28.11.2018 12:40:00.000,1.12815,1.12830,1.12780,1.12801,742.37 +28.11.2018 12:45:00.000,1.12802,1.12880,1.12802,1.12880,1235.5300000000002 +28.11.2018 12:50:00.000,1.12880,1.12892,1.12869,1.12878,1328.0300000000002 +28.11.2018 12:55:00.000,1.12879,1.12900,1.12852,1.12880,1505.08 +28.11.2018 13:00:00.000,1.12879,1.12882,1.12848,1.12862,948.96 +28.11.2018 13:05:00.000,1.12862,1.12888,1.12842,1.12859,1087.38 +28.11.2018 13:10:00.000,1.12859,1.12867,1.12820,1.12834,1010.13 +28.11.2018 13:15:00.000,1.12833,1.12845,1.12813,1.12825,1197.19 +28.11.2018 13:20:00.000,1.12826,1.12861,1.12817,1.12844,951.5500000000001 +28.11.2018 13:25:00.000,1.12844,1.12872,1.12844,1.12861,1000.5899999999999 +28.11.2018 13:30:00.000,1.12863,1.12883,1.12818,1.12828,1036.24 +28.11.2018 13:35:00.000,1.12828,1.12863,1.12795,1.12855,1269 +28.11.2018 13:40:00.000,1.12857,1.12898,1.12841,1.12856,1333.93 +28.11.2018 13:45:00.000,1.12856,1.12898,1.12839,1.12880,1139.89 +28.11.2018 13:50:00.000,1.12881,1.12917,1.12860,1.12891,1039.8600000000001 +28.11.2018 13:55:00.000,1.12891,1.12912,1.12863,1.12875,1160.81 +28.11.2018 14:00:00.000,1.12875,1.12884,1.12814,1.12820,1291.04 +28.11.2018 14:05:00.000,1.12819,1.12852,1.12753,1.12789,1472.71 +28.11.2018 14:10:00.000,1.12789,1.12835,1.12789,1.12795,1392.8999999999999 +28.11.2018 14:15:00.000,1.12794,1.12811,1.12759,1.12764,1369.3799999999999 +28.11.2018 14:20:00.000,1.12763,1.12818,1.12763,1.12799,1226.4 +28.11.2018 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17:55:00.000,1.13486,1.13498,1.13437,1.13441,1254.54 +28.11.2018 18:00:00.000,1.13440,1.13497,1.13387,1.13458,1699.74 +28.11.2018 18:05:00.000,1.13455,1.13668,1.13452,1.13648,1960.71 +28.11.2018 18:10:00.000,1.13650,1.13795,1.13626,1.13717,2392.56 +28.11.2018 18:15:00.000,1.13716,1.13875,1.13710,1.13810,2000.25 +28.11.2018 18:20:00.000,1.13810,1.13843,1.13780,1.13801,1808.0100000000002 +28.11.2018 18:25:00.000,1.13802,1.13832,1.13756,1.13766,1562.48 +28.11.2018 18:30:00.000,1.13768,1.13814,1.13720,1.13735,1718.93 +28.11.2018 18:35:00.000,1.13736,1.13748,1.13704,1.13734,1463.5900000000001 +28.11.2018 18:40:00.000,1.13734,1.13795,1.13714,1.13725,1498.6599999999999 +28.11.2018 18:45:00.000,1.13726,1.13791,1.13715,1.13780,1267.6799999999998 +28.11.2018 18:50:00.000,1.13783,1.13867,1.13776,1.13827,1544.8000000000002 +28.11.2018 18:55:00.000,1.13829,1.13858,1.13742,1.13744,1325.35 +28.11.2018 19:00:00.000,1.13745,1.13771,1.13700,1.13700,1480.2099999999998 +28.11.2018 19:05:00.000,1.13701,1.13719,1.13670,1.13718,1372.6299999999999 +28.11.2018 19:10:00.000,1.13717,1.13798,1.13717,1.13798,1360.16 +28.11.2018 19:15:00.000,1.13797,1.13830,1.13757,1.13820,1428.7799999999997 +28.11.2018 19:20:00.000,1.13821,1.13837,1.13804,1.13820,1402.14 +28.11.2018 19:25:00.000,1.13824,1.13852,1.13815,1.13826,1277.19 +28.11.2018 19:30:00.000,1.13826,1.13826,1.13720,1.13725,1269.43 +28.11.2018 19:35:00.000,1.13725,1.13736,1.13701,1.13720,1149.96 +28.11.2018 19:40:00.000,1.13720,1.13773,1.13720,1.13772,956.2 +28.11.2018 19:45:00.000,1.13773,1.13797,1.13770,1.13770,851.69 +28.11.2018 19:50:00.000,1.13771,1.13793,1.13754,1.13754,1003.31 +28.11.2018 19:55:00.000,1.13753,1.13760,1.13741,1.13753,952.49 +28.11.2018 20:00:00.000,1.13757,1.13758,1.13710,1.13725,928.3 +28.11.2018 20:05:00.000,1.13725,1.13760,1.13725,1.13743,915.53 +28.11.2018 20:10:00.000,1.13742,1.13750,1.13716,1.13725,864.71 +28.11.2018 20:15:00.000,1.13725,1.13735,1.13691,1.13693,1021.12 +28.11.2018 20:20:00.000,1.13692,1.13711,1.13692,1.13703,825.0600000000001 +28.11.2018 20:25:00.000,1.13702,1.13715,1.13695,1.13703,1030.6000000000001 +28.11.2018 20:30:00.000,1.13705,1.13710,1.13685,1.13704,790.2199999999999 +28.11.2018 20:35:00.000,1.13705,1.13705,1.13675,1.13675,759.58 +28.11.2018 20:40:00.000,1.13675,1.13716,1.13675,1.13712,818.6300000000001 +28.11.2018 20:45:00.000,1.13711,1.13735,1.13711,1.13731,734.21 +28.11.2018 20:50:00.000,1.13731,1.13732,1.13701,1.13701,612.61 +28.11.2018 20:55:00.000,1.13698,1.13698,1.13670,1.13694,751.1 +28.11.2018 21:00:00.000,1.13693,1.13697,1.13678,1.13686,344.15999999999997 +28.11.2018 21:05:00.000,1.13686,1.13686,1.13672,1.13676,395.90000000000003 +28.11.2018 21:10:00.000,1.13676,1.13697,1.13676,1.13680,552.17 +28.11.2018 21:15:00.000,1.13680,1.13687,1.13676,1.13682,285.88 +28.11.2018 21:20:00.000,1.13682,1.13699,1.13680,1.13691,391.9 +28.11.2018 21:25:00.000,1.13689,1.13690,1.13679,1.13681,324.28999999999996 +28.11.2018 21:30:00.000,1.13682,1.13682,1.13667,1.13674,529.6700000000001 +28.11.2018 21:35:00.000,1.13672,1.13672,1.13660,1.13661,505.1600000000001 +28.11.2018 21:40:00.000,1.13661,1.13671,1.13656,1.13668,520.78 +28.11.2018 21:45:00.000,1.13668,1.13678,1.13666,1.13671,413.2 +28.11.2018 21:50:00.000,1.13671,1.13671,1.13656,1.13659,363.47999999999996 +28.11.2018 21:55:00.000,1.13660,1.13668,1.13659,1.13660,348.09000000000003 +28.11.2018 22:00:00.000,1.13659,1.13694,1.13659,1.13680,103.88999999999999 +28.11.2018 22:05:00.000,1.13680,1.13704,1.13679,1.13702,449.6700000000001 +28.11.2018 22:10:00.000,1.13703,1.13707,1.13683,1.13691,301.36 +28.11.2018 22:15:00.000,1.13691,1.13693,1.13677,1.13683,149.63 +28.11.2018 22:20:00.000,1.13683,1.13687,1.13675,1.13687,310.35999999999996 +28.11.2018 22:25:00.000,1.13687,1.13687,1.13674,1.13680,250.71 +28.11.2018 22:30:00.000,1.13679,1.13679,1.13664,1.13665,378.06 +28.11.2018 22:35:00.000,1.13665,1.13680,1.13663,1.13677,274.25 +28.11.2018 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23:50:00.000,1.13681,1.13692,1.13679,1.13691,407.03 +28.11.2018 23:55:00.000,1.13691,1.13691,1.13674,1.13674,251.23999999999998 +29.11.2018 00:00:00.000,1.13674,1.13683,1.13659,1.13681,450.90000000000003 +29.11.2018 00:05:00.000,1.13681,1.13707,1.13670,1.13670,621.95 +29.11.2018 00:10:00.000,1.13670,1.13675,1.13651,1.13652,429.93 +29.11.2018 00:15:00.000,1.13651,1.13662,1.13648,1.13650,417.5 +29.11.2018 00:20:00.000,1.13650,1.13655,1.13630,1.13645,559.04 +29.11.2018 00:25:00.000,1.13646,1.13655,1.13642,1.13646,351.27 +29.11.2018 00:30:00.000,1.13647,1.13672,1.13642,1.13652,706.4399999999999 +29.11.2018 00:35:00.000,1.13652,1.13675,1.13652,1.13674,626.05 +29.11.2018 00:40:00.000,1.13673,1.13684,1.13661,1.13663,572.74 +29.11.2018 00:45:00.000,1.13664,1.13664,1.13649,1.13652,475.75 +29.11.2018 00:50:00.000,1.13652,1.13657,1.13642,1.13646,627.93 +29.11.2018 00:55:00.000,1.13642,1.13669,1.13640,1.13666,698.13 +29.11.2018 01:00:00.000,1.13666,1.13673,1.13658,1.13671,768.09 +29.11.2018 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20:25:00.000,1.13090,1.13100,1.13090,1.13099,688.48 +30.11.2018 20:30:00.000,1.13100,1.13116,1.13098,1.13109,340.38 +30.11.2018 20:35:00.000,1.13109,1.13126,1.13105,1.13126,545 +30.11.2018 20:40:00.000,1.13126,1.13144,1.13119,1.13141,992.32 +30.11.2018 20:45:00.000,1.13140,1.13144,1.13129,1.13129,503.40999999999997 +30.11.2018 20:50:00.000,1.13129,1.13162,1.13121,1.13159,541.72 +30.11.2018 20:55:00.000,1.13159,1.13217,1.13148,1.13215,936.8599999999999 +30.11.2018 21:00:00.000,1.13216,1.13221,1.13187,1.13189,481.57 +30.11.2018 21:05:00.000,1.13188,1.13204,1.13181,1.13203,488.51 +30.11.2018 21:10:00.000,1.13203,1.13203,1.13177,1.13180,497.18999999999994 +30.11.2018 21:15:00.000,1.13179,1.13181,1.13149,1.13158,339.86 +30.11.2018 21:20:00.000,1.13160,1.13179,1.13157,1.13177,306.88 +30.11.2018 21:25:00.000,1.13178,1.13178,1.13156,1.13156,413.64 +30.11.2018 21:30:00.000,1.13156,1.13161,1.13131,1.13160,383.2200000000001 +30.11.2018 21:35:00.000,1.13160,1.13170,1.13155,1.13159,313.82000000000005 +30.11.2018 21:40:00.000,1.13158,1.13172,1.13158,1.13172,263.42999999999995 +30.11.2018 21:45:00.000,1.13172,1.13193,1.13171,1.13181,237.01999999999998 +30.11.2018 21:50:00.000,1.13181,1.13190,1.13142,1.13150,339.74 +30.11.2018 21:55:00.000,1.13152,1.13204,1.13145,1.13164,444.84000000000003 +02.12.2018 22:00:00.000,1.13499,1.13502,1.13408,1.13417,121.5 +02.12.2018 22:05:00.000,1.13417,1.13468,1.13361,1.13370,347.58000000000004 +02.12.2018 22:10:00.000,1.13370,1.13467,1.13362,1.13457,543.57 +02.12.2018 22:15:00.000,1.13457,1.13472,1.13423,1.13437,640.63 +02.12.2018 22:20:00.000,1.13438,1.13441,1.13417,1.13418,207.08 +02.12.2018 22:25:00.000,1.13418,1.13421,1.13414,1.13418,514.8399999999999 +02.12.2018 22:30:00.000,1.13416,1.13419,1.13363,1.13375,660.51 +02.12.2018 22:35:00.000,1.13379,1.13390,1.13353,1.13361,538.1300000000001 +02.12.2018 22:40:00.000,1.13363,1.13371,1.13352,1.13360,219.20000000000002 +02.12.2018 22:45:00.000,1.13360,1.13375,1.13355,1.13356,270.16 +02.12.2018 22:50:00.000,1.13356,1.13364,1.13315,1.13331,570.82 +02.12.2018 22:55:00.000,1.13331,1.13336,1.13314,1.13314,523.4 +02.12.2018 23:00:00.000,1.13314,1.13347,1.13284,1.13328,710.6800000000001 +02.12.2018 23:05:00.000,1.13325,1.13332,1.13304,1.13318,594.92 +02.12.2018 23:10:00.000,1.13318,1.13326,1.13305,1.13310,442.13 +02.12.2018 23:15:00.000,1.13310,1.13313,1.13294,1.13305,578.38 +02.12.2018 23:20:00.000,1.13305,1.13306,1.13282,1.13286,624.38 +02.12.2018 23:25:00.000,1.13286,1.13352,1.13286,1.13352,569.7900000000001 +02.12.2018 23:30:00.000,1.13352,1.13403,1.13348,1.13402,700.02 +02.12.2018 23:35:00.000,1.13403,1.13425,1.13390,1.13396,532.44 +02.12.2018 23:40:00.000,1.13396,1.13397,1.13376,1.13387,303.51 +02.12.2018 23:45:00.000,1.13387,1.13401,1.13383,1.13401,431.06 +02.12.2018 23:50:00.000,1.13400,1.13418,1.13400,1.13416,338.34999999999997 +02.12.2018 23:55:00.000,1.13416,1.13424,1.13411,1.13421,414.17999999999995 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01:10:00.000,1.13418,1.13432,1.13408,1.13425,804.0300000000001 +03.12.2018 01:15:00.000,1.13425,1.13426,1.13394,1.13395,920.26 +03.12.2018 01:20:00.000,1.13397,1.13400,1.13395,1.13397,607.32 +03.12.2018 01:25:00.000,1.13397,1.13408,1.13396,1.13405,387.5 +03.12.2018 01:30:00.000,1.13406,1.13410,1.13385,1.13401,543.75 +03.12.2018 01:35:00.000,1.13400,1.13424,1.13396,1.13400,472.07000000000005 +03.12.2018 01:40:00.000,1.13400,1.13408,1.13400,1.13401,371.44000000000005 +03.12.2018 01:45:00.000,1.13401,1.13401,1.13390,1.13395,482.42 +03.12.2018 01:50:00.000,1.13395,1.13413,1.13395,1.13412,336.02 +03.12.2018 01:55:00.000,1.13415,1.13427,1.13385,1.13386,705.4699999999999 +03.12.2018 02:00:00.000,1.13386,1.13425,1.13385,1.13412,674.6500000000001 +03.12.2018 02:05:00.000,1.13412,1.13449,1.13409,1.13447,768.56 +03.12.2018 02:10:00.000,1.13448,1.13458,1.13444,1.13458,633.2699999999999 +03.12.2018 02:15:00.000,1.13458,1.13472,1.13455,1.13464,801.5999999999999 +03.12.2018 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04:40:00.000,1.13506,1.13523,1.13500,1.13512,518.3199999999999 +03.12.2018 04:45:00.000,1.13512,1.13517,1.13499,1.13505,605.51 +03.12.2018 04:50:00.000,1.13503,1.13528,1.13500,1.13511,641.47 +03.12.2018 04:55:00.000,1.13511,1.13518,1.13496,1.13497,605.34 +03.12.2018 05:00:00.000,1.13500,1.13512,1.13491,1.13498,467.27000000000004 +03.12.2018 05:05:00.000,1.13497,1.13507,1.13492,1.13502,499.56 +03.12.2018 05:10:00.000,1.13501,1.13502,1.13482,1.13485,474.62 +03.12.2018 05:15:00.000,1.13485,1.13503,1.13477,1.13498,531.76 +03.12.2018 05:20:00.000,1.13497,1.13497,1.13461,1.13466,568.6999999999999 +03.12.2018 05:25:00.000,1.13464,1.13485,1.13461,1.13477,675.38 +03.12.2018 05:30:00.000,1.13477,1.13491,1.13476,1.13490,508.94000000000005 +03.12.2018 05:35:00.000,1.13490,1.13492,1.13481,1.13481,517.31 +03.12.2018 05:40:00.000,1.13481,1.13517,1.13477,1.13511,439.18 +03.12.2018 05:45:00.000,1.13511,1.13523,1.13503,1.13505,614.71 +03.12.2018 05:50:00.000,1.13506,1.13675,1.13502,1.13640,1192.34 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09:35:00.000,1.13618,1.13621,1.13587,1.13597,1093.14 +03.12.2018 09:40:00.000,1.13598,1.13642,1.13591,1.13637,820.7499999999999 +03.12.2018 09:45:00.000,1.13636,1.13665,1.13624,1.13656,1069.0900000000001 +03.12.2018 09:50:00.000,1.13657,1.13667,1.13614,1.13635,1166.83 +03.12.2018 09:55:00.000,1.13635,1.13661,1.13632,1.13656,1111.82 +03.12.2018 10:00:00.000,1.13655,1.13661,1.13580,1.13596,1196.63 +03.12.2018 10:05:00.000,1.13598,1.13599,1.13499,1.13511,1154.1699999999998 +03.12.2018 10:10:00.000,1.13512,1.13531,1.13490,1.13490,838.58 +03.12.2018 10:15:00.000,1.13489,1.13501,1.13462,1.13492,1058.02 +03.12.2018 10:20:00.000,1.13490,1.13532,1.13487,1.13527,715.88 +03.12.2018 10:25:00.000,1.13527,1.13536,1.13464,1.13467,1057.48 +03.12.2018 10:30:00.000,1.13466,1.13477,1.13425,1.13430,1430.1 +03.12.2018 10:35:00.000,1.13430,1.13461,1.13415,1.13438,880.73 +03.12.2018 10:40:00.000,1.13437,1.13460,1.13427,1.13446,816.81 +03.12.2018 10:45:00.000,1.13444,1.13470,1.13435,1.13465,1429.9699999999998 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12:00:00.000,1.13347,1.13347,1.13306,1.13327,766.62 +03.12.2018 12:05:00.000,1.13329,1.13361,1.13312,1.13343,1094.1599999999999 +03.12.2018 12:10:00.000,1.13342,1.13351,1.13319,1.13343,960.3800000000001 +03.12.2018 12:15:00.000,1.13342,1.13368,1.13333,1.13365,932.7700000000001 +03.12.2018 12:20:00.000,1.13364,1.13374,1.13349,1.13368,827.9399999999999 +03.12.2018 12:25:00.000,1.13367,1.13370,1.13339,1.13341,800.45 +03.12.2018 12:30:00.000,1.13340,1.13344,1.13330,1.13339,721.81 +03.12.2018 12:35:00.000,1.13339,1.13380,1.13334,1.13380,904.4300000000001 +03.12.2018 12:40:00.000,1.13380,1.13412,1.13377,1.13401,784.98 +03.12.2018 12:45:00.000,1.13401,1.13402,1.13341,1.13345,842.88 +03.12.2018 12:50:00.000,1.13346,1.13351,1.13324,1.13344,546.01 +03.12.2018 12:55:00.000,1.13345,1.13371,1.13318,1.13335,1070.35 +03.12.2018 13:00:00.000,1.13335,1.13354,1.13296,1.13342,1194.71 +03.12.2018 13:05:00.000,1.13343,1.13370,1.13325,1.13343,1100.3799999999999 +03.12.2018 13:10:00.000,1.13344,1.13354,1.13315,1.13317,1127.72 +03.12.2018 13:15:00.000,1.13317,1.13320,1.13249,1.13270,946.46 +03.12.2018 13:20:00.000,1.13273,1.13298,1.13263,1.13294,946.73 +03.12.2018 13:25:00.000,1.13294,1.13348,1.13293,1.13341,969.4699999999999 +03.12.2018 13:30:00.000,1.13341,1.13364,1.13321,1.13353,967.48 +03.12.2018 13:35:00.000,1.13352,1.13404,1.13349,1.13389,1044.81 +03.12.2018 13:40:00.000,1.13390,1.13434,1.13385,1.13399,1078.82 +03.12.2018 13:45:00.000,1.13399,1.13400,1.13325,1.13325,1250.16 +03.12.2018 13:50:00.000,1.13325,1.13332,1.13287,1.13297,925.75 +03.12.2018 13:55:00.000,1.13297,1.13331,1.13244,1.13244,1208.86 +03.12.2018 14:00:00.000,1.13242,1.13324,1.13236,1.13317,1053.27 +03.12.2018 14:05:00.000,1.13316,1.13322,1.13271,1.13272,861.3 +03.12.2018 14:10:00.000,1.13272,1.13432,1.13271,1.13362,1312.9499999999998 +03.12.2018 14:15:00.000,1.13363,1.13365,1.13325,1.13358,816.9300000000001 +03.12.2018 14:20:00.000,1.13357,1.13419,1.13357,1.13412,1031.77 +03.12.2018 14:25:00.000,1.13410,1.13427,1.13394,1.13420,939.0600000000001 +03.12.2018 14:30:00.000,1.13423,1.13423,1.13370,1.13371,971.86 +03.12.2018 14:35:00.000,1.13372,1.13394,1.13358,1.13394,810.08 +03.12.2018 14:40:00.000,1.13395,1.13448,1.13387,1.13439,1030.1 +03.12.2018 14:45:00.000,1.13443,1.13501,1.13408,1.13488,1252.07 +03.12.2018 14:50:00.000,1.13488,1.13522,1.13480,1.13510,922.2099999999999 +03.12.2018 14:55:00.000,1.13510,1.13510,1.13463,1.13473,779.78 +03.12.2018 15:00:00.000,1.13460,1.13460,1.13347,1.13445,1505.9199999999998 +03.12.2018 15:05:00.000,1.13446,1.13547,1.13438,1.13545,1346.3899999999999 +03.12.2018 15:10:00.000,1.13544,1.13579,1.13471,1.13474,1216.2 +03.12.2018 15:15:00.000,1.13474,1.13487,1.13441,1.13471,1029.71 +03.12.2018 15:20:00.000,1.13472,1.13532,1.13468,1.13511,1211.44 +03.12.2018 15:25:00.000,1.13510,1.13526,1.13478,1.13495,1158.58 +03.12.2018 15:30:00.000,1.13495,1.13546,1.13490,1.13522,1107.5 +03.12.2018 15:35:00.000,1.13523,1.13539,1.13509,1.13524,965.5600000000001 +03.12.2018 15:40:00.000,1.13524,1.13585,1.13507,1.13565,1305.99 +03.12.2018 15:45:00.000,1.13564,1.13585,1.13537,1.13552,1215.4099999999999 +03.12.2018 15:50:00.000,1.13549,1.13562,1.13479,1.13526,1599.8 +03.12.2018 15:55:00.000,1.13526,1.13563,1.13457,1.13468,1301.46 +03.12.2018 16:00:00.000,1.13466,1.13563,1.13460,1.13546,1633.75 +03.12.2018 16:05:00.000,1.13546,1.13606,1.13546,1.13602,1299.44 +03.12.2018 16:10:00.000,1.13599,1.13619,1.13564,1.13588,1445.92 +03.12.2018 16:15:00.000,1.13589,1.13605,1.13553,1.13555,1184.2 +03.12.2018 16:20:00.000,1.13555,1.13555,1.13515,1.13536,1282.87 +03.12.2018 16:25:00.000,1.13536,1.13556,1.13519,1.13544,1231.34 +03.12.2018 16:30:00.000,1.13547,1.13549,1.13478,1.13507,1089.6499999999999 +03.12.2018 16:35:00.000,1.13508,1.13563,1.13508,1.13561,977.58 +03.12.2018 16:40:00.000,1.13561,1.13599,1.13560,1.13574,1408.45 +03.12.2018 16:45:00.000,1.13574,1.13580,1.13551,1.13576,958.46 +03.12.2018 16:50:00.000,1.13575,1.13591,1.13559,1.13567,1230.87 +03.12.2018 16:55:00.000,1.13568,1.13596,1.13546,1.13554,871.03 +03.12.2018 17:00:00.000,1.13556,1.13603,1.13552,1.13596,1177.6499999999999 +03.12.2018 17:05:00.000,1.13595,1.13634,1.13591,1.13630,1167.37 +03.12.2018 17:10:00.000,1.13630,1.13634,1.13590,1.13598,806.9 +03.12.2018 17:15:00.000,1.13597,1.13598,1.13567,1.13585,960.13 +03.12.2018 17:20:00.000,1.13584,1.13628,1.13582,1.13628,908.82 +03.12.2018 17:25:00.000,1.13629,1.13637,1.13588,1.13599,935.5100000000001 +03.12.2018 17:30:00.000,1.13599,1.13605,1.13570,1.13571,964.6 +03.12.2018 17:35:00.000,1.13571,1.13571,1.13542,1.13553,948.84 +03.12.2018 17:40:00.000,1.13553,1.13555,1.13523,1.13538,667.8 +03.12.2018 17:45:00.000,1.13538,1.13539,1.13517,1.13535,803.8700000000001 +03.12.2018 17:50:00.000,1.13534,1.13562,1.13523,1.13554,962.79 +03.12.2018 17:55:00.000,1.13554,1.13560,1.13525,1.13534,1223.48 +03.12.2018 18:00:00.000,1.13534,1.13535,1.13478,1.13493,1289.93 +03.12.2018 18:05:00.000,1.13493,1.13513,1.13478,1.13480,918.9000000000001 +03.12.2018 18:10:00.000,1.13479,1.13540,1.13460,1.13536,983.0900000000001 +03.12.2018 18:15:00.000,1.13537,1.13537,1.13496,1.13496,1182.96 +03.12.2018 18:20:00.000,1.13496,1.13504,1.13475,1.13491,724.4899999999999 +03.12.2018 18:25:00.000,1.13491,1.13556,1.13489,1.13535,600.3299999999999 +03.12.2018 18:30:00.000,1.13535,1.13541,1.13510,1.13510,589.86 +03.12.2018 18:35:00.000,1.13510,1.13539,1.13505,1.13539,900.61 +03.12.2018 18:40:00.000,1.13541,1.13543,1.13504,1.13505,965.0700000000002 +03.12.2018 18:45:00.000,1.13505,1.13524,1.13501,1.13509,792.04 +03.12.2018 18:50:00.000,1.13510,1.13546,1.13509,1.13541,2015.44 +03.12.2018 18:55:00.000,1.13541,1.13546,1.13509,1.13511,1110.82 +03.12.2018 19:00:00.000,1.13512,1.13524,1.13494,1.13495,1154.45 +03.12.2018 19:05:00.000,1.13496,1.13500,1.13440,1.13444,876.1299999999999 +03.12.2018 19:10:00.000,1.13444,1.13473,1.13443,1.13458,571.6500000000001 +03.12.2018 19:15:00.000,1.13458,1.13458,1.13443,1.13448,670.0600000000001 +03.12.2018 19:20:00.000,1.13448,1.13448,1.13411,1.13418,737.5000000000001 +03.12.2018 19:25:00.000,1.13418,1.13462,1.13414,1.13437,903.6099999999999 +03.12.2018 19:30:00.000,1.13437,1.13463,1.13435,1.13461,776.87 +03.12.2018 19:35:00.000,1.13461,1.13475,1.13440,1.13452,923.5699999999999 +03.12.2018 19:40:00.000,1.13452,1.13481,1.13447,1.13465,626.45 +03.12.2018 19:45:00.000,1.13464,1.13470,1.13447,1.13460,765.29 +03.12.2018 19:50:00.000,1.13460,1.13460,1.13423,1.13423,800.8100000000001 +03.12.2018 19:55:00.000,1.13422,1.13429,1.13405,1.13423,1067.1499999999999 +03.12.2018 20:00:00.000,1.13419,1.13430,1.13407,1.13421,763.4500000000002 +03.12.2018 20:05:00.000,1.13421,1.13432,1.13420,1.13427,805.94 +03.12.2018 20:10:00.000,1.13426,1.13428,1.13405,1.13414,650.6600000000001 +03.12.2018 20:15:00.000,1.13415,1.13417,1.13389,1.13402,778.7800000000001 +03.12.2018 20:20:00.000,1.13402,1.13415,1.13396,1.13399,1373.15 +03.12.2018 20:25:00.000,1.13399,1.13416,1.13391,1.13412,778.3800000000001 +03.12.2018 20:30:00.000,1.13411,1.13437,1.13406,1.13421,817.38 +03.12.2018 20:35:00.000,1.13422,1.13458,1.13421,1.13456,654.4100000000001 +03.12.2018 20:40:00.000,1.13455,1.13455,1.13425,1.13435,648.49 +03.12.2018 20:45:00.000,1.13435,1.13440,1.13415,1.13415,691.24 +03.12.2018 20:50:00.000,1.13413,1.13419,1.13394,1.13394,614.1399999999999 +03.12.2018 20:55:00.000,1.13394,1.13455,1.13391,1.13448,1072.77 +03.12.2018 21:00:00.000,1.13447,1.13487,1.13447,1.13487,528.3299999999999 +03.12.2018 21:05:00.000,1.13487,1.13492,1.13484,1.13485,353.23 +03.12.2018 21:10:00.000,1.13484,1.13486,1.13475,1.13477,347.61 +03.12.2018 21:15:00.000,1.13477,1.13482,1.13471,1.13474,258.65999999999997 +03.12.2018 21:20:00.000,1.13474,1.13490,1.13473,1.13490,276.2 +03.12.2018 21:25:00.000,1.13491,1.13496,1.13490,1.13496,309.77000000000004 +03.12.2018 21:30:00.000,1.13496,1.13506,1.13490,1.13498,198.82 +03.12.2018 21:35:00.000,1.13498,1.13521,1.13495,1.13520,328.23 +03.12.2018 21:40:00.000,1.13520,1.13526,1.13513,1.13526,462.0199999999999 +03.12.2018 21:45:00.000,1.13526,1.13532,1.13519,1.13532,308.04 +03.12.2018 21:50:00.000,1.13532,1.13551,1.13528,1.13535,509.90999999999997 +03.12.2018 21:55:00.000,1.13534,1.13554,1.13526,1.13528,550.75 +03.12.2018 22:00:00.000,1.13528,1.13551,1.13520,1.13525,44.98 +03.12.2018 22:05:00.000,1.13525,1.13539,1.13520,1.13522,534.87 +03.12.2018 22:10:00.000,1.13522,1.13530,1.13521,1.13529,190.06 +03.12.2018 22:15:00.000,1.13529,1.13530,1.13526,1.13528,167.33999999999997 +03.12.2018 22:20:00.000,1.13528,1.13529,1.13521,1.13526,131.96 +03.12.2018 22:25:00.000,1.13526,1.13528,1.13519,1.13523,187.44 +03.12.2018 22:30:00.000,1.13523,1.13532,1.13522,1.13528,251.59 +03.12.2018 22:35:00.000,1.13527,1.13535,1.13520,1.13525,496.59000000000003 +03.12.2018 22:40:00.000,1.13525,1.13531,1.13524,1.13527,670.27 +03.12.2018 22:45:00.000,1.13526,1.13528,1.13522,1.13525,192.73999999999998 +03.12.2018 22:50:00.000,1.13524,1.13543,1.13524,1.13538,214 +03.12.2018 22:55:00.000,1.13538,1.13541,1.13534,1.13537,98.42 +03.12.2018 23:00:00.000,1.13535,1.13552,1.13534,1.13551,344.04 +03.12.2018 23:05:00.000,1.13552,1.13557,1.13544,1.13551,388.64000000000004 +03.12.2018 23:10:00.000,1.13551,1.13551,1.13541,1.13544,424.40999999999997 +03.12.2018 23:15:00.000,1.13544,1.13550,1.13541,1.13549,232.49 +03.12.2018 23:20:00.000,1.13549,1.13554,1.13545,1.13550,211.99999999999997 +03.12.2018 23:25:00.000,1.13550,1.13560,1.13547,1.13559,339.59000000000003 +03.12.2018 23:30:00.000,1.13558,1.13561,1.13551,1.13552,505.98 +03.12.2018 23:35:00.000,1.13553,1.13557,1.13546,1.13548,580.8 +03.12.2018 23:40:00.000,1.13548,1.13553,1.13542,1.13544,572.31 +03.12.2018 23:45:00.000,1.13544,1.13554,1.13542,1.13553,627.4 +03.12.2018 23:50:00.000,1.13553,1.13554,1.13546,1.13548,427.46000000000004 +03.12.2018 23:55:00.000,1.13548,1.13548,1.13535,1.13541,570.89 +04.12.2018 00:00:00.000,1.13541,1.13543,1.13519,1.13522,735.91 +04.12.2018 00:05:00.000,1.13522,1.13538,1.13499,1.13499,749.11 +04.12.2018 00:10:00.000,1.13500,1.13535,1.13499,1.13535,630.26 +04.12.2018 00:15:00.000,1.13534,1.13542,1.13533,1.13538,367.48 +04.12.2018 00:20:00.000,1.13537,1.13550,1.13534,1.13539,649.49 +04.12.2018 00:25:00.000,1.13539,1.13545,1.13534,1.13543,331.95000000000005 +04.12.2018 00:30:00.000,1.13543,1.13554,1.13543,1.13550,641.8100000000001 +04.12.2018 00:35:00.000,1.13549,1.13574,1.13549,1.13566,512.63 +04.12.2018 00:40:00.000,1.13564,1.13572,1.13550,1.13552,652.9 +04.12.2018 00:45:00.000,1.13553,1.13554,1.13544,1.13550,534.45 +04.12.2018 00:50:00.000,1.13553,1.13555,1.13534,1.13534,743.38 +04.12.2018 00:55:00.000,1.13533,1.13555,1.13533,1.13541,748.17 +04.12.2018 01:00:00.000,1.13541,1.13543,1.13524,1.13539,714.4 +04.12.2018 01:05:00.000,1.13538,1.13564,1.13529,1.13548,795.7600000000001 +04.12.2018 01:10:00.000,1.13548,1.13558,1.13537,1.13557,770.73 +04.12.2018 01:15:00.000,1.13557,1.13574,1.13547,1.13573,687.78 +04.12.2018 01:20:00.000,1.13574,1.13579,1.13567,1.13573,583.4 +04.12.2018 01:25:00.000,1.13573,1.13584,1.13573,1.13583,472.65 +04.12.2018 01:30:00.000,1.13583,1.13612,1.13578,1.13606,966.38 +04.12.2018 01:35:00.000,1.13606,1.13625,1.13598,1.13620,756.34 +04.12.2018 01:40:00.000,1.13620,1.13648,1.13620,1.13641,907.76 +04.12.2018 01:45:00.000,1.13641,1.13651,1.13617,1.13634,992.57 +04.12.2018 01:50:00.000,1.13633,1.13653,1.13630,1.13651,1076.08 +04.12.2018 01:55:00.000,1.13651,1.13664,1.13636,1.13662,974.5300000000001 +04.12.2018 02:00:00.000,1.13662,1.13689,1.13658,1.13668,1015.87 +04.12.2018 02:05:00.000,1.13669,1.13677,1.13653,1.13654,791.26 +04.12.2018 02:10:00.000,1.13655,1.13664,1.13649,1.13652,812.58 +04.12.2018 02:15:00.000,1.13651,1.13652,1.13631,1.13634,572.25 +04.12.2018 02:20:00.000,1.13634,1.13641,1.13623,1.13628,677.29 +04.12.2018 02:25:00.000,1.13628,1.13651,1.13628,1.13647,670.85 +04.12.2018 02:30:00.000,1.13647,1.13680,1.13642,1.13674,812.57 +04.12.2018 02:35:00.000,1.13674,1.13677,1.13658,1.13675,707.5799999999999 +04.12.2018 02:40:00.000,1.13674,1.13686,1.13668,1.13670,632.27 +04.12.2018 02:45:00.000,1.13671,1.13690,1.13670,1.13673,473.28999999999996 +04.12.2018 02:50:00.000,1.13673,1.13694,1.13668,1.13679,734.95 +04.12.2018 02:55:00.000,1.13678,1.13685,1.13668,1.13670,571.1500000000001 +04.12.2018 03:00:00.000,1.13670,1.13670,1.13651,1.13654,692.05 +04.12.2018 03:05:00.000,1.13654,1.13664,1.13637,1.13664,452.97 +04.12.2018 03:10:00.000,1.13664,1.13691,1.13663,1.13680,518.02 +04.12.2018 03:15:00.000,1.13680,1.13694,1.13679,1.13688,673.6700000000001 +04.12.2018 03:20:00.000,1.13688,1.13697,1.13684,1.13697,541.9100000000001 +04.12.2018 03:25:00.000,1.13697,1.13697,1.13669,1.13679,440 +04.12.2018 03:30:00.000,1.13679,1.13690,1.13679,1.13689,731.75 +04.12.2018 03:35:00.000,1.13688,1.13697,1.13684,1.13693,506.64 +04.12.2018 03:40:00.000,1.13694,1.13714,1.13691,1.13712,835.03 +04.12.2018 03:45:00.000,1.13710,1.13716,1.13698,1.13705,844.4 +04.12.2018 03:50:00.000,1.13704,1.13705,1.13684,1.13699,692.5699999999999 +04.12.2018 03:55:00.000,1.13700,1.13707,1.13690,1.13700,718.0400000000001 +04.12.2018 04:00:00.000,1.13702,1.13707,1.13683,1.13684,772.1300000000001 +04.12.2018 04:05:00.000,1.13685,1.13715,1.13685,1.13703,731.8599999999999 +04.12.2018 04:10:00.000,1.13702,1.13767,1.13700,1.13749,999.0699999999999 +04.12.2018 04:15:00.000,1.13750,1.13764,1.13738,1.13744,586.69 +04.12.2018 04:20:00.000,1.13744,1.13773,1.13744,1.13765,579.78 +04.12.2018 04:25:00.000,1.13765,1.13802,1.13755,1.13784,830.83 +04.12.2018 04:30:00.000,1.13784,1.13786,1.13753,1.13757,1034.99 +04.12.2018 04:35:00.000,1.13758,1.13784,1.13743,1.13784,721.9100000000001 +04.12.2018 04:40:00.000,1.13783,1.13786,1.13776,1.13783,670.0899999999999 +04.12.2018 04:45:00.000,1.13783,1.13809,1.13763,1.13808,796.78 +04.12.2018 04:50:00.000,1.13808,1.13818,1.13778,1.13781,838.5 +04.12.2018 04:55:00.000,1.13780,1.13787,1.13762,1.13777,885.2900000000001 +04.12.2018 05:00:00.000,1.13777,1.13777,1.13751,1.13767,652.5 +04.12.2018 05:05:00.000,1.13768,1.13786,1.13763,1.13768,634.0799999999999 +04.12.2018 05:10:00.000,1.13769,1.13781,1.13754,1.13775,831.8900000000001 +04.12.2018 05:15:00.000,1.13775,1.13775,1.13745,1.13753,826.3700000000001 +04.12.2018 05:20:00.000,1.13754,1.13759,1.13743,1.13755,634.73 +04.12.2018 05:25:00.000,1.13756,1.13775,1.13755,1.13757,590.2099999999999 +04.12.2018 05:30:00.000,1.13757,1.13768,1.13721,1.13724,908.4200000000001 +04.12.2018 05:35:00.000,1.13725,1.13743,1.13721,1.13725,506.19 +04.12.2018 05:40:00.000,1.13725,1.13725,1.13704,1.13720,563.2 +04.12.2018 05:45:00.000,1.13720,1.13752,1.13710,1.13742,611.31 +04.12.2018 05:50:00.000,1.13741,1.13750,1.13734,1.13746,621.46 +04.12.2018 05:55:00.000,1.13745,1.13756,1.13735,1.13745,921.81 +04.12.2018 06:00:00.000,1.13746,1.13760,1.13735,1.13746,622.85 +04.12.2018 06:05:00.000,1.13745,1.13769,1.13742,1.13760,726.4399999999999 +04.12.2018 06:10:00.000,1.13760,1.13807,1.13759,1.13801,719.35 +04.12.2018 06:15:00.000,1.13800,1.13875,1.13788,1.13867,1510.77 +04.12.2018 06:20:00.000,1.13868,1.13872,1.13848,1.13851,970.79 +04.12.2018 06:25:00.000,1.13851,1.13880,1.13845,1.13855,948.1500000000001 +04.12.2018 06:30:00.000,1.13855,1.13857,1.13821,1.13833,765.6800000000001 +04.12.2018 06:35:00.000,1.13833,1.13839,1.13800,1.13813,749.8900000000001 +04.12.2018 06:40:00.000,1.13813,1.13830,1.13806,1.13809,712.6199999999999 +04.12.2018 06:45:00.000,1.13808,1.13830,1.13800,1.13821,724.9000000000001 +04.12.2018 06:50:00.000,1.13820,1.13871,1.13794,1.13860,976.2 +04.12.2018 06:55:00.000,1.13860,1.13879,1.13853,1.13858,911.4900000000001 +04.12.2018 07:00:00.000,1.13857,1.13887,1.13823,1.13885,1263.28 +04.12.2018 07:05:00.000,1.13885,1.13911,1.13844,1.13859,1149.06 +04.12.2018 07:10:00.000,1.13859,1.13926,1.13845,1.13904,1071.51 +04.12.2018 07:15:00.000,1.13901,1.13904,1.13857,1.13874,1312.69 +04.12.2018 07:20:00.000,1.13875,1.13884,1.13858,1.13870,1021.27 +04.12.2018 07:25:00.000,1.13869,1.13885,1.13805,1.13829,1428.3400000000001 +04.12.2018 07:30:00.000,1.13828,1.13863,1.13801,1.13804,1200.09 +04.12.2018 07:35:00.000,1.13805,1.13821,1.13779,1.13779,1136.8200000000002 +04.12.2018 07:40:00.000,1.13780,1.13800,1.13758,1.13767,1306.05 +04.12.2018 07:45:00.000,1.13768,1.13818,1.13763,1.13814,957.66 +04.12.2018 07:50:00.000,1.13815,1.13831,1.13790,1.13798,877.85 +04.12.2018 07:55:00.000,1.13798,1.13808,1.13790,1.13803,814.14 +04.12.2018 08:00:00.000,1.13804,1.13833,1.13756,1.13775,1404.35 +04.12.2018 08:05:00.000,1.13774,1.13835,1.13774,1.13819,1186.87 +04.12.2018 08:10:00.000,1.13817,1.13937,1.13814,1.13895,1484.96 +04.12.2018 08:15:00.000,1.13895,1.13958,1.13888,1.13950,1443.6899999999998 +04.12.2018 08:20:00.000,1.13951,1.13981,1.13916,1.13917,1289.6100000000001 +04.12.2018 08:25:00.000,1.13918,1.13927,1.13818,1.13818,1121.74 +04.12.2018 08:30:00.000,1.13818,1.13852,1.13810,1.13830,1184.1100000000001 +04.12.2018 08:35:00.000,1.13831,1.13876,1.13830,1.13869,1293.36 +04.12.2018 08:40:00.000,1.13869,1.13882,1.13813,1.13854,912.83 +04.12.2018 08:45:00.000,1.13854,1.13858,1.13826,1.13837,1004.48 +04.12.2018 08:50:00.000,1.13838,1.13847,1.13776,1.13844,1160.1 +04.12.2018 08:55:00.000,1.13845,1.13896,1.13777,1.13780,1486.9299999999998 +04.12.2018 09:00:00.000,1.13782,1.13891,1.13772,1.13875,1299.29 +04.12.2018 09:05:00.000,1.13875,1.13915,1.13849,1.13852,1278.06 +04.12.2018 09:10:00.000,1.13852,1.13887,1.13841,1.13862,924.7599999999999 +04.12.2018 09:15:00.000,1.13861,1.13911,1.13821,1.13911,986.8200000000002 +04.12.2018 09:20:00.000,1.13912,1.13941,1.13902,1.13932,1016.45 +04.12.2018 09:25:00.000,1.13931,1.13937,1.13880,1.13914,1133.92 +04.12.2018 09:30:00.000,1.13914,1.14001,1.13914,1.13980,1453.4 +04.12.2018 09:35:00.000,1.13982,1.14098,1.13976,1.14092,1696.9199999999998 +04.12.2018 09:40:00.000,1.14095,1.14187,1.14088,1.14122,1626.06 +04.12.2018 09:45:00.000,1.14122,1.14176,1.14116,1.14167,1416.39 +04.12.2018 09:50:00.000,1.14169,1.14178,1.14131,1.14135,1208.25 +04.12.2018 09:55:00.000,1.14136,1.14139,1.14101,1.14106,1397.31 +04.12.2018 10:00:00.000,1.14105,1.14117,1.14076,1.14077,1059.7900000000002 +04.12.2018 10:05:00.000,1.14075,1.14088,1.14056,1.14066,828.74 +04.12.2018 10:10:00.000,1.14067,1.14090,1.14042,1.14067,1140.65 +04.12.2018 10:15:00.000,1.14067,1.14078,1.14046,1.14059,734.59 +04.12.2018 10:20:00.000,1.14059,1.14064,1.14039,1.14040,654.32 +04.12.2018 10:25:00.000,1.14039,1.14072,1.14026,1.14052,800.35 +04.12.2018 10:30:00.000,1.14054,1.14068,1.14036,1.14038,739.5500000000001 +04.12.2018 10:35:00.000,1.14038,1.14064,1.14023,1.14023,1018.0699999999999 +04.12.2018 10:40:00.000,1.14023,1.14043,1.14016,1.14018,879.36 +04.12.2018 10:45:00.000,1.14018,1.14076,1.14017,1.14054,985.22 +04.12.2018 10:50:00.000,1.14055,1.14084,1.14047,1.14069,977.75 +04.12.2018 10:55:00.000,1.14074,1.14083,1.14055,1.14061,910.97 +04.12.2018 11:00:00.000,1.14061,1.14114,1.14056,1.14113,1086.59 +04.12.2018 11:05:00.000,1.14112,1.14128,1.14078,1.14126,1236.2600000000002 +04.12.2018 11:10:00.000,1.14127,1.14172,1.14124,1.14156,1044.96 +04.12.2018 11:15:00.000,1.14157,1.14159,1.14109,1.14126,1096.29 +04.12.2018 11:20:00.000,1.14126,1.14135,1.14072,1.14076,1147.8899999999999 +04.12.2018 11:25:00.000,1.14075,1.14075,1.13967,1.13977,1413.3999999999999 +04.12.2018 11:30:00.000,1.13977,1.14013,1.13975,1.14005,1221.83 +04.12.2018 11:35:00.000,1.14004,1.14005,1.13959,1.13996,1018.08 +04.12.2018 11:40:00.000,1.13996,1.13999,1.13942,1.13966,919.17 +04.12.2018 11:45:00.000,1.13967,1.13978,1.13937,1.13949,906.75 +04.12.2018 11:50:00.000,1.13951,1.13979,1.13941,1.13948,948.4499999999998 +04.12.2018 11:55:00.000,1.13948,1.13948,1.13920,1.13943,1221.48 +04.12.2018 12:00:00.000,1.13943,1.13948,1.13910,1.13932,1081.86 +04.12.2018 12:05:00.000,1.13930,1.13953,1.13926,1.13931,1016.54 +04.12.2018 12:10:00.000,1.13931,1.13954,1.13892,1.13898,1199.77 +04.12.2018 12:15:00.000,1.13897,1.13924,1.13886,1.13920,1086.6499999999999 +04.12.2018 12:20:00.000,1.13920,1.13976,1.13920,1.13972,1018.6400000000001 +04.12.2018 12:25:00.000,1.13970,1.13991,1.13956,1.13961,1166.45 +04.12.2018 12:30:00.000,1.13962,1.13978,1.13956,1.13962,1094.14 +04.12.2018 12:35:00.000,1.13962,1.14005,1.13957,1.13985,1252.8400000000001 +04.12.2018 12:40:00.000,1.13987,1.14025,1.13981,1.13994,1257.9299999999998 +04.12.2018 12:45:00.000,1.13994,1.14046,1.13976,1.14034,1294.26 +04.12.2018 12:50:00.000,1.14033,1.14080,1.14033,1.14079,1292.8400000000001 +04.12.2018 12:55:00.000,1.14079,1.14082,1.14032,1.14073,1439.7199999999998 +04.12.2018 13:00:00.000,1.14072,1.14085,1.14063,1.14073,1618.59 +04.12.2018 13:05:00.000,1.14073,1.14090,1.14056,1.14073,1493.36 +04.12.2018 13:10:00.000,1.14073,1.14093,1.14068,1.14086,1295.82 +04.12.2018 13:15:00.000,1.14085,1.14085,1.14038,1.14052,1466.7899999999997 +04.12.2018 13:20:00.000,1.14057,1.14090,1.14055,1.14076,1743.73 +04.12.2018 13:25:00.000,1.14076,1.14082,1.14037,1.14047,1741.35 +04.12.2018 13:30:00.000,1.14046,1.14051,1.13955,1.13956,1943.46 +04.12.2018 13:35:00.000,1.13955,1.13963,1.13897,1.13909,1458.08 +04.12.2018 13:40:00.000,1.13909,1.13924,1.13852,1.13866,1348.73 +04.12.2018 13:45:00.000,1.13864,1.13893,1.13843,1.13851,1398.7 +04.12.2018 13:50:00.000,1.13851,1.13874,1.13835,1.13854,1538.2 +04.12.2018 13:55:00.000,1.13854,1.13894,1.13845,1.13894,1175.22 +04.12.2018 14:00:00.000,1.13894,1.13924,1.13859,1.13920,1311.6100000000001 +04.12.2018 14:05:00.000,1.13923,1.13970,1.13919,1.13964,1336.9299999999998 +04.12.2018 14:10:00.000,1.13962,1.13964,1.13934,1.13950,1182.8799999999999 +04.12.2018 14:15:00.000,1.13948,1.13963,1.13913,1.13950,1267.54 +04.12.2018 14:20:00.000,1.13950,1.13974,1.13945,1.13959,1043.69 +04.12.2018 14:25:00.000,1.13962,1.13985,1.13936,1.13954,1369.53 +04.12.2018 14:30:00.000,1.13955,1.13972,1.13908,1.13965,1658.58 +04.12.2018 14:35:00.000,1.13966,1.13973,1.13913,1.13918,1463 +04.12.2018 14:40:00.000,1.13918,1.13945,1.13886,1.13888,1334.1599999999999 +04.12.2018 14:45:00.000,1.13887,1.13906,1.13829,1.13837,1489.2800000000002 +04.12.2018 14:50:00.000,1.13837,1.13873,1.13821,1.13872,1492.83 +04.12.2018 14:55:00.000,1.13870,1.13911,1.13860,1.13885,1536.43 +04.12.2018 15:00:00.000,1.13883,1.13892,1.13840,1.13857,1713.4699999999998 +04.12.2018 15:05:00.000,1.13857,1.13891,1.13850,1.13854,1444.76 +04.12.2018 15:10:00.000,1.13852,1.13919,1.13850,1.13854,1243.6799999999998 +04.12.2018 15:15:00.000,1.13855,1.13871,1.13832,1.13836,1505.3400000000001 +04.12.2018 15:20:00.000,1.13837,1.13842,1.13770,1.13772,1480.65 +04.12.2018 15:25:00.000,1.13772,1.13775,1.13710,1.13728,1457.34 +04.12.2018 15:30:00.000,1.13729,1.13730,1.13680,1.13692,1292.04 +04.12.2018 15:35:00.000,1.13689,1.13689,1.13570,1.13604,1456.68 +04.12.2018 15:40:00.000,1.13602,1.13634,1.13597,1.13622,981.3199999999999 +04.12.2018 15:45:00.000,1.13622,1.13627,1.13564,1.13585,1202.1100000000001 +04.12.2018 15:50:00.000,1.13587,1.13590,1.13561,1.13566,1202.48 +04.12.2018 15:55:00.000,1.13566,1.13577,1.13500,1.13503,1415.84 +04.12.2018 16:00:00.000,1.13503,1.13542,1.13459,1.13540,1814.1899999999998 +04.12.2018 16:05:00.000,1.13541,1.13554,1.13531,1.13543,1225.77 +04.12.2018 16:10:00.000,1.13543,1.13584,1.13542,1.13566,1533.31 +04.12.2018 16:15:00.000,1.13567,1.13597,1.13559,1.13592,1143.8 +04.12.2018 16:20:00.000,1.13592,1.13601,1.13541,1.13576,1126.6799999999998 +04.12.2018 16:25:00.000,1.13576,1.13594,1.13526,1.13543,1214.79 +04.12.2018 16:30:00.000,1.13542,1.13543,1.13506,1.13521,1430.16 +04.12.2018 16:35:00.000,1.13521,1.13538,1.13505,1.13506,1195.35 +04.12.2018 16:40:00.000,1.13505,1.13505,1.13474,1.13489,1404.27 +04.12.2018 16:45:00.000,1.13488,1.13513,1.13484,1.13510,1198.2 +04.12.2018 16:50:00.000,1.13509,1.13519,1.13496,1.13516,1451.16 +04.12.2018 16:55:00.000,1.13516,1.13516,1.13427,1.13452,1345.99 +04.12.2018 17:00:00.000,1.13451,1.13453,1.13330,1.13341,1919.26 +04.12.2018 17:05:00.000,1.13341,1.13362,1.13292,1.13295,1841.9999999999998 +04.12.2018 17:10:00.000,1.13295,1.13306,1.13237,1.13279,1972.03 +04.12.2018 17:15:00.000,1.13278,1.13321,1.13223,1.13301,1688.29 +04.12.2018 17:20:00.000,1.13300,1.13322,1.13260,1.13276,1666.2399999999998 +04.12.2018 17:25:00.000,1.13276,1.13315,1.13230,1.13310,1651.08 +04.12.2018 17:30:00.000,1.13310,1.13321,1.13185,1.13273,1621.54 +04.12.2018 17:35:00.000,1.13271,1.13341,1.13260,1.13334,1491.0700000000002 +04.12.2018 17:40:00.000,1.13335,1.13362,1.13299,1.13358,1436.8700000000001 +04.12.2018 17:45:00.000,1.13359,1.13443,1.13353,1.13412,1685.6399999999999 +04.12.2018 17:50:00.000,1.13412,1.13412,1.13375,1.13399,1506.68 +04.12.2018 17:55:00.000,1.13400,1.13443,1.13390,1.13426,1620.6499999999996 +04.12.2018 18:00:00.000,1.13426,1.13426,1.13369,1.13372,1456.07 +04.12.2018 18:05:00.000,1.13374,1.13385,1.13358,1.13358,1247.37 +04.12.2018 18:10:00.000,1.13359,1.13433,1.13358,1.13386,1363.22 +04.12.2018 18:15:00.000,1.13386,1.13424,1.13363,1.13424,1291.9499999999998 +04.12.2018 18:20:00.000,1.13424,1.13458,1.13413,1.13453,1506.24 +04.12.2018 18:25:00.000,1.13453,1.13481,1.13411,1.13435,1509.7999999999997 +04.12.2018 18:30:00.000,1.13436,1.13436,1.13375,1.13388,1406.31 +04.12.2018 18:35:00.000,1.13386,1.13410,1.13365,1.13385,1584.05 +04.12.2018 18:40:00.000,1.13385,1.13387,1.13348,1.13371,1609.9299999999998 +04.12.2018 18:45:00.000,1.13371,1.13462,1.13365,1.13422,1615.86 +04.12.2018 18:50:00.000,1.13421,1.13432,1.13385,1.13397,1378.23 +04.12.2018 18:55:00.000,1.13397,1.13443,1.13371,1.13373,1437.63 +04.12.2018 19:00:00.000,1.13373,1.13422,1.13372,1.13393,1414.52 +04.12.2018 19:05:00.000,1.13393,1.13412,1.13379,1.13397,1149.27 +04.12.2018 19:10:00.000,1.13398,1.13411,1.13382,1.13386,1305.17 +04.12.2018 19:15:00.000,1.13385,1.13432,1.13379,1.13392,1147.54 +04.12.2018 19:20:00.000,1.13392,1.13432,1.13383,1.13432,1235.72 +04.12.2018 19:25:00.000,1.13430,1.13432,1.13414,1.13418,1121.76 +04.12.2018 19:30:00.000,1.13418,1.13430,1.13410,1.13429,1067.66 +04.12.2018 19:35:00.000,1.13427,1.13427,1.13400,1.13418,969.9899999999999 +04.12.2018 19:40:00.000,1.13417,1.13417,1.13394,1.13415,816.73 +04.12.2018 19:45:00.000,1.13416,1.13422,1.13396,1.13405,1233.77 +04.12.2018 19:50:00.000,1.13405,1.13420,1.13396,1.13410,926.4299999999998 +04.12.2018 19:55:00.000,1.13410,1.13427,1.13400,1.13415,1022.2699999999999 +04.12.2018 20:00:00.000,1.13415,1.13432,1.13412,1.13423,809.23 +04.12.2018 20:05:00.000,1.13424,1.13424,1.13404,1.13419,989.59 +04.12.2018 20:10:00.000,1.13418,1.13424,1.13400,1.13408,891.0699999999999 +04.12.2018 20:15:00.000,1.13408,1.13429,1.13408,1.13418,1160.94 +04.12.2018 20:20:00.000,1.13419,1.13420,1.13390,1.13406,782.82 +04.12.2018 20:25:00.000,1.13406,1.13420,1.13398,1.13399,867.0500000000001 +04.12.2018 20:30:00.000,1.13400,1.13421,1.13399,1.13415,1062.42 +04.12.2018 20:35:00.000,1.13414,1.13421,1.13398,1.13407,968.3699999999999 +04.12.2018 20:40:00.000,1.13407,1.13411,1.13400,1.13406,911.74 +04.12.2018 20:45:00.000,1.13409,1.13411,1.13397,1.13404,911.01 +04.12.2018 20:50:00.000,1.13404,1.13423,1.13402,1.13417,701.9200000000001 +04.12.2018 20:55:00.000,1.13417,1.13425,1.13375,1.13377,870.6100000000001 +04.12.2018 21:00:00.000,1.13372,1.13408,1.13372,1.13406,454.82 +04.12.2018 21:05:00.000,1.13406,1.13415,1.13405,1.13411,495.15 +04.12.2018 21:10:00.000,1.13411,1.13415,1.13407,1.13414,392.36 +04.12.2018 21:15:00.000,1.13414,1.13424,1.13410,1.13419,148.22 +04.12.2018 21:20:00.000,1.13419,1.13420,1.13415,1.13417,167.2 +04.12.2018 21:25:00.000,1.13417,1.13424,1.13411,1.13412,440.82 +04.12.2018 21:30:00.000,1.13412,1.13416,1.13409,1.13410,121.11999999999999 +04.12.2018 21:35:00.000,1.13410,1.13427,1.13410,1.13427,98.66 +04.12.2018 21:40:00.000,1.13426,1.13430,1.13421,1.13426,176.09 +04.12.2018 21:45:00.000,1.13426,1.13427,1.13417,1.13421,452.04 +04.12.2018 21:50:00.000,1.13419,1.13420,1.13413,1.13420,477.98999999999995 +04.12.2018 21:55:00.000,1.13418,1.13423,1.13410,1.13415,492.1 +04.12.2018 22:00:00.000,1.13415,1.13428,1.13410,1.13415,39.79 +04.12.2018 22:05:00.000,1.13416,1.13427,1.13415,1.13417,302.58000000000004 +04.12.2018 22:10:00.000,1.13417,1.13425,1.13414,1.13417,192.39000000000001 +04.12.2018 22:15:00.000,1.13417,1.13428,1.13414,1.13418,123.72 +04.12.2018 22:20:00.000,1.13417,1.13440,1.13417,1.13418,105.12 +04.12.2018 22:25:00.000,1.13420,1.13425,1.13413,1.13417,145.45 +04.12.2018 22:30:00.000,1.13416,1.13426,1.13413,1.13416,342.96000000000004 +04.12.2018 22:35:00.000,1.13417,1.13425,1.13410,1.13410,145.73 +04.12.2018 22:40:00.000,1.13410,1.13431,1.13410,1.13419,449.09000000000003 +04.12.2018 22:45:00.000,1.13420,1.13429,1.13389,1.13416,687.67 +04.12.2018 22:50:00.000,1.13416,1.13428,1.13391,1.13402,929.3 +04.12.2018 22:55:00.000,1.13403,1.13428,1.13399,1.13408,378.88 +04.12.2018 23:00:00.000,1.13408,1.13446,1.13408,1.13432,286.09000000000003 +04.12.2018 23:05:00.000,1.13432,1.13433,1.13427,1.13428,142.73 +04.12.2018 23:10:00.000,1.13428,1.13433,1.13424,1.13429,197.39 +04.12.2018 23:15:00.000,1.13428,1.13434,1.13428,1.13434,161.21 +04.12.2018 23:20:00.000,1.13433,1.13434,1.13420,1.13422,235.82 +04.12.2018 23:25:00.000,1.13421,1.13434,1.13421,1.13428,430.03999999999996 +04.12.2018 23:30:00.000,1.13429,1.13446,1.13428,1.13430,482.87 +04.12.2018 23:35:00.000,1.13431,1.13434,1.13420,1.13433,451 +04.12.2018 23:40:00.000,1.13434,1.13435,1.13422,1.13425,302.07 +04.12.2018 23:45:00.000,1.13425,1.13438,1.13417,1.13436,485.76 +04.12.2018 23:50:00.000,1.13435,1.13436,1.13425,1.13434,280.36 +04.12.2018 23:55:00.000,1.13435,1.13435,1.13419,1.13424,480.21000000000004 +05.12.2018 00:00:00.000,1.13425,1.13436,1.13419,1.13430,365.11 +05.12.2018 00:05:00.000,1.13430,1.13464,1.13425,1.13456,545.51 +05.12.2018 00:10:00.000,1.13456,1.13457,1.13434,1.13446,779.9 +05.12.2018 00:15:00.000,1.13445,1.13446,1.13425,1.13426,586.35 +05.12.2018 00:20:00.000,1.13425,1.13435,1.13414,1.13420,548.48 +05.12.2018 00:25:00.000,1.13421,1.13431,1.13420,1.13427,426.73999999999995 +05.12.2018 00:30:00.000,1.13429,1.13430,1.13351,1.13351,1354.22 +05.12.2018 00:35:00.000,1.13353,1.13386,1.13353,1.13376,987.1500000000001 +05.12.2018 00:40:00.000,1.13377,1.13398,1.13376,1.13387,683.45 +05.12.2018 00:45:00.000,1.13387,1.13393,1.13372,1.13380,561.03 +05.12.2018 00:50:00.000,1.13379,1.13407,1.13379,1.13404,681.6100000000001 +05.12.2018 00:55:00.000,1.13404,1.13406,1.13379,1.13398,758.33 +05.12.2018 01:00:00.000,1.13398,1.13403,1.13371,1.13375,816.1399999999999 +05.12.2018 01:05:00.000,1.13374,1.13390,1.13367,1.13372,685.89 +05.12.2018 01:10:00.000,1.13374,1.13379,1.13355,1.13375,740.2 +05.12.2018 01:15:00.000,1.13373,1.13386,1.13361,1.13365,849.3199999999999 +05.12.2018 01:20:00.000,1.13364,1.13370,1.13360,1.13361,573.48 +05.12.2018 01:25:00.000,1.13361,1.13367,1.13351,1.13352,529.79 +05.12.2018 01:30:00.000,1.13352,1.13372,1.13352,1.13370,631.37 +05.12.2018 01:35:00.000,1.13370,1.13372,1.13329,1.13335,649.78 +05.12.2018 01:40:00.000,1.13335,1.13341,1.13331,1.13335,667.4200000000001 +05.12.2018 01:45:00.000,1.13334,1.13355,1.13334,1.13336,726.67 +05.12.2018 01:50:00.000,1.13337,1.13346,1.13331,1.13336,590.34 +05.12.2018 01:55:00.000,1.13336,1.13361,1.13335,1.13361,814.03 +05.12.2018 02:00:00.000,1.13360,1.13360,1.13335,1.13339,728.4 +05.12.2018 02:05:00.000,1.13340,1.13343,1.13322,1.13325,604.7199999999999 +05.12.2018 02:10:00.000,1.13325,1.13332,1.13316,1.13325,640.5600000000001 +05.12.2018 02:15:00.000,1.13324,1.13331,1.13320,1.13329,472.33 +05.12.2018 02:20:00.000,1.13329,1.13338,1.13325,1.13333,500.84000000000003 +05.12.2018 02:25:00.000,1.13334,1.13352,1.13330,1.13340,668.5400000000001 +05.12.2018 02:30:00.000,1.13340,1.13340,1.13329,1.13330,653.6600000000001 +05.12.2018 02:35:00.000,1.13330,1.13344,1.13330,1.13340,626.13 +05.12.2018 02:40:00.000,1.13339,1.13340,1.13325,1.13333,587.97 +05.12.2018 02:45:00.000,1.13333,1.13333,1.13308,1.13311,461.44000000000005 +05.12.2018 02:50:00.000,1.13311,1.13325,1.13309,1.13319,535.99 +05.12.2018 02:55:00.000,1.13321,1.13321,1.13288,1.13288,598.5 +05.12.2018 03:00:00.000,1.13288,1.13298,1.13282,1.13285,720.6899999999999 +05.12.2018 03:05:00.000,1.13285,1.13285,1.13249,1.13251,844.52 +05.12.2018 03:10:00.000,1.13251,1.13274,1.13228,1.13272,833.37 +05.12.2018 03:15:00.000,1.13271,1.13283,1.13254,1.13271,552.99 +05.12.2018 03:20:00.000,1.13270,1.13311,1.13266,1.13310,993.3100000000001 +05.12.2018 03:25:00.000,1.13309,1.13336,1.13303,1.13331,793.51 +05.12.2018 03:30:00.000,1.13332,1.13337,1.13319,1.13337,655.9399999999999 +05.12.2018 03:35:00.000,1.13336,1.13336,1.13328,1.13332,340.48 +05.12.2018 03:40:00.000,1.13332,1.13335,1.13285,1.13312,536.5699999999999 +05.12.2018 03:45:00.000,1.13311,1.13326,1.13305,1.13320,553.36 +05.12.2018 03:50:00.000,1.13320,1.13323,1.13312,1.13312,275.25 +05.12.2018 03:55:00.000,1.13311,1.13314,1.13291,1.13301,619.98 +05.12.2018 04:00:00.000,1.13302,1.13331,1.13288,1.13327,604.1200000000001 +05.12.2018 04:05:00.000,1.13328,1.13334,1.13288,1.13299,767.8299999999999 +05.12.2018 04:10:00.000,1.13299,1.13300,1.13270,1.13275,738.85 +05.12.2018 04:15:00.000,1.13275,1.13302,1.13270,1.13281,658.41 +05.12.2018 04:20:00.000,1.13283,1.13291,1.13276,1.13287,512.15 +05.12.2018 04:25:00.000,1.13288,1.13293,1.13280,1.13291,515.85 +05.12.2018 04:30:00.000,1.13290,1.13292,1.13285,1.13288,453.28 +05.12.2018 04:35:00.000,1.13289,1.13289,1.13266,1.13266,608.6200000000001 +05.12.2018 04:40:00.000,1.13267,1.13269,1.13230,1.13247,562.6899999999999 +05.12.2018 04:45:00.000,1.13247,1.13271,1.13229,1.13243,569.09 +05.12.2018 04:50:00.000,1.13243,1.13247,1.13231,1.13245,374.91999999999996 +05.12.2018 04:55:00.000,1.13245,1.13284,1.13245,1.13282,797.1300000000001 +05.12.2018 05:00:00.000,1.13282,1.13285,1.13205,1.13216,849.23 +05.12.2018 05:05:00.000,1.13219,1.13225,1.13199,1.13220,708.56 +05.12.2018 05:10:00.000,1.13220,1.13220,1.13180,1.13186,810.03 +05.12.2018 05:15:00.000,1.13186,1.13192,1.13180,1.13190,453.31 +05.12.2018 05:20:00.000,1.13189,1.13242,1.13189,1.13230,788.9999999999999 +05.12.2018 05:25:00.000,1.13230,1.13238,1.13206,1.13213,795.15 +05.12.2018 05:30:00.000,1.13215,1.13247,1.13215,1.13218,721.06 +05.12.2018 05:35:00.000,1.13218,1.13226,1.13180,1.13192,838.0999999999999 +05.12.2018 05:40:00.000,1.13192,1.13232,1.13192,1.13231,595.95 +05.12.2018 05:45:00.000,1.13232,1.13242,1.13225,1.13241,503.74 +05.12.2018 05:50:00.000,1.13242,1.13242,1.13180,1.13182,1031.62 +05.12.2018 05:55:00.000,1.13183,1.13208,1.13181,1.13192,742.1100000000001 +05.12.2018 06:00:00.000,1.13195,1.13221,1.13179,1.13213,874.4100000000001 +05.12.2018 06:05:00.000,1.13214,1.13214,1.13189,1.13191,553 +05.12.2018 06:10:00.000,1.13190,1.13191,1.13168,1.13173,661.48 +05.12.2018 06:15:00.000,1.13173,1.13215,1.13173,1.13193,460.30000000000007 +05.12.2018 06:20:00.000,1.13194,1.13201,1.13176,1.13199,525.98 +05.12.2018 06:25:00.000,1.13199,1.13246,1.13186,1.13245,572.77 +05.12.2018 06:30:00.000,1.13245,1.13271,1.13236,1.13246,928.1500000000001 +05.12.2018 06:35:00.000,1.13245,1.13282,1.13245,1.13270,895.67 +05.12.2018 06:40:00.000,1.13269,1.13286,1.13242,1.13281,879.6800000000001 +05.12.2018 06:45:00.000,1.13282,1.13292,1.13268,1.13287,921.3899999999999 +05.12.2018 06:50:00.000,1.13286,1.13301,1.13284,1.13294,780.76 +05.12.2018 06:55:00.000,1.13295,1.13316,1.13290,1.13310,742.94 +05.12.2018 07:00:00.000,1.13310,1.13317,1.13265,1.13293,847.25 +05.12.2018 07:05:00.000,1.13292,1.13316,1.13255,1.13266,774.5500000000001 +05.12.2018 07:10:00.000,1.13267,1.13294,1.13249,1.13251,851.23 +05.12.2018 07:15:00.000,1.13253,1.13275,1.13226,1.13255,1080.48 +05.12.2018 07:20:00.000,1.13254,1.13317,1.13254,1.13291,1049.5 +05.12.2018 07:25:00.000,1.13290,1.13296,1.13264,1.13265,801.2199999999999 +05.12.2018 07:30:00.000,1.13266,1.13346,1.13230,1.13346,967.71 +05.12.2018 07:35:00.000,1.13347,1.13371,1.13301,1.13313,814.4900000000001 +05.12.2018 07:40:00.000,1.13315,1.13320,1.13303,1.13307,498.52 +05.12.2018 07:45:00.000,1.13306,1.13318,1.13270,1.13317,608.37 +05.12.2018 07:50:00.000,1.13317,1.13331,1.13290,1.13311,694.14 +05.12.2018 07:55:00.000,1.13310,1.13341,1.13240,1.13310,1164.38 +05.12.2018 08:00:00.000,1.13310,1.13310,1.13215,1.13302,1091.58 +05.12.2018 08:05:00.000,1.13303,1.13358,1.13303,1.13342,826.3 +05.12.2018 08:10:00.000,1.13342,1.13349,1.13271,1.13275,556.89 +05.12.2018 08:15:00.000,1.13275,1.13285,1.13260,1.13285,620.8 +05.12.2018 08:20:00.000,1.13287,1.13317,1.13266,1.13276,656.49 +05.12.2018 08:25:00.000,1.13276,1.13300,1.13262,1.13292,700.44 +05.12.2018 08:30:00.000,1.13292,1.13346,1.13289,1.13339,913.1800000000001 +05.12.2018 08:35:00.000,1.13340,1.13375,1.13340,1.13366,802.47 +05.12.2018 08:40:00.000,1.13366,1.13390,1.13355,1.13376,707.77 +05.12.2018 08:45:00.000,1.13375,1.13438,1.13374,1.13435,1062.7200000000003 +05.12.2018 08:50:00.000,1.13435,1.13438,1.13396,1.13396,838.1600000000001 +05.12.2018 08:55:00.000,1.13399,1.13429,1.13362,1.13377,996.29 +05.12.2018 09:00:00.000,1.13377,1.13393,1.13360,1.13387,737.9599999999999 +05.12.2018 09:05:00.000,1.13388,1.13398,1.13366,1.13391,571.63 +05.12.2018 09:10:00.000,1.13390,1.13395,1.13382,1.13382,531.38 +05.12.2018 09:15:00.000,1.13384,1.13441,1.13382,1.13439,827.0899999999999 +05.12.2018 09:20:00.000,1.13441,1.13443,1.13380,1.13387,724.18 +05.12.2018 09:25:00.000,1.13388,1.13394,1.13381,1.13392,406.95 +05.12.2018 09:30:00.000,1.13390,1.13422,1.13385,1.13419,823.2 +05.12.2018 09:35:00.000,1.13420,1.13440,1.13391,1.13394,807.05 +05.12.2018 09:40:00.000,1.13394,1.13408,1.13383,1.13394,766.13 +05.12.2018 09:45:00.000,1.13393,1.13395,1.13355,1.13358,675.0699999999999 +05.12.2018 09:50:00.000,1.13358,1.13370,1.13329,1.13360,880.15 +05.12.2018 09:55:00.000,1.13360,1.13411,1.13360,1.13373,811.5899999999999 +05.12.2018 10:00:00.000,1.13373,1.13428,1.13372,1.13425,844.83 +05.12.2018 10:05:00.000,1.13425,1.13445,1.13400,1.13434,664.75 +05.12.2018 10:10:00.000,1.13434,1.13454,1.13418,1.13431,669.39 +05.12.2018 10:15:00.000,1.13431,1.13443,1.13389,1.13390,590.85 +05.12.2018 10:20:00.000,1.13390,1.13396,1.13371,1.13372,738.97 +05.12.2018 10:25:00.000,1.13372,1.13389,1.13372,1.13382,509.99 +05.12.2018 10:30:00.000,1.13383,1.13388,1.13365,1.13369,540.83 +05.12.2018 10:35:00.000,1.13369,1.13377,1.13360,1.13371,631.1 +05.12.2018 10:40:00.000,1.13371,1.13393,1.13359,1.13388,804.3800000000001 +05.12.2018 10:45:00.000,1.13389,1.13391,1.13360,1.13363,638.02 +05.12.2018 10:50:00.000,1.13363,1.13368,1.13343,1.13361,689.19 +05.12.2018 10:55:00.000,1.13361,1.13430,1.13361,1.13430,932.89 +05.12.2018 11:00:00.000,1.13430,1.13491,1.13323,1.13478,1487.0100000000002 +05.12.2018 11:05:00.000,1.13478,1.13526,1.13454,1.13493,1042.2399999999998 +05.12.2018 11:10:00.000,1.13493,1.13573,1.13493,1.13565,950.17 +05.12.2018 11:15:00.000,1.13565,1.13581,1.13549,1.13564,1047.76 +05.12.2018 11:20:00.000,1.13564,1.13564,1.13532,1.13532,915.21 +05.12.2018 11:25:00.000,1.13531,1.13562,1.13531,1.13539,781.5000000000001 +05.12.2018 11:30:00.000,1.13538,1.13548,1.13513,1.13522,600.9499999999999 +05.12.2018 11:35:00.000,1.13523,1.13544,1.13501,1.13526,714.86 +05.12.2018 11:40:00.000,1.13526,1.13546,1.13504,1.13511,756.6999999999999 +05.12.2018 11:45:00.000,1.13512,1.13513,1.13475,1.13493,955.06 +05.12.2018 11:50:00.000,1.13495,1.13529,1.13495,1.13520,674.22 +05.12.2018 11:55:00.000,1.13521,1.13550,1.13521,1.13548,735.5 +05.12.2018 12:00:00.000,1.13548,1.13555,1.13522,1.13543,842.31 +05.12.2018 12:05:00.000,1.13544,1.13547,1.13537,1.13547,715.6500000000001 +05.12.2018 12:10:00.000,1.13547,1.13559,1.13532,1.13555,656.03 +05.12.2018 12:15:00.000,1.13554,1.13562,1.13538,1.13547,795.8500000000001 +05.12.2018 12:20:00.000,1.13547,1.13548,1.13532,1.13543,509.5 +05.12.2018 12:25:00.000,1.13542,1.13546,1.13511,1.13514,819.2199999999999 +05.12.2018 12:30:00.000,1.13515,1.13536,1.13513,1.13517,634.6899999999999 +05.12.2018 12:35:00.000,1.13517,1.13554,1.13517,1.13548,301.1 +05.12.2018 12:40:00.000,1.13548,1.13550,1.13538,1.13544,322.18 +05.12.2018 12:45:00.000,1.13544,1.13577,1.13542,1.13575,451.03 +05.12.2018 12:50:00.000,1.13574,1.13577,1.13535,1.13545,550.88 +05.12.2018 12:55:00.000,1.13545,1.13562,1.13512,1.13555,769.35 +05.12.2018 13:00:00.000,1.13556,1.13562,1.13519,1.13526,1291.6399999999999 +05.12.2018 13:05:00.000,1.13526,1.13545,1.13521,1.13540,807.19 +05.12.2018 13:10:00.000,1.13541,1.13546,1.13524,1.13537,775.26 +05.12.2018 13:15:00.000,1.13538,1.13543,1.13523,1.13542,860.41 +05.12.2018 13:20:00.000,1.13542,1.13555,1.13524,1.13555,1090.27 +05.12.2018 13:25:00.000,1.13554,1.13562,1.13522,1.13559,801.15 +05.12.2018 13:30:00.000,1.13560,1.13612,1.13554,1.13590,1168.12 +05.12.2018 13:35:00.000,1.13590,1.13599,1.13571,1.13571,732.6500000000001 +05.12.2018 13:40:00.000,1.13575,1.13588,1.13562,1.13571,623.0900000000001 +05.12.2018 13:45:00.000,1.13572,1.13577,1.13559,1.13562,696.4699999999999 +05.12.2018 13:50:00.000,1.13562,1.13581,1.13552,1.13579,996.84 +05.12.2018 13:55:00.000,1.13581,1.13602,1.13543,1.13558,635.0999999999999 +05.12.2018 14:00:00.000,1.13557,1.13577,1.13553,1.13569,741.3600000000001 +05.12.2018 14:05:00.000,1.13571,1.13588,1.13557,1.13557,1103.7 +05.12.2018 14:10:00.000,1.13557,1.13559,1.13529,1.13529,813.75 +05.12.2018 14:15:00.000,1.13529,1.13531,1.13433,1.13443,1229.85 +05.12.2018 14:20:00.000,1.13441,1.13494,1.13441,1.13480,968.2600000000001 +05.12.2018 14:25:00.000,1.13480,1.13534,1.13478,1.13530,796.43 +05.12.2018 14:30:00.000,1.13530,1.13532,1.13423,1.13423,1221.3 +05.12.2018 14:35:00.000,1.13422,1.13432,1.13326,1.13347,1090.55 +05.12.2018 14:40:00.000,1.13347,1.13353,1.13331,1.13338,1330.1200000000001 +05.12.2018 14:45:00.000,1.13340,1.13355,1.13298,1.13299,1327.99 +05.12.2018 14:50:00.000,1.13299,1.13320,1.13275,1.13281,1282.79 +05.12.2018 14:55:00.000,1.13280,1.13280,1.13224,1.13230,1154.98 +05.12.2018 15:00:00.000,1.13230,1.13280,1.13107,1.13264,1643.22 +05.12.2018 15:05:00.000,1.13265,1.13306,1.13261,1.13300,1071.83 +05.12.2018 15:10:00.000,1.13300,1.13340,1.13294,1.13314,1115.98 +05.12.2018 15:15:00.000,1.13313,1.13359,1.13309,1.13337,1228.03 +05.12.2018 15:20:00.000,1.13337,1.13353,1.13294,1.13332,1018.55 +05.12.2018 15:25:00.000,1.13332,1.13340,1.13271,1.13315,1376.78 +05.12.2018 15:30:00.000,1.13315,1.13349,1.13288,1.13289,927.2 +05.12.2018 15:35:00.000,1.13288,1.13294,1.13250,1.13288,763.3999999999999 +05.12.2018 15:40:00.000,1.13286,1.13329,1.13286,1.13321,683.59 +05.12.2018 15:45:00.000,1.13321,1.13362,1.13316,1.13330,995.02 +05.12.2018 15:50:00.000,1.13329,1.13348,1.13289,1.13290,1180.1699999999998 +05.12.2018 15:55:00.000,1.13290,1.13424,1.13288,1.13418,1354.5900000000001 +05.12.2018 16:00:00.000,1.13419,1.13445,1.13400,1.13439,1119.56 +05.12.2018 16:05:00.000,1.13439,1.13461,1.13415,1.13433,1063.71 +05.12.2018 16:10:00.000,1.13434,1.13502,1.13401,1.13490,1115.42 +05.12.2018 16:15:00.000,1.13491,1.13492,1.13423,1.13490,976.03 +05.12.2018 16:20:00.000,1.13492,1.13501,1.13457,1.13468,1228.26 +05.12.2018 16:25:00.000,1.13470,1.13505,1.13457,1.13481,936.6399999999999 +05.12.2018 16:30:00.000,1.13478,1.13489,1.13457,1.13459,902.9699999999999 +05.12.2018 16:35:00.000,1.13460,1.13484,1.13452,1.13452,784.9499999999999 +05.12.2018 16:40:00.000,1.13453,1.13480,1.13448,1.13466,738.9899999999999 +05.12.2018 16:45:00.000,1.13465,1.13506,1.13465,1.13499,1192.8700000000001 +05.12.2018 16:50:00.000,1.13499,1.13521,1.13499,1.13509,853.28 +05.12.2018 16:55:00.000,1.13512,1.13520,1.13485,1.13493,714.72 +05.12.2018 17:00:00.000,1.13493,1.13504,1.13463,1.13470,630.22 +05.12.2018 17:05:00.000,1.13470,1.13475,1.13439,1.13459,563.99 +05.12.2018 17:10:00.000,1.13458,1.13509,1.13450,1.13505,766.6600000000001 +05.12.2018 17:15:00.000,1.13504,1.13513,1.13485,1.13504,545.4499999999999 +05.12.2018 17:20:00.000,1.13505,1.13582,1.13504,1.13568,810.07 +05.12.2018 17:25:00.000,1.13568,1.13575,1.13518,1.13522,611.73 +05.12.2018 17:30:00.000,1.13519,1.13532,1.13511,1.13513,687.59 +05.12.2018 17:35:00.000,1.13512,1.13545,1.13503,1.13504,712.88 +05.12.2018 17:40:00.000,1.13503,1.13528,1.13503,1.13514,531.84 +05.12.2018 17:45:00.000,1.13514,1.13515,1.13503,1.13512,450.11 +05.12.2018 17:50:00.000,1.13513,1.13525,1.13504,1.13505,552.6 +05.12.2018 17:55:00.000,1.13504,1.13525,1.13488,1.13498,713.0500000000001 +05.12.2018 18:00:00.000,1.13499,1.13539,1.13494,1.13513,668.89 +05.12.2018 18:05:00.000,1.13513,1.13523,1.13502,1.13513,414.66999999999996 +05.12.2018 18:10:00.000,1.13514,1.13518,1.13509,1.13509,515.33 +05.12.2018 18:15:00.000,1.13509,1.13509,1.13473,1.13477,392.32000000000005 +05.12.2018 18:20:00.000,1.13477,1.13498,1.13474,1.13493,719.1099999999999 +05.12.2018 18:25:00.000,1.13493,1.13494,1.13476,1.13480,423.08000000000004 +05.12.2018 18:30:00.000,1.13480,1.13503,1.13465,1.13488,694.15 +05.12.2018 18:35:00.000,1.13488,1.13513,1.13483,1.13506,522.83 +05.12.2018 18:40:00.000,1.13507,1.13507,1.13477,1.13477,439.05999999999995 +05.12.2018 18:45:00.000,1.13478,1.13504,1.13477,1.13488,496.76 +05.12.2018 18:50:00.000,1.13488,1.13495,1.13468,1.13495,406.18 +05.12.2018 18:55:00.000,1.13496,1.13502,1.13449,1.13451,671.46 +05.12.2018 19:00:00.000,1.13451,1.13459,1.13447,1.13451,498.49 +05.12.2018 19:05:00.000,1.13450,1.13463,1.13450,1.13461,423.79 +05.12.2018 19:10:00.000,1.13461,1.13462,1.13455,1.13455,181.90000000000003 +05.12.2018 19:15:00.000,1.13455,1.13469,1.13448,1.13448,352.84 +05.12.2018 19:20:00.000,1.13448,1.13471,1.13448,1.13464,287.49 +05.12.2018 19:25:00.000,1.13463,1.13476,1.13462,1.13464,271.16999999999996 +05.12.2018 19:30:00.000,1.13464,1.13478,1.13456,1.13474,290.65 +05.12.2018 19:35:00.000,1.13474,1.13475,1.13451,1.13467,264.65999999999997 +05.12.2018 19:40:00.000,1.13467,1.13467,1.13427,1.13434,376.27 +05.12.2018 19:45:00.000,1.13433,1.13445,1.13419,1.13433,482.09000000000003 +05.12.2018 19:50:00.000,1.13434,1.13434,1.13409,1.13424,542.53 +05.12.2018 19:55:00.000,1.13424,1.13427,1.13403,1.13405,579.41 +05.12.2018 20:00:00.000,1.13413,1.13447,1.13408,1.13444,565.88 +05.12.2018 20:05:00.000,1.13443,1.13456,1.13432,1.13433,372.65999999999997 +05.12.2018 20:10:00.000,1.13430,1.13430,1.13413,1.13420,387.21000000000004 +05.12.2018 20:15:00.000,1.13421,1.13431,1.13419,1.13428,307.71000000000004 +05.12.2018 20:20:00.000,1.13428,1.13429,1.13416,1.13418,469.87 +05.12.2018 20:25:00.000,1.13416,1.13426,1.13410,1.13425,330.1 +05.12.2018 20:30:00.000,1.13425,1.13425,1.13410,1.13413,327.87 +05.12.2018 20:35:00.000,1.13414,1.13415,1.13389,1.13409,487.77 +05.12.2018 20:40:00.000,1.13408,1.13421,1.13400,1.13413,547.29 +05.12.2018 20:45:00.000,1.13412,1.13435,1.13410,1.13434,515.73 +05.12.2018 20:50:00.000,1.13434,1.13434,1.13413,1.13420,551.4300000000001 +05.12.2018 20:55:00.000,1.13421,1.13448,1.13421,1.13446,371.4 +05.12.2018 21:00:00.000,1.13446,1.13456,1.13428,1.13450,199.94 +05.12.2018 21:05:00.000,1.13449,1.13450,1.13448,1.13449,193.99 +05.12.2018 21:10:00.000,1.13449,1.13452,1.13428,1.13440,325.23 +05.12.2018 21:15:00.000,1.13439,1.13444,1.13436,1.13444,210.46 +05.12.2018 21:20:00.000,1.13447,1.13470,1.13447,1.13464,221.35 +05.12.2018 21:25:00.000,1.13464,1.13470,1.13459,1.13461,356.48999999999995 +05.12.2018 21:30:00.000,1.13462,1.13465,1.13459,1.13459,150.78 +05.12.2018 21:35:00.000,1.13459,1.13462,1.13436,1.13439,419.98999999999995 +05.12.2018 21:40:00.000,1.13439,1.13444,1.13433,1.13439,323.53000000000003 +05.12.2018 21:45:00.000,1.13440,1.13445,1.13436,1.13445,258.96 +05.12.2018 21:50:00.000,1.13444,1.13451,1.13435,1.13447,650 +05.12.2018 21:55:00.000,1.13447,1.13449,1.13439,1.13443,252.26 +05.12.2018 22:00:00.000,1.13441,1.13449,1.13434,1.13436,52.29 +05.12.2018 22:05:00.000,1.13438,1.13480,1.13436,1.13456,194.33 +05.12.2018 22:10:00.000,1.13456,1.13468,1.13443,1.13452,272.02000000000004 +05.12.2018 22:15:00.000,1.13452,1.13463,1.13445,1.13459,244.87 +05.12.2018 22:20:00.000,1.13460,1.13493,1.13453,1.13485,189.56 +05.12.2018 22:25:00.000,1.13487,1.13499,1.13449,1.13458,389.44 +05.12.2018 22:30:00.000,1.13458,1.13492,1.13446,1.13461,421.62 +05.12.2018 22:35:00.000,1.13460,1.13478,1.13457,1.13477,180.04 +05.12.2018 22:40:00.000,1.13478,1.13479,1.13457,1.13466,410.07 +05.12.2018 22:45:00.000,1.13465,1.13495,1.13459,1.13473,726.02 +05.12.2018 22:50:00.000,1.13474,1.13480,1.13457,1.13467,278.34000000000003 +05.12.2018 22:55:00.000,1.13469,1.13480,1.13466,1.13478,328.54999999999995 +05.12.2018 23:00:00.000,1.13475,1.13500,1.13469,1.13491,710.3399999999999 +05.12.2018 23:05:00.000,1.13491,1.13504,1.13480,1.13488,508.57 +05.12.2018 23:10:00.000,1.13487,1.13489,1.13461,1.13466,540.1500000000001 +05.12.2018 23:15:00.000,1.13467,1.13481,1.13460,1.13466,865.63 +05.12.2018 23:20:00.000,1.13467,1.13471,1.13455,1.13462,876.91 +05.12.2018 23:25:00.000,1.13462,1.13466,1.13454,1.13457,738.47 +05.12.2018 23:30:00.000,1.13460,1.13480,1.13460,1.13473,494.42999999999995 +05.12.2018 23:35:00.000,1.13474,1.13476,1.13454,1.13454,379.57000000000005 +05.12.2018 23:40:00.000,1.13454,1.13469,1.13454,1.13455,505.28999999999996 +05.12.2018 23:45:00.000,1.13455,1.13465,1.13451,1.13464,369.81 +05.12.2018 23:50:00.000,1.13464,1.13489,1.13463,1.13477,371.26 +05.12.2018 23:55:00.000,1.13478,1.13493,1.13472,1.13487,312.86 +06.12.2018 00:00:00.000,1.13487,1.13516,1.13454,1.13470,810.72 +06.12.2018 00:05:00.000,1.13470,1.13506,1.13456,1.13470,810.85 +06.12.2018 00:10:00.000,1.13470,1.13479,1.13459,1.13474,522.5899999999999 +06.12.2018 00:15:00.000,1.13474,1.13477,1.13462,1.13469,322.1 +06.12.2018 00:20:00.000,1.13470,1.13476,1.13446,1.13454,349.77 +06.12.2018 00:25:00.000,1.13454,1.13491,1.13454,1.13485,492.92999999999995 +06.12.2018 00:30:00.000,1.13485,1.13499,1.13475,1.13477,457.17 +06.12.2018 00:35:00.000,1.13478,1.13500,1.13478,1.13495,277.61 +06.12.2018 00:40:00.000,1.13494,1.13495,1.13474,1.13484,439.5 +06.12.2018 00:45:00.000,1.13484,1.13496,1.13480,1.13494,692.01 +06.12.2018 00:50:00.000,1.13493,1.13501,1.13486,1.13495,400.73 +06.12.2018 00:55:00.000,1.13497,1.13506,1.13492,1.13495,600.4 +06.12.2018 01:00:00.000,1.13497,1.13514,1.13477,1.13485,1130.41 +06.12.2018 01:05:00.000,1.13486,1.13495,1.13456,1.13480,979.57 +06.12.2018 01:10:00.000,1.13479,1.13518,1.13479,1.13499,663.05 +06.12.2018 01:15:00.000,1.13499,1.13518,1.13490,1.13511,834.46 +06.12.2018 01:20:00.000,1.13510,1.13512,1.13487,1.13487,653.8900000000001 +06.12.2018 01:25:00.000,1.13486,1.13497,1.13459,1.13465,824.7200000000001 +06.12.2018 01:30:00.000,1.13465,1.13473,1.13456,1.13464,725.29 +06.12.2018 01:35:00.000,1.13464,1.13472,1.13441,1.13456,746.7800000000001 +06.12.2018 01:40:00.000,1.13455,1.13475,1.13455,1.13475,577.89 +06.12.2018 01:45:00.000,1.13475,1.13481,1.13470,1.13474,503.71000000000004 +06.12.2018 01:50:00.000,1.13475,1.13491,1.13470,1.13480,708.5600000000002 +06.12.2018 01:55:00.000,1.13480,1.13504,1.13471,1.13477,949.8100000000002 +06.12.2018 02:00:00.000,1.13476,1.13496,1.13470,1.13491,629.0999999999999 +06.12.2018 02:05:00.000,1.13490,1.13499,1.13477,1.13488,1005.49 +06.12.2018 02:10:00.000,1.13488,1.13491,1.13472,1.13481,777.68 +06.12.2018 02:15:00.000,1.13481,1.13504,1.13477,1.13504,728.99 +06.12.2018 02:20:00.000,1.13502,1.13512,1.13478,1.13490,864.11 +06.12.2018 02:25:00.000,1.13490,1.13490,1.13471,1.13471,564.4399999999999 +06.12.2018 02:30:00.000,1.13471,1.13471,1.13456,1.13462,509.31000000000006 +06.12.2018 02:35:00.000,1.13462,1.13473,1.13460,1.13460,411.29999999999995 +06.12.2018 02:40:00.000,1.13458,1.13458,1.13426,1.13427,633.6899999999999 +06.12.2018 02:45:00.000,1.13426,1.13444,1.13420,1.13431,524.79 +06.12.2018 02:50:00.000,1.13431,1.13437,1.13421,1.13424,417.46000000000004 +06.12.2018 02:55:00.000,1.13425,1.13447,1.13425,1.13428,852.49 +06.12.2018 03:00:00.000,1.13429,1.13442,1.13409,1.13437,508.34 +06.12.2018 03:05:00.000,1.13438,1.13449,1.13432,1.13432,465.79 +06.12.2018 03:10:00.000,1.13432,1.13447,1.13425,1.13427,634.99 +06.12.2018 03:15:00.000,1.13427,1.13447,1.13425,1.13447,877.6 +06.12.2018 03:20:00.000,1.13449,1.13454,1.13442,1.13454,470.67 +06.12.2018 03:25:00.000,1.13454,1.13461,1.13422,1.13430,623.4300000000001 +06.12.2018 03:30:00.000,1.13431,1.13436,1.13426,1.13428,680.38 +06.12.2018 03:35:00.000,1.13428,1.13433,1.13419,1.13426,596.34 +06.12.2018 03:40:00.000,1.13425,1.13434,1.13420,1.13432,729.87 +06.12.2018 03:45:00.000,1.13433,1.13433,1.13416,1.13419,573.35 +06.12.2018 03:50:00.000,1.13419,1.13436,1.13411,1.13431,760.6899999999999 +06.12.2018 03:55:00.000,1.13431,1.13434,1.13420,1.13426,704.08 +06.12.2018 04:00:00.000,1.13427,1.13427,1.13402,1.13414,662.4100000000001 +06.12.2018 04:05:00.000,1.13414,1.13423,1.13390,1.13422,669.1400000000001 +06.12.2018 04:10:00.000,1.13421,1.13435,1.13416,1.13426,396.69999999999993 +06.12.2018 04:15:00.000,1.13425,1.13435,1.13415,1.13425,406.00000000000006 +06.12.2018 04:20:00.000,1.13426,1.13468,1.13425,1.13453,778 +06.12.2018 04:25:00.000,1.13452,1.13468,1.13448,1.13460,745.57 +06.12.2018 04:30:00.000,1.13460,1.13461,1.13424,1.13438,508.21999999999997 +06.12.2018 04:35:00.000,1.13438,1.13460,1.13435,1.13442,598.84 +06.12.2018 04:40:00.000,1.13444,1.13446,1.13430,1.13439,446.42 +06.12.2018 04:45:00.000,1.13440,1.13448,1.13430,1.13430,677.6700000000001 +06.12.2018 04:50:00.000,1.13428,1.13441,1.13421,1.13433,598.9000000000001 +06.12.2018 04:55:00.000,1.13431,1.13473,1.13431,1.13472,729.1 +06.12.2018 05:00:00.000,1.13473,1.13489,1.13465,1.13486,657.1200000000001 +06.12.2018 05:05:00.000,1.13486,1.13486,1.13469,1.13471,768 +06.12.2018 05:10:00.000,1.13471,1.13516,1.13470,1.13502,1041.7099999999998 +06.12.2018 05:15:00.000,1.13501,1.13526,1.13493,1.13494,954.0400000000001 +06.12.2018 05:20:00.000,1.13495,1.13501,1.13486,1.13487,495.02000000000004 +06.12.2018 05:25:00.000,1.13490,1.13497,1.13488,1.13494,444.74 +06.12.2018 05:30:00.000,1.13493,1.13495,1.13482,1.13486,554.47 +06.12.2018 05:35:00.000,1.13485,1.13490,1.13474,1.13476,488.63 +06.12.2018 05:40:00.000,1.13475,1.13496,1.13471,1.13491,614.36 +06.12.2018 05:45:00.000,1.13489,1.13497,1.13480,1.13497,557.48 +06.12.2018 05:50:00.000,1.13497,1.13501,1.13464,1.13481,847.0600000000001 +06.12.2018 05:55:00.000,1.13482,1.13482,1.13439,1.13455,653.66 +06.12.2018 06:00:00.000,1.13455,1.13455,1.13425,1.13430,549.71 +06.12.2018 06:05:00.000,1.13429,1.13429,1.13361,1.13378,859.0500000000002 +06.12.2018 06:10:00.000,1.13379,1.13391,1.13365,1.13380,674.37 +06.12.2018 06:15:00.000,1.13378,1.13402,1.13371,1.13377,463.22999999999996 +06.12.2018 06:20:00.000,1.13376,1.13399,1.13360,1.13385,779.5600000000001 +06.12.2018 06:25:00.000,1.13385,1.13396,1.13361,1.13382,830.8700000000001 +06.12.2018 06:30:00.000,1.13382,1.13382,1.13339,1.13340,659.4200000000001 +06.12.2018 06:35:00.000,1.13339,1.13349,1.13324,1.13334,668.76 +06.12.2018 06:40:00.000,1.13334,1.13339,1.13301,1.13325,737.63 +06.12.2018 06:45:00.000,1.13327,1.13328,1.13278,1.13326,927.75 +06.12.2018 06:50:00.000,1.13328,1.13348,1.13325,1.13341,1383.86 +06.12.2018 06:55:00.000,1.13341,1.13350,1.13325,1.13325,708.13 +06.12.2018 07:00:00.000,1.13326,1.13352,1.13290,1.13297,1057.99 +06.12.2018 07:05:00.000,1.13300,1.13316,1.13257,1.13301,1027.4099999999999 +06.12.2018 07:10:00.000,1.13302,1.13321,1.13243,1.13315,1080.8 +06.12.2018 07:15:00.000,1.13315,1.13407,1.13295,1.13361,1709.84 +06.12.2018 07:20:00.000,1.13367,1.13376,1.13277,1.13293,1178.02 +06.12.2018 07:25:00.000,1.13294,1.13331,1.13281,1.13281,1041.16 +06.12.2018 07:30:00.000,1.13279,1.13290,1.13242,1.13261,1202.3899999999999 +06.12.2018 07:35:00.000,1.13260,1.13327,1.13260,1.13315,842.44 +06.12.2018 07:40:00.000,1.13317,1.13330,1.13270,1.13281,937.87 +06.12.2018 07:45:00.000,1.13281,1.13340,1.13275,1.13340,1033.12 +06.12.2018 07:50:00.000,1.13341,1.13345,1.13321,1.13337,873.76 +06.12.2018 07:55:00.000,1.13339,1.13340,1.13244,1.13244,1277.51 +06.12.2018 08:00:00.000,1.13241,1.13308,1.13209,1.13302,1235.7399999999998 +06.12.2018 08:05:00.000,1.13301,1.13313,1.13253,1.13268,1159.6599999999999 +06.12.2018 08:10:00.000,1.13267,1.13296,1.13235,1.13292,1316.49 +06.12.2018 08:15:00.000,1.13290,1.13324,1.13282,1.13302,1118.2800000000002 +06.12.2018 08:20:00.000,1.13300,1.13319,1.13252,1.13256,811.06 +06.12.2018 08:25:00.000,1.13256,1.13269,1.13216,1.13251,1002.25 +06.12.2018 08:30:00.000,1.13251,1.13301,1.13226,1.13292,1183.87 +06.12.2018 08:35:00.000,1.13294,1.13312,1.13276,1.13312,1002.72 +06.12.2018 08:40:00.000,1.13311,1.13343,1.13306,1.13320,971.9699999999999 +06.12.2018 08:45:00.000,1.13321,1.13330,1.13282,1.13288,1293.53 +06.12.2018 08:50:00.000,1.13288,1.13339,1.13283,1.13339,966.31 +06.12.2018 08:55:00.000,1.13341,1.13382,1.13329,1.13340,1129.9099999999999 +06.12.2018 09:00:00.000,1.13341,1.13348,1.13235,1.13257,1475.04 +06.12.2018 09:05:00.000,1.13260,1.13306,1.13257,1.13287,1326.03 +06.12.2018 09:10:00.000,1.13286,1.13359,1.13281,1.13346,1172.3 +06.12.2018 09:15:00.000,1.13345,1.13380,1.13343,1.13373,1412.2 +06.12.2018 09:20:00.000,1.13372,1.13405,1.13356,1.13384,1175.51 +06.12.2018 09:25:00.000,1.13385,1.13462,1.13385,1.13391,1001.6299999999999 +06.12.2018 09:30:00.000,1.13390,1.13432,1.13390,1.13430,804.8499999999999 +06.12.2018 09:35:00.000,1.13429,1.13461,1.13414,1.13414,978.49 +06.12.2018 09:40:00.000,1.13414,1.13417,1.13371,1.13393,922.87 +06.12.2018 09:45:00.000,1.13392,1.13409,1.13363,1.13365,819.1800000000001 +06.12.2018 09:50:00.000,1.13364,1.13380,1.13327,1.13342,974.3100000000001 +06.12.2018 09:55:00.000,1.13342,1.13410,1.13335,1.13405,1006.5999999999999 +06.12.2018 10:00:00.000,1.13406,1.13431,1.13346,1.13355,1189.17 +06.12.2018 10:05:00.000,1.13355,1.13363,1.13328,1.13359,928.79 +06.12.2018 10:10:00.000,1.13359,1.13374,1.13343,1.13373,939.53 +06.12.2018 10:15:00.000,1.13373,1.13374,1.13318,1.13331,1109.74 +06.12.2018 10:20:00.000,1.13331,1.13331,1.13283,1.13304,976.2299999999999 +06.12.2018 10:25:00.000,1.13307,1.13327,1.13256,1.13272,1241.87 +06.12.2018 10:30:00.000,1.13271,1.13292,1.13251,1.13274,1472.99 +06.12.2018 10:35:00.000,1.13274,1.13290,1.13251,1.13254,903.95 +06.12.2018 10:40:00.000,1.13254,1.13269,1.13226,1.13264,984.09 +06.12.2018 10:45:00.000,1.13264,1.13296,1.13262,1.13286,907.56 +06.12.2018 10:50:00.000,1.13284,1.13323,1.13283,1.13311,981.9300000000001 +06.12.2018 10:55:00.000,1.13311,1.13322,1.13290,1.13302,1012.4699999999999 +06.12.2018 11:00:00.000,1.13302,1.13355,1.13280,1.13342,1178.8300000000002 +06.12.2018 11:05:00.000,1.13342,1.13369,1.13334,1.13364,789.97 +06.12.2018 11:10:00.000,1.13367,1.13374,1.13340,1.13374,1011.75 +06.12.2018 11:15:00.000,1.13374,1.13394,1.13349,1.13363,825.48 +06.12.2018 11:20:00.000,1.13363,1.13369,1.13328,1.13331,756.3399999999999 +06.12.2018 11:25:00.000,1.13332,1.13410,1.13332,1.13380,934.81 +06.12.2018 11:30:00.000,1.13379,1.13391,1.13357,1.13390,769.74 +06.12.2018 11:35:00.000,1.13391,1.13419,1.13368,1.13374,794.7599999999999 +06.12.2018 11:40:00.000,1.13375,1.13421,1.13372,1.13414,783.0899999999999 +06.12.2018 11:45:00.000,1.13417,1.13434,1.13388,1.13411,1223.63 +06.12.2018 11:50:00.000,1.13409,1.13420,1.13369,1.13371,1058.3600000000001 +06.12.2018 11:55:00.000,1.13371,1.13395,1.13369,1.13384,881.77 +06.12.2018 12:00:00.000,1.13386,1.13420,1.13370,1.13410,1004.38 +06.12.2018 12:05:00.000,1.13410,1.13436,1.13390,1.13417,1233.0900000000001 +06.12.2018 12:10:00.000,1.13417,1.13449,1.13410,1.13423,1036.27 +06.12.2018 12:15:00.000,1.13423,1.13444,1.13404,1.13426,923.7199999999999 +06.12.2018 12:20:00.000,1.13428,1.13452,1.13415,1.13422,1064.04 +06.12.2018 12:25:00.000,1.13422,1.13427,1.13394,1.13420,1053.37 +06.12.2018 12:30:00.000,1.13420,1.13476,1.13419,1.13449,1113.56 +06.12.2018 12:35:00.000,1.13450,1.13484,1.13449,1.13464,1051.3400000000001 +06.12.2018 12:40:00.000,1.13465,1.13485,1.13447,1.13481,938.28 +06.12.2018 12:45:00.000,1.13481,1.13505,1.13463,1.13466,889.6999999999999 +06.12.2018 12:50:00.000,1.13465,1.13479,1.13454,1.13476,907 +06.12.2018 12:55:00.000,1.13476,1.13507,1.13470,1.13480,1250.62 +06.12.2018 13:00:00.000,1.13483,1.13524,1.13458,1.13520,1466.27 +06.12.2018 13:05:00.000,1.13520,1.13549,1.13516,1.13519,1157 +06.12.2018 13:10:00.000,1.13519,1.13544,1.13511,1.13513,836.46 +06.12.2018 13:15:00.000,1.13517,1.13662,1.13511,1.13638,1955.8800000000003 +06.12.2018 13:20:00.000,1.13636,1.13682,1.13627,1.13628,2054.79 +06.12.2018 13:25:00.000,1.13624,1.13645,1.13600,1.13640,1667.43 +06.12.2018 13:30:00.000,1.13640,1.13674,1.13582,1.13604,1812.4399999999998 +06.12.2018 13:35:00.000,1.13606,1.13643,1.13577,1.13627,1926.4499999999998 +06.12.2018 13:40:00.000,1.13626,1.13668,1.13622,1.13636,1703.77 +06.12.2018 13:45:00.000,1.13636,1.13674,1.13615,1.13645,1883.92 +06.12.2018 13:50:00.000,1.13644,1.13660,1.13624,1.13633,1482.1000000000001 +06.12.2018 13:55:00.000,1.13635,1.13643,1.13591,1.13595,1607.5900000000001 +06.12.2018 14:00:00.000,1.13594,1.13624,1.13577,1.13604,1963.01 +06.12.2018 14:05:00.000,1.13608,1.13773,1.13604,1.13763,2154.9199999999996 +06.12.2018 14:10:00.000,1.13766,1.13877,1.13756,1.13862,2071.36 +06.12.2018 14:15:00.000,1.13864,1.13930,1.13847,1.13913,2009.6399999999999 +06.12.2018 14:20:00.000,1.13914,1.13945,1.13841,1.13845,2006.8700000000001 +06.12.2018 14:25:00.000,1.13847,1.13869,1.13826,1.13830,1745.0500000000002 +06.12.2018 14:30:00.000,1.13830,1.13889,1.13822,1.13855,2026.09 +06.12.2018 14:35:00.000,1.13855,1.13932,1.13843,1.13923,1977.52 +06.12.2018 14:40:00.000,1.13924,1.13955,1.13886,1.13920,1654.98 +06.12.2018 14:45:00.000,1.13919,1.13928,1.13880,1.13898,1910.85 +06.12.2018 14:50:00.000,1.13897,1.13937,1.13876,1.13912,1599.04 +06.12.2018 14:55:00.000,1.13912,1.13996,1.13910,1.13955,1586.03 +06.12.2018 15:00:00.000,1.13929,1.13998,1.13910,1.13961,1963.04 +06.12.2018 15:05:00.000,1.13960,1.13983,1.13918,1.13923,1475.96 +06.12.2018 15:10:00.000,1.13923,1.14018,1.13920,1.13995,1794.0200000000002 +06.12.2018 15:15:00.000,1.13995,1.14016,1.13964,1.13999,1624.39 +06.12.2018 15:20:00.000,1.13999,1.14038,1.13985,1.14036,1546.3900000000003 +06.12.2018 15:25:00.000,1.14040,1.14123,1.14040,1.14087,1747.2800000000002 +06.12.2018 15:30:00.000,1.14087,1.14113,1.14026,1.14033,1851.64 +06.12.2018 15:35:00.000,1.14033,1.14056,1.13965,1.13976,1665.83 +06.12.2018 15:40:00.000,1.13975,1.14007,1.13969,1.14003,1531.22 +06.12.2018 15:45:00.000,1.14003,1.14026,1.13961,1.13996,1985.8600000000001 +06.12.2018 15:50:00.000,1.13996,1.14000,1.13879,1.13917,2202.4300000000003 +06.12.2018 15:55:00.000,1.13919,1.13943,1.13810,1.13817,2200.33 +06.12.2018 16:00:00.000,1.13819,1.13845,1.13761,1.13807,2055.14 +06.12.2018 16:05:00.000,1.13806,1.13836,1.13782,1.13824,1307.3600000000001 +06.12.2018 16:10:00.000,1.13821,1.13857,1.13797,1.13823,1567.71 +06.12.2018 16:15:00.000,1.13823,1.13823,1.13703,1.13703,1695.81 +06.12.2018 16:20:00.000,1.13702,1.13744,1.13697,1.13743,1109.13 +06.12.2018 16:25:00.000,1.13745,1.13780,1.13704,1.13704,1152.37 +06.12.2018 16:30:00.000,1.13703,1.13709,1.13611,1.13614,1553.92 +06.12.2018 16:35:00.000,1.13613,1.13647,1.13574,1.13606,1900.43 +06.12.2018 16:40:00.000,1.13606,1.13671,1.13596,1.13652,1157.06 +06.12.2018 16:45:00.000,1.13656,1.13706,1.13651,1.13686,1486.5400000000002 +06.12.2018 16:50:00.000,1.13686,1.13721,1.13666,1.13714,1283.3799999999999 +06.12.2018 16:55:00.000,1.13717,1.13753,1.13702,1.13730,1861.25 +06.12.2018 17:00:00.000,1.13730,1.13775,1.13727,1.13758,1725.3500000000001 +06.12.2018 17:05:00.000,1.13759,1.13800,1.13747,1.13798,1071.19 +06.12.2018 17:10:00.000,1.13799,1.13809,1.13779,1.13808,1409.65 +06.12.2018 17:15:00.000,1.13808,1.13869,1.13774,1.13844,1911.4099999999999 +06.12.2018 17:20:00.000,1.13847,1.13861,1.13833,1.13837,1409.52 +06.12.2018 17:25:00.000,1.13837,1.13897,1.13837,1.13882,1326.92 +06.12.2018 17:30:00.000,1.13881,1.13896,1.13856,1.13861,1618.69 +06.12.2018 17:35:00.000,1.13860,1.13884,1.13851,1.13878,1447.2799999999997 +06.12.2018 17:40:00.000,1.13877,1.13886,1.13790,1.13806,1494.23 +06.12.2018 17:45:00.000,1.13807,1.13817,1.13761,1.13785,1621.3500000000001 +06.12.2018 17:50:00.000,1.13786,1.13842,1.13775,1.13838,1537.2199999999998 +06.12.2018 17:55:00.000,1.13839,1.13881,1.13830,1.13864,1468.49 +06.12.2018 18:00:00.000,1.13863,1.13915,1.13851,1.13869,1365.5800000000002 +06.12.2018 18:05:00.000,1.13867,1.13890,1.13860,1.13869,846.82 +06.12.2018 18:10:00.000,1.13870,1.13873,1.13832,1.13843,1131.33 +06.12.2018 18:15:00.000,1.13842,1.13892,1.13842,1.13875,1077.95 +06.12.2018 18:20:00.000,1.13874,1.13926,1.13864,1.13884,1131.36 +06.12.2018 18:25:00.000,1.13890,1.13909,1.13854,1.13856,1189 +06.12.2018 18:30:00.000,1.13856,1.13865,1.13847,1.13855,986.64 +06.12.2018 18:35:00.000,1.13854,1.13864,1.13835,1.13849,869.19 +06.12.2018 18:40:00.000,1.13847,1.13865,1.13838,1.13862,757.15 +06.12.2018 18:45:00.000,1.13861,1.13863,1.13837,1.13853,958.5799999999999 +06.12.2018 18:50:00.000,1.13853,1.13867,1.13837,1.13837,699.96 +06.12.2018 18:55:00.000,1.13838,1.13850,1.13808,1.13835,840.73 +06.12.2018 19:00:00.000,1.13835,1.13882,1.13830,1.13863,870.7599999999999 +06.12.2018 19:05:00.000,1.13863,1.13895,1.13854,1.13884,1076.33 +06.12.2018 19:10:00.000,1.13884,1.13900,1.13870,1.13874,950.21 +06.12.2018 19:15:00.000,1.13875,1.13879,1.13846,1.13848,680.15 +06.12.2018 19:20:00.000,1.13848,1.13870,1.13838,1.13845,797.48 +06.12.2018 19:25:00.000,1.13846,1.13860,1.13837,1.13844,1036.99 +06.12.2018 19:30:00.000,1.13844,1.13845,1.13814,1.13835,802.49 +06.12.2018 19:35:00.000,1.13834,1.13854,1.13824,1.13827,1021.83 +06.12.2018 19:40:00.000,1.13826,1.13829,1.13788,1.13797,816.19 +06.12.2018 19:45:00.000,1.13796,1.13805,1.13786,1.13801,860.24 +06.12.2018 19:50:00.000,1.13801,1.13807,1.13727,1.13729,1135.98 +06.12.2018 19:55:00.000,1.13727,1.13745,1.13719,1.13733,1310.01 +06.12.2018 20:00:00.000,1.13732,1.13756,1.13728,1.13743,1197.25 +06.12.2018 20:05:00.000,1.13745,1.13756,1.13729,1.13735,1046.8400000000001 +06.12.2018 20:10:00.000,1.13735,1.13755,1.13730,1.13753,749.2600000000001 +06.12.2018 20:15:00.000,1.13753,1.13765,1.13729,1.13731,949.3100000000001 +06.12.2018 20:20:00.000,1.13729,1.13741,1.13721,1.13731,921.3 +06.12.2018 20:25:00.000,1.13731,1.13757,1.13711,1.13756,1248.8400000000001 +06.12.2018 20:30:00.000,1.13756,1.13774,1.13746,1.13746,984.4100000000001 +06.12.2018 20:35:00.000,1.13746,1.13752,1.13687,1.13687,805.17 +06.12.2018 20:40:00.000,1.13685,1.13749,1.13675,1.13735,1133.0900000000001 +06.12.2018 20:45:00.000,1.13735,1.13759,1.13731,1.13740,818.48 +06.12.2018 20:50:00.000,1.13739,1.13774,1.13738,1.13768,895.6800000000001 +06.12.2018 20:55:00.000,1.13768,1.13822,1.13766,1.13819,660.12 +06.12.2018 21:00:00.000,1.13819,1.13835,1.13808,1.13827,314.9 +06.12.2018 21:05:00.000,1.13828,1.13835,1.13809,1.13809,472.47 +06.12.2018 21:10:00.000,1.13809,1.13836,1.13804,1.13829,356.0899999999999 +06.12.2018 21:15:00.000,1.13829,1.13833,1.13823,1.13825,341.24 +06.12.2018 21:20:00.000,1.13825,1.13825,1.13799,1.13800,217.33 +06.12.2018 21:25:00.000,1.13802,1.13813,1.13802,1.13809,112.78999999999999 +06.12.2018 21:30:00.000,1.13809,1.13812,1.13805,1.13806,351.38 +06.12.2018 21:35:00.000,1.13807,1.13825,1.13806,1.13815,320.14 +06.12.2018 21:40:00.000,1.13815,1.13819,1.13788,1.13793,481.9 +06.12.2018 21:45:00.000,1.13792,1.13801,1.13782,1.13783,441.5 +06.12.2018 21:50:00.000,1.13782,1.13789,1.13780,1.13789,382.64 +06.12.2018 21:55:00.000,1.13785,1.13793,1.13720,1.13720,285.17 +06.12.2018 22:00:00.000,1.13720,1.13805,1.13720,1.13805,31 +06.12.2018 22:05:00.000,1.13720,1.13805,1.13720,1.13720,126.89 +06.12.2018 22:10:00.000,1.13720,1.13799,1.13720,1.13720,350.84000000000003 +06.12.2018 22:15:00.000,1.13720,1.13789,1.13720,1.13756,409.55 +06.12.2018 22:20:00.000,1.13756,1.13784,1.13720,1.13781,273.34 +06.12.2018 22:25:00.000,1.13782,1.13797,1.13720,1.13744,357.32 +06.12.2018 22:30:00.000,1.13744,1.13792,1.13725,1.13782,787.71 +06.12.2018 22:35:00.000,1.13781,1.13793,1.13751,1.13773,429.83000000000004 +06.12.2018 22:40:00.000,1.13773,1.13774,1.13748,1.13763,431.97999999999996 +06.12.2018 22:45:00.000,1.13763,1.13794,1.13735,1.13751,942.13 +06.12.2018 22:50:00.000,1.13750,1.13792,1.13747,1.13754,391.47 +06.12.2018 22:55:00.000,1.13754,1.13768,1.13737,1.13768,564.3599999999999 +06.12.2018 23:00:00.000,1.13766,1.13778,1.13751,1.13775,759.98 +06.12.2018 23:05:00.000,1.13776,1.13786,1.13764,1.13768,470.74 +06.12.2018 23:10:00.000,1.13767,1.13778,1.13759,1.13765,415.81 +06.12.2018 23:15:00.000,1.13773,1.13777,1.13761,1.13775,263.63 +06.12.2018 23:20:00.000,1.13776,1.13776,1.13761,1.13774,431.65 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00:35:00.000,1.13757,1.13761,1.13749,1.13749,440.94999999999993 +07.12.2018 00:40:00.000,1.13749,1.13750,1.13736,1.13737,472.13 +07.12.2018 00:45:00.000,1.13737,1.13745,1.13731,1.13731,793.9100000000001 +07.12.2018 00:50:00.000,1.13731,1.13736,1.13711,1.13721,797.61 +07.12.2018 00:55:00.000,1.13721,1.13741,1.13716,1.13738,696.9399999999999 +07.12.2018 01:00:00.000,1.13738,1.13752,1.13727,1.13736,504.77 +07.12.2018 01:05:00.000,1.13737,1.13747,1.13731,1.13732,517.1 +07.12.2018 01:10:00.000,1.13731,1.13753,1.13731,1.13747,475.79 +07.12.2018 01:15:00.000,1.13746,1.13758,1.13742,1.13742,570.78 +07.12.2018 01:20:00.000,1.13742,1.13763,1.13739,1.13741,570.8199999999999 +07.12.2018 01:25:00.000,1.13741,1.13767,1.13740,1.13759,518.4 +07.12.2018 01:30:00.000,1.13759,1.13760,1.13749,1.13759,653.28 +07.12.2018 01:35:00.000,1.13758,1.13778,1.13758,1.13768,395.95 +07.12.2018 01:40:00.000,1.13768,1.13771,1.13757,1.13762,481.98 +07.12.2018 01:45:00.000,1.13764,1.13767,1.13751,1.13752,637.3900000000001 +07.12.2018 01:50:00.000,1.13753,1.13763,1.13739,1.13757,686.88 +07.12.2018 01:55:00.000,1.13757,1.13762,1.13751,1.13757,666.81 +07.12.2018 02:00:00.000,1.13756,1.13756,1.13739,1.13751,683.06 +07.12.2018 02:05:00.000,1.13751,1.13751,1.13741,1.13743,517.9 +07.12.2018 02:10:00.000,1.13744,1.13755,1.13739,1.13754,516.22 +07.12.2018 02:15:00.000,1.13754,1.13762,1.13748,1.13752,504.04 +07.12.2018 02:20:00.000,1.13752,1.13753,1.13735,1.13737,404.16 +07.12.2018 02:25:00.000,1.13736,1.13747,1.13733,1.13734,405.16 +07.12.2018 02:30:00.000,1.13734,1.13739,1.13729,1.13739,328.92 +07.12.2018 02:35:00.000,1.13739,1.13763,1.13734,1.13762,397.96000000000004 +07.12.2018 02:40:00.000,1.13763,1.13763,1.13742,1.13748,586.54 +07.12.2018 02:45:00.000,1.13749,1.13774,1.13747,1.13772,458.7900000000001 +07.12.2018 02:50:00.000,1.13767,1.13769,1.13752,1.13758,607.29 +07.12.2018 02:55:00.000,1.13758,1.13762,1.13740,1.13746,485.02000000000004 +07.12.2018 03:00:00.000,1.13745,1.13760,1.13745,1.13760,278.65999999999997 +07.12.2018 03:05:00.000,1.13760,1.13764,1.13749,1.13750,290.38 +07.12.2018 03:10:00.000,1.13749,1.13765,1.13745,1.13754,471.93 +07.12.2018 03:15:00.000,1.13754,1.13765,1.13751,1.13761,305.53 +07.12.2018 03:20:00.000,1.13761,1.13787,1.13755,1.13781,510.51 +07.12.2018 03:25:00.000,1.13782,1.13793,1.13776,1.13789,362.89 +07.12.2018 03:30:00.000,1.13787,1.13819,1.13781,1.13812,581.8399999999999 +07.12.2018 03:35:00.000,1.13812,1.13814,1.13802,1.13804,397.73999999999995 +07.12.2018 03:40:00.000,1.13804,1.13808,1.13795,1.13802,297.61 +07.12.2018 03:45:00.000,1.13802,1.13809,1.13789,1.13799,710.4 +07.12.2018 03:50:00.000,1.13799,1.13806,1.13771,1.13777,402.99 +07.12.2018 03:55:00.000,1.13777,1.13788,1.13765,1.13773,457.53999999999996 +07.12.2018 04:00:00.000,1.13773,1.13784,1.13760,1.13762,577.39 +07.12.2018 04:05:00.000,1.13762,1.13762,1.13749,1.13754,673.02 +07.12.2018 04:10:00.000,1.13754,1.13759,1.13749,1.13749,471.23999999999995 +07.12.2018 04:15:00.000,1.13749,1.13764,1.13748,1.13753,676.33 +07.12.2018 04:20:00.000,1.13753,1.13760,1.13750,1.13760,328.51 +07.12.2018 04:25:00.000,1.13762,1.13769,1.13745,1.13769,722.9999999999999 +07.12.2018 04:30:00.000,1.13769,1.13769,1.13752,1.13758,597.23 +07.12.2018 04:35:00.000,1.13758,1.13769,1.13753,1.13753,546.04 +07.12.2018 04:40:00.000,1.13753,1.13754,1.13745,1.13747,345.12 +07.12.2018 04:45:00.000,1.13747,1.13754,1.13746,1.13747,355.92 +07.12.2018 04:50:00.000,1.13748,1.13749,1.13741,1.13748,337.14 +07.12.2018 04:55:00.000,1.13747,1.13755,1.13737,1.13738,287.88 +07.12.2018 05:00:00.000,1.13737,1.13744,1.13732,1.13733,278.46000000000004 +07.12.2018 05:05:00.000,1.13733,1.13735,1.13717,1.13735,360.48 +07.12.2018 05:10:00.000,1.13736,1.13745,1.13734,1.13734,430.21 +07.12.2018 05:15:00.000,1.13734,1.13748,1.13734,1.13743,283.7 +07.12.2018 05:20:00.000,1.13743,1.13744,1.13720,1.13739,384.15000000000003 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06:35:00.000,1.13698,1.13711,1.13693,1.13701,587.83 +07.12.2018 06:40:00.000,1.13700,1.13704,1.13672,1.13676,544.6500000000001 +07.12.2018 06:45:00.000,1.13678,1.13714,1.13674,1.13691,536.13 +07.12.2018 06:50:00.000,1.13692,1.13703,1.13692,1.13699,337.59 +07.12.2018 06:55:00.000,1.13699,1.13739,1.13696,1.13734,537.65 +07.12.2018 07:00:00.000,1.13733,1.13733,1.13632,1.13637,1101.57 +07.12.2018 07:05:00.000,1.13639,1.13652,1.13619,1.13623,736.92 +07.12.2018 07:10:00.000,1.13622,1.13684,1.13603,1.13668,852.1700000000001 +07.12.2018 07:15:00.000,1.13668,1.13671,1.13632,1.13633,615.91 +07.12.2018 07:20:00.000,1.13634,1.13686,1.13627,1.13674,818.2199999999999 +07.12.2018 07:25:00.000,1.13678,1.13685,1.13641,1.13684,872.2700000000001 +07.12.2018 07:30:00.000,1.13686,1.13721,1.13686,1.13704,881.87 +07.12.2018 07:35:00.000,1.13704,1.13726,1.13694,1.13699,689.8199999999999 +07.12.2018 07:40:00.000,1.13700,1.13734,1.13693,1.13728,981.69 +07.12.2018 07:45:00.000,1.13727,1.13747,1.13708,1.13728,910.79 +07.12.2018 07:50:00.000,1.13728,1.13748,1.13724,1.13747,663.6100000000001 +07.12.2018 07:55:00.000,1.13746,1.13755,1.13729,1.13730,858.8500000000001 +07.12.2018 08:00:00.000,1.13730,1.13730,1.13683,1.13705,1219.02 +07.12.2018 08:05:00.000,1.13704,1.13747,1.13690,1.13723,1176.45 +07.12.2018 08:10:00.000,1.13724,1.13748,1.13695,1.13714,975.5699999999999 +07.12.2018 08:15:00.000,1.13715,1.13729,1.13673,1.13684,1017.7099999999999 +07.12.2018 08:20:00.000,1.13683,1.13723,1.13635,1.13720,1183.16 +07.12.2018 08:25:00.000,1.13721,1.13752,1.13702,1.13733,1289.4499999999998 +07.12.2018 08:30:00.000,1.13732,1.13794,1.13729,1.13771,1525.23 +07.12.2018 08:35:00.000,1.13772,1.13804,1.13759,1.13801,1202.72 +07.12.2018 08:40:00.000,1.13801,1.13820,1.13766,1.13810,1210.3200000000002 +07.12.2018 08:45:00.000,1.13809,1.13825,1.13799,1.13812,979.5600000000001 +07.12.2018 08:50:00.000,1.13810,1.13812,1.13781,1.13799,976.26 +07.12.2018 08:55:00.000,1.13799,1.13802,1.13736,1.13774,1305.1499999999999 +07.12.2018 09:00:00.000,1.13774,1.13786,1.13731,1.13731,1259.48 +07.12.2018 09:05:00.000,1.13730,1.13733,1.13706,1.13725,827.22 +07.12.2018 09:10:00.000,1.13726,1.13757,1.13710,1.13748,660.6400000000001 +07.12.2018 09:15:00.000,1.13748,1.13797,1.13731,1.13773,773.32 +07.12.2018 09:20:00.000,1.13773,1.13795,1.13758,1.13774,931.84 +07.12.2018 09:25:00.000,1.13774,1.13778,1.13738,1.13749,829.6600000000001 +07.12.2018 09:30:00.000,1.13748,1.13749,1.13688,1.13689,1121.8000000000002 +07.12.2018 09:35:00.000,1.13690,1.13693,1.13659,1.13659,932.46 +07.12.2018 09:40:00.000,1.13659,1.13670,1.13630,1.13661,1204.3600000000001 +07.12.2018 09:45:00.000,1.13661,1.13678,1.13644,1.13660,856.0999999999999 +07.12.2018 09:50:00.000,1.13659,1.13675,1.13639,1.13666,1103.96 +07.12.2018 09:55:00.000,1.13665,1.13675,1.13647,1.13660,930.5300000000001 +07.12.2018 10:00:00.000,1.13659,1.13735,1.13649,1.13723,935.0500000000002 +07.12.2018 10:05:00.000,1.13726,1.13732,1.13681,1.13708,1209.35 +07.12.2018 10:10:00.000,1.13708,1.13720,1.13674,1.13697,1255.08 +07.12.2018 10:15:00.000,1.13695,1.13711,1.13689,1.13693,1303.2 +07.12.2018 10:20:00.000,1.13693,1.13720,1.13689,1.13711,842.4300000000001 +07.12.2018 10:25:00.000,1.13712,1.13724,1.13699,1.13699,1031.56 +07.12.2018 10:30:00.000,1.13698,1.13744,1.13693,1.13702,789.1 +07.12.2018 10:35:00.000,1.13703,1.13705,1.13676,1.13679,781.8 +07.12.2018 10:40:00.000,1.13677,1.13680,1.13643,1.13646,899.73 +07.12.2018 10:45:00.000,1.13648,1.13659,1.13628,1.13658,1031.1399999999999 +07.12.2018 10:50:00.000,1.13660,1.13685,1.13651,1.13672,1091.64 +07.12.2018 10:55:00.000,1.13672,1.13713,1.13659,1.13705,1077.78 +07.12.2018 11:00:00.000,1.13705,1.13720,1.13696,1.13720,932.7799999999999 +07.12.2018 11:05:00.000,1.13720,1.13745,1.13714,1.13730,1104.06 +07.12.2018 11:10:00.000,1.13730,1.13740,1.13718,1.13729,927.55 +07.12.2018 11:15:00.000,1.13732,1.13759,1.13708,1.13756,912.97 +07.12.2018 11:20:00.000,1.13756,1.13768,1.13713,1.13729,1073.87 +07.12.2018 11:25:00.000,1.13729,1.13774,1.13714,1.13771,943.59 +07.12.2018 11:30:00.000,1.13771,1.13798,1.13765,1.13786,672.53 +07.12.2018 11:35:00.000,1.13787,1.13799,1.13772,1.13790,935.0200000000001 +07.12.2018 11:40:00.000,1.13792,1.13831,1.13789,1.13809,1091.66 +07.12.2018 11:45:00.000,1.13809,1.13829,1.13788,1.13793,940.5300000000001 +07.12.2018 11:50:00.000,1.13794,1.13840,1.13792,1.13840,749.43 +07.12.2018 11:55:00.000,1.13839,1.13841,1.13799,1.13808,995.39 +07.12.2018 12:00:00.000,1.13808,1.13823,1.13792,1.13818,921.94 +07.12.2018 12:05:00.000,1.13819,1.13821,1.13786,1.13792,949.25 +07.12.2018 12:10:00.000,1.13790,1.13802,1.13777,1.13802,1166.25 +07.12.2018 12:15:00.000,1.13801,1.13802,1.13771,1.13789,1225.32 +07.12.2018 12:20:00.000,1.13791,1.13793,1.13718,1.13737,1010.3299999999999 +07.12.2018 12:25:00.000,1.13737,1.13738,1.13714,1.13725,919.3 +07.12.2018 12:30:00.000,1.13726,1.13740,1.13692,1.13697,986.85 +07.12.2018 12:35:00.000,1.13699,1.13745,1.13698,1.13706,846.27 +07.12.2018 12:40:00.000,1.13705,1.13714,1.13688,1.13709,745.25 +07.12.2018 12:45:00.000,1.13709,1.13713,1.13672,1.13683,1046.71 +07.12.2018 12:50:00.000,1.13683,1.13721,1.13678,1.13710,891.1899999999999 +07.12.2018 12:55:00.000,1.13709,1.13716,1.13649,1.13655,1500.43 +07.12.2018 13:00:00.000,1.13659,1.13745,1.13659,1.13745,1181.3000000000002 +07.12.2018 13:05:00.000,1.13745,1.13748,1.13717,1.13736,1388.84 +07.12.2018 13:10:00.000,1.13737,1.13757,1.13682,1.13708,1216.99 +07.12.2018 13:15:00.000,1.13708,1.13715,1.13672,1.13679,1106 +07.12.2018 13:20:00.000,1.13681,1.13682,1.13653,1.13680,1210.9699999999998 +07.12.2018 13:25:00.000,1.13679,1.13706,1.13656,1.13674,927.6500000000001 +07.12.2018 13:30:00.000,1.13674,1.14150,1.13673,1.14102,2631.81 +07.12.2018 13:35:00.000,1.14101,1.14126,1.13923,1.13984,2842.1200000000003 +07.12.2018 13:40:00.000,1.13988,1.14028,1.13766,1.13794,2551.7200000000003 +07.12.2018 13:45:00.000,1.13795,1.13878,1.13758,1.13862,1800.3600000000001 +07.12.2018 13:50:00.000,1.13862,1.13915,1.13841,1.13914,1533.29 +07.12.2018 13:55:00.000,1.13917,1.13968,1.13861,1.13887,1488.97 +07.12.2018 14:00:00.000,1.13886,1.13947,1.13792,1.13821,1823.9599999999998 +07.12.2018 14:05:00.000,1.13818,1.13843,1.13736,1.13787,1658.38 +07.12.2018 14:10:00.000,1.13789,1.13843,1.13741,1.13802,1636.56 +07.12.2018 14:15:00.000,1.13803,1.13875,1.13798,1.13832,1832.5 +07.12.2018 14:20:00.000,1.13832,1.13907,1.13829,1.13902,1774.45 +07.12.2018 14:25:00.000,1.13901,1.13906,1.13823,1.13828,1710.5599999999997 +07.12.2018 14:30:00.000,1.13829,1.13844,1.13787,1.13843,1947.3600000000001 +07.12.2018 14:35:00.000,1.13843,1.13905,1.13835,1.13905,1396.77 +07.12.2018 14:40:00.000,1.13907,1.13975,1.13907,1.13958,1787.7 +07.12.2018 14:45:00.000,1.13961,1.14047,1.13961,1.13978,1906.0199999999998 +07.12.2018 14:50:00.000,1.13978,1.13993,1.13927,1.13968,1404.31 +07.12.2018 14:55:00.000,1.13967,1.13975,1.13822,1.13865,1428.6299999999999 +07.12.2018 15:00:00.000,1.13865,1.13881,1.13814,1.13832,1271.17 +07.12.2018 15:05:00.000,1.13828,1.13865,1.13764,1.13772,1378.9699999999998 +07.12.2018 15:10:00.000,1.13774,1.13855,1.13762,1.13818,1427.85 +07.12.2018 15:15:00.000,1.13820,1.13863,1.13784,1.13841,1499.24 +07.12.2018 15:20:00.000,1.13841,1.13865,1.13815,1.13850,1391.92 +07.12.2018 15:25:00.000,1.13848,1.13889,1.13825,1.13862,1219.37 +07.12.2018 15:30:00.000,1.13862,1.13867,1.13775,1.13827,1402.92 +07.12.2018 15:35:00.000,1.13828,1.13851,1.13785,1.13837,1254.99 +07.12.2018 15:40:00.000,1.13837,1.13872,1.13827,1.13833,1129.73 +07.12.2018 15:45:00.000,1.13832,1.13871,1.13816,1.13859,1449.7 +07.12.2018 15:50:00.000,1.13859,1.13859,1.13782,1.13784,1539.48 +07.12.2018 15:55:00.000,1.13783,1.13916,1.13783,1.13906,1487.3899999999999 +07.12.2018 16:00:00.000,1.13905,1.13933,1.13891,1.13929,1380.59 +07.12.2018 16:05:00.000,1.13929,1.13936,1.13869,1.13892,1237.14 +07.12.2018 16:10:00.000,1.13891,1.13907,1.13847,1.13893,1215.18 +07.12.2018 16:15:00.000,1.13892,1.13940,1.13881,1.13899,1307.87 +07.12.2018 16:20:00.000,1.13900,1.13928,1.13890,1.13917,1253.51 +07.12.2018 16:25:00.000,1.13921,1.13977,1.13886,1.13975,1477.3600000000001 +07.12.2018 16:30:00.000,1.13973,1.14037,1.13931,1.13946,1521.3100000000002 +07.12.2018 16:35:00.000,1.13945,1.13988,1.13945,1.13957,1605.7 +07.12.2018 16:40:00.000,1.13957,1.13964,1.13938,1.13942,1129.0900000000001 +07.12.2018 16:45:00.000,1.13942,1.13947,1.13872,1.13909,1411.77 +07.12.2018 16:50:00.000,1.13911,1.13934,1.13873,1.13880,1128.29 +07.12.2018 16:55:00.000,1.13879,1.13924,1.13869,1.13898,1091.71 +07.12.2018 17:00:00.000,1.13898,1.13924,1.13868,1.13905,1106.09 +07.12.2018 17:05:00.000,1.13903,1.13906,1.13866,1.13872,1315.08 +07.12.2018 17:10:00.000,1.13871,1.13893,1.13836,1.13844,1132.13 +07.12.2018 17:15:00.000,1.13845,1.13878,1.13822,1.13872,1408.17 +07.12.2018 17:20:00.000,1.13873,1.13884,1.13842,1.13852,1109.1000000000001 +07.12.2018 17:25:00.000,1.13852,1.13867,1.13832,1.13846,1073.6100000000001 +07.12.2018 17:30:00.000,1.13847,1.13859,1.13821,1.13842,1578.6200000000001 +07.12.2018 17:35:00.000,1.13841,1.13873,1.13840,1.13866,1105.16 +07.12.2018 17:40:00.000,1.13865,1.13893,1.13865,1.13874,1384.54 +07.12.2018 17:45:00.000,1.13873,1.13920,1.13866,1.13916,1167.58 +07.12.2018 17:50:00.000,1.13919,1.13947,1.13898,1.13947,1284.89 +07.12.2018 17:55:00.000,1.13951,1.13975,1.13941,1.13944,1344.35 +07.12.2018 18:00:00.000,1.13945,1.13993,1.13944,1.13980,1440.03 +07.12.2018 18:05:00.000,1.13982,1.13982,1.13932,1.13950,1131.0300000000002 +07.12.2018 18:10:00.000,1.13950,1.13952,1.13919,1.13941,910.9699999999999 +07.12.2018 18:15:00.000,1.13941,1.13991,1.13931,1.13977,1219.62 +07.12.2018 18:20:00.000,1.13977,1.14030,1.13958,1.14012,1261.78 +07.12.2018 18:25:00.000,1.14012,1.14044,1.14008,1.14038,1372.3 +07.12.2018 18:30:00.000,1.14038,1.14078,1.14019,1.14062,1117.0800000000002 +07.12.2018 18:35:00.000,1.14061,1.14076,1.14038,1.14052,1252.13 +07.12.2018 18:40:00.000,1.14052,1.14062,1.14011,1.14030,1274.7400000000002 +07.12.2018 18:45:00.000,1.14030,1.14033,1.14009,1.14025,1118.4099999999999 +07.12.2018 18:50:00.000,1.14025,1.14081,1.14025,1.14077,939.3100000000001 +07.12.2018 18:55:00.000,1.14077,1.14088,1.14067,1.14072,917.78 +07.12.2018 19:00:00.000,1.14072,1.14097,1.14059,1.14095,1179.8500000000001 +07.12.2018 19:05:00.000,1.14095,1.14108,1.14085,1.14102,813.9 +07.12.2018 19:10:00.000,1.14102,1.14154,1.14097,1.14147,1105.57 +07.12.2018 19:15:00.000,1.14148,1.14155,1.14093,1.14113,1192.55 +07.12.2018 19:20:00.000,1.14112,1.14158,1.14107,1.14143,942.7800000000001 +07.12.2018 19:25:00.000,1.14142,1.14173,1.14133,1.14158,946.72 +07.12.2018 19:30:00.000,1.14161,1.14165,1.14130,1.14147,1090.03 +07.12.2018 19:35:00.000,1.14147,1.14169,1.14134,1.14161,981.86 +07.12.2018 19:40:00.000,1.14162,1.14162,1.14130,1.14141,780.7800000000001 +07.12.2018 19:45:00.000,1.14143,1.14170,1.14132,1.14168,1080.28 +07.12.2018 19:50:00.000,1.14168,1.14177,1.14151,1.14173,965.5399999999998 +07.12.2018 19:55:00.000,1.14177,1.14235,1.14173,1.14226,1109.98 +07.12.2018 20:00:00.000,1.14227,1.14228,1.14131,1.14135,1384.7600000000002 +07.12.2018 20:05:00.000,1.14135,1.14142,1.14106,1.14113,928.26 +07.12.2018 20:10:00.000,1.14114,1.14128,1.14110,1.14113,999.66 +07.12.2018 20:15:00.000,1.14112,1.14141,1.14111,1.14121,962.6200000000001 +07.12.2018 20:20:00.000,1.14121,1.14127,1.14114,1.14116,934.3799999999999 +07.12.2018 20:25:00.000,1.14117,1.14121,1.14105,1.14107,1012.2700000000002 +07.12.2018 20:30:00.000,1.14107,1.14136,1.14102,1.14118,824.1400000000001 +07.12.2018 20:35:00.000,1.14118,1.14144,1.14110,1.14133,659.5100000000001 +07.12.2018 20:40:00.000,1.14132,1.14132,1.14110,1.14110,463.83000000000004 +07.12.2018 20:45:00.000,1.14110,1.14119,1.14103,1.14108,566.3 +07.12.2018 20:50:00.000,1.14107,1.14112,1.14052,1.14062,767.62 +07.12.2018 20:55:00.000,1.14061,1.14111,1.14057,1.14110,951.67 +07.12.2018 21:00:00.000,1.14110,1.14113,1.14056,1.14092,387.46 +07.12.2018 21:05:00.000,1.14093,1.14117,1.14082,1.14089,316.27 +07.12.2018 21:10:00.000,1.14089,1.14091,1.14086,1.14089,282.87 +07.12.2018 21:15:00.000,1.14088,1.14089,1.14064,1.14064,306.53000000000003 +07.12.2018 21:20:00.000,1.14065,1.14067,1.14048,1.14057,620.27 +07.12.2018 21:25:00.000,1.14057,1.14087,1.14057,1.14084,533.39 +07.12.2018 21:30:00.000,1.14084,1.14093,1.14081,1.14092,506.68 +07.12.2018 21:35:00.000,1.14091,1.14091,1.14064,1.14065,589.95 +07.12.2018 21:40:00.000,1.14065,1.14073,1.14054,1.14054,423.34999999999997 +07.12.2018 21:45:00.000,1.14054,1.14056,1.14025,1.14025,316.59 +07.12.2018 21:50:00.000,1.14025,1.14031,1.14008,1.14015,533.24 +07.12.2018 21:55:00.000,1.14014,1.14036,1.13758,1.13758,568.95 +09.12.2018 22:00:00.000,1.13909,1.13932,1.13906,1.13922,49.7 +09.12.2018 22:05:00.000,1.13923,1.13979,1.13922,1.13942,337.49 +09.12.2018 22:10:00.000,1.13943,1.13943,1.13914,1.13923,304.38 +09.12.2018 22:15:00.000,1.13925,1.13936,1.13920,1.13920,275.14 +09.12.2018 22:20:00.000,1.13920,1.13936,1.13907,1.13923,282.58 +09.12.2018 22:25:00.000,1.13922,1.13936,1.13920,1.13930,412.77 +09.12.2018 22:30:00.000,1.13929,1.13933,1.13921,1.13925,743.49 +09.12.2018 22:35:00.000,1.13924,1.13939,1.13911,1.13911,293.38 +09.12.2018 22:40:00.000,1.13916,1.13960,1.13916,1.13954,178.07999999999998 +09.12.2018 22:45:00.000,1.13956,1.13987,1.13946,1.13946,303.92999999999995 +09.12.2018 22:50:00.000,1.13946,1.13969,1.13941,1.13967,411.03999999999996 +09.12.2018 22:55:00.000,1.13966,1.13980,1.13956,1.13977,321.23 +09.12.2018 23:00:00.000,1.13978,1.14004,1.13935,1.13963,954.78 +09.12.2018 23:05:00.000,1.13963,1.13992,1.13959,1.13991,435.40999999999997 +09.12.2018 23:10:00.000,1.13992,1.14014,1.13985,1.13994,628.15 +09.12.2018 23:15:00.000,1.13994,1.14033,1.13994,1.14028,463.65000000000003 +09.12.2018 23:20:00.000,1.14028,1.14042,1.13995,1.14034,522.6800000000001 +09.12.2018 23:25:00.000,1.14034,1.14055,1.14026,1.14043,328.01 +09.12.2018 23:30:00.000,1.14043,1.14067,1.14039,1.14055,504.95 +09.12.2018 23:35:00.000,1.14055,1.14063,1.14044,1.14056,345.87 +09.12.2018 23:40:00.000,1.14056,1.14057,1.14040,1.14054,425.83 +09.12.2018 23:45:00.000,1.14054,1.14056,1.14046,1.14055,199.19 +09.12.2018 23:50:00.000,1.14055,1.14059,1.14015,1.14015,469.4 +09.12.2018 23:55:00.000,1.14016,1.14018,1.13989,1.13995,451.2 +10.12.2018 00:00:00.000,1.13996,1.14033,1.13992,1.14020,888.86 +10.12.2018 00:05:00.000,1.14020,1.14029,1.14000,1.14010,810.71 +10.12.2018 00:10:00.000,1.14011,1.14055,1.14010,1.14043,1051.2099999999998 +10.12.2018 00:15:00.000,1.14043,1.14061,1.14034,1.14041,627.8399999999999 +10.12.2018 00:20:00.000,1.14042,1.14043,1.14015,1.14029,466.7200000000001 +10.12.2018 00:25:00.000,1.14029,1.14030,1.14018,1.14018,409.36 +10.12.2018 00:30:00.000,1.14017,1.14034,1.14014,1.14018,300.06 +10.12.2018 00:35:00.000,1.14019,1.14047,1.14018,1.14032,571.0799999999999 +10.12.2018 00:40:00.000,1.14033,1.14050,1.14029,1.14046,849.05 +10.12.2018 00:45:00.000,1.14046,1.14064,1.14040,1.14064,769.99 +10.12.2018 00:50:00.000,1.14065,1.14083,1.14062,1.14078,532.29 +10.12.2018 00:55:00.000,1.14077,1.14097,1.14067,1.14090,673.66 +10.12.2018 01:00:00.000,1.14088,1.14102,1.14074,1.14096,968.9200000000001 +10.12.2018 01:05:00.000,1.14096,1.14105,1.14085,1.14095,604.71 +10.12.2018 01:10:00.000,1.14096,1.14164,1.14096,1.14157,638.6800000000001 +10.12.2018 01:15:00.000,1.14155,1.14172,1.14134,1.14168,459.02 +10.12.2018 01:20:00.000,1.14169,1.14200,1.14167,1.14185,582.3299999999999 +10.12.2018 01:25:00.000,1.14186,1.14340,1.14181,1.14335,1182.34 +10.12.2018 01:30:00.000,1.14336,1.14336,1.14272,1.14300,877.52 +10.12.2018 01:35:00.000,1.14299,1.14353,1.14294,1.14353,741.9200000000001 +10.12.2018 01:40:00.000,1.14354,1.14377,1.14344,1.14361,770.3699999999999 +10.12.2018 01:45:00.000,1.14362,1.14395,1.14359,1.14360,772.76 +10.12.2018 01:50:00.000,1.14360,1.14366,1.14339,1.14339,693.63 +10.12.2018 01:55:00.000,1.14339,1.14379,1.14339,1.14370,830.4499999999999 +10.12.2018 02:00:00.000,1.14369,1.14378,1.14349,1.14369,1147.01 +10.12.2018 02:05:00.000,1.14369,1.14400,1.14363,1.14398,923.01 +10.12.2018 02:10:00.000,1.14400,1.14426,1.14387,1.14388,796.4199999999998 +10.12.2018 02:15:00.000,1.14388,1.14388,1.14368,1.14373,801.6100000000001 +10.12.2018 02:20:00.000,1.14373,1.14374,1.14344,1.14355,897.1600000000001 +10.12.2018 02:25:00.000,1.14354,1.14356,1.14329,1.14348,741.92 +10.12.2018 02:30:00.000,1.14348,1.14352,1.14334,1.14340,743.2500000000001 +10.12.2018 02:35:00.000,1.14340,1.14348,1.14331,1.14341,538.3 +10.12.2018 02:40:00.000,1.14338,1.14361,1.14338,1.14360,599.1 +10.12.2018 02:45:00.000,1.14360,1.14367,1.14347,1.14358,418.53000000000003 +10.12.2018 02:50:00.000,1.14357,1.14370,1.14351,1.14354,345.88 +10.12.2018 02:55:00.000,1.14355,1.14372,1.14343,1.14356,534.06 +10.12.2018 03:00:00.000,1.14355,1.14355,1.14337,1.14345,212.15 +10.12.2018 03:05:00.000,1.14345,1.14348,1.14331,1.14341,533.79 +10.12.2018 03:10:00.000,1.14339,1.14356,1.14334,1.14340,517.36 +10.12.2018 03:15:00.000,1.14338,1.14341,1.14330,1.14330,154.12 +10.12.2018 03:20:00.000,1.14331,1.14334,1.14327,1.14329,370.67999999999995 +10.12.2018 03:25:00.000,1.14329,1.14336,1.14323,1.14336,423.71999999999997 +10.12.2018 03:30:00.000,1.14336,1.14340,1.14309,1.14324,486.53999999999996 +10.12.2018 03:35:00.000,1.14324,1.14333,1.14314,1.14323,455.43 +10.12.2018 03:40:00.000,1.14322,1.14329,1.14313,1.14317,392.23 +10.12.2018 03:45:00.000,1.14318,1.14318,1.14303,1.14310,301.53000000000003 +10.12.2018 03:50:00.000,1.14310,1.14319,1.14307,1.14309,253.93 +10.12.2018 03:55:00.000,1.14309,1.14334,1.14308,1.14315,473.63000000000005 +10.12.2018 04:00:00.000,1.14317,1.14322,1.14304,1.14309,365.86 +10.12.2018 04:05:00.000,1.14310,1.14314,1.14301,1.14303,280.22999999999996 +10.12.2018 04:10:00.000,1.14302,1.14307,1.14273,1.14298,546.14 +10.12.2018 04:15:00.000,1.14298,1.14301,1.14262,1.14271,763.18 +10.12.2018 04:20:00.000,1.14271,1.14277,1.14254,1.14260,440.2900000000001 +10.12.2018 04:25:00.000,1.14259,1.14276,1.14259,1.14270,226.91 +10.12.2018 04:30:00.000,1.14268,1.14269,1.14255,1.14264,345.63 +10.12.2018 04:35:00.000,1.14264,1.14269,1.14248,1.14248,570.26 +10.12.2018 04:40:00.000,1.14248,1.14285,1.14248,1.14277,578.37 +10.12.2018 04:45:00.000,1.14276,1.14280,1.14267,1.14269,426.19 +10.12.2018 04:50:00.000,1.14268,1.14285,1.14261,1.14283,407.40999999999997 +10.12.2018 04:55:00.000,1.14282,1.14286,1.14268,1.14281,433.97999999999996 +10.12.2018 05:00:00.000,1.14281,1.14306,1.14260,1.14265,536.5999999999999 +10.12.2018 05:05:00.000,1.14266,1.14275,1.14249,1.14264,483.29 +10.12.2018 05:10:00.000,1.14265,1.14271,1.14259,1.14265,435.87 +10.12.2018 05:15:00.000,1.14266,1.14268,1.14253,1.14264,444.85 +10.12.2018 05:20:00.000,1.14263,1.14286,1.14262,1.14286,446.55999999999995 +10.12.2018 05:25:00.000,1.14287,1.14320,1.14287,1.14320,403.71999999999997 +10.12.2018 05:30:00.000,1.14320,1.14336,1.14311,1.14325,516.7900000000001 +10.12.2018 05:35:00.000,1.14325,1.14333,1.14314,1.14324,270.23 +10.12.2018 05:40:00.000,1.14324,1.14365,1.14324,1.14358,759.6099999999999 +10.12.2018 05:45:00.000,1.14358,1.14366,1.14344,1.14347,661.1300000000001 +10.12.2018 05:50:00.000,1.14347,1.14368,1.14339,1.14362,387.34000000000003 +10.12.2018 05:55:00.000,1.14362,1.14367,1.14355,1.14357,544.44 +10.12.2018 06:00:00.000,1.14356,1.14377,1.14342,1.14371,694.48 +10.12.2018 06:05:00.000,1.14372,1.14394,1.14369,1.14384,554.37 +10.12.2018 06:10:00.000,1.14385,1.14396,1.14370,1.14385,741.91 +10.12.2018 06:15:00.000,1.14383,1.14383,1.14356,1.14363,731.03 +10.12.2018 06:20:00.000,1.14362,1.14372,1.14356,1.14364,746.04 +10.12.2018 06:25:00.000,1.14361,1.14380,1.14356,1.14372,687.6700000000001 +10.12.2018 06:30:00.000,1.14371,1.14386,1.14365,1.14381,528.0799999999999 +10.12.2018 06:35:00.000,1.14380,1.14381,1.14338,1.14350,614.1999999999999 +10.12.2018 06:40:00.000,1.14352,1.14357,1.14324,1.14331,763.5799999999999 +10.12.2018 06:45:00.000,1.14331,1.14333,1.14299,1.14313,654.9300000000001 +10.12.2018 06:50:00.000,1.14313,1.14342,1.14294,1.14301,631.21 +10.12.2018 06:55:00.000,1.14301,1.14315,1.14279,1.14286,660.9100000000001 +10.12.2018 07:00:00.000,1.14286,1.14320,1.14255,1.14261,1070.96 +10.12.2018 07:05:00.000,1.14261,1.14267,1.14239,1.14244,1044.24 +10.12.2018 07:10:00.000,1.14243,1.14329,1.14242,1.14279,883.36 +10.12.2018 07:15:00.000,1.14279,1.14293,1.14251,1.14293,933.3699999999999 +10.12.2018 07:20:00.000,1.14293,1.14302,1.14256,1.14272,874.48 +10.12.2018 07:25:00.000,1.14272,1.14338,1.14272,1.14312,1198.65 +10.12.2018 07:30:00.000,1.14311,1.14323,1.14280,1.14282,1361.44 +10.12.2018 07:35:00.000,1.14281,1.14349,1.14281,1.14314,1172.94 +10.12.2018 07:40:00.000,1.14314,1.14342,1.14297,1.14329,905.5500000000001 +10.12.2018 07:45:00.000,1.14327,1.14399,1.14293,1.14388,1458.6399999999999 +10.12.2018 07:50:00.000,1.14389,1.14389,1.14327,1.14360,1384.79 +10.12.2018 07:55:00.000,1.14360,1.14360,1.14261,1.14263,1382.56 +10.12.2018 08:00:00.000,1.14261,1.14309,1.14254,1.14301,1349.9099999999999 +10.12.2018 08:05:00.000,1.14300,1.14334,1.14278,1.14284,1387.34 +10.12.2018 08:10:00.000,1.14284,1.14346,1.14273,1.14314,1256.26 +10.12.2018 08:15:00.000,1.14313,1.14317,1.14223,1.14224,1049.49 +10.12.2018 08:20:00.000,1.14225,1.14228,1.14160,1.14196,1150.59 +10.12.2018 08:25:00.000,1.14197,1.14227,1.14195,1.14212,1078.4299999999998 +10.12.2018 08:30:00.000,1.14213,1.14213,1.14175,1.14196,1009.15 +10.12.2018 08:35:00.000,1.14196,1.14218,1.14178,1.14188,751.5600000000001 +10.12.2018 08:40:00.000,1.14188,1.14189,1.14106,1.14121,1312.4299999999998 +10.12.2018 08:45:00.000,1.14120,1.14147,1.14106,1.14118,758.97 +10.12.2018 08:50:00.000,1.14119,1.14127,1.14089,1.14114,859.8299999999999 +10.12.2018 08:55:00.000,1.14114,1.14140,1.14099,1.14131,1008.94 +10.12.2018 09:00:00.000,1.14134,1.14166,1.14123,1.14161,925.1299999999999 +10.12.2018 09:05:00.000,1.14160,1.14191,1.14151,1.14172,973.9 +10.12.2018 09:10:00.000,1.14174,1.14202,1.14154,1.14175,751.4399999999998 +10.12.2018 09:15:00.000,1.14176,1.14203,1.14174,1.14201,665.25 +10.12.2018 09:20:00.000,1.14200,1.14210,1.14196,1.14208,789.09 +10.12.2018 09:25:00.000,1.14209,1.14220,1.14173,1.14178,764.8299999999999 +10.12.2018 09:30:00.000,1.14178,1.14192,1.14155,1.14175,1066.4599999999998 +10.12.2018 09:35:00.000,1.14169,1.14170,1.14127,1.14137,814.22 +10.12.2018 09:40:00.000,1.14138,1.14161,1.14092,1.14092,900.64 +10.12.2018 09:45:00.000,1.14093,1.14117,1.14070,1.14075,1187.6999999999998 +10.12.2018 09:50:00.000,1.14075,1.14102,1.14054,1.14066,968.8799999999999 +10.12.2018 09:55:00.000,1.14066,1.14127,1.14065,1.14122,1293.52 +10.12.2018 10:00:00.000,1.14122,1.14122,1.14087,1.14100,1008 +10.12.2018 10:05:00.000,1.14101,1.14117,1.14071,1.14071,1039.5 +10.12.2018 10:10:00.000,1.14073,1.14127,1.14069,1.14109,823.64 +10.12.2018 10:15:00.000,1.14110,1.14119,1.14089,1.14119,895.8100000000001 +10.12.2018 10:20:00.000,1.14118,1.14127,1.14084,1.14122,782.11 +10.12.2018 10:25:00.000,1.14123,1.14134,1.14099,1.14118,827.12 +10.12.2018 10:30:00.000,1.14119,1.14119,1.14087,1.14091,973.54 +10.12.2018 10:35:00.000,1.14091,1.14101,1.14055,1.14058,1081.9 +10.12.2018 10:40:00.000,1.14058,1.14079,1.14038,1.14067,821.24 +10.12.2018 10:45:00.000,1.14068,1.14077,1.14018,1.14030,1116.66 +10.12.2018 10:50:00.000,1.14030,1.14074,1.14028,1.14069,807.4200000000001 +10.12.2018 10:55:00.000,1.14069,1.14087,1.14053,1.14056,1190.41 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12:10:00.000,1.14149,1.14199,1.14142,1.14173,1191.42 +10.12.2018 12:15:00.000,1.14172,1.14267,1.14160,1.14256,1272.74 +10.12.2018 12:20:00.000,1.14255,1.14256,1.14209,1.14231,1181.4099999999999 +10.12.2018 12:25:00.000,1.14231,1.14250,1.14185,1.14240,964.79 +10.12.2018 12:30:00.000,1.14239,1.14239,1.14171,1.14195,1088.0900000000001 +10.12.2018 12:35:00.000,1.14194,1.14194,1.14159,1.14171,1099.3600000000001 +10.12.2018 12:40:00.000,1.14172,1.14224,1.14172,1.14199,1298.46 +10.12.2018 12:45:00.000,1.14199,1.14238,1.14190,1.14224,974.42 +10.12.2018 12:50:00.000,1.14224,1.14256,1.14224,1.14244,1133.3700000000001 +10.12.2018 12:55:00.000,1.14246,1.14254,1.14210,1.14232,1337.48 +10.12.2018 13:00:00.000,1.14232,1.14279,1.14215,1.14240,1259.29 +10.12.2018 13:05:00.000,1.14241,1.14274,1.14224,1.14244,925.56 +10.12.2018 13:10:00.000,1.14244,1.14280,1.14239,1.14251,930.6599999999999 +10.12.2018 13:15:00.000,1.14249,1.14249,1.14174,1.14200,1188.94 +10.12.2018 13:20:00.000,1.14200,1.14238,1.14120,1.14124,1784.55 +10.12.2018 13:25:00.000,1.14122,1.14191,1.14122,1.14176,1835.41 +10.12.2018 13:30:00.000,1.14178,1.14217,1.14120,1.14148,1556.06 +10.12.2018 13:35:00.000,1.14148,1.14166,1.14086,1.14122,1744.97 +10.12.2018 13:40:00.000,1.14121,1.14135,1.14058,1.14096,1624.3799999999999 +10.12.2018 13:45:00.000,1.14095,1.14125,1.14060,1.14080,1659.02 +10.12.2018 13:50:00.000,1.14080,1.14112,1.14065,1.14112,1256.73 +10.12.2018 13:55:00.000,1.14112,1.14142,1.14094,1.14110,1107.04 +10.12.2018 14:00:00.000,1.14109,1.14141,1.14085,1.14087,1155.88 +10.12.2018 14:05:00.000,1.14087,1.14110,1.14066,1.14095,858.98 +10.12.2018 14:10:00.000,1.14094,1.14102,1.14055,1.14064,839.54 +10.12.2018 14:15:00.000,1.14065,1.14066,1.13935,1.13959,1530.6200000000001 +10.12.2018 14:20:00.000,1.13959,1.13996,1.13941,1.13982,1262.43 +10.12.2018 14:25:00.000,1.13984,1.14016,1.13984,1.13999,1427.8600000000001 +10.12.2018 14:30:00.000,1.14000,1.14057,1.13991,1.14056,1534.3000000000002 +10.12.2018 14:35:00.000,1.14058,1.14077,1.14035,1.14060,1505.4699999999998 +10.12.2018 14:40:00.000,1.14061,1.14061,1.13936,1.13944,1505.09 +10.12.2018 14:45:00.000,1.13945,1.13992,1.13939,1.13991,1614.84 +10.12.2018 14:50:00.000,1.13991,1.14057,1.13981,1.14039,1303.92 +10.12.2018 14:55:00.000,1.14038,1.14082,1.14029,1.14070,1309.45 +10.12.2018 15:00:00.000,1.14072,1.14072,1.14035,1.14050,1683.71 +10.12.2018 15:05:00.000,1.14049,1.14066,1.13989,1.14036,1752.1800000000003 +10.12.2018 15:10:00.000,1.14036,1.14077,1.14017,1.14077,1701.3899999999999 +10.12.2018 15:15:00.000,1.14077,1.14108,1.14066,1.14077,1252.6499999999999 +10.12.2018 15:20:00.000,1.14074,1.14137,1.14073,1.14108,1345.9999999999998 +10.12.2018 15:25:00.000,1.14110,1.14142,1.14100,1.14135,1437.36 +10.12.2018 15:30:00.000,1.14137,1.14138,1.14085,1.14087,1485.9099999999999 +10.12.2018 15:35:00.000,1.14087,1.14149,1.14085,1.14116,1307.9099999999999 +10.12.2018 15:40:00.000,1.14118,1.14123,1.14037,1.14041,1666.69 +10.12.2018 15:45:00.000,1.14040,1.14051,1.14020,1.14022,1883.8700000000001 +10.12.2018 15:50:00.000,1.14024,1.14028,1.13965,1.13969,1972.03 +10.12.2018 15:55:00.000,1.13970,1.13970,1.13722,1.13747,2063.44 +10.12.2018 16:00:00.000,1.13748,1.13783,1.13657,1.13657,1862.1599999999999 +10.12.2018 16:05:00.000,1.13656,1.13707,1.13595,1.13651,1929.22 +10.12.2018 16:10:00.000,1.13651,1.13674,1.13614,1.13666,2000.4899999999998 +10.12.2018 16:15:00.000,1.13666,1.13719,1.13658,1.13710,1669.07 +10.12.2018 16:20:00.000,1.13709,1.13713,1.13636,1.13668,1675.6900000000003 +10.12.2018 16:25:00.000,1.13667,1.13697,1.13637,1.13665,1424.78 +10.12.2018 16:30:00.000,1.13664,1.13671,1.13570,1.13648,1653.1100000000001 +10.12.2018 16:35:00.000,1.13649,1.13684,1.13624,1.13670,1569.53 +10.12.2018 16:40:00.000,1.13668,1.13710,1.13615,1.13625,1341.46 +10.12.2018 16:45:00.000,1.13625,1.13692,1.13602,1.13685,1468.3500000000001 +10.12.2018 16:50:00.000,1.13686,1.13701,1.13643,1.13643,1464.45 +10.12.2018 16:55:00.000,1.13641,1.13678,1.13626,1.13672,1295.8600000000001 +10.12.2018 17:00:00.000,1.13675,1.13742,1.13655,1.13717,1188.9 +10.12.2018 17:05:00.000,1.13718,1.13743,1.13700,1.13712,1125.8 +10.12.2018 17:10:00.000,1.13713,1.13724,1.13676,1.13680,1076.22 +10.12.2018 17:15:00.000,1.13680,1.13690,1.13652,1.13667,1411.68 +10.12.2018 17:20:00.000,1.13666,1.13718,1.13662,1.13712,853.56 +10.12.2018 17:25:00.000,1.13712,1.13749,1.13700,1.13748,980.46 +10.12.2018 17:30:00.000,1.13748,1.13764,1.13711,1.13729,1150.81 +10.12.2018 17:35:00.000,1.13727,1.13775,1.13717,1.13768,1044.23 +10.12.2018 17:40:00.000,1.13771,1.13778,1.13726,1.13727,1296.4399999999998 +10.12.2018 17:45:00.000,1.13726,1.13730,1.13631,1.13631,1271.05 +10.12.2018 17:50:00.000,1.13633,1.13649,1.13601,1.13607,1490.2399999999998 +10.12.2018 17:55:00.000,1.13607,1.13642,1.13596,1.13599,1434.3400000000001 +10.12.2018 18:00:00.000,1.13600,1.13604,1.13568,1.13597,1390.62 +10.12.2018 18:05:00.000,1.13599,1.13615,1.13582,1.13595,1094.8100000000002 +10.12.2018 18:10:00.000,1.13591,1.13591,1.13564,1.13582,1081.3200000000002 +10.12.2018 18:15:00.000,1.13581,1.13598,1.13536,1.13553,1188.99 +10.12.2018 18:20:00.000,1.13551,1.13606,1.13536,1.13586,1017.98 +10.12.2018 18:25:00.000,1.13586,1.13608,1.13581,1.13586,670.3899999999999 +10.12.2018 18:30:00.000,1.13585,1.13592,1.13558,1.13562,1321.58 +10.12.2018 18:35:00.000,1.13562,1.13575,1.13540,1.13543,1150.29 +10.12.2018 18:40:00.000,1.13544,1.13551,1.13518,1.13541,997.8499999999999 +10.12.2018 18:45:00.000,1.13541,1.13581,1.13539,1.13578,749.55 +10.12.2018 18:50:00.000,1.13577,1.13607,1.13557,1.13603,880.6999999999999 +10.12.2018 18:55:00.000,1.13602,1.13622,1.13591,1.13609,740.68 +10.12.2018 19:00:00.000,1.13609,1.13611,1.13548,1.13567,815.65 +10.12.2018 19:05:00.000,1.13569,1.13577,1.13527,1.13537,1033.9099999999999 +10.12.2018 19:10:00.000,1.13537,1.13537,1.13512,1.13526,906.8100000000002 +10.12.2018 19:15:00.000,1.13527,1.13534,1.13504,1.13529,685.73 +10.12.2018 19:20:00.000,1.13528,1.13532,1.13513,1.13514,1989.55 +10.12.2018 19:25:00.000,1.13514,1.13528,1.13504,1.13528,993.21 +10.12.2018 19:30:00.000,1.13528,1.13548,1.13523,1.13536,844.8000000000001 +10.12.2018 19:35:00.000,1.13537,1.13555,1.13532,1.13548,862.4999999999999 +10.12.2018 19:40:00.000,1.13548,1.13558,1.13533,1.13552,880.58 +10.12.2018 19:45:00.000,1.13551,1.13554,1.13527,1.13535,1009.6400000000001 +10.12.2018 19:50:00.000,1.13536,1.13560,1.13533,1.13550,1058.55 +10.12.2018 19:55:00.000,1.13551,1.13552,1.13516,1.13527,1195.19 +10.12.2018 20:00:00.000,1.13524,1.13571,1.13522,1.13559,635.08 +10.12.2018 20:05:00.000,1.13559,1.13574,1.13556,1.13569,807.34 +10.12.2018 20:10:00.000,1.13569,1.13569,1.13546,1.13555,900.4100000000001 +10.12.2018 20:15:00.000,1.13555,1.13557,1.13527,1.13530,762.92 +10.12.2018 20:20:00.000,1.13532,1.13534,1.13516,1.13531,675.73 +10.12.2018 20:25:00.000,1.13531,1.13542,1.13516,1.13516,695.26 +10.12.2018 20:30:00.000,1.13516,1.13535,1.13505,1.13524,732.3799999999999 +10.12.2018 20:35:00.000,1.13523,1.13549,1.13523,1.13546,567.25 +10.12.2018 20:40:00.000,1.13546,1.13564,1.13543,1.13557,628.75 +10.12.2018 20:45:00.000,1.13557,1.13560,1.13545,1.13545,639.4 +10.12.2018 20:50:00.000,1.13546,1.13556,1.13537,1.13556,625.64 +10.12.2018 20:55:00.000,1.13556,1.13556,1.13542,1.13548,718.22 +10.12.2018 21:00:00.000,1.13546,1.13551,1.13537,1.13547,359.78999999999996 +10.12.2018 21:05:00.000,1.13547,1.13550,1.13535,1.13536,350.28 +10.12.2018 21:10:00.000,1.13536,1.13539,1.13525,1.13535,279.97999999999996 +10.12.2018 21:15:00.000,1.13535,1.13536,1.13526,1.13526,245.53000000000003 +10.12.2018 21:20:00.000,1.13526,1.13539,1.13526,1.13537,235.2 +10.12.2018 21:25:00.000,1.13537,1.13549,1.13525,1.13547,368.39 +10.12.2018 21:30:00.000,1.13546,1.13547,1.13538,1.13545,300.75 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22:45:00.000,1.13534,1.13571,1.13533,1.13541,285.15 +10.12.2018 22:50:00.000,1.13541,1.13542,1.13529,1.13531,255.56 +10.12.2018 22:55:00.000,1.13531,1.13531,1.13504,1.13508,291.6 +10.12.2018 23:00:00.000,1.13509,1.13548,1.13509,1.13546,485.88 +10.12.2018 23:05:00.000,1.13546,1.13560,1.13539,1.13541,434.46999999999997 +10.12.2018 23:10:00.000,1.13543,1.13550,1.13543,1.13548,214.17000000000002 +10.12.2018 23:15:00.000,1.13548,1.13550,1.13547,1.13549,180.12 +10.12.2018 23:20:00.000,1.13550,1.13567,1.13550,1.13556,311.88 +10.12.2018 23:25:00.000,1.13557,1.13569,1.13552,1.13563,207.39000000000001 +10.12.2018 23:30:00.000,1.13563,1.13569,1.13558,1.13560,224.59000000000003 +10.12.2018 23:35:00.000,1.13560,1.13574,1.13559,1.13569,201.23000000000002 +10.12.2018 23:40:00.000,1.13569,1.13570,1.13563,1.13570,307.59 +10.12.2018 23:45:00.000,1.13569,1.13571,1.13564,1.13564,376.2 +10.12.2018 23:50:00.000,1.13563,1.13572,1.13558,1.13563,265.77 +10.12.2018 23:55:00.000,1.13561,1.13562,1.13554,1.13558,261.75 +11.12.2018 00:00:00.000,1.13559,1.13560,1.13529,1.13535,656.72 +11.12.2018 00:05:00.000,1.13535,1.13553,1.13532,1.13549,426.43999999999994 +11.12.2018 00:10:00.000,1.13548,1.13549,1.13534,1.13544,581.07 +11.12.2018 00:15:00.000,1.13544,1.13554,1.13538,1.13538,367.64 +11.12.2018 00:20:00.000,1.13539,1.13568,1.13537,1.13554,546.6099999999999 +11.12.2018 00:25:00.000,1.13554,1.13567,1.13554,1.13562,417.81 +11.12.2018 00:30:00.000,1.13562,1.13580,1.13551,1.13564,534.6800000000001 +11.12.2018 00:35:00.000,1.13564,1.13586,1.13561,1.13585,382.24 +11.12.2018 00:40:00.000,1.13585,1.13587,1.13559,1.13563,408.75 +11.12.2018 00:45:00.000,1.13563,1.13582,1.13559,1.13575,297.16 +11.12.2018 00:50:00.000,1.13574,1.13581,1.13572,1.13574,536.41 +11.12.2018 00:55:00.000,1.13575,1.13590,1.13569,1.13571,632.08 +11.12.2018 01:00:00.000,1.13569,1.13569,1.13559,1.13566,504.68999999999994 +11.12.2018 01:05:00.000,1.13565,1.13602,1.13565,1.13591,738.99 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02:25:00.000,1.13672,1.13674,1.13662,1.13664,480.1 +11.12.2018 02:30:00.000,1.13663,1.13667,1.13644,1.13665,544.83 +11.12.2018 02:35:00.000,1.13665,1.13665,1.13644,1.13647,507.84000000000003 +11.12.2018 02:40:00.000,1.13649,1.13656,1.13644,1.13656,353.77000000000004 +11.12.2018 02:45:00.000,1.13656,1.13669,1.13654,1.13655,656.47 +11.12.2018 02:50:00.000,1.13658,1.13680,1.13658,1.13674,577.4100000000001 +11.12.2018 02:55:00.000,1.13675,1.13682,1.13662,1.13662,533.76 +11.12.2018 03:00:00.000,1.13662,1.13681,1.13662,1.13670,399.01 +11.12.2018 03:05:00.000,1.13670,1.13672,1.13654,1.13655,472.82000000000005 +11.12.2018 03:10:00.000,1.13655,1.13662,1.13646,1.13662,342.07 +11.12.2018 03:15:00.000,1.13661,1.13671,1.13657,1.13669,530.04 +11.12.2018 03:20:00.000,1.13669,1.13681,1.13666,1.13681,303.75 +11.12.2018 03:25:00.000,1.13681,1.13684,1.13665,1.13682,587 +11.12.2018 03:30:00.000,1.13682,1.13699,1.13669,1.13686,559.77 +11.12.2018 03:35:00.000,1.13686,1.13686,1.13666,1.13676,524.7299999999999 +11.12.2018 03:40:00.000,1.13677,1.13681,1.13656,1.13656,440 +11.12.2018 03:45:00.000,1.13657,1.13671,1.13656,1.13671,458.68000000000006 +11.12.2018 03:50:00.000,1.13670,1.13673,1.13652,1.13671,337.77 +11.12.2018 03:55:00.000,1.13672,1.13672,1.13645,1.13650,402.90000000000003 +11.12.2018 04:00:00.000,1.13651,1.13660,1.13641,1.13645,452.77 +11.12.2018 04:05:00.000,1.13645,1.13645,1.13633,1.13639,347.45 +11.12.2018 04:10:00.000,1.13639,1.13661,1.13635,1.13646,599.2 +11.12.2018 04:15:00.000,1.13645,1.13660,1.13639,1.13651,724.53 +11.12.2018 04:20:00.000,1.13651,1.13675,1.13649,1.13675,464.69 +11.12.2018 04:25:00.000,1.13674,1.13679,1.13656,1.13656,563.23 +11.12.2018 04:30:00.000,1.13658,1.13685,1.13654,1.13674,461.65 +11.12.2018 04:35:00.000,1.13673,1.13679,1.13667,1.13675,347.4 +11.12.2018 04:40:00.000,1.13674,1.13680,1.13665,1.13668,221.24 +11.12.2018 04:45:00.000,1.13669,1.13684,1.13662,1.13684,314.3 +11.12.2018 04:50:00.000,1.13684,1.13685,1.13672,1.13675,298.96 +11.12.2018 04:55:00.000,1.13675,1.13695,1.13674,1.13689,521.49 +11.12.2018 05:00:00.000,1.13689,1.13695,1.13677,1.13680,434.78999999999996 +11.12.2018 05:05:00.000,1.13680,1.13690,1.13674,1.13683,662.43 +11.12.2018 05:10:00.000,1.13684,1.13694,1.13679,1.13690,434.3 +11.12.2018 05:15:00.000,1.13691,1.13696,1.13674,1.13693,546.23 +11.12.2018 05:20:00.000,1.13693,1.13697,1.13684,1.13685,492.36 +11.12.2018 05:25:00.000,1.13686,1.13698,1.13664,1.13679,450.53000000000003 +11.12.2018 05:30:00.000,1.13679,1.13689,1.13670,1.13688,447.59000000000003 +11.12.2018 05:35:00.000,1.13688,1.13693,1.13675,1.13675,557.5 +11.12.2018 05:40:00.000,1.13675,1.13675,1.13667,1.13675,486.82 +11.12.2018 05:45:00.000,1.13675,1.13695,1.13671,1.13695,564.9200000000001 +11.12.2018 05:50:00.000,1.13696,1.13719,1.13694,1.13701,751.06 +11.12.2018 05:55:00.000,1.13702,1.13717,1.13688,1.13705,898.5 +11.12.2018 06:00:00.000,1.13706,1.13716,1.13667,1.13675,752.8699999999999 +11.12.2018 06:05:00.000,1.13675,1.13680,1.13643,1.13651,593.65 +11.12.2018 06:10:00.000,1.13650,1.13664,1.13636,1.13659,663.49 +11.12.2018 06:15:00.000,1.13659,1.13664,1.13611,1.13618,692.3 +11.12.2018 06:20:00.000,1.13619,1.13625,1.13578,1.13601,691.59 +11.12.2018 06:25:00.000,1.13597,1.13602,1.13589,1.13594,574.5 +11.12.2018 06:30:00.000,1.13594,1.13620,1.13584,1.13616,605.8 +11.12.2018 06:35:00.000,1.13616,1.13618,1.13591,1.13614,393.31 +11.12.2018 06:40:00.000,1.13615,1.13633,1.13603,1.13633,485.34 +11.12.2018 06:45:00.000,1.13633,1.13642,1.13625,1.13642,351.1 +11.12.2018 06:50:00.000,1.13642,1.13658,1.13617,1.13644,476.97999999999996 +11.12.2018 06:55:00.000,1.13644,1.13659,1.13631,1.13634,447.81 +11.12.2018 07:00:00.000,1.13632,1.13669,1.13624,1.13653,716.95 +11.12.2018 07:05:00.000,1.13654,1.13655,1.13606,1.13631,865.44 +11.12.2018 07:10:00.000,1.13632,1.13678,1.13624,1.13673,862.2299999999999 +11.12.2018 07:15:00.000,1.13675,1.13738,1.13675,1.13702,1312.83 +11.12.2018 07:20:00.000,1.13701,1.13751,1.13700,1.13736,1406.1100000000001 +11.12.2018 07:25:00.000,1.13736,1.13754,1.13725,1.13727,1113.6299999999999 +11.12.2018 07:30:00.000,1.13726,1.13750,1.13715,1.13724,886.41 +11.12.2018 07:35:00.000,1.13723,1.13771,1.13722,1.13739,1115.67 +11.12.2018 07:40:00.000,1.13741,1.13750,1.13705,1.13708,961.9399999999999 +11.12.2018 07:45:00.000,1.13708,1.13721,1.13684,1.13713,832.4200000000001 +11.12.2018 07:50:00.000,1.13712,1.13721,1.13680,1.13680,952.1 +11.12.2018 07:55:00.000,1.13680,1.13698,1.13654,1.13679,1098.21 +11.12.2018 08:00:00.000,1.13681,1.13776,1.13680,1.13728,1691.33 +11.12.2018 08:05:00.000,1.13727,1.13732,1.13663,1.13692,1232.48 +11.12.2018 08:10:00.000,1.13693,1.13723,1.13674,1.13676,1060.56 +11.12.2018 08:15:00.000,1.13679,1.13728,1.13667,1.13717,990.99 +11.12.2018 08:20:00.000,1.13717,1.13796,1.13717,1.13792,957.95 +11.12.2018 08:25:00.000,1.13792,1.13832,1.13783,1.13816,1484.7 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09:40:00.000,1.13836,1.13837,1.13805,1.13815,782.6099999999999 +11.12.2018 09:45:00.000,1.13814,1.13824,1.13804,1.13820,661.57 +11.12.2018 09:50:00.000,1.13821,1.13836,1.13814,1.13816,519.53 +11.12.2018 09:55:00.000,1.13816,1.13828,1.13795,1.13818,849.74 +11.12.2018 10:00:00.000,1.13823,1.13876,1.13811,1.13871,1300.17 +11.12.2018 10:05:00.000,1.13872,1.13873,1.13850,1.13869,1146.29 +11.12.2018 10:10:00.000,1.13868,1.13904,1.13864,1.13865,1142.13 +11.12.2018 10:15:00.000,1.13863,1.13872,1.13848,1.13853,932.9800000000001 +11.12.2018 10:20:00.000,1.13854,1.13854,1.13831,1.13841,841.0899999999999 +11.12.2018 10:25:00.000,1.13839,1.13858,1.13826,1.13830,744.2099999999999 +11.12.2018 10:30:00.000,1.13828,1.13836,1.13814,1.13816,895.77 +11.12.2018 10:35:00.000,1.13815,1.13826,1.13788,1.13791,999.96 +11.12.2018 10:40:00.000,1.13792,1.13804,1.13767,1.13800,1194.81 +11.12.2018 10:45:00.000,1.13800,1.13827,1.13789,1.13821,868.5 +11.12.2018 10:50:00.000,1.13821,1.13877,1.13821,1.13855,1183.2800000000002 +11.12.2018 10:55:00.000,1.13855,1.13899,1.13846,1.13879,1029.88 +11.12.2018 11:00:00.000,1.13878,1.13881,1.13835,1.13843,854.0300000000001 +11.12.2018 11:05:00.000,1.13843,1.13871,1.13839,1.13864,993.7600000000001 +11.12.2018 11:10:00.000,1.13865,1.13887,1.13860,1.13868,856.24 +11.12.2018 11:15:00.000,1.13869,1.13876,1.13855,1.13866,675.63 +11.12.2018 11:20:00.000,1.13866,1.13883,1.13856,1.13873,905.4699999999999 +11.12.2018 11:25:00.000,1.13873,1.13894,1.13860,1.13889,745.4300000000001 +11.12.2018 11:30:00.000,1.13890,1.13937,1.13889,1.13933,1017.5700000000002 +11.12.2018 11:35:00.000,1.13934,1.13986,1.13933,1.13981,829 +11.12.2018 11:40:00.000,1.13983,1.13987,1.13955,1.13959,905.62 +11.12.2018 11:45:00.000,1.13960,1.14002,1.13938,1.13968,1622.53 +11.12.2018 11:50:00.000,1.13969,1.14000,1.13939,1.13944,1432.85 +11.12.2018 11:55:00.000,1.13942,1.13949,1.13918,1.13930,1193.8600000000001 +11.12.2018 12:00:00.000,1.13929,1.13946,1.13908,1.13909,1306.5 +11.12.2018 12:05:00.000,1.13909,1.13947,1.13903,1.13944,1153.3000000000002 +11.12.2018 12:10:00.000,1.13944,1.13969,1.13936,1.13953,810.8399999999999 +11.12.2018 12:15:00.000,1.13952,1.13965,1.13943,1.13948,964.6600000000001 +11.12.2018 12:20:00.000,1.13947,1.13957,1.13924,1.13929,1012.8399999999999 +11.12.2018 12:25:00.000,1.13928,1.13937,1.13898,1.13899,965.9300000000001 +11.12.2018 12:30:00.000,1.13898,1.13917,1.13888,1.13910,942.76 +11.12.2018 12:35:00.000,1.13911,1.13931,1.13893,1.13893,912.1800000000001 +11.12.2018 12:40:00.000,1.13892,1.13895,1.13815,1.13820,1153.98 +11.12.2018 12:45:00.000,1.13819,1.13831,1.13756,1.13757,1180.76 +11.12.2018 12:50:00.000,1.13758,1.13838,1.13755,1.13833,813.27 +11.12.2018 12:55:00.000,1.13832,1.13840,1.13808,1.13836,1266.78 +11.12.2018 13:00:00.000,1.13835,1.13845,1.13768,1.13779,1349.4499999999998 +11.12.2018 13:05:00.000,1.13778,1.13791,1.13753,1.13791,879.33 +11.12.2018 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14:20:00.000,1.13556,1.13556,1.13411,1.13447,1696.9499999999998 +11.12.2018 14:25:00.000,1.13447,1.13469,1.13355,1.13368,1683.87 +11.12.2018 14:30:00.000,1.13369,1.13427,1.13346,1.13424,1872.96 +11.12.2018 14:35:00.000,1.13422,1.13432,1.13400,1.13425,1498.1299999999999 +11.12.2018 14:40:00.000,1.13426,1.13462,1.13406,1.13426,1474.56 +11.12.2018 14:45:00.000,1.13428,1.13428,1.13342,1.13368,1746.52 +11.12.2018 14:50:00.000,1.13367,1.13391,1.13322,1.13342,1580.46 +11.12.2018 14:55:00.000,1.13342,1.13377,1.13340,1.13357,1797.69 +11.12.2018 15:00:00.000,1.13356,1.13391,1.13356,1.13371,1530.4500000000003 +11.12.2018 15:05:00.000,1.13371,1.13397,1.13336,1.13343,1336.8100000000002 +11.12.2018 15:10:00.000,1.13343,1.13380,1.13308,1.13375,1537.06 +11.12.2018 15:15:00.000,1.13375,1.13412,1.13342,1.13397,1430.33 +11.12.2018 15:20:00.000,1.13397,1.13401,1.13298,1.13304,1641.9 +11.12.2018 15:25:00.000,1.13303,1.13316,1.13262,1.13281,1603.1 +11.12.2018 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06:00:00.000,1.13326,1.13326,1.13292,1.13296,458.93 +12.12.2018 06:05:00.000,1.13296,1.13300,1.13273,1.13279,566.48 +12.12.2018 06:10:00.000,1.13280,1.13283,1.13269,1.13275,488.17 +12.12.2018 06:15:00.000,1.13275,1.13284,1.13253,1.13254,641.5500000000001 +12.12.2018 06:20:00.000,1.13256,1.13262,1.13247,1.13249,481.52 +12.12.2018 06:25:00.000,1.13248,1.13258,1.13220,1.13225,486.68 +12.12.2018 06:30:00.000,1.13225,1.13249,1.13225,1.13239,750.29 +12.12.2018 06:35:00.000,1.13239,1.13240,1.13229,1.13234,539.4 +12.12.2018 06:40:00.000,1.13235,1.13265,1.13234,1.13264,580.4 +12.12.2018 06:45:00.000,1.13264,1.13280,1.13263,1.13278,506.86 +12.12.2018 06:50:00.000,1.13280,1.13327,1.13275,1.13311,727.07 +12.12.2018 06:55:00.000,1.13311,1.13329,1.13280,1.13282,735.64 +12.12.2018 07:00:00.000,1.13280,1.13287,1.13245,1.13254,1005.6099999999999 +12.12.2018 07:05:00.000,1.13254,1.13270,1.13233,1.13255,858.4300000000001 +12.12.2018 07:10:00.000,1.13256,1.13264,1.13236,1.13252,735.76 +12.12.2018 07:15:00.000,1.13251,1.13275,1.13235,1.13268,791.17 +12.12.2018 07:20:00.000,1.13268,1.13327,1.13265,1.13275,941.8499999999999 +12.12.2018 07:25:00.000,1.13275,1.13305,1.13272,1.13304,788.74 +12.12.2018 07:30:00.000,1.13304,1.13305,1.13232,1.13244,1034.21 +12.12.2018 07:35:00.000,1.13244,1.13246,1.13148,1.13191,1725.1899999999998 +12.12.2018 07:40:00.000,1.13190,1.13227,1.13184,1.13213,1221.9 +12.12.2018 07:45:00.000,1.13214,1.13284,1.13179,1.13259,1353.97 +12.12.2018 07:50:00.000,1.13259,1.13274,1.13240,1.13270,1235.26 +12.12.2018 07:55:00.000,1.13270,1.13300,1.13231,1.13239,1311.07 +12.12.2018 08:00:00.000,1.13240,1.13292,1.13210,1.13265,1291.77 +12.12.2018 08:05:00.000,1.13265,1.13269,1.13163,1.13184,1273.47 +12.12.2018 08:10:00.000,1.13185,1.13208,1.13153,1.13196,1499.8 +12.12.2018 08:15:00.000,1.13195,1.13225,1.13178,1.13218,1186.21 +12.12.2018 08:20:00.000,1.13219,1.13305,1.13208,1.13279,1573.46 +12.12.2018 08:25:00.000,1.13281,1.13289,1.13190,1.13190,1820.9700000000003 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09:45:00.000,1.13315,1.13365,1.13311,1.13351,971.6500000000001 +12.12.2018 09:50:00.000,1.13351,1.13374,1.13334,1.13334,1256.12 +12.12.2018 09:55:00.000,1.13334,1.13354,1.13324,1.13333,1037.16 +12.12.2018 10:00:00.000,1.13332,1.13360,1.13321,1.13356,1016.02 +12.12.2018 10:05:00.000,1.13355,1.13381,1.13346,1.13351,964.36 +12.12.2018 10:10:00.000,1.13355,1.13364,1.13335,1.13337,793.09 +12.12.2018 10:15:00.000,1.13336,1.13341,1.13301,1.13326,926.29 +12.12.2018 10:20:00.000,1.13324,1.13358,1.13308,1.13340,1075.4 +12.12.2018 10:25:00.000,1.13339,1.13357,1.13329,1.13343,848.03 +12.12.2018 10:30:00.000,1.13342,1.13352,1.13334,1.13350,763.1500000000001 +12.12.2018 10:35:00.000,1.13351,1.13365,1.13334,1.13338,1026.86 +12.12.2018 10:40:00.000,1.13337,1.13350,1.13324,1.13341,804.1700000000001 +12.12.2018 10:45:00.000,1.13342,1.13351,1.13333,1.13335,625.6999999999999 +12.12.2018 10:50:00.000,1.13335,1.13363,1.13325,1.13351,1037.83 +12.12.2018 10:55:00.000,1.13352,1.13364,1.13339,1.13349,830.47 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12:10:00.000,1.13281,1.13310,1.13269,1.13305,859.6999999999999 +12.12.2018 12:15:00.000,1.13305,1.13330,1.13294,1.13309,967.9100000000001 +12.12.2018 12:20:00.000,1.13309,1.13318,1.13277,1.13305,952.0500000000001 +12.12.2018 12:25:00.000,1.13305,1.13307,1.13280,1.13292,756.7099999999999 +12.12.2018 12:30:00.000,1.13291,1.13294,1.13252,1.13255,992.17 +12.12.2018 12:35:00.000,1.13255,1.13524,1.13252,1.13504,2119.78 +12.12.2018 12:40:00.000,1.13503,1.13620,1.13503,1.13594,1720.67 +12.12.2018 12:45:00.000,1.13593,1.13643,1.13567,1.13567,1821.2200000000003 +12.12.2018 12:50:00.000,1.13567,1.13570,1.13287,1.13408,1903.27 +12.12.2018 12:55:00.000,1.13407,1.13445,1.13364,1.13407,1821.27 +12.12.2018 13:00:00.000,1.13408,1.13472,1.13408,1.13463,1478.9499999999998 +12.12.2018 13:05:00.000,1.13463,1.13463,1.13415,1.13450,1192.6 +12.12.2018 13:10:00.000,1.13451,1.13468,1.13420,1.13464,1406.7799999999997 +12.12.2018 13:15:00.000,1.13463,1.13491,1.13446,1.13489,1487.0500000000002 +12.12.2018 13:20:00.000,1.13488,1.13526,1.13475,1.13497,1384.56 +12.12.2018 13:25:00.000,1.13498,1.13502,1.13400,1.13419,999.6300000000001 +12.12.2018 13:30:00.000,1.13424,1.13500,1.13397,1.13471,1722.75 +12.12.2018 13:35:00.000,1.13470,1.13563,1.13466,1.13534,1751.53 +12.12.2018 13:40:00.000,1.13537,1.13587,1.13510,1.13528,2017.6999999999998 +12.12.2018 13:45:00.000,1.13529,1.13598,1.13500,1.13581,1688.26 +12.12.2018 13:50:00.000,1.13580,1.13625,1.13557,1.13587,1762.36 +12.12.2018 13:55:00.000,1.13588,1.13607,1.13578,1.13595,1198.77 +12.12.2018 14:00:00.000,1.13594,1.13601,1.13545,1.13551,1448.01 +12.12.2018 14:05:00.000,1.13549,1.13549,1.13439,1.13447,1682.92 +12.12.2018 14:10:00.000,1.13447,1.13492,1.13418,1.13490,1606.8700000000003 +12.12.2018 14:15:00.000,1.13490,1.13531,1.13460,1.13509,1436.77 +12.12.2018 14:20:00.000,1.13510,1.13546,1.13448,1.13455,1281.39 +12.12.2018 14:25:00.000,1.13454,1.13491,1.13439,1.13467,1620.29 +12.12.2018 14:30:00.000,1.13469,1.13531,1.13459,1.13518,1563.87 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15:45:00.000,1.13686,1.13703,1.13672,1.13689,1713.42 +12.12.2018 15:50:00.000,1.13691,1.13730,1.13688,1.13705,1365.9600000000003 +12.12.2018 15:55:00.000,1.13706,1.13725,1.13645,1.13654,1646.0800000000002 +12.12.2018 16:00:00.000,1.13656,1.13692,1.13628,1.13680,1678.67 +12.12.2018 16:05:00.000,1.13681,1.13723,1.13658,1.13658,1364.91 +12.12.2018 16:10:00.000,1.13659,1.13667,1.13621,1.13628,1240.47 +12.12.2018 16:15:00.000,1.13626,1.13653,1.13597,1.13603,1164.32 +12.12.2018 16:20:00.000,1.13602,1.13626,1.13587,1.13626,1124.48 +12.12.2018 16:25:00.000,1.13624,1.13649,1.13586,1.13593,1292.1000000000001 +12.12.2018 16:30:00.000,1.13593,1.13607,1.13549,1.13602,1097.13 +12.12.2018 16:35:00.000,1.13603,1.13628,1.13593,1.13624,1097.0500000000002 +12.12.2018 16:40:00.000,1.13625,1.13650,1.13625,1.13630,970.44 +12.12.2018 16:45:00.000,1.13631,1.13667,1.13611,1.13655,1026.21 +12.12.2018 16:50:00.000,1.13655,1.13663,1.13617,1.13622,1182.3200000000002 +12.12.2018 16:55:00.000,1.13620,1.13624,1.13582,1.13617,1053.64 +12.12.2018 17:00:00.000,1.13617,1.13630,1.13595,1.13623,1422.43 +12.12.2018 17:05:00.000,1.13622,1.13631,1.13606,1.13622,940.02 +12.12.2018 17:10:00.000,1.13622,1.13661,1.13615,1.13642,1322.55 +12.12.2018 17:15:00.000,1.13642,1.13647,1.13593,1.13593,838.68 +12.12.2018 17:20:00.000,1.13593,1.13668,1.13585,1.13649,879.8100000000001 +12.12.2018 17:25:00.000,1.13649,1.13677,1.13640,1.13666,1182.9099999999999 +12.12.2018 17:30:00.000,1.13664,1.13668,1.13610,1.13621,1308.31 +12.12.2018 17:35:00.000,1.13623,1.13647,1.13622,1.13627,739.51 +12.12.2018 17:40:00.000,1.13627,1.13649,1.13616,1.13624,1203.1000000000001 +12.12.2018 17:45:00.000,1.13626,1.13663,1.13625,1.13638,1079.0800000000002 +12.12.2018 17:50:00.000,1.13638,1.13728,1.13637,1.13716,1255.58 +12.12.2018 17:55:00.000,1.13715,1.13767,1.13713,1.13766,1689.2299999999998 +12.12.2018 18:00:00.000,1.13769,1.13872,1.13769,1.13813,1659.58 +12.12.2018 18:05:00.000,1.13815,1.13828,1.13796,1.13805,1127.67 +12.12.2018 18:10:00.000,1.13806,1.13806,1.13727,1.13747,1232.0500000000002 +12.12.2018 18:15:00.000,1.13747,1.13756,1.13702,1.13708,1081.75 +12.12.2018 18:20:00.000,1.13709,1.13736,1.13702,1.13714,719.3 +12.12.2018 18:25:00.000,1.13714,1.13726,1.13700,1.13719,491.41 +12.12.2018 18:30:00.000,1.13719,1.13719,1.13674,1.13688,892.16 +12.12.2018 18:35:00.000,1.13687,1.13690,1.13653,1.13676,688.99 +12.12.2018 18:40:00.000,1.13676,1.13677,1.13653,1.13677,835.75 +12.12.2018 18:45:00.000,1.13675,1.13684,1.13663,1.13665,776.5799999999999 +12.12.2018 18:50:00.000,1.13665,1.13673,1.13652,1.13662,1031.8200000000002 +12.12.2018 18:55:00.000,1.13662,1.13663,1.13597,1.13625,1140.25 +12.12.2018 19:00:00.000,1.13624,1.13635,1.13584,1.13594,1221.55 +12.12.2018 19:05:00.000,1.13594,1.13618,1.13594,1.13609,1168.88 +12.12.2018 19:10:00.000,1.13609,1.13627,1.13605,1.13624,764.39 +12.12.2018 19:15:00.000,1.13622,1.13655,1.13622,1.13638,751.76 +12.12.2018 19:20:00.000,1.13638,1.13665,1.13632,1.13662,682.3 +12.12.2018 19:25:00.000,1.13661,1.13676,1.13645,1.13662,1395.98 +12.12.2018 19:30:00.000,1.13664,1.13664,1.13631,1.13637,1314.76 +12.12.2018 19:35:00.000,1.13637,1.13650,1.13636,1.13647,1029.01 +12.12.2018 19:40:00.000,1.13647,1.13666,1.13643,1.13643,1143.32 +12.12.2018 19:45:00.000,1.13645,1.13660,1.13632,1.13642,713.6000000000001 +12.12.2018 19:50:00.000,1.13642,1.13655,1.13621,1.13641,1201.04 +12.12.2018 19:55:00.000,1.13642,1.13677,1.13638,1.13673,997.49 +12.12.2018 20:00:00.000,1.13671,1.13680,1.13647,1.13679,976.8100000000001 +12.12.2018 20:05:00.000,1.13678,1.13698,1.13677,1.13682,1032.6599999999999 +12.12.2018 20:10:00.000,1.13683,1.13740,1.13680,1.13739,622.88 +12.12.2018 20:15:00.000,1.13739,1.13741,1.13712,1.13726,797.3900000000001 +12.12.2018 20:20:00.000,1.13726,1.13792,1.13718,1.13767,1004.5400000000001 +12.12.2018 20:25:00.000,1.13769,1.13772,1.13735,1.13753,1435.9700000000003 +12.12.2018 20:30:00.000,1.13754,1.13769,1.13706,1.13715,1245.3400000000001 +12.12.2018 20:35:00.000,1.13715,1.13737,1.13712,1.13728,955.19 +12.12.2018 20:40:00.000,1.13727,1.13739,1.13726,1.13738,619.81 +12.12.2018 20:45:00.000,1.13735,1.13762,1.13714,1.13761,768.9200000000001 +12.12.2018 20:50:00.000,1.13761,1.13763,1.13716,1.13716,927.8699999999999 +12.12.2018 20:55:00.000,1.13715,1.13715,1.13673,1.13708,900.5 +12.12.2018 21:00:00.000,1.13712,1.13784,1.13633,1.13657,865.66 +12.12.2018 21:05:00.000,1.13656,1.13660,1.13632,1.13634,536.61 +12.12.2018 21:10:00.000,1.13633,1.13646,1.13622,1.13627,632.7599999999999 +12.12.2018 21:15:00.000,1.13626,1.13627,1.13602,1.13603,552.9699999999999 +12.12.2018 21:20:00.000,1.13603,1.13638,1.13602,1.13633,450.58000000000004 +12.12.2018 21:25:00.000,1.13634,1.13662,1.13632,1.13655,327.03999999999996 +12.12.2018 21:30:00.000,1.13654,1.13668,1.13649,1.13663,463.58 +12.12.2018 21:35:00.000,1.13663,1.13689,1.13654,1.13669,427.11 +12.12.2018 21:40:00.000,1.13669,1.13715,1.13669,1.13710,541.0799999999999 +12.12.2018 21:45:00.000,1.13710,1.13719,1.13689,1.13706,393.1 +12.12.2018 21:50:00.000,1.13706,1.13706,1.13680,1.13680,293.45 +12.12.2018 21:55:00.000,1.13679,1.13692,1.13671,1.13681,395.39 +12.12.2018 22:00:00.000,1.13681,1.13695,1.13678,1.13682,77.95 +12.12.2018 22:05:00.000,1.13684,1.13697,1.13680,1.13696,419.75000000000006 +12.12.2018 22:10:00.000,1.13697,1.13697,1.13684,1.13692,223.63 +12.12.2018 22:15:00.000,1.13692,1.13693,1.13689,1.13691,157.82 +12.12.2018 22:20:00.000,1.13693,1.13750,1.13689,1.13736,417.99999999999994 +12.12.2018 22:25:00.000,1.13735,1.13752,1.13729,1.13739,405.58000000000004 +12.12.2018 22:30:00.000,1.13739,1.13752,1.13729,1.13729,493.45000000000005 +12.12.2018 22:35:00.000,1.13730,1.13744,1.13679,1.13732,420.92999999999995 +12.12.2018 22:40:00.000,1.13733,1.13744,1.13724,1.13737,425.13 +12.12.2018 22:45:00.000,1.13737,1.13737,1.13701,1.13711,370.1 +12.12.2018 22:50:00.000,1.13711,1.13718,1.13701,1.13709,187.07000000000002 +12.12.2018 22:55:00.000,1.13709,1.13717,1.13703,1.13713,167.28 +12.12.2018 23:00:00.000,1.13718,1.13762,1.13705,1.13755,470.5800000000001 +12.12.2018 23:05:00.000,1.13755,1.13757,1.13738,1.13756,242.98000000000002 +12.12.2018 23:10:00.000,1.13756,1.13763,1.13750,1.13762,311.04 +12.12.2018 23:15:00.000,1.13761,1.13768,1.13732,1.13745,505.52000000000004 +12.12.2018 23:20:00.000,1.13744,1.13758,1.13738,1.13742,317.85 +12.12.2018 23:25:00.000,1.13740,1.13740,1.13729,1.13732,359.09000000000003 +12.12.2018 23:30:00.000,1.13732,1.13743,1.13728,1.13741,227.82999999999998 +12.12.2018 23:35:00.000,1.13740,1.13751,1.13740,1.13751,257.90999999999997 +12.12.2018 23:40:00.000,1.13753,1.13755,1.13744,1.13744,234.59 +12.12.2018 23:45:00.000,1.13744,1.13744,1.13731,1.13733,288.09000000000003 +12.12.2018 23:50:00.000,1.13733,1.13771,1.13733,1.13746,409.89 +12.12.2018 23:55:00.000,1.13745,1.13745,1.13723,1.13725,508.65000000000003 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01:10:00.000,1.13670,1.13677,1.13667,1.13670,476.53000000000003 +13.12.2018 01:15:00.000,1.13670,1.13680,1.13670,1.13674,528.08 +13.12.2018 01:20:00.000,1.13676,1.13681,1.13659,1.13670,538.06 +13.12.2018 01:25:00.000,1.13671,1.13675,1.13665,1.13665,281.34000000000003 +13.12.2018 01:30:00.000,1.13665,1.13675,1.13660,1.13675,315.01 +13.12.2018 01:35:00.000,1.13675,1.13679,1.13668,1.13675,218.18 +13.12.2018 01:40:00.000,1.13674,1.13680,1.13666,1.13674,470.86 +13.12.2018 01:45:00.000,1.13674,1.13686,1.13671,1.13674,471.98 +13.12.2018 01:50:00.000,1.13674,1.13675,1.13659,1.13668,596.35 +13.12.2018 01:55:00.000,1.13667,1.13685,1.13667,1.13680,747.98 +13.12.2018 02:00:00.000,1.13679,1.13691,1.13678,1.13688,683.52 +13.12.2018 02:05:00.000,1.13687,1.13689,1.13669,1.13669,816.4 +13.12.2018 02:10:00.000,1.13670,1.13685,1.13669,1.13684,458.38 +13.12.2018 02:15:00.000,1.13686,1.13693,1.13680,1.13680,457.41999999999996 +13.12.2018 02:20:00.000,1.13681,1.13686,1.13669,1.13678,323.25 +13.12.2018 02:25:00.000,1.13678,1.13681,1.13666,1.13670,614.86 +13.12.2018 02:30:00.000,1.13667,1.13680,1.13659,1.13670,603.9100000000001 +13.12.2018 02:35:00.000,1.13671,1.13675,1.13664,1.13667,330.59000000000003 +13.12.2018 02:40:00.000,1.13667,1.13674,1.13667,1.13670,378.34 +13.12.2018 02:45:00.000,1.13669,1.13697,1.13669,1.13694,562.02 +13.12.2018 02:50:00.000,1.13694,1.13708,1.13694,1.13706,480.53999999999996 +13.12.2018 02:55:00.000,1.13706,1.13710,1.13698,1.13698,521.04 +13.12.2018 03:00:00.000,1.13698,1.13704,1.13695,1.13700,580.76 +13.12.2018 03:05:00.000,1.13700,1.13710,1.13698,1.13710,468.65 +13.12.2018 03:10:00.000,1.13708,1.13714,1.13699,1.13705,383.74 +13.12.2018 03:15:00.000,1.13704,1.13708,1.13696,1.13696,271.9 +13.12.2018 03:20:00.000,1.13696,1.13704,1.13696,1.13699,319.33 +13.12.2018 03:25:00.000,1.13700,1.13710,1.13698,1.13704,474.11 +13.12.2018 03:30:00.000,1.13703,1.13716,1.13698,1.13714,516.22 +13.12.2018 03:35:00.000,1.13715,1.13716,1.13697,1.13704,226.17000000000002 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04:50:00.000,1.13669,1.13675,1.13667,1.13674,212.51999999999998 +13.12.2018 04:55:00.000,1.13674,1.13674,1.13645,1.13649,481.28 +13.12.2018 05:00:00.000,1.13649,1.13670,1.13647,1.13670,402.02 +13.12.2018 05:05:00.000,1.13669,1.13674,1.13660,1.13660,265.18 +13.12.2018 05:10:00.000,1.13661,1.13667,1.13653,1.13653,349.67 +13.12.2018 05:15:00.000,1.13654,1.13665,1.13654,1.13665,513.99 +13.12.2018 05:20:00.000,1.13664,1.13671,1.13659,1.13669,417.73 +13.12.2018 05:25:00.000,1.13669,1.13670,1.13658,1.13664,406.0799999999999 +13.12.2018 05:30:00.000,1.13664,1.13678,1.13655,1.13667,396.91999999999996 +13.12.2018 05:35:00.000,1.13667,1.13671,1.13658,1.13659,394.98 +13.12.2018 05:40:00.000,1.13660,1.13680,1.13660,1.13673,219.01999999999998 +13.12.2018 05:45:00.000,1.13673,1.13690,1.13654,1.13654,530.2700000000001 +13.12.2018 05:50:00.000,1.13653,1.13659,1.13653,1.13654,217.36999999999998 +13.12.2018 05:55:00.000,1.13653,1.13659,1.13628,1.13659,589.9000000000001 +13.12.2018 06:00:00.000,1.13659,1.13663,1.13641,1.13663,775.12 +13.12.2018 06:05:00.000,1.13663,1.13688,1.13662,1.13685,1008.97 +13.12.2018 06:10:00.000,1.13685,1.13706,1.13674,1.13700,930.74 +13.12.2018 06:15:00.000,1.13703,1.13706,1.13684,1.13701,754.51 +13.12.2018 06:20:00.000,1.13701,1.13713,1.13693,1.13705,704.6299999999999 +13.12.2018 06:25:00.000,1.13706,1.13709,1.13689,1.13699,700.4399999999999 +13.12.2018 06:30:00.000,1.13700,1.13710,1.13686,1.13710,654.34 +13.12.2018 06:35:00.000,1.13709,1.13714,1.13698,1.13699,349.76 +13.12.2018 06:40:00.000,1.13699,1.13711,1.13693,1.13698,533.9 +13.12.2018 06:45:00.000,1.13698,1.13723,1.13694,1.13720,784.61 +13.12.2018 06:50:00.000,1.13719,1.13722,1.13697,1.13697,524.54 +13.12.2018 06:55:00.000,1.13696,1.13713,1.13691,1.13696,600.34 +13.12.2018 07:00:00.000,1.13704,1.13745,1.13686,1.13726,1031.88 +13.12.2018 07:05:00.000,1.13727,1.13744,1.13725,1.13738,927.8399999999999 +13.12.2018 07:10:00.000,1.13739,1.13750,1.13715,1.13720,886.05 +13.12.2018 07:15:00.000,1.13720,1.13748,1.13695,1.13722,894.1800000000001 +13.12.2018 07:20:00.000,1.13724,1.13763,1.13724,1.13761,1155.92 +13.12.2018 07:25:00.000,1.13761,1.13766,1.13733,1.13752,1163.05 +13.12.2018 07:30:00.000,1.13750,1.13773,1.13748,1.13764,1110.49 +13.12.2018 07:35:00.000,1.13764,1.13779,1.13761,1.13770,960.78 +13.12.2018 07:40:00.000,1.13769,1.13805,1.13764,1.13799,1034 +13.12.2018 07:45:00.000,1.13800,1.13805,1.13784,1.13799,1102.01 +13.12.2018 07:50:00.000,1.13800,1.13845,1.13795,1.13831,1083.28 +13.12.2018 07:55:00.000,1.13832,1.13874,1.13821,1.13823,1195.98 +13.12.2018 08:00:00.000,1.13821,1.13850,1.13802,1.13843,1158.29 +13.12.2018 08:05:00.000,1.13843,1.13856,1.13799,1.13854,1551.06 +13.12.2018 08:10:00.000,1.13855,1.13879,1.13848,1.13850,1341.66 +13.12.2018 08:15:00.000,1.13849,1.13890,1.13848,1.13875,1107.0700000000002 +13.12.2018 08:20:00.000,1.13876,1.13932,1.13859,1.13908,1104.87 +13.12.2018 08:25:00.000,1.13908,1.13925,1.13843,1.13844,1197.71 +13.12.2018 08:30:00.000,1.13844,1.13854,1.13823,1.13836,1159.6599999999999 +13.12.2018 08:35:00.000,1.13836,1.13853,1.13803,1.13816,1153.99 +13.12.2018 08:40:00.000,1.13815,1.13838,1.13811,1.13834,1235.3 +13.12.2018 08:45:00.000,1.13834,1.13850,1.13819,1.13848,1061.82 +13.12.2018 08:50:00.000,1.13866,1.13868,1.13827,1.13853,1127.72 +13.12.2018 08:55:00.000,1.13853,1.13874,1.13839,1.13840,1015.5899999999999 +13.12.2018 09:00:00.000,1.13840,1.13843,1.13820,1.13839,1008.7 +13.12.2018 09:05:00.000,1.13839,1.13856,1.13789,1.13789,951.3 +13.12.2018 09:10:00.000,1.13791,1.13810,1.13775,1.13781,1049.6299999999999 +13.12.2018 09:15:00.000,1.13780,1.13814,1.13761,1.13775,924.72 +13.12.2018 09:20:00.000,1.13775,1.13781,1.13751,1.13753,748.71 +13.12.2018 09:25:00.000,1.13754,1.13764,1.13743,1.13753,1422.85 +13.12.2018 09:30:00.000,1.13751,1.13806,1.13750,1.13794,1088.43 +13.12.2018 09:35:00.000,1.13794,1.13796,1.13749,1.13751,1077.76 +13.12.2018 09:40:00.000,1.13751,1.13794,1.13751,1.13785,1122.4099999999999 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10:55:00.000,1.13740,1.13745,1.13714,1.13723,775.34 +13.12.2018 11:00:00.000,1.13724,1.13751,1.13718,1.13745,752.74 +13.12.2018 11:05:00.000,1.13744,1.13809,1.13744,1.13784,830.1800000000001 +13.12.2018 11:10:00.000,1.13784,1.13801,1.13778,1.13788,809.5 +13.12.2018 11:15:00.000,1.13788,1.13805,1.13788,1.13793,770.2 +13.12.2018 11:20:00.000,1.13794,1.13805,1.13783,1.13797,690.4399999999999 +13.12.2018 11:25:00.000,1.13799,1.13815,1.13790,1.13796,639.59 +13.12.2018 11:30:00.000,1.13795,1.13797,1.13782,1.13792,745.76 +13.12.2018 11:35:00.000,1.13792,1.13810,1.13790,1.13794,826.6899999999999 +13.12.2018 11:40:00.000,1.13795,1.13797,1.13760,1.13763,766.3299999999999 +13.12.2018 11:45:00.000,1.13763,1.13783,1.13745,1.13753,703.53 +13.12.2018 11:50:00.000,1.13753,1.13780,1.13737,1.13778,688.75 +13.12.2018 11:55:00.000,1.13779,1.13787,1.13741,1.13786,807.0899999999999 +13.12.2018 12:00:00.000,1.13787,1.13812,1.13780,1.13803,651.44 +13.12.2018 12:05:00.000,1.13803,1.13825,1.13800,1.13812,782.08 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13:20:00.000,1.13737,1.13799,1.13729,1.13799,1545.3 +13.12.2018 13:25:00.000,1.13798,1.13843,1.13793,1.13808,1244.75 +13.12.2018 13:30:00.000,1.13808,1.13876,1.13763,1.13846,1547.24 +13.12.2018 13:35:00.000,1.13847,1.13849,1.13503,1.13525,2808.2599999999998 +13.12.2018 13:40:00.000,1.13523,1.13617,1.13425,1.13458,2397.7799999999997 +13.12.2018 13:45:00.000,1.13458,1.13478,1.13405,1.13447,1821.4299999999998 +13.12.2018 13:50:00.000,1.13446,1.13459,1.13386,1.13440,1607.0399999999997 +13.12.2018 13:55:00.000,1.13440,1.13489,1.13419,1.13447,1345.37 +13.12.2018 14:00:00.000,1.13446,1.13540,1.13394,1.13540,1634.48 +13.12.2018 14:05:00.000,1.13543,1.13576,1.13537,1.13556,1537.23 +13.12.2018 14:10:00.000,1.13557,1.13699,1.13555,1.13637,1914.8700000000001 +13.12.2018 14:15:00.000,1.13636,1.13638,1.13575,1.13627,1513.46 +13.12.2018 14:20:00.000,1.13627,1.13631,1.13559,1.13587,1363.2400000000002 +13.12.2018 14:25:00.000,1.13589,1.13595,1.13449,1.13489,1669.4900000000002 +13.12.2018 14:30:00.000,1.13488,1.13490,1.13410,1.13428,1969.01 +13.12.2018 14:35:00.000,1.13430,1.13466,1.13400,1.13418,1579.73 +13.12.2018 14:40:00.000,1.13422,1.13452,1.13390,1.13400,1379.48 +13.12.2018 14:45:00.000,1.13406,1.13426,1.13310,1.13336,1951.35 +13.12.2018 14:50:00.000,1.13336,1.13438,1.13332,1.13430,1438.52 +13.12.2018 14:55:00.000,1.13430,1.13480,1.13400,1.13435,1930.96 +13.12.2018 15:00:00.000,1.13435,1.13505,1.13424,1.13504,1845.85 +13.12.2018 15:05:00.000,1.13505,1.13519,1.13486,1.13503,1579.98 +13.12.2018 15:10:00.000,1.13504,1.13508,1.13464,1.13500,1416.05 +13.12.2018 15:15:00.000,1.13500,1.13517,1.13423,1.13424,1498.97 +13.12.2018 15:20:00.000,1.13424,1.13435,1.13311,1.13330,1811.5899999999997 +13.12.2018 15:25:00.000,1.13331,1.13363,1.13318,1.13333,1404.29 +13.12.2018 15:30:00.000,1.13333,1.13374,1.13323,1.13368,1520.03 +13.12.2018 15:35:00.000,1.13369,1.13388,1.13345,1.13368,1592.8600000000001 +13.12.2018 15:40:00.000,1.13368,1.13402,1.13338,1.13395,1396.21 +13.12.2018 15:45:00.000,1.13394,1.13397,1.13345,1.13389,1411.8999999999999 +13.12.2018 15:50:00.000,1.13388,1.13473,1.13382,1.13451,1581.8600000000001 +13.12.2018 15:55:00.000,1.13450,1.13484,1.13438,1.13467,1551.8600000000001 +13.12.2018 16:00:00.000,1.13472,1.13512,1.13463,1.13479,1279.79 +13.12.2018 16:05:00.000,1.13482,1.13572,1.13482,1.13547,1502.3899999999999 +13.12.2018 16:10:00.000,1.13547,1.13548,1.13505,1.13516,1454.1 +13.12.2018 16:15:00.000,1.13516,1.13549,1.13514,1.13532,1787.9999999999998 +13.12.2018 16:20:00.000,1.13534,1.13571,1.13529,1.13553,1406.95 +13.12.2018 16:25:00.000,1.13553,1.13557,1.13526,1.13544,1332.4 +13.12.2018 16:30:00.000,1.13543,1.13544,1.13499,1.13511,1546.51 +13.12.2018 16:35:00.000,1.13508,1.13514,1.13495,1.13509,1534.1999999999998 +13.12.2018 16:40:00.000,1.13509,1.13569,1.13500,1.13553,1468.26 +13.12.2018 16:45:00.000,1.13553,1.13579,1.13533,1.13575,1218.79 +13.12.2018 16:50:00.000,1.13574,1.13617,1.13573,1.13605,1366.09 +13.12.2018 16:55:00.000,1.13605,1.13623,1.13581,1.13581,1265.8899999999999 +13.12.2018 17:00:00.000,1.13581,1.13620,1.13573,1.13602,1372.7800000000002 +13.12.2018 17:05:00.000,1.13605,1.13626,1.13600,1.13617,1278.6499999999999 +13.12.2018 17:10:00.000,1.13617,1.13625,1.13599,1.13619,1236.13 +13.12.2018 17:15:00.000,1.13619,1.13633,1.13599,1.13619,1377.88 +13.12.2018 17:20:00.000,1.13620,1.13640,1.13568,1.13569,1038.08 +13.12.2018 17:25:00.000,1.13568,1.13584,1.13474,1.13528,1445.76 +13.12.2018 17:30:00.000,1.13529,1.13575,1.13522,1.13533,1326.1899999999998 +13.12.2018 17:35:00.000,1.13533,1.13535,1.13494,1.13509,1020.6899999999999 +13.12.2018 17:40:00.000,1.13510,1.13550,1.13506,1.13542,946.18 +13.12.2018 17:45:00.000,1.13542,1.13566,1.13533,1.13566,615 +13.12.2018 17:50:00.000,1.13566,1.13572,1.13542,1.13542,712.0400000000001 +13.12.2018 17:55:00.000,1.13545,1.13576,1.13541,1.13569,1049.3 +13.12.2018 18:00:00.000,1.13568,1.13598,1.13549,1.13593,1075.7 +13.12.2018 18:05:00.000,1.13595,1.13656,1.13592,1.13649,1156.41 +13.12.2018 18:10:00.000,1.13649,1.13673,1.13639,1.13659,1198.4099999999999 +13.12.2018 18:15:00.000,1.13659,1.13719,1.13659,1.13679,1166.5100000000002 +13.12.2018 18:20:00.000,1.13679,1.13690,1.13667,1.13667,1038.19 +13.12.2018 18:25:00.000,1.13671,1.13705,1.13668,1.13698,1110.36 +13.12.2018 18:30:00.000,1.13696,1.13703,1.13648,1.13651,1059.1100000000001 +13.12.2018 18:35:00.000,1.13651,1.13678,1.13648,1.13677,908.28 +13.12.2018 18:40:00.000,1.13678,1.13681,1.13658,1.13669,727.86 +13.12.2018 18:45:00.000,1.13669,1.13674,1.13648,1.13654,683.24 +13.12.2018 18:50:00.000,1.13653,1.13662,1.13632,1.13644,551.4300000000001 +13.12.2018 18:55:00.000,1.13645,1.13664,1.13615,1.13624,991.52 +13.12.2018 19:00:00.000,1.13624,1.13635,1.13589,1.13629,1120.29 +13.12.2018 19:05:00.000,1.13630,1.13632,1.13604,1.13623,1055.8600000000001 +13.12.2018 19:10:00.000,1.13623,1.13626,1.13610,1.13620,1204.63 +13.12.2018 19:15:00.000,1.13620,1.13639,1.13613,1.13622,733.3699999999999 +13.12.2018 19:20:00.000,1.13623,1.13633,1.13611,1.13632,858.27 +13.12.2018 19:25:00.000,1.13633,1.13651,1.13631,1.13645,833.9 +13.12.2018 19:30:00.000,1.13645,1.13656,1.13644,1.13649,762.33 +13.12.2018 19:35:00.000,1.13650,1.13650,1.13626,1.13628,919.1 +13.12.2018 19:40:00.000,1.13629,1.13636,1.13627,1.13634,848.4300000000001 +13.12.2018 19:45:00.000,1.13634,1.13666,1.13633,1.13666,1090.9699999999998 +13.12.2018 19:50:00.000,1.13667,1.13679,1.13656,1.13671,1188.95 +13.12.2018 19:55:00.000,1.13672,1.13675,1.13651,1.13660,1093.7 +13.12.2018 20:00:00.000,1.13667,1.13667,1.13642,1.13643,678.8000000000001 +13.12.2018 20:05:00.000,1.13643,1.13646,1.13631,1.13637,769.63 +13.12.2018 20:10:00.000,1.13636,1.13642,1.13626,1.13638,713.99 +13.12.2018 20:15:00.000,1.13638,1.13642,1.13627,1.13637,762.13 +13.12.2018 20:20:00.000,1.13637,1.13670,1.13635,1.13669,970.6400000000001 +13.12.2018 20:25:00.000,1.13669,1.13679,1.13656,1.13656,757.51 +13.12.2018 20:30:00.000,1.13656,1.13658,1.13628,1.13629,886.4200000000001 +13.12.2018 20:35:00.000,1.13629,1.13631,1.13612,1.13614,887.99 +13.12.2018 20:40:00.000,1.13614,1.13641,1.13613,1.13641,556.13 +13.12.2018 20:45:00.000,1.13639,1.13640,1.13615,1.13617,882.6899999999999 +13.12.2018 20:50:00.000,1.13618,1.13641,1.13617,1.13637,508.47 +13.12.2018 20:55:00.000,1.13637,1.13641,1.13624,1.13639,934.98 +13.12.2018 21:00:00.000,1.13638,1.13638,1.13608,1.13620,566.44 +13.12.2018 21:05:00.000,1.13622,1.13633,1.13617,1.13629,368.88 +13.12.2018 21:10:00.000,1.13629,1.13643,1.13622,1.13624,237.12 +13.12.2018 21:15:00.000,1.13623,1.13631,1.13620,1.13627,307.63 +13.12.2018 21:20:00.000,1.13626,1.13632,1.13622,1.13623,329.84000000000003 +13.12.2018 21:25:00.000,1.13622,1.13633,1.13612,1.13630,440.38 +13.12.2018 21:30:00.000,1.13628,1.13637,1.13620,1.13622,327.46000000000004 +13.12.2018 21:35:00.000,1.13621,1.13622,1.13575,1.13581,557.23 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22:50:00.000,1.13567,1.13596,1.13557,1.13574,553.26 +13.12.2018 22:55:00.000,1.13572,1.13592,1.13564,1.13564,570.09 +13.12.2018 23:00:00.000,1.13564,1.13612,1.13557,1.13589,719.74 +13.12.2018 23:05:00.000,1.13592,1.13607,1.13587,1.13588,310.02000000000004 +13.12.2018 23:10:00.000,1.13588,1.13589,1.13572,1.13578,222.88 +13.12.2018 23:15:00.000,1.13581,1.13585,1.13578,1.13583,184.07999999999998 +13.12.2018 23:20:00.000,1.13584,1.13594,1.13583,1.13589,279.42 +13.12.2018 23:25:00.000,1.13588,1.13590,1.13583,1.13585,422.8 +13.12.2018 23:30:00.000,1.13585,1.13593,1.13576,1.13579,230.8 +13.12.2018 23:35:00.000,1.13579,1.13624,1.13566,1.13616,397.94 +13.12.2018 23:40:00.000,1.13617,1.13620,1.13615,1.13615,411.19 +13.12.2018 23:45:00.000,1.13614,1.13615,1.13607,1.13609,273.68 +13.12.2018 23:50:00.000,1.13610,1.13619,1.13608,1.13619,188.51000000000002 +13.12.2018 23:55:00.000,1.13620,1.13632,1.13616,1.13630,354.5 +14.12.2018 00:00:00.000,1.13630,1.13635,1.13622,1.13632,523.42 +14.12.2018 00:05:00.000,1.13632,1.13633,1.13624,1.13627,359.26 +14.12.2018 00:10:00.000,1.13626,1.13633,1.13589,1.13612,587.55 +14.12.2018 00:15:00.000,1.13612,1.13622,1.13594,1.13596,523.4399999999999 +14.12.2018 00:20:00.000,1.13596,1.13608,1.13596,1.13606,333.56 +14.12.2018 00:25:00.000,1.13606,1.13619,1.13606,1.13606,464.96000000000004 +14.12.2018 00:30:00.000,1.13606,1.13611,1.13599,1.13604,665.49 +14.12.2018 00:35:00.000,1.13604,1.13626,1.13604,1.13622,480.09000000000003 +14.12.2018 00:40:00.000,1.13622,1.13639,1.13597,1.13631,823.92 +14.12.2018 00:45:00.000,1.13631,1.13631,1.13596,1.13612,698.27 +14.12.2018 00:50:00.000,1.13613,1.13634,1.13595,1.13634,775.24 +14.12.2018 00:55:00.000,1.13639,1.13649,1.13602,1.13607,894.6700000000001 +14.12.2018 01:00:00.000,1.13607,1.13622,1.13596,1.13602,978.5699999999999 +14.12.2018 01:05:00.000,1.13602,1.13617,1.13593,1.13602,555.03 +14.12.2018 01:10:00.000,1.13602,1.13606,1.13587,1.13604,560.48 +14.12.2018 01:15:00.000,1.13602,1.13612,1.13599,1.13603,583.4499999999999 +14.12.2018 01:20:00.000,1.13603,1.13606,1.13588,1.13593,429.15000000000003 +14.12.2018 01:25:00.000,1.13594,1.13600,1.13565,1.13567,702.02 +14.12.2018 01:30:00.000,1.13566,1.13581,1.13564,1.13581,545.98 +14.12.2018 01:35:00.000,1.13581,1.13587,1.13572,1.13581,669.5 +14.12.2018 01:40:00.000,1.13581,1.13602,1.13581,1.13587,458.5 +14.12.2018 01:45:00.000,1.13587,1.13608,1.13585,1.13607,755.1800000000001 +14.12.2018 01:50:00.000,1.13607,1.13623,1.13602,1.13622,672.33 +14.12.2018 01:55:00.000,1.13623,1.13633,1.13617,1.13633,496.59 +14.12.2018 02:00:00.000,1.13630,1.13631,1.13599,1.13605,837.05 +14.12.2018 02:05:00.000,1.13605,1.13609,1.13582,1.13583,1105.3 +14.12.2018 02:10:00.000,1.13583,1.13589,1.13566,1.13571,811.02 +14.12.2018 02:15:00.000,1.13570,1.13576,1.13561,1.13570,770.38 +14.12.2018 02:20:00.000,1.13569,1.13570,1.13551,1.13563,757.7 +14.12.2018 02:25:00.000,1.13563,1.13586,1.13563,1.13571,709.1300000000001 +14.12.2018 02:30:00.000,1.13571,1.13587,1.13570,1.13587,258.15999999999997 +14.12.2018 02:35:00.000,1.13587,1.13591,1.13578,1.13591,435 +14.12.2018 02:40:00.000,1.13590,1.13592,1.13574,1.13581,250.7 +14.12.2018 02:45:00.000,1.13581,1.13581,1.13572,1.13578,344.28 +14.12.2018 02:50:00.000,1.13579,1.13589,1.13574,1.13582,497.14 +14.12.2018 02:55:00.000,1.13582,1.13599,1.13579,1.13598,555.1899999999999 +14.12.2018 03:00:00.000,1.13598,1.13601,1.13595,1.13597,327.23 +14.12.2018 03:05:00.000,1.13597,1.13599,1.13595,1.13596,251.35999999999999 +14.12.2018 03:10:00.000,1.13596,1.13601,1.13586,1.13598,533.95 +14.12.2018 03:15:00.000,1.13596,1.13603,1.13592,1.13593,498.26000000000005 +14.12.2018 03:20:00.000,1.13592,1.13604,1.13591,1.13603,445.11 +14.12.2018 03:25:00.000,1.13602,1.13604,1.13597,1.13601,296.46 +14.12.2018 03:30:00.000,1.13599,1.13602,1.13592,1.13596,405.53 +14.12.2018 03:35:00.000,1.13596,1.13604,1.13592,1.13597,278.9 +14.12.2018 03:40:00.000,1.13596,1.13599,1.13591,1.13598,511.23 +14.12.2018 03:45:00.000,1.13597,1.13602,1.13596,1.13598,366.52 +14.12.2018 03:50:00.000,1.13597,1.13608,1.13591,1.13596,454.67999999999995 +14.12.2018 03:55:00.000,1.13597,1.13607,1.13596,1.13606,463.62 +14.12.2018 04:00:00.000,1.13606,1.13617,1.13597,1.13606,393.63 +14.12.2018 04:05:00.000,1.13606,1.13611,1.13602,1.13607,312.2 +14.12.2018 04:10:00.000,1.13607,1.13611,1.13602,1.13602,401.37 +14.12.2018 04:15:00.000,1.13603,1.13611,1.13597,1.13605,467.21999999999997 +14.12.2018 04:20:00.000,1.13606,1.13606,1.13594,1.13601,464.22 +14.12.2018 04:25:00.000,1.13600,1.13612,1.13596,1.13596,268.54 +14.12.2018 04:30:00.000,1.13596,1.13600,1.13587,1.13598,715.9 +14.12.2018 04:35:00.000,1.13599,1.13618,1.13598,1.13600,264.26 +14.12.2018 04:40:00.000,1.13601,1.13611,1.13598,1.13610,482.81 +14.12.2018 04:45:00.000,1.13611,1.13611,1.13600,1.13601,300.80999999999995 +14.12.2018 04:50:00.000,1.13601,1.13608,1.13598,1.13601,271.58 +14.12.2018 04:55:00.000,1.13600,1.13617,1.13600,1.13617,309.21 +14.12.2018 05:00:00.000,1.13616,1.13616,1.13600,1.13601,268.09 +14.12.2018 05:05:00.000,1.13601,1.13613,1.13601,1.13603,276.25 +14.12.2018 05:10:00.000,1.13605,1.13610,1.13601,1.13607,204.07 +14.12.2018 05:15:00.000,1.13606,1.13608,1.13600,1.13602,255.88 +14.12.2018 05:20:00.000,1.13603,1.13609,1.13601,1.13606,386.02 +14.12.2018 05:25:00.000,1.13606,1.13607,1.13599,1.13601,297.05 +14.12.2018 05:30:00.000,1.13600,1.13609,1.13598,1.13599,462.1 +14.12.2018 05:35:00.000,1.13600,1.13604,1.13597,1.13600,296.46000000000004 +14.12.2018 05:40:00.000,1.13599,1.13602,1.13587,1.13597,503.89000000000004 +14.12.2018 05:45:00.000,1.13596,1.13600,1.13593,1.13595,425.87 +14.12.2018 05:50:00.000,1.13595,1.13607,1.13594,1.13599,409.22 +14.12.2018 05:55:00.000,1.13599,1.13604,1.13577,1.13604,539.88 +14.12.2018 06:00:00.000,1.13605,1.13609,1.13580,1.13584,349.20000000000005 +14.12.2018 06:05:00.000,1.13584,1.13587,1.13544,1.13550,667.01 +14.12.2018 06:10:00.000,1.13549,1.13562,1.13541,1.13554,348.78000000000003 +14.12.2018 06:15:00.000,1.13554,1.13563,1.13540,1.13559,674.3199999999999 +14.12.2018 06:20:00.000,1.13560,1.13560,1.13544,1.13545,632.02 +14.12.2018 06:25:00.000,1.13545,1.13547,1.13514,1.13531,860.47 +14.12.2018 06:30:00.000,1.13531,1.13548,1.13514,1.13545,554.07 +14.12.2018 06:35:00.000,1.13545,1.13549,1.13518,1.13522,334.65 +14.12.2018 06:40:00.000,1.13523,1.13529,1.13499,1.13501,493.65 +14.12.2018 06:45:00.000,1.13501,1.13501,1.13454,1.13472,955.27 +14.12.2018 06:50:00.000,1.13476,1.13497,1.13476,1.13479,513.99 +14.12.2018 06:55:00.000,1.13483,1.13516,1.13483,1.13488,737.78 +14.12.2018 07:00:00.000,1.13490,1.13526,1.13482,1.13526,920.24 +14.12.2018 07:05:00.000,1.13525,1.13526,1.13484,1.13493,749.05 +14.12.2018 07:10:00.000,1.13495,1.13499,1.13461,1.13472,857.21 +14.12.2018 07:15:00.000,1.13472,1.13514,1.13472,1.13506,745.5 +14.12.2018 07:20:00.000,1.13506,1.13507,1.13450,1.13452,1000.09 +14.12.2018 07:25:00.000,1.13452,1.13496,1.13451,1.13482,858.3100000000001 +14.12.2018 07:30:00.000,1.13481,1.13481,1.13455,1.13470,807.31 +14.12.2018 07:35:00.000,1.13470,1.13471,1.13435,1.13439,756.6400000000001 +14.12.2018 07:40:00.000,1.13440,1.13476,1.13433,1.13444,1226.92 +14.12.2018 07:45:00.000,1.13444,1.13513,1.13435,1.13512,1247.96 +14.12.2018 07:50:00.000,1.13515,1.13525,1.13494,1.13519,1129.32 +14.12.2018 07:55:00.000,1.13522,1.13559,1.13507,1.13551,1175.69 +14.12.2018 08:00:00.000,1.13553,1.13586,1.13512,1.13569,1667.19 +14.12.2018 08:05:00.000,1.13568,1.13572,1.13540,1.13571,1271.81 +14.12.2018 08:10:00.000,1.13571,1.13573,1.13550,1.13570,1388.7800000000002 +14.12.2018 08:15:00.000,1.13569,1.13569,1.13391,1.13433,1569.16 +14.12.2018 08:20:00.000,1.13435,1.13435,1.13363,1.13376,1878.9400000000003 +14.12.2018 08:25:00.000,1.13374,1.13401,1.13366,1.13390,1365.1599999999999 +14.12.2018 08:30:00.000,1.13384,1.13384,1.13241,1.13255,1717.54 +14.12.2018 08:35:00.000,1.13253,1.13253,1.13101,1.13123,1885.6000000000001 +14.12.2018 08:40:00.000,1.13123,1.13141,1.13086,1.13138,1592.96 +14.12.2018 08:45:00.000,1.13138,1.13138,1.13025,1.13050,1846.44 +14.12.2018 08:50:00.000,1.13051,1.13051,1.12980,1.13023,1800.69 +14.12.2018 08:55:00.000,1.13020,1.13020,1.12907,1.12918,1699.41 +14.12.2018 09:00:00.000,1.12916,1.13001,1.12866,1.12923,2078.44 +14.12.2018 09:05:00.000,1.12924,1.12978,1.12902,1.12963,1841.52 +14.12.2018 09:10:00.000,1.12963,1.12983,1.12916,1.12963,1225.19 +14.12.2018 09:15:00.000,1.12963,1.13002,1.12957,1.12992,1012.56 +14.12.2018 09:20:00.000,1.12991,1.12991,1.12872,1.12903,1307.15 +14.12.2018 09:25:00.000,1.12907,1.12957,1.12881,1.12953,1431.71 +14.12.2018 09:30:00.000,1.12952,1.12964,1.12917,1.12929,17856.4509 +14.12.2018 09:35:00.000,1.12927,1.12958,1.12913,1.12940,1069.49 +14.12.2018 09:40:00.000,1.12942,1.12970,1.12921,1.12935,1246.19 +14.12.2018 09:45:00.000,1.12935,1.12938,1.12892,1.12898,1076.33 +14.12.2018 09:50:00.000,1.12900,1.12921,1.12886,1.12896,1026.7 +14.12.2018 09:55:00.000,1.12898,1.12938,1.12883,1.12928,1554.5800000000002 +14.12.2018 10:00:00.000,1.12927,1.12957,1.12888,1.12954,1609.1999999999998 +14.12.2018 10:05:00.000,1.12955,1.12975,1.12931,1.12951,1566.2400000000002 +14.12.2018 10:10:00.000,1.12950,1.12953,1.12912,1.12922,1218.3600000000001 +14.12.2018 10:15:00.000,1.12922,1.12937,1.12911,1.12923,1140.31 +14.12.2018 10:20:00.000,1.12924,1.12970,1.12924,1.12970,1074.8000000000002 +14.12.2018 10:25:00.000,1.12969,1.12989,1.12963,1.12970,1200.7800000000002 +14.12.2018 10:30:00.000,1.12969,1.12975,1.12925,1.12951,1206.4299999999998 +14.12.2018 10:35:00.000,1.12950,1.12964,1.12938,1.12939,1160.4 +14.12.2018 10:40:00.000,1.12939,1.12979,1.12938,1.12978,1151.95 +14.12.2018 10:45:00.000,1.12976,1.12980,1.12935,1.12959,1030.33 +14.12.2018 10:50:00.000,1.12959,1.12982,1.12942,1.12943,1157.3000000000002 +14.12.2018 10:55:00.000,1.12940,1.12978,1.12937,1.12977,916.66 +14.12.2018 11:00:00.000,1.12978,1.12988,1.12935,1.12960,996.49 +14.12.2018 11:05:00.000,1.12961,1.13022,1.12961,1.13017,1065.51 +14.12.2018 11:10:00.000,1.13015,1.13042,1.13015,1.13036,1019.03 +14.12.2018 11:15:00.000,1.13037,1.13070,1.13026,1.13036,855.42 +14.12.2018 11:20:00.000,1.13035,1.13035,1.13000,1.13027,1217.44 +14.12.2018 11:25:00.000,1.13027,1.13027,1.12959,1.12962,871.88 +14.12.2018 11:30:00.000,1.12962,1.12978,1.12931,1.12946,1166.6100000000001 +14.12.2018 11:35:00.000,1.12944,1.12950,1.12886,1.12901,1023.49 +14.12.2018 11:40:00.000,1.12902,1.12904,1.12863,1.12870,1145.33 +14.12.2018 11:45:00.000,1.12872,1.12898,1.12836,1.12842,1251.25 +14.12.2018 11:50:00.000,1.12842,1.12857,1.12823,1.12846,1634.72 +14.12.2018 11:55:00.000,1.12845,1.12865,1.12840,1.12841,1075.0800000000002 +14.12.2018 12:00:00.000,1.12841,1.12872,1.12840,1.12871,1053.43 +14.12.2018 12:05:00.000,1.12872,1.12902,1.12871,1.12901,1047.61 +14.12.2018 12:10:00.000,1.12900,1.12905,1.12872,1.12881,990.01 +14.12.2018 12:15:00.000,1.12883,1.12906,1.12855,1.12906,963 +14.12.2018 12:20:00.000,1.12905,1.12920,1.12892,1.12919,792.42 +14.12.2018 12:25:00.000,1.12919,1.12921,1.12875,1.12876,1177.66 +14.12.2018 12:30:00.000,1.12875,1.12890,1.12868,1.12875,1038.1399999999999 +14.12.2018 12:35:00.000,1.12874,1.12906,1.12863,1.12899,932.4599999999999 +14.12.2018 12:40:00.000,1.12899,1.12907,1.12876,1.12877,924.8399999999999 +14.12.2018 12:45:00.000,1.12880,1.12893,1.12870,1.12886,1066.01 +14.12.2018 12:50:00.000,1.12887,1.12902,1.12879,1.12879,777.96 +14.12.2018 12:55:00.000,1.12880,1.12891,1.12867,1.12885,1205.97 +14.12.2018 13:00:00.000,1.12886,1.12893,1.12836,1.12842,1201.26 +14.12.2018 13:05:00.000,1.12843,1.12868,1.12841,1.12861,1374.3200000000002 +14.12.2018 13:10:00.000,1.12861,1.12863,1.12845,1.12852,970.91 +14.12.2018 13:15:00.000,1.12848,1.12880,1.12848,1.12865,1190.88 +14.12.2018 13:20:00.000,1.12862,1.12892,1.12859,1.12875,1130.21 +14.12.2018 13:25:00.000,1.12875,1.12896,1.12865,1.12889,1026.77 +14.12.2018 13:30:00.000,1.12877,1.12887,1.12723,1.12765,2349.72 +14.12.2018 13:35:00.000,1.12765,1.12827,1.12762,1.12762,1720.3799999999999 +14.12.2018 13:40:00.000,1.12762,1.12797,1.12724,1.12725,1489.42 +14.12.2018 13:45:00.000,1.12724,1.12729,1.12702,1.12718,1421.04 +14.12.2018 13:50:00.000,1.12718,1.12728,1.12700,1.12713,1187.56 +14.12.2018 13:55:00.000,1.12714,1.12737,1.12699,1.12736,1031.79 +14.12.2018 14:00:00.000,1.12738,1.12754,1.12721,1.12741,1235.02 +14.12.2018 14:05:00.000,1.12743,1.12787,1.12736,1.12762,1333.6399999999999 +14.12.2018 14:10:00.000,1.12764,1.12769,1.12752,1.12761,941.91 +14.12.2018 14:15:00.000,1.12759,1.12769,1.12743,1.12756,1104.5 +14.12.2018 14:20:00.000,1.12756,1.12772,1.12732,1.12772,1121.61 +14.12.2018 14:25:00.000,1.12773,1.12778,1.12723,1.12726,989.08 +14.12.2018 14:30:00.000,1.12725,1.12785,1.12725,1.12767,1363.13 +14.12.2018 14:35:00.000,1.12764,1.12779,1.12731,1.12769,1493.1599999999999 +14.12.2018 14:40:00.000,1.12769,1.12809,1.12761,1.12806,1259.92 +14.12.2018 14:45:00.000,1.12806,1.12888,1.12806,1.12854,1710.3700000000001 +14.12.2018 14:50:00.000,1.12854,1.12882,1.12833,1.12861,1156.51 +14.12.2018 14:55:00.000,1.12860,1.12882,1.12829,1.12834,1377.3899999999999 +14.12.2018 15:00:00.000,1.12835,1.12878,1.12833,1.12840,767.55 +14.12.2018 15:05:00.000,1.12842,1.12878,1.12837,1.12871,1128.15 +14.12.2018 15:10:00.000,1.12874,1.12876,1.12849,1.12852,1481.44 +14.12.2018 15:15:00.000,1.12852,1.12902,1.12852,1.12885,1568.77 +14.12.2018 15:20:00.000,1.12885,1.12888,1.12846,1.12861,1249.05 +14.12.2018 15:25:00.000,1.12862,1.12932,1.12855,1.12885,1676.44 +14.12.2018 15:30:00.000,1.12885,1.12892,1.12832,1.12850,1377.12 +14.12.2018 15:35:00.000,1.12852,1.12877,1.12840,1.12850,1506.24 +14.12.2018 15:40:00.000,1.12850,1.12881,1.12850,1.12879,1155.56 +14.12.2018 15:45:00.000,1.12879,1.12922,1.12846,1.12916,1144.63 +14.12.2018 15:50:00.000,1.12915,1.12950,1.12902,1.12944,1556.01 +14.12.2018 15:55:00.000,1.12944,1.12989,1.12932,1.12971,1599.0400000000002 +14.12.2018 16:00:00.000,1.12971,1.12987,1.12927,1.12966,1415.93 +14.12.2018 16:05:00.000,1.12966,1.12986,1.12950,1.12963,1608.15 +14.12.2018 16:10:00.000,1.12963,1.12987,1.12950,1.12980,1063.98 +14.12.2018 16:15:00.000,1.12980,1.12981,1.12943,1.12945,1035.5 +14.12.2018 16:20:00.000,1.12946,1.12989,1.12946,1.12967,1199.32 +14.12.2018 16:25:00.000,1.12966,1.12969,1.12932,1.12932,1351.0199999999998 +14.12.2018 16:30:00.000,1.12936,1.12960,1.12932,1.12936,954.1400000000001 +14.12.2018 16:35:00.000,1.12934,1.12953,1.12931,1.12952,850.3 +14.12.2018 16:40:00.000,1.12953,1.12975,1.12938,1.12953,1091.05 +14.12.2018 16:45:00.000,1.12953,1.13003,1.12948,1.12995,1010.4 +14.12.2018 16:50:00.000,1.12987,1.13000,1.12969,1.12987,1087.29 +14.12.2018 16:55:00.000,1.12988,1.13013,1.12985,1.12991,1053 +14.12.2018 17:00:00.000,1.12992,1.13022,1.12981,1.13018,1182.28 +14.12.2018 17:05:00.000,1.13018,1.13026,1.12994,1.13010,1123.54 +14.12.2018 17:10:00.000,1.13010,1.13031,1.13002,1.13023,953.67 +14.12.2018 17:15:00.000,1.13021,1.13031,1.13008,1.13029,716.54 +14.12.2018 17:20:00.000,1.13032,1.13047,1.13023,1.13024,973.8199999999999 +14.12.2018 17:25:00.000,1.13024,1.13038,1.13016,1.13030,961.47 +14.12.2018 17:30:00.000,1.13029,1.13051,1.13023,1.13023,748.83 +14.12.2018 17:35:00.000,1.13025,1.13052,1.13025,1.13038,812.29 +14.12.2018 17:40:00.000,1.13036,1.13052,1.13026,1.13033,655.1899999999999 +14.12.2018 17:45:00.000,1.13035,1.13054,1.13022,1.13054,928.74 +14.12.2018 17:50:00.000,1.13054,1.13067,1.13041,1.13046,938.12 +14.12.2018 17:55:00.000,1.13046,1.13076,1.13008,1.13008,1177.33 +14.12.2018 18:00:00.000,1.13011,1.13054,1.13007,1.13042,1217.13 +14.12.2018 18:05:00.000,1.13042,1.13055,1.13033,1.13033,758.33 +14.12.2018 18:10:00.000,1.13032,1.13036,1.13006,1.13010,889.89 +14.12.2018 18:15:00.000,1.13011,1.13011,1.12975,1.12980,967.48 +14.12.2018 18:20:00.000,1.12981,1.12991,1.12969,1.12976,876.8100000000001 +14.12.2018 18:25:00.000,1.12976,1.12983,1.12960,1.12962,1141.9 +14.12.2018 18:30:00.000,1.12962,1.12985,1.12951,1.12969,1071.6499999999999 +14.12.2018 18:35:00.000,1.12969,1.12988,1.12952,1.12980,1222.26 +14.12.2018 18:40:00.000,1.12980,1.13001,1.12974,1.12994,815.09 +14.12.2018 18:45:00.000,1.12994,1.12998,1.12977,1.12977,916.7600000000001 +14.12.2018 18:50:00.000,1.12977,1.13007,1.12974,1.13007,781.66 +14.12.2018 18:55:00.000,1.13009,1.13044,1.13009,1.13035,1008.44 +14.12.2018 19:00:00.000,1.13034,1.13045,1.13018,1.13028,1017.1800000000001 +14.12.2018 19:05:00.000,1.13030,1.13043,1.12994,1.12998,1117.33 +14.12.2018 19:10:00.000,1.12998,1.13021,1.12987,1.13021,930.52 +14.12.2018 19:15:00.000,1.13024,1.13033,1.13015,1.13027,866.05 +14.12.2018 19:20:00.000,1.13027,1.13032,1.13014,1.13028,780.41 +14.12.2018 19:25:00.000,1.13028,1.13040,1.13016,1.13039,582.57 +14.12.2018 19:30:00.000,1.13039,1.13052,1.13022,1.13052,730.06 +14.12.2018 19:35:00.000,1.13052,1.13063,1.13033,1.13055,1030.54 +14.12.2018 19:40:00.000,1.13057,1.13063,1.13043,1.13050,835.1999999999999 +14.12.2018 19:45:00.000,1.13049,1.13060,1.13034,1.13054,903.2099999999999 +14.12.2018 19:50:00.000,1.13055,1.13056,1.13037,1.13045,1094.43 +14.12.2018 19:55:00.000,1.13045,1.13072,1.13029,1.13030,1156.94 +14.12.2018 20:00:00.000,1.13030,1.13065,1.13030,1.13065,1058.57 +14.12.2018 20:05:00.000,1.13065,1.13077,1.13053,1.13073,1101.08 +14.12.2018 20:10:00.000,1.13074,1.13075,1.13066,1.13070,832.5 +14.12.2018 20:15:00.000,1.13068,1.13071,1.13059,1.13070,932.94 +14.12.2018 20:20:00.000,1.13070,1.13077,1.13065,1.13071,781.17 +14.12.2018 20:25:00.000,1.13071,1.13082,1.13061,1.13064,335.11 +14.12.2018 20:30:00.000,1.13063,1.13066,1.13041,1.13041,846.28 +14.12.2018 20:35:00.000,1.13041,1.13049,1.13023,1.13027,788.73 +14.12.2018 20:40:00.000,1.13028,1.13044,1.13028,1.13037,868.4 +14.12.2018 20:45:00.000,1.13036,1.13041,1.13022,1.13039,828.75 +14.12.2018 20:50:00.000,1.13038,1.13051,1.13036,1.13036,679.08 +14.12.2018 20:55:00.000,1.13036,1.13039,1.13004,1.13004,889.1000000000001 +14.12.2018 21:00:00.000,1.13003,1.13048,1.12993,1.13046,416.79999999999995 +14.12.2018 21:05:00.000,1.13046,1.13047,1.13036,1.13036,416.8400000000001 +14.12.2018 21:10:00.000,1.13034,1.13060,1.13024,1.13054,377.8 +14.12.2018 21:15:00.000,1.13053,1.13054,1.13035,1.13041,383.11 +14.12.2018 21:20:00.000,1.13041,1.13045,1.13032,1.13040,328.02 +14.12.2018 21:25:00.000,1.13039,1.13040,1.13027,1.13030,343.34000000000003 +14.12.2018 21:30:00.000,1.13029,1.13057,1.13029,1.13054,448.71000000000004 +14.12.2018 21:35:00.000,1.13053,1.13055,1.13049,1.13051,265.75 +14.12.2018 21:40:00.000,1.13051,1.13052,1.13019,1.13020,681.0699999999999 +14.12.2018 21:45:00.000,1.13020,1.13031,1.13011,1.13028,432.54999999999995 +14.12.2018 21:50:00.000,1.13028,1.13028,1.13001,1.13003,216.6 +14.12.2018 21:55:00.000,1.13004,1.13052,1.13004,1.13045,297.26000000000005 +16.12.2018 22:00:00.000,1.13008,1.13050,1.13008,1.13040,18 +16.12.2018 22:05:00.000,1.13039,1.13060,1.12967,1.13011,155.55 +16.12.2018 22:10:00.000,1.13015,1.13020,1.13006,1.13007,83.08 +16.12.2018 22:15:00.000,1.13008,1.13057,1.13007,1.13046,128.06 +16.12.2018 22:20:00.000,1.13047,1.13058,1.13041,1.13053,72.89 +16.12.2018 22:25:00.000,1.13052,1.13080,1.13052,1.13062,306.33 +16.12.2018 22:30:00.000,1.13065,1.13072,1.13051,1.13051,210.53 +16.12.2018 22:35:00.000,1.13051,1.13071,1.13051,1.13060,140.82 +16.12.2018 22:40:00.000,1.13060,1.13061,1.13056,1.13056,114.63 +16.12.2018 22:45:00.000,1.13056,1.13067,1.13056,1.13063,126.35 +16.12.2018 22:50:00.000,1.13066,1.13069,1.13062,1.13067,98.81 +16.12.2018 22:55:00.000,1.13068,1.13068,1.13052,1.13052,251.52 +16.12.2018 23:00:00.000,1.13059,1.13065,1.13049,1.13056,512.59 +16.12.2018 23:05:00.000,1.13055,1.13065,1.13053,1.13063,363.19 +16.12.2018 23:10:00.000,1.13062,1.13068,1.13059,1.13061,733.0799999999999 +16.12.2018 23:15:00.000,1.13061,1.13071,1.13057,1.13065,1366.5799999999997 +16.12.2018 23:20:00.000,1.13065,1.13072,1.13065,1.13067,712.9300000000001 +16.12.2018 23:25:00.000,1.13067,1.13079,1.13064,1.13076,480.30000000000007 +16.12.2018 23:30:00.000,1.13076,1.13076,1.13066,1.13069,525.9399999999999 +16.12.2018 23:35:00.000,1.13070,1.13074,1.13062,1.13068,1361.9900000000002 +16.12.2018 23:40:00.000,1.13067,1.13083,1.13062,1.13073,1106.96 +16.12.2018 23:45:00.000,1.13074,1.13078,1.13072,1.13078,1200.99 +16.12.2018 23:50:00.000,1.13078,1.13081,1.13056,1.13057,1279.61 +16.12.2018 23:55:00.000,1.13056,1.13057,1.13041,1.13041,716.97 +17.12.2018 00:00:00.000,1.13043,1.13087,1.13043,1.13077,1137.72 +17.12.2018 00:05:00.000,1.13077,1.13093,1.13074,1.13091,533.42 +17.12.2018 00:10:00.000,1.13091,1.13095,1.13086,1.13091,815.4000000000001 +17.12.2018 00:15:00.000,1.13091,1.13093,1.13085,1.13089,270.21 +17.12.2018 00:20:00.000,1.13089,1.13092,1.13082,1.13083,221.5 +17.12.2018 00:25:00.000,1.13083,1.13087,1.13061,1.13072,559.42 +17.12.2018 00:30:00.000,1.13072,1.13073,1.13057,1.13065,404.66 +17.12.2018 00:35:00.000,1.13065,1.13082,1.13027,1.13048,621.13 +17.12.2018 00:40:00.000,1.13049,1.13080,1.13049,1.13073,443.04 +17.12.2018 00:45:00.000,1.13072,1.13075,1.13028,1.13043,889.98 +17.12.2018 00:50:00.000,1.13043,1.13068,1.13043,1.13061,955.1199999999999 +17.12.2018 00:55:00.000,1.13060,1.13064,1.13041,1.13045,582.85 +17.12.2018 01:00:00.000,1.13045,1.13075,1.13045,1.13057,980.36 +17.12.2018 01:05:00.000,1.13057,1.13068,1.13054,1.13060,708.8100000000001 +17.12.2018 01:10:00.000,1.13061,1.13083,1.13061,1.13076,583.8800000000001 +17.12.2018 01:15:00.000,1.13075,1.13081,1.13061,1.13074,530.35 +17.12.2018 01:20:00.000,1.13073,1.13074,1.13056,1.13067,386.06 +17.12.2018 01:25:00.000,1.13068,1.13081,1.13067,1.13080,438.65000000000003 +17.12.2018 01:30:00.000,1.13080,1.13086,1.13078,1.13085,451.30000000000007 +17.12.2018 01:35:00.000,1.13086,1.13086,1.13078,1.13079,468.31000000000006 +17.12.2018 01:40:00.000,1.13079,1.13092,1.13076,1.13085,686.81 +17.12.2018 01:45:00.000,1.13085,1.13105,1.13078,1.13081,578.38 +17.12.2018 01:50:00.000,1.13080,1.13084,1.13065,1.13065,721.2 +17.12.2018 01:55:00.000,1.13064,1.13075,1.13061,1.13069,535.96 +17.12.2018 02:00:00.000,1.13069,1.13072,1.13055,1.13071,584.01 +17.12.2018 02:05:00.000,1.13071,1.13085,1.13070,1.13082,343.90000000000003 +17.12.2018 02:10:00.000,1.13082,1.13084,1.13071,1.13084,177.45000000000002 +17.12.2018 02:15:00.000,1.13083,1.13083,1.13070,1.13082,307.21999999999997 +17.12.2018 02:20:00.000,1.13083,1.13085,1.13075,1.13080,405.75 +17.12.2018 02:25:00.000,1.13081,1.13101,1.13080,1.13097,393.17 +17.12.2018 02:30:00.000,1.13096,1.13106,1.13092,1.13100,298.96000000000004 +17.12.2018 02:35:00.000,1.13100,1.13109,1.13082,1.13091,530.94 +17.12.2018 02:40:00.000,1.13091,1.13101,1.13089,1.13099,285.97 +17.12.2018 02:45:00.000,1.13099,1.13106,1.13096,1.13103,223.59 +17.12.2018 02:50:00.000,1.13103,1.13109,1.13096,1.13104,365.83 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+17.12.2018 04:10:00.000,1.13112,1.13130,1.13108,1.13120,423.77000000000004 +17.12.2018 04:15:00.000,1.13121,1.13125,1.13114,1.13123,242.48999999999998 +17.12.2018 04:20:00.000,1.13123,1.13125,1.13114,1.13125,156.18 +17.12.2018 04:25:00.000,1.13123,1.13125,1.13110,1.13110,347.14 +17.12.2018 04:30:00.000,1.13111,1.13120,1.13110,1.13114,242.01000000000002 +17.12.2018 04:35:00.000,1.13114,1.13115,1.13109,1.13111,286.53 +17.12.2018 04:40:00.000,1.13111,1.13116,1.13109,1.13110,172.04000000000002 +17.12.2018 04:45:00.000,1.13109,1.13109,1.13099,1.13104,263.08 +17.12.2018 04:50:00.000,1.13105,1.13106,1.13081,1.13091,473.6 +17.12.2018 04:55:00.000,1.13090,1.13104,1.13085,1.13093,606.5699999999999 +17.12.2018 05:00:00.000,1.13093,1.13115,1.13092,1.13111,174.53 +17.12.2018 05:05:00.000,1.13111,1.13120,1.13098,1.13098,293.74 +17.12.2018 05:10:00.000,1.13101,1.13101,1.13092,1.13094,369.84000000000003 +17.12.2018 05:15:00.000,1.13094,1.13095,1.13074,1.13077,377.53 +17.12.2018 05:20:00.000,1.13077,1.13079,1.13065,1.13068,325.78999999999996 +17.12.2018 05:25:00.000,1.13068,1.13077,1.13065,1.13074,164.99 +17.12.2018 05:30:00.000,1.13074,1.13076,1.13065,1.13065,224.94 +17.12.2018 05:35:00.000,1.13065,1.13073,1.13063,1.13069,327.05999999999995 +17.12.2018 05:40:00.000,1.13069,1.13089,1.13068,1.13084,348.64 +17.12.2018 05:45:00.000,1.13083,1.13086,1.13081,1.13084,399.03 +17.12.2018 05:50:00.000,1.13084,1.13095,1.13068,1.13074,414.97 +17.12.2018 05:55:00.000,1.13074,1.13085,1.13074,1.13079,401.94 +17.12.2018 06:00:00.000,1.13079,1.13080,1.13064,1.13073,384.21 +17.12.2018 06:05:00.000,1.13072,1.13081,1.13061,1.13071,463.28000000000003 +17.12.2018 06:10:00.000,1.13071,1.13092,1.13063,1.13089,540.21 +17.12.2018 06:15:00.000,1.13089,1.13103,1.13084,1.13094,440.53 +17.12.2018 06:20:00.000,1.13094,1.13098,1.13089,1.13094,425.52000000000004 +17.12.2018 06:25:00.000,1.13094,1.13129,1.13094,1.13122,576.85 +17.12.2018 06:30:00.000,1.13122,1.13123,1.13109,1.13111,403.98 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07:45:00.000,1.13156,1.13157,1.13139,1.13152,760.91 +17.12.2018 07:50:00.000,1.13151,1.13179,1.13150,1.13172,682.55 +17.12.2018 07:55:00.000,1.13175,1.13197,1.13156,1.13183,1280.47 +17.12.2018 08:00:00.000,1.13181,1.13228,1.13163,1.13166,1290.53 +17.12.2018 08:05:00.000,1.13166,1.13174,1.13149,1.13161,1019.87 +17.12.2018 08:10:00.000,1.13160,1.13189,1.13158,1.13165,951.05 +17.12.2018 08:15:00.000,1.13165,1.13170,1.13110,1.13115,1112.3799999999999 +17.12.2018 08:20:00.000,1.13115,1.13160,1.13114,1.13151,1235.05 +17.12.2018 08:25:00.000,1.13152,1.13154,1.13128,1.13134,943.3199999999999 +17.12.2018 08:30:00.000,1.13135,1.13148,1.13124,1.13148,898.95 +17.12.2018 08:35:00.000,1.13147,1.13159,1.13131,1.13136,775.2 +17.12.2018 08:40:00.000,1.13137,1.13159,1.13121,1.13158,775.6999999999999 +17.12.2018 08:45:00.000,1.13159,1.13173,1.13147,1.13158,757.12 +17.12.2018 08:50:00.000,1.13157,1.13190,1.13157,1.13179,747.48 +17.12.2018 08:55:00.000,1.13179,1.13271,1.13178,1.13234,1551.64 +17.12.2018 09:00:00.000,1.13234,1.13308,1.13221,1.13298,916.56 +17.12.2018 09:05:00.000,1.13298,1.13301,1.13263,1.13274,1080.42 +17.12.2018 09:10:00.000,1.13273,1.13275,1.13230,1.13233,966.5500000000001 +17.12.2018 09:15:00.000,1.13231,1.13257,1.13231,1.13251,976.3400000000001 +17.12.2018 09:20:00.000,1.13251,1.13269,1.13240,1.13264,905.1500000000001 +17.12.2018 09:25:00.000,1.13264,1.13302,1.13262,1.13290,985.9 +17.12.2018 09:30:00.000,1.13291,1.13294,1.13264,1.13268,739.63 +17.12.2018 09:35:00.000,1.13267,1.13288,1.13261,1.13263,878.34 +17.12.2018 09:40:00.000,1.13261,1.13295,1.13246,1.13291,1146.29 +17.12.2018 09:45:00.000,1.13292,1.13312,1.13276,1.13299,947.3599999999999 +17.12.2018 09:50:00.000,1.13300,1.13302,1.13271,1.13273,892.8900000000001 +17.12.2018 09:55:00.000,1.13274,1.13301,1.13272,1.13293,842.63 +17.12.2018 10:00:00.000,1.13291,1.13301,1.13272,1.13297,924.1400000000001 +17.12.2018 10:05:00.000,1.13297,1.13426,1.13292,1.13411,1257.36 +17.12.2018 10:10:00.000,1.13411,1.13442,1.13401,1.13415,1390.16 +17.12.2018 10:15:00.000,1.13415,1.13418,1.13372,1.13372,1037.21 +17.12.2018 10:20:00.000,1.13373,1.13385,1.13373,1.13377,719.78 +17.12.2018 10:25:00.000,1.13378,1.13380,1.13345,1.13349,999.73 +17.12.2018 10:30:00.000,1.13350,1.13371,1.13347,1.13361,701.62 +17.12.2018 10:35:00.000,1.13360,1.13385,1.13353,1.13377,686.73 +17.12.2018 10:40:00.000,1.13377,1.13390,1.13354,1.13389,865.6 +17.12.2018 10:45:00.000,1.13390,1.13394,1.13362,1.13362,781.73 +17.12.2018 10:50:00.000,1.13363,1.13383,1.13344,1.13383,663.98 +17.12.2018 10:55:00.000,1.13382,1.13398,1.13362,1.13390,803.3199999999999 +17.12.2018 11:00:00.000,1.13390,1.13392,1.13365,1.13372,847.51 +17.12.2018 11:05:00.000,1.13374,1.13383,1.13363,1.13381,785.01 +17.12.2018 11:10:00.000,1.13380,1.13392,1.13370,1.13384,1063.2 +17.12.2018 11:15:00.000,1.13384,1.13391,1.13370,1.13375,886.82 +17.12.2018 11:20:00.000,1.13376,1.13401,1.13373,1.13392,805.28 +17.12.2018 11:25:00.000,1.13391,1.13401,1.13368,1.13396,726.67 +17.12.2018 11:30:00.000,1.13396,1.13421,1.13395,1.13404,826.3600000000001 +17.12.2018 11:35:00.000,1.13403,1.13405,1.13366,1.13382,850.01 +17.12.2018 11:40:00.000,1.13381,1.13401,1.13370,1.13371,768.61 +17.12.2018 11:45:00.000,1.13371,1.13402,1.13360,1.13399,891.4000000000001 +17.12.2018 11:50:00.000,1.13399,1.13404,1.13381,1.13383,647.41 +17.12.2018 11:55:00.000,1.13380,1.13512,1.13379,1.13501,1294.6999999999998 +17.12.2018 12:00:00.000,1.13503,1.13534,1.13495,1.13496,1654.34 +17.12.2018 12:05:00.000,1.13496,1.13499,1.13463,1.13470,1036.48 +17.12.2018 12:10:00.000,1.13469,1.13471,1.13409,1.13413,1149.1399999999999 +17.12.2018 12:15:00.000,1.13414,1.13415,1.13369,1.13384,1294.14 +17.12.2018 12:20:00.000,1.13384,1.13390,1.13345,1.13390,923.4100000000001 +17.12.2018 12:25:00.000,1.13390,1.13417,1.13373,1.13391,684.27 +17.12.2018 12:30:00.000,1.13393,1.13453,1.13379,1.13444,821.79 +17.12.2018 12:35:00.000,1.13443,1.13443,1.13382,1.13407,885.8299999999999 +17.12.2018 12:40:00.000,1.13407,1.13429,1.13387,1.13406,857.3800000000001 +17.12.2018 12:45:00.000,1.13406,1.13436,1.13388,1.13402,681.45 +17.12.2018 12:50:00.000,1.13405,1.13431,1.13402,1.13417,864.25 +17.12.2018 12:55:00.000,1.13417,1.13417,1.13375,1.13396,920.2599999999999 +17.12.2018 13:00:00.000,1.13400,1.13439,1.13398,1.13429,1100.16 +17.12.2018 13:05:00.000,1.13429,1.13450,1.13399,1.13439,974.16 +17.12.2018 13:10:00.000,1.13439,1.13447,1.13406,1.13407,1019.0899999999999 +17.12.2018 13:15:00.000,1.13408,1.13417,1.13381,1.13396,1369.71 +17.12.2018 13:20:00.000,1.13395,1.13410,1.13364,1.13407,1236.11 +17.12.2018 13:25:00.000,1.13406,1.13443,1.13395,1.13420,1505.94 +17.12.2018 13:30:00.000,1.13421,1.13476,1.13420,1.13472,1331.9099999999999 +17.12.2018 13:35:00.000,1.13474,1.13522,1.13455,1.13464,1653.01 +17.12.2018 13:40:00.000,1.13466,1.13519,1.13466,1.13512,1049.6100000000001 +17.12.2018 13:45:00.000,1.13511,1.13516,1.13466,1.13475,1231.5700000000002 +17.12.2018 13:50:00.000,1.13474,1.13507,1.13474,1.13490,1075.78 +17.12.2018 13:55:00.000,1.13489,1.13508,1.13464,1.13502,1382.92 +17.12.2018 14:00:00.000,1.13503,1.13506,1.13442,1.13451,1341.3500000000001 +17.12.2018 14:05:00.000,1.13452,1.13457,1.13425,1.13426,1410.33 +17.12.2018 14:10:00.000,1.13427,1.13434,1.13377,1.13377,1011.6400000000001 +17.12.2018 14:15:00.000,1.13381,1.13400,1.13350,1.13385,1173.47 +17.12.2018 14:20:00.000,1.13385,1.13418,1.13384,1.13411,974.87 +17.12.2018 14:25:00.000,1.13412,1.13441,1.13412,1.13418,951.35 +17.12.2018 14:30:00.000,1.13419,1.13487,1.13416,1.13462,1409.8500000000001 +17.12.2018 14:35:00.000,1.13463,1.13490,1.13453,1.13489,1186.67 +17.12.2018 14:40:00.000,1.13488,1.13495,1.13450,1.13450,1255.06 +17.12.2018 14:45:00.000,1.13452,1.13479,1.13445,1.13448,1121.51 +17.12.2018 14:50:00.000,1.13448,1.13498,1.13448,1.13459,1145.65 +17.12.2018 14:55:00.000,1.13459,1.13475,1.13391,1.13428,1649.2199999999998 +17.12.2018 15:00:00.000,1.13429,1.13435,1.13383,1.13404,1524.5700000000002 +17.12.2018 15:05:00.000,1.13403,1.13403,1.13320,1.13328,1733.8099999999997 +17.12.2018 15:10:00.000,1.13328,1.13388,1.13328,1.13387,1608.1100000000001 +17.12.2018 15:15:00.000,1.13388,1.13422,1.13368,1.13374,1359.81 +17.12.2018 15:20:00.000,1.13377,1.13403,1.13365,1.13403,1172.67 +17.12.2018 15:25:00.000,1.13403,1.13419,1.13379,1.13414,1095.3400000000001 +17.12.2018 15:30:00.000,1.13415,1.13415,1.13339,1.13341,1134.72 +17.12.2018 15:35:00.000,1.13340,1.13345,1.13320,1.13340,1110.08 +17.12.2018 15:40:00.000,1.13340,1.13371,1.13335,1.13345,901.65 +17.12.2018 15:45:00.000,1.13346,1.13349,1.13301,1.13303,1274.6399999999999 +17.12.2018 15:50:00.000,1.13301,1.13361,1.13301,1.13353,1486.46 +17.12.2018 15:55:00.000,1.13356,1.13380,1.13341,1.13361,1265.3999999999999 +17.12.2018 16:00:00.000,1.13361,1.13378,1.13301,1.13320,1453.0300000000002 +17.12.2018 16:05:00.000,1.13321,1.13338,1.13308,1.13328,1054.1499999999999 +17.12.2018 16:10:00.000,1.13328,1.13353,1.13326,1.13351,1122.51 +17.12.2018 16:15:00.000,1.13353,1.13410,1.13345,1.13410,1144.7499999999998 +17.12.2018 16:20:00.000,1.13409,1.13454,1.13408,1.13440,978.53 +17.12.2018 16:25:00.000,1.13439,1.13458,1.13419,1.13444,1136.24 +17.12.2018 16:30:00.000,1.13443,1.13444,1.13404,1.13419,1343.73 +17.12.2018 16:35:00.000,1.13420,1.13429,1.13373,1.13379,1077.6299999999999 +17.12.2018 16:40:00.000,1.13378,1.13408,1.13370,1.13392,934.08 +17.12.2018 16:45:00.000,1.13392,1.13402,1.13373,1.13390,821.9 +17.12.2018 16:50:00.000,1.13389,1.13391,1.13354,1.13374,936.0400000000001 +17.12.2018 16:55:00.000,1.13375,1.13425,1.13373,1.13385,1215.7600000000002 +17.12.2018 17:00:00.000,1.13384,1.13413,1.13381,1.13409,926.8299999999999 +17.12.2018 17:05:00.000,1.13410,1.13440,1.13409,1.13433,835.8800000000001 +17.12.2018 17:10:00.000,1.13434,1.13456,1.13395,1.13399,1050.7 +17.12.2018 17:15:00.000,1.13398,1.13436,1.13394,1.13431,1052.27 +17.12.2018 17:20:00.000,1.13431,1.13452,1.13426,1.13449,807.62 +17.12.2018 17:25:00.000,1.13449,1.13483,1.13449,1.13476,740.3900000000001 +17.12.2018 17:30:00.000,1.13476,1.13492,1.13435,1.13492,1165.67 +17.12.2018 17:35:00.000,1.13491,1.13515,1.13477,1.13490,725.1600000000001 +17.12.2018 17:40:00.000,1.13490,1.13491,1.13462,1.13489,1029.9299999999998 +17.12.2018 17:45:00.000,1.13487,1.13535,1.13483,1.13495,1163.04 +17.12.2018 17:50:00.000,1.13495,1.13546,1.13495,1.13526,1177.74 +17.12.2018 17:55:00.000,1.13526,1.13532,1.13501,1.13509,1142.8700000000001 +17.12.2018 18:00:00.000,1.13508,1.13559,1.13508,1.13544,1096.71 +17.12.2018 18:05:00.000,1.13543,1.13575,1.13524,1.13562,903.3100000000001 +17.12.2018 18:10:00.000,1.13562,1.13565,1.13543,1.13555,1110.3799999999999 +17.12.2018 18:15:00.000,1.13556,1.13575,1.13550,1.13571,1006.2 +17.12.2018 18:20:00.000,1.13571,1.13575,1.13544,1.13548,996.6100000000001 +17.12.2018 18:25:00.000,1.13549,1.13561,1.13538,1.13556,708.95 +17.12.2018 18:30:00.000,1.13555,1.13555,1.13526,1.13536,919.3699999999999 +17.12.2018 18:35:00.000,1.13536,1.13553,1.13525,1.13544,889.0699999999999 +17.12.2018 18:40:00.000,1.13545,1.13557,1.13544,1.13548,666.97 +17.12.2018 18:45:00.000,1.13548,1.13572,1.13534,1.13569,820.8199999999999 +17.12.2018 18:50:00.000,1.13570,1.13577,1.13549,1.13565,999.9300000000001 +17.12.2018 18:55:00.000,1.13564,1.13575,1.13548,1.13549,1048.3899999999999 +17.12.2018 19:00:00.000,1.13549,1.13551,1.13539,1.13550,814.81 +17.12.2018 19:05:00.000,1.13550,1.13577,1.13546,1.13567,690 +17.12.2018 19:10:00.000,1.13562,1.13562,1.13542,1.13547,655.51 +17.12.2018 19:15:00.000,1.13546,1.13553,1.13542,1.13547,852.97 +17.12.2018 19:20:00.000,1.13548,1.13560,1.13544,1.13555,511.47 +17.12.2018 19:25:00.000,1.13554,1.13561,1.13550,1.13554,382.14 +17.12.2018 19:30:00.000,1.13554,1.13555,1.13499,1.13501,970.67 +17.12.2018 19:35:00.000,1.13500,1.13535,1.13500,1.13525,911.49 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20:50:00.000,1.13475,1.13478,1.13460,1.13463,583.49 +17.12.2018 20:55:00.000,1.13463,1.13463,1.13449,1.13453,743.85 +17.12.2018 21:00:00.000,1.13452,1.13464,1.13448,1.13462,380.68999999999994 +17.12.2018 21:05:00.000,1.13462,1.13463,1.13445,1.13450,468.72999999999996 +17.12.2018 21:10:00.000,1.13451,1.13453,1.13440,1.13441,216.64000000000001 +17.12.2018 21:15:00.000,1.13441,1.13463,1.13441,1.13461,264.10999999999996 +17.12.2018 21:20:00.000,1.13461,1.13461,1.13456,1.13456,193.66000000000003 +17.12.2018 21:25:00.000,1.13457,1.13473,1.13456,1.13464,370.73 +17.12.2018 21:30:00.000,1.13464,1.13464,1.13454,1.13454,214.15 +17.12.2018 21:35:00.000,1.13455,1.13459,1.13450,1.13454,273.32 +17.12.2018 21:40:00.000,1.13454,1.13481,1.13454,1.13472,508.3399999999999 +17.12.2018 21:45:00.000,1.13473,1.13483,1.13467,1.13474,571.44 +17.12.2018 21:50:00.000,1.13471,1.13471,1.13457,1.13465,644.35 +17.12.2018 21:55:00.000,1.13462,1.13475,1.13460,1.13472,304.55 +17.12.2018 22:00:00.000,1.13474,1.13480,1.13469,1.13473,82.4 +17.12.2018 22:05:00.000,1.13472,1.13473,1.13464,1.13467,217.29 +17.12.2018 22:10:00.000,1.13466,1.13505,1.13466,1.13486,254.85000000000002 +17.12.2018 22:15:00.000,1.13484,1.13493,1.13481,1.13481,75.05 +17.12.2018 22:20:00.000,1.13481,1.13487,1.13480,1.13484,132.24 +17.12.2018 22:25:00.000,1.13483,1.13484,1.13480,1.13482,130 +17.12.2018 22:30:00.000,1.13482,1.13482,1.13471,1.13476,178.74 +17.12.2018 22:35:00.000,1.13479,1.13479,1.13457,1.13470,116.38 +17.12.2018 22:40:00.000,1.13469,1.13483,1.13469,1.13479,97.28 +17.12.2018 22:45:00.000,1.13479,1.13486,1.13475,1.13480,109.06 +17.12.2018 22:50:00.000,1.13480,1.13487,1.13477,1.13479,401.8 +17.12.2018 22:55:00.000,1.13480,1.13481,1.13471,1.13473,182.53 +17.12.2018 23:00:00.000,1.13473,1.13501,1.13470,1.13496,718.4799999999999 +17.12.2018 23:05:00.000,1.13494,1.13496,1.13486,1.13490,239.38 +17.12.2018 23:10:00.000,1.13491,1.13494,1.13485,1.13492,343.59 +17.12.2018 23:15:00.000,1.13492,1.13511,1.13492,1.13506,481.47 +17.12.2018 23:20:00.000,1.13506,1.13524,1.13497,1.13518,311.49 +17.12.2018 23:25:00.000,1.13518,1.13519,1.13512,1.13516,165.8 +17.12.2018 23:30:00.000,1.13516,1.13516,1.13506,1.13507,239.68 +17.12.2018 23:35:00.000,1.13507,1.13507,1.13497,1.13498,235.7 +17.12.2018 23:40:00.000,1.13499,1.13500,1.13492,1.13492,63.9 +17.12.2018 23:45:00.000,1.13494,1.13500,1.13492,1.13498,244.41 +17.12.2018 23:50:00.000,1.13498,1.13502,1.13487,1.13492,110.93 +17.12.2018 23:55:00.000,1.13492,1.13496,1.13487,1.13493,225.17000000000002 +18.12.2018 00:00:00.000,1.13495,1.13509,1.13488,1.13508,640.45 +18.12.2018 00:05:00.000,1.13508,1.13528,1.13504,1.13527,794.8000000000001 +18.12.2018 00:10:00.000,1.13527,1.13539,1.13487,1.13528,505.04999999999995 +18.12.2018 00:15:00.000,1.13527,1.13527,1.13512,1.13513,479.61 +18.12.2018 00:20:00.000,1.13513,1.13514,1.13498,1.13503,355.55 +18.12.2018 00:25:00.000,1.13503,1.13514,1.13502,1.13503,379.64 +18.12.2018 00:30:00.000,1.13501,1.13501,1.13441,1.13447,669.73 +18.12.2018 00:35:00.000,1.13446,1.13473,1.13442,1.13443,568.24 +18.12.2018 00:40:00.000,1.13445,1.13470,1.13445,1.13468,464.26 +18.12.2018 00:45:00.000,1.13471,1.13486,1.13462,1.13483,578.4 +18.12.2018 00:50:00.000,1.13483,1.13491,1.13467,1.13468,616.09 +18.12.2018 00:55:00.000,1.13468,1.13471,1.13457,1.13457,551.79 +18.12.2018 01:00:00.000,1.13458,1.13475,1.13458,1.13470,417.71 +18.12.2018 01:05:00.000,1.13472,1.13473,1.13452,1.13453,430.97 +18.12.2018 01:10:00.000,1.13454,1.13490,1.13454,1.13482,507.12000000000006 +18.12.2018 01:15:00.000,1.13482,1.13487,1.13479,1.13481,403.95 +18.12.2018 01:20:00.000,1.13482,1.13510,1.13481,1.13501,440.95 +18.12.2018 01:25:00.000,1.13500,1.13505,1.13492,1.13499,571.5 +18.12.2018 01:30:00.000,1.13499,1.13520,1.13488,1.13516,931.1700000000001 +18.12.2018 01:35:00.000,1.13516,1.13532,1.13515,1.13525,762.87 +18.12.2018 01:40:00.000,1.13526,1.13595,1.13526,1.13586,680.1700000000001 +18.12.2018 01:45:00.000,1.13586,1.13599,1.13578,1.13584,1028.03 +18.12.2018 01:50:00.000,1.13584,1.13600,1.13581,1.13595,641.07 +18.12.2018 01:55:00.000,1.13594,1.13599,1.13584,1.13587,720.53 +18.12.2018 02:00:00.000,1.13587,1.13587,1.13565,1.13566,768.8700000000001 +18.12.2018 02:05:00.000,1.13567,1.13571,1.13550,1.13551,671.75 +18.12.2018 02:10:00.000,1.13551,1.13559,1.13535,1.13537,496.35 +18.12.2018 02:15:00.000,1.13537,1.13553,1.13536,1.13544,499.84 +18.12.2018 02:20:00.000,1.13544,1.13546,1.13534,1.13536,536.1099999999999 +18.12.2018 02:25:00.000,1.13534,1.13562,1.13525,1.13556,686.3399999999999 +18.12.2018 02:30:00.000,1.13556,1.13556,1.13540,1.13551,510.55999999999995 +18.12.2018 02:35:00.000,1.13550,1.13552,1.13540,1.13549,573.61 +18.12.2018 02:40:00.000,1.13548,1.13549,1.13533,1.13538,499.05999999999995 +18.12.2018 02:45:00.000,1.13538,1.13544,1.13531,1.13532,267.85 +18.12.2018 02:50:00.000,1.13533,1.13544,1.13532,1.13543,1125.09 +18.12.2018 02:55:00.000,1.13543,1.13543,1.13516,1.13533,631.17 +18.12.2018 03:00:00.000,1.13534,1.13536,1.13516,1.13516,619.6600000000001 +18.12.2018 03:05:00.000,1.13516,1.13538,1.13494,1.13496,857.48 +18.12.2018 03:10:00.000,1.13496,1.13519,1.13490,1.13511,705.46 +18.12.2018 03:15:00.000,1.13511,1.13513,1.13491,1.13492,789.64 +18.12.2018 03:20:00.000,1.13492,1.13503,1.13485,1.13501,883.4100000000001 +18.12.2018 03:25:00.000,1.13501,1.13528,1.13501,1.13522,659.1700000000001 +18.12.2018 03:30:00.000,1.13523,1.13533,1.13520,1.13521,533.71 +18.12.2018 03:35:00.000,1.13520,1.13531,1.13511,1.13531,464.27 +18.12.2018 03:40:00.000,1.13532,1.13544,1.13526,1.13538,724.4499999999999 +18.12.2018 03:45:00.000,1.13537,1.13542,1.13530,1.13542,600.89 +18.12.2018 03:50:00.000,1.13542,1.13550,1.13536,1.13539,494.29 +18.12.2018 03:55:00.000,1.13540,1.13550,1.13539,1.13543,460.67 +18.12.2018 04:00:00.000,1.13543,1.13549,1.13531,1.13532,585.8 +18.12.2018 04:05:00.000,1.13532,1.13543,1.13527,1.13536,402.96000000000004 +18.12.2018 04:10:00.000,1.13536,1.13551,1.13536,1.13550,452.97 +18.12.2018 04:15:00.000,1.13549,1.13553,1.13536,1.13537,557.9399999999999 +18.12.2018 04:20:00.000,1.13538,1.13548,1.13532,1.13539,543.54 +18.12.2018 04:25:00.000,1.13538,1.13549,1.13536,1.13547,471.99999999999994 +18.12.2018 04:30:00.000,1.13548,1.13548,1.13528,1.13532,414.85999999999996 +18.12.2018 04:35:00.000,1.13533,1.13533,1.13522,1.13527,317.9 +18.12.2018 04:40:00.000,1.13526,1.13536,1.13524,1.13529,307.94000000000005 +18.12.2018 04:45:00.000,1.13528,1.13531,1.13509,1.13510,409.79 +18.12.2018 04:50:00.000,1.13511,1.13515,1.13506,1.13507,300.52 +18.12.2018 04:55:00.000,1.13510,1.13512,1.13472,1.13472,389.73 +18.12.2018 05:00:00.000,1.13474,1.13480,1.13467,1.13473,531.4100000000001 +18.12.2018 05:05:00.000,1.13471,1.13475,1.13445,1.13448,380.28999999999996 +18.12.2018 05:10:00.000,1.13447,1.13455,1.13437,1.13439,480.48 +18.12.2018 05:15:00.000,1.13438,1.13444,1.13428,1.13442,469.54999999999995 +18.12.2018 05:20:00.000,1.13441,1.13442,1.13416,1.13417,416.52 +18.12.2018 05:25:00.000,1.13417,1.13433,1.13398,1.13416,590.1800000000001 +18.12.2018 05:30:00.000,1.13416,1.13449,1.13410,1.13430,480.68999999999994 +18.12.2018 05:35:00.000,1.13429,1.13445,1.13415,1.13416,514.73 +18.12.2018 05:40:00.000,1.13417,1.13443,1.13415,1.13439,547.5400000000001 +18.12.2018 05:45:00.000,1.13438,1.13448,1.13433,1.13447,641.86 +18.12.2018 05:50:00.000,1.13447,1.13458,1.13445,1.13450,727.63 +18.12.2018 05:55:00.000,1.13450,1.13466,1.13447,1.13451,852.5399999999998 +18.12.2018 06:00:00.000,1.13450,1.13450,1.13429,1.13434,663.06 +18.12.2018 06:05:00.000,1.13435,1.13440,1.13426,1.13426,520.1600000000001 +18.12.2018 06:10:00.000,1.13428,1.13430,1.13416,1.13418,336.45 +18.12.2018 06:15:00.000,1.13418,1.13421,1.13406,1.13411,572.5500000000001 +18.12.2018 06:20:00.000,1.13412,1.13420,1.13406,1.13420,556.99 +18.12.2018 06:25:00.000,1.13422,1.13445,1.13418,1.13441,547.31 +18.12.2018 06:30:00.000,1.13441,1.13444,1.13434,1.13440,543.82 +18.12.2018 06:35:00.000,1.13440,1.13440,1.13419,1.13429,488.1 +18.12.2018 06:40:00.000,1.13429,1.13440,1.13425,1.13427,459.58 +18.12.2018 06:45:00.000,1.13426,1.13427,1.13409,1.13421,545.14 +18.12.2018 06:50:00.000,1.13422,1.13432,1.13408,1.13408,338.45000000000005 +18.12.2018 06:55:00.000,1.13408,1.13410,1.13384,1.13389,527.69 +18.12.2018 07:00:00.000,1.13389,1.13405,1.13366,1.13396,1068.36 +18.12.2018 07:05:00.000,1.13396,1.13407,1.13379,1.13396,864.05 +18.12.2018 07:10:00.000,1.13396,1.13435,1.13383,1.13428,984.3599999999999 +18.12.2018 07:15:00.000,1.13429,1.13445,1.13428,1.13439,753.55 +18.12.2018 07:20:00.000,1.13440,1.13463,1.13435,1.13449,738.56 +18.12.2018 07:25:00.000,1.13448,1.13448,1.13398,1.13427,1034.85 +18.12.2018 07:30:00.000,1.13427,1.13457,1.13427,1.13448,1260.5900000000001 +18.12.2018 07:35:00.000,1.13446,1.13465,1.13444,1.13456,1276.6100000000001 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08:50:00.000,1.13711,1.13723,1.13699,1.13701,1039.64 +18.12.2018 08:55:00.000,1.13704,1.13734,1.13689,1.13696,1242.4499999999998 +18.12.2018 09:00:00.000,1.13696,1.13754,1.13676,1.13708,1528.43 +18.12.2018 09:05:00.000,1.13707,1.13733,1.13668,1.13731,1179.2 +18.12.2018 09:10:00.000,1.13727,1.13743,1.13706,1.13712,1071.8899999999999 +18.12.2018 09:15:00.000,1.13713,1.13713,1.13637,1.13642,1192.59 +18.12.2018 09:20:00.000,1.13643,1.13703,1.13642,1.13700,1144.53 +18.12.2018 09:25:00.000,1.13700,1.13722,1.13679,1.13709,1345.78 +18.12.2018 09:30:00.000,1.13710,1.13751,1.13709,1.13737,1184.19 +18.12.2018 09:35:00.000,1.13736,1.13766,1.13724,1.13742,1022.2399999999999 +18.12.2018 09:40:00.000,1.13741,1.13773,1.13741,1.13748,1120.32 +18.12.2018 09:45:00.000,1.13748,1.13771,1.13747,1.13752,1058.1 +18.12.2018 09:50:00.000,1.13753,1.13817,1.13749,1.13758,1270.34 +18.12.2018 09:55:00.000,1.13759,1.13781,1.13759,1.13761,976.26 +18.12.2018 10:00:00.000,1.13761,1.13799,1.13738,1.13774,1165.8200000000002 +18.12.2018 10:05:00.000,1.13775,1.13812,1.13775,1.13808,1267.3700000000001 +18.12.2018 10:10:00.000,1.13811,1.13820,1.13792,1.13794,1240.14 +18.12.2018 10:15:00.000,1.13794,1.13795,1.13772,1.13782,1207.91 +18.12.2018 10:20:00.000,1.13781,1.13886,1.13781,1.13867,1540.14 +18.12.2018 10:25:00.000,1.13867,1.13879,1.13856,1.13877,1219.7600000000002 +18.12.2018 10:30:00.000,1.13877,1.13877,1.13851,1.13851,1162.35 +18.12.2018 10:35:00.000,1.13851,1.13879,1.13840,1.13878,826.55 +18.12.2018 10:40:00.000,1.13877,1.13878,1.13851,1.13865,1177.25 +18.12.2018 10:45:00.000,1.13865,1.13870,1.13846,1.13850,1112.43 +18.12.2018 10:50:00.000,1.13852,1.13862,1.13843,1.13855,1174.8899999999999 +18.12.2018 10:55:00.000,1.13854,1.13880,1.13850,1.13879,1115.69 +18.12.2018 11:00:00.000,1.13879,1.13906,1.13854,1.13904,1152.98 +18.12.2018 11:05:00.000,1.13904,1.13996,1.13904,1.13955,1728.97 +18.12.2018 11:10:00.000,1.13956,1.13975,1.13949,1.13967,1274.99 +18.12.2018 11:15:00.000,1.13967,1.14011,1.13963,1.14005,1255.8300000000002 +18.12.2018 11:20:00.000,1.14005,1.14013,1.13981,1.14010,1164.8799999999999 +18.12.2018 11:25:00.000,1.14009,1.14022,1.13965,1.13969,1399.8300000000002 +18.12.2018 11:30:00.000,1.13968,1.13994,1.13948,1.13963,1231.6399999999999 +18.12.2018 11:35:00.000,1.13962,1.13995,1.13960,1.13991,1172.81 +18.12.2018 11:40:00.000,1.13991,1.14010,1.13962,1.13965,1213.9499999999998 +18.12.2018 11:45:00.000,1.13965,1.13977,1.13929,1.13930,1137.0400000000002 +18.12.2018 11:50:00.000,1.13930,1.13940,1.13920,1.13922,1001.21 +18.12.2018 11:55:00.000,1.13923,1.13946,1.13906,1.13936,931.74 +18.12.2018 12:00:00.000,1.13936,1.13960,1.13916,1.13946,1123.72 +18.12.2018 12:05:00.000,1.13946,1.13948,1.13868,1.13871,1146.23 +18.12.2018 12:10:00.000,1.13871,1.13892,1.13869,1.13883,1016.94 +18.12.2018 12:15:00.000,1.13884,1.13896,1.13844,1.13857,850.8399999999999 +18.12.2018 12:20:00.000,1.13858,1.13886,1.13851,1.13867,890.29 +18.12.2018 12:25:00.000,1.13866,1.13869,1.13844,1.13863,846.47 +18.12.2018 12:30:00.000,1.13863,1.13869,1.13854,1.13854,1076.36 +18.12.2018 12:35:00.000,1.13853,1.13868,1.13851,1.13867,745.14 +18.12.2018 12:40:00.000,1.13867,1.13869,1.13833,1.13848,928.4900000000001 +18.12.2018 12:45:00.000,1.13848,1.13856,1.13816,1.13831,965.24 +18.12.2018 12:50:00.000,1.13831,1.13831,1.13796,1.13796,1431.0900000000001 +18.12.2018 12:55:00.000,1.13796,1.13830,1.13788,1.13798,1316.49 +18.12.2018 13:00:00.000,1.13799,1.13817,1.13770,1.13776,1199.62 +18.12.2018 13:05:00.000,1.13775,1.13799,1.13775,1.13785,745.88 +18.12.2018 13:10:00.000,1.13785,1.13801,1.13761,1.13766,1095.95 +18.12.2018 13:15:00.000,1.13764,1.13773,1.13754,1.13765,1078.47 +18.12.2018 13:20:00.000,1.13766,1.13792,1.13730,1.13790,1361.63 +18.12.2018 13:25:00.000,1.13791,1.13812,1.13782,1.13783,1068.1100000000001 +18.12.2018 13:30:00.000,1.13781,1.13785,1.13728,1.13764,1655.37 +18.12.2018 13:35:00.000,1.13764,1.13769,1.13726,1.13764,1260.2400000000002 +18.12.2018 13:40:00.000,1.13763,1.13770,1.13732,1.13767,1467.72 +18.12.2018 13:45:00.000,1.13767,1.13828,1.13765,1.13823,1622.9399999999998 +18.12.2018 13:50:00.000,1.13823,1.13856,1.13814,1.13855,1379.97 +18.12.2018 13:55:00.000,1.13856,1.13865,1.13789,1.13790,1267.53 +18.12.2018 14:00:00.000,1.13787,1.13802,1.13731,1.13731,1437.39 +18.12.2018 14:05:00.000,1.13730,1.13736,1.13711,1.13721,1351.7499999999998 +18.12.2018 14:10:00.000,1.13720,1.13760,1.13718,1.13736,1163.98 +18.12.2018 14:15:00.000,1.13736,1.13758,1.13727,1.13748,1162.09 +18.12.2018 14:20:00.000,1.13748,1.13748,1.13695,1.13700,1505.6299999999999 +18.12.2018 14:25:00.000,1.13703,1.13727,1.13682,1.13719,1417.22 +18.12.2018 14:30:00.000,1.13720,1.13742,1.13684,1.13702,1555.5600000000002 +18.12.2018 14:35:00.000,1.13702,1.13712,1.13680,1.13696,1521.5500000000002 +18.12.2018 14:40:00.000,1.13696,1.13718,1.13681,1.13707,1305.47 +18.12.2018 14:45:00.000,1.13707,1.13711,1.13665,1.13690,1449.37 +18.12.2018 14:50:00.000,1.13689,1.13730,1.13683,1.13721,1354.9999999999998 +18.12.2018 14:55:00.000,1.13720,1.13727,1.13641,1.13652,1429.47 +18.12.2018 15:00:00.000,1.13653,1.13679,1.13649,1.13672,1052.5 +18.12.2018 15:05:00.000,1.13672,1.13698,1.13664,1.13689,1273.26 +18.12.2018 15:10:00.000,1.13688,1.13702,1.13673,1.13690,1215.48 +18.12.2018 15:15:00.000,1.13691,1.13717,1.13683,1.13697,1291.04 +18.12.2018 15:20:00.000,1.13696,1.13733,1.13695,1.13705,1549.5900000000001 +18.12.2018 15:25:00.000,1.13704,1.13730,1.13701,1.13730,1587.8799999999999 +18.12.2018 15:30:00.000,1.13731,1.13740,1.13691,1.13724,1261.6599999999999 +18.12.2018 15:35:00.000,1.13723,1.13726,1.13696,1.13701,1121.04 +18.12.2018 15:40:00.000,1.13701,1.13731,1.13695,1.13731,1196.78 +18.12.2018 15:45:00.000,1.13732,1.13745,1.13686,1.13701,1363.1399999999999 +18.12.2018 15:50:00.000,1.13701,1.13707,1.13656,1.13695,1258.69 +18.12.2018 15:55:00.000,1.13697,1.13697,1.13620,1.13643,1440.25 +18.12.2018 16:00:00.000,1.13646,1.13672,1.13615,1.13631,1163.5900000000001 +18.12.2018 16:05:00.000,1.13632,1.13636,1.13610,1.13619,935.2299999999999 +18.12.2018 16:10:00.000,1.13618,1.13638,1.13570,1.13589,1446.0300000000002 +18.12.2018 16:15:00.000,1.13590,1.13625,1.13589,1.13625,1138.55 +18.12.2018 16:20:00.000,1.13625,1.13660,1.13617,1.13649,1173.95 +18.12.2018 16:25:00.000,1.13649,1.13686,1.13648,1.13658,1270.9899999999998 +18.12.2018 16:30:00.000,1.13658,1.13717,1.13639,1.13688,1318.27 +18.12.2018 16:35:00.000,1.13689,1.13695,1.13669,1.13670,1000.63 +18.12.2018 16:40:00.000,1.13670,1.13678,1.13645,1.13673,1070.6799999999998 +18.12.2018 16:45:00.000,1.13672,1.13679,1.13621,1.13626,1006.94 +18.12.2018 16:50:00.000,1.13627,1.13662,1.13616,1.13659,985.75 +18.12.2018 16:55:00.000,1.13660,1.13664,1.13597,1.13605,1295.1799999999998 +18.12.2018 17:00:00.000,1.13606,1.13637,1.13606,1.13634,1173.51 +18.12.2018 17:05:00.000,1.13634,1.13649,1.13597,1.13643,1182.68 +18.12.2018 17:10:00.000,1.13644,1.13693,1.13638,1.13681,1147.8799999999999 +18.12.2018 17:15:00.000,1.13682,1.13699,1.13665,1.13685,1039.12 +18.12.2018 17:20:00.000,1.13685,1.13686,1.13634,1.13635,1112.44 +18.12.2018 17:25:00.000,1.13635,1.13646,1.13599,1.13601,1211.8500000000001 +18.12.2018 17:30:00.000,1.13600,1.13656,1.13597,1.13644,1026.22 +18.12.2018 17:35:00.000,1.13644,1.13675,1.13638,1.13654,836.8 +18.12.2018 17:40:00.000,1.13653,1.13674,1.13637,1.13659,997.3100000000001 +18.12.2018 17:45:00.000,1.13660,1.13699,1.13637,1.13698,833.9099999999999 +18.12.2018 17:50:00.000,1.13696,1.13724,1.13681,1.13681,1312.82 +18.12.2018 17:55:00.000,1.13680,1.13680,1.13588,1.13599,1106.1999999999998 +18.12.2018 18:00:00.000,1.13600,1.13614,1.13513,1.13562,1272.22 +18.12.2018 18:05:00.000,1.13560,1.13560,1.13500,1.13518,1132.8999999999999 +18.12.2018 18:10:00.000,1.13520,1.13552,1.13520,1.13552,458.3 +18.12.2018 18:15:00.000,1.13552,1.13562,1.13515,1.13555,617.46 +18.12.2018 18:20:00.000,1.13556,1.13607,1.13549,1.13591,833.36 +18.12.2018 18:25:00.000,1.13591,1.13628,1.13590,1.13620,719.76 +18.12.2018 18:30:00.000,1.13620,1.13737,1.13607,1.13700,992.88 +18.12.2018 18:35:00.000,1.13700,1.13735,1.13689,1.13718,1115.6999999999998 +18.12.2018 18:40:00.000,1.13717,1.13727,1.13682,1.13694,1141.14 +18.12.2018 18:45:00.000,1.13697,1.13701,1.13627,1.13657,998.7600000000001 +18.12.2018 18:50:00.000,1.13658,1.13695,1.13646,1.13692,586.21 +18.12.2018 18:55:00.000,1.13693,1.13721,1.13668,1.13687,1624.3400000000001 +18.12.2018 19:00:00.000,1.13692,1.13724,1.13688,1.13723,1395.29 +18.12.2018 19:05:00.000,1.13722,1.13750,1.13718,1.13730,1113.4 +18.12.2018 19:10:00.000,1.13728,1.13753,1.13714,1.13721,964.0899999999999 +18.12.2018 19:15:00.000,1.13722,1.13734,1.13699,1.13709,847.5799999999999 +18.12.2018 19:20:00.000,1.13711,1.13715,1.13676,1.13686,704.62 +18.12.2018 19:25:00.000,1.13686,1.13708,1.13681,1.13706,705.26 +18.12.2018 19:30:00.000,1.13704,1.13704,1.13669,1.13675,712.5899999999999 +18.12.2018 19:35:00.000,1.13676,1.13687,1.13650,1.13651,882.33 +18.12.2018 19:40:00.000,1.13651,1.13662,1.13628,1.13640,1679.3200000000002 +18.12.2018 19:45:00.000,1.13641,1.13652,1.13625,1.13627,743.8000000000001 +18.12.2018 19:50:00.000,1.13627,1.13629,1.13597,1.13597,978.8399999999999 +18.12.2018 19:55:00.000,1.13597,1.13601,1.13546,1.13554,837.98 +18.12.2018 20:00:00.000,1.13554,1.13598,1.13554,1.13594,848.57 +18.12.2018 20:05:00.000,1.13596,1.13602,1.13576,1.13586,1121.94 +18.12.2018 20:10:00.000,1.13585,1.13601,1.13572,1.13587,939.25 +18.12.2018 20:15:00.000,1.13585,1.13587,1.13557,1.13579,878.75 +18.12.2018 20:20:00.000,1.13577,1.13591,1.13556,1.13557,971.96 +18.12.2018 20:25:00.000,1.13556,1.13572,1.13548,1.13567,994.5799999999999 +18.12.2018 20:30:00.000,1.13567,1.13595,1.13561,1.13593,627.08 +18.12.2018 20:35:00.000,1.13593,1.13603,1.13572,1.13580,864.84 +18.12.2018 20:40:00.000,1.13580,1.13605,1.13570,1.13593,882.04 +18.12.2018 20:45:00.000,1.13593,1.13606,1.13578,1.13598,821.99 +18.12.2018 20:50:00.000,1.13599,1.13620,1.13599,1.13619,517.25 +18.12.2018 20:55:00.000,1.13618,1.13646,1.13614,1.13636,961.41 +18.12.2018 21:00:00.000,1.13636,1.13636,1.13616,1.13634,358.43 +18.12.2018 21:05:00.000,1.13634,1.13635,1.13625,1.13628,351.28999999999996 +18.12.2018 21:10:00.000,1.13628,1.13639,1.13619,1.13636,263.98 +18.12.2018 21:15:00.000,1.13636,1.13653,1.13625,1.13647,411.09 +18.12.2018 21:20:00.000,1.13647,1.13653,1.13642,1.13647,371.09000000000003 +18.12.2018 21:25:00.000,1.13647,1.13649,1.13642,1.13642,534.7 +18.12.2018 21:30:00.000,1.13643,1.13659,1.13642,1.13659,631.32 +18.12.2018 21:35:00.000,1.13664,1.13671,1.13642,1.13642,723.6 +18.12.2018 21:40:00.000,1.13642,1.13644,1.13637,1.13639,419.22 +18.12.2018 21:45:00.000,1.13639,1.13640,1.13636,1.13638,326.4200000000001 +18.12.2018 21:50:00.000,1.13636,1.13655,1.13634,1.13649,364.77 +18.12.2018 21:55:00.000,1.13648,1.13653,1.13564,1.13595,468.46000000000004 +18.12.2018 22:00:00.000,1.13594,1.13650,1.13591,1.13633,68.95 +18.12.2018 22:05:00.000,1.13633,1.13642,1.13607,1.13635,227.6 +18.12.2018 22:10:00.000,1.13634,1.13655,1.13634,1.13640,252.65000000000003 +18.12.2018 22:15:00.000,1.13640,1.13658,1.13638,1.13657,257.54 +18.12.2018 22:20:00.000,1.13657,1.13670,1.13656,1.13662,150.48000000000002 +18.12.2018 22:25:00.000,1.13663,1.13674,1.13661,1.13662,155.87 +18.12.2018 22:30:00.000,1.13662,1.13693,1.13661,1.13691,305.37 +18.12.2018 22:35:00.000,1.13690,1.13694,1.13680,1.13685,454.6 +18.12.2018 22:40:00.000,1.13685,1.13690,1.13681,1.13682,411.96 +18.12.2018 22:45:00.000,1.13682,1.13697,1.13682,1.13694,441.03000000000003 +18.12.2018 22:50:00.000,1.13697,1.13700,1.13686,1.13687,213.66 +18.12.2018 22:55:00.000,1.13687,1.13699,1.13677,1.13696,183.59999999999997 +18.12.2018 23:00:00.000,1.13696,1.13727,1.13688,1.13709,376.56 +18.12.2018 23:05:00.000,1.13709,1.13738,1.13709,1.13733,334.59 +18.12.2018 23:10:00.000,1.13733,1.13734,1.13710,1.13722,343.27000000000004 +18.12.2018 23:15:00.000,1.13721,1.13726,1.13715,1.13715,370.69 +18.12.2018 23:20:00.000,1.13715,1.13735,1.13715,1.13735,381.42 +18.12.2018 23:25:00.000,1.13735,1.13735,1.13724,1.13727,335.47999999999996 +18.12.2018 23:30:00.000,1.13727,1.13746,1.13726,1.13742,294.34 +18.12.2018 23:35:00.000,1.13742,1.13756,1.13742,1.13744,348.18999999999994 +18.12.2018 23:40:00.000,1.13744,1.13773,1.13744,1.13762,360.9 +18.12.2018 23:45:00.000,1.13762,1.13763,1.13732,1.13739,336.82 +18.12.2018 23:50:00.000,1.13741,1.13760,1.13740,1.13755,504.76 +18.12.2018 23:55:00.000,1.13755,1.13758,1.13745,1.13758,365.23 +19.12.2018 00:00:00.000,1.13756,1.13767,1.13745,1.13766,593.63 +19.12.2018 00:05:00.000,1.13765,1.13842,1.13765,1.13833,786.81 +19.12.2018 00:10:00.000,1.13832,1.13859,1.13814,1.13844,853.1600000000001 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01:30:00.000,1.13812,1.13813,1.13802,1.13805,553.28 +19.12.2018 01:35:00.000,1.13805,1.13811,1.13768,1.13768,803.76 +19.12.2018 01:40:00.000,1.13762,1.13808,1.13762,1.13803,1010.24 +19.12.2018 01:45:00.000,1.13802,1.13809,1.13799,1.13800,596.1700000000001 +19.12.2018 01:50:00.000,1.13800,1.13814,1.13798,1.13810,612.2699999999999 +19.12.2018 01:55:00.000,1.13811,1.13823,1.13806,1.13810,588.73 +19.12.2018 02:00:00.000,1.13811,1.13815,1.13792,1.13793,552.09 +19.12.2018 02:05:00.000,1.13793,1.13820,1.13790,1.13806,435.42 +19.12.2018 02:10:00.000,1.13806,1.13831,1.13805,1.13829,412.73 +19.12.2018 02:15:00.000,1.13829,1.13841,1.13821,1.13826,452.53000000000003 +19.12.2018 02:20:00.000,1.13826,1.13841,1.13823,1.13836,662.8899999999999 +19.12.2018 02:25:00.000,1.13837,1.13848,1.13830,1.13837,505.61 +19.12.2018 02:30:00.000,1.13837,1.13865,1.13837,1.13855,806.28 +19.12.2018 02:35:00.000,1.13855,1.13861,1.13845,1.13845,762.21 +19.12.2018 02:40:00.000,1.13848,1.13853,1.13837,1.13839,639.75 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03:55:00.000,1.13854,1.13855,1.13842,1.13850,516.22 +19.12.2018 04:00:00.000,1.13850,1.13865,1.13839,1.13859,585.28 +19.12.2018 04:05:00.000,1.13859,1.13862,1.13853,1.13861,537.02 +19.12.2018 04:10:00.000,1.13861,1.13876,1.13857,1.13869,773.15 +19.12.2018 04:15:00.000,1.13869,1.13881,1.13863,1.13874,942.95 +19.12.2018 04:20:00.000,1.13874,1.13895,1.13872,1.13887,671.61 +19.12.2018 04:25:00.000,1.13888,1.13897,1.13877,1.13892,385.03000000000003 +19.12.2018 04:30:00.000,1.13891,1.13891,1.13864,1.13872,769.26 +19.12.2018 04:35:00.000,1.13871,1.13876,1.13864,1.13875,665.72 +19.12.2018 04:40:00.000,1.13874,1.13874,1.13859,1.13864,374.51 +19.12.2018 04:45:00.000,1.13863,1.13864,1.13847,1.13851,849.37 +19.12.2018 04:50:00.000,1.13850,1.13859,1.13844,1.13844,662.61 +19.12.2018 04:55:00.000,1.13844,1.13846,1.13805,1.13813,605.8 +19.12.2018 05:00:00.000,1.13811,1.13815,1.13783,1.13787,598.5600000000001 +19.12.2018 05:05:00.000,1.13788,1.13803,1.13783,1.13799,431.53 +19.12.2018 05:10:00.000,1.13799,1.13814,1.13799,1.13813,404.84000000000003 +19.12.2018 05:15:00.000,1.13813,1.13816,1.13808,1.13813,389.76 +19.12.2018 05:20:00.000,1.13814,1.13818,1.13810,1.13818,352.49 +19.12.2018 05:25:00.000,1.13818,1.13846,1.13816,1.13844,778.2700000000001 +19.12.2018 05:30:00.000,1.13844,1.13847,1.13836,1.13837,776.68 +19.12.2018 05:35:00.000,1.13836,1.13846,1.13822,1.13831,444.16999999999996 +19.12.2018 05:40:00.000,1.13832,1.13837,1.13823,1.13825,357.93 +19.12.2018 05:45:00.000,1.13825,1.13837,1.13820,1.13834,567.35 +19.12.2018 05:50:00.000,1.13834,1.13861,1.13834,1.13854,523.46 +19.12.2018 05:55:00.000,1.13854,1.13882,1.13853,1.13876,642.47 +19.12.2018 06:00:00.000,1.13874,1.13874,1.13857,1.13860,474.05 +19.12.2018 06:05:00.000,1.13860,1.13861,1.13847,1.13856,1079.99 +19.12.2018 06:10:00.000,1.13856,1.13864,1.13851,1.13855,728.8100000000001 +19.12.2018 06:15:00.000,1.13856,1.13857,1.13826,1.13828,782.4 +19.12.2018 06:20:00.000,1.13828,1.13839,1.13808,1.13837,588.42 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07:40:00.000,1.13944,1.14025,1.13934,1.14019,1553.02 +19.12.2018 07:45:00.000,1.14020,1.14050,1.14003,1.14010,1277.92 +19.12.2018 07:50:00.000,1.14009,1.14046,1.14009,1.14020,1067.77 +19.12.2018 07:55:00.000,1.14020,1.14046,1.13970,1.13973,1351.68 +19.12.2018 08:00:00.000,1.13973,1.13984,1.13944,1.13969,1354.38 +19.12.2018 08:05:00.000,1.13973,1.13991,1.13949,1.13962,1221.4299999999998 +19.12.2018 08:10:00.000,1.13965,1.13994,1.13963,1.13970,1082.59 +19.12.2018 08:15:00.000,1.13968,1.13975,1.13948,1.13952,1182.4699999999998 +19.12.2018 08:20:00.000,1.13956,1.13985,1.13944,1.13944,1071.8500000000001 +19.12.2018 08:25:00.000,1.13945,1.14025,1.13941,1.14024,1059.1599999999999 +19.12.2018 08:30:00.000,1.14024,1.14030,1.13989,1.13989,1064.1799999999998 +19.12.2018 08:35:00.000,1.13989,1.14014,1.13987,1.13995,1156.14 +19.12.2018 08:40:00.000,1.13994,1.14046,1.13994,1.14039,1338.81 +19.12.2018 08:45:00.000,1.14043,1.14057,1.14041,1.14055,1100.68 +19.12.2018 08:50:00.000,1.14055,1.14058,1.14037,1.14041,1145.87 +19.12.2018 08:55:00.000,1.14039,1.14040,1.14004,1.14008,1469.19 +19.12.2018 09:00:00.000,1.14009,1.14034,1.13996,1.14024,1354.6299999999999 +19.12.2018 09:05:00.000,1.14025,1.14041,1.14011,1.14028,1210.07 +19.12.2018 09:10:00.000,1.14030,1.14050,1.14011,1.14019,1283.1 +19.12.2018 09:15:00.000,1.14018,1.14022,1.13956,1.13964,1113.95 +19.12.2018 09:20:00.000,1.13963,1.14024,1.13960,1.14021,1436.19 +19.12.2018 09:25:00.000,1.14021,1.14043,1.14002,1.14037,1057.96 +19.12.2018 09:30:00.000,1.14036,1.14040,1.14022,1.14027,1272.51 +19.12.2018 09:35:00.000,1.14027,1.14037,1.14014,1.14023,1362.25 +19.12.2018 09:40:00.000,1.14022,1.14023,1.13972,1.13976,1440.8400000000001 +19.12.2018 09:45:00.000,1.13975,1.14001,1.13964,1.13997,1245.19 +19.12.2018 09:50:00.000,1.13998,1.14003,1.13940,1.13957,1561.8 +19.12.2018 09:55:00.000,1.13958,1.13960,1.13886,1.13889,1496.71 +19.12.2018 10:00:00.000,1.13889,1.13897,1.13825,1.13893,1641.3299999999997 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12:30:00.000,1.13986,1.13992,1.13959,1.13989,1538.78 +19.12.2018 12:35:00.000,1.13989,1.14053,1.13980,1.14028,1915.39 +19.12.2018 12:40:00.000,1.14029,1.14055,1.13996,1.14002,1655.0700000000002 +19.12.2018 12:45:00.000,1.14002,1.14003,1.13960,1.13976,1801.5099999999998 +19.12.2018 12:50:00.000,1.13976,1.13991,1.13951,1.13959,1227.8899999999999 +19.12.2018 12:55:00.000,1.13960,1.14040,1.13953,1.14036,2657.04 +19.12.2018 13:00:00.000,1.14036,1.14052,1.14010,1.14022,2216.6400000000003 +19.12.2018 13:05:00.000,1.14020,1.14052,1.13998,1.14008,1818.3700000000001 +19.12.2018 13:10:00.000,1.14006,1.14049,1.13994,1.14041,1681.8999999999999 +19.12.2018 13:15:00.000,1.14042,1.14053,1.14016,1.14042,1474.3700000000001 +19.12.2018 13:20:00.000,1.14040,1.14055,1.14001,1.14001,1738.0800000000002 +19.12.2018 13:25:00.000,1.14002,1.14017,1.13980,1.13995,1604.5800000000002 +19.12.2018 13:30:00.000,1.13994,1.13997,1.13958,1.13975,1794.3599999999997 +19.12.2018 13:35:00.000,1.13977,1.14030,1.13975,1.14017,1997.33 +19.12.2018 13:40:00.000,1.14016,1.14040,1.14001,1.14033,1720.44 +19.12.2018 13:45:00.000,1.14032,1.14061,1.14032,1.14060,1911.6200000000001 +19.12.2018 13:50:00.000,1.14059,1.14065,1.14019,1.14019,1689.52 +19.12.2018 13:55:00.000,1.14020,1.14046,1.14001,1.14014,1980.7200000000003 +19.12.2018 14:00:00.000,1.14013,1.14053,1.14008,1.14050,1886.41 +19.12.2018 14:05:00.000,1.14050,1.14056,1.14033,1.14050,1866.8600000000001 +19.12.2018 14:10:00.000,1.14050,1.14075,1.14050,1.14072,2175.5 +19.12.2018 14:15:00.000,1.14074,1.14081,1.14054,1.14072,1734.4 +19.12.2018 14:20:00.000,1.14076,1.14121,1.14073,1.14107,2264.55 +19.12.2018 14:25:00.000,1.14108,1.14170,1.14107,1.14145,2509.29 +19.12.2018 14:30:00.000,1.14147,1.14180,1.14139,1.14173,3020.34 +19.12.2018 14:35:00.000,1.14172,1.14202,1.14166,1.14192,2348.44 +19.12.2018 14:40:00.000,1.14193,1.14238,1.14192,1.14203,2607.25 +19.12.2018 14:45:00.000,1.14203,1.14287,1.14203,1.14283,2604.79 +19.12.2018 14:50:00.000,1.14283,1.14307,1.14271,1.14290,2621.8 +19.12.2018 14:55:00.000,1.14290,1.14321,1.14281,1.14294,2444.07 +19.12.2018 15:00:00.000,1.14296,1.14304,1.14245,1.14274,2832.33 +19.12.2018 15:05:00.000,1.14275,1.14313,1.14267,1.14300,2736.3999999999996 +19.12.2018 15:10:00.000,1.14299,1.14320,1.14277,1.14284,2591.11 +19.12.2018 15:15:00.000,1.14284,1.14330,1.14283,1.14329,2919.79 +19.12.2018 15:20:00.000,1.14329,1.14392,1.14326,1.14375,2566.8 +19.12.2018 15:25:00.000,1.14376,1.14382,1.14332,1.14336,2414.89 +19.12.2018 15:30:00.000,1.14337,1.14356,1.14274,1.14302,2357.06 +19.12.2018 15:35:00.000,1.14300,1.14322,1.14265,1.14270,2260.68 +19.12.2018 15:40:00.000,1.14271,1.14296,1.14259,1.14294,2187.26 +19.12.2018 15:45:00.000,1.14295,1.14299,1.14252,1.14270,1929.52 +19.12.2018 15:50:00.000,1.14270,1.14306,1.14244,1.14251,3438.8 +19.12.2018 15:55:00.000,1.14249,1.14256,1.14199,1.14211,3361.6899999999996 +19.12.2018 16:00:00.000,1.14211,1.14258,1.14210,1.14254,2661.18 +19.12.2018 16:05:00.000,1.14254,1.14289,1.14249,1.14288,2336.18 +19.12.2018 16:10:00.000,1.14288,1.14315,1.14273,1.14282,2039.46 +19.12.2018 16:15:00.000,1.14283,1.14323,1.14277,1.14319,2137.85 +19.12.2018 16:20:00.000,1.14320,1.14323,1.14254,1.14277,2065.99 +19.12.2018 16:25:00.000,1.14276,1.14292,1.14252,1.14257,2410.14 +19.12.2018 16:30:00.000,1.14257,1.14260,1.14196,1.14198,2614.54 +19.12.2018 16:35:00.000,1.14198,1.14248,1.14196,1.14246,1436.93 +19.12.2018 16:40:00.000,1.14244,1.14275,1.14232,1.14260,1677.4199999999998 +19.12.2018 16:45:00.000,1.14260,1.14260,1.14208,1.14221,1531.17 +19.12.2018 16:50:00.000,1.14221,1.14248,1.14209,1.14237,1622.53 +19.12.2018 16:55:00.000,1.14237,1.14261,1.14212,1.14217,2558.77 +19.12.2018 17:00:00.000,1.14217,1.14227,1.14192,1.14207,1624.7699999999998 +19.12.2018 17:05:00.000,1.14206,1.14209,1.14181,1.14201,1442.6000000000001 +19.12.2018 17:10:00.000,1.14204,1.14241,1.14201,1.14232,1806.45 +19.12.2018 17:15:00.000,1.14232,1.14295,1.14228,1.14281,2441.57 +19.12.2018 17:20:00.000,1.14281,1.14282,1.14200,1.14201,2022.1 +19.12.2018 17:25:00.000,1.14203,1.14260,1.14194,1.14249,2156.2499999999995 +19.12.2018 17:30:00.000,1.14249,1.14271,1.14233,1.14252,1733.25 +19.12.2018 17:35:00.000,1.14251,1.14258,1.14228,1.14246,1315.15 +19.12.2018 17:40:00.000,1.14246,1.14275,1.14241,1.14272,1579.92 +19.12.2018 17:45:00.000,1.14272,1.14317,1.14257,1.14304,2318.01 +19.12.2018 17:50:00.000,1.14304,1.14313,1.14291,1.14292,1655.2 +19.12.2018 17:55:00.000,1.14292,1.14293,1.14244,1.14250,2271.81 +19.12.2018 18:00:00.000,1.14254,1.14291,1.14254,1.14276,1665.8500000000001 +19.12.2018 18:05:00.000,1.14275,1.14282,1.14249,1.14257,1585.8 +19.12.2018 18:10:00.000,1.14256,1.14286,1.14246,1.14281,1758.1499999999999 +19.12.2018 18:15:00.000,1.14280,1.14307,1.14278,1.14292,1589.56 +19.12.2018 18:20:00.000,1.14291,1.14295,1.14255,1.14256,1322.73 +19.12.2018 18:25:00.000,1.14256,1.14274,1.14246,1.14270,1021.8900000000001 +19.12.2018 18:30:00.000,1.14271,1.14282,1.14241,1.14280,1551.3 +19.12.2018 18:35:00.000,1.14280,1.14336,1.14280,1.14287,1548.05 +19.12.2018 18:40:00.000,1.14286,1.14287,1.14225,1.14278,1954.08 +19.12.2018 18:45:00.000,1.14278,1.14293,1.14260,1.14291,2291.04 +19.12.2018 18:50:00.000,1.14291,1.14315,1.14282,1.14289,1590.42 +19.12.2018 18:55:00.000,1.14290,1.14379,1.14289,1.14301,1982.9299999999998 +19.12.2018 19:00:00.000,1.14297,1.14297,1.13832,1.13931,4783.56 +19.12.2018 19:05:00.000,1.13932,1.14093,1.13883,1.13994,4282.45 +19.12.2018 19:10:00.000,1.13993,1.13993,1.13867,1.13888,4793.67 +19.12.2018 19:15:00.000,1.13889,1.13919,1.13794,1.13842,4057.14 +19.12.2018 19:20:00.000,1.13842,1.13877,1.13801,1.13871,3189.06 +19.12.2018 19:25:00.000,1.13870,1.13916,1.13823,1.13899,2804.65 +19.12.2018 19:30:00.000,1.13898,1.13988,1.13718,1.13751,3709.15 +19.12.2018 19:35:00.000,1.13751,1.13913,1.13727,1.13838,3449.66 +19.12.2018 19:40:00.000,1.13839,1.13931,1.13783,1.13842,3318.56 +19.12.2018 19:45:00.000,1.13842,1.13849,1.13741,1.13756,2337.04 +19.12.2018 19:50:00.000,1.13757,1.13807,1.13731,1.13750,2540.58 +19.12.2018 19:55:00.000,1.13750,1.13752,1.13643,1.13715,3180.3100000000004 +19.12.2018 20:00:00.000,1.13715,1.13781,1.13654,1.13781,2598.7799999999997 +19.12.2018 20:05:00.000,1.13780,1.13798,1.13644,1.13742,3202.3399999999997 +19.12.2018 20:10:00.000,1.13743,1.13876,1.13737,1.13866,3211.48 +19.12.2018 20:15:00.000,1.13870,1.13876,1.13779,1.13780,3001.96 +19.12.2018 20:20:00.000,1.13784,1.13795,1.13740,1.13785,3126.4900000000002 +19.12.2018 20:25:00.000,1.13786,1.13792,1.13703,1.13721,2741.6 +19.12.2018 20:30:00.000,1.13721,1.13784,1.13692,1.13779,1781.83 +19.12.2018 20:35:00.000,1.13780,1.13783,1.13755,1.13763,1172.23 +19.12.2018 20:40:00.000,1.13763,1.13836,1.13737,1.13827,1230.66 +19.12.2018 20:45:00.000,1.13826,1.13830,1.13786,1.13793,1409 +19.12.2018 20:50:00.000,1.13793,1.13797,1.13758,1.13765,1645.7399999999998 +19.12.2018 20:55:00.000,1.13764,1.13766,1.13725,1.13732,2158.98 +19.12.2018 21:00:00.000,1.13732,1.13732,1.13686,1.13691,715.69 +19.12.2018 21:05:00.000,1.13691,1.13703,1.13687,1.13697,912.03 +19.12.2018 21:10:00.000,1.13697,1.13722,1.13696,1.13716,728.98 +19.12.2018 21:15:00.000,1.13715,1.13716,1.13680,1.13692,1172.01 +19.12.2018 21:20:00.000,1.13692,1.13697,1.13689,1.13697,519.69 +19.12.2018 21:25:00.000,1.13695,1.13747,1.13695,1.13746,470.17999999999995 +19.12.2018 21:30:00.000,1.13745,1.13807,1.13745,1.13803,1171.68 +19.12.2018 21:35:00.000,1.13802,1.13823,1.13795,1.13821,1302.76 +19.12.2018 21:40:00.000,1.13820,1.13831,1.13815,1.13823,824.13 +19.12.2018 21:45:00.000,1.13821,1.13852,1.13804,1.13847,1056.81 +19.12.2018 21:50:00.000,1.13847,1.13863,1.13815,1.13818,1159.3799999999999 +19.12.2018 21:55:00.000,1.13817,1.13819,1.13752,1.13752,1025.1799999999998 +19.12.2018 22:00:00.000,1.13748,1.13761,1.13711,1.13735,287.65 +19.12.2018 22:05:00.000,1.13741,1.13791,1.13704,1.13758,297.21000000000004 +19.12.2018 22:10:00.000,1.13759,1.13766,1.13733,1.13749,124.64 +19.12.2018 22:15:00.000,1.13757,1.13788,1.13745,1.13757,321.66 +19.12.2018 22:20:00.000,1.13757,1.13781,1.13754,1.13768,524.8199999999999 +19.12.2018 22:25:00.000,1.13770,1.13794,1.13758,1.13780,503.58000000000004 +19.12.2018 22:30:00.000,1.13782,1.13823,1.13756,1.13782,1426.0300000000002 +19.12.2018 22:35:00.000,1.13782,1.13802,1.13775,1.13787,295.78000000000003 +19.12.2018 22:40:00.000,1.13787,1.13814,1.13775,1.13782,185.20999999999998 +19.12.2018 22:45:00.000,1.13782,1.13807,1.13777,1.13787,372.23 +19.12.2018 22:50:00.000,1.13787,1.13796,1.13783,1.13784,373.4 +19.12.2018 22:55:00.000,1.13783,1.13801,1.13783,1.13798,376.67 +19.12.2018 23:00:00.000,1.13798,1.13843,1.13798,1.13835,1150.54 +19.12.2018 23:05:00.000,1.13838,1.13856,1.13835,1.13856,351.5 +19.12.2018 23:10:00.000,1.13856,1.13856,1.13840,1.13846,252.9 +19.12.2018 23:15:00.000,1.13847,1.13872,1.13846,1.13846,629.96 +19.12.2018 23:20:00.000,1.13846,1.13885,1.13842,1.13876,683.9499999999999 +19.12.2018 23:25:00.000,1.13876,1.13877,1.13843,1.13843,637.3900000000001 +19.12.2018 23:30:00.000,1.13843,1.13852,1.13843,1.13850,245.63000000000002 +19.12.2018 23:35:00.000,1.13850,1.13887,1.13849,1.13880,531.87 +19.12.2018 23:40:00.000,1.13879,1.13879,1.13870,1.13872,454.26000000000005 +19.12.2018 23:45:00.000,1.13872,1.13872,1.13862,1.13866,414.09000000000003 +19.12.2018 23:50:00.000,1.13866,1.13880,1.13864,1.13869,402.91 +19.12.2018 23:55:00.000,1.13868,1.13873,1.13857,1.13865,408.29999999999995 +20.12.2018 00:00:00.000,1.13865,1.13874,1.13811,1.13825,785.52 +20.12.2018 00:05:00.000,1.13825,1.13839,1.13807,1.13808,782.16 +20.12.2018 00:10:00.000,1.13808,1.13833,1.13808,1.13821,528.36 +20.12.2018 00:15:00.000,1.13821,1.13837,1.13812,1.13814,565.99 +20.12.2018 00:20:00.000,1.13814,1.13838,1.13814,1.13833,583.92 +20.12.2018 00:25:00.000,1.13833,1.13842,1.13827,1.13828,361.66999999999996 +20.12.2018 00:30:00.000,1.13826,1.13839,1.13813,1.13839,825.2499999999999 +20.12.2018 00:35:00.000,1.13839,1.13853,1.13826,1.13832,1050.66 +20.12.2018 00:40:00.000,1.13832,1.13842,1.13821,1.13827,615.23 +20.12.2018 00:45:00.000,1.13827,1.13832,1.13805,1.13818,563.17 +20.12.2018 00:50:00.000,1.13818,1.13858,1.13804,1.13856,1126.94 +20.12.2018 00:55:00.000,1.13856,1.13879,1.13817,1.13824,970.39 +20.12.2018 01:00:00.000,1.13826,1.13838,1.13812,1.13817,1181.52 +20.12.2018 01:05:00.000,1.13817,1.13818,1.13771,1.13786,1313.35 +20.12.2018 01:10:00.000,1.13786,1.13797,1.13780,1.13780,1199.31 +20.12.2018 01:15:00.000,1.13780,1.13792,1.13776,1.13786,676.9000000000001 +20.12.2018 01:20:00.000,1.13786,1.13792,1.13773,1.13790,896.76 +20.12.2018 01:25:00.000,1.13791,1.13792,1.13777,1.13786,671.71 +20.12.2018 01:30:00.000,1.13786,1.13794,1.13776,1.13792,506.59000000000003 +20.12.2018 01:35:00.000,1.13793,1.13806,1.13776,1.13791,938.45 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+20.12.2018 02:55:00.000,1.13792,1.13799,1.13784,1.13799,1069.67 +20.12.2018 03:00:00.000,1.13798,1.13800,1.13780,1.13780,842.09 +20.12.2018 03:05:00.000,1.13780,1.13804,1.13780,1.13800,1068.5800000000002 +20.12.2018 03:10:00.000,1.13800,1.13809,1.13791,1.13802,1015.63 +20.12.2018 03:15:00.000,1.13802,1.13811,1.13795,1.13800,1331.7900000000002 +20.12.2018 03:20:00.000,1.13801,1.13806,1.13789,1.13799,1365.98 +20.12.2018 03:25:00.000,1.13801,1.13823,1.13801,1.13821,1245.11 +20.12.2018 03:30:00.000,1.13820,1.13826,1.13816,1.13822,1019.4100000000001 +20.12.2018 03:35:00.000,1.13822,1.13827,1.13819,1.13826,654.73 +20.12.2018 03:40:00.000,1.13826,1.13831,1.13810,1.13825,826.66 +20.12.2018 03:45:00.000,1.13825,1.13830,1.13815,1.13820,1331.54 +20.12.2018 03:50:00.000,1.13819,1.13820,1.13799,1.13808,725.54 +20.12.2018 03:55:00.000,1.13808,1.13820,1.13793,1.13814,784.1 +20.12.2018 04:00:00.000,1.13814,1.13835,1.13809,1.13821,1374.58 +20.12.2018 04:05:00.000,1.13821,1.13828,1.13804,1.13815,1333.9 +20.12.2018 04:10:00.000,1.13815,1.13830,1.13814,1.13819,1173.24 +20.12.2018 04:15:00.000,1.13819,1.13824,1.13812,1.13814,1198.08 +20.12.2018 04:20:00.000,1.13814,1.13822,1.13809,1.13819,877.8399999999999 +20.12.2018 04:25:00.000,1.13819,1.13819,1.13799,1.13799,537.49 +20.12.2018 04:30:00.000,1.13798,1.13828,1.13794,1.13826,905.4 +20.12.2018 04:35:00.000,1.13827,1.13836,1.13813,1.13831,1319.46 +20.12.2018 04:40:00.000,1.13831,1.13847,1.13830,1.13846,1355.25 +20.12.2018 04:45:00.000,1.13845,1.13846,1.13813,1.13820,914.57 +20.12.2018 04:50:00.000,1.13821,1.13842,1.13819,1.13830,903.3 +20.12.2018 04:55:00.000,1.13831,1.13857,1.13820,1.13856,1412.03 +20.12.2018 05:00:00.000,1.13856,1.13880,1.13851,1.13862,1152.6 +20.12.2018 05:05:00.000,1.13862,1.13865,1.13846,1.13860,1043.27 +20.12.2018 05:10:00.000,1.13861,1.13879,1.13859,1.13876,1227.8000000000002 +20.12.2018 05:15:00.000,1.13877,1.13878,1.13857,1.13873,712.15 +20.12.2018 05:20:00.000,1.13873,1.13891,1.13856,1.13877,1375.2399999999998 +20.12.2018 05:25:00.000,1.13877,1.13885,1.13871,1.13875,885.8299999999999 +20.12.2018 05:30:00.000,1.13874,1.13875,1.13824,1.13824,1045.97 +20.12.2018 05:35:00.000,1.13825,1.13856,1.13823,1.13845,1190.0900000000001 +20.12.2018 05:40:00.000,1.13846,1.13856,1.13836,1.13852,1208 +20.12.2018 05:45:00.000,1.13852,1.13862,1.13837,1.13851,1135.25 +20.12.2018 05:50:00.000,1.13851,1.13879,1.13842,1.13871,905.5899999999999 +20.12.2018 05:55:00.000,1.13871,1.13892,1.13867,1.13890,1112.13 +20.12.2018 06:00:00.000,1.13890,1.13902,1.13884,1.13897,641.09 +20.12.2018 06:05:00.000,1.13899,1.13902,1.13871,1.13884,1203.4499999999998 +20.12.2018 06:10:00.000,1.13884,1.13890,1.13845,1.13870,1797.3700000000001 +20.12.2018 06:15:00.000,1.13871,1.13939,1.13871,1.13931,1348.23 +20.12.2018 06:20:00.000,1.13931,1.13940,1.13905,1.13906,1506.02 +20.12.2018 06:25:00.000,1.13906,1.13926,1.13898,1.13914,967.89 +20.12.2018 06:30:00.000,1.13913,1.13919,1.13888,1.13900,1400.84 +20.12.2018 06:35:00.000,1.13900,1.13922,1.13895,1.13919,998.8500000000001 +20.12.2018 06:40:00.000,1.13918,1.13990,1.13914,1.13985,1503.5 +20.12.2018 06:45:00.000,1.13984,1.13991,1.13955,1.13961,1359.6699999999998 +20.12.2018 06:50:00.000,1.13960,1.14006,1.13955,1.13994,1012.15 +20.12.2018 06:55:00.000,1.13994,1.14098,1.13991,1.14089,2062.6800000000003 +20.12.2018 07:00:00.000,1.14089,1.14099,1.14051,1.14085,2134.96 +20.12.2018 07:05:00.000,1.14085,1.14158,1.14060,1.14142,2943.4199999999996 +20.12.2018 07:10:00.000,1.14142,1.14167,1.14121,1.14155,2045.24 +20.12.2018 07:15:00.000,1.14155,1.14200,1.14150,1.14175,2378.45 +20.12.2018 07:20:00.000,1.14175,1.14250,1.14175,1.14222,2247.91 +20.12.2018 07:25:00.000,1.14222,1.14225,1.14189,1.14206,2483.36 +20.12.2018 07:30:00.000,1.14206,1.14246,1.14184,1.14210,1772.5300000000002 +20.12.2018 07:35:00.000,1.14211,1.14251,1.14200,1.14202,2042.4299999999998 +20.12.2018 07:40:00.000,1.14201,1.14255,1.14193,1.14200,2438.8900000000003 +20.12.2018 07:45:00.000,1.14200,1.14226,1.14176,1.14201,1878.2900000000002 +20.12.2018 07:50:00.000,1.14202,1.14249,1.14189,1.14191,1863.72 +20.12.2018 07:55:00.000,1.14190,1.14209,1.14136,1.14158,3012.39 +20.12.2018 08:00:00.000,1.14158,1.14158,1.14107,1.14133,2266.85 +20.12.2018 08:05:00.000,1.14132,1.14195,1.14125,1.14192,2507.49 +20.12.2018 08:10:00.000,1.14192,1.14249,1.14185,1.14216,2813.8199999999997 +20.12.2018 08:15:00.000,1.14216,1.14294,1.14209,1.14245,1789.8000000000002 +20.12.2018 08:20:00.000,1.14245,1.14311,1.14238,1.14283,1783.51 +20.12.2018 08:25:00.000,1.14283,1.14321,1.14260,1.14313,2199.8 +20.12.2018 08:30:00.000,1.14313,1.14343,1.14301,1.14306,2446.53 +20.12.2018 08:35:00.000,1.14306,1.14307,1.14275,1.14289,1905.8899999999999 +20.12.2018 08:40:00.000,1.14289,1.14308,1.14262,1.14285,1845.27 +20.12.2018 08:45:00.000,1.14285,1.14307,1.14259,1.14280,1748.3000000000002 +20.12.2018 08:50:00.000,1.14277,1.14310,1.14256,1.14291,1846.4 +20.12.2018 08:55:00.000,1.14292,1.14327,1.14285,1.14297,2038.69 +20.12.2018 09:00:00.000,1.14296,1.14300,1.14254,1.14268,1788.56 +20.12.2018 09:05:00.000,1.14270,1.14344,1.14270,1.14343,2198.91 +20.12.2018 09:10:00.000,1.14343,1.14603,1.14335,1.14566,3627.5299999999997 +20.12.2018 09:15:00.000,1.14568,1.14604,1.14556,1.14566,3305.03 +20.12.2018 09:20:00.000,1.14566,1.14728,1.14566,1.14688,3930.77 +20.12.2018 09:25:00.000,1.14689,1.14742,1.14668,1.14668,2696.37 +20.12.2018 09:30:00.000,1.14669,1.14729,1.14647,1.14661,3165.9399999999996 +20.12.2018 09:35:00.000,1.14662,1.14682,1.14631,1.14640,2543.08 +20.12.2018 09:40:00.000,1.14640,1.14693,1.14627,1.14686,3424.71 +20.12.2018 09:45:00.000,1.14687,1.14762,1.14684,1.14760,2817.15 +20.12.2018 09:50:00.000,1.14761,1.14802,1.14754,1.14791,3353.7000000000003 +20.12.2018 09:55:00.000,1.14789,1.14806,1.14762,1.14779,2797.3499999999995 +20.12.2018 10:00:00.000,1.14781,1.14783,1.14705,1.14716,2785.4300000000003 +20.12.2018 10:05:00.000,1.14715,1.14756,1.14714,1.14749,2565.82 +20.12.2018 10:10:00.000,1.14749,1.14760,1.14721,1.14740,3032.0299999999997 +20.12.2018 10:15:00.000,1.14740,1.14822,1.14727,1.14818,3085.79 +20.12.2018 10:20:00.000,1.14817,1.14859,1.14786,1.14789,2473.4300000000003 +20.12.2018 10:25:00.000,1.14789,1.14791,1.14739,1.14740,1863.73 +20.12.2018 10:30:00.000,1.14740,1.14752,1.14709,1.14712,2226.7799999999997 +20.12.2018 10:35:00.000,1.14712,1.14733,1.14699,1.14724,2999.9900000000002 +20.12.2018 10:40:00.000,1.14723,1.14733,1.14699,1.14725,2281.6 +20.12.2018 10:45:00.000,1.14726,1.14761,1.14724,1.14739,2205.65 +20.12.2018 10:50:00.000,1.14739,1.14825,1.14736,1.14822,3077.77 +20.12.2018 10:55:00.000,1.14822,1.14822,1.14749,1.14765,2255.27 +20.12.2018 11:00:00.000,1.14766,1.14778,1.14720,1.14749,2432.64 +20.12.2018 11:05:00.000,1.14749,1.14801,1.14715,1.14789,2961.7200000000003 +20.12.2018 11:10:00.000,1.14789,1.14827,1.14788,1.14789,2856.61 +20.12.2018 11:15:00.000,1.14789,1.14791,1.14740,1.14748,2772.0499999999997 +20.12.2018 11:20:00.000,1.14748,1.14768,1.14679,1.14702,2306.08 +20.12.2018 11:25:00.000,1.14701,1.14714,1.14640,1.14656,2447.07 +20.12.2018 11:30:00.000,1.14656,1.14674,1.14642,1.14665,2571.93 +20.12.2018 11:35:00.000,1.14664,1.14728,1.14654,1.14722,2600.66 +20.12.2018 11:40:00.000,1.14721,1.14756,1.14720,1.14724,2580.17 +20.12.2018 11:45:00.000,1.14722,1.14727,1.14649,1.14671,2070.77 +20.12.2018 11:50:00.000,1.14671,1.14729,1.14665,1.14715,1825.6999999999998 +20.12.2018 11:55:00.000,1.14716,1.14719,1.14658,1.14664,1563.39 +20.12.2018 12:00:00.000,1.14666,1.14671,1.14618,1.14630,1875.1399999999999 +20.12.2018 12:05:00.000,1.14629,1.14632,1.14599,1.14615,1726.12 +20.12.2018 12:10:00.000,1.14613,1.14636,1.14598,1.14622,1861.6599999999999 +20.12.2018 12:15:00.000,1.14620,1.14662,1.14600,1.14632,1797.6000000000001 +20.12.2018 12:20:00.000,1.14631,1.14668,1.14617,1.14619,1907.3500000000001 +20.12.2018 12:25:00.000,1.14618,1.14622,1.14607,1.14614,1879.4 +20.12.2018 12:30:00.000,1.14614,1.14627,1.14598,1.14606,1736.97 +20.12.2018 12:35:00.000,1.14606,1.14616,1.14571,1.14578,1915.42 +20.12.2018 12:40:00.000,1.14578,1.14600,1.14548,1.14552,2109.33 +20.12.2018 12:45:00.000,1.14552,1.14584,1.14546,1.14560,1708.06 +20.12.2018 12:50:00.000,1.14560,1.14572,1.14497,1.14551,2209.31 +20.12.2018 12:55:00.000,1.14551,1.14557,1.14500,1.14501,1619.8399999999997 +20.12.2018 13:00:00.000,1.14501,1.14533,1.14497,1.14531,2391.1600000000003 +20.12.2018 13:05:00.000,1.14531,1.14531,1.14498,1.14513,2000.88 +20.12.2018 13:10:00.000,1.14514,1.14551,1.14501,1.14501,1807.62 +20.12.2018 13:15:00.000,1.14503,1.14568,1.14500,1.14554,1840.2099999999998 +20.12.2018 13:20:00.000,1.14553,1.14566,1.14520,1.14535,1689.47 +20.12.2018 13:25:00.000,1.14536,1.14555,1.14520,1.14537,1021.9699999999999 +20.12.2018 13:30:00.000,1.14538,1.14604,1.14536,1.14600,1667.78 +20.12.2018 13:35:00.000,1.14598,1.14617,1.14554,1.14607,2431.41 +20.12.2018 13:40:00.000,1.14607,1.14623,1.14581,1.14605,2218.43 +20.12.2018 13:45:00.000,1.14606,1.14628,1.14573,1.14601,2530.8900000000003 +20.12.2018 13:50:00.000,1.14602,1.14609,1.14513,1.14516,2811.86 +20.12.2018 13:55:00.000,1.14517,1.14555,1.14437,1.14458,3374.86 +20.12.2018 14:00:00.000,1.14459,1.14542,1.14458,1.14535,2584.37 +20.12.2018 14:05:00.000,1.14540,1.14604,1.14532,1.14592,2926.92 +20.12.2018 14:10:00.000,1.14592,1.14608,1.14567,1.14607,2458.06 +20.12.2018 14:15:00.000,1.14606,1.14608,1.14520,1.14522,3210.17 +20.12.2018 14:20:00.000,1.14522,1.14536,1.14466,1.14467,2966.45 +20.12.2018 14:25:00.000,1.14467,1.14487,1.14439,1.14464,2584.7000000000003 +20.12.2018 14:30:00.000,1.14464,1.14474,1.14421,1.14466,3101.27 +20.12.2018 14:35:00.000,1.14467,1.14467,1.14431,1.14438,2441.92 +20.12.2018 14:40:00.000,1.14437,1.14447,1.14431,1.14434,2493.77 +20.12.2018 14:45:00.000,1.14433,1.14499,1.14424,1.14499,2944.46 +20.12.2018 14:50:00.000,1.14499,1.14528,1.14475,1.14518,2605.55 +20.12.2018 14:55:00.000,1.14518,1.14519,1.14468,1.14490,2090.55 +20.12.2018 15:00:00.000,1.14490,1.14492,1.14398,1.14430,2983.8 +20.12.2018 15:05:00.000,1.14429,1.14444,1.14364,1.14366,3149.0699999999997 +20.12.2018 15:10:00.000,1.14367,1.14411,1.14363,1.14399,2784.27 +20.12.2018 15:15:00.000,1.14401,1.14402,1.14380,1.14382,2967.51 +20.12.2018 15:20:00.000,1.14382,1.14392,1.14353,1.14384,2508.45 +20.12.2018 15:25:00.000,1.14383,1.14397,1.14300,1.14310,2797.7799999999997 +20.12.2018 15:30:00.000,1.14310,1.14311,1.14167,1.14209,3058.61 +20.12.2018 15:35:00.000,1.14208,1.14208,1.14156,1.14185,2422.63 +20.12.2018 15:40:00.000,1.14185,1.14185,1.14164,1.14178,2118.82 +20.12.2018 15:45:00.000,1.14177,1.14177,1.14119,1.14152,2366.98 +20.12.2018 15:50:00.000,1.14151,1.14151,1.14039,1.14052,3195.45 +20.12.2018 15:55:00.000,1.14052,1.14206,1.14021,1.14161,4475.17 +20.12.2018 16:00:00.000,1.14164,1.14170,1.14102,1.14121,3342.6500000000005 +20.12.2018 16:05:00.000,1.14121,1.14170,1.14112,1.14156,3325.26 +20.12.2018 16:10:00.000,1.14156,1.14196,1.14155,1.14181,3986.4900000000002 +20.12.2018 16:15:00.000,1.14183,1.14184,1.14081,1.14111,3264.34 +20.12.2018 16:20:00.000,1.14111,1.14159,1.14107,1.14155,2931.14 +20.12.2018 16:25:00.000,1.14155,1.14181,1.14140,1.14172,3167.52 +20.12.2018 16:30:00.000,1.14172,1.14197,1.14161,1.14172,2951.42 +20.12.2018 16:35:00.000,1.14173,1.14198,1.14151,1.14190,2881.7000000000003 +20.12.2018 16:40:00.000,1.14190,1.14230,1.14174,1.14183,2275.83 +20.12.2018 16:45:00.000,1.14182,1.14205,1.14139,1.14205,2848.37 +20.12.2018 16:50:00.000,1.14205,1.14277,1.14200,1.14277,3012.29 +20.12.2018 16:55:00.000,1.14275,1.14327,1.14248,1.14316,3471.84 +20.12.2018 17:00:00.000,1.14315,1.14374,1.14310,1.14313,3107.58 +20.12.2018 17:05:00.000,1.14313,1.14437,1.14309,1.14435,2597.48 +20.12.2018 17:10:00.000,1.14437,1.14521,1.14431,1.14521,3140.6499999999996 +20.12.2018 17:15:00.000,1.14524,1.14579,1.14493,1.14533,2933.5900000000006 +20.12.2018 17:20:00.000,1.14534,1.14586,1.14518,1.14559,2665.18 +20.12.2018 17:25:00.000,1.14559,1.14601,1.14554,1.14592,2547.0699999999997 +20.12.2018 17:30:00.000,1.14592,1.14623,1.14563,1.14586,2622.6600000000003 +20.12.2018 17:35:00.000,1.14585,1.14641,1.14583,1.14614,2319.1 +20.12.2018 17:40:00.000,1.14614,1.14648,1.14598,1.14624,2490.78 +20.12.2018 17:45:00.000,1.14625,1.14625,1.14574,1.14593,2446.0299999999997 +20.12.2018 17:50:00.000,1.14593,1.14641,1.14584,1.14635,2215.6099999999997 +20.12.2018 17:55:00.000,1.14634,1.14638,1.14560,1.14584,2232.3399999999997 +20.12.2018 18:00:00.000,1.14584,1.14636,1.14565,1.14574,2067.82 +20.12.2018 18:05:00.000,1.14574,1.14579,1.14536,1.14543,1711.19 +20.12.2018 18:10:00.000,1.14544,1.14545,1.14514,1.14529,1569.3600000000001 +20.12.2018 18:15:00.000,1.14532,1.14593,1.14528,1.14589,1958.55 +20.12.2018 18:20:00.000,1.14590,1.14707,1.14580,1.14701,2953.71 +20.12.2018 18:25:00.000,1.14700,1.14731,1.14663,1.14690,2352.3900000000003 +20.12.2018 18:30:00.000,1.14689,1.14697,1.14648,1.14686,1669.63 +20.12.2018 18:35:00.000,1.14686,1.14736,1.14674,1.14714,1966.04 +20.12.2018 18:40:00.000,1.14714,1.14715,1.14683,1.14696,2197.05 +20.12.2018 18:45:00.000,1.14695,1.14737,1.14691,1.14734,1847.6699999999998 +20.12.2018 18:50:00.000,1.14735,1.14755,1.14704,1.14713,1772.91 +20.12.2018 18:55:00.000,1.14714,1.14733,1.14682,1.14703,2024.33 +20.12.2018 19:00:00.000,1.14704,1.14775,1.14701,1.14768,2468.86 +20.12.2018 19:05:00.000,1.14769,1.14820,1.14763,1.14815,2766.3 +20.12.2018 19:10:00.000,1.14813,1.14840,1.14807,1.14827,2341.74 +20.12.2018 19:15:00.000,1.14830,1.14849,1.14802,1.14828,2647.4700000000003 +20.12.2018 19:20:00.000,1.14826,1.14849,1.14813,1.14824,2687.61 +20.12.2018 19:25:00.000,1.14824,1.14848,1.14797,1.14799,2625.73 +20.12.2018 19:30:00.000,1.14802,1.14813,1.14781,1.14801,2886.99 +20.12.2018 19:35:00.000,1.14802,1.14805,1.14751,1.14760,2938.45 +20.12.2018 19:40:00.000,1.14759,1.14762,1.14697,1.14697,3511.37 +20.12.2018 19:45:00.000,1.14696,1.14739,1.14696,1.14701,3473.7 +20.12.2018 19:50:00.000,1.14701,1.14712,1.14653,1.14661,2520.71 +20.12.2018 19:55:00.000,1.14661,1.14714,1.14657,1.14713,2608.63 +20.12.2018 20:00:00.000,1.14714,1.14714,1.14656,1.14670,2689.13 +20.12.2018 20:05:00.000,1.14669,1.14688,1.14651,1.14686,2181.6400000000003 +20.12.2018 20:10:00.000,1.14686,1.14695,1.14673,1.14674,2407.5299999999997 +20.12.2018 20:15:00.000,1.14675,1.14717,1.14675,1.14716,2292 +20.12.2018 20:20:00.000,1.14717,1.14724,1.14705,1.14708,1350.9799999999998 +20.12.2018 20:25:00.000,1.14707,1.14710,1.14676,1.14680,2435.55 +20.12.2018 20:30:00.000,1.14681,1.14698,1.14671,1.14692,2626.14 +20.12.2018 20:35:00.000,1.14693,1.14695,1.14653,1.14664,2532.8500000000004 +20.12.2018 20:40:00.000,1.14664,1.14669,1.14644,1.14647,1311.28 +20.12.2018 20:45:00.000,1.14646,1.14667,1.14630,1.14657,1550.1000000000001 +20.12.2018 20:50:00.000,1.14656,1.14657,1.14629,1.14634,1613.75 +20.12.2018 20:55:00.000,1.14634,1.14637,1.14589,1.14598,2100.1 +20.12.2018 21:00:00.000,1.14599,1.14603,1.14560,1.14561,952.9100000000001 +20.12.2018 21:05:00.000,1.14560,1.14563,1.14544,1.14546,934.8700000000001 +20.12.2018 21:10:00.000,1.14545,1.14565,1.14544,1.14559,1153.48 +20.12.2018 21:15:00.000,1.14560,1.14564,1.14538,1.14549,799.91 +20.12.2018 21:20:00.000,1.14550,1.14553,1.14540,1.14551,582.5 +20.12.2018 21:25:00.000,1.14551,1.14561,1.14551,1.14561,650.85 +20.12.2018 21:30:00.000,1.14560,1.14560,1.14549,1.14551,768.33 +20.12.2018 21:35:00.000,1.14550,1.14556,1.14533,1.14533,824.1999999999999 +20.12.2018 21:40:00.000,1.14534,1.14535,1.14513,1.14513,327.11 +20.12.2018 21:45:00.000,1.14514,1.14524,1.14473,1.14474,703.57 +20.12.2018 21:50:00.000,1.14474,1.14477,1.14453,1.14470,756.27 +20.12.2018 21:55:00.000,1.14472,1.14480,1.14446,1.14451,1039.07 +20.12.2018 22:00:00.000,1.14454,1.14473,1.14424,1.14470,127.24000000000001 +20.12.2018 22:05:00.000,1.14472,1.14485,1.14470,1.14484,201.07999999999998 +20.12.2018 22:10:00.000,1.14484,1.14487,1.14479,1.14480,1262.39 +20.12.2018 22:15:00.000,1.14480,1.14483,1.14474,1.14475,179.54000000000002 +20.12.2018 22:20:00.000,1.14475,1.14475,1.14473,1.14474,27.14 +20.12.2018 22:25:00.000,1.14473,1.14477,1.14473,1.14473,58.81 +20.12.2018 22:30:00.000,1.14473,1.14474,1.14454,1.14470,523.28 +20.12.2018 22:35:00.000,1.14470,1.14476,1.14469,1.14472,235.49999999999997 +20.12.2018 22:40:00.000,1.14472,1.14513,1.14472,1.14510,249.44 +20.12.2018 22:45:00.000,1.14510,1.14527,1.14459,1.14477,1124.34 +20.12.2018 22:50:00.000,1.14478,1.14512,1.14476,1.14507,887.64 +20.12.2018 22:55:00.000,1.14508,1.14513,1.14484,1.14486,467.75 +20.12.2018 23:00:00.000,1.14485,1.14533,1.14485,1.14531,1230.29 +20.12.2018 23:05:00.000,1.14531,1.14550,1.14529,1.14534,1635.75 +20.12.2018 23:10:00.000,1.14532,1.14548,1.14530,1.14546,797.9000000000001 +20.12.2018 23:15:00.000,1.14547,1.14550,1.14530,1.14542,622.88 +20.12.2018 23:20:00.000,1.14543,1.14549,1.14542,1.14542,279.78999999999996 +20.12.2018 23:25:00.000,1.14542,1.14559,1.14542,1.14558,299.35 +20.12.2018 23:30:00.000,1.14559,1.14566,1.14554,1.14555,480.5799999999999 +20.12.2018 23:35:00.000,1.14555,1.14595,1.14555,1.14581,404.74 +20.12.2018 23:40:00.000,1.14581,1.14590,1.14578,1.14581,504.66 +20.12.2018 23:45:00.000,1.14581,1.14582,1.14561,1.14576,410.71 +20.12.2018 23:50:00.000,1.14577,1.14585,1.14561,1.14562,305.76 +20.12.2018 23:55:00.000,1.14561,1.14574,1.14560,1.14565,444.76 +21.12.2018 00:00:00.000,1.14566,1.14606,1.14565,1.14597,487.76 +21.12.2018 00:05:00.000,1.14598,1.14616,1.14596,1.14611,535.76 +21.12.2018 00:10:00.000,1.14611,1.14612,1.14564,1.14566,684.63 +21.12.2018 00:15:00.000,1.14568,1.14590,1.14553,1.14562,1115.46 +21.12.2018 00:20:00.000,1.14562,1.14571,1.14557,1.14566,764.0699999999999 +21.12.2018 00:25:00.000,1.14566,1.14569,1.14552,1.14554,493.38000000000005 +21.12.2018 00:30:00.000,1.14554,1.14554,1.14537,1.14537,304.30999999999995 +21.12.2018 00:35:00.000,1.14537,1.14547,1.14537,1.14538,569.1899999999999 +21.12.2018 00:40:00.000,1.14538,1.14543,1.14530,1.14538,591.74 +21.12.2018 00:45:00.000,1.14538,1.14543,1.14538,1.14541,418.16999999999996 +21.12.2018 00:50:00.000,1.14539,1.14539,1.14487,1.14487,1167.25 +21.12.2018 00:55:00.000,1.14485,1.14510,1.14481,1.14497,1062.8 +21.12.2018 01:00:00.000,1.14497,1.14500,1.14497,1.14498,409.43000000000006 +21.12.2018 01:05:00.000,1.14498,1.14502,1.14489,1.14495,411.47 +21.12.2018 01:10:00.000,1.14495,1.14499,1.14492,1.14495,595.49 +21.12.2018 01:15:00.000,1.14495,1.14529,1.14494,1.14528,980.4300000000001 +21.12.2018 01:20:00.000,1.14529,1.14529,1.14492,1.14496,1134.65 +21.12.2018 01:25:00.000,1.14497,1.14514,1.14492,1.14514,1433.28 +21.12.2018 01:30:00.000,1.14514,1.14514,1.14488,1.14505,1552.53 +21.12.2018 01:35:00.000,1.14506,1.14523,1.14506,1.14518,1063.43 +21.12.2018 01:40:00.000,1.14518,1.14536,1.14516,1.14522,823.08 +21.12.2018 01:45:00.000,1.14522,1.14533,1.14514,1.14533,1067.58 +21.12.2018 01:50:00.000,1.14534,1.14536,1.14507,1.14514,1294.81 +21.12.2018 01:55:00.000,1.14515,1.14527,1.14514,1.14519,829.23 +21.12.2018 02:00:00.000,1.14518,1.14518,1.14504,1.14514,1062.02 +21.12.2018 02:05:00.000,1.14515,1.14515,1.14503,1.14503,633.29 +21.12.2018 02:10:00.000,1.14503,1.14515,1.14500,1.14514,793.92 +21.12.2018 02:15:00.000,1.14514,1.14523,1.14506,1.14523,1242.08 +21.12.2018 02:20:00.000,1.14525,1.14537,1.14523,1.14534,812.79 +21.12.2018 02:25:00.000,1.14534,1.14547,1.14534,1.14542,1217.05 +21.12.2018 02:30:00.000,1.14542,1.14542,1.14523,1.14529,768.04 +21.12.2018 02:35:00.000,1.14528,1.14529,1.14520,1.14523,855.84 +21.12.2018 02:40:00.000,1.14523,1.14529,1.14515,1.14522,1037.6 +21.12.2018 02:45:00.000,1.14522,1.14526,1.14520,1.14521,539.9 +21.12.2018 02:50:00.000,1.14522,1.14523,1.14504,1.14507,939.0600000000001 +21.12.2018 02:55:00.000,1.14507,1.14507,1.14482,1.14485,1375.1499999999999 +21.12.2018 03:00:00.000,1.14486,1.14497,1.14485,1.14492,1224.94 +21.12.2018 03:05:00.000,1.14491,1.14498,1.14486,1.14487,843.1600000000001 +21.12.2018 03:10:00.000,1.14487,1.14496,1.14484,1.14494,638.1199999999999 +21.12.2018 03:15:00.000,1.14493,1.14500,1.14488,1.14499,894.3499999999999 +21.12.2018 03:20:00.000,1.14499,1.14500,1.14488,1.14489,771.88 +21.12.2018 03:25:00.000,1.14489,1.14500,1.14489,1.14500,887.8100000000001 +21.12.2018 03:30:00.000,1.14501,1.14504,1.14484,1.14485,934.74 +21.12.2018 03:35:00.000,1.14484,1.14490,1.14473,1.14474,793.7599999999999 +21.12.2018 03:40:00.000,1.14475,1.14479,1.14470,1.14478,638.3199999999999 +21.12.2018 03:45:00.000,1.14478,1.14490,1.14476,1.14486,729.48 +21.12.2018 03:50:00.000,1.14487,1.14501,1.14487,1.14493,740.3499999999999 +21.12.2018 03:55:00.000,1.14494,1.14495,1.14482,1.14489,619.6700000000001 +21.12.2018 04:00:00.000,1.14489,1.14491,1.14463,1.14464,1131.71 +21.12.2018 04:05:00.000,1.14465,1.14465,1.14443,1.14444,995.25 +21.12.2018 04:10:00.000,1.14443,1.14451,1.14440,1.14445,668.89 +21.12.2018 04:15:00.000,1.14444,1.14464,1.14444,1.14463,744.3599999999999 +21.12.2018 04:20:00.000,1.14464,1.14465,1.14443,1.14445,838.14 +21.12.2018 04:25:00.000,1.14445,1.14448,1.14429,1.14437,1031.55 +21.12.2018 04:30:00.000,1.14437,1.14450,1.14435,1.14447,1309.92 +21.12.2018 04:35:00.000,1.14447,1.14461,1.14446,1.14459,907.46 +21.12.2018 04:40:00.000,1.14458,1.14488,1.14456,1.14483,919.96 +21.12.2018 04:45:00.000,1.14482,1.14489,1.14473,1.14485,1200.26 +21.12.2018 04:50:00.000,1.14487,1.14502,1.14478,1.14480,1264.27 +21.12.2018 04:55:00.000,1.14480,1.14487,1.14416,1.14440,1612.1999999999998 +21.12.2018 05:00:00.000,1.14440,1.14442,1.14421,1.14428,1092.53 +21.12.2018 05:05:00.000,1.14429,1.14441,1.14419,1.14437,763.23 +21.12.2018 05:10:00.000,1.14437,1.14457,1.14432,1.14444,1012.5 +21.12.2018 05:15:00.000,1.14444,1.14470,1.14442,1.14462,1202.6399999999999 +21.12.2018 05:20:00.000,1.14463,1.14470,1.14456,1.14459,702.9100000000001 +21.12.2018 05:25:00.000,1.14458,1.14466,1.14456,1.14460,1181.6999999999998 +21.12.2018 05:30:00.000,1.14460,1.14471,1.14449,1.14454,1163.69 +21.12.2018 05:35:00.000,1.14453,1.14471,1.14451,1.14452,956.8599999999999 +21.12.2018 05:40:00.000,1.14454,1.14479,1.14451,1.14475,837.0799999999999 +21.12.2018 05:45:00.000,1.14475,1.14491,1.14463,1.14486,873.61 +21.12.2018 05:50:00.000,1.14486,1.14499,1.14473,1.14478,1029.05 +21.12.2018 05:55:00.000,1.14478,1.14484,1.14465,1.14465,1086.78 +21.12.2018 06:00:00.000,1.14465,1.14501,1.14463,1.14480,1208.15 +21.12.2018 06:05:00.000,1.14481,1.14530,1.14479,1.14527,921.47 +21.12.2018 06:10:00.000,1.14528,1.14532,1.14506,1.14516,932.4300000000001 +21.12.2018 06:15:00.000,1.14517,1.14524,1.14511,1.14521,784.51 +21.12.2018 06:20:00.000,1.14521,1.14521,1.14495,1.14497,612.69 +21.12.2018 06:25:00.000,1.14499,1.14521,1.14497,1.14520,632.7700000000001 +21.12.2018 06:30:00.000,1.14520,1.14520,1.14494,1.14499,400.34000000000003 +21.12.2018 06:35:00.000,1.14499,1.14524,1.14495,1.14524,726.9000000000001 +21.12.2018 06:40:00.000,1.14524,1.14549,1.14524,1.14544,1061.88 +21.12.2018 06:45:00.000,1.14544,1.14562,1.14543,1.14559,954.56 +21.12.2018 06:50:00.000,1.14559,1.14560,1.14529,1.14538,877.26 +21.12.2018 06:55:00.000,1.14538,1.14560,1.14538,1.14558,661.2900000000001 +21.12.2018 07:00:00.000,1.14557,1.14615,1.14553,1.14615,1733.1100000000001 +21.12.2018 07:05:00.000,1.14614,1.14649,1.14601,1.14610,2418.29 +21.12.2018 07:10:00.000,1.14610,1.14611,1.14572,1.14584,1411.6299999999999 +21.12.2018 07:15:00.000,1.14584,1.14600,1.14557,1.14593,1426.4099999999999 +21.12.2018 07:20:00.000,1.14592,1.14648,1.14592,1.14622,1217.38 +21.12.2018 07:25:00.000,1.14623,1.14649,1.14623,1.14628,1183.27 +21.12.2018 07:30:00.000,1.14628,1.14650,1.14624,1.14645,594.4 +21.12.2018 07:35:00.000,1.14645,1.14694,1.14642,1.14665,1766.65 +21.12.2018 07:40:00.000,1.14664,1.14717,1.14658,1.14708,1800.9099999999999 +21.12.2018 07:45:00.000,1.14707,1.14733,1.14705,1.14707,1840.83 +21.12.2018 07:50:00.000,1.14707,1.14715,1.14669,1.14679,1724.71 +21.12.2018 07:55:00.000,1.14679,1.14693,1.14649,1.14689,1847.46 +21.12.2018 08:00:00.000,1.14689,1.14698,1.14617,1.14634,3394.3500000000004 +21.12.2018 08:05:00.000,1.14634,1.14718,1.14634,1.14680,2594.46 +21.12.2018 08:10:00.000,1.14680,1.14723,1.14673,1.14714,2610.84 +21.12.2018 08:15:00.000,1.14714,1.14736,1.14700,1.14727,2181.81 +21.12.2018 08:20:00.000,1.14727,1.14739,1.14668,1.14668,2201.92 +21.12.2018 08:25:00.000,1.14668,1.14709,1.14659,1.14703,2130.5499999999997 +21.12.2018 08:30:00.000,1.14699,1.14717,1.14679,1.14681,2180.51 +21.12.2018 08:35:00.000,1.14681,1.14683,1.14606,1.14606,2317.82 +21.12.2018 08:40:00.000,1.14606,1.14617,1.14551,1.14552,2175.69 +21.12.2018 08:45:00.000,1.14555,1.14601,1.14554,1.14582,2307.55 +21.12.2018 08:50:00.000,1.14581,1.14583,1.14539,1.14541,2625.44 +21.12.2018 08:55:00.000,1.14540,1.14540,1.14429,1.14441,2385.61 +21.12.2018 09:00:00.000,1.14441,1.14449,1.14317,1.14326,2935.0499999999997 +21.12.2018 09:05:00.000,1.14327,1.14327,1.14254,1.14276,2714.4999999999995 +21.12.2018 09:10:00.000,1.14274,1.14350,1.14263,1.14311,2575.47 +21.12.2018 09:15:00.000,1.14312,1.14317,1.14286,1.14299,1897.1100000000001 +21.12.2018 09:20:00.000,1.14300,1.14324,1.14130,1.14135,2521.61 +21.12.2018 09:25:00.000,1.14134,1.14214,1.14122,1.14213,2543.8 +21.12.2018 09:30:00.000,1.14214,1.14225,1.14181,1.14197,1772.4999999999998 +21.12.2018 09:35:00.000,1.14197,1.14280,1.14191,1.14280,2060.27 +21.12.2018 09:40:00.000,1.14279,1.14321,1.14269,1.14271,2030.56 +21.12.2018 09:45:00.000,1.14272,1.14337,1.14264,1.14323,952.1399999999999 +21.12.2018 09:50:00.000,1.14323,1.14340,1.14301,1.14338,1915.19 +21.12.2018 09:55:00.000,1.14339,1.14340,1.14277,1.14278,2415.62 +21.12.2018 10:00:00.000,1.14282,1.14290,1.14231,1.14253,2711.26 +21.12.2018 10:05:00.000,1.14253,1.14266,1.14235,1.14261,1896.7999999999997 +21.12.2018 10:10:00.000,1.14264,1.14265,1.14190,1.14200,2375.29 +21.12.2018 10:15:00.000,1.14202,1.14204,1.14134,1.14146,2078.2000000000003 +21.12.2018 10:20:00.000,1.14146,1.14260,1.14141,1.14260,3121.2799999999997 +21.12.2018 10:25:00.000,1.14260,1.14260,1.14202,1.14221,2148.52 +21.12.2018 10:30:00.000,1.14220,1.14227,1.14149,1.14217,2331.72 +21.12.2018 10:35:00.000,1.14216,1.14222,1.14202,1.14210,1794.41 +21.12.2018 10:40:00.000,1.14211,1.14222,1.14175,1.14211,2100.38 +21.12.2018 10:45:00.000,1.14210,1.14217,1.14153,1.14186,1970.4 +21.12.2018 10:50:00.000,1.14186,1.14202,1.14160,1.14185,2543.25 +21.12.2018 10:55:00.000,1.14187,1.14207,1.14165,1.14202,1736.53 +21.12.2018 11:00:00.000,1.14200,1.14200,1.14150,1.14186,1654.6200000000001 +21.12.2018 11:05:00.000,1.14186,1.14221,1.14176,1.14215,2145.58 +21.12.2018 11:10:00.000,1.14215,1.14226,1.14173,1.14190,2057.42 +21.12.2018 11:15:00.000,1.14190,1.14267,1.14190,1.14253,2067.52 +21.12.2018 11:20:00.000,1.14251,1.14261,1.14190,1.14255,2157.6600000000003 +21.12.2018 11:25:00.000,1.14255,1.14278,1.14242,1.14276,1567.84 +21.12.2018 11:30:00.000,1.14275,1.14275,1.14213,1.14223,1808.63 +21.12.2018 11:35:00.000,1.14223,1.14247,1.14207,1.14228,1594.6 +21.12.2018 11:40:00.000,1.14228,1.14261,1.14217,1.14253,1496.35 +21.12.2018 11:45:00.000,1.14252,1.14267,1.14198,1.14218,1840.98 +21.12.2018 11:50:00.000,1.14218,1.14243,1.14211,1.14239,1658.29 +21.12.2018 11:55:00.000,1.14238,1.14241,1.14196,1.14240,1959.68 +21.12.2018 12:00:00.000,1.14240,1.14263,1.14230,1.14235,2522.01 +21.12.2018 12:05:00.000,1.14234,1.14261,1.14234,1.14247,2001.9700000000003 +21.12.2018 12:10:00.000,1.14246,1.14248,1.14173,1.14244,1535.53 +21.12.2018 12:15:00.000,1.14244,1.14244,1.14162,1.14197,1483.17 +21.12.2018 12:20:00.000,1.14197,1.14201,1.14154,1.14158,1699.67 +21.12.2018 12:25:00.000,1.14157,1.14157,1.14019,1.14062,2612.84 +21.12.2018 12:30:00.000,1.14061,1.14072,1.14013,1.14028,1358.79 +21.12.2018 12:35:00.000,1.14030,1.14060,1.14002,1.14034,1328.4 +21.12.2018 12:40:00.000,1.14036,1.14073,1.14029,1.14073,1192.5700000000002 +21.12.2018 12:45:00.000,1.14073,1.14092,1.14062,1.14066,1489.59 +21.12.2018 12:50:00.000,1.14067,1.14117,1.14061,1.14109,1614.92 +21.12.2018 12:55:00.000,1.14108,1.14187,1.14108,1.14146,2065.4 +21.12.2018 13:00:00.000,1.14146,1.14163,1.14123,1.14141,1901.39 +21.12.2018 13:05:00.000,1.14141,1.14142,1.14090,1.14095,2181.21 +21.12.2018 13:10:00.000,1.14094,1.14142,1.14086,1.14134,1844.1699999999998 +21.12.2018 13:15:00.000,1.14133,1.14224,1.14081,1.14224,1649.37 +21.12.2018 13:20:00.000,1.14228,1.14247,1.14060,1.14080,2569.19 +21.12.2018 13:25:00.000,1.14080,1.14123,1.14065,1.14112,1346.77 +21.12.2018 13:30:00.000,1.14111,1.14192,1.14107,1.14134,2019.8600000000001 +21.12.2018 13:35:00.000,1.14135,1.14175,1.14113,1.14131,2865.0299999999997 +21.12.2018 13:40:00.000,1.14131,1.14137,1.14087,1.14127,2119.85 +21.12.2018 13:45:00.000,1.14126,1.14140,1.14099,1.14114,2268.6499999999996 +21.12.2018 13:50:00.000,1.14115,1.14118,1.14083,1.14095,1983.4400000000003 +21.12.2018 13:55:00.000,1.14094,1.14108,1.14084,1.14107,2490.77 +21.12.2018 14:00:00.000,1.14106,1.14135,1.14088,1.14133,2276.02 +21.12.2018 14:05:00.000,1.14133,1.14181,1.14132,1.14177,2101.77 +21.12.2018 14:10:00.000,1.14177,1.14203,1.14159,1.14167,2243.0899999999997 +21.12.2018 14:15:00.000,1.14166,1.14229,1.14138,1.14207,2738.3099999999995 +21.12.2018 14:20:00.000,1.14208,1.14227,1.14194,1.14213,1553.0900000000001 +21.12.2018 14:25:00.000,1.14213,1.14237,1.14182,1.14193,2753.23 +21.12.2018 14:30:00.000,1.14192,1.14203,1.14166,1.14179,3258.12 +21.12.2018 14:35:00.000,1.14180,1.14204,1.14058,1.14062,7991.580100000001 +21.12.2018 14:40:00.000,1.14061,1.14112,1.14051,1.14107,3038.35 +21.12.2018 14:45:00.000,1.14105,1.14137,1.14071,1.14080,3183.32 +21.12.2018 14:50:00.000,1.14079,1.14090,1.14047,1.14062,2835.16 +21.12.2018 14:55:00.000,1.14062,1.14096,1.14016,1.14016,1980.16 +21.12.2018 15:00:00.000,1.14020,1.14084,1.13998,1.14067,2763.68 +21.12.2018 15:05:00.000,1.14063,1.14084,1.13999,1.14002,2377.5699999999997 +21.12.2018 15:10:00.000,1.14001,1.14114,1.13993,1.14071,2624.85 +21.12.2018 15:15:00.000,1.14072,1.14112,1.14057,1.14077,2645.41 +21.12.2018 15:20:00.000,1.14077,1.14077,1.13838,1.13879,2798.21 +21.12.2018 15:25:00.000,1.13878,1.13928,1.13823,1.13886,3292.29 +21.12.2018 15:30:00.000,1.13887,1.13944,1.13866,1.13899,3419.67 +21.12.2018 15:35:00.000,1.13899,1.13907,1.13864,1.13871,2742.64 +21.12.2018 15:40:00.000,1.13872,1.13962,1.13860,1.13954,2959.78 +21.12.2018 15:45:00.000,1.13953,1.13973,1.13929,1.13966,2824.51 +21.12.2018 15:50:00.000,1.13966,1.14044,1.13966,1.14035,3445.18 +21.12.2018 15:55:00.000,1.14033,1.14155,1.14002,1.14151,2178.9300000000003 +21.12.2018 16:00:00.000,1.14147,1.14212,1.14063,1.14086,3240.66 +21.12.2018 16:05:00.000,1.14087,1.14124,1.14047,1.14117,4402.57 +21.12.2018 16:10:00.000,1.14117,1.14180,1.14097,1.14143,3357.54 +21.12.2018 16:15:00.000,1.14143,1.14187,1.14129,1.14138,3485.23 +21.12.2018 16:20:00.000,1.14138,1.14147,1.14097,1.14138,3261.1800000000003 +21.12.2018 16:25:00.000,1.14140,1.14157,1.14076,1.14123,2417.2799999999997 +21.12.2018 16:30:00.000,1.14123,1.14142,1.14047,1.14054,3812.8199999999997 +21.12.2018 16:35:00.000,1.14053,1.14056,1.13989,1.14031,3756.41 +21.12.2018 16:40:00.000,1.14031,1.14051,1.14009,1.14049,2719.24 +21.12.2018 16:45:00.000,1.14049,1.14049,1.14005,1.14030,2937.1499999999996 +21.12.2018 16:50:00.000,1.14031,1.14056,1.14019,1.14027,2582.94 +21.12.2018 16:55:00.000,1.14027,1.14034,1.13990,1.14005,3155.8900000000003 +21.12.2018 17:00:00.000,1.14006,1.14036,1.13981,1.14002,2736.75 +21.12.2018 17:05:00.000,1.14001,1.14004,1.13944,1.13949,2715.63 +21.12.2018 17:10:00.000,1.13951,1.13953,1.13898,1.13931,3966.61 +21.12.2018 17:15:00.000,1.13930,1.13949,1.13918,1.13947,2336.0699999999997 +21.12.2018 17:20:00.000,1.13947,1.13962,1.13936,1.13943,2604.92 +21.12.2018 17:25:00.000,1.13945,1.13955,1.13932,1.13941,3141.0699999999997 +21.12.2018 17:30:00.000,1.13941,1.13944,1.13899,1.13912,2978.02 +21.12.2018 17:35:00.000,1.13911,1.13911,1.13878,1.13887,2519.6 +21.12.2018 17:40:00.000,1.13886,1.13931,1.13882,1.13894,2236.02 +21.12.2018 17:45:00.000,1.13895,1.13907,1.13889,1.13897,2247.6 +21.12.2018 17:50:00.000,1.13897,1.13953,1.13892,1.13934,2498.78 +21.12.2018 17:55:00.000,1.13933,1.13945,1.13846,1.13855,3201.71 +21.12.2018 18:00:00.000,1.13857,1.13861,1.13790,1.13791,3236.94 +21.12.2018 18:05:00.000,1.13791,1.13802,1.13693,1.13711,3142.85 +21.12.2018 18:10:00.000,1.13711,1.13719,1.13640,1.13666,3222.1699999999996 +21.12.2018 18:15:00.000,1.13666,1.13707,1.13646,1.13698,2144.12 +21.12.2018 18:20:00.000,1.13698,1.13728,1.13686,1.13703,1402.6299999999999 +21.12.2018 18:25:00.000,1.13703,1.13704,1.13650,1.13693,1791.8600000000001 +21.12.2018 18:30:00.000,1.13694,1.13707,1.13621,1.13703,2616.69 +21.12.2018 18:35:00.000,1.13703,1.13712,1.13688,1.13700,1158.0600000000002 +21.12.2018 18:40:00.000,1.13700,1.13706,1.13672,1.13676,1653.3 +21.12.2018 18:45:00.000,1.13679,1.13680,1.13642,1.13642,1611.54 +21.12.2018 18:50:00.000,1.13641,1.13653,1.13631,1.13640,1875.2 +21.12.2018 18:55:00.000,1.13641,1.13651,1.13633,1.13641,1598.7600000000002 +21.12.2018 19:00:00.000,1.13641,1.13682,1.13635,1.13680,1539.5 +21.12.2018 19:05:00.000,1.13680,1.13696,1.13680,1.13680,1150.52 +21.12.2018 19:10:00.000,1.13680,1.13693,1.13679,1.13685,1541.95 +21.12.2018 19:15:00.000,1.13685,1.13691,1.13659,1.13684,1833.89 +21.12.2018 19:20:00.000,1.13685,1.13688,1.13672,1.13679,1449.6000000000001 +21.12.2018 19:25:00.000,1.13679,1.13713,1.13678,1.13711,1673.55 +21.12.2018 19:30:00.000,1.13711,1.13727,1.13710,1.13724,1997.25 +21.12.2018 19:35:00.000,1.13725,1.13728,1.13716,1.13723,1276.63 +21.12.2018 19:40:00.000,1.13723,1.13726,1.13690,1.13691,1363.98 +21.12.2018 19:45:00.000,1.13690,1.13707,1.13689,1.13704,1340.5 +21.12.2018 19:50:00.000,1.13705,1.13721,1.13700,1.13701,1699.0500000000002 +21.12.2018 19:55:00.000,1.13702,1.13724,1.13686,1.13691,2410.8199999999997 +21.12.2018 20:00:00.000,1.13690,1.13713,1.13627,1.13649,2432.39 +21.12.2018 20:05:00.000,1.13648,1.13654,1.13629,1.13636,1844.04 +21.12.2018 20:10:00.000,1.13635,1.13640,1.13620,1.13630,1566.54 +21.12.2018 20:15:00.000,1.13630,1.13637,1.13581,1.13591,2215.22 +21.12.2018 20:20:00.000,1.13590,1.13623,1.13590,1.13606,1384.3300000000002 +21.12.2018 20:25:00.000,1.13605,1.13615,1.13586,1.13586,1077.57 +21.12.2018 20:30:00.000,1.13590,1.13603,1.13560,1.13561,1543.3400000000001 +21.12.2018 20:35:00.000,1.13562,1.13591,1.13559,1.13590,982.71 +21.12.2018 20:40:00.000,1.13589,1.13627,1.13581,1.13611,1774.7600000000002 +21.12.2018 20:45:00.000,1.13611,1.13622,1.13600,1.13601,1055.7 +21.12.2018 20:50:00.000,1.13602,1.13606,1.13571,1.13582,1445.9199999999998 +21.12.2018 20:55:00.000,1.13582,1.13599,1.13582,1.13587,1459.11 +21.12.2018 21:00:00.000,1.13592,1.13594,1.13569,1.13594,638.36 +21.12.2018 21:05:00.000,1.13593,1.13619,1.13593,1.13619,587.0999999999999 +21.12.2018 21:10:00.000,1.13620,1.13637,1.13611,1.13612,777.4399999999999 +21.12.2018 21:15:00.000,1.13612,1.13619,1.13584,1.13591,865.4899999999999 +21.12.2018 21:20:00.000,1.13592,1.13600,1.13590,1.13595,399.37 +21.12.2018 21:25:00.000,1.13597,1.13604,1.13587,1.13589,559.63 +21.12.2018 21:30:00.000,1.13589,1.13609,1.13582,1.13595,799.71 +21.12.2018 21:35:00.000,1.13595,1.13609,1.13590,1.13605,658.28 +21.12.2018 21:40:00.000,1.13605,1.13621,1.13600,1.13619,389.69 +21.12.2018 21:45:00.000,1.13617,1.13649,1.13615,1.13641,484.14 +21.12.2018 21:50:00.000,1.13641,1.13663,1.13600,1.13654,1031.31 +21.12.2018 21:55:00.000,1.13654,1.13746,1.13650,1.13684,398.08000000000004 +23.12.2018 22:00:00.000,1.13692,1.13706,1.13692,1.13705,28.51 +23.12.2018 22:05:00.000,1.13699,1.13700,1.13681,1.13684,273.64 +23.12.2018 22:10:00.000,1.13686,1.13690,1.13649,1.13659,104.96000000000001 +23.12.2018 22:15:00.000,1.13673,1.13673,1.13627,1.13632,385.95000000000005 +23.12.2018 22:20:00.000,1.13639,1.13641,1.13614,1.13627,479.25 +23.12.2018 22:25:00.000,1.13627,1.13648,1.13605,1.13608,681.76 +23.12.2018 22:30:00.000,1.13608,1.13635,1.13604,1.13619,215.13 +23.12.2018 22:35:00.000,1.13619,1.13635,1.13616,1.13635,270.17 +23.12.2018 22:40:00.000,1.13635,1.13647,1.13618,1.13642,137.22 +23.12.2018 22:45:00.000,1.13642,1.13648,1.13639,1.13648,176.99 +23.12.2018 22:50:00.000,1.13648,1.13651,1.13646,1.13648,187.10000000000002 +23.12.2018 22:55:00.000,1.13648,1.13682,1.13648,1.13679,228.01 +23.12.2018 23:00:00.000,1.13680,1.13729,1.13658,1.13728,441.75 +23.12.2018 23:05:00.000,1.13728,1.13728,1.13703,1.13705,180.3 +23.12.2018 23:10:00.000,1.13705,1.13721,1.13704,1.13715,292.18 +23.12.2018 23:15:00.000,1.13714,1.13714,1.13701,1.13707,517.47 +23.12.2018 23:20:00.000,1.13707,1.13717,1.13702,1.13716,313.57 +23.12.2018 23:25:00.000,1.13716,1.13719,1.13712,1.13715,334.68 +23.12.2018 23:30:00.000,1.13715,1.13720,1.13710,1.13711,660.75 +23.12.2018 23:35:00.000,1.13711,1.13718,1.13706,1.13715,482.7900000000001 +23.12.2018 23:40:00.000,1.13713,1.13720,1.13709,1.13720,687.69 +23.12.2018 23:45:00.000,1.13720,1.13738,1.13715,1.13736,608.53 +23.12.2018 23:50:00.000,1.13736,1.13737,1.13720,1.13720,676.75 +23.12.2018 23:55:00.000,1.13721,1.13732,1.13715,1.13723,891.97 +24.12.2018 00:00:00.000,1.13723,1.13728,1.13705,1.13717,871.02 +24.12.2018 00:05:00.000,1.13717,1.13740,1.13715,1.13737,873.47 +24.12.2018 00:10:00.000,1.13737,1.13752,1.13726,1.13748,647.46 +24.12.2018 00:15:00.000,1.13748,1.13755,1.13741,1.13755,592.39 +24.12.2018 00:20:00.000,1.13754,1.13760,1.13746,1.13751,377.88000000000005 +24.12.2018 00:25:00.000,1.13751,1.13768,1.13749,1.13764,252.47000000000003 +24.12.2018 00:30:00.000,1.13764,1.13764,1.13748,1.13758,390.26 +24.12.2018 00:35:00.000,1.13761,1.13769,1.13760,1.13768,942.71 +24.12.2018 00:40:00.000,1.13769,1.13771,1.13761,1.13763,718.4399999999999 +24.12.2018 00:45:00.000,1.13764,1.13784,1.13764,1.13784,761.1799999999998 +24.12.2018 00:50:00.000,1.13784,1.13804,1.13784,1.13793,751.89 +24.12.2018 00:55:00.000,1.13792,1.13793,1.13763,1.13780,647.71 +24.12.2018 01:00:00.000,1.13780,1.13803,1.13773,1.13793,1025.16 +24.12.2018 01:05:00.000,1.13793,1.13805,1.13788,1.13789,347.52 +24.12.2018 01:10:00.000,1.13789,1.13804,1.13782,1.13798,882.44 +24.12.2018 01:15:00.000,1.13799,1.13799,1.13778,1.13780,858.14 +24.12.2018 01:20:00.000,1.13780,1.13794,1.13778,1.13791,1098.13 +24.12.2018 01:25:00.000,1.13791,1.13796,1.13788,1.13790,766.33 +24.12.2018 01:30:00.000,1.13791,1.13793,1.13782,1.13785,747.95 +24.12.2018 01:35:00.000,1.13785,1.13790,1.13768,1.13770,777.9599999999999 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02:50:00.000,1.13872,1.13904,1.13871,1.13900,758.07 +24.12.2018 02:55:00.000,1.13898,1.13898,1.13860,1.13877,821.6999999999999 +24.12.2018 03:00:00.000,1.13877,1.13897,1.13876,1.13892,446.48 +24.12.2018 03:05:00.000,1.13892,1.13903,1.13884,1.13884,805.3100000000001 +24.12.2018 03:10:00.000,1.13885,1.13896,1.13880,1.13893,681.4 +24.12.2018 03:15:00.000,1.13893,1.13917,1.13892,1.13910,920.62 +24.12.2018 03:20:00.000,1.13911,1.13914,1.13895,1.13901,360.67999999999995 +24.12.2018 03:25:00.000,1.13900,1.13901,1.13881,1.13885,761.62 +24.12.2018 03:30:00.000,1.13885,1.13897,1.13885,1.13891,437.71999999999997 +24.12.2018 03:35:00.000,1.13892,1.13892,1.13885,1.13886,419.75 +24.12.2018 03:40:00.000,1.13886,1.13891,1.13862,1.13863,580.8699999999999 +24.12.2018 03:45:00.000,1.13862,1.13865,1.13852,1.13864,547.92 +24.12.2018 03:50:00.000,1.13865,1.13886,1.13862,1.13885,571 +24.12.2018 03:55:00.000,1.13885,1.13903,1.13883,1.13896,943.05 +24.12.2018 04:00:00.000,1.13896,1.13897,1.13879,1.13880,741.7099999999999 +24.12.2018 04:05:00.000,1.13881,1.13896,1.13880,1.13887,643.2800000000001 +24.12.2018 04:10:00.000,1.13887,1.13899,1.13886,1.13895,849.1400000000001 +24.12.2018 04:15:00.000,1.13894,1.13900,1.13887,1.13892,932.79 +24.12.2018 04:20:00.000,1.13892,1.13912,1.13892,1.13898,1123.33 +24.12.2018 04:25:00.000,1.13898,1.13906,1.13890,1.13897,729.41 +24.12.2018 04:30:00.000,1.13897,1.13897,1.13869,1.13889,1428.24 +24.12.2018 04:35:00.000,1.13889,1.13901,1.13889,1.13894,534.9399999999999 +24.12.2018 04:40:00.000,1.13895,1.13900,1.13887,1.13898,581.15 +24.12.2018 04:45:00.000,1.13898,1.13901,1.13890,1.13890,612.98 +24.12.2018 04:50:00.000,1.13890,1.13898,1.13884,1.13884,393.67999999999995 +24.12.2018 04:55:00.000,1.13885,1.13919,1.13884,1.13918,751.6 +24.12.2018 05:00:00.000,1.13917,1.13926,1.13902,1.13903,758.98 +24.12.2018 05:05:00.000,1.13902,1.13902,1.13884,1.13894,399.04999999999995 +24.12.2018 05:10:00.000,1.13894,1.13905,1.13885,1.13896,540.6800000000001 +24.12.2018 05:15:00.000,1.13896,1.13896,1.13870,1.13871,614.5 +24.12.2018 05:20:00.000,1.13871,1.13897,1.13867,1.13886,666.74 +24.12.2018 05:25:00.000,1.13887,1.13921,1.13886,1.13915,272.95000000000005 +24.12.2018 05:30:00.000,1.13914,1.13924,1.13898,1.13923,267.42 +24.12.2018 05:35:00.000,1.13923,1.13924,1.13905,1.13921,142.37 +24.12.2018 05:40:00.000,1.13919,1.13919,1.13901,1.13901,395.86 +24.12.2018 05:45:00.000,1.13901,1.13905,1.13879,1.13884,682.03 +24.12.2018 05:50:00.000,1.13885,1.13896,1.13882,1.13889,752.51 +24.12.2018 05:55:00.000,1.13889,1.13907,1.13885,1.13907,707.37 +24.12.2018 06:00:00.000,1.13908,1.13922,1.13879,1.13880,773.1400000000001 +24.12.2018 06:05:00.000,1.13882,1.13897,1.13879,1.13891,620.9 +24.12.2018 06:10:00.000,1.13891,1.13891,1.13881,1.13883,486.33000000000004 +24.12.2018 06:15:00.000,1.13882,1.13884,1.13843,1.13844,758.0799999999999 +24.12.2018 06:20:00.000,1.13845,1.13853,1.13836,1.13851,802.4 +24.12.2018 06:25:00.000,1.13851,1.13852,1.13837,1.13842,552.84 +24.12.2018 06:30:00.000,1.13842,1.13849,1.13831,1.13841,550.49 +24.12.2018 06:35:00.000,1.13840,1.13849,1.13832,1.13832,492.83000000000004 +24.12.2018 06:40:00.000,1.13832,1.13833,1.13817,1.13827,1321.5100000000002 +24.12.2018 06:45:00.000,1.13827,1.13840,1.13827,1.13831,1517.8700000000001 +24.12.2018 06:50:00.000,1.13832,1.13832,1.13810,1.13812,788.1 +24.12.2018 06:55:00.000,1.13811,1.13817,1.13793,1.13806,1198.6100000000001 +24.12.2018 07:00:00.000,1.13810,1.13849,1.13805,1.13849,1297.16 +24.12.2018 07:05:00.000,1.13849,1.13914,1.13841,1.13876,1662.68 +24.12.2018 07:10:00.000,1.13875,1.13884,1.13860,1.13864,1094.47 +24.12.2018 07:15:00.000,1.13864,1.13870,1.13828,1.13870,1022.71 +24.12.2018 07:20:00.000,1.13870,1.13872,1.13831,1.13845,922.2500000000001 +24.12.2018 07:25:00.000,1.13844,1.13857,1.13842,1.13855,649.54 +24.12.2018 07:30:00.000,1.13854,1.13856,1.13837,1.13849,589.14 +24.12.2018 07:35:00.000,1.13850,1.13852,1.13837,1.13848,572.24 +24.12.2018 07:40:00.000,1.13848,1.13850,1.13830,1.13849,590.12 +24.12.2018 07:45:00.000,1.13848,1.13878,1.13828,1.13839,855.38 +24.12.2018 07:50:00.000,1.13839,1.13860,1.13837,1.13842,859.94 +24.12.2018 07:55:00.000,1.13841,1.13841,1.13773,1.13773,2337.96 +24.12.2018 08:00:00.000,1.13772,1.13800,1.13742,1.13797,2554.16 +24.12.2018 08:05:00.000,1.13797,1.13838,1.13778,1.13831,2296.36 +24.12.2018 08:10:00.000,1.13832,1.13933,1.13831,1.13927,2336.57 +24.12.2018 08:15:00.000,1.13928,1.13946,1.13911,1.13935,1749.33 +24.12.2018 08:20:00.000,1.13935,1.13968,1.13919,1.13956,2119.57 +24.12.2018 08:25:00.000,1.13956,1.13982,1.13930,1.13976,2089.4999999999995 +24.12.2018 08:30:00.000,1.13976,1.13991,1.13973,1.13982,1666.64 +24.12.2018 08:35:00.000,1.13981,1.13988,1.13955,1.13964,1350.8899999999999 +24.12.2018 08:40:00.000,1.13963,1.13966,1.13929,1.13934,1812.26 +24.12.2018 08:45:00.000,1.13935,1.13950,1.13929,1.13940,1968.23 +24.12.2018 08:50:00.000,1.13939,1.13982,1.13939,1.13957,2015.8799999999999 +24.12.2018 08:55:00.000,1.13957,1.13999,1.13935,1.13992,2025.21 +24.12.2018 09:00:00.000,1.13994,1.14045,1.13979,1.14031,1735.3500000000001 +24.12.2018 09:05:00.000,1.14030,1.14069,1.14004,1.14061,1794.3199999999997 +24.12.2018 09:10:00.000,1.14061,1.14080,1.14025,1.14033,1749.6699999999998 +24.12.2018 09:15:00.000,1.14032,1.14067,1.13992,1.14063,2176.4 +24.12.2018 09:20:00.000,1.14062,1.14065,1.14018,1.14039,1861.33 +24.12.2018 09:25:00.000,1.14037,1.14037,1.13998,1.14010,1738.16 +24.12.2018 09:30:00.000,1.14010,1.14016,1.13985,1.13998,1616.94 +24.12.2018 09:35:00.000,1.13998,1.14013,1.13982,1.14013,1602.65 +24.12.2018 09:40:00.000,1.14012,1.14018,1.13987,1.13989,1359.0500000000002 +24.12.2018 09:45:00.000,1.13988,1.13991,1.13949,1.13961,1284.76 +24.12.2018 09:50:00.000,1.13961,1.13962,1.13947,1.13958,1650.51 +24.12.2018 09:55:00.000,1.13962,1.13966,1.13941,1.13950,1155.93 +24.12.2018 10:00:00.000,1.13949,1.13999,1.13943,1.13997,1532.59 +24.12.2018 10:05:00.000,1.13998,1.14046,1.13998,1.14039,1634.5700000000002 +24.12.2018 10:10:00.000,1.14039,1.14049,1.14039,1.14040,1241.98 +24.12.2018 10:15:00.000,1.14039,1.14098,1.14035,1.14092,1604.84 +24.12.2018 10:20:00.000,1.14093,1.14119,1.14089,1.14104,1253.5900000000001 +24.12.2018 10:25:00.000,1.14104,1.14118,1.14098,1.14114,1311.46 +24.12.2018 10:30:00.000,1.14115,1.14116,1.14096,1.14100,1524.99 +24.12.2018 10:35:00.000,1.14100,1.14100,1.14080,1.14083,1027.72 +24.12.2018 10:40:00.000,1.14083,1.14091,1.14065,1.14066,1077.81 +24.12.2018 10:45:00.000,1.14068,1.14082,1.14056,1.14073,1579.4 +24.12.2018 10:50:00.000,1.14073,1.14085,1.14031,1.14039,1653.8700000000001 +24.12.2018 10:55:00.000,1.14040,1.14040,1.14016,1.14021,1731.62 +24.12.2018 11:00:00.000,1.14021,1.14058,1.13996,1.14041,2054.13 +24.12.2018 11:05:00.000,1.14040,1.14061,1.14019,1.14024,1287.54 +24.12.2018 11:10:00.000,1.14023,1.14040,1.13990,1.13994,709.95 +24.12.2018 11:15:00.000,1.13993,1.14038,1.13984,1.14002,709 +24.12.2018 11:20:00.000,1.14002,1.14007,1.13993,1.14003,813.07 +24.12.2018 11:25:00.000,1.14000,1.14022,1.13991,1.14001,924.41 +24.12.2018 11:30:00.000,1.14001,1.14031,1.13980,1.13988,1553.36 +24.12.2018 11:35:00.000,1.13988,1.14004,1.13984,1.13999,1581.69 +24.12.2018 11:40:00.000,1.13998,1.13999,1.13953,1.13957,1169.01 +24.12.2018 11:45:00.000,1.13956,1.13972,1.13951,1.13967,1255.41 +24.12.2018 11:50:00.000,1.13967,1.13977,1.13963,1.13975,1467.25 +24.12.2018 11:55:00.000,1.13975,1.13982,1.13964,1.13971,1319.38 +24.12.2018 12:00:00.000,1.13971,1.13971,1.13937,1.13961,1732.5900000000001 +24.12.2018 12:05:00.000,1.13961,1.13967,1.13886,1.13917,2282.41 +24.12.2018 12:10:00.000,1.13916,1.13948,1.13915,1.13945,1972.0500000000002 +24.12.2018 12:15:00.000,1.13945,1.14018,1.13944,1.14011,1400.34 +24.12.2018 12:20:00.000,1.14011,1.14048,1.14010,1.14032,1212.9099999999999 +24.12.2018 12:25:00.000,1.14033,1.14049,1.14031,1.14036,1279.77 +24.12.2018 12:30:00.000,1.14038,1.14047,1.14014,1.14024,1442.9399999999998 +24.12.2018 12:35:00.000,1.14025,1.14031,1.13995,1.13996,1170.92 +24.12.2018 12:40:00.000,1.13996,1.14000,1.13971,1.13977,1422.01 +24.12.2018 12:45:00.000,1.13978,1.14004,1.13976,1.13995,1898.89 +24.12.2018 12:50:00.000,1.13996,1.14018,1.13979,1.14017,1726.73 +24.12.2018 12:55:00.000,1.14017,1.14051,1.14012,1.14027,1158.13 +24.12.2018 13:00:00.000,1.14026,1.14040,1.13996,1.14003,1690.22 +24.12.2018 13:05:00.000,1.14002,1.14067,1.13997,1.14049,2399.27 +24.12.2018 13:10:00.000,1.14050,1.14096,1.14039,1.14079,2800.7299999999996 +24.12.2018 13:15:00.000,1.14080,1.14106,1.14065,1.14071,2477.48 +24.12.2018 13:20:00.000,1.14071,1.14093,1.14040,1.14064,2162.91 +24.12.2018 13:25:00.000,1.14064,1.14085,1.14054,1.14074,1625.3600000000001 +24.12.2018 13:30:00.000,1.14075,1.14080,1.14053,1.14064,1810.28 +24.12.2018 13:35:00.000,1.14064,1.14071,1.14040,1.14041,1739.65 +24.12.2018 13:40:00.000,1.14041,1.14071,1.14023,1.14055,1775.96 +24.12.2018 13:45:00.000,1.14055,1.14059,1.14028,1.14043,1695.6000000000001 +24.12.2018 13:50:00.000,1.14044,1.14174,1.14043,1.14153,3077.0699999999997 +24.12.2018 13:55:00.000,1.14154,1.14159,1.14111,1.14138,2930.9900000000007 +24.12.2018 14:00:00.000,1.14138,1.14193,1.14134,1.14156,2724.3300000000004 +24.12.2018 14:05:00.000,1.14157,1.14168,1.14151,1.14151,2219.19 +24.12.2018 14:10:00.000,1.14150,1.14167,1.14140,1.14157,2206.29 +24.12.2018 14:15:00.000,1.14156,1.14190,1.14140,1.14166,1927.8799999999999 +24.12.2018 14:20:00.000,1.14165,1.14195,1.14164,1.14185,2378.54 +24.12.2018 14:25:00.000,1.14185,1.14268,1.14184,1.14219,3039.75 +24.12.2018 14:30:00.000,1.14219,1.14252,1.14212,1.14232,3784.7200000000003 +24.12.2018 14:35:00.000,1.14232,1.14246,1.14214,1.14218,4218.84 +24.12.2018 14:40:00.000,1.14217,1.14284,1.14214,1.14284,3509.4 +24.12.2018 14:45:00.000,1.14283,1.14375,1.14280,1.14375,3368.11 +24.12.2018 14:50:00.000,1.14377,1.14384,1.14321,1.14336,3664.7799999999997 +24.12.2018 14:55:00.000,1.14339,1.14340,1.14273,1.14275,4157.360000000001 +24.12.2018 15:00:00.000,1.14275,1.14316,1.14237,1.14303,3928.8999999999996 +24.12.2018 15:05:00.000,1.14304,1.14336,1.14280,1.14289,3353.44 +24.12.2018 15:10:00.000,1.14289,1.14296,1.14234,1.14245,3634.78 +24.12.2018 15:15:00.000,1.14246,1.14256,1.14212,1.14229,3395.23 +24.12.2018 15:20:00.000,1.14229,1.14243,1.14212,1.14216,3597.87 +24.12.2018 15:25:00.000,1.14216,1.14251,1.14213,1.14224,3651.4599999999996 +24.12.2018 15:30:00.000,1.14223,1.14230,1.14113,1.14119,3181.93 +24.12.2018 15:35:00.000,1.14120,1.14143,1.13995,1.14016,4227.55 +24.12.2018 15:40:00.000,1.14015,1.14051,1.13997,1.14038,3880.92 +24.12.2018 15:45:00.000,1.14038,1.14091,1.14025,1.14047,4158.29 +24.12.2018 15:50:00.000,1.14047,1.14102,1.14045,1.14076,3475.9 +24.12.2018 15:55:00.000,1.14080,1.14149,1.14050,1.14133,3691.1500000000005 +24.12.2018 16:00:00.000,1.14132,1.14162,1.14115,1.14157,4086.4300000000003 +24.12.2018 16:05:00.000,1.14158,1.14172,1.14151,1.14167,3316.11 +24.12.2018 16:10:00.000,1.14167,1.14178,1.14135,1.14140,3198.09 +24.12.2018 16:15:00.000,1.14139,1.14156,1.14127,1.14130,3706.95 +24.12.2018 16:20:00.000,1.14132,1.14134,1.14080,1.14082,3064.93 +24.12.2018 16:25:00.000,1.14082,1.14091,1.14050,1.14077,3056.1 +24.12.2018 16:30:00.000,1.14077,1.14138,1.14074,1.14130,3268.6 +24.12.2018 16:35:00.000,1.14129,1.14157,1.14126,1.14141,4003.6500000000005 +24.12.2018 16:40:00.000,1.14141,1.14148,1.14120,1.14123,3681.7 +24.12.2018 16:45:00.000,1.14123,1.14218,1.14123,1.14208,3136.46 +24.12.2018 16:50:00.000,1.14207,1.14223,1.14183,1.14189,3588.62 +24.12.2018 16:55:00.000,1.14188,1.14190,1.14166,1.14176,2212.33 +24.12.2018 17:00:00.000,1.14178,1.14182,1.14158,1.14170,1520.1599999999999 +24.12.2018 17:05:00.000,1.14171,1.14173,1.14154,1.14154,1981.86 +24.12.2018 17:10:00.000,1.14155,1.14161,1.14147,1.14148,2095.79 +24.12.2018 17:15:00.000,1.14149,1.14149,1.14119,1.14123,2755.26 +24.12.2018 17:20:00.000,1.14124,1.14125,1.14093,1.14104,2166.01 +24.12.2018 17:25:00.000,1.14103,1.14136,1.14099,1.14134,1497.61 +24.12.2018 17:30:00.000,1.14133,1.14145,1.14122,1.14143,1631.67 +24.12.2018 17:35:00.000,1.14143,1.14146,1.14129,1.14138,2153.4300000000003 +24.12.2018 17:40:00.000,1.14138,1.14139,1.14102,1.14122,2706.0600000000004 +24.12.2018 17:45:00.000,1.14123,1.14168,1.14122,1.14164,1351.7000000000003 +24.12.2018 17:50:00.000,1.14164,1.14198,1.14164,1.14189,1617.97 +24.12.2018 17:55:00.000,1.14190,1.14191,1.14091,1.14094,1436.5100000000002 +24.12.2018 18:00:00.000,1.14095,1.14203,1.14077,1.14176,665.8699999999999 +24.12.2018 18:05:00.000,1.14176,1.14197,1.14175,1.14176,398.26 +24.12.2018 18:10:00.000,1.14175,1.14210,1.14171,1.14204,673.95 +24.12.2018 18:15:00.000,1.14204,1.14204,1.14188,1.14201,591.54 +24.12.2018 18:20:00.000,1.14202,1.14211,1.14187,1.14192,1104.82 +24.12.2018 18:25:00.000,1.14192,1.14218,1.14181,1.14183,1096.93 +24.12.2018 18:30:00.000,1.14184,1.14195,1.14037,1.14156,1103.04 +24.12.2018 18:35:00.000,1.14155,1.14171,1.14037,1.14162,657.85 +24.12.2018 18:40:00.000,1.14159,1.14164,1.14146,1.14161,365.09000000000003 +24.12.2018 18:45:00.000,1.14161,1.14186,1.14124,1.14131,499.51000000000005 +24.12.2018 18:50:00.000,1.14132,1.14164,1.14116,1.14141,615.49 +24.12.2018 18:55:00.000,1.14141,1.14186,1.14131,1.14168,480.11 +24.12.2018 19:00:00.000,1.14168,1.14168,1.14009,1.14087,353.17 +24.12.2018 19:05:00.000,1.14088,1.14101,1.14019,1.14082,348.68 +24.12.2018 19:10:00.000,1.14083,1.14093,1.14067,1.14072,296.90999999999997 +24.12.2018 19:15:00.000,1.14073,1.14073,1.14041,1.14044,76.22999999999999 +24.12.2018 19:20:00.000,1.14029,1.14044,1.13982,1.13986,95.55 +24.12.2018 19:25:00.000,1.13987,1.13987,1.13986,1.13986,2.9 +24.12.2018 19:30:00.000,1.13986,1.13990,1.13948,1.13974,560.7900000000001 +24.12.2018 19:35:00.000,1.13976,1.14058,1.13934,1.13955,383.06999999999994 +24.12.2018 19:40:00.000,1.13955,1.14027,1.13955,1.14010,643.78 +24.12.2018 19:45:00.000,1.14009,1.14025,1.13987,1.13990,1412.71 +24.12.2018 19:50:00.000,1.13990,1.14013,1.13972,1.13987,3209.85 +24.12.2018 19:55:00.000,1.13987,1.13995,1.13978,1.13993,527.28 +24.12.2018 20:00:00.000,1.13994,1.13994,1.13980,1.13984,143.59 +24.12.2018 20:05:00.000,1.13982,1.13991,1.13980,1.13982,456.42 +24.12.2018 20:10:00.000,1.13982,1.14003,1.13980,1.13980,717.8599999999999 +24.12.2018 20:15:00.000,1.13980,1.14001,1.13972,1.13976,440.39 +24.12.2018 20:20:00.000,1.13977,1.14004,1.13971,1.13985,666.0899999999999 +24.12.2018 20:25:00.000,1.13985,1.14011,1.13984,1.13996,1433.73 +24.12.2018 20:30:00.000,1.13996,1.14016,1.13971,1.13980,770.4999999999999 +24.12.2018 20:35:00.000,1.13980,1.13992,1.13948,1.13981,444.71000000000004 +24.12.2018 20:40:00.000,1.13992,1.14017,1.13963,1.13963,161.75 +24.12.2018 20:45:00.000,1.13963,1.13993,1.13942,1.13984,92.62 +24.12.2018 20:50:00.000,1.13982,1.14043,1.13955,1.14025,643.62 +24.12.2018 20:55:00.000,1.14014,1.14100,1.13999,1.14054,1063.74 +24.12.2018 21:00:00.000,1.14054,1.14068,1.14022,1.14028,1291.05 +24.12.2018 21:05:00.000,1.14055,1.14148,1.13969,1.14103,286.43 +24.12.2018 21:10:00.000,1.14106,1.14106,1.13990,1.14013,54.35 +24.12.2018 21:15:00.000,1.14017,1.14022,1.13998,1.14006,33.790000000000006 +24.12.2018 21:20:00.000,1.14005,1.14005,1.13996,1.13996,14.530000000000001 +24.12.2018 21:25:00.000,1.13996,1.14002,1.13990,1.14002,31.55 +24.12.2018 21:30:00.000,1.14002,1.14089,1.13984,1.14062,129.97 +24.12.2018 21:35:00.000,1.14063,1.14084,1.14061,1.14069,272.36 +24.12.2018 21:40:00.000,1.14069,1.14072,1.14003,1.14021,124.54 +24.12.2018 21:45:00.000,1.14020,1.14049,1.13937,1.14049,70.31 +24.12.2018 21:50:00.000,1.14049,1.14094,1.13949,1.13950,68.94999999999999 +24.12.2018 21:55:00.000,1.13950,1.13988,1.13949,1.13988,34.94 +24.12.2018 22:00:00.000,1.13988,1.13988,1.13988,1.13988,0 +24.12.2018 22:05:00.000,1.13976,1.13988,1.13909,1.13913,43.82 +24.12.2018 22:10:00.000,1.13913,1.14038,1.13909,1.13912,65.2 +24.12.2018 22:15:00.000,1.13913,1.14038,1.13894,1.13965,50.4 +24.12.2018 22:20:00.000,1.13966,1.14038,1.13929,1.14038,55.09 +24.12.2018 22:25:00.000,1.14046,1.14046,1.13912,1.13912,23.49 +24.12.2018 22:30:00.000,1.13924,1.14018,1.13895,1.13998,42.510000000000005 +24.12.2018 22:35:00.000,1.13999,1.14027,1.13949,1.13950,27.590000000000003 +24.12.2018 22:40:00.000,1.13992,1.14026,1.13929,1.13930,29.53 +24.12.2018 22:45:00.000,1.13929,1.13976,1.13929,1.13975,33.21 +24.12.2018 22:50:00.000,1.13956,1.13993,1.13929,1.13975,26.64 +24.12.2018 22:55:00.000,1.13976,1.13994,1.13929,1.13945,31.439999999999998 +24.12.2018 23:00:00.000,1.13975,1.14054,1.13975,1.14048,43.81 +24.12.2018 23:05:00.000,1.14049,1.14049,1.13955,1.13982,20.349999999999998 +24.12.2018 23:10:00.000,1.13982,1.13983,1.13953,1.13954,11.92 +24.12.2018 23:15:00.000,1.13982,1.13982,1.13939,1.13963,24.720000000000002 +24.12.2018 23:20:00.000,1.13963,1.13975,1.13963,1.13964,16.02 +24.12.2018 23:25:00.000,1.13963,1.13975,1.13962,1.13974,17.77 +24.12.2018 23:30:00.000,1.13963,1.14003,1.13962,1.13965,23.990000000000002 +24.12.2018 23:35:00.000,1.13965,1.13980,1.13963,1.13980,24.38 +24.12.2018 23:40:00.000,1.13965,1.13966,1.13955,1.13957,27.69 +24.12.2018 23:45:00.000,1.13957,1.13994,1.13957,1.13957,10 +24.12.2018 23:50:00.000,1.13957,1.13958,1.13956,1.13956,12.75 +24.12.2018 23:55:00.000,1.13949,1.14003,1.13949,1.13995,49.480000000000004 +25.12.2018 00:00:00.000,1.13998,1.14004,1.13981,1.14000,52.68 +25.12.2018 00:05:00.000,1.14001,1.14032,1.13974,1.14004,48.58 +25.12.2018 00:10:00.000,1.14004,1.14005,1.13980,1.14005,32.73 +25.12.2018 00:15:00.000,1.14005,1.14009,1.13976,1.14009,25.25 +25.12.2018 00:20:00.000,1.14009,1.14009,1.13976,1.13989,45.82 +25.12.2018 00:25:00.000,1.13989,1.14059,1.13989,1.14001,43.11 +25.12.2018 00:30:00.000,1.14058,1.14077,1.14001,1.14077,37.75 +25.12.2018 00:35:00.000,1.14076,1.14077,1.14030,1.14030,82.77000000000001 +25.12.2018 00:40:00.000,1.14031,1.14069,1.14030,1.14062,31.610000000000003 +25.12.2018 00:45:00.000,1.14065,1.14099,1.14031,1.14053,58.59 +25.12.2018 00:50:00.000,1.14053,1.14139,1.13992,1.13992,206.01 +25.12.2018 00:55:00.000,1.14001,1.14035,1.13986,1.14026,29.139999999999997 +25.12.2018 01:00:00.000,1.14027,1.14031,1.13996,1.13998,11.21 +25.12.2018 01:05:00.000,1.13998,1.14027,1.13998,1.14026,10.57 +25.12.2018 01:10:00.000,1.14030,1.14054,1.13995,1.14054,25.009999999999998 +25.12.2018 01:15:00.000,1.14053,1.14054,1.14022,1.14035,12.899999999999999 +25.12.2018 01:20:00.000,1.14028,1.14029,1.14024,1.14025,37.75 +25.12.2018 01:25:00.000,1.14025,1.14025,1.14024,1.14024,30.5 +25.12.2018 01:30:00.000,1.14024,1.14065,1.14024,1.14064,17.32 +25.12.2018 01:35:00.000,1.14065,1.14091,1.14049,1.14078,15.29 +25.12.2018 01:40:00.000,1.14078,1.14108,1.14049,1.14077,22.33 +25.12.2018 01:45:00.000,1.14078,1.14108,1.14049,1.14089,84.46 +25.12.2018 01:50:00.000,1.14089,1.14105,1.14064,1.14065,46.09 +25.12.2018 01:55:00.000,1.14074,1.14114,1.14074,1.14114,39.32 +25.12.2018 02:00:00.000,1.14114,1.14127,1.14099,1.14111,60.59 +25.12.2018 02:05:00.000,1.14126,1.14127,1.14111,1.14112,93.79 +25.12.2018 02:10:00.000,1.14117,1.14119,1.14103,1.14117,60.18 +25.12.2018 02:15:00.000,1.14117,1.14120,1.14105,1.14113,35 +25.12.2018 02:20:00.000,1.14113,1.14114,1.14105,1.14112,45.95 +25.12.2018 02:25:00.000,1.14115,1.14124,1.14099,1.14112,52.959999999999994 +25.12.2018 02:30:00.000,1.14113,1.14153,1.14109,1.14151,69.94 +25.12.2018 02:35:00.000,1.14151,1.14152,1.14105,1.14127,38.309999999999995 +25.12.2018 02:40:00.000,1.14125,1.14150,1.14102,1.14150,41.29 +25.12.2018 02:45:00.000,1.14149,1.14156,1.14104,1.14111,63.28 +25.12.2018 02:50:00.000,1.14106,1.14135,1.14058,1.14094,77.06 +25.12.2018 02:55:00.000,1.14094,1.14115,1.14094,1.14111,93.06 +25.12.2018 03:00:00.000,1.14114,1.14125,1.14103,1.14117,44.98 +25.12.2018 03:05:00.000,1.14117,1.14131,1.14100,1.14125,25.92 +25.12.2018 03:10:00.000,1.14126,1.14128,1.14125,1.14128,9 +25.12.2018 03:15:00.000,1.14128,1.14149,1.14125,1.14148,49.5 +25.12.2018 03:20:00.000,1.14148,1.14149,1.14131,1.14145,73.19 +25.12.2018 03:25:00.000,1.14145,1.14147,1.14137,1.14146,39.5 +25.12.2018 03:30:00.000,1.14146,1.14147,1.14136,1.14143,22.25 +25.12.2018 03:35:00.000,1.14142,1.14143,1.14128,1.14142,14 +25.12.2018 03:40:00.000,1.14142,1.14143,1.14134,1.14142,32.75 +25.12.2018 03:45:00.000,1.14141,1.14142,1.14141,1.14141,24.5 +25.12.2018 03:50:00.000,1.14141,1.14158,1.14141,1.14141,320 +25.12.2018 03:55:00.000,1.14141,1.14142,1.14140,1.14141,162.75 +25.12.2018 04:00:00.000,1.14141,1.14147,1.14141,1.14141,53 +25.12.2018 04:05:00.000,1.14141,1.14143,1.14138,1.14143,68.75 +25.12.2018 04:10:00.000,1.14143,1.14146,1.14105,1.14129,169.24 +25.12.2018 04:15:00.000,1.14130,1.14150,1.14114,1.14132,71.75 +25.12.2018 04:20:00.000,1.14132,1.14132,1.14113,1.14113,38.5 +25.12.2018 04:25:00.000,1.14113,1.14133,1.14106,1.14133,24.69 +25.12.2018 04:30:00.000,1.14133,1.14133,1.14102,1.14121,146.3 +25.12.2018 04:35:00.000,1.14120,1.14123,1.14103,1.14122,363.62 +25.12.2018 04:40:00.000,1.14128,1.14133,1.14121,1.14133,69.63 +25.12.2018 04:45:00.000,1.14133,1.14141,1.14131,1.14140,224.52 +25.12.2018 04:50:00.000,1.14140,1.14141,1.14138,1.14140,42.86 +25.12.2018 04:55:00.000,1.14139,1.14140,1.14135,1.14135,24.82 +25.12.2018 05:00:00.000,1.14135,1.14154,1.14125,1.14153,123.76 +25.12.2018 05:05:00.000,1.14154,1.14154,1.14123,1.14125,348.96000000000004 +25.12.2018 05:10:00.000,1.14130,1.14152,1.14121,1.14125,66.25 +25.12.2018 05:15:00.000,1.14125,1.14129,1.14125,1.14127,127.41 +25.12.2018 05:20:00.000,1.14127,1.14139,1.14125,1.14138,44.57000000000001 +25.12.2018 05:25:00.000,1.14137,1.14146,1.14116,1.14131,136.74 +25.12.2018 05:30:00.000,1.14135,1.14145,1.14075,1.14113,107.25 +25.12.2018 05:35:00.000,1.14114,1.14151,1.14112,1.14150,271.94 +25.12.2018 05:40:00.000,1.14151,1.14151,1.14108,1.14137,52.89 +25.12.2018 05:45:00.000,1.14137,1.14138,1.14127,1.14137,77.25 +25.12.2018 05:50:00.000,1.14137,1.14157,1.14114,1.14136,114.81 +25.12.2018 05:55:00.000,1.14137,1.14153,1.14119,1.14148,74.43 +25.12.2018 06:00:00.000,1.14148,1.14153,1.14141,1.14145,156.1 +25.12.2018 06:05:00.000,1.14142,1.14161,1.14141,1.14159,125.77999999999999 +25.12.2018 06:10:00.000,1.14158,1.14159,1.14113,1.14117,150.48 +25.12.2018 06:15:00.000,1.14116,1.14145,1.14112,1.14145,322.97999999999996 +25.12.2018 06:20:00.000,1.14117,1.14128,1.14116,1.14127,131.48000000000002 +25.12.2018 06:25:00.000,1.14128,1.14151,1.14118,1.14129,78.13 +25.12.2018 06:30:00.000,1.14130,1.14151,1.14120,1.14126,52.69 +25.12.2018 06:35:00.000,1.14127,1.14127,1.14122,1.14122,48 +25.12.2018 06:40:00.000,1.14123,1.14141,1.14121,1.14138,43.910000000000004 +25.12.2018 06:45:00.000,1.14137,1.14139,1.14119,1.14130,40.32 +25.12.2018 06:50:00.000,1.14130,1.14161,1.14130,1.14161,36.5 +25.12.2018 06:55:00.000,1.14161,1.14161,1.14125,1.14125,33.75 +25.12.2018 07:00:00.000,1.14125,1.14125,1.14121,1.14123,30.5 +25.12.2018 07:05:00.000,1.14123,1.14170,1.14123,1.14131,18.72 +25.12.2018 07:10:00.000,1.14131,1.14170,1.14120,1.14124,67 +25.12.2018 07:15:00.000,1.14121,1.14131,1.14110,1.14123,25.83 +25.12.2018 07:20:00.000,1.14116,1.14123,1.14108,1.14118,54.230000000000004 +25.12.2018 07:25:00.000,1.14118,1.14125,1.14099,1.14099,107.44 +25.12.2018 07:30:00.000,1.14100,1.14107,1.13977,1.14004,96.52 +25.12.2018 07:35:00.000,1.14005,1.14068,1.13981,1.14006,130.6 +25.12.2018 07:40:00.000,1.14006,1.14060,1.13990,1.13999,74.96 +25.12.2018 07:45:00.000,1.13986,1.14030,1.13915,1.13929,86.49000000000001 +25.12.2018 07:50:00.000,1.13930,1.14025,1.13927,1.13929,51.230000000000004 +25.12.2018 07:55:00.000,1.13929,1.14000,1.13909,1.13988,39.36 +25.12.2018 08:00:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 08:05:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 08:10:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 08:15:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 08:20:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 08:25:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 08:30:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 08:35:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 08:40:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 08:45:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 08:50:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 08:55:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 09:00:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 09:05:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 09:10:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 09:15:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 09:20:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 09:25:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 09:30:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 09:35:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 09:40:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 09:45:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 09:50:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 09:55:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 10:00:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 10:05:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 10:10:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 10:15:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 10:20:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 10:25:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 10:30:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 10:35:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 10:40:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 10:45:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 10:50:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 10:55:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 11:00:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 11:05:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 11:10:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 11:15:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 11:20:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 11:25:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 11:30:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 11:35:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 11:40:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 11:45:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 11:50:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 11:55:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 12:00:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 12:05:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 12:10:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 12:15:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 12:20:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 12:25:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 12:30:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 12:35:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 12:40:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 12:45:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 12:50:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 12:55:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 13:00:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 13:05:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 13:10:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 13:15:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 13:20:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 13:25:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 13:30:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 13:35:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 13:40:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 13:45:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 13:50:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 13:55:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 14:00:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 14:05:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 14:10:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 14:15:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 14:20:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 14:25:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 14:30:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 14:35:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 14:40:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 14:45:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 14:50:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 14:55:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 15:00:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 15:05:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 15:10:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 15:15:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 15:20:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 15:25:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 15:30:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 15:35:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 15:40:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 15:45:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 15:50:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 15:55:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 16:00:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 16:05:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 16:10:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 16:15:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 16:20:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 16:25:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 16:30:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 16:35:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 16:40:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 16:45:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 16:50:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 16:55:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 17:00:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 17:05:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 17:10:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 17:15:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 17:20:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 17:25:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 17:30:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 17:35:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 17:40:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 17:45:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 17:50:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 17:55:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 18:00:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 18:05:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 18:10:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 18:15:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 18:20:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 18:25:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 18:30:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 18:35:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 18:40:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 18:45:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 18:50:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 18:55:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 19:00:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 19:05:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 19:10:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 19:15:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 19:20:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 19:25:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 19:30:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 19:35:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 19:40:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 19:45:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 19:50:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 19:55:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 20:00:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 20:05:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 20:10:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 20:15:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 20:20:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 20:25:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 20:30:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 20:35:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 20:40:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 20:45:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 20:50:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 20:55:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 21:00:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 21:05:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 21:10:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 21:15:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 21:20:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 21:25:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 21:30:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 21:35:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 21:40:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 21:45:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 21:50:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 21:55:00.000,1.13988,1.13988,1.13988,1.13988,0 +25.12.2018 22:00:00.000,1.13901,1.13988,1.13892,1.13922,28.45 +25.12.2018 22:05:00.000,1.13921,1.13993,1.13921,1.13977,186.7 +25.12.2018 22:10:00.000,1.13975,1.13989,1.13948,1.13988,80.47999999999999 +25.12.2018 22:15:00.000,1.13983,1.14048,1.13947,1.13997,116.02 +25.12.2018 22:20:00.000,1.13997,1.13998,1.13978,1.13979,263.71 +25.12.2018 22:25:00.000,1.13978,1.14032,1.13946,1.13998,1352.4299999999998 +25.12.2018 22:30:00.000,1.13997,1.14020,1.13992,1.14004,219.53000000000003 +25.12.2018 22:35:00.000,1.14004,1.14043,1.14004,1.14021,237.12 +25.12.2018 22:40:00.000,1.14019,1.14034,1.14012,1.14029,276.34000000000003 +25.12.2018 22:45:00.000,1.14020,1.14022,1.13997,1.13998,126.13 +25.12.2018 22:50:00.000,1.13997,1.14058,1.13996,1.14003,141.9 +25.12.2018 22:55:00.000,1.13999,1.14121,1.13931,1.14064,543.11 +25.12.2018 23:00:00.000,1.14063,1.14157,1.13966,1.14085,2260.24 +25.12.2018 23:05:00.000,1.14086,1.14158,1.14062,1.14110,1094.76 +25.12.2018 23:10:00.000,1.14111,1.14178,1.14108,1.14177,454.9 +25.12.2018 23:15:00.000,1.14176,1.14182,1.14154,1.14165,358.56 +25.12.2018 23:20:00.000,1.14165,1.14183,1.14165,1.14170,269.96 +25.12.2018 23:25:00.000,1.14170,1.14174,1.14129,1.14129,200.58 +25.12.2018 23:30:00.000,1.14130,1.14137,1.14128,1.14132,236.62 +25.12.2018 23:35:00.000,1.14132,1.14140,1.14129,1.14135,1084.91 +25.12.2018 23:40:00.000,1.14134,1.14194,1.14134,1.14189,675.53 +25.12.2018 23:45:00.000,1.14191,1.14198,1.14159,1.14176,525.5500000000001 +25.12.2018 23:50:00.000,1.14175,1.14180,1.14133,1.14133,329.8499999999999 +25.12.2018 23:55:00.000,1.14133,1.14151,1.14130,1.14131,631.0199999999999 +26.12.2018 00:00:00.000,1.14132,1.14132,1.14090,1.14095,737.6 +26.12.2018 00:05:00.000,1.14091,1.14155,1.14080,1.14101,889.17 +26.12.2018 00:10:00.000,1.14101,1.14120,1.14087,1.14087,575.48 +26.12.2018 00:15:00.000,1.14087,1.14114,1.14087,1.14100,424.66 +26.12.2018 00:20:00.000,1.14100,1.14120,1.14070,1.14077,532 +26.12.2018 00:25:00.000,1.14077,1.14116,1.14077,1.14105,187.42999999999998 +26.12.2018 00:30:00.000,1.14105,1.14111,1.14094,1.14098,213.84000000000003 +26.12.2018 00:35:00.000,1.14099,1.14107,1.14097,1.14097,386.57 +26.12.2018 00:40:00.000,1.14097,1.14109,1.14089,1.14108,298.26 +26.12.2018 00:45:00.000,1.14107,1.14107,1.14092,1.14093,196.59 +26.12.2018 00:50:00.000,1.14092,1.14101,1.14067,1.14069,286.49 +26.12.2018 00:55:00.000,1.14071,1.14073,1.14045,1.14057,337.06999999999994 +26.12.2018 01:00:00.000,1.14057,1.14057,1.13994,1.14019,748.4799999999999 +26.12.2018 01:05:00.000,1.14019,1.14024,1.13997,1.13997,454.66999999999996 +26.12.2018 01:10:00.000,1.13997,1.14017,1.13997,1.13997,444.13 +26.12.2018 01:15:00.000,1.13998,1.14003,1.13996,1.13996,245.98 +26.12.2018 01:20:00.000,1.13996,1.14024,1.13991,1.14020,381.73999999999995 +26.12.2018 01:25:00.000,1.14020,1.14038,1.14019,1.14033,424.93 +26.12.2018 01:30:00.000,1.14033,1.14036,1.14028,1.14033,319.42 +26.12.2018 01:35:00.000,1.14034,1.14034,1.14002,1.14013,225.09 +26.12.2018 01:40:00.000,1.14014,1.14089,1.14014,1.14081,450.68 +26.12.2018 01:45:00.000,1.14081,1.14089,1.14064,1.14071,998.74 +26.12.2018 01:50:00.000,1.14072,1.14091,1.14069,1.14079,795.74 +26.12.2018 01:55:00.000,1.14079,1.14108,1.14078,1.14099,937.78 +26.12.2018 02:00:00.000,1.14098,1.14135,1.14098,1.14129,972.3699999999999 +26.12.2018 02:05:00.000,1.14127,1.14151,1.14108,1.14123,629.51 +26.12.2018 02:10:00.000,1.14123,1.14132,1.14119,1.14128,420.75 +26.12.2018 02:15:00.000,1.14128,1.14155,1.14126,1.14138,535.1600000000001 +26.12.2018 02:20:00.000,1.14138,1.14150,1.14134,1.14138,550.74 +26.12.2018 02:25:00.000,1.14139,1.14142,1.14118,1.14129,740.4499999999999 +26.12.2018 02:30:00.000,1.14128,1.14143,1.14128,1.14137,351.77 +26.12.2018 02:35:00.000,1.14137,1.14139,1.14124,1.14129,529.02 +26.12.2018 02:40:00.000,1.14128,1.14134,1.14123,1.14128,288.28000000000003 +26.12.2018 02:45:00.000,1.14128,1.14134,1.14111,1.14121,590.51 +26.12.2018 02:50:00.000,1.14121,1.14128,1.14115,1.14117,437.71 +26.12.2018 02:55:00.000,1.14118,1.14122,1.14112,1.14114,284.61 +26.12.2018 03:00:00.000,1.14113,1.14121,1.14105,1.14117,568.29 +26.12.2018 03:05:00.000,1.14116,1.14122,1.14108,1.14115,509.69999999999993 +26.12.2018 03:10:00.000,1.14115,1.14133,1.14111,1.14123,579.16 +26.12.2018 03:15:00.000,1.14124,1.14144,1.14122,1.14133,480.44999999999993 +26.12.2018 03:20:00.000,1.14133,1.14141,1.14132,1.14139,553.1700000000001 +26.12.2018 03:25:00.000,1.14139,1.14153,1.14139,1.14140,492.03999999999996 +26.12.2018 03:30:00.000,1.14142,1.14156,1.14139,1.14156,660.8999999999999 +26.12.2018 03:35:00.000,1.14155,1.14157,1.14145,1.14149,303.94 +26.12.2018 03:40:00.000,1.14150,1.14156,1.14140,1.14156,730.3100000000001 +26.12.2018 03:45:00.000,1.14154,1.14154,1.14141,1.14146,523.21 +26.12.2018 03:50:00.000,1.14146,1.14163,1.14141,1.14141,697.4599999999999 +26.12.2018 03:55:00.000,1.14142,1.14145,1.14136,1.14143,461.08000000000004 +26.12.2018 04:00:00.000,1.14143,1.14145,1.14134,1.14139,586.6700000000001 +26.12.2018 04:05:00.000,1.14141,1.14147,1.14133,1.14135,535.8299999999999 +26.12.2018 04:10:00.000,1.14133,1.14135,1.14100,1.14104,485.5 +26.12.2018 04:15:00.000,1.14104,1.14114,1.14084,1.14084,533.5600000000001 +26.12.2018 04:20:00.000,1.14084,1.14089,1.14077,1.14077,614.79 +26.12.2018 04:25:00.000,1.14077,1.14079,1.14052,1.14052,523.5799999999999 +26.12.2018 04:30:00.000,1.14052,1.14060,1.14052,1.14053,341.28000000000003 +26.12.2018 04:35:00.000,1.14053,1.14059,1.14052,1.14055,240.14 +26.12.2018 04:40:00.000,1.14058,1.14058,1.14048,1.14052,176.43 +26.12.2018 04:45:00.000,1.14052,1.14065,1.14047,1.14059,322.2 +26.12.2018 04:50:00.000,1.14059,1.14062,1.14057,1.14060,263.17 +26.12.2018 04:55:00.000,1.14061,1.14061,1.14047,1.14054,547.37 +26.12.2018 05:00:00.000,1.14054,1.14056,1.14033,1.14052,603.8 +26.12.2018 05:05:00.000,1.14051,1.14061,1.14046,1.14061,664.4 +26.12.2018 05:10:00.000,1.14059,1.14061,1.14051,1.14061,519.2900000000001 +26.12.2018 05:15:00.000,1.14062,1.14062,1.14047,1.14047,554.9 +26.12.2018 05:20:00.000,1.14047,1.14048,1.14040,1.14044,392.89 +26.12.2018 05:25:00.000,1.14043,1.14052,1.14034,1.14034,506.84999999999997 +26.12.2018 05:30:00.000,1.14035,1.14046,1.13983,1.13994,1126.71 +26.12.2018 05:35:00.000,1.13994,1.14008,1.13976,1.14005,502.44000000000005 +26.12.2018 05:40:00.000,1.14005,1.14024,1.14003,1.14022,527.27 +26.12.2018 05:45:00.000,1.14022,1.14036,1.14022,1.14033,860.5 +26.12.2018 05:50:00.000,1.14033,1.14039,1.14013,1.14013,559.31 +26.12.2018 05:55:00.000,1.14013,1.14028,1.14010,1.14024,498.1199999999999 +26.12.2018 06:00:00.000,1.14024,1.14046,1.14014,1.14038,529.8299999999999 +26.12.2018 06:05:00.000,1.14039,1.14039,1.14018,1.14030,409.63 +26.12.2018 06:10:00.000,1.14030,1.14036,1.14021,1.14021,628.5899999999999 +26.12.2018 06:15:00.000,1.14021,1.14029,1.14007,1.14015,493.96 +26.12.2018 06:20:00.000,1.14015,1.14015,1.13975,1.14006,443.7199999999999 +26.12.2018 06:25:00.000,1.14005,1.14071,1.14005,1.14070,751.6799999999998 +26.12.2018 06:30:00.000,1.14070,1.14075,1.14058,1.14075,583.55 +26.12.2018 06:35:00.000,1.14075,1.14076,1.14055,1.14069,477.69000000000005 +26.12.2018 06:40:00.000,1.14070,1.14070,1.14055,1.14068,601.3199999999999 +26.12.2018 06:45:00.000,1.14068,1.14068,1.14051,1.14052,586.25 +26.12.2018 06:50:00.000,1.14052,1.14052,1.14029,1.14049,338.01 +26.12.2018 06:55:00.000,1.14050,1.14060,1.14041,1.14051,440.52 +26.12.2018 07:00:00.000,1.14051,1.14053,1.14045,1.14053,362.5 +26.12.2018 07:05:00.000,1.14053,1.14065,1.14045,1.14055,436.07 +26.12.2018 07:10:00.000,1.14055,1.14056,1.14048,1.14050,259.15999999999997 +26.12.2018 07:15:00.000,1.14050,1.14060,1.14045,1.14046,415.36 +26.12.2018 07:20:00.000,1.14047,1.14058,1.14044,1.14056,364.03000000000003 +26.12.2018 07:25:00.000,1.14056,1.14056,1.14014,1.14040,352.89 +26.12.2018 07:30:00.000,1.14039,1.14050,1.14023,1.14023,469.19 +26.12.2018 07:35:00.000,1.14025,1.14033,1.14014,1.14018,306.32 +26.12.2018 07:40:00.000,1.14018,1.14034,1.14018,1.14029,403.69 +26.12.2018 07:45:00.000,1.14029,1.14050,1.14016,1.14049,355.68 +26.12.2018 07:50:00.000,1.14049,1.14050,1.14032,1.14033,376.02 +26.12.2018 07:55:00.000,1.14032,1.14033,1.13990,1.14023,778.8 +26.12.2018 08:00:00.000,1.14021,1.14021,1.13959,1.13995,1035.88 +26.12.2018 08:05:00.000,1.13995,1.14016,1.13995,1.14016,483.08000000000004 +26.12.2018 08:10:00.000,1.14018,1.14024,1.13983,1.13983,645.84 +26.12.2018 08:15:00.000,1.13983,1.13986,1.13920,1.13935,814.36 +26.12.2018 08:20:00.000,1.13937,1.13960,1.13930,1.13942,456.08 +26.12.2018 08:25:00.000,1.13941,1.13944,1.13912,1.13917,636.69 +26.12.2018 08:30:00.000,1.13914,1.13934,1.13913,1.13914,568.45 +26.12.2018 08:35:00.000,1.13915,1.13953,1.13872,1.13882,686.9300000000001 +26.12.2018 08:40:00.000,1.13882,1.13901,1.13850,1.13861,720.78 +26.12.2018 08:45:00.000,1.13860,1.13911,1.13860,1.13904,583.32 +26.12.2018 08:50:00.000,1.13904,1.13920,1.13901,1.13918,557.94 +26.12.2018 08:55:00.000,1.13917,1.13923,1.13892,1.13919,431.93 +26.12.2018 09:00:00.000,1.13918,1.13920,1.13898,1.13918,449.13 +26.12.2018 09:05:00.000,1.13919,1.13955,1.13893,1.13941,641.28 +26.12.2018 09:10:00.000,1.13941,1.13956,1.13929,1.13952,393.37 +26.12.2018 09:15:00.000,1.13951,1.13954,1.13937,1.13944,371.33 +26.12.2018 09:20:00.000,1.13944,1.13959,1.13943,1.13947,621.14 +26.12.2018 09:25:00.000,1.13947,1.13947,1.13883,1.13899,660.43 +26.12.2018 09:30:00.000,1.13898,1.13925,1.13893,1.13898,613.4 +26.12.2018 09:35:00.000,1.13899,1.13899,1.13856,1.13872,711.91 +26.12.2018 09:40:00.000,1.13872,1.13882,1.13871,1.13877,334.08 +26.12.2018 09:45:00.000,1.13877,1.13877,1.13852,1.13853,569.3100000000001 +26.12.2018 09:50:00.000,1.13852,1.13858,1.13812,1.13813,699.88 +26.12.2018 09:55:00.000,1.13814,1.13842,1.13811,1.13842,629.6899999999999 +26.12.2018 10:00:00.000,1.13842,1.13852,1.13832,1.13845,737.61 +26.12.2018 10:05:00.000,1.13845,1.13864,1.13844,1.13859,616.97 +26.12.2018 10:10:00.000,1.13857,1.13860,1.13841,1.13847,388.96000000000004 +26.12.2018 10:15:00.000,1.13848,1.13874,1.13848,1.13862,1434.7300000000002 +26.12.2018 10:20:00.000,1.13862,1.13879,1.13854,1.13876,702.04 +26.12.2018 10:25:00.000,1.13876,1.13876,1.13842,1.13844,394.93 +26.12.2018 10:30:00.000,1.13845,1.13857,1.13825,1.13857,496.09000000000003 +26.12.2018 10:35:00.000,1.13857,1.13865,1.13854,1.13854,386.06 +26.12.2018 10:40:00.000,1.13855,1.13857,1.13841,1.13850,434.83 +26.12.2018 10:45:00.000,1.13850,1.13864,1.13814,1.13816,463.15 +26.12.2018 10:50:00.000,1.13816,1.13892,1.13814,1.13866,433.28999999999996 +26.12.2018 10:55:00.000,1.13866,1.13866,1.13845,1.13849,395.76000000000005 +26.12.2018 11:00:00.000,1.13849,1.13886,1.13838,1.13886,451.49 +26.12.2018 11:05:00.000,1.13888,1.13888,1.13865,1.13868,545.3299999999999 +26.12.2018 11:10:00.000,1.13867,1.13895,1.13867,1.13891,621.6 +26.12.2018 11:15:00.000,1.13890,1.13894,1.13877,1.13882,972.72 +26.12.2018 11:20:00.000,1.13882,1.13887,1.13879,1.13880,559.73 +26.12.2018 11:25:00.000,1.13880,1.13886,1.13849,1.13852,683.5600000000001 +26.12.2018 11:30:00.000,1.13852,1.13856,1.13812,1.13828,854.0500000000001 +26.12.2018 11:35:00.000,1.13828,1.13852,1.13828,1.13849,477.77000000000004 +26.12.2018 11:40:00.000,1.13851,1.13857,1.13842,1.13857,403.77 +26.12.2018 11:45:00.000,1.13858,1.13863,1.13830,1.13832,565.87 +26.12.2018 11:50:00.000,1.13832,1.13847,1.13817,1.13844,766.77 +26.12.2018 11:55:00.000,1.13845,1.13845,1.13815,1.13823,489.4 +26.12.2018 12:00:00.000,1.13824,1.13833,1.13780,1.13792,841.73 +26.12.2018 12:05:00.000,1.13792,1.13801,1.13788,1.13798,458.84 +26.12.2018 12:10:00.000,1.13797,1.13810,1.13780,1.13791,563.1 +26.12.2018 12:15:00.000,1.13791,1.13792,1.13751,1.13761,603.0899999999999 +26.12.2018 12:20:00.000,1.13762,1.13803,1.13755,1.13793,386.65 +26.12.2018 12:25:00.000,1.13793,1.13803,1.13756,1.13771,841.1999999999999 +26.12.2018 12:30:00.000,1.13772,1.13816,1.13771,1.13816,696.9499999999999 +26.12.2018 12:35:00.000,1.13816,1.13824,1.13803,1.13818,925.1500000000001 +26.12.2018 12:40:00.000,1.13819,1.13829,1.13808,1.13818,662.0600000000001 +26.12.2018 12:45:00.000,1.13818,1.13845,1.13809,1.13842,448.53999999999996 +26.12.2018 12:50:00.000,1.13844,1.13874,1.13842,1.13874,811.44 +26.12.2018 12:55:00.000,1.13873,1.13874,1.13839,1.13843,738.4699999999999 +26.12.2018 13:00:00.000,1.13843,1.13855,1.13808,1.13820,1175.05 +26.12.2018 13:05:00.000,1.13821,1.13847,1.13816,1.13843,1036.4 +26.12.2018 13:10:00.000,1.13843,1.13876,1.13839,1.13852,1532.33 +26.12.2018 13:15:00.000,1.13851,1.13861,1.13820,1.13849,1375.21 +26.12.2018 13:20:00.000,1.13850,1.13862,1.13839,1.13841,1509.3 +26.12.2018 13:25:00.000,1.13842,1.13847,1.13839,1.13844,893.8700000000001 +26.12.2018 13:30:00.000,1.13845,1.13851,1.13837,1.13845,568.3 +26.12.2018 13:35:00.000,1.13845,1.13857,1.13837,1.13840,805.4799999999999 +26.12.2018 13:40:00.000,1.13839,1.13849,1.13818,1.13824,824.0800000000002 +26.12.2018 13:45:00.000,1.13827,1.13839,1.13772,1.13839,866.23 +26.12.2018 13:50:00.000,1.13839,1.13881,1.13834,1.13860,1355.7800000000002 +26.12.2018 13:55:00.000,1.13858,1.13895,1.13858,1.13889,1842.7700000000002 +26.12.2018 14:00:00.000,1.13890,1.13910,1.13856,1.13910,1414.01 +26.12.2018 14:05:00.000,1.13911,1.13923,1.13858,1.13860,1368.6799999999998 +26.12.2018 14:10:00.000,1.13860,1.13865,1.13822,1.13853,1397.15 +26.12.2018 14:15:00.000,1.13854,1.13915,1.13849,1.13910,1289.46 +26.12.2018 14:20:00.000,1.13911,1.13915,1.13857,1.13913,966.77 +26.12.2018 14:25:00.000,1.13914,1.13914,1.13876,1.13903,998.1300000000001 +26.12.2018 14:30:00.000,1.13903,1.13916,1.13890,1.13894,1144.26 +26.12.2018 14:35:00.000,1.13894,1.13912,1.13862,1.13863,930.59 +26.12.2018 14:40:00.000,1.13863,1.13943,1.13852,1.13888,1173.79 +26.12.2018 14:45:00.000,1.13887,1.13909,1.13875,1.13877,1153.29 +26.12.2018 14:50:00.000,1.13877,1.13879,1.13844,1.13853,1048.68 +26.12.2018 14:55:00.000,1.13854,1.13878,1.13844,1.13853,1501.58 +26.12.2018 15:00:00.000,1.13854,1.13951,1.13852,1.13944,1365.43 +26.12.2018 15:05:00.000,1.13942,1.13997,1.13932,1.13994,1280.72 +26.12.2018 15:10:00.000,1.13993,1.14016,1.13992,1.14016,1406.23 +26.12.2018 15:15:00.000,1.14018,1.14078,1.14017,1.14066,1424.76 +26.12.2018 15:20:00.000,1.14068,1.14078,1.14010,1.14035,1183.52 +26.12.2018 15:25:00.000,1.14034,1.14058,1.14031,1.14047,1095.46 +26.12.2018 15:30:00.000,1.14048,1.14052,1.14002,1.14048,837.02 +26.12.2018 15:35:00.000,1.14049,1.14054,1.14023,1.14034,1009.8799999999999 +26.12.2018 15:40:00.000,1.14035,1.14056,1.14028,1.14050,850.85 +26.12.2018 15:45:00.000,1.14051,1.14051,1.14014,1.14017,1066.83 +26.12.2018 15:50:00.000,1.14018,1.14112,1.14016,1.14107,1240.75 +26.12.2018 15:55:00.000,1.14107,1.14141,1.14057,1.14065,1385.2799999999997 +26.12.2018 16:00:00.000,1.14063,1.14074,1.14050,1.14070,1721.88 +26.12.2018 16:05:00.000,1.14072,1.14105,1.14070,1.14093,2256.2799999999997 +26.12.2018 16:10:00.000,1.14096,1.14098,1.14078,1.14085,1662.7399999999998 +26.12.2018 16:15:00.000,1.14087,1.14098,1.14069,1.14090,1796.8300000000002 +26.12.2018 16:20:00.000,1.14090,1.14096,1.14061,1.14080,1833.3700000000001 +26.12.2018 16:25:00.000,1.14080,1.14084,1.14067,1.14082,1290.4199999999998 +26.12.2018 16:30:00.000,1.14080,1.14089,1.14060,1.14069,1047.52 +26.12.2018 16:35:00.000,1.14070,1.14101,1.14067,1.14099,1856.13 +26.12.2018 16:40:00.000,1.14100,1.14110,1.14095,1.14100,1826.0500000000002 +26.12.2018 16:45:00.000,1.14101,1.14110,1.14096,1.14098,1209.71 +26.12.2018 16:50:00.000,1.14100,1.14103,1.14071,1.14073,1183.69 +26.12.2018 16:55:00.000,1.14072,1.14085,1.14045,1.14060,2065.67 +26.12.2018 17:00:00.000,1.14060,1.14069,1.14044,1.14059,2246.11 +26.12.2018 17:05:00.000,1.14060,1.14071,1.14049,1.14052,2053.5299999999997 +26.12.2018 17:10:00.000,1.14051,1.14054,1.13953,1.13967,2695.93 +26.12.2018 17:15:00.000,1.13967,1.13967,1.13919,1.13943,2629.7400000000002 +26.12.2018 17:20:00.000,1.13942,1.13951,1.13900,1.13909,1939.9099999999999 +26.12.2018 17:25:00.000,1.13909,1.13918,1.13850,1.13875,2336.73 +26.12.2018 17:30:00.000,1.13875,1.13875,1.13710,1.13726,2487.6 +26.12.2018 17:35:00.000,1.13723,1.13749,1.13694,1.13723,1904.44 +26.12.2018 17:40:00.000,1.13722,1.13732,1.13681,1.13726,2548.49 +26.12.2018 17:45:00.000,1.13726,1.13726,1.13611,1.13625,2148.71 +26.12.2018 17:50:00.000,1.13623,1.13651,1.13607,1.13612,1632.12 +26.12.2018 17:55:00.000,1.13612,1.13619,1.13552,1.13556,1959.06 +26.12.2018 18:00:00.000,1.13556,1.13582,1.13548,1.13577,2543.1299999999997 +26.12.2018 18:05:00.000,1.13578,1.13610,1.13562,1.13571,2430.2899999999995 +26.12.2018 18:10:00.000,1.13570,1.13606,1.13556,1.13603,1886.5500000000002 +26.12.2018 18:15:00.000,1.13603,1.13632,1.13595,1.13627,1308.38 +26.12.2018 18:20:00.000,1.13628,1.13640,1.13627,1.13633,1579.32 +26.12.2018 18:25:00.000,1.13632,1.13657,1.13593,1.13598,2009.3600000000001 +26.12.2018 18:30:00.000,1.13599,1.13642,1.13570,1.13625,2586.35 +26.12.2018 18:35:00.000,1.13625,1.13644,1.13601,1.13627,1967.56 +26.12.2018 18:40:00.000,1.13627,1.13646,1.13609,1.13642,2182.56 +26.12.2018 18:45:00.000,1.13642,1.13655,1.13635,1.13655,2510.29 +26.12.2018 18:50:00.000,1.13655,1.13655,1.13579,1.13595,1438.0100000000002 +26.12.2018 18:55:00.000,1.13595,1.13618,1.13565,1.13603,2131.85 +26.12.2018 19:00:00.000,1.13602,1.13657,1.13602,1.13657,1950.82 +26.12.2018 19:05:00.000,1.13657,1.13665,1.13641,1.13644,1967.12 +26.12.2018 19:10:00.000,1.13643,1.13645,1.13600,1.13609,1618.35 +26.12.2018 19:15:00.000,1.13609,1.13620,1.13589,1.13614,1703.05 +26.12.2018 19:20:00.000,1.13614,1.13617,1.13599,1.13600,1714.3400000000001 +26.12.2018 19:25:00.000,1.13601,1.13609,1.13595,1.13605,1311.7800000000002 +26.12.2018 19:30:00.000,1.13605,1.13607,1.13557,1.13572,1664.09 +26.12.2018 19:35:00.000,1.13572,1.13580,1.13558,1.13573,1634.6000000000001 +26.12.2018 19:40:00.000,1.13573,1.13602,1.13568,1.13572,2086.95 +26.12.2018 19:45:00.000,1.13570,1.13576,1.13550,1.13555,1747.9499999999998 +26.12.2018 19:50:00.000,1.13555,1.13561,1.13493,1.13495,2027.61 +26.12.2018 19:55:00.000,1.13494,1.13542,1.13494,1.13526,2349.05 +26.12.2018 20:00:00.000,1.13527,1.13527,1.13462,1.13494,2128.86 +26.12.2018 20:05:00.000,1.13493,1.13509,1.13455,1.13467,1575.73 +26.12.2018 20:10:00.000,1.13466,1.13469,1.13428,1.13459,1964.02 +26.12.2018 20:15:00.000,1.13461,1.13489,1.13445,1.13479,1814.7599999999998 +26.12.2018 20:20:00.000,1.13479,1.13513,1.13476,1.13498,1705.41 +26.12.2018 20:25:00.000,1.13497,1.13524,1.13475,1.13489,1362.9899999999998 +26.12.2018 20:30:00.000,1.13488,1.13513,1.13483,1.13511,1018.9300000000001 +26.12.2018 20:35:00.000,1.13511,1.13537,1.13499,1.13531,1517.88 +26.12.2018 20:40:00.000,1.13531,1.13556,1.13511,1.13511,1158.21 +26.12.2018 20:45:00.000,1.13511,1.13547,1.13511,1.13536,1275.99 +26.12.2018 20:50:00.000,1.13536,1.13552,1.13530,1.13546,1251.8400000000001 +26.12.2018 20:55:00.000,1.13550,1.13584,1.13535,1.13535,1438.5800000000002 +26.12.2018 21:00:00.000,1.13536,1.13538,1.13485,1.13492,897.2300000000001 +26.12.2018 21:05:00.000,1.13493,1.13511,1.13484,1.13507,1043.98 +26.12.2018 21:10:00.000,1.13508,1.13535,1.13507,1.13530,674.56 +26.12.2018 21:15:00.000,1.13530,1.13543,1.13525,1.13525,510.96000000000004 +26.12.2018 21:20:00.000,1.13525,1.13548,1.13524,1.13548,638.97 +26.12.2018 21:25:00.000,1.13548,1.13549,1.13521,1.13521,641.21 +26.12.2018 21:30:00.000,1.13521,1.13527,1.13511,1.13524,443.85 +26.12.2018 21:35:00.000,1.13524,1.13536,1.13523,1.13524,541.3499999999999 +26.12.2018 21:40:00.000,1.13524,1.13525,1.13513,1.13519,232.14999999999998 +26.12.2018 21:45:00.000,1.13520,1.13528,1.13516,1.13518,629.01 +26.12.2018 21:50:00.000,1.13518,1.13522,1.13513,1.13518,659.12 +26.12.2018 21:55:00.000,1.13517,1.13544,1.13507,1.13507,1036.6999999999998 +26.12.2018 22:00:00.000,1.13507,1.13530,1.13504,1.13526,55.279999999999994 +26.12.2018 22:05:00.000,1.13525,1.13562,1.13520,1.13522,279.53999999999996 +26.12.2018 22:10:00.000,1.13519,1.13528,1.13516,1.13524,245.86 +26.12.2018 22:15:00.000,1.13525,1.13533,1.13523,1.13526,59.059999999999995 +26.12.2018 22:20:00.000,1.13525,1.13547,1.13524,1.13547,135.68 +26.12.2018 22:25:00.000,1.13547,1.13555,1.13528,1.13532,261.86 +26.12.2018 22:30:00.000,1.13532,1.13547,1.13530,1.13543,224.83 +26.12.2018 22:35:00.000,1.13542,1.13545,1.13541,1.13541,299.73 +26.12.2018 22:40:00.000,1.13541,1.13550,1.13540,1.13547,94.88000000000001 +26.12.2018 22:45:00.000,1.13547,1.13554,1.13545,1.13550,187.73000000000002 +26.12.2018 22:50:00.000,1.13550,1.13551,1.13547,1.13547,38.85999999999999 +26.12.2018 22:55:00.000,1.13548,1.13555,1.13547,1.13554,153.5 +26.12.2018 23:00:00.000,1.13554,1.13572,1.13545,1.13564,600.85 +26.12.2018 23:05:00.000,1.13568,1.13579,1.13555,1.13563,600.52 +26.12.2018 23:10:00.000,1.13565,1.13578,1.13555,1.13575,1366.23 +26.12.2018 23:15:00.000,1.13576,1.13581,1.13558,1.13572,1714.2200000000003 +26.12.2018 23:20:00.000,1.13571,1.13577,1.13569,1.13573,968.8 +26.12.2018 23:25:00.000,1.13576,1.13588,1.13572,1.13587,2094.07 +26.12.2018 23:30:00.000,1.13588,1.13588,1.13571,1.13586,826.91 +26.12.2018 23:35:00.000,1.13585,1.13598,1.13585,1.13595,1004.18 +26.12.2018 23:40:00.000,1.13595,1.13595,1.13578,1.13582,729.6800000000001 +26.12.2018 23:45:00.000,1.13581,1.13603,1.13573,1.13596,775.1700000000001 +26.12.2018 23:50:00.000,1.13596,1.13615,1.13596,1.13604,1074.03 +26.12.2018 23:55:00.000,1.13603,1.13608,1.13600,1.13601,1746.5 +27.12.2018 00:00:00.000,1.13602,1.13608,1.13580,1.13605,1892.28 +27.12.2018 00:05:00.000,1.13605,1.13622,1.13586,1.13620,2920.6499999999996 +27.12.2018 00:10:00.000,1.13618,1.13646,1.13610,1.13630,1054.2 +27.12.2018 00:15:00.000,1.13629,1.13662,1.13615,1.13652,1151.19 +27.12.2018 00:20:00.000,1.13652,1.13683,1.13623,1.13675,1605.5900000000001 +27.12.2018 00:25:00.000,1.13675,1.13675,1.13646,1.13666,1094.52 +27.12.2018 00:30:00.000,1.13666,1.13701,1.13652,1.13697,1788.48 +27.12.2018 00:35:00.000,1.13697,1.13722,1.13691,1.13691,2063.75 +27.12.2018 00:40:00.000,1.13691,1.13695,1.13670,1.13687,1715.87 +27.12.2018 00:45:00.000,1.13690,1.13691,1.13667,1.13690,1224.77 +27.12.2018 00:50:00.000,1.13689,1.13709,1.13679,1.13685,1421.15 +27.12.2018 00:55:00.000,1.13681,1.13711,1.13681,1.13697,1581.26 +27.12.2018 01:00:00.000,1.13697,1.13704,1.13675,1.13677,1984.6499999999999 +27.12.2018 01:05:00.000,1.13676,1.13695,1.13665,1.13666,2686.62 +27.12.2018 01:10:00.000,1.13666,1.13700,1.13658,1.13678,1585.23 +27.12.2018 01:15:00.000,1.13678,1.13685,1.13648,1.13648,1140.67 +27.12.2018 01:20:00.000,1.13648,1.13683,1.13648,1.13673,750.9200000000001 +27.12.2018 01:25:00.000,1.13673,1.13680,1.13664,1.13672,1171.19 +27.12.2018 01:30:00.000,1.13672,1.13711,1.13671,1.13711,1825.76 +27.12.2018 01:35:00.000,1.13712,1.13741,1.13711,1.13733,944.83 +27.12.2018 01:40:00.000,1.13733,1.13758,1.13722,1.13722,1460.81 +27.12.2018 01:45:00.000,1.13721,1.13768,1.13721,1.13767,1885.5700000000002 +27.12.2018 01:50:00.000,1.13767,1.13778,1.13747,1.13770,1905.4699999999998 +27.12.2018 01:55:00.000,1.13770,1.13775,1.13737,1.13737,1821.44 +27.12.2018 02:00:00.000,1.13735,1.13751,1.13731,1.13741,2412.8300000000004 +27.12.2018 02:05:00.000,1.13741,1.13759,1.13740,1.13740,1641 +27.12.2018 02:10:00.000,1.13741,1.13797,1.13736,1.13797,1471.71 +27.12.2018 02:15:00.000,1.13796,1.13846,1.13790,1.13844,1686.65 +27.12.2018 02:20:00.000,1.13847,1.13866,1.13828,1.13829,1732.63 +27.12.2018 02:25:00.000,1.13830,1.13837,1.13814,1.13817,1524.61 +27.12.2018 02:30:00.000,1.13816,1.13821,1.13811,1.13812,1433.45 +27.12.2018 02:35:00.000,1.13811,1.13815,1.13789,1.13790,1598.49 +27.12.2018 02:40:00.000,1.13790,1.13791,1.13768,1.13768,921.19 +27.12.2018 02:45:00.000,1.13768,1.13777,1.13759,1.13764,1243.4299999999998 +27.12.2018 02:50:00.000,1.13763,1.13783,1.13760,1.13775,1777.1 +27.12.2018 02:55:00.000,1.13775,1.13808,1.13763,1.13806,1569.3499999999997 +27.12.2018 03:00:00.000,1.13806,1.13812,1.13789,1.13789,1470.2900000000002 +27.12.2018 03:05:00.000,1.13790,1.13816,1.13778,1.13812,1903.6499999999999 +27.12.2018 03:10:00.000,1.13813,1.13816,1.13801,1.13801,1943.8600000000001 +27.12.2018 03:15:00.000,1.13800,1.13842,1.13799,1.13834,1332.5300000000002 +27.12.2018 03:20:00.000,1.13834,1.13842,1.13814,1.13815,1650.76 +27.12.2018 03:25:00.000,1.13815,1.13817,1.13799,1.13800,1652.68 +27.12.2018 03:30:00.000,1.13800,1.13811,1.13796,1.13802,1899.1799999999998 +27.12.2018 03:35:00.000,1.13802,1.13816,1.13799,1.13812,1772.69 +27.12.2018 03:40:00.000,1.13812,1.13840,1.13812,1.13833,1110.85 +27.12.2018 03:45:00.000,1.13832,1.13838,1.13829,1.13829,1010.6700000000001 +27.12.2018 03:50:00.000,1.13830,1.13832,1.13819,1.13821,1279.23 +27.12.2018 03:55:00.000,1.13822,1.13830,1.13809,1.13809,1165.23 +27.12.2018 04:00:00.000,1.13810,1.13837,1.13809,1.13828,1538.63 +27.12.2018 04:05:00.000,1.13828,1.13837,1.13824,1.13830,1366.16 +27.12.2018 04:10:00.000,1.13830,1.13837,1.13824,1.13836,871.3 +27.12.2018 04:15:00.000,1.13836,1.13851,1.13835,1.13850,1244.23 +27.12.2018 04:20:00.000,1.13849,1.13887,1.13849,1.13878,1641.8600000000001 +27.12.2018 04:25:00.000,1.13878,1.13891,1.13865,1.13888,1118.54 +27.12.2018 04:30:00.000,1.13887,1.13897,1.13867,1.13867,1474.4699999999998 +27.12.2018 04:35:00.000,1.13867,1.13880,1.13860,1.13876,1558.3899999999999 +27.12.2018 04:40:00.000,1.13876,1.13877,1.13855,1.13865,1171.06 +27.12.2018 04:45:00.000,1.13864,1.13866,1.13854,1.13860,1415.49 +27.12.2018 04:50:00.000,1.13859,1.13861,1.13844,1.13850,1441.07 +27.12.2018 04:55:00.000,1.13850,1.13856,1.13832,1.13845,1849.23 +27.12.2018 05:00:00.000,1.13845,1.13850,1.13820,1.13820,1301.17 +27.12.2018 05:05:00.000,1.13820,1.13821,1.13808,1.13811,1579.0900000000001 +27.12.2018 05:10:00.000,1.13811,1.13828,1.13804,1.13811,1564.5800000000002 +27.12.2018 05:15:00.000,1.13810,1.13815,1.13799,1.13802,1899.37 +27.12.2018 05:20:00.000,1.13802,1.13806,1.13776,1.13787,2159.25 +27.12.2018 05:25:00.000,1.13788,1.13795,1.13785,1.13790,1948.68 +27.12.2018 05:30:00.000,1.13791,1.13806,1.13775,1.13805,2097.65 +27.12.2018 05:35:00.000,1.13805,1.13807,1.13799,1.13803,1616.9799999999998 +27.12.2018 05:40:00.000,1.13801,1.13821,1.13795,1.13820,1718.0600000000002 +27.12.2018 05:45:00.000,1.13821,1.13834,1.13794,1.13816,2015.0099999999998 +27.12.2018 05:50:00.000,1.13816,1.13834,1.13791,1.13791,2055.95 +27.12.2018 05:55:00.000,1.13790,1.13837,1.13774,1.13828,3132.33 +27.12.2018 06:00:00.000,1.13828,1.13828,1.13794,1.13808,2852.04 +27.12.2018 06:05:00.000,1.13808,1.13810,1.13765,1.13768,2273.63 +27.12.2018 06:10:00.000,1.13769,1.13777,1.13748,1.13773,2272.86 +27.12.2018 06:15:00.000,1.13773,1.13834,1.13769,1.13824,1943.6000000000001 +27.12.2018 06:20:00.000,1.13823,1.13832,1.13802,1.13806,1058.83 +27.12.2018 06:25:00.000,1.13806,1.13833,1.13797,1.13829,1898.9899999999998 +27.12.2018 06:30:00.000,1.13829,1.13835,1.13819,1.13831,2280.8 +27.12.2018 06:35:00.000,1.13830,1.13842,1.13821,1.13837,830.85 +27.12.2018 06:40:00.000,1.13838,1.13880,1.13837,1.13871,1763.4800000000002 +27.12.2018 06:45:00.000,1.13871,1.13872,1.13860,1.13866,1136.05 +27.12.2018 06:50:00.000,1.13866,1.13880,1.13853,1.13879,1673.3000000000002 +27.12.2018 06:55:00.000,1.13879,1.13879,1.13829,1.13836,1351.6 +27.12.2018 07:00:00.000,1.13835,1.13891,1.13774,1.13780,3036.8 +27.12.2018 07:05:00.000,1.13780,1.13788,1.13716,1.13777,2389.7200000000003 +27.12.2018 07:10:00.000,1.13776,1.13810,1.13765,1.13801,2026.85 +27.12.2018 07:15:00.000,1.13801,1.13821,1.13779,1.13807,1884.77 +27.12.2018 07:20:00.000,1.13807,1.13839,1.13807,1.13824,1268.24 +27.12.2018 07:25:00.000,1.13824,1.13858,1.13823,1.13850,1654.27 +27.12.2018 07:30:00.000,1.13849,1.13849,1.13762,1.13785,2040.45 +27.12.2018 07:35:00.000,1.13785,1.13785,1.13733,1.13757,1953.4 +27.12.2018 07:40:00.000,1.13757,1.13771,1.13731,1.13750,2116.56 +27.12.2018 07:45:00.000,1.13750,1.13802,1.13747,1.13795,782.31 +27.12.2018 07:50:00.000,1.13796,1.13830,1.13793,1.13826,1432.5 +27.12.2018 07:55:00.000,1.13827,1.13837,1.13780,1.13790,1378.88 +27.12.2018 08:00:00.000,1.13789,1.13898,1.13785,1.13893,2390.8199999999997 +27.12.2018 08:05:00.000,1.13893,1.13895,1.13866,1.13879,2013.71 +27.12.2018 08:10:00.000,1.13880,1.13893,1.13831,1.13832,1654.6399999999999 +27.12.2018 08:15:00.000,1.13832,1.13876,1.13828,1.13856,1352.74 +27.12.2018 08:20:00.000,1.13857,1.13923,1.13842,1.13919,1842.4699999999998 +27.12.2018 08:25:00.000,1.13920,1.13931,1.13862,1.13874,1800.3799999999999 +27.12.2018 08:30:00.000,1.13874,1.13888,1.13831,1.13857,2218.7200000000003 +27.12.2018 08:35:00.000,1.13861,1.13917,1.13861,1.13914,1797.02 +27.12.2018 08:40:00.000,1.13913,1.13945,1.13891,1.13935,1528.1100000000001 +27.12.2018 08:45:00.000,1.13934,1.13960,1.13930,1.13941,1932.8600000000001 +27.12.2018 08:50:00.000,1.13940,1.13984,1.13908,1.13918,2463.96 +27.12.2018 08:55:00.000,1.13921,1.13981,1.13915,1.13930,2385.9799999999996 +27.12.2018 09:00:00.000,1.13931,1.13962,1.13915,1.13939,2134.99 +27.12.2018 09:05:00.000,1.13940,1.13950,1.13915,1.13929,1789.1200000000001 +27.12.2018 09:10:00.000,1.13931,1.13968,1.13919,1.13966,1319.4699999999998 +27.12.2018 09:15:00.000,1.13967,1.13982,1.13932,1.13953,1670.4 +27.12.2018 09:20:00.000,1.13953,1.13962,1.13936,1.13947,1279.8899999999999 +27.12.2018 09:25:00.000,1.13947,1.14001,1.13946,1.13975,1513.56 +27.12.2018 09:30:00.000,1.13975,1.13983,1.13939,1.13957,2122.83 +27.12.2018 09:35:00.000,1.13956,1.13957,1.13920,1.13942,1854.6599999999999 +27.12.2018 09:40:00.000,1.13940,1.13950,1.13910,1.13912,1648.29 +27.12.2018 09:45:00.000,1.13912,1.13924,1.13884,1.13916,1968.98 +27.12.2018 09:50:00.000,1.13916,1.13950,1.13909,1.13950,1975.32 +27.12.2018 09:55:00.000,1.13950,1.13987,1.13938,1.13941,3068.1099999999997 +27.12.2018 10:00:00.000,1.13944,1.14003,1.13940,1.13981,2276.8500000000004 +27.12.2018 10:05:00.000,1.13982,1.13996,1.13960,1.13960,1943.54 +27.12.2018 10:10:00.000,1.13960,1.13980,1.13945,1.13959,2183.9 +27.12.2018 10:15:00.000,1.13960,1.13962,1.13920,1.13933,2130.2 +27.12.2018 10:20:00.000,1.13932,1.13932,1.13899,1.13914,1538.9099999999999 +27.12.2018 10:25:00.000,1.13914,1.13954,1.13913,1.13922,1852.23 +27.12.2018 10:30:00.000,1.13922,1.13975,1.13922,1.13971,1850.3900000000003 +27.12.2018 10:35:00.000,1.13972,1.14038,1.13967,1.14025,2439.48 +27.12.2018 10:40:00.000,1.14026,1.14045,1.13986,1.14017,1734.15 +27.12.2018 10:45:00.000,1.14017,1.14052,1.14014,1.14038,1458.45 +27.12.2018 10:50:00.000,1.14038,1.14049,1.14023,1.14031,1652.76 +27.12.2018 10:55:00.000,1.14031,1.14046,1.14005,1.14028,1818.2000000000003 +27.12.2018 11:00:00.000,1.14028,1.14048,1.14011,1.14014,1553.2900000000002 +27.12.2018 11:05:00.000,1.14013,1.14015,1.13982,1.13987,1561.39 +27.12.2018 11:10:00.000,1.13988,1.14008,1.13987,1.13991,1740.5700000000002 +27.12.2018 11:15:00.000,1.13991,1.14027,1.13971,1.14013,1914.3500000000001 +27.12.2018 11:20:00.000,1.14014,1.14067,1.14013,1.14064,1797.48 +27.12.2018 11:25:00.000,1.14064,1.14076,1.14048,1.14048,1963.52 +27.12.2018 11:30:00.000,1.14049,1.14093,1.14038,1.14093,1370.76 +27.12.2018 11:35:00.000,1.14093,1.14094,1.14019,1.14022,2006.87 +27.12.2018 11:40:00.000,1.14023,1.14040,1.13919,1.13926,2340.4100000000003 +27.12.2018 11:45:00.000,1.13928,1.13946,1.13899,1.13909,2170.59 +27.12.2018 11:50:00.000,1.13910,1.13935,1.13899,1.13899,1957.6499999999999 +27.12.2018 11:55:00.000,1.13899,1.13899,1.13827,1.13889,3077.83 +27.12.2018 12:00:00.000,1.13888,1.13951,1.13883,1.13950,2346.2 +27.12.2018 12:05:00.000,1.13949,1.13956,1.13916,1.13920,1678.2799999999997 +27.12.2018 12:10:00.000,1.13920,1.13996,1.13920,1.13985,1575.47 +27.12.2018 12:15:00.000,1.13985,1.14010,1.13964,1.13986,1816.12 +27.12.2018 12:20:00.000,1.13986,1.13995,1.13954,1.13956,1606.22 +27.12.2018 12:25:00.000,1.13956,1.13974,1.13916,1.13929,2006.7799999999997 +27.12.2018 12:30:00.000,1.13930,1.13939,1.13879,1.13883,1806.5700000000002 +27.12.2018 12:35:00.000,1.13882,1.13917,1.13872,1.13880,1598.4 +27.12.2018 12:40:00.000,1.13881,1.13908,1.13875,1.13890,1996.36 +27.12.2018 12:45:00.000,1.13884,1.13914,1.13873,1.13909,2630.9400000000005 +27.12.2018 12:50:00.000,1.13910,1.13944,1.13829,1.13839,2444.4300000000003 +27.12.2018 12:55:00.000,1.13842,1.13842,1.13646,1.13678,3392.51 +27.12.2018 13:00:00.000,1.13678,1.13793,1.13672,1.13781,2167.77 +27.12.2018 13:05:00.000,1.13781,1.13808,1.13772,1.13806,1593.43 +27.12.2018 13:10:00.000,1.13806,1.13815,1.13704,1.13770,3039.4599999999996 +27.12.2018 13:15:00.000,1.13768,1.13822,1.13737,1.13739,2997.45 +27.12.2018 13:20:00.000,1.13738,1.13809,1.13715,1.13803,2157.58 +27.12.2018 13:25:00.000,1.13804,1.13851,1.13796,1.13836,1517 +27.12.2018 13:30:00.000,1.13837,1.13865,1.13792,1.13800,2359.17 +27.12.2018 13:35:00.000,1.13800,1.13865,1.13791,1.13842,2564.2200000000003 +27.12.2018 13:40:00.000,1.13841,1.13950,1.13825,1.13934,2412.4599999999996 +27.12.2018 13:45:00.000,1.13934,1.13977,1.13933,1.13960,2208.2 +27.12.2018 13:50:00.000,1.13961,1.14074,1.13956,1.14003,3286.36 +27.12.2018 13:55:00.000,1.14004,1.14068,1.13966,1.13975,2475.0099999999998 +27.12.2018 14:00:00.000,1.13975,1.13991,1.13931,1.13941,2135.65 +27.12.2018 14:05:00.000,1.13941,1.13992,1.13941,1.13968,2268.7799999999997 +27.12.2018 14:10:00.000,1.13967,1.13997,1.13952,1.13977,2371.64 +27.12.2018 14:15:00.000,1.13977,1.13984,1.13936,1.13966,2119 +27.12.2018 14:20:00.000,1.13966,1.13982,1.13950,1.13981,1722.9599999999998 +27.12.2018 14:25:00.000,1.13981,1.13981,1.13932,1.13933,1819.3400000000001 +27.12.2018 14:30:00.000,1.13932,1.14021,1.13921,1.13996,2372.5800000000004 +27.12.2018 14:35:00.000,1.13997,1.14011,1.13930,1.13961,2800.2000000000003 +27.12.2018 14:40:00.000,1.13961,1.14046,1.13961,1.14045,2860.0299999999997 +27.12.2018 14:45:00.000,1.14044,1.14057,1.13980,1.14026,3200.1400000000003 +27.12.2018 14:50:00.000,1.14026,1.14110,1.14004,1.14074,2952.73 +27.12.2018 14:55:00.000,1.14074,1.14362,1.14074,1.14346,3648.48 +27.12.2018 15:00:00.000,1.14346,1.14350,1.14235,1.14260,3915.99 +27.12.2018 15:05:00.000,1.14260,1.14270,1.14229,1.14256,3372.2500000000005 +27.12.2018 15:10:00.000,1.14257,1.14266,1.14183,1.14194,3182 +27.12.2018 15:15:00.000,1.14193,1.14243,1.14155,1.14222,3302.9300000000007 +27.12.2018 15:20:00.000,1.14222,1.14296,1.14212,1.14243,2600.1400000000003 +27.12.2018 15:25:00.000,1.14243,1.14344,1.14238,1.14244,3280.66 +27.12.2018 15:30:00.000,1.14243,1.14290,1.14209,1.14266,3379 +27.12.2018 15:35:00.000,1.14267,1.14275,1.14187,1.14203,3323.3300000000004 +27.12.2018 15:40:00.000,1.14203,1.14206,1.14142,1.14175,3461.27 +27.12.2018 15:45:00.000,1.14175,1.14184,1.14119,1.14144,3275.4599999999996 +27.12.2018 15:50:00.000,1.14144,1.14174,1.14111,1.14144,3809.89 +27.12.2018 15:55:00.000,1.14143,1.14143,1.13979,1.14002,3636.17 +27.12.2018 16:00:00.000,1.14002,1.14094,1.13996,1.14074,3068.7299999999996 +27.12.2018 16:05:00.000,1.14076,1.14157,1.14074,1.14145,3770.35 +27.12.2018 16:10:00.000,1.14145,1.14180,1.14125,1.14125,3430.01 +27.12.2018 16:15:00.000,1.14126,1.14161,1.14106,1.14134,3243.56 +27.12.2018 16:20:00.000,1.14133,1.14149,1.14088,1.14091,2639.0600000000004 +27.12.2018 16:25:00.000,1.14092,1.14129,1.14049,1.14087,2907.33 +27.12.2018 16:30:00.000,1.14088,1.14158,1.14088,1.14102,3033.16 +27.12.2018 16:35:00.000,1.14102,1.14119,1.14081,1.14098,1770.53 +27.12.2018 16:40:00.000,1.14097,1.14107,1.14046,1.14057,1854.67 +27.12.2018 16:45:00.000,1.14058,1.14118,1.14040,1.14104,2610.21 +27.12.2018 16:50:00.000,1.14103,1.14147,1.14057,1.14072,2797.2200000000003 +27.12.2018 16:55:00.000,1.14072,1.14138,1.14071,1.14118,2873.47 +27.12.2018 17:00:00.000,1.14117,1.14178,1.14107,1.14174,3387.91 +27.12.2018 17:05:00.000,1.14174,1.14241,1.14174,1.14227,3447.66 +27.12.2018 17:10:00.000,1.14229,1.14250,1.14198,1.14233,2777.13 +27.12.2018 17:15:00.000,1.14232,1.14235,1.14195,1.14219,2435.14 +27.12.2018 17:20:00.000,1.14220,1.14271,1.14209,1.14227,2280.77 +27.12.2018 17:25:00.000,1.14228,1.14317,1.14197,1.14312,2821.91 +27.12.2018 17:30:00.000,1.14311,1.14407,1.14311,1.14405,3030.62 +27.12.2018 17:35:00.000,1.14406,1.14476,1.14385,1.14415,3015.35 +27.12.2018 17:40:00.000,1.14417,1.14494,1.14416,1.14470,2627.38 +27.12.2018 17:45:00.000,1.14469,1.14481,1.14448,1.14457,2725.92 +27.12.2018 17:50:00.000,1.14457,1.14459,1.14380,1.14394,3163.3500000000004 +27.12.2018 17:55:00.000,1.14394,1.14410,1.14344,1.14358,3361.2200000000003 +27.12.2018 18:00:00.000,1.14358,1.14428,1.14346,1.14366,2763.0800000000004 +27.12.2018 18:05:00.000,1.14367,1.14371,1.14343,1.14348,2481.49 +27.12.2018 18:10:00.000,1.14347,1.14350,1.14290,1.14338,2824.94 +27.12.2018 18:15:00.000,1.14338,1.14373,1.14303,1.14368,2952.8999999999996 +27.12.2018 18:20:00.000,1.14369,1.14439,1.14368,1.14433,2982.2 +27.12.2018 18:25:00.000,1.14434,1.14478,1.14416,1.14417,3095.0600000000004 +27.12.2018 18:30:00.000,1.14417,1.14440,1.14406,1.14427,2337.89 +27.12.2018 18:35:00.000,1.14428,1.14454,1.14421,1.14425,1924.3 +27.12.2018 18:40:00.000,1.14426,1.14464,1.14423,1.14433,1962.79 +27.12.2018 18:45:00.000,1.14432,1.14468,1.14426,1.14467,2310.1600000000003 +27.12.2018 18:50:00.000,1.14468,1.14540,1.14459,1.14533,2952.9399999999996 +27.12.2018 18:55:00.000,1.14534,1.14540,1.14458,1.14477,3021.53 +27.12.2018 19:00:00.000,1.14478,1.14480,1.14446,1.14472,3313.52 +27.12.2018 19:05:00.000,1.14472,1.14489,1.14447,1.14476,2634.1500000000005 +27.12.2018 19:10:00.000,1.14476,1.14536,1.14474,1.14484,3310.16 +27.12.2018 19:15:00.000,1.14484,1.14499,1.14457,1.14480,2884.5800000000004 +27.12.2018 19:20:00.000,1.14481,1.14523,1.14469,1.14474,2755.8599999999997 +27.12.2018 19:25:00.000,1.14474,1.14486,1.14463,1.14473,2962.7 +27.12.2018 19:30:00.000,1.14473,1.14495,1.14469,1.14487,1709.2800000000002 +27.12.2018 19:35:00.000,1.14487,1.14504,1.14476,1.14490,2196.77 +27.12.2018 19:40:00.000,1.14491,1.14502,1.14464,1.14468,1897.87 +27.12.2018 19:45:00.000,1.14470,1.14470,1.14448,1.14454,2654.94 +27.12.2018 19:50:00.000,1.14454,1.14493,1.14434,1.14453,2365.13 +27.12.2018 19:55:00.000,1.14452,1.14524,1.14428,1.14484,3141.17 +27.12.2018 20:00:00.000,1.14490,1.14500,1.14438,1.14475,3635.2100000000005 +27.12.2018 20:05:00.000,1.14475,1.14485,1.14453,1.14458,3071.2 +27.12.2018 20:10:00.000,1.14460,1.14464,1.14400,1.14402,2980.84 +27.12.2018 20:15:00.000,1.14402,1.14435,1.14399,1.14434,2803.91 +27.12.2018 20:20:00.000,1.14435,1.14435,1.14371,1.14384,3648.51 +27.12.2018 20:25:00.000,1.14383,1.14396,1.14364,1.14375,2725.8900000000003 +27.12.2018 20:30:00.000,1.14374,1.14389,1.14358,1.14383,2611.11 +27.12.2018 20:35:00.000,1.14382,1.14384,1.14343,1.14365,2141.7400000000002 +27.12.2018 20:40:00.000,1.14364,1.14379,1.14301,1.14303,2351.04 +27.12.2018 20:45:00.000,1.14304,1.14347,1.14270,1.14344,3073.31 +27.12.2018 20:50:00.000,1.14344,1.14410,1.14344,1.14406,1831.72 +27.12.2018 20:55:00.000,1.14405,1.14407,1.14357,1.14396,1809.9499999999998 +27.12.2018 21:00:00.000,1.14397,1.14409,1.14360,1.14402,458.09 +27.12.2018 21:05:00.000,1.14402,1.14402,1.14381,1.14394,503.55999999999995 +27.12.2018 21:10:00.000,1.14394,1.14404,1.14350,1.14351,843.72 +27.12.2018 21:15:00.000,1.14351,1.14369,1.14350,1.14367,437.41 +27.12.2018 21:20:00.000,1.14368,1.14384,1.14367,1.14383,417.25 +27.12.2018 21:25:00.000,1.14382,1.14386,1.14380,1.14382,549.29 +27.12.2018 21:30:00.000,1.14381,1.14385,1.14360,1.14366,717.63 +27.12.2018 21:35:00.000,1.14366,1.14369,1.14357,1.14359,618.73 +27.12.2018 21:40:00.000,1.14360,1.14361,1.14352,1.14353,489.16 +27.12.2018 21:45:00.000,1.14351,1.14355,1.14315,1.14315,729.5699999999999 +27.12.2018 21:50:00.000,1.14316,1.14324,1.14316,1.14321,848.99 +27.12.2018 21:55:00.000,1.14321,1.14324,1.14285,1.14285,1055.8899999999999 +27.12.2018 22:00:00.000,1.14285,1.14303,1.14247,1.14283,35.370000000000005 +27.12.2018 22:05:00.000,1.14283,1.14310,1.14278,1.14285,325.19 +27.12.2018 22:10:00.000,1.14295,1.14320,1.14263,1.14314,368.19000000000005 +27.12.2018 22:15:00.000,1.14315,1.14321,1.14293,1.14293,359.51000000000005 +27.12.2018 22:20:00.000,1.14292,1.14294,1.14270,1.14290,339.69 +27.12.2018 22:25:00.000,1.14289,1.14292,1.14288,1.14290,200.45 +27.12.2018 22:30:00.000,1.14289,1.14291,1.14283,1.14283,151.9 +27.12.2018 22:35:00.000,1.14284,1.14288,1.14280,1.14287,122.89 +27.12.2018 22:40:00.000,1.14287,1.14295,1.14279,1.14283,118.8 +27.12.2018 22:45:00.000,1.14284,1.14286,1.14282,1.14283,84.19 +27.12.2018 22:50:00.000,1.14283,1.14287,1.14283,1.14287,54.81999999999999 +27.12.2018 22:55:00.000,1.14287,1.14295,1.14283,1.14293,196.47 +27.12.2018 23:00:00.000,1.14294,1.14312,1.14283,1.14309,763.2800000000001 +27.12.2018 23:05:00.000,1.14308,1.14323,1.14305,1.14310,320.28000000000003 +27.12.2018 23:10:00.000,1.14309,1.14314,1.14302,1.14305,754.73 +27.12.2018 23:15:00.000,1.14309,1.14320,1.14308,1.14319,426.63 +27.12.2018 23:20:00.000,1.14317,1.14320,1.14314,1.14315,649.0799999999999 +27.12.2018 23:25:00.000,1.14315,1.14322,1.14313,1.14320,240.5 +27.12.2018 23:30:00.000,1.14320,1.14324,1.14319,1.14322,254.82000000000002 +27.12.2018 23:35:00.000,1.14321,1.14325,1.14320,1.14322,397.72999999999996 +27.12.2018 23:40:00.000,1.14322,1.14343,1.14322,1.14326,695.1100000000001 +27.12.2018 23:45:00.000,1.14327,1.14328,1.14311,1.14320,636.51 +27.12.2018 23:50:00.000,1.14320,1.14324,1.14306,1.14318,547.39 +27.12.2018 23:55:00.000,1.14318,1.14318,1.14297,1.14304,522.43 +28.12.2018 00:00:00.000,1.14306,1.14374,1.14299,1.14356,1832.89 +28.12.2018 00:05:00.000,1.14357,1.14370,1.14334,1.14353,2194.91 +28.12.2018 00:10:00.000,1.14352,1.14364,1.14341,1.14352,1487.92 +28.12.2018 00:15:00.000,1.14352,1.14382,1.14350,1.14378,1170.03 +28.12.2018 00:20:00.000,1.14379,1.14382,1.14360,1.14377,1376.3 +28.12.2018 00:25:00.000,1.14378,1.14420,1.14370,1.14414,1711.2600000000002 +28.12.2018 00:30:00.000,1.14414,1.14418,1.14401,1.14403,1412.0300000000002 +28.12.2018 00:35:00.000,1.14402,1.14417,1.14399,1.14403,1602.84 +28.12.2018 00:40:00.000,1.14403,1.14411,1.14401,1.14403,1225.04 +28.12.2018 00:45:00.000,1.14403,1.14412,1.14400,1.14410,837.3399999999999 +28.12.2018 00:50:00.000,1.14410,1.14462,1.14405,1.14453,923.21 +28.12.2018 00:55:00.000,1.14451,1.14475,1.14445,1.14455,1674.81 +28.12.2018 01:00:00.000,1.14455,1.14461,1.14422,1.14436,2609.4600000000005 +28.12.2018 01:05:00.000,1.14437,1.14452,1.14426,1.14441,1662.29 +28.12.2018 01:10:00.000,1.14442,1.14453,1.14427,1.14442,1412.1 +28.12.2018 01:15:00.000,1.14441,1.14462,1.14420,1.14431,1897.54 +28.12.2018 01:20:00.000,1.14431,1.14436,1.14415,1.14416,1495.5900000000001 +28.12.2018 01:25:00.000,1.14417,1.14427,1.14414,1.14416,1669.69 +28.12.2018 01:30:00.000,1.14415,1.14436,1.14413,1.14432,2039.01 +28.12.2018 01:35:00.000,1.14432,1.14437,1.14425,1.14431,1004.4399999999999 +28.12.2018 01:40:00.000,1.14433,1.14447,1.14425,1.14441,1094.0900000000001 +28.12.2018 01:45:00.000,1.14442,1.14465,1.14438,1.14463,1016.8999999999999 +28.12.2018 01:50:00.000,1.14463,1.14487,1.14459,1.14485,1543 +28.12.2018 01:55:00.000,1.14485,1.14487,1.14470,1.14480,1563.86 +28.12.2018 02:00:00.000,1.14480,1.14486,1.14475,1.14476,1387.48 +28.12.2018 02:05:00.000,1.14478,1.14491,1.14468,1.14486,932.45 +28.12.2018 02:10:00.000,1.14486,1.14539,1.14484,1.14529,1558.34 +28.12.2018 02:15:00.000,1.14528,1.14556,1.14505,1.14511,1606.55 +28.12.2018 02:20:00.000,1.14511,1.14531,1.14498,1.14522,1695.91 +28.12.2018 02:25:00.000,1.14522,1.14529,1.14505,1.14511,1137.54 +28.12.2018 02:30:00.000,1.14511,1.14511,1.14489,1.14493,1678.55 +28.12.2018 02:35:00.000,1.14493,1.14532,1.14492,1.14531,892.4799999999999 +28.12.2018 02:40:00.000,1.14534,1.14597,1.14521,1.14596,1200.6499999999999 +28.12.2018 02:45:00.000,1.14594,1.14599,1.14572,1.14596,1121.9899999999998 +28.12.2018 02:50:00.000,1.14596,1.14612,1.14595,1.14611,1039.71 +28.12.2018 02:55:00.000,1.14611,1.14627,1.14611,1.14615,589.56 +28.12.2018 03:00:00.000,1.14614,1.14615,1.14569,1.14601,1532.3799999999999 +28.12.2018 03:05:00.000,1.14600,1.14601,1.14565,1.14586,959.28 +28.12.2018 03:10:00.000,1.14585,1.14657,1.14585,1.14655,1037 +28.12.2018 03:15:00.000,1.14654,1.14657,1.14643,1.14653,790.72 +28.12.2018 03:20:00.000,1.14653,1.14669,1.14619,1.14620,926.78 +28.12.2018 03:25:00.000,1.14621,1.14622,1.14588,1.14590,803.74 +28.12.2018 03:30:00.000,1.14590,1.14596,1.14578,1.14581,528.39 +28.12.2018 03:35:00.000,1.14581,1.14587,1.14578,1.14584,571.27 +28.12.2018 03:40:00.000,1.14584,1.14596,1.14582,1.14592,812.03 +28.12.2018 03:45:00.000,1.14592,1.14612,1.14584,1.14600,1357.44 +28.12.2018 03:50:00.000,1.14599,1.14619,1.14596,1.14598,829.17 +28.12.2018 03:55:00.000,1.14601,1.14603,1.14556,1.14556,1417.85 +28.12.2018 04:00:00.000,1.14556,1.14571,1.14539,1.14541,1129.85 +28.12.2018 04:05:00.000,1.14540,1.14581,1.14540,1.14572,903.2 +28.12.2018 04:10:00.000,1.14571,1.14587,1.14568,1.14584,506.00000000000006 +28.12.2018 04:15:00.000,1.14585,1.14587,1.14547,1.14552,675.24 +28.12.2018 04:20:00.000,1.14552,1.14565,1.14544,1.14564,702.3 +28.12.2018 04:25:00.000,1.14564,1.14599,1.14556,1.14594,788.93 +28.12.2018 04:30:00.000,1.14594,1.14594,1.14566,1.14572,800.04 +28.12.2018 04:35:00.000,1.14573,1.14583,1.14572,1.14572,606.96 +28.12.2018 04:40:00.000,1.14572,1.14583,1.14571,1.14577,723.05 +28.12.2018 04:45:00.000,1.14578,1.14588,1.14576,1.14584,623.9300000000001 +28.12.2018 04:50:00.000,1.14584,1.14589,1.14569,1.14570,726.14 +28.12.2018 04:55:00.000,1.14572,1.14577,1.14503,1.14512,1449.8400000000001 +28.12.2018 05:00:00.000,1.14514,1.14540,1.14511,1.14527,925.29 +28.12.2018 05:05:00.000,1.14527,1.14557,1.14526,1.14550,780.04 +28.12.2018 05:10:00.000,1.14550,1.14551,1.14531,1.14536,780.9200000000001 +28.12.2018 05:15:00.000,1.14537,1.14543,1.14524,1.14524,682.9599999999999 +28.12.2018 05:20:00.000,1.14524,1.14539,1.14523,1.14529,946.1700000000001 +28.12.2018 05:25:00.000,1.14531,1.14540,1.14524,1.14533,666.61 +28.12.2018 05:30:00.000,1.14533,1.14542,1.14529,1.14532,1018.93 +28.12.2018 05:35:00.000,1.14532,1.14556,1.14530,1.14553,1690.78 +28.12.2018 05:40:00.000,1.14552,1.14570,1.14539,1.14564,1213.81 +28.12.2018 05:45:00.000,1.14569,1.14585,1.14560,1.14576,1429.7600000000002 +28.12.2018 05:50:00.000,1.14577,1.14588,1.14563,1.14573,1333.45 +28.12.2018 05:55:00.000,1.14574,1.14581,1.14539,1.14544,1627.83 +28.12.2018 06:00:00.000,1.14545,1.14571,1.14535,1.14551,707.1999999999999 +28.12.2018 06:05:00.000,1.14555,1.14559,1.14539,1.14558,1168.48 +28.12.2018 06:10:00.000,1.14559,1.14567,1.14538,1.14559,688.51 +28.12.2018 06:15:00.000,1.14559,1.14569,1.14533,1.14548,936.29 +28.12.2018 06:20:00.000,1.14549,1.14572,1.14534,1.14569,1137.86 +28.12.2018 06:25:00.000,1.14569,1.14583,1.14560,1.14579,832.52 +28.12.2018 06:30:00.000,1.14580,1.14604,1.14566,1.14576,1108.25 +28.12.2018 06:35:00.000,1.14576,1.14585,1.14569,1.14577,1068.18 +28.12.2018 06:40:00.000,1.14577,1.14582,1.14563,1.14568,1319.57 +28.12.2018 06:45:00.000,1.14569,1.14594,1.14564,1.14594,1254.2 +28.12.2018 06:50:00.000,1.14594,1.14636,1.14594,1.14624,1426.62 +28.12.2018 06:55:00.000,1.14624,1.14628,1.14580,1.14595,1150.22 +28.12.2018 07:00:00.000,1.14596,1.14613,1.14563,1.14584,1787.11 +28.12.2018 07:05:00.000,1.14584,1.14619,1.14565,1.14584,1537.68 +28.12.2018 07:10:00.000,1.14584,1.14601,1.14575,1.14596,1363.6200000000001 +28.12.2018 07:15:00.000,1.14597,1.14618,1.14579,1.14595,1134.78 +28.12.2018 07:20:00.000,1.14595,1.14601,1.14527,1.14529,1734.3799999999999 +28.12.2018 07:25:00.000,1.14529,1.14551,1.14489,1.14548,2316.28 +28.12.2018 07:30:00.000,1.14547,1.14549,1.14483,1.14493,1628.3799999999999 +28.12.2018 07:35:00.000,1.14493,1.14509,1.14483,1.14501,1381.9499999999998 +28.12.2018 07:40:00.000,1.14500,1.14550,1.14494,1.14549,1042.7 +28.12.2018 07:45:00.000,1.14549,1.14556,1.14539,1.14546,1114.47 +28.12.2018 07:50:00.000,1.14547,1.14568,1.14528,1.14547,1310.4299999999998 +28.12.2018 07:55:00.000,1.14548,1.14595,1.14547,1.14550,1987.7599999999998 +28.12.2018 08:00:00.000,1.14549,1.14647,1.14545,1.14624,1771.25 +28.12.2018 08:05:00.000,1.14625,1.14672,1.14608,1.14655,2301.09 +28.12.2018 08:10:00.000,1.14657,1.14661,1.14606,1.14607,1584.11 +28.12.2018 08:15:00.000,1.14607,1.14608,1.14549,1.14596,2042.36 +28.12.2018 08:20:00.000,1.14597,1.14597,1.14552,1.14569,1565.21 +28.12.2018 08:25:00.000,1.14568,1.14571,1.14510,1.14540,1771.8000000000002 +28.12.2018 08:30:00.000,1.14541,1.14569,1.14524,1.14547,1497.5300000000002 +28.12.2018 08:35:00.000,1.14548,1.14568,1.14534,1.14562,937.02 +28.12.2018 08:40:00.000,1.14563,1.14583,1.14550,1.14576,1336.39 +28.12.2018 08:45:00.000,1.14578,1.14578,1.14553,1.14557,1582.55 +28.12.2018 08:50:00.000,1.14558,1.14585,1.14520,1.14522,1904.71 +28.12.2018 08:55:00.000,1.14524,1.14575,1.14523,1.14571,1721.1599999999999 +28.12.2018 09:00:00.000,1.14572,1.14587,1.14354,1.14358,2785.46 +28.12.2018 09:05:00.000,1.14358,1.14418,1.14307,1.14415,3083.81 +28.12.2018 09:10:00.000,1.14413,1.14419,1.14366,1.14380,2343 +28.12.2018 09:15:00.000,1.14379,1.14403,1.14355,1.14383,2099.67 +28.12.2018 09:20:00.000,1.14382,1.14465,1.14378,1.14427,2076.02 +28.12.2018 09:25:00.000,1.14427,1.14520,1.14423,1.14513,1727.3899999999999 +28.12.2018 09:30:00.000,1.14515,1.14520,1.14471,1.14491,2324.31 +28.12.2018 09:35:00.000,1.14492,1.14519,1.14462,1.14487,1922.5600000000002 +28.12.2018 09:40:00.000,1.14486,1.14496,1.14448,1.14450,1708.1599999999999 +28.12.2018 09:45:00.000,1.14450,1.14469,1.14420,1.14469,1410.55 +28.12.2018 09:50:00.000,1.14469,1.14476,1.14394,1.14407,1879.0699999999997 +28.12.2018 09:55:00.000,1.14406,1.14442,1.14398,1.14427,2264.5699999999997 +28.12.2018 10:00:00.000,1.14427,1.14450,1.14386,1.14391,1759.7599999999998 +28.12.2018 10:05:00.000,1.14390,1.14434,1.14380,1.14410,1449.16 +28.12.2018 10:10:00.000,1.14411,1.14460,1.14401,1.14444,2317.98 +28.12.2018 10:15:00.000,1.14444,1.14519,1.14439,1.14482,1892.8500000000001 +28.12.2018 10:20:00.000,1.14482,1.14543,1.14476,1.14527,1920.79 +28.12.2018 10:25:00.000,1.14527,1.14574,1.14512,1.14557,1614.77 +28.12.2018 10:30:00.000,1.14559,1.14612,1.14556,1.14605,1916.23 +28.12.2018 10:35:00.000,1.14606,1.14646,1.14601,1.14636,2180.99 +28.12.2018 10:40:00.000,1.14636,1.14661,1.14610,1.14652,1709.96 +28.12.2018 10:45:00.000,1.14653,1.14704,1.14651,1.14680,2293.38 +28.12.2018 10:50:00.000,1.14682,1.14692,1.14651,1.14655,2098.7 +28.12.2018 10:55:00.000,1.14654,1.14690,1.14636,1.14649,1640.98 +28.12.2018 11:00:00.000,1.14648,1.14699,1.14648,1.14695,1583.5299999999997 +28.12.2018 11:05:00.000,1.14695,1.14727,1.14665,1.14717,2008.06 +28.12.2018 11:10:00.000,1.14716,1.14726,1.14674,1.14703,1385.82 +28.12.2018 11:15:00.000,1.14703,1.14723,1.14691,1.14709,1726.74 +28.12.2018 11:20:00.000,1.14709,1.14717,1.14672,1.14683,1718.7199999999998 +28.12.2018 11:25:00.000,1.14681,1.14685,1.14630,1.14635,2190.55 +28.12.2018 11:30:00.000,1.14635,1.14655,1.14604,1.14651,1946.69 +28.12.2018 11:35:00.000,1.14650,1.14665,1.14636,1.14656,1704.76 +28.12.2018 11:40:00.000,1.14656,1.14709,1.14656,1.14705,1671.05 +28.12.2018 11:45:00.000,1.14705,1.14722,1.14676,1.14687,1695.28 +28.12.2018 11:50:00.000,1.14687,1.14691,1.14626,1.14658,2125.79 +28.12.2018 11:55:00.000,1.14657,1.14667,1.14646,1.14659,1407.7999999999997 +28.12.2018 12:00:00.000,1.14659,1.14662,1.14630,1.14638,1440.9199999999998 +28.12.2018 12:05:00.000,1.14640,1.14651,1.14607,1.14641,1503.39 +28.12.2018 12:10:00.000,1.14641,1.14660,1.14626,1.14651,1548.49 +28.12.2018 12:15:00.000,1.14651,1.14694,1.14644,1.14656,1546.26 +28.12.2018 12:20:00.000,1.14656,1.14701,1.14637,1.14678,1406.1399999999999 +28.12.2018 12:25:00.000,1.14677,1.14697,1.14669,1.14672,1520.63 +28.12.2018 12:30:00.000,1.14672,1.14678,1.14639,1.14639,1237.2799999999997 +28.12.2018 12:35:00.000,1.14639,1.14650,1.14597,1.14648,1363.4699999999998 +28.12.2018 12:40:00.000,1.14649,1.14671,1.14610,1.14669,1358.41 +28.12.2018 12:45:00.000,1.14669,1.14684,1.14606,1.14617,1916.6399999999999 +28.12.2018 12:50:00.000,1.14616,1.14655,1.14599,1.14619,1729.09 +28.12.2018 12:55:00.000,1.14618,1.14618,1.14473,1.14512,3338.05 +28.12.2018 13:00:00.000,1.14512,1.14556,1.14493,1.14547,2607.42 +28.12.2018 13:05:00.000,1.14547,1.14572,1.14533,1.14546,1709.25 +28.12.2018 13:10:00.000,1.14547,1.14606,1.14514,1.14515,1632.37 +28.12.2018 13:15:00.000,1.14513,1.14542,1.14480,1.14502,1937.29 +28.12.2018 13:20:00.000,1.14502,1.14532,1.14489,1.14494,2154.9900000000002 +28.12.2018 13:25:00.000,1.14493,1.14506,1.14397,1.14404,2758.22 +28.12.2018 13:30:00.000,1.14404,1.14430,1.14392,1.14423,3263.2899999999995 +28.12.2018 13:35:00.000,1.14423,1.14436,1.14397,1.14405,2515.5 +28.12.2018 13:40:00.000,1.14405,1.14450,1.14401,1.14436,2143.55 +28.12.2018 13:45:00.000,1.14436,1.14460,1.14422,1.14449,2280.05 +28.12.2018 13:50:00.000,1.14450,1.14536,1.14448,1.14504,2466.91 +28.12.2018 13:55:00.000,1.14504,1.14610,1.14504,1.14609,2832.5600000000004 +28.12.2018 14:00:00.000,1.14609,1.14690,1.14602,1.14640,3507.7599999999998 +28.12.2018 14:05:00.000,1.14640,1.14645,1.14603,1.14622,1580.28 +28.12.2018 14:10:00.000,1.14621,1.14642,1.14574,1.14583,1929.76 +28.12.2018 14:15:00.000,1.14584,1.14635,1.14582,1.14621,2362.78 +28.12.2018 14:20:00.000,1.14622,1.14643,1.14612,1.14626,1966.01 +28.12.2018 14:25:00.000,1.14628,1.14660,1.14602,1.14646,2249.92 +28.12.2018 14:30:00.000,1.14647,1.14659,1.14619,1.14644,3049.01 +28.12.2018 14:35:00.000,1.14645,1.14658,1.14586,1.14586,2580.6000000000004 +28.12.2018 14:40:00.000,1.14586,1.14590,1.14486,1.14510,2119.5299999999997 +28.12.2018 14:45:00.000,1.14507,1.14539,1.14438,1.14532,2133.24 +28.12.2018 14:50:00.000,1.14532,1.14605,1.14527,1.14598,3514.45 +28.12.2018 14:55:00.000,1.14598,1.14599,1.14499,1.14540,3284.4 +28.12.2018 15:00:00.000,1.14541,1.14568,1.14493,1.14513,2879.56 +28.12.2018 15:05:00.000,1.14513,1.14532,1.14449,1.14460,3045.92 +28.12.2018 15:10:00.000,1.14460,1.14501,1.14452,1.14490,2708.0299999999997 +28.12.2018 15:15:00.000,1.14491,1.14497,1.14392,1.14393,3374.08 +28.12.2018 15:20:00.000,1.14393,1.14432,1.14365,1.14418,2876.29 +28.12.2018 15:25:00.000,1.14418,1.14454,1.14418,1.14453,3338.6 +28.12.2018 15:30:00.000,1.14452,1.14468,1.14409,1.14463,3083.4600000000005 +28.12.2018 15:35:00.000,1.14463,1.14522,1.14449,1.14507,2955.1299999999997 +28.12.2018 15:40:00.000,1.14507,1.14516,1.14394,1.14402,2346.4300000000003 +28.12.2018 15:45:00.000,1.14402,1.14549,1.14379,1.14454,3349.09 +28.12.2018 15:50:00.000,1.14459,1.14465,1.14363,1.14397,3620.92 +28.12.2018 15:55:00.000,1.14396,1.14405,1.14330,1.14366,3025.5000000000005 +28.12.2018 16:00:00.000,1.14371,1.14436,1.14302,1.14433,3535.77 +28.12.2018 16:05:00.000,1.14433,1.14461,1.14408,1.14448,2230.06 +28.12.2018 16:10:00.000,1.14447,1.14449,1.14404,1.14423,2918.03 +28.12.2018 16:15:00.000,1.14423,1.14445,1.14401,1.14416,2940.26 +28.12.2018 16:20:00.000,1.14416,1.14471,1.14408,1.14468,2883 +28.12.2018 16:25:00.000,1.14468,1.14483,1.14447,1.14460,1980.17 +28.12.2018 16:30:00.000,1.14459,1.14485,1.14424,1.14436,2331.64 +28.12.2018 16:35:00.000,1.14436,1.14461,1.14412,1.14454,3063.13 +28.12.2018 16:40:00.000,1.14455,1.14459,1.14429,1.14431,1907.5100000000002 +28.12.2018 16:45:00.000,1.14430,1.14485,1.14425,1.14475,2112.71 +28.12.2018 16:50:00.000,1.14474,1.14479,1.14463,1.14464,2176.18 +28.12.2018 16:55:00.000,1.14465,1.14478,1.14428,1.14434,1807.48 +28.12.2018 17:00:00.000,1.14436,1.14485,1.14436,1.14466,2628.6400000000003 +28.12.2018 17:05:00.000,1.14465,1.14485,1.14447,1.14449,2343.51 +28.12.2018 17:10:00.000,1.14450,1.14457,1.14438,1.14444,2161.94 +28.12.2018 17:15:00.000,1.14443,1.14444,1.14399,1.14413,1979.51 +28.12.2018 17:20:00.000,1.14413,1.14422,1.14383,1.14393,1995.48 +28.12.2018 17:25:00.000,1.14395,1.14422,1.14395,1.14419,1671.79 +28.12.2018 17:30:00.000,1.14419,1.14422,1.14382,1.14382,1818.92 +28.12.2018 17:35:00.000,1.14387,1.14396,1.14312,1.14324,2008.1100000000001 +28.12.2018 17:40:00.000,1.14325,1.14347,1.14320,1.14330,2132.58 +28.12.2018 17:45:00.000,1.14330,1.14375,1.14325,1.14373,1694.54 +28.12.2018 17:50:00.000,1.14374,1.14392,1.14366,1.14383,1850.7200000000003 +28.12.2018 17:55:00.000,1.14383,1.14406,1.14378,1.14402,1773.0900000000001 +28.12.2018 18:00:00.000,1.14402,1.14407,1.14340,1.14347,1666.47 +28.12.2018 18:05:00.000,1.14349,1.14414,1.14348,1.14409,1742.58 +28.12.2018 18:10:00.000,1.14408,1.14436,1.14394,1.14435,1533.26 +28.12.2018 18:15:00.000,1.14435,1.14446,1.14400,1.14444,1665.1499999999999 +28.12.2018 18:20:00.000,1.14447,1.14486,1.14447,1.14459,1457.44 +28.12.2018 18:25:00.000,1.14462,1.14462,1.14427,1.14427,2177.28 +28.12.2018 18:30:00.000,1.14427,1.14436,1.14394,1.14421,2402.22 +28.12.2018 18:35:00.000,1.14421,1.14441,1.14416,1.14437,1072.03 +28.12.2018 18:40:00.000,1.14437,1.14439,1.14424,1.14426,1127.47 +28.12.2018 18:45:00.000,1.14427,1.14434,1.14398,1.14426,1352.13 +28.12.2018 18:50:00.000,1.14426,1.14429,1.14408,1.14417,1403.2599999999998 +28.12.2018 18:55:00.000,1.14418,1.14438,1.14383,1.14383,1559.63 +28.12.2018 19:00:00.000,1.14381,1.14388,1.14366,1.14374,1231.58 +28.12.2018 19:05:00.000,1.14373,1.14373,1.14357,1.14365,890.16 +28.12.2018 19:10:00.000,1.14365,1.14370,1.14349,1.14349,1043.2 +28.12.2018 19:15:00.000,1.14349,1.14380,1.14341,1.14380,1663.3899999999999 +28.12.2018 19:20:00.000,1.14380,1.14392,1.14375,1.14387,2278.3100000000004 +28.12.2018 19:25:00.000,1.14387,1.14410,1.14385,1.14387,2171.42 +28.12.2018 19:30:00.000,1.14387,1.14430,1.14381,1.14429,1892.93 +28.12.2018 19:35:00.000,1.14429,1.14455,1.14397,1.14398,1789.29 +28.12.2018 19:40:00.000,1.14398,1.14429,1.14392,1.14428,1807.2799999999997 +28.12.2018 19:45:00.000,1.14429,1.14429,1.14376,1.14420,1188.3700000000001 +28.12.2018 19:50:00.000,1.14420,1.14432,1.14408,1.14409,1652.6 +28.12.2018 19:55:00.000,1.14409,1.14424,1.14405,1.14412,2146.66 +28.12.2018 20:00:00.000,1.14412,1.14465,1.14410,1.14464,2342.79 +28.12.2018 20:05:00.000,1.14463,1.14480,1.14455,1.14456,2390.14 +28.12.2018 20:10:00.000,1.14457,1.14469,1.14450,1.14456,2948.6400000000003 +28.12.2018 20:15:00.000,1.14457,1.14458,1.14444,1.14446,1833.5300000000002 +28.12.2018 20:20:00.000,1.14448,1.14457,1.14437,1.14446,1706.72 +28.12.2018 20:25:00.000,1.14446,1.14452,1.14439,1.14442,1511.3799999999999 +28.12.2018 20:30:00.000,1.14441,1.14453,1.14435,1.14450,1445 +28.12.2018 20:35:00.000,1.14451,1.14456,1.14445,1.14454,1583.6999999999998 +28.12.2018 20:40:00.000,1.14455,1.14466,1.14450,1.14462,1420.6900000000003 +28.12.2018 20:45:00.000,1.14462,1.14472,1.14446,1.14467,1357.67 +28.12.2018 20:50:00.000,1.14465,1.14523,1.14464,1.14499,2059.69 +28.12.2018 20:55:00.000,1.14498,1.14538,1.14419,1.14419,2944.91 +28.12.2018 21:00:00.000,1.14419,1.14472,1.14411,1.14471,982.6700000000001 +28.12.2018 21:05:00.000,1.14471,1.14491,1.14466,1.14470,430.2 +28.12.2018 21:10:00.000,1.14472,1.14486,1.14445,1.14482,668.88 +28.12.2018 21:15:00.000,1.14484,1.14506,1.14482,1.14490,559.5600000000001 +28.12.2018 21:20:00.000,1.14490,1.14508,1.14482,1.14488,414.61 +28.12.2018 21:25:00.000,1.14489,1.14490,1.14452,1.14453,419.83000000000004 +28.12.2018 21:30:00.000,1.14453,1.14473,1.14432,1.14433,610.69 +28.12.2018 21:35:00.000,1.14438,1.14440,1.14425,1.14432,672.75 +28.12.2018 21:40:00.000,1.14432,1.14432,1.14414,1.14417,915.8799999999999 +28.12.2018 21:45:00.000,1.14418,1.14422,1.14403,1.14407,786.36 +28.12.2018 21:50:00.000,1.14404,1.14408,1.14398,1.14398,376.24 +28.12.2018 21:55:00.000,1.14399,1.14422,1.14399,1.14414,178.23 +30.12.2018 22:00:00.000,1.14331,1.14363,1.14331,1.14363,15.75 +30.12.2018 22:05:00.000,1.14363,1.14368,1.14351,1.14355,99.48 +30.12.2018 22:10:00.000,1.14355,1.14364,1.14349,1.14356,126.94 +30.12.2018 22:15:00.000,1.14360,1.14368,1.14355,1.14356,60.78 +30.12.2018 22:20:00.000,1.14365,1.14365,1.14358,1.14361,32.050000000000004 +30.12.2018 22:25:00.000,1.14365,1.14366,1.14363,1.14364,14.41 +30.12.2018 22:30:00.000,1.14365,1.14370,1.14361,1.14369,59.989999999999995 +30.12.2018 22:35:00.000,1.14369,1.14374,1.14368,1.14369,66.62 +30.12.2018 22:40:00.000,1.14369,1.14377,1.14369,1.14371,59.309999999999995 +30.12.2018 22:45:00.000,1.14372,1.14378,1.14366,1.14377,194.10999999999999 +30.12.2018 22:50:00.000,1.14377,1.14380,1.14373,1.14378,129.92 +30.12.2018 22:55:00.000,1.14379,1.14397,1.14376,1.14392,266.02 +30.12.2018 23:00:00.000,1.14393,1.14401,1.14391,1.14395,571.61 +30.12.2018 23:05:00.000,1.14395,1.14405,1.14391,1.14401,395.13 +30.12.2018 23:10:00.000,1.14401,1.14406,1.14392,1.14392,974.28 +30.12.2018 23:15:00.000,1.14393,1.14398,1.14386,1.14397,1116.54 +30.12.2018 23:20:00.000,1.14397,1.14402,1.14391,1.14398,741.6 +30.12.2018 23:25:00.000,1.14397,1.14403,1.14392,1.14393,317.08000000000004 +30.12.2018 23:30:00.000,1.14392,1.14398,1.14379,1.14396,808.92 +30.12.2018 23:35:00.000,1.14396,1.14400,1.14391,1.14396,310.04 +30.12.2018 23:40:00.000,1.14396,1.14399,1.14390,1.14391,541.49 +30.12.2018 23:45:00.000,1.14391,1.14395,1.14388,1.14392,881.4099999999999 +30.12.2018 23:50:00.000,1.14392,1.14397,1.14388,1.14391,1342.72 +30.12.2018 23:55:00.000,1.14390,1.14394,1.14388,1.14389,727.61 +31.12.2018 00:00:00.000,1.14389,1.14392,1.14381,1.14388,1343.34 +31.12.2018 00:05:00.000,1.14389,1.14411,1.14387,1.14409,914.96 +31.12.2018 00:10:00.000,1.14406,1.14429,1.14392,1.14422,644.99 +31.12.2018 00:15:00.000,1.14422,1.14437,1.14417,1.14433,596.17 +31.12.2018 00:20:00.000,1.14433,1.14455,1.14427,1.14449,961.78 +31.12.2018 00:25:00.000,1.14448,1.14477,1.14448,1.14477,1064.56 +31.12.2018 00:30:00.000,1.14475,1.14495,1.14472,1.14482,767.9900000000001 +31.12.2018 00:35:00.000,1.14483,1.14497,1.14477,1.14487,1676.11 +31.12.2018 00:40:00.000,1.14486,1.14502,1.14481,1.14481,1150.76 +31.12.2018 00:45:00.000,1.14481,1.14487,1.14471,1.14471,775.24 +31.12.2018 00:50:00.000,1.14471,1.14481,1.14467,1.14467,940.06 +31.12.2018 00:55:00.000,1.14467,1.14476,1.14460,1.14467,898.46 +31.12.2018 01:00:00.000,1.14468,1.14468,1.14441,1.14446,850.69 +31.12.2018 01:05:00.000,1.14447,1.14450,1.14436,1.14441,898.39 +31.12.2018 01:10:00.000,1.14441,1.14443,1.14432,1.14432,1010.8199999999999 +31.12.2018 01:15:00.000,1.14432,1.14435,1.14418,1.14422,543.4100000000001 +31.12.2018 01:20:00.000,1.14423,1.14429,1.14412,1.14414,974.7799999999999 +31.12.2018 01:25:00.000,1.14413,1.14427,1.14406,1.14424,1051.4299999999998 +31.12.2018 01:30:00.000,1.14424,1.14426,1.14396,1.14397,1712.74 +31.12.2018 01:35:00.000,1.14397,1.14400,1.14385,1.14392,929.2199999999999 +31.12.2018 01:40:00.000,1.14393,1.14399,1.14391,1.14392,706.5600000000001 +31.12.2018 01:45:00.000,1.14393,1.14393,1.14374,1.14379,1040.78 +31.12.2018 01:50:00.000,1.14381,1.14407,1.14377,1.14407,1005.95 +31.12.2018 01:55:00.000,1.14406,1.14410,1.14381,1.14386,834.1800000000001 +31.12.2018 02:00:00.000,1.14385,1.14398,1.14381,1.14382,1016.9000000000001 +31.12.2018 02:05:00.000,1.14383,1.14388,1.14381,1.14386,665.72 +31.12.2018 02:10:00.000,1.14387,1.14389,1.14371,1.14376,546.87 +31.12.2018 02:15:00.000,1.14377,1.14378,1.14359,1.14363,700.94 +31.12.2018 02:20:00.000,1.14362,1.14384,1.14357,1.14371,334.09000000000003 +31.12.2018 02:25:00.000,1.14371,1.14387,1.14358,1.14359,639.37 +31.12.2018 02:30:00.000,1.14359,1.14377,1.14358,1.14366,709.3900000000001 +31.12.2018 02:35:00.000,1.14367,1.14367,1.14342,1.14342,1234.94 +31.12.2018 02:40:00.000,1.14342,1.14353,1.14342,1.14352,880.48 +31.12.2018 02:45:00.000,1.14352,1.14352,1.14334,1.14343,1062.74 +31.12.2018 02:50:00.000,1.14343,1.14358,1.14332,1.14358,868.29 +31.12.2018 02:55:00.000,1.14358,1.14362,1.14351,1.14355,1318.6399999999999 +31.12.2018 03:00:00.000,1.14355,1.14366,1.14352,1.14353,718.23 +31.12.2018 03:05:00.000,1.14354,1.14363,1.14342,1.14343,414.63 +31.12.2018 03:10:00.000,1.14343,1.14353,1.14343,1.14344,541.72 +31.12.2018 03:15:00.000,1.14344,1.14358,1.14342,1.14353,657.77 +31.12.2018 03:20:00.000,1.14353,1.14358,1.14347,1.14357,467.31000000000006 +31.12.2018 03:25:00.000,1.14357,1.14373,1.14353,1.14371,703.8 +31.12.2018 03:30:00.000,1.14371,1.14387,1.14362,1.14382,1049.64 +31.12.2018 03:35:00.000,1.14387,1.14392,1.14372,1.14392,927.94 +31.12.2018 03:40:00.000,1.14392,1.14398,1.14383,1.14398,611.58 +31.12.2018 03:45:00.000,1.14397,1.14408,1.14387,1.14397,790.05 +31.12.2018 03:50:00.000,1.14397,1.14403,1.14380,1.14382,1062.3400000000001 +31.12.2018 03:55:00.000,1.14382,1.14387,1.14369,1.14383,1263.1599999999999 +31.12.2018 04:00:00.000,1.14384,1.14394,1.14352,1.14362,941.27 +31.12.2018 04:05:00.000,1.14361,1.14362,1.14328,1.14333,1091.28 +31.12.2018 04:10:00.000,1.14334,1.14345,1.14317,1.14327,990.86 +31.12.2018 04:15:00.000,1.14327,1.14327,1.14303,1.14313,1148.07 +31.12.2018 04:20:00.000,1.14313,1.14322,1.14309,1.14312,1205.8400000000001 +31.12.2018 04:25:00.000,1.14313,1.14316,1.14304,1.14308,679.18 +31.12.2018 04:30:00.000,1.14309,1.14312,1.14293,1.14297,771.61 +31.12.2018 04:35:00.000,1.14296,1.14309,1.14294,1.14294,772.7700000000001 +31.12.2018 04:40:00.000,1.14294,1.14306,1.14284,1.14287,954.1500000000001 +31.12.2018 04:45:00.000,1.14287,1.14287,1.14261,1.14262,645.3599999999999 +31.12.2018 04:50:00.000,1.14262,1.14266,1.14240,1.14242,923.1299999999999 +31.12.2018 04:55:00.000,1.14243,1.14247,1.14222,1.14223,940.52 +31.12.2018 05:00:00.000,1.14222,1.14246,1.14213,1.14245,1386.26 +31.12.2018 05:05:00.000,1.14244,1.14261,1.14242,1.14247,1272.0300000000002 +31.12.2018 05:10:00.000,1.14248,1.14277,1.14248,1.14274,520.03 +31.12.2018 05:15:00.000,1.14273,1.14273,1.14256,1.14267,653.06 +31.12.2018 05:20:00.000,1.14266,1.14268,1.14263,1.14266,277.51 +31.12.2018 05:25:00.000,1.14267,1.14267,1.14252,1.14264,605.16 +31.12.2018 05:30:00.000,1.14264,1.14270,1.14242,1.14242,804.27 +31.12.2018 05:35:00.000,1.14245,1.14250,1.14231,1.14247,724.91 +31.12.2018 05:40:00.000,1.14247,1.14276,1.14246,1.14269,294.56 +31.12.2018 05:45:00.000,1.14268,1.14278,1.14264,1.14275,580.7500000000001 +31.12.2018 05:50:00.000,1.14275,1.14292,1.14273,1.14284,608.76 +31.12.2018 05:55:00.000,1.14284,1.14292,1.14282,1.14288,427.67 +31.12.2018 06:00:00.000,1.14288,1.14289,1.14265,1.14268,629.71 +31.12.2018 06:05:00.000,1.14268,1.14294,1.14267,1.14289,601.5699999999999 +31.12.2018 06:10:00.000,1.14288,1.14308,1.14282,1.14308,716.4000000000001 +31.12.2018 06:15:00.000,1.14307,1.14309,1.14298,1.14309,639.22 +31.12.2018 06:20:00.000,1.14308,1.14319,1.14297,1.14307,1066.37 +31.12.2018 06:25:00.000,1.14307,1.14307,1.14281,1.14296,1214.29 +31.12.2018 06:30:00.000,1.14297,1.14301,1.14262,1.14279,1020.86 +31.12.2018 06:35:00.000,1.14278,1.14280,1.14246,1.14279,928.87 +31.12.2018 06:40:00.000,1.14280,1.14304,1.14277,1.14299,561.43 +31.12.2018 06:45:00.000,1.14298,1.14304,1.14297,1.14299,406.03000000000003 +31.12.2018 06:50:00.000,1.14298,1.14299,1.14242,1.14248,985.21 +31.12.2018 06:55:00.000,1.14249,1.14272,1.14242,1.14269,1150.74 +31.12.2018 07:00:00.000,1.14269,1.14287,1.14247,1.14280,1245.6899999999998 +31.12.2018 07:05:00.000,1.14280,1.14287,1.14241,1.14252,1362.3400000000001 +31.12.2018 07:10:00.000,1.14252,1.14268,1.14241,1.14246,1290.69 +31.12.2018 07:15:00.000,1.14246,1.14303,1.14242,1.14300,1092.94 +31.12.2018 07:20:00.000,1.14298,1.14332,1.14293,1.14328,1378.6000000000001 +31.12.2018 07:25:00.000,1.14328,1.14349,1.14294,1.14314,1761.6399999999999 +31.12.2018 07:30:00.000,1.14313,1.14362,1.14305,1.14314,1282.15 +31.12.2018 07:35:00.000,1.14314,1.14363,1.14314,1.14355,1536.22 +31.12.2018 07:40:00.000,1.14352,1.14352,1.14323,1.14333,1193.71 +31.12.2018 07:45:00.000,1.14333,1.14349,1.14324,1.14329,831.0400000000001 +31.12.2018 07:50:00.000,1.14329,1.14353,1.14319,1.14344,1230.62 +31.12.2018 07:55:00.000,1.14345,1.14440,1.14345,1.14429,2529.64 +31.12.2018 08:00:00.000,1.14428,1.14470,1.14385,1.14423,2493.9799999999996 +31.12.2018 08:05:00.000,1.14423,1.14441,1.14398,1.14424,1905.2900000000002 +31.12.2018 08:10:00.000,1.14425,1.14464,1.14409,1.14456,1365.27 +31.12.2018 08:15:00.000,1.14455,1.14456,1.14408,1.14415,1701.38 +31.12.2018 08:20:00.000,1.14415,1.14421,1.14388,1.14415,1345.23 +31.12.2018 08:25:00.000,1.14415,1.14415,1.14375,1.14380,1376.87 +31.12.2018 08:30:00.000,1.14381,1.14405,1.14343,1.14363,1377.0500000000002 +31.12.2018 08:35:00.000,1.14364,1.14364,1.14325,1.14330,1293.4999999999998 +31.12.2018 08:40:00.000,1.14330,1.14355,1.14291,1.14348,1684.9699999999998 +31.12.2018 08:45:00.000,1.14348,1.14377,1.14333,1.14371,1449.76 +31.12.2018 08:50:00.000,1.14372,1.14379,1.14354,1.14363,1571.4499999999998 +31.12.2018 08:55:00.000,1.14360,1.14363,1.14310,1.14323,1480.08 +31.12.2018 09:00:00.000,1.14323,1.14338,1.14314,1.14337,1613 +31.12.2018 09:05:00.000,1.14337,1.14387,1.14336,1.14371,1125.6100000000001 +31.12.2018 09:10:00.000,1.14371,1.14386,1.14364,1.14372,1032.63 +31.12.2018 09:15:00.000,1.14372,1.14389,1.14338,1.14357,1250.5 +31.12.2018 09:20:00.000,1.14357,1.14380,1.14347,1.14367,629.33 +31.12.2018 09:25:00.000,1.14367,1.14410,1.14362,1.14409,1309.38 +31.12.2018 09:30:00.000,1.14410,1.14425,1.14400,1.14414,1219.4399999999998 +31.12.2018 09:35:00.000,1.14414,1.14424,1.14398,1.14398,1015.2199999999998 +31.12.2018 09:40:00.000,1.14398,1.14402,1.14360,1.14362,966.74 +31.12.2018 09:45:00.000,1.14362,1.14402,1.14362,1.14402,532.47 +31.12.2018 09:50:00.000,1.14402,1.14419,1.14382,1.14382,1370.46 +31.12.2018 09:55:00.000,1.14382,1.14398,1.14352,1.14362,1172.71 +31.12.2018 10:00:00.000,1.14362,1.14418,1.14352,1.14397,1367.19 +31.12.2018 10:05:00.000,1.14396,1.14396,1.14356,1.14367,809.54 +31.12.2018 10:10:00.000,1.14368,1.14384,1.14352,1.14368,1286.8700000000001 +31.12.2018 10:15:00.000,1.14367,1.14400,1.14364,1.14389,681.0500000000001 +31.12.2018 10:20:00.000,1.14389,1.14432,1.14378,1.14403,865.51 +31.12.2018 10:25:00.000,1.14404,1.14414,1.14391,1.14397,1009.2900000000001 +31.12.2018 10:30:00.000,1.14398,1.14445,1.14397,1.14430,1127.47 +31.12.2018 10:35:00.000,1.14429,1.14494,1.14419,1.14485,1094.81 +31.12.2018 10:40:00.000,1.14485,1.14511,1.14468,1.14470,1449.99 +31.12.2018 10:45:00.000,1.14469,1.14524,1.14467,1.14478,1436.0500000000002 +31.12.2018 10:50:00.000,1.14479,1.14519,1.14459,1.14503,1059.5500000000002 +31.12.2018 10:55:00.000,1.14503,1.14509,1.14464,1.14486,1393.65 +31.12.2018 11:00:00.000,1.14486,1.14525,1.14478,1.14494,1602.1200000000001 +31.12.2018 11:05:00.000,1.14498,1.14504,1.14461,1.14494,1045.25 +31.12.2018 11:10:00.000,1.14494,1.14528,1.14474,1.14519,911.24 +31.12.2018 11:15:00.000,1.14519,1.14530,1.14491,1.14498,408.8 +31.12.2018 11:20:00.000,1.14498,1.14544,1.14489,1.14538,1821.5299999999997 +31.12.2018 11:25:00.000,1.14540,1.14632,1.14534,1.14618,2193.39 +31.12.2018 11:30:00.000,1.14617,1.14659,1.14617,1.14657,1604.2900000000002 +31.12.2018 11:35:00.000,1.14657,1.14657,1.14608,1.14609,1393.64 +31.12.2018 11:40:00.000,1.14610,1.14611,1.14571,1.14581,1625.9099999999999 +31.12.2018 11:45:00.000,1.14581,1.14591,1.14541,1.14545,1335.02 +31.12.2018 11:50:00.000,1.14546,1.14546,1.14512,1.14512,1542.71 +31.12.2018 11:55:00.000,1.14513,1.14529,1.14496,1.14522,1515.32 +31.12.2018 12:00:00.000,1.14523,1.14524,1.14407,1.14411,2167.3 +31.12.2018 12:05:00.000,1.14412,1.14459,1.14407,1.14453,1437.54 +31.12.2018 12:10:00.000,1.14453,1.14512,1.14450,1.14503,1126.8700000000001 +31.12.2018 12:15:00.000,1.14501,1.14508,1.14416,1.14421,1564.56 +31.12.2018 12:20:00.000,1.14420,1.14448,1.14383,1.14442,1316.16 +31.12.2018 12:25:00.000,1.14442,1.14459,1.14412,1.14445,1158.89 +31.12.2018 12:30:00.000,1.14445,1.14492,1.14445,1.14492,1653.27 +31.12.2018 12:35:00.000,1.14492,1.14522,1.14485,1.14486,1593.05 +31.12.2018 12:40:00.000,1.14486,1.14496,1.14471,1.14491,898.16 +31.12.2018 12:45:00.000,1.14490,1.14529,1.14486,1.14511,1324.9 +31.12.2018 12:50:00.000,1.14512,1.14527,1.14476,1.14495,1810.12 +31.12.2018 12:55:00.000,1.14496,1.14586,1.14495,1.14572,2016.71 +31.12.2018 13:00:00.000,1.14570,1.14570,1.14498,1.14499,1533.87 +31.12.2018 13:05:00.000,1.14500,1.14506,1.14479,1.14497,1592.19 +31.12.2018 13:10:00.000,1.14497,1.14529,1.14484,1.14492,1291.84 +31.12.2018 13:15:00.000,1.14495,1.14527,1.14491,1.14527,1408.03 +31.12.2018 13:20:00.000,1.14527,1.14548,1.14513,1.14534,1369.56 +31.12.2018 13:25:00.000,1.14534,1.14552,1.14500,1.14552,1252.79 +31.12.2018 13:30:00.000,1.14552,1.14559,1.14499,1.14533,1183.89 +31.12.2018 13:35:00.000,1.14532,1.14543,1.14514,1.14516,1194.1599999999999 +31.12.2018 13:40:00.000,1.14516,1.14543,1.14508,1.14533,1298.91 +31.12.2018 13:45:00.000,1.14534,1.14541,1.14462,1.14474,1649.31 +31.12.2018 13:50:00.000,1.14474,1.14501,1.14463,1.14467,1429.63 +31.12.2018 13:55:00.000,1.14467,1.14468,1.14438,1.14462,1507.03 +31.12.2018 14:00:00.000,1.14463,1.14469,1.14441,1.14453,1579.79 +31.12.2018 14:05:00.000,1.14452,1.14486,1.14450,1.14471,1801.2 +31.12.2018 14:10:00.000,1.14471,1.14485,1.14456,1.14463,823.67 +31.12.2018 14:15:00.000,1.14463,1.14464,1.14425,1.14432,1128.3100000000002 +31.12.2018 14:20:00.000,1.14434,1.14438,1.14387,1.14420,1413.38 +31.12.2018 14:25:00.000,1.14421,1.14457,1.14385,1.14391,1377.26 +31.12.2018 14:30:00.000,1.14390,1.14415,1.14354,1.14414,2635.05 +31.12.2018 14:35:00.000,1.14413,1.14438,1.14401,1.14432,2047.8600000000001 +31.12.2018 14:40:00.000,1.14431,1.14464,1.14431,1.14439,1493.18 +31.12.2018 14:45:00.000,1.14439,1.14441,1.14383,1.14389,2214.01 +31.12.2018 14:50:00.000,1.14390,1.14402,1.14371,1.14375,1630.49 +31.12.2018 14:55:00.000,1.14374,1.14389,1.14265,1.14350,2706.06 +31.12.2018 15:00:00.000,1.14351,1.14381,1.14329,1.14371,2044.0900000000001 +31.12.2018 15:05:00.000,1.14370,1.14381,1.14325,1.14366,2041.21 +31.12.2018 15:10:00.000,1.14365,1.14376,1.14342,1.14375,1551.9999999999998 +31.12.2018 15:15:00.000,1.14374,1.14375,1.14346,1.14361,1391.24 +31.12.2018 15:20:00.000,1.14360,1.14361,1.14318,1.14337,1500.1599999999999 +31.12.2018 15:25:00.000,1.14337,1.14380,1.14319,1.14380,1929.54 +31.12.2018 15:30:00.000,1.14379,1.14417,1.14351,1.14368,2283.43 +31.12.2018 15:35:00.000,1.14368,1.14380,1.14284,1.14304,2677.84 +31.12.2018 15:40:00.000,1.14305,1.14325,1.14264,1.14296,2566.2599999999998 +31.12.2018 15:45:00.000,1.14295,1.14363,1.14291,1.14355,1894.19 +31.12.2018 15:50:00.000,1.14355,1.14524,1.14322,1.14484,3381.12 +31.12.2018 15:55:00.000,1.14484,1.14501,1.14255,1.14336,3713.69 +31.12.2018 16:00:00.000,1.14338,1.14418,1.14269,1.14414,4170.94 +31.12.2018 16:05:00.000,1.14414,1.14492,1.14386,1.14455,4401.959999999999 +31.12.2018 16:10:00.000,1.14455,1.14508,1.14440,1.14459,2526.76 +31.12.2018 16:15:00.000,1.14459,1.14511,1.14450,1.14485,2735.46 +31.12.2018 16:20:00.000,1.14485,1.14502,1.14426,1.14493,2165.45 +31.12.2018 16:25:00.000,1.14492,1.14522,1.14466,1.14493,2061.11 +31.12.2018 16:30:00.000,1.14495,1.14539,1.14492,1.14520,1546.88 +31.12.2018 16:35:00.000,1.14520,1.14535,1.14495,1.14510,1782.8000000000002 +31.12.2018 16:40:00.000,1.14510,1.14528,1.14499,1.14525,1374.3500000000001 +31.12.2018 16:45:00.000,1.14525,1.14529,1.14477,1.14502,1789.51 +31.12.2018 16:50:00.000,1.14503,1.14571,1.14498,1.14546,1892.5500000000002 +31.12.2018 16:55:00.000,1.14548,1.14596,1.14545,1.14545,1645.75 +31.12.2018 17:00:00.000,1.14545,1.14566,1.14516,1.14538,1639.61 +31.12.2018 17:05:00.000,1.14538,1.14562,1.14534,1.14544,2600.18 +31.12.2018 17:10:00.000,1.14545,1.14548,1.14524,1.14544,1537.9599999999998 +31.12.2018 17:15:00.000,1.14544,1.14549,1.14524,1.14529,879.8299999999999 +31.12.2018 17:20:00.000,1.14529,1.14540,1.14490,1.14491,1143.48 +31.12.2018 17:25:00.000,1.14491,1.14509,1.14484,1.14485,1087.74 +31.12.2018 17:30:00.000,1.14485,1.14501,1.14485,1.14489,580.75 +31.12.2018 17:35:00.000,1.14491,1.14500,1.14488,1.14492,570.05 +31.12.2018 17:40:00.000,1.14491,1.14497,1.14447,1.14448,1106.8 +31.12.2018 17:45:00.000,1.14448,1.14494,1.14445,1.14492,718.03 +31.12.2018 17:50:00.000,1.14490,1.14490,1.14456,1.14461,759.0799999999999 +31.12.2018 17:55:00.000,1.14460,1.14515,1.14459,1.14514,1507.9 +31.12.2018 18:00:00.000,1.14515,1.14539,1.14473,1.14505,1314.6200000000001 +31.12.2018 18:05:00.000,1.14506,1.14549,1.14492,1.14543,1189.05 +31.12.2018 18:10:00.000,1.14543,1.14547,1.14484,1.14504,1051.2 +31.12.2018 18:15:00.000,1.14503,1.14503,1.14448,1.14454,1297.01 +31.12.2018 18:20:00.000,1.14455,1.14476,1.14436,1.14454,1428.3799999999999 +31.12.2018 18:25:00.000,1.14454,1.14474,1.14447,1.14454,1432.83 +31.12.2018 18:30:00.000,1.14454,1.14465,1.14424,1.14437,641.38 +31.12.2018 18:35:00.000,1.14439,1.14470,1.14439,1.14455,625.3500000000001 +31.12.2018 18:40:00.000,1.14456,1.14469,1.14436,1.14443,909.9 +31.12.2018 18:45:00.000,1.14443,1.14458,1.14437,1.14454,756.03 +31.12.2018 18:50:00.000,1.14454,1.14463,1.14449,1.14456,285.02 +31.12.2018 18:55:00.000,1.14455,1.14466,1.14449,1.14452,659 +31.12.2018 19:00:00.000,1.14452,1.14465,1.14446,1.14464,919.6099999999999 +31.12.2018 19:05:00.000,1.14467,1.14499,1.14467,1.14479,823.3399999999999 +31.12.2018 19:10:00.000,1.14478,1.14495,1.14477,1.14483,724.29 +31.12.2018 19:15:00.000,1.14482,1.14504,1.14480,1.14499,727.5600000000001 +31.12.2018 19:20:00.000,1.14500,1.14529,1.14499,1.14520,658.25 +31.12.2018 19:25:00.000,1.14521,1.14548,1.14519,1.14541,601.4899999999999 +31.12.2018 19:30:00.000,1.14541,1.14554,1.14525,1.14525,668.3299999999999 +31.12.2018 19:35:00.000,1.14525,1.14549,1.14514,1.14529,748.74 +31.12.2018 19:40:00.000,1.14529,1.14537,1.14513,1.14520,310.74 +31.12.2018 19:45:00.000,1.14520,1.14542,1.14509,1.14524,484.08000000000004 +31.12.2018 19:50:00.000,1.14524,1.14538,1.14508,1.14533,558.6999999999999 +31.12.2018 19:55:00.000,1.14533,1.14563,1.14533,1.14534,913.73 +31.12.2018 20:00:00.000,1.14536,1.14580,1.14536,1.14575,674.99 +31.12.2018 20:05:00.000,1.14575,1.14597,1.14570,1.14585,437 +31.12.2018 20:10:00.000,1.14585,1.14601,1.14585,1.14592,610.91 +31.12.2018 20:15:00.000,1.14593,1.14607,1.14589,1.14594,676.76 +31.12.2018 20:20:00.000,1.14595,1.14595,1.14582,1.14590,442.14 +31.12.2018 20:25:00.000,1.14591,1.14597,1.14580,1.14589,528.53 +31.12.2018 20:30:00.000,1.14589,1.14594,1.14585,1.14590,170.44 +31.12.2018 20:35:00.000,1.14592,1.14593,1.14585,1.14586,155.1 +31.12.2018 20:40:00.000,1.14588,1.14598,1.14588,1.14590,336.83 +31.12.2018 20:45:00.000,1.14591,1.14601,1.14587,1.14592,260.35 +31.12.2018 20:50:00.000,1.14596,1.14612,1.14593,1.14597,363.4 +31.12.2018 20:55:00.000,1.14598,1.14598,1.14556,1.14561,1133.21 +31.12.2018 21:00:00.000,1.14560,1.14574,1.14560,1.14571,555.03 +31.12.2018 21:05:00.000,1.14572,1.14577,1.14571,1.14575,246.12 +31.12.2018 21:10:00.000,1.14579,1.14587,1.14575,1.14584,213.14000000000001 +31.12.2018 21:15:00.000,1.14584,1.14593,1.14580,1.14580,277.77 +31.12.2018 21:20:00.000,1.14581,1.14605,1.14580,1.14599,265.44 +31.12.2018 21:25:00.000,1.14600,1.14623,1.14597,1.14622,365.85 +31.12.2018 21:30:00.000,1.14622,1.14663,1.14621,1.14651,828.98 +31.12.2018 21:35:00.000,1.14652,1.14666,1.14619,1.14632,508.91999999999996 +31.12.2018 21:40:00.000,1.14633,1.14633,1.14598,1.14601,288.31 +31.12.2018 21:45:00.000,1.14600,1.14622,1.14599,1.14603,400.23 +31.12.2018 21:50:00.000,1.14604,1.14632,1.14601,1.14630,349.32 +31.12.2018 21:55:00.000,1.14631,1.14674,1.14624,1.14644,344.22 +31.12.2018 22:00:00.000,1.14644,1.14644,1.14627,1.14627,5.25 +31.12.2018 22:05:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 22:10:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 22:15:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 22:20:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 22:25:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 22:30:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 22:35:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 22:40:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 22:45:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 22:50:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 22:55:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 23:00:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 23:05:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 23:10:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 23:15:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 23:20:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 23:25:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 23:30:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 23:35:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 23:40:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 23:45:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 23:50:00.000,1.14627,1.14627,1.14627,1.14627,0 +31.12.2018 23:55:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 00:00:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 00:05:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 00:10:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 00:15:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 00:20:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 00:25:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 00:30:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 00:35:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 00:40:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 00:45:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 00:50:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 00:55:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 01:00:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 01:05:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 01:10:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 01:15:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 01:20:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 01:25:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 01:30:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 01:35:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 01:40:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 01:45:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 01:50:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 01:55:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 02:00:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 02:05:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 02:10:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 02:15:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 02:20:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 02:25:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 02:30:00.000,1.14627,1.14627,1.14627,1.14627,0 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03:55:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 04:00:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 04:05:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 04:10:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 04:15:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 04:20:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 04:25:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 04:30:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 04:35:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 04:40:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 04:45:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 04:50:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 04:55:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 05:00:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 05:05:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 05:10:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 05:15:00.000,1.14627,1.14627,1.14627,1.14627,0 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06:40:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 06:45:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 06:50:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 06:55:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 07:00:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 07:05:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 07:10:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 07:15:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 07:20:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 07:25:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 07:30:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 07:35:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 07:40:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 07:45:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 07:50:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 07:55:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 08:00:00.000,1.14627,1.14627,1.14627,1.14627,0 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09:25:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 09:30:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 09:35:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 09:40:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 09:45:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 09:50:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 09:55:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 10:00:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 10:05:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 10:10:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 10:15:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 10:20:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 10:25:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 10:30:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 10:35:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 10:40:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 10:45:00.000,1.14627,1.14627,1.14627,1.14627,0 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12:10:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 12:15:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 12:20:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 12:25:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 12:30:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 12:35:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 12:40:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 12:45:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 12:50:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 12:55:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 13:00:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 13:05:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 13:10:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 13:15:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 13:20:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 13:25:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 13:30:00.000,1.14627,1.14627,1.14627,1.14627,0 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14:55:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 15:00:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 15:05:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 15:10:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 15:15:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 15:20:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 15:25:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 15:30:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 15:35:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 15:40:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 15:45:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 15:50:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 15:55:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 16:00:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 16:05:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 16:10:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 16:15:00.000,1.14627,1.14627,1.14627,1.14627,0 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17:40:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 17:45:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 17:50:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 17:55:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 18:00:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 18:05:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 18:10:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 18:15:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 18:20:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 18:25:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 18:30:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 18:35:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 18:40:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 18:45:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 18:50:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 18:55:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 19:00:00.000,1.14627,1.14627,1.14627,1.14627,0 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20:25:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 20:30:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 20:35:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 20:40:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 20:45:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 20:50:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 20:55:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 21:00:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 21:05:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 21:10:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 21:15:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 21:20:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 21:25:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 21:30:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 21:35:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 21:40:00.000,1.14627,1.14627,1.14627,1.14627,0 +01.01.2019 21:45:00.000,1.14627,1.14627,1.14627,1.14627,0 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23:00:00.000,1.14605,1.14669,1.14566,1.14652,1078.32 +01.01.2019 23:05:00.000,1.14651,1.14657,1.14643,1.14651,239.46 +01.01.2019 23:10:00.000,1.14651,1.14663,1.14650,1.14655,1453.1 +01.01.2019 23:15:00.000,1.14656,1.14667,1.14649,1.14667,1237.42 +01.01.2019 23:20:00.000,1.14667,1.14671,1.14657,1.14668,1244.85 +01.01.2019 23:25:00.000,1.14668,1.14676,1.14662,1.14663,802.9200000000001 +01.01.2019 23:30:00.000,1.14663,1.14669,1.14652,1.14652,591.39 +01.01.2019 23:35:00.000,1.14652,1.14661,1.14651,1.14660,502.02 +01.01.2019 23:40:00.000,1.14659,1.14659,1.14646,1.14650,559.54 +01.01.2019 23:45:00.000,1.14649,1.14650,1.14619,1.14622,505.65 +01.01.2019 23:50:00.000,1.14622,1.14622,1.14613,1.14615,583.04 +01.01.2019 23:55:00.000,1.14616,1.14616,1.14610,1.14612,666.8800000000001 +02.01.2019 00:00:00.000,1.14612,1.14612,1.14574,1.14578,629.61 +02.01.2019 00:05:00.000,1.14578,1.14626,1.14573,1.14612,992.37 +02.01.2019 00:10:00.000,1.14612,1.14622,1.14593,1.14622,460.57000000000005 +02.01.2019 00:15:00.000,1.14622,1.14624,1.14601,1.14605,730.46 +02.01.2019 00:20:00.000,1.14608,1.14614,1.14598,1.14598,571.63 +02.01.2019 00:25:00.000,1.14598,1.14600,1.14573,1.14579,445 +02.01.2019 00:30:00.000,1.14578,1.14587,1.14550,1.14553,718.73 +02.01.2019 00:35:00.000,1.14554,1.14562,1.14543,1.14546,788.17 +02.01.2019 00:40:00.000,1.14547,1.14562,1.14547,1.14559,633.61 +02.01.2019 00:45:00.000,1.14558,1.14561,1.14556,1.14560,484.41999999999996 +02.01.2019 00:50:00.000,1.14560,1.14561,1.14553,1.14560,378.82 +02.01.2019 00:55:00.000,1.14560,1.14564,1.14556,1.14561,318.05 +02.01.2019 01:00:00.000,1.14561,1.14563,1.14523,1.14542,1381.68 +02.01.2019 01:05:00.000,1.14542,1.14543,1.14521,1.14522,972.66 +02.01.2019 01:10:00.000,1.14521,1.14523,1.14501,1.14511,990.2500000000001 +02.01.2019 01:15:00.000,1.14512,1.14542,1.14512,1.14541,897.48 +02.01.2019 01:20:00.000,1.14541,1.14549,1.14541,1.14541,597.43 +02.01.2019 01:25:00.000,1.14541,1.14542,1.14521,1.14523,465.33 +02.01.2019 01:30:00.000,1.14522,1.14535,1.14514,1.14526,859.85 +02.01.2019 01:35:00.000,1.14526,1.14536,1.14515,1.14521,881.3399999999999 +02.01.2019 01:40:00.000,1.14520,1.14537,1.14520,1.14536,813.84 +02.01.2019 01:45:00.000,1.14538,1.14538,1.14475,1.14486,1027.18 +02.01.2019 01:50:00.000,1.14485,1.14491,1.14457,1.14471,1662.49 +02.01.2019 01:55:00.000,1.14472,1.14523,1.14465,1.14521,862.1299999999999 +02.01.2019 02:00:00.000,1.14521,1.14533,1.14506,1.14527,2176.19 +02.01.2019 02:05:00.000,1.14526,1.14528,1.14512,1.14513,833.93 +02.01.2019 02:10:00.000,1.14513,1.14532,1.14505,1.14532,1144.6299999999999 +02.01.2019 02:15:00.000,1.14530,1.14532,1.14491,1.14501,1305.1 +02.01.2019 02:20:00.000,1.14501,1.14532,1.14474,1.14481,1859.86 +02.01.2019 02:25:00.000,1.14481,1.14495,1.14470,1.14485,1395.44 +02.01.2019 02:30:00.000,1.14485,1.14507,1.14464,1.14466,1044.44 +02.01.2019 02:35:00.000,1.14469,1.14471,1.14445,1.14457,1462.3400000000001 +02.01.2019 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18:05:00.000,1.14751,1.14793,1.14740,1.14791,1930.65 +07.01.2019 18:10:00.000,1.14791,1.14801,1.14766,1.14797,1233.75 +07.01.2019 18:15:00.000,1.14797,1.14826,1.14774,1.14778,1469.8500000000001 +07.01.2019 18:20:00.000,1.14777,1.14788,1.14756,1.14770,1498.56 +07.01.2019 18:25:00.000,1.14771,1.14780,1.14761,1.14767,1192.01 +07.01.2019 18:30:00.000,1.14766,1.14781,1.14766,1.14774,1413.33 +07.01.2019 18:35:00.000,1.14772,1.14775,1.14751,1.14757,1206.08 +07.01.2019 18:40:00.000,1.14758,1.14758,1.14725,1.14726,1052.07 +07.01.2019 18:45:00.000,1.14726,1.14790,1.14723,1.14786,1754.17 +07.01.2019 18:50:00.000,1.14786,1.14791,1.14752,1.14758,1434.6100000000001 +07.01.2019 18:55:00.000,1.14757,1.14757,1.14726,1.14741,1422.0900000000001 +07.01.2019 19:00:00.000,1.14742,1.14769,1.14734,1.14769,1021.01 +07.01.2019 19:05:00.000,1.14768,1.14800,1.14760,1.14795,1100.49 +07.01.2019 19:10:00.000,1.14795,1.14806,1.14765,1.14806,1001.9699999999999 +07.01.2019 19:15:00.000,1.14807,1.14814,1.14789,1.14801,1082.48 +07.01.2019 19:20:00.000,1.14802,1.14824,1.14789,1.14789,956.5500000000001 +07.01.2019 19:25:00.000,1.14789,1.14797,1.14789,1.14792,762.75 +07.01.2019 19:30:00.000,1.14793,1.14797,1.14789,1.14791,1032.95 +07.01.2019 19:35:00.000,1.14790,1.14798,1.14764,1.14772,1265.8999999999999 +07.01.2019 19:40:00.000,1.14773,1.14780,1.14762,1.14762,726.47 +07.01.2019 19:45:00.000,1.14765,1.14772,1.14760,1.14762,952.3299999999999 +07.01.2019 19:50:00.000,1.14761,1.14785,1.14729,1.14730,1402.2499999999998 +07.01.2019 19:55:00.000,1.14731,1.14797,1.14730,1.14794,2169.3500000000004 +07.01.2019 20:00:00.000,1.14797,1.14801,1.14772,1.14772,1589.99 +07.01.2019 20:05:00.000,1.14772,1.14783,1.14749,1.14751,1190.06 +07.01.2019 20:10:00.000,1.14751,1.14762,1.14743,1.14753,1239.87 +07.01.2019 20:15:00.000,1.14753,1.14764,1.14736,1.14749,1075.9499999999998 +07.01.2019 20:20:00.000,1.14750,1.14751,1.14719,1.14735,1161.04 +07.01.2019 20:25:00.000,1.14735,1.14739,1.14695,1.14702,1105.9 +07.01.2019 20:30:00.000,1.14702,1.14737,1.14702,1.14733,1231.54 +07.01.2019 20:35:00.000,1.14733,1.14749,1.14729,1.14743,745.96 +07.01.2019 20:40:00.000,1.14744,1.14767,1.14743,1.14763,972.12 +07.01.2019 20:45:00.000,1.14763,1.14768,1.14755,1.14759,632.22 +07.01.2019 20:50:00.000,1.14761,1.14762,1.14749,1.14752,747.58 +07.01.2019 20:55:00.000,1.14753,1.14768,1.14746,1.14767,1179.01 +07.01.2019 21:00:00.000,1.14769,1.14770,1.14737,1.14738,400.37 +07.01.2019 21:05:00.000,1.14739,1.14743,1.14726,1.14727,560.52 +07.01.2019 21:10:00.000,1.14728,1.14734,1.14726,1.14733,405.95 +07.01.2019 21:15:00.000,1.14736,1.14743,1.14733,1.14742,145.53 +07.01.2019 21:20:00.000,1.14746,1.14755,1.14743,1.14755,235.01000000000002 +07.01.2019 21:25:00.000,1.14754,1.14762,1.14747,1.14761,273.88 +07.01.2019 21:30:00.000,1.14762,1.14765,1.14752,1.14757,355.19 +07.01.2019 21:35:00.000,1.14757,1.14758,1.14742,1.14748,483.57 +07.01.2019 21:40:00.000,1.14751,1.14753,1.14746,1.14752,519.35 +07.01.2019 21:45:00.000,1.14752,1.14752,1.14722,1.14733,560.3000000000001 +07.01.2019 21:50:00.000,1.14731,1.14739,1.14726,1.14734,549.07 +07.01.2019 21:55:00.000,1.14735,1.14752,1.14730,1.14740,322.11 +07.01.2019 22:00:00.000,1.14740,1.14741,1.14734,1.14734,78.73 +07.01.2019 22:05:00.000,1.14734,1.14742,1.14724,1.14724,140.54 +07.01.2019 22:10:00.000,1.14724,1.14736,1.14720,1.14728,413.33 +07.01.2019 22:15:00.000,1.14727,1.14734,1.14723,1.14728,211.97 +07.01.2019 22:20:00.000,1.14726,1.14752,1.14724,1.14732,124.82000000000001 +07.01.2019 22:25:00.000,1.14734,1.14739,1.14710,1.14711,161.07999999999998 +07.01.2019 22:30:00.000,1.14711,1.14744,1.14711,1.14725,356.58 +07.01.2019 22:35:00.000,1.14726,1.14747,1.14723,1.14743,189.34 +07.01.2019 22:40:00.000,1.14742,1.14771,1.14741,1.14744,518.6600000000001 +07.01.2019 22:45:00.000,1.14744,1.14755,1.14732,1.14753,238.12 +07.01.2019 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08:25:00.000,1.14638,1.14647,1.14616,1.14637,1715.53 +09.01.2019 08:30:00.000,1.14637,1.14657,1.14622,1.14627,1847.0099999999998 +09.01.2019 08:35:00.000,1.14629,1.14689,1.14626,1.14677,2111.1 +09.01.2019 08:40:00.000,1.14676,1.14718,1.14673,1.14703,1859.84 +09.01.2019 08:45:00.000,1.14703,1.14747,1.14686,1.14727,1545.7 +09.01.2019 08:50:00.000,1.14727,1.14759,1.14681,1.14694,2121.42 +09.01.2019 08:55:00.000,1.14695,1.14699,1.14620,1.14629,2027.8099999999997 +09.01.2019 09:00:00.000,1.14629,1.14642,1.14564,1.14581,2683.07 +09.01.2019 09:05:00.000,1.14580,1.14645,1.14570,1.14641,1907.29 +09.01.2019 09:10:00.000,1.14643,1.14656,1.14619,1.14626,2399.99 +09.01.2019 09:15:00.000,1.14626,1.14672,1.14623,1.14655,2046.79 +09.01.2019 09:20:00.000,1.14654,1.14677,1.14631,1.14674,2233.7599999999998 +09.01.2019 09:25:00.000,1.14673,1.14693,1.14669,1.14682,1787.6399999999999 +09.01.2019 09:30:00.000,1.14681,1.14715,1.14651,1.14676,1998.1 +09.01.2019 09:35:00.000,1.14676,1.14687,1.14629,1.14629,1740.37 +09.01.2019 09:40:00.000,1.14629,1.14671,1.14627,1.14669,1909.03 +09.01.2019 09:45:00.000,1.14669,1.14669,1.14592,1.14593,2086.22 +09.01.2019 09:50:00.000,1.14594,1.14599,1.14559,1.14580,1812.92 +09.01.2019 09:55:00.000,1.14582,1.14606,1.14571,1.14603,1503.8799999999999 +09.01.2019 10:00:00.000,1.14605,1.14630,1.14595,1.14617,2205.17 +09.01.2019 10:05:00.000,1.14616,1.14622,1.14566,1.14601,1467.42 +09.01.2019 10:10:00.000,1.14601,1.14601,1.14561,1.14586,1926.3500000000001 +09.01.2019 10:15:00.000,1.14587,1.14602,1.14584,1.14597,1812.8200000000002 +09.01.2019 10:20:00.000,1.14596,1.14597,1.14565,1.14583,1007.5400000000001 +09.01.2019 10:25:00.000,1.14583,1.14595,1.14567,1.14575,1600.06 +09.01.2019 10:30:00.000,1.14575,1.14587,1.14504,1.14514,2468.49 +09.01.2019 10:35:00.000,1.14513,1.14531,1.14469,1.14526,2257.82 +09.01.2019 10:40:00.000,1.14526,1.14527,1.14480,1.14490,1754.19 +09.01.2019 10:45:00.000,1.14490,1.14496,1.14452,1.14482,1975.2000000000003 +09.01.2019 10:50:00.000,1.14484,1.14513,1.14472,1.14496,1288.6599999999999 +09.01.2019 10:55:00.000,1.14496,1.14522,1.14493,1.14522,863.6600000000001 +09.01.2019 11:00:00.000,1.14522,1.14545,1.14503,1.14517,1490.45 +09.01.2019 11:05:00.000,1.14517,1.14525,1.14500,1.14513,1061.83 +09.01.2019 11:10:00.000,1.14514,1.14553,1.14498,1.14508,1643.25 +09.01.2019 11:15:00.000,1.14509,1.14526,1.14502,1.14505,1279.2 +09.01.2019 11:20:00.000,1.14505,1.14515,1.14461,1.14474,1611.5900000000001 +09.01.2019 11:25:00.000,1.14473,1.14492,1.14465,1.14474,1080.13 +09.01.2019 11:30:00.000,1.14473,1.14475,1.14389,1.14453,1954.34 +09.01.2019 11:35:00.000,1.14454,1.14495,1.14443,1.14484,1578.32 +09.01.2019 11:40:00.000,1.14484,1.14522,1.14483,1.14493,1364.01 +09.01.2019 11:45:00.000,1.14493,1.14546,1.14486,1.14542,1588.0100000000002 +09.01.2019 11:50:00.000,1.14543,1.14550,1.14511,1.14532,1299.99 +09.01.2019 11:55:00.000,1.14533,1.14562,1.14521,1.14561,1624.84 +09.01.2019 12:00:00.000,1.14560,1.14565,1.14490,1.14508,2018.6000000000001 +09.01.2019 12:05:00.000,1.14508,1.14541,1.14507,1.14540,1305.27 +09.01.2019 12:10:00.000,1.14541,1.14549,1.14526,1.14536,1525.75 +09.01.2019 12:15:00.000,1.14535,1.14538,1.14510,1.14516,1275.78 +09.01.2019 12:20:00.000,1.14517,1.14520,1.14490,1.14494,1385.0700000000002 +09.01.2019 12:25:00.000,1.14494,1.14510,1.14470,1.14500,1855.32 +09.01.2019 12:30:00.000,1.14499,1.14514,1.14491,1.14497,1241.9499999999998 +09.01.2019 12:35:00.000,1.14497,1.14507,1.14476,1.14497,1109.4 +09.01.2019 12:40:00.000,1.14496,1.14502,1.14464,1.14497,1317.7800000000002 +09.01.2019 12:45:00.000,1.14496,1.14587,1.14496,1.14519,2475.11 +09.01.2019 12:50:00.000,1.14520,1.14557,1.14515,1.14518,1457.0700000000002 +09.01.2019 12:55:00.000,1.14519,1.14520,1.14460,1.14504,2674.93 +09.01.2019 13:00:00.000,1.14504,1.14522,1.14478,1.14515,2696.09 +09.01.2019 13:05:00.000,1.14515,1.14557,1.14514,1.14543,2040.17 +09.01.2019 13:10:00.000,1.14545,1.14579,1.14514,1.14542,1749.09 +09.01.2019 13:15:00.000,1.14541,1.14555,1.14516,1.14541,2206.95 +09.01.2019 13:20:00.000,1.14541,1.14554,1.14502,1.14515,1757.4199999999998 +09.01.2019 13:25:00.000,1.14514,1.14536,1.14491,1.14511,1873.8700000000001 +09.01.2019 13:30:00.000,1.14514,1.14559,1.14491,1.14544,1769.6100000000001 +09.01.2019 13:35:00.000,1.14543,1.14618,1.14543,1.14582,2450.93 +09.01.2019 13:40:00.000,1.14582,1.14631,1.14569,1.14631,2158.6500000000005 +09.01.2019 13:45:00.000,1.14631,1.14641,1.14608,1.14631,2777.24 +09.01.2019 13:50:00.000,1.14631,1.14642,1.14586,1.14605,2150.1299999999997 +09.01.2019 13:55:00.000,1.14604,1.14636,1.14573,1.14621,2260.59 +09.01.2019 14:00:00.000,1.14621,1.14697,1.14615,1.14689,3005.81 +09.01.2019 14:05:00.000,1.14689,1.14752,1.14689,1.14737,2967.2500000000005 +09.01.2019 14:10:00.000,1.14736,1.14746,1.14684,1.14697,2478.33 +09.01.2019 14:15:00.000,1.14696,1.14726,1.14680,1.14695,2389.39 +09.01.2019 14:20:00.000,1.14696,1.14723,1.14685,1.14718,2144.21 +09.01.2019 14:25:00.000,1.14717,1.14722,1.14652,1.14675,19492.2791 +09.01.2019 14:30:00.000,1.14675,1.14817,1.14665,1.14801,3654.95 +09.01.2019 14:35:00.000,1.14800,1.15160,1.14797,1.15090,4411.4 +09.01.2019 14:40:00.000,1.15091,1.15209,1.15086,1.15096,4326.4800000000005 +09.01.2019 14:45:00.000,1.15096,1.15224,1.15096,1.15144,4342.27 +09.01.2019 14:50:00.000,1.15145,1.15212,1.15145,1.15183,4244.67 +09.01.2019 14:55:00.000,1.15183,1.15254,1.15176,1.15245,3691.8 +09.01.2019 15:00:00.000,1.15242,1.15324,1.15213,1.15269,3510.3 +09.01.2019 15:05:00.000,1.15266,1.15311,1.15238,1.15284,3413.19 +09.01.2019 15:10:00.000,1.15288,1.15398,1.15284,1.15380,3907.8599999999997 +09.01.2019 15:15:00.000,1.15379,1.15399,1.15334,1.15390,4060.38 +09.01.2019 15:20:00.000,1.15388,1.15405,1.15336,1.15342,3263.34 +09.01.2019 15:25:00.000,1.15344,1.15351,1.15290,1.15298,4107.24 +09.01.2019 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16:40:00.000,1.15301,1.15377,1.15266,1.15361,3246.85 +09.01.2019 16:45:00.000,1.15361,1.15361,1.15300,1.15313,2667.1899999999996 +09.01.2019 16:50:00.000,1.15312,1.15316,1.15267,1.15282,2916.3599999999997 +09.01.2019 16:55:00.000,1.15282,1.15283,1.15238,1.15239,2168.3700000000003 +09.01.2019 17:00:00.000,1.15240,1.15250,1.15212,1.15221,2407.3500000000004 +09.01.2019 17:05:00.000,1.15221,1.15241,1.15212,1.15221,1934.8 +09.01.2019 17:10:00.000,1.15222,1.15280,1.15220,1.15266,1830.18 +09.01.2019 17:15:00.000,1.15266,1.15266,1.15224,1.15240,1752.18 +09.01.2019 17:20:00.000,1.15239,1.15277,1.15225,1.15248,1360.87 +09.01.2019 17:25:00.000,1.15248,1.15316,1.15240,1.15316,1867.2399999999998 +09.01.2019 17:30:00.000,1.15316,1.15322,1.15275,1.15275,1401.73 +09.01.2019 17:35:00.000,1.15275,1.15331,1.15275,1.15315,1360.1000000000001 +09.01.2019 17:40:00.000,1.15315,1.15335,1.15299,1.15301,1651.3000000000002 +09.01.2019 17:45:00.000,1.15300,1.15318,1.15274,1.15281,1699.82 +09.01.2019 17:50:00.000,1.15280,1.15325,1.15273,1.15314,2375.4900000000002 +09.01.2019 17:55:00.000,1.15316,1.15345,1.15311,1.15325,2579.4300000000003 +09.01.2019 18:00:00.000,1.15327,1.15363,1.15315,1.15340,1941.65 +09.01.2019 18:05:00.000,1.15341,1.15370,1.15331,1.15333,2416.33 +09.01.2019 18:10:00.000,1.15333,1.15342,1.15304,1.15316,1915.36 +09.01.2019 18:15:00.000,1.15315,1.15339,1.15308,1.15331,1979.26 +09.01.2019 18:20:00.000,1.15330,1.15345,1.15293,1.15297,2019.4 +09.01.2019 18:25:00.000,1.15297,1.15331,1.15286,1.15324,1955.15 +09.01.2019 18:30:00.000,1.15324,1.15337,1.15301,1.15337,1360.58 +09.01.2019 18:35:00.000,1.15337,1.15367,1.15334,1.15362,1469.92 +09.01.2019 18:40:00.000,1.15364,1.15372,1.15332,1.15332,1633.26 +09.01.2019 18:45:00.000,1.15332,1.15391,1.15332,1.15384,1554.1100000000001 +09.01.2019 18:50:00.000,1.15384,1.15406,1.15369,1.15376,2001.56 +09.01.2019 18:55:00.000,1.15376,1.15396,1.15362,1.15362,1364.82 +09.01.2019 19:00:00.000,1.15362,1.15578,1.15291,1.15419,4333.93 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20:15:00.000,1.15465,1.15470,1.15439,1.15445,1331.9099999999999 +09.01.2019 20:20:00.000,1.15446,1.15472,1.15440,1.15468,1758.18 +09.01.2019 20:25:00.000,1.15468,1.15484,1.15463,1.15467,1697.03 +09.01.2019 20:30:00.000,1.15467,1.15488,1.15446,1.15468,1696.9 +09.01.2019 20:35:00.000,1.15469,1.15533,1.15462,1.15525,2273.84 +09.01.2019 20:40:00.000,1.15526,1.15530,1.15495,1.15495,1676.1999999999998 +09.01.2019 20:45:00.000,1.15496,1.15502,1.15487,1.15497,1633.53 +09.01.2019 20:50:00.000,1.15498,1.15502,1.15462,1.15476,1203.1599999999999 +09.01.2019 20:55:00.000,1.15476,1.15544,1.15468,1.15542,1875.44 +09.01.2019 21:00:00.000,1.15544,1.15550,1.15515,1.15522,683.3399999999999 +09.01.2019 21:05:00.000,1.15522,1.15524,1.15513,1.15518,378.72999999999996 +09.01.2019 21:10:00.000,1.15518,1.15522,1.15514,1.15518,415.65999999999997 +09.01.2019 21:15:00.000,1.15518,1.15518,1.15479,1.15481,534.31 +09.01.2019 21:20:00.000,1.15481,1.15484,1.15469,1.15469,386.45 +09.01.2019 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10:35:00.000,1.15255,1.15266,1.15211,1.15229,1233.4 +10.01.2019 10:40:00.000,1.15230,1.15260,1.15206,1.15259,996.6199999999999 +10.01.2019 10:45:00.000,1.15260,1.15267,1.15241,1.15254,1628.91 +10.01.2019 10:50:00.000,1.15255,1.15316,1.15255,1.15281,1691.47 +10.01.2019 10:55:00.000,1.15281,1.15300,1.15266,1.15276,1410.0199999999998 +10.01.2019 11:00:00.000,1.15276,1.15306,1.15267,1.15299,1231.98 +10.01.2019 11:05:00.000,1.15299,1.15341,1.15295,1.15335,1913.1299999999999 +10.01.2019 11:10:00.000,1.15335,1.15363,1.15333,1.15343,1837.75 +10.01.2019 11:15:00.000,1.15344,1.15372,1.15336,1.15368,1270.27 +10.01.2019 11:20:00.000,1.15368,1.15391,1.15367,1.15388,2321.98 +10.01.2019 11:25:00.000,1.15387,1.15392,1.15355,1.15357,1680.71 +10.01.2019 11:30:00.000,1.15356,1.15363,1.15324,1.15324,1884.5300000000002 +10.01.2019 11:35:00.000,1.15325,1.15348,1.15300,1.15335,1558.75 +10.01.2019 11:40:00.000,1.15335,1.15336,1.15285,1.15304,1960.1999999999998 +10.01.2019 11:45:00.000,1.15303,1.15337,1.15296,1.15323,1389.96 +10.01.2019 11:50:00.000,1.15324,1.15338,1.15269,1.15273,1355.99 +10.01.2019 11:55:00.000,1.15277,1.15297,1.15257,1.15292,2056.8 +10.01.2019 12:00:00.000,1.15292,1.15293,1.15237,1.15240,2027.45 +10.01.2019 12:05:00.000,1.15241,1.15316,1.15240,1.15314,2016.4999999999998 +10.01.2019 12:10:00.000,1.15315,1.15350,1.15292,1.15344,2660.46 +10.01.2019 12:15:00.000,1.15345,1.15345,1.15311,1.15338,1495.67 +10.01.2019 12:20:00.000,1.15338,1.15338,1.15300,1.15321,2003.95 +10.01.2019 12:25:00.000,1.15320,1.15353,1.15319,1.15325,1066.8700000000001 +10.01.2019 12:30:00.000,1.15326,1.15391,1.15282,1.15343,2188.8099999999995 +10.01.2019 12:35:00.000,1.15343,1.15381,1.15324,1.15379,2130.41 +10.01.2019 12:40:00.000,1.15379,1.15384,1.15338,1.15344,1770.29 +10.01.2019 12:45:00.000,1.15344,1.15370,1.15342,1.15348,1404.36 +10.01.2019 12:50:00.000,1.15348,1.15390,1.15341,1.15384,1563.75 +10.01.2019 12:55:00.000,1.15384,1.15384,1.15307,1.15338,2883.6200000000003 +10.01.2019 13:00:00.000,1.15338,1.15388,1.15335,1.15375,2462.9500000000003 +10.01.2019 13:05:00.000,1.15375,1.15389,1.15354,1.15365,1224.33 +10.01.2019 13:10:00.000,1.15364,1.15384,1.15342,1.15347,2013.8400000000001 +10.01.2019 13:15:00.000,1.15347,1.15376,1.15311,1.15372,2622.69 +10.01.2019 13:20:00.000,1.15373,1.15451,1.15362,1.15433,2790.05 +10.01.2019 13:25:00.000,1.15434,1.15437,1.15368,1.15380,1782.78 +10.01.2019 13:30:00.000,1.15376,1.15396,1.15322,1.15323,2779.65 +10.01.2019 13:35:00.000,1.15322,1.15384,1.15293,1.15319,2490.6400000000003 +10.01.2019 13:40:00.000,1.15320,1.15349,1.15307,1.15337,2546.04 +10.01.2019 13:45:00.000,1.15337,1.15349,1.15312,1.15336,1954.3799999999999 +10.01.2019 13:50:00.000,1.15336,1.15348,1.15323,1.15337,1861.6999999999998 +10.01.2019 13:55:00.000,1.15337,1.15338,1.15192,1.15204,2333.83 +10.01.2019 14:00:00.000,1.15205,1.15240,1.15162,1.15211,3488.1500000000005 +10.01.2019 14:05:00.000,1.15212,1.15252,1.15210,1.15235,1935.17 +10.01.2019 14:10:00.000,1.15234,1.15256,1.15225,1.15253,1694.26 +10.01.2019 14:15:00.000,1.15253,1.15298,1.15228,1.15298,1693.53 +10.01.2019 14:20:00.000,1.15299,1.15308,1.15264,1.15283,1705.74 +10.01.2019 14:25:00.000,1.15282,1.15289,1.15211,1.15213,1925.13 +10.01.2019 14:30:00.000,1.15212,1.15295,1.15212,1.15286,2719.51 +10.01.2019 14:35:00.000,1.15286,1.15291,1.15259,1.15261,2381.4300000000003 +10.01.2019 14:40:00.000,1.15264,1.15276,1.15228,1.15230,2940.26 +10.01.2019 14:45:00.000,1.15230,1.15249,1.15198,1.15226,2478.5799999999995 +10.01.2019 14:50:00.000,1.15226,1.15257,1.15226,1.15254,2281.06 +10.01.2019 14:55:00.000,1.15255,1.15272,1.15235,1.15256,2660.69 +10.01.2019 15:00:00.000,1.15257,1.15273,1.15216,1.15227,2434.14 +10.01.2019 15:05:00.000,1.15227,1.15228,1.15149,1.15185,3465.64 +10.01.2019 15:10:00.000,1.15184,1.15233,1.15172,1.15198,2732.1099999999997 +10.01.2019 15:15:00.000,1.15196,1.15210,1.15170,1.15190,2575.2100000000005 +10.01.2019 15:20:00.000,1.15191,1.15226,1.15188,1.15210,2135.4399999999996 +10.01.2019 15:25:00.000,1.15210,1.15210,1.15163,1.15192,1827.46 +10.01.2019 15:30:00.000,1.15191,1.15207,1.15162,1.15188,2498.56 +10.01.2019 15:35:00.000,1.15188,1.15248,1.15185,1.15225,2346.7 +10.01.2019 15:40:00.000,1.15227,1.15230,1.15148,1.15177,2839.5200000000004 +10.01.2019 15:45:00.000,1.15179,1.15217,1.15178,1.15213,2635.56 +10.01.2019 15:50:00.000,1.15213,1.15256,1.15192,1.15222,2518.69 +10.01.2019 15:55:00.000,1.15221,1.15237,1.15198,1.15225,3497.75 +10.01.2019 16:00:00.000,1.15227,1.15233,1.15185,1.15202,2637.4100000000003 +10.01.2019 16:05:00.000,1.15202,1.15204,1.15168,1.15171,2051.72 +10.01.2019 16:10:00.000,1.15171,1.15231,1.15151,1.15226,2558.45 +10.01.2019 16:15:00.000,1.15226,1.15232,1.15172,1.15193,2188.97 +10.01.2019 16:20:00.000,1.15192,1.15213,1.15172,1.15195,2401.49 +10.01.2019 16:25:00.000,1.15196,1.15213,1.15116,1.15122,2659.54 +10.01.2019 16:30:00.000,1.15122,1.15150,1.15114,1.15139,2174.32 +10.01.2019 16:35:00.000,1.15138,1.15152,1.15115,1.15127,2401.35 +10.01.2019 16:40:00.000,1.15127,1.15132,1.15102,1.15121,1592.9599999999998 +10.01.2019 16:45:00.000,1.15121,1.15169,1.15120,1.15164,1754.57 +10.01.2019 16:50:00.000,1.15164,1.15184,1.15156,1.15171,2103.78 +10.01.2019 16:55:00.000,1.15170,1.15215,1.15148,1.15164,2142.79 +10.01.2019 17:00:00.000,1.15164,1.15183,1.15107,1.15129,2844.92 +10.01.2019 17:05:00.000,1.15132,1.15137,1.15053,1.15064,2201.02 +10.01.2019 17:10:00.000,1.15063,1.15131,1.15060,1.15123,1952.1000000000001 +10.01.2019 17:15:00.000,1.15123,1.15148,1.15101,1.15111,2569.44 +10.01.2019 17:20:00.000,1.15111,1.15135,1.15075,1.15086,1973.4099999999999 +10.01.2019 17:25:00.000,1.15086,1.15116,1.15065,1.15108,2128.11 +10.01.2019 17:30:00.000,1.15107,1.15113,1.15068,1.15076,1341.0700000000002 +10.01.2019 17:35:00.000,1.15073,1.15076,1.15061,1.15065,1564.8300000000002 +10.01.2019 17:40:00.000,1.15067,1.15091,1.15054,1.15056,1981.79 +10.01.2019 17:45:00.000,1.15057,1.15123,1.15027,1.15058,76123.4638 +10.01.2019 17:50:00.000,1.15058,1.15118,1.15049,1.15057,2461.8500000000004 +10.01.2019 17:55:00.000,1.15061,1.15075,1.14972,1.15057,2515.16 +10.01.2019 18:00:00.000,1.15061,1.15078,1.14976,1.15057,2569.93 +10.01.2019 18:05:00.000,1.15058,1.15092,1.15029,1.15087,2561.7100000000005 +10.01.2019 18:10:00.000,1.15085,1.15110,1.15076,1.15103,2056.5299999999997 +10.01.2019 18:15:00.000,1.15101,1.15133,1.15086,1.15106,2618.04 +10.01.2019 18:20:00.000,1.15103,1.15106,1.14975,1.14975,2168.5600000000004 +10.01.2019 18:25:00.000,1.14974,1.14992,1.14844,1.14902,3037.98 +10.01.2019 18:30:00.000,1.14903,1.14930,1.14870,1.14929,1736.02 +10.01.2019 18:35:00.000,1.14929,1.14948,1.14912,1.14946,2599.21 +10.01.2019 18:40:00.000,1.14947,1.15002,1.14943,1.14984,2059.23 +10.01.2019 18:45:00.000,1.14982,1.15021,1.14959,1.15016,1974.96 +10.01.2019 18:50:00.000,1.15015,1.15031,1.15005,1.15025,2306.83 +10.01.2019 18:55:00.000,1.15024,1.15035,1.14969,1.14978,2816.34 +10.01.2019 19:00:00.000,1.14978,1.15006,1.14951,1.15002,3195.32 +10.01.2019 19:05:00.000,1.15001,1.15018,1.14990,1.14995,2301.96 +10.01.2019 19:10:00.000,1.14995,1.15035,1.14992,1.15011,2550.79 +10.01.2019 19:15:00.000,1.15011,1.15023,1.15008,1.15017,1295.21 +10.01.2019 19:20:00.000,1.15016,1.15019,1.14988,1.14988,1485.21 +10.01.2019 19:25:00.000,1.14989,1.15014,1.14979,1.15006,1050.1599999999999 +10.01.2019 19:30:00.000,1.15006,1.15013,1.14989,1.14996,1445.87 +10.01.2019 19:35:00.000,1.14996,1.15004,1.14978,1.14996,1271.63 +10.01.2019 19:40:00.000,1.14997,1.15005,1.14966,1.15000,1061.66 +10.01.2019 19:45:00.000,1.15000,1.15035,1.14999,1.15035,1710.8900000000003 +10.01.2019 19:50:00.000,1.15034,1.15056,1.15016,1.15018,2221.73 +10.01.2019 19:55:00.000,1.15017,1.15027,1.14987,1.14997,1800.56 +10.01.2019 20:00:00.000,1.14997,1.15000,1.14969,1.14985,1676.59 +10.01.2019 20:05:00.000,1.14985,1.14989,1.14971,1.14982,1097.28 +10.01.2019 20:10:00.000,1.14984,1.14989,1.14951,1.14964,1309.98 +10.01.2019 20:15:00.000,1.14966,1.14989,1.14964,1.14987,1304.75 +10.01.2019 20:20:00.000,1.14987,1.15001,1.14987,1.14996,1128.98 +10.01.2019 20:25:00.000,1.14995,1.14995,1.14966,1.14976,910.8399999999999 +10.01.2019 20:30:00.000,1.14975,1.14985,1.14969,1.14976,539.17 +10.01.2019 20:35:00.000,1.14977,1.14984,1.14965,1.14973,580.32 +10.01.2019 20:40:00.000,1.14975,1.14993,1.14975,1.14991,497.2 +10.01.2019 20:45:00.000,1.14991,1.14998,1.14968,1.14968,714.13 +10.01.2019 20:50:00.000,1.14968,1.14972,1.14952,1.14971,729.8899999999999 +10.01.2019 20:55:00.000,1.14970,1.14983,1.14966,1.14977,1009.41 +10.01.2019 21:00:00.000,1.14978,1.15003,1.14976,1.14996,651.5400000000001 +10.01.2019 21:05:00.000,1.14996,1.15002,1.14995,1.15000,294.05 +10.01.2019 21:10:00.000,1.15000,1.15001,1.14986,1.14989,372.2 +10.01.2019 21:15:00.000,1.14987,1.14993,1.14980,1.14980,262.26 +10.01.2019 21:20:00.000,1.14980,1.14982,1.14980,1.14980,150.22 +10.01.2019 21:25:00.000,1.14980,1.14983,1.14975,1.14983,410.44 +10.01.2019 21:30:00.000,1.14982,1.14991,1.14975,1.14991,527.05 +10.01.2019 21:35:00.000,1.14991,1.14999,1.14985,1.14999,702.5899999999999 +10.01.2019 21:40:00.000,1.14999,1.15009,1.14994,1.15000,443.66 +10.01.2019 21:45:00.000,1.14999,1.15004,1.14980,1.14982,657.06 +10.01.2019 21:50:00.000,1.14980,1.14998,1.14980,1.14997,488.75 +10.01.2019 21:55:00.000,1.14996,1.15004,1.14994,1.14994,338.09 +10.01.2019 22:00:00.000,1.14994,1.15003,1.14967,1.14974,79.5 +10.01.2019 22:05:00.000,1.14974,1.15001,1.14973,1.15001,67.26 +10.01.2019 22:10:00.000,1.15000,1.15001,1.14983,1.15000,29.509999999999998 +10.01.2019 22:15:00.000,1.15000,1.15001,1.14970,1.14976,175.16000000000003 +10.01.2019 22:20:00.000,1.14974,1.14990,1.14973,1.14989,284.6 +10.01.2019 22:25:00.000,1.14989,1.14991,1.14981,1.14985,239.52999999999997 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23:40:00.000,1.15052,1.15070,1.15052,1.15059,631.04 +10.01.2019 23:45:00.000,1.15058,1.15082,1.15045,1.15060,587.48 +10.01.2019 23:50:00.000,1.15060,1.15073,1.15054,1.15054,557.1899999999999 +10.01.2019 23:55:00.000,1.15054,1.15082,1.15053,1.15081,384.73 +11.01.2019 00:00:00.000,1.15082,1.15165,1.15080,1.15109,1544.52 +11.01.2019 00:05:00.000,1.15109,1.15111,1.15069,1.15069,1023.49 +11.01.2019 00:10:00.000,1.15070,1.15070,1.15058,1.15059,860.6899999999999 +11.01.2019 00:15:00.000,1.15059,1.15085,1.15058,1.15076,1163.74 +11.01.2019 00:20:00.000,1.15075,1.15116,1.15069,1.15109,800.7700000000001 +11.01.2019 00:25:00.000,1.15109,1.15143,1.15103,1.15140,485.64 +11.01.2019 00:30:00.000,1.15140,1.15170,1.15118,1.15127,1044.8799999999999 +11.01.2019 00:35:00.000,1.15127,1.15150,1.15123,1.15145,604.41 +11.01.2019 00:40:00.000,1.15145,1.15152,1.15142,1.15150,387.57 +11.01.2019 00:45:00.000,1.15150,1.15150,1.15131,1.15136,379.71 +11.01.2019 00:50:00.000,1.15136,1.15137,1.15102,1.15113,1129.1 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02:05:00.000,1.15157,1.15168,1.15133,1.15143,654.0899999999999 +11.01.2019 02:10:00.000,1.15143,1.15165,1.15141,1.15155,1026.63 +11.01.2019 02:15:00.000,1.15156,1.15175,1.15151,1.15168,752.8100000000001 +11.01.2019 02:20:00.000,1.15169,1.15187,1.15168,1.15174,1235.01 +11.01.2019 02:25:00.000,1.15174,1.15184,1.15170,1.15179,725.51 +11.01.2019 02:30:00.000,1.15179,1.15249,1.15176,1.15245,1104.94 +11.01.2019 02:35:00.000,1.15245,1.15248,1.15222,1.15222,1129.74 +11.01.2019 02:40:00.000,1.15222,1.15235,1.15218,1.15229,894.1300000000001 +11.01.2019 02:45:00.000,1.15229,1.15246,1.15229,1.15230,495.81000000000006 +11.01.2019 02:50:00.000,1.15230,1.15235,1.15227,1.15228,430.3 +11.01.2019 02:55:00.000,1.15228,1.15235,1.15217,1.15218,579.71 +11.01.2019 03:00:00.000,1.15218,1.15218,1.15201,1.15206,833.2 +11.01.2019 03:05:00.000,1.15205,1.15221,1.15197,1.15218,520.24 +11.01.2019 03:10:00.000,1.15218,1.15220,1.15186,1.15194,758.23 +11.01.2019 03:15:00.000,1.15195,1.15208,1.15192,1.15199,535.73 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04:30:00.000,1.15292,1.15294,1.15268,1.15278,834.9300000000001 +11.01.2019 04:35:00.000,1.15278,1.15300,1.15269,1.15289,568.19 +11.01.2019 04:40:00.000,1.15290,1.15290,1.15273,1.15277,608.78 +11.01.2019 04:45:00.000,1.15278,1.15278,1.15258,1.15263,484.28999999999996 +11.01.2019 04:50:00.000,1.15262,1.15263,1.15255,1.15259,392.65 +11.01.2019 04:55:00.000,1.15259,1.15295,1.15259,1.15289,487.31 +11.01.2019 05:00:00.000,1.15290,1.15298,1.15284,1.15287,310.19000000000005 +11.01.2019 05:05:00.000,1.15287,1.15290,1.15276,1.15278,228.27999999999997 +11.01.2019 05:10:00.000,1.15276,1.15289,1.15274,1.15285,488.92999999999995 +11.01.2019 05:15:00.000,1.15284,1.15308,1.15280,1.15307,761.56 +11.01.2019 05:20:00.000,1.15308,1.15308,1.15284,1.15293,581.53 +11.01.2019 05:25:00.000,1.15293,1.15299,1.15285,1.15299,388.82 +11.01.2019 05:30:00.000,1.15298,1.15305,1.15280,1.15283,788.75 +11.01.2019 05:35:00.000,1.15281,1.15291,1.15270,1.15279,682.72 +11.01.2019 05:40:00.000,1.15279,1.15280,1.15269,1.15276,515.95 +11.01.2019 05:45:00.000,1.15277,1.15290,1.15269,1.15279,668.9100000000001 +11.01.2019 05:50:00.000,1.15279,1.15280,1.15217,1.15225,886.8399999999999 +11.01.2019 05:55:00.000,1.15224,1.15266,1.15224,1.15253,991.36 +11.01.2019 06:00:00.000,1.15253,1.15291,1.15250,1.15268,938.72 +11.01.2019 06:05:00.000,1.15268,1.15269,1.15226,1.15228,1176.31 +11.01.2019 06:10:00.000,1.15228,1.15251,1.15225,1.15239,624.9800000000001 +11.01.2019 06:15:00.000,1.15239,1.15253,1.15233,1.15234,793.1400000000001 +11.01.2019 06:20:00.000,1.15233,1.15240,1.15221,1.15229,627.8 +11.01.2019 06:25:00.000,1.15229,1.15258,1.15228,1.15233,551.84 +11.01.2019 06:30:00.000,1.15231,1.15232,1.15207,1.15223,732.1 +11.01.2019 06:35:00.000,1.15223,1.15226,1.15196,1.15198,699.2 +11.01.2019 06:40:00.000,1.15197,1.15202,1.15171,1.15188,768.39 +11.01.2019 06:45:00.000,1.15187,1.15208,1.15187,1.15207,528.4300000000001 +11.01.2019 06:50:00.000,1.15206,1.15215,1.15197,1.15215,700.24 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08:05:00.000,1.15283,1.15298,1.15278,1.15287,2255.87 +11.01.2019 08:10:00.000,1.15291,1.15296,1.15248,1.15258,1748.46 +11.01.2019 08:15:00.000,1.15258,1.15259,1.15182,1.15238,1795.29 +11.01.2019 08:20:00.000,1.15238,1.15264,1.15229,1.15256,1570.25 +11.01.2019 08:25:00.000,1.15256,1.15257,1.15201,1.15203,1484.3799999999999 +11.01.2019 08:30:00.000,1.15202,1.15267,1.15173,1.15254,2124.01 +11.01.2019 08:35:00.000,1.15256,1.15278,1.15238,1.15247,1774.85 +11.01.2019 08:40:00.000,1.15245,1.15276,1.15226,1.15232,1484.5500000000002 +11.01.2019 08:45:00.000,1.15232,1.15300,1.15214,1.15287,1906.4 +11.01.2019 08:50:00.000,1.15287,1.15299,1.15281,1.15283,1518.85 +11.01.2019 08:55:00.000,1.15283,1.15300,1.15273,1.15291,1832.3899999999999 +11.01.2019 09:00:00.000,1.15293,1.15295,1.15252,1.15253,1808.29 +11.01.2019 09:05:00.000,1.15255,1.15255,1.15180,1.15180,2622.31 +11.01.2019 09:10:00.000,1.15179,1.15257,1.15164,1.15245,1747.6799999999998 +11.01.2019 09:15:00.000,1.15244,1.15246,1.15211,1.15236,1217.41 +11.01.2019 09:20:00.000,1.15236,1.15276,1.15225,1.15256,1719.3 +11.01.2019 09:25:00.000,1.15257,1.15257,1.15179,1.15180,1242.6100000000001 +11.01.2019 09:30:00.000,1.15180,1.15245,1.15178,1.15241,1652.95 +11.01.2019 09:35:00.000,1.15240,1.15240,1.15208,1.15216,1478.96 +11.01.2019 09:40:00.000,1.15216,1.15235,1.15211,1.15216,1538.6000000000001 +11.01.2019 09:45:00.000,1.15217,1.15217,1.15180,1.15196,1955.0300000000002 +11.01.2019 09:50:00.000,1.15195,1.15196,1.15168,1.15181,1705.0299999999997 +11.01.2019 09:55:00.000,1.15181,1.15219,1.15175,1.15196,1913.7400000000002 +11.01.2019 10:00:00.000,1.15197,1.15206,1.15155,1.15190,2114.58 +11.01.2019 10:05:00.000,1.15190,1.15237,1.15190,1.15201,1398.56 +11.01.2019 10:10:00.000,1.15200,1.15250,1.15190,1.15237,1757.7800000000002 +11.01.2019 10:15:00.000,1.15237,1.15249,1.15208,1.15217,1375.32 +11.01.2019 10:20:00.000,1.15217,1.15241,1.15213,1.15219,1492.8899999999999 +11.01.2019 10:25:00.000,1.15220,1.15249,1.15220,1.15241,1160.1100000000001 +11.01.2019 10:30:00.000,1.15241,1.15248,1.15220,1.15232,1321.6499999999999 +11.01.2019 10:35:00.000,1.15232,1.15241,1.15201,1.15227,1215.23 +11.01.2019 10:40:00.000,1.15227,1.15279,1.15225,1.15270,1374.9899999999998 +11.01.2019 10:45:00.000,1.15270,1.15290,1.15250,1.15267,1783.27 +11.01.2019 10:50:00.000,1.15268,1.15403,1.15258,1.15363,3190.1 +11.01.2019 10:55:00.000,1.15365,1.15370,1.15325,1.15345,3751.09 +11.01.2019 11:00:00.000,1.15345,1.15346,1.15281,1.15306,2672.23 +11.01.2019 11:05:00.000,1.15306,1.15327,1.15295,1.15302,1886.76 +11.01.2019 11:10:00.000,1.15305,1.15319,1.15210,1.15237,2560.5600000000004 +11.01.2019 11:15:00.000,1.15238,1.15248,1.15188,1.15240,1969.43 +11.01.2019 11:20:00.000,1.15238,1.15249,1.15196,1.15224,1937.0499999999997 +11.01.2019 11:25:00.000,1.15223,1.15241,1.15211,1.15234,1314.6 +11.01.2019 11:30:00.000,1.15233,1.15271,1.15231,1.15251,1664.0700000000002 +11.01.2019 11:35:00.000,1.15251,1.15266,1.15242,1.15260,1117.91 +11.01.2019 11:40:00.000,1.15261,1.15296,1.15261,1.15285,1330.9899999999998 +11.01.2019 11:45:00.000,1.15287,1.15308,1.15250,1.15307,1736.3799999999999 +11.01.2019 11:50:00.000,1.15307,1.15330,1.15299,1.15310,1775.1499999999999 +11.01.2019 11:55:00.000,1.15309,1.15321,1.15279,1.15318,2675.76 +11.01.2019 12:00:00.000,1.15319,1.15346,1.15291,1.15328,1910.6999999999998 +11.01.2019 12:05:00.000,1.15328,1.15347,1.15323,1.15347,1852.95 +11.01.2019 12:10:00.000,1.15346,1.15354,1.15324,1.15339,1767.15 +11.01.2019 12:15:00.000,1.15342,1.15343,1.15310,1.15313,1502.4499999999998 +11.01.2019 12:20:00.000,1.15312,1.15359,1.15312,1.15334,2017.38 +11.01.2019 12:25:00.000,1.15334,1.15354,1.15333,1.15336,1418.1699999999998 +11.01.2019 12:30:00.000,1.15333,1.15363,1.15333,1.15343,1442.97 +11.01.2019 12:35:00.000,1.15343,1.15354,1.15338,1.15343,1353.65 +11.01.2019 12:40:00.000,1.15343,1.15353,1.15328,1.15350,1036.82 +11.01.2019 12:45:00.000,1.15350,1.15364,1.15313,1.15321,1267.4 +11.01.2019 12:50:00.000,1.15323,1.15326,1.15221,1.15256,2691.5 +11.01.2019 12:55:00.000,1.15256,1.15281,1.15233,1.15278,2162.54 +11.01.2019 13:00:00.000,1.15279,1.15283,1.15238,1.15267,2139.39 +11.01.2019 13:05:00.000,1.15267,1.15329,1.15267,1.15326,2203.87 +11.01.2019 13:10:00.000,1.15326,1.15337,1.15308,1.15332,1923.8400000000001 +11.01.2019 13:15:00.000,1.15332,1.15332,1.15282,1.15283,1731.2600000000002 +11.01.2019 13:20:00.000,1.15284,1.15290,1.15236,1.15284,2158.9799999999996 +11.01.2019 13:25:00.000,1.15285,1.15293,1.15265,1.15267,865 +11.01.2019 13:30:00.000,1.15267,1.15351,1.15200,1.15238,2848.0699999999997 +11.01.2019 13:35:00.000,1.15241,1.15356,1.15219,1.15296,2372.12 +11.01.2019 13:40:00.000,1.15297,1.15323,1.15206,1.15249,2403.6 +11.01.2019 13:45:00.000,1.15250,1.15299,1.15239,1.15285,2458.8300000000004 +11.01.2019 13:50:00.000,1.15285,1.15292,1.15252,1.15253,1763.26 +11.01.2019 13:55:00.000,1.15252,1.15270,1.15236,1.15265,2132.23 +11.01.2019 14:00:00.000,1.15265,1.15267,1.15236,1.15264,1835.25 +11.01.2019 14:05:00.000,1.15264,1.15269,1.15058,1.15096,3068.8 +11.01.2019 14:10:00.000,1.15095,1.15095,1.14929,1.14965,3177.61 +11.01.2019 14:15:00.000,1.14964,1.14964,1.14876,1.14926,4126.96 +11.01.2019 14:20:00.000,1.14924,1.14928,1.14751,1.14830,3712.62 +11.01.2019 14:25:00.000,1.14829,1.14884,1.14801,1.14882,3911.0299999999997 +11.01.2019 14:30:00.000,1.14881,1.14942,1.14855,1.14894,2986.21 +11.01.2019 14:35:00.000,1.14894,1.14916,1.14841,1.14871,2766.6099999999997 +11.01.2019 14:40:00.000,1.14869,1.14888,1.14827,1.14840,2655.88 +11.01.2019 14:45:00.000,1.14839,1.14842,1.14580,1.14610,4145.51 +11.01.2019 14:50:00.000,1.14610,1.14678,1.14584,1.14653,3402.66 +11.01.2019 14:55:00.000,1.14653,1.14701,1.14620,1.14701,2778.08 +11.01.2019 15:00:00.000,1.14698,1.14702,1.14618,1.14695,2541.5 +11.01.2019 15:05:00.000,1.14694,1.14743,1.14683,1.14740,2181 +11.01.2019 15:10:00.000,1.14740,1.14744,1.14660,1.14690,2150.7 +11.01.2019 15:15:00.000,1.14690,1.14699,1.14660,1.14686,2186.83 +11.01.2019 15:20:00.000,1.14685,1.14694,1.14660,1.14669,1694.44 +11.01.2019 15:25:00.000,1.14670,1.14736,1.14669,1.14730,1995.45 +11.01.2019 15:30:00.000,1.14733,1.14748,1.14713,1.14733,1648.8700000000001 +11.01.2019 15:35:00.000,1.14734,1.14771,1.14709,1.14709,2414.2400000000002 +11.01.2019 15:40:00.000,1.14710,1.14794,1.14700,1.14789,2310.87 +11.01.2019 15:45:00.000,1.14788,1.14807,1.14722,1.14773,2266.56 +11.01.2019 15:50:00.000,1.14773,1.14810,1.14740,1.14795,2233.37 +11.01.2019 15:55:00.000,1.14797,1.14811,1.14758,1.14773,3041.09 +11.01.2019 16:00:00.000,1.14774,1.14784,1.14740,1.14754,2659.5000000000005 +11.01.2019 16:05:00.000,1.14755,1.14761,1.14733,1.14759,1715.31 +11.01.2019 16:10:00.000,1.14759,1.14785,1.14720,1.14731,2060.58 +11.01.2019 16:15:00.000,1.14730,1.14762,1.14720,1.14754,2361.36 +11.01.2019 16:20:00.000,1.14753,1.14753,1.14716,1.14723,1347.2199999999998 +11.01.2019 16:25:00.000,1.14724,1.14740,1.14709,1.14719,1642.4 +11.01.2019 16:30:00.000,1.14719,1.14725,1.14670,1.14696,3007.54 +11.01.2019 16:35:00.000,1.14696,1.14725,1.14690,1.14723,2362.07 +11.01.2019 16:40:00.000,1.14722,1.14733,1.14646,1.14673,2341.52 +11.01.2019 16:45:00.000,1.14673,1.14754,1.14672,1.14749,1965.1100000000001 +11.01.2019 16:50:00.000,1.14750,1.14775,1.14721,1.14774,1821.23 +11.01.2019 16:55:00.000,1.14773,1.14794,1.14765,1.14781,1554.49 +11.01.2019 17:00:00.000,1.14781,1.14804,1.14780,1.14784,1742.7900000000002 +11.01.2019 17:05:00.000,1.14787,1.14825,1.14785,1.14814,1607.8799999999999 +11.01.2019 17:10:00.000,1.14814,1.14818,1.14776,1.14814,1626.1599999999999 +11.01.2019 17:15:00.000,1.14813,1.14825,1.14795,1.14824,1076.24 +11.01.2019 17:20:00.000,1.14824,1.14858,1.14819,1.14851,1822.68 +11.01.2019 17:25:00.000,1.14851,1.14855,1.14823,1.14825,1650.8 +11.01.2019 17:30:00.000,1.14823,1.14827,1.14804,1.14804,2150.93 +11.01.2019 17:35:00.000,1.14804,1.14808,1.14786,1.14799,1543.69 +11.01.2019 17:40:00.000,1.14799,1.14828,1.14786,1.14792,1581.08 +11.01.2019 17:45:00.000,1.14792,1.14852,1.14787,1.14820,1651.4 +11.01.2019 17:50:00.000,1.14821,1.14823,1.14789,1.14804,1766.55 +11.01.2019 17:55:00.000,1.14804,1.14843,1.14799,1.14823,1877.96 +11.01.2019 18:00:00.000,1.14823,1.14837,1.14786,1.14802,1417.8799999999999 +11.01.2019 18:05:00.000,1.14802,1.14807,1.14788,1.14803,1497.23 +11.01.2019 18:10:00.000,1.14803,1.14803,1.14750,1.14768,1860.45 +11.01.2019 18:15:00.000,1.14767,1.14792,1.14755,1.14777,1325.24 +11.01.2019 18:20:00.000,1.14777,1.14792,1.14777,1.14787,1064.17 +11.01.2019 18:25:00.000,1.14787,1.14787,1.14763,1.14763,1070.85 +11.01.2019 18:30:00.000,1.14765,1.14777,1.14721,1.14727,928.6600000000001 +11.01.2019 18:35:00.000,1.14725,1.14761,1.14725,1.14747,1017.42 +11.01.2019 18:40:00.000,1.14745,1.14746,1.14716,1.14724,1367.44 +11.01.2019 18:45:00.000,1.14724,1.14747,1.14716,1.14737,1130.36 +11.01.2019 18:50:00.000,1.14737,1.14737,1.14716,1.14732,817.7 +11.01.2019 18:55:00.000,1.14733,1.14733,1.14695,1.14708,923.69 +11.01.2019 19:00:00.000,1.14707,1.14729,1.14694,1.14706,868.3400000000001 +11.01.2019 19:05:00.000,1.14708,1.14716,1.14690,1.14708,871.82 +11.01.2019 19:10:00.000,1.14709,1.14712,1.14690,1.14707,808.0799999999999 +11.01.2019 19:15:00.000,1.14707,1.14712,1.14675,1.14697,1095.3400000000001 +11.01.2019 19:20:00.000,1.14697,1.14701,1.14685,1.14691,1135.31 +11.01.2019 19:25:00.000,1.14691,1.14692,1.14676,1.14685,1127.17 +11.01.2019 19:30:00.000,1.14685,1.14697,1.14676,1.14691,1518.63 +11.01.2019 19:35:00.000,1.14692,1.14695,1.14679,1.14688,893.65 +11.01.2019 19:40:00.000,1.14687,1.14688,1.14655,1.14655,924.3299999999999 +11.01.2019 19:45:00.000,1.14655,1.14658,1.14633,1.14644,1473.55 +11.01.2019 19:50:00.000,1.14649,1.14652,1.14635,1.14641,915.8100000000001 +11.01.2019 19:55:00.000,1.14641,1.14654,1.14630,1.14650,1638.7400000000002 +11.01.2019 20:00:00.000,1.14651,1.14653,1.14630,1.14648,1633.6499999999999 +11.01.2019 20:05:00.000,1.14647,1.14652,1.14636,1.14636,794.1500000000001 +11.01.2019 20:10:00.000,1.14636,1.14638,1.14607,1.14612,1400.6599999999999 +11.01.2019 20:15:00.000,1.14612,1.14626,1.14581,1.14582,1456.9 +11.01.2019 20:20:00.000,1.14581,1.14629,1.14580,1.14627,1261.45 +11.01.2019 20:25:00.000,1.14626,1.14632,1.14609,1.14614,1265.43 +11.01.2019 20:30:00.000,1.14615,1.14621,1.14607,1.14616,1297.8100000000002 +11.01.2019 20:35:00.000,1.14616,1.14644,1.14615,1.14626,1371.35 +11.01.2019 20:40:00.000,1.14626,1.14640,1.14624,1.14627,678.21 +11.01.2019 20:45:00.000,1.14626,1.14640,1.14623,1.14638,1055.27 +11.01.2019 20:50:00.000,1.14638,1.14643,1.14612,1.14635,1207.38 +11.01.2019 20:55:00.000,1.14635,1.14654,1.14620,1.14626,1728.4599999999998 +11.01.2019 21:00:00.000,1.14626,1.14662,1.14617,1.14661,558.4499999999999 +11.01.2019 21:05:00.000,1.14660,1.14661,1.14651,1.14659,421.87 +11.01.2019 21:10:00.000,1.14658,1.14660,1.14632,1.14634,303.84000000000003 +11.01.2019 21:15:00.000,1.14633,1.14644,1.14627,1.14634,412.67 +11.01.2019 21:20:00.000,1.14634,1.14643,1.14628,1.14642,369.15000000000003 +11.01.2019 21:25:00.000,1.14642,1.14642,1.14631,1.14638,336.27 +11.01.2019 21:30:00.000,1.14637,1.14648,1.14636,1.14648,254.79999999999998 +11.01.2019 21:35:00.000,1.14647,1.14647,1.14615,1.14619,494.78999999999996 +11.01.2019 21:40:00.000,1.14619,1.14619,1.14601,1.14604,416.03 +11.01.2019 21:45:00.000,1.14604,1.14609,1.14602,1.14608,396.53 +11.01.2019 21:50:00.000,1.14608,1.14648,1.14604,1.14644,793.4699999999999 +11.01.2019 21:55:00.000,1.14645,1.14692,1.14628,1.14656,728.15 +13.01.2019 22:00:00.000,1.14589,1.14598,1.14583,1.14596,16.85 +13.01.2019 22:05:00.000,1.14599,1.14601,1.14591,1.14599,68.3 +13.01.2019 22:10:00.000,1.14601,1.14632,1.14586,1.14616,546.2 +13.01.2019 22:15:00.000,1.14616,1.14637,1.14613,1.14613,183.64999999999998 +13.01.2019 22:20:00.000,1.14614,1.14657,1.14614,1.14630,210.25 +13.01.2019 22:25:00.000,1.14630,1.14638,1.14608,1.14616,144 +13.01.2019 22:30:00.000,1.14616,1.14619,1.14613,1.14615,139.04 +13.01.2019 22:35:00.000,1.14615,1.14618,1.14606,1.14609,92.64 +13.01.2019 22:40:00.000,1.14613,1.14622,1.14613,1.14615,214.87 +13.01.2019 22:45:00.000,1.14615,1.14626,1.14611,1.14622,123.47 +13.01.2019 22:50:00.000,1.14616,1.14643,1.14616,1.14633,92.12 +13.01.2019 22:55:00.000,1.14633,1.14649,1.14626,1.14643,197.67000000000002 +13.01.2019 23:00:00.000,1.14645,1.14685,1.14627,1.14673,731.3500000000001 +13.01.2019 23:05:00.000,1.14674,1.14680,1.14667,1.14672,504.65 +13.01.2019 23:10:00.000,1.14672,1.14674,1.14631,1.14635,1099.38 +13.01.2019 23:15:00.000,1.14634,1.14641,1.14624,1.14624,649.51 +13.01.2019 23:20:00.000,1.14624,1.14629,1.14610,1.14616,546.85 +13.01.2019 23:25:00.000,1.14616,1.14616,1.14595,1.14596,398.94000000000005 +13.01.2019 23:30:00.000,1.14596,1.14625,1.14596,1.14624,529.62 +13.01.2019 23:35:00.000,1.14623,1.14624,1.14596,1.14602,529.76 +13.01.2019 23:40:00.000,1.14601,1.14611,1.14600,1.14604,383.54 +13.01.2019 23:45:00.000,1.14605,1.14610,1.14599,1.14603,375.84000000000003 +13.01.2019 23:50:00.000,1.14603,1.14614,1.14603,1.14605,276 +13.01.2019 23:55:00.000,1.14606,1.14607,1.14596,1.14597,422.32000000000005 +14.01.2019 00:00:00.000,1.14598,1.14653,1.14596,1.14616,996.5799999999999 +14.01.2019 00:05:00.000,1.14615,1.14638,1.14613,1.14626,573.84 +14.01.2019 00:10:00.000,1.14628,1.14629,1.14614,1.14616,438.56 +14.01.2019 00:15:00.000,1.14618,1.14621,1.14611,1.14617,404.19 +14.01.2019 00:20:00.000,1.14617,1.14640,1.14617,1.14631,476.36 +14.01.2019 00:25:00.000,1.14631,1.14641,1.14631,1.14640,504.58 +14.01.2019 00:30:00.000,1.14641,1.14652,1.14636,1.14651,703.64 +14.01.2019 00:35:00.000,1.14651,1.14662,1.14649,1.14650,528.1700000000001 +14.01.2019 00:40:00.000,1.14650,1.14652,1.14640,1.14641,254.18000000000004 +14.01.2019 00:45:00.000,1.14642,1.14656,1.14640,1.14643,253.22 +14.01.2019 00:50:00.000,1.14643,1.14643,1.14620,1.14621,322.04 +14.01.2019 00:55:00.000,1.14621,1.14642,1.14621,1.14626,539.9100000000001 +14.01.2019 01:00:00.000,1.14626,1.14656,1.14626,1.14656,721.53 +14.01.2019 01:05:00.000,1.14656,1.14683,1.14656,1.14672,549.47 +14.01.2019 01:10:00.000,1.14672,1.14672,1.14651,1.14651,342.09 +14.01.2019 01:15:00.000,1.14651,1.14656,1.14639,1.14653,577.89 +14.01.2019 01:20:00.000,1.14653,1.14677,1.14653,1.14675,467.91 +14.01.2019 01:25:00.000,1.14675,1.14697,1.14675,1.14695,624.88 +14.01.2019 01:30:00.000,1.14695,1.14708,1.14687,1.14706,784.71 +14.01.2019 01:35:00.000,1.14707,1.14711,1.14696,1.14706,605.8299999999999 +14.01.2019 01:40:00.000,1.14707,1.14748,1.14705,1.14747,647.73 +14.01.2019 01:45:00.000,1.14746,1.14748,1.14725,1.14726,532.84 +14.01.2019 01:50:00.000,1.14726,1.14772,1.14712,1.14768,1055.79 +14.01.2019 01:55:00.000,1.14768,1.14769,1.14758,1.14758,696.15 +14.01.2019 02:00:00.000,1.14758,1.14769,1.14755,1.14764,694.2600000000001 +14.01.2019 02:05:00.000,1.14766,1.14766,1.14734,1.14735,934.1600000000001 +14.01.2019 02:10:00.000,1.14736,1.14751,1.14722,1.14751,613.26 +14.01.2019 02:15:00.000,1.14751,1.14765,1.14748,1.14756,647.65 +14.01.2019 02:20:00.000,1.14756,1.14776,1.14753,1.14762,509.58000000000004 +14.01.2019 02:25:00.000,1.14761,1.14772,1.14757,1.14761,508.40999999999997 +14.01.2019 02:30:00.000,1.14762,1.14764,1.14750,1.14753,436.96 +14.01.2019 02:35:00.000,1.14753,1.14755,1.14730,1.14735,555.3599999999999 +14.01.2019 02:40:00.000,1.14735,1.14750,1.14731,1.14733,639.44 +14.01.2019 02:45:00.000,1.14732,1.14732,1.14718,1.14724,592.63 +14.01.2019 02:50:00.000,1.14724,1.14724,1.14709,1.14709,562.1500000000001 +14.01.2019 02:55:00.000,1.14710,1.14710,1.14664,1.14667,1059.4299999999998 +14.01.2019 03:00:00.000,1.14666,1.14691,1.14660,1.14682,1244.18 +14.01.2019 03:05:00.000,1.14682,1.14702,1.14670,1.14678,1203.9499999999998 +14.01.2019 03:10:00.000,1.14678,1.14720,1.14673,1.14698,1437.61 +14.01.2019 03:15:00.000,1.14698,1.14716,1.14692,1.14706,821.52 +14.01.2019 03:20:00.000,1.14705,1.14708,1.14686,1.14702,910.75 +14.01.2019 03:25:00.000,1.14702,1.14707,1.14670,1.14673,368.81 +14.01.2019 03:30:00.000,1.14672,1.14680,1.14661,1.14663,706.32 +14.01.2019 03:35:00.000,1.14665,1.14681,1.14664,1.14671,573.06 +14.01.2019 03:40:00.000,1.14671,1.14680,1.14671,1.14673,643.12 +14.01.2019 03:45:00.000,1.14673,1.14681,1.14673,1.14676,263.65000000000003 +14.01.2019 03:50:00.000,1.14678,1.14687,1.14676,1.14681,235.36 +14.01.2019 03:55:00.000,1.14681,1.14685,1.14672,1.14684,464.84000000000003 +14.01.2019 04:00:00.000,1.14685,1.14707,1.14684,1.14707,399.54 +14.01.2019 04:05:00.000,1.14708,1.14708,1.14697,1.14702,377.84999999999997 +14.01.2019 04:10:00.000,1.14702,1.14716,1.14700,1.14713,403.7300000000001 +14.01.2019 04:15:00.000,1.14713,1.14729,1.14712,1.14725,425.42999999999995 +14.01.2019 04:20:00.000,1.14726,1.14739,1.14724,1.14739,434.37 +14.01.2019 04:25:00.000,1.14738,1.14752,1.14738,1.14748,597.34 +14.01.2019 04:30:00.000,1.14748,1.14748,1.14717,1.14723,931.6300000000001 +14.01.2019 04:35:00.000,1.14723,1.14728,1.14717,1.14726,446.63 +14.01.2019 04:40:00.000,1.14726,1.14731,1.14714,1.14720,328.25 +14.01.2019 04:45:00.000,1.14721,1.14726,1.14716,1.14726,465.22 +14.01.2019 04:50:00.000,1.14725,1.14726,1.14715,1.14716,368.70000000000005 +14.01.2019 04:55:00.000,1.14716,1.14761,1.14715,1.14757,733.76 +14.01.2019 05:00:00.000,1.14761,1.14778,1.14757,1.14778,937.81 +14.01.2019 05:05:00.000,1.14777,1.14778,1.14748,1.14755,743.31 +14.01.2019 05:10:00.000,1.14754,1.14767,1.14751,1.14766,666.22 +14.01.2019 05:15:00.000,1.14767,1.14769,1.14751,1.14758,400.89 +14.01.2019 05:20:00.000,1.14757,1.14769,1.14752,1.14767,337.58000000000004 +14.01.2019 05:25:00.000,1.14768,1.14771,1.14757,1.14759,512.1400000000001 +14.01.2019 05:30:00.000,1.14759,1.14763,1.14747,1.14759,391.74 +14.01.2019 05:35:00.000,1.14759,1.14784,1.14755,1.14773,422.23 +14.01.2019 05:40:00.000,1.14773,1.14785,1.14769,1.14782,876.1700000000002 +14.01.2019 05:45:00.000,1.14781,1.14812,1.14780,1.14804,1332.9999999999998 +14.01.2019 05:50:00.000,1.14804,1.14811,1.14793,1.14795,743.06 +14.01.2019 05:55:00.000,1.14794,1.14796,1.14776,1.14784,608.72 +14.01.2019 06:00:00.000,1.14785,1.14802,1.14784,1.14794,362.33 +14.01.2019 06:05:00.000,1.14794,1.14804,1.14788,1.14788,470.84 +14.01.2019 06:10:00.000,1.14788,1.14790,1.14755,1.14761,660.65 +14.01.2019 06:15:00.000,1.14760,1.14761,1.14725,1.14725,871.6500000000001 +14.01.2019 06:20:00.000,1.14726,1.14762,1.14721,1.14762,957.7099999999999 +14.01.2019 06:25:00.000,1.14762,1.14768,1.14730,1.14748,899.2800000000002 +14.01.2019 06:30:00.000,1.14748,1.14749,1.14717,1.14718,738.0799999999999 +14.01.2019 06:35:00.000,1.14718,1.14748,1.14718,1.14743,777.06 +14.01.2019 06:40:00.000,1.14744,1.14750,1.14692,1.14694,843.27 +14.01.2019 06:45:00.000,1.14695,1.14706,1.14692,1.14701,802.18 +14.01.2019 06:50:00.000,1.14701,1.14728,1.14689,1.14728,562.8299999999999 +14.01.2019 06:55:00.000,1.14729,1.14754,1.14729,1.14742,1048.58 +14.01.2019 07:00:00.000,1.14743,1.14770,1.14691,1.14747,2094.81 +14.01.2019 07:05:00.000,1.14747,1.14779,1.14742,1.14757,1188.98 +14.01.2019 07:10:00.000,1.14760,1.14771,1.14696,1.14697,969.5900000000001 +14.01.2019 07:15:00.000,1.14696,1.14699,1.14544,1.14571,2490.45 +14.01.2019 07:20:00.000,1.14571,1.14628,1.14550,1.14622,1988.02 +14.01.2019 07:25:00.000,1.14621,1.14651,1.14601,1.14643,1694.55 +14.01.2019 07:30:00.000,1.14642,1.14675,1.14631,1.14662,1657.26 +14.01.2019 07:35:00.000,1.14663,1.14669,1.14633,1.14653,2079.7 +14.01.2019 07:40:00.000,1.14654,1.14683,1.14641,1.14683,1701.48 +14.01.2019 07:45:00.000,1.14682,1.14729,1.14680,1.14686,1864.01 +14.01.2019 07:50:00.000,1.14686,1.14772,1.14683,1.14759,1845.96 +14.01.2019 07:55:00.000,1.14759,1.14810,1.14759,1.14794,2120.2300000000005 +14.01.2019 08:00:00.000,1.14793,1.14800,1.14762,1.14791,2059.74 +14.01.2019 08:05:00.000,1.14792,1.14820,1.14788,1.14794,1747.5900000000001 +14.01.2019 08:10:00.000,1.14794,1.14800,1.14758,1.14759,1581.73 +14.01.2019 08:15:00.000,1.14760,1.14760,1.14685,1.14685,2007.0400000000002 +14.01.2019 08:20:00.000,1.14686,1.14690,1.14650,1.14661,2110.0099999999998 +14.01.2019 08:25:00.000,1.14660,1.14726,1.14650,1.14723,1883.06 +14.01.2019 08:30:00.000,1.14724,1.14724,1.14669,1.14689,1649.63 +14.01.2019 08:35:00.000,1.14689,1.14739,1.14681,1.14729,1665.82 +14.01.2019 08:40:00.000,1.14731,1.14787,1.14722,1.14776,2621.25 +14.01.2019 08:45:00.000,1.14776,1.14786,1.14739,1.14742,1925.28 +14.01.2019 08:50:00.000,1.14744,1.14781,1.14735,1.14746,1838.45 +14.01.2019 08:55:00.000,1.14749,1.14776,1.14736,1.14750,1608.06 +14.01.2019 09:00:00.000,1.14750,1.14798,1.14742,1.14757,1886.83 +14.01.2019 09:05:00.000,1.14757,1.14757,1.14677,1.14692,2192.13 +14.01.2019 09:10:00.000,1.14692,1.14717,1.14677,1.14717,1820.3400000000001 +14.01.2019 09:15:00.000,1.14718,1.14747,1.14707,1.14731,1574.2299999999998 +14.01.2019 09:20:00.000,1.14731,1.14741,1.14706,1.14707,1475.64 +14.01.2019 09:25:00.000,1.14709,1.14736,1.14690,1.14717,1624.99 +14.01.2019 09:30:00.000,1.14718,1.14722,1.14674,1.14709,2022.4899999999998 +14.01.2019 09:35:00.000,1.14709,1.14731,1.14694,1.14699,1698.37 +14.01.2019 09:40:00.000,1.14700,1.14718,1.14675,1.14687,2231 +14.01.2019 09:45:00.000,1.14688,1.14691,1.14640,1.14649,2093.94 +14.01.2019 09:50:00.000,1.14649,1.14653,1.14607,1.14613,1918.81 +14.01.2019 09:55:00.000,1.14613,1.14654,1.14609,1.14624,1763.39 +14.01.2019 10:00:00.000,1.14625,1.14636,1.14554,1.14557,2248.67 +14.01.2019 10:05:00.000,1.14557,1.14593,1.14546,1.14584,2307.6299999999997 +14.01.2019 10:10:00.000,1.14584,1.14585,1.14506,1.14536,2622.34 +14.01.2019 10:15:00.000,1.14536,1.14554,1.14523,1.14533,1633.4699999999998 +14.01.2019 10:20:00.000,1.14532,1.14574,1.14532,1.14560,1824.76 +14.01.2019 10:25:00.000,1.14560,1.14587,1.14553,1.14584,1813.68 +14.01.2019 10:30:00.000,1.14582,1.14582,1.14543,1.14549,1965.05 +14.01.2019 10:35:00.000,1.14548,1.14576,1.14547,1.14569,2058.4700000000003 +14.01.2019 10:40:00.000,1.14568,1.14600,1.14563,1.14600,1739.12 +14.01.2019 10:45:00.000,1.14598,1.14635,1.14595,1.14613,2664 +14.01.2019 10:50:00.000,1.14613,1.14649,1.14610,1.14634,2104.24 +14.01.2019 10:55:00.000,1.14633,1.14657,1.14611,1.14617,1864.01 +14.01.2019 11:00:00.000,1.14617,1.14638,1.14582,1.14586,1935.1699999999998 +14.01.2019 11:05:00.000,1.14587,1.14625,1.14526,1.14548,2195.66 +14.01.2019 11:10:00.000,1.14547,1.14597,1.14543,1.14597,2290.14 +14.01.2019 11:15:00.000,1.14596,1.14625,1.14580,1.14620,1956.44 +14.01.2019 11:20:00.000,1.14620,1.14643,1.14602,1.14626,2584.4700000000003 +14.01.2019 11:25:00.000,1.14627,1.14662,1.14615,1.14642,1632.3 +14.01.2019 11:30:00.000,1.14642,1.14702,1.14639,1.14686,2362.41 +14.01.2019 11:35:00.000,1.14686,1.14735,1.14686,1.14688,2008.7 +14.01.2019 11:40:00.000,1.14686,1.14725,1.14670,1.14716,1814.95 +14.01.2019 11:45:00.000,1.14720,1.14727,1.14708,1.14708,1510.95 +14.01.2019 11:50:00.000,1.14709,1.14719,1.14583,1.14584,2275.89 +14.01.2019 11:55:00.000,1.14583,1.14721,1.14538,1.14703,3471.7000000000003 +14.01.2019 12:00:00.000,1.14703,1.14715,1.14650,1.14666,2547.56 +14.01.2019 12:05:00.000,1.14664,1.14697,1.14650,1.14673,2221.51 +14.01.2019 12:10:00.000,1.14673,1.14690,1.14652,1.14661,1797.66 +14.01.2019 12:15:00.000,1.14662,1.14668,1.14630,1.14652,1988.86 +14.01.2019 12:20:00.000,1.14652,1.14658,1.14599,1.14602,1696.71 +14.01.2019 12:25:00.000,1.14601,1.14641,1.14600,1.14639,1923.91 +14.01.2019 12:30:00.000,1.14640,1.14652,1.14616,1.14626,1599.68 +14.01.2019 12:35:00.000,1.14626,1.14626,1.14554,1.14585,2015.92 +14.01.2019 12:40:00.000,1.14586,1.14596,1.14568,1.14574,1780.4899999999998 +14.01.2019 12:45:00.000,1.14574,1.14611,1.14566,1.14606,2280.05 +14.01.2019 12:50:00.000,1.14606,1.14649,1.14606,1.14628,1969.27 +14.01.2019 12:55:00.000,1.14626,1.14685,1.14591,1.14681,2738.81 +14.01.2019 13:00:00.000,1.14680,1.14680,1.14635,1.14673,2128.67 +14.01.2019 13:05:00.000,1.14675,1.14698,1.14675,1.14696,1813.48 +14.01.2019 13:10:00.000,1.14695,1.14702,1.14657,1.14671,2462.22 +14.01.2019 13:15:00.000,1.14671,1.14677,1.14633,1.14641,2660.93 +14.01.2019 13:20:00.000,1.14644,1.14646,1.14596,1.14611,2715.5899999999997 +14.01.2019 13:25:00.000,1.14614,1.14631,1.14596,1.14626,1694.9800000000002 +14.01.2019 13:30:00.000,1.14626,1.14630,1.14601,1.14625,1764.29 +14.01.2019 13:35:00.000,1.14624,1.14652,1.14576,1.14585,2090.78 +14.01.2019 13:40:00.000,1.14583,1.14627,1.14571,1.14574,1667.3400000000001 +14.01.2019 13:45:00.000,1.14573,1.14598,1.14563,1.14587,1841.3899999999999 +14.01.2019 13:50:00.000,1.14589,1.14630,1.14587,1.14614,1675.46 +14.01.2019 13:55:00.000,1.14614,1.14619,1.14585,1.14596,1647.85 +14.01.2019 14:00:00.000,1.14594,1.14607,1.14574,1.14576,1514.0600000000002 +14.01.2019 14:05:00.000,1.14576,1.14599,1.14570,1.14592,1457.23 +14.01.2019 14:10:00.000,1.14592,1.14610,1.14576,1.14596,1223.82 +14.01.2019 14:15:00.000,1.14596,1.14640,1.14594,1.14613,1522.4700000000003 +14.01.2019 14:20:00.000,1.14612,1.14633,1.14590,1.14597,1385.29 +14.01.2019 14:25:00.000,1.14596,1.14596,1.14535,1.14574,2432.5 +14.01.2019 14:30:00.000,1.14575,1.14636,1.14570,1.14610,2204.5099999999998 +14.01.2019 14:35:00.000,1.14610,1.14655,1.14600,1.14643,1887.2099999999998 +14.01.2019 14:40:00.000,1.14643,1.14650,1.14610,1.14625,1961.0700000000002 +14.01.2019 14:45:00.000,1.14622,1.14665,1.14585,1.14655,2010.16 +14.01.2019 14:50:00.000,1.14656,1.14665,1.14616,1.14644,2582.0299999999997 +14.01.2019 14:55:00.000,1.14645,1.14681,1.14631,1.14655,1495.51 +14.01.2019 15:00:00.000,1.14655,1.14676,1.14632,1.14670,1980.7000000000003 +14.01.2019 15:05:00.000,1.14670,1.14725,1.14659,1.14714,1611.32 +14.01.2019 15:10:00.000,1.14714,1.14724,1.14674,1.14675,1644.8400000000001 +14.01.2019 15:15:00.000,1.14675,1.14686,1.14644,1.14672,2072.88 +14.01.2019 15:20:00.000,1.14672,1.14701,1.14671,1.14697,1727.92 +14.01.2019 15:25:00.000,1.14696,1.14696,1.14634,1.14645,1202.41 +14.01.2019 15:30:00.000,1.14645,1.14664,1.14625,1.14652,1374.61 +14.01.2019 15:35:00.000,1.14652,1.14695,1.14651,1.14682,1514.6 +14.01.2019 15:40:00.000,1.14682,1.14685,1.14665,1.14685,1130.27 +14.01.2019 15:45:00.000,1.14684,1.14716,1.14666,1.14692,1512.77 +14.01.2019 15:50:00.000,1.14692,1.14725,1.14674,1.14714,2186.6099999999997 +14.01.2019 15:55:00.000,1.14713,1.14804,1.14663,1.14673,3208.21 +14.01.2019 16:00:00.000,1.14674,1.14683,1.14640,1.14670,2145.7 +14.01.2019 16:05:00.000,1.14670,1.14681,1.14631,1.14674,2155.63 +14.01.2019 16:10:00.000,1.14675,1.14717,1.14674,1.14705,2229.54 +14.01.2019 16:15:00.000,1.14705,1.14724,1.14694,1.14723,1819.42 +14.01.2019 16:20:00.000,1.14722,1.14773,1.14712,1.14764,1864.85 +14.01.2019 16:25:00.000,1.14764,1.14783,1.14744,1.14769,1813.89 +14.01.2019 16:30:00.000,1.14770,1.14777,1.14733,1.14749,1916.9800000000002 +14.01.2019 16:35:00.000,1.14753,1.14779,1.14731,1.14734,1427.84 +14.01.2019 16:40:00.000,1.14733,1.14772,1.14716,1.14767,1250.41 +14.01.2019 16:45:00.000,1.14767,1.14788,1.14757,1.14785,1538.93 +14.01.2019 16:50:00.000,1.14784,1.14784,1.14731,1.14768,1413.4099999999999 +14.01.2019 16:55:00.000,1.14768,1.14795,1.14753,1.14791,1565.8 +14.01.2019 17:00:00.000,1.14792,1.14792,1.14750,1.14751,1504.13 +14.01.2019 17:05:00.000,1.14752,1.14781,1.14735,1.14769,1580.53 +14.01.2019 17:10:00.000,1.14769,1.14794,1.14762,1.14790,1034.32 +14.01.2019 17:15:00.000,1.14790,1.14797,1.14774,1.14787,1026.58 +14.01.2019 17:20:00.000,1.14789,1.14797,1.14766,1.14766,1331.1599999999999 +14.01.2019 17:25:00.000,1.14767,1.14782,1.14764,1.14764,838.5300000000001 +14.01.2019 17:30:00.000,1.14766,1.14776,1.14752,1.14769,1358.8700000000001 +14.01.2019 17:35:00.000,1.14770,1.14775,1.14747,1.14754,1290.1 +14.01.2019 17:40:00.000,1.14755,1.14757,1.14736,1.14753,1083.6100000000001 +14.01.2019 17:45:00.000,1.14752,1.14783,1.14752,1.14781,1379.94 +14.01.2019 17:50:00.000,1.14782,1.14790,1.14762,1.14769,1398.38 +14.01.2019 17:55:00.000,1.14767,1.14797,1.14764,1.14767,1303.93 +14.01.2019 18:00:00.000,1.14768,1.14771,1.14750,1.14754,658.5600000000001 +14.01.2019 18:05:00.000,1.14755,1.14757,1.14720,1.14749,830.22 +14.01.2019 18:10:00.000,1.14749,1.14753,1.14731,1.14736,536.17 +14.01.2019 18:15:00.000,1.14736,1.14756,1.14732,1.14747,820.69 +14.01.2019 18:20:00.000,1.14747,1.14749,1.14734,1.14740,674.3299999999999 +14.01.2019 18:25:00.000,1.14738,1.14739,1.14714,1.14714,1242.18 +14.01.2019 18:30:00.000,1.14717,1.14721,1.14697,1.14715,1138.26 +14.01.2019 18:35:00.000,1.14715,1.14724,1.14710,1.14715,727.36 +14.01.2019 18:40:00.000,1.14713,1.14721,1.14700,1.14708,689.3500000000001 +14.01.2019 18:45:00.000,1.14708,1.14709,1.14676,1.14695,856.6099999999999 +14.01.2019 18:50:00.000,1.14695,1.14699,1.14686,1.14697,597.35 +14.01.2019 18:55:00.000,1.14695,1.14703,1.14689,1.14695,1296.23 +14.01.2019 19:00:00.000,1.14697,1.14707,1.14685,1.14690,1733.3700000000001 +14.01.2019 19:05:00.000,1.14691,1.14691,1.14655,1.14675,1241.1 +14.01.2019 19:10:00.000,1.14675,1.14695,1.14675,1.14678,742.23 +14.01.2019 19:15:00.000,1.14678,1.14697,1.14676,1.14691,928.1599999999999 +14.01.2019 19:20:00.000,1.14690,1.14692,1.14665,1.14681,794.7800000000001 +14.01.2019 19:25:00.000,1.14682,1.14695,1.14670,1.14676,982.0600000000001 +14.01.2019 19:30:00.000,1.14677,1.14685,1.14665,1.14675,1299.85 +14.01.2019 19:35:00.000,1.14675,1.14681,1.14660,1.14671,903.4300000000001 +14.01.2019 19:40:00.000,1.14671,1.14692,1.14670,1.14680,841.74 +14.01.2019 19:45:00.000,1.14680,1.14702,1.14676,1.14697,702.77 +14.01.2019 19:50:00.000,1.14697,1.14699,1.14680,1.14686,889.2900000000001 +14.01.2019 19:55:00.000,1.14686,1.14687,1.14645,1.14656,1416.35 +14.01.2019 20:00:00.000,1.14655,1.14661,1.14635,1.14658,1001.5899999999999 +14.01.2019 20:05:00.000,1.14661,1.14669,1.14651,1.14662,706.16 +14.01.2019 20:10:00.000,1.14663,1.14664,1.14643,1.14649,1057.51 +14.01.2019 20:15:00.000,1.14648,1.14662,1.14647,1.14654,1241.2600000000002 +14.01.2019 20:20:00.000,1.14653,1.14659,1.14646,1.14648,970.72 +14.01.2019 20:25:00.000,1.14649,1.14665,1.14647,1.14661,961.15 +14.01.2019 20:30:00.000,1.14661,1.14669,1.14657,1.14666,1091.79 +14.01.2019 20:35:00.000,1.14666,1.14671,1.14662,1.14668,811.4300000000001 +14.01.2019 20:40:00.000,1.14668,1.14669,1.14661,1.14667,777.57 +14.01.2019 20:45:00.000,1.14667,1.14667,1.14659,1.14667,356.92 +14.01.2019 20:50:00.000,1.14667,1.14669,1.14659,1.14664,777.07 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22:05:00.000,1.14677,1.14680,1.14674,1.14676,156.46 +14.01.2019 22:10:00.000,1.14675,1.14683,1.14675,1.14681,1294.66 +14.01.2019 22:15:00.000,1.14684,1.14686,1.14676,1.14683,446.19 +14.01.2019 22:20:00.000,1.14681,1.14687,1.14676,1.14681,196.45 +14.01.2019 22:25:00.000,1.14678,1.14681,1.14665,1.14667,396.91 +14.01.2019 22:30:00.000,1.14666,1.14684,1.14665,1.14675,257.77 +14.01.2019 22:35:00.000,1.14674,1.14676,1.14659,1.14665,259.44 +14.01.2019 22:40:00.000,1.14665,1.14674,1.14662,1.14674,212.67 +14.01.2019 22:45:00.000,1.14674,1.14686,1.14671,1.14678,316.17 +14.01.2019 22:50:00.000,1.14677,1.14690,1.14675,1.14680,286.1 +14.01.2019 22:55:00.000,1.14678,1.14712,1.14644,1.14664,536.69 +14.01.2019 23:00:00.000,1.14672,1.14699,1.14672,1.14688,786.34 +14.01.2019 23:05:00.000,1.14688,1.14706,1.14688,1.14704,316.59 +14.01.2019 23:10:00.000,1.14703,1.14712,1.14700,1.14711,432.18999999999994 +14.01.2019 23:15:00.000,1.14709,1.14715,1.14700,1.14710,449.09999999999997 +14.01.2019 23:20:00.000,1.14710,1.14711,1.14704,1.14705,471.73999999999995 +14.01.2019 23:25:00.000,1.14705,1.14712,1.14704,1.14712,244.1 +14.01.2019 23:30:00.000,1.14711,1.14715,1.14705,1.14715,577.34 +14.01.2019 23:35:00.000,1.14715,1.14715,1.14705,1.14710,320.49 +14.01.2019 23:40:00.000,1.14710,1.14720,1.14710,1.14715,453.22999999999996 +14.01.2019 23:45:00.000,1.14715,1.14715,1.14704,1.14715,551.16 +14.01.2019 23:50:00.000,1.14713,1.14721,1.14713,1.14717,325.72 +14.01.2019 23:55:00.000,1.14716,1.14726,1.14716,1.14726,303.92 +15.01.2019 00:00:00.000,1.14727,1.14731,1.14714,1.14731,557.59 +15.01.2019 00:05:00.000,1.14731,1.14748,1.14725,1.14745,591.64 +15.01.2019 00:10:00.000,1.14744,1.14744,1.14725,1.14730,254.77999999999997 +15.01.2019 00:15:00.000,1.14731,1.14739,1.14726,1.14737,248.01 +15.01.2019 00:20:00.000,1.14736,1.14737,1.14719,1.14724,544.63 +15.01.2019 00:25:00.000,1.14725,1.14748,1.14724,1.14748,478.08000000000004 +15.01.2019 00:30:00.000,1.14748,1.14751,1.14735,1.14736,336.86999999999995 +15.01.2019 00:35:00.000,1.14735,1.14736,1.14724,1.14733,344.24 +15.01.2019 00:40:00.000,1.14733,1.14751,1.14732,1.14748,583.37 +15.01.2019 00:45:00.000,1.14750,1.14759,1.14747,1.14756,437.03 +15.01.2019 00:50:00.000,1.14755,1.14757,1.14744,1.14755,472.22 +15.01.2019 00:55:00.000,1.14755,1.14776,1.14755,1.14765,530.98 +15.01.2019 01:00:00.000,1.14766,1.14769,1.14745,1.14754,610.11 +15.01.2019 01:05:00.000,1.14756,1.14757,1.14724,1.14732,444.9200000000001 +15.01.2019 01:10:00.000,1.14732,1.14767,1.14732,1.14756,1103.52 +15.01.2019 01:15:00.000,1.14756,1.14772,1.14754,1.14756,879.9300000000001 +15.01.2019 01:20:00.000,1.14756,1.14800,1.14756,1.14797,1057.23 +15.01.2019 01:25:00.000,1.14797,1.14847,1.14796,1.14826,919.1700000000001 +15.01.2019 01:30:00.000,1.14826,1.14835,1.14811,1.14821,975.48 +15.01.2019 01:35:00.000,1.14821,1.14887,1.14821,1.14867,1287.87 +15.01.2019 01:40:00.000,1.14866,1.14896,1.14866,1.14892,1285.54 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04:10:00.000,1.14816,1.14821,1.14815,1.14815,333.06 +15.01.2019 04:15:00.000,1.14815,1.14821,1.14805,1.14820,478.2 +15.01.2019 04:20:00.000,1.14821,1.14823,1.14807,1.14811,584.33 +15.01.2019 04:25:00.000,1.14810,1.14819,1.14805,1.14805,541.56 +15.01.2019 04:30:00.000,1.14806,1.14811,1.14803,1.14806,359.39 +15.01.2019 04:35:00.000,1.14807,1.14807,1.14800,1.14804,509.77000000000004 +15.01.2019 04:40:00.000,1.14804,1.14804,1.14794,1.14794,404.26 +15.01.2019 04:45:00.000,1.14794,1.14796,1.14790,1.14791,653.3 +15.01.2019 04:50:00.000,1.14790,1.14812,1.14785,1.14811,1012.01 +15.01.2019 04:55:00.000,1.14810,1.14811,1.14796,1.14798,735.4300000000001 +15.01.2019 05:00:00.000,1.14798,1.14799,1.14791,1.14798,540.94 +15.01.2019 05:05:00.000,1.14798,1.14808,1.14798,1.14802,505.25 +15.01.2019 05:10:00.000,1.14802,1.14803,1.14795,1.14799,482.94 +15.01.2019 05:15:00.000,1.14799,1.14800,1.14786,1.14787,847.95 +15.01.2019 05:20:00.000,1.14787,1.14798,1.14766,1.14774,1149.79 +15.01.2019 05:25:00.000,1.14774,1.14779,1.14762,1.14778,449.77 +15.01.2019 05:30:00.000,1.14778,1.14787,1.14771,1.14774,679.64 +15.01.2019 05:35:00.000,1.14773,1.14787,1.14761,1.14769,622.13 +15.01.2019 05:40:00.000,1.14770,1.14798,1.14763,1.14795,451.84000000000003 +15.01.2019 05:45:00.000,1.14795,1.14799,1.14785,1.14796,484.25 +15.01.2019 05:50:00.000,1.14796,1.14811,1.14796,1.14803,534.23 +15.01.2019 05:55:00.000,1.14801,1.14832,1.14800,1.14831,994.58 +15.01.2019 06:00:00.000,1.14831,1.14831,1.14791,1.14793,744.98 +15.01.2019 06:05:00.000,1.14794,1.14797,1.14780,1.14780,605.01 +15.01.2019 06:10:00.000,1.14780,1.14797,1.14770,1.14797,602.05 +15.01.2019 06:15:00.000,1.14797,1.14804,1.14777,1.14794,476.72999999999996 +15.01.2019 06:20:00.000,1.14796,1.14802,1.14787,1.14798,633.6000000000001 +15.01.2019 06:25:00.000,1.14796,1.14796,1.14750,1.14757,1055.39 +15.01.2019 06:30:00.000,1.14758,1.14762,1.14736,1.14736,734.34 +15.01.2019 06:35:00.000,1.14736,1.14745,1.14723,1.14741,683.5500000000001 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07:50:00.000,1.14745,1.14746,1.14719,1.14744,1541.19 +15.01.2019 07:55:00.000,1.14742,1.14743,1.14694,1.14704,1424.41 +15.01.2019 08:00:00.000,1.14703,1.14740,1.14686,1.14735,2777.61 +15.01.2019 08:05:00.000,1.14734,1.14735,1.14632,1.14662,2341.5 +15.01.2019 08:10:00.000,1.14663,1.14669,1.14572,1.14583,2815.64 +15.01.2019 08:15:00.000,1.14582,1.14603,1.14552,1.14583,2726.07 +15.01.2019 08:20:00.000,1.14583,1.14610,1.14566,1.14600,2324.23 +15.01.2019 08:25:00.000,1.14602,1.14605,1.14532,1.14554,2107.6 +15.01.2019 08:30:00.000,1.14553,1.14605,1.14551,1.14577,2020.67 +15.01.2019 08:35:00.000,1.14580,1.14621,1.14576,1.14615,1519.3100000000002 +15.01.2019 08:40:00.000,1.14615,1.14628,1.14597,1.14622,1660.06 +15.01.2019 08:45:00.000,1.14621,1.14652,1.14609,1.14617,1499.6100000000001 +15.01.2019 08:50:00.000,1.14615,1.14622,1.14581,1.14601,1404.67 +15.01.2019 08:55:00.000,1.14601,1.14617,1.14586,1.14609,1226.71 +15.01.2019 09:00:00.000,1.14609,1.14632,1.14562,1.14575,2390.2200000000003 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10:15:00.000,1.14344,1.14355,1.14324,1.14330,1968.4599999999998 +15.01.2019 10:20:00.000,1.14331,1.14389,1.14330,1.14355,2040.72 +15.01.2019 10:25:00.000,1.14354,1.14372,1.14334,1.14347,1783.1899999999998 +15.01.2019 10:30:00.000,1.14347,1.14347,1.14302,1.14314,1888.89 +15.01.2019 10:35:00.000,1.14315,1.14315,1.14269,1.14309,2043.22 +15.01.2019 10:40:00.000,1.14309,1.14311,1.14277,1.14289,1620.18 +15.01.2019 10:45:00.000,1.14290,1.14312,1.14265,1.14285,2538.7699999999995 +15.01.2019 10:50:00.000,1.14285,1.14299,1.14241,1.14294,2439.3900000000003 +15.01.2019 10:55:00.000,1.14294,1.14318,1.14284,1.14293,2367.89 +15.01.2019 11:00:00.000,1.14293,1.14308,1.14279,1.14305,1479.69 +15.01.2019 11:05:00.000,1.14305,1.14320,1.14295,1.14317,1261.58 +15.01.2019 11:10:00.000,1.14316,1.14331,1.14301,1.14308,1627.85 +15.01.2019 11:15:00.000,1.14307,1.14311,1.14285,1.14293,1624.3600000000001 +15.01.2019 11:20:00.000,1.14293,1.14326,1.14292,1.14317,1518.8 +15.01.2019 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13:45:00.000,1.14364,1.14393,1.14325,1.14335,1857.4399999999998 +15.01.2019 13:50:00.000,1.14332,1.14391,1.14326,1.14362,1601.76 +15.01.2019 13:55:00.000,1.14362,1.14408,1.14331,1.14385,1924.5699999999997 +15.01.2019 14:00:00.000,1.14385,1.14390,1.14350,1.14369,2938.14 +15.01.2019 14:05:00.000,1.14369,1.14425,1.14369,1.14424,2206.21 +15.01.2019 14:10:00.000,1.14423,1.14440,1.14415,1.14418,3014.13 +15.01.2019 14:15:00.000,1.14419,1.14425,1.14389,1.14390,2060.06 +15.01.2019 14:20:00.000,1.14390,1.14406,1.14351,1.14383,2486.2 +15.01.2019 14:25:00.000,1.14383,1.14415,1.14374,1.14400,2341.98 +15.01.2019 14:30:00.000,1.14400,1.14425,1.14383,1.14391,2337.19 +15.01.2019 14:35:00.000,1.14389,1.14427,1.14370,1.14389,2514.98 +15.01.2019 14:40:00.000,1.14389,1.14445,1.14389,1.14441,2128.06 +15.01.2019 14:45:00.000,1.14440,1.14520,1.14435,1.14516,2726.96 +15.01.2019 14:50:00.000,1.14516,1.14517,1.14453,1.14466,2323.2599999999998 +15.01.2019 14:55:00.000,1.14468,1.14548,1.14452,1.14540,2919.23 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13:30:00.000,1.13928,1.13936,1.13881,1.13896,1632.69 +16.01.2019 13:35:00.000,1.13897,1.13911,1.13886,1.13887,1597.5 +16.01.2019 13:40:00.000,1.13887,1.13897,1.13876,1.13880,2131.8199999999997 +16.01.2019 13:45:00.000,1.13881,1.13936,1.13877,1.13932,2269.36 +16.01.2019 13:50:00.000,1.13931,1.13945,1.13919,1.13921,1759.63 +16.01.2019 13:55:00.000,1.13921,1.13958,1.13900,1.13900,1826.2099999999998 +16.01.2019 14:00:00.000,1.13902,1.13958,1.13901,1.13948,2054.03 +16.01.2019 14:05:00.000,1.13949,1.13997,1.13945,1.13993,1501.88 +16.01.2019 14:10:00.000,1.13991,1.14001,1.13959,1.13969,2563.64 +16.01.2019 14:15:00.000,1.13969,1.14017,1.13968,1.14005,2289.6600000000003 +16.01.2019 14:20:00.000,1.14005,1.14022,1.13950,1.13966,2167.7799999999997 +16.01.2019 14:25:00.000,1.13966,1.13977,1.13947,1.13964,1606.9700000000003 +16.01.2019 14:30:00.000,1.13965,1.14002,1.13961,1.13992,2573.7999999999997 +16.01.2019 14:35:00.000,1.13992,1.14025,1.13959,1.14020,2694.5 +16.01.2019 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00:05:00.000,1.13918,1.13918,1.13901,1.13901,652.0100000000001 +18.01.2019 00:10:00.000,1.13901,1.13905,1.13890,1.13893,674.89 +18.01.2019 00:15:00.000,1.13893,1.13908,1.13888,1.13889,579.02 +18.01.2019 00:20:00.000,1.13892,1.13910,1.13881,1.13896,759.6 +18.01.2019 00:25:00.000,1.13898,1.13902,1.13886,1.13899,476.46 +18.01.2019 00:30:00.000,1.13899,1.13922,1.13893,1.13920,1279.87 +18.01.2019 00:35:00.000,1.13920,1.13931,1.13918,1.13924,743.6700000000001 +18.01.2019 00:40:00.000,1.13924,1.13930,1.13918,1.13922,621.95 +18.01.2019 00:45:00.000,1.13922,1.13924,1.13904,1.13904,580.2 +18.01.2019 00:50:00.000,1.13904,1.13947,1.13904,1.13945,997.1299999999999 +18.01.2019 00:55:00.000,1.13945,1.13951,1.13928,1.13940,873.1900000000002 +18.01.2019 01:00:00.000,1.13940,1.13941,1.13923,1.13935,884.98 +18.01.2019 01:05:00.000,1.13935,1.13957,1.13921,1.13925,913.8 +18.01.2019 01:10:00.000,1.13925,1.13946,1.13925,1.13945,834.61 +18.01.2019 01:15:00.000,1.13945,1.13947,1.13931,1.13935,978.5 +18.01.2019 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02:30:00.000,1.13951,1.13966,1.13950,1.13961,409.58 +18.01.2019 02:35:00.000,1.13961,1.13961,1.13921,1.13937,757.03 +18.01.2019 02:40:00.000,1.13938,1.13941,1.13923,1.13923,598.7 +18.01.2019 02:45:00.000,1.13924,1.13928,1.13904,1.13921,1122.3 +18.01.2019 02:50:00.000,1.13921,1.13942,1.13921,1.13938,243.84000000000003 +18.01.2019 02:55:00.000,1.13939,1.13956,1.13939,1.13947,425.3 +18.01.2019 03:00:00.000,1.13946,1.13953,1.13939,1.13951,475.48 +18.01.2019 03:05:00.000,1.13951,1.13966,1.13947,1.13957,389.84 +18.01.2019 03:10:00.000,1.13957,1.13964,1.13956,1.13962,356.52 +18.01.2019 03:15:00.000,1.13962,1.13969,1.13951,1.13965,784.6700000000001 +18.01.2019 03:20:00.000,1.13966,1.13966,1.13955,1.13960,616.25 +18.01.2019 03:25:00.000,1.13958,1.13961,1.13939,1.13939,911.9 +18.01.2019 03:30:00.000,1.13941,1.13960,1.13935,1.13960,916.53 +18.01.2019 03:35:00.000,1.13959,1.13967,1.13954,1.13964,606.62 +18.01.2019 03:40:00.000,1.13964,1.13966,1.13954,1.13961,457.94 +18.01.2019 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04:55:00.000,1.13930,1.13938,1.13927,1.13936,377.21999999999997 +18.01.2019 05:00:00.000,1.13936,1.13938,1.13927,1.13932,505.88 +18.01.2019 05:05:00.000,1.13932,1.13934,1.13926,1.13926,271.40000000000003 +18.01.2019 05:10:00.000,1.13925,1.13925,1.13914,1.13916,398.62 +18.01.2019 05:15:00.000,1.13916,1.13920,1.13912,1.13916,225.47 +18.01.2019 05:20:00.000,1.13916,1.13917,1.13908,1.13908,396.88 +18.01.2019 05:25:00.000,1.13908,1.13916,1.13908,1.13912,362.87999999999994 +18.01.2019 05:30:00.000,1.13912,1.13912,1.13891,1.13896,551.38 +18.01.2019 05:35:00.000,1.13897,1.13901,1.13883,1.13883,509.12 +18.01.2019 05:40:00.000,1.13883,1.13889,1.13868,1.13888,659.1 +18.01.2019 05:45:00.000,1.13888,1.13904,1.13884,1.13894,617.1700000000001 +18.01.2019 05:50:00.000,1.13894,1.13902,1.13892,1.13899,502.78000000000003 +18.01.2019 05:55:00.000,1.13899,1.13908,1.13890,1.13892,795.19 +18.01.2019 06:00:00.000,1.13891,1.13909,1.13880,1.13896,500.87 +18.01.2019 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10:15:00.000,1.14106,1.14142,1.14101,1.14132,1659.49 +28.01.2019 10:20:00.000,1.14133,1.14135,1.14110,1.14124,1286.08 +28.01.2019 10:25:00.000,1.14124,1.14140,1.14121,1.14126,1136.55 +28.01.2019 10:30:00.000,1.14127,1.14142,1.14118,1.14120,1310.76 +28.01.2019 10:35:00.000,1.14120,1.14137,1.14115,1.14122,1276.95 +28.01.2019 10:40:00.000,1.14123,1.14146,1.14120,1.14144,1359.4499999999998 +28.01.2019 10:45:00.000,1.14144,1.14179,1.14134,1.14175,1753.7599999999998 +28.01.2019 10:50:00.000,1.14174,1.14181,1.14106,1.14119,2609.7799999999997 +28.01.2019 10:55:00.000,1.14119,1.14142,1.14109,1.14141,1760.63 +28.01.2019 11:00:00.000,1.14141,1.14192,1.14137,1.14189,1510.06 +28.01.2019 11:05:00.000,1.14189,1.14219,1.14186,1.14205,1660.32 +28.01.2019 11:10:00.000,1.14206,1.14223,1.14192,1.14211,1882.31 +28.01.2019 11:15:00.000,1.14212,1.14224,1.14175,1.14177,2069.31 +28.01.2019 11:20:00.000,1.14177,1.14190,1.14168,1.14189,1798.9299999999998 +28.01.2019 11:25:00.000,1.14188,1.14192,1.14171,1.14183,1615.6399999999999 +28.01.2019 11:30:00.000,1.14183,1.14186,1.14163,1.14166,1920.73 +28.01.2019 11:35:00.000,1.14168,1.14177,1.14145,1.14152,1775.7399999999998 +28.01.2019 11:40:00.000,1.14152,1.14154,1.14114,1.14127,1733.07 +28.01.2019 11:45:00.000,1.14128,1.14158,1.14117,1.14132,1887.92 +28.01.2019 11:50:00.000,1.14132,1.14142,1.14130,1.14133,1318.3999999999999 +28.01.2019 11:55:00.000,1.14135,1.14138,1.14068,1.14068,2027.9 +28.01.2019 12:00:00.000,1.14068,1.14093,1.14063,1.14076,1425.4500000000003 +28.01.2019 12:05:00.000,1.14076,1.14101,1.14075,1.14096,1294.3199999999997 +28.01.2019 12:10:00.000,1.14096,1.14143,1.14090,1.14140,1705.75 +28.01.2019 12:15:00.000,1.14141,1.14164,1.14121,1.14136,1492.31 +28.01.2019 12:20:00.000,1.14136,1.14141,1.14106,1.14108,1335.75 +28.01.2019 12:25:00.000,1.14107,1.14129,1.14103,1.14123,1093.29 +28.01.2019 12:30:00.000,1.14123,1.14127,1.14108,1.14117,1309.46 +28.01.2019 12:35:00.000,1.14118,1.14164,1.14112,1.14157,1329 +28.01.2019 12:40:00.000,1.14157,1.14163,1.14141,1.14148,1283.19 +28.01.2019 12:45:00.000,1.14148,1.14191,1.14137,1.14165,1455.34 +28.01.2019 12:50:00.000,1.14164,1.14170,1.14126,1.14131,1464.27 +28.01.2019 12:55:00.000,1.14129,1.14147,1.14108,1.14118,2533.74 +28.01.2019 13:00:00.000,1.14118,1.14176,1.14117,1.14171,2586.7999999999997 +28.01.2019 13:05:00.000,1.14171,1.14183,1.14162,1.14162,1520.16 +28.01.2019 13:10:00.000,1.14163,1.14183,1.14163,1.14179,2083.41 +28.01.2019 13:15:00.000,1.14180,1.14183,1.14166,1.14172,1690.58 +28.01.2019 13:20:00.000,1.14172,1.14205,1.14166,1.14196,1454.31 +28.01.2019 13:25:00.000,1.14196,1.14203,1.14186,1.14197,1906.98 +28.01.2019 13:30:00.000,1.14197,1.14224,1.14185,1.14191,1957.9399999999998 +28.01.2019 13:35:00.000,1.14190,1.14201,1.14152,1.14181,2042.09 +28.01.2019 13:40:00.000,1.14182,1.14212,1.14161,1.14167,2314.1 +28.01.2019 13:45:00.000,1.14168,1.14193,1.14151,1.14183,1803.75 +28.01.2019 13:50:00.000,1.14184,1.14235,1.14180,1.14233,2251.38 +28.01.2019 13:55:00.000,1.14234,1.14238,1.14169,1.14171,2691.06 +28.01.2019 14:00:00.000,1.14170,1.14199,1.14153,1.14187,3126.45 +28.01.2019 14:05:00.000,1.14187,1.14203,1.14161,1.14198,2078.4 +28.01.2019 14:10:00.000,1.14198,1.14232,1.14181,1.14181,2640.02 +28.01.2019 14:15:00.000,1.14180,1.14200,1.14153,1.14158,3266.2599999999998 +28.01.2019 14:20:00.000,1.14159,1.14161,1.14067,1.14099,3607.48 +28.01.2019 14:25:00.000,1.14099,1.14123,1.14079,1.14092,2375.34 +28.01.2019 14:30:00.000,1.14092,1.14117,1.14048,1.14055,3202.79 +28.01.2019 14:35:00.000,1.14053,1.14131,1.14052,1.14127,3009.11 +28.01.2019 14:40:00.000,1.14127,1.14189,1.14123,1.14184,2711.97 +28.01.2019 14:45:00.000,1.14184,1.14228,1.14177,1.14193,3220.52 +28.01.2019 14:50:00.000,1.14193,1.14328,1.14191,1.14262,3553.09 +28.01.2019 14:55:00.000,1.14262,1.14281,1.14251,1.14267,2766.6299999999997 +28.01.2019 15:00:00.000,1.14267,1.14282,1.14251,1.14270,2217.69 +28.01.2019 15:05:00.000,1.14271,1.14348,1.14271,1.14345,3012.3199999999997 +28.01.2019 15:10:00.000,1.14344,1.14376,1.14329,1.14339,3268.3 +28.01.2019 15:15:00.000,1.14338,1.14359,1.14331,1.14354,2292.81 +28.01.2019 15:20:00.000,1.14354,1.14359,1.14297,1.14297,2873.23 +28.01.2019 15:25:00.000,1.14296,1.14325,1.14272,1.14310,2790.03 +28.01.2019 15:30:00.000,1.14311,1.14318,1.14259,1.14281,1853.37 +28.01.2019 15:35:00.000,1.14280,1.14318,1.14277,1.14302,1892.56 +28.01.2019 15:40:00.000,1.14302,1.14333,1.14288,1.14330,2005.9900000000002 +28.01.2019 15:45:00.000,1.14331,1.14360,1.14302,1.14334,2628.6899999999996 +28.01.2019 15:50:00.000,1.14335,1.14362,1.14309,1.14362,2194.77 +28.01.2019 15:55:00.000,1.14361,1.14362,1.14331,1.14361,2887.37 +28.01.2019 16:00:00.000,1.14362,1.14383,1.14347,1.14355,2485.81 +28.01.2019 16:05:00.000,1.14354,1.14354,1.14307,1.14323,2174.59 +28.01.2019 16:10:00.000,1.14325,1.14336,1.14300,1.14334,2154.42 +28.01.2019 16:15:00.000,1.14335,1.14374,1.14335,1.14358,1993.21 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18:45:00.000,1.14350,1.14356,1.14343,1.14345,756.55 +28.01.2019 18:50:00.000,1.14345,1.14357,1.14343,1.14350,1313.7000000000003 +28.01.2019 18:55:00.000,1.14351,1.14363,1.14346,1.14348,1491.8300000000002 +28.01.2019 19:00:00.000,1.14347,1.14378,1.14345,1.14365,1678.7500000000002 +28.01.2019 19:05:00.000,1.14365,1.14366,1.14348,1.14351,884.2 +28.01.2019 19:10:00.000,1.14350,1.14352,1.14321,1.14334,1486.46 +28.01.2019 19:15:00.000,1.14336,1.14338,1.14286,1.14292,1478.99 +28.01.2019 19:20:00.000,1.14291,1.14300,1.14288,1.14292,1255 +28.01.2019 19:25:00.000,1.14292,1.14303,1.14292,1.14297,930.6 +28.01.2019 19:30:00.000,1.14297,1.14313,1.14285,1.14308,1105.3400000000001 +28.01.2019 19:35:00.000,1.14308,1.14310,1.14293,1.14298,635.27 +28.01.2019 19:40:00.000,1.14298,1.14298,1.14293,1.14295,523.34 +28.01.2019 19:45:00.000,1.14295,1.14305,1.14284,1.14285,484.08000000000004 +28.01.2019 19:50:00.000,1.14285,1.14285,1.14260,1.14273,1449.8899999999999 +28.01.2019 19:55:00.000,1.14272,1.14295,1.14268,1.14279,1971.59 +28.01.2019 20:00:00.000,1.14279,1.14283,1.14268,1.14278,1655.4100000000003 +28.01.2019 20:05:00.000,1.14277,1.14285,1.14264,1.14266,1541.86 +28.01.2019 20:10:00.000,1.14266,1.14281,1.14263,1.14275,1449.5 +28.01.2019 20:15:00.000,1.14275,1.14280,1.14264,1.14265,862.04 +28.01.2019 20:20:00.000,1.14264,1.14271,1.14257,1.14265,1108 +28.01.2019 20:25:00.000,1.14266,1.14271,1.14261,1.14268,1042.5100000000002 +28.01.2019 20:30:00.000,1.14268,1.14283,1.14265,1.14272,889.0600000000002 +28.01.2019 20:35:00.000,1.14271,1.14280,1.14258,1.14259,904.79 +28.01.2019 20:40:00.000,1.14258,1.14279,1.14258,1.14278,554.99 +28.01.2019 20:45:00.000,1.14278,1.14284,1.14268,1.14281,805.5799999999999 +28.01.2019 20:50:00.000,1.14282,1.14290,1.14280,1.14283,803.4799999999999 +28.01.2019 20:55:00.000,1.14282,1.14291,1.14280,1.14281,1016.4199999999998 +28.01.2019 21:00:00.000,1.14281,1.14287,1.14264,1.14276,498.26000000000005 +28.01.2019 21:05:00.000,1.14275,1.14277,1.14273,1.14274,308.84000000000003 +28.01.2019 21:10:00.000,1.14275,1.14276,1.14274,1.14276,391.3 +28.01.2019 21:15:00.000,1.14276,1.14281,1.14274,1.14279,284.44 +28.01.2019 21:20:00.000,1.14281,1.14282,1.14263,1.14271,411.08 +28.01.2019 21:25:00.000,1.14271,1.14275,1.14265,1.14273,296.6 +28.01.2019 21:30:00.000,1.14274,1.14283,1.14272,1.14277,280.30999999999995 +28.01.2019 21:35:00.000,1.14279,1.14279,1.14271,1.14271,724.75 +28.01.2019 21:40:00.000,1.14272,1.14281,1.14263,1.14278,684.16 +28.01.2019 21:45:00.000,1.14278,1.14280,1.14265,1.14268,527.61 +28.01.2019 21:50:00.000,1.14266,1.14267,1.14252,1.14259,457.88 +28.01.2019 21:55:00.000,1.14260,1.14272,1.14252,1.14271,477.9200000000001 +28.01.2019 22:00:00.000,1.14257,1.14289,1.14248,1.14289,38.980000000000004 +28.01.2019 22:05:00.000,1.14288,1.14294,1.14255,1.14257,546.62 +28.01.2019 22:10:00.000,1.14258,1.14278,1.14252,1.14271,295.75 +28.01.2019 22:15:00.000,1.14272,1.14287,1.14259,1.14279,101.87 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23:30:00.000,1.14308,1.14309,1.14293,1.14293,311.82 +28.01.2019 23:35:00.000,1.14293,1.14303,1.14289,1.14298,756.28 +28.01.2019 23:40:00.000,1.14298,1.14299,1.14288,1.14292,373.00000000000006 +28.01.2019 23:45:00.000,1.14292,1.14296,1.14288,1.14292,329.56000000000006 +28.01.2019 23:50:00.000,1.14293,1.14294,1.14292,1.14293,200.38 +28.01.2019 23:55:00.000,1.14295,1.14296,1.14292,1.14294,447.9 +29.01.2019 00:00:00.000,1.14295,1.14339,1.14289,1.14321,947.73 +29.01.2019 00:05:00.000,1.14322,1.14324,1.14313,1.14314,709.52 +29.01.2019 00:10:00.000,1.14313,1.14319,1.14302,1.14314,599.1600000000001 +29.01.2019 00:15:00.000,1.14314,1.14316,1.14292,1.14297,356.53 +29.01.2019 00:20:00.000,1.14297,1.14298,1.14267,1.14267,427.2 +29.01.2019 00:25:00.000,1.14267,1.14269,1.14257,1.14262,738.6899999999999 +29.01.2019 00:30:00.000,1.14262,1.14264,1.14240,1.14255,800.89 +29.01.2019 00:35:00.000,1.14254,1.14282,1.14254,1.14279,822.2800000000001 +29.01.2019 00:40:00.000,1.14279,1.14301,1.14279,1.14298,718.09 +29.01.2019 00:45:00.000,1.14299,1.14304,1.14284,1.14284,686.25 +29.01.2019 00:50:00.000,1.14285,1.14291,1.14248,1.14250,1016 +29.01.2019 00:55:00.000,1.14250,1.14267,1.14245,1.14265,1301.54 +29.01.2019 01:00:00.000,1.14266,1.14275,1.14259,1.14264,952.6 +29.01.2019 01:05:00.000,1.14263,1.14268,1.14243,1.14254,1016.8899999999999 +29.01.2019 01:10:00.000,1.14254,1.14261,1.14243,1.14249,604.48 +29.01.2019 01:15:00.000,1.14248,1.14249,1.14234,1.14239,411.14 +29.01.2019 01:20:00.000,1.14239,1.14239,1.14207,1.14207,572.68 +29.01.2019 01:25:00.000,1.14207,1.14220,1.14203,1.14220,325 +29.01.2019 01:30:00.000,1.14220,1.14233,1.14214,1.14219,890.55 +29.01.2019 01:35:00.000,1.14219,1.14228,1.14215,1.14223,572.31 +29.01.2019 01:40:00.000,1.14221,1.14245,1.14220,1.14244,530.14 +29.01.2019 01:45:00.000,1.14243,1.14244,1.14230,1.14234,458.35 +29.01.2019 01:50:00.000,1.14235,1.14254,1.14232,1.14246,724.56 +29.01.2019 01:55:00.000,1.14247,1.14262,1.14243,1.14248,809.6099999999999 +29.01.2019 02:00:00.000,1.14247,1.14271,1.14246,1.14255,906.99 +29.01.2019 02:05:00.000,1.14254,1.14262,1.14250,1.14259,604.09 +29.01.2019 02:10:00.000,1.14260,1.14266,1.14255,1.14264,450.23 +29.01.2019 02:15:00.000,1.14263,1.14276,1.14258,1.14276,696.33 +29.01.2019 02:20:00.000,1.14274,1.14286,1.14271,1.14280,1021.8100000000001 +29.01.2019 02:25:00.000,1.14279,1.14286,1.14262,1.14286,968.7600000000001 +29.01.2019 02:30:00.000,1.14286,1.14287,1.14270,1.14284,648.77 +29.01.2019 02:35:00.000,1.14285,1.14286,1.14275,1.14275,418.09000000000003 +29.01.2019 02:40:00.000,1.14275,1.14285,1.14275,1.14281,345.7 +29.01.2019 02:45:00.000,1.14282,1.14306,1.14275,1.14304,811.9399999999999 +29.01.2019 02:50:00.000,1.14306,1.14310,1.14294,1.14297,667.4499999999999 +29.01.2019 02:55:00.000,1.14295,1.14316,1.14295,1.14305,672.25 +29.01.2019 03:00:00.000,1.14305,1.14316,1.14299,1.14301,809.8199999999999 +29.01.2019 03:05:00.000,1.14300,1.14304,1.14293,1.14295,377.03000000000003 +29.01.2019 03:10:00.000,1.14296,1.14300,1.14290,1.14295,367.28999999999996 +29.01.2019 03:15:00.000,1.14295,1.14321,1.14291,1.14309,565.4300000000001 +29.01.2019 03:20:00.000,1.14311,1.14324,1.14309,1.14322,714.4399999999999 +29.01.2019 03:25:00.000,1.14321,1.14326,1.14310,1.14314,758.8399999999999 +29.01.2019 03:30:00.000,1.14314,1.14315,1.14304,1.14309,1077.27 +29.01.2019 03:35:00.000,1.14308,1.14310,1.14298,1.14299,377.25 +29.01.2019 03:40:00.000,1.14300,1.14304,1.14295,1.14299,389.14 +29.01.2019 03:45:00.000,1.14299,1.14300,1.14291,1.14297,479.91999999999996 +29.01.2019 03:50:00.000,1.14295,1.14299,1.14289,1.14289,508.16999999999996 +29.01.2019 03:55:00.000,1.14289,1.14310,1.14289,1.14295,782.93 +29.01.2019 04:00:00.000,1.14295,1.14316,1.14295,1.14312,721.17 +29.01.2019 04:05:00.000,1.14310,1.14322,1.14310,1.14315,639.6399999999999 +29.01.2019 04:10:00.000,1.14315,1.14316,1.14308,1.14311,509.60999999999996 +29.01.2019 04:15:00.000,1.14311,1.14317,1.14310,1.14313,429.28999999999996 +29.01.2019 04:20:00.000,1.14314,1.14319,1.14313,1.14319,335.59 +29.01.2019 04:25:00.000,1.14318,1.14319,1.14310,1.14317,447.5 +29.01.2019 04:30:00.000,1.14317,1.14326,1.14310,1.14323,622.51 +29.01.2019 04:35:00.000,1.14323,1.14339,1.14320,1.14337,898.52 +29.01.2019 04:40:00.000,1.14337,1.14337,1.14325,1.14330,668.47 +29.01.2019 04:45:00.000,1.14330,1.14332,1.14318,1.14332,398.1 +29.01.2019 04:50:00.000,1.14331,1.14337,1.14323,1.14325,637.3299999999999 +29.01.2019 04:55:00.000,1.14324,1.14325,1.14309,1.14315,711.3 +29.01.2019 05:00:00.000,1.14315,1.14315,1.14294,1.14305,822.2 +29.01.2019 05:05:00.000,1.14304,1.14319,1.14303,1.14311,531.79 +29.01.2019 05:10:00.000,1.14310,1.14331,1.14308,1.14330,614.3 +29.01.2019 05:15:00.000,1.14330,1.14331,1.14319,1.14323,549.46 +29.01.2019 05:20:00.000,1.14323,1.14329,1.14315,1.14322,715.88 +29.01.2019 05:25:00.000,1.14323,1.14329,1.14315,1.14316,660.55 +29.01.2019 05:30:00.000,1.14317,1.14331,1.14316,1.14330,742.24 +29.01.2019 05:35:00.000,1.14330,1.14330,1.14301,1.14301,1044.83 +29.01.2019 05:40:00.000,1.14301,1.14312,1.14291,1.14292,812.4399999999999 +29.01.2019 05:45:00.000,1.14292,1.14298,1.14282,1.14296,571.9100000000001 +29.01.2019 05:50:00.000,1.14296,1.14318,1.14288,1.14317,629.8299999999999 +29.01.2019 05:55:00.000,1.14317,1.14332,1.14315,1.14329,462.17 +29.01.2019 06:00:00.000,1.14328,1.14353,1.14325,1.14344,740.12 +29.01.2019 06:05:00.000,1.14343,1.14362,1.14342,1.14356,636.71 +29.01.2019 06:10:00.000,1.14356,1.14374,1.14353,1.14371,852.09 +29.01.2019 06:15:00.000,1.14371,1.14375,1.14358,1.14375,723.68 +29.01.2019 06:20:00.000,1.14376,1.14394,1.14366,1.14379,1207.44 +29.01.2019 06:25:00.000,1.14379,1.14381,1.14354,1.14359,502.48 +29.01.2019 06:30:00.000,1.14359,1.14370,1.14350,1.14365,719.6299999999999 +29.01.2019 06:35:00.000,1.14365,1.14371,1.14350,1.14351,717.38 +29.01.2019 06:40:00.000,1.14351,1.14376,1.14346,1.14374,1048.52 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07:55:00.000,1.14385,1.14385,1.14329,1.14349,2638.79 +29.01.2019 08:00:00.000,1.14348,1.14369,1.14337,1.14363,2433.6 +29.01.2019 08:05:00.000,1.14363,1.14449,1.14344,1.14422,2300.1099999999997 +29.01.2019 08:10:00.000,1.14423,1.14438,1.14395,1.14399,2618.27 +29.01.2019 08:15:00.000,1.14399,1.14421,1.14389,1.14414,1996.3799999999999 +29.01.2019 08:20:00.000,1.14415,1.14421,1.14383,1.14394,2054.23 +29.01.2019 08:25:00.000,1.14394,1.14465,1.14394,1.14464,2200.73 +29.01.2019 08:30:00.000,1.14464,1.14479,1.14435,1.14435,2457.2700000000004 +29.01.2019 08:35:00.000,1.14436,1.14466,1.14436,1.14465,2176.35 +29.01.2019 08:40:00.000,1.14464,1.14501,1.14460,1.14473,2599.9100000000003 +29.01.2019 08:45:00.000,1.14472,1.14484,1.14430,1.14433,1798.31 +29.01.2019 08:50:00.000,1.14432,1.14439,1.14415,1.14423,1811.8200000000002 +29.01.2019 08:55:00.000,1.14421,1.14437,1.14403,1.14414,1774.03 +29.01.2019 09:00:00.000,1.14414,1.14427,1.14364,1.14371,2324.74 +29.01.2019 09:05:00.000,1.14372,1.14397,1.14355,1.14383,1993.99 +29.01.2019 09:10:00.000,1.14384,1.14406,1.14355,1.14404,1750.77 +29.01.2019 09:15:00.000,1.14403,1.14425,1.14397,1.14418,1738.6499999999999 +29.01.2019 09:20:00.000,1.14417,1.14451,1.14412,1.14448,1629.31 +29.01.2019 09:25:00.000,1.14448,1.14451,1.14424,1.14446,1269.99 +29.01.2019 09:30:00.000,1.14446,1.14446,1.14420,1.14420,1264.5 +29.01.2019 09:35:00.000,1.14418,1.14425,1.14382,1.14404,1683.6899999999998 +29.01.2019 09:40:00.000,1.14404,1.14445,1.14399,1.14440,1577.08 +29.01.2019 09:45:00.000,1.14441,1.14446,1.14414,1.14414,1525.1100000000001 +29.01.2019 09:50:00.000,1.14414,1.14415,1.14389,1.14397,2015.8799999999999 +29.01.2019 09:55:00.000,1.14398,1.14433,1.14398,1.14414,2176.04 +29.01.2019 10:00:00.000,1.14413,1.14423,1.14384,1.14405,1663.78 +29.01.2019 10:05:00.000,1.14404,1.14427,1.14400,1.14424,2437.63 +29.01.2019 10:10:00.000,1.14425,1.14451,1.14423,1.14428,2155.67 +29.01.2019 10:15:00.000,1.14429,1.14453,1.14411,1.14451,2285.68 +29.01.2019 10:20:00.000,1.14451,1.14453,1.14430,1.14430,1902.09 +29.01.2019 10:25:00.000,1.14431,1.14458,1.14419,1.14449,2077.11 +29.01.2019 10:30:00.000,1.14450,1.14451,1.14430,1.14447,2087.61 +29.01.2019 10:35:00.000,1.14447,1.14454,1.14423,1.14451,2340.9500000000003 +29.01.2019 10:40:00.000,1.14451,1.14451,1.14434,1.14440,1810.19 +29.01.2019 10:45:00.000,1.14441,1.14453,1.14396,1.14404,1711.56 +29.01.2019 10:50:00.000,1.14403,1.14435,1.14397,1.14418,1546.9499999999998 +29.01.2019 10:55:00.000,1.14418,1.14429,1.14367,1.14403,1964.46 +29.01.2019 11:00:00.000,1.14403,1.14407,1.14362,1.14381,1898.06 +29.01.2019 11:05:00.000,1.14383,1.14397,1.14362,1.14372,1935.5099999999998 +29.01.2019 11:10:00.000,1.14372,1.14390,1.14359,1.14362,2002.33 +29.01.2019 11:15:00.000,1.14362,1.14379,1.14315,1.14316,2427.18 +29.01.2019 11:20:00.000,1.14316,1.14348,1.14306,1.14340,1984.04 +29.01.2019 11:25:00.000,1.14340,1.14340,1.14306,1.14313,2229.36 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12:40:00.000,1.14289,1.14291,1.14270,1.14274,2043.2700000000002 +29.01.2019 12:45:00.000,1.14275,1.14287,1.14272,1.14287,2014.6799999999998 +29.01.2019 12:50:00.000,1.14286,1.14293,1.14278,1.14279,1900.7300000000002 +29.01.2019 12:55:00.000,1.14281,1.14281,1.14213,1.14246,3387.7700000000004 +29.01.2019 13:00:00.000,1.14245,1.14250,1.14193,1.14246,3098.1900000000005 +29.01.2019 13:05:00.000,1.14247,1.14255,1.14233,1.14244,1344.79 +29.01.2019 13:10:00.000,1.14244,1.14245,1.14192,1.14217,2101.3599999999997 +29.01.2019 13:15:00.000,1.14216,1.14225,1.14189,1.14200,2322.88 +29.01.2019 13:20:00.000,1.14201,1.14226,1.14189,1.14210,2234.32 +29.01.2019 13:25:00.000,1.14210,1.14231,1.14199,1.14209,2815.88 +29.01.2019 13:30:00.000,1.14211,1.14218,1.14194,1.14202,2199.44 +29.01.2019 13:35:00.000,1.14202,1.14236,1.14200,1.14223,2691.5699999999997 +29.01.2019 13:40:00.000,1.14223,1.14233,1.14184,1.14196,2598.2 +29.01.2019 13:45:00.000,1.14195,1.14238,1.14195,1.14230,2632.98 +29.01.2019 13:50:00.000,1.14229,1.14251,1.14229,1.14239,2176.77 +29.01.2019 13:55:00.000,1.14238,1.14264,1.14228,1.14260,2096.9500000000003 +29.01.2019 14:00:00.000,1.14258,1.14283,1.14242,1.14261,3041.64 +29.01.2019 14:05:00.000,1.14261,1.14291,1.14245,1.14262,1902.16 +29.01.2019 14:10:00.000,1.14262,1.14273,1.14245,1.14257,2980.02 +29.01.2019 14:15:00.000,1.14256,1.14263,1.14228,1.14228,2943.4700000000003 +29.01.2019 14:20:00.000,1.14228,1.14285,1.14226,1.14275,2330.6 +29.01.2019 14:25:00.000,1.14273,1.14308,1.14262,1.14298,2183.75 +29.01.2019 14:30:00.000,1.14297,1.14308,1.14267,1.14295,3333.76 +29.01.2019 14:35:00.000,1.14294,1.14298,1.14225,1.14230,2838.64 +29.01.2019 14:40:00.000,1.14229,1.14235,1.14142,1.14147,3182.1499999999996 +29.01.2019 14:45:00.000,1.14148,1.14199,1.14148,1.14197,2517.9600000000005 +29.01.2019 14:50:00.000,1.14199,1.14210,1.14178,1.14206,2477.56 +29.01.2019 14:55:00.000,1.14206,1.14265,1.14202,1.14255,2098.08 +29.01.2019 15:00:00.000,1.14256,1.14299,1.14213,1.14214,2520.4700000000003 +29.01.2019 15:05:00.000,1.14215,1.14236,1.14185,1.14234,3056.07 +29.01.2019 15:10:00.000,1.14234,1.14248,1.14206,1.14212,1964.54 +29.01.2019 15:15:00.000,1.14212,1.14225,1.14175,1.14192,1805.4499999999998 +29.01.2019 15:20:00.000,1.14191,1.14215,1.14184,1.14207,1685.57 +29.01.2019 15:25:00.000,1.14207,1.14272,1.14196,1.14260,2401.3500000000004 +29.01.2019 15:30:00.000,1.14261,1.14266,1.14195,1.14202,2966.81 +29.01.2019 15:35:00.000,1.14203,1.14215,1.14157,1.14165,2562.3900000000003 +29.01.2019 15:40:00.000,1.14164,1.14180,1.14139,1.14155,2823.7299999999996 +29.01.2019 15:45:00.000,1.14156,1.14168,1.14139,1.14152,2716.17 +29.01.2019 15:50:00.000,1.14153,1.14228,1.14149,1.14163,3337.37 +29.01.2019 15:55:00.000,1.14162,1.14183,1.14111,1.14157,3713.42 +29.01.2019 16:00:00.000,1.14156,1.14204,1.14140,1.14196,3126.83 +29.01.2019 16:05:00.000,1.14196,1.14205,1.14177,1.14201,2180.97 +29.01.2019 16:10:00.000,1.14200,1.14222,1.14182,1.14211,2703.37 +29.01.2019 16:15:00.000,1.14211,1.14219,1.14184,1.14207,2237.47 +29.01.2019 16:20:00.000,1.14205,1.14237,1.14198,1.14220,2003.42 +29.01.2019 16:25:00.000,1.14220,1.14264,1.14216,1.14264,2166.54 +29.01.2019 16:30:00.000,1.14265,1.14398,1.14264,1.14321,3555.81 +29.01.2019 16:35:00.000,1.14319,1.14328,1.14292,1.14300,2043.69 +29.01.2019 16:40:00.000,1.14299,1.14318,1.14266,1.14283,2066.61 +29.01.2019 16:45:00.000,1.14283,1.14303,1.14259,1.14277,1501.6100000000001 +29.01.2019 16:50:00.000,1.14280,1.14296,1.14267,1.14270,1650.39 +29.01.2019 16:55:00.000,1.14270,1.14270,1.14233,1.14243,2130.9900000000002 +29.01.2019 17:00:00.000,1.14244,1.14259,1.14224,1.14256,2171.76 +29.01.2019 17:05:00.000,1.14256,1.14261,1.14231,1.14240,1580.0500000000002 +29.01.2019 17:10:00.000,1.14240,1.14266,1.14238,1.14264,1975.46 +29.01.2019 17:15:00.000,1.14264,1.14276,1.14230,1.14237,1656.24 +29.01.2019 17:20:00.000,1.14236,1.14266,1.14211,1.14263,1611.08 +29.01.2019 17:25:00.000,1.14263,1.14289,1.14246,1.14257,1254.81 +29.01.2019 17:30:00.000,1.14257,1.14277,1.14245,1.14245,1496.49 +29.01.2019 17:35:00.000,1.14246,1.14248,1.14202,1.14219,1807.9499999999998 +29.01.2019 17:40:00.000,1.14220,1.14236,1.14204,1.14228,1960.42 +29.01.2019 17:45:00.000,1.14227,1.14245,1.14220,1.14231,2103.87 +29.01.2019 17:50:00.000,1.14232,1.14246,1.14231,1.14239,1052.3500000000001 +29.01.2019 17:55:00.000,1.14239,1.14285,1.14232,1.14277,1829.38 +29.01.2019 18:00:00.000,1.14276,1.14286,1.14248,1.14272,1464.19 +29.01.2019 18:05:00.000,1.14272,1.14282,1.14253,1.14254,1111.31 +29.01.2019 18:10:00.000,1.14254,1.14286,1.14247,1.14273,1952.64 +29.01.2019 18:15:00.000,1.14273,1.14283,1.14244,1.14246,1586.21 +29.01.2019 18:20:00.000,1.14246,1.14256,1.14236,1.14240,1625.96 +29.01.2019 18:25:00.000,1.14239,1.14280,1.14229,1.14269,1777.4 +29.01.2019 18:30:00.000,1.14269,1.14278,1.14254,1.14266,1589.44 +29.01.2019 18:35:00.000,1.14266,1.14279,1.14251,1.14254,1514.94 +29.01.2019 18:40:00.000,1.14255,1.14271,1.14247,1.14258,1290.23 +29.01.2019 18:45:00.000,1.14258,1.14259,1.14231,1.14237,1165.59 +29.01.2019 18:50:00.000,1.14237,1.14242,1.14219,1.14222,1577.33 +29.01.2019 18:55:00.000,1.14223,1.14240,1.14221,1.14236,1275.45 +29.01.2019 19:00:00.000,1.14237,1.14254,1.14234,1.14252,1468.3700000000001 +29.01.2019 19:05:00.000,1.14252,1.14285,1.14250,1.14276,1917.0900000000001 +29.01.2019 19:10:00.000,1.14276,1.14298,1.14271,1.14295,1935.75 +29.01.2019 19:15:00.000,1.14296,1.14301,1.14266,1.14272,1979.71 +29.01.2019 19:20:00.000,1.14271,1.14303,1.14268,1.14296,1752.46 +29.01.2019 19:25:00.000,1.14296,1.14304,1.14287,1.14293,1528.38 +29.01.2019 19:30:00.000,1.14294,1.14305,1.14274,1.14293,1289.82 +29.01.2019 19:35:00.000,1.14293,1.14311,1.14276,1.14306,1509.21 +29.01.2019 19:40:00.000,1.14306,1.14315,1.14291,1.14299,1558.83 +29.01.2019 19:45:00.000,1.14301,1.14329,1.14283,1.14315,2347.9300000000003 +29.01.2019 19:50:00.000,1.14314,1.14331,1.14284,1.14298,2718.94 +29.01.2019 19:55:00.000,1.14296,1.14345,1.14258,1.14282,3595.44 +29.01.2019 20:00:00.000,1.14282,1.14313,1.14257,1.14305,3112.9 +29.01.2019 20:05:00.000,1.14307,1.14349,1.14294,1.14317,2464.09 +29.01.2019 20:10:00.000,1.14316,1.14337,1.14309,1.14334,2183.45 +29.01.2019 20:15:00.000,1.14334,1.14338,1.14302,1.14316,2166.21 +29.01.2019 20:20:00.000,1.14315,1.14359,1.14311,1.14326,2959.37 +29.01.2019 20:25:00.000,1.14326,1.14343,1.14307,1.14323,2961.15 +29.01.2019 20:30:00.000,1.14323,1.14345,1.14310,1.14332,1801.2 +29.01.2019 20:35:00.000,1.14332,1.14360,1.14324,1.14358,1831.1600000000003 +29.01.2019 20:40:00.000,1.14358,1.14408,1.14319,1.14335,3386.5800000000004 +29.01.2019 20:45:00.000,1.14337,1.14345,1.14305,1.14343,1845.4599999999998 +29.01.2019 20:50:00.000,1.14343,1.14360,1.14322,1.14339,1595.99 +29.01.2019 20:55:00.000,1.14339,1.14365,1.14329,1.14329,1624.15 +29.01.2019 21:00:00.000,1.14328,1.14345,1.14328,1.14343,507.07 +29.01.2019 21:05:00.000,1.14343,1.14356,1.14330,1.14356,463.71000000000004 +29.01.2019 21:10:00.000,1.14355,1.14356,1.14346,1.14354,535.22 +29.01.2019 21:15:00.000,1.14355,1.14358,1.14348,1.14354,647.75 +29.01.2019 21:20:00.000,1.14353,1.14365,1.14343,1.14346,594 +29.01.2019 21:25:00.000,1.14346,1.14348,1.14333,1.14338,541.81 +29.01.2019 21:30:00.000,1.14338,1.14346,1.14325,1.14327,1232.1 +29.01.2019 21:35:00.000,1.14327,1.14336,1.14305,1.14311,1174.3899999999999 +29.01.2019 21:40:00.000,1.14311,1.14315,1.14296,1.14305,637.63 +29.01.2019 21:45:00.000,1.14306,1.14308,1.14296,1.14301,584.76 +29.01.2019 21:50:00.000,1.14298,1.14336,1.14295,1.14335,408.41 +29.01.2019 21:55:00.000,1.14335,1.14349,1.14307,1.14307,611.96 +29.01.2019 22:00:00.000,1.14308,1.14311,1.14257,1.14278,91.4 +29.01.2019 22:05:00.000,1.14286,1.14327,1.14278,1.14325,390.66 +29.01.2019 22:10:00.000,1.14325,1.14334,1.14323,1.14325,348.35 +29.01.2019 22:15:00.000,1.14326,1.14328,1.14293,1.14312,556.8500000000001 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00:45:00.000,1.14377,1.14381,1.14335,1.14337,847.8199999999999 +30.01.2019 00:50:00.000,1.14337,1.14348,1.14336,1.14340,504.05999999999995 +30.01.2019 00:55:00.000,1.14342,1.14350,1.14339,1.14347,477.78000000000003 +30.01.2019 01:00:00.000,1.14348,1.14352,1.14332,1.14347,771.7399999999999 +30.01.2019 01:05:00.000,1.14348,1.14365,1.14341,1.14346,901.1 +30.01.2019 01:10:00.000,1.14346,1.14347,1.14321,1.14326,1218.17 +30.01.2019 01:15:00.000,1.14326,1.14331,1.14319,1.14321,766.6800000000001 +30.01.2019 01:20:00.000,1.14321,1.14324,1.14302,1.14302,1298.02 +30.01.2019 01:25:00.000,1.14303,1.14320,1.14280,1.14320,1527.21 +30.01.2019 01:30:00.000,1.14320,1.14363,1.14315,1.14357,969.24 +30.01.2019 01:35:00.000,1.14358,1.14384,1.14338,1.14377,1221.76 +30.01.2019 01:40:00.000,1.14377,1.14404,1.14375,1.14380,1225.32 +30.01.2019 01:45:00.000,1.14381,1.14386,1.14366,1.14366,822.17 +30.01.2019 01:50:00.000,1.14367,1.14393,1.14362,1.14393,713.45 +30.01.2019 01:55:00.000,1.14393,1.14411,1.14391,1.14391,1062.7199999999998 +30.01.2019 02:00:00.000,1.14390,1.14410,1.14385,1.14402,1034.26 +30.01.2019 02:05:00.000,1.14402,1.14427,1.14402,1.14423,793.6399999999999 +30.01.2019 02:10:00.000,1.14422,1.14440,1.14403,1.14404,992.88 +30.01.2019 02:15:00.000,1.14403,1.14404,1.14386,1.14388,672.1100000000001 +30.01.2019 02:20:00.000,1.14388,1.14388,1.14367,1.14383,777.4000000000001 +30.01.2019 02:25:00.000,1.14383,1.14399,1.14382,1.14383,682.76 +30.01.2019 02:30:00.000,1.14384,1.14408,1.14377,1.14382,708.25 +30.01.2019 02:35:00.000,1.14383,1.14383,1.14371,1.14377,547.6 +30.01.2019 02:40:00.000,1.14379,1.14401,1.14379,1.14386,351.71999999999997 +30.01.2019 02:45:00.000,1.14387,1.14399,1.14387,1.14398,148.31000000000003 +30.01.2019 02:50:00.000,1.14399,1.14399,1.14381,1.14387,495.74 +30.01.2019 02:55:00.000,1.14386,1.14403,1.14371,1.14397,587.37 +30.01.2019 03:00:00.000,1.14397,1.14403,1.14382,1.14402,621.94 +30.01.2019 03:05:00.000,1.14402,1.14402,1.14385,1.14388,750.27 +30.01.2019 03:10:00.000,1.14388,1.14394,1.14376,1.14382,430.07000000000005 +30.01.2019 03:15:00.000,1.14382,1.14386,1.14371,1.14381,777.38 +30.01.2019 03:20:00.000,1.14382,1.14383,1.14371,1.14377,683.8 +30.01.2019 03:25:00.000,1.14376,1.14381,1.14371,1.14373,433.61 +30.01.2019 03:30:00.000,1.14374,1.14381,1.14372,1.14378,515.8 +30.01.2019 03:35:00.000,1.14378,1.14394,1.14374,1.14388,487.19 +30.01.2019 03:40:00.000,1.14388,1.14394,1.14371,1.14377,686.94 +30.01.2019 03:45:00.000,1.14376,1.14389,1.14372,1.14381,761.87 +30.01.2019 03:50:00.000,1.14381,1.14383,1.14372,1.14374,513.07 +30.01.2019 03:55:00.000,1.14373,1.14374,1.14361,1.14368,483 +30.01.2019 04:00:00.000,1.14368,1.14373,1.14355,1.14358,743.44 +30.01.2019 04:05:00.000,1.14359,1.14387,1.14353,1.14383,809.7800000000001 +30.01.2019 04:10:00.000,1.14384,1.14410,1.14384,1.14405,526.7199999999999 +30.01.2019 04:15:00.000,1.14403,1.14420,1.14403,1.14417,585.4 +30.01.2019 04:20:00.000,1.14418,1.14419,1.14405,1.14408,564 +30.01.2019 04:25:00.000,1.14407,1.14412,1.14405,1.14407,631.95 +30.01.2019 04:30:00.000,1.14408,1.14409,1.14404,1.14407,555.71 +30.01.2019 04:35:00.000,1.14406,1.14408,1.14399,1.14403,465 +30.01.2019 04:40:00.000,1.14404,1.14413,1.14399,1.14411,326.18 +30.01.2019 04:45:00.000,1.14410,1.14414,1.14404,1.14413,495.84999999999997 +30.01.2019 04:50:00.000,1.14413,1.14413,1.14406,1.14407,463.08000000000004 +30.01.2019 04:55:00.000,1.14407,1.14408,1.14400,1.14400,270.95000000000005 +30.01.2019 05:00:00.000,1.14401,1.14401,1.14385,1.14397,678.72 +30.01.2019 05:05:00.000,1.14397,1.14397,1.14375,1.14380,949.26 +30.01.2019 05:10:00.000,1.14380,1.14388,1.14379,1.14388,380.6 +30.01.2019 05:15:00.000,1.14388,1.14392,1.14385,1.14385,381.8 +30.01.2019 05:20:00.000,1.14385,1.14393,1.14385,1.14393,372.39 +30.01.2019 05:25:00.000,1.14393,1.14402,1.14392,1.14393,477.37 +30.01.2019 05:30:00.000,1.14392,1.14413,1.14390,1.14413,692.3800000000001 +30.01.2019 05:35:00.000,1.14413,1.14424,1.14410,1.14413,658.8499999999999 +30.01.2019 05:40:00.000,1.14412,1.14420,1.14407,1.14418,610.72 +30.01.2019 05:45:00.000,1.14418,1.14432,1.14410,1.14419,610.27 +30.01.2019 05:50:00.000,1.14419,1.14432,1.14409,1.14431,408.11 +30.01.2019 05:55:00.000,1.14433,1.14456,1.14432,1.14447,625.02 +30.01.2019 06:00:00.000,1.14447,1.14454,1.14440,1.14441,592.11 +30.01.2019 06:05:00.000,1.14440,1.14443,1.14431,1.14434,656.11 +30.01.2019 06:10:00.000,1.14433,1.14442,1.14427,1.14437,528.1800000000001 +30.01.2019 06:15:00.000,1.14436,1.14451,1.14425,1.14442,962.8600000000001 +30.01.2019 06:20:00.000,1.14441,1.14443,1.14412,1.14415,1008.53 +30.01.2019 06:25:00.000,1.14416,1.14431,1.14407,1.14419,645.95 +30.01.2019 06:30:00.000,1.14419,1.14426,1.14404,1.14417,1081.42 +30.01.2019 06:35:00.000,1.14416,1.14442,1.14416,1.14441,510.45 +30.01.2019 06:40:00.000,1.14442,1.14465,1.14441,1.14463,731.96 +30.01.2019 06:45:00.000,1.14462,1.14487,1.14462,1.14481,1007.54 +30.01.2019 06:50:00.000,1.14481,1.14499,1.14481,1.14487,1058.72 +30.01.2019 06:55:00.000,1.14488,1.14489,1.14331,1.14350,2485.83 +30.01.2019 07:00:00.000,1.14352,1.14359,1.14309,1.14319,1971.84 +30.01.2019 07:05:00.000,1.14318,1.14320,1.14275,1.14296,1809.06 +30.01.2019 07:10:00.000,1.14297,1.14333,1.14290,1.14299,1897.9 +30.01.2019 07:15:00.000,1.14298,1.14333,1.14286,1.14327,1403.4399999999998 +30.01.2019 07:20:00.000,1.14326,1.14381,1.14324,1.14366,2431.68 +30.01.2019 07:25:00.000,1.14365,1.14372,1.14326,1.14334,1968.22 +30.01.2019 07:30:00.000,1.14332,1.14344,1.14307,1.14309,2336.05 +30.01.2019 07:35:00.000,1.14308,1.14341,1.14308,1.14338,1855.16 +30.01.2019 07:40:00.000,1.14339,1.14370,1.14335,1.14337,2047.5500000000002 +30.01.2019 07:45:00.000,1.14337,1.14358,1.14335,1.14351,2346.76 +30.01.2019 07:50:00.000,1.14352,1.14370,1.14331,1.14351,1858 +30.01.2019 07:55:00.000,1.14351,1.14354,1.14299,1.14310,3021.1499999999996 +30.01.2019 08:00:00.000,1.14313,1.14341,1.14241,1.14266,2418.13 +30.01.2019 08:05:00.000,1.14267,1.14321,1.14242,1.14300,2693.22 +30.01.2019 08:10:00.000,1.14300,1.14325,1.14288,1.14308,2331.49 +30.01.2019 08:15:00.000,1.14308,1.14318,1.14274,1.14315,2098.78 +30.01.2019 08:20:00.000,1.14314,1.14348,1.14313,1.14343,2150.1 +30.01.2019 08:25:00.000,1.14343,1.14413,1.14343,1.14396,2852.3599999999997 +30.01.2019 08:30:00.000,1.14399,1.14410,1.14372,1.14391,2331.2200000000003 +30.01.2019 08:35:00.000,1.14392,1.14396,1.14365,1.14371,2207.4 +30.01.2019 08:40:00.000,1.14371,1.14384,1.14345,1.14357,1913.23 +30.01.2019 08:45:00.000,1.14357,1.14358,1.14308,1.14312,2189.3900000000003 +30.01.2019 08:50:00.000,1.14312,1.14323,1.14272,1.14309,2816.58 +30.01.2019 08:55:00.000,1.14309,1.14339,1.14297,1.14321,1506.6 +30.01.2019 09:00:00.000,1.14321,1.14340,1.14308,1.14322,2022.56 +30.01.2019 09:05:00.000,1.14322,1.14351,1.14319,1.14346,2201.52 +30.01.2019 09:10:00.000,1.14345,1.14345,1.14284,1.14286,2711.65 +30.01.2019 09:15:00.000,1.14287,1.14302,1.14274,1.14294,2768.54 +30.01.2019 09:20:00.000,1.14293,1.14313,1.14293,1.14304,1564.03 +30.01.2019 09:25:00.000,1.14304,1.14309,1.14281,1.14295,1804.06 +30.01.2019 09:30:00.000,1.14295,1.14308,1.14266,1.14275,1538.5500000000002 +30.01.2019 09:35:00.000,1.14273,1.14314,1.14273,1.14307,1561.71 +30.01.2019 09:40:00.000,1.14307,1.14322,1.14297,1.14318,1608.84 +30.01.2019 09:45:00.000,1.14317,1.14347,1.14311,1.14331,1293.6 +30.01.2019 09:50:00.000,1.14330,1.14335,1.14303,1.14317,1580.1099999999997 +30.01.2019 09:55:00.000,1.14317,1.14320,1.14294,1.14303,1240.8 +30.01.2019 10:00:00.000,1.14302,1.14337,1.14297,1.14336,1115.12 +30.01.2019 10:05:00.000,1.14336,1.14344,1.14313,1.14319,1379.3899999999999 +30.01.2019 10:10:00.000,1.14319,1.14331,1.14288,1.14293,1745.7399999999998 +30.01.2019 10:15:00.000,1.14292,1.14304,1.14276,1.14303,1539.66 +30.01.2019 10:20:00.000,1.14302,1.14319,1.14288,1.14299,1600.48 +30.01.2019 10:25:00.000,1.14299,1.14313,1.14295,1.14311,1647.09 +30.01.2019 10:30:00.000,1.14311,1.14325,1.14308,1.14324,1699.96 +30.01.2019 10:35:00.000,1.14323,1.14338,1.14320,1.14323,1127.7 +30.01.2019 10:40:00.000,1.14324,1.14342,1.14312,1.14332,1141.63 +30.01.2019 10:45:00.000,1.14332,1.14342,1.14317,1.14332,1754.07 +30.01.2019 10:50:00.000,1.14330,1.14333,1.14309,1.14312,1662.1999999999998 +30.01.2019 10:55:00.000,1.14312,1.14314,1.14280,1.14290,1911.5700000000002 +30.01.2019 11:00:00.000,1.14290,1.14302,1.14249,1.14250,1867.79 +30.01.2019 11:05:00.000,1.14250,1.14265,1.14230,1.14238,1854.64 +30.01.2019 11:10:00.000,1.14236,1.14247,1.14219,1.14245,1433.34 +30.01.2019 11:15:00.000,1.14245,1.14275,1.14243,1.14274,1704.6100000000001 +30.01.2019 11:20:00.000,1.14273,1.14292,1.14267,1.14286,1422.0700000000002 +30.01.2019 11:25:00.000,1.14285,1.14292,1.14265,1.14288,1411.95 +30.01.2019 11:30:00.000,1.14286,1.14315,1.14284,1.14304,1249.88 +30.01.2019 11:35:00.000,1.14304,1.14305,1.14284,1.14284,1292.44 +30.01.2019 11:40:00.000,1.14283,1.14305,1.14273,1.14294,1027.1000000000001 +30.01.2019 11:45:00.000,1.14294,1.14333,1.14282,1.14325,1800.02 +30.01.2019 11:50:00.000,1.14324,1.14355,1.14303,1.14327,2230.05 +30.01.2019 11:55:00.000,1.14327,1.14346,1.14308,1.14335,2229.76 +30.01.2019 12:00:00.000,1.14335,1.14355,1.14326,1.14355,1777.78 +30.01.2019 12:05:00.000,1.14354,1.14390,1.14347,1.14373,1605.76 +30.01.2019 12:10:00.000,1.14375,1.14397,1.14358,1.14396,2077.4 +30.01.2019 12:15:00.000,1.14397,1.14409,1.14383,1.14393,2047.3600000000001 +30.01.2019 12:20:00.000,1.14394,1.14396,1.14372,1.14387,1776.4300000000003 +30.01.2019 12:25:00.000,1.14386,1.14402,1.14372,1.14393,1625.14 +30.01.2019 12:30:00.000,1.14394,1.14395,1.14358,1.14362,1297.95 +30.01.2019 12:35:00.000,1.14361,1.14362,1.14341,1.14357,1678.13 +30.01.2019 12:40:00.000,1.14357,1.14381,1.14347,1.14372,1278.09 +30.01.2019 12:45:00.000,1.14372,1.14385,1.14345,1.14363,2127.2400000000002 +30.01.2019 12:50:00.000,1.14363,1.14378,1.14338,1.14342,1760.1 +30.01.2019 12:55:00.000,1.14345,1.14357,1.14301,1.14308,2786.53 +30.01.2019 13:00:00.000,1.14307,1.14316,1.14266,1.14283,2778.2700000000004 +30.01.2019 13:05:00.000,1.14282,1.14290,1.14270,1.14278,2405.34 +30.01.2019 13:10:00.000,1.14277,1.14317,1.14275,1.14276,2209.8100000000004 +30.01.2019 13:15:00.000,1.14277,1.14322,1.14251,1.14298,2792.46 +30.01.2019 13:20:00.000,1.14299,1.14312,1.14223,1.14233,3309.04 +30.01.2019 13:25:00.000,1.14233,1.14265,1.14218,1.14244,1893.7199999999998 +30.01.2019 13:30:00.000,1.14245,1.14316,1.14239,1.14292,2528.37 +30.01.2019 13:35:00.000,1.14292,1.14323,1.14292,1.14320,3001.7 +30.01.2019 13:40:00.000,1.14319,1.14323,1.14292,1.14300,3019.55 +30.01.2019 13:45:00.000,1.14299,1.14321,1.14277,1.14289,2129.7799999999997 +30.01.2019 13:50:00.000,1.14290,1.14302,1.14246,1.14248,2631.01 +30.01.2019 13:55:00.000,1.14247,1.14277,1.14243,1.14255,2017.1100000000001 +30.01.2019 14:00:00.000,1.14255,1.14262,1.14189,1.14199,3045 +30.01.2019 14:05:00.000,1.14199,1.14207,1.14090,1.14099,3193.59 +30.01.2019 14:10:00.000,1.14098,1.14128,1.14062,1.14091,3347.22 +30.01.2019 14:15:00.000,1.14089,1.14139,1.14081,1.14120,3259.86 +30.01.2019 14:20:00.000,1.14120,1.14146,1.14115,1.14125,1947.6299999999999 +30.01.2019 14:25:00.000,1.14125,1.14126,1.14079,1.14108,2723.2200000000003 +30.01.2019 14:30:00.000,1.14108,1.14119,1.14086,1.14091,2460.8199999999997 +30.01.2019 14:35:00.000,1.14093,1.14120,1.14091,1.14110,2138.83 +30.01.2019 14:40:00.000,1.14110,1.14142,1.14103,1.14141,2150.27 +30.01.2019 14:45:00.000,1.14140,1.14152,1.14118,1.14139,2151.32 +30.01.2019 14:50:00.000,1.14139,1.14161,1.14075,1.14106,2505.87 +30.01.2019 14:55:00.000,1.14107,1.14146,1.14107,1.14137,1758.9800000000002 +30.01.2019 15:00:00.000,1.14139,1.14168,1.14128,1.14150,2417.8900000000003 +30.01.2019 15:05:00.000,1.14151,1.14175,1.14120,1.14166,2318.78 +30.01.2019 15:10:00.000,1.14166,1.14170,1.14144,1.14163,2441.79 +30.01.2019 15:15:00.000,1.14163,1.14163,1.14114,1.14124,1713.9400000000003 +30.01.2019 15:20:00.000,1.14124,1.14149,1.14123,1.14139,1635.52 +30.01.2019 15:25:00.000,1.14140,1.14175,1.14139,1.14148,1921.8600000000001 +30.01.2019 15:30:00.000,1.14149,1.14218,1.14140,1.14198,2054.43 +30.01.2019 15:35:00.000,1.14198,1.14205,1.14180,1.14199,1796.14 +30.01.2019 15:40:00.000,1.14198,1.14214,1.14185,1.14194,1876.3400000000001 +30.01.2019 15:45:00.000,1.14195,1.14248,1.14195,1.14227,2919.05 +30.01.2019 15:50:00.000,1.14227,1.14264,1.14210,1.14239,3249.85 +30.01.2019 15:55:00.000,1.14238,1.14268,1.14226,1.14247,2793.69 +30.01.2019 16:00:00.000,1.14248,1.14255,1.14205,1.14221,2715.45 +30.01.2019 16:05:00.000,1.14221,1.14239,1.14207,1.14213,2606.4 +30.01.2019 16:10:00.000,1.14213,1.14247,1.14208,1.14232,2070.64 +30.01.2019 16:15:00.000,1.14232,1.14248,1.14216,1.14230,1927.4699999999998 +30.01.2019 16:20:00.000,1.14230,1.14233,1.14185,1.14185,1789.33 +30.01.2019 16:25:00.000,1.14189,1.14217,1.14159,1.14206,2166.42 +30.01.2019 16:30:00.000,1.14205,1.14241,1.14205,1.14238,2380.7599999999998 +30.01.2019 16:35:00.000,1.14237,1.14246,1.14213,1.14213,1895.6200000000001 +30.01.2019 16:40:00.000,1.14213,1.14222,1.14194,1.14217,1796.29 +30.01.2019 16:45:00.000,1.14217,1.14218,1.14185,1.14189,1582.16 +30.01.2019 16:50:00.000,1.14190,1.14190,1.14152,1.14166,1548.5500000000002 +30.01.2019 16:55:00.000,1.14167,1.14180,1.14155,1.14171,1993.9 +30.01.2019 17:00:00.000,1.14174,1.14188,1.14131,1.14132,1932.78 +30.01.2019 17:05:00.000,1.14132,1.14191,1.14132,1.14186,1334.6399999999999 +30.01.2019 17:10:00.000,1.14187,1.14201,1.14173,1.14178,1279.6 +30.01.2019 17:15:00.000,1.14180,1.14182,1.14153,1.14159,1214.06 +30.01.2019 17:20:00.000,1.14159,1.14175,1.14151,1.14158,1147.62 +30.01.2019 17:25:00.000,1.14158,1.14197,1.14157,1.14189,1360.76 +30.01.2019 17:30:00.000,1.14189,1.14200,1.14187,1.14192,1000.4499999999999 +30.01.2019 17:35:00.000,1.14192,1.14209,1.14192,1.14203,897.67 +30.01.2019 17:40:00.000,1.14203,1.14224,1.14196,1.14218,1417.68 +30.01.2019 17:45:00.000,1.14219,1.14232,1.14216,1.14218,1129.98 +30.01.2019 17:50:00.000,1.14218,1.14224,1.14207,1.14208,1246.73 +30.01.2019 17:55:00.000,1.14209,1.14212,1.14182,1.14191,1007.8200000000002 +30.01.2019 18:00:00.000,1.14190,1.14190,1.14156,1.14174,1330.95 +30.01.2019 18:05:00.000,1.14174,1.14200,1.14174,1.14199,836.86 +30.01.2019 18:10:00.000,1.14199,1.14206,1.14178,1.14184,1239.3100000000002 +30.01.2019 18:15:00.000,1.14183,1.14216,1.14175,1.14195,1445.25 +30.01.2019 18:20:00.000,1.14194,1.14231,1.14194,1.14226,1694.8899999999999 +30.01.2019 18:25:00.000,1.14226,1.14244,1.14215,1.14239,1587.9300000000003 +30.01.2019 18:30:00.000,1.14239,1.14248,1.14234,1.14244,1269.93 +30.01.2019 18:35:00.000,1.14244,1.14245,1.14206,1.14216,1840.67 +30.01.2019 18:40:00.000,1.14216,1.14228,1.14192,1.14194,2151.75 +30.01.2019 18:45:00.000,1.14194,1.14194,1.14175,1.14176,1361.82 +30.01.2019 18:50:00.000,1.14177,1.14192,1.14147,1.14160,1149.56 +30.01.2019 18:55:00.000,1.14161,1.14190,1.14137,1.14169,1291.6399999999999 +30.01.2019 19:00:00.000,1.14177,1.14709,1.14171,1.14677,5054.6 +30.01.2019 19:05:00.000,1.14678,1.14711,1.14605,1.14612,3747.5299999999997 +30.01.2019 19:10:00.000,1.14614,1.14736,1.14614,1.14690,4118.08 +30.01.2019 19:15:00.000,1.14692,1.14763,1.14691,1.14758,4008.56 +30.01.2019 19:20:00.000,1.14758,1.14801,1.14728,1.14764,3750.82 +30.01.2019 19:25:00.000,1.14764,1.14788,1.14699,1.14707,3193.2200000000003 +30.01.2019 19:30:00.000,1.14708,1.14856,1.14707,1.14838,3693.8 +30.01.2019 19:35:00.000,1.14838,1.14940,1.14837,1.14925,3776.1499999999996 +30.01.2019 19:40:00.000,1.14924,1.14992,1.14894,1.14988,3442.48 +30.01.2019 19:45:00.000,1.14991,1.15016,1.14927,1.14932,3285.17 +30.01.2019 19:50:00.000,1.14936,1.14950,1.14811,1.14880,3933.5599999999995 +30.01.2019 19:55:00.000,1.14881,1.14932,1.14825,1.14920,3776.7699999999995 +30.01.2019 20:00:00.000,1.14920,1.14944,1.14864,1.14881,3615.49 +30.01.2019 20:05:00.000,1.14881,1.14906,1.14842,1.14844,2769.9500000000003 +30.01.2019 20:10:00.000,1.14843,1.14847,1.14776,1.14797,3343.1 +30.01.2019 20:15:00.000,1.14797,1.14854,1.14787,1.14810,1913.01 +30.01.2019 20:20:00.000,1.14811,1.14854,1.14802,1.14851,2061.96 +30.01.2019 20:25:00.000,1.14853,1.14861,1.14828,1.14846,2131.74 +30.01.2019 20:30:00.000,1.14846,1.14858,1.14827,1.14830,2043.4399999999998 +30.01.2019 20:35:00.000,1.14830,1.14863,1.14820,1.14859,2242.66 +30.01.2019 20:40:00.000,1.14858,1.14885,1.14835,1.14838,2437.37 +30.01.2019 20:45:00.000,1.14837,1.14839,1.14795,1.14822,2224.46 +30.01.2019 20:50:00.000,1.14821,1.14822,1.14765,1.14771,1960.5 +30.01.2019 20:55:00.000,1.14770,1.14815,1.14762,1.14808,1861.78 +30.01.2019 21:00:00.000,1.14805,1.14806,1.14772,1.14786,541.77 +30.01.2019 21:05:00.000,1.14788,1.14788,1.14755,1.14769,1224.33 +30.01.2019 21:10:00.000,1.14769,1.14779,1.14762,1.14776,626.88 +30.01.2019 21:15:00.000,1.14776,1.14781,1.14758,1.14772,667.9200000000001 +30.01.2019 21:20:00.000,1.14773,1.14819,1.14773,1.14819,847.26 +30.01.2019 21:25:00.000,1.14819,1.14828,1.14802,1.14805,748.53 +30.01.2019 21:30:00.000,1.14808,1.14810,1.14775,1.14782,477.88 +30.01.2019 21:35:00.000,1.14782,1.14783,1.14767,1.14773,615.22 +30.01.2019 21:40:00.000,1.14773,1.14794,1.14773,1.14792,366.41 +30.01.2019 21:45:00.000,1.14792,1.14823,1.14782,1.14810,502.31999999999994 +30.01.2019 21:50:00.000,1.14810,1.14811,1.14783,1.14796,706.6999999999999 +30.01.2019 21:55:00.000,1.14796,1.14801,1.14786,1.14786,418.57000000000005 +30.01.2019 22:00:00.000,1.14786,1.14809,1.14782,1.14789,94.91999999999999 +30.01.2019 22:05:00.000,1.14789,1.14802,1.14787,1.14801,212.84 +30.01.2019 22:10:00.000,1.14801,1.14857,1.14797,1.14829,862.34 +30.01.2019 22:15:00.000,1.14829,1.14849,1.14823,1.14837,942.5300000000001 +30.01.2019 22:20:00.000,1.14838,1.14853,1.14824,1.14844,286.81 +30.01.2019 22:25:00.000,1.14844,1.14858,1.14839,1.14849,613.24 +30.01.2019 22:30:00.000,1.14853,1.14854,1.14839,1.14842,499.30999999999995 +30.01.2019 22:35:00.000,1.14843,1.14844,1.14838,1.14839,264.23 +30.01.2019 22:40:00.000,1.14840,1.14840,1.14813,1.14819,239.07 +30.01.2019 22:45:00.000,1.14818,1.14828,1.14806,1.14807,264.4 +30.01.2019 22:50:00.000,1.14806,1.14815,1.14804,1.14811,211.62 +30.01.2019 22:55:00.000,1.14812,1.14813,1.14805,1.14805,133.24 +30.01.2019 23:00:00.000,1.14809,1.14839,1.14809,1.14839,771.03 +30.01.2019 23:05:00.000,1.14840,1.14844,1.14838,1.14838,384.58 +30.01.2019 23:10:00.000,1.14838,1.14850,1.14838,1.14849,514.1 +30.01.2019 23:15:00.000,1.14854,1.14865,1.14843,1.14853,668.48 +30.01.2019 23:20:00.000,1.14854,1.14864,1.14850,1.14862,626.98 +30.01.2019 23:25:00.000,1.14862,1.14862,1.14854,1.14858,741.71 +30.01.2019 23:30:00.000,1.14860,1.14868,1.14856,1.14863,517.8 +30.01.2019 23:35:00.000,1.14863,1.14889,1.14860,1.14887,619.47 +30.01.2019 23:40:00.000,1.14886,1.14895,1.14877,1.14879,418.82 +30.01.2019 23:45:00.000,1.14879,1.14887,1.14871,1.14879,466.5400000000001 +30.01.2019 23:50:00.000,1.14880,1.14882,1.14847,1.14848,411.5 +30.01.2019 23:55:00.000,1.14847,1.14855,1.14835,1.14853,277.39000000000004 +31.01.2019 00:00:00.000,1.14852,1.14902,1.14842,1.14896,1394.4199999999998 +31.01.2019 00:05:00.000,1.14896,1.14947,1.14896,1.14947,1092 +31.01.2019 00:10:00.000,1.14946,1.14956,1.14899,1.14925,1274.33 +31.01.2019 00:15:00.000,1.14925,1.14925,1.14890,1.14908,814.9000000000001 +31.01.2019 00:20:00.000,1.14908,1.14948,1.14908,1.14932,1766.9199999999998 +31.01.2019 00:25:00.000,1.14934,1.14938,1.14921,1.14930,1132.17 +31.01.2019 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01:40:00.000,1.14940,1.14945,1.14929,1.14934,1006.3 +31.01.2019 01:45:00.000,1.14935,1.14940,1.14928,1.14930,801.45 +31.01.2019 01:50:00.000,1.14930,1.14944,1.14924,1.14936,690.0799999999999 +31.01.2019 01:55:00.000,1.14935,1.14941,1.14920,1.14933,991.21 +31.01.2019 02:00:00.000,1.14932,1.14936,1.14917,1.14925,913.95 +31.01.2019 02:05:00.000,1.14926,1.14949,1.14925,1.14949,698.87 +31.01.2019 02:10:00.000,1.14947,1.14956,1.14935,1.14955,1119.74 +31.01.2019 02:15:00.000,1.14956,1.14966,1.14949,1.14952,673.96 +31.01.2019 02:20:00.000,1.14952,1.14956,1.14940,1.14941,609.39 +31.01.2019 02:25:00.000,1.14943,1.14958,1.14943,1.14953,463.09 +31.01.2019 02:30:00.000,1.14952,1.14955,1.14941,1.14943,656.1099999999999 +31.01.2019 02:35:00.000,1.14943,1.14949,1.14924,1.14932,1002.21 +31.01.2019 02:40:00.000,1.14933,1.14958,1.14931,1.14952,909.33 +31.01.2019 02:45:00.000,1.14952,1.14986,1.14946,1.14981,1108.45 +31.01.2019 02:50:00.000,1.14982,1.15049,1.14981,1.15039,1395.8400000000001 +31.01.2019 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04:00:00.000,1.12321,1.12336,1.12314,1.12325,594.36 +01.04.2019 04:05:00.000,1.12327,1.12334,1.12326,1.12329,477.91999999999996 +01.04.2019 04:10:00.000,1.12330,1.12339,1.12329,1.12335,226.41000000000003 +01.04.2019 04:15:00.000,1.12335,1.12336,1.12325,1.12330,481.45000000000005 +01.04.2019 04:20:00.000,1.12329,1.12332,1.12325,1.12330,540.76 +01.04.2019 04:25:00.000,1.12331,1.12334,1.12330,1.12331,526.9100000000001 +01.04.2019 04:30:00.000,1.12331,1.12340,1.12325,1.12339,371.61 +01.04.2019 04:35:00.000,1.12339,1.12341,1.12333,1.12337,551.65 +01.04.2019 04:40:00.000,1.12336,1.12337,1.12324,1.12329,350.57000000000005 +01.04.2019 04:45:00.000,1.12330,1.12351,1.12329,1.12341,569.42 +01.04.2019 04:50:00.000,1.12342,1.12351,1.12341,1.12349,373.29999999999995 +01.04.2019 04:55:00.000,1.12350,1.12351,1.12339,1.12340,688.75 +01.04.2019 05:00:00.000,1.12340,1.12364,1.12338,1.12364,674.64 +01.04.2019 05:05:00.000,1.12364,1.12381,1.12360,1.12376,1112.05 +01.04.2019 05:10:00.000,1.12377,1.12379,1.12369,1.12371,657.38 +01.04.2019 05:15:00.000,1.12371,1.12396,1.12369,1.12396,767.95 +01.04.2019 05:20:00.000,1.12396,1.12418,1.12387,1.12388,997.71 +01.04.2019 05:25:00.000,1.12388,1.12402,1.12379,1.12379,744.16 +01.04.2019 05:30:00.000,1.12379,1.12385,1.12371,1.12371,497.47 +01.04.2019 05:35:00.000,1.12371,1.12385,1.12371,1.12381,588.09 +01.04.2019 05:40:00.000,1.12382,1.12406,1.12379,1.12390,668.39 +01.04.2019 05:45:00.000,1.12390,1.12396,1.12374,1.12379,978.6999999999998 +01.04.2019 05:50:00.000,1.12380,1.12384,1.12368,1.12369,517.53 +01.04.2019 05:55:00.000,1.12370,1.12389,1.12364,1.12389,815.3799999999999 +01.04.2019 06:00:00.000,1.12388,1.12388,1.12348,1.12366,1859.4299999999998 +01.04.2019 06:05:00.000,1.12366,1.12375,1.12353,1.12357,1237.3899999999999 +01.04.2019 06:10:00.000,1.12357,1.12377,1.12350,1.12357,1165.14 +01.04.2019 06:15:00.000,1.12356,1.12365,1.12345,1.12355,1888.0099999999998 +01.04.2019 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11:05:00.000,1.12298,1.12315,1.12293,1.12303,2174.08 +01.04.2019 11:10:00.000,1.12302,1.12336,1.12300,1.12329,1675.7 +01.04.2019 11:15:00.000,1.12329,1.12381,1.12329,1.12381,2223.18 +01.04.2019 11:20:00.000,1.12381,1.12384,1.12366,1.12373,1516.6399999999999 +01.04.2019 11:25:00.000,1.12372,1.12378,1.12347,1.12348,2017.55 +01.04.2019 11:30:00.000,1.12349,1.12352,1.12302,1.12316,2101.36 +01.04.2019 11:35:00.000,1.12316,1.12322,1.12300,1.12319,2097.7299999999996 +01.04.2019 11:40:00.000,1.12319,1.12349,1.12317,1.12348,2244.3500000000004 +01.04.2019 11:45:00.000,1.12348,1.12356,1.12305,1.12306,1773.3600000000001 +01.04.2019 11:50:00.000,1.12305,1.12335,1.12301,1.12335,2376.09 +01.04.2019 11:55:00.000,1.12334,1.12337,1.12270,1.12292,2879.8900000000003 +01.04.2019 12:00:00.000,1.12293,1.12333,1.12293,1.12324,2645.6400000000003 +01.04.2019 12:05:00.000,1.12324,1.12372,1.12322,1.12367,2115.89 +01.04.2019 12:10:00.000,1.12368,1.12375,1.12321,1.12361,2586.94 +01.04.2019 12:15:00.000,1.12360,1.12366,1.12333,1.12347,2046.8799999999999 +01.04.2019 12:20:00.000,1.12348,1.12366,1.12337,1.12340,2261.2299999999996 +01.04.2019 12:25:00.000,1.12339,1.12363,1.12328,1.12343,1452.03 +01.04.2019 12:30:00.000,1.12343,1.12481,1.12343,1.12362,3191.8 +01.04.2019 12:35:00.000,1.12362,1.12428,1.12362,1.12392,2275.9 +01.04.2019 12:40:00.000,1.12391,1.12399,1.12340,1.12366,2492.2200000000003 +01.04.2019 12:45:00.000,1.12366,1.12370,1.12331,1.12364,2126.21 +01.04.2019 12:50:00.000,1.12365,1.12385,1.12361,1.12383,1794.0299999999997 +01.04.2019 12:55:00.000,1.12385,1.12388,1.12341,1.12347,2126.33 +01.04.2019 13:00:00.000,1.12348,1.12420,1.12303,1.12398,2123.34 +01.04.2019 13:05:00.000,1.12397,1.12402,1.12351,1.12356,2152.1499999999996 +01.04.2019 13:10:00.000,1.12355,1.12452,1.12355,1.12407,2612.2200000000003 +01.04.2019 13:15:00.000,1.12407,1.12407,1.12353,1.12356,1757.3300000000002 +01.04.2019 13:20:00.000,1.12357,1.12397,1.12357,1.12370,1461.88 +01.04.2019 13:25:00.000,1.12369,1.12376,1.12356,1.12361,2146.08 +01.04.2019 13:30:00.000,1.12361,1.12395,1.12356,1.12378,2806.83 +01.04.2019 13:35:00.000,1.12377,1.12412,1.12362,1.12377,2882.72 +01.04.2019 13:40:00.000,1.12377,1.12398,1.12366,1.12381,1740.8200000000002 +01.04.2019 13:45:00.000,1.12381,1.12410,1.12361,1.12384,2028.19 +01.04.2019 13:50:00.000,1.12385,1.12407,1.12382,1.12395,1916.1499999999999 +01.04.2019 13:55:00.000,1.12394,1.12417,1.12353,1.12355,2246.21 +01.04.2019 14:00:00.000,1.12350,1.12350,1.12239,1.12277,3774.02 +01.04.2019 14:05:00.000,1.12277,1.12277,1.12199,1.12202,3757.65 +01.04.2019 14:10:00.000,1.12202,1.12258,1.12191,1.12257,2661.1800000000003 +01.04.2019 14:15:00.000,1.12256,1.12262,1.12135,1.12158,3878.5699999999997 +01.04.2019 14:20:00.000,1.12156,1.12167,1.12117,1.12158,3609.5499999999997 +01.04.2019 14:25:00.000,1.12157,1.12202,1.12145,1.12200,3193.41 +01.04.2019 14:30:00.000,1.12199,1.12236,1.12192,1.12233,2822.26 +01.04.2019 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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
    Date
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    2011-07-05133.779999134.080002133.389999133.809998117.065437165936000133.254297124.9127031.066618
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
    Date
    2012-06-28132.289993132.990005131.279999132.789993118.641281169242100136.500761128.2192410.551922
    2012-06-29135.199997136.270004134.850006136.100006121.598610212250900136.721010128.7929930.921670
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('../../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.7a4'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "idf = pd.read_csv('../../data/SP500_20191106_IDayBollinger.csv',index_col=0,parse_dates=True)\n", + "setup=dict(type='candle',figscale=0.75)\n", + "\n", + "mpf.plot(idf.iloc[0:80],**setup,show_nontrading=False)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axlist = mpf.plot(idf.iloc[0:80],**setup,show_nontrading=True,returnfig=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "axlist" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 2019-11-06 09:30:00\n", + "15 2019-11-06 09:45:00\n", + "30 2019-11-06 10:00:00\n", + "45 2019-11-06 10:15:00\n", + "60 2019-11-06 10:30:00\n", + "75 2019-11-06 10:45:00\n" + ] + } + ], + "source": [ + "#idf.index[0]\n", + "#dir(idf.index[0])\n", + "tlist=[]\n", + "for ix,ts in enumerate(idf.index[0:80]):\n", + " if ts.minute % 15 == 0:\n", + " print(ix,ts)\n", + " tlist.append(ts)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#axlist[0].set_xticks([0,30,60])\n", + "axlist[0].set_xticks(tlist)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (, line 1)", + "output_type": "error", + "traceback": [ + "\u001b[0;36m File \u001b[0;32m\"\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m STOP HERE\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "STOP HERE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "mpf.plot(idf.iloc[0:40],type='candle')\n", + "mpf.plot(idf.iloc[0:40],type='candle',update_width_config=dict(candle_linewidth=1.75))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mpf.plot(idf.iloc[0:40],type='candle',update_width_config=dict(candle_linewidth=0.4))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mpf.plot(idf.iloc[0:40],type='candle',update_width_config=dict(candle_linewidth=0.4,candle_width=1.6))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/issues/savefig_bugIssue141.ipynb b/examples/scratch_pad/issues/savefig_bugIssue141.ipynb new file mode 100644 index 00000000..9baf7da5 --- /dev/null +++ b/examples/scratch_pad/issues/savefig_bugIssue141.ipynb @@ -0,0 +1,388 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "import mplfinance as mpf\n", + "import io" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Saving your plot to a file (or to an io buffer):\n", + "\n", + "- `mplfinance.plot()` allows you to save your plot to a file, or io-buffer, using the `savefig` keyword.\n", + "- The value of `savefig` may be a `str`, `dict`, or `io.ByteIO` object. \n", + " - If the value is a `str` then it is assumed to be the file name to which to save the figure/plot.\n", + " - If the value is an `io.ByteIO` object, then the figure will be saved to the io buffer object. This avoids interaction with disk, and can also be useful when mplfinance is behind a web server (so that requests for an image file can be serviced without going to disk).\n", + "\n", + "If the file extension is one of those recognized by `matplotlib.pyplot.savefig()` then the file type will be inferred from the extension, for example: `.pdf`, `.svg`, `.png`, `.jpg` ...\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "%%capture \n", + "## cell magic function `%%capture` blocks jupyter notebook output,\n", + "## which is not needed here since the plot is saved to a file anyway:\n", + "mpf.plot(df,type='candle',volume=True,savefig='testsave.png')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### We can use IPython.display.Image to display the image file here in the notebook:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import IPython.display as IPydisplay" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-rw-rw-rw- 1 dino dino 25044 May 20 13:55 \u001b[0m\u001b[01;35mtestsave.png\u001b[0m\r\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%ls -l testsave.png\n", + "IPydisplay.Image(filename='testsave.png')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### We can use io to save the plot as a byte buffer:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture \n", + "## cell magic function `%%capture` blocks jupyter notebook output, \n", + "## which is not needed here, since the plot is saved to the io-buffer anyway:\n", + "buf = io.BytesIO()\n", + "mpf.plot(df,type='candle',volume=True,savefig=buf)\n", + "buf.seek(0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### We can use Ipython.display.Image to display the image in the ioBytes buffer:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "IPydisplay.Image(buf.read())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Specifying image attributes with `savefig`\n", + "\n", + "We can control various attributes of the saved figure/plot by passing a `dict`ionary as the value for the `savefig` keyword.\n", + "\n", + "The dictionary **must** contain the keyword `fname` for the file name to be saved, **and *may* contain any of the other keywords accepted by [`matplotlib.pyplot.savefig()`](https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.pyplot.savefig.html)** (for example: dpi, facecolor, edgecolor, orientation, format, metadata, quality)\n", + "\n", + "When creating the `dict`, I recommend using the `dict()` constructor so that that `keyword=` syntax may be used and thereby more closely resemble calling:\n", + "**[`matplotlib.pyplot.savefig()`](https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.pyplot.savefig.html)**\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "## %%capture blocks jupyter notebook output; plots are saved to files anyway:\n", + "save = dict(fname='tsave30.jpg',dpi=30,pad_inches=0.25)\n", + "mpf.plot(df,volume=True,savefig=save)\n", + "mpf.plot(df,volume=True,savefig=dict(fname='tsave100.jpg',dpi=100,pad_inches=0.25))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-rw-rw-rw- 1 dino dino 11012 May 20 13:55 \u001b[0m\u001b[01;35mtsave30.jpg\u001b[0m\n", + "-rw-rw-rw- 1 dino dino 54178 May 20 13:55 \u001b[0m\u001b[01;35mtsave100.jpg\u001b[0m\n" + ] + }, + { + "data": { + "image/jpeg": 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uxJ7HzBj0NGgGF8NPjnZa1+znoX7RPjyWHSLK78DW3iPWjGrSR2UT2S3M2AAWZUUt0BYhehNb/grx9p3j7Q18Q6HbatBbtIyCPWvD93ps+V6kw3cUUoHoxXB7E180Wni648Mf8EeU1D4u3eg6A0/wG+xWEi60WhujJoey3AaaOLbNLkfuRvwx2q8nU+4ftIeKfHvgn4Yx6t8OdQsrHWLrxV4f0y2u9U01ru3iW91mzs5C8KyRNIPLnfgSIc4ww61Ka/Apoyv2xPE+leGPgza+IvE2uWmnadY/EDwhPe399OkMNvEviTTSzu7kKigDJJIAFaXxj/aCsfhOfBGpmzu9U0zxZ4lOmyT6JpN1qUyxHS769SWGGzjlkly1oi5VSAjsxIAzWP8AGT4C+KviZ4Z8MX2sa1cXviXQvFXh+/nk0jVL/S9MnitdZtLu4ZrAXUkUhEMMhUTeaQwGGBxit8a/EGvv+0F8IPCr/DjWksU8eXMy+JWls/sUj/8ACNa3+4Ci4Nzv5JyYQnyn5umRgrG746+MHxN0/wCK3hD4ffDbwXo+pw+IfD2qatqE2v6vcaZJaQ2s+mxDYq2kzM5F+SY3WPlACy8ivSPtU/2T/Wf8tPQeleYar8LYYf2t/Dvxb0nwLbRu/wAP9d07WtfgsUWWR2vNGe1gllA3v8sNyUBJACvjGefTfJl+yf6pv9Z/d9qYmN+1T/8APT9BR9qn/wCen6Cm+TL/AM8m/wC+aPJl/wCeTf8AfNPQR518D7qcfE34x/P/AM1Htew/6FrQ62PgN4U8R+APB93oXiDy1nn8Z+IdSjEThh5F5rV7eQnPqYp4yR2JI7V1MGmw2ss09tYLG9zIJLh44gDK4VUDMQPmO1VXJ7KB0AqaGGXzV/dN94fw0rIdzK8C+E9J+GngjRvhx4XEqaZ4f0q303Tkmfe6wQRLFGGY/eO1Rk961ftU/wDz0/QUTQy+a37pvvH+Gm+TL/zyb/vmmkrCHfap/wDnp+go+1T/APPT9BTfJl/55N/3zR5Mv/PJv++aNAJo7qf7PJ+89Ow9aw/A0skv7aPhLe2cfC/xTjj/AKiPh2tqOGX7PJ+6bt/D71ieBEdP20fCW5SP+LX+Keo/6iPh2sMRb2LNKX8RH0TRRRXlnYFFFFABRRRQBBqllJqWmXOnQ6hPaPcQPGt3alRLCWUgOm4Mu4ZyMgjIGQeleJ237AHwgtrvStRj8T+IFudEnupdKniTT4vshmcy7YljtFSNElZ5FRFCneUcPEFjHt17dxWFnNfTpKyQRNI6wQNK5AGSFRAWc8cKoJJ4AJrzTTP2zv2a9aisJdL+I5m/tVLh9MRNGvd92sCgyGNfJ3OMnYpAO9wY03OCoAPPfi54ZsfAv7Rfwg8F6PcTva6R8JvFNjbSXDgyNHFd+GY1LFQAWwoyQAM9hXQedL/z1b/vqsX4265pfi39pv4T+KPD1ybmx1L4WeK7qynEbL5kMl74adG2sAwypBwQCM8itryZf+eTf9816mFt7FHJW+MNRi+36YbGeeZUmjdHaG4eNwDwSroQyn0ZSCOoINeYfBf9nT/hUfiXx7dN4+1vWNC8Ya1HeQeH9d1J9SSBRptlZyGS4uxJdTO5tWyrzNGIyiqi4OdGy1bxnq/7T+seFW8W30Oh6D4G0e+i0OG1tvJubm9vNWiklldojNlVsoQqpIij5twbPHfeTL/zyb/vmtlZmeqPFf2afDHxm+FPw21/wLo3wd8K6Tpmn+K/Ec3g2xXxJNaLPBNrt7PAssMdgyWURhkVkMZmypX5VzgdB+y344+MnxA8C6p4p+MN/oYu/wDhMNdsLPT9Bt5tljDZ6td2axPcSMPtZ2wLiUQwZHVM5NeleTL/AM8m/wC+awPht8PIfht4dufDtjdzXKXOv6tqrSSxgEPfahcXrpx2VrhkB7hQTzQlYL3Mz45+AtV8c/s8+M/hR4ItYI7vWPBOpaTpFruEUKSS2csMSccIgLKOmAKi+Ofwc0j4zaPocN9p+mvqGgeLtG1rS9Q1CyWWSzNnqVtdS+SxBaJ5IoHi3KR9/njNd3awy/aF/dN3/h9qj8mX/nk3/fNFk2F2HnS/89W/76qlqug6Rrl/pmp6tYpPcaNeteaXLITm2naCW3Mi+5inmT6SGrvky/8APJv++aPJl/55N/3zT0EHnS/89W/76qTzpfsn+tb/AFn972qPyZf+eTf981J5Mv2T/VN/rP7vtQ7AR+dL/wA9W/76o86X/nq3/fVHky/88m/75o8mX/nk3/fNPQA86X/nq3/fVOhml81f3rfeH8VN8mX/AJ5N/wB806GGXzV/dN94fw0tACaaXzW/et94/wAVN86X/nq3/fVOmhl81v3TfeP8NN8mX/nk3/fNGgB50v8Az1b/AL6o86X/AJ6t/wB9UeTL/wA8m/75o8mX/nk3/fNPQCSOaX7PJ+9bt/F71ieBHd/20fCW5if+LX+Kep/6iPh2tuOGX7PJ+6bt/D71ieBEdP20fCW5SP8Ai1/inqP+oj4drnxFvYs0pfxEfRNFFFeWdgUUUUAFFFFAEGqabaazplzpF+JDBdQPDMIpmjYoylTh0IZTg8MpBHUEGvPG/ZE+AEk0VzP4OvJp4bi4uI7mfxJqEkwlnO6R/MacsW35lUk/JKTKm2Qlj5T/AMFPvij8Vvgt4G8J/EPwJ8frjwJph1/+zdRmtNMs7l7i7m2SWrMt0hWSMCC4iaJXjZzcowLtGsb+w/Hn49aT8CLfRbzV7SynTWLq7toYZtWW3nklisLm6jjgjZD57yPAsIUFSGmTG4/KQDzL426FpfhL9pr4T+F/D1sbax034WeK7WygEjN5cMd74aRF3MSThQBkkk45NbXnS/8APVv++q80+O15rnx6+OXwn8QaF8R9U8GSt4I8cq954UlsL5blYdW0C3+SW9s5UkhfYJFdY0YgrzgkGb/hRfxG/wCjzviP/wCCjw1/8p69PDP9ytDkrfGZfwt8f+DfiD+1N491bwF420zW7Wz8DeGrG7udI1KO5jguo7/X2eB2jYhZFDoSh+YB1yORXrPnS/8APVv++q8+k+BfxG8iP/jM74j9/wDmEeGvX/sD1H/wov4jf9HnfEf/AMFHhr/5T1stFsZux6L50v8Az1b/AL6o86X/AJ6t/wB9V51/wov4jf8AR53xH/8ABR4a/wDlPR/wov4jf9HnfEf/AMFHhr/5T07+QWR6TazS/aF/et3/AIvao/Ol/wCerf8AfVefWvwL+IxnX/jM74j9/wDmEeGvT/sD1H/wov4jf9HnfEf/AMFHhr/5T0X12CyPRfOl/wCerf8AfVHnS/8APVv++q86/wCFF/Eb/o874j/+Cjw1/wDKej/hRfxG/wCjzviP/wCCjw1/8p6L+QWR6L50v/PVv++qk86X7J/rW/1n972rzb/hRfxG/wCjzviP/wCCjw1/8p6k/wCFF/Eb7Ln/AIbO+I/+s/6BHhr0/wCwPQ35BZHoPnS/89W/76o86X/nq3/fVedf8KL+I3/R53xH/wDBR4a/+U9H/Ci/iN/0ed8R/wDwUeGv/lPRfyCyPRfOl/56t/31ToZpfNX9633h/FXnH/Ci/iN/0ed8R/8AwUeGv/lPTovgX8RvNX/jM74j/eH/ADCPDX/ynov5BZHos00vmt+9b7x/ipvnS/8APVv++q88l+BfxG81v+MzviP94/8AMI8Nf/KevJfjf8aPhp+zr4wi8B/Fr/goL8TtO1SawS8jt4vCOiTgwuzorbotDZesbcZzx71vh8PiMXU9nRpuUuyV3+Bz4nFYXB0vaYiooR2vJ2V35s+nfOl/56t/31R50v8Az1b/AL6rxX4R6Pc/HPwFZ/Ez4afty/Eq/wBGv3lW1uZPD/h6EsY5Gjf5JNGVhhlYcjnFdL/wov4jf9HnfEf/AMFHhr/5T1nUhUpTcJxaa0ae6ZrTqUq1NVKck4tXTWqafVHpMc0v2eT963b+L3rE8CO7/to+EtzE/wDFr/FPU/8AUR8O1ysfwL+I3kSf8ZnfEft/zCPDXr/2B6d8CPh74o8G/tveGbrXvjr4p8WxzfCrxQiW2v2WlRJARqXh071NlY27Enp8zMMds81y4h/uXob0vjR9Y0UUV5h1hRRRQAUUUUAeAf8ABQNvg9pHw9sPEXxx+OPjzwbot0l9oUK+CdWubb7XdXduZI2lFuNzsi2sgj3/ALtfOffwdy+/14V/wUD+LXxP+D3wg0fXfhHaabc6tf8AiyCwa11HwzqOredbvbXLSrHBp9rcy52xks3l7fKWUbgzLn0T4qfGnQfhNPY2ureHdY1KW/hkkii0e2jlcBZ7a3A2tIpZmmu7eNVQMSZMkBQSADy/9pD/AJO6+Gv/AGTjxh/6X+G6u1zXxL8ZWnxK/aL+FXjDS9Jv7KO6+HHjQPY6pCIrm2kj1Pw7G8cqBjsdXRlK5JBBB5rV8ceKdF+HXg7VPH3i66NtpejWEt7qNwsbSGOGNS7sFQFmwAeACTXq4OLnTUY6tv8AU4sRKMG5Sdkld+iNST/j3j/H+dR188S/8FWf2HRFGn/C17vIJH/ItX//AMZrI+IX/BVT9nex+HWueKfg3qEnirV9FtYbp9HuLO6sFeF7uC3Z/NkgIG0zqcYJP5ke5DIs5lJR+rzV3bWLS1dtW9F8zw58RZDCDl9Zg7JvSSb0V3ZLV6LZH09RXwd4N/4LfeH7jWTB8Q/gHe2NiYGKTaLrKXcxkBXAKSpCoXG7J3ZBA4Ocix44/wCC3fgq1mto/hp8DNVv1Kubw67qUVmUORt2eUJt+fmznbjAxnPHc+EuIVU5PYP1vG333PPXGvDDpe0+sL0tK/3ctz7ttf8Aj4X8f5VHXjH7Df7XbftcfD3UvH+qeD7bw22n66+nJa/2sJxKFgil37mSPH+txjB6dea9ntyl4hktJo5VBwWjkDAH04NeHisLXwWJlQrK0o6Nb6+q06nv4PGYbH4aGIoSvCSuntp6PXoFFSfZZ/8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+ "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%ls -l tsave30.jpg\n", + "%ls -l tsave100.jpg\n", + "IPydisplay.Image(filename='tsave30.jpg')\n", + "IPydisplay.Image(filename='tsave100.jpg')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Specifying image attributes (via `savefig`) dict also works with an io.BytesIO buffer:\n", + "- Just assign the io-buffer to the `fname` key in the savefig dict" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "s = mpf.make_mpf_style(base_mpf_style='default',figcolor='c')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,volume=True,style=s)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "buf30dpi = io.BytesIO()\n", + "buf100dpi = io.BytesIO()\n", + "mpf.plot(df,volume=True,savefig=dict(fname=buf30dpi ,dpi=30 ,pad_inches=0.25),style=s)\n", + "mpf.plot(df,volume=True,savefig=dict(fname=buf100dpi,dpi=100,pad_inches=0.25),style=s)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Use Ipython.display.Image to display the buffer contents:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "_ = buf30dpi.seek(0)\n", + "IPydisplay.Image(buf30dpi.read())" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "_ = buf100dpi.seek(0)\n", + "IPydisplay.Image(buf100dpi.read())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## A note about `jpeg` files:\n", + "\n", + "**[`matplotlib.pyplot.savefig()`](https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.pyplot.savefig.html)** uses the Python Image Library (PIL or pillow) to save jpeg files. \n", + "Thus you must have pillow installed (`pip install pillow`) to save jpeg images. \n", + "\n", + "**Version 3.1.2 of matplotlib has an incompatibility with version 7.x.x of pillow** (which was released to PyPI on On January 2, 2020. This incompatibility was **[fixed here](https://github.com/matplotlib/matplotlib/pull/16086/commits)** however (as of this writting) the fixed version of matplotlib was not yet on PyPI (to be pip installable), *but it may be by the time you read this*.\n", + "\n", + "If you encounter an exception when trying to save a jpeg file, that says \"format 'jpg' is not supported\" check that you have pillow installed. If you do have pillow 7.x.x installed, and you are encountering this exception, the permanent fix for the problem is to upgrade to the new version of matplotlib `pip install --upgrade matplotlib`. (This should work if the new version of matplotlib is on Pypi at the time).\n", + "\n", + "If upgrading matplotlib doesn't work, you can immediately fix this problem in one of the following temporary solutions:\n", + "\n", + "- install the previous version of pillow: **`pip install Pillow==6.2.2`**\n", + "- edit your installed version of `.../site-packages/matplotlib/backend_bases.py` and apply **[this one-line fix](https://github.com/matplotlib/matplotlib/pull/16086/files).**\n", + "\n", + "\n", + "---" + ] + } + ], + "metadata": { + "file_extension": ".py", + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + }, + "mimetype": "text/x-python", + "name": "python", + "npconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": 3 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/issues/so68871906.py b/examples/scratch_pad/issues/so68871906.py new file mode 100644 index 00000000..89917f4a --- /dev/null +++ b/examples/scratch_pad/issues/so68871906.py @@ -0,0 +1,108 @@ +### !pip install yfinance +### !pip install mplfinance +import yfinance as yf +import mplfinance as mpf +import numpy as np +import pandas as pd + +# get the data from yfiance +df=yf.download('BTC-USD',start='2008-01-04',end='2021-06-3',interval='1d') + +#code snippet 5.1 +# Fit linear regression on close +# Return the t-statistic for a given parameter estimate. +def tValLinR(close): + #tValue from a linear trend + x = np.ones((close.shape[0],2)) + x[:,1] = np.arange(close.shape[0]) + ols = sm1.OLS(close, x).fit() + return ols.tvalues[1] + + #code snippet 5.2 +''' + #search for the maximum absolutet-value. To identify the trend + # - molecule - index of observations we wish to labels. + # - close - which is the time series of x_t + # - span - is the set of values of L (look forward period) that the algorithm will #try (window_size) +# The L that maximizes |tHat_B_1| (t-value) is choosen - which is the look-forward #period +# with the most significant trend. (optimization) +''' +def getBinsFromTrend(molecule, close, span): + + #Derive labels from the sign of t-value of trend line + #output includes: + # - t1: End time for the identified trend + # - tVal: t-value associated with the estimated trend coefficient + #- bin: Sign of the trend (1,0,-1) + #The t-statistics for each tick has a different look-back window. + + #- idx start time in look-forward window + #- dt1 stop time in look-forward window + #- df1 is the look-forward window (window-size) + #- iloc ? + + out = pd.DataFrame(index=molecule, columns=['t1', 'tVal', 'bin', 'windowSize']) + hrzns = range(*span) + windowSize = span[1] - span[0] + maxWindow = span[1]-1 + minWindow = span[0] + for idx in close.index: + idx += (maxWindow*pd.Timedelta('1 day')) + if idx >= close.index[-1]: + break + df_tval = pd.Series(dtype='float64') + iloc0 = close.index.get_loc(idx) + if iloc0+max(hrzns) > close.shape[0]: + continue + for hrzn in hrzns: + dt1 = close.index[iloc0-hrzn+1] + df1 = close.loc[dt1:idx] + df_tval.loc[dt1] = tValLinR(df1.values) #calculates t-statistics on period + dt1 = df_tval.replace([-np.inf, np.inf, np.nan], 0).abs().idxmax() #get largest t-statistics calculated over span period + + print(df_tval.index[-1]) + print(dt1) + print(abs(df_tval.values).argmax() + minWindow) + out.loc[idx, ['t1', 'tVal', 'bin', 'windowSize']] = df_tval.index[-1], df_tval[dt1], np.sign(df_tval[dt1]), abs(df_tval.values).argmax() + minWindow #prevent leakage + out['t1'] = pd.to_datetime(out['t1']) + out['bin'] = pd.to_numeric(out['bin'], downcast='signed') + + #deal with massive t-Value outliers - they dont provide more confidence and they ruin the scatter plot + tValueVariance = out['tVal'].values.var() + tMax = 20 + if tValueVariance < tMax: + tMax = tValueVariance + + out.loc[out['tVal'] > tMax, 'tVal'] = tMax #cutoff tValues > 20 + out.loc[out['tVal'] < (-1)*tMax, 'tVal'] = (-1)*tMax #cutoff tValues < -20 + return out.dropna(subset=['bin']) + +if __name__ == '__main__': + #snippet 5.3 + idx_range_from = 3 + idx_range_to = 10 + df1 = getBinsFromTrend(df.index, df['Close'], [idx_range_from,idx_range_to,1]) #[3,10,1] = range(3,10) This is the issue + tValues = df1['tVal'].values #tVal + + doNormalize = False + #normalise t-values to -1, 1 + if doNormalize: + np.min(tValues) + minusArgs = [i for i in range(0, len(tValues)) if tValues[i] < 0] + tValues[minusArgs] = tValues[minusArgs] / (np.min(tValues)*(-1.0)) + + plus_one = [i for i in range(0, len(tValues)) if tValues[i] > 0] + tValues[plus_one] = tValues[plus_one] / np.max(tValues) + + #+(idx_range_to-idx_range_from+1) + plt.scatter(df1.index, df0.loc[df1.index].values, c=tValues, cmap='viridis') #df1['tVal'].values, cmap='viridis') + plt.plot(df0.index, df0.values, color='gray') + plt.colorbar() + plt.show() + plt.savefig('fig5.2.png') + plt.clf() + plt.df['Close']() + plt.scatter(df1.index, df0.loc[df1.index].values, c=df1['bin'].values, cmap='vipridis') + + #Test methods + ols_tvalue = tValLinR( np.array([3.0, 3.5, 4.0]) ) diff --git a/examples/scratch_pad/issues/stackoverflow.questions.60982755.csv b/examples/scratch_pad/issues/stackoverflow.questions.60982755.csv new file mode 100644 index 00000000..59a35c09 --- /dev/null +++ b/examples/scratch_pad/issues/stackoverflow.questions.60982755.csv @@ -0,0 +1,20 @@ +Date , Open, High, Low, Close, Volume +2020-02-27 01:51:00+00:00, 167761.49, 178565.38, 165000.01, 168764.01, 358.79390 +2020-02-27 01:52:00+00:00, 167643.05, 178565.38, 165000.01, 168764.01, 357.62323 +2020-02-27 01:53:00+00:00, 167639.96, 178565.38, 165000.01, 168896.91, 357.71302 +2020-02-27 01:54:00+00:00, 168423.43, 178565.38, 165000.01, 168765.00, 359.22871 +2020-02-27 01:55:01+00:00, 168831.25, 178565.38, 165000.01, 168101.24, 359.35889 +2020-02-27 01:56:01+00:00, 168764.01, 178565.38, 165000.01, 168199.29, 359.54008 +2020-02-27 01:57:01+00:00, 168764.01, 178565.38, 165000.01, 168199.29, 359.75988 +2020-02-27 01:58:01+00:00, 168896.91, 178565.38, 165000.01, 168199.29, 359.82773 +2020-02-27 01:59:02+00:00, 168765.00, 178565.38, 165000.01, 167630.31, 359.94140 +2020-02-27 02:00:02+00:00, 168101.24, 178565.38, 165000.01, 167962.76, 359.50242 +2020-02-27 02:01:02+00:00, 168199.29, 178560.31, 165000.01, 167962.76, 358.84570 +2020-02-27 02:02:03+00:00, 168199.29, 178560.31, 165000.01, 167977.55, 358.80395 +2020-02-27 02:03:03+00:00, 168199.29, 178560.31, 165000.01, 168063.80, 358.79771 +2020-02-27 02:04:02+00:00, 167630.31, 178560.31, 165000.01, 167833.41, 358.51673 +2020-02-27 02:05:03+00:00, 167962.76, 178560.31, 165000.01, 167833.41, 358.46845 +2020-02-27 02:06:04+00:00, 167962.76, 178560.31, 165000.01, 167891.95, 358.38835 +2020-02-27 02:07:03+00:00, 167977.55, 178560.31, 165000.01, 167805.38, 358.37288 +2020-02-27 02:08:04+00:00, 168063.80, 178198.74, 165000.01, 167806.28, 357.97818 +2020-02-27 02:09:04+00:00, 167833.41, 178198.74, 165000.01, 168980.93, 357.86681 diff --git a/examples/scratch_pad/issues/stackoverflow60982755.ipynb b/examples/scratch_pad/issues/stackoverflow60982755.ipynb new file mode 100644 index 00000000..795b5525 --- /dev/null +++ b/examples/scratch_pad/issues/stackoverflow60982755.ipynb @@ -0,0 +1,433 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(19, 5)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " Open High Low Close \\\n", + "Date \n", + "2020-02-27 02:05:03+00:00 167962.76 178560.31 165000.01 167833.41 \n", + "2020-02-27 02:06:04+00:00 167962.76 178560.31 165000.01 167891.95 \n", + "2020-02-27 02:07:03+00:00 167977.55 178560.31 165000.01 167805.38 \n", + "2020-02-27 02:08:04+00:00 168063.80 178198.74 165000.01 167806.28 \n", + "2020-02-27 02:09:04+00:00 167833.41 178198.74 165000.01 168980.93 \n", + "\n", + " Volume \n", + "Date \n", + "2020-02-27 02:05:03+00:00 358.46845 \n", + "2020-02-27 02:06:04+00:00 358.38835 \n", + "2020-02-27 02:07:03+00:00 358.37288 \n", + "2020-02-27 02:08:04+00:00 357.97818 \n", + "2020-02-27 02:09:04+00:00 357.86681 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('stackoverflow.questions.60982755.csv',index_col=0,parse_dates=True)\n", + "\n", + "df.index.name = 'Date'\n", + "df.shape\n", + "df.head()\n", + "df.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Open', 'High', 'Low', 'Close', 'Volume'], dtype='object')" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns = [col.strip() for col in df.columns]\n", + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.4a0'" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
    Date
    2011-07-01132.089996134.100006131.779999133.919998117.161659202385700132.373927125.3160731.219057
    2011-07-05133.779999134.080002133.389999133.809998117.065437165936000133.254297124.9127031.066618
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2011-07-01 132.089996 134.100006 131.779999 133.919998 117.161659 \n", + "2011-07-05 133.779999 134.080002 133.389999 133.809998 117.065437 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2011-07-01 202385700 132.373927 125.316073 1.219057 \n", + "2011-07-05 165936000 133.254297 124.912703 1.066618 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
    Date
    2012-06-28132.289993132.990005131.279999132.789993118.641281169242100136.500761128.2192410.551922
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('../../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.9b6'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "idf = pd.read_csv('../../data/SP500_20191106_IDayBollinger.csv',index_col=0,parse_dates=True)\n", + "setup=dict(type='candle',figscale=0.75)\n", + "\n", + "mpf.plot(idf.iloc[0:80],**setup,show_nontrading=False)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axlist = mpf.plot(idf.iloc[0:80],**setup,show_nontrading=True,returnfig=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[, ]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "axlist" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 2019-11-06 09:30:00\n", + "15 2019-11-06 09:45:00\n", + "30 2019-11-06 10:00:00\n", + "45 2019-11-06 10:15:00\n", + "60 2019-11-06 10:30:00\n", + "75 2019-11-06 10:45:00\n" + ] + } + ], + "source": [ + "#idf.index[0]\n", + "#dir(idf.index[0])\n", + "tlist=[]\n", + "for ix,ts in enumerate(idf.index[0:80]):\n", + " if ts.minute % 15 == 0:\n", + " print(ix,ts)\n", + " tlist.append(ts)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#axlist[0].set_xticks([0,30,60])\n", + "axlist[0].set_xticks(tlist)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[*********************100%***********************] 1 of 1 completed\n" + ] + } + ], + "source": [ + "import mplfinance as mpf\n", + "import yfinance as yf\n", + "import datetime\n", + "\n", + "df = yf.download('DIA',start='2022-11-07',end='2022-11-15',interval='15m')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "#df" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# dates = sorted(list(set([d.date() for d in df.index])))\n", + "# dates\n", + "# t = df.index[0]\n", + "# t\n", + "# t.date()\n", + "# t.hour\n", + "# t.minute" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [], + "source": [ + "ticks = []\n", + "tlabs = []\n", + "mitks = []\n", + "milab = []\n", + "dates = sorted(list(set([d.date() for d in df.index])))\n", + "for d1 in dates:\n", + " # Major Ticks:\n", + " d2 = d1 + datetime.timedelta(days=1)\n", + " ts = df.loc[d1:d2].index[0]\n", + " ticks.append(df.index.get_loc(ts))\n", + " tlabs.append('\\n'+d1.strftime('%b %d'))\n", + " # Minor Ticks:\n", + " mitks.append(ticks[-1]+0.1)\n", + " milab.append('09:30')\n", + " ts = df.loc[str(d1)+' 13:00':d2].index[0]\n", + " mitks.append(df.index.get_loc(ts))\n", + " milab.append('13:00')" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "fig, axlist = mpf.plot(df,type='candle',xrotation=0,style='yahoo',tight_layout=True,returnfig=True,figratio=(2,1))\n", + "axlist[-2].set_xticks(ticks)\n", + "axlist[-2].set_xticklabels(tlabs, ha='left')\n", + "axlist[-2].set_xticks(mitks,minor=True)\n", + "axlist[-2].set_xticklabels(milab, ha='center', minor=True, rotation=0)\n", + "#axlist[-2].tick_params(axis='x',which='minor',length=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
    Date
    2012-06-27132.419998133.429993131.970001133.169998118.980804108088000136.447962128.1400420.605441
    2012-06-28132.289993132.990005131.279999132.789993118.641281169242100136.500761128.2192410.551922
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "#df = df.loc['2012-01-01':,:]\n", + "idf.shape\n", + "idf.head(3)\n", + "idf.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Using this dataframe, we can of course plot a basic ohlc or candlestick plot:\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "df = idf.loc['2011-08-15':'2011-11-30',:]\n", + "df = idf.loc['2011-07-01':'2011-12-30',:]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "\n", + "mpf.plot(df,volume=True)#,widths_adjust=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 9)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "Index(['Open', 'High', 'Low', 'Close', 'Adj Close', 'Volume', 'UpperB',\n", + " 'LowerB', 'PercentB'],\n", + " dtype='object')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape\n", + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "exp12 = df['Close'].ewm(span=12, adjust=False).mean()\n", + "exp26 = df['Close'].ewm(span=26, adjust=False).mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "macd = exp12 - exp26" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "signal = macd.ewm(span=9, adjust=False).mean()\n", + "hist = macd - signal" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "#mpf.available_styles()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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RtToPBYWn82ZwR+HdALgUF4/H3UunNr/wcXJ3Lg7xpmu4gXnmDEacPMCRkqofQgghhBD1IUFzK5Cbm4PH46nVaxQUwr4I43+Zm/hvxnouKL4YAKvKwoOxo3k3/HU8lN2n1WLhYMoh8qLM/Kz7AfW9KnI2ZuE6x5u/HOUysSTrAyYpT/rNXa5pu364ZCf690MAcCgOJsbcxenw71iV1JUnY9qiLdn3vmIbQ08eYF1BTp2OJYQQQghxhuQ0iyopKFxafCWrMjYwzfQwH4WuBuDVyOf5Q/s73Rw9OKo5xFHtIQ7s/IMIdRhshZHcAC+d3U9Xx7nMy/ovHVyd6Df2qnq1yZyTS8SUSPL0HoqH2LErNu6PuYOlWWt5wHQZVxsjmJJ+nEPFNiweN0+kn+BbayFL2oTX67hCCCGEaL1kpFnUiJ4QXsudx2N5f/c9tt64ltcjZ7Iu9H/8qvsRd5T/HOJrrTeyOmMzHVydGqw9iksh/MEIrrMOArwj4BNiRpOqPsm5egNr23VjRPjZ9I81+Tlc+uOPpJZfgVAIIYQQogYkaBY1pqAwseAJ3sxeSoi74oIlmlQNV3r6E74pnDGF43ks7++8m7WSd7NXEu6pvLZzndvjVJibvZh+tj8BkKPO4sGYMVgVC0aVmpcS2vNKfHuMJZME91osTDp9jGKZICiEEEKIWpL0DFFrg6y30M1xLttDttLWlUQnRxc6ODszYuD1fPH7l/R6tBfPbXm5UdqiJ4S52UsYlnAdJzXH2KP7lb9HTeG13HkoKAyLiKZ3iJFxqUc46Sxmt93Cy1mp/COuXaO0TwghhBAtg4w0C78GD+hHauopBg/o5/f5Ls5zuKfwQQZZb6G7sych+F8quzFEeUy8m7UCo9tbPeOj0NUsCnvb93xnXQhvtu2IrmSp7SV5WWwuNDdJW4UQQgjRPEnQHEQMRiOJiYkYjBUXDQkkfwFybm4OocYwcnObR+WJ7s6evJx7NlD+V+Sz7NB/7rt/foiR17t29d2fmnGCEw57o7ZRCCGEEM2XBM1BZM2HW4iOjmbNh1sa9bjNLUCuzCDrLUzKfwIAt+LmkZh7Oak+7nv+wcREbg6LAqDA7ebhtGOyAIoQQgghakSC5lbAZIpGUepWF7m5eSR/GtdabwQgT2VmYsnEQPCuUjgzPpkOWh0Av9utzMhMqXUNayGEEEK0PhI0twKfbN1JVJSp0udNpmiKLIWYTFWv0FfZ0tvBRIWK2Tnz6OjoAsA+3W88G/W4byGWcLWauW3O5jevys/mndz0JmuvEEIIIZoHCZqDzMSJExv9mJ9s3UliYjs+2bqzyu2qWnq7qZUO6MM9kbydvQyD25sb/kHoe6wMPdv28/RGZsYl++7PzknjvbzsxmusEEIIIZodCZqDTKCC5jvvGue7XV1lDH9WLF3A6dSUoB1tLh/Qn+M8j5dy5/ruz4h8mm/4xnd/WEQ0f4tp67v/bOZJPpWKGkIIIYSohATNrcTosff5btdl4t/osffRNjGpzH6C3c3W4dxbMAkAh+JgBCPIUmX4nh8fFc+9UXEAuIEp6cf5zlrYFE0VQgghRJCToFkAZUeiW5K/5U3nUvuVAJzmNG+Gv+p7TlEUpsYkMiTcm+9d7PEw4fQRTjtlqW0hhBBClCVBcyvkb+JfcxpBrg0NGt7IXuRb9vsD43sUKWdHk1WKwkvx7bnaGA54S9Etys1skrYKIYQQInhJ0NwKfbJ1J09Ofa7aiX+1ZTAa6XV+r0ZfnKU6se54brGOBKBQVcCHxvfLPK9VFF6Ob4++pKLG//KzyXM5G72dQgghhAheEjS3Ug0xslx+UuDqD7ewfsvXrG7kxVlqYkzR2fNdGbrQV4LujBiNlhERMQBYPG5WSjUNIYQQQpQiQbOos2AuQVfeeY5e9MNbLWS/bi+7dBVH2e+NivP9QizNy8TultUChRBCCOElQbOok7qUrWtqk5jku70yrGLA30GrZ1DJMtvZLicfFDTvZcWFEEII0XAkaBZ1UpeydU0t690sol2xAGw2fEymquJKgOOj4n23F5gzcckS20IIIYRAgmZRiZourd2c/OfN/3CbZQzgrdv8fujyCtv0CjHSzxAGwDGHnc+K8hq1jUIIIYQIThI0C7/8La3dnGs5D7quHydOnOCTWz5C5fFe9qtCF+OkYpWM0qPN83Mz8MhosxBCCNHqSdAsKlU+SG7OtZxzc3MICwujcE8B19puBCBNk8q2kE0Vtr3KGE4PXQgAv9otfG8ratS2CiGEECL4SNAsKlVVkNyU6Rv+jm0259Z4UuKdhWc/DCwNm1eh/JyiKIw3Jfjuv5tbMfdZCCGEEK2LBM2iTvylbzTlsT0eT4VJieXrSJ/R334tHR1dAPguZAdfhlSsK31TWBTJGh0AX1kK+FVGm4UQQohWLWiD5iVLlnD++efz6KOPVnhu27ZtjBo1ij59+nDRRRcxZswYvvvuuzLbpKWlMWXKFPr27csFF1zAqFGj+Pnnnxur+SLAapJfXVkdaRUqpuRP892fFfkMDhxlttEoCg+UGm1+M0dGm4UQQojWLOiCZrPZzIQJE1i4cCF6vb7C85999hkTJ07k0ksvZc2aNaxYsQKdTse4ceM4ePAgAMXFxdxzzz2cPHmShQsXsnr1ajp16sS9997LyZMnG/uURADUN7/6ZutwLrL3BeCw9gCrQhdX2GZ4hIm2Gi0An1vy2WO31OuYQgghhGi+gi5oXr9+PRaLhXXr1hEZGVnh+Q0bNnDFFVcwZcoUOnXqRM+ePZk5cyYOh4Pt27cDsHHjRo4cOcIrr7zCBRdcQPfu3fnnP/9JREQE//nPfxr7lEQQUlD4h3mW7/4bES+Rp5jLbKNTVGVGm9+S0WYhhBCi1Qq6oPnqq69m8eLFxMTE+H3+9ddfZ9GiRWUeUxQFAI1GA8BXX31Fhw4d6Ny5s28bjUbDFVdc4QusRcuiKEqtJyX2dvRhSNGtAJjVucyNeLnCNiPDo4lXe6+rT4vy2G+31r+xQgghhGh2NE3dgPKSk5NrtX1aWhozZ84kKSmJW265BYCjR4/63U+HDh1Yu3YtVqsVg8Hgd3+K4v1pCmeO21THr7Um7KvyokwmNpWflFhJ+0o/9mT+s2w2fIxNZWVF2H8YbbmXTs6uvudD1CruN8UzIysVgLdy05nbtmMAzqB5a3bXbjMifRtY0r+BI30bWK2hf4Pt3IIuaK6pzz//nEceeQS73c6VV17JqlWrMJlMABQVFdGuXbsKrwkL8670VlBQUGnQ3CkxitDQ0MA1vAY6JUY16fFrSqdR0zkpONo65eHJFdpSun1qleL7f+ntOhPFU/yNf/JPnIqTNxJe4EM+LLOfaW3Cmf9tJhkOB58UmrFHaenRxNdIsGou125zJH0bWNK/gSN9G1gtuX+LirRN3YQymm3QfNlll7Fu3TpOnTrFvHnzGDVqFMuXLycxMbFe+z2aasZodFS/YQAoivfiP5pqpjksQlfsdHEkxVz9ho1g0JBRFdpSun0utweVyvv/8tuNUMbzbsJ80tWn+YiP+DDjC3o5LiyzzT2RcfwrKxUPMO2PQ8xu0yGg59PcNLdrtzmRvg0s6d/Akb4NrNbQvxZLcJV7bbZBs9FopHPnznTu3Jm+ffty3XXXMX/+fKZPn054eDhFRRU7uqCgAEVRiIiIqHS/Hg9NfvEFQxtqJNjbWUn7yj9m8ITyYP5jTDc9CcB2/WecX1w2aB4VEcP8nHRy3S7WF+TyTGwSUepm++sTMM3m2m2GpG8DS/o3cKRvA6sl92+wnVfQTQSsitvt5rPPPmPfvn1lHjcYDCQnJ3P48GEAOnfuzPHjxyu8/tixYyQlJRESEtIo7RXNx9W2gb7bO/VfVXg+VKVmeIR3oqEL74InQgghhGg9mlXQrFKpeOmll5g9e3aZx202G8ePHyc+Ph6Aa665hpMnT3Lo0CHfNsXFxXz11Vdce+21jdrmlqwmC4w0F8muDrRztgfgR/132LFV2OYa49lvKD4vym+0tgkhhBCi6QVd0Gw2m8nMzCQzMxOXy4Xdbvfdt9lsTJo0ie3btzN79mwOHz7Mvn37ePLJJykoKGDUqFEA3HDDDfTo0YO//e1v7N69myNHjjBt2jQcDgf33Ve/RTHEWfVdYCTYXG7/EwDFip2f9D9UeP4SQxihivdX5itLPq5g+95ICCGEEAETdEmZkydP5vvvv/fdT0tLY+vWrQDMmjWL4cOHA7B06VIWL15MaGgo3bt3Z9myZfTp0wfw1mResGABs2bNYty4cRQXF3PRRRexfPly2rRp0/gnJZqFfrarWBO6AoBv9dvpZ7+qzPNaRaG/MZzNRXnkul38arNwsUGqaAghhBCtQdAFzcuXL692m2HDhjFs2LAqt4mNjeW1115rqGaJVuDyUkHyTv12HuXvFba5NjSCzUV5gHdpbQmahWj5Vixd0OK+WRNC1F7QpWcI0RBGDhlIfp6ZkUMGVr9xiQR3W7o4zgFgt+4nCpWKk/2uLpXX/EVJ8CyEaNlWLlvY1E0QQgQBCZpFi2S1WDiVkoLVYqnV686MNjsVJz/qv63wfJxGSy+9d2GcfcU2TjuL699YIYQQQgQ9CZqFKKVfyWRA8KZo+FO6isaXUkVDCCGEaBUkaBailMvs/X23/dVrBrg2NNJ3+3OLBM1CCCFEayBBsxClmNzR9CjuBcBe7W7MSm6Fbc7XG4gtWQ3wG0shdre7UdsohBBCiMYnQbNokQxGI+2SkjAYjbV+7ZkUDY/i4Xv91xWeVymKb0Kg1ePmO2th/RorhGh2Vixd0NRNEEI0MgmaRYu0+sMtRERGsfrDLQCYTNEUFhZiMkVX+9rS9Zl3hlSS1xxaqoqGpGgI0epIRQ0hWh8JmkWrsGnbTtq3b8+mbTur3fYSez/UHjVQeV5zf0O4r8j550X5eGR1QCGEEKJFk6BZiHLCPRH0Kr4YgEPaP8hUpVfcRq3mEkMYACedxRxx2Bu1jUKIxmO1WsrUfPdXB17SNYRo+SRoFq1aZW90pVM0vq1ktLl06bm1+TkN2zAhRNAICw0rU/PdXx14SdcQouWToFm0apW90ZWu1/x1yJd+t/lLuAktCgD/zc+iwO1q+AYKIYQQIihI0CyEHxfbLyXE7V3578uQLbipWFYuQaNlaIQJgAK3m/fyshu1jUIIIYRoPBI0C+FHCAausF8NQKY6nT3aX/1uNz4qvmSsGRabM7B7pGazEEII0RJJ0CxEJa6z3ei7vc2w2e82nXUh3FCyQmCGy8m6/IqLoQghhBCi+ZOgWYhKXGO9wXd7W8imSre73xTvu/0fcwYuKT8nhBBCtDgSNAtRiTbuRHoW9wZgj+5X0lSpfrfrHRLK5SXl54457Gwpymu0NgohGl99VhytLyltJ0TTkaBZtFh33jWu3vu4tlSKxheGLZVud3/U2dHmebnpstiJEC1Y+RVHG5OUthOi6UjQLFqs0WPvq/L5wQP6YTZXnYN8nfVs0Px5iP+8ZoCrjOH00Hmrbfxmt/KttbAWLRVCiJopv9CKEKLxSNAsWq3c3JxqR4TPd1xInCsBgK/1X2DD6nc7RVF4oFRu8yJzZsM1VAgRdBrim6y6KL/QihCi8UjQLEQVVKi4xuadEGhTWfk2xP/qgACDwqJoq9EC8JUlH7PL2ShtFEIEVmFRYYX85eq+yRJCtDwSNAtRjdIpGtuqSNHQKAo3hUUB4ASZEChEC2EwGJskf1kIEVwkaBatxsSJE+v0uivsV6P16ABvXrOHylM6BpcEzQCfFJrrdDwhhBBCBB8JmkWrUdegOdQTRj/7VQCc1qTwh/b3SrftrTeSWJKi8Y2lQFI0hBBBSUrXCVF7EjQLUQPX1rCKhqIovtFmSdEQQgQrKV0nRO1J0CxEDZSu17y1iqAZJEVDCCGaKxmBF1WRoFmIGmjnas85jh4A7Nb9SKFSUOm2kqIhROsyeEA/UlNPMXhAv6ZuiqiCv4C4/GMyAi+qIkGzEDXUu/gSADyKh8OaA5VuJykaQrQuubk5hBrDyM3NaeqmiCr4C4glSBa1IUGzEDXUzXGu7/ZB7R9Vbls6RWOjpGgIIZqYpB0IUX8SNAtRQ6WD5kPVBM2lUzR2WgrIlRQNIeBOBTQAACAASURBVEQD8LfQSk3IiKoQ9SdBsxA11NXZ3Xf7oKbqoFlSNIQQgSALrdSN5J2fJd861J0EzULUUBtXImHucKD69AzAtzogSBUNIURwa+mBVE3yzkcOGUh+npmRQwY2Yssan3zrUHcSNAtRQwqKL0UjVXOqygoaABfojSSVStFIcxYHvI1CiIZ3513jmroJ9TJyyECsVkuV20ggBVaLhVMpKVgtVfeVaL0kaBaiFro6z+Y1V1VBA7wpGn8JNwHeFI1/Z6cFsmlCiAAZPfa+gOy3sUZ3rRYLYaFhjXKsYNLSR88bwuAB/bj84u6StlJDEjQLUQu1qaABMC4qnnCV99fs/wpy2GuXEQwhhJeM7gaW9G/FDw7lU1Byc3NQKSopl1hDEjQLUQu1qaABYFJrmGRqA4AHeCkrFY/HE6jmCSFamKYcLZWRWv+aU78smDe3TI52XVNQmtM5B5IEzUKUUt0fhtpU0DhjTFQsyRodAN9YC/nCkl/3BgohWoSaTDobOWQg78x9rckmprX0kdqa5Hr705z6JSw0rE452rJSon8SNAtRoiZvUKUraBzS7q/RfvWKiidi2vruv5SVilNGm4Vo1Woy4heoiWmtsfyayRRNkaUQkym6Vq9raSOsBqORdklJ1db6liDZPwmahShRkzeo0hU0UjQnKVIKa7Tvm8KiuCjE+0fqsMPO//Kz699gIYSog/Ll11piqbXyHww+2bqTxMR2fLJ1p2+b1R9uwWBoXcHj6g+3EBEZVWWt77qOwLcGEjQLUUulK2gc0tRstFlRFKbFJPnuz8lJo8DtavC2CSFEbbXEUms1qctcFy3hA0Z1JRTLV1tpjd9MVEaCZiFqqexkwJoFzQAXG0J9C57kuJzMyT7d4G0TQgjRMPwFiy3hA0ZtSygG6gNIcyRBsxC1VLbs3L5avfaJmLboFQWApXlZ7LLWLL1DCCHqymA0Ulgkf2uqUz7fV4JFUZ4EzULUUl0qaJzRXqvn0WjvpEAPMDXjJFa3uyGbJ4SoQkub2AXVn9PqD7dw3wOTG6k1zUvpVIWa5PuK1k2CZiFK1HRWcV0qaJR2T1QcF+q9xzjmsPN6jqRpCNFYgn1iV3UBsL981JqcU6BWNQwWdf0w1NL7pbCosNr3NFFzEjQLUaKmowx1raBxhlpR+FdCe3QlaRqLzZn8ZC2qW6OFEC1KdQFwSw/y6iqYPgwF07cZBoNRRs4bUNAGzUuWLOH888/n0UcfrfDcrl27uOuuu7j00kvp168f48ePZ9++s7ml3333Hd27d/f7s3Bh8PxiiaZlMkXXumbnGd0cPXy3a1pBo7QuupAyaRpPZZzAJmkaQgRUoCof1LUGcHmNVZmhodor/AumAL4hmEzRuD1uuV4IwqDZbDYzYcIEFi5ciF6vr/D8L7/8wt13303btm1ZuXIl8+fPx2q1cvfdd5OZmVlm29WrV7Njx44yP6NGjWqsUxFB7pOtO8vU7KyN0nnNdUnRALg3Ko7eJWkaRx12XsxKkSW2hQigQFU+8FcDuC7Kt6+mKWO1daa9G7d+w8+6H0h77jTDVUMxj8ilmOIGPVYwqa7UWktQfpS7Ic75k607+fan/fW+vluCoAua169fj8ViYd26dURGRlZ4fsmSJbRt25ZZs2bRrVs3evXqxYwZMzCbzWzcuLHMttHR0cTFxZX5MRgMjXUqogWrTwWNM8qnafw3P5unM0/KaoFCNEOBCMjKp4zt1+zh3xEv1noCcnkZqjRy78lmcMIVjIy/AfPtuXysfEzaC6e5rs1FLAudjw1rQ5xCUGkNqS3lR7lbwzk3pqALmq+++moWL15MTEyM3+dffPFF3nvvPVSqs01PSEgAwNKM6yaK5qVM0FyPN7CuuhCmx7VDKbm/Oj+HSWlHJVVDiGamtsGJv1HkqkaWD2n2MzL+Rt6MeIVh8dexwfBBjY6To8pmWeh8/h41hdvjBtO3bVeuSOxB1tRMDmkr/u1K06TyvOkprm7bm7zh5lqdU2MKprzhYNFQ6T1SorByQRc0Jycno1arK33eaDRWCKi3bdsGwIUXXhjQtglxRoK7bb0qaJR2a0QM/07ogLYkdN5alM/dqYfJcznr3U4hRHDyN/G4ssnIhUoBk2LuwqLyThi2qaw8EnMvr0W8gJvKP2B/r/uaPyf053nTU/wvbCm79N+Sq84us80l9stpP70jpqHRRHx59tvdbHUmGbPS2GBY2xCn2+BaWt5wQ2io9KOaLC/eWmmaugH1derUKZ5//nn69+9Pv35ll3hcvnw533//PampqcTHxzNmzBhGjBhRZpS6PEXx/jSFM8dtquO3ZDXu2xr++5+poPGz/gdSNCexqAoJ9YRV/8JK/DnChEmj4cHUoxR53OyyFXFHyiGWJ3UhVqOt834bi1y7gSN924CUs/8v369N0r/+/t6Ue8yjePi76REOaw8AEOYOp1BVAMA7EbPZr92DK9xV5jVu3MwPm8NrETNwK2WD6gRXW7o4zmHf0t95f+gndHZ2g/EwaEA/NnXdyb7035gb8QqbDR8D8LfoSbTP7MQFjotqf3qB7NvyfVdJX+Kp5fH97LfMPvxcQ9XuI0Aq9G9N2uZ3R1TspyaMhUoLhjaU1qyD5kOHDnHvvfcSHx/Pa6+95ntcq9USFxeHy+Vi+vTpKIrC5s2beeaZZ8jMzGTSpEmV7rNTYhShoaGN0fwq2yACo7q+1WnUdE6qWf/3oTc/8wMA1sRUenFpvdrWmSjOaxPF4N27yXQ4OFBs4/6MY2y78EKitcEfOINcu4EkfVt/apWCRq1CrVLK/J6//fbbTJw4sdHb4+/vTfnHCsfmscHoTcWIIIJdql1sYAOP8zhu3GwzbEa1TcWDEbdxOZfTl75MOzaN3yN/9+1jAAOYwQx60INIdSSo4fy553P9A30rHLczV3ET/RnHOBazGLtiY1L8aH7gBxJJrNN5NvS1e/nll1OYn8eovw7i22+/BcBht5W5r1YpqFQKCkqN/6YDTHl4sm97f/sofw317NmT7OxsYmJi2LNnD1C795GGcKZ/K7u+q1JZP5U+BytWtGjRNEHIWFQUXO99zTZo3rVrFxMnTqRr16688847ZSYNXnzxxezYsaPM9hdccAHp6enMnz+f8ePHo9Pp/O73aKoZo9ER0LZXRlG8F//RVDMyF6xh1bRvi50ujqTULI8vIbQTlPyN+TT3a2It59S7nSZgVWJXRqccIs3p4NeiIq7d9TPLkroQXkXaUlOTazdwpG8bjsvtwely43J7fL/ng67rR9rpFP49Zy6btjVudQB/f29KP/aj7jvSnkjzPfdS9luobXHcwt3E6DsyOfoe8lRm3BFuPi35D4CO3v8pHoVJBU/wcMFTqFGTjYdsvPu+ddTdZY5dvi1PMotVae9h62MllVQGF/+FVZnrCaHmk+kDde3m5Rdw4uQpevXq5Wuz0+Uucw4RkSZSU0+RmNiuxn/TAQYNGeXb3uX24MGDu9T1Uv4aysjMQqVSkZGZ5dsmIzOLc7r3CPj1VL5//V3f1fF3jgB/vvdWXsqdy3rDWnbqtxPnTuDDjM+JcycE6nT8sliCaw2DoMtpronffvuN8ePHc+mll7JkyRK/VTb86dGjBzabDbO58ovJ42nan2BoQ0v9qUnfUov9XWy/zHfdfGrY0GDt7KjVszyxC7Fq72fa3XYL96UeocjlavI+rG//yo/0bZP2o+fMH/qzj+Xm5hAWFkZubo7vseVLFjRaeyp7bL96H5NN90LJQNv4gsncYP2zb7srbNewNn0burV6VBkV38pVuWoWZq1mSv7TqDzqCse58677qmzLkOuuQTVCQZNS8ndI9xNTTZNxezy1O8cAXLv+/h0NBiOr123x3f9k606enPocn2zdWffjcPZYlR3b3zYej6fM9RTQa6iKttXkx2SKpqjIW7Pb44FfND9yX/TtzH50BtNMD/N1yBe4FTfp6tOkqE41yjn5/XcIEs0uaM7OzuaBBx7gyiuvZM6cOX5HjFevXs2MGTMqPP7bb78RERFRaWUOIWrjAsfFJDmTAfhG/wW5qpwG23cnXQjLErtgUnlHl3fZiphw+ih2qaohRMA19SSztcZVDI8fQLomFYC+9it4PO/ZCtt1cHUiYkIkMb3iMF0cw5zshYS8a8CwyEjktVH8yT6gxscsXzIvNzeHMEsEYXdGYHR7UxY/Nv4fr0Y8X48za1xSbq16Zz5cfLz1K+ZEvMSt8TfyuWEzDuXsN+7Jzo48m/svLnBc3IQtDQ5BFzSbzWYyMzPJzMzE5XJht9t99202G3PmzKG4uJgnnniCnJwc33OZmZm+EeTo6GhWrFjBc889x/79+zl8+DBvvvkmmzZtYty4cVVW5xCitKrKGiko3GQdCoBLcfFpyPoGPfY5egOLE7sQXjJx9RtrIfefPoLF7WrQ4wghgoNVsZA+8zR/i56ITeWtk6z7Q88b2YuqzCdVUFCfUnOzdThhz4YTPi0CdWrt3ucqCzA1ezW8ljMfxeOdkTUv4t/MD5tTq32LxlHXxXD6j7uW2+IGMzfiX7gU7/tLgjORewsmsTZ9K9vSfuKuovtRCLJZeU0g6ILmyZMn079/f/r3709aWhpbt2713d+4cSM7duygoKCAG2+80ff4mZ/JkycDMGDAAN58803279/P6NGjGTp0KJ9++inTp09nwoQJTXyGojmpbsTpZstw3+2NxprVTa2N80OMLGzbBaPi/VX92lrIPalHKHBJ4CxES7Jb+xMj4gaSPyLP99hthWNJvrVDo+eRljfQdhPTza/47r8cNZ33Qpc0XYOaUKBWaWwIlZUs9KdIKeQ73dfMDX+ZW+Kv5lf9LgDUHjWP5E3jy7RfeTpvBhc4LpZguZSgmwi4fPnyKp8fPnx4lc+fcf3113P99dc3RJNEKzV4QD9SU08xeEC/SpcP7enoTbKzIyc1x9ip3062KosYd2yDtuNiQyhLErsw7vRhCtxufrQVMTr1EIsSuxCjDrpfYSFELRzQ7OX1yBfZYtjge8zgNvKCeTZDLbcx2N6vilc3njuLxpGnMjM70pv6+EzUY4S7I7jZWrP35EBrjCWy85U8hn12B3MWz2LQvUNZ4VmA7Q4rmhMa1F8H/99is5LLWxGv8o3+Cw5q/6hQjrCDozOv5c7jwuJLmqiFwS/oRpqFCBa5uTmEGr0ThCqjoHCTxZui4VbcfFpS27ShXWwIZUVSV1+O8x67lVGnDpLubJpKL0K0VKU/LDe00ulep9QnSHs5lZsT+pcJmHUHdazN2MpQy20Nfvz6erDgMe4reAgAj+Lh8egH2K7f2sSt8gp0/vJhzQGGxV/Hs6bHyX4si1lR/2C66UkK5xRg/iAX89ZcPg1ZX+ViM4Hw9ttv12i7fCWPu+KGsjj8bfbr9lYImG8vHMtHGV9KwFwNCZqFqKebrMN8tzca1gXsOD31Rla160aC2jud/rDDztjUwziCbXqxEK3MXu1vbA35BCdVr+J5Jt1rt/Ynbkn4EwVD8vEo3t/feFcb/pn7Ku2HdaKb89w6t8VkiqbI4q2G0NAUFJ7Ke55bC+8CwKk4mRY9GatSvxXogl3xn4oZET+Q49ojlW7j6uVkYuwYbon/E/Y/23z/roFWk6C5SClkXOxI9up2A6DyqOhRfD63F47lxZw32JL2AzPM/650ga4itwuXvM8AEjQLUW/nOXrR0dEFgO/0O8hSZQTsWF11IbzXrivJGm/VmEPFNlbnZ1fzKiEE1Cwf9ZOtO0lMbFdpSlZphUoBz0Y9zi0Jf+KB2FHcH3s7BUp+la/5WfcDd8UNJV/lzV02uaKZan6ebad/4s6icSiOsvmjtU07qE37a2vF0gUoKLxgns1VNm9ljnT1aRaHvdPgxwoW1rss5L9npkDl/Xc9t7gnb2ct543sxbyS8w5x/0xA9ePZUOoP3R4KFuVTsCQPO7aAtm3EkIHk5OQwYshA32PlrxcbVh6IGcXPeu9CXNGuWDamf8PHGV8xw/xvbrWMoZOza5nXeDwe9tmtvJ2TxoiTB7jwyG9cdWwPmfLNpgTNQtRX6SoabsXNJsNHAT1eslbPnDYdfffn5qRhlVJ0QvhVOiWiNhOlqvON/ktuTriS/4Yt8j22PWQrt8UPIkV9wu9rrBdZuDv2r75lsA3fGdmW9hP3FU6udNGQpiqb5m/E+sxIuRo1fzfPROXxhhDzw+eQo2reH97TVacZGzuM69pczPUJl3BDwqXkfpNNwSv5vtlf11kH8V7mJ9xg+zM3WYcyzHI7O8f9QedR3ViQ9T96F/fx7a94cDHjY2+nSClssDaWr+ZktVhITU3Fajk70l/6erFjZ1LMXXwb8hUAke4olmatpauzu9/9ZzsdzMk+zZ+O7+UvJ/czOyeNX+wWPECGy8lpCZolaBaiIZwJmgE2GgOXonHGBSFGbgz1LuqT6XKyNC8z4McUojkqXwGnvhPG7Nh5JupR7oobSormJOCduBfh9v4+HtDu46/xA/lV+2OZ1w1+7nJSFpykqCRgvsJ2NYn3tyPcU3ZxrsaY0OaPx+OhyO0iw+ngSLGNVzdupU2nLpWOWHd1dmdk0RgAClUFvB3+WmM2t0E5cDA55m6+DvmCE5qjHNMe5oj2IK6uZ6sU3VfwEO9kryDME17h9QoK19huYE3GFt7JWgFF3m8Lvgn5knti/0q+klfhNXVRm/rhbtw8ET2BLw2fARDqDmdR5hp6OHpV2PZIsY1/ZJzkquN7mZubXiE47q4L4bnYJHrpa74aZEslQbMQDaC7oyedHd0A+EH3Demq0wE/5mMxbX2/wPNzM8hzVZ1PKURrM3LIQPLzzIws9fV1fUdu50TMYlXYEt/9y2z92ZD+Nf+X8ZkvTStLncGo+D8zMu4GBiT04cLE9hxcuB9PmDcvtL/tOuZnrUJlq/gW3Jgjyx6Phx2WAsakHOLcw7/S+8hvXHFsDzec+IMhJw9w/PXZTDx9lPUFuRT5qQ//cP5ThLi9gdTKsAWcVB9vtLY3pFcjn+cn/fcA6Dx6olwmItyRqApVKEcV4qe1YWreC6ipuva1gsJA281EjohCMXsD55/03zM67hayVVn1aqO/a9lgNJKYmOg33ej1iJl8UjKAE+I2sCDrPXo7vCPhp53FbCo086+sVG4/dZAbTvzBe/nZFJfkLauBPxnDmR7Xji87nMeG9ucyJioORZHScxI0C9EAvCka3gmBHsXD5gBV0Sitiy6Ev0Z4vzrNd7uYlxu4XGohmiOrxcKplJQyX1/XR4GSz8qSdAytR8f03FdYnvUh7V0d6eTsyurMT+lrvwIAu2LjZ/0PHNce8aVjAIR/HcG8rJWVpmM0BrfHw5ZCM389dZC7Uw+z01qIv8rvTrWKT4vymJJ+nAv/+JEjd42m/98m+RZYSnC35Z7CBwFwKA5ej6y4Em+w2xKykYXhbwKg9WhZlbGBXaeP8FPqMQ6Ys+k6qDvfTNpXq31qf9QSOTyKaJe3/Ohe3W5uixvED7pv6txOf9fymg+3EB0dzZpy6UYfGN/jnYjZgHfS35s5S+hj78ea/GyuPbaXq47t5aG0Y/zHnMEuW5HvdaGKinFRcXze4TwWJXZhdGQsSdqKqy63ZhI0C9FAzpSeAxolaAaYbGqDruTT/9K8TNKcxY1yXCFaozWhK33pFcOKbmd00X2oSr2NmtzRLMlcy+2FY9F6vFVuItyRdHR0oY/9MqLfjuHbDgfQE9Ik7c92OVlkzmDwiT94MO0Yu+1nA7AkjZZ+hjCuD41gaLiJoeGmMnXgPTodriuvJO3+8Vx69HceOn2UjYVm7smfjMnl/fD+kXENe7S7G/286uqE+hh/i37Qd3+aeYZvNLa+NL9rWZW5gQRnIgDHtIe5I/5mno56BLOS2yDH8GeXbidPmx7x3f973otEma9kxKmDTM04yUk/7xEdtDqmxiSyo2NPpsUmkSiBcqWCvxq3EM3EOc4eJDmTSdGcZLfuJ5w4q1z6tiEkanWMiYxloTkTu8fDWznpvBCfHNBjCtEauXCxLGye7/7dhf5Xl9WjZ4b53/zDPAs1GrRofc8NntMP/S36gLe1NLfHw1eWAt7Pz2ZbUT4OypYO66ELYYIpgUFhUajLff3u8nj43lrIJ4VmVp04jCcqCgCbx8Omojw2FeVxvt7AKO0/eCvhMQBejpzO0qy1jXNy9WDHxuSYu31VMQZbhjKmaHyF7UrnmLs9Hn6xWThYbOO4w85xh50TDjvH/vkco04dJF6jJVatxfKXP6P75Vc6O7rxXuZGHom5l926nwB4P2wZnxk28nTeDIZYbm3Q1fZOqI/xYMwYHIo3MB6WM4nfjw7ihYKDZbbrGxLKJYYweocYuVBvJFaj9bc74YcEzUI0oAuLLyFFcxKrysIB7T7O8zPpoqFNMCXwv/xsCt1u3s/PZlxUPB11jfvGLERLtzXkE05qvDm7/W3XcY6zR5Xb1yT9ItCT/o4U25iacZKfSn0Ff0bfkFAeMCVwtTG80lxVtaLQzxhOP2M4m2+6Add5PbFdfinGwTeRUzKH4ne7lRP7+xDLELISPuTrkM/5MmQLV9sG+t1nsHgx6h/s0f0KQEdHF17MneM3gD2TY77DUsDL2anstVsr7qxNG74v3cdjxmAZM4bBJ/dzc1gUL1s/5hvTCl6LnEGRqoAcdRZPRE/g85DNzMyd43dyYW1lqTK4P/YOctXZ4FbR6fiTbDl5E4Xus6Pa3XQhPBubRD9j/Y/XWkl6hhCl1PdN7MLivr7bv+h+qG9zasSk1jA+Kh4AF/BubnqjHLe2ypdLEqK2mvIaWhx+dhGJewoerGLLs6prb6Am/XkUhQW5Gfzl5P4yAXNMyd+Kze3PZVW7blwTGlHjyV2K241uzx7CFizkm449WZzYmQ4lX+Pnu91k7ZsCh+8Ht4oXI5/BQeDKk9Wk3nZVNhjWsjLMW4lC7wlhbs5iwj0Rfrf93WZhbMoh7k497Ddg1gCKzX895kPFNubkpDHoxAFW7L2Ka3/5lPOPTwVLEnhgg/EDhscP4ICmdjnTFY6j2c+I+IEc0v4Beeeh+3EJR48PorCkFGmESs2zsUl8nNxdAuZ6atCgubhY8ilF81bfN7HSdTp/1f1YxZYNa2xUHJElS2yvK8gh1RF8v4v+yiVJIC1qozYltxrS79pf+EHvLb3WxdGdP9kH1Oh1jd1et8fD7zYLp554nJeyU7GXVEPooNXxdpuO7OjYk6diE+miq19OtUZRuMoYwbrk7gwKLVUy7+Qd8OtsDrszWBW6uF7HqEp96m0f0xzmadMU3/1nzC/5yrAdsFtZk5/Na9mneTjtGLec3M/QUwf42nq21vJ5egPPxiaxOLEz2zr04Pcuven6yKP82rkXWzv04L2kroQuXIRmX9lA+IjDzvp8G78fvRG+X4Gycw0cmMKRwjCGx93Ah4b369QXRX2LGBl3I6dsatj3FPz8FsVFZ1P0bo2I5rMOPbgrKg6NVL+ot3qlZ7jdbtasWcPHH3/M3r17sVqt7N27F4DHH3+cp556ivj4+AZpqBDNQc/iC9B6tDgUB7/odjXaccNUasZExvJmbjpOYKE5g2fi2jXa8etq5bKFTbZ4gxA1tSis1Chz4YQGzUOtDZfHw682C1aPGw/eILn4ootwdexIcfdz6Hv0d/LcLujqLX2nAGMj43g8pi0GVcN/sRyuUjO3TUeW5WUxKyvFu4h4Xm/4cR6vnfcKQ5SRQFSDH7eu7NiYHH2PbzLnLUUjua3oLuweNy9npbI0r/KycMkaHY/FtOXmsChUfoLPUJWaUJWaDlo9hs2bMWzezNrvfuOTQjObisz8ZrOUWWTdUxwDqUMgdQg2bS6Px37FjqhXednxeI2vrzUh73HsxY7w6xRvv5fSQ2fgn3HtuNgQWqN9iZqpc9Bss9kYP348u3Z5AwOPx+P7mqeoqIgNGzbw008/8f777xMXF9cwrRUiyOkJoYejF7t1P3FYe4A8xUykp3HeNO6KimOhOROrx83/8rOZGN2mzOx3IUTtpalS2Wj8APAueT206LYmaUe208HdqUfYV1wuRWDaVN/NvFK1lDtodbwU356+hrCAtktRFMZGxXFBiJGHTh8j3eWA4jiKfp3B5Par+Zq/BfT4tTEz6u/s0/0GQGdHN14wz+Z4cTGPpB9jj5/UCxXQUatndGQst0fGoFNq98EjUatjnCmecaZ4rG43u+0WfrQWsstWxDcFeTjVJftzmOD0LXxw2s1h02e8HXk1bTQVK1g4PR5sycn8u2AvHzh/I+VEHBQ/V2abMJWKR6PbcmdkrIwsB0CdP3q+8847/PCDN2ezd+/eaLVnZ19aLBb0ej1paWm8/fbble1CiBbpQvslvttnZkw3hmi1htsiYgDv7PalZlklUIj6WhG2AKfiHSO8o+ieJqmvnO10MDr1cMWAuRyTSs31oRHE/u991iefG/CAubSLQkL5MPkcehtKYgGPjm+OX8pt+7+j2ONutHZUZoNhrW/Jc70nhLnZi/ksv5ghJ/f7AmadovBwdBsWtu3MZ+178HuXC/i0JLWhqoC5JnNhDCoVlxnCmBjdhkWJXejw6GPMSejAjaGRaJQzH3ZU7M6N49rje/h39ml+s1lYnZ/NPzNPcfzxx4j+ZgfHnp7Km+nFpGR3h+IY3/47a/U8F5vEVx17MlZSMQKmzkHzxo0bURSFN954g/fee4/Q0LNfAcTFxbFs2TI8Hg9ffvllgzRUiOaidF5zY6ZoAIwzxaEt+WpveV4mBX5W8RKipaguJ74mE8ZMpmgKCwsxmaIrPGfHzv9ClwLehS9GFzZ+KtGZgPlgsXeyWRuNlgdNCUwyJfCQKYHJpgTily5jS/tz+b7T+bzbtjMPtesckHSM6sRqtLyXeB69486uDPj+aSvPZJzC4/FU8crASlGfKJPH/FTWqyxICePx9BMUlQT0nbV61rTrvIs7uAAAIABJREFUxsPRbbg6NIKOOn2NR5bLp5gpilLheip9rQ4e0I+0o4d5c+hNvNW2Ez91upArk/aCxps24vAovJmbzrBTB5iWcZLleVlYu3bB6i7Xhyo7+uwfWJbUmc0lq/aFq6petVDUT51/q9LS0tDr9Qwc6L+sTO/evTEYDGRkyCplonUpXUHj10YOmttqdAyNMAFQ4Hbz3ypy9IRo7qqbaFeTCWObtu2kffv2bNq2s8JzX4R8Sq46B4BB1luId7epX4NrKcvp4M5yAfPKpK48HtOWR2PaMiWmLY/EtCXym5100oX4UiSbcp6AVlFYETWQyG7vQkm94DX5Oaxoor9FHjw8Y3rMl8d8xelHWLD/Qj4oOFuK7a/h0XyQfA7n6etWjaO8qCgTn2wtez2VvlZzc3MINYaRm+u9towqNYsNt9M9aha0Ww1KJZVH9GkQvxVD54Xcec4udnXpQdfnlnKlseZVUET91DnhMTQ0lLy8PDIyMvxO9tuzZw9Wq5XIyEg/rxai5Wrv6ojJFUOuOptfdT/iwdOoE4fuj4pnTX4OHmCROZOxkXGENMGokxDN3drQVb7bw4tGNeqxjxXbeeD0EQ477AC01WhZkdSVDtqKNdgDXe+5tgweI9MN1/PouS/BvmcBmJmVQne9gUsbMWUE4EPj+2wP2QpuLcYjk9l56i94SsrhhalUTI9rx9Dwit8yNDYVKpyjsun9w/f8mrgOUv4KzjAIO+T7idHoUM1Ws+X2XYS5w5E4ufHV+Z30wgsvxOPxcP/997Nu3TqcTm/O1/bt25k/fz4PPPAAiqLQq1fgF3cQIpgoKFxYkqKRq87huPpoox6/ky6EwWHeyYfZLier87Mb9fhCNDcTJ06s8Fi2KosvQ7wj1AnORK6wX13v49Q0uP2wIIchJ/eXCZhXVhIwQ9OOLFfmZutwkmOOQPJ7ADiByWnHOO1nGedAyVZlMTPyaShKhh/fwXLqL771EC8NCWVD8rlBETCfobKrmJe9kiSdGrrNhR6zIHk1CeHpxL9i5LD7KDELYhtkMRRRN3UOmseNG4dKpWL//v1MmzaNoiJvAfUHHniA119/naysLBRFYfz4istSCtHSlVnkRN84i5yU9oDp7Lc/88wZ2N1NPxFHiKZQk0DVX9D8sXGNbwLgEMtI1NQ/V7S64NbidvFU+okKubYrk7rSvpKAuSlVlVOuQsWtRWOg03/A5E1Ty3Y5mXT6WKP9PZoZNY3czD7w4zwo8pbh06IwNSaR5Uld+X/27jy8qTJ74Pj3ZmmTdN/pCrKqgNuMKzqoyCioICKoIApuCAwoDiIqiwgi4AaKOIoICigKKjAIKILKqPhzV2QRQZaudF/SpE2T3N8fKaEtLU3bpE3L+TxPH3pv7vLmNiQn7z3vexL1J89Q0dKinbEsyX2PbrazOdPWnafzF7I96yciV0QRxMnTx9X22hW+0+ig+cILL2Tu3LmYTCZUVT3px2Qy8fTTT3PxxRd7s71CtAotORgQoHugiatMrgpXWfYKVktvs/Bzvip009he2A9NVVIzLLd7qzl12lVm4abU/XxQku9edzzX1h8DZqg/p3ywZRhajQJnz0IT6Brf9Fu5hek5vh8YuCXgEzYc7Qj7Hgena8aTzgEGPkruyr0RsWj9OLehq/0sPs7+mo3ZX3Gr5U4CqfvvL0Fz82pSouOAAQPYvn07c+bMYeTIkQwZMoRRo0Yxd+5cvvzySwYNGuStdgrRqpxruwBFdb0pN2dlwKomRp0YtPRqwTEsMpOG8FNDBvbl1ZefZ8jAEwPLawbRQwb2pbiosNo2vlLerYw9Ab8BcI7tAjrbu/nsXKVOB7Nz0hmctp+/KtMxTIqG5+JSmBeXQpAfz4ZQWFhAvz6X1vl4nDOe67ke9MU4ez6OXnEFyh+U5LPUR1NiqqrKNusxHjpkh6x+7vW3hETyUVJXzgxs/ikD+/W5lIyMtFNeK9E6NHl0UFhYGDfffDNTpkxh1qxZPProo9x0002EhEjOjTh9hahhdLR3BWCvfhdlnHp+VV84O9Dkzm3OddhZ0cyj12sGPfV9wIrTl9ViIS09HavF4l5Xsxeztm18pfimIvfvg0pv89l5tpUWcd3RfSwvyuF4wsLZgUbWJ3f1q1zbuqiq6p4Boi73UZmiGXyQbp3+614/Ly+D7aVFdezVOD9azdyRcYDR6ZnYrYkAaDQ2notLYW5cSrNNw1czJajmbBmi9WrSK6i8vJwFCxbwyiuvVFs/atQoZs+eTXFxcZMaJ0Rrdr7NVeTErtjdvVbN7cHIdu7/5K8XZFPiaL7e5ppBjycfsEJ4yle9d3bslNzo+uzSq3pusA726vEBrE4nD2cdYXTmITLtrpkcAhWFR6Li+SCpK2cEGLx+zpZyHdcR54gHYG/iS4yKdOXlqsDErCPsr6USX0PtKbdwd8ZBbk0/wP9ZS93rleADvNk+qtm/gPjjwEzhHY0Omq1WK7fddhuvvfYaWVlZ1R4rKChg1apVDBs2zD1AUIjTTdW85p9bIK8ZXDl8A0Nc8zYXOR28Weg/86bLLUvRFL7qvfufYRuOGNeXy6ut/YhwejfgyrZXMCz9TzaYT8wT3MsYwqaUMxkdEYfej3NtG0OHjltKhwPgUByEp2xw3wErVZ3cn3mIPIe9UcfOc9iZmp3KwNT97LCUnHjAmApnzeaV9iYu13Zq8nNoKb7K8xeN1+igeenSpezduxdVVTEaq+cIxcXFoaoqBw8e5LXXXmtyI4Vojc6znSin3RKDAY8bH9nOPSH7m4U5FDTyA6qpalbJkluWwh99aFrt/v1mi3dTM/aUW7g5bT+7KntXgxQNz8amsDyhY53TybUFQyx3uH9fG7ySubFJ9KjMLU6z2xid8VeDepwrVJXCq66i75G9rC7Oc08jR+Ax6DYfLhzJlMDe/LO8vxefhfdERERSaqlehbJfn0spLCyotl3Vu3WeVLcUvtfooHn9+vUoisK0adN4/PHHqz322muvMX36dFRV5ZNPPmlyI4XwJ55+++9ScRZGp+sNrrkrA1aVog9kSGgU4OrZWVLQMr3NtVXJEqeH5uwxa8q5CjT5fGbcBECkI5p/lF3jrWax1VzEbWkHyKpMx0jQ6Xk/qQuDQiNbRTW32gI9TyU72tOr7CoAUnWH+dX4Nf+JP4NYrevr/C/lFvqn/sE9GQfZaSk55cwaP1rNDEj9g5zbhlJcObjZqICpwyq4eATEb2aIdTj3mP/ViGfZPDZv20lCQlK198OCgvxTPm9PqlsK32t00JyZmUlgYCDDhw+v9fFhw4YREBBARkZGoxsnhD+qb5ql43To6FlxPgAZujQO6w76slmnNDYyjoDKD+a3i3L4tUzSpnxBbqfWztP/M1U1duBoY84FYMPGQ5H3UFFZ+nmAZQh69I06FrheC3qDgW2lRdyZfoAxWYewVM69fF6giQ+TutKtBWZyaKzaAr2ad49O5dbSO92/vxf0Fu10AbwW35FI7YnCxF9aShiRcZCb0vazqiiX/Cp3xYoddqZlp3Jr+gF3WXGAm0LCSP7bNCwd3gBNBReXXc7MgueatQprY9Q3f7ikr/mnRgfNQUFBlJeX1xkUHzp0CJvNhkluJYjT2OWVvSsAL4XObbF2xOsCGB4aDUCZqnJPA2+HCpf6guLGBmynu9puPTfnwFEnTh6NGMfXhi8ACHOGM9L8gMf7q6pKpt3Gn7Yyfi4r5StLCRUDB/Dn448xOvMQ31jN7m1vDA5nVWJnonWND8j9RUPuHvWx9iPC4brj9alxI8c0mfQ0mNje/iymRieSWOV67C63MiMnjcsO/c59GX/xesExrj26j3erzDcfePgwHyR1IaHLKvYHfwVA+4qOvJL3NgH4X9GSmuobLCjpa/6p0UHzOeecg6qqjBo1irVr17Jnzx6OHj3Krl27WLVqFffccw+KotC9e3dvtleIVmWE+T4iHK6emA2mtezWt8wsGgD/jornIoNr5Hqh08HIjIMcrZwXVnhGgmLfaOlbz5OZzAbTWgACVQNLcleT5EjxaN/d5RauO7qPKw7vod/RfQxJ+5ORGQd5OjeDirgTlTnb6wOYHZPEC3HtCWymqc/8SSCB7t7mCqWClcGuL6DBGi0jw2PY1v5sFsS1p3uV3nc78LmlmPl5meRU9joHKRqmRSeSPHc+ztA9/CfkRQB0qo6X8pcRrkY07xMTp5VG/88dNWoUiqJw9OhRpk2bxuDBg7n22msZOnQos2fPdvdA33XXXV5rrBAtraG3zELUUMaWTHIvPxf2lK+aVi+DRsNrCR3pWfmhlO2wc1f6QY5V5lgKcTp6I3gRz/M8ABpVw4K8pVxg86yS7bqSfIam/cnBU3z57GUM5vX4M9iacha3hUW3ivxlXxlhvg+96upRfjdoGRblRJqYTlG4ISSCdUld2ZDclfvCY4nTVu+Nv9oUyuaUM7krPAY10MEjEWNwKq6UlwnFj9K94pzmezIN0JR8cOFfGh00X3bZZUydOhWdTldrGW2dTsfkyZPp3bu3N9srRItqzC2zYea7SbQnA67prHYG7vBV8+oVotGyNKETnSvngU2127gr4yCZdptXz9Oc1duEOG7IwL5YrZ4VP1FRWRb8Ks+ETXOve6rwefqW1T/jQoWqMisnjUnHjlJeOXirW4CBW0IiGRkWzbiIOKZEJZAycxZvJXbm6qAwNKdxsHxcnDOeGyyuea8LtQV8VGWmkuMUReHsQBOPRifwvw5nszKhE6PDY3kt/gxeiz+DBL0r9SJ3UjaH9a5xIueW/537Sx5qvifSQLXlg4vWSVf/JnUbPnw4ffr0YcOGDezevZuSkhKCgoLo1q0bAwYMICXFs9tbQrRlgQTyUPHjPBI5BoBnw2byQfZnLTZQJVKrY3lCR25PO0Cq3cYBWxn9j+5jWnQSg0IivNITdrx6W88ePb3QYiE8Y7VYCA4Krne7PE0uUyLG8bnxU/e6B4uncFvpyHr3LXDYGZt5iO+rDKa9NTSK6TGJBCrV+6E+kIHwJxllHstHQa5geVnwq9xeOgpNHf13GkXhElMIl5iqVxj+KvBzikYUAmBwGnmu4FV0TQtnWlxERORJU84J/9PkV1m7du24//77vdEWIdqsAZYhLA1exL6A3fwW8BNbjBvoZx3YYu1ppwvgrcRODEt3TYFV4nQyOfsom82FzI5NJq4NDFJqqpVvvVFtsE5DejGF//pf4HYmR44lR3vMvW4yk7m/ZHK9+6qqyuRjR90Bsx6FGTFJ3BYWVev29c2Q0No15vmdXdGTS8v+wU7DDg7rD7LdsIVrPOjdP65EKeLRiBPTyT1aNJMz7J0b3I7mVt+12rxtp8yU0Qp4nJ6RkZHBsWPHqi17+iPE6U6LlknF093Lz4fOooKWzSVO0QeyMbkbN4WcGDjzuaWYfkf38Ym5sMHHW7x4sTeb16KGDOzLqy8/Xy29xNNeTNFyjCYT5lJznY+/HDKfUTGD3QFzpCOaN3LfYx7zPLrzs95cwOcWV4ntSK2Od5M61xkwQ9svp9zY53e3eaz79zdDGva+8XLosxzTueKKXmVXMby0dXwxaeuvhdOFxz3NV199NZGRkXzzzTfuZU9u4yqKwp49exrfQiHaiN5lfbmovBffBX7NYf1B3gx5hdEtnIcXrtXxXFx7rgsOZ1p2KjkOO8VOB+OzDjM3NoWbQz0buHLLwL5kZaTzxpvLWLOu9hkQWlOvW23pJUaTiZwc/ylDLk62Zv3WOnvrftX/yMKwZ9zLV5T1YX7+K8SqcR4dO9tewaycdPfy0zFJnFc5G41omN5lfelY0YW/9H/yXeDX/K7/hR4V59W731+6P3k72FVlWLEqzClcUGdqR2vUmt4jT1cNerXVrFZT2wDA2n6EEKCgMLnoSffy86Gzmjwo0FvFNK4JCmNzyplcHxwOgBN4NPsoq4tyPdrfarGQkZGB1VJ3+kJr72lZs34rRqPMO+8rvg4YFoXOd/8+tvjfLM19nxinZwGzqqpMz0mlqLIC3Y3B4fSt/L9yOvHW30iDhlHmMe7lN4M9622eE/YEdsU19VzEkigSPZwWsLVo7e+RpwOPe5pvuukmgoODqy2fzlPnCNEY59n+zrjiSbwS+hxOxcmEyFGsy/680W/+q95e6rU32nCtjgVx7YnW6nirKBcVmJqThk1VuTM8xivnEKIuDX0dR0REkpGRRkJCUr3b7tL/7B70l2BP4l/FkxvUQ7nRXMhnpa60jCitjmkx9Z+zLfJmUHeT5VZeCJ1NgTafTaaPuMB2EbeW3lVnFcYvDJ/yhdF1FyvenohpaRDc7LXmCOERj4PmuXPnnnJZCOGZCcVT2K3/lS+MWynQ5jMmagTvZ2/BQMuX1FUUhanRiQQoGpYUulIRnspNx6o6uS88tlHTZmVU2NhhKWGvzYpDVXGi4lShZPRoAvb/ScCXX3j5WYjTwfGBU55M4/VylV7mB0omNqhiXK69gpk5ae7lp2KSqpV+Fo1jVE0ML72HRaHPYlfsPBnxCG+GLObhoifobx1U7UuNDRtPhz3hXp5S9BSLyp5tiWaL01yjk4EmTpzIgw8+KOkXQjSQFi0v5C+hfUVHAPYE/Ma0iIdR8Y//S4qiMDkqnn9FnLh1/WxeJkPS/uTnKtNs1UYF0irKKTn3HCYePMBfM6bxjyN7mJqTyqqiXFYX5/F+cT5rS/Ip73M1JWNGU/LsfH601j14qz7eSlERbdPv+l/ZbtwCQDt7AoNLhzdo/xk5aRRWpmX0Dw7n2tMwLcNXxhQ/zA2WE93FR3WHeCjqXm6KvYoVQUvI0rgG/K0IXsIh/QEA/l5+Cf2tg1qkvUI0Omj+6quv2LFjh6RoCNEIoWoYr+atwOR0DST6KGg1Q2Ku5b6o23g48j6mhU9kVdBSSpXGB5NNoSgKD0XF83BkO/e6X8stDEn7k4ezjnDYVs7+civbSotYXphD1tAh9P75Z/587lmuPLKX9AdGsygjA1u7dqc4i4stOZlb0w8w6dgRXn3nrQa3tSVLW0vA3njNde0W1ehlDiTQ4323lxbxSWkRABEaLTNO07QMXwnEwIL8pXxw7DMuKbvCvX5PwG/MjJjM5QndGRx7DS+HzgNAURWmFs5tsTnuhWh00NyvXz+sVivbtm3zZnuEOG10tZ/N3IJF7uVfAr/nc+MnbDCt5d3g5cyImMQ/4nvyYujT5GlyWqSNYyPbsSyho7uCIMAGcwHXHN1L/9Q/GJ15iNm56RReeSU7iopwmmoMlHM4+JshiIci2/FuYmc2JndjU3I3NqecyfKETrQzn+i5XldSwIs9u/JhcX6L3MFqTBBXNWBvaIn1011zfNnZo9/FZ8ZNAMTZExhSOsLjfa1OJ09VmS1jakwiUZKW4RPnVvyNFbnreTNnLWfbqpfC/jXgR8yaEgCGlI6gR8W5LdFEIYAmFDcZMGAABQUFTJw4kauuuopzzz2X8PBwNJqT4/CbbrqpSY0Uoq3qb72Jo0WHWBTyLGUa60mPF2kKeSX0Od4IWUSPn89jauIcelSc16w9LVeYQtmYHMLq4jwW5mVSUHmruja6ggKuSGzPmYFG1s2ZycfzFxFaR6DRJcDAl+dexuriPF7Iy6TI6cBpNDI5+yg7LMU8FZNU576+0NRBlY0psX46qFpSfc362qcjbKz6ZnOo2ss8uuTBBvUyLy44RlpleflLjcEMCI6oZw/RFAoK/yjvwxXZV7NP/zufGj/mM8PH7A34HQBNgYaHrU/UcxQhfKvRn0gjRri+sauqyqeffsqnn35a63aKokjQLMQpPFAykdElD1FOGaUaMyVKCWOmDiP12iOU3VwOOpVypYwfL/iWQVxNx4ouDLQM5UbLLc3WRp2icEdYNDcGh7OkMJvfyizE6PQk6wJI0QeyaMpEfvpgLZefex5LPv0agM9++bXeoFerKAwPi6ZfcDhzc9P5sMRVRnajuZCfy0p5Ma4DFxibfy5co8lEUmIiCYlNvx1fs7Kg8J5TXde9+l18atwIQJwjnltL7/T4uAdsZbxR4BoIq0fhyZgkSUVsJgoKZ1X05KyKnjxYPIWj2sP8EvA9C2+dS/Ty2JZunjjNNTo9o+oczDJPsxBNo6BgwEiUM4YOjo5ov9FSMriUTn07c0/Jvwhynpju8S/9n7wY9jRXx5/PsVmZzdrOMK2OSVEJvJ3Ymefj2vNQVDw3h0ZiOnCAKH3jS29HanXMj2tPu9eXEFJ5tyrdXsFt6X9yzZG99Du6jwGpfzA4dT8Tsg6zuiiXoxXl3npaJ1mzfiuhYeFe6RltyZxrf1Dbtaza++wLKipPhU9xL99f8iCBGE6xR5V9VZUnc9KoqByYe19ELJ0CPNtXeF+KowMDrEMISPV8xhMhfKXRPc3PPPNM/Rs1wfLly3nuuefo27cvL774YrXHfvjhB1566SX27duHVqulR48ePPzww5x11lnubYqLi5k3bx7bt2/HbDbTuXNnJkyYwFVXXeXTdgvhTfosPY8VzWJc8SSuW3wJHaZ34rvAr92PFw8t4vdjv7aZPL+QH3/i/eQz+fexI3xfVooTOFwjOP613MKmyjLfSboASobdTqbdRrxOPlRbi9oqLnrTetP7fB/oql6bYj+D28x3ebzvBnMB31bO5pKsC2BshGcFUIQQbV+jguYffviBQ4cOUVhYSFJSEv369SM5OdkrDSosLGTKlCns3r2bwMCT889++eUXRo4cyfXXX8+0adMoKytj3rx5jBw5ko0bNxIT4yrCMH78eNLT01mwYAHR0dFs2LCBcePGsWLFCv72t795pa1CNJdQNYywteG8M2YjGdpU/hOygHeC3wRgZfAbzC14uYVb6D0J+gBWJnbm9YJs3i/Oo8TpoEJVsamqu/fvuDS7DXr/g5tT9/N6fEd6GqRinz9qzvLAjmAHc8Omu5dnFM7zuJc5027jmdwM9/L0mEQMtYzTEXWTdCTfkTLbLa/B7wbTp09nxIgRLFmyhDVr1vDiiy/Sr18/Vq9e7ZUGbdy4EYvFwrp16wgLCzvp8eXLlxMfH88zzzxDly5d6NmzJ7Nnz6awsJBNm1yjpL///nu+/fZbnnzySS6++GI6derExIkT6dmzJ4sXe1auU4iIiEhKLWYiIiJbuinVJDiSmVL0FJpi13/fD7SrKNC0rcFnWkVhTGQcn3c4mx869uTXTuewt/O5nPfIo0Q+MZX4TZu5xBiMvnJAZI7Dzu3pf/JpZQ+0r1T90PJ1ikFb0pxBVP6DueRqXfnI/7TeQO8yz/4+v5dZuCX1T3IdrjLN/wwK46qgkz+DxKmd7ulI3lLb5498GWl5DQqaN23axPvvv39SzrLdbmfWrFn89ttvTW5Q7969WbZsGVFRUbU+PmfOHFavXl1tlo64ONftM4vFArjmkDYYDFxyySXV9r3iiiv49ttvsdlsTW6naPs2b9tJQkKSRxXHmptJDSLgXdedGNWg8oFpVQu3qHmUmc0c27GDsP9uZGViZ746ozuGP11FD8pUlXFZh1lSkO2zsRRVP7SOpxhYK993avuQk2noGk9RlAZ/Yd2j30XhcNdgUoPTyBOFT3u034bcXG5LO8AxRwXgSsuQOZkbzluvd5n/3L8/f05nDQqa165dC0C7du2YMWMGr732Gg8//DBhYWE4nU5WrlzZ5AYlJyej1WrrfNxkMp0UUG/fvh2A8847D4BDhw4RHx+PTlc9+6R9+/bY7XaOHj1a5/EVpWV//KENbfWnMdeWGstVA6Pj61a9/Yb326ocf0HW3RbjshNlt98JfhNVcbbota35f6hmextzveu7LtE6HYkLFzIwxDUdmArMy8vgkeyjFDvtTTp3Q9uyZftOEhKT2LJ9p3ubgoJ8goJc09A19fq21N/WJ6+XGteutp/wiIhq19IY5JrRxBhkqnV7VXHyZPgkqPz4+FfJJJKcKfVcV5U3C7O56fffsapOAC4wBPFBclfa6fUtfp1a209tr/fFixc3+DirViyt9TVzquW2+OPJc2xr7w11PUd/0aCc5t27d6MoCi+99BLnnOOagLx379507dqVBx54wCs9zQ2VlpbGU089xeWXX86ll7q+3ZrNZoKCTp6mKjjYNQNBSUlJncc7IyG81n2b0xkJUqbVVxp6bR+aMJ6OiSf22f/HXnr06MHvv//uXvf+O8uZ/vgkr7URQKtR0Gk1aDWK+/wBOm21tgQc1hPwZQC23jaO6g6zP/Fb+tPfq+1oSHuP/1tXez1R3z61XRcDKh9dcA6zjhxhxuHDgKtQyrflpSzq0oXBleMcGnruqst5FRV8UVhIRnk5WTYbx2w20saOofevv3Bo6hP0PrqXYrsdXn6J9+1F/Ds5Gb3G1U6NRkFBafC1qKk1vS8sXryYsWPH1vl4WGgIKclJpKSk1Hldav49fvrhe3r06MFPP3xf6/ZLWMJPfAdAV7oyO+wJAsPqnpc512Zj/IEDrM7Jdq+7LTaWZd26YThFx42oW22v9/peC7Wp+bdfvHgxxzIz2LL+Hfexar43t0WePsfW9N7QUKWljZ+VyRcaFDSXlJRgMBjcAfNxx9MgThWM+sKBAwe4++67iY2N5fnnn/fKMQ9lFGIyVXjlWA2lKK4X/6GMQmSmPu9q7LW9buAw/kqvnidrszuqrau57A0Op4rd4cThVN3Hrnkeh1PFuNSErbcr3ejZsgWcmXeZV9vRkPYe/7eu9nqivn3qui6HMoq4Qx9OaLv2TMtOxex0kmWzccvu3fwzKIwnY5OI0536zbfmucsUDQv3HeK/JQXsKC05aRAiPXrwTXExJCSQVl45w4dez2OHDvFWeiZz4pJxOFVUVJxV2ttQrfF9YcFLL3PdwGF1Pv7OB1u4rs+lvPPBljqvy9BhI+v9v3fcW0GvMzvsMY73YE/NnUd6uRU4uWAQwKaSQmbkpJFfmb8MMD4yjgdD25GR1byfY21Jzdf78V7MELyrAAAgAElEQVTChr52a/6drxs4zP2aOr6+tvfmtqa+59ga3xsaymIprX+jZtSgoNnpdGIwnDwK+fg6p9PpnVZ54IcffmDs2LF07tyZV199tdqgwZCQENLT00/a53hQHxoaWudxVZUWf/H5QxvaKq9c25rH8MXfSz3xr1rb75UCtgaiOarBmeLky8DPOKw5RHvHGV5uTMOcqr3171zPPvVclxuDI/hbYBAzctL43FIMwKelRXx1uIQbQsIZEhrFeYEmai1UoYLdqbLTamZdST5/PTufh7KO1NtkpbycaFMQwRotRyrKcQL7bGUMTv2TwLvuIvi996HM2uTXSKt6X/CkrfVsM/zOe09+vMY+duw8Hf44K4KXuNdd8PPFXBZzZc2vOADk2iuYkZPGJ6VF7nVhGi3/6daVi+yBresa+6vK61f1Ojb4uta2vfxt6tSWX7f+9ryar0atF+3atYv77ruPXr168cILLxAQUH1+1o4dO/L5559TUVGBvkrBhcOHD6PX60lJSWnuJgvhE4pTwfCWEcu0UlRF5Z3gN3msaFZLN6tFJegDeD3+DD42F/JUbjr5DjsW1cn7xfm8X5xP5wADN4dEkKgLwKjRYFQ0KEDO4Ju54vBuso/3PlbpIIjT6rk+JJyzAoxE63TEaPU8dPsgfvv6Ky4451w2bnXNnb2rzMLj2anstVlRgbLr+1PRowfhU6c2/4Vo48xKCQ9F3sMXxhNFU8YUP8zEmNpLLWfbKxictp9M+4k7iX2DwngqNolL4mLafK+lEKLpGhw02+12fvjhh1pHp9f12IUXXtj4FtaQl5fH6NGj6dWrFwsXLqx10OCVV17J4sWL+eabb+jdu7d7/bZt27jiiiuqBdJCtFYREZFkZKQR93E8aVOPUqHYWKVbykPKYxjV03u+YkVRuCEkgl6mEBbkZ7GuOJ/SyoFeB2xlzM+rpZLiP/tCldv1mlILt8QnMSA4gguNwWhr9E7rSkrQazTYo+ysMa3kc+Mn5GqymRYyi1+y27MwP4tyVcXRPgXz/fehqmrtPdxtQNW5eatOxeeNioq1OaQ7wL8i7+KPgD0A6FU9swsWMNhSe0pIuepkXNYhd8AcodHyZEwS/YPD0Wja5t+kJRx/T0pIaPzMI83x+hGisRocNJvNZkaMGHHSekVRan1MURT27Nnj8fELCwupqHC9sTkcDsrLy8nJyQFcaRcLFy7EZrMxadIk8vOrz02r1+sJDw/n3HPP5aqrrmLmzJk888wzJCQksHLlSg4ePMicOXMa+pSFaHG1fZBs3raTfn0uZfPanUyyPMC6oPcoM1rZbFzPzZbbm7V9RpOJhIQE2iUkerR9iVLMR6bVdLR34fLyqxp93qpTXNU2NVOEVsfMmCQejYpns7mQ94vz+bGs7hw5PQpXBoUyMCSCFwffyJxP/lfrdnmaHPLuzeVyTS8O7NjPY5rx7sceiBnKWnUrVwV1o/++n1BNJsqvuIL3ivO5Laz2qTTrs3jx4lPmCLekIQP7kpOT7Q6afV3t72Pjhzwe8SClGlfVvjBnOK/kreCS8str3V5VVWZkp/FzmWtqwHY6PR8kda03x100nPs9yQfTpElhD+EPGhw0+2r+0+PGjx/Pd999517Oyspi27ZtgKt091dffUVJSQnXXnvtSftedNFFrFixAoDnn3+e+fPn89BDD2E2mznrrLNYunQp3bt392n7hWgJw0rvZl3QewCsM73X7EHz2vVbGXDt5axdv7XeHLRfAn5gYuS9pOpc+cJ9rdczo2A+7ZwJDT5vQUE+QSbXFFenYtJoGRwaxeDQKA7ayvjeasbsdFKmOrE4nZSrTjYtfolNU+cQoXW9LS602086zq/6H3k7+HU2mdZR8W8bOWS7B58dV6wp4t7oW1mbvZXg116jZOJEAJ7KTeMcg5GzAxt+F8Cfg2arxUJwULDPz1NOGdkzsngw6kTw1KmiK6/mraSjvUud+71dlMvaEtfrI1BR+E+7MyRg9mNr1m+lX59LT+pllsIewh80KGgeNGiQr9rhdjzorcvNN9/s0XGCgoKYOXMmM2fO9EazhGhRdX2QHHe+7UJS7GdwVHeInYE7yNJkNCoIrYs3SuM6cfJ6yEIWhM7BrpwISLcaP+abwB08UjQdVfH9qI9OAQY6BVQf0DxkYF806Wnc/9PP7mtctWfrp4DveDr8cX4N+PGk43WtOIurrddxRVkfZoU/yr6A3RzVHWJc1AgCfjyAccvZWK+7FpuqMj7rMOuSuxGikSnNGiJbk8V90bdRNOxE3vHA0qE8Vfg8QWrdAfs3lhLm5J4YFD43NoUeUmq92Vx39aVkZaZz3dW+6X0Work1KGh+5plnfNUOIUQTKCgMtAzl5dB5qIrKRtMH3GseX/+OHlr19tImBc3ZmiwmRT7AN4Yv3et62s4nU5tOrjabUk0JT0Y8guEdI+naoyQ6mnewbm0pBcef7y8BPzAy+mYsmhNpHWHOcIaWjuDTmz9m07Jv3Otfz1vN4NhryNEe4/vAnQS+YCBk4goqunTG3qkTRypsPJ6dyktx7dtsfrO3qag8EjmW3QG/AhCoGpheMI+hlhEoNbv5q/jLVsb4rMM4KpdHh8dyY2URHNE8CgryCQ6u/06QEK1FgyoCCiF8p6mlYwdahrh/X296v6nNabLjPbWliplhMTe4A2ZFVRhXPIk12Z/ySdb/MdR8p3ufsgus3BL7T/bod510PDt2SvoUs0hZRMGwfN4JepOyEVbKbihD1fmmh3q/bi/3RA9xB8xdK85iTv5LfJW5m0eLniLgaPWZexIcSbye+y4Gp6taY/nQMqz/KiLkhRcJ0bjebjebC1lUcMwn7W2LNhjX8LXhcwBCSkJZm/0pt1rurDdgviP9AEVOV8h8lSmUh6Pim6W9Qoi2S4JmIfzEqreXun83mipLBps8v5Xcwd4Jw8+utIO9Ab/zh26319vYEMd7aueFzeCw/iAAcY54VuRuYGLxE+jQEaaGM6dwIStz/kuyvQMAOdpj3B7Tn68CP3cf6/8Cvuam2CtJX5TGRM2DHJuWxfSIf2N+voTipYWULCpGrXVm3sZL0x5lVMxgijSulIBLyq7go2PbGWoZccrZSXpWnM8L+a+jqK6grvQRM2izmB97ovd8YX4W7xTlerW9rY0nA7sKNPnMDn/cvfxc+X84q+LUAwwPVQbMx6cOPCvAwAtx7U+a/UT4XkREJGazmYiIyGrrm9pBIERLkaBZCD+0Zv1WQsPCGzzlUsiGE0V+1ge1fG/z/wK3807wmwAYnSZWZW+sdZaDS8ov54PszzD85OqhLdWYuTd6KMuD/8OEyLsZHnsD+wLq/hJgu7mcZcGvupeb+qGcq8nmruhBHNO6pqbraTuf/+StIpCTizvV5p9lN3Cv+V+uBR2U315G3+BwHos6kWc+IyeNzebTd25gT9J95oZNo0CbB8B1loH0Ket3yu0P28q5I/1gtYD57cTOhEhZ7BaxZftOUlJS2LK9ej5z1Q4CIVoTCZqF8FONmWIpeHMIOtU1VGG9cS1Omq9KZ03FShFTIk7kVT9aNJMOjo51bh/pjCJxZDJ9rdcDYFfszA5/jE2mj9zbGH43sMT5BvGPJjAv/xUmFp0oZDEvbDrfBn4FNO1D2ayUMCp6MEf0fwGuGRqW5q4hWA1p0HHuMN/L8ctfNtyKEyf3RMRyf3gs4Cqc9nDWEb6xSNnm2uwM3MEHQe8AEOIMZXrh3FNuf9BWxvD0AxxzuKYsPTPAwFuJnd2zoQghRFNJ0CxEC/CkJ7QxA+90BTquKOsDwDFdBv8X+HWDj+Ets8KncEyXAUCvsisZVnp3vftoyjUsynvLFXBWEeGI4un8hbS/9QxGqqMI2xDOYMswxpVMIuJV19zHDsXBhMhRZGrTazu0R1RFZXLkWPYG/A5AvD2RZbkfEOls+PzKiY4U9NtdOc/OFKc73eSRqHhuCXHdrq5AZUzmIb4oLfb5dJ7NpTGpRTWVYWVq+ET38iNFM4h1tqt1W6vTyYK8TG5M/cMdMHer7GGOlIBZCOFFEjQL0QJ8eXvyJstQ9+8tNSBwq+FjPgpaDUCwM4RnCl5G4+HbjRYtMwrnM71gHl0qzmRUyVi2Zf3IrZY7MRmCTgrIxhdM5vKyqwHI1+byr8iROPWN62HPG5PLp8aNgKt3c3nuhyQ4Gl/dzLDC6P79vaC3AFfBp9mxyVwTFApAqerk3sy/uCXtT7aXFrX64LmxqUXHqai8EPa0u6f/gvKLuK105MnbqSpbzYVcd3QviwqOYau8bhIwt35SyET4KwmahWjFavtw6WPtR5DTlUqwxbieMqxNOkfVqnueyNPkMjXiRC/h9MJ5DQ48FRTuLL2fzcd28kTR04Sqrlzt2gKyO++8nxfzl5BoTwbg18AfyJ6VRQUVDTrnOj4id7yr+qiiKizIW0one9dT7lPfh3vA1gA0x1xvs9uMm8nRuGbN0CkKC+I6cJnxxBzDv5ZbuD/zEANS97OqKJffyiyUO1suvaYpGhv0lChF/CtyJG+GvAKcKI9d8wvXnnILd2f+xZisw6RXlsbWo3B/eCzvJ3UhSgLmVk0KmQh/JUGzEK1YbR8uBoz0sw4AwKwpYbvxkyadw9Oqe+DqJZwRPok8rSv47GPtxyDLbU06vycinJG8kreCQNU1UK9kUDEjYgZwTJPp0f7lXcoYpRnpXn6kaAa9y6+pd7/6PtwVu4LhXVdvs12xu3N0AQwaDcsSOrEwrj3dqhRb2WuzMiMnjZvT9nPuX79xw5F9ZAwdSkaFzaPn4g8aE/T8rv+FAXFX8olpg3vdpKIZdLWf5V4+WlHOw1lHGJC6n/9VyQXvZQxmY0o3JkcnECSFY1qU9BKLtkyCZiHaoIFVUjQ+NL1zii0bp66c7I3GD9liWg9AhCOS2QUvnnI+XW/qUXEu8/IXoVddJZJ/CPyWgXFXugcH1iVNe5S0RamYFTMAN1oGc595gtfaZXynaorG29UGZ2oVhetDIvhvcjf+E38GPQON1fa1A3ttZRT84x/03vsj7xTl4mzl6Ru1eSfoTYbEXkuq7jAAoc4wXs1dxT3mcQCYnQ6eyknj2iP72GAucO+XoNPzcrsOLE/odFKVR9Eyan5hGjt2bAu1RAjvk6BZiDboovJeJNhdKRFfGj7jiPaQV49fW052RVQFT4Y/4l5+svA5YpxxHh+zoWkgtbnBOph3cj5Gl+m6PZ+rzebO6IEsDJ3Lft3eagHrft1eJkU8QJ92F1CR4rrFH7jHwJyCl7wa6GuP6NB/4QrkU3WH2Rm446RtNIrCNUFhfJjUlbVJXZgWncjNIRF0DTBAZYqG02hkek4aw9MPcNhW3mbmuv3C8CnTI/5NheLqST/X9jc2HNtB37L+AByzV3B72gHeLsqlonIu7giNlsejE9iachb9gsOluqIfk6BZtCUSNAvhB/r1uZTCwoL6N/SQFi3DS123SVVFZUXw6147dm1UVDKfzKRQ43oO/S2DuN46qEHH8DQNpL7bv+fbLiR5UAd6lV0FgFNx8nLoPPq3u4wLEjpwV/Qg7o0aSv92l7Eu6D0ciqtqnCZTQ+dHupyycEljGd6u3ttcF0VROM8QxF3hMcyPa8+mlDOJvOdejJ+fKPTyfVkp16fuY6E5r1WlbNRGReXF0Dnu5btKRvNu9iaSKsuo/2krY0jafvbaXHn5RkXDuIg4trc/m7vDYwnUyEeYEKL5yDuOEH6goCC/3lkTGporOLT0Tnc55zVBqzArns8H3NBezA9Nqym5ynX8KEcMTxY+26D9G8KTfFldgY43c9fwr+LJ7sp84Mrx/trwBV8YTwwkDHdEMKFoCh0GdmL9ayf3AntDwCeBRDqiAdhq3EieJsfjfTWlpYQvWULorNkk61xT2JWrKgXXXsuVR/YwNvMQOy0lrXLWje2GLewO+BWAs23nMLXoGQJwPcfvrGZuTfuTjMqBfkm6ANYld2ViVLwUKxFCtAgJmoVoJRo6uCrCGenObS7VlPCh6V2P923IlHiZ2nRmhU1xLz9dsKBR8xp7mxYtDxU/xsZj/+PRwplca7mRWMeJuX7jHPE8Xvg0X2b9xoSSR9EW+S4QUyoUbrEMA6BCqeCt4NcafIyAXbv4OKUbo8Ji0FemjziBT0uLGJFxkJvT9pNpbz09zyoqL4XOcy+PL34UBYVyp5MVhTnclX6QYqfrLkD3QCNrkrpI3rIQokVJ0CyEH4iIiPRJXuad5vvcv78d/LpHFQKHDOyL1Wrx6PgqKtPCJ1KiKQZgkOU2rqnMRfUX3ezduc88gVfy3+brzD3syPyN5Fvasz3zZ+42jyVIDa7/IF4wzHyPe5DisuBXydZkNfgYJo2WJ2IS2dHhbCI3/JfYKlOr7Sq3MiztAKkV5V5rsy99bvjE3ct8lq0nF5b25dX8Y/Q+soeZuenu/OV/mEJYldiZGJ2+JZsrvMTbqWhCNCcJmoXwA5u37SQ8PMLrx+1m786lZf8A4LD+IDsMn9W7j9ViITjIs0Byk3GdO9UhzBxWb6njlqagkOBIxrDLSCCBzXruJEcKw8yuqohWjYVFofMbfawYnZ6ojzfxZYfuLIxr707bSLXbuC3tAH/ZyrzSZl+p1svs1JKy/2l6H97L8/mZ5Drs7u2GhkbyWnxHgmUauTbDk1Q0IfyVBM1CtHF3mUe7f1/eiLSAmoYM7EtxUSGDhl/F7PDH3OuXBS9zFyERtRtbMsldeOa9oLc5pDvQpOPpK6esW53UhU5615eAY44Kbk8/wB/lTStq40ufGz7h94BfwKkj+Pfn+SQ3hFLVdRdEA/QLDufDpK7MiU1BLzNjCCH8hATNQrRxV5VdS7K9PQBfGbZzQPdHk45ntVhIS08ndcwRcrSuCnfXWPsziIbNllFTREQkpRYzERGRTTqOP4tyRnNfyXgAHIqD50Nne+W4cTo97yR14awA18DPPIed4ekH2FPuWZpNc1JReTl0Pjj1sPtJzPnnAq6KfsNCo/g05SxebteBcwzen8VECCGaQoJmIdo4LVpGmO93L7/thenndrKTwttceYkmZxAziubVs0f9Nm/bSUJCEpu37WzysepjtVoYMrCvz89Tm1HmMUQ7YgHYYlrPLwE/NPgYteWFRml1rEzsxLmBrmCz0OngwawjlPlZKe4vDJ+yS/s7/D4T8noBYFAU3kjoyFOxyXQIaN60GSGE8JQEzUJ4mT8WnRhSOhyTMwiA94Pe5tGIcezX7a22jQ0b3wV8TeHgAso71j2YTNWpjNE84F6eWPwECY4k3zS8ETwpkhIcFIzV0jK9sEFqMOOLJ7uX54c9iUrDcjxrywtd+dYbhGl1vJXYiR6VlQUPVZSzML/hAw4bwmgyYTR51itcohQzM3Qq7H4K8l1/H4OisCS+I71MIb5spvBj/vieKURtJGgWwssaMl1bcwlRw7i9dBQAdsXOB0Hv0L/dZdwbNZSlwa8wOmoYFyZ0YljsDWTNzuTQfw8yIfJu9uv2VDtOsVJEzoPZ7FZ+B6CH7TzurNKL7Q88LZLSkoaW3kn7io4AfBf4NZuN6+vcNiIiErO5/rSV46+7YI2WZ+Pau6elW1qYzS9lpV5q+cnWrN/KmvVb698QGK99nrRfnoD8SwBXsZI34jtyqQTMpzV/fM8UojYSNAvhZS156/9UJhVNZ1zxJEKdJwbrfWHcyjPhU9lm3EypxnxiYw1sMn1E/3a9KH6jCPNjJRRuyufvCR3JvzfPtY0DZhcsQIvMbNBQevT8u3iae3lC1Cjuih7EzsD/ndTrvGX7TlJSUtiy3fO0lS4BBiZEuuakdgJTslMpV1suTaPE4WBEwed8tW8QWDoAYFBgaUJHLpGAWQjRSkjQLISXteSt/1PRo2di8RPsyNzFE4VzSLBXT6mIdEQzoHQIUa9Go809EQjbBpRjeagU+9/tOJUTgVfUkmh6VJzr1TY2tOpha9bPOpAryvq4l782fMGImAEMjbmWJ8Mf4b6o27g+thfnxbdn35f72GrY1KDj3xcR607TOGArY1H+Ma+231OflRZxTerv7Mw7MaVisrGMtUnduMjYPHNkCyGEN0jQLEQzOz5lW83e6OYKGIPVEEaZx7At6ydeyX2bGQXzWX/sS77N/IMXCl4n5qVYOvXtwuOFTxPjiKu2b9eKs4h4K5Itjk+IWRjr9bY1tOpha6ag8FruO8wuWECyvYN7/c+B37My+A0+N37CHwF7KNEU44hyMCbyjgZVEtQpCvNiU9xpGq8XHOP3sub7MlfudDIjJ40HMg+RZ6/sPddY6Zn8DZ8lXMyZlQG9EEK0FhI0C9HMjk/ZVrM3urkDRj16ri27kRGl99G94hw0Vd4ONGUa7jaP5fPMnwm5J5TQB8KI7BHFpmPfEDe3HX24plnb2lYFEMBtpXexNet7Xsh7nS4VZ1Z7XK/q3aW/VUVlVvgUZoc9hqrxbOBgt0Aj4yJdX3wcwMPHjpBjr2hSmz0ZtPWXrYxb0vazqij3xMrIb0k8fwYrDCPQytzLQohWSIJmIUSdDBgJ/K8Bw0dGNNktk7t8Ooys16FjgHUIHx/7mg+PbWNN9qd8nbGH3elZfJO1h+j/RLu3XR7yH0qWFaGaPAucR0fEuedv/quinFvT/2x0qe1+fS7l2bkz65yZRFVVPizO56bU/ew9XpVQUw5dn0fbYxovW+YSrEoOsxCidZKgWQjh13wxst5cavZ4mrTmpEHDORUXcL7tQuKc8WjQoKAQtyiOZwpeQqu6vrjY+tnI/ymXGeGT+CXgB67rc0md0+zpFYVF8R1I1OkBOFrhKrW9vxEVA081M8m+cisjMg4yOfsolspBh0ZjNlzwACRs5MGSRzmn4oIGn1MIIfyFBM1CCL81ZGBfrFbv5+EajSaPp0nzF0MtI3gj9313GW41UmVV8FJuie3LoY8PoBmtIb8gr9Z92+sDTyq1PSz9AL96YSq6PIedqdmpDEj9g2+tJ2Zg6RVRivXvd0LwYZLtHbinshKiEEK0VhI0C9FAVQfseVJIQzSe1WIhOEhmWDjuivKr+TD7MwI/CIQq3yUcnR2UPFdM+R1lde4brwvg3aQu7hk1Cp0O7kg/yJzcdDIqbA1uS4Wq8mZhNtcc2cPq4jyOz6uSrAvg5XZJpHYfD1pXGsiUwqcIRCr9CSFaNwmahWigqgP2WkMhDdH686LHjh3r/r2TvSshY8KI7BHN3PxFXFx2ufux0qfMpGmP1nmcSK2OFYmducjgqg5pVZ28WZjD1Uf2MOnYEXaXWyhxOih3OnGodedM27p3Z0DqH8zJzaCkskx3kKJhclQ8W9qfSXq71RzVHQLgovJe/LPshiY9fyGE8Ae6lm6AEEL40pCBfclIT2P9h++dMiXDn+eIHjt2LH+lF1ZbpzFruMUynFssw+n+RTzld5ShBqs8phvPW7kfVZsNpaoQjZZlCZ2Yl5fB6uI8bKqKHVhXUsC6koLq5wDidHq6BhjoGmCkrPc/qDj/fMovu4ziyoF+CjA4JJJ/R8UTo9OTp8llUeh812OqwtTCZ1CQ2TKEEK2f9DQLIdq0uqb4q8kXU/5FRERSaqm/BHZTBU0PRpPqejvfadjBqqBTD54M1GiYHpPEjvZnMy4ijjBN7TOjOIFMewVfWkpYUpiNedw4yi+7zP34OYEm1iZ1YW5cCjGVAw0Xhs7BrCkBYEjpCM6u6OmFZyiEEC1PgmYh2ojG5le39tQFf7Z5204SEpLYvM3zEtiNoTFrCH34RHn0+WFPclj7V737Rev0TIyK538dzmZ6dCJXm0LpZQzmIkMQ5xtMnB1oRFPLlw2luJg5scmsTerCuZWpHgD79L+zOugtAIKcITxc/IQXnp1oSyIiIn3+JVIIX5H0DCHaiMbkV3uauiAar7nSPgJ2BGJYZqRslBWrxsKUyHG8k/NxnWkaVZk0Wu4Mj+HO8Jhq64cM7Et0ehoxZ3fn4VffZPz8mWhsFQR89RVD//dTtW0dOHgifKK71PrYkoeJdnq/aqRo3Xz9BVIIX5KeZiFOY56mLojGa0zaR2N7/4OeCnKX5P4h8FtWBjXtLoLVYiE9PR1HZia9g0Ix/Xcjpk+3oik9eaq6VUFL+TXwBwA6VnRhZMmYJp1bnB5WvvUGmRnpcsdLtAoSNAvRDFrzB0Jz5eUKlyED+/Lqy88zZGDfBu+rlGqYl7/IvbwsZDFO92RwvpOhTeP5sFnu5acLFsgUc8Ijd9x1L/EJiT4ZUyCEt0nQLEQz8EVVO18xmkyYS08UqWiuvNzm5M8zZTS19/8iWy8uL7sagFTdEb4N/J83m3cSFZUZ4ZMo1bheM7ebR3Kh7bJ69hLiBH/+/yhEVRI0CyGqWbN+K0aj/5WY9qa23qs1tHSE+/f3g9726bk2GdfxufETAGId7Zhc9KRPzyfanrb+/1G0HRI0CyFEK1czhaaPtR8RjigAPjFupEDjm+I7hUoBT4U/6l6eUTCfEDXsFHsIIUTrJUGzEOIkrfl26emYg10zhSaQQG623A5AhWJjvel9n5x3ftiT5GlzAOhrvZ5ry270yXmEEMIfSNAsRBvW2AGINW+XtqYgui3mYDfGkNI73L+/F/QWKnWXxW6MvfpdrAlaAbjmZJ5RMN+rxxdCCH8jQbMQbZi3BiBKzmHr09nejb+VXwzAn/p9/BLwg9eOraIyN2w6quIKxMcXT6adM8FrxxdCCH8kQbMQokGMJhNJiYkYTW17sGBbMLT0Tvfv71f2CjfF8dSXwIGBfG34AoBke3tGmO9r8rGFEMLfSdAshGiQNeu3EhoWLhUEW4F+1oEEOUMA+Nj4IWalpEnH27xtJ/HJiZgWB7vXTSqaIXMyCyFOC34bNC9fvpwePXowceLEWh//5ptv6NWrF7169TrpsQ8//JBu3brV+rNlyxZfN10IIfyCSQ1igGUwABZNKR8bP2ryMYtvKeSAfh8A55VfSBZfPzwAACAASURBVH/rTU0+phBCtAa6lm5ATYWFhUyZMoXdu3cTGHhy74XD4eDll19m2bJlREdHU1ZWVuexvvrqq5PWhYXJdEhCiLZv5VtvcMdd93Jr6V28G7wcgNXByxliuQNNI/tLzEoJeRNy3cuPF81CQfFGc4UQwu/5XU/zxo0bsVgsrFu3rtYA9+DBg2zYsIGVK1dy4YUXnvJYMTExJ/0EBAT4qulCCD/Rmmb78JXjg0C7V5zLWbaeAOwK+JkFoXMafczXQhbgiHYAcJ1lIBfYLm56Q4UQopXwu6C5d+/eLFu2jKioqFofj4uL48MPP6Rnz57N3DIhGqdfn0vJyEijX59LW7opQOOnoWtNZLaPExQUJhc9iUZ1vd0vDn2edab3PNrXYXKwkf+SNTWTa+L+zquhLwCgV/U8UjTDZ20WQgh/5HdBc3JyMlqtts7Hw8LCCA8Pb8YWCdE0BQX5BJmCKSjwTVW2hujX51KenTvTbwJ40TgREZEoiudpEVeUX83jRU+7lx+LmMCPAd/Wub0DB0uCX+LAV/sZpL2JwuEFHNYfdD9+l3k07R1nNK7xQgjRSvldTrM3vfjii2zbto2cnBySk5O57777uPbaa0+5j6K4flrC8fO21PnbMp9eWwVQqxy7tnNV3abKdl5vTy1tqXqOgoJ8goJcAXyT2lJje59dX28c15fX2xdqtLe2a7tl+06u63PpSa+xUy2PLB3NQf0fvBu0nArFxpioEXyUs40kR0q106dpj/JIxBi+C/ym2nqdquMC20VEfRnDo91nto5r6QF53/Uduba+dTpcX397bm0yaDYYDMTGxqLT6Zg/fz5Wq5W1a9cyYcIE5s2bx0031T3a+4yEcIKCgpqxtbW3QfiGt6+tVqOg0SgoKHRMDHevA6otV91Gq1HQaTVoNSf28VVbAnTaaufwVltqHvc4X1xfoEnXyVfX21fqam/Na/vQhPHVHq/5N6ntb/QWr5NNKtvYRr42l3vaDeZ2budszqY73fmRH5nABEqonJrOCXdr7mbrv7aye9FuQgJD4J8+eNJ+QN53fUeurW+15etbWqpv6SZU0yaD5v79+9O/f/9q6/72t79x5MgRXn755VMGzYcyCjGZKnzdxFopiuvFfyijENW7FW9Pe766tg6nioqK06nyV3qhex1QbbnqNg6nit3hxFFlH1+1xWZ3VDuHt9pS87i+vL5Ak66Tr663r9Rsb13X9rqBw6o9n5p/k5rLxz2rvMHgmL4c0h/gAAeYxaxa25FoT0Y7SsNry5fQc3tPctId5OD/16+h5H3Xd+Ta+tbpcH0tltKWbkI1bTJorsuZZ57Jb7/9dsptVJUWf/H5QxvaKp9cW/XEsWtdrrmuynbN0ZaTzuGNttSxvdevb23XspHH8Mn19oU62lvvta35eB3bh6rhLMlbzeio4RzU/1HroW4uvZ1phXO5/Yd+pzxWWyLvu74j19a32vL19bfn1SaD5tdff52KigrGjRtXbf2uXbs44wwZvCKEOL11sHdi07GvSdUd5k/dHxzQ7+OA7g/+SN3Dg9FT6Ft2fUs3UQgh/I7fBc2FhYVUVLjSIxwOB+Xl5eTk5AAQEhKCw+HAYrEAUFZWhtPpdD9uMBgICQnBaDTywgsv4HQ66d+/Pw6Hg3fffZfffvuN5557rmWemBBCeMBoMpGUmEhCYpJPz6NFSwd7JzrYO9G3zJXO1m/gpfTdJgGzEELUxu+C5vHjx/Pdd9+5l7Oysti2bRsAzzzzDOnp6SxatKjaPpdffjkAgwYNYu7cuYwYMQKj0ciqVatYtmwZDoeDbt268dJLL9U7e4YQrVVERCQZGWkkJPg22BK+tWb9Vvr1uZQ167e2dFOEEEJU4XdB84oVK+rdZvz48fVuc8stt3DLLbd4o0lCtAqbt+2kX59L2bxtZ0s3xa80V8+tP6laUKchrwer1cKQgX0lYBdCiFr4XXETIYQ4zmgyYTSZmnSMNeu3EhoWfloFgo0tqBMcFIy1Mv0NTnzhaOrfQAgh2gK/62kWQojjTqdA1x9JqogQQpwgPc1CCNGMVr71ximXhRBC+CcJmoXwMnOpWW5nizqtenvpKZeFEEL4JwmahfAyo9Ekt7P9zPA772npJgghhGjlJGgWQrR5d9x1b0s3wec8+WIgqSBCCNF4EjQLIRpMem79jydfDCQVRAghGk+CZiFEg50OPbdCCCFEVRI0CyGEEEIIUQ8JmoUQogUdr8InhBDCv0nQLIQQLahmFT5/I/nrQgjhIkGzEG2IBDjC2yR/XQghXCRoFqINkQBHCCGE8A0JmoVoZkaTiaTERKkaeBrq1+dSMjLS6Nfn0pZuihBCiAaSoFmIZrZm/VZCw8L9omqgBPDNq6AgnyBTMAUF+T49T0REJKUWMxERkT49jxBCnE4kaBbiNOZPAbzwns3bdvLIlBls3razpZsihBBthgTNQrRhhYUFkgrQCnljQKfktwshhHdJ0CxEG6aqqs9TAYTnPE2bkIBXCCH8jwTNQgjRTDZv20lCQpKkTQghRCskQbMQpxEZICaEEEI0jgTNQrRhiqJUC5Clp1OcirnULDOpCCFEHSRoFqINGzdhUr0BslQRPH2tfOuNastGo0lmUhFCiDpI0CxEG1bbgLKaQbIMOjs91FZYZdXbS1uwRUII0bpI0CzEaUaC5NNTzcIqQwb2pbiokCED+7Zwy4QQonWQoFmIJvBkYF1t20hKhGhpVouFtPR0rBZLSzdFCCFaBQmahWgCTwbW1baN9PYKIYQQrYsEzUII0YJkxgohhGgdJGgWookk1UI0xb2jx8uMFUII0QpI0CxEE3mSaiGBtaiLpOoIIUTrIEGzEM1AAiMhhBCidZOgWQghhBBCiHpI0CyEEEIIIUQ9JGgWQggBSO69EEKcigTNQgghAMm9F0KIU5GgWQghhBBCiHpI0CyEEM1IUiCEEKJ1kqBZCCGakaRACCFE6yRBsxBCCCGEEPWQoFkIIYQQQoh6SNAshBBCCCFEPSRoFkIIIYQQoh4SNAshhBBCCFEPCZqFEEIIIYSohwTNQgghhBBC1EOCZiGEEEIIIerht0Hz8uXL6dGjBxMnTqz18W+++YZevXrRq1evWh/PysrioYce4sILL+Scc85h2LBh/Pzzz75sshBCCCGEaKP8LmguLCzkgQceYOnSpQQGBp70uMPhYMGCBYwZMwaDwVDrMWw2G6NGjSI1NZWlS/+fvfuOjqJqAzj8m9m+m0pCKCE0EVSKoFKUIohiAcXeRcQuiqiIihUL2NDPgiiKqGAFERBFBKSJBUWkKEUEKYGQhPTtuzPfHwsJISEFstmU9zknB3Z25s6du3d337l7yxRmzJhBq1atGDZsGLt27Qr3JQghhBBCiDqmxgXN8+bNw+VyMXv2bGJjY0s8/++//zJ37lymT59O165dS03j22+/Zdu2bbz00kt06tSJdu3aMXbsWGJiYnj33XfDfQminrtuyM2RzoIQQgghqpgx0hk43Jlnnsk111yDwWAo9flGjRoxa9Ys4uLijpjGihUraNGiBa1bty7cZjQaOeOMM1i+fHmV51mIQ11/4y2RzoIQQgghqliNC5pTUlLKfL601ufDbd++vdR0WrRowaxZs3C73dhstlKPVZTQXyQcPG+kzl+XSdmGl5Rv+FRp2SqAfiAtpWhbfX7dpO6Gj5RteNWH8q1p11bjguaq4HQ6adasWYntUVFRAOTn5x8xaG7VNA6HwxHW/JWnVdMjt6KLYyNlG15SvuFzrGVrUBVUVUFBoXVyHAZVwWhQMaihx/Wd1N3wkbINr7pcvk6nKdJZKKZOBs3HYvueHOx2f0TOrSihyr99Tw66HpEs1FlStuEl5Rs+VVW2MbHx7Nmzm6ZNm7EtNYegphMIagQ1nW2pOVWX4VpG6m74SNmGV30oX5fLGeksFFMng+bo6GiczpIFnZ+fj6IoxMTEHPFYXSfila8m5KGukrINLynf8DnWsp2/+Gemf/ge1994Syidg2nJawZI3Q0nKdvwqsvlW9Ouq8bNnlEVWrduzY4dO0ps/++//0hOTj7iVHVCCFGXySBVIYQ4enUyaO7bty+7du1i69athdt8Ph8rVqygX79+EcyZEEIIIYSojWpc94ycnBz8/lCf4mAwiNfrJSMjAwh1uwgGg7hcLgA8Hg+aphU+b7VaiY6OZsCAAZx44omMHj2ap556iqioKCZOnIjf7+eWW6SlRQghhBBCVE6NC5rvueceVq1aVfg4LS2NxYsXAzB+/HhSU1N58803ix3Tq1cvAC655BKef/55jEYj7733HuPHj+fmm2/G5/PRpUsXpk2bRuPGjavvYoQQQgghRJ1Q44LmadOmlbvPPffcU+4+iYmJTJgwoSqyJIQQQggh6rk62adZCCGEEEKIqiRBsxBCCCGEEOWQoFkIIYQQQohySNAshBBCCCFEOSRoFkIIIYQQohwSNAshhBBCCFEOCZqFEEIIIYQohwTNQgghhBBClEOCZiGEEEIIIcohQbMQQgghhBDlkKBZCCGEEEKIckjQLIQQ9ZDNbqdZcjI2uz3SWRFCiFpBgmYhhKiHZsxZSExsHDPmLIx0VoQQolaQoFkIIYQQQohySNAshBBCCCFEOSRoFkIIIYQQohwSNAshhBBCCFEOCZqFEEIIIYQohwTNQgghhBBClEOCZiGEEEIIIcohQbMQQgghhBDlkKBZCCGEEEKIckjQLIQQ9dR1Q26OdBaEEKLWkKBZCCHqqetvvCXSWRBCiFpDgmYhhBBCCCHKIUGzEEIIIYQQ5ZCgWQghhBBCiHJI0CyEEEIIIUQ5JGgWQgghhBCiHBI0CyGEEEIIUQ4JmoUQQgghhCiHBM1CCCGEEEKUQ4JmIYQQQgghyiFBsxBCCCGEEOWQoFkIIYQQQohySNAshBBCCCFEOYyRzkBN4Pf7C/+/c+cOHA5HRPKhKKD4stm1Lw9dj0gW6iwp2/CS8g0fKdvwkvINHynb8KoP5et0Ogv/f2isFikSNAPr1q0r/P+gc3pGMCdCCCGEEOJw69ato0+fPhHNg3TPEEIIIYQQohzS0gy0adOm8P/fLv6ZBg0SIpIPRYGWTWL5b29unf2pJVKkbMNLyjd8pGzDS8o3fKRsw6s+lG9W1n4u6H86UDxWixQJmgGjsagYGjRIIDGxYUTyoSiQlBRHgd9cZ98AkSJlG15SvuEjZRteUr7hI2UbXvWtfA+N1SJFumcIIYQQQghRDgmahRBCCCGEKEfk27qFEEKIWsKyxkDD0XYw6Hg7BfF2CuLpFMR3QhDMkc6dECKcJGgWQoTdhHFjCv//wJhxEcyJEEfPmKrQeJgDY2boR1rLX0b4NPRcoKHGvredeLoFI5hDIUQ4SdAshKh2EkSL2kZxQeObiwLmwxkzVBrd5WDXony0uHowKkuIekj6NAshhBBl0SHpAXuoZRnwtwjy36+5pM7KJ/MpF96OAQCM+1QSH7NFMqdCiDCSoFkIIYQoQ/xrFqLmhTosa1E6e993Emyq4+kaJPdmH3unOAnGagBEzzHjmGuKZHaFqHdmzpzJ4MGD6dKlC/369eOxxx5j//79VX6eOh80f/DBB3To0IH77rsv0lkRQghRyzjmm2gwIdR6rCs6+95w4m+rFdsn2EQn81l34eOGY2wY0pRqzacQ9dXUqVN5/PHHGTx4MLNnz2bs2LGsWLGCe+65B72KJ7Cus0FzTk4Od9xxB1OmTMFisUQ6O0IIIWoZdb9CwweLultkPezBdXag1H0LBvspGOQDwJCrkjTKDtK1WYiw0nWdKVOmcPHFFzNs2DBatGhBnz59GD58OKtXr2bz5s1Ver46GzTPmzcPl8vF7NmziY2NjXR2hBBC1DIJL1gx5Ia+JgsG+ci503vknRXIGOcmkBRqhbYvMxH3lgW0Ix9SKX6I+tJE4uM2TP/U2a9uISpFURTmzZvHmDFjim1v1KgRAE6ns0rPV2dnzzjzzDO55pprMBgMkc6KEPXKoTNjgMyOIWony1oD0Z8V9WPOHOuGcnpcaPE6GS+7aDIkCoCE5204vjOR+aQb72nFp6JT88CQruJP0aCMH0MVD0R/bibubSum3aFg2fGNid3z8wk2kqZsIeLi4kpsW7x4MXa7nbZt21bpueps0JySknJUxylK6C8SDp43Uuevy6Rsw6us8j18W3mPRXH1oe6+/FzRjdaoR6v3JqvU8tUg8XEbih7amH2/B62RXl7MDID7rAA5d3qIm2QFwPqnkWaXRFNwoQ/3mQEsfxiwrjZi2qKi6Aq6QcffWsN3QhBfuyC6BRQvKF4FtUDBMc+EMaOoZdkHmDNUGg13sPfzghr9LV4f6m4k1YfyPZpr++GHH/jiiy8YOXIk0dHRVZqfGvx2i4yWTWJJSip511KdWjWN7PnrMinb8CqtfFsnx1XqsShdfam7kaoPxcr3A2DNgf+fCAmP2UgwVWIqubeAi4H7gb9Cm6K+NhP1dcklA5WggvkfA8o/Bgq+hiwg+5C/XcAWYDOwxQRZfmgIHP+rkTaD4jj+KujSBXr3hpiYSl1ytakvdTdS6nL5Rpl8ldp//vz5PPjgg1x44YXcfvvtVZ4fCZoP89/eXAr8kVkLVVFClX/7nhyqeMBnvSdlG16Hlu/htqXmVOqxKK6+1d3qrg+Hl6+SBykPxmA8MORn7xMFuNNLH/xXpvbANxD9mZnoF62kZalsA7YCWxWdf6J1dqmw36mQ5Ye8irRj+0P/ZBz4+2kDsCG0zWDQ6XRykB49A3TvEeDEk4IkNoxshalvdbe61YfyzczMrfC+06ZNY9y4cVx77bU8+uijKGFogpeg+TC6TsQrX03IQ10lZRtepZXt4dvKeyxKV1/qbqSu8WD5NnjVWrjqX8H5Ply9ApWaBSN1t8KyJSZW/WJk926Vvakq6dlK8SR0BfIq/4XepKlGUpLGvn8NpOUXPz4YVFjzh5E1fxiZ9EZoW4MEjXYnBGl3QpAOnYJ07hKkRUut2n/Ory91N1LqcvlW9Lo+/fRTnnvuOR544AFuvfXWsOVHgmYhRI0gS2uLIwl73dDB8puBmA8tRB1YmESz6Ox/3FOhw//aYGDuVyaWLTWxdUvFB5+rqk5snE58vE5cvE5cXOgvNk4jNlYnJk6nYUOdVq1Dwa7tYA8RHaJusbPvezObgKXxGovidP7ZXvzcWftVfl6p8vPKosVWYmM1OnUOcnLnIO07BujQKUjjxnqd7hcr6raff/6Zp59+mocffpihQ4eG9VwSNAshhKg2FQmAwxok66DmgyFDxZCuYPnHAF9A8triA4ZyhnsIpJScL+7QvI14cBxvvGpl0psWdL30qLNhkkaTJhpNkjWaNdNo0VKjeYvQX9NkDePRfAsr4HrVxQkDDXT6z8CV2SpBTWPDiy5+sOqsW2tgy2YDmzcZ2J9ZfHq63FyVFctUViwrCqQTG2p0PDlI/7P9nHOen4SEOtpsKeocXdd55pln6NKlCwMHDiQjI6PY83a7HYfDUWXnq7NBc05ODn5/qANYMBjE6/UWFmZ0dDRWqzWS2RNCCFGdgpDwrJWYjy2o7iM3qwbjNXJv8pI9oow5mYG8vASuuTyKP/8o+hpVVZ3OpwTp289Pn74Bjm8XJFxra2kxkPaekyZDojDtUTHkqpw82k6ra71kPulGN4Fpp0runwY2rjPwW0Dhjz0qa/8sGUhnZqgsWaSyZJGJJx/V6X56gPMH+rlgkJ/YOAmgRc21Z88e/v33XwB69epV4vm7776be+65p8rOV2eD5nvuuYdVq1YVPk5LS2Px4sUAjB8/nksvvTRSWRNCCFHN4l+xEvfekRtLPF0C5A7x4hzkRy+nTWXLltNYseIafL7QV6jBoDPiPg/XDfERF199Qaa/ncbuBfk0fNhG1DehAewxn1hwzDOjOkMzcwB0BK4EfG2D5N3iZVN3P2vTDaxfZ2DDgb/cA4u4BIMKP/1o4qcfTbwwTueO4R6GDvNircTkIUJUl+Tk5Cpf9a8sdTZonjZtWqSzIIQQ9V5N6KtuX2CkweuhSFhTNLY03UJy99YEG2oEk3QSLraxp1FBqYOODs3//Y+M45dfBrNmzbmF21KaB3n1TReduwRLHlwNtDidfZNcuD4PkPiEDdWtYDjCIEPzFgOJz9voqVg5rUMQfxsNf7cAvit9rDbpzF1rZP43JnbtDPWNLshXePl5G9M+sHDfKA+XXO5D1gsT9VmdDZqFENXj0KCiuhemEPVXRYNx078qjUYW9Wn8qsdXLO68uPAYRYGEZBukln0+XVd4+glbsYB58KU+nnrWRRWvn1B5CuRf7cPTNUDi4zYs6w0Emmn4Wmn4W2to0TqOBSZsv4W+8hVdwbreiHV9URIDgd6X+3hwcT5/bTHw8TQzX35hRtMU9qWpPDzKztT3LDz3YuRuEISINAmahRBC1DkTxo3B4rPw4KwHUQtCq36sPm41i09eXOm0NE1h6dLr2by5qINy796fMeG186osv1XBf5zG3k+cpT6Xe7sX4w6V6K9MRM01Y9qqFq54eFDMTDOm3SqGyU46vOTmplu8vPy8jR8WhQYNbt5k4MqLo7j1Ti8j7vOErb+2EDWVWv4uQgghRC2jww1LbqBpdlMg1J93er/pVGgt7EMEgyqLFg1j8+bTAVAUjbPO+pAOHZZXdY7DLtBCI3ukl10/5LN9Sy47F+WRNtlJ1v1uNEuob4rtFyPJF0dh/E+lbTuNyVOdfDIjnw4dQwu8aJrCOxOtDL4gmvVrpa+GqF+kpVkIUSvUhL6xouYqVj8eGcfgXwdzyrZTAAhG66S958T7adkzYhzO5YIFC25nx46OAJhMOv36vcdxx/1ZdRmPEN0aGkjob6fhPB9cfQM0HubAmKli3mag2UVRpE1x4ukapFuPIDPnFvDu2xZef8WK36+wdYuBywdH8cBDHm69wyvzPIt6QVqahRBC1Cnxr1k495C+x+mvOfG3Kn3O5ZefG8Ndd91V4rn9mQo3XBVVGDAbDD4mveesEwFzabxdgqTOLcDXNtRf2ZCt0mRIqMUZwGiEO+/2MvubfNofaHUOBhVeHGfjqcdsBKWbs6gHJGgWQtRIE8aNKfwToqL6/9mfBhOK5kf7tM+nuM4JVCqN/7arXHFxFGv/DP0Yaza7GThwIn3Pqlw6tU0gRSN1VgGuXqE1DtQChUYj7OAv2qfdiRoz5xRw971FqyV+/JGF4bc5cLurO8dCVC/pniGEqLWqq8uGdA2pmEiXU+8Nvbns58sKH888YyYr2q+gG+dXOI21awzcepODrP2hNiWHI5uBAyeSkLDniMdE+rqrkhark/auk5TzojHtMGBdY6TBq1ayRhcFySYTjBzloUWrII+MshMIKCz63sQNV0cxeaqTBg1kQRRRN0lLsxBCVJK0gtcsxlSFi3++mGtWXFO4bW63ufxw8g8VTkPTYNoHZq661FIYMB/fNsill75cZsBcF+lRsO8NF7oxFPzGvWnB+nPJQX+XXOZnykdOHFGh/f78w8hVl0SxL006OIu6SYJmIYQQtY6iKXTY0YE7v72T5mfEMODPAYXPZQ/38N0p31U4rYKCeIZe52Ds43YCgdDKek2bbuHzWQVERWVXed5rA2+XIFmjQq3Liq7Q6F4Hak7JYLhn7wCfziwgKSnUZ3z7NgPXXxVF+j4JnEXdI90zhBBC1A46mDcYiJ5t4tnpzxLvjC/2dFANsrDzQo5/qAeMr0ByOmzZ0p0ff7wCn89UuL19+2X07PklMbFPV/UV1Co5d3ixLzNi+9mEca9Kw4dt7JvkKjFt30ntg8yYk8/1V0Wxa6eB7dsM3HB1FJ/MKKB1cmTyXll1qYuNCB8JmoUQogrIl274GANG+q/rT/fN3Wn89sHl96yFz/ubasxvNo+fTviJPEceDyg9yk0zPx8WLRrG1q2nFW5r1Fij62lvkpKyqaovoXYywL7XXKScE40hVyXqGzPuDwLk3eQrsWtyM53pnxdw3ZVR7N5l4N+toRbnH1dEIN9ChIl0zxBCiMNIn+UaxA+3LbiNwb8OpnFO48LNQTXI+hbrmXT+JHb+lMd3p35HniOvQklmZjbjkoHRxQLmiy/zMX9RvgTMhwk20cl4qWhajMSnbNiXlN7eFgqcnTRNDnXV+GeLgf79IStLumqIukFamoUQQtRMOjR8xEbMzg6Fm9zdAxRc7OPFLU/itIaWjB5guOZIKRRPToe//+7FypVXEAyGBraZzS769v2YCa9dgS6TPpTKeb6f7OEe4idaUTSFRnc5SP0qH98JJee+bpaiFbY4792jsmEDDL/VwYefFmAylZJ4hFT2lyHTNpW4iRYc35nRYjVcZwZw9wng7ulHiwlnTkVNIkGzEEKIGmng7wOJ+d0CgF/1M3HQRC6cOBQA5zhnpdLy+eCHH25ky5buhdsaNtzBgAHvEROzH7iiqrJdJ2WN9mDarhL1rRm1QKHxTVGkzs0n2LDknUbzFqHA+ZrLo0jfp7LqVyPPPGnj6XE1dyLnlIwUhi4eijlgxrzXjqd7AHf3AEoA4t60EjXPhKKFWswNeQZipxuInW5BN+i4zwiw/1EPvvZ1dIWXABItHiDFIIQQosbp+XdPBv4+sPDxh/0/ZEvylqNKy+mE4bc5igXMNwz1YjNPwGCo2wuWVBkV0v/nwrhbxbrOiGm3SuObHez5vADdVnL3Fi01Jr3r5NorovF64ZNpFk48Kcg115fsDx1p1p+NjJwzEpv/wIXMhujZ5lL31aJ0FB8ovlAArQQV7CtM2AYaybnDS/ZID7q11ENrPKUAouaYcSw0YUhXMOQoGLJV1AIF70lBUmflozsincvIkqBZCFEpMuBNHBSWuqBBty3duHr51YWbZp4xkz/a/HFUybndDoZcXbS6n9Ho46yzPuTJZ65gwjgJmCtDt0Ha+06aXRiNca+KdY2RxCdsxfo8DsDYHwAAIABJREFUH6rzKUEmT4Ybbww9Hvu4jePaBOnWo+a0yHbc3pEm7ztQ/aEgWENDLWW4V7CBRs5tXnKHeMEAtp+N2JaZcCw0YdqtogQV4idaccw3kfG8C8/pNecay2NebyDmYzPRs82oztL7n1v+NmDeaMB7Wu25rnCQoFkIIUTEqUGVrv90JeWcaIZuGVq4PedWDz8YK75IyaHy8+OZN+8ecnIOLoft4oIL3qJJk21Id4yjE2yks3eqk+RLo1BdCjGfWci71oe3S+nB1JAhsHylhymTrQQCCsNvdzD7m3ySm0W+A3m3zd24YckNqHooUFzfYj1Tz57K/YPHYvvVyJ7pW7F5baxpvYZTp57Dy/8bA2+Ejn1gzDhc/QPsf8xN/EQL8W9YUfwK5m0Gkq+MJvseD1kPekpMzxdJUbNNNHjBhnGvEsrXgb+DreaH0lUdLU4nGB/6c/cMHPE1rk8kaBZC1BnSCl4L6XDG32dwweoLaFDQoNhTq45fRcJjbeH5yie7f39TvvlmOM4DczknJWn07ftKvVvdLxx87YPsf9hNwyfsACQ+aSN1dsER5+MaPcbD5k0GflxuIjtL5c5bHcz4qgBLNXZjOPyzoc+GPly9oujXjFXHr+Kjfh+hGTS8XYJ4uwSZlDWp8PlT7OeUnrAZsu/zUjDQT9JoO9bVobAq/g0rigv2Pxn5wFlxh16jmE8tZe6nOXTyL/GRd60v1D9b5lcrQYJmIYQQERM908T1y64vtm1r46183+V7NrTYwANq5W9+Fn1v5KuvRuH3h6Kylq2CfPCxk8+nScBcVfKu9xE73YJ5iwHrGiNRs00UXOovdV+jEV6b6OKyi6L4b7uBvzcYeeYpG88+H5mBgTHTzcUC5twhXj60f4iuVK71W9fh778MbPrbQGqqQmqrIPsyFbJ3GGgANJliJX6lkejBflodp9GhY4CmyTpKNQbRps0qje9yYN5StAy6r20Q3aKDDuigxejkD/ZTMNiHHhXaR9Ngy0aVVb8Y+fMPIy1aaYy4z1Otea+JJGgWQtRr0jodOWq2QsKzRaPI1rdYT4NXW/LKwleOKj1dhzVrBvD22w70Az+5N2y4g89nxZGQGPnuAHWKCTKfcNP0+lCUlTDOhvNc/xEHisXG6bw12cmlF0bj8Sh89rGF07oFuPgIgXa4nLHxDBpOshc+XtBlAW2e7Y4+vmL1Q9NU9u5twzNP2li4wMSe1HKaYzcZQ38HxDfQ6NgpyMldgpzZz0+nk4OoYWrRjZplouFDdlTPgf7aNp3M51zkX1F6mafuVlg6y8SKZSZ+X2UgJ6d4xnr19nNq1/rdRUOCZiGEEBGR8LwVQ1boi3n1cauZMmAKD3QdBwsrn1YgYGTZsuuKzZDRps1v9Os3nYTEsVWVZXEI95kBnGf7cSwyYdynEveWlewHPUfcv+0JGk+PczH6/lBk/fjDdtp3yOf4tiXnew6H7pu6c+3Sawsff9/5e+Z0n8MDSvcyjgrJzFD45ZeL2LixJx5PdJn7Wiw6Xm/pTbLZWSrLl6osX2rijVetJDbU6NffT/9z/PTuE6iyLiuxky0kPlN0Q+ptF2TfJCf+44vK2uOG1b8bWbHMyNIlJrYe0hp9uBNPCnJcm+p5nWoyCZqFEEJUu9ZprYn5KtTH0m1yM7PnzKNOK3W3wpw595Oe3rJwW7ducznllO/q/c/J4bb/CTf2ZUYUv0LcOxbyr/YRSDlycHXpFX5W/epl5ucW3G6Fu+9wMOvrfBxhnsqs65auoUF/BzrqLu60mNk9Zpfb3zgnpyFr157NlPdj8HnPK/acyaRzes8AvfoEaN4iSLMUjeRkjegYcLvB+ZmZwFgbe4IKa4HfzTqrTJB9yAwVmRkqMz6zMOMzCwmJGtfe4OO6G7wkljL/dYXo0OAlK/FvFEXfeVd7yXzaTdAC69cYWLnCyE8rjfyx2ojvCMF9XJxG1+4BuvUI0q1HgBNODGI4ckxdb0jQLISo0yLV/UK6fRyZqqnFppSb120euY7co0pr584TGXx+NDk5sQAYjV5eeyvAhjXfVUleRdn8rTRyh3mJe8eK6lVIGGdl3yRXmcc89YybDeuMbNpo4N9/DDz+iJ0Jr7nCdoNj/cXAkB+GFAbMOTd5+dLyZZkB89o1BhYsuIVt2zpz6Ig4VQ3QsuU67rmvHX3P8jP5zTFkZ0B2Bpw9oOh9brOB7SYf9qYap49wcIVLAZ+C7oONvfzM7eNn0W8mVq4w4jnQfWJ/psobr1p5e6KFiwb7uOYGHx07VSJY1SDxMRux04oG/GXc52bRGQG+G2/jyy9cOJ2lt5Krqk7nU4Kc2dfPmf0CnNQhfN1GajMJmoUQR1QXA7+6eE21Td/1fWm2vxkA3vYBlnVYVuk0dF1h9erz+O23gRwMamJi0jn33Hc59/zhbFhTlTmunPpWx7JHeIj60owxUyVqnpm8q3y4+x55DmyrDd5428nFA6NxFijM/cpM69ZB7h7prfK8GfYpNBruwKCH6sjyk5aTPLYTjC+5r64r7NjRnmsuj+K3X43AKYXPOaJ02hy3iE6dfiAqKpcLL67Y6+o6N8CuxXkkPmbHsdiEApz0o4kT1hgZ9qSbjIlOflppZM4sM999ayIYVPD7FL6cYeHLGRZiYzW6nx6gR88APXoEaN5Cw1rKYjKKGxqOsmOda2Y18BOwtGOA5dMtZL568IDis2c0Swlyes8AZ/QM0OvMAPHxOhPGjWHBPFgwr3bV3RkzZjB16lR27txJfHw8gwYN4v7778dUxWu3S9BcmwXB+psBY1poxR6lQEEtUAg00Si41FfqKk1CCBFJcQVxDPptEAC6opMx3o02v3J9JfPz4dtv72Tnzg6F21q0WEf//h9isdTcpZrrKi0Gsh72kDQqNMCu4cN2di3KgzK6/rZqrTH+JRcj7gz1y/jfBBsxcTpDhlbhioEBaDTcgTE9FDBvSt7E570/536lU4ld9+w5nhUrriQrK7nYdpstl06dljBpSj/enfjV0WWjmU7aVCeOb0wkPmnDmK6iOhWSRttxLDRhf8nFWWe72LNHYfoHFj77xExebijPubkq339n5vvvilYoTEjUaNpUo0lTDYcNMndE4f/bgNOjsBUofAesLx7iqaqflJRNtGy5jqfGXUhKc40J48aw5W/Y8nftCpIPNXv2bB5//HEefvhh+vfvz+bNm3n88cdxuVyMHVu14xkkaK6NAhA110T8G1bMW0v/3SZ2mpm0d1wEWkjHfSFEDeGHIT8MwXpgKri86w4sijG/4kns3atwy5CowoBZUTTuH+3FmfsOSiWnDBNVJ/9KH1GzTdh/NGFKVUkYb2P/uLJvYC4Y5GdPqpvnD8yg8vTjdmJjdQZfUjUzajR40Yrt11CYk+3I5v2z30dXi9cRj8fOIw/amDPnvmLbWx8XJKXZp7RtuwqjMUBMbN9jy4wCzkF+3L0DJDxnLZwz2bHQRMo50WS87KLpWQFGj/Fw90gPX88xs3ypkV9/MpaYxWJ/psr+TJX16w5uOXIoZ7Xq9Onr57wL/Py19nHM5tBAzZTmA494zKFqw68mb775JgMHDmTo0KEApKSkkJmZydixY7nrrrto1KhRlZ1LguYaZNcKI+leyHAZwQpYdDCAGgD8CkoA1HVGXJ+ZyMgwsBdIA/YB6Yf86wOS/jKSdGY0se2DxLcLcmL7IKeeFuSEk4JU8a8VVao2vEGFEEcncayN2NQTAMi15ZL1UOWOz8xsxuUXRrNvXyiIsFgKGDBgCnfefSMTxknAHFEKZLzgJuVsI6pbIfYjC86LfHBZ2YfdcruX3ByFSW+GbqRG32cnJsZJv/5Hv8T5hHFj6LS9E3d8dwcAulFnyoApFNgLCvfRddi69VRWrrwCt7uo20JS0n88PT6Rs84O8OrzPx11Ho5Ei9XJeNGN82w/SQ/aMWSpGDNUmtwYRfYdHrLGeLDb4aprfFx1jQ9Ng41/G/j5RyN/bTCQmqqSulslfZ9SOK3iQTZFJ7GxTuduAbqcGuDvda/RoEEqBoPGRZeM45+NR57ZpLb677//2LVrFyNGjCi2vU+fPmiaxooVK7j88sur7HwSNNcQ04c6eGrxwWg26pjT2wXsCiqwzhj6mxHabrPpdOocoGv3IL37+Dm5SxBjhGpBRQJkCaKFqBt6b+hN7IpQcBJQA7x37ntcHHdzhY/fseMkFi68Bb//YP/lDC64YCLx8elhya+ovEBzjayH3SQ+eaCbxig7nF/+cfeP9pCTo/DpdAvBoMLdtzt49wMnZ/Q6usC5YW5DhvwwpPDx/kc9bEvfVvj4778MfP31CFIP3MABmExuevSYTfv2P3L2gOeO6ryV4RoQYFfnfBo+aMfxQ+i7P/5tK6pLIfMZd+HYQ1WF9h2CtO8QBB1sK43EvmfBnGZiL2AgFDEEbvWQ85CnWLflCeN2hf06Im379u0ANG/evNj2Jk2aYDKZ2LZtW2mHHTUJmmuIf7cf+zDVmFiNxEQdkwFydqhkehUOn4bc7Vb49WcTv/5s4s3/WYmO0Tmjp5/efQMMOM9PgwYRbK3RISUjheYZzYl2R5PwpI2blt+ExW/hz9Z/hlYvkumjwkpuUkQ4tN3dlit/vLLw8SdnfsK/Tf6t8PGbN3djyZIb0PVQd7TOpwTo3OklbLaCco4U1S13qA/H12Zsvxsx/WeAJ4GRZR+jKPDUs27ychW++dqM16sw7AYHz4x3c8XVlevjbEhTuOfre7D7QoF7wSAfuTd7YTwUFMSyatVFvP12FLpeFDAPOM9Ho4ZPExV1dDO4HK1gkk7aB05iPjCT+KQNRQ+10KNB5nNFgTO+UJfMuMlWLBuLumQ2B2gCeycU4Op99C3ztVlBQegzwHHYnIWKouBwOAqfryp1PmiurhGVx2rEe05aPGWjIMeExxVED4AWCP2EhAq6IfSvYoHYzgHiOwdJStJo2FAnMUkjIUHHbD4kQR1iJllQnreyQ1f4BVjh0PjRAanpRQF6fp7CgvlmFsw389SjOr36BLjwYh9nD/CHfd5MAEVTOC7tOBKesuJYYOaR3Y8UPbkKutIVgE47OpH3sJeMZ91Qs146IUQZGuY05Nbvb8VwIOBdePJCfjnhlwofP2uGiR9+GMLBCOLcC3xM+J+Lia/W7oD5aG5Qa8VNrQoZL7lodl40qleBV8DS14Dn5LJXkjMY4KX/ufB4FBYvNBEIKDzyoJ3t21VGPeSp0PRnarZC0+uiMOeH6tqe+D14XrSTcWBhkvXr+xEIFDXFRkdn0rPnl7z57lVMGFe9AXMhBfJu8qHF6iTdZ0fRFGKnW1CCoRbymE/NxE6xYEwrXgD+ZI28YV4SHrDhLgiEGpVE2NXpoLk6R1Qeq/jjNW76xEnr5Di2peaHguVjoUDeXV5snYJ0vsvOqdkqw50qmq6zZryLRSZYsczIyhVFgwwCAYWlP5hY+oMJq1Wn39mhwQN9zwpPAN1xe0euXnE18c74Cu0f84kF4w6VfW+70OLkE0KI6lbZoE3xwO3f3Y7DG/oAcfb3M7vN7Aqfb9OmHrz9tp2DPzF16LCUNyZ1rnXzx9aKYLcK+dtoZN/nIeF5G2gQ/4KVvZ84yz3ObIaJk52Mf8bGh++HgtvJb1nZsV3l5ddc2MqYEUpxQpMbHZgPrGqXGZ3JYz1nkPvEnXw914TfV7QwSUysRvuTvqJjx2UYDAHgqmO63kMd7WtdcKkfFBdJI0OBc8ynFqJnmlH8xX9e9XQJkHOrF+f5fhQTJMTaoHbfPx6TmJgYgBItyrqu43Q6C5+vKnU6aK7OEZWRUNqb8/Bt7l4Bdn+bT+NbHVg2GFFdCqc+Yue42z1cOc6NP1pnwzoDC+ab+HqOmb17Qt9GHo/C/Hlm5s8zY7HonNnPz/kD/Zx9rr/MD66KUNyQ8IyNO7+7s9h23aizsclG/mr+F/uj9zPw9ut46YPJGLZ3otf6flh0I4aVJrRzotCfcdOiTwC7/djyIoQIn7hJFhpkxwEHWv3esKO/UbEb3k2berBkyfUcDJg7dlxCz54zUNXO4cquqEI5t3uJ+dSMaYcB+woTljWG0Ewp5TAa4fGxblq2CvLMkzY0LfRr6J9/GDn3Aj/nXeDj1K6HLfjhhca3ONDWGFkKLDZ5mGbLZ8e8e4ulrapB2rdfzvsfn8L7kxZX6fVWhYJL/KC6SLrXjhJUCgNmXdFxnRMg5w4Pnq7ll2F90rp1awB27NhBly5dCrfv3r0bv99PmzZtqvR8dTZoru4RlTVZoJlO6qwCGj5kJ/qrUB+OuHesxEy3kHe9l1Nu9nLyGA+jHvaw+jcDX88xM3+eiezsUADt9SqF80Q6onTOv8DHxZf76dY9UKkWnwnjxpC8P5mbFt5E7IEvUoCNzTbS4MHmbO8Q5MkXfiQ9vSWZOzrwyE0OcnIeAOB/hyaUZoBbQ4Mlm6UEaXO8Rtt2QXr2DtCtR6BGzw4iRH1h2q4SNzE0I0JQDTLlnClcG31PhY4tCphDHzAHA+a6vCR2RRpBahUj5Az30nB0qGUj/nUraVPLb20+6IahPpq30BhxlwNngcK+fSofTbXw0VQLiQ01Tjk1gKYpBAOgrDeQm6GyFggA+K2Q3qowrZhYjeNaL6RDh2VEReUQH9/lSKeNuILBfnSDi6T77KBDwWU+cm7z4j9Opo8tTUpKCq1bt2bJkiVcfPHFhdsXL16M0Wikd+/eVXq+Ohs0V/eIyppOt0H6ay68HYMkjLOiBBRUp0LcO1Zi37eQf5mPrAc8dO0epGt3N0887WbVL0a++8bEgu9M7M8MfXk5CxRmfmFh5hcWmjTVOKOnny6nBjnl1ABt2mplBtG9/+rN5T9ejkkzUQD8ZvDzfsu1/KLouF60sSdVBW6r1HXt3mVg9y4DS38wMXlS6MOxb78A/QeEr1uJEIdT86DXX71IyE9gaYelkc5O5OmQ+Kgt1KcVWNxpMXsT9lbo0I8/MrNkSdHMB0Nv9mI11e2Aua7Kv9xHw9ftsBsci0yY/1bxnVTx4O/MfgFmzM7n5edtrFhuxO8LVYLMDLXYYh9HEhubzshRUVx6hY+3X5tz1NdR3ZyD/OzolYdu0tEr8R1Wq2+yjsG9997LyJEjmTp1KgMGDGDjxo1MnDiRIUOGkJCQUKXnqrNB89GOqFQUIvbhfPC8R3P+0o4psU2BvNu8uAb4iXvHQtQXZlRv6CegmM8sOL41k/WEm/yrfJhM0LN3gJ69Azz1nJvffjUyZ5aJb+eZKSgIJbx3j3pgqc9Q8lHROse3DZKSopGcotGsmUZMrE5utoJ/lgnnb9fwDfAHsAkdPWiCf0874jUlJGo47H+TkLAbs9nLGX0GEHQqWOebyNxu4C/gbyD/kGPyclXmzjYzd7YZh0Pnkst9XDfES7sTtKMu2/rq8LKqSB07mn2q65gqT1eH1mmtSXrAhuNrM63c1wLQfXN3Cq41lJlGZRzL50I4lVV2p/57KvYVoZ989kft59vTvi33GIC1a89i0qSiPledOi3msadOZcK4Ix9TkXRrRH0Jc15qIsUCjAYO/OAb/6aV9EmuSqXR7gSNdz9wkp8HSxabmP+NiWVLTHi9JQugiSOLPoMdpO/9jMaNtxEbm8GQm0oGj7XhNdLjQ92YykqirM+G6qq74VaRc5533nm8+OKLvPPOO0yYMIHExERuvPFG7rrrrqrPj64f85CzGunrr79m1KhRzJs3j+OPP77Yc927d+fcc8/l6aefBiA9Pb2wf/O+fftISkqq9vyGy6GV5q233ir++Im34HVwT3Bj8xV1VN7YbCMfn/kxWTFZJY4JBEz07/8ao0dvYPfuE9C0qrnvstuhWzc4/XTo0QNOOw2aNDnCG0YDxgFPhGYXSQXmW/N4s+FOduR1ILeUQdBNm26hQ4eltG79J5MmvVV2ubz1FlBO2R32uCL7HE261Z0XUQE68CXwFPDXEfZxAJ8Dhy26Fe7XvqLHHG26FZIHnAAcbFieDQwu/7Bx4+DRR4seP/xwaFttCA4jpabXl7vuugtTwMQz058hxh2DhsbTVz9Nenz6MeXlttvuxeeMYfiC22i9PwUjYL0ZLO+VUVgRUp2vUV1U0+KzOtvSfLQjKv/bm0uBv/yffcJBUaBV0zi278k59tkzSrEtNaf442AODIdJac9x+crL6b6lOwAn7j6Rxz5/jJUnrSTtXSfRrmjy7aH2XKPRT9deOQwc+BaBgJHMzOa0az+czz/eRHp6S5wVmAnDZNJpe0KQDh2DdOgUpNPJQU44sfgiKx4dtu8pI5GbwNbaSNLddpplq9zqieH6tONIn1LAPTOmsHXrqfzzT9fC6YX27GnLnj1tadZsI9cNKx5VlyiXwx5X1T7VdUxVpVsZ4a67NYVthZH4561Y1xb/6AzG6BRc4sOywYB1tRGcoF+ks/8ZN3k3lj7PbE2vL6MeHXfE58uS8ISN2L2h953zHD/7TnOG7myPQNfh1ZetTHzNWrht5ANubhnuLfszoIrUlbob6fpypMd+o5/FJy/mkl8uQUXl3DXnMu2sacd0HqPRz2Ube9F1fwoAvuOCpD6Uj15GPasJwvUa1fa6W5bMzAhNBXgEdTZoPtoRlbpOxCtfuPJweJoHHzutTj7s/yG/t/md29fciXGvijVgpf+6/nAbvMALpMems7HZRhZ2Xlh4nNEYoHHjbaFlUPe/G+rHmJHC+Y3vY9+PRnau1/FpJhoAcTYdRrmxnRmgRUsNi4USKnvNrj4Bds/PhwtzaJHRApvfRvNhOpf2iWVV3084/fSvaNr8GT7+yML2baGfy3fvPpHz++t0Pa0H7dr9gqIcuVwqUnaV2ae6jqmqdI9GTXj/hINpm0riY7bCLgcHeU4NkHuDF+cFfnRbaIq1pPvsRM0zo2gKiY/aMaSpZI0uuXxtbaovFWXeYCDmg1Cjg2bVyRzrLjett163FAuYH3rUza13eI8pH0ejttfdmlRfDn+8vP1yLto4GEOuSrct3fjmtG+O6TxtU9tyzppzQttMOvvecKHZqPFzFYfzNarNdbcsNe266mzQXN0jKmuqygwG+KvFX+x8OY/Uy9fTc2NPVL1oVF9SbhJJuUn03NgTpxokVokl15GLoitYfzNwxY9X0GVbF+KccSXSzYzOxDXbjL9t1Y/+DSTrvD74FYYtGsbJ/52MElAY+sNQ4p3xLOiygKE3+7hxmI8Rt3/K8uVX43TGU5CvsGTJELZt60zfvp9UeZ5E3WJMVWh6RRTGQxYF8p4UJOthN66+gWKdDnUr7Jvowt9CI/7AzBHxb1hxnuvHW87iDrVeEBo+ZEPRQgWSPdJDIKXs9/yn08288lJR17AnnnYx5KbKrQAnaj6v2UvuMB8NXrVi0A0M+HPAUael5ircuPhG1AMzq2SN9uDrWMffW6LGqLNBM1TviMq6Qo+GT8/8lLnd59I6rTVXt7yJ/V/tpkV6C0yaCaNmJHaakbGGsaxrtY7j9h5H/NvRJNOvRFq59lzWt1jP192+5ra2j5RytqrhN/mZfO5krvrxKvr81QeAwb8OJj4/Hh4CxQgtW66nSZOt/PjjFWzZ0gOAHTs68cUXLTj7fENZyddI9WlkdCQp+dD4xqKA2d88SNYoDwWD/UVL3B5OhayHPWgOnYQXQwFhg5es7J1e8em2KqOm1IXYD8xY14W+Unxtg+Tc6i1z/2/nmXhiTFHA/NCjbgmY67Dcm7zY3wSr30rPjT1J/efo3g/xr1qIc4ZuSDclb8J0W+OqzGaVqynvT1E16nTQXJ0jKusap9XJ+pbrGTDGwyu8gs1ro//a/py17iysfivmoJnTthaf+cKv+tmSvIVGN7XG3duPr51OE6UDt9Eh7PnVVZ3Pen9G+wu7hlahAvr83QfXUD/73gp9OFssbvr3/4j7Rnfg/ns03O4Y3O5Yhlyjc9pp53PKKd+hqjXstyAROX5ofIcDy+bQTZWvVZDUOQVo8RWrI4WLO+wyYF9mwvqL4ai+QEc9Ou7ASqE1t9+iYY9Cg0NajDOed0EZQ0NWrjDywAg7uh5qlb71Dk9hlwxRN2nxOos7LWbg6oEYNAOJT9igA2VPD3EY0zaV2A9Dfft8Rh/T+k1jmPpgeDJcwz0wZhyKQuFng6gedTpoBrjooou46KKLIp2NWs9tcTOv2zyWdlzKGMvT2N9TMQfNBNUgnr4aM/mEtS3X4rF4eODW6r2zPjQQycHL1799zvVLrseoGbEvM5F8STQJXRPYH7MfgHPODXDVVeNYvPhGdu1qj64r/Pbbhezd24b+/adWa94jTVpBjkCHxCds2JeH+jAH4zTSPnRWOGAGwAzZ93lIuj807WWDF23s+bKgUkFCaWria9bwcTuqM3Rhudd7y1y17M81Bu68xYH/wGpnl1/pZfSYkn2+RflqYl0oy/ddvqf7lu4k5idi/9FEF3sX1hy3psLHJzxjQwmE6s3CkxeSHZ0drqwKUapKrOcmBBTYCtj/mIfHrn+MVwa/wkM3PkTah05+bfcrHkvN+OJb1XYVr1/4OgWW0Mwp5i0GRn85mtZprQv3sdkKGDjwLbp1m1vYurx794nMnPkIu3bK26K+i33HQuz0UIuWbtZJe8+Jv1Xl+uTrOmzuHmBvqyA6YPvNiG1p3WunsH9nwvF96OYi0FAj6+Ejfw6s+sXAjddG4XKFAp+zB/h59gW3TCsXRg+MGVf4F2l+k5+ZPWcWPr585eVY/KWMCi9Fu93tcCwK1bMcRw4LuywMSx6FKEvd+wQX1aLAXsBW+9ZIZ+OItjbdykuXvcSjvz6B+V8D0Z5o7p1zL29c+EbhPoqic+qp3zFi1FncNjSIyxWL0xnPLTcG+eKr0he/EXWf7UcjCeOKZnNIf9mFp3vFBhppGqz908CCb00smG9i185Q144ooCXQfLidlBt8nD/QT/s6MHhJyYeGjxd1y8h8yo0WW3pr/IplRu68xYFEmlPPAAAgAElEQVTHE4qQe5zh57WJzmJTTYrwKy14rs6Ael3LdWxovoEOOzsQ74znvNXnMadH2av1KZrC5SsvL3w8p/scfKba2/+9JtzAiKMjH1f1TLjerDXxQyAjNoPU2QU0utOO/UcTJs3ENcuvweUvvl+P0wNcccXzzJkzkpycxvy71cBdt9k5uaMRgyEQmcxXUk0s/9pIzVZIGmlHOdDXNut+NwWX+Ms5CjxuePcdC599bGFfWslfKgqADcCGfBXesvLOW1ZatgqS0GAQbdqsJj6+YktM1zQNJtgwHrheZz8/zgtLL6uF35kYMdxeuAxyn75+Jk52YrGWuruoyxSY0WsG7We2R/Ep9F/bn5/b/VzmIWdsOoPkrGQAPJ0CrGq7qjpyKkQJEjSLOk2L09n7kRO1Rzat0lvRJLsJmdNKLuNqt+cxcOBEZs16ELc7hl9/NpG9/zrOOutD+em4vtCh4YM2jPtCQaCrt5/se8sfnLZimZEnH7Wxc0fxWVgMBp3TugUwGmHvFgO796kc2jb233YD/22/gNWrLyA6OpPcAhtZGZ1JTt6MxeI+pkupjpso406V2A8PmZP5OXep/bXnfmXiwfvsBIOhJ88938crb7hKnatdHLvacAOdEZtB9h1eGrxuxagZuX7p9Tjmm/A307B5bbgtboxBI4Z0hab7m3LRr0XjkvY/6UZfVENHxIZRbXhd6wMJmkXdfzOa4IteX/DQrIcAiH/FiuMSB05b8SmPYmL2c/75k/j229F4PApbtnQnOjqTbt2+iUSuRTWL+dhM1IJQEBiM10h/xVXmqI+MdIXnxtqYN7domgijUaf3mQHOPd/PWef4adDgwJe7Do0vjSLrdyPfAR81D7Jyl1o4e0R+fiKfTge4DVXVadlKY90GjabJGsnJGl06QUyCgdZtgjgc4bn+yop/1Vo4KCvndm+pczJPfc/Cc2OLum8MvtTHCxNc0iVDkHO3B32qk4T8BNqktYHbQtsnMIGAGsCoGWEyPMZjhccUDPLh6RaERRHKtKj35KNL1Dml3QTsaLSDn9v9zOmbT8eQq3Lhqgv57MzPSuzXqNEOXnndxfDbQ9NhrV49kLi4jOrItogg0z8qCYcEd+kvuwg2Lr01S9fhq5kmnnnKTn5eUdNq124Bnh7v4vjSFvFRIOcRNymXRXMrcMsulbX/c3H3F9+wffvJpKW1RtNCg5w0TWHbvwa2/Xv4/OHRACQ30ziuTZBmzTQaN9Vo0lSjSVOd448PkpBYPS1wpn9UomcdmFkkViP3tuKD/zQNXnjOypTJRf0vrrney9jn3KgyzlYAug0+7/05d3x7R+FCJQcZtZKhic/gY38dnWWlzjdc1SESNIty1ZU39Jzuc+iyrQtWv5VeG3uxov0KUhNTS+w34Hw/Y57wFLaQLVt2DVv/kTlk6ywvNLrbgXpggFruDV5cA0rvy56RrvDoQ3Z+WFS0nHZcnMZDj3q47EpfmQGhp1uQrAfcNJhgQ9EVOj5m55yBG9nXaSl+v5nT+zzLimVGfvnJxI7/VNzu0vsFpe5WSd1d+omObxvkjF4Bepzhp3uPIDFHGJRXmsq8zxu8Yi1c+S/nTi9aTNFzXi88dL+9WAv83SM93Hu/R7o61RLV9Zm/ocUGnr36WVIyUrioy9WYdqvsWbGdKE8UbrObph1asn7HapxWJ2tar+GSlFuqNX9CHE6CZlFCXf1AynPkMf/U+VzyyyWousoVK6/gfxf9r9R9h97s5cvP/2DTpp4EAhZG3GmkT28TJlP5g8LCoa6+JsdEB8s6A8YdKq5z/Oi28g85nJoHSXc7sPx9YAGTtkH2P156f+Jv5pp48lEbOTlFAevgS32MecJNQkLFgtPsEV7MGw1EfWvGkK/wyKrHSJ1bcGDGiQBn9gsAHnQd3KtU8l+1kbHSxFbgL5POhhidTS6F/CME1P9sMfDPFgMfvm/BaNS54mof94ys2tY5818GouaFAuJAokbuTUU3lFlZCiPutPPLT6GbClXVeXq8m6uvrb0zHYjwSotPIy0+jT73XgLA6+NeL3zugTHj+GjcR5HKmhAlSNAsjkptDeKWdFrCoL0XYdphoO2etnTZ1qXU/RQFevX6gvT0lmRlJbNlswGDegV9+35SzTkWh1OcEDXHTOw0M5YNB5ZtbhUk/RUX3tMqPo2babtK45scmA90g9AsOvvecJYIvvNyFZ581MbXc4paThMSNZ593sU551ZydhUV0l9xYdpuwLLRgHmbgUbD7aRPcIEG6GDIVImfZCkMTAv5FdivoAOpcRo7gT25Crt1hf+An1Sd1TpoB/pJBwIKn063MPtLMyedNIjOnRdhNh97AN3g5aIuFzl3e9Dtof8vW2Lk4VF2Mg4sOW616rw+yclZZ9eOGWiEEKI8EjSLeiVgCJD5hJsmN0cBcPXyq8n+p/RWQpPJzznnTOHLLx8iELCwcWMvkpO3cPzxv1dnlo9abb2xORLFCQ1eshL9hQVDfvGWVvN2A8mXRpF7q5esUZ5yW51ty400usuOITcU4AXjNNImu/CdVLw/8m+/GnjgXgd7Uotal88f5GPsc+6iQX6VpDsgbYqTZoOiMGSp2JeZaHla7BH3DyRpGPuqaN/oqE4FBWiWo9Ls8B01hWx0vrncy/dRMGuGGadTwe1WWL36Av76qzennvodXg9HPdWb5Q9D4QITgSYaedf58LjhxfE2PppaNB1GgwSNyVOddO5S++eiFkKIgyRoFvXCqEfH0To5jm2pObi0QOHk+tGeaGzXajTo34CsmKwSxzVokEbv3p+zZMkQAJYtu5aGDXdWd/brPSUfmgyJwvZ78Y8sT6cAKGBda0TRFeImW7EvNpE9woO3SxB/S61wGjQlH2w/G7EvNRHziRnlwBRovrZB9r7vJNCiKGD2++HN/1mZ9KYF7UDf3ZhYjaefczNo8LF30QmkaKS97aTptVGFM1CU2CdRI+cuL/k3eGnVJo4dW3OxLTIRNduE7RcjmgOCiRrBJB3VBbafTMSjcP1MCxdd6eXuH/KY+LaVT6eb8fsVPJ5oVq68gv59NO6+10MwqGIwVGKVQw0SXiiKtrNGevhtnYHHH7Hzz5aiQYt9+vp5YYKLhkn1b1owIUTdJkGzqH8UeP/s9xk5dyTNM5tjTFMZ8fUIXrn4FfIceSV2P+GEX4hLuJqvZprx+60sXDiMp2phA1ptbXlWcxSa3ODA+mfo40qz6hRc4iPvOh/ek4MQhLjJFuInWFG9CuZ/DTS6NzQvWzBWw9sxiOJRsK4xFAbKBznP9rPvdSd6dNG2DesNPPGIjXVriz4eu3YPMOE1J02Tqy4Q9JweJG2yk+gvzCiagm7QwQC6Ct4uQfKu9aLbKRw8p9vAOciPc1ApQbsO8a9ZaDAh1MQe84WFjjsMPPWukxuHebn9ps1s3doVgLS9Ko89bCcm5klOOWUBrVuvKTevhr0KSffZsf1kQge+Twry5Fcmfv0/e/cdHlWxPnD8uz2NFEpCSAg9hN47SjXSLk0UFC+KKJYrKKCC4FVBrj+KiHSU0ElAAUGkdwNIkSKgUkQgEIgxhIRkS7bO7491NwlJMJSQwnyeJ8+T3T1nd87kZPY9c2beOeTl3kanE4z+wMS/X7DICX+SdB+Ka1v9KJBBs/RIytBlMLvHbEauH0n51PIEpgUy/PvhTO89PdftP55oZM/Om6SmlufGjTA2bjDkup2UP5rzSsp+7InCpMDhK9w/tvIOTK1smBvaQe1coa/CQG90p51NlT3AwfWVBix1sly1qJwZHAydrQSO9HIH1wCqW0q89ufMNCHUgtTXzdwclQF/d5Kmpij4fKqzZ9aVP1mtFrw1KoOhr5tR3Z4B7gEwPmHD+MQDGPOrgJS3zViqOQgc4YXSrMDzsJrAd7xwLDTwxBOLadRoB0eO9CAurj4AaWnl2Lv3eWJjB3DhoiCyi5WOna2ULSeyZQFRbdBgGu3JAb2Si8ASBIf+UsFfmRVSq7adaTMNhNe8i55rSZKkYkYGzdIjS++pZ+a/ZjJ+z0Q08UoqpFTgP5v+g/0D4LY5WN7e8Nhjq/j++7cB+OIzD7p2UaFSFcMu50KmSlBQYaCPe/nl3Dh8BKZWNjRxSrR/3/q3lXWQsFKPJSL3wMxaw8G19Xo896vxOKFCd1LtzK7x98Q0SzU7psdsGNtayWhlc6dJs9ng2zVapv6fByk3M8tUrYadqZ8bqd+w+PyNDf+ycj1UT/CL3qhuKvHersFrt7OZL1s2nm7d5tOp62SmT/XgwD5XXmg1sXshdm9mGj2VSqDRgNYOadbbu40zH1etZue1/2Twr95WNBokSZJKNBk0S4+0VJ9Ursfo8e8i8DP6UfmvyiR+b0D/VM5b4KGh5wkJOcu1axFcvaLi7NnW1KmzrxBKXXwp9BD84p0DZgClXoH3jswozBbo4PoqPdYa/9CTqQJTOxumdjbA7MxGkagABdiDsg+tuH5NwdcxOlav0vLXX5nl8fISDB+RwaCXzGhvu3gqDsyN7Nz42ETQcOcQlbIfeqKOVGNTO3u0GzayszTGwPFjKjZ/r2XbFg0J17P/Pex2BXY75JVro2aEnTeGZ9Clm7VAeuAlSZKKIhk0S488WxUHizovZsSGEQCUWqvNNWgGaNHiO779NgKAo0e7UrPmIdTqwsndXOxYofzrmTmRrWF2rq3RI3SgvKVAdUuB9qwKz31qvParUf3d62sLdnD9az3WKvdw619BtpX9bqUqiN2rZsN6LXt3q93DMFy6/8vCmP+aCA4u3pPY9L2t+Ebb8DysRhOn4iO/yaS+lX2BnsZN7DRuYmLcRyZ+OaVi2xYNJ39WkZGhQFxWYktWYgFKKwTlG9gJbGUjtKKD6jXsNG1ulyv7PWLkOFtJkkGzJAHwe4XfSfJNolxaOTz3q1El5D6TKSgojipVfubSpYYYjf6cPt2ORo12PuTSFkMCyn3gidfezKWXE5YasP8dnDpKC2yAuaGd9AEWcID2jArtOSXGdjYc+Vw8JMfHCrj4h5LdOzXs3qnh+FEV9tsmA6pUgo6drbw4xEyLVsVnKMYdKeDGJ0ZCu5ZCYVcQMNsD/VMWbKE561GhgHoN7NRr4Dx2vygdZf9eDVOoBQnLDZjaylzLkiRJMmiWJAAFHAk/Qvej3VEIBaW+y/u+fPPm33P5cgOEUHDiRCS1a+9Hp3uwq66VNP5f6vCNcebxFVrBn1EGrNXv0HOsBEsde/YJf/lks8Hxoyp27dCwa4eGy5dyHz8QXMFB/2fNPD3AQlD54t2znBtLLQe3XjTjv9ADZYaCMuM9SVxgvOM+3ls0lJmQmVYuabJJBsySJEl/k0GzJP3NFTQD+KzVQofctytdOoFefa2sX6vFbPbh5MnONG++8SGWtHhRX1VSekpmIPbXZ0YyWj74Ht34q0qWL9Hy7WotKSm5jx2oUtVOh05WOnS20byFrcSPx00ZmYHPBi3qJCU+W7Wk7bVgap97EOxxWEXgMC8Ufw9Zufl2BunPyOWvJUkq/oxGI/PmzWP79u38+eefBAcH07t3b4YMGYLmLmYxy6BZkv6W5JfExaCLVE2siu6sipB6IVwrey3Xbd8amcGGdUocDjUnT3akbt29D7ewxUjAdB2KvzMwpA7NQN/nwY0BFwIOH1KzdKGWXTs07oVIXFQqQdPmNjp2ttGxs5UqVR+tlGgOX0geZyLobeekwKA3vEl/xkLa82Z3T7/HTyr853q4V/oDSH/KQspIefdEkqSSYeTIkZw8eZLx48cTERHBwYMHmTBhAiaTiREjRuT7fWTQLD2S8prUcjj8MFUTqwLQ4nwLvi37ba7bVQxzUKvWAX79tR02mwfHjnUr8LIVR5rflZRa6xzqYvdzkDLc/A975F/cZSXvjfTi2E/ZmzGtTtDpCSudI620a2/DP6DkDb24G/q+VnxjbHgeUaNKV+C/UIf/Qh3GNlYUFgWet9WfsY2Vv6YYs2aWk6QcSlI7JZVsf/zxB3v27GHSpElERkYCEBYWxpEjR4iJibmroFnOf5akLI5VP4bQOIOsZr83Q+nI+1+kadMtqNXO3rhff32MPy7If6fblZ7mgeLv3t/U1804/O4/gBUC1n6jpWeXUtkC5qAgByPfNbHvcBqz5hnp1cf6yAfMACjgzygDac+Ycegy68PrgCZbwGyt4ODGeCMJSw058pRLkiQVV1WqVGH//v1079492/NBQUGYTCYcjvzfgZTf8pKUhdHDiKGTc/iAn9GPmvE189zWyyuNRo12ACCEikn/83woZSwutKdU+GxyRl+2cg5uDb7/XubUFAXDXvdi9CgvDAZnMF4xzM70WQb2HkzjjeFmytxjpo2SzBEgSJpmIu6nNG7814SlSuaYcku4ncTpBq7sT+PWSxbQFWJBJUmSHjClUkm5cuXQZkm8b7PZiI2NpX79+ijvIn+mHJ4hSWS/1ajfYsVnq/Ofq8X5FpwJO5Pnfg0a7OS339piMASwZ6cGH89wQkPPF3h5i4MyUzMn/6UMz0B43d/7HftJxfA3vEnMsjBKv2fMfDDehI/P/b33o8IRILg11Mytl814HFGhsCkwtbbJ7hNJkools9lMfHx8nq9rNBrCwsJyPD9t2jQuXrzIsmXL7urzZNAsSbcxdLRi93egSlXS8FJDdJa8u940GistWmxg9+4XADh48CmeemoSSuWj3dvpcVjlzslsDXWQ9uy9Z2EQApYv0fLpBE9sNmfvsp+fg4mTTXTtLheWuSdKCiSDiSRJ0sN0/vx5+vXrl+frISEh7N692/1YCMHkyZNZsmQJ48ePp2nTpnf1eTJolqTb6UD/Lyt+y3VobVoaXmx4x83Dw49w6lQHbtwI48aNipw/34KIiEMPqbBFkIDSkzOHqqSMyLjnW/5GI3wwxosN6zJvqzVvaWPaTEOxX7VPkiRJuj/16tXj3Llz+drWarUyZswYtm3bxpQpU+jZs+ddf568KSdJuUh/KrNntN2v7eAO8ZlCIWjdeq378eHDPbFaH92ZVJ6xavcEM0t1O+l9762X+fIlJU/3KpUtYH7ltQyWrdTLgFmSJEnKNyEEo0ePZs+ePSxYsOCeAmaQPc2SlCtzYztXy16l4o2KVP6rMtf36++4fUjI73R6wsquHRqMRn9+/rnzQypp0RMwI3Ms881RGffUymxYp+G/72dO9vP2FkyaZpTDMSTpESNT20kPwpw5c9i1axeLFi2iSZMm9/w+sqdZknKjgG2NtrkfBsz+5/EFo8eZUCqd40RPnuxESsqjl+jW45Aqs5e5hh1Dt7sLco1GGPOOJyOHe7sD5mrV7az9Pl0GzJIkSdJdS0hIYP78+Tz//POEhYWRlJSU7cdiyf/dUNnTLEl5OFH1BIl+iQTdCsLzRw2VgypzufzlPLevWs1BRMSP/PbbY1itniyYr6CEr9Kcg//MLBkz3sy4q8vys2eUvPWGN39cyKy1Pv0sfPSJUWbHkKQiTvYIS0XVoUOHsFqtREVFERUVleP1ZcuW0aJFi3y9V4nuaTYajYwePZqaNWuycuXKwi6OVMwIpWB7o+3ux0+eePIf92nSZAsqlbNHdPliHUZjqQIrX5HzE3jF/p0xI8yOvmf+e4YPHlDzdK9S7oDZy0swdbqBqdNlwCxJkiTduz59+nDu3Lk8f/IbMEMJDprPnTvHU089xenTpwu7KFIxdiT8CCneKQA0uNyA4OTgO27v45NK7dr7ATCZFJw4EVngZSwy/pf5a8p/zPm+j7XvBzUvv+CNyeQcjlGrjo3vtqTTp58cjiFJkiQVHSU2aJ4zZw5t27Zl7ty5hV0UqRizq+zsbLjT/Tg/vc2NG29DrXaOkfr118fR6/0LrHxFheaMEr5z/m4LdmTLPnInP+xR8+oQb8xmZ8DcOdLKmvV6qlTN/7KmkiRJkvQwlNigedSoUYwbNw61Wg7blu7PgVoHsAc4g7imF5pSJq3MHbf38kqjbt0fALDbNRw/3qXAy1jYAmZnjmVOfS1/eZn37FLz2sveWP4OmJ/samHmPAM6j3/YUZIkSZIKQYmNKCtVqnRP+ykUzp/C4Prcwvr8kux+6taisXDrZTOlp3qiFEqeOPFEru+T9bmGDbfz+++dMRgUnDnTmoYNt//jPvdavsKmuajEe4NzLLO9jIP05yz/eBz7flDzxiveWK3ODbv1sPD5LCMaTUGXtviR7ULBkvVbcN794FOqVPDn0vVUxG2p1fPT9sm/yZ09CuduUTu2Yhc03+s64/lVOdiPwMDCvZ1epULJv51fWO61bku/70nGFxl4WD1oda4VmoCc0V3VkMz39vQ0MGKEgokTweFQc+xYt2yv57ZPbo+LhY9wL/6ieldJlep3Pobff4e3/wPWv4csDxgAy5drUasf3QVh8kO2CwVL1m/Bya1u89P2Fcv2sBCU5HPXR3Nvi2MVlGIXNN/tOuN363LCLfSFtJqbQkGeV+XS/bnfur1oTCWh2q+0OdsGjV3D9Y05Fzu5eC012+O+A24xZYoGi8WLc+dasGlHGrVqO+64z+2PizrlTQVhK3xRogA/uNw7Fce1vLfX66Ffz1KkpjqzZHR+0sr4SQauJD6kAhdDsl0oWLJ+C86d6javtu+dcZ/muY2U3aNw7t64cauwi5BNsQua72ad8XshBIV+8hWFMpRU91q3QsDvFX6nzdk2AHgczpmB+fb39fUTNGq0g8OHeyGEinHvefHNev0d9yluf/dS0VqUf49JZgg4fPI+BiHgvRFe/H7eWXfVw+189oUBlar4HXdhkO1CwZL1W3Byq9vi3vYVJSX53C1qx1ViJwJK0oN2ocIF9+8eh/N3vdmgwS4CAhIAOPmzmuhlJWgIgg18lztn/AmFgP/cefN5s3Rs2+I8/lK+gvlRBpmDWZIkSSo2il1PsyQ9LLevcHWz1E2SfZIpoy+DxzE1qjoq7Cr7Hd9DpbLRrl0M69ePAmDaZE/69g3AxyelwMr9sHhv16C57rzuNna24V1VA3kMzdizS830z5xpMRQKwfRZBipXkWnlJEmSpOKjxPY0u9YUv3nzJgB6vd79nN1+50BHkvLyR/AfACgzFIQl5W/CaXDwH9SuvQ8Ag0FBbGz/InfL6V74Lc7MK5c22JzndpcvKRk53BshnMM4RrybQfuOtgIvnyRJkiQ9SCW2p7lt27bZHn/22Wd89tlnAOzatYvQ0NDCKJZUzP1e4Xea/94cgOoJ1blU/lK+9mvZcj1JN9qQ9JeSuLj6XLzYkGrVfgZy9mgXB9ozSjwPOZsPS3U7psdyD4KNRnjjFW/S0/7OxdzNwutv5h1gS5IkSVJRVWKD5oKcLCg9ui4EZ45rrp5QnR2NduRrP53OxIcTTAx7zRuA/fv7ExpafM/RrL3Mt140Qy65NIWAse96cf6cc+JftRp2Jk8zFrm8m5IkPRzFsYNAkrIqscMzJKkgJPonku6RDkC1hGooHPmPALt0s9KxszM5sdHox+7dgyiOI4WUKQp81jkn9NlLCdL75Z5Hc8lCHRs3OLfz9hHM/UpO/JMkSZKKLxk0S9LdUGT2NntZvAi5GZL/XRXw8f+MaLVGAC5fbsCUT4vfmtG+X2tRZjgvFtKfsSC8c25z+KCKSRMzj23q50aqVZcT/yRJkqTiSwbNknSXsqaeq55Q/a72rVBBEBkZhULh7GJe+JUHq2KKTxo6hQl8l2aZAPhCzvHJ168pGP6GN3a7M7B+9T8ZRHa1PrQySpIkSVJBKLFjmiWpoPwe/Lv79+rXq7O33t672r9ixbM89tg3xMY+C8DH4zypVMlBqzZFP6NEmQmeaOKd19qGDlast6WNS0lRMPh5H5JvOLdp85iVke9mPPRySpJU9MkxzlJxI4NmScondwNvB/s2gSpd4expFuQ6Ee5O6tTZR0pKEKdPd8RmU/CfV71Y852eqtWK7hAGn+80+K1w9jI7PATJ40zZXjca4ZUXvfnjgnPiX6XKdqbPNqLKuXiiJEmSJBU7cniGJN0tFWQ0dfYK+5p8CbwVeE9v07r1Wjp0cg5bSLul5OlePmxYpymSOZw1l5SUG+3lfnxjoglrzcwA32aDAQPgxDHndXjZcg4WrzBQunQRPBhJkiRJugcyaJake5DRInMoRfXrdzeu2UWpFEyfbaBmhHN8861bzkVA/jPUi+QbRScvmyIDgl73Qmn4e/LfUxbSn8nMmCEE/Pd9T77/3vnY20ewcJmBsEpFt9dckiRJku6WDJol6R6YsgTNNRJq3PP7+PhA9Dd6evTMDEK3b9XSpVMpvl2twVwEhgOXmeCJ7tfMhUyS/md0D0dxOOB/4z34ZqVz2IZGI5gfZaBO3WKYS0+SJEmS7kAGzZJ0D8z17VhUzkD3bjNo3M4/QPDFHCOz5hsIKO3snU25qeS9kd60aOzH6JGeHNinfvg5ne0QMNUDv+V/j2PWCRLnGtwp5jJMMOx1L5YszEwt99kMY7GY0ChJkiRJd0tOBJSke6GFy0GXCb8eTpn0MgSkB9z3W3btbqV5CxsfjvNk22ZnGjp9uoK1q3WsXa3D399BhVAH5coJypVzULacIKKWnabNbZQPfrBjh1VJCgKHe+G1X+N+7sYnJiy1nEF9crKCV1/y5ufjziZEpRJ8+aWCDl2sRXJMtiRJkiTdLxk0S9I9+j34d8KvhwPQ8lzLB/KeZcoKZs83cuhHC+vXati6RYtB7xwLkZqqJDU195tDoRXtNG1up3UbK126W/HyynWzfPE4rCLoDW/Ufzk/S6gEyWMySB/g7Fm/dFHJkEHeXIlzpsXw9hbMmm9g8PM+XLx2758rSZIkSUWZHJ4hSffoZNWTOHD2vHY/2h2Pgw8mt5pCAa3a2Jj8uYnDx28x+0sDT3a1EBTkQKXKvRs3/qqK9Wu1vDfSm9ZN/fhonCdnz9z9v3epVVoq9PdxB8y2QAfXV+m59ZqZxEQFn3zkSffIUvA5QL8AACAASURBVO6AOSjIwcq1etp1kEMyJEmSpKIvNTWVNm3a0LFjx7veVwbNknSP4svGs6XpFgCUQknQm96UMpZ6oJ/h4QldulmZ85WRA0fTOHPxFr9+ZOSkQrARGAc8Vkqg02UG0/p0BdHLdPSI9KVfLx++X6/Bmo8F+TTnlZQb54ni75X8TK2txG9N50oVB5985EmHtr4sXaTDYna+XjPCzuoN6dSuIyf9SZIkScXDp59+Smpq6j3tK4NmSboPm5ts5mzIWQDUfykZvHMwCkfBpYsLWKKl9ngv6gsF3YGJQGy6gpsBgtWTjTw9wIynZ2YA/fNxNSOGedOhjS8L5utIu5VH2ewQ+I4XCosCARzpbmF8Oxv93/DmsRbZg2VPT8Err2Ww6tt0KlSQA5glSZKk4iE2NpZt27bRs2fPe9pfjmmWpPsglILFnRfz/ur38Tf6E3Etgm7HurGp2aY897mnpWMF+M/SUWaqp/up9H4WPPepUScq8fpTSd8PPXlsqpGx/zXx3TotK1foOHfWOYzizwQlk//nyazpHjzewUr1Gg5q1LBTrYYdDw+In6Hjygk1p4EjakHcJi3cdgienoLnXzDz8qtmypSVwbIkSZJUfOj1ej766COGDRuGyWT65x1yIYNmSbpP6V7pLHpiESO+H4HCoaDr0a5cCL7w4D5AQOlJHgTMzUztdvPtDFJGZqD6S0H5V73xOKZGaVYQNNwb5f+MPP+ChYGDLBw+pGbRVzp273RmwTAaFWzdpL3z59my90ZXqmynS3crL70sg2VJkiSpeJo2bRoBAQEMHjyYuXPn3tN7yKBZkh6ACxUucPO9DMpM8kSJkn4H+pHxIOJLO5Qd54lftM791I1xJm69Zna+HCS49rWech944rvKuU3ZDzxx+Ar0va20bGWjZSsbly4qWRylY/1aLUbjnYePaHWCZs1ttOtgo0MnK1WqypX9JEmSpKLHbDYTHx+f5+sajYawsDCOHj3K6tWr+eabb1Cp7n3SvgyaJekBSX3dTPqiRCr/VZmQmyHE/5x+f29ogaC3vPDZ6OwZFgrBjf+ZSPu3Jft2OkiaYsJeWhAw1wOFUBA4wguHrwFjR2dWiypVHUz41MR/x5u4Eqfkj99VXLig5OpWDY5TamoDtcraKbPMQKVaDtSyZZAkSZKKuPPnz9OvX788Xw8JCWHLli2MGzeOF198kdq1a9/X58mvRkl6UJSwv/Z+Kv9VGYBSX2vB997eSmGE8kO98frBOaxCqAV/fWFE3yuPNBgKuDkmA1WqAt8YHQqbgqCh3iRE68lokZndQqOBatUdVKvuoOdhFcEzPdyzga/NNZFRT/YqS5IkScVDvXr1OHfu3B23+eyzz1Cr1QwbNuy+P09mz5CkB+hYtWNkqDMAKPWdFq31H8YP50KRDsEDfdwBs8ND8OdCQ94Bs3tHSPrUhL6HsydaaVZQfrAPHj/lvBXl8aOa4H/7oMxwDtW4NchMRiuZa1mSJEkqWTZv3szFixdp1KgRtWvXpnbt2syZM4dr165Ru3ZtZs+ene/3kj3NkvQAmbVmjlc/TuuzrVHqFTT6oxGHIw7n/w0EBL7nhedR57+m3Vfw52I9Gc3zmQtZBYkzjCj1Crz2alClK6jwlA9pAy3cfC8DR4DAM1ZN+SHe7oDZ2N5K8gf3NpNYkiRJkoqyhQsXYr1tsYKYmBh27drFwoULKVOmTL7fSwbNkvSA/VjrR1qfbQ1A67Ot7ypoLrVS6x7DbPdzcP1rA5a7XTxEC39+aSB4kA+eh9UohAK/FTp8NmtIe86C3wIdyr9zLhs6W/lzvgF0//CekiRJklQMValSJcdzZcqUQaPREB4eflfvJYNmSXqARo39FARYTtvRXlBRI6EGgamB/OX/1z/uqzmvpOxHmXmYk6aa7j5g/pvwguur9Pgt1lF6mgdKgwLVTSUBszPT1um7WEicY4S7H0EiSZIkSY8cOaZZkh40BaT1z8xw0epsq3/exQRBb2QOmbj1bzOGrvlY+/pO1HDrFTNX9qSR/q/sGTf0PSwkzpUBsyRJkvToGTZsGLt3777r/WTQLEkFQN/PglA7EzW3PNcSpePO/2plJnqiO+ecsGeuaSf5vw9ujLE9WPDXXCPXo/UYOllJGZZB4iwjaB7YR0iSJElSiSeHZ0hSAbCXFRg6W/HZqsXP6EeduDq5bqcwgW+0Dr9lzkHFDg9B4hwDwjPXze+L6XEbpsdlhgxJkiRJuhcyaJakApI+wILPVuf4h46nOuLxkwpbBQe2QIH2ghLfGB0+32pRpWWu0HfjYxPWmjJXsiRJkiQVNTJolqR7NGrsp3d83djORqp3Kv4Gf2perwl9nc8LhUAhci5lnTbATPpzlhzPS5IkSZJU+OSYZkkqKGqwD8uZyy1rwOzwEKQ9bSZ+fTpJU0yQM5aWJEmSJKkIKLE9zUajkXnz5rF9+3b+/PNPgoOD6d27N0OGDEGjkTOgpIcj9TUzllp2tOdVqK4rUScoUF9XInSg72lB38eKw08UdjElSZIkSfoHJTZoHjlyJCdPnmT8+PFERERw8OBBJkyYgMlkYsSIEYVdPOlRoQJjRxvGjnICniRJkiQVZyVyeMYff/zBnj17eO+994iMjCQsLIz+/fvTpUsXYmJiCrt4kiRJkiRJUjFTInuaq1Spwv79+/Hz88v2fFBQECaTCYfDgVJZIq8XJEmSJEmSpAJQIoNmpVJJuXLlsj1ns9mIjY2lfv36OQJmhyMzxdfNm8kPpYy5USjAR2Phxo1bCDnM9YGSdVuwZP0WHFm3BUvWb8GRdVuwHoX6zRqTZY3VCkuxC5rNZjPx8fF5vq7RaAgLC8vx/LRp07h48SLLli3L8VpycuYfpVunf17yWJIkSZIkSXp4kpOTKV++fKGWodgFzefPn6dfv355vh4SEpJtPXEhBJMnT2bJkiWMHz+epk2bPoxiSpIkSZIkSSWIQoiS2qkPVquVMWPGsG3bNj799FN69uyZ63Y2m41z584BUKZMGTneWZIkSZIkqZA5HA73aICaNWuiVhduX2+JDZqFEIwaNYq9e/cyZ84cWrWSwy4kSZIkSZKke1Pshmfk15w5c9i1axeLFi2iSZMmhV0cSZIkSZIkqRgrkUFzQkIC8+fP54UXXiAsLIykpKRsr/v5+aHVagupdJIkSZIkSVJxUyKHZ6xbt44xY8bk+fqyZcto0aLFQyyRJEnSw2O1WtFoNIVdDEm6J0IIFApFYRdDknIokUFzSSYbE6mkkYsNPVgnT55kypQpTJ8+ncDAwMIuTolht9tRqVSFXYxHgut7TrYNUlFTIodnlESuBls2JAVPr9ej0+lkT10BuHDhAj///DMJCQk0btyYWrVqUbp0aXlOPyCHDx9m6NChWCwWTp06RefOneWF9gOg1+sZPXo0I0aMoHr16oVdnBLJZDIRHR1NfHw8Pj4+PPvss4SEhMi24QFwOBw4HI5CzzxREsgzsRgwGo0MHTqU1atXA84VD4vCyjgl0enTp3n++efZv38/Vqu1sItTohw9epRnn32WtWvXsnLlSsaOHcugQYM4e/as/FJ8AI4cOcJLL73EqFGjiIyMZMeOHQAyYL5Per2erl27otPpZMBcQPR6PU899RQ//PADx44dY82aNfTt25crV67ItuE+GY1Ghg8fzg8//CC/0x4AeTYWA6tWreLAgQMsWrSI7777DpCB84PmGqW0Zs0azp49y+TJkzl06BB2u72QS1YyXLt2jffff5+hQ4eydOlSfvzxR0aPHo2vry8DBw7kwIEDQObfQbo7R44cYfDgwQwfPpxBgwbRunVrrl27htVqlXV6H/R6PT169KBx48Z8/vnnhV2cEslqtfLOO+8QHh7OV199xfr16/n000/x9vZm2rRpMtC7T8uWLWPnzp1MmzaNw4cPy++0+ySD5mLg6tWrVKpUCU9PT2bOnCkD5wLg6o2Li4ujV69eBAYGMnbsWA4ePIjNZivk0hV/169fx2az8fjjj7sz1zz55JO88847BAQE8O6773L8+HH38CMp/44ePcqgQYMYOXIkr776KgA1atTg+PHjnDp1SvY03yO9Xk/v3r1p3LgxM2bMAJBtQQH4888/iY+P56mnnsLT0xOVSkXHjh1p1aoVZ8+ele3BfUpMTKR58+b4+/szZswY+Z12n2TQXIQJIbBarVy/fp3XXnuNCRMm4Ovry6xZs2TgXAAsFgsOh4NOnTrxySefuAPnQ4cOyUbmPl2/fp2kpCR3r5HVakWlUtG4cWPq1KlDeno6Q4cOJS4uDqVSKXtH88lkMrFy5UrGjBnDkCFDAOf4xbp169K0aVP27t0LIHuX7pLVaqVHjx4oFAo++eQTwNk+qNVqhBDs37+ftWvXsmPHDvR6fSGXtnhLT0/n0qVLmM1mAHcb0aJFCwwGA6mpqYVZvGIvOTmZjh07MnXqVIKCguR32n2SQXMRplAo0Gg01K9fH51OR926dXnvvfdk4FwAXJMkgoKCKF++PJUqVWLSpEm5NjJZAzpZ7/nTsmVLvL29WbRoEQAajcZdjxUqVOCjjz6iefPmfP7555hMJtk7mk+enp6MHTuWF1980f2cUqlEq9VSu3ZtNm/ejMPhQKVSyQuRu6DRaGjfvj2JiYmsX7+emzdvotVqsdvtDB48mIkTJzJx4kSGDx/OO++8wx9//FHYRS62wsLC8Pf3x2KxALgnYDscDgwGQ2EWrVhzOBwIIfDw8KBcuXKEhIQwadIkypcvf8fAWbYTd6b6+OOPPy7sQkiZHA4Hdrsdq9XqnulapUoVIiIiUKvVVKxYkbCwMI4dO8a+ffvw8/MjIiIi2/ACf3//wjyEYkOv12OxWBBCoNFoUCgUdOrUicDAQJRKJWXKlKFRo0YcPnyYDRs2EB4eToUKFdxpp5KSkvDx8SnkoyiaUlNTSUpKIiMjA4VCQUBAAEIIli1bRlxcHDVr1kStVrNz507mzp3Lyy+/jJ+fH3v37qVPnz7odLrCPoQizWQyuYOMUqVKZXvNlS0jLCyMdevWkZKSQqtWreSFyF1q3749SUlJzJ8/n+DgYCpVqsTo0aNxOByMGzeOZ599loYNG7J8+XKsVivt27cv7CIXC3a7nbS0NMxmM0qlEk9PT3r27EnDhg2BzPP3zJkz/PTTTwwcOBAvLy/3/mfPnsXb21tmN8qFw+HAarVis9nc32kdOnSgatWqqFQqSpcufcfvtFu3buHh4VHIR1G0yaC5CNHr9Xz00UcsWrSIzZs3c/78eRo0aEBAQABqtRq73Y5SqcwWOMfGxuLv709ERAQzZsxg3bp1tG/fXq54+A9OnDjB2LFjiYmJ4csvvyQpKQlvb28qVKjg7rlXKBQ5Auc6deoQHBzMwIED2bx5M/369SvsQylyTpw4wbvvvktMTAzz588nISGB8PBwWrRoga+vL99++y3R0dF8++23rF+/nnHjxtGhQwfKly/PnDlzaNGiBSEhIYV9GEXWqVOn+OSTT1i4cCGrVq3Cy8uLkJAQ94WGKzjWarX8/vvvnDhxgmbNmlG6dOnCLHaRZ7FY+O2337h06RJWq5WAgADatWtHcnIy8+fPJy0tzR0wV69enTJlyhAREYHRaGTdunV069aNUqVKyYuTO9Dr9bz33nssX76cuXPn8tdffxEcHExYWJh7G1eKuUOHDnH+/HmGDBnizqAxdepUpkyZQv/+/WVwdxuDwcCHH37I0qVLiYqKwmq1EhgYiL+/vzsozu07rWbNmlSqVInJkyczceJEnnvuOZRKpTyP8yCD5iLCYDDQp08fvLy8aNq0KRqNhvXr17N7927KlStHaGgoGo0mW+BcsWJFjh8/zqFDh4iNjeXbb79l6tSpVKxYsbAPp0g7deoUL7zwAp06daJ79+4EBASwbds2tm/fTlBQENWrV3dPSHM1Mg0aNODYsWNs2LCB9evXYzabWbVqlVzs4Da//PILQ4cOpVu3bjz99NMEBQWxevVqLBYLnTt3platWvzrX/+idOnStGzZktdee41OnToBznHPx48fp2/fvvj5+RXykRRNP//8M6+88grNmzcnIiICs9lMdHQ0derUoVq1au5z1nX3pEaNGsyfPx+bzUa7du0AuUBSbvR6PS+99BKbNm1i8eLF7N+/n4yMDJo0aUK7du1IS0sjOjqa6tWr06NHj2z5bn/55RcuXbrE4MGDZe/nHRiNRvr370+pUqWIjIwkICCANWvWkJGRQbNmzdwXfa4A+fjx45w8eZLnnnsOlUrFzJkzWb58OVFRUVSqVKkwD6XIMRgMPPPMM+h0OurVq4dKpWLFihX4+/vTqFEjIHvqyTJlytCwYUMOHz7Mli1bOH78OJs3b2bevHmEhITI9uFOhFToHA6H+L//+z/x8ssvC4vFIoQQwmaziVOnTokuXbqItm3binXr1gmz2ex+zeXEiROiXr16olmzZuLMmTOFUv7ixGKxiGHDhokPPvgg2/O7du0S//73v0VERITYsGGD+3m73e7+/fz586JmzZqif//+7r+T1Wp9OAUvBiwWi3j77bdz1O2kSZNE48aNRXJyco597Ha7uHDhgrhw4YJ44403xPPPP5+tzqVM6enp4vnnnxdTpkxxP5eRkSEGDRokevbs6W4fXFz1uHjxYlGrVi0xc+bMh1re4sJkMok+ffqIkSNHipMnT4off/xRDBgwQERGRooff/zRvd3y5cvFtWvX3I8dDocQQoj//ve/4tVXXxUGg+Ghl704mTx5snjhhReyPff555+LBg0aiLi4uBzbR0dHizZt2gibzSZmzZol6tWrJ06fPv2QSlt8OBwO8dFHH4mXXnop2/Pvv/++aNmypbhx40ae+169elU0bNhQNGvWTPz2228FXdQSQU4ELAIUCgWXL1/Gz8/P3VOhUqmoV68eMTExBAQE8NlnnxEbG5tjUs+RI0dQqVRER0cTERFRmIdRLAghiI+PJygoCMA9LrRjx46MHDmStm3b8v7777sXhsiaWH/atGlUq1aNFStWoNFosNlscoWlLIQQxMXFERwcDGTOgu/evTsGgyHHZCmLxcLatWvp378/r7zyCjdu3GDRokVyYmseDAYDCQkJNGjQAHDWt06no0OHDiQkJOTIMuA6d5988knat2/Pvn375CSfXGzduhWADz/8kPr169OqVSs++OADrl+/zrlz59zbPf/881SoUIGEhASSk5P59ddfmT59Ohs3bmTEiBHZxt1KOcXHx7uHXbna3QEDBmC32zl+/Lh7O9c5GhgYiFar5d133+Wrr74iJiaGunXrPvyCF3F2u52rV6+668bV7vbr14/09HTOnDmT577r1q1DCEF0dDS1atV6KOUt7uQ3fiETQmC32/Hy8iIlJQW9Xu+eXOZwOAgICGDZsmU899xzzJo1i8aNG1O6dGkUCgVff/01s2fPJjo6mho1ahTykRQPWq0WX19fDh06xJtvvolWq3UHvw0bNuSNN97AZDIxY8YMKlas6L4Q+fjjjzlx4gT79+9HrVbLgDkXWq0Wk8nk/gJ01U9oaCgKhQKj0Zhj+65duyKEoFKlSjRt2hSVSiXrNg8qlYrk5GTOnz9PZGSk+wK6cePGGI1G0tPTKVeuXI5bq8HBwYwdO5YKFSq4h27I26+ZEhISMBgM7iFBNpuNOnXqEBERkS1oBsjIyOCbb75hwYIFBAcH4+XlRUxMDDVr1iyMohcrqampXLp0CcjMkFGuXDl0Op073RxkDiNo2rQpSUlJbN26lbVr18qgLg8qlYobN27wyy+/AJntbrVq1XJtd11WrFjBnDlzWLt2rYwf7oLsaS5kCoUCtVpNu3btOHDgAHv27AEyJ0M4HA78/f2ZNm0a169fZ/78+e59y5Qpw/r166lXr15hFb9YcfVgPPHEE1y+fNmd/swVBAM0atSIgQMHcuPGDY4cOeLed8iQIRw4cED2MOdBCIEQgueee45XXnkFcJ7bdrud9PR0VCqVO6uL6+9gt9vx8fHhmWeeoUWLFqhUKux2u6zbPHh5efHYY4/RsmVLAPd4+rS0NBQKxR0noYWGhmab4Cpl8vX1JS4ujsTERCAz6PD09CQ9PT3bth4eHgwaNIgJEyYwdepUoqKi5B2+f5C13R0wYADgbBtsNhsmkwnImQEGwN/fnw8//JDNmzfLgPkOhBC0bNnSPTfENR/HZDIhhMgzw1Pr1q3ZuHEjderUeZjFLfbkt1MR0aNHD/bu3csHH3xAcHAwTZs2dQfOQgjCw8Pp1asXp06dcvdGd+7cubCLXay4goVu3bqxadMmoqOjCQwMdE/scQXDXbt2Zdu2bXz33XcMGjQIIYR7cqUM6nLnqtuBAwdmG9KiUqmwWCzY7XZ3RhfXtu+++y7PPvsszZo1y7a9lJMQAi8vL6ZNm5ZjspnFYslW5y5ffvklTzzxBFWrVnU/l9t2j7rmzZszc+ZM95AtVzsghCAgIADIPnkyICCAvn37Flp5ixtXvT377LPZ2k61Wu2+sL79vPzqq69o0KABTz/99EMta3GkVCoZNWpUtoxZWevz9ovkVatWUaNGDZo0afLQyliSyBa0iFCpVAwePJhatWrxyiuvcOzYMXfArFAoUKlUhISEoNfrZWBxH1xDXqZNm4bdbueLL75gw4YNgLMRd90mrFixovtLNGujI+v+zvIKylw5Q12GDh3KqVOn3LlZpTtz1V3WgNnVg2ez2ShVqlS2L82XXnqJzZs3yywD+VCjRg0iIyPdj111bTAY8PT0zPbcp59+ygcffPDwC1kC5NbZYLPZ3LmaXWbOnMn06dNlBp27kFuKWYvFglarzTbW/osvvmDSpElyLYf7IIPmhygjI4OEhIQ8X69fvz5vv/024eHhDBkyhM2bN7tvX4EzJVelSpXk7dX7oFQqsdvtBAcHEx0djcPh4IsvvmDu3LkA7rRHp0+fJjAwsDCLWmJYrVbsdjve3t4AvPLKK8TFxbFlyxZ3GkXp7rnaAZvNhtVqdQceQ4cO5fr166xZswaVSiUnVd6lrBfGWS8CZ82axapVq2Ru9gcoIyMDs9nszrk8Y8YMoqKiWL16tRz2cp8yMjIwmUzuC+2ZM2eyaNEiVqxYQbVq1Qq5dMWXvM/8kDgcDt566y1Onz7NypUrc/QAuXqUW7ZsydixY1m4cCEjR46kc+fOlCtXDrvdzsaNG4mJiZFJ3fPJbrdn+wLM2mtvt9sJCQkhJiaGcePGER0dzffff0/t2rWJj48nPT2dqKiobPtJmfKq29s5HA40Gg1arZaUlBQmTZrElStX2Lhxoxwf/oBoNBqsVismk4mRI0cSFxcn6zcL17mZNXPInf6fs27v2s4VzK1atUqOAf0HWdsG1xDD3DgcDrRaLd7e3thsNubPn8/ChQtllowHRKfTodVqUalUfPXVV0RFRcm6fQAUQuYgeihsNhu7d+9m2rRpaLVaZs2aReXKlbNtk7WRtlgsbNy4kV27dpGSkkKlSpUYPHgw4eHhhVD64sdVl2azmd9++82d4D1rHbsa97S0NH766Sd27tyJUqmkXLlyvPnmmzJLRh7yU7e369GjBxcuXKBSpUoyoPsHeQUaedXv1atXefbZZ3E4HPj4+LBp0yZZv7k4ePAgrVq1Apx37SpUqJDrdq524YUXXqBatWqULVuWefPmsXLlShlw3IXJkyfToUMHmjdvfsfgecCAAZw9exa73U5MTIyc2J6Hu20XhBD07NmTW7dukZKSIuv2AZEt6kOiVqvp0KEDWq2WCRMm8OabbzJ79uxsgXPWE1+r1dK3b1969OiBVqvFarXK1abyyfWlJ4Rg+PDhJCYm8u6779KmTZtsPUiuW9e+vr506tTJPfs46/vIoCO7/NatixACm81G3bp1KVu2LFFRUfJi5A5c9WKxWDh37hxarZaQkBB8fHzyTBcXEBCAEAI/Pz++//57Wb+5SExMZPDgwYwcOZJz584RGBjIyJEjc21TXb2kbdq04fPPP0er1cqA+S6lpqayePFiTCYTzZs3zzXYc2VyqVevHgkJCSxYsEB2CuUha+/9/v37SU9PR6fT0bFjxzwDZpvNRkhICPHx8axdu1bW7QMil9F+CFyTHVQqFZUqVaJKlSrs3LmTHTt20Lp16zsOynetAS8noOWPK1gwmUycP3+eQ4cOceHCBS5cuEBISIg7Z7Ar+HA1OLkFIzLTQHZ3W7eA+9xt0aIFTz/9tMzDfAdCCFQqFXq9noEDB7JmzRoWLlzI+fPn8fHxoXLlyjnq1+FwoNPp6NWrF0OGDJEBcy5cabf8/f357LPP+PPPP1myZIn7ojmvuyMWi4WEhATmzZsnx9feBSEEnp6eCCHYtm0b9erVcy94lJWr/a1fvz59+vSRk1bzIIRwfxeNGDGC77//nq1bt3Lp0iVq1apFuXLlct1PpVLRsmVLnn766WwZdKT7I4Pmh8B1wq9duxZfX1/q169P5cqV8xU4y7G0+Zc16Ojbty9XrlzB39+f0NBQfvjhBy5fvkxISAgVK1bMNbiT8nY/detauc6VP1ReAObkSrtltVp57rnnqFChAm+++Sb169dn69atnDhxAm9vbyIiInJc9DkcDry9vd2TXGXAnJ3rPNywYQO//vorJpMJLy8vGjVq5K6/3P7/K1asSKdOnXIN+KRMt6eMc9Wlp6cn69ato1y5cu4UqrfXs8PhwNPTM89cwlJmfU6YMIGff/6Zr776ip49e/LEE0/kuSiJK5Wfj4+PzELygMmg+SGJjY1lxIgRmEwm6tSpQ506dfIdOEv542ooxo4di9VqZd68eURGRhIZGUnlypVZvXo1Fy5cIDQ0NNdeUSlv91O3WetX1nVOrp4ks9nMxYsXSU9P58MPP6RGjRo0aNCAmjVrcujQIY4ePUpoaGiODDpZf5d3RzLdHszpdDoGDRqE2Wxm4cKFqNVqmjZtmmvg2g2GZgAAF3lJREFU7Dp3Xdl0pLy56jguLg4/Pz93PQYFBZGens6SJUvo1q1brt9vsj3IH71eT0xMDAMHDqR58+aULl06W30mJibmuPCQbUHBkEHzQ1KpUiU8PT2JiooiPT2d2rVrU7du3WyBc5s2bWTgfJ8MBgPLly8nIiKCzp07Y7PZUCgU1KxZk4oVK7Js2TKuXLlCUFAQYWFhstG+C7JuC4ZrdbQRI0Ywa9YszGYzvXr1QqVSoVAoCAsLIzQ0lO+//5709HQ6d+4svxD/QdYxoLt37+bw4cN4enrSsGFDIiIiSEtLY+nSpahUKpo1a5ZjkQ157t6dOXPmMGzYMBITE1EoFFSpUgWAsmXLEhsbi1qtpnHjxrKT4h7p9XqmT59O1apVad68OZB5YWc0Ghk5ciRGo1FO9HsIZND8gAkhcsxydY1pbty4MR4eHkRFRaHX67MFznv37uWbb76hc+fO8nbKXXDVrYtOp2Pnzp388ssv9OnTBw8PD+x2OwqFgvDwcM6fP8/JkyeJj48nNDQ0zxn0kqzbh0mpVHL16lUSEhK4evUqXbp0oWzZsu6/gat3eenSpfTs2VNeXN9B1jGgw4cPZ9OmTRw6dIhz585RvXp1IiIiqFatGnq9nqVLl6JWq2nQoAGrVq1Cp9NRtmzZQj6Cou/2nvny5ctTtmxZ9u3bx5o1a7h06RL+/v7Uq1fPnZN94MCB7knEMnDOW27DWBQKBWfOnOHUqVPUqlWLoKAg9zZms5nVq1fj7e1N27ZtC6PIjxQZND8gri83hULhbrCnT59O+fLlKVOmjLsXo3Hjxu4eZ4PBQK1atahbty7BwcGcOnWK7t27y6D5LiiVSoxGI7Nnz6ZixYr4+vpiMpmIjY0lISGBRo0a4eXl5W6IDh06RGhoKAcPHsRkMtGpU6ccQwgkJ1m3BSe3pYNdQwWOHDnCzp076dy5M/7+/u6L8KSkJE6cOOEOqKXcuc63KVOmcPLkSebOncvrr79Oy5Yt3RP6AgICCA8P59atWyxbtox169bx448/MnDgQNn+/oOsvfhxcXFcu3aN0NBQWrZsSbt27ahSpQrffvstu3fv5vjx4/Tr148NGzZgs9nc57iUu6x1e/PmTVJSUihVqhRqtRqNRsPKlSu5efMmoaGh7hVrtVotO3bsoHr16jRp0kRelBQwGTQ/AHq9np49e5Kenk6zZs0AZ07QiRMnsn//fh5//HH8/f2zBc5Wq5Xly5fjcDioXLkyjRo1olevXvLL8B7s2bOHiRMncvPmTZo1a0bTpk25cuUK27Zt4+bNmzRt2hQPDw8sFgubNm1izJgxlC9fngULFtCzZ08CAgIK+xCKLFm3D54ru0VGRgZbtmzh8OHDxMfHU61aNerXr4+/vz8HDhxg06ZNtGrVCq1Wi8ViYdq0aXh4eDB06FD5pfgPzGYzS5YsoUuXLrRv3x6VSoWvr6+73q5du0apUqVo1qwZoaGhKJVK/ve//8ksA/8ga1A3duxYFixYwFdffcW6deuw2+3UrVuXpk2b0rt3b0qVKsWRI0dYsWIFqampeHh48MQTT8iJqnnIWrcff/wxCxYsYMGCBWzZsoWyZcvSuXNnypcvz+LFizl//jwqlQqr1cqKFSv44YcfGD16NP7+/rJtKGAyaL5Per2eXr16kZyczIEDB9DpdDRp0oSKFSvi5+fHsWPH2Lx5M4899hgBAQHuHumyZcuyY8cODh48iBCCNm3ayEkn9yg0NJSQkBAWL17MlStXaNOmDU8++SQXL15ky5YtbNiwgbi4OGbNmkVKSgovvvgiGRkZHD9+nN69e8uepTuQdftgubKH6PV6+vfvz7Fjxzh48CDfffcdP//8M8HBwURGRuLt7U1sbCxff/01e/bs4cqVK8THx7N8+XLUavUdU6VJYDQaiYmJoXTp0u5b1q4Jf0ajkYkTJ5Kenk6bNm1o0KABTzzxhOywyAfX3ZFhw4Zx9uxZRo0aRa9evUhNTSUmJob09HRq1KhBYGAgdevW5ZlnnsHX1xcvLy/eeustAgMDC/kIii5X3b799tv8+uuvDB48mEaNGpGcnMz8+fMxmUwMGTKEsLAwfvrpJ1auXMmhQ4e4cuUKs2fPzjOThvRgyaD5PjgcDsaOHUtoaCjTpk3DYDCwaNEi96zsevXqoVarOXLkCFu3bqVt27aULl0acDbqQgieeeYZOnbsKBvsfHL11mcNGtRqNTVq1KBcuXIsXbqUy5cv07ZtW7p164aXlxd//vknf/zxB+Hh4URFRaFSqYiOjiY5OZlnnnlGLkv+N1m3BU+hUGCxWHjppZeoWLEiM2bMoG/fvvTr149JkyYRFxdH+/btadasGZ6enly8eJG0tDRGjBjBm2++6c5zLdP2OfMo//bbb2zZsoVjx46Rnp6OUqnEz88PnU7HwYMHOXDgQLZ2V6FQoNVqWbp0KXq9nieffNL9vJS3rG3Cxo0b2bp1K3PmzKFJkyZUrlyZrl27cvPmTdauXYuPjw/16tVDqVSiVCqpW7cuHTp0yDOfsJRp27ZtbNu2jRkzZtCqVSvq169Ps2bNWLx4MY8//jhNmzYlPDycDh060KtXL3r06MHzzz9PWFhYYRf90SGk+3L16lX37xcuXBCjR48WNWvWFPPmzXM/Hx0dLTp27CgiIyPFhQsXhNFoFDNmzBAvvviisFqthVHsYs1oNIq3335b7N+/P9vzZrNZrFq1StSpU0eMHDlSJCcnCyGEsFgsIj09XSQnJ4t169aJMWPGiGbNmokzZ84URvGLNFm3BcdmswkhhDhw4IDo0aOHOHv2rPu1gwcPirp164p169Zl22fZsmWiQ4cOokePHiIhISHb+zzK0tPTxYsvvij69+8vmjdvLiIjI0XNmjVFt27dxOLFi4UQQly/fl106NBB9O3bV1y8eDHb/m+99ZaYPXt2IZS8+DCZTGLhwoXixo0bQggh7Ha7EEKI+fPni8jISGE0GoUQzjbAZdSoUaJly5YiMTFRCCGEw+F4yKUuPlx1k7WOvvzyS9GuXTuRkpIihBDi8uXLol27duKDDz4QQghx7do1cfPmzYdfWMlN9jTfJ19fX/fvpUuXpmrVqhgMBpYsWZKtx1mn03HixAnmzZvHrl27OHjwIJ999pl7ML+UN3HbxIZ9+/YRFRXFb7/9RtWqVQkJCQGcKyBVrVoVpVJJdHQ0er2e6tWrExAQgFarJSoqirlz5xIQEMCUKVPkKl/Iui1IRqMRk8lEWlqae/ERgLNnz7JixQp69+5N+fLl2b59O2+//TajR4/m6aefZv/+/Wzfvp3GjRvToEED1Go1R48e5euvv6Zr167Z2pxHkV6vp3fv3oSGhvL2228zatQoBg8eTJ06dbh06RIxMTE4HA46d+5M5cqV2bp1Kxs3bkSpVHLz5k3WrVvH1q1bGT16tLsHWsppxYoVLFiwAKPRSO3atfHy8kIIwbFjxzh69Cht2rQhMDAQlUqFxWJBpVJRt25doqKiCA8Pdy/EI+UuLS3NnYHIdYfv1KlTHDhwgD59+rhXBm3Xrh2ffPIJAK+99hp//PEH7dq1K+TSP7pk0PyABQQEZAuctVotTZo0oW7dutSsWZPQ0FACAwMZP368HIP0DzIyMlCr1TmWuq5SpQpBQUH8+OOPHDx4MFtwp9FoUKvVxMbG8tNPP+Ht7U3Lli0BiIiI4N///jc9evR45C9WZN0WrF9++YUpU6YwZ84ctm/fjk6nc19IJCUlsXHjRurWrcvFixcZN24co0eP5tlnn0UIwRdffMGNGzfcQwfq16+PzWbj0qVLdO3a9ZEeJ26xWBg2bBgVKlRgxowZBAUFucd4V61alTp16mCz2ViyZAllypShR48etG7dmuPHj7Nx40YOHDjAjRs3mDlzJuHh4YV9OEVaw4YNSU1NJTY2lqSkJHfg7OPjw7JlyzAYDDRo0AAfHx93KrnExERiY2Pp27evTDmZi4yMDL7++mvmz5/PwoULWbNmDb/++ithYWGULVsWX19fVqxYQVxcHF9++SXt27dnwoQJOBwOUlNT2bJlC926daN69eqFfSiPLBk0F4CsgfPixYsJDQ0lIiKCkJAQmjdvTps2bWQPxz84ffo048ePx2azUbVqVXeAZ7VaUalURERE4OPjw8GDBzl06BBVqlQhNDQUgNTUVLRaLe+//z7dunVz9/B5eHjg4eHxyM/elnVbsI4ePcqQIUOoVq0aDRs2pEKFCjz55JPuYDc0NJQLFy6waNEidu/ezTvvvMPAgQMBMJlMREdH07p1axo1auTuhWrUqBHdu3d/5CdSnTlzht27dzN8+HDKly/vft518Ve6dGkqVapEfHw8sbGxtG3blmrVqtG3b1/atWvHgAEDePrpp6lYsWJhHUKx4DrvWrduTXx8PPv27eOvv/6iVq1ahP1/e/cfU1X9x3H8CberFy6oUNcldb/4I8a43PAHI0LIFAtGUcvMfq0ai7lhc6bVYtXEuRYsqdbWmoAhBQpbSP1BAqFXnAIK6aS7KyPRXCHj5yXu7r15gXnv9w93j6IRaRBQ78e/8Mfnvi+c8zqf8z7v87//ERQURGFhIYODgyxcuJDg4GB8fHwoKSnhwoULpKWlyauxb+BwOEhLS1MmtyQnJ2O32zl9+jQlJSXcfffdrFy5Ep1OR2lpKQEBAezYsYOgoCA8Hg8FBQU0NTWxadOm//zdpqkkoXmSBAUFsWjRItrb2+nu7mbNmjWjZjjLbauxOZ1O3nnnHU6cOIHJZKKhoYGOjg6MRiMajUapXUREBP7+/pw8eZL6+nrmz5+Pv78/ubm5DA0N8dJLL+Hr63vTSzr+y6S2k+vs2bNkZGSwceNGMjMziY+PJyEh4abd4ejoaDo6Omhvb+fhhx9GpVJhs9l47733GBwcJDs7W3mQyvsQljxUCYcOHcJkMvHaa6+NWY+goCDmzZtHcXExDz74oDJGzruTJ3X8c94JL96L6Pj4eC5dukR9fT19fX0YjUZiYmKYM2cOhYWFNDU1YTKZOHLkCAcPHiQ/P195I6C4yjuWdvHixWRlZfHMM88QFRVFSkoKS5cuxWq18uWXXxIaGspTTz3FvHnzqKqq4vTp09TW1mIymaipqWHPnj0sWbJkqj/Of5qE5kngPckFBwfT1tbGuXPneO6555Qn3iUw/zm1Wk1raysul4u8vDw6Ozupq6ujuLiYgYEBtFqtsstkMBgICAjAbDZTUlJCVVUVbrebvLw8pd4S6q6R2k4el8vFJ598wrJly9i6dSuA8mKSoaEhBgcHOXr0KBcvXiQ8PJzY2FisVislJSUcOHCA5uZmfH19KSsrQ61WK7t9cry45tSpU1gsFl599dUx3y7nnX1/5MgRAgICiI2NnaLVzhwul4tDhw6hUqkIDAxEpVKNmtASHx9PR0cHx44do7+/n8jISGJjY1m5ciV9fX2MjIywYMECdu7cSXh4+BR+kunH4XCQmppKdHQ0H3/8sbJL7L0oWbBggfLmxOLiYpKSkli1ahUJCQn09fXhdrsJDQ1l+/btUttpQO6lToL+/n7lNqr3YCJjov4a70kwIyODb7/9FrPZTE5ODl1dXRQWFtLW1kZRUREvv/wykZGRPPnkk6xbt46IiAhaW1v5/fffeeGFF5TRXNIucI3UdnK5XC4sFgvp6enAtR27zs5O9u7dS21tLX19fcDVftHc3Fw+/PBD1q9fj8vlQqvVsnz5cmUHX+p7jfdvNywsDJvNRk1NDU888cQfXlB4L+ScTicjIyP/9FJnnOHhYdLS0mhpaWHWrFnExMSg0+lYu3YtUVFRaLVaAgICyMzMRKPRUF1djdvtZuPGjSxfvhyDwcDs2bNHvZxDXDU8PMzmzZsZHBzko48+Aq5mArVajVqtVn5Pr9eTnp6OxWKhqKiI7du3s3TpUiIjI5WefdmgmB5kp3mCNTc38+KLL9LQ0EB1dTXHjh0jJydnVP+dGJv3BQRqtZru7m5++OEHVq9ezfz581m1ahW9vb00NjbidDo5fPgwdXV1BAYGsnDhQmJiYoiKisLX15crV65I6LiB1HZyOZ1O9u3bh1arZc2aNXR3d9PY2MjmzZs5c+YM0dHRbNmyhbi4OEwmE21tbaSmpnLPPfcQGhpKSEiI8h1J+BjNG479/f2prKykq6uL6Ohope3l+h1nj8fDpUuXaGpqYv369Uo/vvhjDoeDs2fPMjQ0hE6nY/Xq1bS0tFBdXc0XX3xBU1MT58+fx+PxkJKSQldXF21tbXR2dmIwGAgMDASufkdyV2Q0u93Ojz/+yK+//kp7ezuPPvooKpVKuYt0vZCQEFpaWmhra+P5559HpVKNqqnUdnqQ0DzB3G43LpeLy5cvo9fr2blzpzylfYt8fHxQqVTMnj2b3bt3s2LFChYvXsz3339PVlYW77//Pps2bcJoNHLixAmKi4vp7+8nKSlJOXnKVfkfk9pOHl9fX37++WcqKyuprKyktLSUiooKwsPDycjIIDMzk7CwMIxGI3a7nYaGBh5//HH8/f1HnRDl5Dg2rVbLokWL2LNnDzabjfDwcObOnXtT/QoLCzl37hyvvPIKWq12Clc8/Wk0GpYtW0ZPTw8DAwPo9Xp27drFhg0buPfee/Hz8+Pw4cNUVVVRXl7O5cuXsVgsnDlzBrVazQMPPCCBeQwajYYVK1bgcDj47rvvaG9vJykpSdl88B5LvSP7HA4HjY2NpKamotVqJTBPQz4ej8cz1Yv4N7py5YoEjAmwZcsW5cC8Y8cO3nrrLdLT00cdRKqqqkhOTpbduVsktZ143d3d7N+/H7PZjNvtJiUlhUceeURp1/K2XezatYvW1laKiorkhHgbysrK+OCDD4iJieHpp5/msccew+Px8Msvv/DNN99QVlZGaWmpzAu/Bb29vRQUFFBfX09KSgqvv/668jNvT35NTQ1Wq5WDBw/i4+NDQUGB8qClGNvAwAC7d++moqKCxMREpVXjxpaW7OxsTp06RXl5uRxzpykJzWJa279/Pzk5OXg8Ht59913lthVwU9+n9NTdGqnt5BgeHmbWrFk4HI5RY7e8NbTZbGzdupX777+fN954YwpXOrMdPXqUrKws7HY7wcHB+Pr6cueddzI8PEx2drYE5tvQ19dHfn4+J0+eZO3atWzbtg24+f/farVyxx13/Kdnht+qsYKzt8fZ5XLx9ttvo9frefPNN2X3fpqS0CymvbS0NOx2OxUVFVO9lH8dqe3k8V54XN9va7fb2bZtG1arlfLy8pt+Lm5NT08PZrMZi8UCQGxsLGFhYeh0uile2cw1VnCWh1P/vrGCM8Cnn37KgQMHKCkpkZF905j0NItpyxsmbDYbzc3NREZGEhISIiFjAkhtJ5+3Naumpgaz2UxzczMFBQX89ttvfP3116PGyonbExAQwJIlS4iLiyMuLg69Xi89zH+TVqslIiKCnp4ejh8/Tk9PD3FxcaNmhovb4+fnh9FoxOl0UlVVpfQ45+XlkZ+fz1dffSXPQE1zEprFtOU9OOt0OoqLi9FoNCQkJMhBewJIbf8ZHR0dpKenU1dXh81m47777uOzzz5DrVbLzt0EuXFyhvwN/33XB+fGxkYuXrzIQw89JLWdANcH59raWvbt28fx48cpKyvDaDRO9fLEOCQ0i2lvzpw5jIyMkJ+fT2Jiotx6nUBS28k1d+5c1q1bx4YNG3j22WdJTk6WsX0TTCaPTA6tVovBYOD8+fP89NNPJCYm4ufnN9XL+lfwBueenh56e3vZu3cvBoNhqpcl/gLpaRYzwoULF8jNzeXzzz+XB9ImmNT2nyW7oWImsVqteDwe7rrrrqleyr/OwMAAbrdbajuDSGgWM4Y3bMgkh4kntRVCCCH+nIRmMaPILt3kkdoKIYQQY5PQLIQQQgghxDhk1pEQQgghhBDjkNAshBBCCCHEOCQ0CyGEEEIIMQ4JzUIIIYQQQoxDQrMQQgghhBDjkNAshBBCCCHEOCQ0CyGEEEIIMQ4JzUIIIYQQQoxDQrMQQgghhBDj+D/6cIfgWmf9JAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [mpf.make_addplot(exp12,color='fuchsia'),\n", + " mpf.make_addplot(exp26,color='blue'),\n", + " mpf.make_addplot(hist,type='bar',width=0.6,panel=1,color='dimgray',alpha=1),\n", + " mpf.make_addplot(macd,panel=1,color='lime'),#,secondary_y=True),\n", + " mpf.make_addplot(signal,panel=1,color='c')#,secondary_y=True),\n", + " ]\n", + "apds = [mpf.make_addplot(exp12,color='lime'),\n", + " mpf.make_addplot(exp26,color='c'),\n", + " mpf.make_addplot(hist,type='bar',width=0.7,panel=1,color='dimgray',alpha=1,secondary_y=False),\n", + " mpf.make_addplot(macd,panel=1,color='fuchsia',secondary_y=True),\n", + " mpf.make_addplot(signal,panel=1,color='b',secondary_y=True),\n", + " ]\n", + "\n", + "mpf.plot(df,type='candle',addplot=apds,figscale=1.1,figratio=(8,5),\n", + " style='blueskies',volume=True,volume_panel=2,panel_ratios=(6,3,2))#,widths_adjust=False)\n", + "mpf.plot(df,type='candle',addplot=apds,figscale=1.1,figratio=(8,6.5),\n", + " style='default')#,widths_adjust=False)#,panel_ratios=(7,5))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "s = mpf.make_mpf_style(base_mpf_style='default',rc={'figure.facecolor':'lightgray'})\n", + "s = 'classic'\n", + "s = mpf.make_mpf_style(base_mpf_style='classic',rc={'figure.facecolor':'lightgray'})" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "mpf.plot(df,type='candle',addplot=apds,figscale=1.2,figratio=(8,6.5),\n", + " style=s,panel_ratios=(7,5,3),volume=True,volume_panel=2,\n", + " #savefig=dict(fname='tight.png',bbox_inches='tight'))\n", + " )#tight_layout=True)\n", + "\n", + "#mpf.plot(df,type='candle',addplot=apds,figscale=1.3,figratio=(8,6.5),\n", + "# style='default',panel_ratios=(7,5,3),volume=True,volume_panel=2,\n", + "# #savefig=dict(fname='tight.png',bbox_inches='tight'))\n", + "# )#tight_layout=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "retw= {'volume_width': 0.04960629921259843, 'volume_linewidth': 0.1, 'ohlc_ticksize': 0.3968503937007874, 'ohlc_linewidth': None, 'candle_width': 2.7283464566929134, 'candle_linewidth': None} \n", + "\n" + ] + } + ], + "source": [ + "apds = [mpf.make_addplot(exp12,color='lime',panel=1),\n", + " mpf.make_addplot(exp26,color='c',panel=1),\n", + " mpf.make_addplot(hist,type='bar',width=0.6,panel=0,color='dimgray',alpha=1,secondary_y=False),\n", + " mpf.make_addplot(macd,panel=0,color='fuchsia',secondary_y=True),\n", + " mpf.make_addplot(signal,panel=0,color='b',secondary_y=True),\n", + " ]\n", + "\n", + "s = mpf.make_mpf_style(base_mpf_style='classic',rc={'figure.facecolor':'lightgray'})\n", + "\n", + "mpf.plot(df,type='candle',addplot=apds,figscale=1,figratio=(8,6.5),\n", + " style=s,panel_ratios=(4,6,3),volume=True,volume_panel=2,main_panel=1\n", + " ,tight_layout=True,title='MACD')\n", + "\n", + "mpf.plot(df,type='candle',addplot=apds,figscale=1,figratio=(8,6.5),\n", + " style=s,panel_ratios=(4,6,3),volume=True,volume_panel=2,main_panel=1\n", + " ,tight_layout=True,title='MACD',scale_width_config=dict(volume=2.1,candle=3))\n", + "\n", + "retw = {}\n", + "mpf.plot(df,type='candle',addplot=apds,figscale=1,figratio=(8,6.5),\n", + " style=s,panel_ratios=(4,6,3),volume=True,volume_panel=2,main_panel=1,\n", + " tight_layout=True,title='MACD',width_adjuster_version='v0',\n", + " scale_width_config=dict(candle=5.5,volume=0.1),\n", + " #update_width_config=dict(candle_width=1,volume_linewidth=0.1),\n", + " update_width_config=dict(volume_linewidth=0.1),\n", + " return_width_config=retw)\n", + "\n", + "print('retw=',retw,'\\n')\n", + "\n", + "mpf.plot(df,type='candle',addplot=apds,figscale=1.2,figratio=(8,6.5),\n", + " style=s,panel_ratios=(4,6,3),volume=True,volume_panel=2,main_panel=1,\n", + " savefig=dict(fname='tight.png',bbox_inches='tight'),\n", + " tight_layout=True,title='MACD')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[*********************100%***********************] 1 of 1 completed\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import yfinance as yf\n", + "import mplfinance as mpf\n", + "import pandas as pd\n", + "\n", + "# Download the stock data\n", + "df = yf.download('TSLA', start='2022-01-01', end='2022-03-31')\n", + "\n", + "# Define the date ranges for shading\n", + "red_range = ['2022-01-15', '2022-02-15']\n", + "blue_range = ['2022-03-01', '2022-03-15']\n", + "\n", + "\n", + "# Create a function to shade the chart regions\n", + "def shade_region(ax, region_dates, color):\n", + " region_dates.sort()\n", + "\n", + " start_date = region_dates[0]\n", + " end_date = region_dates[1]\n", + "\n", + " # plot vertical lines\n", + " ax.axvline(pd.to_datetime(start_date), color=color, linestyle='--')\n", + " ax.axvline(pd.to_datetime(end_date), color=color, linestyle='--')\n", + "\n", + " # create fill\n", + " xmin, xmax = ax.get_xlim()\n", + " ymin, ymax = ax.get_ylim()\n", + " ax.fill_between(pd.date_range(start=start_date, end=end_date), ymin, ymax, alpha=0.2, color=color)\n", + " ax.set_xlim(xmin, xmax)\n", + " ax.set_ylim(ymin, ymax)\n", + "\n", + "\n", + "# Plot the candlestick chart with volume\n", + "fig, axlist = mpf.plot(df, type='candle', volume=True, style='charles', \n", + " title='TSLA Stock Price', ylabel='Price ($)', ylabel_lower='Shares\\nTraded', \n", + " figratio=(2,1), figsize=(10,5), tight_layout=True, returnfig=True, show_nontrading=True)\n", + "\n", + "# Get the current axis object\n", + "ax = axlist[0]\n", + "\n", + "# Shade the regions on the chart\n", + "shade_region(ax, red_range, 'red')\n", + "shade_region(ax, blue_range, 'blue')\n", + "\n", + "\n", + "# Show the plot\n", + "mpf.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "red_range = ['2022-01-15', '2022-02-15']\n", + "blue_range = ['2022-03-01', '2022-03-15']\n" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "y = df.Volume.values\n", + "shift = 0.75*min(y)\n", + "y = [y-shift for y in y]\n", + "x = [x for x in range(len(y))]" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(2,figsize=(11,8.5),facecolor='k',tight_layout=True)\n", + "ax[0].set_facecolor('k')\n", + "ax[0].bar(x,y,width=1,color=('r','g'))\n", + "ax[1].set_facecolor('w')\n", + "ax[1].bar(x,y,width=1,color=('r','g'))" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "import mplfinance._helpers as h" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [], + "source": [ + "colors = ['r','g']\n", + "newcolors = h._adjust_color_brightness(colors,amount=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[(1.0, 0.0, 0.0), (0.0, 0.5, 0.0), 'r', 'g', 'r', 'g']" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "newcolors = newcolors + colors\n", + "newcolors + colors" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(2,figsize=(11,8.5),facecolor='k',tight_layout=True)\n", + "ax[0].set_facecolor('k')\n", + "ax[0].bar(x,y,width=1,color=newcolors)\n", + "ax[1].set_facecolor('w')\n", + "ax[1].bar(x,y,width=1,color=newcolors)" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [], + "source": [ + "def adjust_color_brightness(color,amount=0.5):\n", + " \n", + " def _adjcb(c1, amount):\n", + " import matplotlib.colors as mc\n", + " import colorsys\n", + " # mc.is_color_like(value)\n", + " try:\n", + " c = mc.cnames[c1]\n", + " except:\n", + " c = c1\n", + " c = colorsys.rgb_to_hls(*mc.to_rgb(c))\n", + " return colorsys.hls_to_rgb(c[0], max(0, min(1, amount * c[1])), c[2])\n", + "\n", + " if not isinstance(color,(list,tuple)):\n", + " return _adjcb(color,amount)\n", + " \n", + " cout = []\n", + " cadj = {}\n", + " for c1 in color:\n", + " if c1 in cadj:\n", + " cout.append(cadj[c1])\n", + " else:\n", + " newc = _adjcb(c1,amount)\n", + " cadj[c1] = newc\n", + " cout.append(cadj[c1])\n", + " return cout" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.colors as mc\n", + "import colorsys" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'#FF0000'" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.cnames['red']" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['AsinhNorm',\n", + " 'BASE_COLORS',\n", + " 'BoundaryNorm',\n", + " 'CSS4_COLORS',\n", + " 'CenteredNorm',\n", + " 'ColorConverter',\n", + " 'ColorSequenceRegistry',\n", + " 'Colormap',\n", + " 'FuncNorm',\n", + " 'Image',\n", + " 'LightSource',\n", + " 'LinearSegmentedColormap',\n", + " 'ListedColormap',\n", + " 'LogNorm',\n", + " 'Mapping',\n", + " 'NoNorm',\n", + " 'Normalize',\n", + " 'Number',\n", + " 'PngInfo',\n", + " 'PowerNorm',\n", + " 'Sequence',\n", + " 'Sized',\n", + " 'SymLogNorm',\n", + " 'TABLEAU_COLORS',\n", + " 'TwoSlopeNorm',\n", + " 'XKCD_COLORS',\n", + " '_ColorMapping',\n", + " '_REPR_PNG_SIZE',\n", + " '__builtins__',\n", + " '__cached__',\n", + " '__doc__',\n", + " '__file__',\n", + " '__loader__',\n", + " '__name__',\n", + " '__package__',\n", + " '__spec__',\n", + " '_api',\n", + " '_check_color_like',\n", + " '_cm',\n", + " '_color_sequences',\n", + " '_colors_full_map',\n", + " '_create_empty_object_of_class',\n", + " '_create_lookup_table',\n", + " '_has_alpha_channel',\n", + " '_is_nth_color',\n", + " '_make_norm_from_scale',\n", + " '_picklable_norm_constructor',\n", + " '_sanitize_extrema',\n", + " '_to_rgba_no_colorcycle',\n", + " '_vector_magnitude',\n", + " 'base64',\n", + " 'cbook',\n", + " 'cnames',\n", + " 'colorConverter',\n", + " 'from_levels_and_colors',\n", + " 'functools',\n", + " 'get_named_colors_mapping',\n", + " 'hex2color',\n", + " 'hexColorPattern',\n", + " 'hsv_to_rgb',\n", + " 'importlib',\n", + " 'inspect',\n", + " 'io',\n", + " 'is_color_like',\n", + " 'itertools',\n", + " 'make_norm_from_scale',\n", + " 'mpl',\n", + " 'np',\n", + " 're',\n", + " 'rgb2hex',\n", + " 'rgb_to_hsv',\n", + " 'same_color',\n", + " 'scale',\n", + " 'to_hex',\n", + " 'to_rgb',\n", + " 'to_rgba',\n", + " 'to_rgba_array']" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dir(mc)" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1.0, 0.0, 0.0)" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.hex2color('red')" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.6, 0.6, 0.6]" + ] + }, + "execution_count": 142, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#c = [int(v*255) for v in mc.to_rgb('blue')]\n", + "adj = 0.6\n", + "c = [min(1.0,v+adj) for v in mc.to_rgb('k')]\n", + "c" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_color(c):\n", + " fig, ax = plt.subplots(figsize=(1.2,0.6),facecolor='k')\n", + " ax.set_axis_off()\n", + " ax.bar([0],[1],color=c)" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.5490196078431373, 0.33725490196078434, 0.29411764705882354] \n", + "\n", + "[0.7490196078431373, 0.5372549019607844, 0.49411764705882355] \n", + "\n", + "[0.9490196078431373, 0.7372549019607844, 0.6941176470588235] \n", + "\n", + "[1.0, 0.8372549019607843, 0.7941176470588236] \n", + "\n", + "[1.0, 0.9372549019607843, 0.8941176470588235] \n", + "\n", + "[1.0, 1.0, 0.9941176470588236] \n", + "\n", + "[1.0, 1.0, 1.0] \n", + "\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAHEAAABCCAYAAABgkDnTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAA0UlEQVR4nO3dsQnDAAwAQTl4O/eZJGN4EveZL9nBCRg/d71A8KjWMjOf4dYeVy/A70QMEDFAxAARA0QMEDFAxAARA0QMEDFgPTu4P7d/7sHMvI73qTmXGCBigIgBIgaIGCBigIgBIgaIGCBigIgBIgaIGCBigIgBIgaIGCBigIgBIgaIGCBigIgBIgaIGCBigIgBIgaIGCBigIgBIgaIGCBigIgBIgaIGCBigIgBIgaIGCBigIgBy/iLcXsuMUDEABEDRAwQMUDEABEDRAwQMeAL1dgFg9CxJGcAAAAASUVORK5CYII=\n", + "text/plain": [ + "
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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAHEAAABCCAYAAABgkDnTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAAyElEQVR4nO3dMQrDQAwAQcnk/18+/8EJBC8zveBgUaPmdmbO8GrXvx/A90QMEDFAxAARA0QMEDFAxAARA0QMEDHg83TwHCfXX9vdR3M2MUDEABEDRAwQMUDEABEDRAwQMUDEABEDRAwQMUDEABEDRAwQMUDEABEDRAwQMUDEABEDRAwQMUDEABEDRAwQMUDEABEDRAwQMUDEABEDRAwQMUDEABEDRAwQMUDEABEDdvyL8Xo2MUDEABEDRAwQMUDEABEDRAwQMeAGPkUFg/e/tbwAAAAASUVORK5CYII=\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "color = mc.to_rgb('orange')\n", + "color = mc.to_rgb('lime')\n", + "color = mc.to_rgb('cyan')\n", + "color = mc.to_rgb('#7f7f7f')\n", + "color = mc.to_rgb('#bcbd22')\n", + "color = mc.to_rgb('#8c564b')\n", + "for adj in [0,0.2,0.4,0.5,0.6,0.7,0.8]:\n", + " c = [min(1.0,v+adj) for v in color]\n", + " print(c,'\\n')\n", + " plot_color(c)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/mav_cross_issue518.ipynb b/examples/scratch_pad/mav_cross_issue518.ipynb new file mode 100644 index 00000000..8fb16638 --- /dev/null +++ b/examples/scratch_pad/mav_cross_issue518.ipynb @@ -0,0 +1,570 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.3.1'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "pd.__version__ " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.8b9'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Highlighting Moving Average Crossovers\n", + "\n", + "### Issue #518 https://github.com/matplotlib/mplfinance/issues/518" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',\n", + " index_col=0,parse_dates=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "df = df.iloc[0:int(len(df)/2.5)]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Get mplfinance mav values:\n", + "cvals = {}\n", + "mpf.plot(df,mav=(8,16),return_calculated_values=cvals)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# Create a DataFrame from the mav values:\n", + "mdf = pd.DataFrame(dict(mav8=cvals['mav8'],mav16=cvals['mav16']))\n", + "mdf.index = df.index" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# Add a column that is the difference between the two mav values:\n", + "mdf['delta'] = mdf['mav8'] - mdf['mav16']" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " mav8 mav16 delta\n", + "Date \n", + "2011-07-21 132.042498 NaN NaN\n", + "2011-07-22 132.439999 NaN NaN\n", + "2011-07-25 132.688749 133.011249 -0.322499\n", + "2011-07-26 132.988751 132.974374 0.014377\n", + "2011-07-27 132.852501 132.773749 0.078752" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    \n", + "
    " + ], + "text/plain": [ + " mav8 mav16 delta\n", + "Date \n", + "2011-11-15 125.662501 125.476252 0.186250\n", + "2011-11-16 125.487501 125.540627 -0.053125\n", + "2011-11-17 124.968751 125.403751 -0.435000\n", + "2011-11-18 124.231252 124.988126 -0.756874\n", + "2011-11-21 123.793752 124.429376 -0.635624" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mdf.iloc[13:].head()\n", + "mdf.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the delta just for fun:\n", + "mdf.iloc[17:].plot(y=['delta'])" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    mav8mav16delta
    Date
    2011-07-21132.042498NaNNaN
    2011-07-22132.439999NaNNaN
    2011-07-25132.688749133.011249-0.322499
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    " + ], + "text/plain": [ + " mav8 mav16 delta\n", + "Date \n", + "2011-07-21 132.042498 NaN NaN\n", + "2011-07-22 132.439999 NaN NaN\n", + "2011-07-25 132.688749 133.011249 -0.322499" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    mav8mav16delta
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    2011-11-18124.231252124.988126-0.756874
    2011-11-21123.793752124.429376-0.635624
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    " + ], + "text/plain": [ + " mav8 mav16 delta\n", + "Date \n", + "2011-11-17 124.968751 125.403751 -0.435000\n", + "2011-11-18 124.231252 124.988126 -0.756874\n", + "2011-11-21 123.793752 124.429376 -0.635624" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mdf.head(16).iloc[-3:]\n", + "mdf.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "- The loop in the next notebook cell iterates through the rows of the moving average dataframe, and find the point immediately following where the two moving averages have crossed. \n", + "\n", + "\n", + "- It then compares the absolute value of the moving average at that point, with the absolute value of the moving average at the previous point, to see which is smaller: thus choosing the row where the two moving averages are closest together.\n", + "\n", + " - This is _not_ the exact crossover point, but it is the row closest to the exact crossover point.\n", + " - We then update the list of scatter points at this row with _the average of the two moving averages at that row._" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "prev = mdf['delta'].iloc[0]\n", + "premav = (mdf['mav8'].iloc[0] + mdf['mav16'].iloc[0]) / 2.0\n", + "scatter = [float('nan')]*len(mdf)\n", + "jj = 0\n", + "for ix, row in mdf.iterrows():\n", + " value = row['delta']\n", + " if ((value < 0 and prev > 0) or \n", + " (value > 0 and prev < 0)):\n", + " #print(ix,value,prev)\n", + " #print(row['mav8'],row['mav16'],premav)\n", + " if abs(prev) < abs(value):\n", + " #print('premav=',premav)\n", + " scatter[jj-1] = premav\n", + " else:\n", + " scatter[jj] = (row['mav8'] + row['mav16']) / 2.0\n", + " prev = value\n", + " premav = (row['mav8'] + row['mav16']) / 2.0\n", + " jj += 1" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ap = mpf.make_addplot(scatter,type='scatter',markersize=175,alpha=0.45,color='r')\n", + "mpf.plot(df,type='candle',volume=True,mav=(8,16),figscale=1.5,addplot=ap)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.11" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/mpl.zorderaxes.ipynb b/examples/scratch_pad/mpl.zorderaxes.ipynb new file mode 100644 index 00000000..7cb22b12 --- /dev/null +++ b/examples/scratch_pad/mpl.zorderaxes.ipynb @@ -0,0 +1,444 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Experimenting with Zorder and overlapping Axes\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "x1 = [0,1,2,3,4]\n", + "yR = [2,4,3,5,3.5]\n", + "yY = [4850,4400,4800,4800,5000]\n", + "\n", + "x2 = [0,1,1.7,2.4,4]\n", + "yG = [4500,4500,4500,4950,4950]\n", + "\n", + "yW = [4700,4720,4730,4740,4750]\n", + "\n", + "axpos = [0.1,0.1,0.8,0.8]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Red zorder= 0 visible= True facecolor= (0.0, 0.0, 0.0, 1)\n", + "Yellow zorder= 0 visible= True facecolor= (1.0, 1.0, 1.0, 0.05)\n", + "Green zorder= 0 visible= False facecolor= (1.0, 1.0, 1.0, 1.0)\n", + "White zorder= 0 visible= False facecolor= (1.0, 1.0, 1.0, 1.0)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8,5))\n", + "\n", + "##fig.patch.set_alpha(0.0)\n", + "axR = fig.add_axes( axpos )\n", + "axR.set_facecolor('k')\n", + "\n", + "axY = fig.add_axes( axpos, sharex=axR )\n", + "axY.yaxis.tick_right()\n", + "axY.yaxis.set_label_position(\"right\")\n", + "#axY.patch.set_visible(False)\n", + "axY.patch.set_alpha(0.05)\n", + "\n", + "axG = axY.twiny()\n", + "axW = axG.twiny()\n", + "\n", + "#ax1.patch.set_visible(False)\n", + "#ax2.patch.set_visible(False)\n", + "\n", + "#axR.set_facecolor('k')\n", + "axR.patch.set_facecolor('k')\n", + "#axY.patch.set_facecolor('k')\n", + "#axG.patch.set_facecolor('k')\n", + "#axW.patch.set_facecolor('k')\n", + "\n", + "#axY.patch.set_visible(True)\n", + "#axG.patch.set_visible(True)\n", + "#axW.patch.set_visible(True)\n", + "\n", + "_ = axR.plot(x1, yR, linewidth=15, color='magenta')\n", + "_ = axY.plot(x1, yY, linewidth=15, color='yellow')\n", + "_ = axG.plot(x2, yG, linewidth=15, color='lime')\n", + "_ = axW.plot(x2, yW, linewidth=15, color='white')\n", + "\n", + "def print_zorders():\n", + " print('Red zorder=',axR.get_zorder(),' visible=',axR.patch.get_visible(),' facecolor=',axR.patch.get_facecolor())\n", + " print('Yellow zorder=',axY.get_zorder(),' visible=',axY.patch.get_visible(),' facecolor=',axY.patch.get_facecolor())\n", + " print('Green zorder=',axG.get_zorder(),' visible=',axG.patch.get_visible(),' facecolor=',axG.patch.get_facecolor())\n", + " print('White zorder=',axW.get_zorder(),' visible=',axW.patch.get_visible(),' facecolor=',axW.patch.get_facecolor())\n", + " \n", + "print_zorders()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (, line 1)", + "output_type": "error", + "traceback": [ + "\u001b[0;36m File \u001b[0;32m\"\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m stop here\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "stop here" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# axes = [axR,axY,axG,axW]\n", + "# for ax in axes:\n", + "# ax.patch.set_facecolor('lime')\n", + "# print(ax.get_facecolor(),ax.patch.get_facecolor())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- **Apparently `ax.facecolor` and `ax.patch.facecolor` ARE ONE AND THE SAME, but**\n", + "- **`ax.alpha` and `ax.patch.alpha` ARE DIFFERENT, and**\n", + "- **`ax.visible` does _NOT_ exist but `ax.patch.visible` _DOES_ exist.**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# axes = [axR,axY,axG,axW]\n", + "# for ax in axes:\n", + "# ax.patch.set_alpha(0.1)\n", + "# print(ax.get_alpha(),ax.patch.get_alpha())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "axR.set_zorder(0.32)\n", + "axY.set_zorder(0.31)\n", + "axG.set_zorder(0.32)\n", + "axW.set_zorder(0.30)\n", + "print_zorders()\n", + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "axR.set_zorder(0.32)\n", + "axY.set_zorder(0.31)\n", + "axG.set_zorder(0.32)\n", + "axW.set_zorder(0.30)\n", + "axG.patch.set_visible(False)\n", + "axR.patch.set_visible(False)\n", + "print_zorders()\n", + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "STOP HERE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "axR.set_zorder(0.3)\n", + "axY.set_zorder(0.4)\n", + "axG.set_zorder(0.5)\n", + "axW.set_zorder(0.29)\n", + "#axY.patch.set_visible(True)\n", + "#axG.patch.set_visible(True)\n", + "#axR.patch.set_visible(False)\n", + "print_zorders()\n", + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "axR.set_zorder(0.1)\n", + "axY.set_zorder(0.2)\n", + "axG.set_zorder(0.3)\n", + "axW.set_zorder(0.05)\n", + "axR.patch.set_visible(True)\n", + "print_zorders()\n", + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Apparent Rules for Overlapping Axes:\n", + "\n", + "1. Items drawn first appear *underneath* items drawn later.\n", + "2. There is a zorder for each plot element, and a separate zorder for each Axes.\n", + "3. Each Axes is drawn completely, with its plotted data, before moving on to draw the next Axes. In other words, drawing is done per Axes at a time. If you have overlapping Axes, all elements of the second Axes are drawn on top of the first Axes, irrespective of the elements relative zorder.\n", + "4. Axes are drawn according to the zorder *of the Axes*.\n", + "5. If two or more Axes have the same zorder value, then Axes are drawn in the order they were created (i.e. the order that they appear in the `list` `Figure.axes`).\n", + "\n", + "#### Still trying to verify the following:\n", + "6. The first Axes created within a given Figure, us unique in that *it will obscure the data from other axes* if it is drawn after them. \n", + "7. This problem can be solved if the other Axes have `patch.set_visible(False)` ???\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "axatt = dir(axR)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "axlist = fig.axes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pprint\n", + "pp = pprint.PrettyPrinter(indent=4)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "# dirlist = dir(axlist[0])\n", + "# #dirlist\n", + "# for item in dirlist[0:]:\n", + "# obj0 = 'axlist[0].'+item\n", + "# obj1 = 'axlist[1].'+item\n", + "# #print(item+':\\n',' ',obj0==obj1,'\\n ',eval(obj0),'\\n ',eval(obj1))\n", + "# print(item+':')\n", + "# # pp.pprint(eval(obj0))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/mpl.zorderbar.py b/examples/scratch_pad/mpl.zorderbar.py new file mode 100644 index 00000000..b18320df --- /dev/null +++ b/examples/scratch_pad/mpl.zorderbar.py @@ -0,0 +1,28 @@ +import matplotlib.pyplot as plt + +fig = plt.figure() + +fig.patch.set_alpha(0.0) + +ax0 = fig.add_axes( [0.1,0.1,0.8,0.8] ) +ax1 = fig.add_axes( [0.1,0.1,0.8,0.8] ) + +print('ax0 zorder=',ax0.get_zorder()) +print('ax1 zorder=',ax1.get_zorder()) + +ax0.set_zorder(0.1) + +X = [0,1,2,3,4] + +Y0 = [2,4,3,5,3.5] +Y1 = [4600,4400,4800,4800,5000] + + +ax0.plot(X, Y0, linewidth=5, color='lime') +ax1.plot(X, Y1, linewidth=5, color='magenta') + +# ax1.set_zorder(1) +# ax0.set_zorder(2) +# ax0.patch.set_visible(False) + +plt.show() diff --git a/examples/scratch_pad/multicursor.py b/examples/scratch_pad/multicursor.py new file mode 100644 index 00000000..e1a20ec5 --- /dev/null +++ b/examples/scratch_pad/multicursor.py @@ -0,0 +1,18 @@ +import numpy as np +import matplotlib.pyplot as plt +from matplotlib.widgets import MultiCursor + +print('1') +t = np.arange(0.0, 2.0, 0.01) +s1 = np.sin(2*np.pi*t) +s2 = np.sin(4*np.pi*t) + +print('2') +fig, (ax1, ax2) = plt.subplots(2, sharex=True) +ax1.plot(t, s1) +ax2.plot(t, s2) + +print('3') +multi = MultiCursor(fig.canvas, (ax1, ax2), color='lime', lw=1, horizOn=True, vertOn=True) +print('4') +plt.show() diff --git a/examples/scratch_pad/multicursor_macd.py b/examples/scratch_pad/multicursor_macd.py new file mode 100644 index 00000000..408e3ab7 --- /dev/null +++ b/examples/scratch_pad/multicursor_macd.py @@ -0,0 +1,29 @@ +import pandas as pd +import mplfinance as mpf +from matplotlib.widgets import MultiCursor + +idf = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True) +df = idf.loc['2011-07-01':'2011-12-30',:] + + +exp12 = df['Close'].ewm(span=12, adjust=False).mean() +exp26 = df['Close'].ewm(span=26, adjust=False).mean() + +macd = exp12 - exp26 + +signal = macd.ewm(span=9, adjust=False).mean() +histogram = macd - signal + +apds = [mpf.make_addplot(exp12,color='lime'), + mpf.make_addplot(exp26,color='c'), + mpf.make_addplot(histogram,type='bar',width=0.7,panel=1, + color='dimgray',alpha=1,secondary_y=False), + mpf.make_addplot(macd,panel=1,color='fuchsia',secondary_y=True), + mpf.make_addplot(signal,panel=1,color='b',secondary_y=True), + ] + +fig, axlist = mpf.plot(df,type='candle',addplot=apds,figscale=1.1,figratio=(8,5),title='\nMACD', + style='blueskies',volume=True,volume_panel=2,panel_ratios=(6,3,2),returnfig=True) + +multi = MultiCursor(fig.canvas, axlist, color='r',lw=1.2, horizOn=True, vertOn=True) +mpf.show() diff --git a/examples/scratch_pad/multicursor_macd_ginput.py b/examples/scratch_pad/multicursor_macd_ginput.py new file mode 100644 index 00000000..a2910f57 --- /dev/null +++ b/examples/scratch_pad/multicursor_macd_ginput.py @@ -0,0 +1,87 @@ +import pandas as pd +import mplfinance as mpf +from matplotlib.widgets import MultiCursor +from matplotlib.collections import LineCollection + +# read the data: +idf = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True) +df = idf.loc['2011-07-01':'2011-12-30',:] + + +# macd related calculations: +exp12 = df['Close'].ewm(span=12, adjust=False).mean() +exp26 = df['Close'].ewm(span=26, adjust=False).mean() +macd = exp12 - exp26 +signal = macd.ewm(span=9, adjust=False).mean() +histogram = macd - signal + +# initial plot: +apds = [mpf.make_addplot(exp12,color='lime'), + mpf.make_addplot(exp26,color='c'), + mpf.make_addplot(histogram,type='bar',width=0.7,panel=1, + color='dimgray',alpha=1,secondary_y=False), + mpf.make_addplot(macd,panel=1,color='fuchsia',secondary_y=True), + mpf.make_addplot(signal,panel=1,color='b',secondary_y=True), + ] + +# For some reason, which i have yet to determine, MultiCursor somehow +# causes ymin to be set to zero for the main candlestick Axes, but we +# can correct that problem by passing in specific values: +ymin = min(df['Low']) * 0.98 +ymax = max(df['High']) * 1.02 + +# initial plot with cursor: +fig, axlist = mpf.plot(df,type='candle',addplot=apds,figscale=1.25,figratio=(8,6),title='\nMACD', ylim=(ymin,ymax), + style='blueskies',volume=True,volume_panel=2,panel_ratios=(6,3,2),returnfig=True) +multi = MultiCursor(fig.canvas, axlist[0:2], horizOn=True, vertOn=True, color='pink', lw=1.2) + +# --------------------------------------------------- +# set up an event loop where we wait for two +# mouse clicks, and then draw a line in between them, +# and then wait again for another two mouse clicks. + +# This is a crude way to do it, but its quick and easy. +# Disadvantage is: user has 8 seconds to provide two clicks +# or the first click will be erased. But the 8 seconds +# repeats as long as the user does not close the Figure, +# so user can draw as many trend lines as they want. +# The advantage of doing it this way is we don't have +# to write all the mouse click handling stuff that's +# already written in `Figure.ginput()`. + + +alines = [] + +not_closed = True +def on_close(event): + global not_closed + not_closed = False + +fig.canvas.mpl_connect('close_event', on_close) + +while not_closed: + + vertices = fig.ginput(n=2,timeout=8) + if len(vertices) < 2: + continue + p1 = vertices[0] + p2 = vertices[1] + + d1 = df.index[ round(p1[0]) ] + d2 = df.index[ round(p2[0]) ] + + alines.append( [ (d1,p1[1]), (d2,p2[1]) ] ) + + apds = [mpf.make_addplot(exp12,color='lime',ax=axlist[0]), + mpf.make_addplot(exp26,color='c',ax=axlist[0]), + mpf.make_addplot(histogram,type='bar',width=0.7,panel=1,ax=axlist[2],color='dimgray',alpha=1), + mpf.make_addplot(macd,panel=1,color='fuchsia',ax=axlist[3]), + mpf.make_addplot(signal,panel=1,color='b',ax=axlist[3]) + ] + + mpf.plot(df,ax=axlist[0],type='candle',addplot=apds,ylim=(ymin,ymax), + alines=dict(alines=alines,colors='r'), + style='blueskies',volume=axlist[4],volume_panel=2,panel_ratios=(6,3,2)) + + fig.canvas.draw_idle() + diff --git a/examples/scratch_pad/multicursor_macd_ginput_save.py b/examples/scratch_pad/multicursor_macd_ginput_save.py new file mode 100644 index 00000000..ab1e63cd --- /dev/null +++ b/examples/scratch_pad/multicursor_macd_ginput_save.py @@ -0,0 +1,98 @@ +import pandas as pd +import mplfinance as mpf +import dill +import os +from matplotlib.widgets import MultiCursor + +# read the data: +idf = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True) +df = idf.loc['2011-07-01':'2011-12-30',:] + + +# macd related calculations: +exp12 = df['Close'].ewm(span=12, adjust=False).mean() +exp26 = df['Close'].ewm(span=26, adjust=False).mean() +macd = exp12 - exp26 +signal = macd.ewm(span=9, adjust=False).mean() +histogram = macd - signal + +# initial plot: +apds = [mpf.make_addplot(exp12,color='lime'), + mpf.make_addplot(exp26,color='c'), + mpf.make_addplot(histogram,type='bar',width=0.7,panel=1, + color='dimgray',alpha=1,secondary_y=False), + mpf.make_addplot(macd,panel=1,color='fuchsia',secondary_y=True), + mpf.make_addplot(signal,panel=1,color='b',secondary_y=True), + ] + +# For some reason, which i have yet to determine, MultiCursor somehow +# causes ymin to be set to zero for the main candlestick Axes, but we +# can correct that problem by passing in specific values: +ymin = min(df['Low']) * 0.98 +ymax = max(df['High']) * 1.02 + +# initial plot with cursor: +if os.path.exists('lines.dill'): + alines = dill.load(open('lines.dill','rb')) + fig, axlist = mpf.plot(df,type='candle',addplot=apds,figscale=1.25,figratio=(8,6),title='\nMACD', ylim=(ymin,ymax), + alines=dict(alines=alines,colors='r'), + style='blueskies',volume=True,volume_panel=2,panel_ratios=(6,3,2),returnfig=True) +else: + alines = [] + fig, axlist = mpf.plot(df,type='candle',addplot=apds,figscale=1.25,figratio=(8,6),title='\nMACD', ylim=(ymin,ymax), + alines=dict(alines=alines,colors='r'), + style='blueskies',volume=True,volume_panel=2,panel_ratios=(6,3,2),returnfig=True) +multi = MultiCursor(fig.canvas, axlist[0:2], horizOn=True, vertOn=True, color='pink', lw=1.2) + +fig.canvas.draw_idle() + +# --------------------------------------------------- +# set up an event loop where we wait for two +# mouse clicks, and then draw a line in between them, +# and then wait again for another two mouse clicks. + +# This is a crude way to do it, but its quick and easy. +# Disadvantage is: user has 8 seconds to provide two clicks +# or the first click will be erased. But the 8 seconds +# repeats as long as the user does not close the Figure, +# so user can draw as many trend lines as they want. +# The advantage of doing it this way is we don't have +# to write all the mouse click handling stuff that's +# already written in `Figure.ginput()`. + + +not_closed = True +def on_close(event): + global not_closed + global alines + dill.dump(alines, open('lines.dill','wb')) + not_closed = False + +fig.canvas.mpl_connect('close_event', on_close) + +while not_closed: + + vertices = fig.ginput(n=2,timeout=8) + if len(vertices) < 2: + continue + p1 = vertices[0] + p2 = vertices[1] + + d1 = df.index[ round(p1[0]) ] + d2 = df.index[ round(p2[0]) ] + + alines.append( [ (d1,p1[1]), (d2,p2[1]) ] ) + + apds = [mpf.make_addplot(exp12,color='lime',ax=axlist[0]), + mpf.make_addplot(exp26,color='c',ax=axlist[0]), + mpf.make_addplot(histogram,type='bar',width=0.7,panel=1,ax=axlist[2],color='dimgray',alpha=1), + mpf.make_addplot(macd,panel=1,color='fuchsia',ax=axlist[3]), + mpf.make_addplot(signal,panel=1,color='b',ax=axlist[3]) + ] + + mpf.plot(df,ax=axlist[0],type='candle',addplot=apds,ylim=(ymin,ymax), + alines=dict(alines=alines,colors='r'), + style='blueskies',volume=axlist[4],volume_panel=2,panel_ratios=(6,3,2)) + + fig.canvas.draw_idle() + diff --git a/examples/scratch_pad/np.float32.ipynb b/examples/scratch_pad/np.float32.ipynb new file mode 100644 index 00000000..47cec15b --- /dev/null +++ b/examples/scratch_pad/np.float32.ipynb @@ -0,0 +1,485 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## This notebook was used to investigate an issue emailed to me indicating that mplfinance raised an exception when the data was np.float32 (instead of np.float64)\n", + "\n", + "## It turns out that version of mplfinance was calling `statistics.stdev()`
    which raised the exception. Turns out to be a bug in statistics:

    https://bugs.python.org/issue39218

    " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.0.3'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "import pandas as pd\n", + "pd.__version__ # for the record" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "#%matplotlib qt\n", + "import mplfinance as mpf" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "tdf = df.iloc[0:20]\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "numpy.float64" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(tdf.iloc[0,0])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "tdf = tdf.astype(np.float32)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "numpy.float32" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(tdf.iloc[0,0])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "import statistics" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "abc = tdf.iloc[0:3,0].values" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([132.09, 133.78, 133.49], dtype=float32)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "abc" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "133.12" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "statistics.mean(abc)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([132.08999634, 133.77999878, 133.49000549])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "abc.astype(np.float64)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.9037173223977577" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "statistics.stdev(abc.astype(np.float64))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ], + "text/plain": [ + " Open Close High Low\n", + "Date \n", + "2019-11-08 15:57:00 3090.73 3090.70 3091.02 3090.52\n", + "2019-11-08 15:58:00 3090.73 3091.04 3091.13 3090.58\n", + "2019-11-08 15:59:00 3091.16 3092.91 3092.91 3090.96" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "intraday = pd.read_csv('../data/SP500_NOV2019_IDay.csv',index_col=0,parse_dates=True)\n", + "intraday = intraday.drop('Volume',axis=1) # Volume is zero anyway for this intraday data set\n", + "intraday.index.name = 'Date'\n", + "intraday.shape\n", + "intraday.head(3)\n", + "intraday.tail(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    OpenHighLowCloseVolume
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
    Date
    2011-07-01132.089996134.100006131.779999133.919998117.161659202385700132.373927125.3160731.219057
    2011-07-05133.779999134.080002133.389999133.809998117.065437165936000133.254297124.9127031.066618
    2011-07-06133.490005134.139999133.110001133.970001117.205429143331600134.040915124.6270850.992467
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2011-07-01 132.089996 134.100006 131.779999 133.919998 117.161659 \n", + "2011-07-05 133.779999 134.080002 133.389999 133.809998 117.065437 \n", + "2011-07-06 133.490005 134.139999 133.110001 133.970001 117.205429 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2011-07-01 202385700 132.373927 125.316073 1.219057 \n", + "2011-07-05 165936000 133.254297 124.912703 1.066618 \n", + "2011-07-06 143331600 134.040915 124.627085 0.992467 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
    Date
    2012-06-27132.419998133.429993131.970001133.169998118.980804108088000136.447962128.1400420.605441
    2012-06-28132.289993132.990005131.279999132.789993118.641281169242100136.500761128.2192410.551922
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "idf.shape\n", + "idf.head(3)\n", + "idf.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Let's grab 5 months of data from the input data frame:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "df = idf.loc['2011-07-01':'2011-12-30',:]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### We can, of course, plot a basic ohlc or candlestick plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.5a4'" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__\n", + "mpf.plot(df,volume=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### We can switch which panel is main and which contains volume:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,type='candle',volume=True,main_panel=1,volume_panel=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "or we can make both panels the same size:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,type='candle',volume=True,panel_ratios=(1,1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Or make the main panel 4 times that of the volume panel:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,type='candle',volume=True,panel_ratios=(4,1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's add a third panel containing bollinger data.\n", + "\n", + "By default addplot uses Panel 0." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ap0 = [ mpf.make_addplot(df['UpperB'],color='g'),#,width=0.75), # uses panel 0 by default\n", + " mpf.make_addplot(df['LowerB'],color='b')#,width=1.75), # uses panel 0 by default\n", + " ]\n", + "mpf.plot(df,type='candle',volume=True,addplot=ap0,mav=(10,20,30)) \n", + "\n", + "ap2 = [ mpf.make_addplot(df['UpperB'],color='g',panel=2), # panel 2 specified\n", + " mpf.make_addplot(df['LowerB'],color='b',panel=2), # panel 2 specified\n", + " ]\n", + "mpf.plot(df,type='candle',figscale=1.5,\n", + " volume=True,addplot=ap2, mav=(10,20,30), scale_width_adjustment=dict(lines=1.1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Now that we have 3 panels, we can demonstrate how to use ` panel_ratios `\n", + "\n", + "#### There are two ways to specify ` panel_ratios `:\n", + "1. As a sequence of numbers, **one for each panel**, to be applied in order to panel IDs 0, 1, 2, etc.\n", + "2. As a sequence of only **TWO** numbers: The first number will be applied *to the **main** panel*, and the second number will be applied *to all other panels*.\n", + "\n", + "\n", + "- In the ambiguous case where there are only two panels, the sequence of panel_ratio numbers will be treated as in item #1:
    The first number will apply to Panel 0, and the second to Panel 1 (regardless of which panel the user chooses for the main panel).\n", + "\n", + "\n", + "---\n", + "\n", + "Let's rearrange the above plot to have the main panel on the bottom, and the volume panel on top.
    \n", + "Then we will demonstrate the above two uses of panel_ratios." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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27duZO3eus09JCCGSpBzOKyce1RBCCFegedC5Z88efvrpJ06cOMG9e/fYvXs3ADNnzuTNN99M6kGeWd7e3ixdupTZs2czevRo7t27h7+/P8888wzDhw/H3d2duLg4wsPDiY2NTdpv9OjR+Pj4MGHCBO7du0f58uWZNWsWzzwjX+ZCCNeRcjivu6YoJ+ZGCCFyjmZBp81mY+TIkWzatAlI7AF6f5ia+Ph45s+fz86dO1m2bFmWA89SpUrx8ccfP3R9vXr1OH36dLJler2e4cOHM3z48CyeiRBCCCGE0Jpmz3SGhISwceNGVFWlSJEiuLm5Ja2LjIwE4PTp08ybN0+rJIUQQgghRB6hWdC5du1aFEVhzJgx7Nq1C19f36R1AQEBfP7556iqyq+//qpVkkLkW/EWG61nbk569Zi33dlZEkIIIRyiWfP65cuXMRgMvP7662mub9myJZ6enly7dk2rJIXIt+4PyXSfPOcnRNqkI5YQeYdmNZ1GoxGLxfLQKSYvXbpEXFycprMHCSGEeLTd74glY+YK4fo0CzqrV6+Oqqq8/fbbHDhwIGlaubCwMDZt2sSAAQNQFIWqVatqlaQQQgghhMgjNGte79GjB/v27WPv3r3s3bs3afkLL7wA/NebvUePHlolKYQQIp+R5nIh8i/Ngs6WLVsyfPhw5syZg81mS7Vep9MxePBgnnvuOa2SFELkUQ8GFhJUiAfJuKVC5F+aDg7fv39/nn32WTZs2MCZM2cwmUz4+PhQuXJl2rZtS/ny5bVMTgiRRz0YWEhQIYQQjwbNZyQqX748Q4cO1fqwQmRJyia6eIsNncGJGRLiX3JtCiEeVZoHnSaTiatXrxIVFZXUmSilOnXqaJ2sEMmkbKJTzf84MTdC/EeuTSHEo0qzoDMiIoLJkyfzyy+/YLVaH7qdoiicOHFCq2SFAKT2SAghhHB1mgWd48aNY+vWrQ+t3RQiJ0ntkRAiJ0inNyG0o1nQuWfPHgD8/Pxo1qwZJUqUwN3dXavDCyEeIMPKCJE7crrTmwS14lGiWdBpMBhISEhg1apVlCtXTqvDCpGm+1/UiqKgquoj15z+qA8rIz/UIr9w9kgO8lkSuUnTcTp/+OEH/Pz8Mt5YCAe5WnN6vMVG65mbk947+8s7ZU2oxWrHXf/fBGSFvT1YPiDv/Lik/GF09Ic65fGyqvu87dwzJaCqaq7/r3O7lltq1fM3Zwe94tGiWdA5fvx44uPj6dmzJwMHDqRy5cp4eXmluW1gYKBWyYpHhKt3FFJVXKrmMWVQbjP/g+pC+Uspo9oWrX8YMzpehvmJcd4PdW7Xcj/qtepCCO1oFnQqioKPjw/h4eG888476W6Xnd7ra9asYenSpVy6dAl/f38aNWrE8OHDKVy4cJrbBwUFpbm8WbNmzJs3L8vpC+dytZrNrMprtUW5nV9Xq21xJD957X8thBC5RbOgc+LEiaxduxZA8x7sixYtYvr06YwYMYIWLVpw8eJFxo8fz/nz51m+fDmKoqS535gxY2jTpk2yZUajUdO8CZEZea22KK/l19keDDTjLTZ03gWT1l2N+CfZoxeuVkvvbDndiiE3AUK4Ds2CzvvDJbm5uVGjRg1KliyJweD4N4eqqixcuJCOHTvSp08fAMqWLcvgwYMZP348p0+fpkqVKmnu6+vrS9GiRR3OgxAifc7+YXd2Z4gHg/SUtfApH73IqJZe6+eDXf0Z0JxuxZAbKCFch2ZBp9VqRVEUFi9eTO3atbU6LIqisGHDBtzc3JItDwgIABJnQBIiv0sZiLhabZnWP+xZ7ejjas3zjtD6+WBXewb0UR95QohHmWZBZ8OGDdm+fTs1atTQ6pBJ/P39Uy3bunUrXl5eVK5cWfP0hHA1Wa0ty+tcLYh0tLd7fpbV5vG8/ny2ECL7NAs6J0yYwPXr1xkxYgTvvvsuZcqU0erQqWzbto1Vq1YxbNgwfH19H7rdnj17WLduHWFhYXh6evL8888zcOBAfHx8HrqPoiS+csv9tHIzTZHzMlMzqfX/PKvHy8q1l/J8LDY77m66ZOtz+vyyQuu0nRkE58S15Gj5PLh/ZoJILdPTYntH8pPT13Vm855T+cjvv0X57Tc3r52HZkHniBEj0Ov1bN26lS1btuDj45PmmJ2KohAaGprtdDZv3syIESNo164d/fv3f+h2RYoUwWQyMXDgQAoVKsThw4eZNWsWJ06c4Jtvvnlo56Pygf54e3tnO3/ZVT4wdW1uXtNk4g/cjIwDIKCAJzvf65CtfdPa/2H/L1eVUc2koihUKOmf7L0jEgOTn5O9T6+2SVGUpGsurWsvZX5Sno8t5h9Uz8yfX8pr48Hjp0xLi/cPpp2WnExfa1m9llLKTvlkZf+Mzt/Raz2r55fRZyHl+oy+q1JeK1kpu8zI7vG1+s3I6fPLiox+B7SUH35zAUymvDXzo6bTYN6/eFVVJTo6mujo6FTbOfIFvXTpUqZOnUq3bt0YO3Zsuse6Py3nfVWqVMHd3Z1x48Zx8OBB6tSpk+Z+4dci8PKyZDuPWaUoiRd/+LUI8vq09TciYpN+HG9ERHH+akS29k1rf61HRHC2OLOVyv9bmfQ+3mJD58B3h6pCgvt/tf5qQvpNlqqqEn4tIuna6/bVdu7GpGgidSg/arL/X8prI+W2Wr9v8N66pPMp7OPB8hQdWR7cR+v0c1vKsk5rfVa2z+r+GZ1/VrfPaP+M85f+ZyHl+oy+q1JeK1kpu7R0n7c92bWZ1eNr/Zuh5fk9eG6QukUkrc/ig1L+Dly4/U+y78mM9s+M/PSbCxAbm7f6tWgWdOb0gO8rV65kypQpvPPOO7zxxhvZOsb9Xu43b9586DaqilMuRGekm9M9fh09n/zwhfAwrvCM5v3yVdXkg51rlR9n/v+SDd4eE5Wvr6V4i43nZ2Stt7sj5ZEyvcx0BNIyvZSza2nRESkr+ev+lWPfmymvzYzykvJ7+v5MYjn1m+HIMVN+j6RsEcnqZzFVpzoNP8vO+q3XWl47B82Czm3btml1qFT27t3LxIkTGTVqFL169cpw+4MHD7Jy5UrGjx+frBPSsWPHAGRu+H+lfE7N2cPOCJFT8nNHoNyeDSu3b5hSPdqRYnYtrdPPqGNUbj/f6+jsWY7IzHS6rjTdb8r8pLU+L03/mx9pFnTmFFVVmTRpErVq1aJt27bcvn072XovLy9iYmLo2bMnb731Fm3atCEwMJCdO3cyZMgQhg0bRkBAAIcOHWL27Nk0atSI4OBgJ51N7srql5Gr9RgWedeDnV9cIch7lK7tjDoepeoU5mKBhLM5u3d9RjdI3edt554pAVVVKeztkaNBqdbT6WZ07WW11jqj4blkjFbXo1nQuX79+kxv27Fjx0xve+3aNcLCwgB4+umnU60fMmQInTp1Ijw8nMjISCCxqX/p0qXMmTOHt99+m8jISIoVK0aXLl0YMmRIptPOaSnHq9P6yz6jmkxX5urjUor0PVg7JV/0uSujmsiMag61nkFJPstZk1EQmax5PhOfLVe64crtWmvhejQLOkeNGpWpTkKKomQp6CxZsiSnT5/OcLuU21SpUoUvv/wy0+k4g6N3YWkFkekFlVn98nFmc7srPPMoxKNI68+eq3+WH7WgOC9VPqTk6P/q/vPBOVXRIzKmafO6s3txPmrSCiK1vKN1pTtkoa2UX775/YdWiIdxNCjO6Obc1YK8vPy9ntH/KqOgNLeffxapaRZ0Tps2Lc3lt2/fZteuXZw8eZKhQ4dSq1YtrZIUQmSTq9c+CZFXZNgcnseCvAeD5IxuRl2tlli+11yfZkFnp06dHrruzTffZObMmcycOZNvvvlGqyQfOc6+Y5be7UIIkb89GCRnFLRJkCeyKtd6r3fq1In58+czc+ZMli9fnlvJ5ikpe/ymDOqcfcfs7PSFEMLVObtyQAhXlmtB5x9//AHAiRMncivJPEd6/AohRN4mN+dCPJxmQefnn3+e5nKz2czZs2fZtWsXkDiupsgcuWMWQgghRH6hadCZ3pBJ93u2t27dWqsk8z1Xv2POalAsz4QKIYQQj65cGzLJYDDQuXNnRo4cqWWSwomyOhNGeoPVO7vXoxBCCJEVGU3DKVLTLOhcsmRJmssVRaFAgQKUKlVKmtYfMVkZSkR6PQohhMhNKYd8yihoTBlkxlts6LwLJr13xRZJV6NZ0Fm3bl2tDiWEEEIIkaOyOlh8ylkEpbIk67IddF67di3biQYGBmZ7XyGEEEKkTTqgCleW7aCzefPmmZprPSVFUWTYJCGEECIHuHoHVFeW1eZ2rfd/FDjUvC5zrQshhBAiP0jZ3H414p8sTfMpc7tnLNtBZ3rTXgohhBBC5GUyzaf2sh10Tps2Tct8CCGEEEKIfCxHpsG0Wq1cuHCB6Oho/Pz8qFChQrae/xRCCCGEEPmDpkFnVFQUH3/8MRs2bCA+/r+xrHx9fXn55ZcZOnQoRqNRyySFEEIIIUQeoFnQaTKZ6N69O+fOnUvVwSgqKoqFCxdy+PBhFi9ejLu7e4bHCwkJ4ZNPPqFVq1bMmjUr2bpt27axYMECTp8+jd1uJzg4mCFDhlCvXr2kbW7cuMGHH37Inj17SEhIIDg4mBEjRlCrVq1UaVkslqS/L126iLe3d1ZPP1vMkbcwu8cmvbeZInGzJvybqZjEbe6vz+fvk527vM9f713sWpNrWd7LtSzXcm68xxLD5csXyUkmk+m/5B6IZVyVZkFnSEgIZ8+eBaB48eJUr14db29voqKiOHLkCJGRkRw5coQVK1bQs2fPhx4nIiKCUaNG8ffff6dZKxoaGsqQIUMYMGAAU6ZMITY2lpkzZ9K3b1/WrVvHY489htlspnfv3nh5ebFw4UKMRiNLliyhT58+/Pjjj5QuXTrZMY8ePZr09wutGmlUIkIIIYR4lD3zTe6ldfToUZo0aZJ7CWaHqpH27durVapUUadNm6ba7fZk6+Lj49WxY8eqQUFBapcuXdI9ztKlS9XXXntNvXPnjvrMM8+ow4YNS7Z+2LBhau/evZMtu379ulq5cmV1wYIFqqqq6rp169TKlSurYWFhSdtYLBa1SZMm6vjx41OluWPHDhWQl7zkJS95yUte8sqTrx07dmQpbnMGzWo6L126hJubG8OHD0/VachoNDJ69Gi+//57zp8/n+5xmjZtSteuXXFzc0tzfcqmdiApPb0+8XR27dpF2bJlqVChQtI2er2ehg0bsnPnzlT7V6pUKenvTVv3UqhQ4XTzqCVFgXIlCnDheiQy7GnWSNk5Rsov+6TsHCPll31Sdo7Jb+V3795d2rRoACSPZVyV5r3XH9ZL3WAwoNfrsdvt6e6fsuk7Izdu3GDKlCmULFmS9u3bAxAeHp7mccqWLcvatWuJi4vD09Mzafn9YBWgUKHCFClSNEt5cISiQLFi/sRYDPniA5CbpOwcI+WXfVJ2jpHyyz4pO8fk5/J7MJZxVZrlsFSpUpw7d46FCxcycODAVOsXLVqExWKhbNmymqS3fft23n77bRISEmjUqBErV66kYMGCQOKDtaVKlUq1j4+PDwDR0dHJgk7hHKoK4ed1/PWnG8f+0nP0LzeuXtFRqJBK0WJ2ihZTKVPWRucXzZQs5dxvh1iLifF7/seBG78T4F2CEt6lKOFdkmqFa/B8ufYY9TLHsRBCCJEezYLOZ599lrNnzzJnzhy2bdvGk08+iY+PD5GRkezfv59z586hKArPPfecJunVq1eP9evXc+XKFebNm0e3bt1YunQpgYGBmhxf5CyTCUYO9+KXzcnnFCtY0M7ZMzpOn/rv8YrPZnnQ6nkLvfokULuujdwe8vVO3C3e/LUrR+8cxuBm5JrpCkc4kLR+8v4xdA3qRbeqfSjuLdefEEIIkRbNgs7evXuzYcMGLl68yPHjxzl+/Hiy9aqqUr58eXr37q1Jel5eXlSoUIEKFSpQp04dmjdvzvz585kwYQK+vr7JhhG4Lzo6GkVR8PPzS+OIIrdcuayjfx9vTp9yI6iKjbbtzNR43EaNmjb8C6rYbPDPPYXbtxX+2KdnySIjv2wy8MsmA8E1rAwfEU+TZtZcCT7PR5yl768vcTn6Iq3KtmVms/nYVTs3TNe4GnOZLRc3sP7cKkztE7sAACAASURBVL78awbzj86mTYWODHliJBX8H8v5zAkhhBB5iM6RnR8M7Hx8fFi+fDmtWrVCURRUVU16KYrCs88+y9KlS5OauLPDbrcTGhrKyZMnky339PSkdOnShIWFAVChQgUuXkw9NtaFCxcoWbIkHh7SFOos+/e60ekFH06fcqNdBzPf/xjNoLcSaNzUin/BxCZ0NzcoUlSlajU7PfuY2bIjmvmLYmj4tIXjx/T0fd2H17t6c/SvtDubacFmtxF6cRMv/fQsl6Mv8nq1N/m8+WI89V54u/tQ0b8yTUq1YFKjWex+9W9G1Z1Ece9Afgxbw/Nr6zNy5yAuRV3IsfwJIYQQmRUSEkJwcDDDhw9Pd7u5c+cSFBTE2rVrky2/ceMGw4YNo06dOtSsWZNu3bpx5MiRLOfDoZrORo0a0aJFC9q3b0/jxo0pUqQIn332GXfv3uX48eNERUXh5+dHcHAwhQs73iNcp9Px4YcfUr58eb7++uuk5fHx8Vy8eJGnn34agGbNmvHDDz9w7ty5pN5cZrOZXbt20aZNG4fzIbJn7Wp3xoz0wmaDd0fF0X9QQqZqK3U6aN7SSvOWVg7sd2P6NE/27nGnU1t3uneHsRPBYMj4OJlxMSqctWdX8P3ZFdwwXQNgdN3J9Ake9NBOcgWM/vSrMYRe1Qew/tx3fH5kOmvPruTHc6vpUe0NRtWdiF7n+g94CyGEyF8yGvv8QWFhYcyfPz/V8qyOfZ4eh2o64+Pj2bRpEwMGDKBx48ZMmTKF48ePU7hwYZo2bUq7du1o2rRplgLOiIgIbt++ze3bt7HZbCQkJCS9j4+PZ/DgwezcuZOZM2cSFhbGyZMnGTFiBNHR0XTr1g1IfL60atWqjBw5kqNHj3L+/HlGjx6NxWKhX79+jpyyyKalIQZG/s8bgwG+WmhiwODMBZwp1alnY9W6GL6cb6J8BRvLl8PUidp0Cpt5cDItVj/JF39+wt24O7Qp34kVbTbQt8bghwacD9Lr9LxYuTu/vniASY1mUtizGCF/z2VgaHdiLakf9xBCCCFy0oYNG4iNjWX9+vUUKFDgodvZ7XbGjh1Lp06dUq3btGkT58+f5+OPP6ZmzZoEBQXxwQcf4Ofnl6wCMDMcqn4pUKAAkZGRANy9e5dly5axbNkyypUrR4cOHWjXrh0lS5bM0jGHDh3KH3/8kfT+xo0bbN26FYBp06bRuXNnABYvXsyiRYvw9vYmKCiIJUuW8NRTTyWelF7PggULmDZtGn379sVsNlOrVi2WLl1K8eLFHTllkQ3zvjTy8TRPfP1UFi6J4cmnbA4dT1Hg2dYWGjSy0qVdAZYtNlK7jpUXOmR/CrCbpuvMPzqbQh5FGFJrBO0rvoS/sWC2jmVwM9C1Sm+eL9eBN7e8yvbLv/La5o58/ey3FPLIvTFghRBCPNoyGvv8vqVLl3L16lW+/vprli9fnmxdVsc+T49DQefevXs5ePAgoaGhbN26latXrwKJ42TOnj2bOXPmUKtWLTp27Mjzzz+Pr69vhsdcunRphtt06tQpzWj8QUWKFGHGjBmZO5EHKAq52jv6flq53SM7N6gqzPrEgy9me1CokJ2QFSaqBzsWcD6ogL/K6tXQoKHKmJFeVAuOpmKl9MeBfZiVpxdhVa30qzGEntXf1CR/hTwLsbTNet7e1petl37mlQ3PE/L895TyLaPJ8R2Vn6+9nCZl5xgpv+yTsnNMfiu/jM4jM03fV65c4dNPP2X69OlpxmlZHfs8PQ4FnTqdjrp161K3bl3GjBnDqVOnCA0NJTQ0lFOnTqGqKocOHeLw4cNMmjSJZs2a0b59e1q2bOlIsjmqXIkCFCvmn+vplg/M/TRzSkICrF0LX3wBe/ZAiRIQGqqjWrWMbzqyqnwgzJmtMGAADB/sx/794O2dxfxaE/judAieek/+75mhFPLU8n/hz889f2LQxkF8ffhrum5qzY5eO6hUyHVmjshP115uk7JzjJRf9knZOSa/lJ+Pu9nhY7z33ns0btyYVq1apbley7HPNe3dUKVKFapUqcKQIUO4evUqW7ZsYfv27Rw6dAiz2cyvv/5KaGgoJ06c0DJZTV24HkmMRaNeKZmgKIkXf/i1iDw9O4LdDidPuLF5ozurVhq4eyfxceEna1v55NNYPArYOX9V2zTvl12rFyLo0MmLH9YZ6NHTzCefxmbpLvb7Myu5HXubV6v0JOKejggitM0o8H+1PkJv82HuX7No/E1TVrbdSBm/cpqnkxX55dpzBik7x0j5ZZ+UnWPyW/nduRPp0P5r1qzh2LFjbNq0SaMcpS/HutSWLFmSXr168dxzz/Hrr7+ycOFCbt26heri/2VVxSkXorPSzS67HS6E6/jzsBu7d7mzZ5c+KdD08FB5uWsC3V4zE1wjsTk9p89t4rRYjh93Y/33Bux2mDY9FmMmRsZSVZWQv78C4PVq/XMwnwr/e2o8NruN+cfm0H1jO1a23UhJF2hqz2vXniuRsnOMlF/2Sdk5Jr+UnyPncPv2baZPn87YsWMpWvTh039rOfZ5jgSdp06dYsuWLWzZsoWzZ88CJAWbMjB73qSqcOSQGxt+NHD8mBunTrgRG/tfdaKPr8qzz5tp3NRK23YW/Ark7qfZ2xsWLY2hX08fflxn4OoVHV9+baJw4fTzcejmPk7cPUrDwKZULlg1R/OoKAoj6kzAYrey6O8v6bG5PcvbbCDQJ3WzhRBCCJGTdu/eTWRkJGPGjGHMmDHJ1o0dO5Zx48Zx4sQJKlSowOHDh1Ptn52xzzULOu93KAoNDU3qUHQ/0NTr9TRt2pQOHTrQrFkzrZIUuSAhHjb8aGBJiIG/j/13uZQsZadRYwvVg200fNpKzSds6J08FGVgSZXv1kXz9iBvdv7mzovtffg6xESlxx7euSjk73kA9KzeP1fyqCgKY+pNxqZaWXJiPr1/7sL37UPxMWj/vKsQQgjxMC1atOCnn35Ktbxdu3a89dZbtGjRAtB27HOHwoQdO3YQGhrKtm3buHfvHkCy5vMnnniC9u3b06ZNG/z988dDu4+Ku3cUli0xsnyJgXt3E5vNGz5tofvrZurV/2/2IFfj6wvzF5mYPMGTZYuNvNrZhy07oymYRn6v/TuNZWnfcjQr9Wyu5VFRFMbX/5BocxTrzn3LuD3DmNVsQabGAhVCCCEyKyIiAoslcTjBB8c+h8Rm88qVK6e5X0BAQNK6B8c+nzBhAj4+PnzxxRfZGvvcoaCzf//+SVNe3lemTBnat29P+/btKVPG+c+riawJP6/jm6+NrF1tICFBwdNTpVuPBHr0SqByUPaGI8ptej1MmByHwaDyzdcerFxmYNDQhGTbxFvjmHVoKjbVxuvV3sRNl3NTaqZFURQmNprBibtH2XB+LXWKN6R71b65mgchhBD5W2bHPk+PlmOfO9wgqqoqBQoUoHXr1nTo0IFatWo5ekiRy6xW2LbFnZXLDezeqUdVFYoUtTO4dzzdephdtlYzI/0HJbB0sZFlIUb69U/AYEi8Xjdf+IGP/niPqzGXKeoZwIuVuzklf556Lz5rHkKnH5szed8YahZ5khpF5fMjhBBCG5kZ+zyl06dPp1qW3bHPU3Io6GzVqhUdOnSgadOmuLu7O5yZR01sLPzf/7wIegxatHajajXtBk7PjKtXFFZ/a2T1twZu3kxsQq8cZKNXvwQ6dDRnqve3KytcRKVDRzNrVhnZvNGdqs2O8v6edzhwcy8KCq8E9WT4U2PwNTx8arCcVsH/MaY+PZu3t/dl6LZe/NBxBwWM8iiKEEKI/MehoPOzzz7TKh+PpIQEhf379GzeCJ9+6kuVqjY6vWim1XMWypTNmaZsiwW2h7rz7QoDu3Yk1moajCodu5jp1iOBWk/Z8s1MDQC9+yWwZpWRuV/ZuRXdhihLBHWLN2Jc/WlUK1zD2dkDoG2Fzhy4sZdlJxcwetdQvmixRJ7vFEIIke84ub/xo61gQZXffo/i8F5/vppvYd/v7kyb5Mm0SZ6UKm2jfkMrjZ620rhp1jvuWCxw7C83Dh3Uc/2ajlu3FG7d1BF+Xsc/9xJrNStVtvFKVzOduuTdJvSMBFW180S9SP7cXwDOBTPqpefoGzzY5YK60fUmc+TWAX69uIEfw1bTodLLzs6SEEIIoSkJOp3M2xt69oTGLU1cuayw8ScDe3bpOfiHnjXfGVnznRE3N5W69a20es5Cy2ctBJZMHSBaLPD3cTcO7Nez73c9B/brk42jeZ+vn0rnF8282j3/1Wqm5ULUecKrzYT9y3js9Dz61Qh0dpbSZHQzMr3JF3T84Rkm7v0/GgY2pahXgLOzJYQQQmhGgk4XUrKUypsDE3hzYAIJ8XD4kJ5dO/Vs/dWdvXsSXxPfg4KF7JQpY6d0GTtFito5fcqNI4f0xMf/F0EGBNhp9byFeg2slC1rI6C4StFi9izPS55XRSVEcurecd7Z0Z/I0tfwD5xF2L6qXL4UTekyrtkLP6hQdYY8MZJZh6cwfs//mNtymcvVyAohhBDZJUGnizJ6QINGVho0sjJydDxh53Rs+cWdHdvduRiu468/9fz153/bB5a0U7uuhTp1rdRvaKVcebvTazHjrLHci7tDoE/pHA+e7KqdNWeW80PYKsIiznAn7lbSujceH0rJQd5MGKew+BsD4ybE52heHPHm42/zy8WfCL20iQ3nv6ddxRednSUhhBBCExJ05hEVK9mpWCmBAYMTx5uMi4Mrl3XcuK6jYiVbmk3uuUlVVU7cPcbe6zv4+85fnLh7jPCoc9hVO5X8q9Ch0ku0r/Bijsw1Hh55jjG7hvHHjT0AFDQWonZAfSoUqEyd4g3oWOkV4oLNzPrYg9XfGRnydoLLPsPqrnNnepMv6PRDcz7YO5IGgU0o4lnM2dkSQgghHCZBZx7l6QmPVbbzWOXMNRXHWWO5EBnGlehL6HV6PN298dJ74aH3RKfokrbTK3pKeJfEqE9/vCS7audW7A1O/3OC7Zd+YeulzVw3XU1a765zJ6hgdXwMvhy6uY8ZBycx4+Ak6hZvRJfHuvF8+fZ4u/tk7+QBm91GpPkfVu3+ivd/m4DZlkC9Ek8zseEMKvqnnmHBywte623m8089+GKOkbHvu25tZ5VCwQx+YgSfHp7K+7+P4IsWi52dJSGEEMJhEnTmE3bVzqXoC5y5d4IbpmvcirvB7dib3DBd50LUOa7GXM70sRQUSvqUplyBSpTyKY1VtRFvjSXWGkuMOZrrpivcMF3DYrck7WN08+CZ0s/xTOlnebxobSoVDMLoZgTgpuk6G86v5YewVfxxYw9/3NjDxH3/R+vyHelQ8SUqF6xGIY/CaTbBm21mTt47xuGbf3D41h+c+eck9+LvEJnwD3Y1MeD2NfgxocHHvFS5R7rN+P36x/PtcgPLFhvp0dNM2XKu+WwnQP/Hh/HzhR/45cKP7Ln6G41KNnN2loQQQgiHSNCZh92Ju8WCY5/x161DnLh3HJMlOs3tvPTeBBd5ggoFKlHGtzx21U6cNY44q4k4axwq/zU1m21mLkWHJ9aKxlx66PHK+lWkpE8pSvuW4+mSz9CoZDM89V5pbh/gXYK+NQbTt8ZgTt07zpozK/ghbBVrzixjzZllAHi7+1LGtyxFPAOIs5qINkcRY4nmdtwtzLb/prB017lTyKMIQQWrUcijCI8HVuO1ykMp6pnxVFw+PjDsnXjGjfLik488+GxubIb7OIu7zp3x9T+i+6YXmLRvND912om7TiZgEEIIkXdJ0JlHbbm4ibG73+Ze/B0AinsHUq9EI6oVqkGgT2mKehajqFdxinkFUNQzIMsdeVRV5VbsDa7GXMbgZsRT74mn3gsfd198DX7Z7hhUpVAw4+pPZWSdCWy//As7LodyKTqcy9EXOP3PCU7eOw6ATtHh6+5HSZ/S1CzyJE8G1KVWsbpULlgVvS7xslUUqFDSn/NXI1Az+Yjmi6+YCfnGyOYNBg73S+DJp3J3FqisqFeiEW3Kd2JT+DpWnPyGntX7OztLQgghRLZJ0JnHRJujmLJ/LGvOLMNNcWNIrZG8VvUNCnsW0TQdRVEI8C5BgHcJTY97n8HNwHPl2vFcuXZJy8w2MxEJ9/B298FL750jPd71ehg1No5+PX2YNsmTVetinN7LPz2j6n7Atks/M/vwNF6o0EXz/7MQQgiRW3QZbyJcxYXIMNqvb8KaM8so51eRVe1+YdiTo/NNIGJwM1DMqzje7j45OsRS02esNHzawpFDen7e5NpN1oE+pen/+DCizJHMOjTZ2dkRQgghsk2CzjziduxNev/ShcvRF+lapRc/dtzB40Wfcna28iRFgVHj4lEUlelTPbC5bgs7AG/UGEpJn9J8d3oJf9856uzsCCGEENkiQWceEGOOpu+vL3M5+iKvVXuDiQ1n4uX+iEwtlEOqVbfR6jkLly+58fcxN2dnJ10eek9G1Z2Eisq0P8Y5OztCCI3Y7XD3jsKFcJ3L3/wKoQWXDTpDQkIIDg5m+PDhqdYdPHiQ119/nbp169KgQQPeeOMNTp48mWybqKgoxo4dS4MGDahRowadOnVi+/btuZV9zZhtZgZvfZ0Td4/yfLkOjKs3TaZG1EiTZ6wA7Nnt+o82P1+uPU8UrcO+67s4cuuAs7MjhMiGhAT4drmBLu19aFTbj6oVClCvVgFaNvGj/pN+jBjuxeaN7kSnPRCJEHmeywWdERERDBgwgIULF2I0GlOt//PPP+nVqxclSpRg+fLlzJ8/n7i4OHr16sXt27eTths6dCj79+/n008/Zf369TRp0oTBgwdz6NCh3Dwdh9hVO6N2DWHPtd+oW7wRM5p+hZvOtWvl8pJGTycGnb/ngaBTURT6Pz4MgK+PznFyboQQWWEywcL5Rpo38mPcKC/+OqLHbEmcaa5RYwvNW1qwWhXWrTEwdIA3dZ8owJIQg7OzLdJgtyfOCGg2J/4tssblfm03bNhAbGws69ev56WXXkq1PiQkhBIlSjBt2jR0usSYefLkyTz33HNs2rSJnj17cuDAAfbt28fChQupV68eAMOHD2ffvn18+eWXLFy4MFfPKTtiLSbe3TGAXy9uoHLBqnzVcnmGswSJrCldxk7pMjYOHdQTHwcens7OUfpalHmeiv5BbLm4kfMRZ6ng/5izsySESIOqwrmzOvbv1bN/n57fd+mJjNTh7q7ySrcE3hiQQLnyySMWiwUOHtCzbYueNauMTBzvxeWLOkaNi8dN6hpcwo7tet4b48XVK//V1ylK4nh9qvpfC2SvvvGMm+C6s945k8sFnU2bNqVr1664PeRTNnXqVOLi4pICToCAgAAAYmMTB/vevXs3Hh4e1K9fP9m+jRs3Zu7cuZjNZgwG172LvGm6Tv/Qbhy/8yc1itRiXqsV+BkLODtb+VLDp618t8LIoYN6GjW2Ojs76dIpOt6oMZRRu4bw9bHPmNZYajyFcCWqCmtXG5jxkQe3bv33G+Xrp9Krbzx9+ydQokTagwq7u0ODhlYaNLTy0qtm+vX0YdECD65e0TFjTiyeLn5TnJ9F/KMwdaIna9cYUBSVx5+wggI2K9hs/wabioqiJHZUrVhJqkAfxuWCztKlS6e73svLCy+v5DPfbNu2DYAnnngCgPDwcEqUKIFen/z0ypYti9Vq5dKlS1SqVEnDXGvn7ztHeXNLV27GXuO5cu34pOlXD53pRzjuftD5+x7XDzoB2lV8kVmHprD+3HcMe3J0jo2jKoTImsuXdIwb5cmeXe64G1Sat7RQr4GVeg2sVK1my1JtZeUgO9//GM0bvbz59WcDPV7R8eV8EwHFMzkLhtCEqsKvP7szYZwnt2/pKF/BxrSPY6ldV3p9ZZfLPdOZVVeuXGHixIk8/fTTNGjQAICYmBi8vVP37vbx8QEg2kWf0t59dTtdN7bhZuw1+tccxmfNQyTgzGH1G/77XOcul7v/SpPRzUjv4IFY7GZC/p7r7OwI8UhLiIdTJ3XMn2ukTUtf9uxy56k6Vn76OZr5i0z0fTOB4BpZCzjvK1pMZcWaGJq3tPDXET0vPOvLr5tde1zh/OTcWR29unsz+E1v7t5ReHNgPD/9HC0Bp4Pyxi/tQ5w7d44+ffpQrFgxZsyY4ezsOGTLxU0M3dobu2rjw8af82Ll7s7O0iOhcGGVqtWtHD/mRmSEQgF/169JeCWoJ1/8+QkrToUw8PF35NELIXKJqsLO3/Ss+tbAqRNuXL6kw25PbF719lZ5f1Is3V83o9OoOsfLC+YuMDHvCyNzZnkw6E1vXn41gYVfa3N8kVp0FMyZ5cHSECNWq8LjtaxMmBRHjccl2NRCnq3pPHjwIN26daNUqVIsW7YMf3//pHW+vr7ExMSk2ud+Daefn1+u5TMzVhxbweDQ1wH4rHmIBJy5rGEjK6qqsG9v3rgH8zX40b1qX0yWaFac+sbZ2REi30tIgNXfGmjT0pe+r/vwyyYDN67rCKpip10HM8PfjWPz1ihe66VdwHmfmxsMeiuBVetiKFfexqpvjdSqBZcu5tmfb5cVFanQ6QVfFi3wwL+gysezTKxeHyMBp4by5FV77Ngx3njjDerWrUtISAgFCiSv6alQoQLXr1/HYrEkW37hwgXc3d0pU6ZMbmY3XStPhdBjbQ/cdQbmt1rJs+VecHaWHjkN/x06aU8eaWIH6FV9AEY3DxYc+4yIhH+cnR0h8p24OAj9Vc/oEZ40rufH6BFenD3jxjMtLSz9LoajpyP56ZdoZn0ey+C3EwgsmbOtJDWfsPHD5mhefjWBc+dg6EAvzOYcTfKRoqoweqQnF8LdaN/RzJYdUXR60aL5TcSjLs8V5927d+nfvz+NGjVi9uzZafZCb9asGQkJCfz+++/Jlm/dupXGjRvj7u4az8XcNF1n3O7h+Bp9Wdz6exqXau7sLD2S6tSz4u6usndP3gk6i3gWo1+NIUQk/MOcwx86OztC5AsWC/y62Z3+fbypXaMAA/r6sPpbI/FxCq92T+CX7VF8vchEg4ZWpwxj5O0NUz+Oo2NHOH5UzycfyjB6Wlm62MAvmwxUC7Yy7eNYfH2dnaP8yeV+ZSMiIpJqKG02GwkJCUmDvvv6+jJ79mzMZjPvvvsu9+7dS7avu7s7/v7+PP744zzzzDN88MEHTJs2jcDAQJYtW0ZYWBhTp07N9XN6mKJeAYypN5lXa7XH21oa1fUfJ8yXvLzgiSdtHNiv59o1hcDAvPGP6F9zGGvOrGD5yYW8GtSTyoWqOTtLQuRJ58N0rP7WwNo1Bu7eSayLKV7CTotWZpq3tFC/gRWji8R3igILF8K+/Xa++dqDRo2tNH3G9UfecGXH/nJj2iRPvH1U5nwZ6zL/6/zI5YLOoUOH8scffyS9v3HjBlu3bgVg2rRp7N69m+joaJ577rlU+9atW5elS5cCMGPGDKZPn86wYcOIiYmhatWqLFy4kOrVq+fOiWSCTtHRt8ZgKgT4c/5qhLOz80hr9LSFA/v17N3tTpeX80ablZe7N/9XdwL/++1NJu8fw+Ln18kUqUJkkt0Ou3boCVloZNeOxNYvT0+VLi8l8NKrZp6qY8NVP06FCsGnn5vo9pIPI4Z7seGXaIoF5I2bZVcTHQVvDfLCYlb45FNTqkH7hbZcLui8HzQ+TOfOnTN1HG9vbz744AM++OADLbIl8rmGT1v5dEbiPOx5JegEaFfhRZadWMDv13YQenETrcq1dXaWhHBpqgprvjOwYJ6RsHOJbeRVq9no/noCbdub80yzap16NoYOj2f2DE/eHeZFyHKTPH+YRTYbjPyfF5cvudHttQTatrNkvJNwiFyiQgA1Hrfh7aPy+2491jzUUqUoCu81+AgFhal/jCXBKlOvCZGeb742MnqEF+fDdLR81sKyVTH8+HM0r3bPOwHnfYOGJlC3vpXfd7szeYKnPKKVBXY7jBnhyZZfDFSvYWXse3HOztIjQYJOIUicgq5FSwt3butYGmJ0dnayJLjIE3Sp3J3L0RdZePwLZ2dHCJe1e6eej6Z4UKCAnY2/RvPVQhP1G1hdthk9I25uic3spcvYWLLIyKefyMOImaGq8MF4T75fbaRiJRvfLDHJc5y5RIJOIf717qg4vLxUPv3Eg2vX8tav0Lu1x+Pt7su8o7P5J/5exjsI8Yi5eEHH24MSZ3ib/WUslavkj2f3igWoLF5hIiDAzhdzPFjwVd66ac5tqgojR8KyxUbKlLWxZGUMhYvk/yrikJAQgoODGT58eKp127Zto1u3bjz11FPUqlWL1157jf379yfb5saNGwwbNow6depQs2ZNunXrxpEjR7KcDwk6hfhXYEmVYe/GYzIpTHrP09nZyZIinsXoGzwYkyWaeUdnOTs7QrgUkwkG9vMmMlLHyDHxPN0kDz1Dk4HT9/7mm6vv0HDUVDz8THw4xZOJn4dhs8uA5ildu6owYZwnn3wCJQLtLP02Jt/PZx8REcGAAQNYuHAhRmPqG5LQ0FAGDRpE3bp1WbNmDcuWLcNgMNC3b1/Onj0LgNlspnfv3ly+fJmFCxeyevVqypcvT58+fbh8+XKW8iNBpxAPeL13AlWrW9nyi4Etv7hcP7t09Q4eSEFjIZaeWMAN0zVnZ0cITVjsFqYfmMAXRz7hpul6lve3WmHEMC/OnHajfSczfd9MyIFcOsfasyvp8mMrlp1cwLrI8cS/2gQMUSz56Clq1ollwEBYtMDI4UNuLvmsuqom3hDcu6cQFalgMiXOZ2/TMF62WmHLL3r69fSmaQM/li02Urw4LP02hpKl8nfACbBhwwZiY2NZv359qol0ADZu3EjDhg0ZNmwY5cuXp3r16kyZMgWLxcLOnTsB2LRpE+fPn+fjjz+mZs2aBAUF8cEHH+Dn58fXX2dtTta89asqRA7T62HKh3F0ae/DB+O9aNAoCh8fZ+cqc3wNfgx4/H9M+2McX/75CRMbzXR2loRwiF218387s+LcJQAAIABJREFUB/Fj2BoA5hz5kJZl29CtSh8aBDZBp6Rfb3L3jsJbg7zYv9ed6jWsTP0oNs8+v/mgeGs8o3e9zarTS/Bw82RiwxmUL1CJe/F3+avKBlZ9XpOYi48RusFI6IbEfXz9VBo1ttC0mZWn6lgxxSjcuaNw57aOyAgFu5rYuUZVwW6D+HiF+HhIiFewWBOfezcYVAyGxO/JB8vRbIY7d3TcuZ14zKhIHRZz4mD7ZouCagd3dxWDMfE4ADExEBOtJM1dn5KHh4qXt4q3t4q3N/j4qPj4qvj4JC738EjcxugBBQvaKVvOTvkKdkqWshMdpbDzNz2/bXNn5296IiISr5OKlWy82t3M/97yJCLO/kh0vGratCldu3bF7SGzGcyalbpl7P7Qe3p9Yoi4a9cuypYtS4UKFZK20ev1NGzYMCkwzSwJOlNQFHL1S+l+WvnhizC35VTZPV7LRo+eZpaGGJkz04Ox7+edHuE9qvVh0fEvWXV6Kf1qDqWsX/mHbivXXvZJ2TkmM+WnqiqT9v0fP4atIahgNTpUeplvTy/mlws/8cuFn6hVrA4fN/2S8gUqpbn/0b/cGPSGN9ev6WjQyMLsL2Px9MqBk8lFqqryx43f+Xjjexy+fphyfhX5okUIVQoHJ23zQkUY/ZKdeYc/5tPNP2G9XItS//Qg8kRdft5o4OeNqWfx05KiqPj4gtGo4uEJvn52FAXMZpW4BCvRsSqqquLnp1CihDu+fonb2mxgtylYbYlz3cfFKsSaFCIidFy9wkOD05Tc3f891r/b+xWw0+lFM692S+CpOjZ0OihUyJPIfNIYlNF3UOnSpbN0vBs3bjBlyhRKlixJ+/btAQgPD0/zOGXLlmXt2rXExcXh6Zm5R9Ik6EyhXIkCFCvmn+vplg/M/TTzi5wou89nw9ZfYfE3Hkya4EFgoOZJ5BB/Pmj+Pv039GfhyRks67wswz3k2ss+KTvHpFd+721/j6UnFlCxYEW29w6lhG8JprUeT+j5UKbvmc7W8K20W9eED1t+yJC6Q5LVeoaEwIABicHLO+/Ahx+6o9enblrMKyLjI1l6dClzD87lxO0TAHSu2plv2n9DAY+0z+vjUuN4tXZruq3txpm786ClDuOtRpS82Q/lxhPE6q9wR3cCi+dl8LwLOisoKqCCzgb6OHCPA/dY0FnAZgCbEaxGsKeYSlpnAe9bFCxioUGVSgQHVMFkMRGVEEVkQiQXIy5y7NYx7Op/nbduA54FytC26ot0qtqJuiXrYnBLe4rq+83wUVGJr+hoiItLfMXHw40bcPZs4uvMGQWjEZ5/Htq2hQYNdOj1BiB5sJ1fPrs+7tqMK719+3befvttEhISaNSoEStXrqRgwYIAmEwmSpUqlTrtf5sBo6OjMx10Kqr6KFQwp+/WrVsEBAQAsP/PMxQpUjTX0laUxIs//FrEI1HVr6WcLrt5XxiZPs2Td/4vjkFD885zYBa7hefW1OdSVDgbO+8iqFDas3DJtZd9UnaOyaj8Fh2fy+R9YyjmVZxV7X6mtG/ZZOtVVeW700uYun8cJksM9Us0ZkLD6TxWsArrv3fnnbe98fRUmfZJLO06ZG3Ab6vdyqGb+1H+n737jm+qXNwA/pwkHRktbRmFDgoFKciSpUxZouD1WkFRqfJDhhdFUVDxcvWqoGhxIAqCFwRBhgsvAiKgWLwyLCCigiwFyuqi0Ja2Sdqs8/ujUto0bZp9kjzfj360OcnJmzenzZN3onKr4qbKWKhDNDZ3+zJajPj90q84VPALYlXNcX3jLkiMSKp1X6PFiBCZ7UBVF1EU8cvFn7DuxBpsPr0eOpMWAgQMShyGZwY8ifaqPgDst/7pjFpsydqIvbm7sDdnF3K12VXHmqvicEOznujUpCviNAloqmqOWFVzhMhCcaLoKI5eOoSjlw8hV5uNpqpYNFfHoYU6ATHhjWuE/KLyyziYvx8HL+5HcUVRrTLIBBnaRXdA16Y90a1ZTyhkCmw78xV2XsiAwVz5tzVMHo4bmvXEjc37ol/8QPSM7eORHdYC7Xf30qUC3HRDOwBAfn4+mjVrVud9hwwZgq5du9rsUtfpdMjLy8OFCxewZMkS5OXlYfXq1YiLi8Ntt92GlJQULFiwoMZj1qxZg1deeQW7du2q93mrY0unFVGETy5EXz1vIPBU3Y0abcDbb4bj809CMXlKhd/s9qEQQjCt+78w/X8PY96BV7Fk2Mf13j9Yrj1RrBxjVlEOVFQICAkBGkW59sKDpe48xVb9/XrxAF7d+zwahUZh5W3/RYImyUYdC7gvZRz6xg3CP3c+hr25uzD8v32QXDIOZxcsQ1i4BSs/vYLY685jb855XNTlokPjzmgblVJnWQrLL2PdidVYe2w5crQXahxTKlRoro5DnDoBLdTxiFE2wbHLv+Pn/L3QmbQ17hsRGol20R1gMBtQWH4Jl/WXUG7Wo3WjtugV2xe9mvdBj9jeiFW3QJj82mxii2hBnjYbZ0vO4MjlX/HFHx/jZPFxAEBMeBM8eP0kjGk/Hi0jk5AcX7l1ckOuPaVCjbuvS8Pd16VBFEWcLz2LrCt/ol3M9Wihjq/zcYkRrXBLy9vtP0E1oiji9JU/caH0LDShEdCERCAiNBLR4Y2hVNQc23BX2/tRaijB9+e/wa4LO3AgPxP7cndjX+5uLPzlDbSJSkFa+/EY2fZ+RIa5v5U6UH533fUaVCoVkpOTkZycjF69emHIkCFYunQpZs2ahYiICGi12lqPKS0thSAIiIyMbPDzMHQS1aFJUxFDhxnxzdZQ7P1Rgb79JTj9sw5/Sx6F//w2HxnntuK3gp/RtWkPXxfJp778bwhmPa+CVnut5UQuF/Hci3qMm+A/254GOoPZgOd2PwERIl6/eRHaxVxf7/0TI5Kw5vZN+PLPT7EmczsO/+cNwKSAZdS9GPPrf2H5peZanD1ib8L9KQ9heOs7oZCF4I/CYzh86SB+ysvEtjObUGEuh0JQ4G+tR6KxsikK9BdRoMvDRV0+ssvOI+vKyRrni1XF4Zak29GtWS8U6PJx9PIhHC08jJ/zK9c4jAiNRHN1HJQKFU4WH0fWlZP4/I9VVY8Pk4cjMrQRwhXhyNPmwmi5di0KEHBzwlDc2+7/MKTlcITKXR+LKQgCWka2QsvIVi6fq67zt4lqhzZR7Rp0/4jQSNzZZjTubDMaAJBTdgE/5f2IzafX43/nv8Ure2firQMvY0jibUiOaoekyNZoGdEazVTNoZApoJApIBcUkAtyyAQZZIIMckGOMmMZcrUXkFuWjRztBVzSX8SViiIUVxTjSkUR4qOboXvMAAyIH4pYdQuP1IU/sFgs2LFjB+Lj49GhQ4eq25VKJRITE3Hq1CkAQHJyMg4ePFjr8WfOnEF8fDzCwxu+sj5DJ1E97h1jwDdbQ/HZx6F+FTplggzTejyPR797APN/fg0rh//X10XymR++V2Dm0yqEhABdu5kqZ7yGAb/+IscrL6kglwMPjmPwlIIPDi3AH0XHcHvrkbglqWGtbDJBhltbpGHZqsmATo6+D25H4Y1HIeB6xGkSEadJQOPwpvjf+e34OX8ffs7fh1mZz8JoMVR17QJAU2UsxrSfhvvbj0MzVfNazyOKIgrLLyGn7AIu6vPQJioFSRGtbXYBl1RcQbhCWSMolpv0+LXgZxzIy8RvBQdQVF6EUsMVlBiuoLC8EC0jWiExIgktI1ujVWQb3JI0AnEaxyaB+Ls4TQJS296L1Lb34kLpOXxyfAXW/bEGX2d96d4nygE+x+cAgPYxHTGi1V148PpJaBQWGOM8G0omk2Hu3Llo3bp1jaWPysvLcfbsWfTv3x8AMGjQIGzcuBEnT55E27aVE/cMBgN27dqF2293rDWcoZOoHv1vNiEu3oJvvwlBYaGAmBj/6Y+5peUIdG7SDbuzd2B/7h7c2KKfr4vkdYd/k2PqI2oAwKKlWgwcbKpxbOwYDWb9W4WQUOC+MQyevnSq+A+89+ubaBQahRf7zG3w4ywWYPrjavz5hxypowx467VeEITdte73eLcZOF74Oz47sQqbT69H4/Am6NK0Gzo36Y4uTbuha9Oe9bYmCoKAxsqmaKy0P+bfVndwuEKJ3i36o3eL/g1+bcEsIaIlZvR6CU92/xdOFp/AuZIsnC05jbMlWSgsvwSzaIZZNMFsMcMkmmARLbCIZlhEC8LlSsRpEtBCk4B4TSKaKpuhUVg0osKi0SgsCqKyEB8f/BL/O/8dDhX8jOOFR7D08AI82GEiJnSa0qD32F8UFxfDaKwc12w2m1FRUYGCggIAQEREBB577DHMnDkTb7/9NlJTU2EwGLB48WKUlpYiLS0NAHDrrbeiQ4cOePbZZzFr1ixoNBosWrQIRqMRkyZNcqg8nEiEmhOJ9v7i/YlEjozPoWu8VXcL5odhwdtKPPeiHhMe9p8JRQCw80IGJnxzD3rF9sHHf/u6RqtMoF97Z8/IcO9IDS5fkuH1eTrcfW/tUPnLQTkeekADnRZ4fZ4Oo0Y3bNJJoNedp1nXn0W0IO3rv+FA/l7MHfAe7mn3QIPPtWJZGF6drUS3Hias+bQs4PfQ5rXnGuv6u6S/iNVHP8BHR5agzFiKcLkSNzTrCb1JD71JC71JhybKZripRX/0bjEAPWJvQrhciQJ9Ps6WnMa5kjMoLL8ErbEMZcZSaI1aDG99JwYm3OKV13PpUgF6d6t7ItHYsWOxf/9+m49NT0/HqFGj8OWXX+Kjjz7CqVOnoFarkZKSgqlTp6Jnz57VnucS0tPTsXPnThgMBnTr1g0zZ85E+/btHSovQycYOv2Vt+ouJ1vAwD6RSG5rwbaMUr9am1EURaR9/Tf8lJ+JFbf9FwMShlQdC+Rr71KBgPtGaXD2jBxPzdBjyhN1f1k4sF+OCWM10Osrh1M89mQ54uLqr5BArjtvsK6/T46vwAt7nkKfFjdj1YgNDZ61fOqkDHcOj4AiBNiyvSQodpjhteeauuqvpOIK1hz7ACt+fx9FFYUAALkgR7hCBa2xtOp+IbIQKGQh0Jt0dT7HiNZ3YeGQFR57DdXZC51Sw+51Ijvi4kXcPMiEH74PwcEDcvTo5T97GguCgOk9nkfaljsw/+dX0T9+sEeWIZGSnGwB49IqA2fagxV41M5yVz1vNGPZR2V4+kk1Pvs4DF/+NxQPjK3AI49XoHFjfqp7kkW04KPfl+LNA7MRJg/HK/3nN/j6NJmAZ6erUFEhYNYcXVAETvKcyLBGmHLDM3i4y5MoM5RCFaJGqCwUgiCgQJePfbm7sTd3F/bn/QijxYiWEa0rJzZFtkYzVeWyWpqQSKhDNGgX3cH+EwYphk6iBrhvjAE/fB+Czz8JRY9eel8XxyE3tuiHfnGDsSfne3x3biuGNXCChj86dVKGcWka5OXKcP8DFXhpjr5BLdM39jbjux9K8OnHoVi8MBwrloVj7eowpKSYkdLejHbtLWjT1oxGUZXb8kVEiGge7fnXE8iyirLw4NdjsS9vD9QhGrzW/120iky2/8C/LH0/DL/9qsDgoUbccx/H45J7hMhCEB0eU+O2pqpY3NHmbtzR5m4flSpwMHQSNcDgW4xo0tSCTRtDcd8DBnTv4T+tnQDwVM/nsWfT95h34BUMTrwVClng/er/fliO8Q+qUVQowz+mlGPGzHKHhkKEhQPjJhhwz30GfLQ8DOs+C8XhQwocPmS7rmQyoHMXDfoNMKH/zUbc0N2MUM/uMBgQTBYTPjuxEm/8NAtaoxa9WwzA3AHvISGiZYPPceyoDAvnh6NRIwteDZD91ImCQeB98hB5QEgI8MJsPZ6cosbkCWp8sbEMSa0s9h8oEV2b9sCI1ndha9YGfHp8JR683rEZh67KyRGw6N1wyGVAy1YWJLUyIynJghZxFmgiXNvDPOu0DBvXh2Llh2EoKxUw4196TJ7i/IQvtRqY8kQFpjxRgbIy4M8/5DhxXI6zWTKUlQkoKxWg1QooyA/Bb78q8NuvCixeGA6ZTIQiBFDIAZkciI62YPzDFbg/zcAwisrxxd+f/wZv/DQbJ4uPQ6lQ4sU+r+PBDpNq7G5jj9EIzJimhtEoYParOjSLZbc6kb9g6CRqoL/93Yjz5/R4a64Sk8ap8fmGMkRH+88H3rO9ZuG7s1vw7sF03NlmdJ17NrvboV/lmDxRjYKLtoOFSiWiWawFTZuJCAsToVBUtiLK5SIE4dqOG4IARDYSER0tIvqvpau+2VIZ/AAgJFTEnLk63P+A+7paNRqgW3czunWv2bJ9dTLC/l+vYPcuBfbsDMHRI3IYTYDZBJjNQF6uDC+/oMKHS8Pw5FPluHOkEXK524rmV45cOoTX9j+PfbmVSxmNaJ2KhXfMg6Bv7PBkmE/WhuL4MTluu92AOxzc4pKIfIuhk8gBk6dU4Pw5GT77OAyPTlTjo4/9Z4mWxIgkTOg0BUsOvYNFv76F53q/4vHn3Pp1CGZMU6G8XMDjT5ZjwEAjzp6R4ewZOc6ekSE/T4b8fAG5OTKcyXKuubNbDxPuGmXA7X83ev1LQJOmIlJHGpE6snb4yb4gYMHb4fjyv6GYMV2NZUvMWLGmLOha5g4X/IIxX/8N5WY9esTehJk3voLusb2QHFM5g9gRV4oFLHw7HKFhIp57wb/GVhMRQyeRQwQBmDVHj5xsGXb9EIJnpqvw9gIdQkJ8XbKGeaTrdHzxx1qsOroEaR3GIzm+u9vOffaMDAUXBZSXC6ioAH77pbLbOSRUxLwF2qpgVjn7v2ZIE0WgrBQwGAWYTYDJDFjM1dcUFWE2CygpEVBUKKC4qLKLu3dfE1q1luYwh/gEEa+/rcfDj1bgjdeU2PFdCKY+qsbqT8uCprs9V5uNyd+lodysxyv93sb9KQ+5tHrC4oVhKCqS4ZHHyjlbncgPMXQSOSgkBFjwvhZp90Rg6+ZQlJYIWPgfLSIifF0y+yJCIzG9x/P4955peH3/Sxhy/Vcun7O0BEifo8Tnn4TVOhbT2IL3P9DaXWZKEICISACoHiSsQ4V/hoy211nw/jItJo1TY9cPIXh1thKzXw38VjqdUYvJ29NwUZeHKV2fxpj2410639kzMqxaEYbGTSyY/Fi5m0pJRN7E0EnkhIgIYM1nZXhkkhq7d4YgbbQGy1ZqEdtc+sFodLsHsebYB/j27GZ8n/U9kkK7OX2u/+1Q4Pl/qpCfJ0PLJDMGDzUhLExEaFjlWM077jQgLl76deJpcjkwf6EOI+/QYO2qMHTuYg7oZX4sogUzdj6Ko5cPYXirVEzr8ZzL53wjPRxGo4Dpz+j94gseEdUm2dC5cuVKvPXWWxg2bBjmz59f6/iPP/6IGTNmAAD27NlT63heXh7mzp2LPXv2oKKiAp06dcKMGTPQrZvzH7BE1TWKErFyTRlmTFdhy+ZQjL4rAss+KkO7FGl2914ll8nx/E2vYezWVNz7xb1YPHQNuje7qcZ9fj8kxwf/CUNxsYDQMFQGydCrM7NFyGRAQYEM338XAkEQMX5SOZ56thxKpY9elB+Iihbx/jItRqdG4MXnlWiXYkaXG/xr6a2GEEURbx14Gd+c+QqdmtyANwcudmh2ui0/7ZPjmy2haJcS2GGdKNBJLnQWFxdj5syZOHLkCMLCanfXmc1mLFy4ECtWrECTJk1QXl67m8VgMGD8+PFQqVRYvnw5wsLCsGrVKkyYMAGbNm1CYmKiN14KBYGwcOCdRTrExVuwbEk4UkdEYNRoA/7xaIWkl1TqE3cznu01C2/8NAsPbknF6wPew9/b3IOzZ2SY/2Y4Nm9q2KDDNm3NSH9L53frlvpK+w4WpL+pw7TH1Xh0khovp+sw5BZTwKwzabaYMTvzWXx8/EPEqlrgP7eshVKhcumcWadlmP1C5Tn+9YIeCsl9ahFRQ0nu13fz5s3Q6XTYsGEDRo8eXev4qVOnsGnTJqxZswZr167Frl27at1ny5YtOH36NLZu3Yrk5ModLmbPno3du3fjgw8+wMsvv+zx10HBQyYDZv67HG2vs2D+m+H47OMwrPs0FHekGvHIlHK0ay/N8Dm565PomXQ9xn75f5j+6QKsONsZx767EUajgOQ2Zjz9z3L0uskEQwVQUSHAYKhcCshiEWAxAxCAdilcEN1Rd6Qa8ecf5Vi0IByTJ2jQvacJz/xTjxt7+3dw15t0mPb9JGSc24qWEa3x4fAv0FwdZ/dxlwoE7NurgFwOpLQ3o2WSBXJ5ZdhctCAcm74MgcUiYNhtBgwYaPLCKyEiT5Fc6Bw4cCDGjBkDeR0L2sXGxmL9+vWIioqq8xy7du1CUlJSVeAEAIVCgb59+2Lnzp1uLzMRANxznwF/v8uA9etCsfT9MGz6MhSbvgxF/5uNGD+pAjcPklaLVnGRgPz/jUb82ttw+ngkDgEIjyrGi/8Mwej7jVYtShyX6U7TZ5Rj0FAj3pobjn2ZIUgbHYFeN5nQqXPlbPxWrSsXzg8JAeQKEQp55bhQmRxQyMW//gvIFZW3+/q6yrtyCeNXz8afRxIRU7geyuIRmPqhAte1s6DtdWZc186MyEgR5eWVqxvodcCFM8CWrRH440TNv/Xh4SJatbbgjxMyWCwCEhLNmPJEBUbezW51In8nudBpr+u7USP7C1pnZWXZPE9SUhLWr18PvV4PJQefkQeEhQFjHjRg9P0GbN4UguVLw7B7Zwh27wxBm+vMeGBsBW4bYfT5hKMd3ynw1BNqlJUCQCS69ixD9nWv4FLr93C67UOQy+cAkFBCDkDdupux5jMtdu9U4K3Xw/HTPgV+2ufcn2S5vHJR/fBwEeHhQFi4CLUaiIq2ICpaRHSUCLmi8otGcXHlklOCADRvYUFcvIjmLSyIihIhipVfL0QRiIoS0amzCXHxYp2h9vfj5Xht8Rn89M11EHWrAQCFAIqEyuv72JH6X49MJkPXbib07WeCXA6cOC7D8WNyHD8mrxE2/WVJMiKqn+RCpztotVokJCTUul2j0QAASktLGTrJoxQK4K5RlYuG79urwIoPwrDjOwVeflGFl18Euvc04dbhRvw91eDVACqKwNL3w/DW3HDI5cDMmcCtd5SgZZIFOWVjcf/mj7HiyGJEhEbiie7/9Fq5gpUgAAMGmtD/5jJkX5Ah67QMZ7JkOJMlx8WLlcMYTCYBFgtgMuHaf80CjCbAYgbMFsBsEmA04q+WRKDskgznzwGiWP8WSId+s1/G6GgLOnau7Pa+ujKBRSjHlu+LkH2kNYDmQFgJkvsfwH1D2qNrVxEdOpohlwGnTslx8k8ZTv4hh14v/BWKRYQrgd49lUi6rgQRkbWvf72+8guczLX5R0QkMQEZOomkQhCA3n1M6N3HhLNnZPh6Uwi2bQ3BwQMKHDygwML54XjpFR1G3mP0eBdpuR547p8qbPoyFNHRFry3RIe00RqczrZAFIE4TQJW3b4RYzbfjgW/zIUmNAITOk0BAJQaSlCgy0esugXUIRrPFjQICQKQkGhBQqIFAwa655xmM1BaUtmyWVRUueh+VLSIqCgRjaJEWMxAbq6s8t9sAWVlAlD5DwQByM+T4ffDcvx+WI7dO62bGsMBREGIP4C+fz+BFx/ujjbN2gKoOeayYyczOnaqvRlA5TaiSpzOFm1ug8k2AaLAFJChMyIiAlqtttbtpaWlEAQBkZGRPigVBbukVhZMeaICU56o3Epz4/oQLH4vHM8+pcYP3xvw8mt6NIryTKvnsaMy/OsZFX4/rEC7FDP+s1xrc3Z9q8hkfDR8PdK23IHX9j2PT46vwEVdHrTGMgCAXJCjfUwndI+9ET2a3YQbW/RDM1XzWufRm3Q4evkQEjRJiFW38Mhrqq7MUIojlw/huuj2iAlv7PR5rlQUY8e5bfj27Gb8nL8PFeYKmCxGmCxGhMhCMbjlbfh78t0YlHiLG0vvGXL5XyEzWkSr1jbuEIKq8aP1EUXgzLkKrNq3BV8e34AyfTnCxGik9uyJp/92Fxor/+aZF0BEAScgQ2dycjIOHjxY6/YzZ84gPj4e4eF+slk2BazElhY8Pq0Ctw43YvpUNb7+KhQHf1Zg3rtat85iLi0F3p2nxKoVoVUzgN98RwdNPY2V7WKux4e3fYHJ29NwofQcmqtb4PqYzmisbIasK3/i6OVDOHL5N6w++gEAoE1UCvrG3Yyesb1xtiQLP+b8gJ/z98FoqZz40TaqPfrG3Yw+LW5GZFgUzKIJZosZFlgQKgtFmDwcSoUSqhANEiOSGrymY6mhBDvObcO2M5vww4XvYDBXAACub9wF/eMGoV/8YPSJu7lB59ufuweLfp2Hfbm7YBIrW+uiw2LQOLwJQmQhUMgUKCy/jK1ZG7A1awMiQiMx+vp7cGvC3ejRrI9LWztKmd6kwyfHV+KDQwtQoM9HWMtwTOwwCf/o8iQaK5v4unhE5GcCMnQOGjQIGzduxMmTJ9G2bVsAlWt37tq1C7fffruPS0d0Tbv2Fqz/qhRvzg3HyuXhePA+DR57sgKPPVHu0nqEej2wdXMI3pqrxMWLMsTGWvDcSzrcfkfDuvG7NO2O3fcfgUyQ1QpUJRVX8GvBAfycvxeZOTvxW8HPOFV8oiqEAkDLiNbo2bw3zlw5hd8KfsbJ4uNYdXSp3eeNCW+CgQm3YFDirRgQPwSRYdcmDoqiiD+LjmFndgZ2XdiB/Xk/VgXbFup49I0biBNFR3Hk0m84evkQlh5egHbRHTCt+3MYlvQ3m8GwpOIKXv/pJXx24iMAQKvINri11R24rdXf0blJtxqB1SJa8FNeJr46tQ5bz2zEh79+iA9//RCtG7XF6HYPYmTb+9FUFWu/ciWoqLwQF3W5kMsUkAtyCIIM3539Gh8cWojL5QUIkYUirf0ETLnh6QYtg0REZIsgirZG1PhOcXExjMbK8T/33HMPOnbsiNmzZwOo7DY3m83Q6XQAgFdffRX79u3Dpk2bAADh4eGIiIiAyWTCPfeZuBPcAAAgAElEQVTcA5lMhlmzZkGj0WDRokXYuXMnvvrqKzRvXrM78OLFi4iNrfyw2PvLH2jSpKm3Xu5fY5uicDq72ObYJqpboNXdD98rMGO6CoWXZeh1ownzFmoRF9fwF2YwALt3KrB5Yyi++zYEOp0AuVzEuAkVeOKp8lqtm+6qvzJDKQ7kZ+Jg/n4kRCShb9xAJES0rDpeaijB/rw9+Dl/HwxmA+SCHHJBBkGQwWgxotykR4W5HEUVhdifuwdlxtLK8kFAuEKJUFkoQuVhMFmMKKoorDpvYkQr3Jp0B0a0TkWXpt2rAmJh+WXszd2FTSfX4btzWwAAHRt3xeM3zEDLyFaQyxRQCAocufwb5ux9DgX6fCRGtMLLfeehf/zgBrVaGi0GHNPuwcLM/+CHC9/BIloQIgvFlBuexuQu0xAqr3/xUlEUkavNRnbZOWSXnUdO2XkAAu6+Ls1twxHytDn4OX8vDuTvxYG8vSgzliIl+nq0b9wJHWI6wSJasD9vD/bn7sGJoqM2zxEqD8P9KePwcJcn0EId75ZyAYH3u+tNrDvXBFr9XbpUgN7d2gEA8vPz0axZMx+XqH6SC51jx47F/v37bR5LT09HdnY23nvvPZvHR44ciblz5wIALl26hPT0dOzcuRMGgwHdunXDzJkz0b59+1qPY+j0T4FYdxfzBcyYrsKeXSGIirLgxZf1+NudRtSxbC30emD3DyH4ZlsIdnynQMmVyuDVuIkFt99hxJgHKupcnF6K9WcwG/Bz/j787/y32Je3G2WGUhgtBhjMBlhEC7o07Y4BCUNwc8ItaBWZbPd8hwt+wTsHX8MPF76zeVwuyDGx02OY2v2fDu2cU73ucstysP7PT/Dh74tQXFGEdtEdkD5gIbo27WHzsX8UHcOLe57Cgfy9tY6FyEKQ2vY+TOr8ONpGpTS4PEBlyNybuwt7c3djX+5unC89c628EBAmD0e5WV/rcTJBho6NuyK50XUQYYHJYoZZNCMpohUe6vSozTG7rpLitecvWHeuCbT6Y+j0Qwyd/ilQ685iqVzWaP6b4TCbBbRONuMfj1YgdZQBoaFAbq6Anf8LwQ87FNj1Qwj0+sqWuagoC265zYi/pxpxUx+T3e75QK0/Ww7m78OGk5+j3KyHyWKCyWJCmDwMD3V8FB2bdHH4fLbq7pL+Il7JnImvs76ETJDhgQ4TcWvSHejStDvUIRroTTq898ubWH74PZhEE7o27YnOTW5AvCYRcZoE5GqzseL3/yBflwMAuDlhKAYl3IrecQNwXVR7my2wJ4tPYGvWRmzL2lijtTJUHoYbmvZEr+Z90CO2N7o16wmVQoNzpVk4Vvg7jl/+HWbRXHU8ItS7kyuD6dpzN9adawKt/hg6/RBDp38K9Lo7dlSGxQvDse3rEIiigOYtLGjUSMSJ49eaPZs1s2DYcCNuG2HEjb3tB83qAr3+PKm+uvvu7Ba89OMzyNflAqhsSUyJvh6lhhJcKDuHmPAmeP6mV3Fnm9G1gqTBbMDm0//F0kMLcLL4eNXtjcObomOTLgiRhVaOs4WArCsn8edf9xEgoHvsjegTNxC9WwxAt6Y9EaaQ7oRJXnvOY925JtDqz99CZ0BOJCIKBB2ut2Dh+zqcPiXD0sVh2LA+FBfzBXTrYcLAQUYMHGxCx85mLqAtMbck3Y6bWvTD9rNb8MvF/fjl4k84UXQUFtGC+1LGYUavlxAVFm3zsaHyUIy6bgxGtr0ffxQdRWbOLmTm7sS+3N3YeSGjxn1lggy9WwzAiNapuDXpDr+dxEREwYOhk0jikttYMHeeHjP/XQ6gcu1FkraI0EYYdd0YjLpuDIDKyVY6k7bB4yMFQUBKTEekxHTEQ50egcliwiX9RVhEC0TRAhFARGgkGoVFefBVEBG5F0MnAJPp2i4a2RfOQ6/Xee25BQEQDEU4n18SEE393hSsdVda5p7zBGv9uYOzdXf+8lm3laEEV1CCK247nzfx2nMe6841gVZ/hZcvV/1/9SwjVQydAE6ePFn1/3f/fagPS0JERETkuJMnTyIuTtrr6HI0GBERERF5HGevo3JB+ujoyoH9e3/5AypVw9frc5UgAK3jopCVExgz6byJdeca1p/zWHeuYf05j3XnmkCrP51OVzV7vaioCFFR0h7nze51ACEhIVX/r1KpoFKpvfbcggCo1WqoVMaA+AXwJtada1h/zmPduYb15zzWnWsCuf6qZxmpYvc6EREREXkcQycREREReRxDJxERERF5HEMnEREREXkcQycREREReRxDJxERERF5HEMnEREREXkcQycREREReRxDpx9a89EyXxeBiIiIyCEMnX5o7arlvi4CERERkUMYOv3M6NRhKLlSjNGpw6puY8snERERSR1DZwBgyycRERFJHUOnn1m3cTsiG0Vh3cbtvi4KERERUYMxdPqhB/5voq+LQEREROQQhk4/9OC4Sb4uQp04vpSIiIhsYegkt7IeX8oQSkRERABDJ7mZXq+rMbN+3WdragRPhlAiIqLgxNDp50anDoNer/N1Mapo1BroddfKY6ioqDEcgDPtiYiIghNDp5/T63TQqDW+LgYRERFRvRg6JWDx4sU1frbugmaXNBEREfk7hk4fuyd1GObMmYN7qo2DrN4FPTp1GN5fOK/GOMlAwkBNREQUHBg6fUyv0yEnJ6dqHOSaj5YhNye7KozpdTpcyM6uMU6yOqVKhTJtmdfK66jqa4ra2sKTYzyJiIiCA0OnxDw4bhJaxMU3eC3OdRu3Q6lUebhUzqv+OqwD9IihfZCTcwEjhvbxVfGIiIjISxg6JU6pUiEhPh5KlXSDpbOKigqhVmlQVFTo66IQERGRhzF0SlD1LumG7LUupW0xy7RlARmQiYiIyDUMnRLk6DaXjt7fk5N3lEpVnQHZutU2OjoGWl0ZoqNjPFYeIiIikgaGTj/gaEumvVDpzsk7I4b2afCYzHUbt+PRqU9XhdKtGZmIi0vA1oxMt5WHiIiIpImh0w842pLpzRnhRUWFDo3JtH4tUhoaQERERJ7D0EkOcXfXvKOBmoiIiPwTQ2eAGTG0D4qLi2rcZi8oOhIkly1ZWGOdTUEQaozJZMslERER2cLQGWCKigohimKN2+x1tzvSHa9Ra2osVB8VFV1jTKYrLZcjhvZB7+4pXLeTiIgoADF0kkvc2bJZVFQImSDjup1EREQBiKGTXMIxmURERNQQDJ0+plSpEBcX57UF1a3HfNoaA0pERETkbgydPvbFxu2IiYnBF/XsOOSI6OgYCIJQ53HrMZ+2xoASERERuRtDZ4DZmpGJqKjoOo/bC6We3K2IiIiIghdDpwRMmTLFY+e27j63F0qtl0TyNYZgIiKiwMDQKQHuDp3VZ5T7e/e5N3dXIiIiIs9h6AxA1WeU2+pOr2+ZI6VSVbU3OhEREZG7MHQGuK0ZmXjsiWdq3ObIMkfW3dtKlcprM+2JiIgocDB0BgFX1tK07t5et3E7W0KJiIjIYQydVK/i4iJuS0lEREQuY+gMcvaWUBJFUbLbUg4f0gfNmzfH8CEMxURERFIn2dC5cuVKdOrUCdOnT691bMeOHUhLS0OPHj3QrVs3jB07Fvv27atxn7y8PEybNg29evVCly5dkJaWhl9++cVbxfcb1ksouXMvdU8rKiqETMa92omIiPyB5EJncXExHnnkESxfvhxhYWG1jn/33XeYMmUKbrzxRnzxxRdYs2YNQkNDMXHiRPz5558AAIPBgPHjx+P8+fNYvnw51q1bh9atW2PChAk4f/68t1+S5FUPmtbjPwVBQHR0jFfKER0dA62urOr5Rgztg5ycC+zeJyIiCgCSC52bN2+GTqfDhg0b0KhRo1rHv/76a/Tt2xfTpk1D69at0bFjR7z66qswGo3YuXMnAGDLli04ffo03nzzTXTp0gUpKSmYPXs2IiMj8cEHH3j7JUlefRONoqKisTUj0yvl2JqRiRkzX6p6vqKiQqhVmhotmVwsnoiIyD8pfF0AawMHDsSYMWMgl8ttHp8/f36t266OSVQoKl/Orl27kJSUhOTk5Kr7KBQK9O3btyqYkjTZm2m/dtVyl2bjExERkW9IrqUzMTGxzsBpS15eHubMmYP4+HjceeedAICsrCwkJibWum9SUhJyc3Oh1+vdVl7yHOvudiIiIvJfkmvpbKjvv/8eTz75JCoqKtCvXz988skniI6unBCj1WqRkJBQ6zEajQYAUFpaCqVSafO8glD5r7dcfS5vPqdDvFwf1W3bkYk1Hy2r2bJZR3kkW38SJvlrT8JYd65h/TmPdeeaQKs/f3sdfhs6b7rpJmzYsAEXLlzAkiVLkJaWhtWrVyMuLs6l87aOi4JarXZTKR17XikKVciRHO+7sr34XM3dlKqXRy4Tqv7ryzL6O6lee/6Adeca1p/zWHeuCZT602pDfF0Eh/ht6FSpVEhOTkZycjJ69eqFIUOGYOnSpZg1axYiIiKg1WprPaa0tBSCICAyMrLO82blFEOlMnqy6DUIQuXFn5VTDFH02tM2mMFkxunsYl8Xo0r18pgtImSyyv9KqYz+QurXnpSx7lzD+nMe6841gVZ/Ol3trCNlfhU6LRYLduzYgfj4eHTo0KHqdqVSicTERJw6dQoAkJycjIMHD9Z6/JkzZxAfH4/w8PA6n0MU4ZML0VfPa88DYydKq1x11JOkyuhnpHrt+QPWnWtYf85j3bkmUOrP316D5CYS1Ucmk2Hu3Ll4++23a9xeXl6Os2fPolmzZgCAQYMG4fz58zh58mTVfQwGA3bt2oXBgwd7tcz+jjPFiYiIyB0kFzqLi4tRUFCAgoICmM1mVFRUVP1cXl6Oxx57DDt37sTbb7+NU6dO4dixY5gxYwZKS0uRlpYGALj11lvRoUMHPPvsszh06BBOnz6Nf/3rXzAajZg0iSHKX41OHYaSK8UYnTrM10UhIg/jmrxEgUdy3etTp07F/v37q37Oy8tDRkYGACA9PR2jRo0CAHz00UdYsWIF1Go1UlJSsGrVKvTo0QNA5Zqcy5YtQ3p6OiZOnAiDwYBu3bph9erVaN68ufdfFLmFXqfDhexsdO7U2ddFISIP45q8RIFHcqFz9erVdu8zcuRIjBw5st77NGnSBPPmzXNXsYiIiIjIBZLrXieqi1KlQkJ8PJQqla+LQkRERA5i6CS/sW7jdkQ2isK6jdsBVO5YVFbGHYuIggHHeBL5P4ZO8lvbdmSiZcuW2LYj09dFISI3sjVpcO2q5TXuwxBK5H8YOimg8IOIyP9dnTSo1+kANCyEEpH0MXRSQOEHEVHgsQ6hROSfGDqJiIiIyOMYOomIiIjI4xg6ya888H8TfV0EIvIyXyyXxvHhRO7H0El+pb4dSkYM7YOcnAsYMbSPF0tERJ62buN2PDr16arl0jxtdOowvL9wHrfcJXIzhk4KGEVFhVCrNCgqKvR1UYjIzby5JSYnLhF5BkMn+bUpU6b4ughE5GbcfYwoMDF0kl9j6CQKPNa7j/kjjgklqo2hk4iIyM2Cec1gBm6qC0MnERH5FU4a9C3rUGn9czAHbqofQycREfkVKU4aDKbWPetQyZBJDcXQSUREVI0zE5mCJXgFYytzMH2h8DSGTiIiomo8MZEpUIKLvVbm0anDUHKlOKDWOA2WLxTewNBJRESS40+7jzUkaAVLcAmGNU4D5QuELzB0EhGR5Lh7MXh7QcGVIBHoQSuYQtbo1GG4Y1i/qi8Q1l8oRgztgzfnzg6q4QXuxNBJAS2Y/lgSkW32trX0xbaX/vS3qb5WWme606X82vU6HQ7/frjqC4T1Fwpbwwvszeanaxg6KWBx/2QiAuy3RLq7pXLE0D4oLi6q9z7+0t1uPXEoOjoGWl0ZoqNjGnwOf15Syd6kMlufM/70+ryNoZMCVqB3eRGRNBUVFUIUxaqfR6cOg17vn3+HrFv2tmZkIi4uAVszMgE0bNJV9RDmbxON1m3cjkenPl3n67P+nAnG2f2OYOgkIiJygb3WML1OB41a4+VS+YZ1XViHMH9sDHBkfLEU15CVEoZOIiLyOKmNc7NXHuvZ8/Xd315rWKCrXlfWLZ8MYVQdQycFLGcWeCYiz5DaODd75bFu3XL0/v7M0S8I3l5pwJP4ueFZDJ0UMKKjY2ARLVUD3D2xwDMROc7d4/icmcziyfJYi46OgSAIHjm3N9gL2J5eQ9WXX1Bc/dyw/hyimhg6KWBszcjE3oMnqga4E5E0uHsc39aMTMyY+ZLTv+vW5XF369bWjExERUW75VxSFEitukDtllVXQjU/h+rH0ElERH7HkeBjHSqtf/Z0r4hSpUKZtswj53YHqY239SZbSx65cm1R/Rg6iYgooFmHSm8PvVm3cTuUSumGEqmNt/UmV1vhOYzLMQydRETkVcOH9EHz5s0xfIh/rGVoa+1FR2e/S5X1+Fbrn50ZP+vIax8xtA96d0+pqlt/XOfSX95rKWDoJCIiryoqKoRMJqt3K0EpsV72pyH7b1t30VYPJg3Zschb7LX0OTN+1tF1LWXCtWtB6kss2ZooFGhjXD2JoZOCipQ/2IiCmT918ToTjKoHE+sdi6TEVndxIIcqR8dkcqKQa9waOg0GgztPR+R2/vTBRkQUaKQ28YZjMr3LpdBpsVjw+eefY+zYsejRowduuOGGqmNPP/00Ll686HIBidzFH8cKEQWDNR8tQ25Otlt7IjzZq+HqOqFS58kxilLYvWnx4sU+e+5g53ToLC8vx7hx4/DSSy/hwIED0Gq1Vd0FWq0WX3/9Ne677z4UFBS4rbBErpD6WCGiQGWvdevBcZPQIi7erd24jvZqOBK0tmZkIi4uIWC7WD3dnV79/N4O8PekDsOcOXNwT7UlkjgRyHucDp3vv/8+fvrpJwBA165dERISUnVMp9MhLCwMeXl5/EZBRBSEqrc0SqF1yx5vjlu0tWNRsI4390aAr163ep0OOTk5NSZOBfKYValxOnRu2bIFgiBgwYIF+PTTT6FWq6uONW3aFKtWrYIoivjhhx/cUlAiIvIPri647Y7nt7fNpS9bt7ZmZOKxJ56pcVugjjf39VAE62tRqVIhLi5OMmNKg43ToTMvLw9hYWEYNsz2L3XXrl2hVCo5rpOIKMi4e9tLT/B161b155fSEkru5uuhCNbX4hcbtyMmJgZfSLjVPZA5HTrVajUqKirqDJVHjhyBXq+v0QJKRETkaf42I1nKSyi5A8dM0lVOh84bbrgBoijiH//4BzZs2ACTyQQA2LlzJ5YuXYrJkydDEAR07tzZbYUlchT/2LkmWMeZUW1SvxYCZYcgb/PGEka+blUm6XA6dE6cOBEymQwnTpzAv/71L2i1WgDA5MmTMX/+fFy6dAmCIODhhx92W2GJHMU/dq6xHmcm9eBBniP1MYf2yse/Bbb5W6sw+TenQ2evXr0wd+5cqFQqiKJY61+VSoVXX30VN910kzvLS0Q+JPXgQUSBj19+/ZfClQffeeedGDhwIDIyMvDHH39Aq9VCo9EgJSUFQ4cORUREhLvKSUREErLmo2V1th5e7bKNi0+weTw6OgZ5udlo3iLek0V0m+joGOTkXEBcnO3XQ66pPvShIXW9dtVytlz7KZe3wWzUqBFGjRqFmTNn4pVXXsE///lP3HXXXQycREQBrL5Wb3tdttt2ZKJly5bYtsM/Fle3NQObY0Tdp3qAtFXX1Vs2be0sx5ZP/+FS6KyoqMA777yDRYsW1bh9/PjxmDNnDkpKSlwqHBERBaYpU6Z49PzuDoXW52NLm/dU/4Jja2c5DvvxH06HTr1ej/vvvx9LlixBXl5ejWNFRUVYu3Yt0tLSqiYYERFR8LAX+jwdOt0dCr0dMtl65zmevvaobk6HzuXLl+PYsWMQRRFKpbLGsdjYWIiiiFOnTmHJkiUuF5KIiDxndOow3DGsX40dfKqHnobs8GONLYHOGzG0DxYteMvXxZAEW93prmLo9B2nQ+fGjRshCAJeeOEFPPfcczWOLVmyBC+++CJEUcQ333zjciGJyDvsjZ2iwKTX6XD498M1dhCq3mVpvasLrw3PCvTF4u2p3kpuqzud/JfToTM3NxdhYWF44IEHbB5PS0tDaGgocnJynC4cEXlXfWOjGDToKgYB8iRHWsk5sci/uLwNZl2hMisrCwaDASoP7nJARJ5jPYuUQcO/efqD2NXzB/Ns8OjoGAiC4Oti+IXo6BhodWWIjo4BYH9ikTd2XKKGczp0dunSBaIoYvz48fjiiy9w9OhRnDt3DocPH8batWsxceJECIKAjh07urO8RG7Fb8SBpb73M9jfa0dm+DrTqu3qDGJXxoCu+WgZcnOy/fY93pqRiaio6KqfGULrtjUjEzNmvlRjSaXqrK9d7rgkLU6HzvHjx0MQBJw7dw4vvPAC7r77btx222249957MWfOnKoW0HHjxrmtsETuxqU2Akt97yff67pZtwb5W6v2g+MmoUVcfMBMXrIOoVRTfe+zv127wcbp0Nm3b1/8+9//hkKhsLkNpkKhwLPPPouBAwe6s7xEbsMxijU5M0OZAoOrrUG8dshTrLvTyb+5tA3mAw88gKFDh2LTpk04cuQISktLoVarkZKSgjvvvBMtW7Z0VzmJ3I7fiGu6OkO5c6fOvi6KU0anDoNer7N/R3I7KVw7wTwmNJBtzcjEiKF96uxO5xal/sWl0AkAzZs3xz/+8Q93lIWIvGzx4sUYnprm62I45Wqr2tXWOb1OB41a48siBS17e617Q6B0rV/FEH1NfXVhL5SStDQ4dObk5EAulyM2Nrbq54aKi4tzvGRE5FH3pA5DXk42ln24Aus22O5WlfIHX/U1JYHK4FNQcNFHpQlu6zZux4ihfThZw40CLUS7wl5dSPnvFNXU4NA5ZMgQxMTE4Mcff6z6uSGz6wRBwNGjR50vIVEAW/PRMp99uOh1OuTk5KDD9XWvMOFPH3xXgw85x5EPbnZpuh+Dk/P86e9UsHNoIpH1Dgm2JhDZ+peIbOOMapIKRz64rddwJdd5Mzj569JS5P8a3NJ51113QaPR1PiZ64gRBQ574/JstW452lLrzZZdX7Yi+wPWT/Bau2o533vyiQaHzrlz59b7s7utXLkSb731FoYNG4b58+fXOHbgwAEsWLAAx48fh1wuR6dOnfDUU0+hQ4cOVfcpKSnB66+/jh07dqCsrAxt27bFE088gcGDB3u03ETVWX+wS/mD3t64vK0ZmbXK7+iHl6sfdo7Un/VzFRcXBe2Eg+pLGl19f119L9gdTESOcnqdzunTp+PJJ590e/d5cXExHnnkESxfvhxhYWG1jv/666946KGH0KJFC6xduxZLly6FXq/HQw89hIKCgqr7TZ06Ffv27cM777yDDRs24Oabb8Zjjz2Gn3/+2a3lJarL6NRheH/hvBprF/p7d7qvA7P19nZl2rIGP1YUxRrLY7GL0TW+vhaIyP84HTp3796NnTt3ur2LffPmzdDpdNiwYQMaNWpU6/jKlSvRokULpKen47rrrkPnzp0xZ84cFBcXY8uWLQCAn376CXv37sWsWbNw0003oU2bNpg+fTo6d+6MxYsXu7W8RHW5unah9Sxrco91G7dDqXR+P2V//wLgCOvF37mYOxH5gtOhc8SIEdDr9cjIyHBneTBw4ECsWLECjRs3tnn8tddew6effgqZ7FrRry7jpPvrw3337t0IDw9H7969azx2wIAB2Lt3LwwGg1vLTES1jU4dhjuG9fNqsKne5avX6xiqqqlRN/xC5FfYKt9wtnYw4lAQ6XB6cfg777wTRUVFmD59OgYPHoyuXbsiKiqqRhi86q677mrweRMTE+s9rlKpoFLVbN3YsWMHAOCGG24AAGRlZaFFixZQKGq+vKSkJJhMJpw7dw5t27a1eX5BqPzXW64+F+dkOc7Ruqs+EabqMQIA0UP1X+05BBv/P3zItW04t+3w7ThDW+Vr2APrvr9er8Ph3w+jc+fOzp/f3vNZ/Tz2oWtdvhqNBnq9rtp1IiAqKrrq56tjPJ2pe3/8va1eNzavzWqsf1eU6r8mmSUk1P2aHXhv/bH+fGnRgrewdtVybNuR6VTd1RoLbef3yJ9t25GJ4UP7YFu1sdvVr/1Au/b87XU4HTrHjh0LoHKc1Lfffotvv/3W5v0EQXAodDrqwoULePnll9G/f3/06VO5Rl9ZWRnUanWt+16dfV9aWlrn+VrHRdl8rKe1jovy+nMGiobW3R8njmHx4sWYMmUKAKBZ0yY4f/48EhMTkRxfeY7qx10llwlQyGWQy4Sq84cq5FX/X3KlCJERESi5UlR1mzfJZULVf22VryHqu7+91+8M68fbe34AVcdnvfRijfdWJsDlupfy721913KjyAi0TExAy5Ytbb7+P04cQ6dOnfD7778DAA4e+AmdOnXCwQM/1fl8zry3Uq4/KbG+Vh39O/X5xyvx4nPPVD02PzcH2zZ+XHWOaU9M9cnfIE9pyOsJlGtPqw3xdREc4nTorD6ByFdrcZ48eRITJkxAs2bNMG/ePLecMyunGCqV0S3naghBqLz4s3KKwSVNHeNM3Q1PTcPp7GIAwFff7sHwoX3w1bd7qm57Z8FCt20LabaIMJktMFvEqvMbTOaq/zdbRIgQYal23JvMFrHqv7bK1xD13d/e63eG9ePtPT+AquPV33tbxx3hD7+39V3LH/93G4YP7YOP/7utztd/b9pDDa7rhhyvzh/qT0qqX6uCUBkcR9yV1uC6q/7eDE9Nq7o26vrd8Hf1vZ5Au/Z0Oq2vi+AQp0Nnenq6O8vhsAMHDmDKlClo27Yt3n///RqTjiIiIpCdnV3rMVdbOCMjI+s8ryjCJxeir543ELhUd9aPdef7IF77r2jr/6vdx9fvfZ3ls/vAeu7fkNfvKEferwbWrSvlkfTvrb2y2Tn+wP9Ncuh344GxEx2uC0nXnwRVryuH6s6Tf+f8VCZWkDkAACAASURBVKBce/72GpwKnQcOHEBWVhaKi4uRkJCAESNG2B2L6U6HDx/Gww8/jH79+uHtt99GaGhojePJycn4/vvvYTQaERJyren5zJkzCAkJQcuWLb1WVqKrrNdKdMdi60RA5bWl1+mgVKmwbuN2m+tyehqvW8+5Oh7ZWVcn1V29FjixhnzF4dnrL774IsaOHYsPPvgA69atw/z58zFixAh8+umnnihfLZcvX8bkyZPRr18/vPvuu7UCJwAMGjQIFRUVVfvEX5WRkYEBAwbUCKJEvmJrK0FvLuOjVKkQFxcHpcr5ZYccMWLotYlT3lCmLfPoa5PS8mt6XeWkrauz0Tk7PbBERUW7dVMDfkEgX3EodG7ZsgWff/55rb3VTSYTXnnlFRw6dMjlAhUXF6OgoAAFBQUwm82oqKio+rm8vBzvvvsuDAYDnnnmGRQWFlYdKygoQHFx5RiOrl27YvDgwZg9ezb27duH8+fPIz09HadOncLjjz/uchmJnGG9VqI31LfUyhcbtyMmJgZfeKk8RUWFUKs0NRZod8To1GHQ62uGqPpabJRKlUfrWkqhk4LL5cuXMXxIw7+8efp3gaihHOpe/+KLLwAAzZs3x+TJkxEXF4cTJ05g+fLlKCkpwZo1a/DGG2+4VKCpU6di//79VT/n5eVVrQWanp6O3bt3o7S0FLfddlutx954441YvXo1AGDevHl44403MG3aNJSVlaFDhw5Yvnw5Onbs6FL5iOpTvXvc3l7m3uDoVodS7nbT63TQqDU1bmOLjfdI+doIdhyWQ/7CodB55MgRCIKABQsWoEuXLgAqF3Nv164dHnnkEbe0dF4NjXUZNWpUg86jVqsxe/ZszJ492+UyETVU9ZBnby9zKfLkBxfHsEqLoyGS75N0NG7cGJu+2V01icTRL5dEvuJQ93ppaSnCw8OrAudVV3f+qW/9S6JAZG+nELYOXePrMaxUE0MKEXmbQ6HTYrEgPDy81u1Xb7NYLO4pFZGfsBeagvmD/erwguqTeRjCvUOpUqFzp85emyRG0sbfO5IKp9fpJCLXefLDoPpscXfOfG0oW8MLvBnCg/mD1p+GdJB9rl7Lwfzll6TF4dBpMplw4MABm7sQ1XWsV69ezpeQKIB58sPA1mzxYBpD6cnXOXxIH+TlZmP4kGuBPpjqlrzL+rpy11a9RN7mcOgsKyur2ne9OkEQbB4TBAFHjx51voREfsLXLYsN4c4JBw15ve5sbVSqVCgouOi287miqKgQGk3NQM/JHOQtU6ZMCahtKyl4OLw4vPUanQ35lygYNGQdSk93+dqb2ORODXm97gxh6zZuh1LJMYpERP7KoZbOkSNHeqocRH7P1pJA1jzZEjY6dRhysi9g4/rPGjymT+rddOyyJrKvuLhI0j0sRFc5FDrT09M9VQ4iv7c1I9Onf/ivbn3YuVNnm8dt7cct9W46dlkT2SeKotM7fRF5k8Pd60Tkn9y9H3d0dAy0ujJER8e45Xz+zNv7yhMR+SOGTqJ6eHOMpL+xtdi7I+wFNVt7rUtVXSsFeAvX5aTq+HeLpIqhk6ge3DHHc+xNRLK117pUREfHoKys/lZeb1476zZux+bte7g+JwHg3y2SLoZOojpUHwNJtgXrAuzbdmSiZcuW2LaDEzeIiBqKoZOoDvbGQNoKpcEWwjjJx3fYhUpE/oahk8hJtkJpsIcwBiHvGDG0D96cO5sTl4jIrzB0EpFbjE4dhvcXznPbcASlSoUybZlbzuVtnp7N3pCF+YmIpIahk4Ja9e5wLnvjGncvyST1HYjqW1ifoZCIqDaGTgpq1bvDGRR8a3TqMLutpFIaM+vt3Zw4dIGI/B1DJ5EfC6Qgotfp7LaSunPMrCAIfrWwPZfBobpER8f41bVMwYuhk0giHO3ed/cYymDz2BPPOLSwvS8DPpfvovpszciscS1f3YudSGoYOokc4Mng4Wj3vr0xlNymsn6OtpouW7LQZ6HP3eNliYh8gaGTyAFS7uJUqlRIiI+v2grR1W0qpUBKYzg1ag1DH/kFR1vxibyFoZMoQKzbuB2RjaICaitEf133lK3M5Ev++ntDgY+hk0jCHO3Ot24ZlFJLobVADmaB0MpMRORuDJ1EEuZod751C0f1n627332Nwcx5gRzYiShwMXQSBYlA7H4PVgzsROSPGDqJiLwgkNZUJSJyBkMnUQNxm0z3k/KYU3eT8soHRETewNBJ1EC+3iZzxNA+6N09JaBCb6DMsuUYSyIi+xg6ifxEUVEhZIKMe8NLkC/GWAZTKzERBQaGTiIiN/B2CAyUVmIiCh4MnUREbuDuEMiJR0QUaBg6iYgaoExb5tU1TjnxiIgCDUMnkUQE+2QUpUqFMm2Zr4tRJ6VS5fQap1z5gIiIoZNIMvx9wW+lSoXOnTo73Rq4buN2KJXS2C3J3Rxd+WB06jCUXCnG6NRhAKS3mxQRkTMYOonILdZt3I7N2/f47Y5H1mMofTmmUq/T4UJ2NvQ6HQDuJkVEgYGhk6gObF3yPl8uA2Q9hpJjKomI3Iuhk6gObF3yvkBaBshegObsdCIKNgydREGEC4p7j70AzZZUIgo2DJ1EQSSQWhKJiMi/MHQSEdmg1+uqZo9LAVupicjfMXQSSQiDhXRo1Jqq2eNSwFZqIvJ3DJ1ETvLE7HYGC98pLi7i4u1ERB7E0EnkJF/PbueSTu4limKDF293VHR0DCyiJWh3myIiAhg6iSTL3taJvg69wcaVoQ9bMzKx9+AJv91tiojIHRS+LgAR2ebo1onkGkEQEBUVXedxDn0gInINWzqJJCo6OgZaXVlVl6z1z+ReUVHRkmmJ5NAJIgpEDJ1EErU1IxMzZr5UFYS2ZmQiLi6hRjDibHf/ZGvoRPUdijh0gogCEUMnkYRZd+lah0x2+fon66ETo1OH4f2F8yS1LigRkbsxdBL9xV73ta3j3m5pZMgMTHqdDheysyW1LigRkbsxdBL9xVb3tb3jDIGBq0xbxjGVRERuxNBJVI29lkuOoQwekyZP5ZhKIiI3YugkqsZeyyVbNoMH32siIvdi6CQiIiIij2PoJCKSIA7lIKJAw9BJRCRB7N4nokDD0ElEBLYsEhF5GkMnERHYskhE5GkMnURERETkcQydRERERORxkg2dK1euRKdOnTB9+nSbx3/88Uf069cP/fr1s3k8Ly8P06ZNQ69evdClSxekpaXhl19+8WSRiYiIiKgOkgudxcXFeOSRR7B8+XKEhYXVOm42m/HOO+/g0UcfRXh4uM1zGAwGjB8/HufPn8fy5cuxbt06tG7dGhMmTMD58+c9/RKIiIiIyIrkQufmzZuh0+mwYcMGNGrUqNbxU6dOYdOmTVizZg169epl8xxbtmzB6dOn8eabb6JLly5ISUnB7NmzERkZiQ8++MDTL4GIiIiIrCh8XQBrAwcOxJgxYyCXy20ej42Nxfr16xEVFVXnOXbt2oWkpCQkJydX3aZQKNC3b1/s3LnT7WWmwMVldIiIiNxDcqEzMTGx3uO2Wj+tZWVl2TxPUlIS1q9fD71eD6VSafOxglD5r7dcfS5vPmeg8EbdjX0ocJfR4bXnPLfUnQBA/OscwrXbguH94LXnPNadawKt/vztdUgudLqDVqtFQkJCrds1Gg0AoLS0tM7Q2TouCmq12qPlq+t5yTmsO9ew/pznbN3JZQJkMgECBCTHR0EuE6CQyyCXVf4cLHjtOY9155pAqT+tNsTXRXBIQIZOV2TlFEOlMnrt+QSh8uLPyimGKHrtaQMC6841rD/nuVp3kY2ikZNzAXFxCTidXQyzRYTJbIHZIuJ0drH7CywxvPacx7pzTaDVn06n9XURHBKQoTMiIgJabe03orS0FIIgIDIyss7HiiJ8ciH66nkDAevONaw/5zlbd1szMrHmo2V4cNykysdfPUeQvRe89pzHunNNoNSfv70Gyc1ed4fk5GScPXu21u1nzpxBfHx8nUstERF5C7fdJKJgE5Chc9CgQTh//jxOnjxZdZvBYMCuXbswePBgH5aMiIiIKDhJrnu9uLgYRmPlmEqz2YyKigoUFBQAqOw2N5vN0Ol0AIDy8nJYLJaq4+Hh4YiIiMCtt96KDh064Nlnn8WsWbOg0WiwaNEiGI1GTJrE1gUiIiIib5Nc6Jw6dSr2799f9XNeXh4yMjIAAOnp6cjOzsZ7771X4zH9+/cHAIwcORJz586FQqHAsmXLkJ6ejokTJ8JgMKBbt25YvXo1mjdv7r0XQ0REREQAJBg6V69ebfc+U6dOtXufJk2aYN68ee4oEhERERG5KCDHdBIRERGRtDB0EhEREZHHMXQSERERkccxdBIRERGRxzF0EhH5mFKlQkJ8PJQqla+LQkTkMQydREQ+tm7jdkQ2isK6jdt9XRQiIo9h6CQiIiIij2PoJCIiIiKPY+gkIiIiIo9j6CQiIiIij2PoJCIiIiKPY+gkIpKAB/5voq+LQETkUQydREQS8OC4Sb4uAv1/e3ceH9P1P378NZlksookJEESsYSEBElIxFKxK82X8rWn9bF8+Lb9omhVSz908VWl1FJbJFQkQdGoJfblE4lEamsoqtE0xBIRwky2mczc3x9+c5sU/aCYMOf5Vx6TSXvu273nvO+557yvIAjPlEg6BUEQBEEQhGdOJJ2CIAiCIAjCMyeSTkEQBEEQBOGZE0mnIAiCIAiC8MyJpFMQBEEQBEF45kTSKQiCIAiCIDxzlqZuQFUgSZL8c3Fx8XP9fysUUFRkRXFxERWaITwCEbu/R8TvyYnY/T0ifk9OxO7vedniVzFnkV6AAxJJJ5X/0cKCGpuwJYIgCIIgCI+vuLgYBwcHUzfjL4nH64IgCIIgCMIzp5BehPnYZ8xgMHDz5k0A7OzsUCgUJm6RIAiCIAjCX5MkSX5aW7NmTSwsqvZcokg6BUEQBEEQhGeuaqfEgiAIgiAIwktBJJ2CIAiCIAjCMyeSTkEQBEEQBOGZE0mnIAjCc6DT6UzdhBeSXq83dRNeCmL7hlAViKTzBSA6C6GqMRgMpm7CC+Wnn35i+PDh3Lhxw9RNeaFoNBrGjx9PVlaWqZvy0hDXrmBKojh8FabX61EqlSgUCgwGQ5UvhVCVaTQarK2tsbKyMnVTXjhZWVmcOnWKa9euERwcTJMmTXBxcRHn5CM6evQoY8aMQavVkpmZSdeuXZEkSZRm+w80Gg09e/YkJCQEHx8fUzfnhVRSUkJ8fDy5ubk4ODgwZMgQPDw8xLX7iAwGAwaDAUtLkSo9LcpPPvnkE1M3QrhfcXEx77zzDlqtFn9/fznxFAPV4zt9+jTjxo2jTp06eHp6olQqTd2kF8axY8cYMWIEeXl5pKSkcOjQIZKSkggODsbV1dXUzavyMjIyGDlyJJMnT8bOzo5Lly7RrVs3cR3/BxqNhoiICIKCgliwYIGpm/NC0mg0DBgwgBs3bpCdnc2xY8fYsGEDPXr0wMnJydTNq/KKi4uZNGkStra2eHl5iXHjKRG3OlXU+vXrSU1NZdWqVfzwww8AWFhYiEcjj8G4LGHTpk2cP3+eL7/8kvT0dLFG7BFduXKFjz76iDFjxrBmzRqOHDnClClTcHR0JDIyktTUVEAs/3iYjIwMRowYwfjx4xk2bBht27blypUr6HQ6EbO/oNFoeP311wkODmbhwoUAlJeXm7hVLxadTsf7779P48aNiYqKYsuWLcyaNQt7e3vmzZsn1hc/gtjYWPbt28e8efM4evSoGDeeEpF0VlGXL1/G29sbW1tbFi1aJBLPJ2CcTcrJyaFPnz64ubkxdepU0tLSxCD2CK5evUp5eTkdOnRApVIB0KNHD95//32cnZ2ZPHkyJ06ckGfhhT8cO3aMYcOGMWnSJP7nf/4HgEaNGnHixAkyMzPFTOdD6HQ6IiIiUCgUfP755wBotVosLS2RJImUlBQ2b97M3r170Wg0Jm5t1XX9+nVyc3P57//+b2xtbVEqlXTu3Jk2bdpw/vx5cb0+gry8PEJDQ3FycuLDDz8U48ZTIpLOKkaSJHQ6HVevXuWtt97is88+w9HRkcWLF4vE8wlotVoMBgNdunTh888/lxPP9PR00YH8B1evXiU/P1+eFdHpdCiVSoKDg/H390etVjNmzBhycnKwsLAQs3f/X0lJCevWrePDDz9k1KhRwL21YQEBAbRq1YpDhw4BYlf2g1hZWdGxY0fy8vLYsmULt27dQqVSodfrGTFiBDNnzmTmzJmMHz+e999/n4sXL5q6yVWSWq0mOzubsrIy4I/KCa1bt6aoqIjCwkJTNu+FUFBQQOfOnZk7dy7u7u5i3HhKRNJZxSgUCqysrGjevDnW1tYEBATwwQcfiMTzCRgXgLu7u1OrVi28vb2ZPXv2AzuQigmTiOs9YWFh2Nvbs2rVKuBeQmCMU506dZgxYwahoaHMnz+fkpISMXv3/9na2jJ16lSGDx8uf2ZhYYFKpaJp06YkJSVhMBhQKpUiUX+ATz75hP79+zNr1ix27tzJnTt3mDhxIlZWVnz55Zds2LCB2bNnk5aWRlxcnKmbWyXVrVsXJycntFotgLyB0mAwUFRUZMqmVXkGgwFJkrCxscHV1RUPDw9mz55NrVq1/jLxFNfyoxEbiaoAg8GAXq9Hp9PJu+Tq16+Pn58flpaWeHl5UbduXY4fP87hw4epXr06fn5+lR4fi4Xh92g0GrRaLZIkYWVlhUKhoEuXLri5uWFhYUGNGjUICgri6NGjbN26lcaNG1OnTh15kXh+fj4ODg4mPgrTKCwsJD8/n9LSUhQKBc7OzkiSRGxsLDk5Ofj6+mJpacm+fftYunQp//znP6levTqHDh2ib9++WFtbm/oQTKqkpEQe5KtVq1bpd8bd6nXr1iUxMZHbt2/Tpk0bkahz72nE2bNnyc7ORqfT4ezsTHh4OAUFBSxfvpy7d+9iMBiYNm0aPj4+1KhRAz8/P4qLi0lMTKRXr15Uq1bNrGOp1+u5e/cuZWVlWFhYYGtrS+/evQkMDAT+OP/OnTvHjz/+SGRkJHZ2dvLfnz9/Hnt7e7Ot7mEwGNDpdJSXl8vjRqdOnWjQoAFKpRIXF5e/HDfu3LmDjY2NiY/ixSCSThPTaDTMmDGDVatWkZSUxIULF2jRogXOzs5YWlqi1+uxsLColHgmJyfj5OSEn58fCxcuJDExkY4dO8rr7szVyZMnmTp1KgkJCaxYsYL8/Hzs7e2pU6eOPDOsUCjuSzz9/f2pXbs2kZGRJCUl0b9/f1MfynN38uRJJk+eTEJCAsuXL+fatWs0btyY1q1b4+joyPfff098fDzff/89W7ZsYdq0aXTq1IlatWqxZMkSWrdujYeHh6kPw2QyMzP5/PPPiYmJYf369djZ2eHh4SEn4saESKVS8euvv3Ly5ElCQkJwcXExZbNNTqPRMHLkSHbs2MHq1atJSUmhtLSUli1bEh4ezt27d4mPj8fHx4eIiIhKpWvOnDlDdnY2I0aMMNtkCe7F8IMPPmDt2rUsXbqUGzduULt2berWrSt/x1giKT09nQsXLjBq1Ci5ZNLcuXOZM2cOgwYNMsvEqaioiOnTp7NmzRqio6PR6XS4ubnh5OQkJ5UPGjd8fX3x9vbmyy+/ZObMmQwdOhQLCwuzvvl5FCLpNKGioiL69u2LnZ0drVq1wsrKii1btnDgwAFcXV3x9PTEysqqUuLp5eXFiRMnSE9PJzk5me+//565c+fi5eVl6sMxqczMTP7xj3/QpUsXXnvtNZydndm9ezd79uzB3d0dHx+fSmWnatSoQYsWLTh+/Dhbt25ly5YtlJWVsX79erMrjXHmzBnGjBlDr169GDBgAO7u7mzcuBGtVkvXrl1p0qQJ//Vf/4WLiwthYWG89dZbdOnSBbi37vPEiRP069eP6tWrm/hITOPUqVOMHj2a0NBQ/Pz8KCsrIz4+Hn9/fxo2bCifc8bZ90aNGrF8+XLKy8sJDw8HMMu6naWlpbzxxhvUrVuX9957j169epGZmcnx48fx8fHBy8uLV155BScnJyIjI3F2dgb+iNUPP/yASqWiR48eZpt0FhcXM2jQIKpVq0b37t1xdnZm06ZNlJaWEhISIt/0GBPMEydO8NNPPzF06FCUSiWLFi1i7dq1REdH4+3tbcpDMYmioiIGDhyItbU1zZo1Q6lUEhcXh5OTE0FBQQCVrssaNWoQGBjI0aNH2blzJydOnCApKYlly5bh4eFhdtfwE5EEkzAYDNIXX3wh/fOf/5S0Wq0kSZJUXl4uZWZmSq+++qrUvn17KTExUSorK5N/Z3Ty5EmpWbNmUkhIiHTu3DmTtL8q0Wq10rhx46SPP/640uf79++X3nzzTcnPz0/aunWr/Ller5d/vnDhguTr6ysNGjRI/nfQ6XTPp+FVgFarlSZMmHBf7GbPni0FBwdLBQUF9/2NXq+XsrKypKysLOmdd96R3njjjUoxNSdqtVp64403pDlz5siflZaWSsOGDZN69+4tX79GxjitXr1aatKkibRo0aLn2t6qJDExUerbt69UWFgof3bmzBkpICBAWr169X3fv3r1qnTz5k3p9OnT0vz586WgoCDp/Pnzz7HFVc+XX34p/eMf/6j02fz586UWLVpIOTk5930/Pj5eateunVReXi4tXrxYatasmXT69Onn1NqqxWAwSDNmzJBGjhxZ6fOPPvpICgsLk27evPnQv718+bIUGBgohYSESGfPnn3WTX2piI1EJqJQKPj999+pXr26fJeuVCpp1qwZCQkJODs789VXX5GcnHzfpoOMjAyUSiXx8fH4+fmZ8jCqBEmSyM3Nxd3dHUBeV9e5c2cmTZpE+/bt+eijj9i7dy9ApTdxzJs3j4YNGxIXF4eVlRXl5eVm9fYJSZLIycmhdu3awB+7XF977TWKioru2x2s1WrZvHkzgwYNYvTo0dy8eZNVq1aZ7ca2oqIirl27RosWLYB78bS2tqZTp05cu3btvl3CxnOvR48edOzYkcOHD5vtBoRr165RVFQkz5CXl5fj7++Pn58fv/zyS6XvlpaW8t133xEeHs7EiRM5dOgQCQkJ+Pr6mqLpVUZubq68rMXY7w0ePBi9Xs+JEyfk7xnPMTc3N1QqFZMnTyYqKoqEhAQCAgKef8OrAL1ez+XLl+XjN/Z9/fv3R61Wc+7cuYf+bWJiIpIkER8fT5MmTZ5Le18W5jO6ViGSJKHX67Gzs+P27dtoNBp584rBYMDZ2ZnY2FiGDh3K4sWLCQ4OxsXFBYVCwYYNG/jmm2+Ij4+nUaNGJj6SqkGlUuHo6Eh6ejpjx45FpVLJyWNgYCDvvPMOJSUlLFy4EC8vLzlR/+STTzh58iQpKSlYWlqaXcIJ92JXUlIiD1DG4/f09EShUFBcXHzf93v27IkkSXh7e9OqVSuUSqVZxg7u3SgWFBRw4cIFunfvLt8gBgcHU1xcjFqtxtXV9b7HbrVr12bq1KnUqVNHfvRubo/mHB0dycnJIS8vD3d3d/n8sbW1Ra1WV/qujY0Nw4YNw8vLiwYNGuDh4SHeiMW9zX/Z2dnAHzvUXV1dsba2lsslwR+PiFu1akV+fj67du1i8+bNZp0wKZVKbt68yZkzZ4A/+r6GDRs+sO8ziouLY8mSJWzevFmMwU9AzHSagEKhwNLSkvDwcFJTUzl48CDwx2Jvg8GAk5MT8+bN4+rVqyxfvlz+2xo1arBlyxaaNWtmquZXKcY7+G7duvH777/L5X2MSSRAUFAQkZGR3Lx5k4yMDPlvR40aRWpqqlnOcMK92EmSxNChQxk9ejRw79zU6/Wo1WqUSqVcFcEYZ71ej4ODAwMHDqR169YolUr0er3Zxc7Izs6OV155hbCwMAB5PfDdu3dRKBR/uava09Oz0gY3cxMaGsqiRYvkJxQVy5dVXL9p5OzsTL9+/QgMDDT7hLNivzd48GDg3rVbXl5OSUkJcH8FBQAnJyemT59OUlKSWSeccC+GYWFh8vp045r/kpISJEl6aBWTtm3bsn37dvz9/Z9nc18a5jlSVBEREREcOnSIjz/+mNq1a9OqVSs58ZQkicaNG9OnTx8yMzPl2dCuXbuautlVinGw7tWrFzt27CA+Ph43Nzd5p6sxmezZsye7d+/mhx9+YNiwYUiSJG++MtekyRi7yMjISksOlEolWq0WvV4vV0Qwfnfy5MkMGTKEkJCQSt83R5IkYWdnx7x58+7byKLVaivF1GjFihV069aNBg0ayJ896HvmoFGjRpVmioznWFFREba2tpU+mzVrFsXFxcycOfP5N7QKMsZlyJAhlfouS0tL+cbxz+dVVFQULVq0YMCAAc+1rVWVhYUF7733XqWqLxVj9ucbwfXr19OoUSNatmz53Nr4MjLP3q6KUCqVjBgxgiZNmjB69GiOHz8uJ5wKhQKlUomHhwcajcZsB/ZHYVySMG/ePPR6PQsWLGDr1q3AvU7Y+JjJy8tLnlWp2KGYe2wflvQY69UZjRkzhszMTLn2n7kzxqZiwmmcgSovL6datWqVBrSRI0eSlJRklruEH0XF67DiObl48WLWr19vlqXM/pMH3SyXl5fLtTqNFi1axNdff222FSYe5kFlBrVaLSqVqlId0wULFjB79mxRD/spEEnnM1ZaWsq1a9ce+vvmzZszYcIEGjduzKhRo0hKSpIfj8C9kjTe3t5m+fjtUVlYWKDX66lduzbx8fEYDAYWLFjA0qVLAeSyIadPn8bNzc2UTX1h6HQ69Ho99vb2AIwePZqcnBx27twpl/ES7me8TsvLy9HpdPLAP2bMGK5evcqmTZtQKpVmsenKmIAbl3H8pw1TFb9vjOPChQuJiopi3bp14mbnEZWWllJWVibX3Fy4cCHR0dFs3LhRbDx9BKWlpZSUlMg3k4sWLWLVqlXExcXRsGFDE7fuxWd+zxSfI4PBwLvvvsvp06dZt27dfTMcxs41LCyMqVOnEhMTFz0scAAAHB1JREFUw6RJk+jatSuurq7o9Xq2b99OQkKCWRbtfRC9Xl9pRqTirLBer8fDw4OEhASmTZtGfHw827Zto2nTpuTm5qJWq4mOjq70d+bkYbH7M4PBgJWVFSqVitu3bzN79mwuXbrE9u3bzXb96+OysrJCp9NRUlLCpEmTyMnJMbv4Gc+t9PR02rRpA9y7ia5Tp84Dv2/chOXo6EhZWRlLly4lOjqadevWmf36uYrXrnEJ1oMYDAZUKhX29vaUl5ezfPlyYmJizHqX+uOytrZGpVKhVCqJiooiOjpaxO8pUkjmWq/jOSgvL+fAgQPMmzcPlUrF4sWLqVevXqXvVBz4tVot27dvZ//+/dy+fRtvb29GjBhB48aNTdD6qscYq7KyMs6ePSsX760YQ2PnfPfuXX788Uf27duHhYUFrq6ujB071mx3qT9K7P4sIiKCrKwsvL29zS5h+rOHDfQPi9/ly5cZMmQIBoMBBwcHduzYYZbxy8vLIzw8nEmTJvHLL7/g5ubGpEmT/rKYe1RUFPPnz0elUonB/k++/PJLOnXqRGho6F8mn4MHD+b8+fPo9XoSEhLMeuPp4167kiTRu3dv7ty5w+3bt80+fk+b+fR+JmBpaUmnTp1QqVR89tlnjB07lm+++aZS4lnxpFepVPTr14+IiAhUKhU6nc5s37TxZ8ZkUpIkxo8fT15eHpMnT6Zdu3aVSs4YH106OjrSpUsXeWdixf+OOQ368OixM5IkifLycgICAqhZsybR0dFmm6wD8nFrtVp++eUXVCoVHh4eODg4PLTckfG99dWrV2fbtm1mGT9JknB3d+fjjz/miy++wMHBgaNHjwJ/PVvXrFkzQkNDmTFjhnicWUFhYSGrV6+mpKSE0NDQB8bPWAmhWbNmXLt2jZUrV5r1pEXFGeKUlBTUajXW1tZ07tz5oQlneXk5Hh4e5ObmsnnzZrOO37MgXoP5jBgXcyuVSry9valfvz779u1j7969tG3b9i8XJBvf32ruG1yMjIN1SUkJFy5cID09naysLLKysvDw8JBrShoHf2Nn8qBkwNx2Cj9u7AD53GvdujUDBgww6zqckiShVCrRaDRERkayadMmYmJiuHDhAg4ODtSrV++++BkMBqytrenTpw+jRo0yy4QT/rih3rp1Kz///DMlJSXY2dkRFBRU6ZW0f+bl5UWXLl3kFxYI985DW1tbJEli9+7dNGvW7IHxMfZ/zZs3p2/fvma9aU2SJLm/nzhxItu2bWPXrl1kZ2fTpEmTh5bdUiqVhIWFMWDAgEpVJoSnQySdz4jxZN+8eTOOjo40b96cevXqPVLiaW5rDf9KxUG/X79+XLp0CScnJzw9Pfn3v//N77//joeHB15eXg9MnszZ34md8c06xuTAHG+AjGVndDodQ4cOpU6dOowdO5bmzZuza9cuTp48ib29PX5+fvfd9BgMBuzt7eVNbuaUcP65XI+1tTXDhg2jrKyMmJgYLC0tadWq1QMTT2MMjZv/zNWfY2iMka2tLYmJibi6usol9v7czxkMBmxtbR9aZ9JcGOPy2WefcerUKaKioujduzfdunV7aFF3Y7kpBwcHsdP/GRFJ5zOUnJzMxIkTKSkpwd/fH39//0dOPIV7jJ3A1KlT0el0LFu2jO7du9O9e3fq1avHxo0bycrKwtPT84Gzdubs78SuYvzMMZbGWZKysjJ+++031Go106dPp1GjRrRo0QJfX1/S09M5duwYnp6e91WYqPizOc2uV3yceeDAAY4ePYqtrS2BgYH4+flx9+5d1qxZg1KpJCQk5L6akuZ4rj2IMR45OTlUr15djou7uztqtZpvv/2WXr16PXD8EDH8g0ajISEhgcjISEJDQ3FxcakUs7y8vPuSc3O6Xk1BJJ3PkLe3N7a2tkRHR6NWq2natCkBAQGVEs927dqJxPM/KCoqYu3atfj5+dG1a1fKy8tRKBT4+vri5eVFbGwsly5dwt3dnbp164pOtwIRuydjfLvLxIkTWbx4MWVlZfTp0welUolCoaBu3bp4enqybds21Go1Xbt2NfvBquLjzPHjx7Njxw7S09P55Zdf8PHxwc/Pj4YNG6LRaFizZg2Wlpa0aNGC9evXY21tTc2aNU18BFXLkiVLGDduHHl5eSgUCurXrw9AzZo1SU5OxtLSkuDgYHGT/Rc0Gg1ff/01DRo0IDQ0FPhjNr24uJhJkyZRXFwsNgo9RyLpfAokSbpvYbxxTWdwcDA2NjZER0ej0WgqJZ6HDh3iu+++o2vXrmIqvwJj7Iysra3Zt28fZ86coW/fvtjY2KDX61EoFDRu3JgLFy7w008/kZubi6en50NLspgDEbunx8LCgsuXL3Pt2jUuX77Mq6++Ss2aNeUYG2c316xZQ+/evc3+5tGY+MyZM4effvqJpUuX8vbbbxMWFibXh3R2dqZx48bcuXOH2NhYEhMTOXLkCJGRkWbfB/75UXmtWrWoWbMmhw8fZtOmTWRnZ+Pk5ESzZs3kmrmRkZHyJkFzTzwftNRAoVBw7tw5MjMzadKkCe7u7vJ3ysrK2LhxI/b29rRv394UTTZLIun8G4yDj0KhkAf6r7/+mlq1alGjRg35sVFwcLA841lUVESTJk0ICAigdu3aZGZm8tprr5l9h1uRhYUFxcXFfPPNN3h5eeHo6EhJSQnJyclcu3aNoKAg7Ozs5E4mPT0dT09P0tLSKCkpoUuXLvc9IjYXInZP7kGvDjSuPczIyGDfvn107doVJycn+SYzPz+fkydPygmpuSsrK+Pbb7/l1VdfpWPHjnLdTeP5dOXKFapVq0ZISIj87vn/+7//M/sNGxWXJeTk5HDlyhU8PT0JCwsjPDyc+vXr8/3333PgwAFOnDhB//792bp1K+Xl5fI5as4qxu/WrVvcvn2batWqYWlpiZWVFevWrePWrVt4enrKb6VTqVTs3bsXHx8fWrZsKRL350QknU9Io9HQu3dv1Gq1/B7qtLQ0Zs6cSUpKCh06dMDJyalS4qnT6Vi7di0Gg4F69eoRFBREnz59xGD1AAcPHmTmzJncunWLkJAQWrVqxaVLl9i9eze3bt2iVatW2NjYoNVq2bFjBx9++CG1atVi5cqV9O7dG2dnZ1MfgsmI2D0+4+7y0tJSdu7cydGjR8nNzaVhw4Y0b94cJycnUlNT2bFjB23atEGlUqHVapk3bx42NjaMGTNGDFhAcXExCQkJuLi4yLNHxg1Dxnenq9Vq2rVrR4sWLejWrZvZ938VE6apU6eycuVKoqKiSExMRK/XExAQQKtWrXj99depVq0aGRkZxMXFUVhYiI2NDd26dTOrjWp/VjF+n3zyCStXrmTlypXs3LmTmjVr0rVrV2rVqsXq1au5cOECSqUSnU5HXFwc//73v5kyZQpOTk7i+n1ORNL5BDQaDX369KGgoIDU1FSsra1p2bIlXl5eVK9enePHj5OUlMQrr7yCs7OzPCNas2ZN9u7dS1paGpIk0a5dO7Pfpfkwnp6eeHh4sHr1ai5dukS7du3o0aMHv/32Gzt37mTr1q3k5OSwePFibt++zfDhwyktLeXEiRO8/vrrZj1zLGL3eIy78zUaDYMGDeL48eOkpaXxww8/cOrUKWrXrk337t2xt7cnOTmZDRs2cPDgQS5dukRubi5r167F0tLyoSWAXjZarZazZ8+yc+dOjh8/jlqtxsLCgurVq2NtbU1aWhqpqam0b98eFxcX4F7iqVKpWLNmDRqNhh49esifmzvj7Pq4ceM4f/487733Hn369KGwsJCEhATUajWNGjXCzc2NgIAABg4ciKOjI3Z2drz77rtm/2pfY/wmTJjAzz//zIgRIwgKCqKgoIDly5dTUlLCqFGjqFu3Lj/++CPr1q0jPT2dS5cu8c033zx0J7vwbIik8zEZDAamTp2Kp6cn8+bNo6ioiFWrVsllQJo1a4alpSUZGRns2rWrUsdbXFyMJEkMHDiQzp07m/0dvpFxNrjioG1paUmjRo1wdXVlzZo1/P7777Rv355evXphZ2fH9evXuXjxIo0bNyY6OhqlUkl8fDwFBQUMHDjQbF4bKmL39ykUCrRaLSNHjsTLy4uFCxfSr18/+vfvz+zZs8nJyaFjx46EhIRga2vLb7/9xt27d5k4cSJjx46V65iaQ1kpjUbDO++8w4EDB9i7dy8XL14kLi6OI0eOoNPpCAwMJDAwkMTERFJSUggNDa00c56SkoKPj4+8qcOcVbxmt2/fzq5du1iyZAktW7akXr169OzZk1u3brF582YcHBxo1qwZFhYWWFhYEBAQQKdOnR5aa9Lc7N69m927d7Nw4ULatGlD8+bNCQkJYfXq1XTo0IFWrVrRuHFjOnXqRJ8+fYiIiOCNN96gbt26pm66+ZGEx3b58mX556ysLGnKlCmSr6+vtGzZMvnz+Ph4qXPnzlL37t2lrKwsqbi4WFq4cKE0fPhwSafTmaLZVVpxcbE0YcIEKSUlpdLnZWVl0vr16yV/f39p0qRJUkFBgSRJkqTVaiW1Wi0VFBRIiYmJ0ocffiiFhIRI586dM0XzTUrE7smVl5dLkiRJqampUkREhHT+/Hn5d2lpaVJAQICUmJhY6W9iY2OlTp06SREREdK1a9cq/XdeZmq1WurSpYs0btw4KTMzUyopKZEkSZIOHDggjRo1SvL19ZUWLlwoSZIkHTp0SOrUqZPUpUsXae3atdLBgwel+fPnS6GhoVJWVpYpD8OkSkpKpJiYGOnmzZuSJEmSXq+XJEmSli9fLnXv3l0qLi6WJOneNWr03nvvSWFhYVJeXp4kSZJkMBiec6urFuPxV4zDihUrpPDwcOn27duSJEnS77//LoWHh0sff/yxJEmSdOXKFenWrVvPv7HCfcRM5xNwdHSUf3ZxcaFBgwYUFRXx7bffVprxtLa25uTJkyxbtoz9+/eTlpbGV199JS9kNmfSnxZtHz58mOjoaM6ePUuDBg3w8PAA7r0dokGDBlhYWBAfH49Go8HHxwdnZ2dUKhXR0dEsXboUZ2dn5syZI++SfZmJ2D254uJiSkpKuHv3rly8HeD8+fPExcXx+uuvU6tWLfbs2cOECROYMmUKAwYMICUlhT179hAcHEyLFi2wtLTk2LFjbNiwgZ49e1bqE15GWq2WcePGUadOHRYuXIi7u7u8pKBBgwb4+/tTXl7Ot99+S40aNYiIiKBt27acOHGC7du3k5qays2bN1m0aJFZv1YwLi6OlStXUlxcTNOmTbGzs0OSJI4fP86xY8do164dbm5uKJVKtFotSqWSgIAAoqOjady4sfwiAnN29+5duQqH8SlPZmYmqamp9O3bV357WHh4OJ9//jkAb731FhcvXiQ8PNzErRdE0vkUODs7V0o8VSoVLVu2JCAgAF9fXzw9PXFzc+PTTz81+/UjpaWlWFpa3veqyvr16+Pu7s6RI0dIS0urlDxZWVlhaWlJcnIyP/74I/b29oSFhQHg5+fHm2++SURExEufzIvY/T1nzpxhzpw5LFmyhD179mBtbS0n2vn5+Wzfvp2AgAB+++03pk2bxpQpUxgyZAiSJLFgwQJu3rwpr0Vs3rw55eXlZGdn07Nnz5d+Hey5c+c4cOAA48ePp1atWvLnxnPRxcUFb29vcnNzSU5Opn379jRs2JB+/foRHh7O4MGDGTBgAF5eXqY6hCohMDCQwsJCkpOTyc/PlxNPBwcHYmNjKSoqokWLFjg4OMilkPLy8khOTqZfv35mW9KstLSUDRs2sHz5cmJiYti0aRM///wzdevWpWbNmjg6OhIXF0dOTg4rVqygY8eOfPbZZxgMBgoLC9m5cye9evXCx8fH1Idi9kTS+ZRUTDxXr16Np6cnfn5+eHh4EBoaSrt27eS1nebq9OnTfPrpp5SXl9OgQQM5gdLpdCiVSvz8/HBwcCAtLY309HTq16+Pp6cnAIWFhahUKj766CN69eolz1DZ2NhgY2Pz0u/eFLH7e44dO8aoUaNo2LAhgYGB1KlThx49esjJoqenJ1lZWaxatYoDBw7w/vvvExkZCUBJSQnx8fG0bduWoKAgeYYlKCiI1157zSw2cuzdu5f9+/fzzjvvPHTNr7OzM05OTsTGxhIWFiaXQTImBea2VvjPjOdN27Ztyc3N5fDhw9y4cYMmTZpQt25dnJ2diYmJobCwkHr16uHi4oJCoWDt2rVcvHiR4cOHm+WrLTUaDcOHD5fLbfXo0QO1Ws3x48dZu3YttWrVom3btri6upKQkICDgwMzZszA2dkZSZKIiori6NGjvP322y/9E4kXgUg6nyJnZ2fq16/Pr7/+yvXr1+nUqVOlGp7m/FikqKiIjz76iLS0NPbv309qaiqXL18mICAAGxsbOTZNmjTBzs6O9PR0UlJScHNzw87Ojrlz51JWVsYbb7yBhYXFfUXQX2Yidn/Pzz//zFtvvcXo0aOZMmUK7dq1o3379vfNTrZs2ZLLly/z66+/Eh4ejlKp5M6dO0ybNo3CwkJmzZolb+QwbgIxl0Tq2LFjnDlzhpEjRz60GLmxFNyBAwdwcHCgdevWJmpt1WOskGC8SWzXrh25ubmkpKSQn59PQEAAISEhODo6EhMTw9GjR9m/fz8HDhxgx44drFixQn4jkTkxliZs0KAB06dPp3///jRv3pyePXvSokULCgoK+Pbbb/H29ub111/HycmJpKQkjh8/zp49e9i/fz+7du1i5cqVNGzY0NSHIyCSzqfGOAi5uLhw/vx5Lly4wKBBg+QdreaccMK9x7xnz56ltLSU5cuXc+XKFQ4ePEhsbCy3bt3C3t5efmzXtGlTHBwcyMzMZO3atSQlJWEwGFi+fLkcT3NKmkTsnlxpaSnz588nMDCQCRMmAMiF3cvKyigsLOTQoUNkZ2fj6+tL69atKSgoYO3atWzatImMjAwsLCxYt24dVlZW8myVuVzPxuRSo9GwZcsWvLy88PX1feDxGz9btWoV9evXp02bNs+7uVVKaWkpe/fuRalUUq1aNZRKZaUKB+3atePy5cskJydz8+ZN/P39ad26NW3btiU/Px+dTkft2rX59NNP8fX1NeGRmIZGoyEiIoKWLVsyb948eZbSmLjXrl1bfjtTbGws3bt3p0OHDrRv3578/HwMBgPe3t7861//Msv4VVUKSZIkUzfiZXDjxg35Mdunn37KzZs3+eqrr0QdTv4YuIxr4iZNmkRkZCTXrl0jJiaG7Oxs0tLSePPNN/H396d3797Avc0dZ8+epbi4mCFDhsilaczhcbCRiN3fU1hYyODBgxk1ahQDBgyQC0lfuXKFVatWsWfPHvLz84F76+3mzp2Ll5cXGRkZlJaWYm9vT1BQkDxDbG7xM8rPz2fgwIHUq1ePzz77TF6bWXHGU5IkcnNzmTZtGv/7v/9r1jOdWq2WYcOGcerUKVQqFSEhIbi6utKlSxeaN2+Ovb29/Kh84cKF7Ny5kw4dOjB69GhcXV0pKyvD2tq6UuFzc6LVahkzZgynTp3i1KlTwL1k08rK6r7vHjt2jIkTJ9KxY0f+9a9/oVKp5Gv1z6+nFkxPzHQ+BRkZGQwdOpTU1FR27txJcnIyX3zxRaUF9+bM+EYSKysrrl+/zo8//kjHjh1xc3OjQ4cO3LhxgyNHjlBUVMS+ffs4ePAg1apVo169eoSEhNC8eXMsLCzQ6/VmN+iL2P09RUVFxMXFYW9vT6dOnbh+/TpHjhxh7NixnDx5kpYtWzJ+/HjatGnD/v37OX/+PBEREXh4eODt7U2dOnXkfwNzHPyN7O3tqV+/PitXruTOnTv4+vpSvXr1SjOeCoWCmJgYLly4wLBhw7C3tzdhi01Lo9Hw888/U1ZWhqurKx07duTUqVPs3LmT6Ohojh49SlZWFpIk0bNnT65du8b58+e5cuUKTZs2pVq1agBm+0patVrNTz/9xKVLl/j111/p1q0bSqXyga+qrVOnDqdOneL8+fMMHjwYpVJZKW7mGL+qTCSdT4HBYKC0tJSSkhK8vLz49NNPzbosyIMoFAqUSiXW1tYsW7aM4OBgGjRowO7du5k+fTqff/45b7/9NgEBAaSlpREbG8vNmzfp3r27PJtirnesInZPzsLCgt9++41t27axbds2EhIS2Lx5M76+vrz11ltMmTKFRo0aERAQgFqtJjU1lddeew07O7v7EipzV69ePXmzi/F1gj4+PhgMBrKzs4mJiSEhIYFly5bh7e1t6uaalI2NDYGBgeTl5XHr1i28vLyYM2cOAwYMwNPTE1tbW/bt20dSUhIbN26kpKSEM2fOcPLkSaysrAgNDTXbhBPuxS84OBiNRsP27dv59ddf6d69u3wDbezPjGWlNBoNR44cISIiAnt7e5FwVmHi8fpTpNfrzXqAf1Tjx4+XO9YZM2bw/vvvM2rUqEodRFJSEj169DDr2aUHEbF7fNevXyc+Pp7MzEwMBgM9e/aka9eu8nIY46O4OXPmcPbsWVavXi0Gq79w6NAhpk+fjlqtxsXFBQsLC2rUqIFWq2XWrFlmUe/1Ud24cYOoqChSUlLo2bMn7777rvw745riXbt2UVBQwI4dO1AoFERFRck7/83drVu3WLZsGZs3b6Zz58589dVXAPctO5g1axbHjh1j48aNot+r4kTSKTx38fHxfPHFF0iSxNSpU+VHIsB96+bMdU3Tw4jYPRmtVotKpUKj0VQqO2OM0Z07d5gwYQLNmjVj0qRJJmzpiyEvL4/MzEzOnDkDQOvWreVXrwqV5efns2LFCtLT0+nSpQsTJ04E7r8+CwoKsLS0fOlrvj6uhyWexjWepaWlfPDBB3h5efHee++Z9Qzxi0AknYJJDB8+HLVazebNm03dlBeOiN2TMybmFTfAqNVqJk6cSEFBARs3brzv94Lwdz0s8TTnzWmP42GJJ8CCBQvYtGkTa9euNcuyUi8asaZTeK6Mg/mdO3fIyMjA39+fOnXqiEH+EYjY/X3GpS+7du0iMzOTjIwMoqKiuH37Nt99912lskjCX/vzznVxDj6cvb09TZo0IS8vj8OHD5OXl0ebNm0q1XwVHs7W1paAgACKiopISkqS13guX76cFStWsGbNGrGP4gUhkk7huTJ2rq6ursTGxmJjY0P79u1Fp/sIROyejsuXLzNq1CgOHjzInTt38PHxYfHixVhZWYmZp8cgNlo9noqJ55EjR8jOzuaVV14RsXtEFRPPPXv2EBcXx+HDh1m3bh0BAQGmbp7wiETSKZiEo6MjOp2OFStW0LlzZ7EW7DGI2P091atXp2/fvgwYMICBAwfSo0cPsy4rJTw/9vb2NG3alKysLH755Rc6d+6Mra2tqZv1wjAmnnl5edy4cYNVq1bRtGlTUzdLeAxiTadgMhcvXmTu3LksWbJEbHh5TCJ2T5d4PCw8TwUFBUiSRM2aNU3dlBfSrVu3MBgMIn4vIJF0CiZlHOzFTuvHJ2InCIIgvEhE0imYnJhlenIidoIgCMKLQiSdgiAIgiAIwjMn6oIIgiAIgiAIz5xIOgVBEARBEIRnTiSdgiAIgiAIwjMnkk5BEARBEAThmRNJpyAIgiAIgvDMiaRTEARBEARBeOZE0ikIgiAIgiA8cyLpFARBEARBEJ65/wdDygPgRRFmYAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ap2 = [ mpf.make_addplot(df['UpperB'],color='g',panel=1),\n", + " mpf.make_addplot(df['LowerB'],color='b',panel=1,y_on_right=True),\n", + " #mpf.make_addplot(df['LowerB'],alpha=0.01,panel=2,y_on_right=True,secondary_y=False,ylim=(112,130)),\n", + " ]\n", + "mpf.plot(df,type='candle',volume=True,main_panel=2,volume_panel=0,addplot=ap2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "As was mentioned previously,
    the default for panel_ratios is that all panels are the same height *except* the main panel which is 2.5 times the height of the others.
    **For the above example, this is equivalent to:**\n", + "\n", + "1. specifying **` panel_ratios=(2,2,5) `
    **(panel ID's 0 and 1 are each 2/5 the size of panel 2, and panel 2 is 5/2 times as high as each of the other two panels)

    \n", + "\n", + "2. or specifying **` panel_ratios=(5,2) `**
    (main panel 5/2 times as high as the other panels, and all other panels 2/5 as high as the main panel),
    \n", + "\n", + "\n", + "Both of the above `panel_ratios` specifications have the same effect, and both are equivalent to the default. Note carefully that the first specification requires that we have in mind that the main panel will be on the bottom. But the second specification does not. The second specification however requires that all panels, other than the main panel, be the same size (a typical practice). However if we want any panels *other than* the main panel to differ in size from each other, then we must use the first specification providing a ratio number for every panel in use.\n", + "\n", + "For example:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,type='candle',volume=True,main_panel=2,volume_panel=0,\n", + " addplot=ap2,panel_ratios=(4,3,3))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,type='candle',volume=True,main_panel=2,volume_panel=0,\n", + " addplot=ap2,panel_ratios=(4,1.5,5))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "---\n", + "\n", + "Notice that in all of the above examples, mplfinance automatically determined ***how many*** panels we needed based on our specification of panel ID's. This automatic determination however requires that we do *not* skip any panel ID's. If we do, mplfinance will raise an exception:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "inferred panel list is missing panels: [2]", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmpf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'candle'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mvolume\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mmain_panel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mvolume_panel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0maddplot\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0map2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/code/mplfinance/src/mplfinance/plotting.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(data, **kwargs)\u001b[0m\n\u001b[1;32m 292\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Request for volume, but NO volume data.'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 293\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 294\u001b[0;31m \u001b[0mpanels\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_build_panels\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 295\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 296\u001b[0m \u001b[0mvolumeAxes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpanels\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mat\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mconfig\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'volume_panel'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'axes'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'volume'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mTrue\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/code/mplfinance/src/mplfinance/_panels.py\u001b[0m in \u001b[0;36m_build_panels\u001b[0;34m(figure, config)\u001b[0m\n\u001b[1;32m 99\u001b[0m \u001b[0mmissing\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mm\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mm\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpset\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mm\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mpset\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 100\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmissing\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 101\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'inferred panel list is missing panels: '\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmissing\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 102\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 103\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: inferred panel list is missing panels: [2]" + ] + }, + { + "data": { + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,type='candle',volume=True,main_panel=3,volume_panel=0,addplot=ap2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "We can override this behavior by ***explicitly*** setting the number of panels, ***however*** the panel for the ID that was skipped will be empty of any plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,type='candle',volume=True,main_panel=3,volume_panel=0,addplot=ap2,num_panels=4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Finally, we demonstate using these features to create a **MACD** plot (**M**oving **A**verage **C**onvergence **D**ivergence)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "- First use Pandas to calculate the 12 period and 26 period exponential moving averages:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "exp12 = df['Close'].ewm(span=12, adjust=False).mean()\n", + "exp26 = df['Close'].ewm(span=26, adjust=False).mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "* The MACD Line is defined as the difference between these two moving averages:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "macd = exp12 - exp26" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "* The MACD Signal is defined as the 9 period exponential moving average of the MACD Line:

    \n", + "* We also calculate the difference between the MACD Line and the MACD Signal which we will plot as a histogram:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "signal = macd.ewm(span=9, adjust=False).mean()\n", + "histogram = macd - signal" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### Now create our MACD plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [mpf.make_addplot(exp12,color='lime'),\n", + " mpf.make_addplot(exp26,color='c'),\n", + " mpf.make_addplot(histogram,type='bar',width=0.7,panel=1,\n", + " color='dimgray',alpha=1,secondary_y=False),#,ylim=(-.75,+.75)),\n", + " mpf.make_addplot(macd,panel=1,color='fuchsia',secondary_y=True,ylim=(-3,3),width=6,alpha=0.5),\n", + " mpf.make_addplot(signal,panel=1,color='b',secondary_y=True),\n", + " mpf.make_addplot(df['Volume'],panel=2,ylim=(+10000000,1000000000),alpha=0.01,y_on_right=True)#,secondary_y=False)\n", + " ]\n", + "\n", + "mpf.plot(df,type='candle',addplot=apds,figscale=1.1,figratio=(8,5),title='\\nMACD',\n", + " style='blueskies',volume=True,volume_panel=2,panel_ratios=(6,3,4.5),ylim=(110,130))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "- Just for fun, the same plot in a different style:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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8xo0b59L+xRdfMHPmTGpra+nduzdPP/00qampzvsXL17M0KFDiYiIIDMzk/nz5zN58mTuueeeNp/vePLZYqinrSbnjjeuMLdgwYIWn0a4axMRERGRY9eZ1eRaK4aqq6spKiqitLSUd999l6+//prXX3/dOWOpueXLl/PII4+wfv36oxZgx4sWUDABu91OYWFhi08GfJG7RR88sRCEcmI+yom5KB/mo5yYj3JiLsrH8RcSEkJCQgLp6ek88sgjWK1Wli9f3mr/tLQ0GhoaKCgo6MZRulIxZAIOh4M9e/b4/OomGRkZLVbFW7BgAfn5+S0KouNdICkn5qOcmIvyYT7KifkoJ+aifHQ/u91OXV1dq/fn5eVhsVic53N5goqhHqSBBoopZvjlw0menEzxweIWy22bWWVlJYWFhVRWVjrbZsyYQf/+/d1OnRMRERGR7lFdXU1eXh55eXkAFBQUkJeXx549e6iurubpp58mMzOTwsJCcnNz+eMf/8j+/fuZMGECABs3buTVV1/lxx9/JD8/n48++oi5c+dyySWXEBkZ6bG4fHY1OW9nx85a1vImb/Kx41P228qpstnAFgSLg8Huz6CQOArvLsSBAwPD00MWERERES+Vm5vLTTfd5Lw9d+5cACZNmsSDDz7I9u3b+eCDDygtLeWEE04gJSWFxYsXk5ycDBxemGHFihU899xz1NXVER8fz9SpU5k2bZpH4mmkYsgEsup38+gPS5mSbCfYEkiwEUCQEUCQ4c87y5ZyyWWTqKeBeoeNffZS5v3wDrt6W6io7gVVp0PNZMDaYrubscH1W4n96TFujszg9hPOITYgsPsD9EKGYRAdHY1hqIg0C+XEXJQP81FOzEc5MRflo3NOO+00srOzW71//vz5bT5+6NChvP766109rE5TMWQCjxZ9yfsnXsD7G6oA1wtfceII5n2T3+wRk2HX4e/8DQcDQ0OI8Qsg1Gol1Gpl5YcfctnkyXxZsZ+fKpPZXzmIxwrgMdaSHGrwi6gTuSgqirMiI/G39JyZkl256pzFYiEpKalLtiVdQzkxF+XDfJQT81FOzEX5EHdUDJnAty+9g3XUIKwB/hh+Vvr260eDw4Hd4aDowAH69umDxTDYW1hIYvyJDA/uw9qH3mT1s4s4KSgIv2YFTcavfsXXr71GZUkJowYPZsrSh/j7wS/YXRbNlvIhPFGVzxP5+YRbrYzv1YtzIiM5IyKCEWFhBFlbHmEym6YLLaxbt87Z3pXFkN1uZ9euXSQkJLhci0A8RzkxF+XDfJQT81FOzEX5EHdUDJlAxNItbJn9Nv7+/qSlpZGTk8OCBQtYsGAB1fn5zP7LX5gx4zZSp/zvukGp3zzAwJAQt9trLBBSU1P5dvVqAO6JPocP+ZDf1f+B7SVR+JWchaPkHJYXFbH8yBWI/Q2D9LAwTg8PZ3yvXpzfqxdhHrwicKPmBU7jQgtNL+KVkpJCfn4+KSkp5Obmdvo5HQ4HxcXF9O/fv9Pbkq6hnJiL8mE+yon5KCfmonyIOyqLTWrGjBnk5OS4XUntWBgYTGISP/iv54m+FxF8ytNUnnkBJ456mGsH7uO62CiSg4P5tqKCBYWF/CI3l5ivvuLirCyeKyhgd21tF0R1bNoTf3FxMWFhYRQXF3fDiERERESkJ/D8x/7SbmFhYaSmplJSUkJCQsIxbSOQQGYyk6lMZbYxm5fDX+af4Z8TQghTmMKTDb/EUp7KJ8UlfFhczKclJXxaUsKMn37ipKAgRoaFMSI8/PDXsDBiA7tvQQaHw0GVzUZdr178WF3Nob592VRVhd3hoD4hAf+DB6G8vNvGIyIiIiLeTcWQSVhbOVen6VGRptPfmp4r05q2jqjEEssiFjGLWSxkIUtYwmIWs9hvMclRydwddTdPJv+SH6vq+LC4mI+Li/m+spJ3i4p498i0OoBBwcFMionh0uhozoyIaHH+UkeEhYURO3AgUaNG8Y+CAnKrq9lUVUVhXR0l9fWUNDTQ4HDAo48y5Ouv4Y9/JOWbbw4/+IknwG4jeNs2nty1i0kxMQxqZRphexiGQVxcnFacMRHlxFyUD/NRTsxHOTEX5UPcMbKzs33qMryVlZWMHj2asrIyIiIiPD0c4HBx4zwXqMn37enfUa0tMlBPPZ/wCQtZyCd8gg0bgxjEX/gLl3EZBgYNdjs/1tSwoaKC7ysr+baigjVlZdiObCPKz4+Lo6MZEhJCsMVCiMVCsNVKiMVCiNVKqMVC2JEV70KsVgoPHSKnqorcqipyq6vJqapir5urFFsNG1b/amx+B7H5l4JfBVgOgeEA7Ee+ApXJUDXA+bjBwcH8PCaGK3r35tTwcP3yExERETmivLycyMhI1q5dS1hYmKeH4zEqhkwgNTWVjRs3YrVanQsotKUzq6a1p5DaxjZGfjySsollAGSQwRM8wRjGtOhbWl/PipL/Tak72NBwTOMC6OXnx6G8PKaMOY2S0O9ZG/omRaHfgH8pGNCb3oxgBOmks+P/7eCicy4imGBCCMEPP65ccyVVIyIwis/ixKIrKTzY21moJQQGcnnv3lzRuzcZERFYjlIY2Ww2tm3bxoABA1o9aifdSzkxF+XDfJQT81FOzEX5cKVi6DBNkzMJu93e7h2zq5aPbs0ABnDirBNZNXEVs5jFKlZxDueQTjoXciEXcAFncRYBBNDL359r+vblmr59qbfbWV9ezr76empsNqrtdmrsdqpsNqptNqrsdiptNqpsNpZ98gmWigqs+fkse/JJUkNDORDwI+fum8lbg2uppRZ//JnK1VzN1YxgBLHEYnCkiDmn5bjnbJxDzJkx/O7E35F/4lLi6gdyRfH/sfNAEp+VlDBv927m7d5NQmAgv46L41dxccS1cc5Tuc4/Mh3lxFyUD/NRTsxHOTEX5UOaUzEkrRrFKP595N8jPMIa1pBJJnOYQyihjGUs05jGL/gFFiz4WyycfcIJbrfV/GhW7NixWCwW7HY7EYtu4RYe50M+hMsPn890G7dxMzcTS2y7x3v7jNsBuJAL+SN/5Fn/Z/lb7CQujr2Y9Q1Ps6k4nKUHDvBhcTF/3LGDh3bs4OcxMdzSrx/je/U66tEiEREREelZtLS2D0lJSWHXrl2kpKS4tC9YsKDVxxgYTGACX/Ilf130V97gDW7kRiKI4EM+ZApTSCONN3kTm3NSmquMjAwee+wxMjIyXNoPnXGI0jdLySCDD/mQVFK5YeUN7GQnD/JghwqhpiKJ5Bme4Wu+5lRO5RM+IcMvjS19X+CfqQPZPXo0fx0wgMSgIJYVFXFBVhaD1q/nmd27qejEND8RERER8S4qhkyiO+autnYtnraKoaaWPLWEq7mal3mZAgpYxzomM5lNbOIariGFFF7lVTLJ5N/8m9d5nad4iq3TtzKpcBJ5f8zjEi7hHM6hdE0pJctLqDuvjlM5lfd4j0wyeWX8KwQQ0CXxTkuZxq5+u4h9OJYggniQB0kjjZyAL5mVkMBPZ5zBv4YN4xcxMWyvreW3W7Zw4tq1/H7LFrbX1pKYmKhFF0zEMAzlxESUD/NRTsxHOTEX5UPc0TQ5k/C2E/kMDM7gDJaznEwyeYzHWMpSpjGtZefp8DzPw0T4mI8PP36AQXJBMs/GP8v5nP+/c4G6UHFxMVaLFftzdvL+lMc93MMSljCOcdzN3TxuPM75UVGcHxXFztpani0o4IXCQubv3s3Tu3dzVZ8+LIiMpFcnlguXrmOxWIiJifH0MOQI5cN8lBPzUU7MRfkQd/QuzyTq6+txOLxzYb900nmHd8ghh1u4halM5W7u5gme4BVeIeHWBNaxjuRJyexmNxVU0EADP8X/xAQmHJdCqLm+9GUxi1nFKuKJ50me5GzOZitbAUgMCuKJk09m9+jRPDtwIMnBwby5fz+nfvcdmZWVx318cnQ2m43c3FxsNvfTMaV7KR/mo5yYj3JiLsqHuKNiyCTMXgi1dr6RSx9S+Af/YAlLmMtcZjKTG7iB8C/DOYMzCNwWSDzxhBGGxUMvvbGMZSMbmcQkvuEbRjCC13ndeX+Ynx8z4uPZOHIkU/z92VZbS8b337Nk716PjFdc1dbWenoI0oTyYT7KifkoJ+aifEhzKoZMIDQ0lP79+5OWlmaKdd7dFT6tnW/kjWKI4T3e42/8jTrquJ7ruZEbqaLK2SfQYmFWUBAvDxoEwA15eczYvJlDdrunhi0iIiIiXUzFkAmsWbOGsLAwMjMzWbdu3XF7nujoaCorK4mOjm6zX08qfFpjYHAHd7Ce9QxhCItZzKmcSg6uF6Sd2rcv60aOZEBQEM8VFjJmwwY2VVW1slURERER8SYqhkzAYrEwY8YMLMf5RP3c3FwSEhLIzc1ts197iyZo/0p0ZtJ0zOmk8y3fcgM3kEcep3EaC1mIYTFITk7GYrGQHhbGt6NGcWl0NN9UVDD82295eMcO6nSUqFtZLBZnTsTzlA/zUU7MRzkxF+VD3NGrwQQMw+APf/hDtyz12PTCp+B+Slx7i6YFCxZw3333eV1B1Hy8oYTyCq/wMi9jwcJ0pjPNmIY10urMSS9/f95PTWXJkCGEW608tGMHo777jvW6knW3MQyDyMhILYlqEsqH+Sgn5qOcmIvyIe6oGDIBm83Ghg0bumV1k+bFUGtT4pr3a21b/fv3b1dfb3AjN/IN3zCUobzO64yoGUGZrcx5v2EYTI2N5YfTT+eq3r3Jqapi9Pffc8/WraZfAKMn6M79RI5O+TAf5cR8lBNzUT7EHRVDJmH30JSr1qbE9ZQCp6OGMpRv+IZfOH7BluAt3GXc1aJPn4AA3kxJ4YPUVPoFBDA3P585u3Z5YLS+x1P7ibinfJiPcmI+yom5KB/SnIohH5ebm8tf//rXo06J64jm09DCwsJITU01xUp57RFCCIvsi+hf259FlkUsZ7nbfpfGxPDVyJFE+/lx//btrCwp6eaRioiIiEhnqBiSLj8K1LwYWrduHTk5Ocd1pbyuFkYYj25/FKvDynSmU0ih236JQUG8OXQoAFdv2sROXb9ARERExGuoGDIBi8XC0KFDe8TqJu25OKs3sFgsXJl0JQ/xECWUcCM3Ysf9ofXxUVE8ftJJFDc0cHlODrWai3xc9KT9pCdQPsxHOTEf5cRclA9xR68GkwgICPD0ENrki9coWrhwIfdyL2dzNv/m3zzN0632nZWQwGUxMXxXWckdP/3UjaP0LWbfT3yN8mE+yon5KCfmonxIcyqGTMBut7Nx40ZTn9TX2nLbPXWhhdTUVO69917SU9N5lVeJIIJ7uZcsstz2NwyDV4YMYXBwMAv37uXFQvfT6uTYecN+4kuUD/NRTsxHOTEX5UPcUTEk7eau8Gne1pELth5v7sbS3ml8xcXFBAcHU1xcTBJJPMuz1FHHNVzDQQ66fUyEnx/LUlMJs1q546efWFNW5rafiIiIiJiDiiFpt/YcBWrvBVu7g7uxtDaN72gXjr2O65jGNDaxiYu4iAoq3PYbGhrKkiFDqHM4mJyTowUVREREpEf49ttvueOOOxg7dixpaWmsWrXK5f4FCxZw6aWXcvrpp3PmmWcyffp0srJcZ9SUlZUxa9YsMjIyOPPMM3nwwQeprq7uzjBaUDEkPVp7p/EdrRgyMHiJl7iUS1nHOiYykSqq3Pa9rHdvHjvpJA7U13NpdjYVDQ0dHreIiIiImdTU1DBo0CDuv/9+t/cnJiYye/Zs3n33XZYsWUJ8fDy33HILJU0uPTJr1iy2bt3KCy+8wN///ne+++47HnrooW6KwD0VQyZgsVgYPny4Vjc5Djozjc/f39/1Nv68zdtMYAL/5b9MZjK1uD/yMzshgWv79CG7qorrf/gBm8Nx7EEIoP3EbJQP81FOzEc5MRflo3PGjBnDb37zG8aNG+f2/okTJzJ69Gj69+9PcnIyM2fOpLKyks2bNwOwbds2vvrqKx5++GGGDRvGyJEjue+++1ixYgX79+/vzlBc+HnsmT3MZrNhO7IEsmEYWCwW7HY7jiZvWhvbbc2WSm6t3WKxYBiG23ZoedXjxnabzUZtbS1BQUEYhoHVasXhcLTob7VaW4yxtXYzxNR8jGaIKSsri/T0dHJyclr0b9xm4xgbbzdt98efpSzlUsulrA/8skkAACAASURBVDRWcrnjcpbalxLA/1anaYz1hYED2VJTwwfFxdy7dStzk5NNlyd3+TBDntzF5HA4qK2tJSQkpMfEdLSxmzmmpvnoKTE1HaM3xuRwOKirqyM4OLjHxNRWuzfEBFBXV4e/vz+GYfSImLw5T3A4H81XlPPmmDqTp8b7qqpcZ7oEBAR0etW9+vp6li5dSnh4OIMHDwYgMzOT8PBwl/O2MzIysFgsZGdnt1pkHW8+WwxlZWURFhYGHD5akJSUxK5du1zOJYmLi6Nfv35s27aN8vJyZ3tiYiIxMTHk5eVR2+SckOTkZCIjI8nKynJ5YQ8dOpSAgAA2btzoMobhw4dTV1fHpk2bnG0Wi4URI0ZQXl7Oli1bnO1BQUGkpKRQUlLCzp07ne0REREMHDiQvXv3smfPHme7J2NyOBwu7WaL6Ze//CWAS0w1NTXU1tY6Y2poaMAwDOcvqeZ5etzvce5Jv4dPjE+4pPwS5mybg4HRIqZH7HZuMAye3L2b1LAwzrfbTZMnb33tDR48mODg4B4VkzfnacCAAfTq1atHxeTNeWocT0+KyZvz1LdvX/bt20d4eDgVFf8719SbY/LmPEVFRVFSUuL82hNi6kyeioqKABg/frzLeG+77bZjXi34iy++YObMmdTW1tK7d29eeOEFevXqBUBRUVGLmTl+fn5ERkY6x+IJRnZ2tk/N36msrGT06NGUlJQQEREBeP7Tj/r6erKzs0lLS8NqtXr8k4LOxpSWlkZmZmaLMZo5pvT0dLKzs50xxcfHY7PZsFqtzl86zcdeaa3kZ46fscHYwGe2zxjHOLdj31BZybmZmTQ4HOSceioDgoK6JabGdndjN+unVG3FZLPZyM7OJj093fm83h7T0cZu5pia5sPPz69HxNR0jN6Yp8acDB8+nOa8Naa22r0hJrvdTlZWlvPve0+IyZvz1JiPYcOGOZ/H22PqTJ7Ky8uJiopi5cqVhIaGOvu058hQWloa8+fPb3E0p7q6mqKiIkpLS3n33Xf5+uuvef3114mOjubFF1/kgw8+4MMPP3R5zLnnnsuMGTO46qqr2nzO48Vnjww1Fh1NNd0xmvftjvamY2qcLtdca2PsaHt3xdSU2WNqnMLQ3vZIIpljzGECE3jG+gwTmOB2jKdGRvJ/J5/MbT/9xF/y81k0ZEi3xXQs7d6Qp9bG2Np2zB7TsbSbJabW9o+ObqdxW2aIqSvbFZNianxOd9v39pi6u70rY+rufLTW7sk8Nd4XGhrqnC3VWSEhISQkJJCQkEB6ejoTJ05k+fLlTJ8+nZiYmBar+TY0NFBWVkZMTEyXPP+x0BlkJtHai9gb9dQLsboznvGkkMLHfMxmNrfa76a4OBICA1mydy9ba2q6cYQ9S0/aT3oC5cN8lBPzUU7MRfnoXo2nGsDhWTgVFRUulzz5+uuvsdvtpKWleWqIKobMwGq1MmLEiFard2/TU4qh5qvJuWNg8Dt+B8AzPNNqvwCLhfsTE7EBjzeZAyzt19P2E2+nfJiPcmI+yom5KB+dU11dTV5eHnl5eQAUFBSQl5fHnj17qK6u5umnnyYzM5PCwkJyc3P54x//yP79+5kw4fDMmQEDBnDWWWfx8MMPk52dzYYNG/jzn//MhRdeSJ8+fTwWl4ohE3A4HJSVlbWYGyrdIyMjg5KSEjIyMlza25uP67iOaKJ5mZcppbTVfjfGxjqPDm3T0aEO035iLsqH+XQkJ0e7tpp0De0n5qJ8dE5ubi5TpkxhypQpAMydO5cpU6bw97//HavVyvbt27nrrru45JJLuPPOOzl48CCLFy8mOTnZuY05c+aQlJTE9OnTmTFjBiNGjPD4dYZ8dgGFsrIy5wIKnmaz2di4cSPDhw/XpxUekJqaSk5OjvMrQGxsrHMBhb179x51Gw/wAI/zOE/wBDOZ2Wq/5wsLuXXzZm6KjWWhm3OHpHXaT8xF+TCfjuSk6e87OX60n5iL8uGqvLycyMhI1q5d22XnDHkjHRkS6QIzmIE//vyNv9FAQ6v9fhkbS//AQBbr6JCIiIiIx6kYEukC/ejHVVxFPvksY1mr/QIsFmYnJOjcIRERERETUDFkEkFNrj0j3SssLIx+/fq1OETc9Grh7dG4kMJ85rfZ75dxcfQPDGTJvn06OtRB2k/MRfkwn87kROcRHR/aT8xF+ZDmVAyZgNVqJSUlRfNXPWTdunVERUWxbt06Z1t0dDS1tbUtrpTcllGMYgxjWMta1rO+1X6BR44ONTgc/FlHh9pN+4m5KB/m09mcqBjqetpPzEX5EHdUDJmA3W6nqKioxRWIxXOys7OJj48nOzu7Q4/r6NGhxfv28X1FxTGP05doPzEX5cN82psTdytotraqpgqkztF+Yi7Kh7ijYsgEHA4HO3fu1FKPJuJwOKirq2uRk6O9Mfg5PyeJJN7hHXawo9V+gRYLc08+mQaHg1/k5FB05IJk0jrtJ+aifJhPe3NSWVlJYWEhlZWVbbaBiqHO0n5iLsqHuKNiSKQDjvbGwIqVmczEho3HeKzNvlf16cPvTjyRnYcOcfWmTTTokyoRERGRbqViSKSL/Ypf0Z/+vMIrbGVrm32fGDCAcyMjWXXwILO3b++mEYqIiIgIqBgyDbNcAFb+51hPsAwkkAd4ABs2HuXRNvv6Wyy8nZLCiYGBzM3P5+39+4/pOX2F9hNzUT7MRzkxH+XEXJQPaU7FkAlYrVYGDhyo1U08aMaMGS63rVYrAQEBx5yTG7mRJJJ4lVfZzOY2+/YJCGBZSgqBhsFNeXnkNJuzL4dpPzEX5cN8OpOT1i4x4Ck95Vwl7SfmonyIOyqGTMBut1NYWKjVTTyoeTFkt9tpaGhwyUlKSgq7du0iJSXlqNsLIIAHeAA79qMeHQI4LSKCBYMGUWW3Mzknh4qGho4H0cNpPzEX5cN8OpOTdevW8cADD7hcYsBTMjIyeOyxx1qsbOeNtJ+Yi/Ih7qgYMgGHw8GePXu0uomJOBwO6uvrXXJSXFxMWFgYxcXF7drGNKYxgAH8k3/yAz8ctf9NcXH8Oi6OrbW1/GXXrmMee0+l/cRclA/z6WxOmn8o5CmtrWznjbSfmIvyIe6oGBJpxZQpUzr1eH/8eZAHsWPnER5p12OeGDCAaD8/nsrPZ0dNTaeeX0TEHbNNiRMR8SQVQyKt6GwxBHAd1zGQgbzFW+SQc9T+J/j788hJJ3HI4WDWtm2dfn4RkebWrVtHVFSUKabEdZeecg6SiHQ9FUMmYBgG0dHRGIbh6aHIEV2VEz/8+BN/woGDh3m4XY+5OS6OoSEhvH3gAF+VlXXq+XsS7SfmonyYj3LSOk8VQz0pJz2hoOxJ+ZCuo2LIBCwWC0lJSVgsSodZdGVOruZqTuEUlrKU7Rz9WkJ+FgtPJScD8LstW7BrbjOg/cRslA/z6eqcdGTRGHHPG/aT9hY5PaEY8oZ8SPfTq8EE7HY7O3bs0OomJtKVObFi5UZuBOBTPm3XYy6IiuLiqCi+rajgtX37Oj2GnkD7ibkoH+bT1Tnp6KIx0pI37CfuipyeUPi44w35kO6nYsgEHA4HxcXFWt3ERLo6JxdxEdD+YgjgyZNPxgrct20bVTZbl4zDm2k/MRflw3x6Sk46u8CDmd7Ie2tOzPQz7Eremg85vlQMiXSDVFKJJ57/8B9qqW3XY04JDeW2+HgK6+p4Qktti4iP6OwCD7407auzNBWyY/Sa6ZlUDIl0AwODC7mQaqr5L/9t9+MeSkriBD8/5ubns6mq6jiOUER8iVmuKdTVMjIyKCkpITU19agXbdUb2/ZPhWz8ufaEC+F2hl4zPZOKIRMwDIO4uDitbmIixyMnjVPlVrCi3Y+J9vdnzoAB1NjtjM/MZKsPX3tI+4m5KB/m05GcdEcx5Ik3jo0XbM3JyTHFRVvNtp8ca056yoVwO5MPd4V2SkoKsbGxxMbG6uiaF1MxZAIWi4V+/fppdRMTOR45Gcc4rFg7dN4QwM39+vFAYiJ76uoYt3Eju2vbN82up9F+Yi7Kh/mYLSearua9OTH7cxyr9uYjIyOjxdFFd4V2cXExFosFi8WihUa8mDn2Th9ns9n46aefsOkkedPoSE7a+4v/BE7gTM7kB35gJzs7NJ5HkpL4bXw8Ow8dYnxmJvvr6jr0+J5A+4m5KB/mY6actHdaVUZGBo899pippl915Zt5M+XEnejoaCorK4mOjna2dXZKnJmLofbmo7KyslNHF31phb6eQMWQSZSXl3t6CNJMe3LS0T/kF3Ih0LGpcnD40P685GSmx8XxY00NEzIzKa2v79A2egLtJ+aifJiPWXLS3mlV3TH9qnGRgPZOZerqN61myYm7xRJyc3NJSEggNzf3mLbpjW/wjzUfjascpqamtrnSYeP7guZHlrzxZ+UrVAyJdEJH/5AfyxLbjQzD4B+DBnFNnz5kVlVxUVYWB32wIBIR6YjGRQKaTmXqyEILPUV7F0voyGp+zd/g9+SFFtatW8cDDzxATk5Omz8bd9PpOlqQS/dSMSTSjYYznFhiWcUq6uj4VDerYbB4yBAmRUezvqKCMT58DpGIyLEy20ILZufu2k/ujjT1lIUWWnOsC4+4K8jFPFQMmYBhGCQmJppmtRk5fjkxMLiAC6ikkq/46pi24W+x8E5KCtf16UNOVRUZ339Pdg/9w9OU9hNzUT48r/mn8j0pJ+7edLZnmlFYWBipqalHncrUXbw1J81//u6OFrX3SJOZeGs+5PhSMWQCFouFmJgY06w2I+3PybFcKb0zU+UaBVgsLDnlFO5NSKCgro6zN2zgP6Wlx7w9b6D9xFyUD89rXhx4Q07ae97EsRZD69atIycn56hTmbqLJ3PSmXNUeup1qI7n33bxXub9jelDbDYbubm5pl1txhe5y0l0dDR2u91l1Z1juVL6+ZyPBUuniiEAi2HwlwEDeHbgQCptNi7MyuKf+/Z1aptmpv3EXJQPz3J3bkZX58TdSmOd4amV4xrjaP77+1imKneUJ/cTs5+w74nxtTcfx/K3vS2N7x+avwa9zbfffssdd9zB2LFjSUtLY9WqVc776uvreeqpp7jssss4/fTTGTt2LLNnz2b//v0u27jgggtIS0tz+f/SSy91dyguVAyZRK3O+zCd5jnJzc1l7969x7zqTqMoojiDM8ghh93s7tS2AGbEx7MsNRU/w+C6H37gipwcfqyu7vR2zUj7ibkoH57T2rkZXZmT3Nxc/vrXv3b6d14jd2N29wn8IQ6RRRYOHF3yvLm5ufQ/qT8r9q7g9tzbuZ7r2fzpZgIJZBjD2Pv7vXzO58etODL7fuKpo0CeKtbc5cPdWLry59L4/qEr3kN4Uk1NDYMGDeL+++9vcV9tbS0//PADt9xyC2+99Rbz5s1jx44d3HnnnS363n777axevdr5/9prr+2O4bfKz6PPLuKjLuIi1rKWFaxgOtM7vb2fx8SwevhwfpmXx7tFRbxXVMRNcXE8mJjIiUFBXTBiEfFFx/qGsLHISUhIaLNt3bp1pKamOj+B38xmpjCFLLIYxShmM5vJTMbSzs9ut7CF5SyngAL2Nvm3ee1mRjDC2c/oY3AKp5BDDo5fOfgZPyOccMYzntrB5i5e3FmwYMEx56qnTolrr4yMDHbt2sWSJUtcjgR19rUfFRXV46bZjRkzhjFjxri9Lzw8nBdffNGlbfbs2VxzzTXs2bOHuLg4Z3toaCgxMTHHdawd4bPFkM1mcx4mNQwDi8WC3W7H4fjfJ1GN7c0Pp7bWbrFYMAzDbTuA3W53297Yv/Gr1WrF4XC06G+1WluMsbV2T8fkbuzeFFPTnBwtpsZ+HYnpfM7nQeuDfOL4hOnG9C6J6YyICDaOHMmr+/bx8K5dvLhnD6/u28cd/fpxX//+RPr5ufRvKyYz5qnxq8PhcDtGb4zpaGM3c0xN89H0tjfH1HSMZs9TU81z0vx7T8T01VdfkZ6ezrp165ztjW1r1qxxbrvp62epsZRfW35NBRUMcgziO+M7LudyTnGcwr3GvTj8HC7jb4ypwdbAV3zFfMt83ud9HIbrzynAEYBfiR+TgyczmtFk2DP4zdjfULC9gEEnDcL2MxtnPnomK1jBcmM5xhsGc+1z+YPlD2CnU3lq/Dkd79feggULuOWWW1zG6O55GzVvb29MNpvN2d58e42LEjT/ndBaTI19u3N/anxs021UVlZSUFBAWlpah/PkLp61a9eSlpZGZmam8+dg1t97jfdVVVW59AkICCAgIKBFfB1VUVGBYRiEh4e7tC9cuJDnn3+euLg4Lr74YqZOnYqfn+dKEp8thrKyspwVe3R0NElJSezatctlVZS4uDj69evHtm3bXC7SlZiYSExMDHl5eS6HW5OTk4mMjCQrK8vlhT106FACAgLYuHGjyxiGDx9OXV0dmzZtAiA7OxuLxcKIESMoLy9ny5Ytzr5BQUGkpKRQUlLCzp07ne0REREMHDiQvXv3smfPHme7WWICvDqm7Ozso8ZUU1PjfEx7Y7JipdewXqy0rqTeqKdgV0GXxJSbnc1wu503/f15B3jVZuPJ3bt5paCA3wcGMsHPD8MwvDpPdXV1BAYG9vjXnrfEVFVV1eNi8oY8NX2T3XQ8n376KSNHjmTTpk0ej6mu7vC0s6Yx1dTUsGvXLpeYqhuqua74Ot7q8xYBBPCn/X/ikvxL2BSyiVdiX2F1r9XcwA1YP7MypnIM/er60e9QP0b1GsXqtav5bvR35ITmHM5pbSK/sfyGdGs6B384SHRDNGG2MK668ire2PyGM6Z/PPMPrrzySt74+xuMGDGCsrIyNm/ZzGdRn/FgzIPcE3APn/EZ8w7Oo277/6bPdTRPsbGxJCcns2PHDioqKpztXfnaO/PMMzlw4AAjR45k0aJFWCwWbrvtNoqLi51tAA0NDQQEBOBwOFy2096YLrnkEjZu3OjcnxrfTDduLzEx0fk89fX1zue4/vrrKS0tJTQ0lLffftu5/cYioLv3p+TkZAoK/vc3t76+3vmz7ujviIaGBpcisLa2loCAAJf3BQCJwxP5uuFr/PL8iG6I7vKYjvX3XlFREQDjx493ycFtt93W6SOGhw4dYt68eVx00UUuR8iuvfZahg4dSkREBJmZmcyfP58DBw5wzz33dOr5OsPIzs7umkm5XqKyspLRo0dTUlJCREQE4FufJiqmro+p6SdAHYnpJuMmlliWsJCF3Gi/8bjEVGG388jOnTyzezc2YNwJJ/C3k09myJFfTL6UJ8WkmHpSTOnp6eTk5JCamur8/TNs2DDy8/Pp378/WVlZHo+pcYxN29PT08nKynLGlOvI5YzcM6gZVkOSI4l3jHcYYRvhsu1NxibGfDSGsvPLIBi3znOcx+/sv+NiLsbP4tdi7M899xy33367S3t6ejqZmZnOmFJTUykuLqYyuhLHYgfVp1bTy9GLf9j/weVc3masnnztpaWlkZ2d7fK36KyzzmLXrl3079/feSSurdfHscQUGxvrvL+goADDMBg2bFiLscTHx7v0O9pYunt/Sk9PbzHm5v1by1NKSgr5+fmEhIQQHR1NTk4ODTRw9/K7iZ8cz3d8x/fG92wxDhc7i+yLmOaYdtxjamvsTdvLy8uJiopi5cqVhIaGOvu058hQWloa8+fPZ9y4cS3uq6+v56677mLfvn0sWrSozemCy5cv55FHHmH9+vVdcjTqWPjskSGr1eo8jNyo+WHfpn2PZzscPlI1bNgwZx/DMNz2b22MHW0/3jG5a/emmGw2mzMnjZ/6tBaTu/vaM/bZzOaf/JPZzOYKyxVEENElY2/qBKuVp5KTuTE2lls3b2bVwYMM//57ZiUkcG9CAiFelKemOXG3/7a1HbPG1Jl2T8fUmXy01u7pmI5H+/GOqenzFhcXExgYSHFxsctzNj2fxAwxGRaDf/Nv5lnmHV5VcxhcyqUsNhbTi17QbNNppBF0cxDB1mAaejewfONydrCDu/52FwdtBwn/OJz9hfv5ee7PWx37HXfc0aJ9xowZLn9zi4uLsVgsRJRGYJtk44HCB3jQeJCrrFdxNVczn/n0pW+HYrXZbGzYsMHl73trY+xMe/O/RY3nYq1fv97ZJzc3t81zi47lteduXG39zWz6Wm28RlF3vvZay0dbY26rvenPtJBCHuERXuRFCn5R4OwTSCBncAajGMUpllOwNnuBe/L3XuN9oaGhXXZ+U319PXfffTeFhYUsXLjwqNtNS0ujoaGBgoICTjrppC4ZQ0dpNTmTaP6pgHheZ3LSnlVyBjOYO7mTfezjz/z5mJ+rPYaFhfHliBG8NHgwYVYrj+7cyaD161m8dy/2Vs5DMCPtJ+aifHgHsyyxXE01pZNLSSedCUzgUz4ljTTiZ8fzPu8fLoTaYDgMrHutnM3ZXM/1WB63EPNEDIG5gcd04c+2pgEZdoP7uI+1rGUoQ3mTNxnCEF7iJex07HVvpv3E1xdLgJb56Mw1haqoYvCMwUxhCgkk8BAPcYADXMu1vMRLbGADFVSwjnU8y7Nk0L3Lyne3xkJo165dvPjii5xwwglHfUxeXh4Wi4WoqKhuGKF7KoZEulhKSgr33nsvKSkpR+37IA8SQwzzmMdWth7XcVkMg1/FxfHj6aczo18/9tbVcWNeHqO++67HX7BVRDxjH/tYyEImMYlooil8rJBssrmYi1nJSjLJ5IQPTsCg5cnoZnAqp7KBDTzGY9RQw6/5NedxHj/wg6eHdlTdXfg4cGAfYydydiTV11XzMi/zGq9R+/Na6k6vw+Fnzg/e2ntNoR/5kVnMYgpTOI3T6E1vwghjPONZylISSGAOc9jNbl7ndX7FrxjOcPzx76ZIjr/q6mry8vLIy8sDoKCggLy8PPbs2eOcGte4JL/dbqeoqIiioiLq6+sB2LhxI6+++io//vgj+fn5fPTRR8ydO5dLLrmEyMhIj8Xls9PkRI6Xpof/j+YETuBRHuU2bmMmM1nGsuM+vpiAAJ4dNIg74+O5Z9s2PiwuZlxmJhOjolg4ZAh9PTRnV0S63oIFC8jPz+/U0svtfZ7G7dux8zqvs+21bcQR57xeUDzx1Lxew5fXfckpnNLp54yOjnY5X+N4CSCA+7mfKUzhVm5lNatJJ52FLGQqU4/b83ZWdxVDDhx8xmc8zMP88NzhIrGccm7ipsMdnj/8xSgzuIqrmMhE7DF2LCWe+Tz+nXfeYfjw4e3uX0MNj/M4T/AE9dQ722OJJYMMkknmOq5jAhPavQS8t8rNzeWmm25y3p47dy4AkyZNYsaMGXz++ecAXHHFFS6PW7RoEaeddhoBAQGsWLGC5557jrq6OuLj45k6dSrTpk3Dk3x2AYWysjLnAgqe1rgCSVBQkNulGqX7dSQnqamp5OTkOG83Pal07969R32uBhoYyUiyyeY//Ief8bNOj78jVpeWcvfWrXxfWcnwsDC+GD6cCA8ucdka7Sfmonx4VuO1URISEpyfaMfGxmIYBg6Hw+V3T/PfUUdzgAO8yqssYhHllPNbfstt3EYIIa0+pvE51rOe3/Jb1nP4XJURjGDSkX8jGEFaalqLsbSnUGvt92pHY2vPcwAtnqdxjA4cLGEJt3M7tdSyjGVMYlKr2+yO/aTxZ9CVP4v26Bvbl/rx9VT+vpL6UYeLhPM4j6u5GgcO6o/8m/PUHEr6leC4wIGt15GT+e0QsCaA0D+HUvJJSbeNOSMjg507d5KYmOhyJKi11+AnfMId3MF2thNDDI/zOOdyLgkkENzaah5Ag93OlpoasquqyKmqIvvI//nJyUw8joV7R5WXlxMZGcnatWt73DWROqJnl7BexFMraEjruisnfvgxn/kA/I7fYcP9dSGOl5/16sXXo0ZxZe/ebKysZHJODodMNMe9Ke0n5qJ8dJ/m5/2sW7eOBx54oMXUnmN9w23Hzr/4F1dyJfHE8wf+wCY2sY993M3dnMRJPMVTVFPt9vH1veu5gRvIIIP1rGcCEzj55yfzPd/zEA8xkpGtToUzy3ks0dHR2O12KisrWxxpavz5GxjcwA0sYxkWLFzJlXzBF21u19v3k21s42zOJoggggkmlFDCCOPA1gOUvlZK/ah6xjGOL/iC1azmFm7hVm7lTu7kLu5i3137GPzYYA71OsQa1vAAD+C3yY+6s+so/aSUq7ma7Ww/LmNvvt9UVlZSWFhIZWWlS3vz12AhhVzO5UxkItvZzs3czI/8yM3czGAGtyiEbA4H35SX85edOxm3cSPhX37JKd98w5WbNvHIzp0sLyoiv7aWPYcOHZc4pXPM9/GvD2pcZ3/48OFtrjgn3ae7czKWsUxmMu/xHgtZyM3cfNyfsymrYbDklFMoqq/nPwcPMvWHH3hj6FCsJvrEX/uJuSgf3afxKNCSJUtcih93RUR9fX2H82HDxiVcwgpWAJBAAr/iV9zIjVixMoc5vMAL/IE/MIc5XMd12LBRSSUVVPCvNf+i/KNyNrOZZJKZxzwmMpG0rWktnsvThY/D4SC3qorPSkv5qqyMSpuNWrudWrsd6yuvEO1wUL1mDddedhmfFhczKjycPm6KmQlM4DVe42qu5lIu5Qu+YAQjWvTz9v3kQz5kGtM4yEFO4iQCCDh8bhB2dhbvxP5fO/1f68/K11YedVtWrIw+8u+F8S9QP6Ge8gfKeWvQWyxnOb/hN9zP/ZzA0U+6bw93+01oaCixsbEkJSW1+ri3eZtbuZVSDi/28RzPMZrRANTb7eQfOsT22lp2HPmfW1XF6oMHOdjQ4NxGYmAgI8PDSQsNJS00lNTQUJKDg/Frx8p80v1UDImYxJM8ySd8wv3cz9Vc7Xap7eMp0GJheWoq523cyDsHDtDnp5/428CBmgIl4mGNn2anpqYel+0/wiOsYAWncRqP8RjjGOey/O8zPMMsZjmLonnMc93AmWCUGyQ8k0Dub3IJoPUjIZ4ohvbV1fH/Dh7ks5ISVpSUK1o1EgAAIABJREFUUFBX57afhcMLzTQMH84D2/93pMJSXIxl6lT6zJzJwlmzGBUeTlxAAFcaV1JKKbdyKxdwAV/yJYMY1E1RHV82bDzIg/yZP+OHH/OYx2/5revRvQRIvfjYpuYZGAStDMJ/lT8PFTzEn/gTT/Ikz/M8V3AFN3ADYxjTqXNw3O03a9asYdCgQc5rLzV1kIPcyZ28xmv448+f+TMzmUl5vYOXDhTy5v79fH7woNu5G9F+flzZuzfje/ViXK9eDAhufQqdmI+KIRGTOJmTmcEM5jOft3iLX/Prbh9DhJ8fn6SlcdaGDTxbWEhcYCD3H7mquIj0PCtZyaM8Sl/68gEfEEus237xxPMMz3Af97GRjYQSSjjhhBFGOOGMPWcsmzZu6ubRt+RwOMiuquKrsjLWlJezpqyMbbW1zvtDLBYmRkVxYVQU43r1ore/P0EWC0EWC34WCzaHgx+rq/m+ooLvKit59l//oiEpiYYzzuAAMOnIG//YgACu7dOH3554A48HFXM/93M+5/MVX3EiJ3oo+q6xn/1cwzX8h/8QRxxv8zZnc7bbvs2L25L6evKqqzlQX8+BujoO1Nezv76ePVOmMHvbNiL9/IiwWqk56yz8Dh7Eum0bt3Eb13Edc5jD8zzPy0f+JZLIVKYyjWkMZOBxjflzPmca08gnn1M4hecbXmNHUT9+vn8T/yotpeHIJSgGBgeTEhpKUlAQSUFBnBQUxMnBwZwSEoJFHxx6LRVDIp3UlZ90/ppfM5/5LGGJR4ohgNjAQD4bNoyzNmzgge3bSQgMZGqs+zdIIuK99rCH67gOgNd5vdVCqKm4I/+aszS0/AS/O48C7a+rY/Hevby0Zw+ba2qc7YGGwdmRkZwZEcH5vXpxdmQkQW1MV7MaBkNDQxkaGsr1wBtnn41htWLr25e6xERufvJJvq+oYH1FBU/t3s3Tu3dzRe+fc03/Bt6I+JPz3Jn2/CzNaB3ruIIrKKCA8ziPN3ijzVhmzJhBfm0t7xUVsbyoiP/XypETzj2Xv+za9b/bd97p/HbQ+vWMCg/n1PBbeTX0t+QHr2NF0BI+Mj7gsSP/LuVS7uZuxjCmS5dh38EOHuVRXuZlHHYrl5b85f+zd97xURTvH3/vXXLp9dILgRBCQhoIhAQpoqgogiKCYEP4oXRpFuwgiIIFpFsAQUWUr4qCiohSFAiIlDR6IJWQ3uuV3x/kzvRckktySfZ9r7ySzO3OPrOfndl9dmaeweTm/dyTmUOJ6lb46O6mpkxwcuJRJycCLSzE0RIdENEZMgAkEgm9e/fWaZVnkdahMZro84bfi170ox9/8zdXuUp3uust78bgY27OL8HBDD5zhmcuXsTP3Jz+bRx9sTGa1BYZqKVDC3c2xHar8bTGNWhsbKzTIp8KFExkImmksZjF3MVdOh9D13K0dFlzysvJ79WLR6Kj+TEzE4VajQS4396eu+3sCLexoY+lJbJmXqOCWo1RaiqSlBRWdr/VJhcoFGxNTWVVUhLfpKdD+hCcbb7hkudq7pQP57BwEEccW6WeaBYN7dKlS5PzUKNmIxuZxzzKKecFXtAOkQPIrtzjU9Hrc7O8nL9zczmVn6/Nx9/cnCE2NjjLZDgaG+NU8XvKpEls2LqVXIWCPKWShW+8gcrZmbJu3Yjv0YPLxcXsTEuryMUaY2EOnqYLMDXLItXsH/ZYnmCP1RRuM5fzomQBYxmrta0xSCQSzMzMSJYks5zlfKb4GmWuP5aZryJJu5M9CgHIwlUmY6KTE485O3ObpaXoAHVwxNDaBoAYotbwaI4mjQ2tXZ11rGMOc3iTN1nM4kbvr0++SUtjQmws7jIZp/r2xcXEpM1saU6487rSRJqO2G41nqZeg7qGTm5MaO03eIOlLOVO7mQ/+6vMEWpKOfRZvy4WFbE7I4PyCqdODaxYuRJMTFA4OBA8YgRXi4vJqjRhvaupKVNdXXnaxQV3PbZT9YXbhltRxHZnZPBhYiLH8vJuJZpfx7PLUf5xehcnwb5V6klzzn8RRcxgBtvZjhVWbGUrYxkLwNn8fNYkJ7Pj5k1K1bU/LoZaWTHGwYExjo70NK89/Hp9S1AkpKQQU1jIqfx8YgoLuVpSQlxxMXElJZRUd+yFMrC4hrV1Mosd72KOzeA6gxJUrzflKhWHSmMY88tCikN8UeUGQr4vmsDKVlIpjzg68rizM3fY2hpUAKGWor2H1i4vLycpKQlPT0+MmrEkiNgzZACoVCpiY2PbbbSZjkhbajKBCSxgAdvZzhu80aaLuD3q5MSZ/HxWJCbySEwMf/bu3ey3rE1FrCeGhaiHYaJQKBrUYz/7WcYynHHmK75qlCPUkuQqFLx1/TprkpO1czS0jB+v/fOf/HxcZTIG2dgQ/euv7Jo+nTvt7NpkzoZUEBjr6MhYR0eO5ebybkI8ezIh8UJXulw7wmL3XgxJyyesTx+DrCdxxPEwD3OOc/jjz/d8j4/Kl+8z0/koKYkjubkAuMpkjJLLtT0+ml6fnubmOjmf9fUSyiQS+lhZ0cfKqkq6Sq3mRlkZ7+7cieewYZzOz+d4QSYJBT3JK+jJghQ1rxodYIKjB486ujDQ2pqbZWUklpaSVFpK+j338MzFWK6+Oh3biL3klpqC2gjkr0DSrWMEWphzh60dw2xtuc/eHjMD1EikJsXFxbzzzjv89NNPAOzZswdPT0+WL1+Ok5MTU6dObVR+ojMkImJgOODASEaym90c5SiDGdym9rzt7c25wkL2ZWUx5/JlPu7Zs03tERHpSOgy5EzXYVByuVy7oGRd5JDD0zyNgNDgfJDWQqVWsy01lUVxcaSVl+NsbMyrXl7ah2yh4mfu7Nn8smUL3UxNMa94aN1w/DjD7e3bzvhKDLSx4aegYM4W5jI6YQeJaT14Je4G3SSwu7CQYAMZjaIhgghGMpIsshjHON4p/ZidqXl8knKChIr1cEKtrJjr4cEjjo7NehFW/RqXy+UkJibi6elZJb1yfZAIAvfcdpt2u5iYGADyFAo+zDnIyvQTFGf0ZuuNNLbeSKMGo0fz2Y00cA2kpKwEwSwJuVkZBWcusOXe+dxj74Lc2LjJZRJpOz766CMuXrzIli1bmD59ujY9LCyMjRs3is6QiEhHYBKT2M1utrGtzZ0hqSCww9+f0NOn+eTGDfpYWjLd3b1NbRIR6Sjo4gxFREQQGBhYY4HV6kRGRuLr60tkZGSd27zMy9zgBgtZyDCGNclmfaFWqzmQnc2r167xT34+xoLAC56evOblhXUtQ15ei4khwMKiSpohzgPsbWHDFf//4/5uT/NHXHeupd1F2NmzrPHx4f9cXQ1iWOmv/MojPEKRuohncjaQkzIEv4xIFGo1xoLARCcn5np4MKCFHLiYmJhah/ZVrw+ZmZlYWlqSmZmpTbM2MsLp28skz5zFdNUcvs2+ipA2DPviEEpkSRSaXAeTNDBNx8FESfnvCXw+djXDhUcwU5rh+5Av4x9/zyB76kR0488//+S9994jJCSkSn3y8fEhMTGx0fmJM18NBHESsuHRlprcz/3IkfMt31JMccM7tDB2xsb8GBiIpVTKnCtXOJyT0yZ2iPXEsBD1MDzGVxpOVp2jHGUTm+hKV5awRK/HbYxTUqhUsik5mYB//uGeyEj+yc9nhL09Uf37s7J791odocYeozXYsGFDnd/JkLHXdAuBfj9CzxWoUPLMpUtMiI0lt9Jcp7bgK75ilHI8xcl34/bPfj4958+u9HQ8TEx4p1s3ksLD2dGrV4s5Qvpgw4YN2GHHN5Iv2Smfh63/JjJvm0BZ4Mvc2SOWlV360X1aAmk2h/BYbMFDwoNYcmtOTH11RKR9kJ2djX0tPcLFxcVNetkg3skMAKlUSh8DHU/cWWlrTWTImMhE8slnN7vbxIbq9LKw4Ct/f5RqNQ9FRxNbWNiqx29rTUSqIurRuujiCEilUt55551aNSmjjGd5FoCNbMQCixrbtLR9V4uLefHqVTyOH2fG5ctcKCriAbmc34OD+SUoqM7J9405RmtSnzMEYIop2ySfI3X9HbO+8+llYcK36en0OXWKiIq5OK3NmyXreeLqEZTHd6C+PI8bRcY8IJfzS1AQVwYMYJGXF06yuhfNNUQe5VEucpE/+ZMssviDP3iBFzC9bFojDHd9dUSk/dCrVy+OHDmi/V/jAH333XeEhIQ0Oj/RGTIA1Go1ubm5qOuI1CLS+hiCJk/xFADb2d5mNlRntIMDq3x8yFEouC8ykhsV48pbA0PQROQ/RD1uERYWRmBgIGFhYVXSqz8oh4WFkZWVVWM7XdHFEahPk5WsJJZYJjKREYxokg1NIVeh4NOUFAadPo3PiRO8l5iIUq1mrrs7l0JD2RMUxHB7e4MYOqYrAQEBuLi4kJCQQEBAQL3b9lH3YUHJAnIsztHzto+Y6ebGtZISBp05w1vXr6PQIQx6c8koK2NrajK+0Tt5K8IPEidirrZinocHlwcMYE9QEPfJ5W0ePS0gIECnc1objjgyjGHa3p+6ENutjsHcuXNZs2YNS5cuRalU8tVXX/Hss8+ye/du5lRaw0pXRGfIAFCpVFy5ckWntSFEWgdD0KQf/fDHn/3sJ4WUNrOjOnM9PFjg4UFCaSkjo6LIb6UhH3VpUv2hszk3VBHdMYQ6YggUFBQQHR1NQUFBlfTq12VBQQEpKSlVttP3tVqXJqVdS1nKUuywYxWr9HKshjiam8vE2Fhcjh3j2UuXOJqXRz8rK9b16EFSeDire/TAp4GeIEMlMzMTiURSYy5LbahUKh6OfZhgdTA/SL9hqO9ZdgcGYmdszJvXrzP47FmuFut/KPTloiLeT0hgyJkzOB87xpQLl7mc4YLUNJOXultwI3wQq3x86G5mpvdj60p1B7+2+UH6Rmy3Oga33XYb//vf/1AqlfTo0YNjx45hb2/Pl19+2aT2VAygICJioAgIPMVTvMzL7GAHz/N8W5uk5b3u3UksLWVXejrjYmLYExSEcRvNH9Flwm1AQACJiYkEBARoIxKJiLQ1rfHwp0ZNyhsplFHGRjbijHOLHQvgSE4OS65f58+KeYVuMhlPODszycWFXhb6HZrXXjBWG7NFtYUwaRizmEWMQwxRVv2YfPEi+7Ky6H3qFGt8fHi6Yp2opnKtuJhv09P5Ji2NM5WcbsHiOsj/ZoCDkv9ZLcNDMIwAOE0d9lhXey4urN258PT0ZPHixXrJS+wZEhExYJ7gCQQEtrENNYbTrS8RBLb7+THIxobfsrOZfumSwQw7kMvlFBQUIJfLtWmt8dAp0vFoaE5IezjuZjZTFFrEHdzBZCbrLd/KqNVqDmZnc8eZMww9e5Y/c3IItbLip8BAEsLDWdG9e7t1hORyOSqVqkab0lh605tXeZUMMpjJTJxNZPwSFMRaHx8UajVTLl7E7+RJZl+6xO70dJ2DLKSVlbE6MZG4hQvxPnGCRXFxnCkoIMzGnECfQzBgIqb9Z7LOuw/HrbcYjCOkK41pz6vXG01I+va4mKhI/Rw5coSjR4/WSD969Ch//fVXo/MTnSEDwdTUtK1NEKmGvjVpygOOBx7cxV1EE80udunVnuZiKpXyY2AgfubmbElNZXxsbIvPIdJFk5iYGLp06dJhe4B0vY5a40G+o7dbTT2HzR3+1hztNJoUUsh85vMszyJDxiY21ZhM3lTbEhMTWfHxx3yTlsb0ixfpefIkd547x+HcXMKtrdkXHEzEbbcxysGhzeehNJeYmBhSU1OrtCmNdZA0mrzCK4QQwnd8x9d8jSAIzPbw4FTfvgy3syOupIT1KSmMiYlB/vffDDx9mhevXmVXWhrxJSXaF06lKhXfpaczOioKt2PHmH/1KsXduhFqZcWH3bvzU5gp1/s8SLTHEvqZeXCa08xill70b21iYmJ49913G2zPa6tzERER2Nvb1whJ39Hbrc7A6tWrUSqVNdLVajWrV69udH7iMDkDQCqVivMbDIyW0KSpXfhLWMJf/MWTPIkDDtzJnXq1qznYGxvza1AQo6Kj+V96Or9nZfGutzfPurnpfTV4sZ7cQtfrqKWHjIh63KK2BVHbqidSo8mf/MkzPEMccbjjzmY205PGLZasUKnYlZ7O8bw8SlQq7U/p4MGUbtzIIjc3iI0FwFgQuMvWlpe6dGG4nV27CobQFDQP5rWtk1OdyvVEipRtbCOUUKYznX70wxdfAiws+D0khAKFgsO5uRzIzuZAdjbH8/I4npenzcvR2Jjelpb8m59PVkXPUXdTUya5uPDFpEmcOHyY//E/xvMkJZTwMi+zhCUY074XFtWlHdO1zontVscgISGB7t2710jv1q1bk9YZEp0hA0ClUpGVlYW9vb24boeBoG9NmjNnZSAD+ZqveYRHeJAHOcQh+tK32Tbpi65mZpzu25cPEhNZEh/PjMuX2X7zJp/4+hKox+EJYj0xLEQ9bqHrgqitQbYqm3ml89hudisC5bM8y0pWYoONznkUKZVsuXGD9xMTia+rp9fZmQFWVtxpZ8cwW1sG2thgIYYqrpXq9SSEED7kQ2Yzm3GMI4IIzLgVxMDSyIiRcjkjK3qbUktLOZmfzz/5+ZzMy+Of/Hx+z87GWirlGVdXJrm4MNDaGkEQ2JmZwQpWsIhFyJDxFV/xGI+1ZdEbjVwuJzExEU9PzxY7hthudQwsLS1JSkrCvdoC8AkJCZg1ISiI6AwZAGq1mvj4eOzs7NraFJEK9K1Jc98Uj2EMH/Mxz/AM93EfRzlKD3roxTZ9YCyRsMjLi3FOTsy4dInfs7Pp8++/THBy4hlXVwbb2DT7bXFtmlQOV2wID6OdCbHdahmack3HEccGNrBF2EK2WTbeam8+Ez5jGMN0Pm52eTlrk5NZm5xMRnk5UuAJZ2eednHBRirFVCLR/twzcCARp083sYSdi9rqyUxm8hd/8Q3fMIc5fMZnte7rYmLCaBMTRjs4aPNKLC3F0dgYs0rOZznlpCxJYRGLkCNnN7sZxKCWLVgLEBMTo1NvW3OcJrHd6hgMGzaMFStW8NFHH2mvg4SEBN5//33uuOOORucnusUiIu2EqUxlOctJJ517uMegwm1r6G5mxm/BwXzp74+TsTFf3rzJ0LNn8Tt5kvcSEkgrK9Pr8WoLV9yR0PdaNSKGj67XtAoVv/EboxiFDz58wAcoUPBk6pOcUZ1plCMUW1hIyKlTvHn9OkVKJc+5u3M1LIwv/P25y86OftbWBFpa4mNujoepKbOnTm1uMTsETR2GKiDwKZ/iiy+b2cw2tum2nyDQxdS0iiNUSCH3cz85Y3PwxZcIItqlI6RBl3Pa0eeFijTMggULMDMzY/To0YwYMYIRI0bw4IMPYmtry8KFCxudn9gzJCLSjljEItJIYzWruZd72cc+3DGs6ECCIPC4szOPOjryS1YWn924wc+ZmbwYF8er167xf66uvNW1K46NXOV84MCB5OTkYGtry4kTJ1rIesMhLCyMhIQEtm/fru0h0DwoBwYGtrF1Ii1FbXOQqlNIIfdyL0e5FU3JH39mM5vHVI9xNfkqFo66R247kpPDg9HR5CgUzHJzY3HXrjg0UDfF8MW3aM55sMKK//E/QgllBjPoS18CaVy9LqKIUYziIAcx/8ec4/2PY499k20yBMRrS0QXrKys+PLLLzl+/DgXL17ExMQEX19f+vXr16T8xJ4hA8Ha2rqtTRCphiFqIiDwAR/wBE8QTTS96c2v/KqXvPUdfcxIImG0gwM/BQWREB7O0q5dcTI2ZlNKCj1OnOCDxETKGrHwXWFhITExMRQWFja4bUe4odbWQ2BooWINsY60Bfq83uqKgKVBhYoneZKjHGUwgznAAWKIYSYzscKqUZrsSkvj7nPnyFUo+MjHh3W+vg06Qp2V5mhclyZBBLGBDRRTzCM8Qj75OudZTDEP8iAHOcid3InXdK927wg1hpbQQ6R9IQgCAwcOZPLkyTz22GNNdoRA7BkyCKRSKT16GM78DxHD1kSChM/5nJ705E3e5H7uZyELWc5yZDT9QaYlo4+5m5jwWteuLPD05IPERN5NSOD5q1fZlJLC+927M1ou12lOkZFR/U2WWq3mZlkZdz/9NJeKilBXpCnc3DDOzIQWDv3d0hjSZH1DriOtTVPrTVPmPrzKq/zAD/SlL/vYhznm2u8ao8nqxEQWXL2KTBDYFRDAWEfHRtvfmWiqxg1pMpnJHOEIn/M53ejGaEbzEA9xN3drAytUp4QSxjCGAxzgDu5gD3sILQ1tkn3tlZbSQ8Rw+eqrr3jkkUcwMTHhq6++qnfbxx9/vFF5i86QAaBSqUhNTcXFxUWMbmIgGLomUqS8xmsMZSiP8Rgf8AF/8Rdf8zXeeLe1eXViLpXyeteuTHF15ZW4OLbfvMlD0dH0NDNjvJMT4xwdCbSwqNMxUiqVqIH0sjKSS0vJDwzk/YQEkh97jPDTpzlfWEhuLWsP8OGHUFSETVQU+zIzucvODuNm6trZVzs39DrSHtB1wriGrWzlXd7FHXd+4qcqjhDopolarebFuDjeT0zEzsiInwIDGWRr2+yyiNSOLpqsZz1GGLGLXWyt+JhjzghGMJShhFR8bLGllFL6xfcjxiuGwQxmD3tqXAcidSO2W+2XL774gpEjR2JiYsIXX3xR77aiM9QOUavV3LhxA2dn57Y2RaSC9qLJYAZzlrNMZjJ72IM//jjggAkmmFZ8rLHmdm7nHu4hnPBm9R7pC3cTE7b5+zPb3Z03rl/n96wslsbHszQ+Hj9zcx5xdMTWyIiM8nLtz7V58+hx8iTXV63C6dixWxlNn84LcXEwcCAReXl4mJgQam2NnZERAre60QVAoVbzfVwcuQMGcF9UFA7GxoxzdMTy779ZOWVKk8pgSM5QdVuaE8pdV9pLHdE3baX7YQ4zjWmYY84e9uCGW41tGtJEpVYz6/JlNqWk0MXEhH3Bwfhb6D6/SKTx6FJPzDHnUz5lPes5xCF2V3y+r/ho8MILSyyJ8YphIAP5mZ+xxDCGzLYXOmu71RHYt29frX/rA9EZEhFp58iR8yM/spa1rGEN+eRTSCEllFDKrWFhhznMcpZjgQVDGYrZ32a8MOgFQgjBlLZbjbu/tTW/BgeTUVbGDxkZfJuezsHsbJbFx9fc2MeHtPJyjDMzGeLvj4eJCe4yGVvffpsfVq3Cz9wc63qG0a09fBjfCRPYcfMmP2RksDElBby9Ofjvv8x2d+dRR0dM23CtlOY8ZFfft60W/exI1BXiWt/OkC55XeEKD/MwChTsYhd96NPo4yhUKv7v4kW237yJj5kZf4aE4GnadnVfpCYyZNxT8VnHOk5zmlOc4hznOMtZooginnjMzprxa+9fscKqrU0WEWl1ysvLGT16NOvXr8fbWz8jYURnSESkAyAg8FzFpzIDwgdwveg6xvcaUzq0FNlIGb/wCwyC7/gOY4wJIYT+9Cfn/hyUKJHS+g6Bg0zGM25uPOPmRnpZGb9lZd1KNzbW/tw3aBBnjx2jb9++/F5pWNHuEycI1WFC7JyKh8577e3ZpFSyJzOTybt3c8rXl6cvXOD5q1eZ6urKMFtbjAQBI0FAWvHb0dgYL1NTpM1cK6k+qj9k6xJVrLnHEGl7GtIjmWTu536yyOI93uNBHmz0McpUKp44f55d6en0MjfnQEgIriYmTTVZpBWQIKFfxUeDChUppHDvE/diHS0GARDpnBgbG1Om52U6RGfIABAEAbmOE8hFWoeOoklhfiE3o28CEBgYSNTIKM5znruW3cU9r93DSU5yquLDSljIQlazuk1tdpTJeMLFpUa6tLQUqZ56bsykUsY7OfHWmjXsjIhgfUoK21NTeTchgXcTEmrdx0QQ8DU3x8/cnJ7m5hT26IFarW6xa6QlgiXo0xnqKHWkLmo7/629yG888dzJncQRxwxmsJD618+oTZMSpZJxsbHszcykj6Ul+4ODxYhxrYg+64kECR54cGvwr0hT6OjtVktz6tQpPv/8c2JjY0lPT2f16tXcddddwK0em7Vr1/LXX3+RnJyMpaUlYWFhzJs3DycnJ20eubm5LF++nMOHDyORSBg+fDiLFi3C3Fz3uW8TJkxg8+bNLFmypMHASrogOkMGgEQioWvXrm1thkglOqomAgK96IV8p5xtr91a6C+XXP7hH+5PuZ+P3D5iRMXHENFHo1edQEtLNvr68k63buxISyO+pASlWo1CrUYJlKtUHLt0iVInJ2ILC4nShPaeO5fBZ86wuGtX7rKza7Wba3VnprUf0DV01DpSmernujXXebrKVe7kThJIYBazWMOaBh+CK2uiVqv5Izubl69d41R+PmHW1vwaFIStsXGL296Zqf7CoTPUE0Omeh0W9WgexcXF+Pr6MmbMGObNm1flu5KSEs6fP8+0adPo2bMneXl5rFixgjlz5vDNN99ot3vppZfIyMjgk08+QaFQ8Prrr7N48WJWrlypsx3R0dGcOHGC48eP06NHD8zMqkZeXL26cS91RWfIAFCpVCQkJNClSxcxuomB0BxNmhIuty2xwYa5AXMx8jSi/OdyHsh+gBSHFJxwanjnVkahULRY3rbGxsx0r7mAbVhYGBkV10LRsWNcLS4mqrCQyT/+yNEePbg7MpLbra1bzSnS5QG9tmtQ30EVOkO71ZohsytT2rWUoQwlmWQWsID3eV+n3gCVSkV8fDyXra15Kz6eo3l5ANxnb883vXph1QIvE0T+Q1PH1q9fr61jza0n4tBW3airzlU/d52h3WpJBg8ezODBg2v9zsrKik8//bRK2iuvvMLEiRO5ceMGrq6uxMXFcfToUXbu3ElAQAAAL7/8MjNnzuT555+v0oNUH1ZWVgwfPrx5halEp20ZlUolyooQvIIgIJFIUKlUqNVq7TaadGW1UL11pUskEgRBqDUdblXC2tIVCgWZmZm4ubkhlUqRSqWo1eoa20ul0ho21pXe1mUn8PYLAAAgAElEQVSqzfb2VCalUqnVxLjiTaquZYqJiWH9+vVMnz5de4zKDXXl427atIlZs2a1WJmAKvlW/r6y7ZmZmdhm2yJdK6VgXgFT1FPYrdqtfQAzFJ009lY/70qlsknXXvVzUluZCgoKSE5OJigoCCPA19QUX1NT3vroI9YcOcKS+HiO5OZyd2Qk/SwtmeziwgQnJ+xlskZfe3XpV1e9KVQoKLey4nJRESVubvyTl0ehQsF7hw8ze/Jkzv7wA0qlEqlUWiWoglKpbLZOmjri4eFRp3616WGobcTGjRuZMWOG1sbadNLM46pej6uXKTIykpCQEKKjo7VlsrCw0O6r2ba2MkWrorn++XUUKFikWsQyliFIhAbLpFSr+S0zkzeSkjhbkTbI2po3vbwYZmtb5zXW3nSqbqMh3Z+q1zHNsTZt2sRbb71VZZivrmXasGED06ZN09q+fv16EhMTWbduHTNmzKjyQF85r86mU1RUFMHBwZw7d057nNrKpFKpyMzMxN3d3eDL1Bo6ab6rvpi5TCZDpofhtPn5+QiCgJXVrWAf586dw8rKSusIwa0XjhKJhKioKO2Qu7pQqVRs3bqV+Ph4ysvLCQ0NZebMmZg2MxhMp3WGIiMjtau4y+VyunbtSkJCQpXoS66urri5uREXF0dexRs2AC8vLxwcHLhw4QIlJSXadB8fH2xsbIiMjKxyYffq1QuZTMbZs2er2NC7d2/KysqIjY0FICoqColEQp8+fcjLy+PKlSvabU1NTQkICCArK4v4SpG2rK2t6dGjB6mpqdy4cUObbihlAtp1maKioppUpkcffbRKPrt372bMmDHs37+/SvqaNWuYNWtWi5VJ0zCWl5dTXl5e5dglJSXaMikUCgRBwPJDS0qGlPDzbT/zWvJrjEsfZzA6lZeXa8ukUqm0ZSkuLubs2bNN0kmpVFY5J7WVqby8XHvDqFym4uJi/EpKONynD19GR7M6O5tTBQWcunKFhVevMsbRkWGlpYQoldrAC/Vde0CN+qQGLuXmsvvCBWJVKmKVSpJUKkqkUvIVCpQA77yD78mT8MorhJ4+/d/OCxfidfQoD1taMr9XL62Tr1arOXv2rN50ys/Px87Ort23EatWrSI8PLxenQ4ePEj//v3ZsGFDlXLVVqZRo0YBaMu0YcMGxo8fz5YtWwBqlElhq2B3992sYQ0KBwXTUqYx9sZYEuWJ9ZbpyKVLfJ2dzU/l5dysqO+3W1szRRAIVioRrl/nbD1lam86GfL9Cf570ao5trOzM7t27WLKlCnk5+c3ukya9k1TpvDwcBwcHAgPD6/S7j3wwAPaY3ZWnSqfg7rKZG9vD0BSUhJZFYF6DLlMLa1TRkYGQI1elhkzZjS7R7K0tJRVq1Zx3333aZ+3MzIytHVFg5GRETY2Nlpb6uOTTz5h48aNhIWFYWJiwo4dO8jOzmbp0qXNslWIiopSN7xZx6GgoIDw8HCysrKwrohA1dZvP8rLy4mKiiIoKEjsGTKQMimVSq0mje0ZqqtMISEhREZGVknXvD1uqTKFhIQQFRUFQFBQEOfOnauSrrHd3d1dW/6yLmWUHC9BiZKTqpP0opdB6BQSEsLp06e57bbbqtgeEhLCuXPnmnTtBQYGas9JXWXSnKugoKAq+mn0rGz7xaIitt28yZdpaaRURLuRGxkRbm1NuLU1t9vY0N/amupxvCQSCUFBQRw6dYqTBQX8k5/Pyfx8fouPR2lVNXyujVSKrZER1kZGWEmlRB4/zoihQ/n955959KGHMJVIMBEErhYXszcri7IKe40vXMD84EFMjhwhJSlJLz1DUVFRhISEYGRk1O7bCM11pLGxrjaicj1qbJk0x6hsewYZrBJWsV5YT4FQgK3alruP3M3Xg76ut0z7srP5KDmZA9nZqAGZIDDa3p7hRUX8X9++NYZrdta2vDXL5Obmpi1XcnKy9lh+fn6cP3++ST1DtbVv1a/VlixTR9NJpVIRGRlJcHBwlV619lym5uiUl5eHvb09Bw4cwKLSmmO69AwFBQVVCaBQmfLychYsWMDNmzfZsmWL1hn69NNP+emnn9izZ0+V7YcOHcrMmTN59NFH6z3myJEjmTRpEuPHjwfg+PHjzJo1i1OnTlXRs7F02p4hjdNRmbpOZF0RrPSVbmRkhKurK0ZGRlobBEGodfu6bGxsekuXqbb09lQmQRC0mmgeKtprmSo/FFW/GWv+1wzjMzc3xznfmeeF55nCFJ6UPsnkTZOZO32uQZRJ83f1817X3xrq0qmu7avbrjmH1dM1/2vy6GVlxQorK5Z3787vWVl8nprK79nZ7M3KYm/FW0gjQaCrqSkmgoBMIkFW8fvyG2/gWC0AgkQq5W47O/pbWRFqbU1/KyvcqoVEDnzqKXbNmkXghAm8/9JMookmiih6ImVd+QS+T8vh89RUTvn5kevnh0n//uSrVNqJ9E3VSVNHqp+DxuZTmbaqT7fffjtZWVncfvvtVYJQtESZNH+nSlJZwxrWs54CCrDBhiUs4TnhOWyH2tZZpkKlkvlXrvBpxZvhQAsLprq68oSzM3ZSKampqUgkkhZvUwy93Wtsuj7KVHk4dOV6YmxsXOX+rquNmuAola9LzfbV9xN10s12TbsllUobrUdLpbelTprvLCwstA5LcykvL+f5558nJSWFzZs3V8nXwcGhxvp3CoWC3NxcHBwcGsz7xo0bDBkyRPt/eHg4giCQlpaGSy1RaHWl0zpDhoREIsHNreZq4iJtR0fWRHODDQwMxNLSkoiICGJiYggMDCS6Yv0eNWp+5Vd2sYtlLGMuc9vY6lvzNTw9PRu97s41rvEFX2CPPROYgAMNN7gN0VAwAqkgMEIuZ4Rcjkqt5lJREcfy8jiWm8vRvDwSS0ooU6spr/wWz86OARVOzwBra0KtrHgoNJT9ldZUqkwZZZziFLkzczHdZwq/gTVV1x7pY7yeL9y/YJZ7X+T9+5M/fTql/frR799/+T4wkOBm3PwkEgm7d+9ud5O7w8LCKCgo0F770LpR4s5whlWsYic7Kaf8PyeI57ClphNUmbP5+Uw8f54LRUX4mJmxuWdPBtvYVHnh0VHbrfZA9XYUbtWTuhyhptLe6pwh0ZHv7YaAxhFKSEhg8+bN2NpWbdNCQkLIz88nJiZGO2/o5MmTqFQqgoKCGsxfqVTW6LEyMjJqdnAl0RkyAJRKJXFxcXh7e9fpwYu0Lp1dEwGBjWzkIAfJ/L9MLnKRnvRssePpEjHp6NGj+Pv7c/To0QbzU6PmD/5gLWvZwx7U3HI6FrCAB3iAp3ma+7ivyfZWnijdEBJBwM/CAj8LC6a4ula1s8IhKlOpCO3bl4hqw69mVTsnV7nKN3zDIQ5xlKMUUQQVm5hhRn/6E0QQwQRzmMP8wA/0pS/LWY5RUgLyJUvIffJJrt59N2GnT/Oxry9PNvFtmlKpZPXq1UybNq1d1ZGCggKio6NbxfGpzH72c23LNW7jNgA88eQ5nmMqUxt0glRqNR8lJbEoLo4ytZqnXVxY4+NTIzpcZ2+3DJGAgADi4+ObFMWxrrXGRGeo6Yh1pHkUFRWRUGktvuTkZC5cuICNjQ0ODg4sWLCA8+fPs379elQqlXYekI2NDcbGxnh7e3P77bezZMkSXn/9dRQKBcuXL2fEiBE6RZJTq9W89tprVRyisrIyli5dWiW8thhau51SeXKbiGHQUTXR3GCj6+hx0CBHzkpWMsV4CjOZyQEOtNhif7qGj60t2lpl1KjZylY+4ANiuTVRtSc9mclMMslkO9v5oeLjiCPqOWqyycYOO72Uo7EIgoBMEBgycCA56ek11grSnJMyyniP91jKUkopBcADD8YylqEM5d0H3uXC3gtI+e/m/hzPsZ3tzGEOC1mI8XfG2M61xXrzZjbMns2My5d56sIFjuXl8UH37pg34cGgIT1EbrGKVSxgAYRCKKEsYAFjGYuRDrfgS0VFzL58md+zs7GWStnm68sEZ+c6t++o7VZ7JTMzEzMzM51enIi0DmIdaToxMTFMmTJF+/97770HwOjRo5k5cyaHDh0C4JFHHqmy35YtW+jfvz8AK1as4O2332bq1KlIJLcWXX355Zd1Ov7o0aNrpI0cObIpRamC6AyJiHQgqjsVmlDA9vb2TRoPPIlJzP53Nn/2/ZOv+ZrHeEyf5uqFyg7DszzLNrYhIPAADzCHOQxnOBJuDVF5kzc5whG2sY1d7KJwWiHd6MYLvMBc5mLJf+conXS+4zuuf3YdP/y49tM1AghAQCDzz0xkp2RYLLGo1abGUt8wreMc51meJZpobLHlXd5lNKPpRjetc7rq+qoqjhDc6t2bxCTu4A6e5mkODTxExu8Z2I+w52lXV3pbWjI2JoZNKSnsz8riY19fhldEWhLRD2rUvMEbLGMZ9tjz+I+P89GDH+n0UiFfoWBZfDyrkpIoV6u53dqaL/396VptcUERw0YulxMfH4+Xl1eVdHH9IJH2SP/+/bVBmWqjvu802NjYNGqB1cosW7asSfs1hLjilIhIB2LDhg1V/o+IiMDe3p7o6OgaQy10QYIE16WuGGHEAhaQQ46+TNUbM2fOJIccRjCCbWzDH39iiWUPe7iHe7SOENwqzx3cwVa2kkQSDh87oEDBa7yGN96sYhWf8zkjGIErrsxgBoVhhcQTT7l7OVe4wkUuovBTUPRUEbkHcjnHf0Pbqp//5pBHHrOZze3cTjTRPMqjnOc885iHN94699J54cUf/IHFBxaobdXkrc5DiZLeVlac7tePZ1xdiSsp4e7ISKZcuEBWRQhzkdrR9QFWhYrZzGYZy3DDjSMcYc2DaxrUTa1W89XNm/Q8eZKViYnYGhmxuWdPjvTpIzpC7ZDIyEicnZ2JjIyskq7PtkJERKR5iM6QASAIAl5eXi2+cr2I7rQHTXS9mTb37aPpFVPmM5+b3OQ1XmtWXs1BEARkMlkNTa5xjYEM5CAHGcYwjnIUP/wazM8WW5zXOhNHHPOZTx55LGABk5nMb/yGN968wRt0H92dYorp1bcXpZRSTjmFkkJsv7OlrFsZAxjAJjahRq23B5xjHCOYYNazHk882ctedrITF5o2v0eCBIv3LJAdkVEeVs5qbo2ntjEy4pOePTkYEkIPMzO2pqbif/IkX928SWm1UK/VqUuPjo4u9amccp7kSTawge5052/+JoCAevdJKytjXVIS/f/9lyfOnyetrIy57u5cCg1liqsrEh3Oc3totzobnbWeGCpiHRGpDdEZMgAkEgkODg56jTYj0jzagyat5QwBvMEbeOLJBjZwilPNzq8pSCSSGuFQT3KSMMI4z3me5mn2sa/R83+ccOJDPuQKV3iRF3mJlzjNaS5ykSUswSHNATc3tyrDDM0x5+2bb/MlX2KEETOYwQQmoLRo3hwatUTNUpYyhCHEE88sZhFDDCNp/phoAQHbhbYIeQKv8irnOa/97g47O87168fLXbqQWV7OE+fPY//334yKimJDcjLXiotr5FebHu0VzXBSfYSWPc1p7ud+drCDIIL4i7/oRrdat81TKNiemsqIc+dwO3aMOVeu8G9BAcPt7Djbrx+re/TQhkDXhfbQbnU2mltPxKF0+kWsIyK1Ic4ZMgCUSiUXLlzAz89PjG5iIHRGTeq76VpiyRrWMIYxTGc6JzhRY45KU2koTLUGpVJJaWkpSqUSqVTKD/zA4zxOMcUsZSmv8mqzAjx44MEKVtRIbyiiUz/6MZ7xfMu3GO014h3eYTrTG+2UJZHE9c3XeYM3kCNnK1sZxSid9tX1gUmaLMXqTSvyVuUxiUkc45h2Er+ZVMpyb28edXJibVISv2ZlsTczk70VE7+9TU3xMTPD08SELqamuBsbk9OlC6UKBSZG7ftWEhER0aw5HEqU7GEPq1jFEY4AMJCB7GVvjevgZlkZezIy+CEjgwPZ2dpFcXuamfG4szMTnZzwMTdvmh2dsN0yNKpfQ9XbrebmJ9I8xDoiUhuia2wglJSUtLUJItXobJo0dNN9kAd5gAf4l3+1w6z0QV1hqmvr+dKs0r2a1YxlLEqUfMmXvMZrLRbpriF60pMIIpjLXJTWSl7hFTzxZC5zuca1Bve/znUyJ2YSQghF/Yu4i7uIJFJnRwga98Bk+rUpIxnJP/zDSmpOYg2xtOQzPz+SwsM5168f73p7M9TGhqTSUvZnZ7M5NZU3r19n6uXLJL/4IpZ79/JKXByXi4p0tsEQacpDpxo1n/AJPenJGMZwhCMMYAA72clhDmsdoWKlknVJSQw+cwbXY8d45tIlfsnKws3EhIUeHpzu25fzoaG83rVrkx0hDZ2t3TI0aruOxo4d2waWiNSFWEdEqtO+X+eJiIho0fSwuLi4IJfLG72mRUMICKxjHX/xFy/zMkMZSj/66fUYlantTb1aoma+MJ+1rMUOO37gB4YytEn569ojpQtmmLGa1ey7Zx/jD49nPetZwxrWsY4hDMEHH7pVfLzxJpNM9rGP3/iNS1yCV8EII5w+dGL/gv1Vgj7oGwGBT/mUAAJYzGIe4AGCCa65nSAQbGlJsKUlL3XpgkqtJq2sjITSUhJLS3n6pZco8/amLDSUdxISeCchgUE2NnidP8+7Dz+Mh6lpi5XBUPiQD3me55EgYRzjmM98wgnXfl+mUrH5xg2WxceTUlYGQLCFBWMcHHjIwYEQS0tx7kInYNy4cW1tgoiISD2IzpCISAdB08Oi+bs+mjr0wgsvPuMzxjGOCUzgNKexxrpReTR1OFIhhdzccJO1krV0oxu/8ItOgRLqojELp+pqr1GmEW/xFi/xEtvYxod8yKGKT63bY8QQhhC3IY7SnaV0K+uGZEHLd9i74so61vE4jzOJSRznOKbU77xIBAEXExNcTEwIBWb98gumSiWCtTVLjhxha2oqf+fm8rebG19FROBjZsZQGxvusLVlmJ0d7iYmLV6u1mQ3u3mBF7DHniMcqRIgQalW8+XNmyy5fp1rJSUYCQLT3dx43tOT7mJEOBERERGDQhwmZwBIJBJ8fHzECX0GRHvURC6XU1BQgEqlQi6X17ttc8ahP8IjTGc6V7nKNKahRt2o/ZsScS2ddIZLhlN0dxGh6lAiiGiWI9RYGnu+LLBgJjO5zGVSSeU4x9nBDt7mbaYylSFRQ9jNbjLJ5DCHSZyZiFOWU5PCnzeViUxkLGM5y1ke53GUND74g5GREZLCQma4u3Oyb1+i+vXD8ZdfGGJjQ0JJCZtTU3nywgU8jh/nqfPnSeogw1NOc5rHeRwjjPie7wkggFyFgt3p6cy6dAmfEyd4+sIF4ktKmOTszKXQUDb6+ra4I9Qe262OjqiJYSHqIVIbYs+QASAIAjY2Nm1thkgl2qMmMTExBAYGEh0d3eLH+pAPOcpRdrKTu7mbKUxpeCcgLCyMrKwswsLCdH7wTyKJu7mbC8IFQuJCOOh9EHOaN6+itRAQcK74hBGmTQ+cGMiD0Q+2oWW3bNvKVq5zne/5nhnM4GM+btTcK0EQUKv/c4YDLS1x+uUXDq9cSbFSyYm8PA7l5PBVWhpf3LzJ/9LTed7Tkxc9PbFsp0EXkklmFKMooohNys+JSO7GKxmnOZGXp3UnjQWB8Y6OLO7aFX8L/SzMqwvtsd3q6NSmiT6H6Io0DrGOiNSG6BobAEqlkjNnzqBUNi8sr4j+EDWpHzPM+IZvMMec2cwmllid9isoKCAlJYWCgoJ6t9M4Tb3H9WYQg7jABSarJvNZ7meYKPUz3ErTk9ZQL1pHxgorfuVXfPHlUz5t9DpS5fUs0GomlXKHnR2Lu3Ujpn9/Vvv4YCqRsDQ+nh4nT7L5xg1U6sb1KrY1BRQwilGkqFMYdfMjlp7owaK4OI7l5eFnbs48Dw9+Dgoi6/bb+SYgoFUdIRDbLUOkNk0aM0RXRL+IdUSkNkRnyEBQNbDAoUjrI2pSP/74s5a1FFPMozxKNtl6y7ugoIB9KfuI2RhDPPHMZz6fqD9BUOlvsnlMTAxdunRp9TezlXvHDAFHHNnPftxwYznLmxUpMCAggISEBFxcXAgI+G8OjUwiYa6HB1cGDGCehwcZ5eVMvXiRibGxDS7uaiiUUcbjPM6ZvELkZ3aw53wwqWVlzHF3Jyk8nOjQUFb5+HC/XN6mvV5iu2V4iJoYFqIeItURnSEREQOjKXNq2orJTGYiE4kmGkccuZ3bWcxi/uZvyiknl1wiiGALW3iBF0hYlcCbvElRUFG9c1SKgosYylAUDgre4i0+4IM2C52tKxpHoLITUBu69o61Jl54sZ/92GHHfObzBV80KR/NG2+JRFLlrbfmmrY3NmaVjw+x/fvT29KSb9PTuffcOXLq6WHSN5aWlgQGBjZqgdWb6puE5k3ip/O94PRGMvNcGW5nx7n+/VnTo0eHCw4h0ja0p7ZfRKQj0T4HbYuIdFDCwsJISEhg+/btrTqZvqkICHzCJ3jgwc/8zLGKzxKWIENGGWVVd7gb3uIt+BpccGEEIyh+pBjBVKC8ezkP8AAXuMC1L26tz+Oy3IXXX3m9DUrWeNr70JcAAviZnxnOcJ7iKT7gA0ZUfAYyEBmyKtvbO9gTnxRPV6euDeZdPYJgD3NzDvfuzdiYGA5kZzP47Fl+DQpqlXDcjalXSSUlvHvzDB+nXkNRPA0AL1MZq7v34EEHBzEstoheac7CvyIiIk1H7BkyACQSCb169RKjmxgQbaWJIfYaNIQllqxkJTHEkEQS29jGEzyBJ56EE87/8X+8z/v8wi90H92dz/kc633WlFPOl3xJ3ro8ct/PpWhGET/zMymkYHrJlB3sQL7jv/k8LaGJ+OBRlXDC2cteBjCASCJZwQqGMQw5coYxjDDC8MUXBxy4GHWR4rRiBkcPJpHERh/L2siIn4OCeMLZmejCQsLPnCHaAK57lVrNnowM7j13ji4Rx1l/rRRFsTPd7NPY0cuPi6FhPOToaJCOkHgvMTxETQwLUQ+R2hCvBgNBJpM1vJFIq2LImtQ176StH+7dcecpnuILvuAKVzjGMT7jMxaykPu4D9M4UyYxCc/nPUknnUMcwuI9C6xft8Z2gi3XuU4BBXQf152JTKyRv741aevzZYgMYxgRRJBOOl/zNZOYhAUWHOIQJzhBEkmYYUYggUjzpHwsfIwPPjzHcyidGjcpWSaRsN3Pj0VdupBUWsqgM2fYeuMGSj0GVtB16FGeQsFHSUn4njjB6Oho9mdnozaPR+r9GR+FpxIXPJ6JTi6YGPhDlCG3W50VURPDQtRDpDqG3ap3ElQqFWfPnhUn9RkQhq5JXT1I7enh3hhjhjIUyw8ssdhsgckhE7zwQlJHs9Ramojj9m8hR84EJvA5n5NCCqmkUlTxSSSR06rTeAzx4EPVh9hhx1rWknEig9wluZQOLUVlrZtOgiDwjrc363r0oECpZMrFi/Q5dYp9mZlVwnY3hYCAABYtWlTnPC61Wk1Ebi5zLl/G/fhx5l25wrWSEro7JkHv53Dt/yrHu8zlOZPHm2VHa2Ho7VZnRNTEsBD1EKkN0RkSERERqSAsLIxly5a1aKQ3S0tL3NzcGjWBv62RIMEZZ8youmiopFTCc+rnuMpVVrISoUig6Jkisr7OIv1SOv74Y7vblit3XMG5i3O9wSVmubsTExrKww4ORBUWcl9UFHefO8fp/Pwm213bPC61Ws3JvDyev3KFrhERhJ85w7rkZIwFgRc9PZkSdoCrAU/ibVvISeEE/enf5OOLiIiIiBg+ojMkItJKVO+10TX6mEjr0RpztiIiIrC3t28XATIaYty4cQBYYMELvIBDqAM2s20w32KO0VkjrnKV3IdyKV1XSs7OHNIV6fXm19PcnO8CAznapw/h1tb8kZND33//JeSff3j+yhX2ZWZS1MT1QaIKCng5Lg7vEycYcPo0HyQlcbOsjIccHNjh709ieBjS7pv5zPRtutCFP/kTDzyadCwRERERkfaDGE1ORKSVqO4MtffoYyK6oWuEqPY0xFGDxhnSICmUYP69OXx/azjK9dTruI10o/ClQsqGlJG1J4trXKMb3erNd6CNDUf79OGHjAzeS0zkZF4ekYWFfJCUhEwQCLO2Rm5sjFQQkAJSQcBYEHCUyXCTyXAzMcFNJqPcy4vy226jaOBAgk+dAsBYEBgllzPe0ZHRDg5YV6wJtIQlvMM7uOPOn/yJF14tcs5ERERERAwL0RkyACQSCb179xajmxgQoib6QZ+hYtujJo0Jld7SzpBcLicxMRFPT0+95KeLHqaYIvtXhskTJuS+l0vxo8WEEcZe9jY4/EwQBB52dORhR0eyy8s5mJPD79nZ/J6VxZHcXN2MXLHi1m+VijttbXnM2ZmHHRywMzaustm7vMtiFuOMM3/wB93prlv+BkZ7rCMdHVETw0LUQ6Q2RGfIQCgrK8O0FdbYENGdzq5JQEAAmZmZFBUVERAQQExMTKP2b4k1k9qbJpphd4GBgW1tCjExMXpfx0RXPQSFgM18GyTxEtJeTOMO7uBrvmY0o3U6jp2xsdYxArhZVkaRUolSrUYJjJswgcLSUnIAWx8fpr74IillZXz67beYXL2K7Ngx/rhwoUa+atQsqfg44MAf/EFPejbmFBgc7a2OdAaqayKXy8nMzEQul9ezl0hLIdYRkeqIrrEBoFKpiI2NFaObGBCiJreG8UkkkiYP5dP3/BtRk+bTHEeoepS9xuohIGD5oSXb2EYZZYxhDD/zc5NscZbJ6GZmho+5OT3NzVHFxXH1t9/I/O03zA4f5mUvL9b26IHt2rVY7NuHNCenRh4qVDzHcyxhibZHKID2PX9PrCOGR22axMTEkJqaWuUF04YNG0hMTBSjWbYwYh0RqQ3RGRIRaQd0lBtkbZHU5HI5BQUFneotaXubH6TPKHtP8ZTWCZrKVLLIanaejaWMMp7gCdaxDm+8OcpRggludTtERDTMnDmTd955p9U/aBAAACAASURBVN21DSIiHQHRGRIRaQd0FGeotkhqMTExdOnSpdHD8Noz7e2Bpzm9fBpnV6VSaR3ee7iH53meVFKZxzx9m1svhRTyIA/yNV8TTDB/83e7nSMk0rFob+2CiEhHQXSGDARxMp/hIWrSMjTnhm/ImnTGHi5d9NA4u9WHBS1hCX748QVfsIc9LWmmllxyuYd72Mc+BjGIwxzGFddWOXZrYch1pLMiamJYiHqIVEe8IgwAqVRKnz59kEqlbW2KSAWiJvXTnJ6q2pwhXRwkQ9eks/VwNVcPU0zZylYkSHiWZ1t8uFwhhTzAAxzjGPdzP7/xG7bYtugxWxtDryOdEVETw0LUQ6Q2RGfIAFCr1eTm5qJWq9vaFJEKRE3qR9/D9qo7Q7XNLRI1MSz0oUcYYSxkIamkMp/5erTuFpreOjsXO8Ywhr/5mxGM4Ad+wBxzvR+vrRHriOEhamJYiHqI1IboDBkAKpWKK1euiNFNDAhRk7altrlFoiaGhb70WMISetKT7WzX+3C5mJgYPL098Tvrx+/8zhCG8B3fIUOm1+MYCmIdMTxETQwLUQ+R2hCdIRERERGRVkfTu2iGGZ/zORIkTGMa6aTr7RgqVCQvS2Y3u+lHP/awp0P2CImIiIi0BqdOnWL27NnceeedBAUF8ccff1T5/sCBAzz77LMMGjSIoKAgLtSyvtvkyZMJCgqq8vPWW2+1VhFqRXSGRERERPSEGA1KdyoPtQwjjAUs4AY3CCGE/exvVt7llHOe80xjGrkP5BJIIPvYhzXWzTVbREREpNNSXFyMr68vr776ap3f9+nTh/nz6x/2PHbsWA4ePKj9WbBgQUuYqzNGbXp0ES3iasiGh6FoEhAQQGJiIgEBAQY5OT8gIEC7KKtcLm9RGw1Fk7robM6QPvVYznIEBN7nfe7lXuYwhxWswAyzBvct7VLKEpYQSSRXfryCOeYoUAAgi5ex32s/cjpHlD9DryOdEVETw0LUo+kMHjyYwYMH1/n9qFGjAEhOTq43HzMzMxwcHPRqW3PotM6QUqlEqVQCIAgCEokElUpVZVKdJl2zXUPpEokEQRBqTQdqjFGtHN7Rz89Pa5dUKkWtVtfYXiqV1rCxrvS2LlNttre3Mmk00RyrJcqkoXJ65e+VSiWZmZlYWlqSmZmJSqXS2qnZTqlUtrhO1W3UHFcqlZKZmanNrz4bG6tT5eNo8PPzQyKR1Gqjvq692o7b1Guv+jloz/Wpcjk0aPTQpMvlchITEzE3N0cul1exUbNf5Xavcl7GUmNWqFcwQjWCyZLJrBXWckB9gC+FL+mt6l2jTCqpih9VP7JJ2MSVX66wmMW37O8i4K/2xw8/eql7YfqHKc5PO4OETtHu+fv7d7gytXedAgICqjxzdIQytWedAgICUKlUOunRXsrUVJ003xUWFlbZRiaTIZO13NzKn3/+mb179+Lg4MDQoUOZNm0aZmYNv/hqKTqtMxQZGamNVCWXy+natSsJCQnaN9wArq6uuLm5ERcXR15enjbdy8sLBwcHLly4QElJiTbdx8cHGxsbIiMjq1zYvXr1QiaTcfbs2So29O7dm7KyMmJjY7VpEomEPn36kJeXx5UrV7TppqamBAQEkJWV9f/snXl8VNX5/993JntCQhbIAiEBCSAkJFhBUCkqqLghbnX5Vtu6r/1Jrfbny+X7ra1tldpq+brb1q36s7YuVdzqjhVQhJCQyBIhBLIASSB7SDJzf3+czDCTzGQmy2TOJM+b130NOXPm3ueZzz137nPPOc9h9+7dzvL4+HhycnKoqamhurraWS4+6e9TV1cXVqsVwzCcPnV2dtLZ2em0a+fOnXR1dWEYBqZpUl9fT0pKCl1dXc66hYWFAfHJcVzHhdPVp7a2Nnbu3ElOTo7bj4ppmlRUVJCdnY3NZnOzsb86Ofzo6dOMGTOIiooKiE4OP+x2u9v+B3ruDYdOvnwaivbkek721Omoo45i7NixFBUV8fzzz/Pqq69y0UUXMXPmTOf32NbW5vTN4ZNrmatPCWUJPG95ngcnPcg7ye8wj3lkmpmMbR1LSmcKKZ0pREdE837i+1RZqgCI/DaS3+f8npM5mR/M/QGr31h9xKd8qKmpCclrRH91AkhKSiIrK2tE+RTKOqWlpREZGUl9fT1NTU0jwqdQ1ykuLo7m5uYR5dNAdaqtrQVgyZIlbvbecMMNARvpcOaZZ5KRkcG4cePYvn07f/zjHykvL+fhhx8OyPH8wSguLh5V+QWbm5tZsGAB9fX1xMer8ePBfvrR2dlJcXExeXl5WK3WoD8pGAqfdHv60V+fbDabU5Pw8PCA+DRhwgSnP1VVVZimSX5+vvO4W7ZswWaz9apnsVjIzc111tu8eXNAdHIc11HPYSNAfn4+mzdvxmq1kpaW1queJxv7q1N+fr7zOwCcmuTn5zu/y/765EsnxzFzc3PZvHlzLxv7e+4Nh06+fPJW3h+fXM9Lx/fiqkdYWFifPjnOF9dy13158+kf/IP7rPdRbpbTarS67T+SSH5g/oDr7Ndxbf61bCne4txvUVHRqLzuOTQpKCigJ6HqU1/loeCT3W6nqKjI+fs+EnwKZZ0cesyePdutlzqUfRqMTo2NjSQlJfHhhx8SGxvrrONPz1BeXh4PP/wwixcv7vVeZWUlS5cu5dVXX3WOsvHG+vXrufrqq3nnnXfIzMzss26gGLU9Q46gwxXXhtGz7nCUu9pkGIbH+t5s7G/5cPnkSij65Oi58VY/ED45jufpmJ7q9bTXE4HQyds+A22jo7cqkOeet/3099xzHLtnnVBsT97aQV/tw7Xc0/ue9uVadnH3P9MwaaKJaqqpoYaDHGT7n7dzx1V3gBUMDLd2I9c98am/5cPhkz9tYCjLRae+y4dbD2/lwdTJ8V5sbKzbun7DSV5eHgAVFRVBC4Ykm5wgCB5JTk7GbrfT3NxMcvLomHwueMbTIrjDiYFBPPFMZzqLWMRylvP8H58Pii2CIAjC0LFt2zaAoCZUGLU9Q7rhGLIn6MNo18SRFS43N5ctW7YE2RpFoDWJi4sjNzd3yG76HUHEpEmThmR/wWLdunXk5ua6LYILA9fDkSExLS2t3xkI58+fT3NzM/X19cyfP7+XTaOd0X7d0hHRRC9Ej4HT2tpKRUWF8+/Kykq2bt1KQkIC6enpNDQ0UF1dzf79+wEoLy8HVKCTkpLCnj17WL16NQsXLmTs2LFs376dBx98kO9973tMnz49GC4BEgxpgdVqJScnJ9hmCC6IJvoxHJoM9Y21tyBiJDAYPRwZEh3/7w/Nzc3O4Dw3Nxc4EsTW19eHfOA5GOS6pR+iiV6IHoOjpKSEK6+80vn3ypUrAVi2bBn3338/n3zyCffcc4/z/dtvvx04kpAhPDycdevW8eKLL9LW1kZaWhqnnnoq11577fA60gMJhjTAbrdTU1PjNhFdCC6iiX6IJoHhscce65U1yFNZT3TSwxFsjtTA01900kRQiCZ6IXoMjrlz51JcXOz1/eXLl7N8+XKv76elpfHss88GwLLBIWeCBpimSXV1tdf1ToThJ1iaBHtuhs6EajvRfSHWxx57zK+ynoSqHiMZ0UQ/RBO9ED0ET0gwJAgasW7dOpKSkkb10+2Rhu7B0HDQn+/An0BMEARBEIYKCYYEQdASCSJGDhIMCYIgCLoiwZAGGIZBcnKy2zoZQnARTYJPzxto0UQvRA/9EE30QzTRC9FD8IQEQxpgsVjIzs6WyXwaIZroh2gyPMyfP9+ZtrovdNRjtPcm6qjJaEc00QvRQ/CEnA0aYLfbKS8vx263B9sUoRvR5Ai63GCKJsNDc3MzVVVVNDc391lPRz10OVeDhY6ajHZEE70QPQRPSDCkAaZpUldXJ9lNNEJ3TYYz65wuN5i6axKKzJo1i4qKCmbNmtXvz4oe+iGa6Idooheih+AJCYYEIQQJhaxzkiZcfxyLn/Z34dPBkpycTHNzM3a7neTk5GE9tiAIgiC4IsGQIAh+M2vWLNLS0vzqTQiFgE3wn6HsISwpKeF3v/sdNTU1lJSUDNl+BUEQBKG/SDCkAYZhkJ6eLtlNNEI08UxdXR0WiyUovQmiydDj6KHxp3fGU3a/weihy/DLkYS0Ef0QTfRC9BA8IcGQBlgsFjIyMiS7iUaIJv6TnJyM3W73+6Z6oIgmQ09JSQmTJk0aUO+M6KEfool+iCZ6IXoInpCzQQNsNhs7duzAZrMF2xShG9HEM54Cn5KSEmpqajzeVA/l03/RRC+GUw/XhVjj4uLIzc2V+WgekDaiH6KJXogegickGNKExsbGYJsg9EA06Y0j8Pnd737nV2/CUA+FEk30Yij16Gs+mmswtG7dOrZs2SLz0bwgbUQ/RBO9ED2EnkgwJAghSjDnXHg6tswBEQaDp/lo8+fPJzc3169FYAVBEARhIEgwJAhBwt/J697q6RZ86GaPEPo0NzezZcsWvxaBFQRBEISBIMGQBhiGQVZWlmQ30Yjh0MTfyeuDmeQ+kpB2Mjz4uz6U6KEfool+iCZ6IXoInpBgSAMsFgspKSmS3UQjhksTf3tTpNdF2slwsW7dOu6++26f83FED/0QTfRDNNEL0UPwhJwNGmCz2SgpKZHsJhoxXJpIMOQ/0k6GD3/ON9FDP0QT/RBN9EL0EDwhwZAmtLe3B9sEoQeiiX6IJnoheuiHaKIfooleiB5CTyQYEgRBEEIO6S0VBEEQhgIJhgRBEISQQ4IhQRAEYSiQYEgDLBYLU6dOlQl9GiGa6IdoEhgGGlSIHvohmuiHaKIXoofgibBgGyCoVI8JCQnBNkNwQTTRD9EkMAw0GBI99EM00Q/RRC9ED8ETEhprgM1mY9OmTZLdRCNEE/0QTfRC9NAP0UQ/RBO9ED0ET0gwpAl2uz3YJgg9EE30QzTRC9FDP0QT/RBN9EL0EHoiwZAgCIIgCIIgCKMSCYYEQRAEQRAEQRiVSDCkARaLhZkzZ0p2E40QTfRDNNEL0UM/RBP9EE30QvQQPCFngyZEREQE2wShB6KJfogmeiF66Idooh+iiV6IHgNnw4YN3HzzzZxyyink5eXx0Ucfub3/4Ycfcu2113LiiSeSl5fH1q1be+3j8OHD/PrXv+bEE09k3rx5rFixgtra2uFywSMSDGmA3W6nsLBQJvVpRDA1kcUkPSPtRC9ED/0QTfRDNNEL0WNwtLW1MW3aNO666y6v78+ZM4cVK1Z43ceDDz7IZ599xkMPPcRf//pX9u/f32f94WDUrjNks9mcqRUNw8BisWC32zFN01nHUd4zBaO3covFgmEYHsuhdwYTR7mjvuPVarVimmav+lartZeN3sqD7ZMn20PJJ1dNhtun6667DrvdLjr18MnxapqmRxtD0Sdftuvsk6sern8P1KeeuO7P0zFEp962e/t/KPvUV3ko+OTY50jyKZR1cny25z5C2afB6OR4r6Wlxa1ORESExx60hQsXsnDhwl7lDs455xwAKisrPb7f1NTEa6+9xgMPPMBxxx0HwK9+9SvOPfdcNm/eTH5+vtd9B5JRGwwVFRURFxcHQHJyMtnZ2VRUVFBXV+esk56eTkZGBjt37qSxsdFZnpWVRUpKClu3bqW9vd1ZPnXqVBISEigqKnI7sWfOnElERASFhYVuNhQUFNDR0UFpaSkAxcXFWCwW5syZQ2NjI2VlZc66UVFRzJo1i/r6enbv3u0sj4+PJycnh5qaGqqrq53luvgEhLRPxcXFI84nCG2d2tvbiY6OHlE+hbJOTU1NJCYmDtonUEFPV1cXpmlSWFhIV1cXoG4gOjs7nfsSnbz75GAk+RTKOqWmpgJQXl5OU1PTiPAplHVKSkoCYO/evdTX148Inwajk2N42pIlS9zsveGGGwIySqW0tJSuri7mz5/vLJsyZQrp6elBDYaM4uJi03e1kUNzczMLFiygvr6e+Ph4IPhPPzo7OykuLiYvLw+r1Rr0JwVD4ZNuTz/665PNZnNqEh4ePiJ88qdcZ58cmuTn5zuPG+o++bJdZ59c9QgLCxu0T7Nnz6auro7W1lYyMzMpKioiPz+fLVu2YJomeXl5bN68OaA+udoYijo5NCkoKKAnoepTX+Wh4JPdbqeoqMj5+z4SfAplnRx6zJ4923mcUPdpMDo1NjaSlJTEhx9+SGxsrLOOt54hV/Ly8nj44YdZvHhxr/cqKytZunQpr776KjNmzHCWr169mnvuuYeNGze61b/00kuZO3cuP/vZz/o8ZqAYtT1DjqDDFdeG0bNuIMvDw8MpKChwNi5QJ6un+t5s7G95oH3yVB5KPlksll6ahLpP/pbr6lNPTUaCT4MpD7ZPrnr4U99XeUlJCQCPPfZYryeS3tqg6OR+TE/XLX9s7G95sM+9QJQHyidfmoSiT0NpY3/LB+tTMPXwVh5MnRzvxcbGOkdLjUYkgYImdHR0BNsEoQeiiX6IJnoRCD0kgcjgkDaiH6KJXogewSMlJYXOzs5eQ3vr6upISUkJklUSDGmB3W6ntLS0VzepEDxEE/0QTfRC9NAP0UQ/RBO9ED2Cy8yZMwkLC2P9+vXOsl27dlFdXR20+UIwiofJCYIgCIIgCILgH62trVRUVDj/rqysZOvWrSQkJJCenk5DQwPV1dXs378fUIlDQPUIpaSkMGbMGM4//3xWrlxJQkICsbGx/Pa3vyU/P1+CIUEQBEEQBEEQ9KWkpIQrr7zS+ffKlSsBWLZsGffffz+ffPIJ99xzj/P922+/HXDPTnfHHXdgGAYrVqygs7OT448/nrvvvnsYveiNBEOa4G3imxA8RBP9EE30QvTQD9FEP0QTvRA9Bs7cuXMpLi72+v7y5ctZvnx5n/uIjIzk7rvvDnoA5IoEQxpgtVqZM2dOsM0QXBBN9EM00QvRQz9EE/0QTfRC9BA8IeGxBpimSUNDQ6988kLwEE30QzTRC9FDP0QT/RBN9EL0EDwhwZAG2O12ysrKJLuJRogm+iGa6IXooR+iiX6IJnohegiekGBIEARBEARBEIRRiQRDgiAIgiAIgiCMSiQY0oSoqKhgmyD0QDTRD9FELwKtR1xcHLm5uWRkZBAXFxfQY40UpI3oh2iiF6KH0BOjuLh4VM0ia25uZsGCBTQ0NBAfHx9scwRBEAQf5ObmsmXLlmCbIQiCMKJobGwkISGBtWvXjuoHTtIzpAF2u53a2lqZ0KcRool+iCZ6IXroh2iiH6KJXogegickGNIA0zTZvXu3pHrUCNFEP0QTvRA99EM00Q/RRC9ED8ETEgwJgiAIgiAIgjAqkWBIEARBEARBEIRRiQRDmiDJHPRDNNEP0UQvRA/9EE30QzTRC9FD6ElYsA0QwGq1kpOTE2wzBBdEE/0QTfRiOPW48cYbh+U4oY60Ef0QTfRC9BA8IT1DGmC326mqqpLsJhohmuiHaKIXw6mHBEP+IW1EP0QTvRA9BE9IMKQBpmlSXV0t2U00QjTRD9FEL0QP/RBN9EM00QvRQ/CEBEOCIAiCIAiCIIxKJBgSBEEQBEEQBGFUIsGQBhiGQXJyMoZhBNsUoRvRRD9EE70QPfRDNNEP0UQvRA/BE5JNTgMsFgvZ2dnBNkNwQTTRD9FEL0QP/RBN9EM00QvRQ/CE9AxpgN1up7y8XLKbaIRooh+iiV6IHvohmuiHaKIXoofgCQmGNMA0Terq6iS7iUaIJvohmuiF6KEfool+iCZ6IXoInpBgSBAEQRAEQRCEUcmomzPU2dkJwLfffkt8fHyQrVHYbDZ27dpFZGQkVqs12OYIiCY6IproheihH6KJfogmeiF6uNPY2AgcuTcerYy6YKioqAiA+fPnB9kSQRAEQRAEQQguRUVFLFq0KNhmBI1RFwxNnToVgK+++or09PQgW6Ow2WyUlJQwa9YseVKhCaKJfogmeiF66Idooh+iiV6IHu5UV1czb948573xaGXUBUNhYcrl9PR0Jk6cGGRrFDabjdraWiZOnCiNUxNEE/0QTfRC9NAP0UQ/RBO9ED0847g3Hq1IAgVN0GX+knAE0UQ/RBO9ED30QzTRD9FEL0QPoSejOxTUBKvVSk5OTrDNEFwQTfRDNNEL0UM/RBP9EE30QvQQPCE9Qxpgt9upqqqSRcA0QjTRD9FEL0QP/RBN9EM00QvRQ/CE9AxpgGmaVFdXk5qaGmxThG5EE/3wR5Mbb7zR7e/HHnss0GaNWqSN6Idooh+iiV6IHoInJBgSBGFEIwGSIPjABBoAGxAPhAfXHEEQhOFEgiFBEARBGK1UAG8D+7v/NoAUIN1lywQk8ZYgCCMUCYY0wDAMkpOTMQwj2KYI3Ygm+iGa6IXooR/91mQH8P9QPUIOTOBA91bUXRYLLASOQwVLgt9IO9EL0UPwhCRQ0ACLxUJ2djYWi8ihC6KJfogmeiF66Ee/NKkGXsU9EPJGC/Ae8PmgzBuVSDvRC9FjcGzYsIGbb76ZU045hby8PD766KNgmzQkyNmgAXa7nfLycsluohGiiX701OTGG29024ThRdqIfvitSQPwEtDRzwN8CuwckGmjFmkneiF6DI62tjamTZvGXXfdFWxThpRRO0zOZrNhs6lHYoZhYLFYsNvtmKbprOMod9TzVW6xWDAMw2M50KvxOcq7urqoq6sjIyMDq9WK1WrFNM1e9a1Way8bvZUH2ydPtoeSTzabzalJeHj4iPDJn3KdfXJoMnHiRI9DHHra5viMtzIdfHIth9DSyVUPb76Gmk+uNvqj0y233OL2/qpVq4Lqk0OTzMxM7z612jBeNFRA1L0f6N1+vJVbXrNgXm9ijw4dnXyVB1Inu93u9vs+EnwKZZ0cekyYMGHE+DQYnRzvtbS00Nzc7KwTERFBREQEPVm4cCELFy7sVR7qjNpgqKSkhNraWgCSk5PJzs6moqKCuro6Z5309HQyMjLYuXMnjY2NzvKsrCxSUlLYunUr7e3tzvKpU6eSkJBAUVGR24k9c+ZMIiIiKCwsdLOhoKCAjo4OSktLASguLsZisTBnzhwaGxspKytz1o2KimLWrFnU19eze/duZ3l8fDw5OTnU1NRQXV3tLNfFJyCkfSouLh5xPkFo69Te3k50dDQ98fSkr6ioqFdZYWGhdj6Fsk5NTU0kJiaOKJ/6q5MD1/Jg+eTAo09xCez5wx4iKo7c5IwbNw6r1UpNTY3b59PS0rDZbBw4cMBZZhgG6ZZ02l5u49s53zrnD4WKTsE49xwpnMvLy2lqahoRPoWyTklJSQDs3buX+vr6EeHTYHRy7P/cc891s/eGG24YVSMujOLi4t6PU0cw+/btY8mSJZSXlzNx4kQg+E8/Ojs7KS4uJi8vT3qGNPHJZrM5NZGeIT18cmiSn5+P1Wrlpptucqv/6KOP9ipbtWqV16f3OvjkWg6hpZOrHmFhYSPCJ1cbQ7VnyPEApycWw4Kx2sD+tbst/e4ZsliUT6fZYX7gfeqrPBTak91up6ioyPn7PhJ8CmWdHHrMnj3beZxQ92kwOu3du5fs7GzefPNNxo8f76zjrWfIlby8PB5++GEWL17cZ71QYNT2DDmCDldcG0bPuoEsDwsLIz09nbCwMKcNhmF4rO/Nxv6WB9onT+Wh5JNhGE5NHDcFoe6Tv+W6+uTQxPEj5Mluf/bpWhZsnwZTHmydXPXwp74/5cH2KRDlhmH0Cpoee+yxgPjk0MRxs+PGN2rzth9v2bW8tTXrx1aYgkq9PUDbvfrUaoVDQCrgcj8Wiu3J9bfE02dC0aehtLG/5YP1yaGH1Woddj28lQdTJ8d7sbGxxMXFeaw3Ghi1wZBOWCwWMjIygm2G4IJooh9DqYksxDp4pI14JpjnlldNmoAP/NxJNioA2e6jng34J3A5kOC3id7pBDYD64Da7jIL8D3gdEL2bkXaiV6IHoInQu7y8swzz/Dhhx+ya9cuoqKiyM/PZ8WKFUyePDnYpg0Ym83Gzp07mTJlitcIXhheRBP9EE30YrTpEQoBtFdN3gcOe//c6tWrATgUe4i109fyv0/8L7wCbPVxwFpgFTAPOBGIRC3eWgnsA7qAGGA8MA61mGvPkTctwNfAV0Brj/fs3e/VAf8Fobjw62hrJ7ojegieCLlgaMOGDVxyySXk5uZis9l45JFHuO6663jjjTeIiYkJtnkDxtMEWCG4iCb6IZrohegRHPoKzHppUgZs8b3P1ohWNuRswG61q8QI5wJVgC+Ju4AvgQ2oBVs7+6hrAGNcPtfVXd/XzOWdqJ6tM3zU0xRpJ3ohegyc1tZWKioqnH9XVlaydetWEhISSE9P7+OTehNywdATTzzh9vevf/1rFi1aRGlpKccee2yQrBIEQRBGCq7Bho49QH7TCax2L3L0Ajk466yz6LR28vW0rzkc7tJ9FA2cDzyH72AF/FuzyMR3cOWN9UAaMGeAnxcEYdCUlJRw5ZVXOv9euXIlAMuWLeP+++8PllmDJuSCoZ448qInJHgetNzR0UFHx5GrdEtLy7DYJQjC0BEKQ5QEoT8Myzm9Bjjou1rh5EKao5t7v5ENfB/4bGjNGjBvo4bbTQy2IYIwOpk7dy7FxcXBNmPICelgyG6388ADDzBnzhxycnI81nnmmWd4/PHHh9my/mEYBllZWV6z+QjDj2giCH0jbWR46E/Q5KbJAeA/fhxgJuzfv9/7+4tQw9T2+GPt0NDQDrWtMDEeIl3vUmyouUzXASGS+EraiV6IHoInQjoYuv/++ykrK+O5557zWufqq6/miiuucP69f//+XotLBRuLxUJKSkqwzRBcEE0EoW+kjeiHxWIhJTkFqlHD42x91++ydsFS4NO+dgpcCLzAkSxvA6DLDgfb4GC7ej3Urv5/qB32NcN3B6GsHnbUq0AI1BSjifEwJRGOSoRpyXB8Jsx7ESKvISQSKkg70QvRQ/BEyAZD999/P5999hnPPvssaWlpXuv1XDhKx2FyNpuNrVu3MmPGDMluU2wgvAAAIABJREFUogmiiQAyPK8vpI0MPQM53wzTgGagGWzlNva9s4800ryuOeLKtgnbIN4PwxKAq4A38ZhhrrUTKhpg50HYdVC97jwEexuhvg3qWqGhj2x2rqTGwgmZkBKj9vndQfhst9ocRL0I8x+G7y+DhafB7Nngsl6kVkg70QvRQ/BEyAVDpmnym9/8ho8//pi//OUvTJw4MgYPt7e3B9sEoQeiyehCAp/+I20kCLTBtMppjGsYR/ThaCK6IuD3nhMj9EVDTAO7x+/us44b0bDrOPhgF2x6H/ZWwZ7GIwGPN8ZEQFI0HJWkXhOjurdoGNv9/+QY1fMzNQnGRLp/3jTV/ncehC374fMK+KwcPt0Gn64E1PxtUlJg1tEwMxtyZ8Axx0H+AojWIMmstBO9ED2EnoRcMHT//ffzzjvv8MgjjxAbG0ttreq3j4uLIyoqKsjWCYIw0glW0CTBWmAIpcxxse2x8BTkVHmeI+svJibF2cWYhvc0cTfeeCOdneHs3Xs0e/YczeHDiygrc69jMSA9DuZPhMzu4WyTx3a/ToDMbIhspPf6Qd7IBo5HpfT+VBUZhgqWkmNg7gT4SXc2uT0N8PluWLsXSg5CSTV8tkZtDqwWyJ0Mx86HY0+EOXMgLw9CeBUOQRACQMgFQ6+88gqAW2o/gF/96lcsX748GCYJgiAEBQmQRg/hXeHM3T4XJvn/GW+9ReXjy2mIbejzs5WVOXzyyRU0NSWr44fDSSfBaafBwoWQlQXpqRC2EzV0rgs15G4CKttbPGrSD6iFVQ90b22oOw/XLbL7M7Hd9XOAGvpc9DUzAf5rttocHGiBkgNQvA++qYYNVVC8EzZ/B3/+m6pjscCMqVAwB743D5YuhaOPVkGXIAijk5ALhkZiSj+LxcLUqVP9GuMtDA+iiSD0jbSR4cOwGxxTdgyxh2N9V/ZBe3g72yds9/p+V1c4K1bAv/61AoDp09dy1FEbeeWVm4jzlMFtRvfWF7HdW7afRhrAecAzqADKT8bFwkmxcJLLcZo7oLAGvqmCTTVqKy2D0u3w0itw220wLRvO+wEsPw/mzVMB01Ah7UQvRA/BEyEXDI1EDMPwuk6SEBxEEyFUGa7eImkjw4QJsypmkdI0BBmwrLBpyia6wro8vr1/fxYfffQjDh2C2NiDnHLK80ycuA3AcyAUSCKBS1ABUR9zknwRFwEnTlKbg8Ndqgfpyz3w5jb4tBweeFBtGRnwf/4P3HQTxA4+9hwR7WQk9UCPBD2EoUdCYw2w2Wxs2rQJm81HHlRh2BBNhGBy4403um06Im1keMjan0XWgaxB7+dg3EH4CdTH1/d6zzRh48bTeO21n3PoUBpXXAEXX/xrZyAUNJKBnwCJQ7vbyDA4Jh1ungf/vhz2/xxeOA/OnwP19fCLX8BRR8GqVXDYzyx43pB2oheih+AJCYY0wW63B9sEoQeiiSD0jbSRAPMdzNwzc8Af77R2Uj6+nDWz1vDl0V+qeTk9sNlgzZpLWL9+OZGRrZx++pM89xxERg6iO2YoGQ/cABwbuEMkRsMPZ8M/l8HOO+CWn8DBg/DTn0JODjz9NHR57kzzi1BqJ6HwIGawhJIewvAgwZAgCIIgaEZcaxy8Chazfz/TNouN2jG1cB58mP8hJVklNMY0eqzb1RXGxRdDScn3iY/fzwUXPMiUKZuHwvyhJQI4G/gh/q2LNAjSDfjTZNjxBlx9NVRVwbXXqrlEGzcG9tiCIAQHmTMkCIJWhFKqY0EIBHGtcczfNt+vhAMtkS3wQ1hTvobD4YfpCOvANEx+lP8j7FbvT8APH47ivfeup6oKUlIqOOusR4mJaRo6JwLBVFQv0XtAIGM2G0xaD09frobM3XYb/OtfKiBasQJ++UtJzy0IIwkJhjTAYrEwc+ZMyW6iEaKJIPRNKLaRUAi0x7SOYf62+WoxVR90WbvYkLOBH0z9gdfeH0+0tMSzevVN1NVlsmQJZGX9kYiIQU6OGS6iUZnm5gGbUGm7I4Gk7i0ZaAa2oFJzD8atj2HqxfDGG/Daa3DzzfD736v/P/kkLFniexeh2E4GSigkWhhNegj+I8GQJkRE+P7hE4YX0UTwl1C4CQgE0kaGlvjWeI7bdpxfgZCJycajNtIc3dyvY9TVZfDuuzfQ1JTM1Klfs3r1XG69NUQCIVcmdG/eyAE6gTJgG7APqKf/wdEbYFwHF1wAixfDHXeoOUSnngo/+xk8+CBYrX3vQtd2MpjrVihf83TVQwgeEhprgN1up7CwUCb1aYRoIgwXoTphWdrIELMHvwMhgNLMUg4k9GMRHmD1anj99Z/T1JRMfv6HLFnyLCP6vjAcOBpYDlwH/F/gdlSGulQ/93EYeBXogrFj4amn4NNPYdIk+MMfYPlyaOpjdKG0E70QPQRPSDAkCIIgCEEgrCuMSfsncULpCfBn/A6EKsZVUJ5a7vdxTBM2bz6ZZcvAZgtn0aK/cfzxr2EY5gAtD1EM1OKvWcBVgL+J+qqB94/8uWgRfPUVzJ8Pb78NJ5wAu3cPtbGCIAwXMkxOEARBEIYJw27AdsjfmU/6wXSsdh9jrHoyHbbUbFE39n5gs1n44ouLKS1dyNixsHDhKiZO3N5/w0caEcBFwOfAJ37U/xoVROWqP1NT4ZNP4Kqr4KWXVHKFN96ABQsCZbAgCIFCgiFBEIQRTiiP7x8JGHaDcY3jSD+YTurBVHgJJtZ5WPTHBzVja+AHYK7xr0fn0KFxfPrpD6muziEhYT/r1o3nkUckEHJiAIuABOANP+r/C0hHJWkAoqLgxRfh6KPhnnvg5JPV3xdeGCiDQ4+RdO0JhQQswsCQYEgDLBYLBQUFkt1EI0ST4WEk/7h4ugkYSTcG0kb8wAS+hsWbFxPZFTmoXdUk1rBxykausl7ls67dbuH3v4e///0ubLYIJk78llNP/QvTp68clA0j6fx1owDYA3zjo14H8HfgSlQGO8Aw4O67YcYMuPxyuPhieO45+OEP1fvSTvRiOPQYyb9rIxUJhjSho6ODqKioYJshuCCaCELfSBvpm+mV02E1gw6EqhOr2TRlE6bFd49QXV0Gn376Q/bvh/BwGyee+DeOPvrL0Tc/qL+cAVQCNT7q7QNeAf4LcBnheOGFkJQE55wDV1wBbW1wzTXqvVHRTkxIakwiuUl1mzVHNau05xoylHpI4DMykGBIA+x2O6WlpRQUFGD1laNTGBZEE0HoG2kjfXNU9VFMrZ466P1UJVVROLnQZyBkt1vYuPF0vvnmDOz2MM46C5KSfkVc3KFB2zAqCAN+ADyJ7/TbO4E3UesduczdOuUU+OADOOMMuPZaaG2Fm2/Wo50MplcvsiOShJYEDAxaI1vBJRGbYTeYUD8BHocF23pMmFoJC0sWUhtfS218LXVxdYNxYUgI1nVLgia9kWBI0JaRPsxIEISRyaT9k5ixd8ag9mFiwvFQuK8Q00evzq5d8MYbP2PfvilERTVzwgl/5623ruSmmyQQ6hdJwDJUKm1fFAFjgFPdi084AT76CE4/HW69FVpaDE4/fcgtHRYMuwEfwcnFJ7sn+ngA5m2bR3N0M2kH04juiPaamS++NZ741nim1EyhI6xDJaw4Hu3vPgcVvJgQZgtT2SGrgDZIr0snwhZBeFe4ykzYBuQDk4fQaGHAaH46CoJvJEAKDeTJmDAaSK9LJ3d37oA/32Xtoiqpit3jd3P2aWdjvtF3ILR9+zzy86GpaQqZmSWccsoLxMQ0YhhXDtiGUc0sYDfwlR91/wPEA8e5F8+dqzLNLVkCd91lobo6lYcfHnJLA0qYLYxjyo6BNfTOeHgYxjWOY1zjuH7tM6IrAj4GNgNnAVOGyloNMIG9wCY1RzCqs3sY3lPq5Zidxxypu7b7NQ0JhjRBgiFNkMmV+iGaCELfSBvpwXYo2FWA4W/ea1cmwebJm6lOrMZmtfmsfvhwFGvWXMKOHfOIjIQTTvg7eXmfjYi5QUF/cHIaav5QpR913wPiUEGUC/n58NlnsGiRyf/+70ROOMHOJZcMuaUBIbIjknk75hHfGh+YA9QBz6PSlJ+O6mEbRgZ63bLYLUR1RGGYhvLBgNi2WFIbUplYOxGeUfWcgZAv2gZkhhAAJBjSAKvVypw5c4JthuCCaCIIfaN7Gxm2G2oTxjWMY/K+yfASWEz/b7SaopuoTqqmKqmKs648i70b9vr1uUOHxrN69Y00No4nMbGKzz7L4PHHPx2gA4NjRA5nDgMuBf4MHPRR10Sl5U4FUtzfmjkT3nzT4JRT4Mc/tpCVpf86RHFtcczbPk8NfQsQq1ev7v4PdP2+i3MfPReOwe+1swbDgK5bDcCHsPSbpUcedKxSLydtOWngxkgwpA0SDGmAaZo0NjYSHx+PYfTvauDpBz/oT9VGAIPRRBBGA6O+jdgg80Amk/dNZkyb/4+27YYdFsFnuz+jObq534f94gt47bWfc/hwHEcf/QUnnvgqeXmP9Hs/gg/igB+iAqJWH3U7gXeAy+l1Q79ggckTT7Txk5/EsGwZrF8PU3QdHrYbjv/2eMJt4cN2yDBbGLyF6mk5lYAHRP29bmXUZcDjQDsD6/HtixANhl5++WWeffZZamtrmT59OnfeeSd5eXnBNmtQyBgHDbDb7ZSVlWG3231XHqHceOONbluwEU0EoW9GcxuJ7IiEp2B2+ex+BUImJpsnb4aTGVAgVFb2PZYsgcOH41iw4DUWLXqJsLDOfu8nWHi6xut03e9FMnAZ4E9ssBMo6V1st9vJy/uW+++3U1sLZ54JB331NgWB8YfGwwsMayDkxpeoDH0Bvpz4e90K6wqjYGcBc3bOgfYAGROo/QaQ9957j5UrV3L99dfz97//nWnTpnHddddRVxf8TIGDYdT2DNlsNmw2NS7bMAwsFgt2ux3TPDLe2lHuqOer3GKxYBiGx3KgV+NzlDvqO16tViumafaqb7Vae9nY06eeBMsnT7b35ZM/eKrnyeeeug7EJ1dNBupTT508lQf73BtOn1zpSzd/yj3t11OZv8fxtyxQ5+pAyrx9t/7ub7DnnuPV8Vndzj1X7HZ7r3kCju+gZ1lPen0PpsGxZcdiz+itsSfdXe3bkrWFquSqXnV8Hds0obDwVNatO4/ISJPTTnuGo47a1C+7vTFc7cbTcfqjU9Cuexl2zPNNjFcM5426xWLBNM1e557xvoH9KDtmxJFyxz5vu62L774L4y9/sXDeeSbvvWcSFTX8Pjlw3X9afRpzds7BzPHvmuKPlgMq2wi0gnGRAWGBuUY4Puu6j1tuucX5/1WrVkE5fL/k+25DBXse0zTNXtcPu93uscyrvy1gwRLU+wjHey0tLTQ3H3lAExERQURERC/bn3/+eS644ALOO+88AO69917WrFnD66+/ztVXX92rfqhgFBcXh/5sy36wb98+lixZwurVq0lNTQUgOTmZ7OxsysvL3aLb9PR0MjIy2LFjB42Njc7yrKwsUlJSKCkpob39SGg/depUEhIS2LRpk9uJPXPmTCIiIigsLHSzpaCggI6ODkpLS51lFouFOXPm0NDQQFlZmbM8KiqKWbNmUVtby+7du53l8fHx5OTkUFVVRXV1tbO8p09//vOfne899thj7Nixgz/+8Y/Osvvuu4+UlBS3p3NXXXUVU6dO5c4773QrA9z25ygfaNl99903IJ8ceNLJn+Nec801PP30025lq1atcrsweivz9Nn+fAc9bbzjjjsCrpO/Zb/97W8pKyvrZUttbS333nuvs2zFihXk5OT0siU5OZkHH3yw1zGGqj1Nnz6d6OjooLYnB6F+jfCkk6/z46abbqK9vb3X+bFp0ya3NvHQQw8RERHh1nauuuoqCgoKepVZLBa3z/pry9133011dXUvWwKq01cR7PvbPlxJS0vDZrNx4MABZ5lhGKSnp9Pe3k59fT2NxzXSUtDSb53GjEnmoYeyeeopSEjo4g9/KCM/v8WrT6DOm61bt2p97vW3PbleewZzfXvooYcoLS3tdc40NDS4XUNvuukmZs2a5by+ZR7I5EeJPyIyMpJ169Y56znmn2zapILTnak7Of6Xx/c67q233srBg01ccEEslZUzmDHjP5SWnkBpaQmPPvqos95vf/tbEhISevWUPfTQQ9x2221uZd5+X/qjU1RZFGlfppGcmExTUxNNTU3O+jExMYwdO5ZDhw7R2npkrOCYMWMYM2YMdXV1HD58ZFGm+Kx44k6No9QoxV5pJ6IygqjyKMZbxxMVFUV1dbXbzfq4ceOwWq3U1NQ4vz+AujF1XPTPi7jtLnd/Pc1Hu+mmm9y+P8d3EB8f7/bb2df5Ad3nXnoGe17eg/Uzq5oLBowdO5aYmBj2799PV1eXs35SUpJPn1zxdI2wJdrIfCAzqL9Pu3fv5qyzzqInN9xwQ6/vurOzk7lz5/LQQw+xePFiZ/ldd91FY2OjCiRDlFHbMzRr1iwmTpwI4IzkJ02aRGZmprOOo3xKjwG+jvIZM9zXkXA8oZk9e7bH8oKCgl7lUVFR5OXlsX37dqZNm+ZcBCw+Pr5XfVANMDExsVd5WlqaM7jryycHPX1KSkrqVaegoKDXUzpPNnkr97dssD550mnVqlVen4o46KkTeM4y46nM02cH8x0Mh07+lvV17vVlm2N/PZ+MOfY12PZks9nYvn07UVFRWCwWr+2pvz4N9bnXH596lgfDJwf+nh89fXLQ0ydPK7wP9bnq8MnxIxxwnQ5a4HN13J77CQsL61UOEBkZSeoFqaQuSXUr90enykq45BILa9fC1Kkmb71lkJOT49UnRxvpl09BPPf6q5ODwZwzffnkSs/vb8+4PaSenorxjbstPTXP3p9NQXqBSqjgWp6dzVFHWTn99Dt47bXb2br1BJ54Aq691v04Pe1wtbsnvnz2qdMmMEoNSFDlcXFxxMbGOus5vveEhARlVzqYc02MSgMqIZFurSeB+T0TY5bq0Zlum64SIgDYwPK1hfYPoSk8lYoGqGiEPQ3QXmqQGgfjY9LY3ZhMYvhhkiPaSG5KJuqlKMY2j+WQj0WDPV2PBnJ+GKYBb8OErRPctHN8Bykp7tkxHOWu57Vruet5cbgLvtxj8EV1GOcfk8bUSUA0mAkqiArm71NcXBwAb775JuPHj3fW8dQrdPDgQWw2G8nJyW7lycnJ7Nq1q1f9UGLUBkNWq7XX6sPe0i16W6V4qMojIiLIzXVfl8IwDI/1vdnY33J/fPd0/P745m9ZoHwaSLmnCZWeygbjb3++g6HUyd8yf8+9gR5joDpZrVa3dtJfXXU/9/pbPlQ+9XWMwVwDgtluAqKTiZrobQPD4nkidS+fLWCcYmA9wdprYrgv29esgYsugn374Iwz4G9/M0hM7Pt76dlGfPo0wPJgtae+3h/s9a2ndh73d5oVtruX9fTBYlqwvmeFn7jXc9xcRka2sXTpk/zzn3fw059Gk5fnu914K/flc586fQ2sRp2XxpH63n4DjRwDfgBEAMce8RU70OMQVquVri5YuxbeflttqoPR2zXIAOY7/0qPbOHExwxiGq4gPq2Mw0d/iXWM56BoSK4pHaiFdncMzTncaIHPTYMvauA/hfD1JnB0oI05x2Da9e71g/n75HgvNjbWGRiNRkZtMKQTdrud+vp6kpKSArZuh2SVE/oiFM6P4WgnguCVb1CLcfqDFZgNLADG+6jbA9OEVavgttugqwvuvRf++7/Bn1Ne2kiAiUZlPPu7j3oVqIVFXXCdD5WYuI/Fi5/lvfdu4MIL4bTTxhLnowdkSClEBUL+cgxqkdSe99SGe5nNBu+8A6+8Au++C/X1qtxqhWOOgexsmBQHkw6o16gw2N8C+1qgplm9ltVD8b5YXi0FmAGVMzC+OYuJidWkjod9+7IYP75i6NbTagZeAjxP5fMLmx027oP36+GDXbB2s2q7DqZOhRNPhBNOgNNOG6zBwSMxMRGr1dorWUJdXV2v3qJQQ4IhDTBNk927d3vsDhUEQSHtZOgZTBC8atUqCgsLvQ6dHYpjaEMj8G8/6kUD84C5qNTM/aSpCa6/Hl56CRIS4MUX4eyz/f+8tJFhIB/q4+pJau49ZNmNDyC8K5zO7mx/PSfCT55czH//N/zyl/D++9dw7rl/JCysy9Oehpa9qB5Of1kInEKfKa+bmuCvf4U//Qm++06VjR0Ll14K55wDS5eC2ym5BxWAeEkt3WmDrbXw1/cK+a41gZLmJL47mMH//BLgF0RFNZGVtYWZM9fgZx4ZJ27Xrf3Ay/heS8qVaLCfDsW18Nla+HQtfLYO6l32cfTRcOqpsGiRCoB6jKQLWcLDw5k5cybr1693zhmy2+2sW7eOSy+9NMjWDQ4JhkKZOmAr6olGO3AY1d17GNV1nQAUAHPo/UQniIyImyNBEEYHJvA26rrqi0uArIEdZtMmuPhi2LEDcnPh9dfVE2VBoc3vhqGyAp5YemLfC+y2Qu7uXDa5ZP3ryb33wsaN8NZbk1mz5hJOOunFABjsQhPwCuBfokEVBH3f+9u7d6sA6JlnoLFR9V5eeCHccAMsXAjh3rJ0Z6KGEb7QbVMPwq2QlwqLUypZTCUA9R2RdGUv4Zk1VWxsSmbbtgVs27aAY4+F+PgFTJ26gfBwP9PM24G1wKeAn/FndRO8VQ/vHIDPH3BPj56YqIa0nn66CoImTfJvn6HIFVdcwV133cWsWbPIy8vjhRdeoK2tjeXLlwfbtEEhwVAoshf4DyoQ6uupSFN33ULgQmBs4E3TGW1+TEcB8l2PTkak7lvoNU/EI3MZUCDkGBZ3++3Q0QHXXAMPPwwxMf3flzA852BTTBPl48uZsq/v1VMz6jOoGVtDdXK1x/ctFnjhBcjOrmHr1uNJShrEWC1fdKECIQ/Bh0dOA47vXWyaauHfhx+GN94Aux3i49WwzltugSx/28B44EpUQFTvu3pSxGHOmgPjqzbRZTf4pD2O1+vT2bgxB7ictWvPZ9q0r5g4cSuHDqmeKY/UQ/LbySphQh+xrGmq3qk3t6lt3d4j7yUnw/nnq56fRYsgL8+/YawjgaVLl1JfX8+jjz5KbW0tM2bM4IknnuiVYCLUkGAoWGwDKlGLuRkwbv84VR6FUiUc1Ztjop7i2FBdyhvxf9y6g73AE8BywHMiKEEICbxlWhKCw4jXoxr/hhTFA0v6v/u6OrjySvjXv9QN5fPPq96hwTDiNRkiBhs07Ziwg4z6DJ/1cityqR/j/W4/IQGWLn2S1167nS+/vJAnn4TrrhuUab1x9G7u9VWxmzNRwz1dOHxYzQV6+GHViwmq5/KnP4Uf/xjG+L/28BESUQHR31BtrQeeUj4DhFlMTo1pYnFsA1NX5vCDBz5l27bjKC4+meLik0lKgoICsNkuIDV1F2PG1FG9F1L3gvGhwZj6MdBjJOmhdvi6EtZXwlfd276WI+8fcwycey4sWwazZ4+e4McTl112GZdddlmwzRhSQjYYevnll3n22Wepra1l+vTp3HnnneTl5QXbLP8pQ2VzAaxYmcQkKArg8dqB/4e6wJ0GhA3PE7QR+aR4lKCbdlar1ZlWWAg+I16PBtS8hg4/6p4NRPZv95s2wfLlUFEBxx6rbjQ9ZKvvFyNekwESiGtZl7WL0sxSLuCCPutFdEWQX56P1eJ9rHpi4j7OPnsVb731U66/Ptr78LKB8hVqhIg/LONIWmxUD8nrr8OKFepcBViyBG69VWU5HHRQEAdcBaxBjXjpx7Qpi2nh6DK4aeJWvpn3L/ZUTqeqKger9RQKC8E0j6yF89prEG6BCfEWUmKSaeuE5g5o6X5t73HchEg4fTqc/SNY9l8je+ibEKLB0HvvvcfKlSu55557mD17Ni+88ALXXXcdb731VuhktHAZ2mqaJs3NzcTFxXlNqzlkfIWavHgR4GP+p5YcQvWoNQGtQEv3axtq8nIWKu1nSJ7ZQl/Y7XZqampIS0uTTFkaMBg9dAu0e9GOelrtz5CiPGBa/3b/j3/Aj34Era3qpvKBB8DDsh79ZrS1kWCfR9VJ1ZAD7Oi73riGcdi/tmOZ512T1NTdnH32o/z73z/n6qvh5JPnMX36V4M3sgx438+6p+AWCG3frnp+3n8fDEP1Yq5Yoea0DSlhwMlAPvAuPr/PnmTWZhJmCyNiyiamTNnMY4+ewsEi+OIl2PiVWtNoT6Pj1aT8kIHVMBkTaRAbDskJkBQN30uHeRPUljMTLJcDA+nxEkKOkLxlfP7557ngggs477zzALj33ntZs2YNr7/+OldffXWQrfMTl6cQB9tMtla2kjouFqvVwGKAxehO/+/I/99d12ZCbatKQ1nTDPu6Xw+0qhSVjtf6NhgTAeNiYVyMeh0fA7NT4biJkHsAws4HZrqbFewfl16YqOBnW/e230f9b4H1wMVA7/UPhRDGNE2qq6t7LXInBB5P14URq4cNNbfC17UGIAZY6v+u7Xa47z6VQSwiAp59VgVFQ8WI1URXDFRPij8/m+8DPhJipKXtZPVq1ePyySdXYLHYyMn5ZuD27USNCLH7UXcmKnMc0NICv/kN/P73ah7b/Pnw6KNqqFhASQIuQ83Rexf18NNP0g+mE1YWRlViFTwJiTVwTjScs8i9ns1msqeqmsyMNKxWLw+fp6DuIfrZ2yuELiEXDHV2dlJaWspVV13lLLNYLMyfP5/Nmzf3qt/R0UFHx5FxDi0tLb3qBAWXnqHnN8OKD4bmx8sAkmMgMx6aOmB7HZQe6F0vJhyOfQbmz4XvXw7fP7l/Y34DHjQ1AF+iJi/3V7KDwJ9Rc6Rm9V1Vu+BPEIQ+CWibNYE3AX8XUz8TiPWvakuLCnz++U+Vavf112HBgoGZKWjEGNQwyX/4qNcJvA6GaWD2sUbO978Pb70Fp53WxUcf/RjTNJg2bYPX+l7bQzkqbbQ/w85SgeXQZYPnnoP/+R/YuxdSUlSv5Y9/PIxzZAxgOiqgDTMWAAAgAElEQVQg+RR1H+DydXmbRwSqB25cwzio6WP3BkRYjzxo7nXsBcBitMrAKwSekAuGDh48iM1m6zUcLjk5mV27ev+CPfPMMzz++OPDZZ7/uC7IlQRnT24jIjIKEwO7iXPriWFASgykxkJanHpN7X4dFwvJ0WB1uWiZJjQchgMtUNUE31SrCYLr9sLnu9X24D8gLAyOOw4WL1bbggVH0mIOa8BgohY3/AD/xup7oxO1onQ1qut/5I8Y8RsJAIW+GNXnx+f4P3dzPuDncKF9+9TT/k2b1NP1N96AzMwB2igEjAGf+7OgMqmSCfUT+q63BzIPZFIxvqLPaqecAmec8STvvns9H310JfX1E7D5mw4b1KKvL+H20NUr0WBeDK+9BXfdBdu2qUVSb7wRfvUrSArWcPpw1AK3M1APKGoDfLxE1APUAabGF0KbkAuG+svVV1/NFVdc4fx7//79nHvuuUG0qBuXi9RZ0wxOTD1MQkKU56cVvjBQY9bHAhGonpEt3W8ZMDZKbTnJsCj7yMeqm2DtXvh4F3xUDv/5j9ruu0+ljjzvPJU7/+ST+1gvwIVB30Q1oi563w1uN258gXpKdAFqTpEQshiGQXJycuDn1Ql+MeL0qEI9ifaHo1GJaPygokKtPbJ9u1qD5bnnApc2e8RpEkKUZJWQ3JRMVGeUx/cdmkytnsrelL3YLX2PXcvM/JZzz/0D779/HZs2nc4550B6ejSRkV5WKnWwF3gRvx4mmgZ8kAp3nw4bujufLr5YBUHa5OHIBK4DPkGtDdTPRVZ7YhgGMTEx7m3kWFR7HoJ5e0JoEnLBUGJiIlarlbq6Orfyuro6j8kTIiIiiHCZmarNMDmXniHDMBjrNSl+H4SjFlRdQK80kUxDpdLs44KYPgbOP1ptAJWN8PFueL8W3tqkFlJ75pkjgdEFF6jAKHKox9GaqKex76ImLg81ZcBTqLWWfDy4g1H+ZNwHwfxuLBYL2dnZQTt+SNHevSXQ58rxg2FE6WED/oV/N1oTgfPxq7e5rEz1tFdUqPWDHn9cPXUPFCNKkxCjM6yToslFzNs+z+P7jpvv6I5oMg9ksjvV9xoZqam7ufDC3/H++9fw7rtHkZBwB2ec8SSJiV7GgdWg1u3xEQg1HobnCuHRUtjW3Um1dKmaJzRnjk+zhp9wVLAyHTX0bxD3CW73W/GoOV+yuPGoJ+SCofDwcGbOnMn69etZvFilTbTb7axbt45LL700yNb1g0RU71AX2DvsNNQ2kBCbgMXu4xfWAqSjMtjMxft49dmoG/9X6XP8rCsT4uHyPLgcOLwQPmiFV/fCm+8fCYzGjIEzz1QpYc84Q62RMCgOo3qDSge5H18cBP6CWgtkPj5vEO12OxUVFUyaNGlUZGUaDMMVIIkmPmhGPVTYDOzrLotGrSB/HEM+VHRE6fEl/l0nk4BLUTdnPtiyRfUI1dSoBSlXrvQyT2EIGVGahCAHEg6we7znIMc0TbfeoT0pe/zaZ0xMI8uWPYJp/omnn07ln/+8nWOPfZcpUza5V2xDJUs47Hk/XXbYXAN/2QTPF6l00oah1s352c/U4qHakwX8GBXwuTzX7mseUU9M06TeqCfx9EQsx1r8asvCyCfkgiGAK664grvuuotZs2aRl5fHCy+8QFtbG8uXLw+2af5z0ZH/mjaTnYU7KSgoUDfpXS6btcfWn9+3ZOBqVBabr/tnXmQYnBMP5+TB4Z/AB+3w5mq1OOArr6gtPFz92F96qVqMrN+LrtWjnvJ4SPDgC7sJZfXq4l5YA5v3qQx6VgtYjSOvyTEwIxlmpKht2tsQvQs1NriPoSqmaVJXV0emDOzXBtHEA12ozEuFqB7QniNv2lDtfydqqKjnETwDYsToUYt/w+NigB/iV8KEr79WT9rr61XmuHvuCXwgBCNIkxDm24nfqh7ZBvdy12AoqjOKSQf8X7jGau3iscdg27aX+OKLi1m79nzWrj2foiL127v8XJhcCJ17odOuAp8Om0qetG6vmif8daVaUwcgaQz84la4/gYIuY7ENOAnqICowUddV7qnE9i/Z6e8sZyxc8ZKkgTBSUgGQ0uXLqW+vp5HH32U2tpaZsyYwRNPPEFKSkqwTRs8FtS41aEauxoGnAVMQq2k3t+kBDaIXA/nJMI5d4LtSVi7Vk0Afv11eOcdtUVHw9lnq8Do1FMhLs7Hfr9D9Vr50d1tmrDr0JFVoddXquCnZQAJFgxg5jg482k463o4/nz/5kMJglZ0oh5w/Af/si3uAJ5B9WqEyFJsw4KJGh7na3K6BfXd+TGZ/OOP1Q1qczP84Q9qXRZh9GCz2lRv7Ft915taPVX9Hvfjt37WrC/IzCxl164Cdu3Kp6Qkh+Ji+PWvfX82Mx7OzIEzT4OL74foAM1bGxZSgCuB54E6H3WjUGsnzUPNq7bh/wK0wqghJIMhgMsuu4zLLrss2GaEDnmo4XV/x7/1M3pyEHgBrNlwYhaceB2svA82lMDLL6ueoldfVZvFohZlmzdPZag77jiYPr17UUETNQny33gcn2834bt61duzqXvbUKXWVnIlKwuWFEB+PhQUQEEUpK8HW4dai6nLDjY77GuBrbVHttIDULQPSj6FlZ/C2DFwevewv+XLIWoIn5wLwpDTicq2+AVqWFx/qAWeRvVKHzXEdgWIgA/B/BqVecsXC1ETuX3wz3/CZZdBV5caVuyyAoQwmigA1vRdJbIrEjYAx/dv1/Hx9eTnf0x+/sf88peP8fbzsPovcKgNwq0QZlFbuAWyx8KCiWptwYwxqKDgHAI2j3BYSUD1EP0NlTW2Jymo4cH5SGIEwSchGwyNJAzDID09PfAZgFKAa4DVDPzJSHn3hrqezh0Hc5fByl/Cmm9UMPTFF2q8fFGRuiEANUQkPRGy4mFSLGR1zzU62A6H2tVrfZtaF6m5R49Pcgyc8X2YdxLMO04FWR47Aeegxky7LNQ2LhZyx7tXO9gG738Hq3fAuzuODPtLSoIrrlATnWfMGCZNBL8ZtnaiIybqxulzoGkQ+2lH3TycjrpRGARDrcewJ+doAD70o944nItR9sVTT8H116uHPv/4h0o6M9yM6jYSIAZ0XlqBRai21o1HTb5AZTIbIOPi4CdW+MlFvutSwMgJhBzEoaYCrEf1fregHvrmoR74ePBV2ojgCQmGNMBisZCRkTE8BwtHzZeZDnzMgObruHEA+BSsX8JJc+GkB4BYaC6DjW/D+s/gqx2qt2d3A6ytVx1D3siMh1MmQ0EqzEmHgpMg6wow/OnSTwOuRS1+t9N7tcRouCRXbTa7GlP9wm546Wt4+GG1HX+8hVtuyeDii/3+JoQAM6ztRCc6UENKdwzR/uyozI1hwPcGvpuQ1sPEZ7ZNQN1MLaPPX0rTVFm47r5bzZv817/gpJOGytD+EdKajDRmQ0tkC7GH1SQzjzffrcBXA9y/CbyB28M/r0xBnccj8f7fiupd87OHTdqI4AkJhjTAZrOxc+dOpkyZgjWQeVddORq1mNl3qOhksGv7dKDmL3wFxEBcgxo2/f0C1BOpbpo7oKJBbQYqMEmMUq9jo1T3PqAmKZ/dbWd/cExyXoOaFO0jVa7VAidMUtvvz4K/h8PTL8GXX6rtmWdMnnpqJP6ChB5BaSfBxoYa2loWgH2/A0zGr3kwnghpPTbjX3A5jz6Hx5mmmhP0yCMwfjy8915wUxOHtCYjDSvsyNhBwS71A2i32z1n+PsPhNnC6LJ29X6vD7L3ZcM2PyqOQSVPkeSCgLQRwTPSPDShsbFx+A9qoPLrXw7cgApaBnvf30mfGV7iIlQCg6VT4fSpMG+CWgw2JcYlEMoErqf/gZADC2qIwo9R6wj4SVwjXNkGa1+GDRts5Oc389FHBnl5sHnzKdjtEhQFm6C0k2BhotLOByIQAhVo+TNMrA9CUo8m4D0/6o0FFnt/2zTh1ltVIDR5slqwWoc1WkJSkxFKVXIVLVE+Mpy0wVHV/ZvEF304mhmVM3xXNFCBkB8ZEEcT0kaEnkjPkKBIRQ2fm4fKguNpQuJwcAxwJkNzZmahgqo3UOmH/aEVeB4KlsDTT21j/VdzuPNOC19+eSGdnRfyzDMwe/YQ2DZMyAKyIcy/UesG9RcL6iGAP8NnSoE9+JUcYETgGB7nz6KNZ+N14rVpwi9+AX/6kwqEPv8cJk4cOjMFvfH3umoapuod2lnQZ70pNVOoSqqiKca/CYEzK2ZitfvRq3EykO3XLgVhVCM9Q4I7GagkC0sZ3gwsFlQQdA5DG6LHoFLinob/vV52MN4zSFyTwA3XmJSUqIVmv/4ajj0WHnoI7D3XcxGEoeTL7q0/JKESI/wMuAX1YMEfvGR2HJFswb+hRfn0uSr9//yPWkQ1M1Ol0pZASPBGVVIVzVF9p360mBbyyvMwTN8/UuMaxpF2KM33gY/Cr8QfgiBIMKQFhmGQlZWlT3YTCzAfuBnIJfBnSQxwBapXKhBfgYGaXHkpfgd4hmGQsS8D41mDSWPh7bfhxRchJgZ+/nO1oGJLSz/G4AmDRrt2EiiKgA/6UT8R1at7M7AAlWHJinqwcIYfn68AtvbTRkJQj2bUPClfxKGCSi/85jdw332Qng4ffaTXopUhp8kowDRMtmds96lJYksik/b3vRCrxW5h1u5Zvg86BjifkZkwYZBIGxE8IcPkNMBisei5YGw8cCFqjP1O1HCavcA+huZJciTq6fUJqBuQQDMN+P/svXl8FFXWuP9UN1lYkgAJJCxhBxEEgogacBlBcBdc0Pc77sLPbV6XGWecERUdFR3FXRHHdRxGcVfEdxBh1MGBuKEggjAgS1DTYU+A7F31++OmO71Ud1cn3enq9Hk+n1Zyu7rq3Dq13HPPcqcDrxJx5WpN0+jQoYMKF3wOtOlw0UVw3HFw8cWwdCnk5f2FF1+Es86Kv+iCje+TWLINFdZphSxUGMwozFdS11Dls38C1kbY1zLU/RFFPnHS6eOfQLWF7c5ATdCY8MgjcNtt0K2bMoQGD46hfDEg6XSSIpR1LUPrrcHP4bcb+vNQqCRkrusA1wBvdbqwnIvkCYVA7hHBDPEM2QC32826detwuyMtg54gslADrjNROTi3Av8DRBsakoZy3U9ErQ3wR9QMbGsYQh7yUWGAEWTXdZ2dO3ei67oyBl8HdLXY6yefqJnhffvg7LPhhhvArqprS9j+PmkpB1Fl4a2EYHYALkNNJkQyYCZa2GYP8I2F4/qQVPpYh8qPisRwTAu3GIa652++Wa1HtmwZHN7cAi9xJKl0kkpo4D7NHXHE1c7dTpW9N2M/DCoLE7vpYSSqSqRgitwjghniGbIJNTVWMnptQjqqLPdhKI/Rvwm9intH1ODicFRBAztccZ1QlebeJ2yCekODT6nTMlTZ8GOhXTu44w44+WTlLXrySZVD9OST8RRagCS7T6JBB95GGUSRSAN+jVpE2QqdYUd/WLQANu6GXtnQJ6fp06OTKjHPp6iBVIZ1sZNCHzVYC4/rgMpbDMDtVhMeTz/dVD7bzkVUkkInqUgPVPj5ogjb/QC8DkN3DKU6oxoDgzR3GrxD5KIJGcCkmEjbppF7RAjEDkNTIVnRUJ6eAajwnjWoULoOQC+UAVSIPf2P7YBzUC+oj7AW9vcJauY4S/1ZXAwlJTB+PMydC/n5cZJVaPssB7Za2M4BXEBEz6ZhwJo1agHQhQvhmzBen07pcMZgOH8YnLYUOp5pXeykYAVqZfpInE5QaFFNDVxyCbz1FgwcCEuWqP8LQrP4FVSlV9GhLsIq4j/AQFfAhVYKZ5xxRsT9e95PgiBYR4whoeVoKLd8srnmNVTCeT7wJpHzCWqBJag8qkby8+Gjj2DcOJg1C0444XiGD/8sTgILbRKPd9UKU4AIeSqrVilPxkqfanTHHANTimBsFZQfbFr4eHsFrCqD19epT/v34LQJcO4lMGmS8oQkNZWoRaUjcThqosOHigqYOhU+/RSOPBL++U+Z8BBCY6ncdjp83/d7jt50dOwF6I4qQiQIQtSIMWQDHA4HgwYNMl+dWog/A4CrgNdQxSFQBRS6du0aXHHme1SexgCfnw9QoTMnngjLl19IZuZBBg78tlVETyXa5H1yABUeZ8UzeTIqdy8Eu3fDzJnw/PPKM3TCCarYx5lnqspnNABPEbT+kFuHFTvgrfXwzg/wzhL1ATjiCJg4ESZMUPvr3LnxR1Xg+NHBYXsOw7HRoe6HzKh63jp8gup3ONqjiib43Oo//6zO2+rVqv/vvAPZSVA8sk3eI20Ej052dd7FL11/oefenrE9wBlEVQAlVZF7RDBDjCEboGkaOTk5iRYjtemCqjT3DLBX6SQzM8To7v+Aa/G7e4qKVEjSxIluli27nIyMQ/TubXWlV8EKtrhPDMAF7ALqUHlzzQ1LqUcVTLASwnU4quqiCQ0N8MwzKo9t/35V6vmRR5RXw8+Wb4cqpvC2/++dDjihr/o8dip88RMs2g4fV8BX38D338Pjj6ttO+dAYRfonQaFWRp9cjoxJBeG5sPgoyBzNOqcZKKMkEM05UHl0LrFUsqB1Ra2OxU/uVatUoVRfvkFLrwQXn4ZMqLIo0oktrhHBFN8J9bW91lPt4pusdv5CFROrhARuUcEM8QYsgFut5vvvvuOkSNH4nTK1E7CSEflDfxDVZMrLy8nPz8/eAZpD2pBzBP8m088ESZNepElS/4/Pvzwas47b07ryJ0iJPQ+OYjKifsW2O3T/n+o8KqAAXVE9qEqFLosbNsFFR5nsizGt9/C9Onq/5mZajHQW26B9u1D7OsIVNjYL+ZfOzQoLlQfekLFGbC8BD5eCl/8G35ywfrtsNbEk6UB/bvAkFzo0wV6dYTe2erTJ0e1O0aiFkBujbyGZUT2uPVCFY1o5N13lTetqkqV0L77bkimCWR5l9gXt9vt1UltWi0/FP7AVKa2fMfpqHtKsITcI63Hs88+y/Lly9m4cSNpaWmsXBntSuKthxhDNkHXrdTTFeLOIGAY8D0YRpiR1HLUbFwX/+b+/ddw3HGv89ln/48PP7yKysr4iZqKtPp98iPwFfBfzEteG6jQyc2oAcloIi90uAnlnbFS0MgJTCMoBK26Whk+Dz+sqp1NmQKPPWZhAVANtRDri0Q2FH6BnOfU2q1n9UCV0wcadHAdhNL9Omu276e8oTMb9zrYsFtVq9uyz3x3XTLh+L5w4stw4tVQdCrEbSyyFXWeIzEJ0FRY4YMPwp/+BGlpyht06aVxki3OyLskOdiRt0Ot7dXSAIIJSNGEKJF7pHWor69n8uTJjBo1infffTfR4oQlZY0ht9vtrTOvaRoOhwNd1/0GwJ72wHr0ododDgeappm2Q/AN6Gn3bO/5v9PpxDCMoO2dTmeQjKHaE90nM9mTpk+TdIyNav+GYXiP5SdjHTjecGBcYqBn+Pdp+PDP2LWrLxs2jOOKKwy6d/cPVzJb38DsHJhtq+t6kKfK7Xabtvn1qQ3oyfN/j07i2qdDOiwENjTJqGma3/Xg265X6Wqx1NVgnG6gdTfp0yFwfO1A+0xDd/vL4gmhCZRFO02DHvht/+mncM01TjZvhvx8gyef1DnnHM81ZkFPPYGJ4FjqCN8nPVhGTdNwoNOzE/ToaNCvXQ0FBcp7ous6ugG/HICfKuGXgxo/VcLPlbBpr8pLen+jxvsbgUXQOcvg2v81+N3vDLp0ieG1pznQl+h+xqtpnw4D+kBNlYPrrtN5+WUHubkGb72lc+KJDiD5nnuh/u2RMeWe5Qnu05NPPomu63z33XfBz30NuADc77gx/s9Ao+kZEJSrStOzwfeYxpEGjqMdYIierPbJ81uz51uy9qklevJ8d+jQIQ4ebFrbIT09nfT0dFrCb37zGwDee8/qSuKJI2WNoXXr1rF7t4p3yc3NpV+/fpSWlrJnzx7vNj169KBnz55s2bKFSp8p/r59+5KXl8eGDRv86tUPGjSInJwcvvvuO78Le9iwYaSnp7N6tX8Ae1FREXV1daxfr1YDXLt2LQ6Hg9GjR1NZWcnmzZu922ZmZjJ8+HD27t3L9u3bve3Z2dkMHjwYl8tFWVmZt90ufQKSr09bVtOxV0eyd2RTXl5OQUEBbrebXbt2ebfVNI0ejh5UP1fNhqM2YGT6PoDg+ONfZ/fu3rzzTh+OPXYSo0cv9X4feM6AoD552LJli9/fe/fuDVo9e/Xq1QwaNCioza9PbUhPNTU1tG/fPn59KhhM5VOVVG2t8rZ36NCBzp07U1FRQVVVU3tWVhZZWVns27eP2tpaFfb2OWQXZtNpUCdKa0ppONBAxi8ZtNvbjq5du5KZmUl5ebnfS6tbt244nU5crqa4ueqB1fQb04+6GtWnQ4ccPPZYb959V+UaXHxxHVdeuZ7sbDdr1kSpp0zo3bc3+aX5kfvUSOfOnenQoQO7d+/2W4OrtraW9u3be/vUDujXDsYO9u+TbsB/97Xjh6o8Pt0GSzbD/fc7ePLJBi65ZCd/+UtPDCMG115lPyo3VIbvkwa7TtjFzx/25aabOrNpk4N+/ap57LHNZGXVUVmZvM89D/Ist0ef8htLEG7bto0DBw74yUM72DB8A/8a9S+6VXajfW17fjXkV3Rs6EhVRhUZ9RkYGNS3q6e+Sz3tOrVjW/k23FluavrVUNerjiKjiLpa0ZPVPnXt2hWAn376ib1797aJPrVET579T5kyxU/ea6+9luuuu45UQVu71iz6u+1SXl7OySefzLZt2+jdWy3WkejZD7fbTU1NDZmZmWialvCZglj0yW6zH9H2yWgwaHi6gfR96SFn7R0Oh5pV72lgXGxAJlx//fXe7ysru7J48T3s22dw5plP0rv3RkDNFoL/tk899RSGYfi1Pf3007jd7qDtHA6H30PqySefxOFweGdhfI/RlvRkGAY1NTV06NDB1HMRsk+7nRhlhvL2ZKI+GeDs6ETvoGN0NJpC2/aB8xUnxl5zb0m0XpRo2j19BKArGFcZONqrPn38sc6MGQ62bdPo39/guec0JkxooZ4MDcfrDoz/Nr9PDQ0NpKWlWetTQPveKoNHP9d4/Cs4WKuRmwu33GJwzTU6HX3W+7HcJzdon2k4Vjgw3OH7VDXcYNYXGo89pmEYGldcofPQQwaevOpkfe4ZhkFdXR3t27c3lTEZ+xSuPRn6BFBXV+e9TyI94+fOnWv7PiWznkDpI9Drkcx9aomefvrpJ/r168fChQvp7rOWQiw8Qx7ee+89HnzwQckZsiNOpzMoeS5UqcVQSXaxbG/fvr335gK8RlEgoWSMtr01+hRIMvXJcBhoUzW0v2l+OglE0zS0Mg1eBS7x/y47ey+vvqpx6qkGS5deybRpf6FTp31RnQMr16jZ/gLb2oKeDMOgffv23oFtxP3UAouB1aCh4TSpO+vAoaqc9UMl038GHGgaPAcSqj1W50bTNLXw50VAB5XIP3MmPP64kv266+CBBzQ6dQKIgZ7OB+0lDc0VfZ8Mw6Bdu3YRtzc7XwC5HTXunQg3FcODa+Cpz+CPf9SYM8fJzTfDb34DWVkW+1SOClMsazpmKD197oLLX4ONm6BnT3juOTj99Pg9U1rzfjIMg4zG0nfyLLdHnwzDID093e/9Hk4WzzZ27lNzZIlVe0v7FK0+WqM9kXryfNexY0c6dYpcBejRRx/lxRdfDLvNwoULGTBgQNht7EYS1clpu+i6zurVq4NmBoTEoes6q/euRi+yqJOfgX9AO7f//MIpp8DRR39ATU0WS5bMwO2WW665RHWf1AOvYK20cgWqUtw/Uev+JJKewP8HdIP//EeVbH/8cSgshKVLYe5csPC+sk4G8GualYBtGAYulyt8oREL5HWAB4vhx7/DjTfCwYNw662qGMQ996hy4aGFAFYAz+I1hEKxohSmvgbFf1WG0GWXqbLhp5/eIvFthbxL7IfoxF6IPlrGZZddxsKFC8N+CgsLEy1m1KSsZ0gQLHEKapC108K2P8ETZz+hFr/z4cgjl1Be3p/t20fwww/HxUFIwQ8dtX5PaaIFiZIjgdNh+8/wp2vhtddU8xVXwKOPQtyWxshGGUR/Q3nTrDIE9ozZQ373fFVoohRri8eGoMcP8NhtyhB6+GF4+mmYNQseekitmXT22TB5cpO3CANYBHwTep+6AYs2woMrYeUO1Xb4UHjgQTjrrObLKgiCkIp07drVm3fVlhBjSBDCkQFcCryMWmgzEl8BRwM+6+lpmsFxx73Ojh1D+eqrM6ioiM/A9umnn479TpMNA3gf2Bin/Wuo8usDUOv1xKJ0ejvgdDg4BB74sxr819TA0KHKCDr11BgcIxI9UB6ptwi/9lE7VDng48HoblC3ug6KgGKUV60U5Wlrhwr36whsBz4lsqHkBhZB/hWqzPUtt6j+P/00/P3v6pOeDiedBGecAQU7IX0TpDvVx6Gpkt87KqG0Qn3W7oRtjZ6l4/vALTfB6Tcm19pBgiAIyUhZWRkVFRWUlZXhdrvZsEGVZ+3Tpw8dOnRIsHT+iDEkCJHoBFyGmjnfHX5TQC3MGbAIXnb2XkaM+JQ1aybxwANw332xFlIA1EKbVkLjmkNP4EJUjhEoT84y4Gua7xHpDPtPgVc/gdlnwS+/QNeuMGcOXH21WvOm1cgDrkYZeLtQfVIVptUnA8gHb+pVYIX4LNQCtIH0Q507K2srlaI8PWMgLw9mz1brKX32Gbz/vvosWaI+VnBqcM5QuGU8HDsV5bWNtA6UIMQRmbQSUoWnnnqK999/3/v3tGnTAHjxxRcZO3ZsosQyRYwhG+BwOCgqKgqZ/Ca0PkE68RhELxPZIFoDTITAfP0xYz5kw4ZiHn20E9deG2uJ2z4R75OVqPyReNAP+H8og8BDBmpwPbLx2BsxX5g1ECfoPeGTWnjxM3jnVuUJatdO5czMmqUMooSgoYw9C57LqJ5bg1Gep1eB4Ary/ixFrSfo33QAACAASURBVAHUmBuVlgYTJqjPo4/C+nfg4+fhYB3UuZs+9Trkd4Q+OU2fnlmNBuXxwIm0eUNI3iX2Q3RiL0Qfrcfs2bOZPXt2osWwhBhDNqGuro7MzMzIGwqtRpBOsmjyEIUb0B0CNgFD/ZszMqo56qjFrFgxjdtvx698sGCNkPfJOuCjOB10KHA+oZ+WhSiPUT0qt6zM57MPZRR3hvpCKNkLi7+FBfeAZ/mInj1VMv/06TBwYJz6ECeiem7lAucCzxPek1YDfIg65wFo/4Xh62D4MRYF7A5MRXmmUgR5l9gP0Ym9EH0IgYgxZAN0XWf9+vUUFRWFLIEotC4hdZIFTAHCV5ZUoXJDg5uHD1+OyzWN+fPhvPN6063bT7ETuo0TUidVqET6eFAEnI21uptpqPLcvZqafvoJFi+GDxfDsmXgWfcuLQ3OOw+uvFIVBWiXhE/iZj23eqFy6r6IsN33jdseifLA7W/8zVdY875pwDjgJFLqLSfvEvthRScSOtd6yD0imJFCrwlBiBGFqFnucN6hTaiE8qzgF91bb8G0aVBSci5nnfUEIZZhEayynMi5KADtgSuALo3bV6CS+7eiclXqfLZ1osKqjieq0KqGBigpgX/+U32++67pu+7dYcoUVRDhlFMgN9f6ftsUE4AfiFx8YgnwCcoo2o41IwiUUXoRKrRREARBECIgxpAgRIsGjEYlz4dCR+UOmVTSPu88KC6GkpKhlJYOo2/f9XERMyXYi/IWRCINVT66u8/fWUBvYDyqGMAvKAPXgRpIZ1sTwTCUAfTMMyrBv6JCtTscMH68Mn5OOw1Gj5YqZoDy9JwOvGZh2zqUsWoVB3ABYggJgiAIlkkqY+jnn3/mr3/9K19++SW7d++mW7dunHnmmVx11VWktWrZpdgjyXz2I6xORgEfE362+lvUQDvAs6Bpqnzy+PHKO1RYuKHFsqYKQTr5F8FVzYJ+hBogh1sHztn4fRRrxR04AK+8AvPmNXmAcnPh4ovVQp6TJ7d970+zn1tDgcNRHqJYMhVVrCGFkXeJ/RCd2AvRhxBIUhlDW7duRdd1Zs2aRWFhIZs3b+auu+6iurqa3//+94kWr9k4nU5Gjx6daDEEHyLqJAu13sx/w+xkD7AD6BP81bhxMGDAN2zZciTr18tCrFYI0slPqMIJkTiLmA6QDx2CO++Ev/4VDh5UbZMnw7XXwplnJmf+T3No8XPrNGAL0S30Go5TUZX9Uhh5l9gP0Ym9EH0IZiSVeXzcccdx7733Mm7cOAoLCznppJO4/PLLWbYsXLyS/TEMg4qKCgyjBcu3CzHFkk6OtLCjb0N/VVz8Dk5nHV9+eRa7raxflOL46cTAWvW4vqgiCDHis89g5Eh4+GG1AOjNN8N//6vWvZk6NXUMIYjBcysbVYI+FhwPHBujfSUx8i6xH6ITeyH6EMxIKmPIjAMHDpCTE3pRjLq6Og4ePOj9HDp0qBWls4au62zevBldt5ohLMQbSzoZDEQqj70O/8R8H7Kz91JUtJTa2o7cfnszBU0h/HSyEVX0IBKTicnaMlVV8NvfwoknwpYtcNVVsHWrCnccnKJhWTF5bh2FadXFqBiPKsogyLvEhohO7IXoQzAjqecxS0tLWbBgATfffHPIbZ5//nnmzZvXilIJKYMTlTu0Msw2dSiDKIRXfvToj9i48ViefTaXq66KuYRtEzdqYc5IHIFfmevmUlKi1gHatAl694bnn1fV4IQY4ADOA/4DlBBy4sCUnigjaFAc5BIEQRBSBlsYQ48++igvvhh+4ZaFCxcyYMAA79/l5eVcc801TJ48mfPPN1mdr5EZM2Zw6aWXev/euXMnU6ZMabnQggDKyAlnDIEKlQthDKWl1TNu3Nt89NFVXH+9CsGSUtsR+IbwZc1BGaotDMHSdfjLX2DWLHC71ZpAjzwCYRzRQnNIQ60HNA41cfANKh/MDA3lSSpGFbuQe0UQBEFoIbYwhi677LKIBkphYVOZp507dzJ9+nSKioq48847w/4uPT2d9PR07992DJMDZDVkG2JJJ91Q5ZnDrZ1aCpQBPcy/HjBgNRMnwr/+Be3bH82QIV9GPGyqLtLX3tkebZmFEfDRqPWEmkl5OVxyCSxdqirCvfQSnHVW8/fXVonpcysDlYd3JLATZRRtQpVP74IKSz0G6Bq7Q7ZF5F1iP0Qn9kL0IQRiC2Ooa9eudO1q7Q1XXl7O9OnTGTZsGPfcc0+bKJHodDoZPnx4osUQfIhKJ6MJbwwB/Bv4H/OvNA2eeEJ5hUpKptKv3xrS02NVYqvt4HQ6GXZwGFRH2DATOKH5x/n4Y7joInC54LjjYMECFR4n+BPX51Z3VHW4U1Hl65P/Md8qyLvEfohO7IXoQzAjqV4x5eXlXHnllRQUFHDzzTezb98+du/eze4kL8Wl6zq7d++WhD4bEZVOjkCF+oRjA8o7FIJhw+D666GqqjOrVp0ehaSpg16tc+ijQ5GrAJ0AtI9+/w0NqmT2yScrz9Btt8Enn4ghFIpWe24l1Vsqsci7xH6ITuyF6EMwI6leMyUlJZSWlvLFF19w8sknc9JJJ3k/yYxhGGzfvl1KPdqIqHSSgTKIIvHv8F/fdRe0b1/Jd9+dxP793SzsMLUwPjeocEUoidoZFSIXJZs2qUVw774bunVTpbLvvTe1SmVHizy37IfoxH6ITuyF6EMwI6le9VOnTmXq1KmJFkMQgjkOWI1a/yYUHu9QiNyhnBw4+uj3+fe/L+bLL8+OuYhJTQ1oJRZyhSYQ1VPNMODZZ+F3v1Pls884A154AfLzmy2pIAiCIAhJRFJ5hgTBtuQCIy1sF8E7NHTo53TpUsaPP47hy8h1FFKHz4GaCNvkYc1D14jLBWeeCddco/5+5hlYtEgMIUEQBEFIJcQYsgnZ2dmJFkEIIGqdnEDkUr8RcoccDp1jjnkPgFtuUZ6LlKcatQYNkJGREXq7X2H5ibZmDRQVwT//CUcfDd9+C1dfLWXNo0WeW/ZDdGI/RCf2QvQhBJJUYXJtFafTyeBUXcbepjRLJx7v0JoI24WpLPf0009jGHD88fDvf8PixdGJ0CYpAWrB4XCQm5trvk13wGKBoBUrVDhcRQXMnAl//rPkBjUHeW7ZD9GJ/RCd2AvRh2CGeIZsgK7r/PLLL1LdxEY0WycnEPmuiuAd0jR48EH17z/9CXQ9hd0VVagQOVTi64EDB8wTX3+FpQU4lyyBSZOUIfTUUzB7thhCzUWeW/ZDdGI/RCf2QvQhmCHGkA0wDIOysjKpbmIjmq2TGOUOjRsHU6fC2rXw3/82ozxaW2ElUKf+GdIYKgAOj7yrt95SC6fW1cHf/w6/+U2shU0t5LllP0Qn9kN0Yi9EH4IZYgwJQqyx6B3qUNMh7Cb33w9OJ3z11Vk0NKSg+6IK+MLCdr8iolfoxRfhwgvB4YC334ZLLmm5eIIgCIIgJD8pOMIShDjTFeUdWh1+s4eufgiOCf390KEwfTo8+2xXvv/+VxQVLYullPbnK6A+wjY9gMPCb/LuuzBjBnTsCO+/D0m+LJkgCIIgCDFEPEM2QNM0cnNz0aSUlW1osU6seIe2Rt7NnXdCu3Z1fPPNKdTUdGyeLMlIAxBQWlzTNDp06OCvk5MI6xX65hu4+GKVF/R//yeGUCyR55b9EJ3YD9GJvRB9CGaIMWQDHA4H/fr1w+EQddiFFuukKxE9Fmwn/CKtQM+ecOut6dTWdqS+fk7zZElGvgMO+Tdpmkbnzp2bXmK9gDBFgX7+WeUIVVXBc8/BCSfES9jURJ5b9kN0Yj9EJ/ZC9CGYEVWYXE1NDYsXL+abb75h165dOBwOevfuzYQJEzj22GPjJWObR9d1SktL6dOnj9ygNiEmOhkI/BDm+2rAhQr1CsPMmSr5/x//gGnT4OyzmydO0mDgXVfIr9kwqKioICcnRxlEYdZ1OnRInadffoFbb4XLLounwKmJPLfsh+jEfohO7IXoo3X4+eef+etf/8qXX37J7t276datG2eeeSZXXXUVaWlpiRYvCMtXQmlpKVOmTOGxxx7j888/Z+XKlWiaxrp167jmmmu4+eabaWhoiOrgX3/9Nf/7v//LhAkTGDFiBP/6178i/uarr77iggsu4Mgjj+T000/nvffei+qYdsQwDPbs2SPVTWxETHTSz8I22yJvkpkJL72kkv+vvhr27m2+SEnBZmBXcLNhGFRVVSmd5AJDzH+u66pAwjffwLnnwr33xlPY1EWeW/ZDdGI/RCf2QvTROmzduhVd15k1axbvvvsut9xyC2+88QaPP/54okUzxbIxdP/99zN+/Hg+/fRTli5dyo033oiu67zyyissXLiQdevW8eyzz0Z18OrqaoYMGcJtt91mafuffvqJ3/zmN4wdO5a33nqLiy++mLvuuosVK1ZEdVxBaBVygawI21jIGwI45hj4/e/B5YKbbmqpYDbHxCsURDEhvUK33aaKJowZo0poy+SfIAiCILQexx13HPfeey/jxo2jsLCQk046icsvv5xly+xZCMpymNyqVat48803vfH6l156KU899RT79++nb9++3HLLLTz44INcd911lg9+/PHHc/zxx1ve/o033qBXr1784Q9/AGDAgAF8++23zJ8/n/Hjx5v+pq6ujrq6Ou/fFRUVAGzYsIH9+/cDKhfB4XCg67rfbIGn3e12++0zVLvD4UDTNNN2IGiRL097Q0MDW7duJS0tDYfDgdPpxDCMoO2dTmeQjKHaE90nM9mTqU+6rnt10q5xVc7m9CnNkYaz3Ondv2EY/n3dD/Wj6tGJ3KcLL4S33spi/nwnRx99iF/9qqnUWlvRk7ZbI6Mkw9uuaZpXFsMw2L1vN4c6HaI+vR79++A+LVyYxl/+0p5u3XQefPAAW7caCe9ToIxtQU8embZu3Up6ejrt2rVrE33ylTEZ9eTRSUZGBoEka5/CtSdDnwzD8Hu/t4U+JbOePPpIT0/3K6KQzH1qiZ5cLhegxsYdOzYVaUpPTyc9PZ1YcuDAAXJycmK6z1hh2RjKysri0KGmjObq6mrcbrc39m/IkCHs2mUS2xJD1qxZE5SbNG7cOB588MGQv3n++eeZN29eUPukSZNiLp8gNItmeI2vvz72YiQVj4b/etcumDixdUQRBEEQhGTmvPPO8/v72muvjcq5EYnS0lIWLFjAzTffHLN9xhLLxtCxxx7LnDlzuOOOO0hPT+fxxx9n6NChXkuyrKyMrl27xk1QgD179pCbm+vXlpuby8GDB6mpqSEzMzPoNzNmzODSSy/1/r1//35OO+00tm3bRnZ2NpD42Y/6+nrWrVvH8OHDcTqdCZ8piEWf7Db7EW2f3G63Vycegz/Z+2Sl3c598uhkxIgR3uMme58iyW7nPvnqQzxD9uiTRycjR44kkGTtU7j2ZOiTrut8//333vd7W+hTMuvJo48jjjjCkqcuGfrUEj1VVlbSr18/Fi9eTOfOnb3bhPIKPfroo7z44oum33lYuHAhAwYM8P5dXl7ONddcw+TJkzn//PPD/jZRWDaGfve733HDDTcwdepUNE2joKCAxx57zPv9vn37uPzyy+MhY4sI5err0qWL1xhKNG63m06dOtGlSxe/h6WQOEQn9sOjk5ycHNGJDRB92A+PTrKzs0UnNkHeJfbCo4/OnTuLPsB7Djp37kynTp0ibn/ZZZcxZcqUsNsUFhZ6/71z506mT59OUVERd955Z8uEjSOWjaHc3FxeeeUVtm/fTl1dHf379/fmUgBMnjw5LgIGyrBnzx6/tj179tCpUydTr5AgCIIgCIIgCC2na9eulqPAysvLmT59OsOGDeOee+7x88TZjajWGQLo27cvoEK7tm7dSmFhoZ9RFE9GjRrFZ5995tdWUlLCqFGjWuX48cTOF0mqIjqxH6ITeyH6sB+iE/shOrEXoo/4U15ezpVXXkmPHj24+eab2bdvn/e7vLy8BEpmTtRWTHV1Nffffz/vv/8+AIsWLaKwsJD77ruP7t27M2PGDMv7qqqqorS01Pv3zz//zIYNG8jJyaFHjx489thj7Ny5k/vuuw+ACy64gNdee41HHnmEqVOn8uWXX/LRRx8xd+7caLthK5xOJ6NHj060GIIPohP7ITqxF6IP+yE6sR+iE3sh+mgdSkpKKC0tpbS0lJNPPtnvu7Vr1yZIqtBEbR4//vjjbNy4kRdffNEvF+fYY49lyZIlUe1r3bp1TJs2jWnTpgEwZ84cpk2bxlNPPQXArl27KCsr827fu3dv5s6dS0lJCeeffz4vv/wyd911V8iy2smCYRhUVFTIImA2QnRiP0Qn9kL0YT9EJ/ZDdGIvRB+tw9SpU1m7dq3px45E7Rn6+OOPmTNnDqNGjfKr0T5o0CB27NgR1b7Gjh0b9sTMnj3b9DdvvvlmVMexO7qus3nzZoqKiiShzyaITuyH6MReiD7sh+jEfohO7IXoQzAjas/Qvn37TJOnqqur/YwjQRAEQRAEQRAEOxO1MTRs2DCWL1/u/dtjAL399tttopCBIAiCIAiCIAipQdRhcjfeeCPXXnstW7Zswe1288orr/Djjz+yevVqXnrppXjImBJIaXD7ITqxH6ITeyH6sB+iE/shOrEXog8hEG3t2rVRZ5Ht2LGDF154gY0bN1JVVcXhhx/OlVdeyZAhQ+IhY0w5ePAgxcXFVFRU2GbRVUEQBEEQBEFoTSorK8nJyaGkpMTSoqttlWYtEFRYWMhdd90VY1FSF13X2bt3L127dpX69zZBdGI/RCf2QvRhP0Qn9kN0Yi9EH4IZMbsSGhoa/MpgC9YxDIPt27dLqUcbITqxH6ITeyH6sB+iE/shOrEXog/BjJgZQz/++COnnnpqrHYnCIIgCIIgCIIQV8RHKAiCIAiCIAhCSmI5Z+iCCy4I+31NTU2LhUllpJiD/RCd2A/Rib0QfdgP0Yn9EJ3YC9GHEIhlY8gTBte7d2/T73ft2sX27dtjJlgq4XQ6GTx4cKLFEHwQndgP0Ym9EH3YD9GJ/RCd2AvRh2CGZWNo0KBBjBw5kgsvvND0+w0bNvD222/HTLBUQtd1XC4XBQUFUt3EJohO7IfoxF6IPuyH6MR+iE7shehDMMPylTB69Gi2bdsW8vuOHTsyZsyYWMiUchiGQVlZmVQ3sRGiE/shOrEXog/7ITqxH6ITeyH6EMyw7Bn605/+FPb7wsJCXnzxxRYLJAiCIAiCIAiC0BqIj1AQBEEQBEEQhJTEsmdIiB+appGbm4umaYkWRWgkEToxDAOP597hkGshELlP7IXow36ITuyH6MReiD4EM8QYsgEOh4N+/folWgzBh9bQicf48UQujx8/Hle5y3cDehQUUFJSElc5kgW5T+yF6MN+iE7sh+jEXog+BDMkTM4G6LrOtm3b0HU90aIIjcRbJ8cWF9N/4EAGDBrIwEEDGThwINu2bqG2ulp9amqora2lzOWKvLMUQe4TeyH6sB+iE/shOrEXog/BDDGGbIBhGOzZs0eqm9iIeOpE1w1c5eXK4PEaP9X+x/L8W9PkumhE7hN7IfqwH6IT+yE6sReiD8GMqI2hLVu2hPxuxYoVLRJGENoyhmHg1g0VFmfQZPCE/gEAuoE8uAVBEARBEOJA1MbQhRdeyIIFC/za6urqmD17NjfccEPMBBOEtoRhGOgeZw+gYdG4EYNIEARBEAQhbkRdQOGee+7h3nvvZfny5dxzzz3s3r2bP/7xj+i6zssvvxwPGds8mqbRo0cPqW5iI2Kpk+LiYsrKy9UfhoEGVFdXW9p3TXU1AwcOAE0DQxlRBSlaVEHuE3sh+rAfohP7ITqxF6IPwQxt7dq1UU83u1wu7rjjDjZs2EB1dTVTpkzh97//Pe3bt4+HjDHl4MGDFBcXU1FRQXZ2dqLFEVKAfv37U1tbS1N8nEridDj8HbNh2zwPbsMgMzOTrVu3toLkgiAIgiC0VSorK8nJyaGkpIROnTolWpyE0ewCCvX19bjdbtxuN3l5eWRkZMRSrpTC7XazadMm3G53okURGompTrwzUC0Ic5MIOblPbIbow36ITuyH6MReiD4EM6I2hhYvXsy5555LVlYWH3zwAXPnzuWtt97isssuY8eOHfGQMSWorKxMtAhCALHQiTfPp8XGjGcHqe3al/vEXog+7IfoxH6ITuyF6EMIJGpj6M477+TGG2/kySefpGvXrowbN4533nmH7t27M23atHjIKAhJS1PNgxi5dlLbFhIEQRAEQYgpURdQeP311+nfv79fW05ODg8//DCLFi2KmWCCkOwYhuGbJhSDHQKaRMwJgiAIgiDEiqg9Q4GGkC9nnXVWi4RJVTRNo2/fvlLdxEbEQicx9wqleKic3Cf2QvRhP0Qn9kN0Yi9EH4IZUXuGhNjjcDjIy8tLtBiCD7HQSVxMFyPWO0we5D6xF6IP+yE6sR+iE3sh+hDMaHY1OSF2uN1u1q1bJ9VNbERLdaI3rrDqiLnhovabiguwyn1iL0Qf9kN0Yj9EJ/ZC9CGYYQtjaMGCBZxyyimMGTOGX//616xduzbktu+99x4jRozw+4wZM6YVpY0PNTU1iRZBCKAlOvF6heLkik9BWwiQ+8RuiD7sh+jEfohO7IXoQwgk4WFyH374IXPmzOGOO+5g5MiRzJ8/n6uvvppFixaRm5tr+ptOnTpJsQbBtsTPK9SIIUUUBEEQBEEQYkGzjKFVq1bx5ptvsmPHDh555BHy8/NZtGgRvXr14sgjj4xqX3//+98577zzOOeccwCYNWsWn332Ge+++y4zZsww/Y2maRLzKdiS4uJiysrLAdAa3TfV1dUx9hCp/eq6gSNuFpcKxdMNZdRJsmnbRNdVxUNnHK8jQRAEQbAzURtDS5cuZebMmZxxxhls2LCBuro6AA4cOMBzzz3HvHnzLO+rvr6e9evXM336dG+bw+Hg2GOPZc2aNSF/V1VVxeTJk9F1ncMPP5wbb7yRQYMGmW5bV1fnlRHg0KFDgIob9cSMapqGw+FA13W/XAxPe2Bsaah2h8OBpmmm7QC6rpu2G4bBgAEDMAwDt9uN0+lUA9GA7Z1OZ5CModoT3Scz2ZOpT7468RzLSp/KXC5qa2vxraltGEZMjQkNvLI7Dc1yn6y0e/pUXFyMq3xnU7EGw6AgP58VK1YEbd9aevLoRNM002uprVx7rdWn8ePH49q5U/1hGGhAfn4+K1eutNQnX30AtuhTW9RTNH0yDIOBAwe2qT6Fa0+GPgEMGjTI+35vC31KZj0B3vGiFX0kQ59aoifJnVJEbQw9++yz3HHHHZx99tksXrzY2z569GieffbZqPa1b98+3G53UDhcbm4uW7duNf1Nv379uPvuuxkyZAgHDhzg5Zdf5pJLLuHdd9+loKAgaPvnn3/e1ED77rvv6NSpk/d4/fr1o7S0lD179ni36dGjBz179mTLli1+Kxb37duXvLw8NmzY4Bd7OmjQIHJycvjuu+/8Luxhw4aRnp7O6tWr/WQoKiqirq6O9evXe9scDgejR4+msrKSzZs3e9szMzMZPnw4e/fuZfv27d727OxsBg8ejMvloqyszO8cSp9av0+G7nkQxTeQbePGDVTX1OBAPdhi3aeysjLq6ur9Kte5XC6//SSzntritRdtn1wuF7WeiaJG472srAyXy5W0fWqLempOnzRNa3N9SnY9bdq0qc31KZn1tG3btjbXp+boaffu3QigrV27NqpR29ixY3nvvffo1asXxxxzDG+99RaFhYXs2LGDqVOnsmrVKsv72rlzJxMnTmT+/PkUFRV52x955BG+/vprXn311Yj7qK+vZ8qUKZx22mlcf/31Qd+beYZOPvlk9u7dS3Z2NpD42Y/6+nq+//57jjjiCJxOZ8JnCmLRJ7vNfkTbJ7fb7dVJWlqapT4ZhsGgIUOora7B1xjSdd2771i0GYZBZvv2oKkVWDUM8vPz+fzzz2OmpwEDBlDj9XABGmRkZPLj5k1B27eWnjw6GTlypPe40fQpWa691urTwEGDqa31SSQ2DDIzM/nxxx8t9clXH+3atbNFn9qinqLpk0cno0aNIpBk7VO49mTok67rfP/99wwfPhyn09km+pTMevLo44gjjvB7tyZzn1qip8rKSrp27UpJSYnXQZCKRO0Zys3NpbS0lF69evm1f/vtt/Tu3TuqfXXp0gWn0+lnyQLs2bMnZPGEQNLS0hg6dCg7duww/T49PZ309PSgdo/R4UvgoNN323i3G4bhJ5Omaabbh5Ix2vbW6FMgydYnj048YUCR+qS3klfIMAxqa2qUMaQaKG/MU4qVnvx7YIChgdb0AvClNfXkCTkMdS2F2k+yXXtW2lvcJ28IpM+/fbaLRh/Ryh6q3axPum54X96BpISeIrQH7tszGGpLfWqN9nj2Sdd10zFHtDJG2y56Cq0Ph8PR6voI1Z5IPYX6LtWIurT2+eefzwMPPMB3332Hpmns2rWLDz74gIcffpgLLrggqn2lpaUxbNgwvvjiC2+brut8/vnnpjNbZrjdbjZt2iQFFYSE0+oV3lrlgP4Gnt7qnRTigXf20Ce3zW6r+RYXF9Ov/wAGDBpI/wED6d+/P8XFxYkWSxAEQWhjRO0Zmj59OrquM2PGDGpqarj88stJT0/nsssu46KLLopagEsvvZTbbruN4cOHM2LECObPn091dTVTp04FYObMmXTv3p2bbroJgHnz5jFq1CgKCws5cOAAf/vb3ygrK+O8886L+tiCECv8B5etdlTUADYeg1iTfXoLScS3ip3QmvhcsDZTqbcYiQfDwOVyJU4gQRAEoU0StTGkaRpXXXUVV1xxBaWlpVRVVTFw4EA6dOjQLAFOPfVU9u7dy9y5c9m9ezdDhw7lmWee8Xp6ysrK/MJyKisrueuuu9i9ezfZ2dkMGzaM+fPnM3DgwGYd3w44HA6GDRsW0sUptD7R6sRjCwUGmLUKrWQLseTczQAAIABJREFUecwug9hXyLOC3CexI2jR3ka7OpqrN+768IaBYjtDza7IPWI/RCf2QvQhmBF1AYVk5+DBgxQXF1NRUeEtoJBoPMlzZvkYQmKIRiee9Xg0YODAAUGrW8e6gIJ/m9ZY3CCDbSEqMDaHfgMGBBWCMAyD9u3bYzSeD80wKCgooKSkJGbHDYfcJ7HDrasSzLU11U2NmkZGRibbtm6xtI946kPXDQYMGkhtdbVXNgzIzMwIWWlUaJ17RNamig55btkL0Yc/lZWV5OTkSAGFaH9QW1vLq6++ypdffsnevXuDKl288cYbMRMuVdB1ndWrV1NUVCTJbDYhGp14vUIJea7GPlSu6Z42gtqVoac1uohaN2xJ7pPYEEq/QFSXUbz0YRiGfypTM2RLVaJ7bkXv3fVdVBrDoEcrToYkK/LcsheiD8GMqI2hWbNmUVJSwqRJkxgxYoRY1kLK400/T+S9EMNDB4VQBW9B/HKVhHjTFNIZ+IXn+9YPgfRFNws5bUYYn2COr0ETrXfXL4/LQHK4BEFoE0RtDC1fvpynn36a0aNHx0MeQUgqPOW0ExoxkqhBrNhCfrh9rgU7TxKFNigSb2qEvp/EAI8VZa7ypvWlovbuan7/TPwVIwiC0HKiNoa6d+/e7GIJgtAWMAwDw4Bx48fjKlcDCc8Ma4IkapQrNqF6piFKQRupg8lgSHFscTEuT/gQ0CM/35bhQ54QuXCXSayuo2jxhMdphDAmpZBCizEMI+AcRnlCvWtTeS4SUYggCMlP1MbQ73//ex599FFmzZpFz5494yFTyuFwOCgqKpLqJjbCTCeeQgkeXOUuvyIDCQ0ZMWIzSxuYAxiRVhw12/k+cZWXq4VwGwfsZa7yiL9JBBHz26K4jmKpD19jUmsUsrq6OsAo8hj9iQ3jszORdNKULtZ4oUZxGk2XDxA1RMTOz61URPQhmBG1MTR8+HDq6uo47bTTyMzMpF07/12sWLEiZsKlEnV1dWRmZiZaDMGHuro6MjIygrxAGFBQkN84aLOLbyQ2A8UmW8hCvyKE58Vj0GrH+yRoAVNDDTLtuB6T1fw2q7qLlT6ajEn/6oXm11WiipUkB6F0ElyYQhlEhkWLJujZ0MrhuZ7JqERUsWtpH+343EplRB9CIFEbQ7fccgs7d+7khhtuIDc3V2boYoCu66xfv16qm9gAz8C2ocHN2nXrKBqldOJyufzKEJfbLHHYcxfqBjhjcEtaHB6p/5oMTj3ldzUjdgaBXe8TPciANLweFquDKM91Zzb5HqscJCshctGEXMZKH548IQuVO6I+r3aiNWQOp5Pg67QRiyIFaye24bnh8K9ip0y41irr39JnWWs8t3TdQLN5rqJdsOt7REgsURtDa9as4R//+AeHHXZYPOQRhFbHkwPkedmPb/QCGW4dzaHRo6AgMYupRkksFkRtTi8DfxOYPxOpBK9nsBGI3QsRQIjQIZoqoekGOAivj8DzVZCvcs+8nkigID+fz1s48LNSAt6bEmJpfwa6YUQfWumDV/eWd2F9AO65r+0ySNTVzZkQz4bH4AzK8rHo3Ql1nYdoijl+VeyUQK0Slhx4b7b22mpWCAwxtZt8gpAMRG0M9e/fP2hRSUFIVvxmHFGDTuUFarrGk6F8bHV1NQMGDmgaIUYwQMwGP9Y8B0E7AppCwnTdUCFPnlyqxmOUmZzDwHMPUF9XR1pauleI5rzc3boK/GmNEDXTMtCNODT1vW6EnlX2ni+fELFyVxlA0zWoabjKy3HrRrMNRO+AyWiSNTgnR7UNHDjQa1mHmoH37M/QdbTG2PuC/HxKVq7026fHIPHg+UrTNP+CCRaH1FaNNbsNYv3kMaBHQesW2PCcr+Br0JpxGTJ8trVC5Xyea43WbfyO5YPLU3nPc6Ea9nsfeJ8f0GpGoiC0NaI2hm666SYeeughbrjhBgYPHhyUM5TKK9i2BEnmSwxlvi87DMpdrqTMCTYMw2/wDOZJ/L5FIEIN0KMZZ/gOTt267+yxT+hTiMFLmW/RAY8nRdfR3e4mQQIGH+HukyCPFNF7VLwGYRShbaG2HDdunDICG/dVkF/AyhUrcDg0/2IcjR6DMAfyns5whlU4rObkqOuoGt/k+kBDNtiAU9u6ysu93g8P431z7RopyC/wyy2Nti+RPKCGYQQVtIDoB7GxGuB75amuCXlOY0mooi/hTnMk49Kbaxbim3Chsi318AaFUTbqNN4eKW/lPe/zSWv2ceP1fjcCzolUtLCGjLeEQKI2hq655hoAZsyY4dfueXGsWbMmNpKlEE6nU9ZtSgD+ZWbtHwZnGa8B0uSxMSsHrrZtmqVubrSTd7xAiFl+z0Dep6CAbmY4hdp5I+HuE/8BsP8A3cqgVteNgCIZ4T1rjZsoEUPsOsjDWO7yNxqx7hXRMBg/fpyfd6GgwJqh53+urdJogDUasr6eP6/KmkqTgQE1VVVNXqXG5prqqqBzv23rVh/vk/LimXmpzAj2gPqfB7+QS+9A0TOItT5Q9BgRsch58/Oq+JxTKzJ4fu/ZRaQQO6fTSVFREYahrjOvMerj5Qs+UNPxQhmXYD7MNvPUGYZB8bjQz5loCb5sPfd3nPOvAr1hzSwnHs/3u5+M3utcCIeMtwQzojaGXnjhhXjIkdIYhkFlZSXZ2dm2iG1PFZpm5tvg68MzkMJ/8O1fCEK9PD2hal6DJopr0G9wGnJga3jHgX75WZEMocbBh2cQG+o+8fey+A/QocmbYrp0jc9A01sq3YInIeKaOCZoRqBBowwuq5R7jSvrhp63gpj6y/KxfHbg/aXnOgplwDV5lfzbgr1PuqXtzMXx8YD6nAdPaGSQIeSVvnGgaOE4wTlvLRjIB1Vwa/p3qGqDgTl04wMqWYaSxTAM3HrTPeLQNFyuMgshv6G9O552CG17eMJBfe9tdS8FP2ei9baFLK4REJ4ba0IfF8vXkfcncXq/B+dxeZ9IMTtGW0TGW4IZURtDY8eOjYccKY2u62zevDnlq5vEOu48XMhTuITgtoLfTH3jiKzGz1BpnE3Ef6AbDf6D06a2wHPuW1DAcxzLRSkad2V2n5gbQj4/NZoGyeFsXodGU6n0xtl7I6yR0bj/KE9YeUzy0YINvVADQiPMubGK/3UUnScnvng8UtUMHDTQ26oZgdc5TYNnI3xBi1AexuauG2Wea9NkYPreK8HeSeX1CjSCQ8ni8cYYbh2HQ6OgoMDS/ewZPoe6QiJNkmiNEyG6XxcD+mvxevU7rl9OWWjZ4vHeCH3c8IajGfF6v4fMV0z0bWkR38IrrfkskfGWYEbUxtDXX38d9vujjjqq2cIIqYt3UGvEptpScIUu/5CicInvbQVrM/VG6FFQDFGJ+R4PkjrvlgbUPjPAwV/550OE2tP48eP8BpAFBfmASo6m0e8UFD4UYvbeLwQoXOhRK+Br6Hk8I76V06wMJq1g1eOTKAxD9/FCeNpM5PMxiEKVnzf3MPqHnFqXK8z5DzDOPMf196gElvAP7eFy60bQb6MxtBvtmaD9Wi2q4rkONVQOmNn2wWGUkYq8NMkWboNoDBMreJ8poXTt4+VO1D0QUi/ecxJ72TzPYLPXRTR5YYHVWxsbvf8MfI4JQmsQtTF05ZVXBrX5XrSSM9T2CKwIBU0vn1g9sIrHBYcPtaTaUmAVIFd5uV/eA4RPKE4laqqrfAyV+Mz8W/Ughfx9wN/+1bnCyxyYu+MZYIb30BjeQU9gvkxLBp2xRhl6Lr/RoKdQg+ec2W3h10Th6wExMx5D51aZe3IioYcZzPvK4uctjeTBM/FwuUPKbR0/746ZhzVMl4uLi3G5XE05/Jjfi1aKc/hu6zUkQ3mk8DmHMQiXs/5M8ddB4+Z+p9/zi6YieIbPp+m75j5jIxlsoQz+wPXMfAl3/kKW/3e5vJ0tyC+gZOWKsF5Xz3kaP35843NTadk7QRVmAtOsH1YWj/YYy2JcCeGI2hjyrQIE0NDQwA8//MDcuXO5/vrrYyZYqtHaqyH7PpgCH9zesreGScI9AdWgjOBBRXNkCay21JIBZlAVIJ+xgl/egzwcgZYbKnHHxzuUmZlpWo5abRZbmTWfQbDfddOCkLNYE2jogeYt1ABi8Pvi8U4aPoNxz7PM17Nh5i3WfIyQUPoPfH5C+OeMr8cyKg+jiSyh5LZKcXGxksXnvEDTczicfC6XK2i5jfD3oufFo6lw1LChgqGNEnN9Nm89ruDwyND9MDNkfQtVBF5bbt0gPSMT3YDjxvmHQUZaPNYslCyit87zvguQPeJ6ZoZ5PlrQcgmYlP9vfO54jOmA2AM/NAjKZQuaoNLMlxPwC4sGby6o2bVmlvtXUJDPiv/8p9XHW4L9idoYysrKCmobN24caWlpzJkzhzfeeCMmgqUSDoeDoYcPi+nAJdRCiH4zM6GMHJ/f+ifcK7Zt3aI8CYBnls93UBGtYRTrijhmcfq+IUUgs+XJhEdTDqeTww8f1pSQ3gpGSUsKHiQGozEcSd2f4WbqUw3DMIIG7du2bm3KNzJCh2/6hXk2Ul9XR1p6ut920ZQNb+56Zr6Dcd/QtJYQ7D0NHOzGwQMaYNR57mZvIRPf0h8mRkmQPhsH0NF6iUwrEIbBzwhTPwrOUcPznhzo19ZUXbHRgDPM1wVSxmmwx9f32gp9O/uHD3oMiECDxuUqQwP/fLSAIhf+iyKHOzcGGAEFYggwuBr30cNKLpuPq820XL/nnJkYweb91bwRIprmYNiwYSn/PBT8idoYCkVubi7btm2L1e5SBu9DD7xPt5asNh84cxKK0EaO78Pb/CFv5knwG1Son1oq/RuyIk4LvEyhntvekCJ1hITlegjR49Cgwa2zd+9ecrt2bbVcr9gUPGhdbO/psxFW843MzqnfmliNuFyupgGhESIfLQY026tkM2qqqgLeG+bvHEsYTaGtVhcojtYQUpsFG9Xh1+wy267JD2mGy+WitrbWRy7N1HA303tg+KD/3KDht52PZH7Gh8fjGM5banbcwOdlS4zqUMsJBB7D14vkO+GpzpvnL8M7e+DW1XskL7erFFAQvERtDG3cuDGobdeuXbzwwgsMHTo0JkKlEv4zck2zF9HMbgXF4npnYRT1dbV+M5gahDFymlvyVg8qperpRzhPkWkhgxBufiuYeYU8NHcmVkgs1dXVDBigZmIN3Y3D4RBPh2BLNIxWMaDbyrPMMAxrxS8s4pf/2Ejg5KIqguI/yNZCTPzFlUZLw8zMCH6NGaaGeyi9ewtiNP6tCsxYMPZ8jCCIjdexJQQbVyb99emor6fUTOqa6ioGDx6krjGHw+vtb0l+stA2iNoYmjZtml9MtIeRI0dy9913x0yw1KRp9sIzuxUu7CwofpbgWFxonMHU9aDfxu/B798PwzCP7Q1dyKApfCJU1SfToxqxqZ4l2AurM7GCIKQ2VtehCgwZ8/y2dZ8pYd5WvssfNINx45rnOdSA45LQ61hTXcWggQMsFvFoykuC5J1IEGJL1MbQhx9+6Pe3w+GgS5cuZGRkxEyoVMd8dktViPKd8fH3AhkhPT6Jwuvm9kvMzadk5UrAZ/bJTF6Pyz4KD1m46k2CIAhCKtE0KQf4eTv8Q6gSiMc7FJCno75rvnwt8Rwmo9exWRNmXs+cDBiEZhhDPXv2jIccgg/B8elNFaJ8n49mXiC7zZiXB4QBusrL/bxZoewc30pevviWBg1ZstZG/RcEQRASh5nXwD6ThsHFDmxgoqUIBs1dQ0xoe1gyhl555RXLO7zooouaLYwQCt8KUcrZbzcvkDUCKs6ESQIFZSjpRlNZYwiughdN9SZBEAQhtbB9mK03nNxnPT8ble9v2xh+578l14RZBV/bXGNCRCwZQ/Pnz7e8QzGG4kNbqRBlVnEmlBt+3LhxlAUswuZylfsVeXC5yppC8Yhf9SZBEARBiD1NObIgOa+tjeZz/sOtW2SGb/EqD0HLllisrCskFkvGUGCekCC0BsFrX7iCXhLRGFeCIAiCYCd8S2GD5Ly2Nt41xAIWYy5ZuSKkURS0KL2PNdS0lhRNRRosVNYVEkuL1hnyroQsyhUEQRAEQYiK6upqBngKJhmhF/4V4kOoHG3fxV4DNeGtSmiyXqNfxI7POoqe3TlIvoieVKBZxtD777/PSy+9RGlpKQB9+/bliiuu4KyzzoqpcIIgCIIgCG2VthIC33bw5GgP9LOC6uvq/NZrjGaBYG+FYDRvWF6BrG9kK6I2hl5++WXmzp3L//zP/zB69GgAvv32W+655x727dvHpZdeGnMhBUEQBEEQBCHemC1Ar+s6utsdtJ21RemDDV4J57cXURtDCxYs4Pbbb+fss8/2tp100kkMHDiQefPmiTEkCIIgCIIgCEJS4Ij2B7t27aKoqCiovaioiF27dsVEKEEQBEEQBEEQhHgTtTHUp08flixZEtT+4Ycf0qdPn5gIJQiCIAiCIAiCEG+iDpO77rrr+MMf/sCqVau8HqLVq1fzxRdf8NBDD8VcQEEQBEEQBEEQhHhg2RjatGkTgwcPZtKkSbzyyivMnz+fjz/+GIABAwbw6quvcvjhh8dN0FjhKQdeWVmZYEkUuq6j63pQm9l2ydrm+12qtZn9LW2t32aHa0Gut9Rps8O1INdg6rTZQe9yvUXfZodxqEcGz9g4VbFsDJ133nkcccQRnHvuuZx22mn85S9/iadccaOqqgqAwsLCBEsiCIIgCIIgpCI5OTmJFsFLVVUVWVlZiRYjYWhr1661ZA6uWrWK9957j6VLl6LrOpMmTeLcc89lzJgx8ZYxpui6zq5du+jQoYNt6vgfOnSIk08+mWXLltGxY8dEiyMgOrEjohN7IfqwH6IT+yE6sReiD38Mw6Cqqopu3brhcERdRqDNYNkzNGbMGMaMGcOtt97KkiVLWLhwIVdccQV9+vThnHPOYcqUKeTl5cVT1pjgcDjIz89PtBimdOzYkU6dOiVaDMEH0Yn9EJ3YC9GH/RCd2A/Rib0QfTSRyh4hD1GbgR06dOCcc87hb3/7Gx988AGTJ0/mtddeY9KkSVx//fXxkFEQBEEQBEEQBCHmtMgn1qdPH2bMmMFVV11Fx44dWb58eazkEgRBEARBEARBiCvO66677q7m/PDrr79m7ty53HnnnXz++edMnjyZmTNnUlBQEGMRUwOn08nYsWNxOp2JFkVoRHRiP0Qn9kL0YT9EJ/ZDdGIvRB9CIJYLKADs3LmThQsXsnDhQkpLSykqKuKcc87hlFNOoUOHDvGUUxAEQRAEQRAEIaZYLqBwzTXX8MUXX9C5c2fOOusszjnnHPr37x9P2QRBEARBEARBEOKGZWMoLS2Nhx9+mBNPPFFci4IgCIIgCIIgJD1RhckJgiAIgiAIgiC0FVJ3hSVBEARBEARBEFIaMYYEQRCEuFNfX59oEQQTDEOCQwRBSG3EGEoCdF1PtAiCBWRQIQjmLF68mOuvv57q6upEiyIA69atY+bMmQBompZgaQRBEBKLGEM2Zvny5WzatAmHwyEGkY3Zu3cvoAYVYhAlnnXr1rFs2TI+++wzNm3alGhxUp433niDP/7xj6xZs4aff/4ZkImDRLJx40auuOIKsrKy/NpFJ4mloqKC7du3s337dpk0sAlutzvRIgitRLMXXRXiy5IlS/jtb3/L+++/z4knnkheXh66rsssns348MMPeeKJJ8jLy6OwsNBrEImeEsM777zDrFmzKC0tZdmyZSxevBhN0xgxYkSiRUtJ3nzzTe6//37mzJnDhg0bcLlcnHTSSXJ/JIiNGzdyySWXcOGFF3LLLbf4fSc6SRybNm3ipptuYvHixbzwwgtUVFTQt29fcnJyEi1ayrJt2zY++OADevXqJetopgBiDNmQzZs388QTTzB58mQ6d+7M008/zXHHHUe3bt3EILIRy5cv5/bbb+fgwYPs3buX7OxsMYgSyKpVq7j77ru59dZbufnmmxk3bhwul4sXXniBtLQ0jjzyyESLmFK8/vrrzJ49mzlz5jB58mTcbjfLli1j1KhRdO/ePdHipRy7d+9m2rRpTJgwgVmzZlFfX8/jjz/OG2+8wYIFC6itrSUvL49OnTolWtSUYuvWrUyfPp2JEydyzTXXMGTIEN555x0KCws57LDDEi1eSrJ9+3YuvvhiPvnkE9LT0znssMPIzMxMtFhCHBFjyIZs376dyspKzj77bM444ww2b97MvHnzxCCyEQcOHOCll16iqKiIX//616xcuZJNmzbRuXNnMYgSxKeffkp9fT033HADAF26dOHgwYN8/fXXLF++nPbt21NUVJRgKVOD9evX88ADD/DnP/+ZSZMmAZCens7bb79Nz549GTlypNwfrcyOHTvYsmULW7ZsYezYsdx1113s2LGDvn37YhgGn3/+OVu2bGHkyJEyE95KVFVVMWfOHAYPHszMmTPJy8tj2LBh/Pjjj6xYsYKzzz4bh0OyGVqTqqoqnnjiCfr378/UqVN54okn0DSNoUOHikHUhhFjyIb06NGDPn36MGjQINq3b8+RRx7Jli1b/AwigNraWurq6khLS0uwxKlHRkYGOTk5FBYWcvzxx9O3b18+/fRTNm/e7GcQCa3HqlWr+Oqrr5gwYYJ3dnvNmjU4nU4mTpzI66+/ztFHH+29f4T4kZWVxQknnMCYMWO8Rk9eXh4HDhzgtdde45RTTgnKWRHiS15eHkOGDGHjxo3MmTOH3r178/DDDzNp0iROOeUU3G43ixcvZvTo0fTq1SvR4qYE+/bt4+uvv2bixIn069cPt9uNw+Fg586d/PDDD5x//vmJFjHlqKqqYv/+/QwZMoRzzz2XPn368NBDD4lB1MYRY8hGNDQ0eGeBOnfu7B1EdOzYkTFjxvDjjz8yb948jj/+eDp16sTMmTPJyMhg4MCBCZY8NenevTt9+/YFmgzYf//732zevJkuXbrQu3dvKioqWLNmDb17906wtG2fyspKVq5cSVVVFbW1taxatYrZs2dzww03MGHCBBYtWsTYsWMpLCxMtKhtnnbt2tGlSxfvM8zzf4fDwfLly+nfvz+DBg3yDv6E+OA5v74GaZ8+fcjJyeH0009n8ODB3m1GjBjBs88+S15eHkcddVSiRU8JOnbsSNeuXSkuLgZUEQuHw8GePXtYs2YN55xzjnfb8vJyCWFsBTIzM+nRowcjR44EYMiQIRQWFvLQQw8BMGzYMDIzM9F1nV9++YXs7OxEiivEiHaJFkCAjz76iP/85z9s376dk08+maKiIkaMGIGmabjdbpxOJ926deP222/nvvvuY/r06XTv3p39+/fzwAMPJFr8lGHbtm00NDSg6zpDhgzxeuR0XcfhcDBmzBhuuOEGnnjiCV577TUqKyt59dVXqa2t5dVXXxVPUYzZtWuXd+2anj17csIJJ7BlyxaWLl3KwoUL0TSN2bNnc+KJJwJKT9u3b2fcuHGJFLvN8sMPP1BaWorT6WTw4MH07dvXe817/j927Fj69u3Lyy+/zCmnnILT6UykyG2arVu38vrrr7N582ZGjhzJuHHjOOqoozjiiCPIzc0lLy8PAKfTidvtZv/+/RQWFjJkyJAES962qa6upqGhgYaGBrp06cLo0aMB9Xzy3A+HDh1i586d1NXVkZ6ezjPPPMPGjRu57777aN++fSLFb5O43W50Xfe+0z33hmf8deaZZ2IYBrfddhuapnHRRRfxt7/9jbKyMmbPni06aQOIMZRgFi1axJ///GemTp1KYWEhr776Kv/61784++yzOffcc70vKqfTSV5eHldffTWffPIJ/fv357XXXqNdu3be74X48fbbb/PCCy9w6NAhMjMzOeyww7j99tvp3r27t/S5pmkcddRR/Pa3v+Xhhx/mD3/4A4MHD2bBggViCMWYRYsW8frrr7Njxw569+7Ncccdx7XXXsvll1/O5MmTvee7R48eAPz0009kZWV5PXlCbHn33XeZN28eWVlZHDp0iO7du3Prrbdy+OGHe7fxPKdmzPj/27vzqCqr9YHj3wPnMIlH5kllHoVwQHCIkCSHa+HKeailppnLzPsjE2mgUW1Q64qFE04MzjiQGOJUDmgOCUoIJiiaGoOCIKKM5/cH67yBmffe4nC4sD//lMBZa8Oz3v3u4dnPfpX333+f/fv3M3jwYC22uu26fPkyU6dOJSgoCCsrK86dO8eVK1ewt7fHyspKei7UdHV12bp1K+Xl5U1iJjSv3NxcoqKiuHbtGubm5gQGBjJt2jSAJjukOjo6yOVy9PT0WL58OatWrWLLli1i0K0BV65cISEhgStXruDl5cXAgQPx9/cHGp4Ldcn50NBQZDIZ77//Pt9//z3Xr19n8+bNIiZthEiT06KKigq+/vprxo4dy+zZsxk4cCA9e/akoKCAlJQUdHV18fb2ltIc7t+/z9tvv42enh6bN29GoVBQW1uLXC7mtJp06tQp3n//fSIiIhgzZgwBAQGkpKSQnJyMl5cX1tbW0otMnYqyadMmOnfuzMaNG6U4iXSg5pGcnMz8+fN57bXXGDJkCHp6epw8eRI3Nzesra0xNjamY8eOdOzYkZqaGm7evMkXX3xBdXU1s2fPFnFoZocOHWLBggVEREQQFhbGU089RWZmJjo6OvTo0aNJihyAkZER8fHxWFlZ0adPHy23vu0pLi7mrbfeYtCgQURGRhISEoK1tTUJCQkEBgZiY2PT5OePHTvGxo0bSUxMJDo6GicnJy21vG3Ly8tjypQp+Pv78+yzz6Krq0taWhqdO3eWUnfVz0phYSFXr17lypUrrF+/noSEBLp166bl36Dtyc3NZerUqdjZ2dGlSxdOnz7N1atX6devn3Q2qPHutru7O6dPn+bGjRskJCSIan9tiBhFa5GOjg43btxocsGat7c3HTp0QEdHh927d2NnZ0dgYCAymYxr167h7u5OREQEcrlcTIRayLVr1/Dw8CAkJETaRg841QeJAAAcr0lEQVQICGDatGlERkYSFRWFs7Mz9fX11NfX88Ybb1BSUsK2bdtEnJpZXl4ecXFxRERESPn0Xl5eJCUlkZOTg6+vb5NduPz8fKKioiguLiYhIaHJTqvw9925c4ekpCRefvll/vGPfwANqXD79u3j8OHDTJ48uUk8VCqVdF2AGEhoRnZ2Nra2tgwfPlwaXPfr1w9HR0euX7/eZIIKDel0hYWFxMbG4ubmpuXWt01lZWV89tlnhIaGEhERATQ8O9OnT+fChQvSmSF1TB48eMCJEydIT08nLi4Ob29vrbW9rbp9+zbvvfceoaGhzJ07F2jYJRo/fjznz5+X0quhIS61tbV8+eWXnD17lu3bt4t00jZGLJFqiUqlQi6X4+Pjw61bt7h37570PUdHR8aMGYNcLufo0aPS1729vYmMjBQ7Qi3szp07FBcXSxOhmpoaDA0NiY2NRV9fn/nz5wMNW+oKhYK3336bgwcPijhpQGVlJS4uLvj4+AANz5GtrS1+fn7cvXsXaHpreOfOnZk+fTqbNm2S4iEmQs1HR0cHV1dX6Q6n+vp6ALp37y79vzrNRK2+vh5vb29poUBoXubm5gQFBeHq6ioVr1CpVFRVVVFSUgI0vWB10qRJLFy4UEyENOjOnTuYmJgQFBQENDwD5ubm9O/fn8LCQqBpv9WpUyfc3d3ZvHmzmAhpiHrR4MUXXwQa3uvOzs50796d0tJSoGnfVVdXh4uLC9u2bRMLOW2QmAxpiUwmQ09Pj8DAQJKSkjh48GCTB8/Dw4MXXniBpKQk7ty584cBhRhgt5znn3+e8vJyVq1aBYBCoaCmpgaFQsHChQvJz89n//79QEOH6eTkJCZCGmJnZ8eECRP+8DKqr6+noqICoMlkx8jIiO7du0s7QiIezcvU1JTRo0fTt29f4PdBtomJCdBQIVP9tdzc3CbpciD6MU3w9vZm1KhRwO9pVzKZjI4dOzb522/evFlabBNVyjTLzMyM4cOH/2EHqK6ujvLycqDpmSF/f3/Wrl2Ls7Nzyze2nejatSsBAQG4uroCSIudKpWKoqIioOmigb6+PiNHjsTT07PlGytonHgTadnw4cPJz89nwYIFyOVyBg0aJOWq2tjY4OLigkKhEAfwtcjS0pLx48dz6NAhzMzMGDNmTJOqM/r6+tLOXuOBuBjoNT9zc3PMzc2Bpqt2NTU1VFdXS/+eOXMmffr0YcqUKdLXxI6QZtjZ2QE0Sb0qLy+noqJCegZmzJhBVVUVGzZs0FYz26XG740OHTqgp6cHQFRUFAkJCWzZskVbTWtXGu8KNX5OFAqFtCMkk8mIjo6mpqaGsLAwUbJZwxwdHXF0dASaxkRdlEpt27ZtKJVKhg4dKs6btmFitNYCLl26hIuLyx8Gx+oH8J///Ce1tbVERkZy9epVevXqhYODAwkJCdJhcEF7DA0NCQ0NpaCggB07dlBZWcnkyZMBUCqVKJVK0UlqQeOBnlKplKr6zJgxg1u3brFs2TJtNa1denTBRr1g8Prrr3Pr1i127typjWa1K40HdY8qLy+nrq6ONWvWEB8fT2xsrLijTgse7bfUz0lUVJQUl0d/TtCsxnehderUSRpzRUVFERcXx/bt27XcQkHTxGRIw1asWMGKFStYvXo1/v7+TVanG3d2c+bMwdbWluTkZDZt2oSdnR2GhoZs2LABmUwm3WUjaIeDgwPTpk1j27ZtxMbGcvLkSdzd3blw4QI1NTWEhoZqu4ntmkKhoKqqirCwMG7cuMHu3btFqqIWmZubo1AomDJlCkVFRSQlJYl4aIC6GEhpaSmmpqZPHEB36NCBFStWUF1dTWxsrDiL0kKeNEF9+PAhCoWCmJgY4uLiiI+PF1XjtKRx8QqVSsWqVatISEggLi5OpCu2A+KtpGEzZ87k/PnzREZGMn/+fAICAv6QrqPuLCdMmEBISAhlZWXU1dXh7u6Ojo6OGEC0gCe9sNScnJyYMWMGAwYMIDY2lt9++w0nJyfeffddcd9TM/tP4tHYvXv3SExMxMPDQ0yENEAdj8ZxedICTVlZGZmZmXh6eoqJkAbk5+eTl5dHSEgIqamp7N69mwULFkgppI+jVCqRy+WsW7dOVMLSIPUzcufOHczNzZ/Yj9XV1bFnzx6MjIyIi4sTE6FWQFdXV8oq2LBhg1g0aCfEPUMaVFNTI91efOzYMXbs2IGHhwd2dnZNBhGNBxkdOnSQbgdX7wiJAbZmNR7g7dixg9LSUuzt7R/7swYGBnTp0oUXXniBwYMHExwcjK6urhjoNaP/Jh5qBQUF0gqrGHg3r8aTHnU1Mrlc/sSd6traWgwMDFiyZImIRzOrr69n8+bNLFy4kPv377NkyRJmzJhBz549n/g5Y2NjpkyZIu4R0jCZTMbPP//MkiVLePrpp6UzwI9TVFREXl4eq1atEgfzNUT9PsnKyqKkpAQLC4sn/uyJEye4desWsbGxIibtiCwzM1P1739M+G89btX01Vdf5erVqyxYsOCxO0RCy2scp4sXL/Lll19SVFTE/Pnz6dGjx2M/89/uWgj/ub8SD2i4M8LMzEzspGpQdHQ0Bw8eRCaTYWZmRkREhFS++UlEPDRj5syZnDhxgrFjx/Lee++JVOpWJDs7m3HjxvH5558zbNiwP/25wsJCdHV1nzhAF/469bv64MGDfPbZZzz99NOEhYVhZmb2p5/Jzs7G2NhYughXaB/EzpCGqAcIR48epbS0FBsbG4YPH86xY8fYuXPnY3eIhJanjlN0dDSpqalUVFSQn59Peno6zs7OdO7c+U8/IzS/vxIPaCihrd5hFYsMzaO+vl6Kx+7du1m5ciUzZszA09OT/Px81qxZg5ubGw4ODk0WCB5dLBB9XPNR/21ramo4efIkSqWSgwcP4ujoiLu7u1Rh8dGLbkWfpXnqv3NdXR1WVlbU1NRw+PBh+vbt+6ely42NjTEyMmrhlrYfMpmM06dP89ZbbzF37lwmTJiAqanpEz9jaWlJp06dWqiFQmshJkMadPXqVcLCwrh37x42NjZYWVk1mRB5enpia2srBgtatm3bNlasWMG7777LxIkT8fHx4ebNm6SkpDxxAC5oxt+Jhxj0NR/13/LIkSPk5uYybNgwRo4cyVNPPcXw4cPJy8tj/fr1hIaG0qFDhz98TmhejdN9cnNzGT9+PKNHj+bhw4csWbIEBwcH6SyQTCbj1q1bdOzYUcSjhTx48EC6BkMmk1FVVcX+/fvx8/PDzs6uyeKC0HK2b9+OnZ0dr7/+OgqFAh0dHerq6sS4S2hCTIaa0aMrcKamptja2pKSkkJxcTFWVlbShOj48ePs2rULJycnunbtKjpJLdq6dSv29vZMmjQJQ0NDnJ2dsbS0JCMjg4MHD+Lp6YmNjY22m9luiHi0HllZWXzyySekpaURHByMh4eHdBYyJCSElJQUioqKePrpp7Xd1DZN/W45cOAA8+bNw8rKChsbG0xNTfH19aWuro6vvvoKe3t73N3diYmJITExkeDgYKl0s6A5WVlZhIeHY2hoiLW1NQYGBjg4OHDmzBlSUlIYMWKE2LHWkg0bNlBTU8OwYcPQ0dFBpVJJE6GioqImCzlC+yUmQ81IPaGpqKiQLrdzdXXF3NycPXv2cPv2baytrbG0tGT48OHs2bOH69ev8/zzz2uz2e3K41bn0tPT+eWXXxg8eLAUt86dO1NeXs53333HxYsXcXZ2li6XFJqPiEfr8uiCjoGBAQqFgpycHIqLiwkNDZUKhqhUKo4dO4ahoaF0oaSgGTKZjPT0dMLDw/m///s/xo8fj6WlJQB6enr4+voik8lYtGgRJ06cIDU1lU8//VQ8Ixqmfl4uX75MZWUlMTExXLp0iWvXruHv74+dnR0ZGRkYGBjg6uoqUhZbWH19PdeuXSM/P5+ePXtiYmIiFaYqLi6WdlSfVIVRaB/EZKgZZGRk8PDhQ0xMTIiPj+fAgQM4OztLN0i7uLhgZmZGQkICd+/exdbWFktLS8aOHcvQoUNF59iC1H/r48ePSxXKiouLOXLkCFZWVnTp0kVaSb1z5w61tbVYWVlx/vx5+vXrh76+vtba3haJeLQejx7Ar6ysxNjYGA8PD4yNjTl69CiZmZk899xz6OjooKOjQ3x8PJ07dyYwMFCLLW/b1APoHTt2oK+vz9y5c6WCFOp0Hz09Pfr06YOPjw+WlpbMmzcPV1dXLbe87Wp8PkhHRwd7e3uCgoLo3bs3FRUVJCUlkZqaikql4ueff0alUjFgwADxrtcgdUyKi4spKyujurqaDh06oFQqiYmJ4eHDh3Tp0gVTU1Nqa2vZuHEjaWlpjBkzRlxsL4jJ0N918+ZNPv74YzIyMggICKCgoID4+HgA7O3tpYfM1dWVhw8f8u2331JcXIyrqytmZmZNOlShZeTm5jJp0iQKCwul1J+LFy+SmJiIUqnE0NAQaLgw18vLCw8PDzZv3szzzz+PiYmJllvf9oh4aF/jiVBsbCybNm2SLug0NTWlf//+yOVykpOTSUpK4vTp0xw6dIgbN26wbNky0X9pgHpwpx5A7927l8rKSoYNGybtqDauvKhUKnF2duapp54SB8A1SB2XH3/8kfj4ePbu3Ut+fj6Ojo44OzvTq1cvRo0aRV5eHgUFBZw9e5ZLly4xceJE9PT0xIRIA9QxOXToEJGRkXz33XckJCRQUlJCcHAwfn5+rFmzhvT0dHbt2sWRI0fYt28f0dHRotS8AIjJ0N+mVCpRqVRkZ2dz7tw5Xn31VRwcHFi7di21tbXY29tLO0Q5OTncu3cPU1NTRo4cKXWKYiDRsoyMjHB0dGT9+vXcuHGD4OBgQkJCuHr1KocPHyY2NpbU1FTu3r3LV199hYGBAUeOHGHo0KH/thKN8N8T8dA+dV+0dOlStmzZwpAhQ+jduzfR0dHcunWLAQMG4OnpibGxMRkZGZSVlfHqq68SEREhlTMX/VjzePjwoZTGo6+vL501yc7OZv/+/YwcORIjIyNpAHj//n22bt2KQqGgS5cuYrCtYepB95w5c3B1daW4uJicnBw2btzIoEGD6NSpE/r6+gQFBdGzZ09cXFyYNWsWdnZ2IjYaop6choeHM3XqVD744ANqampYvXo1np6eBAcH07t3bzp16sSDBw/w9PQkPDwcNzc3bTddaCXE5Q9/g/plNHr0aORyOTt37uTDDz/ko48+QqVSsXjxYlQqFYMGDcLT05Nz584xYcIEBg0aJOWtigFEyzMwMGDw4MHIZDI+/vhjAD766CM++ugjsrKyKCoqQiaT8cwzzwCwZcsWDAwMRF6xhoh4tA5ZWVkcOnSIqKgounfvTlZWFpWVlTz77LNS+d8XX3yRuro69u7dy759++jXrx8gKsg1lytXrvD111+Tn59Pfn4+rq6u9OvXjzlz5jBlyhR++OEHpk6dSkxMDObm5tTW1rJmzRpSUlKYOHGitpvfLpSWlrJy5UpmzZrFK6+8AsDly5dZsmQJr7zyClu2bJF25iwtLRkxYoQ2m9vmNb5L6IUXXuCll16ioKCAb7/9ltGjRzN06FAAvL298fb2Zty4cVpusdAaiZ2hv0F9r4lMJsPT0xOZTMbZs2c5e/YskydPxsHBgZ07d7Jr1y527dpFeXk5ERER6OrqNqloImhebGwsR44coW/fvgDI5XIcHBzo0qULK1eu5O7duwQGBmJlZYWTkxOOjo5kZGSwfPlyDhw4QFRUlCix3YxEPLSvurq6SYWroqIiTp06xaxZs9i3bx9vvvkm8+bNY9SoUVRWVnLmzBmcnJxwcXGhvr6etLQ0Tp06xeDBg0Vf1gx++eUXJk2aRI8ePQgJCWH48OHcvHmT5ORkMjMzGTp0KD179uTEiROsWLGCo0ePsnfvXtLS0li+fLlI99GQyspKFAqFlJpYUlJCfHw848aNky7mNDExwcPDg7S0NBQKBT4+PqJYgoao/66Ni+/IZDKSkpLo168f9vb2jBo1iv79+/PBBx8gk8nYt28fJSUl4p0h/CkxGfqbnjQhmjhxIsHBwbi5ueHl5cWHH36IXC4XZ4Ra2MOHDzlz5gxxcXEA+Pn5Ab8PwH/77Td27NjBzZs3GThwoPS5oqIiTpw4waeffird3yH8fSIe2nfixAm+//575HI51tbWQMP5x127dmFsbMznn39OWFgY48ePB+Cnn35i69atuLu7Y21tLZ2BvHjxIoGBgaI87d9UUlLCnDlzGDp0KPPmzcPLywtnZ2f69OmDtbU1iYmJXL9+nfHjx0tpcmZmZri6uhIeHo6Li4u2f4U26c6dO4SGhmJrayulVOnr63Pw4EF0dXXp06cP0JDqbm5uzu7du1EoFDzzzDNiIqRBMpmMiooK9PX1pb/zuXPnSEpKIi4ujpCQEGnhuaamhrVr13L//n169eolxl7CY4nJUDN4dEIEDYOHn376iX79+uHn50e3bt3Q1dWlrq5O3DegYeoVI/V/5XI5rq6udOrUiTVr1lBbW0vv3r2BhgF4Xl4eenp63L9/n2HDhkmdq42NDSEhIVhZWWnz1/mfJ+LRuuzatYsvvvgCc3NzvLy8pL+nra0tWVlZrF27lmnTpkkpQNXV1SxevBi5XM7YsWORyWQoFAo8PDwYMmQIZmZm2vx12oT8/HwOHDjArFmzMDExQUdHh/r6euk8nZ6eHomJibi4uEhFEgICAujZs6colqBBVVVVFBQUsGLFCtzc3HByckKlUpGbm8v58+elohXQMA44duwYNjY2BAQESF8Tms/NmzfZvHkzX3/9NevWrePnn3+mqqoKd3d3XFxcOHr0KBUVFSxbtgx9fX3q6upYvnw5R44cYe7cuaKvEv6UmAw1k8YTIi8vL6BhpSI7OxsfHx+pqpxYldCslJQU4uPjcXZ2Rl9fXyrLbGhoiL29PR06dGDdunXU1dXh5+dHZWUlO3bsIDg4mPDw8D9sv6tL2Ap/jYhH65KSksL8+fOJjIxk7NixdOnSpcn3LS0tuXHjBmfOnEGpVHLmzBlWrlxJQUEBq1evRi6XU19fDzTcb2NgYKCNX6PNSUtLIzk5mXfeeecPF0Pq6+tjbW3Nzp07cXNzo0ePHtLnRCqWZhkaGuLr60tVVRWLFy/G3d0dV1dXfH19OXr0KKdOnSI3N5f79++zbds2Dh8+zNtvvy1VihWazy+//MLs2bOl3eyAgAB++OEH0tLSuHfvHiEhIXTs2JELFy6QkJBAeno6e/bs4ciRI0RHR4tS88ITiclQM3p0QqRSqTh58iRKpVL6t+ggNaeiooLw8HByc3M5duwYly9fpry8XNqtMzQ0pGvXrpiamrJs2TL27t1LYmIiZWVlREZG/mEQIvw9Ih6tS0lJCUuXLuWll15ixIgR0oW2lZWVZGdnc/v2bXx9fenevTuFhYXs3LmT0tJS7Ozs+Oabb1AoFNTW1qKrqyv6sWZWWVnJnj17pDNZj/59lUolqampKJXKJnc6iTg0v8rKSqqqqqTnw8jICA8PD6qrq/nyyy9xdXXF29ubwMBACgoKOH/+PEePHqWyspIlS5aICmUacOnSJSZNmkRoaChhYWEMGTIEPz8/AgMDKSwsZN++fSgUCkaMGEHfvn2pqalBpVLh7u5OeHi4mAgJ/5YsMzNTpe1GtDWNJz2zZs1CV1eXZcuWablVbV9dXR3ffPMNtra2+Pj4cPr0aVavXs0zzzyDq6srU6ZMkXYmsrOzOXz4MEqlkgkTJkhnuUQKY/MR8WhdSkpKmDp1KrNnzyYkJASArVu3curUKQ4ePIi5uTkuLi6sWbMGaKia1bh0eW1trdiZ05CCggLGjRuHr68v77zzDnZ2dsDv9z+VlZXxxhtvMHbsWEJDQ7Xc2rbr2rVrzJ07FyMjI0aNGoWFhQX9+/cHfk8X3bp1K4sXL2bIkCHU1tYik8koKyvDwMBAqrooNJ/r168zcuRIJk+ezOzZs6X3gro/+vXXX1m4cCGFhYUsXboUBwcHbTdZ+B8kdoY0oPEOUXp6OnV1dQQHB4uBnYbp6OhQU1PDJ598wsiRI3nuued4+eWXyc3NZcWKFRw5coSKigoMDAzw8vIiICCA7t27S/ekiIFe8xLxaF0ePHjAxo0bgYZdua+++oq0tDScnZ2ZPXs2ffr0ITU1lYqKCnr37o1CoZB25VQqlei/NMjY2JiuXbuybt06SkpKcHBwaJJqFRMTQ0ZGBjNnzpRSroXmVV9fT3x8PAcOHKC0tJQrV65w+PBhkpOTycnJwcrKCk9PTywsLPjss8/w9fXF0dERHR0dDA0NpYUdofnU19cTGxtLXl4egYGB+Pr6oqOjQ11dHXK5HJVKRadOnbC1tWXDhg34+/tLZ7hApJEK/zkxGdIQmUxGaWkpGzdu5M0338TS0lLbTWoXHBwcKCgo4OLFiwQFBSGXy/n000/p0aMH3t7eXLhwgX/961/Y2NhIZ7tAnOXSFBGP1sPQ0BB3d3eWL1/Ojz/+yIMHD5g3bx7Dhg3Dzc0NCwsLUlNTcXR0xN/fv0kMxIBC8xwcHDA3N2f9+vWcPHmSnJwcMjMz2blzJ9999x3Lly9vMtATmpdMJsPFxYXa2lqUSiXe3t68++67VFdXk5OTQ1xcHMePH6eqqoqKigoSExPx9/eXdvGE5ieTyXB2dub+/fscP36c0tJSqSKc+iypTCbD1NSUxMREunXrho+PT5PPC8J/Qiy9apCpqSkxMTHo6+truyntSrdu3di9ezdlZWVMnz4dpVLJwoULMTY2prCwkPT0dJ577jltN7PdEPFoPfr27UtycjKVlZV/KJ4ADecjxMKNdujq6jJ27Fg8PT1Zv349mZmZdOzYEXd3d6kIiaBZFhYWvPLKK8TExJCeno6DgwMzZ84E4MKFCxQXF7N9+3bMzMwoKSlpkkYqaIaVlRXTpk1j9erVfP/998hkMqZNmybtEOnq6pKTk4OlpSW+vr7abq7wP0qcGRLapAkTJpCVlYWfnx9Lly59bPlZkYrVckQ8WreSkhLef/997t69S1xcnEiJ0zL1XXTqaopip7RlFRcXExMTQ2ZmJgMHDmT69OnS99SH8+/du4e5ubkWW9m+3L59m9WrV5OVlcXAgQOZNm2a9L1FixaRl5fHokWLRKl54S8RaXJCm6LOEdbX1+fatWtERkbStWvXx+YOiwGG5ol4tG7qVN5NmzZRUlJCbGysuBi6FVCn/zT+t9ByOnTogJeXl1RmXp2eBQ19mkKhEMUSWpiRkRFeXl78+uuvnD59mrt379KrVy9WrVrFtm3bWLRokUhZFP4y8bYT2hT1oCEgIICysjJOnjzZ5OtCyxLxaN0KCwvJyMjA3t6e+Pj4JuWzBe0REyHts7Cw4LXXXsPb25ujR48SHR0NiLvOtOnRmEycOJGYmBhiYmJESXPhbxE7Q0KbZGxsjFwuZ+3atQwYMEDcPK1lIh6tk4WFBYGBgQwcOBBdXV2pSpMgCL/vRmRnZ5OXl0dQUJC4aFjL1DHJyckhPz+fVatWNSm+Iwh/hXjrCW1WUFAQFy9exMnJSdtNERDxaK2USiUgymcLwuNYWFgQFhYGgImJiZZbI0BDTN58803q6+uxsLDQdnOENkAUUBDaNPXZFHGBZ+sg4iEIgiAIQmsizgwJbZo6314MvFsHEQ9BEARBEFoTMRkSBEEQBEEQBKFdEpMhQRAEQRAEQRDaJTEZEgRBEARBEAShXRKTIUEQBEEQBEEQ2iUxGRIEQRAEQRAEoV0SkyFBEARBEARBENolMRkSBEEQBEEQBKFdEpMhQRAEQRAEQRDaJTEZEgRBEARBEAShXfp/CMUaTxKZ0xQAAAAASUVORK5CYII=\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [mpf.make_addplot(exp12,color='lime'),\n", + " mpf.make_addplot(exp26,color='c'),\n", + " mpf.make_addplot(histogram,type='bar',width=0.7,panel=1,\n", + " color='dimgray',alpha=1,secondary_y=False),#,ylim=(-.75,+.75)),\n", + " mpf.make_addplot(macd,panel=1,color='fuchsia',secondary_y=True,ylim=(-3,3),width=6,alpha=0.5),\n", + " mpf.make_addplot(signal,panel=1,color='b',secondary_y=True),\n", + " mpf.make_addplot(df['Volume'],panel=2,ylim=(+10000000,1000000000),alpha=0.01,y_on_right=False),#,secondary_y=False)\n", + " ]\n", + "s = mpf.make_mpf_style(base_mpf_style='classic',rc={'figure.facecolor':'lightgray'})\n", + "\n", + "mpf.plot(df,type='candle',addplot=apds,figscale=1.1,figratio=(8,5),title='\\nMACD',\n", + " style=s,volume=True,volume_panel=2,panel_ratios=(6,3,2))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [mpf.make_addplot(exp12,color='lime'),\n", + " mpf.make_addplot(exp26,color='c'),\n", + " mpf.make_addplot(histogram,type='bar',width=0.7,panel=1,\n", + " color='dimgray',alpha=1,secondary_y=False),#,ylim=(-.75,+.75)),\n", + " mpf.make_addplot(macd,panel=1,color='fuchsia',secondary_y=True,ylim=(-3,3),width=6,alpha=0.5),\n", + " mpf.make_addplot(signal,panel=1,color='b',secondary_y=True),\n", + " mpf.make_addplot(df['Volume'],panel=2,ylim=(+10000000,1000000000),alpha=0.01,y_on_right=True),#,secondary_y=False)\n", + " mpf.make_addplot(df,panel=3,type='ohlc',mav=(10,20),ylabel='OHLC',ylim=(80,150))\n", + " ]\n", + "\n", + "m = mpf.make_marketcolors(base_mpf_style='blueskies',ohlc='k')\n", + "s = mpf.make_mpf_style(base_mpf_style='blueskies',marketcolors=m)\n", + "mpf.plot(df,type='candle',addplot=apds,figscale=1.1,figratio=(8,5),title='\\nMACD',\n", + " style=s,volume=True,volume_panel=2,panel_ratios=(6,3,4.5,6),ylim=(110,130),\n", + " scale_width_adjustment=dict(lines=2.1),update_width_config=dict(ohlc_linewidth=1.1)\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/pdmerge_addplot.ipynb b/examples/scratch_pad/pdmerge_addplot.ipynb new file mode 100644 index 00000000..718cdedd --- /dev/null +++ b/examples/scratch_pad/pdmerge_addplot.ipynb @@ -0,0 +1,1238 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.0.3'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "pd.__version__ # for the record" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
    Date
    2012-06-27132.419998133.429993131.970001133.169998118.980804108088000136.447962128.1400420.605441
    2012-06-28132.289993132.990005131.279999132.789993118.641281169242100136.500761128.2192410.551922
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "#df = df.loc['2012-01-01':,:]\n", + "df.shape\n", + "df.head(3)\n", + "df.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Using this dataframe, we can of course plot a basic ohlc or candlestick plot:\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "\n", + "mpf.plot(df,volume=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "Index(['Open', 'High', 'Low', 'Close', 'Adj Close', 'Volume', 'UpperB',\n", + " 'LowerB', 'PercentB'],\n", + " dtype='object')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape\n", + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "ndf = df[df.columns[[0,1,2,3,5]]].copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseVolume
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    UpperB
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As such, price-movement plots \"ignore\" time or, really, more correctly, they allow the time axis to be compressed or expanded as defined by the price movements. In other words, the x-axis is not linear with time, and each unit along the x-axis can represent a different amount of time compared with other units along the same x-axis. This is because each unit is defined by a specific size of price movement, and regardless of the amount of time it took to make that price movement.\n", + "\n", + "There are several common types of price-movement based charts, including 'Renko', 'Point and Figure', 'Heiken-Ashi', 'Kagi', and 'Line Break'. At present, mplfinance support 'Renko' and 'Point and Figure' (see below)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read in daily data for SPY from 2011 to 2012" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "metadata": {}, + "execution_count": 3 + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2011-07-01 132.089996 134.100006 131.779999 133.919998 117.161659 \n", + "2011-07-05 133.779999 134.080002 133.389999 133.809998 117.065437 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2011-07-01 202385700 132.373927 125.316073 1.219057 \n", + "2011-07-05 165936000 133.254297 124.912703 1.066618 " + ], + "text/html": "
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    " + }, + "metadata": {}, + "execution_count": 3 + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ], + "text/html": "
    \n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
    Date
    2012-06-28132.289993132.990005131.279999132.789993118.641281169242100136.500761128.2192410.551922
    2012-06-29135.199997136.270004134.850006136.100006121.598610212250900136.721010128.7929930.921670
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    " + }, + "metadata": {}, + "execution_count": 3 + } + ], + "source": [ + "daily = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "daily.index.name = 'Date'\n", + "daily.shape\n", + "daily.head(2)\n", + "daily.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'0.12.7a10'" + ] + }, + "metadata": {}, + "execution_count": 4 + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### We can also create a simple Point and Figure chart by setting the `type='pnf'` or alternatively `type='p&f'` or `type='pointnfigure'`" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[-1, 1, -11, 2, -1, 3, -3, 4, -2, 1, -2, 2, -3, 1, -3, 9, -3, 2, -1, 1, -4, 4, -2, 10, -2, 1, -5, 1, -1, 2, -1, 2]\n[-11, 3, -2, 3, -2, 1, -4, 8, -2, 1, -3, 3, -1, 9, -5, 2]\n3, -2, 3, -2, 1, -4, 8, -2, 1, -3, 3, -1, 9, -5, 2, \n[-11, 3, -2, 3, -2, 1, -4, 8, -2, 1, -3, 3, -1, 9, -5, 2]\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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+ }, + "metadata": {} + } + ], + "source": [ + "mpf.plot(daily,type='pnf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### We can see how price movement plots eliminate noise compared to a line plot of the same data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Similarly, we can also see this difference with the Point and Figure charts\n", + "- Notice how the arguments differ" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[-5, 1, -1, 2, -2, 3, -2, 2, -1, 4, -2, 1]\n[-5, 1, -1, 2, -1, 4, -1]\n1, -1, 2, -1, 4, -1, \n[-5, 1, -1, 2, -1, 4, -1]\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": {} + } + ], + "source": [ + "mpf.plot(daily,type='pnf',pnf_params=dict(box_size=4))\n", + "mpf.plot(daily,type='pnf',pnf_params=dict(box_size=1.5))" + ] + }, + { + "source": [], + "cell_type": "markdown", + "metadata": {} + }, + { + "source": [ + "### In addition to `brick_size` and `atr_length` we can also specify the `reversal` value to change the number of boxes needed to create a new trend" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[-1, 1, -8, 1, -1, 3, -2, 2, -1, 1, -3, 6, -2, 1, -1, 1, -3, 3, -2, 7, -1, 1, -4, 2]\n[-8, 2, -1, 1, -2, 5, -3, 2, -1, 6, -3, 1]\n2, -1, 0, -2, 5, -3, 2, -1, 5, -3, 1, \n[-8, 2, -2, 5, -3, 7, -3]\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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hUQghhDAgfV6/mF1qHq7u0r03385ewLmzpxjQqxOnThw16PGeP49h2eJ5jBraHw9Pb1as20Zpdw+DHjO/ktAohBBCGIghh6Ozkv5YagqOjZo0Z/XGnyleoiRjRw5m9PABXDx/Vq/HiIuLY+vmdXRt34Z1q5cxcMgI5i1aReHCRfR6nIJE9p4WQgghDMDYZxczknLclFoa+FZSzb7Vrq6lWbhsHYcP7mfporkMH9ybWnXq0apNW5o0a0WRIkVz/JparZarVy7hv28Pf+36lYcPHvDmWx0Y+O4IXF1LG+BdFCwSGoUQQgg9MsTs6Lw6euaKKoOjRqOhcdMWNGzcjH3//MXOn7fy3fQv+W76l7xWoxY1atXG08sHTy9vPDy9sbW1S32uVqvlwf37BAcFEBQYQEDADY4dPsi9u+E4OjvTtFkrevcbjIenl3JvMJ+R0CiEEEIYiFrCGag3OAKYmZnRqs2btGrzJk+ePObwgX0c8P+H337ZzqMHD1IfZ2FpgaWlFeZmEPM8luSk5NTb3Up70KhJc5o2b0WNWnWwsJCIo2/SokIIIYSeqSmQpZV+uFqNChcuwtsduvB2hy7Ai+3+QoKDCAkOJDoqioSEeEq6OPAkKoFixUrg6eVDKVc3CYlGIC0shBBC6JFaA2NaplBjCnt7BypXqUblKtUA0GjAx82ZgNCnaLUKF1fAyOxpIYQQQgiRJQmNQgghhBAiSzI8LfQmPj6e2yFBhIXeITY2lqTEBNxKOPEkKhFXN3fc3T2xLlRI6TKFEEKYkOTkZO6GhxISEkxUZARJiYmUKubAo4g4ihUriaeXNw6OsruLMUhoFLn2+PEjDh3Yy9FDBwgIuEFYaCjatHuJasDcTENSsha0L5ZWKOnqhrdPGfwaNKFp81a4FCuu3BsQQggDSJlkosbrBtWwdmRW4mJjOXniKAf2/8O1q/9xOySI+Lj4/39Auu8WgMJFiuDp5UOt2vVo1qI1ZcqWR6PRKPMG8jEJjSJHEhIS+OuPX/hr16+cP3cGgNdq1KJJs1Z4eHrh6eVD6dIe2NjaYmlpiUcJe/67GUbo7duEBAcSHBTI1av/MWfW18yeOY0q1V7j9bZv81b7zlhbWyv87oQQQn/UFh7VHhhPnzzGzp+3cPTwQWKfP8fLpww1avrS7p1OL9Zq9PTC0ckZK0tLvFyduBZ4n/DwMIKDAgkOCiAw4CZbNq5h5dIFuLm707zl63Tr0VdOTuiRhEaRLUlJSfz952+sXLaQ8NA71PNryCeTptKoaYtMt2TSaMDOzg4Xl2IULVqM6jVqpd4X8ewZhw/tx3/vbmZ/9zVrVy9l0LsjefOtjlhaWhrrbQkhhN6pcRcWNQfGfy+cY8miuZw9dYIy5crTf9AwmjZvjZe3T4aP12jAxsYGRycnHBydKF/h/99bQkICp08d58C+3ezcvoVtm9fRpVsf+vQfgpOzs5HeUf6l0Wplwnp0dDT29vYAXLx2R2fF+ZzIr8sAXL1yiS8//4SggFs0adaSIcPHULZchSyfl932CA4KZMWSH/ln95+4ubsz+YvpvFbTV4/vQHn5tW/klrSHLmkPXfmpPfQR1vLSHmrcnSbFkyeP+fbrLzi4/x/KlCvPu8Pfo3HTFlkOK2e3PSIjI9i0fhVbNq5Fo9EwfNT7dO7WK98NW+elf8TERFO9wovtFaOiorCze3X+kdnTIlNarZZtm9czdGBPrK0LsXztVmZ8Pz9bgTEnPL28+XL6bNZu3kmRIi6MHNqPtauWIr9nhBCmLm1Ia+BbyaiLaqs5MF48f5Z+PTtw4dxppkz7jjUbd9CkWUu9BjoHB0eGjhjLT7/uoU3bt5g9cxoTJ4whKipSb8coaCQ0igwlJyfz3YypzPnuazp17cXSVZtSF1Y1lLLlKrBg6Vr6DxrK4vlzmDL5QxITEw16TCGEMLSjZ668FB4NLf0ZTjUFxt1//s7o4f1xd/dk3eZfaNP2LczMDBdHChcuwkcTp/Dt7AWcOX2C4YN78/DBfYMdLz+T0CgytGzxPHb+tIWJn33FuPETjXadoYWFBUNHjOXL6d+zd8+fzP1+ulGOK4QQhmas4Kjm6xdPnTjKl198TKs2bzJ34UqjTlJp3LQFy1ZvJiLiGePHDicmJtpox84vJDSKl/zx68+sWbGEke+NT93709hatXmT8R9/xvatG9m6eZ0iNQghhL4Zcrg6/eupLTAG3LrBpx+NpW69Bnz6+deKTHr08i7D93OXcOd2MF9MmkBSUpLRazBlEhqFjls3rzPj689p36krvfsNVrSWjp170KvvIObOms6li+cVrUUIIfQlfZjTR3BU83A0vJjV/PH4UZQs5cqX02djYaHc4i3lyldk2ow5HD18kHWrlylWhylSdWgMDw+ndu3anDhxQuf2f/75h06dOlGjRg2aN2/OvHnziI+P13lMVFQUn3/+OQ0bNqRGjRoMHDiQmzdvGrN8k7R4wRxKlHTlg48+U8UMs5HvjcenbDkW/vi9TIwRQuQb+rzOUc1nF1Ps3L6FsNBQpn49C3t7B6XLwa9hE7r17Mu61ct48uSx0uWYDNWGxtDQUAYOHEhkpO4spwMHDjB69GgqVqzIwoULGTx4MKtWreKrr77Sedz48ePZs2cP48ePZ+bMmTx69Ij+/fvz9OlTI74L03Lh3BmOHPRn2Iixqlkr0czMjBGjP+D82dMcO3JQ6XKEEEKv8hIc1T4cnSI6OopVyxfStl17fMqUU7qcVP0HDsPMzIw1KxYrXYrJUF1oTE5OZvv27XTq1IknT568dP+SJUuoXr0633zzDQ0aNKBPnz4MGjSIn3/+mZiYGADOnTuHv78/M2bMoFOnTrRp04bVq1cTExPDxo0bjf2WTMaGtSsoU648Ldu0VboUHX4Nm/BaTV82rF2hdClCCKF3ubnOUc3L6aT35++/EBUVyZBho5UuRYdz4cL06D2An3/aRHR0lNLlmATVhcZr164xZcoUOnTowMyZM1+6f8aMGcyYMUPnNktLS5KSklKXZzl8+DC2trY0bNgw9TFFihShTp06HDwoZ6sykpiYyNkzJ2nV5k2DLn2QGxqNhpat2/LvxXM8fx6jdDlCCKF3ORmuVvv1i+mdPnmMatVrUrKUq9KlvKT16+1ITEjk4vmzSpdiEtSVDoBSpUqxZ88eJk6cSKFChV6638PDAx+fF1sLRUZG8vfff7Ny5UrefvttHB0dAbh16xalS5d+6UJbDw8PAgMDDf8mTNDVK/8REx2Nb+16SpeSodp16//vH/Y5pUsRQgiDySo4msJwdFpJSUmcPXOSWir9bnH38MSleHHOnDqR9YOF+vaeds7m3pD37t2jSZMmAJQuXZoxY8ak3hcZGZm6LWBadnZ2REe/el0mjebFn9xIeZ4K5o/k2KWL57AuZE3FylX0Vr8+28PL2wenws5c+vcc9Rs0zPoJKmPKfcMQpD10SXvoKujtcezsFfxS9q2u/eJ/zc00JCVr4X9tcswEAiNASHAAUVGR1PStrcrvFo1GQy3fOly8cMZk+1te2iOnz1FdaMwuGxsbVq9eTVRUFIsXL6Zz585s2rSJsmXLkpycnOnM36yGXr1dnbPcezEr3q7OeXq+EqzNE3EpWoQKXsX0/tr6ag/XkiWwIB4fN/28nhJMsW8YkrSHLmkPXQW5Pe7dDcfV9cVw7r179wAoUaIEYWFhSpaVY4/CXgTeGpV99P7Zra/+4ePpRkjgDZP+boHctUd0dM4mvZpsaHR0dMTPzw+AunXr0rJlS1avXs20adNwcHDg0aNHLz0nOjoaB4dXT/UPDHuKrW1CrmrSaF78pQWG5XzTcKU9eBJNQpKWgNCnentNfbdHfKKWh0+j9VqjsZhy3zAEaQ9d0h66pD1eOHzqcuoZR4CkZP1+RhvD7bvPSErWcud+FOa2T/XymvruHxHRCUQ/jzO5tk2Rl/bI6a44JhUaExMT2b17N15eXlSuXDn1dicnJzw8PAgPDwfA29ubw4cPk5ycrHNmMSQkJPV6yMxoteS5E+rjNYzNxsaW6KgokpO1el+fUV/tERkRgY2Nrcm1bVqm2DcMSdpDl7SHroLcHmmvXXQpVjx1eNqvViWTuJYxhY2NLWhfXDam779LffWPiIgIbGzsTL6v5aY9cvp41U2EeRULCwu+++47Zs2apXN7WFgYt27domLFigA0atSI6OhoDh06lPqYx48fc+rUKRo1amTUmk1F+QqViY6KIjgoQOlSMvTg/j3u37tLhYqVs36wEEKYsPQTYI6duaIzLK3v7QcNydPLB0srSy79e17pUjJ16d/z8t2STSYVGgFGjx7NkSNHmDx5MkePHmXnzp30798fZ2dnBg0aBECdOnWoW7cuH374Idu2bWPPnj0MGDAABwcHevToofA7UKfqNWpiYWnB6ZPHlS4lQ2dOv5jZptYZeEIIoQ+vWk7nmB53kTEW60KFqPZaLc6o9Lvl0cMHBAXconad+kqXYhJMLjR27tyZH374gcuXLzNy5EhmzJhBzZo12bp1K0WLFk193Pz582nZsiUzZ87kk08+oUSJEqxevRonJycFq1cvGxtbqlR9jSOH9itdSoaOHNpPmXLlKVy4iNKlCCGEQWR3OR1TC46+tetx9sxJVS6gfeSQPwC1atdVtA5ToeprGuvVq8e1a9deur1t27a0bfvqXUucnJyYPn0606dPN1R5+U6Hzt2ZOvkj/r1wjmqv1VS6nFQ3b1xj356/+eCjyUqXIoQQepeb3V2OnrmS+ryU/1XrtY5vvtWB1SsWsWn9alXtChMfH8+alUto3LQFRV30v3JIfmRyZxqF4bR+vR1ly1dg4Y/fo1XRFcFLFv6Aa+nSvNOxq9KlCCGEXuVld5f0j1XrWccSJUvRuVtvNq1fxePHL69sopSdP2/h7t1who9+X+lSTIaERpHKzMyMEaM/4MK5M+zcvkXpcgDY89cfHDnoz9AR47C0zNl6UkIIoWb62N0lJ9sPKqn/wGGYmZkxa8aXJCcnK10OIcFBrFgyn7bt2uPtU1bpckyGhEahw69hEzp368X3M7/i+LHDitZy4dwZvpryCW+0e4dWbV59OYIQQpiK9LOf9TGsrPbg6OTszOQp0zmwbw+L589WtJanT54wfuxQChcuwtgPPla0FlMjoVG8ZOz4idRv0JjJH4/j6pVLitQQGHCTjyeMplr1mnwy+Su9rx0phBBKyM31i9mVPjiqLTw2bd6K0eM+ZP2aFfy0ZYMiNURHR/HJhNFER0Xx/bwlODjK5NickNAoXmJhYcGX33yPl7cPI4b0Ze+eP416/KOHDzB0YE9cXIox/bsfsbKyMurxhRDCEPJy/WJ2qX24ukfvAXTr1Y/ZM6fx4w8zSUxMNNqxQ++EMGxQL27dvM7M2QtxK+1htGPnFxIaRYZsbe2Yv3gNjZs057NPPuC7GVOJioo06DFjnz9n/g/fMWHscGrUqs3iFRtwlCWShBD5gL6Ho7Oi1uCo0WgY+8EnjJ0wkS0b1zDy3b7cuR1i0GNqtVr+2vUrA3p3Ji4ulqWrNlG1eg2DHjO/ktAoMlXIxoap33zPh59+wR+//kyX9m1Yv2Y5sc+f6/U48fHxbNu8ni7tW7N181rGvP8R336/AHv7V+8TLoQQameI6xezS63D1RqNhu49+7Fo2XoePrhPzy5vMvObL7h/765ej6PVajl25CCD+nbly88+pkGjpqxc95NMfMkDVa/TKJSn0Wjo2LkHDRs1Y/WKRSxZ+ANbNq6hU9deNG/ZBi/vMrl+7dshwfjv2832rRt58OA+bdu1Z9C7I3B1c9fjOxBCCGUoFRbTSrueI7yoSS3rOVZ7rSYbt/3O9m0bWbdmOX/8toN2b3ekVZs3ea1mbczNzXP1us+ePuXwwX38uvOn1HWH5y9dQy1fWcA7rzRaNS3Ip5Do6Gjs7e0BuHjtDra2drl6HY0GfNycCQh9avIbn2cm9E4Iq5YvZv/ev3keE4OnlzdNmreiUuWqeHr5UNrdM3VpnLTtER+fQOid2wQHBXD92mUO+u/l1o3rWBeypkmzVgwcMhIvbx+F353hFIS+kRPSHrqkPXTlh/bQZ2DUV3uoIcRmJjo6ii0b1/LLjq08uHcP58KFady0JTVq1cbTywcPT6/U0ae07ZGcrOX+vbsEBwUQcOsGRw4f4NyZk2iTtbxW05e+A4dS369Rvp5MmZf+ERMTTfUKpQGIiorCzu7V+UdCIxIacyMuLo5TJ47iv28PRw7t59nTpwCYmZtRoqQrtra2WFhYYGkOT55Fcjc8jKTEJAAcHB3xa9iEZi1aU9+vMYVsbBR8J8ZRkPpGdkh76JL20GXq7aHvcKbP9lBzcARITk7myuVL+O/dzQH/PdwJ+f/rHYsWK4ajoxOWlpZYW5oRERXDvbt3Uy+ZsrC0oGatOjRr0YbGTVvgUqy4Um/DqIwZGmV4WuSKtbU1jZo0p1GT5mi1Wp48eUxwUAAhwYHcCQkhLi6WxMQEXArb8zxBg6traTy9vPH08qFIUZd8/atPCCHUGMjg5eFqtTEzM6NK1epUqVqdUWMnEB0dxe2QIIKDAgkJDiQ6KoqEhHiKOtsR9TwJl2LF8fTywdPLh1Kubrke0hbZI6FR5JlGo6FIkaIUKVKUmrXqpLndtM8WCCFEbqg1MKZQe31p2dnZU7FSVSpWqpp6m3y3KEdmTwshhBBCiCxJaBRCCCGEEFmS4WmhV3FxcYSHhRIX+5zEpESiHhXmwbN4SpZ0KxATXoQQQuhfUlIS9+6GERUVRWJiApEPnbj3JBYXlxI4OTsrXV6BIaFR5FpSUhIXzp/h2OGD3Lp1neCgQO6GhZI6IV8D5mYakpK1oIWSpVzx9PLGy6csDRo2oUatOqnL8wghRH6RMtFErdcOqr0+gKDAAA76/8O1q5cJDgrgdkgQCfEJL+5M993i5OycOhnGt3Y9/Bo1wcHBUdk3kE9JaBQ5dv7caf764xcO+u/l6ZMnFC1WjIqVqtC8RRs8vbxxc/fA1tYWS0tLShW15Xrg3dQ1GoODAtn/z99s2bAGBycnGjdpwett36J2XT+ZUS2EyFfUFs7UPGsaXqwD/PuvP+O/bw/BgQEUsrGhctXqvFbTl3c6dsXD0xsnpxdL7pQu7sDNkAfcDQ9LnVl9+b+L/LbzJywsLahTrwEtWr5O6zfewsrKSum3lm9IaBTZdunieZYsmsuZk8dxc3en3dudaNqiNZWrVMPM7OXLY1NmuNkVcadGmlnVWq2W61cv479/D/57d7Prtx1Ur1GLoSPHyor9QgiTp8ZdWNS8PuP9e3dZvWIRv/2yHVtbOxo3bcGo9yZQp64f1oUKvfT4lO8WG+enVK1WQ+e+u+FhHDywlwP79vDNl5NZvmQ+g94dyRvt2svIlh7I4t7I4t5ZeXD/Ht9Nn8rhg/vxKVuOd4e/R5NmLbM8M5id9tBqtRw/dpilC+dy7cp/1Knnx8eTpua7rQTza9/ILWkPXdIeuvJTe+gjrOW1PdQaGOPj41m+eB5bNq3FxtaOvv2H0Llrryyvf89uewQFBrBi6Y/s3f0Xbu7uTPj4C+r5NdTzu1CeMRf3ltnT4pWOHj5Anx7tuXr1P6Z+PYu1m3bStHkrvQ0lazQa/Bo0ZuW6bUyfNY87d27Tv1cn9v3zl15eXwghlJQ2pBl7eLiBbyXVBsbQOyG8O6A7mzeuoe+AoWz/dQ+9+w3W64RJL28fvpo+hzWbdlCqVGneHz2EBXNnkZiYqLdjFDQSGkWmNm9YzYfjRlD9tZqs2/QLrd9ol+EwtD5oNBqaNm/N6g3bqd+gEZM/fp/lS+YjJ8KFEKYufXA0RnhMfww1Bcbz504zqF83YmKiWb5mK0OGjcbOzt5gxytXviI/LFjO6HEfsmnDKj56fwTR0VEGO15+JqFRZOjXHduYN/tbevUdxLffLzDakgYODo58+c1s3h3xHiuXLmDzhtVGOa4QQhjS0TNXjHbWMf3ZRTUFxps3rjFh7HDKlqvAijXbKF/BOGdfzczM6NV3ELPnLeXihXN8/ul4OeOYCxIaxUtOHj/CzOlT6Ni1ByPfG2+ws4uZ0Wg0DBwygj79BzP/h+84sH+PUY8vhBCGYujgqNbhaICHD+4zYexw3Eq7M3P2AhydnIxeQ936Dfn627mcOHaYH2Z9I6NZOSShUei4dzecSR+Po279hrw/YZKiy+AMH/0BLVq/zpTJHxIcFKhYHUIIoU+GGK5W8/WLAMnJyUz86D2StcnM+mGxQYejs1LPryEfTvyCn7dt4vdftitWhymS0Ch0LFv8I5aWlkz9ehYWFsquyGRmZsbkL6ZTuHBRFi+Yo2gtQgihT+lDXV6Co5qHo1Ps3f0n/128wNSvZ1GseAmly6F9x268/ubbLFn4AzEx0UqXYzIkNIpUgQE3+fOPXxg4ZKRqVtO3LlSIIcPHcGDfHi79e0HpcoQQQm/0cZ2jms8upkhISGDJork0bNKMmmnW7FXauyPeIyLiGVs2rlW6FJMhoVGkWrtqKSVLlqJD5+5Kl6Lj9bZv41O2HGtWLla6FCGE0LvcBEe1D0en9c/uXYSH3mHYyHFKl6LD1bU0nbr0ZOO6lcTHxytdjkmQ0CiAF9ebnDh2mDZt31Ldqvnm5ua88eY7nD55nISEBKXLEUIIvcvJdY6mMByd1vGjh6hYuQply1VQupSXvPl2R6Kjorj073mlSzEJEhoFAAG3bvD0yRN8a9dTupQM1a5bn7jYWC5fuqh0KUIIYRDZGa42lbOLKbRaLWdPn1Dtd0vZchVwcHLizKnjSpdiEiQ0CgDOnz2NhaUF1arXVLqUDJUrXwl7BwfOnzutdClCCGFQGQVHV1dX/EwsMALcuR3Co4cPqVWnvtKlZMjMzIxavnU5f1a+W7JDQqMA4OnTJzg5F85wc3g1MDc3p6hLMZ4+faJ0KUIIYXBpQ2E5j6Lcu3cvw/vU7umTxwCUKFFS4UoyV6JESfluySYJjQKAxMQELMyVXWInKxYWFiTKNY1CiAIio3BoSoERICHxxWe2uYq/XywsLElIkIkw2SGhUQBgY2NLzPMYpct4pZiYGAoV0t9m9kIIoWYpQ9MuxYpTokQJndtMhY3Ni8/s5ypeCzEmJgobG1ulyzAJEhoFAF7eZYh89oywsDtKl5KhZ0+fEh56By+fMkqXIoQQBpV+9vSxM1cICwvL9H41c/fwwszcjKtX/1O6lExdvfIfXt7y3ZIdEhoFALV866DRaDh3+qTSpWTo3NkXdal1Bp4QQujDq5bTOabHXWSMxd7egUqVq3LmpDpnJ0dGPOPa1SvUqeundCkmQUKjAMDB0YnyFStz/NghpUvJ0PGjh3Bzd6dkKVelSxFCCIPIznI6+thFxthq1a7H6VPqXGf35ImjaJOTqVVHTkhkh4RGkeqNdu+w75/dBAXeUroUHXfDw9j1+07atuugdClCCKF3udndxZSC4+tt3+bZ06f88vNWpUvRkZyczJqVS6heoxaurqWVLsckSGgUqTp27kGJEiVZsnCu0qXoWL5kPg4OjvTo3V/pUoQQQq/SB76czI7OyS4ySvIpU4432r3D6hWLiFHRhJi9u//k5vVrjBwzXulSTIaERpHKysqKd0e8x4F9ezhyyF/pcgA4d/YUf/7xCwOHjMTW1k7pcoQQQm/0sR2gqQxXDxk+hoiIZyxVyUmJJ08es/DH72nYpBnVa9RSuhyTIaFR6Hi97ds0atKczz8dz43rVxWtJSQ4iE8mjKGmbx3ad+qmaC1CCKFP+t4OUO3BsVQpN0aP+4itm9ax46fNitYSFxfHRx+MJD4+jvc/nKRoLaZGQqPQYWZmxtRvZuHu4cX4scO4dzdckToeP37E+LFDKVKkKNO/m4elpaUidQghhD7l5vrF7FL7cHW3Hn3p0r0338/8SrHRrMTERKZN+YQb164wc84iuZYxhyQ0ipfY2Ngy64dFWJhbMGRAd/67dNGox7954xrv9u/O85gYvp+7GAcHR6MeXwghDEEfw9FZSf+aaguOY8dPpEHDpnwyYTQ7f95i1GNHRkbw0fsj2L93N1OmfUeVqtWNevz8QEKjyJBLseIsW72ZkqVcGTGkN5s3rCY5Odmgx9Rqtez8eQvvDuiOnb09y9ZswdXN3aDHFEIIYzDU2cWMqPk6R3Nzc76eOZf2Hbsx8+spTP3sI6KiIg1+3EsXzzOgd2cu/XuB2fOW0qxFG4MfMz+S0CgyVdSlGAuWrKVL9z7Mm/0t/Xt15KD/XrRarV6Po9VqOX7sMIP7dWXm11No2649S1duolQpN70eRwghjM2Qw9FZUWtwtLS0ZMInn/P5V99y0H8vXdu3YeO6lcTFxur9WMFBgXw28X2GDuxJkaJFWb1hO3XrN9T7cQoK9e4gLlTBysqK997/mBYtX2fxwh/4ZPxoKlWpSs8+A2nQqGmeZjTHPn/OieOH2bxhDRfOnaFK9df4cfEqfOvU1+M7EEIIZeRlOR19OXrmSmodKf+rRB0ZeePNd6hZqw6rli9k4Y/fs2nDanr1GUirNm9SrHiJXL9ucnIy//17gV92bOPPP37BpVgxPp48lTff6ijXx+eRRqvv00YmKDo6Gnt7ewAuXruT6yCk0YCPmzMBoU/Jr616+uQxli3+kX8vnMPSypJ69RvRtHkrKlauSml3T6ytrVMfm7494uPjCb0TwrWrlznov5djRw4SFxtLxcpVGDJsDH4Nm6DRaBR8d4ZTEPpGTkh76JL20JUf2kOfZxf11R5KnfHMjju3Q1ixdD579/xJYkIiVaq/RtNmrahRqw6eXt4617anb4/k5GTu3Qsn4OYNjh45wEH/vTx68ICixYrRd8C7tO/YTee7Kb/JS/+IiYmmeoUXk4GioqKws3t1/pHQiITG3AgLvY3/vj3479vDpYvnAdBoNJRyK03p0u7Y2NphaWmBrbU59x8+5fbtYMJCQ9H+77rISlWq0qxFG5o2b42Hp5dyb8RIClLfyA5pD13SHrpMvT30Hc702R5qDo7wYrLKkUP++O/dzfFjh4iPiwegSNGieHh64+jkjKWlBQ62Vjx4HMG9u+HcDgkiLjYOgJKlXGnaojXNW7ShSrXXMDc3V/DdGIcxQ6MMT4tccXVzp1ffQfTqO4hnT58SFHiL4KAAQoKDuHM7mNjnMURFJpLsYIOllRWNmrTA08sbTy8fvLzLULhwEaXfghBCGJQaQ1na4Wo1cnBw5I033+GNN98hLjaW4KAAgoMCX/xvcADR0dHEREeRnGCNVgtVqlbnzbc64Onlg4enF65u7vl2xEoNJDSKPHNydua1mr68VtNX53ZTP1sghBC5ocawmJba60thXagQ5StWpnzFyjq3y3eLcmT2tBBCCCGEyJKERiGEEEIIkSUZnhZ6l5CQQEJCPMlJiUQ5WZCQkICFhSxzIIQQQpgyCY0iTx7cv8exIwcJuHUj9YLle3fDXywArgFzMw1JyVqKFy+ZOhHG26cs9Rs2lsW7hclS23p36am9vvxO7e2v9vqEekloFDl27244/+zehf/+Pfx38QJm5maULu2Bp5cPrdq0pbS7Jza2dlhYmFHM2YbAOw+4czuE4KBATp08xo7tm0mankTFylVo1qINLVu/gVtpD6XflhA5psYvXzXPjC1oGvhWkr4h8hUJjSLbHty/x+qVi/lt50+YmZlR368xn305g0aNm+Hg6PTS4zOb4RYVFcmxI4c4sH83q1csZsnCubRt155BQ0fi6lraiO9IiNxJCQJpd9pQOhyoYfcR8YIad2GR/iH0QUKjyNLz5zGsWLKAn7aux7qQDUNHjKVjlx7Y2dnn6vXs7R1o/fqbtH79TWKfP+fXX35izYrF7P7rN9p37MbQkWN1Vv8XQq3ShwOlvoglEKiPmn5YqH1Bb2E6VD17Ojw8nNq1a3PixAmd20+cOEGfPn2oU6cODRs2ZPTo0QQHB+s8ZtasWVSoUOGlP0uXLjXmWzB5N29cY1CfLmzftpE+/d/lp19206f/kFwHxvQK2djQrUdffvp1D+8Of4+/dv3KgN6d+e/SRb28vhCGlvZLuIFvJaMPAaYPBBIK1CV9/zA2CYxCn1QbGkNDQxk4cCCRkZE6t587d45BgwZRuHBhZs2axWeffcbt27fp1asXjx8/Tn3clStX8PPzY8uWLTp/2rdvb+y3YrIO7P+HoQN7YmFpyar12xkybLTBzgDa2NjSd8C7rNn4M0WKFGHku334+8/fDHIsIfQt/ZexscKBBALToMQPi/THkf4h9EF1w9PJycns2LGDmTNnZnj/kiVL8PHxYe7cuZiZvci8tWrVolmzZuzYsYPBgwcDcPXqVXr27EmNGjWMVXq+cuzoISZ9PJYmzVrx2dTp2NjYGuW4rm7uLFi6jpnffMHUyR9haWlJi1ZvGOXYQuSFMYcjZTja9KTfvs9Y/UP6htAn1Z1pvHbtGlOmTKFDhw4ZBsfq1avTv3//1MAIULx4cezt7QkJCQHg4cOHPHz4kIoVKxqt7vzk5o1rfPbJ+/g1bMJX02cbLTCmsLKy4tPPv6ZVm7Z8+fnHXLp43qjHFyIvDD0cKcPRpiv935cx+ocQ+qS60FiqVCn27NnDxIkTKVSo0Ev3jxw5ki5duujcdvz4cZ49e0b58uUBuHz5MgB79+6lefPmVKlShQ4dOnDgwAHDvwETFxnxjAljh+NW2oOpX8/C3NxckTrMzMyYNGU6FSpW4aMPRvLwwX1F6hAiNww1HCmBIH8wRHCU4WhhDKobnnZ2ds7R4x8/fsxnn31GyZIl6dChA/BiaDrlvmnTphEfH8/69esZPnw4S5cupXHjxpm+nkbz4k9upDwvt89Xg7WrlxER8YxlqzdhZ2eXp9fKa3sUKmTNzNkL6NH5TVYuW8DHk6bmqR4l5Ye+oU8FoT2OnX3xpe2XMlxduxLHMvkiz6o9Ul6D/92f2evkFwWlf6TtG5D532u2+kea+6R/FCx5aY+cPkej1aZdQU9dTpw4Qb9+/Vi7di316tV76f579+4xZMgQQkNDWb16NdWrVwdeTKK5efMmjRs3Th3GTkhIoH379tjZ2bFt2zad14mOjsbe/sVs4KioqDyHJVMVHh5OgwYNGDVqFBMmTFC6nFRLlixh2rRpHDhwAB8fH6XLESLHXF1dU/9/WFiY0Z4rTIP0D6GUnOYf1Z1pzK5r164xbNgwYmJiWL58eWpgBHBzc8PNTXeLOktLSxo2bMiWLVte+bqBYU+xtU3IVU0aDXi7OhMYpruYtamY9e0sLK0L0ebt7gSEPs3z6+mrPZq07oDzwsVM+WoGU6ZlPEFK7Uy9b+hbQWuPw6cup55VKlGyFKB7Niiz9vBLM9x47MwVvfy7NAUFvX+kP1Mo/UNXQesfWclLe8TEROfo8SYZGo8dO8aoUaNwcHBg/fr1qdcypvD39yc+Pp42bdro3B4XF5fl8LdWS547oT5ew9i0Wi2HD+zn9bbvYGfnoNf689oeVlbWvPVOZ7ZtXkdiYpJi11nqgyn2DUMqSO1x9LTu7Fm/Wi/Pnk1pj4xmRxeUdkqroPYPv1oZ7yIj/UNXQeof2ZGb9sjp41U3ESYrly9fZsSIEbi6urJ169aXAiPArl27mDhxIs+ePUu9LSYmBn9/f+rWrWvMck1G6J3b3LsbTu069ZUuJUO169YnMiKCm9evKl2KELmWndmzspxOwZWd9T5l9rxQkt5C48OHD7l8+bJOUDOESZMmkZiYyOjRowkPD+f8+fOpf1KW3BkyZAiJiYkMHTqUvXv3snv3bvr3709MTAzvvfeeQeszVefOnERjZsZrNX2VLiVDVaq+hnWhQpw5fSLrBwuhcpkFRz8JBAXeq35YpO8fQhhbnoanExISWLFiBVu3biU8PByA+fPnExcXx6+//sqkSZNwd3fXS6EAt2/fTl1OZ+zYsS/d37FjR2bMmEH58uVZv349P/zwA59++inx8fHUqVOHr7/+Gg8PD73Vk5/cv3+PIkWKqHbPZ0tLS0qUKMnDhw+ULkUIvUi72LOfbyUePriPS7HiqfeJgi1t/yjnUZQSJUro3CeEEnIdGuPi4hg4cCDnzp0jZQK25n9zt69fv46/vz+XL19my5YtlCpVKlfHqFevHteuXUv9b3d3d53/fpVq1aqxYsWKXB23IEpIiMfS0krpMl7J0sqKhPh4pcsQQm9SgkHKOqQPH9znevAjhasSanH0zBXKexYFXqwWAkj/EIrK9fD0smXLOHv2LAAtW7bUuS8mJgaABw8esGjRojyUJ4zF2roQsbHPlS7jleLiYrG2fnnBdyFMVcqZJJdixSlRogQuxYobbd9qoX4NfCvh4lJc+odQjVyHxj/++AONRkOPHj1YsGCBzn2ffvopXbt2RavVcuTIkTwXKQyvdGkPnj55wqNHD5UuJUPR0VGEh4Xi6lZa6VKE0IsG6ZZLSbvGnj53kRGmKav+IYQSch0aQ0NDAahTp06G99ev/2IW7oMHcg2aKahV+8Ws8rOnTypcScYunj9LUmIStev6KV2KEHnyqu3e0q/PJ+Gg4Mlu/5AfFkIJuQ6NKauGBwQEZHj/8ePHgZxvCyiUUdSlGJ7ePpw8rs4zw6dOHqNosWK4e3gqXYoQuZad5XSysyyPyJ+ys5xOdpblEcJQch0aGzRogFarZcWKFSxdujT19pMnTzJ58mR++uknNBpNhtv/CXVq2eoN9vz9Ow/u31O6FB0Rz57x+y/badnqjdTJVkKYmpyuryfBsWDJ7OxiRuSHhVBKrkPjuHHjcHJyIjY2ljlz5qR+ma9du5bt27ej1WopVKgQI0eO1FuxwrC69+5PIRtbVi5bkPWDjWjd6mUkJSXRb9AwpUsRIldyEgjSSh8MJBzkP68ajs6KBEdhbLkOje7u7qxevZpy5cqh1Wpf+uPp6cmqVavw9vbWZ73CgBwcHOk/cCi//bKdq1cuKV0OAEGBAWzbso6efQZSpEhRpcsRIkfyEgjSPkfCQf6kj91d5IeFMKY8Le5dqVIlfv31Vy5evMi///5LREQEdnZ2VK5cGV9fXxlKNEGdu/Xmn927+PD9kSxfvYUSJXO3xqY+PH78iPFjh+FW2oOefQYoVocQuZHXsJhe2sWeG/i+vG+1MC367B8pz5f+IQxNL9sIenl50bt3b0aMGEG/fv0oVKiQBEYTZWVlxczZC7Ewt2DCuOFERUUqUkdcbCwfjx9FXOxzZs1djJ2dvSJ1CJEb+g6MGb2WnFUyTfo4+5wZOSMtDC1PofHEiRO0bduWhQsX6tzet29fWrRowalTp/JUnFBGUZdifD9vCXfDwxg1tB93w8OyfpIePXr4gNEjBnDz+lW+nb2QUqXcjHp8IXLLkIEgs9eUcGA6sjN7Pq/kh4UwpFyHxn///ZchQ4YQFBTElSv/30nv3LnD8+fPCQsLY9CgQVy9elUvhQrj8ilTjkXL1xMZEcHAPp05fHC/UY57+uQxBvTpzN3wMOYvWUuVqtWNclwh8soYgSDta8tZJdOij+sXs0v6hzCUXIfGxYsXk5CQgJmZGdWqVUu93dbWlgEDBmBhYUFiYqJsI2jCyparwMp1P1G1eg0+en8kn0wYw62b1w1yrNshwXz+6XjGjhyMl3cZVq37SQKjMBnGDARpSTAwDYY++5wZ6R9C33IdGi9duoRGo2H48OFMmDAh9fYiRYrwySefMGzYMLRaLf/++69eChXKcC5cmJmzFzJ56nRuXLtCvx4d+GLSBK5fu4JWq83Ta2u1WgJu3eDrqZPo2eVNzp87zYSJn/PD/OW4FCuup3cghGEpFQgyOqYMR6qLMS5XyIr0D6FPuZ49/fjxYwA8PTPeocPd3R2Ahw/VuZexyD6NRsObb3Wg9evt+P2X7axcvpA9f/2Ba2l3mjVvTdPmrShfoRLWhQpl+VpxcXHcvHGNg/7/cGDfHkKCg3AuXJjR4z6iY+ceWFtbG+EdCZF3xhyOzorMnlUfpcNiWmln3oP0D5F7uQ6NxYsXJywsjN27d/POO++8dP/vv/8OgIuLS+6rE6piaWlJxy49eKt9Z86ePsmB/bv584+dbFy3Eo1GQ8lSrnh6eeNW2gMbW1usrKxwtLUg9N5j7twOITgokPCwULTJyTg6O9O4SQvGvP8xtev6SVgUJkVNgSAtWZZHHdTYP+SHhdCHXIfGZs2asWHDBvbu3UunTp1o3LgxhQsX5smTJxw6dIgrV66g0Who3ry5PusVKmBpaUk9v4bU82vI+I8/58rlSwQF3CQ4KJDgoADOnjlJbGwsiQnx2NkWAo0Fbu4eNG3eCk9Pb7x9ylKpSjUsLPK0TKgQilPjl276s0pCOdI/RH6T62/tESNGsGfPHu7fv8+VK1d0ZlDDi+vVSpQowYgRI/JcpFAvc3NzqlZ7jarVXnvpPo0GfNycCQh9Sh4vfxRCVdQYBtJSe335ndrbX+31CfXK9UQYFxcXNm3aRMOGDTPcRrBRo0Zs3LhRhqeFEEIIIfKBPI0Purm5sWLFCu7du8fly5eJjIzEwcGBypUrU6JECX3VKIQQQgghFKaXi8pKlCghIVEIIYQQIh/Ldmhcu3YtAM2bN8fd3T31v7OjX79+Oa9MmISEhAQu/XuegJs3CA4KICQ4kNDQ2y8mwiQmYFvIGo2ZJaXcSuPl5YOnlw9e3j5Ur+GLlZWV0uULkSspEwnUem2Y2utLcf/eXf69eC51El1wUCBPnjwiMSEBSwsztBpznJyc8fTyxtPzxedH5arVcCvtoXTpr6T29ld7fUK9sh0av/nmGzQaDW5ubri7u6f+d3ZIaMxf4uLiOHn8CP77dnP44H4iIyIwtzCntLsnnl4+NGvehkI2NlhaWuJsb8nt8EeE3rnN2TMn+WXHVhITErGzt6dBo6Y0a9Ga+g0aY2Njq/TbEiLH1Lhsidpnxt65HYL/vt0c2L+H//69CICTszOeXj5UqFiZYsWKY2llhYuzDeEPnvH40UOCg4M4f/Y0j/637m/Z8hVo2rw1zVu2wadMOSXfzitJ/xD5TZ6Gp7OzI0h2g6VQv7i4OHZs38y6VUt58vgxXj5l6NytF02ataRM2QpYWlrqPD6j2dOJiYkEBtzkoP9eDuzfw56//sDB0ZHe/QfTtXsfCY/CJKRfDzHlNqWpcX3AFDdvXGPpwrkcPrgf60LW1G/QhC+mzaRu/YYULlxE57GZrbwQGfGMUyeP4b9vD5vWr2LFkvn41q3PsBFjqVq9hnHf0Cuocb1MNS1GL0yXRpvNveB27NgBgJ+fHyVLlkz97+zo2LFj7qozkujoaOzt7QG4eO0OtrZ2uXqd/LrETHJyMr/98hMrli7g8aOHvPlWR3r1HYiXd5lXPi877XHndgibN6zm153bcHBwpP/g4XTq0jPfreGYX/tGbuWn9tBHUMtre6g5EISF3mbR/Nns3f0Xbu7uDBg8ghatXn/lD8TstEd8fDyHD+5j5bKFBNy8QcMmzRgx+gNVnXnU19+LPvuHmvpGbuWnzw99yEt7xMREU71CaQCioqKws3t1/sl2aEzvn3/+oXLlyri6uubm6aoioTFzjx4+4MvPP+bUiWO0fqMdg4eOxsPTK1vPzUl7hIXdYdWyRez6fSfVqtdgyrTvKFnK9PtWivzYN/Iiv7VHXr+U89Ieag4Ef//5G99Nn4qdvT2D3x1F27c6vDQikZGctEdSUhL79vzFsiXzuHc3nDHjPqZzt16qGuWS/qFf+e3zI6+MGRpzvU7j5MmTadmyJXPmzMntSwiVu3rlEgP7duHWzev8sGA5U7+ele3AmFOurqWZ9MXXLFy6lnt3wxnUtwsXzp0xyLGE0Le0X8YNfCsZ7boxtQaCxMREfpj1DVMnf0Tjpi3YuO133unYNVuBMafMzc1p/UY71m3+lQ6dujN75jSmTZlIXFyc3o+VW+n7hzGk74dq6h/CdOU6NMbGxgJQtmxZvRUj1OPG9auMGtqf4sVLsHrDz9St39Aox32tpi+r1m/H26cs740cyL8XzhnluELkVfovZUOGAzUHAq1Wy4xpn/PT1g2M//gzvvhqJnZ29gY/rrW1Ne9/OIkp075j754/mfzJOJKSkgx+3Owy5g8LNV+uIExbrkPj66+/jlar5cCBAyQnJ+uzJqGwB/fvMX7sMDw8vflx8WpcihU36vGdCxdmzvzlVK5SnY8+GMmd2yFGPb4QuXX0zBWDn1VSeyBYu2opu37bweQp0+ncrZfRj9+m7VtMnzWfY0cOMm/2DKMf/1WM3T/SH0+IvMr1bIM6depw4sQJ/vjjD06cOEGNGjUoXLgw1tbWmJnpZtGJEyfmuVBhHHGxsUwYNxwzjRnfzVmo2GxmKysrZsyaz7sDuzN+7FCWr9mKg4OjIrUIkVOGmj2r1rOLKfbu+ZMlC35g8LDRvPHmO4rV4degMR98OJlZM77E3cOLLt17K1ZLRgpq/xCmL9ehcfLkyakXGj98+JB//vkn08dKaDQd27asJ+DWDVat3270M4zpOTk7M3veMvr2eIeN61YybOQ4ResRIif0vSyP2gPB8+cxzPnua5q1bMOgd0cqXQ6duvbk1q3rLJo/mxat36BIkaJKl6RDn/1D7WefRf6R6+FpeHHtSlZ/hOmIjHjG2lVLad+xG2XLVVC6HABKu3vQrWc/Nm9Yw8MH95UuR4gc0cdwpJqvX0xry8a1REQ8Y/S4D1Uzc3no8LGYmZmxZsVipUvJkD6ug5XhaGFMuT7TmJNtBIVp2Lh+FQkJCQwcMkLpUnT06T+Endu3sGblEsZ//JnS5QiRY7kdjjSFsAgQGRnBhrUr6Ni5B66upZUuJ5WTszO9+w1m5bIF9OwzUJXLeKX8vebn/iHyjxyHxsePH3Ps2DHCw8Oxt7enbt26+Pj4GKI2YWT7//mb19u+RVGXYkqXosPBwZG323fh7z9/5YOPJqvmLIYQOZHT4UhTCgSnThwlOiqKnn0GKl3KS7r26MOKpfM5cshfkYk52ZWTHxYyHC2UkqPQuGbNGn744YfU5XZSdOzYkS+//DLf7eJRkDx8cJ+Q4CCGDB+jdCkZql3Pj43rVhIcFJDlTjRCqFV2ziqZYiA4c/oEpT08VHkmz87OnipVX+PM6ROqDo2QvR8Wptg/RP6R7Wsad+/ezfTp03n+/PlL1y3u2LGDb7/91pB1CgM7c/oEALVq11O4koy9VqMW5hbmnDl1QulShMizzK5z9DPRQHD21Alq16mvdBmZql2nPmdOnzCJ5eFedR2sn1y/KBSW7dC4Zs0aADQaDVWrVmXIkCG88cYbmJmZodVq2bJlCzExMQYrVBhW6J3bFC5SRHUzDFPY2NhSytWN8LBQpUsRQi/SfuH7+VbC3Nxc5z5TCgShobfx9lHPns/pefmUIfLZM6Kjo5QuJdvS94+0W/aaUt8Q+Uu2x5MDAgLQaDT4+fmxYsWK1OvK1q1bx9dff01CQgKBgYFUqVLFYMUKw4mPj8PaupDSZbyStXUh4uJis36gECYiZTgyZWWAhw/ucz34kcJV5YxWqyUxIZFChdT7+VGokA0A8XFx4KBwMTlw9MwVynvq/pA3tf4h8pdsn2mMinrxC61du3Y6ExHatWuX+v+fPn2qv8qEUVlaWpGQEK90Ga+UEB+PlbW10mUIoTcpQ48pa6K6FCtutL2J9UWj0WBhaaGqvZ7Ti49/UZupfX408K2Ei8uLvlGiRAmT7B8if8l2aExMTATA0VF3V47ChQun/v/4eHWHDpG5EiVK8vjxYyIjI5QuJUPx8fHcvRtGMYUXHBdCX9J++R87c0Vnn2RTCwbFipfkdkiQ0mVk6s7tEGxsbbG1tVO6lGxL2wduhDwiLCwsw/uEMKZsh8aUhbrTbxGY9qyjKVxkLDJWq3ZdtMnJnD97WulSMnTp3/PEx8WrdqKOEDmR2XI6x9JNgDCVcFDLty5nz5xUuoxMnT55nJq+dXSuG1WrVy3mnr5/CGFsOV4j5/jx40RGRubovg4dOuS4MGFcrm7ulHJ14/TJYzRu2kLpcl5y9tQJHJycVLNTjRC5kZ3lUvKy2LNSatetzx+//szjx49UN5kuLi6OixfOmMQ2pNntH/rcnlKInMhxaFy/fv1Lt6WcbczsPgmNpqFRk+b89edvDBk+BgcHx6yfYCRxsbH8+stPNGrc7KUz3UKYipwu1p3bXWSUUKdeAyytLPl52yaGDButdDk6fv9lOwnxCTRo1EzpUl4pJ/3DFH9YiPwhR9/A2dlrWvafNl19B7xLfFwsG9auULoUHdu2rOfJ40cMHDJS6VKEyJXc7u6Sfr0+tQ5JFilSlC7d+7Bp/SoeP1bP7N6YmGhWLV/I62++jaeXt9LlZEpf/UMIQ8v2mcbRo9X161Hon0ux4nTr2Y8tG9fQvlM3SpVyU7okHj16yNpVS2nfsRul3T2ULkeIHMvrdoBpzzimvJ4azyr1GzCUX3dsY9miuXw86UulywFgw9oVREQ8U+1OV/rY3UWGq4UxSWgUOvr0H8I/f+/iw3EjWLxiA/b2yi1qFvv8OR9/MBJra2sGvitnGYVp0ed2b6YwHOnk7MzwUe/z/bdfUbFyVdp37KZoPQf272H18sUMHDICV9fSitaSEX3uLW4qPyyE6ZMLxIQOBwdHvp+3hPv37jL543EkJCQoUkdycjJTP/+YWzdv8N0Piyha1EWROoTIjfSBQF9f4GofjuzUtSeduvbku+lTOXn8iGJ1XP7vX6ZM/pDmrdowaOgoxerIjD4DY9rXUXv/EKZPQqN4iZd3Gb6ZOZczp0/w6UfvGX3rrbjYWKZMmsDB/f/w5TffU7FSVaMeX4i8MEQgSEvN1zlqNBrGTfiUuvUb8smEMRz032v0Gs6ePsH7Y96lbPmKfDZlhqomz71qOR19keAoDEk9/5qEqtSu68fM2Qs5f/Y0Q/p35+aNa0Y5bkhwEEMH9eLQwX18NWO2Kpf/ESIjxggEaV9breHAwsKCr7/9gfoNGjNxwhiWLPzBKCMWycnJbFi7grGjBlO+QiVmz12CtYq2NtTn5QpZUfMPC2HaJDSKTPk1bMKy1ZuxsLBgcL+uLJw3i4hnzwxyrMjICJYvmc+A3p2IjY1hycpNtGj1hkGOJYS+GWo4OitqDY42NrZMmzGHoSPHsm71Mob0787xY4cNtprGhXNnGDW0HwvmzqJ7z/7MnrcUB0cngxwrN5ToH2r+YSFMl4RG8Upe3mVYvmYrvfoO4qetG+n8TiuWL5lPZIR+wmN0dBTrVi+jS/s2rFu9lA6du7Nq/XbKV5APOGEajHV2MTNqPatkZmZG/0HDWLxiI1bWVnww+l1GvtuXM6eO6yU8arVa/rt0kQ/GvMuIIX2Ijo5i3qKVjB73IZaWlnp4B/qhtv4hRF5otLKQItHR0djb2wNw8dqdXO9PqtGAj5szAaFPyY+t+vjxI9atXsbP2zai1WqpXac+TVu0pnHTlhnuApFZezx7+pTDB/fhv38PJ48fQavV8naHLgwYNJxixUsY8R0ZT37vGzmVH9pDn8ON+mgPYw5/5pRWq+XYkYMsWTiXG9euUKJkKZq2aE2zFq2pVr3mS9v7ZdYeWq2Wy//9y4F9u/Hfv4c7ISF4eHoxZPgYWrR6Q3XXL6Yl/UN/8sPnhz7lpT1iYqKpXuHF6gJRUVHY2b06/0hoREJjTj18cB//fXvYv28358+eRpucTMlSrnh4euHp5UNpd09sbW2xtLSkiKMVwaEPuX07hJDgQIKDArkbFgpA1eo1aN6yDc1bvk6JkqUUfleGVVD6RnaZenvo+wtYn+2h9JmtV0lOTubs6RMc2P8P/vv38OjBAwrZ2ODh6Z36+VGsWHGsrKwoUdSOO/ee8vjRI4KDAggOCiAkOIjoqCicnJ1p3LQlzVq0pm79hlhY5HhzM4PS99+BvvpHfgmOpv75oW/GDI3q+pcmTIJLseJ06d6bLt178+TJY44fPUTgrRuEBAdx8vgRdmzfTGJCImjA3EwDGjNc3Urj4elNi5av4+XtQz2/RrgUK670WxEiT9T4pZt+zT41MTMzo3ZdP2rX9eP9Dydx+dJFLpw/Q0hwECHBgZw+eYynT56kfnYkJWtxcHDEw8sbb59yNGvRhipVq1O9hq/qgmJG1NY/0q/3KUROqf9fnVC1woWL0LZd+5duT0xMJDkpkXKeLoTci5JfgyJfUVsYSE/t9cGLAFm1eg2qVq+hc7tWqyUxMQFvVydu349Go1HPkHN2qb391V6fUC8JjcIgLCws0FhamMTZACGEemg0GqysrLC2tsbM7Ln84BRCRUzvJ5wQQgghhDA6VYfG8PBwateuzYkTJ3RuP3HiBH369KFOnTo0bNiQ0aNHExwcrPOYqKgoPv/8cxo2bEiNGjUYOHAgN2/eNGb5QgghhBD5hmrHDkNDQxk8eDCRkZE6t587d45BgwbRokULZs2axfPnz1m0aBG9evXit99+o0iRIgCMHz+eixcv8uGHH2Jvb8/8+fPp378/f/zxB87Ozgq8o/zr4YP7BPxvIkxwUAChobeJi40lMTEBR3sbEpPNcC3tjoenN55ePvj4lKV4iZJKly1ErqVMJFDrtWFqry9FQkICgQE3CQ4KfDE7OiiAJ0+fkJAQj621BYnJZjg4OuHp5f2/zw9vfMqUx9raWunSX0nt7a/2+oR6qS40Jicns2PHDmbOnJnh/UuWLMHHx4e5c+emrslVq1YtmjVrxo4dOxg8eDDnzp3D39+fpUuX0rRpUwBq165Ny5Yt2bhxIyNHjjTa+8mvggID8N+3G/99e7h+9TIAFpYWuHt4Ubq0B47FnbC0tMSukDl3Hzzh4vmz/P7LdhLiX2wnVqZceZo2f7FOW5my5dFoNEq+HSFypYFvJdV98ap9Zmzs8+ecOH4E/327OXLIn6j/nRgoXKQInl4+uLgUw8raGid7ax48juDx48f89st2Hj14AEAhGxsaNGpC0+ZtaNCoCXZ29gq+m1eT/iHyG9WFxmvXrjFlyhR69epFgwYNGDp0qM791atXp1WrVjqLuBYvXhx7e3tCQkIAOHz4MLa2tjRs2DD1MUWKFKFOnTocPHhQQmMupSzQu3zJj1y9/B+FbGxo2LgpvfsOolKVapQs5aoz8SX92lFJSUncDQ/l6pX/OHRgH1s2rmHl0gWUKVeewUNH0bR5awmPwiSkXdZGTWdt1LxG49MnT9iwdgXbt20k9vlzfMqWo1uPvtSt3xAv7zI4Ov3/tn8ZrTsXFRVJcNCLZXn89+3hi0/HY2llyVvtO6tuY4D0/UMtfxdq7h/CNKguNJYqVYo9e/ZQsmTJl65lBDIMfMePH+fZs2eUL18egFu3blG6dOmXZu56eHjw22+/GabwfO7s6RMsXvADly6ep3qNWsz4fj716jfEulChbL+Gubk5bqU9cCvtQcvWbUlISOD0yWNs3rCaTz8cS/mKlRk2ahx+DRob8J0IoR/p10NUMhyoedHmqKhINq9fzeaNa9BqtXTr2Zc33+qIh6dXjl7H3t6BKlWrU6VqdfoPGkZ4eCi7//ydjetX8cevP9Opay/6DRiKc+HChnkjOaSmHxZq7h/CtKguNOb0esPHjx/z2WefUbJkSTp06ABAZGRk6g4vadnZ2REdHf3K19NoXvzJjZTn5aeTZXGxsfz4w0y2b9tEpcpV+WHBcurWb5CtM4JZtYeVlSUNGjWhQaMmnD1zkiUL5zL+vaG8+VYHPvhokqqHnXIqP/aNvMgv7XHs7IsvX7+UcFC7Esdy8YWcl/bw860EaZ6Xm+MbysUL5/ji0wk8efKILt370Kff4GyFuuy0h6urGwMGD6NL915s3rCGzRvW8PeuX/ls6gz8Gqrjh+exs1dS+wYo3z/U1DfyIr98fuhLXtojx8/Rqtjx48e15cuX1x4/fjzD++/evat96623tDVr1tReuHAh9fYBAwZoe/bs+dLjZ8+era1WrdpLt0dFRWkBLaCNiorS3xswcWFhYdo2bdpovby8tKtXr9YmJycb9HjJycnarVu3asuUKaNt2rSpNjAw0KDHE0KfSpUqlfonPx8zu1atWqUtXbq09u2339aGhIQY/Hj379/X9urVS1uqVCntnDlzDP55lVPSP4Qa5TT/qO5MY3Zdu3aNYcOGERMTw/Lly6levXrqfQ4ODjx69Oil50RHR+Pg4PDK1w0Me4qtbUKuatJowNvVmcAw098P8/69uwzp3x0zc3MWrdhI+QqVCAx7lqPXyE17+DZozdLVZZgwbjht3mjLslWbcffwzMU7UJf81Df0IT+2x+FTl1PPKqXspZ7dMzu5aY+0Z7COnblCQOjTHNVrSKuWL2Lponl069GXMe9/RIKZRY7qy13/sGTqjB/xWr6I6TO+5XrAbcZ/NFk110mn7x85OeuX0/bwSzccrbb+kVf58fMjL/LSHjExrx59Tc8kQ+OxY8cYNWoUDg4OrF+/PvVaxhTe3t4cPnyY5ORknQkzISEh+Pj4vPK1tVry3An18RpKio6O4oP3hmFubsHSVZtwKVY8T+8np+3h6eXD8tVbGTaoJx+8N5Rlq7bglE+WSTL1vqFv+a09jp7W3dvXr1bOrnPMTntkdH2amtrwr12/snThPIYMH8Ogd19cg57b+nLaPzQaMwa9O4rCRYry3TdTcSvtQY9e/XN3cAM4evqKTt+AnF1fmB/6hz7lt8+PvMpNe+T08ape3Dsjly9fZsSIEbi6urJ169aXAiNAo0aNiI6O5tChQ6m3PX78mFOnTtGoUSNjlmtykpKS+GziB9wND2PW3MW4FCuuSB1Ozs7MmruEyIgIPh4/ivj4eEXqECI30gYBfS5xkn72q9omNJw/d5pvvpzEm293ZOCQEYrV0bFzD3r3G8yPs7/loP9exerISPq/t4LUP4TpM7nQOGnSJBITExk9ejTh4eGcP38+9U/Kkjt16tShbt26fPjhh2zbto09e/YwYMAAHBwc6NGjh8LvQN3+/H0nx48cYtqMH/ApU07RWkq7e/DdnEVc+vc8P/+0SdFahMip9MEgr+FA7culJCQk8M2Xk6hcpTofT5qq+LDwiDEf0KhJc779+vMcD8EZg76Do9r7h8gfTCo03r59m8uXL5OQkMDYsWPp3r27zp+FCxemPnb+/Pm0bNmSmTNn8sknn1CiRAlWr16NU5q1wISuuNhYli35kRatX6eeX8Osn2AEVavXoN3bnVizYjFRUZFZP0EIFUn/5Z2bcJA+cKo1EPz+63buhITwwUeTsbS0VLoczMzMGPfhp0RGRrB5wxqly8mQPn5YmEr/EPmDqq9prFevHteuXUv9b3d3d53/fhUnJyemT5/O9OnTDVVevvPzT5t49PABQ0eMU7oUHUOGjebvP39l8/rVDBk+RulyhMiRlC/x3Cz2bCrr68XFxrJy2UJav9GO8hXUs+NIqVJudOrai43rVtKpS0/VrOGYVl7W+5SwKIzNpM40CsP6a9dvtGj5eo4X3TW0YsVL8OZbHfjrT1mYXZiunA5HmtL1aWdOn+DRgwf0HzRM6VJe0nfAuzyPieHIof1Kl5Kp3FznKIFRKEFCowDg2dOn3Lx+lXp+6pwoVM+vEWF3bhMWdkfpUoTItewOR5paIDhz+gQuxYvj7VNW6VJeUrSoC+UqVOLM6Zd3GFOb7ARHGY4WSpLQKAA4d/YkWq2WWnXqKV1KhmrWqotGo+HsKfV/8AvxKq86q+RnooHg9Mnj1K5TX/HJL5mpXac+p04eQ2sC67O86oeFnwmdfRb5k4RGAUBQYACOzs6UKuWmdCkZcnRyopRbaYKDApUuRQi9SPuF7+dbCVdXV537TCkQBAfdonzFykqXkakKFSvz6MEDoqOjlC4lW9L//WfUP4RQgqonwgjjiY19jq2NrdJlvJKNjQ2xsc+VLkMIvUmZBPHwwf3U264Hv7yblZpptVri4+JV/flhY/uitrjYWOztX70rmJocPXOF8p5FU//bpVhxCYxCUXKmUQBgYWFJQmLutk80lsSEBCxUsJSHEPqS/ro1l2LF9brYszFoNBrMLcxJTExUupRMJSS82BzA0tJK4UpypoFvJVxcir90mxBKkdAoAChSpCjPnj4h9rk6z+QlJiby8OEDChcuonQpQuhF2i9/l2LFSUpKyvA+U+BcuAh3w0OVLiNT9+7dxdLKMvWMoylI2wduhDwy6f4h8g8JjQKAGrVqk5iQyL8XzyldSoauX7tCdFQUNWvVUboUIfIs/WSXY/8bcjyWw2VX1KJmzdqcO3tK6TIydebUcaq9VksVi45nR2aToUy1f4j8Q0KjAMDbpyyFixTh9KnjSpeSoTOnjlPIxoaKlasqXYoQeZLV7Gh9bz9oDL5163P5v0tERkYoXcpLEhMTOX/2NL611bkyRFrZWU7HFPuHyD8kNArgxXVJfg2bsPvP34mLi1O6HB2JiYns+n0ndes1MJkzBUKkl5P19XKz2LOS6tZ/se3o37vUtwC//77dREdF4dewsdKlvFJOFnPXx/aUQuSGhEaRqu+AoTx4cI8dP21SuhQdf/3xC8GBAQwYMlzpUoTIldzu7mIqwbFUKTfatmvPquULiYmJVrqcVAkJCSxZ+AN+jZpQsZJ6Rylyszanqf2wEPmDhEaRytPLm7fe6cTqlUuIjHimdDkAPH8ew7IlP9KyzRuq/tAXIjN5XazbVIYjBw8bRWRkBBvXrlS6lFS/7thG2J07DB/1vtKlZEgfu7tIcBTGJKFR6BgybAza5GQ+/XgcCQnKLsGTlJTElEkfEhkRwbCR6vzQFyIz+tzuzRTOKpUq5UavvoNYtWIxx44cVLocLl08z48/fEu7dzpRrnxFpct5Sfq/w7z2j7Svq8b+IfIHCY1Ch0ux4kyf9SMXzp3mu+lTFd12a/7c7zh8yJ+vps+mtLuHYnUIkVP6DASZvY4ag8G7w9+jQaMmTP7kfW5cv6pYHWGht/nog5FUqFiF8R9/plgdmcnt5QqvYgo/LITpk9AoXlLLty4TP5vG779sZ+7303XWBzOG5ORkli6ay5YNa3h/wqc0bNzMqMcXIi8MEQjSUvNZJXNzc6Z+PYvS7p588N5Qrl35z+g1hAQHMXbUYOzs7fn2+wVYW1sbvYZXMfTe4hIchSFJaBQZatuuPeM//oyftm7ggzHv8ujRQ6McN+LZMz798D3WrFjCiDEf0KV7b6McVwh9MHQgyOy11RQObG3tmD1vCcWLl2D4kN7s+n2n0UYsDvrvZUj/bliYW/DD/OU4Fy5slONmhz4vV8iKmn9YCNMmoVFkqnO3Xsz5cRk3b1yjX4/2/P7LdoNtFZacnMzuP3+nb8/2nDt7ihnfz6fvgHcNciwh9M2YgSDtMdR6VqmoSzEWLl1Hy9ZtmfbFRCZ9PI7bIcEGO969u+FMm/Ipn4wfTc1adVi6ejNupdVzSYuhzz5nRM0/LITpktAoXqlOvQas3fwLNX3r8M2Xk+nVtR17/vqD5ORkvby+VqvlwP499OvZgSmTP6R8hUqs3bSTxk1b6OX1hTA0JQJBWmoNjtaFCjF5ynSmfvM9l/49T88ub/L11EmE63G7wUcPHzDnu6/p2qENRw7t58OJXzDj+/k4ODjq7Rh5ZewfE2mp+YeFME0arZIzHVQiOjoae3t7AC5eu4OtrV2uXkejAR83ZwJCn5IfW/X61cssW/IjRw76U6xECZo1b03TFq15rYYv5ubmLz0+s/ZITk7mv38v4L9/D/779hAeeofadf0YOuI9qlavYbw3ZET5vW/kVH5pD30FAn20h6Em3+hDXFwcO7ZvZt2qpTx79pSavnVp3qINTZq1xKVY8Zce/6r2ePrkCYcP7sN//x5OHj9CoUI29Oo7iK49+mBnZ2+kd5Q1ff596Lt/qKlv5EZ++fzQl7y0R0xMNNUrlAYgKioKO7tX5x8JjUhozKn/Ll3k712/4r9/Dw/v38fJ2ZnyFSrh4emNp5cPpT08sbWxxdLKkpJFbLgZfI/bISGEBAcSHBTAjetXefzoEUWKFqVJ81a8/sbbvFbTV+m3ZVAFpW9kl6m3h74Dmj7bQ83hICYmmr93/Yb/vt2cOX0CbbKWMuXK4+Xlg4eXD55ePrgUK4aVlRWlizsQFPqYR48eEhz04rMjOCiQ69eugFZL9Rq1aNqiNe3e6oCDo5PSb02HWvuHmn9Y5ISpf37omzFDo0VuixQFV5Wq1alStTrjJnzK5f/+5ehhfwJu3eTM6RP8smMriQn/u+5RA+ZmGpKStZibm+Pm5o6nlw/t3ulEg4ZNqVq9RoZnKIUwJWr74j165opqhyFtbe3o2KUHHbv0IOLZMw4d3Me/F84SEhzE2TMnefzo0YsHpvnsQAsOTk54eflQtlwF2nfqSuOmLSla1EXZN5MNauwbIMPUIvckNIpcMzMzo2q116ha7bXU2xITE7l//y5xsbEkJSXi7VaE+0/jcClWUvaNFvmG2sJAemqvD8DRyYl2b3ek3dsdU2+LjHjGkydPSEiIw72EI3cfx+Lo6KyqWdDZofb2V3t9Qr0kNAq9srCwwNX1xanulFPmFjKEIITIBgdHJxwcnVI/O6zls0MIVZHZ00IIIYQQIksSGoUQQgghRJZkeFrkWXJyMvfuhRMSFERwcABhd24TG/ucpKQkijjZ8jwBXN3c8fT0xtPLmxIlXU1iAkwD30qqvvZH7fXlZykTCdTc/qbSP2JiorkdHERIcBDBQQE8fvKIxIQEHO2seB6vxcHRCc//zaz28PTC3t5B6ZKFKLAkNIpciYmJ5vjRQ/jv3c2xo4eIjooCwNLKElc3d2xtbbGwsOCepRmPHj/j19BtxMfFA1DIxob6DRrTvEUb/Bo1UeWXQEooUOsXr8x+VAc19g+19w2tVktQ4C38971Yp/XGtf9vv6IuLhR1KY6VlSW2hSx5FhnDo0cPeXj/fupjPL19aNaiNc2at6Z8xcpoNBol3oYQBZKERpEjQYEBrFq+kAP79xAfF0+5ChXp3qs/latUw9PLm5Kl3FLPIqZdOyopKZm7d8MIDgrk2pX/OHRgL19MmoCFpQWNmrRg0LsjKVuugsLv7v+lXbZETWeV1B4ICor0/UMNfQPUvUZjQkICu37fweb1qwkOCsTG1paGjZrSrUcfPL3L4OnlnbqTS/p156Kjo7gdEkRQYACnTx7j522bWLNiCaVc3ejasy8dO/fA2tpa4XcoRP4ni3sji3tnR+idEFYtX8Sff/xKsWLF6dK9N81btnnl/q5Ztcfd8DAO+P/Dts3rCbtzm5Zt3mDw0DF4efsY8J3kjL4Ww5UdHXTll38r0j+ylpSUxJ6//2DF0vmE3r5N81av07Zde+rUa5Bp0MuqPRISEjh/9hR///kbf+36lSJFXRg4eARvte+cL5f2yi//XvRF2kOX7AhjZBIaM6fVatm6eR0L5n6Hk5Mz/QcN552OXbGyssryudltj5QzECuXLeTRwwe8O/w9+vQfoqrrHvP6hZzXvqHWQJBb+e3fipL9Q827fISF3WHKpA+5dPE8jZu2YMjwMZQrXzHL5+WkPUKCg1ixdD7//L0Ln7Ll+PKb7/H2Kaund6AO+e3fS15Je+gyZmiU2dMiUzEx0Uz88D3mzppOp6692LZzN126985WYMwJS0tL2nfsxtYdf9N3wLssXTiX8e8NJTLimV6Pkxdpv4iNOUTcwLdSvguM+ZGS/SOzOpR2/NhhBvTqxKOHD1i0fD3fzl6QrcCYUx6eXkz9eharNmwnKSmJQX278M/uXXo/jhBCQqPIRFRUJCOG9OXUiaN8O3sB48ZPpJCNjUGPaW1tzbCR4/hhwXKuXL7E0IE9efrkiUGPmRPpg4Ghw0H6sKimQCBeJv3j//2161fGvzeM6jVqsXrjz0bZW758hUqsXLuNps1b8/nE8WzeuMbgxxSioJHQKF6SkJDA5I/HER52hyUrN9K4aQujHr9OvQYsW72FiIhnfPTBSOLi4ox6/FdJ/+VsqGAgZxdNU/q/q4LYP86ePsE3X06ibbv2fPv9gtTJLcZQyMaGL76aSe9+g/lx9rfs3/u30Y4tREEgoVHo0Gq1zJ75FWdOn+CbmXMVm9Hs4enFt7MXcv3aZaZN+YTk5GRF6siMoYKjDEebPkP+sFB7/wgOCuSTCWN4rWZtPp40VZHrkjUaDSPGfECL1q8z9bOPuPTvBaPXIER+JaFR6DhyyJ9fft7Gx59OpXZdP0VrqVrtNb74aiZ7d//F7r9+V7SWjOh7OFLN16eJnNN3cFTzcDS8+MH51RcfU7SoC9/MnKvoLGYzMzMmfzGdchUqMfWzD0lISFCsFiHyEwmNIlVSUhKL5s+mVp16tHunk9LlANC85es0adaSZYvmER8fr3Q5L9HXWSW1BwKRO/r6YaHms4sp/Pft5vKlfxn/8WdGHZLOjHWhQnz86VTC7tzht50/KV2OEPmChEaR6q9dvxJ46yYjRn+gql0Who9+n7t3w9n58xalS8lUXoKjKQQCkXt5+WGh9uHoFImJiSxZ8AN16zdQfIQirbLlKtCm7VusWr6Q589jlC5HCJMnoVGk+nXHNvwaNaFK1epKl6LDy7sMLVu/wS8/b1W6lFfKaTAwlUAg9CM3/SPtc9XcPy6eP0NIcBBDho1RupSXDB46mkcPH3LkkL/SpQhh8iQ0CuDFmoyX/7tIw0bNlC4lQ40aNyfw1k0ePXqodCmvlN3hSFMKBEJ/cts/1O7M6RM4OjtTWWU/OAFKu3vg6eXNmVPHlS5FCJMnoVEAcOH8WZISk6hVu57SpWSoVu26AJw7c1LhSrKW1XCkqQUCoV+vWpbHz0TPPp8+eZxavnUxM1PnV4pvnfqcltAoRJ6p81+4MLob169g7+CAp5e30qVkyKVYcUqULMX1a6bxJQq6X/h+vpVwdXXFzwQDgdC/9D8sUvpH+seYihvXr6ruspa0qlR7jdDbt+W6RiHySEKjAOB5TAx2dvaqmgCTnr2DA89jTOtDP+WL/+GD+9y7d4+HD+7r3C4KtvT9I+U2U+ofWq2W2OfPVTFjOjP29g4AxJjY54cQaiOhUQBgbmZOUnKS0mW8UlJSkiKLBeuDS7HiOv8rRGaMuXe1vmjMzFT9+ZH8v9rMzUzz80MItZDQKABwcHIi4tlT1S6Cq9Vqefz4EfYqPpuRkbQBICkpKcPbRcGUdiKMS7HiJts/NBoNjo6OPHqo3klqjx4+RGNmhq2dndKlCGHSJDQKAKpVr0l8XDxXL19SupQMBQbcJOLpU16rUUvpUrIl/czYY/8bbjyWzdmzIn9LP9kls/5hKqpVr8n5c6eVLiNT586epHKVqlhZWSldihAmTUKjAKB8hUrYOziodobhmVMnsLC0oFr1mkqXkqWsltN51exZkf9lNTta39tTGoNv3fr8e+EscbGxSpfyEq1Wy5lTJ/CtU1/pUoQweRIaBQAWFhbUql2PvXv+1BkmUwOtVsvuv3/ntZq1KWRjo3Q5r5Td5VL0tf2gMB05Wczd1H5Y1K3XgIT4BA7s/0fpUl5y5tRxnj55Qh0V7VQjhKmS0ChS9ek3mICbN9jz9x9Kl6LjyCF//rt4gT79hihdSqZyu7uLBMeCIf3fbXb6hyn9sPD2KUuDxk1ZtmSeqq6L1mq1LJo/m8pVq6l2DVohTImERpGqavUaNGnWkmWL5hEfH690OcCLySOL5s/Gt2596tZvoHQ5GcpNIMjs8aYyHCmyL6+7/5hKcBw+6n3C7tzh1x3blC4llf++3Vz57xIjRn+g6uXEhDAVEhqFjuGj3+fBg3vM/GYKWq1W6XKYN3sGwUEBqv3Q19d2gKZ0Vklkn752dzGFHxZly1Wg7VsdWDBvlioW4b9zO4SZ30zBr1ETuZ5RCD2R0Ch0eHmXYfIX09n12w7WrFyiaC1bN69j2+b1fPDhZCpXqaZoLRkxxHZvEhzzh9xervAqpvDDYvzHk/H08mH82GHcv3dXsToinj1jwthhODg68vnUbxWrQ4j8RkKjeEmbtm8xZPgYli6cy/atGxWpYdfvO5n7/Qx69h1Ip649FakhM4YIBGmZwlklkTl9nX3OjJqDo42NLd/NWYi5mTnjxw7jwf17Rq/h2dOnfPj+CJ4+e8rsectwcnY2eg1C5FcSGkWGBg4ZQbde/fj+26/4bsZU4uLijHLchIQEFsydxbQvJvLmWx0YOWa8UY6bXYYOBGlfO7PjCvUy5I+JtNT8w8KlWHHmzF9GZEQEg/p15cK5M0Y79o3rVxkyoBshwYHMmrOI0u4eRju2EAWBhEaRIY1Gw7jxE/l48lR+/2U7Q/p3M/iH/+X//mXEkN5s3riaMe9/xKefT1PVtoHGCgRpj6Hms0ri/xn67HNG1PzDwtunLCvWbsXNzZ2RQ/uxaP5soqIiDXa82OfPWbt6KYP7dcXGxpYVa7dStXoNgx1PiIJKQqN4pfYdu7Fi7TbMzMwYMaQPH4x5lyuX/9XrMW7euMYn40czpF83oqOjWbxiIz37DFTNxBclAkFaEhzVLa+z5/NCzT8siroUY/6SNQx6dySbN6ym8zutWbd6Gc+fx+jtGPHx8fy0ZQNdO77OskXz6NytN8tWb8HVzV1vxxBC/D+NVg1TZBUWHR2Nvb09ABev3cHWNnf7k2o04OPmTEDoU/JbqyYnJ7N/798sX/wjwUGB1KpTj2bNW9O0eSuKFS+R4XNe1R6PHj3k0IG9+O/dzakTxyjlVprBQ0fR5o23VHt2EXIfCPTRN5QMJ/qWX/6t6OvHhL77h9r6xoP791i9cjG/7fwJe3sHmrd6neYt2vBazdpYWlq+9PhXtUdSUhKXLp7Hf/8e9u75k0cPH/LGm28zcMjIfDscnV/+veiLtIeuvLRHTEw01SuUBiAqKgq7LPZnN4nQGB4ezttvv82CBQuoV69etu/r1q0bFy5ceOn1tmzZQo0aNVL/W0Jj9iUlJfHP7l389ccvnD51nKTEJKpUq07FSlXx8PTG08ub0u4e2NjaYWlpgXtxe67cCufO7RCCgwIJDgrg2tXLXLp4Ho2Zhpq+dXn9jbd4/c13MvzyUJI+v4T12TfUHA6yKz/8W1Fj/1D7D4uw0Nts27KBA/v2cDc8DAcnJ+rUrY+XV5nUzw+XYsWxtrbCy9WZ68EPePzoEUGBt1I/P86ePsHjR48oWqwYTZq1pGv3Pnh5l1H6rRlUfvj3ok/SHrqMGRotcluksYSGhjJ48GAiI1++HuZV9yUnJ3P9+nUGDx5MmzZtdO4rV66cwerN78zNzXm97du83vZtIiOecfiQP0cP+3P2zEl+2bGVxITE/3+wBszNNCQla0ELFpYWuJX2wNunLBM/+4pGTVrgXLiwYu/lVdQczI6euaKqYciCSK39I6UWtfYPVzd3xn7wCe+9/zHXr15m/77d/HvhHBfOneHRw4f//8B0nx0AzoUL4+HpzetvvkOz5q2pUu01zMzkCishjEm1oTE5OZkdO3Ywc+bMHN2XIjAwkOfPn9OsWTOds4pCfxwcnWjbrj1t27UHXpyFDA8LJfTObWJjn5OUlIB7ycI8jkzE1c2dUq5uWFiotsvpUFMQyIja68vv1N7+aq9Po9FQoVIVKlSqknpbZGQEIcFBPHn8iMTEeEoUseNxZAKOjs54eHrL0jlCqIBqv8GvXbvGlClT6NWrFw0aNGDo0KHZui/F1atXAahYsaLRai7ozM3NKe3ukXpdkQwhCCGyy8HBkSpVqwPy2SGEWqk2NJYqVYo9e/ZQsmRJTpw4ke37Uly5cgUHBwe++eYb9u/fT0xMDPXr12fixIn4+PgY4y0IIYQQQuQbqg2Nzq8YinjVfSmuXLlCZGQkhQsXZsGCBYSGhrJgwQJ69+7Nzp07KVEi8xm/uV3pJeV5KlkpRnHSHv9P2kKXtIcuaQ9d0h66pD10SXvoykt75PQ5qg2NeTVhwgRGjhyJr68vALVr16ZWrVq0bduWtWvX8uGHH2b4PG9X5yxnD2XF29U5T883RcnJyYSGhnLz5k2Cg4N5/vw5iYmJmJubY2Njg4eHB2XKlMHd3V1VS+q8iqurK2FhYXp9TX32DUPUZygJCQkEBgZy69YtwsLCiIuLIykpCUtLS+zt7fH29qZs2bIUL15cNetzvoqrqyuA9A8DK4ifpa8i7aFL2kNXbtojOjpnq5bk29BYqdLLswfd3d0pU6ZM6vWOGQkMe4qtbUKujqnRvPhLCwzL/9fhaLVabt64hv++PRw55E9gwE3i4+MBsLCwoFAhGywszNGgJTIqmsTEF7OqLS0t8fTyoUGjJjRv0YYKlaqoMiT4/W/2aYmSpTimh0kF+u4bKfUFhD7N+4sZQGJiIufPnsJ/3x5OHD9CWOgdkpOTAbCyssLauhCFrC2JeR7H85gYkrUv7rOzs6dc+Yo0btaCZi1a4+paWsm3kamk5Bd/iWrsH35pZk6rtX9kpSB9lmaHtIcuaQ9deWmPmJjoHD0+X4bGhIQEfvvtN3x8fF6aOR0bG0vhVyzzotWS506oj9dQq8jICLZsXMvff/5K6O3b2Ds44NewCa+/+Q6eXj54enlTsqQrZmZmqRez37z9mHt3775YZy04gGtX/mPH9q2sXbmMEiVL0abtW/TsPVBVy+8cPf3/y9r41aqkt9moee0b6ZdSUVs/u3M7hPVrlrF/3x4inz2jRMlSNGrSnDLlyuPp5YOHpzdFihTFzEyTOtEhPj6B0Du3CQ4KICQ4kIsXzrJ4/hx+nD2T8hUr83b7zrzTsauq1vGU/mEc+fmzNDekPXRJe+jKTXvk9PH5MjRaWlry448/4urqyoYNG1Jv/++//wgJCWHIkCEKVmeaYmKi2bZ5PRvWriAhIZ42b7zN+I8/x7d2vSy/zM3MzChZypWSpVyp59cQ0D0T9dOWDfy0ZQM9evenR+8BODg4GuMtZSnteogp/6vkUiZqXrj5bngYq1cs4vdff6ZwkaJ06NSN5i3bUKFi1meSLS0t8fL2wcv7/yeoRUdHcezIQfb98zezZ05jw9oVDHp3JG+0a6+aZZvS9w+l/z7UunakECL/UMenrwGMGjWKSZMm8cknn/D2228TGhrKvHnzqFChAh07dlS6PJNy9PABvp76KZGREbTv2I3+g4bhUqx4nl7TwsKC2nX9qF3XjyHDxrB+zXI2rF3BT1s28NGnU2jZuq2eqs+b9IslKxUO1BoIkpOT2bB2BcsWz8POzp6RY8bTuWsvrAsVytPr2tnZ06rNm7Rq8yaBATdZvmQ+33w5mY3rVzFl2neUr6COxavV8sNCrf1DCJG/5Nvl9Lt06cLs2bO5fv06o0aNYs6cObRo0YLVq1er5kyF2iUlJbFg7iwmjB1OpSrV2LLjL8Z//FmeA2N6zoULM3rch/z0yx7q1PPjs08+YNaML0lIyN21pYaQ9ovY2LttqDUQREY8Y/x7Q1k8fw7de/bnp1/30KvvoDwHxvS8fcry9bc/sGr9T1hYWDCkfzd+2/mTXo+RF0fPXFGsfzTwraTa/iGEyH9MYu9pQ5O9p1+WkJDApI/GcuTwAUa9N56efQbmeMJKbtpDq9Wy8+ctzPnua16rWZtZcxbpPYTkRW6HiHPTFmoejn5w/x6jh/fn6ZMnfDV9NnXrN8zR83P7byUuLo6533/Dzu1b6TNgCCPHjM9h5YaV2wCX1/6hpr6hD/nps1QfpD10SXvoMube0/n2TKPIPa1Wy3fTp3L82CG+m7OQXn0HGW2Gs0ajoWPnHvywYAWXLp7jqymfpM66VYP0X86GOquUPhCoKRTExEQzYdxw4mLjWLF2W44DY15YW1vz0adTGT3uQ9avXs7WzeuMduzsSH/G0Vj9QwghjEFCo3jJujXL+P2X7Uz8bBoNGjVVpIZavnWZMu079v+zm8UL5ihSQ2YMPRyp5kCQlJTE55+OJ/TObWbNXZy6ZaSx9eo7iJ59BzL3+xkcPrhfkRoyY8gfFjIcLYRQkoRGoePSxfMs/nEOg94dSdt27RWtpWnz1qlnlI4fO6xoLRnRd3A0hUCwaf0qjh89xLRvf6BsuQqK1jLqvQk0btqCLyZN4NGjh4rWkp4hflio+XIFIUTBIKFRpNJqtSyYN4uy5SswaOgopcsBoEfvAVSvUYtFP36vqmHqFPoajjSFQBAZ8Yy1q5bSsXMP6vs1UroczMzM+PSzaZibm7NmxWKly8mQvoKjmi9XEEIUHBIaRaqjhw9w4dwZRoz+ADMzdXQNjUbDyDHjuXHtKnt3/6l0ORnK61klUwkEa1ctIzExkQFDRihdSipHJyf69B/Czp+3EHonROlyMpTXHxZqP/sshCg41JEMhCps27yOqtVrUL9BY6VL0VG9Ri3qN2zMlk1rlC7llXITHE0lECQkJPDzT5vo0r03RYu6KF2Ojq49+mBnZ8/O7VuVLiVTuflhYQqXKwghChYJjQKA+Ph4Lpw/Q7MWrVW5F3Sz5q25cvk/IiMjlC7llbJ7VsnUAsHVy5d4HhNDsxZtlC7lJTY2ttRv0JhTJ48pXUqWshscTeXssxCiYJHQKAD479IF4mLjqF2nvtKlZMi3Tj20yclcOHdG6VKylNXsWVMMBKdPHcfewUE1O7GkV7tOfW5cu0LEs2dKl5KlrH5YmNKPCSFEwSKhUQBw+dJFCtnYULZ8RaVLyZCrmztFixXj8n8XlS4lW9KHQb//BQE/Ew0El/+7SJWq1VW7m9JrNWuj1Wq5euWS0qVkS0b9w9XV1WT7hxCiYJDQKIAXCzY7OjqpZgJMehqNBicnZ6KjopQuJUdSvvgfPriPubn5S7ebipjoaJycCytdRqacnJwAiI423f5x7969l24XQgg1UWdCEEZnKrtJmkqd+Y2ptLup1CmEEKZIQqMAwNbWjoiIZ6pcCxFehIFnz55i7+CgdCk5knJ9mkux4iQlJb10u6mws7cn4tlTpcvI1LP/Xctob2+6/aNEiRIv3S6EEGoioVEAULlqdWKfP+fm9atKl5KhsNDbPHrwgEqVqyldSrakn+Bw7H/DjcfysJ6jkipVrsa/F8+TmJiodCkZunDuNBqNhoqVqipdSrZk1D/CwsJMtn8IIQoGCY0CgKrVamBlbcXpU8eVLiVDZ06dQGNmRo1atZUuJUtZ7e6ir11kjKl2nfpER0Vx/Zo6r7U7c/oE5SpUwvF/1zaqWVaz5w25r7kQQuSFhEYBgJWVFa/V8OXA/n9UeV3YwQN7qVipMg4OjkqX8krZXU4nq2V51KZSlWrY2NpyYP8epUt5Sezz5xw/eki1y0Wlld3ldEzxh4UQIv+T0ChSde3Rl38vnOP4scNKl6Lj3wvnOHroAN179le6lFfK6fp6ed1+0JgsLS3p1KUn2zav59Gjh0qXo2PrlnVERUXSsUt3pUvJVG4Wczel/iGEKBgkNIpUDRs3o3qNWiz68XvVTIjRarUs/PF7ypavQKvX31S6nAzldXcXUwkGfQe8i4WFBauXL1K6lFQRz56xfvVy2nfshltpD6XLyVBeF3M3lf4hhMj/JDSKVBqNhlHvTeDm9WusXLZQ6XIA2LJpLRfOnWHEmPGqXENSX7u7mMJwpKOTE30HvMuO7Zs5ceyI0uWQnJzM9GmfkZSUxIAhI5QuJ0P62t3FFPqHECL/U9+3sFBUtddqMmzUOFYuXcBfu35VtJaD/nv5cfa39O43GL8GjRWtJSP63u7NFIYje/YZSD2/Rkz+ZBy3bl5XtJZFP87m4P5/mDLtO4oWdVG0lvQMsbe4qV0HK4TIfyQ0ipf0GziUdu904psvJ3Hs6CFFajh39hRfTJpAs5ZtGDHmA0VqyIwhAkFaag6OFhYWfPnN95RydWPC2OHcuR2iSB2bN6xmw9oVvDf+Exo3baFIDZnJavZ8XpjCDwshRP4loVG8RKPR8NGnU6jn14gJY4ezecNqo82o1mq1/LJjK2NHDqJKtdf4fOoMVQ1LGzIQZPa6ahuOtLOzZ9YPi7GwtGBw/26cOnHUaMeOj49n5vQpzPvfGejuPfsZ7djZoa/LFbIiwVEIoQT1fBsLVbG0tGTGrPn07D2AebO/5aMPRnLvbrhBj/no4QM+//QDvp32BW+904k5Py7DulAhgx4zJ4wVCDI7hprCQfESJVmxZhsVKlRm3KghLJw3i5iYaIMe8/q1K7w7oDu//7KdjyZNYdTYCQY9Xk4Z8uxzRtT8w0IIkT9JaBSZMjc3Z/S4D5k5ZyH//XuBrh3aMOe7r3n08IFej/Ps6VMWzJ1Fl/atOXHsCF9O/56PPp2KpaWlXo+TF8YOBGmpNTg6OjkxZ/4yho0ax+aNa+jyTms2b1hNXGysXo8TFBjAZxPfZ0CvTsTHxbF89RY6dFLP8jqGvlzhVdT8w0IIkf9otGpcydnIoqOjsbe3B+DitTvY2trl6nU0GvBxcyYg9Cn5rVWjo6PYtnk9G9etJCEhgbbt3qFZizbU9K2babh7VXskJiZy8fwZ9u/dzZ9//IJWq6V7r3707DNQVQt462s4Wh99w1hD47kRHh7K6uWL+eO3nylS1IV2b3ekeYs2lKtQCY1G89Ljs2qPmJhojh89xL5//mL/3j0UL16CQe+O5I127fPljwl99w819Y3cyM+fpbkh7aFL2kNXXtojJiaa6hVKAxAVFYWd3avzj4RGJDTmRGTEM7ZsXMufu34lPPQODo6ONGzcjIqVq+Lh6Y2nlzclSpTCzMwstT1u3XnCvbt3CQ4KICQ4iKtX/uPIof08e/qUYiVK8Pobb9Gz7yAKFy6i9NvToc8vYX31DTUHR4A7t0NYu2opB/bvITIiglKubjRs3Iwy5crj6eWDh6c3hQsXwcxMk9oe8fEJhIXeISQ4kOCgAP69cI4Txw8THxdPuQoVebt9F97p2BUrKyul354O6R+GUxA+S3NC2kOXtIcuCY1GJqEx57RaLTeuX+XA/j0cPuhPUOBNEuITALCwtKBQIRssLS3RkExkVLTOfZ5ePvg1bEKzFm2oVLlqhmeilKbvszb67hsp9ak1FCQkJHD+7Cn89+/h5PEjhIWGov3fgvHWhQphbW1NIWtLYp7HERMTTXLSi/ts7ewoW64CTZq1pGnzViazYHde6bN/5IczjgXpszQ7pD10SXvoMmZotMhtkaJg02g0lK9QifIVKvHu8PdISkri3t0wgoMCCb1zm9jY5yQmJlKqmCORz5Mp5VoaTy8fSpZyxcJC/d3u6JkrNPCtpNov3ZT61MrS0pI69RpQp14D4MWs5zu3gwkJDuTu3XAS4uMo7GDNs+gEbG3tcffwxMu7DEVdiqnyR0Rm1Ng/UmpSc/8QQpgm9X97C5Ngbm6Oq5s7rm7uqbeZ+q9BNQaCtNReX1pWVlb4lCmHT5lygPQNYzCFGoUQpkVmTwshhBBCiCxJaBRCCCGEEFmS4WmhN0lJSdwNDyUs9A7Pnz8nKSmBGyUL8zgyEVc3d5O5nlEYRsp1jffuhhMfH8flwjY8iojH1tYOdw8vXIoVN6nrGYUQoqCRb3CRa5GRERw9fIAjB/cTEHCT2yFBqbOkAdCAuZmGpGQtaF/MnC7t7olPmbL4NWhCoyYtcHJ2Vqx+YVh3w8M44P8Pp04cJTgoQGcGdfq+AWBja4unlzflyleicdMW1KnXAGtra+XegBBCCB0SGkWOJCUlsXf3n/y16xdOnzpOYkIilapUpUbN2rzTsSuenj6UdnfHxtYOK0sLShe358qtMO7cvk1w0It1+K5e/Y9vvpyMxkxDTd+6vNH2bdq0fVtVizaL3ImOjmLn9i3s3fMnVy//h4WlBbV869KkWSs8Pb3x8PKmVCk3ChUqRBn3IlwPfkBkRCS3Q4IICrxFcFAgF86d5redP2Fja0uDRk14p0NXatf1k7OQQgihMAmNIluSk5Px37ebZYt/JDgwgJq+dXjv/U9o0qwlxUuUzPA5Gg0ULeqMa6w5pVzdU5dfgRf7TB88sBf/vbv5euokVq9czOCho2n9ejvMzc2N9baEnsQ+f872bRtZt2Y5z2OiadSkBT37DMKvYWPs7R1eerxGA05OThQtqqVIERc8vbxp1KR56v1Bgbfw37eHvXv+ZOzIwdT0rcPQEWN5raavMd+WEEKINCQ0iizdunmdr76YyPWrl6nn15DPps6gcpVqeXrNoi7F6Ni5Bx079+DmjWssXTiXLz/7mHWrlzHpi2/y/PrCeA7s38OsGV/y9OkT3m7fmQGDR2T6QyK7vLzLMGBwGfoPGsaRQ/4sXTSXEUP60LBJMz6Z9CVFXYrpp3ghhBDZJrOnxSv9tvMnBvfrSmJiAguWrWXO/OV6D3Rly1Vg5pyFLFuzBWtra4YN6smWTWuRzYrULSEhge+//YqJE96jcpXqbPppFx99OjXPgTEtjUZDoybNWb3hZ76c/j1XL1+ib4/2nD55TG/HEEIIkT0SGkWGtFot8+Z8y/SvPqNtu/asWLOVmrXqGPSYVapWZ8nKTXTt0Ze5s6YzY9rnJKdMnBCqEhUVybjRQ/hlx1YmfPI5M76fT2l3w235Z2ZmRqs2b7Jm007Kla/IuNFD+HXHNoMdTwghxMtkeFpkaM3KJWxev5r3P5xE1x59jHZcS0tL3nv/Y8qUKcc3X07G0dGJUWMnGO34ImuJiYl8PvEDrl+9zLxFq6hRs7bRjl2kSFG+n7eU2d9N49uvv8C5cBGaNGtptOMLIURBJqFRvGTPX3+wdOFchgwfY9TAmFa7dzoRFR3F3FnTcS1dmo6deyhSh9Cl1WqZ/d00Tp08xux5S40aGFNYWFgw4ePPefrkCV9MmsDCZWupVFmugRVCCEOT4WmhIygwgK+mfELbt9ozcMgIRWvp3rMfXbr35vtvv+LK5X8VrUW88Ocfv7Dzpy18+MkXOrPhjc3MzIwvvvyWsuXK89EHo4iOjlKsFiGEKCgkNAodixfMwcWlOB99OlUV6+K998EneHh6s/DH2UqXUuDFxcayeMEcWrZ5g3c6dlW6HKwLFeLL6bN59vQJmzesUbocIYTI9yQ0ilSX/r3Awf3/MGT4GNXsxGFhYcHwUe9z5uRxTh4/onQ5BdpPWzfw5PEjho4Yp3QpqUqVcqNzt95sXLeSJ08eK12OEELkaxIaRaoNa1fgXaYsr7d9W+lSdDRu2oIq1V9j3ZrlSpdSYCUnJ7Nh7QreeqcT7h6eSpejo//AYQD8vG2TwpUIIUT+JqFRAC+2Bzxz6jgtW7dV3Y4sGo2G1q+348K508TFxipdToF088Y1nj55Qus33lK6lJc4Fy5M3foNOXXiqNKlCCFEviahUQBw/dploiIjqV2nvtKlZMi3dj0SExL59+I5pUspkM6cOo6VtRVVq9VQupQM+daux3+XLvD8eYzSpQghRL4loVEAcPHCOaysraik0u37fMqUw9HZmQvnzypdSoF08cI5qlaviZWVldKlZKhW7bokJSZx5T+ZZS+EEIYioVEAEPnsGY5OzlhaWipdSoY0Gg1FihQlMjJC6VIKpIiIZxQpUlTpMjJVtOiLvailfwghhOFIaBQAJCUnYW6mrmsZ0zM3NycpMVHpMgqk5KQk1V3rmpaZ+YuPskTpH0IIYTASGgUANra2REdHodVqlS4lU1GRkdjY2ipdRoFkY2tLVFSk0mVkKqU2W1s7hSsRQoj8S0KjAKBc+UpERUYSEhykdCkZevjgPvfuhlO+QiWlSymQypWvyOVLF1X7o+K/fy8AL+oUQghhGBIaBQCv1aiFuYU5Z04dV7qUDJ09fRKAmr51Fa6kYPKtXY8njx8TGHBT6VIydObUcTy9vHEpVlzpUoQQIt+S0CiAF8N6lSpX4+iRA0qXkqEjh/3xLlOWokVdlC6lQKr+Wi0sLC04elh9/SMxMZETx47gq9LlooQQIr+Q0ChSte/YlaOHDnBZZcuWBAXe4p/df6piv+OCqpCNDW3eeJuN61YSHR2ldDk6dv22g7vhYbzdvrPSpQghRL4moVGkeqNde7zLlGXR/NmqunZt8YIfKFmyFB0791C6lALt3eFjiI6OYtP61UqXkiouNpblS+fTss0bVKhURelyhBAiX5PQKFKZm5szfNT7nDl5nF2/7VC6HAD89+3m4P5/GDJ8jGoXli4oSpQsRZfufdiwdgU3rl9VuhwAFs2fzZPHjxg28n2lSxFCiHxPQqPQ0ahJc97p2IVvv/lC8Ukx/126yNTPPqJlmzd4ve3bitYiXhg8dBQent5MGDechw/uK1rLT1s2sHXTOsZ+MJHS7h6K1iKEEAWBhEahQ6PRMP7jz6lZqw4TP3yPmzeuKVLH7ZBgPnp/BOXKV2LylBmYmUlXVQNbWzu+n7sYgAnjRhAZ8UyROg7672XOrG/o1qsfXbr3VqQGIYQoaEzimzg8PJzatWtz4sSJHN0XEBDA0KFD8fX1pV69enz66adERMg2Y1mxtLRk2rc/UMrVjeGDe3P44H6jHv/0yWMMGdAdBwdHvp29AGtra6MeX7yaS7HizPphMeFhdxgyoDtBgQFGO7ZWq2XzxjVM/PA9mjZvxZhxHxnt2EIIUdCpPjSGhoYycOBAIiNf3o3iVfdFREQwYMAAHj9+zMyZMxk/fjx79uxh3LhxRqja9Dk4OLJw2Tpq16nPR++PZN6cb4l9/tygx4yPj2fZ4nmMHTmYihUrs2z1ZgoXLmLQY4rcKVe+IivWbsPMzJxBfbvw+y/bSU5ONugxnzx5zMQJY5j3/Qx69h7AV9Nnq3prQyGEyG8slC4gM8nJyezYsYOZM2fm6L4UmzZtIiIigp07d1KkyIvgUaJECYYOHcrp06epXbu2wWrPL+zs7Pnmu3ls3byOhfNmsefvP+g/cBjvdOyq10kpCQkJ/PXHL6xctpAHD+4xZPgY+g0cKoFA5Uq7e7Bi7VZmz/yab76czLYtGxg64j0aNGqKRqPR23EiIyPYuG4lWzauxdLSkumzfqRp81Z6e30hhBDZo9ozjdeuXWPKlCl06NDhpXD4qvtSHD58GF9f39TACNC4cWPs7Ow4ePCgQWvPT8zMzOjRqz8bt/1B3XoNmDPrG7p3fINN61cRFnYnT699/95dtm1eT6+u7Zj+1WdUrf4a67f8ysAhIyQwmghbWzsmT/mGBcvWYmtry4fjRjB0UE92/b4zT9c7arVabt64xpKFP9D57VZs3rCazl17seXnvyQwCiGEQlR7prFUqVLs2bOHkiVLvnS94qvuS3Hr1i3efPNNndvMzMwoXbo0QUFBmR5Xo3nxJzdSnqfHkyyq4e7hwedfzqDvgHdZuWwBixfM4ccfZlKhYmWaNm9FxUpV8fTyokRJ19TAl7Y9kpOTuXc3nJDgIK5d/Y+D/nv579JFLCwsaNioGdO/m5ev9w3Oz30DoJZvHRYtX8epE0dZuWwR06ZMxNzcHN869WjcpAU+Zcvh6eVDkSJF0Wg0L7VHQkICoXduExwUwL8Xz+O/bzehd25jb+9A27fa02/gUFxciin3Bg0sv/ePnJL20CXtoUvaQ1de2iOnz1FtaHR2ds7VfSkiIiKws7N76XY7OzuiojLf0cLb1TnD5+WEt6tznp6vZj5uvrRsvJKoqCj27dvHrl272Lx+JdHR0QBYW1vj6emJnZ0dlpaWJCYmEhMTQ1BQELGxsQDY2NjQvHlzRo8cRqtWrXB0dFTyLRlVfu4bAGVKt6NH53bcu3ePP//8k127djH/h29JTEwEwNHREXd3dwoVKoSZmRkJCQk8e/aMkJAQkpKSAHBxceGNN97gzTffpGHDhlhaWir5lowqv/ePnJL20CXtoUvaQ1du2iM6Omefr6oNjfqQ0XVVWq32lddbBYY9xdY2IZfHe/GXFhj2FBVtqGIwVX2bUNW3CRMmJXP3bhghQUEEBwVw504IcbGxJCUlUsTJjtgEaPn6O3h4eePl5U3JUm6pZyMfRibzMPKpsm/ECApa3wBrmrTuQJPWHUhISODO7RCCgwIICQ7k3t1w4uLicLC1JCYumXK2dnTs5oWnlzeeXj4ULeqS+m/09v3o/2vvzuNqyv8/gL/ubd+VKEt2XS2WSCpRTLJFYzekMCFLIssUshSyTZSlwlhjGGOPsYxlFjF2slRUCm3au93q3rqf3x/9ztEtxsx31NW5n+c/dJcen/PunM95n88q5+OoH4p3fvw9Gg9ZNB6yaDxk/Zd4iET/ro7lbNKora39wRZFkUgEY2Pjj36PEPznk/Bz/I6GhMfjo1mzlmjWrCV62TlUex1o16IRkt/WPpEVKT7VKdq5AQDKyipo07Y92rRtz772d+cGoHgxYiji+fF3aDxk0XjIovGQ9b/E499+/oudCPNftW3bFmlpaTKvSaVSvHnzBh06dJBTqSiKoiiKohomziaNvXv3xp07d5CXl8e+9scff6CkpAS9e/eWY8koiqIoiqIaHs4mjRMmTICamhqmTJmCy5cv49ixY1i0aBH69u0LKysreRePoiiKoiiqQeFs0mhgYIADBw5AX18fCxcuxObNmzFo0CBs3rxZ3kWjKIqiKIpqcBrERJhevXohISHhX79namqKffv21WHJKIqiKIqiFANnWxopiqIoiqKoz4cmjRRFURRFUdQn0aSRoiiKoiiK+iSaNFIURVEURVGfRJNGiqIoiqIo6pNo0khRFEVRFEV9Ek0aKYqiKIqiqE+iSSNFURRFURT1STRppCiKoiiKoj6pQewIU9cIIez/RSLR//x7eDygpEQFIlEJqv1KhUXj8R6NhSwaD1k0HrJoPGTReMii8ZD1X+JRPech/+DLNGmEbNBsrUzlWBKKoiiKoqj6JxKJoK2t/befod3TFEVRFEVR1CfxyD9pj+Q4qVSKnJwcAICmpiZ4PJ6cS0RRFEVRFFW3CCFsb6uhoSH4/L9vS6RJI0VRFEVRFPVJtHuaoiiKoiiK+iSaNFIURVEURVGfRJNGiqIoiqIo6pNo0khRFKUgpFKpvItAUQ1OVlYW8vPz5V2MLwJNGimK42iiIEtR4yEUCjF37lzEx8fLuyhUA6Go10p1jx8/xldffYVff/1V3kX5ItDFvakGp7y8HLGxscjNzUWzZs3Qu3dveRfpi5GUlIRbt24hOzsb5ubmsLa2RuPGjUEIUcilpFJSUvD8+XNkZ2eje/fuaNOmDXR1dSGVSj+5tASXCIVCDBs2DG3btoWRkZG8iyN3paWliImJQWpqKtq3bw8zMzN06tRJ3sWSq/LyciQkJCA5ORmtW7dG69atYWBgIO9iydXt27cxY8YMVFRUIDExEQAUru6oiSaNVIMiFArh4eGBkpISFBQUoKioCFOnTsWiRYvkXTS5u3//PmbMmIHGjRsjPz8fKioqUFFRwcaNG2FtbS3v4tW7+/fvY+bMmdDQ0EBubi50dXXRqlUrhISEoE2bNgqTSAuFQri5ubHHrq+vz76nKDGorqSkBOPHj4dYLIZEIkFBQQHatWuHVatWwcLCQt7FkwuhUIipU6cCqHrQaty4McrLyxW27gCAu3fvYurUqZgxYwZevXqFJ0+eAIBCJ4wA7Z6mGhCJRILZs2ejUaNGCAsLw+HDhzF//nzs378fjx49kvmsoi0/mpeXh9WrV2Pw4MHYvXs3/vrrL6xcuRKtWrXCtGnTcObMGVRWVsq7mPUmKysLgYGBcHV1xe7duxEXFwdvb2+IRCKMHTsW9+7dA4/H4/x5IhKJMGTIEAgEAqxfvx5NmjQBUJUklJeXK9w4rcrKSqxYsQL6+vrYsWMHrl69ig0bNiApKQlxcXHyLp5ciMVieHl5QUNDAytXrsTvv/+O5cuXw8jICDNnzsS5c+cgkUjkXcx6dffuXUyePBnjx4/HjBkz0KFDB2RlZaG4uFjeRZM7mjRSDUZ2djaysrIwatQodOrUCe3bt4eNjQ3U1dVRWFiIhIQEvHnzBgDA4/EUajxOUVERsrKy0Lt3b7Rs2RIA0L9/fwQHB8PJyQmBgYG4ePEiAMUYp5Sbm4v8/Hw4OzujQ4cOAICJEyciMDAQpqam8Pb2xuPHjzl/nly7dg3Z2dn46quvYGxsDD6fj+vXr2PevHkYPnw4PD09sXPnTpSUlMi7qPWirKwMiYmJ6Ny5M9q3bw8AcHZ2Rps2bSASiZCUlISkpCQ5l7J+xcfHIzU1FePHj4eZmRk0NDRgb2+Pb775BsXFxVi1ahWuXbsGQDHqjri4OLi7u2PixIlYsGABVFVV0bdvX6Snp+Ovv/6Sd/HkjiaNVINRWlqKV69eQVVVlX1NRUUFZWVlWLduHdzc3ODh4YGQkBAAiteNwOfzUVpaCqCqRYXP56NVq1bw9/eHk5MTli5dimfPnoHP53O+8i8tLUVFRQWUlJQAVLWm8Pl8WFtbY/HixejQoQOmTZuGN2/egM/nc7bFsVu3bhg0aBCOHDmCrKws3Lp1C3PmzIGGhgZsbW3RqlUrhIaGIjQ0VN5FrXOEEJSUlKCkpATFxcUQi8UAqlrp09PTcfToUbi5uWH06NFYu3atwiTSb9++RX5+Ptq2bQsej4eysjIAQNu2beHk5ITevXvD398f8fHxnK87pFIpHj16hPnz52P+/PnQ0NAAADRu3BjNmzdnk0ZF6rWpSbHuqlSDZmBggI4dO+Lt27cQi8WorKzEvHnz0LFjR0ybNg27d+9Gly5dcOrUKRw5ckTexa0XTLLTsmVLNGnSBD///DPEYjGUlJRQUVEBADAyMsK8efNgbm4Of39/FBYWcj6hFggE0NLSQnR0NABAVVWV7WLr0qULfH19YWRkhDVr1kAkEnFuXB9zXrRo0QKurq4oKSnBjh07sGvXLsydOxchISFYtWoVQkJCEBAQgEOHDuHMmTNyLnXd4vF4aNq0Kfr164effvoJy5cvx44dOzBx4kS0aNEC8+fPx44dO/Dtt9/i4MGDOHDggLyLXC8EAgFUVVXZv7+6ujoAICYmBhKJBN9++y1at26N5cuXo7i4mNN1B5/Px+jRo+Hl5cXGAQCMjY0xcOBAnDlzBrm5uezDqCLi7l+favAqKytRXl7O/mxgYICNGzdiwoQJUFVVhZKSEhYvXoyQkBC4ubnBwcEBAQEBaNSoEZ49eybHkte9goICAFU3QolEAmVlZQQEBODp06dYvXo1AEBZWZlNHFu3bo2xY8ciPz8fqamp8ip2nREKhcjLy0NeXh5EIhG0tbXh6+uLX3/9FZs3bwZQ1SrNJI42NjYYNGgQnj17xsaSCyoqKtihCgxnZ2cMHDgQR48exfPnz2FlZQVtbW0AgI6ODoYMGQJLS0vcvXuXcy2uYrEYqampePjwITt0ZdmyZZgyZQqysrJw5coVlJWVYePGjRg0aBD69u2LKVOmYPDgwbhw4QIKCws5FxOpVAqxWAyhUAipVIqWLVti6NCh2LdvH5YvX45Dhw5h4cKFOHToEHx9fWFpaYmhQ4ciJSUFmZmZ8i5+ncjLy0NmZibevHnD3luAqnsQ8/fv168flJSU8PPPP9OWRor60kgkEsyfPx/nzp1ju1wBoFOnTlBVVQUhBIQQDBgwAJ06dWK7GI2MjGBsbIzs7Gw5lr5uZWVlYebMmYiJiQFQlQwBgLm5Oby9vfHTTz/JJI5MV7WjoyPy8vKQnJwst7LXhcePH2P69OkYOXIkXFxcsGLFCjx79gyDBw/G6NGjER0djcjISABVsWK6qkeNGoWsrCx2KY2GTigUYsaMGRg9ejScnZ3h4+ODn376CQDg6+sLJycntG/fHt26dQNQlWDyeDw0adIEGhoayM7O5lSLq1AohJeXF6ZPn85OaNiyZQsA4LvvvsPevXvh5OQEbW1tmJiYsImAlpYWVFVVoa6uDj09PU7FpKSkBIsXL8bEiRMxePBgrF69Gm/evMHChQsxceJE/PLLL9ixYweePHmCvXv3okuXLgCAkSNHori4GAkJCXI+gs/vwYMH8PDwwMiRIzFgwADMnTsXp0+fBgAoKSmx54WNjQ3Mzc0RExPDNmYoYvJIl9yhvkgqKiqIi4vDq1evoK6ujv79+8t0F1SvyCUSCZs4MTPcuLxMhFAoxIsXL7Bjxw4oKytj0KBBAKpudiNHjoRQKMSuXbtQWlqKJUuWQEtLCwDw8uVLNG3alFPr9D158gTTpk1D//79MXLkSGRkZOCnn35Cfn4+wsPD4enpiZKSEuzcuROlpaWYP38+OyY2ISEBRkZGMDQ0lPNR/Hfl5eXw8PCApqYmxo8fDx0dHRw5cgTh4eF48uQJgoKCsGHDBrx79469VpSVq6r/rKwsSCQSCAQCzizBU1ZWhsmTJ0NXVxd+fn7Q1dXF4cOH8eOPP6Jt27Zwc3MDUNXClJOTA0IIlJSUQAhBXl4eCgoKYGlpyY6L5UJMRCIRxo8fDz09Pdjb26O4uBgXL15EcnIyQkNDERAQgJkzZ6KyshJ6enoyY8eTk5NhaGgIExMTOR7B5/fy5UvMnDkTzs7OsLGxgVQqRXR0NNatW4fk5GTMnz8fysrKEIvFUFVVhb+/P7755husWbMGa9asYc8ZLpwf/xRNGqkvDpMEamtrIzExERs2bAAAfPXVV1BTU5P5bEZGBm7cuAFTU1N2wd6MjAwMGzZMHkWvF/r6+lBRUUF+fj62b98OQggGDx4MAGjSpAk8PDygq6uLiIgIJCQkoF+/flBWVsalS5fQtGlT2NjYyPkIPg+xWIydO3eiV69eWLp0KdvlqqKigi1btiA1NRVmZmaYNWsWdHV18cMPP+D58+cYNGgQxGIxTpw4gZYtW8Lc3FzOR/Lf/fnnnygsLMTatWvZRaptbGxw+PBhREdHQyKRICQkBLq6ukhOTsb58+fRtWtXFBQU4ObNm0hJSUFISAhnbn7nzp2DUChESEgI2rdvDz6fj6ZNm+Kbb75BXFwcmzT27dsXFy5cgJeXFwIDA/Hq1Stcv34djx49wqJFi9jEmgvCw8Ohrq6OjRs3olmzZgCqxkJv2LABiYmJsLW1ZRfzTktLw71792BlZYXS0lKcP38eurq6aN68uTwP4bP77bffYGxsjHnz5rEPj+bm5oiOjkZUVBTEYjG+++47qKqqQiqVwsTEBF5eXjhw4ADCwsLg6+vLmWvmn+LOFUFxhoqKCkQiEYqKiuDn54e//voLwcHBAGonjikpKQgLC8O7d+/QvHlzaGlpYe/evWjTpo2cSl/30tPTUVlZCU9PT1y7dg3btm0DAJnEcdKkSbC1tcWGDRtw/PhxqKqqwtTUFN9//z3b5dLQB3NXVlYiOTkZAwcOhLa2NioqKqCsrIyhQ4diy5YtePToEczMzNC+fXvMmTMHdnZ2CAsLQ0hICLS1tdGxY0ds374dfD6/wcdDKBRCKBRCV1cXQFXXc+vWrTFt2jRoa2tj586dUFdXx4oVKyCRSHDp0iVs27YNhoaGaNmyJfbv34+2bdvK+Sg+n9evX0MqlaJjx44Aqh5E27dvj86dO+PJkycoKyuDuro67O3t4eXlhSNHjmD48OEwNDRE06ZNsXfvXnZJHq549eoV2rZti2bNmrHXytixYxEWFoabN2/C1tYWQNUkKpFIhO+//x6FhYVo3LgxlJWVsW3bNnadT67Iy8uDRCKBnp4eO+SJWZJLXV0dBw8ehJaWFubMmQM+nw81NTUMGTIEv/32G16+fKlwrYwATRqpL1RWVhby8vLQtWtXjBs3DrNmzWITx+pd1fb29oiMjERhYSH7JMz1ra+ysrKgqqoKDw8PdO7cGZs3b66VOKqqqqJz587Yt28fO9HDwMAAPB6PvWE0dBoaGlBWVmbHWTHHZGBgAGVlZYhEIvazjRs3houLC5ycnPDmzRuoqamhefPmnImHsbExiouLkZiYyB4XIQSGhob45ptvIBKJEBMTgy5dumDEiBE4dOgQEhISYGhoCD09PZldYrigSZMmePPmDVJSUtC2bVu2S15LSwvZ2dnsGGg1NTV4enpizJgxePz4MVq2bAldXV1O1iFlZWXs4tTM+a6trQ0dHR2Za4XH46FTp044fvw47ty5Az09PXTs2BHGxsZyKXddat++Pfbv34+XL1/CzMyMHf/dvHlzeHh4QCQS4cSJEzAzM8NXX30FADAxMcG6devQsmVL9jpTpMSRToShvkja2tro2bMnTE1Noaenh23btqF9+/YIDg7G1atX2bXEAMDCwgL29vawtLTkZGVfk0QiwaBBg6Cjo4O+ffuyC9Bu27YNv/zyC4CqpSMkEgmUlJTQuHFjNG7cmF3IuqEnSEBVa4hUKsWAAQOgpqaGtLQ0AFUtbOXl5VBSUqo1lKGsrAyqqqpo164dWrRowal4WFlZoV+/fli5ciUSExPZsVZM4jhhwgSYmJjg3LlzkEql0NHRgbW1Ndq0acO5hBEAunfvDldXV7x48QIA2FnzTGuRVCplb/iEEOjq6sLBwQFt2rThXB3CzP7t27cvVFVV2Z1vJBIJJBIJ+Hw+m1QzKioqYGRkBFdXV/Tp04eTCSMAODk5wdLSEv7+/sjIyGAnDgJVXfcTJkyAmpoafvvtNwDvFzdv1aoVu2alIiWMAE0aqS+QVCpFkyZNEBkZCX19fUilUujr69dKHKsvx6NIBg0aBB8fHwBVsXJwcJBJHC9cuACgqpu/5nIhXFljjcfjgc/nw9PTE7NmzUKrVq0AVLWgSCQSlJeXy0ycysjIQHBwMOLj42V+D1fioaqqipEjR0JLSwurV69GcnIy25pWWVkJExMTTJ06FX/++SebYHOZmZkZfH194eLiAuD9xLn8/Hyoq6uz54ZIJEJwcDC2bt0qt7LWNebYx4wZgzlz5qBz584A3q+6UFpaKvPgVFJSgj179tTampWLDAwMMGbMGIhEIgQFBSErK4td41YqlcLc3BzDhg3DpUuXUFRUVKu+4Er98W8o3hFTX5QPrYHGXIjM7D3m50aNGrGJY0hICH755ReFSxyZeOnp6cm8ziSOampq2L59O06dOgUAnH4KJoRAW1ubHXvGxIZpDWASg7dv38LX1xePHz9mtxTkEua4v/rqK4wdOxbp6ekICgrCixcvwOfz2bGapaWlMDQ0ZHe54KrqC5szmKSopKQEampqIIRAKBRi/fr1OH36NNv1yFWEEOjo6KBHjx7sz8D7tXA1NTUBgJ08FBERAR0dHbmVtz4wMRg1ahTc3NyQkJCAFStWsC2OzENXeXk5mjdvLvMQqsho0kjJBXNjZ7qIavrYgrpM4qivr4+IiAi220lRMEkgEx+mew14nzgWFRXhzz//lFsZ60v1hJgZV1RZWYmcnBwAVefKu3fv4Ofnh5KSEpw4cUKm+4krqu+f7enpiUmTJuHt27eYPXs2bt68CaFQiNevX+PGjRto2rQp529+zHlRfbs7ZsvA0tJS6OrqQiwWY/369Thz5gx+/PFHTsyg/zs16w1mLG9OTg7EYjEMDQ0hlUqxfv16xMTEIDo6Gu3atZNnkescEwMAmDNnDsaOHYuEhAR8++23ePToETIyMvDs2TPExsaibdu2MksQKTIe4dpy99QXTyQSYcmSJXB1dYWzszMAyAwmZmay5ubmQigUonXr1rV+R2FhIYRCoUxrgiJg4hQfH88urVL9daBqsWsLC4sGPRv4n2KOOykpiW1xvH//PiZMmIBVq1bhzJkzyM/Px+nTp6GiotJgJ70wO5sws4EZUqlUZvZ3Xl4edHR0EBsbiwMHDiA2NhaGhoZQVVWFSCTC3r17Zc6bhuqfxiMjIwO6urrQ0tKCWCzGsGHD0KpVKxgZGeHs2bOcTBiZGNTExKSoqIidZf/69WsMGDAAixYtwtu3b3H8+HFOxqTm6ghMvcH8+/jxY3Tp0gUXLlzAoUOHcP/+fWhoaEBDQwNNmzbF0aNHoaysrHCTXj6IUFQ9S01NJQKBgIwYMYL8/vvv7OtSqZRUVFQQQgh59eoVcXJyItHR0UQqlcqrqHJRWVlJCCHscVdUVBCpVMr+fO7cOSIQCMjNmzdlvlczTkwsuYQ5xprxMDc3Jw8fPiSEEJKdnU1sbGyIQCAgQ4cOJWKxmBBCiEQikU+hP4PLly+T/v37k0ePHrE/Vz8/CHl/XW3evJkQQkhhYSG5fPkyCQ8PJ4cOHSJpaWlyKXtd+Dfx2LBhA/u9JUuWEIFAQLp3706ePn1a/wWvY9XrgPT0dPb/1evVXr16kV9//ZUQQkhpaSnp378/6dq1K+natSt58uRJ/Ra4HolEInLu3Dn2ZyZW58+fJwKBgFy6dIkQQohQKCSXLl0ihw8fJufOnWNj15Drj8+JJo1UvWISosTERGJtbU2GDx8ukzgSUlXZ29jYEB8fH1JcXCyPYsoNE5/y8nLi4+NDXr58SQh5X2GdOXOGWFpakqioKPazXPaxxJeJx9mzZ4m5ublMPIqLi0mfPn2Iq6sr+7mGXuG/ffuWTJgwgVhbW5OxY8eSiRMnknfv3rE3vpSUFNKrVy+yYMECkp+fL9/C1oN/E4/CwkL2exEREcTKyoq9rrhq6dKlZPny5YSQqrqEkPcJ47x589h6taysjAwbNowIBALy4sULuZW3LjHnhL+/Pxk+fDiprKxkXztz5gyxsLAgu3btYh8uP4SLD+D/K5o0UvWqsrKSvbnHx8eT7t27yySOBQUFpGvXrsTPz0/hEkYmsRGLxeTixYvExsaGjB49mm0hunv3LrGwsCA7duxQiISRiYdIJCIHDhwgGzZsIDt37iSpqamEEEJu3bpFzM3NSURERK3W2fT0dM4kjIwXL14QKysrYmZmRn788Uf29cLCQuLq6kpmz54tc81wvYX+38aDkZWVVZ/FlIt169YRKysrtu7IzMwkvXr1InPnzq0Vk9TUVJKUlCSPYtar2NhYYmFhQc6fP08IIeT58+fE1taWbN++XaY+5fp181/RMY1Uvak+1iY/Px/6+vpISEjAxIkT0aJFCyxatAgODg44cuQIBg8eXGuGMJcxsREKhfD19UVubi7S09NRVFSETp06YevWrVBRUcGTJ0/Qr18/hRivCFTNdh0zZgzEYjHKysogkUggFouxevVqaGpqQiQSYdCgQTLxqH6eNfSdXki1MVQ3btxAaGgoxGIxMjMzERERAWtra+Tl5eH+/fuwtbVlt1Lkqv8Sj4Z+LvwTTHyePn2KRYsWwcXFBb6+voiNjcXDhw/h6ekpE5OPjX9s6GoeV2VlJUpLS7F48WJIpVKEhoYiPz8f6enp6NGjBydjUFdo0kjVu+DgYBQXF8PPzw/GxsZs4mhkZISVK1eiZ8+e8i6iXIjFYnh4eEBNTQ1Tp06FhYUFTpw4gV9++QVSqRTbtm2DiYkJZyt6RvWbe2hoKLuNZNu2bfH48WMcOnQIv/76KzZt2gQXFxfOxqN6HMRiMXJycqCpqYm8vDwsX74cCQkJ2Lp1K2xtbWWSKRoPxYgHIBuTmse5aNEiPHz4EBcvXmQX+6+5iDcXMX97sViM3Nxcdp9tAIiOjsbGjRtx7NgxmJqacvrcqCs0WlS9e/fuHX777Tfs3r0bmZmZEAgEOHToELKyshAcHIzff/+d/awiPdO8fPkSb968gYeHBxwdHWFoaIjp06dj9uzZ4PP58PHxwevXr9nZoVylpKSE0tJSrF+/Hjk5ObC1tYWpqSlUVFTQvXt3fPfdd+jXrx+WLFmC9PR0Tlb61ZOB9evXw8PDA1OmTMG6devQpk0bLF68GJ06dcKcOXNw9+5ddvkQQgiNhwLEg8HEZMOGDdi/fz/y8vLY9xYuXIjCwkKEh4cDgEIkjADYhHHChAlwd3fHsWPH8Pr1awCAu7s7OnbsiM2bN7O74VD/Do0YVaeqr5XG/D88PBwDBw7E2bNnsWvXLpnEMT09HVu2bMGVK1cAcHtx6uqxAaqS6ZycHHZ3E2ZtOWdnZwwZMgTx8fGYN28eXr9+DSUlpVrf55IXL17g8OHDOHHiBLsvLrNlV9OmTeHu7g4lJSXcvn1bziWtG0wysGDBAly6dAm9e/dGv379IBAIwOfz0aVLFyxevBhmZmbw9vbGsWPHEBISgu3bt8u55HWDxuPjcnNzceXKFezduxejRo3C8ePH8eLFCxgZGcHZ2RkPHjzAu3fv5F3MOle9gUFVVRUuLi7o2rUrAgMD4evri/Xr16OwsBAuLi4oKChAUlISgNr1MPUJ8hhISSkeZgZf9UkJS5cuJTY2NiQoKIhkZmYSQghJSEggAoGAfPPNN6SkpEQuZa0PzGDr8vJydmB+Tk4O6dGjB1mzZg37OSZu7969I9bW1sTR0ZG4u7tzbjB/zcHn5eXl5ObNm8TFxYUMGTKEPT+YAeulpaXE2tqa7Nmzp97LWl9iY2NJ//79ybVr12q9V1xcTIqLi0lSUhKZPHkyMTMzIzY2NiQhIaH+C1pPaDyqfGgmr1QqJbGxscTPz49069aNDB06lBw+fJhcvXqVdOrUSWapGS6qPuktLS1Npj65ffs2+e6774iNjQ1xdXUlgYGBRCAQkK1bt8qruA1aw1vllvqiiUQi3Lt3D7a2tmx3yMqVK/H06VPs27cPWlpa7ALLq1evRmVlJY4cOQIejwcvLy+YmpoiJiYGfD6f3dqKi3g8HiQSCUaNGgUzMzP4+PjAxMQEbm5uOHfuHFq2bAkPDw+oqqqCEIKnT5+ibdu26NOnD44fP4779+9j0KBB8j6Mz4I5H0i1sUiqqqqwtbXFypUr4efnh6VLlyIkJARNmjQBUNWVb2BgABMTEzmX/vMgNRYbBqoWXi4sLISlpSUA2YWrz507hzNnzuDAgQMIDw/H48eP0aZNG84sdk/j8WHVu+n/+OMPZGVlQSKRwMrKCnZ2drCzs8Nvv/2GW7duYe3atbCxsYGmpiYiIiLQo0cPGBkZyfkIPj+m/igpKUFAQADi4+PRqFEjeHh4oH///ujZsycsLCywePFibN68Gbm5uQCAI0eOwMXFBaampnI+goaFJo3UZxUeHo59+/YhNDQUAwYMAI/Hg0AgQExMDPz8/BAaGiqTOIaEhODNmze4cOECiouLMW/ePE7uD/whKioqsLW1xcGDB6GtrQ0fHx9MnjwZycnJ2LlzJ1JTUzFmzBikpaVh9+7daNGiBXx8fHD06FE8efKEE0ljZWUlW+GvXr0aaWlpyMzMRL9+/TBo0CDY2dkhNDQUCxcuxLRp0+Dk5AQ1NTVcvXoVWlpa6Nevn7wP4bMoKiqCnp4eGw9CCPvvq1evYGhoCD6fD6lUCiUlJejq6uLZs2dITU1Fu3bt0Lt3b3kfwmdF41EbIUSmm/727dsoKytDcXExDA0N4eLiguXLl8PR0RF9+/aFu7s79uzZg/T0dGRnZ3NyTCNzXgiFQowaNQoqKiqwt7fHnTt3sGHDBpSUlGD48OHQ1NSEpqYmgoODkZGRAScnJ6xduxaPHz+Gqakp3enlX6BJI/VZTZo0CRkZGVi2bBmkUilcXV0xcuRIaGhoIDg4GPPmzcOWLVugpaXFXqiGhoZIT09HTk5Og9zi7Z+qOftTVVUVS5cuhZaWFiIjIyGVSrFw4UKsWbMG0dHROH78OA4dOgQ9PT0IBAKsXbsWhYWFaNq0KWcSayUlJYhEIowaNQq6urqwtLSEQCDArVu38PPPP2Pjxo0YMGAANm3ahOXLlyMyMhLOzs7o2bMnFi5cKLNlXENTVlaGI0eO4Pbt20hJSYG2tjY6dOgAT09PdOrUCT179kRFRQWOHj2Ktm3bonHjxuzAfR6PB319faipqcn5KD4fGo8PY1pUmaRmzZo1ePjwIUJCQtCxY0eUl5cjLCwM58+fR2VlJVatWgUej4cWLVrA398fJSUlKC8vh4GBgZyP5PNjJjx99913MDY2xoYNG2BkZISrV69iwYIFiIqKAo/Hg5ubG3tuGBkZYcyYMUhMTMT+/fsxZMgQTvdqfW7cvUNTctGiRQsEBARAKpUiMDAQAODq6orBgwcDqFpux9fXF1u2bIG2tjZEIhGUlJSwbNkyWFlZoVGjRnIsfd1hWgnKysrA5/OhqqqK8vJyqKmpYd68eQCAyMhI8Hg8+Pj4YPHixfD29kZCQgK0tLRgbm6O8vJybNq0CXl5ebC2tpbvAX1GUVFRUFFRwffff48WLVqAz+dj/fr12Lt3L8rLy5Gfnw87OzsEBQVhxYoVKCwsxKhRo8Dn82VaXxoSoVCIKVOmQCqVonHjxhg4cCDi4uJw9epVXLhwAb6+vvD09MTKlSuxdOlSaGhoYOLEiRAIBMjMzMQff/wBIyMj6OjoyPtQPgsaj9qYJXKqPxgVFhYiLi4O48aNg62tLfuQvWTJEoSGhuLKlSuws7PDoEGDIJVKoaKiwqk6NSkpCUpKSmjTpg37Wm5uLjIyMuDl5QUjIyPk5eUhNjYWw4YNw4MHD/D999+DEILhw4dDQ0ODfdBQU1ODRCKR05E0YPU+ipJSCBkZGWTOnDmkW7du5OzZs4SQqi2rTp48Saytrcm4cePIunXryKxZs4i1tTV58+aNnEtc9yoqKoiHhwfp3bs3KSsrI4QQ9l9CCNm0aRMRCAQkODiY3aGhrKyMXLlyhUyePJlMnDiRODg4kGfPnsml/J9T9YHqc+bMIdOmTWN/ZvbWPnDgALl+/TpZtWoVKSgoIBUVFSQ2NpY4ODiQCRMmkPj4eHkU/T8TiUTEzc2NTJ48mTx//lzmvdu3bxMfHx9iYWFB9uzZQ0pKSsi+ffuIubk56devHxk2bBgZM2YMsbGxqfXdhorGo7by8nIyceJEsmLFCpnXU1JSiJmZGTl+/DghpOo6YibGZGRkkF69eslMpOMSZpKks7MzSU5OZl9PSUkh3bp1I0eOHCGEELJ9+3ZiZ2dHUlJSSElJCenVqxcZPHgw8fHxYbfYfP78ORk7dizp16+fzDaT1KfRJXeoOmFsbIylS5fCwcEBgYGBOHv2LNTU1DBw4ECsXbsWxcXFOHv2LDIzM3Hw4EHODVgHai/lIJVKMXDgQPB4PIwZM4ZtaSwvLwdQNU7J1tYWly9fxu7du5GVlQUejwcdHR1oaWmhT58+iI6OhpmZmTwO5z8pKCjAixcvcO/ePaSkpMiMH5JIJOzg9EuXLsHPzw/z589nhzqcPHkSOTk5UFJSgq2tLTZu3Ii4uDhs2LChQbYUHDp0CHw+HwEBAejUqROA98sr9ezZEwEBAXBxcUFYWBhevnwJT09PHD58GM7OzjA1NYWjoyOOHj3Kfreho/GoLT8/H3p6erh48SI2bdrEvs50w8fFxUEoFILH47EtZ8bGxjAxMUFmZqa8il2nSktLoaysjNevX2P27NnskjkGBgaYPHkyunfvjjt37iA8PBxBQUFo06YNCgsLIZVKUVlZydalAKCpqYn+/fsjKioKurq68jyshkfeWSvFbRkZGWT27NnEyspKZqkMqVRK3r59y8n9pTMzM4lQKJR5jWkNKC8vJydOnCB2dnbE1dWVbWmUSqWkvLycTJkyhYwYMYLMnTuXM/tLP3r0iEyaNIk4OjoSgUBArK2tSVxcHPt+VFQU6dWrF1m8eDERCARk165dRCwWE0II+eGHH8jQoUNJdnY2+/nKykpy+/ZtkpKSUt+H8lnMnDmTzJgx428/ExcXR/r160dmzJhBRCIRIYRw5nyoicbjw9LS0oi/vz/p2bMn2bBhA/u6v78/sbKyIpcuXWJjQUjVfutff/01iYqKkkdx61xubi6ZOXMmGTVqFHFzcyOOjo7k5cuXhBDCthauW7eOjB8/nv3OX3/9RTw8PMiTJ0/Y3g3m3w8tXUR9Gm1ppOoU0+JoY2MDf39/ZGVlAah6Ym7evDnn9sqNj4/H4MGD8c033+D8+fNISEgA8H5xYlVVVQwdOhSLFi1Cbm4uRo8ejdLSUvB4PLx79w48Hg/r1q3Dli1b2NmhDdn9+/fh6emJ5s2b47vvvkN4eDhmz54tM+Fp9OjRaNKkCU6fPo2hQ4fCy8sLKioqSEtLwy+//IIOHTrA0NCQ/Tyfz0fPnj1lxjU1FGVlZewMXwAf3dnH0tISPXv2RHJyMvsa06JEOLRLEo3HhxFCYGJiglmzZuGrr77CsWPHsH79egBAYGAgLC0tsWzZMuzbtw/x8fG4ffs2tmzZgqysLE6sqvAhBgYGGDx4MOLj4zFmzBg0b94cXl5eSEpKYlsLS0pKkJeXh7t37yI+Ph7h4eHg8/kwMzMDj8djNwgA0CDHQn8J6EQYqs41a9YMs2bNgoeHB65fv45x48bJu0h1ghCCuLg48Hg88Hg8BAYGQlNTE8OHD8dXX32F7t27A6hKHIcMGQJCCEJDQ+Hi4gIrKyskJiZCTU0N7du3Z9eoa8jbXL1+/RoBAQEYOXIk5s6dCz09vVqfKSgogIGBAQ4cOIDJkyfj9u3b8PLygp6eHhISEqCsrIxNmzaxFX5DjgeDEMI+PH3oxsXMrO/Zsydu3LiB/Px8qKurszc7ri0NQuNRG7OUEJM4AsDPP/8MJSUlLFy4EOHh4VixYgXCw8MRFhYGIyMjqKur44cffmB3lOIK5qGAx+Nh2LBhuH79Op48eYLp06dj06ZNmD59Onbu3In27dujb9++OH78OKZPnw51dXW0aNEC+/btYx/AuVB/yBtNGqnPpuZFmZubC11dXaioqEBLSwsGBgacmslXE4/HQ7du3aCrqwsPDw8IBAKcPXsWR44cwYkTJ2Bubg4vLy+YmJigZcuWcHV1RZMmTXDw4EG8ffsWXbt2xZo1a6CkpNRgl5Gp7unTp1BVVcWYMWOgp6fHLrGUnZ2NCxcu4ObNm3jz5g0cHBwwefJkHDp0CAcPHsSjR49QUVGBAQMGsK2SzLqeDZ26ujocHR3ZpWVsbGxqfUZVVRUA8OTJEzRt2hTGxsacTIwAGg+gakOEHTt2wNDQENbW1jAwMIChoSF7/VdPHH/88UdUVlbiu+++Q1hYGG7duoWioiIYGBigTZs2Mi3yDVl+fj67/mbNFkIrKyvExMTAzMwMwcHBWLJkCaZNm4adO3fC2dkZu3btQnJyMlRVVTFq1CgoKSlxpv74EtAoUv/Kx5IZ5nVmj9PKykqEhobC0tISxsbGiI2NRUVFBbubA1d17NgRbm5uWL16Nc6ePYuAgAC4u7vjypUr+P777/H8+XPo6Ohg8uTJsLW1RZ8+fdCnTx8UFRWxXSxcqeDi4uJQXl7OTlAoKSlBXFwcVqxYgbS0NDRq1AgGBgbYu3cvXr16hYiICHh7e9dKCJgFnrnC1tYWJ06cwI4dO9g1OAHZaysjIwNv375Fnz59au2MwjWKHA9CCHbs2IHdu3cDABo1aoSysjJ06NABAoEAbdu2RY8ePdCqVSvMmzcPqqqqOHv2LNviaGtrK+cj+Pzu378Pb29v9OnTBw4ODhgxYoRMY4S7uzsOHTqE7du3IygoCEFBQVi5ciWmT5+OXbt2wd7eHvb29uznuVZ/yBttq6U+qby8HPv37wdQ1X1Uc5wdU7mnpqZixIgRiImJYWeprV27FkFBQbh9+zZ27tzJyVnSNfXv3x+6uro4e/YsxGIxTExMoKGhgcrKSlhbW0NfXx9BQUGYNGkSvL29kZ2dzSaM5P93OOACKysrpKWl4ccff8T58+exZs0aeHt7o7CwEJMmTcK1a9dw/vx5REVF4Y8//sCDBw8+mAg09BbXmhwdHeHp6Ylbt25h8+bNePDgAQDIJEgRERF4+fIlRo4cyQ534CpFjgePx4OzszNGjhwJFRUVWFpaYsWKFdDS0sJvv/2GrVu3YsKECejfvz/8/f3x7NkzSCQS7N+/nx3jyCWlpaXYsWMHioqK8Ndff2HVqlXw8vLCxYsXUVJSwn5u4cKFSExMRHx8PHr06IFly5ZBW1sbI0eOxNu3b2V+J9fqD3njES6OIqY+q9OnT2PFihXw9vaGt7c3gPdd0cwTf2pqKsaOHQs7OzusXr2aneDy4MEDqKurw9DQkN03WBHMnTsXCQkJuHjxImJiYrBw4UL4+Phg2rRpEIlEePDgAXbs2AElJSUcOnSIkxVbRkYGNm7ciPPnz7OvjRgxAkOHDoWDgwP7Wnp6Otzc3LBx40Y4OTnJoaT1p/oQjm3btmH37t1QU1ODq6srWrRogdevXyMtLQ0vX75EVFQUp5aR+RAajypxcXHYu3cvzp8/j8jISDg5OUEsFiMlJQWJiYlITU3F7du3IRQKkZiYiIqKCqipqeHatWuc2ulFKpXi8ePHCA0NRVxcHLy8vHDlyhUUFxdDR0cHixYtgrm5OXg8Hjw9PTFw4EB4e3tDIpEgNjYWMTExWLduHSfr0y8FTRqpT/rjjz8wbdo0GBkZYcSIEewOJkyFn5OTgxEjRsDa2hrBwcHQ1tbmTPfRv8W0uj5+/Bhz5sxBu3btcOvWLcycORPffvutzGzxvLw86Ovrc2qSR005OTlITExEQUEBjIyM0KNHD/Y95hz59ddfsXXrVnz//fec2R7xU8M48vPzoaWlhTt37uDy5cu4cuUKlJWV0aRJE9jZ2WHUqFGcmtBA4/Fh1evJ58+fY9u2bbhy5QpWr16N0aNHy3y2vLwcfD4fz58/R35+PkxMTNhZ51xCCMHTp08REBAANTU1LFmyBGlpabh48SJu3LgBOzs7TJ06Fbm5uVi1ahUOHjwIU1NTmTqUC2PCv1j1uLwP1UBdvnyZCAQCMnbsWOLk5ES2bNki835+fj45cOAAJ9dc/F8VFBQQDw8PIhAI2J0sGNV3QyGEm+vN1TzGmj8zr6WmppJx48aR2bNnN/g4lJWVkX379rE/1zweZl24V69eEVtbW7J//372vaKiIs7tTEHj8c9UvzaeP39O5syZQwQCATl58iT7ekVFRa11BrkuLi6OuLi4kOHDh5OHDx8SQgg5ffo08fb2JgKBgEyYMIE4ODiQnTt3EolEIufSKg7uNW1QnwUhhF3qICEhAT179sSGDRtgZmaGEydOICwsjP1so0aNMGnSJM6tufhf6OnpYfr06QAADQ0NaGpqsu/VbIHlYgsjM1mBVFsuQyKRYOfOnbh9+zby8vJw+vRpLFq0CKWlpZxYl/LChQvYvHkzIiMjAUDmeMj/75HNDOOwtbXFiBEj2O/q6OjIjGvlAhqPf4a5VgCgU6dO8PHxQb9+/eDv749Tp04BkB2Xpyg9OJaWlggNDUVFRQUWL16MuLg4DB8+HJs2bUJ0dDQ78fLJkyecGQfeEHDvbkX9J8ziutUrsnfv3kFfXx+tW7dGYGAgLCwscPLkSZnEsSHf7P+tjy1AzMTr7t27yMzMRNeuXdGtWzecOnWKXYeOiz4WD6DqPLp37x6ysrLw119/ISIiAh4eHnBwcEB4eDiaNGmC48ePs8vqNOQE2sDAAGVlZfjxxx+xZcsWAO8TJR6Ph5ycHLi7u8Pe3h7BwcHsZLGauJIU0HjU9rFrhak/c3NzYWxsDH9/fzg7O8Pf3x9nzpwBwK04fOpBgImHmZkZNm7cCB6Ph4ULF+Lx48fQ0NCAtbU1tm/fjv379yM0NLQ+ikwx5NPASX2JxGIxWbhwITl79qzM648fP2a3ayKkaruqmTNnEkdHR5muai5vy5SUlEQ2b97M/lyzq43pMjp37hzp3LkzuXz5MiGEkL179xJLS0vyxx9/1FtZ68O/iUeXLl3Ir7/+Sggh5M6dO+Ts2bPkyJEj5MGDB+z3uNC9RIdxyKLxqPJvuunt7e3J3r17CSFVXdVz584lAoGAnDt3rt7KWx+Y+oGJRc17B/N+cnIyIYSQp0+fkqFDh5JBgwaRR48e1fo8l+89XxqaNFKsjIwM4ujoSIYMGcImPTUxF3n1xHHr1q31Wcx6xVReUVFRpHPnziQiIoJ9r2blf+7cOSIQCEhUVBS7d3JJSQnp3r07WbRoUf0Vug79r/EoLy//6O9syGMZpVIpG5Nt27YRd3d38urVKzJz5kzSt2/fWokS19F41Hbq1CnStWvXD14rTKxevXpFbGxsyLx582TGcsbFxZFFixaRFy9e1G+h61BCQgIJCwsj8+fPJ6tWrSJv374lhNSOydmzZ4lAICCPHj0ihBDy5MkTMmzYMGJtbS3TiEHVr4bbF0R9VoQQGBgYQENDAxkZGQgPD8fly5fZ95nuAqZ7qVmzZggMDESXLl2we/duREVFyavo9cLQ0BBisRhHjx6t1dUGAA8fPsSSJUvg5+fH7p0MACoqKli2bBnWrl0rr6LXiX8bD2ZXjw9piF3SdBiHLBqPj/u33fTMWE6galzf6tWrObOqwIMHDzBp0iTcv38faWlpuH79OkaMGIEXL16Az+ejsrISPB4PMTExWLJkCebNmwdzc3MAgIWFBYKCguDk5NQg953nDDknrdQXJDs7m9jY2BB/f38yYsQI4urqKtPiWH3WHvNU+Pr1a7JgwQKSkpJS38WtV7t27SKdO3cmnp6eH+xqy83NJVeuXJFpNavZgsaFLljG/xIPrqDDOGTRePw92k1fJTMzkwwfPpwEBweTnJwcQkjVcBUnJycyZcoUtjfi3r17pFOnTiQiIuJv6w+unzdfqob3iE/VmYyMDCgrK2PmzJnw9fUFn89HWFgY2+JYvRWBeVJu2bIl1q1bx6knP+YYSbXZvykpKRg4cCBCQkLQqVOnWi0mBgYG6N+/v0yrWc0WtIY6w+9zxYMrcnNzcefOHURERODXX39lX+/cuTPat28PADKt8ebm5jh58iS2bdsGgHs7VNB41Ebo6hO1vH79GgUFBXBxcUHjxo0BANbW1rCxscGrV68gFosBVMVu69atmD59+t/WH1w8bxoC7tXo1L/GVG75+fno3LkzWrVqBUdHR/j5+YHP58t0VddMHIGGmwx9TFFREQCwi25XVlaisLAQLVu2RLNmzbB8+XL2xle98v+7WcQNGY3He4QO45BB4yGLdtN/XE5ODgoLC9kdbJgksUePHsjPz2dXmOjRowecnZ05+cDJBfSvooDKy8sRGxuLS5cuISEhga2wHB0dERgYCKCq8vsniSPXZGVlYebMmfjll18AVD3NKikpwcfHB5MmTQKAWi0mTOWvpKTEuUSJxkMWj8dDYWEh8vLyMHDgQCgrKyM8PJxtYWO21mT+zyRKixcvhrOzMwYOHCjP4n92NB7vSSQS+Pv7IyYmBsD7h+pRo0bB19cXwMevFWY8H5dU76EAgG7dukFTUxNXr14FAHacs1QqhUQigbq6unwKSv079dsbTslbcXExGTFiBLG3tyddunQhFhYWJCAggNy4cUPmc9XHL16/fp0MHz6cuLm5kZiYmPoucr1KSEgg3bt3rzWes7qaM8idnJxIeHh4fRaz3tB41Pbo0SNib29PUlNT2WvD1dWVXLp0if3Mh8b/cmlMa3U0HlXo6hOyCgoK2P8zf+sbN26QmzdvynzuwIEDpGvXriQ9PZ19LTMzkyQkJNRPQal/hbY0KhCJRAIfHx/o6uoiLCwMJ0+eRGBgIK5evYpNmzaxi8gCsmNyHB0dsWDBAhQVFeHgwYMoKSmR1yHUOQMDA6ioqCAnJ6dWVxv5QIsJ090UFRWFY8eOyavYdYbG4z1Ch3HIoPF4j9Buehk1eyiYv3WvXr1ga2sLoOp+BAAFBQVQV1dnxyimp6djypQpCA4OlkPJqU/hzlVLfVJhYSHS09Ph7e0Na2trAEC7du3QqlUrbNy4EZGRkeDxeBg2bBhbsRNCwOPx0LdvXwQHB6NVq1bQ0tKS52HUqfT0dFRWVsLT0xNXr15FeHg4eDwenJ2d2Rsfj8eTqfz9/f3Rpk0bjBw5Ut7F/+wUOR7l5eW4d+8ehEIhWrdujQ4dOkBJSQmOjo7sEijMMA4ACA0NRXh4OABgwIABMvHhAhqPj6vZTZ+QkCBzrTDd9DWvlcWLF0NVVZVT3fRA1b0mISEBO3bsgIqKCpydnQHI7mrDJImZmZnQ1taGjo4OMjIy4OfnByUlJezZs0cuZaf+Hk0aFYRUKkVBQQFSU1NlBiKrqqrCzs4OS5Yswdq1a7F3714YGhrCzs4OAGQq+t69e8vzEOpFVlYW1NXVMXnyZFhaWmLz5s0ICwsDIaTWja/6DPKFCxcCqLppcmlWn6LGQygUwsPDA1lZWRAKhaisrMTw4cPh6uoKe3t7tGjRAsD7VrPqidL27dshFosxdOhQziRINB6fVn31iZSUFISGhv6ja2XdunWcanUFavdQMDGomTwD7yfYpaamIigoCMXFxTh16hRUVFRQUVHBudg0dLR7WkHw+Xx06NABPXv2xO7du5GbmwtVVVV28LW1tTUWLVqE7OxsnDlzBmKxmO1O4nJFz2COtby8HAMHDoS2tjacnJz+cVcboyEmSB+iyPGgwzhk0Xj8PdpNXxvTQzFx4sRak6OYGDBd9urq6igsLMSsWbOQn59PE8YvXd0OmaTkSSQSkaioKLJs2TLi7+9Pnj9/TiIiIkj//v3Jtm3b2MVkqy+Sevz4cWJmZsZu3cRVycnJ5OTJk2TPnj3k3r17pKSkhH0vNzeXEPJ+0Po/Gdzf0NF4vPfu3Tvi4uJCTpw4IfN6bGwsGTFiBBk8eDA5c+aMzHvVj/3PP/8kaWlp9VLW+kDjIausrIzcuHGDXLx4kcTHx8vUn2/evCGEvK9TuX6tfMylS5eIg4MDKS4uJteuXftgDKrHSCAQkNGjR7Pbr3JtkhSX0DSeo4RCIfuUx4y3iY2NRWBgICwtLfHDDz9AV1cXI0eOhJaWFttV7eTkBB0dHTx79gxdunSR92HUifv372POnDlQVlaGRCJBQUEBBg8eDDc3Nzg6OrLd9wymq23Lli3Ytm0bysrKMGzYMM60wNJ4vEeHccii8ZBFu+n/HvM3r9lDwePxao1xZXohTExMMGXKFCxYsADKysq0hfFLJ+eklaoDEomEeHt7E3d3d/Lq1StSWlpK8vLyyOjRo8m4ceOIWCwmU6dOJT169CCRkZFsSxIhhCQmJpK+ffuSX375RY5HUHcyMzOJi4sLCQ4OJklJSaSoqIicPHmS9O7dm7i5uZFTp06xn5VKpTItAr/99htxcHAgCxculEfR6wSNx4e5u7sTd3d3druz6q1JsbGxpHfv3sTf35+Ul5dzvtWIEBoPQqq2S5w8eTLx9PQkd+7cIUlJSeTIkSOkV69eZMSIEeT06dPsZysrK2tdK/369SPjxo0jQqFQHsWvE5+jh6I62sL45aNJIwdlZGSQoUOHkp9//lnm9ejoaCIQCEhSUhIhhJAZM2YQBwcHMmP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\n" + }, + "metadata": {} + } + ], + "source": [ + "# These should have the same output\n", + "mpf.plot(daily,type='pnf',pnf_params=dict(box_size='atr', atr_length=2, reversal=1))\n", + "mpf.plot(daily,type='pnf',pnf_params=dict(box_size='atr', atr_length=2))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[-1, 1, -8, 1, -1, 3, -2, 2, -1, 1, -3, 6, -2, 1, -1, 1, -3, 3, -2, 7, -1, 1, -4, 2]\n[-8, 2, -1, 1, -2, 5, -3, 2, -1, 6, -3, 1]\n2, 1, 2, 0, 5, -3, 2, 1, 7, -3, 1, \n[-8, 5, -3, 7, -3]\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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+ }, + "metadata": {} + } + ], + "source": [ + "mpf.plot(daily,type='pnf',pnf_params=dict(box_size='atr', atr_length=2, reversal=9))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## ----------------------------------------------------------\n", + "# Using other plot functionalities with price movement charts\n", + "\n", + "- Passing in data to the `addplot` argument will have no impact on the outputed plot as this feature is not supported\n", + "- It is also possible to customize the colors of price movement plots, show volume, and the moving average (mav)." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# First we set the kwargs that we will use for the style examples:\n", + "renko_kwargs = dict(type='renko',mav=(8,20,30), volume=True,figratio=(10,8),figscale=0.75)\n", + "pnf_kwargs = dict(type='pnf',mav=(4,6,8), volume=True,figratio=(10,8),figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
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MYG9vj/j4+BK3t3r1aohEIvnNxUVz5o7kSlaMaSdV1FiWEWH/5ScY1b4+9PVqRuJ6m3ffbMVvaUFI6r0OKe0X1ZiEC2hx0u3RowdCQ0MREhKCfv36ISAgAImJiWU+h4hKPSpcsmQJxGKx/BYdHV0dYZeJW6yMsaqqaAnIq5GJSM/KQe8Wdaoposor+pvoII3Hr+Lx+OTNGqSO/hMZjYerJ7AyaO3pZTMzMzRs2BANGzZE+/bt4e7ujm3btmHJkiVwcHBATk4OUlJSFFq7iYmJ6NixY4nbMzIygpGR+q8HVKj+KGNMZxTUWAaUV2eZiLA/JBIj29WHobBmTlL/eBwAksHy3i7YXFiGzPp+eNXtMmSmtuoOrURa29Itiojk12S9vb1hYGCA4OBg+eNxcXEICwsrNekyxpiuufsiGdHJmRjg6aruUEplkPwIdX4dgFrX1yF+wA4k+m2usQkX0NCWbkZGBiIjI+X3o6KiEBoaCmtra9jY2ODzzz+Hv78/HB0d8fr1a2zatAkxMTEYOXIkAEAkEmHy5MlYsGABbGxsYG1tjYULF6Jly5by3syMMabr9l9+giHe9WBiWPNShZ5EDNGtH1Dr+rcQt56C5A6/gwzM1B3WW9W8d7Icbty4gR49esjvz58/HwAQFBSEH3/8EQ8fPsSuXbvw6tUr2NjYoE2bNrhw4QKaN28uf866desgFAoREBCArKws9OrVCzt37oS+fs08hcIYY6r0OF6MsOhkLPFvre5QFBi+CocodCssHvwCiV1rxIw+jhw7D3WHVW4CKnwhgJVbWloaRCIRbkWLYWFpqdZYynNNlzthMaZ9CvdeVuY1XSLC4gPX4FbbAjN6N6takMogy4PZk6MQhW6BcdwNpDcZCXHrqcixa6XuyOTS09Lg5SKCWCyGZRk5QSNbuowxxqrP6fBYPEtKxydDvdQah96bVxCF7YLlne2Anj7EHlMRP/BnyEys1RpXVXDSZYwxJpeWlYMfgsMxt18LmBsbqCUGo4TbEN3eAvOIg8h27oiknl/hjVtfQE/zL/9x0mWMMSa35fQDNK1TC50bO6j8tU2fHIX1tW9g+Poh0pqNRXTgReRau6s8jurESZcxxhgA4M7z1zj/IB4/Teuq0hrL+umxqH36AxjHXkFK+w+R1nwMyNBCZa+vSmoZpxsZGYkTJ04gKyt/bkPuy8UYY+qVkyfF+mP3MLFbI9hZmqjmRUkGy9CtcN3VDjJjEV5MuA6x5zStTbiAilu6r1+/xqhRo3D69GkIBAI8fvwY9evXx5QpU2BlZYWvv/5aleHoFJ4IgWmS0moKV6W6kqar7okN9oc8gamREP7e9aq0nfIyfPUAtU/NhX5mIuL9dyPLtXu1v2ZZpX5VRaUt3ffffx9CoRAvXryAqampfPmoUaNw/PhxVYbCwOUjWc1UVnJRRYH/mqi69/vFqwz8dvUp3u/fstonNRDkZcP60udw3tcT2XU6Inr85WpPuGmSFGy9swo7w76q1tcpD5W2dE+ePIkTJ07A2dlZYbm7uzueP3+uylC0yuNxnEAZY8WV58yAjAjrjt2Dv3ddNLQXVWs8xjGXYBc8FzJDC8SMOYmc2i2r9fVyZbk4+mQffovYjGY23ghqsaBaX688VJp0MzMzFVq4BV69elUjJhPQZDwRAtNGBf091H1KsCZR9sQGx+9EIyktC6tGtalybKXRy06FzYWlsHj4B153+hji1tOqdfgPEeFq3Gn8HPYNjIQmWNRuHVrVbldtr1cRKk26Xbt2xc8//4xPP/0UQP4XRiaTYe3atQplHRljjFW/lAwJtp5+iCWDW1dPfWUimD0+jNpnPoTEzgMvgi4jz7J6J094mvoAO+6tRUz6U7zTbA561B0MfUHNGd+r0qS7du1adO/eHTdu3EBOTg4WLVqE+/fvIzk5GZcuXVJlKIwxpvM2nQqHT/3aaNvATunbFqbHoPa/C2EUfwOvenyJjEbDqnUy+eSsROwN/w6XXp7EwAbj8L/2G2BSAydAUGlHqmbNmuHu3bto27Yt+vTpg8zMTAwbNgy3b99GgwYNVBkKY4zptGtPEnH9aSLeVXZtZZkUotub4bqrPfJMa+NF0LX8yeSrKeFK8rLw68MfMevUIOTJcrGh958Y13xOjUy4gBqKYzg4OGDFihWqflnGGGP/LysnD98dD8PUHk1Ry1x5/WkMk+7DLngO9CSpiBu8H1kuXZS27aJkJMP56H+wJ/xb2Jo4YEWnrWhkXXMmQCiNSpPujh07YG5uLp/XtsBvv/2GN2/eICgoSJXhMMaYTtp98TFqW5rAr7WLcjYoy4P15S9gdfN7pHrPQkq7hSChsXK2XYLwV7ewI2wtxJJkTGixEJ3q+GpMZzuVJt0vvvgCP/74Y7HldnZ2mDZtGiddxhirZpEJYvx18zm+n9gJekpIVAJJGhz+mQRhRixixv6LHNvqmwowPjMaP4etQ2hiCIY3moJBDQNhqK9ZI19UmnSfP38ONze3Ysvr1q2LFy9eqDIUxhjTOVIZYd3RexjZrj7q2la91KJQ/ByOh0cjz9IFMaNPVFv5xszcdPwesRVHn+5Hd5eB2NTnb1gZ21bLa1U3lSZdOzs73L17F/Xq1VNYfufOHdjY2KgyFMYY0zl/3XyGTEkexnSsesdVo9jrcPxrDDIaj8Crbp9X27jbWwkXsfHmJ3AVuWNNt72oK2pULa+jKipNuqNHj8acOXNgYWGBrl27AgDOnTuHuXPnYvTo0aoMhf0/rsnM1KlC9YS/zy/+UN7vbFnbVnUN54rEUl01lpPSsrDj3COsHOkDQ2HVEqT5w99hFzwHr7quRJrHlCptqzQSaTZ+DvsGZ18cwVSP/6Gby0CNuW5bFpUm3c8++wzPnz9Hr169IBTmv7RMJsP48eOxatUqVYbCyuC+hxMvq34Vqif8fdlJsuh39m3bdhcJVJZ4KxJLddZY3nDyPro0cUDrulU4q0iEWlfWwOrW94gf9DPe1OutvAALiUp9iG9ufAhzAxG+6fkb7M2c3/4kDaHSpGtoaIhffvkFn376Ke7cuQMTExO0bNkSdevWVWUYOoNrMjOmG952AHExIh73o1OwfXq3Sr+GIC8bdidnwzj2Cl6OOoEc26aV3lZpZCTDn4934ZeHP2B44ykY5j4J+nraNe27WubTbdSoEUaOHImBAwdWKuGeP38egwYNgpOTEwQCAQ4fPix/LDc3Fx9++CFatmwJMzMzODk5Yfz48YiNjVXYRvfu3SEQCBRu2niK+/G44jfGahoikt8KeyymKrdIS9u2OlQklre9J4VvZcmU5GLjyft4t08ziEwNKxW33ptXcPrdH8K054gZe7paEm5mbjo+C3kXwc/+wKddtmNk42lal3ABFbR058+fj08//RRmZmaYP39+met+88035dpmZmYmPDw8MHHiRAwfPlzhsTdv3uDWrVv45JNP4OHhgZSUFMybNw/+/v64ceOGwrpTp07FypUr5fdNTFQ0cTNjjKnI9rMRqGtrjp7NnSr1fIPXD+F0OADZjm2R2HdjtYy/TciMweeX34O9mTO+7vFLja0mpQzVnnRv376N3NxcAMCtW7dKvRBekQvkfn5+8PPzK/ExkUiE4OBghWUbNmxA27Zt8eLFC7i6/lds29TUFA4ODuV+XcYY0yQPXqbgxN0YbJnSpVKdkEyen4bD3xOQ6jULKe0XVUspx4evQ7H6ylx0cxmAoJYLatTkBNWh2pPumTNn5P8/e/Zsdb9cicRiMQQCAaysrBSW7927F3v27IG9vT38/PywbNkyWFiUPM5MIpFAIpHI76elpVVnyDXe/ZhkXHuShIndGqs7FMZYCfKkMqw7dg/vdGoIp1oVbzla3vkJtueXIrHPd8hoMqIaIgTOR/+DH26vwISWC+HrFlAtr1HTqOyEeV5eHoyNjREaGooWLVqo6mWRnZ2NxYsXY+zYsbC0tJQvf+edd+Dm5gYHBweEhYVhyZIluHPnTrFWcoHVq1dzzehCrM2N8euVp/DzcIGDVfE5khlj6vX7tSgQASPb1a/YE2VS2J7/GOYPf0Ps8MPIdmqr9NiICAcebsI/T/Zicftv4WHXQemvUVOpLOkKhULUrVsXUqlUVS+J3NxcjB49GjKZDJs2bVJ4bOrUqfL/t2jRAu7u7vDx8cGtW7fg5eVVbFtLlixRuCadlpYGFxcl1S3VQI5WpujaxAG/XX2K2b6qO4hijL1dbMob7Ln4GGvGtoNQv/z9ZQU56XD4ZzKEaS8QM+Zf5ImUP7IkRyrBhluf4HHKPazuugculhU8KNBwKu29/PHHH2PJkiVITk6u9tfKzc1FQEAAoqKiEBwcrNDKLYmXlxcMDAzw+PHjEh83MjKCpaWlwk3Xje7QEMfvRCMlQ/L2lRljKkFE+Pb4Pfi2ckazOrXK/TxhWjScD/gCJEXM6JPVknBTs1/hkwuT8DorAWu67dO5hAuoeJzud999h8jISDg5OaFu3bowM1O8znDr1i2lvE5Bwn38+DHOnDlTrhKT9+/fR25uLhwdHZUSgy5ws7OAl5stDt6IwuTuTdQdDmMMwOnwWDxLSscnQ4ufsSuNUdxNOP45GhmNhuBV99VANQzVeZ72GJ9ffg/NbbzxrudyGOhXbviSplNp0h0yZAgEAkGVx8tlZGQgMjJSfj8qKgqhoaGwtraGk5MTRowYgVu3buHvv/+GVCpFfHw8AMDa2hqGhoZ48uQJ9u7di/79+8PW1hbh4eFYsGABPD090alTpyrFpmvGdGiIxb9cw6j2DWBubKDucBjTaWlZOfghOBxz+7Uo99+j2aNDsD/xHl53Xgax57RqietWwkV8fX0RhrhPwIhGU7WinGNlqSTpvnnzBh988AEOHz6M3Nxc9OrVCxs2bICtbeVmibhx4wZ69Oghv19wrTUoKAjLly/HX3/9BQBo3bq1wvPOnDmD7t27w9DQEP/++y++/fZbZGRkwMXFBQMGDMCyZcugr6/d3dXLq2glq9KKajRzroWG9pb4+/YLjO5Q9SLqTDtVVz1hhdcopfpasW1XsIZzhWKo6H6WEUtl3pMtpx+gaZ1a6Ny4HEMhiVDr2lewuv4d4gfuxBu3PhV+vfI4+mQfdod/i/c8V6CTc79qeQ1NopKku2zZMuzcuRPvvPMOTExMsG/fPsycORO//fZbpbbXvXv3MlvLb2tJu7i44Ny5c5V6bV1VVj3mMR0bYs2ROxjqUw9GBnzQwhRVZz3hCqtgDeeKqPB+viWWirrz/DXOP4jHT9O6vj1h50lgFzwHJi9D8HL0iWqZA1cqy8OOe2tx6eUJrOi0FY2sWyn9NTSRSjpSHTx4ENu2bcOWLVvw7bff4p9//sHhw4dV2pOZ/UfZpSB93GxhY26EE3djlLthptMKlzes8HdWyQlNZd4Sd2klH3PypFh/7B4mdmsEO8uyK+vpZb1GnT8GwzD1CWLGVM+k829yM7DqymyEvbqOL7vv44RbiEpautHR0ejSpYv8ftu2bSEUChEbG6vTw27UqcSp0Co5OYJAIMCYjg2x9cwDDPB0gb6eWkp6Mw1Q+CxU4dZYeeorV/g7+/8JTGH2IRVNAFKe/Sw1lhLifpv9IU9gaiSEv3e9MtczSH4Ep0Mjke3gjcS+34MMlF/6NjHzJT6/8h5qmzhiVdefYWpgrvTX0GQq+XWUSqUwNFTsqSYUCpGXl6eKl2cq0LmxA/T19HA2PE7doTCmU56/SsdvV5/i/f4toa9X+mllkxdn4by/N9KbjkJC/23VknAjku9g0bmxaFm7HZa0/44TbglU0tIlIkyYMAFGRkbyZdnZ2ZgxY4bCsKGDBw+qIhxWDfT1BBjVvj72X36CHs2doKfDvRMZUxUZEdYfC8Mgr7poaC8qdT3Luztge+4jJPZej4ym1VNu8ULMMWy6tQzjW8yHX33tm7FNWVSSdIOCgootGzeO55jTNr1b1MGu849wNTIRHdzt1R0OYwpkRDDJSoR+Xnaxx0ighzemDiA9zRr2diw0GklpWVg1qk3JK8iksD3/Ccwf/ILY4YeQ7dRO6TEQEX6N+BF/Re7Gonbr4GnPwy7LopKku2PHDlW8DFMzQ6E+Rrarj/0hkWjf0E6nx+KxmoOIcDPqFbadfQjr5BzkGBZvEepLJaiV+gBplg2QnVsPxhrQC/9mVBJ+OBWOlSN8YGJY/KdckJMBh6NTIBRHIWbsv8gT1VN6DDlSCb6/vSx/pqCuP8PVsqHSX0PbaN8MwUytBni6Ym9IJO6+SIZH3bdXAmOsOhlKUrBw70NEJaVjbKeGOBVRFyhl6jjj7FewSo1A0A9RCOzsjn4eLhWqW6xKYdHJWPHHLSwY0ApebsXrHQjTY+B4eDSkprXxcvRJyIxKP/VcWWJJMr64MhcEwpfd98LKiP/ey6NmfqOYxjIxFGKIdz0cuPxE3aEwHSbMzUTtpBuwT7yKVq422P1uD4xoW7/UhAsA2ca2iLfviDm+LXDoxjNM3nIOZ+7HQlbFCnrK9jhejI9/u44ZvZuiR7PiE9Mbxd+C875eyHZqi9ihv1VLwo1Oe4IPz46FnakTVnbexgm3AjjpMqUb4lMP96KT8TherO5QmA4S5mbCPuEypPpGeOnUA0FdG8HMqJzXagUCdGrsgC1TuuKdTu7YeuYhZm6/iGtPEqtcvlYZnr9Kx+L91zCuszv6t3Yt9rjZoz9R57dBSGkzD0k9v66WGsq3Ey5h8flA9Kg7GPN8voChvtHbn8Tk+PQyUzqRqSEGeLriwOUnFSq6zlhV6edlwT7xKjLNnZFqVflJOPT1BOjbyhndmznin9svsObIHbjamGNyj8Zo7mytxIjLLy71DT7cfw2Dfermt9oLI0Kt69/A6tp6xA/Yjjf1fZX++rnSHOwN34ATz37Fu62XoYtLf6W/hi7gpMvKrSK1ake0dUPQj2cRk5wJZ2uzklfScGWV/StPsQdtpIoay6XRk0pgn3gVWSa1kSpqXOntKH7P9fF4nBt8W7ng4PUoLPnlOjxcrfHH4pHIffW81G0oez8TxFlYtO8qujd1RGBnd8UHpTmwOzUPJi/O4eWoY8iprfz5rV+kRWLdjcUQ6hng6x6/wslc+dP+6Qo+vcyqpLSqOrUtTdCzuRN+uaKd13bfllxqVL1hFVHnPgtkubBPvAaJoRWSa7UAlJj03PcApkZCjOvsjt0ze+D43h/hMP5r2AyYD6GoeofGpWfl4qczDzF5yzm0a2iH6b2aKiR0vaxk1Pl9CAxfP0TM2NNKT7hEhH+e7MWHZ8eijUM3rO76MyfcKuKky+SUXZN5VPsG+DfsJV6lFx8XyViBqpwVeDwOEMjyYJd4DXlCE7y2aaWQcIt+p6v6HReZGiL1zHbEbp0BkubCcfL3qNV7BvTMrN4ea5H9LCuWe6OkOHD5CQJ/OI3IhDSsC+yA9/o2V0i4BsmP4by/F/LMauPlyH8gNVPuAUBydhI+DZmJvyJ3Y2mnzRjbbDaEGjaOuSYSUE3oHaCB0tLSIBKJcCtaDAtLS3WHU23KU6u2rB+PlQdvws7SBDN6K7+oujoVbtVVpZ6wNlHHe5KTJ8XHv96AQAB8OtIHhsLKja992/dcoX5zof2MTEzHNycf4UxEIuLO7sObJ9cBEH47dblScQD5vZP3XYqEncgEk7s3QesSht6ZvDgPhyOBELeeguSOHwEC5bafrsaexqbby+Fl3wVTPZZwOcdySE9Lg5eLCGKxGJZl5AS+psuq1ZiODTF/z2WM7dQQliaGb38CY+WUJ5Xhs8O3IcmT4ovRbSudcKuiQW1zfP+OF+7FiNH7wVWYNc+f5/uzQ7crvc1aZoaY068FOrrbl3ht2PLeLtieXYKkXl8jvdmYSr9OSbLz3mD7vTW4/DIYM1p/wvPfVgNOuqxauTuI0KxOLfx54zkCu7i//QmMlYOMCGv+voNEcRa+eqd9iRWZVKmlswiJvy+X3z9bHWc5ZFLYXFwOy7A9iB36O7KdOyp184+S72H9jSWwNXXAul5/wNbEQanbZ/n4mi6rdmM6NsShG1HIyuFZpVjVERG+Ox6GyHgxvhjdFubG2n+dUZCbCYcjgTB7ehzRY/9VasKVyvLw28PNWHpxMvq6jcDyTls44VYjbumyaufhao061mY4GhqN4W3d1B0O02BEhC2nH+JGVBLWB3aElZn2F2bQT4+F45+jIDOuhZjRwZAZWylt26GJIdhxby2IgNVdf4ZbFcY2s/LhpMuqnUAgwOgODbDxxH34e9eFQQ2tZ8tqvr2XInH6/kusC+wIWwtjdYdT7YwSQuF4eDQy6/siqedXgL5yWvXRaU+xK+wrRCTfxeimM+HrFsA9k1WEf/2YSnRwt4epkRCnwl6qOxSmoQ5ei8LB61FYM6YdnGqZqjucamcW+Tfq/DYQKT6zkdR7vVISbpokBVvufI6FZ0fBybwefuj7DwY0eIcTrgppZNI9f/48Bg0aBCcnJwgEAhw+fFj+WG5uLj788EO0bNkSZmZmcHJywvjx4xEbG6uwDYlEgtmzZ8PW1hZmZmbw9/dHTEyMivdEd+j9f2v3l8tPIJXp1lAaVnWhz15h5/lH+GJ0O9StbaHucKoXEayufwv74zMQ77cVYu9ZVS72EZ8ZjZ33vsbM4AFIzkrEup6/Y1KrRTAvYZpDVr00MulmZmbCw8MDGzduLPbYmzdvcOvWLXzyySe4desWDh48iEePHsHf319hvXnz5uHQoUM4cOAALl68iIyMDAwcOBBSqVRVu6FzejRzQq5UhksR8eoOhWmQnDwp1h0Pw+TujdHIUcuTRJ4EtYNnQ3R7M2JGHcObBn6V3pSMZAhNCMHnl9/DnFNDkJydgKUdf8Di9t9yVSk10shrun5+fvDzK/nLKBKJEBwcrLBsw4YNaNu2LV68eAFXV1eIxWJs27YNu3fvRu/evQEAe/bsgYuLC06dOgVfX+UXC2eAUF8PAe3qY//lSHRp4sCT3LNy2XcpEhbGBhjopd2JwvjlFdgFz4HM0AIxY09Dal65HsRvcjNw5sWfOPr0ALJyM+DrFoCZnstgbVxbyRGzytDIpFtRYrEYAoEAVlZWAICbN28iNzcXffv2la/j5OSEFi1aICQkpMSkK5FIIJFI5PfT0tKqPW5NUZGJEPp5uGD3xce4GfUKPvWV9yNQnZMPVLiI//f5r1f0fSnpPdHUSRNUNbHB86R0/H4tCt8FdYS+nvoO0kqrWKWM/dSTiGFzYTksHvyK5I5LkOo5o1JT8kWnPcXRp/twNvoI6lk2xuim76K9U28Y8PXaGkUjTy9XRHZ2NhYvXoyxY8fKS3PFx8fD0NAQtWrVUljX3t4e8fEln/pcvXo1RCKR/Obi4lLtsWuy0n6kjAz0MaytG/aHRCrvtapx8oEKP/f70hNl0fdEUydNUFVcMiJ8c+weBvvUQ3077Sy1avb4L7jubAth2gu8GB+CVO/3KpRwpSTF1dh/seziFCw8Owq5shx83mUnVnf7GV2c/Tjh1kBanXRzc3MxevRoyGQybNq06a3rE1GpR65LliyBWCyW36Kjo5Udbo2k7EkQAMDfqy4eJ6Qh/GWK8jeuRgIAX2Qshav0hbpDqZEq2nI/GhqN1xnZxaeyqwYV+p6XcWAFlG8/jeJvwuHPMah96n286vY54ob+jjxR+U+fp0lScfDRNsw82R/b761Fa7uO2OobjPe8VqK+VdNyb4epntaeXs7NzUVAQACioqJw+vRphQLUDg4OyMnJQUpKikJrNzExER07llzpxcjICEZG2j8QvyQlnhYtx0QIpTE3NoC/V13sD3mCT0f6VH5DJSit0H51blv+IyuT4ujmJbia0guDRftxzaD8+1adcVen6prYIDkjGz+deYCPh3jB2EA1NZWLfs/L/I7/f+KtULLOk8D80WFYhW6BYXIE0pqPw4u+30NmYl3uTTxJDcfRJ/tx8eVxNLVujSmtFsPboSv0BaqvO80qRyuTbkHCffz4Mc6cOQMbG8VZOry9vWFgYIDg4GAEBAQAAOLi4hAWFoY1a9aoI2SdM6xNPQRuOoOoxHS42WnJEBA9fcy1WINH+g3xb6o/JllsxG/Gw9QdlUbaFByOdg3slHrdX130019CdHcHLO/thNTEBuLWU5HedBTIsHzf+1xZLq68DMbRp/vxLO0ReroOxlfdf4GLZf1qjpxVB41MuhkZGYiM/O+aYFRUFEJDQ2FtbQ0nJyeMGDECt27dwt9//w2pVCq/TmttbQ1DQ0OIRCJMnjwZCxYsgI2NDaytrbFw4UK0bNlS3puZVS9rc2P0beWMX648wWL/1uoOR6m+N52GSP36OJA2CY2kT/C56UKlTqqu7a5GJuLms1fYPq2bukOpPCIYvwyBKHQLzJ4cw5t6fZDQfxuyXLqW+7uQnJWIk89+x8mo32BqYA6/+qPxiesPPM2ehtPIpHvjxg306NFDfn/+/PkAgKCgICxfvhx//fUXAKB169YKzztz5gy6d+8OAFi3bh2EQiECAgKQlZWFXr16YefOndDX59M0qhLQvgEmbzmHsR0bwtVWu35IThj1Rudax/F36ig0znuMKZYbkCPQzcsTFZErlWHDyTBM69kUtTSwrrIgNxMWD36DKHQrhBmxSGsZhBcTbyDP0rVczyciPEwOxdGn+3E19l+0tuuIOT6fo1Xt9tBT8py5TD00Mul2795d4VpSUWU9VsDY2BgbNmzAhg0blBkaqwBHK1MM9q6L9cfu4atx7aGnZa3B+8JmaGf9Lw6njsXp1EEIsvgBQAN1h1Wjnb7/Eob6evBt5azuUMpHlgfD1w9hHH8TRnHXYf74L+SK6iHV+11kNBoGMjB56yYyc9JwJ+kKbidcwu2Ei5BIs9Gr7jBs6P0n7M005H1g5aaRSZdpj/FdGmHK1vM4cScafq3L1xrQJIl6duhR6298mbEMoSldkH3tg/xhIUoqXK9NZET45fITjOrQoGYegBHBVRaNtrk30TbvJtrm3kL9jbdBekJIHLyQ7eCNuKG/I9uxTamnkLPz3iA+MxpxGS/wIj0SdxKv4FHyXbhY1IenfSfM8/kCjW1a81AfLcZJl6mViaEQc3xb4Iu/QtHe3V4jTym+jURgjHkWX2Kf8UicfzgHFhF/ILHPt+oOq8YJeZSArFwpejavUz0vIMuD4esI6OWkl2v1jjmAJaXDOy8U7XJvoG3uTdSiVNwRtsA1A29sMw5EveHrkVurIVDCqd83uRm4k3gFd5IuIzotEnGZ0UjJToKZgQUczevCybwueroOwYI2a2BjYq/svWU1FCddpnbtGtrB280WP5wKx/8Ge6o7nGpzzcAH0WPOodbN71Dnt0H4xtcIn5yWIDNX3ZGpHxFhf0gkAtrVV87Uj0QQpr3IP+0bfzP/34RQkJ5Bueej3ZMBZAlMcFPYGicNe+Izsw9wR9gCEsF/UwouLTTah4gQJX6I2wmXcCvhIiKS76CORT142nWGr1sAHMxc4WjuCgueZECncdJlNcK7fZph0pZzuP40CW20YJhIqfQNkNJ2ATLch8DjUSvcf9ccM//JVndUanf72WvEp2ZV+RKDICcdluEHIArdAgPxM0hqt0S2gzfSWk5Adh9v5NZqUGKrtCTlGYueJknFnaTLuJ1wEaEJIZBIs+Fh1wE9XP3xfpsvYGtSufrJTHtx0mXVpiI1ma3NjTGlR1N8e/wefprardSCCOqqg1zitivhvzgaAD+/wYTWBtgzzAT7h5ti3olsJGb+fyfAUuIGqqdKWFlKel+sOloh7Vaa0gp57L8ciaFt6lW6EIZB8mOIQrfAMnw/JDZNkdxuETLdB4GEyp7oXgoTvfsw178EC/2LmHjsPuqJGsHTrjMWtv0ajaxb8ty0rEycdJlKue8pPWn0b+2CU/disPviY0zt0aT4c5VcB7lwHOqqc7wzNBdHH+dhna8xHswyx8KT2dgxRVLmc8p6D5WtpPdF30wf1j2s4RjoiNRLqXh96jVy4nMq/RoPY1MRESvG0qHeFXuiTArTqJOwCt0M45jLyGgyHC9HHoHEXrmXKPTxChbCEJjrX4S5/mUAQIa0A5LzRuOXgR1gZWyr1Ndj2o2TLquUx+OqVgqyJHoCAd7v3xKzdlxCr+ZOGlHkvmi5wwq9L98TMEuAxEzCOwez4NdQiB8GGCMwdRCmWXyLSGHNHF4kzZTi6edPYVzXGDa9bdBwZUO8efQGr0+9RvqddDxOrVgJyAMhkRjo5QoLk/K1EPWykmF5fw9Ed34CZFKIPSYjvv82yExs3v7kMmTmpiM+4wXiMqMRl/kCs5s+x9GoxzDWe4QsWXOkSzvjdW4gsmTNAOir/IwD0w6cdFmlKbsmMwDUtbXAiLZu+Orvu/gmsEOppxvLU/O3srFUtZ5wVWr45uVk4Pa2VQhN7ozPzRbgK9M5yBUYlut1q1vB+1LwnmQ/z8bZb2IgliTj1LODON7mFxDJsOn2cnjadYaHXfu3Vk96/iod158m4ed+Ld76+oZJ9yC6vQUWD39DtmMbvOr6OTIb+FVoVp70HDHiMl4gPvMF4jJfID4jGrEZzxGfGY20nBSIjKzhaFYXjuYucDRzxdIO3dDCti0sjazK/RqMlYWTLqtxxnZqiLCYFKz44yZWjvRRTm9WDUGG5lhgsQr7jYdja/pcjMn+A1MsN1Ro8gRVExlZY3jjKRjiPgH3X9/ErfiLOPDwe3x9/QM0tvaAl31nNLXxhKN5XVgZ2SgcyPx65Sn6tHSGjXkp116luTCPPAJR6FYYJd5BetNRiBl7Bjm2Jc+kQ0RIy0lBXEZ+Uv0vwUYjPuMFMnLTUMu4Nhz/vyexs0V9+Dh2g4NZfpLlEousunHSZTWOoVAfK0f4YNH+q1h1+DY+HuoJfT3dSbwAcMPAG21qncH7b77Hv6n+2G48Dh+ZfYIMvZo7OYS+nhCtardDq9rtMAEL8CorXj585sSz3/DqTRyMhCZwNHOFg5kLLA2ccD4uEcPbuOGPiKsK29LLzYBR/C0Yx90A6Rkg26ktJC0HgPSNgdeX8m//LyvvjULL9U1eBmxM7OUtVjdRE3Rw6gtHcxc4mLnAWGiq6reGMTlOuqxGMjUSYtWoNliw5wq+OXoPCwa0UndIbxWTnIk/rj1FRnaewnLbV29/7ueHS15/B7rhDBpibdY3eJjliblGy/GH5TvIn723ZrM1cUCfesPRp95wAECuNAfxmTHyBHnyQSjsbd9AnBcDcToAEPSzXsMw+RGEadGQmjsgx6Ud8swdAQiAN3Elvo6hvhEa1mqBLs794WjuCnszZxjpK7vXMmPKwUmX1ViWJob4ckxbvL/nCjYFh6s7nFK9Ss/G7guPERwWg14t6qCxo2Lxgz9i376Nxo6lrx8BEfxpK8ZI/8KW7MUYn7Ufd8K+RKvmzTVq7l0DfUO4WNaHi2V9PI4XY8tDO/wwqTNcRUKYRxyEKHQzDFKjkN58HMRdf8ofU8uYluGky2o0a3NjrBnTDvN2h8CqyzikXlByl+kqSMvKwYHLT/DXzefo4G6PrVO6oo61WbH1ljx++7ZGtHv7+lvwPg5Kx2JD6vvof7IvdoVMhnO/uWjpqllDVqQywrpj9zDN0wytw7+C5b1dyDN3/P95ZgNABsXfQ8a0BSddVuPZi0ywdkw7BMbFAXpCiEP2qzskHLn1HD+deYjmzrWwfnwHNLRXTWm/V/r2GGOzD0/bncS4E3MR+VswvndYhMBhA2FpUjN6OZeJCLdP/YqP07aj8/3beFPfF3GDdiPbuRPPOcx0AiddphGcbcyRcOAjWPu+hzrTfsLPl59hdBtXGApV38HqzxvPsPPCI6wY4YPWdas2NrSypO59kVzvBlzOf4bVd2fi153/wjNoLUxMa2YnIUFOBiweHID5zc3okxKPpKaBeN5lO6QW1TS5AWM1FCddpjFyX71Awt5FMGnQFnsbuGLrhaeY36dRfi1dkqkkhpN3Y7DtXATWjGmHJk5WKnnN0pCBGTJ6rUZWswB0/n0qhFvbIW/oZshcO6o1rsIMUp5AFLoVFvf3IrdWQ2zTG4qHjftibn8fSNUdHGNqwEmXqVx56gmXVZYx68k1nFzQA2ZNu2L203FwnPAtUs//jKwn16scB1B6jeXzD+Ow4WQYPhvZRu0JVzF2TwgtL2Gz5COM+WMYsluMQUrX5ZAZVeyUt9JqT5MMplGnIArdDJPoC8hoNASxww8hWFwHW4+HYccojwrFxZg24aTLaoTC9YTLVQeZZMgMP4vMhxdh0bofbPrNQW5qHO6+eI1Wrso/5Wvs5oU1R+7gk6Fe8FDTKeWy5OkbYYrxapzVa4+FkT+i6dN2eNVjNTLdB5drVh1l1J7Wy06Fxf29EIVuhZ5UArHHJCT6/gCpmR0ysnPx/W/n8G6fZuUu98iYNhJQ4Zp3rNzS0tIgEolwK1oMC8uaXyNYlSpbfrFCSbcIgYERlv8Zhl+uPEFz51qY1L0xGtqLKhbLrJJf18i5OdwmfoWFAzzQraljieu8TVlxKLOc5o1hOViwOwSBljcwPn0boG8IceupSGv+DmTGtUqPrxLveUFZTMOk+xCFboHFg18hsfdEquc0ZDYYAOj/l1y/PX4PcalZWD2qjUYNc2KsvNLT0uDlIoJYLIZlGTmBk24lcdKtmPIkkZKSbkXrIKdl5eCXy0/w5/8P45nQtZHCMJ6KxAEAt6JeYcXBm5jRuxn8PFze/uRqVN7YX2dk4/3dl9GxgQ0W1H0Kq9AtMEq4jfSmARC3noac2s2Lb7ui77ksD2aRf8MqdCuM4m/9/7anIqd28RrK96KTseTANWyd2hWOVjWzoxdjVVXepKuRtfXOnz+PQYMGwcnJCQKBAIcPH1Z4/ODBg/D19YWtrS0EAgFCQ0OLbaN79+4QCAQKt9GjR6tmB1i1sTQxxNSeTbFzRneYGgox9afzWH/sHl6lV2yi+MgEMf73y7X8hNurqdoTbkXY/P/Y5nMRSdiU0AwvRx1FzJhgAIDz/t5w3tMVtv8uhEX4fhgkPypXJzQTIWD88gpEN7+H/T8TUW9rc9heWIbMBn54Ni0cSX2+LTHhPk9Kx7Lfb2B6r6accBmDhl7TzczMhIeHByZOnIjhw4eX+HinTp0wcuRITJ06tdTtTJ06FStXrpTfNzExqZZ4merZWhjj/f4tMbJ9few6/wgTfjyLwd51oSdtAJl+6eNZhbmZ+PzwI1x+nIDB3nWx2L+1Zox/LcLByhRrxrbD+7svw9RIiJHtWiCpz7d43WU5TJ+fgVH8TVje+xm1T80H6QkRHGiKl2n/n3wPzZBvZ89QEzSrrYeW9nrA3xOQ7eiNbAdviFtNRrZzxzKvF8emvMGi/VcxrI0bBnnVre5dZkwjaGTS9fPzg5+fX6mPBwYGAgCePXtW5nZMTU3h4OCgzNBYDeNsbYaPhnjicbwY289GoE7sGaRZ1IO0hNq8hrlpMMuMgZmDM3bO6A5bC82u3+tiY44vxrTFwr1XYGIoxEBPV8iMayGj8TBkNB6Wv5IsD4avH+KXAC/Ymv7/qWRbd/k27iVK8fuDXFx7KcW5mIflfu1X6dlYtP8Kejavg3c6NVTmbjGm0TQy6SrL3r17sWfPHtjb28PPzw/Lli2DhUXNncWFVZ67gwirR7dFi59ewyLjOQxz04qtI9UzQpxDV8zz054yhA3tRVgV0BaLD1yDqaE+ejYvUoxCT4ic2i3w061c+aLVXRbI///lpYUVfs3UTAkW7bsK73q1Ma1nE+44xVghOpt033nnHbi5ucHBwQFhYWFYsmQJ7ty5g+Dg4BLXl0gkkEgk8vtpacV/tFnNJzG2gcS45g35qU7NnGth+XBvLP39BowNhOjYyL7aXisjOxeLD1xDQwdLzOnXghMuY0XobNItfK23RYsWcHd3h4+PD27dugUvL69i669evRorVqxQZYiMKY2Xmy3+N9gTq/68jU+GeqFdQzulv0Z6Vi4++e06aluaYNFAD+jrccJlrCiN7L1cHby8vGBgYIDHj0ue4mXJkiUQi8XyW3R0tIojZKxqOjayx4IBrfD54dv45LfreJqonLM12blS7A+JROAPp2FlaohPhnpCqM8/LYyVRGdbukXdv38fubm5cHQsufiBkZERjIyMVBwVY8rVo5kTvOrZYn9IJGbvvIQuTRwxvkujSm0rVyrD0dAX2HsxEg5WJlgx3KdGVutirCbRyKSbkZGByMhI+f2oqCiEhobC2toarq6uSE5OxosXLxAbmz8beEREBADAwcEBDg4OePLkCfbu3Yv+/fvD1tYW4eHhWLBgATw9PdGpUye17BMrufgDXxOsmKLvYUnVrnwc8w8e9S1s8arTGJy83Q21es9A1pNrAACT+t7ydY3d/rvUcv1pkvz/r9KysC/kCYwM9DHPryU6uNvxZ8VYOWhkRaqzZ8+iR48exZYHBQVh586d2LlzJyZOnFjs8WXLlmH58uWIjo7GuHHjEBYWhoyMDLi4uGDAgAFYtmwZrK2tyxUDV6SqGGWUYyystIpUyoijpERVE1S1vCZQcrlHobUzrDqNgUHtssfSNmrWUv5/YwN9DPaui57N6/C1W8bAZSCrHSfdilNW4q1swi1PHDU14RaoTOJ9W9It1zaq+J4zpu3Km3Q18vQy00wVKuz/PZX6nOqIQ1Moc3KEita1ZoxVHXcxZIwxxlSEky5jjDGmIpx0GWOMMRXhpMsYY4ypCCddxhhjTEU46TLGGGMqwkmXMcYYUxFOuowxxpiKcNJljDHGVIQrUjGm5UqrWMUTFDCmetzSZYwxxlSEky5Tq7LqIGtyjWRVqtD79H3ZdZW57jJj1YtPLzO14+RadUXfwzInQajGySQYY2Xjli5jjDGmIpx0GWOMMRXhpMsYY4ypCCddxhhjTEU46TLGGGMqwkmXMcYYUxGNTLrnz5/HoEGD4OTkBIFAgMOHDys8fvDgQfj6+sLW1hYCgQChoaHFtiGRSDB79mzY2trCzMwM/v7+iImJUc0OMMYY00kamXQzMzPh4eGBjRs3lvp4p06d8MUXX5S6jXnz5uHQoUM4cOAALl68iIyMDAwcOBBSqbS6wmaMMabjNLI4hp+fH/z8/Ep9PDAwEADw7NmzEh8Xi8XYtm0bdu/ejd69ewMA9uzZAxcXF5w6dQq+vr5Kj5kxxhjTyJZuVd28eRO5ubno27evfJmTkxNatGiBkJAQNUbGGGNMm+lk0o2Pj4ehoSFq1aqlsNze3h7x8fElPkcikSAtLU3hxlhN9bYSj1wCkjH10MjTy9WFiEqd7mz16tVYsWKFiiNirPI4sTJW8+hkS9fBwQE5OTlISUlRWJ6YmAh7e/sSn7NkyRKIxWL5LTo6WhWhMsYY0yI6mXS9vb1hYGCA4OBg+bK4uDiEhYWhY8eOJT7HyMgIlpaWCjfGGGOsIjTy9HJGRgYiIyPl96OiohAaGgpra2u4uroiOTkZL168QGxsLAAgIiICQH4L18HBASKRCJMnT8aCBQtgY2MDa2trLFy4EC1btpT3ZmaMMcaUTSNbujdu3ICnpyc8PT0BAPPnz4enpyeWLl0KAPjrr7/g6emJAQMGAABGjx4NT09P/Pjjj/JtrFu3DkOGDEFAQAA6deoEU1NTHDlyBPr6+qrfIcYYYzpBQESk7iA0UVpaGkQiEW5Fi2HBp5oZY0ynpaelwctFBLFYXOblR41s6TLGGGOaSCOv6dYEBeUi42NjkJHOLV3GGNNlGen5tRveVkqYk24lFXTk6t+uuZojYYwxVlNERkaiTZs2pT5eoWu6WVlZMDIygp5e/lnpf//9F6GhoWjatCn69+9f9Wg1SEpKCqytrXE+PBrmFtzSZYwxXZaRnoauzVyQnJxcrNphYRVq6bZv3x7nzp2DlZUVVq9ejeDgYPTv3x8//vgjTp8+ja+++qrKgWuKgl7O5haW3JGKMcYYALx1BEyFkm5eXh6srKwAAH/88QdCQkJgaGiI+fPno3Xr1pWNkTHGGNMJFeq9bG9vL5+Fp06dOnj16hUAID09XfmRMcYYY1qmQi3d7du3Y8KECTA0NISZmRk8PDzQpk0bJCQkYO3atdUVI2OMMaYVKlUcIzw8HI8fP0Zubi6cnZ3Rpk0bnavkxMUxGGOMFShvcYxKDRlq1qwZmjVrVungGGOMMV1UpXG6MTEx+OGHHxASEoL4+HgIBALY29ujY8eOmDFjBlxcXJQVJ2OMMVYm06wkCEimsIwEenhjUltNERVX6aR78eJF+Pn5wcXFBX379kXfvn1BREhMTMThw4exYcMGHDt2DJ06dVJmvIwxxliJBCSDo4PinOhx8QlqiqZklU6677//PqZMmYJ169aV+vi8efNw/fr1SgfHGGOMaZNKT3gQFhaGGTNmlPr49OnTERYWVtnNM8YYY1qn0knX0dFRPma3JJcvX4ajo2NlN88YY4xpnUqfXl64cCFmzJiBmzdvok+fPrC3t4dAIEB8fDyCg4Px008/Yf369UoMlTHGGNNslU667777LmxsbLBu3Tps3rxZPp2Rvr4+vL298fPPPyMgIEBpgTLGGGOarkpDhkaNGoVRo0YhNzdXXhLS1tYWBgYGSgmOMcaYdtGEYT3VqdLXdAszMDCAo6MjHB0dq5Rwf/jhB7Rq1QqWlpawtLREhw4dcOzYMfnjRITly5fDyckJJiYm6N69O+7fv6+wDYlEgtmzZ8PW1hZmZmbw9/dHTEyMwjopKSkIDAyESCSCSCRCYGAgUlNTKx03Y4yx8ikY1lP4VjQJazOlJN2SREdHY9KkSRV6jrOzM7744gvcuHEDN27cQM+ePTF48GB5Yl2zZg2++eYbbNy4EdevX4eDgwP69OmjMOHCvHnzcOjQIRw4cAAXL15ERkYGBg4cKD/9DQBjx45FaGgojh8/juPHjyM0NBSBgYHK2XHGGGOsFJWqvVwed+7cgZeXl0Kyqwxra2usXbsWkyZNgpOTE+bNm4cPP/wQQH6r1t7eHl9++SWmT58OsViM2rVrY/fu3Rg1ahQAIDY2Fi4uLjh69Ch8fX3x4MEDNGvWDFeuXEG7du0AAFeuXEGHDh3w8OFDNG7cuFxxce1lxhirOLM3CSUWsMg0tS/lGTVj229TrbWXAeCvv/4q8/GnT59WdtMAAKlUit9++w2ZmZno0KEDoqKiEB8fj759+8rXMTIyQrdu3RASEoLp06fj5s2byM3NVVjHyckJLVq0QEhICHx9fXH58mWIRCJ5wgWA9u3bQyQSISQkpNxJlzHGGKuoSifdIUOGQCAQoKyGskAgqPB27927hw4dOiA7Oxvm5uY4dOgQmjVrJh8TbG+veMRib2+P58+fAwDi4+NhaGiIWrVqFVsnPj5evo6dnV2x17Wzs5OvUxKJRAKJRCK/n5aWVuF9Y4wxptuqVBzjjz/+gEwmK/F269atSm23cePGCA0NxZUrVzBz5kwEBQUhPDxc/njRRE5Eb03uRdcpaf23bWf16tXyjlcikYgnc2CMMVZhlU663t7eZSbWt7WCS2NoaIiGDRvCx8cHq1evhoeHB7799ls4ODgAQLHWaGJiorz16+DggJycHKSkpJS5TkJC8QLYSUlJxVrRhS1ZsgRisVh+i46OrvC+McYY022VTroffPABOnbsWOrjDRs2xJkzZyq7eTkigkQigZubGxwcHBAcHCx/LCcnB+fOnZPH4e3tDQMDA4V14uLiEBYWJl+nQ4cOEIvFuHbtmnydq1evQiwWl7k/RkZG8qFMBTfGGGOsIip9TbdLly5lPm5mZoZu3bpVaJv/+9//5NMFpqen48CBAzh79iyOHz8OgUCAefPmYdWqVXB3d4e7uztWrVoFU1NTjB07FgAgEokwefJkLFiwADY2NrC2tsbChQvRsmVL9O7dGwDQtGlT9OvXD1OnTsXmzZsBANOmTcPAgQO5ExVjjLFqVaWKVMqWkJCAwMBAxMXFQSQSoVWrVjh+/Dj69OkDAFi0aBGysrLw7rvvIiUlBe3atcPJkydhYWEh38a6desgFAoREBCArKws9OrVCzt37oS+vr58nb1792LOnDnyXs7+/v7YuHGjaneWMcaYzqm2cbrajsfpMsZYxen6ON1qq0jFGGOMMUWcdBljjDEV4aTLGGOMqQgnXcYYY0xFOOkyxhhjKsJJlzHGGFORGjVOl5XONCup2ETPJNDDG5PaaoqIMcZYRSmlpXvhwgWMGzcOHTp0wMuXLwEAu3fvxsWLF5WxeQZAQDI4Otgr3IomYcYYYzVblZPuH3/8AV9fX5iYmOD27dvy6e/S09OxatWqKgfIGGNMtUyzkmD2JkF+M81KKrasYDmrmCon3c8++ww//vgjtm7dCgMDA/nyjh07Vnp6P8YYUyZOGBVT9MyagGR8tk1JqnxNNyIiAl27di223NLSEqmpqVXdPGOsFL33JiEpU/FHr7aZHk69w9f5iypIGIXFxRef4pOx6lblpOvo6IjIyEjUq1dPYfnFixdRv379qm6eMVaKpEwZ3hSpKZuUyYmEsZqsyqeXp0+fjrlz5+Lq1asQCASIjY3F3r17sXDhQrz77rsV2tbq1avRpk0bWFhYwM7ODkOGDEFERITCOkSE5cuXw8nJCSYmJujevTvu37+vsI5EIsHs2bNha2sLMzMz+Pv7IyYmRmGdlJQUBAYGQiQSQSQSITAwkFvmNVjvvUnw2JKgcOu9l08PMsY0S5WT7qJFizBkyBD06NEDGRkZ6Nq1K6ZMmYLp06fjvffeq9C2zp07h1mzZuHKlSsIDg5GXl4e+vbti8zMTPk6a9aswTfffIONGzfi+vXrcHBwQJ8+fZCeni5fZ968eTh06BAOHDiAixcvIiMjAwMHDoRUKpWvM3bsWISGhuL48eM4fvw4QkNDERgYWNW3g1WTglZd4VvRU6uMMVbTKWWc7ueff46PPvoI4eHhkMlkaNasGczNzSu8nePHjyvc37FjB+zs7HDz5k107doVRIT169fjo48+wrBhwwAAu3btgr29Pfbt24fp06dDLBZj27Zt2L17t3zi+j179sDFxQWnTp2Cr68vHjx4gOPHj+PKlSto164dAGDr1q3o0KEDIiIieDJ7xhjTIkXrHKizxoHSKlKZmprCx8cHbdu2rVTCLYlYLAYAWFtbAwCioqIQHx8vn3weAIyMjNCtWzeEhIQAAG7evInc3FyFdZycnNCiRQv5OpcvX4ZIJJInXABo3749RCKRfJ2iJBIJ0tLSFG6MMcZqvpJ6Y6uLUlq62dnZuHv3LhITEyGTKe6Mv79/pbZJRJg/fz46d+6MFi1aAADi4+MBAPb2ip1H7O3t8fz5c/k6hoaGqFWrVrF1Cp4fHx8POzu7Yq9pZ2cnX6eo1atXY8WKFZXaF8YYYwxQQtI9fvw4xo8fj1evXhV7TCAQKFxHrYj33nsPd+/eLbGqlUAgULhPRMWWFVV0nZLWL2s7S5Yswfz58+X309LS4OLiUuZrMsaYtuMStRVT5aT73nvvYeTIkVi6dGmxFmhlzZ49G3/99RfOnz8PZ2dn+XIHBwcA+S1VR0dH+fLExET5azs4OCAnJwcpKSkKrd3ExER07NhRvk5CQvGhFUlJSaXug5GREYyMjKq+c6zG4fGujFUej4GumCpf001MTMT8+fOVknCJCO+99x4OHjyI06dPw83NTeFxNzc3ODg4IDg4WL4sJycH586dkydUb29vGBgYKKwTFxeHsLAw+TodOnSAWCzGtWvX5OtcvXoVYrFYvg7THdwzmjGmKlVu6Y4YMQJnz55FgwYNqhzMrFmzsG/fPvz555+wsLCQX18ViUQwMTGBQCDAvHnzsGrVKri7u8Pd3R2rVq2Cqakpxo4dK1938uTJWLBgAWxsbGBtbY2FCxeiZcuW8t7MTZs2Rb9+/TB16lRs3rwZADBt2jQMHDiQey4zxhirNlVOuhs3bsTIkSNx4cIFtGzZUqH+MgDMmTOn3Nv64YcfAADdu3dXWL5jxw5MmDABQP644KysLLz77rtISUlBu3btcPLkSVhYWMjXX7duHYRCIQICApCVlYVevXph586d0NfXl6+zd+9ezJkzR97L2d/fHxs3bqzIrjPGGGMVUuWku2/fPpw4cQImJiY4e/Zssc5KFUm6RPTWdQQCAZYvX47ly5eXuo6xsTE2bNiADRs2lLqOtbU19uzZU+7YGGOMsaqqctL9+OOPsXLlSixevBh6ekob9ssYY4xpnSpnyZycHIwaNYoTLmOMMfYWVc6UQUFB+OWXX5QRC2NKwXOnMsZqqiqfXpZKpVizZg1OnDiBVq1aFetI9c0331T1JRirEB43yGoyHheu26qcdO/duwdPT08AQFhYmMJjb6sSxRjTbjWp0HxNwfMg67YqJ90zZ84oIw7GtJKut2qKnnXQ9DMOXPKQVZVSJjxgTFlK+1HTVNyq0S586YJVVZWT7sqVK8t8fOnSpVV9CaZDdP1HjU/H6i5dPyuiK6qcdA8dOqRwPzc3F1FRURAKhWjQoAEnXcYqQNtOx6pDSQcumkAdZ0W07cySJqhy0r19+3axZWlpaZgwYQKGDh1a1c0zppVKa9Vc5j+ZKuMDl/LT9TNL6lAthzSWlpZYuXIlPvnkk+rYPGMaj2c2Ykw3Vdt5hNTUVIjF4go/7/z58xg0aBCcnJwgEAhw+PBhhceJCMuXL4eTkxNMTEzQvXt33L9/X2EdiUSC2bNnw9bWFmZmZvD390dMTIzCOikpKQgMDIRIJIJIJEJgYCBSU1MrHC/TXr33JsFjS4L81nsvF9hgjFVNlU8vf/fddwr3iQhxcXHYvXs3+vXrV+HtZWZmwsPDAxMnTsTw4cOLPb5mzRp888032LlzJxo1aoTPPvsMffr0QUREhHymoXnz5uHIkSM4cOAAbGxssGDBAgwcOBA3b96UzzQ0duxYxMTE4Pjx4wDyp/YLDAzEkSNHKhwz005Fr7Fxr2PGWFVVOemuW7dO4b6enh5q166NoKAgLFmypMLb8/Pzg5+fX4mPERHWr1+Pjz76CMOGDQMA7Nq1C/b29ti3bx+mT58OsViMbdu2Yffu3fL5c/fs2QMXFxecOnUKvr6+ePDgAY4fP44rV66gXbt2AICtW7eiQ4cOiIiI4Dl1WYVxhxSmShUdL8x9CGqOKifdqKgoZcRR7teKj4+Xz4ELAEZGRujWrRtCQkIwffp03Lx5E7m5uQrrODk5oUWLFggJCYGvry8uX74MkUgkT7gA0L59e4hEIoSEhJSYdCUSCSQSifx+Wlpatewj/3hrJu6QwlSpot83Hi9ec2jUr3l8fDwAwN5e8ctjb28vfyw+Ph6GhoaoVatWmevY2dkV276dnZ18naJWr14tv/4rEong4uJS5f0pScEfU+Fb0STMGGNMM1WqpTt//vxyr1sdEx4UrelMRG+t81x0nZLWL2s7S5YsUdjvtLS0aku8jDHGtFOlkm5JY3NLouwJDxwcHADkt1QdHR3lyxMTE+WtXwcHB+Tk5CAlJUWhtZuYmIiOHTvK10lIKH5qJSkpqVgruoCRkRGMjIyUti+MMcZ0T6WSrromOXBzc4ODgwOCg4PlMxvl5OTg3Llz+PLLLwEA3t7eMDAwQHBwMAICAgAAcXFxCAsLw5o1awAAHTp0gFgsxrVr19C2bVsAwNWrVyEWi+WJmTHGGFM2pUx4kJqaim3btuHBgwcQCARo1qwZJk2aBJFIVOFtZWRkIDIyUn4/KioKoaGhsLa2hqurK+bNm4dVq1bB3d0d7u7uWLVqFUxNTTF27FgAgEgkwuTJk7FgwQLY2NjA2toaCxcuRMuWLeW9mZs2bYp+/fph6tSp2Lx5M4D8IUMDBw7knstMa2nqDDm6XpNYU8taspJVOeneuHEDvr6+MDExQdu2bUFE+Oabb/D555/j5MmT8PLyqvD2evToIb9fcB01KCgIO3fuxKJFi5CVlYV3330XKSkpaNeuHU6ePCkfowvkD2MSCoUICAhAVlYWevXqhZ07d8rH6ALA3r17MWfOHHkvZ39/f2zcuLEqbwVTA/5BKr+a0sO6tCQKoMTlut7zlstaapcqJ933338f/v7+2Lp1K4TC/M3l5eVhypQpmDdvHs6fP1+h7XXv3h1EVOrjAoEAy5cvx/Lly0tdx9jYGBs2bMCGDRtKXcfa2hp79uypUGyarrSWTseDJf/YaUJLgn+QNE9ZSVRTk2tJB3+l/V3pCh7+WDKltHQLJ1wAEAqFWLRoEXx8fKq6eaZEpbV0kjI198eOsZqgpIM/Xf+7quiZlaJnQDTlwL+iqpx0LS0t8eLFCzRp0kRheXR0tMIpX1Y9yjqarK7TruU9PVjbTA8hw1Ch1jVXyGGs8sr626zpdKXsapWT7qhRozB58mR89dVX6NixIwQCAS5evIgPPvgAY8aMUUaMrAxlHU1W12nX8p4eTMpMgIDArWvGVETXr39rgion3a+++goCgQDjx49HXl4eAMDAwAAzZ87EF198UeUAGWOqp6k9nStK13tGM9WrdNINDQ1F69atYWhoiG+//RarV6/GkydPQERo2LAhTE1NlRknUwNNPlVVEu7YUX4VvR6nqe8ttwyZqlU66Xp5ecHT0xNTpkzB2LFjIRKJ0LJlS2XGxtRM236QasqQGW2kbe+tph5EsJqv0kn30qVL2L59OxYvXowFCxZg2LBhmDx5ssIYW8a0ja5PkaYr+69tBxGaShtP/1f60K1Dhw7YunUr4uPj8cMPPyAmJga9e/dGgwYN8PnnnyMmJkaZcTJWIxS0/gvfiv4oaDNd33+mWtr4fatyRyoTExMEBQUhKCgIT548wY4dO7B582YsX74cffr0wdGjR5URJ2M6S9uurTOmy5RSe7lAgwYNsHjxYri4uOB///sfTpw4oczNM6aTKnptvaKngEsqSqBtp4sZqymUlnTPnTuH7du3448//oC+vj4CAgIwefJkZW2eMVZOFU3SmlqUQFeuL7PiNPmzr1LSjY6Oxs6dO7Fz505ERUWhY8eO2LBhAwICAmBmZqasGBljrBht613Pyk+TP/tKJ90+ffrgzJkzqF27NsaPH49JkybxtHiMMcZYGSqddE1MTPDHH39g4MCBClPm6YqCmZAy0tOUul1ZVjrMTE0UlqWnpwNAlZaXtS5lAxAoLqfs/PWrspyy05GeXrHXrOr6lXmvyrv/Ze17ReMu73aU+fmUN0Zlfm5A9e1PefezMp99efdHFfupjP0p77bL2p/SXlNZy0v6HpYWtzL2JzNPcb2qKsgFZc2SBwACetsarEQxMTFwcXFRdxiMMcZqkOjoaDg7O5f6OCfdSpLJZIiNjYWFhQUEAoHSt5+WlgYXFxdER0fD0tJS6duvKXRhP3VhHwHeT23D+1kxRIT09HQ4OTlBT6/0IX1KHTKkS/T09Mo8mlEWS0tLrf7CF9CF/dSFfQR4P7UN72f5iUSit67DI+wZY4wxFeGkyxhjjKkIJ90aysjICMuWLYORkZG6Q6lWurCfurCPAO+ntuH9rB7ckYoxxhhTEW7pMsYYYyrCSZcxxhhTEU66jDHGmIpw0mWMMcZUhJMu0wkF/QW536D24M+SaSJOujpIKpWqOwSVu3PnDgBUS8nOmkobk1LhfRIIBJDJZGWszTSNNn5ni+IhQzokJCQEjRs3ho2NDaRSqc7MDrV582bMnDkTjx49QsOGDdUdTrW5f/8+3rx5g6ysLHTt2lXd4ShdZGQktmzZArFYDDs7O3z66afqDqnaxMXFyW+9evWCgYGBVv69JiQk4MGDB5BIJGjatClcXV0hk8nKrF2s8YjphP3795NAIKCePXtSUlISERHl5eWpOarq9+OPP5JQKKTff/9d3aFUqx07dpC7uzvVr1+f7OzsaOXKleoOSanu3LlDtWvXphEjRtCQIUOoYcOG9PHHH8sfl8lkaoxOue7cuUOurq7UqVMnMjc3Jy8vL/r6668pMzNT3aEp1d27d6lZs2bUokULcnZ2pqZNm9KdO3fUHVa146SrAy5dukQtW7ak4cOHU7du3ahfv346kXh37txJAoGAjh8/TkRE8fHxdPfuXfrrr7/o9evXlJOTo+YIlePXX38lc3Nz+v333+n69ev06aefUteuXbVm/x49ekT16tWjJUuWEBFReno6TZo0iVasWKHmyJQvJiaGGjVqRMuWLaOEhATKyMig/v37k7GxMc2cOZPS0tLUHaJSPHr0iBwcHOjDDz+k6OhounDhAg0fPpymTJlCOTk5WnUQVZQWt+FZgSdPnqBRo0b49NNPMWvWLGRkZCAwMBCvXr2Cvr6+Vl7jffbsGb788ku0bNkSvr6+iImJwaBBgzBy5EgMHjwYPXv2xLp165CVlaXuUKskKysLBw8exKJFizB8+HD4+PigQ4cOsLKywtWrV/H333+rO8QqISLs378f7dq1w8cffwwAMDc3h56eHs6cOYMRI0ZgwoQJSE5Olq+vyUJDQ2FlZYXZs2fD2toaZmZmWLp0KSwtLXHt2jWsWLECOTk56g6zSrKzs7F27Vr06dMHq1atgrOzMzp37gwvLy+EhIRAKBRqdd8LTro6IDAwEEuWLEHTpk0xcuRIhcSblJQEfX19EJFWdUpxdHTE3LlzYWFhgV69eqFLly7o2bMndu3ahVevXqFdu3bYt28fjh07pu5Qq0RPTw8PHjxAbGysfNn69etx/fp1zJgxA0FBQfD391djhFUjEAgwa9YsLFiwAKampgCAtWvXYtu2bfDx8YGnpyeuXr0KX19f+fqaLC4uDgkJCTA3N4dQmD/zalZWFpo3bw5vb28cO3YMkZGRao6y6urWrYv27dtDT09PfqA0YMAA5OXlITU1VaEhoOkHUsWotZ3NqkXBqRmZTEZSqbTExw8cOECdO3emfv360evXryk7O5umTp1KMTExqg632mRlZdGWLVuodevWNHXqVMrKylJ4Pzw9PWnMmDFqjLByCj7fgn354osvyN7enoYNG0adOnWi+vXrU0REBMXHx1N4eDiJRCJau3atOkNWmufPn5O/vz+dOHFCvuzu3btkZmYmv4ygyZ4/f06WlpY0e/ZsunPnDl25coXMzc1pzZo1RETk6upKn332mZqjrLpnz57J/1/wfb579y7Vr1+fkpOT5cvi4uLUEl914knstdCrV69Qu3ZtACjWC5CIIBAIMHLkSADApk2bMGrUKGRkZCAyMhKbNm1SebzK8ujRI7x+/Rp2dnYQiUSwtbXFuHHjYGNjg7p168LY2BgAkJeXB6FQiCZNmsDQ0FDNUVdcwWdY8NkGBATA1dUVr169wpEjR/Dll1+iUaNGAPIn1W7VqhVSU1PVGHHF5OTkwNDQsMQe9q6urti1axesrKzk70NaWhrq168PNzc3NUVceRKJBAKBQP49dHV1xf79+zFhwgQcPHgQWVlZmD59Oj744AMAgLu7O9LS0tQZcpUUfKZ169YF8N93WSaTISMjA9nZ2TA0NIRAIMAHH3yA7du3IyYmBsbGxhp/FqMAn17WMrt374ajoyOOHDkCgUBQ7NRMwRdcT08Po0aNwjvvvIN///0XABAbGwuhUKiR13i3bduGnj17YsyYMejcuTMCAwNx+vRpmJiYYNCgQfD29pavKxQKkZGRgZcvX6Jx48ZqjLri/vzzT8ycORPjx4/HihUrkJubCzc3N4wZMwYzZszAy5cvER8fL1+fiJCbmys/CKvp7t+/D09PT1y+fBn6+volXvIQiUQA/juV/M8//6BWrVqwsbFRaaxV9fDhQ4wdOxbdu3eHj48Pzp07BwDo378/IiIi8Ndff+Hff//FV199BeC/BF04YWmC+/fvY/HixQAgv5RVoOAz1NPTg6mpKYRCIYyMjPDJJ59g8+bNOHr0KExMTLQm4QLg08va5NSpU1SnTh1q1aoV2dra0l9//UVEpQ+nSEtLo06dOlGrVq0oNzeXiEj+ryY5f/48WVhY0K5duyg6Opp++eUXGjVqFFlYWNCRI0eI6L/3IDs7m+Lj46lfv37k4+OjUfu7a9cuMjY2plmzZtGAAQOoadOm5O7uTjdv3pSfap45cyYNGTKE9u/fT7du3aL+/fuTj4+PRvRSf/bsGTVp0oQsLCzIycmJQkJCiIhKvERCRPTkyRNavHgxiUQijRtqEhYWRra2tjRz5kz67rvvaNCgQWRnZ0cJCQklrp+amkqLFy8me3t7evLkiYqjrbzIyEhycHAggUBA48ePly8v6Tfp4cOH5OHhQZMnTyZDQ0O6ceOGKkNVGU66WiItLY3mzp1LM2fOpMuXL9PMmTNJJBIpJN6iX/Q9e/ZQ586d5UNLNCkBFbZ161bq0aOHwrLIyEiaPn06GRsb08mTJ4ko/8f7+++/Jx8fH2rfvr18vzUhISUnJ5O3tzd9/fXXRJT/eT5//pz69u1LTk5OdPnyZSIiOnr0KA0cOJBMTU3Jw8ODevfurRH7KZFI6KOPPqLhw4fTP//8Q2PGjCFbW9tSE+/Nmzdp9uzZ1LhxYwoNDVVHyJWWmJhIXbp0oblz5yosb9asGa1atYqIFJPS7du36f333yd7e3u6deuWKkOtkvT0dJo5cyYNHz6cdu/eTbVq1VLoQ1H09+jixYskEAjIzMxMo/azojjpapHz58/T6dOniYgoKiqKZsyYoZB4S1LwxdfUhEuUXwDDxsaG4uPjFZY/e/aMJk6cSK1bt6bIyEgiIhKLxbRp0yZ5AtKU/U5KSqJ69erR33//TUSKn1u/fv3I1dWVkpOTiSi/M87t27fp9u3b8mSlCfv5zz//0O7du4mIKCIigkaPHl1q4k1LS6OQkBCKjo5WS6xVceHCBWrbti3dvn2biP77bAYNGkQffvhhsfWzsrLo8OHDFBUVpcIoqy49PZ2+/PJLeWGaEydOlJl4X716RUFBQRQWFqbyWFWJk64We/r0abHEGx8fT0eOHFEYZK/pA9GvXbtGrVq1ou+++65Y1Z5z585R06ZNS+zZWpNbfiVp3bo1jRs3Tn6/4Mf69evX5OnpSaNGjSrxeaWdnq3pwsPDi7V437x5Qzdu3NCIg4iy7Ny5U/7/gjMR06dPp/fff19hvTdv3qg0LmUr/DuTl5dHx48fL5Z4JRIJPX/+nIg0f3/Lg5OuFiqcRJ88eUIzZswgKysr2r17N3Xq1Im8vb01PtEWNX36dKpTpw4dPnyYsrOzFR5r0qSJRpdFLEiamzZtIm9vb9q8ebP8sYIDhzVr1pC3tzeJxWK1xKhMhb+b9+/flyfe8+fP07x586hu3bqUkpKivgCroOgBUOH7kydPpnfeeUd+f926dfTzzz9r7EFTYYWHMR47dkwh8c6cOZPGjBmjEwmXiIcMaTT6/+72Rf8vEAiQm5sLAwMD1K9fH4sXL4ZEIsH48ePh6emJK1euyHs2a3qvwILhPz/++COGDh2KqVOn4uuvv8bgwYNhaWkJsVgMc3NzODs7qzvUSisYGjR06FCcO3cOu3fvhoGBASZOnCgfUlO3bl3k5eUhLy9PnaFWScH3sfD3t1mzZvjkk08gEAjQrVs3WFhYIDg4GFZWVuoOt1KKDuHT09OTf4f19fVhYmICAFi6dCk+++wz3L17VyuK/xf+bfL19cX+/fsRGBiIOnXqIDExEZcvX5bvu7bjWYY0zJo1a9ChQwd06dIFwH8/VAX/Xr58GR06dFB4TnJyMrp37w4TExNcunQJQqFQ/oeu6Qr2OzU1FVZWVpgwYQKuXLkCBwcHtGrVCrdv30Zqaipu376tsftL/18tTF9fHzExMXj//ffx8uVLdO7cGR9//DESEhIwZ84cGBoa4vDhwzX+QKrowV7h/Xv9+nWxoT9SqRSjR4/Gv//+i4sXL6JZs2aqDlmpCv72JBKJfHxuQeWtWrVqwcrKCp988gkuXboELy8vNUdbfkU/14Lx1hKJBEZGRgrrZmdnY+jQobh+/TrOnj2LFi1aqDpc9VFL+5pVytOnT0kkEtGwYcPoypUr8uUFpxgPHTpEAoGAjh49Kn9MIpHQokWLqFWrVhrdS7ngFFvBaaq8vDz5/3///Xfq0KEDxcbGElF+r+z33nuPhg4dSvPmzdOI3rtlKdjPY8eO0dmzZykhIYGWLl1Kbm5uZGpqSo0bN6Y2bdrI91NTTkfGxcUpFLd/9uwZGRgYKFzvlEqltGHDBjI3N9fIHq1FL+MUXPqIioqicePG0ePHj+WPzZ07lwQCAVlYWND169dVGqey/P777zR//nz5d/Hp06fUtGlTCg8Pl68jlUppxYoVJBAINK7nuTJw0tUQBX+8t27doiZNmtDQoUPlw0SI8n+QTUxMFK73Fbh9+7bG9dYtTeF9JsqfstDCwoI2bdpUbN3CyUcT9rvoD3ThYV4HDx4kCwsL2rt3LxHlH0ylp6fT0aNH6dq1axrx+UZFRck7Cv3xxx/UpUsXednRmJgYcnBwoBkzZhQ7aAgODqZHjx6pPF5luXTpEvXv31/+GT19+pTq1KlDkyZNUljvww8/JIFAoJCgNMn9+/fJ1dVV/hv0/PlzcnR0pKCgIIXv9ps3b2j9+vVa30u5NJx0NYRUKpX/GN24cYPc3d1p6NCh8l6d3377Le3Zs0fhOUV/xDWlBVRY4Zhv3bpFAoGAfvzxRyLKTzx9+vSh9evXqys8pSl6gFB4Wr7g4GAyNDSU73dpanJLXiqV0g8//EANGjQgPz8/EggE9PPPPxNR/vf0iy++oMWLF2tdBz8ior1791KzZs3o3r17lJOTQ76+vjR+/HiFzkUFXrx4oa4wq+T+/fu0dOlSeu+994iIKDMzk2bMmEEzZ84s8TPVxN8iZeGkq2HS09OJKH+YjLu7Ow0ZMkShGo82/WgV3pdNmzbRnDlzyNjYmPT19em7774jovwxjJqu8H6uWrWK/P39qXXr1rRx40YKDw+nZ8+e0S+//KLGCJVDJpPR1KlTSSAQUK9evRQe04bPsTQpKSnUqFEjeUJ6+vRpsaRTkw+YyiKTySg1NZU6d+5MIpGI/P395Y9p8tmJ6sRJV4Ps2LGDpk6dKi8CUZB4Bw8erHDaVduOIv/3v/+RnZ0d7dmzhzZv3kxjxowhMzMz+uabb+TraOo+F477008/JWtra1qyZAlNmjSJ3N3daeDAgcVOqWuagoOKnJwcWrFiBY0fP548PT1p2rRp8nVq8mnxiijtoPfw4cPk6upKly5dUnFEqnHlyhXq3r07OTs7y4thEGlXI0BZOOlqkEWLFpG3tzctXLhQXqO1IPEW7VylLeLi4sjLy4t27dolX/bixQv66KOPyMTEhH744Qf5ck1NvET5nYhmzZolL1lJlH+d3s/PjwICAjSy8hLRfz+6Fy5coMOHD9Pz588pJyeH1q1bR61atVJIvEREjx8/Vji1romOHTtG77//Pl29elW+7MmTJ9SxY0f68ssviUizv6ulJdKrV69S165daeDAgXTs2LG3rq+rOOnWUKX9Ua5cuZLatm1L77//vjzxXr9+nZo2bUrdunXT+M4JRfc7ISGBrK2tad26dQrLo6KiqE2bNiQQCOj7779XYYTK9+eff5JAICBbW1uFpEtE9Pfff5O1tTWdO3dOTdFVXuHe5RYWFvTRRx9RREQEEeWX41y/fj21bt2apkyZQrm5ubR06VLq3r27xhf4+PXXX8nZ2Znatm1LgwcPlu/zjh07yMzMTGOv2xIpHkStXr2aFixYQGfOnJFXgrt48aI88WrD/MbVgZNuDVP0qPDKlSuUkZGhsGz58uXUrl07WrBgASUlJRFRfg/JUaNGafQRdGEF1/ikUikFBQXRqFGjFIZXEBHNmDGDevbsSc7Ozhp9zTMvL4/ee+89EggE9O2335JUKlX4HjRv3pyWL1+uxggr79q1a2RjY0M7duwgiUSi8FhBHez69etT3bp1yd7eXqF1qClKasklJSXRwYMHqWPHjtSgQQMaM2YMHTlyhPr27UvLli3TyNPpBfv5xx9/kIWFBY0aNYratGlDnTt3psWLF8tLPl66dIl69uxJXbp0oeDgYHWGXCNx0q1h4uLi5P//+++/yd3dnb788kuFEmkymYzmz59PNjY29OGHH8rHpxbQ9MS7efNmcnd3p1evXhFR/rjbxo0b0+LFi+WdM9LS0mjo0KG0ZcsWGjlyJAUGBlJ2dnaNP5VV1mcTFBRE5ubm9Ndff8l/lFNSUsjd3Z02btyoqhCVasuWLdSpUydKS0uT73vh9yAnJ4cePHhAe/bsoadPn6orzEor+L5dunSJ1q5dS0uWLKFTp04prLN9+3YKCgoioVBIAoGAevfurbEdx0JCQsjFxYV++uknIso/42RmZkaNGjWiOXPmyDt6nj17lgYMGKDRrfrqwkm3Brl69So1aNBAPjlBdnY2TZw4kTp06EBr165VKOb/+vVrcnFxIVdXV/mQmZqecMorPDyc3N3dqV27dvIauxs2bKAWLVqQj48PDRs2jLy9val169ZERDR//nxq3759jT/YKBzf9u3bac6cOfTuu+/Sli1b5MvHjx9PJiYmNGXKFFq9ejUNGjSIWrZsqXHXOQv2de7cudSyZctiy4mI7ty5U+r8sZrk999/J3Nzc+rSpYv8kseiRYuKnZk5e/YsTZo0ie7fv6+mSCuu4GC/4OzLzp07aerUqUSU3wu7QYMGNGHCBFq4cCHVrl2bFi1aJL88oKkHFtWNk24NcuXKFRo5ciR5eHjQn3/+SUT5Y1GnTp1Kbdq0obVr18pP0T148IAmTJhAGzZsqPHJpixFYy84cHj06BE1bdqUvL295Yn31KlT9PXXX9PIkSNp8eLF8uo+gYGBNHHixGKnL2uqDz74gBwcHGj+/Pk0c+ZMsrGxoZkzZxJR/vsxc+ZMEggENHLkSNq6dau81VuTT0mKxWJ6+fIlXb58mV69eiU/QDx27BhZWlrKi3oQ5X/GGRkZNGvWLPrzzz81+mDx8ePH5OrqSj/99JN8P3bv3k02Njb0v//9j3JzcxWKnNTkz7Cou3fvUu3atRX6GaSmplJ4eDhJJBLq3bs3TZw4kYjyE2zdunXJwcGBFixYUOL83SwfJ90a5vr16zRu3Dhq3ry5Qot36tSp1L59e5oyZQodPXqU/Pz8aNy4cQplETXZr7/+Kv9/wT5FRERQ06ZNqU2bNvK5YguLiYmhJUuWkJWVlcZ0IDt9+jTVr19fPgzol19+IVNTU9q6davCetOmTaNatWrJf/Bq8ucbFhZGffv2JXd3d7KwsCA7OzuaOnUq3b59m3JycmjMmDHUsWNHeTGMpKQkWrZsGdnb28vnOdYURWewunv3LtWvX5/u3r2rkGR27dpF+vr6GjuiQCaT0cSJE0kgEJCRkZF8HueCg+SCv80LFy4QUX71KX9/f/rkk0/4lPJbcNKtIQr/wV67dk2eeAu3eFeuXElt2rShevXqUa9eveSnHDX9iPLFixckFArJz89Pvqxgn27evEmWlpY0YMAAhVORaWlpNGPGDGrevLl8MvCaqGA/Cn6sCqZXJPqvQ0pBpam0tDSFjidBQUFkY2Mj/8Grie7du0eWlpY0d+5cOnz4MF2/fp1mzZpFderUkdfcjYqKomnTppFIJKIGDRpQ69atydHRUeNqKT958oQCAgIUOntdvXqVDA0N5bWSCyflZs2aKYwl1zT79u2jLl26UFBQEOnp6cl/i4jyLwE1adKEvvzyS3r9+jUtW7aMfH19Szw4Zoo46dYghZPn1atXi7V4pVIpvX79miIjI+U/4pp0uqqwwqeVZTIZnTlzhpydnWnQoEEK67169Yp8fHxIIBDQ5MmTFR5LTEws1omsJrlw4QJt2bJF3rmEKL9lO3LkSDpw4ACZm5srlHY8fvw4vffee/IxuTKZjIYNG0aurq4K1/NripSUFOrYsSPNnz+/2GM7d+6kxo0bU8eOHSkpKYlSU1Pp+vXr9MUXX9D+/fspKipK9QFX0dOnT8nc3JwGDhxIN2/elC8fMmQItWjRgp49eyZflp2dTV5eXvIOR5qgaFnK+Ph4cnZ2po8//piWLVtGenp68gPA9PR0mjZtGjVs2JBcXFzI3t5e4T1hpeOkW4MUbbEWTrxHjhwptr4mXsv9999/SzwVLJPJ6Ny5c+Tg4KCQeN+8eUOTJ0+mO3fuKJxiremt+127dlGDBg1o+vTpClWI7ty5Q+bm5iQQCBR6JL9584b69etHEyZMKHZA8vLlS5XGXl6RkZHUqlUr+alymUymcBD43XffkYmJCe3bt09dIVZZ4WpaRPn7XLduXerXrx/duHGDiPIn4ejduzc1a9aMzp49SxcuXKCPP/6YbG1t6cmTJ2qLvaJKOrDbsWMHDR48mG7fvk0zZ85UaPGmpqbSiRMn6LffftPIgyh14aRbQxSevm3Dhg3y5QWnmlu0aEEnTpxQV3hKceHCBRIIBGRnZ0dLlixR6LVLlN9qP3fuHDk5OVGbNm1o+fLl1K1bN+rQoYM8EdXka5sFdu3aRWZmZrRz5075OOrCDhw4QAKBgObNm0eHDx+mkydPUu/evalVq1bypKUJB1RnzpwhgUCgUPubSDF2Hx8fCgwMJKKaf6BUkpI65z169IhcXV2pb9++dPfuXSLKP0AeOXIkmZiYUKNGjahZs2Yadfr8/v375OjoSKtXr1aYGvT69evk6elJ169fp7y8PJoxYwbp6enJz76xiuOkqyYl/QAdPHiQzM3Naffu3QrLC1q8vXv3lle30USJiYkUGBhIS5cupVWrVpGrqyv5+vrSxo0b5WNyifKvnfXq1Yt69epFQ4YM0ah5Yp8+fUqtW7emHTt2KCzPy8ujyMhIev36NRHlf9ZNmzYle3t7ateuHQ0ePFjj5v29ceMG6evry+e/Lenz6dmzJ40fP17VoSlFeHg4+fj40OrVq+nXX38lmUwmH0Lz6NEjcnNzo549eyocdNy7d4+ePXtW4sFWTZWbm0vTp08ngUBA3t7eNHToUOrcuTNdvXqVcnNz6fPPP6euXbtSdnY2JSUl0Zw5c0ggEGh8I0BdOOmq0K+//kr79++X3y+ceM+dO0dGRkYK8+EWfvzkyZNUt25dhc4MmkYsFtPIkSNp5cqVREQUGxtLK1asIF9fX2rQoAH99NNPCr09C49N1ZRr1zdu3KA6deooTM69e/du+SQNjo6O8jMZCQkJ9OzZM4qLi9PIISVERL6+vlSvXj35vLgFBwxSqZSys7Np4MCB8s5EmtTSzc3NpSlTppBAICBnZ2fy8vIiNzc3CggIoN9++42Sk5MpISGB6tWrR8OHD9fISlqFPXjwgEaNGkWWlpZ08eJFmj59OvXu3Zu8vb3pww8/JB8fH3mrPjY2lhYuXKix8/6qGyddFfnjjz9IIBAozCNKpNhpoaSEWviHysPDo8RJ6jXJpUuXyNbWVl6XVSKRUL169ahBgwbUo0cPcnFxoREjRihcC9OkH+u7d++Sh4cHffHFFxQfH09BQUHk7e1NY8aMoQMHDtCiRYvIwMBAfj2wME1oyRco+ExOnDhBrq6u1LBhQwoLC5Mn3by8PFq6dCk5ODho1HXNwh48eEBjx44lS0tLunXrFv300080fvx4srOzIxcXF5o8eTJNnjyZDAwMaODAgTW6F315REZGUvfu3alp06YUHx9PL1++pPXr11P9+vVJIBDQ6dOn5etqytmYmoiTrgqEh4dTjx49aPbs2bRgwQKysLBQOP1YnmpDhw8fJjc3N40b11iYVColiURCU6ZMoc2bN1NeXh55eHhQt27dKDs7mx4/fky7d++mfv36aewfdVZWFs2YMYPc3d3JysqKGjVqRIcOHaLExEQiyn8PHBwcaNOmTWqOtGoKWuR5eXl06NAhatq0KZmamtKAAQMoICCAhg4dSnZ2dhrfozUyMpK6du1KjRs3lvcqf/ToEZ07d44CAgJo+PDhJBAIyMLCQmNngirsyZMn1LlzZ3Jzc6Pnz58TUf57UNCq1aQD4JqKk64KPHz4kGbOnEm3b9+m+Ph4WrRoUbHE+7Yv8/379xWGJGiy7777juzs7OTXxArXmy5Mk1p+RP/F++bNG7pz5w6dOnWq2D48evSIWrdurTD1maYpOCB6/vy5vP/Bs2fPaMmSJTR48GDy9fWllStXas0k5k+fPqWuXbuSs7Nzsb9BqVRKp0+f1vi/zcKXNV6+fEldunShOnXqyBMvUx5OuipSOLG8ePGixMSbkZFRbEYhbVH0oKJ3797UokWLUhOupirrmmx6ejoNGjSIevbsqVEt+cKfXcFBxLNnz6hOnTq0aNEihXU1ab/epmgi6tq1K7m4uMgrLmna9fcCRf8WCz6zFy9e0LZt24go/0Cje/fuVL9+fR4OpGR6YNVGJpPJ/+/g4CD/v4uLC+bMmYOZM2dizpw5+PnnnwEAAwYMwO+//67yOKsbEUEgEOD48ePYsGEDAKBXr16wtLSEoaEhAMX3SlMREYRCIY4dO4ZNmzbJl6empuLXX3/FiBEj8OLFCxw/fhz6+vqQSqVqjLZsjx49wpEjRwAAAoEARAQA0NPTQ0JCAtq1a4dBgwbhiy++AAD54/r6+uoJWMmkUimEQiGio6Oxfft2ODk5YefOnWjQoAG6d++OZ8+eQSgUqjvMCsnNzQUAZGdnA8j/m5NKpdDX18fz58/RoUMHREREAADc3NywY8cOWFpaYtCgQcjLy1Nb3FpHvTlfOxXuJFPWaeOYmBhavHgxiUQiqlu3Ljk7O2vcbDIlKWs4VEEnstevX5OdnR0tXLhQ1eEpTXmHfX311Vc0dOhQmjRpkkZMXvDo0SOytLQstdNfQkICrV27Vquu75W3NR8VFUWtW7emFi1a1OjPsKgHDx7Q5MmTqXfv3jRy5EiF3tZxcXFkb29PM2bMKPaZPn/+XONPndc0nHSVbO/evSQQCGjIkCHyZWX9ON26dYtEIhF16tRJI36QS1OR4VAFp7PmzZtHI0eOVG2gVVTRYV9E+Z2rIiIiNGJyitevX9OwYcPI39+fZs+eXalOf5oiIiJCochD4c8yPj5eaxLRvXv3yNrammbMmEGzZs2iYcOGUZMmTeTzF5d0EKVNB1Q1DSddJbp69So1b96cJkyYQI6Ojm9NvGKxWD47iyYn3MoOh3r48KG8VaEJf+SV2c/Spi6sqZ4+fUqTJk2io0ePUkxMDH344YcV7vSnCSrTmtfE/Y6Li6M2bdrQBx98IF928+ZNatmyZY2eSEObcdJVEqlUSj///DNNmzaNHjx4QOfPnyc7OzsaPHiwwjqFRURE0Ny5c+WtB01MuJUZDlX0x0sTeikrY9iXpihoARGV3ukvNzdXYycp16XW/JkzZ6hHjx50+/Zthb+7zp0702effUZEmnkwock0qydADaanp4dBgwahadOmaNKkCZo0aYIDBw5g9OjRGDJkCA4fPgw9vfx+a3l5eRAKhWjUqBHWr1+vsEzT6OnpoUmTJpg0aRIcHR2hr6+POXPmAAAmTJgAAwMDeUeqAoX/X7CNmq4y+6lJCsfu5uYmX17Q6Q+Awv7Onz8f7u7umDVrlkZ8foWJxWJYWVlhxIgRaNWqFUxNTbXqsyysXr16mDlzJlq3bg3gv98ZU1NTeceqwvspk8k07vPUOOrN+dqtYMq6wi3e5ORk+vDDD0usSKSpdGU4lDbuZ3x8vPz/b+v0t2jRIqpVqxZ17dqVBAKBRhX0L0rbW/MlnT0qvCwgIID+97//ye8vX75coQQrqz6cdKvg1KlT9OOPP9LSpUspPDycxGIxEZU8V6yDgwP179+fOnXqRHXr1q3RnWnKo6xTwgU/0BYWFrRr1y4iIurWrZu8ML4m0eb9DA8PJ4FAoDCVYlmJ9+nTp9SkSROytrYuNrOQJijPQUXhxDt79mz67rvvNOLyR4HCB1Fl/cYEBATQhx9+SEREH3/8MQkEAo2vHqYpOOlW0k8//UTm5ubUs2dPcnZ2JldXV3rvvffkdWaL/qEePHiQBAIBtW/fXqNmzSlKV4ZDaft+xsXFUadOnahbt27k4ODw1k5/UqmUFi5cSEKhUF74XlPoSmu+PAdRBb85/fv3p88//5y+++47MjIy4oSrQpx0KyEiIoIaNGhABw4ckHd++uKLL6hr1640aNAgeX3kgi98SkoK+fj4KMyXqomdpnRlOJQu7Ofhw4dp9OjRdP78eTp9+jTZ2dkp7G/RA8IXL17QmDFjNK6ov6605it6EDV27FjS19cnCwsLunbtmipD1XmcdCvh1q1bVLt27WJHhz///DN17dqVxo8fTwkJCUSU/4X//fffyc/PT6N7KevKcChd2c+UlBSF+s8Fibdwb/ui+1swl6ym0KXWfEUPoubOnUsWFhZ07949VYeq8zjpVsLdu3epfv36dOTIESJS/JH9/vvvqUmTJgrjNTMzMzV2vlQi3RkOpSv7WZKSOv0REf3444908eJF+TqaRFda80TlP4gq+AzDwsK0YlYkTcRJt5J69OhBPj4+lJaWRkSKP7a9evWi/v37ExFp/OD6AikpKXT9+nX5/ZL+qIlKTjqalIi0dT+fP39Of//9N23dupViY2MpMzOTiBQTj1QqlSfeoUOH0qxZs0ggEGjsfLi60JovTWkHUZs2bVIoAclUj5NuObx8+ZKioqLkc6IS5Xe6qFevHvXt25eys7MV1v/kk09oxIgRqg5TpXRlOJQ27OedO3fI3t6ePD09ycrKilxcXGjhwoXyYTNFW3zBwcEkEAjI2tpaY/axPLSpNa+LB1HagpPuW+zZs4c8PT2pXr16VKtWLfnQECKikJAQcnFxoc6dO1NoaCi9fv2asrKyqHPnzjR16lQ1Rl11ujIcStv3MyUlhby9vemDDz6g5ORkIiJasWIFdenShfz9/enx48dE9F+ykUqlNHXqVDIzM6P79++rLe7K0JVExAdRmo2Tbhn27NlD5ubm9NNPP9GFCxfoo48+ImNjY3r48KF8nYcPH5KXlxe5ublRvXr1yMfHh5o3b64Rw0ZKoyvDoXRhP58/f05169alEydOKCzftWsXde3alcaOHUuxsbHy5WfPnqVWrVopnGLXBLqSiHTpIEpbcdItRXh4OLVt27bYjDE+Pj701VdfFVv/wIED9P3339P27ds1qhdrUboyHEpX9jMmJoaaNGkiL/hQOObNmzdTq1atFM7epKenK1xG0QS6lIh05SBKm3HSLcWLFy+obdu29ODBAyL67w+2X79+tGDBAvmy0k4xasKpx5LoynAoXdlPIqJBgwZR69atKSUlhYgUYx8xYgR16NCBiDTnemZRupSIdOEgSttxZetSuLi44ODBg2jSpAkAyIuDOzk5wdTUFEB+oXB9fX0kJycXe76+vr7qglUioVAICwsLxMbGAsgvkA4AgYGBGDVqFK5du4YrV64AyN9/Pz8//PPPPzAwMNCoSRu0dT8zMzORnp6OtLQ0+bLt27dDLBYjICAAOTk5CrH7+vqCiJCTk6OxBf719fVhYmJS7LMcP3483nnnHYSFhSE4OFi+vre3N06dOgUfHx+1xFsVderUgbu7O7799lukpqZCKBTK93fatGlo1KgRfvzxRwD5k1iYm5ujdu3a6gyZFcFJtwx16tQBkP/lNTAwAJCffF+/fi1fPmrUKBw8eFBtMSpby5YtUbduXaxYsQLp6ekKf9Tvvvsu6tSpg82bNwPI339TU1MIBAIQUY1NRCXRxv0MDw/HsGHD0K1bNzRt2hR79+6FTCaDra0t9u3bh4cPH6Jv376IiIhAdnY2AODatWuwsLAAEak5+srT5kSkiwdR2o6TbjkIBAL5F1gqlcp/oAYOHIhLly4hKChIneFVSWxsLJ49e4akpCT5st27d+PVq1cYMWIEJBKJwh91x44dFVr6BWr6H7i272d4eDi6du2K5s2b44MPPsDo0aMxceJE3LlzBwDQvn17HD16FMnJyRgwYAC6dOkCf39/HDhwAGvXroWRkZGa96D8dCUR6epBlNZTxzltTVTQ+3H69Om0aNEiCggIIHd3d428xldAV4ZDaft+vn79mvr27Utz5sxRWN6jRw/5ssLXazdu3EiLFy+mFStWKPTE1wT379+nvn37kqenJzk5OdGePXvkf5uXL18mFxcX6tatGz18+FA+Ld/UqVOpT58+xcbT12T3798nGxsbev/992nfvn00f/58MjAwUJiA4d69e9SyZUtq0KAB+fj40KBBg8jCwoJCQ0PVGDl7G066FTR58mQSCATk5eWl8QlXF4ZD6cJ+xsfHU9u2ben8+fNE9N8B4uTJk+mdd96Rr6epnfsK6Eoi0qWDKF3ESbeCLly4oHHF7YvSleFQurKfRESPHj2S/7/gYGHp0qUUGBiosF5B2VIizeqtrEuJSFcOonRVzewRUoN17twZEREREAgENboXa1nMzc0BAF27dgWQ37lEIBDA1tYWcXFx8mUymQz6+voYNWqUwvOlUqlG7Leu7CcAuLu7AwBkMpm8059UKkVCQoJ8ndWrV8PIyAhz5syBUCjUqOububm5SE1NxYgRIwDk76eenh7q168v79goEAgglUqhr6+PWbNmqTPcKrG3t8eePXvkn6lUKoWenh7q1KmDqKgo+Xr6+vpIT0+HhYUFgP++36xm445UlVDTe7G+ja4Mh9KV/SxMT09P3ommYN8AYOnSpfjoo4/Qq1cvjfzeFiSiLl26AMhPREB+z2U9vf9+xgoSUQHS0A5F5T2I2rp1q7ynNidczcBJt5I0/QuuK8OhdGU/CytINPr6+nBxccFXX32FNWvW4MaNG/Dw8FBzdJWni4lIWw+idBl/Wjqu8I9S0eFQd+7cwZ49e9QVmlLpyn4CkLf8DAwMsHXrVlhaWuLixYvw8vJSc2TKUZCICobyFU5En332GW7fvq1ViahgX7XtIEpXcUuXQSaTAQAsLCxgYWGBUaNG4fHjx4iKipJXYNIGurKfBXx9fQEAISEhGll9qSza2povSdGDqM8++0yrDqJ0DSddJv+jzsvLw9q1axEZGYn79+/X+JKHFaUr+1nAx8cH6enpaNasmbpDUTpdTETafBClSwSkqT0NmNJdvHgRkyZNQnh4uLyUnrYlIkB39lMX3LhxA23btkVYWJhWHlwUlZmZCTMzM3WHwaqAky5TUHD9SNsTka7spy7gRMQ0CSddVoyujPfTlf1kjNUcnHQZY4wxFeGOVIwxxpiKcNJljDHGVISTLmOMMaYinHQZY4wxFeGkyxhjjKkIJ13GGGNMRTjpMsYYYyrCSZcxxhhTEU66jDHGmIr8HyfEh7GgmWD5AAAAAElFTkSuQmCC\n" 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aOeYFCxawcOED+6xhx44djB49Go1Gg7+/P3v27KFq1aqm48899xxBQUH4+flx6dIl3nrrLc6fP8+ePXtKdT6xY1VUdtiBJbi75YTuV/boUgx3jpImSZOkyfY01e8zl/ikdACqebubRsyWagpu3Zca454h8LVxFmm69dFy7m/7hw6HtpabpooeMdfsNouwfYtN/gAsGzHLZDK2bNnCsGHDzMrVajXR0dEkJCTw9ddfs3//fk6ePEn16oXnGA8JCaF9+/aEhITQtm3bYs9pkwgWkJquEVSNJwmp6RpLqlcI2dk64btfDwvZ2brKNqXMsDdNkh5xY296BKF4TXV6zDZ75S+zlNApbwv72w4QDNnZJdbVpWcIe5r0FC699aHlIvIgxj56GH8ACFu2bCmxXv369YUPPyz6mhmNRsHR0VHYtGmT1TbYAjYblZ2l1fHquz+Y3RHaOvamSdIjbuxNDxStqagNLEqTK7ve9IlkxcRz/cMvTHEHhSEYjVxd8Al6tYa6U8YVWa847LGPLEEQBLKzi84PfvnyZXQ6Hf7+/hVoVcVhs45ZQkJCwhKszZVdEm71g2iyaA4RazcSMmY6SafOIeR51CsYDCQEn+T06MlEbfqT5v+bh3PAfyOauDAyMjIIDQ0lNDQUgPDwcEJDQ4mMjEStVvP2229z4sQJ7ty5w9mzZ5k4cSJRUVGMGDECgFu3bvH+++9z5swZIiIi2LlzJyNGjKBNmzZ069atEpWVH9JyKQkJCbvFmlzZhS2nKoo645/BpWYAl9/6iJPDxqPyr45rgyAAMq7fIjs2AZc6gXT4ZRVVu3cqAyW2y5kzZ+jTp4/p/zNnzgRgzJgxrF69mmvXrvH999+TkJCAj48PHTp04MiRIzRr1gwApVLJvn37WL58ORkZGdSsWZPHH3+cBQsW4ODgUCmayhubdcwOcjn9ujXFQW4/g3570yTpETf2pgeK1mTJGuW8ztkSqvfvRbW+PUg+HUrMX3vJio5DJpMR8OQgfB/vR5W2LR46X7Y99FHv3r2LfeS/efPmYt9fs2ZNDh06VNZmiRopV7aEhITdUp65sgF0qWnE7NxH7M79ZN2PBcC5ZgB+g/vh+2gfFG6uorCzLJH8Qfljs7dh2Vodi1duI9uOgiLsTZOkR9zYmx4oWpMlI2FrRsuCIBC+9kf2t+rHpdmLMGRl49W5LV6d26JLSeXCtPnsb9WPyB//sMr+/DYUpscaOyVsExt2zHo++HKH2Xo8W8feNEl6xI296YGCmiwN7LI2NefVBUu5tvBTao0ZQZ+zf9Ppt7U0++BNmn3wJp23rqP36Z0EDH+My28s5sbSr0psryg78+spTQpRCdvDZh2zhISEhCXkd3r5HbS1zi455AJ3vvmZJovm0OS9Oah8qxWo41zDn+b/m0/92a9w6/NvSL8eZrWdeWk5aL7klP9D2Gzwl4SEhISl5N+0orDRs6XO7tbnX+PWsC61x5W87WC9qeOJ+nkrt5Z/S+uvPiqxfv7o8PwhQJJD/m9gsyNmR4UDY4d3x1FhP+Hy9qZJ0iNu7E0PlKwp17HFJaYRl5hmKrPG4SWdOEuNkUOQWRApLXd0JGD4YyQdP2Nx+3ntyU0dKkNyyv8lbHbE7KxSsmrxi5VtRplib5okPeLG3vRAxWgSdDrkTkqL6zs4OSEYjCVXLAK5XAYPuexKwraw2RFzZpaWyfM2kGnDG4jnx940SXrEjb3pgZI15T4mru7jQXUfD7MyS3Fv0oC4PYctqisIAnF7DuPeuL5V5zDZ6e2Ok9IRBEGKxv4PYbOOWac3sP6PYLPdUGwde9Mk6RE39qYHitdUVL7s3GOWOr6g18aSePgkCcEnS6wbu2s/qaGXLc6Vnd+O87sWkZmlRchzXML+sVnHLCEhIWEJ+Z1dXoecf97WEsfn91hfvLu25+y4mURv+7vQrFaC0UjUL39y/tW3qNa/Jz49Sk7LWdyNw4Vdi4rUI2F/2Owcs4SEhERJWLLEqLCI7eICrWRyOe02LOfi6wsJfeVNnD9aif/QAbg1rAtA+pUbRP/5N1n3Y6kxaijNl7xTYmpOS+3MW8+SnN4StonNOmYnpYJ3XhuMk9JmJRTA3jRJesSNvemBojWVda5shYsLrVcvIenFp7m/ZReRG35Dn5oTQa308cJvcD8CnnoMrw6trbI/v5359eS/iZCwT2wuV7ZRryfpeAgZ18MwanUovatQtU+3Qhf5S0hI/LcpTU5pa0eiuvQM4vcfJfNOFMjAJagW1R7phsLFpdzOWZmjZTH5A3vFZuaY9RoN1xYt40DbgZwe9QrXPviCQ29/woWZ73Gg7UBOPj2JpBMhlW3mQ6HWZDNk4ueoNUVvEG5LSHrEjb3pgaI1WZor25qRqOZOFOdefoP9LftyfvKb3Fq5jlsr1hH60hvsb9GX81PeJis61uL2Cjt/YXqKS5IiYR/YhGPOio3nxJCx3Fn3CwHDH6Prrh/pcuEAr/p3pfOZv2nx2QIMmVmcfPol7qz/pbLNLTUGo5G9R69gMJZ+zaOYkPSIG3vTAwU1lVeu7MRjpzk6YDSpoZdp8Mar9D6ziwE3ghlwI5hex7dTb/oEEo+eJrjfKFLOXSyxvaLszK9HSsv530D0jlkQBEJfmYs2OYWuu36kyYJZeLZqZgqmUHi4EzjqCbpsW0+dCaO58vbHJFqRZUdCQsK+Kck5W+vsshOTCBkzA8/Wzei2ZxN1J4/BOcDPdNyldiD1pk2k+/7fcK1XmzPPT0Wfoa5wOyVsF9E75sSjp0g+eY7m/5uHe6OiF+nLHBxovHA2Hs0bEfbpmgq0UEJCQuwU5fRK4+wiVv8AQOvVS3D0cC+yntKrCm3W/A99hpo76zY9lJ0tB8232k4J20X0jvner9txa1yfan17mJWrlI589f4LqJSOpjKZTEbdKeNIOnaGzKj7FW3qQ1OYJltG0iNu7E0PFK8pv9NzbfZyocdKIurX7dR8dhhKryol2+PvS8Dwx4n6ZZvF7ee1xb/TDDzdnU1PCCWn/N9A9I5Zl5yKS+0aBdYBKpUKxo3ogTLfsgiX2oEAaJNTK8zGsqIoTbaKpEfc2JseKFlT+OGlZhtYxCWmWe3sdMkpuNSpaXF91zqB6Kz8Pcq1EyBdnWUqk/hvIHrHrPTxQn3rDkK+AJUMdRZtBy8g498Pran81h3T+2yNojTZKpIecWNveqBkTUE955jyZOe+rI1uVvp4kREWYXF99a07Vv8e5doJIJfJEKRc2f8pRO+YA599EnVYBHH/HDIrNwoCV29FY8yzDFswGrm9ch1Ve3U2C8awFQrTZMtIesSNvemB4jWVlCvbUgKffZJ7m/4kOyGxxLqau/e4v2UXNZ990uL289oSffJz9Hl2prJF53z48GGGDBlCQEAAMpmMrVu3mh1fuHAhjRs3xtXVFS8vL/r168fJk+Z5yLOzs5k6dSpVq1bF1dWVoUOHEhUVVYEqKhbRO2bvjm3w6dGRS28sJvXClSLrGXU6Lr/5ARnXwqg/65UKtFBCQkLsWJIr21KnV2fSc8gcFZybOBttckqR9bLjEjg3cTaOXlWo+eLTD2Vn/lzZtoRaraZVq1asXLmy0OMNGzZk5cqVXLx4keDgYOrUqcOAAQOIj4831ZkxYwZbtmxh06ZNBAcHk5GRweDBgzEY7GcDlryI3jEDtF71Mc6B/hwfMoZLbywi8dhpBIMBBIHsuAQivvuZY48+R9SmP2mxbCFe7VtVtskSEhIioaTIa2uds7KKJ+03fknGzXCCHxnBzU9XkxEWjiAICIJA2tWbXP9oBcF9R5IdG0+HTatKzAJW3EYbpbVTLAwaNIjFixfz1FNPFXr82WefpV+/ftStW5dmzZrx2WefkZaWxoULFwBITU3l22+/5dNPP6Vfv360adOGH3/8kYsXL7J3796KlFJh2IRjVnp70Xnrd9SbNoGEg8c59fRLHG3SnZ+TT3G6+xCuvfcZqkB/Om9bT+CoJyrb3FLjolKy7evpuKgs34RdzEh6xI296YGCmixdDmWt0/Nq15Lue3+hau+uRKz9kSM9n2J3zfbsDmzH0b4jidzwG76D+tBt7y94NGlglYa8tuTXY6vO2VK0Wi1r167F09OTVq1yBlghISHodDoGDBhgqhcQEEDz5s05duxYZZlarliVKzvswBLc3VQAOCoccFYpyczSmu196qRU4KR0RK3JNssopFI6olQqyFBnmc3/uKiUKBQOpGVkmp3T1dkJuVxmikjMxc3FiaRTocSfuYAhMxMnf1+8e3fDJ9AXvd6AJs8G6XKZDDdXFVqtniytzlTuIJfj6uJEtlZHtlZvKq8sTe6uKoxGAXWmeRpBDzdnSZOkSdIkck3G7GzSjp5CH3WfbJ0BVd1aeHXvhNzR0WY1QdH9pNXqqdltFmH7Fpv8AYCTkxNOTk4Uh0wmY8uWLQwbNsysfMeOHYwePRqNRoO/vz9bt26lQ4cOAPz000+MGzeO7Gxz7QMGDCAoKIg1a+wvb4VV6yTq95lr+nvs8O6sWvwiMxdvYv0fwabyd14bzLwpQxk9bRV7jz6YE/7q/RcYN6IHPUd9xNVb0abybV9Pp3/3ZtTvPdfswxiybSGB/l74dphuKquRnc7vo1txf+tuYm7mRF8bkXHbvSqvrnqHK1Vr8cSUVab6Ter5c3bHe2z88zivvvuDqbxft6Zs/2YGS9fu4oMvd1SqJoDY08uJik6m3dCFpjJ3VxVxZ77gwIlrDJ203CY1XbsVTa/RH9uNprADS2j52Hw0mQ9+BG1dk5uLE39997pd9VNFafr+9yM00yTQMT2Gngo1Ho4OJKVmkKqD827VOOXuz7Sl0xk3smeZfPZS0zNF8Rvx6dujAAisGQjGB45/wYIFLFz4wD5r6NOnD6GhoSQkJPD1118zcuRITp48SfXq1Yt8jyAIJW6naavYxIhZEATurvyOyBXf4lTNG9/H+0Pjhoyf9wNrZw4h42Aw6adDcW0QRKOVH+H87xpDW7vDj4lPpX6fuabrbOujlpQ0DQGdXzf73NiyJkEQ8Os4w0yPLWtKz8iifp+53D+xDAcH81kte9GUN2OWTCbj5v6Pi9TUsO+bpvLLf39QrKb0+CQuTZ9H0oFjuDaqh//QgVRp2oCsLB1pV64Tv2MPmeGR+A3uT+sv3ifTKCuVplw9Mac+x81FZbcj5vw0aNCA8ePH89Zbb7F//3769u1LUlISXl4Plp21atWKYcOG8d577xXblk0iWEBqukZQNZ4kpKZrLKle5lxfslLY6d9auPHJKsGg0xVqU9rVG8Kh7k8I+1r1FTJj4irFzoelsq9zWSPpETf2pkcQCtdUp8dss1d+SjqeH6NeLxwb/ILwT6PuQuyeQ4XXMRqF+9v+Fv6u10U4OeplwWg0lpmeyuZhbAKELVu2lFivXr16woIFCwRBEISUlBTB0dFR+OWXX0zH79+/L8jlcmH37t1W22ALiD74Kysmjttfrqf+zJdoMOsV5IrCn767N25Apy3fYsjK5vaX6yrYSgkJCbFS3Jrl4tY2F0X09n9ICblIuw1fUL1fz0LryGQy/IcMoPXqj0k8fJL4/cGF1ivR9gQ1MkfbTpmakZFBaGgooaGhAISHhxMaGkpkZCRqtZq3336bEydOcOfOHc6ePcvEiROJiopixIgRAHh6ejJhwgRmzZrFvn37OHfuHM8//zwtWrSgX79+laisHLHEe1fmXdvVRcuEfxr3ELRp6Wbler1BuHzjnqDXG8zKb3yySthdp6OgTU2rSDPLhKI02SqSHnFjb3oEoWRN+UfHlo6S83Kk30jh9HOvWVTXaDQKx4a8KBx/crxV5xAEQdh7JUZovmC38MVfF0XVR9b6gwMHDghAgdeYMWOEzMxM4cknnxQCAgIEpVIp+Pv7C0OHDhVOnTpl1kZmZqYwZcoUwdvbW3B2dhYGDx4sREZGloc8USD6JLkZN8Px6tgGR3c3s3K5XEagvxdyufnkf7VHuhH26Roy797HsVmjijT1oSlKk60i6RE39qYHStYUfngpQT3nmPJQV/fxsDoHtfpmOIHPDLOorkwmo9oj3bnz7c8Wty8IAl8dvMWqg7dY+nRLugVVsek+6t27N0IxoUybN28usQ2VSsWKFStYsWJFWZomWkT/KFvuqMCYWTDvbbo6C98O0wsE6Bg0OcEUchvcMacoTbaKpEfc2JseqBhNMkdH0++MJRg0mcgcLRsDabR6pvx8jk2nI/l9che6BVWxuz6SKBnRO2af7h1JPHYG9e07FtW/u3ELqgBfq3Z/kZCQsH/yZtfK3cAif7kl+HTvQNTPW3OyD5aAITube79tp2qPTiXWjUrW8PSq4yRlaPnzte409vOw2CYJ+0L0jjnwmWE4VfPmyvz/YdRqi62bEHyS6D//pu7U8chtPGBCQkKi7MjveHMDvUqTSav+6y+hCb9L+OoNxdYTBIGwz9aSHZ9EvekTi6178nYiT6w8SscgbzZM6Ii3q/1kY5OwHtE7ZgcnJ1p8tpCko6c5OXwiyadDC2wBqU1K5tbK7zjz3BSq9u5i1U4uEhIS9k1JkdfWOmfPlk2pO3U81z/4gotz3kcdcbdAnYywcC5MfYfbK76j0VtTcK1bu8j2fjhxh3HrTzP30cYsHNoMRwfR/yxLlDNWJRiJPb0cDzfnirCrAClnL3B+yjtoIqJQ1fDDq2Mb9DI5xvh4ko6dAaD2hGdo9M50mx0tC4JAujoLd1eVXWS0kfSIG3vTAwU1WZorGyzPq517nrsbN3Ptvc8wqDV4tm6GW8O6AKRdvk765RsoPNxo9tHbBDw5qNA2tHojC7df5p/Lsax5oR3tahfcs1mMfSQGf2Dv2MytWZW2LekZ/CedNn9Dtb7dybwXTdLlG8gcHWmy6A36hO6hycLZNuuUAYxGgajoZIxG+9gfV9IjbuxNDxStyZLIa2uis2UyGbWeH84j5/fQevXHONcMQH0rAvXtO7g1qEubbz/lkfN7i3TK8enZPPfNCS7dS2X71G6FOuXi9EjYNzbjmAGQyVC4u+UsnXJxYU/IbQRnZxTubjiUkArOFlBnZtNu6MICafdsFUmPuLE3PVDxmhQuLvgPHUibNf+jy/YNdNn2Pa2/+gi/QY8U+Zt06V4qT6wMJtDLhV9f7oK/Z9GjTnvsI4mSsRnHnHb1JscGPsPR/qO5+9MWALLkDmRF3uPC1Hnsa9mXm5+utihSUkJC4r+FJXPHFbGN4rbz9xm15jjjuwfx2chWqBwdyv2cEraHTTjmxONnODFkDILBSPsfV/BI6B6arf2Eb/xb0fqPb+l96i/qTHyWsGVfEzr5TYx6fcmNSkhI2D2WBnZZM79cGgxGgSW7rzFvy0W+er4dE3vUFc2csYT4EL1jNup0XJg2H89WTem8fT3VHulumkd2d83Z2cQ5MIBGb0+j7befErNjL/d/31Fck6ImV5O9IOkRN/amBwpqKsk5l7dTTsvSMfH70+y5EsufU7rTq2E1q95vj30kUTyij8q++/MWLs1eRPf9v+LeqH6J9c9OnEXa5Rv0PLKlyA0vJCQk/nuU9Ki6PJzyrfgMJm04Q92qriwb1Rp3le0Gp+YiRWWXP6IfMSccOIZXpzYFnLJeb2BP8GX0evM55VpjRpJ5JwpNIWsLxU5RmmwVSY+4sTc9ULymvGuY4xLTTPmyc4+VNQeux/Hkl0d5vIU/a19oXyqnbI99JFEyonfMhmwtinwbWABosrQMnbTcbINwAIW7KwDG7OKzhImRojTZKpIecWNveqB0msraKQuCwOpDt5iy8SwfPdWSWQMalXoTCnvsI4mSEb1jdg2qSerZixgyLUsan3T0NDJHBaoafuVsmYSEhK1RVK7ssiJTa2D6plB+OH6HX1/pwuMt/cusbYn/DqJ3zLUnPIMuNY07320qsa4uLZ3bqzYQOPoJlFU8K8A6CQkJW6G41Jxl4Zzvp2QyYs0xYtOy2DalG80CpN8gidIhesfsUrMGtceN4vpHK4n4ZqNpX0+5TEaTev7I/11yoImM4tTTkxAMBupNm1CZJpea/JpsHUmPuLE3PVC0pqIir/M759I66PspmYxcc5yWgVX4cWInfNzKJuGRPfaRRMmIPiobQDAaubZoGRFrfsSlTiD+TwzEu3M7ZEpHsu7FELNjL/EHjqLy96XtumV4NGlQ4TZKSEiIj8J2lbKkrjXzznFpWYxcc5yeDavx3tBmZbs+OT0G5ApwrVp2bT4kle0P/guIfsQMIJPLabJgFp22fodX53bcWfcLp56ZzMHHx3B+2jyyE5JoPH8G3fZssmmnrNXqWffbEbRa+0iQIukRN/amB4rWVNiuUvkpTRBYQkY2z35zkk5BPiwcUoZOOeYibJmMsLwVRzZ+YVd9VNmEhYXx999/k/lv3JIFY9OKR7CA1HSNoGo8SUhN11hSvdxJvXRNuPrV98Jg3/5C2M9/CnqNOOx6WMR2nR8WSY+4sTc9glCxmpLV2cLAZYeE6T+fFfQG48M3aDAIwrVdgrB+sCAs9heEHbOE9MhLousjW/3cJCQkCH379hVkMpkgl8uFW7duCYIgCOPHjxdmzpxZydaZYzMZOIx6PXe+28S9X7aRfvUmRkHgycRUrr3+LrfmfUz1gb2oN22CRUlIJP6b5D6qtGRkVN7ZoCQqhvLa9jEtS8eL352ibjVXPhnRCodSLocCQKuB8z/BiVU5f3d6CUZ8Dy7eGDMsW40iUTKvv/46CoWCyMhImjRpYiofNWoUr7/+Op9++mklWmeOTTzK1qWlc3r0ZK69vwy3hnVpu34ZXc78w4y6j9Du703UnTqe1HOXOPboc8T8tbeyzZUQOSUF+EhO2X4oTa7sklBn6xm37jTV3Z34fFQbFA6l/BlNi4Z978OypnD2B+j1Jsy4AN1fBxfv0rUpUST//PMPS5YsITAw0Ky8QYMG3Llzp5KsKhybcMznp84j7dI1Ov2+ltarPsZ3QG+cvDzp1aMF7vWDqD99It33/Yrvo3049/JcUi9cqWyTS4WDXE6/bk1xkNtEt5SI2PRYEoFbnFMWm56Hxd70QOGarM2VXdzNWKbWwITvT+OidGDls21RKkpx7aLPw+aXYXkriL8Oo3+Clw5CyxHgYJ4dzB766PDhwwwZMoSAgABkMhlbt241HdPpdMydO5cWLVrg6upKQEAAL774Ivfv3zdro3fv3shkMrPX6NGjrbJDrVbj4uJSoDwhIQEnkW0bLPqo7JRzFzn++Iu0+upDAoYVvul4Lka9niO9h+Narw7tv19eQRZK2BqFRepaE70rYZsUdtNlzdORLJ2BSRvOoDMYWTe2I85KK7ZsNBrh5t9w/Eu4dxbaPA+dXgafekW+RWfUsS1sGw29GtKiWgvLz1XOWOsPdu3axdGjR2nbti3Dhw9ny5YtDBs2DIDU1FSefvppJk2aRKtWrUhOTmbGjBno9XrOnDljaqN37940bNiQ999/31Tm7OyMp6fla8Uff/xx2rZty6JFi3B3d+fChQvUrl2b0aNHYzQa+f333y2/COWM6OeY7/64OWeJ1JABZuXZWh1L1+5izkuDcFLm3GXKFQrqTR3PxdcXkhUbj8rXul1cKpvCNNkyYtWT/0fZtdnLpixQeY/nR6x6Sou96YHiNeW9AbP2RkyrNzLlp7NotAY2jLfCKWvVEPrv/LE+K8cZj/oBnL2KfIvBaGBXxC5Wha5CLpMTFNOXpRMa22wfDRo0iEGDCh9UeXp6smfPHrOyFStW0LFjRyIjI6lVq5ap3MXFBT+/0md0XLp0Kb179+bMmTNotVreeOMNLl++TFJSEkePHi11u+WBVY45PSPL9LejwgFnlZLMLC26PAnWnZQKnJSOqDXZGIxGU7lK6YhSqSBDnYUxzyDdRaVEoXAgLV+Qg6uzE3K5jIz7sTjVrUN6Zk6uWHdXFUajQEJSBh98uYNxT/fA3U2Fh5szer0BWa2aGAWBpIh7eLi54+aqQqvVk6XVmdp2kMtxdXEiW6sjO88yhIrSlK7OMisvSVPePLlymcxmNGkytWZ6AFFpurn/YzxbvQrkbGoQffJzAAwGY6GaBEEooEdsmqzpp/SMLD74cgevvdDXzBZ71nRz/8fU7zOX+KR0U7n68ppiNamztMzdcpnolCzWjWmHq5OiRE2y9GiU575DeeEHZN5BZHWdg7bB4zmPqg3gojcU0CQIAicTgvnqwldkajMZ33QSXbx70+iRt1n0vA6FgwPqzOxK76fcpVvpaelgfNC+k5NTmTwSTk1NRSaTUaVKFbPyjRs38uOPP+Lr68ugQYNYsGAB7u7uFrfbtGlTLly4wKpVq3BwcECtVvPUU0/x2muv4e8vrtSpVj3KzsvY4d1ZtfhFJs/bwPo/gk3l77w2mHlThjJk4ufsPfpgrver919g3IgetB28gKu3ok3l276eTv/uzajefprZFyxk20IC/b2YW/MR/LVqPqrZCWQyYk8vJyo6mXZDF5rquruqiDvzBXuCL/PuM28zKeYC79buTvXGdTm74z3W/XaEV9/9wVS/X7embP9mBotXbuODLx/s3VxRmvJfy5I0DZ304LF8k3r+NqPp2q1oeo3+WLSavD1dUSoVxMSnmtlelKawA0uo32euWZnYNFnbTwCHNr0p6n4qS001Or9OUqraVK5wkFPV2513pw4tVNP7K7bx5Yn7KDw8SD56lDFDOxWracbkN+iUuZsna95l9/0AHHtM5fExL9N2yMJiNGXiUjcF7553CajlzIRmE3n5mQNgfDCvHHZgCanpmaL4jfj07VHM+vAXsm6sN3PMCxYsYOHCB/YVhkwmM3uUnZ+srCy6d+9O48aN+fHHH03lX3/9NUFBQfj5+XHp0iXeeust6tevX2C0bS9Y5ZjDDiwxjRQq6m74zs79XJ44ixbfr6BK1/am0WVMfCr1+8w12eTh5oxOp+f4kDHIZDJa/roWB7lc9Hf4QLGabHHUkqspJU1DQOfXzT43YtHUctB8UzKI8zvfp+Wg+ab6MpmM24f+V+iI2a/jDDM9YtIE1o8u6/eZy/0Ty3DIF1lsj5paPfYukNOPF3YtAgp+DvJqclYpeeP385yNTObbF9ri46osUpMq6TLKg4sR7p5C2+JZtG0nIlSpXaKmg+HBfH15NXcz7vJio7E822w0zo4qk6ZcPTGnPsfNRSWaEXPNbrMI27fY7HtgyYi5OMes0+kYMWIEkZGRHDx4EA8Pj4IN/EtISAjt27cnJCSEtm3bFnvOXNatW4ebmxsjRowwK//tt9/QaDSMGTPGonYqBEsWO1fmgnKj0SgcHfSccKDzYEEdcddUrsnMFl5553tBk5ltqnfjk1XCTv/WQtyBoxVuZ1mQX5OtI0Y9dXrMNntZekwQxKnnYbA3PYJQtKbi+rWwY0ajUZi/9aLQ63/7hdjUzKJPmBQuCL+NF4TFfoKwZ6EgaJItsjM0LlSY8PcEoctPXYSvL3wtqLVqq/RUJg/jDwBhy5YtBcq1Wq0wbNgwoWXLlkJCQkKJ7RiNRsHR0VHYtGmTxedu2LChsH///gLlBw8eFBo2bGhxOxWB6KOyATR373F61Ctok1KoM+k5Ap4chGvd2gAYsrKI3xdM5Pe/kRh8ioZvTaHeVNvcxEKifLE04Edax2xfWNKfeevcPvQ/Ptx5lV2XYvj15S4EVCnkN0+dCIeXQsh6aPE09HkbPAJKtOVa0jVWnlvJmdgzPN/keV5s9iIeyqJHhmLkYfxBYSNmnU7HyJEjuXnzJgcOHKBatZKDdi9dukSLFi04dOgQPXv2tOjcKpWKa9euUadOHbPyiIgImjRpYkrRKQZsYnGcS80adN39E35D+hO++gcOdx/G3paPsD6gI3ua9OLcpDnoUlJpt2G5TTvlzCwtk+dtINNONkUXq56S1qoWte5VrHpKi73pgYKaLL3JMuvz579i+/lofp7UuaBT1qpzHPIXrSHlTs764ydWluiUb6fcZtbBWby460XqetZl11O7mNJmSolO2R76KCMjg9DQUEJDQwEIDw8nNDSUyMhI9Ho9Tz/9NGfOnGHjxo0YDAZiYmKIiYlBq83RfOvWLd5//33OnDlDREQEO3fuZMSIEbRp04Zu3bpZbEf16tW5cOFCgfLz58/j4+NTJlrLDEuG1WLKjarPzBSid+wRLn64QhhRrY9wZfm3QnpYeGWbVSaI6TqXBWLTU9hjTGvqi03Pw2JvegShoKaiHl8XRe3RXwi1X98s3IpLNz+g1wnCmXWCsLShIHzdTxAiLJsui0yLFN4+8rbQ7od2wuLji4U4dZzFtgiCOPvIWpsOHDggAAVeY8aMEcLDwws9BggHDhwQBEEQIiMjhZ49ewre3t6CUqkU6tWrJ0ybNk1ITEy0yu45c+YItWvXFvbv3y/o9XpBr9cL+/btE2rXri3MmjXL2stQroh+HXNesqJjub91N9F//k3atTAGJCdwd80GdLcj8B/2KFV7dELmYMWif4n/HEE951iVK9vS+nqNhthdB4jeupukk+cwqDU4uDjj1aEV/sMexe+xvijcXC0+L1iX07uiH7lbe97KstMavjlyGwIC4VIodas9mVMoCHDtL9j3Xs7fj38CjQdDCbtIxahjWHthLdtubePxuo+zbdg2AtxKftRtj/Tu3bvYHZyKOwZQs2ZNDh069NB2LF68mDt37tC3b18UihzXZzQaefHFF/nwww8fuv2yxCYeZQPc3biZQ12GcHPJlzjXDKDO7Ff5tVpj/EY+QfKZ85x59jVOjniJ7LiEyjZVQuRYkyvbElLOXeRIr+FcmDoPXVo69aaNp9nHb1N/xkQMWdlcnLGAwz2fJPl0aKXaWR4Uldo0f53KpiQbfjgeweKtF+DyBWSZmpzCyJPw3aPw10zoPBlePQFNhhTrlBMyE1hyaglDtgwhQ5fB70N+572u7/1nnbKYUCqV/PLLL1y7do2NGzeyefNmbt26xXfffYdSqaxs88ywiRFzxDcbufruJ9R8/ikazX8dR3c3srU6euJNo5cGoXx3BolHT3Fh6jxOPDmeLn/9gLKK5anaxIKTUsE7rw3GSWkT3VIiYtOTP/NTYaO34kashelJCb3EqREv49a4Ph1/XYNrUC2z99R9bRyayCguTJvPqZEv0/HXNXh1aF2sjXntKI2dlvIw/ZM/jWl52mkN+TUVlu0rvx2/nr7L/D/Ow9ULyDQZhP8xCTY9B7cPQbdp0OU1UBb/tMMoGFl3aR1rLqyhi38XNj6+kYZeDctcj8TD07BhQxo2fPi+KU9EH5WtTUrmYMfHqTFqKE0Xzy12I3J1xF2O9h1JnZefp+Ebr1WglRK2RFHOojRO5MRTE9CnpdNl+/c4OBf93TBkZ3PyyQkgk9Flx4ZiP8flYWd5Yst21nlqKdRtCFcv4pt9n5PTFHDhF2g7BnrOAbeSI4RTs1OZFzyPW6m3+LjHx7Ss1rLcNIiByl6lYw0zZ85k0aJFuLq6MnPmzGLrfvbZZxVkVcmI/lH2nXW/ANBg1stmP2ZqTTZDJn6OWvNgwb1rnZrUGjOCO9/+jF6tqXBbH5bCNNkyYtVT2C5TljiR/HqST4eSfOIsDd54tVinDODg5ETDua+Reu4SiUdPlcrOvP8WZ6ellFX/lPZ6lgfFacpvZ51hS6BeQ9xuhBAxU+Bkn62QnQ6vHofH/meRU76WdI3RO0Yjk8nYNHhTmTtlsX6HbIVz586h0+UkWTl79iznzp0r9JUbMS4WRP98JO3SNby7tEPpbZ703WA0svfoFbOMNAC+j/cjfPUPaCLv4dGkQUWa+tAUpclWEbOevI844xLTAKju41GsE8mvJ+3SNWSOCqr372XROX16dsbBzZX0S9ep2r2TVXbGJabh2uxli+y0lLLsn7x2QtnZaC0laQo/vJQ6PeeQ5uKJT/16PJ/0PQu6h8LdpjB2O9RoZ/G5/gz7kw9PfsiklpMY33w8clnZj3PE/B2yBQ4cOGD6++DBg5VniJWI3jEjkyHo9SXX+xfBYMh9m4RE+SKTgdGIYDAgU1jwVRIEMBjgIfbWzbsLltixNKK9Irl0LxWat2G4y0XecXidzCoKePJrqN/X4h+NbEM2H5/6mP2R+1n+yHI6+3cuZ6slHha9Xo9KpSI0NJTmzZtXtjklIvpH2V7tW5F47AxZ0bEW1b//+w6UPl641KlZzpZJ2DJ5H7WqL68xOTxrIoi92rdCMBiJ3vaPRfVjd+3HkJlFlXaWP+7Mtae6jwfqy2sKlIuFvHbmvXkQi53Jai3vbLnI+OVbWe2ygo+V37EyvA2DTz9F0IS/Cer1hkXt3M+4z5hdY7iRfINfBv8iOWUbQaFQULt2bQwGQ8mVRYDoHXOtF0egcHXh2qLPEfIlvP/q/RdQ5dmjNPXiVaJ+2UbQ5BdxUKkKa07UFKbJlhGrnsLmP4sKWspLfj0ezRtTrV8Pwj5ZhTY5pdhz6tLSufG/r/Dp3hEvCx1zae20lLLqn/x25s+sVpHOOb8mg1HgxxN3aPvuDoyHVrBXORtNug6fd67wya/bMOb5CSzJzqP3jjJyx0haVmvJ+oHr8XMt/d7AliLW75AtMm/ePN566y2SkpIq25QSEX1UNsC9zTu5MHUe1fr1oOmiObjUCjQ7btRqif7zb67MW4JrvTp0/H0tCheXCrdTQvyUFJRkbdBSRlg4J5+cgMLTnRafvItXp7ZmQYqCIJAScoFLs98nOy6Bjn98Y1HsQ1nbWR5Yknu8Mu0MuZPEu39eRhMeykfyNQQqkgmc9D3U71egbnF2GgUjay6sYf2l9czvMp/BdQeXu+1iprL9QWlp06YNYWFh6HQ6ateujaur+RK4s2fPVpJlBbEJxwwQt+cQF2YsQJecimfbFri1bcma34IZ16cpyfuPoE/LwG/oAJovnY+ju1ul2PiwZKiz6DnqIw7/8hZurrY34s+P2PRY6iSKcjhF6VGHRxL68hukXbqOc80AqvXrgWMVD/Sp6cTvD0YTEYVb4/q0WbMEtwZ1LbbRGjtL4/Qepn+sOXdFOucMdRbdn/uEHiMGcfh6NM8lrmOK90F+uteEiat2g1PRvw2F2ZmancqbR94kKj2Kz3p/RgOvig0oFdt3CMThD0rDe++9h0wmKzLT2IIFCyrYoqIRf/DXv1Tv34vep3YSt+cQ0Vv/JuHvA9SNuI36miO1xo4kYNijuDe2rSjs/BgFgau3os32bbVlxKqnJOeQP8lHLkXpcQ2qRdddG0k6EcL9rbtJPHLyQUrOzu1otmQe3l3aIbckQMxCG3PrPMxj4rLon4qw01J0BiPrj98hqV5zAtRXOFP9K25pYnj27GC2/vW91XZeSbzCzIMzaeLdhJ8f/xk3ZcXf8Iv1O2RLaDQa5syZw9atW9HpdPTt25cVK1ZQtWrVyjatSGzGMQMoXF3w7tIebWIyVPHk2s0U+nbtgE/3jiWORCQkwPoRm6X1ZQ4OVGnbAm1iMnKlMk+u7NZUadvCYqdcXvblRZucQsyOvSScvcTzsZe5tXgZNfr3oGrPzsgdLZvLtNbZlsY5Z0bdJ3rbP6jDIxH0BpyqelN9YG+qtGtZIEFL8M0EFm6/jLOQyZykz5gSdwNZz9k0njydrQ6Wz8/mXs/NNzfz8amPmdxqMmObjbUoIYyEOFmwYAHr16/nueeew9nZmZ9++onJkyfz22+/VbZpRWIzjjnzfgyX3/yQ+H3ByBQOODeoi59WTcJfe4j+7mecfKvSYPZkAp99UvoSSRRJeWxiYcjO5sbHK7n7wx8YNJm4NgjC0dMdfVoGket/xcFZReAzw2g0b3qlBiVmJyZx5Z0lxO7cB4KAc4O6+Oo0JO0LJmbDbzh6eVJ3yjiCXn4BWQlLuqy5PtY65IxbEVx+YzFJx0OQq5xwb1QPmcKBhANHuf3lepxrBtBo/gz8B/cnKlnDB39d5WhYAp+0TaBv2Eccc85C/eIe3Gq1sOq8kLMU6sOTH3Lw7kG+7PslHfw6WN2GhLjYvHkz3377LaNHjwbgueeeo1u3bhgMBhxEuumRTTjmtKs3OT3yZeRKR5p/Mh+/x/oic3VFe+IavTo1Qn3xCpHf/8alOYtIu3KjxNSdYsVFpWTb19NxUYkroXppEaueknY6KmpOtDA9uvQMzjw/hbTzV6g7ZRwBTw/GNc9SPc3de9z//S9uffEtKWcv0uHnr3D0rPi1yJo7UZwa+TJ6tYYm783Gb0h/HKpUQXviGj07NSLz5m3ubtzM9UWfk3r+Cq1WLC529GxJ3vHcY3nfUxJJJ89y5oVpqHyr0nLlB/gO7I3CNSeQUzAYSDp1joivN3Jq8tuEnIvnd503o5q6cqrp76gu/42h7wKyOnREFdDUmssDQFR6FDMPzkSlUPHbkN+o7lLd6jbKGrF+h2yJu3fv0qNHD9P/O3bsiEKh4P79+9SsKc5ltaIP/hIMBo48MgK5o4KOv64pkAEsL5E//sHlNxbTes0S/IcMqEArJWwJS3I75z9WFJff+Zh7v+2g46avqNK26GVQqReucGrky/gN7keLTyo+yOTEUxPIio6j0+9rca7hX2S9mL/2cu7luTRdNIfa40aX2G5x18xap2zIyuJQ58G41qtDuw1fmBxyXgRBYM+VWN796SROsdGs7pVMk+hvoFZneOwT8ChaW3EciTrCW8FvMaTuEGa2n4mjXFqeVBS2Fvzl4OBATEwM1ao9SLHq7u7OhQsXCAoKqkTLikb065hj/tqL+mY4zZfON3PKaRmZVG8/jbSMTFNZreeH49OzE2HLvjZb82wrFKbJlhGrHktyUBfmSPLryYqNJ2rjZuq+OqZYpwzg2bIp9aZP5N6v28mMul8WMiwm8fgZkk+cpen7s82ccmH94/d4PwKefJRbK77DqNWW2Hb44aUIyBBc3BB8A6gz/ltGrj5OnZe+R6jXCKF2Xea8/zI/n4pk96Vojt9K5FpMGrFpWWTrzZM93N24GW1iMs0/XVCoU74dn8HYdad5a/NF3hnox2aXpdS79jkMXgajN4KHv9WfOYPRwJehXzLn8BzmdZrH3I5zReWUxfodsiUEQWDs2LE89dRTpldWVhavvPKKWZmYEP2j7Jid+6nSrgVV2hScL0pXZxUoqzPxWUJenI7mTlSBLfhsgcI02TJi1ZP3Uaxrs5dN2apKGtnl1RO/PxijVkft8SWPLAFqjRnBjY9XErfnsEWj0bIidud+nGvVoFq/ngWOFfUduv/HTlLOXcK7U9sCxxMzsjkXmcLZyGTORabg0vsRHOQy0qPjID2VvZv34FHFHRSOjHumDzdjM0jWaEnW6EjN/TczZ2MBF6UDXi5Kqrg4Ig/LxmP4qxwNTaXKDQ1VXJR4uTji5aLkZHgS64+F80z7GqxueAbnwx+SEdSWQ8sj6P3mI+R1pZZ+5lKyUnjzyJvcV99n42MbqVelnmUXtIIR63fIVhgzZkyBsueff74SLLEc0TtmgyYTpY+3xfWdqvnkvM8Gd5eSqFjCDy81bQwRl5hmlvLSEgxqDXInJY4e7hbVV7i44ODijEFTsaMfvVqDsqq3xXEXyjzfIb3ByLWYdM5FJnM2MoVzkcncSdLQoLobbWt5MaxNAO8/0Yx61dyo1/sN0yYW8fco9noajAKpmTqSNVpSNFqS1TpOnfgbfWAgKpWChAwtYXEZpGhy6vh6qNj5TFXqHpsJd5LgmZ/RhBnRa2dg0GRanbvgdMxp5gXPo1nVZvz8+M+4Oha/37KE7bJu3brKNsFqRO+YnWv4EffPIYw6nUVLOVLOXgS5HCe/krdsk/hvE9RzDtV9PIhLTKO6j0eJQWH5UdXwx5itJe3qTYuyeWXcikCfmo4qsHTzoKXFuYYfsX/tRZeWXuJNREJGNvv/CWVfm/58d0HH5YP/oJDLaFPLi7a1vHiyTQ1a16qCh8r8u5g3V3besqKupYNchrerEm/XB0FN3s4aNGf3022J+Rav6LIg+DPYsgI6vQK93gBHZ1J+XYlc5YTSu4rF1+Ji/EVWhq7kYvxFXmvzGs82ftYmA0Ul7BvRB3+lXw8j+JGRNPv4bWq98LSp3GAwcv12DI3q+uHgkDNVbsjK4nC3J/Dq3JbWX35UoXaWBYVpsmXEqqeogKWSgpXy6zHqdBzu8SQezRvR5utPSvyBD33tLZKOh9D7xA7kyoqLss2KjedQp8epO3U8DWa9YirX6w3sOh1OotGB0LspnI1M4W6yhhrqZBrpUxk4bihta1ehblU35PKitRV23UqT7Svx2GlOPf0Sbb/7DN9H+0BGPJz5Fk5/A541YegX4JczpaVNSeVQp8cJfPZJmiyYZWqjqM/c9aTrrAxdyanoUzzX5DnGNBuDp5OnRXZVJmL8Dtla8JctIo6eLgb3RvWp8fTjXJ3/P6K3P9jFRy6XEejvZfrB0CYlE/LidLRJKdR//aXKMvehyK/J1hGjnuKCvEraeCG/HrmjIw3eeJXYnfu59v5nGP/dkD0/Rr2e6x9+QfSW3TSY/UqFOmUAlW81ak98lrBlXxO54TeMRiPBNxN4es0J3t59i4PX4wmq6sb7j9ZnQ+Jh5m1ZxifjuzOyQ03qV3e32inn/zuo5xyL1jL7dO1A1V6duTV/DllrR8HnzSHqDDz1NUzab3LKWdGxnHnmVZDJqDvZfP4wfx+Fp4Yz59Acnt/5PLXca7Fr+C6mtZ1mE04ZxPkdspbDhw8zZMgQAgICkMlkbN261XRMp9Mxd+5cWrRogaurKwEBAbz44ovcv28eIJmdnc3UqVOpWrUqrq6uDB06lKioqApWUnGI3jEDNF86H99BjxD68lxOPDmeO9//SszZyzRvNYm7e4K5/NaHHO4+jLTL12n/05e41RdnCHxJpKuz8O0w3W6CPcSmx5JRXHHOuTA9NZ56jCaL3+DONz9xpNdT3PxkFSmhl1BH3CX1whVufraGI72Hc/ur72k0fwY1n62c6M9Gb02l1pgRbPv0Rx6ftp5X1x2nWxVI/fknFtU1MiD4T4wvjiPzQDBtvvkUr/atSmyzpOtp1S5TggBhe2k38B6dBt0mbt8xLtx4hCjHF0g31EIdHkn8gaNceH0Bh3sNJzsugU6/f41TdfO0irl9dCPuNvOPzmfE9hF4Onmy48kdzOkwB2+V5fEqYkBs36HSoFaradWqFStXrixwTKPRcPbsWebPn8/Zs2fZvHkzN27cYOjQoWb1ZsyYwZYtW9i0aRPBwcFkZGQwePBgm9nG0VpE/yg7F0EQiNn+D1Gb/szJRaw3EJuQim9VT1xq+OE/7FHqTHwWlV/lJwUoLWK4zmWJ2PRYM4dcmNMpTk/qhSvcWfcLsTv3oU9Xm8odXF3wHdSH2mNHlrikqjy5GJXKJ/9c58zteAan3KLzrl9RajJM3yFV9ar4D+lP7YnPmiVIKQprH1UXee11mXDhVzjxFWiSoONLCO3Gcu+vY9z7dTtJJ87mOO1/cakTiP+Tg6gz8VmUXlUKnOdWfCR9Fo+nWvsUBgU9yiutXiHQPbBAPVtBbN8heDibZDIZW7ZsYdiwYUXWOX36NB07duTOnTvUqlWL1NRUqlWrxg8//MCoUaMATMlBdu7cycCBAx9GjiixKvgrPePBXZujwgFnlZLMLC26POsRnZQKnJSOqDXZGPLtn6xUKshQZ5klZHdRKVEoHAqs03N1dkIul5ndKbo+0pP2QwaQdjOc8F2H+Oqjn1myZDKBQ/tRpYo7er3BrB25TIabqwqtVk+W9sFjRge5HFcXJ7K1OrK1+krVBODuqsJoFEzXN/dfDzdn9HoDmqwH60ltSZPBYDTTU9maLu5ahFEQTBqK03T70P9MmnKP597D5tWTq8m1aSPqLHqTWvNeR339FoImEzcfT5zqBaGTO5jaqeh+uhmXwVeHwjkensSYLrVZPKQxns6PkDV1MNH/HGHVBxv5dOlkqj3aG4VKheFfO0vqp/M73zeVqzXZJWrKrZ+WkZmjSZuM9thqFOfWI7j5om03GYeWI1C6uKJWZ+Hx+AA8Hh9AdlwCstg4ZIIRnYsrzvXqIJPJyAIcDEbTZy85O5kfr3/Pllt/IFe58V2fDQRVCTLrP1v8PuV+1gRBwGAwos7MNqtfGZq0/743PS0djA/ad3JywsnJiYclNTUVmUxGlSpVAAgJCUGn0zFgwIOkUQEBATRv3pxjx45Jjrl+n7mmv8cO786qxS8yc/Em1v8RbCp/57XBzJsylNHTVrH36BVT+Vfvv8C4ET3oOeojrt6KNpVv+3o6/bs3o37vuWY/7iHbFhLo74Vvh+k5BYJA24xYlnbxIzH4NPEJKQwHTk2YyV6lC4++OZE7Ldsz7M0fTG00qefP2R3vsfHP47z67oPyft2asv2bGSxdu4sPvtxReZr+Jfb0cqKik2k3dKHpOru7qnB1cUKr1ZOU+mAEVpymSzfukaHOIkPz4MtbmZpuRsSa9ECOs4478wUHTlxj6KTlFmkqy37y7zQDveHBD0xxmh4b/xmxCWlmmsIOLDHTY4mmdb8dqZTPXoNB70GtOqj8/dHcucPW+U/Qom51Hmn6HN1To2iqSUSBkaeAazPfZfdELWfdfNnvWYtsL+9y66emnil8+0QmrQ2nOJ9ei/knWnAorjpwjK/er1espurtpxXoJw8fBzq9OYYq7aPRRHqSdLgR2nhXsp9V4dv/wWeysj97D/t9ylBncy8mxfQbUZmaPn07Z9QaWDPQzDEvWLCAhQsf2FcasrKyePPNN3n22Wfx8MiJ8I+JiUGpVOLlZZ710dfXl5iYmIc6n1ix6lF22IEluLvlJOGvyDtHo1bLjTnvE79zHz5d2uE3dCDKlk3JMoBDSjKJfx8kadc+BKDxFx/g+W9SBLHfDeeSO2LO0GSRoc7GzdUJmUxGq8feBR6M1C7sWlSoppaD5gOYooLzjmYqe8Qcm5Bm0gOVO2qp02O2qezCrkVFasp73S/sWmQqd3NxIjU9E7lcZhaBLaaRWEqWgS8P3mZr6D2GtPDjpe518PNU4aJUcH3BUiLW/4p7yyZUGzwAzy7tkKtUOKSlce+vfcTv2INBrabRJwsJGjawRE25nzuAiCOfFKmpbo9Z9PSJYnzNi/TwTcLYYhQOXV9D7Vq71J89jV7D1ojf2XD1expXacpLzV6hqXcz03fF1dnJzHax9ZOl3ydBEMhQZ+Nf3RNBQDQj5prdZhG2b7HJH4BlI+biHmXrdDpGjBhBZGQkBw8eNDnmn376iXHjxpGdba69f//+1KtXj9WrVxd7TptEsIDUdI2gajxJSE3XWFK9zAmd+o6wu3YH4f62v01ler1BuHzjnqDXGwRBEITspGTh5IiXhN11OgrpN29Xip0PS35NudTpMdv0yk9xxyqbovRUJiVdr+KOi1FPLrGpmcK7Wy8KjebtFF7fdE6ISMgwO3510TJhZ422wp0NvwlGo1EQhIJ6dOkZQsjEWcKuwLZC0ulQi85b3PVq1GuG8Oaox4Ubs2sJMW/6CcKhpYKgTnwonZm6TGH9pfVCj597CC/ufFE4FX3K7LiY+6g0iFHPw/gDQNiyZUuBcq1WKwwbNkxo2bKlkJCQYHZs3759AiAkJSWZlbds2VJ49913rbbBFhB9VHb69TDu/7GTJoveMNuYQp2ZTbuhC013kEqvKrTbsByljxdhy9ZWlrkPRX5NuRQV2VqataIVSVF6KpPilvGUdD3FqCdZreWjnVfptfQgCRlatk/pzmejWlPb50Emq6zYeO588xP1X59ErReeNo328+tRuLnSZvUS3BrW4+b/vrLo/IV+NtNj+WJMH452/Ynna1yhwfNL8F10B3rOBpfSRUXrDDp+ufYLj29+nF3hu/iox0esf3R9gW0ZxdhHD4O96SkMnU7HyJEjuXnzJnv37sXHx8fseLt27XB0dGTPnj2msujoaC5dukTXrl0r2twKQfSZvyLX/4rKvzqBo58osa6DSkXd18ZyZf5Smrw3G6eqPiW+x1bIv81e/mMSlpM/CUbeXNl5j4uZtCwd3x4J59vgcDoGefPbK11oXqPwtbl3f/wDuZOSOpOeK7FdmYMD9V6fROhLb5B+PQz3RvWLf4NBT/hv45g19S2auydwekZDWrgn0My9BlMu9ePnP3+EUmTW0hv13Em7w/Wk61xPvs7fEX/jrHDm7c5v80jNR6RsXTZERkYGYWFhpv+Hh4cTGhqKt7c3AQEBPP3005w9e5YdO3ZgMBhM88be3t4olUo8PT2ZMGECs2bNwsfHB29vb2bPnk2LFi3o169fZckqV0TvmDPvxeDRvLFF6TgBqrRtAUYj2THxduWY4YFzzs1HXN3HwyaciFh52FzZlYFGq2f9sQjWHLpN8xoefD++I+1qF70VKuR8h1wb1LU4p3eVtv8m8rgXY+6YDTqIuwrR5yE6NOffmEsgV/DpoJZ8c0TG6utBHE/owB2Nm8XXM12bzo3kGyYnfD3pOmEpYchlchp6NaSRVyNeb/c6/Wr1w0Euzo3tJYrmzJkz9OnTx/T/mTNnAjmbSyxcuJBt27YB0Lp1a7P3HThwgN69ewOwbNkyFAoFI0eOJDMzk759+7J+/XocHOzz8yB6x+zg4kzWvehCj7m7qgqUZccn5ryvkG3jbIHCNOVSWIKG4vIRi4Hi9FQ2heXKLulaVpaeTK2BTacj+fLALWp5O7Pq+bZ0rVe15DcCClcXtAlJCIJQYKRZmB5tfCJyuYDSEAVn1j1wxLGXwdEZ/FuBf+ucvNX+rcG7LsjlfLAu5/MZpyn8egqCwL2Meybnm+uI72Xcw8/Vj8ZejWno3ZBuzbvR2Lsxge6ByGXWz7aJ+TNXGmxdT+/evU1BeYVR3LFcVCoVK1asYMWKFWVpmmgRfYKR6G1/E/rKm3T5a0OhWz/m59ToV9DGJ9FtzyZkctFPoVtMWeUjlsgh/7UT67WMTctiw/EINp6MpJa3C6/3a0jvRtWsepSbePwMp4ZPot33n1O9f6+CFXSZOU43OhTuh6I5vRuVPAGZqxeygNYPHLF/K/CqU+DRdGFTK0F9ZiL3ykDunc64SS24nnSdm8k3yTJkUb9K/ZyRsHcjGns3pqFXQ5tJkSkhzqQn9oboHbNgMHDkkRHIHRV0+GU1Tv9uAanXGzhw4hp9OjdGoch5nBH54x9cfmMxrdcsMQsUsxUK0wTFO2CxOhQoWk9lU9Q1K2nuviL1XLqXynfB4ey4GE2fRtWY0L0uHep4lXpu9cRTE9DH36P9FzNQyVMgMQxjQhjqyAu4qSOQuXiDf2sy1J7c2BBM9bHTCZw4udj5YUEQqDtwBnIPNXJPNXIPDY8/UY/bKbcJTwvHoHHAkOSBMcmdTya/RCPvRgR5BuEot2xaqjSI9TNXWsSoR3LM5Y/oHTNA2tWbnB75MnKlI/VnvYzf4/3IdHDEt8N0Yk59jvFGGJHf/8r93/+i1rhRNF081yaDQwq7zpY4XrE658r+3OTH0qC5oq5neesxGgX2X4vjm+DbXIhKZWT7mozrVscswrpEtBpIug2JYf++bkHSLYT4G8iyksnKdIQqdXCs1w5dtYY8t3g/6374ApJ03P1pC5Hrf8X/iYG0XLEYuSJnpkutU3Mn7Q6RaZFEpEVwJ+0Od9LucOHeVWROeowZKro0aEUdjzrU9qhNHY86NPJuRDXnatTt9YbJtIr4bIrtM/ewiFGPGG2yN0Q/xwzg0aQBXf/+ictvfsilOYu5/NZHONcPYvbdG5zu+QS62AScfKvS/JP5BD7zpE065cKw1OHmj9gWk3MWIyVdn4q+nhqtnj9CovjuaARZOgNju9ZhzQvt8XQuYmRp0EFKZB7n+68DTrwFaVGg8gSf+g9eDfoh86mPVubN1YUrif15H4LxDM4NEml6+h6nn5iKJuY+aXXckC8cTEyXumw9tdjkgOMz4/Fy8qK2R21qe9SmXpV6/PZ1FEJqJ4xpLoQf+KxIbdJnU0LCemzCMQM4B/jRfsMXZMXGE/PXXpIuXifm3D2qDe5P4KO98e7cDpmdRuhZ8mOWf55UonAsdQy517M8HUlMahbfH4/gp5OR1PFx4fX+DRnU3A/H/PvuJt6Cm//A7UOQeBOSI0CuAO964FMvx/m2HPXAEbt4F/oIWgk0/2oxTndHcfrQn1yOvcSxTnCsXjIJSiNOCi11PK5TOymL2h61aefbzuSM888BT9ww0eLrU1hMhISERNHYjGMG0Ks1JB07Q8KhE6Rdv0UbQzopwadQuTjj6O2FR5MGFrVjzS5DpalfWuQyGU3q+SOvoBG/5k4U97fuJu7vg2THJyJzcMCldg38hgzAb3A/lFUsC8gp6voUpaeirmdhWOts89Yvq/65GJXKt8G32XkphkcaVefbMe1pVzvP/LFBB5HH4cbfOa+USAjqAfX6QudXcpyvewCUENyYpk0zi37OXYbkKMipkeqMb5yeVpcMtA6vQtPmg2g6+EmqtG5u8RMna/uvIvq7or9D5Y296ZGwDJuYYwaI23OIC9PfRZeSRpV2LfDq1Ba5k5Ks+7HE7j6APjUdv6EDaL50Po7ubsW2Zc2cbGXO35aXnUadjmvvfcad7zbh4OJM9f49cQmqiWAwkhp6icSjZ5ArHWm6+A2L9g+2t+tZHglcDEaBfVdj+SY4nMv3UhnZoSbjugZRy+ffZX3qRAjbAzd2Q9h+ULpAgwHQ8FGo2wuURc8zGwUj99LvcS35mpkTjlZHE+AaQCPvRjTybkSNeAXaD37B9WYSVZo1xqdHJxycVWTFxhP39yG0CUlU7d2FlisWm4IsJSTyIwZ/YO/YhGO+t3knF6bOo3r/njRZNAeXmjXQavVs/PM4zz3RBYVMIPrPv7nyzse41qtDx9/XonApfh2zJT++Fe1E8mpSKhUW22CNnYLBQMj4mSQcPEajeTOo+dyTBa5VdlwCN5Z+RdTGLTR8eyr1powv0fbCbMirp1G/t8zqV9ZcY0nXqrjjhfVPSaiz9fweEsV3R8PRGwTGdq3DqI418XBS5CxRurE7Z1R8LwQC2kDDgTkvv5aFPo7O1GdyM/mm2VrgG8k30Bv11PeqTyOvHCfcyKsRDb0b4qHMyWgWf+AoIWNn4NW+Fc0+fhu3BnXNv0NyiN97hEtvLMbR051OW7+zSedcmj4SM2LUU9n+4L+A6B2zPkPNgQ6DqNanG61WfmBam1yYTakXr3J88Is0nPsadV8dW2LbxTnnyhjZFXWdi7KzNCO73HXh7TYsp3q/nsXWvbb4cyLW/kivY9twDgwose381yxXj29VD9PjUTEE/1iyXKowO635HkSnZrL+WAQ/n4ykbjU3JvYI4tGGnigigx8446w0qP8INBgIDfqDW/UC7WQbsjkTc4bDUYc5Hn2cO2l38HLyyln/652TFauRVyPqeNZBIS/8h9uo03G4x5O41Amk/Q8rTFn0CtOjjrjLsYHPEPjskzRZMKtYjWLE3pyGGPWI0SZ7Qxy3YMUQueE3DJpMGs+fUWLCEM8WTQgcNZTbX31P7fGjcVAVnzEnv4MrLDhFDI4kf2BXaR+1CoJA2OffULV3lxKdMkD9mS8RtelPbn/1Pc0+fKvE+vkjcPPf84nhWkLhkcJldSN2ISqFb46Es/tyDP2aVOfHEYG01JyAi8th22Hw8IeGg2DYV1CrKyiUBdqI08RxJOqIyRl7q7zpGdiT2e1n09SnKVWdLcv4lUv01t1kRt6j7bplJaa2da1Tk9oTnyV81QbqTR2P0rv4dJ8SEhJlj+gdc/KZ8/h0bY/K39ei+gFPD+buj5vRRNzFvbFlwWC2kIM6701Eae00aDLJuBZG3dfGWlRf4eKC32OPkHLmvFV25jq5+KR0s3IxkdfO3HzZpe13g1Fgz5VYvg2+zdXodCa3gEVdjuMZuQ/+uA61u+TMFQ/8EKoW3BTCKBi5kniFQ1GHOBx1mBtJN2hZrSW9avZiapup1KtS76GWACafOY970wYWB0fWeHowt5Z9TdqVG1Tt3qnU55WQkCgdonfMCAIyRUEzHeRy+nVrikO+UXTukikL0q+KjqI0FUAmK5VA4d/NzmVWZBCSKRSm91mKvS7dyt8/Gdl6fjtzl3VHI3AwZPNu/TB6OP6F4tpZaPx4zjaH9R7JWVecD7VOzfH7xzkcdZjDUYfRGXV0r9GdF5u+SPca3cs2RaUgFLqUsOjv0L//N9rel8ji75CNYG96JCxD9HPMNz9dTfiqDfQ+9ZdFj9Wuvf8Zdzdups/Zf1BYuJFFcU5ETCO9XDuFoPrg7glxMZAQR8T+Dy16vyAIHOo6FM8WjWmztmRdRq2WQ12G4NOzMy2XvWeVjQCPVbvNbY0n19Q5u3yJ8VoWRkl23kvJ5PtjEfx8KpK+3glM9zpOnXvbkbn7Q7sxOWuKC9l3+G7aXdOo+EzsGWp71KZHYA96BfaiVbVWRc4RPyx3vv+Vq/OW0OPIVlzr1Cyx/u2v1nNjyZf0PrUTlW+1crFJwnaR5pjLH9HfhtUePxqAm5+uMZuzzNbqWLxyG9lanalMHXGXyO9/o/aEZ0rllMMPLy02F3V5U5imXBvy2nFp7QT+N7Yb+FSF9l2oM+l76gxbglZf/MhWJpNRb+o4YnbsJTnkQon2RHzzE1kx8RY/+s5/LZe/1Iw/O23nh9Z/0dsnkro9Z1vUTnlTWJ8XlzM7l9O3E3jkve089sluat35g+PVPuLz9NkEuQvInvsNXj0OnSebnLLOqON0zGk+Of0JQ7cOZdifwwi+H0zvmr3ZNmwbW57Ywsx2M2nn267cnDJA4KihKH28uPHRCrOnH4V93rLjEghftYEaI4fYpFMu6jtkq9ibHgnLEP2IGSDi25+4On8pNZ9/ikbzX8fR3c3MJndXFYnBp7gwbR4OLs503fkjjp4exbYpxuVSpcmVXaf/fKjmm/NSOPJiz/oMbxtIy0DPQucljTodJ5+aQMaN2zRfOh+/wf0LBNUZsrK4/eV6wj5dQ52XnqPJwpIdamF2pmVk0rjbK9z+rBkpe5eh1jvy7d0WbIlpyNWDyyy7KGWMRculZAI4GAjZOR+1NpP916P4NSQcWdJl2qsP0sP7LloPP7LqdCXLrznZMjlZhiyy9FlkG7LJ1GeSkp3CqehTqBQqegb2pGdgTzr7d8bFsXK2I72/dRfnX3sHv8H9aPbRWyi9vQp83lLOXuD8lHcwZGbR5a8fcA7wqxRbH4bK/q0qa8SoR4w22Rvin2MG6kx4FgdnFVfeWcK9X7dTrV8PnFs1p0fqXSI+WUXynoNowu/i3aUdrVd9bJVTFnMOakvsjNizCIA6PeeAuwcbEuPZcq4Wvh4qnmpbgyfb1MDf88GXR+7oSIefV3Hh9QWEvvImKv/P8BvSH5c6NRGMRlJDLxO7+yAGTSYN5kym3oxJD2VnstYJbaep+PWawevPjGR8zYvMrnualWPPMWXFJnCvuB//ouwcvm04yVnJZBmy8JqUhc6YMzrp9cteEGQ4CnLcnAw4+xrYn+XAZb/muLj4oEKNU3woKoUKlYMKJwcnnBXOuLm4EeQZxEstX6KJdxNR5G4PGDYIuaMjF2cuZH/r/lTt1QWXDq3pkXqXO8u/JnV/MOlXb+LRojEdfl5lk05ZQsJesAnHDFDz2aeo9kh3orfuJvrPv4ndF8zI+Hhif8/Ct39Pmn34Fj7dO1qVL9tWclBbYmdErp3paZz+ejz7rsbxx9kolu25QacgH4a3q8HAZn64KBUo3Fxps3YpKWfOc3/rbmK278mTkjOQoJefJ+Cpx3ANqlUqOw1GgXvJmVyJSsLRy4vUTB0ebs4s+20rCAKjn3ie8TUvwuctoflT0PlV8G9ZmktTKvJfz/md5+Mod8TJwYlkNWwNieXS8UM8IxxiqDIE59ptkLUbQ1rtR/Ht9rbNjhT8Hu+HV+e2xGz7h/tbdxP5+deMjI/j/g9qfPt0pcHcV6nWp1uJS6okJCTKF5txzAAqv+rUGjsSVaA/yZdvcuHvM/R4qgc1Hu2NW/0gi9ux1tmWxjlrk1OI++cQmXfvIxiNOPlWw/fRPsXO2zkqHBg7vDuOD7nvqsrRgcdb+vN4S3/i0rPYFnqftYfDmbflEoNa+DO8bSCdgrzx6tAaVYAvbvXrmDnm6gN64ejhXuw5BEEgPj2b2wlqPvxkKhEJaiZtOEN4gprIRA0AgV7O+PfsTo9Pj+Dl4khQVVeCqrrRfcZCdFXdCHOMo3bYBhy/exRqtIUuU3LSUBYSgZp29SYJB4+hS01DrlTi0awR1fp0Ra4suA64OAq7yWldvTUhd5L5/lAoVW7+wRTnI1TzTOH7m4G4fHwEqjcBwDFLWyb9U5k4+XhTe9xoao8bTWaWlpmLN/HcvNE4q6y7jmKlrL5DYsHe9EhYhk3MMQPo0tK5tmgZ0Vv/xqDW4FTdB7lSSXZCEsasbNybNaTh3NcsSpxRnrmdNZFRXF3wCfH7ghGMAirfqiCTkR2fiKA34N21PU0WzsKjWaMKt/PK/TQ2n41ia+h9HI16OkdeovWR3fhmpeJUvSqCwUB2bAJyRwXVB/amyXuzyfb0IjxBTXhCBuHxasITNaa/NToDgV7OBFV1o25V138db84roIozDvKcR7jqbD0RieqcduJz/r2doOZ2fAZpWXoaeugZpzrIY5nbERxdiGkyDqd2zxHoW5WEnXsJ+2wtGddv4eDijNK7CoZsLdr4RBQebtR4ejAN35paaLBftt5AikZHskZLslrHM7O+AUdH5rw6lBSNlmS1FiE9BlXSVbqp/2GA7AyGGh1w6jSeRlOPojUqLLr2EhL/JcTgD+wdm3DMmrv3OD3qFbRJKQS9/AL+wx5F7u/HzMWb+GTOk6QfO03k+l9IPHKKhm9Nod7UCSW2WdY5qAGST4dy5oWpOFbxJOjl5/F7vB9O1XOyNOnS0ondtZ+ItRvJCAun9aqP8Xusr9n7c0cwn+UZwZSHnXd+28Gvn/xISJuenPWqTbMaHjzdoRbeLkpuhMdy9cJtwu4mEutShXQnF6q5OxFU1dXM+dat5kpNbxecirmTL0xPXgRBIFmjy3H0CRruxKXgFbGT7gm/UF0fw0+GR9iR0gGVwoOGDQJo2ro+QdXd0RsEom9HEXnmMndDrpDl7YNTj26kGeUka7QmZ6zRGgAIVGlpropDFXeVIFk0deUx1FHE08glGYUhi0zXQBxbDEPZYSz41Cvyepakx9awNz1gf5rEqKey/cF/AdE7ZkEQOP74C2iTU+m4aRUutQMLtUkQBMI+W0PYp2to/9OXVOvdtcS2i3No1jo7fYaag50ex61RPdqt/7zIR8FGrZbz0+YTu2s/vY7+aZaD2pJc2Q9rZ/r1MIL7jiJw1FCaffw26Tr462I0W8/dI1tvMD1urukMms++wPtuBI8G/2H1I+Pi9JSIIBD/0+dk7VtGQC01d/wHsq/KCI5nBhKRqEbpIKeKiyNeLkrcdFlodu2huqcjnZ/pjL/+Hj7Zkbir7+CcFo4iJRyZJgHc/MCnHpuOJxKu8SRc48ltjSd7d3wJCqcC1xIKXk97+0GyNz1gf5rEqMdamw4fPszSpUsJCQkhOjqaLVu2MGzYMNPxzZs3s2bNGkJCQkhMTOTcuXO0bt3arI3evXtz6NAhs7JRo0axadOmspAkOkQ/xxy/P5jU0Mt0+HW1ySkXhkwmo/7Ml0k4eIywT1dTtVeXEqNh80dd5y/L/b8l3Fm3CX2GmtZffljs/KxcqaTFZwtIDD7FrRXf0XzJvBLbLio6vDR2hi37GpV/dZp9/DZyR0c8HeHZTrV4tlPBQK8Mv1kc6TWcuz9vpfaYkRa1XxYIgsC1b46i8h9MzWmzqXtiNXXPvcakgDYw6GVQqCDxEiSGQWIYhtaXcdAmYDzmhty3EXjXA7/60Gxgzt7FPvXAKadPRo/LOYfpej4yr9AYAunxtYRE2aBWq2nVqhXjxo1j+PDhhR7v1q0bI0aMYNKkoleBTJo0iffff9/0f2dncdyolAeid8zRW3bh3qwhPt06llhXJpMRNHkM5ybOJjPyXrGOPJf8P8quzV6muo+H6Zil3N+ym4Bhj1qU01vh4kLtsSMJX/OjRY45v515cztbY6dRpyNmx14az59hUeStW706VB/Qk/ubd1aoY06/epOM67dosmgOeNeFx/4Hfd6Gs9/D3oU5jtmnXs6r5Ujkvepy9MX3qNKtJ80mvWPROfJfz9L0uYSERMkMGjSIQYMGFXn8hRdeACAiIqLYdlxcXPDz+28s4xO9Y9alpuMc6F9g9OukVPDOa4NxyrdHqXONnI7TpaVjKfk3sYhLTEN9eY11dqakogr0t7i+qoYfBrUGo16P/N9c4EVpymtnrlMujZ16tQaMRpytsNO5hj+a8LsW189LSXqKQpeSajr3A0OqQLfpOa98yABFtZroUjOsOk/e62nJtSytHrFib3rA/jTZm56HYePGjfz444/4+voyaNAgFixYgLt78atHbBWrejs9I8v0t6PCAWeVkswsLTq9wVTupFTgpHRErcnGkCf9n0rpiFKpIEOdhTHPtLaLSolC4UBaRqbZuVydnZDLZciqVCH11FlSUzOQOTjg7qrCaBTI1uqZNrY/2Vo92Vo9Hm7O6PUG4kKvYBQEtK5uZKizcHNVodXqycqT0s5BLsfVxYlsrY5srZ6Wg+YDUN3b3bRBRJ0es7mwa5HFmhRVvUm6cI20jMwSNaWrs0g4fxWHKh5kZOlwd3UoVpMmSwtAy0HzqebtbrpJEfLYmV9TYf2klTmA0pH481fx6t/Lon5KvnQduVcV9HpDiZry4u6qQuHgYKYHKKAJQC6TmfWTzs0doyAQf+4KrkG1itWk0xswarWk3QzHr2lDAIs/e60ee5fqPh7EJaZRzdudOj1yMpzdOvi/IjW9NXkw6sxsM3ss0ZSLJf1Unt+n/JreeW0IRqNQoL6kSTyapo3tj9JRgcFgRJ2ZXematP++Nz0tHYwP2ndycsLJyYny4LnnniMoKAg/Pz8uXbrEW2+9xfnz59mzZ0+5nK+yscox1+8z1/T32OHdWbX4RWYu3sT6P4JN5e+8Nph5U4Yyetoq9h69Yir/6v0XGDeiBz1HfcTVW9Gm8m1fT6d/92bU7z3X7MMYsm0hgf5ePLfjBm9EXWFBs2c54+5H7OnlREUn027oQlNdd1cVcWe+YH/wZc5OXkisoytPP76IJvX8ObvjPTb+eZxX3/3BVL9ft6Zs/2YGS9fu4oMvdxTQ5N1mCplZWnw7TLdYk9eldJ47cJLnjiawesM7xWqq32Yy798JZl+VWjzxbxBFUZoOnLjG0EnLTeUKBznpl1az7rcjJk2+HaaXqCm3n0ZmqOjw3gq2K315e/bIYjVlXb7K7KjTfOPXkvdOXCtWU+61yiX29HJuhsfSfeSDDTaK0lRYP83IkHN72vtMeXJgiZp6pEYxKv4254Z50QIs/ux5e7qiVCpwdXYiNiHNVF6n52wu//1BAU3hh/7HMzNWc+Lc7VJpgpI/e+X9fcqvqXenRiyeNbzU/SRpqhhN4Yf+R1KqxqLfiPLW9OnbowAIrBlo5pgXLFjAwoUP7CtL8s49N2/enAYNGtC+fXvOnj1L27Zty+WclYlVUdlhB5bg7qYCKvbO8fJLs0k7c56mq/9HYJ8uGI0CMfGp1O8z12STqwOcn7GAmB17afXHt7g3b1zinWNQzzmmjTEu7FpkpqlJ/7dN9a/v+6hETXqtlrOPPgNA+41f4lG/TqGadIlJnHpxOpnhkbTf9zuOVTxMTwHya8q9G857Q3Rp92IzTbmjfYCII5+UeDecHRtPyICReLZuTrtvP0WnVBWqKfbsZS5OfB2Fpwdt/vweVxeV1SPmlDQNAZ1fN/vcWHqHn3ryLBeff42azz5J/ffnoBMeTGXk1RS7P5hrU9/Gp38vWn6xuMR+av7ogzl9mUxG+OGlZppaDppveiJxfueDQBPIeULh13GGmR5rNIG4RmLpGVnU7zOX+yeW4eBgntRF0iQOTbl6Yk59jpuLSjQj5prdZhG2b7HZ98CSEbNMJisQlZ1LREQEQUFBhUZl50cQBJycnPjhhx8YNWpUsXVtEatGzLnOIi/OKiWFxca5uhTeQW6uqkLLiwq793Bzpv2aJZwd9zqXXpxKwuB+BDw5CFWzJiiNBhxiY4jbFEzUL9vIjo2n7dr/4de5jVkbSqUCZb45mtzAn9wf5/yaIo58YqrTuF+Oky4qMMjNVQWuKjr/tobTz7zKiUHPETD8MfyfGIhH88bIZDIywsK5ue0fon7djszBgc6/rcEz8EGgmIODzPQhz73OeW3Mf/5cTXntzI3YdlIWDOwy9ZNbLTr+vIqzY2cQ3Hs4NUYOxf+JgTm5sg0GUk9e4P6WXURv2YVr3dq0/+lLVB6uZv1RGIWV5/4w5v/cKBQOhdbP208efbshW/4+l+YsIvl0KIGjhuL7eD+cqvtgzNQQvfcQ0Vt3E7tzP9X69aDNsoU4/Ku7qM9eizxON++1zGtL3uvZ6rF3zerl/ogW9j2wRFNenJSOxfdTPsry+5QfBwd5oeWSJvFokslkotFk+h54uFfaEq7Lly+j0+nw97c8XsaWsImIAkd3NzpsWsWddb9wb9OfnB33OkZBYFlCKiGPhuDo6oLvo72pO20C7g3rldieNZtY5K9fHC61Aun298/cWvEd9zfv5O6G382OK3288H9iIPVnTMKpmo9FbVpqpzWbbXh3bEO3vb9w6/OvufvjH9xeuc7suHPtQOpOGUfd18bioCr8B6UiCBw5FI+mDbm1ch03P13D9Q++MDvu0bIJzT5+m5rPDy+wQ1ZxlHR9KnvzEgkJeyIjI4OwsDDT/8PDwwkNDcXb25tatWqRlJREZGQk9+/fB+D69esA+Pn54efnx61bt9i4cSOPPfYYVatW5cqVK8yaNYs2bdrQrVu3StFU7ggWkJquEVSNJwmp6RpLqpc7KZeuCWFrNwo/TpwnRP6+U9BrxGFXXowGg5AQfFK4vfZH4daaDULs3sOCQacr9j3Z2Trhu18PC9nZxdcrSwxarZAQfFK4t2WncH/b30LK+cuC0Wgsk7bLUo8uPUO4t/kvIezLdULEuk1C2vVbZWChdVRG/5Qn9qZHEOxPkxj1WOsPDhw4IAAFXmPGjBEEQRDWrVtX6PEFCxYIgiAIkZGRQs+ePQVvb29BqVQK9erVE6ZNmyYkJiaWk8LKR/SZv/KSdPIsUZv+JHbXfvRpD5bGeLZuhv+wRwkc/USJmy+AeTIRS7CmviAIxO7az73fd+Tky9b9O5cjl+PTvQMBTw4i4KnHpB18LESbnELUz1u5v2UX6ZdvmModq3jgN7gfgc8Mo0qbFha1ZU0/VvRe3BIStoJY/IE9Y/nzv0pEMBq5uvATTj45geSTZ6k94Rmar1vOV0GdaPjJApz8qnH9g+UcHfAMaVdvWtxuUM85JT6mtmZXKb1aQ8jYGZybOJvsmHgavT2Njr+toePva2n24ZsIegMXZ77HyacmkB2fWOD9Geos2g5eQEa+QCpb5WH1pJy9QPAjI7i5dBWudWvTatVHdNr8DR1+/oqazw8n4dAJjg8ew42lX2HB/aUJa/o8r1OW+kf82Jsme9MjYRk2Mcd87b1Pifh2E03en03tCc8ik8lIy8hkb9KPVBs6kHrPDkMTGcW5ibM5+dQEuu/9xTw5RT7yzx0XNo9obYpGQRA4O+51UkIv0+77z6nev5fZcZ+uHaj14giSQy5wbuIsTj49ie57NpnloDYKAldvRZtFb9oyD6MnIyycU6Mm4964Hl13bUTlV93seNVeXWj45hRur/yOGx9/iUwup8GsV4pt05K54+JGylL/iB9702RveiQsQ/QjZk1kFHfW/UKjt6ZQZ+JzRea/dqkVSMffv0bm4MCtL761qO28P7x5f5BLkzc5fn8wicGnaLP64wJOOS9e7VrS4eevUIdFcPfnrRbZ+V8k7NM1OFbxoMMvqws45Vxkcjn1pk2k7pRx3P5yfaFPIfKTv8+L6nfp8bWEhERlIXrHfOe7TTh6elB7/OgS6zp6uFN38otEbfoT7b9pHUuiuB/q8MNLLf6BjljzI1Xat6Rqn5KjBN0bN8D/iYGEr/6hxLr/RTLvxxC97R/qThmHwqXgPsv5CXp1DDKFgsgNv1nUfmFPRySnLCEhIRZE75jV4XfxbNsCh3w7ibiolGz7ejou+fYo9e7WAUGnJ+tejMXnyP0hjktMM+XLtvbHWX37Dj7dOpS4o1UuPt07kHknCsHwYEF/UZpsldLq0dyJAkGgao9OFtVXVvHEo3kj1LfvWHyO3Juu3D63pN+l/hE/9qbJ3vRIWIboHbODkxJ9esHNCRQKB/p3b4ZC4WBWrk9XAyB3ergPsjVBX7nn06VZvomCPi0DmaMC8qy/LUqTrVJaPQ7/9p01G5Ho09KtXnMd1HOOaVep3H+LQ+of8WNvmuxNj4RliN4xV+3TleQTZ0m/Zh5tnZaRSfX20wqktIv8/lecawfiUqemRe3nfYxZ3cfDbIcha5xztT7duL95J7pCbiLyIxgMRP7wO9X6dDMbYRelyVYprR73Zo1wqu5D5PeWPZpOPnOe9Cs3qdqnq8XnyNu3lva51D/ix9402ZseCcsQvWOu8fRgnAP9ufz2x+g1GrNj+fMzx+4+QOzO/dSfPsG0lWJxFBXkVVRQWHHUfW0sBk0m1xZ+ipAnr2xh3PriWzThd6k/86UCx/JrsnVKo8fByYmgV8dy//cdJBw+UWxdXVo6V+f/D7dG9fB7rK9F7Rc2n2xpn0v9I37sTZO96ZEoGdE7ZrmjIy2/WETahaucGDKWuH1HMOp0ZnUyo+5z/YPlnJ04G78h/Ql4enCJ7ZYU5GWtc1b5+9J8yTtEbfqTMy9MJTnkgtnaWkEQSLt6k/NT3ubm0lXUn/Uyni2bltjuf5XaY0dStVcXzjw/hZufriYrJs7suFGrJfbvgxwb9Bzq8Ehafv6eRWk5iwvyKi4QUEJCQqKisIl1zN6d29Flx/dcmDafkBem4ejliWurpkyKPk/o8PGoL15DrnKi/syXqD99IjKH4udjrMmVbU3O5MDRw3Dyq86l2e9zYsgYnAP9cW/WEGQy1LfuoL4ZjqOXJy2/WEQNC24e/svIlUrarlvGzf99xa0vviXss7VUadscJ99qGLO1JJ8ORZ+WQZV2LWj/wwpc69YusU1L+t2SNe4SEhIS5YlNpeQUBIH0qzeJ3rqbtGthpCan41PTj+r9euA7sDcK15KX1kD5puSEnDnkpJNnidmxl8yoaDAacfKthu+gPlTt1aXIdJwGg5Hrt2NoVNevwJZ1tkhZ6dGlpRO7az8JB4+jS0lF7uSEe9MG+A971KJNS3Kx1snmry/1j/ixN01i1CMWf2DP2MSI2YTRiC4lFV1qGob0DJTabPRp6ehT0zBoMi12zNaOgKytL3NwwKdrB3y6drDqfXK5jEB/L+Ryy5ZciZ2y0mPIzEKXmo4uNQ1dWgZyZTa61HT0qekIRqNVO0s9DFL/iB9702RveiQsQxy3YBaQHHKBwz2Gcerpl0g4eBwH32r8cPoO2qxsri74hP1tBnB1wdIC88+2RLo6C98O0+0m2ONh9RgyM7n0xiIOtB3I9Q+WI5PLcW9cH1WAL7G79nPiiXEEPzKCtMvXLW7T0rnjvI+yc5H6R/zYmyZ70yNhGTYxYo7fH8zZ8TPxaNGYlis+oErbFqSrs/jx0HQ+Xb8clS6bqJ+2cON/X5ERFkG79Z9LuzfZOIbMTE4/+xqp56/Q5L1Z1Bg51GznMMFoJOnkWa4t+IQTT4yj/Y8r8O7crtg2rc2VnfseCQkJiYpE9CNmQ3Y2F2e9h3e3DnT64xu82rUskF1L6VWFuq+No/3GlSQcOsHdjZsryVqJsiLim59IOXuRjr+tpc7E5wps5ymTy/Hp0p7Of67Do3kjLs5ciFGvL7Hd4qLtS5uOVUJCQqIsEb1jjvp5K9nxSTRdPNdsJ6bCqNq9E/5PDOD2iu9s+pH2fx29RkP46h+o+eyTeLVrWWxdB2dnmix6A01EFNF//m1R+4U5ZylXtoSEhFgQvWNODD6FT9f2uAbVMit3d1URe3o57q7maRhrPvskWdFxaCLuVqSZZUJRmmyV0upJvxqGLjmVwGeftKi+Z4smeLRoTGLwKYvPkdf5ujZ7udDy/Ej9I37sTZO96ZGwDNE7ZqNOj9y54IfSaBSIik7GaDRf7eXgkhO+b9Ta3oi5KE22Smn1CP8+7cjtS0twcHE2vc9ScjexAEz/FofUP+LH3jTZmx4JyxC9Y3ZrEETyqXMFclCrM7NpN3Qh6sxss/L4/UeROylxrhlQkWaWCUVpslVKq8clqBYyBznx+49aVD87IZG0C1dxbVDX4nPkRmdX9/EwvXLLi0LqH/Fjb5rsTY+EZYjeMdeZ+CwGTSbhqzeUWDc7PpGIrzdS84XhBYKFJGwHlW81Ap4eTPiX69ClljySvbX8W3BwoNaYERa1X1iQV2nyo0tISEiUB6J3zCq/6tR9bSy3ln3NzU9XFxl5m37tJiefmoCDyom6r42rYCslypr6r0/CqNVx8qmJqMMjC61j1Om4tvhz7nz7M/Vfn4SyimeJ7VqTK1tCQkKiMhC9YwZoMOdVGsyZTNhnaznQ7lEuv/Mx8Tv30dGQwv0ffufk8IkE9x2FTKGg09Z1qHyrVbbJpcbegjxKq8elViCdNn+DITOTwz2e5NSol4nc8Bux/xwketvfXJq7mP2t+xOx9kcaL5xF3cljSmzTmlzZ+evnIvWP+LE3Tbau5/DhwwwZMoSAgABkMhlbt241O75582YGDhxI1apVkclkhIaGFmgjOzubqVOnUrVqVVxdXRk6dChRUVEVI6ASsKlc2WlXbnDvt+1Eb91NdmwCADIHOT7dO+I/7FH8nxiIg8q2P8QS5ujVGqK37ub+1t0kHTsD/35cnQP98X9iIDVGDsHNwrlla3KeS8unJCQKx1p/sGvXLo4ePUrbtm0ZPnw4W7ZsYdiwYabjP/zwA+Hh4QQEBDBp0iTOnTtH69atzdqYPHky27dvZ/369fj4+DBr1iySkpIICQnBoYRNi2wSwQJS0zWCqvEkITVdY0n1csdoNAqaxGTh7+1HhWy1OGwqC3Q6vfDPkUuCTqevbFPKhLLUkxWXINz95U/h5vKvhfBvNgpJZy8IRqOxDKy0HKl/xI+9aRKjnofxB4CwZcuWQo+Fh4cLgHDu3Dmz8pSUFMHR0VHYtGmTqezevXuCXC4Xdu/ebbUNtoBVKTnTMx7ka3VUOOCsUpKZpUWnN5jKnZQKnJSOqDXZGIxGU7lK6YhSqSBDnYUxzyDdRaVEoXAgLSPT7Fyuzk7I5bICOWLdXVUYjQJJWoEn5qwn7EAT3I3g4eaMXm9Ak6U11ZXLZLi5qtBq9WTlWT7lIJfj6uJEtlZHtvbBnHVla4pNSGPopOWEHViCu5vK5jWlq7PM9ID1/ZR94RI3PltL0tHTCEYjckcFgk6PTCZDVasG1UcMocb4Z5A7Opa7JkEQCugpjSax9FN6Rk7/3D+xrMDORZImcWjK1RNz6nPcXFQForMrQ5P23/emp6WD8UH7Tk5OODk5UdaEhISg0+kYMGCAqSwgIIDmzZtz7NgxBg4cWObnrGyscsz1+8w1/T12eHdWLX6RmYs3sf6PYFP5O68NZt6UoYyetoq9R6+Yyr96/wXGjehBz1EfcfVWtKl829fT6d+9GfV7zzX7goVsW0igvxe+Haab2RB7ejlR0cm0G7rQZJO7q4q4M19w4MQ1hk5abqrbpJ4/Z3e8x8Y/j/Pquz+Yyvt1a8r2b2awdO0uPvhyh6SpnDTdjIg16QGs1jS5qp7+4eeJ9/Rmg+BHqHt11A5Kxj3Zhfcfa8oPsz7F7c0lhC9czWr/1syc9mS5ago7sMRMT2k0ia2fAG5GxNJr9MeSJhFrylBncy8mxfQbUZmaPn17FACBNQPNHPOCBQtYuPCBfWVFTEwMSqUSLy8vs3JfX19iYmLK/HxiwKo55rwjhcoeXcbEp1K/z1y7GV3ao6aUNA0BnV8v1Yg56fBxrkyYSdArLxD0xmtoDQ9syasp8eQ5Lk+aRZUu7Wn99dJyHzH7dZxhVyPm+n3m2s3o0h415eoR24i5ZrdZhO1bbPY9sGTELJPJCswx5xIREUFQUFCBOeaffvqJcePGkZ1trr1///7Uq1eP1atXF3tOW8SqEXOus8iLs0pJYdP/ri6Fd5BbERGGRQURFFbu4CDD092ZJvX88XR3NrWpUDgUWl+pVKBUFpTqpHTESVlwFypJU9loclQ4FNADJWsSBIFLX67Dq0MrGr87M+exdSHndFYpCezVCRbN4eLrC8kOC8epacNy05ShzipUjyWa8iOGfpLLZDSp54+jwqHQdiRNla8pV4+DXI6Dg7zQ+hWtKfdmwt3DvUKCgf38/NBqtSQnJ5uNmuPi4ujatWu5n78ysInlUoXh5qri7I73ivzA2yL2pqm0ejKuh5F67hL1po4vsJNYYQQMfxyVf3Wift5aSkstQ+of8WNvmuxNT2lo164djo6O7Nmzx1QWHR3NpUuXJMcsNrRaPet+O2IKRLAH7E1TafVoE5MBLE6xKVcocKlT0/S+8kLqH/Fjb5rsQU9GRgahoaGm9cnh4eGEhoYSGZmTOCgpKYnQ0FCuXMmZx75+/TqhoaGm+WNPT08mTJjArFmz2LdvH+fOneP555+nRYsW9OvXr1I0lTuWhG6LbbmUIIjTpofF3jSVVk/qlRvCTv/WQty+IxbVN+r1wv72jwqX3v6oNGZabpfUP6LH3jSJUY+1Nh04cEAACrzGjBkjCIIgrFu3rtDjCxYsMLWRmZkpTJkyRfD29hacnZ2FwYMHC5GRkeWgThxYNccsIVERuDeuj0eLxtz+cj3VHuleYv37f/5N1r0YAkcNrQDrJCQkrKF3794IxcQYjx07lrFjxxbbhkqlYsWKFaxYsaKMrRMnNvsoW8J+kclkNJj9CknHQ7jxvy8R8kSE5if1/GWuvruUav174tmyaQVaKSEhIVE+2OyI2UEup1+3pjjI7efewt40PYye6v170eidaVz/4AuSjodQ87mn8H20Dwo3VwRBICXkAve37OLuj3/g0bwxLZe/Xw4KzJH6R/zYmyZ70yNhGTaVK1viv0fCoeOELVtL8qlQkMtRuLlgzMrGqNXh5FeNwGeGUX/6RORKZWWbKiHxn0DyB+WPzd6GZWt1LF65jew8C+htHXvTVBZ6qvbqQuet6+h9eifNl86j3rQJNHr3dTr+8TV9zuym4ZxXK8wpS/0jfuxNk73pkbAMG3bMej74codZBhtbx940laUe5xr+1HzmSeq+OpY645/Bp0t7ZBX8eE/qH/Fjb5rsTY+EZdisY5aQkJCQkLBHJMcsISEhISEhImzWMTsqHBg7vDuOCvvZJNveNEl6xI296QH702RveiQsQ4rKlpCQkJCwGMkflD82O2LOzNIyed4GMvNsd2br2JsmSY+4sTc9YH+a7E2PhGXYrGPW6Q2s/yPYbP9QW8feNEl6xI296QH702RveiQsw2Yds4SEhISEhD1iUUpOgyHnbu1eTDLpblnlapClpKtz7Lgfm0J6hjhseljsTZOkR9zYmx6wP01i1JOWkQk88AsSZY9FwV9nLobTY+RHFWGPhISEhIQNcOTXt2jfIqiyzbBLLBox16tVDYCwA0twd1OVq0GWkp6RRf0+c0Vl08Nib5okPeLG3vSA/WkSo55cm3L9wn+BzMxMnJyckP+bbXDfvn2EhobSpEkTHnvssTI/n0WO2cEhZw2du5tKdOHxYrTpYbE3TZIecWNvesD+NIlRT65f+C/QuXNnDh06RJUqVfjoo4/Ys2cPjz32GKtXr2b//v188sknZXo+m932UUJCQkJCoiLQ6/VUqVIFgD/++INjx46hVCqZOXMmrVu3LvPz2WxUtruritjTy3F3FcfjnbLA3jRJesSNvekB+9Nkb3psFV9fX44dOwZAjRo1SEhIACA9Pb1czmezjtloFIiKTsZoLDF2zWawN02SHnFjb3rA/jTZmx5b5bvvvuPtt99mwIAByOVyWrVqxWOPPcYjjzzC0qVLy/x8NuuY1ZnZtBu6EHVmdmWbUmbYmyZJj7ixNz1gf5rsTY+tUqdOHQ4ePMjnn3/O2LFjWbVqFe+++y6nTp1i4MCBZX4+aY5ZQkJCQkLCApo2bUrTpk3L/TySY5aQkLA7Oj/xDrEJaQ/djn/1KlzaU7YRtxK2T1RUFKtWreLYsWPExMQgk8nw9fWla9euvPLKK9SsWfOh2rfZR9mAXQZE2JsmSY+4sTc9kKMpJj4VjVb+0K/ouJTKlmPzfXT48GGGDBlCQEAAMpmMrVu3mh0XBIGFCxcSEBCAs7MzvXv35vLly2Z1srOzmTp1KlWrVsXV1ZWhQ4cSFRVlVic5OZkXXngBT09PPD09eeGFF0hJSTGrExkZyZAhQ3B1daVq1apMmzYNrda6DUKCg4Np0qQJW7ZsoVWrVrz44os8//zztGrViq1bt9KsWTOOHj1qVZv5kbZ9lJCQsDt8Wk1Eo334cYeL0kji+W/KwCL7wVp/sGvXLo4ePUrbtm0ZPnw4W7ZsYdiwYabjS5Ys4YMPPmD9+vU0bNiQxYsXc/jwYa5fv467uzsAkydPZvv27axfvx4fHx9mzZpFUlISISEhpvXUgwYNIioqirVr1wLw0ksvUadOHbZv3w7kpBBt3bo11apV49NPPyUxMZExY8bw1FNPsWLFCov1d+jQge7du7Ns2bJCj7/++usEBwdz+vRpi9ssgGABqekaQdV4kpCarrGkeoWg0+mFf45cEnQ6fWWbUmbYmyZJj7ixNz2C8ECTd8vxgqrxpId+ebecIAo9Yuqjh/EHgLBlyxbT/41Go+Dn5yd8/PHHprKsrCzB09NTWL16tSAIgpCSkiI4OjoKmzZtMtW5d++eIJfLhd27dwuCIAhXrlwRAOHEiROmOsePHxcA4dq1a4IgCMLOnTsFuVwu3Lt3z1Tn559/FpycnITU1FSLNahUKlObhXH16lVBpVJZ3F5hWDXHnDeJuqPCAWeVkswsrdmWZE5KBU5KR9SabAxGo6lcpXREqVSQoc7CmGeQ7qJSolA4mBKj5+Lq7IRcLjMlcc/F3VWF0SgQm5DG0EnLTanqPNyc0esNaPLsWyqXyXBzVaHV6snS6kzlDnI5ri5OZGt1ZGv1kqZy0pSuzjLTA9i0JkEQCuixZU3pGTn9c//EMhwczEeXtq7J2ZEyQjA7b0VrytUTc+pz3FxUBaKzK6OftP++Nz0tHYwP2ndycsLJyamkC2pGeHg4MTExDBgwwKydXr16cezYMV5++WVCQkLQ6XRmdQICAmjevDnHjh1j4MCBHD9+HE9PTzp16mSq07lzZzw9PTl27BiNGjXi+PHjNG/enICAAFOdgQMHkp2dTUhICH369LHIZn9/f1ObhXH8+HH8/f2tug75scox1+8z1/T32OHdWbX4RWYu3sT6P4JN5e+8Nph5U4Yyetoq9h69Yir/6v0XGDeiBz1HfcTVW9Gm8m1fT6d/92bU7z3X7AsWsm0hgf5e+HaYbmZD7OnlREUn027oQpNN7q4q4s58wYET1xg6abmpbpN6/pzd8R4b/zzOq+/+YCrv160p27+ZwdK1u/jgyx2SpnLSdDMi1qQHsHlNYQeWmOmxB00ANyNi6TX6Y7vSJJQ8Q2cRWp3BrP3K0pShzuZeTIrpNwIqr58+fXsUAIE1A80c84IFC1i48IF9lhATEwPkJPDIi6+vL3fu3DHVUSqVeHl5FaiT+/6YmBiqV69eoP3q1aub1cl/Hi8vL5RKpamOJcyePZtXXnmFkJAQ+vfvj6+vLzKZjJiYGPbs2cM333zD559/bnF7hWHVHHPekUJljy5j4lPNkrvb6h2+PWtKSdMQ0Pl1uxox+3WcYVcj5vp95trdiLl+n7k4OxrI1D18LmcXpYHwoysrTVOuHrGNmGt2m0XYvsVm3wNLRswymcxsjvnYsWN069aN+/fvm40yJ02axN27d9m9ezc//fQT48aNIzvbXHv//v2pV68eq1ev5sMPP+T777/n+vXrZnUaNGjAhAkTePPNN3nppZe4c+cOf//9t1kdpVLJhg0bGD16dLG25+WXX35h2bJlhISEmLa/dHBwoF27dsycOZORI0da3FZhWDViLiyRurNKSWHT/64uhXeQWxERhkUFERRW7uAgw9PdmSb1/PF0dza1qVA4FFpfqVSgVBaU6qR0xElZ8JmXpKlsNDkqHAroAdvVlKHOKlQP2KYmuUxGk3r+OCocCm3HljXdiYwqtK71yAo9b0VpytXjIJfj4CAvtH5F91PuzYS7h/tDBwP7+fkBOaPZvI45Li7ONLr18/NDq9WSnJxsNmqOi4uja9eupjqxsbEF2o+Pjzdr5+TJk2bHk5OT0el0BUbSJTFq1ChGjRqFTqczpeesWrUqjo5lM4dis8ul3FxVnN3xXpEfeFvE3jRJesSNvemBB5qQySrblDLBHvsoL0FBQfj5+bFnzx5TmVar5dChQyan265dOxwdHc3qREdHc+nSJVOdLl26kJqayqlTp0x1Tp48SWpqqlmdS5cuER39YErhn3/+wcnJiXbt2pXKfkdHR/z9/fH39y8zpww27Ji1Wj3rfjtiCkSwB+xNk6RH3NibHnigCewjt7Q99FFGRgahoaGEhoYCOQFfoaGhREZGIpPJmDFjBh9++CFbtmzh0qVLjB07FhcXF5599lkAPD09mTBhArNmzWLfvn2cO3eO559/nhYtWtCvXz8AmjRpwqOPPsqkSZM4ceIEJ06cYNKkSQwePNgUpDVgwACaNm3KCy+8wLlz59i3bx+zZ89m0qRJeHh4lJneu3fvMn78+Idqw2Ydc5ZWx6vv/mA2h2Lr2JsmSY+4sTc98EBTGcV+VTr20EdnzpyhTZs2tGnTBoCZM2fSpk0b3n33XQDeeOMNZsyYwauvvkr79u25d+8e//zzj2kNM8CyZcsYNmwYI0eOpFu3bri4uLB9+3azPaE3btxIixYtGDBgAAMGDKBly5b88MOD4DcHBwf++usvVCoV3bp1Y+TIkQwbNqzM91JOSkri+++/f6g2pJScEhISEhLlRu/evYuNkpfJZCz8f3vnHRbV0bbx57CAVLEiCtgAFRUEQUVEiAqiBuxgiZVi7D1Yo8YYNTHR2GLB14oGfWOJ8Y2amNh7byAWUGOkKNKl7t7fH3x72KWJUvac4/yuy0t2zmH2uZlz5pnyzMyiRaVGdOvp6dHatWtL3QikVq1aFBYWVqotDRs2pCNHjpR6z7s4fPhwqdejo6PLlT8Rc8wMBoPBYJSZvn37Esdx72xslAfRDmXLtLTIs1NLkmmJVkIRpKaJ6RE2UtNDVKBJGqFf0iwjsVO/fn3av38/KRSKYv/duHGj3N/B9spmMBiSg+2VXXl87P6gd+/e5ODgQIsXLy72+u3bt8nR0ZEUKmu/3xfRNsOyc3JpybrDlC3ioIjCSE0T0yNspKaHqECTVKKypVhGYueLL77gl2AVh7W1NZ08ebJc3yFix5xH36w/oraDjdiRmiamR9hITQ9RgSapRGVLsYzETufOnalHjx4lXjc0NCQPD49yfYdoHTODwWAwGFKEOWYGg8FgMASEaB2zjraMRg1wIx3t8m9ULxSkponpETZS00NUoEkqUdlSLCPGu2FR2QwGQ3KwqOzKg/mDyke0PebMrBwaN38nZaocdyZ2pKaJ6RE2UtNDVKBJKtFfUiwjxrsRrWPOzZPT9v3n1M4PFTtS08T0CBup6SEq0CQNtyzNMmK8G9E6ZgaDwWAwpAhzzAwGg8FgCAjROuZquto0b4IPVdOVzjkcUtPE9AgbqekhKtBUzjMEBIMUy4jxblhUNoPBkBwsKrvyYP6ggLNnz9KmTZvoyZMn9Msvv5C5uTnt2rWLmjRpQm5ubh+cr2h7zBlvs8k36EfKeJutaVMqDKlpYnqEjdT0EBVokkpUthTLSCrs37+fvL29SV9fn27evEnZ2flllJaWRkuXLi1X3qJ1zHKFgk6cjyB5OU7wEBpS08T0CBup6SEq0CQNtyzNMpIKS5YsoY0bN1JoaCjp6Ojw6a6uruU++lG0jpnBYDAYDE0RFRVF7u7uRdKrV69OycnJ5cqbOWYGg8FgMN6T+vXr0+PHj4uknzt3jpo2bVquvEXrmPV0deinxcNJT1fn3TeLBKlpYnqEjdT0EBVokkpUthTLSCp8/vnnNGXKFLp8+TJxHEcvX76k3bt308yZM2n8+PHlyptFZTMYDMnBorIrD+YPCpg3bx6tWrWKsrKyiIioWrVqNHPmTPr666/Lla9oe8zpGVnU1mchpWdkadqUCkNqmpgeYSM1PUQFmqQSlS3FMpIS33zzDb1+/ZquXLlCly5dolevXpXbKRMRCXrVemuvmRSbkFzsNQD0NjObGnacQFwp41b1TWvQvT+/ryQLKxYFQJFPYkkhkUqF6RE2UtNDVKBJXyIjv1IsI6lhYGBAzs7OFZqnoB1zbEJyqcNRnLYBZea+Ow8Gg8FgMCqarKwsunPnDiUkJJCi0JK23r17f3C+gnbMDAaDwWAIkWPHjtGIESPo9evXRa5xHEdy+YefCCbaOWYpYqCnS4dDp5CBnq6mTakQmB5hIzU9RAWapBKVLcUykgoTJ04kPz8/io2NJYVCofavPE6ZiDlmQaGtLSMvt1akrS3TtCkVAtMjbKSmh6hAE5E0PLMUymjRokXEcZzaPzMzM/46AFq0aBE1aNCA9PX16ZNPPqH79++r5ZGdnU2TJk2iOnXqkKGhIfXu3ZtevHihdk9SUhINHz6cTExMyMTEhIYPH17ujT5KIyEhgaZPn0716tWr8LyZYxYQqemZZOo8mVLTMzVtSoXA9AgbqekhKtBUhlWgokAqZdSqVSuKjY3l/929e5e/9t1339HKlStp3bp1dPXqVTIzMyMvLy9KS0vj75k6dSodPHiQwsPD6dy5c5Senk4+Pj5qPdOhQ4fSrVu36NixY3Ts2DG6desWDR8+vNI0DRw4kE6dOlUpebM5ZoGRJrFlEUyPsJGaHqJ8TZURlV3aKpH34X1XikihjLS1tdV6yUoA0I8//kjz5s2j/v37ExHRjh07qF69erRnzx76/PPPKSUlhf7zn//Qrl27yNPTk4iIwsLCyNLSkk6cOEHe3t4UGRlJx44do0uXLlGHDh2IiCg0NJQ6duxIUVFR1Lx58wrXtG7dOvLz86OzZ8+SnZ2d2n7ZRESTJ0/+4LzfyzGnpRc8IDraMtLX06XMrBzKzStotVTT1aZqujqU8TZbbeN1PV0d0tXVpvSMLLXQfwM9XdLWlhVpERrqV3tvMSWRk5NHWTkF4dsyLS0yNKhG2Tm5lJ2TV6WatLS4Ii+asaEeKRTg/77K/6sb6VNenpzeZuXw92pxHBkZ6olCk1yuUNMjdk3KXpiqHjFrUuqQyxVF7he7pooD/Pe+jE+izNzyDym/jE+ivDw5aWvLqGW36RT3KoW/lj83zqn1+JGXTY1dJxLHFV2enb9UFFSvjgld+vUbIqr8csr5/99NS00jUhTkX61aNapWrfh6+9GjR9SgQQOqVq0adejQgZYuXUpNmzalmJgYiouLo+7du6vl4+HhQRcuXKDPP/+crl+/Trm5uWr3NGjQgFq3bk0XLlwgb29vunjxIpmYmPBOmYjIxcWFTExM6MKFC5XimPfs2UPHjx8nfX19OnXqlNqyXY7jqs4xW3eZxf88aoAbbVgygqYvCaft+8/x6fMm+ND8ib1p8OQNdOJ8BJ/+0+LhNNqvM7kPWkaRT2L59MOhU8jLrRVZfzJL7QW7fnhRhQ1H7f71Io1fsIv/7NmpJf22ZSqt2HyUvll/pEo1WdSvSfXaTVGzL/7qanoRm0ROvRcRUf7f2dhQjxKuraGTlx5Q7+DV/L22VvXpxpGvRKHp0dN4Xg8RiV7T45PfqumRgiYiokdP48lj8HJJaaqouiMnV87nj7xs4rQNyp3n28xsOnnpAXm5taLo56+I0y5996yyLAuNfp7A21nZ5fTD3EFERGRhaaHmmBcuXEiLFi0qYluHDh1o586d1KxZM4qPj6clS5aQq6sr3b9/n+Li4oiIiszT1qtXj549e0ZERHFxcaSrq0s1a9Ysco/y9+Pi4sjU1LTId5uamvL3VDTz58+nxYsX0+zZs0lLq2Jnhd9rS87HJ78lYyM9Iqqa1rBp2zHl3lbPQFdBsVc3CraFT1TQY05Nz6RHT+PJpnE9ksm0RNtrUWrKzZXTrcjnvB4izfTE/nDsQpmx8UWOAlS2b8uSrm9mSv0eXKDIx7FkUb8mr0dTmiqinORyBb2MTyabxvXUbJSCJne/BfQ2p/y9WwNdOcWcX0dERI1dJ1ZIj1lfR04JNzaTtraMatkHVlieTy/k21kVPWbLTjPo8V9LeH9AVHqPWZWMjAyysrKikJAQcnFxoU6dOtHLly+pfv36/D3BwcH0zz//0LFjx2jPnj00evRo/rxjJV5eXmRlZUUbN26kpUuX0o4dOygqKkrtHhsbGwoMDKTZs2e/0673pVatWnT16lWysrKq8Lzfq8dsbKRXZG9UfT1dKq69Z2hQfAEZGeoVm16Ze67q6mqTrm5RqdV0dahaMZvDV7am4tJlMo5qVDegFlb1ydhQjx8W0daWFXu/GDTp6MiK6CGqek2ZsfFklFG+g+bT4xJIJtOiRha1i+ghEmc5ASCZTIt0dGTF2ihmTRUXlc3x+Ze2w+B75chxfJR1ReZZ+O9TWeWkbCAZVzf+oHrb0NCQ7Ozs6NGjR9S3b18iyu/xqjrmhIQEvhdtZmZGOTk5lJSUpNZrTkhIIFdXV/6e+Pj4It/16tWrSomaJiIaOXIk7d27l+bOnVvhebOobAGRlpFF9dpNkUSwBxHTI3SkpoeoQJNUorKlSHZ2NkVGRlL9+vWpSZMmZGZmRn/++Sd/PScnh06fPs07XScnJ9LR0VG7JzY2lu7du8ff07FjR0pJSaErV67w91y+fJlSUlL4eyoauVxO3333HXl4eNCkSZNo+vTpav/KA4vKZjAYDEalMXPmTPL19aWGDRtSQkICLVmyhFJTU2nkyJHEcRxNnTqVli5dSjY2NmRjY0NLly4lAwMDGjp0KBERmZiYUGBgIM2YMYNq165NtWrVopkzZ5KdnR0fpW1ra0s9evSg4OBg2rRpExERjRkzhnx8fCol8IuI6O7du+To6EhERPfu3VO7Vt6REOaYGQwGg1FpvHjxgoYMGUKvX7+munXrkouLC126dIkaNWpEREQhISGUmZlJ48ePp6SkJOrQoQP98ccfZGxszOexatUq0tbWJn9/f8rMzKRu3brR9u3bSSYrmJ/fvXs3TZ48mY/e7t27N61bt67SdJ08ebLS8maOmcFgMBiVRnh4eKnXOY6jRYsWFRvRrURPT4/Wrl1La9euLfGeWrVqUVhY2IeaKSiYYxYQxoZ6FH91NRmXEPwiNpgeYSM1PUQFmpp0mqRpUxgSZ/HixaVeX7BgwQfnzRyzgFAoQC9ik6h5UzOSycS/1y/TI2ykpoeoQFPRRXAMRsVy8OBBtc+5ubkUExND2traZGVlVS7HzKKyBURGZjY59V5EGZnlW9ojFJgeYSM1PUQFmlhQNqOyuXnzptq/e/fuUWxsLHXr1o2mTZtWrrxZj5khKH5p1pEyX5Zvpx79BmY08OHFCrKIwWAwykb16tVp8eLF5OPjU64DNJhjZgiKzJdx5d8MpJyOncFgMD6U5ORkSklJefeNpcAcs8CQUiAOEdMjdKSmhyhfU15OhqbNYEicNWvWqH0GQLGxsbRr1y7q0aNHufJmjllAVDfSp4Rra959o0hgejTPu6YGfiCiX81+KzUPMU0NKMuodpsgTZvCkDirVq1S+6ylpUV169alkSNH0pw5c8qVN3PMAiIvT04nLz2gLi4t+L10xQzTo3k+tqkBZRmxqGxGZRMTE1NpebOobAHxNiuHegevVjvRR8wwPYyqRllGLCqbIWY+uh5za6+ZFJuQXK486pvWoHt/fl8xBjEYDAZDFLzP4RQrV6784O/56BxzbEJyuc94Lq9jZzAYDIb4uHnzZpnuY4dYSAgtjiNbq/qkVUFntGoapodR1SjL6NnzF5o2hSFBKvPgClWYYxYQRoZ6dOPIV5o2o8JgehhVjbKMWFQ2oypITk6m//znPxQZGUkcx1HLli0pICCATExMypUvc8wCIicnj3b/epG+33SI4l6Vb4E6kebnwpV6PuvTkXR1xf+oSU2PFFGWEYvKZlQ2165dI29vb9LX16f27dsTAFq5ciV988039Mcff1Dbtm0/OG9WuwiIrJxcGr9gF+nryCkzt/zLcTQ9F67UM6CnsyQcmdT0SJGCd0jTljCkzrRp06h3794UGhpK2tr59UFeXh4FBQXR1KlT6cyZMx+cN6tdGAwGg8F4T65du6bmlImItLW1KSQkhJydncuVN1vHzGAwGAzGe1K9enV6/vx5kfR//vmHjI2Ny5U3c8wCQqalRZ6dWpJUYn6VemRa0njMpKZHikjtHWIIl0GDBlFgYCDt3buX/vnnH3rx4gWFh4dTUFAQDRkypFx5s6FsAWFoUI1+2zJVMhGlSj1SQWp6pIjU3iGGcPn++++J4zgaMWIE5eXlERGRjo4OjRs3jpYvX16uvJljFhDZObm0YvNRqoyI0orY8Yzo/SK9lXq+GNOTqumKPxpHano+lMrYPa+izuH2vXem0t4hBoOI6NatW+Tg4EC6urq0evVqWrZsGT158oQAkLW1NRkYGJT7O5hjFhDZOXn0zfojlRJRWhE7ninzKStKPZNHeUnCkUlNz4dSGbvnVdRhG5X5DjEYRERt27YlR0dHCgoKoqFDh5KJiQnZ2dlV6Hcwx1xOKrIneuHg1+U3qAp5Vy8HRLTybTYdMvuzxDk/MR0pyGAwGOfPn6etW7fS7NmzacaMGdS/f38KDAykLl26VNh3MMdcTjTRExUKZenlGBMRlXKPmI4UZDAYjI4dO1LHjh1pzZo1tG/fPtq2bRt5enpS48aNKSAggEaOHEkWFhbl+g4WXiogdLRlNGqAG4soFSjK8tERyVnMHyPsHWJUFfr6+jRy5Eg6deoUPXz4kIYMGUKbNm2iJk2aUK9evcqVN+sxCwh9PV3asGQE7fvtw3eMYVQeyvIhqrhgJTaMX7Gwd4ihCaysrGj27NlkaWlJc+fOpePHj5crP+aYBURmVg5NXxJO7JR3YaIsn5XzB1dYsJIq7Kzw8sPeIUZVc/r0adq6dSvt37+fZDIZ+fv7U2BgYLnyZI5ZQOTmyWn7/nMsolSgKMvn29l+lZI/Oyu8/LB3iFEV/PPPP7R9+3bavn07xcTEkKurK61du5b8/f3J0NCw3Pkzx8xgMBgMRhnx8vKikydPUt26dWnEiBEUEBBAzZs3r9DvKJNjxv8PC6WlZ1Xol7/7eysmj9T0zErLs6JGzICCv29F5lkZdirzzORkpKVVvrZdJidTKx8h56ksn7T0rEqxszKe94/NTrG9Q5WRZ2VT8Df+OKcL9PX1af/+/eTj40MyWeUEgnIow1/337gksu4yq1IMYDAYDIb4eHzyWzI3q6lpMyRJmRyzQqGg2IQUMjKsRhwnjIUIaalpZGFpQS/+eUHG1ct3kodQkJompkfYSE0PkfQ0CVEPAErPyKb6piakxQ50qRTKNHakpaUlvJaRIpdIkUvGRnpU3Uhf09ZUDFLTxPQIG6npIZKeJoHqMTEu/37QjJJhzR0Gg8FgMAQEc8wMBoPBYAgI0TrmatWq0cKFC6latWqaNqXCkJompkfYSE0PkfQ0SU0Po2yUKfiLwWAwGAxG1SDaHjODwWAwGFKEOWYGg8FgMAQEc8wMBoPBYAgI5pgZDAaDwRAQzDF/pMjlck2bwHgHUovLlJoeBqOyYI65BKTsuH7//Xf64YcfSKFQaNoURiGys7MpMzP/MAKhbH9bXt68eUNE0tFDRBQTE0M//vgj5eXladqUcpOSkqJpExiFYI65EBcuXKDExESSyWSSdM5btmwhHx8f2rNnjyT2uU1ISKCEhAR69eqVpk0pN5GRkTRo0CDq2rUrdevWjeLj44lI3D3N27dvU7t27ej69euaNqXCuHPnDrVp04ZWr14tese8bt06mjhxImVkZGjaFIYK4q+ZK5Dw8HByc3Mjf39/ev36teSc8+bNm2n8+PG0fPlySkhIoJ9++knTJpWL3bt3k5+fHzk6OtLo0aPp8OHDmjbpg4mIiKDOnTtT3bp1yd/fnxISEig4OJiI8nuaYnTOt2/fJhcXF/Lz8yMnJyciEncjgyhfU8eOHal///6Uk5NDa9as0bRJH0xoaChNnjyZfH19ydDQUO2a2MtJ9IABADh//jzs7OwwYMAAeHh4oEePHnj16hUAIC8vT8PWlZ9NmzZBJpPh4MGDAIC+ffuiX79+yMnJgUKh0KxxH8C2bdtgYGCADRs2YNu2bfDy8sKYMWM0bdYHkZGRge7du2PixIl82s6dOzFmzBjk5ORo0LIP5+7du9DT08OCBQv4tDdv3iAqKkqDVpWPW7duQV9fH3PmzAEABAYGolu3bkhKShLdO7Rlyxbo6Ojgl19+AQCkp6cjMTERr169glwuByCNek+sMMf8/+zcuRMDBgxAREQE9u3bBzc3N8k4599++w0cx/FOGQD2798PjuNw7tw5zRn2gZw8eRINGjTA3r17+bQ1a9Zg/PjxePr0KZ4/f65B696f5ORkODk5Yc+ePXzalClT0KhRI9jZ2cHJyQnh4eHIysrSoJVl5/Xr12jTpg1atGjBpw0fPhyOjo7Q19eHh4cHDh06JKpGx+PHj6GlpYW5c+fyab///js4jsMff/wBAKJxzpcvXwbHcVi+fDkAICIiAv3790fz5s1hZ2eHgQMHIiMjAwB4J82oWtiWnCpcv36dH3ILDw+n9evXk5GREe3cuZPq1q1LyG/IiG5uNikpiSIiIqhTp06kUChIS0uLcnNzycfHh2rXrk1btmwhAwNxHOOmUCjo6NGjdPfuXRo7dizVqFGDiIg8PT3p2bNnlJycTBYWFuTt7U3Lly/XrLFlBAC1adOGTE1Naf78+XTs2DFas2YNLV++nOzs7GjTpk106dIl+vvvv6lp06aaNvedZGZm0pdffknXrl0jZ2dnunDhAtWqVYsGDBhA1tbWtGDBAkpJSaGVK1fSJ598omlzy0RycjIdOHCAAgICiCi/zDiOo379+lFWVhaFh4eTiYmJhq0sG6mpqdS/f3+Kj4+nhQsX0pw5c8jd3Z06duxIaWlptGvXLgJAly5dYnt0awoNNgo0irJ1q1Aoim0VKhQKhIeH8z3nxMREZGVlITg4GC9evKhqcz+Y0nol33zzDSwsLHg9YmkdJycnIzY2lv/s6+sLa2trnD17FufOncOaNWtgYWGBEydOaNDK9+PGjRto2bIlBgwYAFNTU2zevFntes2aNbFixQoNWVd2lM9Qeno65s+fj8aNG8Pb2xvx8fH8Pbm5uWjZsiWGDRumKTMrjPXr18PCwgIREREAhPsOqdZ3QH75eHl5geM4fPHFF8jOzubvPXXqFJo2bYqwsDCN2Mr4iIeyExISABQ//KRMk8vlCA8Ph7u7Ozw9PeHi4oI6deogNze3Sm39EJRDUcWh1JeTkwNra2uMHTu2qswqFyVNJ2zatAkxMTH853v37qFmzZpqQ/dC4tWrV7h27RrOnz+P5ORkPl2hUCAlJQXt2rXDjRs3AACZmZlITExEhw4d1IbuhYbqe6Qsp/T0dKxatQpHjx7lryvfnYCAAPTo0aPqDX0PkpKS8OTJE8TFxfHvk0Kh4P8padWqFYYOHaopM8vE69evkZWVpfa8paWlYcmSJfx0llLT69evUbduXaxfv14jtjIAcY3JVhC7du2i+vXr02+//VZsxCvHcfyQ76BBg+izzz6jv/76i4iIXr58Sdra2oKO1j5w4AB99dVXFBMTU+x1pT5tbW0aPHgwXb9+neLi4qrYyrJz69YtSk1NJZlMprb2WvnzmDFjqHHjxvznatWqka2tLdWrV08j9pbG3bt3ycvLiz777DMaPHgw9ejRg18WxXEcVa9enXJzc2nPnj1ElK9x48aNFBcXR+3bt9ek6SXy5MkTCgsL49fDKlczGBoa0oQJE6hr1678GmZtbW0CQCkpKWRvb09EwowAvnv3Lrm5udGnn35KDg4OFBAQQOfOneN1KN8hIqLAwEC6c+cORUVFadLkEtm1axf5+vpS27ZtqXv37rR//37KysoiIyMjCgkJoU6dOhFRwTrzjIwMsra2FsW0iWTRcMOgyjlx4gTMzc1hb2+POnXq4PDhwwBKDtxITU1Fp06dYG9vz7f2hdxjPnToEDiOg5GREebPn49nz56Ven9UVBQ4jlMLPBISe/bsgaGhIQIDA/nWfuHhQtWye/v2LXx8fODp6Sm4YcWoqCiYmppi1qxZuH//Pv73v/+ha9eu+OKLLyCXy/nnavXq1bCwsEDjxo3RpUsXmJub8z1ooREVFQVjY2NwHIcNGzYgPT2dv1bcOyWXyzF37lzUr18fDx8+rEpTy8yLFy9gZmaGqVOn4vr169i4cSP69euHmjVr4siRIwCg1mt+9uwZOI7DypUrNWl2sezfvx96enpYt24dVq9ejcmTJ4PjOMyYMaPIlJxCocCbN2/g6+sLNzc3UQe8ip2PyjGnpqZiypQpGDduHC5evIhx48bBxMREzTkXrkzCwsLg5ubGz9UK2Sm/fPkSPXv2xIIFC7BixQo0aNAAc+bMKdE5Kx3X5s2bBanr1KlTaNGiBbp06YLOnTtj3LhxJTrnjIwM/PXXX/D29oa9vT1fXkJxzhkZGRg2bBgCAwPV0qdOnQo3Nze1tKSkJJw5cwbTp0/H+vXr8fjx46o0tcykpqbC398fAQEBmD59OrS0tLBu3To156zK/v370atXL5iZmQm2oQEAx44dQ7t27ZCSksKnRUVFYcyYMahWrRqOHTsGIL++UDqv7777Dvfv39eIvaUxatQoBAUFqaXt2bMHurq6mDp1KpKSkgDkT5n897//hbu7OxwcHPj3hzlnzfBROWYAOHPmDP7++28AQExMDMaOHavmnIuj8PyYUElOTkZoaChOnz4NAFi3bh3Mzc1Ldc6qCE3funXr0L9/f0RFReG7776Di4uLmnNWrTSioqIwY8YMjBgxQpAjG2lpaQgJCeGDupQNhr///hv29vbIyMgQ1fIhAIiNjcXSpUuxf/9+AMCiRYsgk8lKdM7Pnz/HpEmTEBkZWdWmvhcHDhyAjo5OkQbRs2fPEBgYCFtbWz7YS4nQHJiyk+Hl5cXHkOTl5fHP3d69eyGTybBx40YA+c/ntm3bMGfOHEG+Px8bH51jLkx0dHQR5xwXF4fffvsNqamp/H1iWaOYlpam9lnpnGfPns0756SkJDx69EgT5r0XeXl5uHjxIoD8v/+yZct456xs6auWyz///CPYRpRCoSh2c42//voLzZs3R1ZWFm974TIUMqp/cwBYuHAhZDIZ1q5dyzvnvLw8xMXF8T8LnYcPH8LZ2RnfffddkbK4ePEinJycsHv3bgDCrxcWL16MWrVq8Y2M3Nxc3ualS5eiTp06fOCk6jsjhnKSMh+tY1Z9oZ48eYKxY8eiRo0a2LVrFzp16gQnJyfBv3SlofpirV27Fubm5pg7dy6uXbuGbt26Yfjw4Rq07t0U97fPy8vD8uXLeeeckpKC9PR0tR2zSvpdIaG6dOV///sfmjZtyqdNnz4dLVq0UKtAxYBqpa50zuvWrUNiYiJCQkIQFBSE7Oxs0WiaPHkyLC0tcfDgQbWlRADQsWNHjB49WkOWlQ3l3zkqKgqenp7o3bs3v/GOcmTm2rVraNCgAa5cuaIxOxnFI3nHrFoRFK4UVIcOnz59itGjR4PjOLRt25a/JpaKpDhUK8v169fD3NwcNWrUgK2treiGTZUNjdzcXCxfvhyurq4YPXo0XF1dUbNmTVG08FXnu5X2njlzBjY2NgCAuXPnwsjIiB8lEBuFnbOenh7at28PmUyGW7duadCysqNaRn369EHdunXx888/q8039+vXD4sXL9aEeR/E1q1b4erqioEDByI6OppPf/r0KZo1a4YLFy5o0DpGcUjSMX/77bc4c+YM/7nw4vriHsTExETY2dmhffv2op1jUep7/vw5b7vqmmwLCwu4urqKRl/hRpGqpi+//BIcx6Fdu3aCC1QpbLdqkNDr16/Vrp07dw7Ozs6YPHkydHV1ce3atSqzs7woy0N1GF7Vsdnb26N27dq4ffu2Ruz7EAo/Q8OGDYO1tTUGDhyIb775BsHBwTA2Ni4yxyxEVN/vvXv3wt3dHTY2Nvj555+xb98+9OjRA+3btxdMgCSjAMk55ujoaJiYmKB///64dOkSn6584Q4ePAiO4/D777/z17KzsxESEqIWzStkp6V8kZSVYV5eHv/zL7/8And3d7U55PT0dHTs2BGWlpaic8p//PEHH1ykTE9LS4Obmxvatm0raD2xsbFqh4Q8ffoUOjo62L59O3/PkSNHwHEcqlevLuhI5cKNDeW+3TExMRg2bJja85aTk4Px48eD4zjcuXOnSu0sD8p3PyYmBl5eXnyU9fr16zFs2DA4OjqiX79+ouj9K8tr3759fPDXuXPnEBQUhFq1asHJyQk9e/YUXKOWkY+kHLPyYbxx4wZatGiBfv36qQ0LHj16FPr6+ti0aVOR371586bacKkYKDzk+fPPP8PY2Bg//fRTkXvDw8MF2egornepTDtw4ACMjY0RHh6uds+aNWvQrFkzwemJiYnBtGnTAOQvDercuTO/VlS5Nnbs2LFqPZSYmBj069cP9+7d04jN78P58+fRq1cv/j2Jjo6Gubk5AgIC1O5LT0/H119/Lejev/IZe/LkCf755x8+PTo6GhYWFggKCioy3ZORkVFkvlnTlNbbPXDgAIyMjIrs4PXvv/8iNTVVsIGSDIk5Zrlczj+o165dg42NDfr168cPXa9evbrI/q+FHYOQh3VUbbtx4wY4juOXO2RnZ8PLyws//vhjqXkI6SVU1ZObm6tWEf7555/Q1dXl9ZX0u0LRI5fLsWHDBlhZWaFnz57gOA47d+4EkP+MLV++HLNnzy72eRNLFPbu3bvRsmVL3L17Fzk5OfD29saIESNKDNQTKkp7Dx48CBsbG2zYsAFxcXGQy+UYOHAgPvvssyLTX0JE9f2JjIxUa9xFRUWhQYMGau9PcZqEXN99zEjKMStRVnRXrlyBjY0N+vbtqzbPJeSXrSRUbf7pp58wefJk6OnpQSaTYc2aNQDyNwkQC6p6li5dit69e8PBwQHr1q1DREQEnj59Wuze0KoVidAqFYVCgeDgYHAch27duqldE1PZlERSUhKaNWvGR8FHR0cLrgzKyrFjx2BgYIC1a9eq7YCVkpIiuvrhiy++gJWVFfT09ODv78/vYyDkqRFG6UjOMW/btg3BwcH8ukmlc+7Tp4/a0K9YK5S5c+fC1NQUYWFh2LRpE4YMGQJDQ0O17QCFrk3Vvq+//hq1atXCnDlzEBAQABsbG/j4+IgqMln1UJCvvvoKI0aMgKOjI8aMGcPfI5SefVkpyTkdOnQIDRs2xPnz56vYoopBoVAgJycHAwYMwKRJk9SulbbVq5BQtXP//v2wsbHB4cOHcfjwYTg6OqJLly5qMTRC1cEoGck55pCQEDg5OWHmzJn8UXNK51w4IExsxMbGom3bttixYwef9vz5c8ybNw/6+vrYsGEDny505wzkB0NNmDCBP2geyI8D6NmzJ/z9/dXm/oSKstI7e/YsDh06hGfPniEnJwerVq2Cvb29mnMGgEePHolmqdrRo0cxbdo0XL58mU978uQJXF1d8e233wIQx3NWmNzcXDg4OOD7778HUHTYXQzPHQAcP34cs2bN4kfMgPzyUZ6Gp7qbIXPO4kLUjrmkSmHx4sVo3749pk2bxjvnq1evwtbWFh4eHqIItAGK6ouPj0etWrWwatUqtfSYmBi0a9cOHMeJ5qi2X3/9FRzHoU6dOmqOGciPVK5VqxY/JCdUVCPhjY2NMW/ePH53r5SUFPz4449wcHBAUFAQcnNzsWDBAnzyySdqa2KFzL59+2BhYYH27dujT58+vLZt27bB0NCQ37BCjLi7u8PX15f/rHTOjx8/xurVq/kRNyGhuiTt33//Re3atcFxHKZPn652X3R0NNzd3dG9e3dBHxXKKBlROubCrb9Lly4V2Zt30aJF6NChA2bMmIFXr14ByI8qHTRokOha+cr5SblcjpEjR2LQoEFFttQcO3YsunbtCgsLC1G8jHl5eZg4cSI4jsPq1ashl8uLnHG7aNEiDVpYNq5cuYLatWtj27ZtRSJ2U1JS8NNPP6Fp06Zo1KgR6tWrp9b7FBrF9apevXqFAwcOwNXVFVZWVhgyZAh+++03dO/eHQsXLhT8EL1SU3JyMpKTk/mtXMPCwtC8eXN8+eWXavfPmjULDg4OfJ0hRJRnQ9+8eROtW7dGx44d+TOVlURHR8PW1hZTpkzRgIWM8iJKxxwbG8v/fOTIEdjY2ODbb7/F27dv+XSFQoHp06ejdu3amDVrFl6+fKmWh1ic86ZNm2BjY8NvTKGsUGbPns0fm5eamop+/fph8+bN8PPzw/Dhw9U2fdA0pf2tR44cCSMjIxw+fJiv5JOSkmBjY4N169ZVlYkfzObNm9GpUyekpqbyOlX15uTkIDIyEmFhYWq7LgkN5bNy/vx5rFixAnPmzMGJEyfU7tm6dStGjhwJbW1tcBwHT09PQQe1KTUdPnwYPXr0gLW1Nfz8/PhRpXnz5sHe3h7dunVDSEgI/Pz8YGJigps3b2rQ6tIpHENz7do1NGvWrMjSUCD/tDkhR8czSkZ0jvny5cuwsrLi50+ysrIwevRodOzYEStWrOBbk0D+bl6WlpZo2LAhv4xIKM6qrERERMDGxgYdOnTgW/tr165F69at4ezsjP79+8PJyQkODg4A8vdadnFxEUzDQ9WOrVu3YvLkyRg/fjx/yhIAjBgxAvr6+ggKCsKyZcvg6+sLOzs7Qc/FKnVNmTIFdnZ2RdIB4Pbt2/xUihj45ZdfYGRkhM6dO/NTIyEhIUVGZ06dOoWAgABBHnNYmCNHjkBPTw8//PADjh8/jqlTp4LjONy4cQPJyck4dOgQ+vTpA09PT4waNUrwmj4khoY5Z/EhOsd86dIl+Pn5oU2bNvj1118B5K/hDQ4ORrt27bBixQp+SDEyMhKjRo3C2rVrBeOoSqOkqNCHDx/C1tYWTk5OvHM+ceIEfvjhB/j5+WH27Nn8TkzDhw/H6NGjBbcRwhdffAEzMzNMnz4d48aNQ+3atTFu3DgA+brHjRsHjuPg5+eH0NBQwe3olZKSgn///RcXL17E69ev+Qbg0aNHUb16df60ISC/3NLT0zFhwgT8+uuvomgMPnr0CA0bNsSWLVt4e3ft2oXatWtj7ty5/KEaYtqUIjMzE4MHD8ayZcsA5A/LW1hYFDn0RInQHJjUY2gYJSM6xwzkP4TDhg1Dq1at1HrOwcHBcHFxQVBQEH7//Xf07NkTw4YNU9u6Ugzs27eP/1n1lBhbW1u0a9cOb968KfI7L168wJw5c1CjRg3BvZh///03mjZtyg+17d27FwYGBggNDVW7b8yYMahZsyYfDCaU8rp37x66d+8OGxsbGBsbw9TUFMHBwbh58yZycnIwZMgQuLq68huKvHr1CgsXLkS9evWKnOkrFJQNOSV37txB06ZNcefOHbWGxI4dOyCTyUS5miE7OxuOjo749ddf8fLlS5ibmyM4OJi/vnfvXrU99YXCxxZDwyiKqByz6gN75coV3jmr9pwXL16Mdu3aoXHjxujWrZvoTol6/vw5tLW10bNnTz5Nafv169dRvXp1fPrpp2pDpKmpqRg7dixatWoliPmxwgcaKI/SBPLXXRobG/M7EqWmpuLPP//kf3fkyJGoXbs2jhw5UsVWF8/du3dRvXp1TJkyBYcOHcLVq1cxYcIEmJubw9bWFhEREYiJicGYMWNgYmICKysrODg4oH79+oLd4OHJkyfw9/dXC0S7fPkydHV1cfXqVQDqjrtly5Zq6+TFQmpqKvr27Yv58+ejSZMmCA4O5p/NV69eISAgAFu3bhWcI/uYYmgYxSMqxwyoO9jLly8X6TnL5XIkJibi8ePHgtu2sSRUXyKFQoGTJ0/CwsJCbTkHkH8ykbOzMziOQ2BgoNq1hISEIi+nJjh79iw2b96sts3k3r174efnh/DwcBgZGaltE3js2DFMnDiRXzuqUCjQv39/NGzYUC1eQBMkJSXB1dW1yHIUANi+fTuaN28OV1dXvHr1CsnJybh69SqWL1+On3/+mT98XohER0fDyMgIPj4+uH79Op/et29ftG7dGk+fPuXTsrKy0LZtW2zZskUTppaJFy9eIDQ0FP3798fAgQMxc+ZM/vnbuHEjOI5D586d1QLV5s6dC2tra8EF5H1sMTSM4hG1YwbUnfNvv/1W5H4htxz/+uuvYoedFQoFTp8+DTMzMzXn/PbtWwQGBuL27dtqw7xCeRl37NgBKysrfP7552o7Q92+fRtGRkbgOE4t0vrt27fo0aMHRo0aVaRx8u+//1ap7cXx+PFj2Nvb80PwCoVCrZG3Zs0a6OvrY8+ePZoyscyo7k4G5Gtr1KgRevTowR82cfHiRXh6eqJly5Y4deoUzp49i/nz56NOnTp48uSJxmwvjbt378LBwQFeXl7o1asXPDw8YGJiAmtra374fdGiRZDJZPj8888xbtw4jBw5UrDR11KOoWGUHVE5ZmXlcvToUaxdu5ZPVw5rt27dGsePH9eUee/F2bNnwXEcTE1NMWfOHLUoZSC/l3/69Gk0aNAA7dq1w6JFi+Dh4YGOHTvyL6FQ5mCBfKdsaGiI7du3F7sGNDw8HBzHYerUqTh06BD++OMPeHp6wt7ennd2QqtcTp48CY7jipwnrGqns7Mzhg8fDkA4DaTiKC4Y8OHDh2jYsCG6d+/OH894+fJl+Pn5QV9fH82aNUPLli0FOyR/69YtGBsbIyQkhB9xycvLw6lTp9C2bVs0btyYn+PftGkThg4diq5du2LatGmCjr6WegwN490I2jEXV9EpjzLbtWuXWrqy5+zp6cnvUCRkEhISMHz4cCxYsABLly5Fw4YN4e3tjXXr1vFrloH8+cBu3bqhW7du6Nu3L9/jEZITi46OhoODA7Zt26aWnpeXh8ePHyMxMRFAftnZ2tqiXr166NChA/r06SPo82CvXbsGmUzGn59c3N+8a9euGDFiRFWb9l5ERETA2dkZy5Ytw759+6BQKPj5yocPH6JJkybo2rWrWgPk7t27ePr0qWA32rh37x709PTwzTffFLmmUChw48YNWFtb87ENAAT57qjyMcTQMMqG4Bzzvn378PPPP/OfVR+406dPo1q1amrnKate/+OPP9CoUSP+QRYyKSkp8PPzw+LFiwHkbwbw1VdfwdvbG1ZWVtiyZYtaJKzqml6hzZlfu3YN5ubmagfI79q1iz9go379+vwIR3x8PJ4+fYrY2FhRLL3x9vZG48aN+ROIlA0IuVyOrKws+Pj48IFRQqwcc3NzERQUBI7jYGFhgbZt26JJkybw9/fHf//7X7x58wbx8fFo3LgxBgwYIOidyZTk5OTwp3gpG32FG3bZ2dlYuXIlTExM+NEAIZZPYaQYQ8N4fwTlmPfv3w+O49TOsgUKHta4uLhina7qw9ymTRs1xy1kzp8/jzp16uDYsWMA8iuTxo0bw8rKCl26dIGlpSUGDhyoNr8nxMrlzp07aNOmDZYvX464uDiMHDkSTk5OGDJkCMLDwxESEgIdHR1+LlMVofdejh8/joYNG8La2hr37t3jHUBeXh4WLFgAMzMzwc6/KomMjMTQoUNRvXp13LhxA1u2bMGIESNgamoKS0tLBAYGIjAwEDo6OvDx8RHk3GthoqKi0LVrVzRs2JAPViu881pMTAw4jsNff/2lMTvfFynF0DA+HME45oiICHTp0gWTJk3CjBkzYGxsrDY0WpZdoA4dOoQmTZoIdu2oKnK5HNnZ2QgKCsKmTZuQl5eHNm3awMPDA1lZWXj06BF27dqFHj16CHKYV5XMzEyMHTsWNjY2qFGjBpo1a4aDBw8iISEBQL5WMzMz/PTTTxq2tOwoeyF5eXk4ePAgbG1tYWBggE8//RT+/v7o168fTE1N1aKahczjx4/h7u6O5s2b8/OxDx8+xOnTp+Hv748BAwaA4zgYGxuL5nSl6OhofPLJJ7C0tOQP1FA6KoVCgf/+979o2bKl4IbjS2pcSymGhlE+BOOYHzx4gHHjxuHmzZuIi4tDSEhIEef8rt7i/fv31ZZ6iIE1a9bA1NSUn+dTXcOoilBbxkq73r59i9u3b+PEiRNFbH348CEcHBxw9OhRTZj43igbQs+ePeNjGZ4+fYo5c+agT58+8Pb2xuLFi/m9ysWC8tQhCwuLIu+JXC7H33//Lbr3Jzo6Gh4eHmjYsCGePXsGoOCZnDx5Mvz8/NSW7gmB5ORkZGZmIjk5GUC+vUqbpRJDwygfgnHMgPrC+ufPnxfrnNPT04vsgiM2CjcwPD090bp16xKdstApbY4rLS0Nvr6+6Nq1q2B7/qrloawgnz59CnNzc4SEhKjdK1QNpaFaPv/++y/c3d3VeplinKMsrKlz586wtLTknfP8+fNhamqKiIgITZlYLOHh4fj0009hZ2cHT09PtYMnpBRDwygfGnfMpfUEX7x4wTvnHTt2AAA8PDz4KFkxojpcpTzgfNmyZXB1deUDWYTaOy4OpZ7ff/9d7SzopKQk7N27F97e3mjTpo3goq+joqJKPEg+Li4O9erVw9ixY/l0Ic7tlwXl3/v58+f4z3/+A6BgCLhp06aC3gilJErTZG1tjQkTJsDAwEBw0wzbt2+HoaEhVq1ahSVLlmDo0KFwdHTk1+xLLYaG8eFozDGrBgKVVum9ePECs2fPhomJCRo1agQLCwtBnzpUmNKWfCkD3BITE2FqaoqZM2dWtXnvTVmXsH3//ffo168fAgICBHcgxcOHD1G9evUSgwzj4+OxYsUKUTrjsvb+Y2Ji4ODggNatWwumXErifTS5ubmB4zjBOeUrV66gefPmCAsL49NOnz6Npk2blnkfcjHF0DDKh0Yc8+7du8FxHPr27cunlVYJ3rhxAyYmJujUqZPgKvnieJ8lX8rW/9SpU+Hn51e1hpaR913CBuQHhEVFRQlu84PExET0798fvXv3xqRJkz4oyFBovG/vX8mzZ88EO6f8oZqePHkiiF3jCnPw4EF8+umnePbsmZrN9vb2/AigFGNoGB9GlTvmy5cvo1WrVhg1ahTq16//TueckpLCn+wjBqf8oUu+Hjx4oBZRKhQ+RE9Jx1cKgejoaAQEBOD333/HixcvMGvWrPcOMhQSH9L7F7o+KWp69OgRTp8+zX9WHqNpb2+PrVu3FrlfTNNZjIqnSh2zXC7Hzp07MWbMGERGRuLMmTMwNTVFnz591O5RJSoqClOmTOF7MkJ2yh+y5KtwhSKkF7IilrAJEdWDC0oKMszNzVU79ECISLH3LzVNxb3PCoWCT+/QoQM/2qRQKODr6yuKdeSMykWbqhAtLS3y9fUlW1tbatGiBbVo0YLCw8Np8ODB1LdvXzp06BBpaWkREVFeXh5pa2tTs2bN6Mcff1RLEypaWlrUokULCggIoPr165NMJqPJkycTEdGoUaNIR0eHABDHcfzvqP6szEMofIgeoaJqZ5MmTfh0S0tLXpOqtunTp5ONjQ1NmDBBUGWiSkpKCtWoUYMGDhxI9vb2ZGBgINryUSIVTdevXycnJyfS0tIihUKh9gxxHMfbr6Ojw1/z8fGh69evU6tWrTRiM0NAaLRZgIJjDlV7zm/evMGsWbOK3SlK6EhtyZfY9cTFxfE/vyvIMCQkBDVr1oS7uzs4jhPs4Q2qSKX3r4rYNZUlhkbZY3ZxccGGDRswZMgQ2NjYiGJkkFH5VLpjPnHiBDZu3IgFCxYgIiICKSkpAIo/g9jMzAy9evVCp06d0KhRI8EEDL0LqS35koqeiIgIcByndnRmac45OjoaLVq0QK1atYqcKCUkytLAUHVkkyZNwpo1awQ1TVIYqWgqawyN8mcXFxdwHAc7OzvmlBk8leqYt2zZAiMjI3Tt2hUWFhZo2LAhJk6cyO8tXPilOnDgADiOg4uLi+BPggGkt+RLSnpiY2PRqVMneHh4wMzM7J1BhnK5HDNnzoS2tjZ/6IHQkGLvX0qaPiSGZtSoUXBxcRFFYCuj6qg0xxwVFQUrKyuEh4fzD9vy5cvh7u4OX19ffi2e8mVMSkqCs7Oz2vm8Qn5IpbbkS2p6Dh06hMGDB+PMmTP4+++/YWpqqqatcAX5/PlzDBkyRLCBN1Ls/UtRU1JSEq5evcp/Vj57qs4ZKAhii4qKYqdEMYpQaY75xo0bqFu3bpGF/jt37oS7uztGjBiB+Ph4APkv4y+//IKePXuKYjhHaku+pKYHyK8gVffmLq6CLKxNeUax0JBi71+KmoqjpBiakJAQtcaFkEcGGVVPpTnmO3fuoGnTpvxRZaoV9/r169GiRQu19a8ZGRmiOJ9Xaku+pKanJIqrIAFg48aNOHfuHH+PEJFa7x+QjqaPIYaGUfVU6hxzly5d4OzsjNTUVADqFXi3bt3Qq1cvAMUHRQiZsg5XFeewhOjEpKDn2bNnOHLkCEJDQ/Hy5UtkZGQAUK8g5XI575z79euHCRMmgOM4wZ+nLKXevxIpaJJ6DA1Dc1SYY/73338RExPDn8EL5AdsNG7cGN27d0dWVpba/V9++SUGDhxYUV+vUaS25Etsem7fvo169erB0dERNWrUgKWlJWbOnMkvuylc+f3555/gOA61atUSpJ53Iebef0mITZPUY2gYmqVCHHNYWBgcHR3RuHFj1KxZk19GAwAXLlyApaUl3NzccOvWLSQmJiIzMxNubm4IDg6uiK+vdKQ2XCUlPUlJSXBycsIXX3yBN2/eAAC++uordO7cGb1798ajR48AFFSQcrkcwcHBMDQ0xP379zVmd2lIsfcvNU1SjqFhaJ5yO+awsDAYGRlhy5YtOHv2LObNmwc9PT08ePCAv+fBgwdo27YtmjRpgsaNG8PZ2RmtWrUS3BKb4pDacJXU9Dx79gyNGjXC8ePH1dJ37NgBd3d3DB06FC9fvuTTT506BXt7e7WheyEhxd6/FDVJNYaGIQzK5ZgjIiLQvn37IicLOTs74/vvvy9yf3h4ONavX4+tW7eKYjhHasNVUtMD5E+XtGjRgt94QtW+TZs2wd7eXm0EJy0tTW26RUhIsfcvRU1KpBpDw9A85XLMz58/R/v27REZGQmg4KHr0aMHZsyYwaeVNPwptGHRwkhtuEpqepT4+vrCwcEBSUlJANTtHDhwIDp27AhA+JWi1Hr/gHQ0fcwxNIyqp1y781taWtKBAweoRYsWRESUm5tLREQNGjQgAwMDIsrfsF0mk9GbN2+K/L5MJivP11c62traZGxsTC9fviSi/EM0iIiGDx9OgwYNoitXrtClS5eIKF9nz5496X//+x/p6OgI8sANKejJyMigtLQ0Sk1N5dO2bt1KKSkp5O/vTzk5OWp2ent7EwDKyckR/MEHMpmM9PX1i5TPiBEj6LPPPqN79+7Rn3/+yd/v5OREJ06cIGdnZ43YWxakoGn37t3k4+NDXbp0oebNm9POnTuJiMjc3Jz27NlDkZGR5OnpSbdv36Y3b95QVlYWnTx5kmrWrKlhyxmipaI8vEKh4Hskw4cPx/jx4/l0f39/hIaGVtRXVSlSG64Ss5779++je/fucHR0RIMGDRAWFsbPT168eBGWlpbw8PDAgwcP+AMOgoOD4eXlVaRHI1Sk0vtXRcyapB5DwxAmlbKOeejQoRg3bhwAoFevXjA3NxfFQyq14Sop6bl//z5q166NadOmYc+ePZg+fTp0dHTU9ku+e/cu7OzsYGVlBWdnZ/j6+sLY2Bi3bt3SoOUlk56ejtTUVD4qHgBevXqFJk2awMvLC9nZ2Wr3h4aGwsXFpUi6kJCSJqnH0DCES4UeNKtQKIiIyNjYmIyNjWnQoEH06NEjiomJ4YdDhYrUhqukpOfNmzc0bdo0+uyzz2jlypU0ZMgQ+uGHH8jNzY22b99ORPnnLbdu3Zru3LlD06ZNI09PT3J2dqarV69SmzZtNCugGCIiIqh///7k4eFBtra2tHv3blIoFFSnTh3as2cPPXjwgLp3705RUVGUlZVFRERXrlwhY2NjAqBh64tHapqMjIyIiMjd3Z2IiLexTp06FBsby6fJ5XIiIho0aBCNHz+eRo8eTdra2iSXywUx/cMQIZXh7QMDA8FxHNq2bSv4wCFAesNVUtMTFxeH9u3b48yZMwAKltcEBgbis88+4+8TejChEin2/qWoCcgfYVKi7NUHBATgyy+/VLsvMTGxSu1iSBsOqPim6rlz5yggIIAiIiJIW1tbMIFDxREZGUmjRo2iwMBAGjNmDJ/erl07Gjx4MM2YMUPt/r1791JiYiLp6+vT8OHDBadPanqUPHr0iGxsbIgoP8hQR0eHFi5cSDExMfxoABFRWloaGRsbE1F+b0ZoAV9v3ryhIUOGUIsWLWj16tV8eteuXcnOzo5Wr16tZvf69evpxYsXpK+vT4MGDaLmzZtryvQSkaKmwiirSY7jaMSIEWRsbEzr168nADR48GDy8vKioKAgDVvJkAqVUvu6ublRVFQUcRwnyEpeleKGqziOKzJcpVAoSCaT0aBBg9R+X2jDVVLTo0TplBUKBeno6BBRvq3x8fH8PcuWLaNq1arR5MmTSVtbW3BOmSi/UZGcnEwDBw4konw9Wlpa1LRpU0pMTCSi/MpfLpeTTCajCRMmaNLcMiFFTYVRfZbkcjnvqH18fOj27dsUFhamKdMYEqRC55hV4TiOAAiykldFaku+pKanMFpaWmq9F6W9CxYsoHn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+ }, + "metadata": {} + } + ], + "source": [ + "mpf.plot(daily,**pnf_kwargs,style='starsandstripes')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "- for Renko charts within `marketcolors` one can specify colors for the `edges` and `up` and `down` brick colors.\n", + "- for Point & Figure plots within `marketcolors` one can specify colors for the `up` Xs and the `down` Os.\n", + "\n", + "for example:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": {} + } + ], + "source": [ + "mc = mpf.make_marketcolors(up='g',down='r',\n", + " edge='black',\n", + " volume='gray')\n", + "s = mpf.make_mpf_style(marketcolors=mc)\n", + "\n", + "mc2 = mpf.make_marketcolors(up='gray',down='r',\n", + " volume='black')\n", + "s2 = mpf.make_mpf_style(marketcolors=mc2)\n", + "\n", + "mpf.plot(daily,**renko_kwargs,style=s)\n", + "mpf.plot(daily,**pnf_kwargs, style=s2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "name": "python368jvsc74a57bd08ecd6f5902954c85e2c5f64adab8e68ffc9f9adb663632e05245b069694d0b62", + "display_name": "Python 3.6.8 64-bit" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + }, + "metadata": { + "interpreter": { + "hash": "8ecd6f5902954c85e2c5f64adab8e68ffc9f9adb663632e05245b069694d0b62" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/examples/scratch_pad/pr451_test.py b/examples/scratch_pad/pr451_test.py new file mode 100644 index 00000000..da439c37 --- /dev/null +++ b/examples/scratch_pad/pr451_test.py @@ -0,0 +1,31 @@ +import pandas as pd +import mplfinance as mpf +import ast + +df = pd.read_csv('pr451data.csv',index_col=0,parse_dates=True) + +print(df.head(3)) + +custom_colors = [] +for i in range(len(df)): + if i % 3 == 0: + #custom_colors.append(mpf.make_marketcolors(up='#29c9ff', down='#f3b5ff', edge='#29c9ff', wick='#29c9ff', ohlc='#32a852', volume='#a89132')) + custom_colors.append(mpf.make_marketcolors(up='#29c9ff',down='#f3b5ff',edge='#29c9ff',wick='#29c9ff', + ohlc={'up':'lime','down':'blue'}, volume='#a89132')) + elif i%5 == 0: + custom_colors.append("#000000") + else: + custom_colors.append(None) + +#STYLE = 'binance' +STYLE = 'yahoo' + +#mpf.plot(df, type='candle',style=STYLE,volume=True,block=False,figscale=1.25,savefig='pr451t2no.jpg') +#mpf.plot(df, type='ohlc',style=STYLE,volume=True,block=False,figscale=1.25) +mpf.plot(df, type='candle',style=STYLE,volume=True,block=False,figscale=1.25) +#mpf.plot(df, type='hollow',style=STYLE,volume=True,block=False,figscale=1.25) + +#mpf.plot(df, type='candle',style=STYLE,marketcolor_overrides=custom_colors,volume=True,figscale=1.25,savefig='pr451t2ye.jpg') +#mpf.plot(df, type='ohlc',style=STYLE,marketcolor_overrides=custom_colors,volume=True,figscale=1.25) +mpf.plot(df, type='candle',style=STYLE,marketcolor_overrides=custom_colors,volume=True,figscale=1.25) +#mpf.plot(df, type='hollow',style=STYLE,marketcolor_overrides=custom_colors,volume=True,figscale=1.25) diff --git a/examples/scratch_pad/pr451_testing.ipynb b/examples/scratch_pad/pr451_testing.ipynb new file mode 100644 index 00000000..6e517a9d --- /dev/null +++ b/examples/scratch_pad/pr451_testing.ipynb @@ -0,0 +1,180 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "\n", + "## PR451 Testing\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "import mplfinance as mpf\n", + "#import datetime as datetime\n", + "#import numpy as np\n", + "#import matplotlib.dates as mdates\n", + "#import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Open Close High Low Date.1 Volume\n", + "Date \n", + "2019-09-01 29 20 29 20 2019-09-01 10787\n", + "2019-09-02 29 31 33 23 2019-09-02 17215\n", + "2019-09-03 29 20 29 20 2019-09-03 16697\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# %load pr451_test.py\n", + "import pandas as pd\n", + "import mplfinance as mpf\n", + "import ast \n", + "\n", + "df = pd.read_csv('pr451data.csv',index_col=0,parse_dates=True)\n", + "\n", + "df = df.iloc[0:30]\n", + "print(df.head(3))\n", + "\n", + "\n", + "custom_colors = []\n", + "for i in range(len(df)):\n", + " if i % 3 == 0:\n", + " custom_colors.append(mpf.make_marketcolors(up='#29c9ff', down='#f3b5ff', edge='#29c9ff',\n", + " wick='#29c9ff', ohlc='#32a852', volume='#a89132'))\n", + " elif i%5 == 0:\n", + " custom_colors.append(\"#000000\")\n", + " else:\n", + " custom_colors.append(None)\n", + "\n", + "#STYLE = 'binance'\n", + "STYLE = 'yahoo'\n", + "\n", + "#mpf.plot(df, type='candle',style=STYLE,volume=True,block=False,figscale=3.0,savefig='pr451t2no.jpg')\n", + "mpf.plot(df, type='candle',style=STYLE,volume=True,block=False)\n", + "\n", + "mpf.plot(df, type='candle',style=STYLE,volume=True,block=False,marketcolor_overrides=custom_colors)\n", + "\n", + "mpf.plot(df, type='candle',style=STYLE,volume=True,block=False,marketcolor_overrides=custom_colors,mco_faceonly=True)\n", + "\n", + "#nans = [float('nan')]*len(df.columns)\n", + "#for row in [8,9,10,11]:\n", + "# df.loc[df.index[row]] = nans\n", + "#mpf.plot(df, type='candle',style=STYLE,volume=True,block=False,figscale=1.5)\n", + "#mpf.plot(df, type='candle',style=STYLE,override_marketcolors=custom_colors,volume=True,figscale=3.0,savefig='pr451t2ye.jpg')\n", + "#mpf.plot(df, type='candle',style=STYLE,override_marketcolors=custom_colors,volume=True,figscale=1.5)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/pr451data.csv b/examples/scratch_pad/pr451data.csv new file mode 100644 index 00000000..fe22c178 --- /dev/null +++ b/examples/scratch_pad/pr451data.csv @@ -0,0 +1,124 @@ +Date,Open,Close,High,Low,Date,Volume +2019-09-01,29,20,29,20,2019-09-01,10787 +2019-09-02,29,31,33,23,2019-09-02,17215 +2019-09-03,29,20,29,20,2019-09-03,16697 +2019-09-04,24,16,24,15,2019-09-04,12104 +2019-09-05,23,20,25,15,2019-09-05,12159 +2019-09-06,22,24,24,20,2019-09-06,13618 +2019-09-07,19,15,22,14,2019-09-07,13645 +2019-09-08,13,13,15,13,2019-09-08,13472 +2019-09-09,20,16,20,14,2019-09-09,17861 +2019-09-10,17,25,25,16,2019-09-10,18565 +2019-09-11,30,24,30,23,2019-09-11,10283 +2019-09-12,24,25,26,19,2019-09-12,10102 +2019-09-13,22,22,26,21,2019-09-13,17100 +2019-09-14,27,28,28,21,2019-09-14,13079 +2019-09-15,26,29,29,26,2019-09-15,10800 +2019-09-16,30,23,30,21,2019-09-16,17927 +2019-09-17,30,27,30,26,2019-09-17,16355 +2019-09-18,22,27,29,22,2019-09-18,12066 +2019-09-19,19,23,23,18,2019-09-19,19733 +2019-09-20,21,14,24,14,2019-09-20,14761 +2019-09-21,24,23,24,19,2019-09-21,19410 +2019-09-22,15,25,25,15,2019-09-22,17238 +2019-09-23,23,20,26,18,2019-09-23,10840 +2019-09-24,18,25,26,17,2019-09-24,17668 +2019-09-25,23,28,29,23,2019-09-25,19267 +2019-09-26,30,26,31,26,2019-09-26,18340 +2019-09-27,33,28,37,27,2019-09-27,18905 +2019-09-28,26,25,34,25,2019-09-28,16682 +2019-09-29,31,27,32,24,2019-09-29,12605 +2019-09-30,30,31,32,23,2019-09-30,12702 +2019-10-01,37,31,38,29,2019-10-01,17485 +2019-10-02,41,39,42,39,2019-10-02,12198 +2019-10-03,39,45,46,37,2019-10-03,14923 +2019-10-04,41,48,50,41,2019-10-04,10326 +2019-10-05,41,44,47,40,2019-10-05,17738 +2019-10-06,47,49,52,46,2019-10-06,13330 +2019-10-07,47,45,48,38,2019-10-07,19102 +2019-10-08,43,44,45,39,2019-10-08,16682 +2019-10-09,40,32,41,32,2019-10-09,12813 +2019-10-10,46,38,46,36,2019-10-10,12306 +2019-10-11,44,42,45,38,2019-10-11,17205 +2019-10-12,44,44,44,35,2019-10-12,14736 +2019-10-13,39,41,42,34,2019-10-13,19296 +2019-10-14,34,31,34,31,2019-10-14,12587 +2019-10-15,32,31,33,31,2019-10-15,14709 +2019-10-16,42,36,43,36,2019-10-16,18555 +2019-10-17,43,40,43,40,2019-10-17,18850 +2019-10-18,37,41,41,37,2019-10-18,14650 +2019-10-19,31,37,38,31,2019-10-19,10405 +2019-10-20,26,34,35,26,2019-10-20,12074 +2019-10-21,34,30,34,26,2019-10-21,17407 +2019-10-22,23,32,32,22,2019-10-22,18649 +2019-10-23,20,23,27,18,2019-10-23,16161 +2019-10-24,20,18,20,18,2019-10-24,14008 +2019-10-25,20,21,25,19,2019-10-25,16251 +2019-10-26,19,17,24,17,2019-10-26,14594 +2019-10-27,29,20,29,19,2019-10-27,10994 +2019-10-28,28,26,30,23,2019-10-28,16978 +2019-10-29,30,22,30,22,2019-10-29,11373 +2019-10-30,18,26,28,18,2019-10-30,11589 +2019-10-31,26,21,31,21,2019-10-31,14787 +2019-11-01,19,25,26,18,2019-11-01,15088 +2019-11-02,25,26,27,22,2019-11-02,10827 +2019-11-03,24,28,28,22,2019-11-03,12281 +2019-11-04,24,15,24,15,2019-11-04,19768 +2019-11-05,22,17,23,15,2019-11-05,11398 +2019-11-06,20,23,25,18,2019-11-06,15819 +2019-11-07,20,26,26,17,2019-11-07,14057 +2019-11-08,15,14,24,14,2019-11-08,15366 +2019-11-09,11,12,18,11,2019-11-09,10403 +2019-11-10,16,13,20,13,2019-11-10,15611 +2019-11-11,18,15,18,10,2019-11-11,14544 +2019-11-12,18,11,19,11,2019-11-12,12009 +2019-11-13,16,16,22,14,2019-11-13,18481 +2019-11-14,14,11,20,11,2019-11-14,11876 +2019-11-15,21,16,23,15,2019-11-15,16481 +2019-11-16,23,23,23,15,2019-11-16,18562 +2019-11-17,26,18,26,17,2019-11-17,16095 +2019-11-18,24,24,26,21,2019-11-18,14052 +2019-11-19,30,23,31,22,2019-11-19,12698 +2019-11-20,27,25,32,22,2019-11-20,10097 +2019-11-21,24,28,30,22,2019-11-21,12405 +2019-11-22,18,22,23,18,2019-11-22,11883 +2019-11-23,18,21,22,17,2019-11-23,15834 +2019-11-24,21,18,24,18,2019-11-24,17172 +2019-11-25,24,15,25,15,2019-11-25,11327 +2019-11-26,27,25,27,17,2019-11-26,11876 +2019-11-27,30,24,32,23,2019-11-27,17715 +2019-11-28,28,22,28,19,2019-11-28,14520 +2019-11-29,14,16,19,13,2019-11-29,18113 +2019-11-30,22,19,23,19,2019-11-30,16670 +2019-12-01,31,26,32,25,2019-12-01,15978 +2019-12-02,29,26,30,26,2019-12-02,15367 +2019-12-03,28,28,28,28,2019-12-03,18364 +2019-12-04,27,27,28,27,2019-12-04,17550 +2019-12-05,37,41,42,34,2019-12-05,16636 +2019-12-06,31,28,36,28,2019-12-06,15326 +2019-12-07,33,28,36,28,2019-12-07,15007 +2019-12-08,37,38,38,35,2019-12-08,16018 +2019-12-09,44,43,44,43,2019-12-09,17392 +2019-12-10,36,40,40,33,2019-12-10,17550 +2019-12-11,27,35,36,26,2019-12-11,13408 +2019-12-12,32,24,32,23,2019-12-12,19170 +2019-12-13,29,34,34,29,2019-12-13,12548 +2019-12-14,34,31,36,28,2019-12-14,19605 +2019-12-15,33,31,37,31,2019-12-15,14594 +2019-12-16,43,43,43,39,2019-12-16,16895 +2019-12-17,50,40,50,40,2019-12-17,18880 +2019-12-18,42,48,48,39,2019-12-18,18207 +2019-12-19,44,39,49,39,2019-12-19,17279 +2019-12-20,53,46,53,45,2019-12-20,11028 +2019-12-21,51,44,51,43,2019-12-21,19840 +2019-12-22,44,49,49,41,2019-12-22,10863 +2019-12-23,43,40,45,38,2019-12-23,13153 +2019-12-24,50,42,50,40,2019-12-24,16929 +2019-12-25,51,42,52,42,2019-12-25,17419 +2019-12-26,49,56,56,49,2019-12-26,13232 +2019-12-27,47,48,50,45,2019-12-27,19252 +2019-12-28,54,53,54,53,2019-12-28,11631 +2019-12-29,46,53,53,46,2019-12-29,14527 +2019-12-30,46,46,55,46,2019-12-30,10600 +2019-12-31,54,58,59,53,2019-12-31,17911 +2020-01-01,55,48,56,47,2020-01-01,17827 diff --git a/examples/scratch_pad/presentation_fin_demo.py b/examples/scratch_pad/presentation_fin_demo.py new file mode 100644 index 00000000..58467aea --- /dev/null +++ b/examples/scratch_pad/presentation_fin_demo.py @@ -0,0 +1,28 @@ +import os.path +import matplotlib.dates as mdates +import matplotlib.pyplot as plt +import pandas as pd + +from mplfinance.original_flavor import candlestick_ohlc + +date1 = "2004-2-1" +date2 = "2004-4-12" +infile = os.path.join('data','yahoofinance-INTC-19950101-20040412.csv') +quotes = pd.read_csv(infile, index_col=0, parse_dates=True, infer_datetime_format=True) + +# select desired range of dates +quotes = quotes[(quotes.index >= date1) & (quotes.index <= date2)] + +fig, ax = plt.subplots() +candlestick_ohlc(ax, zip(mdates.date2num(quotes.index.to_pydatetime()), + quotes['Open'], quotes['High'], + quotes['Low'], quotes['Close']), width=0.6) + +fig.subplots_adjust(bottom=0.2) +ax.xaxis.set_major_formatter(mdates.DateFormatter('%b %d')) # e.g., Jan 12 + +ax.xaxis_date() +ax.autoscale_view() +plt.setp(plt.gca().get_xticklabels(), rotation=45, horizontalalignment='right') + +plt.show() diff --git a/examples/scratch_pad/presentation_fin_demo_newapi.py b/examples/scratch_pad/presentation_fin_demo_newapi.py new file mode 100644 index 00000000..c2a62f5b --- /dev/null +++ b/examples/scratch_pad/presentation_fin_demo_newapi.py @@ -0,0 +1,13 @@ +import os.path +import pandas as pd +import mplfinance as mpf + +date1 = "2004-2-1" +date2 = "2004-4-12" +infile = os.path.join('data','yahoofinance-INTC-19950101-20040412.csv') +quotes = pd.read_csv(infile, index_col=0, parse_dates=True, infer_datetime_format=True) + +# select desired range of dates +quotes = quotes[(quotes.index >= date1) & (quotes.index <= date2)] + +mpf.plot(quotes,type='candle',style='checkers') diff --git a/examples/scratch_pad/price-movement_ret_calc_vals.ipynb b/examples/scratch_pad/price-movement_ret_calc_vals.ipynb new file mode 100644 index 00000000..86469381 --- /dev/null +++ b/examples/scratch_pad/price-movement_ret_calc_vals.ipynb @@ -0,0 +1,1006 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# mplfinance: price-movement plots\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Price-movement, or price-based, plots focus on plotting price movements that are above some minimal movement threshold or size. As such, price-movement plots \"ignore\" time or, really, more correctly, they allow the time axis to be compressed or expanded as defined by the price movements. In other words, the x-axis is not linear with time, and each unit along the x-axis can represent a different amount of time compared with other units along the same x-axis. This is because each unit is defined by a specific size of price movement, and regardless of the amount of time it took to make that price movement.\n", + "\n", + "There are several common types of price-movement based charts, including 'Renko', 'Point and Figure', 'Heiken-Ashi', 'Kagi', and 'Line Break'. At present, mplfinance support 'Renko' and 'Point and Figure' (see below)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read in daily data for SPY from 2011 to 2012" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2011-07-01 132.089996 134.100006 131.779999 133.919998 117.161659 \n", + "2011-07-05 133.779999 134.080002 133.389999 133.809998 117.065437 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2011-07-01 202385700 132.373927 125.316073 1.219057 \n", + "2011-07-05 165936000 133.254297 124.912703 1.066618 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "daily.index.name = 'Date'\n", + "daily.shape\n", + "daily.head(2)\n", + "daily.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.7a12'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Create a price-movement plot\n", + "There are two different types of price movement plots that can be created with the `plot()` function, Renko (`type='renko'`) and Point & Figure (`type='pf'`).\n", + "\n", + "### For `type='renko'`, you may specify arguments in `renko_params`:\n", + "\n", + "- **`brick_size`**\n", + " - Can be either an integer/float or 'atr'\n", + " - By specifying an integer or float you are setting each brick/box to be that value\n", + " - Setting `brick_size='atr'` means the `brick_size` will be set to the Average True Value over the specified `atr_length`\n", + " - `brick_size=2` means for a renko brick to be created the price must move at least a value of 2.\n", + " - Default if no `brick_size` is specified is 'atr'\n", + "- **`atr_length`**\n", + " - Can be either an integer or 'total'\n", + " - Represents the time period over which to calculate the Average True Value\n", + " - if `atr_length='total'` then ATR will be calculated over the entire dataset\n", + " - If `brick_size` is not 'atr' then setting `atr_length` has no effect on the plot\n", + " - Default if no `atr_length` is specified is 14\n", + "\n", + "### For `type='pnf'`, you may specify arguments in `pointnfig_params`:\n", + "\n", + "- **`box_size`**\n", + " - Can be either an integer/float or 'atr'\n", + " - By specifying an integer or float you are setting each brick/box to be that value\n", + " - Setting `box_size='atr'` means the `box_size` will be set to the Average True Value over the specified `atr_length`\n", + " - `box_size=2` means for a X or an O to be created the price must move at least a value of 2.\n", + " - Default if no `box_size` is specified is 'atr'\n", + "- **`atr_length`**\n", + " - Integer representing the time period over which to calculate the Average True Value\n", + " - If `box_size` is not 'atr' then setting `atr_length` has no effect on the plot\n", + " - Default if no `atr_length` is specified is 14\n", + "\n", + "Note: `renko_params` and `pointnfig_params` must be passed in as a `dict`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### We can create a simple renko chart by setting the `type='renko'` \n", + " - This example uses the default values for `brick_size` ('atr') and `atr_length` (14). This means the outputted plot sets the `brick_size` to the Average True Range over the last 14 datapoints." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 10, 5, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 10, 7, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 10, 11, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 10, 13, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 10, 21, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 10, 26, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 10, 26, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 10, 31, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 10, 31, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 11, 2, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 11, 16, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 11, 18, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 11, 22, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 11, 29, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 11, 29, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 12, 2, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 12, 13, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 12, 22, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2012, 1, 4, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2012, 1, 17, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2012, 1, 24, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2012, 2, 2, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2012, 2, 15, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2012, 3, 12, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2012, 3, 12, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2012, 3, 30, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2012, 4, 9, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2012, 5, 8, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2012, 5, 14, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2012, 5, 16, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2012, 5, 17, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2012, 6, 14, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2012, 6, 28, 0, 0, tzinfo=datetime.timezone.utc)],\n", + " 'renko_size': 1.9671436428571505,\n", + " 'renko_volumes': [1072136600,\n", + " 2461593000,\n", + " 632829300,\n", + " 632829300,\n", + " 717484600,\n", + " 717484600,\n", + " 520721800,\n", + " 655619200,\n", + " 655619200,\n", + " 655619200,\n", + " 655619200,\n", + " 1404527800,\n", + " 2182147400,\n", + " 801711300,\n", + " 1582213800,\n", + " 512956300,\n", + " 1908239500,\n", + " 1204867600,\n", + " 432292900,\n", + " 1112828600,\n", + " 1461390500,\n", + " 1277892800,\n", + " 1388006000,\n", + " 316251300,\n", + " 2266779400,\n", + " 288392300,\n", + " 824314300,\n", + " 284108000,\n", + " 570458700,\n", + " 439754300,\n", + " 494083700,\n", + " 1500243400,\n", + " 760866200,\n", + " 760866200,\n", + " 847273400,\n", + " 228146700,\n", + " 1322566800,\n", + " 2301143000,\n", + " 546800000,\n", + " 446106500,\n", + " 1467627200,\n", + " 733813600,\n", + " 722504000,\n", + " 1552868600,\n", + " 1381226800,\n", + " 837360600,\n", + " 1079327000,\n", + " 660333400,\n", + " 1102601500,\n", + " 1336059400,\n", + " 2375255800,\n", + " 2375255800,\n", + " 1961458100,\n", + " 719439100,\n", + " 3254948800,\n", + " 688294900,\n", + " 414894800,\n", + " 247992900,\n", + " 3601584000,\n", + " 2110620800]}\n" + ] + } + ], + "source": [ + "cv = {}\n", + "mpf.plot(daily,type='renko',return_calculated_values=cv,volume=True)\n", + "import pprint\n", + "pp = pprint.PrettyPrinter()\n", + "pp.pprint(cv)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### We can also create a simple Point and Figure chart by setting the `type='pnf'` or alternatively `type='p&f'` or `type='pointnfigure'`" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "box_values= [122.11713614285709, 114.24856157142847, 115.23213339285707, 116.21570521428565, \n", + " 117.1992770357142, 116.21570521428563, 113.26498974999991, 117.19927703571422, \n", + " 123.10070796428568, 122.11713614285709, 120.14999249999994, 120.14999249999994, \n", + " 122.11713614285709, 129.9857107142857, 133.919998, 130.96928253571426]\n", + "\n", + "# y= [131.95285435714285, 129.9857107142857, 128.01856707142855, 126.0514234285714, \n", + "# 124.08427978571424, 122.11713614285709, 120.14999249999994, 118.18284885714279, \n", + "# 116.21570521428563, 114.2485615714285, 112.28141792857133]\n", + "# mpf.plot(daily,type='pnf',hlines=y)\n", + "\n", + "# y= [112.28141792857133, 114.24856157142848, 116.21570521428563]\n", + "# mpf.plot(daily,type='pnf',hlines=y)\n", + "\n", + "\n", + "y= [124.08427978571424, 122.11713614285709]\n", + "mpf.plot(daily,type='pnf',hlines=y)\n", + "y= [122.11713614285709]\n", + "mpf.plot(daily,type='pnf',hlines=y)\n", + "y= [122.11713614285709, 120.14999249999994, 118.18284885714279]\n", + "mpf.plot(daily,type='pnf',hlines=y)\n", + "#for bv in box_values:\n", + "# mpf.plot(daily,type='pnf',hlines=bv)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "```\n", + "In [1]: 133.919998 + 1.9671436428571505\n", + "Out[1]: 135.88714164285713\n", + "\n", + "In [2]: 133.919998 + 2*1.9671436428571505\n", + "Out[2]: 137.8542852857143\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-1.9671436428571525" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "-1.9671436428571525" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "-1.9671436428571525" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "box_size= 1.9671436428571505\n" + ] + } + ], + "source": [ + "y= [124.08427978571424, 122.11713614285709]\n", + "\n", + "y[1] - y[0]\n", + "\n", + "y= [122.11713614285709, 120.14999249999994, 118.18284885714279]\n", + "y[1] - y[0]\n", + "y[2] - y[1]\n", + "\n", + "print('box_size= 1.9671436428571505')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'maxx': 15.9375,\n", + " 'maxy': 135.88714164285713,\n", + " 'minx': -0.9375,\n", + " 'miny': 113.26498974999991,\n", + " 'pnf_counts': [-11, 3, -2, 3, -2, 1, -4, 8, -2, 1, -3, 3, -1, 9, -5, 2],\n", + " 'pnf_dates': [datetime.datetime(2011, 7, 11, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 8, 8, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 8, 17, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 8, 22, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 9, 1, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 9, 13, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 9, 20, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 10, 3, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 10, 28, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 11, 2, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 11, 15, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 11, 29, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 12, 7, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2011, 12, 20, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2012, 4, 4, 0, 0, tzinfo=datetime.timezone.utc),\n", + " datetime.datetime(2012, 6, 5, 0, 0, tzinfo=datetime.timezone.utc)],\n", + " 'pnf_size': 1.9671436428571505,\n", + " 'pnf_values': [[131.95285435714285,\n", + " 129.9857107142857,\n", + " 128.01856707142855,\n", + " 126.0514234285714,\n", + " 124.08427978571424,\n", + " 122.11713614285709,\n", + " 120.14999249999994,\n", + " 118.18284885714279,\n", + " 116.21570521428563,\n", + " 114.2485615714285,\n", + " 112.28141792857133],\n", + " [112.28141792857133, 114.24856157142848, 116.21570521428563],\n", + " [116.21570521428563, 114.24856157142848],\n", + " [114.24856157142848, 116.21570521428563, 118.18284885714279],\n", + " [118.18284885714279, 116.21570521428563],\n", + " [116.21570521428563],\n", + " [116.21570521428563,\n", + " 114.24856157142848,\n", + " 112.28141792857133,\n", + " 110.31427428571419],\n", + " [110.31427428571419,\n", + " 112.28141792857134,\n", + " 114.2485615714285,\n", + " 116.21570521428565,\n", + " 118.18284885714279,\n", + " 120.14999249999994,\n", + " 122.11713614285709,\n", + " 124.08427978571424],\n", + " [124.08427978571424, 122.11713614285709],\n", + " [122.11713614285709],\n", + " [122.11713614285709, 120.14999249999994, 118.18284885714279],\n", + " [118.18284885714279, 120.14999249999994, 122.11713614285709],\n", + " [122.11713614285709],\n", + " [122.11713614285709,\n", + " 124.08427978571424,\n", + " 126.0514234285714,\n", + " 128.01856707142855,\n", + " 129.9857107142857,\n", + " 131.95285435714285,\n", + " 133.919998,\n", + " 135.88714164285716,\n", + " 137.8542852857143],\n", + " [137.8542852857143,\n", + " 135.88714164285713,\n", + " 133.919998,\n", + " 131.95285435714283,\n", + " 129.9857107142857],\n", + " [129.9857107142857, 131.95285435714283]],\n", + " 'pnf_volumes': None}\n" + ] + } + ], + "source": [ + "cv = {}\n", + "mpf.plot(daily,type='pnf',return_calculated_values=cv)\n", + "import pprint\n", + "pp = pprint.PrettyPrinter()\n", + "pp.pprint(cv)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (, line 1)", + "output_type": "error", + "traceback": [ + "\u001b[0;36m File \u001b[0;32m\"\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m STOP HERE\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "STOP HERE" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### We can see how price movement plots eliminate noise compared to a line plot of the same data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mpf.plot(daily, type='line')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### We can adjust the brick size for the Renko charts by specifying integer or float values\n", + "- Notice how the distance between each date varies" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mpf.plot(daily,type='renko',renko_params=dict(brick_size=4))\n", + "mpf.plot(daily,type='renko',renko_params=dict(brick_size=1.5))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Similarly, we can also see this difference with the Point and Figure charts\n", + "- Notice how the arguments differ" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mpf.plot(daily,type='pnf',pnf_params=dict(box_size=4))\n", + "mpf.plot(daily,type='pnf',pnf_params=dict(box_size=1.5))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### By default, when `brick_size='atr'` and `box_size='atr'`, the atr_length is 14, but we can change this by specifying `atr_length`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mpf.plot(daily,type='renko',renko_params=dict(brick_size='atr', atr_length=2))\n", + "mpf.plot(daily,type='pnf',pnf_params=dict(box_size='atr', atr_length=2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## ----------------------------------------------------------\n", + "# Using other plot functionalities with price movement charts\n", + "\n", + "- Passing in data to the `addplot` argument will have no impact on the outputed plot as this feature is not supported\n", + "- It is also possible to customize the colors of price movement plots, show volume, and the moving average (mav)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# First we set the kwargs that we will use for the style examples:\n", + "renko_kwargs = dict(type='renko',mav=(8,20,30), volume=True,figratio=(10,8),figscale=0.75)\n", + "pnf_kwargs = dict(type='pnf',mav=(4,6,8), volume=True,figratio=(10,8),figscale=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mpf.plot(daily,**renko_kwargs,style='blueskies')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mpf.plot(daily,**pnf_kwargs,style='starsandstripes')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "- for Renko charts within `marketcolors` one can specify colors for the `edges` and `up` and `down` brick colors.\n", + "- for Point & Figure plots within `marketcolors` one can specify colors for the `up` Xs and the `down` Os.\n", + "\n", + "for example:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mc = mpf.make_marketcolors(up='g',down='r',\n", + " edge='black',\n", + " volume='gray')\n", + "s = mpf.make_mpf_style(marketcolors=mc)\n", + "\n", + "mc2 = mpf.make_marketcolors(up='gray',down='r',\n", + " volume='black')\n", + "s2 = mpf.make_mpf_style(marketcolors=mc2)\n", + "\n", + "mpf.plot(daily,**renko_kwargs,style=s)\n", + "mpf.plot(daily,**pnf_kwargs, style=s2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/rcParams.ipynb b/examples/scratch_pad/rcParams.ipynb new file mode 100644 index 00000000..21113473 --- /dev/null +++ b/examples/scratch_pad/rcParams.ipynb @@ -0,0 +1,1236 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"\n", + "import pandas as pd\n", + "import mplfinance as mpf" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'/bb/mbigd/mbig5/jupven/mplfinance/src/mplfinance/__init__.py'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mpf.__file__" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20, 5)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2019-11-27 3145.49 3154.26 3143.41 3153.63 421853938\n", + "2019-11-29 3147.18 3150.30 3139.34 3140.98 286602291" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily = pd.read_csv('../data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n", + "daily.index.name = 'Date'\n", + "daily.shape\n", + "daily.head(2)\n", + "daily.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "axes.grid= True\n", + "axes.grid.axis= both\n", + "axes.grid.which= major\n", + "grid.alpha= 1.0\n", + "grid.color= white\n", + "grid.linestyle= -\n", + "grid.linewidth= 0.8\n" + ] + }, + { + "data": { + "image/png": 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"import random" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def mybarplot():\n", + " fig = plt.figure()\n", + " ax = fig.add_axes( [0.15,0.18,0.70,0.70])\n", + " x = [jj for jj in range(0,10)]\n", + " y = [random.randint(0,10) for jj in range(0,10)]\n", + " ax.bar(x,y,color='#dbdbdb')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.style.use('classic')\n", + "mybarplot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.concat([d1,d2],axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "diff = df[df['classic'] != df['fast']]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "diff.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.style.use('seaborn-darkgrid')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df2 = rcParams_to_df(mpl.rcParams)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "for item in mpl.rcParams:\n", + " if 'grid' in item:\n", + " print(item,mpl.rcParams[item])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "type(mpl.rcParams['grid.linestyle'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df1.columns = ['Val 1']\n", + "df2.columns = ['Val 2']\n", + "df = pd.concat([df1,df2],axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ddf = df[ df['Val 1'] != df['Val 2'] ]\n", + "ddf" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ddf['Val 2']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ddf[ ddf.index.str.contains('grid') ]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df[df.index.str.contains('grid')]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "temp = dict(axes.edgecolor='black',axes.axisbelow=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "temp = { 'axes.edgecolor':'black','axes.axisbelow':True }\n", + "temp" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mavcolors=['turquoise','gold','magenta']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from matplotlib import colors as mcolors" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "for c in mavcolors:\n", + " rgba = mcolors.to_rgba(c,1.0)\n", + " h = mcolors.to_hex(c)\n", + " print(h,rgba,c)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "for c in mavcolors:\n", + " rgba = mcolors.to_rgba(c,1.0)\n", + " h = mcolors.to_hex(rgba)\n", + " print(h,rgba,c)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib as mpl\n", + "colors = [item['color'] for item in mpl.rcParams['axes.prop_cycle']]\n", + "colors" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "type(mpl.rcParams['axes.prop_cycle'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from cycler import cycler" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ccs = ['#40e0d0','#ffd700','#ff00ff']\n", + "ccyc = cycler(color=ccs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "type(ccyc)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "['#40e0d0','#ffd700','#ff00ff',\n", + " '#1f77b4','#ff7f0e','#2ca02c',\n", + " '#d62728','#9467bd','#8c564b',\n", + " '#e377c2','#7f7f7f','#bcbd22',\n", + " '#17becf']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ohlc='inheri'\n", + "ohlc == 'inherit'[0:len(ohlc)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/rcpars.py b/examples/scratch_pad/rcpars.py new file mode 100644 index 00000000..ed09440b --- /dev/null +++ b/examples/scratch_pad/rcpars.py @@ -0,0 +1,31 @@ +# This allows multiple outputs from a single jupyter notebook cell: +import pandas as pd +import mplfinance as mpf + +daily = pd.read_csv('../data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True) +daily.index.name = 'Date' +daily.shape +daily.head(2) +daily.tail(2) + +##mpf.plot(daily) + +import matplotlib as mpl +import matplotlib.pyplot as plt + + +prop_cycle = mpl.rcParams['axes.prop_cycle'] +colors = [item['color'] for item in prop_cycle] + +#plt.rcParams['axes.facecolor'] = '#b4dced' + +jj = 0 +fig, axs = plt.subplots(2,5) +for ax in axs.flat: + plt.rcParams['axes.facecolor'] = colors[jj] + print("plt.rcParams['axes.facecolor'] = ",plt.rcParams['axes.facecolor']) + ax.plot([1,1]) + ax.draw() + jj+=1 + +plt.show() diff --git a/examples/scratch_pad/readme_width_experiments.ipynb b/examples/scratch_pad/readme_width_experiments.ipynb new file mode 100644 index 00000000..ec45f382 --- /dev/null +++ b/examples/scratch_pad/readme_width_experiments.ipynb @@ -0,0 +1,1381 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"\n", + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "[![Build Status](https://travis-ci.org/matplotlib/mplfinance.svg?branch=master)](https://travis-ci.org/matplotlib/mplfinance)\n", + "\n", + "# mplfinance\n", + "## matplotlib utilities for the visualization, and visual analysis, of financial data\n", + "\n", + "---\n", + "\n", + "# Installation\n", + "##    `pip install --upgrade mplfinance`\n", + " - mplfinance requires [matplotlib](https://pypi.org/project/matplotlib/) and [pandas](https://pypi.org/project/pandas/)\n", + "\n", + "---\n", + "\n", + "# Contents\n", + "\n", + " - **[The New API](https://github.com/matplotlib/mplfinance#newapi)**\n", + " - **[Basic Usage](https://github.com/matplotlib/mplfinance#usage)**\n", + " - **[Adding Your Own Technical Studies to Plots](https://github.com/matplotlib/mplfinance/blob/master/examples/addplot.ipynb)**\n", + " - **[Saving the Plot to a File](https://github.com/matplotlib/mplfinance/blob/master/examples/savefig.ipynb)**\n", + " - **[Customizing the Appearance of Plots](https://github.com/matplotlib/mplfinance/blob/master/examples/customization_and_styles.ipynb)**\n", + " - Technical Studies (presently in development)\n", + " - **[Latest Release Info](https://github.com/matplotlib/mplfinance#release)**\n", + " - **[Some Background History About This Package](https://github.com/matplotlib/mplfinance#history)**\n", + " - **[Old API Availability](https://github.com/matplotlib/mplfinance#oldapi)**\n", + "\n", + "---\n", + "## The New API\n", + "\n", + "This repository, `matplotlib/mplfinance`, contains a new **matplotlib finance** API that makes it easier to create financial plots. It interfaces nicely with **Pandas** DataFrames. \n", + "\n", + "*More importantly, **the new API automatically does the extra matplotlib work that the user previously had to do \"manually\" with the old API.*** (The old API is still available within this package; see below).\n", + "\n", + "The conventional way to import the new API is as follows:\n", + "\n", + "```python\n", + " import mplfinance as mpf\n", + "```\n", + "\n", + "The most common usage is then to call\n", + "\n", + "```python\n", + " mpf.plot(data)\n", + "```\n", + "\n", + "where `data` is a `Pandas DataFrame` object containing Open, High, Low and Close data, with a Pandas `DatetimeIndex`.\n", + "\n", + "Details on how to call the new API can be found below under **[Basic Usage](https://github.com/matplotlib/mplfinance#usage)**, as well as in the jupyter notebooks in the **[examples](https://github.com/matplotlib/mplfinance/blob/master/examples/)** folder.\n", + "\n", + "I am very interested to hear from you regarding what you think of the new `mplfinance`, plus any suggestions you may have for improvement. You can reach me at **dgoldfarb.github@gmail.com** or, if you prefer, provide feedback or a ask question on our **[issues page.](https://github.com/matplotlib/mplfinance/issues/new/choose)**\n", + "\n", + "---\n", + "\n", + "# Basic Usage\n", + "Start with a Pandas DataFrame containing OHLC data. For example," + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20, 5)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    \n", + "\n", + "After importing mplfinance, plotting OHLC data is as simple as calling `mpf.plot()` on the dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "362: avg_dist_between_points = 0.95\n", + "314: avg_dist_between_points = 0.95\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.plot(daily)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "
    \n", + "\n", + "The default plot type, as you can see above, is `'ohlc'`. Other plot types can be specified with the keyword argument `type`, for example, `type='candle'`, `type='line'`, or `type='renko'`" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "439: avg_dist_between_points = 0.95\n", + "314: avg_dist_between_points = 0.95\n" + ] + }, + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='candle')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "314: avg_dist_between_points = 0.95\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='line')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "314: avg_dist_between_points = 0.9833333333333333\n" + ] + }, + { + "data": { + "image/png": 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rdf311+vhhx/WV199VYtHAwAAYA6mC30bN25Udna21q9fr7CwsFLrN23apH79+mnq1KmKjo5W165dNXv2bOXk5GjLli2SpF27duk///mPnn32WQ0YMEDt27fXtGnT1KNHDy1evLi2DwkAAMDr/LxdwM/FxcVp1KhR8vX1LXP9/PnzSy2z2WySJD+/wsPZvn27GjRooOuuu67EdgMGDNCrr76qvLw8BQQEeLhyAAAA8zLdSF9UVFS5ga8sKSkpeuGFFxQZGamhQ4dKko4dO6ZWrVo5Q2CRdu3aKT8/XydPnvRozQAAAGZnupE+d3322WeaMmWKcnNz1b9/f61evVpNmjSRJGVmZio4OLjUbUJCQiRJGRkZ5e7XZiv88Zai+3anhtTUFJfbxEaFl7vuyKmL7pZVJ1Wml3CNfnoOvfSs+tTP9m3Kf80uzt/P9eBIVfpRn3pZGa7eT6vaj5ruZ2X3W2dDX58+fbRhwwadPXtWiYmJGj16tBITExUdHV3ubQzDcLnf6MjGZQbG2hYd2bjG76N9m3C3elLX1UYvrYR+eg699Ky63k+bh5NBTOuq96Ou99LTqtNLqeb6mZXlX6nt62zoCwoKUnR0tKKjo9W7d28NGTJE8+bN08KFCxUaGqrTp0+Xuk1mZqYkqVGjRuXu99iZdAUF2WusbldstsKT49iZdJWVx46cuuj2/wTdcfR0usf2ZTaueonKoZ+eQy89i36WduTUxSq9vlupl+6+n1a1l1LN9zM7O6tS29ep0FdQUKCtW7cqMjJSXbp0cS739/dXTEyMDh06JEmKiYnRZ599JrvdLn//n1Lw8ePH5e/vr7Zt25Z7H4YhU5zoFdVxOLniadniU7oRES1LrS8+jG2GY61pZnlM6wv66Tn00rPqUz/t+Y5Sy4pP6bp6H6huH+pTLyviqo+SZ/pQU/2s7D5N90WOivj4+CghIUEvvfRSieUOh0OHDx9WZGSkJGnQoEHKzc3VF198UWK7LVu2aODAgSWCIAAAgBWYLvSlp6crLS1NaWlpcjgcys3Ndf6ek5OjiRMn6t///rcSEhJ06NAhff/993r66aeVnJysCRMmSJJ69uypwYMHa9asWfr888916NAhzZ49W0eOHNEjjzzi5SMEAACofaab3p08ebJ27tzp/D0lJcV50eX4+HiNGDFCISEhWrJkiVatWqWGDRsqNjZWS5cuVZ8+fZy3mzt3rubMmaMnnnhCmZmZ6ty5sxITE9W1a9daPyYAAABvM13oS0pKcrnNrbfeqltvvbXCbYKDgzVr1izNmjXLU6UBAADUWaab3gUAAIDnEfoAAAAsgNAHAABgAYQ+AAAACyD0AQAAWAChDwAAwAIIfQAAABZA6AMAALAAQh8AAIAFEPoAAAAsgNAHAABgAYQ+AAAACyD0AQAAWAChDwAAwAIIfQAAABbg5+0CULNSU1MqXB8bFV7uusPJFz1dDoBaVNHzuzie67XH3cfE38+3hiuBFTHSh3K5++IEwHwq8/zluV476DO8jdBXD/G/dgCov3iNR1UxvVtPVfSiUPx/mxERLUutdzUlDKBusec7ylzOFKL3lPWYFH88CHaoCdUe6du0aZMmTZqkwYMHq2fPns7lzz33nC5e5KQFAAAwgyqP9OXl5WnSpEn697//LUkyDEM2m02SlJWVpTVr1mjHjh1as2aNwsP5HAMAAIA3VXmk7/XXX9f27dslST179pS/v79zXXZ2tgIDA3Xy5EktXry4+lUCAACgWqoc+v7xj3/IZrNpwYIFWrNmjYKDg53rmjdvrrfeekuGYWjLli0eKRQAAABVV+XQd/bsWQUGBuqmm24qc33Pnj3VsGFDpaamVrk4AAAAeEaVQ19QUJByc3PLDXX79u3T5cuXS4wAAgAAwDuqHPquvPJKGYahhx56SOvXr1d+fr4kadu2bVqyZIkmTJggm82mbt26eaxYAAAAVE2Vv707btw4bdu2TQcPHtSTTz7pXD5+/HhJhd/m9fHx0bhx46pfJQAAAKqlyiN9vXv3VkJCgoKCgmQYRqmfoKAgzZ49W3379vVkvQAAAKiCav1FjmHDhikuLk5btmzRwYMHlZWVpZCQEHXs2FE33nijQkNDPVUnAAAAqqHaf4YtLCxMd911lydqAQAAQA2p1p9hy8vL06JFi/TKK6+UWD5p0iTNmTNHOTk51SoOAAAAnlHl0JeTk6NRo0bplVde0alTp0qsO3PmjJYvX65Ro0YpLy+v2kUCAACgeqoc+hITE7Vv3z7nlzaKa968uQzD0IEDB/TGG29Uu0gAAABUT5VD34YNG2Sz2fTMM8/omWeeKbFu6dKlevbZZ2UYhv7+979Xu0gAAABUT5VD35kzZxQQEKB77rmnzPWjR49WQECAzpw5U+XiAAAA4BlVDn3BwcHKy8srN9QdP35ceXl5paZ+AQAAUPuqfMmWHj16aPv27RozZozGjRunrl27KiQkRD/++KP27t2rxMRE2Ww2de3a1ZP1AgAAoAqqHPoeeOABbdu2TSdPntSzzz5bar1hGLLZbPrd735XrQIBAABQfVUOff3799czzzyjhIQE2e320jv289Mf/vAHxcXFVatA1KzU1JQK18dGhVe4/nDyRU+WA6ASXD0/i/j7+VZrXxU9z92toS68VrhzLJ7oheTeYwJ4WrX+Isc999yjG2+8UR988IH27dunjIwMBQcHq1OnTho6dKjatm3rqTphUrFR4XXixRyobyoTMDxxX2U9zytTg9lfK9w9Fk/0AvCWav8ZtpYtW2r8+PGeqAW15HDyRV6gAMCkzByOUbe5HfrOnDkjX19ftWjRwvm7uyIjIytfGWqUu1MUEREty9zG1bQwgNpjz3eUWlZ8+rC857ur53plnudl1fDzOuoKV/2syu1/vg+CHbzB7dB3ww03qEmTJvriiy+cv9tsNpe3s9ls2r9/f9UrBAAAQLVVanrXMIwKfwcAAIA5uR36hg8frpCQkBK/uzPSBwAAAO9zO/QlJCRU+LunrVixQi+99JJuuukmzZ8/v8S6PXv2aNGiRdq3b598fHzUvXt3TZ8+XZ06dZIkXbp0Sb179y5zv1OmTNGkSZNqtHYAAACzqfK3d//whz/Ibrfr5Zdf9uiIX3p6umbMmKF9+/YpMDCw1Pq9e/fq/vvv1x133KGZM2fq8uXLmjNnjh544AFt2rRJTZs2VWZmpiRp/vz5pcJfcHCwx2oFAACoK6r8t3e3b9+ubdu2eXyKd+PGjcrOztb69esVFhZWav0bb7yhli1b6vnnn1f79u3VrVs3Pf/887p48aK2bt0qSc7Q17JlSzVv3rzED38LGAAAWFGVQ9/tt9+uy5cva8uWLZ6sR3FxcVq+fLmaNm1a5voXX3xR77zzjnx8fio9IiJCknT+/HlJUkZGhiQR8AAAAP5Plad3b7vtNp07d07Tpk3T4MGD1aNHD4WHh5cIY0WGDx/u9n6joqIqXB8UFFQqzH366aeSpJ49e0r6aaSPqVwAAIBCVQ599913n6TCy7Zs3rxZmzdvLnM7m81WqdBXWcnJyXrhhRc0YMAA9e3bV9JPoe/tt9/Wjh07lJaWpjZt2ujuu+/WyJEjywymP9Vb+OMtRfdtmi9Gu1GHaWr9GdP1so6jn55T2710635cbOOJWmvqeE3Zz1rYR03gee5ZNd3Pyu63yqGv+DX6vHW9vsOHD2vMmDGKiIjQ3LlzncsdDoeaNWum3NxczZo1S76+vtq6dauee+45nTlzRtOmTSt3n9GRjU0xQhgd2djbJUiSfH1cn1Exrc1Ra3nM0sv6gn56jqd66edb8Sd13HmOunquu9qHqxrcraM6zNJPM/Siuniee1ZN9TMry79S21c59MXHx1f1ph6xZ88eTZw4UbGxsXr11VdLfOlj2LBhGjZsWIntu3fvrrS0NCUmJmrChAnlft7v2Jl0BQXZa7T2ithshSfHsTPpMsO1rx0Fros4ejq9FiqpPLP1sq6jn57j6V7mOwoqXO/Oc9TVc93VPlzV4G4dVWG2fnqzF9XF89yzarqf2dlZldq+SqFv9+7dOnbsmNLT09WmTRv96le/cvlZPE/av3+/xo0bp379+mnevHkKCAhw63adOnWS3W7X+fPnyw19hiFTnOhmqUNu1GCKOitgml7WE/TTc2qrl27dh4ttPFFnTR+rqfpZC/uoSTzPPaum+lnZfVY69D377LN69913SyxbsGCBZs6cqVGjRlV2d5V24cIFjR8/Xv369dPLL78sX9/SfwR73bp1+u677/Tss8+WWP7tt98qKChILVq0qPE6AQAAzKRSoe8f//iH1q5dW2p5fn6+nn/+eXXt2lU9evSoVkHp6emy2wunVx0Oh3Jzc5WWliZJCg0N1YIFC5STk6PHHntMFy5cKHFbf39/NW7cWE2aNNGqVatkt9t1zz33KCAgQJ988ok++OADTZw40e2RQQAAgPqiUqHvvffekyS1atVKEyZMUGRkpA4ePKilS5fq0qVLWrlypebMmVOtgiZPnqydO3c6f09JSXFeCzA+Pl6ff/65MjIydMstt5S67bXXXqukpCQNGjRIr732mpYsWaL7779fBQUFateuneLj43XHHXdUqz4AAIC6qFKh78CBA7LZbFq4cKG6desmSbr++usVExOjSZMmae/evdUuKCkpqcL1d911l1v7GTRokAYNGlTtegAAAOqDSv1FjkuXLqlBgwbOwFek6Pp4RX8JAwAAAOZSqdBnGIYaNGhQannDhg0lSQUFrr+mDgAAgNpX5b+9CwAAgLqj0pdsyc/P1+7du8v8Kxzlrevdu3fVK4RXpaamuNwmNiq83HWHky96shzAUip6bhXn71f60lWV5eq57qoWd2rw5muFu72UXB+LJ3oBeEOlQ19mZqbz7+4WZ7PZylxns9m0f//+qleIOi02KpzgB1RBZUJKfVCTrxVW6yVQnkpP7xqGUekf1C2ENKD+qOj5zHPdO+g7vKVSI3133nlnTdUBk3H1olT8f84RES1LrXdnWhiAe+z5jlLLik8hVidEVHTbyjzPy9uP2V4ryuql5LqfnugF4G2VCn3x8fE1VQcAAABqEN/eBQAAsABCHwAAgAUQ+gAAACyA0AcAAGABhD4AAAALIPQBAABYAKEPAADAAgh9AAAAFkDoAwAAsABCHwAAgAUQ+gAAACyA0AcAAGABhD4AAAALIPQBAABYAKEPAADAAgh9AAAAFkDoAwAAsABCHwAAgAX4ebsA1H2pqSkVro+NCi933eHki54uB+Wo6HEojsekdthsNre39ffzrcFK3OPqee6Jfbg6Rys6N93tpyd66YleAN7ASB+8yt0gguqpTJ95TGpe+zb0uCrKOzfpJ+AeQh+qhNEgwBxq8rno7r4r2q6uvVaUV68negF4G9O7qLKKXtyK/488IqJlqfVMj3iPPd9R5nIzTCFakTuPhzeDhCfuuzqvFVLlXi/K6qenekmgQ13HSB8AAIAFEPoAAAAsgNAHAABgAYQ+AAAACyD0AQAAWAChDwAAwAIIfQAAABZA6AMAALAAQh8AAIAFEPoAAAAsgNAHAABgAYQ+AAAACyD0AQAAWAChDwAAwAIIfQAAABZA6AMAALAA04a+FStWqFu3bpo2bVqpdXv27NHYsWPVp08f9e3bV+PHj9eBAwdKbHPp0iXNnDlT/fr1U/fu3XXnnXfqs88+q63yAQAATMV0oS89PV0TJ05UYmKiAgMDS63fu3ev7r//frVq1UqrVq3S0qVLlZOTowceeEDnz593bvfII49o165dmjNnjtavX6/rr79eDz/8sL766qvaPBwAAABT8PN2AT+3ceNGZWdna/369Ro5cmSp9W+88YZatmyp559/Xj4+hZn1+eef180336ytW7dq5MiR2rVrl/7zn/8oMTFRAwYMkCRNmzZN//nPf7R48WIlJibW6jFZXWpqSoXrY6PCK1x/OPmiJ8vxOFf1F6np43C3Dn8/32rt68ip8o/DLL0wA08+Hlbh6rVCct1X+gmUz3QjfXFxcVq+fLmaNm1a5voXX3xR77zzjjPwSVJERIQkOUf6tm/frgYNGui6664rcdsBAwboyy+/VF5eXg1Vj5rg7punN1Smtpo8jolLNe0AACAASURBVNrsUfs2Zd+XWXphBvX9+ADUTaYb6YuKiqpwfVBQkIKCgkos+/TTTyVJPXv2lCQdO3ZMrVq1kp9fycNr166d8vPzdfLkScXGxpa5f5ut8Mdbiu7bmzV4wpFTF8sNB1VRlX6YsZdmqqU6PHEc9aUXNa2ikdX6wNOvFa7uCxUz4+tmXVbT/azsfk0X+iorOTlZL7zwggYMGKC+fftKkjIzMxUcHFxq25CQEElSRkZGufuLjmxc5m1rW3RkY2+XUG2GYZS7zlbsTG3VqlWZ25w9e9b575jWVe9HbfWyvOMtfqzVOY7q1FG8BnfqLOsxqczjYZZemEFVHw8rcdWDypyb9NMz6sN7kJnUVD+zsvwrtX2dDn2HDx/WmDFjFBERoblz57rc3p0Xg2Nn0hUUZPdEeVVisxWeHMfOpMsqr12OAtcHevR0eqX3W9u9zHcUuNymKsfh6TrcqcHVY+JqH2bphRl44vHAT6p7bqJiVnwPqkk13c/s7KxKbV9nQ9+ePXs0ceJExcbG6tVXX1VYWJhzXWhoqE6fPl3qNpmZmZKkRo0albtfw5ApTnSz1FEr3DjO6vTCTL00Qx1u1eBiG08chxl6YQb0oZJq4dyEuV4364Oa6mdl92m6L3K4Y//+/Ro3bpyuvfZarVixokTgk6SYmBidPXtWdnvJEbvjx4/L399fbdu2rc1yAQAAvK7Ohb4LFy5o/Pjx6tevn15++WUFBASU2mbQoEHKzc3VF198UWL5li1bNHDgQPn7V24OHAAAoK4z3fRuenq6c4TO4XAoNzdXaWlpkgqnbRcsWKCcnBw99thjunDhQonb+vv7q3HjxurZs6cGDx6sWbNm6bnnnlOrVq20du1aHTlyRC+++GKtHxMAAIC3mS70TZ48WTt37nT+npKSoi1btkiS4uPj9fnnnysjI0O33HJLqdtee+21SkpKkiTNnTtXc+bM0RNPPKHMzEx17txZiYmJ6tq1a+0cCAAAgImYLvQVhbby3HXXXW7tJzg4WLNmzdKsWbM8URYAAECdVuc+0wcAAIDKI/QBAABYAKEPAADAAgh9AAAAFkDoAwAAsABCHwAAgAUQ+gAAACyA0AcAAGABhD4AAAALIPQBAABYAKEPAADAAgh9AAAAFuDn7QKA1NQUl9vERoWXu+5w8kVPllOp+y7O38+3WvtydRyerMMVV4+Jq1pquhdmUJuPB37izusFgLIx0oc6z903X7PtuzL3VZt1mIHZj9fs9QFAWQh98Iq6MJJTH1XUdx6T2nfkFD13h7vnJv0EKsb0LrymMtOZEREtS62v7Wkee76j1LLiU3flHY+nj6OqdbijottW5jhqqxdmUJXHw2aTYlo31tHT6TVaW31S0blJPwH3MNIHAABgAYQ+AAAACyD0AQAAWAChDwAAwAIIfQAAABZA6AMAALAAQh8AAIAFEPoAAAAsgNAHAABgAYQ+AAAACyD0AQAAWAChDwAAwAIIfQAAABZA6AMAALAAQh8AAIAFEPoAAAAsgNAHAABgAYQ+AAAACyD0AQAAWICftwsA3JGamlLh+tio8HLXHTl1scq3Lc7fz9et7SpSnePwZB3V5eo4PLGPinpxOLnix7S63D0nJHM8HgDgDkb6UO+1b1P+G3hl3txhHjX5uHFOAKivCH0wrZoezfGkimqtzeOoyftyNWLqTg116TH1BKsdLwBzY3oXplbRm2bxEZmIiJal1ld2CtKe7yi1rPjUXXXewKtzHFLJY/FmkDAMQ0dPp8swqr6P2nxMq6usc0Ly3HkBALWJkT4AAAALIPQBAABYAKEPAADAAgh9AAAAFkDoAwAAsABCHwAAgAWYNvStWLFC3bp107Rp08pcv2PHDvXv31/9+/cvte5///ufOnbsWObPhg0barp0AAAA0zHddfrS09M1Y8YM7du3T4GBgaXWOxwOLVy4UMuXL1ezZs2Uk5NTapvMzExJ0urVqxUVFVViXaNGjWqmcAAAABMz3Ujfxo0blZ2drfXr1yssLKzU+iNHjuiDDz7QypUr1bt37zL3URT6WrdurebNm5f4KStIAgAA1HemG+mLi4vTqFGj5Otb9h8xb9GihdatW6fGjRuXu4+MjAxJUnBwcI3UCAAAUNeYLvT9fDr258oa/fu5opG+oKCgSt+/zVb44y1F9+3NGuokF/3yRD9r5TFx4z68dW7U+rlZC4+pJ1SlDp7nnkU/PYdeelZN97Oy+zVd6POEzMxM+fv7669//au2bdumixcvKjo6Wvfdd59uueWWCm8bHdnYFCOE0ZHlj2SiNF+fis/8mNau++nnW/GnHdzZR3W5Oo7aqqMitXVueuIxrS5X50R16+B57ln003PopWfVVD+zsvwrtX29DH2S1LhxYwUGBiohIUH5+flav369Hn30Ub3wwgsaOXJkubc7diZdQUH2Wqy0JJut8OQ4dqZ6f9TeahwFFTfr6Ol0l/vIdxRUex/V5eo4aquOstT2uemJx7S6XJ0TVa2D57ln0U/PoZeeVdP9zM7OqtT29TL0jR8/XuPHjy+x7Morr9SJEyf08ssvVxj6DEOmONHNUked4aJXnuhlrTwebtyHt8+LWjs3a+Ex9YTq1MHz3LPop+fQS8+qqX5Wdp+m+/ZuTerUqZPS0tJUUOD6f+8AAAD1Sb0MfYmJiVq4cGGp5d9++63atWsnH596edgAAADlMt30bnp6uuz2ws/UORwO5ebmKi0tTZIUGhoqh8Oh7OxsSVJOTo4KCgqc6xs0aKDQ0FAFBQVpzpw5cjgcGjp0qAoKCvTuu+9q165dmj17tncODAAAwItMF/omT56snTt3On9PSUnRli1bJEnx8fE6ffq0Fi1aVOI2AwYMkCTdeeedSkhI0KhRo9SwYUO99dZbSkpKkp+fn9q3b68lS5YoLi6u9g4GAADAJEwX+pKSklxuM3nyZJfbDB8+XMOHD/dESQAAAHWe6UIfUBWpqSkVro+NCne5D3+/sv8KTG1ydRxWUt3H9HDyxSrftogZzgkA8BS+0QCgXiov2Lkb+ACgviH0oc6qaCSnLt1XZfZdm8fsDXXt+OpavQCsjeld1GnuTuFFRLQsc5viU4jefAMnPPzEk4+pK/Z8R6llxad0eVwA1CeM9AEAAFgAoQ8AAMACCH0AAAAWQOgDAACwAEIfAACABRD6AAAALIDQBwAAYAGEPgAAAAsg9AEAAFgAoQ8AAMACCH0AAAAWQOgDAACwAEIfAACABRD6AAAALIDQBwAAYAGEPgAAAAsg9AEAAFgAoQ8AAMACCH0AAAAW4OftAoDakJqa4u0S4GHuPKaxUeEVrvf38/VUOQBgeoz0AQAAWAChD/XWkVMX3d72cLL728J7avNx4pwAUN8wvYt6zTAMHT2dLsPwdiXwFFdhrPiUbkREy1Lri08LE+wAWAkjfQAAABZA6AMAALAAQh8AAIAFEPoAAAAsgNAHAABgAYQ+AAAACyD0AQAAWAChDwAAwAIIfQAAABZA6AMAALAAQh8AAIAFEPoAAAAsgNAHAABgAYQ+AAAACyD0AQAAWAChDwAAwAIIfQAAABZA6AMAALAA04a+FStWqFu3bpo2bVqZ63fs2KH+/furf//+Za4/e/aspk6dqt69e6tHjx4aPXq0vv7665osGQAAwLT8vF3Az6Wnp2vGjBnat2+fAgMDS613OBxauHChli9frmbNmiknJ6fUNnl5eRo7dqxCQkL06quvKjQ0VElJSRo7dqw++OADRUVF1cahAPCy1NQUb5cAAKZhupG+jRs3Kjs7W+vXr1dYWFip9UeOHNEHH3yglStXqnfv3mXu48MPP9TRo0f1l7/8Rddcc406duyoWbNmKSwsTEuXLq3pQwAAADAd0430xcXFadSoUfL19S1zfYsWLbRu3To1bty43H1s27ZNV1xxhWJiYpzLfH191bdvX33++ecerxmAeRxOvqjYqHC3tgMAKzFd6HM19VrW6N/PHTt2TG3atCm1vF27dlq3bp0uX76shg0blnlbm63wx1uK7tubNdQX9NKz6lI/j5wyd6CrS72sC+in59BLz6rpflZ2v6YLfZ6QlZVVZugLCQmRJGVkZJQb+qIjGys4OLhG63NHdGT5I5moHHrpWfTTc+ilZ9FPz6GXnlVT/czK8q/U9vUy9JXHMAyX2xw7k66gIHstVFM2m63w5Dh2Jl1ulIsK0EvPop+eQy89i356Dr30rJruZ3Z2VqW2r5ehLzQ0VFlZpRuRmZnpXF8ew5ApTnSz1FEf0EvPop+eQy89i356Dr30rJrqZ2X3abpv73pCTEyMTpw4UWr58ePH1aZNm3KndgEAAOqrehn6Bg0apOTkZB0+fNi5LC8vT9u2bdPgwYO9WBkAAIB3mG56Nz09XXZ74WfqHA6HcnNzlZaWJqlwWtbhcCg7O1uSlJOTo4KCAuf6Bg0aKDQ0VDfffLM6d+6sxx9/XE8++aRCQkK0dOlS2e12jRs3zjsHBgAA4EWmC32TJ0/Wzp07nb+npKRoy5YtkqT4+HidPn1aixYtKnGbAQMGSJLuvPNOJSQkyM/PT8uWLVN8fLwmTZqkvLw89erVS0lJSWrZsmXtHQwAAIBJmC70JSUludxm8uTJLrdp1qyZ5s6d64mSAAAA6rx6+Zk+AAAAlEToAwAAsABCHwAAgAUQ+gAAACyA0AcAAGABpvv2rjcU/5u8RdcA9BabrfAPKGdnZ/EncKqJXnoW/fQceulZ9NNz6KVn1XQ/i2cWw407IPSpZNOu69XBi5UAAABUXnZ2tkJCQirchuldAAAAC7AZ7owH1nMFBQU6d+6cJCkoKEg2m83LFQEAAFTMMAznbGWzZs3k41PxWB6hDwAAwAKY3gUAALAAQh8AAIAFEPoAAAAsgNAHeEheXp63SwAAoFyEPsADduzYofj4eK9f3Lu+cDgchGjUGXwfEnUFF2e2kLy8PF28eFEtWrTwdin1yq5duzRmzBhNmTJFQUFB3i6nztu/f79Wr16tgwcPKjIyUnfddZcGDhzo7bLqJLvdrlOnTsnPz09hYWFq1KiRDMPgslRVlJWVpcWLFyslJUWNGjXSddddp1/+8pfy9fWVw+GQr6+vt0usM/Ly8nTw4EHl5eWpadOmateunbdLsgQu2WIROTk5+t3vfqeYmBhNmjRJUVFR3i6pXti5c6fGjBmj6dOn68EHH/R2OXXenj179Mgjj2jgwIEKCgrSJ598otDQUC1btkytW7f2dnl1SmZmpqZOnapTp07p/Pnz6tu3ryZPnqxf/OIX3i6tTsrKytIdd9yhiIgItWrVSt99953sdrs6dOigBQsWKCAgQAUFBS6vk4bCc3P8+PHKyMjQoUOH1KFDB91///0aMWKEt0ur93yfe+6557xdBGreF198oWXLlun06dPKyclRbGysQkNDvV1WnbZ7926NHTtWU6dO1bhx4yQVTkuW9aJfUFDA6IoLP/zwg6ZMmaKRI0fqySef1KBBg3T77bdr/vz56tSpkzp37uztEuuMrKws3X333WrSpInuu+8+NWnSRJ9++qkKCgo0YMAAzsVKMgxDzz//vHx9ffXWW2/plltu0W9+8xtJ0qZNm7R582YNHz5c/v7+5b4GoFBOTo7uvfdetWrVSk888YSuu+46HTt2TB9//LF69OihyMhIb5dYrzG9axEnTpzQddddp06dOmnFihWSpLFjx/IEq6ILFy5oypQp6tmzpzPw5eXlKSAgQOfOndOhQ4d06tQptWnTRtdee618fX0ZBXAhJSVFPj4+uvXWWyUV/h3JFi1aqH///mrUqJF27dqlyMhIRUZGEloqYBiGFixYoHbt2un111+XJA0ZMkQ//PCDdu/eXWJ6l6le99hsNp06dUoxMTGSCqfNAwICdM899+jSpUt67bXXNGbMGK1YsUIBAQH0tQIffvihGjRooPj4eAUFBalr164KDw/X73//ex09elRXX321t0us1wh9FnHp0iU1a9ZMM2bMkN1u18qVK2UYhh588EGCXxXYbDaNGDFCy5Yt06pVqzR69GgFBATo4MGDevzxx5WXl6ejR4+qQYMG6tu3rxYuXCg/P55uFcnOztbhw4d15MgRRUdHKygoSMePH9fOnTuVkpKi48ePq0WLFrrlllv0xz/+kQBdDpvNpuTkZHXo0EFS4VRaSEiIevfurcjISH300UfKyspSp06d1L17dy9Xa34FBQXKz8/X2bNn1bx5c0mSn5+f8vPzFRgYqIEDB2rLli368ccf9dhjj2n+/Pl8tq8CP/zwgy5duuT83TAM9e3bV1FRUfrmm280cuRIL1ZX/zG9axEpKSmKiopSp06dFBcXp0uXLmnlypXKz8/XL37xC4WGhvK/00po2LChoqOjlZubq6VLl+qKK67QFVdcoYceekj9+/fX5MmTNWXKFOXk5OiTTz6RYRjq3bu3t8s2NYfDof/+97/avHmzUlNTdfz4cU2ZMkV33323pk+frokTJ+rAgQP617/+pbCwMHXt2tXbJZtWYmKifvzxRw0fPtw58jRjxgydOXNG/+///T/t2bNHy5YtU3R0tDp06MBzvwI2m02+vr7KyMjQW2+9pVatWqlLly6y2Wyy2Ww6evSo0tLSNGTIEH3xxReKjo5WmzZt6Gk59uzZow8//FD3339/ib91v2HDBgUHB+vmm2/2coX1G6Gvnit64enYsaPatm0rHx8f+fj4aODAgfrxxx+dwS82NlaNGjWSJO3du1fBwcEKCAjwcvXmkpKSolOnTungwYNq1aqVGjVqpF/84hf64YcftHr1an333Xfq0aOHJk+erBYtWigoKEh9+vTRxx9/rIyMDN1+++2MThVz7tw5nTt3TmfPnlWzZs3UuHFjtWrVSpmZmfrqq6/0ww8/qEWLFnrxxRfVrFkzNWrUSHFxcXr//fd16dIl3Xbbbbyp/kzR893Pz0+9evVyfmnjscceU0ZGhubOnavJkyerT58+SklJUVJSkm677TY1btzYy5WbS15envbu3atvvvlGYWFhatiwoSIjI3X8+HG9+eabCggIkJ+fn86cOaPf//73Gj58uEaPHq1Vq1bJz89Pffv25dwspuj7ojabTREREerVq5d69uwpqXCq3NfXV+vXr1dUVJSuv/56PgNdg5hvqmeys7P10UcfadCgQWrSpIlsNpvzs2RFlxMpurTAzJkzJUlJSUmSpEceeURvvfWWkpKStHnzZq8dgxnt3r1bM2fOlMPhUHp6upo1a6axY8fqtttu05QpU/Tiiy9q8+bNmj59uho0aCDpp8/9xMbGyjAMpnyK2b17t55//nldunRJeXl5at26taZOnarrrrtOAwcOVE5OjmbNmqW8vDw1bNhQUuEbcXBwsK666iplZGSooKCAnkrO53fxCzEMGzZM/v7+zt+feeYZBQQEOF8DOnXqpBEjRmj79u06ffq02rZtW+t1m1VmZqYeeughXbx4UcePH1ezZs00YcIE3XfffZo6daqaNm2quXPnOr+08Zvf/Eb333+/JKl79+5KTU318hGYh91ul7+/v/N9yGazqW3btiXOt6LncEZGhvO1s+g/x3PmzFFgYKCmTJlS+8XXU4S+esThcOjhhx/Wjh07NH36dP32t79Vo0aNSo0uFb+mVPHg9+WXX+rs2bNasWKFmjRp4o1DMKUDBw5owoQJeuihhzRw4EDZbDa99NJLio+P11dffaUZM2bo0UcfVZcuXfTQQw85b+fv76/Lly/r7Nmz6tevnxePwFz27dunhx56SA8++KCuvvpqZWZm6tVXX9XDDz+sMWPGaPTo0WrWrJlCQkL03//+V0ePHlVMTIwCAgKUm5uro0ePqk+fPgQ+FX5L9+GHH9aECRPUt29fFRQUSFKJwFdQUFBiJK/ojbh169Zq3bo115YspujSVrGxsfrTn/6kwMBAJSQkaP78+bryyivVvXt3/elPf9LEiROVmpqqBg0alPhcZEZGhmJjYyXxJZnLly/r9ttv169+9SvnZ3DL+jJb0e8/79eiRYu0fPlyvfPOO7Vad33H9G494uPjo3fffVfBwcH65z//qYCAAHXu3FmBgYFlbpufny8fHx9df/31+vjjj5WWlqa3336bz0r9zHvvvSd/f389/fTTatGihZo3b6477rhDFy5c0CeffKLvv/9eQ4YM0eDBgyVJR48edV4b7bnnnlNmZqYSEhKY2lXhf0zeeOMNRUZGaubMmYqKilL79u3161//Wvv379eGDRuUm5urXr16yeFw6M0339T58+fl5+enCxcu6LnnntOlS5f0t7/9jX5KWrZsmd5//33t2LFDXbp0cV5/s/ibZ9G/MzIyFBgY6AzLy5cvV2pqqu677z7naKrV/fvf/9bOnTv14osvql27dgoPD9cNN9yg999/X7m5uYqLi5PNZlN4eLhat26t0NBQHTx4UN98843ee+89ffzxx3rqqacUHh5u6cAnSdu3b9eaNWv09ddfy263O6e8fz51W3SJmzVr1qhjx4669tpr9fLLL2vZsmVau3YtXzbyMEb66pHTp08rOTlZf/nLX7Rr1y698sorkqTf/e53ZV6Tr+jbpIsWLdLx48f13nvvqWPHjrVac11w9OhRpaSkON8siy7N8tRTT6lhw4Z65513NH/+fE2fPl2StHjxYn3yySfON43Vq1fLz8+PK/arcJT5+PHjcjgczmVFI08LFizQ448/rtWrV6tp06YaP368/vjHP+rtt9/WRx99pA4dOig8PFzr1q2jn//n5MmTio2NVUBAgP7whz9o7ty56tOnT6lRk4sXL+rtt9/WiRMn1KFDBx06dEhbt27VypUrGdUv5uTJkzp58qTzW7oFBQXOUdGUlBRJKnHOpaWl6YknnlB6errCw8P11ltvOS/rYnXff/+92rZtq+uuu8556aBp06aVO+LXokULpaen629/+5sSExO1evVqBiBqAKGvHimaxmnZsqXGjh2ry5cvuwx+mzdv1uLFi7V27VoCXzl69uyp3bt3a/fu3brmmmsUEBCg/Px8+fn5adq0acrIyND69es1aNAg/fKXv9Rvf/tb3XzzzWrevLl69uzpHFW1+iVbij5zdsUVV2jnzp06duyYoqOj5e/v7+zPnDlzlJmZqSVLluj666/Xgw8+qIEDByorK0uhoaGKiYmhnyrsZW5urtLS0jRp0iSFh4crISGh3ODn5+en9PR07dixQwcOHFDbtm21atUq52VdUKhVq1bKysrSvn371LlzZ/n4+CggIECRkZE6c+aMJJX4z0a7du308ssvKyAgQI0aNVJYWJg3yzeV9PR0DR48WBMmTJCkcoNfUS+7dOmi119/XYGBgVq9erW6devmtdrrM6Z365GwsDDFxMSoW7duCggIUPfu3ZWfn6+lS5cqICBAnTp1KjXV2759e91xxx3Oz6GgtICAAK1cuVJZWVnq2bOnQkJCSkyPx8XF6bPPPtOePXs0YsQIRUZGqn379mrVqpVzOsPqI1KSnJe4CAoK0tKlSxUYGKjevXvL19e3RD9vvPFGbdiwwTlt3rRpU7Vq1arEF5Os3s+ib+h+++23atmypW644QY1a9ZM+/bt0/r169W1a1e1adNGBQUFKigocF4vcsyYMbrrrrt02223KSIiwtuHYTp+fn7q06eP+vTpU2Kk9J///KdsNpuGDh1aYpQqPT1dkZGRCgsLc34JAYVyc3OVk5OjAQMGKDY2Vna7XW+++WaJqV6Hw+F8XQgODtaJEyf0yiuv8Nd3ahChr54o+pxEmzZtnMsaNGigHj16OINfYGCgM/j99a9/1YkTJ9S9e3fnpVpQmmEYat68uVq2bKnXX39dBQUF6tq1qxo2bCgfHx/l5eXJ19dXAQEB+uijj3TzzTcrNDS0zM9UobCfkZGR8vHx0WuvvaawsDBdeeWVkn76nGlAQICysrK0e/du3XbbbaXeTOnnT3r16uW8Zlz79u3VtGnTEsGv+Gf8zpw5o/DwcPn7+1s+NJfFMAw1bty4xPRs0ej06tWrFRYWpltuucUZ+BYtWqQ1a9bopptuko+PD+dlMYZhKCYmRr169ZLNZlNYWJjat29fKvgV9e3rr7/WlVdeqZtuukmtWrXydvn1mnXnR+qZ8j7U3qhRI02cOFGGYeiVV15RgwYNlJ6ersTERK1du7aWq6x7il7Ihw4dqpSUFL388ssqKCjQAw88oNatWzuvZejv76/w8HAFBwfz4l+Bot6MGDFCKSkpSkhIUEFBgUaPHq0GDRo4p2zDw8PVoEEDrhXpQtFHNopGn2666SZJ0iuvvKLp06dr3rx56tOnjxYsWKDvvvtO8+fPV3BwsDdLNq2ynrdFy2w2W4lzccGCBVqyZIneeecdztEyFPWt+PtSVFSUHnzwQUklp3oXLlyod999V3//+9/VtGnT2i/WYgh9dUzR53TK+zuuxT/HU/S5p7CwME2aNEmBgYF66aWXFBQUpHXr1qlLly61XX6d5evrq7Fjx8rX11fz5s3TmTNn9Otf/1pxcXFKTU3VunXr1KZNGy5y66bmzZtrwoQJ8vX11Zw5c3T69GmNGDFCnTt3Vnp6ujZv3qx27drxrVI3Ff+M1E033STDMLR48WLNmDFDV111lTZt2qT333+fwOeGsi61EhIS4lw2d+5cvfnmm1qzZg1fNKiknwe/bdu26eDBg1qzZg2Br5bYjOJX9ISp5eTk6OGHH9bvf/97XXPNNaWCX9EHjC9duuScsi3+AjZnzhytWbNG7777rtq3b++VY6iLivp88uRJhYSE6KuvvtKsWbOcny1r0qSJfHx8tHbtWvn7+5cbyFGo6Dw9d+6c8vPz9fHHH2vevHlq3ry5AgMDFRQUpNzcXL3//vvy9/e3/PXOpPKv+Vbea4Akbdu2TZMmTVLDhg315ptv8jmpYsr75nfR8h9//FE//vij8yLCjz76qHJyQC9uzwAAIABJREFUctS3b1/NmzePLxq44ec9Ln6unj9/Xvfee68uXLigN998U506dfJWmdZjoM7Ytm2b0bdvX2Pw4MHGf//7X8MwDMPhcBiGYRh2u90wDMM4deqUMXDgQGPz5s0lbpuQkGB06dLF+O6772q36DoiPz/fMAzDKCgocC5zOBzO3zdt2mTExcUZ+/fvNwzDME6cOGFs27bNeOONN4yPP/7YefuixwElFRQUOH8MwzA2btxo/PKXvzROnjxpGIZh/O9//zPWrFljzJ0711i7dq2zj/TTMPLy8spcXnTOnTt3zvjiiy+cy4teExYtWmT06tXLOHjwYM0XWUd9/vnnRl5enpGfn+/sZ3JysnHLLbcYmzZtcp6v7777rtGxY0fj6quvNvbu3evNkk2lqGeGUfK1s2h5SkqKsWzZMiM3N7fE7RYsWGBceeWVxoEDB2qnUDgR+uqYDz/80BgyZIhx/fXXG19//bVhGD89wU6ePGkMHjzYePbZZ0uFlxdeeMEZFFFSUa8uX75sTJ061fjiiy9K9G/z5s3GVVddZaxcubLE9j9X/AXQyoqCWkFBQZmBZfPmzcY111xjvPnmm87tykI/DeOf//ynMXXqVMMwDGPVqlXGsWPHDMP4qTenTp0y+vfv7+xlkTVr1hgdO3YkoFSgqEfnz593Liv6T/NTTz1V4rz83//+ZwwbNsw4dOiQN0o1peL9SUhIML788kvDMEqem/369TPmzp1b4nb/+te/jO7duxvffPNN7RULJ0JfHVH8zXPTpk3G7bffXiL4ZWRkGEOGDDGeeOKJct9EUVpRQMnPzzdOnTpldOzY0ZgwYYKxa9cuw+FwGMnJycYNN9xgrFmzxsuV1g1FL/iZmZnGzJkzjQcffNCYNWuW8c033xh2u904ceKE0b17d/rpBrvdbmzdutUYOnSoMXDgQOPmm282DOOnkbzTp08b/fv3N5555plSz/kPP/zQOHLkSK3XXJccOnTIiIuLM+Lj4w273W5kZ2cbDz74YKl+FvU7JyfHW6WaTlFPDMMwPvnkE2PIkCFGRkaGc1lKSopx7bXXlhqAMAzDOHr0qHH27NlaqxUl8Zm+OsAo4/M8mzZt0quvvqqMjAwtWLBAPXv21DfffKPu3bvzeTI3FX3mJDMzU9OnT1fbtm2df47uqquu0h//+Ef16tVLR44c4TOQbig6T7OysjR06FA1atRITZs21bfffqvQ0FBNnDhRI0eO1IEDB/gMTyX86le/0smTJzVs2DDFx8dLKvx87+zZsxUYGKiZM2da/jOPrhR/DS36t91u1+OPP67Dhw8rKSlJjRs3dl46pKx+lvU6bHWvvfaavvnmGzVv3lx//vOfZbfb5efnp7Vr1yolJUWPPvooPTMZrtNXBxQ9aZ5++mmtXr1aw4YNU4cOHdS4cWPt3btX69ev11VXXaWePXuW2B4V8/HxUU5Ojn7961+refPm/7+9Ow+rqlwbP/7dA5vRgVlFRBQEQRFFEdDEQM0hI0UpNaccOo51fqWdY6fzVqc3fU8dTVFxTFFUnMdECxXNBCecNQcCRQVRIYX2hr3Ze/3+oL0EhzydUOjs5/NPXrThWuu+1l7rXvfzPPfDsGHD6NmzJ02bNiU1NZUTJ07g5+dHy5YtUSgU4qb/K8z7Z5pMJrZu3QrA0qVLeeWVV+jfvz8pKSmkpqZSv359OnXqJF5MfoX5OjMajfzwww+cPXsWPz8/0tPTyc3NpUuXLlhZWeHr60vfvn3FNfkUDy92McdLpVIREBDA4sWLUalUhIaGyg3VH0fEuapbt24xe/Zsrl27hrW1Na+88goqlQqFQoGPjw+dO3cWMauFRNL3B6HVarl48SJbt24lOzubHj164OvrWyXxCw4OpmHDho9saC082Z49e0hNTWX69Om0aNECd3d32rRpQ3BwMOvXr+fcuXN4eXnRqFEjEdNfoVQq0el0zJ07l9OnTxMUFERwcDAGg4E6derQp08fdu3axeHDh+nYsSMuLi4iiX4Mc/IMFXsSOzo6EhsbS1RUFJcuXWL//v1y4le/fv0q33URz8czx+Svf/0r+/fvx9XVFTc3NxQKBTY2NhQVFXHo0CE6deokGtX/ioefKw4ODoSEhHDhwgUOHjxIeXk5YWFhAKJZdS0mkr5a6uEvmJWVlbzh/MqVK8nKyuKll16SE78zZ86wY8cOAgMD8fDwqMEjr90qP1QBcnJy2LhxI126dKFp06ZAxQ3L3Hh5/fr1FBQU0LhxYxo1alRDR/3HkJaWxqeffkp+fj4dOnSgbdu2qFQq9Ho9dnZ2REdHs3jxYtRqtagCPEblFheffvopy5Yt44svvkClUtGhQwdCQ0PJzs5m//795Ofn88ILL6BUKsnOzsbR0VHE8yGVk+Dr169z4sQJUlJSOHDgAKdPnyY4OJh69epRv359Fi9eTFBQEL6+vuKl+TEqX5uFhYWUl5cjSRLu7u4EBgaSk5PDd999h8FgoH379nIvWRHH2kckfbWQeV4EQFZWFk5OTgDY2trStGlT6tWrx6pVq6okfo6Ojuzfv5/09HQGDBggl9mFByRJQqlUUlZWJse3sLCQ1NRUdDodAQEBVTZMlySJ9PR0srOzuXjxIi+++CJ2dnaiovKLh+PQvHlzGjduzL59++QN6z09PVGpVBgMBuzs7EhPT0epVNKjR48aPPLayfwyMnnyZM6dO0f//v1p3749DRo0wMfHB1tbW0JDQ8nJyWHPnj2cOXOG9PR0jh49SqdOnbCysqrhM6g9Hn65q1u3LlFRUcTExHDv3j0OHTrEkiVLuHPnDqGhoTg4OJCcnEzPnj2xs7OrwSOvfR73MpKUlMTNmzcJCAjAw8ODli1bcuHCBfbt24derxeJXy0mkr5aQqvVkpSUJFdHoOILtnDhQpo3by7voWlra4u3tzd16tRhxYoV3Lx5k6ioKHx9ffH09GTEiBHyxvRCVQqFgvLycoYMGcLKlSsZPHgwjRo1wmQysWLFCjQajRxbgIKCAgCmTJnCkiVLsLKyIjQ0VMSWit1eVCoVRqORn3/+mZKSEuzs7PD396dBgwakpaWRlZVFo0aN5MRPkiQWL15MixYt6NKlS02fQq30/fffs2nTJhYvXkxERARt2rTBx8dH/v+2trZERERw7do1MjMzOX/+PB999JHYr7SSyklKQkICq1atYtmyZRiNRoKDg+natStxcXFotVqOHj1KQkICJpOJ3NxcWrZsWWXvXeHBy8iECRM4efIko0ePxmAwsGvXLi5dukRoaCienp5y4nfw4EGKiooIDw8X98paSCR9tUBJSQmvvfYa27dvp6SkhM6dOwNw8+ZN9u/fz5UrV2jYsGGVxM/Ly4vLly+ze/duLl68SO/evWnevHmVSpXwqNLSUgoLC9m/fz/ff/+9XE0pLi5m2bJl/PTTT2g0GhQKBbNmzcJkMtG/f3/S09MpLy/npZdequlTqHFGoxG1Wk1JSQlTp05l+fLlrF+/nvT0dMLDw2nbti2urq5s3bqVvXv3Ul5ezqlTp0hMTKSoqIh58+aJhRxPYH5oxsXFYWdnV+WhmZ2dzfLly4mMjCQiIoIePXrw5ptvyrtGCA+q+QDjxo3jyJEjuLq6YjKZWLlyJT/++COenp40atSITp060aFDB/z9/dm1axd6vZ7x48eLe+hjLFmyhKNHj5KcnExQUBC5ubkcOHCA27dvc+nSJcLCwuTELyMjg/Pnz9OnTx+xjWItJJK+GqbT6ejcuTMBAQEEBgayd+9e8vLy6NKlC61atcLFxYVt27Zx+fJluWoCYGdnx7Vr11CpVPIwr4ODQw2fTe3z8DCPlZUVgYGBODg4sHXrVjnxe+GFFwBYv34927ZtY/v27SiVShISErC2tmb37t14e3sTERFRU6dSK5gfqlqtltjYWOrUqUPPnj1xdnbmxIkTJCUlERgYSHR0NA0aNGD37t0cPXoUBwcHoqKi+J//+R/UajXl5eUWm/iZh8Vv3LiBTqer8r3Nyclh7dq1REVF4eHhUeX6zcrK4oMPPiAyMlLe51kMRVZlTpK/+OILMjMzWb58ObGxscTExNCwYUMWL17MnTt3aNWqFfXr18fR0ZGWLVvSs2dPhg0bZvEVU51Ox969e3F2dq6SsK1cuRJHR0diYmJYtGgRixcv5ssvv8TOzo4tW7Zw/fp12rZti0ajoWfPnsTExODm5laDZyI8ibqmD8DSqVQqRo4cyeTJkyksLOSjjz5i586dQEWLlldffRWAGTNmEB8fD0B4eDgA9+7d49VXX+Wll17CxsamZk6gllOpVJSWlnLhwgXatm0LVKw6i4uLA2DWrFkMHTqUlStXMnHiREJCQrhz5w5qtZrIyEisrKz4/PPPuXDhAtOmTavJU6k1JEli9uzZeHp68uWXX8rXnqOjIzNnzqSkpASAvn37YjQamTFjBvfu3aNBgwaoVCp5z2JLpNVqiY+P5/z585w8eRIrKyvatGlDjx496NevH926dSMkJIRJkyaRmJiIn5+fnCQ6ODjg4+MjXu4q0ev15Ofny9VOk8mEwWDg1KlTvPzyy7i7uwMV12xsbCwajYYpU6bQrl07Ro8eLc85s/RkDypiOWDAAK5fv84HH3xAz549qVu3LkajEZ1OxyuvvEJ6ejpr167ls88+o0uXLoSHh5Oens6RI0fo2rUrKpWKgwcP4ujoWNOnIzyBqPTVIKPRiJWVFR07dgQqhm3bt29PVlYW+/fvlyt+/v7+uLi4sHPnTo4dO8atW7fYs2cPO3fuZPLkyTg7O9fwmdRO5r7jgwcPZtOmTfj6+soPB41Gg6+vL3Z2dmzcuJETJ04QExODp6cnfn5+NGvWjPHjx5OQkMAPP/xAQkICvr6+NXk6tYJCoUChUJCYmIidnR0vv/wyCoWC1NRUZsyYwYcffsjLL7/Mjz/+iKOjI/7+/jg6OrJ582ays7Nxc3PDy8vLIuf6lJSUMHDgQAA6dOjA66+/Tps2bUhPTyctLY1Lly4RFRVFkyZNOHToEBs2bKBdu3a4urqiUChYvXo12dnZvP7662LYjIr759ixYzl27Bi+vr44OzujUCjQarUsX74cd3f3KnNHJUnC39+fmzdvkpKSwquvvoqNjY1FXouPo9frWb9+Pbdv3+bMmTPUr1+fJk2aYGtrS48ePfD392fTpk0UFhYyevRobGxsUKlU7Nmzh169ehEeHs4HH3wgukfUciLpq0EPD2+ZTCYcHBzo0KEDV65ceSTxa9y4MadPnyY9PZ27d+8yb948sVPEY5iHxMwJire3Nxs2bODChQt4eHhUSfxatWpFZmYmGRkZ7Nq1i8GDBwMVLR60Wi1du3Zl8uTJFjm5Ozc3V46LwWDA1dUVKysr9Ho9a9euBSAmJoZdu3bx/vvvM3XqVF577TWuXr3K6NGj8fT0xNvbm4CAAFxdXUlMTOT+/ft069ZNXj1tKXQ6HYMHD8bHx4cvvviCsLAwmjVrRuvWrenTpw+FhYV8++23XL16laFDh+Ll5cXFixdZsGAB33zzDdu2beO7775j3rx5Yg7fL8y9IXfu3Mndu3fx9PTE2dkZa2trMjIyOHz4MC+88IK8sM2c3J09e5abN28ybNgwi51i8DCTyYRGo8HNzY3S0lIAtm3bhpubG02bNsXOzg6TycTy5cu5du0a48aNkxfGHT9+nBEjRtC1a1e504RQe4mkrxYxL3G3t7eXE7+DBw9y7949wsPD8fHxITIykri4OAYOHChu/pXk5uaSlZVFw4YN5Ru5JEkYjUY8PT0JCwtj6dKlXLx4sUrip1aruXDhAs2aNcPBwYEePXqgVCqpV68e7du3x9/fX17Na0mOHTvG22+/zfHjx9mzZw93794lKipKfrtXKBQsX76cvLw8lixZwrvvvsugQYMAuHz5Munp6YwcORIHBwcUCgX+/v40bdqUfv364erqWsNn9/x99dVXFBcX89lnn1UZnjUajdja2hISEsL169f55ptvcHZ2plevXnTs2JHmzZujVCoJCgriL3/5i6g2/8I85N26dWvq16/PmjVrKCoqwsPDAxcXFwICAti6dSsZGRmEhYVVWZyxe/duFAoF3bt3F62tfmGOgV6vZ9u2bYwaNQpPT09mzZpFgwYNaNq0qfzd37x5M7du3cLZ2Zk1a9Zw4MABBg4cKOaX/kGIpK+WqZz4tWvXjnPnznH06FE6d+6Mo6Mj9vb21KlTRwzvVJKVlUWfPn3IyMjgwIEDeHt7Y2VlVeUm1LBhQ8LDw1m6dCk//PADHh4eeHl5YTQa2bp1Kz179mTChAkolUqLXmQAkJmZyZtvvsngwYN55513mDZtGhEREVXe4p2dnbl9+zY7duwgOjqa9957D6hYHf3pp59iZ2fHoEGD5K3ZFAqF3FzcEi1cuJCGDRvSvXv3KteWOT7W1tZ06NCBb7/9lpycHPr370+9evUIDAzkxRdfpH379tSvX78Gz6B2kSRJTvz8/f1xcnKSEz8vLy+aN2+Oh4cHO3fuZPfu3Wg0GvLy8li3bh0bN27kiy++oEGDBiLho+pGAC4uLty6dYsFCxYwb948SktLmTt3Lu7u7vj4+NCwYUOsrKxYtWoV3377LZcvX2bu3LmiAPEHIpK+Wsi872adOnVo27Yt8fHxtG3blhYtWoib1GOcO3eOrVu3Eh0dTVlZGQkJCRw5cgQ7OztcXFzk5K9BgwZ07NiRFStWkJGRwenTp0lKSiI/P5/3338fpVKJJEkWu8gAKoa133vvPYYNG8af/vQn6tati0KhqJJAl5WVUa9ePQICArhz5w5ff/01ly5dIi0tjdWrV3P79m2SkpJQq9WP7HtqaUwmE/fv32f27NnExMTQqlWrRxrWmr/vtra21K9fn6SkJHr37i3HXqhgMpnk/pDm4Vq9Xo9KpZITv+TkZAoLC2nevDkhISG0b9+eo0eP8vXXX5ORkcH9+/eZO3cu/v7+NX06NUqv13P16tUqO7mYX3YbNWok764xYcIE8vPzWbx4MS4uLrRr146wsDB69uxJaGgo48aNk3cyEv4YRNJXC5gXHJhv/oCceCgUCg4dOkRkZCReXl41doy1mZeXF9nZ2eTm5rJ06VLc3NwoLCxk7ty5nD9/nhs3bhAQEIDRaKRJkyZERERw5swZbt68iaurK8uWLRMJyi8yMjK4cuUK77zzDra2tnJMCgsLSUlJYebMmSxZsoR9+/YRHR3NgAEDcHd3JzMzE7VaTYsWLZg9ezZWVlbyA9qSKRQKNBoN27dvR6fT0bVr18fOZzRfd1qtli1bthAXFycWaFXy888/M3z4cLm6ZN7T2c7OTo6dv78/9erVIzk5mdu3b+Pl5UXLli0ZMGAAnTt35vXXXyc2NlZue2WptFotQ4YMYcOGDRQVFeHp6YmNjY28o0u9evU4fvw4+/btY8iQIURFRVVJ/Ly8vGjYsCFNmzYVK8n/gCxrNnUtZO4eX1JSgoODAyqVirS0NG7cuEFISAgpKSkUFBSIuTxPYB7iiYiIID4+nosXL9K/f3/69+/PO++8w4QJE4iPj2fXrl2EhIQwdOhQgoKCSExMpLS0FFtbW3lCsqUtLnicnJwcsrKy5IUwKpWKCxcu8PHHH3Pq1CkaNmyIi4sLZ8+eZeDAgWzatImBAwcSExODRqOR/465gbNQkdC1bNlSXpjl5eX1xBeM7OxsvL29LT4xedj69es5efIkTk5OnD59mtTUVPLz82ndujVt27alVatWREREEBsbi7OzM3//+9/RaDS8/vrrBAQE0LJly5o+hVrjm2++4dy5c7i4uLBgwQIyMjJo2LAhEydOxN3dHXt7e6ZMmULfvn2ZO3cuEydO5JNPPkGtVvPRRx+hVqvp37+/xb8g/1GJSt8zZDAYKCkpeWIPPXOicePGDaKiouRVju+++y6bN2/mwIED5ObmEh8fj7e393M++j8G89CEn58fa9as4ebNm/KuGSdPniQpKYm//vWvWFlZceLECZYsWcLJkyfx8vKicePG8hxKS69ImeXm5pKSksL9+/fJy8tj/fr1TJ8+Xe7hFR8fT79+/fD39+ebb77Bw8ODwMDAKjshwKMr0y2VeSjXz8+Pbdu2cfz4cWJiYuTr7eGh3uTkZOrUqUN0dLSceAsQHBxMcXExeXl5xMXFMXLkSEJCQigvL2f37t2kpqby1VdfsW/fPry9vbl//z6ZmZnk5+fj4+MjVpVW4u/vj0aj4fbt23Ts2BFXV1fu3LnDP//5T3JzcykvLycgIICcnBxu3LhB+/btcXBwIDIykpKSEqKjo0UV+g9MIZnHFoVqpdPpGDNmDIGBgYwdO/aJX5Lc3FzefPNNwsLC+Oijj1CpVNy6dYuioiLKyspo3Lix+II9hblaunbtWhYuXMiaNWs4fvw4/+///T/efvttxo0bB1RUsbZs2cKZM2dYtGiRSPSe4M9//jO7du2Spx3ExcXRp08fuZ8kVPSci4yM5J133mHo0KE1dah/GHq9ni1btjBjxgwCAwOZPn06rq6uWFtbAxUviPPnz2f16tWsXr1atGKqpPJeutOmTePw4cMMHjyYoUOHotFoKC4u5ueffyY1NZXLly/z/fffo1arycnJwcXFhU2bNondIX5ROZazZ8/m+++/x9/fnzFjxpCZmcmGDRs4fvw4vXv3Rq1Ws23bNubNm8eLL75Yw0cuVBeR9D0jKSkp/PnPf8bFxYXXXnuNIUOGPPK2qdPp6N27Nx07dmT69Oly1UlUSf4zFy9eZPTo0bRo0YKMjAwmT57M6NGjn1gxqXwDFKrGY+/evajVahwcHGjXrt0jnzl37hz/+Mc/ePfdd+nQoUNNHfIfSnFxMSkpKcyZMwej0UhYWBg9evTg0qVL5OXlcfDgQRYtWkRAQEBNH2qtU/na/PDDDzlw4ABvvPEGsbGxj9xXi4qK0Gq1pKWl0blzZzEX+iGVnzFz584lJSWF0NBQ3n33XdRqNRkZGcyZMwcbGxsyMzPx9/dn4cKF8u4mwh+bGN59RtLS0lAoFDRv3pzVq1djbW2Nr69vlVYrVlZWtG/fnkGDBslJiRjO+c+5uLig1WrZuHEj48aNk1uwmGNqnv9nfs8RyXVVSqVSbmzt7e0tT9iGB8OQSqUSvV7P3//+d6ysrHjrrbfENfsU5lWR5n570dHR5Ofnc+bMGXbs2EFRURE+Pj58+OGHtGjRoqYPt1aqfG1GRUWRnZ3N119/jVqtpnnz5tjY2GAymQCwsbGhbt26BAUFiTY3j2EuLigUCkJDQ/npp5/Yu3cv165dIzAwkNatW9O9e3c8PT3R6XTcuXOHuLg40Sbsv4SYaf2M3Llzh2bNmvG3v/0NvV7P/PnzAXjjjTdwcnKSE5BWrVrV8JH+sZnjaK4EtGvXjsaNG1O3bl2g6lutSKyfzhwrc9zM/zUajWi1Wq5fv87MmTPJy8tj8+bNVT5jiQwGA1qttkrz38rM83avX79Or169mD9/Pi+88AKff/45Wq2W4uJi3N3dRdX536BSqTAYDFhZWfHJJ58wbdo0Vq9eDcDAgQOpX7++fD8QKjwpHkqlUo7lhAkTkCSJlJQUJEli7NixeHh4EBkZSWRkJIWFhRbbX/O/kaj0PSO5ubk0btwYf39/evfuzaVLl0hOTpYrfuZtbcQN6vdTKBTk5OTg6OiIp6cnGRkZZGRkMHjwYLmyJ+L876scT4VCwapVq3jrrbfYtm0bhw4dQqPRkJSUZPFtWXQ6HaNGjeLq1asEBAQ8dkcCpVIpz9vt1q0bw4YNAypibGVlhb29vdxzTlyjv868Ivynn37CxsaG6OhosrKy+Prrr9FoNDRt2lRUox5S+aWt8ouZOZaFhYXY2trKFb8DBw5QUFCAj4+P/OIs9if+7yKSvmpmTjBatmyJl5eXPKzTq1evxyZ+UDEXrU6dOqLFxUNu3bqFXq9/4o3cHOvdu3czdOhQunTpgru7O+7u7iQnJwMQEhIibli/+C3xfOONN4iKisLZ2RmdTockSbRr146XXnqJyZMno1arLb7NTWpqKsuWLePGjRtIkvTI9A2oSAwHDBhAhw4d+N///d9H5peK6nOF39LpoFu3bvj7++Pt7U1UVBQ5OTmsWLECJycnWrdubfGx1Gq1LFy4kE2bNrFv3z78/f2rVEErx7Jnz540adIEX19fQkNDuXfvHlu3bkWn0xEeHi5WkP8XEknf72SeMOzu7o5Go5ErSyqVCo1GU2Vbr4cTv+DgYObOncvnn3/OwIEDn3jDs0QXL15k6NChFBcXExAQ8NhERaFQsHPnTj755BPef/99unXrBoCdnR3r1q2jbt268s8s3X8Sz6ioKBQKBY0bN+bFF18kNDRU3gtW9OH7z+ftClX9lorpyJEj6datGyNGjJCrWF27duXu3bv07dvX4ochS0pKGDhwICUlJRQWFvLDDz+wYsUKOnfujJubm9yeylx9joqKYsyYMXJC2KFDB0wmE/369RPzIf9bScJ/zGAwSK+//rrk5+cnrVu3TtJqtU/8bHl5ufzvSZMmSYGBgVL//v2l4OBg6eTJk8/jcP8QTCaTJEmStGzZMsnPz0/q2LGjNHv2bOnu3buPfDY/P18KCQmRVq5c+cjvnz17VjIYDM/noGux3xvPyn9DqOqzzz6T/vGPf0iSJEkTJkyQ/Pz8qsRWxO3fs3PnTsnPz0/q1KmTNGfOnMdem1qtVuratav0/vvvV4mr+I4/YDAYpEmTJkmTJ0+W9Hq9ZDAYpFOnTkl9+vSRXnvtNamsrEwymUxSWVmZ1LVrV2nq1KlVYln5GSX89xKVvt9BqVSSnJyMRqNh586duLi44OPjI29n8/BnDQYDKpWKXr16sXbtWgoLC0lKShKLOSoxV0PWrVtHUFAQTZo0YeXKlY+tojg4ONCrVy9eeOGFR37fzc2tSpXVUv3eeFb+G0KUgpcuAAAQtElEQVRVYt5u9fg9FVNL/m4/rLCwkFWrVjF06FB8fHxQKpW4u7tz8+ZNjh07RmxsLLa2tqhUKqKiooiNjRWxtECWPT7zO2VlZZGXl8esWbPYsWMH06dPB6Bfv36PHT4zJ4MLFiygsLCQjRs3ihYNT6DX62nWrBmjR4+muLj4iaufn7ZdlaUPQZpVVzyFB3Mf4+LiKCsrk+dIzZkzh8mTJz8SW6gYXm/atKncjFl4QHQ6qB46nY6cnBzy8/OBB/MgQ0NDWbdunbwK12Qy0aRJkxo+WqGmiNT+d5AkCRcXFxo3bszbb79Nr169+Oyzz9i0aRM6ne6xv7Nlyxa+/PJL1qxZIxK+J5AkiTZt2hAcHAxUNBDt0aMH8+fPJykpicLCQrnXlPB0Ip6/j1ar5dtvv6WkpARAnrerVquxt7eXF7UAzJkzp0psy8rK+PLLLxk7diylpaU1eRq1lpeXF61btwbEtfl7uLi44OzsLM+JNL/wGgwGdDqdXHQQFT3LJoZ3fwcnJyfc3Nxo06YNdnZ2BAcHc/v2bZYtW/bEoV5PT09iY2NFwleJVKmlSuW3ejc3N3lP14cXwfj4+GBvb48kSRw9ehRXV1eLbR3yMBHP6lNeXs6IESP46quv8PT0pFmzZlhZWT0yZFu5LYY5ths2bGD//v2kpaWxcOFCsTPEQyTR6aDaGI1GNBoN/fv3p02bNsCD+GZnZ7Nv3z4GDRokt2EBOHbsmNw2SLAcIun7N+l0Onbs2EFaWhr37t3DZDLh5OREs2bN5Hlj9vb2tG3bloKCgkcSv1mzZvHzzz/Ly+eFCufPn+e7776jSZMmVVY/K5VKVCrVE1c/29vb4+Pjw7hx4/juu+947bXXxNwpRDyrm5i3W31Ep4Pq83AslUolkiRVmT5gTvrOnj1LZmYmb775JhqNBoAvvviCWbNmMWjQoMeulhb+iz3HRSN/WMXFxVLPnj2lmJgYqW/fvlJAQIDUr18/KTExUf6MXq+X/11QUCBNmTJFCgwMlDZu3CjNnDlT8vPzk06fPl0Th19r3b17VwoLC/u3Vj9XXqX3zjvvSIGBgVKnTp2kPn36SGVlZc/jcGs9Ec/qd+XKFSkiIkI6fPiw9OGHH0qtWrWSVq1a9auxlSRJSkhIkFq1aiVdvHjxOR1p7SY6HVSf3xJLSZKkzZs3SxEREdK9e/ckSZKk2bNnS23atJFOnTr1PA5XqGVEjfwpDAYD48ePx8fHh08//ZR69epx5MgRFi1axL/+9S9u3brFlClT5N0J1Go1rq6uTJkyBWtra6ZNm4atrS2bNm0SG6k/RKPRULduXRo1asTHH3+MwWB44iIYtVqNXq9Ho9Ewa9YsWrduTZMmTVixYoVoFPwLEc/qJz00b7e0tJTPPvsMSZLo37//Y2Nrnre7YcMGMY3jF2q1GoPBQOPGjfnkk09+9dqsvN3anDlziIyM5Pr166xZswZ/f/8aOPra5bfEEiruC6WlpVhZWZGQkMCSJUtYvXq1qD5bKDG8+xR37txh3bp1jB49Gj8/PwA8PDxo1aoVpaWlJCUlodVq6dSpU5XhCXt7ew4fPsyVK1dYt26d/LvCAydOnCA1NZX4+HhKSkr46quvfnX4TKVSUV5ezsSJEykvL2fDhg0iQalExLP6iXm71SMrK4uVK1fy+eefo1KpWLx48VOvTajodHDgwAGSk5PFPfQXvzWWOp2OtLQ0Dh8+zJYtW1i1apW8cEawPOLO/iskSaKoqIjLly/LcyHMD8RmzZoxduxYAJKSknBzc2PEiBHyw/L//u//WLNmDcnJyfj4+NTYOdRmJpMJFxcX3NzcePfddzEajU+tosybN4+LFy+ya9cukaA8RMTz99HpdOzatYv8/Hx8fX1p2rQpPj4+REdHV6niT506FaBKiyY7Ozu5YtqtWzcxOf4homJafX5rLH19fSkuLua7775jy5Ytolpq4USl71coFApcXFw4ePAgmZmZdOnSBQcHB7nhat26dfHy8uLatWscP36c9u3b4+TkRFlZGdu2bePjjz8Wb1S/wtPTE19fX5o0aYKtrS1t27Z9ahUlKCiIkSNHWnyC8jginv+5kpISBgwYwNmzZ7l8+TKrV6/mxIkTlJWV0aZNmyqLNB6u+Hl6erJr1y4WLlzIyJEjcXd3r+nTqXVExbT6/NZYWllZ4efnx6RJk0QBQhBJ38O0Wi0JCQls3ryZ1NRUWrZsidFoJC0tDaPRSKtWrbC2tpYTP0dHR1xdXVm2bBnt2rXD19cXtVpN9+7dadiwYU2fTq3xww8/sH79ejZu3EhRURFGoxF3d3caNGggt7p43Ornli1bolKpePPNN3F2dpb3fjXvIWmpRDyrj8Fg4K233qJRo0bEx8czcuRIOnTowPnz59mwYQMlJSV06tRJHg43xzY4OJj79+8THx/P+fPnWbdunZgnheh0UJ2qI5Z6vZ7IyEiLj6VQQSR9lZSUlBAXF8f9+/e5d+8eZ86cISUlhbFjx3L79m02bNiAg4MDLVq0wNraWv7SNW7cmD179qBSqeQtrES7iweOHTvGyJEjMZlM3Lt3jw0bNnDs2DF0Oh3t2rV7bBWloKCAxMREnJycmDNnDpcuXeKDDz6QExNLjq+IZ/US83arj6iYVp/qiuXw4cMtPpZCJTW2briWMRgM0oQJE6RJkyZJBoNB0ul00uXLl6Xu3btL48ePlyRJkoYPHy4FBwdX2RTcaDRKpaWl0qBBgx7ZqF6QpLy8PKl79+7SvHnz5FYMR48elcaNGycFBgZKM2bMkD9buY1IYWGh9P7770t+fn7SK6+8IrfEsfQN1kU8q5fJZJIuXLgg+fn5SYcOHZIkqWpMcnNzpQ8//FBq3bq1tGzZsiq/O2PGDKl169bSuXPnnuch11p6vV4aOnSoNHHiROmnn36SJEmSDh8+LI0aNUoKCgqS/vnPf8qfrRzjgoIC6W9/+5vk5+cnBQcHi3hKIpbCs2OZE3ge46effiI/P59JkyahVqtRq9U0b96c3r17s379evR6PcuXL2fcuHGsWbOGkydP8vbbbyNJEt9++y0//vjjIxvVCxVxVSqVREVFyT9r3749zs7O8rC4UqlkypQpVeaVOTo6kpeXR2BgIGvXrrX4OWdmIp7VS6FQ4O/vT3BwMPPnz8fX1xcXFxdMJpNcxR8xYgQFBQVs3bqVzp074+PjQ1lZGQUFBaxcuVK0YvpFYWEhRUVFjBo1inr16gEQGhqKi4sLy5cvZ+nSpUiSxNSpU6tcf66urtjZ2WFvb8/atWvFvDNELIVnx7Lv+JWUl5dz5coVsrOziYyMxGg0olKpCAkJITExkZycHFq0aEFCQgILFixg7969xMXF4eXlhUql4quvvhLbLP1CqrQNWFFRETk5OcCDFiFqtRpvb2/GjBmDyWRi9erVNGrUiCFDhqBWq5EkiUGDBlFUVMSOHTssPkER8axeWq2WJUuWcPPmTQAmTZpEdHQ0iYmJrFq1ilGjRskLtpRKJc2aNWPkyJGMGjWKS5cu4ePjg7W1NZ9//rnYx/QXkuh0UG1ELIVnSdyxfmFtbY2LiwuOjo7Agz5R5eXlGAyGKi0Y/vSnP7F69Wo2b97MokWLSEpKEm/7lZg3nwcIDw/H39+fWbNmUVhYiFqtljdPN1dR2rZty/bt2+WHsE6no1WrVmzfvr1K02tLJeJZfUpKShg4cCCZmZncuHGD77//nlGjRtG5c2fCwsJYunQpa9eupaSkRJ6/B9CxY0f8/Pw4deqU/LdEwvfAwxXTO3fuPPbajIiIYOvWrVy5cgVAVEwfQ8RSeJbEQo5f2Nra0rdvX4KDg4EH1ZVr166xd+9eebNq86rdI0eO4OHhgYeHxxM7oVui8+fPM3v2bBITE0lNTSUgIIDy8nJSU1NRKBQEBARUWf3s5OSEq6srCxcuJDIyEk9PT6ysrOjSpUuVSpalEvGsPuXl5bz33ns4Ozszb948Xn75ZaKiotixYwdZWVnMnj2bw4cPs337dhQKBb6+vtjb22MymdDr9ezYsYP27dsTFBRU06dSK4hOB9VHxFJ4XsSraiXmKh9UJH0AP//8Mw4ODtStWxeoeLv/17/+xbRp02rkGGuzzMxMRo4cCYCLiwuXL19m/Pjx9OnTh/DwcBYtWvTYKkp4eDienp7ysGVllpqggIhndTPP242NjUWtVmNjYyPP2z158qQ8bzcsLIw1a9YwZcoUTp8+zZkzZ4iPjxfzdisRFdPqI2IpPE+W+wR4CvOXR6/Xo9Vq5dL6nDlzWLFiBStXrsTNza0mD7FWKSwsZPr06QwdOpSJEydiMpm4cuUKo0ePZvHixcycOZPhw4czd+5c7t+/z9ChQ3FxcQHg9u3baDQaXF1da/gsag8Rz+on5u1Wj/Lycv7yl7/QvHlzZs6cSXl5OdevX2f8+PHMnTuXefPmMWLECObOnYtWq2XIkCE4OTlhMpkwGAxYW1vj6elZ06dRK4hYCs+bSPqewsbGBoVCQZ06dZg/f77YrPoJCgsLuX//Pi+++CJQkTT7+PgQGRnJkSNHAEhMTGTSpEls3LiRI0eOMHbsWAwGA2vXrsXa2rrKilRLJ+JZ/X7rvN3Ro0dz+fJl7OzsqFOnDk5OTjVy3LWN6HRQfUQshedN1IKfwtvbGzs7O8aMGcP8+fNFwvcE5eXlXL16VR5SNDewDQkJobi4mFu3bgEQHx/PmDFj0Gg0TJgwgfnz56NUKlm7di0qlQqj0ViDZ1F7iHhWP0dHR9avX09MTAzwYAqHUqnExsZG/py5qn/s2DGcnZ3x8vISCV8llSumAEajEYVCQUhICFqtVr5mExISGDZsGMXFxcTFxTF16lT27t0rKqaViFgKz5uo9D2Fq6srd+/eJS8vT2xW/SscHR3x8fHBw8MDeDB3zDw0bp4TCTB8+HCGDx9Ofn4+NjY21KtXD4VCYdGLDB4m4vlsPDxvV6FQPHHe7tdff01ycnJNHWqtJSqm1UfEUnjexBPhKZycnFiwYAHu7u40b968pg+n1nJ3d2fdunXY2dlV+bnRaESj0WAymar0m9u6dSsRERHyfpAmk0kkKJWIeD57Yt7uf8ZcMTUnKubr8HEVU6VSybFjx2jWrJmI5WOIWArPmxje/TdERESIhO/fUDlBMT9ADQYDzs7O8txIqKhMrVmzBmdnZ/nzYtXZo0Q8n4/HzdtdtWqVaM3yK0Sng+ojYik8T6IUIDwT5qTDYDBQWlqKSqVCkiTeeustbt26xfbt21EqlVWqVcKTiXg+O5Xn7R4+fJjk5GQxb/c3EBXT6iNiKTxrIukTnimNRoNer8doNDJhwgSuXr3Kjh07LH5niP+UiGf1E/N2q4fodFB9RCyFZ0U8IYRnqmXLlhgMBl5++WXKy8vZuXOnSFB+BxHP6ifm7VYPUTGtPiKWwrMinhLCM9W0aVMKCgrw8fFh+/btqNVqkaD8DiKez0ZERERNH8IfnqiYVh8RS+FZUUjmmaOC8IxkZmYSFBQkEpRqIuIp1FaHDh0SFdNqImIpPAsi6ROeG5GgVC8RT0EQBOG3EEmfIAiCIAiCBRDNvARBEARBECyASPoEQRAEQRAsgEj6BEEQBEEQLIBI+gRBEARBECyASPoEQRAEQRAsgEj6BEEQBEEQLIBI+gRBEARBECyASPoEQRAEQRAsgEj6BEEQBEEQLIBI+gRBEARBECzA/weQCqnXb8xnKAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "year = pd.read_csv('examples/data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "year.index.name = 'Date'\n", + "mpf.plot(year,type='renko')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "314: avg_dist_between_points = 0.9375\n" + ] + } + ], + "source": [ + "mpf.plot(year,type='pnf',savefig='readme_5_1_new.png')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "
    \n", + "\n", + "We can also plot moving averages with the `mav` keyword\n", + "- use a scalar for a single moving average \n", + "- use a tuple or list of integers for multiple moving averages" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "362: avg_dist_between_points = 0.95\n", + "314: avg_dist_between_points = 0.95\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='ohlc',mav=4)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "439: avg_dist_between_points = 0.95\n", + "314: avg_dist_between_points = 0.95\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='candle',mav=(3,6,9))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "We can also display `Volume`" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "439: avg_dist_between_points = 0.95\n", + "314: avg_dist_between_points = 0.95\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='candle',mav=(3,6,9),volume=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice, in the above chart, there are no gaps along the x-coordinate, even though there are days on which there was no trading. Non-trading days are simply not shown (if there are no prices for those days).\n", + "\n", + "- However, sometimes people like to see these gaps, so that they can tell, with a quick glance, where the weekends and holidays fall. \n", + "\n", + "- Non-trading days can be displayed with the `show_nontrading` keyword.\n", + "- For example, in the chart below, you can easily see weekends, as well as a gap at Thursday, November 28th for the U.S. Thanksgiving holiday." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "439: avg_dist_between_points = 1.4\n", + "314: avg_dist_between_points = 1.4\n" + ] + }, + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='candle',mav=(3,6,9),volume=True,show_nontrading=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "We can also plot intraday data:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1563, 4)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenCloseHighLow
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    2019-11-05 09:31:003080.333079.363080.333079.15
    2019-11-05 09:32:003079.433079.683080.463079.43
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    " + ], + "text/plain": [ + " Open Close High Low\n", + "Date \n", + "2019-11-05 09:30:00 3080.80 3080.49 3081.47 3080.30\n", + "2019-11-05 09:31:00 3080.33 3079.36 3080.33 3079.15\n", + "2019-11-05 09:32:00 3079.43 3079.68 3080.46 3079.43" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenCloseHighLow
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    2019-11-08 15:58:003090.733091.043091.133090.58
    2019-11-08 15:59:003091.163092.913092.913090.96
    \n", + "
    " + ], + "text/plain": [ + " Open Close High Low\n", + "Date \n", + "2019-11-08 15:57:00 3090.73 3090.70 3091.02 3090.52\n", + "2019-11-08 15:58:00 3090.73 3091.04 3091.13 3090.58\n", + "2019-11-08 15:59:00 3091.16 3092.91 3092.91 3090.96" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "intraday = pd.read_csv('examples/data/SP500_NOV2019_IDay.csv',index_col=0,parse_dates=True)\n", + "intraday = intraday.drop('Volume',axis=1) # Volume is zero anyway for this intraday data set\n", + "intraday.index.name = 'Date'\n", + "intraday.shape\n", + "intraday.head(3)\n", + "intraday.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "The above dataframe contains Open,High,Low,Close data at 1 minute intervervals for the S&P 500 stock index for November 5, 6, 7 and 8, 2019. Let's look at the last hour of trading on November 6th, with a 7 minute and 12 minute moving average." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "361" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "89311.85944363104" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "62.01708011386742" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "362: avg_dist_between_points = 0.0006925207756232687\n", + "314: avg_dist_between_points = 0.0006925207756232687\n" + ] + }, + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "iday = intraday.loc['2019-11-06 10:00':'2019-11-06 16:00',:]\n", + "len(iday)\n", + "61/0.0006830\n", + "61/0.9836\n", + "mpf.plot(iday,type='ohlc',show_nontrading=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " The \"time-interpretation\" of the `mav` integers depends on the frequency of the data, because the mav integers are number of data points used in the Moving Average. Notice above that for intraday data the x-axis automatically displays TIME *instead of* date. Below we see that if the intraday data spans into two (or more) trading days the x-axis automatically displays *BOTH* TIME and DATE" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "782" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "783.0179233002904" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "481201.156851886" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenCloseHighLow
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    2019-11-05 09:31:003080.333079.363080.333079.15
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    \n", + "
    " + ], + "text/plain": [ + " Open Close High Low\n", + "Date \n", + "2019-11-05 09:30:00 3080.80 3080.49 3081.47 3080.30\n", + "2019-11-05 09:31:00 3080.33 3079.36 3080.33 3079.15\n", + "2019-11-05 09:32:00 3079.43 3079.68 3080.46 3079.43\n", + "2019-11-05 09:33:00 3079.73 3079.15 3080.22 3079.12\n", + "2019-11-05 09:34:00 3079.20 3079.62 3080.03 3079.07" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "362: avg_dist_between_points = 0.9987212276214834\n", + "314: avg_dist_between_points = 0.9987212276214834\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "iday = intraday.loc['2019-11-05':'2019-11-06',:]\n", + "len(iday)\n", + "len(iday)/0.9987\n", + "len(iday)/0.00162510\n", + "iday.head()\n", + "mpf.plot(iday,type='ohlc',figscale=2)#,show_nontrading=True)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "In the plot below, we see what an intraday plot looks like when we **display non-trading time periods** with **`show_nontrading=True`** for intraday data spanning into two or more days." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "439: avg_dist_between_points = 0.9987212276214834\n", + "314: avg_dist_between_points = 0.9987212276214834\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(iday,type='candle')#,show_nontrading=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "Below: 4 days of intraday data with `show_nontrading=True`" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "362: avg_dist_between_points = 0.0020922193786645366\n", + "314: avg_dist_between_points = 0.0020922193786645366\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(intraday,type='ohlc',show_nontrading=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "Below: the same 4 days of intraday data with `show_nontrading` defaulted to `False`." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "314: avg_dist_between_points = 0.999360204734485\n" + ] + }, + { + "data": { + "image/png": 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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2017-12-27 267.380005 267.730011 267.010010 267.320007 267.320007 \n", + "2017-12-28 267.890015 267.920013 267.450012 267.869995 267.869995 \n", + "2017-12-29 268.529999 268.549988 266.640015 266.859985 266.859985 \n", + "\n", + " Volume \n", + "Date \n", + "2017-12-27 57751000 \n", + "2017-12-28 45116100 \n", + "2017-12-29 96007400 " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('examples/data/yahoofinance-SPY-20080101-20180101.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(3)\n", + "df.tail(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "362: avg_dist_between_points = 0.9933333333333333\n", + "314: avg_dist_between_points = 0.9933333333333333\n" + ] + }, + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df[700:850],type='ohlc_bars',volume=True,mav=(20,40))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For more examples of using mplfinance, please see the jupyter notebooks in the **[`examples`](https://github.com/matplotlib/mplfinance/blob/master/examples/)** directory.\n", + "\n", + "---\n", + " \n", + "# Release Notes\n", + "\n", + "| Version | Description | Release Date |\n", + "|:---------|:-------------|:---------------|\n", + "| 0.12.3a0 | - kwarg `block=False` for non-blocking call to `mpf.plot()`
    - customize aspect ratio, figure title, y-labels
    - customize colors and other `style` aspects of plot
    - `no_xgaps` now defaults to True: use `show_nontrading=True` to set no_xgaps to false
    - secondary y-axis available to `make_addplot()`
    - bug fix for volume widths | 2020-02-11 |\n", + "| 0.12.0a3 | Increase mav limit from 3 to 7 different mavs | 2020-01-16 |\n", + "| 0.12.0a2 | Ability to save plot to a file (pdf, svg, png, jpg, ...) | 2020-01-14 |\n", + "| 0.12.0a1 | Ability to plot arbitrary user data (in addition to basic OHLCV data).
    - both line and scatter plots available.
    - optionally plot on either the \"main\" or \"lower\" (aka \"volume\") axis. | 2020-01-09 |\n", + "| 0.11.x | Basic Plotting from Pandas DataFrame of OHLC bars and candlesticks.
    - optional display of volume
    - optional display of (up to 3 different) moving averages.
    - old API still available by importing from \"mplfinance/original_flavor\" | 2019-12-20 |\n", + "| 0.10.x | Old mpl-finance API set up as its own package
    (i.e. removed from the matplotlib package). | 2016-09-08 |\n", + "\n", + "---\n", + "\n", + "## Some History\n", + "My name is Daniel Goldfarb. In November 2019, I became the maintainer of `matplotlib/mpl-finance`. That module is being deprecated in favor of the current `matplotlib/mplfinance`. The old `mpl-finance` consisted of code extracted from the deprecated `matplotlib.finance` module along with a few examples of usage. It has been mostly un-maintained for the past three years. \n", + "\n", + "It is my intention to archive the `matplotlib/mpl-finance` repository soon, and direct everyone to `matplotlib/mplfinance`. The main reason for the rename is to avoid confusion with the hyphen and the underscore: As it was, `mpl-finance` was *installed with the hyphen, but imported with an underscore `mpl_finance`.* Going forward it will be a simple matter of both installing and importing `mplfinance`.\n", + "\n", + "---\n", + "### old API availability\n", + "\n", + "With this new ` mplfinance ` package installed, in addition to the new API, users can still access the old API (at least for the next several months) by changing their import statments
    \n", + "**from:**\n", + "\n", + "```python\n", + " from mpl_finance import \n", + "```\n", + "\n", + "**to:**\n", + "\n", + "```python\n", + " from mplfinance.original_flavor import \n", + "```\n", + "\n", + "\n", + "where `` indicates the method you want to import, for example:\n", + "\n", + "\n", + "\n", + "```python\n", + " from mplfinance.original_flavor import candlestick_ohlc\n", + "```\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/run.valid.ibackends.py b/examples/scratch_pad/run.valid.ibackends.py new file mode 100644 index 00000000..850c2f1f --- /dev/null +++ b/examples/scratch_pad/run.valid.ibackends.py @@ -0,0 +1,34 @@ +import matplotlib.pyplot as plt +import matplotlib as mpl +from pylab import * + +## ================================================================================== +## supported backends: ['ps', 'webagg', 'qt4agg', 'agg', 'wx', 'svg', 'qt5agg', +## 'template', 'gtk3cairo', 'pdf', 'qt5cairo', 'macosx', +## 'qt4', 'gtk3agg', 'nbagg', 'webagg_core', 'wxcairo', +## 'qt5', 'gtk3', 'mixed', 'tkagg', 'qt4cairo', 'tkcairo', +## 'wxagg', 'pgf', 'cairo'] +## valid backends: ['ps', 'webagg', 'agg', 'svg', 'template', 'pdf', 'nbagg', +## 'tkagg', 'pgf'] +## ps FPS: 1823.8522934563061 +## webagg FPS: 7169.995555403603 +## agg FPS: 20.852366968595575 +## svg FPS: 3809.921063866508 +## template FPS: 23.202661861618655 +## pdf FPS: 2901.3876399053693 +## +## +## nbagg error :( +## tkagg FPS: 2901.929636420244 +## pgf FPS: 5311.09436829276 +## ================================================================================== + +x = arange(0,2*pi,0.01) + +#for b in ['tkagg','webagg','nbagg']: +#for b in ['tkagg','nbagg']: +for b in ['tkagg','Qt5Agg']: + mpl.use(b) + print('Backend: ',plt.get_backend()) + plt.plot(x,sin(x)) + plt.show() diff --git a/examples/scratch_pad/scatter_multiple_markers.ipynb b/examples/scratch_pad/scatter_multiple_markers.ipynb new file mode 100644 index 00000000..ad26a1dd --- /dev/null +++ b/examples/scratch_pad/scatter_multiple_markers.ipynb @@ -0,0 +1,463 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.0.3'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "import pandas as pd\n", + "pd.__version__ # for the record" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "#%matplotlib qt\n", + "import mplfinance as mpf\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 2, 3])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "numpy.ndarray" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = np.array([1,2,3])\n", + "x\n", + "type(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "tdf = df.iloc[0:24]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "24" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "24" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mymarkers = ['$1$',None,'$2$',None,'$3$',None,'$4$',None,'$5$',None,\n", + " '$6$',None,'$7$',None,'$8$',None,'$9$',None,'D',\n", + " None,'<',None,'x',None]\n", + "len(mymarkers)\n", + "len(tdf)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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XthUWFiZJysu76PG6DeWtMQedzmJdyJ2novwd1dMC2w1Sx9j/Vruga5u0bQAtw3RhMTExURMmTJDNZnM7/+pT0pKq/4caEFB5OA888IDGjBmj2NjLf+SsVquio6NVVFTUDFUDQPO7Jr639qSmuX3c37zZM7Ri9XqvPe7PW2MOXjz3So2gKEnlZf/U99/9TF17HZTFYrp/hjxidH3q+fPn9NHu93XnXePUsWOnGvO4NhX+wnS/pXFxcY1aPisrS0uXLlX37t01btw4SVK7du1qBEVJyszM1LFjxzR9+nSv1Xoli6Xyy0yaUo8Zj6e1qH5fLZe+3C7k/nVj28Xi4Xottb3m2qa3XVljY9dpyj7dbSM+oXa4qFquT99+GjR4SNN27GXFhX+UJNkCuqtz183Kt29QUf4OOSrOqqL8uNoF/cDjbXvSLs0h42T916f+/s3NbqfvSU1z26b+zCztgpqa8rfWdGGxoT7++GM988wzKi0t1ahRo7Rjxw7D6wpLS0s1b948RUVFacqUKXVut6SkRIsXL9ann36qCxcuqF+/frVunnEnvluUQkNDPT6e5mDPDpckBdisCrDVHiWprmk9YsKV0D2qeQtso6raxWa1yGat/Rvrbprz0rTGtkvVvrzVnt7eXnNts7nEd2v8e2/0+2fEk99BM7+H5zKjVFghWVSsTuHnVF54UVXnd67p1l3t2ze93sa0S3OwZ1f+fkZFRVWf4apPRUWF7Ha7OoRaTNdm3uLrdoF78d2iVFjYuCdA+W1YvPHGG7Vz506dOXNG69at08SJE7V161Z169atxnIFBQV68skn9c0332jjxo113qgSEhKi9u3bq2fPnvrZz34mu92ujRs3aurUqdq8ebNGjhxpuG5Gpl0hIeVeOz5vOJOTL0mqcDhV4XDWmBdgs9aaVrVs1bpRZ+3NX2QbVNUuDqer8vrEK1Tf4HKVqmmNbZeqfXmrPb29vebaprdZLJV/YDMy7W6HNXKnrt+/unjyO2jm97B9+GwVFj6miorz+uqrn1VPD2p/kzLPRUryvF5P2qU5VL3/FqtN1gY+s9vi4e+0PzBLu6CmK9ulsLCwUev6bVgMCQlRQkKCEhISNGLECI0ePVrr16/XokWLqpfJyclRUlKSzp8/r23btmnAgAF1bnPatGmaNm1ajWnDhg3TT37yE61du1ZbtmwxXNflkul+KZpSjxmPp7Wofl9dqnkjy5Udile/967L6zamXVwertdS22uubTaXxtTY1GNpzL6ioytvRomOjjXde1hcuMft9PKy43I48mS1RjR5H77+7Bj+Tte50uV1zdZm3tKaj82fedIufvUEF6fTqT179ujo0aM1pgcHBysuLk7p6enV0+x2u6ZOnaqysjL9/ve/rzcoGgkMDFSfPn2Unc2TFgCYU9XNKGYbp9LpLK6+uaVd+5vVtdc/FNnxpUvzzqu48E++LA9AA/lVWLRarVq+fLlSUlJqTC8pKdHp06cVExMjSXK5XJo9e7YqKiq0bdu2WqemjSQnJ2vHjpp37ZWVlenYsWOKj4/3zkGgVXA67Cor+bvKSg7K6Wj8MCZA21Cuqi40W0B32QLiFNDuiv+4u8p8UxaARjHdaWi73a7y8spr/xwOh0pLS5WbmytJCg8P18yZMzV//nylpKTo3nvvVVlZmX7zm98oPz9fEydOlCTt3r1bn332mX7961/L6XRWr1+lahzFFStW6IsvvtCbb74pqTJkLl26VA6HQz/84Q9VUFCgdevWKTc3V6+99lpLvQUwuZwz96i0ZH+NaaERU9Uh+peyWBp30TDQmlmtEQoI7KeK8uMqLnhHmUX75HSer57frn3ddxADMAfThcVZs2bpwIED1a+zsrK0d+9eSdKyZct0//33S5I2b96sjRs3KjQ0VP3799eWLVs0fPhwSdL+/ZX/kM+cOdPtPr7++mtJUm5urk6fPl09/fnnn1fnzp21Y8cOvfbaa7JYLBo8eLB+97vfacSIEd4/WPilq4OiJBXmbZLNFqvITk0flw5oTTrGvq7czPvlcl6sERQjOi5UYLvaY0ICMB/ThcWtW7fWu8z48eM1fvx4w/nLli3TsmXL6t3O8uXLa7y22WyaPn16s43FiNYhqvOrkgLUrv31cjlL9H3WJLmcF1Vc9CFhsQ5Ggxannzhe4/uVGLTY/wW1H6Zu1xxSceGHcpT/S1ZbRwUF36rAdn19XRqABjJdWIT3HTt2tNY0o6Fz3C2LmsKjnlR52XGVFv+vnM7zcjkrr1m0Wjv6uDLvchfu6gp2knG4O5VR/6DF82bPcDt9T2oagdHPWa0RCg1/yNdlAPAQYbEVq3oW7JTJkz1eF+7Zzy1WSeEHNaZFdHjGR9V4X33hzijYSe7DXVXojIiIlK2B49A5HBXKy7votjcSANByCIutmNFzZE+mH9ezs2YoZc16JfT2znNkvcrhUODpDFlKilUe10uu8KaPw+ZtAQE9VTkw4uXBqgrztqt9SKLPavKm5gp3NluAAgO5CQgA/AlhsZVzF/qqngnZu08/XTvIXM+R7bjkPxWxY7NseXnV0/IemKDvl/xSrlDz9HZ2iH5VHaJflcNxXt9nPqyy0s9VVPCeOrpel8Via9A2HI6KmhMslY/1czhdtQb2rbVsCyHcAQAIizAPh0Md1q2pNTninR2SXMpd+XrL13QVl6tUBRd/p/YhoxUQ2E8W2XQ52TXs8Q1Vp/jz8ho/PiOXBwDNw156QX/915+VWXhG/Tv8QD+O+zdZLX41FDHQbAiLMA+LReVxveSIipL9idlyRkQq+j/mKfBfpxX2/rvK/a81UoBvP7KlJWmyf/8fl14FSLrc4xccercslvrr89vLA4BW6svsz5T0p4d1sezyM5p/0Ok6bf7Je+rQvnXduAZ4grAI87Ba9e2nB2tMKh0yVIH/Oi1rWZks5WVy+Tgs2mydrnh1OSgGBl2vqOj6h2uq4i+XBzTm9LevTpVfLSc7Szu2b9KER6aa7vF3MJ9yZ7nmfDy9OiiGBYaroDxfX507pOUH/lPJP1rr4woB3yMswrSCUz9W2K6dkqTiG0bKFRzi44qkwHYD1C3+G5UWf6qK8m9ltUYosF1/tWs/UpaqtNcK+POp8pycbK1Zmawxd4wlLKJeJy4cU2bhGUnSk0Oe1bPDX9KUD8fr08y/anfGe3r11lWyWRt2HTLQWhEW26CYmFgtXLhQMTGxvi7FUNCXn6vr1IclSS5bgL5fap7HLdpsnRUSNs7XZTQro1Pl6SeOa97sGVqxer169+FUOfyfvfTyqeeEyL6yWCxKiOyrTzP/quKKIn1jP6oBHQf5sMKa6DmHLxAW26CY2C5atGiRTp61y1X//RgtLujgl+r2s3GylJdJkrI2bFPZDwb7uCpza46no9Q1r3effho02Lenyj05ZolAi5p6R11+ksy6Q6uUX5anHcc2Vk/LLcrRABNdtkjPOXyBsAhTaXf4H+r20D2ylpRIkrLWbVbRmDt9XJW5tcWnozTlmCX/PW54X0xIF93fd6Le/eZNnbAf0+K//bzG/AArQ0cBhEWYR2mpuk24T9biIkmSy2JVzJwnpTlPyhHVQf/a979yhYX7uMjm4+nlATwdBWiaV0alKDakq3aeeEs5RdlyuCpv1rLIon4dBvq4OsD3CIswDWtxsWwXL18/ZHE5ZbkUHK3FRbJdtKuiNYfFJl4e0JYG0Da6plLiuko03idn9io4oL1eS1ynjIsntOh/n1eFs1xDooerU3BnX5cH+BxhEabhjIpSTvKvFJCTU2ueIypKFd16+KAqmFV9gc8M11XCP6w/tEpf5hyoNf25EQt9UA1gPoRFmEr+xCm+LgF1iImJ1ay5Pzf1nfRAY/2wx5gaYbF3VD/9x8gluqnrrT6sCjAPwiLQSrTEANoxsV30zLPzPVoXMKtZQ1/QY4Oe0um8DAUHBOuaiN6tatxUoKkIi4Cf8+cBtAGzCA0M0w86MUQX4A5hEfBzdd3scf78OX20+33dedc4dezYqcY8bvRoGceOHW225dsdPaKgw/9wO6/oh4lydO3eqH0DgDuERaAVqCv0/ShxdAtWgipVvbZTJk9u0vp1iZ4/V+2//NztvItTpuv7Jf/l0b4B4EqERQCoR052lra88Sv9ZNzDio5p2FMz6urxrU9De30dHYwfLVI68NpG7xcA3CEsAkA9cnKy9fLLL2vYTbc1OCxK9Q/v01RZv90m6xXXqnZ/4G61++ZrOdu1U8G4+5t13wDaDquvCwAAeCggQM6OneTs2EkB2d+p3TdfS5IK7xkvV3iEj4sD0FrQswgAl5zKSHd72vhk+nFJlU+HufrpOma5USj8rW3VP+c9PMmHlQBobQiLAKDKoHj7j26oc5lnZ81wO31PappvA2NpqcLf3iFJKu/RUyU33uK7WgC0OoRFAJCqexQjIiJls131p9Ei2awWOZwu6YqeRYejQnl5Fz26icWbQv+0W7b8PElS3iNTJAaUBuBFhEUAuILNFqDAwMCaEy+FRetVYdEsIt7cLElyWSzKf2CCj6sB0NpwgwuAFuNwVKi8vLxBX54+krCtCTj7LwX/f6mSpKLEMXJ06erjitDW5WRnadGiRcrJzvJ1KfASehYBNDseSdh8gv+yV5ZLd93kT5zi42oAz4eagnkRFgE0u7oGqE4/cVzzZs/QitXr1btPvxrzzHKnsZkV3Pt/5OzQUa6gIBWN/jdfl4M2xJ9HD0DjEBYBtIj6/oHo3aefBg0e0kLVtB6usHAV3jXO12WgjfHr0QPQaIRFAK1KTEysZs39uWJiYn1dCtBq+fPoAWg8wmIbUu5y6YviAh0pK9b3BdkqLirXrI5d1OnqX3TAj8XEdtEzz873dRlAm+CPoweg8UgJbcja81n69YXsGtNGBYfpjrAoH1UE0BMIAGZHWGxDSl1OX5cA1GK2nkC3Q/ZYJKfBaTWgSmM+D/Uta3TzSPqJ4zW+X40bSNAcCIttyLSoGI0IDtPZijItzj3r63IAU2F4H3jK25+dhtw8Mm+2+5tHJG4ggfcRFtuQ6IBAjQmI1EcFdl+XAphOXcP7nEw/rmdnzVDKmvVK6M3wPqjJ20ND1XnzSB08uYEkJztLO7Zv0oRHpiomljER4R5hEQAuMQp9VY9a7t2nn64dxPA+qK05hoZye/OIl+XkZGvNymSNuWMsYRGGeNwfAADNhBu40BrQswgAQDMx2w1cgCcIi21IsdOpj4vy9GXJ5etZDhQXqlzSbSERCrbS0QwAAGoiLLYhHxXa9Vz2tzWmbbyYq40Xc7UytpfuCe/go8rQXMocZXrj0Gp9X5KjIdHDdV+fn/m6JACAnzFtV9KmTZs0aNAgzZ07t9a8ffv2aeLEiRo+fLiGDh2qSZMm6bPPPquxTFZWlubMmaMRI0bouuuu08SJE/X3v/+93v2mpaXpkUce0ZAhQ3TDDTdozpw5ys7Ornc9fxButXk0D/7rv/+xUiu/XKqtX72hFWmv+LocAI3gcFSovLy8wV+M+4nmYrqeRbvdrvnz5+vIkSMKCgqqNX/Pnj16+umn9cQTT2jp0qUqKipSSkqKpk2bpvfee099+/ZVWVmZHn30UYWEhGjDhg0KCgrSli1b9Nhjj+n9999XXFyc232fPHlS06ZN09ixY/XKK6/owoULSk5O1vTp0/Xuu+82+11pzW1MaKQ+ix8kp1zq1SVCp7Py5HJJARaLOvLIv1bn2Pl/avXfl1e/dvHcLcAvNGXcxivXB7zFdAlh165dKioq0s6dO/Xggw/Wmv/BBx/olltu0Zw5c6qnLV26VImJiUpNTVXfvn21e/dunTx5Un/84x+VkJAgSXr55Ze1f/9+vfHGG1q8eLHbfb/xxhvq0KGDlixZooCAyrdm+fLlGjt2rD766CP99Kc/bYYjblmdbAGyWKSuQUEqDgiUi/zQKlU4K/TcX5/wdRkAPODpuI0S436ieZguLCYmJmrChAmy2dyfFl25cmWtaZZLg6BVBbxPPvlEvXr1qg6KVfNuueUWpaamGu57//79SkxMrN6OJCUkJKhHjx5KTU1tFWERbcOGw2t17PwRSVJIQKiKKgp9XBGAxmiOcRsBT5numsW4uDjDoOhOVlaWlixZotbylm0AACAASURBVO7du2vcuHGSpIyMDLenmnv16qXvvvtOxcXFteYVFhYqJydHPXv2dLveyZMnG3EUgO+k24/rv9JeliTdk/CAEiL7+rgiAIA/M13PYkN9/PHHeuaZZ1RaWqpRo0Zpx44d6tCh8m7ewsJC9ejRo9Y6Vddx5OfnKzg4uMa8qu7+0NBQt+udPVv3s5QtlstPeTC7qjr9pd62wlvt8h/7Z1X/HBkUqeyi7yRJBWX52nB4raYOekIBVr/91feJK9uG3xvzaIt/y7z9WfR0e9XLWi59GS5Y+2d+j3yjKZ8dv/0X48Ybb9TOnTt15swZrVu3ThMnTtTWrVvVrVs3n9QT3y3KbdA0s/huUb4uAW40tV3+npNW/fO2oxuqfy4oz9eyAwv00NCf6vou1zdpH22NPTtcktQ9OlwJ3fm9MZu29Lcs2NpPCxcu1Igh/dS1a9OPu+qz3SOmcZ/tqvVsVotsVvfJ4+rpzkuvG7sveFd8tygVFjbuhl2/DYshISFKSEhQQkKCRowYodGjR2v9+vVatGiRwsPDVVhY+xqt/Px8WSwWRURE1JoXHl75wXd3QXF+fr4iIyPrrCcj066QkHIPj6ZlWSyVH5aMTDs3uJiIt9plYMfByrh4ovp1cUWRXHLJIos6B8eoND9YJx12L1TcdpzNza/+HnWW984s2ubfsmBNTpqjYqd00gufxTM5+dXfG/PZrlrP4XTJ6qz95tusFjmuml71urH7gndc+fviLiPVxa/CotPp1L59+9S9e3cNHDiwenpwcLDi4uKUnp4uqfKmlC+//LLW+qdOnVL37t3Vvn37WvNCQkLUtWtXnT592u16N910U521uVzyuz9W/lhzW9DUdvmf+/5S4/V9O2/TP88dVGxoV+1/+Ej1PtBwVe8XvzPmRLt4ztPPdvWyrktfV7qyQ9FV+2fay7c8ef9Nd4NLXaxWq5YvX66UlJQa00tKSnT69GnFxMRIkn784x/rX//6l06cuNy7UlZWpk8++US33Xab4fYTExP1ySefqLz8cg/hV199pczMTI0ePdrLRwO0jKj2HSVJHYI6+bgSAIA/Ml1YtNvtys3NVW5urhwOh0pLS6tfl5SUaObMmUpNTVVKSorS09N19OhRPf/888rPz9fEiRMlSf/2b/+mgQMH6oUXXtChQ4d08uRJ/eIXv1B5ebmmT59eva8XXnihxhNipk+frsLCQr344ovKyMjQoUOH9Itf/EJDhgzRmDFjWvy9ALzhv2/fpn0P/l1v/XS3r0sBAPgh052GnjVrlg4cOFD9OisrS3v37pUkLVu2TPfff78kafPmzdq4caNCQ0PVv39/bdmyRcOHD5dUOabib3/7Wy1btkzTpk1TWVmZhg4dqq1bt6pLly7V2/7uu+9UWlpa/TouLk6bN29WcnKy7r33XrVv31633Xab5s+fL6vVdLkaaJD2AcHqGXGNr8sAAPgp04XFrVu31rvM+PHjNX78+DqX6dy5s1asWNHofQ0ePFjbtm2rtwYAAIC2gO4yAAAAGDJdzyKA1q+gQPrJ6AjZ7TXHYesQ5dKHH+fJbEOWxsTEauHChYqJifV1KQDQ4giLAFqc/YJVWd/VPrHxXbFFeXkWhYaaa1yNmNguWrRokU6ebUvj+QFAJcIiAJ8ac0e5rhtSIUmK6uBSly6kMQAwE65ZBOBTe/8cqD9/FCinS7rrnnKeGQsAJkNYBOBz/zwcoFUrgnXv2DBduEBaBAAz4TQ0gBYXGelUWLhL3bo5dd31Ffri8wBlnLQp86xNO7a201OzS+vfCIBGOZWRroKCghrT0k8cr/H9amFhYbomvnez1wZzIywCaHHhEdLBry5Wvy4plkZeH6miIov+8nEgYRHwslMZ6br9RzcYzp83e4bhvD2paQTGNo6wCKDFFRdLuTlW9ezllCSVl0vOyh9ls3GDC+BtVT2Km7ds0YABAxu0zrFjRzVl8uRavZFoewiLAFrclo1B+q9lwerT16EecU4d/odNJSWV1yre/m8VPq4OaL0GDBioYcOG+boM+BnCIoAWV1xcGQxPfGPTiW9s1dP79XfooQmcggYAMyEsAmhxk6aUql07l/55yKZz56zq3NmpxNEVGndvmdoH+7o6AMCVCIsAWlynzi49NYseRADwB4yzCACAn/gyzabD/7DVvyDgRYRFAAD8wJ8/CtCEB8L00PgwfbqfE4NoOXzaAAAwuT9/FKCnHw+V01k5zNS0yaHasKVQt9zauNEDjh072izLonUjLAIAYGJXBkWXq3IkgYoKV6MCY1hYmCRpyuTJjd5/1bpouwiLAACYlLugKFX+3JjAeE18b+1JTXP7uL95s2doxer16t2nX631eNwfJMIiAACmZBQUq3gSGI307tNPgwYPaXSNDoebfVokp9Uih9MluepZFn6BsAgAgMnUFxSrNDYwekvVqem8vIv1LGm8LvwHYREAABM58Y21QUGxypWBce8neerWvfmfr250WluSTqYf17OzZihlzXol9K55apvT2v6JsAgAgInExjrVs5dT3562yuFo2DpWq9Snr0MdOjZ/UKxiFPosl/Jt7z79dO2gxp/ahvkwziIAACYSHiHteKdAPXs5ZbPVH/5sNpf69Xdo2+8LFczjMtEMCIsAUI9/lhTprexsfVKYp3xnA7t6gCboHO1qUGC8MihGRrVcryLaFk5DA4CBU2Wlei77tA6WFlVPC5C0/5pr1Tkg0HeFoU2oCowTHgi7dEq65vWLBEW0FHoWAcCNYqdTUzJP1AiKklQhKY/eRbQQox7GthQUc7KztCpluXKys3xdSptFWAQAN3YXXNDZinJJ0v8J76i04cP1P3H9tCwmTvGBQT6uDm3J1YGxLQVFScrJydaalcnKycn2dSltFmERANzYV5hX/fP/zT+vG774QtMzT6qDLUAWS/3DmQDeVBUYr4l3qv/AthMUYQ5cswgAbpwoK6k1LddRoSe+y9CuuP4aEMRtp2hZnaNd+uDP+bJYJJvN19WgLaFnEQDccF7x87xOXbWu3+XBhd/KO9fyBQGSAgIIimh5hEUAcKNHQLvqn5M6xGhGt26KsFb+K326vNRXZQFAi/NqWCwrK/Pm5gDAZ0YEX35+7SeFefo87/IYi10ZNgdAG9KksOh0OvWHP/xBkyZN0vDhw3X99ddXz5s3b55ycnKaXCAA+MK48ChVne1L+i5DI7/8UlW3E4wL6+CrsgCgxXl8g0tJSYmSkpKUlpYmSXK5XNV3CBYWFuqDDz7Ql19+qT/84Q+Kjo72TrUA0EJ6BAZpbZdr9ELOt8p3Xr6C8cXO3XRTSLgPKwOAluVxz+Lrr7+uzz//XJI0ZMgQBQZePi1TVFSkoKAgZWVl6Te/+U3TqwQAH7gjLEqfXjNIv+2WoD8OHqzP4q/Vo1Exvi4LAFqUx2Fx9+7dslgsWr16td566y2FhoZWz4uOjtaWLVvkcrn017/+1SuFAoAvBFutui00Qj/p1IlH/AFokzwOi1lZWQoKCtIdd9zhdv6QIUMUHBzMdYsAAAB+zOOwGBoaqtLSUsMweOTIERUXF9focQQAAOYRExOrWXN/rpiYWF+XAhPz+AaX66+/Xn/5y180Y8YMTZ06VRUVFZKk1NRUHTt2TFu2bJHFYtHgwYO9ViwAAPCemNgueubZ+b4uAybncVicNm2aUlNT9fXXX+sXv/hF9fTHH39cUuXd0VarVUlJSU2vEgAAtHqnMtJVUFBQY1r6ieM1vl8tLCxM18T3bvba2jKPw+KIESO0fPlyvfzyyyosLKw1PyQkRAsWLNCNN97YpAIBAEDrdyojXbf/6AbD+fNmzzCctyc1jcDYjDwOi5I0btw4JSYmau/evTp+/LgKCwsVFham/v37a8yYMQoP93wssk2bNum1117THXfcoZUrV9aYl5aWptWrV+vYsWOy2WwaNGiQnn32WQ0cOFCStGbNGq1du9Zw219//bXb6XWt984773BKHQCAZlLVoxgRESmbrWHxxOGoUF7exVq9kfCuJoVFSYqMjNT999/vjVokSXa7XfPnz9eRI0cUFBRUa/7Bgwc1depU3X333VqwYIFKSkqUnJysqVOnateuXYqOjtZjjz2mhx9+uNa6VcvXpUuXLnrnnXdqTe/QgSc2AADQ3Gy2gBpjN8P3mhQWS0tL9frrryswMFAzZ86snv7oo4+qd+/emj17tiIiIhq1zV27dqmoqEg7d+7Ugw8+WGv+pk2b1LVrVy1btkxWa+XN3EuWLNGdd96p3bt3a8qUKQoNDa11F3ZaWpo++eQTvffee3Xu32az8cQZAACASzwOi8XFxZo4caKOHTumBx54oMa8CxcuaPv27frb3/6m3//+940aPicxMVETJkyQzWZzO//VV19VcXFxdVCUpNjYylv+i4qK3K7jdDr18ssv66GHHlK/fv0aXAsAAEBb5/E4ixs2bNDRo0flcrkUHBxcY15sbKxcLpfS09O1bt26Rm03Li7OMChKlTfOdOrUqca0ffv2SaoczsedDz/8UBkZGXriiScaVQsAAEBb53HP4v/8z//IYrHopZde0iOPPFJj3rp16/Tmm29q8eLF+uijj/Tss882uVAjZ86c0eLFi3Xrrbfq5ptvdrvM+vXrdd9991X3QNalpKREixcv1qeffqoLFy6oX79+evrpp+u9q9tiqfzyB1V1+ku9bQXtYl60jTnRLuYUGxurhQsXKjY2tlFtU72s5dJXg1a6vC6fg7pZmvBeeRwWv/vuOwUFBdUKilUmTpyo5cuXKzMz09Nd1OvEiRN67LHHFBMToxUrVrhd5rPPPtPRo0f1y1/+st7thYSEqH379urZs6d+9rOfyW63a+PGjZo6dao2b96skSNHGq4b3y3K755WE98tytclwA3axbxoG3OiXcwloXuUbhy6qNHr2bMrR1CxWS2yWRuWZpyXlusRE66E7nwOGiK+W5QKCxt3A5HHYTE0NFR5eXnKzMxUt27das3PyMhQWVmZIiMjPd1FndLS0vTUU0+pT58+ev311w3389FHHykuLq5B1ypOmzZN06ZNqzFt2LBh+slPfqK1a9dqy5YthutmZNoVElLeuIPwEYul8sOSkWmXy+XralCFdjEv2sacaBdz8rRdzuTkS5IcTpeszoat6Li03JmcfEWdtTe61rbkynZxNz52XTwOi9ddd50++eQTPfroo0pKStIPfvADhYWF6eLFizp06JA2bNggi8Wia6+91tNdGDp8+LCSkpI0atQopaSkqF27dm6Xc7lc2rt3r+644w6P9xUYGKg+ffro1KlTdS7ncsnv/lj5Y81tAe1iXrSNOdEu5tTYdqle1nXpq0ErebavtsyT98rjsPjoo49q//79+vbbb7VgwQI3xbhksVg0ZcoUT3fh1rlz5/T4449r1KhRWrVqVZ03w2RkZCgrK0vDhg1r0LaTk5PVs2dPTZgwoXpaWVmZjh07Vj3gNwAAQFvicVi85ZZb9NJLL2n58uUqL699+jUgIEDz5s1TYmJio7Zrt9urt+dwOFRaWqrc3FxJUnh4uFatWqWysjI999xzOn/+fI11AwMDFRV1+ZqFkydPSqq8w9qdFStW6IsvvtCbb74pqTLgLl26VA6HQz/84Q9VUFCgdevWKTc3V6+99lqjjgMAAKA1aNKg3I888ojGjBmj999/X0eOHFF+fr5CQ0PVv39/jRs3Tj179mz0NmfNmqUDBw5Uv87KytLevXslScuWLdP+/fuVn5+vO++8s9a6I0eO1NatW6tfX7x4UZIMHzuYm5ur06dPV79+/vnn1blzZ+3YsUOvvfaaLBaLBg8erN/97ncaMWJEo48FAADA31lcLs7ye6rqWdiSdOjrMwoJ8Y+7oS2WyrvVTp7lonAzoV3Mi7YxJ9rFnDxtl38e/ofuu+vH6tChU4Mf91deXq4LF85p5+6/aNDgIR5W3DZc2S6FhYW6rn8PSZXP5K5vNJcG9yxmZmbKZrNVj1XYmCFx3N0tDQAAAPNrcFgcPXq0OnbsqE8//bT6taUBozpaLBZ99dVXnlcIAAAAn2nUNYtXn7HmDDYAAEDr1uCweN9991Vfn1f1uiE9iwAAAPBfDQ6Ly5cvr/M1AAAAWh+rpyvOnTtXzzzzDKeiAQAAWjGPx1ncv3+/KioqOBUNAADQinncszh27FgVFxdXD5gNAACA1sfjnsVx48bpwoULmjt3rm677TYNGTJEUVFRslpr58/77ruvSUUCAADANzwOi5MmTZJUOXzOn/70J/3pT39yu5zFYiEsAgAA+CmPw+KVN7ZwkwsAAEDr5HFYXLZsmTfrAAAAgAl5FBbT0tKUkZEhu92uHj16aOzYsYqLi/N2bQAAAPCxRofF//zP/9Tbb79dY9rq1av10ksv6eGHH/ZaYQAAAPC9Rg2ds3v3bv3hD3+Qy+Wq8VVRUaFXXnlFhw4daq46AQCAH3K5XDrnqPB1GWiCRoXFd955R5LUpUsXLVy4UOvWrdOzzz6ryMhIOZ1Obdu2rVmKBAAA/sXlcumTojz9nzPf6KaMf+pMeamvS4KHGnUa+siRI7JYLFq9erWuu+46SVJiYqL69eunJ554gp5FAADaOJfLpT+dP6/n/3VCh0qLZJHkkpTndPi6NHioUWExPz9f7du3rw6KVW666abq+QAAoO1xuVzaX5yvleeydKi0SLaq6T6tCt7QqLDodDrVvn37WtOrpjmdTu9UBQAA/IJRSKQfsfXw+NnQAACgbfu2vFT/58w3ejTzpI6UFknyj5CYk52lVSnLlZOd5etS/EKjh86pqKhQWlqa26e2GM0bMWKE5xUCAABTyigr1ZFL1yX6Q0iskpOTrTUrkzXmjrGKie3i63JMr9FhsaCgoPq50FeyWCxu51ksFn311VeeVwgAAEwpMTRCe3sN1Ovns/V2/nnThcZTGekqKCioNT39xPEa368UFhama+J7N3tt/qTRYZHnQAMAgCo9AoO0NLannuwYa6rQeCojXbf/6IY6l5k3e4bb6XtS0wiMV2hUWBw/fnxz1QEAAPxYVWh8qlOstpba9bvvvvNpaKzqUdy8ZYsGDBjYoHWOHTuqKZMnu+2NbMsaFRaXLVvWXHUAAIBWoEdgkN64pr8mBUXpN+cqexqdkqyy+KSeAQMGatiwYT7Zd2vR6NPQAAAA9bny9HRqUb76tas99B78A2ERAAA0mx6BQZoYGeTrMtAEjLMIAAAAQ4RFAAAAGCIsAgAAwBBhEQAAAIYIiwAAADDE3dAAAKDVOnbsaLMs25YQFgEAQKsTFhYmSZoyebLH66ISYREAALQ618T31p7UNLeP7ks/cVzzZs/QitXr1btPvxrzwsLCeC70VQiLAACgVaov9PXu00+DBg9poWr8F2ERAACYhsNR0SzLwnOERQAA4HNV1wnm5V30eF00D8IiAADwubquMawL1xg2P8IiAAAwBUKfOTEoNwAAAAwRFgEAAGDItGFx06ZNGjRokObOnVtrXlpamiZPnqyRI0fq5ptvVlJSko4evTzq+meffab+/fu7/dqwYUOd+/3mm280ffp0DR06VEOHDlVSUpLS09O9fnwAAAD+wHTXLNrtds2fP19HjhxRUFBQrfkHDx7U1KlTdffdd2vBggUqKSlRcnKypk6dql27dik6Orp62bfffltdu3atsX5dd0xduHBBkydP1rXXXqu33npL5eXlWrt2raZMmaLdu3crIiLCewcKAADgB0zXs7hr1y4VFRVp586dioyMrDV/06ZN6tq1q5YtW6a+fftq8ODBWrJkiex2u3bv3l1j2Y4dOyo6OrrGV3BwsOG+t2/fruLiYq1YsUL9+/fXoEGDlJycrPz8fO3YscPrxwoAAGB2pguLiYmJ2rhxozp16uR2/quvvqq33npLVuvl0mNjYyVJRUVFTdr3/v37NXTo0BohNTIyUkOGDFFqamqTtg0AAOCPTHcaOi4urs75ISEhCgkJqTFt3759kqTrr7++SfvOyMjQnXfeWWt6r169tGfPnjrXtVgqv/xBVZ3+Um9bQbuYF21jTrSLOflDu1xZo5nr9KamHLPpwmJjnTlzRosXL9att96qm2++uca8rVu36sCBA8rMzFRMTIwmTZqkBx54oEav5JUKCwsVGhpaa3pYWJjy8/PrrCO+W5Tbdc0svluUr0uAG7SLedE25kS7mJOZ28WeHS5J6hETroTu5q2zOcR3i1JhYWCj1vHrsHjixAk99thjiomJ0YoVK6qnBwYGKjo6Wg6HQ4sWLZLFYtFHH32kBQsWKDc3VzNnzvR6LRmZdoWElHt9u83BYqn8sGRk2uVy+boaVKFdzIu2MSfaxZz8oV3O5ORXf486a/dxNS3jynYpLCxs1Lp+GxbT0tL01FNPqU+fPnr99ddrXGc4bNgw7d+/v8by1113nbKzs7V+/XolJSWpXbt2tbYZHh7u9g3Mz893e7PNlVwumfaXwog/1twW0C7mRduYE+1iTmZul6q6zFxjc/HkmE13g0tDHD58WElJSRo5cqQ2bdpUb5CrMnDgQJWUlMhud/+/iISEBJ0+fbrW9FOnTql3bx5BBAAA2h6/C4vnzp3T448/rlGjRmnVqlVuewjffvttLVmypNb0w4cPKyIiwvBO68TERP3973/XhQsXqqd9//33OnjwoEaPHu29gwAAAPATpjsNbbfbVV5eee2fw+FQaWmpcnNzJVWeJl61apXKysr03HPP6fz58zXWDQwMVFRUlDp27Kht27apvLxcEydOVEBAgP74xz/qww8/1Jw5c2Sz2SRJK1as0BdffKE333xTkjRhwgRt27ZNzz33nF544QVJ0rJlyxQTE6OHHnqopd4CAAAA0zBdWJw1a5YOHDhQ/TorK0t79+6VVBnc9u/fr/z8fLdD3IwcOVJbt27VmDFjtHbtWv32t7/Vv//7v6ukpETx8fFatGiRHn744erlc3Nza5x2Dg8P19atW/Xqq6/q4YcflsVi0c0336wtW7bUGq4HAACgLTBdWNy6dWud8++///4Gbef222/X7bffXucyy5cvrzWtV69eWrduXYP2AQAA0Nr53TWLAAAAaDmERQAAgCbIyc7SqpTlysnO8nUpzYKwCAAA0AQ5OdlaszJZOTnZvi6lWRAWAQAAYMh0N7gAAACY0amMdBUUFNSann7ieI3vVwsLC9M18f77cA/CIgAAQD1OZaTr9h/dUOcy82bPMJy3JzXNbwMjYREAAKAeVT2KERGRstkaHp8cjgrl5V102yPpLwiLAAAADWSzBSgwMNDXZbQobnABAACAIcIiAAAADBEWAQAAYIiwCAAAAEOERQAAABgiLAIAAMAQYREAAACGCIsAAAAwRFgEAACAIcIiAAAADBEWAQAAYIiwCAAAAEOERQAAABgiLAIAAMAQYREAAACGCIsAAAAwRFgEAABtSkxMrGbN/bliYmJ9XYpfCPB1AQAAAC0pJraLnnl2vq/L8Bv0LAIAAMAQYREAAACGCIsAAAAwRFgEAACAIcIiAAAADBEWAQAAYIiwCAAAAEOERQAAABgiLAIAAMAQYREAAACGCIsAAAAwRFgEAACAIcIiAAAADBEWAQAAYIiwCAAAAEOmDYubNm3SoEGDNHfu3Frz0tLSNHnyZI0cOVI333yzkpKSdPTo0RrLnD9/XgsXLtTo0aN1/fXX65577tFbb71V5z7fffdd9e/f3+3Xhx9+6NXjAwAA8AcBvi7gana7XfPnz9eRI0cUFBRUa/7Bgwc1depU3X333VqwYIFKSkqUnJysqVOnateuXYqOjlZZWZmmT5+ugoICLV68WHFxcdq9e7cWLlwoq9Wqhx56qM4a9u/fX2taZGSk144RAADAX5iuZ3HXrl0qKirSzp073Qa0TZs2qWvXrlq2bJn69u2rwYMHa8mSJbLb7dq9e7ck6X//93915MgRLVmyRLfeeqt69eqlJ598UkOHDtWbb75Zbw3R0dG1vtq1a+f1YwUAADA70/UsJiYmasKECbLZbG7nv/rqqyouLpbVejnnxsbGSpKKiookSaNGjVJqaqqio6NrrBsbG1vrdDUAAACMmS4sxsXF1Tk/JCREISEhNabt27dPknT99ddLkgICAqoDZJWCggIdOHBAt956qxerBQAAaN1MFxYb68yZM1q8eLFuvfVW3XzzzW6XcTqdevHFF1VSUqKnnnqq3m2uXLlSe/fuVW5uruLi4pSUlKQ777yzznUslsovf1BVp7/U21bQLuZF25gT7WJOZmsX6/e5in7hGX2/5JdydOtRewGXS51eflElN9yowp/ea7id6uOxXPpqqCveD1++J5Ym1OHXYfHEiRN67LHHFBMToxUrVrhdpqysTD//+c+1d+9erV27VvHx8Ybba9++vWJiYhQQEKBf/vKXKi4u1jvvvKPZs2crOTlZ9913n+G68d2iFBoa2uRjaknx3aJ8XQLcoF3Mi7YxJ9rFnEzTLhUXpeNHFfrwvdJf/iJdeQbT5ZJmz5Z++7oiRw6VuhvXbM8OlyTZrBbZrA1PW85Ly/aICVdCHdtvKfHdolRYGNiodfw2LKalpempp55Snz599Prrr7u9GaagoEAzZ87UP//5T73xxhuGPY9V7rrrLt111101pg0fPlynT5/WmjVr6gyLGZl2hYSUe3YwLcxiqfywZGTa5XL5uhpUoV3Mi7YxJ9rFnEzXLgGRCnjrf9T1wXukH/5ImW//v8oeRpdLnRb8XJGb3lBu8q+Uf9eD0lm74WbO5ORLkhxOl6zOhh+Y49KyZ3LyFVXH9pvble1SWFjYqHX9MiwePnxYSUlJGjVqlFJSUtzeqVxWVqYnn3xSGRkZ2r59uwYMGODx/gYMGKBDhw7VuYzLJXP8UjSCP9bcFtAu5kXbmBPtYk5mapfy7j2V+Yf/p24P3aNuD9yjzD+8r6j/XqPITW8oJ/lXyp84Raqn1upjkEO4owAAIABJREFUcaneZWuueHl9M7wfntThd2Hx3LlzevzxxzVq1CitWrXK8K7phQsX6sSJE3rzzTfrPPV8pfXr16u8vFwzZ86sMf3w4cMN3gYAADCfih6XAuODP1Wvm66TpMtBEXUyXVi02+0qL688netwOFRaWqrc3FxJUnh4uFatWqWysjI999xzOn/+fI11AwMDFRUVpYMHD+rdd9/VggULFBYWVr1+lY4dO8pms2nbtm3atm2b3n//fbVr107BwcFKSUmR0+nUXXfdJYfDoR07dujQoUN67bXXWuYNAAAAzaKie5zKBg5S4Jl/SZKKfjzGxxX5B9OFxVmzZunAgQPVr7OysrR3715J0rJly7R//37l5+e7vTt55MiR2rp1a/UTWF555RW98sortZbbu3evevTooQsXLigjI0OuS/2xkyZNUnBwsLZv366NGzfK4XCof//+Wr16db13QwMAABNzudT5P3+u0D//URdmzVPYzrfV/cF7dLbqGkYYsrhcZjiD7p8KCwsVFhYmSTr09RmFhPjH3dAWi5TQPUonz5rk4mNIol3MjLYxJ9rFnEzZLpeC4pXXKAac+VbdHrpHslgbFBj/efgfuu+uH6tDh04KDGz43cTl5eW6cOGcdu7+iwYNHtLUI/HYle1SWFio6/pXHm9BQUG9o7mY7nF/AAAAXuMmKEqXr2GUy6nuD94jW+YZHxdqXoRFAADQarU7/A9FbNvo9maWKwNjh1//ykcVmp/prlkEAADwlrLrrte3f01TRc9ebudX9Oips//3j3J07NTClfkPwiIAAGjVjIJiFUfXbi1UiX/iNDQAAAAMERYBAABgiLAIAAAAQ4RFAAAAGCIsAgAAwBBhEQAAAIYIiwAAADBEWAQAAIAhwiIAAAAMERYBAABgiLAIAAAAQ4RFAAAAGCIsAgAAwBBhEQAAAIYIiwAAADBEWAQAAIAhwiIAAAAMERYBAABgiLAIAAAAQ4RFAAAAGCIsAgAAwBBhEQAAAIYIiwAAADBEWAQAAIAhwiIAAAAMERYBAABgiLAIAAAAQ4RFAAAAGCIsAgAAwBBhEQAAAIYIiwAAADBEWAQAAIAhwiIAAAAMERYBAABgiLAIAAAAQ4RFAAAAGArwdQEAAAD+wuGoaNblzci0PYubNm3SoEGDNHfu3Frz0tLSNHnyZI0cOVI333yzkpKSdPTo0RrL5OXl6cUXX9TNN9+swYMHa/z48fr444/r3e8333yj6dOna+jQoRo6dKiSkpKUnp7uteMCAAD+JywsTJKUl3dRFy6ca/BXXt7FGuv7I9P1LNrtds2fP19HjhxRUFBQrfkHDx7U1KlTdffdd2vBggUqKSlRcnKypk6dql27dik6OlqSNGvWLJ09e1a/+tWv1LlzZ73//vuaOXOmtm7dquHDh7vd94ULFzR58mRde+21euutt1ReXq61a9dqypQp2r17tyIiIpr12AEAgDldE99be1LTVFBQUGte+onjmjd7hlasXq/effrVmh8WFqZr4nu3RJnNwnRhcdeuXSoqKtLOnTv14IMP1pq/adMmde3aVcuWLZPVWtkxumTJEt15553avXu3pkyZos8//1x/+9vftGHDBt14442SpLlz5+pvf/ubfvOb32jDhg1u9719+3YVFxdrxYoVioz8/9u7+6io6sR/4O+ZO8PDqDyJIDCIPM4oT2KiKeIDknQyU2uzrDxplqYnq209Z8t2Ny1Xe8JUOnn2hA8pqNvDytpq6/OG2iAtkdCaD4WmqOwCijLDwzAz9/uHv7k/Jh3LUu4d5v06Z8+RGYY+l/fOnTf3fu7nBgIA3njjDYwaNQqbN2/GnDlzbtNWExERkdL9VOGLT0hCSmp6F42m6yjuNPTo0aOxbt069O7d+7rPL126FFu2bJGKIgCEh4cDAFpaWgAABw8ehJ+fH+68806X12ZnZ6OsrAxWq/W6P/vgwYPIyMiQiiIABAYGIj09HaWlpb9qu4iIiIg8keLKYnR0NARBcPu8Tqe7pkju27cPADBo0CAAwKlTpxAREQGNxvXAaUxMDGw2G86cOXPdn33q1ClER0df83hMTAxqampuajuIiIiIugPFnYa+WbW1tXj11VcxcuRIDB8+HABgNpvRo0ePa77XObm0ubn5uj/LYrG4fZ271zipVFf/5wmc4/SU8XoL5qJczEaZmIsyeWMu4eHhePa3v0d4eLhit7tzLjc7Ro8ui9999x2eeOIJhIWFIT8/X9axxEYGXbdoKllsZJDcQ6DrYC7KxWyUibkokzflEhcVhDsHvy73MH6W2MggWCzam3qNx5bFf//735g3bx4SEhKwevVql3mGvXr1wrlz5655jfPooLurmnv16gWLxXLd13X++ddz6nwTdLqOm9kE2ahUV//Pcup8E0RR7tGQE3NRLmajTMxFmZiLMnXO5Xpd50Y8sixWV1fjqaeeQlZWFpYvXw4fHx+X5+Pi4rB//350dHRAq/3/7fn06dPQarXo16/fdX9uXFwcfvjhh2seP336NOLjb3wFlCjC494Unjhmb8BclIvZKBNzUSbmoky/JBfFXeDyUxobGzFnzhxkZWVh5cqV1xRFABgzZgza29vxxRdfuDy+d+9eZGdnuxTIzkaPHo3KykpcunRJeqyhoQFff/01cnJybu2GEBEREXkAxZXFpqYm1NfXo76+Hna7He3t7dLXbW1tWLlyJaxWKxYsWICLFy9Kz9XX16OpqQkAkJ6ejrFjx2Lx4sU4fPgwzp49i2XLluH777/HM888I/238vPz8cgjj0hfT5s2DUFBQViwYAGOHz+O48ePY8GCBQgLC8PUqVO7/HdBREREJDfFnYaeP38+ysvLpa/r6uqwd+9eAMCyZctw8OBBNDc3Iy8v75rXDh06FBs3bgRwtQi++eabeP7552E2mzFgwACsWbMGycnJ0vfX19e7nHbu1asXNm7ciKVLl+Lhhx+GSqXC8OHDsWHDBuh0utu1yURERESKpRJFzij4pSwWi7QcT9XxWuh0nnE1tEp19cqtmnOcfKwkzEW5mI0yMRdlYi7K1DkXi8WCNIMegPvlBjtT3GloIiIiIlIOlkUiIiIicotlkYiIiIjcYlkkIiIiIrdYFomIiIjILZZFIiIiInKLZZGIiIiI3GJZJCIiIiK3WBaJiIiIyC2WRSIiIiJyi2WRiIiIiNxiWSQiIiIit1gWiYiIiMgtlkUiIiIicotlkYiIiIjcYlkkIiIiIrdYFomIiIjILZZFIiIiInKLZZGIiIiI3GJZJCIiIiK3WBaJiIiIyC2WRSIiIiJyi2WRiIiIiNxiWSQiIiIit1gWiYiIiMgtlkUiIiIicotlkYiIiIjcYlkkIiIiIrdYFomIiIjILZZFIiIiInKLZZGIiIiI3GJZJCIiIiK3WBaJiIiIyC2WRSIiIiJySyP3ADyZKIrSv1taWmQcyc1RqQCLRYuWFgs6bQLJjLkoF7NRJuaiTMxFmTrn0rmziD8jJJbFX6HzL/vOjCQZR0JERER081paWtCzZ88bfg9PQxMRERGRWyrx5xx/pOtyOBxoaGgAAOh0OqhUKplHRERERHRjoihKZ0dDQ0OhVt/42CHLIhERERG5xdPQREREROQWyyIRERERucWySERERERusSySW5zOqkzMhejnaW5uxqeffir3MIg8HtdZpGvY7XYIggCVSgWHw/GTV0lR12AuytTa2oqtW7fi3LlziIyMRG5uLsLDw+Ueltczm83Izc3FHXfcgYkTJ8o9HLoOs9kMX19faLVauYdCP0FYtGjRIrkHQcrR0tKCefPmwWq1Ijk5WSomXBZIXsxFmcxmMx588EGcPHkSp0+fRklJCc6ePYvs7Gz4+vrKPTyvZTabce+992LYsGFYtWqV3MOh66iursb8+fMRGRkJvV4PQRDkHhLdAI8skostW7bg0KFDOH/+PHx8fDBp0iSo1WoeyZIZc1Eeq9WKJ598EgaDAcuWLYPD4cDhw4cxd+5cTJ48Gbm5uXIP0Ss5i2JaWhqWL18OALDZbNBo+HGnBKIoQqVS4eOPP8axY8fwxhtvQKPRYMSIESyMCsZPGXJx9uxZxMTEwN/fH6tWrcLf//53AJCKCcmDuShPVVUV7HY7XnjhBfj5+UGr1SIzMxMDBw6ETqfDlStX5B6i12lvb8e0adMQEREhHVG0Wq1SUbx48SJOnjwJi8Ui5zC9mvNsyA8//IBJkyYhLCwMCxcuhMlkgs1mk3l05A7LIgG4+tdeR0cHzp8/j6effhqvvvoqAgICUFBQwGIiI4fDwVwU6vLly6iurkZ9fT0AQKvVomfPnmhqasKKFStw1113Yfbs2di+fbvMI/UelZWVsNls8PHxwX/+8x8AgI+PD2w2G5577jlMnz4dEydOxLRp01BYWCjzaL2X1WqFw+HAuHHj8Nprr0mFsaysjIVRoThnkQBc/WtPEAScOXMGoaGhyMrKQkxMDCoqKnDgwAEEBgbCaDRyrlwXYy7KZTabpakBOp0OarUaM2fORM+ePTF58mTcdddd+PTTT1FZWYn4+HhER0fLPeRuT6/XIyQkBFVVVThw4ABSUlIQGhqKJ554Am1tbZgyZQqmTJmCyspKmEwmhIeHIzExUe5hexXn1BmTyYSsrCwYDAYMHjwYhw8fxrZt22AwGBAZGQm1Wi2dsna+jvs3+bAsejGHwwG73Y6Ojg7pNE1sbCyMRiM0Gg2io6PRr1+/6xYT4OpphKCgIDk3oVvrvHOMjY3FwIEDIQgCc5GZM5fw8HBYLBYcPnwYmzZtwuHDh9Ha2orCwkIMGzYMBoMBo0aNwtq1a+Hn54dRo0bJPfRuyWazwWw2o6GhAQEBAUhMTIS/vz+qqqpQWlqK48ePo0ePHli0aBGGDh2KhIQEDB8+HFu2bIGvry/Gjh0r9yZ0e2azGVarFaIoQqvVQqVSYdy4cQgLC4NarUbv3r2RkZEhFcakpCRERkZKcxjr6+vRs2dPmbfCu7Eseimz2YxXXnkFa9euxY4dO3DixAmkp6cjODgYGo0GdrsdarXapZiUlpYiKCgIRqMRK1euxNatWzFmzBj4+PjIvTndRltbGyoqKqDX66FSqaQcevTo4TL5m7l0rR/n0tHRAUEQkJmZiTFjxuDRRx9FbW0tIiIipGVa7HY7QkNDUVVVhYaGBtx77728GOkWM5vNePnll1FYWIjNmzfj+PHjyM3NRWJiIvz8/PDtt9/i0KFDGDVqFLKysqT3VHBwMMrLy3HlyhVMnDiRR6xuo8rKSixcuBCbNm3CX/7yF9TX16NHjx7S0UPnH18/LozJycmIiIjAo48+ih07duA3v/mN3Jvi1VgWvZDFYsGUKVOg0+kwZMgQaLValJSUYN++fejTpw/0ej20Wq1LYYyOjsZXX32FsrIylJaW4m9/+xveeustnlq7haxWKx555BHs3r0bffv2RVxcnMvO1Ml5aoa5dI3r5SIIglQYAwICEBgYiJ07d6KpqQljxoyBr68vVCoVVCoVtm7dioSEBGRnZ7OU3EIWiwUPPvggAgMDkZOTg5CQEGzduhXff/898vLykJSUJC1fNHPmTPTq1QvA1Tm+NpsNJSUlSE5OxogRI+TcjG6tqqoKjz/+OMaNG4cJEyYgODgYO3fuxK5duxAeHo6EhASXKTS9e/dGeno6KioqsG3bNpSUlKC9vR1btmzhldJyE8mrOBwOcdmyZeKTTz4pWq1WURRF0WaziVVVVeLdd98tjhw5Uty6davY3t4uPedUWVkppqamipmZmeK3334ry/i7s7q6OjErK0tMSUkRJ0yYIO7bt096zuFwuHxv56+Zy+11o1zsdrv074KCAtFoNIpr1qwRz507JzY1NYn5+fliZmam+N1338kx9G7L4XCI+fn54pw5c6R9lcViEQsKCsTU1FTxq6++kr63ra1NFEVRNJvNYnNzs9jS0iIuX75cHDZsmFhTUyPL+L2B1WoV58+fL/7hD39weXzv3r3i9OnTRaPRKG7btk16vPN76cSJE6LBYBAfeugh6XOqo6OjawZO18VzIl5GpVLh9OnTCAwMlFbNFwQBqamp2LRpE4KDg/H222+jtLQUDocDgiBIt5crLy+HIAgoLi6G0WiUczO6pRMnTiA0NBRFRUX473//i/z8fOzbtw/A1dzETrf56/w1c7m9bpSLWq2G3W4HADzzzDPIy8vDm2++ifvvvx+zZs1CSUkJ1q9fj/j4eDk3odtRqVQ4efIkAgICpOkWOp0OOTk5sNls0hXqAODr64vGxka8/fbbeOyxxzB79myUlJRg7dq1iI2NlWsTuj1RFFFbWyvdzchqtQIAcnJy8MILL2DkyJF46aWXsHv3bgBwmaKRn5+P+Ph4FBUVQavVcp1MBWBZ9CKiKMJms0Gn0+HSpUswm83Scw6HA8HBwdiwYYO0NEtTUxOAqzvmv/71r3j33XexYcMGXj14m2i1Wvj5+SE9PR3r16/HhQsXrimMnZfIYS5d46dycZ6SBoAVK1bg9ddfx8yZM3H//fdj06ZNGDhwoJzD73ZEUYTVasXly5fR2NiI9vZ26X3Rr18/hIWFSfsu5+O9e/dGfHw8UlJSkJOTg6KiIuZym/n4+CAgIABlZWXS185lcQYNGoR58+Zh0KBBWLlyJY4dOya9btGiRaisrERJSQk0Gg2LokJwzqIXUalUUKvVaGtrw9q1a5GYmAiDwSAtZeBwOODv74/Bgwdjw4YNsFgsyM7OBgDU1dVh7ty5PHJ1G7W3tyMiIgIGgwFhYWEYM2YMPvjgA1RXVyMiIgKxsbHXLJHzv//9D3PmzGEut9HPyUUQBFitVgiCAKPRiCFDhiA1NRUBAQFyD7/bcS4n1dbWhsjISGRmZkrvB7PZjKKiIowePRpGo1E6+q5SqZCWloacnBxkZGQgMDBQzk3o9sT/N6/aYrFgz549AICMjAxpvqharUZERAT8/f3x2WefITIyEunp6QCA+Ph4PPfcczyiqDAsi14oMTERp06dwpo1a5CZmYmoqCipMIqiiJCQENTX16O6uhp33303fHx8EBcXh+DgYLmH3q2FhIRIxaOjo+OGhbGkpAT+/v7IyMhASEiI3EPv1n5uLoIgoKSkBFqtFiEhIS5rxNGtl5aWhoyMDJfHrly5gjVr1mD8+PFITEyULjL66KOPcPHiRcTExDCXLuD8/UZHR+PQoUMwmUzo3bs3kpKSXApjYmIivvnmG5SXl+Ohhx6CKIoIDAyUpnewKCoHT0N7IUEQMHPmTAwYMABPPfUUKioqXBZAFQQBUVFRMJvNvAKtiznnXzmvRjcYDCguLkZdXR3y8/NhMpmwatUqvPjii/zA60I3k4tzLjDz6XpWqxU+Pj4uf9iuXLkSf/zjH6HX6wEwl67inNqUn58Pu92OFStWYNu2bQAAjUaD9vZ2AFcLpXNeY+ds+NmjLCyL3VRbWxsuXLjg9vm0tDQ8//zzSEpKwqxZs7Bjxw60trZKz58/fx4xMTHcsd5iP5VLZ4IgwG63w2g0ori4GA0NDXjyySexfv16fPzxx+jXr99tHq33YC7KdDO5OAmCAD8/PwDAO++8g3Xr1uHjjz/mxSxdzHl0MCIiAsXFxXA4HFixYgXee+89AJCWNaqurkZYWJicQ6WfQSV2vsSSugWHw4G5c+eiuroamzdvRkxMjMvznU/DHDlyBGvWrMGuXbuQm5uLPn36wG634x//+Ac2bdrEuXC30E/l4o7dbocgCHj55ZexZ88eFBUV8WKWW4i5KNMvyaWxsRF5eXlYvHgxzp07h4KCAmzevBkpKSldMGLv5XwvOHX+jHE+V1dXh5dffhnHjh1DQEAABg4ciNraWjQ3N2Pbtm3QaDScIqBgnLPYDdntdvj7+6OiogI7d+7EiBEjXG7/5lx2RaVSoW/fvhg3bhyio6NRU1OD2tpa9OrVC3/+859hMBhk3Iru56dycUetVmP58uX48MMPUVRUxAJ/izEXZbrZXERRhN1ux+eff45PP/0U5eXlKCoqQmpqaheO2vuIogi1Wo329nZpDm/nzxjnEcaAgACMHTsWBoMBLS0t0Gq1MBgMeOedd6SrnnnqWcG6clFH6jpWq1Xcv3+/OHbsWHHChAniqVOnfvI1zsVtnYug0q33S3I5deqUmJ2dLVZVVd3+AXop5qJMvySXgoICcdCgQVygvgs4b9rgcDjE2bNni5MmTRIPHjwoPd/55gGdF91293NIuXgaupvpvNSAKIooLS3F4sWLodPp8O6776J///5uXyvyFMBt82tyAa4uCdKzZ88uGKl3YS7K9GtyaWxshCiKCA0N7aLReidnRq2traipqcHKlStx5MgRxMfH49lnn8Wdd94J4NrPFX7OeCaehu5mnKvgf/LJJwgICEBaWhr69++PPXv2YPfu3Tc8lcM38O3zS3Nx7li1Wi3zuQ2YizL9mv2YTqeDTqfryuF6HVEUIQgCzGYz7r//fpw5cwZBQUHQ6/X4/PPPcfr0aURFRSE6OtrllDTAzxlPxbLYDZWWluK3v/0tWltbkZycjOTk5J+9o6Xb55fkwh3s7cdclIn7MeVSqVSw2+1YuHAhOjo6sHr1aowfPx7jx49H//798dFHH+G7776DXq+HXq+/pjCS52FZ7IZiYmLg7++PwsJCNDc3Y+DAgUhJSXHZ0WZlZXFH28WYizIxF2ViLspmsViwceNGGI1G5ObmwmazQaVSwWAwIDo6Ghs2bMCZM2cQHh6Ofv36sSh6OJZFDyaKonTnFSfnyviDBw+Gn58fCgsLYTabXXa0//rXv/Dhhx8iNzeXt726DZiLMjEXZWIunsGZiZOvry/27NmDb775BlOmTIGfnx/sdjtUKhWSkpJw4sQJHDlyBLW1tdDr9YiMjJRx9PRrsSx6IOeb1rksAXB18dm+ffuid+/esNvt0o7W+Ze5xWLBgAEDkJKSgoiICFRVVWHChAncyd5CzEWZmIsyMRfPolar0dLSgnfffRfR0dEICAhAa2srSktLceHCBWRkZECn00n3ri8rK4Ner4fJZEJrayvGjRsn3X6RPA/Loocxm82477770NzcjMzMTACAyWTCkiVLcPDgQYwaNQpBQUEuO9qOjg5s3LgRDocD/fv3R0ZGBiZNmsSrBW8h5qJMzEWZmItn2r9/P5YsWYKLFy8iMzMTQ4YMwZkzZ7Bz505cvHgRQ4YMgZ+fH6xWK7Zv344XX3wRffv2xfvvv4/77rvP5TaM5FlYFj2I2WzGpEmT0NjYiEOHDsHX1xd33HEHoqOjERgYiIqKCuzYsQPZ2dkIDg6W/nIPDQ3F7t27YTKZIIoisrKypFst0a/HXJSJuSgTc/Fcer0eUVFRWLduHc6cOYOsrCzk5eWhpqYGn332GbZt24YffvgBBQUFuHTpEmbMmIG2tjZ89dVXmDx5Mo8AezCWRQ/hcDiwcOFC6PV65Ofnw2KxYO3atdBoNBgyZAhSU1Oh0WhQXl6Of/7znxg5ciRCQkIAAC0tLRBFEVOnTkVOTg7/Er+FmIsyMRdlYi6ew3lU13laGQA0Gg0SExPRp08ffPDBBzh9+jRGjhyJe+65BzqdDnV1dfj++++RlJSEwsJCCIKA4uJiNDY2YurUqdI9u8nzsCx6CJVKheTkZDzwwAMICgpCbGwsWlpasH79epcdrVarxZdffont27djxIgR8Pf3R3FxMY4cOYLf/e533MHeYsxFmZiLMjEXz6FWq9Ha2orf//736NWrF/r16wcAEAQBSUlJCAsLw/r163H27FlkZmZi2LBhmDhxIiZPnowRI0Zg165d+OCDD7B9+3YUFBRAr9fLvEX0a7AsepCAgADp3yEhIYiLi4PFYrlmR+vr64vKykqsXr0ae/fuhclkwttvv43w8HAZR999MRdlYi7KxFyU68drIR44cACFhYU4evQo4uLiEBUVBeBqYYyLi4NarUZxcTHMZjMSEhIQHBwMHx8fFBYW4r333kNwcDDefPNN3je9G2BZ9GDBwcEuO1ofHx/ccccdSElJgcFggF6vR1hYGBYvXozExES5h+s1mIsyMRdlYi7ya2trg0ajkYqiszTGxsYiPDwcX3zxBUwmk0th1Gq10Gg0KC0txZdffokePXpIt/gzGo2YPn067r33Xpb7boJl0cN13tGuW7cOer0eRqMRUVFRGDp0KLKysqQ5P9R1mIsyMRdlYi7yqa6uxuLFi2Gz2RAXFyeVxo6ODgiCAKPRiJ49e8JkMqGsrAyxsbHSKeWmpib4+PjgpZdewj333CMtgeTn5wc/Pz/p/t7k+VgWu4Hg4GDExsbi5MmTqKurw9ixY13WLuO6VvJgLsrEXJSJuXQ9i8WCl156CSaTCXv37sWhQ4dw9uxZpKSkwM/PT/qdDxgwADqdDmVlZTh48CDCwsKg0+nw1ltvob29HY899hjUavU1C3dT98FUPZzD4QAAxMfHY8CAATh//jy0Wi0EQQDAHaxcmIsyMRdlYi7y0Ol0MBgMSEpKwkcffYSEhARs374d99xzD/Lz8/H1119L3/vAAw9g7ty50Gg0mD9/PqZOnYq6ujosXbpU+h4eSey+mKyHa2hoQFhYGACgo6MDERERsNls0k6W5MFclIm5KBNz6XrOeYlPP/00tm7diqqqKixbtgwXLlzAmjVrcOzYMaxbtw7Tp09HcnIy7rvvPkyZMgUDBgzA0aNH0dLSgmnTpkEQBNhsNhbFbk4liqIo9yDolykvL8e8efOQnJwsXTnovLE7yYe5KBNzUSbmIh+HwwGbzYYlS5agpqYGq1atkuaGvv/++8jPz0dCQgIuXbqE2NhYPP7440hLS3O5aMVut7PUewHOWfRgDocDbW1taG1tRXR0NBYvXoykpCS5h+X1mIsyMRdlYi7yUalUEAQBvr6+WL16NQYPHoy4uDjs3LkTf/rTn/Daa69h7ty5SEnOy/p+AAABVElEQVRJgclkwoYNG9DQ0IDx48dLRyY5R9E78MhiN2C32/mmVSDmokzMRZmYi7yeffZZaLVaDB06FK+88goWLFiAWbNmucwX3bFjB/Ly8ngk0QuxLBIREXm54uJiLFu2DKIoYuHChXj44YelUvjjOYk89ex9WBaJiIgIM2bMQHNzMz755BO5h0IKw+P9REREXsx5zGjs2LG4fPkyKioqXB4nYlkkIiLyYs55ibm5ubhy5Qr27Nnj8jgRyyIREREhKioKM2bMwLp163D06FG5h0MKwlU0iYiICACQl5eHqqoqGAwGuYdCCsILXIiIiEjiXEORVz2TE8siERERuXAWRiKAcxaJiIjoR1gUqTOWRSIiIiJyi2WRiIiIiNxiWSQiIiIit1gWiYiIiMgtlkUiIiIicotlkYiIiIjcYlkkIiIiIrdYFomIiIjILZZFIiIiInLr/wDzSMxqeFsAvQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "color=['c','g','r','b','y']*5\n", + "color=color[0:24]\n", + "ap = mpf.make_addplot(0.99*tdf['Low'],type='scatter',marker=mymarkers,markersize=45,color=color)\n", + "mpf.plot(tdf,type='candle',addplot=ap)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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n4cfTVlu2btXAgYNavN/x48c0berUJtva5app8fFasy0A+GK6sLh7925VVFRo165deuyxx7zWf/DBB7r77rs1f/78+mXLli1TRkaGcnNzddttt+mDDz7Q+fPnlZOTo969e0uSXnrpJe3bt087duxoMixarVZ169Yt8CcGXMdr+pNrYTHKR1hE+Bo4cJBGjhwZkGPFx8dLkq5cuez3vi0VqDkHne5avXv5gg5VVuiIs0JOd63m3NhdjyXe1KbjAmg/pguLGRkZmjx5sqxWq8/111+SliTLtafJR0fXnc6jjz6qCRMmKCXl2z9yUVFR6tatmyoqKoJQNQAE361pfbU3N8/n4/4WzpullWs2BOxxf4Gac/CLqw4t+eZc42WVjg4XFo3uT7148YI+3PMXTZz0oG68sfE5c28qwoXpwmJqamqrti8qKtKyZcvUq1cvPfjgg5KkTp06NQqKknT+/HkdP35cM2fODFitDVksdV9m0pZ6zHg+HUX9+2q59uVzI98/t7ZdLH7u117HC9YxA61hja3dpy2v6esYaene4cKzXb/b+mvI0GFte+EA63rtf/zjLFFyuGslXfvoB/jzGEqFBc3fn/qnt7f4XL43N89nm4Yzs7QLGmvL31rThcWW+uijj/Tcc8/J6XRq3Lhx2rFjh+F9hU6nUwsXLlRSUpKmTZvW5HErKyu1dOlSffLJJ7p06ZL69+/vNXjGl7SeSYqLi/P7fILBXpwgSYq2Rina6j1LUlPLeicnKL1XUnALjFCedrFGWWSN8v6N9bWs9tqy1raL57UC1Z6BPl6wjhksaT1b/94b/f4Z8ed30MzvYbqSdOmWbuocFaUuH38sSUqwdQpona1pl2CwF9f9fiYlJdVf4WpOTU2N7Ha7boizmK7NAiXU7QLf0nomyeFo3ROgwjYs3nnnndq1a5fOnj2r9evXa8qUKcrJyVHPnj0bbVdeXq6f//zn+vLLL7Vp06YmB6rYbDZ17txZt9xyi37605/Kbrdr06ZNmj59urZs2aIxY8YY7lt43i6brTpg5xcIZ0vKJEk1rlrVuGobrYu2Rnkt82zr2TfpnD34RUYgT7u4at119yc2UD/A5TqeZa1tF89rBao9A328YB0z0CyWuj+wheftPqc18qWp37+m+PM7GA7vobP22/egrKJKBQGo0592CQbP+2+Jsiqqhc/stvj5Ox0OzNIuaKxhuzgcjlbtG7Zh0WazKT09Xenp6Ro9erTGjx+vDRs2aPHixfXblJSUKDMzUxcvXtS2bds0cODAJo85Y8YMzZgxo9GykSNH6gc/+IHWrVunrVu3Gu7rdst0vxRtqceM59NR1L+vbjUeyNKwQ/H699797b6taRe3n/u11/GCdcxgaU2NbT2X1rxWt251g1G6dUsx7Xvovu6/A1lnqD87hr/TTe707b5mbbO26sjnFs78aZewCou1tbXav3+/evXqpUGDvp2KokuXLkpNTVV+fn79MrvdrunTp8vtdutPf/qTV49jS8XExKhfv346ffp0W8sHgKAI1GAUAPAlrB73FxUVpeXLlys7O7vR8srKSp05c0bJycmSJLfbrXnz5qmmpkbbtm1rcVBcsWKFduzY0WhZVVWVjh8/rrS0tMCcBAAAQBgxXc+i3W5XdXXdvX8ul0tOp1OlpaWSpISEBM2ePVuLFi1Sdna2fvzjH6uqqkq///3vVVZWpilTpkiS9uzZo88++0y/+93vVFtbW7+/h2cexZUrV+rzzz/X22+/LakuZC5btkwul0vf/e53VV5ervXr16u0tFRvvPFGe70FYSUS51CLxHMG/OV2u7X6YpGKXd/e0/35VYdeKvlKk+KTdLctIYTVAWgJ04XFuXPn6uDBg/U/FxUVad++fZKkrKwsPfLII5KkLVu2aNOmTYqLi9OAAQO0detWjRo1SpJ04MABSdLs2bN9vsaJEyckSaWlpTpz5kz98l/84he6+eabtWPHDr3xxhuyWCwaOnSo/vjHP2r06NGBP9kOIFLmUGsoEs8Z8NdFV43WXSputKyg2qmCaqfsrhrCIhAGTBcWc3Jymt3m4Ycf1sMPP2y4PisrS1lZWc0eZ/ny5Y1+tlqtmjlzZtDmYuyIEn3ModbRReI5B4LRpMX5p042+t4QkxaHvwSrVcNjbSp1ec8WMbpL654qAyA0TBcWEXjHjx/zWmY0dY6vbZsyONamL9KGKNYSpcEFh/2uMZxEyjn7CndNBTvJONydLmx+0uKF82b5XL43N4/AGMY6WaK0M9X7qTIAwgdhsQPzPAt22tSpfu/bEonWaDkjrIeto59zc+HOKNhJvsOdJ3QmJnaVtYXz0LlcNbpy5bLP3kgAQPshLHZgRs+RLcg/qefnzlL22g1K7xuY58iiYwlWuLNaoxUT07onBwDXqx9k5qzQiXMnVVZVzSAzIIgIix2cr9DneSZk3379NXiIuZ4jG0kjjV2umsYLLHWP9XPVur0m9vXatp0Q7mBGDDID2hdhEaYSCf8IeC7xX7ly2e99gUjGIDOgfREW0SaBnkMtHP4RaOs5c3sA0DaeQWado6L0nfy2DzKLpCsagD8Ii2iTQM+hFg4jjQNxzuFye0BrLn+H6lL59UqKi7Rj+2ZNfmK6klO6h7ocBEmiNVpVAfofyki4ogG0BWERbRKMOdTMPtI4EuaNC+dL5SUlxVq7aoUm3P8AYREtEg5XNIBQIixGoOTkFL3yyitKTk5p87EicQ61SDhno0vl+adOauG8WVq5ZoP69uNSOTqGcLii4UHPOUKBsBiBklO6a/HixSo4Z5fb3fz2ML9gPB2lqXV9+/XXkKGhvVTuzzlLBFr4ZvYrGh70nCMUCItAmIvEp6O05Zyl8D1v1PEMMisJ0MA6AE0jLMJUAj26Opz4e3sAT0dBpAn0wDoATSMswlQi+R+Btt4eEEkTaBvdUylxX2UkaDjI7Prn3HeUQWaAmRAWYSqRMNIYgdFc4DPDfZXhKBzmHPQMMrNYpPReSW2+/zqSr2gALUFYhKlEwkjjcJacnKK5C34VkJH0MKdInHMwkq9oAC1BWAQ6iPaYQDs5pbuee36RX/siPETinINc0QCaRlgEwlw4T6AN8wmnOQcDhSsaQNMIi0CYa2qwx8WLF/Thnr9o4qQHdeONjS8jMtCjfRw/fiyo2wdDuMw5CKB9EBaBDqCp0Pe9jPHtWAk8PL2206ZObdP+TQmHwSgAwh9hEQCaUVJcpK1v/VY/ePBxdUtu2VMzmurxbU5Le30jcTAKgPZHWASAZpSUFGvJkiUaede9LQ6LUvPT+7RVJA5GAdD+CIsAEKaCMRiFOQcBXI+wCADXnC7M93nZuCD/pKS6p8NcP/lzqAcKBXowCnMOArgeYREAVBcU7/veHU1u8/zcWT6X783N6zAjy5lzEMD1CIsAINX3KCYmdpXVet2fRotkjbLIVeuWGvQsulw1unLlsl+DWMyKOQcBXI+wCAANWK3RiomJabzwWliMui4sAkAkICwCaDft8UjCSMJgFJiRP1NNwdwIiwCCjkcSBgeDUWBG/k41BfMiLAIIuqYmqM4/dVIL583SyjUb1Ldf43vlQj3S2OwYjIJQCsfZA+AfwiKAdtHcPxB9+/XXkKHD2qmajoHBKAgVZg+ILIRFAB1KcnKK5i74lZKTU0JdCtBhMXtAZCEsAuhQklO667nnF4W6DCAiMHtAZCAsRhCnu1bvXr6gQ84KnTh3UmVV1ZpzY3c9lnhTqEtDBKMnEADMjbAYQb646tCSb841XlbpICwipMzWE+hzyh6LVGtwWQ3wCOTUUEaDR/JPnWz0/XoMIEEwEBYjSKLVKkmKs0TJEcBnyaJt6PE1B6b3gb8C/dlpyeCRhfN8Dx6RGECCwCMsRpDBsTZ9kTZEnaOi9J38w6EuB9fQ42sOTU3vU5B/Us/PnaXstRuU3pfpfdBYoKeGanLwSBP8GUBSUlykHds3a/IT05WcwpyI8I2wGGESrdGqolfRVOjxNQ+j0Gex1H3v26+/Bg9heh94C8bUUD4HjwRYSUmx1q5aoQn3P0BYhCHCIhBi4dDjW3+pvLJCR5wVcrpruVQOtAADuNAREBYBEzB7jy+XygH/mG0AF+CPqFAXAMD8Gl4qBwBEFnoWI4jb7dbqi0UqafAc2c+vOvRSyVeaFJ+ku20JIawOZua5VB5ridLgAnNeKgcABIdpuwk2b96sIUOGaMGCBV7r9u/frylTpmjUqFEaMWKEnnzySX322WeNtikqKtL8+fM1evRo3X777ZoyZYr+/ve/N/u6eXl5euKJJzRs2DDdcccdmj9/voqLiwN2XqF00VWjdZeK9e6Vi/XLCqqdeufKBb19+ZsQVoZAc7prlWMv1cKiM/qXM8eUcfqo3rtyoU3HTLRGS5YAFQigWS5Xjaqrq1v8xbyfCBbThUW73a5nnnlGGzduVGxsrNf6vXv36tlnn9WYMWO0c+dObdu2TZ06ddKMGTP05ZdfSpKqqqr0s5/9TF999ZU2btyo9957T2lpaXrqqaf01VdfGb52QUGBZsyYodTUVP35z3/W+vXrdf78ec2cOVPV1dWG+4WLBKtVw2Nt6hUdoz6xseoVHVP/NboL88SFitvt1m8vfK3FpWfrl3l6fD+pKPPrmJ57DP+j/JIKqp06V1OtLyodgSoZfgpGiEfH03DexkuXLrT4yzPPI/N+ItBMdxl69+7dqqio0K5du/TYY495rf/ggw909913a/78+fXLli1bpoyMDOXm5uq2227Tnj17VFBQoP/8z/9Uenq6JGnJkiU6cOCA3nrrLS1dutTna7/11lu64YYb9Oqrryo6uu6tWb58uR544AF9+OGH+tGPfhSEM24/nSxR2pnaXxaLlN4rSQXn7HLz3M6Q8/T4NlRQ7VRBtVN2V41ftwcwHY85MVAILeHvvI0S834iOEwXFjMyMjR58mRZr/1jd71Vq1Z5LbNcmwTNE/A+/vhj9enTpz4oetbdfffdys3NNXztAwcOKCMjo/44kpSenq7evXsrNzc37MMizMnT41vqqla0NUo1rm/Dnb89vtxjaE6EeLRUMOZtBPxlurCYmpraqu2Lioq0bNky9erVSw8++KAkqbCw0Odx+vTpo/fff19Xr15Vly5dGq1zOBwqKSnRLbfc4nO/goKCVtUFtFSwenwTrdFyBiiQeAZHFTM4qk0I8QDCkenCYkt99NFHeu655+R0OjVu3Djt2LFDN9xwg6S64Ne7d2+vfTz3cZSVlXmFRU93f1xcnM/9zp0757W8IYvl26c8mJ2nznCpN1IEo10sDUKnpQ3HvtDEpfLLtTUaF9exw2LDtmlr+3SNjpaz9tsQ35Z2iXSR+LcskJ/FthyvfluLmh74ZvH+73D697IjactnJ2zD4p133qldu3bp7NmzWr9+vaZMmaKcnBz17NkzJPWk9UzyGTTNLK1nUqhLgA+BbBdnba2UX/ffCbZOSu/l37F719bqrguJ+trp9Fr3g+7d/D5uuLAX14XhXt0SAnKugWoX1Imkv2VdovrrlVde0ehh/dWjR9vP2/PZ7p3cus+2Zz9rlEXWKN/J4/rltdd+bu1rIbDSeibJ4WjdYyTDNizabDalp6crPT1do0eP1vjx47VhwwYtXrxYCQkJcji8R36WlZXJYrEoMTHRa11CQt0H39cNxWVlZeratWuT9RSet8tmC48R0xZL3Yel8DwDXMwkGO3SsAerrKJKBefsfh9re0q64bq2HDccnCstq/+eFIBzDWS7RLLI/FvWRVMz5+tqbWB+786WlNV/b81n27Ofq9atqFrvN98aZZHruuWen1v7WgiMhr8vvjJSU8IqLNbW1mr//v3q1auXBg0aVL+8S5cuSk1NVX5+3f+qp6en64svvvDa//Tp0+rVq5c6d+7stc5ms6lHjx46c+aMz/3uuuuuJmtzuxV2f6zCseZIEIh28XWPYd5Vh14s5h5Df3jaI1C/M+7r/pvfw7bhb5n//P1s12/rVuMPtNT40vP1H3Y/XguB5c/7b7p5FpsSFRWl5cuXKzs7u9HyyspKnTlzRsnJyZKk73//+/rqq6906tSp+m2qqqr08ccf69577zU8fkZGhj7++ONGcyr+4x//0Pnz5zV+/FH7cXwAACAASURBVPgAnw0QPJ7peN5jAnZTCcacmgAQbKYLi3a7XaWlpSotLZXL5ZLT6az/ubKyUrNnz1Zubq6ys7OVn5+vY8eO6Re/+IXKyso0ZcoUSdK//Mu/aNCgQfrlL3+pw4cPq6CgQL/+9a9VXV2tmTNn1r/WL3/5y0ZPiJk5c6YcDodefPFFFRYW6vDhw/r1r3+tYcOGacKECe3+XgD+ajgB+/VfTMAeOoR4AOHIdJeh586dq4MHD9b/XFRUpH379kmSsrKy9Mgjj0iStmzZok2bNikuLk4DBgzQ1q1bNWrUKEl1cyr+4Q9/UFZWlmbMmKGqqiqNGDFCOTk56t69e/2xv/76azkb3LCfmpqqLVu2aMWKFfrxj3+szp07695779WiRYsUFWW6XA0Y8kzHA3NpOKfm9QjxAMzKdGExJyen2W0efvhhPfzww01uc/PNN2vlypWtfq2hQ4dq27ZtzdYAwFyc7lq9e/mCDlVW6IizQk53rebc2N1UT0chxAMIR6YLiwDgDx6lBwDBQVgEEBKB7gkM5qP0kpNT9Morryg5OSWgxwWAcEBYBBASge4JDOaj9JJTumvx4sUBexQjAIQTRm0ACImGPYGBO2Z0048eAwC0GmERQEh4egIPpg0JdSkAgCYQFgGEDD2BAGB+3LMIAEAEOF2Yr/Ly8kbL8k+dbPT9evHx8bo1rW/Qa4O5ERYBdAi+nofteZQez8NGezPbvJ+nC/N13/fuMFy/cN4sw3V7c/MIjBGOsAigQ/A8Sq+hgmqnCqqdsrtqCItoV2ab99PTo7hl61YNHDioRfscP35M06ZO9eqNROQhLAIIiUD3BPIoPZhJMOf9bIuBAwdp5MiRoS4DYYawCCAkAt0TyKP0YCbBnPcTaG+ERQAhQU8gOrpEa7ScJupVBPxFWAQQEvQEAkB4YJ5FAAAAGCIsAgAAwBCXoQEACDCzzvt5/PixoGyLjo2wCABAgAV6tH9bJ/mOj68bNDZt6tRWvW7DfRG5CIsAAARYoEf7t3WS71vT+mpvbp7Px/0tnDdLK9dsUN9+3gPOeNwfJMIiAAABF+jR/oGY5Lup0Ne3X38NGTqs1cd0uWq8F1qk2iiLXLVuyd3MtggLhEUAAEzObJN8ey5NX7ly2e99ET4IiwAAhAEzTfJtdFlbkgryT+r5ubOUvXaD0vs27l3lsnZ4IiwCAIBWMwp9Fkvd9779+mvwkNZf2ob5MM8iAAAADBEWAQAAYIjL0ABgoH5uO2eFTpw7qbKq6lbNbQcEilkn+UZkICwCgIG2zm0HBEqgJ/kOJyXFRdqxfbMmPzFdySndQ11OROIyNAAYaDi3HRBKnkm+e0XHeH35M8l3OCkpKdbaVStUUlLc/MYICnoWAcCAZ267zlFR+k5+6Oe2Q+QK9CTfQGvwv8sA0IREK/9PDSCyERYBAABgiLAIAAAAQwENi1VVVYE8HAAAAEKsTWGxtrZW7777rp588kmNGjVKw4cPr1+3cOFClZSUtLlAAAgVt9ut3174WotLz9Yv88xt90lFWQgrA4D24/ed25WVlcrMzFReXp6kuj+qlmsPhHQ4HPrggw/0xRdf6N1331W3bt0CUy0AtKNIntsOADz87ll888039be//U2SNGzYMMXExNSvq6ioUGxsrIqKivT73/++7VUCQAg0nNuuT2xsRM1tBwAefvcs7tmzRxaLRWvWrNH999+vu+66S5cvX5YkdevWTVu3btVPf/pT/c///E/AigWA9uSZ285ikdJ7JangnF1ud6irAoD25XfPYlFRkWJjY3X//ff7XD9s2DB16dKF+xYBAADCmN9hMS4uTk6n0zAMHj16VFevXlVcXJzfxQEAgOBJTk7R3AW/UnJySqhLgYn5fRl6+PDh+u///m/NmjVL06dPV01NjSQpNzdXx48f19atW2WxWDR06NCAFQsAAAInOaW7nnt+UajLgMn5HRZnzJih3NxcnThxQr/+9a/rlz/99NOS6kZHR0VFKTMzs+1VAgCADu90Yb7Ky8sbLcs/dbLR9+vFx8fr1rS+Qa8tkvkdFkePHq3ly5dryZIlcjgcXuttNptefvll3XnnnW0qEAAAdHynC/N13/fuMFy/cN4sw3V7c/MIjEHkd1iUpAcffFAZGRnat2+fTp48KYfDofj4eA0YMEATJkxQQoL/c5Bt3rxZb7zxhu6//36tWrWq0bq8vDytWbNGx48fl9Vq1ZAhQ/T8889r0KBBkqS1a9dq3bp1hsc+ceKEz+VN7bdz504uqQMAECSeHsXExK6yWlsWT1yuGl25ctmrNxKB1aawKEldu3bVI488EohaJEl2u12LFi3S0aNHFRsb67X+0KFDmj59un74wx/q5ZdfVmVlpVasWKHp06dr9+7d6tatm5566ik9/vjjXvt6tm9K9+7dtXPnTq/lN9xwg/8nBQAAWsRqjW40dzNCr01h0el06s0331RMTIxmz55dv/xnP/uZ+vbtq3nz5ikxMbFVx9y9e7cqKiq0a9cuPfbYY17rN2/erB49eigrK0tRUXWDuV999VVNnDhRe/bs0bRp0xQXF+c1CjsvL08ff/yx/vznPzf5+larlSfOAAAAXON3WLx69aqmTJmi48eP69FHH2207tKlS9q+fbs+/fRT/elPf2rV9DkZGRmaPHmyrFarz/Wvvfaarl69Wh8UJSklpW7If0VFhc99amtrtWTJEv3kJz9R//79W1wLAABApPN7nsWNGzfq2LFjcrvd6tKlS6N1KSkpcrvdys/P1/r161t13NTUVMOgKNUNnLnpppsaLdu/f7+kuul8fPnrX/+qwsJCPfPMM62qBQAAINL53bP4H//xH7JYLHrppZf0xBNPNFq3fv16vf3221q6dKk+/PBDPf/8820u1MjZs2e1dOlS3XPPPRo7dqzPbTZs2KCHHnqovgeyKZWVlVq6dKk++eQTXbp0Sf3799ecOXOaHdVtsdR9hQNPneFSb6SgXcyLtjEn2sWcUlJS9MorryglJaVVbVO/reXaV4t2+nZfPgdNs7ThvfI7LH799deKjY31CooeU6ZM0fLly3X+/Hl/X6JZp06d0lNPPaXk5GStXLnS5zafffaZjh07ptdff73Z49lsNnXu3Fm33HKLfvrTn8put2vTpk2aPn26tmzZojFjxhjum9YzKeyeVpPWMynUJcAH2sW8aBtzol3MJb1Xku4csbjV+9mL62ZQsUZZZI1qWZqpvbZd7+QEpffic9ASaT2T5HC0bgCR32ExLi5OV65c0fnz59WzZ0+v9YWFhaqqqlLXrl39fYkm5eXl6dlnn1W/fv305ptvGr7Ohx9+qNTU1BbdqzhjxgzNmDGj0bKRI0fqBz/4gdatW6etW7ca7lt43i6brbp1JxEiFkvdh6XwvF1ud6irgQftYl60jTnRLubkb7ucLSmTJLlq3YqqbdmOrmvbnS0pU9I5e6trjSQN28XX/NhN8Tss3n777fr444/1s5/9TJmZmfrOd76j+Ph4Xb58WYcPH9bGjRtlsVg0ePBgf1/C0JEjR5SZmalx48YpOztbnTp18rmd2+3Wvn37dP/99/v9WjExMerXr59Onz7d5HZut8Luj1U41hwJaBfzom3MiXYxp9a2S/227mtfLdrJv9eKZP68V36HxZ/97Gc6cOCA/vnPf+rll1/2UYxbFotF06ZN8/clfLpw4YKefvppjRs3TqtXr25yMExhYaGKioo0cuTIFh17xYoVuuWWWzR58uT6ZVVVVTp+/Hj9hN8AAACRxO+wePfdd+ull17S8uXLVV3tffk1OjpaCxcuVEZGRquOa7fb64/ncrnkdDpVWloqSUpISNDq1atVVVWlF154QRcvXmy0b0xMjJKSvr1noaCgQFLdCGtfVq5cqc8//1xvv/22pLqAu2zZMrlcLn33u99VeXm51q9fr9LSUr3xxhutOg8AAICOoE2Tcj/xxBOaMGGC/vKXv+jo0aMqKytTXFycBgwYoAcffFC33HJLq485d+5cHTx4sP7noqIi7du3T5KUlZWlAwcOqKysTBMnTvTad8yYMcrJyan/+fLly5Jk+NjB0tJSnTlzpv7nX/ziF7r55pu1Y8cOvfHGG7JYLBo6dKj++Mc/avTo0a0+FwAAgHBncbu5yu8vz7OwJenwibOy2cJjNLTFUjdareAcN4WbCe1iXrSNOdEu5uRvu/zfkf9PD036vm644aYWP+6vurpaly5d0K49/60hQ4f5WXFkaNguDodDtw/oLanumdzNzebS4p7F8+fPy2q11s9V2JopcXyNlgYAAID5tTgsjh8/XjfeeKM++eST+p8tLZjV0WKx6B//+If/FQIAACBkWnXP4vVXrLmCDQAA0LG1OCw+9NBD9ffneX5uSc8iAAAAwleLw+Ly5cub/BkAAAAdT5S/Oy5YsEDPPfccl6IBAAA6ML/nWTxw4IBqamq4FA0AQJhxumv17uULOlRZoSPOCjndtZpzY3c9lnhTqEuDCfnds/jAAw/o6tWr9RNmAwCA8PDFVYeWfHNO/1F+SQXVTp2rqdYXlY5QlwWT8rtn8cEHH9SlS5e0YMEC3XvvvRo2bJiSkpIUFeWdPx966KE2FQkAAAIn0WqVJMVZouRw14a4Gpid32HxySeflFQ3fc5//dd/6b/+6798bmexWAiLAACYyOBYm75IG6JYS5QGFxwOdTkwOb/DYsOBLQxyAQAgvCRao+WkVxEt4HdYzMrKCmQdAAAAMCG/wmJeXp4KCwtlt9vVu3dvPfDAA0pNTQ10bQAAAAixVofFf//3f9d7773XaNmaNWv00ksv6fHHHw9YYQAAAAi9Vk2ds2fPHr377rtyu92NvmpqavSb3/xGhw9zkywAAGbndrv12wtfa3Hp2fpln1916KWSr/RJRVkIK4MZtapncefOnZKk7t276+mnn1bPnj114sQJbdy4UVeuXNG2bdv0+uuvB6VQAAAQGBddNVp3qbjRsoJqpwqqnbK7anS3LaHVx6yf6NtZoRPnTqqsqpqJvjuIVoXFo0ePymKxaM2aNbr99tslSRkZGerfv7+eeeYZehYBAAgDCVarhsfaVOqq9lo3uku8X8f0TPTdaFmlg7DYAbQqLJaVlalz5871QdHjrrvuql8PAADMrZMlSjtT+wf0mEz03XG16p7F2tpade7c2Wu5Z1ltLR8OAAAikWei77+lDwl1KQgwv58NDQAA0FCi1e/pm9tVSXGRVmcvV0lxUahLCQutbtWamhrl5eX5fGqL0brRo0f7XyEAAEAAlZQUa+2qFZpw/wNKTuke6nJMr9Vhsby8vP650A1ZLBaf6ywWi/7xj3/4XyEAAIAfThfmq7y83Gt5/qmTjb43FB8fr1vT+ga9tnDS6rDIc6ABAIDZnS7M133fu6PJbRbOm+Vz+d7cPAJjA60Kiw8//HCw6gAAAGHM7XZr9cUilTSYjscz0fek+CS/5m5sC0+P4patWzVw4KAW7XP8+DFNmzrVZ29kJGtVWMzKygpWHQAAIIwFY6LvQBg4cJBGjhwZktfuKMJj2BIAADC1hhN9R1ujVOP6djo9fyf6hjkQFgEAQJt5Jvq2WKT0XkkqOGcXwxw6BuZZBAAAgCHCIgAAAAwRFgEAAGCIsAgAAABDhEUAAAAYYjQ0AADosI4fPxaUbSMJYREAAHQ48fF1cztOmzrV731Rh7AIAAA6nFvT+mpvbp7PR/flnzqphfNmaeWaDerbr3+jdfHx8TwX+jqERQAA0CE1F/r69uuvIUOHtVM14YuwCAAATMPlqgnKtvAfYREAAISc5z7BK1cu+70vgoOwCAAAQq6pewybwj2GwUdYBAAApkDoMycm5QYAAIAhwiIAAAAMmTYsbt68WUOGDNGCBQu81uXl5Wnq1KkaM2aMxo4dq8zMTB079u2s65999pkGDBjg82vjxo1Nvu6XX36pmTNnasSIERoxYoQyMzOVn58f8PMDAAAIB6a7Z9Fut2vRokU6evSoYmNjvdYfOnRI06dP1w9/+EO9/PLLqqys1IoVKzR9+nTt3r1b3bp1q9/2vffeU48ePRrt39SIqUuXLmnq1KkaPHiw3nnnHVVXV2vdunWaNm2a9uzZo8TExMCdKAAAQBgwXc/i7t27VVFRoV27dqlr165e6zdv3qwePXooKytLt912m4YOHapXX31Vdrtde/bsabTtjTfeqG7dujX66tKli+Frb9++XVevXtXKlSs1YMAADRkyRCtWrFBZWZl27NgR8HMFAAAwO9OFxYyMDG3atEk33XSTz/Wvvfaa3nnnHUVFfVt6SkqKJKmioqJNr33gwAGNGDGiUUjt2rWrhg0bptzc3DYdGwAAIByZ7jJ0ampqk+ttNptsNlujZfv375ckDR8+vE2vXVhYqIkTJ3ot79Onj/bu3dvkvhZL3Vc48NQZLvVGCtrFvGgbc6JdzCkc2qVhjWauM5Dacs6mC4utdfbsWS1dulT33HOPxo4d22hdTk6ODh48qPPnzys5OVlPPvmkHn300Ua9kg05HA7FxcV5LY+Pj1dZWVmTdaT1TPK5r5ml9UwKdQnwgXYxL9rGnGgXczJzu9iLEyRJvZMTlN7LvHUGQ1rPJDkcMa3aJ6zD4qlTp/TUU08pOTlZK1eurF8eExOjbt26yeVyafHixbJYLPrwww/18ssvq7S0VLNnzw54LYXn7bLZqgN+3GCwWOo+LIXn7XK7Q10NPGgX86JtzIl2MadwaJezJWX135PO2UNcTfto2C4Oh6NV+4ZtWMzLy9Ozzz6rfv366c0332x0n+HIkSN14MCBRtvffvvtKi4u1oYNG5SZmalOnTp5HTMhIcHnG1hWVuZzsE1DbrdM+0thJBxrjgS0i3nRNuZEu5iTmdvFU5eZawwWf87ZdANcWuLIkSPKzMzUmDFjtHnz5maDnMegQYNUWVkpu933/0Wkp6frzJkzXstPnz6tvn15BBEAAIg8YRcWL1y4oKefflrjxo3T6tWrffYQvvfee3r11Ve9lh85ckSJiYmGI60zMjL097//XZcuXapf9s033+jQoUMaP3584E4CAAAgTJjuMrTdbld1dd29fy6XS06nU6WlpZLqLhOvXr1aVVVVeuGFF3Tx4sVG+8bExCgpKUk33nijtm3bpurqak2ZMkXR0dH6z//8T/31r3/V/PnzZbVaJUkrV67U559/rrfffluSNHnyZG3btk0vvPCCfvnLX0qSsrKylJycrJ/85Cft9RYAAACYhunC4ty5c3Xw4MH6n4uKirRv3z5JdcHtwIEDKisr8znFzZgxY5STk6MJEyZo3bp1+sMf/qB/+7d/U2VlpdLS0rR48WI9/vjj9duXlpY2uuyckJCgnJwcvfbaa3r88cdlsVg0duxYbd261Wu6HgAAgEhgurCYk5PT5PpHHnmkRce57777dN999zW5zfLly72W9enTR+vXr2/RawAAAHR0YXfPIgAAANoPYREAAKANSoqLtDp7uUqKi0JdSlAQFgEAANqgpKRYa1etUElJcahLCQrCIgAAAAyZboALAACA012rdy9f0KHKCh1xVsjprtWcG7vrsUTfcyW3h9OF+SovL/dann/qZKPv14uPj9etaeH7cA/CIgAAMJ0vrjq05JtzjZdVOkIWFk8X5uu+793R5DYL580yXLc3Ny9sAyNhEQAAmE7itQdoxFmi5HDXhrga1fcoJiZ2ldXa8vjkctXoypXLPnskwwVhEQAAmM7gWJu+SBuiWEuUBhccDnU59azWaMXExIS6jHbFABcAAGBKidZoyRLqKkBYBAAAgCHCIgAAAAwRFgEAAGCIAS4AAMB03G63Vl8sUrGrun7Z51cdeqnkK02KT9LdtoQQVhdZCIsAAMB0LrpqtO5S48fnFVQ7VVDtlN1VQ1hsR4RFAABgOglWq4bH2lTaoGfRY3SX+BBUFLkIiwAAwHQ6WaK0M7V/qMuAGOACAACAJhAWAQAAYIiwCAAAAEOERQAAABgiLAIAAMAQYREAAACGCIsAAAAwRFgEAACAIcIiAACIKMnJKZq74FdKTk4JdSlhgSe4AACAiJKc0l3PPb8o1GWEDXoWAQAAYIiwCAAAAEOERQAAABgiLAIAAMAQYREAAACGCIsAAAAwRFgEAACAIcIiAAAADBEWAQAAYIiwCAAAAEOERQAAABgiLAIAAMAQYREAAACGCIsAAAAwRFgEAACAIdOGxc2bN2vIkCFasGCB17q8vDxNnTpVY8aM0dixY5WZmaljx4412ubixYt65ZVXNH78eA0fPlz/+q//qnfeeafJ13z//fc1YMAAn19//etfA3p+AAAA4SA61AVcz263a9GiRTp69KhiY2O91h86dEjTp0/XD3/4Q7388suqrKzUihUrNH36dO3evVvdunVTVVWVZs6cqfLyci1dulSpqanas2ePXnnlFUVFReknP/lJkzUcOHDAa1nXrl0Ddo4AAADhwnQ9i7t371ZFRYV27drlM6Bt3rxZPXr0UFZWlm677TYNHTpUr776qux2u/bs2SNJ+t///V8dPXpUr776qu655x716dNHP//5zzVixAi9/fbbzdbQrVs3r69OnToF/FwBAADMznQ9ixkZGZo8ebKsVqvP9a+99pquXr2qqKhvc25KSookqaKiQpI0btw45ebmqlu3bo32TUlJ8bpcDQAAAGOmC4upqalNrrfZbLLZbI2W7d+/X5I0fPhwSVJ0dHR9gPQoLy/XwYMHdc899wSwWgAAgI7NdGGxtc6ePaulS5fqnnvu0dixY31uU1tbqxdffFGVlZV69tlnmz3mqlWrtG/fPpWWlio1NVWZmZmaOHFik/tYLHVf4cBTZ7jUGyloF/OibcyJdjEnM7eLs7ZW7165oL9XVuhIZYWc7lrNvbG7Hut6U7P71p+P5dpXSzV4P0L5nljaUEdYh8VTp07pqaeeUnJyslauXOlzm6qqKv3qV7/Svn37tG7dOqWlpRker3PnzkpOTlZ0dLRef/11Xb16VTt37tS8efO0YsUKPfTQQ4b7pvVMUlxcXJvPqT2l9UwKdQnwgXYxL9rGnGgXczJju3x06ZIW559rtOzLqGql92q+VntxgiTJGmWRNarlaav22ra9kxNa9DrBltYzSQ5HTKv2CduwmJeXp2effVb9+vXTm2++6XMwTHl5uWbPnq3/+7//01tvvWXY8+gxadIkTZo0qdGyUaNG6cyZM1q7dm2TYbHwvF02W7V/J9POLJa6D0vhebvc7lBXAw/axbxoG3OiXczJzO1SXnlVkhRniZLDXStJKquoUsE5e7P7ni0pkyS5at2Kqm35ibmubXu2pExJLXidYGnYLg6Ho1X7hmVYPHLkiDIzMzVu3DhlZ2f7HKlcVVWln//85yosLNT27ds1cOBAv19v4MCBOnz4cJPbuN0y3S9Fc8Kx5khAu5gXbWNOtIs5mbFdvhNr0xdpQxRridLggrp/191qWZ3127ivfbWU+9v9zfB++FNH2IXFCxcu6Omnn9a4ceO0evVqw1HTr7zyik6dOqW33367yUvPDW3YsEHV1dWaPXt2o+VHjhxp8TEAAIB5JVqj5bzWq4iWMV1YtNvtqq6uu5zrcrnkdDpVWloqSUpISNDq1atVVVWlF154QRcvXmy0b0xMjJKSknTo0CG9//77evnllxUfH1+/v8eNN94oq9Wqbdu2adu2bfrLX/6iTp06qUuXLsrOzlZtba0mTZokl8ulHTt26PDhw3rjjTfa5w0AAAAwEdOFxblz5+rgwYP1PxcVFWnfvn2SpKysLB04cEBlZWU+RyePGTNGOTk59U9g+c1vfqPf/OY3Xtvt27dPvXv31qVLl1RYWCj3tf7YJ598Ul26dNH27du1adMmuVwuDRgwQGvWrGl2NDQAAEBHZLqwmJOT0+T6Rx55pNljzJkzR3PmzGl2u7lz52ru3LmNlj366KN69NFHm90XAAAgEpguLAIAAASD2+3W6otFKnZ9O3vJ51cdeqnkK02KT9LdtoQQVmdehEUAABARLrpqtO5ScaNlBdVOFVQ7ZXfVEBYNEBYBAEBESLBaNTzWplKX97zIo7vEh6Ci8EBYBAAAEaGTJUo7U/uHuoywExXqAgAAAGBehEUAAAAYIiwCAADAEGERAAAAhgiLAAAAMERYBAAAgCHCIgAAAAwRFgEAAGCIsAgAAABDhEUAAAAYIiwCAADAEGERAAAAhgiLAAAAMERYBAAAgCHCIgAAAAwRFgEAAGCIsAgAAABDhEUAAAAYIiwCAADAEGERAAAAhgiLAAAAMERYBAAAgCHCIgAAAAwRFgEAAGCIsAgAAABDhEUAAAAYIiwCAADAEGERAAAAhgiLAAAAMERYBAAAgCHCIgAAAAwRFgEAAGCIsAgAAABDhEUAAAAYIiwCAADAEGERAAAAhqJDXQAAAEC4cLlqgrq9GZm2Z3Hz5s0aMmSIFixY4LUuLy9PU6dO1ZgxYzR27FhlZmbq2LFjjba5cuWKXnzxRY0dO1ZDhw7Vww8/rI8++qjZ1/3yyy81c+ZMjRgxQiNGjFBmZqby8/MDdl4AACD8xMfHS5KuXLmsS5cutPjrypXLjfYPR6brWbTb7Vq0aJGOHj2q2NhYr/WHDh3S9OnT9cMf/lAvv/yyKisrtWLFCk2fPl27d+9Wt27dJElz587VuXPn9Nvf/lY333yz/vKXv2j27NnKycnRqFGjfL72pUuXNHXqVA0ePFjvvPOOqqurtW7dOk2bNk179uxRYmJiUM8dAACY061pfbU3N0/l5eVe6/JPndTCebO0cs0G9e3X32t9fHy8bk3r2x5lBoXpwuLu3btVUVGhXbt26bHHHvNav3nzZvXo0UNZWVmKiqrrGH311Vc1ceJE7dmzR9OmTdPf/vY3ffrpp9q4caPuvPNOSdKCBQv06aef6ve//702btzo87W3b9+uq1evauXKleraLtFpkgAAHMVJREFUtaskacWKFfre976nHTt26Omnnw7SWQMAALNrLvD17ddfQ4YOa6dq2o/pLkNnZGRo06ZNuummm3yuf+211/TOO+/UB0VJSklJkSRVVFRIkg4cOKDOnTvrrrvuarTvd7/7XX366aeqqqryeewDBw5oxIgR9UFRkrp27aphw4YpNze3TecFAAAQjkwXFlNTU2W1Wg3X22w2ryC5f/9+SdLw4cMlSYWFherRo4eioxt3nPbp00c1NTX65z//6fPYhYWFSk1N9Vrep08fFRQUtOo8AAAAOgLTXYZurbNnz2rp0qW65557NHbsWElSeXm54uLivLb13FxaVlbm81gOh8NwP6N9PCyWuq9w4KkzXOqNFLSLedE25kS7mFMktktKSormLfiVUlJSTHveDdultTWGdVg8deqUnnrqKSUnJ2vlypUhrSWtZ5LPoGlmaT2TQl0CfKBdzIu2MSfaxZwiqV3SeyXprpHLQ11Gi6T1TJLDEdOqfcI2LObl5enZZ59Vv3799Oabbza6zzAhIUHnzp3z2sfTO2g0qjkhIUEOh8Pnfg2P70vhebtsturWnELIWCx1H5bC83a53aGuBh60i3nRNuZEu5gT7WJODdvFV9ZpSliGxSNHjigzM1Pjxo1Tdna2OnXq1Gh9enq6PvroI1VXVysm5tv0fPr0acXExOiWW27xedz09HSdOXPGa/np06fVt2/TI6DcboXdL0U41hwJaBfzom3MiXYxJ9rFnPxpF9MNcGnOhQsX9PTTT2vcuHFavXq1V1CUpO9///tyOp365JNPGi3ft2+fvvvd7zYKkA1lZGTo73//uy5dulS/7JtvvtGhQ4c0fvz4wJ4IAABAGDBdWLTb7SotLVVpaalcLpecTmf9z5WVlVq9erWqqqr0wgsv6OLFi/XrSktLZbfbJUnDhg3TvffeqyVLluizzz7TV199paysLOXn52vOnDn1r7Vy5UpNmTKl/ufJkycrKSlJL7zwgk6cOKETJ07ohRdeUHJysn7yk5+0+3sBAAAQaqa7DD137lwdPHiw/ueioiLt27dPkpSVlaUDBw6orKxMEydO9Np3zJgxysnJkVQXBF9//XXNnz9f5eXlGjRokDZu3KjBgwfXb19aWtrosnNCQoJycnL02muv6fHHH5fFYtHYsWO1detW2Wy2YJ0yAACAaVncbu4o8JfD4aifjufwibOy2cJjNLTFUjdyq+AcNx+bCe1iXrSNOdEu5kS7mFPDdnE4HLp9QG9JxtMNNmS6y9AAAAAwD8IiAAAADBEWAQAAYIiwCAAAAEOERQAAABgiLAIAAMAQYREAAACGCIsAAAAwRFgEAACAIcIiAAAADBEWAQAAYIiwCAAAAEOERQAAABiKDnUBAAAA4cjprtW7ly/oUGWFjjgr5HTXas6N3fVY4k2hLi2gCIsAAAB++OKqQ0u+Odd4WaWjw4VFLkMDAAD4IdFqlSTFWTp2nOrYZwcAABAkg2Nt+iJtiA6mDQl1KUFFWAQAAPBTojVasoS6iuAiLAIAAMAQYREAAACGCIsAAAAwxNQ5AAAAfnC73Vp9sUjFrur6ZZ9fdeilkq80KT5Jd9sSQlhd4BAWAQAA/HDRVaN1l4obLSuodqqg2im7q4awCAAAEMkSrFYNj7WptEHPosfoLvEhqCg4CIsAAAB+6GSJ0s7U/qEuI+gY4AIAAABDhEUAAAAYIiwCAADAEGERAAAAhgiLAAAAMERYBAAAgCHCIgAAAAwRFgEAAGCIsAgAAABDPMGlDdxud/1/V1RUhLCS1rFYJIcjRhUVDjU4BYQY7WJetI050S7mRLuYU8N2aZhZ3C1oJMJiGzR8s+8a0fEf9wMAADqWiooKxcc3/RxrLkMDAADAkMXdkv5H+FRbW6tvvvlGkmSz2WSxWEJcEQAAQNPcbnf91dGbb75ZUVFN9x0SFgEAAGCIy9AAAAAw9P+3d+9BUZ33H8ffu2eXy6ogiCCwiFx3lYuioq2oVSSS8a5pTG3iRKs10alJm3amUdtGG1vbRIyKE6cTvAbURlMoVlOvaVC7SAapkBqjiRqvtIo3ltuyu+f3h7/dkSQkaaLsAt/XX7oLzvf4mX3Od8/znOdIsyiEEEIIIVolzaIQQgghhGiVNIuiVbKc1TtJLkJ8PbW1tezevdvTZQjR7sk+i+JzHA4HiqKg0WhwOp1feZeUaBuSi3dqaGigsLCQK1euEBERQVZWFmFhYZ4uq9OzWq1kZWUxaNAgJk6c6OlyxBewWq34+vqi1+s9XYr4CsrSpUuXeroI4T3q6+tZsGABNpuNpKQkd2Mi2wJ5luTinaxWK48//jhnz57lwoULFBUVcenSJUaMGIGvr6+ny+u0rFYrEyZMYOjQoaxdu9bT5YgvUFVVxcKFC4mIiMBoNKIoiqdLEl9CriyKFnbs2MGxY8e4evUqPj4+TJ48Ga1WK1eyPExy8T42m425c+diMplYsWIFTqeT48ePM3/+fKZMmUJWVpanS+yUXI1iamoqq1atAsBut6PTyenOG6iqikajYdeuXZw+fZo//vGP6HQ6hg0bJg2jF5OzjGjh0qVLREdH4+/vz9q1a/nrX/8K4G5MhGdILt6nsrISh8PBCy+8gJ+fH3q9nvT0dPr164fBYODu3bueLrHTaWpqYsaMGYSHh7uvKNpsNnejePPmTc6ePUtdXZ0ny+zUXLMhn376KZMnTyY0NJTFixdjsViw2+0erk60RppFAdz7ttfc3MzVq1d59tln+e1vf0tAQAC5ubnSmHiQ0+mUXLzUnTt3qKqq4vr16wDo9Xq6du3K7du3Wb16NY888gjz5s1jz549Hq6086ioqMBut+Pj48O///1vAHx8fLDb7Tz//PPMnDmTiRMnMmPGDPLy8jxcbedls9lwOp2MGTOGl19+2d0wlpaWSsPopWTNogDufdtTFIWLFy8SEhJCRkYG0dHRlJeXc+TIEQIDAzGbzbJWro1JLt7LarW6lwYYDAa0Wi2zZ8+ma9euTJkyhUceeYTdu3dTUVFBXFwcUVFRni65wzMajQQHB1NZWcmRI0dITk4mJCSEH/3oRzQ2NjJ16lSmTp1KRUUFFouFsLAwEhISPF12p+JaOmOxWMjIyMBkMjFw4ECOHz9OcXExJpOJiIgItFqte8ra9XsyvnmONIudmNPpxOFw0Nzc7J6miYmJwWw2o9PpiIqKonfv3l/YmMC9aYTu3bt78hA6tPsHx5iYGPr164eiKJKLh7lyCQsLo66ujuPHj7Nt2zaOHz9OQ0MDeXl5DB06FJPJxMiRI9m4cSN+fn6MHDnS06V3SHa7HavVyo0bNwgICCAhIQF/f38qKyspKSnho48+okuXLixdupQhQ4YQHx/Pd7/7XXbs2IGvry+jR4/29CF0eFarFZvNhqqq6PV6NBoNY8aMITQ0FK1WS48ePUhLS3M3jImJiURERLjXMF6/fp2uXbt6+Cg6N2kWOymr1cpLL73Exo0b2bt3L2fOnKF///4EBQWh0+lwOBxotdoWjUlJSQndu3fHbDazZs0aCgsLGTVqFD4+Pp4+nA6jsbGR8vJyjEYjGo3GnUOXLl1aLP6WXNrWZ3Npbm5GURTS09MZNWoUTz75JJcvXyY8PNy9TYvD4SAkJITKykpu3LjBhAkT5GakB8xqtbJkyRLy8vLYvn07H330EVlZWSQkJODn58eHH37IsWPHGDlyJBkZGe7PVFBQEGVlZdy9e5eJEyfKFauHqKKigsWLF7Nt2zb+9Kc/cf36dbp06eK+euj68vXZhjEpKYnw8HCefPJJ9u7dy/e//31PH0qnJs1iJ1RXV8fUqVMxGAwMHjwYvV5PUVERhw8fpmfPnhiNRvR6fYuGMSoqihMnTlBaWkpJSQl/+ctfePXVV2Vq7QGy2Wz88Ic/5MCBA/Tq1YvY2NgWg6mLa2pGcmkbX5SLoijuhjEgIIDAwED27dvH7du3GTVqFL6+vmg0GjQaDYWFhcTHxzNixAhpSh6guro6Hn/8cQIDA8nMzCQ4OJjCwkI++eQTsrOzSUxMdG9fNHv2bLp16wbcW+Nrt9spKioiKSmJYcOGefIwOrTKykqefvppxowZw/jx4wkKCmLfvn3s37+fsLAw4uPjWyyh6dGjB/3796e8vJzi4mKKiopoampix44dcqe0p6miU3E6neqKFSvUuXPnqjabTVVVVbXb7WplZaX66KOPqsOHD1cLCwvVpqYm93suFRUVakpKipqenq5++OGHHqm/I6uurlYzMjLU5ORkdfz48erhw4fd7zmdzhY/e//fJZeH68tycTgc7j/n5uaqZrNZ3bBhg3rlyhX19u3bak5Ojpqenq5+/PHHnii9w3I6nWpOTo76zDPPuMequro6NTc3V01JSVFPnDjh/tnGxkZVVVXVarWqtbW1an19vbpq1Sp16NCh6rlz5zxSf2dgs9nUhQsXqr/61a9avH7o0CF15syZqtlsVouLi92v3/9ZOnPmjGoymdQnnnjCfZ5qbm5um8LFF5I5kU5Go9Fw4cIFAgMD3bvmK4pCSkoK27ZtIygoiJUrV1JSUoLT6URRFPfj5crKylAUhYKCAsxmsycPo0M6c+YMISEh5Ofn85///IecnBwOHz4M3MtNve8xf/f/XXJ5uL4sF61Wi8PhAOAnP/kJ2dnZvPLKK0ybNo05c+ZQVFTE5s2biYuL8+QhdDgajYazZ88SEBDgXm5hMBjIzMzEbre771AH8PX1paamhpUrV/LUU08xb948ioqK2LhxIzExMZ46hA5PVVUuX77sfpqRzWYDIDMzkxdeeIHhw4ezaNEiDhw4ANBiiUZOTg5xcXHk5+ej1+tln0wvIM1iJ6KqKna7HYPBwK1bt7Bare73nE4nQUFBbN261b01y+3bt4F7A/Of//xn1q1bx9atW+XuwYdEr9fj5+dH//792bx5M9euXftcw3j/FjmSS9v4qlxcU9IAq1ev5g9/+AOzZ89m2rRpbNu2jX79+nmy/A5HVVVsNht37tyhpqaGpqYm9+eid+/ehIaGuscu1+s9evQgLi6O5ORkMjMzyc/Pl1weMh8fHwICAigtLXX/3bUtzoABA1iwYAEDBgxgzZo1nD592v17S5cupaKigqKiInQ6nTSKXkLWLHYiGo0GrVZLY2MjGzduJCEhAZPJ5N7KwOl04u/vz8CBA9m6dSt1dXWMGDECgOrqaubPny9Xrh6ipqYmwsPDMZlMhIaGMmrUKLZs2UJVVRXh4eHExMR8bouc//73vzzzzDOSy0P0dXJRFAWbzYaiKJjNZgYPHkxKSgoBAQGeLr/DcW0n1djYSEREBOnp6e7Pg9VqJT8/n+9973uYzWb31XeNRkNqaiqZmZmkpaURGBjoyUPo8NT/X1ddV1fHwYMHAUhLS3OvF9VqtYSHh+Pv788777xDREQE/fv3ByAuLo7nn39erih6GWkWO6GEhATOnz/Phg0bSE9PJzIy0t0wqqpKcHAw169fp6qqikcffRQfHx9iY2MJCgrydOkdWnBwsLvxaG5u/tKGsaioCH9/f9LS0ggODvZ06R3a181FURSKiorQ6/UEBwe32CNOPHipqamkpaW1eO3u3bts2LCBsWPHkpCQ4L7JaOfOndy8eZPo6GjJpQ24/n+joqI4duwYFouFHj16kJiY2KJhTEhI4IMPPqCsrIwnnngCVVUJDAx0L++QRtF7yDR0J6QoCrNnz6Zv3778+Mc/pry8vMUGqIqiEBkZidVqlTvQ2phr/ZXrbnSTyURBQQHV1dXk5ORgsVhYu3YtL774opzw2tD/kotrLbDk0/ZsNhs+Pj4tvtiuWbOGX//61xiNRkByaSuupU05OTk4HA5Wr15NcXExADqdjqamJuBeQ+la13h/NnLu8S7SLHZQjY2NXLt2rdX3U1NT+elPf0piYiJz5sxh7969NDQ0uN+/evUq0dHRMrA+YF+Vy/0URcHhcGA2mykoKODGjRvMnTuXzZs3s2vXLnr37v2Qq+08JBfv9L/k4qIoCn5+fgC89tprbNq0iV27dsnNLG3MdXUwPDycgoICnE4nq1ev5vXXXwdwb2tUVVVFaGioJ0sVX4NGvf8WS9EhOJ1O5s+fT1VVFdu3byc6OrrF+/dPw5w8eZINGzawf/9+srKy6NmzJw6Hg7/97W9s27ZN1sI9QF+VS2scDgeKorBkyRIOHjxIfn6+3MzyAEku3umb5FJTU0N2djbLli3jypUr5Obmsn37dpKTk9ug4s7L9Vlwuf8c43qvurqaJUuWcPr0aQICAujXrx+XL1+mtraW4uJidDqdLBHwYrJmsQNyOBz4+/tTXl7Ovn37GDZsWIvHv7m2XdFoNPTq1YsxY8YQFRXFuXPnuHz5Mt26deN3v/sdJpPJg0fR8XxVLq3RarWsWrWKt956i/z8fGngHzDJxTv9r7moqorD4eC9995j9+7dlJWVkZ+fT0pKShtW3fmoqopWq6Wpqcm9hvf+c4zrCmNAQACjR4/GZDJRX1+PXq/HZDLx2muvue96lqlnL9aWmzqKtmOz2dR3331XHT16tDp+/Hj1/PnzX/k7rs1tXZugigfvm+Ry/vx5dcSIEWplZeXDL7CTkly80zfJJTc3Vx0wYIBsUN8GXA9tcDqd6rx589TJkyerR48edb9//8MD7t90u7V/R3gvmYbuYO7fakBVVUpKSli2bBkGg4F169bRp0+fVn9XlSmAh+bb5AL3tgTp2rVrG1TauUgu3unb5FJTU4OqqoSEhLRRtZ2TK6OGhgbOnTvHmjVrOHnyJHFxcTz33HN85zvfAT5/XpHzTPsk09AdjGsX/LfffpuAgABSU1Pp06cPBw8e5MCBA186lSMf4Ifnm+biGlj1er3k8xBILt7p24xjBoMBg8HQluV2OqqqoigKVquVadOmcfHiRbp3747RaOS9997jwoULREZGEhUV1WJKGuQ8015Js9gBlZSU8LOf/YyGhgaSkpJISkr62gOteHi+SS4ywD58kot3knHMe2k0GhwOB4sXL6a5uZn169czduxYxo4dS58+fdi5cycff/wxRqMRo9H4uYZRtD/SLHZA0dHR+Pv7k5eXR21tLf369SM5ObnFQJuRkSEDbRuTXLyT5OKdJBfvVldXx5tvvonZbCYrKwu73Y5Go8FkMhEVFcXWrVu5ePEiYWFh9O7dWxrFdk6axXZMVVX3k1dcXDvjDxw4ED8/P/Ly8rBarS0G2n/84x+89dZbZGVlyWOvHgLJxTtJLt5JcmkfXJm4+Pr6cvDgQT744AOmTp2Kn58fDocDjUZDYmIiZ86c4eTJk1y+fBmj0UhERIQHqxffljSL7ZDrQ+valgDubT7bq1cvevTogcPhcA+0rm/mdXV19O3bl+TkZMLDw6msrGT8+PEyyD5Akot3kly8k+TSvmi1Wurr61m3bh1RUVEEBATQ0NBASUkJ165dIy0tDYPB4H52fWlpKUajEYvFQkNDA2PGjHE/flG0P9IstjNWq5VJkyZRW1tLeno6ABaLheXLl3P06FFGjhxJ9+7dWwy0zc3NvPnmmzidTvr06UNaWhqTJ0+WuwUfIMnFO0ku3klyaZ/effddli9fzs2bN0lPT2fw4MFcvHiRffv2cfPmTQYPHoyfnx82m409e/bw4osv0qtXL9544w0mTZrU4jGMon2RZrEdsVqtTJ48mZqaGo4dO4avry+DBg0iKiqKwMBAysvL2bt3LyNGjCAoKMj9zT0kJIQDBw5gsVhQVZWMjAz3o5bEtye5eCfJxTtJLu2X0WgkMjKSTZs2cfHiRTIyMsjOzubcuXO88847FBcX8+mnn5Kbm8utW7eYNWsWjY2NnDhxgilTpsgV4HZMmsV2wul0snjxYoxGIzk5OdTV1bFx40Z0Oh2DBw8mJSUFnU5HWVkZf//73xk+fDjBwcEA1NfXo6oq06dPJzMzU76JP0CSi3eSXLyT5NJ+uK7quqaVAXQ6HQkJCfTs2ZMtW7Zw4cIFhg8fzrhx4zAYDFRXV/PJJ5+QmJhIXl4eiqJQUFBATU0N06dPdz+zW7Q/0iy2ExqNhqSkJB577DG6d+9OTEwM9fX1bN68ucVAq9fref/999mzZw/Dhg3D39+fgoICTp48yc9//nMZYB8wycU7SS7eSXJpP7RaLQ0NDfzyl7+kW7du9O7dGwBFUUhMTCQ0NJTNmzdz6dIl0tPTGTp0KBMnTmTKlCkMGzaM/fv3s2XLFvbs2UNubi5Go9HDRyS+DWkW25GAgAD3n4ODg4mNjaWuru5zA62vry8VFRWsX7+eQ4cOYbFYWLlyJWFhYR6svuOSXLyT5OKdJBfv9dm9EI8cOUJeXh6nTp0iNjaWyMhI4F7DGBsbi1arpaCgAKvVSnx8PEFBQfj4+JCXl8frr79OUFAQr7zyijw3vQOQZrEdCwoKajHQ+vj4MGjQIJKTkzGZTBiNRkJDQ1m2bBkJCQmeLrfTkFy8k+TinSQXz2tsbESn07kbRVfTGBMTQ1hYGP/85z+xWCwtGka9Xo9Op6OkpIT333+fLl26uB/xZzabmTlzJhMmTJDmvoOQZrGdu3+g3bRpE0ajEbPZTGRkJEOGDCEjI8O95ke0HcnFO0ku3kly8ZyqqiqWLVuG3W4nNjbW3TQ2NzejKApms5muXbtisVgoLS0lJibGPaV8+/ZtfHx8WLRoEePGjXNvgeTn54efn5/7+d6i/ZNmsQMICgoiJiaGs2fPUl1dzejRo1vsXSb7WnmG5OKdJBfvJLm0vbq6OhYtWoTFYuHQoUMcO3aMS5cukZycjJ+fn/v/vG/fvhgMBkpLSzl69CihoaEYDAZeffVVmpqaeOqpp9BqtZ/buFt0HJJqO+d0OgGIi4ujb9++XL16Fb1ej6IogAywniK5eCfJxTtJLp5hMBgwmUwkJiayc+dO4uPj2bNnD+PGjSMnJ4d//etf7p997LHHmD9/PjqdjoULFzJ9+nSqq6v5/e9/7/4ZuZLYcUmy7dyNGzcIDQ0FoLm5mfDwcOx2u3uQFZ4huXgnycU7SS5tz7Uu8dlnn6WwsJDKykpWrFjBtWvX2LBhA6dPn2bTpk3MnDmTpKQkJk2axNSpU+nbty+nTp2ivr6eGTNmoCgKdrtdGsUOTqOqqurpIsQ3U1ZWxoIFC0hKSnLfOeh6sLvwHMnFO0ku3kly8Ryn04ndbmf58uWcO3eOtWvXuteGvvHGG+Tk5BAfH8+tW7eIiYnh6aefJjU1tcVNKw6HQ5r6TkDWLLZjTqeTxsZGGhoaiIqKYtmyZSQmJnq6rE5PcvFOkot3klw8R6PRoCgKvr6+rF+/noEDBxIbG8u+ffv4zW9+w8svv8z8+fNJTk7GYrGwdetWbty4wdixY91XJmWNYucgVxY7AIfDIR9aLyS5eCfJxTtJLp713HPPodfrGTJkCC+99BK/+MUvmDNnTov1onv37iU7O1uuJHZC0iwKIYQQnVxBQQErVqxAVVUWL17MD37wA3dT+Nk1iTL13PlIsyiEEEIIZs2aRW1tLW+//banSxFeRq73CyGEEJ2Y65rR6NGjuXPnDuXl5S1eF0KaRSGEEKITc61LzMrK4u7duxw8eLDF60JIsyiEEEIIIiMjmTVrFps2beLUqVOeLkd4EdlFUwghhBAAZGdnU1lZiclk8nQpwovIDS5CCCGEcHPtoSh3PQsXaRaFEEII0YKrYRQCZM2iEEIIIT5DGkVxP2kWhRBCCCFEq6RZFEIIIYQQrZJmUQghhBBCtEqaRSGEEEII0SppFoUQQgghRKukWRRCCCGEEK2SZlEIIYQQQrRKmkUhhBBCCNEqaRaFEEIIIUSr/g+Pkwaf2t4+ngAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ap = mpf.make_addplot(0.99*tdf['Low'],type='scatter',marker=mymarkers[0],markersize=45,color=color[0])\n", + "mpf.plot(tdf,type='candle',addplot=ap)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "24" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(color)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "24" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "24" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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    IndexStart DateOpen PriceHigh PriceLow PriceClose PriceVolumeEnd Date
    002023-03-12 18:30:003.9964.0383.9884.0081216259.02023-03-12 18:44:59.999
    112023-03-12 18:45:004.0084.0243.9903.993638860.02023-03-12 18:59:59.999
    222023-03-12 19:00:003.9934.0243.9924.019297226.02023-03-12 19:14:59.999
    332023-03-12 19:15:004.0184.0233.9733.9851101139.02023-03-12 19:29:59.999
    442023-03-12 19:30:003.9864.0033.9763.993427351.02023-03-12 19:44:59.999
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    IndexStart DateOpen PriceHigh PriceLow PriceClose PriceVolumeEnd Date
    35352023-03-13 03:15:004.4184.4354.3934.432354457.02023-03-13 03:29:59.999
    36362023-03-13 03:30:004.4334.4614.4154.449256813.02023-03-13 03:44:59.999
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    39392023-03-13 04:15:004.4594.4654.4364.439288049.02023-03-13 04:29:59.999
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    Open PriceHigh PriceLow PriceClose PriceVolume
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    Open PriceHigh PriceLow PriceClose PriceVolume
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    " + ], + "text/plain": [ + " Open Price High Price Low Price Close Price Volume\n", + "Start Date \n", + "2023-03-13 04:00:00 4.437 4.464 4.418 4.458 304705.0\n", + "2023-03-13 04:15:00 4.459 4.465 4.436 4.439 288049.0" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('so75737197_data.csv',\n", + " usecols=['Start Date','Open Price','High Price','Low Price','Close Price','Volume'],\n", + " index_col='Start Date',parse_dates=True)\n", + "df.shape\n", + "df.head(3)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,style='yahoo',type='candle',columns=['Open Price','High Price','Low Price','Close Price','Volume'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib\n", + "import mplfinance as mpf\n", + "import matplotlib.pyplot as plt\n", + "import datetime\n", + "\n", + "last_index_nan_value = 0\n", + "# Don't spend memory ram unnecesary pl0x\n", + "# matplotlib.use(\"Agg\")\n", + "\n", + "# def set_DateTimeIndex(df_trading_pair):\n", + "# df_trading_pair = df_trading_pair.set_index('Start Date', inplace=False, parse_dates=True)\n", + "# print(df_trading_pair.head())\n", + "# # Rename the column names for best practices\n", + "# df_trading_pair.rename(columns = { \"Open Price\" : 'Open',\n", + "# \"High Price\" : 'High',\n", + "# \"Low Price\" : 'Low',\n", + "# \"Close Price\" :'Close',\n", + "# }, inplace = True)\n", + "# return df_trading_pair\n", + "\n", + "# def convert_to_unix_ms(string_date):\n", + "# date_format = \"%d %b '%y %H:%M\"\n", + "# dt = datetime.datetime.strptime(string_date, date_format)\n", + "# unix_timestamp_ms = int(dt.timestamp() * 1000)\n", + "# return unix_timestamp_ms\n", + "\n", + "def plot_this(df):\n", + " #global trading_pair\n", + " #global start_date\n", + " #global end_date\n", + " \n", + " #df_trading_pair_date_time_index = set_DateTimeIndex(df)\n", + " df_trading_pair_date_time_index = df\n", + " \n", + " # Define periods\n", + " k_period = 14\n", + " d_period = 1\n", + " smooth_window = 3\n", + " \n", + " stochastic = pd.DataFrame()\n", + " stochastic['%K'] = ((df['Close Price'] - df['Low Price'].rolling(k_period).min()) \\\n", + " / (df['High Price'].rolling(k_period).max() - df['Low Price'].rolling(k_period).min())) * 100\n", + " stochastic['%D'] = stochastic['%K'].rolling(d_period).mean()\n", + " stochastic['%SD'] = stochastic['%D'].rolling(smooth_window).mean()\n", + " stochastic['UL'] = 80\n", + " stochastic['DL'] = 20\n", + " \n", + " # Get the index of the last nan value in the lower bound series \n", + " global last_index_nan_value\n", + " last_index_nan_value = len(stochastic['%D']) - pd.isna(stochastic['%D'])[::-1].argmax() - 1\n", + " \n", + " # Store the plots of the last 120 data rows of upper and lower bounds as well as the entry and exit points\n", + " plots_to_add = {\"Stochastics\":mpf.make_addplot((stochastic[['%K', '%SD', 'UL', 'DL']]), \n", + " ylim=[0, 100], panel=2, ylabel=\"Stochastics\", \n", + " y_on_right=False)}\n", + " #print('stochastic=\\n',stochastic[['%K', '%SD', 'UL', 'DL']])\n", + " # Plotting\n", + " # Create my own `marketcolors` style:\n", + " mc = mpf.make_marketcolors(up='#0ECB81',down='#F64670',inherit=True)\n", + " # Create my own `MatPlotFinance` style:\n", + " s = mpf.make_mpf_style(figcolor='#162125', facecolor= \"#162125\", marketcolors=mc, y_on_right=True, \n", + " rc={'font.size':18, 'xtick.color': 'w'}, gridcolor='white', gridstyle='--', edgecolor='white')\n", + "\n", + " circle_data = [float('nan')]*len(df)\n", + " circle_data[17] = stochastic.iloc[17]['%K']\n", + " circle_data[25] = stochastic.iloc[25]['%K']\n", + " \n", + " ap = mpf.make_addplot(circle_data,type='scatter',markersize=1200,color=\"#162125\",#facecolor=None,\n", + " alpha=0.7,edgecolors='yellow',marker='o',linewidths=6,panel=2,ylim=(0,120))\n", + " # Plot it\n", + " candlestick_plot, axlist = mpf.plot(df,#df_trading_pair_date_time_index,\n", + " columns=['Open Price','High Price','Low Price','Close Price','Volume'],\n", + " figsize=(20,10),\n", + " figratio=(12, 6),\n", + " panel_ratios=(5,1,1.5),\n", + " type=\"candle\",\n", + " volume=True,\n", + " style=s,\n", + " tight_layout=True,\n", + " #datetime_format = '%b %d, %H:%M:%S',\n", + " datetime_format = '%b %d, %H:%M',\n", + " ylabel = \"Price ($)\",\n", + " returnfig=True,\n", + " show_nontrading=True,\n", + " warn_too_much_data=870, # Silence the Too Much Data Plot Warning by setting a value greater than the amount of rows you want to be plotted\n", + " addplot = list(plots_to_add.values())+[ap] # Add the stochastic plot as well as the bullish entries to the main plot\n", + " )\n", + " # Add Title\n", + "# axlist[0].set_title(\"APEUSDT - 15m\", fontsize=60, style='italic', fontfamily='fantasy', color=\"white\")\n", + " axlist[0].set_title(\"APEUSDT - 15m\", fontsize=60, style='italic', color=\"white\") # Use `axtitle=dict()`\n", + " \n", + " # Set the color of the xticks, yticks and ylabel in every axes object\n", + " ## Main Plot (Candlesticks)\n", + " axlist[0].tick_params(axis='y', colors='white') # ytick.color\n", + " axlist[0].yaxis.label.set_color('white') # ytick.labelcolor\n", + " ## Volume Indicator\n", + " axlist[2].tick_params(axis='y', colors='white')\n", + " axlist[2].yaxis.label.set_color('white')\n", + " ## Stochastics Indicator\n", + " axlist[4].tick_params(axis='y', colors='white')\n", + " axlist[4].yaxis.label.set_color('white')\n", + " \n", + " \n", + " # Get the Volume indicator and modify its font size\n", + " vol_ax = plt.gcf().axes[2]\n", + " vol_ax.yaxis.label.set_size(15)\n", + " \n", + " # Set the x axis label\n", + " axlist[0].set_xlabel('Timezone UTC')\n", + " # Find the interval between the 7 custom x-tick marks\n", + "# time_delta = (df[\"Start Date\"].iloc[-1]-df[\"Start Date\"].iloc[last_index_nan_value+1])/6\n", + "# # Set the locations of the custom x-tick marks\n", + "# tick_locations = [df[\"Start Date\"].iloc[last_index_nan_value+1] + i*time_delta for i in range(7)]\n", + "# # Set the labels of the custom x-tick marks\n", + "# tick_labels = [date.strftime(\"%b %d, %H:%M\") for date in tick_locations]\n", + "# # Apply the custom x-tick marks and labels\n", + "# axlist[0].xaxis.set_ticks(tick_locations)\n", + "# axlist[0].xaxis.set_ticklabels(tick_labels)\n", + "\n", + " # Set the y axis range \n", + " ymin_value = pd.concat([df[\"Low Price\"]], axis=0).min()\n", + " ymax_value = pd.concat([df[\"High Price\"]], axis=0).max()\n", + " axlist[0].set_ylim([ymin_value,ymax_value])\n", + " # Save the plot\n", + " random_filename = \"TEST_APEUSDT\"+\".png\"\n", + " mpf.show()\n", + " return stochastic[['%K', '%SD', 'UL', 'DL']]\n", + "# candlestick_plot.savefig(random_filename,dpi=300, bbox_inches = \"tight\")\n", + " \n", + " #RELEASE THE MEMORY RAM\n", + "# plt.close('all')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "#df_o = pd.read_csv('so75737197_data.csv',usecols=['Start Date','Open Price','High Price','Low Price','Close Price','Volume'])\n", + "#df_o.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ], + "text/plain": [ + " Open Price High Price Low Price Close Price Volume\n", + "Start Date \n", + "2023-03-12 18:30:00 3.996 4.038 3.988 4.008 1216259.0\n", + "2023-03-12 18:45:00 4.008 4.024 3.990 3.993 638860.0\n", + "2023-03-12 19:00:00 3.993 4.024 3.992 4.019 297226.0" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "!head 'so75737197_data.csv'\n", + "df = pd.read_csv('so75737197_data.csv',\n", + " usecols=['Start Date','Open Price','High Price','Low Price','Close Price','Volume'],\n", + " index_col='Start Date',parse_dates=True)\n", + "df.shape\n", + "df.head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "k_period = 14\n", + "d_period = 1\n", + "smooth_window = 3\n", + "\n", + "stochastic = pd.DataFrame()\n", + "stochastic['%K'] = ((df['Close Price'] - df['Low Price'].rolling(k_period).min()) \\\n", + " / (df['High Price'].rolling(k_period).max() - df['Low Price'].rolling(k_period).min())) * 100\n", + "stochastic['%D'] = stochastic['%K'].rolling(d_period).mean()\n", + "stochastic['%SD'] = stochastic['%D'].rolling(smooth_window).mean()\n", + "stochastic['UL'] = 80\n", + "stochastic['DL'] = 20" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Create my own `marketcolors` style:\n", + "mc = mpf.make_marketcolors(up='#0ECB81',down='#F64670',inherit=True)\n", + "# Create my own `MatPlotFinance` style:\n", + "s = mpf.make_mpf_style(figcolor='#162125', facecolor= \"#162125\", marketcolors=mc, y_on_right=True, \n", + " rc={'font.size':18, 'xtick.color': 'w', \n", + " 'axes.labelsize': 12,\n", + " 'ytick.color': 'w', 'ytick.labelcolor': 'w', 'axes.labelcolor':'w'}, \n", + " gridcolor='white', gridstyle='--', edgecolor='white')" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "def get_stochastic_indicator_purple(df, stochastic):\n", + " # Add logic here to determine where the purple circles should be.\n", + "\n", + " # For now, for demonstration purposes, \n", + " # we are just hard-coding the 17th position:\n", + "\n", + " # We are going to display the circles using mpf.make_addplot(type='scatter')\n", + " # With scatter plots, we want data where we want the circles to appear,\n", + " # and NAN values in all other locations:\n", + " circles = [float('nan')]*len(df)\n", + " circles[17] = stochastic.iloc[17]['%K']\n", + " return circles\n", + "\n", + "def get_stochastic_indicator_red(df, stochastic):\n", + " # Add logic here to determine where the red circles should be.\n", + "\n", + " # For now, for demonstration purposes, \n", + " # we are just hard-coding the 25th position:\n", + "\n", + " # We are going to display the circles using mpf.make_addplot(type='scatter')\n", + " # With scatter plots, we want data where we want the circles to appear,\n", + " # and NAN values in all other locations:\n", + " circles = [float('nan')]*len(df)\n", + " circles[25] = stochastic.iloc[25]['%K']\n", + " return circles" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "purple_circles = get_stochastic_indicator_purple(df, stochastic)\n", + "red_circles = get_stochastic_indicator_red(df, stochastic)\n", + "\n", + "\n", + "# Store the plots of the last 120 data rows of upper and lower bounds as well as the entry and exit points\n", + "# Raising ylim to 120 so there is room for the circles that may be in the upper 90's close to 100:\n", + "range_markers = [float('nan')]*len(df)\n", + "range_markers[15] = 50\n", + "range_markers[19] = 50\n", + "range_markers[23] = 50\n", + "range_markers[27] = 50\n", + "\n", + "# from matplotlib import colors as mcolors\n", + "# cp = mcolors.to_rgba('purple',0.25)\n", + "# print('cp=',cp)\n", + "# cr = mcolors.to_rgba('red',0.25)\n", + "# print('cr=',cr)\n", + "\n", + "ylimits = (-10,140)\n", + "plots_to_add = {\"Stochastics\":mpf.make_addplot((stochastic[['%K', '%SD', 'UL', 'DL']]), \n", + " ylim=ylimits, panel=2, ylabel=\"Stochastics\", \n", + " y_on_right=False),\n", + " # Notice, we make the marker color the same as the plot face color, so the marker appears see-though;\n", + " # then we set the marker edge colors to the color we want to see:\n", + " \"Purple_Cicles\":mpf.make_addplot(purple_circles,type='scatter',markersize=9600,color='None',#\"#162125\",\n", + " edgecolors='purple',marker='o',linewidths=10,panel=2,ylim=ylimits),\n", + " #edgecolors=cp,marker='o',linewidths=7,panel=2,ylim=ylimits),\n", + " \"Red_Cicles\": mpf.make_addplot(red_circles,type='scatter',markersize=9600,color='None',#None,#\"#162125\",\n", + " edgecolors='red' ,marker='o',linewidths=10,panel=2,ylim=ylimits),\n", + " #edgecolors=cr ,marker='o',linewidths=7,panel=2,ylim=ylimits),\n", + " \"RangeMarkers\": mpf.make_addplot(range_markers,type='scatter',markersize=250,color=\"w\",\n", + " edgecolors='yellow',marker='^',linewidths=3,panel=2,ylim=(0,140))\n", + "\n", + " }\n", + "\n", + "#ap = list(plots_to_add.values())\n", + "\n", + "#Plot it\n", + "mpf.plot(df,columns=['Open Price','High Price','Low Price','Close Price','Volume'],\n", + " figsize=(18,10),panel_ratios=(5,1.25,2),type=\"candle\",volume=True,style=s,\n", + " tight_layout=True,datetime_format = '%b %d, %H:%M',ylabel = \"Price ($)\",\n", + " show_nontrading=True,warn_too_much_data=870, # Silence the Too Much Data Warning\n", + " addplot = list(plots_to_add.values()), # Add the stochastic plot as well as the bullish entries to the main plot\n", + " title=dict(title=\"APEUSDT - 15m\", fontsize=40, style='italic', weight='bold', color=\"white\"),\n", + " xlabel='Timezone UTC',\n", + " #savefig='apeusdt.png'\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (4067800170.py, line 1)", + "output_type": "error", + "traceback": [ + "\u001b[0;36m Cell \u001b[0;32mIn[15], line 1\u001b[0;36m\u001b[0m\n\u001b[0;31m stop here\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "stop here" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "stoch.iloc[10:]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "stoch.iloc[17]\n", + "stoch.iloc[17]['%K']\n", + "df.iloc[17]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "purple_circle_ix = 17\n", + "red_circle_ix = 25\n", + "stoch.iloc[25]\n", + "stoch.iloc[25]['%K']\n", + "df.iloc[25]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "circle_data = [float('nan')]*len(df)\n", + "circle_data[17] = stoch.iloc[17]['%K']\n", + "circle_data[25] = stoch.iloc[25]['%K']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Evaluate if there's a pattern\n", + "previous_signal = \"None\"\n", + "bearish_indices = []\n", + "bearish_entries = []\n", + "for i in range(last_index_nan_value+1,len(df)-3):\n", + " slice_df = df.iloc[i:i+4] \n", + " if (slice_df[\"Volume\"].max() > df[\"Volume\"][slice_df.index[0]-8:slice_df.index[0]]).all():\n", + " start = slice_df.index[0]\n", + " end = slice_df.index[-1]\n", + " # First BEARISH signal\n", + " all_stochastics_up = stochastic.loc[start:end][[\"%D\", \"%SD\"]].ge(stochastic.loc[start:end][\"UL\"], axis=0).all(axis=1) \n", + " all_stochastics_down = stochastic.loc[start:end][[\"%D\", \"%SD\"]].le(stochastic.loc[start:end][\"DL\"], axis=0).all(axis=1)\n", + " if all_stochastics_up.sum() >= 2 and previous_signal == \"None\":\n", + "\n", + " previous_signal = \"bearish\"\n", + " bearish_indices.append(stochastic.loc[start:end].index.values.tolist())\n", + "\n", + " # SHORT ENTRY signal\n", + " if previous_signal == \"bearish\":\n", + " if df[\"Start Date\"].loc[bearish_indices[-1][-1]] < slice_df[\"Start Date\"].iat[0]: \n", + " if ((slice_df[:2][\"Close Price\"] > slice_df[:2][\"Open Price\"]).all() and (slice_df[-2:][\"Close Price\"] < slice_df[-2:][\"Open Price\"]).all()).all():\n", + " start = slice_df.index[0]\n", + " end = slice_df.index[-1]\n", + "\n", + " previous_signal = \"None\"\n", + " bearish_entries.append(stochastic.loc[start:end].index.values.tolist())\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# mvals are the markers, i.e. in this case: 'o'\n", + "# cvals are the colors.\n", + "# _ = _mscatter(xvals,plot_yvals,ax,mvals,s=marker_size,c=cvals,linewidths=lwids,edgecolors=evals)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.8" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/scratch_pad/so75737197_data.csv b/examples/scratch_pad/so75737197_data.csv new file mode 100644 index 00000000..35c92472 --- /dev/null +++ b/examples/scratch_pad/so75737197_data.csv @@ -0,0 +1,41 @@ +Index,Start Date,Open Price,High Price,Low Price,Close Price,Volume,End Date +0,2023-03-12 18:30:00,3.996,4.038,3.988,4.008,1216259.0,2023-03-12 18:44:59.999 +1,2023-03-12 18:45:00,4.008,4.024,3.99,3.993,638860.0,2023-03-12 18:59:59.999 +2,2023-03-12 19:00:00,3.993,4.024,3.992,4.019,297226.0,2023-03-12 19:14:59.999 +3,2023-03-12 19:15:00,4.018,4.023,3.973,3.985,1101139.0,2023-03-12 19:29:59.999 +4,2023-03-12 19:30:00,3.986,4.003,3.976,3.993,427351.0,2023-03-12 19:44:59.999 +5,2023-03-12 19:45:00,3.993,4.01,3.965,3.975,750141.0,2023-03-12 19:59:59.999 +6,2023-03-12 20:00:00,3.976,3.998,3.967,3.988,552681.0,2023-03-12 20:14:59.999 +7,2023-03-12 20:15:00,3.989,4.009,3.983,4.004,322794.0,2023-03-12 20:29:59.999 +8,2023-03-12 20:30:00,4.005,4.037,4.003,4.035,682787.0,2023-03-12 20:44:59.999 +9,2023-03-12 20:45:00,4.035,4.12,4.035,4.091,2179361.0,2023-03-12 20:59:59.999 +10,2023-03-12 21:00:00,4.091,4.096,4.063,4.084,474021.0,2023-03-12 21:14:59.999 +11,2023-03-12 21:15:00,4.084,4.103,4.077,4.087,480628.0,2023-03-12 21:29:59.999 +12,2023-03-12 21:30:00,4.086,4.107,4.076,4.086,212594.0,2023-03-12 21:44:59.999 +13,2023-03-12 21:45:00,4.086,4.107,4.079,4.105,364555.0,2023-03-12 21:59:59.999 +14,2023-03-12 22:00:00,4.104,4.108,4.06,4.072,474296.0,2023-03-12 22:14:59.999 +15,2023-03-12 22:15:00,4.072,4.257,4.069,4.232,3230671.0,2023-03-12 22:29:59.999 +16,2023-03-12 22:30:00,4.232,4.247,4.208,4.241,851126.0,2023-03-12 22:44:59.999 +17,2023-03-12 22:45:00,4.241,4.276,4.218,4.254,1268534.0,2023-03-12 22:59:59.999 +18,2023-03-12 23:00:00,4.255,4.315,4.253,4.312,1469747.0,2023-03-12 23:14:59.999 +19,2023-03-12 23:15:00,4.313,4.354,4.295,4.343,1352840.0,2023-03-12 23:29:59.999 +20,2023-03-12 23:30:00,4.344,4.479,4.336,4.464,1995492.0,2023-03-12 23:44:59.999 +21,2023-03-12 23:45:00,4.463,4.532,4.412,4.517,2488653.0,2023-03-12 23:59:59.999 +22,2023-03-13 00:00:00,4.517,4.592,4.482,4.58,2140025.0,2023-03-13 00:14:59.999 +23,2023-03-13 00:15:00,4.58,4.695,4.552,4.625,1973254.0,2023-03-13 00:29:59.999 +24,2023-03-13 00:30:00,4.626,4.7,4.577,4.677,2444439.0,2023-03-13 00:44:59.999 +25,2023-03-13 00:45:00,4.677,4.678,4.584,4.595,1353901.0,2023-03-13 00:59:59.999 +26,2023-03-13 01:00:00,4.594,4.601,4.528,4.528,1181759.0,2023-03-13 01:14:59.999 +27,2023-03-13 01:15:00,4.528,4.546,4.489,4.499,785683.0,2023-03-13 01:29:59.999 +28,2023-03-13 01:30:00,4.499,4.507,4.473,4.49,634040.0,2023-03-13 01:44:59.999 +29,2023-03-13 01:45:00,4.49,4.5,4.473,4.475,361538.0,2023-03-13 01:59:59.999 +30,2023-03-13 02:00:00,4.476,4.479,4.445,4.45,507443.0,2023-03-13 02:14:59.999 +31,2023-03-13 02:15:00,4.451,4.457,4.422,4.43,514609.0,2023-03-13 02:29:59.999 +32,2023-03-13 02:30:00,4.431,4.438,4.412,4.412,283667.0,2023-03-13 02:44:59.999 +33,2023-03-13 02:45:00,4.413,4.437,4.401,4.435,443083.0,2023-03-13 02:59:59.999 +34,2023-03-13 03:00:00,4.435,4.451,4.411,4.418,304109.0,2023-03-13 03:14:59.999 +35,2023-03-13 03:15:00,4.418,4.435,4.393,4.432,354457.0,2023-03-13 03:29:59.999 +36,2023-03-13 03:30:00,4.433,4.461,4.415,4.449,256813.0,2023-03-13 03:44:59.999 +37,2023-03-13 03:45:00,4.45,4.462,4.435,4.439,226006.0,2023-03-13 03:59:59.999 +38,2023-03-13 04:00:00,4.437,4.464,4.418,4.458,304705.0,2023-03-13 04:14:59.999 +39,2023-03-13 04:15:00,4.459,4.465,4.436,4.439,288049.0,2023-03-13 04:29:59.999 diff --git a/examples/scratch_pad/so76486448_hover.py b/examples/scratch_pad/so76486448_hover.py new file mode 100644 index 00000000..8271a92f --- /dev/null +++ b/examples/scratch_pad/so76486448_hover.py @@ -0,0 +1,113 @@ +import yfinance as yf +import mplfinance as mpf +import matplotlib.pyplot as plt +import matplotlib.patches as mpatches +import pandas as pd +import numpy as np + +# Dates to get stock data +start_date = "2020-01-01" +end_date = "2023-06-15" + +# Fetch Tesla stock data +tesla_data = yf.download("TSLA", start=start_date, end=end_date) +tesla_weekly_data = tesla_data.resample("W").agg( + {"Open": "first", "High": "max", "Low": "min", "Close": "last", "Volume": "sum"} + ).dropna() + +# Get the latest closing price +latest_price = tesla_weekly_data['Close'][-1] + +# Create additional plot +close_price = tesla_weekly_data['Close'] +apd = mpf.make_addplot(close_price, color='cyan', width=2) + +# Plot the candlestick chart +fig, axes = mpf.plot(tesla_weekly_data, + type='candle', + addplot=apd, + style='yahoo', + title='Tesla Stock Prices', + ylabel='Price', + xlabel='Date', + volume=True, + ylabel_lower='Volume', + volume_panel=1, + figsize=(16, 8), + returnfig=True + ) + +# Move the y-axis labels to the left side +axes[0].yaxis.tick_left() +axes[1].yaxis.tick_left() + +# Adjust the position of the y-axis label for price +axes[0].yaxis.set_label_coords(-0.08, 0.5) + +# Adjust the position of the y-axis label for volume +axes[1].yaxis.set_label_coords(-0.08, 0.5) + +# Set y-axis label for price and volume +axes[0].set_ylabel('Price', rotation=0, labelpad=20) +axes[1].set_ylabel('Volume', rotation=0, labelpad=20) + +# Make the legend box +handles = axes[0].get_legend_handles_labels()[0] +red_patch = mpatches.Patch(color='red') +green_patch = mpatches.Patch(color='green') +cyan_patch = mpatches.Patch(color='cyan') +handles = handles[:2] + [red_patch, green_patch, cyan_patch] +labels = ["Price Up", "Price Down", "Closing Price"] +axes[0].legend(handles=handles, labels=labels) + +# Add a box to display the current price +latest_price_text = f"Current Price: ${latest_price:.2f}" +box_props = dict(boxstyle='round', facecolor='white', edgecolor='black', alpha=0.8) +axes[0].text(0.02, 0.95, latest_price_text, transform=axes[0].transAxes, + fontsize=12, verticalalignment='top', bbox=box_props) + +# Function to create hover annotations +def hover_annotations(data): + + annot_visible = False + annot = axes[0].text(0, 0, '', visible=False, ha='left', va='top') + + def onmove(event): + nonlocal annot_visible + nonlocal annot + + if event.inaxes == axes[0]: + index = int(event.xdata) + if index >= len(data.index): + index = -1 + elif index < 0: + index = 0 + values = data.iloc[index] + mytext = (f"{values.name.date().strftime('%m/%d/%Y'):}\n"+ + f"O: {values['Open']:.2f}\n"+ + f"H: {values['High']:.2f}\n"+ + f"L: {values['Low']:.2f}\n"+ + f"C: {values['Close']:.2f}\n"+ + f"V: {values['Volume']:.0f}" + ) + + annot_visible = True + else: + mytext = '' + annot_visible = False + + annot.set_position((event.xdata,event.ydata)) + annot.set_text(mytext) + annot.set_visible(annot_visible) + fig.canvas.draw_idle() + + fig.canvas.mpl_connect('motion_notify_event', onmove) + + return annot + + +# Attach hover annotations to the plot +annotations = hover_annotations(tesla_weekly_data) + +# Display the chart +plt.show() diff --git a/examples/scratch_pad/stackoverflow.65487952.ipynb b/examples/scratch_pad/stackoverflow.65487952.ipynb new file mode 100644 index 00000000..65e4ed86 --- /dev/null +++ b/examples/scratch_pad/stackoverflow.65487952.ipynb @@ -0,0 +1,193 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[*********************100%***********************] 1 of 1 completed\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# %load scratch_pad/issues/so65487952_ans.py\n", + "import mplfinance as mpf\n", + "import yfinance as yf\n", + "import pandas as pd\n", + "import datetime as dt\n", + "from pandas_datareader import data as pdr \n", + "\n", + "yf.pdr_override()\n", + "start = dt.datetime.now() - dt.timedelta(60)\n", + "now = dt.datetime.now()\n", + "\n", + "stock = \"AMZN\"\n", + "filename = stock.lower()+'.png'\n", + "\n", + "df = pdr.get_data_yahoo(stock ,start , now)\n", + "mpf.plot(df,type='candle',style='yahoo')#,savefig='amzn.png')\n", + "mpf.plot(df,type='candle',style='yahoo',savefig=filename)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-rw-r--r-- 1 dino dino 1488085 Dec 27 15:56 addplot.ipynb\r\n", + "-rw-r--r-- 1 dino dino 22140 Dec 30 19:15 \u001b[0m\u001b[01;35mamzn.png\u001b[0m\r\n" + ] + } + ], + "source": [ + "ls -l a*" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "!cp amzn.png /mnt/c/users/dgold/Desktop/." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[*********************100%***********************] 1 of 1 completed\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "import yfinance as yf\n", + "import pandas as pd\n", + "import datetime as dt\n", + "from pandas_datareader import data as pdr \n", + "\n", + "yf.pdr_override()\n", + "now = dt.datetime.now()\n", + "start = now - dt.timedelta(60)\n", + "\n", + "\n", + "stock = \"AMZN\"\n", + "filename = stock.lower()+'.png'\n", + "\n", + "df = pdr.get_data_yahoo(stock ,start , now)\n", + "mpf.plot(df,type='candle',style='yahoo',savefig=filename)\n", + "mpf.plot(df,type='candle',style='yahoo')#,savefig=filename)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# Convert yahoo finance data to readable to mplfinance\n", + "#df.index = pd.to_datetime(df.index)\n", + "#dvalues = df[['Open','High', 'Low','Close']].values.tolist()\n", + "\n", + "#pdates = mdates.date2num(df.index)\n", + "#ohlc = [ [pdates[i]] + dvalues[i] for i in range(len(pdates)) ]\n", + "\n", + "#plt.style.use('fivethirtyeight')\n", + "#fig, ax = plt.subplots(figsize = (16,12))\n", + "\n", + "#candlestick_ohlc(ax, ohlc, width=0.4, colorup='green', colordown='red') # i want to save this chart. \n", + "#plt.savefig('amzn.png') # i have tried this but not avail\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/stash_plotting.yscale.py b/examples/scratch_pad/stash_plotting.yscale.py new file mode 100644 index 00000000..2ca93b67 --- /dev/null +++ b/examples/scratch_pad/stash_plotting.yscale.py @@ -0,0 +1,711 @@ +import matplotlib.dates as mdates +import matplotlib.pyplot as plt +import matplotlib.colors as mcolors +import pandas as pd +import numpy as np +import copy +import io +import math +import warnings +import statistics as stat + +from itertools import cycle +#from pandas.plotting import register_matplotlib_converters +#register_matplotlib_converters() + +#from mplfinance._utils import _construct_ohlc_collections +#from mplfinance._utils import _construct_candlestick_collections +#from mplfinance._utils import _construct_renko_collections +#from mplfinance._utils import _construct_pointnfig_collections +from mplfinance._utils import _construct_aline_collections +from mplfinance._utils import _construct_hline_collections +from mplfinance._utils import _construct_vline_collections +from mplfinance._utils import _construct_tline_collections +from mplfinance._utils import _construct_mpf_collections + +from mplfinance._utils import _updown_colors +from mplfinance._utils import IntegerIndexDateTimeFormatter + +from mplfinance import _styles + +from mplfinance._arg_validators import _check_and_prepare_data, _mav_validator +from mplfinance._arg_validators import _process_kwargs, _validate_vkwargs_dict +from mplfinance._arg_validators import _kwarg_not_implemented, _bypass_kwarg_validation +from mplfinance._arg_validators import _hlines_validator, _vlines_validator +from mplfinance._arg_validators import _alines_validator, _tlines_validator + +from mplfinance._panels import _determine_relative_panel_heights +from mplfinance._panels import _create_panel_axes +from mplfinance._panels import _adjust_ticklabels_per_bottom_panel +from mplfinance._panels import _adjust_ticklabels_per_bottom_panel + +from mplfinance._helpers import _determine_format_string +from mplfinance._helpers import _list_of_dict + +VALID_PMOVE_TYPES = ['renko', 'pnf'] + +def with_rc_context(func): + ''' + This decoractor creates an rcParams context around a function, so that any changes + the function makes to rcParams will be reversed when the decorated function returns + (therefore those changes have no effect outside of the decorated function). + ''' + def decorator(*args, **kwargs): + with plt.rc_context(): + return func(*args, **kwargs) + return decorator + +def _warn_no_xgaps_deprecated(value): + warnings.warn('\n\n ================================================================= '+ + '\n\n WARNING: `no_xgaps` is deprecated:'+ + '\n Default value is now `no_xgaps=True`'+ + '\n However, to set `no_xgaps=False` and silence this warning,'+ + '\n use instead: `show_nontrading=True`.'+ + '\n\n ================================================================ ', + category=DeprecationWarning) + return isinstance(value,bool) + + +def _valid_plot_kwargs(): + ''' + Construct and return the "valid kwargs table" for the mplfinance.plot() function. + A valid kwargs table is a `dict` of `dict`s. The keys of the outer dict are the + valid key-words for the function. The value for each key is a dict containing + 2 specific keys: "Default", and "Validator" with the following values: + "Default" - The default value for the kwarg if none is specified. + "Validator" - A function that takes the caller specified value for the kwarg, + and validates that it is the correct type, and (for kwargs with + a limited set of allowed values) may also validate that the + kwarg value is one of the allowed values. + ''' + + vkwargs = { + 'columns' : { 'Default' : ('Open', 'High', 'Low', 'Close', 'Volume'), + 'Validator' : lambda value: isinstance(value, (tuple, list)) + and len(value) == 5 + and all(isinstance(c, str) for c in value) }, + 'type' : { 'Default' : 'ohlc', + 'Validator' : lambda value: value in ('candle','candlestick','ohlc','ohlc_bars', + 'line','renko','pnf') }, + + 'style' : { 'Default' : 'default', + 'Validator' : lambda value: value in _styles.available_styles() or isinstance(value,dict) }, + + 'volume' : { 'Default' : False, + 'Validator' : lambda value: isinstance(value,bool) or value in ['B','C'] }, + + 'mav' : { 'Default' : None, + 'Validator' : _mav_validator }, + + 'renko_params' : { 'Default' : dict(), + 'Validator' : lambda value: isinstance(value,dict) }, + + 'pnf_params' : { 'Default' : dict(), + 'Validator' : lambda value: isinstance(value,dict) }, + + 'study' : { 'Default' : None, + 'Validator' : lambda value: _kwarg_not_implemented(value) }, + + 'marketcolors' : { 'Default' : None, # use 'style' for default, instead. + 'Validator' : lambda value: isinstance(value,dict) }, + + 'no_xgaps' : { 'Default' : True, # None means follow default logic below: + 'Validator' : lambda value: _warn_no_xgaps_deprecated(value) }, + + 'show_nontrading' : { 'Default' : False, + 'Validator' : lambda value: isinstance(value,bool) }, + + 'figscale' : { 'Default' : 1.0, # scale base figure size up or down. + 'Validator' : lambda value: isinstance(value,float) or isinstance(value,int) }, + + 'figratio' : { 'Default' : (8.00,5.75), # aspect ratio; will equal fig size when figscale=1.0 + 'Validator' : lambda value: isinstance(value,(tuple,list)) + and len(value) == 2 + and isinstance(value[0],(float,int)) + and isinstance(value[1],(float,int)) }, + + 'linecolor' : { 'Default' : None, # line color in line plot + 'Validator' : lambda value: mcolors.is_color_like(value) }, + + 'title' : { 'Default' : None, # Plot Title + 'Validator' : lambda value: isinstance(value,str) }, + + 'ylabel' : { 'Default' : 'Price', # y-axis label + 'Validator' : lambda value: isinstance(value,str) }, + + 'ylabel_lower' : { 'Default' : None, # y-axis label default logic below + 'Validator' : lambda value: isinstance(value,str) }, + + 'addplot' : { 'Default' : None, + 'Validator' : lambda value: isinstance(value,dict) or (isinstance(value,list) and all([isinstance(d,dict) for d in value])) }, + + 'savefig' : { 'Default' : None, + 'Validator' : lambda value: isinstance(value,dict) or isinstance(value,str) or isinstance(value, io.BytesIO) }, + + 'block' : { 'Default' : True, + 'Validator' : lambda value: isinstance(value,bool) }, + + 'returnfig' : { 'Default' : False, + 'Validator' : lambda value: isinstance(value,bool) }, + + 'return_calculated_values' : {'Default': None, + 'Validator': lambda value: isinstance(value, dict) and len(value) == 0}, + + 'set_ylim' : {'Default': None, + 'Validator': lambda value: isinstance(value, (list,tuple)) and len(value) == 2 + and all([isinstance(v,(int,float)) for v in value])}, + + 'set_ylim_panelB' : {'Default': None, + 'Validator': lambda value: isinstance(value, (list,tuple)) and len(value) == 2 + and all([isinstance(v,(int,float)) for v in value])}, + + 'set_ylim_panelC' : {'Default': None, + 'Validator': lambda value: isinstance(value, (list,tuple)) and len(value) == 2 + and all([isinstance(v,(int,float)) for v in value])}, + + 'hlines' : { 'Default' : None, + 'Validator' : lambda value: _hlines_validator(value) }, + + 'vlines' : { 'Default' : None, + 'Validator' : lambda value: _vlines_validator(value) }, + + 'alines' : { 'Default' : None, + 'Validator' : lambda value: _alines_validator(value) }, + + 'tlines' : { 'Default' : None, + 'Validator' : lambda value: _tlines_validator(value) }, + + 'panel_order' : { 'Default' : 'ABC', + 'Validator' : lambda value: isinstance(value,str) and len(value) == 3 and + (('A' in value and 'B' in value and 'C' in value) or + ('a' in value and 'b' in value and 'c' in value))}, + + 'panel_ratio' : { 'Default' : (5,2,2), + 'Validator' : lambda value: isinstance(value,(tuple,list)) and len(value) == 3 and + all([isinstance(v,(int,float)) for v in value]) }, + + 'datetime_format' : { 'Default' : None, + 'Validator' : lambda value: isinstance(value,str) }, + + 'xrotation' : { 'Default' : 45, + 'Validator' : lambda value: isinstance(value,(int,float)) }, + + 'axesoff' : { 'Default' : False, + 'Validator' : lambda value: isinstance(value,bool) }, + + 'axesoffdark' : { 'Default' : False, + 'Validator' : lambda value: isinstance(value,bool) }, + + 'closefig' : { 'Default' : 'auto', + 'Validator' : lambda value: isinstance(value,bool) }, + + 'yscale' : { 'Default' : None, + 'Validator' : lambda value: isinstance(value,str) or + (isinstance(value,dict) and 'yscale' in value) }, + } + + _validate_vkwargs_dict(vkwargs) + + return vkwargs + + +@with_rc_context +def plot( data, **kwargs ): + """ + Given a Pandas DataFrame containing columns Open,High,Low,Close and optionally Volume + with a DatetimeIndex, plot the data. + Available plots include ohlc bars, candlestick, and line plots. + Also provide visually analysis in the form of common technical studies, such as: + moving averages, renko, etc. + Also provide ability to plot trading signals, and/or addtional user-defined data. + """ + + config = _process_kwargs(kwargs, _valid_plot_kwargs()) + + dates,opens,highs,lows,closes,volumes = _check_and_prepare_data(data, config) + + if config['type'] in VALID_PMOVE_TYPES and config['addplot'] is not None: + err = "`addplot` is not supported for `type='" + config['type'] +"'`" + raise ValueError(err) + + style = config['style'] + if isinstance(style,str): + style = _styles._get_mpfstyle(style) + + if isinstance(style,dict): + _styles._apply_mpfstyle(style) + + w,h = config['figratio'] + r = float(w)/float(h) + if r < 0.25 or r > 4.0: + raise ValueError('"figratio" (aspect ratio) must be between 0.25 and 4.0 (but is '+str(r)+')') + base = (w,h) + figscale = config['figscale'] + fsize = [d*figscale for d in base] + + fig = plt.figure() + fig.set_size_inches(fsize) + + if config['volume'] and volumes is None: + raise ValueError('Request for volume, but NO volume data.') + + if config['volume']: + if config['volume'] not in ['B','C']: config['volume'] = 'B' + + ha,hb,hc = _determine_relative_panel_heights(config['addplot'], + config['volume'] , + config['panel_ratio']) + + axA1,axA2,axB1,axB2,axC1,axC2,actual_order = _create_panel_axes( fig, ha, hb, hc, config['panel_order'] ) + + internalAxes = dict(A=(axA1,axA2),B=(axB1,axB2),C=(axC1,axC2)) + + volumeAxes = internalAxes[config['volume']][0] if config['volume'] else None + + fmtstring = _determine_format_string( dates, config['datetime_format'] ) + + ptype = config['type'] + + if config['show_nontrading']: + formatter = mdates.DateFormatter(fmtstring) + xdates = dates + else: + formatter = IntegerIndexDateTimeFormatter(dates, fmtstring) + xdates = np.arange(len(dates)) + axA1.xaxis.set_major_formatter(formatter) + + collections = None + if ptype == 'line': + axA1.plot(xdates, closes, color=config['linecolor']) + else: + collections =_construct_mpf_collections(ptype,dates,xdates,opens,highs,lows,closes,volumes,config,style) + + if ptype in VALID_PMOVE_TYPES: + collections, new_dates, volumes, brick_values, size = collections + formatter = IntegerIndexDateTimeFormatter(new_dates, fmtstring) + xdates = np.arange(len(new_dates)) + axA1.xaxis.set_major_formatter(formatter) + + if collections is not None: + for collection in collections: + axA1.add_collection(collection) + + mavgs = config['mav'] + if mavgs is not None: + if isinstance(mavgs,int): + mavgs = mavgs, # convert to tuple + if len(mavgs) > 7: + mavgs = mavgs[0:7] # take at most 7 + + if style['mavcolors'] is not None: + mavc = cycle(style['mavcolors']) + else: + mavc = None + + for mav in mavgs: + if ptype in VALID_PMOVE_TYPES: + mavprices = pd.Series(brick_values).rolling(mav).mean().values + else: + mavprices = pd.Series(closes).rolling(mav).mean().values + if mavc: + axA1.plot(xdates, mavprices, color=next(mavc)) + else: + axA1.plot(xdates, mavprices) + + avg_dist_between_points = (xdates[-1] - xdates[0]) / float(len(xdates)) + minx = xdates[0] - avg_dist_between_points + maxx = xdates[-1] + avg_dist_between_points + if len(xdates) == 1: # kludge special case + minx = minx - 0.75 + maxx = maxx + 0.75 + if ptype not in VALID_PMOVE_TYPES: + _lows = lows + _highs = highs + else: + _lows = brick_values + _highs = [brick+size for brick in brick_values] + + miny = np.nanmin(_lows) + maxy = np.nanmax(_highs) + #if len(xdates) > 1: + # stdy = (stat.stdev(_lows) + stat.stdev(_highs)) / 2.0 + #else: # kludge special case + # stdy = 0.02 * math.fabs(maxy - miny) + # print('minx,miny,maxx,maxy,stdy=',minx,miny,maxx,maxy,stdy) + + if config['set_ylim'] is not None: + axA1.set_ylim(config['set_ylim'][0], config['set_ylim'][1]) + else: + corners = (minx, miny), (maxx, maxy) + axA1.update_datalim(corners) + + if config['return_calculated_values'] is not None: + retdict = config['return_calculated_values'] + if ptype in VALID_PMOVE_TYPES: + prekey = ptype + retdict[prekey+'_bricks'] = brick_values + retdict[prekey+'_dates'] = mdates.num2date(new_dates) + retdict[prekey+'_size'] = size + if config['volume']: + retdict[prekey+'_volumes'] = volumes + if mavgs is not None: + for i in range(0, len(mavgs)): + retdict['mav' + str(mavgs[i])] = mavprices + retdict['minx'] = minx + retdict['maxx'] = maxx + retdict['miny'] = miny + retdict['maxy'] = maxy + + # Note: these are NOT mutually exclusive, so the order of this + # if/elif is important: VALID_PMOVE_TYPES must be first. + if ptype in VALID_PMOVE_TYPES: + dtix = pd.DatetimeIndex([dt for dt in mdates.num2date(new_dates)]) + elif not config['show_nontrading']: + dtix = data.index + else: + dtix = None + + line_collections = [] + line_collections.append(_construct_aline_collections(config['alines'], dtix)) + line_collections.append(_construct_hline_collections(config['hlines'], minx, maxx)) + line_collections.append(_construct_vline_collections(config['vlines'], dtix, miny, maxy)) + tlines = config['tlines'] + if isinstance(tlines,(list,tuple)) and all([isinstance(item,dict) for item in tlines]): + pass + else: + tlines = [tlines,] + for tline_item in tlines: + line_collections.append(_construct_tline_collections(tline_item, dtix, dates, opens, highs, lows, closes)) + + for collection in line_collections: + if collection is not None: + axA1.add_collection(collection) + + if config['volume']: + vup,vdown = style['marketcolors']['volume'].values() + #-- print('vup,vdown=',vup,vdown) + vcolors = _updown_colors(vup, vdown, opens, closes, use_prev_close=style['marketcolors']['vcdopcod']) + #-- print('len(vcolors),len(opens),len(closes)=',len(vcolors),len(opens),len(closes)) + #-- print('vcolors=',vcolors) + width = 0.5*avg_dist_between_points + volumeAxes.bar(xdates,volumes,width=width,color=vcolors) + miny = 0.3 * np.nanmin(volumes) + maxy = 1.1 * np.nanmax(volumes) + volumeAxes.set_ylim( miny, maxy ) + + xrotation = config['xrotation'] + _adjust_ticklabels_per_bottom_panel(axA1,axB1,axC1,actual_order,hb,hc,formatter,xrotation) + + used_axA2 = False + used_axB2 = False + used_axC2 = False + addplot = config['addplot'] + if addplot is not None and ptype not in VALID_PMOVE_TYPES: + # Calculate the Order of Magnitude Range + # If addplot['secondary_y'] == 'auto', then: If the addplot['data'] + # is out of the Order of Magnitude Range, then use secondary_y. + # Calculate omrange for Main panel, and for Lower (volume) panel: + lo = math.log(max(math.fabs(np.nanmin(lows)),1e-7),10) - 0.5 + hi = math.log(max(math.fabs(np.nanmax(highs)),1e-7),10) + 0.5 + + # May 2020: Main panel is now called 'A', and Lower is called 'B' + omrange = {'A' : {'lo':lo,'hi':hi}, + 'B' : None , + 'C' : None } + if config['volume']: + lo = math.log(max(math.fabs(np.nanmin(volumes)),1e-7),10) - 0.5 + hi = math.log(max(math.fabs(np.nanmax(volumes)),1e-7),10) + 0.5 + omrange.update(B={'lo':lo,'hi':hi}) + + if isinstance(addplot,dict): + addplot = [addplot,] # make list of dict to be consistent + + elif not _list_of_dict(addplot): + raise TypeError('addplot must be `dict`, or `list of dict`, NOT '+str(type(addplot))) + + for apdict in addplot: + apdata = apdict['data'] + if isinstance(apdata,list) and not isinstance(apdata[0],(float,int)): + raise TypeError('apdata is list but NOT of float or int') + if isinstance(apdata,pd.DataFrame): + havedf = True + else: + havedf = False # must be a single series or array + apdata = [apdata,] # make it iterable + + for column in apdata: + if havedf: + ydata = apdata.loc[:,column] + else: + ydata = column + yd = [y for y in ydata if not math.isnan(y)] + ymhi = math.log(max(math.fabs(np.nanmax(yd)),1e-7),10) + ymlo = math.log(max(math.fabs(np.nanmin(yd)),1e-7),10) + secondary_y = False + if apdict['secondary_y'] == 'auto': + if apdict['panel'] == 'lower' or apdict['panel'] == 'B': + # If omrange['lower'] is not yet set by volume, + # then set it here as this is the first ydata + # to be plotted on the lower panel, so consider + # it to be the 'primary' lower panel axis. + if omrange['B'] is None: + omrange.update(B={'lo':ymlo,'hi':ymhi}) + elif ymlo < omrange['B']['lo'] or ymhi > omrange['B']['hi']: + secondary_y = True + elif apdict['panel'] == 'C': + if omrange['C'] is None: + omrange.update(B={'lo':ymlo,'hi':ymhi}) + elif ymlo < omrange['C']['lo'] or ymhi > omrange['C']['hi']: + secondary_y = True + elif ymlo < omrange['A']['lo'] or ymhi > omrange['A']['hi']: + secondary_y = True + # if secondary_y: + # print('auto says USE secondary_y') + # else: + # print('auto says do NOT use secondary_y') + else: + secondary_y = apdict['secondary_y'] + # print("apdict['secondary_y'] says secondary_y is",secondary_y) + + if apdict['panel'] == 'lower' or apdict['panel'] == 'B' : + ax = axB2 if secondary_y else axB1 + elif apdict['panel'] == 'C' : + ax = axC2 if secondary_y else axC1 + else: + ax = axA2 if secondary_y else axA1 + + if ax == axA2: + used_axA2 = True + if ax == axB2: + used_axB2 = True + if ax == axC2: + used_axC2 = True + + aptype = apdict['type'] + if aptype == 'scatter': + size = apdict['markersize'] + mark = apdict['marker'] + color = apdict['color'] + # -------------------------------------------------------- # + # This fixes Issue#77, but breaks other stuff: + # ax.set_ylim(ymin=(miny - 0.4*stdy),ymax=(maxy + 0.4*stdy)) + # -------------------------------------------------------- # + ax.scatter(xdates, ydata, s=size, marker=mark, color=color) + elif aptype == 'bar': + width = apdict['width'] + bottom = apdict['bottom'] + color = apdict['color'] + alpha = apdict['alpha'] + ax.bar(xdates, ydata, width=width, bottom=bottom, color=color, alpha=alpha) + elif aptype == 'line': + ls = apdict['linestyle'] + color = apdict['color'] + ax.plot(xdates, ydata, linestyle=ls, color=color) + #elif aptype == 'ohlc' or aptype == 'candle': + # This won't work as is, because here we are looping through one column at a time + # and mpf_collections needs ohlc columns: + # collections =_construct_mpf_collections(aptype,dates,xdates,opens,highs,lows,closes,volumes,config,style) + # if len(collections) == 1: collections = [collections] + # for collection in collections: + # ax.add_collection(collection) + else: + raise ValueError('addplot type "'+str(aptype)+'" NOT yet supported.') + + if config['set_ylim_panelB'] is not None: + miny = config['set_ylim_panelB'][0] + maxy = config['set_ylim_panelB'][1] + axB1.set_ylim( miny, maxy ) + + if config['set_ylim_panelC'] is not None: + miny = config['set_ylim_panelC'][0] + maxy = config['set_ylim_panelC'][1] + axC1.set_ylim( miny, maxy ) + + if config['yscale'] is not None: + yscale = config['yscale'] + panel = 'A' + kwargs = None + if isinstance(yscale,dict): + if 'panel' in yscale: panel = yscale['panel'] + if 'kwargs' in yscale: kwargs = yscale['kwargs'] + yscale = yscale['yscale'] + ax = internalAxes[panel][0] + if kwargs is not None: + ax.set_yscale(yscale,**kwargs) + else: + ax.set_yscale(yscale) + + + # put the twinx() on the "other" side: + if style['y_on_right']: + axA1.yaxis.set_label_position('right') + axA1.yaxis.tick_right() + axA2.yaxis.set_label_position('left') + axA2.yaxis.tick_left() + if axB1 and axB2: + axB1.yaxis.set_label_position('right') + axB1.yaxis.tick_right() + if axB2 != axB1: + axB2.yaxis.set_label_position('left') + axB2.yaxis.tick_left() + else: + axA1.yaxis.set_label_position('left') + axA1.yaxis.tick_left() + axA2.yaxis.set_label_position('right') + axA2.yaxis.tick_right() + if axB1 and axB2: + axB1.yaxis.set_label_position('left') + axB1.yaxis.tick_left() + if axB2 != axB1: + axB2.yaxis.set_label_position('right') + axB2.yaxis.tick_right() + + # TODO: ================================================================ + # TODO: Investigate: + # TODO: =========== + # TODO: It appears to me that there may be some or significant overlap + # TODO: between what the following functions actually do: + # TODO: At the very least, all four of them appear to communicate + # TODO: to matplotlib that the xaxis should be treated as dates: + # TODO: -> 'ax.autoscale_view()' + # TODO: -> 'ax.xaxis_dates()' + # TODO: -> 'plt.autofmt_xdates()' + # TODO: -> 'fig.autofmt_xdate()' + # TODO: ================================================================ + + + #if config['autofmt_xdate']: + #print('CALLING fig.autofmt_xdate()') + #fig.autofmt_xdate() + + axA1.autoscale_view() # Is this really necessary?? + + axA1.set_ylabel(config['ylabel']) + + if config['volume']: + volumeAxes.figure.canvas.draw() # This is needed to calculate offset + offset = volumeAxes.yaxis.get_major_formatter().get_offset() + volumeAxes.yaxis.offsetText.set_visible(False) + if len(offset) > 0: + offset = (' x '+offset) + if config['ylabel_lower'] is None: + vol_label = 'Volume'+offset + else: + if len(offset) > 0: + offset = '\n'+offset + vol_label = config['ylabel_lower'] + offset + volumeAxes.set_ylabel(vol_label) + + if config['title'] is not None: + fig.suptitle(config['title'],size='x-large',weight='semibold') + + if not used_axA2 and axA2 is not None: + axA2.get_yaxis().set_visible(False) + + if not used_axB2 and axB2 is not None: + axB2.get_yaxis().set_visible(False) + + if not used_axC2 and axC2 is not None: + axC2.get_yaxis().set_visible(False) + + axlist = [axA1, axA2] + if axB1: axlist.append(axB1) + if axB2: axlist.append(axB2) + if axC1: axlist.append(axC1) + if axC2: axlist.append(axC2) + + if config['axesoffdark']: fig.patch.set_facecolor('black') + if config['axesoff']: fig.patch.set_visible(False) + if config['axesoffdark'] or config['axesoff']: + for ax in axlist: + ax.set_xlim(xdates[0],xdates[-1]) + ax.set_axis_off() + + if config['savefig'] is not None: + save = config['savefig'] + if isinstance(save,dict): + plt.savefig(**save) + else: + plt.savefig(save) + if config['closefig']: + plt.close(fig) + elif not config['returnfig']: + plt.show(block=config['block']) # https://stackoverflow.com/a/13361748/1639359 + if config['block']: + plt.close(fig) + + if config['returnfig']: + return (fig, axlist) + + # rcp = copy.deepcopy(plt.rcParams) + # rcpdf = rcParams_to_df(rcp) + # print('type(rcpdf)=',type(rcpdf)) + # print('rcpdfhead(3)=',rcpdf.head(3)) + # return # rcpdf + + +def _valid_addplot_kwargs(): + + valid_linestyles = ('-','solid','--','dashed','-.','dashdot','.','dotted',None,' ','') + #valid_types = ('line','scatter','bar','ohlc','candle') + valid_types = ('line','scatter','bar') + + vkwargs = { + 'scatter' : { 'Default' : False, + 'Validator' : lambda value: isinstance(value,bool) }, + + 'type' : { 'Default' : 'line', + 'Validator' : lambda value: value in valid_types }, + + 'panel' : { 'Default' : 'A', # new: use 'A' for 'main', 'B' for 'lower' + 'Validator' : lambda value: value in ('A','B','C','main','lower') }, + + 'marker' : { 'Default' : 'o', + 'Validator' : lambda value: _bypass_kwarg_validation(value) }, + + 'markersize' : { 'Default' : 18, + 'Validator' : lambda value: isinstance(value,(int,float)) }, + + 'color' : { 'Default' : None, + 'Validator' : lambda value: mcolors.is_color_like(value) }, + + 'linestyle' : { 'Default' : None, + 'Validator' : lambda value: value in valid_linestyles }, + + 'width' : { 'Default' : 0.8, + 'Validator' : lambda value: isinstance(value,(int,float)) or + all([isinstance(v,(int,float)) for v in value]) }, + + 'bottom' : { 'Default' : 0, + 'Validator' : lambda value: isinstance(value,(int,float)) or + all([isinstance(v,(int,float)) for v in value]) }, + 'alpha' : { 'Default' : 1, + 'Validator' : lambda value: isinstance(value,(int,float)) or + all([isinstance(v,(int,float)) for v in value]) }, + + 'secondary_y' : { 'Default' : 'auto', + 'Validator' : lambda value: isinstance(value,bool) or value == 'auto' } + } + + _validate_vkwargs_dict(vkwargs) + + return vkwargs + + +def make_addplot(data, **kwargs): + ''' + Take data (pd.Series, pd.DataFrame, np.ndarray of floats, list of floats), and + kwargs (see valid_addplot_kwargs_table) and construct a correctly structured dict + to be passed into plot() using kwarg `addplot`. + NOTE WELL: len(data) here must match the len(data) passed into plot() + ''' + if not isinstance(data, (pd.Series, pd.DataFrame, np.ndarray, list)): + raise TypeError('Wrong type for data, in make_addplot()') + + config = _process_kwargs(kwargs, _valid_addplot_kwargs()) + + # kwarg `type` replaces kwarg `scatter` + if config['scatter'] == True and config['type'] == 'line': + config['type'] = 'scatter' + + return dict( data=data, **config) diff --git a/examples/scratch_pad/static_image_subplots.ipynb b/examples/scratch_pad/static_image_subplots.ipynb new file mode 100644 index 00000000..d18a53db --- /dev/null +++ b/examples/scratch_pad/static_image_subplots.ipynb @@ -0,0 +1,640 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# mplfinance subplots using the \"Static Image Method\"\n", + "\n", + "---\n", + "\n", + "### Introduction:\n", + "* It is possible to \"cheat\" and place multiple mplfinance plots onto a single figure, by saving the mplfinance plots as images, and using matplotlib's ` imshow() ` feature.\n", + "* Here is an example:\n", + "\n", + "\n", + " from PIL import Image\n", + "\n", + " im = Image.open('tight.png')\n", + "\n", + " import matplotlib.pyplot as plt\n", + "\n", + " def plotimg(im):\n", + " fig,ax = plt.subplots()\n", + " ax.set_axis_off()\n", + " ax.imshow(im)\n", + " plt.show()\n", + "\n", + " plotimg(im)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## PLEASE NOTE: This tutorial ASSUMES you have already read:

        [Adding Your Own Technical Studies to Plots](https://github.com/matplotlib/mplfinance/blob/master/examples/addplot.ipynb)\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "---\n", + "\n", + "## Examples:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
    Date
    2011-07-01132.089996134.100006131.779999133.919998117.161659202385700132.373927125.3160731.219057
    2011-07-05133.779999134.080002133.389999133.809998117.065437165936000133.254297124.9127031.066618
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    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2011-07-01 132.089996 134.100006 131.779999 133.919998 117.161659 \n", + "2011-07-05 133.779999 134.080002 133.389999 133.809998 117.065437 \n", + "2011-07-06 133.490005 134.139999 133.110001 133.970001 117.205429 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2011-07-01 202385700 132.373927 125.316073 1.219057 \n", + "2011-07-05 165936000 133.254297 124.912703 1.066618 \n", + "2011-07-06 143331600 134.040915 124.627085 0.992467 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
    Date
    2012-06-27132.419998133.429993131.970001133.169998118.980804108088000136.447962128.1400420.605441
    2012-06-28132.289993132.990005131.279999132.789993118.641281169242100136.500761128.2192410.551922
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "#df = df.loc['2012-01-01':,:]\n", + "idf.shape\n", + "idf.head(3)\n", + "idf.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Let's grab 5 months of data from the input data frame:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "df = idf.loc['2011-07-01':'2011-12-30',:]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### We can, of course, plot a basic ohlc or candlestick plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.plot(df,volume=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['binance',\n", + " 'blueskies',\n", + " 'brasil',\n", + " 'charles',\n", + " 'checkers',\n", + " 'classic',\n", + " 'default',\n", + " 'mike',\n", + " 'nightclouds',\n", + " 'sas',\n", + " 'starsandstripes',\n", + " 'yahoo']" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mpf.available_styles()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "import io\n", + "import matplotlib.pyplot as plt\n", + "from PIL import Image\n", + "\n", + "# im = Image.open('tight.png')\n", + "\n", + "def plotimg(im):\n", + " fig,ax = plt.subplots()\n", + " ax.set_axis_off()\n", + " ax.imshow(im)\n", + " plt.show()\n", + "\n", + "# plotimg(im)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "plots = []\n", + "for p in range(4):\n", + " plots.append(io.BytesIO())" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "stylelist= [\n", + " 'blueskies',\n", + " 'charles',\n", + " 'default',\n", + " 'nightclouds',\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "for p,s in enumerate(stylelist):\n", + " mpf.plot(df,volume=True,savefig=plots[p],style=s,figscale=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "fig, ax = plt.subplots(2,2,figsize=(10,8))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "axes = [x for sub in ax for x in sub ]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "axes" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "for ix,p in enumerate(plots):\n", + " p.seek(0)\n", + " im = Image.open(p)\n", + " ax = axes[ix]\n", + " ax.set_axis_off()\n", + " ax.imshow(im)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/test_addplot_bar.ipynb b/examples/scratch_pad/test_addplot_bar.ipynb new file mode 100644 index 00000000..f7c53467 --- /dev/null +++ b/examples/scratch_pad/test_addplot_bar.ipynb @@ -0,0 +1,605 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.0.3'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "pd.__version__ # for the record" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "#df = df.loc['2012-01-01':,:]\n", + "df.shape\n", + "df.head(3)\n", + "df.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Using this dataframe, we can of course plot a basic ohlc or candlestick plot:\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "\n", + "mpf.plot(df,volume=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Let's say we want to plot the Lower Bollinger band along with the basic OHLCV plot. \n", + "\n", + "We use `make_addplot()` to create the addplot dict, and pass that into the plot() function:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apdict = mpf.make_addplot(df['LowerB'])\n", + "\n", + "mpf.plot(df,volume=True,addplot=apdict)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "When creating the `addplot` dict, we can specify that we want a scatter plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apd = mpf.make_addplot(df['LowerB'],scatter=True)\n", + "\n", + "mpf.plot(df,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "The above example is a trivial use of a scatter plot, where the default line plot makes more sense. \n", + "\n", + "A more helpful use of a scatter plot might be to highlight specific movements in the data. For example, let's say we want to highlight whenever the \"Percent B\" Bollinger metric drops below zero. To do this, let's first calculate a series that contains this information:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def percentB_belowzero(percentB,price):\n", + " import numpy as np\n", + " signal = []\n", + " previous = -1.0\n", + " for date,value in percentB.iteritems():\n", + " if value < 0 and previous >= 0:\n", + " signal.append(price[date]*0.99)\n", + " else:\n", + " signal.append(np.nan)\n", + " previous = value\n", + " return signal" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "Take a small data set, and calculate a series that shows when the percentB falls below zero:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "tdf = df.loc['05-10-2012':'06-07-2012',] # Take a smaller data set so it's easier to see the scatter points\n", + "\n", + "signal = percentB_belowzero(tdf['PercentB'], tdf['Close'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "Now plot the calculated information as an additional scatter plot on top of the the OHLC data:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apd = mpf.make_addplot(signal,scatter=True)\n", + "\n", + "mpf.plot(tdf,addplot=apd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "We can customize the marker size and shape, to make the scatter markers easier to see:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "20" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "[nan,\n", + " nan,\n", + " 132.76890099000002,\n", + " nan,\n", + " nan,\n", + " 129.55140099000002,\n", + " nan,\n", + " nan,\n", + " nan,\n", + " nan,\n", + " nan,\n", + " nan,\n", + " nan,\n", + " nan,\n", + " nan,\n", + " 126.87840395999999,\n", + " nan,\n", + " nan,\n", + " nan,\n", + " nan]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(signal)\n", + "signal" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "#STOP HERE" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "ty = tdf['Close'] - 132.3" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " ==================================================\n", + " Don't forget to implement `set_ylim` for addplot()\n", + " ==================================================\n", + " \n" + ] + }, + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(\n", + " '''\n", + " ==================================================\n", + " Don't forget to implement `set_ylim` for addplot()\n", + " ==================================================\n", + " '''\n", + ")\n", + "apd = [ mpf.make_addplot(signal,type='bar',markersize=200,marker='^',panel='A'),\n", + " #mpf.make_addplot(df['Close'],bar=True,panel='B',secondary_y=False)\n", + " mpf.make_addplot(ty,type='bar',panel='B')#,secondary_y=False)\n", + " ]\n", + "\n", + "mpf.plot(tdf,addplot=apd,set_ylim=(126,138),panel_order='ABC',\n", + " set_ylim_panelB=(-7,+7),panel_ratio=(1,1,2))\n", + "\n", + "mpf.plot(tdf,addplot=apd,set_ylim=(126,138),panel_order='ABC',panel_ratio=(1,1,2))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/test_df.rolling.ipynb b/examples/scratch_pad/test_df.rolling.ipynb new file mode 100644 index 00000000..4e5a83d7 --- /dev/null +++ b/examples/scratch_pad/test_df.rolling.ipynb @@ -0,0 +1,1020 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1563, 4)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenCloseHighLow
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    2019-11-08 15:58:003090.733091.043091.133090.58
    2019-11-08 15:59:003091.163092.913092.913090.96
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    " + ], + "text/plain": [ + " Open Close High Low\n", + "Date \n", + "2019-11-08 15:57:00 3090.73 3090.70 3091.02 3090.52\n", + "2019-11-08 15:58:00 3090.73 3091.04 3091.13 3090.58\n", + "2019-11-08 15:59:00 3091.16 3092.91 3092.91 3090.96" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('../data/SP500_NOV2019_IDay.csv',index_col=0,parse_dates=True)\n", + "idf = idf.drop('Volume',axis=1) # Volume is zero anyway for this intraday data set\n", + "idf.index.name = 'Date'\n", + "idf.shape\n", + "idf.head(3)\n", + "idf.tail(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import mplfinance as mpf" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "df = idf.loc['2019-11-06 09:30':'2019-11-06 16:00',:].copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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"output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.plot(figsize=(11,8))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/test_maddplot.py b/examples/scratch_pad/test_maddplot.py new file mode 100644 index 00000000..c3e48fd7 --- /dev/null +++ b/examples/scratch_pad/test_maddplot.py @@ -0,0 +1,849 @@ +import os +import os.path +import glob +import mplfinance as mpf +import matplotlib.pyplot as plt +from matplotlib.testing.compare import compare_images + +print('mpf.__version__ =',mpf.__version__) # for the record +print("plt.rcParams['backend'] =",plt.rcParams['backend']) # for the record + +base='addplot' +tdir = os.path.join('tests','test_images') +refd = os.path.join('tests','reference_images') + +globpattern = os.path.join(tdir,base+'*.png') +oldtestfiles = glob.glob(globpattern) + +for fn in oldtestfiles: + try: + os.remove(fn) + except: + print('Error removing file "'+fn+'"') + +# IMGCOMP_TOLERANCE = 7.0 # this works fine for linux +IMGCOMP_TOLERANCE = 11.0 # required for a windows pass. (really 10.25 may do it). + +def test_addplot01(bolldata): + + df = bolldata + + fname = base+'01.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + fig_axis = mpf.plot(df,volume=True,savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot02(bolldata): + df = bolldata + + fname = base+'02.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + apdict = mpf.make_addplot(df['LowerB']) + fig_axis = mpf.plot(df,volume=True,addplot=apdict,savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def percentB_aboveone(percentB,price): + import numpy as np + signal = [] + previous = 2 + for date,value in percentB.iteritems(): + if value > 1 and previous <= 1: + signal.append(price[date]*1.01) + else: + signal.append(np.nan) + previous = value + return signal + +def percentB_belowzero(percentB,price): + import numpy as np + signal = [] + previous = -1.0 + for date,value in percentB.iteritems(): + if value < 0 and previous >= 0: + signal.append(price[date]*0.99) + else: + signal.append(np.nan) + previous = value + return signal + +def test_addplot03(bolldata): + df = bolldata + + fname = base+'03.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + tcdf = df[['LowerB','UpperB']] # DataFrame with two columns + + low_signal = percentB_belowzero(df['PercentB'], df['Close']) + high_signal = percentB_aboveone(df['PercentB'], df['Close']) + + apds = [ mpf.make_addplot(tcdf), + mpf.make_addplot(low_signal,scatter=True,markersize=200,marker='^'), + mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'), + mpf.make_addplot((df['PercentB']),panel='lower',color='g') + ] + + fig_axis = mpf.plot(df,addplot=apds,figscale=1.3,volume=True,savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot04(bolldata): + df = bolldata + + fname = base+'04.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + tcdf = df[['LowerB','UpperB']] # DataFrame with two columns + + low_signal = percentB_belowzero(df['PercentB'], df['Close']) + high_signal = percentB_aboveone(df['PercentB'], df['Close']) + + apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'), + mpf.make_addplot(low_signal,scatter=True,markersize=200,marker='^'), + mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'), + mpf.make_addplot((df['PercentB']),panel='lower',color='g',linestyle='dotted') + ] + + fig_axis = mpf.plot(df,addplot=apds,figscale=1.5,volume=True, + style='starsandstripes',savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot05(bolldata): + df = bolldata + + fname = base+'05.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + tcdf = df[['LowerB','UpperB']] # DataFrame with two columns + + low_signal = percentB_belowzero(df['PercentB'], df['Close']) + high_signal = percentB_aboveone(df['PercentB'], df['Close']) + + import math + new_low_signal = [x*20.*math.sin(x) for x in low_signal] + + apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'), + mpf.make_addplot(new_low_signal,scatter=True,markersize=200,marker='^'), + mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'), + mpf.make_addplot((df['PercentB']),panel='lower',color='g',linestyle='dotted') + ] + + fig_axis = mpf.plot(df,addplot=apds,figscale=1.5,volume=True, + style='sas',savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot06(bolldata): + df = bolldata + + fname = base+'06.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + tcdf = df[['LowerB','UpperB']] # DataFrame with two columns + + low_signal = percentB_belowzero(df['PercentB'], df['Close']) + high_signal = percentB_aboveone(df['PercentB'], df['Close']) + + import math + new_low_signal = [x*20.*math.sin(x) for x in low_signal] + + apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'), + mpf.make_addplot(new_low_signal,scatter=True,markersize=200,marker='^'), + mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'), + mpf.make_addplot((df['PercentB']),panel='lower',color='g',linestyle='dotted') + ] + + fig_axis = mpf.plot(df,addplot=apds,figscale=1.5,volume=True, + style='default',savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + + + +def test_addplot07(bolldata): + + df = bolldata + + fname = base+'07.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + fig_axis = mpf.plot(df,volume=True,savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot08(bolldata): + df = bolldata + + fname = base+'08.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + apdict = mpf.make_addplot(df['LowerB']) + fig_axis = mpf.plot(df,volume=True,addplot=apdict,savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def percentB_aboveone(percentB,price): + import numpy as np + signal = [] + previous = 2 + for date,value in percentB.iteritems(): + if value > 1 and previous <= 1: + signal.append(price[date]*1.01) + else: + signal.append(np.nan) + previous = value + return signal + +def percentB_belowzero(percentB,price): + import numpy as np + signal = [] + previous = -1.0 + for date,value in percentB.iteritems(): + if value < 0 and previous >= 0: + signal.append(price[date]*0.99) + else: + signal.append(np.nan) + previous = value + return signal + +def test_addplot09(bolldata): + df = bolldata + + fname = base+'09.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + tcdf = df[['LowerB','UpperB']] # DataFrame with two columns + + low_signal = percentB_belowzero(df['PercentB'], df['Close']) + high_signal = percentB_aboveone(df['PercentB'], df['Close']) + + apds = [ mpf.make_addplot(tcdf), + mpf.make_addplot(low_signal,scatter=True,markersize=200,marker='^'), + mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'), + mpf.make_addplot((df['PercentB']),panel='lower',color='g') + ] + + fig_axis = mpf.plot(df,addplot=apds,figscale=1.3,volume=True,savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot10(bolldata): + df = bolldata + + fname = base+'10.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + tcdf = df[['LowerB','UpperB']] # DataFrame with two columns + + low_signal = percentB_belowzero(df['PercentB'], df['Close']) + high_signal = percentB_aboveone(df['PercentB'], df['Close']) + + apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'), + mpf.make_addplot(low_signal,scatter=True,markersize=200,marker='^'), + mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'), + mpf.make_addplot((df['PercentB']),panel='lower',color='g',linestyle='dotted') + ] + + fig_axis = mpf.plot(df,addplot=apds,figscale=1.5,volume=True, + style='starsandstripes',savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot11(bolldata): + df = bolldata + + fname = base+'11.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + tcdf = df[['LowerB','UpperB']] # DataFrame with two columns + + low_signal = percentB_belowzero(df['PercentB'], df['Close']) + high_signal = percentB_aboveone(df['PercentB'], df['Close']) + + import math + new_low_signal = [x*20.*math.sin(x) for x in low_signal] + + apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'), + mpf.make_addplot(new_low_signal,scatter=True,markersize=200,marker='^'), + mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'), + mpf.make_addplot((df['PercentB']),panel='lower',color='g',linestyle='dotted') + ] + + fig_axis = mpf.plot(df,addplot=apds,figscale=1.5,volume=True, + style='sas',savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot12(bolldata): + df = bolldata + + fname = base+'12.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + tcdf = df[['LowerB','UpperB']] # DataFrame with two columns + + low_signal = percentB_belowzero(df['PercentB'], df['Close']) + high_signal = percentB_aboveone(df['PercentB'], df['Close']) + + import math + new_low_signal = [x*20.*math.sin(x) for x in low_signal] + + apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'), + mpf.make_addplot(new_low_signal,scatter=True,markersize=200,marker='^'), + mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'), + mpf.make_addplot((df['PercentB']),panel='lower',color='g',linestyle='dotted') + ] + + fig_axis = mpf.plot(df,addplot=apds,figscale=1.5,volume=True, + style='default',savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + + +def test_addplot13(bolldata): + + df = bolldata + + fname = base+'13.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + fig_axis = mpf.plot(df,volume=True,savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot14(bolldata): + df = bolldata + + fname = base+'14.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + apdict = mpf.make_addplot(df['LowerB']) + fig_axis = mpf.plot(df,volume=True,addplot=apdict,savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def percentB_aboveone(percentB,price): + import numpy as np + signal = [] + previous = 2 + for date,value in percentB.iteritems(): + if value > 1 and previous <= 1: + signal.append(price[date]*1.01) + else: + signal.append(np.nan) + previous = value + return signal + +def percentB_belowzero(percentB,price): + import numpy as np + signal = [] + previous = -1.0 + for date,value in percentB.iteritems(): + if value < 0 and previous >= 0: + signal.append(price[date]*0.99) + else: + signal.append(np.nan) + previous = value + return signal + +def test_addplot15(bolldata): + df = bolldata + + fname = base+'15.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + tcdf = df[['LowerB','UpperB']] # DataFrame with two columns + + low_signal = percentB_belowzero(df['PercentB'], df['Close']) + high_signal = percentB_aboveone(df['PercentB'], df['Close']) + + apds = [ mpf.make_addplot(tcdf), + mpf.make_addplot(low_signal,scatter=True,markersize=200,marker='^'), + mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'), + mpf.make_addplot((df['PercentB']),panel='lower',color='g') + ] + + fig_axis = mpf.plot(df,addplot=apds,figscale=1.3,volume=True,savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot16(bolldata): + df = bolldata + + fname = base+'16.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + tcdf = df[['LowerB','UpperB']] # DataFrame with two columns + + low_signal = percentB_belowzero(df['PercentB'], df['Close']) + high_signal = percentB_aboveone(df['PercentB'], df['Close']) + + apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'), + mpf.make_addplot(low_signal,scatter=True,markersize=200,marker='^'), + mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'), + mpf.make_addplot((df['PercentB']),panel='lower',color='g',linestyle='dotted') + ] + + fig_axis = mpf.plot(df,addplot=apds,figscale=1.5,volume=True, + style='starsandstripes',savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot17(bolldata): + df = bolldata + + fname = base+'17.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + tcdf = df[['LowerB','UpperB']] # DataFrame with two columns + + low_signal = percentB_belowzero(df['PercentB'], df['Close']) + high_signal = percentB_aboveone(df['PercentB'], df['Close']) + + import math + new_low_signal = [x*20.*math.sin(x) for x in low_signal] + + apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'), + mpf.make_addplot(new_low_signal,scatter=True,markersize=200,marker='^'), + mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'), + mpf.make_addplot((df['PercentB']),panel='lower',color='g',linestyle='dotted') + ] + + fig_axis = mpf.plot(df,addplot=apds,figscale=1.5,volume=True, + style='sas',savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot18(bolldata): + df = bolldata + + fname = base+'18.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + tcdf = df[['LowerB','UpperB']] # DataFrame with two columns + + low_signal = percentB_belowzero(df['PercentB'], df['Close']) + high_signal = percentB_aboveone(df['PercentB'], df['Close']) + + import math + new_low_signal = [x*20.*math.sin(x) for x in low_signal] + + apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'), + mpf.make_addplot(new_low_signal,scatter=True,markersize=200,marker='^'), + mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'), + mpf.make_addplot((df['PercentB']),panel='lower',color='g',linestyle='dotted') + ] + + fig_axis = mpf.plot(df,addplot=apds,figscale=1.5,volume=True, + style='default',savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot19(bolldata): + + df = bolldata + + fname = base+'13.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + fig_axis = mpf.plot(df,volume=True,savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot20(bolldata): + df = bolldata + + fname = base+'14.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + apdict = mpf.make_addplot(df['LowerB']) + fig_axis = mpf.plot(df,volume=True,addplot=apdict,savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def percentB_aboveone(percentB,price): + import numpy as np + signal = [] + previous = 2 + for date,value in percentB.iteritems(): + if value > 1 and previous <= 1: + signal.append(price[date]*1.01) + else: + signal.append(np.nan) + previous = value + return signal + +def percentB_belowzero(percentB,price): + import numpy as np + signal = [] + previous = -1.0 + for date,value in percentB.iteritems(): + if value < 0 and previous >= 0: + signal.append(price[date]*0.99) + else: + signal.append(np.nan) + previous = value + return signal + +def test_addplot21(bolldata): + df = bolldata + + fname = base+'15.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + tcdf = df[['LowerB','UpperB']] # DataFrame with two columns + + low_signal = percentB_belowzero(df['PercentB'], df['Close']) + high_signal = percentB_aboveone(df['PercentB'], df['Close']) + + apds = [ mpf.make_addplot(tcdf), + mpf.make_addplot(low_signal,scatter=True,markersize=200,marker='^'), + mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'), + mpf.make_addplot((df['PercentB']),panel='lower',color='g') + ] + + fig_axis = mpf.plot(df,addplot=apds,figscale=1.3,volume=True,savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot22(bolldata): + df = bolldata + + fname = base+'16.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + tcdf = df[['LowerB','UpperB']] # DataFrame with two columns + + low_signal = percentB_belowzero(df['PercentB'], df['Close']) + high_signal = percentB_aboveone(df['PercentB'], df['Close']) + + apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'), + mpf.make_addplot(low_signal,scatter=True,markersize=200,marker='^'), + mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'), + mpf.make_addplot((df['PercentB']),panel='lower',color='g',linestyle='dotted') + ] + + fig_axis = mpf.plot(df,addplot=apds,figscale=1.5,volume=True, + style='starsandstripes',savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot23(bolldata): + df = bolldata + + fname = base+'17.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + tcdf = df[['LowerB','UpperB']] # DataFrame with two columns + + low_signal = percentB_belowzero(df['PercentB'], df['Close']) + high_signal = percentB_aboveone(df['PercentB'], df['Close']) + + import math + new_low_signal = [x*20.*math.sin(x) for x in low_signal] + + apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'), + mpf.make_addplot(new_low_signal,scatter=True,markersize=200,marker='^'), + mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'), + mpf.make_addplot((df['PercentB']),panel='lower',color='g',linestyle='dotted') + ] + + fig_axis = mpf.plot(df,addplot=apds,figscale=1.5,volume=True, + style='sas',savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot24(bolldata): + df = bolldata + + fname = base+'18.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + tcdf = df[['LowerB','UpperB']] # DataFrame with two columns + + low_signal = percentB_belowzero(df['PercentB'], df['Close']) + high_signal = percentB_aboveone(df['PercentB'], df['Close']) + + import math + new_low_signal = [x*20.*math.sin(x) for x in low_signal] + + apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'), + mpf.make_addplot(new_low_signal,scatter=True,markersize=200,marker='^'), + mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'), + mpf.make_addplot((df['PercentB']),panel='lower',color='g',linestyle='dotted') + ] + + fig_axis = mpf.plot(df,addplot=apds,figscale=1.5,volume=True, + style='default',savefig=tname) + #plt.close(fig_axis[0]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + diff --git a/examples/scratch_pad/test_plot_image_comparison.ipynb b/examples/scratch_pad/test_plot_image_comparison.ipynb new file mode 100644 index 00000000..bb7a19df --- /dev/null +++ b/examples/scratch_pad/test_plot_image_comparison.ipynb @@ -0,0 +1,489 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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duwaTySRN0+v1OHv2LHx8fBQNjsjZOXLtlqg0V/1RVmmNtGXLlrhy5QrGjh0L4Hbv3SeeeAL5+flo3bq14gESqYGjNek6WrxEjqzSRPr0009DEATs2LEDgiDgwoUL2L17N9zc3PDkk0/aIkYi1XHkJMXroUTyqjSRduzYEe+++y5CQ0MhiiJEUURYWBjmz5+Pjh072iJGIllUlEDsUYNTan8cuYjItix6jFr37t3RvXt3XL16FQAQFBSkaFCuzFZPTqDyWZp8lPysrN12ebGXtT0eY0TyqDSRZmZmIjs7Gy1atEBISAiA29dJDx06hNDQUERFRSkeJJErkbsWyVopkbIqbdqdNm0ann/+eXh4eEjTtFotnn/+eUyfPl3J2IjISqxtEtlOpYn0zz//ROPGjUs059asWRONGzfmgAykWnJc8zQ/pDiiQU3FO+gw8RE5rkoTqV6vv+OJ4aIo4vr169Dr9ZXuYPXq1YiPj0eLFi1KjI60b98+JCQkoGPHjujUqRNSUlJw8eJFaf6CBQsQHR2NNm3aSH9ZWVlVeW9EVWaLZtCqJnneykKkbpUm0rCwMFy+fBlvvfUWrl+/juvXr2P27Nm4dOkSGjRoUOkOgoODkZiYiIEDB5aYnpubiyFDhmDbtm3Yvn07atSogZdeeqnEMnFxcdi7d6/0Z8n+HBVrJK5Lrs+eHdWI7KPSzkYPP/wwFi5ciOXLl2P58uXSdEEQ8PDDD1e6gx49egAADh48iJycHGl6586dSyw3cuRIjBw50tK4nZK5KZGUZc9EY8/PlwmWSBmVJtKnnnoKO3bswL59+0pMv+eee/DUU0/JFsiuXbsQGRlZYtr27dvRsWNH1KlTByNGjMDw4cPLXFcQBIQG+8oWi9ZdI+v2rGHv/VdEDeVjqYgGNXFTV2TVusXfY0Xvt6x5VSkj83LmOL09/+3YVzzxVnV7lk63B0c6huyB5VM5ucvIzU2wet1KE6mXlxfWrFmDL7/8EgcOHAAAtG7dGr1794ZGo7F6x8VlZmZi4cKFWLhwoTQtLi4OQ4YMQe3atbF//36kpKTA398fffr0uWN9URSRfTFflliA2yccObdnDXvvvyJqKJ+q8Pb0sKo2Vvw9mrdRVqtBWWVhSRmZY7K0LK1drqr7sQVHO4ZsjeVTObnLyGQSrU6mFg3IoNFo0L9/f/Tv39+qnVTkzJkzGDt2LCZPnoz27dtL0yMiIqT/t23bFqNGjUJGRkaZidQZmXuKkjzkLE/zdtTeDM/jh8g2ykykqampqFu3LgYNGoTU1NQKN5CUlGT1zrOzs5GQkIDExEQ88sgjlS5vfrA4kaNjkiNyHuUm0nvuuUdKpIJQfnW3skRqMBhgNBphMplgNBqh0+mg0Whw5coVPP744xgxYgQeffTRO9bbsmULOnToAH9/fxw8eBCrVq3C+PHjq/j2iCqm9lqlpdhjl8h+LGrarU5NMC0trUStNj09HUlJSRAEAVlZWUhNTS0xf+/evQCAzZs3Y8qUKdDr9QgJCcHYsWMxYMAAq+Mg11E8qViTKK0Z39ZeCcxZfggQObIyE2lmZmaZ/7dGcnIykpOTy5xXUW127ty51dovkTWqkhB5uxIRAZUMyKDX65GUlIQJEybw+iQREVEZKmza1Wq12LFjBxo0aFDhdVKSjz1qOY58fa06sRcvZzW9d0fpFUxEt1U6ROCDDz6Ic+fO4caNG7aIh+yIJ24ioqqrtLNRq1atsH37dgwdOhQDBgxAnTp1StROLblthYiqrqyaqSO3HhA5q0oT6ezZsyEIAk6fPo158+aVmCcIAhMpqYLSCUYNiat0QlVDTERkg9tfiJRgaSKx5JpzRduxNFnZu6bIpEpkP5Um0q1bt9oiDiKLVScxEhHJrdxEKooiZs2ahfXr10MURQwYMACTJk1i710n4uidixw9fkvxflUidSs3ka5btw7Lli2DIAgQRRErV65EkyZNMGzYMFvGR1RtzlpDZXIlUodyb3/57LPPAAB169ZFvXr1IIqiNI1sgyfKkiIa1Ky0TFhmRGRr5dZIs7KyEBAQgM2bN8NkMqFbt27IysqyZWzkIEonL2etAaoBm3mJ1KfcGmlubi4aNWoEb29v1KhRAw0bNuSgDERERKVU2GvXYDDg77//hiiKMBgMACC9Nqtfv76yEZJqOXrNSM6as9K1cNbyidSrwkR69OhRdOvWrcS04q8FQcCRI0eUiYwUVXqcWUdPiq6EY/ESqUuFiZQDMTgOew8IYEtqSiSuUN5EVLFyEykfok2AayVoJakh6RORMspNpDNnzrRlHGQFOZOcuXnX0qH37JkYOM4sEalJpY9Rq67Vq1cjPj4eLVq0wKRJk6Tp+/btQ0JCAjp27IhOnTohJSUFFy9elOaLoojZs2cjJiYGMTExmD17Npuay6G22o4l93vKjYmViOxF8UQaHByMxMREDBw4sMT03NxcDBkyBNu2bcP27dtRo0YNvPTSS9L8devWYcuWLdi0aRPS09Oxfft2rF27VulwqRi1JWi1s8cPCIA/IojsTfFE2qNHD3Tv3h2BgYElpnfu3BlxcXHw9fWFt7c3Ro4ciT179kjzN27ciCeeeAJ169ZFSEgIEhISsGHDBqXDpX9UJSHY6kTuqAmDP0iInJtFj1GzhV27diEyMlJ6feLECURFRUmvo6KicOLEiTLXFQQBocG+ssWiddfIur2quqkrgrenB4B/T8I3dUUWrWtN3KXXKWsbxadp3TXlziseu1xlaN5e8TKoKGZ7fnZAxZ+ZpZ+jJeTclq3Z+zumdiyfysldRm5u1j+QRRWJNDMzEwsXLsTChQulaYWFhfD1/beQ/Pz8UFhYCFEU73gCjSiKyL6YL1s8ocG+sm5PDpbGY03cpdcpaxvFp5U+eIvPK+//cii97eL3v5pfK7Ffa1VWjq5Mjd8xNWH5VE7uMjKZRKuTqeJNu5U5c+YMxo4di8mTJ6N9+/bSdB8fHxQUFEiv8/Pz4ePjw8e4VcJe1+mU4kzvxVGbpomoYnZNpNnZ2UhISEBiYiIeeeSREvMiIyORmZkpvc7MzCzR9EuOx9mSPBERYINEajAYoNPpYDKZYDQaodPpYDAYkJOTg8cffxwjRozAo48+esd6/fv3x7Jly5CTk4OcnBwsW7aMg0RUU1mJrLq1JNayiMjVKX6NNC0tDampqdLr9PR0JCUlQRAEZGVlITU1tcT8vXv3AgCGDRuGrKws9O3bFwAwaNAgPlS8GFvX7NQyCELpGNQQU3nUUmZEpCzFE2lycjKSk5PLnJeUlFTueoIgYOLEiZg4caJSoTmksmqUbC4lIrIfu3c2IvkoUfuxdJsns64pWvty5Jqd0mVDRPalittfyLZYg1VG8WTJMiZyHayRUpmUrEUxyRCRM2GN1AlUlvDkTFxMgkREJTGRuihesyMikgebdomIiKqBidRBOFuTalVGOXLk2jNHcyJyfmzaJYkaE5YaYyIiKo6J1EE5e4Ix1+Kc/X0SkeNj0y7dgc2RRESWYyJVKWccDcfZ3g8REcCmXaqC4rVUJZMia8NE5EhYI3VyTEr2cVNXZO8QiMhGmEgdiKMkxdLN0q56zZVN2USugU27VGU3dUXIvphv7zAcApMpkfNjjdRF8IRORKQMJlInVVZTKpMpEZH8FE+kq1evRnx8PFq0aIFJkyZJ0/V6PVJSUtCtWzc0a9YMO3fuLLHeggULEB0djTZt2kh/WVlZSodLRERUJYon0uDgYCQmJmLgwIF3zGvbti1mzZqFOnXqlLluXFwc9u7dK/01aNBA6XDJxlyxExIRORfFOxv16NEDAHDw4EHk5ORI07VaLUaPHg0AcHNjC7MS5EpS5iZhJj0iojuputfu9u3b0bFjR9SpUwcjRozA8OHDy1xOEASEBvvKtl+tu0bW7SmhqvGVXt6S9ctbxtryKW+d8qY78r2YjnAM2RPLp2Isn8rJXUZuboLV66o2kcbFxWHIkCGoXbs29u/fj5SUFPj7+6NPnz53LCuKoqy3Y4QG+6r+9o6qxld6eUvWL28ZvcFoVflkX8wvs3Zb3rbU/hlUxBGOIXti+VSM5VM5ucvIZBKtTqaqbVONiIhASEgINBoN2rZti1GjRiEjI8PeYZGCXHXgBiJybKpNpGURRdHeIRAREZWgeCI1GAzQ6XQwmUwwGo3Q6XQwGAwAbt8Co9PpAABFRUXQ6XRSstyyZQtyc3MhiiIOHDiAVatWITY2Vulw6R+855SIyDKKXyNNS0tDamqq9Do9PR1JSUlITk7Gww8/jOzsbADAmDFjAABbt25FWFgYNm/ejClTpkCv1yMkJARjx47FgAEDlA6XIE8SZRMtEbkKxRNpcnIykpOTy5y3bdu2ctebO3euUiGRleSspZ7MuiYl24gGNVkDJiKHpdpeu6QMJiwiInkxkZLqMNkTkSNxqF67VDkmISIi22IiJSIiqgYmUrKJsmrKrD0TkTNgIiUiIqoGJlIiIqJqYK9dJ+SITaYcwIGIHBVrpA7IERMlEZGzYiIlIiKqBjbtqlzxofQcsSbqiDETEVUFa6RERETVwERKqsIaLBE5GjbtkiKYEInIVbBGSkREVA1MpERERNXAREpERFQNiifS1atXIz4+Hi1atMCkSZOk6Xq9HikpKejWrRuaNWuGnTt3llhPFEXMnj0bMTExiImJwezZsyGKotLhEhERVYniiTQ4OBiJiYkYOHDgHfPatm2LWbNmoU6dOnfMW7duHbZs2YJNmzYhPT0d27dvx9q1a5UOl4iIqEoU77Xbo0cPAMDBgweRk5MjTddqtRg9ejQAwM3tzny+ceNGPPHEE6hbty4AICEhAZ9++ikeffRRpUNWHfaAJSJSL9Xe/nLixAlERUVJr6OionDixIkylxUEAaHBvrLtW+uukXV7zkbJ8nGWcucxVDGWT8VYPpWTu4zc3ASr11VtIi0sLISv77+F5Ofnh8LCQoiiCEEo+YZFUUT2xXzZ9h0a7Cvr9pyNnOVTfAhEAE5T7jyGKsbyqRjLp3Jyl5HJJFqdTFXba9fHxwcFBQXS6/z8fPj4+NyRRMnxsemaiByZahNpZGQkMjMzpdeZmZmIjIy0Y0RERER3UjyRGgwG6HQ6mEwmGI1G6HQ6GAwGALdvgdHpdACAoqIi6HQ66RaX/v37Y9myZcjJyUFOTg6WLVuGAQMGKB0uERFRlSh+jTQtLQ2pqanS6/T0dCQlJSE5ORkPP/wwsrOzAQBjxowBAGzduhVhYWEYNmwYsrKy0LdvXwDAoEGDMGzYMKXDJSIiqhJBdPBRDgIDA2Eyidh75Ixs2+SF/oopUT6O/MzVsvAYqhjLp2Isn8rJXUZt7m4ENzcB169fr/K6qr1GSkRE5AiYSImIiKqBiZSIiKgamEiJiIiqgYmUiIioGhS5/eX69eu4cuUKwsPDAQDHjh3Djh074O3tjYceegi1atVSYrdEREQ2J3si3bNnDxISEqDX6/Hss88iKioKzz33HEwmEwBg/vz5WLduHRo1aiT3romIiGxO9kS6ePFiabSipUuXok6dOjAajdL83NxcpKWl4c0335R71+TAnOX+USJyPbJfIz106BC0Wi3+7//+DwaDAWfPnsXYsWORkZGBWbNmwc3NDbt27ZJ7t0RERHYheyLNzc1FREQExowZg4iICADAs88+i0aNGqFfv34IDw/H5cuX5d4tERGRXcieSP38/JCdnY39+/dL4+j+/PPPAICsrCxkZWXBz89P7t0SERHZhezXSCMiIrBr1y5pgHl/f38kJyejVq1auH79OoxGI1q2bCn3bomIiOxC9hppQkICBEGAKIpwc3PD22+/jeDgYFy+fFl6fNqIESPk3i0REZFdyF4j7dq1Kz7++GPs2bMH7dq1Q6tWrbB06VIsWrQIeXl5ePjhh9GzZ0+5d0tERGQXigzI0Lp1a7Ru3Vp6HR4ejtmzZyuxKyIiIrtS9MHeJpMJ33zzDfbs2YPatWujX79+yM7ORmRkJAIDA5XcNRERkU0olkgLCgowZswY7N+/H8DtWmrz5s3x3//+F88++yySkpJk2U9ubi4AoFWzMFm2BwCCADj2486VxfKpHMuoYiyfirF8Kid3GRUWFli9rmKJ9B9YPVwAACAASURBVJ133sG+fftKTLvvvvug1Wrx888/y5ZIzQQ3Qb5t8SiuEMunciyjirF8KsbyqZyaykixRPrtt9/C09MTa9euxYABAwAAHh4eqFevHrKysmTbT0BAAEwmEXuPnJFtm6HBvsi+mC/b9pwNy6dyLKOKsXwqxvKpnNxl1ObuRnCzskKm2GPULl++jKZNm6J58+Ylpmu1Wqk5loiIyNEplkhr1qyJM2fO4OrVq9K08+fP49SpU3yMGhEROQ3FEum9996LwsJC9OvXDwDw559/Ij4+HkajEffdd59SuyUiIrIpxRJpSkoKAgICcPnyZQiCgPz8fFy/fh0BAQF49tlnldotERGRTSnW2SgsLAyff/45Fi5ciAMHDgAAWrVqhWeeeQZhYfLdqkJERGRPig7IEBYWhjfeeEPJXRAREdmVYk275Vm9ejVSU1NtvVuHF5v6i71DICKiMtg8ka5cuRLvvfeerXdLRESkCNmbds+fP1/hfPOj1IiIiJyB7Im0W7dut4duKocoihXOJyIiciSKdDYSVTL+IRERkdJkT6QeHh6oVasWBg0aVOb8VatW4caNG3LvloiIyC5kT6SRkZHIzs4u9+ku6enpTKQWik39BVuT7i/3NRER2Z/svXbbtm0Lk8mECxculDk/JCQE9erVk3u3REREdiF7jfTll1/Gyy+/XO78VatWyb1LIiIiu7H5faTW+OqrrxAXF4d77rkH3bt3x+7du+0dEhEREQCFhwiUwy+//II5c+Zg3rx5aNWqFS5dumTvkIiIiCSqT6QLFixAYmIi7rnnHgC3r7ESERGphaoTqdFoxKFDh9CtWzc89NBD0Ol06N69OyZOnAgvLy9pOUEQEBrsK9t+te4aWbdXHaXjUENcaioftWIZVYzlUzGWT+XkLiM3N+sHClJ1Ir18+TKKiorwzTffYM2aNXB3d0diYiLS0tIwbtw4aTlRFJF9MV+2/YYG+8q6veooHYca4lJT+agVy6hiLJ+KsXwqJ3cZmUyi1clUsc5GRqOx3Hl5eXkWbcNc63zssccQHByMoKAgJCQk4IcffpAlRiIioupSLJGOGDGizAHs//jjD/Tv39+ibQQEBKBu3bolxublOL1ERKQmiiXSffv24ZFHHsE333wD4Hbz63vvvYfHH38cf//9t8XbiY+Px6pVq3DlyhXk5uZi+fLl6NKli0JRExERVY1i10jvuusuHD9+HOPGjcOPP/6IrKws7N69G6IoVikRJiYm4tq1a+jZsyc8PT0RFxeHZ555RqmwiYiIqkSxRPr555/j3XffxdKlS7FhwwaIoghvb29MmjQJQ4cOtXg7Hh4emD59OqZPn65UqERERFZTrGnXw8MDMTExCAgIkJ5BWq9ePel+UCIiImegWCKdOnUqxo4di2vXriEyMhK1atXCqVOnMHjwYCxZskSp3RIREdmUYon0k08+gSiKePTRR/H5559j06ZNeOCBB6DX6zF37lyldktERGRTiiXSwMBALFy4EFOnToVWq0WtWrWwZMkSvPjii9BoNErt1uXFpv5i7xAkaoqFiEgpinU22rRpU5nj4iYkJKBTp05K7ZaIiMimFKuRVjS4fPPmzZXarUtgTY+ISD0c4nmkREREasVESkREVA1MpERERNXAREpERFQNij+PdP/+/di7dy/8/PzQs2dP3LhxA7Vr14ZWq1V610RERIpTrEZqMBiQkpKCYcOG4a233sKnn36Kn376CbGxsVi5cmWVt3f69Gm0bNkSL7zwggLREhERWUexRLpo0SJ8++23EEURoigCALp06QKNRoMff/yxytt75ZVX0LJlS7nDJCIiqhbFEml6ejrc3d2RmpoqTfP29ka9evVw+vTpKm3rq6++gp+fH+69916ZoyQiIqoexRLp+fPnERERge7du5eY7uvri6tXr1q8nfz8fLz77rt46aWX5A6RiIio2hTrbOTn54e///4bt27dkqbl5ubir7/+QkBAgMXbmT9/PgYOHIi6deuWu4wgCAgN9q1WvMVp3TWybq86Ssdhfl1RfErHXpXyUUs52pqajiE1YvlUjOVTObnLyM1NsHpdxRJp+/btsWXLFgwZMgQAkJWVhaFDh0Kn06Fz584WbePo0aP49ddfsWHDhgqXE0UR2Rfzqx2zWWiwr6zbq47ScZhfVxSf0rFXpXzUUo7A7aEVtybdb5N9qekYUiOWT8VYPpWTu4xMJtHqZKpYIn322Wfx448/4vjx4xAEAVevXsWVK1fg6emJZ555xqJt7Ny5E9nZ2ejatSsAoLCwEEajEQMGDKg0uZK8bJmEiIgciWLXSKOiorBq1SrExMTAy8sLXl5eiImJwYoVKxAVFWXRNoYOHYrvvvsOGzduxMaNGzFs2DB06dIFH374oVJh2x0HpCciciyKDsjQqlUrrFixwur1vb294e3tLb328fGBVqtFUFCQHOGRSrC2S0SOTNFEajKZkJWVhUuXLkn3kpp16NChyttLTk6WKzQiIiJZKJZIjxw5gueffx5ZWVl3zBMEAUeOHFFq1w6LzbpERI5HsWukM2bMwNmzZ6WRjUr/ETkCS37c8AcQkWtTrEZ6/PhxeHl5YcqUKWjYsCEEwfp7dJwdrxG6Dn7WRM5HsRppw4YNERoaisGDByMmJgYdO3Ys8UfVU51akBw1qIq2IVcNzdLtsEZIJC9+p6pGsUQ6adIknDt3DvPnz8exY8dw/vz5En90my0P2Oruy5r1i6/DLycROSPFEmlYWBjq1q2L999/H4888ghiY2Olv9Lj71L12CNBVheTKhE5C8US6eTJk9nZiBwGEzsRWUuxzkYHDhyARqPBE088gQYNGsDdXdFbVsmO5OxAU9G2LN0PO/QQkS0plt0aNmwIABg/frxSu6BKKJVQoqZmyL5NpTCpEpHSFGvanTJlCrKzs/Hpp58iP59PMVCKozRJViVOe/dIJiKqCsUSaUJCAm7evImpU6eiQ4cOaN68ufR39913K7Vbh6Dmk33p2NQcqxJc7f0SycWVvzuKJdLyOhm5UmcjNR1YaopFbdRWNmqLh4gqptg10qSkpGpvQ6/XY/r06fj1119x/fp1NGzYEOPHj7f4weDk+NR8jbOs2JSMV81lQZbj5/gvZykLVSdSg8GAevXqYdWqVahfvz5++OEHPP/88/jiiy8QFhYmQ5TV5ywHgqOr6ueghs/NHIM1saghfnI8PG6UoVjTrhx8fHyQnJyMsLAwuLm5oWvXrggLC8Phw4ftGperX0esiK3KQm1lrtQITmp7n+SYnPU4Usv7UiyRFu9cVPrP2s5Gly9fxunTpxERESFztP9y1URQFjXFWN3hCYmoYnKMny3nONuO9P1VrGlX7g5FRUVFeOGFFzBgwACEh4eXmCcIAkKDfWXbl9Zdc8f2oqZmIPOVntLr0vNDg33vWKas5cqbZ8n/rVmnvPUt3a6947THPmNTf6nws7Zkn+UdQ+WtY+l7KR5b8ellHXtlsXS5qqrqdssqHzm26ygqe++Wlo81+6zq8VzWcWvJfqoaV1Xnad01Vu2vPG5u1j+hzGbXSPPy8vD999/j3LlzGDVqVJW2ZTKZMHHiRHh4eOB///vfHfNFUUT2RfnuVdUbjGVur/i00vPNr8ubXpbytmfJfqq7ftTUjBLXSuTcp5xxqmmfxa8vmX8tl7dOecdQeetYGkvx1xV9hhWR87ti7XZDg30tXr70+6yMI1xzruy9V6V8qrpPa85Jla1X1nKW9gGwNJ7SzAlUrnIymUSrk6lNOxuNGzcOvXv3xq1btyzejiiKmDJlCi5fvowPPvgAHh4ecoZJZBdlXWdXYycQtcZFylPqs3fGY8qmnY28vLxQs2ZNfP311xavM23aNPz5559YtGgRvLy8FIyuJGvb5x2pXZ9cm9r6A6jlkXv2+O5Xtq5azitqiUNtFKuRvvTSSyVem0wmnDlzBocOHUJgYKBF28jOzsa6deug1WrxwAMPSNNnzJiBfv36yRovEVXM2ibT6m6DlFPdz6O89V0t4SqWSDds2ABBKNnebO6A1LVrV4u2ERoaimPHjskeGxEpy5r7etWkuvGXvp5eUbKpbLnqxib3+nQnxZp269evj3r16kl/9evXR+vWrfHMM8+U2WFIjdT25Saif1XUFFzePDlu8bA1a+JX23up7u0zans/pSmWSLdt21bib+vWrVi3bh2ee+45+Pj4KLVb1VL7gUBUnqqe3JS859DeiVBN32N73Wup1D7VVLZVpeqRjYioeso72bIznfUJ3/zamkRm6fJyPvPXmT4ztZL1Gqml94cKgoAVK1bIuWsikomStz3IuRyRWsiaSH///XcIglDuqEbmeaU7IRER2QM73jgeNX5msibSDh06yLk5Iodnjy+9NbckqPHkROQoZE2kq1atknNzREREqqfYfaRm58+fx6FDhwAALVq0QP369ZXeJRERkc0o+vSXV199FWvXrpWumQqCgOHDh+Pll19WardEREQ2pdjtL2vWrMFHH30Ek8kEURQhiiJMJhPWrFmDNWvWKLVbIiIim1IskX7yyScQBAG9e/fG+++/j/fffx+9e/eGKIr45JNPlNotERGRTSnWtHv69GmEhobi7bfflqZ17twZ+/btw+nTp5XaLRERkU0JYnk3fVZTmzZt4Ovri++//x4aze0nmRcVFaFr164oKCjA3r17ZdmPRqOByWSCn5+/LNvL1xvg7+WBG7eKAAC+Wndpenn/Ny9X/P/WrFPZ+tas4yxxOlrZ+Ht5wGQSVR+nvfbp5ibgxq0i1cdpq/J0tONbDXGWPoaqKy/vBtzc3GA0Gqu8rmKJdNiwYdi/fz/at2+Pnj17AgAyMjKwe/dutG7dGmvXrpVlP97e3tDr9fDz85Nle0RE5Hry8vKg1Wpx8+bNKq+rWNPuiBEjsG/fPuzevRu7d+8uMe+xxx6TbT/WvGkiIiK5KNbZqG/fvpgwYQK8vLykXrteXl6YMGECevfurdRuiYiIbEqxpl2zW7du4cSJEwCAyMhIeHl5Kbk7IiIim5I9kfbs2RMDBw7EgAEDUKdOHTk3TUREpDqyJ9KoqCgIggCNRoMHH3wQgwcPRpcuXeDm5pqPPuXTbizHsiJrFD9u8vLy2PGwEvyeyU/2RBoXF4e//vrr9sb/+bBq166N+Ph4DBw4EA0bNpRzd6pjNBqh0WikfwHAZDK57A8JSxQVFUGn0wEAfH197RyNeh06dAh5eXlo06YNPD09eTJEyaQwbdo01K1bF6NHj4a3t7edI1MXg8GAvLw8BAYG8rhRgCLXSPft24fPP/8c33zzDfLy8m7v6J8Pr3379hgyZAj69u0r927tzvylLigowJgxY9CnTx+MHDkSAJNpefLz8zFu3Di4u7vDx8cHvXv3Rrdu3ewdluokJyfjypUryMrKQrNmzfDCCy8gKirK3mGpRkpKCs6dO4clS5YgMDBQ+q6x9nX7O/bMM89AEATcuHEDM2fORPPmzVk2/ygoKMDatWtx9epV9O3bF82aNatyuShyZr/nnnvw6quv4ueff8asWbNw7733Sg/13rVrFyZOnKjEbu1OEATo9XokJiYiLy8Pq1atwurVqwEAbm5uMJlMdo5QXfLz8zFw4EA0aNAAiYmJuHLlCg4ePFhiGYX7wjmEl19+GVeuXMHKlSvx1VdfQRRFpKWl2Tss1Th48CAuXryIjz76CEFBQThw4AB2796NzMxMl08Ut27dwpAhQ9C0aVO8+eabaNiwofTQEFcvG+D2OSg+Ph6HDh3CiRMn8PTTTyMzM7PK21G0iuTp6Yl+/fph2bJlmDNnDmrUqKHk7lQhMzMTTZs2xWuvvYZnnnkGy5YtYzItg9FoxJtvvomYmBhMnToVLVu2xLVr1/D999/jwIED+OGHHwDwy37s2DGcPXsWM2fOhLu7O/z9/TF+/HhcuHABBQUFVo3C4mzy8/MhCAK8vLywePFijB8/HosWLcKwYcOwcuVKAK77g2z//v2oV68eZsyYgfr162PWrFnw9/dHVlYWrly5Ar1eb+8Q7Wr+/Plo06YN5s2bh8WLFyMmJgYbN26s8vGi6PNIc3JysGnTJmzYsMFpx9ct3TzSuHFjDB8+HBEREYiOjobJZMJ7770HABg5ciSbd/8hiiLi4uLQvn17AEBSUhJ0Oh0mT56MEydO4OOPP8axY8fw1FNP2TlS+2rWrBlGjRpV4keol5cX8vLyoNfr4ePjA8C1mzAjIyNx48YNLF++HD/88AOWLl2Kxo0b44cffsCECRPQsGFDdOnSxd5h2oXBYMAvv/yCY8eOoVmzZsjIyMDvv/+OGTNm4OrVqxgwYACGDh0KrVZr71Btzmg04tKlSwgPD5em1a9fH+fOncP48ePxwAMPICYmBmFhYZVuS/ZEqtfrsWXLFqxfvx6//vqr9Bg14PZwfj179sSgQYPk3q1dmDsUGQwGmEwmCIIAf39/+PvfHvdXq9WiV69eEAQBCxYsgLu7O4YNG4Z58+ahT58+iIyMtPM7sB93d3fcf//9AICrV6+ic+fOSE1NBQDodDrk5eVh69atGDp0KAICAuwZql3odDoIggCtVovu3bsDgPQoQg8PD7i7u6NGjRoQBAFbtmyBr68vOnXqZOeolVX8x0JRURHc3d0hCAICAgJw//33Y+fOnfDz80Pjxo1hMBjQuXNn9O3bF9u3b3e5RGruk3H//fdjxIgRGD9+PFq1aoUNGzYgLS0NXbt2xeLFi7Fu3Tr06dPHJROpRqPBfffdhzlz5iA0NBTXr1/H4sWL8eqrryI7OxtffPEFBEFAWFhYpT9UZU+kDz74IG7cuAHg3+aUli1bYtCgQejdu7fT9MoURREajQb5+fl4+umnUaNGDZw9exbjxo3DPffcg5CQEAC3aw8PPfQQ3N3dkZqaiiVLlkCj0SA5OdnO78D29Ho9bty4gdq1a5eYHhQUhMGDBwO4fU3Hy8sLoaGhAOCSX/DXX38dWVlZ8PT0RLt27TBq1CgAkG4rM48WptVqsWLFCsyaNQtfffWVnaNWnvlE9tJLL6GgoADnzp3D2LFjce+992LIkCGYMmUKjh8/jq1btyI2NhbA7ePHXGt3BUVFRSgqKoKPj4+UTP/3v//h6NGj2LlzJ8aMGYOuXbsCAIYPH46tW7ciNzcXNWvWtHPktmEymaDX66WBgYYMGYLAwEDs3LkTe/fuxbx586Sx4adPn45du3YhPj6+0tYe2dsZc3NzIYoi/P398dhjj2HTpk349NNPMXToUKdJosC/HYtGjRqFJk2a4MUXX0SvXr2wZMkSrFmzBn/++ae0rK+vL/r27QutVos6dergyy+/hLu7u0td3yooKEDfvn3xyiuvICcnR5pu/rFl/td8gH/33XcIDg52uZGwUlJScPjwYYwYMQIRERH44Ycf8Pvvv5dYRqPRICgoCG+++Sbee+89fPLJJ2jcuLF9AraxyZMn4/jx4xg7dizat2+Pzz77DHPnzoWfnx9ee+01tG/fHu+//z4mT56Md999Fxs2bHCZIUkLCgowduxYzJo1C7m5uSX6ZDRv3hwmkwk//fQTLly4AAB47bXXoNVqnf6WRLP8/HwkJycjKSkJY8aMwZ49eyAIAnr27Inx48fDzc0NHh4e0vI3btyweFAhzfTp06fLGezevXsxbtw4vPbaa+jatesdtQ9nkp+fj+3bt2PatGkIDQ1FTEwM/P398euvv+Ly5csIDw+Xrm298cYb2LdvH9LT0+Hh4QGDwQB3d0UvUatGUVERXnjhBXh7e+P8+fP4888/0bJlS/j6+kq/9Mw/TDIzMzF79mwcPXpUqr27yvW/jRs34o8//sCyZcvQtGlTREVFYfPmzahZsyZatmwJ4PYPjuvXr+PNN9/EX3/9hRUrVuDuu++2c+S2YTQa8fnnnyMxMRHt2rXDgw8+CD8/P2RmZuL333/HQw89hPvvvx/169fHkSNHoNVqMXnyZNx11132Dl1xer0eEyZMwNmzZxEYGIijR4+iZcuW8Pb2htFohJubG9zd3ZGdnY13330XO3bswJkzZ7BmzRq4u7tLl6acVUFBAQYPHozw8HA88cQTOHjwIL7//nv0799f6rfy559/4rfffkNhYSGWL1+O48ePY968eRb1a5E9kfbv3x+RkZHSYATOrKCgAO+88w4aN26MZs2aAQAiIiLg5uaGTZs2ISwsDOHh4dDr9QgICMCkSZNcLokCt5tTTp48iZEjR2Lo0KH48MMPSyTT4sutXbsWFy9exLJly6SycoVjCQDOnTuHRo0aoVWrVtDr9dLlguvXr+O+++4DcPsHh5+fH65fv47Jkye7zL2koiji1q1bWL16NerWrYtWrVoBAJo0aQJPT0/s2bMHhYWFeOCBBxAZGYm4uDg88MADLjNM6YkTJ3Dx4kU888wz8Pf3x4EDB3Ds2DEpmQJASEgIoqOjcdddd6Fly5Z48cUX4e7u7vTfMZPJhFmzZqFmzZp44403EBISgl69eiEtLQ0NGzZEkyZNoNFoULNmTRQUFGDXrl0ICAjAwoUL4eHhIf0QqZBIVjGZTKIoiuKHH34oDhw4UPzjjz9KzJ87d67Yq1cvUa/Xl5huMBhsFqMamMtJr9eLN2/eFEVRFLOzs8U+ffqIEydOFM+dO1dieZ1OJ61TVFRk22BV4OrVqyVez5s3T3zuueek14cPH7Z1SKry0UcfiTExMeK+fftKTF+6dKnYvXt38datW3aKzP5OnDgh/X/Dhg1icnKyOHPmTPHKlSvlruMq56MvvvhC/Pzzz0VRFMWCggJRFEVx5MiRYkZGxh3L6nQ66f+WnoNkr5G6CnMzSGBgIC5cuIBff/0VISEhqFevHgCgVq1aOHLkCHr16lXi156r3f5iLieNRgN3d3cUFRUhMDAQXbt2xdKlS3HmzBnExMTg+eefB3D7Wo558A5n/pVcmvhP87W59mB+fezYMeTn56Nbt25YvXo15syZg7i4OJfqQFNc06ZNkZubi88++wx33XWX1KkvKioK3333Hbp06eJUfTEsYT5WgoKCpGlRUVHQ6XQ4cOAATp06hZiYGCxcuBA3b94scT3dVc5Hd911FyIjI+Hm5ib9ff/99wgKCpIum2RmZiIgIEDq4FiVc5BrlGI1nT9/Hrdu3bpjuiiKaNKkCfr27YugoCC88cYb2LhxI3JycrBo0SLcunXLpZpwLeHh4YGioiLUq1cPy5cvR2ZmJmJjY3H48GH06NFDWs6Zr9eURRCEEoN1mN9/QEAAGjRogPXr12P+/PmYM2cOatWqZa8w7UoURdSoUQNDhgxB69atMX78eGzduhVXr17FJ598gosXL8LT09PeYdpc6e+K+E/HvT59+qBnz57IycnB/fffj/Xr10u3nLki87m4eHI0f+eSk5Oly0lmVTkH8SxfAVEUcfr0aYwaNQoTJkxAXFyc9EUtKiqSCt3Pzw9jxozB1q1bMWvWLERFRaGwsBCrVq2SaleulhiKK31N2FxutWrVQs2aNeHh4SF1enCV68elx14ufjx99913eOihhwDcvh1o3rx5CAgIwIoVKxAdHW2XeO2t+EMgioqKMHr0aNSpUwf/+9//EBERgfPnz+Odd95BYGCgnSO1jdLnlOLHj3meu7s7evfujQULFqBRo0bSd6x4WbqKst6zr68vgoKCMHPmTJw+fRrr16+3fgdWNjm7lPfff1/s2bOnmJ6eXuIajMFgEGNjY8Vp06ZJ065cuSLeuHHDpa/zFWd+/waDQezRo4e4a9euEteXO3fuLF1HdrWyMplM4ldffVXimJowYYI4cuRI6dpVRkaG2LVrV/HkyZP2CtPmKrpu9+yzz4oJCQnSMZSdnS1eunSpwuuAzsZoNIqiKIpnzpwpcV3UYDCIU6dOLTFtyZIlYvfu3V32OyaK/75no9Eo/vLLL9L3bdq0aWKzZs3EgQMHVrt8mEgrYD5gRfH2ST82NlZMT08XCwsLRVEUxX79+olJSUllLl/Wa2dnPgHqdDoxPz+/xLwuXbqU6DQjircTiXkdV/yCf/XVV2KfPn2kMvjggw/E2NjYEh3UTCaTeOHCBXuFaDO5ubmiKJY86e3cuVM8efKk9P6nT58u9urVS+oM4mrfL1H89zt2/vx58b777hO/+eYbURRvl0WfPn3EZ599tsTye/fudanvWHnHhMFgELt16ybOnTtXmvbOO++IcXFxUrlUp3wUeYyasyjd/LZ48WJ88skneO6559C3b1/89ddfaNKkCYCymw5cifhPc9LRo0cxZ84cXLt2DR07dsS9996Lu+66C2vXrsW4ceMAQBqIwtWe1yqW0cQ/dOhQtG7dGpMnT8aRI0fQrFkzadhJc6cIZyaKIm7evInY2Fg8/vjj+O9//wuj0YiBAwdCo9Hg5s2bCA0NxdNPP42QkBCEhIRAq9W6zCWAspw7dw7ffvstTCYTnnzySQDAp59+iiNHjmDatGkA7jwfucJ3zPyes7OzcejQITRq1AhhYWHw9fXFk08+icDAQMyZM0davvh3rLrHE3vtVkAQBJw/fx6vv/46unfvjnbt2uHWrVv48MMPERgYiNatW0v3GblyEjV/SXNzc5GUlISuXbuie/fuOHLkCA4cOABvb288/vjjAP492It/qV3h+nHxJFpYWFjiOvHu3bvRvn17NG7cWBqNRqPRuES5CIIADw8PhIaG4o033oCPjw/++usv6HQ6fPDBB9KDH9LS0tCuXTs0atTIpZOowWDAhx9+iAULFiA6Olq6vzg6OloaT7is85GzH0uiKMLNzQ3Hjx/HiBEjcPjwYfz888/4+++/0aZNG0RHR2P48OEASiZQcye/6p6/mUgrce7cOaxYsQK7du1CXFwc2rVrB51OhxUrViA4OBgNGzZ0yfFgizP/4HjllVcQFRWF559/HuHh4WjdujWysrJw9OhRPPjgg3B3d3f6hkt3WAAAHx1JREFUX8XlMZ/I5s2bh88++wyRkZEICgpCQEAAVq1aBXd3d7Ru3brEsq7CZDLhrrvuQrNmzTBlyhRcvHgRPXr0wN133426deuiadOmuHbtGk6dOoV7773XZX5kmBUfdcjNzQ0RERHIzc3Fl19+iV69esHf318aNMCcUFyJ+Udqfn4+li5dil69euH111+HRqPBwYMHsX//fnTu3Bk+Pj7Q6/UleuYC8nzfXKvELWDuDm3+NzIyEnPmzMHff/8tDTT/1FNPYfDgwfjf//6HP/74w26xqoH5ysCFCxdw6NAhbN26VZoXHByMfv36ISMj444HdruK0uMp33333ahduzZGjx6Nt99+G3/99RemTJmC9evX4+zZs3aK0n7MJ0GTyYTY2FgsWrQIhw4dKvG9CgoKQmhoKDIzM10uiZoT5MWLF3H48GGcOnUKwcHBmD59Ov7zn//gqaeewtmzZ6HRaGA0Gl2qbMzEf4bNHDVqFP744w80atQIABAfH48ePXrg6tWrSEtLw6VLlxSr9Lh8jbT08E+CICAnJwcbN25Ew4YNUaNGDdSqVQvR0dH4+uuv8euvv6Jnz55o164d6tWrh27durncL0Dg31/J5i9uvXr10KJFC3z55Zc4deqU9PSNoKAg7NixAzExMahfv749Q7Y5cxOkKIo4dOgQrly5gk6dOqFLly6IiIjApUuXMG/ePJw6dQpnzpxBdHQ0IiIi7B22zZiHpjMfR3q9HuHh4YiOjsbbb78NLy8vhIeHw8vLC3v27EFWVhZ69OhxR43CWZlrl5mZmUhISMCOHTuwfft2fP/99+jXrx+6dOmCo0ePYtmyZejUqZPL3V9c/Bzk5eWFGzdu4IcffkCTJk3QrFkzeHh4IDIyEkajEb/88gt0Oh3atGmjSCwun0jd3NxQWFiIDz74AB06dAAApKenIyMjA7du3UKTJk3g4+ODoKAgeHt7Y/Hixdi7dy/69euHqKgouLm5WTYWoxMxX4M5e/YsNm7ciFOnTiEvLw8dOnRAy5YtsXz5cvz000/Q6XRYt24djh49iv/7v/9zqTIS/xkVxWQyYfjw4fj555/x5ZdfYuXKlWjTpg06dOiAjh07okePHjh+/DgKCwvx6KOPutTjrMzlM378eGzbtg1r1qxBREQEOnXqhOjoaLz88sv49ttvkZOTg7Vr1+L111+XHq/n7Io3V86cORPx8fGYMmUKoqOjsW3bNnz22WcYMmQIYmJisHfvXvzxxx/S479cRVl9WARBwMcff4w6deqgQYMGUjINDg5G7969Fauxu3wiBYDLly8jMTERly5dQteuXdGyZUvk5eXh999/x7Vr19C0aVPUqFEDHh4euHr1KoKCgtC5c+cS1y1ciZubG06cOIGRI0dCq9Xi6tWrWLp0Kdzd3REXF4e7774bGzduxO7duzFw4EC89tprLvmDQxAEvPzyy/Dz88OiRYswePBgHDt2DKtWrUKXLl0QEBAAf39/PPDAAxgwYACCg4PtHbJiine2MndOE0URw4YNg5+fH0aNGgWDwYCJEyeiY8eOeOCBB9C2bVusXLkSbdu2xVtvvSU12bkCQRBw6dIljBs3Djdv3sRjjz2G2rVrIyQkBA8++CAyMjJgMBjQtm1bxMTEoF+/fi7ZrFu6D0vbtm1x69YtLF++HMHBwQgNDYVWq0WDBg2kSwhKlJPrnNXKYTQaUa9ePXz77bfYvHkzJk+eDAB4/PHH0bFjRxw4cABLlixBVlYWli9fDn9/f7zyyislnvXnSkRRhF6vx6JFi/DEE0/g7bffxpQpU6DX6/HXX38BADp06IBXX30V/v7+dzxL09nt3r0bBoMBgiBAp9Ph8uXL6Nq1KwRBgFarxcyZM9GkSRPMmDEDwO2k4uwPny6eRK9evSr9mDp8+DD8/f0xf/58tG7dGrdu3UJkZCTatm0Lk8mE++67D++//z4GDBhQYhxZZ2c+r9SpUwchISE4cOAA9u/fj6KiIgC3e3rXrVsXly9fBnD78omrnI+q2odl3759JdZX6oe8yydS80X6hg0b4rPPPsO3334rJdOEhAT85z//wZ9//oknn3wSx44dk+a5Uu84nU6H8+fPA4CUEIxGI1q2bAmj0YihQ4eiU6dOePnll3HkyBGcPn0aHTt2xKRJk3DgwAFMmDABAJz+FqGvv/4a77zzDtLT01FUVARPT0+EhITg999/R35+vrTc4MGDpQeWO/sxVDyJPv3005g7d640z2QyIScnB/n5+XjxxRfx448/4vPPP4e7uzsWL16M/Px8dO7cGeHh4fYK32Zu3bqFbdu2ASh5TLz11lvo1asXVqxYgd27dyMvLw9ubm4oKCiAXq8vsQ1nP5aA2+8xJycHa9aswbVr1+Du7o7mzZtj6tSpuHjxIsaPHw8AGDt2LKZPn45OnTrZJC427eL2h1NUVISgoCD07NlTGnsxNjZWuj8rNjYWY8aMcYnn9xWXn5+PMWPG4OTJk7jnnnvg7e0NvV6PzZs3Q6fTYcGCBWjYsCHefvttAMDcuXMhiiKio6NRt25dNG7cGFu2bEHnzp2lh5w7q/r16+PMmTM4ePAgbt26haioKKmjgyAIqFOnDmrUqIHvvvsOZ8+eRc+ePZ26F2rxJJqYmIhr164hLS1Nmm8wGLBnzx6kp6cjOzsb6enp0Gg0WLlyJTIyMvDwww87dU3dTBRFJCQk4IMPPsCxY8dgMpkQFBQkvffu3btj165d+Oijj7B9+3bs3bsXJ0+exNtvv+0S5yFH6MPCRIrbX2jzU0mKJ9MzZ84gNjYWWq0WgYGBst286yjy8/MxcOBAtGvXDk8//TSCgoKkx6HVr18fM2bMgKenJ1asWAEAmDhxIk6cOIGpU6dKNzyHhoaib9++CAgIsPO7UZ5Wq0Xr1q2RmZmJvXv3QhRFxMXF4cqVK/jpp5+wfPlyHD58GOvXr8esWbNQt25dp02iAErURPV6PVavXi3NKywsRK1atZCfn49vvvkGY8eOhV6vxzfffIO0tDS88847aNiwob1CtylBEFBUVITTp0/DZDLhxIkTWLJkifSdqV27Nnr06IHs7Gz89ttvGDJkCKZMmQKtVouioiKnPx85Qh8Wl0ikxW9WLn3iMhqN0hMRhgwZgoiICDRv3lxKpufPn5dGDHGl5lxRFDF//nzUrl0bM2bMgJ+fHzQaDf7++2/cvHkTTZs2xX333Yf169fjt99+w8aNG5Gbm4vVq1eXeKq8+SkUzmr69OnIyMhAYGAg8vPzUa9ePXTs2BGnT5/Gjh07pA410dHRCAkJQYMGDZCSkuIyt7mcOXMGr732Gvr374+OHTsCAM6ePYvnnnsO0dHR6Nq1K2rUqIETJ04gIyMDBQUFeOWVV9C8eXM7R25bJpMJR48exZgxY/6/vXMPivI64/CzLIgSYMELCwqLIDEreMGGOEpTFEOiGVvBCyUabaamTccLidZLhgSLBhNbTRsVYpWgzphQRc2CBGwUMaWNi2aKpsYEsWAiioracMkuILCc/kH3c7mkmkRZd799/mFYvmXOvnve8zuX97wv8fHxtLa2kp+fz6FDh6itrUWr1RITE8Ply5cpKioiLCwMb29vu08GYzKZ8PT0ZPr06bz++uvSTmF4eDg3btzg008/pbKyEo1Gw86dO+nXrx9r1669r4FFPWH3uXbNEYJGo5Fdu3YxefJkQkNDuz1jzqSyZcsW6fWqqipiY2NZuHAhL7zwQm833eqsXLmSoKAgFi1aRENDA4cPHyYzM5PW1lbCw8NZtmwZbm5uXLt2DSEEoaGh9yRvpa3w5Zdf8vTTTwPw85//nOLiYiZOnMioUaOIiooiIyODlpYWxo0b163Au5woKSlh4cKFJCYmMm/ePKZMmUJsbKyUexk6Bsz29naEEHYvDt/GqlWrOHv2LIcOHQIgOTmZv/3tb7S3t+Ph4cGCBQtISEggKSmJU6dOsXHjRkaPHm3lVt9/zNftLl68yKxZs3jqqad44403gI4cw0VFRXz55Zd4eXlJE/meFk33E7sXUkAKHz979izz5s1j9uzZaLVa6e+XLl0iIyOD1NRU4LZTu7i4kJuby+HDh9m8ebPsHDwrK4tjx45Jd/cOHz7MihUrcHFx4YMPPiAkJISkpKRO75FDcmxLSktLWbJkCXFxccydO5f8/HwOHz7MoEGD+M9//kNdXR0KhYJVq1YxZcoU2dam1ev1LFq0iObmZl599VXmz58POIo9wG2fqa6uJjExkZdeeomKigree+89MjMzGTJkCMXFxURHR0tjUEpKCr/61a8ICAiwcut7B3O91Z7E1GAwcPPmTTQajdUm8rLY2t23bx+NjY2sWrWKwsJCrly5gq+vLwMHDgRApVIxefJk4HY2GrNzFxYWUl1dzU9/+lPZOfxDDz1Ea2srp0+f5uGHH2bZsmVMmjQJrVZLTU0N58+fZ9q0aZ3eIzeRGDx4MGFhYaxbtw61Ws0LL7zAM888g5+fH4MHD+batWt88803PP/889I5u9wQQqDRaIiIiKCwsJCIiAjCw8Ol9JJytIkl5s/v4uKCXq/nL3/5C//+97958803CQ0NxdnZmZCQEJRKJS0tLSiVSqKjo+067sBywmkTMSzfuwCbDdHQ0CCKioqEEEKUl5eLefPmiTVr1oiysjLpGXOh4K6/p6amdnpOjrS1tXWr1ffb3/5WpKamWqlFDw7mfnL8+HExcuTITvUOhRDCaDQKo9FojaY9EHQt0v3xxx+LUaNGibS0NCu1yPpYjjWW9VeFEKKsrEyMHz9ebN++3Sptsyatra2iqalJNDQ0CCE67GS2T1tbm5gxY4b45z//KYQQ4quvvhIREREiJSVFen/XMbw3sbsVadcD5ra2Nvr16yfVDR0wYAChoaEcPHiQK1euoNFo8Pb2pqSkhIEDB0p5PM3/IyoqSlq5yglzNKD4X4CVk5MTLS0t3Lx5k9TUVM6dO0daWpr0jBxXFZZh9QEBAYSHh7Nu3TpMJpMUWOPi4mLXuWG7fve3bt2S8gtbrg6SkpJwdXXl8ccfJzw8XIo6ffTRR63V9F6lra2NlpYWmpqacHV1RQjRKdAxPj6e4cOHM2zYMK5cuYLBYODxxx+XzS6YwWBg8eLFFBYWkp6eTkhICIGBgVKiiSlTpjBs2DCef/55ALy8vJg6dSpr1qzByclJSg9oLezqMMt81tDc3MyZM2cAJKc2I4RAq9Xyyiuv8NVXX7Fv3z5mzZrF+vXrpUvyckL0cERuMpmkyNtZs2bxr3/9C5PJhF6vZ+PGjdTU1KDT6aRn5CqiliLxj3/8Q8rEk56eTkZGhpVbeP+xFNF169axfPlyEhISKCkpQaFQSJOMF198kdLSUuly/IQJE9i9e7dU2MDeMRgM/OY3v2Hp0qVMnz6djz/+WIpmN4uEv78/Y8eOxc3NjZCQEKqqqux6AmZJY2Mj8fHxDB06lKVLlzJ79mwWLVpEdXU1ANXV1UyYMEEKBDWZTLS2tqLRaEhJSeH06dPdklP0OlZbC98nDAaDmD59uoiOjhZHjx6VXu9pO+XSpUtCq9WK2bNni5aWlm7P2TsGg0GkpaWJzz//vNvfTCaTeOKJJ0RiYqL02rVr10Rpaam0DdV1u9deOXDgQI82EkKIxMRE8eSTT0r9RwghTp48KSoqKnqreVZnyZIlYs6cOeKjjz4SGzZsEKGhoaKyslII0dFnEhISJPvIpc+YMRqNYurUqeK1114TZWVlIj09XYwaNUpcvnxZCCFEVVWVSE5Olp43+5Z5HLL38ai9vV1s3rxZvPjii51e/+UvfymKi4u7Pd+1/2zZskUsWLBA3Lp16762807Y1R0Fk8nEn/70J9zd3XniiSfYsWMHQghiYmJQKBTSDNoc0bV161Y0Gg179uyRMhbJ4doGdEQyP/fcc5w9e5a6ujqcnJw6RTKbZ4GWkcxqtRq1Wg10rP7lYKukpCRycnJ49tlnO9movb2dGzducP36dQoKCnBxcZH6j3lbVw7s37+fmpoa9u3bB8CkSZO4dOkSp0+fJjg4GLVazd69ewFk5V/QsWLPzMxk+PDhrF69GgCtVktpaSmVlZUMGTKEgIAAyccsM6ZZjlf2TkREBKNGjQJu7/Q4OTlx8eLFbs+a+4/ZNvX19axcudLqNyrsamu3sbGR0NBQVqxYwYwZM4iMjGTHjh0cPXq027NGoxGVSkV+fr7sRBRAp9Oh0Wh45513OH/+PNnZ2Zw7d076+7c5uBk5XHEpLCzk6tWr/OEPf+DChQudbOTk5CSJhKWIyg2NRkNCQgLt7e1SUvU+ffpQWVkpPSP+d3wgR/tEREQQFxcH3C7y/v9EwlI45SCiCoWC0aNHExUVBdzuK+7u7jQ1NUnPlZeXd3sfdNy1tVwAWAubDjbqGljk6uoq5Xf18vLCz8+PxsZGDh48iKenp5RNpqamBm9vb+kwX46DYFBQEO7u7kyaNImwsDByc3O5evVqp2tB5lmfHESzJ3x8fOjTpw9xcXFSaTg526inFZJKpSIkJARXV1epyPLnn39Oc3OzNDhevXoVDw8PazTZqigUCry9vQkJCZGCZpycnDh27Bje3t5SoFV5ebmsAhqbm5v54osvpN2tPn36SP5j/nnixAkGDRrEmDFjWLhwIQUFBcTHx1utzXfCZr3fHDHZ1NREcXExR48exWAwSCWFoGNVFRsbKwU36PV6Vq9ezbvvvgvId6bc1taGh4eHdHd2+PDhvPrqq1RUVLB3714uXLgAdGSksZwVygmzjWJjY4HuNjKvTM+fP4/RaLRmU3sFSxG1XG16eHjg7u4O3B4EPT09Jd/KyMhg7ty5narf2DOWgY7QsbIy7+aYxxkvLy8psHHhwoXStq8cMBqNJCQksHTpUoqKiqTXRZegR7N9UlJSqK6uJisrq1fb+V2x2RWpk5MTBoOBmTNnUlZWRklJCZmZmQQEBDBgwADpi1CpVAwdOpSWlhZefvlljEYjW7ZsseuqGz1hOQvsmndYCMGgQYPQarUUFBRQU1PDW2+9RXFxMfPnz5eVnSorK6XJmLDIrdze3s6gQYMYMWIEeXl5NDQ08OGHH7Jx40bmzJlDv379rNzy+4u5D6xcuZJt27YREBBAcHAw0H2l+sknn+Di4kJ1dTXp6els3bpVFhl4jEYjc+bMIS8vD39//2+1z4kTJ/Dw8ECn00nHKnK45mIymdiwYQMNDQ3ExMTwwQcfoFKpCA4Ols6EoaOvFRUV8ec//xlnZ2eys7Ol45MHdefHZoUUkAKLtm/fTkJCAg0NDeh0OpydndFoNJKYuru7s2HDBvr3709ubu4D/6Xca3pycMtgBoVCQVtbG2q1moiICJYvX45arWbfvn2yuifaVSS62shkMuHj40NUVBTJyclUVFSQmZnJ0KFDrd30XmHnzp0UFRURExPDkSNH8PT07GYngM8++4y0tDQ+/fRTMjIypEASe8aeReJeYTQaaWhoYNq0aTz66KPSsZuXl5c06YAOG3399dc0Nzeza9cum4hBsGkhLSgowM/PjwkTJgAwfvx4mpqaOHjwIP7+/gQFBUn3H831/GzhS7mX3I2DW57x/f73v6exsVG6JyqX2qt3IxJmGxUUFFBYWEh2dna3Agj2SmNjIxcvXiQmJoaJEyd2GwQt7VRbW8upU6d45513ZFPFxZ5F4l5xNzEsZvuEhYUxY8YMm4lhsRkh7akkTm1tLfn5+Tz22GP0798fgPDwcK5evcr27duJj4/H1dUVb29v5syZYzNfyr3kbhzcbFej0ciZM2dIS0uTlYPfrUgIIWhpaWHPnj2kpqbatUh03YVwcXHBx8eHoKAgfHx8Og2CKpWKYcOGoVAo+Oabbxg6dChxcXGy2M41Y88i8UNoampCr9dTUVGBj48PKpVK6lcqlQo/Pz8MBgOHDh3C19eXjIwMysrKiIqKkvzOFibyNiGklqXQdu/eLZUZMicFr6ysJCgoCE9PT6BjZZqXl0dgYCCBgYFSRKGtfCn3Ekck8525W5Gor6/H3d2dyZMnSxGH9kjXbdqbN2/i6emJSqWS7uuZB0Gj0UheXh5Dhw5Fr9ej0+mYPHmyFIBkz8hFJL4vPzSGBWznCtADL6TmgA+DwcCsWbNQKpU0NzeTl5fHyJEj0Wq1HD9+nIsXLzJkyBC8vb0ByMnJYfz48Wg0Gul/2cqX8kP5Pg5eXl5OZGSkrK5zfBeRKCkpIScnR5po2HNfMn+2xYsXo9PpKC4uZseOHQQFBdG/f39cXV2BDjsNHjwYpVLJmjVrOHLkCGvXrsXX19eaze8V5CQS3xc5xbA88EsOhUJBS0sLK1as4Mc//jG/+93vANi1axebNm2ioKCApqYmjh07xrJly5g4cSIVFRUYjUYpt6ecME84Bg4cSFNTE6mpqaxevZrHHntMKrsUEBBAQkICbm5uLFiwgMDAQPLz8wH7d24zixcvlvKZ1tXVsWbNGsaOHSvddwwICCAuLg5PT08WLVqE0Whk//79Vs+g0lu89957XL58mf3796NQKEhPT2fTpk3Ex8fz9NNP4+XlBXTY6dKlSwghyM3N5eGHH7Zyy3uH9PR0Ro4cyR//+EcANm/ezLZt27h+/TrTpk2TfE2tVnP06FFCQ0PZt2+frJK/1NfX4+/vL/3+0ksv4eXlhU6nw9fXl8mTJ2MymaTczNnZ2TZrH5uQ/IaGBlQqFTNmzAA6AmiefPJJXF1daW5uZurUqSQmJjJ//nzq6+sJDg5Gp9OhVCqlbCJywezgWVlZ6HQ6Zs6cybZt2ygoKKC+vl56ztLBLVPcyQFLkdizZw/Tpk1j06ZN5OfnU1dXJz3XVSTkElgEHROysWPH0rdvX1xdXVm+fDmxsbHk5ORw4sQJoOPI5dy5c3z00Ufs2LFDNiIKPYvEz372M3Q6HaWlpUDHOGVOUG/LIvF9+dGPfsTf//73TveOn3vuOX7yk5/w2muvYTQaUSqVjBkzxuYDQR/4rV0ANzc3Ro4cSUBAgJSH0dnZmb179zJ+/HgGDhyISqVixIgRREdHExkZKbtzPjOOSOY7o9fr8fDwICYmBmdnZyIjI6XjgkGDBhESEkJ7ezvl5eW8/fbbbN261a5FtKfrTdevXyc7O5vIyMhOgXw1NTVs27aNuLg43NzccHZ2lip3yAlHoGN35BzDYhNCCh0ZVMx3GqHjHPDAgQM8++yzuLm5kZKSwtdff91pwLOlPfZ7hcPB74xDJG5jKaIFBQWcOHGC1tZW/P39uXHjBufOnSM4OFjaqhw3bhwffvghffr0YeTIkfTt29fuk1GAvEXibpB7DIvNCKkZhUJBe3s7t27d4ujRozzzzDOsWbMGvV5PamqqXXfWnnA4+N3hEImesQws0uv11NbWcuDAAYKCgggNDaWkpIRLly51GgSLi4vRarU88sgj1mx6ryF3kbgTLS0tLFu2jLCwMF5//XWeeuopbt26xc6dO3nllVdwdnamrKyMrKwsrl69yrvvvsvNmzdZsWKF3Sx2bE5IAWlrNzc3l507d1JTU0N+fr5UaNpevpw74XDwu8MhEv+f9evXU1VVxd69e5k2bRpOTk6kpaWRlJRE3759OXPmDHl5edTW1qLX6ykoKGDJkiWSzewZh0jcmdraWkpLS0lISECtVksZwI4cOUJsbCwjRoxAq9UyYMAAqqqq8PX15a233sLZ2dluxmub3c9rbm7mwoULqNVq3n//fdkd5Dsime+O9evXU1dXJ9XLzMrK4s033+TIkSM0Nzdz5MgRkpOTiY6Oprm5mZMnT7J8+XIrt7r3qK+vp66ujl//+tdAR7L++Ph49u/fz/Xr15kyZQqBgYF88sknFBcX4+3tze7duwkKCrJyy3uHbwt0zMvLkwIdw8LCOHnyJJ999hnBwcFs3rxZCnSUw27PwIEDWbp0KQMGDABAqVTSv39/WlpaqKqq4pFHHiEgIAB/f39mz54tvc+exmub/RTu7u68/fbbjBkzRnYiCg4HvxscInFnVCoVixcvlu6GWhZOvnz5MgEBAWi1WrRaLb/4xS+k5ChywSESd4efnx9wu4pLa2srQgjJbikpKYwePZpZs2ZJ77En+9j0JzHX85NbpwWHg98NDpG4Oyy3+ltbW6Wjk4ceegiA/fv309TUxNy5c2XTdyyRu0h8F8zFHYQQqFQqPD09Wb16NSUlJSQnJ1u7efcNuxg15Npp/fz86NOnj5QHticH1+l0nd4jN1tpNBopnV9raysmk6mbSOzevdvmMqncL5ycnFAqlbi6uuLj48P777/P2rVrGTdunOz6TlfMgY5dReL48eNMnz7d2s17YFAqlbi7u6NQKJg+fTqnTp3ir3/9qxTDYo/I2zPsBLnOAr8r3yYSBw4ckL1ImDFv+Xt7e/Pyyy/zxRdfkJ2djVartXLLHgy6ioRSqewkEnI4Mrkb5BbDYp+fSoY4HPzOOETizgghaGtro6qqigsXLpCTk8Pw4cOt3awHCrmJxPdBbjEsCmHe+Hdg8xgMBmJiYhwO/i2YRWLmzJkOkbgDx48fR61WS9WBHHSmtLRUNiLxQ5GDfRxCamc4HPzOOETCwb3C4WMOwCGkdovDwR04cOCgd3AIqQMHDhw4cPADcMT7O3DgwIEDBz+A/wLA1p8+vmcGigAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# %load addplot.py\n", + "#!/usr/bin/env python\n", + "\n", + "\n", + "import pandas as pd\n", + "pd.__version__ # for the record\n", + "\n", + "\n", + "df = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(3)\n", + "df.tail(3)\n", + "\n", + "\n", + "import mplfinance as mpf\n", + "mpf.plot(df,volume=True,savefig='test01.jpg')\n", + "\n", + "\n", + "#apdict = mpf.make_addplot(df['LowerB'])\n", + "#mpf.plot(df,volume=True,addplot=apdict)\n", + "\n", + "#apd = mpf.make_addplot(df['LowerB'],scatter=True)\n", + "#mpf.plot(df,addplot=apd,savefig='test02.jpg')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "from PIL import Image" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "img01 = Image.open('test01.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "img01ref= Image.open('test01ref.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img01 == img01ref" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "img01reft = Image.open('test01.testref.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img01ref == img01reft" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "from PIL import ImageChops" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "diff = ImageChops.difference(img01,img01ref)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(40, 48, 576, 414)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "diff.getbbox()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "diff\n" + ] + } + ], + "source": [ + "if diff.getbbox():\n", + " print('diff')" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "img01.save(open('i1.jpg','wb'))" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "img01ref.save(open('i1r.jpg','wb'))" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "i1 = Image.open('i1.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "i1r = Image.open('i1r.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "i1 == i1r" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "h1 = img01.histogram()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "h1r = img01ref.histogram()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "import math\n", + "from functools import reduce\n", + "import operator" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "h1rt = img01reft.histogram()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "rms = math.sqrt(reduce(operator.add,\n", + " map(lambda a,b: (a-b)**2, h1, h1rt))/len(h1))" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "8145.764864748481" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rms" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "h = ImageChops.difference(img01,img01reft).histogram()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "rms = math.sqrt(reduce(operator.add,\n", + " map(lambda h,i: h*(i**2), h, range(256)))/ \n", + " (float(img01.size[0]) * img01.size[1]))" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "71.60327235738107" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rms" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-rw-rw-r-- 1 goldfarb general 51699 Feb 13 12:29 test01.jpg\r\n", + "-rw-rw-r-- 1 goldfarb general 51699 Feb 13 12:28 test01ref.jpg\r\n" + ] + } + ], + "source": [ + "%ls -l *.jpg" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/jpeg": 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+ "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from IPython.display import Image\n", + "Image(filename='test01.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/jpeg": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Image(filename='test01ref.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Value\r\n", + "rcParams Key \r\n", + "backend module://ipykernel.pylab.backend_inline\r\n", + "backend_fallback True\r\n" + ] + } + ], + "source": [ + "!/bb/mbig/mbig5/jupven/dinotools/rcparams backend" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['backend'] = 'TkAgg'" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'TkAgg'" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plt.rcParams['backend']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/time_to_plot_line_vs_bar.py b/examples/scratch_pad/time_to_plot_line_vs_bar.py new file mode 100644 index 00000000..13620fad --- /dev/null +++ b/examples/scratch_pad/time_to_plot_line_vs_bar.py @@ -0,0 +1,24 @@ +import matplotlib.pyplot as plt +import timeit +import random + +def pbar(): + fig = plt.figure(figsize=(5,2)) + ax = fig.add_axes([0.1,0.1,0.8,0.8]) + x = [x for x in range(0,150)] + y = [random.randint(10,30) for y in range(0,150)] + ax.bar(x,y) + +def pline(): + fig = plt.figure(figsize=(5,2)) + ax = fig.add_axes([0.1,0.1,0.8,0.8]) + x = [x for x in range(0,150)] + y = [random.randint(10,30) for y in range(0,150)] + ax.plot(x,y) + +timeline = timeit.timeit(pline,number=5) +timebar = timeit.timeit(pbar,number=5) +print('timeline=',timeline) +print('timebar =',timebar) +print('\ntimebar/timeline=',timebar/timeline) + diff --git a/examples/scratch_pad/too_much_data.py b/examples/scratch_pad/too_much_data.py new file mode 100644 index 00000000..96decb5e --- /dev/null +++ b/examples/scratch_pad/too_much_data.py @@ -0,0 +1,16 @@ +import glob +import mplfinance as mpf +import pandas as pd + + +df = pd.read_csv('../data/yahoofinance-GOOG-20040819-20180120.csv',index_col=0,parse_dates=True) + +tdf = df.iloc[0:2000,:] +mpf.plot(tdf,type='candle',tight_layout=True,datetime_format='%b %d, %H:%M') + +df = pd.read_csv('../data/SP500_NOV2019_IDay.csv',index_col=0,parse_dates=True) + +tdf = df.loc['2019-11-05 10:47':'2019-11-05 13:13',:] +mpf.plot(tdf,type='candle',tight_layout=True,datetime_format='%b %d, %H:%M') + + diff --git a/examples/scratch_pad/tplot.py b/examples/scratch_pad/tplot.py new file mode 100644 index 00000000..067d3659 --- /dev/null +++ b/examples/scratch_pad/tplot.py @@ -0,0 +1,21 @@ +import pandas as pd +daily = pd.read_csv('../data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True) +daily.head(3) + +# idf = pd.read_csv('data/SP500_NOV2019_IDay.csv',index_col=0,parse_dates=True) +# idf = idf.drop('Volume',axis=1) # Volume is zero anyway for this intraday data set +# idf.index.name = 'Date' +# daily = pd.read_csv('data/SP600_NOV2019_Hist.csv',index_col=0,parse_dates=True) +# daily = pd.read_csv('data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True) +# daily = pd.read_csv('data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True) + +import mplfinance as mpf +mpf.__file__ +mpf.plot(daily,mav=7,block=False) +mpf.plot(daily,volume=True,block=False) + +df = pd.read_csv('../data/yahoofinance-SPY-20080101-20180101.csv',index_col=0,parse_dates=True) +mpf.plot(df[700:850],type='bars',volume=True,mav=(20,40),figscale=0.7,block=False) + +mpf.plot(df[700:850],type='bars',no_xgaps=True,mav=(20,40),figscale=0.7,block=False) +mpf.plot(df[700:850],type='candle',volume=True,mav=(20,40),figscale=0.7,style='charles') diff --git a/examples/scratch_pad/trend_line_extrapolation.ipynb b/examples/scratch_pad/trend_line_extrapolation.ipynb new file mode 100644 index 00000000..f01d0aa8 --- /dev/null +++ b/examples/scratch_pad/trend_line_extrapolation.ipynb @@ -0,0 +1,1133 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Trend Line Extrapolation\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Calculating a Trend Line\n", + "\n", + "- A trend line is a **straight line** that indicates the general direction of a time-series, or part of a time-series.

    \n", + "- Recall the formula for a straight line is **`y = mx + b`**, where\n", + " - **`y`** is the value of the line at point **`x`**\n", + " - **`m`** is the **slope** of the the line, and\n", + " - **`b`** is the **y-intercept**, that is the value of the line where **`x = 0`**

    \n", + "- To calculate the values making up a trend line, we first determine the ***slope*** and the ***y-intercept***.
    *Then* we can use `y = mx + b` to calculate the value of the trend line at all relevant datetimes along the x-axis.

    \n", + "- There are two common ways to determine a trend line equation:\n", + " 1. Specify **two points**, that is, a **two x,y pairs** (for example, two dates and two prices), and use those two points to calculate the slope and y-intercept of a line passing through them.\n", + " 2. Perform a \"linear least-squares fit\" of a portion of the data, which provides an *average* slope and y-intercept for a *group* of data points (not just two).

    \n", + "\n", + "---\n", + "\n", + "### Below we discuss the first method: specifying two data points through which to draw and trend line. \n", + "(Afterwards we show how the second method can be done with just a couple of lines of python numpy code).\n", + "\n", + "---\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Determining the Slope and Y-Intercept for Time Series Data\n", + "\n", + "There are two subtleties involved in determing the **slope** and **y-intercept** for ***time series data***.\n", + "\n", + "Before we discuss these subtleties, recall how to calculate the slope and intercept for ***non***-time series data:\n", + "\n", + "For ***non***-time series data, given two simple floating-point x,y pairs, for example `(x1=4, y1=5)` and `(x2=8, y2=15)`,
    we calculate the slope and y-intercept as follows:\n", + "\n", + "```python\n", + "slope = dy/dx = (y2-y1)/(x2-x1)\n", + "# thus:\n", + "slope = 10. / 4.\n", + "slope = 2.5\n", + "\n", + "# now use either x,y pair, along with slope, to calculate y-intercept:\n", + "y = mx + b\n", + "# therefore:\n", + "b = y - mx\n", + "\n", + "# or:\n", + "yintercept = y - slope*x\n", + "\n", + "# using x1,y1:\n", + "yintercept = 5.0 - 2.5*4.0\n", + "yintercept = - 5.0\n", + "```\n", + "\n", + "- Thus, the formula for a straight line passing through points `(x1=4, y1=5)` and `(x2=8, y2=15)`
    is: **`y = 2.5x - 5.0`**\n", + "\n", + "\n", + "### The two subtleties when using time series are:\n", + "**1. The Slope numerator and denominator are different types:** The numerator is a float, whereas the denominator is typically the difference between two dates, datetimes, or timestamp objects.\n", + "\n", + "**2. Common practice in the financial industry is to *ignore* NON-trading days:** This means that some days, or times, are missing, resulting in a time-axis that is ***not*** continuous (and therefore also *not* linear with respect to time).\n", + "\n", + "#### We address each of these two subtleties separately below:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Slope of Time Series Data\n", + "Calculating the slope of time series data involves taking the difference between two prices (a *float*), and dividing by the difference between two datetimes (a *datetime delta*). ***We cannot divide a float by a datetime-delta*** (to obtain a single value for the slope). There are two ways we can deal with this situation:\n", + "1. Store the slope always as two values: a price delta and a datetime delta, and write a function to do the appropriate datetime manipulation every time we have to calculate a new value for the trend line at a particular datetime.\n", + "2. Convert and represent the datetimes as floats (for example, using Unix Time, the number of seconds since Jan 01 1970 UTC, or as matplotlib dates: number of days since 0001-01-01 UTC plus 1.0).\n", + "\n", + "The second approach (converting datetimes to **float** representation) is much easier, because we don't have to call various datetime manipulations every time we want to calculate a new value on the trend line, but we can instead simply use float arithmetic. We will implement the second approach using **matplotlib dates**:\n", + "- String representations of datetimes can be converted to pandas Timestamp objects using the **`pandas.Timestamp()`** constuctor.\n", + "- Pandas Timestamp types can be converted to python datetime objects by calling **`pandas.Timestamp.to_pydatetime()`**\n", + "- Python datetime types can be convert to matplotlib dates by calling **`matplotlib.dates.date2num()`**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "attachments": { + "s_no_show.png": { + "image/png": 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GzX/UnACxUaNGuU/XQZNbc0BmBmjUvQSQGV+w9rmjKVd27kAUmr1CqA80jy9uQfMfNafRSYLMx+fMEe+9v1L7pOvoerqPy/GAW3NApi4xZkgPyIwvWLscVLKUjTsQZSkTruFtV9Cc174u+i80rw+ZBJjHT5zUPuk6QOY+AcjMAI26lwAy4wvWLnYgecqEzic+H4bm0DxPzPD92mQkE5CZrx0AMnWJMUN6QGY+J/U9WIVQfgBHfD4MzaF5CLErax0AmWb8H5CZARp1LwFkmnHWrMEC1+W3P4Ajvw1980NoDs1981mT5QVkmvF/QKYuMWZID8g046wmAwjupacJgEPPXiH4FzSH5iH4cdY6ADLN+D8gMwM06l4CyDTjrFmDBa7Lb38AR34b+uaH0Bya++azJssLyDTj/4BMXWLMkB6QacZZTQYQ3EtPEwCHnr1C8C9oDs1D8OOsdQBkmvF/QGYGaNS9BJBpxlmzBgtcl9/+AI78NvTND6E5NPfNZ02W1wXIXLGqVgwZPlLQX5N1K7wXdzsHZOoSY4b0gMz4gjVXQKjWfbkDUbXqhXwrt01oHl/cguY/au4CZCZl4NzQnVtzQGYGaNS9BJAZX7AODV64A1Fo9gqhPtA8vrgFzQGZpmMXIFOXGDOkB2TGF6xNN9Rq3w+dT3w+DM2hebXjTjXzx0imGf8HZGaARt1LAJlmnLWaASf2vAEc8fkwNIfmMcc9QKYZ/wdk6hJjhvSATDPOGnPAq3bdARzx+TA0h+bVjjvVzB+Qacb/AZkZoFH3EkCmGWetZsCJPW8AR3w+DM2hecxxzxZkvvbWKkF5lTsfnDxDNGrUSNDfSmno+jw6cbdzQKYuMWZID8iML1jnafQuXssdiFysc+xlgubxxS1obnfhDwEiQWTeMw9ocmsOyMwAjbqXADLjC9ahAQp3IArNXiHUB5rHF7eguV3ITEZLTznlJ+LUU3+qfdJ1BKh5tjji1hyQqUuMGdIDMuML1iFAhs0Ne0OzVwj14e58QrBRaHWA5tWBTALM0077ufZJ1wEyM0BZaJcAMgGZvndG6Hzi82FoDs19j1t5ym9jTmaSByDzR+prFBoA2qgPIDO+YJ0nuLl4LYAjPh+G5tDcxVhkq0wJAD4+Z4547/2V2iddlzbKCMisT2CAzAxUCsiML1jbCoS28gFwxOfD0Bya24ovLuZjY1EOIBOQmQEp618CyIwvWLsYNPOUCcARnw9Dc2ieJ2aEcC339kKATEAmIHNrcaBFxxNfx0OdBXSPT3doDs1DAEWuOiSAmGdlNyATkAnIBGTm2uiWK8DZvi+AA8Bh2+eQn32fQztXtzkgU81W2MLICEY2fBM8LldzRnQq7toJnY+72nC1G2gOzbl8K4T7AjLV2gcgE5CpNVKHjketYYUQRLFPZpxaJ7qjrcenPzRX13zFqloxZPhIQX+zxns8LsfjciMIipFM9YabtbHiOl4bo/Phta+L/gvNobmLfhlSmQCZgExAJuZkZv6VGlIwBHAAOELyZ9SlvD+H0s5NjDLa8BFApmeQefLkSTFz5kzRs2dP0aJFC9G2bVsxdOhQsW3btqKavPPOO+K8886TZ9qxcuVKcfrpp4uRI0cWJT169KiYMGGC6Nixo2jWrJno0aOHeP7558veDiOZ8XXQNgKUzTxC6Xxs2sz3vKB5fHErFM1NzJe00X4BmZ5B5vjx40WrVq3EwoULxZYtW8Tbb78tunXrJrp27SoICk+cOCEeeugh0bJlS/lZGmR+++23onv37qJp06b1IHPUqFGiXbt2YtmyZeLzzz8Xs2fPFk2aNBFLliypZzVAZnzB2kaAsplHKJ2PTZv5nhc0jy9uhaI5IFPdd7k1D2bhz/Hjx0Xnzp3F1KlTiyCPgLNx48Zi9erVYt26daJLly7y3zQymQaZDzzwgOjdu7fo379/EWTSyCiNbs6bN68or+HDh0soLT0AmeoO73vHHGr5uQNRqHbzuV7QPL64FYrmvkHmKaf8RND7y3VPui7t1ZVpMYhb82Ags9Jj7xdffFFCZm1trdi/f7/Yt2+fTJoGmZ988ol8DP7hhx+KAQMGFEHmM888I++5Y8eOomwXLFggP6dR1MIDkBlfsE5r2L59zx2IfLNHDOWF5vHFLZ80534bj402buPVlWn14NY8aMhcu3atnCs5ePDgegzaEGTSqGifPn3EuHHj5HWlkElzMZs3b17vnjU1NRIyly9fDsgsWTCU5uj43u0OjTsQQX/39Ifm7mnC3U580dwFODOlRbVhmVvzICHz/vvvl6OQNEeSQPHYsWNakPnII4/Ix+o0AlkOMkePHi3nY5Ye9DieIHPx4sUVIXPN+m3yFX2+npu2/zASTH99rQPKra8ddNe3me9+Bs2huas+vOil5fIx8eNz5oj33l+pfdJ1dD3dx9U6UrmSenKWk7udE/OQrelMmKrSk2f6vFFDX7ry3Z49e8SGDRvEokWLRKdOncSgQYPkop/Co9JI5meffSZHKd9888265KUjmXkgU8XIrtgR5YAFYAFYABaABVyzAD01JGihv1mOvNdnyTPLNb6Us6G6FU4XVOEfLyCzsMK0yIdGF0tXfZeDTNoC6corrxS0crzwKIXMiRMnln1cvmrVKplXIaDSfQqNjJHM+EYHXP6lrFo27l+7quVAOnvtB5rbs7Urfu2L5skIH41iHj9xUvuk63wYyXy3plYM/f6tQvSXy0e4NQ9mJJNGLwkkd+3aVQSItA0Rgd/kyZNTRzJp1TilPeOMM4pO+oxWk9Pn7733nnjuuedkui+++KLonrRPJn2+ffv2os+x8Ce+uU2m5uu4ch/ueTuu1BPl+LGtQvP44pYvmierx/NCJt0n9jbPrXkwczIJ+AjwZsyYUQR4H330kfycVoSnPS6nuZs0r7L0vPzyy8VNN90kPz906JBcVU7zPefOnVt0zxtvvFFueVR6ADLjC9ahBS7uQBSavUKoDzSPL275ojkg05xvcmseDGQS2NFj7tatW8s372zevFmsWLFC9OrVS3To0EEcOHBAPramkU46hw0bJtq3b1/3/4MHD1acVlD6uJwS3n333fKNQrQZO42AEtzSaOfrr78OyMTK8uB+HXMHohCgLLQ6QHNzHbkvvuGL5oBMc77JrXlQkElv9Zk0aZJ8mw+tLqdFPyNGjBBbt26V4EePzGlUs9xZ+trIhuZk0ne0zRHllbxWkmB26dKlZUEVI5nmGoQvwTq0cnIHotDsFUJ9oHl8ccsXzQGZ5nyTW/OgIDPL6i0b1wAyzTWIEDpvH+vAHYh8tEnoZYbm8cUtXzQHZJrzTW7NAZkWKBOQaa5BhN6xu1o/7kDkar1jLhc0jy9u+aI5INOcb3JrDsgEZGrNH+R2yJg7dZfrDt3NBXWXdS4sGzSH5q76KiDTnG9yt3NAJiATkImFSqk+wB2IXO3MYi4XNDfXkfviR75oDsg055vcmgMyAZmpgIHRDXMN2pfOprSc3IHIV7uEXG5oHl+790VzQKY53+TWHJAJyARkYiQz1Qe4A1HIsOZr3aC5uY7cFx/wRXNApjnf5NYckAnITAUMjGSaa9C+dDYYyYTm3J2Pr20h5HL7onkCmY/PmSPorT+6J11Hr5XEG39+eHUqHfSXw7cBmYBMLcfidkgOJ8c98wcP6J7fhr75ITSH5q767GtvrZKQmPek+7haR1vl4m7ngExAplYj43ZIWw0L+eh1oNBdz14h+Bc0h+Yu+zEBIo1EljsfnDxDAij9rZQGgPmDf3O3c0AmIBOQiTmZqT7AHYhc7sxiLRs0B2Rm9f2GAPCvc18QV/a/VtBfLgBMHqfjcXi6D3O3c0AmIDMVMDAnM72hZg3GvlzHHYh8sUNM5YTm8bV7E5q78CgbkKnuuyY0byguAjIBmYBMjGSm+gB3IIoJ3nypKzRX76h90TStnCY0d2FRDiBT3XdNaA7ItACSDWWB10qqO3xaEMT31bEldyCCrtXRtSG7Q3P3NOFuJyY0d2F7IUCmuu+a0ByQCchMHalSDV7cDqlaDqRTDyImbAXd7drbhGZ57wHNoXkWHwJk+uU33O0cj8stAChGMv1qdFkCa+jXcAei0O3nY/2geXxxy4TmgEy//MaE5hjJtACSeFzuV8PysdOvZpm5A1E164a8y7ddaB5fTDOhOSDTL78xoTkgE5CJx+VY3JPLB7gDEUDPvY4JmrunCXc7MaG5C5C5YlWtGDJ8pKC/3Dbz/f4mNAdkAjKNNTRuh/S9wYZafugO4AjVt1GvH33bRDt3ATKhqXq8MqE5IBOQCcjESGYuH+AOROgU1DsFW7aC5u5pwq29Cc0BmX75jQnNAZmAzFyAUehA3A7JHURx/2wBELpns5vP/gbNoXkW/wVk+uU33O0cq8stAChWl/vV6LIE1tCv4Q5EodvPx/pB8/jilgnNAZl++Y0JzTGSaQEksbrcr4blY6dfzTJzB6Jq1g15Y3U5fOAHHzDRzgGZfvWFJjQHZAIy8bgcczJz+QB3IEIn717HBM3d04S7nZjQHJDpl9+Y0ByQCcjMBRiYk+lX0ODoiLgDEUeZcc98fgvN89nPR/8zoTkg0y+/MaE5IBOQCcjESGYuH+AORD52yKGX2SfNX3trlSC4yXrS9aHrqVI/E5oDMgGZhb6GhT8WABQLf/xqdCrBOLY0Jjqf2Gzme3190ZwAsVGjRrlPgCbmZPreZrOUn7udAzIBmVq/4LkdMksjwTX8EA/d+W3smh/7onkycnbKKT8Rp576U+2TriNIpfu4poHt8pjQHCOZfsUKE5rjcbkFkMTqcr8alu3g7Xt+3IHId/uEWH5fNE+ghgDztNN+rn3SdYBMrC4PsQ2r1Im7nWMk0wKA4nE5AFSlsbuchjsQuVz3WMvmi+aATHPx1YTmGMk0p4eN2GNCc4xkWgBJjGT61bBsNN6Q8uAORCHZKpS6+KI5INNc7DWhOSDTnB42YokJzQGZgExjc424HdJGo0Ie+kEQuuvbzHc/80VzQKY53zShOSDTnB42YogJzQGZgExAJrYwyuUD3IHIRjBFHnqdny+aAzL1dG2oHZjQHJBpTg8bMcuE5oBMQGYuwCh0IG6HtNGokId+EITu+jbz3c980RyQac43TWgOyDSnh40YYkJzQCYgE5CJkcxcPsAdiGwEU+Sh1/nZ0HzFqloxZPhIQX+z6gPI1NMVI5nm7JXVZ126jrudY3W5BQDF6nI0apeCSpaycAeiLGXCNbztyobmCSDm2aMSkGnOD0xojpFMc3rYiHEmNMdIpgWQxOpyvxqWjcYbUh7cgSgkW4VSFxuaAzLdipsmNAdkuqVpWjwyoTkgE5CZ+VFUqfNwO2Rag8D31Qlg0L06dq+mv9vQHJDpll+Z0ByQ6ZamaTHEhOaATEAmIBNzMnP5AHcgSguE+N5+x2VDc0CmfV0xJ9Mtm1c7tnG3c8zJtACgmJOJRl3tQJI3f+5AlLd8uN58GzOl+WtvrZLvBS93Pjh5hnylI/2tlIaub0hfzMk0p70JzTGSaU4PG3HNhObRjGSePHlSzJw5U/Ts2VO0aNFCtG3bVgwdOlRs27atCCXfeecdcd5558mz3EHpR4wYITp27Chat24t+vXrJ15++eWipN99952YNm2a6Natm2jWrJno2rWrmD59etn7ATL9anQ2GrZveXAHIt/sEUN5TWhOgEgQmfdsCDQBmebiqwnNAZnm9LARZ0xoHg1kjh8/XrRq1UosXLhQbNmyRbz99tsSAgkAjx49Kk6cOCEeeugh0bJlS/lZOcjcv3+/6Ny5swTLVatWiY0bN4o//elPonHjxuIf//hHHUROmTJFguyCBQtkXvSX7lsONAGZfjU6Gw3btzy4A5Fv9oihvCY0T4Dj8TlzxHvvr9Q+6ToC1IZWnwMyzcVXk5qT3sdPnNQ+6bo0zWNof7bqaELzKCDz+PHjEg6nTp1aNJpIwEmAuHr1arFu3TrRpUsX+e+RI0eWhcwnn3xSpt+6dWvdfWiE9IILLhA333yz/Ozw4cMSZh988MGivP785z+LNm3aiG+//bboc0CmuSBoq+Ehn2LNuAMR7O1eGzGhuY1RLUCmOd/xRXPEC7c0jwIyK02tfPHFFyU01tbWChql3Ldvn0xaCTJpxHPHjh31bkcjmwMHDpSf0wgp3ZNGOguP999/X36+YsUKQCYW2uRaaONaEDXR+bhWJ5Rnn2hovuSil5aLmpoaQX/zzpfkHNUCZLoFHDZ+WKDtuqV5tJC5du1a0aNHDzF48OB60FgJMsvB6vbt2+W8S3rUTscTTzwhYXLXrl1FyQlO6fO5c+dWhMw167cJ6rB9PTdt/wHS6a+vdUC59bWD7vo2c93PTM6XrFRXAlR69JkXMuk+aXmccspPxKn/9lPtk66jMjaUh+tamiqfiXZuQ3NT9cV99sm+nLNPJ+ZJ5mTTU920o1FaAhe+v//++yUUNmnSRIwbN04cO3YsM2TSo+9f/epXokOHDmLv3r3yPo8++qiEyUOHDtWDSfqcFgQVHoWPy1WM7IINUQZYABYI2wI0SknBn34U0791T7qOrqfrKh1JHg2lacjKKtevX78+98IiqgfdB0d+C6hollfz/KXEHWxZQJd/vIDMPXv2iA0bNohFixaJTp06iUGDBslFP4WHykjm119/LQYMGCDnWdI8zuTIA5kYyQxvRCiGX8Pcv3ZjsKFrdVQZcaKYV2nxRrJAQ2WUkXMkk+xKo7JUjnLnpCk/bJNEfyuloetd06ca5THRzlX8qqEFQSp+VQ3bhJqnCc0bsk2QI5mFMElwSKOLS5Ys0YLMnTt3ij59+ojzzz9fzucsPOgXPN2T0hQeyePyp556quJIJm1M6vN8EszNMzcXxic/gO7h6a4yd04FMlVWfueFTBPvNs9zD5/aap6ymmjnKn6lApnQy07MMaF5FHMyafSSQLJ0niQ97iYgnDx5sjJk0uKgSy65RM7npPmYpQct7KF7rly5suird999V35OC4AKD6wut9NY8gRXXNuwRtyBCPa330ZUYACQqabLilW1YsjwkYL++uzLJtq5il8BMtX8yoYvmdA8Csj84osvJODNmDGjCPA++ugj+fkzzzyjBJm0yfo111wjLrroIrF79+6y0xZoBTo9Qp84cWLR9zT/kzaAL50DCsh0p0HZaLQh5sEdiEK0met1UoEBU5DJuU9mmp1NvLrShTzSymDiexPtXMWvAJnu9IkmNI8CMikYjho1Sr6h5/nnnxebN2+WWwn16tVLLto5cOCAINijkU46hw0bJtq3b1/3/4MHD0pg/Nvf/iah9NVXX637LrmmcJSU3izUvHlzuQk7vSHohRdekIuNSleW0z0Bme40KBOBOMZ7cAeiGG1a7TqrwEBeyDS5gj2rvQCZ6vHXRDu3sQF/Vl/AdfV9wYTm0UAmjTBOmjRJvs2HgI8W/dDrIZON1emROQFkuZMWAiWgWikNfV54zJo1q+61kjTyWQ4wAZnqAQ4BwF1bcQciaG9fexuQSbpyv7s8zXcAmeq+ZaKdu/DDIs0n8P2PPmFC82ggs+yzbQc+xEimepBD43fTVtyBCLrb190WZDakbSgAaKMeNtqIqXbe0A+LShv7F37e0LvqbdghpjxMaV7JZrTYObh9Mh3gSiz8wRt/vF4AUBowuANRTEHdlboCMs2BPSDTnC1daR+xlIM7tgMyLRApRjIRgHwPWNyByHf7+Fh+QKa5uATINGdLH9uSz2Xmju2ATECm1ogbt0P63FhDLjt0D68TBWSa0xSQac6WIcdRF+vGHdsBmYBMQCYe7af6AHcgcjH4hl4mQKY5MAJkmrNl6O3Otfpxx3ZAJiAzFTAKGwW3Q7rWAFGeHzoP6B5eJwrI1NO02qvkbcQitHM9n7ChCXce3JoDMgGZgEyMZKb6AHcg4g6kuH/9zhOQqQ4UsWzLg3au7hOhxBRuzQGZgMxUwMBIZnyBB6vLw9cckKmucWKrU075iTj11J9qn3QdbePi+vu4uYEjFDALqR7cmgMyAZmATIxkpvoAdyAKKWj7UhdApj5kEmCedtrPtU+6DpCpbm9f2lAI5eSO7YBMQGYqYGAkE8GROxCFEKx9qwMgU71dJ7YCZKrbzLf2EGt5uWM7IBOQCcjESGaqD3AHolgDfDXrHQtkrlhVK4YMHynob1Z7AzIBl1l9x/XruGM7IBOQqRV4uR3S9QYZa/mge3idbCyQaaLNxgKZ79bUirFjxwr6a8JuuIf7cYM7tgMyAZlawYTbIRGU3AxK0N1NXfK0F0CmuqaxQOail5bLuaP0N49v4Vp136q2rbhjOyATkKkVTLgdstoNDvmXD47Q3Z9OQ9WHXYBME4+yVeubJx0gMzz/z+MPIV3LHdsBmYBMQCbmZKb6AHcgCilo+1IXFyDTN1uFsPCnoU3lJ02ZIUcy6S/5R7mTrvdFN5Qz/ccBd2wHZAIytQIGt0MiKKQHhWrYCLq7qUseXwBkqmsaykhmLJvK52kXsV3LHdsBmYBMQCZGMlN9gDsQxRbYXagvIDM+yEzdVP7ffip+9rOfiVO//1tu03lfNpV3oX35Ugbu2F5VyFy6dKm46aabROfOncWZZ55Zh3vjxo0Te/bssYB/drL45ptv5CMIOsngvjhfuXJyO6TPtgm57NBdHUh88QNAprqmoYxkAjLVNfelHectJ3dsrwpkHj16VNxwww2iSZMm8jz99NPlXzoOHTok/3/JJZeIffv22aFA5lwAmWjYeQNBta/nDkTVrl+M+QMy1eOSC5BpYpEUHperax5LTOCO7VWBzClTpkiQpPPSSy8VzZo1q4PMnTt3iqZNm8r/P/DAA8z4Z+f2gEw0bN8DFncg8t0+PpYfkKkel1yAzKQMed9/joU/6rr72K51y8wd26sCmd27d5cQuXDhQkl57dq1q4NM+v8///lPCaCULoQDkIlGrdvwXUvPHYhcq28M5QFkqselkCCzId/GPpnqPhFKjOCO7VWBzObNmxfNwSyFTALLVq1aFaXxGTYBmfE13FACUFIP7kAUmr18qA8gUz0upc5lPLX8Qplk8YzqgpmGRhkfnPzD9kL0l2t7IUCmuk/40MZVysgd26sCmW3btpUjl7t37y47kllbWytHMildCAcgM76Gq9K4fUrDHYh8skUoZQVkqsclG3MZbeSR5ruATHWfSLOlL99zx/aqQOZvfvMbCZmXX365WLRokWjTpo38//Lly8X06dPF+eefL/9//fXXh8CYApAZX8P1JcColpM7EKmWA+nMtaUEMh+fM0e89/7KsmdNTU3F7+g6GlnLO0fQF025RxltjZbicbm5NuSL7zZUTu7YXhXIfP/998UZZ5xRt7o8WWVeuNqcvl+xYgUg07E9HLkdMoRGG2IdoHt4HZMLI2ehtBUTi3JcmPeJkczw2nlaG+OO7VWBTCJHWvTTunXrulXmyWpz+kvzMZ9//vkgAJMqgZHM+BpuWsP27XvuQOSbPUIpL1Yam4lNgEwzdgylXflUD+7YXjXIJPg6cOCAhMnx48eLO++8U9x3331i/vz5Yv/+/cEAJiATwcengFOprNyBKAQbhVYHjGqpxy5AprqtQmsnvteHO7ZXFTKDIskGKoORTAQgBCL4gG8+AMhU91lAprqtfGsHoZc3WMg8fPiweOihh8R///d/F+EZLfa555575ChnKAcgEwHI90DFHYh8t0+I5QdkqsctQKa6rUJsKz7XiTu2V2Ukk6Drsssukwt/Ro8eXcSSffv2lZ/36tVLvmIyhAOQiQDkcxCisnMHIt/tE2L5AZnqcQuQqW6rENuKz3Xiju1VgczC10ree++9RRxJ2xsl7zJ/+OGHQ2BMLPxxbIW8zwGhWmXnDkTVqhfyrQwHgEx1cAJkqtsKbc4tW3HH9qpAJo1S0mjl3Llzy0Lkk08+KUGzR48egEzHAI3bIRGA3ApAiR7Q3U1dONsLIFNdc0Cmuq04fRb31teBO7ZXBTJVXhnZokUL0bJlS0AmIFMgcOgHDtM24w5EpsuL++X3mXdrasXYsWMF/YU9G7YnIDO/v8HHqmND7theFchMXiu5bdu2shC5adMmOZJ5zjnnADIBmejgHPAB7kCEDqY6HUxDdofm6poAMtVthbbulq2423lVIJNWkBNEdu/eXTz77LNi7dq1YvPmzWL16tXyEXqXLl3k4/SBAwcCMh0AjMKgwO2QCEBuBSA8LndTDxvtBG1dXXuTkHnKKT8Rp576U+2Trsv7mk9MkVDX3EYbtJEHdzuvCmS+/fbbFV8pSXCZLPx54403AJmATIxkOuAD3IHIRjBFHnodKDRXt5cJyHThNZ+ATHXNQ4kn3O28KpBJ5Egjls2bNy/7WsmmTZuKv/zlL0EAJt74E1+jDSX4YAQ7bt/l7nxCaicmIJPs0dBrPh+cPEOOVNJfyq/cSdfnsSsgM742z93OqwaZBF/bt28X06ZNE0OGDBHXXXed+O1vfytoe6N//etfwQAmIDO+RpsnyLt6LXcgslXvFatqxZDhIwX9tZWnr/mEorkN+5uCzIbKaiMPQGZ8/RV3O68qZJomyZMnT4qZM2eKnj17ClqdTguMhg4dKkoXGL3zzjvivPPOk2e548svvxTDhg0TZ599trzPVVddJT744IOipEePHhUTJkwQHTt2FM2aNZPbLdF72Msd2Iw9voZro2OzmQd3ILJVFxsdta26cOcTiubcdqL72/ArG3kAMuPrq7jbuRXIpBHLHTt21PEX/V/11AHR8ePHC9oeaeHChWLLli2C5n5269ZNdO3aVRAUnjhxQr7KkrZGos/KQSalI2C8/PLLxccffyw+/fRTcccdd8j70j2TY9SoUaJdu3Zi2bJl4vPPPxezZ8+W80yXLFlSr8iAzPgaro2OzWYe3IHIVl1sdNS26sKdTyiac9sJkIn4bsPHuPLgbudWIJMW8px77rl18JUs7CEoa+g844wzlBnz+PHjonPnzmLq1KlF1xBwNm7cWK5cX7dunVy5Tv8eOXJkWchcsGCBTL9x48a6+9C9L7jgAjFmzBj5GY2MUh3mzZtXlNfw4cPlivnSA5CJIMQVIGzdlzsQ2aoHIFO9LYaiuQ3fsuFXNvLASKZ6+7DhVzby4G7n1iCzffv2RZBJkJZ2EoDmPV588UUJjbW1tWL//v1i37598paVIHPEiBHioosuqpctjVx26tRJfv7MM8/IexaOztLnCaAWjnjS54DM+BqujeBgMw/uQGSrLjY6alt14c4nFM257YSRTMR3Gz7GlQd3O7cCmQR048aNqwM3+j9Bm8qZBzJp/0169D148OB6t6kEmZdddpkYNGhQvfSPPvqoBMvDhw/LuZi0Mr70qKmpkWmWL19e9BUgE0GIK0DYui93ILJVD0CmelsMRXMbvmXDr2zkgZFM9fZhw69s5MHdzq1AZh5QzHLt/fffLxfj0Egowe2xY8eUIZMed9Nq99LjiSeekAC5c+dOMXr0aDkfs/Sgx/GUZvHixRUhc836bYJE9fXctP2HkWD662sdUG597ULRvbAThR807AehaG5DZxt+ZSOPF19eLrdJor827IY89GOxaZtxt3NiHvIpOmnALe1olJYg7XsCvmuuuUZce+21ciEOx7Fnzx6xYcMGsWjRIvmIm0YmS/OqNJLJDZkqRuawCe4JC8ACQtDTBgp29BcHLGDKAjb8KpQ8TNkc9/HDAoVPclX4Jzdkklloa6EzzzzTioVokQ+NLpau+q4Emf369Sv7uPyRRx6Rc0iPHDkiJk6cWPZx+apVq2Reb775JkYyPR6tNf1LMYT7cf/atWUjG6NBturCnU8omnPbie5vw69s5PHPD2rF2LFjBf21YTfkgZHMUhA0Apl33XWXBLZXXnnFGGjS6CWB5K5du4ru+e2330rwmzx5ctHnlSDz1ltvldselR633Xab3PaIjueee07e84svvihKRvtk0ue0PVPhgTmZ8c1zsTGXxmYe3PN2bNXFxrw2W3XhzicUzbntFNLCH2geX1/FrXlV5mSuXLlSznukxTP0l14h+cILL8jV2aWnKoUS8BHgzZgxo+iSjz76SH5OK8ILj0qQSaBK6elxe3LQ3pm0BVOyeIlWldN8T3o1ZuFx4403it69e9crMiAzvoZro2OzmQd3ILJVF0CmelsMRXMbvmXDr2zkAc3V24cNv7KRB7fmVYHMZG/MtP0ydfbJJLKj1eqtW7eWb97ZvHmzWLFihejVq5fo0KGDOHDggJx0SiOddNIbfWhbpeT/Bw8elHBIe2L27dtX0Cpz2oyd9sukbY3o7T/0JqDkuPvuu+Vjf9qMnfbNJLil+rz++uuAzO/fgGGjcSAPe3bmDkS2tLTRUdt4daWNPELR3IZv2fArG3lAc3sx1YZfquTBrXlVIDNtf8zke919MmnEcdKkSfKxNq0up0U/BIhbt26V4EePzGmUstxJI5vJ8dVXX9WBJb0diBYp0T6bhQfBKOWVvFaSYHbp0qVlB14xkhlfw1Vp3KbSADjU/ctGRx1KHtydjyn/d+E+0Fy9DbqgF8rwo17c7bwqkDl//nyheqo+Lnc5HSATAYgzqNno4LgDEad9Cu9tw1ah5BGK5jZ8C5ojxtvwM448uNu5dch8//33xYMPPij++Mc/iscee6ze4hmXYTFr2QCZCEAcwSG5p40OjjsQcdrHV8h87a1VgrQtdz44eYbcion+VkpD1+exayia57GB6rU22qCNPKB5fH0Vt+ZWIZM2MS99Vzkt/nn22Wez8psX1wEy42u4qp2TiXTofNT9y4atTORBgJhsYJznbx7Q5O58TPi+K/cwoXlaXWzkAc3VY0maXr58z625Ncikt+BUmovZtGlTucgm1AOQGV/DtRlg0Pmo+5cNW5nII7nH43PmiPfeX6l90nUEp3SfrL7I3flkLZeL15nQPK1eNvKA5uqxJE0vX77n1twaZP7nf/6nhMwuXbqIefPmyQ3LaUU2rdCm0c3ChTehwSYgM76GazPAoPNR9y8btjKRR3IPAszjJ05qn3QdIFPdL/K2VxOap5XBRh7cwJFWR3xvz2cTW3Nrbg0yE5hcs2ZNEUPSFkAEnz179gyNLevqA8i033BiClbofNT9y4atTOQByFTX1IW2bkLztHrYyIMbONLqiO/t+z235tYgk0YrW7VqVQ8k6TWNBJnnnXceINOD/SW5HRJBRj/IoPNRt5kNW5nIA5CprqkLMcOE5mn1sJEH4rtffpfmMyrfc2tuDTIJJGnz83JHQ9+FQJ4YyYyv4ao0blNp0Pmo+5cNW5nIA5CprqmpdpTnPiY0T8sf++H65RNperryPSAzAMoEZCI4cAYUGx0cdyDitE/hvU3Zint7IUCmXzHDlF/ZageV8gmlnVfbjj7lz6251ZFMejUjvbec9sosPGkks9J3ATCmfJ1lsg0JGdwnBywtK7dD+mybapXdRgcXiu4mbGVjeyFAJiCzGvEklHZeDdv5mie35lYhs3SPzLT/67673FUgBWT61WH4FixMgRPdp9K56KXloqamRtDfSmny7Mloy+YmbJXcg3N7IUCmXzHDhF/ZagMN5cMNHC7UEWUoblvcmluFTNV3lmd9dzkgkz8wczskAoC+hnk7OFMjczRa7zpo5rUV+acNALSRR1pbQ1tXb4sm/CpNDxvfQ3N1zW3oYSMPbs2tQeaoUaNEltNVcNQpF0Yy42u4NoJDkkfeDk51ZI5GMittDG5i828bNstrK0Am2nI5PzXhVzb8Py0PbuBIyx/f229f3Jpbg0wdKAstLSDTfsOJKVjl7eBUR82oXVbaGNzE5t+mNAthUY6qJpx6cHc+pvR24T5526ALdaAyQPP4+ipuzQGZFogWkBlfw7XZaeTt4FSBxgfINPXov6HH/qr2ygOANvJI81Huzictf5++z9sGXakrNI+vr+LWHJAJyNRa7c7tkK4EW5/KkbeDUwUaHyBT9dF/nsf+qvYCZMbTYdvYw9JGTEJ8j8dnE3/i1hyQCcgEZHrwpqWGOhhA5o8dQygAaAOW06CFu/NJyx/f2wceaG7f5tX2c27NAZmATEAmIFPu40qje5VG3+hzn0Yy0+ri+iijjcf+aZ0bd+eTlj++tw880Ny+zavt59yaAzIBmYBMQCYg83uIJvBUWcBkY7SUOh7uBUxpnRt355OWP763DzzQ3L7Nq+3n3JoDMgGZgExAJiDTQcjknCKh0rFxdz4qZUAau9ADze3a2wX/5tYckAnIBGQCMoODzNDfxpN3Hq5K58bd+aiUAWnsQg80t2tvF/ybW3NAJiATkAnIDAYybcxltPW4HCOZ8XX41YYObuCodv2Qf/02xa05IBOQCcgEZAYDmTbmMgIyAX+hwgo3cIRqN5/rxa05IBOQCcgEZDoBmTb2GjTxmBmQCcj0GSoaKjs3cIRqN5/rxa05IBOQCcgEZDoBmSYAMC3Ym8gDkAnITPMzX7/nBg5f7RJyubk1B2QCMgGZjkNmQ1vZEPA8OHmGhET6S/8vd5p4TWLefTK566HSEQAy1QGRu/NR0Qtp1PUyYStobtfeJjTLew9uzQGZgExApsOQaWohC0FoJdBUHZnLA5k26qESbAGZ6p0od+ejohfSqOtlwlbQ3K69TWiW9x7cmgMyAZmATIchM4GiU075iTj11J9mOulagky6V7mAZAMy874mkTZJp22JGqqHSrAFZKp3otydj4peSKOulwlbQXO79jahWd57cGsOyARkAjI9gEwCzNNO+3mmk651BTKzvu5R9W08aQEXkKneiXJ3Pmla4Xt1rUzZCprbt7kp7bLeh1tzQCYgE5AJyGRf+KM6WtrQu9NVXvmYFmgBmeqdKHfnk6YVvlfXypStoLl9m5vSLut9uDUHZAIyAZkeQGYoj8sxkqn2fvS0DsMELKflwd35pOWP7+0DDzS3b/Nq+zm35oBMQKZzkGljv8RqN2zV/G0smFEdZcyz8Ec1D4xkqnVygEw1O6m2M6T7wZ7cwAE7u+e33JoDMgGZzkGmjQ7Up2DHvfWPKgCGAJkmfsDkXcTkygKmtDbA3fmk5Y/v7QMJNLdv82r7ObfmgExAJiDT4cflKgEoL5THBJkq9kxLY2p0uaG9S9PKkFfztPtjVCs+2IDm0FwlLuimAWQCMqOETBMjWrqNjSt9XuAAZOp3Lg2NLufdHF/FT/JqrpIH9wiHShmQRt8389gMmtu1dx6tTF3LrTkgE5AZJWTa6KRNBYG0++StCyDTbMeSV480vel7G3lwdz4q9UQas76ZZk9obtfeaXrY+J5bc0AmIBOQicfl0WxhZCNo2wBAGyPx3J2PDS2Qhx40QXM9e4XgX9yaAzIBmYBMQCYg06AP2IBMG50bd+djow7IQw+aoLmevULwL27NAZmATECmQcCoRtDJCzV4XG62Y8mrRzV8qFye3J2PK/VEOX70f2huNhb44FvcmgcFmSdPnhQzZ84UPXv2FC1atBBt27YVQ4cOFdu2batDyZUrV4r+/fuLli1bijZt2ohhw4aJHTt2FKHmunXrxI033ijOO+880axZM9GnTx+xZMmSojRHjx4VEyZMEB07dpRpevToIZ5//vmyyPrNN9/IkSI6yeA+OF6lMnI7pK35ZqGAgAl7ATLNdiyh+JaNtu5zLAyx7NDcbCzwwUe4NQ8KMsePHy9atWolFi5cKLZs2SLefvtt0a1bN9G1a1dBULhx40YJlyNHjpT/XrVqlbjiiitEr169xLFjxyQgEnASnP76178Wa9euFZs2bRJTpkwRjRs3Fi+//HIdRI4aNUq0a9dOLFu2THz++edi9uzZokmTJvVglC4AZOo1XBudtI08bAWYvHVR3fexpqZG0Bt7yp1pez+qgiz3Zuw2NMmrh40yquTB3fmolAFp9GJnXntBc7v2zquXieu5NQ8GMo8fPy46d+4spk6dWjSaSMBJgLh69WpBYNipUydBaZODYJO+X7x4sfzoqaeekv/fvn170X1opJJGN+mgkdHTTz9dzJs3ryjN8OHDRffu3euNZgIy9RquqU467zYzVI48exmaCAAq98hrL1P7PtJIfSV7ATL12oCK7txpuDsf7vLj/vo+B831bea7n3FrHgxkVppa+eKLL0porK2tFeeff76488476yWlkc5bb721CDJLH6HTI/MEMp955hl5z9I0CxYskJ/TKGrhAcjUa7h5oYkavQ1wciW4mLIX3afSOWnKDDndg/5WStMQkKuOllYaKaXP00ZLQ9LDhbpwdz4u1BFlKI7N0FyvrwrBf7g1Dxoy6XE3jUAOHjxYPrImAJw+fXo9yLzuuutEv3795Od79uwR7du3FyNGjJDXfPfdd4JA9YwzzhDLly+XaWguZvPmzevdhx4nUh5JuiRBIWSuWb9Nvh/W13PT9n2yWvSXqw6LXlougYb+Zs0juccpp/xEnPpvP8100rV5y5G1/DrXvVtTK4YOHynor851OmlffPkHTeivznVJWtPQn6UMtq4x4b+2ytpQPjbaugv1RBl+jOXQnK9fc9XPuDUn5knWpBALpR2N0hK48P39998vF+PQHMlx48bJ+ZY06kgAOHfu3HpFHDJkSNFj7vXr18t5nPRInO5DQDl//vy660aPHi3nY5YetGCo8NF7OchUMbILNqxmGQjWySnpb9YjucfPfvYz8e///u+ZTro2bzmylt+160xoQu2K7lPppLZJ9qa/ldLQPVw/TNjK9TqifLAALAALqFigcJBNhX+8gEwajdywYYNYtGiRnIM5aNAgZcj86quvJHDS6Oa7774rPv74YzFp0iS5Wp0W+dCRBzIxkpn+S9HESFByDxrFPO3//Hmmk671YSTTxi/kvCOZKmU0obtKPtxpQqkH9wgHtw64f3qsLbURNNe3me9+xq15kCOZhXRNC35odJFGIunvtGnT6sH3wIED5SpzOuhROG1tVErcN998s7j44otlmokTJ5Z9XE6r1SmPN998sygPzMmsP88l76KctAU5yRzAU0/9HjJP+x4yM5x0LUEm3SuEuTd56lAITnnu09C1JuaWcpVN576h1IN7rpaOTZHWzlxBaG7Hzi75M7fmwczJpNFL2sty165dRYD37bffSvCbPHmyHNW8/fbb60EmrUqnled03HDDDXJfzNLjgQceEE2bNpVzNJ977jl5zy+++KIoGe2TWW5lOiCzuOGamp+nstAEkGkmaAIy1e1o45WPNjop7s7HRh2Qh7rfkq2guZ69QvAvbs2DgUwCPgK8GTNmFIHfRx99JD+nFeF33XWXXGGe7IlJCWlxEH3/yiuvyOvGjh0rRzIPHz5cdB9aWU57btJB8ztpvmfp/E5K07t373qACsiMEzJDgQ0KpIBMdD4hdKioQ8N+zA0csL97cYRb82Agk8iORiNbt24t37yzefNmsWLFCrnReocOHcSBAwfk1kL0PW1XRJus03xLGrWkR+X0tiA6Pv30U7nY57e//a345JNPZLq//OUvEioLH7XffffdctN2mqdJ+2YS3NJCoddffx2QqfCaxhgel4fy2BSQ6V7HYKOz5u58bNQBeej5LjTXs1cI/sWteVCQSW/1oUU6tDKcQJEej9NWRFu3bq0DP5qjefXVV8uFPOecc4647bbbxN69e4vAkOB0wIAB8u1BdJ9LLrlEPP744/JReXLQhu6UV/JaSYLZpUuX1gNM+gAjmXoN1wScuTAn00Q9XAliGMnU82FXdMtTDu7OJ0/ZcC2PP0JzHru67K/cmgcFmWUJz4EPAZl6DdcEnNmCzLwjsr68VQiQqefDLncqqmXj7nxUy4F09nwPmtuztSt+za05INMChAIy9RquL5BpagFTQ69jdCUQATL1fNgV3fKUg7vzyVM2XMvjj9Ccx64u+yu35oBMQKbW9jzcDkmN0RfIjOlViYBMdD4ud5Qomxn/tBHfoZUZrUzZkVtzQCYgE5BZYQ/NtH0yE8ik92ofP3Ey00nX+rAXJyDTrY7BVAfT0H24Ox8bdUAeen4LzfXsFYJ/cWsOyARkAjJzQubjc+YIgsUsJ10LyPwhsIe05RM6n/g6a2gOzX30AUCmBQjkzgJzMvWCjy+PyzEnU09XHwNwzGXm7nxitq2rdYfm8cU0bs0xkslNmNjCSGuk1NSIVgKqp5zyE0GPvbOcdG3aKCNWl8cXlF0FBNPl4u58TJcX98vfFqF5fhv65ofcmgMyAZlaEMjtkKYaqAujjCZGZE3ZI+99bMzJzFtGXG+2g/SlrUN3c7pDc3O29MUvuTUHZAIyg4RMauDVHmUEZMYXsH3pWFTKyd35qJQBaey2IWhu194u+De35oBMQGawkNlQA7YBgDbysBWk3q2pFWPHjhX011aeyKe6HR535wN9q6tvOftDc/c04W4n3JoDMgGZWtDA7ZDcDSq5vw0AtJGHLXuForste4WQDzQHcITgx6hDw37M3c4BmYBMQOb3j9Y5AhEgk8euHFrhnvW14u58YHP32gc0d08T7nbCrTkgE5CpBVjcDsndoDCSmS2IhqK7Lf8KIR9onq2t+Kw9NIfmpv0XkAnIjBIybWz8jZHM+AK26QBdzfsBOOLzX2gOzU3HHEAmIDNKyDTdkMrdD5AZX8C24Ve28gBwxOe/0Byam44vgExAJiATczJTfQCdDzof050P7ueeT6Gdu6cJdzvh1hyQCchMBYxCJ+d2SO4GZfP+GMmML2Db9C/uvNDW4/NfaA7NTccVQCYgE5CJkcxUH0Dng87HdOeD+7nnU2jn7mnC3U64NQdkAjJTAQMjmdkCD0Yys9mNO6ji/mq6cHc+0EFNB5t2gubuacKtP7fmgExAJiATI5mpPsAdiLgDKe6v33lCc32b+e5n0Byam/ZhQCYgMxUwMJKZLfBgJDOb3UwHOdwvmw4Ajmx289nfoDk0N+2/gExAJiATI5mpPoDOB52P6c4H93PPp9DO3dOEu51waw7IBGSmAgZGMrMFHoxkZrMbd1DF/dV04e58oIOaDjbtBM3d04Rbf27NAZmATEAmRjJTfYA7EHEHUtxfv/OE5vo2893PoDk0N+3DgExAZipgYCQzW+DBSGY2u5kOcrhfNh0AHNns5rO/QXNobtp/AZmAzHqQ+dpbqwQBUrlz0UvLRU1NjaC/ldLQ9aYd1cf7ATLjC9g++mmlMgM44vNfaA7NTccwQCYgswgICRAbNWqU+wRo7pMQTrakv6Ybru37ofNB52Pb55CffZ9DO7dv82r7ObfmgExAZhEAJWD0+Jw54r33V5Y9aSSz0nd0XShglbfxAzLjC9h5fcal67k7H5fqirL80FaheXwxi1tzQCYgsyxkEkQeP3Gy7Ekmq/QdXQfI/CFQATLjC9ghwQp35xOSrUKpCzSPL2Zxaw7IBGQCMplWl69YVSuGDB8p6K/vnRB3IPLdPiGWH5oDOEL0a9Sp2K+52zkgE5AJyGSCzJCCGXcgCslWodQFmgMyQ/Fl1KOyL3O3c0AmIBOQCchMHWnlDkToBNwDGmjunibc7QSaQ3PTPgbIBGQCMgGZgEz4QD0fAHAAOEwDB+7nnk9xt3NAJiATkAnAAGTCBwCZ8AGsLo/QBwCZFiCQO4tvvvmmbt9JonqXf80lK6Kxuty9X5zV9BvuQFTNuiHv8r4OzeOLAdAcmpuOhxjJ5CbM7+8PyIyv4ZpuqNW+Hzqf+HwYmkPzascd5M/vg9ztHJAJyMTj8ggfkegGb+5ApFsepPe/84GG/Brq2hjt3D1NdDXUTc+tOSATkAnIBGSmTuHgDkS6gRHp+TtDaM5vY9f8GJpDc9M+GRRknjx5UsycOVP07NlTtGjRQrRt21YMHTpUbNu2rQ4lV65cKfr37y9atmwp2rRpI4YNGyZ27NhRDzXnzp0runfvLpo3by7/Pvnkk0Vpjh49KiZMmCA6duwomjVrJnr06CGef/75ssiKx+XxNVzTDbXa90PnE58PQ3NoXu24g/z5fZC7nQcFmePHjxetWrUSCxcuFFu2bBFvv/226Natm+jatasgKNy4caOEy5EjR8p/r1q1SlxxxRWiV69e4tixY3WAOGvWLHmfF198UWzdulXQ/08//XT5/+QYNWqUaNeunVi2bJn4/PPPxezZs0WTJk3EkiVL6oEmIJO/oSAY8dqYOxBBP179stgXmrunSRYdda6B5tBcx19U0gYDmcePHxedO3cWU6dOLYI8As7GjRuL1atXCwLDTp06CUqbHASb9P3ixYvlR4cOHRJnnXWWBMvC46WXXhKffvqp/IhGRgk6582bV5Rm+PDhctSz9ABkxtdwVRqfT2nQ+cTnw9AcmvsUo1DWbP7K3c6DgcxKUytp9JEgsra2Vpx//vnizjvvrJeURjpvvfVW+fmrr74q0+/evbvibM1nnnlGpil9zL5gwQL5OY2iFh6AzGzOj6Dhjt24AxG0dkfrRAto7p4m3O0EmkNz0z4WNGSuXbtWzpUcPHiw3EaIAHD69On14PG6664T/fr1k59PnjxZnHPOOeLDDz8UAwYMkPM6aY5nMtJJaWguJs3VLD1qampkHsuXL68ImWvWb5Mb3rp6LnppudzTM+8+mXQfV+uIcun736bt+6RP01/YLw4bQPM4dC5sz9AcmpuO78Q8xBR0EoelHY3SErjw/f333y8X49AcyXHjxsn5ljTqSABIC3pKjyFDhtQ95r7rrrtE69atRd++feV8S3rMTp/RtfTInI7Ro0fL+Zilx7p164oevSffF45kqhi5mjYkUCZnoL9ZjrzXZ8kT18ACsAAsAAvAArCAexbQ5R8vIHPPnj1iw4YNYtGiRXIO5qBBg5Qh84477pCguGLFiiK1LrvsMtG7d+/ckImRzPh+KZr+ZViN+2GEIz6/hebQvBqxBnna9Tvudh7kSGYhHdJIJEHj/Pnz5d9p06bVQ/2BAwfKVeZ03HfffTLd119/XZTu3nvvlSOjtE3SxIkTyz4up9XqdO2bb75ZdC3mZMY3z8X0vJZq3w9zteLzYWgOzasdd5A/vw9yt/Ng5mTS6CVtH7Rr164iwPv2228l+NFcSxrVvP322+tBJq1Kp5XndDz99NMyPW1dVHjQY3dadU7Hc889J9N88cUXRWlon0z6fPv27YDMpctTN/hGAOEPIKZszB2ITJUT9zHnU9DcnC198UtoDs1N+2owkEnAR4A3Y8aMIsD76KOP5Oe0IpzmVtIK88I9MWlxEH3/yiuvyOtoeyIasSzdwogel//qV7+SaWh+J6Upnd9544031j1SLywERjLja7imG2q174fOJz4fhubQvNpxB/nz+yB3Ow8GMgnqaDSSFu3QiOLmzZvlvEraaL1Dhw7iwIEDcmsh+p62K9q0aZP4+OOPRZ8+feSjcnoMnhxjxoyRm7EvXbpUbtqePEIvfAx+9913y5XntDiIwJTglvbOfP311+uNlAIy+RsKghGvjbkDEfTj1S+LfaG5e5pk0VHnGmgOzXX8RSVtUJBJb/WZNGmSfMMPrS6nx+MjRowoevRNczSvvvpq+dpJ2qrotttuE3v37i0CQxrpfPjhh8UFF1wg70NbGL3xxhtFaWhDd8orea0kwSxBabkDkBlfw1VpfD6lQecTnw9Dc2juU4xCWbP5K3c7DwoyyxKeAx8CMrM5P4KGO3bjDkTQ2h2tsRm7e1rYah9o5/Fpz605INMChAIy42u4tjoFW/lwByJb9UA+6m0RmqvbKhS/gubQ3LQvAzIBmUWrwBd+vyrcxBt/6D6mnRX3q14AROdTPdtXy++hOTSvlu8hX3u+x93OAZmATEDmVnsN2tfgyR2IfLVLyOWG5vHFBWgOzU3HNEAmIBOQCchMHXVG54POx3Tng/u551No5+5pwt1OuDUHZAIyAZmATEAmfKCeD3B3PtydJ+6vD0zQXN9mvvsZt+aATEAmIBOAAciEDwAy4QOCGzh8B7IQy8+tOSATkAnIROcCyIQPADLhA4DMCH0AkGkBArmzwBZG8T2CCO0XL3cgCs1eIdQHmscXt6A5NDcduzCSyU2Y398fkBlfwzXdUKt9P3Q+8fkwNIfm1Y47yJ/fB7nbOSATkInH5RE+ItEN3tyBSLc8SO9/5wMN+TXUtTHauXua6Gqom55bc0AmIBOQCcjEnEz4AOZkwgcwJzNCHwBkWoBA7izwuDy+X4e6vyZdT88diFyvf4zlg+bxxS1oDs1NxzqMZHITJuZkpo6SmXZq3M98oETnY96mrvspNIfmrvsoypffR7nbOSATkInH5RE+ItENztyBSLc8SJ+/c0mzITTnt3GaBra/h+bQ3LTPATIBmYBMQGbqaDM6H3Q+pjsf3M89n0I7d08T7nbCrTkgE5BZFjIfnzNHvPf+yrJnTU1Nxe/oukaNGomFS5enggt348H9zQVM7kAErcxpZcqW0Nw9TUxpW+k+0Byam/YxQCYgswgGX3trlYTEvCfdx7Sz4n7VC4DofKpn+2r5PTSH5tXyPeRrz/e42zkgE5BZDwYJEGkksty56KXlgkYy6W+lNABMewHCVjDmDkS26oF81H0TmqvbKhS/gubQ3LQvAzIBmVojjghC8QUhCjrQPT7doTk0Nw0cuJ97PsXdzgGZgExAJhb+pPoAdyBC5xNf5wPNoTl8oPo+wB3bAZmAzFTAKAwE3A6JoFP9oFNOA+jupi6c7QWaQ3NO/8K93fAv7nYOyARkAjIxkpnqA9yBCB2OGx0OflC6p4PNtoF2Hp/+3JoDMgGZqYCBjie+wFPasXEHIpsdKfJS82dormankPwJmkNz0/4MyARkAjIxkpnqA+h80PmY7nxwP/d8Cu3cPU242wm35oBMQGYqYGAkM77Ag5FMaM7d+XB3nri/vg9Dc32b+e5n3JoDMgGZgEyMZKb6AHcg8j1Qh1h+aA7gCNGvUadiv+Zu54BMQGYqYGAkM77OBiOZ0Jy780Fn756PQXP3NOFuJ9yaAzItQOaBAwfqXtP4+jsfin9+uN7b872P1oudO3cK+utzPVB2Pf2gu569QvAvaA7NQ/Bj1KFhP+Zu58Q8yWuqiYXSjkZpCfB9fQt88sknud8Fnvdd4rg+//vYYUPYED4AH4APwAfgA9l8gFgo7QBkplmozPeAzGwOiYYMu8EH4APwAfgAfCAMHzAGmStXrhQbN26sw625c+eKSy+9VLRq1Ur07NlTPPXUUxlQzd9LCh+X09A9zVHw9Vyzfpv45ptvBP31tQ4ot7520F3fZr77GTSH5r77MMqf7sPc7ZyYx/jjcgLJd999V1IhASbB5aRJk8TChQvFQw89JNq0aSM/j+UgKEuMTE7PPZGX8/7ck4Q5y457Z5/UDt2z285Xv4Pm0NxX30W51X2Xu52zLPxp0aKF2LZtm2TIvn37ivnz5xfx5NKlS8XFF18cC2PKkT9AprrTI0C4ZyvuQATNoTl8oPo+gHZefQ1stwNuzVkgs3379mLNmjUSIs8991xRW1tbBJSbN28WLVu2ZIPMWbNmiWbNmonf/e539fKgR/n9+/eX+dOI6rBhw8SOHTuK0n355Zfy87PPPlsQMF911VXigw8+KEpz9OhRMWHCBNGxY0eZV48ePcTzzz9ftk6AzPgaru1AwZ0fdyDiLj/ur98Gobm+zXz3M2gOzU37MAtkjhw5UowaNUoCF4EePSovPB599FHRp08f45C5b98+MXjwYHH++eeLs846qx5k0jxRgksqH/171apV4oorrhC9evUSx44dk+UheCRgvPzyy8XHH38sPv30U3HHHXfIR/5btmypKzPVr127dmLZsmXi888/F7NnzxZNmjQRS5YsqVcvQGZ8Ddd0Q632/dD5xOfD0ByaVzvuIH9+H+Ru5yyQuWvXLtGtWzc5AkijfQR29O/Ro0eLq6++Wo78LV++3DhkPvHEE+Kaa64Ru3fvFl26dKkHmQSGnTp1EsePH6/Lm2CzcePGYvHixfKzBQsWyP8XLlyi9BdccIEYM2aMTENTAU4//XQxb968ojoMHz5cdO/eHZCJN+h4Pe+2XGDnDkToTPg7E10bQ3P3NNHVUDc9NIfmuj6Tlp4FMomyDh48KB588EG5qpweORNYEviNGDFCrF692jhg0g1ppPHEiRPy3uUgk0Y477zzznp5d+3aVdx6663ycyrfRRddVC9NAqj0xTPPPCNBtPQxewKohSOelB4jmfE13LSG59v36Hzi82FoDs19i1Mor77PcrdzNshkoUiNm5ZCJoEegeH06dPr3eW6664T/fr1k59fdtllYtCgQfXS0CN+uv7w4cNydLZ58+b10tTU1Mg0paO0gEx9x0ewcMtm3IEIerulN+kBzd3ThLudQHNobtrHrELmkSNH5NZGTz/9tIQ9Ounf9Bl9Z/IohUwadSQALLd10pAhQ+oec9Pjbvp/6UGP4ul6eqUiPfan+Zilx7p164oevSffF0Im7UlFDdnXc9P2fbJa9NfXOqDc+tpBd32b+e5n0Bya++7DKH+6D3O3c2KeZHcdYqG0I9Mbf/bv3y/Gjh0rF8/Q4phyJ333xz/+UVBaE4erkKliZBP1xz1gAVgAFoAFYAFYABaopgUKB9lU+EcbMultN5dccolcKEMgSY+i7777brninE76N31G31EaSkvzOfMepZB56NAhOco4bdq0erceOHCgXGVOBz02L/e4/JFHHpHloxHXiRMnln1cTqvVKY8333yzKA+MZKb/msIvTrdtxP1rF/q7pz80d08T7nbisubtx8wX/+/wp1hPyoPbxq7dn1tz9pHMe++9V8LZfffdJxfAVDrou/Hjx9elNQ2ZdD9aWX777bfXu3Xnzp3rtlyiBUC0Mr70uO222wQtEKLjueeekzD5xRdfFCWjfTLp8+3bt1eETLzxJ745L6bnuFTjfpirFZ/fQnNoXo1YUylPAsz/PfJvrCfl4VKdbZSFu52zz8mkEcVrr71WmRlpCyK6Ju9RbnX5XXfdJffQTPbEpDzWrl0rwfCVV16RWdI+l/T/DRs21BWB9s6kTeXHjRsnP6P5nfTIv3R+54033ih69+5dr+hY+BNfsLYRHGzmwR2IbNYFeam1R2iuZqeQ/MllzQGZPP7IrTk7ZNIqbNrKSPWgtOVWbqtcT5ux0x6ddNK+ljfddFPd/+kxN20t1Lp1a7ld0aZNm+Rm67QpPD0qP3nypMyC9sSkV2HSKnP6nvbLpG2N6O0/9Cag5KDH/G3btpWbsdO+mTNmzJCjsK+//jogE/tkBvdrmDsQhdRRh1IXaM7TqbvsHy5rDsjk8Uduzdkhk0YOb7nlFhVGlGluvvlmOdqY5RgwYIAchSx3vvDCC/KWtEcnbQhPe3eec845gh6D7927tyi7r776qg4saSN5GoktfTUmwSjNKU1eK0lvDaJ3spc7MJLJ0zhcDtahlY07EIVmrxDqA83ji1suaw7I5PFHbs3ZIZM2MS/3aLkcjNE2QZS23LzJLNDpyjWATJ7GEUJH7ksduAORL3aIqZzQPL645bLmgEwef+TWnB0yaf4izWckeKQFNTQvctasWXLxDJ30b/qMvqM0HTp0qPcmHVdgMWs5AJk8jSOmDr/adeUORNWuH/Kv30aheXxxy2XNAZk8/sitOTtkEpjRXEjaFojmLNJZuk9m8jmlKX0lY1awc+k6QCZP4wAY2LMrdyCClva0VLU1NHdPE1XtsqZzWXNAJo8/cmtuBTIT4COAfPbZZ+U+k2PGjJEn/Zs+CxEuk3oDMnkaR9ZAiuv09eAORNBEXxNum0Fz9zSJWXNAJo8/crdzq5Dp0uiizbIAMnkaB3fAxf1/1I07EMHW7rURaO6eJtztxGXNAZk8/sitOSDTAm0CMnkaB3fAxf0BmTH7AHfnE7NtXa27y5oDMnn6UW7NAZmATK09Hbkd0tXgG3u5oDtPgHfZr6A5NHfJPwGZPP7I3c6dg8wJEyaUfa2jBRZkywIjmTyNw6UAGHpZuANR6PbzsX7QPL645bLmgEwef+TW3DnITPbVZCO+KtwYkMnTOHzsuH0tM3cg8tUuIZcbmscXt1zWHJDJ44/cmgMyLUAnIJOncYTcwbtWN+5A5Fp9UZ59AprHF7dc1hyQyeOP3JqzQya9J1znvPDCC+U+miEdgEyexgEQsGdX7kAELe1pqWpraO6eJqraZU3nsuaATB5/5NacHTKTzdeTDddV/gIyeZwpa+ApvI7bIU2UEfcw7z/Q3bxNXfdTaA7NXfJRQCaPP3K3c3bIPOuss8Sll14q3nvvPaXz+uuvx0jmVh5nMhEwuB3SRBlxD/P+A93N29R1P4Xm0NwlHwVk8vgjdztnh8z+/fsLAk3VAwt/eBzJVLDgdkhT5cR9zPoRdDdrTx/8E5pDc5f8FJDJ44/c7ZwdMseNGydHJjdv3qzEmYBMHkcyFSy4HdJUOXEfs34E3c3a0wf/hObQ3CU/BWTy+CN3O2eHzJdffln07dtXPipXOV599VUxZcoUlaTepMHCH57G4VIADL0s3IEodPv5WD9oHl/ccllzQCaPP3Jrzg6Z3pAgY0EBmTyNw8eO29cycwciX+0ScrmheXxxy2XNAZk8/sitOSCTES6TWwMyeRpHyB28a3XjDkSu1RflwT6ZMfqAy+0ckMnTj3JrDsgEZOLd5Q6v5nelo+MORK7UE+X4sSOD5jyduss+5rLmgEwef+TWHJAJyARkAjJTfYA7ELnc8cZaNmjO06m77E8uaw7I5PFHbs0BmYDMVMAoDIrcDulyAI65bNCdJ8C77FPQHJq75J+ATB5/5G7ngExAJiATI5mpPsAdiFzqzFCWHzozaM7TqbvsXy5rDsjk8UduzQGZgMxUwMBIJk/jdrmzKS0bdyDyyRaxlDV2zduPni8IbLhOur9rvuSy5oBMnn6IW3NAJiBTK9BxO6RrQRflwahWrD4Qe1vnhhq6v2u+5bLm3Hr875F/kz8oXNOEuzzcmgMyAZlajYrbIbkbFO6f7dcwdM9mN5/9LXbNuaHGRaBxWXNuPQCZPDEOkAnIBGRiTmaqD7jc+fgMci6XPXbNuaEGkKkHNdx6ADL19FCNXYBMQGYqYGBOJk/jU22kLqSLHThc0MB2GWLXnBtqAJl6cZVbD0Cmnh6q8QiQCcgEZGIkM9UHYgcO1YAaUrrYNeeGGkCmHtRw6wHI1NNDNdYBMgGZqYCBkUyexqfaSF1IFztwuKCB7TLErjk31AAy9eIqtx6ATD09VONR1SBz37594t133xVLliypw7wjR45YQD77WeDd5TzOq+rkSJff/rEDR4w+FLvm3FADyNSLS9x6ADL19FCNidYhc+PGjeKGG24QTZs2FU2aNJEnHd99953o0KGDeOWVV+xTIHOOgEwe51V1cqTLb//YgSNGH4pdc26oAWTqxSVuPQCZenqoxkSrkLlp0ybRtm1bCZann366PBPI3Lt3r/x/s2bNxAcffMCMfXZvD8jkcV5VJ0e6/PaPHThi9KHYNeeGGkCmXlzi1gOQqaeHaky0CplDhw6VIHnhhReKxx57TLRu3boOMg8ePCh+8YtfyO9vvvlmuxTInBsgk8d5VZ0c6fLbP3bgiNGHYtecG2oAmXpxiVsPQKaeHqox0SpktmvXTkLl1q1bJdYl/08Yj+Zp0mN0emwe0gHI5HFeVSdHuvz2jx04YvSh2DXnhhpApl5c4tYDkKmnh2pMtAqZzZs3F61atarjx1LIPHHihGjRooWgdCEdgEwe51V1cqTLb//YgSNGH4pdc26oAWTqxSVuPQCZenqoxkSrkNmtWzc5kvnWW2+VHcn861//Kh+Xd+nSJSTGFIBMHudVdXKky2//2IEjRh+KXXNuqAFk6sUlbj0AmXp6qMZEq5B5zz331C3uGThwoByxJOgcMmSI6NGjR91q87vvvhuQ6egG4bF3PKoNK7R00J0nALvsJ7Frzg01gEy9NsWtByBTTw/V2GUVMvfs2SNHKZNV5ckWRslf+rxTp07iq6++AmQCMrU2iVd1eKTLFkhiB44Y/SZ2zbmhBpCpF4u49QBk6umhGhOtQiaRIwHkiBEj5Chmso0R/aX/0+c7duwICjCpMnhczuO8qk6OdPntHztwxOhDsWvODTWATL24xK0HIFNPD9WYaB0yE4I8evSoqK2tFatWrRKffvqpoP+HegAyeZxX1cmRLr/9YweOGH0ods25oQaQqReXuPUAZOrpoRoTqwaZoQJluXoBMnmcV9XJkS6//WMHjhh9KHbNuaEGkKkXl7j1AGTq6aEaE61D5tdffy3mzZsnJk6cKG6//XYxatSoeid9HtIByORx3lInbz96vqBAxHlSHqqNK6R0sQNHSFqq1iV2zbmhBpCp1y9w6wHI1NNDNY5YhcyVK1eKc845p24VeenCn8L/AzJ5BFd1jErpXO54EIT4fMZl3fP6dEzX6/4Qazziaa0fbSH9COOOJ4BMvXjFrQcgU08P1bhpFTL79u1btNincOFP4b+T95mHApoYyeRx3lInRxDiszMgk8+2qsHaRDruNuIiOGW1W4y2crmdc+sByOSJcVYhk97mQwA5ePBg8fbbb4tNmzaJbdu2lT1DAUysLudx3HIdRyhBSHe0Kcv0AN0RJ5c7n6wQEeN13G0EkPk3QbCicrpoK5fbObfvAjJ5+mqrkElv/KGtio4dOxYSQ6bWBSOZPM4b6kimi8HU5c4nRljMWmdu33IRnGAr9fjrcjvn9l1Aprqf6LQpq5D5+OOPy8fla9asSQUzrgS0GXzjxo3rnT179qzLkuaO9u/fX7Rs2VK0adNGDBs2rN7+nV9++aX8/Oyzz5bvW7/qqqvEBx98ULbYgEwe560GZP6vW57QmqOWZZSR8lAZCcmTRhcGXO58dAJe7Gm5O2pdv3JZjxht5XI759YDkMnTT1uFTCIwWlnevn17MXbsWDF37lyxYMGCsicnZE6YMEHs2rWr6Ny7d6/McuPGjRIuR44cKf9N+3heccUVolevXnUjsLSnJ70G8/LLLxcff/yx3OfzjjvuEK1atRJbtmypV3RAJo/zVgMy/+/f8gOgjTx0YcDlzsdlUHGtbNwdta5fuWafwvLEaCuX2zm3HoBMnn7aKmTSHMxLL7204mslk9XlZ5xxBhdjytdaTp48ueL9aUslerXl8ePH69IQbNLo5+LFi+VnBMb0f/o8OSj9BRdcIMaMGQPILPNKTBvzDG2MANoAQBt56MKAy52Py6DiWtm4O2pdv3LNPoDMfT8MtmzjAY48enP7LiCTR3OrkHnttdfWAWalleXJe825KDMNMs8//3xx55131su+a9eu4tZbb5Wf0+svL7roonppEkAt/QIjmfvkI+Y8j3dVrrUBZ6HkoQsDgEyeAJyn081yLXc7pPtz/6DUXbSWxU50jQ1bZS0b13Uut3NuPQCZPDHOKmTS42QarSTQmzRpknx0Pn/+/LJnNSCTYJBGKKdPn14v++uuu07069dPfn7ZZZeJQYMG1Uvz6KOPyusPHz5c9F0hZK5Zv03+SnTpbD9GbxNz3b3zKDhglFFtxSkFOhsgS5ro+OCm7T+McNBfneuQ1i17cXfUyRxklR+FWdNIkNWMWbpzo5P7Zy2jynW6bdBGW8razkPQI4FMG3Z2KY+smqvWgZinUaNG8iQWSjsapSVo6PsOHTqIZs2aid27d+e5Ta5rCXBpC6Xrr79eUHmSR9xUph07dkhIpLmipceQIUNE9+7d5cf0l/5fejzxxBPy+p07d1aETBUj56pghosJGlWCYp40NsAJeaiDLGmOIz4LcLd1uj/yUGuHIbXBEDSn/i0kTVyJboWDbCr8kwsyacFN06ZN5YKbah20WOfqq68Wy5YtE+vWrRMLFy4UHTt2lHNFbUCmiyOZ3KMbtkbnAJlqnVuWX+zcv3ZVfxUjXb6RUe62bmskM5R6uObPWdt5CHpkiYuu6ZelPFk1V83L6kjmyZMnxT333COBjhbP0Krs7du3lz1tQug777wjRyDp0T39nTZtWr3sBw4cKFeZ00GPzcs9Ln/kkUfknNMjR45UHMmk+Qlc82my3pc7QAAy1eHPlq0wJ5Nn/lHWNmjrOu62DshUb+u6bdCGj2SdkxmCX2FOJk9MtDonM3njT0PvLKfvOFeXl4PXPXv21MElrSy//fbb6yXr3LmzoIU9dNACINpYvvS47bbbBC0QKj1cX/jDHSBsgRNGMvk6uKydj42OEXmodw7cbR2QqdcGXVsklbWdh+BXgEz1OKITc61CZkMrym28u/yzzz6TgEh/C4/ly5dLyHz55ZfFXXfdJWiFeeFbidauXSu/f+WVV+RlS5Yskf/fsGFD3W1o78xzzz1XjBs3DpBZ5rVqAED1zseGrXRHUbJ2PjrBCGl5grztbXlCAI6QYFmnXWVt5yFoDsjkiT9WIZNGAlVPjsflNKJII5K0sTq9O502Tn/11VflZ/TGHwJL+qx169YSRmlfT9psvU+fPvJROT3up4P2xOzbt69cZU7f036ZtK0Rvf2H3gSEkcz6QGUDnJCHOshmeXOR7q4Ctraa0elEY08bAgyEBIA29NDxeUDmU85NZ9PRL0varJqr5mUVMjnAUfeeW7duFX/4wx/kYh9a6U4rzEePHi3okXlyrF69Wi4Oosf755xzjqDH4MkbgZI0X331VR1Y0huCaA/Q2trassXB43I72/IAMtUh04atdEdLVYOW7XTcjzTlljyj51vp3GxADfJQa4e2YFmnvWQFjhA0x0hmACOZukAYSnpAJiBTZ/snGwBoI49QIJO7A7XZuXHXxRY4oR7qIAvIVLOVzXaoowl32qw/LFTLZXUkkxbFpJ306JrebR7SAcgEZAIyeX4l2xhltPEiAVtADjhTA46QYFkVBihdVuAIwa8AmTwx2ipkJq+MLF0AlKw2Tz6n/4d0ADIBmYBMngDG3bnZ2hkBkKkGfwkIcOsOyNRrryHoQb6VZa564iuqf21NjVH9cZH1h4Xq/a1CJr1tp9x51llnyf0laY5k//795Rt5QjoAmYBMQKZep6UawLg7N0CmOvwBAN20le5of5YFftzt0Ab0h9bWVWNoUJDZEDjSohkCTHpHeOlm5r4DJyATkAnIBGQ25APJ4h/V0ZAs6RLY0PFF3bQ2YAB5qMMsbKVuK0AmT4y2OpKZBov79++Xr50st9dk2rUufw/IBGTqdNY2FuXYyMPGI2DuERSbHQ93XQAc6sABW8VnK5ttXXWU0Ua6aEYyCRJPnDghzjzzTLmtUEgHIBOQCcjk+ZXMDWY2Ox7uugCc4gMnaK6uuc22bgMeVfOIAjJpE3Ta+Jz2o6S5mbQ/ZUgHIBOQCcgEZKY9LgdkqgEBwEnNTpgjq26npG2G8oRHFTDz7CigmofVx+Vp7yxPvu/Xr19IjCkAmYBMQCYgE5Cp3+mXsxkgU92OsJW6rTCSyROjrUKmyrvL6e05K1asAGR+v2eZ6i+FvOm4R1BsNV4bv0KRh3rQtrEdiI09LG1oDhhQ9yvYCrbS+dGuk9ZWW8/bZ5u8PqjH5QMGDBDlzmuuuUYMGTJETJo0SezYsSMowKTKYCQTI5muBTobwRR5AAZ0/F41LSATfqXqK7rpbMQsGwsidSA0KMgMjh4VKwTIBGTqBDsbgQ55qHfUNmwFcFLXA7aCrXTiqU5aW21dBwK50wIyFUHO5WSATECma4HORjBFHoABHb9XTQvIhF+p+opuOhsxCyOZDdNaIx2Y2759u8h66uTjelpAJiBTJ9jZCHTIQ72jtmErgJO6HrAVbKUTT3XS2mrr3KOTOvf3eiQzeVe56qryJN0ZZ5zhOjdqlQ+QCch0LdDZCKbIAzCg4/eqaQGZ8CtVX9FNZyNmYSTT4EimymrycmkINkM6AJmATJ1gZyPQIQ/1jtqGrQBO6nrAVrCVTjzVSWurreuMNHKn9Xokc9SoUSLrCcjEFkY6wQHbJKl3PLCVe7YCOKlrAlvBVrp9g2p6QKZ57rC6T2ZI4KhTF4xkYiRTNcgBANU70JBsBXBS1x22gq104qlOWkBmQJBJ+2G+8cYbYvHixeLNN98Ue/bs0eE2r9ICMgGZrgU6G8EUeQAGdPxeNS0gE36l6iu66WzELBsvqWg/er7yy1y8flxejgS3bt0qBg0aJEoXA9Fin9/97ndi7969XgGkSmEBmYBMnWBnI9AhD/WO2oatAE7qesBWsJVOPNVJa6Ot28hDZ3FRUJC5e/du0bFjRwmYlRb89OzZU74hJ6QDkAnIjDHQ2QimoeQBcAI46cQI1bTwK3W/Cm36jeqCoaAg87777quDyyuvvFLce++98lWSo0ePFpdccon8jgB0ypQpITEmXis5EpCp2imEFOhCAUAb9QAMqMMAbAVb6cRTnbQ22rqNPKIdybz44oslRM6aNassRD700EMSNHv16gXI3Gp+Am6lXzbkkDoNMUtaGw0Leah3PrCVW7YCOKnrAVvBVln6IJVrQomL0UJmy5YtRfPmzcXx48fLQuSRI0dE06ZNRatWrQCZgExt8A0lQKAe6p1oKLYCOKlrDlvBVirAmCVNSPEkysflBI+0wOfQoUNlIfLw4cOATItwmTghRjLVg3YoQQj1cEtzgJO6HrAVbJUFIFWuCSUuRjuSedlll8nH5WPGjBFHjx4tAk36P31Oj8v/4z/+AyOZFmETkKketEMJQqiHW5oDnNT1gK1gKxVgzJImlLgYLWQ+9thjdYt72rdvL37961+L3//+9+L6668Xbdu2rdvWiNKFdGB1ORb+6AS8UAId6gEY0PF71bSATPiVqq/opgslZkULmTRa+ctf/rIONAv3yky2NKJV56WjnL4DJyATkKkT7EIJdKgHYEDH71XTAjLhV6q+opsulJgVLWQSLNLinvHjx4uzzjqraK9M+v+ECRPk96EdgExApk6wCyXQoR6AAR2/V00LyIRfqfqKbrpQYlZUkFlpY/UTJ06I9evXi5qaGrFhwwZB/w/1AGQCMnWCXSiBDvUADOj4vWpaQCb8StVXdNOFErOigswzzzxTjBgxQixfvlycPHkyVI5ssF6ATECmTrALJdChHoABHb9XTQvIhF+p+opuulBiVlSQmbzFh+ZfnnfeeeKee+4Rq1evjgo2AZmATJ1gF0qgQz0AAzp+r5oWkAm/UvUV3XShxKyoIJNWjRe+pzxZ7NOjRw/x6KOPim3btgUPnIBMQKZOsAsl0KEegAEdv1dNC8iEX6n6im66UGJWVJBJj8jfe+89+Z7yrl271gNO2py9f//+4tlnnxUHDx4MEjgBmYBMnWAXSqBDPQADOn6vmhaQCb9S9RXddKHErKggs5Qaa2trxZQpU0Tfvn3rAWeLFi3EkCFDxKuvvhoUbAIyAZk6wS6UQId6AAZ0/F41LSATfqXqK7rpQolZUUNmIT3So/JZs2aJgQMHCgLM5LE6jW6GdAAyAZk6wS6UQId6AAZ0/F41LSATfqXqK7rpQolZgMwSgty+fbuYPXu26NixY91G7YDMfUL1Bfd50+G1kupBO5QghHq4pTnASV0P2Aq20oVH1fShxEVA5vcESY/NJ0+eLHr37l33OslkJJMWC4V0YCQTI5mqQY7ShRLoUA/AgI7fq6YFZMKvVH1FN10oMStayFy5cqW47777RLdu3eqBZbNmzcTNN98s/v73v+O1klvtjWLSKChGMtWDdihBCPVwS3OAk7oesBVspQuPqulDiYtRQSZtwj569Gi5R2ayfVHhlkb0rvInn3xS7Nu3L6TBy6K6fP3116JRo0by/OeH68XqdducOv+fW/4q/tfw51nP/+s3j7Hen8qPPNQ1hK3cshW1Qe52iDzUNYet4rNVSH0I+a8qZ6xZv03Q01b6q3qNTjpinoR/iIXSjkZpCUq/TzZjLwTLiy66SK4w37x5s+7tvEy/c+fOOiMnxsbfH6AbJ2wAH4APwAfgA/CB8H2AWCjtyASZBJg0z3Ls2LHigw8+SMsjuO8BmeE3HgRIaAwfgA/AB+AD8IHKPsACmbfccovc9/LYsWPBwaNqhWhDejIunTRcTEPTOGED+AB8AD4AH4APwAdC9gFinoR/iIXSDu2RzLQb4ntYABaABWABWAAWgAVgAVgAkAkfgAVgAVgAFoAFYAFYABYwbgFApnGT4oawACwAC8ACsAAsAAvAAoBM+AAsAAsoWeC7775TSodEsAAs4LcF0Nb91s+l0gMyXVIDZYEFPLCAymRvD6qBIjZggUOHDomlS5cG9yINiK5mgQQy0dbV7IVUlS0AyIR3KFuAAs7x48eV0yOh/xYg2KCXK9x///1i5syZYseOHbJS6Hz817ZSDWj1KG1RN2HChHAriZrVs8Dhw4fFY489JrcmfOCBB8S2bdvQ1uEnuS0AyMxtwjhuQLDx29/+Vrz22mtRb18Vh9o/1JJgo3v37uLqq68W9MIFesvXZZddJnbv3h2TGaKqK2nepUsXMXTo0KjqHXtlSfdLLrlEDBgwQPTq1Uu0a9dO/tCI5QUrsevPWX9AJqd1A7r3o48+KmgTfgpE//jHP8SJEycCqh2qUmqBo0ePyg5nxIgRcg9YGsGeN2+eOPfcc+U+ucmBuVvh+A6BRufOncWQIUPqKlWunUPzcDSnmtCe14MHDxbDhg0TNJpJmi9btqzux0bMe2KHpXR1agPIrI7dvcv1j3/8o7jmmmvEVVddJTp06CBBE4/OvZNRucAffvihHNFYv3593TUEnj169JCQSSPb1CHRAehQNquzCY8cOSI6duxYBJikd3Ls2bNHbN++XY5uQ3NnZcxUsC1btoiePXuKt956q+j6O+64Qz7J+PbbbzPdFxfBAmQBQCb8QMkCNLoxa9YsOU/n8ssvlx0SQFPJdF4meumll0SLFi1EbW1tXfkJRLp27SquvPJKOcrRu3dvUVNTI7/HHE0vZa4rNL0euHnz5uJ3v/ud1DL54UCjWrfeequcJkGPTy+99NK6VwlDc781T0q/du1a0bRp07onFMnI5aJFi+SAQjIPO4zaoha2LQDItG1xz/JLOhzqaP72t7/J0tPo1hVXXNEgaGJ0yzOhS4r75ZdfynlZ9OPi3XffFZs2bZKg0a9fP0Gdz+zZs8Uvf/lL0bp1a/HZZ5/5XVmUXj6VePPNNyVI0tzr5KD5uPT0gn5gTp48Wf6wOPvss8W//vUvWC0QC9DoNM23XrJkSVGNFixYIFq1agXIDETnalUDkFktyzucbwKWhfOxqBNKHpsQQBJo/uIXv5CgSY9ZCuft7N+/3+HaoWjlLFBOc+pkqPMh8Lj44ovlIzV6bJocH330kbjwwgsliNKjVfyw8M+3Ckcj6d/Lly8X55xzjrjlllvEU089Jf7whz8Uab5ixQrpE/fcc0/RiKd/NY+3xBTX9+3bJyhOJ1Midu3aVWeQpB3Pnz9fal260I+ebiRTZeK1ImquagFApqqlIklHv2ppscfAgQPl/LtHHnlErF69uq72hZ1SKWhSItr2hBYPADr8cZhymn/66aeyArToh+bi0Zzc2267TX5W+IPi+uuvFzfccIM/lUVJpQUIEpLRyMIfkwlonn/++RI2586dK388FP6AoLm69GQDh38WoLZOPwqT6Q9/+tOfxLp164oqkvjDX//6Vzkns9A/aCszAk+CVBywgIoFAJkqVookDQFFt27dBIHD9OnTxahRo+ScHAo0f//738uCJgUoGtGkuXq07Qk9PqVFIzj8sEA5zakTIc0LH5/9+te/LoLJZNEXrUiljoo6Ioxk+qE5/QCkLalot4hkzm0hSNC/33jjDfGb3/xG7Ny5s65S9OOC5uUOGjRI0G4TdEBzPzSnUtJiPXoacdNNN4knnnhCjBkzRjRr1kzQAp8DBw7Uq8hf/vIXGdeT0c7/+q//ko/PP/74Y38qjZJW3QKAzKpL4E4Bxo8fL1eQFx4El7SVDU0Mf/HFF8uC5tatW2XwoZGP//mf/3GnQihJqgXSNF+4cKG8x9NPPy2hZNKkSfL/9HjtoYcekvPzMCcz1cxOJTh48KD8MUk/INu0aSM++eQTWb5S0Eymx9APETpo9JNAo3379uLzzz93qk4oTLoFJk6cKK699tqihNSezzzzzLL7YdJLGMhHyC+mTJkiFwKuWbMmPSOkgAUKLADIhDvUWYAeo9x+++3y/4Xbl9DKUxrJOuOMM8TLL79clz4ZxaAFARSoCre7gVn9sICK5rRnHo1g0ch2kyZNJJjQiMgFF1xQByh+1BalJAv885//lIu66EcjPTatBJrJjwkaqaZFXjSFhuZg02pkHP5ZgNo6jVoWxvcvvvhC7ipA86+TI4nrtFUZ7SIxfPhwAKZ/cjtTYkCmM1JUvyD0uJtWjyZH4T6Y9AicRjnpMVvhHE2as0UjXMloSPVrgRLoWCBNcxrFplEvWl1O87lWrlwpHn74Ydkp0Qg2Dv8sQKvICR5opJL+3adPnyLQLJx3TSPW1MZpIdC0adMwgumf3HUlpvhN82npSECSYjz9yKAXLZQeNO+SAJQGF/CEymPhq1x0QGaVBXAh+yTgLF68WE7qps6kHGjSL1sayaBHZslB8LFhwwYXqoEyaFhAR3NaBEJgiSMcCxTOty0HmnjRQjhaJ219zpw58gdDYWynqRMEmaXbFyVpnn32WWxXFY4rVKUmgMyqmN3NTGlLC5qzQ6MchfMvCzscWmVMI1tY6OGmhrql0tVc9/5I75YFklHK0hXjhaBZOO+O5uKuWrXKrUqgNJksUO6HAz2doPn09PKFwoMWftK0ChywQF4LADLzWjCQ65POhzbhpi2ICCRpZDM5kjmatHcevfEH77P1X3hdzTG65b/mpTUofDReCJobN24UM2bMkHOtsbArPN2TGtEj8bPOOkvuj5oc9KSK5l4Xvu0rXAugZtwWAGRyW9ij+yerS+nVkZ06dZLbV1BHU3iMGzdOLgLC+2w9EraBokLzMHTMU4vCbYgINOmtTjTPmka4Cudf58kD17ppARpUoG2MklFLmhaDVeRuauVrqQCZviqXo9ylmy8X3ir5jlYd0qIP2sKCVpY+8MAD4ve//73sePALN4fxq3QpNK+S4auYbUOaNzSiSYvBaGsqzLWuong5slbVnUax6Q1e9Eavt99+W+59CsDMYXhcWtYCgMyIHYPezvPee+9JCxQ+NkuCFD1KeeGFF8TgwYPlynJ6ywe2KfLbYaC53/plKX0lzcvdi/ZNpBXFWE2cxdJuXaOq+5VXXimnRZDuGLl2S8MQSgPIDEHFDHUggKRHYmPHji17dSF0JgkKfyFnyBKXVNkC0LzKAlQh+zTNC4tEr5mkH5N4o0sVhDKcpYruFONpqgS9h572vC19vaThIuF2kVoAkBmh8IWbqNNK8pqamopWwGvjwnAQaB6Gjjq10NGc7kuL+Wi1MQ6/LaCrOwEpzc3EAQtwWACQyWFVx+5ZaQSSRizoFXHJe4jLjV46VhUUR9EC0FzRUAElg+YBialRlTy6I+ZrGBpJM1kAkJnJbH5eRO8bLh2ZpDlYtIXFli1b/KwUSt2gBaB5fA4CzePTnGoM3ePU3fVaAzJdV8hQ+aZOnSrnYN55553i9ddfr7srLeTp0aOHoM13CUDxy9aQwR24DTR3QATLRYDmlg3uSHbQ3REhUIx6FgBkBuoUpbC4efNm+bpIendt69atxciRI+V7qOmgid/0TvLksQvmYfrpFNDcT93ylBqa57Gev9dCd3+1i63kgMwAFS+co0OPUD755BNx+PBhWVPaaP25556Tm63TW32GDRsmF/7QfpjJ3MwATRJ8laB58BLXqyA0j09zqjF0j1N3X2sNyPRVuQrlLgxAt99+u7j44ovlY/KOHTuKxx57THz11VfySlpRSK+I/MUvfiE3XqY0tB8m3uTjn0NAc/80y1tiaJ7Xgn5eD9391C3mUgMyA1X/lltuEZdeeql49dVX5Xtp6S0eTZs2FWPGjBFbt26VtU4eiz/99NNi+PDheMOH574AzT0XMEPxoXkGowVwCXQPQMRIqgDIDETowjk6ixcvliOYGzduLKrd3XffLd/qMGXKFPn4vPBX8dGjRwOxRDzVgObxaJ3UFJrHpznVGLrHqXsItQZkeqzikSNHxMyZM8Xu3btlLZJARAt8unfvXjcPkzZZTg56/zjtjblz586i0UyPzRBV0aF5VHLLykLz+DSH7nFqHmKtAZkeqzpr1ixx7rnnCnpH7Z49e+qgkSCTFvKsWbOmrnbJSOX27dvlY/MFCxZ4XPN4iw7N49MemsenOdUYusepe2i1BmR6ruif//xnuS3RfffdVweatbW1olmzZuIPf/iD2LFjR10NaQ4m7Yt54YUX1m1f5Hn1oyw+NI9Pdmgen+ZUY+gep+4h1RqQ6amahfMpJ06cKHr27CnGjx9ft3qcVo7TiCWtMP/ss8/qavnQQw/JR+mF8OmpCaIrNjSPTvKiedNo5/Hoj7Yej9ah1xSQ6aHCydzLwrmWhR3Q3r17Za3mzJkjQZNGOgcNGiRXmLdp00asXbvWw1rHXWRoHp/+0Dw+zanG0D1O3UOtNSDTE2Vp8v/SpUvlivFCuCwsPs3NvOSSS+Sj8wQ0P/jgAzFq1Chx4403yjf7FI5qelL1aIsJzeOTHprHpznVGLrHqXsMtQZkeqAyLdq58sor5YbpLVq0kKOS9FrIV155RT72/vrrr+tq8fDDD8vti+69916xa9cu+XmywXrhIxgPqh11EaF5fPJD8/g0pxpD9zh1j6XWgEwPlN6/f78cjezRo4fo27evfAc5QSe9GvLMM88U/fv3lyvM33rrLXHw4EExbtw4MWDAgKJV51RNvJPcA7H//yJCc3+0MlVSaG7Kkn7dB7r7pRdKq2cBQKaevaqWml4HSZup//KXvxRTp06V5fjmm2/ECy+8IFcg0mKe8847T3Tp0kVcddVVomXLlnI+Jo1sFm7kW7UKIGNtC0BzbZN5fwE0917CTBWA7pnMhos8sAAg0wORkiLSBuo0SkmPwwkeCw96JE6PzmfPni0efPBB0bVrV9GtW7d6b/3xqLoo6vcWgObxuQE0j09zqjF0j1P30GsNyPRMYZpnSaBJWxZNmjSprvSl8y3pLUD0GAaH/xaA5v5rqFsDaK5rsTDSQ/cwdEQtfrQAINNDb6gUiI4fP+5hbVBkFQtAcxUrhZUGmoelp2ptoLuqpZDOBwsAMn1QqUwZKwUizL/0VFCFYkNzBSMFlgSaByaoYnWgu6KhkMx5CwAynZeocgGTQNSnTx+5ZRGO8C0AzcPXuLSG0Dw+zanG0D1O3UOrNSDTc0VpVSJtb0RbGu3Zs8fz2qD4KhaA5ipWCisNNA9LT9XaQHdVSyGdqxYAZLqqjEa5aJEPBSMc8VgAmsejdVJTaB6f5lRj6B6n7qHUGpAZipKoBywAC8ACsAAsAAvAAg5ZAJDpkBgoCiwAC8ACsAAsAAvAAqFYAJAZipKoBywAC8ACsAAsAAvAAg5ZAJDpkBgoCiwAC8ACsAAsAAvAAqFYAJAZipKoBywAC8ACsAAsAAvAAg5ZAJDpkBgoCiwAC8ACsAAsAAvAAqFYAJAZipKoBywAC8ACsAAsAAvAAg5ZAJDpkBgoCiwAC8ACsAAsAAvAAqFYAJAZipKoBywAC8ACsAAsAAvAAg5ZAJDpkBgoCiwAC8ACsAAsAAvAAqFYAJAZipKoBywAC8ACsAAsAAvAAg5ZAJDpkBgoCiwAC8ACsAAsAAvAAqFY4P8DQboxRlGDVFUAAAAAY21PRE6ICcEAAMAAY3BJcNDPEeChsRrhAAAAAAAAAAAAAAAAAAAAAD4AAwD+/wkABgAAAAAAAAAAAAAAAQAAAAEAAAAAAAAAABAAAAIAAAABAAAA/v///wAAAAAAAAAA///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////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RQbIc1FTeX6gpNZX00bTycmWn6J0EXD42c6Z6591l1ieuw/XIJy0tpPJ1pSkhMwEcSl1CyJQP8FIOWG0+vh242vKHeD01lfcXakpNQ/T10jK5stMIMgGYh48ctT5xHSHTzKfYkylFko3kQ8g0M8YsBEFfQTGL2iQts6uGJmn5sngdNZWPQdQ0u5oSMuXrjj2ZDmCy0i0Ime4M2jUAsKGRr1tqSk1d+3GS+9FOs2unhEz5uiNkEjIVg6K8Y1FTapoEUFxfQzulnbq2uST3c2WnhEx5fyBkEjIJmZvlHctVUEwSsLN6DTWlnWbBdmmn2bVTQqZ83REyCZmETEJm8CshEajYeMs3ANSUmhLc/20DhEx5fyBkEjLZeBMyCZkp2AAbb3cNVkhaE9zl692VpoRM+bojZBIyCZkpAIaroBhS45p2WaipfANATalp2n4rkb8rO80KZC5dXqeGDB+p8Depvq40JWQSMgmZhMzEgSppgEtyne+gmKTMoV9DTQmZoduoy6kyWYHMqJzVbPru2/e5T6YD+OQWRvIBPpSA6duBQ9FBshzUVN5fqCk1lfTRtPJyZaeETHl/YE+mA5jkPpnuDDetIGebr6ugaFuuLKenpvJ+RE2paRZigis7JWTK+wMhk5DJ4XIOl3O4PAUbYOPtrsEKSWtXQBTSM6ddFleaEjLd+SyHyx3AJ4fL3Rl02kGwNH9XQdH1c/m8HzWV9xdqSk19+rTpvV3ZKSFT3h/Yk+kAJjlc7s5wTYNW2ulcBcW0nyOk/KmpvB9RU2oako9XKosrOw0JMv/x+nKF8pQ775kyXTVp0kThb6U0uL6xunWlKSGTkMnh8hSGSn07cBYaDtsyUlMCka3N+EhPO82unYYCmQBEQGS1Z2Og6dtOOVzuAD45XC4fjHw0KuXu6duBQ9FBshzUVN5fqCk1lfTRtPJyZaehQGZUjmOO+ZE69tgfW5+4DoDa2BZHrjRlT6YDmORwuXwgTyuYSeXr24GlniOkfKipvB9RU2oako9zuPwHe4wgE4B5/PE/sT5xHSHTI9yFcmv2ZMoH+FACJhtv+bqlptQ0FP8Oea5bFjSyLaMr3w+tJ5OQ+W9aaxIKuGWpHIRM+UbTNnilld5VUEyr/CHmS03l/YWaUtMQfb20TK7sNILMx2bOVO+8u8z6xHVxPYgmerMnsyHJETIT0C0hUz7AmziwizSugqKLZwnlHtRU3l+oKTUNxb9D6B12seDGRG9CJiEzAVI2vISQKR/gTRzYRRo23vJ1S02pqQvfrfYetNNs22naWweZ2Bchk5BJyExh2x8T58tKGjY02W5osmJn1ZaTdko7rdaGXFwfip1G8NfYqm0JPQiZhExCJiEz6I1uJQJdaHmE0tCEpks15aGmhMxq7MfVtaHYKSFTzl+4T6YIRjaeCYfL5QzWVbAzvU8oQdG0vFlIR03l/YWaUlP6vrkNEDLNtYqzK0ImIbPRnro4A6r179l4ywWjyJaoKTXNQlyhnebXTpcur1NDho9U+JumLXK4nMPlIgjKnkz5YJSm49vkzYZGvm6pKTW18UFfaWmntNNqbY+QScgkZHJOJudkOrYBNt5svKttvF1cTzsN005d9UJK2BghM2OQefToUfXII4+onj17qpYtW6q2bduqoUOHqi1bthQ9yZtvvqk6dOigz7hj2bJl6sQTT1QjR44sSnrw4EE1ceJE1alTJ9W8eXPVo0cP9eyzz5bNjj2Z8sFIwsEl8mBDI1+31JSaSvhm2nnQTsO0U1fzKSXsi5CZMcicMGGCat26tZo3b57atGmTeuONN1S3bt1U165dFaDwyJEj6t5771WtWrXSn8VB5rfffqu6d++umjVr1gAyR40apdq1a6defvll9emnn6pHH31UNW3aVC1cuLCBaoRM+WAk4eASebChka9bakpNJXwz7Txop2HaKSGzuF5822luFv4cPnxYdenSRd1///1FkAfgPOGEE9TKlSvVmjVr1Nlnn63/jZ7JOMi8++671YUXXqj69+9fBJnoGUXv5uzZs4vuNXz4cA2lpQchUz4Ypd2AmObv24FNy5mldNRU3l+oKTXNQgyQsNMsQuYxx/xI4f3ltieui3u9pYSm1dhObiCz0rD3888/ryGzrq5O7d27V+3Zs0cnjYPMjz76SA+Dv//++2rAgAFFkPnUU0/pPLdt21Z027lz5+rP0YtaeBAy5QN8NUYvea1vB5Z8llDyoqby/kJNqWko/t1YOUztNIS39Ujo6eL1lqaaSjxPuTxyDZmrV6/WcyUHDx7cgEEbg0z0ivbu3VuNHz9eX1cKmZiL2aJFiwZ5rlixQkPmkiVLCJmOF4uk5SBx+fp24LjyZfF7akogyoLd0k792KkLMHNpf2kDs287zSVk3nXXXboXEnMkAYqHDh2ygswHHnhAD6ujB7IcZI4ePVrPxyw9MBwPyFywYEFFyFy1dotCpfs4N2z9oRcXf33cP4/3pKbytkRNqWkWYgXt1I+dzn9hiR4ifmzmTPXOu8usT1yH65FP6HYWPWs1ZfVtp2Ae6I0zYqpKI8/4vEljX4by3a5du9S6devU/PnzVefOndWgQYP0op/Co1JP5ieffKJ7KV977bX65KU9mdVAponIoejIclABKkAFqAAVCEkBjBgCWPA3yVHt9UnumfSaLJW10jMWThc04Z9MQGbhw2KRD3oXS1d9l4NMbIH0y1/+UmHleOFRCpmTJk0qO1y+fPlyfa9CQEU+hSKzJ1P+16/PX6O+fyX6fPa07k1N5X2EmlLTtPxVMl8TO41699CLefjIUesT12WlJ/OtFXVq6PdvHsLfpDqbaJo0b5PrctOTid5LgOSOHTuKABHbEAH8pkyZEtuTiVXjSHvSSScVnfgMq8nx+TvvvKOeeeYZne6zzz4ryhP7ZOLzrVu3Fn3OhT/yc3dczpmRmKgeSnmzUA7fc4iyoJFtGampfAyipn40jVaPVwuZyMfWj7KY3red5mZOJoAPgDd9+vQiwPvggw/051gRHjdcjrmbmFdZel500UXquuuu059//fXXelU55nvOmjWrKM9rr71Wb3lUehAy5YNRKM7u24FD0UGyHNRU3l+oKTWV9NG08jKxU0KmnS2baJpWfSLf3EAmwA7D3G3atNFv3tm4caNaunSp6tWrl+rYsaPat2+fHrZGTyfOYcOGqfbt29f/f//+/RWnTZQOlyPhuHHj9BuFsBk7ekABt+jtfOWVVwiZNbKyHA7k24HTDA6+8qamdo2IST1RU2pqYie+05jYKSHTzpZNNE2z3nMFmXirz+TJk/XbfLC6HIt+RowYoTZv3qzBD0Pm6NUsd5a+NrKxOZn4Dtsc4V7RayUBs4sWLSoLquzJtHOKNA1eOm/fDiz9PCHkR03l/YWaUtMQfDuuDCZ2Ssi0s2UTTePqpZrvcwWZSVdwpX0dIdPOKaoxaNfX+nZg18/r4n7UVN5fqCk1deG71d7DxE4JmXa2bKJptfXW2PWEzLQJs2R1OQRPs0Iby9u3sfl67jTvS03tAp5JXVBTampiJ77T0E792Ckh005333ZKyCRkeoNe342ExP19O7DEM4SWBzW1a0RM6o+aUlMTO/GdxsROCZl2tmyiaZr1TsgkZBIyq1io5NuB0wwOvvKmpnaNiEk9UVNqamInvtOY2Ckh086WTTRNs94JmYRMQiYhMygb8B0U0wy4vvKmpnYNs0k9UVM/mhIy7XT3baeETEJmUIBhEtxDSuPbgUPSQqos1NSuETHRnZpSUxM78Z3GxE4JmXa2bKJpmvVOyCRkEjLZkxmUDfgOimkGXF95U1O7htmknqipH00jyHxs5kyFt/7YnrgOr5XkG3/k66+c3xAyCZlBAYZJcA8pDRsa+UBFTalpSD5eqSy0Uz92+o/Xl2tIrPZEPlmws2rL6NtOCZmEzJpwtGodlQ2NfINCTalpWn7pIl/fjbeLZ3R9D1NNAYjoiSx33jNlugZQ/K2UplYAE/VnqmladU3IJGQSMjlcHpQN+A6KaQVbn/lSU3mgp6bJNG0MEGc88Zy65pprFP4mBcRoOL1WhsPj4opvOyVkEjKDAow4hwnte98OHJoeEuWhpska78a0p6bUVMI3q83DxVA3IbPY1n37PiGTkEnIZE9mUDbgOyhW25CGeD01JWSGYJcmi3ZWrFhRcTGPyaIdQiYh0wHWhXULvrtcPsCHEDBDmO8Sig6S5SAQyfsLNaWmkj6aNC+T7YfQeh8+crTsiZXkcSvDCZmEzLAI0EFpCJnyAT5pkJO+jo23fN1SU2oq7adp5Ec7tbdTQqa9ZtXarm875XA5ITOoodJqHcr19b4d2PXzurgfNZVviKgpNXXhu3H3IGTK22Gc5r59n5BJyCRkck5mUDbgOyjGBe0sfk9N5Rt3amqvKSHTXrNq441vOyVkEjKDAoxqHcr19b4d2PXzurgfNZVviKgpNXXhu3H3cAGZS5fXqSHDRyr8jStPLXzv2/cJmYRMOiJ7MoOyAd9BMY8NDzUlZIZg1y4gM4TnDKkMvn2fkEnIDAowQnJOk7L4dmCTMmYtDTUlEGXBZmmn9nZKyLTXrFpf8G2nhExCJiGTPZlB2YDvoFhtUA/xemoq37hTU3tNCZn2mlUbT3zbKSGTkBkUYFTrUK6v9+3Arp/Xxf2oqXxDRE2pqQvfjbsHIVPeDuM09+37hExCJiGTPZlB2YDvoBgXtLP4PTWVb9ypqb2mhEx7zaqNN77tlJBJyAwKMKp1KNfX+3Zg18/r4n7UVL4hoqbU1IXvxt2DkClvh3Ga+/Z9QiYhk5DJnsygbMB3UIwL2ln8nprKN+7U1F5TQqa9ZtXGG992SsgkZAYFGNU6lOvrfTuw6+d1cT9qKt8Q1aKm/3h9uQLUJD1xfWP2XouaVuv/hEx5346rE992SsgkZBIy2ZMZlA34DopxQTuL39eapgDEJk2aVH02Bpq1pqmE3RMyCZlxyNUkLgG/b6jAV199VR/sQPUSzpokDwZFeQenptQ0iS+6vqbW7DSCmWOO+ZE69tgfW5+4DpCKfCrVVa1pKmGzhEz5eBlXL77tlD2ZDqiYkOneseIcT+p73w4s9Rwh5UNN5f2l1jSNYAaAefzxP7E+cR0hU94OCZnymsbFbt++T8gkZHrrWY1zjix879uBs6CRbRmpqXxDVGuaEjLlbcjWj8ulJ2S6rxffvk/IJGQSMjknMygb8B0UJRrT0PKoNU0Jme5hxsTmCZnu68W37xMyCZlBAYZJoAopjW8HDkkLqbJQU/mGqNY0JWTK25CEfxMy3deLb98nZBIyCZnsyQzKBnwHRYnGNLQ8ak1TQqZ7mDGxeUKm+3rx7fuETEJmUIBhEqhCSuPbgUPSQqos1FS+Iao1TQmZ8jYk4d+ETPf14tv3CZmETEImezKDsgHfQVGiMQ0tj1rTlJDpHmZMbJ6Q6b5efPs+IZOQGRRgmASqkNL4duCQtJAqCzWVb4jypOnS5XVqyPCRCn8r2RwhU96GJPybkOm+Xnz7PiGTkEnIZE9mUDbgOyhKNKah5ZEnTSNQaWyjdEKme5gxsXlCpvt68e37hExCZlCAYRKoQkrj24FD0kKqLNRUviHKk6aETHn7kPLduHwIme7rzrfvEzIJmYRM9mQGZQO+g2JcQ5nF7/OkKSHTPahI2Twh033d+fZ9QiYhMyjAkApmrvLx7cCuntPlfaipfEOUNU3/8fpy/d7wcuc9U6brVz7ib6U00x6epdPwtZLytlRNLCBkuq8P376fK8g8evSoeuSRR1TPnj1Vy5YtVdu2bdXQoUPVli1bilDyzTffVB06dNBnuQPpR4wYoTp16qTatGmj+vXrp1588cWipN9995168MEHVbdu3VTz5s1V165d1UMPPVQ2P7673L1jVRMIba717cA2Zc1KWmoq7y9Z0hSACUCUOAmZ8rZUTRwhZLqvD9++nyvInDBhgmrdurWaN2+e2rRpk3rjjTc0BAIADx48qI4cOaLuvfde1apVK/1ZOcjcu3ev6tKliwbL5cuXq/Xr16s//OEP6oQTTlD//Oc/6yFy6tSpGmTnzp2r74W/yLccaBIy3TtWNYHQ5lrfDmxT1qykpaby/pIlTSMQeWzmTPXOu8usT1wXASohU96WqokjhEz39eHb93MDmYcPH9ZweP/99xf1JgI4AYgrV65Ua9asUWeffbb+98iRI8tC5hNPPKHTb968uT4f9JCeddZZ6vrrr9efHThwQMPsPffcU3SvP/7xj+rUU09V3377bdHnhEz3jlVNILS51rcD25Q1K2mpqby/ZElTExA5fOSoqnQCTAmZ8jYkET9M6haNZ1zdNrazgEQ585SHb9/PDWRWmlr5/PPPa2isq6tT6KXcs2ePTloJMtHjuW3btgbZoWdz4MCB+nP0kCJP9HQWHu+++67+fOnSpYTMKhbTZMnBfTtwlrQyLSs1TQYIjc1jnP/CErVixQqFv5XmMeJ60zpKM50JiBAyk9lImvVmkrdJ3RIyZevWdzzNNWSuXr1a9ejRQw0ePLgBNFaCzHKwunXrVj3vEkPtOB5//HENkzt27ChKDjjF57NmzaoImavWblGodB/nhq0/ADb++rh/Hu9JTeVtiZraayo1jxH5+PZTgDB6ItEj2RhMxvV2IY9jjvmROvY/fmx94jpcj7JU0oN2am+nJnVrApmN1Ytv+w3t/r7tFMwTjSxgVDfuaBKXIITv77rrLg2FTZs2VePHj1eHDh1KDJkY+r7kkktUx44d1e7du3U+06ZN0zD59ddfN4BJfI4FQYVH4XC5icghaMgyUAEqkB0F0EuJQI4fuPi37YnrcD2u831Ez5K0LNH1EguH1q5d61uOXN1fqm6T2kauxMzIw9jyTyYgc9euXWrdunVq/vz5qnPnzmrQoEF60U/hYdKT+eWXX6oBAwboeZaYxxkd1UAmezLtf/2G9suwsDy+fyWGrE3SslFTex/JUw+RybOYDJdP+/Ms3RNZ7pw89YdtkPC3Upq4Xl3aaW3badL45vo633aay57MQpgEHKJ3ceHChVaQuX37dtW7d2915pln6vmchQd+9SNPpCk8ouHyJ598smJPJuYnmMxdSSON77kZaTyT7zypqez8IdQnNbXXNE9z3UyexQQyTV47Wc0CEtppbdup77bH9P6+7TQ3czLRewmQLJ0nieFuAOGUKVOMIROLg84//3w9nxPzMUsPLOxBnsuWLSv66q233tKfYwFQpeFyQqZ9YDJ1Jh/pfDuwj2dO+57U1N5HTMAMMSluHmM10CVlFybPEgJkvrWiTo0dO1bhr9Sz5z0fk7rNip1mpa58x9PcQOZnn32mAW/69OlFgPfBBx/oz5966ikjyMQm65dffrk699xz1c6dO8vOesAKdAyhT5o0qeh7zP/EBvClc0C5hZF9o0kHzq9mcXXrOyjGlS/E7/PUeEvtk5l2T2Y0rI+/IdpEiGXKk52GqG+5MvmOp7mBTNDeqFGj9Bt6nn32WbVx40a9lVCvXr30op19+/YpwB56OnEOGzZMtW/fvv7/+/fv18D4t7/9TUPpSy+9VP9ddE1hLyneLNSiRQu9CTveEPTcc8/pxUalK8uRJyEzv8Dk24GzEuhsyklN7f0lT4235Er5SnZn8v7zOJslZNa2ncbZRyjf+46nuYJM9DBOnjxZv80HwIdFP3g9ZLSxOobMAZDlTiwEikC1Uhp8XnjMmDGj/rWS6PksB5iETPtAFIpzmpTDtwOblDFraaipvc/kCTJhr9W+uzxuz09Cpr2NScQRk15qrByv9Kan6G1OIUzrkNDDRR6+42muILPs2HYAH7In009AqwUHdvGMru/hOyi6fl6J++UNMhvTRAIQJfJgT6Z9XHfRSy3hT3nKw3c8JWQ6gFBCpn0wyoqT+3bgrOhkU05qau8vhEw7zQiZdnrZ+G9c2ry8mSruOUP53nc8JWQSMjlpvYpXYPp24FACmWQ5qKk9ABAy7TQjZNrpJenfjeVF35evF9+aEjIJmYRMQmZQNuA7KLpqUCXvQ8i0a5wJmXZ6SdoqIdOt9r7jKSGTkBkUYLgKZlL38e3AUs8RUj7U1L4RImTaaUbItNPLVXyg78vXi29NCZmETEImezKDsgHfQdFVgyp5H0KmXeNMyLTTS9JW2ZPpVnvf8ZSQScgMCjBcBTOp+/h2YKnnCCkfamrfCBEy7TQzhczGFqkUvv8c+ZU747ZSCsnvQigLfd/Ojk3qzLemhExCJiGTPZlB2YDvoGgSuENLQ8i0a5xNIJPb7dhpKuET9H15zX1rSsgkZAYFGBKBymUevh3Y5bO6uhc1tW9oCJl2mplAZpTmmGN+pI499scNz//4sTruuOPUsd//Lfc9rmvSpInu4XTlO1m/D33fzo5N6tu3poRMQiYDIHsyg7IB30HRJHCHloaQadc420AmAPL443/S8PxfP1E//elP1fHf/y33Pa4jZNrVC33fTi+TOORbU0ImITMowDBxmpDS+HbgkLSQKgs1tW9oCJl2mi1dXqeGDB+p8LeS3UaaEjLttK0mDtD35bX2rSkhk5BJyGRPZlA24DsoVtNI+rqWkCnfOGcFMk2A2Zdd2t6Xvi9vx741JWQSMoMCDNug5Du9bwf2/fxp3J+a2jc0hEx7zeJsNyuQaTL0H/esoXxP35e3Y9+aEjIJmYRM9mQGZQO+g2IoDa5NOWoJMl313BEy5YEnzqbp+/Ka+9aUkEnIDAow4oJQaN/7duDQ9JAoDzW1b2hqCTIlbMwkj5Ags7H9Ou+ZMl0vMMLfrO/XSd+39/04W/atKSGTkEnIZE9mUDbgOyjGBe0QvydkyjfOoUBmLe3XSd+Xt2PfmhIyCZlBAUaIDXhjZfLtwFnTy6S81NS+oSFk2msWZ4uhQGbsfp3l9vAs+CxL+3XS9+Xt2LemXiFz0aJF6rrrrlNdunRRJ598cj3ujR8/Xu3atcsB/rm5xVdffaWHM3BC8Ljgltb3vo0trefymS81zV9Q9GlPSe9NyJS3Q0KmvKZx9s14Kq+5b029QObBgwfV1VdfrZo2barPE088Uf/F8fXXX+v/n3/++WrPnj1uKDDluxAy5R0nLli5+t63A7t6Tpf3oab2/kLItNcszqZdQKbJIiYOl8vXbVzd5+l73/HUC2ROnTpVgyTOCy64QDVv3rweMrdv366aNWum/3/33XenjH9usidk5jdI+HbgPAXD6Fmoqb2/EDLtNYvzHReQabr9EBf+yNdvXP3n5Xvf8dQLZHbv3l1D5Lx58zTltWvXrh4y8f+3335bAyjS5eEgZOY3QPh24LwEwsLnoKb2/kLItNcszndCgszGymoKqnHPG8L39H15O/atqRfIbNGiRdEczFLIBFi2bt26KE2WYZOQKe84IQRElMG3A4eig2Q5qKm9vxAy7TWLs9nYBTf/8WN13HHHqWO//4tXT5ae0YKbBx6eVXFrIYnthwiZ8nUfZxtZ+t53PPUCmW3bttU9lzt37izbk1lXV6d7MpEuDwchM79BwLcDZynYmZaVmtr7CyHTXrM4e5SaCxkt+qzmL8pSqbyETPm6j7ONLH3vO556gcxrrrlGQ+ZFF12k5s+fr0499VT9/yVLlqiHHnpInXnmmfr/V111VR4YUxEy8xsEfDtwloKdaVmpqb2/RKDx2MyZ6p13l5U9V6xYUfE7XAcIQj6m9VQL6RqbCzl56g+boONvpU3Qp33fi4k06NUs19sZ95nJ9kOETHt/qQXbDWWOuxfIfPfdd9VJJ51Uv7o8WmVeuNoc3y9dupSQWcVG4aWOxMZbPhhRU2oaQoMl1evWWI9ZCM8ZUhnmv7BEAyT+xvUyAiaPP/4n1ieui4N/QqZ8DArJzqoti+82ygtkghyx6KdNmzb1q8yj1eb4i/mYzz77bC4AEw/Bnsz8BgHfDlxtAArxemqazF+q7XUjYNrpTsi008sk1tD386epN8gEfO3bt0/D5IQJE9Stt96q7rzzTjVnzhy1d+/e3AAmIVPeaUyClas0DIry9UtN5TU1ASJXPpOX+5hoGrtCPaZ3kz2Z8r6QF/szfQ7f8dQrZOaKJBt5GPZk5jdQ+HZg00CTpXTUVN5fTIAoSzYSQllNNCVk2tkyfd9OLxM/8K2pN8g8cOCAuvfee9V//dd/FeEZFvvcfvvtupczLwchU95xTJzLRRrfDuziGV3fg5rK+4sJELmu56zfz0RTQqadLdP37fQy8SHfmnqBTEBX37599cKf0aNHF7Fknz599Oe9evXSr5jMw0HIlHccE+dykca3A7t4Rtf3oKby/mICRK7rOev3M9GUkGlny/R9O71MfMi3pl4gs/C1knfccUcRR2J7o+hd5vfdd18eGJMLfwRXyJs4lcs0vh3Y5bO6uhc1lW9oTIDIVf3m5T4mmhIy7WyZvm+nl4kv+dbUC2SilxK9lbNmzSoLkU888YQGzR49ehAyBQHNt7GZOETW0lDT/AXFrNmgSXlNgMgkH6b5t72baErItIsPjKd2epn4o29NvUCmySsjW7ZsqVq1akXIJGQGvTm0bwc2CTJZS0NN5Ruat1bUqbFjxyr8zZo9hFpeQqa8ndL386epF8iMXiu5ZcuWshC5YcMG3ZN5+umnEzIJmUE3igyK+QuKoUJNNeWincrbKSFTXlPaaf409QKZWEEOiOzevbt6+umn1erVq9XGjRvVypUr9RD62WefrYfTBw4cSMgkZBIyBW2gGlBxdS0bmvw1NK5sx+V9bCCTr5U0s2n6vplONnbuW1MvkPnGG29UfKUk4DJa+PPqq68SMgUBw7ex2ThGVtJS0/wFxazYnk05aafydmoCmS5e98nXSsrXrY1vhZ7Wt+97gUyQI3osW7RoUfa1ks2aNVN//vOfcwGYfONPvgOAbwcOPcAlKR81lfcZaiqvqQlkwv4be93nPVOm63eT4y9gsdwZ97pPQqZ83SaJW6Fe49v3vUEm4Gvr1q3qwQcfVEOGDFFXXnml+vWvf62wvdG//vWv3AAmITPfAcC3A4ca2KopVyiaLl1ep4YMH6nwt5rnCeHaUDQNQQupMphCZmP3kwBEiTykNKk2H9qpfHvpW1OvkClNkkePHlWPPPKI6tmzp8LqdCwwGjp0qCpdYPTmm2+qDh066LPc8fnnn6thw4ap0047Tedz6aWXqvfee68o6cGDB9XEiRNVp06dVPPmzfV2S3gPe7mDm7HLO061wUzqet8OLPUcIeUTiqZsvPPrtxL2TsiUt49QfF/CPkLJw7emTiATPZbbtm2r5y/83/S0AdEJEyYobI80b948tWnTJoW5n926dVNdu3ZVgMIjR47oV1liayR8Vg4ykQ7AeNFFF6kPP/xQffzxx+qWW27R+SLP6Bg1apRq166devnll9Wnn36qHn30UT3PdOHChQ2KTMiUD0Z0YGqatg0QMvNrYxK2Q8iUtw/fQCRhF6Hl4VtTJ5CJhTxnnHFGPXxFC3sAZY2dJ510kjFjHj58WHXp0kXdf//9RdcAOE844QS9cn3NmjV65Tr+PXLkyLKQOXfuXJ1+/fr19fkg77POOkuNGTNGf4aeUTzD7Nmzi+41fPhwvWK+9CBkygejUBzZtwOHooNkOULRlJCZX7+VsFdCprx9hOL7EvYRSh6+NXUGme3bty+CTEBa3AkArfZ4/vnnNTTW1dWpvXv3qj179ugsK0HmiBEj1Lnnntvgtui57Ny5s/78qaee0nkW9s7i8whQC3s88TkhUz4Y0YGpado2QMjMr41J2A4hU94+fAORhF2ElodvTZ1AJoBu/Pjx9eCG/wPaTM5qIBP7b2Loe/DgwQ2yqQSZffv2VYMGDWqQftq0aRosDxw4oOdiYmV86bFixQqdZsmSJUVfETLlg1EojuzbgUPRQbIcoWhKyMyv30rYKyFT3j5C8X0J+wglD9+aOoHMakAxybV33XWXXoyDnlDA7aFDh4whE8PdWO1eejz++OMaILdv365Gjx6t52OWHhiOR5oFCxZUhMxVa7coVLqPc8PWH3px8dfH/fN4T2oqb0uhaFoIEVm33VA0zbqOheV//sUlevsh/E36XBI2JpFH0vJLX0c7zV88BfPAT3Ciwy3uaBKXIO57AN/ll1+urrjiCr0QJ41j165dat26dWr+/Pl6iBs9k6X3qtSTmTZkmoichibMkwpQATsFMDKBwIi/PKhAuZGrau1DwsYk8mDtUoG0FCgcyTXhn6ohEw+CrYVOPvnktJ6pKF8s8kHvYumq70qQ2a9fv7LD5Q888ICeQ/rNN9+oSZMmlR0uX758ub7Xa6+9xp5MT7210r+s4/LjL+/8/fKO6pw9RPJ1G+dPWfo+lJ7Mt1bUqaHf7+eKv1nSr1xZGU/lfc63ps57MkFft912mwa2xYsXi4Emei8Bkjt27CjK89tvv9XgN2XKlKLPK0HmjTfeqLc9Kj1uuukmve0RjmeeeUbn+dlnnxUlwz6Z+BzbMxUenJMpP3eH812oado2wDmZ+bUxCdsJZU6mxLOEkofv+YOh6CBZDt+aepmTuWzZMj3vEYtn8BevkHzuuef06uzS05RCAXwAvOnTpxdd8sEHH+jPsSK88KgEmQBVpMdwe3Rg70xswRQtXsKqcsz3xKsxC49rr71WXXjhhQ2KTMjMb2Pl24Elg1EoeYWiKSEzv34rYeuETHn7CMX3JewjlDx8a+oFMqO9MeP2y7TZJxNkh9Xqbdq00W/e2bhxo1q6dKnq1auX6tixo9q3b5+edIqeTpx4ow+2VYr+v3//fg2H2BOzT58+CqvMsRk79svEtkZ4+w/eBBQd48aN08P+2Iwd+2YCbvE8r7zyCiHz+/f1huJgaZfDtwOn/Xw+8g9FUwnIlHg1pUQeoWjqw57SuichUz7O007zp6kXyIzbHzP63nafTPQ4Tp48WQ9rY3U5Fv0AEDdv3qzBD0Pm6KUsd6JnMzq++OKLerDE24GwSAn7bBYegFHcK3qtJGB20aJFZTte2ZMp7zhpNRy2+YYSFCVAxPbZ00ofiqYSkBlKHqFompbN+MiXkCkf12mn+dPUC2TOmTNHmZ6mw+UhpyNkyjuOj0al3D1DCYoSMENNi+1UQtNQ8gjFTkOxMYlyEDLl4zrtNH+aOofMd999V91zzz3q97//vXr44YcbLJ4JGRaTlo2QKe84Eo2ERB6hBEUJmJHQQyKPPGlqWi//eH25Qtpy5z1TpuutlPC3Uhpc35j2oWgqYR+h5EHIlI/rtNP8aeoUMrGJeem7yrH45+mnn07Kb5m4jpAp7zihNDShBEVTmAlFtywAkYSmJnkAEKPNiqv52xhohmKnWbA/0zISMuXjOu00f5o6g0y8BafSXMxmzZrpRTZ5PQiZ8o5j2hCknS6UoGgCM2lrIZV/njQ1qZcozWMzZ6p33l1mfeI6wCnyqVQHoWgqZSMh5EPIlI/rtNP8aeoMMv/zP/9TQ+bZZ5+tZs+erTcsx4psrNBG72bhwpu8wSYhU95xQmhkUIZQgqIJzISiWVw58qSpSb1EaQCYh48ctT5xHSHTfYwhZMprHorvx8WoLH3vW1NnkBnB5KpVq4oYElsAAT579uyZN7asfx5CpnwwCsXJfTtwpIMJzISiWVw58qSpSb0QMrMZHwiZ8vUWiu/Hxagsfe9bU2eQid7K1q1bNwBJvKYRkNmhQwdCZsr7S/o2tiw5pmlZQ9HUBGZMn8l3ujxpalIvhEx5WHFhw4RM+XoLxfdd2I+re/jW1BlkAiSx+Xm5o7Hv8kCe7MmUD0auHDTuPr4dmD2Z6dmWCSDG2YdJHoTM9Oowrn6q+V4CMvO0v201WkbXhhJPJZ4llDx8a0rIdECxhMxsNiImQcK3AxMy07MtE0CE/tVuPzTt4Vl6TiXnZKZXlya+bJtGAjJt75n39KHE0zzp7FtTp5CJVzPiveXYK7PwRE9mpe8cMGDqtyBkZqvxsAkwvh2YkJmebZlAptT2Q4TM9OrRxp9t0hIy5esslHhqYwehp/WtqVPILN0jM+7/tu8uT50WE96AkCkfjEJxbN8ObAuZjfW6Vdrou/DzuE2/JeolS5pKbT9EyMxejCBkytdZKL4vEcdCycO3pk4h0/Sd5UnfXZ6QAVO/jJApH4zowMWauux1Sxs0fQdFG3CXmk9JyMxejCBkytdZKL4fSvsiUQ7fmjqDzFGjRqkkZ+oE6OAGhEz5YCThfBJ5+HbgJECU5qbftapptfMpCZnZixGETPk6CyWeSsSxUPLwrakzyHTAcsHegpApH4zowPY9mVK9bo29WUaiXlwGxVAW7RAysxcjCJnydebS9yViVRby8K0pIdMBmhIy5YNRKM7t24GT9GRW2+uWF8gMadEOITN7MYKQKV9nocTTUNoXiXL41pSQScis+L5jCQPPex6+HZiQmbyhC2nRDiEzeT36ijFvrahTY8eOVfjrqwx5u28o8TRPuvrWlJBJyGSArOJNS74dmJCZHE6kpg9IACLySHOubCh2ysY7ub3mSbtKz0I7lbcP35oSMgmZhExCpjp85GjsiWF2wFBehstDg0xoW83Z2Kp/3w1NHgGJmuYPiGin8nVKyCRkEjIJmbGACQglZBaDeKSHRE/mA9+/9afSPqX3TJmu4RN/K6WJ21aKQCTfeFJTapoFKPVtp4RMQiYhk5BJyDToyS3t7ZWEzMZ6h032QI1r7Hw3NHHly+L31JSQmQW79W2nhExCJiGTkFnTkFntXEiJnkxCpjywpA0AvhvvtJ/PR/7UVN4PfGtKyCRkEjIJmTUJmSFtYUTIlG9c04Yk34132s/nI39qKu8HvjUlZBIyCZmEzJqETDSioWzGTsiUb1zThiTfjXfaz+cjf2oq7we+NSVkEjIJmYTM3EHm0uV1asjwkQp/kzaWJnMhpVaoEzLlG9ek9W56ne/G27ScWUpHTeX9wLemhExCZuJGOEvBK62y+nZg7pNZPiibAGKcTZjkQciUbxTj6iWU70Px/VD0kCgHNZX3J9+aEjIJmYTMjPRkZmFo12VDU60ecdv+EDLlGzwJ+wglD9+Ndyg6SJaDmsr7nG9NCZmETEJmBiAzK4tUJBock6AopUdjoEnIlG/wJOwjlDxM7DSUsmalHNRU3ud8a0rIJGQSMjMAmRHwHHPMj9Sxx/7Y+sR10dtksL+jyRt+Ku0LGcIbf6TeO17tXEgOl8s3igQiagowyoodhF5OQqYDyPN9i6+++qq+gQfV+zJK38bm67nTvK8rTSOYAWAef/xPrE9cl0fITBOY2ZPJhr6x2OHK99OMX6HlTU3lfc63puzJdECghEx5xwklOLpyYEJmsQ2F0oMYSjni/MGVncaVI0/fU1P5uE5N86cpIZOQ6a1nNQ8NjqugyOFyQmY10xRc2WkefNr0Gahp/oDItO6zlM63nRIyCZk1C5kSeym6cmCphS5pvwJRIviaaBpKD2Io5YjT3UTTuDz4fTFUUVNCZhZ8wredEjIJmTULmSZz7uKCiEsHrnbLnmkPz9LzMtOcxxinl8n3Jpq6gDuTHyEuypE1OzWp4zykMbHTPDyny2egpvkDd0ImIZOQuWhJYg1CCYomIOICiCQaJBNNQ3mWUFa5x+luomlcHvyePZlp2wDtlJDZxAGT5e4WXPgj7zgSwc4EzOLu89aKOjV27FiFv3Fp0/ze5FlCAbM4HUwamlCeRWoaQ7X7dUpoGpcHvydkpm0DJr6fdhnylr9vTdmT6QBpCZn5hcz5LyzRQ9D46zM4ETKPWu39iSkDqLdqFtNE9V3tNAaJNw/F2Z7vhiaufFn8nprKx3Vqmj9NCZmETK9w5LNxMQGzuPIRMv0ExVB6MuPsQ8LGTOaGxpWDjbcfO42rF37P3uG0bcC37xMyCZmEzCrmZBIy/TTetQSZEo2Q74ZG4hlCy4Oa+vH90Owg9PL4tlNCJiGTkEnINBpqlhxibiwwmwRFQqZdA2+iaeiNZWjlo6Z2NmhSf9Q0f5rmCjKPHj2qHnnkEdWzZ0/VsmVL1bZtWzV06FC1ZcuWepRctmyZ6t+/v2rVqpU69dRT1bBhw9S2bduKUHPNmjXq2muvVR06dFDNmzdXvXv3VgsXLixKc/DgQTVx4kTVqVMnnaZHjx7q2WefLYusnJMp7zgmASsujcRQJnsy5evWpKEhZNrpbqJpnL/wew7tpm0DtFM7vzapD9+a5goyJ0yYoFq3bq3mzZunNm3apN544w3VrVs31bVrVwUoXL9+vYbLkSNH6n8vX75cXXzxxapXr17q0KFDGhABnIDTX/3qV2r16tVqw4YNaurUqeqEE05QL774Yj1Ejho1SrVr1069/PLL6tNPP1WPPvqoatq0aQMYxQWETHnHMXGuuDS1CpmPzZyp98q0PXGd1GIZ9mS69QnfDU2cL2bxe2oqb8PUNH+a5gYyDx8+rLp06aLuv//+ot5EACcAceXKlQpg2LlzZ4W00QHYxPcLFizQHz355JP6/1u3bi3KBz2V6N3EgZ7RE088Uc2ePbsozfDhw1X37t0b9GYSMuUdR6JRMoXMxlYPT546XYMX/iK/cmfc6mFXz+Jiux2JZzFpaNiTaedTJppK1F0t5UFN7WzQxDaoaf40zQ1kVppa+fzzz2torKurU2eeeaa69dZbGyRFT+eNN95YBJmlQ+gYMo8g86mnntJ5lqaZO3eu/hy9qIUHIVPecUwCVlwaE8jMCpiZPAv0SHu7nTjNTb43aWhcbIJuUta4NKb1EpdPtd+baFrtPWrtemoqH9epaf40zTVkYrgbPZCDBw/WQ9YAwIceeqgBZF555ZWqX79++vNdu3ap9u3bqxEjRuhrvvvuOwVQPemkk9SSJUt0GszFbNGiRYN8VqxYoe8RpYsSFELmqrVbFBzJx7lh6x5dJPz1cf/Q7lk4n7JS2aI0xxzzI3Xsf/y47HncccdV/A7XRftopvn82Ax+6PCRelP4pPcx0SNp3jbXmdipJPzblM02bZY0tX22Wk9vYqe1rpHt81NT+bbZt6ZgHrSBOMFCcUcm3vhz11136cU4mCM5fvx4Pd8SvY4AwFmzZjV4xiFDhhQNc69du1bP48SQOPIBUM6ZM6f+utGjR+v5mKUHFgwVDr2Xg0wTkeMqgd/LKIAfBTB8/K10RGkAkj/96U+tT1wXdw+Zp6k+FxM9qr+LXA7wU5S53Ak/h+74WykNrk/7yJqmaevB/KkAFagtBQo72Uz4JxOQid7IdevWqfnz5+s5mIMGDTKGzC+++EIDJ3o333rrLfXhhx+qyZMn69XqWOSDoxrIZE+m/C8121/LUXqTXqYoDXoxj/9fPyl7Aj4rfYfrXPRkJtWg8DoTPSTuE5eHxC/vUJ4llHJIaBpXb7X2PTWVj+XUNH+a5rIns/B3Ahb8oHcRPZH4++CDDzb4GTFw4EC9yhwHhsKxtVEpcV9//fXqvPPO02kmTZpUdrgcq9Vxj9dee63oHpyTKT/PxHT+V7VzEKc9/EOP2LHHfg+Zx38PmaXn9+BZD5llvsd1LlZkm+rRWLo8zR8M5VlCKQfnusnHIGpKTSXibtp5+LbT3MzJRO8l9rLcsWNHEeB9++23GvymTJmiezVvvvnmBpCJVelYeY7j6quv1vtilh533323atasmZ6j+cwzz+g8P/vss6Jk2Cez3Mp0QqZ8MDJxTKl5e4RMt/UnERRDgTuJV0Ka2HpcGglN4+5Ra99TU/m4QE3zp2luIBPAB8CbPn16Efh98MEH+nOsCL/tttv0CvNoT0wkxOIgfL948WJ93dixY3VP5oEDB4rywcpy7LmJA/M7Md+zdH4n0lx44YUNAJWQKe84Jg1aViAzFBAJBcwkGppQnsXETl2kkdDURTmzdA9qKh/XqWn+NM0NZILs0BvZpk0b/eadjRs3qqVLl+qN1jt27Kj27duntxbC99iuCJusY74lei0xVI63BeH4+OOP9WKfX//61+qjjz7S6f785z9rqCwcah83bpzetB3zNLFvJuAWC4VeeeUVQub3W+WE0lhkYbg8FCAKpRwSDU0ozxKKH0hoGsqzhFIOaiof56lp/jTNFWTirT5YpIOV4QBFDI9jK6LNmzfXgx/maF522WV6Ic/pp5+ubrrpJrV79+4iMAScDhgwQL89CPmcf/756rHHHtND5dGBDd1xr+i1koDZRYsWNQBMfMCeTHnHkWhoTEAkSpPmnEyTckg8b1weoZRDoqEJ5VniNHf1vYSmrsqalftQU/m4Tk3zp2muILMs4QXwISFT3nEkGiITEJGCzAe+X0BU6Y1A90z54a1B+Bv6W4MkdI/LQ6KhManbuHLk6XsJTfOkh8SzUFP5uE5N86cpIdMBhBIy5R1HopEwAREpyIw2o63mb9qvpzTRQ0L3uDwkGppQniXuWV19L6Gpq7Jm5T7UVD6uU9P8aUrIJGQGM3/SdeNiAiKSkPnYzJnqnXeXWZ+4zsU2SCZ6uKgjiYYmlGdxoZfJPSQ0NblPLaWhpvkDojzar287JWQSMgmZi5ZU1EASMgGYh48ctT5xHSHTrkEjZBbr5buhYeNtZ7951MvkmWin8nbiW1NCJiGTkOkIMtmTaRZAJYJiKNtCmTSsLtJIaOqinFm6BzU182ebOqWm+dOUkEnIJGQ6gsxq5mPiWs7JlA/ANg1gltOy8Za3HWpKTbMQE3zbKSGTkFmzkGnS2xUNux5zzI/0qyUbnN+/m/y4445TeEd5ue9xHQCRq8vNGyTfQTELDYdtGampuf2ZaktNqamprfhM59tOCZmEzJqFTBPHl3prUGO9kKHMHwylHL6DooldZC0NNSUQZcFmaaf5s1NCJiGTkBnzhqLG3ho0eeoPe1zib9I9LkOBu1DKwYYmfw1NFgDHtoy0U9qprc34SO/bTgmZhExCZhWvwZz/whINmfibNICEAncm0weSPqPNdb6Dok1Zs5KWmhKIsmCrtNP82Skhk5CZGI6yELTSLmOeIDNtrUzzZ0OTv4bGtO6zlI52SjvNgr36tlNCJiGTkMmezKBswHdQzELDYVtGakogsrUZH+lpp/mzU0ImITMowPAR2Kq5J3sy8xcUq7GHUK9l4007DdU2C8tFO82fnRIyCZmEzCp6Mt9aUafGjh2r8DdpEA9lTmbS8ktfx4Ymfw2NtI2EkB/tlHYagh3GlcG3nRIyCZmJ4SjOuGvhewkHJmTyFYhp+4qEnaZdxqzlT00JmVmwWd92SsgkZBIyq+jJlHBgQiYhM+3GSsJO0y5j1vKnpoTMLNisbzslZBIyCZmEzKBswHdQzELDYVtGakogsrUZH+lpp/mzU0ImITMowPAR2Kq5p0RQZE8mezKrsUGTayXs1OQ+tZSGmuYPiPJov77tlJBJyCRksiczKBvwHRTZ0MjDAzWlpiY2QN+XtxPfmhIyCZlBAYZJIAopjYQDsyeTPZlp27SEnaZdxqzlT03zB0RZs0GT8vq2U0ImIZOQyZ7MoGzAd1A0CdxZS0NNCURZsFnaaf7slJBJyAwKMLIQCAvLKBEU2ZPJnsy07V7CTtMuY9byp6b5A6Ks2aBJeX3bKSGTkEnIZE9mUDbgOyiaBO6spaGmBKIs2CztNH92SsgkZAYFGFkIhOzJlA+E0ppmzY7SLi8bb3mbpabUNG2/lcjft50SMgmZhEz2ZAZlA76DokRgDy0PakogCs0my5WHdpo/OyVkEjIbAMY/Xl+uME8w6YnrsxDQJMooERQ5J5NzMiVssbE8JOw07TJmLX9qmj8gypoNmpTXt50SMgmZRUAIQGzSpEnVZ62ApoQDEzIJmSaNRTVpJOy0mvvn8VpqSsjMgl37tlNCJiGzCDIj4Hls5kz1zrvLrE9cB0hFPllwwGrLKOHAhExCZrV2GHe9hJ3G3aPWvqemhMws2LxvOyVkEjLLQiYA8/CRo9YnriNk2gVfQiYhM+3GyndDk/bz+cifmtrFOZM6oqb505SQScgkZHpe+LN0eZ0aMnykwl+TQJz3NGxo8tfQ5NFmaae00yzYtW87JWQSMgmZniEzC4HKZRl9B0WXz+rqXtSUQOTK1qq5D+00f3ZKyCRkEjIJmUH1oLKhyV9DUw14hHot7ZR2GqptFpbLt50SMgmZhExCJiGzChtgQyMPG9SUmmbBBrJQRkKmA8jzfYuvvvqqfksgUL0vwzQxtmgRChf+mAV5E0191XdW70tNzWzPpn6pKTW1sRdfaWmn+bNT9mQ6IFBCprzj+AqCpfdlUJSvW2pKTUPx78bKQTulndJO422AkEnI5HB5FUOlbGjig4xtIKam1NTWZnykp53STn3Yne09fdspIZOQScgkZHqbwlEuYPoOirZBPAvpqSmBiHYqbwPUNF5TQiYhk5BJyCRkVmEDbGjiG5osaGRbRoK7fL1T0/xpmivIPHr0qHrkkUdUz549VcuWLVXbtm3V0KFD1ZYtW+pRctmyZap///6qVatW6tRTT1XDhg1T27Zta4Cas2bNUt27d1ctWrTQf5944omiNAcPHlQTJ05UnTp1Us2bN1c9evRQzz77bFlk5ZxMecexbRDSSs+gKF+31JSapuWvkvnSTmmnkvaUVl6+7TRXkDlhwgTVunVrNW/ePLVp0yb1xhtvqG7duqmuXbsqQOH69es1XI4cOVL/e/ny5eriiy9WvXr1UocOHaoHxBkzZuh8nn/+ebV582aF/5944on6/9ExatQo1a5dO/Xyyy+rTz/9VD366KOqadOmauHChQ1Ak5ApH4zSckjbfH07sG15s5Cemsr7CzWlpvR9eRugpvGa5gYyDx8+rLp06aLuv//+IsgDcJ5wwglq5cqVCmDYuXNnhbTRAdjE9wsWLNAfff311+qUU07RYFl4vPDCC+rjjz/WH6FnFNA5e/bsojTDhw/XvZ6lByEz3hCz4KycP+imHglE8jpTU2qahRhLO82fneYGMitNrUTvIyCyrq5OnXnmmerWW29tkBQ9nTfeeKP+/KWXXtLpd+7cWXG25lNPPaXTlA6zz507V3+OXtTCg5Ap7zihBEwGRfm6pabUNBT/5hZG8rZITWtL01xD5urVq/VcycGDByuAHgDwoYceagCPV155perXr5/+fMqUKer0009X77//vhowYICe14k5nlFPJ9JgLibmapYeK1as0PdYsmQJIXPRkqAWk6TVaBGI5AMmNaWmafmrZL60U9qppD2llZdvO80lZN511116MQ7mSI4fP17Pt0SvIwAQC3pKjyFDhtQPc992222qTZs2qk+fPnq+JYbZ8RmuxZA5jtGjR+v5mKXHmjVriobeo+8LezJXrd2iUOk+zg1b9+gi4W+l+89/YYl+O1G1b/xBPj6e0fU9TTR1Xaas34+ayscHakpNsxAXaKf5s1MwD5gCJ1go7mgSlyCE73ft2qXWrVun5s+fr+dgDho0yBgyb7nlFg2KS5cuLXqUvn37qgsvvLBqyDQR2aeG6I2FMeBvkqPa65Pck9dQASpABagAFaAC4SlQ2Mlmwj+ZgMxCmdETCWicM2eO/vvggw82qIWBAwfqVeY47rzzTp3uyy+/LEp3xx136J5RbJM0adKkssPlWK2Oa1977bWia9mTKf/rLJRf5fzlLV+31JSahuLfjZWDdko7pZ3G20BuejLRe4ntg3bs2FEEeN9++60GP8y1RK/mzTff3AAysSodK89x/PWvf9XpsXVR4YFhd6w6x/HMM8/oNJ999llRGuyTic+3bt1aETIxPyGtuRdx+ZrMzZj3/VxKieFy5BNXnjx8b6JpHp7T5TNQU851c2lvSe9FO6WdJrUdl9f5ttPczMkE8AHwpk+fXgR4H3zwgf4cK8IxtxIrzAv3xMTiIHy/ePFifR22J0KPZekWRhguv+SSS3QazO9EmtL5nddee239kHphIbi6XD4YuXRSroZ0W3++g2IotiVZDmoqb8PUlJpK+mhaefm209xAJqAOvZFYtIMexY0bN+p5ldhovWPHjmrfvn16ayF8j+2KNmzYoD788EPVu3dvPVSOYfDoGDNmjN6MfdGiRXrT9mgIvXAYfNy4cXrlORYHAUwBt9g785VXXmnQU0rIlA9GaTmkbb6+Hdi2vFlIT03l/YWaUlP6vrwNUNN4TXMFmXirz+TJk/UbfrC6HMPjI0aMKBr6xhzNyy67TL92ElsV3XTTTWr37t1FYIiezvvuu0+dddZZOh9sYfTqq68WpcGG7rhX9FpJwCygtNxByIw3xCw4a7kysvGWr1tqSk2zEA9op7RT2mm8DeQKMssSXgAfEjLjDTELzkrIdFOPbLzldaam1DQLMZZ2mj87JWQ6gFBCprzjhBIwGRTl65aaUtNQ/JvzseVtkZrWlqaETEJm0Spwri63CwAEIju9TOCBmlJTEzvxnYZ2Sjv1bYMm9/dtp4RMQiYhc3PyYOnbgU2CTNbSUNPk9liprqkpNc1CHKCd5s9OCZmETEImITOoPU3Z0OSvockC4NiWkXZKO7W1GR/pfdspIZOQScgkZBIyq7ABHw2H7T19NzS25c1CempKyKSdxtsAIZOQScisAjDY0MQHGdtATE2pqa3N+EhPO6Wd+rA723v6tlNCJiGTkEnIZE9mFTZgG/R9pPfd0Ph45rTvSU0JmWnbmET+vu2UkEnIJGRWARi+HVgiCIWWBzVl4x2aTZYrD+2Udko7jbcBQiYhk5BJyGRPZhU2wIYmvqHJgka2ZSRkytc7Nc2fpoRMQiYhswrAYFDMX1C0hY0spKed0k5pp/I2QE3jNSVkEjIJmYRM9mRWYQNsaOIbmixoZFtGgrt8vVPT/GlKyCRkEjKrAAwGxfwFRVvYyEJ62intlHYqbwPUNF5TQiYhk5BJyGRPZhU2wIYmvqHJgka2ZSS4y9c7Nc2fpoRMQiYhswrAYFDMX1C0hY0spKed0k5pp/I2QE3jNSVkEjIJmYRM9mRWYQNsaOIbmixoZFtGgrt8vVPT/GlKyCRkloXMx2bOVO+8u8z6xHVNmjRR8xYtCQpcbBsQ0/QMivkLiqZ1n6V0tFPaaRbslXaaPzslZBIyi2DwH68v15BY7Yl8shDUqi0jg2L+gmK1NhHi9bRT2mmIdllaJtpp/uyUkEnIbACDAET0RCY9awUwESAZFPMXFLPQGNuWkXZKO7W1GR/paaf5s1NCJiGzJnoc0wqYDIr5C4pp2YrPfGmntFOf9md6b9pp/uyUkEnIJGRWseiDQTF/QdG0QcxSOtop7TQL9ko7zZ+dEjIJmYRMQmZQNsCGJn8NTRYAx7aMtFPaqa3N+Ejv204JmYTMoADDhxNWc0/fDlxN2UO9lpqy8Q7VNgvLRTulndJO422AkEnIJGSyJzMoG2DjHR+4bRs3akpNbW3GR3raaf7slJBJyAwKMHwEtmruyaCYv6BYjT2Eei3tlHYaqm2yd1jeNkPSlJBJyCRksiczKBsgEMk3OtSUmhIy5W2AmsZrSsgkZAYFGFlw2pB+JWZNL5PyEojiA7eJjrRTeR2pKTW19T3f6X3HU0ImIZOQyZ7MoGzAd1D03SikcX9qKg9H1JSapuGr0nn6tlNCpgPI3LdvX/1rGl9583319vtrvZzvfLBWbd++XeGvrzLk7b7UVN6WqCk1zUKcoJ3STmmn8TYA5oleUw0WijuaxCXg9w0V+Oijj6p+F3i17xLn9dW/j50aUkPaAG2ANkAboA0kswGwUNxByIxTqMz3hMxkBklHpm60AdoAbYA2QBvIhw2IQeayZcvU+vXr63Fr1qxZ6oILLlCtW7dWPXv2VE8++WQCVMvuJYXD5ehexxwFH+eqtVvUV199pfDXx/3zeE9qKm9L1JSaZiFW0E5pp7TTeBsA84gPlwMk33rrLU2FAEzA5eTJk9W8efPUvffeq0499VT9ea0cALtIZBil9MRe0/x8TwA2LWeW0lFTTv7Pgr3STmmntFN5G6Cm8ZqmsvCnZcuWasuWLZoh+/Tpo+bMmVPEk4sWLVLnnXderTCm7j0kZMYbYxYctrSMbLzl65WaUtMsxALaKe2UdhpvA6lAZvv27dWqVas0RJ5xxhmqrq6uCCg3btyoWrVqlRpkzpgxQzVv3lzdcMMNDe6Bofz+/fvr+6NHddiwYWrbtm1F6T7//HP9+WmnnaYAzJdeeql67733itIcPHhQTZw4UXXq1Enfq0ePHurZZ58t+0yEzHhDzIKzlisjGxr5uqWm1DQL8YB2SjulncbbQCqQOXLkSDVq1CgNXAA9DJUXHtOmTVO9e/cWh8w9e/aowYMHqzPPPFOdcsopDSAT80QBlygf/r18+XJ18cUXq169eqlDhw7p8gAeAYwXXXSR+vDDD9XHH3+sbrnlFj3kv2nTpvoy4/natWunXn75ZfXpp5+qRx99VDVt2lQtXLiwwXMRMuMNMQvOSsh0U49svOV1pqbUNAsxlnaaPztNBTJ37NihunXrpnsA0dsHsMO/R48erS677DLd87dkyRJxyHz88cfV5Zdfrnbu3KnOPvvsBpAJMOzcubM6fPhw/b0BmyeccIJasGCB/mzu3Ln6/4ULl5D+rLPOUmPGjNFpMBXgxBNPVLNnzy56huHDh6vu3bsTMqvY3DwLgZBv/ZAPhNSUmtL307WBLOhLyJS3Ad+apgKZoKz9+/ere+65R68qx5AzwBLgN2LECLVy5UpxwESG6Gk8cuSIzrscZKKH89Zbb21w765du6obb7xRf47ynXvuuQ3SRICKL5566ikNoqXD7BGgFvZ4Ij17MuUdJ5SA6duBQ9FBshzUVN5fqCk1lfTRtPKinebPTlODzFQo0iLTUsgE6AEMH3rooQa5XHnllapfv3768759+6pBgwY1SIMhflx/4MAB3TvbokWLBmlWrFih05T20hIy5R0nrSBnmy+DonzdUlNqauuHPtLTTmmnPuzO9p6+7dQpZH7zzTd6a6O//vWvGvZw4t/4DN9JHqWQiV5HAGC5rZOGDBlSP8yN4W78v/TAUDyux2sZMeyP+Zilx5o1a4qG3qPvCyETe6uh0n2cG7bu0UXCXx/3z+M9qam8LVFTapqFWEE7pZ3STuNtAMwT7a4DFoo7Er3xZ+/evWrs2LF68QwWx5Q78d3vf/97hbQSR6iQaSKyxPMzDypABagAFaACVIAK+FSgsJPNhH+sIRNvuzn//PP1QhmAJIaix40bp1ec48S/8Rm+QxqkxXzOao9SyPz66691L+ODDz7YIOuBAwfqVeY4MGxebrj8gQce0OVDj+ukSZPKDpdjtTru8dprrxXdgz2Z8b92svCLsFwZ2ZshX7fUlJpmIR7QTt3Zafsxc9T/N/zJ1E7knwWbS1JG33aaek/mHXfcoeHszjvv1AtgKh34bsKECfVppSET+WFl+c0339wg6y5dutRvuYQFQFgZX3rcdNNNCguEcDzzzDMaJj/77LOiZNgnE59v3bq1ImTyjT/y83hs56hIpvc930XyWULJi5rK+wg1paah+Hdj5ahkpwDM/zPyb6mdyD8L+iQpo2/fT31OJnoUr7jiCmNmxBZEuKbao9zq8ttuu03voRntiYl7rF69WoPh4sWL9S2xzyX+v27duvoiYO9MbCo/fvx4/Rnmd2LIv3R+57XXXqsuvPDCBkXnwh/5AJ/E2dK4xrcDp/FMvvOkpvL+Qk2pqW+/Nrk/ITN/dpo6ZGIVNrYyMj2QttzKbZPrsRk79ujEiX0tr7vuuvr/Y5gbWwu1adNGb1e0YcMGvdk6NoXHUPnRo0f1LbAnJl6FiVXm+B77ZWJbI7z9B28Cig4M87dt21Zvxo59M6dPn657YV955RVCJvfJzO2vYpOGoto0BKL8NTTV2kSI19NO3dkpezKTa+3bTlOHTPQc/uY3vzFhRJ3m+uuv172NSY4BAwboXshy53PPPaezxB6d2BAee3eefvrpCsPgu3fvLrrdF198UQ+W2EgePbGlr8YEjGJOafRaSbw1CO9kL3ewJzO5g4TYuBSWybcDh65PkvJRU3l/oabUNIkvur6GPZn5s9PUIRObmJcbWi4HY9gmCGnLzZtMAp2hXEPIlHcc18Gv0v3YeMvXLTWlpqH4d5L5g1koe6hlJGTmz/dTh0zMX8R8RsAjFtRgXuSMGTP04hmc+Dc+w3dI07FjxwZv0gkFFpOWg5Ap7zihBEkCkXzdUlNqGop/EzLlbTGJphwuT14PvuNp6pAJMMNcSGwLhDmLOEv3yYw+R5rSVzImBbuQriNkJneQ0Bsb3w4cuj5JykdN5f2FmlLTJL7o+hr2ZObPTp1AZgR8AMinn35a7zM5ZswYfeLf+CyPcBk9NyFT3nFcBz8Ol7urQwKRvNbUlJqGEjPZkylvi0k0dWUPTiEzpN5Fl2UhZLp1KlfOg/uw8ZavW2pKTV36cNJ70U7d2SmHy5Nr7dtOCZkOaJOQmdxBkjYArq7z7cCuntPlfaipvL9QU2rq0oeT3ovD5fmzU0ImIZN7Olaxrycb7/wFxaQNZMjX0U5ppyHbZ1Q2Qmb+7DQ4yJw4cWLZ1zo6YMHUbsGeTHnHCSVgsvGWr1tqSk1D8e+Q57plQSPbMhIy8+f7wUFmtK9masTnIWNCprzj2AavtNITiOTrlppS07T8VTJf2qk7O+WczORa+7ZTQqYD6CRkJncQyUYhjbx8O3Aaz+Q7T2oq7y/UlJr69muT+7MnM392mjpk4j3hNuc555yj99HM00HIlHcck4DlIg0bb/m6pabU1IXvVnsP2qk7O2VPZnKtfdtp6pAZbb4ebbhu8peQmdygOIcoHe0q6erbgattKEO8nprK2zA1paYh+nppmdiTmT87TR0yTznlFHXBBReod955x+i86qqr2JNZxWpnQqa8k1JTapqFBpp2SjvNq52yJzO5bfv+gZk6ZPbv318BNE0PLvxJbkxxAca3scWVL4vfU1N5e6Wm1DQLsYB26s5OCZnJtfZtp6lD5vjx43XP5MaNG404k5CZ3JjiArNvY4srXxa/p6by9kpNqWkWYgHt1J2dEjKTa+3bTlOHzBdffFH16dNHD5WbHC+99JKaOnWqSdLMpOHCn+QOEnpj49uBQ9cnSfmoqby/UFNqmsQXXV/DOZn5s9PUITMzJJhiQQmZ8o7jOvhx4Y+7OiQQyWtNTalpKDEzydxh9mQmt1/fvk/ITBEuo6wJmckdJPTA6NuBQ9cnSfmoqby/UFNqmsQXXV/Dnsz82Skhk5DJd5dXsZqfjXf+gqLrhtXF/WintFMXdlbtPQiZ+bNTQiYhk5BJyAzKBghE+WtoqoWPEK+nnbqzUw6XJ9fat50SMgmZQQFGiI1JkjlEWXuOkMrrOyiGpIVUWahp8kaa87HltbPVlJCZvA58+z4hk5BJyGRPZlA24DsoSoFdSPlQ0+SNtC0QhVTvWSsLh8vzZ6eETEJmUICRl6CYtecIqbwEovw1NCHZV2NlaT96jkKvmel5woi/GqdFnsg/K1r4KCchM3++T8gkZDLosSczKBsgZOavofEBLEnuyWFZeduzqQdCprz+vuMpIZOQGRRg2ASkENL6duAQNJAuAzXNX0MjbSNp5UfIlLc9m7oiZMrr7zueEjIJmYRM9mQGZQO+g6JNo5iVtNTUrPEmZJrplJbdEzLl9fft+4RMQmZQgJFW8EorX98OnNZz+cyXmuavofFpTzb3JmTK256N/oRMef19x1NCJiGTkMmezKBswHdQtGkUs5KWmpo13oRMM53SsntCprz+vn2fkEnIDAow0gpeaeXr24HTei6f+VLT/DU0Pu3J5t6ETHnbs9GfkCmvv+946g0y9+zZo9566y21cOHCesz75ptvHCCf+1vw3eXyjmMTuNJM69uB03w2X3lTU3l/oaZmmhIyzXRKKzYQMuX19+37ziFz/fr16uqrr1bNmjVTTZs21SeO7777TnXs2FEtXrzYPQWmfEdCprzjpBXkbPP17cC25c1Cemoq7y/U1ExTQqaZTmnFEUKmvP6+fd8pZG7YsEG1bdtWg+WJJ56ozwgyd+/erf/fvHlz9d5776WMfW6zJ2TKO05aQc42X98ObFveLKSnpvL+Qk3NNCVkmumUVhwhZMrr79v3nULm0KFDNUiec8456uGHH1Zt2rSph8z9+/ern//85/r766+/3i0Fpnw3Qqa846QV5Gzz9e3AtuXNQnpqKu8v1NRMU0KmmU5pxRFCprz+vn3fKWS2a9dOQ+XmzZs11kX/jxgP8zQxjI5h8zwdhEx5x0kryNnm69uBbcubhfTUVN5fqKmZpoRMM53SiiOETHn9ffu+U8hs0aKFat26dT0/lkLmkSNHVMuWLRXS5ekgZMo7TlpBzjZf3w5sW94spKem8v5CTc00JWSa6ZRWHCFkyuvv2/edQma3bt10T+brr79etifzL3/5ix4uP/vss/PEmIqQKe84aQU523x9O7BtebOQnprK+ws1NdOUkGmmU1pxhJApr79v33cKmbfffnv94p6BAwfqHktA55AhQ1SPHj3qV5uPGzeOkFnFBuGVAoBvY0srMPnMl5rmLyj6tKe07k07NbNTQqaZTq7tlPWSvF58+75TyNy1a5fupYxWlUdbGEV/8Xnnzp3VF198QcgkZGZik3jfDpxWsPeZLzVN3qDwB2Z12hFmqtOv2rjBnkx5/X3HU6eQCXIEQI4YMUL3YkbbGOEv/o/Pt23blivAxMNwuFzecaoNZlLX+3ZgqecIKR9qKu8v1NRMU0KmmU5pxQtCprz+vn3fOWRGBHnw4EFVV1enli9frj7++GOF/+f1IGTKO05aQc42X98ObFveLKSnpvL+Qk3NNCVkmumUVhwhZMrr79v3vUFmXoGy3HMRMuUdJ60gZ5uvbwe2LW8W0lNTeX+hpmaaEjLNdEorjhAy5fX37fvOIfPLL79Us2fPVpMmTVI333yzGjVqVIMTn+fpIGTKO05aQc42X98ObFveLKSnpvL+Qk3NNCVkmumUVhwhZMrr79v3nULmsmXL1Omnn16/irx04U/h/wmZ+TO2tAKTdL7tR89RaGxMzxNG/NU4LfJE/tJlzlN+voNiVrSkncrHSEKmvKY2/kTIlNffdzx1Cpl9+vQpWuxTuPCn8N/R+8zzAprsyZR3HJvAZZuWDY3f+vIdFG3txVd62qm8nVJTeU1t/IOQKa+/73jqFDLxNh8A5ODBg9Ubb7yhNmzYoLZs2VL2zAtgcnW5vNPYBK0kaUNpaGx7qkx7XqN0ofao+g6KSWzGxzWh2KmPZ0/rntTUb7wmZMrr7zueOoVMvPEHWxUdOnQoTwwZ+yzsyZR3nLQaGeQbSkMTSjnS1Lpc3r6DouvnTXq/WrWPpHqZXEdN/cZqQqa8/r7jqVPIfOyxx/Rw+apVq2LBLK0E2Az+hBNOaHD27Nmz/paYO9q/f3/VqlUrdeqpp6phw4Y12L/z888/15+fdtpp+n3rl156qXrvvffKFpuQKe84Jg1G0jQSDc3/HvKE+t+/ebz8+evHjeZw/u/v0/2fkX9L7cRzJtUozet8B8U0n00ybwk7bcy+QrUPSQ1L86KmfmM1IVNef9/x1ClkgsCwsrx9+/Zq7NixatasWWru3LllzzQhc+LEiWrHjh1F5+7du/Ut169fr+Fy5MiR+t/Yx/Piiy9WvXr1qu+BxZ6eeA3mRRddpD788EO9z+ctt9yiWrdurTZt2tSg6IRMeccJvaEBYFYLiBJ5ZBEifAfFNG1LMm8CkXxcoabymtrYPCFTXn/f8dQpZGIO5gUXXFDxtZLR6vKTTjopLcbUr7WcMmVKxfyxpRJebXn48OH6NIBN9H4uWLBAfwYwxv/xeXQg/VlnnaXGjBlDyEzhlZg2garatBINjQQgSuRByJQP2tXal9T1EnaaRfuQ0q9cPtTUr78QMuX1rynIvOKKK+oBs9LK8ui95mlRZhxknnnmmerWW29tcPuuXbuqG2+8UX+O11+ee+65DdJEgFr6BXsy5R2nUkMjsVhGYphaAhAl8sgiRPgOimlCjGTeeQIiCb9tbOGb6SK3PGkqaWuu8iJkyreVvuOp055MDCejtxKgN3nyZD10PmfOnLKnD8gEDKKH8qGHHmpw+yuvvFL169dPf963b181aNCgBmmmTZumrz9w4EDRd4WQuWrtFoVK93Fu2LpHlwt/C+/ffozdvpDWq5i/z9/V80o0EhJwF0oecZDpql5s7lPJTm3yqIW0ErYein1IPEtW5kHXgm1W076U23dY4od/KLbuuv59x1MwT5MmTfQJFoo7msQlaOz7jh07qubNm6udO3dWk01V1wJwsYXSVVddpVCeaIgbZdq2bZuGRMwVLT2GDBmiunfvrj/GX/y/9Hj88cf19du3b68ImSYiV/WACS6GU1c7f7Cx65G/q0PiWUIBRIlyhFIvruq/lu4jYeuh2IfEs0j4i0QeoWgaii+EUresFz8WUdjJZsI/VUEmFtw0a9ZML7jxdWCxzmWXXaZefvlltWbNGjVv3jzVqVMnPVfUBWSG2JMp0YsQyq9EiWeRaGhCySOUerH59e77l7dNWX2mlbD1UOxD4lnoc35GyOJ8IJS6DcXW4/SS/t53PHXak3n06FF1++23a6DD4hmsyt66dWvZ0yWEvvnmm7oHEkP3+Pvggw82uP3AgQP1KnMcGDYvN1z+wAMP6Dmn33zzTcWeTMxPcDW/pfQ+tTDfJZSAlpUGz5ctNnZf33OIQtQk74tU8uS3cTCTFfuSKmcodVur9eI7njqdkxm98aexd5bjuzRXl5eD1127dtXDJVaW33zzzQ2SdenSRWFhDw4sAMLG8qXHTTfdpLBAqPQIfeGPRBAIxYElniUUQJQoRyj1YtNg+Q6KNmX1mVbC1kOxD4lnkfAXkTwE9siVWMTk0zYL7x1K3YZi667rxXc8dQqZja0od/Hu8k8++UQDIv4WHkuWLNGQ+eKLL6rbbrtNYYV54VuJVq9erb9fvHixvmzhwoX6/+vWravPBntnnnHGGWr8+PGEzJINxF1u6hxKQBNprAT22sxiYPUdFF03AknvJ2HrodiHxLOE4nMS5QilXpLaJiFTfpV40rrwHU+dQiZ6Ak3PNIbL0aOIHklsrI53p2Pj9Jdeekl/hjf+ACzxWZs2bTSMYl9PbLbeu3dvPVSO4X4c2BOzT58+epU5vsd+mdjWCG//wZuA2JNZ/JYaQmayt/ZINFYSK25d96r4DopJg7nr6yTALBSYkXgWEX8R+GEnUY5Q6kXCpkOp2zxpalMvvuOpU8hMAxxt89y8ebP63e9+pxf7YKU7VpiPHj1aYcg8OlauXKkXB2F4//TTT1cYBo/eCBSl+eKLL+rBEm8Iwh6gdXV1ZYvD4XJ3ry8MJaBJNDSh5OE6OPsOinEBnHs6yvfS0G/Nf4i6/NEe5wsm34dSt67jmIk2LtL4jqc1B5m2UCqRnpBJyEyyRRQhUx5mJIK6RKMp0eCFUo5QNA3FXyTKIWEfEvUikYeEnVLT5LGwpiATi2LiTgxd493meToImYRMQqZ5kEwzKEr0QrrYGNqkcZdovEOBGYlnkQCRUPIIpV5M7DAuTSh1mydN4zQv/D7NeGpSDqc9mdErI0sXAEWrzaPP8f88HYRMQiYhMwzIzFODJ/EsoTS8Es8SCiBKlCOUejGBiLg0wdRtja76rynIxNt2yp2nnHKK3l8ScyT79++v38iTp4OQScgkZBIyTW3AdM6dROMdCsxIPIsE3AWTR46AKE91G4q/xIF9zfZkNgaOWDQDwMQ7wks3M886cBIyCZmmgFGYLpQGz3VgTfOXdzANngBEhDJsb9PgVUobTL0Esrpcwvdd+20t1G0omtr4XJrx1KQcTofL42Bx7969+rWT5faajLs25O8JmYRMQiZ7MvkDorINEDKLV5cTMuX1yJOmJnAXpSFkFtDhkSNH1Mknn6y3FcrTQcgkZBIyCZmETEKmaRzIExDl6QcEezLN43gEuUH0ZGITdGx8jv0oMTcT+1Pm6SBkEjJNGxeCyB6V5i/vPDV4BJEwe7sk6kUij1CAKE8+F4qm7MmsQIhx7yyPvu/Xr1+eGFMRMgmZhEzzX8CETLONuQkihMwkcQXXmC4us4EZzsl0187Z1Eua8dSkHE57Mk3eXY635yxdupSQudm8UTapaKSpZGwSvzRD+YUn8SwSjXee8nBdt5XsNJQ9Llm38rGJfisPzK79lpBJyCxnA04hc8CAAarcefnll6shQ4aoyZMnq23btuUKMPEw7Ml053xsrLLfWKX5YyhPgCjxLAQReX+RqBeJPFi38nUbiqamHUuNdS7Z5FFNWqeQmTt6NHwgQiYhM8mwlkRDI5GH68BKyORweZb9RcLnJPJw7bfsyXTXztlAX00NlxsyWe6SETLdOR97MrP/652QScgkZD6ukmhgeg3nZJr5mKmerue5EjL/BxO3bt2qkp55Ik1CJiHTJlhFaSV6MyTycN0jQsg0awCzWLe10NslUS8Sebj221qo21A0JWT+DyFG7yo3XVUepTvppJPyxJickzmckEnINF8sQsgkZGbZXyQAUSKPUIAoT6NLoWhKyCyATJMV5aVpAJt5OtiTScjMcqPpOrASMgmZWfYXCUCUyMO137In0107R8j8H0IcNWqUSnoSMs17fkwNLs3GmwFNfi6kREMjkYfruk3TTiX0yFMeruu2FkAkFPtg3crH5FA0NW3zubo8TyTZyLOwJ9PdL7w8Dc3UamNFyGRPJnsyufCn0AZqNRbawGSltDW7uhz7Yb766qtqwYIF6rXXXlO7du3KLXISMgmZWW40Xf96J2QSMrPsLwSi4lG4PP3wl4iFEi+VgKaVTuRfCJw1B5mbN29WgwYNUqWLgbDY54YbblC7d+/OHWwSMgmZWW40JQKrzS9yQiYhM8v+QsgkZDYW7ySg2yYm1xRk7ty5U3Xq1EkDZrkFQfi8Z8+eejV2ng5CJiEzy42mTUCzgUnb4R2J4BwKAIRSDtd1yzmZ/AFR67FQIo7Z+G1NQeadd95ZD5e//OUv1R133KFfJTl69Gh1/vnn6+8AmlOnTs0TY3ILI25hlGhj5VoFEfZkEkSyDCK16re18APCBu7S1MOmHDUFmeedd56GyBkzZpSFyHvvvVeDZq9evQiZm7m6PEmvmMSvxFAaiVDKYRPQktRZ6TWETEImIZMLf/K68EeijbKJyTUFma1atVItWrRQhw8fLguR33zzjWrWrJlq3bo1IZOQWTR52RReJBw4FLgLpRw2Ac20nhpLR8gkZBIyCZmETLM4UOorpa8MrSnIBDxigc/XX39dFiIPHDhAyEwBLqMGPc3G2zWIpDkUEQrchVIO13Wbpp2Gomko5XBdt/RbM3CQsA/WbZj7ZEp0hNjUbU1BZt++ffVw+ZgxY9TBgweLQBP/x+cYLv/Zz37GnswUYDPNxtvG6CV6u9hY5bexStNOJRrvPOVBv5UHkVDsg3UrX7cSmhIyG8e7JtXQ38MPP1y/uKd9+/bqV7/6lfrtb3+rrrrqKtW2bdv6bY2QLk8HV5dzdXmWh/8kAqvNDwtCZn5/QPDHIeu21mMhITNFyERv5S9+8Yt60CzcKzPa0girzkt7ObMOnIRMQmatB1ZCpnyvikSPmesfEIRMQmatx0JCZoqQiayxuGfChAnqlFNOKdorE/+fOHGi/j5vByGTkFnrgZWQSchMe4NqCejOUx78ASHvcxKaEjKFIbPSxupHjhxRa9euVStWrFDr1q1T+H9eD0ImIZOQab4lF4fL2duVZX8JBVQlgMjmx2Et9FJLaErIFIbMk08+WY0YMUItWbJEHT16NK8c2ehzETIJmVluNCUCq01jRcgkZGbZXwiZfK1k2r32NjE596vLo7f4YP5lhw4d1O23365WrlxZU7BJyCRkZrnRtAloNjDJ10qawWQl/SVgxnXd1kJvl0S9SOTBuuVwOfwt95CJVeOF7ymPFvv06NFDTZs2TW3ZsiX3wEnIJGQSMjlcXmgDEhAhkQdBRB5EJOpFIg/WrXzdSmjK4XLh4XIMkb/zzjv6PeVdu3ZtAJzYnL1///7q6aefVvv3788lcBIyCZmETEImIbOyDUg0vBJglqc8JIBIYmQiT3UroamEHjblyH1PZik11tXVqalTp6o+ffo0AM6WLVuqIUOGqJdeeilXsEnIJGQSMgmZhExCpmkckIBdGxCRgMlamAohoSkhU7gns7HsMFQ+Y8YMNXDgQAXAjIbV0buZp4OQScg0bVwIIpXnEEkEZ4nGO095SDSaEoDCug1zaJd1az5vuvSd4WlCt43f1lxPZjl43Lp1q3r00UdVp06d6jdqJ2Sa9/yYBoI0V+3aGL1peZOkY2OV/cYqTTvNEyBKPAv9Vt5fJOpFIg/WrXzdSmgq0UbZlKNmIRPD5lOmTFEXXnhh/esko55MLBbK08GeTPZksifT/EcTIdOs94QgIg8REpqGkocNiCT5QW96jQRU5UlTCT1s6ramIHPZsmXqzjvvVN26dWsAls2bN1fXX3+9+vvf/87XSn6/7YCpA9ukS7PxtjF6mzLbppVw4FACWijlcF23adppKJqGUg7XdZvmEGIomoZSDtat/I8QCU0l2iibcuQeMrEJ++jRo/UemdH2RYVbGuFd5U888YTas2dPnjovi57lyy+/VE2aNNHn2++vVSvXbPFyrlq7RaFXFX8Ly/D//uYv6v8Z/mxqJ/J39cwSz/J/D364ai3ylEdjtpFG3aZpp3mqF4lncV23leIA/bY4/rJu5fUIRVMJW7fx20rx1FWbDOaJ+AcsFHc0iUtQ+n20GXshWJ577rl6hfnGjRtts8tk+u3bt9eLHInNvz9AN09qQBugDdAGaAO0gfzbAFgo7kgEmQBMzLMcO3aseu+99+LukbvvCZn5dx4GSNYxbYA2QBugDdAGKttAKpD5m9/8Ru97eejQodzBo+kDYUN6iIsT3cUYsuZJDWgDtAHaAG2ANkAbyLMNgHki/gELxR3WPZlxGfJ7KkAFqAAVoAJUgApQASpAyKQNUAEqQAWoABWgAlSACogrQMgUl5QZUgEqQAWoABWgAlSAChAyaQNUgApQASpABagAFaAC4goQMsUlZYa1pMDXX3+tFi1alLsXDoRUhyaTy0Mqb4hloZ2mXyu00+o1xoKZGTNmqAMHDlSfGXMoq4BrOyVk5twQDx48qPAueR7yCmCVHbbymjhxonzmNZrjN998o/7xj3+oWbNmqeXLl6tdu3ZpJVwHxjzJTzuVr01A0LPPPqvuv/9+NX/+fL3alkd1CsBOzzjjDL01Ig8ZBUKIp4RMmboMMhcYWN++fdXIkSPVv/71ryDLmNVCISCeffbZaujQoVl9hODKDU179uypLrroInXaaaepjh07qh49eqgPP/wwuLJmpUC0U/magqbdu3dXl1xyiY4BXbp0Ue3bt1cvvPCC3sqOh70C0BQ6Mp7aa1fpilDiKSFTrk6Dy+ntt99W2Di/ZcuW6tZbb62ZNzKlXRFRQBwyZEj9rY4cOdLgtt99913aRclN/uhxR6N9ww03qB07dujpB/PmzVO/+MUvVOvWrXVv0eHDh3PzvC4ehHYqrzL2h77iiisUfB/6wibfeecdhf2jmzdvrqZNm1bf+y5/93zmGNnpsGHD6h+wnK9zNMO8/kOKp4RM83rLXMonn3xS/fznP9dzXACbeOd8rbz6M63KQu9wp06ddCMTHXDo6MDwLqYnRO90JWia1cSaNWt079CqVavqL4B2+Bxa44cSoBMHNY3XlHYar1GSFJs2bVLnnXeeWrp0aZGd7t27V40fP141bdpUPfDAA/X+n+QetXQN7BQjFoMGDSobT7ds2aLq6urUzp07a0mWqp81pHhKyKy6OsPN4LHHHtM9QzgeeughDZqlPZpssO3qD69RbdGihdYVv6wj/dCTeeONN+rpCZinecEFF9S/cpW/wOM1XrZsme6xfP/993XiQnBHQwPQLPyemjauKe003uaSpPjkk09Uu3bt1MKFC/XlhT1u6OUEaKJHM/qedtq4yvBtxMvLL79cbd68uf5NgoinGDrH9JlWrVppEP3b3/7GH5mGRhtSPCVkGlZaFpPBKZ966qn6ov/lL38pC5pZfDZfZQb8vPbaa+r0009Xv/71r+uLcdlll6lLL71U9xpPmTJFXXjhhXpeIefCmtUUen7RQzxq1Kj6Cwob8HXr1unh9HPPPZfDkQaSQjvYKRpw2qmBYIZJ4P/nn3++uuqqq8ra6b59+/QPIuj++eefG+Za28kA7p07d9bx87PPPtM/3jElYcCAAeq5557TbRj0xmgGFgPyiFcA8fTMM88MIp4SMuPrKxMpvv32W/XPf/5Tvfjii/U9aCg4hiNwRD1uhaD56aef1j8b5hXxKK9A1GNZOO9yyZIl6tRTT9VzsTAt4Xe/+10R/GA4rUOHDur2228v6vGkxv9WIOrlif4+/PDDutfiz3/+c4MGHPb7/PPP6x6NwqFK6lmsQGHPGf4NO8UPItppMkuBz+/Zs0dhODzqXUeMPemkk9Sdd95Z1k7Ri4QFQVh9zqOhApGm0DX6IYkfkWeddZbq37+/9v/SeAoQBdxff/31+hqOwBXrCk0wTQu9wfihgwPxFKNuvuMpITMHUQC/WrAiF3PaMCR+zjnnKMBkpeORRx6p79H84osv1H333af/jwUXPIoVgLYjRoxQAwcO1HOxMN8Kc4RwoAEHSKIRx5Y7CHyFwa9Xr156CJ1HsQLY/iXq4S2EIvzoGTx4sG5snnjiifqLCofOMVT54IMPUtISBQo1LfwxFIEmejVop3ZmA99Hr2Q0BeYPf/iDAuzghzu22cGwOGJndBT2vKPHvRBC7e6c39TlNI3iKbRF2xUtoCqcjgRFEIOvueaa/IqT8MmgKXTB1IKTTz65fkrctm3b9Oe+4ykhM2HFhnIZGhcMzWL+yn//93+rd999V/Xr10+vyo0Wn6Cspb/8AJpwZoBpmzZtuE1MmQrFdiTdunXTQzWY04qhXEAlNHvppZf0Fa+88or61a9+VbRPHuZmoSHCZHasNi2nfyj247ocAEY0wPhREzUuhVC0cuVK3ZuBwAgbLTxwLaYlRPPdXJc91PvFaQp9X331Vd3gFO7nSDutXKPYvB6N9nXXXacef/xxNWbMGB0vb775Zt2Ttn79et3bhp6icvvk4scSfnjy+LcCjWmKXk0c6NEE2AOQCuEdwIleTGhdCp+1rDHaKLRH8O2nn35azwlGbMWULRzY/g3xFFORfMVTQmbGLfSvf/2rnqtW+IaEBQsWaHCMHLfQWQsfF3NgMHfo448/zrgK6RR/woQJekJ64fH3v/9dgw6GyyLYiaYkRHvkoS7+9Kc/6b3zCqckpFPKbOW6f/9+De4Y9sZ0g48++kg/QGEvEAIjgiYW+mChGno40PM5depUrSlW+PL4twKVNC2Ed/wbU2pw0E7jrWfSpEl6XmDhMXnyZD0vMPLpDRs26B7NZs2a6R74119/Xe+OAN9HXOV87GKdK2mKKTKFcTKKBbBrHGjHAE3oiQfc8/hBAXQcjRs3rkHvLiAdI5uR/yPGXn311fVbGbqOp4TMjFssftkBMnFEw4pvvfWWDnoY2sUvcMzNiI7Ige+9917diEe9SRmXIZXiw1nRc1GoLf6Nlbvo3cR2JZifhQM9RL///e91DzKGdfDLcfXq1amUK8uZYu9WDHljfiWGISuBJhpwDIuj5xgLqDCMhl/sEZRmWQPpsjemaen+rZgSg2Ff2mnjtQDfv+WWW4p8H4tS0HM5d+7c+ouhJxZYwj5h1127dlWYJkPfb6ivqaa4cvfu3foHJqYowVYxx5WaFmuKthzwGPVaRj8eMeqGH0Qvv/yyHnGD3WJUEzyAH+mu4ykhUzriO84PhoNf11FPJn7doDHGUA9AE13lgKHhw4fXl+zNN9/UXeoYmuRRWQFMQcBUhFJAx/+x1Q56OTH0i+CHX90YHkMgBRyxB7O8rljxjAYDvWr4d+/evRuAZuHUDvRiYKj3gw8+4Kv7KphqnKaF814BRbBTLASinVb2ffg2YBFHZI9o1PGjaPbs2Q0uhD0jnmK4N3oVKmNrsQI2miKeApAA+pifzdGLhtaEH5D4oV64xyhsFW9JwyIpzMNGjzpW7keLJRFPsZbAZTwlZGY8EmAeJqAxOubMmaN++ctf1s9pgbPiVw2GdArnshXOecm4BOLFjxoVTDtAT1rhQpPCYV0EQfRYYngMB+a48YhXoNAOK4FmfC5MUagANZWxh8j3Z86cWTSnEn6PWArIjLTmCmczzW00NcuRqaIfP1jgu3jx4npBsG4A4BmNUOIH+s9+9jPdWYKV5z4OQqYP1VO+ZzRsHjk33vKDSeuFK84ZIOMrAduWYF4Wet4wvBsdhaCJIXIMkeFXJTVtXNOoR610FX4haBa+8QfzjVesWBFfUTWcIomm3Gsw3mDKvdYQQ46YYoR3lBceGJ7EfEwejStgqyniAg87TbGNUeH6DFyNLfYwcom57j4OQqYP1VO6ZynkoAHCiW2KMBG4NDimVIxcZBs13thQuUuXLnqxCno2oyMCeTgwtOV7te2rvXAYtxA0Mbl/+vTpejsOTFLnYa4ANTXXyjYlhhpPOeUUPdwYHRjFwCJAzm23VfOH9NQ0mW4mV0VtFIbKMa3LVywlZJrUlsc0EThGvT8mvWWYExStLEejg73cMDGdb6Cwq8ho0QRefYZ5LeixBPwUHtgyAlsYRSt37e7A1IX2DNDE9lv41Y0eI84ZTmYf1DSZbnFXIX5iRAgLrXAgrmI+fGHve1we/L5YAWoqbxHRAqAoZywOvvjii/ULBXwchEwfqie4Z+FbTtAlXumAgWGHf0ARFv5gUjAm/2LuJo/yCpRuXl2YKvoOK/TwmjNsvYPVjnfffbf67W9/yxX6FYyqMU1LLynsfcNiK6x+xAIKHsUKUFN5izDVFDaKH++IpW+88Ybe/5aAaR9PC6+gpub2bGqnsFGsIRg9erSeU4w5mphH7LOnnZBpXs/eUmKRDnp3MPcHb5/BL5PGFplgYjpW5WGbHexNxr3FzKoOukav1ywEn8jB0TuMd+kC3rFSEm/zWbt2rVnmNZqqkqbl5MACNWwRwx9EjRsLNZV3JlNNsagS0zhgp+xpl7FTampuz3F2ik4mvCQAC1Kxywy2OPK9DzYh07x+vaSMhr7w1gmsEMcv6egoBKFyheNiFPMqA0AC5LG5crmjnNalexCa3602UsZpWqgCNq4GuPuanJ6VGqGm8jVlomn0lpnbb79dv41qzZo18gXJUY7UVL4y4zSNWAFzMbH4B72apYuA5EsVnyMhM16jIFJg7h/mAwGECl8PFQeaQRQ+8EJEzolNbbGSvLEVzSZzYgN/XCfFs9EUBULPfOFrUJ0UMmM3oabyFWarKRp6zm1vvB6oqT87DbF9ImTK24NIjqW9ZJhsjnkVmGMB0IzeiY2bETTtJK/UA4leNLwRIdKWuprrSk3NtTJNSU1NlTJPV42mjAfldaam5vZnmrIaTU3v4SodIdOV0hb3KTQwvBoK+wVi2wxsk4M9L2+66SYNmnjbT3Rw6NZC4P9JirfylP7yw7xAbFPCN0zY64krqGky3Rq7ippSU3kF5HOknVLTcgoQMuXtoqocC6EHryi84IIL9D6Nl156qX5nNg4s5IlAE71uGGrEnE3fE3yrenDHF99///0a1PF+3FdeeaX+7ljIg9dyYZEV6oK9F+YVQ03NtTJNSU1NlTJPR03NtTJNSU1NlTJPlxdNCZnmde40JVaF49256LnERF78LTzwqxGryABK2K6oXbt27H1rpIZKYRF6YqsHaNymTRs1cuRItWzZMp0DJvdj89qodzjEeS5OjbHCzaipfC1QU2oqr4B8jrRTamqqACHTVCmH6bCx98CBAyu+BhKbg2MCOvZuxDt2sa0RVztWrqDCqQSA848++qh+1R20fOaZZzSo460+w4YN0wt/sB9m4bxXh9WfiVtRU/lqoqbUVF4B+Rxpp9TURgFCpo1ajtLu27dP9e7dW++HWXjg1yP2wbrhhhs0XEYHh3TNAPPmm29W5513nu79xT5iDz/8sH7lJg5AO14R+fOf/1xvBo402A+Tb/JpqG1hI0NNZYICNZXRsTAXakpN5RWQzzHvdkrIlLc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" 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YZBIREZFB7ikKseM3OfZeyUCBWgupY8WDoHcI9sSYLsF4NtQLEonxxaWPjwzjYqfAx0dW1ZDJhFhkEhERUYXk2fn45oIcBxMzodZWPo1jTJg3xkaH4OngBlBrtFXer4+sISZMnFrl15NpscgkIiKiMj05O09FbCTASy19MSY6GOEN3WonQDJrLDKJiIiohCt3crD5XBp+ufmw0rZSCfBau0CM6hKEJg2cayE6shQsMomIiAiCIOD87WxsOZeGi+k5lba3twHu//I9tswciec7R9RChGRpWGQSERHVYVpBwOnkLGw5dxvXDRhA3cVBiv6Rfgi3y8Kbc1bBc+6YWoiSLBGLTCIiojpIrdHiyJ/3sfV8Gm49rHwA9fpOdvhHaz/0iWgIZ3tbXP6j8lvpVLexyCQiIqpDCtUa7E/IxPbf5MjILay0fUNXB7ze1h89m8tgb2tTCxGStWCRSUREZi81JQkKReWDfpfHxcUFTYJCRIzI8ihVauz+4y6+/T0d2flFlbZv7FkPA9sFICbUC7ZSFpdkPBaZRERk1lJTkvB8l/bV3s7hE+fqZKH5KL8IOy+m4/s/7kBRqKm0fZiPCwa1D0CnIE/YVGEAdSIdFplERGTWdFcw3dzcIZUa/7Wl0aiRk/OoWldCLdGTs/NUprW/Owa1D0DbAPcqzc5D9CQWmUREZBGkUlvY2dmZOgyzl5adj28upOFQ4j2DZufp2KQ+BrYLQAtfDqBO4mKRSUREZAWS7iux5XwaThg4O09MUy+80TYAwV4cQJ1qBotMIiIiC2bM7Dx2NhK82NwHr7fxh79HvVqIjuoyFplEREQWRhAEnLuVja3nDZudx9HWBn0iGuK11n7wdnGohQiJWGQSERFZDK0g4FTSA2w5n4Y/jZidp3+kL9zr8XlWql0sMomIiMycWqPFz9fv45sLhs3O4+lkh9da++HliIZwsudXPZkGzzwiIiIzpZudZ9tvcmQaODvPG+380SOcs/OQ6bHIJCIik8nMuIutm9dh4OBh8JE1NHU4ZqOqs/N0a+oNqQ3HuCTzwCKTiIhMJjMzA4sXxKP7C71YZALIzi/Crovp2HXpDpQqzs5Dlo1FJhERkYll5hZix+9y7DNwdp42Ae4Y2I6z85B5Y5FJRERkIsbOztMpyBMD2wXgqYautRAdUfWwyCQiohqVmpJU7rzhSTeul/i7LHfkaTUSlylxdh6qC8y6yNRqtVi3bh127tyJW7duoV69eujQoQMmT54Mf39/fbszZ87go48+AgCcPn261Hbkcjnmz5+PX3/9FQqFAsHBwRg1ahR69OihbyMIAlasWIEdO3bg7t27kMlkeP311zF69OiaP1AiIiuVmpKE57u0r7TdpPF147P28p0cbDFydp432vrDz52z85DlMesiMz4+Htu3b0dcXBzatm2LW7duYebMmRgyZAj2798PqVSKxYsXY+3atfDy8kJBQUGpbTx69AhvvvkmGjRogAULFqB+/frYtGkTxo8fj9WrV+PZZ58FACxZsgQrVqzAJ598gnbt2uH8+fOYOXMmALDQJCKqIt0VzPUbNiA8vLnRr09MvIqhQ4aIHVat0s3Os+V8Gi4ZMjuPnQ36tODsPGT5zLbIVKvVOHjwIEaOHIl+/foBAAIDAzFu3DhMnjwZ165dg4ODA3bv3o1NmzZh8+bNOHnyZKnt7N27F+np6di4cSMCAgIAADNmzMDPP/+MrVu34tlnn0V+fj5Wr16NYcOG4ZVXXtHvKykpCStWrMDQoUPh4MA3OhFRVYWHN0fbtm1NHUatMnZ2HlcHW/SP9MUrnJ2HrITZFpm2trY4evRoqeU2NsWDy9rZ2UEmk2Hnzp3w8PAodzuvvfYaunfvDplMVmIb3t7eyMvLAwBcuHABeXl5iI6OLvHaLl26YMWKFbhw4QI6duwowlERERmmoucYJRIgO8MVaZm5EMp5ns/FxQVNgkJqMEIqT1Vm5/lHa3/0iZBxdh6yKhZ1NickJGDp0qWIiYlBeHi4Qa+xt7cvUWACQHp6OhITEzFy5EgAQEpKCgCgUaNGJdrp/p+cnFxukSmRFP8xBd1+OXqFeJhT8TGnxktJNuw5xsocPnEOQcGmLTTF/LlrNGqgCtvTaNT6WMqLR4zztFCtwb4rRszO4+aAN9r6o2dzy5ydR6yfrSm/Ry2NqT9Pjd2vRRSZX3zxBdavXw+NRoPBgwdjypQpVd5WYWEhJk2aBA8PDwwdOhTA388MOTuX7LXn4uJSYn1Zgvw8Sr2utgX5eZh0/9aIORUfc2q47IziT/JNmzaheXPjn2O8evUq3nzzTdR3liDY30Pk6IyTnVE81I6t1Aa2UuMLqcdfk5PzqFqxNA/xqzQfVTlPcwqKsOnsTaw5lYL7ClWl7ZvJXPBu11D0ifStUk7MhaE/2/LW6ZYH+Lia/Dy1NKb6PFUqjXuMwyKKzBEjRqB///5ISEjA/PnzkZKSghUrVkAqlRq1HYVCgbFjx+LPP//E2rVrUb9+/WrHlpKeDSenyqf8qgkSSfGJlpKeXe4tMzIOcyo+5tR4aZm5AICmzcIQ2ap1mW1spTZQa8oetFu3PC0zFx7y7JoI0WC6Y1FrtOXGWxHda5at2gQ//4Ay2yTduI6J40Zj/uIVCAltVmYbZ2cXSJ28kVxOPqpynmbnF+G739PxvRGz87wZFYCOf83Oc+tu5Z2AzJkhP1tLOU8thak/T/PyKn+2+HEWUWR6enrC09MToaGhCAoKwmuvvYYDBw6gd+/eBm8jMzMTo0aNQlZWFjZt2lTidrura/FvYwqFAk5OTvrluiuYbm5u5W5XEGDyL05ziMHaMKfiY04NJ1aezCHnYu3f1y8ALSJaVbiP4JBm5bYxNBZDcqabnWfvlQwUGjg7z6B2AWjz2Ow8pv65iMGazlNLY6qcGbtPsy0ys7KycPbsWURFRcHb21u/vFmz4t9Sk5KSDN5WdnY2hg0bBkEQsG3bNvj5+ZVYHxwcDAC4desWfHx89Mt1z2qGhoZW+TiIiMj8ZWbcxYaVX6Jn3zfg7VP2HOqcnYfIOGZbZBYWFiI2NhYffvghRo0apV+emJgIAKU685RHEASMHz8earUaW7duRYMGDUq1adeuHVxdXXHkyBG0b//3w/aHDx+Gh4cHWrduXb2DISKq4xITr9bq64yVmZmBWbNmoW2HmFJF5o17Cmw9n4YTSQ8Mmp2na6gXBrbj7DxEZltk+vr6YsCAAVi2bBk8PT0RFRUFuVyO2bNnw9vbGz179oRSqdQPQ1RQUACtVot79+4BABwdHeHq6op9+/bhl19+wZIlS0qs1/H29oa9vT3effddLFiwAM2aNUNUVBR++eUXfPPNN5g2bRrs7DheGRFRVeg6UFZ3QHXddmqTsbPz9Gjug9c5Ow+RntkWmQAwa9Ys+Pj4YOnSpcjIyICXlxfatWuH2NhYuLm5YfHixfjqq69KvEY3g0///v0xd+5cnDp1CgDw3nvvlbmPa9euAQCGDx8OGxsbfPXVV7h79y78/Pwwbdo0DB48uAaPkIjIujUJCsHhE+cqnLt80vjRmLeo/E47tTnmpyAI+PXmQ6Nm53n5r9l5vOro7DwVXW2uqONPbV2lJtMx6yLT3t4esbGxiI2NLXP9uHHjMG7cuAq3MWfOHMyZM8eg/Q0bNgzDhg0zNkwiIqqAIQViSGgzRLQsv9NOTdMKApyadcIX5/ORpkiotD1n57Hsq9RUO8y6yCQiIqpJutl51v+aB+/+/0KaouLe4pyd52+VXaWWSIrHwOTMVHVX3X6HEBFRnVSo1mB/guGz8/i6OeD1tgHoEe5jkbPz1JSKCkSJBAj294CHnGPk1lUsMomIqM5QFKqx5/JdfPt7OrLzK59Io4mnEwa280dMU29IbTj3IZExWGQSEZHVy84vws6Lhs/OEy5zwaB2f8/OQ0TGY5FJRERWKzO3ENt/k2NfgmGz8zTzkGJUdHiJ2XmIqGpYZBIRkdW5/bB4dp7D1wybnSfYMR+nV0zHhH99CPvseriSXboNO6kQGYdFJhERWQ3d7DzHbzxAZaWloNVAefUEcs5+i5v3bwIAJo4bXeFrDp84x0KTyEAsMomIyOI5+D+F5X/kI+H4xUrbCpoiFF07icKL+yHkZsIFADwbQGojgUYroKzqVKNRIyfnUbnD9RBRaSwyiYjIIgmCgF9vZWPV73lo+OZ/kJBVcYcerSofRVePQXv1MJD/qPgLUDdtsASQ2khgU06RSUTGY5FJREQWRaMVcCr5AbacT8ONe8pK27s62KJzQwlWThwI93r2sLOrmzP0ENU2FplERGQR1BotDl+/h2/Oy3E7O7/S9p5OdvhHG3/0aSFD8rUrWF6QC9RrUAuRVl1mxl1s3bwOAwcPg4+soanDIaoWFplERGTWCoo02J+Qge2/p1v97DyZmRlYvCAe3V/oxSKTLB6LTCIiMhkfHxnGxU6Bj4+s1DpFoRq7/7iL7y5ydh4iS8Qik4iITMZH1hATJk4tsexhngo7L97BD39Y5+w8qSlJ5fZST7pxvcTfZeF4nWQpWGQSEZFZMHZ2njYB7hjULsCiZudJTUnC813aV9pu0niO10mWj0UmERGZlG52nkPX7hWPU1mJTkGeGNQuAM0butZCdOLSXcF0c3OHVGr8VzDH6yRLImqRuX//fuzZswdXr17Fw4cP8fvvvwMAPvvsM7z77rvw9PQUc3dERGTBjJmdx0YCxDT1xsB2/ghq4Fwr8RFR9YhSZKpUKrz//vs4efIkgOIBcnW3LvLy8rBp0yacOXMGW7ZsgYeHhxi7JCIiC/VHeg62nE/D/24+rLStnY0EPZ+S4Z9t/OHn7lgL0VWdIcMPubi4AABych5Va1+67RCZM1GKzBUrVuDEiRMAgJCQENy8eRMaTfHD2gqFAlKpFCkpKVi1ahU+/PBDMXZJREQWRDc7z5bzafgjPafS9o52Nugb0RCvtvKDl4tDLURYfYYMP9QkKASHT5yrsOPPpPGjMW/RCoSENiuzDTv+kKUQpcjcs2cPJBIJ5s6di379+qFDhw549Kj4tzQfHx+sWbMGQ4cOxaFDh1hkEhHVIVWZnWdAK1+8EukLN0frnJnHkAIxJLQZIlq2qoVoiGqOKEVmeno6HBwc0K9fvzLXP/PMM6hXrx4yMjLE2B0REZm5Io0WP1+7h60X0pCWXVBp+wZOdnjtr9l5nOxrrk+qRqMue4UE0NpIijselfGAqO516fK0crfN4YeIShLlnezk5IScnBw8ePAADRqUnrIrMTER+fn5cHd3F2N3RERkpvSz8/wmR6ZCVWl7XzdHvNHWHy/W8Ow8Yj0L+e6oNyttw+GHiIqJUmS2bt0aJ06cwOjRozF06FCo1cW/8R0/fhzXrl3Dxo0bIZFI0LJlSzF2R0RUJyQmXi13na3UBmpN2WNJVvS6mmLs7DxBnk4Y2C4AXZt61crsPJU9C5mcdB0Tx43G/MUrEBxS9rOQd+RpGDvqTQ4/RGQgUYrMkSNH4uTJk0hISMCUKVP0y9955x0AxQ9829jYYMSIEWLsjojIqumuug0dMkSU7dSkqszOM7h9ADo0qf3ZeSq6eqgLJSS0GVpEVPwspFRqCzs763xelEhMohSZUVFRmDNnDmbNmoW8vLxS6+vVq4cZM2agY8eOYuyOiMiqiXHVraaf/TN2dp62Ae4Y1D4Arf0tZ3YeIqoe0Z6u7tevH2JiYnDo0CFcv34dSqUSLi4uCAsLQ7du3fg8JhGREcS66ia22w/z8M0FucGz83QOLp6dJ1xmebPzEFH1iNqFz83NDa+++qqYmyQiIjPw51+z85wwcHaebs28MbBtAJo0cKqV+IjI/IhWZObn52P58uWwt7fHu+++q18+cuRIBAUFYdy4cXBzcxNrd0REVAusdXYeIqp5ohSZSqUSb731Fq5evYrXXnutxLr79+/j9OnTOHv2LLZt2wYnJ/5WS0RkzoydnaeenQ1ejmiI11r7o4GzfS1ESESWQJQic+3atUhISABQ3MnncTKZDImJibhx4wZWrlyJCRMmiLFLIiISGWfnISIxiVJkHjhwABKJBDNmzMDgwYNLrFu+fDm2bNmCTz75BD/99BOLTCIiM1OV2Xn+0cYffVo0RD17aS1ESESWSJQiMy0tDQ4ODqUKTJ1BgwZh7ty5SE9PF2N3RER1mo+PDDNnzoSPj6xa26ny7DzNfWAvrbnZeYjIOohSZNrb2yMnJwdyuRz+/v6l1qekpEClUrHjDxGRCHxkDREXF4dkeTaEykcRKsXcZ+chIusgSpHZsmVLnDp1CsOHD8fIkSPRokULuLi44NGjR7h06RJWr14NiUSCFi1aiLE7IiKqgod5Knx38Q52Gzg7T3OZCwaZaHYec6bRqGv1dUSWSpQi8+2338bp06dx69Yt/Pvf/y61XhAESCQSDB06VIzdERGRETJyC7HDmNl5At0xqB1n53mSbprOnJxHomyHyNqJUmR27twZM2bMwNy5c1FUVPrWi1QqxcSJE9G1a1cxdkdERAbg7Dziqmy6z6Qb1zFp/GjMW7QCIaGmme6TyJyINhj74MGDERMTgz179uDKlStQKBRwcnJCeHg4+vTpgyZNmoi1KyIio2Vm3MXWzeswcPAw+MgamjqcGsXZeWqOIQViSGgzRLSs3ek+icyRqNNK+vn5YcyYMaJtT6vVYt26ddi5cydu3bqFevXqoUOHDpg8eXKJDkZnzpzBRx99BAA4ffp0qe3cvXsXc+fOxenTp1FYWIiIiAh89NFHaNOmjb6NSqXCggULsHfvXmRlZSEwMBAjR47kNJlEViIzMwOLF8Sj+wu9rLbIvJT+CFvPyzk7DxGZhSoVmenp6ZBKpZDJZPr/G8rPz8/gtvHx8di+fTvi4uLQtm1b3Lp1CzNnzsSQIUOwf/9+SKVSLF68GGvXroWXlxcKCkqP76ZSqfD222/DyckJq1evhoODAzZs2IDhw4dj9+7dCAwMBADMnDkTR48exezZsxESEoJjx45hxowZqFevHnr37m1wzEREtUkQBPzvVja2nEvD5TucnYeIzEeVisxu3brB09MTZ86c0f/fkIfDJRKJfmagyqjVahw8eBAjR45Ev379AACBgYEYN24cJk+ejGvXrsHBwQG7d+/Gpk2bsHnzZpw8ebLUdvbt24fk5GTs378fwcHBAIBZs2bh1KlTWLlyJT755BPI5XLs2rULs2bNQrdu3QAAQ4cOxcWLF7Fw4UIWmURkdjRaAcf+vI8t59Jw4z5n5yEi81Pl2+XCE4OzPfn/6rK1tcXRo0dLLbexKR4A2M7ODjKZDDt37oSHh0e52zl58iQaN26sLzB12+7UqRNOnDgBoPgWuyAIpTomdenSBXv37sXt27f1VzyJiEypSKPFz9fv4butvyPZgOKSs/MQkalUqch85ZVXSgzB8Morr9TKMBcJCQlYunQpYmJiEB4ebtBrUlJSyiwQGzdujJ07dyI/Px8pKSmwt7fX3/7XadSoEQAgOTmZRSYRmVRBkQb7EjKwg7PzEJGFqFKROXfu3Ar/L7YvvvgC69evh0ajweDBgzFlyhSDX6tUKhEQEFBqua5Izs3NhUKhgLOzc4VtyiORFP8xBd1+OYydeJhT8ZlLTh+Pw9SxGENRqMYPl+7gu4t3DJudp4ETBnF2HqOJcX6YyzbMhbm8962JqXNq7H6r3bu8qKgII0aMgI2NDVavXg2pVPzbMSNGjED//v2RkJCA+fPnIyUlBStWrKiRfRkryM+jzAK1tmMgcTGn4jN1TrMzisd+DPBxRbC/aWMxxH1FIdacSsHG/95EbmHlM8W0DvTA+zGh6BbuAxsWl0bTnR/+3lU/P8Q4xyztPDWEqd/71shUOVUqjXueu9pFpp2dHa5du4bCwsIaK/o8PT3h6emJ0NBQBAUF4bXXXsOBAwcM6pDj6uoKpbL0c0u5ubmQSCRwc3OrsA2ACudcT0nPhpNT5VcXaoJEUnyipaRXbf5iKo05FZ+55DQtM1f/t4c823SBVCIjtxDbL8ix90oGVJrKZ+dpF+iOQe3/np0n9U71ZqOpq+T3cvV/V/X8EOMcU8EJ42OnQAUnJJvxeWoIc3nvWxNT5zQvr/LnwB8nyjiZPXv2xLZt23Do0CG88MILYmwSWVlZOHv2LKKiouDt7a1f3qxZ8SwKSUlJBm0nODgYFy5cKLU8NTUV/v7+cHR0RHBwMFQqFe7cuQNfX98SbQAgNDS03O0LAkz+5jGHGKwNcyo+U+dUt29Tx1EeY2fnefEpGfq1kJWYncccj8tSiHF+iLENb5+GGD9xaontWTpzfc9ZMlPl1Nh9ilJkvvzyy3j48CEmTpyImJgYtGrVCvXr19f3BH/cK6+8YtA2CwsLERsbiw8//BCjRo3SL09MTASAUp10ytO1a1f88MMPuHHjhr5YVKlUOHnypP5K6HPPPQcbGxscOXIEgwcP1r/28OHDCAsLM2psTyIiY1Rpdp52Aege6YdkOa8QEZH5EqXIfOuttwAUD2N06NAhHDp0qMx2EonE4CLT19cXAwYMwLJly+Dp6YmoqCjI5XLMnj0b3t7e6NmzJ5RKJfLy8gAABQUF0Gq1uHfvHgDA0dERrq6uePHFF9G8eXNMnjwZcXFxcHFxwZIlS1BUVISRI0cCKC5YBw0ahEWLFsHX1xdhYWHYt28fjh49imXLllUzO0RkLcSYmlK3jTYvvo59yXn49VZ2pa+xk0rQq7kM/2zrD183R3akICKLIEqR+fgYmWKOlzlr1iz4+Phg6dKlyMjIgJeXF9q1a4fY2Fi4ublh8eLF+Oqrr0q85tlnnwUA9O/fH3PnzoWtrS1WrVqFOXPmYMSIEVCpVGjTpg02btyIhg3//pKYNm0aXFxcEBcXh6ysLAQFBWHBggWIiYkR7XiIDFWX5tm2JNWdmlIQBBy7Ksf2DE/sPlb5TGnFs/P44rXWfpydh4gsjihF5pw5c8TYTCn29vaIjY1FbGxsmevHjRuHcePGVbodLy8vzJs3r8I2tra2Fe6LqDbVhXm26xKNVsCp5Ad/zc5TAMfAFhW25+w8RGQNql1k/vrrr0hJSUFubi78/f3x0ksvleg8Q0RU16SmJEGhUECtFXAuQ42fb6uQmV/5XR43ewm6BdjhhaYeCG/aqBYiJSKqOdUqMj/++GN8++23JZYtXLgQ//73v/GPf/yjWoEREVmi1JQkvNCtM1xavQi3pwfA1s270tcUPbyDnF++xc3LP+MPjRoLARw+cQ5NgkJqPmAiohpS5SLzxx9/xI4dO0otLyoqQlxcHMLCwhAZGVmt4IiILImiUI2dV7LgP3YNpE7ulbYPdLNF/3AndPT3gXRkawCfITHxKoYOGQKFQlHj8RIR1aQqF5m6AtPPzw9jxoyBr68vrl27hlWrViEnJwdbtmxhkUlEdcLDPBW+u3gHu/+4A6VKU2mB2SrQHWOjQ9AtjLPzEJH1qnKRmZiYCIlEgkWLFiEiIgIA0KVLF4SEhODdd9/F5cuXRQuSiMgcZeQUYPtv6diXYNjsPJ1DGuCdriHoEOQJCcchIiIrV+UiMycnB46OjvoCU6dTp04AgIcPH1YvMiIiM5WRp8W+w3/i8HXDZ+d5JzoYkQEeNR8cEZGZqHKRKQgCHB0dSy3XLdNqK/+tnojIktzO1cCr31TM+TUPAvIqbGsjAfq28sPoLsFo9tjUj2S9fHxkGBc7BT4+hs1IR2TtRBknk4jIWuiGH3pcUrYGh26pcPWhBs7hz1Y4/aNUIiD7/F6s/9cw9HyuVc0GS2bFR9YQE/6ad5yIqllkqtVqnDt3rsxZfspbFxUVVZ1dEhHVmNSUJDzfpb3+/47B7eDe4Z+VDp4OANrCPOT+tg85576HVpkNn89H1GSoRERmr1pFpkKh0M9b/jiJRFLmOolEgoSEhOrskogeU9ZVN2O4uLhwLMbHKBQKQGKDjxZtwf9yPZD6SF3pa1zsJegd6oSeId5Ia9sNQ4+vq/lAiYgsQLWKTDHnKSci4zx51a2qOOh3sSKNFmfvFMFv5DJsT3MBUHGBKXN1wIjngvB6+0A4OxR/lF6wt6mFSImILEOVi8z+/fuLGQcRGUl3BXP9hg0ID29u9Os56HexgiIN9iVkYPtvctxTqGDn6V9h+0aeThjdJRj92/jBwVZaS1ESEVmeKheZc+bMETMOIqqi8PDmaNu2ranDMAsVPT6QdON6ib/z1AJOyYtwTK6CsqjybYfJXDG2azB6tmgIWymvWBIRVYa9y4nIKhj6+MBHUz+CW/t+cG37EmwcnCtt3zrQA+92DUFMmDcHUCciMgKLTCKyCpU9PnBPqcGeP5X4OSUfRQYM49s5tAHGRofgGc7OUyf4+Mgwc+ZMjnFJJCIWmURkVZ58fCDpngIrTiTjh98zoTZgdh7ltdNYNPZl/KP709WKIzHxaq2+jqrHR9YQcXFxSJZng31aicTBIpOIrNJl+SN8fSIZB67crbRokNpI0DnAAd/8+20UPbiNkH8NqPb+hw4ZUq3Xu7i4VDsGIiJTYpFJRFbl6n0Vvlr3K078eb/Stva2NvhHuwCMei4ImSmJ2PjgtigxLF25CX7+AWWuS7pxHZPGj8a8RSsQEtqszDYcv5SIrAGLTCKyeIIgIOGBGrJB8Zh5/GGl7Z0dpBj8dCO83TkI3q4OAIDMFPHi8fMPQETLiqeUDAltVmkbIiJLxiKTiCyWRivgZNIDbD2fhhv3Cyqd/tHVXoJeoU7oGeIEF/s83P7zCnTXLvksJBGRuFhkEpHFKdJocfjaPWw9nwb5o4JK26tz7yPnfztx6+IBXC4qxBe1ECMRUV3HIpOILEb+X7Pz7Phrdp7KeDlK8Hwje0TJGuNmeB9MGr+7wmch78jTMHbUm2KHTURUJ7HIJCKzl3Jbjv/77hjkTsHIVVU+yGVQAycMaheA6FAvSG2Kx7i0/etvPgtJRFQ7WGQSkVk7fzsbcXtTkWfbBKikwHyqoSsGtQtAhyb1OYA6EZGJscgkMhFj5tkuyx15Wo3EZSpl5UOjFTDrv0rkqSt+bXh9KfqGuePFduEsLomIzASLTCITMHSe7UnjR9dCNKZXXj6krt4IeHdtua9TXjuNnLM7cPPuDRwAcPjEOY4vSURkJlhkEpmA7oqdm5s7pFLj34YajRo5OY/EDstkypt3XBAETDz0APJcjX6ZjQR4NtARr4Q5I+DVAQAGIDHxKoYOGVLulWEiIqp9LDKJTEgqtYWdnZ2pwzAbT847DgAbg/Iw7+B1pD5QIqpJfQzr1AQB9Z1MFCERERmKRSYRmbVGnk5Y+EZrU4dBRERGYpFJZEIaTSU9WkR+HRERUW1hkUlWIzPjLrZuXoeBg4fBR9bQ1OFUyMXFBQCs6rlKIiKix7HIJKuRmZmBxQvi0f2FXmZfZDYJCsHhE+cqHMJo0vjRnJ1GRD4+MoyLnQIfH5mpQyEiqhNYZBKZiCFD7XB2GvH4yBpiwsSpBrVNTLxapX1U9XVERNaIRSbRYzIz7mLDyi/Rs+8b8PYx76uhJD7dYwxDhwwRZTtERHUZi0yix2RmZmDWrFlo2yGGRWYdJMZjDC4uLhwQnogILDKJiEqo6ccY+GwoEdUVLDKJiGqRMc+GEhFZMhtTB0BERERE1sesi0ytVos1a9agT58+iIyMxDPPPIMJEyZALpfr25w7dw6DBw9Gq1at0L59e3zwwQfIyMgosZ3r169j7Nix6Ny5MyIiItCvXz/s27evRBuVSoX4+Hh06dIFERER6NWrF7777rtaOU4iIiIia2PWt8vj4+Oxfft2xMXFoW3btrh16xZmzpyJIUOGYP/+/UhLS8OIESPQq1cvfPrpp3j48CHi4+MxcuRI7Ny5E3Z2dsjIyMBbb72FyMhIrFy5EvXq1cPevXsRGxsLqVSKHj16AABmzpyJo0ePYvbs2QgJCcGxY8cwY8YM1KtXD7179zZxJojKx+F2iIjIHJltkalWq3Hw4EGMHDkS/fr1AwAEBgZi3LhxmDx5Mq5du4YtW7agfv36+Oyzz2BrW3woc+fORa9evXDgwAH06dMHR44cQXZ2NmbNmgU/Pz8AwPvvv4+9e/fi+++/R48ePSCXy7Fr1y7MmjUL3bp1AwAMHToUFy9exMKFC1lkWpnUlKRyew8nJ10HUNyLWBDKfr259B7mcDtERGTOzLbItLW1xdGjR0stt7EpvsNvZ2eHU6dOITo6Wl9gAkBwcDACAgJw4sQJ9OnTR79cKpWW2I69vb3+36dPn4YgCOjatWuJNl26dMHevXtx+/ZtBAYGinFYZGKpKUl4vkv7SttNHDe6wvWHT5wzeaFpjcPt8KosEZH1MNsisywJCQlYunQpYmJiEBgYiMzMTDRq1KhUu8aNGyM5ORkA0KNHDyxatAj/+c9/8Mknn8DJyQk//vgj/vzzT0ycOBEAkJKSAnt7e8hkJYcU0W07OTm53CJTIin+Ywq6/Zpq/+bm8XyUlxOlsrggc3Nzh9S27NNfaiOBRlv2ZUyNWo2cnEdQKhU1mneZTIbxsVMgk8kq3E9QcPkFou51oU1NO2uQIeepmFdla/LnYsg5Vhv43hcfcyo+5lR8ps6psfu1iCLziy++wPr166HRaDB48GBMmTIFWVlZAABnZ+dS7V1cXPSdgzw9PbFhwwa88847aNeuHWxtbSGRSPD5558jOjoaAKBQKMrdDgDk5uaWG1uQn0eZr61NQX4eJt2/ucjOcAUABPi4Itjfo8I29vZ2sLOzK3db5a0pspFUug8xBPt7oEPbudXahiH5qE0VnafB/u1w/fr1ct9rV69exZtvvolNmzahefPmZbZxdXVF06ZNxQi1XJaUU6oa5lR8zKn4TJVTpbL8782yWESROWLECPTv3x8JCQmYP38+UlJSMHv2bINee//+fbz//vto3LgxPv/8czg5OeHnn3/GzJkz4e7urn8Gs6pS0rPh5FRUrW1UlURSfKKlpGeX+/xgXZKWmav/20OeXWEbjVaATTlXKyu8kvnX8or2YS4MyUdtMPQ8lTp5w8PJu8x1rn8di2uDAHjIgsvdRnINH6el5ZQMx5yKjzkVn6lzmpenNKq9RRSZnp6e8PT0RGhoKIKCgvDaa6/hzJkzAFDm82i5ublwd3cHAKxevRoPHjzAzp079VccIyMjcePGDfznP/9Bt27d4OrqCqWydOJ0V1Xc3NzKjU0QYPI3jznEUFsq6rSTdKO4086NP8vvtHNHnlb8D+GvP096/FZAWev/WmYJORfMLNbqxGEux2IuceiYSxzWhDkVH3MqPlPl1Nh9mm2RmZWVhbNnzyIqKgre3n9f3WjWrLgDQ1paGnx9fXHz5s1Sr01NTUWHDh0AAElJSfD39y91SzsoKAjHjh2DIAgIDg6GSqXCnTt34OvrW2I7ABAaGir24VEVGNppZ9L4ijvtEFUVp4QkIjKc2Q7GXlhYiNjYWHz//fcllicmJgIo7hgRHR2NkydPoqjo79vVCQkJSE9P198G9/Pzg1wuR35+fontJCUlwdfXFxKJBM899xxsbGxw5MiREm0OHz6MsLAw/dBHRIbIzLiLhfPnIjPjrqlDIZHppoT0kTU0dShERGbPbK9k+vr6YsCAAVi2bBk8PT0RFRUFuVyO2bNnw9vbGz179kTHjh2xZ88eTJ8+HWPHjkVubi4+/vhjtGrVCt27dwcADBw4EN9++y0++ugjjB07Fk5OTjhy5AiOHTuGDz74AEBxwTpo0CAsWrQIvr6+CAsLw759+3D06FEsW7bMhFmgx4kxZM8deRrGjnqzJsNEZmYGFi+IR/cXerEYISKiOstsi0wAmDVrFnx8fLB06VJkZGTAy8sL7dq1Q2xsLNzc3ODm5ob169cjPj4e/fr1g6OjI2JiYjB16lT9eJphYWFYuXIlli5dijfffBNFRUVo1KgRpk2bhrfeeku/r2nTpsHFxQVxcXHIyspCUFAQFixYgJiYGFMdPpXBkDEdQ0JNO2QPERERmXmRaW9vj9jYWMTGxpbbpmXLlti0aVOF2+nYsSM6duxYYRtbW9tK90Wkk67rQFQGXQck3d9lMbdB0ImIiMRm1kUmkbl614Bb7pV1QDKHWYOIiIhqCotMoipav2EDwsPLHhi8IomJVzF0yJByny0lIiKyBiwyiaooPLw52rZta+owiIiIzBKLTKIqSky8Wquvq8s4PiURkeVhkUlURUOHDKnW611cXESKxPrpxqckIiLLwSKTrIYxV7s0GnXZKySAVjd3eRnTZ+let3TlJvj5B5S5CUPG62TvciIisnYsMslqGHK1S3f1MCfnUbX21SwsvNIikeN1EhFRXcYik+qUymYNSk66jonjRmP+4hUIDuFVSCIioqpikUl1TkUFokRS/HdIaDO0iLDsq5DsLENERKbEIpPISrGzDBERmZKNqQMgIiIiIuvDIpOIiIiIRMcik+gxPj4yzJw5k88xEhERVROLTKLH+MgaIi4uDj6yhqYOhYiIyKKxyCQiIiIi0bHIJCIiIiLRscgkIiIiItGxyCQiIiIi0bHIJCIiIiLRscgkIiIiItGxyCQiIiIi0bHIJCIiIiLRscgkIiIiItGxyCQiIiIi0dmaOgCqeakpSVAoFFV+vYuLC5oEhYgYEREREVk7FplWLjUlCc93aV/t7Rw+cY6FJhERERmMRaaV013BXL9hA8LDmxv9+sTEqxg6ZEi1roQSERFR3cMis44ID2+Otm3bmjoMIiIiqiPY8YdIZD4+MoyLnQIfH5mpQyEiIjIZXskkEpmPrCEmTJxq6jCIiIhMilcyiYiIiEh0LDKJiIiISHQsMomIiIhIdCwyiYiIiEh0LDKJiIiISHQsMomIiIhIdCwyiYiIiEh0Zl1karVarFmzBn369EFkZCSeeeYZTJgwAXK5XN/m3LlzGDx4MFq1aoX27dvjgw8+QEZGRqltbd68GT169EDLli3Ro0cPbNmypcR6lUqF+Ph4dOnSBREREejVqxe+++67Gj9GIiIiImtk1kVmfHw8Fi9ejFGjRmHv3r2YP38+rly5giFDhkClUiE5ORkjRoxAYGAgdu3aheXLlyM9PR0jR45EUVGRfjvr1q3D//3f/+H999/H/v37MXDgQHzyySfYs2ePvs3MmTOxa9cuxMXFYe/evXjjjTcwY8YM7Nu3zxSHTkRERGTRzHbGH7VajYMHD2LkyJHo168fACAwMBDjxo3D5MmTce3aNWzZsgX169fHZ599Blvb4kOZO3cuevXqhQMHDqBPnz7Iy8vD4sWLMWHCBLz88ssAgGHDhqFhw4YICgoCAMjlcuzatQuzZs1Ct27dAABDhw7FxYsXsXDhQvTu3dsEGSAiIiKyXGZ7JdPW1hZHjx7Fe++9V2K5jU1xyHZ2djh16hSeffZZfYEJAMHBwQgICMCJEycAAGfOnIFCodAXmDo9e/ZEWFgYAOD06dMQBAFdu3Yt0aZLly5ITU3F7du3xT48IiIiIqtmtkVmWRISErB06VLExMQgMDAQmZmZaNSoUal2jRs3RnJyMgDg6tWrcHd3x+3bt/HWW2/hmWeeQZ8+ffDjjz/q26ekpMDe3h4ymazEdnTb1m2LiIiIiAxjtrfLH/fFF19g/fr10Gg0GDx4MKZMmYKsrCwAgLOzc6n2Li4u+s5B9+/fh1qtRlxcHMaPHw9vb298++23mDRpEmxtbdGzZ08oFIpytwMAubm55cYmkRT/MQXdfivav1ixmfI4a5MhOSXjMKfiY07Fx5yKjzkVn6lzaux+LaLIHDFiBPr374+EhATMnz8fKSkpmD17tkGvVavVUCqVmDJlCjp27AgAaNmyJf744w8sXboUPXv2rFZsQX4eZRaotSnIz6PcddkZrgAAW6kNbKXGX7jWvSbAxxXB/uXvx9pUlFOqGuZUfMyp+JhT8TGn4jNVTpVKO6PaW0SR6enpCU9PT4SGhiIoKAivvfYazpw5AwBQKBSl2ufm5sLd3R0A4OpaXGS1bNmyRJv27dtj48aN0Gq1cHV1hVKpLHM7AODm5lZubCnp2XByKip3fU2SSIpPtJT0bAhC2W3SMouPQa3RQq3RGr0P3WvSMnPhIc+uaqgWw5CcknGYU/Exp+JjTsXHnIrP1DnNyytdK1XEbIvMrKwsnD17FlFRUfD29tYvb9asGQAgLS0Nvr6+uHnzZqnXpqamokOHDgCAJk2aAACys7P1t7+B4jE4nZycYGNjg+DgYKhUKty5cwe+vr4ltgMAoaGh5cYpCDD5m6eiGMSKzRyOszbVteOtDcyp+JhT8TGn4mNOxWeqnBq7T7Pt+FNYWIjY2Fh8//33JZYnJiYCAGQyGaKjo3Hy5MkSY2ImJCQgPT1dPxTRc889BxsbGxw+fLjEdi5cuKAvWHVtjhw5UqLN4cOHERYWBj8/P7EPj4iIiMiqme2VTF9fXwwYMADLli2Dp6cnoqKiIJfLMXv2bHh7e6Nnz57o2LEj9uzZg+nTp2Ps2LHIzc3Fxx9/jFatWqF79+4AAH9/f/zjH//AwoULIZPJEBYWhu3bt+PKlStYuXIlgOKCddCgQVi0aBF8fX0RFhaGffv24ejRo1i2bJkp00BERERkkcy2yASAWbNmwcfHB0uXLkVGRga8vLzQrl07xMbGws3NDW5ubli/fj3i4+PRr18/ODo6IiYmBlOnTtWPpwkAH3/8MRo0aIC5c+fiwYMHaNKkCZYvX44uXbro20ybNg0uLi6Ii4tDVlYWgoKCsGDBAsTExJji0ImIiIgsmlkXmfb29oiNjUVsbGy5bVq2bIlNmzZVuB07OztMmDABEyZMKLeNra1tpfsiIiIiIsOY7TOZRERERGS5WGQSERERkehYZBIRERGR6FhkEhEREZHoWGQSERERkehYZBIRERGR6FhkEhEREZHoWGQSERERkehYZBIRERGR6FhkEhEREZHoWGQSERERkehYZBIRERGR6FhkEhEREZHoWGQSERERkehYZBIRERGR6GxNHQDVjsTEq7X6OiIiIqrbWGRaORcXFwDA0CFDRNkOERERkSFYZFq5JkEhOHziHBQKRZW34eLigiZBISJGRURERNaORWYdwAKRiIiIahs7/hARERGR6FhkEhEREZHoWGQSERERkehYZBIRERGR6FhkEhEREZHoWGQSERERkehYZBIRERGR6FhkEhEREZHoOBh7FWg0Gv2/79+/ByenPJPEIZEALnYq3L//CIJgkhCsDnMqPuZUfMyp+JhT8TGn4jN1TvPylPp/P14LlYdFZhXcvn1b/+9unduYMBIiIiKi2nf79m20aNGiwja8XU5EREREojPoSua5c+fg6emJ4OBgAMDmzZuxZcsWpKenw9/fH4MHD8bAgQNrNFBzEhgYqP/32d+uw8nJySRxSCRAkJ8HUtKzeStCJMyp+JhT8TGn4mNOxcecis/UOc3Ly0OHNs0AlKyFymNQkRkXF4cZM2YgODgYmzdvxv/93/9hyJAhCA4ORkpKCubNmwetVovBgwdXL3oLIZVK9f92cnKCk5OzSeKQSABnZ2c4ORXxDSwS5lR8zKn4mFPxMafiY07FZ045fbwWKo9BReatW7f0FeuOHTvw73//G/3799evDwsLw8KFC+tMkUlEREREFTPomUxnZ2c8fPgQAJCZmYnmzZuXWN+iRQvcuXNH/Oj+sm7dOkRERCA2NrbUunPnzmHw4MFo1aoV2rdvjw8++AAZGRkl2ty9excffPABoqKiEBkZiUGDBuG3334r0UalUiE+Ph5dunRBREQEevXqhe+++67GjomIiIjImhlUZEZHR2Pz5s0AgGeeeQb79+8vsX7fvn1o0qSJ6MFlZ2fjnXfewerVq+Hg4FBqfXJyMkaMGIHAwEDs2rULy5cvR3p6OkaOHImioiIAxcXj22+/jdu3b2P16tXYsWMHgoKCMHz48BK9xGfOnIldu3YhLi4Oe/fuxRtvvIEZM2Zg3759oh8XERERkbUzqMicNGkSfv31VwwaNAgNGzbEunXrMGjQIHz88cd488038dVXX2HixImiB/fjjz8iLy8P33//Pdzd3UutX7lyJerXr4/PPvsMwcHBaNeuHebOnYvr16/jwIEDAIoL4OTkZHzxxReIjIxEWFgYZs2aBTc3N6xcuRIAIJfLsWvXLsTGxqJbt25o3Lgxhg4dil69emHhwoWiHxcRERGRtTOoyPT29sauXbvQvn17nDhxAoIg4NKlSzh9+jRkMhm2bt2K6Oho0YOLjo7G2rVr0aBBgzLXnzp1Cs8++yxsbf9+tDQ4OBgBAQE4ceIEAODkyZNo3Lixvmc8ANja2qJTp076NqdPn4YgCOjatWuJ7Xfp0gWpqaklrngSERERUeUMHozd1dUVEydOrJErluWpqHu8UqlEZmYmGjVqVGpd48aNkZycDABISUkpczuNGzfGzp07kZ+fj5SUFNjb20Mmk5Voo9t2cnKyQV31iYiIiKhYtWb8KSgowO+//47U1FTk5OQAANzc3NCkSRO0bt0ajo6OogRZFoVCAaC4U9KTXFxcIJfLARQXowEBAWW2AYDc3FwoFIpyt6NrUx6JpPiPKej2a6r9WyPmVHzMqfiYU/Exp+JjTsVn6pwau98qFZmPHj3CggUL8MMPP6CgoKDMNo6OjnjllVfwwQcflPk8pbUI8vMos0Ct7RhIXMyp+JhT8TGn4mNOxcecis9UOVUq7Yxqb3SRmZOTg4EDByI5ORn16tVDp06d0KRJE/1VP4VCgdTUVFy4cAFbt27FL7/8gm3btsHV1dXYXVVItz3dFc3H5ebm6gtbV1dXKJXKMttIJBK4ublV2AYovjpbnpT0bDg5FVXpGKrL1CP/WyPmVHzMqfiYU/Exp+IrL6eDlx/FA0XZF6jE0MDFEZvHxNTY9k3J1OdpXl7pWqkiRheZX331FZKTkzFs2DCMGzeu3Kt4SqUSixYtwvr167FkyRJMnTrV2F1VyMnJCb6+vrh582apdampqejQoQOA4o5AFy5cKLONv78/HB0dERwcDJVKhTt37sDX17dEGwAIDQ0tNw5BgMk/kMwhBmvDnIqPORUfcyo+5lR8T+b0gaIAKvvyL95U1wNFjtX/DE11nhq7T4N6lz/u8OHD6NChA6ZOnVrhbWJnZ2dMmzYNTz/9NA4ePGjsbgwSHR2NkydP6sfEBICEhASkp6ejW7duAICuXbvi9u3buHHjhr6NSqXCyZMnERNT/JvOc889BxsbGxw5cqTE9g8fPoywsDD4+fnVSPxERERE1sroIvPevXuIjIw0uH3r1q1x7949Y3cDoHgw9nv37uHevXvQaDQoLCzU/7+goAAjR46EUqnE9OnTkZKSgkuXLmHatGlo1aoVunfvDgB48cUX0bx5c0yePBmXLl1CcnIypk2bhqKiIowcORIAIJPJMGjQICxatAhHjhyBXC7HypUrcfTo0TJnGSIiIiKiihl9u9zDwwMpKSkGt09KSoKHh4exuwEAjBs3Dv/73//0/7979y5+/vlnAMCcOXMwYMAArF+/HvHx8ejXrx8cHR0RExODqVOnwsamuH62tbXFqlWrMGfOHIwYMQIqlQpt2rTBxo0b0bBhQ/22p02bBhcXF8TFxSErKwtBQUFYsGCB/monERERERnO6CLz2Wefxffff4/Nmzdj8ODBFbbdtGkTjhw5gv79+1cpuI0bN1bapmXLlti0aVOFbby8vDBv3rwK29ja2iI2NpZXLomIiIhEYHSR+cEHH+D48eP47LPPsHbtWnTu3BlBQUElepenpKTg9OnTkMvlaNCgASZMmCB64ERERERkvowuMmUyGbZt24a4uDicPn0a27Ztg+SJ0TmFv7ofde7cGXFxcaVm0iEiIiIi61alwdgDAwOxevVq3L59G2fPnkVKSop+vEoXFxcEBQWhQ4cOnIqRiIiIqI6q1rSSgYGBLCSJiIiIqBSjhzAiIiIiIqoMi0wiIiIiEl2NF5nx8fF4/vnna3o3RERERGRGarzIzM7Ohlwur+ndEBEREZEZ4e1yIiIiIhKd0b3LJ0+ebFT73377zdhdEBEREZGFM7rI3L17NyQSiX7AdUM8OVg7EREREVk3o4tMZ2dnNGzYEDNnzjSo/YoVK3D69GmjAyMiIiIiy2V0kRkeHo7ExEQ8/fTTBrXftWuX0UERERERkWUzuuNP8+bNkZeXh1u3btVEPERERERkBYy+khkVFYVz587h7t27aNSoUaXtu3fvDn9//yoFR0RERESWyegis0ePHujRo4fB7Z9//nkOxk5ERERUx3CcTCIiIiISHYtMIiIiIhIdi0wiIiIiEh2LTCIiIiISHYtMIiIiIhKd0b3LiYiILMGby4/igbLA4PbGTpncwNkRm8bEVCU0ojqBRSYREVmlB8oCqOzdanD7OTW2bSJrwNvlRERERCQ6FplEREREJDoWmUREREQkOhaZRERERCQ6FplEREREJDrRiszs7GycPXsW+/bt0y8rKDB86AgiIiIish7VLjKTk5MxevRodO7cGW+//TYmTZoEABAEAc8//zwOHTpU7SCJiIiIyLJUq8hMSUnBwIEDcfLkSWg0mhKD2GZnZ+P+/fuIjY3Fb7/9Vu1AiYiIiMhyVKvI/PLLL/Ho0SMEBATgww8/hJOTk36dra0tWrZsCbVajVWrVlU7UCIiIiKyHNUqMn/55RdIJBKsXbsWI0eOhL29vX6dq6srVq5cCalUiosXL1Y7UCIiIiKyHNUqMpVKJRwdHREQEFDmeldXV0ilUjx69Kg6uyEiIiIiC1OtIlMmk6GgoAAnT54sc/2GDRugUqng7e1dnd0QERERkYWxrc6LY2JisHHjRowdOxZRUVFQKpUAgPHjx+PPP/9EamoqJBIJYmJiRAmWiIiIiCxDta5kjh07Fn5+flCr1Th79izUajUA4NChQ0hNTYUgCJDJZBg7dqwowRIRERGRZahWkenp6Ynt27fjpZdegq2tLQRB0P+xtbXFSy+9hG3btsHLy0useImIiIjIAlTrdjkAeHl5Yd68eVCpVEhOToZSqYSLiwuCgoJK9DYnIiIiorqj2kWmjr29PcLDw8XaHBERERFZsGoXmQqFAnv37sXNmzeRnZ1dYtYfHYlEgtmzZ1d3V0RERERkIapVZJ47dw7vvvsucnNzK23LIpNM5c3lR/FAWWBwe4lEUuYvS+Vp4OyITWM4ggJVD89TIrI21SoyP/vsM+Tk5FTaTiKRVGc3RNXyQFkAlb1bDW6/8vcAUWV4nhKRtalWkZmcnAyJRILo6Gi89dZb8PPzY2cfonIYe6XKWLxSRURE5qRaRaaPjw8yMjKwePFi2NnZiRUTkVXilSoiIqpLqlVkDhkyBLNnz8a1a9cQEREhVkxG6datG+RyeanlTZs2xY8//gig+NnRBQsW4PLly7Czs8Ozzz6LadOmQSaT6dvfvXsXc+fOxenTp1FYWIiIiAh89NFHaNOmTa0dC5kvTd4jQNCWuS5fAHrN31/pNvJVGkh5oZ+IiOqIaheZDg4OGDVqFHr06IGmTZvC2dm5zLavvPJKdXZVoeHDh2P48OElltnaFh9acnIyRowYgV69euHTTz/Fw4cPER8fj5EjR2Lnzp2ws7ODSqXC22+/DScnJ6xevRoODg7YsGEDhg8fjt27dyMwMLDGYicLIWghda5f7mqVIdsoeihaOEREROauWkVmSkoKNmzYgIcPH2Lbtm3ltpNIJDVaZDo5OcHb27vMdStXrkT9+vXx2Wef6QvPuXPnolevXjhw4AD69OmDffv2ITk5Gfv370dwcDAAYNasWTh16hRWrlyJTz75pMZiJyIiIrJG1SoyZ82ahaSkJKOH0qhNp06dQnR0tL7ABIDg4GAEBATgxIkT6NOnD06ePInGjRvrC0yg+Epop06dcOLECVOETX8Ro7MMb1MT1S52ciMioJpF5sWLFyGRSODr64uXX37Z7HqXK5VKZGZmolGjRqXWNW7cGMnJyQCKr8iWdUu8cePG2LlzJ/Lz81GvXr0y9yGRFP8xBd1+n9z/4OVH8UBRgx/wLo7YXEsf8KJ0lqlDt6nNcbSw8s5Tqn219TMQ431b0XPQaQ+VZvMcdF07r439finrIhR/LlVn6s9TY/dbrSLT2dkZRUVF2LFjBxo0aFCdTVXLlStXMHLkSCQmJkIqlSI6OhoTJkyAWq3Wx/kkFxcXfYchpVKJgICAMtsAQG5ubrlFZpCfR7nPodaWID+PEv/PUhbWaC/mLGUugv09Km0nBo6xajiJRFJrP5eqePI8pZJq+lyvzfNDlGOxgOegzf09VxNE+X7hz6XaTPV5qlQaN5JQtYrMl19+GRs2bIBWW/Zvm7Whfv36UCgUGD58OAICAnD16lXMmzcP58+fx5o1a2p8/ynp2XByKqrx/ZRFIik+0VLSs/H4L4o1/eiCIAhIlmfX6D4e3xcZpjZ/LsYo7zylkvi+tTzm+p6rSZbws7Xmn4upP0/z8pRGta9WkfnRRx9BrVZj2LBhGDVqFJo3bw5XV9cy2/r5+VVnV+X67rvvSvy/WbNm8Pb2xttvv40zZ84AKJ5f/Um5ublwd3cHALi6ukKpLJ243NxcSCQSuLmV/1ubIMDkX5ymiMHUx0xlM+efizm8V+o65l98zKl5svafi6k+T43dZ7WKzNatW6OoqPgq3rRp08ptJ5FIkJCQUJ1dGSU8PBwAkJmZCV9fX9y8ebNUm9TUVHTo0AFAcUegCxculNnG398fjo6ONRswERGZJTHGyK0IOzGRNatWkalSGfRUTI1JSkrC8uXLMWbMGISEhOiX//HHHwCAJk2aIDo6GkeOHEFRUZF+VqKEhASkp6ejW7duAICuXbvihx9+wI0bNxAaGgqg+NhOnjyJ3r171/JRERGR2RDj2dAKcKYusmbVKjL79+8vVhxV0rBhQ/z666+4evUqpk6dikaNGuHatWv4/PPP0bRpU3Tr1g1PPfUU9uzZg+nTp2Ps2LHIzc3Fxx9/jFatWqF79+4AgBdffBHNmzfH5MmTERcXBxcXFyxZsgRFRUUYOXKkSY+R6HG8qkJERJaiWkXmnDlzxIqjSpydnbFx40YsXLgQ06ZNQ1ZWFjw8PBATE4PY2FjY2dkhMDAQ69evR3x8PPr16wdHR0fExMRg6tSpsLGxAVA8JuaqVaswZ84cjBgxAiqVCm3atMHGjRvRsGFDkx4jUQm8qiI6julIRFQzqlVkmoOAgAB88cUXFbZp2bIlNm3aVGEbLy8vzJs3T8zQiMgCiDIWa4Xbr3uFOxERUM0iU3e7uSJarRYFBQX473//W51dERGVwhmhiIjMV7WKTLlcXuZo/rqBeHXLOaA2EdUEzghFVDfx+XTLUK0is7yxLx89egSlUglbW1u0atWq3LEziYiIrB0LohrA59MtQrWKzCNHjpS7LjExEZ9++ikcHBzw5ZdfVmc3RERmTYwigrftrRgLIqqjaqzjT3h4OJYuXYpOnTrh//7v/zBjxoya2hURkWlZwDzbRES1zaYmN+7i4gI7Ozv89NNPNbkbIiIiIjIzNXIls6ioCGlpafj6669RUFAArbbs20hEREREZJ2qVWQ2b9680jYSiQTNmjWrzm6IiIiIyMJUq8h8cuiisjg4OGDSpEnV2Q0RWSGOcUlEZN2qVWRGRUWVuVwikcDDwwNBQUEYNGgQZDJZdXZDRFaIY1wSEVm3ahWZGzduFCsOIiIiIrIiNdq7nIiIiIjqJqOuZKanp1d5R+XNDkRERERE1seoIrNbt25VmodcIpEgISHB6NcRERERkWUy+plMQ3qUExEREVHdZlSR2b9//5qKg4iIiIisiFFF5pw5c2oqDiIiIiKyIqJNK5mRkYGrV69CoVDAzc0NERER8PT0FGvzRERERGZFjEklKtLA2RGbxsTU2PZrWrWLzLS0NMycORNnzpwpsVwikaBHjx7497//jfr161d3N0RERERmRZRJJSrcfk6Nbbs2VKvIfPDgAQYNGoR79+6V6hAkCAJ++ukn/Pnnn9i2bRucnZ2rFSgRERERWY5qFZkrV65EZmYmAKB169aIjIxEvXr1kJWVhfPnzyM5ORlJSUlYu3Yt3n//fVECJiIiIiLzV60i89ixY5BIJJgyZQqGDRtWav2XX36Jr7/+GgcOHGCRSURERFSHVGtayTt37sDW1hZvvvlmmevfeecdSKVSpKWlVWc3RERERGRhqlVk2tjYQKPRQKVSlbmeA7cTERER1U3VKjKDgoIgCALmzp1bqtBUqVSYM2cONBoNmjRpUp3dEBEREZGFqdYzmb1790ZCQgJ27NiBQ4cOISIiAu7u7sjOzsYff/yBnJwcSCQSvPTSS2LFS0REREQWoFpF5pAhQ3Do0CFcvHgR2dnZOHXqlH6d7lZ569atMWTIkOpFSUREREQWpVq3y+3t7bF+/XoMHToUTk5OEARB/8fZ2Rlvv/021q1bB3t7e7HiJSIiIiILYPSVTKVSWWJgdUdHR0ybNg2TJ09GcnIycnNz4ebmhqCgIEilUlGDJSIiIiLLYHSR2blzZ3Tv3h19+/bFc889Bxub4ouhUqkUTZs2FT1AIiIiIrI8RheZBQUF2LdvH/bt2wdPT0/07t0bffv2RcuWLWsiPiIiIiKyQEY/k+nu7q5/7vLBgwfYtGkT/vnPf6JXr174+uuvIZfLayJOIiIiIrIgRheZ//3vf7FhwwYMGTIE/v7++oIzJSUFCxcuxAsvvIDBgwdjx44dyM3NrYmYiYiIiMjMGX273MbGBk8//TSefvpp/Otf/0JiYiIOHz6Mw4cPIzExEYIg4Pz587hw4QI+/fRTdO3aFX379sXzzz9fE/ETERERkRmq1jiZABAeHo7w8HC8//77kMvlOHToEI4fP47z589DpVLh4MGDOHz4MBISEsSIl4iIiIgsQLXGyXySv78/hg0bhs8//xyTJk2Cj48PAM5hTkRERFTXVPtKpk5iYiIOHTqEQ4cO4c8//wTwd3Hp5uYm1m6IiIiIyAJUq8g8d+6c/nlMXa9yXWFpa2uL6Oho9OvXD127dq12oERERERkOYwuMo8fP47Dhw/jyJEjyMrKAlDydnjr1q3Rt29f9O7dGx4eHqIFak4eP968vDyTxSGRAEqlHfLylHj8iQRtUQG0qLmpPLVFBcjLU9bY9p/cV3WPRVtUAImqgNswcPti/2xr8jw1l5yayzYq2z7ft5a7jcq2z5+tuAzNaW1/35b3eVpbHq95DHkUUiIY+cBkeHg4JBJJiY03atQIffv2Rd++fdGoUSNjNmeRMjMzIZPJTB0GERERkUlkZGTo+96Up0q3ywVBgLu7O3r16oV+/fqhTZs2VQqQiIiIiKyT0UXmCy+8gH79+iE6Ohp2dnY1EZPZ8/LyQkZGBgDAyckJEonExBERERER1SxBEPS3zL28vCptb/TtciIiIiKiyog6TiYREREREcAik4iIiIhqAItMIiIiIhIdi0yiasjLy8P+/fuhUqlMHYrV0mq1pg7B4vE8rXk8T6tPqVRi3bp1yM/PN3UoVqu2z1MWmVZOpVIhPT3d1GFYJYVCgZiYGFy6dAn29jU3GG9dUlBQgJ9//hmbN2/G+fPnkZWVBRsbG36BVwPPU/Hl5+fju+++w5IlS7B7925kZmbCxoZfp9WhUCjwwgsvIDU1FfXq1TN1OFbBHD5P2bvcihUUFGDQoEFo1qwZ3nnnHTRp0sTUIVkNhUKBvn37omXLlli4cKGpw7EKCoUCb7zxBhwcHHDr1i04ODjA1dUV8fHxiIyMNHV4FonnqfgUCgVeffVVeHp6IiMjA4IgoKCgADNnzsRzzz0HZ2dnU4docRQKBV5++WVERkbyPBWJuXye8lcvK3bx4kUkJCRg3759WLVqFW7dumXqkKyC7gMxIiJC/4Go0WhKtePvb4ZTqVQYNWoUmjZtiq+//hqnT5/GRx99BDc3NwwdOhS7d++GWq02dZgWheep+IqKivD+++8jLCwMK1euxMGDBxEfH4/27dvjww8/xMaNG/XTLZNhdOdpq1at9OdpWe913s0wnDl9nlZpxh+yDMnJyWjZsiVeeuklzJ07FxKJBKNGjaoTU3/WlIKCAvTu3RutW7fGokWLABS/oXW3IbOyslBQUAA3Nze4uLhAEAQO1m+A1NRUZGVlYfr06fD29gYA9O3bF82bN8dXX32FGTNmQBAE9OvXjzk1AM/TmnH37l3cvXsXY8aMgYuLCwAgKioKYWFhWLx4MRYuXAhBEPDWW2/p11P5CgoK0LNnT4SFheHLL78EUPI8lcvlyM3Nhbe3Nxo0aGDCSC2LOX2essi0YkVFRQgICMCwYcOgUqkwf/58CIKA0aNH6wtNfrkY5+rVq3j48CGkUim0Wi0kEgns7e2h0Wgwbdo03LhxA3K5HF5eXvjss8/Qpk0baLVaPq9ViZycHGRmZup/u9Z90TRr1gxTpkwBAMTFxaFx48Zo3bo1c1oJnqc1Q6VSITs7Gw8fPgRQfMXN1tYW7u7u+vN0yZIlaNy4MXr37s2cVuLBgwcoKipCUVER0tLSIJPJ9OfpxIkTkZSUhNu3b8PV1RXTpk3DSy+9xO8sA5jT5ynPfivWoEEDdOzYEQAwevRoTJkyBd9++y1WrFihv3XON6txWrRogSVLluD06dMYP368Pn9Dhw5FWloa+vbtizfffBNSqRSjR49Gamoqv2QMEB4eDldXV2zbtg0AYG9vr/+A9Pf3x/jx4xEeHo7JkyfrH16n8rVs2RJLlizBmTNneJ6KKDAwEJ6enti5cycAwNbWVn+e2tnZYfz48ejWrRtmzZqFu3fvMqeV8Pf3x5YtW3Dr1i1MnjwZ9+/fh1arxYgRI5CVlYXhw4dj+vTpCA8Px7Rp03D+/Hl+ZxkgPDwcLi4u5vF5KpBVKCgoEE6ePCn89NNPwoULF/TL8/PzBUEQBK1WKwiCIKxZs0YICwsTpk+fLqSmpurb/fLLL7UbsAXRaDSCVqsV1Gq1ftmxY8eEdu3aCe+//76wZcsW4cMPPxQePHigX3/mzBmhU6dOwmeffaZ/PZWk0WhK/L1y5UohMjJSWLVqlb5NUVGRIAjF5+/u3buFzp07C2fOnKn9YC2ELpe6fx87dkyIiorieVpFarVaePjwoZCdnS0UFhYKgiAIP/30k9C8eXNhzpw5+naPn6e//vqrEBMTI3z77bcmidnc6XL68OFDfd7+/PNPoUuXLsKgQYOEVatWlTpPb9y4IfTq1Ut49913haKiIp6nTygqKhLkcrlw+/Zt4dGjR4IgFH+eRkREmPzzlL9mWQGFQoFBgwbh008/xYQJEzB58mSsXbsWAODo6Ajg7yuWb7/9NiZPnoxvv/0WK1euxP3797Fw4UIMGTIE9+7dM9kxmCuFQoGPPvoIw4cPx0svvYRly5YhMTER0dHRmDdvHi5cuIAFCxagdevWqF+/vr4TRceOHeHp6YlHjx7BxsaGv30/Jj8/X3/l7PHbNC+88AI6duyIDRs2YMuWLQCKrxSpVCpIJBK8/PLLUKvVuHTpkinDN0uP51TXucfGxgbPPfccvvjiC/z+++88T42kUCgQGxuL4cOH48UXX8TcuXORlJSE6Oho/POf/8SmTZv0HVV0VzQlEgnat28PW1tb/PnnnyY+AvPzeE579OiB2bNnIzExEaGhoVizZg0yMzOxYMEChISEwMPDQ3+ehoSEQCaT6R9P4Hn6N4VCgffeew+jR49Gnz598J///Ae3bt3Cyy+/jE6dOpn885RFpoXLz8/HoEGDEBAQgC+//BIbN26Eu7s7fvrpJygUCn074bEepMOHD8fkyZPx/fffY/DgwVi/fj22b9+uf0CYiimVSrzyyit49OgROnbsiDZt2mDTpk2YMGECDh8+jOjoaHz22Wdo1aoVXnjhBUgkEkgkEhQVFaGgoAA+Pj4IDg4GwB68OiqVCv369UPPnj2RmJhYoihq3Lgx3nvvPQQEBGD58uVYs2YNAOg7AahUKoSGhiIwMNBk8ZujJ3MqlUpLFJrPPvssPv30U7Rp04bnqYHy8vLwxhtvQK1WY8CAAejRowe2b9+O1atXw9bWFkOGDEGvXr2watUqxMfHAyj+AtcJDg7mefqE8nK6YcMGZGdnIyQkBMuWLUO3bt3Qv39//S89arUaWq0WTk5OCA4Ohlar5Xn6F6VSiVdffRVA8aMwr732Gr799lv88MMPkMlk+s/Tr7/+2nSfpzV6nZRq3NatW4U33nhDyMvL0y/bs2eP0KZNG+Hhw4cl2uoulesMHDhQePrpp4XExMTaCNXizJ49W3jrrbdKLDtw4IAwePBgoXnz5sLevXsFQfj7kQSFQiEIgiDk5eUJCxcuFDp06FDikQQShJycHKF79+5C586dhXbt2gmXL18WBKHkuXnx4kVh9OjRQuvWrYXp06cLN27cEFJSUoTFixcLHTp0EG7dumWq8M1SeTl9/PEOtVotFBQUCILA89QQ8fHxwtChQ0ssmz9/vtCyZUt9rpKTk4WZM2cKTz31lDBmzBjhxIkTwh9//CEsXLhQePrpp4WUlJTaD9yMlZfTyMjIEuef7rMgJydHEARBePjwobBo0SIhKipKSEpKqrV4zZ1WqxU++eQTYfTo0SWWjxs3ThgwYID+/X/58mVh1KhRQsuWLU3yecre5Rbu5s2bAIB69erpe5B5eXnh6aefxtatW3Hnzh00atQII0eO1N/SsbW1xZdffomrV69i69atCAsLM/FRmKc7d+4gICAAwN+981588UV4e3tjyZIlmDRpEqRSKXr06IHMzEwsW7YMCQkJcHJyQlJSElavXo3GjRub+CjMS0JCAhQKBaZPn461a9di6NChWL9+PVq0aKE/NyMjIzF16lQcPHgQGzZswIEDB+Dh4QEbGxusWrWKV4ieUFFONRoNpFKp/s+9e/ewbNkyXLlyhedpBdLS0uDv7w/g7/f+G2+8gTVr1uC3335D48aNERQUhPfeew9RUVH48ssv8dFHH8HZ2RlOTk5Yu3YtJ794giE5BYqvCD98+BDz5s3DuXPn4O7ujnv37mHdunX6K+5UPObt7du30bJlSwDFVzWdnZ0RERGBoKAgHD9+HFqtFi1atMD8+fOxceNGk3yessi0cG5ubrhy5Qry8/NRr149CIKAmTNnws7ODgCQm5uLHTt2ICEhAfPnz4etrS3OnDmDr7/+Gjt27EB4eLiJj8B8SSQSXL58GcDfvfNsbW3Rpk0bvP/++1CpVJg3bx4CAwMRGBiI0NBQPHjwAC1atNAPD0ElFRYWwsnJCS+++CLc3d0xb968UoWmVCpFUFAQxowZg9dffx2///476tevD19fX/j4+Jj6EMxOZTl9cniSkJAQ3Lt3DxERETxPy5GdnY2UlBQA0H+Went7w8HBAYWFhfp23t7eeOmll/D888/j+vXrqFevHjw9PeHp6WmSuM2ZoTkFigvNrl27QhAEtGjRAs899xx/uXyCRCLB/fv38fvvvwMAnJ2dIQgCdu3aBYlEgp07d0KlUqFevXqYM2cOxo4di4EDB+LixYvw8PCovc/TGr1OSjUuISFBOH36tP7/O3fuFF5//XXh7t27giAU33KYP3++8NRTT+lv7wqCoF9Ppel6Lu7Zs0fo1KmT8PXXX+vXPX5b99ChQ8Jzzz0nLFy4UBAEQVCpVLUbqIV6/Dw8fvy40Ldv33JvnZNhmFNx6N77GzZsEDZt2qRfXlRUJOTk5Ajt2rXT55o9nA1jTE7JcFqtVlizZo1w8OBB/bKpU6cK/fv3F65evSoIgiAcPXpUeOWVV4SXX35ZuH37tkniZJFphXRDbeje3Ddv3hRatGghrFmzRt+GH5CVy87OFoYOHSrExMQIu3fv1i9//As7Li5O6Natm6BWq5nTSuiG19FqtSVy9XhR9Mcff+iXb926VTh//nytx2lJqpLTc+fO1Xqclqasojw3N1do3bq1sH///hLLly9fLpw4caK2QrNYxub0+PHjtRWaxXoyp3K5vET/DEEQhC1btghhYWHCxYsXazM0PfYutyLCXz3udL3HBEHQ98oLCwuDr6+vvi2HgKiYVquFu7s75s6dC0EQsHDhQvz4448A/h4GAgCaNWumH2qDOa2Y7patrnezbi7iLl26YNKkSfD398ewYcOQnJyMlStXYu7cuXB3dzdlyGavKjn18PAwYcSW4fGe4jpqtRo2NjaoV6+eftmiRYvw5ZdfcmQOAxibUz4aU7knc+rn56fPpe47qkmTJmjUqBGcnZ1rPT6Az2SaPV3xIjw2ZEN5xYxuuW4Efw8PD2i1WmzevBk5OTlo3bp1bYRsFXRD6zRs2BCbNm3C4MGDsWDBAty5cwejRo3SF/JJSUnw9PSERqMp80OUymdjY6M/v7t06QKg+Aumd+/eqFevHjZu3IiQkBATR2lZmNOaU1BQgMLCQv3YwwsXLsTq1auxfft2PtteRcyp+HQdgHTfUSdOnICHhwe8vLxMEg+/Fc2crnA8e/asforI9PR0+Pn5ldleqVRi165d2LhxI8LDw1FUVITLly9j3bp1aNiwYa3FbUl0PXABlOgkoRtv0N/fH1u3bsXkyZOxfv16HD58GFFRUbh79y5+/vlnbN26FQ4ODqY8BLNTXk6fpLv6ZmNjgy5duuC7777DzZs3sXXrVoSGhtZmyGaPORWfoTnVarWwt7eHs7Mz1Go1vv76a6xevRpbtmxBREREbYZs9phT8Rma06ysLOzYsQNpaWkIDw/H5cuXcejQIWzatMlkd4V4u9wCZGRk4O2338aKFSswadIkbNy4EUVFRWW2dXZ2hq+vLzp37gy1Wo2wsDBs3boVzZs3r+WoLYfuzRsfH49z584BgP62o67Q9PX1xeLFizFx4kTUr18fly5dgo2NDX/jLkdFOX2S7gNzwYIFOHLkCDZs2MBiqAzMqfgMzamNjQ08PT31wxYtWbIEmzdvZjFUBuZUfIbm1MHBATdu3MDx48exYcMGPHjwAJs3bzbpdxSvZJo5QRAgk8kwY8YMzJkzBy4uLvjll18AlP8bTe/evdG7d29oNBpOFWeg7OxsrF27Fvn5+Xj66adL5FUqlUKr1cLDwwMDBgzAgAEDAJT87ZJKqyinT0pNTcVvv/2GzZs38xeiCjCn4jMkp1qtFhKJBC1btsSdO3ewcuVKNGvWzATRWgbmVHyV5VQQBDg7O+Pzzz+HRqPRD2v4+POupsArmWZOVyCmpqZCIpHg0aNH+umhdHM/l0cqlbLANIAgCPDw8MB7772HEydO4MKFC6Xa6N7Qjz8bywKzfIbk9HH+/v5YunQpIiMjaylCy8Ocis/QnOp+WX/vvfewbds2FkMVYE7FZ0hOdX037O3t9eO1mrrABFhkmi3d3MM6L7zwAr799lv0798f//nPf/D1118DqLzQpNKezK2uEI+OjkZ+fj7+97//ASj7dgSL9rJVJ6dA8eDMLi4uNRukhWFOxVednOruZvDZ9pKYU/FVNafm+P3EItMMPX4b9siRI/jmm29QUFCA0NBQjB07Fv369cOXX36JZcuWAfi7JzQZRpfbmzdvlrgyGRkZiX/+859YuXIlbt++XeGtSCqJORUfcyq+6uSUeS4bcyo+a3rvm3+EdYwgCPoTbPz48Zg3bx6WL1+O5cuX448//kCjRo0wZswY9OvXDwsXLsTXX3+NoqIibN26FdeuXTNx9JZjyZIl6NGjBz7++GMcPXpUv7xPnz7w8fHB/v379eOMkmGYU/Exp+JjTsXHnIrPWnIqER4vk8ls/Oc//8HJkyexZMkSNGzYEHfv3kWjRo3062/evImvvvoKe/bsQcOGDVFQUIAdO3ZwftdyPNlJ6tatW9i/fz9+/PFHyOVyvPjii3jttdfQvn17fP755zh+/Dj2798PqVTKgdbLwZyKjzkVH3MqPuZUfNaaUxaZZqiwsBDvvPMOunTpgrfffhsASpxEcrkczs7OyM/Px+HDh/H7779jzJgxfHC6HI8/fnDz5k0oFAoEBwejXr16kMvl+O9//4uvvvoKtra2iIiIwJAhQzB+/Hi8+eabeOedd0wcvXliTsXHnIqPORUfcyo+a84pi0wzlJOTg7feegudOnXClClT9Mu1Wi3y8/MxY8YMtG3bFm+99ZZ+uSU8m2EKj795//Wvf+HChQtITU2Fj48PhgwZgldeeQVeXl7Izs7G/v37sXPnTqSmpiI3Nxddu3bFwoULOdD6E5hT8TGn4mNOxcecis/ac8oi00RUKhWuXbuG8+fPQ6PRIDQ0FEFBQfpb4uPHj8elS5ewatWqUoMoDxw4EL6+vpg/f74pQrdI48aNQ3JyMmJjY2FnZ4edO3fi8OHDePXVVzF69GgEBATorxZ/8803+N///od3332XA1hXgDkVH3MqPuZUfMyp+Kw2pwLVutzcXGHYsGHC66+/Ljz99NPCiy++KISFhQm9e/cW1q5dKwiCIKSnpwsxMTHCgAEDhOTk5BKvnzBhgvDVV1+ZIHLLodFo9P/es2eP0KNHDyEpKalEm08++USIiIgQFi9eLOTl5QlqtVq/rrCwsNZitRTMqfiYU/Exp+JjTsVXV3LKe6y1TKFQ4JVXXoGrqyumT5+O48eP48CBA1i2bBl8fX0xd+5cLFq0CL6+vpg5cyYePnyIUaNGYdOmTTh27BgWLFiA//73v+jZs6epD8XsFBQUYM2aNXjw4EGJ8UPlcjkEQYCvry8A6Kfk/Pjjj9GjRw9s3rwZubm5+geoAcDe3t40B2FmmFPxMafiY07Fx5yKry7mlEVmLVKpVPjggw/w1FNPYeHChWjZsiUcHR2h1WoRExODadOm4Z///CeWLl2KrVu3Ijo6GsuXL4evry++/PJLzJw5E6dOncK6desQEhJi6sMxO9988w1WrVqFVatWISsrCzY2Nvo3pFKpRFJSEoDiQapVKhUAYOLEicjJycGZM2cAmOdgtqbEnIqPORUfcyo+5lR8dTGnLDJr0fXr15GXl4eRI0eWOFF0nXZCQkIwbNgwREdHY8OGDUhNTUXTpk2xceNGbN68GZs3b8bq1as5D3E5hg0bhldffRWnTp3CihUrkJWVBYlEgujoaGRnZ2P9+vXIyMgAUPxboCAIUCqV8PPzQ0BAgImjN0/MqfiYU/Exp+JjTsVXF3Nqa+oA6pKLFy/i1q1baNy4cbltgoOD8eabb2LUqFG4ceMGmjRpAgAICwurpSgtk66H3qRJk6DRaHDixAkIgoBRo0YhPDwc06dPx2effQY7OzuMGDECISEhkEgk2Lt3L2xsbDi+aBmYU/Exp+JjTsXHnIqvruaURWYtKiwshJ2dHZycnACUHPtSR6vV4rnnnsNTTz2Fq1ev4vnnnzdFqBZFq9VCKpWiqKgIdnZ2mDx5MgDgxIkTAIB33nkHAwcOhFqtxty5c/HHH3/Ax8cHLi4uOH36NDZs2ACZTGbKQzA7zKn4mFPxMafiY07FV5dzyiKzFuiKyaZNm+LRo0f46aef8PLLL5f5bIXu1rlSqdQ//EulFRQU4OjRowgLC0NgYCBsbGxgZ2enXz958mQIgoDjx49DIpFgzJgxeOuttxAREYHt27cjOzsbPj4+2LZtG59v/QtzKj7mVHzMqfiYU/Exp8VYZNYCXTEZHh4Od3d37Ny5E61bt9Zf/n78iqYgCEhLS4NMJkPnzp1NFrM5U6lUGDZsGH7//XfY29sjKioK3t7e6N69OyIjI+Hs7AwXFxdMmTIFjo6O2L9/P7RaLUaNGoU2bdrgqaeegoODQ4lBcOs65lR8zKn4mFPxMafiY07/xiKzFnl7eyMuLg7vvfcelixZgvfeew+BgYElrmhKJBLs2LEDOTk5CAoKMmG05is/Px9BQUF49OgRHBwc8PTTT+Po0aP4/PPPkZ2djRYtWiAyMhKdOnXC8OHDkZubi6tXr2LNmjUYNWoUPD09AYCzJD2GORUfcyo+5lR8zKn4mNO/ccYfE9i6dSs+//xzREVFYcCAAejduzcEQcDNmzexc+dObN26FVu2bEF4eLipQzVb9+/fx7Jly3D58mV06dIF7733HpRKJQ4cOICUlBQcPHgQCoUCDg4OaNiwIa5cuQK1Wo3Ro0dj3LhxVvHmFRtzKj7mVHzMqfiYU/Exp8VYZJrIsWPH8O9//xu5ubnw9PSEjY0NGjRoAJVKhdmzZ7PANEBmZiZWrFiBU6dOoVevXpgwYYJ+XWFhIbKzs/HTTz/hwYMH2Lt3LyQSCVasWIHg4GATRm3emFPxMafiY07Fx5yKjzllkWlSGRkZuHTpEi5fvgwAeOaZZ9C0aVN4e3ubODLLce/ePSxfvhxnz55F9+7dERsbCwClnmV58OABbG1t4e7ubqpQLQZzKj7mVHzMqfiYU/HV9ZzymUwTkslkeOGFF/DCCy+YOhSL5e3tjTFjxgAAfv75ZwBAbGwspFIp1Go1bG2LT/EGDRqYLEZLw5yKjzkVH3MqPuZUfHU9pywyTezJnuWWNmWUOSjvTWxrawutVms1z7bUJuZUfMyp+JhT8TGn4qvLOWWRaWJP9iynqnn8TXzs2DHk5+fjX//6l1W/eWsacyo+5lR8zKn4mFPx1dWcssgkq+Ht7Y133nkHSqUSly5dQlZWln4oCKoa5lR8zKn4mFPxMafiq4s5ZccfsjoPHjyAIAjw8vIydShWgzkVH3MqPuZUfMyp+OpSTllkEhEREZHorPthACIiIiIyCRaZRERERCQ6FplEREREJDoWmUREREQkOhaZRERERCQ6FplEREREJDoWmUREREQkOhaZRERERCQ6FplEREREJDoWmUREREQkOhaZRERERCS6/wc1guQChbe2fgAAAABJRU5ErkJggg==" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Handling Non-Trading Periods\n", + "In the early days of financial time series charting, the time axis would typically include ***all*** days on the calendar.As a result gaps appear on the time series chart on non-trading days (weekends and holidays) as shown on the **left**.\n", + "\n", + "However, in more recent years, it is becoming increasingly common to ignore non-trading days, as show on the **right**:\n", + "\n", + "| SHOW NON-TRADING DAYS | | IGNORE NON-TRADING DAYS |\n", + "| :--- | --- | :--- |\n", + "| ![s_show.png](attachment:s_show.png) | | ![s_no_show.png](attachment:s_no_show.png) |\n", + "|

    **Showing non-trading days makes the distance between any two candles *exactly proportional to the time difference* (number of days) *between those two candles***.

    The **x-axis is *continuous and linear* with respect to time**.
                                       .                                                                                                   .

    | |

    **Ignoring non-trading days causes the distance from one candle to the next to be the same throughout the plot, *but the amount of time between any two adjacent candles VARIES depending upon whether a weekend, holiday, or both, exist between those two candles***.

    The **x-axis** is ***not continuous*** and ***not linear*** with respect to time.

    |\n", + "\n", + "
    \n", + "\n", + "### It is important to understand how the differences in these plots affect trend lines:\n", + "The main difference is that the plot on the *left* ***is linear and continuous with time***, whereas the plot on the **right** \n", + "is ***NOT continuous nor linear with time***. \n", + "The non-continuous, non-linear nature of the plot on the right has ***two*** affects on trend lines:\n", + "1. When calculating ***slope*** we *cannot use **time** in the denominator* of the slope, since the plot is not continuous with respect to time.
    *However, the plot **is** continuous and linear with respect to the row number of the data in the DataFrame*, so we *can use* the row number in the denominator when calculating slope.\n", + "2. By removing non-trading days from the plot, candles that would otherwise be further apart are pressed closer together.
    **This can cause the exact same trend line to pass through different candles at a different angle. This is illustrated below**:\n", + "\n", + "***In BOTH charts below, the trend line was calculated as a straight line passing from the Close price on Nov 11 to the Close price on Nov 14***. \n", + "\n", + "Notice that, in both charts, ***the trend line passes identically through the four candles over which it was defined, that is, Nov 11 through Nov 14***. \n", + "\n", + "However once the extrapolated trend line passes any *non-trading* days (for example Nov 16 and Nov 17), then the relationship between the trend line and the candles ***differs*** between the two plots. In fact, after each non-trading day, the relationship between the trend line and the candles becomes more and more different between the two plots. This is due to the time-discontinuous nature of the plot on the right. \n", + "\n", + "***But which plot is correct?*** The answer is, it probably does not matter. I have not seen any specific research on the matter, but based simply on the successful use of trend lines with ***both*** approaches, it appears to me that ***consistency*** is the key: As long as you always use one or the other (show non-trading, vs don't show non-trading) for all of your trend analysis, then it will probably work.

    \n", + "\n", + "\n", + "| SHOW NON-TRADING DAYS | | IGNORE NON-TRADING DAYS |\n", + "| :--- | --- | :--- |\n", + "| ![trend_show.png](attachment:trend_show.png) | | ![trend_no_show.png](attachment:trend_no_show.png) |\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Based on the above discussion, here is a function to generate a trend line given two dates and some time-series data:\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "import mplfinance as mpf\n", + "import matplotlib.dates as mdates\n", + "import datetime as datetime\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def date_to_mdate(date):\n", + " \"\"\"Convert a `date` to a matplotlib date:\n", + " \n", + " Input: `date` may be any of:\n", + " (1) parseble string containing a date or datetime as a string,\n", + " (2) python `datetime.date` or `datetime.datetime`,object\n", + " (3) pandas.Timestamp object\n", + " \n", + " Returns a Matplotlib Date: floating point number of days from 01-Jan-0001, plus one day.\n", + " \"\"\"\n", + " if isinstance(date,str):\n", + " pydt = pd.to_datetime(date).to_pydatetime()\n", + " elif isinstance(date,pd.Timestamp):\n", + " pydt = date.to_pydatetime()\n", + " elif isinstance(date,(datetime.datetime,datetime.date)):\n", + " pydt = date\n", + " else:\n", + " return None\n", + " return mdates.date2num(pydt)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def generate_trend_line(series,date1,date2,price1=None,price2=None,show_nontrading=False,forward_only=False):\n", + " \"\"\"Return a trend line given two dates and a time-series.\n", + " Input: Pandas series with a pandas.DatetimeIndex, and two dates:\n", + " The two dates are used to determine two \"prices\" from the series, \n", + " or the prices may optionally be specified as `price1` and `price1`.\n", + " `show_nontrading` optionally indicates that time-axis is continuous with respect to time\n", + " `forward_only` optionally indicates whether to extrapolate both backwards and forwards, or forward only.\n", + " \n", + " Output: Trend line as \n", + " \"\"\"\n", + " if not isinstance(series,pd.Series):\n", + " raise TypeError('First argument must be a Pandas.Series')\n", + " index = series.index\n", + " if not isinstance(index,pd.DatetimeIndex):\n", + " raise TypeError('First argument, pandas.Series, MUST HAVE A Pandas.DatetimeIndex')\n", + " \n", + " p1 = series[date1] if price1 is None else price1\n", + " p2 = series[date2] if price2 is None else price2\n", + "\n", + " if show_nontrading:\n", + " d1 = date_to_mdate(date1)\n", + " d2 = date_to_mdate(date2)\n", + " else:\n", + " d1 = float(index.get_loc(date1))\n", + " d2 = float(index.get_loc(date2))\n", + " \n", + " slope = (p2-p1)/(d2-d1)\n", + " yintercept = ((p1 - slope*d1) + (p2 - slope*d2)) / 2.0\n", + "\n", + " if show_nontrading:\n", + " dates = mdates.date2num(index.tz_localize(None).to_pydatetime())\n", + " else:\n", + " dates = range(0,len(index))\n", + " \n", + " trend_line = []\n", + " for dt in dates:\n", + " trend_line.append(slope*dt + yintercept)\n", + " if forward_only:\n", + " ixd1 = index.get_loc(date1)\n", + " for jj in range(0,ixd1):\n", + " trend_line[jj] = np.nan\n", + "\n", + " return pd.Series(trend_line,index=index)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20, 5)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseVolume
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    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2019-11-27 3145.49 3154.26 3143.41 3153.63 421853938\n", + "2019-11-29 3147.18 3150.30 3139.34 3140.98 286602291" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Read in daily data for the S&P 500 from November of 2019: \n", + "daily = pd.read_csv('../data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n", + "daily.index.name = 'Date'\n", + "daily.shape\n", + "daily.head(2)\n", + "daily.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "kwargs = dict(type='candlestick',volume=True,figscale=0.7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "#### Plots without trend lines:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,**kwargs,show_nontrading=True)\n", + "mpf.plot(daily,**kwargs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "#### Plots *with* trend lines:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "a = mpf.make_addplot( generate_trend_line(daily['Close'],'11/1/2019','11/8/2019',show_nontrading=True) )\n", + "_ = mpf.plot(daily,**kwargs,addplot=a,show_nontrading=True)\n", + "\n", + "a = mpf.make_addplot( generate_trend_line(daily['Close'],'11/1/2019','11/8/2019') )\n", + "_ = mpf.plot(daily,**kwargs,addplot=a)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "#### Another trend line example:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "a = mpf.make_addplot(generate_trend_line(daily['Close'],'11/19/2019','11/21/2019',show_nontrading=True))\n", + "_ = mpf.plot(daily,**kwargs,addplot=a,show_nontrading=True)\n", + "\n", + "a = mpf.make_addplot(generate_trend_line(daily['Close'],'11/19/2019','11/21/2019'))\n", + "_ = mpf.plot(daily,**kwargs,addplot=a)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "#### trend line extrapolating *forward only*:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "a = mpf.make_addplot( generate_trend_line(daily['Close'],'11/11/2019','11/14/2019',show_nontrading=True,forward_only=True) )\n", + "_ = mpf.plot(daily,**kwargs,addplot=a,show_nontrading=True)\n", + "\n", + "a = mpf.make_addplot( generate_trend_line(daily['Close'],'11/11/2019','11/14/2019',forward_only=True) )\n", + "_ = mpf.plot(daily,**kwargs,addplot=a)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "### Now we generate some *weekly* data.\n", + "### Notice that with weekly data there is no difference between `show_nontrading=True` and `show_nontrading=False`, because there are *no* non-trading weeks." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "kwargs['figscale'] = 0.9\n", + "mpf.plot(weekly,**kwargs)\n", + "mpf.plot(weekly,**kwargs,show_nontrading=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "a = mpf.make_addplot( generate_trend_line(weekly['Open'],'12-25-2011','2-5-2012',show_nontrading=True,forward_only=True) )\n", + "_ = mpf.plot(weekly,**kwargs,show_nontrading=True,addplot=a)\n", + "\n", + "a = mpf.make_addplot( generate_trend_line(weekly['Open'],'12-25-2011','2-5-2012',forward_only=True))\n", + "_ = mpf.plot(weekly,**kwargs,addplot=a)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/volume_and_ohlc_same_panel.ipynb b/examples/scratch_pad/volume_and_ohlc_same_panel.ipynb new file mode 100644 index 00000000..c755a800 --- /dev/null +++ b/examples/scratch_pad/volume_and_ohlc_same_panel.ipynb @@ -0,0 +1,547 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### Volume and OHLC on _Same_ Panel:\n", + "\n", + "## Stack Overflow [72341261](https://stackoverflow.com/questions/72341261/ohlc-and-volume-data-on-the-same-panel-using-mplfinance)\n", + "\n", + "(this notebook derived from examples/panels.ipynb)\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-27 108088000 136.447962 128.140042 0.605441 \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "idf.shape\n", + "idf.head(3)\n", + "idf.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Let's grab 5 months of data from the input data frame:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "df = idf.loc['2011-07-01':'2011-12-30',:]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### We can, of course, plot a basic ohlc or candlestick plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.9b0'" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__\n", + "mpf.plot(df,volume=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "exp12 = df['Close'].ewm(span=12, adjust=False).mean()\n", + "exp26 = df['Close'].ewm(span=26, adjust=False).mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "macd = exp12 - exp26" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "signal = macd.ewm(span=9, adjust=False).mean()\n", + "histogram = macd - signal" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### Now create our MACD plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [mpf.make_addplot(exp12,color='lime'),\n", + " mpf.make_addplot(exp26,color='c'),\n", + " mpf.make_addplot(histogram,type='bar',width=0.7,panel=1,\n", + " color='dimgray',alpha=1,secondary_y=False),\n", + " mpf.make_addplot(macd,panel=1,color='fuchsia',secondary_y=True),\n", + " mpf.make_addplot(signal,panel=1,color='b',secondary_y=True),\n", + " ]\n", + "\n", + "mpf.plot(df,type='candle',addplot=apds,figscale=1.1,figratio=(8,5),title='\\nMACD',\n", + " style='blueskies',volume=True,volume_panel=2,panel_ratios=(6,3,2))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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+ "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apds = [mpf.make_addplot(exp12,color='lime',secondary_y=False),\n", + " mpf.make_addplot(exp26,color='c',secondary_y=False),\n", + " mpf.make_addplot(histogram,type='bar',width=0.7,panel=1,\n", + " color='dimgray',alpha=1,secondary_y=False),\n", + " mpf.make_addplot(macd,panel=1,color='fuchsia',secondary_y=True),\n", + " mpf.make_addplot(signal,panel=1,color='b',secondary_y=True),\n", + " ]\n", + "\n", + "fig,axlist = mpf.plot(df,type='candle',addplot=apds,figscale=1.1,figratio=(8,5),title='\\nMACD',\n", + " style='blueskies',volume=True,volume_panel=0,panel_ratios=(6,3),returnfig=True,\n", + " volume_alpha=0.85,volume_ylim=(10022710,2000611570),tight_layout=True)\n", + "fig,axlist = mpf.plot(df,type='candle',addplot=apds,figscale=1.1,figratio=(8,5),title='\\nMACD',\n", + " style='yahoo',volume=True,volume_panel=0,panel_ratios=(6,3),returnfig=True,\n", + " volume_alpha=0.85,volume_ylim=(10022710,2000611570),tight_layout=True)\n", + "fig,axlist = mpf.plot(df,type='candle',addplot=apds,figscale=1.1,figratio=(8,5),title='\\nMACD',\n", + " style='yahoo',volume=False,volume_panel=0,panel_ratios=(6,3),returnfig=True,\n", + " volume_alpha=0.85,volume_ylim=(10022710,2000611570),tight_layout=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Axes(0.108,0.395733;0.868x0.575467) True\n", + "Axes(0.108,0.395733;0.868x0.575467) False\n", + "Axes(0.108,0.108;0.868x0.287733) True\n", + "Axes(0.108,0.108;0.868x0.287733) True\n" + ] + } + ], + "source": [ + "for ax in axlist:\n", + " print(ax,ax.get_visible())" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2, 1, 2, 2, 2.5, 2.5, 2.5, 2.5, 0.5, 0.5, 3, 3, 3, 1]\n", + "\n", + "[2.5, 2.5, 2.5, 2.5, 1.5, 1.5, 3, 3, 3, 1]\n" + ] + } + ], + "source": [ + "children = axlist[0].get_children()\n", + "zorders = [c.get_zorder() for c in children]\n", + "print(zorders)\n", + "print()\n", + "children = axlist[1].get_children()\n", + "zorders = [c.get_zorder() for c in children]\n", + "print(zorders)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "all([z == 1.0 for z in zorders])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/widths_so75526312.ipynb b/examples/scratch_pad/widths_so75526312.ipynb new file mode 100644 index 00000000..3ea53cc8 --- /dev/null +++ b/examples/scratch_pad/widths_so75526312.ipynb @@ -0,0 +1,1120 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Widths of candles, wicks, ohlc ticks, volume bars\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## Introduction\n", + "\n", + "**The appearance** of candlesticks, their edges, wicks, ohlc open and close ticks, volume bars and their edges, can all vary greatly in terms of what \"looks good\" depending on many factors.\n", + "\n", + "These factors include: \n", + "- how much data is on a plot (number of data points)\n", + "- how far apart the data points are (minutes, days, weeks, months, etc)\n", + "- size of the figure\n", + "- whether or not the you have chosen to `show_nontrading` periods on the plot.\n", + "\n", + "\n", + "The existence of [multiple panels](https://github.com/matplotlib/mplfinance/blob/master/examples/panels.ipynb), volume, and choice of [mplfinance style](https://github.com/matplotlib/mplfinance/blob/master/examples/styles.ipynb), can also affect what ***widths*** of these items look good.\n", + "\n", + "**mplfinance** has algorithms to adjust the width of candlsticks, volume bars, and ohlc ticks, to ensure \"automatically\" that these aspects of the plot will be clear and crisp for a wide range of data. **Version 0.12.5** contains an improved algorithm so most users will not need to adjust these aspects of the plot.\n", + "\n", + "However, since no algorithm is perfect, in this notebook we show how to:\n", + "- Revert to the old (pre v0.12.5) algorithm.\n", + "- Tweak the results of either algorithm per you own preferences.\n", + "- Manually set the various width values per your own preferences.\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 9)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2011-07-01 132.089996 134.100006 131.779999 133.919998 117.161659 \n", + "2011-07-05 133.779999 134.080002 133.389999 133.809998 117.065437 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2011-07-01 202385700 132.373927 125.316073 1.219057 \n", + "2011-07-05 165936000 133.254297 124.912703 1.066618 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolumeUpperBLowerBPercentB
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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.9b8'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "setup = dict(type='candle',volume=True,mav=(7,15,22))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "---\n", + "\n", + "**Let's see** how a plot can vary depending on how much data is present.\n", + "\n", + "**First**, let's see it using the old algorithm:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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lpZ+ycgrpRA2DTYRYZ/hZZwTYQJDadXobCPKgXsxw7JyvZdEvgX3nmrv0H7R9TsemEvOdRoSvDB9fGD5+qjON+25paNVTJCU2adwrM4T31/nJ8hMnX7O71nYgAzm1+t/JnEwmmfF91h9NWH80kfkk6DaDwBGx2knrmDAnDk3nRC2dzUaIjwwPnxhevNV9JkuJ8qZRwZtGBUOxM1q5OFQ5sUoTtxCiE5IEUoh2ZFKKfbCxj7JxFhA0dH4myDojwNeGnx2EAfiWAN/pOzhGuThHZSZl8uqaJPHKq6fFaxNbM6ejYRhsI8yXho8vDX+dfoK1ZWBihHJ0fNLYgD1ruSvx8CqLeCn6Mt5KD+89+BnDtw7DucKM7UsTSo/FqgUVzpUWnCstZN/tINJLx39sBPdxFvJH2zg/J4uv8bFK9/Bdrbro9QRYbwTINMq5ROvBIcqZpHcuhBCtIwmkEB3IpjQOwMEBysF5RiafGl5eM8rZRRQD+MjwstrwcbJK4wyVkZQBGK1p5tcNgw0E+bK6ebqEhvtO5mJmhHIyonr+zFTrE9hQLXeUKGXDKin7XYCyG0ArVzg+MuNcYcbxoQXLtt1lZC7RSFtkJW1RrCY5ODRK72MdHHtcBoVHBPjI7uUjw0NR9edTTpTH9RKOVE4uUD1Ia4c+sUII0R4kgRSiDdoyOlxTiqOVm8MNF+8ZlfzHqMSHThiDt4xKVhgezlIZHK/SsKRYogWxmsZfCPGJ4eUzw0dFI4NaBmGNJ419MHeKaY2aomcaeM8M4z0zDIYfy0YN54dmHCstOD42o/l2vz/behO29SYy50Fvm4uhIzO48NgwPxzr46WhpazVYqvhfGr4+N4IcJHqweHKmbDPyBr9Fmd0OSFtGH7TaAyp6RRCJIgkkJ3I+vXrADCbNCJRPf5aJEZLk8G2jg6vYVGK01QGoww3S41K3jMqiQBedF4yylhuVHGuymSkcqbEJOVFRphPDS+fGt54TVptGjAEOyOUg0OUs2uvJa0gvI9OxT4hKiaEIAT2L0w4V1hwrDRj+9qEMmo1d6+y4FxloecMJ0dm92DHYUE+2r+Kn/bzUzAkwPzBpay2erlEyyYjAbWRvQOXYDF+AUDHRsA0Cp/pJHzmkwmr/SAFvp6EEJ1TF/7J3nXUjIC9bPz4Jvd3de05xUxrksFET77tViZ+p7I40UhjsVHOJ4YXiI3cnmfs5L+Gld+SyeBaAzo6SoUR5bPqpLGggT6NZmA4Dg5TTg5UDtzdtSnWCoGjogSOisLNoJUpHB9XN3evsGDZWqu5u1Sj/38dXPDf3SPwI2aDrflBtuwfQBuiyB1iIjxEJzxQb9VP65C2H5ZoLIHUCOKMvocz+h6E/kJY9cdnOhmf+WT8pmMxVOotXSqESF2SQHYCbR0h29m1dYqZ5qhJ9pxOFybT7uQnGo3i83mbTAYTPTq8pzIzSfXkFCONV/Vy1hFr5vyFEA/oxby6vZK+URP9sTJAWemPtV36SgYMnS8MH58aXr6vMxlRjAL2x8aRysVhyomruyaNTdCz9mju3qThWGHGucKC/X9mTFV1awDNEcWgn+wM+skO/6l1HZtBeN8ooSE6nAnaSEU0a++r+RTan8cVfQdnZDnO6LuYje3xfRZjCxmRp8mIPI2BhYDpqFhCaTqJkPYrqZ0UQjRJEshOoiZJtFis8efWjJDtjDoiga5JQn0+b5P7E2lvE5wPVDb+ZMrlO8PPq3oZW6pHbG8KB9gEgDe+iHMvzAzASn9lxXCbsfbqudf7G4ZBEAMPOh6ieNCpMmLPGwnyteGvtQr0bv2xcKRycYRyde3m6URTEM7XCeeHqLwsBDqYt2hYf9Sw/mCKrZbzg4Zlg4Y5VPcPAi2osH1nxvYdsAgGaukEjozgPT2M97QwkbxGkkllxWv+NV7zr8EwsOjrcUaX4YwuxxH9GFX9NaUI44iuxBFdSTZ/I6z6U2GZQqVlPEYC5ygVQnQd8tO/k5lw5dVYVJiwkfrzISZSTZJork6gzXtJoGsv5decPo0dWctbXFRIcXERc+c8HL/PkUePJicnl5zc3vWOP0A5GKbZ+dTwssyoYiuhesNVSohQQoTPDR8McHPMZ8v4e9RgWEkBAy12QoZOpR5la6aJw5e+xJP7pRPQNzcyVrq+npg4Qrk4UrlknecGtGq1Iw0iA3UiA3V8p9Sd3HxDQYiv1gfo9aOV/B/t5P9gp98mG6ZorFZQ6QrH/yw4/meh598gcGB1Mnl6mPB+eqx6eE9KETYNo8I0jAqmogwPjuhKnJFlOKPLsBib44dajC30DN1KZngW5ZZrqbRcLgNwhBB1SALZyUy8cgqD8zLZuK0cY+8tWF1Oc1Y8aWwpv731aWxpktpaLz7/DI/NmlkvrqnX38J1N9za4Dk1I7aPUW769U1n1bYSftFDbCbEZiPEVsL1ags9JsVnQQ+fBWs1v1s13L8aQnN6Z7rROFw5OVK52Bdbpx893Z4SutqRGfbZz0qffc28bJSxwCgCwBJU/OpbJ1NX5tH/dSvWgt1dBuxrzdjXmsm+30FocDSeTAYPjsZGNTXAUG585jPwmc+I1U4aP1c3db+DM/pBLBSjiJ6hv5AZfoRyy1QqLVdgKFfb3p8QokuQBFJ0Ks355dzY4BZo/QCXRLrw4ss56ZQz6tV05uTkNut8q9IYpGwM1Havua0bBoVE2GKE+KJkK8vWf0XeMUfi0+onfXooTJoykWmxkYaGW5liz5hwVz9nKhP7YMMsSWPSOJXG5SqbkYaTBXoppbYoXx/mZdJhP3LZ9T048acMXG9bcL9jwbZ299e5daMJ6xwTWXPsRHJ1vKeF8Z4axn9UBGyN3Ewpwmo/Kqz7UcEfsEbXkhW6H3f0TQDMRjE9Q7eTFX6Ecss1VFgmYqjuMXhPCNEwSSCF2ENz13VurZzc3uTk9k5oTaemFH2x0FdZcBUHePCSP/DE6s/of9BwtkZCODWNDM1MwdpvGTNyJIuXftBt+tB2dgcoB3dofXnZKGOFEfvDZ4GxC8t+iqOGuCm/Loh5q8L1jgXX21bsq3evlGMu0shYYCNjgQ3dbeA7Poz3lDC+EyLoTQzCCZkOpMixgLLod2SFH8AVeR2FgcnYSXZoOpmhxyi3TqHCMklGbwvRTUkCKbqcvY3arn1MQ9rcBJkifli/Lt4Vzlf92CRzh3ZKdqVxKT2wo/FfoxIDeMooxWLE1hCP9DOomBiiYmIIrVTheteC620LzpVmVKh6HkqPwr3EinuJFUMzCIyMxpLJU8OE8/UG7xsyHUCR6Wks0XVkhR/AHXktlkhSSnbozupE8moqLFdiqPQO/ESEEMkmCaTocmoPiGlIZ576aP7c2fFBVBMmN5zo7m3e0NrHiM5DKcXvVCZ2h4U3PKXowFy9hClaDgfVGimtZxtUXRCi6oIQygPODy24lllwLjNjKo91iFS6wvGpGcenZrjLQWif6mTylDCBw6Kwx4xMYdMwik3zKdNvJiv0AO7IIhQ6JsrIDt1NZuhxKqxTqLBcia4yOvBTEUIkiySQokvqrAliY2pGlT8xe/fI7SOOGr3XEeUN6cwJdHenlOK6Hnns9Ab42PASBf6hl3CdlsNQZa93vOFm9zyUEbB/bsL1rgXnuxasG3dnidYNJqwbTGT90060h473lDBlU4JE9qiZDGtDKLbPq04kH8QdeaU6kaygR+geMkJzKLdeU10jKU3bQnRlkkAKkeJas0qOJIhdl6YUl2vZhHSDNYaPMAaP6cVcr+WwbwNJZJwZAkdGCRwZpfSvASwbNJzvWnC9a8G+Zne/SdMujfSXbKQtslI+MUj51AD6Hq3TYW0/iu3/pEy/iczQg6RFXkYRxUQ52aG7yAzNodx6bXUfSRm1LURXJAmkEG3Unksswh6jys1mTJoiqhtEI8kfUS46Vu0uDJMmXU3IKOEb/AQxeEQv5k9aLoNUY0Ot64qt4R2k4g9BtF0K53vmWO3khxY0r0KFFVn/tJP+ipXSmwJUXRCq37St7UOJfQ5l+o30CN2PO/JydY3kLrJD08kIz6bccl319D8yj6QQXYkkkEK0UkcssVhbzZKJJk2h6QYNLBIjuqDak+Lv2YVhrNtNeICbdQTwYzBLL+ZmLbfFk73rPQw854fxnB9GeSBrtp2MeTa0oMJUqpFzq5OMZ23snO4ncEz9P5Ai2mCK7f+gTL+BrNB9uCP/RmFgNkroGformeHHKLdcT6XlMoymakmFEJ2GJJBCtFJbV69p7+mCROfXnEnxl65cQ6S/i58I4kXnQb2Im7Xe9FatW63KcMOuWwJUXhQi+x477iWxZNS2zkTe7914TgtR+pdAvf6RUNO0PY8y/U9khe4jLfIaUDMh+a1khh+hzHoDleZLoZk1pUKI1CQJpBBtUJMkXnn1tHgy2Nz5FVs6XVA0GoEw6DVN2AluKhct745QUzvYnOUyW6PepPiKel0YQlUertXyeVAvYhMhKquTyFu03vRsw1rlkf46Rf/wUXF5kJ53OOKTlbvfseJ6z9Jo/0iAsDaUYvtTlEdjiaQ7+gYAZmMHvYI3kRl6mHLrn6g0XwyyNKYQnZIkkEIkQHvOHdnRTeXdUWs+49YMbmqtmu4LNQnknl0YHEpjmpbDA3oRWwlTRrS6JjKXrDYkkRAbeLN1iYe0V6z0uM+OuVhrVv9IqJ5H0vEsZdG19Ajdiyu6FACLsY1ewRvICM9lh/1FItqgNsUohOh4jaySmlqeeeYZhg8fzvXXX19v33vvvcdFF13EYYcdxogRI7j00kv59NNP6xxTWFjItGnTGDlyJAcddBAXXXQRX375ZUeFL0Sb1DSVL176AdnZPQHIzu7J4qUfJDRJ6c5a8xnXrh3MysqOP9LTM+rsb8z8ubN55KF7mT93dkLeg1uZuEHLpXd1vUAJER7Ui6g0om2/uAZVvw+x+cNKyq4JoNti2WtN/8h+Z6Rh/7jxRDVkOpBCx/NscbyP13RqfLtVX08/30nYo/9re4xCiA6V0glkeXk5f/jDH5g/fz42W/3+MsuWLePqq6/miCOO4NVXX+W5557DarUyceJEfvrpJwBCoRBXXHEFW7ZsYf78+bzyyivk5+czYcIEtmzZ0tFvSYhWGZS/D8MPPBhL9fKHlurlDyV5TJyaz/jKq6cx9fpbuPLqac36jGtqB2see66/3pin5s3hsVkzeWrenESED0C6MvEnLZde1UlkIREe0ovwJCKJZHf/yC3vVeE5KxTfXtM/MudaJ6adja+fHjIdQqHjJbY63iWk9gfAxC76+sfhDv8rITEKITpGSieQS5YswefzsXjxYjIy6q9u8J///IdjjjmGadOmkZ+fzwEHHMDdd99NOBxmxYoVACxdupSNGzdy//33c9BBBzFkyBDuuOMO0tPTmTdvXke/JSFEipt45RSuu+HWZndLiEYjhMPh+CPZfVOzlJk/ablkVbcpbyXM/XoRu4zExRUZEOsfue3VKoIH7r5u2mtW+h+fRtoLVmh4dUQAgqbD2eb8Lz7T8QAoQuQG/0iP4N/BaOJEIUTKSOkEcsyYMTz99NNkZ2c3uH/WrFk89dRTdbYpFfvr12yO/QW+cuVKBg4cyODBg+PHmM1mjjnmmHiSKYQQLVW732RZWWn8UdOPMpl9U3tWJ5Hp1T/itxHmHr2QLUZoL2e2TE3/yOKZPqIZscTPVKGRc4uTvue7sa5v/FeMrjLYYX+ZCvPl8W1Z4YfIDVyBMnwJjVMIkXgpPYimf//+LTq+sLCQu+++m7y8PM4++2wACgoKGrzOwIEDWbRoEX6/H4fDUW8/gFKxRyqpiSfV4hIdT74Gkit/cKzfpNfrYcIlu6dxeuq5V3G53OQPbrrpW9V6bqwsVZ2DGr5AYz+n+igLt6rePBwtppgI5USZqRdytdaLA7SGf+a1igk8F4fwnRYm+04HaYti3Swcn5npd0Ya5VcFKZ8WwGjolspCqf0hwuEhZAf/gkLHHX0Ds38LRY4XiGq9ExdnJyc/+7u3jij/ll47pRPI5nr//fe57rrrCAaDjBo1ihdffJGsrCwAvF4v/fr1q3dOTe1AVVVVowlkft9MXK7UXIYrv29mskMQSWAyqfjz4LzM5AYjGJx3GAB//vNtVFZWkp6eztmnj2nWuc0py/Ki2ByhJk1h0nb/dDdpCr36db+ctEbPHwwMjWby5+JNrA/5CFSvWHNjVn9Od/doVpzNlgf8G1gGXA38BCqiyJptJ2upHWYDZzR28q3gORC2XwC6B7v+JQODp0C/N8A+IrFxdnLys797a8/y93pbNndsl0ggjzzySBYvXszWrVt54oknuOiii1i4cCF9+/Zt03ULtpfjdIYTFGViKBX7AirYXo4hK5F0O9GoEX/euK08ucGIuHG/nxD/f3PLpTllubW4KnaMbsSm7qHWPJDVr7cWV5G5l3tea2QzVxl8ZfiJAjNLt/BDWSVnqYx4t5+EGQbqLch83E7mHBsqpKAAGAues0KUTvcT7d3QD69RWOxv09t/ARZjK0S2om8aTbF9Hj7L2MTG2AnJz/7urSPK3+fztuj4LpFAOp1OBg8ezODBgxk5ciQnnngic+fOZfr06aSlpeH11v9QqqqqUEqRnt7ALLjVDIOU/UZN5dhEx5Dy79yMWs+NlaVR5yDqNmMbu4/Z29eCFY2rVS9epIz3jVhSulivoFRFuVj1wJzgJNKwwa4/BagaF6LXbQ4c/4vVbLiXWHF8aGHXzX4qL60/d2RIO4BtjuX0DlyCXf8MDR+5gUvYpU+n3DJV2m+Rn/3dXXuWf0uvm9KDaJqi6zrLli1j3bp1dbY7HA769+/Phg0bABg8eDC//PJLvfM3bdpEXl4edrusyyqE6Po0pbhIZXG+yoxvW2l4eFwvJtBOI5/D++hsf8lL0Swv0R7Vg2yqFL1ud5J3jhvr9/V/BUW1HLY7XqfKfB4ACoPs0N/oFbwWEjwISAjRep02gdQ0jXvvvZeHHnqozvZAIMAvv/xCTk4OAMcffzxbtmzh559/jh8TCoVYuXIlJ5xwQofGLERbTbjyav72t78x4cqrkx2K6ISUUpyuZXCl6hlvfvqWAPfpRVQkaK7I+jcFz/lhNn9QReXvg/HN9q/N5J2ThmNV/YYwQzkotj3JLuut8W3pkefo6z8PzdjVPnEKIVokpRPI8vJySkpKKCkpIRqNEgwG468DgQBTpkxhxYoVPPTQQ2zYsIF169Zx0003UVVVxUUXXQTAqaeeyrBhw7j55pv55ptv2LhxI7fddhvhcJhJkyYl+R0K0TITr5zC9OnT23XpRNH1HaG5uF7LxVn9K2AzIe7Rd7DdaL8+33qWQckDfra9WkVov1iyqgUUvS934fiwgd5USlFmvYUi25PoxBaScOgf0d93DO7wv6UdV4gkS+k+kFOnTmX16tXx14WFhSxfvhyAGTNmcN55sSaOZ599lqeffhqXy8WQIUNYsGABhx0WGx1pNpt58sknmTFjBhMnTiQUCjFixAgWLlxI794yRYQQomNtKtiAx+MhEo41x0bCIb5d+zVut7tDVxYaouzcquXysF7MLqKUEuVevZBrtF7sr9qva0/gyChb3qqi99UuXP+1oAUVvSe6KJrnxXdC/cnOPZbfENYG0DtwMWajBLNRRG5wEmmRFyix3U9EG9zAXYQQ7U0ZhvwZV5vX641P8fPND1txOlNrGh+lYHBeJhu3yUi87kjKv3PbVLCBk487vNH9e667/e3arxk39niysrKxWCygdo/CDofClJWVsnjpBww/8OBWx1RuRHhEL2YLsdpHMzBR9WSk1s4/+0KQe40T91uxeSMNq0HhE158Jze8Yo5J30av4M24okvj23RslFv/RJnlWlD1l7vtSuR7v3vriPL3+bwcNCQ27aHH49nrNIYp3YQthBBdicfjAeDZBQv4dPVn8cezCxbU2d+RMpWZW7TeHECs1jECPGHsZI3Rsik9WswKRbN98TW1VUjR+0oXzncabhiLankUOp5nh/15wioPAI0gPUL30N93LPbIyvaNVwhRhySQQgjRwYYOHcahhx4afwwdOiyp8diVxlQth9Fqd43DQn1X+w2sqWGBosd8VJ1TnUSGFb3/4MK1tPEJjX3msWxxfkK55RqM6nmArMZP5AXOJifwB0x6SfvGLIQAJIEUQogOt379Or744ov4Y/36dXs/qZ2ZleIylc3hygmAF53n9FLavZeTGYof8VH1m+okMqLIvdqJ683Gk0hDuSm1/Z2tjg8IaCPj29MiL9HfdwRp4WehnaYmEkLEpPQgGiGE6Epq+ldfNn58k/uTRSnFxfTgByNAFTpf4me14eNI1c79IU1Q/KAPw2SQ/rINFVXkXuOkOOLDc27jI8NDpuFsc7xNWmQB2cHpmKjARDk5wWmkh5+nxPYQIdPw9o1diG5KaiCFEKKDDMrfh2Ur1rB46QdkZ/cEIDu7J4uXflBvAE1t0WiEcDhc5xGNNjzYpK3SlImLtd3rZL9gdEBTNoAJSu73U3lhbK5IpStypjlxv7qX9XmVRpXlcrY4P6PK/Pv4Zrv+Gf38x5MdvB3V3v05heiGpAZSCCE6UE2SaLZY48+NjaKuqZGsrKxo9HrtUWt5uHJxuPKxxvDFm7Kv1nolft3sPWlQcq8fwwwZC22xJPIGJyrqp+r3Ta9CE9V6UWz/J1WRi+gZ/BNW42cUUTLDj+OMvEOR/UlCpoPaN34huhGpgRRCiBRVu8aypbWWbXWx6kFa9a+IL/HzmeFrl/vUo8HOu/2UX1FdE2kocm50kvaCtVmn+83HscW5il3WP8cnILcaP9HPfwoZoTnSN1KIBJEEUgghUtig/H0YfuDBDD/wYCzVtZaW6lrL9px4PGlN2QAKSu/wUz4xEN+Uc4uT9AXNSyJRNsqsN7HVuZKgdnD1JUP0DP2FPoHfYdKL2iNqIboVSSCFEKKLmj93No88dC/z585u1fmxpuzYqGxPR43KrqGg9G8Byv6wO4ns9RcnGU/YoJkhhLX92Or4L2WWqfFtzuhy+vtH44z8N9ERC9GtSAIphBBd1FPz5vDYrJk8NW9Oq6+RtKZsAAW7/hygbMruJLLnXQ563eiAYHOvYWWX7U622xcRUbkAmIyd9An8nuzgrSgjsJcLCCEaIgmkEEKIRiW1KRtiSeQtAXb9yR/flP6yjbzfuzEVN39Qj998Alucq/CaTotvyww/QZ7/JCzR5M/DKURnIwmkEEKIJiW1KRtAQdm0IEWPe9HtsfvaPzfT76w0rN+Ymn0ZXfWk0P4iJdb74gNsbPr39POfSHp4PrLItBDNJwmkEEKIvbpY9cCdrKbsap5zwmxb5CHSJzaS2rxDI+88N+7Fe5krsjalqLROZpvjPYJabAlJjQC9gjfSO3AxmlHaHqEL0eVIAimEEEkwYfLVTL3+FiZMvjrZoTRLmjJxSTKbsquFDoyy9T9V+A+PTaSuBRW5U130mGGHFoQTMv2KbY7lVFgmx7e5om/R3zcaR+TDRIctRJcjE4kLIUQSTLxySrtde1PBBjweD5FwbPLtSDjEt2u/xu12t2nqn9oTjHvQeV7fxR+1nu0/wfgeor0Mtv/LQ6+/Okj/V6wpOmuOHesPJoof9aKnN+86hnKw03YfPtOJ5ASuwUQpZqOQvoFxeExns8t6K2HTsHZ8J0J0XlIDKYQQXcimgg2cfNzhjBt7PKWlOwEoLd3JuLHHc/Jxh7OpYEObrl+7KfsLfElpygbABiX3+Sm5M7aGNoBruYW8c9KwFLTsV5vPfDpbnKvwmU6Ib3NH36C/fxQ5gclY9J8TGroQXYEkkEII0YV4PB4A0tMzyMrKjj/S0zPq7G+tVGnKBkBB5RUhdjznJZoZ6xdp/dlE3q/dOD5sWQNbVOvNDvurlNgeiE/3ozBIi7xKf99R9Apcg1nfnPC3IERnJQmkEEJ0QSaTGYvFEn+YTInrsbTnqOzn9V0dOyp7D/7REba+6SG0fyyRNVVo9BnvImNu8ycdB0BpVFomstn5BTutfydKdmwzUdIjzzPAdzg9Azdg0re1w7sQonORPpBCCNFJTLjyaiwqTNhowajjdnKR6sF6I4AHPd6UfYRyJS2eyCCdra9XkXudC9d/LShd0fPvDqzrTOyc4cOwN/9ahnJSYb2GSstlZISfIDP0OCYqUITJiDxNWuQFKi1XUG65nqiW035vSogUJjWQQgjRSUy8cgrTp09v1wE4zZXeQFN2uRFJYkRguKFwnpdd1+5eXSb9VSu5V7kg3IrrqTTKrTey2fU1uyw3oeMGQCNIZvifDPCNoEdwOpqxK1FvQYhOQxJIIYQQrbJnU/bjegkhQ09uUBqU3RSg8B+7Jx13vWch50YntDI0XWVQZvszv7i+osxyLTqO6lv5yAo/wkDvIWQF70EzyhP0JoRIfZJACiGEaLWLVQ+yia0Gs4kQzxgdvEpNI7xnhdmxwINui8WStshK9t/tLesTuQddZbPLdgebnV9SbrkKAysAGlX0CN/PAO/BZAXvRTMqEvEWhEhpkkAKIYRotTRl4hotBxuxuSBXGz6WGpVJjiomcHSUosd9GFosa8x80k7mbFubrxvVcim13csvzs+pMF+OUT2cwEQlPcIzGeA9SBJJ0eVJAimEEKJN+isrk7Se1Ewn/ppRzhfJmh9yD77Tw5TM9MdfZ890kPaiNSHXjmr92GmfxWbnGirN4xtOJEMzJZEUXZIkkEIIIdpshHJyrsqMv56v72SLEUpeQLVUXRCi9LbdSWSvWx243krcSPaINpAS+yMNJ5KheyWRFF2SJJBCCCES4gyVzpHVg2qCGDymF1OZrEnG91D+xyDlV8ZGZytdkXuNE/vHiZ3Jbnci+RmV5ksxqvuG7k4kDyYrdJ8kkqJLkARSCCFEQiiluExlk189uGQXUeboJYRTYFANCkr/EqDq/FitqAop+kx0YV1rSvitItogSuyPVtdI1k4kK+gRmlGdSN4viaTo1CSBFEIIkTBWpTFF60VWddL0M0GeS5GR2WhQfJ8P78mxSSE1j6Lvpa4Wr53dXHUTyUv2SCTvYaB3KDmBSTgi70OK1NQK0VySQAohhEioTGVmitYLa/Wwmo8ML+8aVUmOqpoFiuZ48Y+MTXpuKtXoc7ELU6Hay4mtF0skH6uXSGoESIv8m76B8xjoO4gewbuw6BvaLQ4hEkkSSCGEEAk3SNm4QmXHX79ilPGN4W/ijI5jOKDwaS/BobFaP8sWE30ucaOVt18SCbUTyc8ot1xJlKz4PrOxnazwgwzwHU5f3+mkhReiUmQ6JCEaIgmkEEKIuPlzZ/PIQ/cyf+7sNl9rpObi1yoDiM3fPU8vYXuKjMzWMwx2POchPCCWRNp+MNF7ggvVATluRMun1DaTTa51FNqfxWs6LV4rCeDQPyUneC2DvEPJCVyFI7ICkr3CjxB7SOwQNCGEEJ3SpoINeDwe5s55mNLSnWRn9+TIo0fjdrsZlL9Pq6/7a5XBdiPM5/jwY/CYXsJftN64VeIHr7RUNNdg+3Ne8s5zY96p4fjMTO4fXRTO80LiZvlpnLLhNZ+N13w2Jr0Qd+QV0iMvYNXXA6DhJy3yMmmRlwmr/lByBSb9t0RUvw4IToimSQ2kEEJ0c5sKNnDycYczbuzxlJbuBKC0dCfjxh7PyccdzqaC1vfL05RigpZN/+qMrIQI/9R3EkmFQTVAJF9nx0Iv0bTqdbOXW8i5qfXrZrdWVOtNhXUqWxwfs9WxnArzBKJkxPdbjC1QeicDvIeQE5iILfp5xwYoxB4kgRRCiG7O4/EA8OyCBXy6+rP449kFC+rsby2b0rhGyyG9+lfOegK8ZOxqW9AJFBoepXB+rXWz/20l509OCCchGKUImg5lp/1BfnGtp9D2FD7TSRjVn50iSlpkEf38J9PXdxquyOtgRJIQqOjupAlbCCEEAEOHDuPQQw9tl2tnKzNTtBzu1wuJAO8bHvrqVk7Q0trlfi1Vs25276ucKF2R9qoVrVxRNMeL4UhOTIay47Wci9dyLmZjOwPtLxHdNRuTUQqAQ1+NI7CasBpAheUqKi2XYKj05AQruh2pgRRCCNEh9lE2xtcamf0vYxc7U6j2zHd6mKJ/+jCs1c3Zyyyx0dkV7Ts6uzmiWl/odQebXWsptj1CSBsa32cxNtMz9BcGeYeTHfwzZv2XJEYqugtJIIUQQgCwfv06vvjii/hj/fp1Cb/HMZqbk1Ws1jEKvJ1iq7F4zwizfaEX3R1LIh2rzfT9nRtTcfKTSABDOaiyjGeL42O22/+Nz3RSfJ9GFZnhfzDAdyi5/suwRz+BFOlrKroeacIWQohuzu12A3DZ+PFN7k+Us1QGqwwPAQxWGR7OMjLIVKnz6yhwTIRtL3voe6kLU6mG7XsTeee62f6Cl8jAFJlORyn85hPxm0/Eoq8nM/RP3JGX0Aig0HFH38Dtf4OAdiiVlol4zOMwqtcpFyIROkUN5DPPPMPw4cO5/vrr6+1bs2YN48eP54gjjuDoo49m8uTJrFu3+6/mTz/9lCFDhjT4mD9/fke+DSGE6DDRaIRwOBx/RKONNxUPyt+HZSvWsHjpB2Rn9wQgO7sni5d+wLIVa9o0jU9D3MrECdW1kBHg7RScMDt0YJRtizyE+8USRstmE3nnubGuS71fm2FtKCX2h/nFtZZS61+IqNz4Prv+BTnBKQz0DqNn8Cas0e+SGKnoSlLnT74GlJeXc+utt/Ldd99hs9nq7f/qq6+4/PLLOfPMM7n99tsJBALMnDmTyy+/nCVLltCrV6/4sa+88gp9+vSpc36i/6oWQohkq/m5VlnZcNNwYz/3apJEs8Uafx5+4MHtEGHMKSqd5UYVIQxWGB7GGhmkp8DckLWFB+tsW1RF30vcWH80YS7W6Ht+GoVPewgckXprV+uqJ+XWGym3TMUdeY3M8Gxs+rcAmKgkI/wkGeEnCWgjqbRchsd8rtRKilZL6QRyyZIl+Hw+Fi9ezG9/+9t6+5955hn69OnDjBkz0LTYX4V33XUXp512GkuXLuWyyy6LH9ujR486CaUQQnRFNbWJDU2909ZJwRMpXZk4TrlZVp1EvmtU8huVtfcTO1i0j8G2Vz30udyF/QszpkpFn4vcFP3Ti+/k1BkAVIey4bFcgMf8e2z6GtLDz+KOLEIjtsyOXf8Me/AzsoN/xmP5HZXmywmZDkhy0KKzSekEcsyYMVx44YWYTA3/VXrPPffg9/vjySNAbm6s6t7n83VIjEIIkWpSJUncm9NUOh8YVUSA94wqTjPSU2KFmj3pWQbbX/TQ+0oXzg8taEFF70kuih/w4Tk/GZNFNpNSBE0jKTGNpNS4G3f4ZdIjz2DTvwcaq5Uch6FcSQ5cdAap15mjlv79+zeaPAI4nU6ys7PrbHvvvfcAOOSQQ9ozNCGEEG2UpcyMUrEm9SAG7xlVSY6ocYYTdjzlpers2FreKqrIvd5Fxrz63atSka4yqLROZqtjFVsd/6XSfDE6uye4tOufkRO8hoHeYWQHb0MzypMXrOgUUroGsqW2bt3KnXfeyejRozn66KPr7Fu4cCGrV69m+/bt5OTkcOmll3L++efXqb3ck1KxRyqpiSfV4hIdQ8q/e+uI8le1njvi62yslsHKqAcdWGZUcSrpOFSK1m3YoORxH3qWQcazscSx550OTGWKspsDuz+8dpCwsleKkDaSneZYrWRa+GXSwrVrJavIDP8Td2QxO+2z8JlPb+MNRSJ0yPd+C6+d0ATyrbfe4s0332TdunWUlZXx1VdfAbF+iVdffTU9evRI5O3q+Pnnn5kwYQI5OTk8+OCD8e0Wi4VevXoRjUaZPn06Sineeecdbr/9dkpKSpgyZUqj18zvm4nLlZpV+fl9M5MdgkgiKf/urT3L32RS8efBee13nxqDgVN3+njbW4YPnW/SIlyYkdPu922Tp4F8YHrsZdZjdrICdphDu1fLJLbsM4GbwLgRAquhfC5UvgiGH7NRSG//hZA+HnIfBlPq9U/tjtrze9/rtbTo+IR8qYdCIa655hpWrlwJgGEYqOpU1ufz8dxzz/Hxxx/zwgsvkJmZmYhb1rFmzRquvvpq9t13X/7xj3+QkbF7AfpDDz2UVatW1Tn+oIMOoqioiLlz5zJ58mSsVmuD1y3YXo7TmVr9W5SKfQEVbC+X+WG7ISn/7q0jyj8aNeLPG7eVt89N9nCs4eAdyjCAF8uLOKTKjC1VayFrTIJ0s5Xs2x0oQ8E88G4KUzzbi9EOA5vbv+yHAA9ict5Ar8B1OKPLY5srFxCp+i877Q/hM5/RHjcWzdAR3/s+n7dFxyfkO3Tu3LmsWLECwzAYPHgwZvPuvNTj8WAymSgoKODJJ59MxO3qWLt2LZMnT+aII47gmWeeqZM8NmXYsGEEAgHKy8sbPcYwUvORyrHJQ8pfHp28/Gt+/nXg11kuFkZWTydThc6Huifpn3NzHhWXhSh+zIdhiX1qrnct9PmdG61Edc6yNyCi8thhf4Vi2+NEia2rHauNvIhe/j+g9PKkf+7d9dER5d8SCUkg33zzTZRSzJw5k//85z915hnLycnhqaeewjAM3n333UTcLq60tJSrrrqKUaNG8cgjjzRYk/jKK69w11131du+du1a0tPT6w3CEUII0fHOVBnx/79jVBJu6W+zJPGcE2bHAi/RtFi89q/M5I1zYylI8RrUpihFleVitjg/xms6Ob45LfIS/X1H44y8lcTgRKpISBP29u3bsdlsnHPOOQ3uP/LII3E4HBQVFbXouuXl5YTDsSbkaDRKMBikpKQEgLS0NB555BFCoRA33ngju3btqnOuxWIhMzOTHj168NxzzxEOh7noooswm8289dZbvP3220ybNq3JUd5CCCH2bv7c2Xg8VbjdaUy8svF+5U3JU1ZG4OBL/JQT5SPDw/HVq9WkOv/oCNv/XUWf8W7MhRqWX0zkjXOz42kvwUNTb8Lx5opqeRTaXyYt8iLZwdswUYnZKKRP4CKqzL9jp+1e9BScu1N0jIQkkE6nk8rKSkpLSxus0Vu/fj1+v7/Zzcs1pk6dyurVq+OvCwsLWb481i9jxowZrFq1iqqqKk477bR65x5xxBEsXLiQk046iccff5wnn3ySSy65hEAgQH5+PtOnT+eCCy5o4TsVQghRY1PBBjweD3PnPExp6U6ys3ty5NGjWz1h+ZlaBl/qscmu3zIqGG24MXeSKQdCw3S2vlFFn0vd2H4wYdql0ff3booe9+I7LUUnHG8OpaiyXITPdDy9gtNwRWMtiWmRl3FEP6TENkv6RnZTCUkgDznkEFasWMGVV17JZZddRiQS+2b58MMP+eGHH1i4cCFKKQ488MAWXXfhwoVN7j/vvPOadZ2TTz6Zk08+ee8HCiGEaJZNBRs4+bjD62wrLd3JuLHHA7RqDe1BysZw7HxLgFKifGp44/NEdgbRPgbbF1XRe7ILx8cWtICi95Uudt7hp/LyULLDa5Oo1pdC+0ukRf5FdvDW6trIIqmN7MYS0klj0qRJKKX4/vvvueWWW/B6YyN5/vCHPzBr1ixKSkpQSjFx4sRE3E4IIUSS1SyVmJ6eQVZWdvyRnp5RZ39LnaXtbqlaalSgd5K+kDX0dNi+0EvVudUTjuuKXrc76THDDnqSg2srpaiyXMgW5//wmk6Nb06LvEx/3zE4IiuSGJzoaAlJIEeOHMmMGTNwOBwYhlHv4XA4+Pvf/15vcm8hhBCdm8lkxmKxxB8mU9satvZVdoYSm6S7iAhrjE64LK0Vih/2UTYlEN+UNcdOzrVOCCYxrgSJ1Ub+i2LbnDojtfsExtEj+HcwOnGTvWi2hE15es4553DCCSfw7rvv8uOPP+L1enG73QwZMoQTTzyxxf0fhRBCdE9naZms12ODLpcYFRxuONE6SV/IOA123Rog0ken5/85ULoi7XUr5mJF4Twfekbnqlmtp7o20mcaQ07wGpzR91EYZIUfwhFdSZH9SSLagGRHKdpRQufMT09P5ze/+U0iLymEEKKbGYKNfbCxgSDbCfMVfg6lHWbn7gCVl4WI9NHJneJCCygc/7OQd56b7Qs9RPt28iSSWG3kDvurZIYfo0foLhQR7Ppn9PMdS4n9UbzmhmdnEZ1fwiaq8vv9PPzww8yZM6fO9kmTJnH33XdTWVmZqFsJIYTowpRSdfpCLtErMDpZX8jafKdG2P6yh2iPWCdI648m+p2dhvX7TjxXZG1Ko9x6HdscbxFWsVpHE5X0DlxOz8D1KMOf5ABFe0jIV6/X6+Xiiy/miSeeYMeOHXX27dy5k+eee46LL74Yn68T9mURQgjR4YZjZwCxxSE2E+JbAns5I7UFR0TZuthDeGBsXkhzkUbeOWmkP2uFzpsb1xE0Hc5W5wqqzOfGt2VEnqGf/0Ss0e+TGJloDwlJIJ9++mm+//77+ICZ2nJzczEMg59//pl58+Yl4nZCCCG6uK5WCwkQydfZ+rqHwCGxQSZaQNHrr056X+HCVNLJ+ng2QlcZFNvmU2x7FJ1YPmDV15PnP4n08NMtXy9PpKyEJJDvvPMOSiluv/12/vznP9fZ98QTT/B///d/GIbB22+/nYjbCSGE6AYOwUFfLABsIMgPXWAIs55tsP1lDxXjd78X13IL/U5Nw/leQoclJI9SVFkuZavzfYLaAQBoBOgVvIHcwOVoRnly4xMJkZAEcuvWrdhsNi6++OIG91900UVYrVa2b9+eiNsJIYRoJxMmX83U629hwuSrkx0KmlJ11sheolckMZrEMRyw824/O57xEOkZ6xdp3qnR5zI3Pf/iQHWRLoNhbQjbHMuosEyKb3NH36Cf71hs0U+TGJlIhIQkkFarlWAwyLZt2xrcX1BQQCgUwmazJeJ2Qggh2snEK6dw3Q23tnpN60QbqZzkVk8Ysp4APxuduy9kbb6TImz9bxXek8LxbRkLbPQ7Mw3rd6YkRpY4hrKz03Y/O+zPESUTAIuxlTz/mWSGHpIm7U4sIQnkgQceiGEYTJgwgVdeeYXvv/+ezZs3s3btWp5//nkmTpyIUooDDjggEbcTQgjRTWhKMbZWLeRivfOtTtOUaC+Dwqe9lNztQ7fF3pf1JxP9fu0m85+2zr96TTWf+Uy2OFfi12ILiiiiZIf+Tm7gMpRRleToRGskpMPFFVdcwUcffcTmzZv5v//7v3r7DcNAKcVll12WiNsJIYToRo5ULt40ytlJlPUEWGZUcapKT3ZYiaOgcnwI/9ERcq91YvvWjAorsu924HzfTNEsH3pe50+ao1o/tjveICt0P1nh+1EYuKNvYvX9SKFjIWFtv2SHKFogITWQo0aN4q9//Stms7nBpQxNJhM33ngjxx9/fCJuJ4QQohsxK8UlWnb89b+NMjYZnX9AzZ7C+8VGaZf9MYChYgmj42ML/U9Nw7XEkuToEkSZKbPdRqH9X/FlEK3GD+T5TsIZeSvJwYmWSNiQr4svvpgTTjiBN998k++++w6Px4PT6WTo0KGcddZZDBo0KFG3EkII0c0MVw5OV+m8bVQSBZ7Qd/J/Wh8cqotMxl3DCrv+HMB3fITcaU7MOzRMFRq5f3DB/0DdCoY72UG2nc98Ktuc79E7cAlWfT0mqugTuIhdllsos94MXa1cu6CEzhnQt29frrrqqkReUgghhABgnMrkRyPARkKUEGGhUcpkeqI62zrZzRA4JsKW/1bR6zYH7iWxCdV5Fvp9kEbhHB+hg6LJDTABwto+bHW8S07gGtzR1wHoEZ6JTf+KYvsT6LX6vorU06oEcvv27ZhMJnJzc+Ovm6tv376tuaUQQohuzqwUk7We3KnvwI/BasPHr/AyWnWBKrkG6JkGRXN8eE8K0+t2J5pHYfnFRL9xbkr/HKBiYhA6ee5sKDdF9qcJhh+lR+hOFDqu6Dvk+U6i0PEcYW1oskMUjWhVAnniiSfSo0cPPv744/jr5vwFqJTi++9lOSMhhBCt00tZuEzL5p/6TgBeMHYx2LDRV3WRPoJ7UuA5P0zwiCoGTEuHz0CFFT3vcOD4yEzxgz70Hp18gI1SlFuvI6gdRG5gIibKsBob6Oc7hWL7bLzms5MdoWhAqzsZ7LmkVEODZxp6CCGEEG1xuHIxprrWMYTBE3oJIaOLzHfTiMhAHVZB+VW758F0LbPQ/7Q07J90jTkj/eYTqlevGQ6AhofegcvoEbwTjM7fZN/VtKoGcty4cbjd7jqvu2IfFCGEEKnp9yqLn40g2wizjTAvG2VcorL3fmJnZoVdtwfwj4qQM82JaZeGuVCj7+/dlF0foGxqEDp5LhnRBrLN8Q69gtNIi7wCQFZ4Fjb9G4rs89BVVpIjFDValUDee++9Tb4WQggh2pNVaVyp9eRuvZAQBh8YHoYZdg5TrmSH1u58J0TY8k4Vudc5cXxsQemKHg86cHxspuhRH9Henbu1z1BOim1PENRGkB26HUUUZ3Q5/XwnUGh/hpDpkGSHKEjAPJDhcJjx48dz+eWXE41KFbMQQoiOkaesXFCrRuoZvZSdRiSJEXWcaG+D7S942fUnP4ZWPWfk/2JN2s73EjrBSnIoRYX1j2y3v0aUWM2yxfiFfv6T6RG8C7rgPKCdTZsTSIvFwg8//MBXX32FydTJ686FEEJ0KscqNyOVEwA/BvP0nUS6S397E5RNC7L9ZQ+RPrE+oKZdGn0uc5P9dzuEkhxfAgTMx7LV+T4BbQQQWwIxK/wg/f3HY4t+meToureEzNR5+umnEwgEePfddxNxOSGEEKJZlFJcqrLpVd0jawNBXjfKkxtUBwscGWXLO1V4TwnHt2XOtZN3nhvzL51/Qu6I1p9tjrfZZb0Vo7qcrfp68vyn0CN4B8oI7OUKoj0kpJ7717/+NWVlZdxwww2ccMIJHHzwwWRlZaFp9b9wx40bl4hbCiGE6MTmz52Nx1OF253GxCuntOlazur+kPfqhUSBt4xKhhp2DlCOxATbCehZBoXzvWQ8ZSX7bgcqrLB/babfGWnsusVP5SWhzj3ARlkps96C1zSWnOAUbPra6trIh3FF3qLY/jhB0+HJjrJbSUgCeemllwKxqXzefffdRmsilVKSQAohhOCpeXMoKtxObu++bU4gAfKVjfNUFq8YZQA8qe9kutaXDNWZs6YWUlAxMYR/ZJTcKU6sm0yYqhS9/uok/QUbO+/wETiqc49VCJkOZKtjOZnhR+gRug9FOLaWtv80yi3XUGa9DUPZkx1mt5CQuu3aczzKPJBCCCEas6lgA9+u/ZpIONZBLxIO8e3ar9lUsKHN1z5FpTGcWPJQhc58fSd6N/y9Ezooyta3qqj87e6BJrbvTeT9No2cKU5M2zv5tHvKQrn1RrY63iegHRLbhE5W+FH6+cZgi65ObnzdREJqIGfMmJGIywghhOjCNhVs4OTj6jYzlpbuZNzY4wFYtmINg/L3afX1NaWYoPXkDn0HFUT5ngDvGJWc0Q3XVDbcUPKQn8qLQvT6Pwe2tbFf92lvWHG9a6FsSoCKq4IYnbiyLmQ6gG2Od8kMP0qP0EwUIazGj+T5T6fCMoVd1j9jdKNuDB2tzQnkZ599RkFBAVVVVeTl5XHmmWfSp0+fRMQmhBCiC/F4PACkp2dgMu3+9RONRqisrIjvb4t0ZWKSls1DejEG8JpRzv6GnX2Urc3X7oyCh0fZ+qaHtJetZN9rx7RLQ/Mrsh9wkP6ylZ23B/CdFu68a2orM+XWG/CaziAnOBW7/jkKg8zw4zgjb1Fif4yA6ehkR9kltakJ+/bbb2f8+PHMmzePf/3rXzz44IOceuqpvPLKK4mKTwghRBdjMpmxWCzxR+1kMhGGKQdnVtc66sBzemm3bMqOM0HVhSE2f1hF+cQghin2WVg2m+gz2UWfi11Yfurco7XDpmFsc7xNqXU6OrE/FqzGBvr6z6RXYComvSjJEXY9rf6KWbJkCa+88kq9Po7hcJjp06fzzTffJDJOIYQQotl+rTIYgBWALYRZY/iSHFHy6ZkGpdP9bHmnCt+o3VP+OFda6H9qGtl32NEqkxhgWykz5dbr2OpcQUAbGduEQXrkOQb4RpIZekQmIE+gVieQNbWMffv25Y477mDu3Ln86U9/IiMjA13XeeGFFxIWpBBCCNESJqU4T8uMv37dKO8+E4zvRXiIzo4XvRTO9RLuF5uAXEUUmU/a6T8mnbSXrNCJP6qwtj/bHG+x03oPUdIB0KgiOzSdAb6jcUb+A/K10GatTiDXr1+PUopHH32U3//+9xx33HFMnjyZGTNmYBgG3377bSLjFEIIIVrkAOzsX92cWUSEj42297HsMhR4zwiz5b1Kdv3Jj26LJVTmnRo5NzrJucEJnbmyTpmosP6Rza7PqTBfjlGd7liMAvoELqFP4Fys0e+SHGTn1uoEsrKyErvdzvDhw+tsP+aYYwAoKytrW2RCCCFEGyil+I22e63sN40KQoaexIhSj+GILYe45YNKPGftXvsw7VUrfS90o+3qrKNrYnTVk532WWx1fIDfNDq+3Rn9kH7+4+gZvBHNKE1ihJ1XqxNIwzCw2+uP/6/ZpuvyTSqEECK59lE2DiE2lUsZUd43qpIcUWqK9DMo+oePyZlX4SPWX9TxmZl+v3Zj+bFzD7CB2ATk2+1vUGhfQFgNBGJzR2aE5zPAexgZoX+CEd7LVURtnf+rQgghhGjCuVpmfJaapUYlPqmFbNSb9iUcx3EUaoVAbKR23rg0HB8kdqR8UiiF1/xrtjg/odR6OzouAExU0DN0G/19o3FEliU5yM6jTV8RkUiENWvWNLjCTGP7Ro4c2ZZbCiGEEC2Sp6wcqVx8YnjxovNfo5JxKjPZYaWsz/mcM7LP4pPcT7B9a8ZUpehzuYud0/1UXh7a+wVSnKHslFtvoMp8ET1Cfyc9Ehv0azV+pG/gt3hNp7LTNpOINii5gaa4NiWQHo8nvg52bUqpBvcppfj+++/bckshhBCixc5RGXxmeIkC7xqVnGikkd6J1smeP3c2FhUmbFiYMLnta4fvzQ7TDrb920POtU7c71hRUUWv251Yfzaxc7o/QevYJVdU602JfTaV0YlkB2/DoceWQHRF/4vDt4Iy682UW64BZUlypKmpTV8Csra1EEKIzqCXsnCcSuN9o4ogBv8xKrhQ9Uh2WHu1qWADHo+HJ2Y/TGnpTrKze3LEUbHBIG63u8mlH+fPnY3HU4XbncbEK1uedBpOKJrrI3yfTtbs2PiGjGdtWAo0iv7hRU9v3XtKNUHToWx3vI078m+yQ3/DbGxHI0B26E7SIi9TYptFwHRUssNMOa1OIM8999xExtGkZ555hgceeIBTTjmFWbNm1dm3Zs0aHn30UdavX4/JZGL48OHccMMNDBs2LH5MZWUlM2fO5L333sPj8bDvvvty7bXXcsIJJ3TYexBCCJFcZ6kMPjI8hDD40KjiVCOdbJW6VWl7Wzscml4//Kl5cygq3E5u776tSiAB0GDXrQHCg3V63epAhRXOFRbyxqWx42kvkYFdpD+pUngs5+M1n0aP0Awywk+g0LHq68nzn0Gl+TJKbX9DV1l7v1Y30ervnBkzZiQyjgaVl5dz66238t1332Gz1V/H9KuvvuLyyy/nzDPP5PbbbycQCDBz5kwuv/xylixZQq9evQCYOnUq27Zt4+GHH6Znz5688cYbTJkyhYULF3LYYYe1+/sQQgiRfBnKxMkqjaVGJRFik4tPUD2THVajatYGf3bBAoYOHYbZpBGJxhK29evXcdn48QlZP7w5qn4XIjwgSu8rXZjKNKw/mej3azeF87wEjox2SAwdwVBplNruocr8e3oFp2HXvwIgPfIsruh/2Gm9G4/5t6A69/RGiZDSo7CXLFmCz+dj8eLFZGRk1Nv/zDPP0KdPH2bMmMF+++3HgQceyF133UV5eTlLly4F4LPPPuOTTz5h+vTpHHnkkeyzzz5cf/31HHjggcyZM6ej35IQQnQp0WiEcDgcf0SjkWSH1KTTVDrO6l99/zO8bDdSf1DI0KHDOPTQQ+s8hg4dtvcTEyxwVJStb3gI7RtLGE1lGn0vdJP2StfrIxgyHcw2xzJKrDPRSQPAZOwkN3gVfQLnYdE3JDnC5EvpBHLMmDE8/fTTZGdnN7j/nnvu4V//+heatvtt5ObmAuDzxeaxWrVqFXa7naOOqtt/4dhjj+WTTz4hFEr9Hx5CCJFq3G43AJWVFZSVlcYflZUVdfanGpcycbqKdd4zgMV6RXIDShGbCjbw7dqviYRjvxMj4RDfrv2aTQV1E6XIIJ1tiz34jo3NmajCipwbXPS41w5dpDU7TpmotF7JZucneExnxzc7ox/QzzeKrND93Xpt7ZROIPv374/J1PgoOafTWS+5fO+99wA45JBDACgoKKBPnz6YzXVb6wcOHEgkEmHz5s2JDVoIIbqBQfn7sGzFGhYv/YDs7FgzcHZ2TxYv/aDJfnmQ/FrLk1QaGcR+t3yBj43dOAmA3X0tx409ntLSncDuvpYnH3d4vSRSzzDYscBLxfjdn1vWbDs505zQBetkolpfihzPssP+ImHVDwCNID1C99Dfdxz26EdJjjA5Urf3cCts3bqVO++8k9GjR3P00UcDsT4kLper3rE1fx1XVTW+KoFSqdfNoSaeVItLdAwp/+4t1co/f3AsSbxqyjQ8VVW409I48KCDGz2+dq1lY/ubem/z586O36fVg0IAu9L4NRk8p+8C4DWjnBu13FZfr700p5yb+j2laj03dS2vN9aPMj09A1OtypZoJEJlZQVer6f++RYovcdPeL8o2X9zoHRF2mtWTDsVRfO8GKlZAd0mfsvpbDUfS1bwXjLC/0ARxWr8SJ7/LDzm31BmvZ6w6YB2uXdHfO+39NpdJoH8+eefmTBhAjk5OTz44IMJuWZ+38wGk89UkN83M9khiCSS8u/eUq38777jL806bnDeYfz4449UVVVxxhlnUFxcTE5ODm+99RZpaWnst99+TZ7/7Px/sG3bNvLy8pp9z8b0N9J5b7uH7ZEQ64wAZT1MHOZIa9M1E628KBaP2aRhNmnx/9d+7peTxuC8zAbPN5lU/LmxY2rfx2q1YLHs7s8Y1tRe78FfgQOBC4AAOFdayL8wE5YCvff2DjujTOAxCEyCwqsg8CkA7si/cUf+Da4zoMfN4BzTLtlee37ve70t68vaJRLINWvWcPXVV7Pvvvvyj3/8o86Am7S0NLZt21bvnJqax/T0xieyKthejtOZWmtjKhX7AirYXo5Mw9n9SPl3b12h/E3OXmQ6e6FpsV8/mmYmM3cwABu3lTd5bjRqxJ/3dmxznKmnMY9SAGYXb+Uvpt6oVKneBbYWx35PRaI6kaheZxR2zfPW4ioyG/ksmvt51dwnqhto+u4vrGj1/5u6BwCHg+1fJnpf7sJUrsGXED4iSuHzXsKDu1rHyBoDwfwf0mzP0CN4NybKYpu9b4H3LQLaoVRYr8NrPhMSMGF9R3zv+3zeFh3f6RPItWvXMnnyZEaNGsVDDz2E1Wqts3/w4MG8//77hMPhOn9Zbdq0CYvFwoABAxq9tmGQsj+kUzk20f6k/Lu3rlD+Rq3n5r6X1pzTlJG4WEol2whTQIgvDD+H4mz7hROkOe+xqa+F5n5eNfuikcjukyDeN7U5X2+Bw6JsW+Shz6VuLNs0LFtM9D3HzY5nvQRHdJ1pfuoyUWmZSJX596SHnycj/DgWYysAdv0L7IHLCKnBVFivocp8AYZytPmO7fm939LrpvQgmr0pLS3lqquuYtSoUTzyyCP1kkeA448/nmAwyMcff1xn+/Llyzn22GPrJJVCCCG6D00pztMy469f08vRO3tmTvNHVNdo64j6+XNn88hD9/LP9x9j2+IqgsNqTfPzOzfOZZ2+rqpJhnJTYb2Kzc4vKLLNJagNj++zGhvpFbyBAb6DyQw9gGaUJTHSxErpUi0vLyccjjUhR6NRgsEgJSUlQKxp+pFHHiEUCnHjjTeya9euOudaLBYyMzM5+OCDOeGEE7jjjjuYMWMGffv25bnnnmPDhg3cc889Hf6ehBBCpI6DcLAPNjYQZAdh/md4GaU67wiQva1e09AI+ZoR9R6Ph4mXnh9fMnH+wlf3ulwi1F/xZvurVfSe7MLxsQUtoOg9yUXJvX6qLuiCQ7RrUxY8lt/iMZ+PI/o+meFHcUY/BMBslJAdupus0MNUWsZTYfkjEa1/kgNum5ROIKdOncrq1avjrwsLC1m+fDkQWwln1apVVFVVcdppp9U794gjjmDhwoUAPPjgg9x3331MmzYNj8fDsGHDmD9/Pgcc0D6jpYQQQnQOSil+o2Vyn14ExFanOcJwYUmhvpAtUbMyzZ///BcGDNzdRWvzL5u55567G125piZJNFus8efhBzY+or4pejpsX+Al53onaW9aUVFFzk1OzIWKsuuCu4eHd1VK4TefiN98ItboV2SGH8UdeR2FjoaXzPA/yAjPY6dtJpWWCcmOttVSOoGsSQAbc9555zXrOi6XizvuuIM77rgjEWEJIYToQvZXdoZj51sC7CLKh0YVJ6vGB1imsprm5nvuubvJ/e3OBsWP+4jm6mQ+aQegx4MOTEUaO//uT/Hso2Xmz52Nx1OF211/eqmQ6RCKTU+xS99EZng2aeHn0fCjiJAeflISSCGEEKIzO0/L4lt9BwD/MSoYbbixq9QYJrB+/TqAemthN6StzdEJpUHp3wJEehv0vCs2gCTjORvmIo2i2V6Mto8pSQl7NuE3JKINYqftfnZZbyEjNA+7/imVlis6ONLEkgRSCCFEtzdAWTlcOVlj+KhCZ45ewhStF7Z2SiKbqrWqUVNbeNn48Y1ep6EaxUQ2RydCxVVBojk6OX9yosIK17sW+l7oZsfTXvSszj9oqSV01ZMy223JDiMhJIEUQgghgHNVJmsNP0EMvifAQ3ox12k5ONshiWxOrVVTtYlAx9cotoHn3DDRXl56T3aheRT2z83kjYtN8xMZ1FXniuzaJIEUQgghgFxlYZqWw6N6MX4MNhDkfr2QaVouGQmYDLo1ahLEq6ZMw6LChA1LUmsT28I/OsK2Vz30Ge/CXKxh3Wii3zludsz3Ejy8q84V2XVJAimEEEJU20/ZuUnrzSy9iCp0thDmPr2QG7RcslXDvzKb0xzdVhOvnMLgvEw2buu8qxABhA6Ism2xhz6Xu7D+aMK0S6PvBW6KH/LhPTu1Vn4TTUuNHsJCCCFEihigrNyi9aYHsVrHIiLM1AspNBpOcJ6aN4fHZs3kqXlzOjLMTivSX2fbIg++0bHPUwsqek9xkfm4rc5KOKmupRO2dzVSAymEEELsobeycIvWm4f0IoqIsIsoM/VCrtdyGaDqr3rWVUyYfHW8NrU96RkGOxZ46XWbg/SXbABkz3Rg+UWj5B4/pPgica2ZsL2rkQRSCCGEaEC2MnOz1puH9SK2EKYKnfv1Qq7VcthP2ZMdXrtoryb4Blmg5H4/4UE62TNjc/qk/8uGeatG0T996BmpWx1ZMyF7enoGJtPuVCoajVBZWdHohO1diTRhCyGEEI3IUCZu0nqzL7FaMj8Gs/RivjX8SY6si1BQfk2QwtledFssYXSuspB3nhvzltRPUUwmMxaLJf6onUw2pWb98PlzZ7dzhO0n9UtHCCGESCKn0rhey+EAYrWOIQwe04tZY3hbfK3u3m+uMd6zw2z/l4doj9iUPtYfTeSd48b2ZXJGv7e3rtBvVpqwhRBCiL2wKY1rtBye1HfyOT6iwBP6TgKq+c2sHd1vrqP6MyZK8PAoW1+vHqG9wYS5RKPv79wUP+rDe4aM0E41kkAKIYQQzWBRiiu1niw0SllleDGAZ4xSelwwjqKH916TVNMvzul0YTLtrlmLRqP4fN6E95vr0P6MCRIZpLPtNQ+9r3Th+MSMFlDkXuWk9C8BKq4Mgmrf+3fElExdhSSQQgghRDOZlOIysnGg8a5RBUDutCvxKwP/i683eW7NsoM+X8NN3w0tS9gd6VkG25/zkHOLk7R/W1GGouddDiybNHb+3d8umcumgg14PB7mznk4vuLPkUeP7lSr/XQ0SSCFEEKIFlBK8TuycKLxulEBwKDrrmJX3z7ohoGmGq4ma2ppwlRJVL4z/PjROQAHjnZaB7xZbFA8y0d4YJQeD8VGaGc8Z8PxsZnyawJUjQsnbKqfjupaUJOkAvX6wKZK+beEJJBCCCFECyml+LXKxKFr/MsoA6DHb8/mSWMnE+iJuYkkEsBsscafU2Fpwqhh8JJRxnvVtapm4CCcjFRODlIObMlIJhWUXR8kPFAn50YnKqywbjSRc4OLrFlRyq8OUvnbENUD5FutJql7dsEChg4dFt++fv06Lhs/PiFdCxpKUqFzzx0pCaQQQgjRSidr6Tx4+1/o+9dpKLOZ1YYPn1HMH7VeyUm6WsFv6Dyhl/Atgfi2CPAFPr4wfFgNxcHKwRHKxXAcWBpJjtuL57ww4XwP2ffacXwcq3a0bDHR6zYnWQ/bKf9jgMqLQhiOtt1n6NBhHHrooQmIuL7GklRIbKLakSSBFEIIIdqg8u332LVlMwfMvh/NbuNbAszSi7lWy8GZ4klkqRHhUb2YbcRGOZuAw5WT740AVcSm1Alh8Jnh4zPDhwPFIcrJSOXiV9gbrWlNtOCIKNtf8mL/zETmY3Zc78cSSXORRs/pTrIes1N+ZZCK8UGMFO5K2p5JakeTBFIIIUSX1JEjakuXr2DztNsZ9s/78WPwM0Hu0wuZpuWQqVLzV+1GI8jjejGV1YmiE42rtV4MVXZ0w+AHAnxm+Pjc8OGtPsaPwf8ML/8zvDjROFQ5cR0xAtvqCNb+eWw2QoTQCWIQwiBkGATRY/+vfgTRMYBfKTsH4kC1IAkNjIxSuMCL9RsTWY/acL8T6wpgKtXInuEgc46NiolBKq4IoWem7ko2XUFqflULIYQQrZSsEbX+r77lJq03s/QiqtDZSpiZehE3aDn0Uqm1uPMaw8t8vZQwsSQrBzPXajn0ro5TU4phOBimHFxk9GA9AVYbXr40fPirz/Ghs8rwMODRuxlQfd079R3NjmGZUcU+2DhPy2RIC5eGDB0UpehJH2XrAmQ+bsf9pgVlKEwVGj0ecpA5107FZUEqJgWJ9pREsj1IAimEEKLL6OjJuvc0QFm5RevNQ3oRu4hSQoR79SKu13Lop6ztdt/mMgyDt4xKFhnl8W37Y+NqrRdu1fCqL2alGI6D4cpB2DD4Dj+fGV6+MvwEaVtytoEg9+tFHICd87RMBqqWjYgJDdMpnu2j7AaNzMftpL1mQUUVmkeRNdtOxnwbVb8JUXFFkPAQvU2xirokgRRCCNFldMSI2ho1NZ0NTcly66CBPKwXs50wFUS5Ty/iWq0X+7awpi2RIobBQqOUj2otwXiMcnGpym72wBiLUhyCk0OUk6ChsxY/9775L8LKwILGOWeegxWFDQ0rKv6woWFVu1+XG1HeNCrYXt338jsCfKcXcrhyMk5lxmtCmyu8j07JLB9l12tk/sNG+stWVEihBRQZz9vIeN6G79gwFROC+E6MyELOCSAJpBBCiC6nvQcrNKem8+ZBg3hEL6aAED50HtKLuVrrxXDl6PBlBj1GlH/oJfxAML7tXJXJWJXeoj6ItdmUxuG42PH3hygq3E5u775c+usJzTtZwWGGk08ML28Y5ewkCsAaIzbye5Ry82uVQY8W9h+NDNDZOcNP2bUBMp+wk/4vK5o39v6cKy04V1oIDYpSeUWQyt+FUnrATaqTBFIIIYRooebUdA5SJv6k5TJbL2EdAUIYPKYXM1H17NBl8oqMMI/qxRQRAcCCYoLKZqTm6rAYGqIpxTHKzUjDxQqjiiVGBVXo6MBKw8P/DA8nqDTGqgzSGmleb0y0j0HpdD9lN/hJe9lGxtNWLJtj17BuMtHzb0563O+g8vchnMckr1a4M5MEUgghhGilvdV02pXGtVoOT+o7+RwfUWCesROvrnOCVr/20TAMwhjxUcyx59go5l3+KnYZAeyGhgMNOxp2VKMr3wD8aASYrZfER1GnoTFVy2FwC/satieLUpyk0hlluFlmVPGOUYEfgwjwrlHFSsPDqSqdU1U69hZOi6SnQ8WkIBVXBHEuN5PxlA3nR9UDhTyKzPk2Tn7qCF7nddJXp8EI2n297a5CEkghhBApqyss/2ZRiqu0njxn7GKF4cEAnjd2sTLqIVKdIAZrTXPT6LCU4oY321E4qEkqq/+vNCwoVhve6sZh6IuFa7UceqbotEJ2pXGWyuB4w83bRiXLjSrCGAQweMOo4D2jil8pO/2xMlBZGYC10YE/9ZjAd2oE36kRrOs0Mp624V5kRQsqlKE4m7PhGjD+aaBPMDCOARWVTLIpqflVJIQQoktrTh/ArrT8m6YUl9IDFxpvGZUAbCaUkGsHMAgQpSyeKsKeWegB2LlK65XyE5sDuJWJ81UWJxtpvGlUsMrwEAU86Kw2fKzGF39/PTAxACsDVPUDK1mYmuzXGRqmU3Kfn9JbA6S/YMX5pIajNFYjq75VmG6InXuYdQQf8zE5/+yP+2QLgRFRIgN1qaGsJgmkEEKIDtecPoA1NY/p6RmYTHV/XUWjESorKzrV8m9KKX6jssjQTSwxKvCi1xqlrLBWj1y27TFq2YaGDUWvdDuFlX786PgNAz86AXR86ASIvW5oWp0TVBoXqCxMHbwEYVtlKjOXqmxONdJ5wyjnc8NX3Ytzt11E2YWfrwx/PKl0o8WTykHKyq9wNJg46z0Myq8J8tGob3j+7Nk8eeB80tbuHlWjhTSO5mh4g9gDiGbpBA6JEu4zkNM5nR/1n/HQeb4GE0kSSCGEECnNZDJjsaTWRNxtcbKWzolGGgqaPQJaKRicmclGbzlGE1Mv6oYRTyb96LjQyErRJuvmylUWJqteXGEY7CDMZiPEFkL8Uv0c2CNp9qDzPQG+NwJgxGbs2QcbBykHBykHfbHU+dwNs8HLvMyf5t/EoeZDUStAfaYIrQhi31J3gI2pTMP1vsZQBvEWb0EFFJgK+Mn0E9tM29libOFHfiB7bQbmdI1IHx2SP/1nu+jcX1VCCCFEJ9TUwJe2XteJwtkBEx02NQ9me3QrMCtFf6z0rzUhu24YlBBhsxFiM6H4c8063gA68BNBfjKC/NsopwcmDqxOJoeyxwjsg8A4CAwMvvniW04/4lSW/P0Dhpbvh+1LM/YvTZjK6n62+dF88qP5da9zy+7/Rnrp9Mgcwb/5NwMe7I86FBgMxpl06uRSEkghhBBCtEiyV/ypoSlFLhZylYWRxKYlKijYQFHAy1/n3I9p+BByTj4e26D+8XN2EeVDw8OHhgczkDfARd7437OrgZy7jDJKDisj98AgEAQDzJs1St7Yysr73mGUaRQHRQ/CvmciWou5RCOrJJ3zOA9eIvYA9HMM9H933mUWJYEUQgghRIs01j812X1TNxVs4JTaie3iJWy460EcA/vT44TRnHbLTWx2aPG+lBHgF7eF/e68jZnAC4U/cowjnVOcmQ3fQEFkoM6240u44b4bSHdlYNGs5Bg55Ol96RPpTbY/mynj/kTvcA7m7Rrm7Rqm4tho7zrKE/72O5QkkEIIIUS1+XNnx0eHd+Rk351VqvVP3dsE72f/7ir2HX4g6wiw1vCz1vDXGb2+JRLkpaoSXqoqoZc9RJ8Lf0OwgZpJtzs22KaysgKAUkpYx3fx/WfdcAkqf/eAnO++/IZrzr6Et+f9lyHO/cEHxhkJfesdThJIIYQQotpT8+bEl+WTBLLzamqCd7vSGIGTEcqJYRis3raR2xb+g+wTRpN+6EEoU2xuyZJ0F0Nm3M483eBLfSejlIsh2NGUYlD+PixbsQaPx8PES8+ntHQn2dk9mb/w1Qb7gBpmgy1swXOwB6P9VtjsUJJACiGEEKJbUkpxZL99eOqCP+LxeLjy1N9hHXMUeRech2P/WBIY0RSfGF4+Mbz0xMTRys0otTtJNFus8efhBx6ctPfS0SSBFEIIIUS3VpMMKq+frU89T3jp+7yw+gtWGV4+Nbz4qkd17yTKm0YFbxoVDMXOKOVC2VJnWciOJAmkEEIIITpUqvY1rb1C0kBlY6Cy8Tsji68MH6sMD9/XmnVyPQHWGwH2+89z9PjwY9i0le8MPwOwktbcJRY7MUkghRBCCNGhUrWvaUOxWJRipHIxEhe7jAj/M7x8ZHgorh7LbXK7yDnzFABm6bEFy/dcYjFgjo3AXr9+Xb3rN7StM5AEUgghhBCiGXooM2eqDMYa6fxEkI8MD2sMX70lJOstsbh/Bsd8tpwHvluH5+VnqVr7HaXLVmBEd48ArxnZ3VlIAimEEEII0QJKKfbHzv7KznjDoIgwv1SvglOzxKJ/j6TS2iub7ONHk338aACKl7xD0d/ub3TkdqrrFAnkM888wwMPPMApp5zCrFmz6u3/+OOPuemmmwD46KOP6uxbtGgRt912W4PXfeSRRzj99NMTH7AQQgghugWTUvTFSl9l5ejqbbWXWPyl1hKLnlpLLFpzenXqkdspnUCWl5dz66238t1332FrYJRTNBrlscce4+mnn6Znz54EAoFGr7Vq1ap62zIyMhIarxBCCCFEQ0ssGobBLqJsJsRfZ/yNTYvfJJPOO9im/Vdbb4MlS5bg8/lYvHhxg8nehg0beOONN3juuecYOXJkk9fq1atXvYfV2olXMRdCCJEwmwo28O3ar4mEQwBEwiG+Xfs1mwo2JDky0VUopchWZkYoJ+WvLSW4oyjZIbVJStdAjhkzhgsvvBCTqeEMPTc3l0WLFpGZmdmxgQkhhOgyNhVs4OTa6ycDpaU7GTf2eACWrVjT6fqndRWbCjbg8Xh4fdHL+HxenE4X55z3O4BO2W+wK0npBLJ///5N7m/vJmilYo9UUhNPqsUlOoaUf/fW3co//j5V9aPOzt3H1P489vbZNPRz3euNrZ+cnp6Bybz712I0EqGysgKv11PvnNbcpy1SrewbLZtGyqXe+bVPb+S4go31E3uAp5+cE///shVryB+8O4ns6HJprea8/zrHd0D5t/TaKZ1AJtKsWbNYvnw5JSUl9O/fn8mTJ3Paaac1eU5+30xcLlcHRdgy+X0zkx2CSCIp/+6tu5R/eVEaACZNYdLq/nbTq1/3y0ljcF5mvXPMJg2zaXcvrZr/73l87XOsVgsWiyW+PdzIPVp7n0RIlbJvrGwaK5c9mUwq/tzYceVFsWMyMzMxm+umK5FIhPLycrJcqs3lnwzNef8Nac/y93otez+oli6fQNrtdnJycjCbzdx33334/X5effVVrr32WmbOnMm4ceMaPbdgezlOZ7jjgm0GpWJfQAXbyzGMvR8vuhYp/+6tu5X/1uIqAKK6gabXfcPR6tdbi6vI3FZe75xIVCcS3T3iteb/ex7f1H0au0dr79MWqVb2rfnMaotGjfjzxkaOq7mH0kxoprrpikpg+SdDc95/bR1R/j6ft0XHd/kEcuzYsYwdO7bOtsMOO4xffvmFxx57rMkE0jBIiW/UhqRybKL9Sfl3b92l/OPv0ah+1Nm5+5jan8XePpeGPrtG79PIPVp7n0RIlbJvzWdG/cNipzdyXEeVfzI05/03eF47xt/S66b0KOz2NHToUIqKOvcIKCGEEEKIZOjyNZBz584lHA4zZUrd9S3Xrl1Lfn5+kqISQgghOr9oNNLka9F1pXQCWV5eTjgc64MYjUYJBoOUlJQAkJaWRjQaxefzARAIBNB1Pb7fbreTlpaGw+HgoYceQtd1xo4dSzQa5cUXX+Sbb77hgQceSM4bE0IIITqxmnWbKysrmtwvuq6UTiCnTp3K6tWr468LCwtZvnw5ADNmzGDbtm08/vjjdc4ZPTq2xuS5557Lvffey6WXXorD4eD555/n6aefJhqNMmTIEB599NG9jsIWQgghRH2D8vdh2Yo1eDweJl56PqWlO8nO7tlp13UWLZfSCeTChQv3eszUqVP3esz555/P+eefn4iQhBBCCAHxJNFsscafO+u6zqLluu0gGiGEEEII0TopXQMphBBCtMb69euafC2EaBtJIIUQQnQZNYM3Lhs/vsn9Qoi2kSZsIYQQXUbN4I7FSz8gO7snANnZPVm89AOWrVgjgzuESBCpgRRCCNGlyOAOkeomTL4aj6cKtzst2aG0miSQQgghhBAdaOKVU/Z+UIqTJmwhhBBCCNEikkAKIYQQQogWkQRSCCGEEEK0iPSBFEIIIVpJ5pvsGgNCRMtJAimEEEK0kMw3uVsqDgiRxL79SQIphBBCtFDNfJMej4eJl55PaelOsrN7Mn/hq7jdbplvMkkkse84kkAKIYQQrSDzTbbMpoINeDweACLhUPz527VfJyzplsS+40gCKYQQQoh2talgAycfd3i97aWlOxk39niAhK0UJIl9x5AEUgghhBDtqqbmMT09A5OpbuoRjUaorKyIHyM6B0kghRBCCNEhTCYzFoulRedEo5FmbRMdSxJIIYQQQnSIliSDNQNeKisrGr2eDIpJHkkghRBCCNGuWpMMNjUgpub4pvpMyvyU7UsSSCGEEEK0q9rJIMDri17G5/PidLo457zfNZoMtmVATCrOT9mVSAIphBBCUL8pVfrZJVbtBLGlo6KlNjH1SAIphBAipbX3IIq9Na/urZ+dJDftT2oTU48kkEIIIVJSRw2iaOvk05LciO5IEkghhBApac9+c+25sohMPi1Ey0gCKYQQImXVThCvvHpavKlYkjshkksSSCGEEJ1CRzQVS39GIZpHEkghhBCimvRnFKJ5tGQHIIQQQgghOhdJIIUQQgghRItIAimEEEIIIVpEEkghhBBCCNEikkAKIYQQQogWkQRSCCGEEEK0iCSQQgghhBCiRSSBFEIIIYQQLSIJpBBCCCGEaBFJIIUQQgghRItIAimEEEIIIVpEEkghhBBCCNEinSKBfOaZZxg+fDjXX399g/s//vhjRo0axahRoxrcX1hYyLRp0xg5ciQHHXQQF110EV9++WV7hiyEEEII0WWldAJZXl7OH/7wB+bPn4/NZqu3PxqN8vDDD/PHP/4Ru93e4DVCoRBXXHEFW7ZsYf78+bzyyivk5+czYcIEtmzZ0t5vQQghhBCiy0npBHLJkiX4fD4WL15MRkZGvf0bNmzgjTfe4LnnnmPkyJENXmPp0qVs3LiR+++/n4MOOoghQ4Zwxx13kJ6ezrx589r7LQghhBBCdDnmZAfQlDFjxnDhhRdiMpka3J+bm8uiRYvIzMxs9BorV65k4MCBDB48OL7NbDZzzDHHsGLFikSHLIQQIkVMmHw1Hk8VbndaskMRostJ6QSyf//+Te5vqFZyTwUFBQ1eZ+DAgSxatAi/34/D4Wh1jEIIIVLTxCunJDsEIbqslE4gE8Hr9dKvX796291uNwBVVVWNJpBKxR6ppCaeVItLdAwp/+5Nyr/7krLv3jqi/Ft67S6fQLZFft9MXC5XssNoUH7fzGSHIJJIyr97k/LvvqTsu7f2LH+v19Ki47t8ApmWlobX6623vaqqCqUU6enpjZ5bsL0cpzPcnuG1mFKxL6CC7eUYRrKjER1Nyr97k/LvvqTsu7eOKH+fr36u1JQun0AOHjyYL774ot72TZs2kZeX1+j0PwCGQcp+o6ZybKL9Sfl3b1L+3ZeUfffWnuXf0uum9DQ+iXD88cezZcsWfv755/i2UCjEypUrOeGEE5IYmRBCCCFE55TSNZDl5eWEw7Em5Gg0SjAYpKSkBIg1TUejUXw+HwCBQABd1+P77XY7aWlpnHrqqQwbNoybb76Z6dOn43a7mT17NuFwmEmTJiXnjQkhhBBCdGIpnUBOnTqV1atXx18XFhayfPlyAGbMmMG2bdt4/PHH65wzevRoAM4991zuvfdezGYzTz75JDNmzGDixImEQiFGjBjBwoUL6d27d8e9GSGEEEKILiKlE8iFCxfu9ZipU6fu9ZiePXvy4IMPJiIkIYQQQohur8v3gRRCCCGEEImV0jWQyRCNRuP/37mzBKfTl8Ro6lMK3JYQO3dWyEi8bkjKv3uT8u++pOy7t44o/9rT+NTOhRojCeQetmzZEv//iaNGJDESIYQQQoiOt2XLFg444IAmj5EmbCGEEEII0SLNqoFcs2YNPXr0YPDgwQA8//zzvPDCC2zfvp28vDwuvvhiLrzwwoQGtnXrVk466aRG98+YMYPVq1fz2muvNbj/f//7Hz169ABio7fvvfdePvroI4LBIMOHD+emm25ixIj6NYz9+/eP//+TL3/E6XS28Z0klqxG0L1J+XdvUv7dl5R999YxK9H4OGrE/kDdXKgxzUogp0+fzl//+lcGDx7M888/zwMPPMD48eMZPHgwBQUFPPjgg+i6zsUXX9y26Gvp06cPq1atqrf9f//7H3/5y184/PDDWb16NSNGjOCxxx6rd1xWVhYQmzT8iiuuwOl0Mn/+fGw2GwsWLGDChAm88cYb9T4kk8kU/7/T6cTpTK21sJUCl8uF0xmWHyLdkJR/9ybl331J2XdvHV3+tXOhxjQrgdy8eXM80XrllVf4v//7P84999z4/iFDhvDII48kNIE0mUz06tWrzrZwOMw//vEPLrvsMgYMGACAxWKpd1xtS5cuZePGjbz11lvxGtQ77riDVatWMW/ePO68886ExSyEEEII0R00qw+ky+WirKwMgOLiYoYNG1Zn/wEHHMCOHTsSH90enn32WSorK/nDH/7Q7HNWrlzJwIED48kjgNls5phjjmHFihXtEaYQQgghRJfWrBrIMWPG8PzzzzNjxgyOPPJI3nrrLYYOHRrfv3TpUgYNGtReMQKxtvknn3ySyZMn43a7m31eQUFBg235AwcOZNGiRfj9fhwOR4PnKhV7pJKaeFItLtExpPy7Nyn/7kvKvnvriPJv6bWblUD+6U9/4sILL+Siiy7i4IMP5plnnuGzzz5jn332oaCggK+++orZs2e3Jt5me/nll9F1nd///vd1tu/atYtbbrmFzz//HI/Hw8EHH8y0adPitaRer5d+/frVu15NElpVVdVoApnfNxOXK7X6QNbI75uZ7BBEEkn5d29S/t2XlH331p7l7/VaWnR8sxLIXr168dprrzFv3jyWL1+OYRh88803FBYWMmLECF588UUOPPDAVgXcXAsWLOA3v/lNndpHt9tNNBrl8MMPZ9KkSRQWFjJ79mwuuOACXnvttTrN1q1RsL0cpzPc1tATSkbidW9S/t2blH/3JWXfvXXMKGzv3g+qpdkTiaelpXHDDTdwww03tDiotlq7di3btm2rN63PX//61zqv99tvPw4++GDGjBnDvHnzmDFjBmlpaXi99T+UqqoqlFKkp6c3el/DIGW/UVM5NtH+pPy7Nyn/7kvKvntrz/Jv6XXbtBJNIBDgq6++YtOmTVRWVgKQnp7OoEGDOOSQQ7Db7W25fNyyZcvIyMhocN7GPaWnp5OXl0dxcTEAgwcP5osvvqh33KZNm8jLy0tYjEIIIYQQ3UWrEsiKigpmzZrF66+/TiAQaPAYu93OuHHjmDZtGhkZGW0K8pNPPuGggw6qMy9RKBTirrvuYtSoUZx22mnx7eXl5WzevJkjjzwSgOOPP57XX3+dn3/+mX333Td+7sqVKxk7dmyb4hJCCJF6iip8VPhD9bZnOKzkZqTW4hBCdFYtTiArKyu58MIL2bhxIw6Hg2OOOYZBgwbF+yZ6PB42bdrEF198wYsvvsinn37KSy+9RFpaWquD3LhxI7/+9a/rbLNarZSVlfHXv/4Vv9/PYYcdRklJCbNmzcJkMnHJJZcAcOqppzJs2DBuvvlmpk+fjtvtZvbs2YTDYSZNmtTqmIQQQqSeogofl859n1BUr7fPatJYeOUJkkQKkQAtTiAff/xxNm7cyOWXX87UqVMbHaXs9Xp59NFHefbZZ5k9eza33nprqwLUdZ3KysoGE9D77ruPf/7zn8yZM4cdO3Zgt9s57LDDeOGFF8jPzwdicz4++eSTzJgxg4kTJxIKhRgxYgQLFy6kd+/erYpJCCFEaqrwhwhFdZTNhdJ2t1oZepRQ0EuFPyQJpBAJ0OIEctmyZRx11FF7TQhdLhe33XYb69at47///W+rE0hN0/jhhx8a3OdwOLj++uu5/vrrm7xGz549efDBB1t1fyGEEMnTWHM0NN0krTQTylT3V5yMPREicVqcQJaUlHDWWWc1+/hDDjmEL7/8sqW3EUII0c011RwN0iQtRDK1OIHMzMykoKCg2cdv2LCBzMzMlt5GCCFEN9dYczRIk7QQydastbBrGz16NMuWLeP555/f67HPPfcc7733Hscee2yrghNCCCFqmqPrPPZIKIUQHavFNZDTpk3jww8/5K677uLpp59m1KhR5Ofn1xmFXVBQwEcffcS2bdvIzs7muuuuS3jgQgghhBAiOVqcQObm5vLSSy8xffp0PvroI1566SXUHitwG9XTmY8aNYrp06eTm5ubmGiFEEIIIUTStWoi8f79+zN//ny2bNnCJ598QkFBAR6PB4itT52fn89RRx1F//79ExqsEEII0R5k8nEhWqZNSxn2799fkkQhhBDNloqJmkw+LkTLtSmBFEIIIZorVRM1mXxciJaTBFIIIUSHSPVETSYfF6L5WjyNT0vNnDmTk08+ub1vI4QQopOoNy2PTMkjRKfT7glkeXk527Zta+/bCCGEEEKIDtLuCaQQQgghhOhaWtwH8uabb27R8bIOthBCCCFE19LiBPKNN95AKRWfLLw59pxoXAghhBBCdF4tTiBdLhe9e/fmb3/7W7OOnzt3Lh999FGLAxNCCCGEEKmpxQnk0KFDWb9+PUcccUSzjn/ttddaHJQQQgghhEhdLR5EM2zYMHw+H5s3b26PeIQQQgghRIprcQ3kyJEjWbNmDYWFhQwYMGCvx5900knk5eW1KjghhBBCCJF6WpxAnnbaaZx22mnNPv7kk0+WicSFEEIIIboQmQdSCCGEEEK0iCSQQgghhBCiRSSBFEIIIYQQLSIJpBBCCCGEaBFJIIUQQgghRItIAimEEEIIIVqkxdP4dKQTTzyRbdu21du+3377sWTJEgDWrFnDrFmz+Pbbb7FYLIwePZrbbruN3Nzc+PGFhYXce++9fPTRRwSDQYYPH85NN93EiBEjOuy9CCGEEEJ0FSmdQAJMmDCBCRMm1NlmNsfC3rhxIxMnTuSMM87g73//O2VlZcycOZNJkyaxaNEiLBYLoVCIK664AqfTyfz587HZbCxYsIAJEybwxhtv0L9//2S8LSGE6PSKKnxU+EP1tmc4rORmOJMQkRCio6R8Aul0OunVq1eD++bNm0dWVhZ33XVXPKm89957OeOMM3jnnXc466yzWLp0KRs3buStt95i8ODBANxxxx2sWrWKefPmceedd3bYexFCiK6iqMLHpXPfJxTV6+2zmjQWXnmCJJFdnPwB0b2lfALZlFWrVjFmzJh48ggwePBg+vXrx4oVKzjrrLNYuXIlAwcOjCePEKvBPOaYY1ixYkUywhZCiE6vwh8iFNVRNhdKM8W3G3qUUNBLhT8kSUQXJn9AiE6bQHq9XoqLixtcj3vgwIFs3LgRgIKCggabqQcOHMiiRYvw+/04HI4G76FU7JFKauJJtbhEx5Dy795SqfzjsWgmlKnurxKDhn9+7i3uPc9pzvts6TmJiCsZUqnsASoDTf8BURkI0TtTEshE6Yjyb+m1Uz6B/O6775g0aRLr16/HZDIxZswYrrvuOiKRCAAul6veOW63Oz74xuv10q9fvwaPAaiqqmo0gczvm9ng9VNBft/MZIcgkkjKv3tLhfL36tEm9+flpDE4L7NN5+zt+Nack4i4kikVyh52f2aN/QGRSp9ZV9Ke5e/1Wlp0fMISyPLyctavX8+uXbsYO3YsAIFAALvd3uprZmVl4fF4mDBhAv369WPdunU8+OCDfP755zz11FOJCr1RBdvLcTrD7X6fllAq9gVUsL0cw0h2NKKjSfl3b6lU/tuKq/a631WrZqo15+zt+Nack4i4anRkH8BUKnto/WcmWqcjyt/n87bo+DYnkBs3boxPkaPrsb4QY8eOxTAMTj75ZP72t79xyimntOra//73v+u83n///enVqxdXXHEFH3/8MQAej6feeVVVVWRkZACQlpaG11v/Q6mqqkIpRXp6eqP3NwxS4hu1Iakcm2h/Uv7dWyqU/97u31CMLT2nOe+xpeckIi5IXh/AVCj7mjj2tj8V4uxq2vNzbel12zSReEFBARdeeCErV64kGo1i1Lp7eXk5O3fu5Prrr+fLL79sy23qGDp0KADFxcX06dOHX375pd4xmzZtYp999gFig2oaOyYvL69NNaRCCCG6p9qDiDRHevyhbC5CUb3BmkkhupI2JZAPP/wwFRUV9OvXjxtvvBGnc/dfW2azmQMPPJBIJMKTTz7Z4mtv2LCBm2++mQ0bNtTZvnbtWgAGDRrEmDFjWLlyJeHw7mbm77//nu3bt3PiiScCcPzxx7NlyxZ+/vnn+DGhUIiVK1dywgkntDguIYQQokZNH8D4Q5ptRTfRpgTy008/RSnF008/zaRJk7BarfF9aWlpzJs3D5PJxNdff93ia/fu3ZvPPvuMadOm8dFHH7FlyxaWLVvG9OnT2W+//TjxxBOZNGkSXq+Xv/zlLxQUFPDNN99w2223cfDBB3PSSScBcOqppzJs2DBuvvlmvvnmGzZu3Mhtt91GOBxm0qRJbXn7QgghhBDdUpsSSK/Xi91ub3CUM8SSSJPJREVFRYuv7XK5WLhwIUOHDuW2227jjDPOYPr06YwePZoFCxZgsVjo378/zz77LNu3b+ecc85h0qRJDB06lCeeeAJNi701s9nMk08+SX5+PhMnTuTcc8+ltLSUhQsX0rt377a8fSGEEEKIbqlNg2hyc3PZtm0bK1eu5Nhjj623f8GCBYRCIfr27duq6/fr14/777+/yWMOPPBAnnvuuSaP6dmzJw8++GCrYhBCCCGEEHW1KYE84YQTWLhwIX/84x8ZOXJkfLTztddey08//cSmTZtQSklfQyGEEEKILqRNTdh//OMf6du3L5FIhE8++SQ+ufe7777Lpk2bMAyD3Nxc/vjHPyYkWCGEEEIIkXxtSiB79OjByy+/zJlnnonZbMYwjPjDbDZz5pln8tJLL9GzZ89ExSuEEEKITqiowsePheUNPooqfMkOT7RQmycSr+lfGAqF2LhxI16vF7fbTX5+fp1R2UIIIYTonpqaeB3ad/J10T4StpSh1WqNT/IthBBCCFGj9sTre86VaehRQkEvFf6QJJCdSJsTSI/Hw3/+8x9++eUXysvL66xGU0MpxT333NPWWwkhhBCiE6uZeH1Psuph59OmBHLNmjVcffXVVFXtfcF7SSCFEEIIIbqGNiWQd911F5WVlXs9TinVltsIIYQQQogU0qYEcuPGjSilGDNmDJdeeil9+/aVgTNCCCGEEF1cmxLInJwcioqKeOyxx7BYLImKSQghhBBCpLA2zQM5fvx4wuEwP/zwQ6LiEUIIIYQQKa5NNZDjx4/HZrMxefJkTjvtNPbbbz9cLleDx44bN64ttxJCCNGOiip8VPhD9bZnOKwytYoQop42JZAFBQUsWLCAsrIyXnrppUaPU0pJAimEEP/f3t3H1Xz//wN/nE6nElJEowkTFbLGXA1jLmYyRT67YGaZ0CzTWDNXc5Hkqi3XdtFcVGbDjZnZTHw+fE3mYkZb2kgyUS6jU3JO57x+f/Q77xWF06lz+bjfbm5yzvv9Ps+XV+d9nud1aaYetsgzF3gmoooYlEDOnTsXmZmZkMlkFa7/SERE5q+yRZ65wDMRVcagBPLUqVOQyWRo3LgxBg8ezFnYREQWrKJFntk0QEQVMSiBrF27NtRqNbZs2YIGDRpUV0xERGQAjmckoppmUAI5ePBgbNy4EVptxZujExGRcXE8IxEZg0EJZFRUFEpKShAaGoqxY8fCz88PdevWrfDYJk2aGPJSRET0GDiekWwdW+CNw6AEMiAgAGq1GgAwbdq0So+TyWRIT0835KWIiGxS2Q9DmQwo1GqQc7UAQjz8A5HjGckWsQXeeAxKIFWqBzN8IiKqHg/7MAT4gUh0P7bAG49BCeTQoUOrKw4iIrpPZR+GAD8QLRW7V43DGC3w+tZlZcc/7BxzZlACGRsbW11xEBHZhKokEBV9GALskrY07F61HvrWpTX2JhiUQBIR0eNjAmHb2L1qPfStS2vsTTAogezbt+8jj9FqtSguLkZqaqohL0VEZPGYQBBQ892r7CY3Hn3r0pp6EwxKIHNycircxlAmkwGA9Lju30RExBnSVHPYyk3GYlACWdnajrdv30ZhYSHs7e3x9NNPV7o25OPYunUrEhMTcfHiRbi6uqJ79+54//330aBBA6xYsQIrV66s9Dx/f38AwJ07d7Bo0SLs378fSqUS3t7eeO+99/DCCy9UOS4iIiJzw1ZuMhaDEsj9+/dX+lxGRgaio6Ph6OiI+Pj4Kl1/3bp1WLx4MaKiotC3b19kZ2dj1qxZOH/+PJKTkwEATzzxBLZu3frAuW5ubtLPEydORE5ODuLj4+Hu7o6dO3fi3XffRWJiIjp27Fil2IiIiMyVtbRyW9vMZWtSY5NofH19sXr1ajz33HNYunQpZs6cqdf5QggkJCRgyJAhePvttwEAzZo1w7vvvotZs2bhr7/+AgDI5XI0bNiw0uscO3YMR44cQUJCArp06QIAeP/993HkyBGsXr0aCQkJVSwhERER1RRrnLlsTWp0FnadOnWgUCjw008/6Z1AymQy7Nq1C3J5+dlKHh4eAIDCwsLHus6hQ4fg5OSErl27lnu8Z8+eWLNmDVQqFRwcHPSKjYiIyBh0LXD370IEWH8LnDXOXLYmNZJAqtVqXLp0CWvXrkVxcTG02oq/PTyKq6vrA4/t27cPzs7OaN26NQ4fPvzIa2RlZaFx48awty9f1GbNmqGkpAQXL16Et7d3leIjIiKqKWyBK2VNM5etiUEJpJ+f3yOPkclkaN26tSEvI9m/fz++/fZbREZGShNziouLMW/ePBw+fBi3bt1C69atERERIXVXK5VK1K5d+4Fr1alTBwBQUFDwkNhL/5gTXTzmFhcZh7nVvzUtF2KMsjyq3u6/5zxOPet7TkX3NXM9x9bLf6f40S1wd4pVeMLVudw19I2rKsyhLqtyTmXl1/f9b4zyV/R6NXnv1/faBiWQ9y/fUxFHR0dMmTLFkJcBAPz444+IiorC4MGDMX78eACAs7MznJyc4OXlhddeew35+flYt24dQkNDsWHDBnTu3Nmg12zRxLXC5NMctGjiauoQyITMof5zbhbizSX/w70SzQPPOdrLceDjYHjWN8/3z/2MVZZC7YPXL8uzUV085en62MdX5Zz7jzfnc1j+0uMf1gJXHeUHSt8DNwuLH3i8fm2nCn/3zaEuq3JOReWvyvvfGOWvSE3e+wsLFXodb1AC2alTpwofl8lkcHV1RYsWLTBixAhp3GJVJSYmYsGCBRgxYgRmzJghrSs5ZswYjBkzptyxHTp0wEsvvYSVK1di48aNqFu3LnJych64pq7l0cXFpdLXzbqcD2dntUGxVzeZrPQXKOtyPh4jfycrY071/3duPu6VaCpcLuTevUKkZV3Dvbvm9f6pjLHKknO18h4P3fO1y7z+o46vyjn3H2/O57D8xil/3u0ijPys8rUjk8Y/2E1uDmWpyjkVlb8q739jlL8sY9z7i4oeb26JjkEJZGJioiGnP5avv/4aMTExmDJlCsaOHfvI4xUKBby9vXHhwgUAwFNPPYX//ve/UKvVUCj+za4vXLgAhUIBLy+vSq8lBEz+IV0Zc47NlpiqC9cc6l/3+pUtF2IOMT4uY5XlUde4/3Ue5zX1PaeispjrOSz/w4+vyjkVxZVf9PC1I/OLVGjk4vzAdaozLmOd87B60ef9b4zyV/WYqtL3uma9F3ZqairmzZuHjz76CKGhoQ88v2jRInh5eWH48OHSYyqVChkZGdL4zN69e2P16tU4fPgwevXqJR23b98+9OzZs1xSSaSPqu74YE3jBonIeljL2pFkHHolkJcvX67yC1W2a01lhBCIjo7GM888g0GDBuHatWvlnnd2doYQAjExMdBoNOjZsyeUSiU+++wzXLt2DUuXLgUAPP3003jhhRcwd+5cxMbGokmTJkhKSkJmZiYWLFhQ5fKQeTPG4rNV2fGB24wREZE10CuB7NOnT5X2tZbJZEhPT9frnMuXLyMzMxMA0KNHjweej4iIQFRUFNzd3fH1119j6dKlkMlk8Pf3x1dffVVufGZcXBwWL16MyMhIKJVK+Pn5ISEhAW3bttW7LGT+jL30hT7f2rnNmHVhazIR2Sq9u7AfZ+Z1dfD09JR2m3mYsLAwhIWFPfSY2rVrY+7cuZg7d251hWd0lS0myw+qB1V18VljJgPsKrJ8bE0mIlumVwI5dOjQmoqDHsLaPqiqkqhV5Rx9Fp819/9jfoEwP2xNJiJbplcCGRsbW1Nx0ENY0wdVVRI1YyR35vx/bO7Jra1jazIR2aJqm4Wdl5eHM2fOQKlUwsXFBe3atUP9+vWr6/IE6/igqkqiZszkzhz/j805uSUiIttkcAJ56dIlzJ49+4F9qWUyGQYMGICPP/4Ybm5uhr4MWZmqJGrmmNwZk62Xn4iIzIdBCeSNGzcwYsQIXLt27YHJNUII/PTTTzh79iy++eYbs90SkAzDWajmyRjLGBERke0yKIH84osvcPXqVQBAQEAA2rdvj1q1auHmzZs4ceIEzp8/j8zMTKxbtw4RERHVEjA9vppO7jg2zzwZexkjIiKyPQYlkP/73/8gk8kwderUCneKiY+Px9q1a7Fnzx4mkEZm6xNPbFlVlzEiIiJ6XHaGnHzlyhXY29tj5MiRFT4fHh4OuVyOS5cuGfIyVAVlkwi7Wi7SH5ljbag02kq7N6tCNzZP+lPJZvBkXA/UC+uGiIiqiUEtkHZ2dlCr1VCpVLC3r2C9PSMtOk6V02fiBcfNERER0eMwKIFs0aIFzpw5g4ULF2LmzJlwcHCQnlOpVIiNjYVGo0Hz5s0NjZNqGMfNkTlPiDLn2IiIbJFBCWRgYCDS09OxZcsW7N27F+3atUO9evWQn5+PtLQ03LlzBzKZDIMGDaqueKmGcNycbTPnCVFVXXyerelERDXHoARy1KhR2Lt3L06dOoX8/HwcOnRIek7XfR0QEIBRo0YZFiUZjT7b/5H1MOaEKH1bE/WNja3pREQ1z6AE0sHBARs2bMCnn36KrVu3orCwUHqudu3aePXVVzFp0qRyXdtEZL5qerFyQ1o6Hzc2tqYTEdU8vRPIwsLCcouCOzk5Ydq0afjwww9x/vx5FBQUwMXFBS1atIBczhmfRPQvU29LCbA1nYioOuidQHbv3h19+/ZFUFAQevbsCTu70pWA5HI5WrVqVe0BEpH14baMRESWTe8Esri4GLt378bu3btRv359BAYGIigoCP7+/jURHxERERGZGb0XEq9Xrx6EEBBC4MaNG0hKSsKrr76KgQMHYu3atcjJyamJOImIiIjITOidQKampmLjxo0YNWoUPD09pWQyKysLy5YtQ//+/fHGG29gy5YtKCgoqImYiYiIiMiE9O7CtrOzQ+fOndG5c2dMnz4dGRkZSElJQUpKCjIyMiCEwIkTJ/Dbb78hOjoavXv3RlBQEPr161cT8RMRERGRkRm0jA8A+Pr6wtfXFxEREcjJycHevXtx4MABnDhxAiqVCj///DNSUlKQnp5eHfESERERkYnp3YX9MJ6enggNDUVMTAymTJmCRo0aAeCe2ERERETWxOAWSJ2MjAzs3bsXe/fuxdmzZwH8mzi6uLhU18sQERERkYkZlEAeP35cGv+om32tSxrt7e3Rq1cvBAcHo3fv3gYHSkRERETmQe8E8sCBA0hJScH+/ftx8+ZNAOW7qAMCAhAUFITAwEC4urpWW6DGUrYsRUVFJozkX8V3i6BV3wPkxeUWXxaaEmjV91B8twhFRQqDzqns+KqcU51x2XpZWH7bLr81lYXlt+3yV2dZbKX8ZclkQGGhAkVFhaipUYFlc57HGXooE3oOUPT19YVMJit3cS8vLwQFBSEoKAheXl76XM7sXL16FR4eHqYOg4iIiMgk8vLypHkslalSF7YQAvXq1cPAgQMRHByMZ555pkoBEhEREZHl0TuB7N+/P4KDg9GrVy8oFBU3tVoyd3d35OXlAQCcnZ0hk8lMHBERERFRzRJCSN3Y7u7ujzxe7y5sIiIiIrJt1boOJBERERFZPyaQRERERKQXJpBERERWiCPUqCYxgbRCvGkQEdm2tLQ07NixAyUlJaYOhawUE0grotFoAAAymQxardbE0ZCx3b17F5s2bcKSJUuQnJwsrSZAtkepVEKtVps6DDKRo0eP4pVXXoEQAvb21bZjMVE5TCCtRFFREcaNG4ctW7YAAOzs7JhE2hClUolhw4Zh27ZtOHToEGJiYhAdHY2CggJTh0ZGlpaWhpEjR+LQoUNMIm3Q0aNH8fbbb+ODDz5ASEiIqcMhK8avJlZi8+bN+OWXX3D58mU4ODggODhYSiLt7Pg9wZqpVCqEhYXBx8cHsbGx0Gq1+PXXX/HOO+9gyJAh6Nevn6lDJCMQQkAmk2Hr1q3IyMjAokWLYG9vj+eeew5yudzU4ZERHDt2DG+//TYmTZqEsLAwAKjwM4CfC1Qd+BtkJf755x80a9YMtWrVwvLly/Hdd98BYEukLTh9+jQ0Gg0mT54MJycnKBQKdOrUCW3atIGzszPu3Llj6hDJCHSbHmRnZyM4OBiNGjXC9OnTkZqaynFwNuDs2bN488038d5772Hs2LEQQqCkpAR2dnYoKChAdnY2/vzzT9y6dQt2dnYcK08GYwJp4YQQUKvVuHz5MsLDwzFv3jy4uLhgxYoVTCJtxO3bt5GWloZr164BABQKBerUqYP8/HzEx8ejf//+GDduHH744QcTR0o1TaVSQavVom/fvoiOjpaSyCNHjjCJtHLXrl2Dk5MTzp49C5VKBZlMBnt7e5w7dw7jx4/H6NGj8cYbb2DIkCE4fvw4x8qTwZhAWjiZTAaFQoH27dvD0dER7dq1w4cffsgk0oY0bNgQTZo0wfr163HgwAFcvHgRISEhcHd3x5AhQzBz5kz89ddfWLlyJVJTU00dLtUQrVYLe3t7eHh44IknnkCzZs2wcOFCeHh4PJBElm194n3BOnTp0gXLly/HwYMHMXnyZABATk4Oxo0bh+bNmyMqKgpTp05FgwYNMGHCBOTk5LAbmwzCrQwtkFarhVarhUajgaOjI4DSb59169aFk5MTACA1NRVLlizBnTt3MHHiRAQHB0vnZ2dno1mzZiaJnapP2XFMq1evxg8//IDs7Gx4e3ujuLgYiYmJcHd3h0wmQ2ZmJv7zn/9g2LBhmDlzpokjp+qiVCoBlLY66+4FutUYdOMez549i+nTpyMvLw8xMTHo2rUrFAoFgNL7RsOGDU0QOVUXjUYj1bVWq8X//d//ISoqCh07dkTbtm2hVqsREREh1fmhQ4fw/vvvIywsDOPHj5fGzhLpi18/LIxSqcT06dMxcuRIjB07FosWLUJBQQEaNmwIJycn6cOjW7duiIqKgouLS7kxkcuWLUNsbKz0wUOWpbi4GL/++iuA0lZl3SzbCRMm4PPPP8ePP/4If39/dOzYUUoMSkpK0LJlS3Tr1g1ZWVnS7whZtpMnT2L8+PEYPnw4+vbti0WLFuHkyZOQy+WQy+VSy2KrVq2wYMECeHh4YMaMGTh+/DhKSkowfPhwTJw40cSloKo6c+YM/v77b8jlcuk9bWdnh549e2LJkiX4448/sG7dOrRp0wYKhUJqdX722Wfh7OyMe/fuAQCTR6oyJpAWpLCwEEOHDkV+fj569OiB5s2b49tvv8WoUaOwb98+qFSqcjeTbt264YMPPkC9evWwdu1ajBs3DmvXrsW7776LOnXqmLg0pC+VSoU33ngDc+bMQUpKCoDSliddEunp6YmmTZtCpVLh5s2bUCqVkMlkUuuESqWCt7c3u62swOnTpxEaGgp/f3+Eh4dj8ODB2LNnD6ZMmYKffvoJQPlhK61atcL8+fPRpEkTTJ8+HSEhISgoKMDGjRtNWQyqotzcXAwdOhRBQUE4c+bMA0lkjx49EB0djaFDh2LAgAEA/k0U8/Pz0aBBA3h5eZksfrISgiyCVqsVsbGxIiwsTKhUKiGEECUlJeL06dPipZdeEj169BDbt28X9+7dk57TOXnypPD39xedOnUSZ86cMUn8ZLjc3FzRvXt30a5dOzFo0CCxf/9+6TmNRiP9vGLFCuHr6ysSEhJETk6OyM/PF3FxcaJTp07i3LlzpgidqpFKpRITJ04UM2fOLPf4vn37xJtvvil8fX3Fzp07pcfL/m78/fffwsfHR7z22mvSfUStVhsncKo2WVlZonv37qJv376iQ4cO4o8//hBClL/vl63369evCyGEuHLlihg/frwICQkpdyxRVbApwkLIZDJcuHAB9erVk8ayyOVy+Pv7Y9OmTXBzc8PSpUtx8OBBaLVayOVyqcvi6NGjkMvlSE5Ohq+vrymLQQb4+++/4e7ujqSkJOTl5SEuLg779+8HUNrqoGuBiIiIwIABA7B48WKEhIRgzJgx2LFjB9avX4+WLVuasghUDYQQuHTpEjw8PACUtiwDQJ8+fTB58mT06NED06ZNw969ewGgXItzXFwcWrZsiaSkJCgUCpSUlHCnEgv0+++/w83NDR9//DG8vLzw1ltv4c8//3ygJRIovW/MmjUL/fr1Q3h4OPLz87F58+ZyxxJVBRNICyD+/3pezs7OuHXrVrnxi1qtFm5ubti4caM08zo/Px9AadL5zTffYOXKldi4cSNatWplohJQdVAoFHBycsLTTz+N9evX48qVK+WSSLlcLnVnx8fHY+HChRg9ejRCQkKwadMmtGnTxpThUzVxcHCAi4sLjhw5Iv1bN7s6ICAAEyZMQEBAAJYtW4aMjAzpvDlz5uDkyZPYsWMH7O3tmTxaMLVaDblcjh49eiAyMhKenp7lksiyM+tdXV3Rt29f9O/fH6NHj0ZycrL05YELzJNBTNwCSnrYsWOH8PHxkbqndF0Uur/T09PFs88+K2JiYqRz9u7dKzIzM40fLFW7c+fOleuazMjIEB06dBCBgYFi37590uO6YQxkfbRarRBCiKSkJNG9e3eRkJAgPVe2K3r37t2iS5cuYsOGDdJjFy9elI5ht7Xl++2336SfDxw4IIKCgkTHjh2l7mzdEIWKsPuaqgNbIC3Iyy+/jIEDB2LmzJk4fvx4ua0KhRBo3bo1goODcfr0aamVsl+/fnjqqadMHDlVh5YtW0oD4tVqNXx8fLBp0ybk5uaWa4l0cHDAjh07kJmZCQDcccKK6CZCBAYGwsvLC8nJydi1axcASK2KADBw4EB07dpVWn1BCIGmTZvC3t4eGo2GLY8WTPd+DggIkH5+/vnnMWXKFKkl8o8//pBaGWNiYpCWllbuGmx5pOrABNKCyOVyjB49Gn5+fhg7dixOnDghJY+62baenp5QKpW8QVgpBwcHAKXd2RqNBj4+PkhOTpaSyNTUVCxfvhwfffSRNFaWy3RYF92wlbi4OGg0GsTHx2Pnzp0ASpNI3fIsTZs2lcZJlv0d4L3BsunqUiaTldtNpmwSOXr0aPz555+YNGkSfvnlF/j5+ZkyZLJSTCDNTHFxMa5cuVLp8+3bt0dkZCRat26NMWPGYPfu3bh79670/OXLl9GsWTMmDRbqUfVflm4QvK+vL5KTk3H9+nWEhYVh/fr12Lp1K5fpsFK6CVONGzdGcnIytFot4uPjsXr1agCQFhRPS0tDo0aNTBkqGUHZfa2ff/55TJ06FU2bNsWwYcOQnZ2N7777Tmp5JqpO3InGjGi1WrzzzjtIS0vD119//cBuMaLMjgGnTp1CQkICfv75Z/Tr1w8NGzaERqPBrl27sGnTJs62tkCPqv/K6HaimDFjBlJSUpCUlMQJU1ai7C4jQPl7gO653NxczJgxAxkZGXBxcUGbNm1w6dIlFBQUYOfOnbC3t+duIxbqYfX/sGODg4Ph5OSE5ORkTpiiGsME0oyUlJRg//79iIuLg4ODA1asWIHmzZuXO6bsDUSlUmHXrl3Yt28fbt26hWbNmmH06NFo3bq1CaInQz1O/Vfmk08+wfr167F582bOtrYSuvf6vXv3kJ6ejmeeeabc48C/ScOdO3dw7NgxpKSkwM7ODg0bNkRERASTBwv2OPV/P61Wi9GjRyM3Nxe7du3iUk1Uo5hAmhm1Wo1ffvkF8+bNg7OzM1auXPnIJEKlUsHBwQFqtVoa90aWqSr1f+HCBYwaNQqrVq2Cv7+/cQKlGqVLDIUQCA8PR15eHqKiotC9e3cA5ZOIsnuiV3Ydsiz61H9ZaWlpWLduHRYtWsTkkWocx0CaCd3sSYVCgV69emH27NkoKipCREQELly48NBzdUkjk0fLZUj9N2/eHLt372byaCV06/PdvXsX6enpEELgypUrWLVqlbT2o0wmk8a96ZLHitoCmDxaHn3rvyw/Pz988sknTB7JKNgCaWa2bduGLl264Mknn8SBAwcwd+7cx26JIsunb/3rWiI4xs066OpRqVRi2LBh8PPzQ+3ataFSqfD9998jICAAkyZNQrdu3codT9aB9U+WhAmkGTl48CDGjRuHV155BREREfDw8GASaUNY/wSUdl9GRUUhJycHiYmJ0tJNu3btwqxZs+Dj44PIyEh07doVAJMIa8P6J0vBLmwz8vzzzyMqKgpbt27FihUrkJub+0B3ZnZ2tqnDpBrC+icAKCoqwj///AMfHx9pm0IhBF5++WXMnz8fv//+O5YvX45Dhw4B4Dqf1ob1T5aCCaQJCCEeWJNLNwZuzJgxmDJlCrZu3YqVK1eWSyJUKhVGjhyJixcvmiJsqiasfypLV/c6devWhZubG44cOQKlUimt4SeEwKBBg/Diiy/i7Nmz+PLLL3H8+HETRU3VhfVPlooJpBHpbhS6XWMA4NNPP0VWVla5hV7DwsKklqhVq1bhypUr6NWrFz788EO4ubnxG6eFYv1TRezt7VFUVIRPP/0Uly5dAlC6BalSqcTixYuRn58Pe3t7aLVaCCHg6uqK3r1749SpU/jmm2+k5IIsE+ufLFa17qxNlSooKBD9+/cXq1atkh47fPiwaN++vQgMDBQXL14UQpTf5P6TTz4Rvr6+IiYmRnq+sLDQuIFTtWD908Ps2bNH+Pj4iClTpoibN28KIYT4+OOPRefOncWcOXNEQUGBEEKI4uJiMWnSJJGXlyeSkpKEj4+PyMrKMmHkVB1Y/2SJ2AJpBEqlEsHBwbh27RqWL1+OL774AgDQrVs3TJ06FSqVCuPHj8fFixchl8ullqqXX34Z7u7u2LhxIzZs2ACNRgNnZ2dTFoWqgPVPj9KrVy9ER0fj559/xty5c1FQUIC5c+eiT58++P777xESEoL58+fj9ddfR1ZWFurXr4+WLVvCy8uLS/VYAdY/WSIuElXDtFotZs+ejWeffRYTJkzA2rVrERcXB41Gg/DwcIwYMQIA8OWXXyI8PBxr1qyRtrBzcnJCSEgInnrqKbRt25Y3CgvE+qf76RaJLrsAuKOjI4KDg6HVajF//nwAwPz58xEbG4u2bdtiz549+PXXX+Hr64tFixbBzs4OBw4cgIuLC1xcXExZHNIT65+shqmbQG3BP//8I/187tw5MXXqVOHj4yPWrFkjPZ6cnCz69OkjXnzxRXHu3DlRVFQkli1bJkJDQ4VarTZF2FRNWP90v6KiIhEZGSkOHTpU7vF79+6JzZs3i7Zt24rJkyeLGzduCCGEUKlUoqCgQNy4cUNs375dfPTRR6JTp07izJkzpgifDMT6J2vAFkgjePLJJ6WfW7ZsiXHjxgEA4uPjAUBqibKzs8NXX32FQYMGwdvbG1evXsWGDRu4m4CFY/2TuG+tvtTUVBw8eBDZ2dlwcHBAp06dAAAODg4YPHgwrl69ilWrVqFOnToICwtD06ZNoVAosGLFCiQlJaFDhw5ITEyEj4+PqYpEemD9kzXiQuImcv78eXz++efYsWMHJk+eLCUVR48exbFjx3D79m0MHz4cLVq0MHGkVBNY/7ahuLgYTk5O0r/LJhI7duzAmjVrUKtWLUyfPh2dO3eWjjtx4gQmTZqE69evIzw8HJGRkQCA27dvAygd3uDo6Gi8glCVsP7JmjGBNKGyScTChQsxZMgQ6bmy42PIOrH+rVtaWhpWrFiBgQMHIjAwUPrAV6vV0r7127dvx5o1a+Ds7Ixp06ahS5cuAID09HTs2bMH/fv3h6+vL1uhLRDrn6wdE0gTy8zMxJw5c+Dm5obFixdDoVBALpdzeyobwfq3ToWFhQgPD8exY8cAAP7+/ujatSvGjh2LOnXqlPtysG3bNnz22WdQKBSIjIxEu3btMG/ePNSpUwdLliwBULqGKJMIy8H6J1vAJg4T0Wq1AErHxPn5+eHy5ctS8gBweyprx/q3bs7OzvDx8UHr1q2xZcsWeHt744cffkBgYCDi4uLw+++/S8cOGzYM77zzDuzt7TFx4kS8+uqryM3NxYIFC6RjmDxYFtY/2QL+VprI9evX0ahRIwClXRqNGzdGSUkJl2qxEax/66VrPQ4PD8f27dtx+vRpxMbG4sqVK0hISEBGRgbWrVuHN998E23btkVQUBCGDh0KPz8/pKeno6ioCMOHD5fWBGXyYFlY/2Qr2IVtAkePHsWECRPQtm1bODo64uTJk0hMTISvr6+pQyMjYP1bP61Wi5KSEsyfPx/nz5/H8uXLUb9+fQDAF198gbi4OHh7e+PWrVto0aIF3nrrLbRv3x4eHh7SNXTrBZLlYf2TLWAXtgk0btwYwcHBqFWrFry8vLB582YmDzaE9W/97Ozs4ODggJdeegnHjx/HyZMnAQB79uxBXFwcoqOjsXbtWsyZMwdFRUWYOHGiNN5N952eyYPlYv2TLWALpAlpNBrIZDLOtrVRrH/b8N5770GhUKBz586YPXs2PvjgA4wZM6bcONfdu3djwIABTBqsEOufrBUTSCKiGpScnIzY2FgIITB9+nS8/vrrUqJw/xg3dltaH9Y/WSsmkERENSw0NBQFBQXYtm2bqUMhE2D9kzVi3xkRUQ3RfT9/4YUXcPv2bZw4caLc42TdWP9kzZhAEhHVEN04t379+uHOnTtISUkp9zhZN9Y/WTMmkERENczT0xOhoaFYt24d0tPTTR0OGRnrn6wRVyglIjKCAQMG4PTp0/Dx8TF1KGQCrH+yNpxEQ0RkJLpdSjjb1jax/smaMIEkIjIiXRJBton1T9aCCSQRERER6YWTaIiIiIhIL0wgiYiIiEgvTCCJiIiISC9MIImIiIhIL0wgiYiIiEgvTCCJiIiISC9MIImIiIhIL0wgiYiIiEgvTCCJiIiISC//DzLZlcIvwLg6AAAAAElFTkSuQmCC\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df.iloc[0: 40],**setup,width_adjuster_version='v0')\n", + "mpf.plot(df.iloc[0: 80],**setup,width_adjuster_version='v0')\n", + "mpf.plot(df.iloc[0:150],**setup,width_adjuster_version='v0')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "---\n", + "\n", + "**Now let's see** the same three plots using the **new** algorithm:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df.iloc[0: 40],**setup)\n", + "mpf.plot(df.iloc[0: 80],**setup)\n", + "mpf.plot(df.iloc[0:150],**setup)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "I think **most will agree** that the new algorithm is a significant improvement.\n", + "\n", + "Here is the same comparison using ohlc bars:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=========\n", + " OLD \n", + "=========\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "setup = dict(type='ohlc',volume=True, mav=(7,15,22))\n", + "print('''=========\n", + " OLD \n", + "=========''')\n", + "mpf.plot(df.iloc[0: 40],**setup,width_adjuster_version='v0')\n", + "mpf.plot(df.iloc[0: 80],**setup,width_adjuster_version='v0')\n", + "mpf.plot(df.iloc[0:150],**setup,width_adjuster_version='v0')\n", + "print('=====================================================================')\n", + "print('''=========\n", + " NEW \n", + "=========''')\n", + "\n", + "mpf.plot(df.iloc[0: 40],**setup)\n", + "mpf.plot(df.iloc[0: 80],**setup)\n", + "mpf.plot(df.iloc[0:150],**setup)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "That's all well and good. But suppose we want to just tweak the results a little bit: make the candles or ohlc ticks or volume bars just a little bit thinner or thicker. In order to do that, we need to understand that the algorithm cares about the widths of four main things (as we have been implying), and those are:\n", + "- candles\n", + "- ohlc open/close ticks\n", + "- volume bars\n", + "- lines (mav lines, and `plot(data,type='line')` lines)\n", + "\n", + "The first three of the above four items is divided into two parts: (1) the width of the item itself, and (2) the width of its edge and/or associated lines (for example, the edge of the candles, and their wicks). More on these two parts later. For now let's focus on the four _main_ things, and how we can tweak the widths generated by the algorithm.\n", + "\n", + "We saw above that we can choose which algorithm to use via kwarg `width_adjuster_version`.\n", + "\n", + "Each \"width adjuster\" algorithm generates a \"width configuration\" that consists of the above three mentioned items (candles,ohlc,volume). To modify the width that comes out of the algorithm, we use kwarg **` scale_width_adjustment `**.\n", + "\n", + "We set **` scale_width_adjustment `** equal to a `dict()` containing one or more of the four keywords `candle`, `ohlc`, `volume`, or `lines`, where the *value* for each keyword is a number ***greater than*** or ***less than 1.0*** depending whether we want that object to be thicker or thinner.\n", + "\n", + "\n", + "**For example, suppose we want our volume bars narrower, but our candlesticks thicker:**" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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VyJfEeFEHeFkHOEoVcqTKbxcQdcdMmEQjEb5ds5a8vM2pcwOBAGNGj0IrjdPpora2usNjWzJhtehqob/Wmvd0mH/pempJAjAVDz8ziihT6Y2yxGJRdvvR5lGofdmXy7mc78e/T8k9Pooe0AR+Fqfh7BiJURZuZXCyKmE37eVuq5a1mFxlbeQoVcgPVP6QqL0ihBBCiKFFAhCxVUhVVvcwxebhax3jWauRD4nwmG4ghsVxFPY6CAHIy8trF4C0cLncfLjim34XGvxKR3nIqmcVcQAqsPNzo5hdlKdvT7gLW45CfclXnMypTI1P5bymczjKPIqCe13kP+Ak8OM49efESGxvMVl5mG+M4AFdx1s6xGO6gY90mNONUkakGRQJIYQQQrQlqW/EVmcH5WKOrZzTVAkKeEY38ZCu73SaVH+43G78/jwKC4s5d+4lFBYW4/fndRt8VGuTW5LVXGttYhVxfBj8XBUx3xiRseCjrZZRqJbLR86POJqj+fKRSoLfj6MSivwHXYw+II/y8704vjTwKoPTjVLOMcrIx+Ab4vzB2sCHOpzx9gkhhBBi2yUjIGKrtZ/hx27BUl3LCzqAiWYmxRgZmlbUm1oqYW01p7xtIgHYgINUHj9UBfiyUAwwMslk0+1h6j+LUniDG/+TDvL+7cT/qIPQD0zqz40xdbKXHQwX91p1fECY26waLjYqJEuWEEIIITJCRkDEkBOLRgkGA+1S/cai0U7vu7fhZ7ZRig14RQf5h67DytBISHcsrVlmBfittZ7nm4OPaXj5ozGCnxnFWQk+2opPsKi6OczaZQGajo+DAf6nnYz6QR7DTvNR+l8nZxml7Km8mGhusKqo0YmstlkIIYQQWwcZARmCAoEAAHabQSJptf69tYhFo13WEekq1W93Vcj3UD7shuJvVjVv6CAJNL+gZMDSza7Vce62avmmeZ3HWJz81ChiJ5VeHZSBYO5oUb04TP1cg8JbXOQ/5MT3kgPfSw7CM0zmnGOndu/1fK1i/NWq4lJjWK+rpzus/zEicgwxYwr1zkuI2XYb4GcjhBBCiKFAApAhxGF34PZ4GDN6VIfb3B7PgNWp6KvepKjtypYBxpZ1RDpL9dubKuRTlZdzjHJusqp5W4dIoDlDl/b3KXbedm3xhG7ked2EBeRh8FNVxF7Kl7FpXwMlMdqiZkGE+vOiFN7qJv8+J943HYx+08HNw3fi5UMaeemQBu7Yu4azPWW9DN4sDN2AL/kcvshzhGzfp855CXHb1IF+OkIIIYTIYRKADCEut5sPlq/CTJiEQ0H23WMib72/Em8vMzANNIfd0esUtV3pKcBo0TbVb2/T/E5WHs4zyrjBquZ9HSZhVbNQF/TqsT1ZoSPcY9VRQ2qa0n7Kz/GqMK2CiNmQHK6pnReh4ZwoBXe4yL/PiXOjjcPvKebwe4oJ+5Ks/l6EwkMV4YMT6JKug0vTGM8a73sUmYvJN+/Bl3wWX+RZQrYfUOe8lLhtyiA+MyGEEELkCglAhhiX240LNy0noH1+Pz5fx3Sx2eByp5eidjBMUB4uMMpZYlXxkY5wyvrP2c3yMF15GU3fi+816SQP6nre0SEglVb3ZKOEnXNwulVfJEs1dZdGqbsoivt9G74XHNhfsONfbWfSM354BrShiU5PwiXA9C62Y4ykxvUX6h0XUBRfRH7iXnzJZ/BFniFoO5J65yXEbbsM6nMTQgghRHZJACIyqiVAauHz+fH7ex8gdTWK0jKC0nYUpCexWIy/3bSYs+bMbVdt/TvKzYVGBTdb1WxKmjyLybO6iXLsTLXb8X1nhy63aaGp1QmqMFmjTZ7WjYSwsAFHqAKOUAU4cny6VZ/YIbp3kujeSbgcXvxflMoXLPZ9MZ/JH/jwvGOH42D43n5qrogQ3yXZ6WaSxnbUuBfRYF1AYXwx+Yn78Cefwh95ikbHLGqc10Ifq9YLIYQQYmiSb/whyuFwcuWVV+Jw9P2sfbZ1t8i8ZRSlobG+0xEUM9hzABKLxTDNOKFQkBsWL+TnJ56a2obD2RqI7KBc/Mk2ksYSO/+p3sSHOkIVCZ53JJj+/L84P7CeA3UReYaN9Yk4a6Jh9nzpUS5215O06tvtb0dcnGIUM0INrf9FVwFad3bZyc3XOzRw/uyvKa21c80jo9nppjw8b9vZ7kg/gR+b1P0mQnJ451OzEsZoatyLabDmUhRfRF7iPgrMpditNWxy/x2t/Jl8ikIIIYTIQZKGd4hyuVzMmzev1weOg83hcHLu3Es6BEgti8xbFpfP2GMiUyeMZrdJ27em0nW53fh8qQPRlhGUvkzf+ttNi5k6YXSHffztpsXt7mdXiumePE63lXKdsR3nGGVMSzhJBEOstUz+0VTFTQ0beSxYy38TEbw7jCWpwINiDE6mKy+nqRJ+Y1QMueADwDTj3LB4IaYZ79PjjlEF7Km81JQkuGj2N1R9FqfxlBgoyH/Eyej98yla5EZ1U78wYYym2n09G93/IkkevuQLjIgchc3alOazEkIIIUSukxEQMSC6KtLX3yxWfXHWnLnMOnNOx3Uo3YwWOZRiKl52NJMsnrYbT6xdxYeYKGC43UmxaXHyYd/n2QeepNyX39r2bZFSil9QSp3exFfEuM62jtnXFNN4SoySqz34XnZQvNhN/v1O6n4TJdBcZ6QzEfv32OB5huHRn+K2PmJk5DA2eh7BNHYa3CclhBBCiEEjIyAiJ3U1gtIbLpcLvz+v4yhKL0eLrFiMfRw+LikexW+KR3FyfgXfc/oJfPwpPoxtOvho4VCK2UYpDhTvRgN8bkUxx1tU/iPEhnuCxL+TxL7JoPzXXrb7QR6eV+zQRcKsuG0S6zzPEzMm4tBrGBk+HHfy7cF9QkIIIYQYNBKAiEHVdpF5TU0VNTVV1NZWd0jT2zKCkq0pZoFAoMNFtFek7ByqUgkGHrHqW+u9RA5IsPa5AFXXhkmUWrhW2hhxsp/hJ/hwfdx5WuKkMZINnqcJ2/bHRj3DIz/Cl/jPoD0XIYQQQgweCUDEoGpZZP7RZ2vaXbqqYj6QYrEY8+bNIxbbXFW9bbHH4qLC1suY0aNyqthjrviBUUCeYWM1cT6gzaIPOwROjLPm9Sbq5kaxvBrvmw62+2Ee5Wd7sX/T8aPHUgVsdD9EwP5TDGJURH9BQfyWQXw2QgghhBgMsgZEDLotU/Vmi2nGmT9/PsedMAunMzXS0rbY45ZypZZJLvEqg5Pyy7mlfiOPWg1MNbztqqRrP9RfGKXp5BhFS1IV1vOecOJ/xkHTSXHqz4+SLG0zN0s5qXL9jYTajiJzEaXx32LX66h1/hGUnC8RQgghtgbyjS62ObFolGAwQCjYnAo4GCQYDLTLwuX353W4SPDRuR/llVKMjU0keFMHO71PskxTc1WEtcsCBH8YRyUUBXe5GL1fPnn3b7HORynqXJdT5VqMxqDQvJny2Jmg+5atSwghhBC5SQIQMSRprbEsC8uyWtce9EZLGuCpE0azb3Oa3n07SQUses+pDH5kFALwuG4kpq0u72uOtdh0S5h1TwSI7GNihBTll3jJv7tjsoGA4zQq3fdg4SYv8S+GR3+O0rIWRwghhBjqJAARQ0pvF7F3pW0a4NKycioqKigtK6ekpIx4PNanSuvbspZRpLq6Gi677DLGN0QYoe00kuSFXgQJsalJNjwYovaSCABlv/eSd1/HICRsP4KNnkdJUog3+TIjIkdjs6oz/nyEEEIIMXhkDYgYUloWsZsJs12dj8KCoj5NkVJKYRgGhqHQaKxuztqL9lpGkeLxzYv3r732WioOO4gJty3iWd3I/tpPnuo841UrBQ3nxFAJKL7OQ/mlXrBB4Oftp1pFbXuz3vsMIyI/bq4VcjgbPP8iYYwdiKcnhBBCiAEmIyBiyGlZo9G2zkdnwUc6tURE1zobRSopLWPT88vYIWkniuYp3djr7dVfEKPugtTUt7LfePA/0nEkyzR2Zp3nOeLGzjj0akZGDseZ/Dhjz0kIIYQQg0cCEDFk9RRgdFdLpO0akr6uIxkKenp+sWiUUKh5EX6o/SL83to8irS5OONRpheAV3SAGp3o9bbqL4xSf04UpRXlF3rxP9oxCEka27He8zQRYy/supqRkR/iSbzapzYLIYQQIvtkCpYYsloCjL5ou4ZkS71dR5LLevP8tpxCNaN5Mb7T6Uq7Hsv22s5uePiQCP/RDcxSpb17oIK630QhCUW3uCm/wIu2hQkd3X5NjqWK2Oh5lIroLHzJZxge/QmbXLcSchzb7zYLIYQQYnANiRGQu+66i8mTJzN37twOty1btoyZM2cybdo0dtttN04++WTeeeeddveprKzkggsuYPr06UyZMoWZM2fy4YcfDlbzRQ5pWwjxrfdXAvDW+yuzVgwx09o+vzebn9+bWzy/dlOoSsspLe18EX4sFmPJomvbFWrsjeOMIhTwtg6xti+pcxXUXRal4YwoylJUnOfF93THgFArD5Xuf9BkPwWFSXnsVzisL/rURiGEEEJkT04HIA0NDZx11lksXbq002k0L774ImeffTZ77rknjzzyCPfeey9Op5NZs2bxv//9D4B4PM4vfvEL1q5dy9KlS3n44YcZO3Ysp59+OmvXrh3spyRyQOsaEn/zGhK/f6uq89Hy/AoLizl37iUUFhZ3+vw6m0LVlmnGuWHxQkyzb/U3hisH31V+NPAvq75vjVdQe3mUhtNjqKSiYo4X77OdjEopO9Wu6wnaj8UgRnn0HNDJvu1LCCGEEFmR0wHIk08+STgc5rHHHqOgoKDD7U899RT77rsvF1xwAWPHjmXSpElcffXVmKbJa6+9BsDTTz/NqlWr+POf/8yUKVMYP3488+fPJz8/n9tvv32wn5IQg6a7NTAD7ShVgBPFp0T5XPextoqC2nkRGk+OoRKKYXO8uP+vk4xaSlHt+hNJVYrbep9C86bMNF4IIYQQAyqnA5D999+fO++8k5KSkk5vX7x4MX//+9/bXddyJtduTy1vef311xkzZgzjxo1rvY/dbmffffdtDVKE2Bb1t5hjbxQpO4eoPAD+adWR6Ov2FdRcFaHp+Dgqrhg2y49zZcePK0uVUu26LrXP+DUyFUsIIYQYAnI6ABk1ahQ2Ww+1BNqorKzkqquuYuTIkRx99NEArF69mlGjRnW475gxY9i4cSORSCRj7RViKEi3mGNv/UAVUISN9Zg8p5v6vgEDqv8UJnSQiS2gGH6yH/vajh9ZIfvRMhVLCCGEGEK2iixYL7/8Mueffz6xWIwZM2bwz3/+k6KiIgBCoRDbbbddh8f4m+f/BwIBPB5Pp9tVKnXJRS3tytX2DQVt+3Bb6ke3x81HK7+hoaGeffeYyFvvr8Tn9+OwO9qtE+mqf1p/76TP2t7XqwxOopgbrGqe0A3sgZdhqo8BjhOq/hZi+M/8uD+0M/wkHxseDWKVtB9RqXH9CU/y9dRUrMRNNDrP69t+skTex+mTPkyf9GH6pA/TJ32Yvmz2YV/3uVUEIHvttRePPfYY69at49Zbb2XmzJncc889jBgxIq3tjh1RiM/ny1ArB8bYEYXZbsKQFQikRte2H15IXl5ellsz+GKxIq688kp2nzyu03UiLf0zdkT7/mm53mYoDEO1/t7ZfcdRyCfVcV4JN/KgvZHFFTtg9OeT8XlgP3B+YWP7MwrgJcDf9g6F0HQLbPgJJfFrKBnxU3Dt3Pf9ZIm8j9MnfZg+6cP0SR+mT/owfdnow1CobycYt4oAxOv1Mm7cOMaNG8f06dM56KCDuO2225g3bx55eXmEQqEOjwkEAiilyM/P73K7qzc04PWaXd6eTUqlXmCrNzSwldXQGzShUACAbzY24GvaNqftnHLGBayviQAdpyIGg6n+Wb2hAb8/2eH6pKXRaGyGImnpTu8LcLTO410CLI+FuHvdOvY3+hfs2e9WjDgmD/u7BuEfmlTeFYJ2n3eHUG4/Fn/iUaLfnsIG7zOgej+FMxvkfZw+6cP0SR+mT/owfdKH6ctmH4bDHY+1uzNkAxDLsli2bBkjR45kwoQJrdd7PB5GjRrF119/DcC4ceP473//2+Hx33zzDSNHjsTdTepVrcn5N8FQaGOuauk36cPOddU/rb930med9WU+Nn6qirhL1/KwVc8UPBSqvn/0mCM1G+8JMuL4PLyvOii7yEvVonC7lWzVrVOx3iM/fjONznP7vJ9skNdg+qQP0yd9mD7pw/RJH6YvG33Y1/3l9CL07hiGwbXXXsuiRYvaXR+NRvn2228pLy8H4IADDmDt2rV89dVXrfeJx+O8/vrrHHjggYPaZiG2VTOUj51xEUFzf19rg7QRn2BRuTSI5dLk/ctJ8YL2JxBSWbH+AkBx/Goc1pdptVsIIYQQmZfTAUhDQwPV1dVUV1eTTCaJxWKtf0ejUebMmcNrr73GokWL+Prrr/nss8+4+OKLCQQCzJw5E4DDDjuMCRMm8Jvf/Ibly5ezatUqLrvsMkzT5Je//GWWn6HIJofDyZVXXonD4cx2U7Z6SilONkpwoPgvYf6rw/3eVnTvJJtuDKMNTdHf3BTc3n79Ssh+jGTFEkIIIXJYTk/BOvfcc3n33Xdb/66srOSll14CYMGCBRx33HEA3H333dx55534fD7Gjx/PP/7xD6ZNmwakan7ccccdLFiwgFmzZhGPx9ltt9245557GDZs2OA/KZEzXC4X8+bNY9V6mW86GCqUg6NVAf/SDdxn1bGz4car+ncOJPx9k+prIpRf6qXkGjfhg03McVbr7W2nYhWYQ2cqlhBCCLEtyOkA5J577unxPsceeyzHHntst/cpLS3luuuuy1SzhBD9dKjK510dYi0m/9L1nKw6LzLaG4ET43jetJP3hJOSqzxU/n3zAriWqVjDoqdREv8jcWMXIvYDMvAMhBBCCJGunJ6CJYTIjlg0SigUBCAUChIMBohFo2lv164UpxolKOBVHeRLnd42634bwXJpfC848Lze/nxKyH4MjfZTUZgMi56MK/lhWvsSQgghRGZIACKEaCcWjTJtyjhm7DERgBl7TGTqhNFMmzIuI0HI9srFISqVivcfVi1mGvPfEttpGmbHACiZ74FE+9trXH8haDsSgyDDoz/FYX3d730JIYQQIjMkABFCtGMmTKKRCN+uWUtdfQN19Q18u2Yt0UgEM5GZujg/UoWUYqOSBE/rxrS21XB2lES5hesLG/n/3CKhgLJT5b6DiLEvNl3D8Mhx2KyNae1PCCGEEOmRAEQI0am8vLx2l0xyKYOZRmr9x8s6QCKNURDtg9rLUoUUi//ixmhsX2ldKzeVnvuJGZNw6DUMjx6PkWbQI4QQQoj+kwBECJEVu+CmDDtBLJZ3Uom9L4LHmUSnJLDVGRQtcXW43VIFbHQ/gqlG47JWMixyAkqnt08hhBBC9I8EIEKITgUCgXaXTFNKMUP5AHjLCqa3MQNq56UCioI7XThWdfxoSxrD2Oj5N0lVisf6PyqivwSd6HA/IYQQQgwsCUCEEO047A7cHg9jRo+iuKiQ4qJCxowehdvjwWF3tN5Pa41lWViWhe7nFKp9lB8FfEKEpjQLBkanJwkcHUclFCV/9HR6H9PYgQ3uh7Hw40s+TVns10gRGCGEEGJwSQAihGjH5XbzwfJVvPn+SgDefH8lH322hg+Wr8LlduOwO3A6XdTWVlNTXcWmTZuoranG6XS1C1B6o0TZGY+bJPCODvV4/57UXdaclvdFB57XOi9zFLdNpdJ9DxoH+Yl/UBy/Ou39CiGEEKL3JAARQnTgcrvx+fwA+Hx+/P48XG53620frviGjz5bw1vNQcpb76/kwxXftN6nL1qnYek0p2HRPi1vaSdpeVtE7AewyXUrGkWReR1+85G09y2EEEKI3pEARAjRZy63G78/D5+/OUjx+/sVfADsrry4UKzFZI2Op922hrOjJCosnF/ayL/f2eX9Qo5jqXNeAUBZ7HycyZVp71sIIYQQPZMARAgxYGKxGEsWXUssFuvyPi5lMF15gcyMgmgf1F7adVrethoc5xO0HYVBmIroKZKeVwghhBgEEoAIIQaMaca5YfFCTLP7kY19VWok5W0dSqsmSIvgcSbRXRPY6g2Kru+YlreVUlS5bySudsKpv6Y8ejZoK+39CyGEEKJrEoAIIbJuJ1ytNUE+SbMmCAAG1LRJy+v62NblXbXKp9LzDyx8+JJPU2hen/7+hRBCCNElCUCEEFmnlGLf5sXob6ZbE6RZbI8kTSfEUElF+QVeVDdxjWnsTJXrBgCK41fjSbyckTYIIYQQoiMJQIQQOaFlGlYmaoK0qLkigjk6ifMrG8ULu18kH3IcS4NjDgqLiugvsVtrM9IGIYQQQrQnAYgQIieUKDs7Z7AmCID2Q9WiMFppCpe6cb/VeW2QFrXOK4kY+2KjjoroqSgdzUg7hBBCCLGZBCBCiJyRyZogLaJ7JVtrg5Rf6MVo6ubOysEm999JqGG4rQ8piV2asXYIIYQQIkUCECFEpxwOJ+fOvQSHo+taGl2JRaMEgwFCoVQgEQoFCQYDxKLdjyhkuiZIi/pfR4mNT+JYb1Ayz9PtfZNGBZvcd6KxU5C4mzzz3oy1QwghhBASgAghuuByuTj/wktxubpJY9uJWDTKbpO2Z+qE0czYYyIAM/aYyNQJo9lt0vbdBiGZrgnSQruhakkY7dDkP+zC+6yj2/tHbXtT47wagLLYr/Emns5YW4QQQohtnQQgQoiMMhMm8XiMkpIySkvLWy8lJWXE4zHMhNnt4zNdE6RFfFKSurmp4Kf8Ug+2mq4LFAI0Oc6gyX4yijjDoifLSIgQQgiRIRKACCEGhFIKwzBaL0p1f8DfIuM1Qdpo+FWM6O4JbLUGZZd4obv4RimqXdfT4PgVCovy2LkUxpdABoMiIYQQYlskAYgQIqe0rQnyVoZqgrSyQ9X1YSyPxve8g7xHup+KhTKodV5NrfMKAEri8yiJXyHV0oUQQog0SAAihOg3h8PJlVde2a+F6t3Zp3ka1nIiBDJUE6SFOdai9nepkZXSK7zY1/UwMqMUDc65VLmWoDEoNG+kPDYHdPdTyYQQQgjROQlAhBD95nK5mDdvXp8XqvekVNnZGVdGa4K01XRKnPD+JkZQUX5hD1OxmgUcp1Dp/gcWLvISDzAsehJKhzPeNiGEEGJrJwGIECIntSxGf00H0Zled6Gg6s9hkgUWnv9z4H2uh6lYzcL2I9no+RdJ8vAln2d45FgM3ZDZtgkhhBBbOQlAhBA5aZry4sdgAyafkPmK5MnhmoazUwUKi//ihl4u64jaZrDB8yQJVYbHepcRkSOwWesz3j4hhBBiayUBiBAiJ7mUwUEqD4BnrcYB2UfjaTESpRauL2z4n+jdKAhA3DaF9Z5nMdUYXNZnjIwcjiP52YC0UQghhNjaSAAihMhZB6k8nCi+JMbXOpbx7WsvNJyTGl0pWuSGRO8fmzDGsd7zHDFjVxx6PSMjP8CdfCvjbRRCCCG2NhKACCFyll/Z+G7zWpCBGgVpOjFOYpiFc5WNvH/3LZtX0qhgvecJwraDsNHI8Mhx+BKPD0g7hRBCiK2FBCBCiJx2mMrHBnxIhA0DkPpWu6H+/OZRkOtdEO/j41UeG93/JGD/GQYxKqKnkR+/LePtFEIIIbYWEoAIIXJaibKzZ3Nhwuf0AI2C/DSOOTqJY62N/Af7UdNEOaly3UK9Yy4KTVn8Eopj86VquhBCCNEJCUCEEDnv+yofgLd1iDrdh4UaveWE+guaR0GWuFGRfmxDKepcV1DtXIhGUWReT3nsV6D7OKQihBBCbOUkABFC5LyRyskUPCSBF3VgQPYRONYkvkMS+yaD/Pv6X1ixyXkmm9x3NxcsfJDh0Z9j6LoMtlQIIYQY2iQAEUIMCd83UqMgr+oAIZ3M/A7sUHdhahSk8CYXKo0i5yH7UWz0PEqSQrzJlxkV3gdv4ukMNVQIIYQY2iQAEUIMCTvhYgdcxNC8ooMDso/QD01iOyex1xgU3NX/URCAqG0f1nufJ2rsjl1XMTx6IuXRMzF0fYZaK4QQQgxNEoAIIYYEpVTrKMiLuom47mXp8r4woO7XzaMgN7swmtLbnGnsxHrPc9Q6L0fjIC/xcPNoyDMZaKwQQggxNEkAIoQYdLFolGAwQF1dDX++dj51dTUEgwFi0Wi3j9sVD8NxEMDiLR0akLaFDzeJ7pLA1mhQsDS9URAAlJ0G54Ws87xC1JiKXW9ieHQm5dFfYeiG9LcvhBBCDDESgAghBlUsFmXalHFMnTCaPXfdiVtvup49d92JqRNGM23KuG6DEEOp1oxYz+kmkgOR5lZB3cWpNhTc7saoVxnZbNw2kfWe56l1/q55NOQBtgvtC8GnMrJ9IYQQYqiQAEQIMagSiQTRSIRv16ylrr6h9fLtmrVEIxHMRPfFBvdSPoqwUU2CD3QaK8W7ETkgQWR6AltAUXhrBkZBWigHDc6LWOdZRszYBbveCOt+SEn0MhiAIotCCCFELpIARAiRFXl5eR0uvWFXikObR0Ge1U3ogR4F+bsLW2VmRkFaxG2TWed5iTrnpYBBgfk3RkSOwWZtyuh+hBBCiFwkAYgQYsj5nvLjxWANcVbS/bqR/orukyD8PRMjoij5gyfzO1AOGlyXwKjnSaoSPNb/sV3kQFzJdzK/LyGEECKHSAAihBhy3MrgQOUH4FkrzVRV3aj5YwTt1OQ94cTzmn1gduI7mHXel4kau2HXGxkZOYr8+O0wECM7QgghRA6QAEQIkRWBQKDDpS8OUvko4HOiBAeiMCFgjrOoPysGQOnvPKiBGWwhaYxig+dpmuynoDApi/+G8tjZKB0ZmB0KIYQYUmKxGEsWXUssFst2UzJCAhAhxKCy2+24PR7GjB5FcVFh62XM6FG4PR4cdkevtlOgbIzFiSYVhAyUhnOimKOTOL+xUfi3DC5I34JWbqrdS6hyLUHjJC/xACMjh2O3vh2wfQohhBgaTDPODYsXYprxbDclIyQAEUIMCK01lmW1XloWi7tcbj5YvoqPPlvDm++vBODN91fy0Wdr+GD5Klxud6/3MVGl1mas1AMXgGhPaioWQOGNbuzfDOzHZsBxCus9T2OqkbisT9gufADexNMDuk8hhBC5KxaNEgoFAQiFgr2qm5XrhkQActdddzF58mTmzp3b4bb333+fU045hT333JN99tmHM844g88++6z19nfeeYfx48d3elm6dOlgPg0htgkOuwOn00VtbTU1NVWtl9raapxOFw67A5fbjd+fh8+XWsfh8/nx+/P6FHwATFKp+6/QkYHJhtUsfFCC4A/iGDFF2eUeGODlGTHbNNZ5XyFs+x42GhgePZHS6IWoAUo7LIQQIjfFoqnaWTP2mAjAjD0m9qpuVq4boFWVmdHQ0MCll17KihUrcLk6Tn346KOPOO200zjyyCO5/PLLiUajLFy4kNNOO40nn3ySsrKy1vs+/PDDDB8+vN3j/X7/gD8HIbY1LrebD1d802k9j5bgI1PG4sKNopYkm0gwjN5N3+qPmnkRvK868L7iwPeMg9ARA1u3w1KlbHT/iyJzMUXxhRQk7sSTfINN7tuJ23Yd0H0LIYTIDWbCbK2d1ZKuPhAIMGb0KMyEiYvMfacOppweAXnyyScJh8M89thjFBQUdLj9rrvuYvjw4SxYsICddtqJXXbZhauuuoqGhgaefrr9lIXi4mLKysraXTyeAUitKYRoHeHY8pLJ4ANSNUF2bv7wXTnAC7aTIzR1c1Nnm0qv9KCCA7q7FGWn3nkx6z3PYKrtcer/sV3kUArjfwVtDUIDhBBC5IL+1M3KZTkdgOy///7ceeedlJSUdHr7NddcwwMPPIBhbH4aFRUVAITDMlVBiG3BYKwDadE4K0ZsfBJ7pUHx4sE76xSzTWet9zWa7DNRmJTEr2R49Fhs1vpBa4MQQgiRKTkdgIwaNQqbzdbl7V6vt0NwsmzZMgCmTp06kE0TQuSIlnUgnxElMdC1MxxQc03q5EbBUhfOzwbvI1SrPKrdN1Hp+jtJCvAmX2NUeD98iccHrQ1CCCFEJuT0GpC+WrduHX/4wx/Yb7/92Geffdrdds899/Duu++yYcMGysvLOfnkkzn++OPbjZ5sSanUJRe1tCtX2zcUSB+mL90+bPv4/m6jAjsl2KglyWoV4ztqYEcmYnslCfw0Rt5DLsp+52XDv4L9PpXTn/4LO49lnX065dGz8CTfZFj0VOqcv6PBdVH/GjHEyfs4fdKH6ZM+TJ/0Yee6648tvzuz2Yd93edWE4B89dVXnH766ZSXl3Pddde1Xu9wOCgrKyOZTDJv3jyUUjz33HNcfvnlVFdXM2fOnC63OXZEIT6fbzCa329jRxRmuwlDnvRh+vrbh4GArfXx6cxp3bs2yFPBOjb4Nd8v7F9b+uRG4AVwv2dn3IuF8Iv0Ntf3/isE/SrU/Qmqf0tx/GqKSydB/gnpNWQIk/dx+qQP0yd9mD7pw/ZaviftNgO7zWj9Hbr+7sxGH4ZCfUsCs1UEIO+//z5nn302O+64I7fccku7Beu77747b7zxRrv7T5kyhU2bNnHbbbdxxhln4HQ6O93u6g0NeL0Dm+mmv5RKvcBWb2hgoGedbK2kD9OXbh8Gg6nq56s3NOD397+a+Wgr9WH8RmMDB4QGJ7lE3qVOyi7xkvy1xdrpAayivndA+q/BX1HoDFEcvxprwy/Y2FBCzLZnfzY0ZMn7OH3Sh+mTPkyf9GHnWr4nE0mLRNJq/R06fndmsw/D4VCf7j/kA5BPPvmEM844gxkzZrBo0aIug4ktTZgwgSeeeIKGhgbKy8s7vY/W5PybYCi0MddJH6avv33Y8ph0/wfjcaOAb4gTsJL4VddrxzKl6edx8h504v6vneL5HqoX9z/xRTrPv97xaxzW/8hLPERF5CTWe14kYYzud1uGKnkfp0/6MH3Sh+mTPmyvu77oqq+y0Yd93V9OL0LvSW1tLbNnz2bGjBksWbKk0+Dj4Ycf5qqrrupw/SeffEJ+fn6XGbaEEEOHX9kYixMNfM4gFWYyoPraMNquyX/Eief1LJ3PUYoq11+JGHth19UMi/4cpZuy0xYhhBCiF3I6AGloaKC6uprq6mqSySSxWKz172g0ypIlS4jH41x00UXU1dW13lZdXU1DQwOQqv9x7733cuWVV/LFF1/w9ddfc+ONN/Lss88ya9asbrNsCSGyKxaLsWTRtcRisR7vO5jpeFvEJ1g0/CrVtrJLPaiBLUXSNeWi0nMvphqDy/qMiugs0IksNUYIIYToXk5PwTr33HN59913W/+urKzkpZdeAmDBggW88cYbBAIBDj/88A6P3XPPPbnnnns4+OCDufHGG7njjjs46aSTiEajjB07lnnz5vHzn/980J6LEKLvTDPODYsXMuvMObhcrm7vO1G5eVI3skJH0FqjBikNSP15UXxPOXCuslG0yE3d7wYvAGrLUqVs9DzAyPBh+JIvUhL/PbWua7PSFiGEEKI7OR2A3HPPPd3eftxxx/VqO4cccgiHHHJIJpokhBgEsWgUM2ESCqXKjbf8dNgdXVZTH4cLF4pakmwiwTD6lpGjv7Q7NRVr5E/zKLzdRfAYk/jk/i+oT4dp7Mwm950Mj/6MQvNWTGNHmhy/zEpbhBBCiK7k9BQsIcS2JxaNstuk7Zk6YTQz9pgIwIw9JjJ1wmh2m7Q9sWjnIwx2pZhAKjgZzGlYANF9kjSdEEMlFeW/8UAWZz9F7AdT0zzyURq7FE/ipew1RgghhOiEBCBCiJxiJkzi8RglJWWUlpa3XkpKyojHY5iJrlNjT1QtAcjgL8ao/W2URJmF6xM7BXd0P11soDU5fkmD40wUSSqiv8BhfZ7V9gghhBBtSQAihMhJSikMw2i99GZNR8tC9M+IkhjkHIRWoabmD6nAp/g6N/Zvs/vxWuu8mpDtEGwEGBY5STJjCSHEEBYIBNpdhjoJQIQQW40K7JRgI4ZmFT1nzsq00JEmoUNNjKii7DIPZDOXvbKzyb2UuNoBp/6a8ui5klxfCCFyVFdZHx12B26PhzGjR1FcVEhxUSFjRo/C7fHgsA/OWseBIAGIEGKroZRiUhbS8W5uAFRfHcbya7yvO/D/O7tfDlrls8l9NxYe/MnHKTD/ltX2CCGE6CgWjdLQUMcNixfS0FBHMBhoXe/ocrv5YPkq3v34f8yecwHvfvw/PvpsDR8sX9VlUpahQAIQIcRWJZvrQACSwzW1l6T2XTrfg1E7OOmAuxK3TaLatQiAkvgVuJNvZ7U9QgghNotFo0ybMq5D0pVpU8a1C0KKi0u5+NIrKS4uxe/PG9LBB0gAIoTYyuyMGwWsJk5QZycdbtMpcaLTEtjqDUrne7LShraCjp/TaD8VRYKK6OnYrOpsN0kIIQSpxCvRSIRv16ylrr6BuvoGvl2zlmgk0m3SlaFOAhAhxFbFr2xsjxMNfE52igJiQNXCMNqhyXvUie+Z7M/TrXVdS8zYFbveSHnsDMhScCaEEKKjvLy8dpetnQQgQoitTlbXgTQzx1vUnZ/af/mFXhz/y+7HrVZuKt13k6QQb/JViuMLstoeIYQQ2y4JQIQQW52WdSArdASdxcxPDefGCB1iYgQVw87wobKcOTFhjKHKnVqIXmRehzfxXHYbJIQQYpskAYgQImscDifnzr0Eh8OZ0e2Ow4ULRS1JqrJZltyAquvDxMcmcX5to+ICH1jZaw5A2H449Y4LASiPnoXdWpPdBmVZV6kvhRCiLfmsyCwJQIQQWeNyuTj/wktxuTJbOdyuFDvTMgqSvWlYAFaBpvL2EJZX43veQeEN2a2SDlDn/C1h2/ew0UBF9DTQ2+4XqmnGuWHxQkwz3untctAhhICePytE32Q0AHnmmWc4++yzOfDAA5k6dWrr9VdddRV1dXWZ3JUQQnRrUpbT8bZljreoWhQGUlXSvcvs2W2QslHluoOEGo7b+pDS+O+y254cJgcdQgiReRkJQOLxOGeeeSYXXnghL7/8Mhs3bmw9WxQOh7n33ns56aSTaGhoyMTuhBCiRxObF6J/RpSYzvK8J1JV0uvPjqK0ovxcH/bV2R2AThplbHL/HY2NAnMp3sSzWW2PEEKIbUdGvgFvu+02XnvtNbTWjBs3Drt989m9YDCIzWZj9erV3HHHHZnYnRBC9KgCOyNxEEPzrg5luzkA1P0mSvi7Jram5kXpWW5W1LY39c6LASiPnYvNqspug4QQYhsVCATaXbZ2GQlAnnjiCZRSLFy4kKeeegq/3996W3l5OX//+9/RWvPCCy9kYndCCNEjpRQHqlQu9Zd1MKvZsFrZYNNNYcxRSVxf2Ci7yAtZbla949dEjenYdA1lsXMgF/pJCCGGmP6uF3PYHbg9HsaMHkVxUSHFRYWMGT0Kt8eDw579GlIDJSMByIYNG3C5XBxzzDGd3r7XXnvh8XjYtGlTJnYnhBC9srfy4UaxhjiryY05/FaRpvL2MJZb43/CCX/JcoOUnU3u27Dw40u+QH5iaZYbJIQQQ09/14u53G4+WL6KN99fCcCb76/ko8/W8MHyVbjc7oFoak7ISADi9XqJxWLU1tZ2evvnn39OJBLJeKYbIYTojlsZ7KNSI7Kv6NwZ0o5PSlL9p9SidC4F9xvZXZSeMLanxrUQgJLY5TisL7LaHiGE2Ja43G58vtR3lc/nx+/P26qDD8hQANKS8erMM8/k8ccfJ5FI5d1/9dVXue222zjjjDNQSrHLLrtkYndCCNFrBzQHIO/qEEGdzHJrNgsea9I4KwYWlJ/jxVapstqegP0EgrZjMIhSET0TdG6MGAkhhNj6ZCQA+eUvf4lSipUrV3LJJZcQCqVWVp511lksXryY6upqlFLMmjUrE7sTQoheG6mcfAcXCeDNHFmM3qL29xHYF+w1BhVn+8DMYmOUotq9mIQagctaTnH86iw2Rgghti0DVZg3V2UkAJk+fToLFizA4/Ggte5w8Xg8/PGPf2SfffbJxO6EEKJPDmhejP6KDmDl0iJrB/AgJIstPO/ZKf5TdofcLVVEletmAArNG3An3shqe4QQIl2xaJRgMNDhEov2rkhty+NDoSAAoVCwT4/vrZ4K80a1xQc6nBNp5TMhYxOPjznmGA488EBeeOEFvvzyS0KhEH6/n/Hjx3PQQQdRUFCQqV0JIUSf7K685GuDahKsJMpkPNlu0mbbQdUNYYad5KPob26i0xOED0tkrTkR+/40OM6h0LyRiths1trexFKFWWvPQIpFo+0OKiCVkWZrn3stxLYiFo0ybco4opGOBWndHk+7hd6xWIy/3bSYs+bMbQ0COnv8jD0mdvr4gRTWFtdZm/iWOKeoYr7XfFJtKMvoysf8/Hx+/OMfZ3KTQgiRNrtSfFf5eUo38YoVYLIthwIQILJ/gvoLYhQvdlN+oZd1TwVJjMneWa5a5+/xJF/FZX1CaexCqlxLQWV3jUqmxaJRdpu0PfF4KmVmy0GF0+niwxXfSBAixFbATJhEIxG+XbOWvLzNB+2BQIAxo0dhJkxcpN7rLVmsZp05pzUA6c3jiabuN1AnM8LaYnFz8FGEjckqt76/+itjpXgjkQjXX389N998c7vrf/nLX3L11VfT1NSUqV0JIUSffU/loYCPiVCrszfC0JX685uLFDYaDPuVF5XZ0f2+Ua7m1Lxu8hKP4k88mMXGpKer3PxmwiQej1FSUkZpaTmlpeWUlJQRj8dSBxV0HCEZiGkXQoiBl5eX1+GSicfHYqkTGVMnjG49iTFjj4lMnTCa3SZtn/bnRVRbLLGqWE2cAmxcZFRQrLKbNTFTMhKAhEIhTjzxRG699VY2btzY7raamhruvfdeTjzxRMLhcCZ2J4QQfVai7OyKBw28lkMpeVvZYNMNYRLDLFyf2CmZn92zXKaxM7XO+QCUxS7Elfwwq+3pr/7m5m8ZIRmIgwohxNYhkUh0OJHR2cmM/mgJPr4mRj4GFxsVVKitpzBhRgKQO++8k5UrV7YuOG+roqICrTVfffUVt99+eyZ2J4QQ/XKgkTpr9ZoOksilxejNrBLNpptDaLum4F4X/kez+2XT5DiDgP1YDCIMi87EZq3LansyyWF34HS6qK2tpqamipqaKmprq3E6XTjsjl6NkAghBIBSCsMwWi8qzSmrMW3xV6uK/xEjD4OLjAqGbUXBB2QoAHnuuedQSnH55Zfz29/+tt1tt956K1dccQVaa5599tlM7E4IIfplAm7KsBPA4r86N0dko9OT1F6WOsNedokXx5cZmynbd0pR7bqJqDEdu65kePQElA5mrz0Z5HK7+XDFNx2qD2+5/qPtgUW6BxVCiP7rajrlUNHb9se1xQ1WNV8Sw98cfIxQW19q3ox8s61btw6Xy8WJJ57Y6e0zZ87E6XSyYcOGTOxOCCGAvn8hGUq1S8mbqxrPiBH8fhwjohg224fKYvkSrTxUuu/FVKNwWZ9SEf0l5FBBx3Rsi9WHhRiq+judsieDlWa3N+03teYmq5rPieLD4NdGBSO3wuADMhSAOJ1OYrEY69ev7/T21atXE4/Hu8xtLIQQ/dGfL6QZyocDxZfEWJ+r1b4VVF8XxhyTxPmVjWGzfZDFk35Jo5xK9wNY5OFLPkdJ/IrsNUYMOemeuR7qZ75F9gUCgQ4X6HkReTw6eK+5VPBRxQqieDG40Chn1FYafECGApBddtkFrTWnn346Dz/8MCtXrmTNmjV88skn3HfffcyaNQulFJMmTcrE7oQQ27h0zlj5lY3pygvk9iiIlQ+Vt4dIFlh4X3UwLMuV0uO2iVS6/47GoNC8mXzz79lrjBhS0j1zPVBnvsXWz2F34PZ4GDN6FMVFha2XMaNH4fZ4UFp1v4g8OTgfuut0nGutSj4ligfFhUY5Y9TWfdI+I7m8fvGLX/Dmm2+yZs0arrii45kxrTVKKU499dRM7E4IsQ2LxaLsuetOrfUboO81HA5UebylQ7ylQ/xYF+FWWVxn0Y34BIuN94QYMdOP73kH5ed7qbohDLbstCdiP4Qa5wLK4pdQGvsNptqeiP2g7DSmB7FodEBz8wshcp/L7eaD5ataPwtm7DGRN99fic/nb002AZvXerWwrMGpw5TQmqd1I0/pRpJAPgbnGOVsv5UHH5ChAGTGjBn8/ve/59prr8U0O0aLNpuNCy+8kAMOOCATuxNCbMPapj1suyhYa01tbXW7wlJdGatcjMHJt8R5W4da14XkothuSTbeFWT4SX7ynnCi3Zrqv0QyWMWpb5qcZ+LQX1No3kZF9DTWe5/HNHbOTmO6kCvVi4UQ2edyu9t9J7Ss9wIwgwM/wtHVyZCNdrjXEWB989D2PsrHz1QRfpWlM0yDLGPVTE488UQOPPBAnnjiCVasWEEwGMTr9bLzzjvzwx/+kO233z5TuxJCiLTPWB2o8rhL1/KyDrC/9ud0hqPoXkkql4YY/gsf+Q+70B6ouSoCWWpyrfNqHNYqfMkXGR75Oeu8L2Kp0uw0phN9qX4sBo6MQoltXSwWZe/dx7c7GfLdGVMZc95sRs8+FYWdImycbJQwZSupcN5bGS2nOGLECGbPnp3JTQohxICYrrw8qOtYj8k6TEaR24v9It9LUPm3EMPO9FHwDxfaran9fTQ7QYiys8m9lJGR7+OyPmN45AQ2eP6NzrGRpP5UPBa91xJgbMlhT9UrkFEosa1LJBJEIxFWrPwMv9/PV9rkDh1iI6lMgvskXJzgLMebo9OAB1K/ApANGzZgs9moqKho/bu3RowY0Z9dCiFERrmUwS7Kw7s6zCc6MiSyjYQPTbDphjAVc7wU3ubG8kL9r7NTlVurfCrdDzAychhu632GR37GRs/DaOUblP23HPyaZozbb1zIj2fOwuFwtR78ioHV2TS3Fm6Ph9feWi6jUGKbZ7fbcXs87HvqTEac+BPKj/4+yjCIrF3P6isXctOtD+LaBoMP6GcActBBB1FcXMxbb73V+ndvpi8opVi5cmV/dimEEBk3BQ/vEuZjHeEICrLdnF4J/dCkKhqmYq6P4uvdaI+m4ezspCdNGKPZ4HmMkZGj8Fj/x/DoCWx0P4BuzjI2UDo7+L322muBzQe/YmD1OM1tkLIHCZGr7AX5/J8Xjln5LpvU5tpJe0cMji2djP/WB7fpUcB+T8HSWnf7txBC5LrJyoPSsIoYAZ0kb4gs/gseb2JEw5Rd5qVkgYdksSbw8+ykKDWNndngfowRkaPxJF9nWPRkKt33odXAfbFuefBrtxkkkla/Dn4dDifnzr0EhyP3R8ByUVfT3FrO/I4ZParDbW6PR0aqxKAbrPe6d+okCn/0AyYe/F0ec4ZT12EwPeHgz4cfwfVPvtq6CH5b1q8A5Ec/+hF+v7/d37m8gFMIITrjVzZ2xMX/iPGpjrCP8vf8oBzRdFIcFVSUXu2h4Lc2GvcwMXbMzkFd3DaJDZ5HGRE5Gm9yGRXRU6h03wMDnEqy5eC3JQDpD5fLxfkXXprhlgmXq/v0p9vymV+RHQP5XneMHknBgftReOQhuMeNab1+XNLOgfYC9lA+YmaQ+V+vHpD9D0X9CkBahrq7+lsIIYaKKcrD/3SMj4mwD0MnAAFonB3D+Trkv+Zh2KV5VD0UzVp63rhtChs9/2Z45Ef4ki8wLHo6le67QMmZ7m1Vd+lPhRjKtNbk7TKRF/0We774KN4dx7beZjY0UvmvJ6h55EluevxlXEbqPZCdibK5K+2vKtM0OeWUUzjttNNIJpM9P0AIIXJIS+rDFTpCYqhNJVWw9g/1NNBA3jtu8u/N7jSimG13Nnr+hYUfX/JpKqK/BJ3IapvSpbXGsiwsy5KpxkJsw5Ja83E0yE0NG5gdWMe0J+7nZXcC745jcWqYFFOsPO9Srk6U8q+Z5/HW4y/LSF830g5AHA4HX3zxBR999BE229CYPy2EEC1G4KAUGxE0Xw3Bc1SJiiQXcAEAJVd7sK/JbkaVmG06Gz0PYeHFn3yc8ths0Nk5ORUIBDpcesthd+B0uqitraampoqamipqa6txOgc/01YsFmPJomuJxYbe67M3unt+sWi0XR2RYDBALJqdzG9i25XQmktrVnNRzWoeC9ZSo5OY9Q3smXByjlHG9bZRnGEVUfX4sxT68vD78yT46EFGvqm+//3vE41GeeGFFzKxOSGEGDRKKaY0Z236WIez3Jr+uZu7ado/ghFWlF/sgf4th8iYqG0fNrofxMJDXuLflMfOAT14jWq7ALq4qLD1Mmb0qF4vgHa53Xy44hvefD+VufHN91fy0Wdr+HDFNx0OLAY6QDDNODcsXohpZifRQLaeXywaZbdJ27fWD5mxx0SmThjNbpO2lyBkGxKLRgkGAz0GogP5On0o1sBHsRA+ZXCMr4T5vgre2uNgZpp+piovzm00lW46MlKI8KijjqK+vp4LL7yQAw88kF133ZWioqJ2VYpb/OhHP8rELoUQImOmKA/LdIDlOsLPBnG/sViMefPm8bNTfoXTmd6C7bXz69n5aDeetxzk3+Ok6dTsHKy2iNr3o9J9P8OiPycv8QBJVUqt64+Dsu9MLYB2ud0UqmLOnXsJhYXFuFyd/49aDqBnnTmny/sMZd09vy1HlfoyytTjfhMm8XiMkpKy1kQ3Wmtqa6uljsg2orOU210VtByo92HB9N34d6wRgN8Wj2ZPTx6BQAC9xbIDyajXNxkJQE4++WQg9cHwwgsvdDkSopSSAEQIkXPG48aFYhMJKrXJsEFYOB2LRmlsrGf+/PkcftTP8HZycByLxfjbTYs5a87cHr9QExVJaueFKb/QR8k1HsIHJkiMzu5QSMR+AJvcf2dY9GQKzRtJqAoanecMyr4ztQBasmR1zmF3DFqaXaVU6wlNy8ry8J4YVC0pt1sqibcIBoNMmjhhwAPRiNJMWHw1FvAjfwl7err+DJHPir7JyJiR1rp1cV7L711dhBAi1ziUYmLzl9hy3bGyc6a1nNXbt/lM3r7NU0umTRnXblpBX6feBI43CR1spqZiXZT9qVgAYfsRVLsWAVAavxy/+WCWWyQyweVOjTJ99NmaDtPU2p6VHixb+zqZbVVLoDtp4gTGjB7Vepk0cUJroNvbKVr98bg/iXu7EYw2HJxRMCzt7YnNMjICsmDBgkxspkt33XUXf/nLXzj00ENZvHhxu9vef/99/vrXv/L5559js9mYPHkyF154IRMmTGi9T1NTEwsXLmTZsmUEg0F23HFHzjvvPA488MABbbcQYuiYojx8qCMs1xEOI39A99W2kF5RYUH7InrpnNFTUH1tGPcheXj+z0H+P5w0nZbdqVgAAcep2PUmiuMLKI+dQ1KVErEfnO1miTTlUprdrX0a3LaqJdDtajol0OspWn1VceyRLHdZWLEYc0tGyDqPDEs7AHnvvfdYvXo1gUCAkSNHcuSRRzJ8+PBMtI2GhgYuvfRSVqxY0ekHykcffcRpp53GkUceyeWXX040GmXhwoWcdtppPPnkk5SVlQFw7rnnsn79eq6//npKS0t5/PHHmTNnDvfccw/Tpk3LSFuFEEPbLsoDGv5HlLC28A7Cl01LIb3+FtHrTHKYpmZehIq5baZijcn+UEi942JsViUFiTsZFj2VDZ7Hidl2z3azsioWjWImOlZt35YK9W2Z5Qq2recvetZdoBsMBlpP5uTlbQ5+0z2h4xg5jB3+cBkAXy+4njGLb0nzWYgtpRWAXH755TzyyCPtrluyZAlXXHEFP/nJT9JqGMCTTz5JOBzmscce63R7d911F8OHD2fBggWt80OvuuoqDj/8cJ5++mlOPfVU3nvvPd5++22WLl3KXnvtBcDcuXN5++23ufnmm1m6dGna7RRCZF5L/YW2fw+kQmVne5x8Q5yVRNgD34DuL10tB69tD95aDtyCPzbxP2Xie9FB+UVeNjwYzFqBwlZKUeP6MzZdgz/5BMMjP2W99zlMY4csNyw7WqbhJd0uSg87kPA3a2h85wMg/TO3uaarxblbLjDe8sx1b3T3PhBbl+4WebeczOmvdt83NoMxf7gEe56fneKKV+76J0gAknH9DkCefPJJHn744Q7Xm6bJvHnzGD9+PFOmTEmrcfvvvz8nnHBCl/VFrrnmGiKRSLtsWxUVFQCEw6l0mm+88QZut5u999673WO/+93vcssttxCPx3E6JWOBELmibf2FLTmdLhy2gVsgPkV5+EbH+VhH2EPlbgDSkp40Ht88333GHhNxOl2taWKrF4Rxv5eH5217zkzFQtmoct+GLfJjPNZbDI/8mPWe50gaFdlu2aCrSkbZ7uJzGHf6ibT8Z3ayOTnCcnHs9jtuVVmeulqc23YqYsvBY9sz1y3aHhy2PRHRm/eB2HoMxCLvzr5vtr/gLHy7TsKsrePntpHczsBme9tW9TsAaQk+RowYwezZsxk+fDhffPEFd9xxB01NTdx///1pByCjRnXMrtGW1+vF6/W2u27ZsmUATJ06FYDVq1czfPhw7Pb2T3XMmDEkEgnWrFnDjjvumFY7hRCZ01J/oas5vy0HJr0ZIelLFimAXZWHx3Ujn+gIltYYzak/c01v0pMmh2lq5keouMBHybUeQoebJIdnPxGIVm4qPfczInIELmslw6M/Yb3nSbQa2HU3uaJSmzyjG3nbFWK75uBjZ6eHNWaM/yXjLCHO9Gcf5j1bjO9qP/YcfQ1mUldnr7s6GdFSDFLS9IoW/Q0Qtvy++cHsmYw9/yw0cG7BOIZp16Ble9vW9DsA+fzzz1FK8de//pXJkycD8L3vfY8ddtiBs88+m08//TRjjeytdevW8Yc//IH99tuPffbZB0ilavP5Op7JbEnn1t2LVKnUJRe1tCtX2zcUSB+mb6D60O1x48aN0+nkvLmXUFS0uQaDitLtCInT4WhtTyKRWpj6y9lzcLt7DkDG4KQQGw0kWa3i7KgGZjFrd/3V9nOn7c+2j2m93uiYnrTtfUM/Ngk/auJ91UHZ5R42Lc2NQotaFVDpeYQR4cNxWZ8wPDqTSs99aFXQq8f39HrrTR9mUm/28a2O8ZTVxH91GA2goOaFl7n9RyewR1EZISvJ48FaHglUw/gduY8Qz1lRDjcKmKr0gD6Hnt7HPT2//vZxT+8Dt8fNRyu/oaGhnn33mMhb76/E59+crjoRTJ2M6Ol9MBjk+yR98XiqLtLPT+19XSSno/t00G2/D7rS8n0TVRYTrr8areAglcd0d+rz6L+fNC+CDwY7fR321mB/Fg22vu6z3wFIU1MTbre7Nfhose+++wJQX1/f3033y1dffcXpp59OeXk51113XUa2OXZEYafBSy4ZO6Iw200Y8qQP0zeQfbhk0bUdrmtsbMA0zdbkF+vXrycvLw+Hw4G7zRdCIGBrbV9v5wfPqA3yVLCONT6Lw4oKM/IcttTSLrvNaP3Z8nvbtnbV/pbrbYbCMFKf+grV6X1ZCkwG33NOxr3nhB8NyFPqh0KIvQBrZuBJvsnY+Pdhu8fBuVOPj2zbf/3tw0xquw+/30+9lWCdGWNdIsZ6M85nsTAfxlJrFAzgYF8hx9j87HLGXCb9bBZ2m0GBzeDkomH8wOZh13NmM+Pqy6m2Etxn1fGUx0bFsUcO6HNoaX9Pz6+z/fe3j7v6P265rVisiCuvvJLdJ49rN5LZp/fBIJHvk/4LBALMnz+fX//6133639XX1fXq+6A7cW2xdGMNHvdIRtkc/GbE9ri2KKbdcsJ68ne269drKyOfRTGgF7FZNl6HoVDfRoP6HYBorTv9x7ZcN5jFgt5//33OPvtsdtxxR2655RYKCjafRcvLy2P9+vUdHtPyQsrP73rYf/WGBrzejhlKcoFSqRfY6g0NSHmV/pE+TF+2+zAYTFWirQkkieokkASibW5Pvc9Xb2jA7092soWOxlmpL4lXm+o5KOzJaHu3bFdL9qtE0mr9vW1bu2p/y/VJS6NT59OxLN3pfXFDwQUuSq71kPiVxdqdm9DZyZTaiQocrqepiMzEGf+c5KrpVHnuJGLvPkV62/5LJC3sNqPPfdhb71ghnrQasdC4MHCjcCkDFwo3qZ+WaTLxxoWcXfMtNXUWUTq+GezAfsrP9418ymKODs+hhc2CDfc8yGW/+xMrvAZPW01s1CY7X/dHnqisYu+mvj+HnvT0Pu6pD/vbx531QWf/Q4BTzriA9TURINLh8b16HwywbH8Wbg1CodT/85uNDfj68Trv6fugKzU6wS3Jar4hjkokOTlZwvqNTZ1sP73PknQfn/93JyXzPWy6I0T40ESn98nm6zAcDvXp/hmpA5JNn3zyCWeccQYzZsxg0aJFHRaUjxs3jpdffhnTNHE4Nkdn33zzDQ6Hg9GjR3e5ba3J+Q+SodDGXCd9mL5s9WHLPrvaf0+3d2Zn3NiBdZjUWAlKVOY/JrtrS9u2dtX+1t9184XNPzt7rg1nxvA/5sT1uY2iP3uonT/wxRZ7K258h/XeF6mIno43+TLDIsdT67yaRsfsLsf0e/pf9qYPe+NFq4kHdCej+Vtuxw7lPzycdaQOKhwoyrFTjp0K5aACO1OUlwJl63VbDK3YR/nZy/Dxz1gVLzui3O0IMtzKY7QamMQp/X0f9bePe/s+6PHxvXwfDAb5Pum7lkxm4eZMZsFAEMvqezrm/rwOP9Zhllq1hLEowMZsZwXjlDujr/MWdnsqi5fd7uzz452fG5Rc5UElFZa7b5+Bg6Wv+0vrmzWRSPD+++93uvizq9umT5+ezi7bqa2tZfbs2cyYMYMlS5Z0mi3rgAMO4Oabb+att95i//33b73+pZde4rvf/W67oEQIIVzKYGfcfEqU5TrCgSo7wwW9qY/QVXagdttpXog/94+/YfufFlFwp5PgsXFiUwfv7HBPLFXIRvdDlMSvoNC8hdL4ZTitFVS7/gIDtA6nO1prHtMNPKVTZ0F/qArYTXmIoYmiiWmr+ffUz1A8yo3zfs/1Vyxke08+hdgylsDAUIqjEh4eevFJyn5wCDdYVfzOGEbhAATGWRMFNgIVdJouepWO8bxuIq41BqBITbVKOlMjT06HEx2JUvfgf4j8r3fpe0Vu2DIVM8C+GSok2J1k83v8meb3+M64OcMobT1JMBD6ncXLhPILvai4InBsnMh+nY9+DDVpfYIFg0FOPvnkDtcrpTq9TSnFypUre739hobUPG+AZDJJLBajujq18DQvL48lS5YQj8e56KKLqKura/dYh8NBYWEhu+66KwceeCDz589nwYIFjBgxgnvvvZevv/6aa665pq9PWQixDdhVeflUNwcgDH4A0lN9hJ6yA7XVtkJ008k+Cv7houxSD+ueDObWGLiyU+u6hrgxkbLYheQn7sVhfckm9z0kjfJOH9IylbZlClYmUmNaWnOfruNVHUQBJ6hiDjK2eA1sEVsEEwa/ve8RvvP7RfgzGBi0nBmOhEJ8Nvf37HrIoWxwJFmS3MSltuG4hmhlZtsGhfsDO/lvF/J//B+Fo/NRZqpTC/x5rGAFo35Zih5lsGZ4jOXD4yS2U3y6ZxirbffaUiNPLfIP2o/Vcy6F16sG+RmJ7rS8juPxGEtvu4lZZ85pl8msbSrmtu/ldAoJdqdBJ7jNquFLUumbf6gKOFoV5GzWw6KbXLg+sZMot6jJodHrdKX1STnQhcHOPfdc3n333da/KysreemllwBYsGABb7zxBoFAgMMPP7zDY/fcc0/uueceAK677jr+9Kc/ccEFFxAMBpkwYQJLly5l0qRJA9p+IcTQNEV5uE/DZ0SIaWvQD/RavpRXrPysNWNfMBhk0sQJmAkTvz+v01TFhQVF3Z4trLskgu9ZB64VdgrucNF4VqzL+2ZLwHESprEjFdFT8FjvMjJyEJXu+4nbNqd1d9i7z3zT39SYptbcYdXwAWFswCxVyp5GdhKRxGJR9tx1p3Y1Lh6ZcQi7P3YPa0cM47ZEFXPsFTl70NSWbYPC/5QT939tuD+wY9+4+f1Uxt5gQhVVFFOMPWhnIhPhzdTtk3ExmdRazeCoBCt/FWDV8WESLk0kFuWK3/4af34BhYcfiH+v3Rl707U0njh70J9jLJbK4PSzU3qfwWlb0NkIx603XQ+k3quvvbUc2JyKuSUAGSif6yi3WdU0YeHD4JdGKbuogVnrlwnOT20ULUl9plf/KYxVtPXM7+t3AHLsscdmsh2dagkgunLcccf1ajs+n4/58+czf/78TDRLCLGVK1F2RuJgPSafEWUq3p4flEEtB9iTJk5od33bg2uX293uzKDP5+9xqoKVDzV/jDBsto/iRW5CR5okRg1ewpDeitr2Zr3nJYZFT8RlfcLIyGE0OuZQ75yLVqnn+cHyVa3zxltSY3p9fU+N2bpPbXGTVc1nRHGiONsoY3IWD0wSiUSHGhdYsPbCKxm3dDEf++BfuoGfqKIBa0NnVcah93Pz7esVhTe6yX/Q2TrCAWC5NbEpSaJ7JAjsEmHTuGr2PHw8b76zksJwAa5qJx9WJ6jaYFG+wcGUjV7GfeTBv9bOnr8tYve/FtAwO8bGo2upfORxSkvLCTz/CqP+fCX+ffZg1/tuZY1KMHFguqVTphln/vz5HHfCLAlA2uis2CS0KTiZHLxEP89bTTys69HAOJzMNsoGZI1fxsShfK4XlVA0/TRG+OCtY+pVi373/IIFCzLZDiGEyCm7Kg/rtclyHWGqGtwApOUAu6GxvkMhxnTnQ4d+YBI6xMT3ooPS33movDvUYUrRYOqqWGTCGMV6zzOUxS4gL/EIReYi8hL3U+u8kqD9p60BWMuxuc/vx+fr33S5gE6yxKriG+J4MTjfKGeHLKw96YxSm2tcAMS+Ws3Kcy9hytIbeI4mKiw739tyilgGdHbmesupgC2vRYcjtbjW4Ugtju8s8AgdaBI+0CS2e5LYxCS0DlIpnMFUoOfL96OHu/nr2BqWE8EGnKxKsBkOvo2b5P3bSeFNLpzf2Cid76Hwr8O5jMt4wHqIUDzE2ovns93CK8ibMZ2bdYBfay9jc+T/uK3rqtjkYPlCR3moOaHEwSqPn6iinC/yWXy9G9fnNhLDLWqv3HqmXrUYmhNIhRBigE1pPvu9XEcGbLppIBBod2nL5Xbj86WmX/l8fvz+vMwsxlRQc1UYy6vxvezA90R2E3G0rFExzXiH27TyUeW+nQ3u/xAzJmLXlVTEfsXIyGG4ku92srWOtjw43lKdTrDQquQb4hRh4xKjImeCj67ULnudY8xUUHyfruMznfmDk7ZnruvqG1ov365ZSzQSwUxsPnPdsrjWV+Om9DIPo7+bT8G9LpSpCB1msvbpAJX/CNH0izixXdsGH+01YvEnaxPLieBBcZ5Rzn5G6j2AEwI/j7P2lQCbbgwRG5/EXm/jGq7hw/oPuCT4G3xRF2sunkfty28QVZpF1iZW6dybZigGV0Jr7rdS64QPV/mcYBTnfPDh+shG4c2pz6GqP4exuq4YMWRJACKEEJ0Yhws/Bg0k+Zj+HeDFYjGWLLqWWKz9QVDbNQz5+fkUFxUyZvSotNYv9EVipKbuolR+/NJ5HoyG3P4yjti/xzrPq1S7/kKSYtzWB2wXOZzy6Jk49MZuH9tycNx2dKWtf1i1VJKgAjuXGsMYOUApbjNt/6SLA5SfJHCzVc1GPTBTWVrOXLe9bMnxldF14LE0RHyXnjOu+b6zA4tdTawhTjE2LjGGMamzKXA2CB5jsu75AKtvrOZd3qVAF3BheC5P1j/OsEgpK866kIlJBxE0iyUI2eYt0wHWY1KEjaNUQc8P6EJPJzMyRUWbs14lFY0nxYjsv3VNvWohAYgQQnTCUIpDVeq00wNWPXHd97USXZ3db5li9db7qayAb72/ko8+WzNgKSc70/iLGLFdEtirDUoWDM4+06LsNDlmscb3AQ2OX6Gxk5d4mPEcwOVng6GDfd7k/3SUT4niQPFroyIn54O3pFpuubSMxikUJ6hiJuEmgmaJVUWjHrzUyp4VDor/5GbUQXmMPrB/gUdCa/6nozxrj7DbI3fRYFiMxslvjWFs11MgaEDTwVH2Yi+Oz/8J3xrfMiE5gWcan2Ln2I6cHvezCx4JQrYhnQUIDTrB47oBgJ8ZRbjTSCjS08mMTCm6zo3zfzbMUUlqf7f1Tb1qIQGIEEJ04TCVTwV2aki05ovPFJfbTWFRMVdeeSWFRcWZm2LVW3aoWhhB2zT597twv5V7B9+dsVQhta5rWOt9k5DtEAwi/OFc2Jl9KYxfh+rl/0lrzaNWAwAHqTyKcyz4sNvtramWa2qqWi+1tdWtKUxtSjHbKGO4Tr1GlyQrifUjUO6VJPA6eH7rZjWr+c7xwyi6IXWgZHk1gaPjrH2m+8DD0ppvdYxnrUauT27ifGstC61NPOuIYM/PY2LSwW+Mij7XOHnV+RpHFh3Fx/bljLRG8gZvUPC+i7ONMglCtiGdBQgP63qiaCbgZtogJxPpD9f7NgpvbZ569ZcI2p/lBg0gCUCEEKILDqU4wSgG4BndSNUW01y6mmLVWy6Xi3nz5g34GbWuxHdJ0jA71fbyiz2ocFaa0S+m8R0qPQ+zmrv570qw00BJ/CrGhHalMP6XHgORz4nyJTFcKL6vcm+Ctcvl5sMV3/DRZ2t4s3mk7M3mkbIPV3zTGqx6lcGZMR+xyirWqAS3WjUkM7RmqYgiHI86MM5Q2EYp7AcauG9xsT3bkyhI0vSTGBuXBvnmo0aqbgoTn9w+8LC0Zr2Os8xq4qZkFRdY6/ijVckjuoFPiRJDU4qNvRMuVpzzG2bF/f0+Q11tq+bYwuN42fEyRRQxblY5hU87OdsoY0pzEHKDVUWN3jqnswx1W66Hy0RNny90lHd0KqX2TKN4cza5HKUizVOvtKLhFzGi+27dr9XcOuUjhBA5ZrLysDte/kuYB6x6zrNtLorXtshftoKIdNVfEMX3nAPn1zaK/+Smdl50UPabborXFgF1INN+DKs+W8pw4wbc1keUxK+mMH4Tjc6zaXScibXFvO+2ox+HqnzyBrD6cU+2PNBq+3dnqZb9/o5rMIq0jeWnzWG/Zx5muYpwn67jZPpxwJVMLX71vuJg2DIP1VRjO31z3+gRmtgRcY684wgWvX4X/qL2bdFaswGTL3SUL3SML4gSpP2ITD4GOys3E3Czs3JTphwEIwGuffJ5bH/u3wHizmMT7DEpgdsVYhnH4o8cyXQ1jYr3EviLYvxumskbOsinahiPGJM41bYXHkMOf3KB3W4fkJo+Ca25r3nh+aEqn+Equ8k2emRB2aVenKttxLdPUnfp1jv1qoW8A4UQogc/M4r41IqwnAgf6fCgp+XtTroLI7UHqv8cZsSP/RT83UXwKJPYtIFdSxCLRtlt0vbtiuy1pHh1Ol3tzvD3VkAdiuU5Fm/yeYriC3FbH1Icv4aC+E00On9Fo2MWlioFYDkRVjWn3D0sS6MffSmm2Jv/cejz/zErnsetrgCv6SAl2DmyNwtuk+B71gHLYMxz+dgajTY3JUlMT2B834b1fQ3TIRKKsuyOZe0yWX2po7xkBfiSKIEtAg4/Bt/BzXjlYmflZgSODoFRn17DWmPX3+JJvkoxy6h8HSpK67a40/3A/SjAD/hNOI7UBSCGF8uYRNzYhZhtF+LGFOLGBHQOF6TbWrlcm2v6mGaMf92/lB/PnIXD4Uor7fgyHWBD88LzH6ax8HxQaCi7zEPev51op6ZqcRidO18xA0YCECGE6EGJSh3MPaobeMCqY6LhxjnI1dG70jLvOR3R6UkaT4tTeKeL8ou8rHsmgB7A5ShmwuxYZI/UGfTa2mrMhNnuzH+vKUXYfjhh22F4ky9QFP8TbusDiuPXUhhfTNB+HA32M3hMVQCpNT7eLP0f2xZTbFvNvrN6L739H3/HcnCaKmGpruVR3UCRZWNfo4tJ5HFSdTVuduFcnRrlsGGQqLAI729St3eA3S/8Dl8/v7rb+g3/ZwW5S9fSErL6MPgOLsYrN+OVm5E4eqzW3tPzM3Qj3sRzeJKv40m+ikOv3XxjKdQ3Kd7+2ElDwCBpacLhKMf99CR8X3lxv+NAJW3EvxMntM8KbHo5+TSC9R4e6z1onuWiMUiokSTUKBLGdiTUKMzmn6m/twOS2HQtNl3TfKlt/btIb2LxZVCkH4LkHpjGeLQaAskdcsDmmj55LFiwgFXrG0hnFmGDTvCfDC08H3AaSq70kH+/C+3QVN4WIrbH4CWTyCYJQIQQohcOU/m8pYNsal6QfowqzHaTMqrukgi+F+04v7JRtMRN3SUDPxVryyJ7lpWhBdRKEbYfRth2KJ7kSxSaN+JNvkp+4p/kJ/7Jb4wpPGObyaGOUzOzv37q7RSrvtjH8FNnJXlUN3C3rqVA29qls1URyP+nk8K/ubFvTPV9osLCfr7B2ulNxMdboCAYjFB/YX23+3quubI0wH7Kz8Eqr1cBR6/oBN7kMvyJB/AlnsFg8+vRwkfEtg+Nyb048rirWV9TimqeRmdZFjU1Ufb66TX4p+bh2+ig/FwvzpjCmpbg9cW13LHdR+ygv+B4vYbvWF/ispbj0N/i0GtTwU0/X4YXnAJwEURAY8M0diJmTCZuTCZm7ELMtjvWVva5kYse1vXEhsLCcw0lV7spvNOFtmk23RTe6qqdd0cCECGE6IWWBenXW1U8oxvZR/u6/GrL1PqGwaR9UL0wwoiZfgpvcRE80uywqDgbuqqU3itKEbEfQsR+CI7kZ+Sbt+NOPMBkazmTreUkEtfT5DiNJvtpJI2Kvretk/9zLvyPj1D51JHgVR3kFquaS4xhjAk4yf+Hi8I7XNhqU4GHOTpJ/ZwYwePjjBtXiLnegt6ceVaK/9jDvKxTQcExqoAfqoKMLPJ1Jj8hL/Eg/sTD2HVV6/VRYxph++FEbN8lauwOykkwGOCjz66mtFTR1a5DPzDZeF+QYbN9uD+wc/APynHM24P5xw/jXQVzjQp2Vm6UbsJhrcGu12K31qV+6nU4rHXY9TpsuhJQJFUJliohSQmmLuKfDzxNZY1FTT1UlMKu41OX0SOSOK3PcVqfA48AkLQMwraDCDuPJ2Q/Aq2yVxl8a/X5EFp4XnSdm8Jb3WhDs+mvYUI/GJhaPrlKAhAhhOilLRekn07HOeMDsb5hsES+m6Dp5zHyH3BRfpGHdU8Eu6xaPVgytdDftE3gSfUHHrD/gmOTT3By4mGc+huK49dSFP8LUds+hGyHE7Yfjmns2OP2uvo/58L/WCnFTIqp10lqVyepe0Cx3/352AOpwCM2PknDOVGCPzTBTpcH79BxkXx9UxM7/+UPvOyIooCTVDH7G704kNYmBmGUDrf+VIQxdBhFBKf1Ff7EQ7isFa0PMdV2BO0/I+D4GaaxU3+6AoDoXknWPh+g7GIvvmUODri4hPJlLi675htuLqrmt8Ywhql84rbJxJncZfvBBm2m8wSDAc6aNzo1ldBQ2AxF0tJoS2Mlqnn37QcpdK7CaX2KI/ERHmMFefpF8mIvYsXchG2HE3T8mLDtEFl/kgFtK54fluMLzwv/6qJ4iRutNFXXhQkdvW0FHyABiBBC9EnbBemfGh2zJ2VyfcNgVd5tq/b3UbwvO3CtsFN4i4uG87aO2gkJrXlcNxJS+ViOc1nrvBRv8gUKzNvxJl9qXl/wOsR/T1yNa15Lcjhm5b543vIBoB0a7QLt1JA02Du+F+58L1Ejyhe2L0iQ6Ncalkz/n1UICp9ycc2DY/G9u/kgrGFqnMi5ccKHJHpMwt/ZInnD42bSTX9m2I+Pwq7hTFsZuzcnZFA6jF2vbR5F+Ba7tQaHXtv8cw02XdOrtlv4CdqPIWD/OVHbvu0O+NORLNdU3hUi/x9OSv7oYeIzfu7+73j+eN0abtivit8aw/B1lw2tm4PZlqmEhqHQaCxtUd8IIfZBOQ8DUsHKUQeN5u1lv6PEeBKX9TH+5H/wJ/+DRR4h+xEE7CcQsX2v+4hQdGmoLDwvuNVFyZ9TAWf1ggjB47e94AMkABFCiD5puyD9344wxgCm383EAvO+sgo01QvCDD/dT/ESN6Hvm5jf6f/ajLSmUGXQWzpINQmKsfFd5d+8YN1+ODarEm/yBbyJ5/AmX8GpV+E0b6HQvAXseWA7DO66ED7at80W/bzKq9BcbqRG1fC463H+zt/7vIYgU/9n74dOyp7w4H/ciRFKHcRaTs3bhzXx8MxqPt4nxMFGHseqQlydRCBKR7BZNRi6Fo+9lq8++hNY1ej4Rp568m52+fFBaPUIedG7GaNieHQYgwCGDmLQcxEZjQ0LL1r5mn960HixlBdLFRGy/YCQ/Ui08qXdF51S0HRqnMi+CSrO81L4qYPrTtqBh2dVc/vFtZzjLcM+gAf/azdCNbOJeC/CYX2FP/EofvNfOPUX5CUeJC/xIGHbAdQ6/0DctsuAtWNrtOXCc1eOLjzPv8tJ6VXNwccfwwROjPf6sY7kZ+QlHqLRcSZJY/hANXHQSAAihBB91Log3Ugw+le/aHebw+5orWC9pZYK1rkufGiCwDFx8v7jpPwiL+sfDUIfS2W0XR9xw+KF/PzEU1szPA02U2ue1I0AHKUKcGxxkJk0hhFqPAWenoXtaQt38k3U/k/BAU/CqNVw+L/g8H+R+PhozH9fBet2xopYrPxwOV6bjzJdSrlVzunR0zmd04kfkiB8dILAMc3raDJ9TKvBVquwf2vgWGPg+yyfFaxgp5mb17HEJiUInFRD8ocvsrP7JeZYq2iKR3EQx6lNyrBwY6KIgY4T/6SOsY4uzsQ6YfZxgH568xqRTtaKJNRwTDWKhDGGhBqNaYxu/ZlUI3ImK5S5k8W6/wQpvs5N4S0ufrK0jN3f9PPfsxrZe0cv5o4WeoBioNY2GDtS77yYesdFOK0V+BMPUWAuxZt8BU9kfwL2E6hz/o6kMWJgG7KVeCjHF56rMBTe4qb4+tR7oOb3EZpO633w4U08RUV0NgYhTGMsAeOUgWrqoJEARAgh+qjtgvTRv/oFNTpJS7JTlztVwbo36VVzWc0fInjfsOP+0E7hbS4aftX7qVixaJRpU8YRjWwuptWyDsbt8fDaW8t7tY3eLOR3OJxceeWV3U5fel0HqCNJOXb2Ue3T0jo/tVH8Zzfe1+yoRCpS0LbDCNsOIli8gPjwFfg9d1FgLsW+6+PYdn2KJvtJrEvMYc8Je1JaVI5N2djD3INjo8fww+gPqdhYgfNWO4W3uomPSxI60iSZr7E1KoxGhdGgNv/eqLA1KbQTrHxNMl9j5Wmslp8FGoZ9g63JxPhiBI4vC3GsMTDC7aOaYRSQyE8SOfNDksc+jav0eUqsd1AkIAHFPXV4c1yYpJCkKiGqiqlRhawnn7UU0KTyMcjjQNtI/KoAS+VhkYel8tD4Sap8UEOoGKcT6i6LEj7ApPgCLzt87mGHCzavw0gMs4jvkMQcZ2HukCQ+zkK7wAiAEVIYAYWnLo8/8kcqgsPw4+MLxxfc7b6HIMHet0Mp4rbJ1Nkm0+g4m+L4AvIS95KfuB9/4lEaHHNocJ4nC9a78bmO8m7zwvMTc23huQn59zspWuLGXp0alam9KELj7F5+nmpNoXkdJfGrAQjajiRoP36gWjuoJAARQoh+mKw8TEk6WO6CfyXDXKg3ZwEaiPSqnanRCZ7QDUxRXnbHk9EvXqtYU/2HCMPm+Ci5xoOKQf35sV6dzTcTJtFIhG/XrG1XQyIQCDBm9CjMZPdznmOxKHvvPr7LAOaD5atagxCXy8W8efO6rB0Q0xZP6dQ8qWNUYbspNu63bQz/hR8jmLousleC4NFxQkeYJEtbNvYdYlxDo+MsiuNX4088TEHibvJ4kKvOh6WPWYQiBu853+Md+zvMjs7mizs2UPZCAb5nnDhX2XDe0Mvho8o2vysLvvcMHLQY9nlp8/UhP1SNQNeMwAoNJ5kYTpwS3m24g/1+HCFPNW+keRpYzJhC2HYIMWMyWrlIaCdvYPKWNokpJx7cHGzmceZ+h3D761+w0uPgIx2mks3pQA0NVS+9yt9mHIPhLujFZKuhI7pPksrng0RuVQQ+ge1WuRix1om90sBeacCb3T3ay+/5Pa0ZgqNwbvA8bvXcykKu7XNbksYwqt1LaEzOpjh+Jb7kixSbfyE/cTf1zstosp8MSg7b2tpy4fmwXFl4boH/CQfFf3bj+Db1/o/tnKpw3ttUu0qHKI+dgz/xGAB1joupd16asXVR2SavZCGE6KdjTS8fRjfymc/Lh0TYfRCH/i2tuc2qZhVx3tQhJuPmBKOYigx+AYeOMqldE6FkoYfi6zzYv7VRvTAMvVwrnZeX120Ru64kEonuA5g+LPJ+WQdoJMkIHExvU8He87KdYWf4MGKK0CEm1deESQ7vOgdtwhhNlftWGpLnUBKfjzf5Er87C876eS2L/+HjXy+4qa5XJEkSnBGDwyNUXx3B+4od78sOUKn1NVahJlmQGtmwCpp/z9eoOBgBhS0Yxuv9J74Rt2DP+xIAnXCiYyUo7yaULwhjv0SN/RIbqZlxTuCg5nYmKSBiP4iw7RDCtoNIGsM6PJc9gXId4y6rlv9hstwFOz7/CovcEdCpoM+FYjIepioP4yJJZvzyfPyfHdurPh9qrAKN6zea960gl+paHFHFrDVl7L86H8fXBs5VNhyrDLDA8mssv0b7IeaMcdv9N2B5NaZh8pPo8UxOTOa34cv4FWcRu8mg4bQoMV+8Tym547aJVHoexpN4mZL4FbisTymLXUi+eTub3HdhGt8ZtL7JdTm38FyD5zU7Jde6cX2aOsQ2t7OouyhC8Edmr6ey2q21DIuehMtajoWHKtdNhBxb1/tPAhAhhOinIm3jm7/exg6XXdBaIX2wqu6+qAOsIo4XgySaT4lypbWBH6gCfqDyM1OpXUHDOTES21mU/9pL/iNOHBsUlbeGsQrTKFXcS/0NYFqEdJKnW0Y/jILWAnm+pxxUnOtFmYrAMXGqFod7nW44btuFjZ5HsIdfoOaTnzFtkuaq84JcdV6Qb9bDe58aVBhLSSb3IubclfDhXsKH93zG02atJ8+8nXzzbmw0AJBQZTQ5ZtHkPZ2kUQY6iU1XY9OV2PVG7LoSm1WJNtdw8y0P8PNf/QvD971enSXfXrm42CziWQI8b49AUSF+C3axXEzFwxRnfutamSCBHra2dZhh+IlZFve76/nbd6qIjE/w3W5SDAeDAX53/+8o9ZZj2Axu99/GwdFDmBucy+6J3eBG8NwIN3A7i1mc2kcfUnJH7AeyzvYKeYmHKI5fhcv6jO3Ch7DJ/TfC9iMy+tyHolxbeO5cbqPkGjfeN1MfJslii/rzojSeFIc+zE50J9+mInoKdl1NQo1go/t+4rZdB6jV2SMBiBBCpGHd3+9lxiW/ptJI8qRu5HhVNOD7rNQmjzZ/8Z6sitlBuXjQqucDwjyhG3lbhzjBKGZKhmoLBH9kkhgRZNgvfXjecjDyWD8b7w6RGJ2hyuUD5BndRBiLsThbR6fyHnZQdpEXZSmaZsaovibS5wX2AAnvoXimrOPb5KMUJ2/HmfyY7UfC9iMtsOa3VsOOGxOIGbtjKT+QQJEEnUBhtf5t6Aa8yWWp9RpAzJhEo+Nsgvbj2i/cVjaSahhJhhFnart1Mlf89QEOPmUCPiK9WmsUi0bZa8oORCMRnBXlOEuLCa78gie1bp3mxhBZr5RJBxn5hC3NY7qBf+g63JbBdKOXK9IVPO96gWdtzzGtdjcemvJvCpYX8Ht+zwXqAh50Pcjzzhd40/4W6+vW9m4kT9kIOE4gZD+C8uhsfMnnGB49kTrHb6h3XjJkpuNsWU9my7/7I1cqntsqFcULPeQ/khoatryahjNjNJwZRffx/EmeeS9lsQtRmESMPdnkvoekUT4Arc4+CUCEENusTKSI1WaC400vN7oCvKCb2Ff7GKEGrm6HpTV3W7WYaHbHyx7Ki1KKX9nK+FRHuN+qo4oEf7Wq2A0PR7VpS0JrQliESDb/tIhpzc7KTUF3NRCA6J5J1v8nyLBTfTi/srHd0X423hkitlv2q6V3pk4neEmnDnKON4pQSpF/l5Oyy1MHKg1nRqn9fTStDFUuj5cEJ7IqeDR77jaaT5Y/TpHzM9zWf3ElP8Cpv8JlfYrL+rRX2wvZDqfRcTYR23d7rAWRbsHLLdfp2G0GiaTVr2luW5sjVT5RLJ7VTdyha3Bpo9tgXmuNZVkoFJal0Wie4zk+Xfotl08/hz/a/8i+iX2ZFZ3FrOgswoR5hVcovddP4nCDxFirx88iSxVQ6b6fovi1FJt/ptj8Ey7rY6rct2LlwtSjLnRWT6aF2+Ppd1a8XKh4riJQcJuLopvdGGGFtmmaToxTf0GUZFnfRohdyf9SGF+EP/kUAE32E6l2XTe0Ejv0kQQgQohtTncpYvuTpWpHy8HeysfbOsS9Vh0XGxUD9oW4TAf4HzF8GB0yvkxWHuYbI3hWN/K0buJDInzqirD3G09zibuOWPNizS3la4O5RgWjegiczLFWKgiZ5cPznp0RP/FT9dcwoSNyr5DWf3QDJpopeBiv3BTe6KJkYeogsu7XkV4vqO+tuAkRpmJzfrelNAiGbsCV/C8uazmQgOZVGxp7808DlB2Ng6ht715VYG+RqYKXLdPcWgIQkSos+GMKiWDxqg5yi1XNBUY547dII9yblNvLWMbywk/ZK7EXP4wdyUHxg/hOcieO4Ai4GrgazDFJGvez8fV9n5A80YSKLg46lUG967fEbLtSEf0VvuRzjAwfQqXnHkxj5wHoifS53G4+WL4KM9HxM6K/n7dtF54fmo2K5xp8TzgoucaDY31qBCr8PZOaKyKY4/vwHtIad/JNisxFeJMvN2/aTq3zDzQ6ztrqC1JKACKE2Kb0lCK2bYalvviJKuJjHeZLYrytQx3SvWZClTb5d/PUq5mquNNRC4dSHKUK2Vv7+KdVz3IVwb3dCFrOk7tQ+DDwYeDHRiNJNmDyZ2sT5xvl7NDDGTerSLPx/iBlF3nJ+4+TirO81F0aTaXpzZHvy/U6zls6hAJ+rAopvtZN0U3N+feviNB4Rmaru3dVydxShUTsBxFpXSKeeS1VuFv3aUkQkQlKKU6kmCiad3SIv1pV/NqoYFyb90fblNvhUJB995jIW++vxNt8MqPtQfd7zvd4z/keVzKPkeZI9qqfzrUHLiLvnVSWpNJv83iKp9B7a6K7JYl81yQyI0F0t2SH9Ulh+5Gs877AsMhJOPVXbBc+tHldyJGD1T19smVWwHRlc+G56yMbJfM9eN5PHT7HxyWpvSJC+KBE7z//tMabfI6i+CLc1nsAWLgJOE6mwXEOCWP0ALU+t0gAIoTYpvSYIrYXZ447q1HhA45y+nnIFuBhXc+uOrNzklumXsXRTMXDnqr77ZcpB+caZawKN3LsDw/m2SeWUebL71CEL6YtbrKqWUmURdYmzjHKmNDD2hHthqobwphjLIr/6qZkgQfXRzaq/xLGyk/7qabtX1YDhgm/eKmcPe4twvuGA6001ddGCMzsffGv3spGxXox8Ayl+AUlxLTFR0T4i7WJWUYJ09pUam85uG55W/n8fny+1OeKGex8ZHCtbS0f8gFn3fxb/I48PO/ZsT9vsfHO1eya2BXPe3Y879lhEVg+TWSvBJH9EoQPNjHHpQJM0xjPeu+LlEfPwpd8luHRk6h3/Jo6529gAKeAZluDTvB4m4Xng5X0w/m5QeENbvIeT/VtssCifm6UxlPivUtgoTUGDXgSL1NkLsJlrQDAIo9Gx+k0Os7eatd6dEUCECHENqm/GZa6HUHx+fjJp++wViV4TDfwY4ev0zPj/fGqDvIFMbwYnNTLOc9KKSq0jfBXq8jH6BB8ALiUwblGObdbNfyXMEusKmYbZezWQ4CDgvqLo5g7Jim7xIv/GSfOz21sujUEHad7D5q1a0ym31/AFQ+NpaQ6dWSgnZqq68KpNJhC9IFdKWYbZdxmVfMhEW6xavihMjlabc6qlhYXRPZLEJwaYOqdU/n09XWUflSI5007ntcdONYb+JY58C1zoP/opvH0GHW/iaK9LetC7qMo/ieKzYUUmdfhT/ybWtc8QrajBm0KT8sJmXg8xtLbbmLWmXPwef0DUnT1Yd1AdBAXnrs+slF0gxvf882fJTZN0ykR6ufWQEEABwGMZABDBzEIYOgG7HoTNqsSm96EXVdh05XYdBUGm0dekxTT4PwVTY5fYqnCAX8euUgCECGE6IOeRlB+HPOyxN3EyzrADKcvI2fGa3SCR3Q9AD9TRRRmuBiZQylmG6XcrWt5S4e4xarmF6qEfYyep5EFjzWJTQwwbLYP59c2Rh6dh543yAf6JnifcZB3r5Oxr9kxdOrAyxyVpOmEOIGfxklWDHzaYLF1cijFr4wyntSNPK4beVI3sk7HmWWU4snwGfhEqUXwR2YqWNYR7N8YeN+043nFjv85J4VLUwfD1ddEiByQaF4Xcikx226Uxn6DQ69mWPRUIsbe1LquJmbbPaPt21JnyRBuven6XiVC6KsvdJR3dKjXC89t1iZc1n9xJf+L2/oQV/JDFGEsVUxSlTRfirFafqcYlB3Dqse5oRHP5wHs0QY4sQ49pw5dUQd5jRQYQQqAvlbk1Dgw1RiaHKfT5DgFrXqZXW0rJQGIEEL0Q1cjKNtrO99Tfl7VQe616rjMGJbWmVLdPPUqhmYybvYdoC8tm1KcRgkeDF7SAZbqWqKW5sBu6iC0MMdbrHsyQPnFXvxPOhl9aQm3cEuqQnTmC8C3k3evE66HYZWpfknaNG8e2sjwExX6exZkMUtpZ2eGWxYnD8TZ4f5oSYfaNguW6MhQiqNVIdtpJ0utGj4iwgKrkjlGWVrFPzubzgmbF2gnxv5/e/cd30T9xgH8c9ndZc9ShlqQPUWKDAGRIYgLGSJ7ihZQQFS2Av4EkaEoILMiiOACVIayZIOCLIEWCi1QCrRNk2Z/f3+Uhpa2tGnaJG0+79erL9q7S/Lk4S655+47bEiuZkJyXxOSjhhRZrwvVBflqPiaP7QvmpAwJRW2EgJ6RUdclbdGkPkrBJvmwsd2EJVT20GreAl3VB8UWr+C7AZDcHQghLyw5tLxXG67BZXtX6htf98rOI5DIeKyfS6ZiMtxnV2Zez/3SMjcxUNADhv8YZMC0n4QACEFwCoFpg2VLZWFRSoPq1QOVqkcLLLysKFEse9Y7ggWIERU7DzsS90VekjBOCb0iIYJe0UKWkv3z8Kt9qFw04bDvZ2qhU6YECjkCIAsS7GyV6TgLAzwgYR+slKFOtykTJLwKkrAFzL8LJIQKe4g1WZDZ1nuHT2FP3Dzcz0Mja0o9aEGwy3DYelkATYCqFoIwVqBUjM0CF6edoJjDrHi+1cT8N3LCWhXzh/l8xBzYcquqd6Xi+cDcG6wg4JSWMOjFneNJF+UlZXHItstxMGMD203MExWOl+7uNFoQLP6j+Z5KGVDUyuu/qpFiYUalFisRsD3Kvj+qUDC1FSkdDdDSBokqt5EsrIPSprmINC8AgGWjfCz/Iwk5QjcVY2BkAqnk1bGwRAKYyCEI0KHWJhRWljxkoiBv/U3qG2nobr3oxDxWR4joIJRVg9GeUMYZI1glDeEVSoFubgDubgN2b1/Fbo70FxMhDruDuQpNiCpJERqCaSGBUDXPACWoGBYpWDYpBKwIQg2KQACPiwmnMQChIiKldzmR9h3KG9zMjjDX5LjJakEVorb+E7cxV5rCnSwIQVWpOKBpkAZvjflAAIhRxDkCIYcQZIch4QOAPCKVAIlC7jpVXYkSUJ3KRg+Nhk2iLvYJBIRYzOhpeSPmtBA8bAvXQlIGmzE3ceS4dvHgkp/V4JoKmD7QkD0KMAYUyWUi/CF/28qCJmAtEDCmq5xWIM7KAk5ni6kkyxHFMRgB4Up4/Co2Y3g5Cl3aDxRZUmF92Xl8aUtAWdhwHxbPLrLHe+PYLFYHB9KWQ3cfdsAXRcTykzwheaEAuVG+8H/BzMSPtTDUknAJpVCgvpjJCmHoJRxCvys21DCPB+B5pVIlYfDKG8Kg7wpjLKGEAU0WWlhkUQKNJa/UNK6FV9ZD6K6uAT5vQk7MxJQwSSrmangMMkez7ZDvk0qDbMF8P1TAd/1KvjtVEIyp+XfGmRD0kATkgYYYSvBZpuFiQUIERVZ2Q1/muv8CFbX9E9oIflhv0jBBRhxGZlHXlLdGwrXHzIEqpW4ZTQhEVaYIHAXVtzFvcn97n3/1YYGLQthWN+HeUYWCB+bhNXiDo4KPY4KPfwhQ2PJF00lPzwGdY5Ny/SNTAhHY8S2ioNyjwLyVyWIigKaV9R4DI85FVdZlMUjr5eB7ykVbL4CN7/QIbivD368mggA6C4FZ9vZ3l3yO9iBKzxsBCd6OH9JjghZWXwn7mKH0OIHpR6v/v4D5ErH7xzlZyhlUy0bYjenIGilCiXn+MBvpxI+BwKRNMiIxKFG2IIFzLJHccPnG2gs+1Da9D7Utn/gb91in+xOQAGjrO69YqQpjPIGsCEQNkkDAQ0Apeuv8gsz1NZD8LHsho/lT2hsRyDBgooZNjFLlWCS1bb/GOW1YZYeAfJwgUZ5UYaADSoEfK+CIv5+zlNbmJH8igm6TmYU8ACGlAMWIERUZD1s+FN3z48gkyS8ISuD/2CEz715N9KLDtW9jquSBFQvH4yo2ETYbAKpEEiEFUmwIFFYkQgrjBB4Wgpwy0y/T8kCUF2ocUDocETocBtW7BYp2C1SEAQ5mt4rRqpDlSW+W7iFlE06BH4VANkXEqSrEnzma3Ae55E8UI9BGISdtj+gl+W9J6fsvAwHcRC+p9SwlLPh+kodzHWt+D35FpJhQyUo8aSXd+zMqCj0QSnK5JKEV6WSCLGpsEbcxo3HqmKjpEMfoXbN8SoHkgaZoHvGgjKTfOD7pxIlFmoQuEqNpCEGJA4yQgQABkVLXJP/AZXtNDS2I9BYD0NtPQKVuASN7QQ0thMAvsry9AIyCGggoIaQfGCDPwzyJ6FTPINUeeuC6UQtLFDbTkFj3Q8f6z7gwl+oZMvcDylWegx/yZpBUrRFY0Vb2KQSDr+M7LaEcm/5wnf3/QLRXMkG7csmaF8ywRLK+XNcjQUIEVEh8ZPkaJjHoSIlSYIvJPhChopQesykfpUkFV6SVHhRBCMKJhwROhwReiTBih1Cix1Ci4pQorssGI3gk/nESw6I8YB1nIC0U8C6zALbJhsCT/piGZZBf0ePXzRb8KP6R5xQ/o1byDqjdDrpTyDgRX8EIQCpj5lwc00qrBUFtMKK9clpj3tJVqJghkYtBoxGA5o3CiuQPig5TbToKYQQ9gsMQri+2Uy4zB8BQobFtlv4U6RADRleQrDLXt8SYsP11Tr47Feg5P800BxXoORcHwR9rUbiSCOSXjdC+EgwyevAJK+DZOUAAIBM3IbGeiTtx3YEKttZSCIVElIhwXbvRw9AD9wbhU9l+Q+BllWwQYNU+VO4izYIqQCk5vXGsjBDbTsBH+t++Fj3Q2M9DBkyFxwWqRL08jZIlbdGlOxJTIIVcgBzZJVgy0czVOUlGSq87gflFTlsagFdJzO0r5iQGm5x6yAV3o4FCBFRMZTb6DqOkiQJNaBGDUmNV0QJXIARh4UOR206xElmfGG7hSpQoYcsGFUf7OciB8QzgO7JVFTfVBVHJ57B7dlX0QzN8IrhZbxieBkAcFV2FYdxGJW+LoUO6ADpjgQEAFIkIBssQTJL+B2/o0Lk4/Atn9Yk7UdbIlKFDTUlNeq4sU+Fp7FYLAXWB8VTJ1pUKpRQqdS4fTtz4Zp+l8eV6st88V7JUMxIuILfRDJ8IKEN5K4LQEqbTyQ2PAW+f6QVIup/FSj1oQ+CvlLj7mgDknubgPsTucMmlYJe8Sz0imezPp8wQ4IBEowwGxKRor2FMcM7I3LZYJRS7YUPzsPPuh1+2I6YXcC/F+/gj0Nq6AwSNCobhA2ohHehNljTnkekQiaSobb9A9kD49dapApIlbeAQd4CZSo9h5j40hD3rsBssSUAQofmkl++hh/XHJSj/GA/yJNkMD1mxfWVOlhCeLfDE7AAISIqZnLriO/s+PwySUJVA1DJokIbnRH9vpyDuu+ORYzMhM9s8aimUiC4eZNsH5uIRNx8KRHhs59AePBT6GV6FeGmcDxuqYUQWwhCEAJ8DvyO34EagAgRkK6mnYwY+5nQZXUXHPWPAgCcFqn4U6RAQtrdD8lTbht5EE/ug+IstUaDE6cv2wvt8CaPY//RMwgOKuGWJmZt/YIRcycFK2238YNIAvLRMd1pEqB/2gJ92xT4/apEyU80UP0nR5nJvijxhQaJww1I7mWCyK3vuaSEgBIGgxKN69ez30kLqb8MAPBYdTX+3DYFfrbfoDbtRp1HLKjzyIOdwyORTX9xmKXKMMjDkXrvxyJVAyQJkgSUUQUDUiIg0mY9P3hvEI5n8jGwhP8mJcq+7QvJLEHf0oybS/SwBbFjuadgAUJEVMzk2hHfyRGYshtiNm7d96g8sA9ChvRDdIA/Gny7DFN1NzBYJUctdfYnYucV5zFdNQMAoBIqPGZ+DI8kVse0HrMRtzkaDRUN7cWHdaYN+pGpsKxOO6PRCiu+tt0GAPQKLItqejXc0PqG3Cy9I316M7Hg4JJQq9W5P9BBRqMRSxZ/iuGjxjz0+Z+S+cMgbPhW3MUPKj3Kv/I8LLv+KvB4ciUBuk5m6J4xw/9nJUrM00AVLUfpKb4o8ZkGiQONSH7dBFvwww+a7EZzS7+LFm/rC6Avwp+sghc6BqFFg7R2WKkG4PZdPUa+9T6U6iAI+EBAA5vkA5OsTp7nJNkltLACqAMNKmUzmlWOBFBivhol56VVWck9jbg1KxXgyNIehQUIEVExVVgd8R82xGyNurUx6cA+/AEdTvoCb966hKd8AvFGcMUs3/8Z2+4bYMA/8n+wCzvw+nsRCN/cGHeuJiLgcgAQBOAxIL2puIDACtttJMGKalBhQHB5xOiTCuS9UdFUWM3EMjZlXPjpHLza53X45TJUcXtZIAw2G34QSQibPRlX35uFlJ17Czy2PJEjbWb1rmmFSPDnGqjPyVHqEx+U+EKD5L5GJA42wlr+4YXIw+6k6fTAtr1q/LY/7YTfZrMhIUGPl98aCn9l/u6+GYQNf4q0ZqMdZQ7c/TACZSf4IuD7tILl9oRUJI4yekyfOrqPBQgRUQ7yetXTW2V3UmJJSkZHvQKzO3XFlCP78QcM2JuajBOGFPS71yFfoVBk23YfuNd+X36vVNEAaJr1dffLjTiJVKghYYi89MPnJqFcKZUqTJkyxWM7mbtLdnf60psy5taRv4sUhGSTEbuUBoTMmICrRiNS9h12SdzZUgApPcxIed4M350KBC/WwOeoAsFfahC0Qg3tSybcHW6EpZpn9I/YL1Kghw0hUKJmHu/Wyu5KKD/UDz4HFbCpBeLn6aHr5pph18lx7P9PRJQDs9mEhZ/Ogdlsyn1jslMoFJCl6PFe1ZrY3/o5JB4+jhRhw+ciBXW/mAv4+eHE6cv4+2wM9h89AwDYf/QM/j4bgxOnL0OlybnY8320Bn5UpnVi7SWVRDmJ7SqcpVarMXXqVBbZD8h4p+/O3UT7z5WYqzCkpsJsyfnkVpIkPGfxQezaDZAUClSe9T58m9TPdtv0O4HpP4U6kpcE6NtbELc5BbEbtdC1NUMySQj8Ro0qbQJQdqQvVKdd2Hk+G1YhsF2k3e7sKAXmaUhj1RkZKj3vD5+DClhL2hD3bQqLDw/HOyBERFSg1Or7s2zrdCkIb1YHc07+g+1+VpTq1A4zcRv9ZKXQUHP/7omfnz/8/dP+Nqdkf+JgEjY8vuAjmCWgieSLcM75QS6Q3478EiRc+GAW/EqWRHDn9qgybzpip32CpO27AeThTmAhj+RleMKKG0/ooDotR/BiNfy3KBHwswoBP6ugb2PG3VEGpNQu1BCydVzokQALSkCOJrkd4wIIXKlC6Zk+kEwSTNWtuL5KB0tVz7iTQzljAUJERAUuvXMwAMBmQ0d5EFrINfjaloBomLDYdgvNJT90c6Bn6FpDIvxrhSHYJsNripJumZzR02TsR5P+N3kQIXBt2ieQ5HIEdWyLkFnvQVWlEhLmzIdanf0oXrn1MSloptpWxH+ux51oGYK/VCPwOxV8/1TC908lghuo0BVdARedzwsh8JstGQDQXgp4aPNK2V0JZcf5wm972meItocJtz7UQxTPQd+KHRYgRERerLD7uWScxK6CpMREWXn8KpLxk0jEQaHDWY0M/RYvhEz58ELkiEGLX0zJEDYb+poD4Kd0bzMRd8tpDgzggX405H5WG2I/mANTTCzKDOmLciP6A+XLwAwB/4yFOjLfCXQ1SzUbEman4u4YA4KWqRG0Rg2/v9X4GT/DGm4F3gVEz8KN4V+jDtEwQQMJT0k550FzQIFyb/pCcUMGm69Awkw9tC+Z2dm8CGEfECIiL1bY/VzSRydKL27kkoQusiC8L6uAECiRJNkQ0+UpvKe4hUjbbVwQBtgemMjwrtWC/925BgCI+fxrPGLjyXX6HBj56UdD7nFr6Vpce382bEYTyvXogsUqLZKF1d1hZWEtJ3DnPQOuHEzG9bcSEY94yM/JIX9dBnkjCYrfs167ztiPxZm7cOuT0wrqVlIAfKVsTlEtQIlPNKjY0w+KGzIY61hwbZsW2pdZfBQ1LECIiMjlQiQV3pNVQA8pGCUhhxY2/CFSMMd2E9PVSag+MQL/Jt9FcnIyPr51GXdtFlSHApfnL3F36B5DrdHA3z8Afn5ps8KnXz13xyR8lDfJv/+J6GFvw3QrAZflFnxou45Y4ZmDXNiCBeKHa1EVVaH/OBWiooB0RkJATz9sx3b4nFFmuhOXkBCPhIR43L59K199WG4IM/5KTYYcac2vHqSIlVDxFX+U/EwDSUhIHGTAtR9SYK7O/h5FEZtgERGRWygkCV2kIHQSgbgEIw4LPY4KHRJlNlQZ3h+TRRKM5/+DukI5WFJ0WNflVaiVykLvnEtUmFL/PYdj3fvixX3bESezYpbtBvrJPHdAhVSkwjjEBNVwNaRPBWT/k9A+pT3ESwIpL5pxakcMUssYnZ6N/ndbMgSAppIfSkr3Tk8FoD4pR8C3KgRsVkGmk2AtaUP8PD307bKZZp2KDBYgRETkVjJJwqPQ4FFJg1dFCZyDAQcsyfhbMgIVygEAeopALPp1v0s75xIVFmPcDbxpDMQ3PgacRCqWqlJQeVBfCHjwIAK+gHgPSHpVi3VhkRguDUfARhX8fi6DpMFGXOuf1gbKz8/f4WM0SVjxl9ABAJ6RBUKWJMF/sxKB36qgPn3/VFX/lBnx8/S5TpxInq9INMFauXIl6tSpgzFjxmS7/q+//kJ4eDjCw8OzrNu0aRPCwsKy/fn1118LO3QiInKAXJJQW/LBYGU5fCoPwSCjP/4dPg4tFYFsXkTFigYS3pCVwTNSIIQEPPLB21imSsm2X4jRaMRn82bDaDS6IdLMRFmBkRiJ8z/egK69GTKjhBKLNaj1TAX8il9RZVxJlJ7kg5IfaxD0lRoBG1Tw/V0BzSE5VKflUETLIL8pQUoBYAVsQuBrWwLMQuClv0ujSUQwQhsHoswHvlCfVsDmL5DU14hrv2hxPVLH4qOY8Og7IImJiZg4cSJOnz6d7egsVqsVCxcuxIoVK1C6dGkYDIYcn2vfvn1ZlgUFBRVovERUPBgNBvvQmADs/7Lpj2spJQl1bSok/LoT0qfsYUrFj0yS8IpUAqVTrVhjvoXTfr6YaovDQFlp1JF87NulDxYxaOgoj5kw0viIBTdW6OCzX4FSMzVQ/6tAR3QEtjr2PGaNDTN9AwAJCL59/7TU0NiC5F4mpHQ1QXhuCzXKJ48uQH755Rfo9Xr88MMPePnll7Osv3TpEn766SesXbsWkZGR2Lt3b47PVaZMmcIMlYiKCaPRgGb1H4XJdP9KY3iTxwGkDW+679C/7gqNKFsZhzqmoqmZVY23uryKl3dtQYzMivm2eLSTAvCSVAJKD5/vJjXcgmtbUmDbb8T43sOxYMZy+Bp8IEuUIEuUIE+692+iBEknQaaTIKVKkOkAySZBaZAh2HCvQU4pIPEFA5J7mmAOY+fy4syjC5DWrVujV69ekMuzH++9XLly2LRpE4KDg10bGBEVWxaLBSaTEaVKlck00Z0QArdv34LZmv0s3cVN+l0gk8mI5V8txqCho1wyOzM5Ln2oY/JMeZ0sMvVyDN4yBuIPXxu2iCTsFFqcEwYMkZVGsItizTcZoG9owg/4AVNfWgCTf+4t/LU2K2al3oBBL9AuNRA9TMEIeTIQdxIM4HyaxZ9HFyAhISEPXV/YTagkKe3HE6XH5anxFQXMofM8MYf2WCRkHhdeyvRPzo9P/1cmQSa7/yWafgKR6+Md+NworPzlmgMp62tnXGY0GNCwdtVMd4G+XDwfQNpdoP2HH34XqCA/O7OLL6f1niS3eAr7+8WR1/fUHLqbszlUKR8+WaRKqczyOIUkoYc8GLWFBkutCYiFGTNt1/GcwheQJJeflzzstR6MJbdjNSObEPgaCYjXWBCqUaGjPAAWmQ1Qcz90hjuPZUdf06MLkIL06aefYufOnbh16xZCQkIwZMgQdOzY8aGPqVYxGH5+nt3wsFrFYHeHUOQxh87zpBxqtWl3TOUyCTLZ/U9E6d7Zd2iFtAsXCrkMCvn9AiP99/T1+X18tYrBCAhwbCbjgs5fbjnIGGP6tpmXaWEyGVG2bNksd4Hi4+NRsYwvgILNQW7vJbfn9KR9ELgftytyVFCv72k5dLeCyGFSUiLMZjO0Wi0qVaqE2NhYBAQEQKlUQpNhQIUH9/PqAFrayuDT29ewS5+IzUo96q1aDJ9yfqjuwlYf2eUgp/dvNPpgypQpCKtaNtd+KuuS4nEq0QBfSYYPK1RHJeX97bkfOs8dOdTpHLs7XuwLEI1Gg7Jly0KhUODjjz9GamoqNm7ciDfffBNz5szB888/n+Njo+MS4evrmc0tJCltB4uOS+StynxiDp3niTlMSdECAKw2kWlIS5st7fcr15MAABarDRbr/WYR6b+nr8/v46PjEuHvn7fZjQsrf7nlIGOM6dtmt8wm0jrJ2h8vCj4HeX0vOT2nJ+6DwP24XZEjZ1/fU3PobgWZQ6NRjjfHTECSQQ6DsAKwArg/cE5O+3kfBKGGTI411jso2aoFRiZeRafkZHSWBUKV3UzhBSy7HDxsH+43JAKxCakAUnN8zgvCgGXWm2nbSyVhjE9FFFK5HxYAd+ZQr9c5tH2xL0A6d+6Mzp07Z1rWuHFjXLlyBQsXLnxoASIEPP4gKAoxejrm0HmelEN7HOLeDzL8/cCibB+f8Zf8PD4fuSjo/OWagwyvJx6yzJU5eNhz5eU5PWkfBHKPpbDjzc/re1oO3a0gc6hSqfHmvX462a1/2H7+hOSPikYL3vjje5Tp1B4/iyQcsKagp6wkGsAn013KglbQx1yKsOJLWwJsANpI/mgi+XE/LATuyKGjr1ck5gEpDDVr1sTNmzfdHQYRERHRQ5UQcpwe8TaGGf1RDgokwIrFtlv4zBaPm8IzW2o8KG2+j9u4CytCoERPqaS7QyI3KvYFyFdffYXFixdnWX7q1ClUq1bNDRERERFRUaHVarP8uEstmwpTZRXxghQMFST8CwOm2OLwgy0RRpH/YWtdMdHhdpGMk0iFGhKGy8p4/PDCVLg8uglWYmJa5y0gbdJBo9GIW7fSRpMICAiA1WqFXq8HABgMBthsNvt6jUaDgIAA+Pj4YN68ebDZbOjcuTOsVivWrVuHkydP4pNPPnHPGyMicoG8Dv9JRFkpFUpofHwQWiXriJwaHx+3DUmtlCR0loLwhPDDBttdHIMev4gk7BUpqC1p8Bg0CJPUKA1FnptnFeZEh0IIHBA6bBKJAIDXpVIoJ3E4b2/n0QXI6NGjcfjwYfvfN27cwM6dOwEAs2bNQmxsLBYtWpTpMS1btgQA9OjRA7Nnz8Zrr70GHx8fREZGYsWKFbBarQgLC8OCBQtyHQWLiKgoUioePvwn5/LwHg9erXfn1fuiRq3R4NjJKJgtZuh0KQhv8jj2Hz0DPz9/KBVKqDOMYlVY0ufj0elSAMD+r1KhRCmNBiPkZXBapGKd7Q5uwIK/hA5/QQcIoATkeExS3ytINCiXQ0FiNBiyff6CeH96YUOkuI1DIu1icVvJH81knj26KLmGRxcga9asyXWb0aNH57rNSy+9hJdeeqkgQiIi8nhqjQYnTl9264kTpXFXAeCpV++LGrVGAzXuHy9+fv7w9y+84ZMzym4+nvAmjwNIu5Bw4vRlqDUa1JZ8ME1WEVEw4j9hxH/CgIsw4i6sOCT0OAQ9IIBgyNFU8kULyR8hksr+Go3rVYchNTXT82t8fHDsZJT9dTPut3ndhy8JI5baEpAACxQAXpJKoJ3kmtyR5/PoAoSIiPLHnSdO5P4CwBOu3pNzzBYzTCYjSpUqk2U+ntu3b8FsMduPcbkk4VFo8KikQRcEwSIEYmDCf8KA/4QRF2BAIqzYLrTYLrQIgRItJH/UsQgYUlNxJeZqpnmAQquEwGwx57gfP2wftgmBrSIZP4lE2ABUgBJDZaXtRQ8RwAKEiIiowGUsAB7kqgKARWjxIEkSZLL7YwZl7NeVE4UkoTrUqC6p8SzSioL/YMRfIgXHhB5XYcZ6cRffaYA6Sz/FaY0Mrf39sswtkr4fJybdzVMRe0dYsMyWgP+QdtemteSPV6QSULtgzhIqWliAEJFXYtt4KmwPFgDkPkajEUsWf4rho8Zk28k6t/VFnUySUBMa1JQ06C1sOCb0OCBScE4yonSHtvhYfwufp97G42o/VBdylGj1JPSwwR9p+7GfxR9AzkWsRQj8DT1W2+5ADxv8IMPrslJoJPm6+J1SUcEChIi8ikKheHjTGDnbxlPxolSqMHrMBCiV3tsEJrdRngpzFChPo5FkCJf8EQ5/xOgSMWDRh2gxPgLXbRYcNmhxGED91V9gEhJRzpqC6pIaFeUCQc0a4ZTMBL0tGXdgxW1YcEdYcAdWJMFqn6A0DGoMkpVGSYmnmJQz7h1E5FXU6oe3jc+uyQxRUaZWq/HWvVm4iTIqKeS4smgZjk//H+76qHDWpMcpXRK+P3EUQY/XxE3JgpvCAqiAhhu+xnKkADmM5h0AGTpIgXhWCoSMc3xQLliAEJHXeVjbeHMKCxAici1n71I524RMkiSEKjUIVWoQblNiUpdXcejsFdz2UyFaGPGfRYf9F86g4aO1UEahRkkoUBJylJIUKHHvdw37eZADWIAQEZHHYvMh8gbO3qUqjCZkakh4TNLgMUmDcJMMnz37MpadjYG/igMZkPNYgBARkcdi8yEiouKHBQgRERF5pYfNNM65UogKDwsQIiIi8joPzgIOZJ0JnEUIUeFgAUJERERex2wxZ5kFHMg8EzjncUnDvlhU0FiAEBEVYzxxIHq4gICATAUIZcW+WFTQWIAQEeVDUZlJnScO5M0e1seDiNyHBQgRkQNynUndi05sikoRRt7JaDCgYe2qMJmM9mXpfTxUKjX2HfrXXaE5RAgBm82W6W+ioo4FCBGRA3KbSd0bOq2yCKOiwGwxw2QyolSpMpAyzMwthMDt27dgtnr2pKNKhRIqlRq3b9/Ksk6lUvM4oyKNBQgRkYMeNpN6UeFM0xQWYVSUSJIEmez+LN0Z7yZ4MrVGgxOnL9sLqeVfLcagoaPsxQePMyrKWIAQEXmZgmiaUhyKMPIOBdGEyV2DOdw/zgLwzsQpLn1tosLEAoSIyMsU9aYpRHmRaxMmed6bMHEwB6KCxQKEiMhL5dY0hZ1fqSjL2IQpu6aCZgsLbSJ3YQFCROSlciowFAoFO79SsfCwpoLmFBYg6TKOYMfR7MgVWIAQEXmZ3Jqm+PsFPPTKccbOr5zokMh9HjaYRMbj1Gg0YsniTzF81Bio1Wr7cqVCme2IdhzNjgobCxAiIi+T19F18tLJnG3jidwjt8EkTpy+bD+WzWYTFn46B4OGjspUgKg1aSPaJSbd5Wh25FIsQIiIvFBeR9fhHQ4iz5TrYBIWM2BArndI1BoN/Cz+ADiaHbkOCxAiKpac7UCdl8d7w8k573AQebacBpMwGg1o3igMhtRU+7r0OyQaHx8cOxnFuxzkNixAiKhYcXb2YEcez5NzIvJUFosFhtRUXIm5ioCA+3c1tFotQquEwGwxZ2pmSeRKLECIqFjJbejN3K74Oft4IipaHhz1qbiNAhUQEJCpACHyBCxAiKjYcXaWbs7yTVT85TQCFMBRoIgKGwsQIiq2vKGPBhHlT/oIULmNBkdEBY8FCBEVW8720WABQ1S85XU0OCIqWCxAiIhywE7mREREBU+W+yZEREREREQFgwUIERERERG5DAsQIiIiIi/G/m7kauwDQkREROTF2N+NXI13QIiIiIiIyGVYgBAREVGxxiZGRJ6FTbCIiIioWGMTIyLPwjsgRERERETkMixAiIiIiIjIZViAEBERERGRy7AAISIiIiIil2EBQkRERERELsMChIiIiIiIXIYFCBERERERuUyRKEBWrlyJOnXqYMyYMdmu/+uvvxAeHo7w8PBs19+4cQMRERFo2rQp6tWrh969e+PEiROFGTIREREREWXDowuQxMREDB8+HMuXL4darc6y3mq1Yv78+RgxYgQ0Gk22z2EymTBgwABcvXoVy5cvx3fffYdq1aph4MCBuHr1amG/BSIiIiIiysCjC5BffvkFer0eP/zwA4KCgrKsv3TpEn766SesXbsWTZs2zfY5tm7diqioKPzvf/9DvXr1EBYWhmnTpiEwMBBLly4t7LdAREREREQZKNwdwMO0bt0avXr1glwuz3Z9uXLlsGnTJgQHB+f4HHv37kVoaCiqV69uX6ZQKNCiRQvs2bOnoEMmoiJEqVRh9JgJUCpV7g6FiIjIa3j0HZCQkJAciw8ACAoKemjxAQDR0dEICQnJsjw0NBTXr19Hamqqs2ESURGlVqvx1tiJ2TbxJCIiosLh0XdACoJOp0PlypWzLPf39wcAaLVa+Pj4ZPtYSUr78UTpcXlqfEUBc+g85tA5zJ/zmEPnMYfOc0cO7a8l3ftBhr8fWJTT4z3p/5z7ofPcmUNHX7PYFyDOqFYxGH5+fu4O46GqVQx2dwhFHnPoPObQOcyf85hD5zGHznNlDrXatBYiMgmQIOzLZfdOBEMrpPWdVchlUMjvN3hJ/71axWAEBAS4KNq8437oPHfkUKdTOrR9sS9AAgICoNPpsizXarWQJAmBgYE5PjY6LhG+vubCDC/fJCltB4uOS4QQuW9PWTGHzmMOncP8OY85dB5z6Dx35NBoMEClUiM+Pj7LOpVKjbhbegCAxWqDxWqzr0v/PTouEf7+VtcEmwfcD53nzhzq9VnPtR+m2Bcg1atXx/Hjx7Msv3z5MipVqpTj8L0AIAQ8/iAoCjF6OubQecyhc5g/5zGHzmMOnefKHKrUGpw4fRlmixkmkxHLv1qMQUNHQaVSQ6lQwmx5+AVUT/3/9tS4ihJ35NDR1/PoTugFoU2bNrh69SouXrxoX2YymbB37160bdvWjZERERER5Z9ao4G/fwBKliyNdyZOQcmSpeHvHwD1Qy6uEnkCj74DkpiYCLM5rYK3Wq0wGo24desWgLSmVVarFXp92i1Gg8EAm81mX6/RaBAQEIBnnnkGtWrVwvjx4zF16lT4+/tj8eLFMJvNGDx4sHveGBERERGRl/LoAmT06NE4fPiw/e8bN25g586dAIBZs2YhNjYWixYtyvSYli1bAgB69OiB2bNnQ6FQYNmyZZg1axYGDRoEk8mEhg0bYs2aNShfvrzr3gwREREREXl2AbJmzZpctxk9enSu25QuXRpz584tiJCIiIiIiMgJxb4PCBEREREReQ4WIERERERE5DIsQIiIiIiIyGVYgBARERERkcuwACEiIiIiIpdhAUJERERERC7DAoSIiIiIiFyGBQgREREREbkMCxAiIiIiInIZFiBEREREROQyLECIiIiIiMhlFO4OgIiIiIgKh1arfejfRO7AAoSIiIiomFEqlND4+CC0SkiWdRofHygVSjdERZSGBQgRERFRMaPWaHDsZBTMFjN0uhSEN3kc+4+egZ+fP5QKJdQajbtDJC/GAoSIiIioGFJrNFDjfqHh5+cPf/8AN0ZElIad0ImIiIiIyGVYgBARERERkcuwACEiIiIiIpdhAUJERERERC7DAoSIiIiIiFyGBQgREREREbkMCxAiIiIiInIZFiBEREREROQyLECIiIiIijGlUoXRYyZAqVS5OxQiAJwJnYiIiKhYU6vVeGvsRHeHQWTHOyBEREREROQyLECIiIiIiMhlWIAQEREREZHLsAAhIiIiIiKXYQFCREREREQuwwKEiIiIiIhchgUIERERERG5DAsQIiIiIiJyGRYgRERERETkMixAiIiIiIjIZViAEBERERGRy7AAISIiIiIil1G4OwBPY7Va7b8nJNyCr6/ejdHkTJIAf6UJCQlJEMLd0RRNzKHzmEPnMH/OYw6dxxw6jzl0HnPoPHfmUK/X2X/PeC6dExYgD7h69ar996fDG7oxEiIiIiKiouXq1auoXbv2Q7dhEywiIiIiInIZ3gF5QEhIiP33gyf+g6+vrxujyZkkAdUqBiM6LpG3KvOJOXQec+gc5s95zKHzmEPnMYfOYw6d584c6vV6NG/4GIDM59I5YQHyALlcbv/d19cXvr5+bowmZ5IE+Pn5wdfXzAM1n5hD5zGHzmH+nMccOo85dB5z6Dzm0HmeksOM59I5YRMsIiIiIiJyGRYgRERERETkMixAiIiIiIjIZViAEBERERGRy7AAISIiIiIil2EBQkRERERELsMChIiIiIiIXIYFCBERERERuQwLECIiIiIichkWIERERERE5DIsQIiIiIiIyGUU7g6AiMhd+n75B27rDACAUn4arB3W1s0RERERFX8sQIjIa93WGWBSBd77PdnN0RAREXmHPDXBOnr0KKKioux/R0ZGokuXLmjYsCG6du2KdevWFVqARERERERUfOTpDsjUqVPx/vvvo3r16oiMjMQnn3yCfv36oXr16oiOjsbcuXNhs9nQp0+fwo6XiChPMjavAtjEioiIyFPkqQCJiYlBSEgIAOC7777D5MmT0aNHD/v6sLAwfPbZZyxAiMhjZGxelfY3m1gRERF5gjw1wfLz88Pdu3cBAPHx8ahVq1am9bVr18b169cLPjoiIiIiIipW8lSAtG7dGpGRkQCAJ554Atu2bcu0fuvWrahatWqBB0dERERERMVLnppgjRs3Dr169ULv3r1Rv359rFy5EkeOHEGNGjUQHR2Nv//+G4sXLy7sWImIiIiIqIjL0x2QMmXKYPPmzWjSpAn27NkDIQROnjyJ/fv3o1y5cli3bh1at25d2LESEREREVERl+d5QAICAjB27FiMHTu2MOMhIiIiIqJizKmJCA0GA/7++29cvnwZyclpI8wEBgaiatWqaNCgATQaTYEESURERERExUO+CpCkpCR8+umn+PHHH2EwGLLdRqPR4Pnnn0dERASCgoKcCpKIyB0yziXCeUSIiIgKhsMFSHJyMnr16oWoqCj4+PigRYsWqFq1Kvz9/QEAKSkpuHz5Mo4fP45169bh0KFDWL9+PQICAgo8eCLyXq4oDjLOJcJ5RIiIiAqGwwXIokWLEBUVhf79+2P06NHw8/PLdjudTocFCxZg1apVWLx4MSZOnOh0sERE6VgcEBERFU15GgUrox07dqB58+aYOHFijsUHkDZ54bvvvotmzZrh999/dypIIiIiIiIqHhwuQG7duoV69erlefsGDRrg1q1bjr4MEREREREVQw4XIMHBwYiOjs7z9pcuXUJwcLCjL0NERERERMWQwwVIy5YtsWPHDkRGRua67dq1a7Fr1y489dRT+QoOAK5du4Y33ngDjRo1QtOmTTFy5EjExcXZ1x89ehR9+vRB/fr10aRJE0RERODmzZuZnuPGjRuIiIhA06ZNUa9ePfTu3RsnTpzId0xERERERJQ/DndCj4iIwO7duzFz5kysWLEC4eHhqFatWqZRsKKjo7F//37ExsaiVKlSeOutt/IVXHJyMvr164ewsDCsX78eqampmDp1KgYNGoQtW7bg8uXLGDRoEDp16oQZM2bg7t27mDNnDgYPHoxNmzZBqVTCZDJhwIAB8PX1xfLly6FWq7F69WoMHDgQP/30E0JCQvIVGxEREREROc7hAqRcuXJYv349pk6div3792P9+vWQJCnTNkIIAEB4eDimTp2KcuXK5Su4NWvWwGQy4dNPP7VPajhv3jycO3cOZrMZS5cuRYkSJTBz5kwoFGlvZfbs2ejUqRN+++03dO3aFVu3bkVUVBS2bduG6tWrAwCmTZuGffv2YenSpZg+fXq+YiMiIiIiIsflayLCkJAQLF++HFevXsXBgwcRHR2NlJQUAIC/vz+qVauG5s2bO3134ffff0f79u0zzahetWpVVK1aFQCwb98+tG7d2l58AED16tVRuXJl7NmzB127dsXevXsRGhpqLz4AQKFQoEWLFtizZ49T8RERERERkWPyVYCkCwkJKbQmTGazGRcvXkS3bt0wb948/PLLL0hNTUWLFi3w3nvvQa1WIz4+HlWqVMny2NDQUERFRQEAoqOjs40xNDQUmzZtQmpqKnx8fArlPRARERERUWZOFSCFKSkpCRaLBatWrUKnTp2waNEiXLt2DTNnzkT//v2xdOlSAMh2LhJ/f3/ExsYCSJsQsXLlytluAwBarTbHAkSS0n48UXpcnhpfUcAcOs+TcpiXGHLbxtn1jvKk/BVVzKHzmEPnMYfOYw6d584cOvqaHluAWCwWAGl3Wd59910AwOOPPw6FQoERI0bg0KFDhR5DtYrBD51s0RNUqxjs7hCKPObQee7IYca+Z5IkoXql4BzX52Wb/KwvKNwHncccOo85dB5z6Dzm0HnuyKFOp3Ro+0IvQObMmYPt27djx44dDj0u/Q5FnTp1Mi1v2rQpAODs2bMAYO97kpFWq0VQUBAAICAgADqdLtttJElCYGBgjjFExyXC19fsUNyuIklpO1h0XCLu9fknBzGHznNnDkWGFxRCICo2Mcf1edkmP+udxX3Qecyh85hD5zGHzmMOnefOHOr1Wc+1H6bQC5DExER7cyhH+Pv7o0yZMkhKSsq03GazAQDKli2LChUq4MqVK1kee/nyZTRv3hxAWqf048ePZ7tNpUqVMnVwf5AQ8PiDoCjE6OmYQ+d5Qg7z8vq5bePs+vzyhPwVdcyh85hD5zGHzmMOneeOHDr6eg5PROhKrVq1wp49e2A0Gu3Ljh49CgAICwtD69atsXfvXpjN9+9SnDlzBnFxcXj66acBAG3atMHVq1dx8eJF+zYmkwl79+5F27ZtXfROiIiIiIgIyMcdkPHjxzu0vTMzjg8dOhS//vorIiIi8M477+D69ev48MMP0bBhQ7Ro0QIhISH4+eef8d5772HEiBHQarX44IMPUL9+fbRr1w4A8Mwzz6BWrVoYP348pk6dCn9/fyxevBhmsxmDBw/Od2xEREREROQ4hwuQn376CZIkZWlf/TAPdgbNq6pVq2L16tWYM2cOevToAZVKhQ4dOmDSpEkA0jqor1q1CnPmzEH37t2h0WjQtm1bTJw4ETJZ2s0dhUKBZcuWYdasWRg0aBBMJhMaNmyINWvWoHz58vmKi4iIiIiI8sfhAsTPzw/ly5fHlClT8rT9V199hf379zscWLo6depgzZo1Oa6vW7cu1q5d+9DnKF26NObOnZvvGIiIiIiIqGA4XIDUrFkT586dQ7NmzfK0/ebNmx0OioiIiIiIiieHO6HXqlULer0eMTExhREPEREREREVYw7fAWnatCmOHj2KGzduoEqVKrlu365dO1SqVClfwRERERERUfHicAHSsWNHdOzYMc/bt2/fHu3bt3f0ZYiIiIiIqBjy6HlAiIiIiIioeGEBQkRERERELsMChIiIiIiIXIYFCBERERERuYzDndCJiFyh75d/4LbOAAAo5afB2mFt3RwRERERFQQWIETkkW7rDDCpAu/9nuzmaIomFnFEPA6IPBELECKiYopFHBGPAyJPxD4gRERERETkMixAiIiIiIjIZViAEBERERGRy7APCBFRPrFzKxERkeNYgBAR5RM7txIRETmuwJpgJSYm4uDBg9i6dat9mcFgKKinJyIiIiKiYsDpAiQqKgpDhw5FeHg4BgwYgHHjxgEAhBBo3749tm/f7nSQRERERERUPDhVgERHR6NXr17Yu3cvrFYrhBD2dYmJiUhISMCYMWNw4sQJpwMlIiIiIqKiz6kCZP78+UhKSkLlypXx9ttvw9fX175OoVCgbt26sFgsWLZsmdOBEhEREZHj+n75BzrN24ZO87ah75d/uDscIucKkEOHDkGSJKxYsQKDBw+GSqWyrwsICMDSpUshl8vxzz//OB0oERERETkufcAMkyrQPnIfkTs5VYDodDpoNBpUrlw52/UBAQGQy+VISkpy5mWIiIiIiKiYcKoAKVeuHAwGA/bu3Zvt+tWrV8NkMqFMmTLOvAwRERERERUTTs0D0rZtW6xZswYjRoxA06ZNodPpAABvvvkmLly4gMuXL0OSJLRty8m5iIiIiIjIyTsgI0aMQMWKFWGxWHDw4EFYLBYAwPbt23H58mUIIVCuXDmMGDGiQIIlIiIiIqKizakCpGTJktiwYQO6dOkChUIBIYT9R6FQoEuXLli/fj1Kly5dIMEOHDgQYWFhuHbtmn3Z0aNH0adPH9SvXx9NmjRBREQEbt68melxN27cQEREBJo2bYp69eqhd+/eHBqYiLweR8YhIiJ3cKoJFgCULl0ac+fOhclkQlRUFHQ6Hfz9/VGtWrVMo2I5a+PGjTh06FCmZVFRURg0aBA6deqEGTNm4O7du5gzZw4GDx6MTZs2QalUwmQyYcCAAfD19cXy5cuhVquxevVqDBw4ED/99BNCQkIKLEYioqIkfWSctN+T3RwNERF5C6dnQk+nUqlQs2ZNNG7cGGFhYQVafMTHx2POnDno2bNnpuVLly5FiRIlMHPmTFSvXh2NGzfG7Nmz8d9//+G3334DAGzduhVRUVH43//+h3r16iEsLAzTpk1DYGAgli5dWmAxEhERERFR7py+A5KSkoItW7bgypUrSExMzDQbejpJkvDRRx/l+zWmT5+Ohg0bomPHjoiMjLQv37dvH1q3bg2F4v7bqF69OipXrow9e/aga9eu2Lt3L0JDQ1G9enX7NgqFAi1atMCePXvyHRMRERERETnOqQLk6NGjGDlyJLRaba7b5rcA2bZtG/bv34+tW7ciJibGvlyn0yE+Ph5VqlTJ8pjQ0FBERUUBAKKjo7NtZhUaGopNmzYhNTUVPj4++YqNiIiIiIgc41QBMnPmTCQn595uWJKkfD1/YmIiZs6ciXHjxqFChQqZCpCUlBQAgJ+fX5bH+fv7IzY2FkBaoZLdRIn+/v4AAK1Wm2MBIklpP54oPS5Pja8oYA6d58oc5vYaeYnB2ecoiBiy295V+2BBx+8JeBw7z9tyWBjvs6jl0BPjLGo59ETuzKGjr+lUARIVFQVJktC6dWu89tprqFixYoH2/fjoo48QEhKC3r17F9hzOqJaxeBsCxxPUq1isLtDKPKYQ+cVRg4zXriQJAnVKwXne31BPEd+1udVYe2DrorfE/A4dl5xzaEr93NPzWFROtY9NYdFiTtyqNMpHdreqQKkbNmyuHnzJhYuXAil0rEXzs2ePXvw+++/4/vvv4dMlrWvfEBAAID7d0Iy0mq1CAoKsm+XPkHig9tIkoTAwMAcY4iOS4Svrzm/b6FQSVLaDhYdl4hsut1QHjCHzivMHGbsTyaEQFRsYr7XF8Rz5Gd9bgp7Hyzs+D0Bj2PnFfccumI/9/QcFoVj3dNzWBS4M4d6fdZz7YdxqgDp168fPvroI5w/fx516tRx5qmy2LZtGwwGA5577jn7svQD6JlnnkHTpk1RoUIFXLlyJctjL1++jObNmwNI65R+/PjxbLepVKkSNBpNjjEIAY8/CIpCjJ6OOXSeK3KY2/Pn5fWdfY6CiCGnx7liHyys+D0Bj2PneUsOC/M9FpUcenKMRSWHnswdOXT09ZwuQNRqNYYMGYKOHTvi0UcfzbHJ0vPPP+/Qc0dERGDAgAGZlp06dQqTJk3CV199hdDQUCxbtgy7du2C2Wy234E5c+YM4uLi8PTTTwMA2rRpgx9//BEXL17EI488AgAwmUzYu3cvOnfu7OA7JiIiIiIiZzhVgERHR2P16tW4e/cu1q9fn+N2kiQ5XICUK1cO5cqVy7Ts7t27AICqVauicuXKGDx4MH7++We89957GDFiBLRaLT744APUr18f7dq1A5B2t6RWrVoYP348pk6dCn9/fyxevBhmsxmDBw927A0TERF5kL5f/oHbOgMAoJSfBmuHtXVzREREuXOqAJk2bRouXboESZKynf+jsIWEhGDVqlWYM2cOunfvDo1Gg7Zt22LixIn2fiMKhQLLli3DrFmzMGjQIJhMJjRs2BBr1qxB+fLlXR4zEaXhiROR8zibPREVRU4VIP/88w8kSUKFChXw3HPPFfgoWA964okncP78+UzL6tati7Vr1z70caVLl8bcuXMLLS4ichxPnIiICgYv6FBR41QB4ufnB7PZjO+++w6lSpUqqJiIiIiIKI94QYeKmqzj2zrgueeegxACNputoOIhIiIiIqJizKk7IO+88w4sFgv69++PIUOGoFatWvb5OR5UsWJFZ16KiIiIiIiKAacKkAYNGsBsTpuo7913381xO0mScObMGWdeioiKGLZJJiIiouw4VYCYTKaCioOIihm2SSYiIqLsOFWA9OjRo6DiICIiIiIiL+BUATJr1qyCioOIiIoYNrMjIqL8cKoAISLvlX7yKUkSSvqpsXYoTz69DZvZEcBClIgc51QB0q5du1y3sdlsMBgMOHDggDMvRUQeJtPJZwpPPomKq9wKDBai5A1YaBcspwqQ2NhYSJIEIUSm5ZIkAYB9efrfRETehF9YzmMO3c/TCwzuI+QKnn4cFDVOFSA5ze2RlJQEnU4HhUKB+vXr5zg3CBFRccYvrNzx6jo5y937CJujsggkxzlVgOzatSvHdefOncOMGTOgVqsxf/58Z16GiNyAXyjkCu4+eSzuMh7HAI/l7Dj7WcfmqDyOyXGF1gm9Zs2a+Pzzz9GiRQt88skneP/99wvrpYioEPALhbxBcS+0Mx7HaX/zWH6QJ3zWFff9kOhBhToKlr+/P5RKJX799VcWIEREDuJJSeHzhJNPIu6H5G0KpQAxm824du0alixZAoPBAJvNVhgvQ0RUrPGkhKjoK4hmcLwYQcWNUwVIrVq1ct1GkiQ89thjzrwMERFRkcQTR+agIJrBFfbFCE//P/L0+MhxThUgDw6/mx21Wo1x48Y58zJERERFEu9iMQdFgaf/H3l6fAXB24ospwqQpk2bZrtckiQEBwejWrVq6N27N8qVK+fMyxARkRt42xeit+rz5R+4ozNCCMH/ZyI38YYiKyOnCpA1a9YUVBxERORhvO0L0VvdTuH/MxG5VqGOgkVERERUlPFOIBUE7keZOVSAxMXF5fuFcpo1nYjIW7HpS9HHk4rij3cCuZ8XBO5HmTlUgDz99NOQJMnhF5EkCWfOnHH4cURExRmbvni+3E68vH10IvIOPHmmguZwE6y8jHxF5O0KYtz3goyBJy7kDp5wHDjL3Sde7n59IqLC4FAB0qNHj8KKg6hYKYhx3wsyBp64kDt4wnHAQtzz8f+IyPs4VIDMmjWrsOIgIiIH8cQtdyzEPR//j4i8T4GNgnXz5k2cPXsWKSkpCAwMRJ06dVCyZEmnn3fjxo1Ys2YNYmJiEBwcjPDwcIwZMwalSpUCAFy4cAFz5szBsWPHAABNmjTBxIkTUaNGDftzJCcnY86cOdi1axdSUlLwyCOP4M0330TbtvyyJqKiiyduRFQU8GIJPcjpAuTatWuYMmUK/vrrr0zLJUlCx44dMXnyZJQoUSJfz71ixQp8/PHHeOedd9CuXTtcuXIFH3zwAaKiohAZGYnExET069cPtWvXxrfffguz2YxFixbh9ddfx9atWxEYmPbFPHr0aMTGxmL+/PkoXbo0fvrpJ4waNQpr1qxB48aNnU0BuQE/zIiIiIoGb7hYwvMSxzhVgNy+fRu9e/fGrVu3snROF0Lg119/xYULF7B+/Xr4+fk59NxCCCxfvhzPP/88Bg4cCAAIDQ3FqFGj8MEHH+D8+fPYsWMHUlNTMXfuXAQFBQEA5syZg1atWmHdunUYNmwYjhw5goMHD2L58uV44oknAABjxozBwYMH8fnnn2P58uXOpIDcJLcPM34QEBEVD/w8p6LAG4qsguRUAbJ06VLEx8cDABo0aIB69erBx8cHd+7cwbFjxxAVFYVLly5hxYoVeOONNxx6bkmS8Msvv0Aul2daXq5cOQCATqfDvn370LBhQ3vxAQBBQUGoX78+9uzZg2HDhmHfvn3QaDRo3rx5pud56qmn8MUXX8BkMkGlUuXn7ZMTCvsLhR8ERETFAz/PiYofpwqQP//8E5IkYcKECejfv3+W9fPnz8eSJUvw22+/OVyAAEBwcHCWZTt37oSvry8ee+wxREdHo2PHjlm2CQ0NxY4dOwAA0dHRqFChAhQKRZZtLBYLYmJi8MgjjzgcGzmHXyhERLy6TwTcPw4kSUJJPzXWDnXsOMjtOCoOQ4IXN04VINevX4dCoUDfvn2zXT98+HAsXboU165dc+Zl7Hbt2oUNGzYgIiICAQEB0Ol02Tbt8vf3h1arBQCkpKTkuA0A+3bZkaS0H0+UHpenxueoB99Hny//wO2Uex8m/hpE5vJBkVseslvv6hy6+//KHTn2pPWeEIO3ry+M13D0OHZ3Dh5c/+DFmKL4f8D1jq33hBg8bX2m4yDF8eMgt+MouyHBnf1OdnWO8vKd7c5zQ0df06kCRCaTwWw2w2QyZbnDABTspIXbtm3DO++8g+eeew7Dhg0rsOd9mGoVgx3uu+IKrab/iJtJqQCAckE+2DO5u5sjcpyUYU+VJAnVKwVnWn9HZ7R/WNzRabOsz+3xua3PqFrFnNfll/TAkZhbDIXB3Tn2pPWeEIO3ry+s10iX03HsSTlw93pPiMHb13tCDN6+Pqdtcju3cvd7yO07O6PCOK/JjU6ndGh7pwqQatWq4ezZs5g9ezbef//9TH0pTCYTZs2aBavViqpVqzrzMlizZg0++ugj9O7dG++99579Pyn9LsiDtFqtvV9IQEAAYmNjs90GgH2krOxExyXC19fsVOyF4Uai3r4T3khMRlRsostjyK0Sz219xuJUCJHlPRT2+vT40m/35nb131HZDcrg6v8nd+fYk9Z7Qgzevr6wXkOS0r5so+MSkd01L0/KgbvXe0IM3r7eE2Lw9vU5bZPbuZUnvYeczily+zwsTHp91vPxh3GqAOncuTPOnDmD7777Dtu3b0edOnUQFBSExMREnDp1CsnJyZAkCV26dMn3a6xbtw4ffvghxo0bhyFDhmRaV716dVy5ciXLYy5fvmyfB6R69er4448/YDaboVQqM22jVCpRpUqVHF9bCLj8PzA/3BHj7ZTMt0sfjCG39Q9y9XpH4ysI7t6XPO3/wNXrPSEGb19fGK/R58s/cEdnhBAiT+263Z0Dd6/3hBi8fb0nxODt6z0hhsJc747zV0dfT+bMi/Xr1w/169eHEAKJiYnYt28ftmzZgv379yMpKQlCCNSvXx/9+vXL1/MfOHAA06dPx8SJE7MUHwDQunVrnDhxAnfv3rUvS0hIwN9//42nn34aANCmTRsYjcYs85Ts3LkTTz31VKaihIiIipbbKQYYlQEwqQIzdTIlIiLP5VQBolKpsGrVKrz++uvw9fWFEML+4+fnhwEDBmDlypX5GuZWCIEZM2agYcOG6NKlC27dupXpR6fToVevXggODsbbb7+N8+fP4/z583j77bdRtmxZvPLKKwCA+vXro23btpg2bRoOHTqEq1evYtasWbh06VK+RuYiIiIiIqL8c7gJ1oMjT2k0Grz77rsYP348oqKioNVqERgYiGrVqmWZw8MRcXFxuHTpEgCgZcuWWda/8cYbGD16tL1/yKuvvgpJkvDkk09i9erV8PX1tW87d+5cfPzxx4iIiEBKSgpq1aqF5cuXo3bt2vmOj4iIiIiIHOdwARIeHo527dqhW7dueOqppyCTpd1EkcvlePTRRwsssEqVKuH8+fO5bhcaGoovv/zyodv4+flh2rRpmDZtWkGFV+x5+9j03v7+iYiIiAqLwwWIwWDA1q1bsXXrVpQsWRKdO3dGt27dULdu3cKIj/KhICbc8faJAr39/RMREREVFof7gAQFBdn7edy+fRtr167FK6+8gk6dOmHJkiXZDnlLrpV+8pz+w46ZREREROQpHC5ADhw4gNWrV6Nfv36oVKmSvRiJjo7GZ599hg4dOqBPnz747rvvHjrLOBEREREReR+Hm2DJZDI0a9YMzZo1w6RJk3Du3Dns2LEDO3bswLlz5yCEwLFjx3D8+HHMmDEDbdq0Qbdu3dC+ffvCiJ+IiIiIiIoQpyYiBICaNWuiZs2aeOONNxAbG4vt27dj9+7dOHbsGEwmE37//Xfs2LEDZ86cKYh4qYCwkzURERERuYPTBUhGlSpVQv/+/fHMM89g+/btWL58OeLj4zNNH0+egZ2sneOKAo5FIhERERVHBVaAnDt3Dtu3b8f27dtx4cIFALAXHoGBgQX1MkQewRUFXG6vwQKFiIiIiiKnCpCjR4/a+3+kj36VXnQoFAq0bt0a3bt3R5s2bZwOlKi4cbaA4F0sIiIiKoocLkB2796NHTt2YNeuXbhz5w4AZGpi1aBBA3Tr1g2dO3dGcHBwgQVKVNywgCAiIiJv5HABMmzYMEiSlKnoqFKlCrp164Zu3bqhSpUqBRogEREREREVH/lqgiWEQFBQEDp16oTu3bujYcOGBR0XEREREREVQw4XIB06dED37t3RunVrKJXKwoiJiIiIiIiKKYcLkIULFxZGHERERERE5AVk7g6AiIiIiIi8BwsQIiIiIiJyGRYgRERERETkMixAiIiIiIjIZViAEBERERGRy7AAISIiIiIil2EBQkRERERELsMChIiIiIiIXIYFCBERERERuYzDM6EXd0II++96vd6NkeTMZjbABpX9d71el+P6vGzD9YW73hNi8Pb1nhCDt6/3hBi8fb0nxODt6z0hBm9f7wkxFMZ6AJAkQKdTQq/XIcPprEtkPGcWeXhxSeRlKy8SHx+PcuXKuTsMIiIiIqIi5+bNmyhbtuxDt2ETLCIiIiIichneAXmAzWZDQkICAMDX1xeSJLk5IiIiIiIizyWEsDfDKl26NGSyh9/jYAFCREREREQuwyZYRERERETkMixAiIiIiIjIZViAEBEVIWw1S1Q8mM1md4dA5DYsQIoxnqgQFS+nTp3CDz/8AIvF4u5Qig2bzebuEMgL/fPPP+jfvz/i4+PdHQqRW3AiwmLIarVCLpdDkiTYbLZcRyKgrFJTU7F582bExsaiYsWKaN++PeeHcUJKSgrUajWUSqW7QymyDh8+jH79+uGjjz6CQsGP7vy4ePEi/v77b1y/fh2NGjVCrVq1ULJkSX5OOuDSpUvYv38/rl+/jsaNG6N58+bw9/d3d1hFyqFDhzB06FCYTCacPHkS7du3hxCCo27mgclkQkJCAipWrOjuUMhJHAWrmNHr9Rg9ejSeffZZvPzyywDAL1cHpaSk4JVXXoGPjw8sFgsuXLiAp59+GrNmzUJAQIC7wytyTp06hQ8++ABvvfUWWrZsySIkHw4fPoyBAwciIiICgwcPdnc4RdLRo0cxYsQIPPLII7hy5QqUSiUCAgLwySefoGbNmu4Or0g4evQoRo0ahUqVKiE6OhpCCLz++usYPXo0i+I8Onz4MAYMGIAJEybg2LFj0Gg0mDNnjrvDKhIMBgN69+6Nxx57DMOHD0fVqlXdHRI5gWelxcy3336L/fv34+uvv8aPP/4IAJDJZGxmkEcmkwmDBw9GWFgYIiMjsW7dOixevBg7duzAoUOH3B1ekZJ+bWPjxo04d+4c5syZg4MHD8Jqtbo5sqLlyJEjGDhwIN566y178ZHd8cxjPGexsbF49913MXToUKxatQp//fUXJkyYgMDAQPTp0wf79+8HwGarD3Px4kWMGTMGI0aMwIoVK3DixAk8+eST2LJlC4/pPEovPt58803069cPLVq0QGxsLMxmM/e9PPjnn39w5swZbN26FcuWLUNMTIy7QyInsAApZq5evYrQ0FD4+PhgwYIFLEIcdPLkSVitVowdOxYajQZKpRJNmzbF448/Dl9fXyQnJ7s7xCIjvTnBlStX0L17d5QtWxaTJk3CgQMH2Ichjy5cuIDXXnsNb775JoYMGQIhBCwWC2QyGbRaLa5cuYLTp0/j7t27kMlkPInJQVxcHCwWC1q1agWVSgUA6NixI95++22UKFEC77zzDo4fP25vtkpZHThwALVq1UKfPn2g0WgAwP67zWaDyWTicf0QR48eRb9+/TB27FgMGzYMAPDoo4/i+PHjOHnyJJtf5UFUVBTq1q2LsWPHYuPGjVi6dCmLkCKMBUgxIYSA2WxGXFwchg8fjunTpyMwMBALFy5kEeKApKQknDp1Crdu3QIAKJVK+Pv7IzExEfPnz0eHDh0wdOhQbNmyxc2RFg0mkwk2mw3t2rXDjBkz7EXIwYMHebKSB7du3YJGo8GFCxdgMpkgSRIUCgUuXryIYcOGYcCAAejTpw+ef/55HD16lCfQOYiLi8OtW7fsow6ZzWbI5XI0atQItWvXhlarxdChQ3HlyhUWcjk4f/48rl27BqVSaS/ikpKS4Ovri7Fjx+KVV17BpEmTEBcX5+ZIPU9qairWrVuHiRMnYtCgQQDS7ljWqVMHTZo0wZ9//gkAvJOUC7PZjMqVK6N///4YO3YsvvvuO3z11VeZihAeu0UHC5BiQpIkKJVK1KtXD2q1GnXq1MH48eNZhDioTJkyqFixIlauXIndu3cjJiYGL7zwAkqXLo3nn38e77//Ps6fP49FixbhwIED7g7Xo9lsNigUCpQrVw7ly5dHaGgoZs+ejXLlymUpQjJ+aXD/vO+JJ57AggULsGfPHowdOxZAWnOioUOHomrVqnjnnXcwYcIElCpVCiNHjkRsbCz7e2WjefPm8PPzw9dffw0g7cJC+j5XsWJFTJkyBc2aNcO8efOQmprKq9HZqFmzJuRyObRaLSRJwsWLFzFu3DiULVsWDRo0QP369XHo0CG89dZbuHPnjrvD9Sg+Pj6YNGkS+vfvb18mk8mgUqnw+OOPY+vWrbDZbJDL5TyBfogyZcrgySefBAAMHToUEyZMwMaNGzMVITx2ixBBRZbVahVms1kYDAb7svj4eJGammr/+6+//hI9evQQ7dq1Ez/88EOmx1++fNllsXo6q9Vq/33x4sWic+fOonbt2qJ79+6iY8eOIj4+XthsNiGEEBcvXhQNGjQQM2bMcFe4Hkur1QqtVptpn7RYLMJisdj//u+//8RLL70knnrqKbFnzx5hMpns6+Lj410ar6fKmC+r1Sr+/PNP0bRpUzF8+HCxcOFCMW/evEx527t3r2jSpIlYsmSJEELY91VvdffuXRETEyNu3LghUlJShBBCfPnllyIsLEy8/fbb4vLly0Kr1YotW7aIJk2aiFOnTonvv/9ePPfccyI5OdnN0XuOjJ+LMTExIi4uTgiRtn/t2bNHLFy4UJjNZvs2S5cuFfXq1RPbtm1zeayeSK/Xi5SUFGE0GrOsSz9Gr1y5Itq0aSPmzp3r6vCKjIyfZ+m5TF/29ddfi7CwMPHee+9lOqc5dOiQa4Mkh7EAKaK0Wq2YMGGC6Nmzp3jttdfE7NmzM31xZjyBSS9Cnn76aXsRMn/+fDFs2DCh1WpdHrunSE1NFQcPHrT/nfGE7tq1ayImJka8//77YtKkSUKItA+89C/bESNGiIEDB2bKs7c7fvy46N27t+jatasIDw8Xs2fPFsePH7evz3gyk7EI+euvv4TZbBavvvqq6NmzpztC9xhnzpwR58+fF0JkX4S0bNlSNGrUSPz6669CiPtfwqmpqaJVq1bis88+c33QHub48ePixRdfFG3atBF16tQREyZMEFeuXBEpKSli6dKlomnTpqJ+/fqidevW4vHHHxcbNmwQQghx584d0ahRI564iLSLUzdu3BBCiCyfcdkVt+nbaLVaUa9ePbFmzZrCD9LD/fPPP2Lo0KGic+fOolOnTmLTpk0iKSkpy3Z6vV6MHz9ePP/88+LixYtuiNTzpKSkiNWrV2e6kPWwiyrLly+3FyG3bt0S8+fPF2FhYbyg5eE4bl4RpNPp0KNHD9SoUQMtW7ZEfHw8NmzYgIMHD+KNN97AU089BZVKZZ8P5Mknn8Tbb7+NTz75BEuWLMGWLVuwd+9ebNiwwWvHbzeZTOjTpw/0ej3GjRuH9u3bQ6lUwmw2Q6lUolKlSvbtkpOTkZKSAn9/f8jlcvvyRx55hM1d7jl58iT69++PXr16oW7duvj333/x22+/4bfffsP48ePx7LPP2pv/yWQyPProo5g5cyamTJmCSZMmISAgADabDZs2bXL3W3GbGzduoEePHgCAzZs3o1atWvZjWCaToWXLlpgxYwb27duHjh07Arjf3CAxMRGlSpVClSpV3Ba/J/j3338xfPhwvPrqq6hXrx5OnDiBVatWwcfHB5MnT0bv3r3RsWNH/Prrr/D19UXt2rXRoEEDAMCdO3dQo0YNlC9f3r1vws2io6PRvXt31K1bF3PnzkX58uUzDeWeXROX9KZDCQkJqFKlCkJCQlwdtkf5+++/MXToUHTr1g01a9bEmTNnMHXqVPj7+6NDhw72fAoh4OPjgxEjRuD5559HZGQkJk+eDABeOy+IEAJjxozBnj17cOPGDURERECpVD40FwMHDgQAzJs3D0eOHMGtW7ewYcMGlClTxlVhU364t/4hR9lsNjFr1iwxePBg+xV7i8UiTp48KZ599lnRsmVLsXnzZvttyoxXr06cOCHq1q0rmjZtKs6ePeuW+D3FjRs3RHh4uKhTp47o0qWL2LVrl31dxiv1CxcuFDVr1hTLly8XsbGxIjExUcydO1c0bdqUV6vuMZlMYvTo0eL999/PtHznzp3itddeEzVr1hQ//fSTffmDd0LCwsJEz5497ftzxiYd3iQ6OlqEh4eLdu3aiUaNGol///1XCJH1Tki6hIQEIYQQ169fF8OGDRMvvPCCV9+RM5lMIiIiIst+OHv2bNGoUSNx+/btLI+xWq3i4sWL4uLFi2LkyJGib9++mXLsTdKvMO/atUvUrl1btG3bVgwePNje7Cq7vFy+fFn8888/Qggh4uLixIgRI0SfPn28ej/UarWib9++4uOPP7YvMxgMol+/fqJbt25ZmmOl53XFihWiVq1aYsGCBS6N1xP17dtXvPzyy6J27dpi+vTpmVonPEyvXr1Es2bNxLlz5wo5QioIvHxbxEiShMuXLyMoKMg+oZtcLkfdunXxzTffoESJEvjkk0+wZ8+eLJ3aDh8+DLlcjsjISK+feOu///5D6dKlsXbtWty8eRNz587Frl27AKR1DkwfjeSNN95Ax44d8fHHH+OFF17AoEGD8MMPP2DlypWoUaOGO9+CxxBC4Nq1a/aZ4k0mEwDg6aefxtixY9GyZUu8++672L59OwBkums0d+5c1KhRA2vXroVSqYTFYvHaCc3+/vtvlChRApMnT0aVKlXw+uuv4/Tp05DL5fb9MT13//33Hz744AO0b98ew4cPR2JiIr799ttM23obIQSuXLmCChUqAIB9xKsuXbpAp9Ph0qVLmbY3mUz4/vvv0bNnTwwZMgQJCQn4+uuvvXagjvQrzP/88w+aNWuGl156CWfPnsXkyZNx/fr1LHnR6/VYt24devfujZYtW2LIkCG4ceMGVqxY4dX7oU6nw/Xr11G/fn0AafulWq1G27Ztcf36dSQmJmbaPv2Y7tixI9q0aYO9e/d6dUf0W7du4fr16xg1ahQiIiLwzTffYM6cObmOmjh//nycPXsWq1atQlhYmIuiJWd45zd9ESWEgNVqha+vL+7evWtvFgSkjRxUokQJrF69Gr1798bChQvRqFEjlCxZEpIkYf369Vi0aBEiIyPx6KOPuvmduJ9SqYRGo0H9+vWxcuVK9OvXD3PnzgWQduIsl8vtzbHmz5+PH374ATdv3kRAQABatWqFypUru/kdeA6VSoXAwEB7E0CVSmUvJBo0aICRI0ciNTUVn332GUJCQuzF79SpU3HixAns27cPCoXCq4sP4P7QsC1btoQQAvPmzcPrr7+OVatWoXbt2pmawQQHB6Ndu3YIDQ1FzZo10bVrV8jlcq/OoUqlQmpqKo4fPw4A9jxUrlwZkiRBr9dn2b5Tp04QQiA0NBRNmjTx+hwCaYVZ+fLlMXLkSBiNRnz//feYPHkypk+fjgoVKtj3Q19fX3Tt2hWPPfYY4uLiULVqVXTq1MnrcyiXy3H79m38999/eOaZZ+wXAhs1agS9Xg+tVosyZcpkaVJUoUIFTJo0CRUrVoQkSV7dBMtsNqN8+fKoX78+DAYDFi9eDACYOHFitvvV/v37sWTJEnz33Xdef3G1SHHXrRfKvx9++EGEhYXZm7Wk38JN//fMmTOiSZMm4sMPP7Q/Zvv27eLSpUuuD9ZDXbx4MVOzoHPnzolGjRqJzp07i507d9qXZzd6Cd2X3mxj7dq1Ijw8XCxfvty+LmNTqq1bt4onnnhCrFq1yr4sJibGvo23Nrt6UMZO+7t37xbdunUTjRs3tjfHelhTBG9u9mKz2YTNZhOrV6/ONLCExWIRMTExonbt2uLvv/+2b5u+7kHenMN0J06cyLQffvrppyI8PDxTcyzuhznT6XRi9OjR4siRI5mW7927V9SpU0fcvHkz1+fw1maA6S5cuGA/Tm/dumVvCj1jxowc9730QROo6GABUgRZLBYREREh6tWrZ/+QS//AstlswmKxiBkzZoiePXt69ShXuUkvLtI/0HIqQjZv3mzv7+Htw5vm5M6dO6JXr17i6aefFj///LN9ecbC4q233hIvvPCCECJzHr39hEWI+/lIP5FOl7EIOXXqlBAiLaczZ84UJ0+edEusniy7E7eLFy+KmjVrijNnzmRaPmbMGHH48GFXhVZkWCwWYTQaMx2XGYuQ2NhYIUTafrhhwwZ7UUL3j+PsTpJ37twp6tWrl6UAWbJkCS8O5iIhISHbImT+/Pnif//7nxCC381FEfuAFEFyuRwDBgxArVq1MGTIEBw7dsw+ooYkSZDL5ahUqRJSUlLsozZRVumz+SqVSlitVoSFhSEyMhI3btzA3LlzceDAASxYsAATJ06097fxxlviuUlv/jd37lxYrVbMnz8fP/30E4C0ZjBGoxEAEBISYu8nkjGP3Efv50OSpEyzmbdq1Qrjxo1DpUqVMGDAAJw+fRpvvfUW9u/fj1q1arkzZI+U06h0D46iM3ToUJw8edI+AhbdJ5fLoVKpMvXjiIiIsPcJmT59Oq5fv46RI0di/fr19mOa7h/H6d8XwP1JVi0WCwICAuzfO0Da6E1bt25FaGioawMtYkqVKoVevXph1KhRiIyMxPz58/Hpp59i+fLlePbZZwHwu7koYgHioQwGA65fv57j+nr16iEiIgKPPfYYBg0ahK1btyI1NdW+Pi4uDqGhoV59UOaWw4zSv2xr1qyJyMhIJCQkYPDgwVi5ciU2btzo9cObPkx6p/0KFSogMjISNpsN8+fPx+effw4AUKvVAIBTp06hbNmy7gy1yEi/oACkFSETJkxASEgIXnzxRVy5cgU//vgjFAqF13b0dYTZbIbVaoWfnx8AYMiQIbhy5Qq2bdtmv/hA2XuwCOnZsyfOnj2Ldu3aITY2FuvWrcu0r1JW6d/BFosFZrMZPj4+ANKK4Li4OGzcuBFyudxrBj5I31dEWgucPO876UXI2LFjsXz5cqxduxbffPMN6tSpU5jhUiFiAeKBbDYb3nrrLfvJxoPSD9jmzZtj0qRJaNWqFcaOHYvx48dj2rRpmDx5Mr7//nuMHj0aGo3G1eF7hNxymJ2MRUj79u3h7++P9evX8wMugwdP1tL3xfTcVapUCd988w2qVauGyMhIdOrUCePGjUPPnj0RHx+P999/P9PjvFFOOXyQJEn2bVu0aAGr1Yr69evjhx9+sI8Y5q13j/KaQ5vNBqVSCZVKhbt372LUqFGIiYnBL7/84vU5zKv0TuUAMHr0aFgsFtSrVw8//vijPYfefKErr9LnmUpNTcWoUaNw5coV/Pzzz/YcesucUun7ysGDB+13fOPi4vL02FKlSuH27dvw9fXFhg0b+N1cxEnCm88EPJTFYsGuXbswd+5cqFQqLFy4EFWrVs20jcgwQobJZMIvv/yCnTt34u7duwgNDcWAAQPw2GOPuSF6z5CXHOZk3rx5WLlyJb799ls8/vjjhRtoEZK+zxmNRpw5cwYNGzbMtByAfeK85ORkHDlyBDt27IBMJkOZMmXwxhtveP1oV3nJ4YNsNhsGDBiAGzduZDpxZg7znsOuXbvi4sWLCA0NZQ6BTCOqZfSwHFqtVgwfPhwxMTHYsmWL1x/Ljubw6tWr6NWrF2w2G/z9/bFlyxav3Q9v3ryJ1q1bY+zYsTh//jzKli2LsWPHZmq6lp358+djyZIl2LRpE7+biwEWIB7KbDZj//79mD59Onx9fbFo0aJcT6BNJhNUKpV9+Fhvl58cXr58Gf369cPixYtRt25d1wRaBKQXFkIIDB8+HDdv3sQ777yD8PBwAJm/dHP6Ys74PN7IkRxmdOrUKaxYsQJz5szx2hOWdI7mUAgBi8WCDz74ADdu3MCyZcu8/sQ5/b2bTCacP38eKpUKlSpVsg/pntN+uGnTJmzcuBGrVq3y+v0wPzlMSUlBx44dERgYiJ9//tlr98P03KxduxazZs2Cv78/Dh06BODh3x0GgwErVqxAy5Yt+d1cTLAA8TAZP5CEENizZw+mTZuWpxPoh1298ibO5BBApvlV6H4+U1NTERUVhc8++wz//PMPatSogTfffBPNmzcHkP3JH/fHNPnNYcbHPvi7t3Emh1qtFn5+fpDJZF6dw/TcpKSkoF+/fkhISEB8fDzatGmDV199FW3atMm0XUY6nQ4+Pj7MYT5ymH5inZCQgBIlSnj9XCkAMHPmTHz77bewWCwYP348Bg4cCIAXsLwJCxAP9f333+OJJ55A5cqVsXv3bodOoCmNozlM/8LgifN9Gb9sX3zxRdSqVQt+fn4wmUz4+eef0aBBA7z11lt48sknM21P9zGHznMmh3m9O1fcpZ+8mc1mvPLKK6hYsSJefvllxMTEYOnSpQgODsbgwYPRvXt3ADnn0Jv3T2dymHHf88YT6Qff86FDhxAUFIRVq1Zh8+bNiIiIwPDhwwF493HqVZwfyZcK2u7du0VYWJh4//337ZPr/Pnnn6Jt27aiS5cuIjo62r0BFgHMYcGxWCxizJgx4pVXXsk0MePPP/8sGjRoIHr27CkOHDhgX87x2LNiDp3HHOZfei4MBoM4e/as+Oijj4Rer7ev37dvn3j++edF165dxe7du90VpkdjDvMv45wyO3fuFOvWrRN//vmnMJvN4sqVK2L8+PEiLCxMfP7559k+hoonlpgeqFWrVnjnnXewceNGLFy4EDdu3EDr1q0xZcoU6PV6vPHGG3ke2clbMYcFR6/X4+rVqwgLC4NKpYLFYoEQAl27dsXMmTPx999/Y8GCBdi3bx8AjseeHebQecxh/kmSBIvFgrFjx6Jv3744ceIEbDYbrFYrhBAIDw/HuHHjcOfOHWzevNk+6hXdxxzmjxDCfufjzTffxNy5c/Hll1/iyy+/xKlTp1ClShUMGzYM3bt3x2effYYlS5bAbDZj3bp1OH/+vJujp8LEAsSNhBBZhpNM/9AaNGgQxo0bh40bN2LRokWZTqBNJhP69u2LmJgYd4TtUZjDgvfgF2dAQABKlCiBgwcPIiUlxT7/hBACXbp0wTPPPIMLFy5g2bJlOHr0qJui9izMofOYw4KlUChQt25dVKhQAVFRUbh+/bq9L4IQAi1btsSgQYOwbds2XLt2zd3heiTm0HHpFwI+/vhjREdH44svvsBvv/2G2bNn20ewq169OkaOHInnnnsO8+fPR4cOHbBo0SL4+vq6M3QqZCxA3CD9izV91nIA+PTTTxEdHZ1pcrHBgwfbr+IvXrwY169fR+vWrTF+/HiUKFHCq6/wMYeFR6FQQK/X49NPP7V/ibZv3x4pKSn4+OOPkZiYCIVCAZvNBiEEgoOD0aZNG/zzzz9Yv369/aTQmzGHzmMOnZPdBIvDhw9H7969IZfLMWLECMTFxUGpVNonwatcuTLKly8Pg8Hg6nA9EnNYMIxGI86ePYsXXngBVapUgUqlQkhIiH19bGwsgoKCMHbsWLz33nto3LgxVq9enWkbKoZc3OTL62m1WtGhQwexePFi+7K//vpL1KtXT3Tu3FnExMQIITK3f5w3b56oWbOm+PDDD+3rdTqdawP3IMxh4fvtt99EWFiYGDdunLhz544QQojJkyeLZs2aialTpwqtViuESGsP/dZbb4mbN2+KtWvXirCwMPavuYc5dB5zmD9ms1kIIURqaqr46aefxKpVq8Qvv/xi/0zcsGGDaNmypejQoYO4cOGCSEpKEsnJyWLgwIHi1VdfFVar1Z3hewTmsOAkJSWJbt26idmzZ2dabrVaRUpKioiIiBCrV6/OtJyKP+8dA84NUlJS0L17d9y5cwcLFiyAUqnEkCFD8OSTT2LChAlYsWIFhg0bhiVLlqBKlSr2Yfq6du2KTZs2YfXq1bDZbHj33Xe99tYkc+garVu3xowZMzBjxgxYLBbMmDED06ZNs486tH//frRq1QrHjh2DzWZDyZIlUaNGDVSpUsXrRnfJCXPoPObQcTabDQqFAikpKejVqxcAICkpCQkJCdi0aROGDRuGl19+GTabDfPnz0fPnj1RpUoVNG7cGCkpKVi7di1kMplXj0TEHDoufU6UY8eOwWq14pFHHkG1atVQpUoVBAYGIjQ0FNu2bcOLL76IRx55BAAgk8ng5+eHGzdu4MSJE3jttdfsy6n4YwHiIjabDVOmTEGTJk0wcuRILFmyBHPnzrXPLtu7d28AwLJlyzB8+HB88cUXCA0NBQBoNBq88MILqF69OmrXru3VX6zMYcFLHx4x45elWq1G9+7dYbPZMHPmTABp47bPmjULtWvXxm+//YZDhw6hZs2amDNnDmQyGXbv3o3AwEAEBga68+24BXPoPOawYMhkMphMJgwZMgQ1atTAlClTYDQaodPp0KVLF6SmpmLhwoXo2bMnLBYLIiMjcefOHXTr1g3vv/8+AO+ebwZgDh2VkpKC0aNHIzU1FdHR0QgODsaVK1dQo0YNvPzyy+jfvz/effdd9OnTBxMmTMAnn3yCatWq2R9frlw51KhRw43vgNzC3bdgvMnVq1ftv1+8eFFMmDBBhIWFiS+++MK+PDIyUjz99NPimWeeERcvXhR6vV589tlnon///vZbwt6MOSwcer1eREREiH379mVabjQaxbfffitq164txo4dK27fvi2EEMJkMgmtVitu374tNm/eLCZOnCiaNm0qzp49647wPQJz6Dzm0DnpzYP2798vunbtKs6dO2dfd+DAAVGnTh2xefPmTI9ZvXq1aNu2rejatau4fv16pufxRsyhY7RarWjXrp0YPXq0OHnypEhNTRVCCLFr1y4xaNAgERYWJj777DMhxP2h8Nu1ayfWrFkj/vjjDzFv3jzRrFkzcfHiRXe+DXIDFiBudOnSpWxPoNetWyc6dOggwsLCRJcuXUTTpk3FmTNn3Bip52IO8+fBORJ27twpGjVqJHr06CEOHz6caZ1OpxMLFiwQYWFhYvLkyfY+NEIIsWDBAtGsWTMxfPjwTF/U3oA5dB5z6BydTieSkpJEfHx8puW///67CAsLEydOnBBCpPWladCggYiMjBRCCLF3716xdOlS+/Zr164V7du3F61atbKfQHsL5jD/jEajGDRokBg9enSmYzm9D8fFixfFBx98IMLCwsQ333wjhBDiv//+E3379hWNGzcWrVq1Ei+88AK/m70UCxA3y3gC/eWXX9qXHzp0SCxatEh8+OGHIioqyo0Rej7mMO/Sr06ly/ilsXnzZvHMM8+I7t27i0OHDmXa7ujRoyI8PFyEhYWJTz/91L48MTFRJCYmCoPBUKhxexLm0HnMofNOnTol3nzzTdG+fXvRo0ePTFflDxw4IGrXri3Wr18vfvrpJ9GgQQOxbt06IURariMiIsSYMWMyPd/y5ctF165dMxV2xR1z6JxTp06JXr16iX/++SfHbS5duiSGDh0qnn322UwDQ5w7d05cvXpV3L17t/ADJY/EAsQDZDyBfvDWLkeDyBvmMHcnT54UQ4YMEZs2bcp0omYymey/b9q0SXTo0EF0795dHDx40L789OnTYt68eeLUqVNe3YyNOXQec+i8I0eOiEaNGolx48aJ//3vf2L27NlZTnrHjBkjateuLerUqZNphCGdTid69uwpvv76ayFE5qZCiYmJrnkDHoA5dN7atWtFeHh4ru95z549IiwsTGzfvt1FkVFR4B09pDxc9erVMWTIEMTGxmLXrl149tlnoVQqIZfLOU9FHjGHD6fT6fDxxx/jyJEj2LNnD7755hs0b94cQ4YMgb+/v327Hj16wGaz4csvv8T06dMRERGBOnXqYOHChfD390edOnUAeFcHy3TMofOYQ+edPn0ab7zxBoYNG4bBgwfnOGLQpEmTYLVa8fvvv0Mmk+H06dNQqVSYPXs2dDqdfcShjB3/g4KCXPlW3IY5LBhGoxFKpdI+oqQQIsv3rc1mw1NPPYXHH38cZ8+eRfv27d0RKnkg7/rk9kDpH1o1atRArVq1cPz4cfuJMwCePOcBc5g7X19fhIWFISkpCR9++CG++eYbbNmyBZs3b0b37t3RoUMHNGjQAADw4osvQiaTYeXKlRg9ejTKlCmD0qVLY8OGDfbn87aTPoA5LAjMoXMMBgNWrFiBbt26YejQoRBC2EcPMxqN0Gq1OHz4MBQKBdq0aYP3338fGo0Gn3zyCWw2G6pWrQp/f39s2rTJPmGrXC73qmFPmUPnpRcajz76KJKSkvDrr7/iueeey/a7Nj0vOp0OZrPZ1aGSB/OuT28PlJCQgLJlywIAzGYzKlSoAIvFwmFiHcAcPlz6l8Xw4cOxefNmnDx5ErNmzcL169exfPlynDt3DitWrMBrr72G2rVro1u3bujRowdq1aqFM2fOQK/Xo1evXpDL5V55xRlgDgsCc+g8g8GAf//9F4MGDQKQdvFFLpcjNjYWX3/9NX7//XfcunULANCgQQP873//w5w5c/Diiy/CYDDAz88PDRs2hEwmYw6Zw3xLLzRq1qyJoKAgbNq0CQ0aNLDPXJ7xTogQAteuXUO5cuUQHh7utpjJ80hCCOHuILzV4cOHMXLkSNSuXRtqtRonTpzAmjVrULNmTXeHVmQwh3ljs9lgsVgwc+ZMREVFYcGCBShZsiQAYOnSpZg7dy4eeeQR3L17F9WqVcPrr7+OevXqoVy5cvbnSL/S562YQ+cxh865ffs2evTogbZt22LatGmIi4vDqVOnMH36dGi1WrRo0QLdunVDcnIyFi9ejNq1a2PJkiVZnsebJsh7EHNYsHbv3o1Ro0aha9euGDVqlL0IyWjevHnYs2cPvvrqK/vFQiJ2QnejmJgYMX36dDFs2DAxY8YMjoOdD8yhY/bv3y/CwsLEjh07hBBC/PrrryIsLExs2LBBXL16Vfz++++iR48eIiwsTIwbN04IkXWoVG/HHDqPOcyf1NRUMXHiRFGvXj3RqVMn8dRTT4mwsDDRs2dPsWHDhkzbzp8/X7Rp00bEx8czdxkwhwXvm2++EbVr1xb9+/cXP/30k7BYLMJsNouLFy+Kjz/+WDRs2NBr5+ahnPEOiAewWq2QJIlXU5zAHObdm2++CaVSiWbNmmHKlCl4++23MWjQoEztd7du3YqOHTt67ZXm3DCHzmMO8+fGjRuIjIzEyZMnYbPZ0KlTJ7Rv395+ZTm9WdDHH3+MM2fOYMWKFewH9wDmsOD9+eefmDx5MrRaLUqWLAmZTIZSpUrBZDLho48+YqsEyoIFCJGXiYyMxKxZsyCEwKRJk/Dqq6/aT/AebNPszc1dHoY5dB5zmH8mkwkqlQopKSmZRg9Lz1NSUhIiIiJQt25djB071o2Rei7msODdvHkTJ0+exL///gsAeOKJJ/Doo4+iTJkybo6MPBELECIv1L9/f2i1Wnz//ffuDqXIYg6dxxw6J71QExk6/Wq1WowZMwa3b9/Gd999l2U9ZcYcErmH9w3fQOTF0r9E27ZtizVr1uDYsWNo3Lgxv1wdwBw6jzksGOl3iX799Vfo9XpotVrs3bsXd+/exYYNGzINE0vZYw4LlnhgBCwez5QTNpgn8iLpXwbt27dHcnIyduzYkWk55Y45dB5zWHCuXr2Kd999F1OnTsW2bdtQpUoVbNiwAUqlksOR5xFzWHAyHsM8nulh2ASLyEt9/vnnWLBgATZt2oTHH3/c3eEUScyh85hD5928eROpqakoUaKEfSZuXrV3DHNI5FpsgkXkpTp27IiTJ08iLCzM3aEUWcyh85hD52WcJwVIa/rCE2fHMIdErsU7IEReLL2NLq/05R9z6DzmkIjIu7AAIfJy7CjoPObQecwhEZH3YAFCREREREQuw1GwiIiIiIjIZViAEBERERGRy7AAISIiIiIil2EBQkRERERELsMChIiIiIiIXIYFCBERERERuQwLECIiIiIichkWIERERERE5DIsQIiIiIiIyGX+D7VoXDrtGy30AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "setup = dict(type='candle',volume=True,mav=(7,15,22),figscale=1.25)\n", + "mpf.plot(df.iloc[0:80],**setup)\n", + "mpf.plot(df.iloc[0:80],**setup,scale_width_adjustment=dict(volume=0.4,candle=1.35))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "---\n", + "\n", + "**Or perhaps we want our ohlc ticks and volume bars wider, and our mav lines thinner:**" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "setup = dict(type='ohlc',volume=True,mav=(7,15,22),figscale=1.25)\n", + "mpf.plot(df.iloc[0:80],**setup)\n", + "mpf.plot(df.iloc[0:80],**setup,scale_width_adjustment=dict(ohlc=2.0,lines=0.65,volume=2.4))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "### Manual customization of candle, ohlc, volume, and line widths:\n", + "\n", + "Now suppose we want to simply *override* what the \"width adjuster\" algorithm is doing, for one or more aspects of the plot. As a general rule, I would advise *against* doing this. But if you want to experiment, here is how.\n", + "\n", + "This is where we need to understand that each of the three items (candle,ohlc,volume) is subdivided into two parts. This gives us a total of six width configuration keywords:\n", + "\n", + "\n", + "\n", + "| Item | Keyword | Description\n", + "|:---- |:-------------- |:--------------------------------- |\n", + "| ohlc      | ohlc_ticksize      | horizontal length of left/right ticks \n", + "| | ohlc_linewidth | thickness of ohlc lines\n", + "| candle      | candle_width      | horizontal thickness of the candle body\n", + "| | candle_linewidth     | thickness of candle edge **and** its wick\n", + "| volume     | volume_width | horizontal thickness of volume bars\n", + "| | volume_linewidth     | thickness of edge surrounding volume bar                                                                                 \n", + "| lines     | line_width | thickness of mav lines, and line-plot lines\n", + "\n", + "We can override any one of the six keywords in the above table using kwarg **` update_width_config `**. We pass this kwarg a `dict()` containing one or more of the six keywords listed above. The exact value we pass in will be used instead of the value generated by the width adjuster algorithm. But for those items that we do not specify, the algorithm's value will be used (possibly modified by `scale_width_adjustment`). Note that values set by **`update_width_config`** are taken exactly, and are ***not*** affected by `scale_width_adjustment`.\n", + "\n", + "**A note of warning** about the values in the width configuration. These values can vary greatly depending upon the data, ***especially if the user sets*** ` show_nontrading=True `, which can cause large changes to the width configuration values depending on the frequency (intraday, weekly, monthly, etc) of the data.\n", + "\n", + "To mitigate the possibility of setting the width configuration to values that may not make sense, **you can see** the generated width configuration values using kwarg **` 'return_width_config' `**. Simply set this kwarg equal to an **empty `dict()`** and mplfinance will return the width configuration values in the dict. \n", + "\n", + "**For example:**" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'candle_linewidth': 0.7916666666666666,\n", + " 'candle_width': 0.777328125,\n", + " 'line_width': 1.4666666666666668,\n", + " 'ohlc_linewidth': 0.9583333333333334,\n", + " 'ohlc_ticksize': 0.51821875,\n", + " 'volume_linewidth': 0.65,\n", + " 'volume_width': 1.4115291666666667}\n" + ] + } + ], + "source": [ + "import pprint as pp\n", + "\n", + "setup=dict(type='candle',volume=True,figscale=0.75)\n", + "\n", + "wconfig = {}\n", + "mpf.plot(df.iloc[0:80],**setup,return_width_config=wconfig)\n", + "pp.pprint(wconfig)\n", + "\n", + "wconfig={}\n", + "mpf.plot(df.iloc[0:80],**setup,return_width_config=wconfig,show_nontrading=True)\n", + "pp.pprint(wconfig)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "---\n", + "\n", + "**Notice** in the next example, with intraday data, some of the width configuration values for `show_nontrading` are very different from those without `show_nontrading` ***yet the plots look almost identical.***" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'candle_linewidth': 0.7916666666666666,\n", + " 'candle_width': 0.00037082682292049183,\n", + " 'line_width': 1.4666666666666668,\n", + " 'ohlc_linewidth': 0.9583333333333334,\n", + " 'ohlc_ticksize': 0.00024721788194699454,\n", + " 'volume_linewidth': 0.65,\n", + " 'volume_width': 0.0006733744213032423}\n" + ] + } + ], + "source": [ + "idf = pd.read_csv('../data/SP500_20191106_IDayBollinger.csv',index_col=0,parse_dates=True)\n", + "setup=dict(type='candle',figscale=0.75)\n", + "\n", + "wconfig = {}\n", + "mpf.plot(idf.iloc[0:80],**setup,return_width_config=wconfig)\n", + "pp.pprint(wconfig)\n", + "\n", + "wconfig={}\n", + "mpf.plot(idf.iloc[0:80],**setup,return_width_config=wconfig,show_nontrading=True)\n", + "pp.pprint(wconfig)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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//KCEhAR17NhR+/fv14YNG/T1119f9rn69Ohcb8BtDeezf7x+1MdgkK/Pjy3u62NQZa13QHh3k/qGd27N6sGN+vTo7O4qwI1o//av9t9/P18f+fn6NPh7W/v7X/vY2nLdqyorVWmosLu/qrLSdrvm2Go/5nJTJzXl9WjJz39JibHJ23pssAwJCVFISIj69eunPn36aMaMGUpPT5dUfc1kXUVFRQoKcrwGIy0tTaNHj3a4LywsTJ988old2eDBg1VSUqKXXnpJDz74oHr06NFg/U7nXlTHjhUN3t+Scs4V2W5XWa3VA3b04+CdKqvVbttTORdbu4poZQZD9R+V07kXZWXwlteh/b1H7b//lsoqWSqrJFWHytq/12zblv7+d+s5UCezfxx93ZbqXrtdCi4zGKmmXQLMVzd58FKA+eoGX4/W+PyXlpY0eVuPCpZ5eXk6cOCAxo4dazdSe8CAAZKk7OxshYWF6cyZMw6P/frrrzV+/Hi7spKSEqWnp2vBggVNrsOgQdUXC589e7bRYGm1ym1/wK11f7HKvk/dWuduvmi8hjvfl3A/2r/9c6Z5+fvfevo6McK9b2R/Wa1SoKnpg5cCTUGXbcuW/Pw7s1+PCpZlZWWKj4/XI488ovvuu89WfuzYMUlSaGiooqKitGfPHlVUVMhorO6azczMVG5uriZNmmS3v4MHD6q8vFyjRo1yeK4PP/xQH374od20RZL0n//8Rz4+PvUOEAIAAKiruSPc2+PgJY8KlmFhYbr11lv14osvKiQkRGPHjlVOTo4SExPVrVs3TZkyRRMmTNDOnTu1ZMkSzZ07V0VFRVq6dKmGDx/usJJOzSjxiIgIh+cKDQ3V3/72N5WUlOj++++XyWTSxx9/rNdee00zZsxgWiIAANBk7TEkNodHBUtJWrFihbp3767k5GSdPXtWXbt21ejRoxUfHy+z2Syz2ayUlBQlJSUpJiZGAQEBio6O1qJFi2zzXdaouc6h7mTpkjRs2DC9+uqrSk5OVlxcnIqLixUeHq4HH3xQsbGxrXKsAAAA7YnHBUt/f3/Fx8crPj6+wW2GDRumrVu3XnZf8+fP1/z58xu8f+zYsXr11VebVU8AAADY87n8JgAAAMDlESwBAHCxw4cy1C8iWP0ignX4UIa7qwO0GoIlAAAAXIJgCQAAAJcgWAIAAMAlCJYAAHgArsv0biNGjtFX3+Trq2/y2/S8lwRLAAAAuATBEgAAAC5BsAQAAIBLECwBAADgEgRLAAAAuITHrRUOAIC3KCos0MmTJyRJXx7/wlZe+3ZkZH+ZzEGtXjc0X80Ib29EsAQAwA2KCgsUdd1wFRYUONz32KPzbbfNQUH6KP1zwiXaBE6FAwDgBidPnqg3VNZVWPBjrybg6eixBADAzTZu2qQhQ4balR09ekT3z5nT4GOOHj1iu+3n6yNLZZVdGeAOBEsAANxsyJChGjdunFOPaSx0Au7CqXAAANqIyMj+Mgdd/lpLc1CQIiP7t0KNAHv0WAIA0EaYzNUDeWqPJK8Z6LN67Qb1HzhIEiPJ4T4ESwAA2hCTOUgjRo5xKB8wcJCG11MOtCaCJQAALsCclADBEgCAK8aclEA1Bu8AAHCFmJMSqEaPJQAALmQymeXnZ//1arFYVFRU6KYaAa2HYAkAQB21r5dsSEPXS/r5+clo9G+pqgEejWAJAEAtjV0vWRvXSwKOCJYAANTi7PWSdaf+sVgsDtvWV1ZbfUsxsjwj2iKCJQAADWjOGt7NuZaS5RnRXhAsAQBoQFPX8K5ZarEpp89rllpszmPqGjFyjE5m56tveGedyrkoq/WyVQVaFMESAIAr1NhSi4lrN2hAPUstNucxgKcjWAIA4AKNLbVYX3lzHwN4MoIlAMCrHD6UoRk33yRJeufd3Y0GOAbVAM4hWAIA0AAG1QDOIVgCANq92hOef3n8C1t57ds11zK6alDNV9/kO1XH5jwG8DQESwBAu9bYhOc1g2Uk+wnPGVQDNA/BEgDQrjVnwnMG1QDNQ7AEAHiN5kx4DqDpCJYAAK/R1AnPATSPj7srAAAAgPaBYAkAAACXIFgCAADAJQiWAAAAcAmCJQAAAFyCYAkAAACXIFgCAADAJQiWAAAAcAkmSG/jLBZL9Q2DVGkwqMpq/bEMAACgFREs27iiokJ3VwEAAEASp8LbpMjI/jIHBV12O3NQkCIj+9d73+FDGeoXEax+EcE6fCjD1VUEAABeiB7LNshkDtJH6Z/r5MkTkqQvj3+hxx6dL0lavXaD+g8cJKk6gJrMlw+gAICGjRg5Rl99k+/uagBtgscFy6qqKm3ZskXbtm1TVlaWOnTooPHjxyshIUHh4eGSpIyMDK1fv15HjhyR0WjUxIkTtXjxYoWGhkqSFi1apO3bt9e7//DwcO3Zs8eh/OLFi/r1r3+tq666qt77PY3JHKQRI8c4lA8YOEjD6ykHAABoaR53KjwpKUnPPfec7rvvPu3atUtPP/20jh49qtmzZ6u8vFynTp1SbGysIiIitH37dm3cuFG5ubmKi4tTRUWFJGnJkiXav3+/w8/gwYM1YcKEep83MTFRFy9ebMUjBQAAaF88qsfSYrHogw8+UFxcnGJiYiRJERERmjdvnhISEnT8+HGlpqYqODhYq1atkp9fdfXXrFmjqVOnKi0tTdOmTZPJZJLJZLLb944dO5SVlaXNmzc7PO++ffuUlpamm2++Wf/6179a/kDdpKiwwO70eY3atzl9DgAAmsujgqWfn5/27t3rUO7jU92xajQatX//fkVFRdlCpST17dtXPXv21L59+zRt2jSHxxcXF2vdunWaO3euunTp4nDfsmXLNG/ePF26dMnFR+Q5igoLFHXdcBUWFDjcV3N9plQ94Oej9M8JlwAAwGkeFSzrk5mZqeTkZEVHRysiIkLnzp1Tr169HLbr3bu3Tp06Ve8+UlNTVVlZqTvuuMPhvqeeekrBwcG65557lJyc3OR6GQzVP56gdjUaqtepkyfqDZV1FRYU6NTJExoxius025KaNveU9yRaF+3fOGdeFoPa3utI+3u31mh/Z/btscFy7dq1SklJUWVlpWbNmqWFCxcqLy9PktSpUyeH7QMDA5WTk+NQXlZWppSUFM2ePVsBAQF292VkZOjtt9/WW2+9JV9fX6fq16dH53rr4Q7ns3887d+jm0l9wzs3uk1QUJBdj69UfRlCwX+DZ3j3+vcBz9enR2d3VwFuRPvXr/bfPz9fH/n52g8vqP17W/77R/t7t5Zs/5ISY5O39dhgGRsbq+nTpyszM1NPP/20Tp8+rcTERKf3s2vXLhUUFGjmzJl25WVlZVqyZInuvvtuDR482On9ns69qI4dK5x+XEvIOVdku517vkinci42uo2Pr698/ezfJFVWq9229e0DnstgqP6jcjr3omo1JbwE7d+42n//LJVVslRW2d1f+/e2+PeP9vdurdH+paUlTd7WY4NlSEiIQkJC1K9fP/Xp00czZsxQenq6pOrrIusqKipSUD2ThqelpWn06NEO9z333HPy8/PTvHnzmlU/q1Ue8wGuXY2G6mWt+0vdbax17vaQY4NzPOl9idZH+9fPmZekLf/9o/29W0u2vzP79ahgmZeXpwMHDmjs2LHq1q2brXzAgAGSpOzsbIWFhenMmTMOj/366681fvx4u7KSkhKlp6drwYIFDtu/9957+vbbbzVy5EhbWVVVlaxWqwYPHqw//OEPevDBB111aAAAAO2eRwXLsrIyxcfH65FHHtF9991nKz927JgkKTQ0VFFRUdqzZ48qKipkNFafzs3MzFRubq4mTZpkt7+DBw+qvLxco0aNcniuV155xTbvZY3U1FT94x//0CuvvOIwehwAAACN86hgGRYWpltvvVUvvviiQkJCNHbsWOXk5CgxMVHdunXTlClTNGHCBO3cuVNLlizR3LlzVVRUpKVLl2r48OGaPHmy3f5qRolHREQ4PFefPn0cyrp06SKj0WjrIQUAeLbDhzI04+abJEnvvLu73hXJALQejwqWkrRixQp1795dycnJOnv2rLp27arRo0crPj5eZrNZZrNZKSkpSkpKUkxMjAICAhQdHa1FixbZ5rusUTPKue5k6QAA73T06JEmlQFoHo8Llv7+/oqPj1d8fHyD2wwbNkxbt2697L7mz5+v+fPnX3a7GvPmzWv2YB53GjFyjE5m56tveGedymFUIID27UpWEbt/zpyWryDgxTwuWAIA0JDmrCIWGdlf5qCgyy4SYQ6q3hZA8xEsAQBtxkknVhE7efKERowcI5O5OmTW7uWsCaGJazdowMBBkhru5QTQdARLAECbtHHTJg0ZMtSu7OjRI/We7jaZg+od2DNg4CAG/AAuRLAEALRJQ4YM1bhx49xdDQC1+Fx+EwAAAODyCJYAAABwCYIlAAAAXIJgCQAAAJdg8A4AwKuMGDlGX32T7+5qAO0SPZYAAABwCYIlAAAAXIJgCQAAAJcgWAIAAMAlCJYAAABwCYIlAAAAXIJgCQAAAJdgHksvZLFYmlQGAADgDIKlFyoqKnR3FQAAQDvEqXAvERnZX+agoMtuZw4KUmRk/1aoEQAAaG/osfQSJnOQPkr/XCdPnpAkfXn8Cz326HxJUuLaDRowcJCk6gBqMl8+gAIAANRFsPQiJnOQRowc41A+YOCgessBAACcwalwAAAAuATBEgAAAC5BsAQAAIBLECwBAADgEgRLAAAAuASjwtGoosIC2xRFDWGKIgAAIBEs0YiiwgJFXTdchQUFjW5nDqqeI5NwCQCAd+NUOBp08uSJy4ZKSSosuHyvJgAAaP/osUSTmExm+fnZv10sFgvrjgMAABt6LNEkfn5+Mhr97X7qBk0AbcPhQxnqFxGsfhHBOnwow93VAdCOXHGwfP/99/WHP/xB0dHRGjFihK181apVysvLu9LdAwAAoI1odpdTeXm5HnzwQX388ceSJKvVKoPBIEkqLS3V1q1blZ6ertTUVHXu3NkllQXQ/jDzAAC0H80Olps2bdK+ffskSZGRkTpz5owqKyslScXFxfL19dXp06e1efNmPfLII66pLYB2hZkHAKB9afap8J07d8pgMCgpKUm7du1SYGCg7b7u3bvrz3/+s6xWq3bv3u2SigJof5h5AADal2b3WObm5uqqq65STExMvfePGzdOHTp00NmzZ5tdOQBty5Wc1mbmgZZVu22+PP6Frbz2bS45AHClmh0sO3bsqMLCQn3//ffq0qWLw/3Hjh3TpUuXFBTEHynAG1zpae2amQfgeo21zWOPzrfd5pIDAFeq2cFyxIgR2rdvn+bMmaO77rpLFotFkvTRRx/p+PHjev3112UwGDRs2DCXVRaA53L2tPaIkWNc8ryHD2Voxs03SZLeeXe3y/bbnjS3bRhYBcBZzQ6WcXFx+vjjj5WZmamFCxfayv/nf/5HUvUocR8fH8XGxl55LQG0KRs3bdKQIUPtyo4ePaL758xxU41Qo6ltw8AqAM3R7GA5duxYrV69WitWrFBpaanD/R06dNDjjz+uCRMmXFEFAbQ9Q4YM1bhx49xdDdSjqW3jrh5oAG3bFS2dEhMTo+joaO3evVtffvmlSkpKFBgYqIEDB2rSpElcXwkA7QADqwA01RWvyWc2m3Xbbbe5oi5oRSNGjtFX3+S7uxoA2gAGVgFoqita0vHSpUt65plnlJycbFceFxenP/3pTyos5L9ZAAAAb9HsYFlSUqJZs2Zp48aN+vbbb+3uu3DhgrZu3apZs2bVe/0lAAAA2p9mB8tXX31VmZmZslqt6tChg919oaGhslqt+uqrr/Tyyy9fcSUBAADg+ZodLNPS0mQwGLR06VI99thjdvdt3LhRTzzxhKxWq/7+979fcSUBAADg+Zo9eCc7O1tXXXWVZs2aVe/9M2fO1Jo1a5Sbm9vsygFAfVieEAA8U7ODpb+/vwoLC5WTk6Pw8HCH+0+fPq3y8nKZzeYrqiAA1MbyhO0XqygBbV+zg+WwYcO0f/9+3XvvvYqLi9OQIUMUGBiogoIC/fvf/9Yrr7wig8GgIUOGOLXfqqoqbdmyRdu2bVNWVpY6dOig8ePHKyEhwRZgMzIytH79eh05ckRGo1ETJ07U4sWLFRoaKklatGiRtm/fXu/+w8PDtWfPHklSfn6+XnjhBe3Zs0fnzp1T165dNXXqVP3xj39UQEBAc18aAC2IibsBwHM1O1jec889+uSTT5SVlaUnnnjC4X6r1SqDwaC77rrLqf0mJSXprbfe0vLlyzVq1ChlZWVp2bJlmj17tt5//31lZ2crNjZWU6dO1cqVK5Wfn6+kpCTFxcVp27ZtMhqNWrJkiR5++GGHfc+ZM0eDBw+WVB1g4+LiVFpaqj/96U/q2bOnMjIy9MQTT+j8+fNat25d814YAK2GibsBwLM0O1j+7Gc/0+OPP641a9aooqLC4X5fX18tWLBAN9xwQ5P3abFY9MEHHyguLk4xMTGSpIiICM2bN08JCQk6fvy4UlNTFRwcrFWrVtm+UNasWaOpU6cqLS1N06ZNk8lkkslkstv3jh07lJWVpc2bN0uSvvjiC505c0bJycn66U9/anuujIwMvf/++7ZgDMBzMXE3AHiWK1p5Z9asWYqOjtbOnTt19OhRFRcXq2PHjrrmmms0bdo0/eQnP3GuMn5+2rt3r0O5j0/14HWj0aj9+/crKirKrpeib9++6tmzp/bt26dp06Y5PL64uFjr1q3T3Llz1aVLF0nSkCFDlJGRUe9z+fr6EioBAACcdMVLOvbo0UP333+/K+pSr8zMTCUnJys6OloRERE6d+6cevXq5bBd7969derUqXr3kZqaqsrKSt1xxx0NPo/FYtGePXv0t7/9TfPmzXNZ/QEAALxFk4Nlbm6ufH19bQNknJlGqEePHk5XbO3atUpJSVFlZaVmzZqlhQsXKi8vT5LUqVMnh+0DAwOVk5PjUF5WVqaUlBTNnj27wQE5v/vd7/T555+rU6dOeuyxx/Tb3/72svUzGKp/PEVNXVxZJ0PdX+ru21Dnbg96PbxNS7S/03VwcluDoXnvMd6Xji7X/q3VNlfKUOd2fftszrG0d57w+Yf7tEb7O7PvJgfLSZMmKSQkROnp6bbfm3K62GAwKDMzs+k1+q/Y2FhNnz5dmZmZevrpp3X69GklJiY6vZ9du3apoKBAM2fObHCb9evXq6CgQPv379eTTz6pc+fO6YEHHmh0v316dK434Lpbnx6dXbav89k/XqfqYzDI18e+vStrtX94d5P6hrvuudE8rmx/Z9V+v/j5+sjP1379hdq/17xfaj+mqrJSlQb767WrKisbfQzvS3sNtf+Vtk1rvc61n7OhfTbnWLyFOz//cL+WbP+SEmOTt3XqVLjVam30d1cKCQlRSEiI+vXrpz59+mjGjBm2UFtcXOywfVFRkYKCHOerS0tL0+jRo+u9r0ZYWJjCwsJ0zTXXyGAw6KmnntJvf/tbde/evcHHnM69qI4dHQctuYvBUP2mOp17Ua5qlpxzRbbbVVarKqvsd1xV64lyzhXpVM5F1zwxnNYS7e+s2u8XS2WVLJVVdvfX/r3m/VL7MQWXmUKovsfwvqx2ufa/0rZprde59nM2tM/mHEt75wmff7hPa7R/aWlJk7dtcrC85ZZbFBgYaPe7qwe45OXl6cCBAxo7dqy6detmKx8wYICk6tV+wsLCdObMGYfHfv311xo/frxdWUlJidLT07VgwQKH7U+dOqUjR47o5ptvtivv37+/Kisrdfr06UaDpdUqj/wAu7Je1rq/1N2vtc7dHvh6eBt3vi+dedqa90vfyP4yBwVddl5Kc1CQ+kb2rz4+hx01XBFve1821P7NaRt3vM7WOrdddSzewlO/l9A6WrL9ndlvk4PlmjVrGv3dFcrKyhQfH69HHnlE9913n6382LFjkqTQ0FBFRUVpz549qqiokNFY3TWbmZmp3NxcTZo0yW5/Bw8eVHl5uUaNGuXwXP/+97+1cOFC/eQnP9G1115b73MBaFkmc/XqOLWXZ6xZPSdx7QYNGDhIEsszAkBb0axR4RUVFYqNjZWPj49eeeUV+fr6uqQyYWFhuvXWW/Xiiy8qJCREY8eOVU5OjhITE9WtWzdNmTJFEyZM0M6dO7VkyRLNnTtXRUVFWrp0qYYPH67Jkyfb7a9mlHhERITDc02dOlUbN25UQkKClixZop/85Cc6dOiQXn75ZU2cONHpqZIANI/JHFTv6jgDBg5i1RwAaGOaFSyNRqOOHz+usrIyl4XKGitWrFD37t2VnJyss2fPqmvXrho9erTi4+NlNptlNpuVkpKipKQkxcTEKCAgQNHR0Vq0aJFtvssaNdds1Z0sXZKuuuoqbdmyRU899ZQSEhJUXFysHj166Pe//32LTp8EAPhRUWGBXY91jdq3G+qxPnr0SJPKALSeZs9jOWXKFP3lL3/R7t27ddNNN7msQv7+/oqPj1d8fHyD2wwbNkxbt2697L7mz5+v+fPnN3h/aGio/vd//7dZ9QTgXQ4fytCMm6v/1r3z7m56U12gqLBAUdcNr/ca25pLIqTqa2w/Sv/cIVzeP2dOi9cRgHOaHSx/85vfKD8/XwsWLFB0dLSGDx+u4OBgh15DqXqgDwAAtZ08eeKyA7ckqbCguldzxMgxinRiwFdkZH9XVRVAEzU7WN55552Sqqcc2r17t3bv3l3vdgaDgWAJAGjUxk2bNGTIULuyo0ePOPRKMuAL8GzNDpa157BsyfksAQDt35AhQzVu3LgmbcuAL8BzNTtYrl692pX1AIBWw/WSANAymhUs/9//+386ffq0ioqKFB4erl//+tcKCwtzdd0AAG1Ua4X3ESPH6Ktv8ltk3wCc53SwXLp0qd555x27smeffVZPPPGEfvvb37qsYgAAAGhbHIdwN+Jvf/ub3n77bVmtVrufiooKLV++XP/+979bqp4AAADwcE71WL799tuSpB49euj+++9XWFiYjh8/rs2bN6uwsFCpqal2yyMCAADAezgVLI8dOyaDwaANGzZo6NDqaSGuv/56RUZG6g9/+IOOHGHFAwAAAG/l1KnwwsJCBQQE2EJljeuuu06SlJ/PBdQAAADeyqkeS6vVqoCAAIfymrKqqirX1AqAV2KELwC0bc2exxIA4B0sFkuTygDA6WBpsViUkZFR72o7Dd03duzY5tcQAOBWRUWF7q4CgDbC6WBZXFxsWye8NoPBUO99BoNBmZmZza8hADSAnrSWExnZX+agIBUWFDS6nTkoSJGR/SVJRYUFdmt416h9mzW8gfbN6WDJuuAAPIUzPWmEHueYzEH6KP1zu9fssUfnS5IS127QgIGDJP34mhUVFijquuH1BtGax0nVQfSj9M95nYF2yqlgOX369JaqBwA0SXN70gg9zjOZg+pdinHAwEEO5SdPnrhsm0hSYUF1wGd9dqB9cipYrl69uqXqAQBNUrcnrSG1ex8JPa3LZDLLz8/+68VisXCtJuAFGBUOoM1pqCetSY8l9LQ4Pz8/GY3+Tj3m6FHHBTbqKwPg2QiWALxKc0IPnNOcQVX3z5nTUtUB0IoIlgAAl2pq729zrpcF4NkIlgCAK9ackNic62UBeDaCJQDgijk7PVHtxzFYCmg/CJYAAJdwZnoiAO2Tj7srAAAAgPaBYAkALeDwoQz1iwhWv4hgHT6U4e7qAECrIFgCAADAJbjGEgAa4Oz64qxHDsDbESwBoB7Ori8uifXIAXg9ToUDQD2cXV/c2e0BoD2ixxIALmPjpk0aMmSoXdnRo0caXIaQ9cgBeCuCJQBcxpAhQzVu3Lgmb8965AC8FcESAOByI0aO0Vff5Lu7GgBaGddYAgAAwCXosQTQoNrT5zSE6XMAADUIlgDq1dh0O7XVnm6nxtGjRxy2q68MANC+ECwB1OtKps9paLQ0AKB9I1gCuKymTLcTGdlf5qCgJvVwRkb2b5F6AgDci2AJ4LKaMt2OyVx9Srz2koY1K84krt2gAQMHSeKaTABozwiWAFzGZA7SiJFjHMoHDBxUbzkAoH1huiEAAAC4BMESAAAALkGwBAAAgEtwjSUAr2KxWJpUBgBwHj2WALxKUVGh8vPz7H6KigrdXS1J0uFDGeoXEax+EcE6fCjD3dUBAKfRYwmgRYwYOUZffZPv7mpIYo5NV/Ck9gTguQiWANq9K51jkyUqAaBpCJYAvMKVzLHJEpUA0DRcYwkA9ag5fX45nD4HgB/RYwnA6zTlekGWqAQA53lcsKyqqtKWLVu0bds2ZWVlqUOHDho/frwSEhIUHh4uScrIyND69et15MgRGY1GTZw4UYsXL1ZoaKgkadGiRdq+fXu9+w8PD9eePXskSaWlpXrxxRf1wQcf6LvvvlNYWJhuueUWxcbGymg0ts4BA/BYrbFEZVFhgV14rVH7NuEVQFvhccEyKSlJb731lpYvX65Ro0YpKytLy5Yt0+zZs/X+++8rOztbsbGxmjp1qlauXKn8/HwlJSUpLi5O27Ztk9Fo1JIlS/Twww877HvOnDkaPHiw7fcFCxbo888/14oVK3TNNdfo008/1ZNPPqlLly4pPj6+NQ+73Tp8KEMzbr5JkvTOu7vr/TKu/cXaEL5Y0R4VFRYo6rrh9Y5Wr+kdlapPt3+U/jmfAQAez6OCpcVi0QcffKC4uDjFxMRIkiIiIjRv3jwlJCTo+PHjSk1NVXBwsFatWiU/v+rqr1mzRlOnTlVaWpqmTZsmk8kkk8lkt+8dO3YoKytLmzdvliSdPHlSe/fu1Zo1a/SLX/xCktSrVy999tlnSk1NJVheAWd6YBr7Yq2NL1a0RydPnrjse1+SCguqP1Ou6CVlhDuAluRRwdLPz0979+51KPfxqR5jZDQatX//fkVFRdlCpST17dtXPXv21L59+zRt2jSHxxcXF2vdunWaO3euunTpIknq06eP9u/fr6A6F+eHhobq0qVLqqqqsj0vms7ZHhh3fLFKTetJBZqrOav7mExmu79rNY9x9eTtjHAH0JI8KljWJzMzU8nJyYqOjlZERITOnTunXr16OWzXu3dvnTp1qt59pKamqrKyUnfccYetzMfHR926dbPbzmKxaN++fbr22msJlc3kbFCsraW/WLmWDa2lOe9ZPz8/GY3+LVAbJogH0Ho8NliuXbtWKSkpqqys1KxZs7Rw4ULl5eVJkjp16uSwfWBgoHJychzKy8rKlJKSotmzZysgIKDR53zqqad06tQpvfbaa5etn8FQ/eMpauriyjoZ6v5Sd9+GOncb7DfZuGmThgwZaveQo0eP2HpM6u7Oz1jPF2s9z9EczvSk7vu07Z1yb/H2b8K2nvR5aAmGOrfrHm+/fk0Pb/369Xf4vDT1Myb995+kr378x8xgkM5nm5R7vkhWa3VZZL8f/0mqeV/Xfkx9aj8GbUdLfP7RdrRG+zuzb48NlrGxsZo+fboyMzP19NNP6/Tp00pMTHR6P7t27VJBQYFmzpzZ4DZWq1VJSUnasmWLVqxYoTFjLn9atE+PzvUGXHfr06Ozy/Z1PvvH61R9DAb5+ti/syprvdPCu5vUN7yz3WOGX3utxo0bZ/cYP18fu8fU1tTnaI5/ZR9vck/qD4Xfafig3s16Hnf417/+pfHjx0uSDhw44PCaN1fttvTz9bFru5qyGlfSNm1F7dej3uMN76ysM2d07NgxSdKRI0cUFxcnSdq8ebOGDq3+J+uaa66xXYLTnM9YQUGBRg8doYsXLzZa386dO+vrr7/+8XKf8M5t6n0N57ny7z/anpZs/5KSps+U47HBMiQkRCEhIerXr5/69OmjGTNmKD09XVL1NZN1FRUVOVwvKUlpaWkaPXp0vfdJUkVFhRYtWqS0tDT97//+r26++eYm1e907kV17FjhxBG1LIOh+k11OveircfiSuWcK7LdrrJaVVllv+OqWk+Uc65Ip3Iu2j3GUlklS2WV3WNq/157W2eeozlqP9flelKv5Hncofax5Z53Xd2dbcu29Jo1R7eeA3Uy+8e5Lxs63m49B0qSgmu9fsHde9vKvy+26vvi6sc25zN2+GDGZUOlJF28eFH/2Pf/NGIU1w+3dy3x9x9tR2u0f2lpSZO39ahgmZeXpwMHDmjs2LF21z8OGDBAkpSdna2wsDCdOXPG4bFff/21rdemRklJidLT07VgwYJ6n89qtWrhwoX65z//qZdfflkTJkxocl2tVnnkB9iV9bLW/aXufq117rY6btLk/TvxHM1R+2FDhgxttFfvSp7HHWpXtcXavwnbtqXXrDVY69yu7/WpXWSpsDi86LUH/NTso68T10v2jexPu3gRT/1eQutoyfZ3Zr8eFSzLysoUHx+vRx55RPfdd5+tvObUUmhoqKKiorRnzx5VVFTYJjHPzMxUbm6uJk2aZLe/gwcPqry8XKNGjar3+V544QX94x//0J///GeNHj26hY4KAC6vqQN+GlsRaPXaDerPikAA3MijgmVYWJhuvfVWvfjiiwoJCdHYsWOVk5OjxMREdevWTVOmTNGECRO0c+dOLVmyRHPnzlVRUZGWLl2q4cOHa/LkyXb7qxklHhER4fBc3377rV566SXddddd6tWrl86fP293f1BQkPz9W2aEJgBIzR+t3diKQMOZOguAG3lUsJSkFStWqHv37kpOTtbZs2fVtWtXjR49WvHx8TKbzTKbzUpJSVFSUpJiYmIUEBCg6OhoLVq0yGGKoIL//rGuO1m6VD3IoaKiQps3b7ZNml7ba6+95rJBEGi7WBUILYn1yAG0Nx4XLP39/RUfH9/oyjfDhg3T1q1bL7uv+fPna/78+fXeN336dE2fPr3Z9UT7x6pAaA2tsR45ALQWZgEHGnAlk70DAOCNCJZAE5hMZgUHh9j9mExmd1er2Q4fylC/iGD1iwjW4UMZ7q4OAKCd8LhT4YAnasnl9loLS1oCAFoawRLwAs4sacn1ogCA5uJUOJrEYrGooqLc7qf25M3wbFwvCgBoDfRYokmaOnlzbUePHmlSGVrX5Za0BACguQiWaFBzJ2+uQVBx3uFDGZpx802SpHfe3d0i081cbknL+vBPAgCgKQiWaFBzJm92Noxy2rVt4J8E540YOUZffZPv7moAQKsiWKJRzk7ezEoi7ceV9lgDALwPwRJN1tQeGFYSaR/q/pPQEP5JAADUIFgCaFBD/ySgZXD6HEBbx3RDAAAAcAl6LIE2qLFVdKz/vc0pagBAayNYAm1MY6voLG7CKjpMHQQAaCkES6CNcXYVnbrXSDJ1EACgpRAsgTbMZDLLz89PMkg+BoOqrFZZKiwOKyUxdVD7NWLkGJ3Mzlff8M46lXNRVuvlHwMALYVgCXgB5hcFALQGgiXQhjmzhjvziwIAWhrTDQFtTM1p7cvhtDYAoLXRYwm4WWNTB9WofYq6sdPaq9duUH9OawMA3IRgCbhRY1MHPdbI1EGNndYezmltAICbcCoccCNnpw4CAMCT0WMJeIiNmzZpyJChdmVHjx5h3kkAQJtBsAQ8xJAhQzVu3Dh3VwMAgGbjVDgAAABcgmAJAAAAlyBYAgAAwCUIlmjzDh/KUL+IYPWLCNbhQxnurg4AAF6LYAkAAACXIFgCAADAJQiWAAAAcAmCJQAAAFyCYAkAAACXIFgCLYTR6gAAb0OwBAAAgEsQLAEAAOASBEsAAAC4BMESAAAALkGwBAAAgEv4ubsCaN9GjByjr77Jd3c12rURI8foZHa++oZ31qmci7Jam/YY2gUA4GoES3gMi8XSpDIAAOCZCJbwGEVFhU3ftrBAJ0+ekCR9efwLW3nt25GR/WUyB7muggAAoFEES7hVZGR/mYOCVFhQ0Oh25qAgRUb2l1QdKqOuG17vYx57dL7dYz5K/5xwCQBAKyFYwq1M5urwV7v3sSYcJq7doAEDB0my7308efLEZYOoJBUWVPdqjhg5poVqDwAAaiNYwu1M5qB6w9+AgYMuGwpNJrP8/OzfxhaLxanT6gAAwDUIlmjT/Pz8ZDT6u7saAABAzGMJAAAAF6HHEh6F+RUBAGi7CJaAhzh69EiTygAA8FQeFyyrqqq0ZcsWbdu2TVlZWerQoYPGjx+vhIQEhYeHS5IyMjK0fv16HTlyREajURMnTtTixYsVGhoqSVq0aJG2b99e7/7Dw8O1Z88e2++lpaVasWKFduzYoeXLl+v3v/99yx8kXKY9Tap+/5w57q4CAABXxOOCZVJSkt566y0tX75co0aNUlZWlpYtW6bZs2fr/fffV3Z2tmJjYzV16lStXLlS+fn5SkpKUlxcnLZt2yaj0aglS5bo4Ycfdtj3nDlzNHjwYNvvx48f10MPPSSDwdCahwgX8rTR385O3N6ceTwBAPBUHhUsLRaLPvjgA8XFxSkmJkaSFBERoXnz5ikhIUHHjx9XamqqgoODtWrVKts0M2vWrNHUqVOVlpamadOmyWQyyWQy2e17x44dysrK0ubNm21lL7zwgiZOnKhZs2bpl7/8ZesdKK6Ip4ax5kzc3px5PAEA8FQeFSz9/Py0d+9eh3Ifn+rB60ajUfv371dUVJTd3IV9+/ZVz549tW/fPk2bNs3h8cXFxVq3bp3mzp2rLl262Moffvhh9e7dW9nZ2S1wNGgpdcNYQ1o7jDV34vYrmccTAABP4lHBsj6ZmZlKTk5WdHS0IiIidO7cOfXq1cthu969e+vUqVP17iM1NVWVlZW64447HB7TXAZD9Y+nqKmLJ9WpJZmDgjRyVNNDlzMvi0H/bV+HwoZ3WveujZs2aciQoXZlR48esV1HWfMcjdWzoW3qrbOXtT/s0f7ejfb3bq3R/s7s22OD5dq1a5WSkqLKykrNmjVLCxcuVF5eniSpU6dODtsHBgYqJyfHobysrEwpKSmaPXu2AgICXFa/Pj0611sPd+vTo7O7q+CRzmf/eGmEn6+P/Hztp3Ct/Xt4d5P6hne2e4yPwSBfH/tPVmWtT1p4d/tLL4Zfe63GjRt32edorJ4NbdMY2t+70f7ejfb3bi3Z/iUlxiZv67HBMjY2VtOnT1dmZqaefvppnT59WomJiU7vZ9euXSooKNDMmTNdWr/TuRfVsWOFS/d5JQyG6jfV6dyLslrdXRvPk3OuyHbbUlklS2WV3f21f885V6RTORftHlNltaqyyv6Frar1Qtfe1pnnaKyeDW1TH9rfu9H+3o32926t0f6lpSVN3tZjg2VISIhCQkLUr18/9enTRzNmzFB6erqk6msm6yoqKlJQkOP1dGlpaRo9enS9910Jq1Ue+QH21Hq5mzMviVX/fR0dChveqbMvec1z1Fd+uW0a3S/t79Vof+9G+3u3lmx/Z/brUUs65uXl6b333tP58+ftygcMGCBJys7OVlhYmM6cOePw2K+//lqRkZF2ZSUlJUpPT9cNN9zQYnUGAABANY/qsSwrK1N8fLweeeQR3XfffbbyY8eOSZJCQ0MVFRWlPXv2qKKiQkZj9Tn/zMxM5ebmatKkSXb7O3jwoMrLyzVq1KjWOwhArKIDAPBOHhUsw8LCdOutt+rFF19USEiIxo4dq5ycHCUmJqpbt26aMmWKJkyYoJ07d2rJkiWaO3euioqKtHTpUg0fPlyTJ0+221/NKPGIiIh6n6+mZ7RmUFBxcbGtLCQkRL6+vi11qGjnWEUHAOCNPCpYStKKFSvUvXt3JScn6+zZs+ratatGjx6t+Ph4mc1mmc1mpaSkKCkpSTExMQoICFB0dLQWLVpkm++yRsF/5xSsO1l6jYkTJ9r9vm7dOq1bt06S9I9//EM9e/ZsgSNEe+WpE7cDANBaPC5Y+vv7Kz4+XvHx8Q1uM2zYMG3duvWy+5o/f77mz5/f4P3Hjx9vVh2B+rCKDgDA23lcsATaMlbRAQB4M48aFQ4AAIC2i2AJAAAAl+BUONAEFoulSWUAAHgzgiXQBEVFhe6uAgAAHo9T4UADaqYPuhymDwIAoBo9lkAD6k4f1JCGpg8aMXKMvvomv6WqBwCAxyFYAo1oaPogAADgiFPhAAAAcAmCJQAAAFyCYAkAAACXIFgCAADAJQiWAAAAcAlGhcPrHD16pEllAADAOQRLeJ3758xxdxUAAGiXOBUOr8AqOgAAtDx6LOEV6q6i8+XxL/TYo/MlSYlrN2jAwEGSGl5Fp7WwWg8AoC0jWMJrNLSKzoCBg1hdBwAAF+BUOAAAAFyCYAkAAACXIFgCAADAJQiWAAAAcAmCJQAAAFyCYAkAAACXIFgCAADAJQiWAAAAcAmCJQAAAFyCYAkAAACXIFgCAADAJQiWAAAAcAmCJQAAAFyCYAkAAACXIFgCAADAJQiWAAAAcAmCJQAAAFyCYAkAAACXIFgCAADAJQiWAAAAcAmCJQAAAFyCYAkAAACXIFgCAADAJQiWAAAAcAmCJQAAAFyCYAkAAACXIFgCAADAJQiWAAAAcAmCJQAAAFyCYAkAAACX8HN3BeqqqqrSli1btG3bNmVlZalDhw4aP368EhISFB4eLknKyMjQ+vXrdeTIERmNRk2cOFGLFy9WaGioJGnRokXavn17vfsPDw/Xnj17JEnl5eVav369du3apby8PEVERCguLk633XZb6xwsAABAO+JxwTIpKUlvvfWWli9frlGjRikrK0vLli3T7Nmz9f777ys7O1uxsbGaOnWqVq5cqfz8fCUlJSkuLk7btm2T0WjUkiVL9PDDDzvse86cORo8eLDt92XLlmnv3r1KTExUZGSk/vnPf+rxxx9Xhw4d9Ktf/ao1DxutbMTIMfrqm3x3VwMAgHbFo06FWywWffDBB4qLi1NMTIwiIiL0s5/9TPPmzVN2draOHz+ul19+WcHBwVq1apX69u2r0aNHa82aNfryyy+VlpYmSTKZTOrWrZvdzyeffKKsrCwtWLBAkpSTk6Pt27crPj5ekyZNUu/evXXXXXdp6tSpevbZZ935MgAAALRJHhUs/fz8tHfvXj3wwAN25T4+1dU0Go3av3+/Jk6cKD+/Hztb+/btq549e2rfvn317re4uFjr1q3T3Llz1aVLF0nSJ598IqvVqhtuuMFu2+uvv15ff/21vvnmGxceGQAAQPvnUcGyPpmZmUpOTlZ0dLQiIiJ07tw59erVy2G73r1769SpU/XuIzU1VZWVlbrjjjtsZadPn5a/v7/tuswaNftuaF8AAACon8ddY1lj7dq1SklJUWVlpWbNmqWFCxcqLy9PktSpUyeH7QMDA5WTk+NQXlZWppSUFM2ePVsBAQG28uLi4gb3I0lFRUWN1s9gqP7xFDV18aQ6ofXQ/t6N9vdutL93a432d2bfHhssY2NjNX36dGVmZurpp5/W6dOnlZiY6PR+du3apYKCAs2cOdOl9evTo3O9wdTd+vTo7O4qwI1of+9G+3s32t+7tWT7l5QYm7ytxwbLkJAQhYSEqF+/furTp49mzJih9PR0SdW9jXUVFRUpKCjIoTwtLU2jR492uM9kMqmkpKTe/UiS2WxutH6ncy+qY8eKJh9PSzMYqt9Up3Mvymp1d23Q2mh/70b7ezfa37u1RvuXljrmpYZ4VLDMy8vTgQMHNHbsWHXr1s1WPmDAAElSdna2wsLCdObMGYfHfv311xo/frxdWUlJidLT020jwWvr27evysvL9e233yosLMxuP5LUr1+/RutqtcojP8CeWi+0Dtrfu9H+3o32924t2f7O7NejBu+UlZUpPj5eO3bssCs/duyYJCk0NFRRUVH6+OOPVVHxY29hZmamcnNzNWnSJLvHHTx4UOXl5Ro1apTDc/385z+Xj4+PbbL0Gh9++KEGDhyoHj16uOioAAAAvINH9ViGhYXp1ltv1YsvvqiQkBCNHTtWOTk5SkxMVLdu3TRlyhRNmDBBO3fu1JIlSzR37lwVFRVp6dKlGj58uCZPnmy3v5qR3REREQ7PFRoaqpkzZ2rDhg0KCwvTwIED9d5772nv3r168cUXW+V4AQAA2hOPCpaStGLFCnXv3l3Jyck6e/asunbtqtGjRys+Pl5ms1lms1kpKSlKSkpSTEyMAgICFB0drUWLFtnmu6xRUFAgqfp6yvosXrxYgYGBWr58ufLy8tSnTx+tX79e0dHRLX6cAAAA7Y3BauWKjKYqKSmxTUf07+PZ6tjRc0aFGwxS3/DOOpXDxdveiPb3brS/d6P9vVtrtH9paYmuHdhTUsPTNdbwqGssAQAA0HYRLAEAAOASBEsAAAC4BMESAAAALuFxo8I9We1xTqWlpW6siSODoXrJpdLSEi7e9kK0v3ej/b0b7e/dWqP9a2eey435Jlg6ofYLO37kADfWBAAAoPWVlpbaZsipD6fCAQAA4BLMY+mEqqoqXbhwQZLUsWNHGQwGN9cIAACgZVmtVttZ265duzosSFMbwRIAAAAuwalwAAAAuATBEgAAAC5BsAQAAIBLECy9DJfUejfa37vR/gBaGsHSy9SMZOcLxjvR/t6N9vdetDlaCxOkt3OlpaXauHGj8vLyJEkxMTG65pprFBgYqKqqqkanDEDbR/t7N9oflZWVqqqqUnFxsYKDg23lVquVKfPQIphuqB0rLi7WLbfcou7du6tr1646fvy4Ll68qEmTJmn+/PkKCwvjy6Udo/29G+2P4uJiLVy4UBcuXFBWVpamTJmiG2+8UT/72c8kES7RMgiW7VRlZaXi4+NVXl6ul156yVa+cuVKffjhhwoLC9PatWsVERHBl0s7RPt7N9ofpaWluuWWW9S/f39dd911Kisr06ZNmxQUFKRbbrlFc+fOlUS4hOvx16SdKisr07lz5xQdHS1JKi8vlyQtXbpUd911l86dO6dHH31Uubm58vHx4fqbdob29260P1JSUhQSEqLnnntOs2bN0r333qtXX31VvXv3VkpKitatWyep+rpb2h+uRLBspwwGg7777judOHFCkuTv76+KigpJ0r333qs777xTZ8+e1fr161VUVMR/rO0M7e+9qqqqaH8oKytLQUFB8vHxUWVlpSorKzVo0CAtWbJEP/vZz/T2228rOTlZkmh/uBTBsp3y9/dXVFSU9u/fr88++0ySZDQaZbFYJEn33HOPbrzxRn388cc6evSopOovJLR9VVVVCggIoP29zA8//KBLly7Jx8dHHTp0oP293NVXX63MzEydPXtWvr6+tp7p3r17649//KNGjhypHTt26OOPP3Z3VdHOECzbibKyMn322Wd699139d1338nX11e33HKLzp49q9dee00nT56UJPn5+dm+XJYsWaIuXbpox44dksR1Vm1YSUmJXnrpJZWXl8vHx0cGg0G/+c1vaH8vUVxcrClTpuj//t//ayu7+eabaX8vNmTIEFVUVCg1NVWFhYV2U0316tVLDz30kIqLi7V792431xTtDX9J2oHi4mLdcccdWrRokRISEjR9+nTt2bNHI0eO1BNPPKEPP/xQL7/8sk6dOiWp+sul5pqroUOHqrS01J3VhwusXr1azzzzjNatW2dr2zFjxmj58uX68MMPtWnTJtq/nSouLta0adM0fPhw3XPPPZKqw8Po0aNt7c/nv3374YcftHPnTv31r39VWlqaJOnGG2/UTTfdpFdeeUXvv/++SkpKbOGysrJS11xzjR544AGlpaXp/PnzXGcJl2Eeyzbu0qVL+t3vfqfIyEgtX75chYWF2rx5s1avXq0JEyZo+vTpKi0t1cqVK1VSUqK77rpLY8aMkb+/v6Tqi/q7du0qidGBbdmwYcP07rvvKjU1Vd9//73WrFkjo9GomJgYFRcXa+XKlbp06ZJmz55N+7cjNaHy2muv1bPPPivpx1PaBoNBMTExKioq0qpVq/j8t1PFxcX6P//n/8jf31/ff/+98vPztWXLFs2bN0/Lli1Tfn6+kpKSZDAYNHXqVJlMJttjAwMD1a1bNwUGBtL2cBmCZRu3bds2hYaGKikpSQEBAZKkb7/9Vhs2bLBtM2vWLAUFBWnJkiU6ffq0Jk+erKFDh+qzzz7TRx99pLffflsSF3C3RTVhoHv37goLC9MDDzygxMRELVq0SElJSfL19dWsWbPUsWNHLV++XCdPntSNN95I+7cDJSUluu2223TttdfaPu8VFRUyGo12291xxx0KDg7WY489xue/nSkvL1dcXJwiIyOVmJio4uJinTlzRo8//rgefvhhzZs3T08++aSWLl2qJ598UmfPntXtt9+u0NBQSdJXX32lzp07q7Ky0s1HgvaEYNnGZWdnKz8/X76+vrb56Hr27KlrrrlGr776qo4dO6Ybb7xRv/nNb9SnTx9t3bpV77zzjvbs2SOTyaTU1FRFRka6+zDQTDVhYMKECZKk4OBgrVy5UgkJCVq4cKGeeuopSdJNN92kIUOG6NVXX6X924nVq1frzJkzeuSRR2xlRqNRVVVVSk5O1smTJ3X+/HnFxMTotttuU+/evfXGG2/Q/u3IqVOnVFJSogceeECBgYEKDAzU1VdfrW3btunee+/V888/L6vVqmeeeUbLli3T1q1b9f/9f/+fRo4cqUuXLik9PV1vvPGGAgMD3X0oaEeYIL2NqumpWrVqlT7++GP95S9/UefOnSVJkyZNUseOHdWtWzdZrVYdOHBAM2fO1KJFi+Tr66sffvhBlZWV8vPzU8eOHd17ILhiVVVVKisr0+23364777xTt99+u9LS0vTYY4/pl7/8pSoqKvT999/rz3/+sywWi8rKymj/duD8+fOaP3++LBaL7r77bv3617+WJP3ud79TRUWFOnfurNLSUh06dEixsbF69NFHVVFRofLyctq/nTh69Khuv/12vfDCC7rhhhskSRaLRX5+fiouLlZsbKyysrK0du1aTZw4Ue+9957+85//6NSpU+rdu7duv/129evXz70HgXaHYNnGfffdd/rPf/6jm266SZL0+uuv6+DBg1q8eLGCg4NlNBqVlJSk119/Xa+//rpGjhzp5hrD1Wp6qtesWaOCggKtXr1akvTpp5/qvvvuk4+Pj7Zu3aprr72WVVbaiZrwcOHCBf3hD39QVVWV7r33Xh08eFAXLlywff79/f21YsUKbd++XX/961/pnWxnsrOzdeedd2ry5Ml66KGHbD2PtcPlrbfeqpCQELsZA7ieFi2Jb5g2qOZ6GKvVqquvvtoWKqXqKUaSkpLUvXt327VWNeHi008/dUt94Vp1r4eq+YK4+uqr9a9//ctWvm3bNnXs2FG+vr568803VVlZSahsB2p6G61Wq7p27arnn39evr6+evHFF3XixAndcccdCg0NtQ3Qufvuu2WxWOzeG2gfevbsqVtvvVVvvvmm/vnPf9rKa6aVCgwM1J/+9CcdOXJEu3btst1PqERL4lumDfL19ZUk7dixQ/n5+bbyqqoqBQUFyd/f327qiEuXLqlXr17q379/q9cVrlfT/tu3b1d+fr7ddZZms1mVlZVKSEjQgQMH9Morr+iZZ57R9u3btXz5cjfWGq5S+/N//vx5de/eXcnJyfL391dJSYnDqc2ysjKFhYXpJz/5iRtqC1er+4/l/fffr0mTJmnp0qXau3evrdzPr3oIRWRkpLp3764LFy60aj3hvRi808bUnMrctGmT/vrXv+pXv/qV7b6a3qiCggJJUlBQkCTpnXfekdVq1dChQ1u/wnCpxtq/W7duunjxom688UZVVFRo06ZNGjx4sKqqqrRx40ZFRES4seZwhfrav6qqSl26dNGrr74qi8Viu9a6xrvvvitfX19Og7cDVqvV9o/FkiVLNG3aNE2YMEHz5s1TaWmpFixYoFWrVumGG25Qp06dJEkhISEKDw+3XU/LaXC0NK6x9HBlZWX6z3/+o9LSUoWHh9t9ORQXFzuM5istLdXmzZu1Z88edevWTR06dNCnn36q1157TYMGDWrt6uMKNbX9a+YuTEhIUFZWlpYtW6YhQ4a4pc5wHWfav+Yfy2+++UaffPKJ8vLy9O233+rvf/+7UlJSNHjwYLccA1wvNzdX8+bN05///GdbB8KXX36p5557Tnv27NGdd96pSZMmqVevXnrzzTf19ttv6y9/+Qv/XKJVECw9WHFxse68806Vlpbq+++/V3l5uWbNmqUpU6Zo+PDhkqpPi9T8B1vj888/1/PPPy+j0agePXpo5syZ6tu3rzsOAVegOe2fmZkpk8nEF0g70NzP/+HDh/X444+rsrJS/fr10x//+EdG/rZRJSUleuGFF5SXl6eKigrNmDFDAwYMUJcuXWxzltb+p6K4uFivvvqq3nrrLeXn56tPnz66dOmSNmzYwD8WaDUESw9VXl6u3//+9+rZs6cWL16s4uJipaen66mnntK1116r+++/XxMnTpRU/6mNmj829X3xwPM52/4SF+S3J1f6+S8oKLAtmHDVVVe1ev1x5YqLi3XLLbfo6quvVmhoqE6cOKFvv/1WP//5zzVv3jz16dOnwVkezpw5owsXLsjX11c9e/a0ra4EtAausfRQx44d06VLl/Q///M/uvrqqyVJ/fr1U48ePfTggw/a5qKMiopy+FKpfYqMUcBt05W0f2lpKfMTtnFX+vmvOT2KtqmqqkpLly5VZGSkNm7caCtfu3at3n//fT388MNKSkpS//797cJlzT8ZvXv3Vu/evd1VfXg5UoeHOnfunE6dOmUb2WexWGS1WnXjjTfqV7/6lb777jtt27ZNx44ds3vcs88+q1deecU2cpBerLapue3/zDPP6OWXX2aJtjbuStq/9ucfbVN5ebnOnj1r65UuLy+XJD366KOKjY1VcXGxEhISdPr0afn4+NidtTh58qTb6g1IBEuP1b9/fwUFBemNN95Qfn6+/Pz8VFZWJql6lN8vf/lLHT16VHv27JH04+CNb7/9VpMnT+b0dxvX3Pb/7rvvaP92gPb3bj4+Pvr+++9t/zj4+/uroqJCkjRr1izdfffdKigo0DPPPKO8vDxbB8LGjRv1xz/+UUVFRW6rO8CpcA9RWlqq1NRUFRUVqUOHDrr99ts1ZswYpaWlKTg4WPfee69MJpNycnL097//Xa+//roGDhyo1atXa/r06QoLC5MkrVmzxs1Hguag/b0b7Y8aFotF/v7+ioqK0t69e/XJJ5/oZz/7mYxGo21FnZkzZ+q7777Tm2++qSNHjuj666+XJP3iF7/Q9ddfL5PJ5OajgDdj8I4HKC4u1m233aauXbvq0qVLOnfunAICAjRr1iy9++67unDhggwGgwYPHqyPP/5Yt912m5588kmdPXtWM2fO1Pr163Xttde6+zDQTLS/d6P98cMPP+jw4cMaP368rSwzM1N33323rr32Wj366KMaOHCgpB+Xa5Sk2267TT179tSzzz5rVw64E+9CN7NYLHrooYfUr18/bdiwQeXl5SoqKtKqVav00ksvaerUqTKZTLJYLLpw4YIWLlyo2bNnS6o+/RUYGMgfkzaM9vdutD/Ky8s1c+ZMXbx4UQsXLtQvf/lLSdLgwYOVmJioefPmqVOnTvrDH/6ggQMHys/PT+Xl5fL399fgwYN1/vx5SeJ9AI/BO9HNvv/+e507d04LFiyQr6+vOnTooA4dOmjDhg1asWKF3nvvPf3yl7/UQw89pJCQEEnV/936+Pjo7bffVkVFhW3UKNoe2t+70f7Iz89Xbm6ufH199dJLL8nHx0c33XSTJOnGG2/U6tWrtXjxYpWWluree+/VhAkTbOvAX7p0Sd27d1dVVZUMBgODNeERCJZu5uvrq7y8PH311Ve64YYbJP14qmPZsmXy9fXVG2+8oZ49e2rmzJn67LPPtG7dOgUHB+urr77Sq6++avvCQdtD+3s32h8nTpxQt27d9NBDD+nJJ5/UCy+8IKvVql/84heSpFtuuUWdOnXSokWLlJ2drZ///OcaPny4Dh48qH/84x96++23mVYOHoV3o5t17NhRPXv21EcffaRvv/1WUvUpDYvFIkl6/PHH9etf/1qvvPKKLl26pKuvvlrXXXedoqKi9NZbb7GaQhtH+3s32h++vr4yGo2aPHmynnzySeXn5ys5OVkffPCBbZubbrpJKSkp+ulPf6oPP/xQL730kr788ku9+eabrKoEz2OF23366afWIUOGWP/0pz9Zy8vLbeUVFRVWq9VqPX/+vDUqKsr63HPPuauKaEG0v3ej/b3b999/b01LS7P9/sknn1ivv/56a0xMjF15jR9++MFaWlpqLS0tbc1qAk1Gj6UHGD9+vObNm6fXX39dzz//vK23ouZi7KCgIF199dW6cOGCO6uJFkL7ezfa37uFhIQoOjpaUvWArOuuu06rV6+ut+fy3Xff1fHjx23X4gKeiGssPcSdd96poqIibdy4UT/88IPuvfdehYaGSpKMRqO6d++uLl26SKp/bWC0bbS/d6P9vZvRaJT040pp1113nRITE/XYY48pOTlZHTp00L///W8999xz2r17tzurClwW81h6kJKSEr322mt6/vnn9dOf/lS/+MUvdM011+jDDz/UW2+9pbfeekt9+vRxdzXRQmh/70b7o0bNPw+ffPKJli1bprNnz8rf319btmzRsGHD3F09oFEESw9jtVqVnp6up556St99950CAwMVGBioP/3pTxo0aJC7q4cWRvt7N9ofkuymD4qPj9cnn3yiN954Q/3793d31YDLIlh6qOLiYhUVFclisSgoKEhms9ndVUIrov29G+0PSXr22We1adMmvfPOO/xjgTaDYAkAgIe5cOGC7rrrLiUlJWno0KHurg7QZARLAAA80A8//KCAgAB3VwNwCsESAAAALsE8lgAAAHAJgiUAAABcgmAJAAAAlyBYAgAAwCUIlgAAAHAJgiUAAABcgmAJAAAAlyBYAgAAwCUIlgAAAHAJgiUAAABc4v8HcRCWW0CLE2UAAAAASUVORK5CYII=\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(idf.iloc[0:40],type='candle')\n", + "mpf.plot(idf.iloc[0:40],type='candle',update_width_config=dict(candle_linewidth=1.75))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(idf.iloc[0:40],type='candle',update_width_config=dict(candle_linewidth=0.4))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ], + "text/plain": [ + " Open Close High Low\n", + "Date \n", + "2019-11-06 09:33:00 3071.76 3072.03 3072.07 3071.25\n", + "2019-11-06 09:34:00 3072.05 3071.20 3072.05 3071.12\n", + "2019-11-06 09:35:00 3071.19 3071.05 3071.44 3071.05\n", + "2019-11-06 09:36:00 3070.63 3071.99 3072.04 3070.08\n", + "2019-11-06 09:37:00 3071.88 3070.79 3071.88 3070.79" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df1.head()\n", + "#df1.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# First create an identical, separate dataframe:\n", + "df2 = df1.copy()\n", + "\n", + "# Then, in the newly created dataframe, \n", + "# copy the High and Low over the Open and Close:\n", + "df2['Open'] = df2['High']\n", + "df2['Close'] = df2['Low']\n", + "\n", + "# Plot both; The original dataframe MUST BE in the addplot:\n", + "ap = mpf.make_addplot(df1,type='candle')\n", + "mpf.plot(df2,type='candle',addplot=ap)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ap = mpf.make_addplot(df1,type='candle')\n", + "mpf.plot(df2,type='candle',addplot=ap,style='blueskies')\n", + "#mpf.plot(df2,type='candle',addplot=ap,style='yahoo')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{ 'alpha': 1.0,\n", + " 'candle': {'down': '#0095ff', 'up': 'w'},\n", + " 'edge': {'down': '#0095ff', 'up': 'k'},\n", + " 'ohlc': {'down': '#0095ff', 'up': '#0095ff'},\n", + " 'vcdopcod': False,\n", + " 'volume': {'down': '#0095ff', 'up': 'w'},\n", + " 'wick': {'down': '#0095ff', 'up': 'k'}}\n" + ] + } + ], + "source": [ + "import pprint\n", + "pp = pprint.PrettyPrinter(indent=4)\n", + "mc = mpf.make_marketcolors(base_mpf_style='blueskies')\n", + "pp.pprint(mc)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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jrakFgEBkaaBsamrSzJkzVV9fr6SkJGVnZ6uyslIFBQWSpBUrVigyMlJFRUVqa2vT5MmT9fTTT3ucp7y8XNOmTfN4gUfqGo0sLS3V0aNHNWDAAN1www167LHHNGfOHH9/PAAAgLBgaaC8dL7I7sTGxmrVqlVatWrVZY/bs2dPj/vmz5+v+fPne9U+AAAAXBlP8gAAeuWYU2pp71tNfJQ03Oaf9gAIHARKAMAVHXNKBX/yrnbbFEJlWGuqlVqb3bdFxUlD7FK9Q2o/51kTmyhpVL80D75BoAQAXFFfRyZ9VYvgVne0Vlp6o+cO22Bp/Bxp9zOSs/vFSuom1CgrtftQ6XA4et2GvhwL7xEoAQCAX5xr6RqZ3LBhg+x2ezdHTPHY4nA4VFJS4qq9VFx8oiR5zurSi4B6sRb+QaAEAAB+ZbfblZOTY/o8Q0eMkhbX9HwLPae4x1voQ0dwC92fCJQAACB4pF0mGA7pbhQU/YFACQAhireyAfQXAiUAhCDeyoY3vPklROIXERAoASAk8VY2+srMLyFS//wiEh9lTS2ujEAJAABM/yLRH7+IDLd1BVce5Qg8BEoAABA0CIaBKdLqBgAAACC4ESgBAABgCoESAAAAphAoAQAAYAqBEgAAAKYQKAHAC8yHBwBfYtogAPAC8+EBwJcIlADgJYIhAHThljcAAABMIVACABCE4kzcYzRTC3SHQAkAQBAaGm9NLdAdAiUABICUWGtqgYvqWqytR3Bj0BsAAsD4odKaidKp1r7VpcR21QJmneuwth7BjUAJAAHCl8HQzGhRXYuUleq7tgAIfdzyBoAQZGa0iJEmAH1FoAQAAIAp3PIGAAB+5XA4/HIsAgeBEgAA+EVKcqIkqaSkxOtaBAcCJQAAMD3ZeXf148eO0pq3a3TqdHOfzpWSnKjxY0eZaxD6FYESAACYnuy8p3qCYXjgpRwAAACYQqAEAACAKQRKAAAAmMIzlAAASxxzSi3tfa+Lj5KG23zfHgDeI1ACAPrdMadU8Cfv67dNIVQCgYRb3gCAfufNyKQv6wH4FoESAAAAphAoAQAAYIqpZyjPnz+vo0eP6oYbbtCAATyOCQAhralWau1mxZOoOGmIXap3SO3n3PfFJkpiYmsg1HmVAr/44gvNnz9f69atkyTV1NTo+uuv1/z583Xttddq0aJFPm0kAMBadUdrpaU3dr/TNlgaP0fa/YzkbPCsnVCjrFT3UFnXYrI9LVJWqrlzAPAdrwJlaWmpDhw4oJ07d+r22293bZ80aZKWLFlCoASAEHOupWtkcsOGDbLb7T0cNcXtO4fDoZKSElet2/k6TLbHZD0A3/IqUL766qt66aWXlJeXp4iICNf2rKwsffzxxz5rHAAgsNjtduXk5FjdDAABxquXck6ePKm0tDSP7S0tLW4BEwAAAKHPq0B5yy23aOvWra7vL4bI1atXKz8/3zctAwAA/SY+ytp6BDevbnk/+uijKiws1KFDh9TR0aGVK1fq0KFD2rNnj3bt2uXrNgIAAD8bbutagYjlMOENrwLl+PHjVV1dreXLl+umm27SW2+9pZycHFVVVemmm27ydRsBAEA/IBTCW15PHnnDDTfoueee82VbAAAAEIS8eobyjTfeUGVlpcf2yspKvfnmm6YbBQAAgODh1QjlokWLtHz5co/thmFo0aJFKiwsNN0wAOFt94FanTrdzaosl5GSnKjxY3telcXhcPTpfH09HgDClVeBsra2VmPGjPHYnpmZqSNHjphuFIDwtvtAre6Z0MOqLFew5u0aj1AZF58oSSopKfEsuMIqL5fWAwC651WgTEpK0ieffKLhw4e7bT9y5Iji4+N90S4AYeziyOTlV2Vxd3FVlu5GNYeOGCUtrrn8OtQ5xZ7rUEtSbGJXPQCgR14FyqlTp+rBBx/Uli1bdMMNN0jqCpMPPfSQpkyZcoVqAOgdn67KknaFUDikd8EVAODJq5dyfve73yk+Pl6ZmZkaMWKERowYIbvdrtTUVD3xxBO+biMAAAACmNe3vPfs2aNt27bpwIEDiouLU3Z2tiZMmODr9gEAACDAeT0PZUREhL73ve/pe9/7ni/bAwAAgCDT60D5hz/8QT/96U8VGxurP/zhD5c99uc//7nphgEAACA49DpQrlixQj/+8Y8VGxurFStW9HhcREQEgRIAACCM9DpQHj16tNs/AwAAILz1+RnK9vZ2ZWZm6vXXX+/1/HAAAPSHY06ppb1vNfFR0nCbf9oDhIs+B8qoqCi1trb6oy0AAHjtmFMq+JN3tdumECoBM7yah3LevHl67LHH1NHR4ev2AIDPxUdZW2+FOK/n8DBXa6W+jkz6qtYqZv5eBuPfaQQ2r/7Z2Ldvn7Zv36633npLN910k8dyi6+88opPGgcAvjDc1jUC5U1oCNbboUNNrIJrphb9x9u/18H6dxqBzatAmZycrKKiIl+3BQD8hv9AEYr4e41A0adA2dnZqccff1w1NTU6f/68Jk6cqCVLliguLs5f7QMABBCHw+GXYwEEtz4FykceeURLlizRpEmTFBcXpz/84Q86efKknn/+eX+1DwAQAOLiEyVJJSUlnjttg6Xxc6Tdz0jOhh5rAYSuPgXK9evX6+mnn9acOXMkSf/93/+tO+64Q6tXr1ZkpFfv9wAAgsDQEaOkxTVSa7Pnzqg4aYhdyimW2s+574tN7KoFENL6FCiPHz+uf/7nf3Z9P2nSJEVERKiurk7p6ek+bxwAwDt+eQM47QrBcAhzEwPhqk+BsqOjQ7GxsW7boqKi1N4ehPMtAEAI4w1gAP2pT4HSMAzdfffdiomJcW1rbW3V3Llz3aYOYtqg/uXNyhAS/3EAoY7rG0B/6VOgnDVrlse2bh/QRr8xszKExOoQAADAvD4FyjVr1virHfCS2dUdeqrfXSed6uMKmymx0vih5toDAN6qazFXm5Xqu7YA4cbSBbbKyspUVlamY8eOSZKysrL0m9/8RoWFhZK6bqc/9NBD2rhxo9ra2jR58mQ9/fTTGjRokCRp7dq1uueee7o9d2Njo9LS0vTKK6+orKxM1dXVamtrU1ZWlpYsWaLJkyf3y2cMRrvrpHt2eFe7ZmL/hEpvbvNzix8IbedMrAZsphaAxYEyPT1dy5cv16hRo2QYhtatW6epU6fqgw8+UFZWlhYsWKCtW7dq8+bNSkpK0gMPPKBp06bp3XfflSQVFxfr9ttvdzvn3XffrdbWVqWlpUmS3n77bRUUFOjRRx9VcnKy1qxZozvvvFPvvfeebr755n7/zH7RVHv5qTzqHZ5TeUhSbKIkz7c2+zoy6ava3jJzm59b/ACsxuTwCEWWBso777zT7ftHHnlEZWVl2rt3r9LT01VeXq6KigpNnDhRUtctd7vdrr179yovL09xcXFuq/ScPHlSO3bsUHl5uWvbk08+6fYzHn30Uf3xj3/Ua6+9FhKBsu5orbT0xu53XmGyYUmqm1CjrNTgmiPOzG1+s48IAIC3UpIvMzl8L2uBQGVpoLzUhQsXtHnzZrW0tCg/P1/79+9Xe3u7Jk2a5DomMzNTGRkZqqqqUl5ensc51q9fr6uvvlrTp0/v8ed0dnaqublZKSkpPR7T1tamtrY21/dOp9PLT+V/51q6RiY3bNggu72nOeCmeGxxOBwqKSlx1SP88NgArBRn8n8fs/W95cvrZPzYUVrzdo1One7bv7spyYkaPza4fvFH+LE8UB48eFD5+flqbW1VQkKCtmzZojFjxqi6ulrR0dFKTk52O37QoEFqaOh+tK28vFwzZsy47NriTzzxhM6ePau77rqrx2OWLVumpUuXevV5rGK325WTk2N1M/qPN7f5e7jFH454bABWGxp/5WP8Wd8b/rhOCIYIVZYHytGjR6u6ulpnzpzRyy+/rFmzZmnXrl19Pk9VVZUcDodeeOGFHo+pqKjQ0qVL9cc//tH1jGV3SktLtXDhQtf3TqdTw4YN63Ob4B9mbvMH4y1+f+CxAeDKuE6A3rM8UEZHR2vkyJGSpNzcXO3bt08rV65UcXGxzp8/r9OnT7uNUjY2Nmrw4MEe51m9erXGjRun3Nzcbn/Oxo0bdd9992nz5s1ut9G7ExMT4zZ5OwKLN7f5ucUPwCvd3Q3x8oVHIJRZHii/qrOzU21tbcrNzVVUVJS2b9+uoqIiSdLhw4d1/Phx5efnu9WcPXtWmzZt0rJly7o954svvqh7771XGzdu1B133OH3z4D+EXa3+QEL+WVt8ADX492QEH3hETDD0kBZWlqqwsJCZWRkqLm5WRUVFdq5c6cqKyuVlJSk2bNna+HChUpJSZHNZtP8+fOVn5/v8ULOSy+9pI6Ojm7fnKuoqNCsWbO0cuVKffOb33Q9fxkXF6ekpKR++ZwAEOxYGxzA5VgaKJuamjRz5kzV19crKSlJ2dnZqqysVEFBgSRpxYoVioyMVFFRkdvE5l9VXl6uadOmebzAI0nPPvusOjo6NG/ePM2bN8+1fdasWVq7dq2/PhoAhJxwC4ZDR4ySFtf0fMs7p7jHW95DRzA6ifBiaaC8dL7I7sTGxmrVqlVatWrVZY/bs2dPj/t27tzpTdMAAEHGzFRCPdamXSYYDunpGW4g/ERa3QAAAHzBzFRC/TENERDKCJQAAAAwJeDe8gassLuu7+uQp8RK44f6pz0AAAQTAiXC3u466Z4d3tWumUioBACAQImw19eRSV/VhhrWBgeA8EWgBGAaa4MDQHjjpRwAprHmMQCENwIlAAAATOGWNwDfaKr1XFFE+nJVkXqH56oisYmSWFEEAIIdgRKAaXVHa6WlN3a/0zZYGj9H2v2M5GzwrJ1Qo6xUQiUABDMCJQDTzrV0jUxu2LBBdntPy9FNcfvO4XCopKTEVQsACF4ESiBIBMO0PHa7XTk5Of33AwEAAYFAGSIcDodfj4e1mJYHABDICJRBLi4+UZJUUlLiufMKz65dWo/AFq7T8vTlFx9+SQou8VHW1gPwLQJlkBs6YpS0uObyb9fmFHu+XStJsYld9UCASUm+zC9KvaxFYBtu6xo99+YXHlZYAgIPgTIUpF0hFA7p6SUJIDCNHztKa96u0anTfXthJyU5UePH8ktSsCAUAqGDQAkgIBEMASB4sFIOACAkmHmukmcyAXMYoQQAhARvn8vkmUzAPAIlACBkEAwBa3DLGwAAAKYQKIEwVNdiTS0AIDRxyxsIQ+c6/FPLROQAEJ4IlABMM7NiE6s1IVDx1jjQewRKAKZ5vWITqzUhgPHWONB7BEoAvsGKTQhBBEOgd3gpBwAAAKYQKIEwFGfi3oSZWgBAaCJQAmFoaLw1tQCA0ESgBAAAgCncvAKCRVOt51vUF9+grnd4vkEtSbGJkniLGgDgXwRKIAjUHa2Vlt7oueMKczxKUt2EGmWlEioBAP5DoASCwLmWrpHJDRs2yG7vbvqdKR5bHA6HSkpKXLUAAPgLgRIIIna7XTk5OVY3AwAAN7yUAwAAAFMIlAAAADCFQAkAAABTCJQAAAAwhUAJAAAAU3jLG/3imFNqae9bTXyUNNzmn/YAAADfIVDC7445pYI/eVe7bQqhEgCAQMctb/hdX0cmfVULAAD6B4ESAAAAphAoAQAAYAqBEgAAAKYQKAEAAGAKgRIAAACmMG0Q4AfezLspMfcmACA4ESgBHzMz76bE3JsAgODDLW/Ax8zOncncmwCAYEOgBAAAgCkESgAAAJhCoAQAAIApBEoAAACYQqAEAACAKQRKAAAAmEKgDHLxUdbWIziZ6ffuan19PgBAcGFi8yA33NY1ETarsqAvvP1709PfGV+fDwAQXAiUIYD/kOENX/+94e8hAIQvbnkDAADAFAIlPMSZGLc2UwsAAIITgRIehsb7trauxfvzmakFAAD9g0AJvzvXYU0tAADoHwRKAAAAmEKgBAAAgCkESgAAAJhCoIQHVj0BAAB9wSQv8MCqJwAAoC8IlOgWwRAAAPQWt7wBAABgCiOUQBBxOBx+ORYAADMIlEAQiItPlCSVlJS477ANlsbPkXY/IzkbLlsLAIC/WBooy8rKVFZWpmPHjkmSsrKy9Jvf/EaFhYWSpNbWVj300EPauHGj2traNHnyZD399NMaNGiQJGnt2rW65557uj13Y2Oj0tLSVF9fr4ceekjvv/++jhw5op///Od68skn++Pj4R9SYq2ptVRTrdTa7Lk9Kk4aYpfqHVL7Oc/9sYmSRnlsHjpilLS4xvOcF8+XU9zj+YaO8DwfAAC+ZGmgTE9P1/LlyzVq1CgZhqF169Zp6tSp+uCDD5SVlaUFCxZo69at2rx5s5KSkvTAAw9o2rRpevfddyVJxcXFuv32293Oeffdd6u1tVVpaWmSpLa2Nl1zzTX69a9/rRUrVvT7Z4Q0fqi0ZqJ0qrVvdSmxXbXBpu5orbT0xu539mJEsW5CjbJSuwmBaZcJhkPsXrQUAADfsDRQ3nnnnW7fP/LIIyorK9PevXuVnp6u8vJyVVRUaOLEiZKkNWvWyG63a+/evcrLy1NcXJzi4uJc9SdPntSOHTtUXl7u2jZ8+HCtXLlSkvT888/3w6dCd4IxGHrrXEvXKOKGDRtkt/cU9KZ4bHE4HCopKXHVAwAQLALmGcoLFy5o8+bNamlpUX5+vvbv36/29nZNmjTJdUxmZqYyMjJUVVWlvLw8j3OsX79eV199taZPn26qLW1tbWpra3N973Q6TZ0P4clutysnJ8fqZgAA4HeWTxt08OBBJSQkKCYmRnPnztWWLVs0ZswYNTQ0KDo6WsnJyW7HDxo0SA0N3d8qLC8v14wZM9xGLb2xbNkyJSUlub6GDRtm6nwAAAChzPJAOXr0aFVXV+u9997T/fffr1mzZunQoUN9Pk9VVZUcDodmz55tuk2lpaU6c+aM6+vEiROmzwkAABCqLL/lHR0drZEjR0qScnNztW/fPq1cuVLFxcU6f/68Tp8+7TZK2djYqMGDB3ucZ/Xq1Ro3bpxyc3NNtykmJkYxMTGmzwMAABAOLB+h/KrOzk61tbUpNzdXUVFR2r59u2vf4cOHdfz4ceXn57vVnD17Vps2bfLJ6CQAAAD6xtIRytLSUhUWFiojI0PNzc2qqKjQzp07VVlZqaSkJM2ePVsLFy5USkqKbDab5s+fr/z8fI8Xcl566SV1dHR4Tvr8D9XV1ZK6gufJkydVXV2t6OhojRkzxt8fEQAAIORZGiibmpo0c+ZM1dfXKykpSdnZ2aqsrFRBQYEkacWKFYqMjFRRUZHbxOZfVV5ermnTpnm8wHPRzTff7Prz/v37VVFRoeuuu841oToAAAC8Z2mgvHS+yO7ExsZq1apVWrVq1WWP27Nnz2X3G4bR57YBAACgdyx/KQcIVQ6Hw6/HAwAQKAiUgI/FxSdKUvfP9PZi6cWL9QAABAsCJeBjQ0eMkhbXSK3dLKEYFde17nZOsdR+znN/bGJXPQAAQYRACfhD2hVC4ZCe1vgGACD4BNw8lAAAAAguBEoAAACYQqAEAACAKQRKAAAAmEKgBAAAgCkESgAAAJhCoAQAAIApBEqEvZRYa2oBAAgVTGyOsDd+qLRmonSqtW91KbFdtV8VH2WuPWbrAQDobwRKQN0HQ28Nt0nbpkgt7X2vjY/qqgcAIJgQKAE/IBQCAMIJz1ACAADAFAIlAAAATCFQAgAAwBQCJQAAAEwhUAIAAMAUAiUAAABMIVACAADAFAIlAAAATGFicwQth8Phl2MBAEDfECgRdOLiEyVJJSUlnjttg6Xxc6Tdz0jOhh5rAQCA7xAoEXSGjhglLa6RWps9d0bFSUPsUk6x1H7OfV9sYlctAADwKQIlglPaFYLhEHv/tKOfxEdZUwsAQG8QKIEgMNwmbZsitbT3rS4+qqsWAAB/IlACQYJgCAAIVEwbBAAAAFMIlAAAADCFQAkAAABTCJQAAAAwhUAJAAAAUwiUAAAAMIVACQAAAFMIlAAAADCFQAkAAABTCJQAAAAwhUAJAAAAUwiUAAAAMIVACQAAAFMIlAAAADCFQAkAAABTCJQAAAAwhUAJAAAAUwiUAAAAMIVACQAAAFMIlAAAADCFQAkAAABTCJQAAAAwhUAJAAAAUwiUAAAAMIVACQAAAFMIlAAAADCFQAkAAABTCJQAAAAwhUAJAAAAUwiUAAAAMIVACQAAAFMIlAAAADCFQAkAAABTCJQAAAAwhUAJAAAAUwiUAAAAMIVACQAAAFMIlAAAADCFQAkAAABTCJQAAAAwhUAJAAAAUwiUCDrxUdbUAgCA7g2wugFAXw23SdumSC3tfauLj+qqBQAAvmXpCGVZWZmys7Nls9lks9mUn5+vN99807W/tbVV8+bNU2pqqhISElRUVKTGxkbX/rVr1yoiIqLbr6amJtdxO3fuVE5OjmJiYjRy5EitXbu2Pz8m/GC4TcpK7dsXYRIAAP+wNFCmp6dr+fLl2r9/v95//31NnDhRU6dO1UcffSRJWrBggV577TVt3rxZu3btUl1dnaZNm+aqLy4uVn19vdvX5MmTddtttyktLU2SdPToUd1xxx367ne/q+rqaj344IO67777VFlZaclnBgAACDURhmEYVjfiUikpKXr88cc1ffp0XXPNNaqoqND06dMlSf/7v/8ru92uqqoq5eXledSePHlS1157rcrLy/WTn/xEkvTLX/5SW7du1V//+lfXcT/84Q91+vRp/fnPf+5Vm5xOp5KSkvSXE2eUaGOYCwAAhL5mp1M5w5J05swZ2a6QfwLmpZwLFy5o48aNamlpUX5+vvbv36/29nZNmjTJdUxmZqYyMjJUVVXV7TnWr1+vq6++2hVAJamqqsrtHJI0efLkHs8BAACAvrH8pZyDBw8qPz9fra2tSkhI0JYtWzRmzBhVV1crOjpaycnJbscPGjRIDQ0N3Z6rvLxcM2bMUFxcnGtbQ0ODBg0a5HEOp9Opc+fOuR17UVtbm9ra2lzfO51OE58QAAAgtFk+Qjl69GhVV1frvffe0/33369Zs2bp0KFDfT5PVVWVHA6HZs+ebbpNy5YtU1JSkutr2LBhps8JAAAQqiwPlNHR0Ro5cqRyc3O1bNkyjR07VitXrtTgwYN1/vx5nT592u34xsZGDR482OM8q1ev1rhx45Sbm+u2ffDgwW5vhl88h81m63Z0UpJKS0t15swZ19eJEyfMfUgAAIAQZnmg/KrOzk61tbUpNzdXUVFR2r59u2vf4cOHdfz4ceXn57vVnD17Vps2bep2dDI/P9/tHJK0bds2j3NcKiYmxjWV0cUvAAAAdM/SZyhLS0tVWFiojIwMNTc3q6KiQjt37lRlZaWSkpI0e/ZsLVy4UCkpKbLZbJo/f77y8/M93vB+6aWX1NHRoZKSEo+fMXfuXD311FN6+OGHde+992rHjh3atGmTtm7d2l8fEwAAIKRZGiibmpo0c+ZM1dfXKykpSdnZ2aqsrFRBQYEkacWKFYqMjFRRUZHa2to0efJkPf300x7nKS8v17Rp0zxe4JGkESNGaOvWrVqwYIFWrlyp9PR0rV69WpMnT/b3xwMAAAgLATcPZSBiHkoAABBugnIeSgAAAAQnAiUAAABMIVACAADAFAIlAAAATLF86cVgcPG9pbPNLMEIAADCw8Xc05v3twmUvdDc3CxJmjCGJRgBAEB4aW5uVlJS0mWPYdqgXujs7FRdXZ0SExMVERFhdXN6zel0atiwYTpx4gSr/QQI+iTw0CeBhz4JPPRJ4OmPPjEMQ83NzRo6dKgiIy//lCQjlL0QGRmp9PR0q5vhNZaPDDz0SeChTwIPfRJ46JPA4+8+udLI5EW8lAMAAABTCJQAAAAwhUAZwmJiYrR48WLFxMRY3RT8A30SeOiTwEOfBB76JPAEWp/wUg4AAABMYYQSAAAAphAoAQAAYAqBEgAAAKYQKAEAAGAKgRIAAACmECgBAABgCksvhjGn06nTp08rLi5OqampV1ynE/5XX1+vgwcPKiYmRiNGjFBGRobVTQp7XCeBh+sk8HCdgB4PUx999JEKCwt1xx136KabblJ5ebnVTQp7Bw8e1G233aaHHnpIP/zhD1VaWqrGxkarmxXWuE4CD9dJ4OE6gUSgDEsfffSRbrvtNt1666167rnnNH36dD388MM6ffq01U0LW0ePHlVBQYGKioq0Y8cOLVu2TLt27dKZM2esblrY4joJPFwngYfrBBdxyzvMNDY26t5779XMmTP1+9//XpKUmZmpjz/+WJ9++qmcTqcSEhKUkpJicUvDy8svv6xbbrlFy5YtkyTdfffdevHFF/Xhhx/qyJEjysjI0Ne//nUZhqGIiAiLWxv6uE4CE9dJYOE6waUIlGHm008/VWFhoWbNmuXa9uSTT2r79u36wQ9+oPb2duXk5Og//uM/lJmZaWFLw8v58+d17NgxHT9+XBkZGXrkkUe0bds2ff7552pra9P//d//6YUXXtDEiROtbmpY4DoJTFwngYXrBG4MhJ1PPvnE9efVq1cbERERxoYNG4zjx48bL774ojF27FijrKzMwhaGjwsXLhiGYRgvvviiceuttxrjxo0zfvzjHxsRERHGq6++apw7d844cuSIMWPGDONf/uVfjLNnzxqdnZ0Wtzo8HDt2zPVnrhNrdXR0GIZhGJs2beI6CTBcJ7gowjAMw+pQC/9qbW1VRESE2tvblZCQ4LbvwIED+uKLL5Sfn+/a9o1vfENjxozRunXr+rupYaO7Ptm0aZM+//xzffTRRzp37pyee+451/ELFy7U//zP/2j37t1WNTnkffrppzIMQ8OGDfPYx3Vije765OWXX9bf//53rhOLHDx4UKdOndJtt93msY/rJLzxUk6IO3TokGbOnKlvfetbuu+++/T666+77R87dqzr4u/s7FRLS4uGDRumW2+91YrmhoWv9smrr74qSbrrrrs0Z84cDRo0SGfPnnWrOX/+vK677jq1trZa0OLQ9+mnnyojI0Pf//73VVtbK6nreriI66T/ddcnkjR9+nSuE4t8+OGHGjt2rHbu3Nntfq6T8EagDGF//etfNX78eKWlpamoqEhOp1Mvvvii2tradHFg+sKFC67jIyMj9bvf/U7V1dW6/fbbrWp2SOuuTzZv3qzW1lZXgLHZbNq9e7fWrVunP//5z/rVr36l//qv/9KvfvUrxcbGWvwJQtMXX3yhYcOG6brrrtOsWbNUU1OjyMhIdXcDh+ukf3TXJ9KXQT8lJUXvvPMO10k/OXDggPLy8vTwww9r8eLF3R7T0dHh+jPXSRiy8n47/Of48ePGqFGjjNLSUte2devWGf/6r/9qnDp1yjhz5ozb8a+++qrx4IMPGgMHDjT+8pe/9Hdzw8KV+uT06dOu7T/60Y+M9PR04/rrrzfy8vKM6upqK5ocNk6cOGGMHj3a+M///E9j8uTJRn5+vvG3v/3NMAzDqKurcx3HddJ/Ltcnf//73w3DMIyf/OQnXCf94OOPPzYiIiKMxYsXG4ZhGO3t7cbzzz9v/Nu//Zvx1FNPGTt37nQ7nuskPPGWd4hyOBwqLCzUz372M9e2Q4cO6eDBg8rNzVVGRoYmTpyo3/zmN5Kkv/3tbzpy5IjeeecdZWVlWdXskNabPvnOd76j3/72t6qoqNAHH3ygxMREDRw4UKmpqRa2PLRduHBBqampGj16tO68806NGTNGjz/+uGbOnKmYmBiNHDlSTzzxhOLi4nT8+HGuk35wpT657rrr9Oyzz2r9+vU6cOCA4uPjuU786ODBg5LkGvktKCiQ0+lUZGSkzp49q5iYGP3sZz/TT3/6U0n8fxK2rE608I/PP//cqK2tdX3/29/+1oiPjzeeeeYZY9OmTcZjjz1mDB482Hj11VddxzidTiuaGjZ62yevvPKKha0MX0VFRca6desMwzCMXbt2Genp6caAAQOMl19+2e04rpP+09s+gX+1trYaGzZsMKKjo42kpCSjqKjINVtITU2NMWfOHOOb3/ym8fHHH7tquE7CDyOUISo5OVnJycmu7wcMGKCXX37Z9SzLiRMn9NRTT+mzzz5zHZOYmNjfzQwrve2T+vp6i1oYnox/TII9cOBAHT9+XJL0/PPP64svvtA3vvENPfXUU8rKynLNo8d14n997RP4V0xMjIqLiyVJL7zwgh566CGNGDFCkjRq1CiVlJToueee06effqrrr79eEtdJOOKlnBBz6Us2ktTe3i5JWrRokW6//XbXSwZxcXEaMWKErr322n5vY7ihTwLPpX1ycUWV73//+2ptbVVJSYneeust7dixQ0uWLNG5c+f04IMPuvoN/uFtnxjMfOc3l/bJgAEDNGXKFD355JPKzc2V9OULUklJScrKytI111xjSTsRGBihDDFXXXWVDMPQli1bNG3aNEVFRUn68jf+i/9QP/nkk2pqatItt9xiZXPDAn0SeL7aJxe3Pfroo0pPT9frr7+usWPHuo7PzMx09Rv8gz4JPF/tk8TERLdR4cjIrjGpiooKRUVFESjDnTV32uEPF1dd+fd//3fj2muvNf74xz96HHPw4EFjwYIFxsCBA3kjsh/QJ4Hnq31y6XPE69evN95//33DMAxWWulH9EnguVyfXPThhx8av/jFL4zk5GTjwIED/d1EBBhGKINYXV2dPvvsMzU2NqqgoEDR0dGSpPvuu09RUVH6zne+43b80aNH9cILL6i6ulo7d+5Udna2Fc0OafRJ4LlSn0yYMMF17E9+8hPXny+OHMP36JPA05c+kaRPPvlEq1ev1r59+/i3C5Ikll4MUh9++KGmTp2qa665Rp9++qliYmK0aNEiTZ06VYMHD9aFCxd01VVXedR98sknSkpKYnoNP6BPAo+3fdLZ2em6nQffok8Cj7d9UlNTo4EDB3KrG12sHiJF3504ccIYOXKksXTpUqOurs7o7Ow0pk2bZsTGxhoPPvig8dlnn7kd//vf/9743e9+Z1FrwwN9Eni86ZPHH3/cotaGB/ok8HjTJ4899phFrUUg49e9IPTRRx8pNTVVP/vZz5SamqqIiAiVlpYqISFBu3bt0rPPPutay9bpdOqNN97QG2+8oc8//9zilocu+iTweNMnW7dupU/8iD4JPN70yZtvvkmfwAPPUAahY8eO6ZNPPtHXvvY117azZ88qPz9fAwcO1LPPPqt7771XGRkZstlsWr9+vS5cuKCBAwda2OrQRp8EHvok8NAngYc+ga8wQhkkOjs7XXOCTZ06VVdffbV+/OMf6+OPP9a7776rO+64Q9/+9re1bt0610Uvdc0jNmTIEKWnp1vZ/JBEnwQe+iTw0CeBhz6BPzBCGQQOHTqkRx99VA0NDRo5cqQKCwu1YsUK/frXv9att94qSZo7d65++ctfSpKuueYatbS0SFK3D1LDPPok8NAngYc+CTz0CfyFQBngDh8+rG9961sqLCzUN77xDb3xxhv68MMPlZeXp7179+qzzz7TF198oZycHElSW1ubEhISNGzYMElfTp4N36FPAg99Enjok8BDn8CvLH0lCJfV2dlp/OpXvzLuuusu1zan02n89re/NW666Sbj/vvvdzve6XQaixYtMtLS0oyPP/64v5sbFuiTwEOfBB76JPDQJ/A3nqEMYBEREaqrq1NDQ4NrW2Jion7xi19o1qxZ2rdvn5YvXy5JOnDggB5++GGtX79eb775pq6//nqrmh3S6JPAQ58EHvok8NAn8DcCZYAy/jHffE5Oji5cuKDDhw+79iUmJuree+/VzTffrNdee02tra0aO3asCgoKtHv3btftCvgWfRJ46JPAQ58EHvoE/cLS8VFc0ZEjR4yvfe1rxr333ms0NzcbhvHlerbHjx83IiIijNdff93KJoYd+iTw0CeBhz4JPPQJ/ImXcgLcDTfcoE2bNqmwsFBxcXFasmSJa76wqKgoZWdnKyUlxeJWhhf6JPDQJ4GHPgk89An8iUAZBL773e9q8+bN+sEPfqD6+nrdddddys7O1vr169XU1OR6Aw/9hz4JPPRJ4KFPAg99An+JMIx/PFyBgPeXv/xFCxcu1LFjxzRgwABdddVV2rhxo26++Warmxa26JPAQ58EHvok8NAn8DUCZZBxOp06deqUmpubNWTIELflsmAN+iTw0CeBhz4JPPQJfIlACQAAAFOYNggAAACmECgBAABgCoESAAAAphAoAQAAYAqBEgAAAKYQKAEAAGAKgRIAAACmECgBAABgCoESAAAAphAoAQAAYAqBEgAAAKYQKAEAAGDK/wOKZ3SiUrC4YgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mc = mpf.make_marketcolors(base_mpf_style='blueskies')\n", + "mc['wick'][ 'up' ] = mc['candle']['down']\n", + "mc['wick']['down'] = mc['candle']['down']\n", + "custom_style = mpf.make_mpf_style(base_mpf_style='blueskies',marketcolors=mc)\n", + "ap = mpf.make_addplot(df1,type='candle')\n", + "mpf.plot(df2,type='candle',addplot=ap,style=custom_style)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/scratch_pad/xlim_scenarios.ipynb b/examples/scratch_pad/xlim_scenarios.ipynb new file mode 100644 index 00000000..b9e52eec --- /dev/null +++ b/examples/scratch_pad/xlim_scenarios.ipynb @@ -0,0 +1,971 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# `xlim` scenarios\n", + "\n", + "## Testing `xlim` works under various scenarios:\n", + "- date or datetime string\n", + "- date or datetime object\n", + "- float (matplotlib date)\n", + "- int (dataframe row)\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd\n", + "import mplfinance as mpf\n", + "import datetime as datetime\n", + "import numpy as np\n", + "import matplotlib.dates as mdates\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# def date_to_mdate(date):\n", + "# \"\"\"Convert a `date` to a matplotlib date:\n", + " \n", + "# Input: `date` may be any of:\n", + "# (1) parseble string containing a date or datetime as a string,\n", + "# (2) python `datetime.date` or `datetime.datetime`,object\n", + "# (3) pandas.Timestamp object\n", + " \n", + "# Returns a Matplotlib Date: floating point number of days from 01-Jan-0001, plus one day.\n", + "# \"\"\"\n", + "# if isinstance(date,str):\n", + "# pydt = pd.to_datetime(date).to_pydatetime()\n", + "# elif isinstance(date,pd.Timestamp):\n", + "# pydt = date.to_pydatetime()\n", + "# elif isinstance(date,(datetime.datetime,datetime.date)):\n", + "# pydt = date\n", + "# else:\n", + "# return None\n", + "# return mdates.date2num(pydt)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# def date_to_iloc(dtseries,date):\n", + "# d1s = dtseries.loc[date:]\n", + "# if len(d1s) < 1:\n", + "# sdtrange = str(dtseries[0])+' to '+str(dtseries[-1])\n", + "# raise ValueError('User specified line date \"'+str(date)+\n", + "# '\" is beyond (greater than) range of plotted data ('+sdtrange+').')\n", + "# d1 = d1s.index[0]\n", + "# d2s = dtseries.loc[:date]\n", + "# if len(d2s) < 1:\n", + "# sdtrange = str(dtseries[0])+' to '+str(dtseries[-1])\n", + "# raise ValueError('User specified line date \"'+str(date)+\n", + "# '\" is before (less than) range of plotted data ('+sdtrange+').')\n", + "# d2 = dtseries.loc[:date].index[-1]\n", + "# # If there are duplicate dates in the series, for example in a renko plot\n", + "# # then .get_loc(date) will return a slice containing all the dups, so:\n", + "# loc1 = dtseries.index.get_loc(d1)\n", + "# if isinstance(loc1,slice): loc1 = loc1.start\n", + "# loc2 = dtseries.index.get_loc(d2)\n", + "# if isinstance(loc2,slice): loc2 = loc2.stop - 1\n", + "# return (loc1+loc2)/2.0" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total 1192\r\n", + "-rw-r--r-- 1 dino dino 33851 Dec 28 18:30 SP500_20191106_IDayBollinger.csv\r\n", + "-rw-r--r-- 1 dino dino 1097 Sep 22 2020 SP500_NOV2019_Hist.csv\r\n", + "-rw-r--r-- 1 dino dino 78853 Sep 22 2020 SP500_NOV2019_IDay.csv\r\n", + "-rw-r--r-- 1 dino dino 92731 Feb 22 12:34 SP500_NOV2019_IDayRVol.csv\r\n", + "-rw-r--r-- 1 dino dino 35001 Sep 22 2020 SPY_20110701_20120630_Bollinger.csv\r\n", + "-rwxr-xr-x 1 dino dino 33235 Sep 22 2020 \u001b[0m\u001b[01;32mjpyusd_barchartdotcom.csv\u001b[0m*\r\n", + "-rw-r--r-- 1 dino dino 66004 Sep 22 2020 \u001b[01;35msample_subplot.png\u001b[0m\r\n", + "-rw-r--r-- 1 dino dino 239788 Sep 22 2020 yahoofinance-AAPL-20040819-20180120.csv\r\n", + "-rw-r--r-- 1 dino dino 250345 Sep 22 2020 yahoofinance-GOOG-20040819-20180120.csv\r\n", + "-rw-r--r-- 1 dino dino 161639 Sep 22 2020 yahoofinance-INTC-19950101-20040412.csv\r\n", + "-rw-r--r-- 1 dino dino 189400 Sep 22 2020 yahoofinance-SPY-20080101-20180101.csv\r\n", + "-rw-r--r-- 1 dino dino 6953 Mar 22 10:49 yahoofinance-SPY-20200901-20210113.csv\r\n" + ] + } + ], + "source": [ + "%ls -l ../data/" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== iday ===\n" + ] + }, + { + "data": { + "text/plain": [ + "(1563, 5)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenCloseHighLowVolume
    DateTime
    2019-11-05 09:30:003080.803080.493081.473080.302209795
    2019-11-05 09:31:003080.333079.363080.333079.151739410
    2019-11-08 15:58:003090.733091.043091.133090.581231718
    2019-11-08 15:59:003091.163092.913092.913090.961023516
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    " + ], + "text/plain": [ + " Open Close High Low Volume\n", + "DateTime \n", + "2019-11-05 09:30:00 3080.80 3080.49 3081.47 3080.30 2209795\n", + "2019-11-05 09:31:00 3080.33 3079.36 3080.33 3079.15 1739410\n", + "2019-11-08 15:58:00 3090.73 3091.04 3091.13 3090.58 1231718\n", + "2019-11-08 15:59:00 3091.16 3092.91 3092.91 3090.96 1023516" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "=== daily ===\n" + ] + }, + { + "data": { + "text/plain": [ + "(2519, 5)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseVolume
    Date
    2007-12-31147.100006147.610001146.059998146.210007108126800
    2017-12-29268.529999268.549988266.640015266.85998596007400
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    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2007-12-31 147.100006 147.610001 146.059998 146.210007 108126800\n", + "2017-12-29 268.529999 268.549988 266.640015 266.859985 96007400" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "(504, 5)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    OpenHighLowCloseVolume
    Date
    2010-01-04112.370003113.389999111.510002113.330002118944600
    2011-12-30126.019997126.330002125.500000125.50000095599000
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    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2010-01-04 112.370003 113.389999 111.510002 113.330002 118944600\n", + "2011-12-30 126.019997 126.330002 125.500000 125.500000 95599000" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Read in daily data for the S&P 500 from November of 2019: \n", + "iday = pd.read_csv('../data/SP500_NOV2019_IDayRVol.csv',index_col=0,parse_dates=True)\n", + "iday.index.name = 'DateTime'\n", + "print('=== iday ===')\n", + "iday.shape\n", + "iday.iloc[[0,1,-2,-1]]\n", + "\n", + "#daily = pd.read_csv('../data/yahoofinance-SPY-20200901-20210113.csv',index_col=0,parse_dates=True)\n", + "daily = pd.read_csv('../data/yahoofinance-SPY-20080101-20180101.csv',index_col=0,parse_dates=True)\n", + "daily.index.name = 'Date'\n", + "daily.drop('Adj Close',axis=1,inplace=True)\n", + "print('\\n\\n=== daily ===')\n", + "daily.shape\n", + "daily.iloc[[0,-1]]\n", + "daily = daily.loc['2010-1-1':'2012-1-1',:]\n", + "daily.shape\n", + "daily.iloc[[0,-1]]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,xlim=('2009-05-10','2012-12-10'),show_nontrading=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DatetimeIndex(['2010-01-04', '2010-01-05', '2010-01-06', '2010-01-07',\n", + " '2010-01-08', '2010-01-11', '2010-01-12', '2010-01-13',\n", + " '2010-01-14', '2010-01-15',\n", + " ...\n", + " '2011-12-16', '2011-12-19', '2011-12-20', '2011-12-21',\n", + " '2011-12-22', '2011-12-23', '2011-12-27', '2011-12-28',\n", + " '2011-12-29', '2011-12-30'],\n", + " dtype='datetime64[ns]', name='Date', length=504, freq=None)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "pandas._libs.tslibs.timestamps.Timestamp" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily.index\n", + "type(daily.index[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "---\n" + ] + }, + { + "data": { + "text/plain": [ + "pandas._libs.tslibs.timestamps.Timestamp" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "Timestamp('2012-12-10 00:00:00')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "---\n" + ] + }, + { + "data": { + "text/plain": [ + "datetime.datetime" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "---\n" + ] + }, + { + "data": { + "text/plain": [ + "datetime.datetime" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "datetime.datetime(2012, 12, 10, 0, 0)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "---\n" + ] + }, + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print('---')\n", + "dt1 = pd.to_datetime('2012-12-10')\n", + "type(dt1)\n", + "dt1\n", + "print('---')\n", + "dt2 = datetime.datetime(2012,12,10)\n", + "type(dt2)\n", + "dt1 == dt2\n", + "type(dt1) == type(dt2)\n", + "print('---')\n", + "dt3 = pd.to_datetime('2012-12-10').to_pydatetime()\n", + "type(dt3)\n", + "dt3\n", + "print('---')\n", + "dt3 == dt2\n", + "type(dt3) == type(dt2)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "xlim1 = ['2009-05-10','2012-12-10']\n", + "xlim2 = [pd.to_datetime(d) for d in xlim1]\n", + "xlim3 = [d.to_pydatetime() for d in xlim2]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "str" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "pandas._libs.tslibs.timestamps.Timestamp" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "datetime.datetime" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "for xlim in xlim1,xlim2,xlim3:\n", + " type(xlim[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## TODO: Why does adding `volume=True` make it so much slower?!\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "def novol():\n", + " for xlim in xlim1,xlim2,xlim3:\n", + " mpf.plot(daily,xlim=xlim,show_nontrading=True,figsize=(6,3))\n", + "def withvol():\n", + " for xlim in xlim1,xlim2,xlim3:\n", + " mpf.plot(daily,xlim=xlim,show_nontrading=True,figsize=(6,3),volume=True)\n", + "def apvol():\n", + " for xlim in xlim1,xlim2,xlim3:\n", + " ap = mpf.make_addplot(daily.Volume,type='line',panel=1)\n", + " mpf.plot(daily,xlim=xlim,show_nontrading=True,figsize=(6,3),addplot=ap)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "845 ms ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n" + ] + } + ], + "source": [ + "%timeit -n1 -r1 novol()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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YssBgMArk5ImjCA8LgamJKSpUrFjqffn6QleuGXWoWg7kyoOgQEUnKSkB9RsIYWJikm8wo2ruBgaDgykLDAYjD4q+68qfVJVXgbSXux90/eZtqMqIPt7MB3kORVJiwvskWWqSXrwnPCwEyYkfCmYpKhtLF/nws1oMfTYIQ3cwZYHBYOThp7On+LdPLknRIM+hJZqCmZE/XJAip8TVbyCEhYWlPKZEzYDPKQcensNhYWGpVCQrJvqlUc1qYegGpiwwGIw8iMUibPBfhfCwEP5tlA3ipQd1Mx7EYhECdwSgVeu2eWY8JCUm8GmsLSwslIIhORxr1VbKm8FgKKJVZeHHH3/E9OnT4e7uDmdnZ3756tWr8ebNG20eisFg6IjwsBDUcKyN9LRUNve+CJT01EnOWsBZCbgCWKp1OgC5e2H+omUA8o9LWO2/iVkYGPmiFWVBLBZjypQp+Oqrr3Dx4kW8evUKIpEIAJCVlYXg4GCMHj0aqamp2jgcg8HQIRFhoZgybTZycnIAMItCYSnJqZNisYhXTjgrgaL7QZ3iwl1HVUUiNzdXV2IyjAitKAuBgYG4fPkyiAhOTk4wMzPj12VkZMDU1BRRUVHYu3evNg7HYDB0RHhYCJKSEuDhORxWVuUwZfpsfYvEUIGz/KjW5VAKsBQUfn9PHv2rRekYxopWlIUffvgBAoEA69atw9mzZ2Fra8uvs7Ozw/79+0FEOH/+vDYOx2AwdEREWCgfVD/A40tmVSiFRISFKikG1ewc8lyngmZmGOpsE4Z+0YqyEB8fD0tLSwwcOFDt+rZt26JcuXJITEzUxuEYDIaOSEpM4N9Ymf+6aBQmzwKXBbO4qP1tEawIAHMrMYqHVpQFa2triEQipKSkqF3/+PFjZGdnw9LSUhuHYzAYOiIu9iWLiC8mhcmzEBEWWmAJ6Y+hLuBU3cyGj1HN3oFVmWQUCa0oC9zMhylTpuD06dN8wMzvv/+OwMBATJ48GQKBAM2aNdPG4RgMRhEpzBstlwWQWRRKL1wQZVJiQp4gxiJVyiRg1beLtS0ew4gx+/gmH8fLywtXrlzBw4cP8fXXX/PLvb29AQBEBBMTE0yaNEkbh2MwGEUkIiyUD1xUx9JFPvjz9s0SlopRFMLDQiAWi/NkYeSmQipe249N47Szd0BU5FOl3zMYBaEVy0KbNm3g5+eHcuXKgYjyfMqVK4dVq1ahffv22jgcg8EoAksX+eDZ0yeIi3mZ7zYx0S9hZ++AAR5flqBkZY9nT58UOx9DRFgoxGJRniJe6lI0f2waJ6dwhIeFsBTPjEKhtaRMAwcOxKVLl7BmzRqMGzcOQ4YMwfjx4+Hn54dLly7B09NTW4diMIpMWfbPxkS/5BPyFMQgz6HMBaEhH+tnopzsYg3Oivvl/h/kOVQ+1bUYygenbGgSP8EoW2g1g2OFChXg6emJxYsXY/Xq1Vi0aBE8PDxQsWJFbR6GwSgS4WEhZf6hKB8cBAUOZixKXjOSEhOKlfGSuyYFXRvF/qtY54GrDVEcLCxYwDmj8GhNWcjOzsbmzZuxY8cOpeVeXl5Ys2YN0tLStHUoBuOjKD54y7qiwGFhYcHaQofY2TsUa+AO3BGgkUJb/LwJVOIpqhmGi1aUhczMTIwaNQq7d+/Gq1evlNa9fv0awcHBGDVqFLKysoq1/wMHDqBp06bw8fHJs+7OnTsYO3YsXFxc0L59e0yePBmPHj1S2iYtLQ1LlixB+/bt0axZM3h4eODixYvFkoVhGESEhSrNAGDTAeXkNzgklWCq4rIMV8xJCUHhrDr5KQXqftu7r/qcN4oM8BjK4hUYhUYrykJQUBAePnzIBzMqYm9vDyLCs2fPsGfPniLtNzU1Fd7e3ti3b5/aHA13797F+PHj8emnn+LIkSMIDAxEdnY2xo8fj+TkZH67WbNm4ebNm9i8eTMiIiLQuXNnzJgxA3/++WfxTphR6klKSkBEWCgCdwYgKSkBMdEvsXRRXmWzLGFpVQ5xsS/Vm7up5OUpC4R/r9zWopzsPNsUNk+Ch+dwyGSyQlkDVGNP1CmDLD6FURS0oiz8/PPPEAgEWLZsGb755huldbt378by5ctBRPjpp5+KtN8zZ84gKysLERERauMeDhw4gE8//RR+fn5o0KABmjVrhtWrVyM1NRXnzp0DANy+fRs3btzAihUr0LZtW9SrVw8+Pj5o1qxZHpcJw3hIe/cOSYkJSH7/AYCfzp7Ss1T6pX4DISwsLNWau9kbpvbx9vZGxMm8bc1ZuTilTSwWfzQwklMQrKysinWtipO4icFQRCvKQmxsLCwtLTFq1Ci160eOHAkLCwvEx8cXab9ubm4ICgpClSpV1K5fu3YtQkJCYGLy4TTs7e0BgHd5XL16FVZWVmjXrp3Sbzt16oQbN25ALBYXSSaGYVC/gZB/qCrOIy/LsyIGeQ4tVEpihnY4ceKE2uUx0fIprJzSJhaL5HkwChjQOYsQC0pk6AutKAsWFhYQiUSIi4tTuz4qKgpisbjI6Z4dHR1hamqa73pra+s8isSFCxcAfMgqGRUVhU8//VSpEiYA1K5dG7m5uYiOjs53/wJBwZ/CbFMWPqW5HQDA3sGB///UydAy2Q4CATB4yHDY28vbYtkiH0SEhSAiLAQCAeDhObTMtENJfUQieRlpdW2zbJEPkpPk6ywsLJCclIC42Jf57qumY20MHjK8SG3LXVuBQG69ULdNclICatWqrdN2YP2hZNtAV2glg2OzZs1w9epVTJw4EV5eXmjSpAlsbW3x7t073Lt3D/v27YNAIECTJk20cbh8iY2NxcqVK9GxY0c+AVRGRgZsbGzybMtVxkxPT893f3WrV1L7W9VtGKWrHQ4fPowmjRsiMjISNjbWKGcp7+Y1a9ZAOUszONWopLNjl6Z24GjSuCF/zuUszTBmzBjMnTsXr5Pkyv28Od6YN8dbq8csje2ga6Z4TcDhw4dx7cIPGDNmDCwtLVG7Vk2l/mZiIkA5SzO8Torj11lZWaF2rZqwMDfNt29y64rSh38+exJ2n9hgzJgxEAig9jdLlyzGmDFjinfCRaAs9gdVSqINMjPNdbZvrSgLEyZMwLVr1xAdHY3ly5fnWU9EEAgEGDdunDYOp5Znz55h4sSJsLOzw8aNG7Wyz6j4VFhbS9SuEwjkFz8qPhVUhoPDSmM7rF7jB0Duh5dKCS+jY2Fn7wCxRIpsUS4i41K1fszS1g7h34fAY8hwhH8fgouXLvPn3KvvYLh27Q+ZbA6yRfIaLhu37ILHEO3kWCht7VCSuHbtj8C9QQjcG4SO3foDAF5Gxyr1N5mM+HYHgMi4VH5ZpU+qqe2b4d+HIDY2DpFxqaj0STX06ju4UH04W5SLwL1BcO3aH+bmFmp/49q1v07uB46y3B84SrINsrIydbZvrSgLrq6uWLp0Kfz9/SGR5B1cTU1N8dVXX6FLly7aOFwe7ty5g+nTp6N+/frYuXOnUjBk+fLl1bpHOItChQoV8t0vET56cQuzTVmgtLTD0kU+qPxJVbxJeQ0ioF4DIQC5bEmJCahm56BTOUtLO4SHhWKQ53Ds3hGAuNiXvEyDPIfj5PsIfW5ZeFgoCNpNylRa2qGk4c6Z+5uUmAAixWBGkVK7EEGpT3LbKl6L3TsC+N8Rya9hYdo2MUEeA3Hy+xBYWpXT6/Uoq/1BkZJoA13uX2tJmUaNGoWff/4ZPj4+6NmzJzp06IDu3btj5syZOHv2rM6KSN2/fx+TJ0+Gi4sLDhw4kGfWhJOTE169epVHiXnx4gXMzc1Rq1YtncjFKHnCw0Lw552bOBJ6WiliXHF+evET2BgeXN5/1aC4iLBQfh6+Y63axc48yMgf1SmTEWGh8PAcjho18+b7UJ3doDpbxc7egf9dUfovt18Pz+Go/15pZjCKi1bTPVevXh1Tp05FQEAA9u/fj23btmHmzJmoU6eONg/Dk5KSgqlTp8LV1RVbtmyBhYVFnm26dOkCkUiEP/74Q2n5b7/9hk6dOsHcXHc+HkbJssF/FV5GPQcgf6hyZXw9PIcjKTEBYrEIAIw+3wJXL4CvSqhmBgQ3x75Vm7aws3f4aOEhRtEI3BmA6tWr51muqBgUJXui4sBfFNh1ZWiLYrkh4uPjYWpqyk9TLMqUSHU3UH6kpqbyFgGpVAqRSMQnWypfvjy2bNkCsViM+fPn482bN0q/NTc3R6VKldCiRQu4u7vD19cXfn5+qF69OoKDg/H8+XOsXbu20LIwSj/paan8/6qFchQftsac8phPGyyQD0Z29g6wU1OCODwsBI61aiNwRwCmTJ+NB/fvlrywRkxSYgLatGkNsUSa/0YKkeuDPIcW2C+LYxEb5DmUv65lyaLG0A3FUha6du2KTz75hH9b79q1KwSFmLMhEAjw8OHDQh9n1qxZuHXrFv89ISEBv/32GwDAz88PV69eRXp6Onr16pXnty4uLjh8+DAAYOPGjfjf//6HuXPnIiMjA40bN8a+fft0PjuDUbJYWFgqmdxV38KMOfEQ5xPf4L8KgDzPxN9/3oKdvYPagSIiLBQHj57EuJGDAYC3ujC0x5gxYxC4N4j/rpjjQ1U5UFRi1VkcihNP4uE5HIE7A4r9ewZDkWIHOJJKJIXqd23ADfb5MXjw4ELtx8bGBr6+vvD19dWGWIxSgmIgWHhYCKrZ5TWnc+uN/c2KizlQTicsvydVBwrVwcjDczjWrFDOvMrQHEVlgUs/zikJnHKgLkmYNl0H6qxKDEZxKJayMGjQID5PAfe9MJYFBkObcA9dzvQ+Zfps/k1KFcUB01gr7dnZOyAuNho1ataCY63aePb0iVolSdHawP2txgYVnZKcmAA7O4c8bjBjdokxjItiKQv+/v4FfmcwSpIN/qtQv4Gw0KZW7s2Ne6szBhMtd045Odmws3fAav9NGDdysNpzG+Q5lF/O/Z0yfXbJCWvkFEUZzW9bRauZplYx1amYDEZx0Hg2hEQiwdixYzF+/HhIpQUE8zAYWmLU0AEAgGdPnyA8LAQpr5P4dUV5KAbuDDCaNzvZezeglUIJ5KKUNGaDifZITkooMD5G8brY2Tuo3VY1nkETjKWPM/SLxsqCubk5njx5grt37xZYx4HB0BZ/3r4OAEh5nYSIsFDIZDK+kl9h4IL54mJeGo1LwkQgeJ9TwYIfjJgCoD8KUhY411lhKMuFzxilC63kWejduzdycnJw/vx5beyOwfgoig9RK6tyfN6AwiGPr7GwsDT4GRLhYSF8WwzyHIpq7/3iDP3gWKt2oWaW8DMf1AQzKubFYFYBRmlBK+me+/fvj7dv3+Krr76Cu7s7WrRogcqVKyuVjuYYNGiQNg7JKKNwZXoDdwSAiJCUmIABHl8WaR9c8i5jKE/OTZW0tCpn9DkkDIHV/pvw09lTeZbn19eSExMwZZpyvIjiDAZ1ykRR+Fj+BgajsGhFWeCqlhERzp8/n6+FQSAQMGWBoRGBOwJQvkJFuUVAIH+wFs2q8AFDzy0QHhaC9LR3GODxJf68fVPf4jDeo65f5dfXFC1BnPsoKSmBVxiSteAmK4qLjsHID624IYiIz7PA/Z/fh8EoLlytgwoVKsqzE9qpTzj0MTgzr7r04IZE4I4A5ORkY7X/Jt6dYuz5JAyBolisFN1gnNKgDQVBcZ/FVaYZDEW0Ylnw8/PTxm4YjAJRTd0MFC+Iz87OQcnPb4hwilNU5FOl5SxeoXTBBdBa29gWK5hWLBaxqY+MUoHGysLt27cRFRWF9PR01KhRA3379sWnn36qDdkYDCWSkhLQqnVbtGrTls+GV1y4rIWG+hDmFKcqVe0AGK7SY+xwCkKz5i2L9TsLC0uD7aMM40IjZWHZsmX4/vvvlZZt2bIFy5cvx5dfFi3ojGGcaOutKDwsBCAgJvolb1bV2n61tC99MH/RMgCGK39ZIL/pj/kFH4rFIsTFvtS1WAxGkSh2zMKZM2dw4sSJPDEJEokEK1aswL1797QpJ8MACQ8L4dMvazpfnIv659DG4Ni770BEhIUaVLR4eFgIRg0dwL95MiWh9JNf/8rv2tWoWZsviMbScDNKC8VWFk6cOAFAXnLa19cXgYGBmDdvHipWrAiZTIajR49qTUiG4cHVa4iLeYmli3w0HpBF79MYaxNDC/zi2vTP29eRnJTAotyNFKV+zkruMEoJxXZDPH78GAKBAAEBAWjatCkAoHPnzqhXrx6mT5+Of//9V2tCMgwPrgpijZq1EROteaZES6tyOvPLazqXvSQIDwtB4I4A2Nk7QCaTQSwWISaamaoNlcL2ZW3OjGAwNKHYloW0tDRYWVnxigJHhw4dAABv377VTDKGYSN4X5zo/ZtRclJCsV0R4WEhEOVkw8NzuE7M7obwQA7cEcD7sa2syvFmaoZhoq4fK2bjZDBKG8VWFogIVlZWeZZzy2QyWfGlYhg8cTHR7//KBzixWMRbG4pKRFgoevcdqDXZDBF53Qe5glCjZi3myzZA1FkTFJcpxs9Us3dgigOjVKGVpEwMhiJLF/kgN1cCD8/hHwY4x9oaxRxoO77AEB/EYrEIgzyHws7egZWUNkCKUu3Tzs7BoAJvGcaPRlMnc3NzcefOHbWZGfNb16ZNG00OyTAALv72Cyp/UhXAh2huu1L2JhwRFmoQMwmUp54K+PoPrA6EYaBpUC6zIDFKCxopCxkZGXxdCEUEAoHadQKBAA8fPtTkkAwDQJSTjSUr1gIA/wasycBWmhIOaZI3gvttUfYRERaK748fhZmZGWo41gLwoT1KU7swPiCTyfiAXjt7ByQmFD0mhsvBYOhVURnGg0ZuiI/VgWC1IcomisVxuKDE4g5sSxf56NQCwMlVWLdEcZWe8LAQbPBfxf8tLElJCfjz9nUAH6wzim3LKH2YmJgoDfJ29g6FGvSTEhOQlJiAQZ5D2bVllDqKbVnw8PDQphwMI0Ldg7G4ZvOTJ46iVZu2Wn14Kk7j5NI+69otEREWipTXSQDklpfCEhfzEjKZDIM8hyJwRwCrE2BgDBo8FOGFTE3O3Tfc9U1KTGCWBUapodjKAisexSgJZDKZ1gfH4j6Aly7yKfJvuME9KTEBMpkMEWGhfNXLwmBhYYnc3FwAcrmZomAYDBosVw48hgwHoXhWIJbymVGa0ErVSQZDF4SHhaBVm/Y6P05hgsiWLvLByRNH0aata5H2zVks7OwdkJb2DkDRgj25KaNMSTAcLCws4THkw/UqyrVTtEBYWFgyywKj1MCmTjJKjKJmcQzcEYAhw0bqSJoPtGrT9qOyxUS/RG5uLpISi55citvevVvPIrfBav9NWi2cxdA9NWrWKvZv2TVmlFaYssDQOvn6ZwuR514xi11Jmd1X+28q1BscF7hWlNiLpKQEBO4MwCDPoYU+Dkdx3B4M/aNNawCb8cIoLRiEsnDgwAE0bdoUPj7qH55//PEHXF1d4eqq3kSckJCAuXPnok2bNmjevDlGjhyJv//+W5cil2kKSjTzMSLCQoud6VHXVKlqx0esF5a4mJeIi3mp1CaFHQB+OnuqyDIyDBd1/YJZGhilhVKtLKSmpsLb2xv79u2DpWXeXPhSqRSbN2/GtGnT1KaeBgCxWIwJEyYgJiYG+/btw4kTJ1C3bl1MnDgRMTExuj4FRhFJSkpAclICli7y0etblaqrISkpAfMXLSv0NDgOxXLDAAo1Lc4Qs0syNIcpBozSTKlWFs6cOYOsrCxERESgYsWKedY/f/4cp0+fRnBwcL6ZIc+dO4fIyEisX78ezZs3h1AohK+vLypUqIA9e/bo+hQYRSQ5MQHV7B1w8oR+Spxzpn9umqKiXMXJF2Fn7wCxWMR/55IyFUREWCjCw0JY9j4Gg1FqKNXKgpubG4KCglClShW16+3t7XHy5Ek0a9Ys331cuXIFtWvXhpOTE7/MzMwMHTp0wOXLl7UuM6NgFP3w6nzyYrEYdnYOOpkyWRg4039+8RJFkemDUqAcrMHFPBRUZXCD/yq0atO20MdiMBgMXVKqlQVHR0eYmprmu75ixYqoVKlSgfuIioqCo6NjnuW1a9fGq1evkJ2df4IcgaDgT2G2KQuforTDT2dPISIshP9fcV1EWAhycyV6aVsPz6FKx01OSijyOapuc+pkKDw8h8LCwkLt9qdOhuLUyVC160Q52VizbpPer62u+4MxflT7UllvR2M5D0NpA11h9HkWMjMzUbNmzTzLbW1tAQDp6ekoV66c2t/WrV4JNjY2Be6/bvVKGstoDBSmHcpZmsHERIADe7dj3hxvmJgI4FTjw+/sPrFBgwYNUM7SDPb29krrtEk5S3m3Vz22U41KvExxsdFK62vUqM5/f5uSlK9sk0YPxoULFwAAqW+SMW+ON9auXKK0fTlLMzjVqKRWDgCY4jUBc+fO1dn5lwRl+b6YN8eb/1+TdlC9PwyZstwfOEqiDTIzzXW2b6NXFjQhKj4V1tYStesEAvnFj4pPRVkueVGUdsgW5UImI0RGRiIyLlX+f1wqvz5wbxAmTJ6JwJ0BsLGtoLROm2SL5BkRVY/t2rU/L5NIJOLXh38fgspV7PjvcXHxeWTj2uHKlSv8utjYOLXnmS3KRWRcqlo5AMC1a39Ureans/PXJey+kKONdqhazd4g+4AirD+UbBtkZWXqbN9GryyUL18emZl5GzA9PR0CgQAVKlTI97dE+OjFLcw2ZYHCtlU1ewdEPX8q/9/OQek3RMAgT3l63IiwUJ21q/w4Q5X2n5iQgJPfhyArKxMnvw+BhYUFTn7PVYkMVdq+mr1DgbKpnpPq9lxbJSYkIC3tndK6pYt80KpNW0yeNtug+xW7L+Ro0g6q94chw/pDybSBLvdfqmMWtIGTkxNevnyZZ/mLFy9Qo0aNfKdcMrTPIM+hAMnrPRSUcKgkAhtVj5GclICIsFA+sNLCwpIPRExKSlDaPr98EYcPH4ZUKsXSRT5KgYuq23MzKuzsHfIUlYqJfslX6mQwGIzSgtErC126dEFMTAyePXvGLxOLxbhy5Qrc3d31KFnZw8NzOKZMnw0TExPERL8sMNpfXzkWLCws8ixLVknClF9SpjFjxsDe/lPERL+UF4x6rySonouH53A+j0RRikoxGAyGvijVykJqaiqSk5ORnJwMqVQKkUjEf8/JyUFmZqbSd5lMxn9PT08HAPTs2RONGzfGwoULce/ePURGRmLx4sWQSCTw8vLS8xmWPRTfmGOi81p81G1XktSoWfuj2yQn5Z/BsX5DIQC5NUK15LAi/BRNOwclK0RSAftmMBgMfVGqYxZmzZqFW7du8d8TEhLw22+/AZCXyI6Li8O2bduUftOxY0cAgIeHB/z9/WFmZoa9e/fCz88PkyZNglgsRsuWLXH48GE4OLC3On2gmNGwtKGanVFdHoRq9h8G+PyUmriYl2jVuuA8CZybg6tMCQAo435dBoNROinVysLhw4c/us2sWbM+uk3VqlWxceNGbYjE0AKqpv7wsBD8efumnqQpGEV3Aoed3YdiUorKgre3NxwdayM6+iUsLCz5apHqyC87IytJzGAwSiOl2g3BME5U/fQRYaH46eypUlFhT50boDAD+NKvfXD16lWsXpe/gqBun0UtWc1gMBj6gCkLjBLHzs5BSTHgBkx9zgCoZi+XiQtm5N78C4ohUBzoY2Jeonr16vx3sVic7+/Cw0LgWEseG1FQ/AODwWCUFpiywChxVCsvxsVG61EaOXZ2yrUgpkyfDSDvTAgAfJlqxYFe1UKgWDxKFQ/P4byLgs2GYORHabC0MRgcTFlglDiqFoSCBlZ9UZCVY8r02bCzd1Aa6JMSEzBmzBj+f5lM9tFjDPIcqmRlYaWpGYqwXBuM0kSpDnBkGD9LF/lAKpWWGoVBNfBQnTuBe4hzQY6APAZhzJgxiIxLhZ29A6Iin370WNx+uL+BOwJYgCODwSiVMMsCQ2841qqNP2/fhKmpaaHyG5QEioP1IM+h+Soxqm99qr9Tl9ypoP2Eh4UgOSmBmZ4ZDEappFDKwp07dxAZGcl/P3LkCPr27YuWLVuiX79+OHbsmM4EZBgvq/03wc7eARYWlnyMQGmiKGZgxZgFD8/hqOFYNOVng/+qIh+TwWAwSopCKQsrVqxAUlISALmisGHDBnTv3h0rVqxA9+7dsXHjRhw5ckSngjKMlxo1a5XaQVImk/EzF4pCfvUj1BEeFoKkxFcQi0UsboHBYJRKChWzEB0dDUdHRwDAiRMnsHz5cnh4ePDrhUIhtmzZglGjRulGSoZRUxqtChwmJiYFJlfiUI01KIo7wcNzOBbPn8UXryqtihODwSi7FMqyYGNjg7dv3wIAkpKS0LhxY6X1TZo0watXr7QvHaNMUBoGx/wG9ypV7Yq1v9JwTgwGg6EtCqUsuLm58W6Gtm3b4scff1Raf+7cOdSpU0frwjEYJYWH5/D37gDlfAn1GwhLTAZLq3IsoyODwSiVFMoNMW/ePIwYMQIjR45EixYtcODAAdy+fRv16tVDVFQU7t69i+3bt+taVgZDK+RnRfDwHK40HfJjaHNgr1LVrkQVEwaDwSgKhbIsVKtWDeHh4WjdujUuX74MIsK9e/dw7do12Nvb49ixY3Bzc9O1rAwjRB9TBYviIihIPm2mamaKAoPBKM0UOilT+fLl8dVXX+Grr77SpTyMMkZp8+2rKgeFkU9bMxhYjgUGg1Fa0SiDY05ODu7evYsXL14gLS0NAFChQgXUqVMHzs7OsLKy0oqQDEZJURzlJSIsFAKBZsdVrZfBYDAYpYliKQvv3r3Dpk2bcOrUKeTk5KjdxsrKCoMGDcLcuXNRsWJFjYRkMIwdpigwGIzSTJGVhbS0NIwYMQKRkZEoV64cOnTogDp16sDW1hYAkJGRgRcvXuCvv/7CsWPHcPPmTRw/fhzly5fXuvAMhj5hFSMZDEZZocjKwrZt2xAZGYnx48dj1qxZsLGxUbtdZmYmAgICcPDgQWzfvh2LFi3SWFgGozRhZ+eApYt89C0Gg8Fg6JwiF5L69ddf0a5dOyxatChfRQGQJ3JavHgxXFxc8Msvv2gkJINRGklKTMDpcPlUy0GDWXAig8EwXoqsLCQnJ6N58+aF3t7Z2RnJyclFPQyDUeqZMn02LCwsWSIlBoNh9BRZWahUqRKioqIKvf3z589RqVKloh6GwSj1cEGJdvYO8BjCAhQZDIbxUmRloWPHjvj1118LVWUyODgYFy5cQKdOnYolHIPBYDAYDP1T5ADHuXPn4vfff8fq1asRFBQEV1dX1K1bV2k2RFRUFK5du4a4uDhUqVIFc+bM0brgDAaDwWAwSoYiKwv29vY4fvw4VqxYgWvXruH48eMQqGSkISIAgKurK1asWAF7e3vtSMtglEJY5kUGg2HsFCspk6OjI/bt24eYmBjcuHEDUVFRyMjIAADY2tqibt26aNeuHRwdHbUi5IEDB7Bhwwb06NEDmzZtUlp3584dbNq0Cf/++y/Mzc3RsWNHLF68WElBSUhIgL+/P65duwaRSISmTZtiwYIFaNmypVbkY5Rdqtk5sIRKDAbD6NEo3bOjo6PWFAJ1pKamYtGiRXjw4AEsLS3zrI+MjMSkSZPQp08frFq1Cm/fvsW6devg5eWFkydPwtzcHGKxGBMmTIC1tTX27dsHS0tLHDp0CBMnTsTp06d1Kj/D+Jkyfba+RWAwGAydU+QAx5LkzJkzyMrKQkREhNqU0Xv27EHlypWxevVqODk5oVWrVvD398d///2Hn3/+GQBw7tw5REZGYv369WjevDmEQiF8fX1RoUIF7Nmzp6RPiWFkMKsCg8EoC5RqZcHNzQ1BQUGoUqWK2vVXr15Fx44dYWb2wUDi5OSEmjVr4vLlywCAK1euoHbt2nBycuK3MTMzQ4cOHfhtGAwGg8Fg5I/OlYV169ahe/fuxfqto6MjTE1N1a7LzMxEUlISatWqlWdd7dq1ERkZCQCIiopS62qoXbs2Xr16hezs7GLJxmAwGAxGWUGjmIXCkJqairi4OK3vlwuoVJdy2tbWlj9mZmYmatasqXYbAEhPT0e5cuXUHkMgQL6lh7nlmpYmNnRYO8hh7SCHtYMc1g5yWDuUbBvo8hg6VxaKS2xsLLp166a0LC4uDufOnQMALF68GACwcuVKrFy5Ms/vFa0JOTk5mDt3rtJsiPxSVkulUv5/a1MRbM3N85UxKSkJNqW2BUsO1g5yWDvIYe0gh7WDHNYOJdgGpiL+X8WxTBsUWfyFCxcWafu///67qIcAAHz66ae4evUq/33IkCFo0qQJevfujSVLlqB9+/b8didOnFD67dy5cyEWiwHILQ+3bt1CvXr1lGZDBAcHAwAqVKig9NuYmBj+/3r16hVLdgaDwWAw9ElMTAyaNGmitf0VWVk4ffo0BAIBn3ipMKgmbSoMpqamqFatmtJ3c3Nz7Ny5E+PGjYNQKES5cuUgkUiUtgOA+Ph4tGvXDgBgYWGB7OxsrF+/ng9y9PX1xdmzZ2FhYQErK6siy8ZgMBgMRlmiyMqCjY0NHBwc8O233xZq+8DAQFy7dq3IgqnjxYsXSEtLg7e3NwB5Nsm4uDhIJBKYv3cXPHz4EPHx8ejatSuAD4qKTCbj9yOTySCTydQqMYruixt//wdra2u1sggEQN3qlRAVn4oi6E1GB2sHOawd5LB2kMPaQQ5rh5Jtg6ysLLRr2RAAtJ5DqMjKQqNGjfD48WO4uLgUavvw8PAiC8WRmpoKiUQCAJBIJHj+/DkmT56M7OxsmJmZoWHDhoiOjsaSJUswbdo0pKenY9myZWjRogUf7yASiWBjY4OFCxdixYoVsLW1xfbt2wHIGzY7O1spwFFx9oWNjTWsrfMGUALyDmBjYwMbG0mZvQkA1g4crB3ksHaQw9pBDmuHkm0Dxfff/GYSFpciKwuNGzfGX3/9hejoaLXTFrXJrFmzcOvWLaVlO3bswI4dO+Dn5wcbGxtUr14dV69exalTpyAQCGBnZ4f169fDxEQ+KzQzMxMuLi6wsbHBpEmTIBaL0bJlS4wbNw6BgYEFzoaoW72S2tkWqtswWDtwsHaQw9pBDmsHOawdSqYNMjPzD8jXlCIrC23atMGdO3eQkJBQKGWhW7duqFGjRrGEO3z4MP9/165d0atXL3z99df8socPH8Lc3Bze3t5wdnZGQkICtm/fjilTpiA8PJyPUbCwsMDGjRuV9s0FOBZEVHwqrK0latcx85oc1g5yWDvIYe0gh7WDHNYOJe2GyNTZvousLPTq1Qu9evUq9Pbdu3cvdlImjvv37yMuLi7PVMqlS5cqfW/QoAFatGgBNzc37NmzB35+fihfvjwyM/M2YHp6OgQCQZ7ZEIoQ4aMXtzDblAVYO8hh7SCHtYMc1g5yWDuUTBvocv+lOt0zx6+//oqKFSsWqkpkhQoVUKNGDSQlJQGQp39++fJlnu1evHiBGjVqsNkQDAZDq4TcfK5vERgMrWMQysKNGzfQvHlzpYANsViM5cuX8wWjOFJTUxEdHY06deoAALp06YKYmBg8e/ZM6bdXrlyBu7t7icjPYDDKBqN3X0TgpUf6FoPB0DoGoSxERkbmiY+wsLDA27dvsXTpUkRERCAmJgZ//fUXZs2aBVNTU4wePRoA0LNnTzRu3BgLFy7EvXv3EBkZicWLF0MikcDLy0sfp8NgMIyUlMwcyMq6vZ1hlJT6JJwymQxpaWkoX758nnX/+9//sGvXLuzYsQOvXr2ClZUVWrVqhaNHj6Ju3boA5BUm9+7dCz8/P6XZEIcPH4aDg0NJnw6DwWAwGAZHqVcWTExM8OTJE7XrypUrBx8fH/j4+BS4j6pVq+aZDcFgMBgMBqNwGIQbgsHQJiwAjaELRu++iByJdov3MBilBaYsMMocgb8/wujdF/UtBsPISMnMKfPTAxnGC1MWGGUOGckf7AwGg8EoHExZYDAYDAaDUSBMWWAwGAwGg1EgTFlgMBgMBoNRIKV66mTXrl0RFxeXZ3mDBg1w5swZAMCdO3ewadMm/PvvvzA3N0fHjh2xePFi2Nvb89snJCTA398f165dg0gkQtOmTbFgwYJCpY9mMBgMBqOsozVlITU1FY8fP8abN2/wxRdfAABycnI0rr0wceJETJw4UWmZmZlc7MjISEyaNAl9+vTBqlWr8PbtW6xbtw5eXl44efIkzM3NIRaLMWHCBFhbW2Pfvn2wtLTEoUOHMHHiRJw+fRqOjo4aycdgMBgMhrGjsRsiMjISU6ZMgaurKyZMmIB58+YBAIgI3bt3x/nz5zXav7W1NapVq6b0qVy5MgBgz549qFy5MlavXg0nJye0atUK/v7++O+///iaEefOnUNkZCTWr1+P5s2bQygUwtfXFxUqVMCePXs0O3kGg8FgMMoAGikLUVFRGDFiBK5cuQKpVApSmGScmpqK169fw8fHB3///bfGgqrj6tWr6NixI29pAORVJmvWrInLly8DAK5cuYLatWvDycmJ38bMzAwdOnTgt2EwWKImBoPByB+NlIXNmzfj3bt3qFmzJubPnw9ra2t+nZmZGZo1a4bc3Fzs3btXY0FVyczMRFJSUp4CUwBQu3ZtREZGApArNOpcDbVr18arV6+QnZ2tddkYhsfxW0xZYGiGRCrTtwgMhs7QKGbh5s2bEAgECAoKQs2aNbF3715+8C1fvjz27NkDV1dX/PPPP8U+xoMHD+Dl5YXHjx/D1NQUbm5umDNnDnJzcwEANjY2eX5ja2vLB0ZmZmaiZs2aarcBgPT0dJQrV07tsQUC+Se/dYp/yyqG3A6KMgug2TkYcjtok7LcDrmyD5ZV7vxDbj7H8Lb1CvX7Ue+zih6Z6q512fRFWe4PHCXZBro8hkbKQmZmJqysrNQOxoBcYTA1NcW7d++Ktf/KlSsjIyMDEydORM2aNfHo0SNs3LgRf/75J/bv36+J6IWibvVKapUR1W0YxWuHzitPAQAuLx+oZWkKRq4YCOBUoxK/TJQrVfpeXFh/kFMW20EAgFMXuPP//nYkvhncqlC/f5MpAgCt9MPSRlnsD6qURBtkZprrbN8aKQv29vaIi4vDlStX0KlTpzzrDx06BLFYjOrVqxdr/2FhYUrfGzZsiGrVqmHChAn4448/AAAZGRl5fpeeno6KFSsCkCssmZmZarcRCASoUKFCvsePik+FtbVE7TqBQH7xo+JTy3Q+eE3aISE1CwAQGZeqfcEKgCAPwFU8bpY4VyM5WH+QU5bbQfF02y8Px/WVHpDKqND9iov5Kun7QZeU5f7AUZJtkJWVd6zTFhopC+7u7jh8+DCmTZuGNm3a8IPy7Nmz8fTpU7x48QICgQDu7tozqzVq1AgAkJSUhE8//RQvX77Ms82LFy/Qrl07APKAx7/++kvtNjVq1ChwaicRPnpxC7NNWUCTdtBX+6keVxtysP4gR5N2KIrpvrSSkvGh9khR28EY+w+7L0qmDXS5f40CHKdNm4bq1asjNzcXN27c4OMIzp8/jxcvXoCIYG9vj2nTphV538+fP8fChQvx/Lly4Nn9+/cBAHXq1IGbmxuuXLkCieTD2//Dhw8RHx+Prl27AgC6dOmCmJgYPHv2jN9GLBbjypUrWlViGAyGdmDBpnJG777IqqMySg0aKQuffPIJQkND0bdvX5iZmYGI+I+ZmRn69u2L48ePo2rVqkXet4ODA27fvo25c+fi2rVriImJwa+//ooVK1agQYMG6Nq1K7y8vJCZmYklS5YgKioK9+7dw+LFi9GiRQt069YNANCzZ080btwYCxcuxL179xAZGYnFixdDIpHAy8tLk9NnMBgMnZGSmcOqozJKDRpncKxatSo2btwIsViMyMhIZGZmwtbWFnXr1oWFhUWx92tjY4PDhw9jy5YtWLx4Md68eYNKlSrB3d0dPj4+MDc3h6OjIw4ePIh169Zh4MCBsLKygru7OxYtWgQTE7keZGZmhr1798LPzw+TJk2CWCxGy5YtcfjwYTg4OGh6+gwGg5Ev2ZJcfYvAYGgFraV7trCw4OMJtEXNmjWxfv36Ardp1qwZgoODC9yGU2gYDAajJMmRSHW6f85NEWxE0y0ZpRONlYWMjAycPXsWL1++RGpqqlIWRw6BQIC1a9dqeigGg8FgKMDcFIySQiNl4c6dO5g+fTrS09M/ui1TFhiliRyJFKN3X0TwVHeM3n0RRHnf0owhKp9hvLAU5YySRKMAx9WrVyMtLU0psFHdh8EobRB9eCtT/Kv4pvaxqHwWrc7QBE0HezZrhFGSaGRZiIyMhEAggJubG8aMGYPq1atrFNTIYGiLkvDlJqRlwdxU48KtDGOBCPI8joXj+K2CLVcSqYz1L0apQSNlwc7ODomJidi6dSvMzXWXZpJhnOjyYajqy+VcCqN3X8zzUFcsAKRaDKggV0SujGBuqj2ZGXIl712WWN9ilApY/2KUJjR6Uo8dOxYSiQRPnjzRljwMI2X07osYuOVnpWVc4Z2S8L1yJlt1SoRiAaBcFWWBmXpLlpTMHMgM0HVZGtxRLIaBoUs0siyMHTsWlpaWmDx5Mnr16oUGDRrkW3hp0KBBmhyKYeCkZOYgW6x+zvnHzLG65Pit5ywPLUOJ4riw4lLzz8n/sf1pK5BW8T5S3ScL1mVoikbKQlRUFA4dOoS3b9/i+PHj+W4nEAiKrSx8//33OHz4MKKjo1GpUiW4urrCx8cHVapUwdatW7Ft27Z8f9esWTMAQFpaGtatW4cLFy4gIyMD9evXx+zZs1m6Zz2x6MRN+H/ZVt9iQCKVwaoQdl72oC1bFGc6oqq+qejOkivKH2bfqHLw2hMMb1uPd8sp9jfFWTtA4fuiqgKuT4WcYRxo5Ibw9fXF8+fPIRAIdDIjIigoCMuWLcPAgQMREREBX19fXLlyBbNmzeL36eDggKtXr+b5NG7cmN/PrFmzcPPmTWzevBkRERHo3LkzZsyYgT///FOT02cUk5uRSXmW6dqE+i5bnMdUrOpy4FDdzthcEaXVXK1vuRaduFms38n7i/IzLm/fIqRk5uQ5x5Cbz/nETbkygkQqw/Fbz/ntFGftAMbXFxmGg0aWhX/++QcCgQCffvop+vfvr9XZEESEffv2YdCgQZg4cSIAoHbt2pgxYwaWLVvGx0mYmpqiWrVq+e7n9u3buHHjBvbt24e2beVvsz4+Prhx4wZ27NiBffv2aUVehmbo+s1HRoV/YzSERDeaWDt03da7fn2Ano1rFPl3+h4I1SmxhSG//rLr1wd5lnFtzykDx289V8rxkSuV4V22GLsvPpTXNs4HLhDU0tyUtz4wGLpEI2XBxsYGEokEJ06cQJUqVbQlEwC56+LMmTMwNVU2E9vb2wMAXw77Y1y9ehVWVlZ8yWqOTp06YefOnRCLxWy6ZwnCJUAq7RTqLZcoTzrfUbsvKr1kqjM7qw70o3dfRHxqJqpXskE/51rFMjPnt299EPjbwyIpC6VBZl0Q+NtDAHln2AAfFKN32fKZH4oKh0zp/vgQBKwYj6AYCMpZHwrjUmMwiotGboj+/fuDiCCTqTfnakqlSpVQvnx5pWW//fYbrK2t0bBhw0LtIyoqCp9++inMzJT1otq1ayM3NxfR0dH5/lYgKPhTmG3KwqewbQV8eCgqLhNwH4Xtj996rrFMinIB6h/aiu9uiutDbz2HAEBqlhjvssRKMo0OvIjRgfI3OSLlY6RkyBM7xaVmIi41U61soQrndvzWhwd/SmaO0jrVj1Kb5NPmBf3+Y78tyf6geC68zEW493Qpd1FlyI+s9wG9irNt+LZ//79MneKsRpvm2uhdthiBlx6prTmhdF1V5ddTmxa2Pxj7pyTbQFdoZFlYsGABcnNzMX78eEyePBmNGzfOM7hzVK9eXZNDAQAuXLiA0NBQzJ07lz9OTk4OVq5ciT/++ANv375Fw4YNMXPmTN7lkJGRoXaGhq2tLQAUmKq6bvVK+c7uUNyG8fF2ELzvxdxfpxqV3j/ABDA1+bCM4/vbkfhmcKtiy6N4HED+sMyVymBhpvz2xR0bAKTvn9yKMhER6P1+OJkS07KV8kN0+99ZAEDUllH8cel9LgfFc1I8Jrf8+9uRSm0jypWq/Q23LdcmivvIb9/5UZhtNOVj/YE7l12/PuDlMTUR5LluJY1TjUpFkqHzylP5FovilAUB5PYBgUCAd9lieGz9BaYmAmSJc5XWcf9zKK7j2ojoQ98CuH4ut3DZWprxMqte45K45gXBnpMl0waZmbrLd6SRsuDs7AyJRAIAWLx4cb7bCQQCPHz4UJND4ccff8SCBQvQv39/TJ06FQBgbW0NKysr1KpVC8OGDUNqaiqCgoIwfvx4HDx4EC4uLhodMyo+FdbWErXrBAL5xY+KTzUIs7quKGw7EG8ylf+NjEsFvf+eIZKgnLkZIuNS+e2lMlL6XlQUjwN8eAirBtumZIg+/EZhG04mjvbLw5GSIUJkXCokuVKF/RByFcYK1f0rnsOo937l1xkitF8ejiNT3SGVkVLbZEty8z1vxTZRbR9u3x9rt5Cbz9Vuoy1XAPdmU1B/GLX7It+WO8/L/fqRcamQygji942pybUvDJybiYsfGN62Hojk15m7Hu2XhwMAjqhxJXHtnZKRk+958ssF3HeCVEZ4kyHCJzaWyBLngt6vzBbn5uk7iv2Ru2aqhyIFVwS3jWL7ciiuS88Wo3w5C6Rni3F6bq+PtJRmsOdkybZBVlbh3PPFQSNlQSwumUxrhw8fxtq1azFy5EgsWbKE1/wnTZqESZMmKW37+eefo3fv3ti2bRsOHTqE8uXLIy4uLs8+OYtChQoV8j2uXIsvWLbCbFMWKGo7cNvmSOQDr0giA9GHQYuQ//5Ug7kKmg//MZnySwCULZZCJFGY/pYhdxVwm+c3k0L5LZOUziklI+e9TMQPMoW0Qr/f24d1BGDUrg/z97l9i3KlGLVLeYoed/yQm895X7liUB0AxL3NwDAX7cUNFNQfFNuSFLbPluTyJnvVcygKA7f8jPJWFgX+nlMWhrnI24U7d64dJVIZUjJyIJHKlM6DazNNg2DzDvr5b5sjkUIkkcq3UdlQMXfJ2ywxRu26yLu1jt34oBARgGM3niPhXRZypTKIpTJki3MxatfFQsfJaAJ7TpZMG+hy/xopCx4eHtqSI1+OHTuGNWvWYN68eZg8efJHtzc3N0f9+vXx4sULAICTkxMuXrwIiUSilJL6xYsXMDc3R61atXQlOgMfHq5cPAD3l0u7zL1ZcYP28VvPceZudIEpfwv7oFado15U1CkS+UedEzqvPKVkIubg5tGrlzE3z/aKb/mKx3uXJVYKvFRsB05JIeRtH+74qrMNFLfT93P8wxRCeVsU5hrnl+zoXY4E4nyUuYKOr0ju+5wHikrh6N0XEfs2AwKBQCWYsOit9y5bXOhSEnKlitD9vbsr/+1Iqd0Cf38EEPj76fitD9lKufswJTOH5WBgFAqNlAU/Pz9tyaGW69evY+XKlVi0aBHGjx+fZ/26detQq1YtjBgxgl8mFovx+PFjPs9Cly5dsGPHDvzxxx9wc3Pjt/vtt9/QqVMnVtNCx3APL+4hxf0taDD4WMpfLnmNuoBFRVTnqGuC4sM1PxLfZedZpjiPXh05EimszJVvQ8WHN5fQRyCQDwaBlx6honXe2TsflJS8MzTUHT+/2R4lPTMhR5ILK3OzYk2b1OTavssWA/RhCmJhjs9laaT3s2A0mX2gNrDxI+QqBZLnsU2oP8Z7BUL1fsotjgCMMk2pLWlGRFi1ahVatmyJvn37Ijk5WemTmZkJIsKaNWsQHByMly9f4sGDB5g/fz6Sk5N590SLFi3g7u4OX19f3Lx5EzExMfDz88Pz588xc+ZMPZ9lGYSU32xUkb9p50WxHHSuTP6wzpXK8rz5qb75qx7nYwpGfhTt4fph24PX5PlA1A3OhZ9G+sH9URhrB+diUF2u2LbqBsfRuy8qLS+JJEkFKVLFhj5MN+T+qp6LjMDPQFFtU3V9RH6tPmxXHHOvTs5VBYlUVqQ+niORIjVT9PENGWUejSwL3bp1++g2MpkMOTk5uH79epH2HR8fj+fP5Td4x44d86yfOXMmFixYgKpVq+LYsWPYsGEDBAIBmjVrhv3796NNmzb8ths3bsT//vc/zJ07FxkZGWjcuDH27duHJk2aFEkmhvZQN/iO3n0R2WIpylmY8d+Dp7rz88q5ZYruC0XUvWnmSmVKA4Wmb1RFfeBz26sbnBPSsj76e3UP/nfZYpCMYGVhhhyJVG1dgpRMub895OaHpD+cFYN7qzYxESjN6lCdq18U8zSnmBzxLprLhwjvkwsV7r1FsXrox97uA39/hDN3o5Ep/hCkrHo+6to3V8VlBhTuWn2MkvDZ50pl+c6fe5clziNEWY8jYBQejZSFuLg4cKmeFVGePvbhe1GoUaNGoapZenl5wcvLq8BtbGxs4OvrC19f3yLLwSg+Hwb/wplrVR/IXHpcbqAVSaRqFQLOl2tuZpInNgLQbmbAoj5cFbdXLMktkcry+I9z3gexKcZrqFNuuEXy4Dv1jm/Je6tL4O+PAMhN6Ny+uTdpmQwFlkDOz8oD5I0X4K7LqN0X8SZTxCenCp7q/tFCSjI1ya3UHQP4ENMS+zbjvYz5x6XISN6nyluZ878F3isM79uAUwy45EiKcuQqxNeoS99casmnkxpiNU9G6UEjZSG/3Anv3r1DZmYmzMzM0KJFi3xzLzCMG/kAUvgHlOrAmCORYvfFh6hkYwmJVAYZkfo3QZkMgADm+PCAz/NwL4EHZX5VNQH5YCSTEa8sKMrHnbeiq2H07otIzyl4tlF+MzIU13FNWpAbg0OxsBan6OWHqtLGzWpJyciBVEZIePdB8UtIy1KyYKhDdZphjkSK2LeZMDOVL+AsCu+yxUhVUKa4uBROYfx1YV+l/Sq2EZdGWZ21RLWdCjpXBqMsopGycOHChXzXPX78GKtWrYKlpSU2b96syWEYBkgef3cRBmtOIeB+8i5LDO6RXxg3gr7y5BdUMK2o3o+EtKwCTcr5SFC0g0DZ2sHVJRi9+yJv5VH31t513RnIiHh3EaA8FRZ4f53eKz3yaybLowAVFN0v3x8hVyrfR9zbDAxvW+990J7yOXMWGU5eVVKzxPJsiYVoj6KgeFwGw9jRWYBjo0aNsGPHDty8eRMbNmzQ1WEYpZCQm88R+Lv6lLSFQVUhKKr5VJ0Pv7RQ2DYpUCnS4gilap2QERCfmskfPy41M88AzF2PHIkUXfzPKA36qqLxs2GkMiSkZfHmfqDw8SMJaVkgfIhXUVWKPhyT1MYWEJFSH9KWMklqZDFUuIDYgVt+1rcojFKKTmdD2NrawtzcHD/99JMuD8MoZey6+BAyhcyEWokCL8QAyZnNVd/wC8rZUNKUzJuoZgdRHFgLmn7KDZa5Sq/7eV1JfHxAMYNLOYWmMO6AXIX4j/wam7kV8pKSKa9poqjMMRiKaOSGyA+JRILY2Fjs2rULOTk5Ois0xTAMSs5UW1YDu7R4fmraqrjTTfPsTsPrUBQ5jP6SF4HCKOuK7igGQx0aKQtc4qOCEAgEha4QyWAwSh+KroqSyL2QrxwskVCxKIziVFCwLIMBaOiGIKKPfiwsLDBv3jxtyctgMLRMYd48OT8/l2Sq9MEUCU1hyhijIDSyLCgmPlJEIBCgUqVKqFu3LkaOHAl7e3tNDsNgMHRIYd48UzJz0HvjuRLJQshgMEofGikLhw8f1pYcpQbF4LisrPyztgkE8trhWVmZZdo/qq4dZJJCpI+VlzFQv0zduoJ+VxQKsW+ZIBcy1UGxBI6rdllJHzefdTJBboF5F4qyb7XtWwyZikwxr2+B8hbhuGqX6bmvq1umzTLH7DlZsm2gOGYVNJW7OAhI23s0cJKSkpglhMFgMBgGTWJiIuzs7LS2vyJZFuLj44t9oPyyPTIYDAaDwSjdFMmy0KhRo2LVeRAIBHj48GGRf6cPZDIZXr9+DQCwtrYu1vkyGAwGg1HSEBHviqhatSpMTLQ3HbbIMQvG7rUwMTHRqumGwWAwGIySwtbWVif7LZKy4OHhoRMhGAwGg8FglF5YgCODwWAwGIwC0Vq658TERDx69AgZGRmoUKECmjZtik8++URbu2cwGAwGg6EnNFYWYmNj8e233+KPP/5QWi4QCNCrVy8sX74clStX1vQwZR4iYsGWDAaDwdALGrkhUlJS4OHhgeTkZLWBjwKBAPXq1cPx48dhY2OjkaBllYyMDERFRaFZs2b6FoVRimDKI4PByI+MjAytBzpqNK9iz549SEpKAhHB2dkZY8eOxdSpU/Hll1/CyckJRITnz58jKChIW/KWKTIyMtCtWzcEBwfrWxSGHsnOzsa5c+ewd+9eXLt2Da9evYJAIDD6mUmMwpGamgqxmJWWZveDnHv37mHp0qVITEzU6n41ckNcunQJAoEAX3/9NcaPH59n/ebNm7Fr1y78/PPPmDlzpiaHKnNkZGSgX79+6NChA9atW6dvcfROdnY2jh8/jri4OFSrVg19+vSBo6OjvsXSORkZGRg6dCisra2RkJAAADA3N8fq1avh6uqqZ+n0Q2ZmJnbu3IlHjx6hbdu2GDVqVJm1XD579gzjx4+Hj48P+vbtCysrK32LVOJkZWXhv//+g7Ozc5m3uN26dQvjxo0DEaFVq1YYM2aM1vatkWXh1atXMDMzw+jRo9Wu9/b2hqmpKWJjYzU5TJmDUxSaN2+OTZs2AQCk0rJbwCcjIwPDhg3D2bNncePGDWzbtg2LFi1CVFSUvkXTKWKxGN7e3hAKhQgMDMTVq1fx7bffom7dupg6dSqOHj1a5t4oMzMz4eHhgX/++QcVK1aEhYUFZLKyW17533//xevXr7Fp0yacO3euzPWH3NxcDBs2DMOHD8eVK1fKtMXt1q1bmDBhAubPn49p06bh6dOnALQ3dmikLJiYmEAqlebbQcvqRdOE7OxsfPnll6hfvz4CAgIAyAcNU1NTAPKb482bN/oUsUSRSCSYMWMG6tati+DgYBw7dgz79+/HgwcPcPToUX2Lp1NevXqF5ORkjBo1ip9Z1KNHDyxfvhz9+/fHmjVrcOLECQBl414jImzatAkNGzbEgQMH8N1332H8+PEoX748cnJy8mxbFmjbti0+++wzNGjQAMuWLcOpU6cgkUj49cbeDjKZDLm5uahZsya8vb1x8eLFMqkw3L59GxMmTICPjw8mTZoEOzs7/Pbbb0hNTeXHDk3RSFmoW7cuiAj+/v55FAaxWAw/Pz9IpVLUqVNHk8OUKc6dO4e4uDjUqVOHTzttYWEBqVSKpUuXYuTIkejatSvmzp2L33//Xc/S6p5Xr14hLS0NY8aMgaWlJWxtbdG6dWsMHjwYV69eRVpamtG+Wb579w5JSUnIzc0FAP4eq1OnDubOnYuBAwfCz88Ply9fLhMPSIFAgLi4OFSvXp1/AP7++++YO3cuhgwZgnnz5uH48eP8tsbeHkQECwsLpKSkYMyYMZgxYwZ8fX1x6tQpZGdnAwBvkjfWtnj8+DHevXuHhQsXom3btpgxYwbvHjfWc1bl+vXrGDNmDObNmwcvLy8AQKtWrWBjY4NHjx4BgFaekRrFLHzxxRd4+PAhTpw4gfPnz6Np06aoWLEiUlNTcf/+faSlpUEgEKBv374aC1pW8PT0RHx8PH755RdIJBJ89dVXqFixIsaOHQsAcHFxQadOnbBv3z7ef//ZZ5/pWWrdkZWVhUePHuWxpjRo0ACnT5+GiYmJVvOflyYaN24MOzs7HD58GO3atYOFhQVyc3NhZmYGe3t7TJ06FUlJSViyZAlCQkJQo0YNfYusM7g3yNzcXH4QuHTpEr7++mu0b98eTZs2xZ9//okLFy4gISEBc+bMKRO+6ypVqqB169a4f/8+5syZgzdv3mDFihWwtrZG165dsWXLFsyfP19rb5elDU6R7tChA6pWrYrc3FxMnz4dO3bsQJcuXcpEDMOVK1cwa9YsTJw4kV/WsGFD2NraIiwsDO3bt9fOM5I0QCQS0dChQ0koFFKjRo2UPkKhkIRCIQ0bNoxEIpEmhzF6pFIpERFlZ2fzywICAqhPnz60YsUKWrduHX399deUkpJCMpmMiIiuXr1KQqGQgoOD9SJzSfH8+XNyc3OjH3/8UWl5REQEtWzZkjIzM/UkmW7gri/XJ44cOUItWrSgTZs28dtIJBL+//Pnz5OrqytdvHixJMUsUbg2ISI6cOAAffbZZ/Tw4UPas2cPBQcHU25uLhHJ+4qPjw+5urrSuXPn9CVuibN27VoaMmQIEcnb6rvvvqMmTZqQm5sbDRs2jLKysvQsoW65cOEC//+dO3dozJgx1LhxY/6e4O4lY0Xx/iAi/n4IDQ2lfv360aNHj7RyHI3UDQsLCxw8eBDjxo2DtbU1iIj/2NjYYMKECThw4AAsLCw012qMlIyMDPj6+vIRzYGBgQCAWbNmYcCAAbh16xYuXLiAtm3b4pNPPuHNa66urqhbt67BVPMsLFKpFOnp6bwlwcnJCTt37kTv3r0BfDCnmpqaoly5cpBKpUo+2r/++ssg3RJZWVl4+PAhBAIBZDIZ/ybQtWtXuLm54fvvv+f7hpmZGe+S6N69O8zMzPD333/rTXZdkZubi7S0NMTFxfHLevfuDWdnZ/j6+uKnn37iXRJEBCcnJ8yYMQMCgQB3797Vn+A6RLFvc/dCt27dIJVKeUvu3LlzUb58eSQlJaFPnz6wtLTUl7haJScnBz/99BPCwsJw9epVPk7F3d2dtzC0atUKc+bMQevWrTF9+nRcvHiRv5cOHz6Mixcv6k1+XUBqLCecFalFixaIj4/HhQsX+G01ochuiMzMTKVpSlZWVli8eDEWLlyIyMhIpKeno0KFCqhbt67Rmr60BRfZ7eTkhAYNGuD169cICAjAlStXMG/ePHh7e4OIcOPGDXTq1In/nUAgQHp6OmxsbNCoUSM9noF2ycjIwIoVK/Ds2TPk5OSgZcuW8PPzQ+PGjSGVSpX60+vXr2FjYwMbGxv+Ztm0aRN+++03HDx4EFWqVNHXaRQZiUSCIUOGIDIyEocOHYKLiwtkMhkEAgEcHBwwe/ZsrF27FocOHUJ2djbmzJnDK+C5ubmoXbu20cUFZWRkYMmSJYiMjERCQgJ69uyJOXPmwN7eHgMGDEBwcDBiY2P5qYISiQTm5uaoV68emjdvjufPn+v5DLTH06dP8ejRI/Tt25dXjAQCAd/vHR0d8fz5cyQlJaF8+fIYMGAA6tevj3r16uG7776DiYkJRowYATMzrWX3L3EyMjIwYsQIAPLnZkJCAjp27IghQ4agZ8+eMDMz4/sApzBs3rwZM2bMQFBQEO7fv4+tW7ciLCxMz2eiOZGRkUhOToaLiwv/8qiqMBARGjZsiIkTJyIwMBCdO3dG06ZNNTtwUU0RLVq0oK+++oouXbpk9OYdXSKVSmnFihU0ZcoUEovFRESUk5NDV65cIVdXV+rRowdduXKFiIh344jFYsrNzeVNja6urhQdHa23c9AmGRkZ1KtXL/L29qa9e/fSvHnzqEmTJvTVV1+p3X779u3UuXNn/ntAQAA1adKE7t27V1Iia43s7Gzq2bMnubu7U9OmTemPP/4gIrk5kbvHnj59SrNmzSJnZ2eaNWsWPXjwgB49ekRbt24lFxcXevnypT5PQatkZGRQ7969ac6cOXTw4EHasGEDOTs7K/WFPXv2UIsWLahjx455zKxeXl60evXqkhZbJyQkJFDr1q2pa9euFBERwfcHzvScm5tLWVlZNHbsWDp79ix5eHjQqFGjKCUlhYiIvvnmGxo9enQeU7UhIRKJ6Msvv6TZs2fT27dvKSkpiX7//Xfq2LEj9ejRg/bv389vq+iiu3PnDk2aNImEQiE5Ozsb5LNBlZiYGGrevDl9+eWXdP36df665nd9Hz16RAMGDKBZs2bRq1evNDp2kZUFxfiEDh060OrVq43iIuiDsWPH0sqVK/Msj4qKos6dO1P37t35gSMhIYHWrVtH3t7eNG3aNGrfvj09ePCgpEXWCTKZjPz9/cnb25tXnNLT08nPz4/atWtHT58+zfObY8eOUc+ePYmI6LvvvqNmzZrR/fv3S1RubfHXX39Ru3bt6Mcff6TRo0dTkyZN1CoM8fHxdOjQIeratSu1atWKunXrRn369KF///1Xn+Jrnc2bN9PEiRMpJyeHiOQDwMGDB6lx48Z07do1frsjR45Qz549qWnTprR161bav38/+fn50eeff662zxgiL168oI4dO5KLiwu5urrSqVOn8igMREQLFiwgoVBIY8eO5RUFDnXbGxKPHz+m/v3751EK//vvPxo+fDh16dKF9u3bxy9XVBgWLFhArVu3pmfPnpWYvLrk/v371LZtW/r8889p4MCBdPPmzY8qDNu3b6fPP/+cVq5cSe/evSv2sYscs1CxYkU+LiElJQXBwcEYOnQo+vTpg127din5FxnqISKIxWJYWlri9evXEIvFvD9JJpOhTp06OHz4MLKzs7Fz507e9ZORkQGRSITatWvjyJEjRjMLQiAQIDIyEpUrV4a5uTkAwNbWFh4eHnj79i1evnyZ5zfVq1dHWloaFi5ciH379uHo0aOam9n0hEQigampKTp16oRZs2ahadOmmDx5Mq5fv86bnWUyGT799FOMGTMGZ8+exdatW7Ft2zYcOnQITZo00fcpaJVnz56hfPnyvK/dzMwMbdq0gZmZGVJSUvjtRo4cCT8/PwwbNgzHjx9HSEgInj59iiNHjqB+/fr6El+r/P3336hZsybOnz8PS0tLbNiwAT/88APvpuIS7vTs2RNTpkzBhg0b8lT7NTEx4bc3RDIzM/Hff/8hPT0dgPz5KZVK0aBBA6xduxaffvopQkJC8OOPPwIA727ZtGkTzp49i0OHDqFevXp6k1+b/PXXX6hbty6OHj2K169fw9/fH7du3eJdEaQQl8DFt0yfPh1t2rTBw4cPUb58+eIfvKjahVQqpZs3b9KaNWuoa9eu/KwHzuLQuHFjGjlyJIWGhlJaWlqxtZiywP79+6lx48a8u4F7A+D+/vHHH9SkSRPatWuX3mTUNVKplEQiEfXr14+mTZtGUqmUZDIZyWQySklJoXbt2tEPP/xARMqa88OHD3nz4sOHD/Ulvtb49ddf+f9v3rxJw4YNU7IwSCQSg30zLCwymYykUilNnTqVhg0bRpmZmfy9kJubS926daO9e/cSEeWZYZWYmEgikcjoZsdcvHiRpkyZQkRy66K7uzt16tRJySVB9OE+Mkbi4+Opd+/etHLlSkpNTeWXK7ro3NzcaNKkSXwbxMTE0PTp0+mff/7Ri8y6IjQ0lHx8fIiI6M8//6T27duTh4cH3bhxQ62FgZsZQaS5hUmjqZNExPtNBw4cmEdxaNasGc2aNYvOnz+v6WGMCu5iZWdn0/jx46l9+/b0/PlzIlK+oDk5ObRw4UKaOHEiZWRkfNTcZMgEBwcrmRKJiF6/fk0uLi70888/E1HeKVAHDx7U2rQgfaF4TRWvqzqFgUjeTpxyaawEBwfTgQMHlJa9e/eOOnXqRMeOHSMi5XvAGO8HjtjYWLp16xb//fXr10oKg+JgQGS8bbFq1Spq1qwZnTlzhndVEn0YDC9fvkxCoZAuXbpERPJ2MDbFkUiuGCm64v755x+1CoMi6hSG4qCxsqBIbGwsBQUF0fjx46lZs2a84tC4cWNtHsaouH79OvXp04dcXV0pMjKSiJRv+O+++448PDyU/HBlhYSEBGratGkeZfPYsWNGE6+hSn4Kw927d2nPnj3UvHlzo/HHq1LQQJecnEyff/45nTx5Umn58ePH6ezZs7oWTa9wD3juGaCoMISHh/Pb+fn50ePHj/Uhos5QHNzGjx9PHTp0oEuXLvEKA6dkp6amUvfu3SkoKEhPkuqe/F4WFRWG69ev88s3bdpEb9++1drxtZr6rkaNGhg/fjzWrFmDefPmwc7OjnN1aPMwRkXbtm0xb948lC9fHqNGjcL169eV8gakp6ejbt26Bpk7QFNEIhHMzMxQuXJlfllAQABWrFhhcHPHSSEmpSAEAgE/Z9zFxQVfffUVPv/8cwwbNgzbt29HcHCw0fjjVSnIpy6VSmFhYYFKlSrxyzZv3ozly5dDKBSWgHT6g8sTYGZmhtzcXFSpUgWhoaEwMzPD5s2bcfr0aUyePBmnTp0yGt88h4mJCX/v+Pr6wtHREd988w3Onz/P55UQCASwtbXFJ598gooVK+pZYt3B3R+q90nz5s2xc+dOJCQkYMOGDbh16xamTJmCY8eOaRajoILWJt4+fvwY58+fx/nz5/lqV9xFrlChgrYOY1SIxWJYWFjAzc0NFSpUwNatWzF58mT0798fdnZ2SE9PR0REBI4dO1ZmEluRwpxhLvCPy+uxadMmHDhwAN9//71BPRSzs7OxcuVKjBkzBp999lmeedFcDons7GyUK1cOZmZmfGImFxcXVKtWDeXLl8exY8eMVlH4GAKBAKampkrBawcPHjS4vqApnMJQtWpVhIeHw9PTEwsXLoRQKMTly5dhZmaWJyeJocMF7tWqVQvr1q3DqlWrsGjRIowcORIDBgxA5cqVERoairi4OLRp00bf4pYI3NjKPUdatGiBPXv2wNvbG2PHjkWDBg1w9epVmJqaKiV50wSNlIU7d+7g119/xa+//srPguBOwszMDG5ubhg4cCC6dOmisaDGBvem9PLlS2zfvh3Lly/Hjh07cPToUVy7dg1PnjxBrVq1cOzYMaN/cwLA1zxQHEgrV67Mlzj/7bffsH//fhw7dszgZj388ssv+OGHHxAbG4tly5ahYcOG/Hly5x0XFwdfX1/MmjULzZo142/uTZs24eeff8aJEyfKjKLAtYlYLIaZmRlMTExgZmaGnJwcpKSkICgoyGD7QlHh+klaWhr/0sUpTBUrVkT16tVRtWpVBAcH84qEoSZfyk/J4Za/efMGycnJ2LVrF1avXo0LFy7gwIEDaNiwITIyMhAYGIiaNWvqQfKSg+sPEokEFhYWSs/LJk2awM7ODjVq1NBNfyiq3+LSpUu0dOlS6tChQ546EFwtiCNHjmjVV2KoqAYfcXB+uLi4OHJzc8uTeCgrK4skEonRRTfn55Pm2ik6OpqGDRtG6enpRET05s0bPp7D0JOqBAUFUZcuXWjEiBH05MkTIvrgg46JiaFOnTrRsmXLlH4THR1NU6ZMMbqI7oJQ7AtTp06l6OhokslkJBKJaOzYseTs7EwtW7Y06L6girrnBDcriIjo7Nmz1KtXrzz5E8aNG0c9e/bk/feGHNek+GzYtm0bnxeBa5vY2Fhq1aoVPxuGSN5H/vjjD/rnn38oKSmpZAUuQbi4DK6NfvjhB+rXr59SLSEiopEjR9IXX3yhs/5Q7KRMigpCjx49aOvWrUaVRU5TFB8Ax44do4CAAPrtt9/4Zdy0wBUrVuQJXDHGiGbViFzVB2RsbCx169aNvvrqK6Xz37JlC7Vt29ZgZz0oRm7v3buX3NzclBSGd+/eUe/evWnRokV5rrtUKqWMjIwSlbckULz26gbK2NhY6ty5My1YsECpTQICAqhRo0ZGFcTHnV9WVhZ9++23eZ6hv/zyC7Vp04YOHjyotDwyMpLGjBljFIqCYh84evQo9ejRQ2kmw6tXr6hDhw60fPlyJSXKGPnYdTx//jy5uLjkCeR8/Pgx9erVS6f9QUBUtOhDrhZBxYoV0adPHwwcOBAtW7bUjpnDCJkxYwZu374NExMTpKamYvr06Zg4cSJMTU1x8uRJjBgxwmhLLHMomhe3bduGp0+fIisrCyNHjoSbmxtSU1PRsWNHDB06FN9++62SPz8qKgq2traoVq2avsQvNqQmZ/vevXsRHByM6tWrw9fXF/Xr18fly5fRqVMno+8HgHJfCAoKwosXL9C0aVP06tULFSpUQHp6OoYMGYJ27dphxYoVSrnvpVIpUlNTDaruR0FwJmKZTIaHDx9iyJAhGDRoEGbMmAFHR0c8e/YMQ4YMweLFizFs2DD+d6r9ypBdD4oEBwfj/v37qF69OubMmcO7obZu3QqRSIQFCxYYbGKpwsDdG5mZmdiwYQNSUlJQo0YNDBkyBHXq1MGzZ88wcOBA+Pr66qU/FFlZmDVrFgYOHAg3Nzc+2x7jA4oPw0uXLmHXrl3YsmUL3r59ix9//BGBgYEYN24c5s+fbxQ3eFGYOXMmIiMj0aNHD0RFRcHDwwPu7u4AgBMnTsDT05MfMNUNtIbKokWLkJubiw0bNgBQVhhWrVqFevXqGdX5FoYZM2bgr7/+Qvny5REdHQ0PDw94e3vj008/xfnz59G7d2+jCtJThXtOcFVnra2tcf78ebx58wY9evTAkiVL4ODggHv37qF58+b6FlfnxMTEYODAgRAIBOjevTvWrVvHr8vIyICtra0epdM93P2fmZmJ/v3780Xynjx5AkdHR8yZMwfdunXDn3/+iVatWhW4D10KydABISEhtG7dOtq9eze/LDU1lTZv3kyNGjWi9evXl6kMl+Hh4dSvXz9KTExUWq5qUjQ2E2Nqaip98803JBQKydfXl1++Z88e6ty5Mw0fPpw3qxtzYTbFc/vrr79oxIgRlJycTElJSXT8+HFq3LgxzZkzh+Lj4/ntjK0vqJKVlUU9e/ak2bNn0/Xr1+nGjRvk7+9Pzs7ONGnSJEpISNC3iDpD3bW9f/8+9e7dm4RCIZ98i8i47wuiD24YqVRKx44do/nz5xORvH88ffqU3N3dqUOHDnThwgW93hNl69VWh5CCVnfx4kV89913qFixIl9WlYhQsWJFjB8/HgCwa9cumJiYwMvLq0xMLU1ISICFhQV/rlx7CQQCREdH4/r16/jyyy8N3hSvOk2pYsWKmDVrFipUqICgoCAQEb799lt4eXkBkJteV69ejcWLFxtNrQ91cG2yfft2ZGVloW3btqhatSoAYOjQoRAIBPj2229hamqKmTNnom7dukZvafnhhx+Qk5ODb775Bvb29gDkEe1CoRC+vr5Ys2YNFixYAEdHRz1Lql0Ura8ZGRmwsLCAQCBA06ZN8b///Q/z5s3DgQMHYGVlhUGDBvG1LQz92ZAf3LTpnTt34uXLl2jXrh0AwMLCAvXr18eJEyfw5ZdfIiAgAEKhENWrV9eLJdI4W7+EUb1w7u7u8PLyQlpaGvbt24fHjx/z6ytWrIgJEyZgxowZCAwMxKFDh4w6aRVX6EYkEuHdu3d4/fo1APn8YC5B0Y8//oiQkBC+UIyhIpFI+AdaYmIiv9zBwQFjx47F+PHjcezYMfj6+gIAvLy8MG7cOPz777/47rvvlAqKGSN3797FqVOn8MMPP0AkEgH40D++/PJL+Pr64scff8TOnTvx/PlzfYqqE1QTchER3r17p9RXbG1t0b17d3h6euKXX37Bli1bjKo4n6KisG7dOsyZMwejR4/G8ePHkZqaimbNmmH9+vWQyWTYtWsXIiIiAHwohmWsXL16FYGBgbhy5QpycnIAyJUIsViMKlWqYOfOnYiMjERYWBiAghOY6QqmLGgB7sItWrQI8+bNAwBMnjwZ3t7eEAgE8PX1xZMnT/jtK1SogNGjR8PHxwd9+vQxqjco7uHPwT0Y+vbti8TERGzfvp2/GbiBtU6dOsjKysrzW0MgJycHp06dAgA+hmfhwoX4+uuvla75p59+ivHjx2PcuHE4duwY/P39AQATJkzAV199haVLl/JvWMaCquLj7OyM6dOno3Llyjh06BD++usvPmkMIFcYVq5cidOnT+PAgQNKmUwNHSKCiYkJxGIxv6xq1arIycnBpUuXlBRlW1tbuLm5oVq1avjll1/g5+enD5G1DhHxzwNvb29cuHAB7u7usLS0xI4dO7Bjxw6kpqaiRYsWvMKwb98+HD9+HACMyrKgem/06NED/v7+/Dlfv34dgNy6IJVKUaNGDdSvX1+/iqNenB9GiKJveuXKlfzyPXv2kJubm5JvmsPYfLKKU6DOnz9PBw4coFOnTtF///1HRPLCT5999hktWbJEyTft5+dHY8eONbjCL+np6dSvXz9ydnZWmtq2Y8cOEgqFNHfu3DzXPDo6mgYNGkRCoZAWLVpU0iKXGKrTI7OysvjvZ8+epT59+lDHjh3pr7/+IiJlv3R4eDg/z96YEIlENHz4cJowYQK/bPXq1dS0aVM6evQon1+EiOjKlSu0du1a+uWXX0goFNLRo0f1IbJOCAgIoF69evHnGxQURI0aNaJ27drR2rVr+cqSd+/eJRcXF/Lw8DCq+C5uWmNubi6lpaXR69ev+XXh4eHUpk0bGjlypFIBOYlEQj179iQ/P78Sl5eDxSwUk4/5pmUy2Ud908b0FimTyfi3hlmzZuG///6DRCJBZmYmAMDPzw+DBw8GAGzYsAH37t1DzZo1YWtriwsXLiA4OBjW1tZ6k7+oZGVloUOHDmjbti2sra0RFBQEqVSKCRMmYNq0abCxscHatWshk8kwffp0Pguno6Mj2rVrh3LlyuHKlStISkpCtWrVjKovKJqat2zZgocPHwIAunTpghEjRuCLL76ATCbD7t27MWfOHGzZsgUtW7bk76lBgwbpUXrdIRKJUK9ePZw/f54/7yVLliAlJQV+fn5ITk5Gly5dUL16dRw7dgyOjo5o2bIl6tSpg+joaH2LX2RycnLw6NEjNG3aVGnm3L///ouOHTvC1tYWu3fvxv79+7Fr1y6Ehobi4MGDEAgEmDx5MurXr4/Tp09DJBJptcaBPpFKpTAzM0NGRga++eYbREdHQyQSwcnJCatWreL7/tq1a7FgwQKMHTsWlpaW+PPPP2FiYoL58+frT3i9qSkGjGKiHdWI5fj4ePLz8yOhUEgrVqzgl+/fv5+Pcja2zIyKrF27lgYOHEiRkZGUkZFBz549ozFjxpBQKKTHjx+TTCajf/75h2bMmEFeXl60dOlSg6yimJSURP7+/kQk7wMeHh7k5uamVGY7KCiIhEIhzZ49m0/CRETk6+tLZ86cUXqTNBYUrWXe3t7Ut29f2rBhA599UXF20OnTp6lfv37k7u6uVIbZWFAXxf/mzRvy9/enli1b0ty5c4lI/jz59ttvSSgUkrOzM7Vv35769evHP2fGjBmj1G6GQE5ODnXs2JFcXFzoypUr/Nt0Tk4ODRkyhH7++We6dOkSubu704ULF4hIbp11d3enjh07krOzM7Vp08ao7hHu3sjMzKRevXrR1KlT6fDhw+Tv70+9e/emzp07082bN4lIfm+0aNGCWrRoQV999RWFh4fz1jp9JeBiykIhyc7OpoiICKVlCxYsoHHjxuUxNb969YrWrl1LQqFQyWx06NAhioqKKglx9cLr169pwIABFBoayi+Lj48nV1dX+vbbb4nog3nakDPPqXMfxcbG0uDBg/NVGCZMmECHDh2idevWUadOnZTcMMaC4uC4YcMG6tu3L29i/d///kdNmjShpk2b0tatW/ntzp49S506daIvvviCcnJyjM41JxKJ8tzzigqDj48Pv/zcuXO0f/9+Cg0N5V1y69evp86dO1N0dHRJiq0x6enp5OrqSkKhkLp27Uq///47f69zCsDKlStp4sSJlJGRQbm5uZSdnU3jxo2jNWvW0KpVq5QUbGNBJpPRmjVraMqUKUovjbt37yahUKiU5Tc8PJzatm1LXl5evBKhzwyWTFkoBMw3XTBc533+/Dk1adKEQkJCiEieklax5kFKSgqtWbOGEhISeKXBGAYH7lzi4uJ4hUExh/3x48fJ1dWV2rRpQ927d6cHDx7oS1Sto6pEc20xevRo2rx5MxHJH4QuLi4UEhJCM2bMIKFQyLdPSkoKnT9/3uAGw8KQm5tLgwcPphEjRuRJV/7mzRtavXo1CYVCWrBggdI6iURC06ZNo4EDB1LHjh0Nrr9wSmNQUBBNnjyZBg8eTC4uLnTp0iWll4Vhw4aRh4cH/7vU1FRavny5UaY4V2TChAk0d+5c/tl3/vx5+vzzz+n48eNEJH+Ocnz//ffk4uJCY8eOpatXr+pFXg6mLHyEzMxMatasGXl5edHQoUOpS5cutH//fn79wYMHeVOzqsLg7+9PI0aMIFdXV0pMTDSKgVEikVBycjL9+uuvdOnSJXr27JmSqbBPnz7k7e1Nr1+/Jjc3N1q6dCn/8Ni9ezf169dPX6LrFFWFwd3dnVeaiOQPgGfPnlFycrK+RNQ6+SnRiYmJNGjQILpw4QL98ssv1LlzZ97UfPv2bb6mTNu2bWno0KF5CuIYMqr3+MmTJ6l58+bk7e2dR2FIT0+n/v37k1AopDFjxvDLHzx4QL6+vnT48GGDVqJu3rxJnTt3plOnTtG3335Ln3/+uZLCwL1Nb9myhWJjY2nTpk3Uv39/oyhC+PLlSzpz5gxt3bqVrl69ygf4ikQiGjx4ME2aNImIiH766Sdydnbmk1C9ePGCunbtmsfCIBQKaerUqXq9V5iy8BGYb/oDGRkZ9PXXX9OQIUPos88+o5YtW5JQKKTJkyfTuXPniEheCOazzz6jxo0b06pVq5R+7+vrS3PmzCGRSGQUipMq3EMwJiaG+vbtSx4eHvTu3Ts9S6Ub1CnRisVtuEHu66+/5q85x5gxY2jfvn00e/Zsg3trVserV68oLi6O/65aEO7s2bPUpEkTtQrDggULaMaMGTRnzhyjyFSoel+vXLmSvvjiC0pISKCvvvqK2rRpQ5cuXSIioqioKFq4cCE1atSIOnbsSK6urvTw4UN9iK1Vbt++Td26daOePXtS06ZNaeLEifTmzRt+fWhoKAmFQlqyZAm1bt2ajhw5wq+7desW9e/fn+Lj45Xa8ocffqDIyMgSPQ9VmLJQAMw3/YH09HTq1asXzZgxgyIiIiglJYViY2Pp6NGj1LNnT+rYsSP98MMPJJPJaPXq1dS6dWuaOXMmxcfH04MHD2jDhg3k7OxslH5IRTi/7KNHj0goFNKVK1f0LJFuKIwS/e7dO+rWrRt5e3vzy16/fk3Tp0+njIwMoxgcHz58SEKhkEaPHk1Lliyh169f829/is8PdQpDbm4uzZ8/n65du8Zva4gxPBKJRGn6H9EHxfnmzZvUt29fOn/+POXm5tK0adOUFIaUlBS6desWhYeHU2xsbInLrm3+/PNPat68OW3dupWPVVFtG05x+uyzz+irr77il2dnZ5OXlxdNnDiRvzdK0z1S5EJSZRluSlh8fDxmzZqFlJQUjBkzBpMmTQIAhIaGIiAgAGKxGBUrVsSWLVuMIoVvRkYG+vbtyydLMTc3V0rBevPmTWzbtg0vX77E+vXr0bRpUxw7dgyHDx9GSkoKPv30U1hYWGD9+vUG1x70kbSq3HqZTManrwaA+Ph4eHl5wd/f3+gKAalrk7i4OMyePRspKSkYP348n9Z85cqViIiIwNq1a/HZZ5/h7Nmz+P3337Fv3z7Y2NjoQXrtcvbsWcybNw89e/ZEfHw8Xrx4ge7du8PDwwNt27bNs+3XX3+Nhg0bom3btnj06BHevXuHsLAwmJiYGGQxsczMTIwfPx7ly5eHm5sbRo4cCYFAoFQkb9y4cZBIJDh69CgAeUG5mzdvYuPGjejcubO+RNc6sbGxmDZtGvr3748pU6aoTVGdk5MDKysrxMTEYPPmzTh79ix69uyJcuXKIT4+Hm/fvkV4eDjMzc1LX4prfWoqhkhZ802np6dT7969ld4OORTfnP744w9yd3enqVOnkkQioZycHEpNTaWff/6Z7t+/T0lJSSUpttZRTDKk+F0xGOvatWv0888/U0xMDG3atIlcXV2NuhgQh7oAT87CEB0dTVOnTiWhUEhubm7k4uJiFK4HDpFIRFOmTCEfHx969+4dBQQE0OjRo0koFNL8+fPpxIkTRPThXrl8+TK5u7tT9+7daeLEifysoNL0BlkUOItqx44dqXHjxjRy5Ehav3690v1+7949ateuHX3//fdEJG+zOXPmkFAopGvXrulLdK3BXdsff/yRxowZQ0lJSSSTyXgrUUpKCoWHh9OkSZOod+/eNGnSJN7iHBoaSiNGjKAZM2bQunXr+N+URgsTsywUA87CEBsbC29vb1hYWODAgQNGWRDqu+++Q2BgIHx8fDBy5EiUL19e6Q1I8f8jR45g1apVOH36NBo2bKhPsTUiKysLoaGhSE5ORsWKFdGvXz9Ur16dXy+RSGBubo64uDiMHz8efn5+aNCgAfr27YvXr1+jRo0aMDExMRrLUmFQtbq9ffsWM2fOxODBg5GTk4MLFy5AJBKhdevWRlUYiYiwZcsWnDt3DidOnEDFihWRlJSE+Ph4TJ06Fe/evUOLFi3wxRdfoFevXnBwcEBmZiZEIhEqV64MgUCA3Nxcgy5X7+fnh19++QU9evRAdHQ03rx5g2fPnmH06NFwdXVF69atMX78eNSsWRNr166FQCCASCTC8uXLMXXqVDg5Oen7FLTCtm3bcOzYMZw5cwaVK1cGEeHx48fw9fXFv//+Czs7O1StWhXR0dEwNTXFyZMnYW9vD7FYDAsLC34/iknNShNMWSgm3A3++PFjDBo0CHv37kXHjh31LZZOmDlzJi5evIhp06Zh1KhR/I2gqDAQEeLj49GvXz+sXr0a/fr107PUxSMjIwOenp6ws7NDWloasrOzkZycDB8fH/Tq1YuvDhgTE4Px48fD1dUVK1asgImJCV68eIGYmBiYmJigfv36/LZlBVUl2szMDMHBwbC1tdW3aDqBuwfS09N518OiRYsAADdu3MDEiRMxb948/PHHH4iKioJEIsEXX3yBkSNHonbt2gDyZoI1JBQHtW+++QYPHjxAnz590KlTJ1y9ehUnT55EQkICxo4di4yMDBw7dgzBwcFo3bq1niXXDcePH8eaNWswYsQIODk54cGDB/jhhx9Qvnx59O3bF3PmzAER4caNG1i0aBHmz5+PL7/80nCURb3YMwwQztSkmhQjLi6O+vTpQ//884++RNMZiqawadOmUePGjWnbtm381CbVAFCpVErNmzdXSspkSEgkEpo8eTLNmDGDRCIRicViev78OS1ZsoSv+cFF+Xfp0oW+/vprpX7BKDsBnhycC2bdunV8zoBz586RUChUyrp4+fJlmjdvHg0bNsyo+oqie27x4sXk7u7O59CIjo6mkJAQ6tSpEw0YMICEQiHNnDnTqOo8qDJ37lz67LPP+OnBy5Yt4xMqcaSnp9Pnn39Ohw4d0pOUxYMpCyqo3shl3TddWIVBJpPRjRs3qFevXgaZvplIHqX8xRdf0K+//ppn3ZYtW0goFJKvry+9fv2aHj16ZJTTP4tKWVSi1XH79m36/PPPaeHChdS4cWPas2cPEeV9nhijcqmoMCxdupQ6depEe/bs4QtCJSQkUHBwMA0bNoy6du1qNFPJFVFsg99++41+//13vkia6jb379+noUOHGlyKcwOwfeiO7OxsXLx4EUlJSahbty5atGiBSpUq8es585Cqb3rhwoVKvunAwECjNTmbmZnx7bBjxw5Mnz4d27dvBwCMHDlSySVx4cIFVKlSBVWqVNGz1MUnIyMDsbGxeZbPnj0bALBjxw7UqlUL48eP52dAlEU4E3RWVhZsbGxgYmKCP/74AxkZGfjss8/w/fffIy0tzWjvC1Vat26NPn364Pvvv4ePjw9fQE7VxSAQCPhy1YYG5TNbw9TUlI/jWbVqFb755hsEBweDiODp6Ql7e3uMHDkSo0aNQlJSklG6pUxNTfl7omvXrkrrOFeTqakpxGIxtmzZAltbW7Rq1UpP0hYT/eoq+oOL8vfw8CAXFxdyd3enrl270p07d5S2i46Opq5du9KyZcv4t4GoqCi6fPkyXb161WgtCqooJtWZMmVKHgvDpk2byNnZOU/SGUNCLBbTl19+ScOGDeNNpapvzMuWLSNnZ2eKiYnRl5g6RywW82+F6uCsTbGxsdS9e3e6ffs2paamKtUCMLa01gXBPRfCw8OpXbt2fA4BY7IeEFG+c/+5N2bFzItLly6lLl260N69eyklJYVfbsjWOEXZ1Z2HqtWI+ysWiyk9PZ0ePXpEkydPpr59+xrkLJgyqSyIxWKaMGECzZo1i969e0fZ2dn0+++/08SJE8nZ2ZnCw8MpOzubcnJyyqRvOr+HgeIAwrkk9u7dS/7+/tS0aVO6f/9+icqpTbhzvHPnDjk7O9PSpUv5dYoKQ1RUFPXs2ZMvhmTIDz91ZGVl0ahRo2jt2rV5kskoEhMTU+aVaO7aK6ZkHjJkCI0ePVpfImmdzMxMCggIoAULFtCCBQvo2bNnRER5kkjFxsZSs2bN+LTeRETffvstnwrcGJ6b3AsTN9Cr3vvcd8VMi8HBweTi4kI9evSgIUOGKE2XLY3TIwuiTCoL0dHR1LNnT6X821KplKKjo2nMmDHk4uLCpy/+559/jG5AUCQrK4vOnj1LQUFBdOnSpTx52VXfIv/44w9+3cyZM0koFNLnn39O//77b0mKrTGZmZn0yy+/5PGfZmRk0Pbt20koFNLq1av55Yp9YMiQIXxxLGODC85zdXWlgIAApbdCjqysLOrSpQstWrTIaJXohIQEtefOwZ33zz//TO3atePrwnDWhR9++KFE5NQl6enp1KdPH5owYQKNHDmSunTpQp9//jmfkpm75tHR0dSjRw++Doyi/3716tVGUWn3wYMHtGjRIho9ejR5eXnxFlTuRYLrDz/99BMJhUJ68OABSaVSun79Oi1btowCAgLol19+0XuZaU0ok8rCw4cPqUWLFnkSphARbdy4kYRCIbVs2ZJ/Uza2ByFHcVwxMplM6WGwZMkSg3M9SCQSGjFiBAmFQgoNDeWLvHAkJCSQv78/H82sWgVv9uzZtH37diIyPstCYGAgTZgwgXx8fPgiP+oGzfv37xvduXM8fvyYOnXqRP7+/gUqDOfOnSMXFxe+CBCRvIhWo0aN+FTYhopEIqGZM2fSrFmzSCQSkUQioX/++Yf69etHw4YN4+u7iEQi6tKlCy1cuFCpPxjiYJgff/75J7Vu3ZqWLFlCM2fOpF69elHr1q3pv//+IyLlGiDt2rWjo0ePFrg/1QRvhkKZVBbS09Opa9euNGbMmDwPgxMnTtDhw4dp3rx51K9fP6MtBKSJK4bI8B8Gnp6e1K1bN2ratCkdOXJErcKwbds2atGiBY0ePZrCwsLo5s2btGHDBmrVqpVSGVljYu3atXwBMK6ctKLCYKwKAtGHc+OyErZt2zZfZSkhIYFatWpFhw8f5pdxLxW///67wd8fiYmJNGDAAPrll1+Ulm/cuJE6deqkVBjp5cuXRtsvXr9+TV9++SXvdiQiunv3LvXo0YO8vb1JIpFQbm4uvX37llq1apVnOqQxtUuZUBYkEgmlpKRQSkoK/5Z49uxZcnZ2pmnTptGjR48oIyODnj9/Tu3ataMTJ07Q3bt3ycPDw+DM64WlLLtinj17Rh06dKCbN2/SsmXL8lUY0tPT6fr16zRw4EDq2LEjde3alQYPHmzUgXtHjhyhiIgI/vusWbPyKAzGamnjWLx4MS1fvpwWLVpUoHXlY+WjDVlhiI6OJmdnZ74iIncuV69epTZt2vCxC8beF548eULu7u55rK3ffPMN9enTRynw21hS/OeH0U+dzMjIwJw5c5CamorY2Fi0bNkSo0aNwhdffAGRSAR/f3+MHj0an3zyCV69egUPDw8MGTIEAJCUlIS7d++iSZMmej4L7ZORkYHExES8efMGAPjpXI6OjnB2dsatW7ewZMkSODo6onnz5kY1TZCIULVqVdSsWRNz5sxBTk4O1q5dCyLC4MGDUa5cOQCAra0t2rVrhxMnTiAhIQEAUKFCBVSsWFGf4usEej8tbujQoRCJRPx02YCAAMyePRs7duwAAP5eAYAnT56gTp06sLS01KfoWkcsFsPJyQleXl5IT0/Pc+5cW30sbbVBZOXLhypVqqBq1aqwtrYG8OFcRCIRsrKyYG5uDiDv1FBjIysriy/wBHxI9d66dWtcu3YNaWlp+OSTTyAQCFC1alU9S6tbDLc3F4KsrCx4enqibt26mDlzJp4+fYqLFy9i8uTJWLBgAUaNGoU2bdrg1KlT/M3fv39//rdCoRB169bV81noBkdHR1SpUgWnT59G165d+QEAAGrVqoWlS5fi7t27WLx4MY4cOWJUdS/q16+P2bNn8/UeFixYAECe4x4APDw8+IckAJibmxtVPQNA3r+vXbuG9u3bw9bWlp//b2Zmxg8M+SkMU6dOxc6dOxEeHo7Tp08blbJARGjRogUaN24MQJ7vX52yZMhpmj+GVCqFtbU1wsPD+ZwIpJBjwcrKKs+537lzB7Vr10a1atVKXF5d4uTkhAYNGvCKAKckZWVlQSKRwNLS0mj7QR70Z9TQPYGBgTR8+HAlU9mzZ89o1apV1KhRI/rf//6X5zfx8fEUFxdH27Zto06dOlFcXFxJiqwzyqorJisri06ePEk7duyg8+fPK2WXVDQTJycn04IFC6hJkyYUHBxMmZmZRET03Xff0cWLF0tabJ3ysQBPRRSDsWbNmkVNmjShwYMHk7OzM929e7ckxNUp6ubO5+bm8kF9HIruGG5KqUwmo5s3byqZog0RdTOD1KVyJ5LP9ujSpYvStuvXr6cOHToYhRle8by5vq/u+gYFBVGnTp3ypK7+8ccfCwyKNWSM2rLw5s0bSKVSSCQSmJqawszMDPXq1cP06dNRvnx57Nq1C7a2tpg2bRqkUimuXbsGPz8/iEQiEBF27typVG3QUCmrrpiMjAx8+eWXsLCwgEwmw/Pnz9GoUSMMGjQIY8eOhZmZGW9WrFq1qpKFoVy5cnj58iV2796NEydO6PlMtIuZmRnEYjFq1qyJlStXQiKRwMPDg3e/KKKYnS8gIABubm6IjY3FsWPH0KhRIz1Irz0ePnyIR48eoVevXkrWFVNTU75AkjrriqmpKUaMGAEfHx/k5OQgJCREz2dSfHJzc+Hl5YW//voLq1atQr9+/VCuXLk8Lkfu7VkqlUIsFkMmkwEAAgICEBwcjEOHDhm8GV61P3B9QF1FyKysLCU3DQCMGTMGWVlZ6NmzZ4nLXhIYtbJgZWWF+Ph43lzEPfQ++eQTjB07FtnZ2diyZQuEQiG6du2K1q1bY+jQoXB0dMRnn31mFIpCWXXFSCQSTJs2DY0aNYKvry8qVKiAW7duYc+ePdi4cSMSExOxYMECmJub8wNCtWrVsGDBAlhaWuKbb75BuXLlcPLkSaMrM/38+XO8evUKmzZtwpkzZ5TcL+oUBs70umvXLrx58wZhYWEGXYIckL9IeHl54c2bN5DJZPkOkorpzgMCAuDj44OdO3fi2LFjqFSpEk6ePGnQsTxFURwB+cApEolgbm6OnTt3Yu/evTh69CiaNm1awpJrl/z6gyqc0iSTyXjFgYgwdepUvH79GqdPn4aJiUm+qbENGv0aNnRLdHQ0tW/fnqZNm8YvUzQtRkZG0ujRo2nChAlGWwmtrLpiEhISqG/fvnT16lWl5c+fP6dly5aRUCikdevW8csV+8XatWvp888/N9iCWB/j6dOnNGDAAIqLi6PXr18ruV/yc0mEh4eTUCg06CydiqSnp1PPnj3Jw8ODmjRponY2jCKKpuimTZvSiBEj+D5jyLMeCjsziOPvv/8md3d38vLyombNmtG9e/dKWGLdUNT+sGfPHnJ3d6f09HSaOnUq9ezZ02AzMxYWo7EsZGdn46effkJCQgIaNGiA+vXro06dOhg7diz27duHVatWYdmyZUpvCnXr1kXPnj2xZcsW5OTkoHz58vo+Da1TFl0xRIS3b9/i2bNnvHbPXXMnJydMmTIFAoEAwcHBsLOzw/jx4/mgvnXr1uHYsWMICQlB/fr19XkaOqOoAZ4A0KNHD7Rs2RK1a9cuWWF1xIMHDyCVSrFhwwbs2bPno9YVCwsL5Obm8u126NAhpWeJoUKFnBnEIRQKkZ6ejitXriAiIsLgXVEche0P9N5iULduXUgkEgwbNgy5ubk4c+aMkpXSGDGKs1Lnm27YsCFGjx4Nb29vREdH48yZMxAIBFi6dKmSr7px48awt7fnfXDGRll0xQgEAjRq1AgtW7bEzp070bBhQ1StWpWPYK9ZsybGjx+PhIQEnDp1Ch07dkT9+vUhEomQlJSEw4cPG43rQVWJrlOnDurXr49u3bopuV8WLlwIIK/CsGnTJjRr1gzdu3eHjY2NPk9Fq8hkMlStWhV2dnaYN28epFJpgYMkAGzfvh1PnjzBTz/9ZBSKAlB0xbFcuXLYsGED6tSpYzSKI1D0/tCmTRukpqaiYsWKZUJRAGD4bgixWEyjR4+muXPn8tkWb968SZMmTaImTZrQ7t27SSqV0qJFi6hNmzY0c+ZMys7O5s3y/v7+NHjwYKOssU5UdlwxmZmZtHnzZr7gzdOnT2n37t3k6upKmzdv5q+vojvmxo0b1KRJEzp79iy/zJiSzHDpvAcMGED9+vWjxo0bk4eHBx08eJDfhjOdEhElJSXxLomwsDD67rvvSCgUGo2pWRVuNodMJlM6d8XZMIpkZmYadG5/bcwM4ipqGiOF7Q9cW924ccOg+0NRMXg16M2bN3j79i28vb35XAAuLi6oWrUqDhw4gO+++w5EhLVr12L79u0IDg5Gz5490aBBA1haWuLWrVs4fPiwUdRYL6uumIyMDAwfPhxVq1aFVCrFy5cv8c8//2DLli3477//sH//ftja2mLYsGGwtbXlz71t27Zo2LAh/vnnH3zxxRcAjCfJDAvw/MDjx49x8eJFREdH4/PPP4dQKETz5s3RokULPkhNnXVl6NChMDc3x8SJEzFx4kR07NgRgPwt1NDeINnMoA9o2h+mTJkCb29vtG3bFoB8hoSh9YfiYNBnSIXwTQPA1q1b8cknn2DmzJno378/jh8/jnfv3qFy5cqYP38+nJyc9HkaWqGsumJyc3OxYMEC1KlTB1u2bIFEIkFMTAxmzJiBgIAA7NixA+PHj8e2bduQlZWFUaNGKSXVsba2NrqES8DHleh9+/aBiLBw4UIl5bFatWqwtraGjY0Njh8/bvBxG3fu3MHUqVPRokULSCQSnDt3DrVq1cKgQYMwadIkpamh3CBJRFi3bh0EAgEuXryIp0+f8gMDYHgKJVMcP6CN/vDff/+hZcuW/D65KZZGj17tGlpi+PDhNHr0aD4piKIpOTIykqZMmUIDBgzg85kbG2XZFZOYmEiDBg2iX3/9lV8mk8loy5Yt1KFDBz6K3dvbm9q3b08TJ06kf/75h+7du0cBAQHk4uJCL1680Jf4OkEmk9GjR49IKBTStWvXiEjZTBoTE0PLly+nZs2aUVBQkNJv/f39qVmzZkZR/yIhIYF69OhBgYGBfF+/ffs2TZs2jZo0aaJUGVKxfd68eUNff/01CYVCGjBggMFHubOZQXJYf9AMg7MsZGVlYc+ePYiLiwMATJkyBe7u7jh06BCOHDmCSZMmwdbWln9zrFu3LiZOnIhJkybhyZMnqFevHr8vMpK5sGXZFSOVShEVFYWYmBj+u6mpKVq3bo2goCC8ePECDRs2xM6dO7Fr1y5cuHABQ4cORe3atWFqaoqgoCCjCtQCWIAnB5fP383NDUQEAGjdujWqVKmCatWqISgoCCYmJliwYIGSdaVy5cp49eoVmjRpguPHjxt0MCOxmUE8rD9ohkGdrTZ90wCMQlEozMMAMF5XjJWVFapWrYrKlSsD+GASlEgkkEgkShH83t7e8PLywtOnT2FtbY3y5csr1cQwZDRRov/77z/Ur18flpaWWL9+vcGZ2RVRfAF4+/YtoqOjIZPJYGpqqhSnM3nyZBARjh49iurVq2PUqFEwMzMDEWHEiBF4+/Ytzpw5Y/ADQ1lXHFl/0CL6MWgUHYlEQt7e3jRjxgzKzc2l7Oxs+u+//6hHjx58pP+4cePI2dmZAgIC8pTTHTVqlFLteWOjLLti3rx5w//P5Xb//fffqVWrVhQbG0tEH9rj+vXrlJiYWPJC6pD09HTq27cvjRs3jkaPHk2dOnWinj170qNHj2jevHnUvHlz2rt3L+9mUjSfenh40Nq1a/UlutZRnN0hlUpp0KBBNHnyZLXltZ89e0YTJkygYcOG8YnHMjMzadWqVbz7yhBNzWxm0AdYf9AeBvMK8ebNGyQkJMDDwwOmpqawsrJC/fr10a9fP/zzzz8Qi8U4cOAA2rVrh2PHjmHBggW4d+8eHjx4gK1bt+Lp06fo1KmTvk9DK2RlZWHLli1YuHAhFi5ciGfPnsHd3R1RUVE4cuQIMjIyYGJiwgcscm+Rz58/x5MnT5T2Re/NcYYMZ1UAPpxPWloabG1tebeMiYkJNm7ciG+++UYvMuoKxQDPffv2Yc+ePXzwYkBAADZs2ICWLVti27ZtCAoKwps3b2BmZsb3DWMK8Hz48CGWLVuGUaNGwdvbG48ePYK7uzvu37+Po0eP5rkv6tWrBy8vL9y9excvXrwAIG+PpUuX8kmYDO0NMiMjA0OHDsXff/+NV69e4caNG5gxYwY6d+6Mdu3aYf/+/Th+/DjfFrm5uQCgZH3lMGQLE8D6g7YxmN6gzjctEAjQunVrZGVl8Rd3586dGDt2LNLT0zF06FDMnz8fP/74o9H4prX5MACMwxWjCPeAE4vFyM7OVip4c+jQIWzevBl2dnb6FFGrMCVazl9//YUJEyZAIBCgWrVqiIyMxLx589CvXz+0b98ee/bsUXtftG/fHjVr1uSfH4oY2sDAFMcPsP6gA/Rr2Cg8b968oW7dulFERITS8kuXLlGTJk14czOHRCKhhw8f0osXL4ymZChzxRSes2fPkouLC0mlUtq+fTs1a9bMaOoaKBIfH08tWrTgZzVwSWKuXbtGzs7O9OTJE37bnTt30pdffklCoZB69uxJffr0MYpZDykpKeTh4UEBAQFEJO/vT548oc6dO9OiRYuIiGjs2LHk7OxM3333nVIp5bS0NOrXrx/98ssvepFdm7CZQXJYf9ANBqMqVa5cGSdOnOBNzvQ+cEUgEMDKyorfjgvcuXPnDpycnIzyLXLmzJl8GV3uLfL48eP8W+S0adNw7Ngx3L17F3PmzIFAIMClS5fw9OlTrFmzRt+nUSI4OTmhXLlymDx5Mm7evImQkBCDr4ynDhbgCbx+/RppaWlwc3MDILcu1a9fH25ubrh58yYA4ODBg5g1axbCwsJw69YtTJkyBTKZDCdOnICZmRm6du2qz1PQCmxmkBzWH3SDwSgLQF7ftEAgyNc3ffbsWYOuM68O9jAoPHZ2dkhJSUFCQoJRFbxRhSnRcvN7bGwsYmNj0bx5c9633Lp1a/z6669ITEyEvb09tm7dioMHD+LChQuYMWMGGjRoADs7O4SGhsLU1JS/nwwVpjjKYf1BNxiUsqDIx3zThw8fNqoHIsAeBkXhk08+we7du2Fvb6+UW8MYKetKdJUqVVC/fn3UqFEDwAffcmZmJqRSKd8GADBu3DiMGzcOCQkJsLKyQsWKFSEQCIwieI0pjnJYf9ANBt8a3E1Qvnx57NixA3v37sXRo0eN0uTMHgZFo0OHDvoWocQpi0q0vb09QkND85TVlkqlfPpzUphvf+rUKXTo0AGVKlUCYJi1HvKjrCuOAOsPusLgW6Ss+KY52MOAURjKkhINQGlg4JTl7OxsVK1aFVZWVvzAMG7cOIhEIvTv35/f3tCnCOZHWVQcOVh/0D4GryyUFd+0Osryw4BRMGVNiVZE8b4QiUQwNTUFEWHq1KlITEzEDz/8ABMTE6NJ9/4xypriqArrD9rB4JWFsuSbzo+y/jBg5KUsK9EclpaWEIlEkEqlmDFjBl6+fIkzZ84oVVcsC5RlxVER1h80wyhapyz6phVhDwOGKkyJBho3bgyxWIx+/fohNzcX586dK5MDA1Mc5bD+oBmshYwA9jBgqIMp0U5ITk5GpUqV8MMPP5TZIkBMcZTD+oNmCIiMoDgAA3/88UeZfxgwGKr89ddfaN68ORsYGABYf9AEpiwwGAyjhw0MDEVYfyg6TFlgMBgMBoNRIGxCKYPBYDAYjAJhygKDwWAwGIwCYcoCg8FgMBiMAmHKAoPBYDAYjAJhygKDwWAwGIwCYcoCg8FgMBiMAmHKAoPBYDAYjAJhygKDwWAwGIwCYcoCg8FgMBiMAvk/nVpE7B+lfHkAAAAASUVORK5CYII=\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8.04 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n" + ] + } + ], + "source": [ + "%timeit -n1 -r1 withvol()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.78 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n" + ] + } + ], + "source": [ + "%timeit -n1 -r1 apvol()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import random" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "x = [x for x in range(0,150)]\n", + "y = [random.randint(10,30) for y in range(0,150)]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "def pbar():\n", + " fig = plt.figure(figsize=(5,2))\n", + " ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + " x = [x for x in range(0,150)]\n", + " y = [random.randint(10,30) for y in range(0,150)]\n", + " ax.bar(x,y)\n", + " \n", + "def pline():\n", + " fig = plt.figure(figsize=(5,2))\n", + " ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + " x = [x for x in range(0,150)]\n", + " y = [random.randint(10,30) for y in range(0,150)]\n", + " ax.plot(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "#%timeit -n1 -r1 pline()\n", + "#%timeit -n1 -r1 pbar()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "import timeit" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "timeline = timeit.timeit(pline,number=5)\n", + "timebar = timeit.timeit(pbar,number=5)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "timeline= 0.11310889996821061\n", + "timebar = 1.1814655000343919\n", + "\n", + "timebar/timeline= 10.44538051706315\n" + ] + } + ], + "source": [ + "print('timeline=',timeline)\n", + "print('timebar =',timebar)\n", + "print('\\ntimebar/timeline=',timebar/timeline)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/simple_2curve_animation.py b/examples/simple_2curve_animation.py new file mode 100644 index 00000000..2c13e8b3 --- /dev/null +++ b/examples/simple_2curve_animation.py @@ -0,0 +1,28 @@ +""" +A simple example of TWO curves from one func animation +""" +import numpy as np +import matplotlib.pyplot as plt +import matplotlib.animation as animation + +fig = plt.figure(figsize=(8*0.66,4*0.66)) +ax1 = fig.add_subplot(1,2,1) +ax2 = fig.add_subplot(1,2,2,sharey=ax1) + +x = np.arange(0, 2*np.pi, 0.02) + +line1, = ax1.plot(x, np.sin(x)) +line2, = ax2.plot(x, 0.5*np.sin(2.5*(x))) + +def animate(i): + line2.set_ydata(0.5*np.sin(2.5*(x + i/5.0))) # update the data + if i%3 == 0: + line1.set_ydata(np.sin(x + i/10.0)) # update the data + return line1,line2 + +ani1 = animation.FuncAnimation(fig, animate, np.arange(1, 100), interval=250) + +# writergif = animation.PillowWriter(fps=5) +# ani1.save('s2c.gif',writer=writergif) + +plt.show() diff --git a/examples/simple_multianimation.py b/examples/simple_multianimation.py new file mode 100644 index 00000000..93a29826 --- /dev/null +++ b/examples/simple_multianimation.py @@ -0,0 +1,29 @@ +""" +A simple example of TWO animated plots +""" +import numpy as np +import matplotlib.pyplot as plt +import matplotlib.animation as animation + +fig = plt.figure() +ax1 = fig.add_subplot(1,2,1) +ax2 = fig.add_subplot(1,2,2,sharey=ax1) + +x = np.arange(0, 2*np.pi, 0.01) + +line1, = ax1.plot(x, np.sin(x)) +line2, = ax2.plot(x, 0.5*np.sin(2.5*(x))) + +def animate1(i): + line1.set_ydata(np.sin(x + i/10.0)) # update the data + return line1, + +def animate2(i): + line2.set_ydata(0.5*np.sin(2.5*(x + i/5.0))) # update the data + return line2, + +ani1 = animation.FuncAnimation(fig, animate1, np.arange(1, 200), interval=250) + +ani2 = animation.FuncAnimation(fig, animate2, np.arange(1, 200), interval=75) + +plt.show() diff --git a/examples/styles.ipynb b/examples/styles.ipynb new file mode 100644 index 00000000..0f0122bb --- /dev/null +++ b/examples/styles.ipynb @@ -0,0 +1,980 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# Mplfinance Styles\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### mplfinance styles are used to customize:\n", + "- candle colors\n", + "- moving average colors\n", + "- background, grid, and figure colors\n", + "- grid style\n", + "- y-axis on the right or left\n", + "- matplotlib defaults\n", + " \n", + "#### The simplest way to do this is to choose one of the `styles` that come packaged with `mplfinance`\n", + "#### but, as we see below, it is also possible to customize your own `mplfinance styles`.\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read in daily data for the S&P 500 from November of 2019 " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20, 5)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2019-11-27 3145.49 3154.26 3143.41 3153.63 421853938\n", + "2019-11-29 3147.18 3150.30 3139.34 3140.98 286602291" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily = pd.read_csv('data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n", + "daily.index.name = 'Date'\n", + "daily.shape\n", + "daily.head(2)\n", + "daily.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.8b10'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "#### Use `mpf.available_styles()` to see which mpf styles are currently installed:\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['binance',\n", + " 'blueskies',\n", + " 'brasil',\n", + " 'charles',\n", + " 'checkers',\n", + " 'classic',\n", + " 'default',\n", + " 'ibd',\n", + " 'kenan',\n", + " 'mike',\n", + " 'nightclouds',\n", + " 'sas',\n", + " 'starsandstripes',\n", + " 'yahoo']" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mpf.available_styles()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "- Use the `style=` kwarg to display the plot with one of the available styles.\n", + "- **Here are a few examples:**\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# First we set the kwargs that we will use for all of these examples:\n", + "kwargs = dict(type='candle',mav=(2,4,6),volume=True,figratio=(11,8),figscale=0.85)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rcdf = mpf.plot(daily,**kwargs,style='mike')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,**kwargs,style='starsandstripes')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,**kwargs,style='yahoo')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## -----------------------------------------------------------\n", + "## Customizing your own \"mplfinance style\"\n", + "## -----------------------------------------------------------\n", + "\n", + "---\n", + "\n", + "### Each `mplfinance` style is made up of **THREE** parts.

    The first part is mandatory, the second two are optional:
    \n", + "\n", + "---\n", + "\n", + "| | Element | Optional/Mandatory | Description |\n", + "|:---:| :------------ | :----------------- | :---------- |\n", + "| **1.** | `marketcolors` | **mandatory** | controls the up/down colors of candlesticks, ohlc bars, and volume.|\n", + "| **2.** | `mavcolors` | optional | sets the colors of moving average lines. If `mavcolors` is not specified, then the default `matplotlib` line colors are used (as specified by `rcParams['axes.prop_cycle']`) |\n", + "| **3.** | matplotlib style | optional | ([see matplotlib documentation](https://matplotlib.org/tutorials/introductory/customizing.html)) |\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "- Thus we can create a minimal **mplfinance style** by specifying only `marketcolors`:\n", + "\n", + "\n", + "- Any marketcolors not specified explicitly, will be taken from **mpf style** ` \"default\" `\n", + " - notice in the _example below,_ we only specify colors `g` and `r` for the up and down candle colors.\n", + " - other parts of `marketcolors` that were _not_ specified (i.e. volume, candle edges, candle wicks) take their colors from style \"default\"" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "mc = mpf.make_marketcolors(up='g',down='r')\n", + "s = mpf.make_mpf_style(marketcolors=mc)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,**kwargs,style=s)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "- within `marketcolors` one can also specify colors for the `edges` and `wicks` of candlesticks.\n", + "\n", + "\n", + "- `ohlc` bars, and `volume` can also be specified separately from candlesticks:\n", + "\n", + "for example:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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lsMhpOZDAI4QQQpTAz9szOBKb99jngwGtcdM7aLHOyKUQ9XXe9t0vQpuBjikbSM9NZ8mhJXx15Cuyzdl2x+4OvJvXO7xOi+otHPZ65UkCjxBCCFFM2oQ6fL85L+w8fXcw9zTyv8UVd+BiJKx9M287uCP0nFb4+XfAaDHy44kf+fTApyRlJ9kda+TTiHEdxtGldhdUlWgiQwk8QgghRHEoKqr/MAbjtRUnanq7MKF3iGPKzki09tsx51q3PWrAE8tAqy9RsYqi8MeFP5gdOZuzhrN2x6q7Vufldi/Tv3F/tOrKFw8q3zsSQgghyoA26QFc4lratt/r3xoft5JPXIjZBKueA8O1pSlUGnhiKXgXtZdzwQ4lHmLW3llExkfa7XfTujG05VCea/kc7jr3Er2GM5PAI4QQFVBhi13eyh2twi1uzeyH/uoTts2HQ4N4sEVNx5S95V04sz1vu+e7UL9zsYu7lH6JOfvmsPbMWrv9apWa/o37M7rtaGq41yh2+RWFBB4hhKhgbr3Y5a0VtNCluEMKaNOeRWVxBcDTXcWUvi1vc1ERHfkF/vpf3nbLx6DTv4pVVGpOKp9Hf87yo8sxWox2xzrX7sy4sHE0rVa8f0cVkQQeIYSoYK637Hw92peQk0X7NX60sYnB8/IvdCnunDonHLUxb1j4iEe88fd0KXnBV07ATzeEm4AQ6PvxHa+AbjQb+fb4tyw4sABDrsHuWLNqzXi9w+uE1woveX0rGAk8QghRQYWc1NI+2gF9RkTRWbzQpOcNC89qtpeubR8uebk5adYV0K/Paqz3sk4u6OJZ5CIURWHDuQ38L/J/XEy/aHeshnsNXmn3Cg83fBiN2kFD5isYCTxCCCFEEWnSB6FSPABQ1FlcffQTVKpHSlaoosDPoyHxeN6+RxeAf9HX4dqfsJ9Ze2dx8MpBu/0eOg9GtBrB4BaDcdO6layeFZwEHiGEEKIIVDnt0OR0sG3n1vwes29iyQve+Qkc+Tlv+95xEFK0VqOLaRf5KPIjNp7baLdfo9LweNPHGdVmFNXdqpe8jpWABB4hhBDidizuaNMH5W3qTmCqtrXk5Z75Eza+k7fdsBs88PZtL0vPTeez6M/46shX+Tok3x98P2PDxtLQp2HJ61eJSOARQgghbkOT8QQqiy8ACkZMnl+CSrn1RbeTeglWDgPFbN32CYYBS+AWfWzMFjOrT67m4/0f55shuWX1lrzR4Q06BHYo5OqqTQKPEEKUk9hYWLgQRo68g5WzRZlT5Yagyb7Xtm32+AW08SUr1JQDK4dC5rVHYho9PLkMPAp//LQ7djcz9szgRPIJu/013Gswtv1Y+jTsg1qlLlm9KjEJPEIIUU5iY2HqVOjbVwKP01L0aNOG2DYt2nNY3DaUvNz1b8HFPXnbD82C2mEFnnrOcI7/7v0vf1z4w26/q8aV51o9x7CWwyr1DMmOIoFHCCGEKIQmoz8qi3UxUAUzZq9loLKUrNCob2DP53nb7Z6FsKH5TjPkGlh4YCErjq3AZDHZHXuk4SO80v4VAj0CS1aXKkQCjxBCCFEAlbEh6qzutm2L+zoU7YWSFXppH/w2Nm87qK21decGJouJVSdWMS9qHik5KXbH2gS0Yfxd42kd0Lpk9aiCJPAIIUQpK2zdq8gcPWr3JkTmxJCRnY1GDWqVCo0afNReNFVVnWn/nY6iRZs2FBXWPjGKJhaz+28lK/Por/DjSDBlW7fd/GDgV6BztZ3y16W/mLlnJqdST9ldGuQRxLiwcUTUj0B1hzMvCyunCjzz589n/vz5nD17FoCWLVsyefJkevfuDcCiRYtYsWIF+/btIy0tjeTkZHx9fW3Xnz17lnfffZctW7YQFxdHrVq1GDx4MJMmTUKv19vOO3jwIKNHj2bPnj0EBAQwZswY3nzzzbJ8q0KIKqLAda8savy/fQOPg10JHnOOaT8DP998ZRxqVQxatRq1GrRqNRq1Co1ahUVtorZqKSNbgHsjCxol78vNlMND5yJ57uhmtEoJH71UYZrMPqjMtQBQsGDyWgYq022uKoTFAttnwtb38/ap1DDgc/CtC8DplNPM3DuTHZd22F3qpnXjhdYv8GyLZ3HVuiKKz6kCT506dfjggw9o0qQJiqKwbNky+vXrx/79+2nZsiWZmZn06tWLXr16MXHixHzXHzt2DIvFwsKFC2ncuDGHDh3ihRdeICMjg1mzrE2GBoOBnj170qNHDxYsWEB0dDTDhw/H19eXF198sazfshCikrvesuO7xhdtkvVXri6hP/orXW97rUWBXLMFzAD24UWLP1dcgAKWcNof0Ijf64Xx0Y4lNEhLKOE7qHpUpjqoM3vZti1uf6DoTt3iilvISYefRsHRX/L2uXhbw07j7qRkp/DpgU/5/vj3mK8PTwdUqOjfuD9j2o0hwD2guG9F3MCpAs8jj9hPzz1t2jTmz5/Prl27aNmyJWPHjgVg69atBV5/PQxd17BhQ44fP878+fNtgWf58uXk5uayZMkS9Ho9LVu2JCoqio8++kgCjxCi0MdPt+KF121XINcmadEl6FDltEJn6F+CGhbN/oBGPPTwZN6KXMngE9tK/fUqDUWNJm0Yqmsfj4o6EbPH6uKVlXwOvh0E8Yfy9vk1gqe/wejXkG+PfMX8A/NJy7X/99ahZgfevOtNQqqHFPddiAI4VeC5kdlsZuXKlWRkZBAeXvxVXVNTU/Hz87Nt79y5k65du9o94oqIiODDDz8kOTmZatWqFVhOTk4OOTk5tm2DwVDgeUKIiqvAx09FdIITtw09mKujTRth21Q08Rh9PwCMgAZQA2pM1S0k9U/lF+VXmllaYLYoti+TReGo5RjPWZ5n0mxval/WY0GNRaXGrNKw26c9W6tb54zJ0rnwn06D+bFFKD3ViwAHLINQyamzeqI21bNtm7y+BFXOLa4oxNkd8P0QyLyat69RdywDPmP71Wj++8sbnDWctbukjmcdXu/wOt3rdpd+OqXA6QJPdHQ04eHhZGdn4+npyerVq2nRokWxyjp58iQff/yxrXUHIC4ujgYNGtidV7NmTduxwgLP9OnTmTp1arHqIYSoGAp6/HQ7Jj8TKX1Sbt8qZNGhNbyESrGufq2Qg8n7U1Cn5ztV0Rkx+yUSiJZG5F8t24Pq5HCYyXPzv0xg1gYiNt/DH5GjUWX5ALDfO5S97u/jfnAeXqFeRXpfVZEqJxBNRl/bttl1B4r+6J0XtGcxrH0Trg0lNwJ72j/JloBg/vjtSRKy7B8zeuo8GRk6kkEhg9Br9AUUKBzB6QJPs2bNiIqKIjU1lVWrVjF06FC2bdt2x6Hn0qVL9OrViyeeeIIXXnihxPWaOHEi48aNs20bDAaCg4NLXK4Qwvlcf/zkSPq4QahN9W3bZq+vULSXi1VWE5pwghMFhiy3rKOEGAbz13Oj+e9mF/Ydt7ZOaDK9CVgxkXlH0pnaz4iPm2PfX4VnUeFyeTgqrH8vijoFs8fKOyvDlAvrxsPeJWSqVOxwd2OLpyfbvXxJS94FybvsTler1Dze5HH+1fZfssBnGXC6wKPX62ncuDEAYWFh7Nmzhzlz5rBw4cIil3H58mXuv/9+7rnnHhYtWmR3LDAwkPh4+ynBr28HBhY+gZOLiwsuLgX0DhRCiNvwiHwAXfL9tm2z6x9YXHeXqMzbPT7r7Nmce4a145t/LvDemiNk5lo7xP4UdZndZ5KY9UQbOjf2L9qLZcVCzEJoMhLcKueU0F67+qDJzHucafJcDurMoheQkUjS98+w9Wo0W2oGsNPVlVz1tcdSFvtHYmqVms61OjM2bCxNq8nUA2XF6QLPzSwWi13fmdu5dOkS999/P2FhYXzxxReo1fbrioSHhzNp0iSMRiM6nTXJb9y4kWbNmhX6OEsIIYrrbKwRv5/+Zdu2aM9g9vy+TF5bpVIxqGNdOjeuzrjvDxB5LhmA2NRsnvl8N8Puqc+E3s1x1RWyWGXqRTi+Fi5sh/jvoEaPShl4EpJM+K7Lm+nY7LIHxSWqSNfq0nRsPvw1cw5tJEqrYAkouKXGReNCeK1wHgh+gG7B3ajmKp83Zc2pAs/EiRPp3bs3devWJS0tjRUrVrB161bWr18PWPvYxMXFcfLkScDa38fLy4u6devi5+fHpUuX6NatG/Xq1WPWrFlcuXLFVvb11ptBgwYxdepURowYwfjx4zl06BBz5sxh9uzZZf+GhRCVmiHbyMyvk1EbrfOnKJo0sht8jKLPuuV1Jr9izvdSiHrVPfh+ZDgLtp3if5tOYDRbV/le+vdZ/oy5wuyBbQmt42udLyZ2vzXkHF8H8dE3lOIGS56E9kPh7hfAr6FD61heFEVh/upU1Llu1m1VGmbPb255jUajQe+ix9viTeCPgXzJRqxPwuw7GnvpvehWpxsP1H2Ae2rdI+tdlTOnCjwJCQkMGTKE2NhYfHx8CA0NZf369Tz44IMALFiwwK7jcNeu1nksvvjiC4YNG8bGjRs5efIkJ0+epE6dOnZlK4r1B9zHx4cNGzYwevRowsLC8Pf3Z/LkyTIkXQjhUIqi8Mb3B4i9an2UpKgsJAydSXbTG1a6jg2EhSNh5EIIistXhheO62CsUasYfX9jujUL4LXvojgRb+0sfelKEvPmz2VM8Clapu9ElX6LVcBzM2DXp7BrPjSNgI4vQcNuUIFHFK2MvMiBmFzbdk6tFZh9k+xPUkCHDlfFFRdc0N7io7OG1oMHGj1C93rdCasZhk4tfaWchUq5ngTEHTEYDPj4+JCamoq3t3d5V0cI4QD72EcYYfh/5V/kTsvGGkYSn00kkkja0962f9H2U7z/+zHb9sAengzsYR9gju5zY3BYCF9HHiWkvX2rT1Hm9ilQ0j5YFwa9IsGvfYGnZCddZMvPX+JyegOd1YdwVRkLL8+vEQQ0gJiNYCkg2AQ0h44jIXQg6D3uvL7lKMGQTY+PtmHItraoZTb/hytD/w8AvUGP+xV3POI98LrghTan8JDTMNdI9xwzD9wzkZbtnpMh5WWsqJ/HTtXCI4QQlcGu01f5cN1x2/Z9TQOY/sBdqCn4gzCEEAqOJg6iKBB38NqjqrW4xkbxEFin/rmJWVGR6NeOGmH9UTV/CPybWEOU+UeoMxkO/Q6JN7RSXTkGv70Gm6ZA+yFw1wtQrV7+gp2Moii8/dMha9hR5eDufYknQxQub3mGk1dOkpGTccvrQ7Nz6J6Zyf2ZWTTwbgBPfwv+jcuo9qI4JPAIIYQDJRiyeXnFfswWa+N5bV83/jewLWp1Gf+v35QLJzbAibVwYj0YLhV6arbanU3G1mwyh7HV0oaUWC+6nghgZmgwNa+fpAZC+0HXd+D0H7B7AcRsuKGQVPj7Y9g5D5o9ZH3cVf9ep3vcpSgKF9MusmzfVrYlbce9wTnULnGoVAprjxV+nVatpaNPEx44u5/7UxMJMF9b6qPxg/D4YnD1KZs3IIpNAo8QQjiI0Wzh5RX7SUy3jizVa9R8+kx7qnmU0WRyOWlw+He45AaL+uWtyl0Q33rQrDc07YVrvc5ojyWxfXU0KRnW/izbT1yh5+ztvNe/FY/cOOWYWg2Nu1u/rp6C3QshajnkXptAUbHAsd+sXzVbWR93tX4CdG6l975vIcuUxeHEwxy4csD2lZRt7aOjv8VAKRUqGvk2ok1AG+6q2YGuCWfx2jAZbljvis6vQvd3QF3IKDfhVCTwCCGEg8xcf5x/zuZ1eJ38SAvaBPuWzYvHbIJfX7nWkqMDbg47KqhzFzTrBU17Q40Qu9aXXq0CCatXjYk/HmTTUetMwKlZRsZ8s5+NIa68q/IgXxtG9Ubw0Ax44G2IWgH/LISk03nH4w/BL2Ng4zsQNgzueh58ajv+vV+jKAqxGbFEJUTZws3xpOOYlNuPevPUeRIaEEqbgDa0CWhD64DWeOu9rS1la/8NkUvzTta6Qt+PIfTJUnsvwvEk8AghhAPsOpTFou2xtu3H2tXmmY51S/+Fs1Nh/Vuw/+v8x3Qe0Oh+6yOmJj3B89arbqd4nWfUEDVN9vjwxW8GsnOtj+V+OZpNpG4ub185Tk0/+2u88KKJaxPo9BLc/SKc3GgdxXX6j7yTspJgx0fw1xxo0df6uCu4Y4kfd5ksJo4nHWd/wn72JezjQMKBfMs2FMacE4Alqy69Gndi9D3daejTEM2NLTWKAnHR8Pu/4fzOG95wEDy1HGqHlajuouxJ4BFCiBLSXqnFxytTbdvNanox7dHWpT9ax65V5xq1Frwy4b7Z0HoY6FyLVtT1hVNVwN2gbVST6t+Pw/VcSwAuGWvy0vJMEp55gexm++yutS2cqlZbh6s3jYCEY9YWnwPfgvHajMWKGQ6vtn4FtYX2z0LTXuBjP41IYdJz0zl45SD7EvYRlRDFwcSDZJluPacRgJvWjVD/UJr7teK7P9VcuRoIZg/aBvvy3973oLmxf9WVE3D4Rzj0g33nbLC2kA38GrwKn5VfOC8JPEIIURIWPQFfv0VWjrU1xNNFy/zB7XHTl2K/jqwU2DApf6tOUBu4/xXY+wTUv7vIYQfyFk79erQvISe1gBkzs/ip5kOsCBqAolKjynUnaMkUhl9czkOJmzna2MTgeYUsnFqjOTw8G7pPttbzn0WQcj7veGwUrImCNa9DzdbXHrX1glrtrcEJiMuIY1/8PvYn7CfqShQnkk9gUSy3fS/BXsG0CWhD24C2tKnRhsa+jdGqtby1OporCdY66DQqZjweag07yWfh0I/WL7vJFm/Q9hnr+9HKEkMVlQQeIYQoLgVcLg9Dm1rftmvWE6E0DMi/wrnDxGyEX16BtBsWHlXroNt46DwWchMh+51iLwERclJL++i8OYjuit7A/XXieKXLC2TqXLGo1Hwe/CzGjNo8fLKAx2g3c6sG94yBTv+yDovfvQDO/ml/Tnw05vhoTu76H/u8/dnvV4v9qlziclMLLvMGWrWWFtVb0L5Ge9rWaEvbgLYFLsS589RVVuzOC1zj7/Gh6ekv4Zcf4dLewl+gzl3QYQS0ecrpRpyJOyOBRwghikmdfR/a9Hts2y90aUCvVqW01lShrTptof98qNnCuu0WBKFTHPrSPS4eZOW6GYx4YAxxHtahTcuaP0B0anVU2e9BURqS1BoIedj6FXeIzP1fEn16PfuNSUS5uHDA1YX062sfGq8UWoyX3ot2NdrZvlpWb4mr9loFsmIh5uN8i5xm5ZqZ8ONBqpNKb80/POn6D633HAEKmXc3MBRaPQYtH4Vq9Yvw5kRFIIFHCCGKQWWsjyZ9oG27RX09b/ZqXjovdrtWHU3pL1/QMvkCP/8+jefvf5lo//oA7PNpQ+D8mSQMM0EhQ7wzjBmcST3D6dTTnE45zanUU5xJPcOFtAtYPC2A7y1ft47RSLvsXNrlZNPOPZiGtSNQN30IarfPPxw8KxYOTYU6ffMCT1Yym79bxLuGX7nH5TBalQXM+V8H/6bQ6nFr0PEvxgzXwulJ4BFCiDtl8UBreAmVdcVIzJ7JjBvUDJ1GfUfFBAXBO+9YvxcoKwXWT4Ko27TqlJGaWal8t2Em4zoPZ1096yglfXx9Jsy7ivtTZ/DwSrIFm9Op1q+4jPxrhBVGo9LQ3K0m7XLNtLtymnZpyXkT/AGkHYP4Y9YRX+7+eR2kGz0ALjcs25GbCQdXwqEfsJzcxMMWY4GzSlOtPrQaAC0fg5ot5ZFVJSeBRwgh7oSiQmt4HpXF2k9EwcyVQR/g5/3lHRcVFARTphRysNBWnQnWCe/KoFXnZgpgcDfx7KXFZNfcx876/qj1CRhdEhj9162XYiiIh86DtgFtaVujLe1rtKeVf6u8FcXNRji/C06ss35dPWl/cWaidcLDqOVYNDrS67chu2Ydalx2w/JZf9Rm6/pgN0dQxSsIVasB1pacWu0l5FQhEniEEOIOqDMfRm1sZds21lxFTsPDjnsBJ2rVSfRU8VdTPXsaaDldU8PpAA0ZrtcjxCn0nCpSOW5aN+p716eRbyMa+jSkoU9DGvg2oJ5XPfu5b26k0UGDLtaviGmQeBJOrCPzxI/oz+1Fq+QFFbXZiPepvXif2gvoUGO/GOoVxZvfzR1Z9vABFt79M03UzYrxtyEqOgk8QghRRKrclmgyH7ZtW/T7MVZf67gXuGWrzljQlPKvbAscC9DxZ083djTTc6zWnb2eYnbDklODul4NeKJNGE2rNaKRbyMCPQJRq+7scV8+/o3B/2WO3XMPD2SFsWiuJ+0NaupowbWARposRc0v5i78YrmHXZYWNHLbxB+dfiCNO2+JEpWDBB4hhCgKs5/1Uda1hySKJh6T1xcUsgD6nSnHVp24jDh2XNrBmktrCIkNYfqDt58/KMBgoWGCGU9LLl89m8pkZvPDbz6cT9QAKo4B69Kr8eizHfArbB2xrFiIWZhvRNXteOFFqhsMHG9du0tjhvCLGh45ruXeCxo8VBZmdjCzfev7qC+HAGDyTWDTa5/brhdVkwQeIYS4HUVr7aSsWOfXUcjB5D0f1Lef5fe2TmyAX1+1b9XR6K2tOve86vBWnVxzLpHxkfx16S/+uvwXJ1Py+sZoCujZG5hipvMJI23Om2hwxUzDBDPe2dbh3PtaG5kzLYkutGJIcCte+jqS3Wesa4ntOZvMo5/+xeKhd9G4RgHzEhU0oqoImtCEE5zIm+xQA9SzfrklHSVk3WCaXVrJjst5i5VOfaw57Vx2WJfBQEZgVVUSeIQQ4jY06U+iNjWwbZu9lqNoL93iiiLISrGugRW13H5/rXbQ71OHtupcMFxgx+Ud/HXpL/6J++eWyzFozQp3nTbS+YSRLseNNLhiLlIjVjUPPV+N6Mhbq6NZFXkRgHNXM3ns07+YPziMzo39HfRuuGVoOZ1Ti6//ygs7A9rXYUTTNg57bVFxOTzw5ObmcubMGRo1aoRWK3lKCFGxqbM7oMm+37Ztdt2GxXXnLa4ogkv74PuhkHrDUgsObNXJMmWxJ26PrRXnnOHcLc+v61WXprWb8nntz5n7oY42J6wtPSmBsP8Wy0YdbWy/Crleq2bm46E0DPBgxrrjABiyTQxZspsX+/vw4N3utnPdOEoIcJSj3By/itsSY1EUJlx8hZxr1fL3dOE/D4fccTmicnJYIsnMzGTMmDEsW7YMgBMnTtCwYUPGjBlD7dq1mTBhgqNeSgghSpXJz/qJqcoNwO3Us7b9ZtczZDf4GtTGfOcWiaLA3iWwbgKYc/P2O6BVR1EUtlzYwvfHv2dv3F5yLbmFnuuqceXuoLvpXKsz99a+l7redYkhhv/xP4Z/nP/8wCwYGQMLm0CcW/7jN/aLUalU/KtbYxpU92Ds9/vJMSqYLTD/x1Q+uPIFKb2XgtpCoBuMbAUL3QZT0Ew9tgVJ78DyqEz+ycgbQfde/5b4uhfSh0hUOQ4LPBMnTuTAgQNs3bqVXr162fb36NGDKVOmSOARQji96x/cKX1SwKQlcP4kVBZrq4QFE3EDF2EKib3ltYXKzYDfXoOD3+XtU6mh21tw72slatU5cvUIM/fMZG984WtCNfJpROfanelcuzNhNcNw0dgvgpmvb8wN3LKOEnJoMAPrfE2Wm32LSWGtMb1bB5FW7RzjlsWgTfMDwOfPx3jw1/qMPbcA12uBrO9N191yQdKbKIqCIcvElfRsLiRn8cHWvGseah1Yest8iArJYYHnp59+4rvvvqNTp06obpjIqWXLlpw6VbS5GoQQojzd+KG/eG0qay5l2o5d/fkulj75HSH5HsAU4RFMYgx89yxcOZq3z6MGPL7EOs9MMcVnxDN3/1x+PfUryk3rQnnoPOgU1Mkacmp1ppZnrduWd7sWlRBCgPZFrl/jOnriRo/j3sn/x1n3ugD849ueaeZJLN7yCYFZKQVep8p1IS7NRGR6ElfScvK+0nOvfc8h8dq+XHP+1dN9XFVM6duyyPUUVYPDAs+VK1eoUaNGvv0ZGRl2AUgIIZxZE5qw/nAca/7Ka8mJaFSXRcdqEUKtO/i4v+bwT/Dzy5B7Q4tF3XvgiS/A6xYdZG4h05jJssPL+OLwF/k6IN9b+16GtxpO2xpt0anLfjbmm5l9E5kW8z5L/EaxOdjaefhw9Xr06/MWg05sJ8nViyuu3lxx8yHRzZs4D2/qTnbjX1wBCl9E9FYmP+BNDa+irGgqqhKHBZ4OHTqwZs0axowZA2ALOZ9//jnh4eGOehkhhChVF5Mz+ffKA7bt5oFeDGvTgkV3WpDZCBsnw65P7fff8wp0f6dYj7AsioVfT/3K3H1zSchKsDvW2Lcxb3R4g861O99xuaXNzZLNoq3zeD/sCRa3eBCAePdqzG7bzyHla9UqArxcCHAz04vPeKyldKEQ+Tks8Lz//vv07t2bI0eOYDKZmDNnDkeOHOHvv/9m27ZtjnoZIYQoNUazhVe+2Y8h29oR2V2v4ZNB7TFcvP1kfHZSL8Gq5+DC7rx9Lt7Q/1MIeaRYddsTt4eZe2ZyNOmo3X4/Vz9Gtx3NY00eQ6t23pGxGkXhP3u/p4EhnnfufhpzYUtK3KC6h54ALxf8PV2sgcbLhYAb/3xt28dNh1qtgqR9sG4VqCaWwTsSFY3DfjruvfdeoqKi+OCDD2jdujUbNmygffv27Ny5k9atWzvqZYQQotT8d8MJ9p1PsW2/178VjWt4su/iHRRyeiusGmFd3PK6mq3gyS+heqM7rtN5w3k+ivyIzec32+3Xq/U82+JZnm/9PJ76Aib2c1KDT2yjUWosS0J6oLeYCchKJSDLQEB2KgFZqSTWTuLpL8/wt8cG7taElXd1RSXi0P8ONGrUiM8++8yRRQohRJnYejyBBdvyBlg8HlaHx9rXKXoBFgvs+C/88T4oN3SkbTsY+swCXQHjuW8hNSeVRQcXseLYCkwW+6Hvver3YmzYWGp71r6jMp1FePwJwuNPFHhsn58Rs3cSWoes2SFEHocFnt9//x2NRkNERITd/vXr12OxWOjdu7ejXkoIIRwq3pDNuO/z+u00ruHJ//XLG+UTFATvvGP9XqDMJFg9EmI25O3TuFiDTvshd1QXo8XIyuMrmX9gPik5KXbHQv1D+fdd/6ZtjbZ3VKYQwoGBZ8KECXzwwQf59iuKwoQJEyTwCCGcktmi8Mo3+0nKsM4L46JVM29Qe9z1eb8eg4JgypRCCiho1mTfetZHWLXaFrkeiqKw/eJ2Zu2dxVnDWbtjQR5BvBb2Gr3q96qQo15vnpHZUecKcSccFnhiYmJo0SL/LKHNmzfn5MmTBVwhhBDlb+7mGNuClwBT+7akWWARVtRWFIj8AtaOt581udlD1s7JbtWKXIfjSceZuXcmu2N32+1317rzQugLDA4ZjKu24g2zvj4Z4+B5KfmO3cnszUI4gsMCj4+PD6dPn6Z+/fp2+0+ePImHh4ejXkYIIRzm75OJzN0SY9vu26YWA+8Kvv2FuRnw2zg4+G3ePpUauk+2roWlVhfp9ROzEvlk/yf8GPOj3cSBapWaRxs/ysvtXsbfzXGLbpY1R8/eLERJOCzw9OvXj7Fjx7J69WoaNbKORDh58iSvv/46ffvePHm4EKKiiY2FhQth5Mhb9GWpQK6k5fDqd1Eo13JG/eruTHu01e0fGSXGwPdDIOFI3r47nDU5NSeV5UeXs+zwMjJNmXbHOgV14o0Ob9DMr9mdvB2n5ejZm4UoLocFnhkzZtCrVy+aN29OnTrWkQ0XL16kS5cuzJo1y1EvI4QoJ7GxMHUq9O1b8QOPxaIw7vsorqTlAKDXqPlkUHu8XG8zM3FhsyY/vgS8b/+XkpKdwldHv2LF0RWkG9PtjjXwacAbHd6gS+0uFbKfjhDOrmjtrkXg4+PD33//zZo1a/jXv/7F66+/zubNm9myZQu+vr5FKmP+/PmEhobi7e2Nt7c34eHhrF271nZ80aJFdOvWDW9vb1QqFSkpKfnKSEpK4plnnsHb2xtfX19GjBhBerr9L5aDBw/SpUsXXF1dCQ4OZsaMGSV560KICmb+tlP8GZM3T86kPiG0qu1T+AVmI6x7C1YOtQ8794yBob/cNuwkZScxO3I2ET9EsOjgIruw4+viy1sd3+KHvj/QtU5XCTtClBKHzsOjUqno2bMnPXv2LNb1derU4YMPPqBJkyYoisKyZcvo168f+/fvp2XLlmRmZtKrVy969erFxIkFz6T5zDPPEBsby8aNGzEajTz33HO8+OKLrFixAgCDwUDPnj3p0aMHCxYsIDo6muHDh+Pr68uLL75Y7PcuhKgY9pxN4qONeXPARLSsyZDweoVfkHEVvhsM5//O21fEWZMTsxJZemgp35/4Pt+aV156L55t8SzPhDyDt967WO9FCFF0JQo8c+fO5cUXX8TV1ZW5c+fe8txXXnnltuU98oj9L49p06Yxf/58du3aRcuWLRk7diwAW7duLfD6o0ePsm7dOvbs2UOHDh0A+Pjjj3nooYeYNWsWtWrVYvny5eTm5rJkyRL0ej0tW7YkKiqKjz76SAKPEJVcckYur3yzH7PF2nGntq8bMwa0KbxVJTEGlj8ByWfy9hVh1uSEzAS+OPQFK0+sJMecY3fMx8WHoS2G8nTzpyvUDMlCVHQlCjyzZ8/mmWeewdXVldmzZxd6nkqlKlLguZHZbGblypVkZGQUefHRnTt34uvraws7AD169ECtVrN7924effRRdu7cSdeuXdHr9bZzIiIi+PDDD0lOTqZatYKHkubk5JCTk/eLy2Aw3NH7EUKUL0VReGPlAWJTswHrgpOfDGqHj3sh/XbObLe27GSn5u1r8zT0+Qj07gVeEpcRx+LoxfwY8yO5lly7Y36ufgxtOZSBzQbioZORq0KUtRIFnjNnzhT455KIjo4mPDyc7OxsPD09Wb16dYHz+xQkLi6OGjVq2O3TarX4+fkRFxdnO6dBgwZ259SsWdN2rLDAM336dKZOnXqnb0cI4SQW7zjD5mN5K4yP79WcdnULmStn/9fw66tw45IO3d+Be1+DAlqDLqVfYnH0YlafXJ1vGQh/N3+ea/kcjzd9HHddwUFJCFH6HNKHx2g00rx5c3777TdCQkJuf8EtNGvWjKioKFJTU1m1ahVDhw5l27ZtRQ49pWXixImMGzfOtm0wGAgOLsJ8HUKIchd1IYUP1x2zbT/QvAYj7m2Q/0SLBbb8H+y4ocVa6wqPLoSW/fOdfsFwgc+iP+PXU79iUuyDTg23GgxvPZwBTQZUyEkDhahsHBJ4dDod2dnZjigKvV5P48aNAQgLC2PPnj3MmTOHhQsX3vbawMBAEhIS7PaZTCaSkpIIDAy0nRMfH293zvXt6+cUxMXFBRcXlzt6L0KI8peaZWTMN/swmq39dgK9XZn1RBvU6ptaaoxZ1vWwjvyct8+jBjz9LdSxX7X7bOpZPov+jDWn12BWzHbHAj0Ceb7V8/Rv0h8XjfzOKFNuQdDqHet3IW7isFFao0eP5sMPP+Tzzz9Hq3Xc4C+LxWLXd+ZWwsPDSUlJITIykrAw6y+oLVu2YLFY6Nixo+2cSZMmYTQa0emsz+43btxIs2bNCn2cJYSomBRFYeKPB7mQZB0hpVbB3Kfb4eehtz8xLR6+fRouRebtCwiBZ74H37q2XadSTrHo4CLWnV2H5cYV0YHanrV5vvXz9GvUD53mNvP5iNLhFgShU8q7FsJJOSyZ7Nmzh82bN7NhwwZat26dbzmJH3/88bZlTJw4kd69e1O3bl3S0tJYsWIFW7duZf369YC1j01cXJxtba7o6Gi8vLyoW7cufn5+hISE0KtXL1544QUWLFiA0Wjk5Zdf5qmnnqJWrVoADBo0iKlTpzJixAjGjx/PoUOHmDNnzi07XQshSkdpzN58Y5mbzp7j9+g427FxDzbl7gZ+9hfEH4EVT0Lqhbx9jbrDE1+Aq3VuntMpp/n0wKdsOLvBbgkIgGCvYF5o/QIPN3oYnVqCjhDOymGBx9fXlwEDBpSojISEBIYMGUJsbCw+Pj6Ehoayfv16HnzwQQAWLFhg13G4a9euAHzxxRcMGzYMgOXLl/Pyyy/TvXt31Go1AwYMsBsy7+Pjw4YNGxg9ejRhYWH4+/szefJkGZIuiiYrFmIWQpOR0mzuAKUxe/P1Mlt3SeXdLUdt++9t7M+obo3tTz65Cb4fZj+ZYIcR0HsGaLRkGDOYHzWf5UeX5+ujU9+7Pi+GvkjvBr3Rqh06pZkQohSU+KfUYrEwc+ZMTpw4QW5uLg888ABTpkzBza2A5W9vY/Hixbc8PmXKFKZMmXLLc/z8/GyTDBYmNDSUP//8806rJ4Q18ByaCnX6SuBxAjHE5FuY8ihuqPRNeH/nbnLN1sdOvp5qnhuo5oB6f97ClHs+h9/fBFsfHBVEvA+dRqEAa0//zqy9s7iSdcWu/IY+DRkZOpKI+hFo1JoyeJdCCEcoceCZNm0aU6ZMoUePHri5uTF37lyuXLnCkiVLHFE/IYQoUAwxNKVp/gOBgfi//iFX06sDoKgsHB84iR5eBwBQWyBxw0iq7fom7xqdBzy+GJr15mTySabtnsbe+L12xdb2rM3YsLH0rNcTtcphq/IIIcpIiQPPl19+yaeffsrIkSMB2LRpE3369OHzzz9HrZZfCkKI0nG9Zcd3jS/aJOuvMpXRB21KF/SW6rbzjNV/w3PXJTx3+ePiY+TT9Fyqnbgh7HjVgkHfkl69EfP3zGT50eV2I6/0aj3Pt36e51o9J8PLhajAShx4zp8/z0MPPWTb7tGjByqVisuXL9tWTRdCiNKgSfHH5XQ4uqshqI1NUJntHzNadMeBNegSdARZLCy9YKR17g0diwNDUZ7+lt+vRvHfn17L9/iqW51uvHn3mwR7yZxbQlR0JQ48JpMJV1f7//XodDqMRmNJixZCCBtFUTiflMnuM0nsPp3EjrMJ1ElaWvj5qjRMXp+DykJrs5mlWTkEKTeMsGr2EDEPTOD9nW8X+Phq4t0TuS/4vlJ6N0KIslbiwKMoCsOGDbOblC87O5uXXnrJbmh6UYalCyHEdYqicOpKui3g/HMmiTjD7Sc4VdRJWHTHMXv8CpoUIowm5mXncOOiDqc7Psqq6iGsWD/U7vGVi8aFEa1GyOMrISqhEgeeoUOH5ts3ePDgkhYrhKhkChtRBSEc5SgWSybn4kwcOZPL4TO5HDmTiyHDUnBhN7DoElA0J1B0MVh0J0CdCCpAUXgh18Q7Oblc701oBAbeqyUh6SSpCZF25cjjqzImsyKLMlbiwPPFF184oh5CiEqssBFVWpd2eE96kdf2XMXll8Zosj1vW1ajAA86NqxOjQYG3mjQj2q/qNAl2E/4p1EU3svJZagxb+6c/TodI2v5kXXJBchbAb2OZx0m3D1BHl+VNZkVWZQxmS1LiDJSUAtHUdjmjanAbhxRpYuvjia1E9rUcDTZ9a0nnCm8VaVeoJZuDWrTsWF17qrvR4CX9fH5PvZh5irgbztXrSgEKgqzsnPpZrY+qkpTqZhRzZefvD3tVjp30bgwovUIhrcaLmteCVEFSOARogwUOmdMEZ3gRIUOPVk5FjwOPYDnvp6oM1qgouApKxQsKNrzKLoTGP2PcOW5XfzosoX2mf6QngDxh+HUFchIoHZ6NF+lu1LnspEaOUYCFAU/BTS2suA3D3c+9KtGqtZ+gsB2we14/673qeMlI0mFqCok8AhRBgqaM6YoTH4mUvqkFKtlqLwZzRb+jLnC6v2XWX8kHn/juHznBHKVJrp9BGiOUV1zAX9VIgFYw0v1VAX/TyAg80G4af0qgJrAYPQFHjuh0zHNvxr7bhpBasLExe4XWVZnGXWQsCNEVSKBR4gypE3S5utv4mwKe/R2YwdjyMp33AsvGiuN2X8hhZ/2X+K3g7EkZeTajmsx0UJ1jvbqGNqrDxGmOUZtMvMKMN9UoBnIVVNQoCmIEdjp5so6Dw9+93THfMPjK0VRyMrMwuBpIL1OepHKE0JULhJ4hBA2t3z0FhQI74xkcNBCIM7ukDaxFh77u9EiaiiXr1rn4PLDQA91DO3VMYSpTxCqPoUbJZifS+cBngHgWRM8ArjiqeZj95WcP16Nc3iQ5OqCpYDZ3XNzcsnIyMBisYBX8V++SpMRVaISkMAjRCVjtihczcghM8eMl6sWL1cdem3Rlnm59aM3EzSaB5sA/MHkhTa1I9rUcHRZDWiiukh79TrCdDG0V52goTru5uILdEml4pJaxRWV9Svx2vfYahZi+qTymcdPtPK8H/TWeb1MFhN74vaw/OxyNp9vgNa94F9jJkykqdLIccuBa2sZm/xMBZ4rbkNGVIlKQAKPEBWAoiikZhm5kp5NQloOV65/peeQmJbLlfS8fUkZOVhuegrkptPg7abF21WHj5sObzcd3q7aa991eLtp8XHTkeiahatbG/SXtGhSjKDKBFUWqK7Nh6PoUee0xTunHe1MWjqoThGm/p62LifxVuV/zHWzHCBarWavRs0ejYZIjZqEQtbcM3oYSQw2k0stzBZXImP/Yf3Z9Ww6v4mk7CQAtDf9CrNoLKRVN2I41AXDoN9RahccurykqUeIKkcCjxDlTdGiMtUDizcqiw8qizdc+65J96b2dE8GpsdhMhetxaQgWUYzWUYz8Yac255bk2n59mlUadyv3ks3VQxh6pM0U21FrS9C3xrPmhB8NxeD6/BknVmc/8MXS6K+aJVWwD3OnS/PfknUuSiuZl8t8DStWkto7VDurn83bYPbcjbaj8EPhfB196OE1C64r1FFHvEmhCgeCTxClCNVbjO0hhdRKd6Fn5QFxXkQo1KBUrT+voVqpLrEk5qtPKb5kwCV4ZbnmlUKOTWb4h7cDYI7QvBd4FsPVCoS2MdOPsRfreJ2Xba1Wi16Fz16RY9mvYbNbM5/jlpL51qdiagfQbfgbnjp81psrj29IoQQ2t/RuxVCVGYSeIQoJ+qsrmjSn0Z1Bz+GOo2KAE8XArxc8L/23fZ1w7a/pwvueg2ZuWYM2UZSs4wYskwYsowYso0YsoykZplsf7Z+N5GQlc6lrOM8kn2Upyy7CFPHFFqXJL2anXVz+buuiZ11zPxT28x+l2+K1XpiCzl6PRqNpuBzVFo61epERP0IHqj7AN76W4REIYS4iQQeIcqaokaT8SSarO55uzCiaOJAbUBRp177bsDkm0Rq7/N867WI+7za4eOmQ3XDcOvb8XDR4uGiJcjH7dYnKgqc3wn7fsBy5EfUZHPz3IAmlY7Vp3pSq18o1bo2I7t6MEFqNQOAAdz5oyKtVoter0fvUnjIUVQKrYNa80T9J+hetzs+Lj5FLl8IIW4kgUeIsmR2R5s6GrWxpW2Xok7B5D0PRXc2/+m+RrIbJxKMDl+K2PcFiI2FhQth5EgIutVIYsNlOPAN7P8akk4D+XIOBIZCu2c5rDzOk+F+RI6FFgFFrkoeBXSKDncP91u25CiKgtFoJMsli8tPXuZL1y9pLw+nhBAlJIFHiDKivVILt9P/QW3MSyAW7VlM3vNAk+LQ14qNhalToW/fAgKPKRdOrLOGnJMbQSlgRXJXXwh9EtoNhqA2AJj33Xk9LIqFqIQovj73Nc3ONUOn6PI62dxAURRMRhM5uTnk5uRaQ08NI2bXm2cjFEKI4pHAI0QBCptt2I2jhABHOVrAXMOFP9Y5EJND4PKPUOfmrQZudtmD2WspqHLznV/SehY0K7Jrwhmq71+L34GN6DJTCihNBY3ut4acZn1A51rAObdntpjZl7CPjec2suncJq5kXQFAd1N35eshJzc3l5ycHJSS9rAWQohbkMAjxE1uNdtwoBuMbAUL3QZT2CDxmxf6/HLnWd79NQmNJS/smNx/xuL+GxS9O84d1fP6rMj/8lvAU3uTGL5fT/tLBT9CwrcutB0MbZ+2/rkYTBYT++L3seHcBjad21ToEHIFBVOufUuOEEKUBQk8QtzkeovJ16N9CTlZ8I9I3wL2HW1sYvC8vIU+jWYLU389zNe7ztvOUVQ5mLy+QHGJdFg9b54VWasodM7K5QnPOTyyzIK7kv8ZUrZGIbNFD/zavQr1u0Ahk//dyvUZjzee28jm85ttkwHeTKPS0DywORvqb0C7S4vWIL92hBBlT37zCFGIkJNa2kcXb6HPlMxc/rV8H3+fymvpMHknYvT/GE3aZUdVEbAuSOodr6WbyUxvk4keJjO+hZwbpVaz3E/F5yOS2ez2Nn532hlYYyQ6bQ+//L2Bzec3k5KTUnCdVFo61upIz3o9uT/4fs64nuE7vsN/t/+dvZ4QQjiIBB4hCnG08Z1N93f9/IsJJsYt+4uzV/NWAm9cR8fWIa9R7WcNmjTHrJauyUxl6HEdT8YauT8zt6C+wAAkqeAHrZZvdTqOatQYfYyk3GaU+nUmi4kTySfYn7CfP85H0XzOTmadTS3wXK1aS3hQOD3rW0POjUPIz3DmDt+dEEI4lgQeceeyYiFmITQZWSlXT76+ztLgeSn5jgVmwcgYWNgE4goIDa4n2jNxxVUysvNGPvVrW4unBli4R5cMlLCFI/UiHFsDR38l9NxfLFXcgPz9YLKB7RoNK3VaNmo15BZx7p703HQOXjnI/iv72Z+wn+gr0WSa8oKb1tP+fJ1aR+danXmw/oN0C+4mkwEKIZyWBB5x57Ji4dBUqNO3UgaeJjThBCcKHqWVdZSQQ4MZWOdrstxCbPsVRWHNX5ksXWMg44Zh3v+OaMa/ujViv2p/8SqjKIQkqKl57Gs4Ng4u55Vzc4RJBTZpNazTavlDqyHzNiFHURQuZ1xmf4I13EQlRBGTEoOloGHqN9Cp9dxbuzM96/fkvjr32S3rcDt3slq5rGwuhHAkCTzCOThZq9HtZgwOIQSu9X/JNVl455dDfPNP3lpTbjoNswe2pVerwDt+bZWi0NZiobfJTK8LRhp/6gksLvDcWE8L69RaNhh1/K3RYLxNyNFoNOgUHcHbgnkt4TWSM5NvWx+tSktI9RDa1mhL+xrtCa8VjofO447e0/VWs5Q+KTe9gUBYOBJGLoQgWdlcCFF6JPAI51BBW42SM3J56etIdp/JG6FUy8eVz4Z2oGWtoi+DoFUU7jFb6GUyEWEyE3Sr4dp+DaH5wxwPaUpI7SFUX+6PLiH/j7JKpUKr1aLVadFqteh015alUICzkEzBYcdL70XbgLa0q9GOtjXa0sq/FW7aInb6KURhrWZHY90YPDWEr/sOJCRIVjYXQpQeCTxCFFNMfBojlu3lfFJeH5f2dX1Z+GwHArxcbnu9SlHoaLYw0GgiwmQqdGQVQGZQE9ybD4SQhyGgOahUZLAvX+8dlVqFi94FvYserVZbpHW3gr2CbeGmXUA7Gvo2RK2682Hqt3Or4OLIlc2DguCdd26zpIYQosqRwCNEMfxxKpsxv/1Nek5eP5PH2tXm/cda46orZIK/a2pbLDxpNPGE0UT9QlpyzMAujZrffVV8/WwKq30XFbqelFpR4+LqgouLy21DjqIoGFVGDC0MTK0xlcdqPIa/W+UaKh4UBFOmlHcthBDORgKPEHdAURQWX+nP+9HJWK5lFZUK3oxozkv3NSw0bKhys3nmqI4XLhvpkpWbf4FO8kZWrdVp2KjRkqRWYfQ1kuibPxSl5qSy7fw26p+pj4figcqz4Ne1WCyYTCZMRhNGoxGTyYSxhpHEuxLpQAf8SzpqTAghKgjHt1uXwPz58wkNDcXb2xtvb2/Cw8NZu3at7Xh2djajR4+mevXqeHp6MmDAAOLj4+3K2LNnD927d8fX15dq1aoRERHBgQMH7M45ePAgXbp0wdXVleDgYGbMmFEm709UbEkZubyxNpX3Yp+3hR13vYZFz3ZgVLdG+cOOosD53fDLGEJnDeDr1W7cl6XY/dBZgC1uKl6ooaF5Ax3P1NfwdW2ID7QGkxtHKqXnpvPrqV8ZvXk03b7vxpK/l+AZ64nqpvFaZrOZrMwsUpJTSE5KJs2QRlZWFiaTjHoSQlRdTtXCU6dOHT744AOaNGmCoigsW7aMfv36sX//flq2bMlrr73GmjVrWLlyJT4+Prz88ss89thj/PXXXwCkp6fTq1cv+vbty6efforJZOKdd94hIiKCCxcuoNPpMBgM9OzZkx49erBgwQKio6MZPnw4vr6+vPjii+X8N1D5OXpRzrKQmWtiyY4zLNx2mrQbHmHV9nXj86EdCAm6ae4Zw2U48A1ErYCrJwG4+SHXCT8zX7Qz8lWokUuZNQsdqaQyqfA+6838M/PZd3EfuZaCFxo1m83k5uaSm5MrwUYIIQqgUpx89T4/Pz9mzpzJ448/TkBAACtWrODxxx8H4NixY4SEhLBz5046derE3r17ueuuuzh//jzBwcEAREdHExoaSkxMDI0bN2b+/PlMmjSJuLg49Ho9ABMmTOCnn37i2LFjRa6XwWDAx8eH1NRUvL2r2GRrSftgXRj0igS/onc1veWinLeZ0A/yL8pZ2oxmC9/vvcD/NsVwJS3H7liH2joWPHcf/p7XOicbs+H4GmvIObUFCpjLxqz3ILlVN662jSAjuJX1WRhwdJ8bg8NC+DryKCHtszCajURfimbXmV1EXYwix5STrywAb1dvztQ7gznOjMVgKfJCpCY/Eyl9UogkstB+QWVl3z4IC4PISGhfvlURQlRQRf08dqoWnhuZzWZWrlxJRkYG4eHhREZGYjQa6dGjh+2c5s2bU7duXVvgadasGdWrV2fx4sW89dZbmM1mFi9eTEhICPXr1wdg586ddO3a1RZ2ACIiIvjwww9JTk6mWrVqBdYnJyeHnJy8Dx6DwVDgeaJwjlqUs7QpisK6Q3HMXH+c04kZdse8XTX8q/lZhj/8CHoPPVyKtIac6FWQnVJwgQ26Qttn0IQ8gr/eo+BeMxojuWmJ/LBjHVvObyHdmF5gUT4uPvSo24NeDXrhW9OXEHVIgefJ/DZCCGHP6QJPdHQ04eHhZGdn4+npyerVq2nRogVRUVHo9Xp8fX3tzq9ZsyZxcdZf6F5eXmzdupX+/fvz7rvvAtCkSRPWr1+PVmt9q3FxcTRo0CBfGdePFRZ4pk+fztSpUx35VquskizKWdp2nrrKB+uOceBCit1+F62a5zo3YNR9jfAxJ8GB76xB58rRggvyrQttn4E2T0O1eoW+XlRCFEsu/kTzOZv4qJA1qjx1njxQ9wF61e9Fp1qd0Knz/u4KmxFa5rcRQgh7Thd4mjVrRlRUFKmpqaxatYqhQ4eybdu2Il2blZXFiBEj6Ny5M9988w1ms5lZs2bRp08f9uzZg5tb8SdPmzhxIuPGjbNtGwwG22Ozyqoi9rcpriOXDcxYf4ytx6/Y7Ver4ImwYMY+2ISg1IPwyzA4vhYUc/5CdO7Qop816NTrDOrbjwnYcmEL25J/yLdGlZvWjW51uhHRIIJ7a9+Li6bgeX2KMiO0PCkSQggnDDx6vZ7GjRsDEBYWxp49e5gzZw4DBw4kNzeXlJQUu1ae+Ph4AgOt0/evWLGCs2fPsnPnTtTXPmxWrFhBtWrV+Pnnn3nqqacIDAzMN7Lr+vb1cgri4mKd56SquGV/GzcY2QoWug2m4IclZd/fprguJGXy0cYT/BR1iZt7sz3YoiZv9mxKE8NO+GE8nP+74ELqhltDTsv+4HJnj4l61+/NF4e+AECn0nNfcFciGkTQtXZX3HXuxXhHQgghCuJ0gedmFouFnJwcwsLC0Ol0bN68mQEDBgBw/Phxzp8/T3h4OACZmZmo1Wq74cHXty0WayfS8PBwJk2ahNFoRKezPhrYuHEjzZo1K/RxVlV0vWXn7dme1LtU8ER67xaw71xtM++9ll5m/W2KKykjl0+2nOTrXefINdt3MO5QrxoTezUizPAH/DgGEo7kL8C7tvVxVdtBUL1RsevR3K8591UbwNcfhLFmzv10vsvz9hdVIjIrshCirDhV4Jk4cSK9e/embt26pKWlsWLFCrZu3cr69evx8fFhxIgRjBs3Dj8/P7y9vRkzZgzh4eF06tQJgAcffJB///vfjB49mjFjxmCxWPjggw/QarXcf//9AAwaNIipU6cyYsQIxo8fz6FDh5gzZw6zZ88uz7fudK53aH3vtfydZ4syosoZOsTGxsLChTByZN4HamFDzAGa1PBkYo+63J+5DtVPL0LqhfyF1g2Hzq9Ck56gvvWMykWhUqkYXmcK83aCW8mLq3BkVmQhRFlxqsCTkJDAkCFDiI2NxcfHh9DQUNavX8+DDz4IwOzZs1Gr1QwYMICcnBwiIiL49NNPbdc3b96cX3/9lalTpxIeHo5araZdu3asW7eOoGufeD4+PmzYsIHRo0cTFhaGv78/kydPljl4blLYYo8AbllHCTk0mIF1vibLLf8oIWfpwxMbC1OnQt++4F/Dwnd7LjBnc/4h5kE+roy/L4C+2b+hXjsMspLyF9bsIeg8Fup2LJO6CyGEcCynCjyLFy++5XFXV1fmzZvHvHnzCj3nwQcftAWkwoSGhvLnn38Wq45VSVE6xFLCLrEJbj6sbHQPqxt2ItbDD9+cDKrlpN/wlUG2Typef8ezwyOLDPcrVHPXU81Dj5+7Hje9ptDO1UdxA5qz8sJeRm+5SmyifUdjLzc1Ezt58qTpF7R/fA3GTPsC1Fpo/aS1RadG8xK9TyGEEOXLqQKPqBrMqNlSuzXfNOnCljqhmG94NJShc+WSZ/V81/j9Ah+RAvxjt1+vVZHpkYDFPQ2zhwGLu/XL7J6GxagmcEIfvtlp3y/Gos0huN1XjDJv4uldOlQ3j7jSeUDYMAj/F/jUcdC7FkIIUZ4k8Igyk5BkwmfvM4xsGUGS3s8hZeaaFLSpAZAacNtzFcy0917Jv9TreDA6F+tScjeEHXd/6PgS3DUC3B1TPyGEEM5BAo8oVbkmC5uOxvPNP+fZcTIRX+VpkvT259ROv8oTJ/+i26VoMnSuJLt4kuzqSbLeg2QXT04FurO+k55WmeHkZmpJzjCSnlP09aJUWLjfYyWjNOu4K7eAZRp868I9r1iHlusrx1BwGf0khBD2JPCIUnHqSjrf7bnAD5EXuZqRf8FLrcXEgxcOMDDmT7rEHkFziyXd9rU28tWiRGbesPZTrslCSlYuURkn6Zv5NJoMb9SZXqgzvW1/drnqx2OXYvmX7ypC0nPsGnMAomqaqXnvdIJajAJN5fpRkNFPQghhr3L9lhdlwy0IWr1j/X6DbKOZ36Nj+fafC/xztoCRToDR/xIPX9rOwBM78TUZoDocyN9lx87Rxvlbc/RaNTW8XOnp1YpofszXadn/n9X4n16Gu/YK3DSyPq1+W+I7P41H4wcIUhU8uaIQQojKRQKPuHNuQRA6xbZ55LKBb/ecZ/X+S6RlFxxO+rQOovNdKp5o8DCLVLDopnNKMrdPgaPJ4r6A7BuXiVBByMPQ+TW86oQ5wSxBQgghypIEHlEs6Tkmfom6zLd7znPwYsGLXjYP9OKpu4J5tF0dfNyts1qX2dw+97yKsu8rck060ho+hX/fV8C//OcGEkIIUT4k8Ig7su98Mt/+c57fDsaSmZt/AU0PvYa+bWsx8K66tKnjY7fMB5TN3D4A+DfmXLv53DO4G79tC8Lfv+RFlhbpYCyEEKVPAo+4I1N/PcKBCyn59rcN9uXpu4PpE1oLTxfn+GeVFPw0sflXxnA60sFYCCFKn3N8MokK4+m7gm2Bx8dNx6PtavPU3cE0D/Qu34oJIYQQtyCBR9yRh9vUYu2hOB5tV5terQJx1TloxctCRn4JIYQQjiCBR9wRTxcty4bf7fiCbxr5JYQQQjiSurwrIIQQQghR2iTwCCGEEKLSk8AjhBBCiEpPAo8QQgghKj0JPEIIIYSo9CTwCCGEEKLSk8AjhBBCiEpPAo8QQgghKj2ZeLCSiCGmwFXIb+eOVyEXQgghKiAJPJVADDE0pWmxrz/BCQk9QgghKjUJPJXA9ZYd3zW+aJOKfktNfiZS+qQUq2VICCGEqEgk8FQi2iQtugRdeVfDaQQFwTvvWL8LIYSo2iTwiEorKAimTCnvWgghhHAGMkpLCCGEEJWeBB4hhBBCVHoSeIQQQghR6UngEUIIIUSlJ4FHCCGEEJWeBB4hhBBCVHoSeIQQQghR6TlV4Jk/fz6hoaF4e3vj7e1NeHg4a9eutR3Pzs5m9OjRVK9eHU9PTwYMGEB8fHy+cpYuXUpoaCiurq7UqFGD0aNH2x0/ePAgXbp0wdXVleDgYGbMmFHq700IIYQQ5cepAk+dOnX44IMPiIyMZO/evTzwwAP069ePw4cPA/Daa6/x66+/snLlSrZt28bly5d57LHH7Mr46KOPmDRpEhMmTODw4cNs2rSJiIgI23GDwUDPnj2pV68ekZGRzJw5kylTprBo0aIyfa9CCCGEKDsqRVGU8q7Erfj5+TFz5kwef/xxAgICWLFiBY8//jgAx44dIyQkhJ07d9KpUyeSk5OpXbs2v/76K927dy+wvPnz5zNp0iTi4uLQ6/UATJgwgZ9++oljx44VuV4GgwEfHx9SU1Px9vYu+RstgX3sI4ww/L/yv6OlJYw1jCQ+m0gkkbSnfSnWUAghhCgdRf08dqoWnhuZzWa+/fZbMjIyCA8PJzIyEqPRSI8ePWznNG/enLp167Jz504ANm7ciMVi4dKlS4SEhFCnTh2efPJJLly4YLtm586ddO3a1RZ2ACIiIjh+/DjJycmF1icnJweDwWD3JYQQQoiKwekCT3R0NJ6enri4uPDSSy+xevVqWrRoYWuR8fX1tTu/Zs2axMXFAXD69GksFgvvv/8+//vf/1i1ahVJSUk8+OCD5ObmAhAXF0fNmjXzlXH9WGGmT5+Oj4+P7Ss4ONiB71oIIYQQpcnpAk+zZs2Iiopi9+7djBo1iqFDh3LkyJEiXWuxWDAajcydO5eIiAg6derEN998Q0xMDH/88UeJ6jVx4kRSU1NtXze2GgkhhBDCuTndaul6vZ7GjRsDEBYWxp49e5gzZw4DBw4kNzeXlJQUu1ae+Ph4AgMDAQgKCgKgRYsWtuMBAQH4+/tz/vx5AAIDA/ON7Lq+fb2cgri4uODi4lLyNyiEEEKIMud0LTw3s1gs5OTkEBYWhk6nY/PmzbZjx48f5/z584SHhwPQuXNn2/7rkpKSSExMpF69egCEh4ezfft2jEaj7ZyNGzfSrFkzqlWrVhZvSQghhBBlzKkCz8SJE9m+fTtnz54lOjqaiRMnsnXrVp555hl8fHwYMWIE48aN448//iAyMpLnnnuO8PBwOnXqBEDTpk3p168fr776Kn///TeHDh1i6NChNG/enPvvvx+AQYMGodfrGTFiBIcPH+a7775jzpw5jBs3rjzfuhBCCCFKkVM90kpISGDIkCHExsbi4+NDaGgo69ev58EHHwRg9uzZqNVqBgwYQE5ODhEREXz66ad2ZXz55Ze89tpr9OnTB7VazX333ce6devQ6azDtX18fNiwYQOjR48mLCwMf39/Jk+ezIsvvljm71cIIYQQZcPp5+FxVjIPjxBCCFH+Kvw8PEIIIYQQjiKBRwghhBCVngQeIYQQQlR6EniEEEIIUelJ4BFCCCFEpSeBRwghhBCVngQeIYQQQlR6EniEEEIIUelJ4BFCCCFEpSeBRwghhBCVngQeIYQQQlR6EniEEEIIUek51WrpomRMfqZSPV8IIYSoqCTwVAJeeAGQ0ielRNcLIYQQlZUEnkqgCU04wQnSSLvja73woglNSqFWQgghhPOQwFNJSGgRQgghCiedloUQQghR6UngEUIIIUSlJ4FHCCGEEJWeBB4hhBBCVHoSeIQQQghR6UngEUIIIUSlJ4FHCCGEEJWezMNTTGazGYCLFy/i7e1dzrURQgghqiaDwQDkfS4XRgJPMZ08eRKAli1blnNNhBBCCHHy5EnuuuuuQo+rFEVRyrA+lUZycjJ+fn5cuHBBWniEEEKIcmIwGAgODiYpKYlq1aoVep608BSTRqMBwNvbWwKPEEIIUc6ufy4XRjotCyGEEKLSc7rAs337dh555BFq1aqFSqXip59+sjuuKAqTJ08mKCgINzc3evToQUxMjN05SUlJPPPMM3h7e+Pr68uIESNIT0+3O+fgwYN06dIFV1dXgoODmTFjRmm/NSGEEEKUE6cLPBkZGbRp04Z58+YVeHzGjBnMnTuXBQsWsHv3bjw8PIiIiCA7O9t2zjPPPMPhw4fZuHEjv/32G9u3b+fFF1+0HTcYDPTs2ZN69eoRGRnJzJkzmTJlCosWLSr19yeEEEKIcqA4MUBZvXq1bdtisSiBgYHKzJkzbftSUlIUFxcX5ZtvvlEURVGOHDmiAMqePXts56xdu1ZRqVTKpUuXFEVRlE8//VSpVq2akpOTYztn/PjxSrNmzYpct9TUVAVQUlNTi/v2hBBCCFFCRf08droWnls5c+YMcXFx9OjRw7bPx8eHjh07snPnTgB27tyJr68vHTp0sJ3To0cP1Go1u3fvtp3TtWtX9Hq97ZyIiAiOHz9OcnJyga+dk5ODwWCw+xJCCCFExXBHgScrKwuLxWLb3rx5M//973/5/fffHV6xgsTFxQFQs2ZNu/01a9a0HYuLi6NGjRp2x7VaLX5+fnbnFFTGja9xs+nTp+Pj42P7Cg4OLvkbEkIIIUSZuKPA06lTJ1vLxvTp05k2bRqKorBgwQLeeOONUqmgs5g4cSKpqam2rwsXLpR3lYQQQghRRHc0D4/JZMLX1xeAH374gb///hu9Xs+4ceNo27ZtKVTPXmBgIADx8fEEBQXZ9sfHx9tePzAwkISEhHz1TkpKsl0fGBhIfHy83TnXt6+fczMXFxdcXFwc8j6EEEJUPh9++KHDuzt4e3szfvx4h5ZZVd1RC0/NmjX5+++/AahVqxaJiYkApKWlOb5mBWjQoAGBgYFs3rzZts9gMLB7927Cw8MBCA8PJyUlhcjISNs5W7ZswWKx0LFjR9s527dvx2g02s7ZuHEjzZo1u+UsjUIIIURhDAYDer3eoV/SX9Rx7qiFZ8mSJQwbNgy9Xo+Hhwdt2rShQ4cOJCQkMHPmTIdUKD093bZOFVg7KkdFReHn50fdunUZO3Ys7733Hk2aNKFBgwb85z//oVatWvTv3x+AkJAQevXqxQsvvMCCBQswGo28/PLLPPXUU9SqVQuAQYMGMXXqVEaMGMH48eM5dOgQc+bMYfbs2Q55D0IIIYRwLncUeOrXr8/WrVs5cuQIMTExDB48mNq1a3PXXXfddkrnotq7dy/333+/bXvcuHEADB06lKVLl/Lmm2+SkZHBiy++SEpKCvfeey/r1q3D1dXVds3y5ct5+eWX6d69O2q1mgEDBjB37lzbcR8fHzZs2MDo0aMJCwvD39+fyZMn283VI4QQQojKQxYPLSaDwYCPjw+pqamylpYQQggmTZpkN92JI+Tm5jJt2jSHllnZFPXzuESLhyYmJrJkyRJ27txpG84dGBjIPffcw7BhwwgICChJ8UIIIYQQDlHsiQf37NlD06ZNmTt3Lj4+PnTt2pWuXbvi4+PD3Llzad68OXv37nVkXYUQQgghiqXYLTxjxozhiSeeYMGCBahUKrtjiqLw0ksvMWbMGNsMyEIIIYQQ5aXYgefAgQMsXbo0X9gBUKlUvPbaa7Rr165ElRNCCCGEcIRiP9IKDAzkn3/+KfT4P//8k2/5BiGEEEKI8lDsFp433niDF198kcjISLp3724LN/Hx8WzevJnPPvuMWbNmOayiQgghhBDFVezAM3r0aPz9/Zk9ezaffvopZrMZAI1GQ1hYGEuXLuXJJ590WEWFEEIIIYqrRMPSBw4cyMCBAzEajbZlJvz9/dHpdA6pnBBCCCGEI5Qo8Fyn0+nsFvMUQgghhHAmxe60fDsXLlxg+PDhpVW8EEIIIUSRlVrgSUpKYtmyZaVVvBBCCCFEkRX7kdYvv/xyy+OnT58ubtFCCCGEEA5V7MDTv39/VCoVt1p7tKBJCYUQQgghylqxH2kFBQXx448/YrFYCvzat2+fI+sphBBCCFFsxQ48YWFhREZGFnr8dq0/QgghhBBlpdiPtP7973+TkZFR6PHGjRvzxx9/FLd4IYQQQgiHKXbg6dKlyy2Pe3h4cN999xW3eCGEEEIIh3HIxINCCCEqng8//BCDweDQMr29vRk/frxDyxTCESTwCCFEFWUwGNDr9Q4vUwhnVGoTDwohhBBCOAsJPEIIIYSo9CTwCCGEEKLSk8AjhBBCiEpPAo8QQgghKj0JPEIIIYSo9CTwCCGEEKLSc0jg+fPPPxk8eDDh4eFcunQJgK+++oodO3Y4onghhBBCiBIpceD54YcfiIiIwM3Njf3795OTkwNAamoq77//fokrKIQQQghRUiUOPO+99x4LFizgs88+Q6fT2fZ37tyZffv2lbR4IYQQQogSK3HgOX78OF27ds2338fHh5SUlJIWL4QQQghRYiUOPIGBgZw8eTLf/h07dtCwYcOSFi+EEEIIUWIlDjwvvPACr776Krt370alUnH58mWWL1/OG2+8wahRoxxRRyGEEEKIEinxaukTJkzAYrHQvXt3MjMz6dq1Ky4uLrzxxhuMGTPGEXUUQgghhCiREgcelUrFpEmT+Pe//83JkydJT0+nRYsWeHp6OqJ+QgghhBAlVuLAc51er6dFixaOKk5UIh9++CEGg8Fh5Xl7ezN+/HiHlSeqNkf/+wT5NyqEM3JI4MnOzubgwYMkJCRgsVjsjvXt29cRLyEqMIPBgF6vd2h5QjiKo/99Xi9TCOFcShx41q1bx5AhQ0hMTMx3TKVSYTabS/oSQpQJaYkSQojKq8SjtMaMGcMTTzxBbGwsFovF7kvCjqhIrv9P31Ff8r98IYRwHiVu4YmPj2fcuHHUrFnTEfW5rSlTpjB16lS7fc2aNePYsWOA9fHa66+/zrfffktOTg4RERF8+umndvU7f/48o0aN4o8//sDT05OhQ4cyffp0tFqHdWkSpaw0WmOEEEJUXiX+hH/88cfZunUrjRo1ckR9iqRly5Zs2rTJtn1jUHnttddYs2YNK1euxMfHh5dffpnHHnuMv/76CwCz2UyfPn0IDAzk77//JjY2liFDhqDT6WTtrwpE+gUJIYS4EyUOPJ988glPPPEEf/75J61bt7ZbTwvglVdeKelL5KPVagkMDMy3PzU1lcWLF7NixQoeeOABAL744gtCQkLYtWsXnTp1YsOGDRw5coRNmzZRs2ZN2rZty7vvvsv48eOZMmWKwzsvVjTSciJEyeXm5jJp0iSHlil9woQomRIHnm+++YYNGzbg6urK1q1bUalUtmMqlapUAk9MTAy1atXC1dWV8PBwpk+fTt26dYmMjMRoNNKjRw/buc2bN6du3brs3LmTTp06sXPnTlq3bm33iCsiIoJRo0Zx+PBh2rVrV+Br5uTk2FaCB+doESiNcCItJ0KUnKIoDv/PU2JiosNDVG5ubpX9T15pTEdQlf8+K4ISB55JkyYxdepUJkyYgFpd4j7Qt9WxY0eWLl1Ks2bNiI2NZerUqXTp0oVDhw4RFxeHXq/H19fX7pqaNWsSFxcHQFxcXL7+Rte3r59TkOnTp+frO1TeJJwIUXWURoi68T9xVU1pTEdQlf8+K4ISB57c3FwGDhxYJmEHoHfv3rY/h4aG0rFjR+rVq8f333+Pm5tbqb3uxIkTGTdunG3bYDAQHBxcaq8nhBBCCMcpceAZOnQo3333HW+99ZYj6nPHfH19adq0KSdPnuTBBx8kNzeXlJQUu1ae+Ph4W5+fwMBA/vnnH7sy4uPjbccK4+LigouLi+PfgBBCVCLSf0k4qxIHHrPZzIwZM1i/fj2hoaH5Oi1/9NFHJX2JW0pPT+fUqVM8++yzhIWFodPp2Lx5MwMGDADg+PHjnD9/nvDwcADCw8OZNm0aCQkJ1KhRA4CNGzfi7e0tS2MIIUQJlcajN3ncLhyhxIEnOjra1tH30KFDdsdu7MDsKG+88QaPPPII9erV4/Lly7zzzjtoNBqefvppfHx8GDFiBOPGjcPPzw9vb2/GjBlDeHg4nTp1AqBnz560aNGCZ599lhkzZhAXF8fbb7/N6NGjpQVHOJys0ySEEM6hxIHnjz/+cEQ9iuzixYs8/fTTXL16lYCAAO6991527dpFQEAAALNnz0atVjNgwAC7iQev02g0/Pbbb4waNYrw8HA8PDwYOnQo//d//1em70NUDVV5nSYJe0IIZ1Lhphb+9ttvb3nc1dWVefPmMW/evELPqVevHr///rujqyZEhVVaQ3Q9PT0dWmZFCXtCCOdT4sBzu5aRyZMnl/QlhBClTIboCiEquxIHntWrV9ttG41Gzpw5g1arpVGjRhJ4hBBClEhpjPyqSJMElsYks1Xx0XCJA8/+/fvz7TMYDAwbNoxHH320pMULIYRNVf/gq6qq+qSLMsmsY5RKHx5vb2+mTp3KI488wrPPPlsaLyGEqIKq+gefEKL4Sm165NTUVFJTU0ureCGEEEKIIitxC8/cuXPtthVFITY2lq+++spuGQghhBBCiPJS4sAze/Zsu221Wk1AQABDhw5l4sSJJS1eCHET6ccihBB3rsSB58yZM46ohxCiiKQfixBC3LmyWeJcCCGEEKIcFauFZ9y4cUU+t7QXDxVCCCGEuJ1iBZ6C5t4pSGksHiqEEEIIcaeKFXjKesFQIYQQQoiScMjEgykpKSxevJijR48C0LJlS4YPH46Pj48jihdCCCGEKJESd1reu3cvjRo1Yvbs2SQlJZGUlMRHH31Eo0aN2LdvnyPqKIQQQghRIiVu4Xnttdfo27cvn332GVqttTiTycTzzz/P2LFj2b59e4krKYQQQgjHqYoLkpY48Ozdu9cu7ABotVrefPNNOnToUNLihRBCCOFgVXFB0hI/0vL29ub8+fP59l+4cAEvL6+SFi+EEEIIUWIlDjwDBw5kxIgRfPfdd1y4cIELFy7w7bff8vzzz/P00087oo5CCCGEECVS4kdas2bNQqVSMWTIEEwmEwA6nY5Ro0bxwQcflLiCQgghhBAlVezAc+jQIVq1aoVer2fOnDlMnz6dU6dOAdCoUSPc3d0dVkkhhBBCiJIo9iOt0NBQOnbsyGeffUZaWhru7u60bt2a1q1bS9gRQgghhFMpduDZtm0bLVu25PXXXycoKIihQ4fy559/OrJuQgghhBAOUezA06VLF5YsWUJsbCwff/wxZ8+e5b777qNp06Z8+OGHxMXFObKeQgghhBDFVuJRWh4eHjz33HNs27aNEydO8MQTTzBv3jzq1q1L3759HVFHIYQQQogSKXHguVHjxo156623ePvtt/Hy8mLNmjWOLF4IIYQQolgcsngowPbt21myZAk//PADarWaJ598khEjRjiqeCGEEEKIYitR4Ll8+TJLly5l6dKlnDx5knvuuYe5c+fy5JNP4uHh4ag6CiGEEEKUSLEDT+/evdm0aRP+/v4MGTKE4cOH06xZM0fWTQghhBDCIYodeHQ6HatWreLhhx9Go9E4sk5CCCGEEA5V7MDzyy+/OLIeQgghhBClxqGjtIQQQgghnJEEHiGEEEJUehJ4hBBCCFHpOWwenqpGURQADAZDudUhJycHi8XisPKMRiOAlOnEZYL1vut0OilTypQyq0CZFeV3k9FoLLfPw+uve/1zuTAq5XZniAJdvHiR4ODg8q6GEEIIIYALFy5Qp06dQo9L4Ckmi8XC5cuX8fLyQqVSlXd1CmUwGAgODubChQt4e3uXd3VEAeQeOT+5RxWD3CfnVxr3SFEU0tLSqFWrFmp14T115JFWManV6lsmSWfj7e0tvwCcnNwj5yf3qGKQ++T8HH2PfHx8bnuOdFoWQgghRKUngUcIIYQQlZ4EnkrOxcWFd955BxcXl/KuiiiE3CPnJ/eoYpD75PzK8x5Jp2UhhBBCVHrSwiOEEEKISk8CjxBCCCEqPQk8QgghhKj0JPAIIYQQotKTwCPsSB92IUouLS0Nk8lU3tUQQtxAZloWAGRlZeHm5oZKpUJRFKdeLqMqO3PmDKtWrSIzM5PQ0FAeffTR8q6SuElkZCRPPvkkv//+O82aNSvv6ogCJCcnk5iYCEDt2rVxd3cv5xqJsiAtPIJjx44xfPhw1q1bB2ALPcK5REdH07lzZ9auXcvvv//OqFGjWLt2bXlXS9zgwIEDdOvWjT59+kjYcVKHDh2ie/fuDBgwgHbt2jFhwgROnjxZ3tUSZUBaeKq4M2fO0KtXLxISEjCZTGi1Wnr06CEtPU4mLi6ORx99lGHDhjFt2jTOnTvH8OHDSU9PL++qiWsOHjxI165dGTVqFDNmzEBRFOLi4sjMzMTHxwd/f//yrmKVd/z4cXr06MGQIUMYNGgQe/fuZdq0aXTo0IHGjRuXd/VEKZOJB6uw3Nxc3nzzTS5evMiAAQOYN28e/v7+vPzyy/To0QNAQo+T2LJlC+PHj2fDhg1Uq1YNgEcffZQaNWrg6upK8+bNGTVqVDnXsurKzMykRYsWqNVqTp8+jcViYeDAgZw/f57o6Gg6dOjAiBEjGDp0aHlXtcpKT0/n+eefx9PTk88//9y2f+TIkRw+fJht27ah0WjKsYaitMkjrSpMr9fTr18/Hn74YZ5++mk+/PBDEhMT+eSTT9i0aRMgj7echVqtZt++fWzbtg2A999/n99++42MjAxSU1MZPXo0EyZMKOdaVl3u7u58+OGHJCQk8PrrrxMREUFKSgoTJ05kyZIlhIaG8sYbb7Bq1aryrmqVZTAYcHFxoV+/fgCYzWYA2rdvj9lslrBTFSiiSsvNzbXb3r59u9K5c2elX79+yqZNmxRFURSz2axERkaWR/XENZcvX1aef/55RaVSKX369FFUKpXy888/245/9dVXipeXl3L48OFyrKVYuXKlolKplPDwcCUhIcG2//z580rfvn2V4cOH5/uZE2Vnx44dtj+bTCZFURRlzZo1yr333mt33sWLF8u0XqJsSB+eKiYlJYWsrCxMJhPBwcHodDoA2/9wunTpwvvvv89bb73Fxx9/jMlkYu3atXz77bccO3YMX1/f8n0DVcTN9ykoKIgPPviAF154gdjYWHJycnjooYds5/v6+lK7dm28vb3LsdZV0/W+bwCPP/44W7ZsITY2Fj8/P9sj4eDgYDw9PTl37pztZ06UvszMTIxGI0ajEX9/fzp37gyAxWKxtegYDAYuX75MTk4OLi4uvPvuu0RFRfHVV1/J6K1KRgJPFXLw4EFGjBjB1atXcXV1pV27dsydO5fq1auj0WiwWCyoVCq6du3K9OnTefvttxk8eDA5OTn88ccfEnbKyM33qU2bNsybN4/q1atTvXp1tmzZwoULFzhz5gxNmjQBYNeuXfj5+ckv6DJy/PhxPvvsM2bOnIlWq7V7JNKtWzcsFgtqtbXHgKIotuDToUMH6RdXRg4fPszEiROJiYmhZs2a9O7dm/HjxwPY7g2ARqNBp9Ph4uLClClTePfdd9m7d6/8LFVCEniqiPPnz9OzZ0+GDh3Kvffey9WrV3nvvffo1q0bn3/+OXfffTdqtdrWX6dLly74+flhMpn4+++/adWqVTm/g6qhsPt033338dlnn3H33XcTFBSEn58f48ePJyQkhKSkJL777jv++OMP/Pz8yvstVHqnTp3i/vvv5+rVqyQlJbF48WI0Go1d6LnxAzUtLY1Zs2axadMmtm7dKmGnDBw5coSuXbvy7LPP8sgjj3DkyBFWrVpFWFhYvgEZ3t7e1K9fn0mTJvHf//6Xf/75h3bt2pXzOxClojyfp4my8+uvvyqtW7dWrl69atuXmpqq3H333UrTpk2V6OhoRVGs/XUsFosybtw4RaVSKVFRUeVV5SrpVvepSZMmyqFDhxRFUZTly5crTz31lBIaGqoMHDjQdv9E6UpNTVUGDhyoDBgwQJk+fbrSrl075dlnn1UsFouiKHn9Qq7buHGjMmzYMKVGjRrKvn37yqPKVc7Vq1eVBx54QBk7dqxtX3x8vNK6dWvl3XffzXf+Dz/8oKhUKsXT01PZu3dvWVZVlDEZpVVFXLlyhYSEBFsLQG5uLt7e3vz11194eHgwcuRIwPo/U5VKxbBhw9i/fz9t2rQpz2pXObe6T56enowYMQKAQYMGsXjxYnbv3s3SpUulBa6MeHl50ahRIx5//HFeffVVRo4cyaFDhxg6dCiKothaeq7z9fWlVatW/Pnnn9JqUEbi4+Px9/enT58+gLW/To0aNejZsycXL14EsLtH1atXJzQ0lD179hAWFlYudRZlpLwTlygbsbGxip+fn/Kf//zHti8nJ0dRFEU5fvy4EhgYqCxYsEBRFEUxGo3lUkdRtPv06aefKopibY0TZed6K87174qiKGlpacr8+fPztfRkZWUp2dnZiqLIz1NZS0xMVH777Tfb9vV7MnbsWOXJJ5+023fdjS2qovKSFp4qQFEUqlevzuuvv86vv/7KokWLAOs8PIqiULt2bYKDg7l8+TKAbcSJKFtFvU9xcXGAfT8RUfpunn3cbDbj6enJkCFDeOGFF2wtPdnZ2bz66qsMGTIEi8UiP09lrHr16rbWnRvvl06nsy3oqlKpeOedd5g4cSKAbTJPUbnJT2IVoFKp0Ol0DBw4kJMnT/L555+TnZ3NK6+8gkqlwsPDA39/f1uHS0VGkZQLuU/O78a/b41Gg6IouLu7M3ToUFQqFYsXL6ZJkyZcvXqVP/74Q0JpObvxflWrVg29Xg/AW2+9xezZs9mxY0e+80TlJUtLVHI3fygeO3aMTz75hN9++43w8HDuvfdeDh06xPLly9m7dy9NmzYtx9pWXXKfnF9hAfP6/uTkZHr37k1MTAzbtm2TflXl4Fb/CZg8eTLnz5+nadOm/N///R9///037du3L+MaivIkLTyVzPUf+ISEBGrUqJHvh7958+b85z//oUePHkyfPp2LFy/i7u7Ojh075EO0DMl9cn63u0fXqVQqjEYjs2bN4sCBA+zevVvCThkp6j0C6wSRX375JZ6envz1118SdqogaW+tZFQqFXv27GHEiBEkJSUVeE7NmjXp378/u3fvZtu2bfz888+EhoaWcU2rNrlPzq8o9+i665MP7tq1S+5RGbqTe9S8eXOaNm3K33//LaOxqigJPJWQVqtlzZo1rF+/vtBzLBYLYO346urqWlZVEzeQ++T8inKPrrcyfPDBBzKNQzkoyj0C6N69O1u3bpXWtypM+vBUEtd/6V6f7fXtt9/mr7/+4uuvv6Z27drlXT1xjdwn5yf3yPnJPRLFIS08lURmZiaQN1Q5PDycS5cucfr0aSCvpUCUL7lPzk/ukfOTeySKQwJPJbB3714eeOABvvnmG5KTkwHo06cPrVu3ZuzYsZhMJhke6wTkPjk/uUfOT+6RKC75V1GBXX8aefXqVe666y5GjhzJsGHD+L//+z8A3nzzTapVq8aPP/5od74oW3KfnJ/cI+cn90iUlPThqYCuP782mUx2s7ju3LmTNWvW8OWXX1K7dm169uzJqlWr6Nq1K/Pnzy/HGldNcp+cn9wj5yf3SDiKBJ4K5voP/+bNm1m9ejXJycm0bNmS559/nho1apCbm0tWVhZvvfUWiYmJrFy5Eo1Gw5UrV/Dx8ZEZRcuI3CfnJ/fI+ck9Eo4kgacC+umnn3j66acZPHgw586dIzk5mStXrrBjxw7q1KljOy82Npa1a9dy9913y1DMciD3yfnJPXJ+co+Ewzh8OVJRqq5cuaK0bdtWmTFjhm1fdHS00rNnT6Vhw4ay6q+TkPvk/OQeOT+5R8KRpNOyk8vIyADyhlmmp6cTGxtL27ZtbeeEhIQwY8YMfH19+fbbbwHpsFfW5D45P7lHzk/ukShNEnicWEJCAvXr1+f777+3DbMMDAwkODiYbdu22c7TaDSEhoai1Wo5evQoIKv/liW5T85P7pHzk3skSpsEHiemVqvp27cvzz77LD///LNtX8eOHdmyZYtt+CVYf+Br166Nr68viqLI/3jKkNwn5yf3yPnJPRKlrnyepImiio+PV1555RVFpVIpP/74o6IoipKYmKhEREQonTp1Ul599VXl+++/V15++WXF29tbOXr0aDnXuGqS++T85B45P7lHojRJ4HEy6enpSmpqqt2+y5cvKy+//LKiUqmUVatWKYpi/SXwxhtvKOHh4UqTJk2ULl26KPv37y+HGldNcp+cn9wj5yf3SJQlCTxO5MSJE0rbtm2Ve++9V1m2bJmyfv1627Hs7Gxl9OjRikqlUr7//ntFURTFaDQqJpNJSUhIUNLT08ur2lWO3CfnJ/fI+ck9EmVNe/uHXqIsWCwWli5dyoEDB3B1dSUlJYXMzEz8/Py4++67GT58OM899xzVq1dn4MCBeHt7ExERAUBAQEA5177qkPvk/OQeOT+5R6I8yMSDTiQuLo4PP/yQU6dO0bhxY0aPHs3y5cv5888/OXjwIH5+fjRs2JDIyEgSEhLYunUrXbt2Le9qVzlyn5yf3CPnJ/dIlDVp4XEigYGB/Pvf/+b9999nx44dNGnShMmTJwOwe/duLl++zKJFi6hRowYJCQn4+/uXc42rJrlPzk/ukfOTeyTKmrTwOKHY2Fjef/99du/eTf/+/Xnrrbdsx4xGIxaLhdTUVGrUqFGOtRRyn5yf3CPnJ/dIlBUJPE4qLi6OadOmsWfPHvr378+ECRMA8q0YLMqX3CfnJ/fI+ck9EmVBAo8Tu/5LYP/+/XTv3p2pU6eWd5VEAeQ+OT+5R85P7pEobTLTshMLDAxk0qRJNGnShL///purV6+Wd5VEAeQ+OT+5R85P7pEobdLCUwHEx8cDULNmzXKuibgVuU/OT+6R85N7JEqLBB4hhBBCVHrySEsIIYQQlZ4EHiGEEEJUehJ4hBBCCFHpSeARQgghRKUngUcIIYQQlZ4EHiGEEEJUehJ4hBBCCFHpSeARQgghRKUngUcIIYQQlZ4EHiGEEEJUehJ4hBBCCFHp/T/IEYF8ln86ywAAAABJRU5ErkJggg==\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mc = mpf.make_marketcolors(up='g',down='r',\n", + " edge='lime',\n", + " wick={'up':'blue','down':'orange'},\n", + " volume='gray',\n", + " ohlc='black')\n", + "s = mpf.make_mpf_style(marketcolors=mc)\n", + "\n", + "mpf.plot(daily,**kwargs,style=s)\n", + "\n", + "ohlckws = kwargs.copy()\n", + "ohlckws.update(type='ohlc')\n", + "\n", + "mpf.plot(daily,**ohlckws,style=s)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "---\n", + "\n", + "- Each of the keywords `edge`, `wick`, `ohlc`, and `volume` can have the following values:
    \n", + " **1.** Any single matplotlib color
    \n", + " **2.** A dict specifying separate colors for `'up'` and a `'down'`
    \n", + " **3.** The str `'inherit'` (or any part thereof: `'i'`, `'in'`, `'inh'`, etc.) indicating that the keyword (`edge`, `wick`, `ohlc`, `volume`) should use the same colors as were specified by the keywords `up` and `down`.
    \n", + "\n", + " \n", + "- Thus:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mc = mpf.make_marketcolors(up='palegreen',down='c',\n", + " edge='inherit',\n", + " wick='black',\n", + " volume='in',\n", + " ohlc='i')\n", + "s = mpf.make_mpf_style(marketcolors=mc)\n", + "\n", + "mpf.plot(daily,**kwargs,style=s)\n", + "\n", + "mpf.plot(daily,**ohlckws,style=s)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "- To save time, if you want **all** marketcolors to inherit from up/down, simply say `inherit=True`\n", + "\n", + "\n", + "- **Note that `inherit=True` will override all other specified colors**" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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yU/jvzv/yw7EfUK9Y9CKzKNOpr1VXJPAIIYQQ1fDFbykcSM6xb785qiueeict1pnwGez6smS79xPQbbRzygbyjHl8su8TvjjwBUUWxwUveof25oVeL9CpaSenvV5dksAjhBBCVNGFdB2frSuZYPD+3uFc3zbQOYWfTYAVL5Vsh/eBYa+Xf34lmKwmlh1Zxnu73yOjKMPhWFtDWyb1mkT/5v1RGtBEhhJ4hBBCiCqwWuGX5U0wmm2PgEL83Jk8Iso5heeft/XbsVyc1NA7GO75HHQVXFS0HKqqsuHMBuYkzOFkzkmHY009mvJ0j6cZ2W4kOk3DiwcN7x0JIYQQtSB+mwdnT5eshP6vkV0xeLpVv2CLGZY+AjkXW44ULdzzGfg1q1ax+87vY/b22SSkJjjs99R5MrbzWB7p/AhebhXsSF0PSeARQoh6KLGggFyLpVLX+Gq1tPdquB9otSkrU8Pa1SVrY90a3YybOoU4p/D1r8GJX0u2h70GrfpVubhzeeeYu2MuK06scNivUTSMbDeSCd0nEOwVXOXy6wsJPEIIUc8kFhTQYdu2Kl17pHdvCT3VpKrw/Q9eGI22/i0GTy2v3t7ZOYUf+AH++E/Jdue7oO//Vamo7OJsPtr7EQsPLsRkNTkc69e8H5NiJtGhSYdqVLZ+kcAjhBD1zKWWHX+tFl0FO5WaVZUsi6XSrUKitF279BxNLOlLM+m2lgT6uF/ligpKPwLfXRZugqLg9ncqvQK6yWJi8eHFLNi9gBxjjsOxyCaRvNDrBWLDYqtf33pGAo8QQtRTOkXBraIz7VqtNVuZRiIvT2HFLyUtZG06FDKie9PqF1yca1sB/dKsxnpf2+SC7j4VLkJVVVafWs1/Ev7D2byzDseCvYJ5pscz3NrmVrQaJw2Zr2ck8AghhBAV9NNPXhQW2kKmXm9lxO1Z1R+6rarw/QQ4f7hk350LILDi63DtTNvJ7O2z2ZO+x2G/t5s347uM56FOD+Gp86xePes5CTxCCCFEBRw44Mb+fSWPrm6KK8DP3wmPCLf8Fw58X7J9wySIurVCl57NPcvbCW+z5tQah/1aRcvdHe7mqW5P0dTTCS1QDYAEHiGEEOIaCgsVfvyhZFRWy5Ymel1XhLG6BZ/4Ddb8o2S7zUAY/LdrXpZnzOPDvR/yxYEvSnVIHhQ+iOdinqONoU11a9egSOARQgghrmHlCi/y8myPsnQ6lZF35ld/ofLsc7BkHKgXW4kM4TDqE7hKHxuL1cLyo8t5Z+c7pWZI7ty0My/2epFeoRVcp6uRkcAjhBB1JF/N56D1IFGaKLwV72tfIOrEsaM6duwoeZQ1aHAhgYFWqtUN3FwMS8ZCwXnbtlYP934O3uU/ftqavJWZ8TM5knnEYX+wVzDP9XyOW9rcgkapbgpruCTwCCFEHSmggAQ1gZa0xBsJPK7IaITvviu5N2FhZvr1K7rKFRW06hU4G1+yffNsaB5T5qmnck7x7+3/ZsOZDQ77PbQePNLlEcZ1HtegZ0h2Fgk8QgghRDnWrvUiK8v2iEmjsT3K0lZ3VPeuryD+o5LtHg9DzNhSp+UYc3h/9/ssOrQIs9XscOy2NrfxTM9nCPUOrWZlGg8JPEIIIUQZzpzR8ueWkkdZN/Qvolmzao7KOrcDfnquZLtZd1vrzmXMVjNLjyzl3V3vklWc5XCsW1A3Xr7uZboGda1ePRohCTxCCFHDstVsjGWM5zmVf558s4ZTuvPkac1oNQoaRUGrUfDU6PHX+Nd+ZQUAZjMsX+aDqtrm2AkMsjBwYGH1Cj34Iyx7EswXH4l5BsDoL8DNw37KH+f+YFb8LI5lH3O4tJl3MybFTCKuVVz15/1ppFwq8MyfP5/58+dz8uRJADp37sy0adMYMWIEAB988AGLFi1ix44d5ObmkpmZib+/v/36kydP8tprr7F+/XpSUlIICwvjoYceYurUqej1JdOA79mzhwkTJhAfH09QUBATJ07kpZdeqs23KoRoJLLVbBZbFjvss1rhh28COLjPCwhjHsfLvFajgE6jQaOxfddqbGHICjQ3m9BosH34KaBqABTQgbWZHmsbd1sBoko2bvQkPd327EpRVEaOzMetqguhW63w6yzY+EbJPkUDoz4C/wgAjmcdZ9b2Wfx+7neHSz11njze9XEe7vQwHjoPRNW5VOBp0aIFb775Ju3bt0dVVT7//HPuuOMOdu7cSefOnSkoKGD48OEMHz6cKVOmlLr+0KFDWK1W3n//fdq1a8e+fft4/PHHyc/PZ/ZsW5NhTk4Ow4YNY+jQoSxYsIC9e/fy6KOP4u/vzxNPPFHbb1kI0cBdatnRo0eDbQTN+g1eF8PO1VlVMFqsYAGuGBNU8stbBeDyaKPJLMSabMTcwxt8GucyAtWRnKzlt19LwkWfPsW0bGm+yhVXUZwH3z0FB38o2efuZws77YaQVZTFe7vf45vD32BRSx6XKSiMbDeSiT0mEuQVVNW3Ii7jUoHntttuc9h+/fXXmT9/Pn/++SedO3fmueeeA2Djxo1lXn8pDF3Spk0bDh8+zPz58+2BZ+HChRiNRj755BP0ej2dO3dm165dvP322xJ4hBDlPn66Gj16DIrhqudoLv45csSNTRtqfkSNJtOC26YcLJ28sLbSX/sCAYDFAt8t98ZqtUVIf38LQ28qqFphmadg8QOQuq9kX0BbuP8rTAFtWHzgC+bvnk/upfWzLuoV0ouXrnuJqKZRVX0bogwuFXguZ7FYWLJkCfn5+cTGVn1V1+zsbAICAuzbW7ZsYcCAAQ6PuOLi4njrrbfIzMykSZMmZZZTXFxMcXGxfTsnJ6fM84QQ9VdZj58q6j7tfdcMPZmZGpYuKRni3LSphcefyEGnU7FaFaxW29MPs1Wl0FrMMCUOP7UJFqtq/zJbVQ7m5fPIwUP4KBq0gKJia+hRQZtiwu2sbeZdxQK6vQWYU4xYoj2gqo9kGpE/fvcgKanko/GOkfm4V2Uh9JO/wzdjoOBCyb62Q7CO+pBfL+zl3z+8yMmckw6XtPBpwQu9XmBIxBDpp1MDXC7w7N27l9jYWIqKivDx8WH58uV06tSpSmUdPXqUd955x966A5CSkkLr1q0dzgsJCbEfKy/wzJgxg+nTp1epHkKI+qGsx0/XYsWK8eKfqzGZYPFXPvaFJ93cVO5/IA9vb/XiGar9XCtW3LHQQutBkFJ6tWzvAj3FqVqKSx0BAvV4BWoI2F+M9uKKA7p0M96/5lHc2R3fao+pbrjOp2vZsKFkgc2ePYtp164Kj7LiP4YVL8HFoeQmIL7nvawPCmfDT/eSVpjmcLqPmw9PRj/JA1EPoNdKa1xNcbnAExkZya5du8jOzmbp0qWMHTuWTZs2VTr0nDt3juHDh3PPPffw+OOPV7teU6ZMYdKkSfbtnJwcwsPDq12uEML1XHr85Ewrf/F2bDm4I5+QkKoNcW7v5cWR3r3JtZS+/mBBAQ9xkH/37sjqdWfYccy2/IDWBEG7inmXw0y/owsGT2nuuZxqhe+X+2A221pWfHysDB9RyUdZZiOsfBm2f0KBovC7lyfrfXz41def3Mw/IfNPh9M1ioa729/N/3X/P1ngsxa4XODR6/W0a9cOgJiYGOLj45k7dy7vv/9+hctISkpi0KBBXH/99XzwwQcOx0JDQ0lNTXXYd2k7NLT8CZzc3d1xr1K7phCisdu704vt8SUtB717F9Gte/WWnWzvdfV+QL2DDDz5WHO+2naGf/18gAKjLRx9tyuJrScymH1PN/q1C6zQayUXF/N+UhJPhoXRrIH+HkzY5s3p0yUh8Lbb8/H0VK9yxRXyz5PxzYNsvLCX9SFBbPHwwHhplJzVsS1Oo2joF9aP52Keo0OTDs6ovqgAlws8V7JarQ59Z67l3LlzDBo0iJiYGD799FM0V6zuFhsby9SpUzGZTLhdHGO4Zs0aIiMjy32cJYQQVZWYXMDKH/zt282bmxlxcxU7wVaSoig80CeCfu2aMumb3SScygQgObuIBz/ayrjrWzF5REc83Mp5zJV9Fg6vQHduD2kFnqQOf55m7s1qpe61KSmzmI2rS/pfdelSTKdOpqtcUSInL4dvD73Lln3fskunYg0qu6XGXetObFgsg8MHMzB8IE085POmtrlU4JkyZQojRowgIiKC3NxcFi1axMaNG1m1ahVg62OTkpLC0aNHAVt/H19fXyIiIggICODcuXMMHDiQli1bMnv2bNLT0+1lX2q9eeCBB5g+fTrjx4/n5ZdfZt++fcydO5c5c+bU/hsWQjRoOUUmXl6YiNlk+4eXl5eVe+/PQaO7+sKT1VyWspSWTb355slYFmw6xn/WHsFksbVcfLb5JL8lpjNndHeiW/jbekwn74TDK+DwSkjdC0AQ8B5gObUIej4MvR+HgDZOrWNdUVWVN5adwGQsuUe33Fp+IFVVlbTMNBLPJpJ4NpH0zIufM27gODkA+Op9GdhiIIMjBnN92PWy3lUdc6nAk5aWxpgxY0hOTsZgMBAdHc2qVau46aabAFiwYIFDx+EBAwYA8OmnnzJu3DjWrFnD0aNHOXr0KC1atHAoW1VtP+AGg4HVq1czYcIEYmJiCAwMZNq0aTIkXQjhVKqq8uI3uzlz4WILtaJy2z0X8PAvpqJLT+pxXgdWrUZhwqB2DIwM4vmvd3EkNQ+Ac+kZvDt/HhPDj9E5bwtKXmr5ZRhz4c/34M/50CEO+vwF2gyEejyiaEnCWbYeLRl1O+LmfLx8LA6R02q1ci79HEfPHiXxTCI5+eWP0g3WeTO47W0MaTmEmJAY3DTSV8pVKOqlJCAqJScnB4PBQHZ2Nn5+fnVdHSGEE6Sr6SyzLMMDj0qN0iqiiLu0dxGklEwQ98Gvx3jjl0P27SeGNOfxoc0drs1UM9lg3cAgzSCaKI6POCoyt09ZduTmEpOQQEJMDD19fcs8pyjjLOu//x/ux1fTT7MPD+Uqj28C2pIREo3myGr8Lfmljwd1hD5PQvRo0NevFd/TcooY+vYmcopso6naRhZyz0MXAJWs3CxS0lNISkvixLkTFBWXH1PbGE0MKbYw+PopdO7xiAwpr2UV/Tx2qRYeIYRoCP48foG3Vh62b9/YIYjJQ7qhKeeDsInSxCEsOZ2qQsqei4+qVuCRvIubAcroumNRFc4H9CA4ZiRKx5shsD0nc3MZ0PR3DrgfJ2L3Z3D+SMkF6Yfgp+dh7avQcwxc9zg0aVlz78VJVFXlb9/ts4UdpRhvvyQGdiokYdMRDqQfIMd49bnWoouKGVJQwKCCQlr7tYb7F0Ngu1qqvagKCTxCCOFEaTlFPL1oJxarrfG8ub8n/xndHU0tr2ulmIvgyBY4sgKOrIKcc+WeW6TxYq2pK2stMWy0diMr2ZcBR4KYFR1OyMVz8nWenO8+hoh+T8HxDbB1ASSuvqyQbNj8Dmx5FyJvtj3uanWDyz3uUlWVs7ln+XzHRjZl/IpX61No3FNQFJVvDpV/nU6jo4+hPYNP7mRQ9nmCLBcferW7Ce7+GDwq3xonapcEHiGEcBKTxcrTi3ZyPs/Wb0ev1fDegz1p4l1Lk8kV59J072KW7VtC9O97wHyV1b39W0LkCOgwHI+W/dAdyuDX5XvJyrcNl//1SDrD5vzKv0Z2oXmbyx6NaTTQbojt68Ix2Po+7FoIRlufIFQrHPrJ9hXSxfa4q+s94OZZRiVqXqG5kP3n97M7fbf9K6PINjeR/ioDpRQU2vq3pVtQN64L6cWAtJP4rp4Gl613Rb9nYcg/QCOTOdYHEniEEMJJZq06zLaTGfbtabd1olu4f+28eOJa+PEZWuaco+wHSgq0uA4ih0OHERAc5dD6MrxLKDEtmzBl2R7WHrTNBJxdaGLiVzvp3zkITWgZ3T2btoWbZ8Lgv8GuRbDtfci4bOX31H3ww0RY8w+IGQfXPQaG5qXLcRJVVUnOT2ZX2i57uDmccRizeu3Zkn3cfIgOiqZbUDe6BXWja1BX/PR+tskEV/wVEj4rOVnnAbe/A9H31th7Ec4ngUcIIZxg/b4MPvi15MP+rh7NebBPRM2/cFE2rHoFdn5Z+pibN7QdZHvE1H4Y+Fy9n1CW1sJTd0bSvrWBT9cep+jiZIW/7U+n2TGFjWEX4Iq35KvV0t7LD/r+BXo/AUfX2EZxHd9QclJhBvz+NvwxFzrdbnvcFd6n2o+7zFYzhzMOszNtJzvSdrA7bXepZRvKYykOwloYwfB2fZlw/RDaGNqgvbylRlUhZS/88lc4veWyN9wM7lsIzWOqVXdR+yTwCCFENV04r2Pe0pKwExniy+t3dq350ToXW3Uu759j1bjxQchghsY+RLuoYeDmUbGiCgrosG2bfVvXV0/TPcV4ZNn6quiKVP6zaD9Tu7tTFOT40XGkd2/bzM8ajW24eoc4SDtka/HZvRhMF+e1US2wf7ntq1l325w+HYaDwXEakfLkGfPYk76HHWk72JW2iz3n91B4tcd2F3nqPIkOjKZjQBe+/k1D+oVQsHjTPdyff4+4Hu3l/avSj8D+ZbDvW8fO2WBrIRv9JfiWPyu/cF0SeIQQohqMRlj+VVPyi23BwMddx/yHeuKpr8F+HYVZsHpq6VadZt04dNNsnjpdQELrmAqHHcC+Lpe/VotOUcAPLP3cMB4rxu1QMQqgsUBwQjHGzgrm1u6YVZUsi6XMNb0I7gi3zoEh02z13PYBZJ0uOZ68C37eBT+/ACFdLz5qGw5hPW3BCUjJT2FH6g52pu1kV/oujmQewapee1LGcN9wugV1o3tQd7oFd6Odfzt0Gh2vLN9LepqtDm5ahZl3R9vCTuZJ2LfM9nVxssVSuj9oez+6hrm0RmMggUcIIapIVeHH731ITy2ZXG72PdG0CSq9wrnTJK6BH56B3KSSfRo3GPgy9HuOJmYr/1CSaKavWkdpnaLgdvmSPB28MPvp0CXko1hscwm77y9CV6BSFFWBD3/PJnD9ROj7f7Zh8VsXwMnfHM9J3YsldS9H//wPO/wC2RkQxk7FSIox+9r11ejo1LQTPYN70j24O92Dupe5EOeWYxdYtLUkcL18vYEOx/8HPyyDc9vLf4EW10Gv8dDtPpcbcSYqRwKPEEJUUXy8O3t2l7SiPN6/NcO71NBaU+W26nSHkfMhpJNtUwuvtm7t1JdWQ/WYb9Cg25qHUmTrvKw9UYx7ngWlWwWDlUYLUbfavlL2UbDzf+w9voqdpgx2ubuz28OdvEtBy5RebjG+el96BPewf3Vu2hkPne0eJBcX805SEk+G+TgsclpotDB52R6aks0I7Tbu9dhG1/gDQDnz7oZGQ5e7oPOd0KRVxd6fcHkSeIQQogrOntXyy88layP1aOXLS8M71syLXaNVB23NL1+gGnSYBvih25qHJtv2CEuXbib0TwtpHYugnFmd8035nMg+wfHs4xzPOs6x7GOcyD7BmdwzWH2sgP9VX7eFyUSPIiM9iovo4RVOm+ZxaDrcDM17lhoOnmw0Mv3UKW4PDCwJPIWZrPv6A17L+ZHr3fejU6xQxhM4AjtAl7ttQSewfSX/64j6QAKPEEJUUkGBwuKvfLBYbI84vH0svHF/W9y0FVuO4hIvvIhRYvCinEUlC7Ng1VTYdfVWnVrjocHczxfdznw0ybblKPR5KpM/3YnX/e3x9s2wB5vj2bavlPyUChevVbR09Ayhh9FCj/Tj9MjNLJngDyD3EKQeso348gos6SDddjC4lwQujTEP9qyEfd9iPbqWW62mMmeVpkkr6DIKOt8FIZ3lkVUDJ4FHCCEqwWqFJUu8yc62fYJqNCojR18g0K/yfWa8FW96aXuVfbDcVp3JtgnvaqFVpxRVRaNmoXRKQut7Gl1OMhp9Gib3NCb8UcY6W9fg7eZN96DudA/uTs/gnnQJ7FKyorjFBKf/hCMrbV8XjjpeXHDeNuHhroVYtXryWsSiNLuOb45tpstvCWCxTf54ZQRVfZuhdBlla8kJ6ykhpxGRwCOEEJWwcaMHRxNLws2QmwqIaG103gu4UKuOYs5GX3AAXcFhtMZktKYUNNaLi2hqgavMVHw5T50nrfxa0da/LW0MbWhjaENr/9a09G3pOPfN5bRu0Lq/7SvudTh/FI6spODgz+jP/InusvXMNRYjfqc20ePUJnqUUVS66scvlj58HjmQ9+8aR3vvGuxULlyWBB4hhKigxEQ3Nm4oWSIhKspIvxsKKXbaC1ytVec50Nbwr2zVglvhCTwLD6Av2I+u+EwlL/fEWhxMhG9r7ukWQ4cmbWnr35ZQ71A0SuUe95US2A4Cn+ZQ17EM/nMTI7N2MeJCPMPOb6eJOa/U6ZlaH1YZe/GjJZY/rZ3Ij/AgNVxPrrWcjsqiwZPAI4QQFZCVqWHJN96oqu0RSEBTC3eNynfOE5E6bNVJyU/h93O/8/OpTUQl/4lWLbrmNVatAYs+FKNbKNm6YKa16MO364o4fV4LKBwCVuY14c6HexFQzjpiycXFvJ+UxJNhYQ4jqq7FV6sl282Hz4Nu4POgG9BaLcTmHOK2C/H0zknktEcgXwfewN4jHdGYbCHL7KGQ1sHNfr1onCTwCCHENZjNsHixD4WFtg9QNzeV++/Pw8ND5drT4F3DkdXw47OOrTpava1V5/pnnd6qY7QYSUhN4I9zf/BH0h8czSrpG1NWFLDommDy6ozZow0WfSgWfTNUra2fjclqJcNspn+7GMZ0cOcvXyaw9YRtLbH4k5nc+d4ffDz2OtoFl36EVOaIqgpo7+XFkd69r5jssDcwhoMFBYw9eJAn85uwP/es/ej0kZ3p0Tbg4jIY5XQQFw2eBB4hhLiGFSu8OHeu5NflbbfnExpa1tjmSijMsq2BtWuh4/6wHnDHe05t1TmTc4bfk37nj3N/sC1l21WXY1DRYfJqj8mrMybvLljcQivUsbeJt54vxvfhleV7WZpgCxunLhRw13t/MP+hGPq1C3Ta+7laaNHlW1m/pSQ8jurZgvHdy15OVTQuTg88RqOREydO0LZtW3Q6yVNCiPpt714927aWTC543XVF9OhRzU7K53bAN2Mh+7KlFpzYqlNoLiQ+Jd7einMq59RVz4/wjaBDUG8+ym2Km3dHtNrLlqRQVdtXGcxX7NfrNMy6O5o2Qd7MXHkYgJwiM2M+2cYTw9txU4+SSRkPFhQ4fL9cVVtirKpK033FGM22drdAH3f+fmtUpcsRDZPTEklBQQETJ07k888/B+DIkSO0adOGiRMn0rx5cyZPnuyslxJCiBplvfigKuOChu+/K/ngDQszEXdznsNjLGtlHmqpKmz/BFZOBstlockJrTqqqrL+zHq+OfwN21O2Y7SWH8o8tB70btabfmH9uKH5DUT4RZBYUMB/tm2zTT5sNlfqtS/vF6MoCv83sB2tm3rz3Ne7KDZbsVhV5v+SyJsHTpAVqXdoMXro4MEyy7QvSFoJqxKS8cgsuR//GtkZf6+qLbEhGh6nBZ4pU6awe/duNm7cyPDhw+37hw4dyquvviqBRwjh8vTYPhyNGDGb4euvgykutvXbcXe3cvvo81jcLGVO1Hvp2nIZ8+Gn52HP1yX7FA0MfAVueL5arToHLhxgVvwstqeWvyZUW0Nb+jXvR7/m/YgJicFd69hvpuy+MTYHCwp46OBBvoyKIuqKEFJea8yIrs3I1atMWrQLXbGtJchw0ox3IRT38AJd2Y/Jrrog6RVUVSWn0Ex6XhFnMgv5YsMJ+7Gbu4bW3DIfol5yWuD57rvv+Prrr+nbty/KZem9c+fOHDt2zFkvI4QQNcagGLhPex9GjPz7l1OkJKXaj40YmcldQQNoopSefEaPHoNiKL/g84nw9cOQfllrhncw3P2JbZ6ZKkrNT2Xeznn8eOxH1CvWhfJ286Zvs762kBPWjzCfsGuWd60WlSgvL3qWs4REWdqF+ZLS14NmO4vR5thaXnSpZjRb8jH39gHPMoaqW60oFpWUzEISMkyk5xaXfOUZL34v5vzFfUZL6RY2Hw8dr97eucL1FI2D0wJPeno6wcHBpfbn5+c7BCAhhHBlBsXAqv0pLN5cEnZG9QmmQ9ezNFGaEKQEVa7A/d/B90+DMbdkX8T1cM+n4BtapToWmAr4fP/nfLr/01IdkG9ofgOPdnmU7sHdcdPUwWzMV7B4aii63gfPnYVoUm3LUWiyLbj9loOlpTuKUUUpskKxilJsxa3YircZ/m9NfJVf85Gb2hLs63HtE0Wj4rTA06tXL37++WcmTpwIYA85H330EbGxsc56GSGEqFFnMwv465Ld9u2Oob48d0sEv7CjcgVZTLBmGvz5nuP+65+BIf+o0iMsq2rlx2M/Mm/HPNIK0xyOtfNvx4u9XqRf836VLrfG6RTMvb3R7i9Ee9w2TaNSpKI7fO05fypUvEYhyNcdLy8d232LGdi19D++hXBa4HnjjTcYMWIEBw4cwGw2M3fuXA4cOMDmzZvZtGmTs15GCCFqjMli5ZmvdpJTZOu066XX8t8HeuLhVlj2CtvlyT4HSx+BM1tL9rn7wcj3IOq2KtUtPiWeWfGzOJjh2Mk3wCOACd0ncFf7u9BpXHhkrKJg6eKF6qNFu7cApQITHjf11hPk606gjztBvhe/Lv/7xW2DpxsajcKO3FxiEhLkqYIok9N+Om644QZ27drFm2++SdeuXVm9ejU9e/Zky5YtdO3a1VkvI4QQNebfq4+w43SWfftfI7vQLtiHdLX8eWtKOb4Rlo63LW55SUgXuPd/0LRtpet0Ouc0bye8zbrT6xz26zV6Hu70MI91fQwfff1ZG8rayh3VR4P2eDGqBnDXoLor4KFBdddg1sMFrYXNfWPo7X+VflFCVJJT/znQtm1bPvzwQ2cWKYQQtWLj4TQWbCoZYHF3TAvu6tmi4gVYrfD7v2HDG6Be1pG2+0Nwy2xw8yz/2jJkF2fzwZ4PWHRoEWar4zDx4a2G81zMczT3aV6pMl2FGuiGObDs/kVWqxWLWUWnrebaW0JcwWmB55dffkGr1RIXF+ewf9WqVVitVkaMGOGslxJCCKdKzSli0jcl/XbaBfvwzztKRvl44UWMEoMX5YxiKsiA5U9C4uqSfVp3W9DpOaZSdTFZTSw5vIT5u+eTVZzlcCw6MJq/XvdXugd3r1SZQggnBp7Jkyfz5ptvltqvqiqTJ0+WwCOEcEkWq8ozX+0kI982UZ+7TsO7D/TES1/y69Fb8aaXtlfZBZQ1a7J/S9sjrLDuFa6Hqqr8evZXZm+fzcmckw7Hmnk34/mY5xneani97J9iVlVbC1hFzxWiBjgt8CQmJtKpU+lZQjt27MjRo0fLuEIIIerevHWJ9gUvAabf3pnI0ArMNaOqkPAprHjZcdbkyJttnZM9S8/XU57DGYeZtX0WW5O3Ouz30nnxePTjPBT1EB66+jfM+tIMzFkVmESwvGuFcBanBR6DwcDx48dp1aqVw/6jR4/i7e3trJcRQgin2Xz0PPPWJ9q3b+8Wxujrwq99oTEffpoEexaX7FM0MGSabS0sTcX6n5wvPM9/d/6XZYnLHCYO1Cga7mx3J0/3eJpAT+ctulnbnD17sxDV4bTAc8cdd/Dcc8+xfPly2ra1jUQ4evQoL7zwArfffruzXkYIUUfy1XwOWg8SpYnCW6n//4hJzy3m2a932dfFbNXUi9fv7HLtR0bnE+GbMZB2oGRfJWdNzi7OZuHBhXy+/3MKzI6LZ/Zt1pcXe71IZEBkZd6Oy3L27M1CVJXTAs/MmTMZPnw4HTt2pEUL28iGs2fP0r9/f2bPnu2slxFC1JECCkhQE2hJS7yp34HHalWZ9M0u0nNtk+DptRr++0BPfD2uMTNxebMm3/0J+F173aasoiy+OPgFiw4uIs+U53CstaE1L/Z6kf7N+9fLfjpCuDqnjfszGAxs3ryZn3/+mf/7v//jhRdeYN26daxfvx5/f/8KlTF//nyio6Px8/PDz8+P2NhYVqxYYT/+wQcfMHDgQPz8/FAUhaysrFJlZGRk8OCDD+Ln54e/vz/jx48nL8/xF8uePXvo378/Hh4ehIeHM3PmzOq8dSFEPTN/0zF+SyyZJ2fqLVF0aX6VOV8sJlj5CiwZ6xh2rp8IY3+4ZtjJKMpgTsIc4r6N44M9HziEHX93f17p8wrf3v4tA1oMkLAjRA1x6jw8iqIwbNgwhg0bVqXrW7RowZtvvkn79u1RVZXPP/+cO+64g507d9K5c2cKCgoYPnw4w4cPZ8qUKWWW8eCDD5KcnMyaNWswmUw88sgjPPHEEyxatAiAnJwchg0bxtChQ1mwYAF79+7l0Ucfxd/fnyeeeKLK710IUT/En8zg7TVH7NtxnUMYE9uy/AvyL8DXD8HpzSX7Kjhr8vnC83y27zO+OfJNqTWvfPW+PNzpYR6MehA/vV+V3osQouKqFXjmzZvHE088gYeHB/Pmzbvquc8888w1y7vtNsdfHq+//jrz58/nzz//pHPnzjz33HMAbNy4sczrDx48yMqVK4mPj6dXL9sQ0nfeeYebb76Z2bNnExYWxsKFCzEajXzyySfo9Xo6d+7Mrl27ePvttyXwCNHAZeYbeearnVisto47zf09mTmqW/mtKucTYeE9kHmiZF8FZk1OK0jj032fsuTIEootxQ7HDO4GxnYay/0d769XMyQLUd9VK/DMmTOHBx98EA8PD+bMmVPueYqiVCjwXM5isbBkyRLy8/MrvPjoli1b8Pf3t4cdgKFDh6LRaNi6dSt33nknW7ZsYcCAAej1evs5cXFxvPXWW2RmZtKkSdlDSYuLiykuLvnFlZOTU6n3I4SoW6qq8uKS3SRn2xas1GkU/vtADwxe5fTbOfGrrWWnKLtkX7f74Za3QV92R9yU/BQ+3vsxyxKXYbQaHY4FeAQwtvNYRkeOxtutfveBEqI+qlbgOXHiRJl/r469e/cSGxtLUVERPj4+LF++vMz5fcqSkpJCcLDjKrk6nY6AgABSUlLs57Ru3drhnJCQEPux8gLPjBkzmD59emXfjhDCRXz8+wnWHSpZYfzl4R3pEVHOXDk7v4Qfn4XLl3QY8g+44XkoozXoXN45Pt77McuPLi+1DESgZyCPdH6EuzvcjZebDLUWoq44pQ+PyWSiY8eO/PTTT0RFRVWrrMjISHbt2kV2djZLly5l7NixbNq0qcKhp6ZMmTKFSZMm2bdzcnIID6/AfB1CiDq360wWb608ZN8e3DGY8Te0Ln2i1Qrr/wm/X9ZirfOAO9+HziNLnX4m5wwf7v2QH4/9iFl1DDrBnsE82vVRRrUfVS8nDRSioXFK4HFzc6OoqMgZRaHX62nXrh0AMTExxMfHM3fuXN5///1rXhsaGkpaWprDPrPZTEZGBqGhofZzUlNTHc65tH3pnLK4u7vj7u5eqfcihKh72YUmJn61A5PF1m8n1M+D2fd0Q6O5oqXGVGhbD+vA9yX7vIPh/sXQIsbh1JPZJ/lw74f8fPxnLKrjpHqh3qE81uUxRrYfibtWfmfUpmZ6Pf9o2ZJml3VZEOISp43SmjBhAm+99RYfffQROp3zBn9ZrVaHvjNXExsbS1ZWFgkJCcTE2H5BrV+/HqvVSp8+feznTJ06FZPJhJub7dn9mjVriIyMLPdxlhCiflJVlSnL9nAmwzZCSqPAvPt7EOB9xQdibiosvh/OJZTsC4qCB78B/wj7rmNZx/hgzwesPLkSq+q4NlRzn+Y81vUx7mh7B27aa8znI2pEM3d3Xm1dRsudEDgx8MTHx7Nu3TpWr15N165dSy0nsWzZsmuWMWXKFEaMGEFERAS5ubksWrSIjRs3smrVKsDWxyYlJcW+NtfevXvx9fUlIiKCgIAAoqKiGD58OI8//jgLFizAZDLx9NNPc9999xEWFgbAAw88wPTp0xk/fjwvv/wy+/btY+7cuVftdC2EqBk1MXvz5WUu+zOdX/am2I9NuqkDvVsHOF6QegAW3QvZZ0r2tR0C93wKHra5eY5nHee93e+x+uRqhyUgAMJ9w3m86+Pc2vZW3DQSdIRwVU4LPP7+/owaNapaZaSlpTFmzBiSk5MxGAxER0ezatUqbrrpJgAWLFjg0HF4wIABAHz66aeMGzcOgIULF/L0008zZMgQNBoNo0aNchgybzAYWL16NRMmTCAmJobAwECmTZsmQ9JFhSQXF/N+UhJPhoXRTB5xVltNzN58qcyipEBe++mgff8N7QJ5amA7x5OProVvxjlOJthrPIyYCVod+aZ85u+az8KDC0v10Wnl14onop9gROsR6DROndJMCFEDqv1TarVamTVrFkeOHMFoNDJ48GBeffVVPD09K13Wxx9/fNXjr776Kq+++upVzwkICLBPMlie6Ohofvvtt8pWTwiSjUamnzrF7YGBEnhcQLaajRHH4d+ZaibFxQovLzqC0WJ77BTg48bUe1uQoZxHr+oxKAaI/wh+eQnsfXAUiHsD+j6FCqw4/guzt88mvTDdofw2hjY8Gf0kca3i0GpkRW8h6otqB57XX3+dV199laFDh+Lp6cm8efNIT0/nk08+cUb9hBCiTNlqNosti0vtV1VY+X0A5y6YbDsUlWF3J/Gr1wmwgGK1MnZdIu5bL/sHlps33P0xRI7gaOZRXt/6OttTtzuU29ynOc/FPMewlsPQKE5blUcIUUuqHXj+97//8d577/Hkk08CsHbtWm655RY++ugjNBr5pSCEqBmXWnb06NFcXBYwN1dhZ4IHB/aUzHcz4MZCotopgAcaYyH9l3+Oe2LJoy58w+CBxeQ1bcv8+FksPLjQYeSVXqPnsa6P8UiXR2R4uRD1WLUDz+nTp7n55pvt20OHDkVRFJKSkuyrpgshRE3IydKSctKTUyfdOHnSjfPnHR8xtWplYvCgIjRo8MrJZODXC2iaeq7khNBo1PsX88uFXfz7u+dLPb4a2GIgL/V+iXBfmXNLiPqu2oHHbDbj4eH4rx43NzdMJlN1ixZCCDtVVTmdUcDWExlsPZ7BlhPpJGWWv0q5l5eVe+7NQ6uFgOQzDPpmAV65ly0TEXkziYMn88aWv5X5+GpK7yncGH5jTb0dIUQtq3bgUVWVcePGOUzKV1RUxF/+8heHoekVGZYuhBCXqKrKsfQ8e8DZdiKDlJxrT3Dq52ehdRszgwYV4uen0uLwHvp/9xk6U0nn5rTeY/gssAWLVo11eHzlrnVnfJfx8vhKiAao2oFn7NixpfY99NBD1S1WCNHAlDei6tJ3q1XlaGohO47nsPNkLjtP5JKZby6rKAdNmlho3dpMy1YmWrcy49/EalvuSlWJ2rqBmDXLUS7OnWNRNMyJvYEfs/aQkb7RoRx5fFW7ZFZkUduqHXg+/fRTZ9RDCNGAlTei6nyajmNHfFhycg9nT7pTVHTtgQ5tg7zp06YpUa10pET8QbDBzd5p+RLFauG6lUuI3PG7fd9+b29eadue48knHc5t4dOCyb0ny+OrWiazIovaJrNlCVFLymrhqAg9F+eNqccuH1GVn6tl7x539uz2IDnp2r+C2od6cn3rYPq0acp1rQII8rU9Pk9X01lmsQAlsxsrViueudnE/ryQsOO2xUJzFYW5oSEs8XTHmpthP9dd6874ruN5tMujsuaVEI2ABB4hakF5LRwVdZ/2vnodevKLLezd68XBXT4cP+6GqiplnqcoKmFhFlq2MtGylYmQlrk86H0bQQUK5KVB6n44lg75aXjnnmRw3k688wvwzM/FIz8X94I8NKrt8ZUK/OTtxeygQDIuPuK65PoW1/P33n+nha+MJBWisZDAI0QtKGvOmIqwYsV48U99Y7JY+S0xneU7k1h9IIViU0Cpc0K5QN/AU3QKukArnyya6bPwKcrF40IuHqdz8MjPwaPgJbhi/SoAL6B9Oa99xM2N1wObsOOKEaQGHwP9e/VnUsQkgpSg6r9JIUS9IYFHiFqkufjHlZX36O3yDsZl0aPHDz92nsniu53n+GlPMhn5JeXoMNNJOUVPTSJ93Q9znS6RpsYMyMP2VU0mYIunByu9vfnFxwuLUtKKpNPq6NO5D9d1ug6z9todoYUQDY8EHiGEXUUevW2wbii1L+O8jv27vTi1O5gzGbah4wHkMFSTSE9NIjGaI0RrjuN5KUhZodKNVm7e4BMEPiHgHUShtx+7PVPZp2jYWpjH7uw0Cs2l5/9q16Idg2MG4+/jjxUrZiTwVJaMqBINgQQeIRoYi1XlQn4xBcUWfD10+Hq4oddVrFWpMo/e8vIU9u11Z89ud5LPammvnOUGTTwxbon0VI7QRpNSodfM92tCvl8TCn18KfL2o8jbl0JvXwp8fMnxdqe/3yia+nQEvW1eL7PVTHxKPN+f/J51p7dTVFz23DwGHwODew2mbfO2gO3xoBVrheokHMmIKtEQSOARoh5QVZXsQhPpeUWk5RaTfukrr5jzuUbS80r2ZeQXY72iy4unmxY/Tx1+Hm4YPN3w83TDz0N38bsbfp46DJ5u4FHISb07fh46vDwUPDxV3N1VtBdXbDAa4eBBPYk7LRhOnKIHidyvOUJ396P4KYXXfB8WrZYLzSJIb9Ga9BZtON+8NYW+ZXfGtmKliCKs2ggsqgcJydtYdXIVa0+vJaMoo8xrtFotLcNa0i6iHW3D26LVaimidCDSIy0VQjQ2EniEqGMmEyQn68jNVcjL05CXqyEvTyE3T0NerkJunj+z87ZjspTuuFtRhSYLhSYLqTnFFTi7dGdeb3cTQ9120te0h/FqIpHKWTRuFaiPTwiE9yavRWfWhuWQ26wt6Co2BFxVVc6lnWPumbn8fup3LhRdKPM8N40bvZv3ZmDLgcSGx1KsK2aDdQODNINoojQpdX5DGOYvhKg8CTxC1KHjx3V887UP+fnXeuRU+bCjKA4jsaukrXKOe7UbuYvfCDLngILtqwxWRcESEoVbeD8I7wPh14F/S1AUCtV0Ui3L8MDtqg/KVFXlXPo5Dp8+zKHTh8gvzC/zPJ1GR7+wfsS1imNg+EB89b72Y+mqbQHQJkoTGYklhLCTwCNEHYnf5s5PP3lhtZaTIMrgplUI8nEnyNedwIvf7V+XbQf6uOOl11JgtJBTZCK70EROoZmcQhM5RSZyCk1kF5rtf7d9N5NRWERuQQqDi7dxp/VXYjSJ5dalQO9FengEqeEtSW3ekrTm4dztObbSrSeqqpJ8IZlDpw5x+PRhcgtyyzxPp+joG9aXuFZxDI4YjJ/er1KvI4Ro3CTwCFHLLBZYucKLP/8smSNGq1UJDLLg66Pi42PFx9eKj4+Kt48FvU8RIw2DifQLxeDphqJUPCB5u+vwdtfRzOB59RNVFU5vgR1fox5YjkIhVzbFWDRu7G/RhaZdbsazVX8sgW3wUjS0BlpTuUdFl0LO4dOHOXzqMDkFOWWepygKMaEx3Nb6NoZEDMHgLo+ihBBVI4FHiFpUWKiwZLEvx46VLIfg62vlgQdzadHCUup8W8fdYtpoPfFXKt7RNl/N56D1IFGaKLwV7/JPzEmC3V/Bzi8h4zhQxhOr0Gjo8TCZXQexRb+eu7R3EVCFR0WqqnLu/DkSTydetSVHURQiQiLoENGBiPAIHvR+UB5NCSGqTQKPELXkwnkd335p4ML5kh+7sDAzDz6Ui59fNTvbXKGAAhLUBFrSEm+uCDxmIxxZaQs5R9eAWsZQbQ9/iL4XejwEzboBoKrpUDqTXZVVtbIrbRffn/yeVadWldsnByA8JJyOER3pENEBbw9v+ygtIYRwBgk8QpQhsaCAXEvpT/eDBQUO36/kq9XS3sur1P6tR7P538Jgh9XAu3Qp5s678qnOXG6VmRVZm3YEj51L8djzHZqCsoZ1K9B2kC3kRN4Cbh5lnHNtFquFHWk7WHNqDWtPrSW9ML3M8xRFoUVwCyLDI+kQ0QEfT58qvZ4QQlSEBB4hrpBYUECHbduues5DBw+We+xI794Ooed/W04y/cfDWKwlYWfw4AIGDiqiEt1xSqnIrMh/FPxC2/27idwdT1DSmbJP8o+A7g9B9/ttf68Cs9XMjtQdrD61mrWn1pY7hFxRFMKDw4mMiKRDeAe8Pa/yuE0IIZxIAo8QV7jUsuOv1aKrRCIxqypZFov9epPFyvQf9/Pln6ft57i5qdw1Ko8uXUovgVBZ5c2KrFgshJ5KpO3eeFoe3IWujOUWzFod5k4349HjMWjVHzSVX9/r0ozHa06tYd3pdeVPBqho6R7aHd9wXzqFd8LHQ1pyhBC1TwKPEOXQKQpulQkC1pK+MFkFRv5v4Q42Hytp6fD1M9s6Jzd3bn8dDRr0RhPNjh8k4tBumh/dh3tR2bMen28WwdHufTjYqTO3+jyERyU7A1usFuJT49l2ahvrTq8jqzirzPN0io4+YX0Y1nIYg8IHYXY3s8yyDA+q9phMCCGqSwKPEOUwq6pDiKnQ+cDZ8wVMWrqdkxdK+vl0auHNkAcTCfTVU2q8dxUpBZl0OLSdtocPEnb8UJktOQBFnt6c6HodR7vFkhXSHCtWjBXsDGy2mjmSeYSdaTvZmraVzUmbKTaWPVuzTqMjtlksw1rZQs7lQ8gvTQYohBB1RQKPqLTk4mLeT0riybAwmrlXbJmA+sT34sJRWWV0Wr4Wj3QzUzbsIr+4ZEXuO7qH8eJdYfyiOVz9ymWfhUM/w8EfaXpqM4PUsuto0epIatOR49F9ONu+C1adW5nnXSnPmMee9D3sTN/JzrSd7E3fS4G57A7aYFvWoV9YP25qdRMDwwfKZIBCCJclgUdUWrLRyPRTp7g9MLBBBp72Xl4c6d273FFaDx08yJdRUURd1jFZVVV+jk/isx3HyL/sidVf4yL5v4FtOc/5Sg/pvlgw/udT8Up8Dw5tgKSd9kNX9i4yuntytn0XzkRGk9S2E2b91e+Nqqok5SexM80Wbnal7SIxKxFrWcPUL6PX6OnXvB/DWg3jxhY3OizrcC2VWa1cVjYXQjiTBB7hElyt1aisoeWXi/Lyoqev7YPeaLbyjx/28dW2klFQnm5a5ozuzvAuobYdlem2o1oJTDpN+OHdhB/ajSEjrdxT8318OdshmjOR3Ult1R6rtvwfaavVSlpmGmfTz3I6/TSLzy/mfMH5a1ZHp+iIahpF9+Du9AzuSWxYLN5ulRtddWl18rKG0Ff0WiGEqA4JPMIl1NdWo8x8I3/5MoGtJ0pGKIUZPPhwbC86h1V8GQTbyKojhB/eQ/iRPXjlZpd/ckAb6HgrmR1v4Jtmx/FQvBxGaV1SbCom6XwS59LPcS79HEnnkzCV08/ncr56X7oHdadHcA+6B3enS2AXPHXXWJriGgyKgfu095UKPJlqpqxsLoSoFRJ4hKiixNRcxn++ndMZJX1cekb48/7DvQjyrUBoU60Enz5G291/En5kT7kjqwBMzTrj1vFOiLoVgjqComBW08Fy0uG83IJc20rjpw6RfCEZtQLLpYf7htvDTY+gHrTxb4NGcU7H6stdLbg4c2VzL7yIUWLw4uqtdEKIxkUCjxBVkHA0g7nfHSLvss7Jd/Vozht3dcXDTXvVa72zMmizZytt92zFN6vsR0pWRSEtoh2nI7uS2CGSYU3HlxsI8ovyOXr6KIdOHeJMWjmTC16kUTSEBIQQEhTCyJCR3BhyI4Gegdd4t/WLt+JNL22vuq6GEMLFSOARohJUVcX3hIkZR/Zhvdh4oijwUlxH/nJjm/JXMjcV0n7/Djru3kGzk4koZXTquTSy6kxkN8526Eqxl0+560llF2fzy6lf+P7E95xNPVtuS4673p3mgc1pHtScFkEtCG0ailanpYgiBmgHEKg0rLAjhBDlcanAM3/+fObPn8/JkycB6Ny5M9OmTWPEiBEAFBUV8cILL7B48WKKi4uJi4vjvffeIyQkxF5GfHw8kydPJiEhAUVR6N27NzNnzqRbt272c/bs2cOECROIj48nKCiIiRMn8tJLL9XqexX1T0a+kf/+dISAw0b7+CEvvZa59/Xgpk4hpS9QVTizDXZ9SdN93zLYWHrhTBWFpDaRHO1mGz7uOLLK6jBSKc+Yx4YzG1h5ciWbkzZjtppLlQdg8DbQsWVHIltGEtIkpFQIk9FPQojGyKUCT4sWLXjzzTdp3749qqry+eefc8cdd7Bz5046d+7M888/z88//8ySJUswGAw8/fTT3HXXXfzxxx8A5OXlMXz4cG6//Xbee+89zGYz//jHP4iLi+PMmTO4ubmRk5PDsGHDGDp0KAsWLGDv3r08+uij+Pv788QTT9Txf4GGz9mLctaGAqOZT34/wfubjpN72SOs5v6efDS2F1HNrph7JicJdn8FuxbBhaNA6akGswICOdytF4lde5Lv539xrwpXtOaYzCZOnjvJ9NPT2XJ2C0Zr2aOcfDx96NiyI1EtowhtGlp+S5MQQjRSilqRXo11KCAggFmzZnH33XcTFBTEokWLuPvuuwE4dOgQUVFRbNmyhb59+7J9+3auu+46Tp8+TXh4OAB79+4lOjqaxMRE2rVrx/z585k6dSopKSnoLy5TPXnyZL777jsOHTpU4Xrl5ORgMBjIzs7Gz69xTba2IzeXmIQEEmJi7EOzK6Iii3JezZWLctY0k8XKN9vP8J+1iaTnOs4u3LGFH1+O602gz8UWGVMRHP7ZFnKOrYcy5rJR9T4Udb6Zou6jMIf35NLKoVeOVDJajMSfi2f9yfVsObuFInPZsyI38WhCi4gWRLWMIjwovMIhxzbTspG7tHc5raNwVaWr6SyzLHOJuggh6qeKfh67VAvP5SwWC0uWLCE/P5/Y2FgSEhIwmUwMHTrUfk7Hjh2JiIiwB57IyEiaNm3Kxx9/zCuvvILFYuHjjz8mKiqKVq1aAbBlyxYGDBhgDzsAcXFxvPXWW2RmZtKkSemhsQDFxcUUF5d86OXk5NTMG2/AnLUoZ01TVZWV+1KYteowx887Poby9dDRoVsAc4Z1IdBLD+cSbCFn71Ioyiq7wNYDoPuDKFG34an3pqwB3harhSMpR9hycgvrT68nz5RXZlEGdwNDI4YyvPVw2ge3Z6m6FIBiyl7u4WpkfhshRGPicoFn7969xMbGUlRUhI+PD8uXL6dTp07s2rULvV6Pv7+/w/khISGkpKQA4Ovry8aNGxk5ciSvvfYaAO3bt2fVqlXodLa3mpKSQuvWrUuVcelYeYFnxowZTJ8+3ZlvtdGqzqKcNW3LsQu8ufIQu89kOex312l4pF9rnrqxLQZLBuz60BZ00g+WXZB/BHR/ELrdD01alvt6u9J2sfjoYtaeWlvuGlU+bj4MjhjM8FbD6RvWFzdNyTIR96ml57YBmd9GCCGu5HKBJzIykl27dpGdnc3SpUsZO3YsmzZtqtC1hYWFjB8/nn79+vHVV19hsViYPXs2t9xyC/Hx8Xh6Vn3ytClTpjBp0iT7dk5Ojv2xWUNVH/vbVNWBpBxmrjrExsOOi1xqFLgnJpznbmpPs+w98MM4OLwCylrDys0LOt1hCzot+0EFQt36M+v5OfHnUvs9dZ4MbDGQuNZx3ND8Bty1Zc/rc63Q4sz5bYQQoj5zucCj1+tp164dADExMcTHxzN37lxGjx6N0WgkKyvLoZUnNTWV0FDb9P2LFi3i5MmTbNmyBc3FD5tFixbRpEkTvv/+e+677z5CQ0NJTU11eM1L25fKKYu7uzvu9WgG4OqqSH+bhw6W07pB7fe3qaozGQW8veYI3+06x5W92W7qFMJLwzrQPmcLfPsynN5cdiERsbaQ03kkuFe8TxPAiFYj+HTfp4BtIc4bW9xIXOs4BjQfgJeb6//3E0KI+sLlAs+VrFYrxcXFxMTE4Obmxrp16xg1ahQAhw8f5vTp08TGxgJQUFCARqNx6Lx5adt68bFIbGwsU6dOxWQy4eZmezSwZs0aIiMjy32c1Rhdatnx0WjQVqK/jUVVybNaa62/TVVl5Bv57/qjfPnnKYwWx0dmvVo2YcrwtsTkbIBlEyHtQOkC/JrbHld1fwCatq1yPToGdOSW9rdgDDLyTMQztHJvVeWy6iOZFVkIUVtcKvBMmTKFESNGEBERQW5uLosWLWLjxo2sWrUKg8HA+PHjmTRpEgEBAfj5+TFx4kRiY2Pp27cvADfddBN//etfmTBhAhMnTsRqtfLmm2+i0+kYNGgQAA888ADTp09n/PjxvPzyy+zbt4+5c+cyZ86cunzrLsdXa5stOK+K/WcuXV+X8tV8DloPEqWJwluxLXZZ3hBzgPbBPkwZGsGggpUo3z0B2WXMWhwRC/2ehfbDQFP996goCi/EvsAyyzK8tZVbkLMhkFmRhRC1xaUCT1paGmPGjCE5ORmDwUB0dDSrVq3ipptuAmDOnDloNBpGjRrlMPHgJR07duTHH39k+vTpxMbGotFo6NGjBytXrqRZs2YAGAwGVq9ezYQJE4iJiSEwMJBp06bJHDxXaO/lxZHevcvtw/PQwYN8GRVFVBmPrVylD08BBSSoCbSkJXqLJ1/Hn2HuutJDzJsZPHj5xiBuL/oJzYpxUJhRurDIm6HfcxDRp1bqLoQQwrlcKvB8/PHHVz3u4eHBu+++y7vvvlvuOTfddJM9IJUnOjqa3377rUp1bEyuFVqivLwqNQ9PmYqsaM4Uoz1jhEIr6DWoegX0ysXvGnADX63K7x5p5DctoomXnibeegK89HjqtWSr2eWOVFJV+H7Paf63ejenLzgGHT9PHZP7enGv+Qd0G74E0xWdsDU66HqvrUUnuGP13qcQQog65VKBRzQSVhUl3YT2VDFKqgnl8s7ChVaUKxYN1wIBwNsHS08M6a7ToPcy4ullxcvLiqeXFU9vK56eVjw8rRzYG0zy2RSHa3Q6lTu7HeJR6890/HM3ypUjrty8IWYcxP4fGFo44x0LIYSoYxJ4RK1JyyrCkGjE85wZTZFzJvguNlspztGRW4F5IBXFygOR+3hM/ZHW+/eXPsErEPr8Ba4bD14BTqmfEEII1yCBR9Qoo9nK2oOpfLXtNL8nnse/jHNUTw2WCD1qsBuYVRSjCkYrGFUUk4pabMVUbKWLmyfGYguZ+SbyisteOLMsClbGRmzlceUnmp88UfoE/wi4/hnb0HJ93fc9cgYZ/SSEEI4k8IgacSw9j6/jz/Btwlku5JfuX6MqoIa6YWnpjhqks68rBbYlNC9nslo5bzYzK6anvc+Q0Wwlq9DI6bwMluetoqBAS2GBhsJ8DYWFGgoLNBjzrQw3buHBwhUEp6VypfMhzfDq9wpenR8AbcP6UZDRT0II4ahh/ZYXtaKZXs8/Wrakmd5xLaYik4Vf9iazeNsZtp0sY6QTYPJSMEfosYbrwf3iTMSqSqlZ/y5jLuOYXqch2NeDYN8w2qt3leq07LHtCzx+n49bblqpa42t+lDQ7wnc2g7FS+N/jXcrhBCiIZDAIyqtmbs7r162HtmBpBwWx59m+c5z5BaVftSk12m4pWsz+nUN4p7UIxdbc6xgrtwcP+XN7VPm8gqpJ8Ah7CgQdSv0ex59ixhZNlMIIRoZCTyiSvKKzfywK4nF8afZcza7zHM6hvpy33Xh3NmjBQYv26zWR1o1qZ25fa5/FnXHF1i1GozRo/Ds9xIEtq/49UIIIRoUCTyiUnaczmTxttP8tCeZAmPp4OKt13J79zBGXxdBtxYGh2U+oJbm9gEIbEfuyJl83zKL4f6P4OnCC2hKB2MhhKh5EnhEpUz/8QC7z2SV2t893J/7e4dzS3QYPu6u8b9Vcbc7KbAsq+tqXJN0MBZCiJrnGp9Mot64/7pwe+AxeLpxZ4/m3Nc7nI6hfnVbMSGEEOIqJPCISrm1Wxgr9qVwZ4/mDO8SioebcxYJLW/klxBCCOEMEnhEpfi46/j80d5OL/fKkV9CCCGEM2nqugJCCCGEEDVNAo8QQgghGjwJPEIIIYRo8CTwCCGEEKLBk8AjhBBCiAZPAo8QQgghGjwJPEIIIYRo8CTwCCGEEKLBk4kHG4hsNRsjxkpfp0ePQTHUQI2EEEII1yGBpwHIVrNZbFlc5evv094noUcIIUSDJoGnAbjUsqNHj6YSTymtWDFe/COEEEI0ZBJ4GhDNxT/CxgsvYpQYvPCq66oIIYSoYxJ4RIPlrXjTS9urrqshhBDCBUhzgBBCCCEaPAk8QgghhGjwJPAIIYQQosGTwCOEEEKIBk8CjxBCCCEaPAk8QgghhGjwJPAIIYQQosFzqcAzf/58oqOj8fPzw8/Pj9jYWFasWGE/XlRUxIQJE2jatCk+Pj6MGjWK1NTUUuV89tlnREdH4+HhQXBwMBMmTHA4vmfPHvr374+Hhwfh4eHMnDmzxt+bEEIIIeqOSwWeFi1a8Oabb5KQkMD27dsZPHgwd9xxB/v37wfg+eef58cff2TJkiVs2rSJpKQk7rrrLocy3n77baZOncrkyZPZv38/a9euJS4uzn48JyeHYcOG0bJlSxISEpg1axavvvoqH3zwQa2+VyGEEELUHkVVVbWuK3E1AQEBzJo1i7vvvpugoCAWLVrE3XffDcChQ4eIiopiy5Yt9O3bl8zMTJo3b86PP/7IkCFDyixv/vz5TJ06lZSUFPR6PQCTJ0/mu+++49ChQxWuV05ODgaDgezsbPz8/Kr/RqshXU1nmWUZHnhUei2tIoq4S3sXQUpQDdZQCCGEqBkV/Tx2qRaey1ksFhYvXkx+fj6xsbEkJCRgMpkYOnSo/ZyOHTsSERHBli1bAFizZg1Wq5Vz584RFRVFixYtuPfeezlz5oz9mi1btjBgwAB72AGIi4vj8OHDZGZmlluf4uJicnJyHL6EEEIIUT+4XODZu3cvPj4+uLu785e//IXly5fTqVMne4uMv7+/w/khISGkpKQAcPz4caxWK2+88Qb/+c9/WLp0KRkZGdx0000YjbYVwVNSUggJCSlVxqVj5ZkxYwYGg8H+FR4e7sR3LYQQQoia5HKBJzIykl27drF161aeeuopxo4dy4EDByp0rdVqxWQyMW/ePOLi4ujbty9fffUViYmJbNiwoVr1mjJlCtnZ2favy1uNhBBCCOHaXG61dL1eT7t27QCIiYkhPj6euXPnMnr0aIxGI1lZWQ6tPKmpqYSGhgLQrFkzADp16mQ/HhQURGBgIKdPnwYgNDS01MiuS9uXyimLu7s77u7u1X+DQgghhKh1LtfCcyWr1UpxcTExMTG4ubmxbt06+7HDhw9z+vRpYmNjAejXr599/yUZGRmcP3+eli1bAhAbG8uvv/6KyWSyn7NmzRoiIyNp0qRJbbwlIYQQQtQylwo8U6ZM4ddff+XkyZPs3buXKVOmsHHjRh588EEMBgPjx49n0qRJbNiwgYSEBB555BFiY2Pp27cvAB06dOCOO+7g2WefZfPmzezbt4+xY8fSsWNHBg0aBMADDzyAXq9n/Pjx7N+/n6+//pq5c+cyadKkunzrQgghhKhBLvVIKy0tjTFjxpCcnIzBYCA6OppVq1Zx0003ATBnzhw0Gg2jRo2iuLiYuLg43nvvPYcy/ve///H8889zyy23oNFouPHGG1m5ciVubm4AGAwGVq9ezYQJE4iJiSEwMJBp06bxxBNP1Pr7FUIIIUTtcPl5eFyVzMMjhBBC1L16Pw+PEEIIIYSzSOARQgghRIMngUcIIYQQDZ4EHiGEEEI0eBJ4hBBCCNHgSeARQgghRIMngUcIIYQQDZ4EHiGEEEI0eBJ4hBBCCNHgSeARQgghRIMngUcIIYQQDZ4EHiGEEEI0eC61WrqoHivWGj1fCCGEqK8k8DQAevQAGDFW63ohhBCioZLA0wAYFAP3ae+rUuDRo8egGGqgVkIIIYTrkMDTQEhoEUIIIconnZaFEEII0eBJ4BFCCCFEgyeBRwghhBANngQeIYQQQjR4EniEEEII0eBJ4BFCCCFEgyeBRwghhBANnszDU0UWiwWAs2fP4ufnV8e1EUIIIRqnnJwcoORzuTwSeKro6NGjAHTu3LmOayKEEEKIo0ePct1115V7XFFVVa3F+jQYmZmZBAQEcObMGWnhEUIIIepITk4O4eHhZGRk0KRJk3LPkxaeKtJqtQD4+flJ4BFCCCHq2KXP5fJIp2UhhBBCNHguF3h+/fVXbrvtNsLCwlAUhe+++87huKqqTJs2jWbNmuHp6cnQoUNJTEx0OCcjI4MHH3wQPz8//P39GT9+PHl5eQ7n7Nmzh/79++Ph4UF4eDgzZ86s6bcmhBBCiDricoEnPz+fbt268e6775Z5fObMmcybN48FCxawdetWvL29iYuLo6ioyH7Ogw8+yP79+1mzZg0//fQTv/76K0888YT9eE5ODsOGDaNly5YkJCQwa9YsXn31VT744IMaf39CCCGEqAOqCwPU5cuX27etVqsaGhqqzpo1y74vKytLdXd3V7/66itVVVX1wIEDKqDGx8fbz1mxYoWqKIp67tw5VVVV9b333lObNGmiFhcX2895+eWX1cjIyArXLTs7WwXU7Ozsqr49IYQQQlRTRT+PXa6F52pOnDhBSkoKQ4cOte8zGAz06dOHLVu2ALBlyxb8/f3p1auX/ZyhQ4ei0WjYunWr/ZwBAwag1+vt58TFxXH48GEyMzPLfO3i4mJycnIcvoQQQghRP1Qq8BQWFmK1Wu3b69at49///je//PKL0ytWlpSUFABCQkIc9oeEhNiPpaSkEBwc7HBcp9MREBDgcE5ZZVz+GleaMWMGBoPB/hUeHl79NySEEEKIWlGpwNO3b197y8aMGTN4/fXXUVWVBQsW8OKLL9ZIBV3FlClTyM7Otn+dOXOmrqskhBBCiAqq1Dw8ZrMZf39/AL799ls2b96MXq9n0qRJdO/evQaq5yg0NBSA1NRUmjVrZt+fmppqf/3Q0FDS0tJK1TsjI8N+fWhoKKmpqQ7nXNq+dM6V3N3dcXd3d8r7EEII0fC8aXyTHJzb3cEPPybrJzu1zMaqUoEnJCSEzZs3c/311xMWFsb58+cJCwsjNze3purnoHXr1oSGhrJu3Tp7wMnJyWHr1q089dRTAMTGxpKVlUVCQgIxMTEArF+/HqvVSp8+feznTJ06FZPJhJubGwBr1qwhMjLyqrM0CiGEEOXJIYeWmpZOLfOU9ZRTy2vMKhV4PvnkE8aNG4der8fb25tu3brRq1cv0tLSmDVrllMqlJeXZ1+nCmwdlXft2kVAQAARERE899xz/Otf/6J9+/a0bt2av//974SFhTFy5EgAoqKiGD58OI8//jgLFizAZDLx9NNPc9999xEWFgbAAw88wPTp0xk/fjwvv/wy+/btY+7cucyZM8cp70EIIYQQrqVSgadVq1Zs3LiRAwcOkJiYyEMPPUTz5s257rrrrjmlc0Vt376dQYMG2bcnTZoEwNixY/nss8946aWXyM/P54knniArK4sbbriBlStX4uHhYb9m4cKFPP300wwZMgSNRsOoUaOYN2+e/bjBYGD16tVMmDCBmJgYAgMDmTZtmsNcPUIIIYRoOGTx0CrKycnBYDCQnZ0ta2kJIYTgFeMrNfJI6w39G04ts6Gp6OdxtRYPPX/+PJ988glbtmyxD+cODQ3l+uuvZ9y4cQQFBVWneCGEEEIIp6jyxIPx8fF06NCBefPmYTAYGDBgAAMGDMBgMDBv3jw6duzI9u3bnVlXIYQQQogqqXILz8SJE7nnnntYsGABiqI4HFNVlb/85S9MnDjRPgOyEEIIIURdqXLg2b17N5999lmpsAOgKArPP/88PXr0qFblhBBCCCGcocqPtEJDQ9m2bVu5x7dt21Zq+QYhhBBCiLpQ5RaeF198kSeeeIKEhASGDBliDzepqamsW7eODz/8kNmzZzutokIIIYQQVVXlwDNhwgQCAwOZM2cO7733HhaLBQCtVktMTAyfffYZ9957r9MqKoQQQghRVdUalj569GhGjx6NyWTi/PnzAAQGBtqXaxBCCCGEcAXVCjyXuLm5OSzmKYQQQgjhSqrcaflazpw5w6OPPlpTxQshhBBCVFiNBZ6MjAw+//zzmipeCCGEEKLCqvxI64cffrjq8ePHj1e1aCGEEEIIp6py4Bk5ciSKonC1tUfLmpRQCCGEEKK2VfmRVrNmzVi2bBlWq7XMrx07djiznkIIIYQQVVblwBMTE0NCQkK5x6/V+iOEEEIIUVuq/Ejrr3/9K/n5+eUeb9euHRs2bKhq8UIIIYQQTlPlwNO/f/+rHvf29ubGG2+savFCCCGEEE7jlIkHhRBC1D8dVq0iqajIqWWGeXhwJC7OqWUK4QwSeIQQopFKKioi32BwbpnZ2U4tTwhnqbGJB4UQQgghXIUEHiGEEEI0eBJ4hBBCCNHgSeARQgghRIMngUcIIYQQDZ4EHiGEEEI0eBJ4hBBCCNHgOSXw/Pbbbzz00EPExsZy7tw5AL744gt+//13ZxQvhBBCCFEt1Q483377LXFxcXh6erJz506Ki4sByM7O5o033qh2BYUQQgghqqvagedf//oXCxYs4MMPP8TNzc2+v1+/fuzYsaO6xQshhBBCVFu1A8/hw4cZMGBAqf0Gg4GsrKzqFi+EEEIIUW3VDjyhoaEcPXq01P7ff/+dNm3aVLd4IYQQQohqq3bgefzxx3n22WfZunUriqKQlJTEwoULefHFF3nqqaecUUchhBBCiGqp9mrpkydPxmq1MmTIEAoKChgwYADu7u68+OKLTJw40Rl1FEIIIYSolmoHHkVRmDp1Kn/96185evQoeXl5dOrUCR8fH2fUTwghhBCi2qodeC7R6/V06tTJWcWJBqTDqlUkFRU5rbwwDw+OxMU5rTzRuL1pfJMccpxaph9+TNZPdmqZQojqcUrgKSoqYs+ePaSlpWG1Wh2O3X777c54CVGPJRUVkW8wOK+87GynlSVEDjm01LR0apmnrKecWp4QovqqHXhWrlzJmDFjOH/+fKljiqJgsViq+xJC1AppiRJCiIar2oFn4sSJ3HPPPUybNo2QkBBn1EmIOiEtUUII0XBVO/CkpqYyadKkWgs7r776KtOnT3fYFxkZyaFDhwDb47UXXniBxYsXU1xcTFxcHO+9955D/U6fPs1TTz3Fhg0b8PHxYezYscyYMQOdzmldmkQNc3a/Cz/8gCinlSeEEMK1VPsT/u6772bjxo20bdvWGfWpkM6dO7N27Vr79uVB5fnnn+fnn39myZIlGAwGnn76ae666y7++OMPACwWC7fccguhoaFs3ryZ5ORkxowZg5ubm6z9VY84u9+F9LkQQoiGrdqB57///S/33HMPv/32G127dnVYTwvgmWeeqe5LlKLT6QgNDS21Pzs7m48//phFixYxePBgAD799FOioqL4888/6du3L6tXr+bAgQOsXbuWkJAQunfvzmuvvcbLL7/Mq6++il6vd3p965Oa6MciRGNjxMgrxlecWqaM/BKieqodeL766itWr16Nh4cHGzduRFEU+zFFUWok8CQmJhIWFoaHhwexsbHMmDGDiIgIEhISMJlMDB061H5ux44diYiIYMuWLfTt25ctW7bQtWtXh0dccXFxPPXUU+zfv58ePXqU+ZrFxcX2leABcnKcO4y1KmrisU5SUZT0YxHCCZw98mvKOl/+VfS9U8ssaMSDSmpiOgIjRqeWJ5yr2oFn6tSpTJ8+ncmTJ6PRVHulimvq06cPn332GZGRkSQnJzN9+nT69+/Pvn37SElJQa/X4+/v73BNSEgIKSkpAKSkpJTqb3Rp+9I5ZZkxY0apvkN1TR7rCNF45BW5YXLiP0YAyMhwbnn1SE1MR5BoTXRqecK5qh14jEYjo0ePrpWwAzBixAj736Ojo+nTpw8tW7bkm2++wdPTs8Zed8qUKUyaNMm+nZOTQ3h4eI29nhBCCCGcp9qBZ+zYsXz99de88opzn1dXlL+/Px06dODo0aPcdNNNGI1GsrKyHFp5UlNT7X1+QkND2bZtm0MZqamp9mPlcXd3x93d3flvQAghGpACiwWf75376E3mtBLOUO3AY7FYmDlzJqtWrSI6OrpUp+W33367ui9xVXl5eRw7doyHH36YmJgY3NzcWLduHaNGjQLg8OHDnD59mtjYWABiY2N5/fXXSUtLIzg4GIA1a9bg5+cnS2MIIUQ1qeDUfoAgfQGFc1Q78Ozdu9fe0Xffvn0Oxy7vwOwsL774IrfddhstW7YkKSmJf/zjH2i1Wu6//34MBgPjx49n0qRJBAQE4Ofnx8SJE4mNjaVv374ADBs2jE6dOvHwww8zc+ZMUlJS+Nvf/saECROkBUc4nazTJIQQrqHagWfDhg3OqEeFnT17lvvvv58LFy4QFBTEDTfcwJ9//klQUBAAc+bMQaPRMGrUKIeJBy/RarX89NNPPPXUU8TGxuLt7c3YsWP55z//WavvQzQOjXmdJgl7QghXUu+mFl68ePFVj3t4ePDuu+/y7rvvlntOy5Yt+eWXX5xdNSHqrZoaotte096pZdaXsCeEcD3VDjzXahmZNm1adV9CCFHDZIiuEKKhq3bgWb58ucO2yWTixIkT6HQ62rZtK4FHCCFEtdTEyK/HhlmgdmZTqbaamGS2MT4arnbg2blzZ6l9OTk5jBs3jjvvvLO6xQshhF1NLNkgs+O6vpoY+aWqqlPLq0kyyaxz1EgfHj8/P6ZPn85tt93Gww8/XBMvIYRopOTRmxCiKmqsQS87O5tsmTtBCCGEEC6g2i088+bNc9hWVZXk5GS++OILh2UghBBCCCHqSrUDz5w5cxy2NRoNQUFBjB07lilTplS3eCHEFaQfixBCVF61A8+JEyecUQ8hRCVIPxYhhKicejIoTwghhBCi6qrUwjNp0qQKn1vTi4cKIYQQQlxLlQJPWXPvlKUmFg8VQgghhKisKgWe2l4wVAghhBCiOpwy8WBWVhYff/wxBw8eBKBz5848+uijGJw8M6YQQgghRFVUu9Py9u3badu2LXPmzCEjI4OMjAzefvtt2rZty44dO5xRRyGEEEKIaql2C8/zzz/P7bffzocffohOZyvObDbz2GOP8dxzz/Hrr79Wu5JCCCGEcJ4Oq1aRVFTktPLCPDw4EhfntPJqQrUDz/bt2x3CDoBOp+Oll16iV69e1S1eCCGEEE6WVFTk1AVZk+rBUlLVfqTl5+fH6dOnS+0/c+YMvr6+1S1eCCGEEKLaqh14Ro8ezfjx4/n66685c+YMZ86cYfHixTz22GPcf//9zqijEEIIIUS1VPuR1uzZs1EUhTFjxmA2mwFwc3Pjqaee4s0336x2BYUQQgghqqvKgWffvn106dIFvV7P3LlzmTFjBseOHQOgbdu2eHl5Oa2SQgghhBDVUeVHWtHR0fTp04cPP/yQ3NxcvLy86Nq1K127dpWwI4QQQgiXUuXAs2nTJjp37swLL7xAs2bNGDt2LL/99psz6yaEEEII4RRVDjz9+/fnk08+ITk5mXfeeYeTJ09y44030qFDB9566y1SUlKcWU8hhBBCiCqr9igtb29vHnnkETZt2sSRI0e45557ePfdd4mIiOD22293Rh2FEEIIIaql2oHncu3ateOVV17hb3/7G76+vvz888/OLF4IIYQQokqcsngowK+//sonn3zCt99+i0aj4d5772X8+PHOKl4IIYQQosqqFXiSkpL47LPP+Oyzzzh69CjXX3898+bN495778Xb29tZdRRCCCGEqJYqB54RI0awdu1aAgMDGTNmDI8++iiRkZHOrJsQQgghhFNUOfC4ubmxdOlSbr31VrRarTPrJIQQQgjhVFUOPD/88IMz6yGEEEIIUWOcOkpLCCGEEMIVSeARQgghRIMngUcIIYQQDZ7T5uFpbFRVBSAnJ6fO6lBsLKZQU+i88qzFqAUFoHPe/xZqQYHtL04uszinfrx3Z9cTbHWVMhtfmbb/P/OdWiYFBeDu3ijLLM4pplDv+ve92FoMUC9+39XV5+Gl1730uVweRb3WGaJMZ8+eJTw8vK6rIYQQQgjgzJkztGjRotzjEniqyGq1kpSUhK+vL4qi1HV1ypWTk0N4eDhnzpzBz8+vrqsjyiD3yPXJPaof5D65vpq4R6qqkpubS1hYGBpN+T115JFWFWk0mqsmSVfj5+cnvwBcnNwj1yf3qH6Q++T6nH2PDAbDNc+RTstCCCGEaPAk8AghhBCiwZPA08C5u7vzj3/8A3dnj5oQTiP3yPXJPaof5D65vrq8R9JpWQghhBANnrTwCCGEEKLBk8AjhBBCiAZPAo8QQgghGjwJPEIIIYRo8CTwCAfSh12I6svNzcVsNtd1NYQQl5GZlgUAhYWFeHp6oigKqqq69HIZjdmJEydYunQpBQUFREdHc+edd9Z1lcQVEhISuPfee/nll1+IjIys6+qIMmRmZnL+/HkAmjdvjpeXVx3XSNQGaeERHDp0iEcffZSVK1cC2EOPcC179+6lX79+rFixgl9++YWnnnqKFStW1HW1xGV2797NwIEDueWWWyTsuKh9+/YxZMgQRo0aRY8ePZg8eTJHjx6t62qJWiAtPI3ciRMnGD58OGlpaZjNZnQ6HUOHDpWWHheTkpLCnXfeybhx43j99dc5deoUjz76KHl5eXVdNXHRnj17GDBgAE899RQzZ85EVVVSUlIoKCjAYDAQGBhY11Vs9A4fPszQoUMZM2YMDzzwANu3b+f111+nV69etGvXrq6rJ2qYTDzYiBmNRl566SXOnj3LqFGjePfddwkMDOTpp59m6NChABJ6XMT69et5+eWXWb16NU2aNAHgzjvvJDg4GA8PDzp27MhTTz1Vx7VsvAoKCujUqRMajYbjx49jtVoZPXo0p0+fZu/evfTq1Yvx48czduzYuq5qo5WXl8djjz2Gj48PH330kX3/k08+yf79+9m0aRNarbYOayhqmjzSasT0ej133HEHt956K/fffz9vvfUW58+f57///S9r164F5PGWq9BoNOzYsYNNmzYB8MYbb/DTTz+Rn59PdnY2EyZMYPLkyXVcy8bLy8uLt956i7S0NF544QXi4uLIyspiypQpfPLJJ0RHR/Piiy+ydOnSuq5qo5WTk4O7uzt33HEHABaLBYCePXtisVgk7DQGqmjUjEajw/avv/6q9uvXT73jjjvUtWvXqqqqqhaLRU1ISKiL6omLkpKS1Mcee0xVFEW95ZZbVEVR1O+//95+/IsvvlB9fX3V/fv312EtxZIlS1RFUdTY2Fg1LS3Nvv/06dPq7bffrj766KOlfuZE7fn999/tfzebzaqqqurPP/+s3nDDDQ7nnT17tlbrJWqH9OFpZLKysigsLMRsNhMeHo6bmxuA/V84/fv354033uCVV17hnXfewWw2s2LFChYvXsyhQ4fw9/ev2zfQSFx5n5o1a8abb77J448/TnJyMsXFxdx888328/39/WnevDl+fn51WOvG6VLfN4C7776b9evXk5ycTEBAgP2RcHh4OD4+Ppw6dcr+MydqXkFBASaTCZPJRGBgIP369QPAarXaW3RycnJISkqiuLgYd3d3XnvtNXbt2sUXX3who7caGAk8jciePXsYP348Fy5cwMPDgx49ejBv3jyaNm2KVqvFarWiKAoDBgxgxowZ/O1vf+Ohhx6iuLiYDRs2SNipJVfep27duvHuu+/StGlTmjZtyvr16zlz5gwnTpygffv2APz5558EBATIL+hacvjwYT788ENmzZqFTqdzeCQycOBArFYrGo2tx4Cqqvbg06tXL+kXV0v279/PlClTSExMJCQkhBEjRvDyyy8D2O8NgFarxc3NDXd3d1599VVee+01tm/fLj9LDZAEnkbi9OnTDBs2jLFjx3LDDTdw4cIF/vWvfzFw4EA++ugjevfujUajsffX6d+/PwEBAZjNZjZv3kyXLl3q+B00DuXdpxtvvJEPP/yQ3r1706xZMwICAnj55ZeJiooiIyODr7/+mg0bNhAQEFDXb6HBO3bsGIMGDeLChQtkZGTw8ccfo9VqHULP5R+oubm5zJ49m7Vr17Jx40YJO7XgwIEDDBgwgIcffpjbbruNAwcOsHTpUmJiYkoNyPDz86NVq1ZMnTqVf//732zbto0ePXrU8TsQNaIun6eJ2vPjjz+qXbt2VS9cuGDfl52drfbu3Vvt0KGDunfvXlVVbf11rFarOmnSJFVRFHXXrl11VeVG6Wr3qX379uq+fftUVVXVhQsXqvfdd58aHR2tjh492n7/RM3Kzs5WR48erY4aNUqdMWOG2qNHD/Xhhx9WrVarqqol/UIuWbNmjTpu3Dg1ODhY3bFjR11UudG5cOGCOnjwYPW5556z70tNTVW7du2qvvbaa6XO//bbb1VFUVQfHx91+/bttVlVUctklFYjkZ6eTlpamr0FwGg04ufnxx9//IG3tzdPPvkkYPuXqaIojBs3jp07d9KtW7e6rHajc7X75OPjw/jx4wF44IEH+Pjjj9m6dSufffaZtMDVEl9fX9q2bcvdd9/Ns88+y5NPPsm+ffsYO3YsqqraW3ou8ff3p0uXLvz222/SalBLUlNTCQwM5JZbbgFs/XWCg4MZNmwYZ8+eBXC4R02bNiU6Opr4+HhiYmLqpM6iltR14hK1Izk5WQ0ICFD//ve/2/cVFxerqqqqhw8fVkNDQ9UFCxaoqqqqJpOpTuooKnaf3nvvPVVVba1xovZcasW59F1VVTU3N1edP39+qZaewsJCtaioSFVV+XmqbefPn1d/+ukn+/ale/Lcc8+p9957r8O+Sy5vURUNl7TwNAKqqtK0aVNeeOEFfvzxRz744APANg+Pqqo0b96c8PBwkpKSAOwjTkTtquh9SklJARz7iYiad+Xs4xaLBR8fH8aMGcPjjz9ub+kpKiri2WefZcyYMVitVvl5qmVNmza1t+5cfr/c3NzsC7oqisI//vEPpkyZAmCfzFM0bPKT2AgoioKbmxujR4/m6NGjfPTRRxQVFfHMM8+gKAre3t4EBgbaO1yqMoqkTsh9cn2X//fWarWoqoqXlxdjx45FURQ+/vhj2rdvz4ULF9iwYYOE0jp2+f1q0qQJer0egFdeeYU5c+bw+++/lzpPNFyytEQDd+WH4qFDh/jvf//LTz/9RGxsLDfccAP79u1j4cKFbN++nQ4dOtRhbRsvuU+ur7yAeWl/ZmYmI0aMIDExkU2bNkm/qjpwtX8ETJs2jdOnT9OhQwf++c9/snnzZnr27FnLNRR1SVp4GphLP/BpaWkEBweX+uHv2LEjf//73xk6dCgzZszg7NmzeHl58fvvv8uHaC2S++T6rnWPLlEUBZPJxOzZs9m9ezdbt26VsFNLKnqPwDZB5P/+9z98fHz4448/JOw0QtLe2sAoikJ8fDzjx48nIyOjzHNCQkIYOXIkW7duZdOmTXz//fdER0fXck0bN7lPrq8i9+iSS5MP/vnnn3KPalFl7lHHjh3p0KEDmzdvltFYjZQEngZIp9Px888/s2rVqnLPsVqtgK3jq4eHR21VTVxG7pPrq8g9utTK8Oabb8o0DnWgIvcIYMiQIWzcuFFa3xox6cPTQFz6pXtptte//e1v/PHHH3z55Zc0b968rqsnLpL75PrkHrk+uUeiKqSFp4EoKCgASoYqx8bGcu7cOY4fPw6UtBSIuiX3yfXJPXJ9co9EVUjgaQC2b9/O4MGD+eqrr8jMzATglltuoWvXrjz33HOYzWYZHusC5D65PrlHrk/ukagq+b+iHrv0NPLChQtcd911PPnkk4wbN45//vOfALz00ks0adKEZcuWOZwvapfcJ9cn98j1yT0S1SV9eOqhS8+vzWazwyyuW7Zs4eeff+Z///sfzZs3Z9iwYSxdupQBAwYwf/78Oqxx4yT3yfXJPXJ9co+Es0jgqWcu/fCvW7eO5cuXk5mZSefOnXnssccIDg7GaDRSWFjIK6+8wvnz51myZAlarZb09HQMBoPMKFpL5D65PrlHrk/ukXAmCTz10Hfffcf999/PQw89xKlTp8jMzCQ9PZ3ff/+dFi1a2M9LTk5mxYoV9O7dW4Zi1gG5T65P7pHrk3sknMbpy5GKGpWenq52795dnTlzpn3f3r171WHDhqlt2rSRVX9dhNwn1yf3yPXJPRLOJJ2WXVx+fj5QMswyLy+P5ORkunfvbj8nKiqKmTNn4u/vz+LFiwHpsFfb5D65PrlHrk/ukahJEnhcWFpaGq1ateKbb76xD7MMDQ0lPDycTZs22c/TarVER0ej0+k4ePAgIKv/1ia5T65P7pHrk3skapoEHhem0Wi4/fbbefjhh/n+++/t+/r06cP69evtwy/B9gPfvHlz/P39UVVV/sVTi+Q+uT65R65P7pGocXXzJE1UVGpqqvrMM8+oiqKoy5YtU1VVVc+fP6/GxcWpffv2VZ999ln1m2++UZ9++mnVz89PPXjwYB3XuHGS++T65B65PrlHoiZJ4HExeXl5anZ2tsO+pKQk9emnn1YVRVGXLl2qqqrtl8CLL76oxsbGqu3bt1f79++v7ty5sw5q3DjJfXJ9co9cn9wjUZsk8LiQI0eOqN27d1dvuOEG9fPPP1dXrVplP1ZUVKROmDBBVRRF/eabb1RVVVWTyaSazWY1LS1NzcvLq6tqNzpyn1yf3CPXJ/dI1DbdtR96idpgtVr57LPP2L17Nx4eHmRlZVFQUEBAQAC9e/fm0Ucf5ZFHHqFp06aMHj0aPz8/4uLiAAgKCqrj2jcecp9cn9wj1yf3SNQFmXjQhaSkpPDWW29x7Ngx2rVrx4QJE1i4cCG//fYbe/bsISAggDZt2pCQkEBaWhobN25kwIABdV3tRkfuk+uTe+T65B6J2iYtPC4kNDSUv/71r7zxxhv8/vvvtG/fnmnTpgGwdetWkpKS+OCDDwgODiYtLY3AwMA6rnHjJPfJ9ck9cn1yj0RtkxYeF5ScnMwbb7zB1q1bGTlyJK+88or9mMlkwmq1kp2dTXBwcB3WUsh9cn1yj1yf3CNRWyTwuKiUlBRef/114uPjGTlyJJMnTwYotWKwqFtyn1yf3CPXJ/dI1AYJPC7s0i+BnTt3MmTIEKZPn17XVRJlkPvk+uQeuT65R6KmyUzLLiw0NJSpU6fSvn17Nm/ezIULF+q6SqIMcp9cn9wj1yf3SNQ0aeGpB1JTUwEICQmp45qIq5H75PrkHrk+uUeipkjgEUIIIUSDJ4+0hBBCCNHgSeARQgghRIMngUcIIYQQDZ4EHiGEEEI0eBJ4hBBCCNHgSeARQgghRIMngUcIIYQQDZ4EHiGEEEI0eBJ4hBBCCNHgSeARQgghRIMngUcIIYQQDd7/Ay72Meq88+hKAAAAAElFTkSuQmCC\n", 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kzXm7nMc3RdXlhjZ1XJP5klfg4Ir8436vQOMepc7uePpxJm+azNyDcwukm01mbmt+G6M6jiKsRlip879SKOAREaliTMuWkd6zp1p6yolhGLwwZzuZuY6WtuAanrx8S1vXZL7zR1j17/zjtndA9/8rVVapOal8HPcxM/6YgdVuLXCuR/0ejIkeQ8uaLctQ2CuLAh4RkStMes+eRaZn2GzUWb26gktT/Xy36Tgr9pxyHr90cxtC/b3LnvGpPfD9BcFN7dZwy7uXvQO61WZl1u5ZTNs6jbTctALnImtG8kyXZ4ipF1P28l5hFPCIiFxh1HJTeU6dzeEfP+90HveOrM1tHeuXPeOcs44d0M+vauwV4Fhc0Nu/xFkYhsGCwwv498Z/cyz9WIFzYTXCeKLTE9zU9CYs5ur550cBj4iISAm9/OMOUrMc3UN+XhZeu7192aduGwb8MApO785Pu30ahJZ8H67NiZt5e8PbbDu1rUC6n6cfI9qN4IE2D+Dr4Vu2cl7hFPCIiIiUwLzt8fwSd9J5PPYvrakX7IIgYs1/YOcP+cfXjIHWN5Xo1mNnj/HOxndYeHhhgXSLycKdLe/ksQ6PUcu3VtnLWAUo4BEREbmE1Cwrf/9hu/O4a+MQ7u/asOwZH/wNFr6Uf9y0N1z/t0velp6bzkdxH/HFzi8KDUi+LuI6nop+iqZBTctevipEAY+IiMglvPHrHk6dzQHAy8PMGwPbYzaXsSsr9TjMHgbGuXWVgiJg4HS4yBgbm93GnH1zeHfzu4VWSG5bqy3PdnmWLuFdylauKkoBj4hIJbAaVqbbpgMw3DIcT5MLFqyTcnFwnzffbDjuPH66b0ua1i75YOIi5eXA7KGQedpxbPGCuz8Hv+K7n9adXMfE9RPZk7ynQHpYjTCe6vwUNza9EbPJXLZyVWEKeERERIqRm2ti7vc1ncft6gfycM8mZc94/gtwbH3+8V/ehvrRRV56OO0w/9rwL5YeXVog3cfiw4PtHmRY22FVeoVkV1HAIyIiUowViwJJTXF8VVrMJt4cGIWHpYytKFu+hPUf5x93GgzRQwtdlpabxgdbP2Dmrpnk2fMKnLu56c080fkJwv3Cy1aWakQBj4hIJbMa1iLT1c1VuTYfSWH9mvyuq0evbUrbekFly/T4Jvj5qfzjuh0drTsXyLPn8c2eb3hvy3uk5KQUONehdgeev+p52tduX7ZyVEMKeEREKklWpgm73cQH5hmYzQZmM5hNjl9NZnjUc2RlF7HaysmzMe7bHWA4BiY3re3H6OtblC3TP36C70ZCXrbj2DcEBn0Bnj7OS1YdX8Vb699if+r+ArfW9avLmOgxxDaOLfu6P9WUWwU8U6dOZerUqRw6dAiAtm3b8uKLLzJgwAAAPvzwQ2bOnMmmTZs4e/YsycnJBAcHO+8/dOgQr7zyCkuWLCE+Pp569erxwAMPMH78eLy8vJzXbdu2jVGjRrF+/Xpq167N6NGjee655yryVUWkGrPZDZ78ciu/xl18hd6Jpl/wMJsxm8HDbMZiNuV/TI5fPSz5P5tMEJ6dRUa4B3lX20ErMpfaf5bsY39ihuPAZPDaHW3w8Szl76fdDivegmWv5aeZzDDwYwh2TG0/kHKAtza8xcrjKwvc6uvhy8PtH2Zwm8H4ePggpedWAU+DBg144403aNGiBYZh8Pnnn3PrrbeyefNm2rZtS2ZmJv3796d///6MGzeu0P27du3CbrfzwQcf0Lx5c7Zv387DDz9MRkYGb7/taDJMS0ujX79+9O3bl2nTphEXF8fw4cMJDg7mkUceqehXFpErRHHdTuddTvfT5MV7+TUu4ZLX2Q3ItdnBBmAvUd7egHdqLkM+Wse/B3WiSahficslDjtPpDF1WX4LS3S3dKIb17zIHReRkw7fPwZ//Jif5h3oCHaa9yElO4X3t77P17u/xnZ+ejpgwsRtzW9jdKfR1K5Ru7SvIhcwGYZhVHYhLiYkJIS33nqLESNGONOWLVvGddddV6iFpyhvvfUWU6dO5cCBA4CjFWn8+PHEx8c7W33Gjh3L999/z65du0pcrrS0NIKCgkhNTSUwMPDyX0xErigf5H1w0fMjPUrW/bR0dyIPfrr+0he6gK+nhWcHRDKoa4SzG0T7cF1cns3Obe+vYvtxx6abQcF5PDQ6gUdrPHj5Y6qSD8Os+yAhf8FCQprBvV9iDWnKrN2zmLp1KmfP7591Tpc6XXjuqudoXat1WV+nWijp97FbtfBcyGazMXv2bDIyMoiJKf2urqmpqYSEhDiP16xZQ69evQp0ccXGxvLmm2+SnJxMzZpFR/E5OTnk5OQ4j9PS0oq8TkSqlgvXyymro0mZPP3VFudxzVpWhjxyimHeD2C2e5Bnt2MzDGx2gzybgd0wyLM7js9/8gr8bC9wLiPPxvClcfifcMzoybLaeOXHnbywejdn2nlh8zFj9O7tknepqj787YAz2AEYcFsyXt6laBc4tBK+HgKZZ/LTmvXBPvAjVpyJ418/PsuhtEMFbmng34BnujxDn4Z9NE6nHLhdwBMXF0dMTAzZ2dn4+/szZ84c2rRpU6q89u3bx7vvvuvszgKIj4+nSZOCayjUqVPHea64gOf1119nwoQJpSqHiFQNg82DSz1zKttq4/9mbCIl09E15utpZuB9Z6jhZ8ff4uGSGVkZNhtnzuwhK8xCyI4cLOd64XxP26i7Kouktt5lfkZVtv9UOv9etNd5PDC6Hk2aH7vIHcVY/wnMfQ7OTSW3Aus7382S2hEs/fluErMSC1zu7+nPyKiR3Nf6PrwsXkVkKK7gdksyRkZGsmXLFtatW8djjz3G0KFD2blz52Xnc/z4cfr3789dd93Fww8/XOZyjRs3jtTUVOfn6NGjZc5TRK4snibPYj+X8o+fdxJ3PNV5/MrtbaldJ+8id5ReZrgH85/qRa+W+WM/LFaovSWHp2Ztdu72LfnsdoPnv9lGbp5jrFTtAG/G3Rh5eZnk5cLPT8MvY8g0bCyo4cvYsNpc26wFI5PX8tWe2QWCHbPJzN0t7+bn239mWLthCnbKmdu18Hh5edG8eXMAoqOjWb9+PZMnT+aDDy7ef36hEydOcN1113H11Vfz4YcfFjgXHh5OQkLBwYLnj8PDi1/AydvbG29v/e9IRC7ftxuPMXPdEefxA90bcmunuky3XeSmMmoUXIPPH7yKL38/yj9/2UlmruNh3285wbqDSbx9Vwd6NA+9ZD4ZNhv+v/0GQHrPnlV2DNAXaw+z4XCy8/ift7UjyNfz3IDxEsg4TdLX97PsTBxL6tRmjY8Puef32rLnFLjUbDLTo14Pnop+ipY1W7roDeRS3C7g+TO73V5g7MylHD9+nOuuu47o6Gg+/fRTzOaCjVgxMTGMHz8eq9WKp6fjf2ULFy4kMjKy2O4sEZHSijuRxPjv45zHUQ0CGXtjy0vO+nIFk8nEfd0a0qN5LcZ8vZWN577QT6Zmc//H6xh2dWPGDmhV/HTr1GN47PqV9/YsYbtfQ8jpCDWCy73cFe1oUiZvzsuftHJjVF1i24aXqI6OnT3Gkh0zWLz9f2zxMLDXLnovLG+LNzH1Yrg+4np6R/Smpo++byqaWwU848aNY8CAATRs2JCzZ88yc+ZMli1bxvz58wHHGJv4+Hj27dsHOMb7BAQE0LBhQ0JCQjh+/Di9e/emUaNGvP3225w6dcqZ9/nWm/vuu48JEyYwYsQInn/+ebZv387kyZOZNGlSxb+wiFRpadlWhsxYQbbV8Z8r3xo2rrlnNzNMO0s6y9wlGtXy4+uRMUxbvp9/L9qD1eYYhPvZ6kP8tvcUkwZ1JKpBsGO9mJObYfdc2D0PEuLwBv7vXD7G5JmObRC6PgwhTSvuBcqRYRiM/W6bswWsZg1P/n6zIyAtKuAxDIPdybtZcmQJS44sYXfybscJT4CCA40DvALo3aA31ze8nqvrXa39riqZWwU8iYmJDBkyhJMnTxIUFERUVBTz58/nhhtuAGDatGkFBg736tULgE8//ZRhw4axcOFC9u3bx759+2jQoEGBvM/Pvg8KCmLBggWMGjWK6OhoQkNDefHFF7UGj4i4lGEYPPv1VpLPnBvfYzK45a4kgoLLsR/rIixmE6Oua07vyNo8/dUW9iSkA3D8VBLvTZ3C6Ij9tE1fgym9+PWBTDlnYe37sHYqtIyFbo9C095wBc8omr3xGKv25c+kuuYv8fzgO6NAV5bdbmfj6Y0sP7KcpUeXcjz9eBE5OYR5+HF9s5vp06gP0XWi8TRrexB34fbr8LgrrcMjUj1cOC19uGV4iWdTfbhiP6/9mt9N8kSfZozu26xAvl/Yv7jsfC+mpONtspOOseSH/+J9YAE9zNvxMRXfdWMPacZMjwbcdGYDwbaMwhfUbgXdRkLUIPC6shY5TEzLpu87y0nLdgwebxaZxV0PnAEMUs6mEH8qnhOJJ4g/Hk9yTnKx+TTNtdInx8b1V4+jbacHNaW8gl3x6/CIiFyp1h44w5vzdjuPr21Zm6f6RGKurC9Cw4D4bee6qubic3ILfwEoIh6yGSZOh3QiLPo2TK3+QlbNpgz+7Tf88rI4E3AM7/Ufwuk9+Tec2uWYmbToZeg8BK56GGo2qqAXKz3DMPjb99sdwY4pB7/AE8S2Mdi6fCdxp+JIzU296P1R2Tn0yczkuswsmgQ2gXtnQWjzCiq9lIYCHhERF0pMy+bxmZux2R2N5/WDffn3oI6YzRUc7ORlw/5VsGcu7JkPacV3w2Sba7DI2p5FtmiW2TuQcjKAXntq81ZUBOf3Cs/w8CWvy3C8rxoBB5bCummwd8EFmaTC6ndhzXsQ+RdHd1fja9yuu8swDI6dPcbnm5axPGkFNZocxuwdj8lk8MVFFtv3MHvQLagF1x/azHWpp6ltOzcIq/kNcOcn4FPGXdSl3CngERFxEavNzuMzN3M63TGz1Mti5v37O1PTr4LWV8k5y4MnF3Hzmd+psSoOrJnFXxvcCCIHQMv++DTqgceuJFbMiSMlIxeAFXtO0W/SCv5+y58WfjWboXkfx+fMflj3AWyZAbmOMUEYdtj1s+NTp52ju6v9XeDpW04vfXFZeVnsOL2Drae2Oj9J2UkAeF1kopQJE82Cm9GhdgeuqtOFXomHCFjwIlyw3xU9noQ+L4G5ak7Vr2oU8IiIuMhb83fz+6Ek5/GLN7ehQ0RwxTx87yJ8fxrN9LQTxVxgggZXQWR/aDkAwloXaH3p2bo2cyJ68NKc7Szb5Zjhmppl5dmvthJa10JSmyLWIavVDP4yEa7/G2yZCb9/AEkH8s8nbIcfR8PClyB6GFz1EARdfIf4sjAMg5MZJ9mSuMUZ3OxO2k2ecekFHv09/YmqHUWH2h3oULsD7Wu3J9Ar0LGY4Ny/wsbP8i/28IFb3oWou8vtXcT1FPCIiLjAvO0n+XBF/pf9HZ3qc3+3huX/4OxUmP8CbP5f4aXzPf2g2XWOLqYW/cC/+F23zw92ppGBv8WLmrtyMZ9rzPA7acM7OYu9bc/SsV5w4Zt9AqH7o9D1Edi30DGL68DS/PNZSbDyHVg1Gdrc4ujuiuhW5u6uPHseu5N2szlxM5sSN7E1cWuhbRuKY8upjT2rIf2bd2fU1X1oGtQUy4UtNYYB8XHw61/hyJr89IC6cM8MqB9dprJLxVPAIyJSRgdOpfPs7G3O48g6Abx6e/vyn62zdxH89ESB8Tm5Jg+mh/dhWO8R+DS9Fjx9Li9Pk4n0CE+ya1motS0HnxTHWBWPbIP7P1jLe/d1pndkWNH3ms2O6eotYyFxl6PFZ+us/K41wwY75jg+dTtC58HQsj8ENSg6vz9Jz01n26ltbErcxJbELWw7vY2svKxL3ufr4UtUaBStQtrx1W9mTp0JB5sfHSOC+deAq7FcOL7q1B7Y8R1s/7bg4GxwtJAN+h8EFL8qv7gvBTwiImWQmZvHY//bRHqOo9vE39uDqQ90xterHMd1ZKXAgvGw+X8Fkm3hHYhuMJzt/o0Z3LwnXMY2EOk9exZKs91gMG35ft5btA8TkJFjY/hn63np5rYMvbrxxTMMawU3TYI+LzrK+fuHkJK/vQYnt8AvW+CXZ6BO+3Ndbf2hXmdH4ATEZ8SzKWETmxM3s+XUFvYk78FuXHrFxoiACDrU7kDH2h3pENaB5sHN8TB78MKcOE4lOsrgaTEx8c4oR7CTfAi2f+f4JMQVnWnH+x3v46Ethq5UCnhERErJMAzGz9nO7oSzzrS374qiaW3/i9xVRnsXwo9PwNkLxuqYPaH381h6PEWcpXTr+RS5Zo8FRl3XnJeTjhK6NQezDewGvPTjDg6cSufvN7XBw3KJPah9a8LVo6H7/zmmxa+bBod+K3hNQhy2hDj2rf03mwJD2RxSj82mXOIvMTUcHLOn2tRqQ+ewznQM60jH2h2p5Vt4e4c1+88U2M/s+auDaHngv/Djd3B8Q/EPaHAVdBkBHe5xuxlncnkU8IiIlNKMdUeYszm/O+nhnk3o365u+TysmFYd6naE26ZCnTZF3eWaR4d5EN/NRKftBglpjhlon685zOGkTN69txMBPiUIsswWaH2T4xO/nczN/yXuwHw2W5PY4u3NVh9v0s/vfWg9VWw2AV4BdArr5Py0rdUWHw+f/EUXD8QVWnQxK9fG2O+2UYtUBlh+526f32m/fidQzLq74VHQ7g5oezvUbFzC3yVxdwp4RERKYevRFP7x007ncdfGITzXv1X5POwirTr0eApK2apzOayBFmY9dhVP/G8zcccdLS/Ldp/izqlr+GRYFxrULHqfqAxrBgdTD3Ig9QAHUg6wP3U/B1MPcvTsUez+diD4os9tYLXSKTuXTjnZdKoRQdP6sZhb/gXqdy7ZdPCsZBZ/9SGvpP3E1d478DDZi94BPbQltLvTEeiEtrh0vnLFUcAjInKZkjNy+b8Zm8g9t/hcqL83/7mvE56X6t65gKfJk5EeIy9+UVYKzB8PWyq+VacoYYE+fDWyO2O+2sq8HfEA7E44y23vreade5rhF5DkDGwOpDo+8RnxJc7fYrLQyrcOnXJtdDp1gE5nk/MX+AM4uwsSdsHKdzBqhJLX4gZsLWKxNb2ODI8LAq6cs47ZYtu/xb5vETfZrUWuKk3NxtBuILS9A+q0VZdVFaeAR0TkMtjsBk9+tYXjKY7ZQRaziffu60RY4GXOhrqUYlt1xjoWvKuAVp0/MwyDs9bTDL4uh+wau1hz9A/MXolkeScyalUR+2xdgp+nHx1rd6RjWEc6h3WmXWi7/B3FbVY4shb2zHN8zuwrcK8p8zSeW7/Ec+uX5Jg82BzcjudqRtHl7D5qrNzkWGkaCk3VNwLqYmo30NGSU6+zgpxqRAGPiMhleHfJXlbsyR9j8lxsJN2aFh4kW2pu1KpzOus0S47+Rv3Tv+BtjafP12PJtOYHNhdbqfhCvh6+NA5sTLPgZjQNakrToKY0CW5Co4BGBde+uZDFE5r0dHxiX4XT+2DPPJb+/iU9U3biQX7Lj7eRR2zyFmKTtxSZ1SkjkF9t3bjqpodp0/UG5ywwqV4U8IiIlNBve04zefFe53G/NnV4pFdT1z3goq06T4GlfP/JttqtbE3cyqoTq1h5fCW7khybS52Pay6yUQUAhs0Xe04YDQOacFeHaFrWbEaz4GaE+4VjNpUxyAhtDqGP07XbY+Rkp5K3bxEeexdg2bcQU3ZKocuTLP4syO3CT7YY1trbkNLQmzPdY8tWBrmiKeARESmB1GQLY2bFYZyb2NO4Vg3evruDaxYXrMRWnfiMeFYeX8mq46tYe3It6db0S95T27e2o5UmqAnNgpvhQ13e+TmFI6ctgIldwLz0mtw+uAshRewj5pxRBYVmVF2Kn8UCfiHQ4W7Hx5YHx34nd9evrN65lCM+oXwVeg1xe1phtjqCrDwfE8ktK2g/M3FbCnhERC4hLw/mzKpFSpYVAB9PM1MfiCawJNOxL2XPAvjpyYKtOhYvR6vO1U+6vFUn15bLxoSNrDq+ilUnVrEvZd9Fr69TI5w/zE3J9G7M3C6xtAlp7thj6k+ujcjl0f9tZN1Bx15i6w8lc/v7q/hk6FU0DyvHdYksHtDoaqwNunGdd18A3rbXY8fZ/Ja4T+7pzDUtit9WQ6oHBTwiIpeweG4wJ4/ntxC8elt7Wtct/KV/WbJSHHtgbZlRML1eJ7j1fZe26hxNO8rKE45WnN/jf7/odgyeZk+61OlCj/o96Fm/J2H+DQlYuRKApiHtsFgsZNgKzuv2s1io6efFFyO68cKcOL7ZeAyAw2cyueP9VUy6rxPdm+WPc/rz/a7kkWHnwzX7nccDOzcgtpW2gpByCHhyc3M5ePAgzZo1w8ND8ZSIXDmshrVQ2o9bj7NpXX4LxX3dGjIwumR7PxXr+Cb4eiikXrDVggtbdbLyslgfv97ZinM47fBFr28Y0JAe9XtwTf1r6FKnS/5MKQoGJ3VWry7yfqN3bwC8PMy8dWcUTWv7MXHebgDSsvMY/ul6ktp4kR5RzjPLDINa23PIyctfLuDvN7Uu32fKFcNlEUlmZiajR4/m888/B2DPnj00bdqU0aNHU79+fcaOHeuqR4mIlIvptukFjpPPWPh0Th3OT25uVz+QF28qQ8uLYcCG6TBvLNhy89Nd0KpjGAZLji7h691fsyF+A7n23GKv9bH40LVuV3rUcwQ5DQNdt6u7yWTi/3o3p0ktP0Z+uQmzHUwG1NqRi0eGnZRIr3KbCu5/NA+f5PzZW/+8rS3BNTR2RxxcFvCMGzeOrVu3smzZMvr37+9M79u3Ly+//LICHhG5ouTlwfdf1SInxxHseHvb+fe9Ufh4lnJT0NwM+Plp2PZVfprJDL1fgGueLlOrzs4zO3lr/VtsSCh+T6hmQc3oUb8HPer3ILpONN6Wy98EM+Hqq0s8wHhA+7rMDoxh1BebOJ3u2I4i6FAet/uG8NLAdjTesO6yn/9nhmGQlpXHqfRs9p3OoObu/CDvL+3Dy2+bD7kiuSzg+f777/nqq6/o3r17gVkLbdu2Zf/+/Re5U0TEPQy3DHf+/M9fdxF/Ir/LacBtyTSqVfT2CZd0ei98NRhO/ZGf5hcGd053rDNTSgkZCUzZPIWf9v+E8ad9ofw8/ehet7sjyKnXg3r+9Ur9HGeeFstlzajq1iiEHx/vwYjPN/DHyTQAlvyRyMlPNmCJtGPzKXqqelaujVNncziVnu349fwnPffcrzmcPpeWe8FKzOdzC/T15OVb2pb6PaVqclnAc+rUKcLCwgqlZ2RkuGbapohIOfM0OcaYzN8Rz+er84OdTl3Tad2++IG+F7Xje/jhccjN31GdhlfDXZ9CQOkG02ZaM/l8x+d8uuPTQgOQr6l/DcPbDadjWEc8zRW/GvOf1Qv2ZfajMTz55WYW70oE4I+TaYQnmUiP8ODVlJ2kZDgCmdPnApr0nLwyPXPsja0IC3DxytdyxXNZwNOlSxd++eUXRo8eDeAMcj7++GNiYmJc9RgRkXJ1LDmTv87e6jxuFe5PnwHHLj8jmxUWvghr3y+YfvUT0OelUnVh2Q07P+3/iSmbppCYlVjgXPPg5jzb5Vl61O9x+WUtZ/7eHnw4pAuv/foHn6w8CIBHjkHwPisz9x25xN2X5mE2ERrgzWEjl8xwC7d0LHtrllQ9Lgt4XnvtNQYMGMDOnTvJy8tj8uTJ7Ny5k9WrV7N8+XJXPUZEpNxYbXae+HIzadmOFoYaXhb+fW8HlnvuuryMUo/DNw/C0QvGqXgHwm3vQ+ubS1W29fHreWv9W/yR9EeB9BCfEEZ1HMUdLe7Aw+y+M2MtZhN/v6kNTUL9eOnHHdjsxiXvqeXnRe0Ab0L9vakdcO5z4c/njoN8Pcky7M7FDNWrIEVx2d+Oa665hi1btvDGG2/Qvn17FixYQOfOnVmzZg3t27d31WNERMrNvxbsYdORFOfxP29rR7MwP5ZfzrIxB5bBNyMg83R+Wp12cPd/oVazyy7TkbQjvLPxHRYfWVwg3cvsxeA2g3mo/UP4e5Xjwn4u9kD3RtSv5cugnzZhmOGRJvWpF+hbKJAJ8fO6rN3nKb+lfaSKcOl/B5o1a8ZHH33kyixFRCrEst2JTFueP8HizugG3NG5QZFr8xTJboeV/4Klr4GRP5CWjg/AjW+Dp+9llSc1J5UPt33IzF0zybMXHNPSv3F/nop+ivr+9S8rT3fRtWktTnV2jLF5oWebyxoILVJaLgt4fv31VywWC7GxBTdnmz9/Pna7nQEDBrjqUSIiLpWQls2Yr/PH7TQP8+cftzpm+XiaPBnpMfLiGWQmwZyRsHdBfprF2xHodB5yWWWx2q3M3j2bqVunkpKTUuBcVGgUf73qr3QM63hZebqz4lZdVhAkruaygGfs2LG88cYbhdINw2Ds2LEKeETELdnsBk98uZmkDMcaLt4eZt67rzM1vEr4z2NRqyYHN3J0YdXrWOJyGIbBimMreHvD2xxKO1TgXF2/ujwd/TT9G/evcuNTLrV6s4iruCzg2bt3L23aFF4ltFWrVuzbd/HN6UREKsuUxXudG14CTLilLZHhAZe+0TBg46cw9/mCqyZH/sUxONm3ZonLsDtpN29teIt1JwsuxlfDowYPRz3MA60fwMdD06xFysJlAU9QUBAHDhygcePGBdL37duHn5+fqx4jIuIyq/edZsqS/F21b+lQj0FXRVz6xtwM+HkMbJuVn2YyQ58XHXthmUs22PZ01mn+s/k/fLf3uwILB5pNZm5vfjuPd3qcUN/QEr/PlehyVm8WKQuXBTy33norTz31FHPmzKFZM8dMhH379vHMM89wyy23uOoxIlIJrIbVuc/UcMtw5wJ9V7JTZ3N48qstGOfijMa1avDq7e0u3WV0ei98PQQSd+anXeaqyak5qcz4Ywaf7/iczLzMAue61+3Os12eJTIk8nJe54p1uas3i5SWywKeiRMn0r9/f1q1akWDBo6dhI8dO0bPnj15++23XfUYEZEys9sNxny9hVNnHXs8eVnM/Oe+zgT4XCKQK27V5DunQ+Cl921KyU7hiz++YOYfM0m3phc41ySoCc92eZae9XtWuXE6Iu7gMhY5uLigoCBWr17NL7/8wv/93//xzDPPsHjxYpYsWUJwcHCJ8pg6dSpRUVEEBgYSGBhITEwMc+fOdZ7/8MMP6d27N4GBgZhMJlJSUgrlkZSUxP33309gYCDBwcGMGDGC9PSC/7Bs27aNnj174uPjQ0REBBMnTizLq4vIFWbq8v38tjd/nZzxN7amXf2g4m+wWWHeCzB7aMFg5+rRMPTHSwY7SdlJTNo4idhvY/lw24cFgp1g72Be6PYC397yLb0a9FKwI1JOXLoOj8lkol+/fvTr169U9zdo0IA33niDFi1aYBgGn3/+ObfeeiubN2+mbdu2ZGZm0r9/f/r378+4ceOKzOP+++/n5MmTLFy4EKvVyoMPPsgjjzzCzJkzAUhLS6Nfv3707duXadOmERcXx/DhwwkODuaRRx4p9buLyJVh/aEk3lm4x3kc27YOQ2IaFX9Dxhn46gE4csFsohKumnw66zSfbf+Mr/d8XWjPqwCvAAa3Gcz9re8n0CuwVO8iIiVXpoBnypQpPPLII/j4+DBlypSLXvvEE09cMr+bby74j8err77K1KlTWbt2LW3btuWpp54CYNmyZUXe/8cffzBv3jzWr19Ply5dAHj33Xf5y1/+wttvv029evWYMWMGubm5TJ8+HS8vL9q2bcuWLVt45513FPCIVHHJGbk88eVm57YG9YN9mTiwQ/GtKqf3woy7IPlgfloJVk1OzEzk0+2fMnvPbHJsOQXOBXkHMbTNUO5tde8VtUKyyJWuTAHPpEmTuP/++/Hx8WHSpEnFXmcymUoU8FzIZrMxe/ZsMjIySrz56Jo1awgODnYGOwB9+/bFbDazbt06br/9dtasWUOvXr3w8vJyXhMbG8ubb75JcnIyNWsWPZU0JyeHnJz8f7jS0tIu631EpHIZhsGzs7dyMjUbcGw4+Z/7OhFUo5hxOwdXOFp2slPz0zrcCze+A141irwlPiOeT+I+4bu935Frzy1wLsQnhKFthzIochB+npq5KlLRyhTwHDx4sMifyyIuLo6YmBiys7Px9/dnzpw5Ra7vU5T4+HjCwsIKpHl4eBASEkJ8fLzzmiZNmhS4pk6dOs5zxQU8r7/+OhMmTLjc1xERN/HJyoMs3pW/w/jz/VvRqWExa+Vs/h/89CRcuKVDn5fgmqehiNag4+nH+STuE+bsm1NoG4hQ31AebPsgd7a8kxqeRQdKIlL+XDKGx2q10qpVK37++Wdat25dprwiIyPZsmULqampfPPNNwwdOpTly5eXOOgpL+PGjWPMmDHO47S0NCIiSrBeh4hUui1HU3hzXv6O59e3CmPENU0KX2i3w5J/wMoLWqw9fOD2D6DtbYUuP5p2lI/iPuKn/T+RZxQMdMJ8wxjefjgDWwzUooEibsAlAY+npyfZ2dmuyAovLy+aN28OQHR0NOvXr2fy5Ml88MEHl7w3PDycxMTEAml5eXkkJSURHh7uvCYhIaHANeePz19TFG9vb7y9vS/rXUSk8qVmWRn95SasNse4nfBAH96+qwNm859aaqxZjv2wdv6Qn+YXBvfOggbRBS49lHqIj+I+4pcDv2AzCu4FFe4XzkPtHuK2FrfhbdG/GRXFz2LRdhRyUS6bpTVq1CjefPNNPv74Yzw8XDf5y263Fxg7czExMTGkpKSwceNGoqMd/0AtWbIEu91Ot27dnNeMHz8eq9WKp6ej737hwoVERkYW250lIlcmwzAY9902jiY5ZkiZTTDl3k6E+HkVvPBsAsy6F45vzE+r3Rru/xqCGzqT9qfs58NtHzLv0DzsF+6IDtT3r89D7R/i1ma34mm58hdmFKlqXBaZrF+/nsWLF7NgwQLat29faDuJ77777pJ5jBs3jgEDBtCwYUPOnj3LzJkzWbZsGfPnzwccY2zi4+Ode3PFxcUREBBAw4YNCQkJoXXr1vTv35+HH36YadOmYbVaefzxx7nnnnuoV68eAPfddx8TJkxgxIgRPP/882zfvp3JkydfdNC1iLheeaze/Oc8Z609zq9x8c7zY25oSdcmIQVvStgJM++G1KP5ac36wF2fgo9jbZ4DKQd4f+v7LDi0oMAWEAARARE83P5hbmp2E55mBToi7splAU9wcDADBw4sUx6JiYkMGTKEkydPEhQURFRUFPPnz+eGG24AYNq0aQUGDvfq1QuATz/9lGHDhgEwY8YMHn/8cfr06YPZbGbgwIEFpswHBQWxYMECRo0aRXR0NKGhobz44ouaki6XlGGz4f/bbwCk9+yp5fDd3LbjSfzj5/ztH65uHsJD1zbCaljzg6t9i+DrYQUXE+wyAgZMBIsHGdYMpm6Zyow/ZhQao9M4sDGPRD3CgCYD8DC7dEkzESkHZf5barfbeeutt9izZw+5ublcf/31vPzyy/j6+l52Xp988slFz7/88su8/PLLF70mJCTEuchgcaKiovjt3BeXiFQ9OTkmHvpyDVabI7Dx87cRPXA7nxvbwAYjPUbC+o/h1+fAOQbHBLGvQffHMIC5B37l7Q1vcyrrVIG8mwY1ZWTUSGIbx2IxK+gVuVKUOeB59dVXefnll+nbty++vr5MmTKFU6dOMX36dFeUT0TkshgGzPuhJslnzrXimAxuvjMJ/wDHmBuT3Q7zxsHa9/Nv8vSDOz+ByAHsS97Hq+teZUPChgL51vevz1PRT9GvUT/MJpftyiMiFaTMAc9///tf3n//fUaOHAnAokWLuPHGG/n4448xm/WPgohUnFNnc1jzewA7t+Wvd/N/vZvxdGSs4yA3Hcu3I2HP/PybAurBfbNIr9WMqevfYsYfMwrMvPIye/FQ+4d4sN2Dml4ucgUrc8Bz5MgR/vKXvziP+/bti8lk4sSJE85d00VEysOJlCx+P5jEuoNnWHcwiQOnMoD8TUC7NglhTN9IPExmSD0OXw6C+Lj8DMKjMO6dxa9ntvCv758u1H3Vu0Fvnuv6HBEBWnNL5EpX5oAnLy8PH5+C/+vx9PTEarWWNWsRESfDMDiSlMm6g0msO5DE74fOOKebF6VmDU+m3NMJD4sZTmyBL++BsyfzL4j8C3uvH8tra/5WZPfVuK7juDbi2nJ6GxGpaGUOeAzDYNiwYQUW5cvOzubRRx8tMDW9JNPSRaR6shqF/4NkGAb7T2Ww6VCaI8A5mER82qUXOA0IzKNR0xz+3SeW8CAf2PULfPsQWDOd16R3G8n7tWoxc/7QAt1X3hZvRrQboe4rkSqozAHP0KFDC6U98MADZc1WRKqRL+xfYNghMcGTI4e8OXrIi6OHvMnMuPQsqIYhNejWJISuTUKIbhLIgsBZmEzQyOwLa96D+ePh3No5hsnCLz1G8K+k9ZxOPF0gH3VfVRytiiyVocwBz6effuqKcohUa0W1cFzIFYvyuaPTiR7s3+PDkUPeHDvkTXb2pSc6NKvtR7emtZxBTt2g/CUwrIYVkw1MdhvmuX+FjZ85z+3xC+a15p3YeHxegfwa+DdgbNex6r4SqeK0WpaIGzi/OnBxRnqMrKCSlL/EtGx+3HqCOZuPseNE8fvXndcqPIBuTULo1rQWVzUOoXbARfanstvwS03h2l++wXJgDwBnTSbeD4/gS18ztrT9zku9Ld6MaD+C4e2Ga88rkWpAAY9IJbpwK4SqLD0nj/nb4/l+y3FW7TuN3Sj6OrMJ2tUPomvj8wFOTYK9zZB5GtITIWEH7D8FGYmO4/TEcz870jwyz/DAuT2uDOBnvxq8UzuM0yY7XLD3Ve+I3jx/1fM0CNBMUpHqQgGPiJsYbB58RXRdXaz77cLyW212ftt7ijmbT7BwZzzZVnuh68M5Q7fQg9wQVoPWAdlEeKXjlX0GziTCkVOOgCbzDFBMhPQn5/c/3+PpyauhNdnk4wPkP7eBfwPGdRtHrwa9SpSfiFQdCnhE3ISnyfOKCHi+sH9R7LlHLI+w+WgK328+zs/bTpKUkes850EebUyH6WzeyzXeB7jKYy9BuQmQjuNTRlZgja8P8/z8+NW/BjaTyXlO3VciooBHRMos6bQHO7bWYOa2ZRw+45j+HUIafc176WzeS7R5D1HmA/hyLgCyA7nF51ckTz/wrw3+dcCvNja/UKx+tVhPNvOzjrM0ZRdpeZmFblP3VdloRpVUFQp4RKoYm93gTEYOmTk2Anw8CPDxxMvDddu8nO96O5Oewy/bEvhh8wm2H0uhhekYV5vXM9pzL51Ne2hqji9RfmcDg/ELisTsHwZ+YeAfBn7nAhvnz2Hg5VjXK8+ex/r49fz74L85cHQ12TlFr82j7isRuZACHpErgGEYpGXlcSo9m8SzOZw6/0nP4fTZXE6l56clZeQUGhTs62kh0NeDQB9Pgnw9CfT1JNDH49yvngT6ejjSfTwLpAX6eBLg4wHn4qXcXBNzd59m4ab9ZB5YRyf28Kx5Dx299xFoKn7VYyeLF9TtCBFdyYvowpd195EZEMhwy3DMF+nOs9ltbDz5O/MPzWfRkUUkZScVnb3FQqN6jWjesDn/aPwP/Dz8irxORKofBTwilSzPCvEnvZifkUByep4zkDl1QWBzOj2XXFvhQb8llWW1kWW1kZCWU6r7g7wNrvU8Tow1jjbGFG43HcPsWYKBxP51IKIrRHSDBl2hbgfwdKxgbBhWMi8yQ81u2NmUsIn5h+az8PBCzmSfKfI6T7MnPer34IZGNxDTIIbvLI5V3b0sXpf/oiJSZSngEalEa/cn8d6XdcnMsPAFW12at8kERskmNxWrmek4d1uWcQe/UTsvzTENylTMxSYz1GnnCG4iukHEVRDcyFGQErIbdrae2sr8Q/NZcGhBoc08z/Mwe9CjXg9iG8fSO6I3AV4BwLkZZLYibxGRak4Bj0glmbHuMC/9sIM8+6W3TzjP02Kitr83tQO8CT33q/NzwXGovzc1vCxk5tpIy7aSmmUlLSuPtCwradlW0rKspGblOX92/JpHapaVlMzjXJ/zO7fbVxBt3ltsWaxeQXg07IapYVdH6039aPD2v+zfB8Mw2HZqG4sPL2bBoQUkZCYUeZ2HyYPu9boT2ziW6xteT6BX4GU/S0SqLwU8IhUsz2bnn7/8wWerDznTLBaDFrUDqB3gUziAuSCQCfL1xHQZLSZ+3h74eXsU2H6hSIYBR9bAppkYO7/HRKZz3I6z3GYLOxtE0bLdYHyaXINnrRZgLt1gaMMwiDsVx6pDq9h3eB/vZb5X5HUWk4VudbsR2ziWPg37EOQdVKrniYgo4BGpQKmZVh7/chO/7c3fuNI/wMbA+0/zt0axLlmH58LVm4dbhl88z7QTsPVL2Pw/SDoAFNFjFR6FrdN9/K9NNjm+NWhtGQKlKKfdsLPt1DYWHF7AwsMLic8oehaX2WTmqvCriG0cS9+GfanpU/OynyUi8mcKeESKkGErPBCkqLTLceBUOg99voEDpzOcae3qB9L7/l0EBJZ+QPLFFLkqsi0X054FeGz+EvYtLLDlgpNPMETdDZ0egLodsBtWckqxBYbdsLMlcYszyEnMTCzyOhMmuoR3IbZRLH0b9aWWb63LfpaIyMUo4BEpgv9vv7k0v5V7T/N/MzaSlp3nTLsxqi6vD2zDl5adLn3WhS5cFbnmqXgit6ynZdwmfDMzirjaBM2ucwQ5kTc6Z1NdLpvdxqbETSw8vJBFhxcVO/DYbDJTN6wuzSKa8bcmf6Nujbqlep6ISEko4BEpZ/9dc4gJP+3EdsHiOE/3bckTfZqTR165ziryys6i2Y6tRG5dT50TR4u+KLghdHwAOt7r+LkU8ux5bErYxILDC1h0eFGxU8jNJjNX1bmKfo370SuiFz94/QBAqCW0VM8VESkpBTwiRUjv2bNQWobNRp3Vq0uch9VmZ8JPO/jf2iPONB9PM/+6qyM3Rp1rzSjjtPEi2azUP7CHlnGbaPHHTkx5hVciNizemNrcAp0GQ+OepRp8fH7F44WHF7L4yOLiFwM0Wega3pUbGt9An4Z9CPEJATSFXEQqlgIekSL4WS4+Vfxi43n8LBZSMnP5vxmbWL0/v6UjPNCHj4Z0oX2DcphplJsB+xbDrp/x2DOPm7JTi76uXifo9ACmdgPB9/IHA9vsNtYkrGHJ4SUsPrKYlJyUIq/zMHnQrV43+jXqx3UR12ngsYhUOgU8IqVwsZaevW268NDn6zl0Jn8jyw4NgvhoSBfCAks3LqZImUmwey7s+gX2L4ZzLTmFZln5hkDUIMfYnPB2l/WIPHsee5L3sDFhI/MT53Pk5BFycoterdnD7EFM3Rj6NXYEOZpCLiLuRAGPXJYMm805oDe9Z89LtoRUNz6n8rj9/VWcvWBw8q0d6/HmwCh8PF3we5V6zBHg/PETHF4NRtEtTXkWD441bUGDjn/FI/Im8PAuUfbpuelsO7WNzac2szlxM3Gn4sgsYgfy8zzNnvSo14MbGt9A74jexS4GWNRssSJnkImIlBMFPCKlkHD11QWCPcMw+N+aw0zctIuzF4zL+WtsJP/Xu9llLRZYgGHAqd2w62fH58Tm4q/1DoKWseS16s/nTY6T5+XNcMstxa6ZYxgGJzNOsjnREdxsSdzC3pS92Iuapn4BL7MXPer3oF/jflzb4Frntg4XM70UU9pFRFxJAY9Uuiux1cjPYnGWMzfPzks/7uDL3/NnQfl6Wpg0qCP924VffuZ2O5zY5GjF2fUznNlX/LX+daDVjdDqJsfgYw8vDMNKXhEBRp49j93Ju9mSuMUZ5BS3Ls6FPEwetK7Vmo5hHekc1pmYejH4eWoXchG5sijgESmD5IxcHv3fRtYdzJ+hVC/Ih4+GdqFtvZKPYTHbbJgOLYNdc2H3r3D2ZPEXhzR1BDitb4b6XYqdYZVrzWVNwhriTsWxOXEz205tIysv65JlCfAKoGPtjnQK60THsI60C22Hr8cltqa4hOGW4YXSrIa1wDpBIiLlSQGPSCntTTjLiM83cCQpf4xL54bBfDC4C7UDSjBmxm7HdHgVvTd/TeM9O/DIvkgwUrcDtLoZWt8EtVsVuwN5YmYicw/N5ZuD35BwJgGjBNulRwREOIObTrU70TS4KWZT6fbIKo4rtswo6XNGeoyskGeJyJVFAY9IKazYfYq/frWV9Jz8wcl3dKrPa3e0v/Tg5JQjsOVL2DoTj+RDRBZ1jckMjXqc66668aILAp7JOsOiw4uYd2geGxM2YlxkcR8PkwdtarVxBDfngpxQXy36JyJVnwIekcthGAQcymPU/I2cXzjZZILnYlvx6LVNix+cnJtJ3h9zMG+Zhengb5iKCEoMizemZtc7WnFaDgC/4veTSs1JZfGRxcw7OI/f43/HVsxsrQu7pzqFdaJdaDt8PFw4NV5E5ArhVgHP1KlTmTp1KocOHQKgbdu2vPjiiwwYMACA7OxsnnnmGWbNmkVOTg6xsbG8//771KlTx5nH+vXrGTt2LBs3bsRkMtG1a1cmTpxIhw4dnNds27aNUaNGsX79emrXrs3o0aN57rnnKvRdq6vy2JSzoiRn5FIrLhf/E3mcn8dUw8vC5Hs6cUObOoVvMAw4+jts+R9sn4NH7tnCl2DiWNMW7O7QhWtbvYand/EL9KXnprP06FLmHZrH6hOrybPnFXldPf96hDcMp3mj5jwX+hze5pJNSRcRqcrcKuBp0KABb7zxBi1atMAwDD7//HNuvfVWNm/eTNu2bXn66af55ZdfmD17NkFBQTz++OPccccdrFq1CoD09HT69+/PLbfcwvvvv09eXh4vvfQSsbGxHD16FE9PT9LS0ujXrx99+/Zl2rRpxMXFMXz4cIKDg3nkkUcq+Xeg6nP1ppwVITM3j+krDzJt+QH8L+jCqh/sy8dDu9C67p/Wnkk7AVu/hC0zi51hlRISyu4OXdjbvjMZgcEAXGvxL3RdVl4Wy48tZ/7B+aw4toJce26R+YXVCOOGRjcQ2ySWliEt+Z/xPwCXj8UREblSuVXAc/PNNxc4fvXVV5k6dSpr166lQYMGfPLJJ8ycOZPrr78egE8//ZTWrVuzdu1aunfvzq5du0hKSuIf//gHERERALz00ktERUVx+PBhmjdvzowZM8jNzWX69Ol4eXnRtm1btmzZwjvvvKOARwqw2ux8veEo/160l1NnC64u3KlRMB8N7kKo/7nWE2s27P7FEeTsXwJFrGVjePljtL0Ne8d78YvoSmeTifZFzFTKteWy8vhK5h2cx7Jjy4qdWRXiE0L9hvVp0agFdWvXxWQy8Tu/87vxu2t+A0REqhC3CnguZLPZmD17NhkZGcTExLBx40asVit9+/Z1XtOqVSsaNmzImjVr6N69O5GRkdSqVYtPPvmEF154AZvNxieffELr1q1p3LgxAGvWrKFXr154eXk584mNjeXNN98kOTmZmjWL7lLIyckhJyf/Sy8tLa18XryKc8WmnOXNMAzmbY/nrfm7OXA6o8C5QB8P/u+65gzv0QQviwmOb3QEOXHfQHZK0Rk26QUd78fU+mZMXn4U1eZis9tYFb+KhYcWsuTIEtKt6UVmFeQdRN+GfenfpD9d6nThE/snZXtZEZFqwu0Cnri4OGJiYsjOzsbf3585c+bQpk0btmzZgpeXF8HBwQWur1OnDvHx8QAEBASwbNkybrvtNl555RUAWrRowfz58/HwcLxqfHw8TZo0KZTH+XPFBTyvv/46EyZMcOWrur3yGG/j7osKrtl/hjfm7WLr0ZQC6d4eZh7s0YTHrm1GkC0J1v3HEeic+qPojIIbQsf7ocO9ULNRsc/bemorS/YuYf+R/cXuUeXv6c/1Da+nf+P+dK/XHU9z/hTv4SatbyMiUhJuF/BERkayZcsWUlNT+eabbxg6dCjLly8v0b1ZWVmMGDGCHj168OWXX2Kz2Xj77be58cYbWb9+Pb6+pV88bdy4cYwZM8Z5nJaW5uw2q6quxPE2pbXzRBoT5+9i2e5TBdLNJrgrOoKnbmhB3dRt8OMwx4adRc2K8qwBbW51BDqNehS7IOCFlh1Zxs59Owul+3r40rtBb2KbxHJN/WvwthQ98Lii1rcREbnSuV3A4+XlRfPmzQGIjo5m/fr1TJ48mUGDBpGbm0tKSkqBVp6EhATCwx3L98+cOZNDhw6xZs0azOe+bGbOnEnNmjX54YcfuOeeewgPDychIaHAM88fn8+nKN7e3nh7a7bLhYpr7XH3VpwLHU3K5J2Fe/h+y3H+vEbfDW3q8Fy/lrRIWwPfPg9Hiul2axjjCHLa3gbel95X6kKxjWP5fMfngGOPql4NehHbJJZe9XtRw7NGKd5IRESK4nYBz5/Z7XZycnKIjo7G09OTxYsXM3DgQAB2797NkSNHiImJASAzMxOz2VxgLZTzx3a7YxBpTEwM48ePx2q14unp+N/xwoULiYyMLLY7q7q61Hib4sbdGL17l2exXCIpI5f/LNnH/9YeJtdWcIBxl0Y1Gde/GdFpS+G70ZBYuAWGwPqO7qqO90GtZqUuR2RIJG2at6F+WH3+3vDv1LzItPSqRqsii0hFcquAZ9y4cQwYMICGDRty9uxZZs6cybJly5g/fz5BQUGMGDGCMWPGEBISQmBgIKNHjyYmJobu3bsDcMMNN/DXv/6VUaNGMXr0aOx2O2+88QYeHh5cd911ANx3331MmDCBESNG8Pzzz7N9+3YmT57MpEmTKvPV3dKV1FLzZ1bD6tyhe7hluLPr5/wU8w+WH+BsTsF1bFqE+TOub0Ouy5yH6ftHIPVooXxpGAM9noQW/cBc9t8fk8nE9d0csw79i5iWLiIiruFWAU9iYiJDhgzh5MmTBAUFERUVxfz587nhhhsAmDRpEmazmYEDBxZYePC8Vq1a8dNPPzFhwgRiYmIwm8106tSJefPmUbduXQCCgoJYsGABo0aNIjo6mtDQUF588UVNSS+FhKuvviKCIqthxWqzM3vDcf6zeD+nzhZcy6ZukA/PX1ubW7J/xjx3GGQlFc4k8i/Q4ylo2K1CyiwiIq5lMkqyu6AUkpaWRlBQEKmpqQQGBl76hioiw2ZzDmZO79mzzAFPYlo2MzccYeKqfXhkG9QP8KGWnxc1a5z/eFLz/LHfueNzP4fU8MLXq+jnn2/hMQzYvcOXZQsDST5TcIBvkK8nz3f35e68H/HY8j+wZhbMxOwB7e92tOiEtSrTexanuJYod8tTRMRdlfT72K1aeKR6yLPZWbH3FF/+fpQluxKx2Q3Or4p0MiWbkynZJc7L28NMiJ8XwTW8CPHzdPxaw4vAGhZ2efuzM64GJ495FbjHw8Pg9g67eNXYhdfa7wrPuPL0g+hhEPN/ENSgbC8rIiJuQQGPVJijSZnM3nCUrzccIz6t5EHNxeTk2TmZms3J1KLyCy5wZDYZPNv6DA/av8d3x5LCl9cIhW6PwlUjoEaIS8onIiLuQQGPlKvcPDuL/kjgy9+PsHLf6UJTvwHqBvvwR6iNrFALv7ZpT1Z2HskZuSRnWknOzC34c2YuyRlW0nOK3jizKCbsPNvoAMP5Ad8DGwtfENwQrn7CMbXc68qfCq7ZTyIihSngkXKx/1Q6X60/yrcbj3Emo/CGlx5mEze0qcOgqyLo3DSEoFUrAWjfOLjIcUF/TsvNs5OS5Qh+/nv2GzIzLWRlmsnKMJOVZSYr00xuhp3+uWt4NOs3fBP2Fy5knfZwzVPQ5jaw6K+CiEhVpn/l5bL4WSzFrrOTbbXxa9xJZv1+lN8PFTHTCWgS6segqyIY2LkBtQMcCzleuIBhSdf28fIwExbgQ1iADy/XeaDw9b9/SO7KN/E/m1o4s8Y9HTOumveBC9ZsEhGRqksBj5TZzhNpzFp/hDmbj3M2u3BXk5eHmRvb12XQVRF0axJSYGFIVyhqFpI9fideBYIdE7S+CXo8DQ2iXfp8ERFxfwp4pFTSc/L4ccsJZq0/wrZjRbSiAK3CA7jnqghu79SAoBolmxrtqrV9bD0ex7R5BnaLGVPUvZh7PAWhLcqcr4iIXJkU8Mhl2XQkmVm/H+HnbSfJzC28l5afl4VbOtZj0FUN6dAg6LJbc/wsFtcsZlirOUtvuZvjTZpzT/DTmN10LRoNMBYRqRgKeOSyTPhpJ1uPphRK7xgRzL1dI7gxqh7+3u7xx2pvlLquRETEwT2+meSKce9VEc6AJ8jXk9s71eeerhG0Cq8+q02LiMiVRwGPXJabOtRj7vZ4bu9Un/7twvHxLHv308VmfomIiLiCAh65LP7eHnw+vGtlF0NEROSymCu7ACIiIiLlTQGPiIiIVHkKeERERKTKU8AjIiIiVZ4CHhEREanyFPCIiIhIlaeAR0RERKo8rcNTDVgNa7HnitppXEREpKpRwFMNTLdNL/acNq4UEZHqQAFPFWY1rBcNdkRERKoLBTzVxGDzYHVfiYhItaWAp5rwNHlWq4DH0+Sp7joREXHSLC0RERGp8hTwiIiISJWngEdERESqPAU8IiIiUuUp4BEREZEqTwGPiIiIVHkKeERERKTKU8AjIiIiVZ5bBTxTp04lKiqKwMBAAgMDiYmJYe7cuc7z2dnZjBo1ilq1auHv78/AgQNJSEgolM9nn31GVFQUPj4+hIWFMWrUqALnt23bRs+ePfHx8SEiIoKJEyeW+7uJiIhI5XGrgKdBgwa88cYbbNy4kQ0bNnD99ddz6623smPHDgCefvppfvrpJ2bPns3y5cs5ceIEd9xxR4E83nnnHcaPH8/YsWPZsWMHixYtIjY21nk+LS2Nfv360ahRIzZu3Mhbb73Fyy+/zIcfflih7yoiIiIVx2QYhlHZhbiYkJAQ3nrrLe68805q167NzJkzufPOOwHYtWsXrVu3Zs2aNXTv3p3k5GTq16/PTz/9RJ8+fYrMb+rUqYwfP574+Hi8vLwAGDt2LN9//z27du0qcbnS0tIICgoiNTWVwMDAsr9oObhw89DhluHVamsJERGpHkr6fexWLTwXstlszJo1i4yMDGJiYti4cSNWq5W+ffs6r2nVqhUNGzZkzZo1ACxcuBC73c7x48dp3bo1DRo04O677+bo0aPOe9asWUOvXr2cwQ5AbGwsu3fvJjk5udjy5OTkkJaWVuAjIiIiVwa3C3ji4uLw9/fH29ubRx99lDlz5tCmTRtni0xwcHCB6+vUqUN8fDwABw4cwG6389prr/Hvf/+bb775hqSkJG644QZyc3MBiI+Pp06dOoXyOH+uOK+//jpBQUHOT0REhAvfWkRERMqT2wU8kZGRbNmyhXXr1vHYY48xdOhQdu7cWaJ77XY7VquVKVOmEBsbS/fu3fnyyy/Zu3cvS5cuLVO5xo0bR2pqqvNzYauRiIiIuDePyi7An3l5edG8eXMAoqOjWb9+PZMnT2bQoEHk5uaSkpJSoJUnISGB8PBwAOrWrQtAmzZtnOdr165NaGgoR44cASA8PLzQzK7zx+fzKYq3tzfe3t5lf0ERERGpcG7XwvNndrudnJwcoqOj8fT0ZPHixc5zu3fv5siRI8TExADQo0cPZ/p5SUlJnD59mkaNGgEQExPDihUrsFqtzmsWLlxIZGQkNWvWrIhXEhERkQrmVgHPuHHjWLFiBYcOHSIuLo5x48axbNky7r//foKCghgxYgRjxoxh6dKlbNy4kQcffJCYmBi6d+8OQMuWLbn11lt58sknWb16Ndu3b2fo0KG0atWK6667DoD77rsPLy8vRowYwY4dO/jqq6+YPHkyY8aMqcxXFxERkXLkVl1aiYmJDBkyhJMnTxIUFERUVBTz58/nhhtuAGDSpEmYzWYGDhxITk4OsbGxvP/++wXy+O9//8vTTz/NjTfeiNls5tprr2XevHl4ejqmZAcFBbFgwQJGjRpFdHQ0oaGhvPjiizzyyCMV/r4iIiJSMdx+HR53pXV4REREKt8Vvw6PiIiIiKso4BEREZEqTwGPiIiIVHkKeERERKTKU8AjIiIiVZ4CHhEREanyFPCIiIhIlaeAR0RERKo8BTwiIiJS5SngERERkSpPAY+IiIhUeW61eaiUntWwlihNRESkOlLAU0Wc3yRUREREClPAUw2M9BhZ2UUQERGpVAp4qojhluGVXQQRERG3pYCnivA0eVZ2EURERNyWZmmJiIhIlaeAR0RERKo8BTwiIiJS5SngERERkSpPAY+IiIhUeQp4REREpMpTwCMiIiJVntbhKSWbzQbAsWPHCAwMrOTSiIiIVE9paWlA/vdycRTwlNK+ffsAaNu2bSWXRERERPbt28dVV11V7HmTYRhGBZanykhOTiYkJISjR4+qhUdERKSSpKWlERERQVJSEjVr1iz2OrXwlJLFYgEgMDBQAY+IiEglO/+9XBwNWhYREZEqz+0CnhUrVnDzzTdTr149TCYT33//fYHzhmHw4osvUrduXXx9fenbty979+4tcE1SUhL3338/gYGBBAcHM2LECNLT0wtcs23bNnr27ImPjw8RERFMnDixvF9NREREKonbBTwZGRl06NCB9957r8jzEydOZMqUKUybNo1169bh5+dHbGws2dnZzmvuv/9+duzYwcKFC/n5559ZsWIFjzzyiPN8Wloa/fr1o1GjRmzcuJG33nqLl19+mQ8//LDc309EREQqgeHGAGPOnDnOY7vdboSHhxtvvfWWMy0lJcXw9vY2vvzyS8MwDGPnzp0GYKxfv955zdy5cw2TyWQcP37cMAzDeP/9942aNWsaOTk5zmuef/55IzIyssRlS01NNQAjNTW1tK8nIiIiZVTS72O3a+G5mIMHDxIfH0/fvn2daUFBQXTr1o01a9YAsGbNGoKDg+nSpYvzmr59+2I2m1m3bp3zml69euHl5eW8JjY2lt27d5OcnFzks3NyckhLSyvwERERkSvDZQU8WVlZ2O125/HixYv517/+xa+//uryghUlPj4egDp16hRIr1OnjvNcfHw8YWFhBc57eHgQEhJS4Jqi8rjwGX/2+uuvExQU5PxERESU/YVERESkQlxWwNO9e3dny8brr7/Oq6++imEYTJs2jWeffbZcCuguxo0bR2pqqvNz9OjRyi6SiIiIlNBlrcOTl5dHcHAwAN9++y2rV6/Gy8uLMWPG0LFjx3IoXkHh4eEAJCQkULduXWd6QkKC8/nh4eEkJiYWKndSUpLz/vDwcBISEgpcc/74/DV/5u3tjbe3t0veQ0REqp43ct8gDdcOdwgkkLFeY12aZ3V1WQFPnTp1WL16NVdffTX16tXj9OnT1KtXj7Nnz5ZX+Qpo0qQJ4eHhLF682BngpKWlsW7dOh577DEAYmJiSElJYePGjURHRwOwZMkS7HY73bp1c14zfvx4rFYrnp6eACxcuJDIyMiLrtIoIiJSnDTSaGRu5NI8D9sPuzS/6uyyAp7p06czbNgwvLy88PPzo0OHDnTp0oXExETeeustlxQoPT3duU8VOAYqb9myhZCQEBo2bMhTTz3FP//5T1q0aEGTJk34+9//Tr169bjtttsAaN26Nf379+fhhx9m2rRpWK1WHn/8ce655x7q1asHwH333ceECRMYMWIEzz//PNu3b2fy5MlMmjTJJe8gIiIi7uWyAp7GjRuzbNkydu7cyd69e3nggQeoX78+V1111SWXdC6pDRs2cN111zmPx4wZA8DQoUP57LPPeO6558jIyOCRRx4hJSWFa665hnnz5uHj4+O8Z8aMGTz++OP06dMHs9nMwIEDmTJlivN8UFAQCxYsYNSoUURHRxMaGsqLL75YYK0eERERqTq0eWgppaWlERQURGpqqvbSEhERXsh9oVy6tF7zes2leVY1Jf0+LtPmoadPn2b69OmsWbPGOZ07PDycq6++mmHDhlG7du2yZC8iIiLiEqVeeHD9+vW0bNmSKVOmEBQURK9evejVqxdBQUFMmTKFVq1asWHDBleWVURERKRUSt3CM3r0aO666y6mTZuGyWQqcM4wDB599FFGjx7tXAFZREREpLKUOuDZunUrn332WaFgB8BkMvH000/TqVOnMhVORERExBVK3aUVHh7O77//Xuz533//vdD2DSIiIiKVodQtPM8++yyPPPIIGzdupE+fPs7gJiEhgcWLF/PRRx/x9ttvu6ygIiIiIqVV6oBn1KhRhIaGMmnSJN5//31sNhsAFouF6OhoPvvsM+6++26XFVRERESktMo0LX3QoEEMGjQIq9XK6dOnAQgNDXVu1yAiIiLiDsoU8Jzn6elZYDNPEREREXdS6kHLl3L06FGGDx9eXtmLiIiIlFi5BTxJSUl8/vnn5ZW9iIiISImVukvrxx9/vOj5AwcOlDZrEREREZcqdcBz2223YTKZuNjeo0UtSigiIiJS0UrdpVW3bl2+++477HZ7kZ9Nmza5spwiIiIipVbqgCc6OpqNGzcWe/5SrT8iIiIiFaXUXVp//etfycjIKPZ88+bNWbp0aWmzFxEREXGZUgc8PXv2vOh5Pz8/rr322tJmLyIiIuIyLll4UERErjwt58/nRHa2S/Os5+PDnthYl+Yp4goKeEREqqkT2dlkBAW5Ns/UVJfmJ+Iq5bbwoIiIiIi7UMAjIiIiVZ4CHhEREanyFPCIiIhIlaeAR0RERKo8BTwiIiJS5SngERERkSrPJQHPb7/9xgMPPEBMTAzHjx8H4IsvvmDlypWuyF5ERESkTMoc8Hz77bfExsbi6+vL5s2bycnJASA1NZXXXnutzAUUERERKasyBzz//Oc/mTZtGh999BGenp7O9B49erBp06ayZi8iIiJSZmUOeHbv3k2vXr0KpQcFBZGSklLW7EVERETKrMwBT3h4OPv27SuUvnLlSpo2bVrW7EVERETKrMwBz8MPP8yTTz7JunXrMJlMnDhxghkzZvDss8/y2GOPuaKMIiIiImVS5t3Sx44di91up0+fPmRmZtKrVy+8vb159tlnGT16tCvKKCIiIlImZQ54TCYT48eP569//Sv79u0jPT2dNm3a4O/v74ryiYiIiJRZmQOe87y8vGjTpo2rspMqpOX8+ZzIznZZfvV8fNgTG+uy/KR6eyP3DdJIc2megQQy1musS/MUkbJxScCTnZ3Ntm3bSExMxG63Fzh3yy23uOIRcgU7kZ1NRlCQ6/JLTXVZXiJppNHI3MileR62H3ZpfiJSdmUOeObNm8eQIUM4ffp0oXMmkwmbzVbWR4hUCLVEiYhUXWUOeEaPHs1dd93Fiy++SJ06dVxRJpFKoZYoEZGqq8wBT0JCAmPGjKmwYOfll19mwoQJBdIiIyPZtWsX4Ohee+aZZ5g1axY5OTnExsby/vvvFyjfkSNHeOyxx1i6dCn+/v4MHTqU119/HQ8Plw1pknLm6nEXgQQCrV2Wn4iIuJcyf8PfeeedLFu2jGbNmrmiPCXStm1bFi1a5Dy+MFB5+umn+eWXX5g9ezZBQUE8/vjj3HHHHaxatQoAm83GjTfeSHh4OKtXr+bkyZMMGTIET09P7f11BXH1uAuNuRARqdrKHPD85z//4a677uK3336jffv2BfbTAnjiiSfK+ohCPDw8CA8PL5SemprKJ598wsyZM7n++usB+PTTT2ndujVr166le/fuLFiwgJ07d7Jo0SLq1KlDx44deeWVV3j++ed5+eWX8fLycnl5ryTlMY5FpLrJJZcXcl9waZ6a+SVSNmUOeL788ksWLFiAj48Py5Ytw2QyOc+ZTKZyCXj27t1LvXr18PHxISYmhtdff52GDRuyceNGrFYrffv2dV7bqlUrGjZsyJo1a+jevTtr1qyhffv2Bbq4YmNjeeyxx9ixYwedOnUq8pk5OTnOneAB0tJcO421NMqjW+dEdmuNYxFxAVfP/Bq3OIB/Zv/g0jwzq/GkkvJYjiCXXJfmJ65V5oBn/PjxTJgwgbFjx2I2l3mnikvq1q0bn332GZGRkZw8eZIJEybQs2dPtm/fTnx8PF5eXgQHBxe4p06dOsTHxwMQHx9faLzR+ePz1xTl9ddfLzR2qLKpW0ek+kjP9sTqwv+MAJCU5Nr8riDlsRzBXvtel+YnrlXmgCc3N5dBgwZVSLADMGDAAOfPUVFRdOvWjUaNGvH111/j6+tbbs8dN24cY8aMcR6npaURERFRbs8TERER1ylzwDN06FC++uorXnjBtf3VJRUcHEzLli3Zt28fN9xwA7m5uaSkpBRo5UlISHCO+QkPD+f3338vkEdCQoLzXHG8vb3x9vZ2/QuIiFQhmTYb/j+4tutNa1qJK5Q54LHZbEycOJH58+cTFRVVaNDyO++8U9ZHXFR6ejr79+9n8ODBREdH4+npyeLFixk4cCAAu3fv5siRI8TExAAQExPDq6++SmJiImFhYQAsXLiQwMBAbY0hIlJGBrh0HCBoLKC4RpkDnri4OOdA3+3btxc4d+EAZld59tlnufnmm2nUqBEnTpzgpZdewmKxcO+99xIUFMSIESMYM2YMISEhBAYGMnr0aGJiYujevTsA/fr1o02bNgwePJiJEycSHx/P3/72N0aNGqUWHHE57dMkIuIeyhzwLF261BXlKLFjx45x7733cubMGWrXrs0111zD2rVrqV27NgCTJk3CbDYzcODAAgsPnmexWPj555957LHHiImJwc/Pj6FDh/KPf/yjQt9DqofqvE+Tgj0RcSdX3NLCs2bNuuh5Hx8f3nvvPd57771ir2nUqBG//vqrq4smcsUqrym6LcwtXJrnlRLsiYj7KXPAc6mWkRdffLGsjxCRcqYpuiJS1ZU54JkzZ06BY6vVysGDB/Hw8KBZs2YKeEREpEzKY+bXQ/1sUDGrqZRZeSwyWx27hssc8GzevLlQWlpaGsOGDeP2228va/YiIk7lsWWDVsd1f+Ux88swDJfmV560yKxrlMsYnsDAQCZMmMDNN9/M4MGDy+MRIlJNqetNREqj3Br0UlNTSdXaCSIiIuIGytzCM2XKlALHhmFw8uRJvvjiiwLbQIiIiIhUljIHPJMmTSpwbDabqV27NkOHDmXcuHFlzV5E/kTjWERELl+ZA56DBw+6ohwichk0jkVE5PJcIZPyREREREqvVC08Y8aMKfG15b15qIiIiMillCrgKWrtnaKUx+ahIiIiIperVAFPRW8YKiIiIlIWLll4MCUlhU8++YQ//vgDgLZt2zJ8+HCCXLwypoiIiEhplHnQ8oYNG2jWrBmTJk0iKSmJpKQk3nnnHZo1a8amTZtcUUYRERGRMilzC8/TTz/NLbfcwkcffYSHhyO7vLw8HnroIZ566ilWrFhR5kKKiIiI67ScP58T2dkuy6+ejw97YmNdll95KHPAs2HDhgLBDoCHhwfPPfccXbp0KWv2IiIi4mInsrNduiHriStgK6kyd2kFBgZy5MiRQulHjx4lICCgrNmLiIiIlFmZA55BgwYxYsQIvvrqK44ePcrRo0eZNWsWDz30EPfee68ryigiIiJSJmXu0nr77bcxmUwMGTKEvLw8ADw9PXnsscd44403ylxAERERkbIqdcCzfft22rVrh5eXF5MnT+b1119n//79ADRr1owaNWq4rJAiIiIiZVHqLq2oqCi6devGRx99xNmzZ6lRowbt27enffv2CnZERETErZQ64Fm+fDlt27blmWeeoW7dugwdOpTffvvNlWUTERERcYlSBzw9e/Zk+vTpnDx5knfffZdDhw5x7bXX0rJlS958803i4+NdWU4RERGRUivzLC0/Pz8efPBBli9fzp49e7jrrrt47733aNiwIbfccosryigiIiJSJmUOeC7UvHlzXnjhBf72t78REBDAL7/84srsRURERErFJZuHAqxYsYLp06fz7bffYjabufvuuxkxYoSrshcREREptTIFPCdOnOCzzz7js88+Y9++fVx99dVMmTKFu+++Gz8/P1eVUURERKRMSh3wDBgwgEWLFhEaGsqQIUMYPnw4kZGRriybiIiIiEuUOuDx9PTkm2++4aabbsJisbiyTCIiIiIuVeqA58cff3RlOURERETKjUtnaYmIiIi4IwU8IiIiUuUp4BEREZEqz2Xr8FQ3hmEAkJaWVmllyMnNIcuc5br87DkYmZng4bo/FkZmpuMHF+eZk3ZlvLurywmOsirP6pen489nhkvzJDMTvL2rZZ45aTlkebl/vefYcwCuiH/vKuv78Pxzz38vF8dkXOoKKdKxY8eIiIio7GKIiIgIcPToURo0aFDseQU8pWS32zlx4gQBAQGYTKbKLk6x0tLSiIiI4OjRowQGBlZ2caQIqiP3pzq6Mqie3F951JFhGJw9e5Z69ephNhc/UkddWqVkNpsvGkm6m8DAQP0D4OZUR+5PdXRlUD25P1fXUVBQ0CWv0aBlERERqfIU8IiIiEiVp4CnivP29uall17C29WzJsRlVEfuT3V0ZVA9ub/KrCMNWhYREZEqTy08IiIiUuUp4BEREZEqTwGPiIiIVHkKeERERKTKU8AjBWgMu0jZnT17lry8vMouhohcQCstCwBZWVn4+vpiMpkwDMOtt8uozg4ePMg333xDZmYmUVFR3H777ZVdJPmTjRs3cvfdd/Prr78SGRlZ2cWRIiQnJ3P69GkA6tevT40aNSq5RFIR1MIj7Nq1i+HDhzNv3jwAZ9Aj7iUuLo4ePXowd+5cfv31Vx577DHmzp1b2cWSC2zdupXevXtz4403KthxU9u3b6dPnz4MHDiQTp06MXbsWPbt21fZxZIKoBaeau7gwYP079+fxMRE8vLy8PDwoG/fvmrpcTPx8fHcfvvtDBs2jFdffZXDhw8zfPhw0tPTK7tocs62bdvo1asXjz32GBMnTsQwDOLj48nMzCQoKIjQ0NDKLmK1t3v3bvr27cuQIUO477772LBhA6+++ipdunShefPmlV08KWdaeLAay83N5bnnnuPYsWMMHDiQ9957j9DQUB5//HH69u0LoKDHTSxZsoTnn3+eBQsWULNmTQBuv/12wsLC8PHxoVWrVjz22GOVXMrqKzMzkzZt2mA2mzlw4AB2u51BgwZx5MgR4uLi6NKlCyNGjGDo0KGVXdRqKz09nYceegh/f38+/vhjZ/rIkSPZsWMHy5cvx2KxVGIJpbypS6sa8/Ly4tZbb+Wmm27i3nvv5c033+T06dP85z//YdGiRYC6t9yF2Wxm06ZNLF++HIDXXnuNn3/+mYyMDFJTUxk1ahRjx46t5FJWXzVq1ODNN98kMTGRZ555htjYWFJSUhg3bhzTp08nKiqKZ599lm+++aayi1ptpaWl4e3tza233gqAzWYDoHPnzthsNgU71YEh1Vpubm6B4xUrVhg9evQwbr31VmPRokWGYRiGzWYzNm7cWBnFk3NOnDhhPPTQQ4bJZDJuvPFGw2QyGT/88IPz/BdffGEEBAQYO3bsqMRSyuzZsw2TyWTExMQYiYmJzvQjR44Yt9xyizF8+PBCf+ek4qxcudL5c15enmEYhvHLL78Y11xzTYHrjh07VqHlkoqhMTzVTEpKCllZWeTl5REREYGnpyeA8384PXv25LXXXuOFF17g3XffJS8vj7lz5zJr1ix27dpFcHBw5b5ANfHneqpbty5vvPEGDz/8MCdPniQnJ4e//OUvzuuDg4OpX78+gYGBlVjq6un82DeAO++8kyVLlnDy5ElCQkKcXcIRERH4+/tz+PBh5985KX+ZmZlYrVasViuhoaH06NEDALvd7mzRSUtL48SJE+Tk5ODt7c0rr7zCli1b+OKLLzR7q4pRwFONbNu2jREjRnDmzBl8fHzo1KkTU6ZMoVatWlgsFux2OyaTiV69evH666/zt7/9jQceeICcnByWLl2qYKeC/LmeOnTowHvvvUetWrWoVasWS5Ys4ejRoxw8eJAWLVoAsHbtWkJCQvQPdAXZvXs3H330EW+99RYeHh4FukR69+6N3W7HbHaMGDAMwxn4dOnSRePiKsiOHTsYN24ce/fupU6dOgwYMIDnn38ewFk3ABaLBU9PT7y9vXn55Zd55ZVX2LBhg/4uVUEKeKqJI0eO0K9fP4YOHco111zDmTNn+Oc//0nv3r35+OOP6dq1K2az2Tlep2fPnoSEhJCXl8fq1atp165dJb9B9VBcPV177bV89NFHdO3albp16xISEsLzzz9P69atSUpK4quvvmLp0qWEhIRU9itUefv37+e6667jzJkzJCUl8cknn2CxWAoEPRd+oZ49e5a3336bRYsWsWzZMgU7FWDnzp306tWLwYMHc/PNN7Nz506++eYboqOjC03ICAwMpHHjxowfP55//etf/P7773Tq1KmS30DKRWX2p0nF+emnn4z27dsbZ86ccaalpqYaXbt2NVq2bGnExcUZhuEYr2O3240xY8YYJpPJ2LJlS2UVuVq6WD21aNHC2L59u2EYhjFjxgzjnnvuMaKiooxBgwY560/KV2pqqjFo0CBj4MCBxuuvv2506tTJGDx4sGG32w3DyB8Xct7ChQuNYcOGGWFhYcamTZsqo8jVzpkzZ4zrr7/eeOqpp5xpCQkJRvv27Y1XXnml0PXffvutYTKZDH9/f2PDhg0VWVSpYJqlVU2cOnWKxMREZwtAbm4ugYGBrFq1Cj8/P0aOHAk4/mdqMpkYNmwYmzdvpkOHDpVZ7GrnYvXk7+/PiBEjALjvvvv45JNPWLduHZ999pla4CpIQEAAzZo148477+TJJ59k5MiRbN++naFDh2IYhrOl57zg4GDatWvHb7/9plaDCpKQkEBoaCg33ngj4BivExYWRr9+/Th27BhAgTqqVasWUVFRrF+/nujo6Eops1SQyo64pGKcPHnSCAkJMf7+978703JycgzDMIzdu3cb4eHhxrRp0wzDMAyr1VopZZSS1dP7779vGIajNU4qzvlWnPO/GoZhnD171pg6dWqhlp6srCwjOzvbMAz9fapop0+fNn7++Wfn8fk6eeqpp4y77767QNp5F7aoStWlFp5qwDAMatWqxTPPPMNPP/3Ehx9+CDjW4TEMg/r16xMREcGJEycAnDNOpGKVtJ7i4+OBguNEpPz9efVxm82Gv78/Q4YM4eGHH3a29GRnZ/Pkk08yZMgQ7Ha7/j5VsFq1ajlbdy6sL09PT+eGriaTiZdeeolx48YBOBfzlKpNfxOrAZPJhKenJ4MGDWLfvn18/PHHZGdn88QTT2AymfDz8yM0NNQ54NLQLJJKoXpyfxf+flssFgzDoEaNGgwdOhSTycQnn3xCixYtOHPmDEuXLlVQWskurK+aNWvi5eUFwAsvvMCkSZNYuXJloeuk6tLWElXcn78Ud+3axX/+8x9+/vlnYmJiuOaaa9i+fTszZsxgw4YNtGzZshJLW32pntxfcQHm+fTk5GQGDBjA3r17Wb58ucZVVYKL/SfgxRdf5MiRI7Rs2ZJ//OMfrF69ms6dO1dwCaUyqYWnijn/Fz4xMZGwsLBCf/lbtWrF3//+d/r27cvrr7/OsWPHqFGjBitXrtSXaAVSPbm/S9XReSaTCavVyttvv83WrVtZt26dgp0KUtI6AscCkf/973/x9/dn1apVCnaqIbW3VjEmk4n169czYsQIkpKSirymTp063Hbbbaxbt47ly5fzww8/EBUVVcElrd5UT+6vJHV03vnFB9euXas6qkCXU0etWrWiZcuWrF69WrOxqikFPFWQh4cHv/zyC/Pnzy/2GrvdDjgGvvr4+FRU0eQCqif3V5I6Ot/K8MYbb2gZh0pQkjoC6NOnD8uWLVPrWzWmMTxVxPl/dM+v9vq3v/2NVatW8b///Y/69etXdvHkHNWT+1MduT/VkZSGWniqiMzMTCB/qnJMTAzHjx/nwIEDQH5LgVQu1ZP7Ux25P9WRlIYCnipgw4YNXH/99Xz55ZckJycDcOONN9K+fXueeuop8vLyND3WDaie3J/qyP2pjqS09KfiCna+N/LMmTNcddVVjBw5kmHDhvGPf/wDgOeee46aNWvy3XffFbheKpbqyf2pjtyf6kjKSmN4rkDn+6/z8vIKrOK6Zs0afvnlF/773/9Sv359+vXrxzfffEOvXr2YOnVqJZa4elI9uT/VkftTHYmrKOC5wpz/y7948WLmzJlDcnIybdu25aGHHiIsLIzc3FyysrJ44YUXOH36NLNnz8ZisXDq1CmCgoK0omgFUT25P9WR+1MdiSsp4LkCff/999x777088MADHD58mOTkZE6dOsXKlStp0KCB87qTJ08yd+5cunbtqqmYlUD15P5UR+5PdSQu4/LtSKVcnTp1yujYsaMxceJEZ1pcXJzRr18/o2nTptr1102ontyf6sj9qY7ElTRo2c1lZGQA+dMs09PTOXnyJB07dnRe07p1ayZOnEhwcDCzZs0CNGCvoqme3J/qyP2pjqQ8KeBxY4mJiTRu3Jivv/7aOc0yPDyciIgIli9f7rzOYrEQFRWFh4cHf/zxB6DdfyuS6sn9qY7cn+pIypsCHjdmNpu55ZZbGDx4MD/88IMzrVu3bixZssQ5/RIcf+Hr169PcHAwhmHofzwVSPXk/lRH7k91JOWucnrSpKQSEhKMJ554wjCZTMZ3331nGIZhnD592oiNjTW6d+9uPPnkk8bXX39tPP7440ZgYKDxxx9/VHKJqyfVk/tTHbk/1ZGUJwU8biY9Pd1ITU0tkHbixAnj8ccfN0wmk/HNN98YhuH4R+DZZ581YmJijBYtWhg9e/Y0Nm/eXAklrp5UT+5PdeT+VEdSkRTwuJE9e/YYHTt2NK655hrj888/N+bPn+88l52dbYwaNcowmUzG119/bRiGYVitViMvL89ITEw00tPTK6vY1Y7qyf2pjtyf6kgqmselO72kItjtdj777DO2bt2Kj48PKSkpZGZmEhISQteuXRk+fDgPPvggtWrVYtCgQQQGBhIbGwtA7dq1K7n01Yfqyf2pjtyf6kgqgxYedCPx8fG8+eab7N+/n+bNmzNq1ChmzJjBb7/9xrZt2wgJCaFp06Zs3LiRxMREli1bRq9evSq72NWO6sn9qY7cn+pIKppaeNxIeHg4f/3rX3nttddYuXIlLVq04MUXXwRg3bp1nDhxgg8//JCwsDASExMJDQ2t5BJXT6on96c6cn+qI6loauFxQydPnuS1115j3bp13HbbbbzwwgvOc1arFbvdTmpqKmFhYZVYSlE9uT/VkftTHUlFUcDjpuLj43n11VdZv349t912G2PHjgUotGOwVC7Vk/tTHbk/1ZFUBAU8buz8PwKbN2+mT58+TJgwobKLJEVQPbk/1ZH7Ux1JedNKy24sPDyc8ePH06JFC1avXs2ZM2cqu0hSBNWT+1MduT/VkZQ3tfBcARISEgCoU6dOJZdELkb15P5UR+5PdSTlRQGPiIiIVHnq0hIREZEqTwGPiIiIVHkKeERERKTKU8AjIiIiVZ4CHhEREanyFPCIiIhIlaeAR0RERKo8BTwiIiJS5SngERERkSpPAY+IiIhUeQp4REREpMr7f2XNO5UslKw1AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mc = mpf.make_marketcolors(up='palegreen',down='c',inherit=True)\n", + "s = mpf.make_mpf_style(marketcolors=mc)\n", + "\n", + "mpf.plot(daily,**kwargs,style=s)\n", + "\n", + "mpf.plot(daily,**ohlckws,style=s)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Using 'base' styles:\n", + "\n", + "---\n", + "\n", + "- There are two kinds of 'base' or foundation styles that can be specified:\n", + " - `base_mpf_style` - base mplfinance style\n", + " - `base_mpl_style` - [base matplotlib style](https://matplotlib.org/gallery/style_sheets/style_sheets_reference.html).\n", + " \n", + "\n", + "- Specifying a 'base' style can make it easier to create your own mpf style by giving you something to start with. \n", + " - You then specify your own changes on top of the 'base' style.\n", + "\n", + "\n", + "- `base_mpl_style` may be a single style, or a list of styles. \n", + " - If a list, then each successive style will override any differing features in the styles that come before it in the list." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 'base' mplfinance styles:\n", + "\n", + "---\n", + "\n", + "- When creating either **marketcolors**, or an **mplfinance style**, it is possible to specify a **`base_mpf_style`**.\n", + "\n", + "### marketcolors:\n", + "- When calling `mpf.make_marketcolors()`, specifying a `base_mpf_style` copies ***only*** the market colors from the 'base' style.\n", + "\n", + " - You can then make specific changes to any of `up`, `down`, `edge`, `wick`, `ohlc`, or `volume` on top of the `base_mpf_style` **marketcolors**.\n", + "\n", + "### mplfinance style:\n", + "- But, when calling `mpf.make_mpf_style()`, specifying a `base_mpf_style` copies ***all*** of the style attributes from the `base_mpf_style` (marketcolors, background, grid, etc).\n", + "\n", + "\n", + "\n", + "- For example, suppose I like style `nightclouds`, but I want to modify the `marketcolors` of that style to stand out more. I can do the following:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# This is what `nightclouds` looks like un-modified:\n", + "mpf.plot(daily,**kwargs,style='nightclouds',title='\\n`Nightclouds`')\n", + "\n", + "# Create my own `marketcolors` to use with the `nightclouds` style:\n", + "mc = mpf.make_marketcolors(up='#00ff00',down='#ff00ff',inherit=True)\n", + "\n", + "# Create a new style based on `nightclouds` but with my own `marketcolors`:\n", + "s = mpf.make_mpf_style(base_mpf_style='nightclouds',marketcolors=mc)\n", + "\n", + "# Plot my new custom mpf style:\n", + "mpf.plot(daily,**kwargs,style=s,title='`Nightclouds` \\nwith modified `marketcolors`')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## matplotlib styles:\n", + "\n", + "- **When creating a mpf style,** it is also possible to specify one or more values for **`base_mpl_style`** \n", + " - NOTICE **mpl** (matplot**lib**) style, _not_ mpf like we used above. **See [matplotlib Style sheets reference](https://matplotlib.org/gallery/style_sheets/style_sheets_reference.html).**\n", + " \n", + " \n", + "- So for example, suppose I like the `marketcolors` from mpf style `nightclouds` but I want to put them on a plot with a style similar to matplotlib style `seaborn`:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Take marketcolors from 'nightclouds'\n", + "mc = mpf.make_marketcolors(base_mpf_style='nightclouds')\n", + "\n", + "# Create a style based on `seaborn` using those market colors:\n", + "s = mpf.make_mpf_style(base_mpl_style='seaborn',marketcolors=mc)\n", + "\n", + "# Plot my new custom mpf style:\n", + "mpf.plot(daily,**kwargs,style=s,\n", + " title='`nightclouds` marketcolors\\non matplotlib style `seaborn`')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Notice however, in the plot above, the white marketcolors are difficult to see with the light `seaborn` background. \n", + "\n", + "\n", + "- **We can fix that by tweaking the market colors when we create them from `nightclouds`**" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Take marketcolors from 'nightclouds', but make them easier to see on a light background:\n", + "mc = mpf.make_marketcolors(base_mpf_style='nightclouds',\n", + " edge='#505050',wick='#505050',volume='silver')\n", + "\n", + "# Create a style based on `seaborn` using those market colors:\n", + "s = mpf.make_mpf_style(base_mpl_style='seaborn',marketcolors=mc)\n", + "\n", + "# Plot my new custom mpf style:\n", + "mpf.plot(daily,**kwargs,style=s,\n", + " title='modified `nightclouds` marketcolors\\non matplotlib style `seaborn`')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- multiple MPL styles may be applied if the `base_mpl_style` kwarg is a list" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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IzAaxBkcgEAgEAoHZIQwcgUAgEAgEZocwcAQCgUAgEJgdwsARCAQCgUBgdggDRyAQCAQCgdkhDByBQCAQCARmhzBwBAJBk1x//fXMmzcPFxcXY4siMEPCwsKYP39+i8NxjB07lldffRULC4sOkqz9kclkvPjii9x1113GFuVfg9Gd8Yjj33fUOoRri1O5ho4rneDVOphrroM4Uzkacsh3LfRRy+UO+WxsbKTTp09Lq1evNgkdr1y5UiotLW1zOfPnz5ckSZLc3NyuuW5N/fnryOPKd1Qmk0nbt29v8fPu6ekpZWRkSG+88UaD1xtzLtkRR0uepYceekiqrKyUIiIiGrz+4Ycf6t/D9njO/82HGMERtBgfHx/mz59P7969jVL/4MGDmT9/foPhEUwBY7dPW1i+fDkPPvggR48e1adVVlYyefJk7rrrLsaPH29E6QTmiCRJTJ06lW7dujFz5sxm35eTk8MDDzzASy+9RK9evTpQwvblu+++4/vvv2fFihUNhiD57rvvePDBB9m/f78RpDMvhIEjaDG+vr4sWLDgqrGUOoohQ4awYMGCZgWI3L9/P9bW1te0szB2+7SFw4cPs3btWtLS0gzS4+LiePLJJ1m+fDn29vZGkk5gruTm5nL//fezcOFCunTp0uz79u/fz5tvvsm3336LXN55vs6efvppbG1t6wVhBThx4gRr165tVqwxQdOIYJsCs0aSJFQqlbHFMAvWr1/P+vXrjVa/ra0tFRUVRqu/M9EZ2+rgwYO4ubm1+L7FixezePHiDpCo41CpVPTt29fYYpg9ncfk7eT06dOHzZs3U1xcTGlpKTt37mTQoEEGeaZNm4YkSQwZMoT333+fnJwcysrK+PXXX3F3d79qHStXrqS0tBR/f382btxIaWkp6enpPPXUUwD07NmTXbt2UVZWRnJyMg888IDB/S4uLixdupTTp09TWlpKcXExmzdv5rrrrtPnGT58OP/88w8Aq1atQpIkJEli2rRpAOzZs4czZ87Qr18//vrrLyoqKkhMTGTGjBnNaqeRI0eyf/9+ysrKKCws5PfffyciIkJ/ff78+bz33nsAJCcn6+tvLGr28OHDkSSJ4cOH17vWWhlHjx7NgQMHKCwspLS0lNjYWBYuXHjV9lmwYAHV1dUN6nL58uUUFhZiZWXVaL2WlpYsWLCA+Ph4qqqqSE1N5d1338XS0rLZ8nUUTk5OrFy5kqKiIgoLC1m1alWDI2y9evVi5cqVJCQkUFlZSWZmJitWrMDV1dUg3/z585EkicjISNauXUtBQQEHDx5stP7evXuTk5PDnj17sLOza5Hs7u7u/PDDDxQXF5OXl8dHH31UTw/Tp09n165dZGdnU1VVxblz5xqdThk/fjx79+6lpKSE4uJijh49Wu9du5IxY8ZQXl7OunXrUCgUAFhbW/Pxxx+Tm5tLSUkJGzZswNfXF0mSmD9/vv7eptpKoVDw2muvceHCBaqqqkhKSmLhwoX1npkry6wlKSmJlStX6s9b2ke9+uqrpKWlUV5ezu7du+nevXuT7dARKBQKFi5cSGZmJmVlZWzYsKHeKFFtv9WrVy/27t1LeXk58fHx3HPPPQAMGzaMv//+m4qKCmJjY7n55psbrMvZ2ZmVK1dSWFhIUVER3377LTY2Nh3+GQUNI0ZwrgHdu3fnwIEDlJSUsGTJEtRqNTNmzGDv3r0MHz7cYL0DwLJlyygsLOSNN94gKCiIZ599lk8//ZT777//qnUpFAq2bNnC/v37mTNnDlOnTuWzzz6jvLychQsXsnbtWn799VdmzpzJmjVrOHz4MMnJyQB07dqVO++8k59++omkpCS8vLyYMWMG+/bto3v37mRmZhITE8Prr7/OW2+9xfLlyzlw4AAAhw4d0svg4uLC5s2b+fHHH/nf//7Hvffey5dffkl1dbVBZ3klN998M1u2bCExMZEFCxZgY2PD7Nmz+euvv+jXrx8pKSn8+uuvhIWFMWXKFJ599lny8vKAmiHultBaGbt3786mTZs4ffo08+bNQ6VSERoayo033gjQZPscPHiQ+fPnc9999/HZZ5/py7SwsGDSpEn88ssvjY42yWQy/vjjD4YOHcpXX31FTEwMvXr14rnnniMsLEy/K+Nq8nUUGzZsYOjQoXz55ZfExMRw1113sXr16nr5xowZQ9euXVm5ciVZWVn06NGDJ598kh49enDDDTfUy//TTz8RHx/PK6+80uB6BYABAwawbds2/vnnH+644w6qqqpaJPuPP/5IcnIyL7/8MjfccAPPPPMMLi4ueqMdYNasWZw7d44//vgDjUbDbbfdxhdffIFcLufzzz/X55s2bRrffvst586d45133qGoqIi+ffsyfvx4/ve//zVY/y233MLPP//MDz/8wKOPPopOpwNqDOT77ruPNWvW8PfffzN8+HD+/PPPRj9HQ231zTffMH36dH766Sfef/99Bg0axCuvvEJkZCR33313i9rpcprTR7355pu8/vrr/Pnnn2zevJl+/fqxffv2esZVR/Pqq68iSRLvvvsunp6ePPvss+zcuZM+ffoYPCsuLi5s2rSJ9evX89NPPzFr1izWr1/P1KlT+eijj/jyyy9Zt24dL730Ej///DP+/v6UlZUZ1PXjjz+SlJTEyy+/TL9+/XjiiSfIyclh7ty51/QzC+ow+kpncz9+/fVXqaqqSgoODtaneXt7S8XFxdLevXv1adOmTZMkSZK2b99ucP/7778vqdVqydHRscl6Vq5cKUmSJM2dO1ef5uTkJJWXl0tarVa699579elhYWGSJEnS/Pnz9WmWlpaSTCYzKDMwMFCqrKyUXnvtNX1a//79G90ds2fPHkmSJOm5557Tp1lYWEgnTpyQsrKyJKVSqS/3yjJq87i4uOjTevXqJWk0GmnVqlX6tBdeeEGSJEkKDAysV39zd1E1R8aGjmeeeeaquyWaap+//vpLOnz4sEHanXfe2aCMl+8qmTp1qqTRaKQbb7zR4N4nn3xSkiRJGjx4cLPla+hoy46n22+/XZIkSXrxxRf1aXK5XNq3b1+9Mq2trevdf99990mSJElDhw7Vp9XuSlm7dm2Dz3nt7pIhQ4ZIRUVF0saNGyVLS8sWyV1bx++//26Q/umnn0qSJEm9evVqUu4tW7ZIFy5c0J87OjpKxcXF0uHDhyUrK6tG6718F9Vdd90lqVQqafny5QbvXt++fSVJkqQPPvjA4N5vv/223nvbWFtdd911kiRJ0ldffWWQvmTJEkmSJGnEiBH6tCvLbOx9am4f5e7uLlVVVUkbN240yPf2229LkiQZlNlRR+27n5aWJtnb2+vTJ02aJEmSJM2ePdtAJ5IkSffff78+rbaP1Gg00vXXX69PHzNmTL3nulYH33zzjYEMv/zyi5Sbm9sq+dtrt+C/+RBTVB2MXC5n7Nix/P777yQlJenTs7KyWLduHUOHDsXBwcHgnq+++srg/MCBAyiVykanYa7km2++0f9fXFxMXFwc5eXl/Pjjj/r08+fPU1hYSNeuXfVp1dXVSJKkl9vV1ZWysjLi4uLo169fsz+zWq1m+fLl9c69vLzo379/g/d4e3vTt29fVq1aRWFhoT79zJkz7Nixg4kTJza7/o6SEaCoqAiAO+64o9ERhaZYs2YNN9xwg0G7T506ldTUVPbt29fofZMnTyYmJobY2Fjc3Nz0x+7du4Gaqb32kK81TJw4EbVazRdffKFP0+l0LFu2rF7ey38xW1lZ4ebmxt9//w3Q4DP25ZdfNlrviBEj2LZtG7t27eLuu++murq6VfJfPpoG6OW+/Jm7XG5HR0fc3NzYt28fISEhODo6AjWjU46OjixevLhZ677uv/9+fvjhB5YvX86MGTP07x6g3612+ejQ5bI1xJVtVSv/Bx98YJD+/vvvAzUjR63lan3U6NGjsbKyqifvRx991Oo6W8uaNWsMRlp+/vlnLl68WK9PKS0tNVhjVttHxsTEGIyyHzlyBMDgHa7lSh0cOHAAd3f3en284NogDJwOxsPDAzs7O+Li4updi4mJQaFQ4O/vb5CemppqcF77hd8cR2uVlZX6aZtaiouLSU9Pr5e3uLjYoEyZTMazzz7L+fPnUalU5Ofnk5eXR+/evVu0JfvixYv1FjieP38egKCgoAbvqe0YG2snDw8PbG1tmy1DR8gI8MMPP3Dw4EFWrFhBdnY2//vf/5g8eXKzjYkffviBqqoqpk6dCtR8Wd56662sXbu2yfu6detGz549ycvLMzji4+MB8PT0bBf5WkNgYCCZmZmUl5cbpDekSxcXFz766COysrKoqqoiLy9PP0Xa0DN2+Y+Cy7G2tubPP//k5MmT3HvvvajV6lbLX9uGtSQkJKDVag2egyFDhrBjxw7Kysr0a3XeeecdA7lDQkIAOHv27FXrDA4O5vvvv+eXX35pcCdNYGAgWq223ue/cOFCo2Vembe2jCvvyc7OprCwsNk/mBrian1UbdlXtm1eXh4FBQWtrrc1XCkD1LTjle95Y33klTsKS0pKgIb747b03YL2R6zBMUG0Wm2D6c35kmrs3uaU+corr/D222+zYsUKXn/9dQoKCtDpdHz00UedagtmR1JVVcWwYcMYOXIkt9xyC+PHj+f+++9n165djB07Vr9+ojGKiorYtGkTU6dO5a233mLSpElYW1vz/fffN3mfXC7n9OnTPP/88w1er+2E2ypfR/Pjjz8yZMgQli5dyqlTpygrK0Mul7Nt27YGn7HKysoGy1GpVGzevJk77riD8ePHN7k2paVcPpICNb/Ud+3aRWxsLM8//zxpaWlUV1czceJEnn/++Va9G5mZmWRmZjJx4kT69+/P8ePH2yx3Y2115edpCbULnq+kLX2UqdKWvrM1eQUdjzBwOpjc3FzKy8sJDw+vdy0iIgKtVlvvF4KxmDRpErt37+bxxx83SHd2djYYFbpah+nr61tvm2pYWBiA/tf6laSkpAA02k65ubn68trSYbdFxlokSWL37t3s3r2bF154gZdffplFixYxcuRIdu3adVX51qxZwx9//MGAAQOYOnUqJ06cIDo6usl7EhIS6N27N7t27brqZ7uafO1NSkoKN998M3Z2dgajOFfq0tnZmdGjRzNv3jzeeustfXpoaGiL65QuOYfbsGEDP/30ExMmTGhyiq8punXrZqDz0NBQFAqFPu22227D2tqa22+/3eBdrZ0WrCUhIQGo2a1Y+39jVFVVceutt7J79262bt3K8OHDDZ6BlJQUFAoFwcHBBiMwLWmr2jK6detGbGysPt3T0xMXFxf9OwdQUFBQb9ebhYUFPj4+za7vyrqhpm0vH1lyd3evt2Ouo+nWrVu9tNDQUE6fPn1N5RBce8TP8g5Gp9Oxfft27rjjDoMhYU9PT6ZMmcLBgwcpLS01ooR1aLXaer80Jk2aVG9LZe2XWGOO9iwsLAy2XNee5+TkNPpLNSsri5MnTzJt2jSDqYoePXowduxYNm/e3Oz6m0NrZISGh5pPnToFoN9afDX5tmzZQm5uLv/9738ZPnz4VUdvoGbko0uXLjzxxBP1rllbW+un75ojX3uzefNmLCwsmDVrlj5NLpcze/Zsg3y1v26vfMaeffbZVtWrVqu5++67OXbsGBs3bmTgwIGtKuf//u//DM5r5d6yZQvQsNyOjo488sgjBvdt376dkpISXn755Wa1dUlJCePGjSMnJ4cdO3YYrOnYtm0bgN7Fw5WyNYfad+bK9q0dBbx81CshIYFhw4YZ5HvyySdRKlv3G3jnzp1UV1fXk7e1um4LDz/8sIFzykmTJuHr66vXr8B8ESM414DXXnuNMWPGcPDgQT7//HM0Gg0zZszAysqKOXPmGFs8PZs2bWL+/Pl8++23HDp0iF69ejF16tR6v0YTEhIoLCxk5syZlJaWUl5ezpEjR/S/eDMyMvjvf/9LUFAQ58+f57777qNv37488cQTaDSaRut/6aWX2LJlC4cPH2bFihX6beLFxcUsWLBAn6/WAFm4cCHr169HrVazcePGFjk2a62M8+bNY9iwYfz555+kpKTg6enJU089RVpamt73yNXaR6PRsH79embPno1Go2l0+/DlfPfdd/qt7CNHjuSvv/5CoVAQERHBvffey7hx4zh+/Hiz5GtvNm7cyMGDB1m8eDFBQUFER0dz991311tTU1payr59+5gzZw4WFhZkZGQwduzYFgdZvJzLR0K2bNnC8OHDOXfuXIvKCA4OZsOGDWzdupXBgwfz0EMPsXbtWv0v/O3bt6NSqdi4caPek3Pt9l9fX1+Dz/fcc8+xYsUKjh07xrp16ygsLKR3797Y2toyffr0enXn5+fr+4adO3cydOhQLl68yIkTJ/j555957rnn9Auxhw8frh9lbM4o5unTp1m1ahUzZszA2dmZffv2cf311zN9+nR+++039u7dq8/7zTffsHz5cn7++Wd27NhB7969GTduXIvdL9SSl5fHe++9xyuvvMKmTZvYvHkzffv2ZcKECa0qc/78+SxYsIARI0a0eKSu1i/QypUr8fLy4tlnnyU+Pp6vv/66xXIIOh9G38r1bzj69OkjbdmyRSopKZHKysqkXbt2STfccINBntotmP379zdIb2irc0NHY9sKGwvul5SUZLCN09LSUlq6dKmUkZEhlZeXSwcOHJAGDRrUYODH2267TTp79qxUXV1tsGWytq5+/fpJf/31l1RRUSElJSVJTz31lMH9jW1LHjVqlHTgwAGpvLxcKioqkjZs2NBgULpXX31VSktLkzQajcGW8ZYE27yajA0dI0eOlH777TcpPT1dqqqqktLT06W1a9dKoaGhzWqf2mPAgAGSJEnS1q1bG6ynoTZXKpXSSy+9JJ05c0aqrKyU8vPzpWPHjkmvv/665ODg0CL5rjzaGhjTxcVFWr16tVRUVCQVFhZKq1evlnr37l2vTF9fX+mXX36RCgoKpMLCQumHH36QvL29G9363NB294aec1dXV+ns2bPSxYsXpZCQkGbJXFtHRESE9OOPP0rFxcVSfn6+9Mknn9Tb5n3rrbdKp06dkioqKqTExETppZdekqZPn27w7F2e9+DBg/pn+O+//5buu+++Jt/Hrl27ShkZGdK5c+f0n9nGxkZatmyZlJeXJ5WUlEi//vqr1K1bN0mSJGnOnDnNaiuFQiG9/vrrUkJCgqRSqaSUlBRp4cKF9bbUy2Qy6Z133pFycnKksrIyacuWLVLXrl0b3SbenD5KJpNJr7/+ur4/2b17t9S9e/d6ZTbnWLp0qaTVaqXw8PBm31Mr03333SctXLhQysrKksrLy6WNGzdK/v7+9d635vSRtYckSdKyZcuuqoPa9mrIpcXVDrFNvF0OowsgDjM6/u2Rkpt71PooefDBB40uC9QZOP/3f/8nubm5SRYWFkaXSRz1j1qjccqUKUaX5VoeR44ckX788Uejy3EtDltbW8nNzU1at26dMHDafhhdAHGY0SEMnOYdy5Ytk0pKSiRbW1ujywJ1Bk4t99xzj9Fl+rcfDTkXXLlypaTRaKQuXboYXb5rdTg4OEhVVVUNjuSa4/Hhhx/q30Nh4LTtEGtwBIJryK233kr37t158skn+fTTT00mIGJWVhajR4/Wn3fmHSZ2dnZXjXiem5tr9C3zV2POnDn079+fPXv2oNFomDBhAhMnTmT58uUN+mwxV0pLS7G2tja2GNeMzz//nE2bNgE0uR5Q0DyMbmWJw3wOMYLT9JGUlCRVVFRIv/32m4H7eHG031G7HqIpWrMm4lofo0ePlg4cOCDl5+dLKpVKio+Pl+bNmycpFAqjyyYOcXSGQ3bpH4FAIDALgoODG3SjfzkHDx5sVjgFgUDQeREGjkAgEAgEArNDOPoTCAQCgUBgdggDRyAQCAQCgdkhDByBQCAQCARmhzBwBAKBQCAQmB3CwBEIBAKBQGB2CANHIBAIBAKB2SEMHIFAIBAIBGaHMHAEAoFAIBCYHcLAEQgEAoFAYHYIA0cgEAgEAoHZIQwcgUAgEAgEZocwcAQCgUAgEJgdwsARCAQCgUBgdggDRyAQCAQCgdkhDByBQCAQCARmhzBwBAKBQCAQmB3CwBEIBAKBQGB2CANHIBAIBAKB2SEMHIFAIBAIBGaHMHAEAoFAIBCYHcLAEQgEAoFAYHYIA0cgEAgEAoHZIQwcgUAgEAgEZocwcAQCgUAgEJgdwsARCAQCgUBgdiiNLUBnwc3NjcrKSmOLIRAIBALBvxobGxvy8/Ovmk8YOM3Azc2NH374wdhiCAQCgUAgAO67776rGjnCwGkGtSM3PXv2RKFQGFmapomNjSUiIsLYYgiugtCT6SN0ZPoIHZk+7a0jrVbL2bNnmzWjIgycFqBQKEzewHF1dTV5GQVCT50BoSPTR+jI9DGmjsQiYzPD3t7e2CIImoHQk+kjdGT6CB2ZPsbUkTBwzIy0tDRjiyBoBkJPpo/QkekjdGT6GFNHwsARCAQCgUBgdggDx8wICAgwtgiCZiD0ZPoIHZk+QkemjzF1JAwcM6O4uNjYIgiagdCT6SN0ZPoIHZk+xtSRMHDMDPHCdw6EnkwfoSPTR+jI9BEGjqDdkMuFSjsDQk+mj9CR6SN0ZPoYU0fi6TAzhNOrzoHQk+kjdGT6CB2ZPsbUkTBwzIzY2FhjiyBoBkJPpo/Qkenzb9VRVlYWixcvJisry9iiXBVj6kh4MjYzdDqdsUUQNAOhJ9NH6Mj0MXcdJSQkUFZWVi/9/PnzLFmyhJCQEMLCwupdt7e3JyQk5FqIeFWMqSNh4JgZTk5OxhZB0AyEnkwfoSPTx5x1lJCQwMCBA5vMM2PGjEavHTt2zCSMHGPqSBg4ZoY5v/DmhNCT6SN0ZPqYs45qR27WrFlDZGRks++LiYnh4YcfbnDkxxgIA0fQbqSmptK9e3djiyG4CkJPpo/Qkenzb9BRZGQk/fr1M7YYrcaYOhKLjAUCgUAgEJgdwsAxM/z9/Y0tgqAZCD2ZPkJHpo/QkeljTB0JA8fMMJV5V0HTCD2ZPkJHpo/QkeljTB0JA8fMKCwsNLYIgmYg9GT6CB2ZPkJHpo8xdSQMHIFAIBAI/uV0JueBzUUYOGaGue8oMBeEnkwfoSPTR+io/cjOzmbJkiVkZ2e3a7nG1JEwcMyM8+fPG1sEQTMQejJ9hI5MH6Ej08eYOhIGjpmh0WiMLYKgGQg9mT5CR6aP0JHpY0wdCUd/Zoajo6OxRRA0A6En00foyPQROmo5kiSh0dUcam3d/3lVEtaegeRXSe1anzF1JAwcM8PV1dXYIgiagdCT6SN0ZPr8G3Wk0enYeDaLI8kFaLQSap0OtVZCrdWh0UmUlJXT44VvWXxahzz6bIPGTGP0fPFbfk6RGDWo/eQ1po6EgWNmJCcni4V3nQChJ9NH6Mj0+bfpSKuTeHNLLNtic5rMZ+MVSL4KUKlbXEdZeSVRUVH10lsbodyYOhIGjkAgEAgEJo5Okli4/erGTWuRtFp0WjXnU2IY+cJLDeYxlQjlzUUYOGaGn5+fsUUQNAOhJ9NH6Mj0+bfoSCdJvLM9jj/P1W3h7tfFiRHdPLBQyFDK5VgoZFgo5KQmJ/Hi88+yZPFiwruFXrpecyTEx/HglAewt7VBIQNJqwGtBkmnAalu6srNzc2gfo1GQ3Fxcau8EhtTR8LAMTOqqqqMGp5e0DyEnkwfoSPT59+go+joGNbFVXLgYt10U5izgmlddViSA1pqjkuXs/MuUBx7lDAnGdf52BuUVWIto7owG5ncDYWFRU2iHJB3nClgTB0JA8fMyM/Px8vLy9hiCK6C0JPpI3Rk+pizjuzta4yT1389hueNdaMgpUlnWL9iLuuqq5p1v7Expo6EgSMQCAQCgYnRtWtX5qw7wO70an1aoB08fs91pPb5mBkzZrB8+XLCwsLq3dvaBcHmhjBwzIyIiAhjiyBoBkJPpo/QkeljrjqSJIlvjl40MG7CPWxZPCEUO0sF1goZAGFhYfTu3dtYYjYLY+pIeDI2MxITE40tgqAZCD2ZPkJHpo856kiSJFb+k8lPZ+p2S3Vzt+Gd8SHYWSqMKFnrMKaOhIFjZlRXV189k8DoCD2ZPkJHpo856ui7E1msj6rbLRXiZsM740Oxt+qcEy7G1JEwcMwMU1lYJmgaoSfTR+jI9DE3Ha09mcX3J7P058Eu1iyeEIqjtaFx4+XlxZw5c9p18a6bVs7tFdbI2jdSg1F1JAwcM8PT09PYIgiagdCT6SN0ZPp0Bh1lZWWxePFisrKymsz3Q1Q2q49n6s8Dna1ZPDEUJ+v6Izfe3t7MnTsXb2/vdpGxe7WS50scGFFlzegqq3YpsxZj6kgYOGaGOc5JmyNCT6aP0JHp0xl0lJ2dzZIlS8jOzm40z8+ns1lx7KL+vIuTFe9ODMXFxqJDZZNJMK7CmsfL7LGRahYuj6u0xlPbfqaBWINziZkzZxIVFUVxcTHFxcUcOnSI8ePH668/8cQT7Nmzh+LiYiRJatJ5kKWlJSdPnkSSpHqrzHv16sX+/fuprKwkNTWVl15q2C21QCAQCAQdyW9nc/jqaJ1x4+doxdKJ3XC17VjjxlYn4/EyO8ZVWevTVEh8b1dBjkLXoXVfK0zKwElPT2fu3Ln079+fAQMGsHv3bjZs2KAP1GVra8vWrVtZtGjRVctasmQJFy9erJfu4ODA9u3bSUlJoX///rz00kssWLCAJ554ot0/jzHw8fExtgiCZiD0ZPoIHZk+nV1Hf0Tn8sXfGfpzHwdLltwSiptdxxo3PtXwXLE9keq6erJlGt6zLeSYvAK1Wm1waDSa1tdlRB2Z1LLsTZs2GZy/9tprzJo1ixtuuIHo6Gg+/vhjAIYPH95kOePHj2fs2LHcc889TJw40eDa1KlTsbS05NFHH0WtVhMdHU2fPn14/vnn+frrr9v3AxmBtjyIgmuH0JPpI3Rk+piSjhISEhqM1XT+/HmDv7X8nSPxS0rdil4ve0uWTOyGh51lh8lob2/PMLkTj1a5YSmrG984qitluSaTSlXTIzetWTBsTB2ZlIFzOXK5nMmTJ2NnZ8fhw4ebfZ+npydff/01d955JxUVFfWuDx48mP3796NW18X12LZtG3PnzsXZ2ZmioqL2EN9o5Obm4uHhYWwxBFdB6Mn0EToyfUxFRwkJCQwcOLDJPDNmzND/7zZgHMH3ztGfu1jJWHJLKF4OHWfc6FTVVC3/hZnKy0ZU5DIcpt/B7feOJTI+vkO8IxtTRyZn4PTs2ZPDhw9jbW1NWVkZd911FzExMc2+f9WqVXz55ZccP36cwMDAete9vb1JSkoySKtd/OXt7d2kgePs7IxSWddkqamp5Ofn4+PjQ0JCAlCzfU+SJHJyapw0devWjfT0dCorK7G2tsbf35/4+HigxhiTy+X61fUhISFkZWVRXl6OlZUVQUFBxMXFAeDu7o6lpaV+2i04OJjc3FzKysqwsLAgNDSUmJgYSktLycrKwsbGhoyMmqHPoKAgCgoKKCkpQaFQEB4eTkxMDJIk4ezsjIODA2lpaQAEBARQUlJCUVERMpmMyMhI4uLi0Gq1ODo64uLiQkpKCgBdunShoqKCgoICALp378758+fRaDQ4ODjg7u6ub2tfX19UKhX5+flAjXfLxMREqqursbOzw8vLS78YzcfHB41GQ25uLlDjrTM1NZWqqipsbGzw8/PjwoUL+va+XIehoaFkZGTo2zsgIED/y8nDwwOlUklmZs1Oha5du5KdnU15eTmWlpZ07dqV2NhYoCaarpWVlUF75+XlUVpailKpJCwsjOjoaABcXV2xtbUlPT0dgMDAQAoLCxttb0dHR0pLS4mOjsbf35/S0tJG29vV1ZXk5GSgJipvZWWlvr0jIyO5cOECarUae3t7PDw8DNq7urqavLw8AMLDw0lOTkalUmFnZ4e3t7f+mfX29kan0xk8s2lpafr27tKli8EzK5PJ9O0dEhJCZmYmFRUVWFlZERgY2GR75+TkUFZW1mB7W1tbN/jMXtneLi4u2NvbGzyztev25HI5ERERxMbGotPpcHJywsnJidTUVAD8/f0pKyujsLCw3jN7ZXur1Wqys7MbfGbt7e3x9PRs8plNSUlBpVJha2trUn1E7TNrDn1E7Xtk7D6iVgerVq3Se+5VKBRotVoAZLKaBbySJHE0W813cdXUjt1UF+Xy5E2eFKUnUnhZH3H5M9vWPqIyI5uCt5ZTdS6BWpQujgS9+wLVoX76ZwtAqVTi7OzcYB9R+w62pI/Q6XQkJye3Wx9R2882BxnQzrve24aFhQUBAQE4OTkxadIkHn/8cYYPH25g5AwfPpy9e/fi7OxMcXGxPn327Nnce++9DB8+HJ1OR2BgIMnJyfTp04eoqCigZrQmKSmJmTNn6u+LjIwkOjqayMhIfWNejq2tLX/88Qe9e/dGoTBtT5IajcbACBOYJkJPpo/QkeljKjqKiopi5MiRHDt2jH79+jWab1tMNgu2xKC79K3rZCnj4NsPs/Wn7zos5EL+gX84NWMe6oIifZpT3+70+WYhNn51fnSysrJYtWoV06dPb7ft59D+OtJqtURFRXH77bc3OEtzOSa1yBhqfjUlJCRw4sQJXnnlFaKionjmmWeade+oUaMYPHgwKpUKtVqtt+D/+ecfVq1aBdQo8UrnSLXnV/NT0Bmo/eUkMG2EnkwfoSPTpzPpaFdcjoFx42JrwbN9bFHlNX9EoiVIkkTisu84dt+zBsaN/8N3Muj3zw2MG2h/3zq1GFNHxjd9r4JcLsfKqnmOh/7zn//w2muv6c99fX3Zvn079913H0eOHAHg8OHDLFy4EKVSqV/8NGbMGGJjYzv9+hsAlUplbBEEzUDoyfQROjJ9OouO9sbn8vqf0XrjxtnGgs8n96EoNa5D6tOUlnPmmbfJ3rxPnya3sqT74hfp8sCtHVJnYxhTRyZl4CxatIgtW7aQmpqKg4MDU6ZMYcSIEYwbNw6oGWnx9vYmNDQUqPFnU1paSmpqKoWFhfo54lpqV7QnJCTo55rXrVvH/PnzWbFiBe+++y49e/bkmWee4bnnnruGn7TjsLW1NbYIgmYg9GT6CB2ZPp1BR/sv5PHKpmi0l4wbR2sln07uTVd3O06ktn99pbGJnHzsFSoS6gq38fehz4pFOF0X3v4VXgVj6sikDBxPT0/WrFmDj48PxcXFnD59mnHjxrFz506gxhHgggUL9PkPHDgAwPTp01m9enWz6igpKWHs2LF89tlnHD9+nLy8PN58802z2CIOnd8vxL8FoSfTR+jI9DF1HZ25WMzLG8+hvTR042Cl5NNJvenm0THxmTJ/38nZ599BW1GpT3MfeQPXfTYfS9fGHeN2JMIPziUef/zxJq+/8cYbvPHGG80uLyUlRb96/XLOnDnDsGHDWixfZyAhIUHvGFFgugg9mT5CR6aPKetIpdHy9rY4NJeMG3srBcsmXUe4l0O716VTa4h7+zNSlv9gkB7y/KOEvvAIMiNujjGmjkzKwBEIBAKBwBxY+XcKyQU1u3xkwHt39iLS27Hd61Hl5HPqydcp/PuUPk3p5MB1y+bhOfbGdq+vMyEMHDPjyh1iAtNE6Mn0EToyfUxVR+dzSllzrG5N6OS+fvTt4tzu9RQePc2pJ15DlZ2nT3Po0Y2+KxZiG9Sl3etrDcbUkTBwzAxJMim3RoJGEHoyfYSOTB9T1JFGp+PtbXH6dTc+jtbMGhrcrnVIkkTqip+JXfAJkkarT/edNJ4eS+agsLVu4u5rizF1JAwcMyMnJwd3d3djiyG4CkJPpo/QkeljajqKiYlhe4qKuJy6rdGTg+XEnj3daP6WolNrOPvcQi7+vE2fJrNQEvnmM/hPv7vBdafGxJg6EgaOQCAQCARtoDYI5RPPv0KP575CblHjuy3v2BYenvNes+9vDrELPjEwbqy83enzzUJcBvRqodTmjzBwzIxu3boZWwRBMxB6Mn2EjkwfU9FRSEgIR44e5f3jpSSW1qQ5WMAbT04kfXS3dgtiefHnraSu+Fl/7jK4L32+egsrD9d2+RwdgTF1JAwcMyM9PZ3g4Pad7xW0P0JPpo/QkenTWh0lJCToHcFeTn5+Phs3buS2227Dzc2t3vWmjJE4tTOJpaX68+eGBTM42JkoZc2UUVhYWJviTZVGX+DsS+/qzx2vi2DA/z5AYd08T//GwpjvkTBwzIzKysqrZxIYHaEn00foyPRpjY4SEhIYOHBgk3machx77NixekZOTlk13xzN0J8PDXJmaLBzi2VrDHVxKScffRldZc3aHgsXR/p8s9DkjRsw7nskDBwzw9radFbPCxpH6Mn0EToyfVqjo9qRmzVr1hAZGdns+2JiYnj44YfrjfxIksTHB9OoUOsAsLdU8PSQ9tuiLel0nH76TSqSLxlQMhm9v3gD2wDT9uJcizHfI2HgmBn+/v7GFkHQDISeTB+hI9OnLTqKjIykX79+bZZhd0Ihx9JL9Oczb/DD1daizeXWkvDRanJ3/KU/7/bfJ3AfMajdyu9ojPkeyY1Ws6BDiI+PN7YIgmYg9GT6CB2ZPsbWUWGlmi8Op+vP+/s5MKZb+y34zd11mAtLv9Gfe44bStf/PNxu5V8LjKkjYeAIBAKBQNAKvjicTomqxtGetVLOM0P9280PTUXKRU7/3wK45CjPNrgLvT55HZm8Y762JZ3EhZgcJJ3pOU9sLWKKyszw9PQ0tgiCZiD0ZPoIHZk+xtTR4ZRi9iYW6c8fHeiLt0P9Rb9eXl7MmTOnRSELtJUqTj72Muqiml1ZChtr+n77DhZO7R+oEyAtsYC9W2LJzihhwuRe9Ojr125lG1NHwsAxM+QdZN0L2hehJ9NH6Mj0MZaOyqu1fPJXXayp7p523BbZsLdeb29v5s6d2+yyJUni3H+XUnq2bmqnxwdzcYhsnq+clpCfU8b+rXEkxObq0w5ujyespzcWFu0TgdyY75F4g82MrKwsY4sgaAZCT6aP0JHpYywdfXUkg/wKNQAWchnP3xSAQt4+U1Npa37n4o+b9eeBT9yL711j26XsWspLVez4/RyrPvnLwLgB8O7iRLVK0251GfM9EiM4AoFAIBA0kwslElvi8vXnU/t6E+DSPluhi06cI+a1D/XnLoN6Ez7v6XYpG0BdreX4X8kc2ZeIulprcM3H34kREyPwC3Rpt/qMjTBwzIzmuvwWGBehJ9NH6Mj0udY6kltY8VNy3SLcrq7W3Nu7+WtrmkKVW8DJx15BUteMnlh5utH7q7eQW7T9a1qnkzh3MoO/dsRTVqIyuObkasOwceGE9fTqkECdxnyPhIFjZmRlZREYGGhsMQRXQejJ9BE6Mn2utY58x06n4JJ9IJfB88MCUbbD1JROoyFqxjxUmTXTRTKlgj5fv421V9ujcCfH57FvSxy5WaUG6dY2FgweFUKfQQEolB23WsWY75EwcMyM8vJyY4sgaAZCT6aP0JHpcy11lFyixeume/Tnk3t5EuZu2y5lxy9aTsGhE/rz8AWzcRnU+rhVALmZpezbGkdyfJ5BukIho9+QIAaN6Iq1Tfs5JGwMY75HwsAxM6ysTD82iUDoqTNgSjpqLDjk1WhJpOrOyLXSkVqr47vYSmTymp1Ffo5WPNivfUIlZG3cTdLna/XnPnePJfCxya0ur7S4ir92xnP2RAZc4dImsrcPQ8d2w8mlfQyz5mDM90gYOGZGUFCQsUUQNAOhJ9PHVHTUnOCQTdFQcEhz4VrpaPXRVC6W6/Tnz90UgFU7TOuUnU/mzLOL9Of2EV3psfS/rVoLU63ScHR/Ev8cTEKj1hlc6xLswogJEXh3cWqzzC3FmO+RMHDMjLi4OLp3725sMQRXQejJ9DEVHdWO3Dg5OaFUNr/L1mg0FBcXt2rkp7NwLXSUkFfGyr9T9OeDPeA6H/s2l6spK+fkYy+jLa8AQOlgR99v30FpZ9OicnRaHaf/SefQzgtUlFcbXHP1sGP4+HC6Rnh0yALi5mDM90gYOAKBQNAJUCqVWFh0/JoJQR1ancTCbXFoLoUvqC7KYWK/tu+akiSJM88spDy+znC67tN52HVtfmBKSZJIjMtl35Y4CnIN17nY2lkyZHQo1w3oglzx73V3JwwcM8Pdve2r7gUdj9CT6SN0ZPp0tI5+PJnOuct2H6X8+hHWYxa3udzkz9eR/ede/XnXZ6fhOe6mZt+flVHMvs1xpCUVGKQrLeQMGBrM9cOCsbQyja93Y75HptECgnbD0tLS2CIImoHQk+kjdGT6dKSOMooq+eJgkv78ei8L/ok90uZy8w/+Q9zCL/TnbiOup9tLjzfr3tLiKg5sP0/0yYuGF2TQs58fN47uhoNT+zgdbC+M+R4JA8fMuHjxIs7OzsYWQ3AVhJ5MH6Ej06ejdCRJEot2xKHS1CzWdbGxYHKoFZ+3sdzKjGyiZswDXU251l286f35G8gUTcd9UldrOXYgiaP7k9CoDT0QB3VzY9j4cDx9HNsoXcdgzPdIGDgCgUAgEFzGxrNZ/JNapD9/YVQ37CvS21SmTlXNqcdfpTq/ply5lSV9VyzC0rXxnU2STiLmdCYHtp2ntLjK4Jq7lz3DJ4QTHObRJrnMGWHgmBnBwcHGFkHQDISeTJ/21lFWVharVq1i+vTpeHt7t2vZ/1Y64j3KLVPx8b4L+vObQtwYHe7ByZNtM3BiXv+Y4pPR+vPu77yIU++IRvNfTC1kz5+xZKYVG6Tb2FkydHQovTrJAmJj9nWm3zqCFpGbm3v1TAKjI/Rk+rS3jrKzs1myZAnZ2dntWu6/mfbWkSRJLNl5njJVzTSQnaWCOTeHtXmLdfr6P0lb85v+vMtDd9Blyq0N5i0pqmTT+ijWfXnEwLhRKGQMvCmYx1+4id6DAjqFcQPG7evECI6ZYc4+L8wJoSfTR+jI9GlvHe06n8v+hLpI4f8ZHoKnQ9s88RafjiP6v0v15059Iun+9nP18ukd9R1IQqMxdNTXrYcXw8eH4+x27TwQtxfGfI+EgWNmCD8ZnQOhJ9NH6Mj0aU8dFVeqeW9XvP68v78zd/RqWziGqsxcTj32CjpVjQM+C1dn+nyzELlV3c4i6VKk7wPb4ykvNYz07enryMiJEfh3dW2THMbEmO+RMHDMjNDQUGOLIGgGQk+mT2t11FjcqKMxSdgH9uBAdApp5RJyWc0aAbms5rC3s6NrUCAKmQy5DBRyGQq5DJVWQqa0AFnnmJK4lrTne/TBngsUVqoBsFLKeXlM26amio6f5eQjL6PKuTQiJJfTZ/mb2HSpW3+VllTA3j9jyb5YYnCvnYMVQ8d2o0dfP+TtEK3cmBizrzMpA2fmzJnMmjVLH7vi3LlzvPnmm2zduhWAJ554gilTptCvXz8cHR1xdnamuLhujjIwMJDXX3+dUaNG4e3tzcWLF/n+++9ZuHAharVan69Xr1589tlnDBw4kNzcXJYtW8bSpUsxB2JiYkzCvbygaYSeTJ/W6KixuFE+ox/Cb+x0Iv7vE/4oB6Kl+jdTBn+fa7Dc/ou26v+XdDrQaZEkHeh0VGclULTvezR5aS2S1Rxor/for8R8tsbUrY2acWMw/m0ISJnxw2bOvvQuUnXd9074q7Nwu2kAAEUFFezbEkf8OcP1WEqlnAFDg7h+eFeTcdTXVozZ15lUC6anpzN37lzi4+ORyWRMmzaNDRs20LdvX6Kjo7G1tWXr1q1s3bqVxYvre5OMiIhALpczY8YMLly4QM+ePfn666+xs7PjpZdeAsDBwYHt27ezc+dOZs6cSa9evfj2228pKiri66+/vtYfWSAQmBG1Izdr1qwhMjISgKg8NV+eqWy3OmRyOcjl1P6utw7sideUtyj+60fKTmwBqSHjSdAYZSoNi3ec15/38Hbg/n5dWlWWTqMh7q3PSFn+gz5NplTQ/Z0X8H/oTlRVGv7em8CJv5LRag31FHGdNzeNC8fJpWWxqASNY1IGzqZNmwzOX3vtNWbNmsUNN9xAdHQ0H3/8MQDDhw9v8P5t27axbds2/XlSUhLvvfces2bN0hs4U6dOxdLSkkcffRS1Wk10dDR9+vTh+eefNwsDx9W1887V/psQejINGptOAsjPzzcY+b0ce3v7JiN0R0ZG0q9fPzKKKvn+0D/6dGulHBtLBVqdhE6S0OpqDo1OQtcGu0SmtMB5+FRsQvpRsPVLtCV5rS+sE9Ee79FnBxLJKatZ+6KUy3h1XDiKVkwLqYtKODXjdfL3HdOnWbo502fFIpyv703U0TQO7oin8oqAmN5dnBh5SwR+gS5t+yAmijH7OpMycC5HLpczefJk7OzsOHz4cKvLcXJyoqCgLl7H4MGD2b9/v0HHtW3bNubOnYuzszNFRUVtEdvo2NgI678zIPRkfBqbTmoux44da9LIqVJrmfvHOf2WYxsLOSun9ifYza5e3hMnTjBw4EB27d5Nz17XoZVAp5PQShKnz5zlrrvvwcnZBaWFZc3ojVwOcgUWrr64jX4UpUPNl4hVl0i8HnqH/F2rqDy5s9WfrbPQ1vfoeFohv0bVhT14ZFAgIe4tjxRedj6ZE9PmUJFU5yvHoWc3+qx4h+wqCzZ+eojcy2JaAdg7WjFsfDiR1/kg6+TrbJrCmH2dyRk4PXv25PDhw1hbW1NWVsZdd91FTExMq8oKCQlh9uzZvPjii/o0b29vkpKSDPLV+qXw9vZu0sBxdnZGqaxrstTUVPLz8/Hx8SEhIQEALy8vJEkiJycHgG7dupGenk5lZSXW1tb4+/sTH1+zUt/T0xO5XE5WVpZe3qysLMrLy7GysiIoKIi4uDigJmCZpaUlFy/WvIzBwcHk5uZSVlaGhYUFoaGhxMTEUFpaSmBgIDY2NmRkZAAQFBREQUEBJSUlKBQKwsPDiYmJQZIknJ2dcXBwIC2tZv4+ICCAkpISioqKkMlkREZGEhcXh1arxdHRERcXF1JSaiLgdunShYqKCr0B2b17d86fP49Go8HBwQF3d3d9W/v6+qJSqcjPr1lwFxERQWJiItXV1djZ2eHl5UViYiIAPj4+aDQavf+EsLAwUlNTqaqqwsbGBj8/Py5cuKBv78t1GBoaSkZGhr69AwICOH++ZvjZw8MDpVJJZmYmAF27diU7O5vy8nIsLS3p2rUrsbGxALi5uWFlZWXQ3nl5eZSWlqJUKgkLCyM6usZpl6urK7a2tqSn13RugYGBFBYWNtrejo6OxMbG4uDggL+/P6WlpY22t6urK8nJyQD4+flRWVmpb+/IyEguXLiAWq3G3t4eDw8Pg/aurq4mL6/ml3x4eDjJycmoVCrs7Ozw9vbWP7Pe3t7odDqDZzYtLU3f3l26dDF4ZmUymb69Q0JCyMzMpKKiAisrKwIDA5ts75ycHMrKyhpsb2tr6waf2Svb28XFBXt7e4Nntri4mOLiYuRyOREREcTGxqLT6XBycsLJyYnU1FQA/P39KSsro7CwUP9urVq1ioiICGQyGTKZDN0lN/qSJCGXy5EuTfkoFAq0Wi2xsbFMnz6d/Px8VCqVwTNb+wxLksTSnec5n1s3OjT35m74O1npy6/9W1suQObFi/Ts0YPEy9rbRq5DU1ZIflkh9Yni4qmDBN71DK59RgIgt7LFY+JTKAN6U/7LB2RlZWFra6vvI2qfWXPoIxITE3FwcGhRH1H747ayWsP72+L0LRniZstDA7ug0+kMdKPT6ZAkSa+jxMRELCws9H1Ewi9byFv4NVJFjadhnUKJevw4tGMm8s3Ks6irDbd8KxQy+g7xJyjCnorKIs7HlzbYR1z+zHbmPkKn01FYWNhufURtP9scZIBJTdhaWFgQEBCAk5MTkyZN4vHHH2f48OEGRs7w4cPZu3dvvUXGl+Pr68u+ffvYu3cvTzzxhD5927ZtJCUlMXPmTH1aZGQk0dHRREZG6hvzcmxtbfnjjz/o3bs3iqvEDDE20dHRYvFqJ0DoyfhERUUxcuRIjh07Rr9+/epd12g0Bj9oaqkdbdmzZw+9e/dusMyPNvzF93F1rvXv7evHC6O6NSpLU2VC41Np58+fZ8aMGSxfvpxyt278liJReVmoIgcLGS+OCGZwYOPhADozrXmPanU0938H2JlWM10kl8GKKf3o7t14PKcrdSRJEkmffsf5RcvRWFhRGhBGSWAEFYHhaGl4RKZ7X19uGhtmcgExO5L27uu0Wi1RUVHcfvvtVFRUNJnX5EZw1Gq13mqsfaCeeeYZA4Pkavj4+LBnzx4OHTrEk08+aXAtKytLb9HXUnteO5LSmandgSYwbYSeTJ/W/pix8Q1lfXydcdPLx5H/DG98Kqs5NDUVBjWjnL179+aW8mre35/KiYya6ZBStcT8HYmMC3Nl1g1dsLW8+mfqTCElWvse2fmHsyutbi3MlP7+TRo3V6KtqOLYi++TEJNDybgHKfcOBHnD2/gVChmBoe4MvjkUny7maWg2hTH7OpMzcK5ELpdjZdV8T5K+vr7s2bOH48eP88gjj+iHl2s5fPgwCxcuRKlUotFoABgzZgyxsbGdfv0NQEFBAba2nc/b5b8NoSfTR6fTtdjIqdBIhD40n1pHtPYWMh4I0nEm6lST97V2Gv5KPOwsWTQ+hI3ReXxzNAPVpZ06284XEJVZxkvDA+nlXX+NiSRJlF9IIXf7XyRv20f54b9I9QrCa/p9bQ5T0JG05j3S6CSCJr+kn7rwd7HhiSFBV71PkiTcXfy4cDSHQ9+eo9y5PwxuOK+llYKu4R6EdvciOMwDK2uT/6rtMIzZ15lUqy9atIgtW7aQmpqKg4MDU6ZMYcSIEYwbNw6oGWnx9vbWOw7q1asXpaWlpKamUlhYiK+vL3v37iUlJYUXX3wRD4+6KKu184Hr1q1j/vz5rFixgnfffZeePXvyzDPP8Nxz9V1nd0ZKSkqunklgdISeTJ8rfxxdDZ0k8XOqAis335r7dVqOf/Zfxl442ewy7O1bvsD1SuQyGXf08KCfnwNL9qUQl1szjJ9VWs2Lm+KZfJ0nD/f3QanTUXj0NLnbD5Kz/aDBAtkbFU4UvPwJf63cSMDjk/G9ZxxKO9NbGN+a92h3poSNd10AyMlBMqLPRDWYV5IkCnKquJhSRkp8IU/et5SkJC3Y1d8ZZGtvSWikJ916eOHf1Q2lUjhmBOP2dSZl4Hh6erJmzRp8fHwoLi7m9OnTjBs3jp07a3YDzJw5kwULFujzHzhwAIDp06ezevVqxowZQ7du3ejWrZt+8Vwttb9CSkpKGDt2LJ999hnHjx8nLy+PN9980yy2iEPrh9UF1xahJ/Pjh6hszuRr9OcT/JW89/UH+vPL18uEhYXVu/9qW89bir+zNR/eFsb/TmWx9mQWOgksKyuI+m4zq9+MJvD8OXQlTccJKjufRPScJcQv+oIuU24n4JG7sfFvW/iC9qSl71FSQSW7MuvOcw5tYMqcTwzLlCsJ9OtBePAAugX1x97W+dKV+iNZtqjofmMY3Xp64+vvbNa7oVqLMfs6kzJwHn/88Savv/HGG7zxxhuNXl+9ejWrV6++aj1nzpxh2LBhLZavMxAeHm5sEQTNQOjJ9GlogXFjnMwoZfXxum/OQf6OPDu2K/IGpndq18tcC5RyGXe7aAkvOkPs73twT4hHXruLq4H8Dj26oevZlYP/+4W+8rrRJHVRKUmfryXpy//hNWEYgY9NxmVwH6NPX7XkPdLqJN7fn6r3N+RsCW89fSeWT99JSaGa4vxqivLU5Gep0GoaH72zzruIU9p5+k2+ke6P3G70NjB1jNnXmZSBI2g7MTExeg+qAtNF6Mn0aWwX1ZXklVezaE+y/ovTy96SOSMCGzRurgU6jYaif86Su/0vcnYcpDy+Zsu2ZwN5NQolRZGR9J40itBbh2PTxZuoqCiWfvcxO75bj82hs2Ss34y2/NJuFZ2O7D/3kv3nXhx6dCPwscn43DUGhU3bIm63lpa8R7+czeF8XgVWGi1OVWpu9bEl4Wgl2RnF9bwKGyDpsMtMwTElFofUOOxtFPT99h1crr+unT6FeWPMvk4YOGZGS9cNCIyD0JN5oNbqeHtXMsVVNVNTFgoZ80YH43CN4wjpyivJ+mM3OdsPkrv7MOqCht1nAMhcnIgP7UF0aA9SQiNQW1ljYyFnZrkF4y97LpVdvOi+cCxhc2eQvn4TqSt+piK5buq/9Fw8Z59fRNzbn+H/0B0ETLsba9+GzKiO42rvkVarIzezlOi4XI4dSeemqmpsLq0AT89pvI2UFnK6eNsg2/onVqeOoVTVhNpw7BVG35WLDQJmCprGmH2dMHDMDGdnZ2OLIGgGQk+mT3OmHr45epHonHL9+dND/Onmfm12jGgrVZRv3MfLSn+y732JbI220bz2EV3xHDsUj7E34ty3O0M0Ep8eSudCQo3zwEq1jg8PpHI4pYixroZfSEoHO4KeuI/AxyaTu/MwKSt+NAhHoC4oJvHjNSR9uhavW0YQ+MS9OA/oeU2mbq58j8rLVGSmFnHx0pGVUYxGXWPQeDVwfy1KpRwvPyd8A5zxC3LBNimWc7PfqBu5ArzvuJleH76Kwvbf48OmPTBmXycMHDPDwcHB2CIImoHQk+lztS/oU/kSvyXm6s/HhbkyIdyto8UCoOj4Wc488zblF1LpJbeDK4wbmYUS18F98Rh7I55jhmIb6Gtw3UEB9wZo8ZVk/HqZc8C/U0s4labBuceNem+zBnjZ47roP0Rq5KSs+JmLP21BW1nj80fSasn6YxdZf+zC8boIAh+fjM8dNyO3suyQNtBpdagqZJz6O1Vv0BQVNO34rRYHJ2t8A5z1h6ePIwpljdfqxI9Xc/rdr+uClspkdHt5Bl1nPyTW27QCY/Z1wsAxM9LS0oSH3E6A0JPpo9PpkDfivM3aM4CfkutGOrq62vD0EP8Ol0lbqSJ+ydckL18POsNlwhauTniMGozn2KG4jxyE0qF+zKtaLo/DZeHoTtDkF3AKvx6AKklJ6LQ3efO3dWRsm9lgdPJjx47RY8lLhL0yg/R1m0j59meq0uscpZacjuXMf94i7s1P8X/4Lvyn3Ym1l3ubPnu1SkNmWhHpyYV6g0Zd3fioVS06oMTKgiJrC3z8nfnPLfU9CUuSRNGJcyR9+j3Zm/fp0xX2tvT+fAGeY4e2SfZ/M8bs64SBIxAIBC2gSiMR8tACakMM2VkqmDc6GKsO9nty+aiNHpmMnZoC7vvwLfrffyfyZu78qg374OTkhFIpUfD7e6j7jsV15EPILWoWDPuMmoKjbzC5f36GpKnx+qvRaCguLtbfb+HsSPBTUwiacR852w+S8vVPFBw6oa+nOq+QhA++JXHZGrwmDMdr4jDcR96AhdPVf9WXFleRkVJIRkohF1OKyMksacjWqoedg5V+ZGbjxTKOFqvRyWU4WCl4885IHGwtgBqjpvRcPJm/7yRrwy4q0zINyrEN8qPf6iXYhwc3VI2gEyAMHDMjICDA2CIImoHQk+nTkP8OSZJYG1eJjVegPm3O8EB8HTtuF1Fjoza2Xf2xefo+vn36cR7q1a3Zxs3lKJVKLCxqvvCrzu4hJz0Gt9ufxcK9ZjTKLmIwFs6e5P3+PrqKJhYuKxQ1BsyE4ZSciyd1xc9c/HUbuqoaw0hSa/TTVzKFApdBvS9Nn92IXUgAOp1EfnaZ3qDJSCmkpKiq0fpqkctlePg4XDbd5IKjszUymYwd8fn8HVdUE2gKmDHID1dbC8rOJ5O5YSdZG3YaGouX4TZsIL2Xv4WlS/PDNwgaxph9nTBwzIySkpJ28YYq6FiEnkyfhkI1/HQyg39y6pz53dfbq0MDWTY2ahP05H10+++T5JYUMWfOnHrx9VqLpiiLnPVv4HbLbKyDa3z1WHqH4DnlTfJ/fw91ZuJVy3Ds0Y2eH7xM2KuzSFv7B6krf0GVWbdWSdJqyTtymtTEfCp+O4UquBvlrj5ouLpDOCtrZc1C4EAXfAOdQVFJQGCXevkKKtR8+Xfdjq+hlpWEbNnEXzN3URp9oeHCZTJcB/fFd9I4fO+d0CqDUVAfY/Z1QoNmRlFREb6+vlfPKDAqQk+mz5XbW89cLObjfQn68xAHmN6/Y7z6NjpqExJAr49exWVgLwC8bb2ZO3duu9YtVVeS9/t7OI94EPu+NWFylI7ueNw/n5wNH0H+zmaVY+nmTMh/HiZo5gOkbv6LC/vPkpleSqmTJ5Vu3iC/ukHj6GKDX2CNQeMX6IK7p73eW3BWVhZLl37ISy+9VC8o6GeH05Fy8uh39iSRZ4/jlZZMfCN1OA/oifedo/G+dSTW3h6N5BK0FmP2dcLAMTPEKv/OgdBT56KwopqXN55Dc8mbX3VxHlP7eKDoANf8hf+c4eyzCxsetZk749o41ZN0FO1Zg7owC+cRDyGTy5Fb2uB1z3+ptnRs0LeJTidRUlRJfk4Z+TnlFOSW6f+vVmnAOhRCm6hTp8O6IAvb7DTsctKwy7uIR48gPO2G4tF3CHZe9gbvTXZ2NitXruThhx/WGziq3AIOrd6Mz0/bGJiS0FhNOF4XjvftN+N9+83YBphO6AlzxJh9nTBwzAzhHbdzIPRk+tR6MdbqJF7/M5rcspr1JHIZJH7/Jg6jP21ReV5eXk1OJzV31OZaUn5qO9ribFxvmY3c0gaZXE7g7U+xIVaNlTyTorxy8nPKyc8tozC3HI2moQAQDWNhqcDb0wbHigIU506j2bcPeUW5QZ7Cv09R+Pcp4t78FIWvB9aDemF1Qy8se3YjPrHGgDl/6jQVW/+ict9xqk/Fgk6i/qQV2HULwueuMfjccTN2IWIN3LXCmH2dMHDMjLi4OBHnqBMg9GT61IZq+PpQEsdSi/Tpd4dYcTTlXIvL8/ZufDqp0VGbGffT7b9PGiUUglJhiZO9B05qBa6Hd+AZMgh7SYGtWosc+PN0fovKs3e00k81+QW54OFlj1xRu/PsdjTlz5O//xg52/8id+chqnMLDO7XXsyl/LfdlP+2mwpJy1ldOS8qu2Az53OKGxklkPl4EHzvBHzuHIN9RFcxcmoEjNnXCQPHzNBqr+4XQmB8hJ46BwcT81l5pM7ouDnMg1G+V9/d01xMadTGwdaNLl4R+HqG4+rog4PdFU4LqwGu/tw6Olvj5mmPq6c9bh52Nf972GFj27TDP6WdrX4nlqTTUXwqlrPf/8LZ738jSG7ot8ZWpmCwouEdTqWOzsT16seBkjTeXfocYX36XFVmQcdhzL5OGDhmhqOj2NbYGRB6Mn0yS1Qs2ByjPw90seHVceHEnT3dLuUbe9RGqbTE37s7QX498fOMwMm++QtsdUClhYIyCyUaWwsm9vfjulBXXDzssLRs+9eKTC7HuV93HBRqXln1IUEOLvTGlp4aS8K0llhgOBJTItNxoc8gzvcfysWArlRlJ3L24y+RyZ5vsyyCtmHMvq7NT6KDgwNPPfUUI0eOxNPTkxkzZnDs2DFcXFyYPn06f/zxBwkJjS/2ErQvLi4uxhZB0AyEnkwblUbLq3/GUKqq2RJurZSz+Pae2LXDl7exRm0kSaIgt5yk87mcPp7P89O/QqlselRFo1VTXJpNUWkORWXZ5BdeJDktjsc+WsVf2XVGxvnEYl7s4sTIRtonKyuLVatWMX369Ho7npqidntxcmkhyRSyAbBCRk+ZHb3kduiQOKEro+zWR3C/6W4AdFoNCf97F3Q64YrBBDBmX9emt9XPz499+/bh7+9PfHw8ERER+geqsLCQGTNmEBgYyLPPPtsesgqaQUpKiggB0AkQejJt3t99gbicMv35K2PD6ereeOiD5tLoqM3MB+g254l2H7VRVWlITcgn6XwuSfF5lF7mPK8h46awJJP07Fiy8hMoKsmirKIQibodU2q1mvzCfMYHKOgX0YUPD6Sh0UmotRLv7EkhvVjFg3296611yc7OZsmSJUyYMKFFBk5ISAjHjh3Te06+nPPnzzNjxgwWfLaaTeV1y4rH+it5/38rsLe3JyQkpNl1CToGY/Z1bTJwli5dioODA3369CEnJ4ecnByD67///ju33nprmwQUCASCa8mms5lsOFPntn9yHz/GRbbNkZ62SkX8u42M2nz8Ki4D2mfURpIkcrNKSTqfR9L5XC6mFKHTNR7fQKWuJDM3nvTsWDJyYimvLGp2XWO6ueHtYMUbOxIpUdWss/juRBYZxSqevykAy3YKXdGUkSJTWvK3ps64CXSx5rlx4VgoOjZshqBz0CYDZ+zYsXz44YfExMTg6upa73piYiL+/h0fgE5QR5cuDW2QFJgaQk+mSWJ+OUt21bmE6+HjwDMj2jYKUJGSwanHX6XkzGXRudtx1KayopqUC/kknc8jOT6P8lJVk/k9fR2xddLy1jtzKKvKuWwn09XRaDQG57287fn49nBe355AenFNvbsTCknILmR6qAx7i5qRnNrI5A1GKIdWj7b4jplG3qWPK5fBCzcFCOPGxDBmX9cmA8fGxobc3NxGrxszTPq/lYqKCrGAtRMg9GQ6xMTULCSu1kosPl6O6pIvFzslTAmSOBN1qsH8zSFn2wFOz34LTUndFEt7jdokx+fx954EMlIKmwxCaW1jQVA3N4LCPAju5o6dgxUJCQmkZcW1uu7L17b4OVnx8e1hvLIxmriimpGclDJ4ZVcG8StfoyonRZ93xowZjZZ57NixFhk5aeUS3sMn68/v6uFBhGfbpxEF7Ysx+7o2GTjR0dEMGzaMr776qsHrd955JydPnmxLFYIWUlBQ0KI5boFxEHoyPrVf0g8//DAAgfc8j8egW/TXT331CuOeP3LV+xtCp9EQ/+7XJC37ziA94NFJhL/+f20atcnLLmPflliSzuc1nEEGPl2cCOrmTnCYB95dnJBf4XG5OWtbli9fTlhYWL3rDY22OFgpeSREx2Of/6lvQys3X7rP/pTs39+nKvlMo5/nygjlDaGTJEpVWgoq1BRWqimo0PBDkoTsUrgHX0dLpg0QoU9MEWP2dW0ycD766CNWr17N6dOn+emnnwCQy+WEhIQwf/58Bg8ezD333NMuggoEAkF7cvmX/Ml8iXWJdcMg11kW8k/skRZ9ydeiysknauZ8Cg6d0Kcp7Gzp+f5cfO4c3Wp5K8qq+WtXPKePpSNdsa7G1s6SoDB3gsPcCermflWfM9D02haAsLAwevfu3Wz5FHIZKb98gLyiANcRU5HJ5MitbPGe/ApFu1dTfnpXvXtkljYoLe3QugQQVSCRdC6Xwgo1BZVqCis1lwwaDUWVarRNjFI9NzQA63Za8yMwH9pk4Kxdu5bAwEDefvttFi5cCMDWrVuRyWTodDpeeeUVNmzY0C6CCpqH2JnTORB6Mg1CQkLIKK7it1NxcGm3UISHLQ8EyPiWln/JF/x9iqgZ81Bl142u2IcF02fFQuy7BbVKRo1Gx4lDKfy9J6EmptNldAl24aaxYfj6O+uDUBqbkqMbkUpycZ34FHILa2RyBS6jH8U6qDdIOuR2TihsnZHbOSG3qBvJ+j5BgoT0Ftd3gwf09hXLIUwVY/Z1bXbqsGjRIr777jvuueceQkNDkcvlJCQk8Ouvv5KUlNQeMgpawPnz5xv8xSkwLYSeTINqjY63dydTqb607sZSwSujgshOjG1ROZIkkfzF/zi/8Aukyzy3+tw9lh5L56C0s22xbJIkcf5sNvu3xlFcWGlwzdnNluETwgmN9DTJ8ANVCcfJ/eEt3O98AYV9zQYUm9D+bS7XUiHDxcYCV1sl8uoKdvy0mjvmTm9zuYKOw5h9Xbt4Mk5LS+Ojjz5qj6IEbeTKXQ4C00ToyTT46mgGCfl1xsMLNwXg7WBFdgvKUJeUcfbZhWRv3qdPk1koiXzzGfyn390qAyQzrYi9m2PJSCkySLeyVjLk5lD6DApAYeJTMuqcZLLXzcP9jhew9ApuNJ+k06IuKyTY2x1fV0dcbZW42FjgYqPE1dbC4H9bC7m+PaOioli9Yw3KVx65Vh9J0AqM2de1ycDp27cvN9xwA1988UWD12fNmsWhQ4eIiopqSzWCFiB2rnUOhJ6Mz4GkIv6IrptKuqO7O0ODnVtURsm5eE49/ioVSXVTK9Z+XvT5eiHO/Vo+NF9SVMmB7eeJOZVpkC6Xy+gzKIDBN4c0a32NqaArKyT3h7ew7zsOua0D2vIidOXFaMuL0FYUoysvRlVaQH5eHh/v2UPv3sIxn7lhzL6uTQbOwoULqaysbNTAGTVqFBMnTuS2225rSzWCFuDu7m5sEQTNQOjJuGSWqvjgQJ034VA3G5643q9FZaSv/5PouUvRVVXr09xH3sB1n83H0tWpRWVVqzQc3Z/EPweS0Gh0BtdCIjwYPiEcV4/OGXZA0qgoPfZHExmaWD0s6PQYs69r0xhn//79OXDgQKPXDxw4wIABA9pShaCFiHVPnQOhJ+Oh1upYtDuZ8uqatTI2FnJeHRVk4HnXy8uLRx55BC+v+h6MtVUqzr7wDmefXVhn3MhkhM55gv5r32uRcaPTSZz5J50VHxzg7z0JBsaNh7cDkx8dyF0P9++0xo1AYMy+rk0jOA4ODk3Or+l0OpycWvZLRiAQCDqSlf9kEpdboT9/dqg/fk7WBnm8vb157LHH6vnvaMgrsYWrE70/X4D7iEEtkiM1IZ89m2PJzSw1SLe1t+SmsWH06OdXz39NZ6Clay7EejRBR9EmAyc+Pp6xY8fy6aefNnh9/PjxJCYmtqUKQQvx9RXOrjoDQk/G4e/UYn4+Uxczb0K4GyND6oeZgfo6ytl+sMYrcXGdQeLUvwd9vnobG7/mx6oqyC1j35Y4EmINvcArlXIG3BTM9cOCsbRql/0f15Rax4fFxcVtul9gXhizr2vTW7RixQo+/PBD3n//fd588039g+3k5MT8+fMZP348L730UrsIKmgeKlXTcWgEpoHQ07Unt7yapfvqwgYEuVgza3DjcXJqddSoV+LHJhExfzZyS4tm1V9ZUc3hXQmcOpJaLwBmZB8fbhobhqOzTXM/jsnR3t6RBeaBMfu6Nhk4n3zyCX369OHZZ5/lP//5DxcvXgRqLDa5XM53333Hhx9+2C6CCppHfn5+g+sGBKZFZ9BTVlYWq1atYvr06Z0+rIRWJ/HO7mRKL0W9tlLWrLtpyvttfn4+znILombOo+Cvy7wS29rQ84O5+Nw5pll1q6rUnDycyrEDSaiqDKdj/AKdGTExAh9/55Z/KBOkvb0jCzo/xuzr2jwO+uijj7JmzRruueceunbtCsCGDRv45Zdf2Ldv31XuFggEpkp2djZLlixhwoQJnd7AWXMik7PZ5frz2UO6EOjS9GhJ1enzHHpnroFXYrtuQfRdsQj7sKCr1llVqeb4X8mcOJRSz7BxdLFh+Phwwnp6maSjPoHAHGgXT1F79+5l9uzZ3HLLLdxyyy385z//aZVxM3PmTKKioiguLqa4uJhDhw4xfvx4/fUnnniCPXv2UFxcjCRJDS5gdnFx4fvvv6e4uJjCwkK++eYb7OwMI8z26tWL/fv3U1lZSWpqqllNo0VERBhbBEEzEHq6dhxPL2H9qTrXfaNDXRjTreF1N1DjQTjpi3XkvvC+gXHjc/dYBm/95qrGTWVFNQd3xPPVkn0c3p1gYNxYWikZNj6MR58dSngvb2HcCMweY/Z1JrWSLT09nblz5xIfH49MJmPatGls2LCBvn37Eh0dja2tLVu3bmXr1q0sXry4wTLWrl2Lj48PY8aMwcLCgpUrV/LVV18xdepUoGbn1/bt29m5cyczZ86kV69efPvttxQVFfH1119fy4/bISQmJhIaGmpsMQRXQejp2pBfoebdvSnUrnjp4mTF7Bv9GzUstFUqzj63iMzfdujTmuuVuKKsmn8OJnHy71TU1VqDa5ZWSvoNCaT/jYGdylGfQNBWjNnXtcjASUxMRKfTERERgUajITExEekqTpokSWr2h9u0aZPB+WuvvcasWbO44YYbiI6O5uOPPwZg+PDhDd4fERHBhAkTGDBgAMePHwdg9uzZbN68mRdffJHMzEymTp2KpaUljz76KGq1mujoaPr06cPzzz9vFgZOdXX11TMJjI7QU8ej1Um8uzeZoksjKBYKGa+OCsLGQtFgflVuAScfmUvRP2f1aTVeid/GuV+PRuspL1Vx7EASp46koVEbGjZW1kr63xhEvyGBWNs0bzGyQGBOGLOva5GBs2/fPiRJQqfTGZx3BHK5nMmTJ2NnZ8fhw4ebdc/gwYMpLCzUGzcAO3fuRKfTMWjQIH7//XcGDx7M/v37UavV+jzbtm1j7ty5ODs7U1RU1N4f5Zpy5XScwDQReup4/heVzamLdTt6Zt3QhRC3hoNelsUlcfyhl6hMvahPsx3YkxtWLcHSzbnhe0qqOLo/idNH0+p5H7a2sWDATUH0vSEQK2uTGigXCK4pxuzrWvTmPfLII02etwc9e/bk8OHDWFtbU1ZWxl133UVMTEyz7vX29iYnJ8cgTavVUlBQoF8k6e3tXc+zYnZ2tv5aUwaOs7MzSmVdk6WmppKfn4+Pjw8JCQlAjQdUSZL0cnTr1o309HQqKyuxtrbG39+f+Ph4ADw9PZHL5WRlZQE1OxCysrIoLy/HysqKoKAg4uLigBp315aWlvqdasHBweTm5lJWVoaFhQWhoaHExMSg1WrJysrCxsaGjIwMAIKCgigoKKCkpASFQkF4eDgxMTFIkoSzszMODg6kpaUBEBAQQElJCUVFRchkMiIjI4mLi0Or1eLo6IiLiwspKTVbbbt06UJFRQUFBQUAdO/enfPnz6PRaHBwcMDd3V3f1r6+vqhUKvLz84Ga0bbExESqq6uxs7PDy8tL7zPJx8cHjUZDbm6Nn5CwsDBSU1OpqqrCxsYGPz8/Lly4oG/vy3UYGhpKRkaGvr0DAgI4f77GKZuHhwdKpZLMzJo4P127diU7O5vy8nIsLS3p2rUrsbE1UaTd3NywsrIyaO+8vDxKS0tRKpWEhYURHR0NgKurK7a2tqSn18QjCgwMpLCwsNH2dnR0pKSkhOjoaPz9/SktLW20vV1dXUlOTgbAz8+PyspKfXtHRkZy4cIF1Go19vb2eHh4GLR3dXU1eXk1a0jCw8NJTk5GpVJhZ2eHt7e3/pn19vZGp9MZPLNpaWl6fWg0Gv1n9fSsiV5d294hISFkZmZSUVGBlZUVgYGBTbZ3Tk4OZWVlDba3tbV1g8/sle3t4uKCvb29wTNbu25PLpcTERHBxiPn+O5M3S/HPm5ygnXZlJZaUVZWRmFhof6ZPbXuN7Jf/xSpvC7opv2twwh78xkKNSryL9Vb+8wWF1aQdr6SpNgitFrDH3iWVnKCuzty88Q+ZGZlkJB4HltbW5PqI2qf2cb6iNr3OykpCQsLi3bpIy73h9ZefUStDhMTE+nRo4fZ9RGpqTWhREy5j6ht7y5duhg8s5f3EV26dCE5Obnd+ojaNmwOMqBVQzA2NjZ8//33/PLLL6xbt641RTSIhYUFAQEBODk5MWnSJB5//HGGDx9uYOQMHz6cvXv34uzsbOBU6uWXX2batGn1FjVlZ2czf/58vvzyS7Zt20ZSUhIzZ87UX4+MjCQ6OprIyEh9Y16Ora0tf/zxB71790ahaHh421SIjo6me/eWB/kTXFs6g56ioqIYOXIke/bs6VRbe4sq1cz6LY78ippRWh8HSz6/KwI7y/rvbtr3G4j+73tI2ktTSzIZ4fP+j6CZDxATE2Ogo+LCCo7uS+LM8XR0Vxg2tvaWXD8smOuu98fSsnOP2HSE3juizKysLJYuXcpLL73U6Xf5mTPt3ddptVqioqK4/fbbqaioaDJvq9/EyspKRo8ezZYtW1pbRIOo1Wq91XjixAkGDhzIM888Y2CQNEZWVhaenp4GaQqFAldXV/0voKysrHp78mvPa/MIBILOiU6SWLovVW/cKOUyXh0VXM+4kXQ64t76nOQv6n6cKWysue7z+XhNMFzjV5RfwZF9iZw7kVHPQZ+9oxXXDwum10B/LBpZ2yPoGBoLpyEQ1NKmnxoHDx5k8ODBfPPNN+0lTz3kcjlWVlbNynv48GFcXFzo168fJ07UOOYaNWoUcrmcI0eO6PMsXLgQpVKpj4EyZswYYmNjO/36G6gZuhWYPkJPHcPPZ3I4ll6iP3/iel/CPAzX3WjKKzn99BvkbNmvT7PycqffmiU49a4b/bW1cmbLz6eJPpWJdIVh4+BkzaDhXenZ3w+lMGyMhniPTB9j6qhNfnCefvppbrrpJt566y38/PzaLMyiRYu46aabCAwMpGfPnixatIgRI0awdu1aoGakpXfv3vpdWb169aJ37964uLgAEBsby5YtW/j6668ZOHAgQ4YM4dNPP2X9+vX6Ob5169ZRXV3NihUr6N69O/feey/PPPMMH3zwQZvlNwVE4LrOwb9VT1lZWSxevLhdR0tryzwQk8rKY3WLhAcHOHFnDw+DvFVZuRy96/8MjBuHHt24YfPXeuOmqKCCP3+M4pdvT3PuxEUD48bRxYaxd/Xg8ReG0eeGAGHcGJl/63vUmTCmjtpk4ERFRdGlSxdefvllUlJSqKqq0i/2qz1aMiri6enJmjVriIuLY9euXQwcOJBx48axc+dOoMYR4KlTp/QjRgcOHODUqVPcfvvt+jKmTp1KbGwsu3btYvPmzRw8eJAnn3xSf72kpISxY8cSHBzM8ePH9XG0zGGLOKBfmCtoOx3xZVzLv1VPtd6RaxcgtleZ7y/7nGXH8qldGuNhZ8ELwwIM/NaUnIvn74lPUHK6bp2dx+ghDNrwOTZ+XqjVWg7tusCqjw4ScyqTyzeIOrvaMu6enjz2/E1cN9AfRRMhHgTXjn/re9SZMKaO2jRF9fPPP7eXHAA8/vjjTV5/4403eOONN5rMU1hYqHfq1xhnzpxh2LBhLZZP8O/CnEIVmAMJCQkNBnKMiztP0OSXKLq0aUoO3OuvISnuHFATyNEhMYuomfPRltctSgx8fDIRb/wHmUJBQmwOuzfFUFxQaVC2i7stN4wMIfI6H+QKYdQIBJ2JVhk4VlZW3HHHHcTFxZGfn8+mTZvEAl0ToaFIvQLTQ+ipZSQkJDBw4MAGr3neeBcBdzytP0/d/DWPzFmvPx8rd2G6pTfUTjXJ5US+9SyBj02iqKCCPZtiSIg1/JVp52DF0DGh9OjXBblchFMwVcR7ZPoYU0ctNnA8PDw4dOgQwcHByGQyJEmioqKCu+66i127dnWEjIIWkJqaqg96KjBdhJ5aRu3IzZo1a4iMjESSJLIrdcQWaPn5QpV+aqq7q4LPljyPXPYCkkbL+TeWId99XG/cKOxs6bP8TZyHD+KvnfEc3Z+E9jInfTK5jH5DAhkyKpSMi6nCuDFxxHtk+hhTRy02cF5//XWCgoL48MMP2b17N6Ghobz++ussX75cxNYxAaqqqowtgqAZCD21DJ0kYeMdTLZDCOcyrDiZXkRBhdogj7udJe/fNwBXW0vUJWUcfvjFGuPmEtZ+XvT/bik5Mkd+/+ggxYWG01Fdgl24+bbueHg7AEJHnQGhI9PHmDpqsYEzduxY1qxZYxCBOzs7m3Xr1hEWFqb3UCgwDjY2NsYWQdAMhJ6aRquTSCio5ExmGaezyohKl+jx/Df8EF8F1O8wFXIZb94SiautJeWpFzlwz/9RfLauL7IICyTym/fY8XcWibEXDO61c7BixMRwIq7zMViULHRk+ggdmT7G1FGLDZyAgADeffddg7SDBw8ik8nw8vISBo6RaY/t+oKOR+jJEI1O4nxuBWeyyjidWca57DIq1Lqr3hfibkffLk7c0cuHME8H8v85w8HJT1OVlafPc1RWSY/HZrLu+3MG01FyuYx+N9ZMR1la1e8KhY5MH6Ej08eYOmqxgWNlZVVvyKn2/PI4TQLjcOHCBZMPASAwfz01tuOp9gdQdFw8CSUSiWWQWCqRUgZXs2cknZYARwuGhvvS18+JPl2ccbosQnf67zv4+9G5aCvr+ifdQ1NRVTqQFGc4HeXf1ZWbb+uOu5d9o/WZu46uJV5eXsyZM6eeF/m2InRk+hhTR62ySIKCgujbt6/+3MnJCagJwNWQ35uTJ0+2TjqBQNDpaGzHk41PV1x6DSN85gesyPdHXtJ0GDyFDMI8bLnO2x67ylxmP3AXXx7YS79+hmv9JEki9oNvOf1anbPOamd3Kh55ivRicKmzgbB3tGLEhAjCr/M2mI4SdCze3t7MnTvX2GII/mW0ysB56623eOutt+qlf/755wbntbusxMjOtaO9fyEJWk9joxgAxcXFREVF1Uu3t7cnJCSko0XrUC7f8eQVHM6xbDVHs9VcLG96iEaBRFHiae4a2pvRvUOI9LTD5pKn4KioPLRV5fq8WlU1qpx8qnLyufDNjySt+gUAnUJJwcBR5Pa8AW1dHF5kMug/NKjR6aiGEO+S6SN0ZPoYU0cttjweeeSRjpBDIDArmvLbcjWOHTvWqY2cSo2E+/UT2VIVQPzhhg08AGulnOt8nejr70TfLs6oUmK5fc4cRvb5mi7nysnbW0B1bgGq3AIK45N4TRlA8gNzSC4pR11UYlCWBJQGhJF94y2obBzgMlsqOeMcDzw2nBuHRSAQCP49tNjAWbNmTUfIIWgnsrOzcXNzM7YY/3qu9NtyJVqtFoXCMI5RTEwMDz/8cKOjPh3F1dbLNLRx4MqRpmqtjqNpJey+UMDhFImgSS8QX6TVX5fpdLjlZNKvPJcIuQqP6gpsS4upzi2gKiefpJx81MWlLLMMJf8/75LfgJzd5baoUzPrpascXMi8YTxl/t0M0h2cbIjo58Si+6bwxPOjm9scesS7ZPoIHZk+xtSRmDsSCDqQyMhI+vXrVy9do9GYxNRtc0aaZsyY0WD6kaNHqbTzZteFAg4kFVFWXWfQWFZV4pOWjG9qIsGZKXilJiKrqFvoW3jpaC06hZLSLqGUhvWm2C8USV5nLMrlMoaMCmfEhO6ciz7ThloEAkFnxvg9rKBdEc4WOwdXjt4Yi6uNNDXEwdPxvPfTLl49VEpRdSlIEs75uXRPTcQ3NRGftCTcszOR0fQi4saQ2dti6+OBpbsrVh6uWHq4UKit5oOVK5g5bwlVVl4kpZdTfZlBVUvXME9uubcfnj5Orar7cv6t71JH7XjqCP6tOupMGFNHwsAxMzIyMggODja2GIKroNVq2zyCo9bqKKrSUFihobhKg5VSjr2lAnsrBXaWCmwt5M3eKdTYSFMtuWUqtsfmsDU6m8RMFwYED8R353Z8UhPxTU3CtuLq02oyhQKnXmE4hAZh7eWGtZc71p5u+iM+J5Nht05gxy+76d27NwBajY7kC3kk74uh74NhRGXYACX1yra2VdJrkDt+wfakZyaQfmkmKyYmplmfvyH+re9SZ9rx9G/VUWfCmDoSBo6ZUVlZefVMAtNFJqNMLZFUUElBhZrCSg0FlWoKK9QUVGoorKxJK6xQU6KqP4JxOXIZ2FkqsLesMXjsrRTYWyoNjKDiXAnXvjdzJk+NIqMYBysl9lZKHK2VaHQSe+Nz2X0wmry/T+GTmsSA1EQmZKah0F3dCZ/cwQ6voQNwv6EPboN649q/Jxb2do3mtzhRjQYJnU4iMS6XuDNZXIjORlWlAcDaytYgv6q6kviUE8RcOExi2mm0Ok2jZdvbN+7vpjHEu2T6CB2ZPsbUkTBwzAxra2tjiyBogiq1liPJBVwsrqSwUkN+eTX5FdUUlFeTVVRO/0XbeOOUBKdi21yXToJSlZbSqxhCXR94hc/PVMKZGn9Vco2GkLgzdDt7Er+UBAaVFDWrPrtuQbgM7EWptzNPLH6D3zcfoP+AAc26V6vVkZNRzsThT7B/Qzbq6qwG88kVMjx8rfAOsMHN25tblV05f/46ZsyYwfLlyxuMXNzarffiXTJ9hI5MH2PqSBg4ZkZAQICxRRA0QmJeOS/+foaM4saDz8lasTbHzlKBk7WCao1EWbWWKs3VR1cawj0rgx4nDhN56thVp5yqJB2OfSPxHzkY5wG9cOrXA0sXRwCioqK4uLgamVzeZBk6nY7k+FzOnkjj3Kl0KspU9IkcibracO2O0kJO13APwnv50DXcAwvLhtsoLCxMP7XVHoh3yfQROjJ9jKkjYeCYGefPnxeuy02Qg4n5vP5nNBUNLIxtCEuFDBcbC1xtlTV/bSxwqf3/0l8Xm5q/VkpDQ0Kjkyiv1lKm0lBWraVMpa05rz1UNX/Lq7UUZGRT9dtv9I0/j29Ow6MmALkKiKsu5rxUSbxUSZqk4shna1s8MqLT6UhJyKsxak6mUV6qajCfQimna5gH4b286Rrh0WznfO2JeJdMH6Ej08eYOhIGjkDQgUiSxNp/0li2L0G/p0gGDAxwxtPBGjc7S/2Rn5HMIw9M5vf1a7i+b+9WhxJQymU4WStxsm749ZZ0OgoOnSD9501k/7kXXVV1/UyWFlT0CuWro7t5/J15XDewH9dddrkl0z61Rs25E2lER6VT2sgIllwuIzbhGHffP5qR4wZg1Yj8AoFA0BxED2JmeHh4GFsEwSVkCgu+i63icFaCPs3GQs6bE7sztKsr8iumcE6Up6PKS8daIWuxcZOVlcWqVauYPn063t7eDeapTM8i48ctZKz/k8rUiw3mceoTid8Dt+Jz52iikxM5OvI33h3Yr8VTPzKZnNyLFWw8/w/RpzIoK23YqFEo5IREetGznz/VUh5v3/gA/zf3NpMwbsS7ZPoIHZk+xtSR8XsRQbtiCs7jBFCmlgh7cimHs9T6NB9HK5be2YtuHvbomrELqSVkZ2ezZMkSJkyYYGDg6FTVZG/ZT/r6TeTvOwZSfd80Fq5O+E4aT5cHbsUhsvUhIrRaHWmJBUQfK+Y/D3/GwS0ZDeaTy2WERNQYNZG9u2BjawnAiRNtcf3X/oh3yfQROjJ9jKkj8XSYGZmZmbi4uBhbjE5HQ+EKmgpVAI1P0yQVVPJJtIRDcC992nW+jrx7R09cL32Z63S6eiM4rZWzIVnVCWlUbDtE5e5jSKXl9fIjl+MxchB+D9yK59ihyC0t6udpBlqtjtSEfM6fzeZCdDaVFTUGnZ2NoaO9WqOmR19/Iq/zw9beqlX1XUvEu2T6CB2ZPsbUkTBwBP96rhauoLFQBVA/MObhlGIW702msm7ghlt7ePPf0WFYKltu0LRETjvk/Dzrv4yQOxMsb3hrpm2QH34P3IrfvROx9mnd0LFWoyMlIZ+4M1kkxORQdfmHvQyZHLpF+tCjrz8R1/lia2f6Ro1AIDAfhIFjZnTt2tXYInQ6akdEnJycmj2cqtFoKC4u1t8rSRI/nc5hxbGL+sXEkk7HpG42vDQuvN6amtaEamgorIJOVU3F0TOU7vyb8v3HkarrGxtVkg6XsUPo9dRDuNzQp1WLlzUaHSnxecSdrTFqap3vXYlCIcPFy5Jvv/uQ5Svf44bBrYuobgqId8n0EToyfYypI2HgmBnZ2dkEBgYaW4xOiVKpxMKi5VM11VodHx1MY2d8gT7NSg5nv32V0d991qBBodPpWh2PKswvANe4DDI27CRzx19oKxr2FOp2fW8UI/tz21tz2fziclxbuFBYq5EICxrAmb8L2ff7LqobcRioUMoJDnMnrKc3IRGexMad4+y8g1hamUa8rdYi3iXTR+jI9DGmjoSBY2aUlzew3kLQLDSaxl39N5a3VC0x588LROfUtbu3gyVTA9U8EHu00fulBhb7NkVVZi7lG/fxstKfxFv/j0Rtw8aGlYcrQVNuJ3jaXThFhnLixAkq32reguZqlYbMtGIyUgq5mFpIWlIBk8Y/T1ZK/R1QSqWc4HAPwnsaz09NRyPeJdNH6Mj0MaaOzK9X+pdjaWnZruU1Z/txZ6c2TlFxcXGL7rPx6cqnMVCgqnuBe3nbM290MMlx59osV9mFFHK27Cd7y36KT9SU10tuB1cYN0p7W3zGDydg0nh8Jw5H3sxRqNLiKjJSCmsMmpQicrJKkXSNG15KCwVdwz0I6+lF13DzNGoup73fJUH7I3Rk+hhTR+bdQ/0Lae/5zsa2H5sTISEhHDt2rMFdVI3FODpTKLE+UaJAVWcQTAh34+khXbBQXH0xcUNrfSRJIlhmTcnKDRw4/i7l8cmN3m/l4YrfrSPxu300XiNvQGHVdCci6SRyMkvISCkiI7mQjNRCSosaDxmhvw8tQWFu9B4QRHBY42ESGqKlkbzbEvm7IxDrO0wfoSPTR6zBEbQbsbGxJu+63BRHhZryynt5jCNJklgflc2aC5n663IZzBjkx509PJq9gFej0aBUKtFpNOQe/IeMP3aT/OtWFloEUb5+a4P3KLzc2Hgxnie//IDB0+5F3sQaHlWVmvTkAmJP5nP/LXPZ+3s2GnXjoRhqsbRS4BvgjG+AC36BLvgGOmNh0bK1NLUjYg8//HCL7rvyfmPTGd6lfztCR6aPMXUkDBzBNaezjgqpNDo+OJDKnoQ6h3R2lgpeHRXEgC6OzS5HU1nFxW0HyPxzDxc376W6oPGpMYfuoXhOGIbXxOEkqsv5ftQonukTXs+4KSmqICUhj9SEPFIT88jKKEJ3abqpq/91aNQNTz05OltfMmRc8At0xt3LAbm8dSEiamlsRAyaHhWD1kf+FggEgisRBo6Z4ebmZmwRzJL8CjULdiQSl1uhT/N1tOLNsV0JcG7Y58zlSDod2XuPkLTmNzI27m5055NOkrDqGUrXSRPwmjgc20A//TVZVJRB3sL8cs4cT+XsiVQy04quKoNMLsPTxwG/gJqRGb9AFxycri57a7iakdKekb+9vLyYM2cOXl5e7VJeLeJdMn2EjkwfY+pIGDhmhpWVcKbW3qSXS7y7IY688jofM3187XltVDCOV4mZVJ2ezZmNn5D8/QYq0hueIpJbWuA18ga0fbpx91svs+GDLwlu5Mvf3s6FC2cLObZrB+nJBQ3mqcXK2gInNwt++m01z8+ZwY3D+5nlwmBvb2/mzp3b7uWKd8n0EToyfYypI/Pr7f7lXLx4EWdnZ2OLYTY497yJz2Ml1Lo64+bWCHeeGtIFZSNTOZryCiq2HeJ1ZQAp973YYJ7anU9dbhuFz/hhWDjac+LECUreqr/9u7xMxfmz2Rw/nM/sB5dx5khew7K62RHQ1Z3Aru4EhLjj6ePIqVOnePb133jb6z9madx0JOJdMn2EjkwfY+rIpHq8mTNnMmvWLIKCggA4d+4cb775Jlu31iy6tLKy4v333+f+++/HysqKbdu28dRTT5GTk6MvY8CAASxevJj+/fsjSRJHjx5lzpw5nD59Wp+nV69efPbZZwwcOJDc3FyWLVvG0qVLr+lnFZg2ZSoNm9J0hD68APUlNzJyGTw1uAu3d68f4kDS6Sj8O4r09X+SvWkP2opKIuW2hpkUcmwHXYfjxGFYD+qJha0NeUDehZr4UZfvIqqsqCb+XDZxZ7JITcjXx8iUyQx3aLl7OdCrfwA9+wfg6d38dUACgUBg7piUgZOens7cuXOJj49HJpMxbdo0NmzYQN++fYmOjubDDz/klltuYfLkyRQXF/Ppp5/y66+/MnToUADs7OzYunUrf/zxB0899RRKpZI33niDbdu24e/vj0ajwcHBge3bt7Nz505mzpxJr169+PbbbykqKuLrr782cgu0neDgYGOLYEB7BrG8FlRrdPwRk8f/TmVRqrpMJksFr90cRD8/QyOiIjWTiz9tIeOHzVSmXmywzHRJxX5tMQeriynaGw171zeYz8rShp5hN3H6r2J2/bRHv0j4SmwdlAwY3I2e/f3x9nNuVegFwdUxtXdJUB+hI9PHmDoyKQNn06ZNBuevvfYas2bN4oYbbiA9PZ3HHnuMKVOmsGfPHgAeeeQRYmNjGTRoEEeOHCEiIgI3NzfmzZtHeno6AG+88QZnzpwhMDCQhIQEpk6diqWlJY8++ihqtZro6Gj69OnD888/bxYGTl5eHv7+/sYWA2jfIJYdjVYnsetCAWtOZJJTZhjPycMa3r0tjC6XFuRqK6rI3ryX9PV/UnDweIPlKZ0csBt1PcoRA/AOD2SgTMYLl65dvpMopGsouRdVZKVWkp+pQqeD7PSKeuU5OFnj6q1gwaLnWPzeAtz8NWTmJJGZUy+rAabmW6YzYUrvkqBhhI5MH2PqyKQMnMuRy+VMnjwZOzs7Dh8+TP/+/bG0tGTnzp36PHFxcaSkpDB48GCOHDlCXFwceXl5PPbYYyxatAiFQsFjjz1GdHQ0ycnJAAwePJj9+/ejVtd9iW3bto25c+fi7OxMUVHRNf6k7UtpaamxRdDTHkEsOxpJkjiaVsKKYxdJLjR0fGetlOFTfJ6Xxw/Fz9GKwmNnyFi/icwNu9CW1TdCkMlwH3E9fvdNxHP8MBTWDS+u02prYjxV5Xmw/2weGnXDYRds7S0J7+lNRG8ffP2dSUxKJDM3kWnTWu5fxlR8y3QmTOldEjSM0JHpY0wdmZyB07NnTw4fPoy1tTVlZWXcddddxMTE0KdPH1QqVT13+tnZ2XpfKmVlZYwYMYLff/+d119/HYD4+HjGjRuH9pJ7e29vb5KSkuqVUXutKQPH2dnZ4Is6NTWV/Px8fHx8SEhIAGq2rEqSpF8X1K1bN9LT06msrMTa2hp/f3/i4+MB8PT0RC6Xk5VVs7smJCSErKwsysvLsbKyIigoiLi4OADc3d2xtLTk4sWaaZDg4GByc3MpKyvDwsKC0NBQYmJiKCsrIysrCxsbGzIyMgAICgqioKCAkpISFAoF4eHhxMTEIEkSzs7OODg4kJaWBkBAQAAlJSUUFRUZTH0kJibi5uaGi4sLKSkpAHTp0oWKigoKCmp283Tv3p3z58/rpwJVqro5HoVCgSRJ6HQ1C1qUSiVarRZJkpDJZCgUCoNYUIWFhURHRwM1W4pTU1OpqqrCxsYGPz8/Lly4oG/vy3UYGhpKRkaGvr0DAgL0U2EeHh4olUoyM2uc9FU7+PDNkXTOFxnGoFLIYHSQHZN7ulEUW07ml+tI2XWUyqT0Bp8LqwAfvO4Zh+aG7ig9XHEMDCQzL7dee5cWVZN6vpK0hCImjX+e7LT6noRtbC3w6GKNT4ANgaEeuLu7kZycTHFsJn5+fmzevFkvf3BwMGlpaWg0GrKzs3nllVeYN28egYGBeHh4oFarKSoqwtbWlqCgIBISElCpVNjZ2eHt7a1/Zr29vdHpdAbPbFpamr69u3TpYvDMymQyfXuHhISQmZlJRUUFVlZWBAYGNtreXbt21T/raWlp9OrVi9jYWKBmK6m1tXWDz6xSqSQsLEz/PLi4uGBvb2/wzBYXF1NcXIxcLiciIoLY2Fh0Oh1OTk44OTmRmpoKgL+/P2VlZRQWFtZ7Zh0dHXF1ddX/GNLpdGRnZ5Ofnw9AREQEiYmJVFdXY29vj6enJ4mJiQD4+Pig0WjIzc3VP7MpKSmoVCpsbW1Nqo8AcHV1bbc+IjIykri4OLRaLY6Oji3qI9zd3fX9sa+vLyqVqsH2trOzw8vLq157l5WVER0d3WF9RNeuXcnOzqa8vBxLS0u6du1q8MxaWVkZtHdeXh6lpaX1nllXV1dsbW31MwuBgYEUFhY22t6Ojo4Gz2xpaWmj7X35M+vn50dlZaW+vSMjI7lw4QJqtRp7e3s8PDwM2ru6upq8vJpNC+Hh4SQnJ7d7HyGTyUhOTm52H5GTk0NZWVmD7W1tba1vw+YgA1oW9a+DsbCwICAgACcnJyZNmsTjjz/O8OHD6dOnDytXrsTa2tBvx5EjR9izZw9z587F2tqavXv3Ehsby6effopCoeDFF18kIiKCgQMHUlVVxbZt20hKSmLmzJn6MiIjI4mOjiYyMlLfmJdja2vLH3/8Qe/evVsdAboz0Nh6mdY6ZouKimLkyJG4ubk1O0q3Wq0mPz+fPXv2tJuflCtJLapi5bGL/JViaCzLgJEhLkwb4IPN+XgSP/2enG0HQVc/WKXC3hafO27G775bcB7Yq1nrYPKyS1n18V/10q2slYR29yLiOm8CQtxQNCPUw5XUtnVHtlt70FnkFAgEpolWqyUqKorbb7+diooGRtIvw+RGcNRqtd5qPHHiBAMHDuSZZ57hhx9+wMrKCicnJ4NRHC8vL/2vmylTphAUFMTgwYP10ZqnTJlCYWEhd9xxBz/88ANZWVn1HILVnteW05mJjo5ulVvszrReprXklVfz3Ykstp3P58r1uwO6OPDoAB+cTkWR+NASCv8+1WAZrkP743ffRLwmjkBpZ9Oi+t29HHDztCc/p4xqdRUBIc7cMLw7Qd3cUSpbbtR0RjrKKV9H0Np3SXDtEDoyfYypI5MzcK5ELpdjZWXF8ePHqa6u5uabb+bXX38FaoaBAwMDOXz4MFAz0qLT6fTGDaA/l8trvkAOHz7MwoULUSqV+imRMWPGEBsb2+nX37SF2pEbOzu7Zo9SabVaysvLr9l6maZoKr5VmUrDD6dz+O1sDtVaQ8smzN2WR/t54X3sCEn3vsmF6Av1yrYJ8MXvvon4Tp6AbYBPm+S8cXQoycnJPPjonezYsY3QSM82ldfZ6CinfAKBQHAlJmXgLFq0iC1btpCamoqDgwNTpkxhxIgRjBs3jpKSElasWMEHH3ygnytetmwZhw4d4siRIwDs2LGDpUuX8tlnn7Fs2TLkcjlz585Fo9Hod16tW7eO+fPns2LFCt5991169uzJM888w3PPPWfMj95uuLq6tuq+2kWo5eXlrb7XmDQU36pao+OP6Fz+F5VNqcpwIa+foxXTe7oQePggyXf/j5wGvAw7D+xF16cfxGPMjcjk7TPCEtbTm0ptNhpNdbuUJ+g4WvsuCa4dQkemjzF1ZFIGjqenJ2vWrMHHx4fi4mJOnz7NuHHj9DunnnvuOXQ6Hb/88ouBo79a4uLiuO2225g/fz6HDx9Gp9Nx8uRJxo8fr59+KikpYezYsXz22WccP36cvLw83nzzTbPYIg41o1itobEAiR0VHFFu44CkViF1wBd97Zbv1cczyS033PLtYqPkoRA7wg7uIW3BL8QWFNW732PMjXR9+kFcBok1Iv9mWvsuCa4dQkemjzF1ZFIGzuOPP97kdZVKxdNPP83TTz/daJ6dO3cabCVviDNnzjBs2LBWyWjqpKent3q+sylDpT2CIyrsXbHtMQy7niNQOtV4A9apVeiqytBVlqKrLENTUYJdYS7bMnQkKnJwtFbiZK3E0UqJg7UCJyslF1OT6o001a7K33EunffO6si+IpaltQIe8FXSc/9Osl7bSGKl4Q4mmVKBz11jCX5qCg6Rpr+eSNDxtOVdElwbhI5MH2PqyKQMHIH5IZMrsA0dgGPfMVgH9a431SO3sEJuYQUOdRFn7YGd/9/enYc3VabvA7+Tlqb7vqSlC9DSjXUARfyhiAiDCoiKgqIIrgyD+4gy6ggKOioDqLih6ACyOcoAIrugbKUqSl260EJpoXTf9yV5f3/02wy1haYl7fsmvT/X9VwXJIeTp7mT9OHkLOeBfeezWl2nsaEeDVWlaKgsQ0NVGRoqy2CoKkPUX5ZjT1VQi2W1e9ZhYNx38NK6IcvQ/KsqOydHBN8zCb0emQan4Ob77hARkfXigGNjwsLCZLcAADhfVoud54wY8PcNcHD3afsftIPWvgcc3H3h4O570WU0AMaUncHQg3tRf+wEAGfgguGmh7cHwu6fgtD7p8DB28Oi/ZFtUOW9RBfHjNQnMyMOODamuLgYLi4uUh67rsGIIxkl2JlSiBPnG/fl+eNw01Cah8pfv0VV0hEIYwO0Tm6wc3SF1skNWkdXCJ0z6tADN906BfbO7iiraUBZbQPKagyoqGv9jL/NGI0YdT4Jww7uhUhMRf0f7nYM1qP37LvQ864J7T7MW2XWdPi1tZD5XiLzMCP1ycyIA46NKSsr6/LHPFNcjZ0phdiXWtTiaCUAEIZ6VJ78AeUJ36Am4zc0O7dkSX6zZZsu1XDX03di0KDm+8IYjAK/pKTh5lvvhL2zO+xd3GHv4gF7Z3fonFwxOKcA16SkIKhBtDh7ZaaxBlcseAKDHrob2h6297Ln4deWJ+O9RO3DjNQnMyPb+6Tv5ix9puWLbRmorjfgYHoJdiYXIjGv9UPL9c5a/LDpXRT+tBcNlaWtLnMxrR16bqfV4E8xfXHo6y+aHe1Vc+wXFC5bC21Jy/PxOAzoC5c7xyFi9HBERES0qwfq3mz5rOW2ghmpT2ZGHHBsTFRUlEXXd+GWASEEUgursTO5AAdOFaOqvuUlDHR2Glzbxws3RfkgNsAFp4c/i4qKvzZb5nIPPf/jfcV1WsSXvN/sNv/x16D33HvgNWyA2T8r0YUs/V4iy2NG6pOZEQccG5OUlISYmBiLrrOitgH7TxVjZ0ohThVWt7pMhI8TbozywehwL7jq/vey6uxDzwHA64oBcOgfgapfU+H256sx9IVH4RrZ67LXS91bZ7yXyLKYkfpkZsQBx8ZceJmKy5VaUIX//p6PQ6eLUWtouV7nHlpcH+6N8dE+iPSVe8It90en4eFZM/Hl0x8oP9wEBARg1qxZ3CFYcZZ8L1HnYEbqk5kRBxwb4+npabF1JeVVYl9qUYvbY/1dcFO0D67p7QmnHmp8B96jV08UoUF2G2bR6/V4+umnW1wzi9RiyfcSdQ5mpD6ZGXHAsTHu7u4WW9f14V74KD4LtQYBd50dbujrjfFRPujlZTuHV8tiyZyoczAj9TEj9cnMyDJXECRlZGZmWmxdrjp73Dc0EH8f3Qvr7+6P2VcFW2S44TlbLJsTdQ5mpD5mpD6ZGXELDl3SlIGWH0J4zhYiIups3IJjY0JCQmS3QGZgTupjRupjRuqTmREHHBtTXl4uuwUyA3NSHzNSHzNSn8yMOODYmJKSEtktkBmYk/qYkfqYkfpkZsQBx8ZoNBrZLZAZmJP6mJH6mJH6ZGbEAcfG8Kye1oE5qY8ZqY8ZqU9mRhxwbExKSorsFsgMzEl9zEh9zEh9MjPigGNjDAaD7BbIDMxJfcxIfcxIfTIz4oBjY3hmT+vAnNTHjNTHjNQnMyOe6M8KnTp1ChUVFa3eV1NTg8LCwlbvc3V1veTVvanreHt7y26B2sCM1MeM1CczIw44VubUqVO44oorOvzvf/jhBw45Cjhz5gxiY2Nlt0GXwIzUx4zUJzMjDjhWpmnLzZo1a1rdO91gMMDOruUVvpOSkjBjxoyLbvkhIiKyJRxwrFRMTAyGDBnS4naj0QittvvtWmVtF/Ds2bOn7BaoDcxIfcxIfTIz6n6/CW2cEEJ2C1I0XcBTr9fLbsUs1dXVslugNjAj9TEj9cnMiAOOjemuA461KSoqkt0CtYEZqY8ZqU9mRhxwiIiIyOZwwLEx9vbcrcoa8BTz6mNG6mNG6uOlGshiGhoaZLdAZkhLS5PdArWBGamPGalPZkYccIgkqK+vl90CtYEZqY8ZqU9mRhxwbIzMS9OT+VxdXWW3QG1gRupjRuqTmREHHBvTHc+BY438/Pxkt0BtYEbqY0bqk5mRUr8NZ8+ejYSEBJSWlqK0tBRHjx7F+PHjTffrdDqsWLECBQUFKC8vxxdffAF/f/8W67nvvvuQkJCA6upq5ObmYsWKFc3uHzBgAA4ePIjq6mpkZmbimWee6fSfravw6rrWIT09XXYL1AZmpD5mpD6ZGSk14Jw7dw7PPfcchg4dimHDhmH//v3YunWr6ToWy5Ytw8SJE3HHHXdg1KhRCAoKwubNm5ut48knn8TixYvxz3/+E/369cMNN9yA3bt3m+53c3PDnj17kJGRgaFDh+KZZ57BggUL8NBDD3Xpz0pERESdR6ljirdv397s7y+88AL+8pe/4KqrrsK5c+fwwAMP4O6778aBAwcAALNmzUJycjKGDx+O+Ph4eHp6YtGiRZg4cSL2799vWs+vv/5q+vP06dPh4OCA+++/H/X19UhMTMTgwYPx1FNP4aOPPuqaH7QT8Ssq6xAUFCS7BWoDM1IfM1KfzIyU/W2o1WoxdepUuLi4IC4uDkOHDoWDgwP27dtnWiYlJQUZGRkYMWIEAGDs2LHQarXo2bMnEhMTcfbsWWzatAnBwcGmfzNixAgcPHiw2Z7du3fvRnR0NDw9Pbvs56Pura6uTnYL1AZmpD5mpD6ZGSm1BQcA+vfvj7i4ODg6OqKiogK33norkpKSMHjwYNTW1qK0tLTZ8rm5uabrD/Xp0wdarRZ///vf8fjjj6O0tBSLFi3C3r17MXDgQNTX10Ov17f4TjA3NxdA4/WMSkpKLtqbp6dnsxPpZWZmorCwEIGBgTh16hSAxos+CiGQl5cHAOjbty/OnTuH6upqODo6IiQkBKmpqQAAf39/aLVa5OTkAADCw8ORk5ODyspK6HQ69OrVCykpKQAAX19fODg44PTp0wAaL8lgMBhMl2awt7dHQ0MDjEYj7OzsoNFoYDQaAQB2dnamP2dkZGDQoEFISkqCEAKenp5wc3PD2bNnAQChoaEoKytDSUkJNBoNYmJikJKSAoPBAHd3d3h5eSEjIwMAEBwcjKqqKtOpuGNjY3Hy5Ek0NDTAzc0Nvr6+puc6KCgItbW1KCwsBABER0fj9OnTqKurg4uLCwICAkw/W2BgIBoaGpCfnw8AiIyMRGZmJmpqauDk5ISePXuazq3QdHHNpgwjIiKQlZVler5DQ0Nx8uRJAI07u9nb2yM7O9v0esnNzUVlZSUcHBzQp08fJCcnAwB8fHyg0+lw/vx5AEDv3r1N+37Z29sjMjISiYmJAABvb284Ozvj3LlzAICwsDAUFxejrKwMdnZ2iIqKavZ8u7u7Iz09HQUFBQgJCUF5eflFn29vb2+cOXMGQONF66qrq03Pd0xMDNLS0lBfXw9XV1f4+fk1e77r6upQUFAAAIiKisKZM2dQW1sLFxcX6PV602tWr9fDaDQ2e82ePXvW9HwHBwc3e81qNBrT8x0eHo7s7GxUVVVBp9MhLCzsks93Xl4eKioqWn2+HR0dkZWVBQDo1asXioqKUFZW1uL59vLygqura7PXbNN+e1qtFtHR0UhOTobRaISHhwc8PDyQmZkJAAgJCUFFRQWKi4tbvGb/+HzX19dDCNHqa9bV1RX+/v6XfM1mZGSgtrYWzs7OXfoZceFrNj8/HxUVFejRowciIiKQlJRkes06OTm1+ny39ppV9TOi6X1ki58RF75mrfkzwmg0oqqqymKfEU3PoTk0AJS6eFGPHj0QGhoKDw8PTJkyBQ8++CBGjRqFwYMH49NPP4Wjo2Oz5ePj43HgwAE899xzmD9/Pl599VWMGzcOe/fuBdD4ps/JycFNN92EPXv2YPfu3UhPT8fs2bNN64iJiUFiYiJiYmJMT+aFnJ2dsW3bNgwaNAh2dnad+wS0ISEhAaNHj8YPP/zQ6tXEGxoaWj2b8U8//YQrrrgCBw4cwKBBg7qiVbqExMRE075lpCZmpD5mpD5LZ2QwGJCQkIBJkyahqqrqkssqtwWnvr7eNDU2/VJ+/PHHsWnTJuh0Onh4eDTbihMQEGD6303TFNg0NQNAQUEBCgoKEBoaCgDIyckxTfQXrqPpPmsnewAj80RFRclugdrAjNTHjNQnMyNl98FpotVqodPpcPz4cdTV1WHMmDGm+yIjIxEWFoa4uDgAwJEjRwA0f0K9vLzg6+tr2mQaFxeHa6+9ttlWjrFjxyI5OfmSX09ZCx4mbh2aNimTupiR+piR+mRmpNSA8+qrr+Kaa65BWFgY+vfvj1dffRXXXXcd1q1bh7KyMqxatQpLly7FddddhyFDhuDTTz/F0aNHER8fDwBITU3Fli1b8NZbb2HEiBHo168fVq9ejeTkZNORV+vXr0ddXR1WrVqF2NhY3HnnnXj88cexdOlSmT86dTO1tbWyW6A2MCP1MSP1ycxIqa+o/P39sWbNGgQGBqK0tBS//PIL/vznP5uOnHryySdhNBrx5ZdfQqfTYffu3ZgzZ06zdcyYMQPLli3D119/DaPRiO+++w7jx483XYSyrKwM48aNw7vvvovjx4+joKAAL7/8sk0cIg7wUg3WwsXFRXYL1AZmpD5mpD6ZGSk14Dz44IOXvL+2thZz587F3LlzL7pMeXk5HnzwwUuu69dff8W1117b4T5VxvPgWIemI/9IXcxIfcxIfTIz4m9DG8N9cKxD0470pC5mpD5mpD6ZGXHAISIiIpvDAcfG8Csq68BN6+pjRupjRurjV1RE3UzTmaVJXcxIfcxIfTIz4oBjY/iGtw5NpzwndTEj9TEj9cnMiAMOERER2RwOODaGl2qwDn379pXdArWBGamPGalPZkYccGwMDxO3Dk1XZiZ1MSP1MSP1ycyIAw6RBDU1NbJboDYwI/UxI/XJzIgDDpEETk5OslugNjAj9TEj9cnMiAOOjeE+ONYhODhYdgvUBmakPmakPpkZccCxMdwHxzqkpqbKboHawIzUx4zUJzMjpS62SeZLSkpq9XaDwdDqVpyLLU9ERGSLOOBYGVdXVwDAjBkzLuvfk1z+/v6yW6A2MCP1MSP1ycyIA46VCQ8Pxw8//ICKiopW7y8tLYWHh0er97m6uiI8PLwz2yMzaTQa2S1QG5iR+piR+mRmxAHHCl1qSElMTERsbGwXdkMdkZubCx8fH9lt0CUwI/UxI/XJzIg7GRMREZHN4YBjY/gVlHVgTupjRupjRuqTmREHHBuTnZ0tuwUyA3NSHzNSHzNSn8yMOODYGH4fbR2Yk/qYkfqYkfpkZsQBx8aEhobKboHMwJzUx4zUx4zUJzMjDjhERERkczjgEBERkc3heXDaoba2Fvb2aj9lNTU1qKurk90GtYE5qY8ZqY8Zqc/SGTU0NJi9rNq/rRURFBQEAEhOTpbcCREREQUFBSEtLe2Sy5g94Gi1WhiNRgBA79698ac//QknTpzA6dOnL69LK3D+/HkAQP/+/Vu9kKVKkpOTER0dLbsNagNzUh8zUh8zUp+lMzIYDPjtt99Mv5cvxawB58knn8Rf/vIX9O/fH/feey8ef/xxFBcXw9PTE0uXLsXq1asvu2lrYGdnp/yA4+TkpHyPxJysATNSHzNSn8yMzBpwsrKyEBkZCaDx+6+BAwea7ps3b17ndEYdwsMmrQNzUh8zUh8zUp/yh4lHRUWZrlCdn5/f7L6LXdW6o6655hps27YNWVlZEELglltuabHMwoULcf78eVRVVWHv3r2IiIhodr+Xlxc+++wzlJaWori4GB9//DFcXFyaLTNgwAAcPHgQ1dXVyMzMxDPPPGPRn0OWkydPym6BzMCc1MeM1MeM1CczI7MGnJUrV2LTpk3YsmULHnnkERw8eBCrV6/Gzp07kZeXZ9GGXFxckJCQgL/+9a+t3j9v3jw89thjmD17NoYPH47Kykrs3r0bOp3OtMy6devQr18/jB07FhMmTMC1116LlStXmu53c3PDnj17kJGRgaFDh+KZZ57BggUL8NBDD1n0ZyEiIiI5zPqKKjc3F+PHj8fIkSNxxRVXwN7eHpmZmdizZw+Ki4st2tCuXbuwa9eui97/xBNPYNGiRdi2bRsAYMaMGcjNzcXkyZOxadMmREdH48Ybb8SwYcNw/PhxAMCjjz6KHTt24G9/+xuys7Mxffp0ODg44P7770d9fT0SExMxePBgPPXUU/joo48s+vN0NT8/P9ktkBmYk/qYkfqYkfpkZtSuw8QPHz6Mw4cPd1YvberduzcCAwOxb98+021lZWWIj4/HiBEjsGnTJowYMQLFxcWm4QYA9u3bB6PRiOHDh2PLli0YMWIEDh48iPr6etMyu3fvxnPPPQdPT0+UlJR05Y9lUaqfp4caMSf1MSP1MSP1ycyoQ48cHh6O0aNHIzQ0FF5eXrC3t0dpaSlOnz6N/fv3t3lsekfp9XoAjVuULpSbm2u6T6/Xt/jazGAwoKioqNky6enpLdbRdN/FBhxPT89mYWVmZqKwsBCBgYE4deoUACAgIABCCFMPffv2xblz51BdXQ1HR0eEhIQgNTUVAODv7w+tVoucnBwAjc9rTk4OKisrodPp0KtXL6SkpAAAfH194eDgYDo0rnfv3sjPz0dFRQV69OiBiIgIJCUloby8HGFhYXByckJWVhYAoFevXigqKkJZWRns7OwQFRWFpKQkCCHg6ekJNzc3nD17FkDjDmFlZWUoKSmBRqNBTEwMUlJSYDAY4O7uDi8vL2RkZAAAgoODUVVVhaKiIgBAbGwsTp48iYaGBri5ucHX19f0PAcFBaG2thaFhYUAgOjoaJw+fRp1dXVwcXFBQECA6ZQDgYGBaGhoMO3vFRkZiczMTNTU1MDJyQk9e/Y0vcYCAgKa5RcREYGsrCzT8x0aGmr6DtjPzw/29vamq9v26dMHubm5qKyshIODA/r06WM615GPjw90Ol2z57ugoADl5eWwt7dHZGQkEhMTAQDe3t5wdnbGuXPnAABhYWEoLi6+6PPt7u6OkydPws3NDSEhISgvL7/o8+3t7Y0zZ84AAHr27Inq6mrT8x0TE4O0tDTU19fD1dUVfn5+zZ7vuro6FBQUAGjcj+7MmTOora2Fi4sL9Hq96TWr1+thNBqbvWbPnj1rer6Dg4ObvWY1Go3p+Q4PD0d2djaqqqqg0+kQFhZ2yec7Ly8PFRUVrT7fjo6Orb5m//h8e3l5wdXVtdlrtrS0FKWlpdBqtYiOjkZycjKMRiM8PDzg4eGBzMxMAEBISAgqKipMW54vfM3+8fmur69HXV1dq69ZV1dX+Pv7X/I1m5GRgdraWjg7Oyv1GdH0mrWFz4jTp0/Dzc3NJj8jLnzNWvNnhNFoRGlpqcU+I5qeQ3NoAAhzF3Z1dcXatWsxadIklJaWory83PTmcXFxgaenJ3Q6HbZt24aZM2eirKzM7EZaI4TA5MmTsXXrVgDAiBEjcPToUQQGBpre8ACwadMmCCEwbdo0zJ8/H/fdd1+L4+5zc3Px0ksv4YMPPsDu3buRnp6O2bNnm+6PiYlBYmIiYmJiWpzQz9nZGdu2bcOgQYOUPyQxMTERsbGxstugNjAn9TEj9cnOaMLyA8gvr7XY+vzcdNj+xGiLrU8Fls7IYDAgISEBkyZNQlVV1SWXbdcWnBUrVuDYsWOYM2eOaeL6o+joaMycORNvv/02Zs6c2Z7Vt6lpqAkICGg24AQEBODEiROmZfz9/Zv9Ozs7O3h7e5v+TU5Ojmmqv3AdFz6GterTp4/sFsgMzEl9zEh9sjPKL69FnYO7Bdd3eRsFVCQzo3ZdbDM9PR2vv/76RYcboPGshc8995xpE6UlpaenIzs7G2PGjDHd5ubmhuHDhyMuLg4AEBcXBy8vLwwZMsS0zPXXXw+tVov4+HjTMtdee22zr5vGjh2L5ORkq97/Bmj59R2piTmpjxmpjxmpT2ZG7RpwXF1dzV626bw57eXi4oJBgwZh0KBBABq/1xw0aBBCQkIAAMuXL8cLL7yAiRMnon///lizZg3Onz+PLVu2AGgcsHbu3ImPPvoIV1xxBa6++mqsWLECGzduNA1m69evR11dHVatWoXY2FjceeedePzxx7F06dIO9aySyspK2S2QGZiT+piR+piR+mRm1K6vqAoLC7Fjxw6sXr0aiYmJKCsrQ2VlJQwGA7RaLQICAhAVFYUZM2aYdjhqr2HDhuHbb781/X3ZsmUAgH//+9+YNWsW3njjDbi4uGDlypXw9PTE4cOHMX78eNTW/u970OnTp2PFihX45ptvYDQa8eWXX+Kxxx4z3V9WVoZx48bh3XffxfHjx1FQUICXX37Z6g8RBwAHBwfZLZAZmJP6mJH6mJH6ZGbUrp2MAWDOnDmYN28eQkJCIETLf5qWloY1a9bg9ddfh8FgsFSfUlnTTsZGoxFabbs2zJEEzEl9zEh9sjMa/soui+6D41BXhvgXx1tsfSqwdEadtpMxALz33nt47733EBERgfDwcHh5ecFgMCA/Px/p6emdsu8NmS85OZlHflgB5qQ+ZqQ+ZqQ+mRl1+Aw8aWlpnXa+GyIiIqLLwe2vNsbHx0d2C2QG5qQ+ZqQ+ZqQ+mRl12oBz4cUtqetceNFRUhdzUh8zUh8zUp/MjDptwPnjmYSpazSdNpzUxpzUx4zUx4zUJzOjdu2Dc+DAAYSGhra5nFarNZ23hoiIiKirtWvAeeWVVzB79mxs3779ksvZ2dnh1VdfvazGqGN69+4tuwUyA3NSHzNSHzNSn8yM2jXg7N+/H/fccw/WrFnT5rI33XRTh5uijisoKODWMyvAnNTHjNTHjNQnM6N274OzY8cOs5b7+OOP290MXb7y8nLZLZAZmJP6mJH6mJH6ZGbU7gHniy++MGu53bt3t7sZunwXXkCU1MWc1MeM1MeM1CczI54Hx8ZERkbKboHMwJzUx4zUx4zUJzMjDjg2JjExUXYLZAbmpD5mpD5mpD6ZGXHAISIiIpvDAcfGeHt7y26BzMCc1MeM1MeM1CczIw44NsbZ2Vl2C2QG5qQ+ZqQ+ZqQ+mRlxwLEx586dk90CmYE5qY8ZqY8ZqU9mRhxwiIiIyObwJAI2JiwsTHYLZAbmpD5bzGjC8gPIL6+12Pr83HTY/sRoi62vvWwxI1sjMyMOODamuLgYLi4ustugNjAn9dliRvnltahzcLfg+sostq6OsMWMbI3MjPgVlY0pK5P7gUPmYU7qY0bqY0bqk5kRBxwbY2dnJ7sFMgNzUh8zUh8zUp/MjC7rKyoHBwcMGTIE/v7+OHLkCAoLCy3VF3VQVFSU7BbIDMxJfcxIfcxIfTIz6vAWnEcffRTZ2dk4fPgwNm/ejIEDBwIAfHx8kJ+fj1mzZlmsSTJfUlKS7BbIDMxJfcxIfcxIfTIz6tCAM3PmTCxfvhy7du3CAw88AI1GY7qvsLAQ+/fvx7Rp0yzWJJlPCCG7BTIDc1IfM1IfM1KfzIw6NOA8/fTT2Lp1K6ZPn46vvvqqxf3Hjx9Hv379Lrs5aj9PT0/ZLZAZmJP6mJH6mJH6ZGbUoQEnIiICO3fuvOj9RUVF8PHx6XBT1HHu7pY7BJQ6D3NSHzNSHzNSn8yMOjTglJSUwNfX96L3x8bGIicnp8NNUcdlZmbKboHMwJzUx4zUx4zUJzOjDg04O3bswMMPPwwPD48W98XGxuKhhx7Ctm3bLrs5IiIioo7o0IDzwgsvwM7ODr/99hsWLVoEIQTuu+8+rF27Fj/++CPy8vLw8ssvW7pXMkNISIjsFsgMzEl9zEh9zEh9MjPq0ICTnZ2NoUOHYteuXZg6dSo0Gg3uvfdeTJw4ERs2bMBVV13Fc+JIUl5eLrsFMgNzUh8zUh8zUp/MjDp8Hpz8/Hw89NBD8PHxQUBAAAIDA+Hl5YUHHngA+fn5luyR2qGkpER2C2QG5qQ+ZqQ+ZqQ+mRlZ5GKbBQUFllgNWcCF5yQidTEn9TEj9TEj9cnMqMMDzv/7f/8P999/P/r06QMvL68WP4QQAoMHD77c/qidYmJiZLdAZmBO6mNG6mNG6pOZUYe+onryySfx3XffYerUqXB3d0dRUREKCwubVVFRkaV7JTOkpKTIboHMwJzUx4zUx4zUJzOjDm3BeeaZZ3DkyBFMnDiRl6tXjMFgkPr4E5YfQH55rUXX6eemw/YnRlt0nbLJzqm7as/r02g0QqtNb3M5W3x9Wgu+j9QnM6MODTjOzs5Yt24dhxsFyT6zZ355LeocLNtDfrntvc5k59Rd8fVpW/g+Up/MjDo04Bw4cAADBgywdC9kAd7e3rJbsAqytzQxJ6LLx/eR+mRm1KF9cB599FGMGTMGTz/9NLy8vCzdE12GM2fOyG7BKjT9T96S1Z6BiTkRXT6+j9QnM6MObcE5d+4cPvzwQyxZsgSvv/46ampqWnzPJoTolKuIvvTSS1iwYEGz25KTk017aut0OvzrX//CtGnToNPpsHv3bsyZMwd5eXmm5UNCQvD+++9j9OjRqKiowOrVqzF//nx+n6uomnoDhr+yy+Lr1DpYdJVERKSQDg04CxcuxPPPP4+srCz8+OOPKC0ttXRfl/Tbb7/hhhtuMP29oaHB9Odly5bh5ptvxh133IHS0lKsWLECmzdvxsiRIwEAWq0WX3/9NXJycnD11VcjMDAQa9asQX19PZ5//vku/Tk6Q8+ePWW3YHFCwOL7TYi6Youur71sMSeirsb3kfpkZtShAWf27Nn4+uuvMXnyZAghLN1TmxoaGpCbm9vidnd3dzzwwAO4++67ceDAAQDArFmzkJycjOHDhyM+Ph7jxo1DbGwsbrjhBuTl5SEhIQEvvvgiXn/9dSxYsAD19fVd/eNYVHV1dasXQW1NZ+yHwi0j5mlPTqQ+S7+XeGSWefg+Up/MjDo04Dg4OODrr7+WMtwAQN++fZGVlYWamhrExcVh/vz5OHv2LIYOHQoHBwfs27fPtGxKSgoyMjIwYsQIxMfHY8SIEfj111+bfWW1e/dufPDBB+jXrx9OnDgh4Sdqm7kfoI2Htpq3a1VNvQFaF8vuQyV7y4i1KCoqgl6vl90GWYilj87KLy/rlKHJ1rTnfcTnUw6Zn3UdGnC2b9+Oa665BitXrrR0P22Kj4/HzJkzkZKSgsDAQLz00ks4dOgQ+vfvD71ej9ra2hZfmeXm5pqeYL1e32LrT9Pf2wrB09MT9vb/e8oyMzNRWFiIwMBAnDp1CgAQEBAAIYRpgOrbty/OnTuH6upqODo6IiQkBKmpqQAAf39/aLVa5OTkAADCw8ORk5ODyspK6HQ69OrVy3SSpLyyGtTrLDsFi7rOOBmjnKG3/Szfp9FoRGJiIsLCwlBcXIyysjLY2dkhKioKSUlJpv3S3N3dUV5ejsTERISEhKC8vBwlJSXQaDSIiYlBSkoKDAYD3N3d4e3tbdpJr2fPnqiurjadRDMmJgZpaWmor6+Hq6sr/Pz8kJ7eeN6WoKAg1NXVmS6jEhUVhTNnzqC2thYuLi7Q6/Wm16xer4fRaGz2mj179ixqamrg5OSE4ODgZq9ZjUZjes+Eh4cjOzsbVVVV0Ol0CAsLw8mTJwEAfn5+sLe3R3Z2NgCgT58+yMvLQ0VFBRwcHNCnTx8kJycDAHx8fODo6IisrCwAQK9evVBUVISysjLY29sjMjISiYmJAAAvLy+4urri7NmzAIDQ0FCUlpaitLQUWq0W0dHRSE5OhtFohIeHBzw8PJCZmfl/sXdO7loLn47eaDQit7QaDY6eFltnfnkZjEajxdYHwLS+C1+zXl5eyMjIAAAEBwejqqrK9JqNjY3FyZMn0dDQADc3N/j6+jZ7zdbW1pou1BwdHY3Tp0+jrq4OLi4uCAgIwOnTpwEAgYGBaGhoML2PIiMjkZmZaXrN9uzZE2lpaQAaP5MBWPz5zCsrhaUvQmA0GnH+/Hm4u7ubXrPW/hlhNBpx5swZi31GnDt3zuznU4MOfNJHRERg06ZNOHbsGFatWoXMzMxWd9AtLu78/817eHggIyMDTz31FKqrq/Hpp5/C0dGx2TLx8fE4cOAAnnvuOXz44YcICwvD+PHjTfc7OTmhqqoKN954I3btarkzq7OzM7Zt24ZBgwbBzs6u03+m1gx/ZZfF90MxVBTDztWyW3C68zod6soQ/+L4thdE4074vI5O1+uM95FDXeN5cCy5Xmtap7mv+c7QnveRpbO3xeezM1j6s85gMCAhIQGTJk1CVVXVJZft0Bacpq0KgwcPxiOPPHLxldtb5Fqel1RaWoqTJ08iIiICe/fuhU6ng4eHR7OtOAEBAaatJDk5ObjyyiubraNpwm9ahqizpaWloW/fvrLbILpsMvc/4vtIfTIz6tAE8vLLL0vb/+aPXFxcEB4ejrVr1+L48eOoq6vDmDFjsHnzZgBAZGQkwsLCEBcXBwCIi4vD888/Dz8/P+Tn5wMAxo4di9LSUtMmcKLOZu07sxM16Yz9j8zF95H6ZGbU4cPEZXnzzTfx1VdfISMjA0FBQVi4cCEMBgM2bNiAsrIyrFq1CkuXLjV9f//OO+/g6NGjiI+PBwDs2bMHiYmJWLt2LebNmwe9Xo9Fixbh3XffRV1dnbSfi6xfe87XI4QRGk1mm8tZy9E0ss8MTd2Tq6ur7BaoDTIz6vzvkCwsODgYGzZsgI+PD/Lz83H48GFcddVVph2lnnzySRiNRnz55ZfNTvTXxGg0YsKECXj//fcRFxeHyspKrF69Gv/4xz9k/UhkIzrjfD3Wcp0jXuOJZPDz85PdArVBZkYdGnAMBoNZX1F1xj44d9111yXvr62txdy5czF37tyLLpOZmYmbb77Z0q0RWQWe/4hsRXp6OmJjY2W3QZcgMyOL7YNjZ2eHXr16YfLkyUhJScH27dst0iARWVZnbG3h+Y+ISDUW3wdHr9fj2LFjpuPciYiI2sPsrYxCAGbuy2YtbO2s2EFBQdIe2+LfIeXk5OCDDz7Aiy++iI0bN1p69UTUTfAiq92XzCOzZLO1n13mwTudspNxZWUlevfu3RmrJqJuwhYvskrU3RQUFMDf31/KY5t30aJ26NevHx577DF+RUVERETSdGgLzunTp1s9isrT0xMeHh6oqqrC5MmTL7c3IiIismJRUVHSHrtDA853333XYsARQqC4uBinTp3Cxo0bu+Q6VES2jvuhEJE1O3PmDMLDw6U8docGnFmzZlm6DyJqBfdDISJrVltr2XNutYfF98EhIiIiAhqvFymLWVtwQkJCOrTys2fPdujfERERkfXT6/XSHtusAefMmTMdunp4Z1yqgYiIiKzDqVOn1L5Uw/3339+hAYeIiIhIBrMGnNWrV3d2H0RERGRjlP+K6lJcXFxM++icPXsWlZWVl90UERERWT+j0SjtsTs84AwbNgxvvPEGRo4cCa228WAso9GIQ4cOYd68eTh+/LjFmiQiIqKOsfQFPAHzL+KZl5cHX19fiz62uTo04Fx55ZX49ttvUVdXh48//hhJSUkAgJiYGNx11104ePAgrrvuOvzwww8WbZaIiIjax9IX8Gxcp/oXMO3QgLN48WJkZWVh5MiRyM3NbXbfggULcOTIESxevBjjxo2zSJNERERkffr27SvtsTt0or/hw4fjww8/bDHcAI2bo1auXImrrrrqspsjIiIi6yXzfHgdGnCMRuMlz3FjZ2cndcciIiIikq+mpkbaY3dowDl69Cj++te/IjQ0tMV9ISEhmDNnDo4cOXLZzREREZH1cnJykvbYHdoH5+9//zsOHjyI5ORk/Pe//8XJkycBNF4W/ZZbbkFDQwPmz59v0UaJiIjIugQHB0t77A4NOCdOnMDw4cOxePFiTJo0Cc7OzgCAqqoq7Nq1Cy+88ILpyCoiIiLqnlJTU9W+VAMAeHp6oqSkxPT3pKQk3HbbbdBoNPDz8wMA5Ofn85IOREREJJ3Z++Dk5ORg8+bNuP322+Hg4GC6XQiBvLw85OXlcbghIiIiE39/f2mPbfaA88UXX+CGG27Apk2bkJubi1WrVuH666/vzN6IiIjIimk0GmmPbfaAc88998Df3x/33HMPDh06hOnTp2PPnj3IysrCkiVLMGTIkM7sk4iIiKxMa+fL6yrtOky8pqYGGzduxKRJk6DX6zFnzhykpqbiiSeewPfff4+kpCQ8//zz6N27d2f1S0RERNSmDp0HBwBKSkqwcuVKXHfddQgNDcVzzz2HqqoqvPzyy0hNTeV5cIiIiLq58PBwaY/d4QHnQufPn8eSJUtw3333YevWrdBoNBg+fLglVk1ERERWKjs7W9pjd+g8OBcKCQnB3Xffjbvuugv9+/eHRqPB0aNHsW7dOkv0R0RERFbKx8dH2mN3aMDx8fHBnXfeibvvvhsjRoyARqNBcnIy/vGPf2DdunXIyMiwdJ9ERERkZUJDQ1FcXCzlsc0ecJydnXHrrbfi7rvvxpgxY9CjRw9kZ2dj+fLlWLduHX7++efO7JOIiIjIbGYPOHl5eXB0dERFRQXWr1+PdevWYf/+/Ty5HxERESnH7AFn3759WLduHbZt24ba2trO7ElZBoNB2mM72mugtbPsOg32GthxnVwn13lZHOwbT2Rmyfcn18l1qrzOpvWa8zuxoaHBor8727MuDQBugmmDj48PNm3aJLsNIiIiAjB16lQUFhZechkOOGby8fFBdXW17DaIiIi6NScnpzaHG4ADDhEREdkgi5zoj4iIiEglHHCIiIjI5nDAISIiIpvDAYeI6DK4urrCztLHnhPRZbvsa1GRdXJ0dERNTY3sNugSevXqhSlTpsDZ2Rm//PILtmzZIrsl+oMhQ4bg888/x0033YSTJ0/KbocuwtPTE76+vgCArKwsHhHbjQhW96qoqCixfv168ec//1l6L6zWq3///iIrK0t888034tixYyI7O1uMHz9eel+s/9XAgQNFWVmZeOutt6T3wrp49evXTxw/flwkJCSI8vJy8dZbb4nw8HDpfbG6pKQ3wOrC6tWrl0hPTxeVlZXi888/F2PGjJHeE6t5BQQEiNTUVLF48WIBQISFhYlvvvlGTJkyRXpvrMYaMGCAKCkpEa+//rrpNr1eL/r06SN8fHyk98dqrMjISJGdnS1ef/11MWjQIPHAAw+I06dPi3vvvVd6b6wuKekNsLqoevToIZYtWyb+85//iGnTpolDhw6J//73vxxyFKvRo0eL77//Xnh6eppu27x5s/jggw/E8uXLxezZs6X32J3LyclJpKeni1OnTgkAQqPRiM8//1wcO3ZMVFZWiu+++07MmDFDep/dvVxcXMSGDRvERx991Oz2Dz74QBw6dEhotVrpPbI6t7iTcTdSX1+PrVu3Yvv27di4cSOeffZZ+Pr6Yu7cuRgzZozs9uj/GI1GDBkyBKNGjQIAzJ8/HxMmTICLiws8PDzw7rvv4rXXXpPcZfdVXV2NZ599Fv7+/liyZAl2794NT09PvPbaa7j//vvxyy+/YMmSJbj99ttlt9qtubu7o7a2Flu3bgUAaLWNv+5++ukn2NnZwWg0ymyPuoj0KYvVdWVvb9/s7yNHjjRtybn++usF0Pg/0j/96U/Se+2updfrxcqVK4XBYBBfffWVMBgMYuLEiab7p0+fLkpLS0VMTIz0Xrtz3X777cJgMIgjR44IX19f0+3BwcFiy5Yt4uOPP27xfmN1bV199dWmPzdtsbnxxhvFwYMHmy0XFBQkvVdWp5T0BlidWB4eHkKv14vg4OBmt1+4efaaa64xDTnjxo0Ty5YtE9nZ2cLDw0N6/92hWsvI29tbXHHFFWLSpEliz549ws7OznTfzTffLBITE0XPnj2l997d6sIcAIhRo0aJadOmtfi647PPPhN79+6V3m93KycnJ+Hu7t5iPyiNRmP689SpU0VaWppwcHAQAMQLL7wgvvjiC+Hk5CS9f5bFS3oDrE6qAQMGiO+//16cOnVK/P777+Kzzz4T3t7epvsvfNOPHDlSfPvttyIvL0+UlpaKIUOGSO+/O9QfM1q/fr3w8vIy3T969GiRlJQkIiIiTLe98sor4vDhw82WY3VeRUZGijfffNP09z8OMxe+j5r+vnbtWvHaa69J7707VWxsrNi6datITEwUBw4cEPPmzWt1uSlTpoikpCQBQLz00kuioaFBDB48WHr/rE4p6Q2wOqFCQkJEdna2+Oc//ykmTJgg7rvvPpGamip++eUXceWVV7b6bzZv3iyKiopEv379pPffHepSGQ0fPlxoNBoRHR0tjhw5Ir788kuxaNEi8d5774nCwkIxcOBA6f13h+rTp4/IysoSNTU1YtWqVabbL7aDqpubm1i4cKHIzs4WUVFR0vvvLhUTEyMKCgrEsmXLxIMPPiiWLl0qvv/++1YPoBg3bpzYuXOnWLRokaiuruZ/5my7pDfA6oS6+eabRUJCQrP/5bu5uYljx46J5ORk0xDT9L/PJUuWCIPBwF+cimSUkpIiYmNjBQBx1113ifXr14sTJ06IDRs2cADtonJzcxMbNmwQ//nPf8Szzz4rjh8/LlavXm26/49DzpgxY8Qnn3wicnJyuEWgC8vLy0vs27dPLF261HSbn5+fSEhIEM8//3yL5W+99VZhMBhEWVkZhxvbL+kNsDqhZs6cKbKzs01/79GjhwAa9yE4fvy4OHz4cLPl+/fvz+FGsYzi4uJM9zk5OQmdTid0Op30vrtTLVq0SEydOlU4OjqKhx9++JJDztChQ8VTTz0l+vbtK73v7lTR0dFi48aNpq01Tf9pe/PNN8X777/fIqdrr71W/Pzzz9zC1j1KegOsTqiAgABRUFAgFi5caLqt6Rdo3759xfnz58XDDz8sgJY7TrLUyajpnDd/3M+D1fXl4uIiHnnkkRZDjk6nM+2wyvdS15e3t7e46aabWty+dOlSsXHjxlb/Dfdf6x7F8+DYqMLCQvzrX//CxIkT8dBDDwFoPA8O0HgtlrNnzyIoKAgAYDAYpPXZnZmTkV6vBwAIIaT1SY3nUKmsrMSaNWvw0UcfoX///li9ejV0Oh3eeustrFmzBhqNhu8lCYqKirBjx44Wt9fX18Pe/n+XW1ywYAFeffVVAEBxcXGX9Ufy8GKbNqqhoQGbNm1CREQEHnzwQTg6OuKdd94BAFRVVaGgoIAfxpIxI+vRdFK46upqrF69GkIIPPDAA0hNTYWPjw9Gjx7NIVQxxcXFqKurAwAsXrwYTz75JEaOHCm5K+pKGjRuyiEbFRUVhblz52LChAmIi4vD4cOH0b9/f0yfPh3Dhg1Damqq7Ba7PWZkfTw9PbFz50707dsXo0aNwu+//y67JfqDhQsXIjQ0FCdPnsQ//vEPXH311fj5559lt0VdTPr3ZKzLLz8/v4ve5+/vL2655RZx7NgxcfDgQbFr1y4xYMAA6T13t2JG6telMmoqe3t7sWjRIlFVVcWMFM5p8eLFwmAw8Lxe3bukN8C6zBo2bJjYtm2bWTvOaTQaHonDjFiXmdFrr73Gow4Vz+nee+8VSUlJPK1C9y7pDbAuswYPHiwMBoOYNm3aRZfhUTjMiHX5GbHkl7k5BQUFiYCAAOn9sqSW9AZYl1FN53d45ZVXxP79+3nROAWLGalfzMg6ijmx2lM8TNxKOTs7A/jf0R1xcXHo2bMn+vTpAwDQaDTSeqNGzEh9zMg6MCfqKOlTFqt9NXToUHHs2DExbdq0Zt9Df/HFF+LHH3/kycYUKGakfjEj6yjmxOpocQuOFfLx8cEPP/yADz/8EP/+97/x4osvAgDeeOMNFBcX47bbbpPcITEj9TEj68CcqKN4HhwrYmdn1+zEb1dddRVuvvlmzJgxA1lZWdizZw+mTJmCgwcPYs6cORI77b6YkfqYkXVgTnS5OOBYieuvvx633norvLy88Pvvv+Pjjz9Gfn4+evToAScnJ7z66qvw9fXFHXfcAYPBAD8/P5SWlspuu1thRupjRtaBOZGlSP+ejHXpuuWWW0RVVZVYuXKl2L17t/j+++9Fenq66NmzZ7Pl9Hq9mDVrFs/7wIxYzMhqizmxLFjSG2Bdonx8fMRPP/0k/va3v5lu69evn9i1a5dIS0vjVXEVKGakfjEj6yjmxLJkcSdjxTQdDtl02KOrqysCAwNx4sQJ0zJJSUmYN28eSkpKMG3aNBltdmvMSH3MyDowJ+pMHHAU4ufnhzNnzuCOO+4wXZk4JycHZ8+exahRo0zLGY1G/PLLL2hoaEBMTIysdrslZqQ+ZmQdmBN1Ng44CjEajdi2bRvWrl2LSZMmmW6Lj4837XR3oaysLJSUlEjotPtiRupjRtaBOVFXkP49Get/5efnJ5YvXy4MBoOYPHmyACC8vb3Fzp07xdGjR8WyZcvElClTxNtvvy1KSkpEVFSU9J67WzEj9YsZWUcxJ1Ynl/QGunU5OzsLNze3Zrfp9Xrx9ttvC4PBIG677TYBNL7p33jjDXHkyBGRkpIivvvuOzFo0CDp/XeHYkbqFzOyjmJOrC4u6Q1024qIiBA//fSTOHjwoLj33nvF2LFjTfc5ODiId955RxgMBjFlyhQBQNjZ2QmtVit8fX2Fs7Oz9P67QzEj9YsZWUcxJ1ZXlz1ICo1Gg5kzZ2LQoEGoqamBp6cnnJ2dUVRUhO+//x6ffPIJPv30UxQWFmLTpk248cYbsWfPHgBAQUGB5O67B2akPmZkHZgTycAzGUsUEBCAZ599FuHh4UhLS8O7776L6dOn45prrsHAgQNRVFSE06dPY+jQofD398d1112HQ4cOyW67W2FG6mNG1oE5kQzSNyN15woMDBTvvPOOiI+PF7NnzzbdfuWVV4rJkyeLHTt2iISEBGEwGERMTIz0frtjMSP1ixlZRzEnVheX9Aa6fTXtZBcfHy/mz5/f7D57e3vh4OAg/Pz8pPfZnYsZqV/MyDqKObG6sKQ3wAJEQECAePvtt0VcXJx49tlnTbfb2dlJ743FjKylmJF1FHNidVFJb4D1f9X0pj906JBYsGCB9H5YzMgaixlZRzEnVheU9AZYF1RAQID45JNPxJ49e4S3t7f0fljMyBqLGVlHMSdWZxaPolKQv78/ACAvL09yJ3QxzEh9zMg6MCfqLBxwiIiIyObwYptERERkczjgEBERkc3hgENEREQ2hwMOERER2RwOOERERGRzOOAQERGRzeGAQ0RERDaHAw4RERHZHA44REREZHM44BAREZHN4YBDRERENuf/A3fs1WjF23MFAAAAAElFTkSuQmCC\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s = mpf.make_mpf_style(base_mpl_style='bmh')\n", + "# Plot with combined mpl styles:\n", + "mpf.plot(daily,**kwargs,style=s,\n", + " title='`default` marketcolors\\non matplotlib style `bmh`')\n", + "\n", + "s = mpf.make_mpf_style(base_mpl_style=['dark_background','bmh'])\n", + "# Plot with combined mpl styles:\n", + "mpf.plot(daily,**kwargs,style=s,\n", + " title='`default` marketcolors\\non matplotlib styles [`dark_background`,`bmh`]')\n", + "\n", + "s = mpf.make_mpf_style(base_mpl_style=['bmh','dark_background'])\n", + "# Plot with combined mpl styles:\n", + "mpf.plot(daily,**kwargs,style=s,\n", + " title='`default` marketcolors\\non matplotlib styles [`bmh`,`dark_background`]')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### The following OPTIONAL keyword arguments are available to `mpf.make_mpf_style()`
    for creating an **mplfinance style:**\n", + "\n", + "| kwarg | comments |\n", + "|:---- |:-------------- |\n", + "| base_mpf_style | `str` name of an existing **mplfinance** style.
    *applied* ***first.*** (i.e. all other kwargs, if specified, override any settings in here). |\n", + "| base_mpl_style | `str` name of name an existing **matplotlib** style.
    *applied* ***second.*** (i.e. all other kwargs, if specified, override any settings in here). |\n", + "| ... | The remaining kwargs are applied only ***after*** the above two, and so will override any settings in the above two kwargs.\n", + "| marketcolors | Output from `mpf.make_marketcolors()` |\n", + "| mavcolors | `list` of one or more matplotlib colors to cycle through for moving averages |\n", + "| facecolor | facecolor of the Axes\n", + "| edgecolor | edgecolor of the Axes\n", + "| figcolor | facecolor of the Figure (outside of the Axes)\n", + "| gridcolor | color of grid lines\n", + "| gridstyle | style of grid lines; possible values are:
            '-' or 'solid',
            '--' or 'dashed',
            '-.' or 'dashdot',
            ':' or 'dotted',
            None or ' ' or '' (draw nothing)\n", + "| gridaxis | 'horizontal', 'vertical', or 'both'\n", + "| y_on_right | boolean (display **primary** y-axis labels and ticks on right) |\n", + "| rc | `dict` of specific rcParams to modify. Note that the following kwargs also modify rcParams: facecolor, figcolor, gridcolor, gridstyle, gridaxis; If any of them are specified, and the same rcParam is also specified, then the kwarg takes precedence.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### WARNING:\n", + "- `mpf.make_marketcolors()` returns a `marketcolors` object, which can be used as input to the `marketcolors=` keyword argument of function `mpf.make_mpf_style()`\n", + "\n", + "\n", + "- `mpf.make_mpf_style()` returns an `mpf_style` object that is used as input the the `style=` keyword argument of function `mpf.plot()`\n", + "\n", + "\n", + "- You may have noticed that, at the present time, both the `marketcolors` object and the `mpf_style` object, are actually python `dict` objects, that are structured in a particular way that is expected and understood by the `mplfinance` code, **HOWEVER PLEASE NOTE:**\n", + " - There is *no* guarantee that the structure of these dicts will not change in future versions of the code.\n", + " - Nor is there any guarantee that these objects won't someday be an instance of some `class` that is specific to mplfinance.\n", + "\n", + "\n", + "- **THEREFORE** it is strongly advised that you always call `make_marketcolors()` and `make_mpf_style()` and **do not** do any direct manipulating of the output from these functions.\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/using_lines.ipynb b/examples/using_lines.ipynb new file mode 100644 index 00000000..0da70611 --- /dev/null +++ b/examples/using_lines.ipynb @@ -0,0 +1,1277 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "# mplfinance: using lines for trends, support, resistance, and trading\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sometimes it is convenient to draw straight lines ontop of an ohlc or candlestick chart, for example:\n", + "- Horizontal lines to mark levels of support and resistance\n", + "- Vertical lines to indicate the start or end of trading sessions, or to indicate the time or date when a trade took place.\n", + "- Trend lines to highlight a trend in the movement of prices.\n", + "\n", + "#### `mpf.plot()` supports the drawing of straight lines on top of an ohlc or candlestick chart using one or more of the following four kwargs:\n", + "\n", + "| keyword | argument value | action |\n", + "|:---|:---|:---|\n", + "| **`hlines`** | price, or sequence of prices | draw horizontal line(s) at a specified price level(s). |\n", + "| **`vlines`** | date[time], or sequence of date[time] | draw vertical line(s) at a specified date(s) or time(s). |\n", + "| **`alines`** | a sequence of two or more date/price pairs, or
    a sequence of sequences of two or more date/price pairs | draw an arbitrary line by specifying two or more x,y pairs,
    for example: (dateA,priceA),(dateB,priceB) to draw a line from point (dateA,priceA) to point (dateB,priceB).
    this may be done for various reasons, including highlighting trends. |\n", + "| **`tlines`** | a list of one or more pairs of date[time]s | - calculate and draw a trend line between each date[time] in each date[time] pair
    - value used at each date[time] may be open ,close, high, low,
       or the average of any combination thereof
    - trend line calculation method may be:
        - a simple 'point-to-point' (from value at one date[time] to value at the other date[time]), or
        - linear 'least-squares' fit of all values from one date[time] through and including the other date[time]. |\n", + "\n", + "---\n", + "In every case, the kwarg argument value may be either as specified in the above table
    **OR the argument may be a dict** containing the above mentioned keyword and argument as specified above,
    **plus** any or all of the following keywords to modify the line(s) being drawn:\n", + "\n", + "- `colors`\n", + "- `linestyle`\n", + "- `linewidths`\n", + "- `alpha`\n", + "\n", + "For example, both of the following are valid specifications for `hlines`:\n", + "- `hlines=(123.0,128.0)`\n", + "- `hlines=dict( hlines=(123.0,128.0),colors=['r','g','b'],linestyle='dotted',linewidths=(3,4) )`\n", + "\n", + "---\n", + "\n", + "### See below for specific example usage of each of the kwargs:
      `hlines`, `vlines`, `alines`, and `tlines`" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read in daily data for the S&P 500 from November of 2019 " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20, 5)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    OpenHighLowCloseVolume
    Date
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    2019-11-293147.183150.303139.343140.98286602291
    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2019-11-27 3145.49 3154.26 3143.41 3153.63 421853938\n", + "2019-11-29 3147.18 3150.30 3139.34 3140.98 286602291" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily = pd.read_csv('data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n", + "daily.index.name = 'Date'\n", + "daily.shape\n", + "daily.head(2)\n", + "daily.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.8b9'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## hlines (horizontal lines)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**We can plot horizontal lines to show support and resistance:**" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,hlines=[3080,3121])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "**We can color the lines, and modify the line style:**\n", + "\n", + "(works with candlesticks too)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,hlines=dict(hlines=[3080,3121],colors=['g','r'],linestyle='-.'))\n", + "mpf.plot(daily,hlines=dict(hlines=[3080,3121],colors=['g','r'],linestyle='-.'),type='candle')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## vlines (vertical lines)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "**We can use vertical lines to indicate days on which we made a trade:**" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='candle',vlines=dict(vlines=['2019-11-06','2019-11-15','2019-11-25'],linewidths=(1,2,3)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "**we can also use a thick, but transparent (alpha=0.4), line to shade a portion of the plot:**" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    OpenCloseHighLowVolume
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    2019-11-05 09:30:003080.803080.493081.473080.300
    2019-11-05 09:31:003080.333079.363080.333079.150
    \n", + "
    " + ], + "text/plain": [ + " Open Close High Low Volume\n", + "Date \n", + "2019-11-05 09:30:00 3080.80 3080.49 3081.47 3080.30 0\n", + "2019-11-05 09:31:00 3080.33 3079.36 3080.33 3079.15 0" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenCloseHighLowVolume
    Date
    2019-11-08 15:58:003090.733091.043091.133090.580
    2019-11-08 15:59:003091.163092.913092.913090.960
    \n", + "
    " + ], + "text/plain": [ + " Open Close High Low Volume\n", + "Date \n", + "2019-11-08 15:58:00 3090.73 3091.04 3091.13 3090.58 0\n", + "2019-11-08 15:59:00 3091.16 3092.91 3092.91 3090.96 0" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idf = pd.read_csv('./data/SP500_NOV2019_IDay.csv',index_col=0,parse_dates=True)\n", + "idf.shape\n", + "idf.head(2)\n", + "idf.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "wtmd=dict(warn_too_much_data=len(idf)+1)\n", + "vls=['2019-11-05 09:30',\n", + " '2019-11-06 09:30',\n", + " '2019-11-07 09:30',\n", + " '2019-11-08 09:30']\n", + "mpf.plot(idf,vlines=dict(vlines=vls,colors=('r','g','b','c')),**wtmd) # different color for each line\n", + "mpf.plot(idf,vlines=dict(vlines=vls,colors='c'),**wtmd) # one color for all lines" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## alines (arbitrary lines)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "**We can use a sequence of \"points\" to draw arbitrary lines,
    where a \"point\" is a (date,price) pair:**" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(33, 6)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseAdj CloseVolume
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    \n", + "
    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2016-06-15 208.039993 209.360001 207.529999 207.750000 200.532928 \n", + "2016-06-16 207.750000 208.570007 205.589996 208.369995 201.131378 \n", + "\n", + " Volume \n", + "Date \n", + "2016-06-15 109124500 \n", + "2016-06-16 149533100 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('./data/yahoofinance-SPY-20080101-20180101.csv',index_col=0,parse_dates=True)\n", + "df = df.loc['2016-05-01':'2016-06-16',:]\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "**We can draw an arbitrary line by specifying sequence of two or more points:**" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "two_points = [('2016-05-19',203.5),('2016-05-25',209.5)]\n", + "\n", + "more_points = [('2016-05-02',207),('2016-05-06',204),('2016-05-10',208.5),('2016-05-19',203.5),\n", + " ('2016-05-25',209.5), ('2016-06-08',212),('2016-06-16',207.5)]\n", + "\n", + "mpf.plot(df,alines=two_points )\n", + "mpf.plot(df,alines=more_points)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "---\n", + "\n", + "**An \"arbitrary line\" (`alines`) may be a sequence of points, or a sequence of sequences of points.

    The difference is whether it is treated as one (possibly discontinuous) line,
    or as multiple lines (each of which may be discontinuous).

    If we specify a _sequence of sequences_ of points, then each _subsequence_ is treated as a separate line.

    Below we see the exact same points as a
       1. sequence of points
       2. sequence of sequences
       3. sequence of sequences, where the end point of each subsequence is repeated as the beginning point of the next subsequence.**" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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AAHWg8/49/m4CfhWQSeOOHTu0cOFC3XvvvZo0aVK1HuOqq67SmTNn9Pnnn7tcv23bNv3v//4vW0EBQICouG4fa/dZm8f9p9mYIyAEXPe0YRhatGiRkpKSNGjQIB0+fNjl9sjISIWHhzu7mU+dOiVJOnLkiCIiImS32xUVFaUePXqoX79+WrBggZYuXaq2bdvqtddeU3p6upYsWeLz1wUA8KxbR/fVMNKy8vzQEgDnEnBJY05OjtLT0yVJV1xxhdvt06dPV0xMjO677z6X6/v37y9JuvTSS7VmzRpJ0hNPPKFHH31UM2fOVH5+vjp37qzVq1erS5cubo8LAAhd5auXVDIDn8d1G6k2+l3AJY0xMTFKTU31etxNN93k9ZhGjRppwYIFWrBgQW00DQBQB777Idv07GmzOse3qtPHB6wgIMc0AgCsw263u10AT2MbmRTjXwFXaQQAVJ3D4XBW0ZIzckm4KpGckev8t8PhUPfEc+8qhsDA9oKBhUojACDkUckMHSSR/kPSCAAW5XA4lBAbrYTYaCaHIGAlxzF5NVCQNAIAgKBCtdE/SBoBAEBg69fP3y2ASBoBAEAQotroeySNAAAg8HmoNpI4+hZL7gAAqqTiZBkmzwDWQtIIAKgSdlWBvyXHdXFb4DshbZfHhcBR++ieBoAg1im+lQx/NwLwIRJE/6HSCAAhwJCk+FZKz8o753Hlu5TNdi+X31Wl7P7srIJAQLXRN0gaASBIdYiNNn2fmnQxV9xJxW63K81LkgrUBbYX9A+6pwEgRKRUqAQCVkISWfeoNAKAhZTvYqZ7Gb5itipdlWEUVBt9j6QRACykYhdzGU9fzJUdC9S16g6jYGxj3aJ7GgCCUMXxjLYaPl73xBh1jm/lcgECnacEsTarjw6HQwmx0UqIjWZdUlFpBICQUfFLjUohghXDKAITSSMAhIiKX6xmxpDtTs0myUTAMHMuehrbSDd13SBpBIAgU52ldryx2+0kjQDOiaQRAIJc2XhGqoWwKqqNvkHSCAAhgmph1bAoeWhiCZ66x+xpAAAQkkgiaxdJIwAEkYrjGYN1Fxi73a70g3kyDKNK1VGHw+F2ASqiO7pu0T0NAAh4rBuJ6uqwb5eMmKv83YyQQKURAACEDKqNdYdKIwAg4CVX6IZnwWeYYfvwQ6Vf1NPfzQh6VBoBIEhUHM+YbqEZwGUzw8tfgMp4qjZ22LfL5+0INSSNAAAA8IqkEQAAhBxP1UaW4KkZkkYACAJ1sXUgAJhB0ggAQag2xjOW7YySlpXHGEGEJKqNtYukEQAAhCxmTdcekkYAAGApVBurh6QRAAKclZfaqQxd6zDDuOoqfzchJJA0AgBQRSSroYNqo3kkjQAAIOQxtrHmSBoBAIAlUW00h6QRAAIY4xmB2sMSPDVD0ggAAACvSBoBIIg4HA63CwDPHA6HOrSLls1mc75XqDZWXz1/NwAA4JmnrQM7x7fyQ0sAgEojAAQNxjMCtYNqY/VQaQSAIJKckevyt8PhUPfEGD+1BgheaQk9SRRNotIIAEHEbre7XQDUDpLIcyNpBIAAxFI7QN3z1E2NypE0AgAA/Kq2qo0Oh0MJsdFKiI0OmVUOSBqBKvA0i9WbUPzAAIBQQ7Wx6pgIA5xD+WSxYuLHWDLUler8SAGswFefwwlpu0gmPSBpBCpR8Yu7U3wr2cr9ncYYM/gI4xmBUhVXCqitz2FPM6kT0nYpOa5LrTx+qKB7GqhESoWlTSTJ8EM7AAAIBFQaAZMqrpMHAPCN3anZddYl7ana2Hn/nlp5bE/j2oNxiBNJI3AONrlXFzvFt6K7EHWG8YxA5ep6bdK6WvDb0wL8wTjEie5pwAub90OAOsMPFMDPtm/3dwsCBpVGoBo6xEbzZQ4APmC3231alauLamNddqv7EpVGoAo8TYqhGxEALKKG1cZQ2f6TpBEAAgRbBwKBgTUaPSNpBKrI0xc41UYAsIbamkkdzEgaAcCPym83CSBweKo21sXM6mBC0giYQLURdYWF4wEEOpJGwCTGmcEXOM8A//O0jaCVq401Thq3bt2qadOmqV+/furZs6fz+oceekjHjh2r6cOjHIfDoQ7tomWz2TyuLg//odoIAAh11U4ai4qKNHnyZM2aNUvbt2/XoUOHdObMGUnSqVOn9Nprr2nUqFE6fvx4tR5/06ZNGjJkiJKSktSvXz898MADOnr0qPP2ffv2aeLEiUpKSlJSUpImTZqk9PR0l8fIycnR7NmzdeWVV6pr16667rrrtHbtWhkGHUGoGbqpAcAi+vVzu8qq1cZqJ43PP/+8Pv74YxmGofj4eNWr9991wvPz8xUeHq7MzEy9+OKLph/75Zdf1vz58zVkyBBt3rxZCxYs0CeffKIZM2bIMAzl5eVpzJgxkqT169drzZo1Cg8P19ixY3XixAlJpYnruHHjtH//fi1btkzvvvuuxo0bp4ceekgvv/xydV82ANQ6fsYCAc5D4mhF1U4a3377bdlsNj3yyCN655131LhxY+dtrVq10ksvvSTDMPTee++ZelzDMLR69WoNHTpU48ePV1xcnPr27as77rhDX3/9tVJTU7V27VoVFhbqiSeeUGJiorp27apHHnlEJ0+e1Lp16yRJO3fu1P79+3XPPfcoKSlJF1xwgYYPH64+ffpo8+bN1X3ZgBPVRtQVxjMCtc/hcLhdqnNMGStWG6u9jWBOTo7q16+vIUOGeLz9sssuU8OGDfXzzz+belybzaYtW7YoPDzc5frWrVtLkgoKCvTpp58qKSlJzZo1c97erFkz9ejRQx9//LGmTJnivD4szDUvjoiIMNUeAAAQPMoneuX/3a1jjNuxFbcn7BzfqtLHTY7rYvm1GqudNEZGRurEiRM6evSoWrRo4XZ7SkqKCgsLXRK7qoqKinK7btu2bYqMjFTHjh2VmZmp6667zu2YuLg4vf/++5Kkyy+/XO3bt9eKFSv05JNPqnnz5vr888/12Wef6d577630uW220ksgKt+u4mLXXz/BuiWRL5TFzez/a/njKzsvMg7mKb6da3WxQ2y0Mg7mVen+gaq6MbOy2jjPznVdVe7PeRb6iJl350r8Kqrue61MQtoupV/U0+vxgfreNNumaieNPXv21Mcff6zJkydr7NixKi4uliR99NFHSk1N1Zo1a2Sz2dStW7fqPoXTBx98oA0bNmjmzJlq0qSJCgoK1KhRI7fjGjdurJMnT0oqrSi++uqrmjp1qnr37q169erp7NmzmjlzpoYPH17pc7VvG+XxsQNB+V9MXS9y/cXE5B7v2reNMnV8+XjHx0RVnpgbhts7Lz4mqur3D2BmY4ZqxKzip7ZhKN7E3TnPrImYmVdQUOD2/qj4d1FRkcvfDofDmRPEx0TJuPAq2T780OWY+Jgoj88XDO/NggJzbap20jhx4kR98skn2rt3r+655x7n9bfffruk0iQmLCxMEyZMqO5TSCpd0mfu3LkaPHiwS7ezN6dPn9b06dMlSatWrdJ5552nHTt2aMWKFWratGmliWNmznFFRgbmcjbnGluRkX3cdw0JMjZb6QdsZs5xmcmty8c7I/v4Od/wbl/yNpsyMnOrfP9AU92YWVl1Y1bx3DH7XjZzngYazjPziJl3KeU+ex0Oh7Nb+uDhAtWrZ+79UZX3l+3DDz1WG4PhvXnqVIGp46udNP72t7/V0qVLtWDBAp06dcrt9oYNG+qBBx5Qr169qvsUWrNmjZYsWaIRI0Zo3rx5sv36i7ys2ljRyZMnnd3hmzZt0u7du/Xhhx+qTZs2kqQuXbooNzdXjz76qG655RaXGd9lDEMB+0Ys367vfsh2OfkDtc2BxOz/bfljvd03PSvPbRJMYvv/dpEE8nl1LsHabn+qaczM3tfMeRqogrXd/kTMKlfZd2N1Yubp/mkJPd0mwXTYt8tt28FgeG+abVO1k0ZJGjJkiPr166f33ntPP/zwgwoKCtS4cWMlJiaqf//+1RrPWGbdunVavHixZs+erUmTJrncFh8fr/3797vd58cff1SHDh0kSenp6WrSpIkzYSzTvn17nTp1SocPH3a7LZjY7XbTv5gABBZPs+0r9igEYnUCgDXVKGmUpKZNm+oPf/hDbbTFaceOHVq4cKHuvfdejRs3zu32K6+8Us8884zy8vIUHV36oXvkyBHt2rVLc+bMkSS1bdtWJ0+e1M8//+yceS2VJpN2u10tW7as1TYDNrmvt2f8ej1QFTZJqjCIv+LsTgD+56namJDmXm0MNTXaRrCwsFDLli3Ts88+63L9xIkTtXjxYudC22YYhqFFixYpKSlJgwYN0uHDh10uBQUFGj58uKKiojRnzhylpqYqNTVVc+bMUatWrTRs2DBJ0tChQ9W0aVPNmjVL//nPf3TgwAFt2rRJmzZt0k033eSxaxqoieSMXKVk5Ho/EKhFdrtdaVl5SsvKoyoJoE5VO3MqKCjQ6NGjlZycrJtvvtnltiNHjuizzz7TF198ob///e+KjIys8uPm5OQ4twO84oor3G6fPn26ZsyY4RzveNttt8lms6lXr17629/+5nyuli1b6tVXX9VTTz2lSZMmqbCwUG3atNH48eM1derU6r5soFKVfWEbklJ82xQEqd2p2SR+QJCwYrWx2knjyy+/rL1790oqnfRSXuvWrZWSkqK0tDS98MILuvPOO6v8uDExMUpNTfV6XFxcnFatWnXOYy6++GK98MILVX5uoDZ4mhQDVOTpHLHb7SSNQBDxlDiGsmp3T//zn/+UzWbT/Pnzdf/997vctmrVKv35z3+WYRj6xz/+UeNGAsGuk4nFZmFNjH0FApuZ7QW9HROsqp00Hjx4UPXr19fIkSM93j5ixAhFREQoJyen2o0DghX7UgNAaOmeGKPO8a2clzKeuqM7x7dS90T3bQuDXbWTxoiICJ05c0bZ2dkeb8/MzFRRUZHq169f7cYBAAAEne3b/d2COlHtpLFbt24yDEPjx4/Xxo0btXfvXh04cEDfffed1q5dqwkTJshms6lLly612V4gaHiaSU21EZL7eUDXNBD4dqdmKzkj13kpz1O1cXeq56JaMKv2RJg//vGP+uyzz3TgwAH9+c9/drvdMAzZbDaNHTu2Rg0EgpmntRsBAMHH7ES17jk/1GFr/KPalcY+ffrogQceUL169WQYhtslPDxcc+bM0VVXXVWLzQWCH9VGAAg9HpfaCbFu6hqtcD1y5Ej169dPb7/9tvbs2aP8/HxFRkaqU6dOuuGGG3ThhRfWUjOB4EW1EeXxowFAsKrxtiht27bVlClTaqMtgGV0iI32OMMa1pOSkeu2dSCA4ORx3cYQqjZWOWnMyclReHi4cx9nM0vptG3b1nzLgBCSkpHrtlYjiSMAIJhUOWns37+/mjdvrs8//9z5t83mfc6fzWZz7hwDAAAQyjxVGzvv3xMS2wuamghjGIbb31W5AGDBb/D/DQQbu92utKw8pWXlmZo5HQoJoidVrjQOHTpUjRs3dvm7KpVGAP9V1X2pHQ6Hc8eB5Ixc9iMOUelZeVIIbjUGwFVyXGisWV3lpPHhhx8+598AqoexjQAQepLjuvx3u0EPmz0Eo2qt0+hwODRmzBiNGzdOZ8+ere02ASGNBBEAEIyqteSO3W5Xamqqzpw5o/Dw8NpuE2A5VBtDX8VhCfx/Awg21d4R5vrrr9fp06f13nvv1WZ7AEtgUgwAINhUe3HvwYMHKy8vT7NmzVK/fv3Uo0cPRUdHKyzMPQ8dOnRoTdoIAAAAP6t20jh69GhJpcvuvPfee5VWHG02G0kj4IGnmdQdYqOVkpErhx9n1JafuZ2Smat69Zi5XVNUkQGEgmonjeXXX2QtRqB6PCWOndlSLuQxnhFAMKp20rh06dLabAeAXxmSWAEVABBoqpU0fvXVV8rMzNTJkycVExOjQYMGqU2bNrXdNsASPFUbSRwBAIHGdNI4f/58bdq0yeW6p59+Wn/+8591yy231FrDACAUMJ4RQKgwteTOli1btHHjRre9pR0Oh/7yl79o9+7dddVOIKR5GuPGSOHQxHhGAMHKVKVx48aNkqS2bdtqypQpatOmjVJTU/Xiiy/qxIkTev3119W9e/c6aSgAAAD8x1TSmJKSIpvNpuXLl6tr166SpL59+6pDhw6aNm2avv/++zppJGAFlY1tTPFPcwAAcGGqe/rEiRNq0KCBM2Es07t3b0lSXh7dLkBN0HUZWtg6EEAoMZU0GoahBg0auF1fdl1JSUnttAqAUyfWbQQABIBq7z0NoG6wLzUAIBCZXnKnuLhYO3fu9LgLTGW3/fa3v61+CwEgCJHoAwg1ppPG/Px8577T5dlsNo+32Ww27d27t/otRAWlCXmn9lJa1nH/NgV1JiUj161bukNsNGPighj/dwCCnemkkX2m/adzfEt/NwEAAFiUqaTxxhtvrKt2wAOHw3HO2xNio6g2hjCb3Bf4ptoIAPAXU0nj0qVL66od8KCzx1mzVHqtxFPiiMDHUjsAQhGzp4NcQmyUv5sAH2OCBQBUjd1uV/rBPBmGIbvd7u/mBD3TYxrhO8kZuS5/OxwOdU+k9mQ1TIoBAAQCKo0BzG63u108odqI8hwOhxJio5UQG+11XCwAAFVF0hiUbG7XkDiGNn8t+O1wOFwu8C6+HeMZAYQmuqctwuFwOCfWJGfkMrYjCKVn5fl8PGO3jjEuf6d5SYA4zwAgdFFpDFIpmYfdrqPaWHPBVlljUgwAwFeoNALleF7mKHD4utr43Q/ZqlePamGV2dyHjgBAqKDSGMQ8LexNtdF66jKJrMpELFSO8YwAQglJY5BjR5jalZyR67zsTs32d3M88tekGACAtZE0hiCqjdVHZQ0AAM9IGkMA1ca6YbfblZaVp7SsvIBLIKk2Bh6W2gEQ6kgaQxTVxtBR2YxukhIAgC8xezpEpGUdJ1EMUd0Tq75WYofYaKVU2H4SAIDaQKUxhCXERgXVmoMwj2ojAMBXqDSGEE/Vxs7xLeVp20H4VsWk3cwYyd2p2aaO7xTga02GoorjSUnmAYQikkbAB8x0MVfkbSa3pwW/Dfnup0L5hJiKNgCELpLGEON5bKOh3ak5bokL6lbZ7OuEEJ/VHOi76AAAagdJo0UE2pIxVpLsg4kplVUbU+r8mcFSRwCsgqQxBFU+thH+4KuE3df7UpcpnxQ7HA7LV7QzDuaVZuwAEGKYPR1E7Ha70g/myTAMr4kIC36Xcjgc6tAuWjabzZLj7XwxKYZddADAGkgaLYXyR6hj1i4AoK6QNIYwqo2QGHNXl9xia/DDDEDoImm0HL7UQp2nHWFIHAEANUXSGOKoNiKYOBwOJcRGKyE22pJjUAEgkJE0WhAzqUOfp4W9qTbWLuIJwGpIGi3AU7XRfQFwBLPye4yXVejYPNK3Mg4yCQlAaGOdRgsrSy5YJiX4VXVXlg6x0cywDgBsvQggGJE0WkRyxmG3bunSv22m9kFGcEnJyHVbq5HE0f/YehFAMCJptBSbmD0dmtiVxbcYzwjAigI2ady0aZPWrFmjAwcOKCoqSn369NFdd92lFi1aSJL27dunRx55RF9//bUk6ZJLLtG9996rDh06uDzO1q1b9de//lWZmZlq2bKlbrrpJk2bNk1hYQznLGVIOu7vRqCGzjXEwNP2glQba1d6Vp6pMaSe9iNnmAiAQBeQmdPLL7+s+fPna8iQIdq8ebMWLFigTz75RDNmzJBhGMrLy9OYMWMkSevXr9eaNWsUHh6usWPH6sSJE87H+de//qU5c+Zo2LBh2rp1q/70pz9p1apVev755/310gIA0yMAf6u49SIJI4BgEHCVRsMwtHr1ag0dOlTjx4+XJMXFxemOO+7Q/PnzlZqaqvfff1+FhYV64okn1KxZM0nSI488or59+2rdunWaMmWKJOmxxx7TiBEjNGrUKElSu3btFB0d7bwPSiXERrGeY4ij2uidw+FwjjVMzsglkQOACgIuabTZbNqyZYvCw8Ndrm/durUkqaCgQJ9++qmSkpJckr9mzZqpR48e+vjjjzVlyhQlJyfrwIEDGjx4sMvjXHnllXX/IgKcp0kxCH2eEkeYVzGGJN4ArCLgkkZJioqKcrtu27ZtioyMVMeOHZWZmanrrrvO7Zi4uDi9//77kqTk5GTn9VOmTNG3336rpk2bauTIkRozZoxsNs/dtDZb6SVQlbXNbBvLH+/pvgmxUUo/eLza7QpUFV93IP/flleTdpu5b4fYaLf1BX313HVx/5qo7nNXfE8GyzkWCIiZecTMPH/FLBi+f8y2KSCTxoo++OADbdiwQTNnzlSTJk1UUFCgRo0auR3XuHFjnTx5UpJ05MgRSdKf//xnTZw4UXfeeafee+89LV26VMXFxZowYYLH52rfNsrjYwea9m2jTB1ffi24+JgoGYb7ydKhXen1oaT8627fNipouhwr/n+Zafc57+vhPz6+XbTK/8fXJGY1aXdt3L8mqvvc8TFRLn+bfW+CmFUHMTPP1zHz5+dZVRUUmGtTwCeNW7du1dy5czV48GDnWMWqKC4uliSNGjVKN9xwgyTp4osvVlpamp5//nmNGzfOrQtckjJzjisyMnAX27XZSk/8zJzjphK88idvRvbxX0/eKLfjMrKP17iNnp67U/vSsWIpmb4dK1b+dWfmHFe9eoH3pvXE8/9X7dw33sN9yv+/1yRmNWl3bdy/Jqry3PHt3Lv3y2JX3femlREz84iZef6KmT8/z6rq1KkCU8cHdNK4Zs0aLVmyRCNGjNC8efOcXcpl1caKTp486Rzn2KRJE0lS165dXY655JJL9K9//UuHDh1Su3bt3B7DMBQUb0Sz7Sx/bNl907KOu20n2KFd7U+K8fTcvuLP566JmrTb2309jW2Mb/ffSTF1+dx1ff+aqM5zp2fluS19GkznWaAgZuYRM/OC4TPF18y2KWCTxnXr1mnx4sWaPXu2Jk2a5HJbfHy89u/f73afH3/80blO44UXXihJ+uWXX1yOMX6NUOPGjeug1QhkDofD5Q0SiL/6AAAIVAG5TuOOHTu0cOFC3XvvvW4Jo1Q6A/o///mP8vL+O4D/yJEj2rVrl/r37y+ptKIYGRmp9957z+W+O3fuVOvWrT1OtrEiT1XFitXHUNGtY4w6x7dyXqzM04xfZlYDAM4l4JJGwzC0aNEiJSUladCgQTp8+LDLpaCgQMOHD1dUVJTmzJmj1NRUpaamas6cOWrVqpWGDRsmSWrYsKGmTp2q119/XWvXrtX+/fv1wgsvaNu2bZo2bZqfX2VgYY1Ga2KpGHNIqgFYXcB1T+fk5Cg9PV2SdMUVV7jdPn36dM2YMcM53vG2226TzWZTr1699Le//U2RkZHOYydPnqz69evrlVde0dKlS9WmTRstWrRIN998s89eT7Aqv+B3qCx6/N0P2UEzEcZfOsRGK8XDFndwVz7pLv8eScnM5TwDEJICLmmMiYlRamqq1+Pi4uK0atUqr8eNHTtWY8eOrY2mhTRPk2JCjd1u58u8Ak+TYjpZvOseAOBZwHVPI3CEehIJAACqjqQRToE4ttHhcCghNloJsdE6deqUHA6HywU152lsYwCuDOFXbB0IAAHYPY3AkhAbpeSMw/5uhiSpe2KM23VpfHnXCvalBgB4Q6URLjxVGzvHt/R9Q+B3VBsBAOVRaUTQ2J2aHbQzt4MB1UbPiAkAlKLSCDeexzb6v+5kt9vdLqhbie2ZSV0R4xkBWBVJIwAndooBAFSGpBEe1aTaWHGGsy9nOfvzuQEACGWMaUSlqrvgtz/3dbb6ntK1ISUj122B7w6x0ZbslqXKCqC67HZ7yK3wQaURpjCT2hps/m5AgKq4dSAVbQBWQqUR51SdamNyhb2LHQ6HxzUW64I/nzvUWanaWJUkkKo2AKshaYRpCbFR59w9xp+zmplRXXtsCoQ58/5R9kPDqq8fADwhaYRXyRmH6ZaGJGtVGysmjBVfd/mqNhVtAFbAmEZUS3UmyCD4pGbmul1nhckhu1OzvR7DmqEArIakEVXkPjWCxBGhiiQQANyRNAI4Jysu+F1xySEAAEkjTKHa6Ctl63ulZeUFRNXLKuMYK2P11w8AEkkjQpzdblf6wTwZhhEQyVcoCfVqIwDAFUkjTEnOOOx2HdVGa6DaBgDWRtII0861RiOsJRSrjazNCACekTRaRF2PkaPaaA1WnBRjtsLK9oIAQhWLe6NaqrO9IGAF3Tq6LvKdRrc+gBBBpRG1hiTSGqxYbQQAUGlEDVBttK70rLyQTBS9bR1YFd/9kK169ZipDyD0UGlErSKJtK5QTCKrg+0FAYQqkkbUiKeZ1CSO1uCpCsdOKgAQukgaAUAkvADgDUkjaoxqo3V5qjaGyjqHLGYOAK5IGuFRZWvNVby+7DYW/AYAILQxexoeda6kq657YozbdZWtQ5cQG+WWTFZc7JiJAsHP00xqQ1KKf5oDAKgjVBpRa6pSbeyeGKPO8a2cF/hfZdVjM4K9K7emM7/tdrvSD+bJMAx+CAEIWVQa4VFyRq7z3w6Hw1lh3J2abepLMSE2SskZh2u9fag9dZW8d4pvVaNksq6r0udKjlMyckXqBwCuSBrhUWVf0N7WnvO24LfZpBPBw1M3dYfY6GonjhWHQtT2dnzlk+VQmbwDAHWJpBF1rnN8S+e/WfA48JSvKkuulWUAAMowphG1zvPYRmo5gariDiaRkZHVHp+XUiEBlUqrjdUZK7k7NVvJGbnOS20re9yKZ6at1p8JAEIDlUYAda6sK9hMF3NdV6Ure+za7gYHgFBBpRF1gmqjdXmq1PE/DwDBj0ojEMI8dQn7YkypTe6JYl10MddUTZfaAQArIWlEnfE0k7pzfEt2j/EhM4ux17WaLsHjC4HePgDwJ7qnUadIEK2rskkxAIDgRKURPudpe0HUDdbFBADUFiqNqHPsCOM/FZfT8XUC6am7N1CqjRXbQdc0AJwbSSP84ly7xiC0kIwBQGggaYSPsGQy/itQqo0AgKojaYTfUG20DqqNABD8SBrhQ+7VRhJH6/JntZHxjABgHkkjAJ8I5EkxAADvSBrhU55mUlNtRG1wOBxKiI1WQmy0x51wAAA1Q9IIwGcCodpIdRMAqoekET7naWFvqo3W4SlxdDgczksgtAcA4I4dYVDn7Ha7237HnvalhnV1im/FokwAEOCoNCJgkERaB9U9AAg+JI3wqqxSmJaVV6vb0LH/NMozVLpXdl1iqR0AqD6SRgQUqo01V1dJfm3zlLB1S4zxQ0sAAFVB0gi/otoIAEBwIGlEwKHaaB2eqo2GH9oBAPCOpBF+xxI81uarcYWMZwSAmiFpBBBwqDYCQOAhaURAoNpobbVd9Su/WLi/Fg0HgFDD4t4Aao2nhdyrq1N8q2onk90rzMKmcgkANUelEQHDU7Wxc3xL3zcEfuHLfakZzwgA5lFpREBhe0HUht2p2a5rVMa38l9jACBEBGylcdOmTRoyZIiSkpLUr18/PfDAAzp69Kjz9n379mnixIlKSkpSUlKSJk2apPT09Eofb//+/erRo4dGjx7ti+ajVtG5aBUpGblu11Wn2mi3210uAICaC8ik8eWXX9b8+fM1ZMgQbd68WQsWLNAnn3yiGTNmyDAM5eXlacyYMZKk9evXa82aNQoPD9fYsWN14sQJt8czDEMPPPCAiouLff1SUA3JGYf93QT4kc3EsVWZ7MJSOwBQOwIuaTQMQ6tXr9bQoUM1fvx4xcXFqW/fvrrjjjv09ddfKzU1VWvXrlVhYaGeeOIJJSYmqmvXrnrkkUd08uRJrVu3zu0x169fr8zMTF199dV+eEUwq7PHrkSqjVZWWbWxc3wr56Xi5BcAQO0KuKTRZrNpy5Ytuv/++12ub926tSSpoKBAn376qZKSktSsWTPn7c2aNVOPHj308ccfu9zvp59+0mOPPaZ58+YpMjKy7l8AaomZehNCjaf//bqaFAMAqJqASxolKSoqSk2aNHG5btu2bYqMjFTHjh2VmZmp2NhYt/vFxcUpIyPD5boHH3xQl112mQYOHFinbUbtSc7IVbKHsW3MpEZFZedKckaudqdmu91OogkAtScoZk9/8MEH2rBhg2bOnKkmTZqooKBAjRo1cjuucePGOnnypPPvt956Szt37tS7775b5eey2UovgaqsbYHcxpqKiCiduJB+8Lg6tItyua06r9sKMatt/opZ+edLzcxVYnvXoQodYqOVcfC/YxLLzpWK963sfZxxMK/OaticZ+YRM/OImXnErHJmYxLwSePWrVs1d+5cDR48WFOmTKny/Y4dO6bFixdrzpw5zq7tqmjfNspjQhpo2reN8ncTfMymoqIi2e1R1X4E68Ws5nwds/KTWeJjPD93ZddXvK+nWdOV3bc2cZ6ZR8zMI2bmETN3BQXmVpcI6KRxzZo1WrJkiUaMGKF58+bJ9mtKXFZtrOjkyZPOcY6LFi1Sp06ddNttt5l6zsyc44qMDNwtx2y20hM/M+e4DAvMDUnJdKjTr9WmjOzj1Vo+xWoxqw3+iln5xC8j+7jsB/MU365CF7PN5lJtrPS+drviKxyTkX28Flvr1izOM5OImXnEzDxiVrlTp9xzqXMJ2KRx3bp1Wrx4sWbPnq1Jkya53BYfH6/9+/e73efHH39Uhw4dJEnvvvuuwsLC1KVLF+ftJSUlMgxDF198sZYsWaKhQ4e6PYZhKChOqmBpZ02Vf401fc1WiVlt8nXMPP1/p2fluY1N9NSmivd1SzYruV9t4zwzj5iZR8zMI2buzMYjIJPGHTt2aOHChbr33ns1btw4t9uvvPJKPfPMM8rLy1N0dOkXw5EjR7Rr1y7NmTNHkvT222+73W/ZsmX6+eeftXTpUp1//vl1+hoA1J0OsdGm11tkfUYAqJmASxoNw9CiRYuUlJSkQYMG6fBh14WeIyMjNXz4cL322muaM2eO7r77bknS0qVL1apVKw0bNkyS1LFjR7fHbtq0qU6ePOnxNgQmu92uNL7sLc9TtbE6iSMAoPoCLmnMyclxbgd4xRVXuN0+ffp0zZgxwzne8bbbbpPNZlOvXr30t7/9jbUYAQAA6kDAJY0xMTFKTU31elxcXJxWrVpl6rEffvjh6jYLgJ+ZqTZ2qrCrEBVJAKi5gFzcGwAAAIGFpBFA0PBUMWTXFwDwDZJGAEHFW1czK2oAQN0gaQQQ9M5VbWQ8IwDUDpJGAEGnKpNfAAC1i6QRAAAAXpE0AghKnqqNjGcEgLoTcOs0ArAuszsAeVq7seLtAIDaQaURAAAAXpE0AghqVBMBwDdIGgGEJJJJAKhdJI0Agh4JIgDUPZJGAAAAeEXSCCAkpGTkyibJ9uu/AQC1i6QRAAAAXpE0AgAAwCuSRgAAAHhF0ggAAACvSBoBAADgFUkjAAAAvCJpBAAAgFckjQAAAPCKpBEAAABekTQCAADAK5JGAAAAeEXSCAAAAK9IGgEAAOAVSSMAAAC8ImkEAACAVySNAAAA8IqkEQAAAF6RNAIAAMArkkYAAAB4RdIIAAAAr0gaAQAA4BVJIwAAALwiaQQAAIBXJI0AAADwqp6/GwAAtcFutystK8/fzQCAkEWlEQAAAF6RNAIAAMArkkYAAAB4RdIIAAAAr0gaAQAA4BVJIwAAALwiaQQAAIBXJI0AAADwiqQRAAAAXpE0AgAAwCuSRgAAAHhF0ggAAACvSBoBAADgFUkjAAAAvCJpBAAAgFckjQAAAPCqnr8bEAgMw3D++9SpU35siXc2m1RQYNepUwUq12ycAzEzj5iZR8zMI2bmETPziFnlyuc8RhWCQ9Io16BdntTRjy0BAADwvVOnTqlx48bnPIbuaQAAAHhlM6pSjwxxJSUlOnLkiCQpMjJSNpvNzy0CAACoW4ZhOHtbzzvvPIWFnbuWSNIIAAAAr+ieBgAAgFckjQAAAPCKpBEAgBBXUlLi7yYgBJA0WgjDV4HAxfsTtS0/P1/z58+XJK8THFCqfHLNe9IdZ1EIKygo0LFjx3Tq1CkZhiGbzcavTdSJX375RTk5OcrKyvJ3U4LG0aNHlZ6err179+rs2bO8P1Gr8vPzdeutt2rjxo1as2aNJJIgb06dOqWZM2fqo48+kiTZbDZiVgGLe4eob7/9Vs8884wyMzPVpEkT9e3bV9OnT5fdbncmkHD3/fffa8OGDcrOzlZsbKz69++v3r17q1493iqV+frrr/XII4/owIED6tWrl+699161bt3a380KaN98840eeugh/fzzzyouLlbv3r31yCOPKCIiwt9NC1gHDhxQ48aN1bx5c383JeDl5+frd7/7nXr06KGLL75Y+/btkyQ+971455139K9//Us5OTk6e/as+vfv70wciV0pKo0haPfu3Zo0aZJiY2M1atQoNWnSRBs3btQLL7zAyX8O33zzjUaOHKmTJ0+qVatW+vTTT/XQQw/pL3/5i4qKivzdvIC0d+9eTZw4Ub1799bChQs1cuRIRUdHuxzDL3VXu3fv1oQJE9SrVy/95S9/0cCBA/X555/r9ddf93fTAlZGRoYGDBig2bNn69ixY/5uTkDLz8/XDTfcoJ49e2rFihW69tpr9e9//1tHjhzhvehFbGysGjRooPPOO0+rVq3S9u3bJVFxLI/ySYjJz8/XsmXLdNttt2nWrFmSpGHDhmnKlCl6//33NW3aND+3MDCdOHFCjzzyiEaPHq05c+ZIKo3lihUrtHnzZh07dkzLli2jEvSrsg/Qf/zjHxo0aJBmzpzpvC0rK0vHjx9XkyZNFBsbq/DwcJ09e1bh4eF+am3gKCgo0MqVKzVmzBjdddddkqRrrrlGX331lXJyclyOLSkpYRzar3Jzc9WsWTPt2rVLs2bN0pNPPknF0YP8/HwNGDBAl112mZ566ilJpQs2HzlyRLm5uTrvvPMoHJxD586ddf755yshIUGpqalasWKFbDabrrrqKmL2Kz6RQlBOTo4uvPBCSVJxcbEiIyM1duxY7d27VxkZGf5tXIByOBzKzc3VRRddJEkqKipS48aNNWvWLF166aX64IMPNHfuXCqOv7LZbLLZbDp48KCOHj3qvH7FihWaOHGihg8frhEjRmjy5MkqLCxUeHg44/VUmmzn5OSoffv2kqTTp0/LZrPpsssuU1xcnF5//XWtW7dOBQUFCgsLo7rxq507dyouLk4LFy5UcnKy5s6dS8WxgpKSEj399NO6/PLLnQmjJP3P//yPunTpojVr1jjHzsJd2Y+0yMhIdevWTbNnz1bz5s21fPlyffbZZ5JKh+IUFBT4uaX+RdIYYoqLi/Xjjz/q559/liTnWLyoqCi+hM6huLhYhw8fdsYtIiJCRUVFql+/vnr37q0uXbro8OHDWrlyJTFUafJTUlKi5s2bO7eg+vvf/64333xTEydO1KpVq3TDDTfo22+/1ejRo1VUVETVTKU/TtLS0pSbmytJatCggVJSUvTGG29oy5YtevbZZ/X000/r97//vQ4cOEC32K/OnDmjDh066LrrrtPdd9+t3bt3a86cOSSO5YSFhWnkyJF68sknndeVnTtJSUlKSUnR2bNnJbH8jidhYWFq0qSJkpKS9N5776lTp04aPXq0WrZsqeXLl+vWW2/VE088oeLiYku/J/kUDzFNmjTR+PHj1aVLF5frS0pKFBERocaNG0tyH2dm9Q+R6OhoXX311Vq9erXee+89SXJ2Rf/yyy+69NJLlZSUpC+++MKlsmZVNptNYWFhuvHGG/Xvf/9ba9euVUREhO68807dcsst6tOnj2bPnq1Zs2bpwIEDWrFihb+bHBCio6N1zz336Morr5QkFRYW6k9/+pNuvPFGPf300/rggw/06KOPSpLuvvtuFRcXUxmSdPPNN+uaa65RRESErr/+es2bN0/fffedS+Jo5S/yMmU9TGXJYdm5c9tttykrK0srV66UxPI7kvt3Xtn506ZNG6WkpEiSrrzySv3pT3/STz/9pL179+raa69Vs2bNLP1jjjGNQS4rK0uHDh1Sbm6uevfurejoaN19992S5DJ25ezZsyouLlZJSYnLWKnFixdr7ty5lhurVzFuzZs317hx45SRkaEFCxbo559/Vvfu3bV3714tW7ZMb7zxhjp37qzLL79cH3/8sW666SZ/vwSfKzufiouLVa9ePZWUlKhjx44aO3asli1bJrvdrnvuuUdSaeW2fv36GjFihP7xj39o9+7dlhyj9+OPPyo5OVnZ2dnq27evLrjgAo0bN05S6XuyYcOGevnllxUTE+OMT9++fTVw4EBt2LBBhw4dUmxsrH9fhI9lZGTo66+/1oEDB3TllVcqISFBcXFxiouLkyQ1atRIAwYMkFT6+TVnzhw99thjatGihSTp2Wef1aRJk2S32/32GnyloKBATz31lA4fPiyHw6Hrr79effr0UYsWLZzjiA3DUIsWLfSHP/xB27dv1zXXXKNu3br5u+l+c+bMGUlS/fr1PY617tevn9avX6+ffvpJ559/vl577TWdPn1aXbt21T//+U+1a9dO1157rWV/zJE0BrGvvvpKc+fOVcOGDfXTTz+pYcOGGjp0qG677TZdcMEFLkljUVGRIiIiFBER4fzivv3227Vz507nF71VVIxbgwYNdNNNN2ny5Ml69NFHtWzZMj300ENq1KiRioqKtGjRIl188cWSSn/Jl33oWMmuXbu0atUqPfHEE4qMjHQmjmFhYRo6dKhycnK0fft2ZWZmSpLzy8pms6lr167OJT+s5Ouvv3aeZ/v379df//pXTZ06VSNHjlTDhg0VFhamkpISxcTESCqt/jgcDtntdrVr107t2rVz9gxYxc6dOzVjxgy1aNFC+/fv19q1a/WnP/1JY8eOlfTfyllkZKQGDBggwzC0ZMkS3XPPPXr00Ud13333KS0tTVOmTPHny/CJ/Px8DR06VG3atFFiYqK+/fZbPfzww+rQoYMWLVqkCy+80JkUlVVoN27cqHfffVcdO3ZU/fr1/f0SfO7MmTMaMGCAGjZsqDfffFMNGzZ0xqjs3GratKlOnz6tnJwcPffcc/rkk0+0fv16HT16VI8//rjWrFmj3r17q1GjRn5+NX5iICjt27fPuPTSS40XX3zR2L9/v5GXl2fcd999Rp8+fYxbb73VSE1NNQzDMIqLiw3DMIx33nnHSEpKct5/4sSJxnXXXWcUFRW5HBfqKotbr169jNtuu83IyspyHvftt986/zYMwzhz5owxbNgw45133vFX832upKTEKCoqMoYPH24kJiYaf/zjH42CggLDMAznuWMYhrFz505j/PjxRmJiorFy5Urj5MmTRnFxsXHmzBnj1ltvNebPn++vl+AXaWlpRp8+fYyXX37ZOHTokPHLL78Yt99+u3HppZca+/btMwyjNLZl8vLynP8+c+aMMX78eOPuu+92OSbUpaamGr179zZWr15tHD582Dhz5owxZcoUY8CAAZXG4eTJk8b/+3//z7jsssuMTp06Gddff73zvDx79qwvm+9TZ8+eNe6++25j0qRJLte/+OKLxoABA4w+ffoYaWlphmEYhsPhcMZv1apVRteuXY21a9f6vM2B4McffzQuv/xyo1u3bsaNN95onDp1yjCM/37/lZ0zM2bMMHr06GH079/f+O6775z3/+qrr4ycnBzfNzyAWKuvKITs3LlTF110kUaPHq22bdsqKipKS5Ys0cSJE3Xs2DHNnj1b+/btc5beo6OjZbfbdeDAAU2cOFEHDhzQ22+/LbvdruLiYsssh1JZ3CZPnqzDhw9r2rRpSk1NVUJCgrp376769evro48+0tatWzV16lSdOXNG1113nb9fhs+U/fo+fPiwevXqpZSUFE2ZMkWnTp2S3W53zib/zW9+ozlz5mjYsGFavny5hg8frlGjRmncuHEqKChwbmVmWGQc0M6dO3XhhRfq1ltv1XnnnaemTZtq8eLFCg8P19atW12OPXjwoBYtWqSFCxdq2bJlmjhxonJzc7V48WJLjZ365JNP9Jvf/Ebjxo1Ts2bNFBERoaFDh6pBgwY6e/asSkpKnLEoG2bTuHFjXX311WratKl69Ojh8pkWykMhbDabcwiNJOf7cMKECZo5c6aaNGmiMWPGKDMz0zmURCpdfq1Pnz5asWKF8vPz/dZ+f9mzZ4/CwsI0e/ZsHTp0SCNHjnSu7nD27FnnOXPRRRepUaNGWrFihbp27eo87y655BK1adPGny/B70L3XRXi9u/fr4MHDyoiIkL16tVzfmiMGzdOEydO1JkzZ7Ro0SLn2m/t2rWTw+HQLbfcoqysLG3ZssX54Wql3U7OFbfJkyfr9OnTWrx4sbKzsyVJ2dnZuvvuu7Vs2TJJ0saNG50fMFZRFq+FCxfqj3/8o/bt2+dMHMtmmUula5zdd999Wrdunf7nf/5HHTt21FVXXaU333zTea5ZZRxQenq69u/fr4YNG6pevXoyDEMNGzZUVFSU8vLyJP03ITcMQ5GRkXrnnXf01VdfqV27dnrzzTdVr149S8UsJSVF+/fvV1hYmPMz6fTp02rSpIlmzZqlm2++2bnzUFhYmHM1iKlTp8put2vNmjXOmFnhM+3o0aPOJdQiIiJUXFwsSRo4cKDuvPNONW7cWPfff7+OHDniLApERUXp7rvv1ptvvmm5oQ9S6RjQuLg4DR8+XDNnzlR2drZL4uhwOCRJM2bM0ObNm53DkqzyHqwKksYgdfnll+vUqVN66623JLl+aAwbNkzDhg3Tvn379M4776i4uFjR0dFKSkpSYmKiZRNGqepxe/fddyVJ3bp10+uvv65XXnlFL774ouUqs1Lp4sAtWrSQ3W7XmDFjNGbMmEoTx4YNGyopKUkPPvigFixYoMmTJ6tevXo6e/aspc61uLg4hYWF6eDBg84qT8OGDRUdHe2s8JRdHxsbq0WLFmnbtm165ZVXtGTJEkslP2UuvPBCNWzYUPn5+bLZbEpPT9e9996rpk2bKj4+XhdddJHeeustPfTQQzpy5Igk6YsvvlBBQYHLD5NQj5nx61jhwYMH68svv9Q777wjSc5zRpKuv/56DR8+XFlZWc59lMtui4+P1/nnn++fxvvZddddp0GDBikiIkJDhgzR7NmzXRJHu93uHLPesmVLSaws4sZ/PeOoiaysLGPgwIHGyJEjXcZcOBwO579nzJjhMh7ou+++c47dKH+clVQnbuWF8jipczl8+LDz36dPnzZWrlxpXHbZZcaoUaOcYxzLHD161NfNCzgHDhxwjisub/jw4caDDz5oGIbrOffTTz+5HGelsYxl9u/fbxw4cMAwjNLYbNmyxXjmmWdcxs4+/fTTRpcuXYwdO3YYhmEYhYWFzlhZ7TMtJSXFuP76641bb73V+PLLL53Xl4/DiBEjjAkTJvijeQGn7LO7pKTEec6cPn3a+Pvf/25ceumlxo033ujyWbZlyxbj559/9ktbAxmVxiBkGIbatWun+fPn6+uvv9Zzzz2nH374QZJculz/+Mc/Kjc3V3v37pUkde3a1bkzR6j/GvfEbNxSUlLcxpOF8jipcylbzqSkpET169fXhAkTXCqOZbG788479dprr/mzqX5nGIZiY2PVsWNHl+uKiop0/PhxNWvWTNJ/F96fOnWqli9f7vIYVusOMwxDF1xwgWJjY2UYhurVq6drr71Wd9xxh+x2u3M4yPjx41VSUqIDBw5IKl0cvWzcp9U+0xITE3Xffffp+++/1zPPPKOdO3dKcv0su+SSS5xdrlZX9tldtptV2WdZ+YrjqFGjJEnPPfecHnzwQUuulOGNtd5lIaLsQ7JXr1567LHHdM8996ikpERTpkxRjx49nGsunj17Vm3btlV0dLTL/a2a+JiNW9kirvhvElO2TEz9+vU1fvx4GYahtWvXavLkyQoLC1NmZqYef/xxP7fWvzydM2XXlR/aYBiGpkyZoszMTOdwCKsqH7Oyf5dfO7YsZocOHVJcXJzb2pVWfJ8ahqG+fftq2bJlmjlzpp544gmNGTNGAwcOdMbu559/VuvWrZ2TPKwYp8qUjYmtX7++Bg8eLElavny5evTo4fxcs9oaqVVB0hgEPC2KXPbmv+GGGxQWFubci3XIkCG6+eabdfToUb300ktq1aqVZcevEDfzqrIAd1ni2KBBA91+++0KDw/XsmXL1L17d/3rX/+yzNiyMlVdtDwiIkLNmjVzLjo9YcIEZWdn69133yVmlcjKylJBQYE6deqk3NxcPfXUU2rZsqUuvfRSH7Qy8BmGoWuuuUYrV67UkiVL9PDDD+vTTz/VxRdfrH379umf//ynNmzYYKkx2GaUVRwbNmyoYcOGaevWrdqzZ4/Wrl2riy66yN/NC0g2o2L/GwKK8eug56KiIuXl5al169Yui3aX2blzpx5//HGlp6erpKRE559/vho0aKD169fLbrdbbjcO4mZeVWNW0YQJE3Ts2DFt3LjRchM4zMZs9OjRio6OVlhYmJKTky05Ka2qMSsoKNDDDz+sf/zjH2ratKmaNm0qSdqwYYOzyzrUkyFvnz9lX982m00pKSl6//339fbbb6tRo0Zq3ry55syZo06dOvmquQGhup/Zy5Yt0yuvvKL169dbLmZmkDQGgbNnz+rWW29Vz5499cADD7jdXvYmOXr0qI4dO6a9e/eqdevW+u1vf6vw8HBLfSGVR9zM8xaziubOnasvv/xS77//vuWSnzJViVlZUvTss89q+fLluvjii/X3v/+dmHk5z/bs2aMvvvhCJ06cUGxsrG688UbLvDfLJ8V79uzReeedp8aNG3vdiaSkpMS5rqXVdn2pbsz27NmjWbNm6bHHHnOufQnPQvtdFyLCw8P1m9/8Rh999JEyMzPVvn17l9vLflW1aNFCLVq0cCmrW22pk/KIm3neYlbeyZMn1bNnTy1dutRyFcbyqhKzsiraVVddpeTkZD311FPEzEvMDMNQly5d1KVLF5frrfDeNAzDmfzcd9992rFjh86cOaOhQ4dq+PDhuuCCCzzer+yHsFV6R8qrbsyk0mWv1q9f7zb+H+6sd2YFqb59++rkyZNKS0uTVPW1o0K9+8Yb4mZeVWPWpEkTjRw50pLrMFZUlZiVlJTo4osv1ooVKyydMJbxFrPyi5+XF+rvzZKSEudrv//++7V7925Nnz5dvXr10quvvqqnn37auah3RVZMFqWaxUwq3W+ahLFqrHmGBbCKO42UfWD26dNHvXv31rJly1RYWGjZD4fKEDfzajNmof5FXqYmMat4nVUSxpqeZ1ab8VsWhzNnzqhZs2Zavny5br75Zj355JOaPHmytm3bppUrVyo9Pd3PLQ0cxMx3+AYNMOHh4Tp16pTuv/9+fffdd84txyRp1KhRatCggT7//HNJrFRfHnEzj5iZR8zMI2bmLVmyRL1799Z3333n8oNs5syZGjdunN5//309++yz56yeWQ0x8w2SxgBS9gv83Xff1QcffKBx48Zp1qxZeuedd1RUVKTu3bvr/PPP1+bNmyVZtyuiIuJmHjEzj5iZR8yqpmI19re//a3i4uK0Z88eHTx40OWYmTNnavz48froo4/0yCOP6Mcff/R1cwMCMfOTuthmBuaUbe1XpmyLo1dffdW44447jMTERGPEiBHG2rVrjT179hj9+vUzPvvsM380NaAQN/OImXnEzDxiVj3/93//Zxw8eNAwDMP48MMPjWuvvda4/vrrjczMTMMwXOO6dOlS44orrnDbgtJqiJlvseSOn5UNhi8sLNRbb72lwsJCtW7dWgMHDpRUOkYjOTlZGzZscHbhnD59WmPGjNG0adMstY5gecTNPGJmHjEzj5hVz8cff6zJkyfrlltu0R133KHzzz9fH330kRYsWKDIyEg988wzuvDCC12WlTl27JiaN2/u55b7DzHzPZJGPyo7kfPz8zV8+HA1bNhQhw4dkmEYGjp0qObMmeM8tqioSGfOnNFLL72kf//738rMzNSmTZsUExPjx1fgH8TNPGJmHjEzj5jVzOrVq/X444/rD3/4g6ZPn+6WBK1cuVJxcXGWWNi8qoiZj/mtxmlhZV01hmEYhYWFxg033GBMnz7dMAzDyM7ONq655hojMTHRePjhh53HFRUVOf+dnJxsDB482Pj000991+gAQNzMI2bmETPziFnVlZSUuHXfOxwO579feOEFIzEx0Zg3b55x6NAhwzD+2+16xRVXGPv37/dpewMBMQsc1usD8KNffvnFuZ5U2SzBbdu2qaSkRCtWrJAkPfHEEwoLC9OAAQP02muvadmyZZLk3NJOkjp16qTCwkJ9+eWXfnkdvkbczCNm5hEz84hZ1RUXF0sqXUKorOL11FNPKTMz07nWqSRNnDhRc+fO1aZNm7Ry5UodOnRIV155pe6++25FR0dbagkiYhZ4rLFQWAD47rvvtHjxYg0bNkxDhgxxvgHS09OdS1IsXbpUP/zwg9avX6/8/HwlJyfrueeeU1ZWliRpxIgR6tmzp8LDw3X++efr/PPP9+dL8gniZh4xM4+YmUfMqi4/P1833XSThg4dqmnTpkmSduzYoVdeeUXvv/++nnvuOcXGxjq7UCdMmKATJ07o+eefV8OGDTV69Ghdc8016t27tyIjI/38anyDmAUof5c6raCwsNAYP368kZiYaEyaNMnYvHmzs9T+zTffGMnJycY333xjDBw40Pjiiy+c93vllVeMiRMnGgMGDDAGDhzoLMdv3brVSExMNDIyMvzyenyFuJlHzMwjZuYRs6o7efKk0b9/f6Nnz55GYmKi8fzzzztvW7t2rXHNNdcYAwcOdHahlsXkhx9+MK644gojMTHRWLRokVv3bCgjZoGLSqMPNGjQQEOGDNFnn32mlJQUFRYWymaz6Xe/+52SkpIkSRs3blR2draaNWvmvF9WVpZ69+6tRx99VM2aNVNYWJiKi4t18cUX67333lNsbKy/XpJPEDfziJl5xMw8YlY1JSUlevDBB3XJJZdo2rRpeu655/TEE0/o7Nmzuv322zVixAhJ0osvvqjbb79df/3rXxUXFyepNMY33XST4uPj1aVLF8tM4iBmgY2ksY4ZhiGbzaZrrrlGQ4cOVXh4uH744Qe99NJLCgsL0+9+9zuFhYWpUaNGOnPmjNLT0xUfHy+73a4jR47o8ssvd+6JWba/77k2Xg8VxM08YmYeMTOPmFVdWFiY7rrrLrVr105S6dg7wzCc4zrLJ0GrV6/W5MmT9eyzz6pt27Z68803tXv3bs2YMcMyW05KxCzQEdU6VjYANzIyUi1atNDu3bv15JNP6sEHH9SqVaskSddff72uueYaXX/99Zo9e7Yuu+wyHTt2TGFhYbrqqqucj2WlX03EzTxiZh4xM4+YmVOW/EhShw4dNHnyZElyS4LCwsL00ksvadCgQUpISFBubq5effVVSyY/xCxwsU5jHShb3LZskdqygbqFhYUaMGCARo8erbFjx2rChAnKz8/XpEmTNGjQIOXl5WndunXavXu32rRpo3nz5jlniFnhw5W4mUfMzCNm5hGz2pWRkaHnn39emzdv1qxZs5xJ0ZdffqmvvvpKv/zyi4YPH6727dv7uaWBg5gFCL+NpgxRe/fuNR566CEjOTnZ5fqyNclWrFhh3HTTTUZBQYFx7Ngx47bbbjN+//vfG++8845z0G5hYaHzfuXXogplxM08YmYeMTOPmNWN9PR045577jESExONN9980+W2s2fP+qdRAY6Y+R9JYy3Kyckx+vTpYyQmJhrdu3c3HnroIbcT+/vvvze6d+9urFmzxjAMwzh69KgxYsQI48YbbzQ2bNjgcuKXXzA3lBE384iZecTMPGJWt9LS0oxRo0YZM2bMMAoLC51JNnGqHDHzLxb3rkX169fXVVddpW7duik2NlaZmZlavny5Ro0apTfffFO//PKLunTpojFjxui1115TWlqamjdvrpUrV6qwsFDffPONy56rVlmQlLiZR8zMI2bmEbO6UbaoeYcOHdS5c2fl5OTIbrc7u+yJkztiFhgY01jLjhw5omeffVb79u1Tu3btdPPNN+vZZ59VamqqIiIiNG3aNOXn52vr1q0aPXq0brjhBkmlC5k2bNjQsuN8iJt5xMw8YmYeMat9ubm5atWqlSRpwYIFOnLkiB5//HHVr1/fzy0LXMQsMJA01oHc3FytWrVKX375pYYOHaoJEyZo586dWrdunT799FN16NBB33zzjS655BL97W9/c/klbuUB4sTNPGJmHjEzj5jVni+//FLTpk1Tly5dVL9+ff3nP//RmjVr1KlTJ383LWARs8DBvPQ60KpVK91+++2y2WzauHGjCgsLNX36dF1yySV6//339f333ysrK0s7d+7Uli1b9Pvf/955Xyt/uBI384iZecTMPGJWe9q0aaMhQ4YoOztb7dq10z333KMOHTr4u1kBjZgFDiqNdejw4cNatWqVduzYof79+2v27NmSSsdmHDx4UG+99ZamTp3Kh2oFxM08YmYeMTOPmNWes2fPymazuVRlcW7EzP9IGutY2YfsF198oauvvlp33XWX2zF037gjbuYRM/OImXnEDLAuuqfrWMuWLTVlyhRJ0vbt21VQUKAHHnjA5Rg+XN0RN/OImXnEzDxiBlgXSaMPtGzZUrfffrtOnjypX375xbl3K86NuJlHzMwjZuYRM8Ca6J72oePHj6tp06YKCwvjQ9YE4mYeMTOPmJlHzABrIWn0g7L9W2EOcTOPmJlHzMwjZoA1kDQCAADAK34aAgAAwCuSRgAAAHhF0ggAAACvSBoBAADgFUkjAAAAvCJpBAAAgFckjQAAAPCKpBEAAABekTQCAADAq/8PSJrnv4+V4NsAAAAASUVORK5CYII=\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "seq_of_points=[('2016-05-02',207),('2016-05-06',204),\n", + " ('2016-05-10',208.5),('2016-05-19',203.5),('2016-05-25',209.5),\n", + " ('2016-06-08',212),('2016-06-16',207.5)]\n", + "\n", + "seq_of_seq_of_points=[\n", + " [('2016-05-02',207),('2016-05-06',204)],\n", + " [('2016-05-10',208.5),('2016-05-19',203.5),('2016-05-25',209.5)],\n", + " [('2016-06-08',212),('2016-06-16',207.5)]\n", + " ]\n", + "\n", + "seq_of_seq_repeat_point_in_between=[\n", + " [('2016-05-02',207),('2016-05-06',204)],\n", + " [('2016-05-06',204),('2016-05-10',208.5),('2016-05-19',203.5),('2016-05-25',209.5)],\n", + " [('2016-05-25',209.5),('2016-06-08',212),('2016-06-16',207.5)]\n", + " ]\n", + "\n", + "mpf.plot(df,alines=dict(alines=seq_of_points ,colors=['b','r','c','k','g']))\n", + "mpf.plot(df,alines=dict(alines=seq_of_seq_of_points ,colors=['b','r','c','k','g']))\n", + "mpf.plot(df,alines=dict(alines=seq_of_seq_repeat_point_in_between,colors=['b','r','c','k','g']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "**As we saw above, any lines (`hlines`,`vlines`,`alines`,`tlines`) may be made thicker and/or transparent:**" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,\n", + " type='candle',\n", + " alines=dict(alines=seq_of_seq_repeat_point_in_between,\n", + " colors=['b','r','c'],\n", + " linewidths=40,\n", + " alpha=0.35),\n", + " figscale=1.25\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## tlines (trend lines)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "---\n", + "\n", + "### Use `tlines` to specify _only_ 'dates' or 'times' and mplfinance will
    determine and draw a \"trend line\" between those two dates (or times).**\n", + "\n", + "---\n", + "\n", + "**When `tlines` is a dict, you may also specify:**\n", + "\n", + "\n", + "- **`tline_use` to indicate whether to use the 'open','high','low', or 'close', _or an average of any combination of ohlc_ for determining the trend line.**\n", + "\n", + "\n", + "- **`tline_method` to indicate whether to simply draw the trend line from point-to-point (the default method) or to use a \"linear least squares fit\" to determine the trend line.**\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "\n", + "**As an example, using the same _dates_ from the above arbitrary lines example, we can ask mplfinance to display trend lines:**" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['2016-05-02',\n", + " '2016-05-06',\n", + " '2016-05-10',\n", + " '2016-05-19',\n", + " '2016-05-25',\n", + " '2016-06-08',\n", + " '2016-06-16']" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# grab the dates from the sequence of date,price points:\n", + "dates = [d for d,p in seq_of_points]\n", + "dates" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('2016-05-02', '2016-05-06'),\n", + " ('2016-05-06', '2016-05-10'),\n", + " ('2016-05-10', '2016-05-19'),\n", + " ('2016-05-19', '2016-05-25'),\n", + " ('2016-05-25', '2016-06-08'),\n", + " ('2016-06-08', '2016-06-16')]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# now generate a sequence of date pairs:\n", + "datepairs = [(d1,d2) for d1,d2 in zip(dates,dates[1:])]\n", + "datepairs" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,tlines=datepairs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "\n", + "**Using the same _date pairs_ as above, we can display trend lines using the 'high', the 'low', or the average of the 'open' and 'close':**" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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J5gNj2W01+91ZlccG8rWr2u6qCob9zJOy7f3uR9flmbxti5mab5/czW0/77l8p44s6hd0NfMHszWxZGgsb/v27Vq/fr2mTJmiunXrVugxeXl5ql27ttv1derUkSTl5uZ6fFyLJrEeH2c1LZrEBroJQYeamUfNzLNqzZo/uvmitx1Z5Hmajzdl56O1jIs1tRxN2ce2aGLusb58bX8+1pesup9dTNm6JTS/slprfmRRP4/7e7DVzB/y883tv5YPjVu2bNGMGTM0YMAAJSUlVfvrpWWdUUyMdU86b7OV7PhpWWf0n2OC4AU1M4+amWfVmlWkdzE180ylnrvsj3lq5plKB4G0rDOKiqp8aKzKa/vzsb5g1f3Mm0DXvPmjm/Xxg92Cqmb+cPZsvqn7Wzo0Jicna8GCBRo6dKhmzZp1ySOly6tbt64yMzPdri/tYaxXr57HxxmGgmKnCpZ2Wgk1M4+amWelmnmbv1jVdpZ9vNntrspjA/naVW23r1hpP6sIf9fc05lieizjFIPlmd2HLHf0dKm1a9dq/vz5mjp1qmbPnq2ICHNNbdmypY4fP+52OP+RI0dkt9t19dVX+7K5AGApHPACwNcsGRp37dqluXPn6tFHH9X48eMr9Ry33nqrzp8/r88//9zl+m3btul///d/ORUUgJDUa8XOiwbGbZO6WTIwll+3z1dr9yG8sQSP71lueNowDM2bN0+JiYnq16+fTpw44XJ7TEyMIiMjncPMZ8+elSSdPHlS0dHRstvtio2NVadOndSjRw/NmTNHCxcuVJMmTfTmm2/q8OHDWrBggd+3CwCqW7D2LnZo474axqGMnAC0BKHG0zB1rxUMU1eW5UJjVlaWDh8+LEm6+eab3W6fNGmS4uLi9Nhjj7lc37NnT0lS586dlZycLElasmSJnn76aU2ZMkV5eXlq27atVq9erXbt2lXzVgCA/wRrWPSnsr2X9GQClWO50BgXF6eUlBSv97vrrru83qd27dqaM2eO5syZ44umAUBQCZbA+N2PmaaPnjbLl2ceQXDxtHYjvY2VY7nQCACouEvNXwwWdru92kMjgKqz5IEwAIDKserBLoG2PzXbedmb4r4cG0KbpwXsOSjGPEIjAASp8j96W5M6B6gl1me3210uCD+eTpVJcDSH0AgAYcrhcKh1swZq3awBB4cA8IrQCAAAwgJrN1YNoREAglD5H7r0xf0D1BIguBAcK4/QCAAAAK8IjQAAIKzQ21g5rNMIAEEmUD9u5Q+W4eAZILzQ0wgAQc5f8xnbtmzocumY4H7OaCBY0NtoHqERAACEJYKjOQxPA0AQqeoPWtkhZbPDy/tTs92ei95GIHzQ0wgAQczsWWCqMrxc/qwqMTExOpSRo0MZOZxlBUGL3saKIzQCAICwxvnaK4bhaQAIEr7o/Sg7xMzwMvzFbrfrUEZOhe9flWkUvtJrxU7CZDn0NAJAkKrMD1r5IeZSDofD7QIESiCO0meY2jt6GgEAHn+YzfQMAaGqdbMGkkp66cN97i49jQAQBCrS40FPIULF/tRs52VvSqbfXtdTb2P8zE1+e32ro6cRAIKQpx+38r2FZnoK96Zkhn0vCqwjkPvitknd3P5IIziWIDQCANzmOAJAeQxPA0CI2JuS6TKsB6ByPPXk91m1OwAtsRZCIwBYXPmhsosdNX2xI6PhqnT5FxYlx6Ww3I47QiMAAEAFhPsSPIRGAIDf2e12HT6WI8MwKtTbxzqSCARPp+kM5+DIgTAAYGHh/ANVVtuWDQPdBCDs0dMIAEGEeVaAf6Uv7u92Xbj+MUdoBABYXtmjwv294DNAcCzB8DQAWFQ4/ihdDEc5A4FHTyMABAmGpoHA4aAYQiMAAECFhPsfboRGALCgcOvBAIJVOH1WCY0AEASqo4eDM6MA5nn6LIZLcCQ0AgAAwCtCIwBYTLj0WgDBKlx7GwmNAGBx4T753hOG1hFo4RgcWacRAIAKKg2rQDiipxEAAKASwq23kdAIABZS/geHoWnA2sLpM0poBAAA8KFQ7W0kNAIAAFRBuAxTExoBwCIqMjTtcDjcLgA8czgcatW0gWw2G58VHyA0AkAQaduyoculY0JcoJsEQOHR20hoBAAA8IFQD46s0wgAFlDRH5b9qdku/3Y4HPQ2AvALehoBwIIutoyH3W53uwCwjlDubSQ0AgAA+FCort1IaASAAAuVXggAnm1N6hzoJvgEcxqBauJwONS2ZUNJJfPQGEZERYVqLwUQTrYmdXb+Bigp+9J3DhL0NAJeOBwO9Vqxk7XxACDA+B4OLHoagYsoP2TYZ9VupS/u7/z3oYwcfzcJIYihaaDiyq8UwPewf9HTCAAWwtA0AKuipxHw4GK9P/EzN4XMhGYACDZ7UzKDcn64p6H0YNwOQiNgUp9Vu+kNAoAACNa1ST0twB+MQ+sMTwOVwDw0+EL5/Yg/RgBYGT2NAADAsux2e1D2ypUVrMPq5dHTCJRTvvcnfXF/j/MY6W0EAFREqJz+k9AIVFAon08U/sfQNIBgQ2gEAACAV4RGoAxvPYf0NqK6tG7WgDNcALA0QmMQav7o5kA3IWyUPQNMKYIjqor9BUAwIjQGkV4rdqrn8pIfm9L/wjoIAqgsT3+cAIDVVDk0btmyRRMnTlSPHj10/fXXO69/6qmndPr06ao+PS6BkOJbZurJQQsAgHBT6dBYWFioCRMmaOrUqfr44491/PhxnT9/XpJ09uxZvfnmmxo+fLjOnDlTqeffsGGDBg4cqMTERPXo0UNPPPGETp065bz94MGDGjdunBITE5WYmKjx48fr8OHDLs+RlZWladOm6ZZbblH79u11xx13aM2aNTIMo7KbjTDi7XSBDFOjMthHAASrSofGl156SZ9++qkMw1DLli0VFfXfdcLz8vIUGRmptLQ0vfLKK6af+7XXXtPs2bM1cOBAbdy4UXPmzNFnn32myZMnyzAM5eTkaOTIkZKkdevWKTk5WZGRkRo1apR++eUXSSXBdfTo0UpPT9fSpUv1wQcfaPTo0Xrqqaf02muvVXazA4q1Aq2H4Iiq4lzmAIJFpUPj+++/L5vNpsWLF2vz5s2qU6eO87aGDRvq1VdflWEY+vDDD009r2EYWr16tQYNGqQxY8YoPj5e3bt31wMPPKCvvvpKKSkpWrNmjQoKCrRkyRIlJCSoffv2Wrx4sXJzc7V27VpJ0p49e5Senq6ZM2cqMTFRV199tYYMGaJu3bpp48aNld3sgPM094mQYj28JwBgLQ6Hw+1SmfuEs0qfRjArK0s1atTQwIEDPd5+4403qlatWvrpp59MPa/NZtOmTZsUGRnpcn2jRo0kSfn5+dqxY4cSExNVv3595+3169dXp06d9OmnnyopKcl5fUSEay6Ojo421R6EB08LLVf0y2LbpG6ERFQI+wlQ/cp+d5f9/w5t4tzuW/70hG1bNqy+hoWASvc0xsTE6Pz58y7zDMs6cOCACgoKVKNGDdPPHRsbq7p167pct23bNsXExKhNmzZKS0tTs2bN3B4XHx+v1NRUSdJNN92kFi1aaPny5c4Dcj7//HPt3LlTQ4YMuehr22zWvkgX720MdNusfPH23l5sP6jofrF9svswdZ9Vu4Nmv6pMzbiYr1l52yd3c7m+Kq8brO9XsLabmln30rZlQ+elY4J7UPT0XV+2thW9b0XfK6u/X2ZUuqfx+uuv16effqoJEyZo1KhRKioqkiR98sknSklJUXJysmw2mzp06FDZl3Davn271q9frylTpqhu3brKz89X7dq13e5Xp04d5ebmSirpUXzjjTd0//33q2vXroqKitKFCxc0ZcqUS4bGFk1iPT63FZT9iyl9cX/Fz9zkcnvP5Tt1ZFE/fzcraLRoElvh+7aMi3Wpd8u4WK/nCj2yqJ/bGprxMzcpfXH/Cj3eiszUDCWqez8rr6qPtwL2M/OomXn5+flun4/y/y4sLHT5t8PhcGYCs5+vYPhs5ueba1OlQ+O4ceP02Wefad++fZo5c6bz+vvuu09SydzEiIgIjR07trIvIalkSZ8ZM2ZowIABLsPO3pw7d06TJk2SJK1atUpXXHGFdu3apeXLl6tevXoXDY5pWWcUE2PNOQwVGS5NzTxT/Q0JMjZbyRdsWtYZeTpw3tOal6mZZ1zqnZp5pkof+Ko+3t+81QzuArWf+XI/9Tf2M/OomXcH0rKd/+9wOJzD0sdO5Csqyn+fr2D4bJ49m2/q/pUOjb/+9a+1cOFCzZkzR2fPnnW7vVatWnriiSfUpUuXyr6EkpOTtWDBAg0dOlSzZs2S7T/9qKW9jeXl5uY65zlu2LBBe/fu1f/93/+pcePGkqR27dopOztbTz/9tH7/+9+7HPFdyjBk2Q9i2XZ992OmoqLsLkOgUskPE2sIelbR93bbpG5u963IYx0Oh7YmdXZ7T+JnbrL0fnUpwdruQKru/czT61Xl8VYQrO0OJGp2cWWDYSA/X8Hw2TTbpkqHRkkaOHCgevTooQ8//FA//vij8vPzVadOHSUkJKhnz54uB6qYtXbtWs2fP1/Tpk3T+PHjXW5r2bKl0tPT3R5z5MgRtWrVSpJ0+PBh1a1b1xkYS7Vo0UJnz57ViRMn3G4LJna7XVFRdo8HYfRaQXAMhLITqMtPHeizajfvCbzyNJpgxd4JAOGpSqFRkurVq6ff/e53vmiL065duzR37lw9+uijGj16tNvtt9xyi1asWKGcnBw1aNBAknTy5El98803mj59uiSpSZMmys3N1U8//eQ88loqCZN2u11XXnmlT9tsNQTHiqmuo1k9zTnlPYE3nibtlz+6EwACpUqnESwoKNDSpUv1wgsvuFw/btw4zZ8/37nQthmGYWjevHlKTExUv379dOLECZdLfn6+hgwZotjYWE2fPl0pKSlKSUnR9OnT1bBhQw0ePFiSNGjQINWrV09Tp07Vv/71Lx09elQbNmzQhg0bdNddd3kcmg5WBBHfqUot96dmu1yAUp6WdPIVu92uQxk5OpSRQ68kgGpV6dCYn5+vYcOGadWqVTp+/LjLbSdPntSbb76pYcOGeZzveClZWVk6fPiwvvrqK918881ul1dffVV169ZVcnKyoqKidO+992rIkCGqXbu2/vrXvyomJkaSdOWVV+qNN95QTEyMxo8fr759++rFF1/UmDFjNHv27MputmVxZpLAs9vtLhfO4AOz9qZk8scHAMuqdHfba6+9pn379kkqOeilrEaNGunAgQM6dOiQXn75ZT300EMVft64uDilpKR4vV98fLxWrVp1yftcd911evnllyv82sGO+Y3m+CPAMUwNM0r/4AAAK6p0T+Pf//532Ww2zZ49W48//rjLbatWrdIf//hHGYahrVu3VrmRgD/4M8jR4xg+eK+B0FCR0wuG+ikIKx0ajx07pho1amjYsGEebx86dKiio6OVlZVV6cbBPIaprcfTGXwQvuhlBoJTx4Q4l7PNeGLmbDTBqNKhMTo6WufPn1dmZqbH29PS0lRYWFip0wiiagiO1sP8RgBAsKv0nMYOHTpox44dGjNmjMaNG6d27dqpTp06+vnnn7V3716tXr1aNptN7dq182V7AZ+ozqNZL4Y5p+GHPwyA0LE3JdPrnOOyB685HI6Q622sdGj8wx/+oJ07d+ro0aP64x//6Ha7YRiy2WwaNWpUlRqIyiGgBA/el/DB+wwEr4ocqBbqB7JVeni6W7dueuKJJxQVFSXDMNwukZGRmj59um699VYfNhdmMExtPYQGAECwqtIK18OGDVOPHj30/vvv64cfflBeXp5iYmJ07bXXqn///mrevLmPmgn4TqCDM73A4SHQ+xkA+FqVT4vSpEkTJSUl+aItqAYEFO8CUQvel/DDewsg2FU4NGZlZSkyMtJ5HmczS+k0adLEfMvgMwQUAABQVRUOjT179tRll12mzz//3Plvm83m9XE2m8155hgg0Kw0ZEiYD11W2s8AwFdMHQhjGIbbvytyQeBxUIxngQ5ovC/hIdD7GYDKsdvtOpSRo0MZOSF/ZHRFVLincdCgQapTp47LvyvS0wjroGcrePRasdN5Jpn9qdl8WQEAAq7CoXHRokWX/DeAyvEU5gEAsJpKrdPocDg0cuRIjR49WhcuXPB1m1CNwnk4tOdy/58FpqI8tSV+5qYAtARVZeX9DACqolKh0W63KyUlRd98840iIyN93SZUs3AOjlZGcAQAWFmlzwjTp08fnTt3Th9++KEv2wOgnD6rdge6CQAAVH5x7wEDBignJ0dTp05Vjx491KlTJzVo0EAREe45dNCgQVVpI6pBuB0U0/zRzYFuQoUwvzG4ld/PQvXzBCA8VTo0jhgxQlLJsjsffvjhRXscbTYbodGiwi04lmXFbXQ4HJKkrUmd3XoX/fm+OBwOtW3ZUJJ0IC1bUVEcuQ0AqMLwdNk1GFmnMbTQ0xUYbVs2dF5Kl9spi/cFABBIle5pXLhwoS/bgQAJh+HQ8kezBrNw6QkORqG0nwGAJ5UKjV9++aXS0tKUm5uruLg49evXT40bN/Z12+An4TZMbdXt2p+a7fx/h8OhjglxHD0dxKy6nwFAZZkenp49e7ZGjhypl19+WevWrdOSJUvUu3dvvf3229XRPvgJy/AEnt1ud7lIYpgaAGAZpkLjpk2b9Pbbb7vNWXQ4HPrTn/6kvXv3Vlc7gUoJhYC1Namz23WhsF2hhPcDQDgwFRpLexObNGmiOXPm6KWXXtK0adNUv359FRcX66233qqWRsI/wqG3kSFD+AP7GYBQZCo0HjhwQDabTcuWLdM999yj7t27a/z48Vq4cKEMw9D3339fXe2En4RDcAxGvC8AgEAzFRp/+eUX1axZU+3bt3e5vmvXrpKknJwc37UMgAuCozXxHgAIF6ZCo2EYqlmzptv1pdcVFxf7plUIqFAJJ+XbvH1yaA4ZBuN7E8pCdT8DgEov7o3QFirBMdQwVw4AECim12ksKirSnj17PJ7p5WK3/frXv658CwG4CLd1Na2MP6QAhBPToTEvL8953umybDabx9tsNpv27dtX+RYiYII5nIT6j3kwvzeh7MiifkrNPBPoZgBAtTA9PO3tPNOcezq0hMow9ZFF/QLdBL8IxvcGABAcTPU03nnnndXVDnjgcDgu+W+Et3A4bzgAwDpMhcaFCxdWVzvgQduWDQPdBEnBNxQaTkEq2N6bUBIuR+cDQCmOnkaFBPMwdaj/mAfzewMA1clut+vwsRwZhiG73R7o5gQ90wfCwH/2p2a7/NvhcKhjQlyAWgMAAMIZPY0WZrfb3S6BRI+WdV3svWEebPVgvwcQjgiNMMXqwbF8W8Jpbp+nbe2zaneVntPhcLhc4Fk47WcAwhehMUw4HA61btZArZs14Mc/hPk61HdoE6e2LRs6L96wnwFA6CI0wjSr9zZWBT1r8CZU9nUAMIvQiEqxYnD0xeuX7VUL1oOOtiZ1druusrX57sdM7U/Ndl7gjqFpAOGC0AifCnRwLCucf8zTF/d3u64y742VDsQCAAQWoRGVFoqhrGyv2t6UzEA3x+esFOqDEfUDEM4IjagSqwxT++o1Q6lnzVNvI3wrFP9wAoCLITSiyqwSHMvyxY+53W7XoYwcHcrICdoA6cv5jQCA8EZoBCyuqkd0WzHUByNqBiDcERrhE4EMJqH+Y94xwdxaiRUV6nWrbgxNAwg3hMYQ5u81B63So8WPuTtqAgCoqqhANwDVx5e9Uqia8qHdzBzJvSmZPplTuW1SN7cQ32vFTgIlAKBC6GmET1mlt9FqqjLE7Msjuqvj/QmHs+iE8znNAaAUoTGEBWrNQX8GRyv/mJcefR3qQuEsOgAA7wiNISyU1hwMZmXDuxVOx0dvMACgMgiNqBYEk/8qH96tEOB9+f6E21l0rNSbDQD+RGgMIna7XYeP5cgwDEsED2+qOzhW5LkcDodaNW0gm80WsvPtfInzUwMALobQiJBBD5A51AsAYAahEdWKYWpr8/T+9Fm1OwAtsSb2VQD4L0Ijql11BEd+zH3H0/sTP3NTAFpiffTOAghnhEaEBH7MfS8QwdHhcKh1swZq3awBc1ABwGIIjfALhqmtjdDtjv0TAFwRGuE3BMfq44uzsnh6f+54kfmNpQjWAMIdoTEMBftp31g3z52vzspCsPePYP8MAghPUYFuAPyvfKjw56nutk3q5hZCeq3YSfCDpVR3UDZ7/nEAsAJ6GuF39Gb5ni/PyrI1qbPbdeH+/vBHDQBYODRu2LBBAwcOVGJionr06KEnnnhCp06dct5+8OBBjRs3TomJiUpMTNT48eN1+PBht+fZsmWLfvvb36pDhw7q2bOnVqxYoeLiYn9uiuXsTcm0zHmQy6pIMAn38HIxvj4rS/ri/m7XUXvf8XQ+8kMZOZxRB4ClWTI0vvbaa5o9e7YGDhyojRs3as6cOfrss880efJkGYahnJwcjRw5UpK0bt06JScnKzIyUqNGjdIvv/zifJ5//OMfmj59ugYPHqwtW7bowQcf1KpVq/TSSy8FatMswQqnffNVzw09QNUnXIOjP7bRiucjBwBvLBcaDcPQ6tWrNWjQII0ZM0bx8fHq3r27HnjgAX311VdKSUnRmjVrVFBQoCVLlighIUHt27fX4sWLlZubq7Vr1zqf65lnntHQoUM1fPhwNW3aVIMGDdKKFSt00003BXALUYphalhJ6RqR5fGHCQCUsFxotNls2rRpkx5//HGX6xs1aiRJys/P144dO5SYmKj69es7b69fv746deqkTz/9VJK0f/9+HT16VAMGDHB5nltuuUXXX3999W4EKsxMcCRQ+t/f72N+IwCghCWPno6NjXW7btu2bYqJiVGbNm2UlpamO+64w+0+8fHx+uijjySVhMZSSUlJ+vbbb1WvXj0NGzZMI0eOlM1m8/jaNlvJxapK22a2jWXvb/VtlCrWvu2TvfcABdt2l6pKu6u6zeUfv31yN/Vc7n7Eu6f6+/q1/fl+Xey1KtqGyn42wxk1M4+amReomgXD74/ZNlkyNJa3fft2rV+/XlOmTFHdunWVn5+v2rVru92vTp06ys3NlSSdPHlSkvTHP/5R48aN00MPPaQPP/xQCxcuVFFRkcaOHevxtVo0ifX43FbTokmsqfuXXQuuZVyspeZQHVnUT80f3exyXc/lO3VkUb9LPq5lXKzX5y673S2aWGu7L6Uq71dV3+uK1szTe+TL1/b3fupwONxOnehtH/TE7GcT1KwyqJl5/q6ZlX93S+Xnm2uT5UPjli1bNGPGDA0YMEBJSUkVflxRUZEkafjw4erfv2RC/3XXXadDhw7ppZde0ujRoxUZGen2uLSsM4qJse5iuzZbyY6flnVGhlHxx5XdeVMzz/j9x/jaFiXr0h1Iy/b42p56s5o/utnZm1X+NqlkOyry2qXSss4oKsp6H1pPqvJ+VfW99lQzT+9P6fNX12sHYj8tryL7WKnKfjbDGTUzj5qZF6iaBfL7rKLOns03dX9Lh8bk5GQtWLBAQ4cO1axZs5xDyqW9jeXl5uY65znWrVtXktS+fXuX+9xwww36xz/+oePHj6tp06Zuz2EYCooPotl2lr2vv7exKq99sftum9StQs8TyO2uCl/VrDLbfLHHe1qYvedy14XZq+u1/cHTa1Xm9YNpP7MKamYeNTMvmH77/MVsmyx3IEyptWvXav78+Zo6dapmz56tiIj/NrVly5ZKT093e8yRI0fUqlUrSVLz5s0lST///LPLfYz/VKhOnTrV1HJUVnUfTc2p26oulI9477OK82wDwKVYMjTu2rVLc+fO1aOPPqrx48e73X7LLbfoX//6l3Jy/nv6u5MnT+qbb75Rz549JZX0KMbExOjDDz90eeyePXvUqFEjjwfbIPCqM5R0aBPnco5m+E6oBMeyWGoHAFxZLjQahqF58+YpMTFR/fr104kTJ1wu+fn5GjJkiGJjYzV9+nSlpKQoJSVF06dPV8OGDTV48GBJUq1atXT//ffrrbfe0po1a5Senq6XX35Z27Zt08SJEwO8lagKfswDi/oDQHiy3JzGrKws5+kAb775ZrfbJ02apMmTJzvnO957772y2Wzq0qWL/vrXvyomJsZ53wkTJqhGjRp6/fXXtXDhQjVu3Fjz5s3T3Xff7bftCQUOh8PZM7c/1fOBLL7kae6cL3z3Y2bQHAhjdZ7eo14rdno8b3UwqOr+VvYzciAtm/0MQEiyXGiMi4tTSkqK1/vFx8dr1apVXu83atQojRo1yhdNgx9VR3C02+38mPuQp/coVOYFBmv4BYDqZLnhaQAAAFgPoRGW5Wnu3NakzhwBbSGe3qPyC2RbXSgexAMA1cFyw9NAWVuTOrsc6dx2sevthzJyhMDyNEwdbMGxrPTF/aWk7EA3AwAsh55GANUiVOY3AgBK0NOIoLE3JdOSp2FC9R3xXt2Csc0AECj0NCJo2O12twusIxTOFpO+uH+gmwAAlkVoBOAznpaqCbbgCADwjNAInyt/jmd/HuUcyNfGxREcASD4MacRPhfI8zpzTunAS1/cPyiOni4fZLcmdXY7Oh8AKstut4fcCh/0NALwOU9zA0Ott5EebQDhhp5G+Nz+VNc17hwOhzomxIX8a8PV1qTObsvu9Fqx0+MBM1ZTPgR6OuiKXm0A4YbQCJ8L5FHNHFFtfVYIjuV7PbdN6uYSFMv/oRFqQ0wAUBkMTwOoNoEOh9Vpf2q287I3JTPQzQGAakdoBFCtgnH9xr0pmS6h0BPWDAUQbgiNAKqdlYJjRV6XQAgA7giNAMJaKA+hA4AvERoBCypd3+tQRk7I9HRZqbcRAGAeoREhzW636/CxHBmGETLhK5gFOjgSUgGg8giNAAIuUGGOoWkAqDhCIwC/IqgBQHAiNIaJUJwjh+AViGFqf/VmcnpBAKGK0AggIDwFx/KnHfT36/tChzZxatuyofMCAKGC0AjAUuJnbgp0EwAAHnDuaQABs21SN78MG/vzQJvvfsxUVBRTQACEHnoaAQSUp2Hi6u5trM6DcTibDIBQRWgEEHCBnt8IAPCO0AgAAACvCI0ALKG6luEp/xysEwkAlUNohEcXW2uu/PWsQwdf2prU2e06Tv0HANbA0dPw6GLry3VMiHO77lBGToWft3zI5EABlJe+uL/bgTC9VuykhxAAAozQCL8qHzrNBE5Uj/JBPpR6j/3VS2m323X4WI5axsUqNfOMDMMvLwsAfkVohEf7U7Od/+9wOJxhb29KJr2DIcaKZy2prt7Gso8P5bAMANWB0AiPLhYMq7r2HKETFVXdw9RWDMsAYGWERvgVCx5bT9leZcm1Z9mKKhocOYAGAHyL0AiEufIh3lfz8zwN95r5g6G0V9pXi3yXD5rBFpYBINBYcgdAteiYEKe2LRu6XMwo7ZWurvUby5/uLyYmRocycnQoI4fecADwgNAIwPLMBkeGpgHA9xieBkJYVYeIq8IfBz1VdH4jazwCQNURGoEQVtXF2KvC1wc9bZvUjR5EAAgghqcBBI2KDFMTLAGgehAagRC2NyVT+1OzXS7Bzuz8RoamAcA3GJ4GQhjrYgIAfIWeRgBBp7qW4QEAXByhEUBQqkhwZGgaAHyH0AgAAACvCI0AghY9iQDgP4RGAEHtYsGRQAkAvkVoBBD0CIgAUP1YcgdASElf3D8k1qMEAKshNAIImPLnxvZ0ruyK2prUWW1bNqxqkwAAF0FoRLWz2+1+O98xggshDwCCB3MaAQAA4BU9jfCKnkJUl/JzDx0OhzomxAWoNQCASyE0AiEmmEI+58UGgODB8DQAAAC8IjQCAADAK0IjAAAAvCI0AgAAwCsOhAEQcjwtEs5BNwBQNYRGAD5jlSO3PS3bY4V2AUAwY3gaAAAAXtHTCCDk7E3JZDgaAHzMsj2NGzZs0MCBA5WYmKgePXroiSee0KlTp5y3Hzx4UOPGjVNiYqISExM1fvx4HT58+KLPl56erk6dOmnEiBH+aD6AALLb7W4XAEDVWDI0vvbaa5o9e7YGDhyojRs3as6cOfrss880efJkGYahnJwcjRw5UpK0bt06JScnKzIyUqNGjdIvv/zi9nyGYeiJJ55QUVGRvzcFleBwOFwuwMWwrwCA/1hueNowDK1evVqDBg3SmDFjJEnx8fF64IEHNHv2bKWkpOijjz5SQUGBlixZovr160uSFi9erO7du2vt2rVKSkpyec5169YpLS1NvXr1Uk4Ok+Gtrm3LhoFuAoIE+woA+I/lehptNps2bdqkxx9/3OX6Ro0aSZLy8/O1Y8cOJSYmOgOjJNWvX1+dOnXSp59+6vK4f//733rmmWc0a9YsxcTEVP8GAAAAhCDLhUZJio2NVd26dV2u27Ztm2JiYtSmTRulpaWpWbNmbo+Lj49Xamqqy3VPPvmkbrzxRvXt27da2wzf2Z+a7bzsTckMdHNgYewrAOA/lhue9mT79u1av369pkyZorp16yo/P1+1a9d2u1+dOnWUm5vr/Pd7772nPXv26IMPPqjwa9lsJRerKm2bldtYVdHR/z1ooex2Vva9CYea+Vqgamb2/fb1vlIV7GfmUTPzqJl51OzizNbE8qFxy5YtmjFjhgYMGOA2V/FSTp8+rfnz52v69OnOoe2KaNEk1mMgtZoWTWID3QS/KHtwQ8u42CodBRsuNfMlf9esKu+3L/eVqmA/M4+amUfNzKNm7vLzzX1PWjo0Jicna8GCBRo6dKhmzZol238icWlvY3m5ubnOeY7z5s3Ttddeq3vvvdfUa6ZlnVFMjHWPwrTZSnb8tKwzMoxAt6b6lQ0CqZlnKhUEwq1mvhComlXl/fbFvlIV7GfmUTPzqJl51Ozizp51z1KXYtnQuHbtWs2fP1/Tpk3T+PHjXW5r2bKl0tPT3R5z5MgRtWrVSpL0wQcfKCIiQu3atXPeXlxcLMMwdN1112nBggUaNGiQ23MYhoJipwqWdlZV2W2s6jaHS818yd81q8r77ct9pSrYz8yjZuZRM/OomTuz9bBkaNy1a5fmzp2rRx99VKNHj3a7/ZZbbtGKFSuUk5OjBg0aSJJOnjypb775RtOnT5ckvf/++26PW7p0qX766SctXLhQV111VbVuAwAAQCixXGg0DEPz5s1TYmKi+vXrpxMnTrjcHhMToyFDhujNN9/U9OnT9cgjj0iSFi5cqIYNG2rw4MGSpDZt2rg9d7169ZSbm+vxNliT3W7XoQzW1gQAINAsFxqzsrKcpwO8+eab3W6fNGmSJk+e7JzveO+998pms6lLly7661//ylqMAAAA1cByoTEuLk4pKSle7xcfH69Vq1aZeu5FixZVtlkAAABhzZKLewMAAMBaCI0AAADwitAIAAAArwiNAAAA8IrQCAAAAK8IjQAAAPCK0AgAAACvLLdOI4DwxRmAAMC66GkEAACAV4RGAAAAeEVoBAAAgFeERgAAAHhFaAQAAIBXhEYAAAB4RWgEAACAV4RGAAAAeEVoBAAAgFeERgAAAHhFaAQAAIBXhEYAAAB4RWgEAACAV4RGAAAAeEVoBAAAgFeERgAAAHhFaAQAAIBXhEYAAAB4RWgEAACAV4RGAAAAeEVoBAAAgFeERgAAAHhFaAQAAIBXhEYAAAB4RWgEAACAV4RGAAAAeEVoBAAAgFeERgAAAHhFaAQAAIBXhEYAAAB4FRXoBgCAL9jtdh3KyAl0MwAgZNHTCAAAAK8IjQAAAPCK0AgAAACvCI0AAADwitAIAAAArwiNAAAA8IrQCAAAAK8IjQAAAPCK0AgAAACvCI0AAADwitAIAAAArwiNAAAA8IrQCAAAAK8IjQAAAPCK0AgAAACvCI0AAADwKirQDbACwzCc/3/27NkAtsQ7m03Kz7fr7Nl8lWk2LoGamUfNzKNm5lEz86iZedTs4spmHqMCxSE0yrVoNyW2CWBLAAAA/O/s2bOqU6fOJe/D8DQAAAC8shkV6Y8MccXFxTp58qQkKSYmRjabLcAtAgAAqF6GYThHW6+44gpFRFy6L5HQCAAAAK8YngYAAIBXhEYAAAB4RWgEACDEFRcXB7oJCAGExjDC9FXAuvh8wtfy8vI0e/ZsSfJ6gANKlA3XfCbdsReFsPz8fJ0+fVpnz56VYRiy2Wz8tYlq8fPPPysrK0sZGRmBbkrQOHXqlA4fPqx9+/bpwoULfD7hU3l5ebrnnnv09ttvKzk5WRIhyJuzZ89qypQp+uSTTyRJNpuNmpXD4t4h6ttvv9WKFSuUlpamunXrqnv37po0aZLsdrszQMLd999/r/Xr1yszM1PNmjVTz5491bVrV0VF8VG5mK+++kqLFy/W0aNH1aVLFz366KNq1KhRoJtlaV9//bWeeuop/fTTTyoqKlLXrl21ePFiRUdHB7pplnX06FHVqVNHl112WaCbYnl5eXn6zW9+o06dOum6667TwYMHJYnvfS82b96sf/zjH8rKytKFCxfUs2dPZ3CkdiXoaQxBe/fu1fjx49WsWTMNHz5cdevW1dtvv62XX36Znf8Svv76aw0bNky5ublq2LChduzYoaeeekp/+tOfVFhYGOjmWdK+ffs0btw4de3aVXPnztWwYcPUoEEDl/vwl7qrvXv3auzYserSpYv+9Kc/qW/fvvr888/11ltvBbpplpWamqrevXtr2rRpOn36dKCbY2l5eXnq37+/rr/+ei1fvly33367/vnPf+rkyZN8Fr1o1qyZatasqSuuuEKrVq3Sxx9/LIkex7LoPgkxeXl5Wrp0qe69915NnTpVkjR48GAlJSXpo48+0sSJEwPcQmv65ZdftHjxYo0YMULTp0+XVFLL5cuXa+PGjTp9+rSWLl1KT9B/lH6Bbt26Vf369dOUKVOct2VkZOjMmTOqW7eumjVrpsjISF24cEGRkZEBaq115Ofna+XKlRo5cqQefvhhSdJtt92mL7/8UllZWS73LS4uZh7af2RnZ6t+/fr65ptvNHXqVP35z3+mx9GDvLw89e7dWzfeeKOee+45SSULNp88eVLZ2dm64oor6Di4hLZt2+qqq65S69atlZKSouXLl8tms+nWW2+lZv/BN1IIysrKUvPmzSVJRUVFiomJ0ahRo7Rv3z6lpqYGtnEW5XA4lJ2drWuuuUaSVFhYqDp16mjq1Knq3Lmztm/frhkzZtDj+B82m002m03Hjh3TqVOnnNcvX75c48aN05AhQzR06FBNmDBBBQUFioyMZL6eSsJ2VlaWWrRoIUk6d+6cbDabbrzxRsXHx+utt97S2rVrlZ+fr4iICHo3/mPPnj2Kj4/X3LlztX//fs2YMYMex3KKi4v1/PPP66abbnIGRkn6n//5H7Vr107JycnOubNwV/pHWkxMjDp06KBp06bpsssu07Jly7Rz505JJVNx8vPzA9zSwCI0hpiioiIdOXJEP/30kyQ55+LFxsbyI3QJRUVFOnHihLNu0dHRKiwsVI0aNdS1a1e1a9dOJ06c0MqVK6mhSsJPcXGxLrvsMucpqP72t7/p3Xff1bhx47Rq1Sr1799f3377rUaMGKHCwkJ6zVTyx8mhQ4eUnZ0tSapZs6YOHDigd955R5s2bdILL7yg559/Xr/97W919OhRhsX+4/z582rVqpXuuOMOPfLII9q7d6+mT59OcCwjIiJCw4YN05///GfndaX7TmJiog4cOKALFy5IYvkdTyIiIlS3bl0lJibqww8/1LXXXqsRI0boyiuv1LJly3TPPfdoyZIlKioqCuvPJN/iIaZu3boaM2aM2rVr53J9cXGxoqOjVadOHUnu88zC/UukQYMG6tWrl1avXq0PP/xQkpxD0T///LM6d+6sxMREffHFFy49a+HKZrMpIiJCd955p/75z39qzZo1io6O1kMPPaTf//736tatm6ZNm6apU6fq6NGjWr58eaCbbAkNGjTQzJkzdcstt0iSCgoK9OCDD+rOO+/U888/r+3bt+vpp5+WJD3yyCMqKiqiZ0jS3Xffrdtuu03R0dHq06ePZs2ape+++84lOIbzD3mp0hGm0nBYuu/ce++9ysjI0MqVKyWx/I7k/ptXuv80btxYBw4ckCTdcsstevDBB/Xvf/9b+/bt0+2336769euH9R9zzGkMchkZGTp+/Liys7PVtWtXNWjQQI888ogkucxduXDhgoqKilRcXOwyV2r+/PmaMWNG2M3VK1+3yy67TKNHj1ZqaqrmzJmjn376SR07dtS+ffu0dOlSvfPOO2rbtq1uuukmffrpp7rrrrsCvQl+V7o/FRUVKSoqSsXFxWrTpo1GjRqlpUuXym63a+bMmZJKem5r1KihoUOHauvWrdq7d29YztE7cuSI9u/fr8zMTHXv3l1XX321Ro8eLankM1mrVi299tpriouLc9ane/fu6tu3r9avX6/jx4+rWbNmgd0IP0tNTdVXX32lo0eP6pZbblHr1q0VHx+v+Ph4SVLt2rXVu3dvSSXfX9OnT9czzzyjyy+/XJL0wgsvaPz48bLb7QHbBn/Jz8/Xc889pxMnTsjhcKhPnz7q1q2bLr/8cuc8YsMwdPnll+t3v/udPv74Y912223q0KFDoJseMOfPn5ck1ahRw+Nc6x49emjdunX697//rauuukpvvvmmzp07p/bt2+vvf/+7mjZtqttvvz1s/5gjNAaxL7/8UjNmzFCtWrX073//W7Vq1dKgQYN077336uqrr3YJjYWFhYqOjlZ0dLTzh/u+++7Tnj17nD/04aJ83WrWrKm77rpLEyZM0NNPP62lS5fqqaeeUu3atVVYWKh58+bpuuuuk1Tyl3zpl044+eabb7Rq1SotWbJEMTExzuAYERGhQYMGKSsrSx9//LHS0tIkyfljZbPZ1L59e+eSH+Hkq6++cu5n6enp+stf/qL7779fw4YNU61atRQREaHi4mLFxcVJKun9cTgcstvtatq0qZo2beocGQgXe/bs0eTJk3X55ZcrPT1da9as0YMPPqhRo0ZJ+m/PWUxMjHr37i3DMLRgwQLNnDlTTz/9tB577DEdOnRISUlJgdwMv8jLy9OgQYPUuHFjJSQk6Ntvv9WiRYvUqlUrzZs3T82bN3eGotIe2rffflsffPCB2rRpoxo1agR6E/zu/Pnz6t27t2rVqqV3331XtWrVctaodN+qV6+ezp07p6ysLL344ov67LPPtG7dOp06dUrPPvuskpOT1bVrV9WuXTvAWxMgBoLSwYMHjc6dOxuvvPKKkZ6ebuTk5BiPPfaY0a1bN+Oee+4xUlJSDMMwjKKiIsMwDGPz5s1GYmKi8/Hjxo0z7rjjDqOwsNDlfqHuYnXr0qWLce+99xoZGRnO+3377bfOfxuGYZw/f94YPHiwsXnz5kA13++Ki4uNwsJCY8iQIUZCQoLxhz/8wcjPzzcMw3DuO4ZhGHv27DHGjBljJCQkGCtXrjRyc3ONoqIi4/z588Y999xjzJ49O1CbEBCHDh0yunXrZrz22mvG8ePHjZ9//tm47777jM6dOxsHDx40DKOktqVycnKc/3/+/HljzJgxxiOPPOJyn1CXkpJidO3a1Vi9erVx4sQJ4/z580ZSUpLRu3fvi9YhNzfX+P/+v//PuPHGG41rr73W6NOnj3O/vHDhgj+b71cXLlwwHnnkEWP8+PEu17/yyitG7969jW7duhmHDh0yDMMwHA6Hs36rVq0y2rdvb6xZs8bvbbaCI0eOGDfddJPRoUMH48477zTOnj1rGMZ/f/9K95nJkycbnTp1Mnr27Gl89913zsd/+eWXRlZWlv8bbiHhNVYUQvbs2aNrrrlGI0aMUJMmTRQbG6sFCxZo3LhxOn36tKZNm6aDBw86u94bNGggu92uo0ePaty4cTp69Kjef/992e12FRUVhc1yKBer24QJE3TixAlNnDhRKSkpat26tTp27KgaNWrok08+0ZYtW3T//ffr/PnzuuOOOwK9GX5T+tf3iRMn1KVLFx04cEBJSUk6e/as7Ha782jyX/3qV5o+fboGDx6sZcuWaciQIRo+fLhGjx6t/Px856nMjDCZB7Rnzx41b95c99xzj6644grVq1dP8+fPV2RkpLZs2eJy32PHjmnevHmaO3euli5dqnHjxik7O1vz588Pq7lTn332mX71q19p9OjRql+/vqKjozVo0CDVrFlTFy5cUHFxsbMWpdNs6tSpo169eqlevXrq1KmTy3daKE+FsNlszik0kpyfw7Fjx2rKlCmqW7euRo4cqbS0NOdUEqlk+bVu3bpp+fLlysvLC1j7A+WHH35QRESEpk2bpuPHj2vYsGHO1R0uXLjg3GeuueYa1a5dW8uXL1f79u2d+90NN9ygxo0bB3ITAi50P1UhLj09XceOHVN0dLSioqKcXxqjR4/WuHHjdP78ec2bN8+59lvTpk3lcDj0+9//XhkZGdq0aZPzyzWcznZyqbpNmDBB586d0/z585WZmSlJyszM1COPPKKlS5dKkt5++23nF0y4KK3X3Llz9Yc//EEHDx50BsfSo8ylkjXOHnvsMa1du1b/8z//ozZt2ujWW2/Vu+++69zXwmUe0OHDh5Wenq5atWopKipKhmGoVq1aio2NVU5OjqT/BnLDMBQTE6PNmzfryy+/VNOmTfXuu+8qKioqrGp24MABpaenKyIiwvmddO7cOdWtW1dTp07V3Xff7TzzUEREhHM1iPvvv192u13JycnOmoXDd9qpU6ecS6hFR0erqKhIktS3b1899NBDqlOnjh5//HGdPHnS2SkQGxurRx55RO+++27YTX2QSuaAxsfHa8iQIZoyZYoyMzNdgqPD4ZAkTZ48WRs3bnROSwqXz2BFEBqD1E033aSzZ8/qvffek+T6pTF48GANHjxYBw8e1ObNm1VUVKQGDRooMTFRCQkJYRsYpYrX7YMPPpAkdejQQW+99ZZef/11vfLKK2HXMyuVLA58+eWXy263a+TIkRo5cuRFg2OtWrWUmJioJ598UnPmzNGECRMUFRWlCxcuhNW+Fh8fr4iICB07dszZy1OrVi01aNDA2cNTen2zZs00b948bdu2Ta+//roWLFgQVuGnVPPmzVWrVi3l5eXJZrPp8OHDevTRR1WvXj21bNlS11xzjd577z099dRTOnnypCTpiy++UH5+vssfJqFeM+M/c4UHDBig3bt3a/PmzZLk3GckqU+fPhoyZIgyMjKc51Euva1ly5a66qqrAtP4ALvjjjvUr18/RUdHa+DAgZo2bZpLcLTb7c4561deeaUkVhZxE7iRcVRFRkaG0bdvX2PYsGEucy4cDofz/ydPnuwyH+i7775zzt0oe79wUpm6lRXK86Qu5cSJE87/P3funLFy5UrjxhtvNIYPH+6c41jq1KlT/m6e5Rw9etQ5r7isIUOGGE8++aRhGK773L///W+X+4XTXMZS6enpxtGjRw3DKKnNpk2bjBUrVrjMnX3++eeNdu3aGbt27TIMwzAKCgqctQq377QDBw4Yffr0Me655x5j9+7dzuvL1mHo0KHG2LFjA9E8yyn97i4uLnbuM+fOnTP+9re/GZ07dzbuvPNOl++yTZs2GT/99FNA2mpl9DQGIcMw1LRpU82ePVtfffWVXnzxRf3444+S5DLk+oc//EHZ2dnat2+fJKl9+/bOM3OE+l/jnpit24EDB9zmk4XyPKlLKV3OpLi4WDVq1NDYsWNdehxLa/fQQw/pzTffDGRTA84wDDVr1kxt2rRxua6wsFBnzpxR/fr1Jf134f37779fy5Ytc3mOcBsOMwxDV199tZo1aybDMBQVFaXbb79dDzzwgOx2u3M6yJgxY1RcXKyjR49KKlkcvXTeZ7h9pyUkJOixxx7T999/rxUrVmjPnj2SXL/LbrjhBueQa7gr/e4uPZtV6XdZ2R7H4cOHS5JefPFFPfnkk2G5UoY34fUpCxGlX5JdunTRM888o5kzZ6q4uFhJSUnq1KmTc83FCxcuqEmTJmrQoIHL48M1+JitW+kirvhviCldJqZGjRoaM2aMDMPQmjVrNGHCBEVERCgtLU3PPvtsgFsbWJ72mdLryk5tMAxDSUlJSktLc06HCFdla1b6/2XXji2t2fHjxxUfH++2dmU4fk4Nw1D37t21dOlSTZkyRUuWLNHIkSPVt29fZ+1++uknNWrUyHmQRzjW6WJK58TWqFFDAwYMkCQtW7ZMnTp1cn6vhdsaqRVBaAwCnhZFLv3w9+/fXxEREc5zsQ4cOFB33323Tp06pVdffVUNGzYM2/kr1M28iizAXRoca9asqfvuu0+RkZFaunSpOnbsqH/84x9hM7esVEUXLY+Ojlb9+vWdi06PHTtWmZmZ+uCDD6jZRWRkZCg/P1/XXnutsrOz9dxzz+nKK69U586d/dBK6zMMQ7fddptWrlypBQsWaNGiRdqxY4euu+46HTx4UH//+9+1fv36sJqDbUZpj2OtWrU0ePBgbdmyRT/88IPWrFmja665JtDNsySbUX78DZZi/GfSc2FhoXJyctSoUSOXRbtL7dmzR88++6wOHz6s4uJiXXXVVapZs6bWrVsnu90edmfjoG7mVbRm5Y0dO1anT5/W22+/HXYHcJit2YgRI9SgQQNFRERo//79YXlQWkVrlp+fr0WLFmnr1q2qV6+e6tWrJ0lav369c8g61MOQt++f0p9vm82mAwcO6KOPPtL777+v2rVr67LLLtP06dN17bXX+qu5llDZ7+ylS5fq9ddf17p168KuZmYQGoPAhQsXdM899+j666/XE0884XZ76Yfk1KlTOn36tPbt26dGjRrp17/+tSIjI8PqB6ks6maet5qVN2PGDO3evVsfffRR2IWfUhWpWWkoeuGFF7Rs2TJdd911+tvf/kbNvOxnP/zwg7744gv98ssvatasme68886w+WyWDcU//PCDrrjiCtWpU8frmUiKi4ud61qG21lfKluzH374QVOnTtUzzzzjXPsSnoX2py5EREZG6le/+pU++eQTpaWlqUWLFi63l/5Vdfnll+vyyy936VYPt6VOyqJu5nmrWVm5ubm6/vrrtXDhwrDrYSyrIjUr7UW79dZbtX//fj333HPUzEvNDMNQu3bt1K5dO5frw+GzaRiGM/w89thj2rVrl86fP69BgwZpyJAhuvrqqz0+rvQP4XAZHSmrsjWTSpa9Wrdundv8f7gLvz0rSHXv3l25ubk6dOiQpIqvHRXqwzfeUDfzKlqzunXratiwYWG5DmN5FalZcXGxrrvuOi1fvjysA2MpbzUru/h5WaH+2SwuLnZu++OPP669e/dq0qRJ6tKli9544w09//zzzkW9ywvHsChVrWZSyfmmCYwVE557mIWVP9NI6Rdmt27d1LVrVy1dulQFBQVh++VwMdTNPF/WLNR/yEtVpWblrwuXwFjV/SzcjvgtrcP58+dVv359LVu2THfffbf+/Oc/a8KECdq2bZtWrlypw4cPB7il1kHN/IdfUIuJjIzU2bNn9fjjj+u7775znnJMkoYPH66aNWvq888/l8RK9WVRN/OomXnUzDxqZt6CBQvUtWtXfffddy5/kE2ZMkWjR4/WRx99pBdeeOGSvWfhhpr5B6HRQkr/Av/ggw+0fft2jR49WlOnTtXmzZtVWFiojh076qqrrtLGjRslhe9QRHnUzTxqZh41M4+aVUz53thf//rXio+P1w8//KBjx4653GfKlCkaM2aMPvnkEy1evFhHjhzxd3MtgZoFSHWcZgbmlJ7ar1TpKY7eeOMN44EHHjASEhKMoUOHGmvWrDF++OEHo0ePHsbOnTsD0VRLoW7mUTPzqJl51Kxy/t//+3/GsWPHDMMwjP/7v/8zbr/9dqNPnz5GWlqaYRiudV24cKFx8803u52CMtxQM/9iyZ0AK50MX1BQoPfee08FBQVq1KiR+vbtK6lkjsb+/fu1fv165xDOuXPnNHLkSE2cODGs1hEsi7qZR83Mo2bmUbPK+fTTTzVhwgT9/ve/1wMPPKCrrrpKn3zyiebMmaOYmBitWLFCzZs3d1lW5vTp07rssssC3PLAoWb+R2gMoNIdOS8vT0OGDFGtWrV0/PhxGYahQYMGafr06c77FhYW6vz583r11Vf1z3/+U2lpadqwYYPi4uICuAWBQd3Mo2bmUTPzqFnVrF69Ws8++6x+97vfadKkSW4haOXKlYqPjw+Lhc0ripr5WcD6OMNY6VCNYRhGQUGB0b9/f2PSpEmGYRhGZmamcdtttxkJCQnGokWLnPcrLCx0/v/+/fuNAQMGGDt27PBfoy2AuplHzcyjZuZRs4orLi52G753OBzO/3/55ZeNhIQEY9asWcbx48cNw/jvsOvNN99spKen+7W9VkDNrCP8xgAC6Oeff3auJ1V6lOC2bdtUXFys5cuXS5KWLFmiiIgI9e7dW2+++aaWLl0qSc5T2knStddeq4KCAu3evTsg2+Fv1M08amYeNTOPmlVcUVGRpJIlhEp7vJ577jmlpaU51zqVpHHjxmnGjBnasGGDVq5cqePHj+uWW27RI488ogYNGoTVEkTUzHrCY6EwC/juu+80f/58DR48WAMHDnR+AA4fPuxckmLhwoX68ccftW7dOuXl5Wn//v168cUXlZGRIUkaOnSorr/+ekVGRuqqq67SVVddFchN8gvqZh41M4+amUfNKi4vL0933XWXBg0apIkTJ0qSdu3apddff10fffSRXnzxRTVr1sw5hDp27Fj98ssveumll1SrVi2NGDFCt912m7p27aqYmJgAb41/UDOLCnRXZzgoKCgwxowZYyQkJBjjx483Nm7c6Oxq//rrr439+/cbX3/9tdG3b1/jiy++cD7u9ddfN8aNG2f07t3b6Nu3r7M7fsuWLUZCQoKRmpoakO3xF+pmHjUzj5qZR80qLjc31+jZs6dx/fXXGwkJCcZLL73kvG3NmjXGbbfdZvTt29c5hFpakx9//NG4+eabjYSEBGPevHluw7OhjJpZFz2NflCzZk0NHDhQO3fu1IEDB1RQUCCbzabf/OY3SkxMlCS9/fbbyszMVP369Z2Py8jIUNeuXfX000+rfv36ioiIUFFRka677jp9+OGHatasWaA2yS+om3nUzDxqZh41q5ji4mI9+eSTuuGGGzRx4kS9+OKLWrJkiS5cuKD77rtPQ4cOlSS98soruu+++/SXv/xF8fHxkkpqfNddd6lly5Zq165d2BzEQc2sjdBYzQzDkM1m02233aZBgwYpMjJSP/74o1599VVFREToN7/5jSIiIlS7dm2dP39ehw8fVsuWLWW323Xy5EnddNNNznNilp7f91InXg8V1M08amYeNTOPmlVcRESEHn74YTVt2lRSydw7wzCc8zrLhqDVq1drwoQJeuGFF9SkSRO9++672rt3ryZPnhw2p5yUqJnVUdVqVjoBNyYmRpdffrn27t2rP//5z3ryySe1atUqSVKfPn102223qU+fPpo2bZpuvPFGnT59WhEREbr11ludzxVOfzVRN/OomXnUzDxqZk5p+JGkVq1aacKECZLkFoIiIiL06quvql+/fmrdurWys7P1xhtvhGX4oWbWxTqN1aB0cdvSRWpLJ+oWFBSod+/eGjFihEaNGqWxY8cqLy9P48ePV79+/ZSTk6O1a9dq7969aty4sWbNmuU8Qiwcvlypm3nUzDxqZh41863U1FS99NJL2rhxo6ZOneoMRbt379aXX36pn3/+WUOGDFGLFi0C3FLroGYWEbDZlCFq3759xlNPPWXs37/f5frSNcmWL19u3HXXXUZ+fr5x+vRp49577zV++9vfGps3b3ZO2i0oKHA+ruxaVKGMuplHzcyjZuZRs+px+PBhY+bMmUZCQoLx7rvvutx24cKFwDTK4qhZ4BEafSgrK8vo1q2bkZCQYHTs2NF46qmn3Hbs77//3ujYsaORnJxsGIZhnDp1yhg6dKhx5513GuvXr3fZ8csumBvKqJt51Mw8amYeNatehw4dMoYPH25MnjzZKCgocIZs6nRx1CywWNzbh2rUqKFbb71VHTp0ULNmzZSWlqZly5Zp+PDhevfdd/Xzzz+rXbt2GjlypN58800dOnRIl112mVauXKmCggJ9/fXXLudcDZcFSambedTMPGpmHjWrHqWLmrdq1Upt27ZVVlaW7Ha7c8ieOrmjZtbAnEYfO3nypF544QUdPHhQTZs21d13360XXnhBKSkpio6O1sSJE5WXl6ctW7ZoxIgR6t+/v6SShUxr1aoVtvN8qJt51Mw8amYeNfO97OxsNWzYUJI0Z84cnTx5Us8++6xq1KgR4JZZFzWzBkJjNcjOztaqVau0e/duDRo0SGPHjtWePXu0du1a7dixQ61atdLXX3+tG264QX/9619d/hIP5wni1M08amYeNTOPmvnO7t27NXHiRLVr1041atTQv/71LyUnJ+vaa68NdNMsi5pZB8elV4OGDRvqvvvuk81m09tvv62CggJNmjRJN9xwgz766CN9//33ysjI0J49e7Rp0yb99re/dT42nL9cqZt51Mw8amYeNfOdxo0ba+DAgcrMzFTTpk01c+ZMtWrVKtDNsjRqZh30NFajEydOaNWqVdq1a5d69uypadOmSSqZm3Hs2DG99957uv/++/lSLYe6mUfNzKNm5lEz37lw4YJsNptLrywujZoFHqGxmpV+yX7xxRfq1auXHn74Ybf7MHzjjrqZR83Mo2bmUTMgfDE8Xc2uvPJKJSUlSZI+/vhj5efn64knnnC5D1+u7qibedTMPGpmHjUDwheh0Q+uvPJK3XfffcrNzdXPP//sPHcrLo26mUfNzKNm5lEzIDwxPO1HZ86cUb169RQREcGXrAnUzTxqZh41M4+aAeGF0BgApedvhTnUzTxqZh41M4+aAeGB0AgAAACv+NMQAAAAXhEaAQAA4BWhEQAAAF4RGgEAAOAVoREAAABeERoBAADgFaERAAAAXhEaAQAA4BWhEQAAAF79/84CrgRBeOJRAAAAAElFTkSuQmCC\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,tlines=dict(tlines=datepairs,tline_use='high'))\n", + "mpf.plot(df,tlines=dict(tlines=datepairs,tline_use='low'))\n", + "mpf.plot(df,tlines=dict(tlines=datepairs,tline_use=['open','close']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "**We can combine `tlines` `dict`s into a `list`, to display different trend lines on the same plot:**" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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AJX/Pr5KCG6yScbp6RcCCVwhXAAAgEEysVkkEKycEaVmBjhCuAACA8UwMVn5PXCGFI1i5geoV/EK4AgAAxgpaG6BEsHJKNq2BEgEL/iBcAQAAI3ldrYrFYklvrZkQrEYW97e9P8jBKsjLDrTo5vcCAAAAtOdlsIrFYhpZPKDDx1R8FZr8bgPsSBjDSUlRflbvq7KmPmHMhhYVdDpeFZPrE9bBkqUFvp7bh2AgXAEAAGOYeG5VC3OClZVwT1iCVUVNQ9btgICfCFcAAMAIJgSrVeW1ikajCfcTrIKL6hW8xDlXAADAd6ZMWhGNRtvcRhQP0IgkLYNeByu786xyIVg5UclKNrlFSVFBwjl1rTG5BdJF5QoAAPjGhGpVMiZMXNHCLmCENVjRGoggo3IFAAB8QbBKjV3QKKva6Oky+M2t6lVik2UiqldIB5UrAADgKZNDlWTS+VXOhIogcqt6ZXf+VUrLY3P+FWCHyhUAAPCM6cHKlPOrpI6CVcTLxQi9ZGPeGcIW7BCuAACAJ4beb26wspS8RYxgZQanKlnJJrfoDO2BSAVtgQAAwFUmhyqp48qFScFqVfkGHTbc22XxExNbIIioXAEAANeY3gZo0sQVUscVq8OGF3q5KEZyKmytqapLuI/qFZxAuAIAAK4IarCqrKk3LljlKjenm8/0r0rAQkdoCwQAAI4yPVRJyYPVmqo6RR14/lgsppFftRuWVdUpGu34WZMFq+Yp1+viz0n1yl1Diwp8CdYIDypXAADAMR0FqzUXJLZi+SFZsPKrPpQsWFXUNCgajba5wdnp6e3GnPZAZINwBQAAHNHhzuU8zxYjqaFFBYEKVmhm6t/ClCoszEK4AgAAWSlZWpA0WJVNrDMmWCVjN7mBFwhWmXOyepXp5BZ2qF6BcAUAADLW0c5k2cQ6xWIxD5fGnmkzAkoEq3S5/XfJdD2gPRDtMaEFAADISGdtgCPnJb9+lFc6mhHQLwSrYGByC2SCyhUAAEhLR22Amicj2gAlglXYOX2BYbv1gsktkC7CFQAASFlnbYBlVW1vq8prPVy6PQhW4WPy34mAhRaEKwAAkJLOrl/VftpwP6YP72hGQIJV+JhSvQJaEK4AAECHOmoDrJhcb8yU1CZOXCFJI4v7296fbrCKRqOqqKlXRU19zl7zyoswSnsgskG4AgAASXVWrTJFR9UqfyclsGzvpWLlnVgsZntzg0nbBPzBbIEAAMCWicEqFotpZHHzLIRlVXWKRqNGtgE2I1h5oaQov8O/acv6ko7KmvqE9SrT2QNLlhYQunIIlSsAANBGUNoAJTMnrpCcawVEItP/hrQH5jYqVwAAIM7EapUdS5KSVCT8DlZMXuG9jqpXZVV1CffFYjEdNryww+d0snqF3EHlCgAASApYsErC7x1fgpU30vl7ZjOLJZNbIF2EKwAAclyQ2gBHdHD+jKnBqqxqo7cLkqOcnpY9WwSs3ES4AgAghwWlWiWZPCNgRzv2ES8XI6d4VQ1MtXoVi8VUUlSgkqIC12YjhPkIVwAA5KiwBCu/EazCL9P1jOpV7iFcAQCQY4LUBiglD1ZrbCYq8BqtgGbxsjUwlXOvJPMOVMBdhCsAAHJI0KpVyXZgI0p+cVi/W7Lat6uZuIxh4eVEIZlObmGH6lV4MRU7AAA5ImjBKpmWZruOptKu8KBd0K5KUla1UbGY2oSnZMvpxTLmos4uKuyHisn1CdsfFxcOJ8IVAAAhl26o6qiqkuoU1tno6PyqWCyW9PpWXrJvP4toZLHXS4KKmgbP2gG59hU6Q7gCACDE0glWsVhMIzsJLm5XW9KZuGJVea0nYa+9ZMEqGb+WE+6wC1ipoHqVGwhXAACEUJBaAFukOyNgOheDdUqyVkCp7eQasVgs3g7ox3LmOq9bA4cWFaQ0wQoBK/wIVwAAhIwTwcrLaktHVQCT2q2StZ4RnPznZWugZF+96ugC18gdzBYIAECIOFWxaqm2tL85LejByrSJE7CHl2ErHVz7KtwIVwAAhEDQrl0lEazgLK/Hw24dtVL8XRO3RziDcAUAQMCF7fwqghWCwsl1lepVOBCuAAAIsLAFK5MQrILPj9bAbKpXBKzgY0ILAAACKIihSiJYwV2ZTGyR7LpuqZ5jmGxyC9PWaXjD2MrVk08+qTFjxqi0tFQnnniirrvuOn322WdtHrN69WqdeuqpGj58uHbs2JHwHF988YWuvfZaHXPMMTr00EP1gx/8QH/5y1+8egsAALgiiMHKkjR8iP1saqbthBKswqWzsHXY8EKNLB6QcPMC1avwMTJcPfDAA5o7d67GjBmjZ555RvPnz9drr72myy67TJbVXGxdvny5xo8fr0gk+UX7LrvsMv3jH//QokWL9Mwzz+i4447TpZdeqnfeecertwIAgKOCGqySMS1YjSzub3s/wSo4/Bgru/U41QsNE7DCxbi2QMuytHTpUo0dO1aTJk2SJA0ePFiXXnqp5s6dq/LychUVFenOO+/U4sWL9e6772rx4sUJz/P222/rzTff1NKlS3XUUUdJkn7+85/rzTff1D333KOlS5d6+r4AAMhGEEOVlPzaP6aFqmb2MZBgFW5OXdNtTVVdwvo+tKjA0HUdbjGuchWJRPTss8/qmmuuaXP/wIEDJUmNjY3q3r27nnrqKX37299O+jyvv/669tprLx199NFt7v/2t7+tN998Uzt37nR+4QEAcEFQg1VQzq9qRrAKs45aA726pltHqF6Fh3GVK0nKz89PuG/FihXKy8vTsGHDFI1GVVhY2OFzVFdXa//991e3bm3f4uDBg7Vr1y6tW7dOJSUlCb8XiTTfwqblPYXxvYUB42M2xsdsYR+fofd3cC2oKc6GlNZ/w2y/D4sH2S931fp6ZTNUTi5ji2StgJXrGzJ+TjeW0y1h3IYq1zdo6KD8Nve1H5PW/+/Ee49EpIgSY/rQogJVre98W62cUp+wvbdetjCNT5Ck+3c3Mly198orr+jxxx/XzJkz1adPn5R+Z+vWrerVq1fC/b1795Ykbdmyxfb3hhyQb/t7YTHkgHy/FwEdYHzMxviYLWzjE5mf/Bvduj7VyZ7T03rWtOLC/MyO3newJxLbuVPFWVYEHFnGVpItbvMp3vkZP6/Ty+mFsG1D7Q0dlP/VuLozPslmHWx5jUwMvb8gvr2HfXxM1diY3rphfLh64YUXNGfOHJ155pmaPn26669XvaFBeXnJN46gikSaN8rqDQ3xDxaYg/ExG+NjtjCOT2fVqqraBldet/XOYVVtQ9o7nMmqVVLzEf3yDQ3q1s25cJXJMrbWvrLRonJ9g6pqM35aSc4up9vCuA1JUuX6xDFu2XbcGJ+W57SrXikSybx6NT8i63ordOMTFNu2Nab1eKPD1bJly3TTTTdpwoQJuvbaazucGbC9Pn36qLY28ZOxpWLVt29f29+zLIV6xQ37+ws6xsdsjI/ZwjI+nZ1f5eZ7bP3c6f49O5oZreXb24kxymYZW0t2Dk5Z1UZZVvY72k4tp5eCspzZaHl/boxP6+ewm9yieFB2k1vkwviYKN2/uXETWrR49NFHtXDhQl1++eWaO3euunRJb1GLi4v1ySefJJRoP/74Y0WjUR144IFOLi4AAFkpWVqQNFhVTK4P7MQVa6rqPF6aziWf3ICTWsIu3QsM+8FuW++oTRhmMTJcvfHGG7rhhht01VVXaerUqRk9xwknnKAdO3bo73//e5v7V6xYoW9/+9tGl+cBALklqLMBSkGbEZBglWv8nO3R6WtfddQuDHMYF64sy9KCBQtUWlqq008/XRs3bmxza2xs1Jdffhn/97Zt2yRJmzZt0saNG9XQ0CBJOvzww3XiiSdq/vz5+sc//qGamhrdfPPNqqys1IwZM3x8hwAA7EGw8k5HrYDIHV5Wr0zdFuAe48652rBhgyorKyVJ3/rWtxJ+PmPGDBUWFurqq69uc/9JJ50kSTryyCO1bNkySdLtt9+u2267TTNnztTWrVs1cuRILV26VKNGjXL5XQAA0LEwhiqp453JWCxme/6CF90kyXaoK2oa1MEkbwiBipoGo9oBU72wcMXk+oTPiZKlBcZ/PuQ648JVYWGhysvLO33cWWed1eljevXqpfnz52v+/PlOLBoAAI7IxWAlSYcOs79GZYXLR/c7ClaA2ypr6hO2m2wCFsxmXFsgAABhFsZgVVlTb2z7U0etgLFYLH5Dbkl24eggIGyZzbjKFQAAYRTkUCU5c37Vex/WZn2dq3R0NHnFyGLPFgMG8Ls1MJvqld21r2gPNBeVKwAAfBSEHSSnJq6IRqO2NzcwKyA65+1Fo0yt7sJZVK4AAHBZR9evMlk251f5qePJKxKvuxWLxXTYcPvzwRAeflev7KRavbKutxKudUX1ykxUrgAA8JjpFwWWpBHFA5L+LKjBSvK2ega0l821ryqnJP4u51+Zh3AFAICLgrjz01GzVJCDFZDI29ZAhB/hCgAAD5VNTGxLM0myXU2TZwSUCFZIjQnrQzbVK7uKdxAP4IQZ4QoAgACKxWIqKSpQSVGBY1OJJ2sFNDlUdcSEHWmYz49p2bPZpkxvKc51hCsAAFwSpCPKTs0I6Ae7qhXBCsmYum6kWr2yE6TPmrAjXAEA4JV5fi9AoqFFBQQrwAe0B4YT4QoAgBzV0Y7cmiqzzw2T7Nu5CFbIhGlTtCO4CFcAALjA9KPIyYJVREG5zG7i1BsEK6SqrGqj34sgiepVGBGuAADwwjy/F2CPZDtvQahWNWP6bDjPr+oVAStcCFcAAOSQIJ9fJSWf2Y2qFdIXjBotgoVwBQCAw0w8ctzRxBVrquoUi8Ucm9LdLVzLCmFF9So8CFcAALjM7wsHd7STFpE0sniARhYP0GHDC71bqDQRrOAFPye24NpX4UC4AgAgxDoLVkGQbIfXlEkJEGRmbwVc+yp4CFcAAIRUR22Aa6rqVNbutqq81uMl7FzySoLZO8UILtOqV8WDaA8Mkm5+LwAAAGHSfmemYnJ91ucy2f1+Z8/Z0cQV0ayWxjsEK3ihrGpj0olSgHQRrgAAMNzI4gFpPT7TGQGj0agqDJk1sKNWwJHF3i4L4KXKmvrEbTgSkdZ3vm1WTK5POMBTsrSAc7I8RFsgAAAh0dGMgEGZal1i8gr4z8/WQMn5yS1oD/QOlSsAABzi1g5Mmc3FfWOxWJvZ/To68Z1gBbTVvkpbUdPge6DqTPGggkBty7mKyhUAAC5xqhUnGo3a3lqMSNI2WFlTH6idMYIVTNJR2Gq5Llz7m5O49lUwUbkCACDArCT3r6mqC8zEFRLBCv5Lp3qV7nmQfrA7/wruo3IFAIAD/NiJSRasWi4MHBQEK5jK71bBbKpXdkqWFigWi6mkqEAlRQWOV9tA5QoAAFe4OTtXGC4M3IJgBZOkWr1K5TxIp1Str0/5Wlft2VWvRj4UnAMvQUS4AgDAQ8mOFLc+h6ojHQWrNVV1KstoqfxBsEJQpbq9umVoEZNbmIpwBQBAltJpCUx2ZDuV60t1NiMg51gBzispyvd/vbSs5mtdtZJqwLI992reVzc4jnOuAABwmBstgcmCVUTNFasgIVjBZGFcD20/k+Z5vhg5gcoVAAAeWlVem3ZLUUfBKmgIVggiE6pXdude0R5oHipXAABkId1ZAju7ZlV7yYJV0KpVkjRiSH/b+/3eaW25oGxFTb3v59LADH6vk8k4fe0rJrdwHuEKAAAHOdUSOLSoIOlOUzCPVNtPHG/qTiwQRm7OYopmhCsAAAzT2cQVwUOwQvD5fc2rFm5c+wrOIVwBAGCQjqpVQQxWI4vNbAUEOhPWdbRsYmJLMQHLOYQrAAAy1H6HJNuWm3C1AWY/eUUsFrO9AX4Ja/UKziFcAQBgAIJVopHFAxJuya4TBrjB5OpVVgFrXuJdVK+cQbgCAMBH4Zu4Inmwqlzf4OlyAOjAvMS7CFjZ4zpXAABkwImWwPBNXJE8WFmWVFWb3nOV2Uw3H4vFqF7BVyZc86pFZU19wucI177yF5UrAAB8EMZglUymFat0rwkGuMGUIJVMNp8XTG7hPMIVAAAeC9uMgC3sqlam75gCmTBlYotk0pncgmtfOYtwBQBAmrI5sjuieIDt/UEOVRLBCuFm+rrMta/MQbgCACBLqR75tb+ULsEKgL/sPsMIWJkhXAEA4AGCFRAuprUGcu0rMxCuAABIQyZHc3OpFRAIqyAcNMjmM4XqlTMIVwAAZCGTk8GdmLgiGo2qoqZeFTX1vsyg58RFgoGgC8IBhmwntyBgpYdwBQCAi8LYlkOwQq4KwjpOe6C/CFcAAKTIiSO4a2wujBskBCsg3KheZYdwBQBAhnLt+jAEKyCRia2BVK/8Q7gCAMAlYdqZMSVY+X2uGRCUgwlMbuEPwhUAAClwYsci4sBy+MGUYAWYysTqlR0mt3Af4QoAgAzkSksgwSozVNjCLSjrv131KtmlIeAMwhUAAC4IQ0sgwQrIbVSv0ke4AgDAA0FrCSRYAekZWdzf70WwZVe9stL4fQJWeghXAAB0ov2ORNhbAglWQOeCtD1kG7CQOsIVAAAOC3JLIMEKyEY4IwvVq9QRrgAAcFlQLhxMsALSE6Rtg8ktvEG4AgCgA7lydJZgBZgnFotp6KACRSIRxWIxX5eF6lVqCFcAAKShs/Ot7FoC/d4p6gzBCnCSua2BdtUrrn3lLMIVAAAuikg6bHih34uRFMEKyE7QthW7NuUgnydqGsIVAABJhP2ILMEKcIep07I7gepVxwhXAACkKJOWwLKqOq0qr3VrkTJGsAKcE7Ttxu66e9m2B6IZ4QoAAJdU1tQrGo0qGo36vShtEKwAOH1hc6pXzQhXAADYCOuOAsEK8Eaybc1kTG6RPcIVAAApyKQl0DQEK8A9ZVUb/V6EtDG5hfMIVwAAuMBuymM/EawA7wWxepUOzr1KRLgCAKCdsLW2EKwArzh9JpP7sr32VdnEr6pf81r9fw4jXAFISSwWU0lRgUqKCoy/ICrgtHRbAk2qWhGsAHQm68+seY4sRigQrgAACCmCFeC/oLYGcu5VZghXQIiVLC1QydLmSlP7G4BwI1gBfklsDQzCd2+27YFo1s3vBQDgvPbni4x8aEBCyb7CoLYlwCTtt58gtwS2R7AC/DGyuL+kCN+9OYDKFQAAIWNXtSJYAV4K3sQWEtUrJxCugJBJOsvZPKmsqi5+AxBOBCvAf6vKaxPuC8p3r8nV9yAgXAE5ZORDAxSNRhWNRv1eFMBIQW8JJFgBZohGownbXnNrYDBRvUod4QoAgBAgWAFwSqbtgXYTaAVhMg8nMaEFECIJLYHzlDCRRcnSAq6oDoRMUKd6BnJNSVF+qA96HDa8MOnPcmUyDypXQMjZXS096XlZQA5Ld7swpSWQKdcBcwV5O2Ryi8xQuQJyFBUsoGNB2D4IVoA5ms+z6vxzI0jVq8qa+oRANbSoIOnBpFXltTl/XjeVKyAkOjrqHoSdRCBITDh6S7ACgiGXtsmWSbPsbrmCcAWE1by2/7QLWLQHAs2y3Ra8bgkkWAHwCu2B6SFcATmEgAWkxuRqL8EKCD4moQkvwhUQAtkGJAIWkDo/j9gSrIBgCvo2SvUqdYQrIITsZghsYfIRecAPdgcXSooKVFJUkNK1WbxqCSRYAeEStOoVASs1hCsgB9EeCCTX0cEJvxCsgOBje80NhKscEpkf0dD72YFGMwIWkD4/jtISrACYwq56NaJ4gA9LYi7CVQ4oWVrQJlSxAx0u7ccz27Y/1g/kEtNnCSRYAeEWtNZAyb8LpgcF4QrIYZx/BbRl0jZBsALCJ6zbr+X3AhiEcJUD7M4foDqBFrQHAqnxsiWQYAXkjrBUrwhYzQhXuWJe4l3sQAefU2NIwALS51ZrDMEKCDe25XAzNlw9+eSTGjNmjEpLS3XiiSfquuuu02effRb/+UcffaQpU6aotLRUpaWlmjp1qiorK9s8x4YNGzRr1iwdf/zxOuSQQ3Tqqadq+fLlsiyyNcLJpJYmwHROn6/oBIIVgKBgcgt7RoarBx54QHPnztWYMWP0zDPPaP78+Xrttdd02WWXybIs1dfXa+LEiZKkxx57TMuWLVPXrl11wQUX6IsvvpAkbdu2TRdeeKHWrl2rRYsW6fnnn9eFF16oG2+8UQ888ICfb88/8xLvojqBFlSvgOS8aAkkWAG5K5XWwFgsZntL9/GpXL8vVUxukaib3wvQnmVZWrp0qcaOHatJkyZJkgYPHqxLL71Uc+fOVXl5uV5++WVt375dt99+u/r16ydJuvXWW3Xcccfp0Ucf1fTp07Vy5UqtXbtWDz/8sEpLSyVJBx54oFasWKFnnnkm/ty5Zs0FdRrxYNujCiVLC4w4Yov0uBF8KibXJzwv6weQyOkdCoIVkFsqahrSPtfq0GGFSZ7L/vNopA9VpDVVdYp6/qpmybpy9cILL+iSSy7RiSeeqCOOOCJ+/4033qjNmzen/XyRSETPPvusrrnmmjb3Dxw4UJLU2Nio119/XaWlpfFgJUn9+vXT4Ycfrr/+9a9tfq9Ll7ZvsXv37mkvExAEbgYgKlgIG5PWaYIVAKn5s8DNKpNb1lTVKSIp4veCGCLjytXOnTs1Y8YMvfbaa5KaK06RSPOfddu2bXr44Yf197//XY888ojy8/PTem67x69YsUJ5eXkaNmyYqqurdeqppyY8ZvDgwXr55ZclSUcffbSGDBmiu+66S7/61a+099576+9//7v+9re/6aqrrkr62pFI8y1MWr+fSESqnFKfcDHhkqUFqpxCdcIvLWOUzbrXfpxb/386z2u3fmT7nEHnxPjAPU6MT+vPv/brul1LYLqvlWz7GToo33551jek9wKGYxsyG+Pjj8r1DQmfAR1Vm97/qFbduiXWhZKN25rqxNmipeZ2wZYqmBPf52HfP0j3/WQcru699954lWjo0KFau3atdu/eLUnaunWrunbtqurqat1///2aPXt2pi8jSXrllVf0+OOPa+bMmerTp48aGxvVq1evhMf17t1bW7ZskdRcoXrwwQd18cUXa/To0erWrZt2796tmTNnavz48Ulfa8gB+bbPHWStj3oM6t9L0WhUO6/Zqe43ta3iDb2/QNb1TPbhpyEH5Gf8u8WFe3639ZgXF+YrGk2vSG9dbykyv+2nSet20kyeMwyyGR+4z63tJ4FlqTjN57fbJpN9YTfPuWTzuiHANmQ2xsdswwb3d+S7N9t9BLefzzSNjem9n4zD1R//+EdFIhHdcsstGjNmjI4++mh9/vnnkqQBAwbod7/7nS644AK99NJLWYWrF154QXPmzNGZZ56p6dOnp/x7X375pWbMmCFJWrJkifbdd1+98cYbuuuuu9S3b9+kAat6Q4Py8swvwaaj9UrfJjjOS3xsZH6ECpYPIpHmL7XqDQ1KZTLL9pWlyin1qqptiP+79ZhX1TZk9EFnW8Ga13zL9DmDKt3xgbey3X4kdbj9DO/gsalq/5wjhvS3fVzl+gZV1ab99MZjGzIb4+On/Hb/trSmemP8X62rTNUbGmwrV+lyYh/BzeczzbZtjWk9PuNwtWHDBvXo0UNjxoyx/flRRx2lnj176tNPP830JbRs2TLddNNNmjBhgq699tp422FL9aq9LVu2xM/DevLJJ7Vq1Sr93//9n/bff39J0qhRo1RXV6fbbrtNP/7xj9WtW+LbtyyF7oMl6fuZJ9uAFbb3HySZrn/tf6f1vx1fp+eFcztJRa6+76DIdHwqJtcnbDMthg9JbNHJdhtNFqwqasK/Y8s2ZDbGx3t2E1u0DlBufJ87/Zyu7nMYIN33k/GEFnl5edqxY0eba0+1tmbNGm3fvl09evTI6PkfffRRLVy4UJdffrnmzp3bZmKK4uJirV27NuF3Pv74Yw0dOlSSVFlZqT59+sSDVYshQ4Zo27Zt2rhxY8Lv54L3PqxVWVXdntvExH5ck070hvdan0Rrt34AuSz7WQLtv6WZvAJAi3RnEYRZMg5XLTMDTps2TX/4wx+0a9cuSdKrr76qe++9V1OnTlUkEtGhhx6a9nO/8cYbuuGGG3TVVVdp6tSpCT8//vjj9a9//Uv19Xu+5DZt2qR3331XJ510kiTpgAMO0JYtWxIqZ5WVlYpGo+rf3/7IYdhFo9GEG9c3Cha3L3w6snhAm5tddXPkQ1wkEMHk72cbwQpAIj4DwiXjcDVlyhRFIhGtXr1aV155ZbxN76KLLtIdd9yhjRs3KhKJaPLkyWk9r2VZWrBggUpLS3X66adr48aNbW6NjY0aP3688vPzNXv2bJWXl6u8vFyzZ8/WgAEDNG7cOEnS2LFj1bdvX11++eX617/+pXXr1unJJ5/Uk08+qbPOOsu2JRBAEvMS7yKAIww6OjhhF4Wcnh6ZnSoACJeME8Y3v/lN3XzzzZo/f762bduW8POePXvquuuu0zHHHJPW827YsEGVlZWSpG9961sJP58xY4Yuu+yy+PlY55xzjiKRiI455hg99NBDysvLkyT1799fDz74oO644w5NnTpV27dv1/77769Jkybp4osvzuAdhxsXj0WLsir7VkCqVch1EUlqNU1ysgt32hlZnNgtQbACkExJUT6fEQGVVflmzJgxOvHEE/XSSy/pww8/VGNjo3r37q3hw4frpJNOanOR31QVFhaqvLy808cNHjxYS5Ys6fAxBx98sO677760lyFXEbDM50W1KNksP2UT6xICFusHgsSkais7TQBas5vYAsGUdW9c37599cMf/tCJZQGQJs+DzTwltAgSsBBU6bYEJqvqdoYdJgCZKCnKV1lVbk7AFmQZn3MlSdu3b9eiRYt0zz33tLl/ypQpWrhwob744ousFg7eY3ILdGpe4l2sIwi7ypr6hMmAMkXVCoAdPhvCIeNw1djYqHPPPVdLlizRJ5980uZnmzZt0sMPP6xzzz3X9nwsmI2AZSbGAAAAwGwZh6sHHnhAq1evlmVZ6tmzZ5ufDRw4UJZlqaKignOeAJf42YrH9dEQNOlcwmBEsXOTt9ASCCAbdpPhOKn1DKipzIaa7uNzUcbh6k9/+pMikYjmzp2ra665ps3PlixZov/+7/+WZVl68cUXs15IeI/qFTrDOoJckf2Fg/eg7QdAR7z+jDhseGHC9S1HdnCAye6xhw0v9HCJzZdxuFq/fr169Oihc8891/bnEyZMUPfu3bVhw4aMFw7+YucZmWAdAQDASfYXIIeZMp4tsHv37vriiy9UW1urwsLExFpdXa2dO3eqb9++WS0ggPRamrxkN30/YJp0tp+hRc6tz7QEAsiEl9OyryqvTWuCHrtZU2OxGNWrVjKuXB166KGyLEuTJk3SE088odWrV2vdunV67733tHz5ck2ePFmRSESjRo1ycnnhMapX6AzrCMJsTYbTr9uhJRCAadrPgtrZbKjpPj4XZVy5+slPfqK//e1vWrdunf77v/874eeWZSkSieiCCy7IagHhPy4ujM6wjgAA4CZLEte8CoKMK1fHHnusrrvuOnXr1k2WZSXcunbtqtmzZ+uEE05wcHGB3BPkKlCQlx3hkM46SEsgAFNQ6Q6ujCtXknTuuefqxBNP1B//+Ed98MEH2rp1q/Ly8jRixAidccYZOuiggxxaTPiNyoQ5TP2bc/4VgiCd7Sciqcyp12VHCUCWRgzpz2dJAGQVriTpgAMO0PTp051YFhiOgIXOsI4AAOAMLye2gHNSDlcbNmxQ165dNXDgwPi/U3XAAQekv2QAMq4EtVwE1ZKk4gGOXqenMwQsmMKvlkAAQO5KOVyddNJJ2nvvvfX3v/89/u9IJNLp70UiEa1evTrzJYRR2HH2Vzp/59ZXxRhaVOBpwAJMlG5LYKbaH2mmjQeAU0qK8vlMMVxaE1pYlpXw71RuCBem3jZbsiPwXh6ZZx0BACB7ZVXMEBg0KVeuxo4dq969e7f5dyqVK+QOKlhojSon/ERLIICwonpltpTD1S233NLhv5FbmBnOfe3/vk6EEhPaAwlY8EM669yaqjrpq/MW00VLIADnRdS22T870WhUFZwq4JqMrnMVi8U0ceJEXXjhhdq9e7fTy4SAoPUrmPxuDwQAAAirjMJVNBpVeXm53n33XXXt2tXpZUKAELDM0j44RfTVUfhOHuemjtaRWCymkqIClRQVKBaLebZMQAtaAgEEEVO0myujcCVJp512mr788ku99NJLTi4PXGRJGj4ks1YXeMuLgGpKwAKclk1LbTZts+zsAHAP8xwERcYXET7zzDNVX1+vyy+/XCeeeKIOP/xwFRQUqEuXxLw2duzYbJYRDnBzzkYmLnBftn/Lypp62zDl9zlYIx8i7CO8ON8KgJuY2MJMGYer888/X1LzdOwvvfRS0gpWJBIhXPlsRLsTs93YoSZg+a+zSlSygOUVJkGBaWgJBBAka6o3asSQ/n4vBjqRcVtg62tYcZ0rs/l9zg3S41QAsWsgsAvVfrcHap5nL48cQEsgAMBPGVeubr75ZieXAyFA9codTv/97CpYXrYH2law5nny0oBnaNUB4IaKmoY2B3NoDTRPRuHq7bffVnV1tbZs2aLCwkKdfvrp2n///Z1eNjjI7goJtAeGhxPVJxPOv2I9gVfabzN+X/8NABAOabcFzp07VxMnTtR9992nxx57TLfffrtOOeUUPfHEE24sHxxk1yZGe6BZht7vzHjYtYK2lmxH0qv1gRAFNzi1/aSLlkAAfuIzyCxphatnn31WTzzxRMI5VbFYTPPmzdOqVavcWk4ECNNuO8fNEOJlwIrFYgm3somJAdDE9SQWi2nooAJFIhGuxRUwfoV4WnQAuInPGLOlFa5aqlMHHHCA5s+fr3vvvVezZs1Sv3791NTUpEceecSVhYRzyqu9mdyCgBUMXrVCjSweYHuzO9eK9QRuoyUQQNhQvTJHWuFqzZo1ikQiuvPOO3X22WfruOOO09SpU3XzzTfLsiy9//77bi0nHOT3jHFwVrY7iqwPCIPIfH8usMkODQA/UL0yV1rh6osvvtBee+2lQw45pM39o0ePliTV13P0D3tQvUpP+51DL1ua3A5YZVV1trdV5bVUr+AKWgIBAH5IK1xZlqW99tor4f6W+5qampxZKrjOq2oFASvYnFonotFo0pskAhY8Q0sggLCikm6GjC8ijOCjHSz4nNxR9HsGQTsELKSCWQIB5CIq5WZK+zpXu3bt0sqVK2VZ7a+alPxn3/zmNzNfQgQe177qnF87h+3ZXWBYag5YnU3vnq2yiXUa+dAAV18DuYGWQAC5iosK+y/tcLV161adf/75CfdHIhHbn0UiEa1evTrzJYSr7Hamubiw//z8uyQLWF5gPYGbaAkEEDYVNQ1U0Q2Tdltg+2tcpXKD2djBCCY3A5DdOjGi2JuqEufpIR1+rRvszAAA7KRVufrBD37g1nLAMFSvvOPUzqHT42VXwbIk+TPhNesKUpNsHXG7GksbDgBT0Bror7TC1c033+zWcsBntAeaw/S/hSVpjcuvYbeeAE6iYg8gLGgNNAuzBcII7Einx6tzopLtgHrRIkh7IEzFTgwA0/E55R/CFeL8vPYVsuPmUXg/p2gnYKEj7deFyim0BALITXwOmYNwhTa4uLC3Ut059BstVAgT1mcAgFsIV/ANAStY7K5zRfUKuYZWGwBBweeVPwhXSOBV9QqZ8fNaPXYzBRKw4IdUx5+WQAC5gs8jMxCuYIv2QPeF6X0SsOA36/rUrqlISyCAXEL1ynuEK/iOneZmqe4c+i3Zda6obgIA4C+qV/4jXCEp2gPNY8rf3+78K8mDFiyCOORfS2D7I8DsxAAA2iNchUwsFrO9ZYr2QHc49d78bHHy67VzbV1B51KdZZOWQAC5iNZAbxGuQmZk8YCE22HDC/1erJTk8k6zqVOwd8ak6maurCsAAHSEqrq/CFfolEk70LnM1L+5H+sHF6LOXbQEAsgl0WhUlevrZVmWotFoxs9D9co7hKuQKauqS7itKq/N+nm9aqfJhepVGFoCU8H5V/BCqkHb9O0FAJzEASD/EK5CJhqN2t7c4NbOc67tNIehCpNsx5WABQAAcgnhCimjPdA/Qfg7+xWw7JQsLchqIheYyZSWQAAIIj7LvEG4gpGoSHTM1BYnP5YrDJU/ZMavlkDabQAEAZ9V/iBcIS1eVq/CGLDaL38Yg4EpE1yMfGiA46+T7FIHVMkAAEFA9cp9hCukjfZAdMaUgOV0GD90WKHt5Q5GFqcX5GKxmEqKClRSRPui05xez0YW93f0+QDAS1SvvEe4gtHCWL1KV/udRVNbAlNBCEemMq360hIIAPAS4QoZWVNVl3Af7YEdc2uZTW1T82OCi7KJieulk3/39z6stb3cQZnN9gAAgIloDXQX4QoZi9jcR2UidU6db2XXonbY8EJHnjtbvswgOC/xLqcCVrJLHbh1uQOkp3iQ0+uV5fDzAYD3qLh7i3CFQAhL9SpdYQirprQx5sL6Ela0BAKAs6heuYdwhax4Wb0KcsByajntdhbtWtRWldc68npO8XyCi3nuPTUAAEHDwSHvEK6QNS/Pv7ITlIDVmpNTsAelTc0uYI1Ic5a9dLh9/hUME7E71JMNWgIBAOkjXCFQwnhdqGSyCajN00dbkizjp5J2cxc2yNVONMt0vGgJBICO0RroDsIVHMHFhd2Xzc6iKR+gyd6D1zWCXFhfwiqXDrAAgJM4SOQNwhUc4+XEBUEKWJmejJ/x6xkSpJJJtp641SLIznj4OT1LoOnVXgBwiun7DEFEuIKrwjDbXViY9AGaLGC5db2uIIVx7EFLIAA4i88z9xGu4CjaA53R/m/m1M6i6QFrhM01u5wS5vUlV1CFBACYjnCFDtlVEpysKGTL9B1mk5alhUkBy26mSc6/QjqcPnhj0vYBAF7gc89Z3fxeAJgtk8pBZU19wg7P0KICYy4m6yevz7eqqGlw5UMzWbh2agp4S/bBK1sVk+sJUwFhSktgWdVGSeZd2gAAMuXWvgGaUbmCK2gPzJzTfye7/upsP1QPG16Y0L6XaQtfsqsTjSge4Mr1usK2vuQKWgIBwD2ELecQrtChsqo629uq8lq/F60NE3eYnXp9J47EOxGwotGoKlyqPiYLWGEI5Ca31QYdLYEAkBkmtnAPbYHoUDaVA9oD2zJxCvaSovy0P2DLXGjXk5rbAN2ajt1PTk7KkSsyDbpV6+sdPmkvIsmd9R0AEE5UruAq2gPT4+T1etqHJqeOUkWj0aS3bLG+wA4tgQDgPqr3ziBcIVRM2WE2qSWwNTfOv3Ja2AJWENpqg4iWQADIDq2B7iBc5QxLkqURQ/p7/spe7iybyqSWwCAELDterjNOBiy3qnxox3J6Ev9kZwICQHgFYX/AdISrHDCyuG2g8mPDCVs1wkmxWExDBxVIEed25jI5GmXSB2qyip0b6wwtZ2Zpv60yPgDgHqpXziNcIZSCFrDsuDnxRxA+TP0OWEFbX3JJrlW+AcBLJh1sDSLCVQ4wpQ0sV9oDg3Lk3ZT1oiNezixJwAquqvXZrSft1/vmCwcDQG4IwgHXICFc5YjK9Q0J95kSsNySKzvL7ccxnQ/JoAYsL0P5yIeYSt0rYdw+AQC5hXAF37m5oxyUgNX+VHy/rwWWqwHL1CpjrrIbjzBWuwHANKbtBwQJ4SqH2E2mZUr1Kiw7TCYGt84EuR3As4A1z/GXgUOyPRCRTeUXAMKCzz7nEK5yjCntgV7ys3pl0hTsHQlqe6BEwGoRi8VUUlSgkqICxWIxvxcnbUE8MAEAYWbafkBQEK7gC6+rVya3B44odu6cnmyOPBGwYBJaAgHAW1SvnEG4ykGm7ESb0B7oZMBy6rn8Pt+qvaAErFgs5mjFxm7nfsSDTG5hEloCAQCmIVzlKFMClpe8nqwgiJMjBGXn0m6nekTxAB02vNDR1zG54hkm/E0BwExh3zd0A+EKvsr19sBs3qtbR92DErwjNvfZzNmStbKJdQn3EQbclUpLoBsV3pbqZxDPWQMAJwTlIKvJCFc5zKmd6NY7JJnsnOR6wGqtvDpxR94PQQhYZVX2fys3AhbCx259Hlk8QCNdqIACQJCZ9v1vOsJVjnNiJ/qw4YXxnZLWt1zSPpwFsSUwFSZ9wEaj0aTVC8cD1rzEu0wJ5EFnzt/RrhYKALmH6lV2CFcwAtWr9HgRcoLy4ZosYDk5C6MkApZH/GoJLKuqi99Wldc6/vwAgNxAuELW1atV5bVtdkxabunKtYDV/r1lc9zcrSAUhPZAyd8ZFglYwWO3Dkej0fgtLy9PFTX1qqipVzQa9X4BAcAwJn73m8rYcPXkk09qzJgxKi0t1YknnqjrrrtOn332WfznH330kaZMmaLS0lKVlpZq6tSpqqysTHieF154Qf/1X/+lQw89VCeddJIWL16spqYmL99KIGSzE916p6T1LVeEfec6yAHL6XC+5gIzzomDs4JSpQUAr/C5mDkjw9UDDzyguXPnasyYMXrmmWc0f/58vfbaa7rssstkWZbq6+s1ceJESdJjjz2mZcuWqWvXrrrgggv0xRdfxJ/nz3/+s2bPnq1x48bphRde0E9/+lMtWbJE9957r19vDZ0IQ/XK7fOtTAk2pixHa2tsKqZOrz9+VzyDLhaLqaSooPmWwrmKXrQEAgA6Z+L3vomMC1eWZWnp0qUaO3asJk2apMGDB+u4447TpZdeqnfeeUfl5eVavny5tm/frttvv13Dhw/XIYccoltvvVVbtmzRo48+Gn+uX/ziF5owYYLOO+88DRo0SGPHjtXixYt19NFH+/gOzWVKhcLrnSc/dpad3OH34uhS0I9gEbDQgp0DAEhN0L/7/WJcuIpEInr22Wd1zTXXtLl/4MCBkqTGxka9/vrrKi0tVb9+/eI/79evnw4//HD99a9/lSSVlZVp3bp1OvPMM9s8z/HHH68jjjjC3TcRYKZuSG5Wr7Lh1A51EOYpMyV8dybZ39KLdYiAFTymfuYBAILJuHAlSfn5+erTp0+b+1asWKG8vDwNGzZM1dXVKioqSvi9wYMHq6qqSlJzuGoxffp0HX300TrllFP04IMPyrK4Ek46TKleBaE9MKxTsLcgYO0R9rF23by2/6QlEADMZ+J3vmm6+b0AqXjllVf0+OOPa+bMmerTp48aGxvVq1evhMf17t1bW7ZskSRt2rRJkvTf//3fmjJlin72s5/ppZde0s0336xdu3Zp8uTJtq8ViTTfwqblPaXy3irXN2jooPw295UU5atyfUPC87X8v1d/Mzdfp3JKvYbe33ZnrmRpgSqnpL5Dl8ryFQ9KvoPf2d+y/bi0HhM/tV8/UuX0etT698ur6zR8SOJ07Om+RkfLmOk648b249c2ma5ky5XK8nb2u509R/vtJ9XXRfbS+Q6C9xgfs/k5Pnb7hO2XIyjfP5lK9/0YH65eeOEFzZkzR2eeeaamT5+e8u/t2rVLknTeeefpjDPOkCQdfPDBqqio0L333qsLL7xQXbt2Tfi9IQfk2wa3sBhyQH7Gv1tcuOd3Y7FYm/tdmR3QshLW6OJBBc33e6j1+24tMj9xa0v22I7Edu6UuneX1Dw+6fwtM3m9bNkMS8bL4vR61P75nFiHWj+n3fhY11sJ68LQ+wtkXZ/8NdzYfjzZJh3QejlbS1h/bFayztaxdD/fmleD9H4H2cnmOwjuY3zMZsr4DB2U3+ZrNCjfP5lqbEzv/RgdrpYtW6abbrpJEyZM0LXXXqvIV1+2LdWr9rZs2RI/D6ulrfCQQw5p85hvfOMb+vOf/6xPPvlEgwYNSniO6g0Nysuz//IPskikeaOs3tCQ0n5l5frEo7yRyJ5KSesNqaq2wb0NaX19YqUnElHV+s6rSbFYTCO+qlysqa5LaRntKhGR+ZGUqleVU+pVVdvQ6eOK2/279e9Ub2hQt24dLWd+0t/1UmfrR6qcXo9sny+Ldaj9c3Y+Pnt0NDZubD+ebZNZisVithdkbv/3SthO1tdLSf6mqX++5Xf4mnBPut9B8BbjYza/x8fuO7/152dQvn8ytW1bYuboiLHh6tFHH9XChQs1a9YsTZ06tc3PiouLtXbt2oTf+fjjjzV06FBJ0kEHHSRJ+vzzz9s8puV8q969e9u+rmV5XhjxVDrvr6KmIaG3duigfFXUtN24/fibpfJ6mS5jxeT6hPOtht5f0Ok5Nqk8v905P6kup12fs5/rakfrR6qcXo/Seb7iQQUpncOTynOmu864sf34vU2mKtnfr7PlTXWbD8r2k6tMXjfB+JjOpPFp/53T+v9NWUanpPt+jJzQ4o033tANN9ygq666KiFYSc0z/v3rX/9Sff2eHZdNmzbp3Xff1UknnSSpuUKVl5enl156qc3vrly5UgMHDlR+fr6r7wHO8XpyCy+1f2+xWMz2ZsfUWc5MPNk1WYhye4ILZg/MjBfbt6nbDwAEgYnf9aYwLlxZlqUFCxaotLRUp59+ujZu3Njm1tjYqPHjxys/P1+zZ89WeXm5ysvLNXv2bA0YMEDjxo2TJPXs2VMXX3yxHnnkES1fvlxr167VfffdpxUrVuiSSy7x+V0Ghymzw5k2e2AqFz/NxKHDCjWyeEDCzVRB2kH1ImDZIWC1NfKh9NdnZgkEAH8F6fveb8aFqw0bNqiyslLvvPOOvvWtbyXcfve736lPnz5atmyZunXrpnPOOUfjx49Xr1699NBDDykvLy/+XNOmTdOVV16p3//+9zr99NP1+OOPa8GCBTrnnHN8fIfBY7dBjSzu7/2CeMykSoTJR4hMCeCpcHsnnenZ0+fF38zU9REAgozPVnvGnXNVWFio8vLyTh83ePBgLVmypNPHXXDBBbrgggucWDT4rLKmPqHKMLQotfNmTJDKNXve+7DWdsKEke3O7jftCJLd+VclRemdf+UVt9cju/OvSpZ2fs4emtESCABmsvuuRyLjKlcwk/3OiLNnLMZiMZUUFaikqCDpeUamtQc6LRqN2t7gLLfXI5OqnibJ5G8QlIMnAABIhCukwYuAZaLOKg5UJJoFqT0wGc6/8lbZxLqsnyMWi2nooAJFIhHbgzJBWwcBIEj4jE1EuELgBHH2wGyWr/0Hl8ktTUEKWG5PcEHoTh8tgQBgNj5DO0e4QlpMmdzC61Yhp3eUw9zqRMDag/bAPWgJBIBwyoVJztJBuELaTN15dvuot92OMtWJ4PNjBsFMpiMPnXl+LwAAIBNUrzpGuEJg+dEeGD9HZJ60anxtShf9dbIlMChMDeDJBLHVNGzc+HsHqaUWABAOhCtkpKxqY8J9Ju88O2pe838OG25/wd/OLvqbTaUkSDuHBKw9bCuc8xx56tCiJRAAgiT8E5ylinCFLEQS7vF655mKg9mCFrDsjOgkLKcqlwNWwvlW83xZDACAQ4J0sNdrhCsEnl8Ba1V5rcqq6mxvTghaCAmDZNUSp47Hcf6VPVoCASAMqF5JhCtkzf/qlV+SXfC39UV/2+805kpLYGtBq17RjuY/xgAAzBfU/RK3Ea6QNbvzr7xmtzPmVDsXsheGgOVm9SrM07OH+b0BANAe4Qqu8GPH2c0dYrjD5Gtj2K1Pw4c4E9jjs062kishpP17pyUQAMLD5O91rxCu4IigVSa84OQU7GHYOQzie/D6fL5cCVgdoSUQAIIjiN/tbiNcIRRari+1xmYyCVOqV5U19SldFyvM7D+ETRmh1DkSsOZl/xSmIywCAHIN4QqO8bN61foaU4lTbJhz/pXdNbEOG17o92J5KmgByy6wS+4FrDAHkvbnm7mxXeZ6xRwAvNbyvV5R00AlS4QrOIz2wGZOtgTmCpP7tO0Cu1Ny+fyr9txoCeSLHgDcx2ftHt38XgDACe2vLbVGiUfFhxYV+HY+R8vr2l0DKxaLdVi9CuMHVkVNQ+BCZESJ9TU316mSpQX2Fx4OCDcCol0LbS611QIAzEflCo7zo3pld62pZO1cfursuli5JIhVzvLqxHXKifbAIIeoVLV/j3aNoJ2dg9hZW+2IIeZWPwEAuYFwBVeYuuPs5kxvXr5GWNhdI82E9aQjbs0gmGvXv2ovoj3hySlhrPoCAMxGuEKo2Z0r43X4SadtrP2R91zdOTQ9YNkhYO3h1jKXVdUl3FaV17ryWgAAZIJwBdeYWr2CadycLsIdyQIzVUt7qbQEtg5MyXTcVmvujJMAgNxBuIKrTAhYJlSv0JnEUTI9iLs1kUVYqlfpqKypd/wcxFyt+gIA/EW4Qk6wm9zCjYDV/jnT2wHP7SPvnH+1Ry4GLAAAwoBwBdeZUL0KIo68NzN9XXErYNkJQsBqv4xeXDg41w9MAADMQbiCJ0wIWF7uBCMzQQ2UbqxbuTA9u8SFgwEA4UK4Qk5xM2Bl+jzN55jk5pH3aDSqipp6VXx1zo1kRhB3ihsBKwjVKwAAchXhCp4J005zKrI5Ip/rR96DuK64NYNgkAJWZy2BblSKRxZz4WAAgDkIV/CUCTvNtAcGV1ADlhtMDVjpsJtoJlu5fmACAOAvwhVyktMBi3DmvKDuJHP+FQAAuYtwhYzYnSuTKhOqV25Lp4LR/r0HNVS4IajrilcBy6TqVWfL4sYBiCCsCwCA3EK4gi9MCBC0BwYDAWsP0wNWa51V2+wu7p2tNdWJ10oDAMBLhCsYw48T0708RwbOCkLAsuNKBcfQgOW1WCyW9AYAgBe6+b0AyF0VNQ02O8iW3DmmnbqhRQVpha72O8vZtATCnv26Yr7KmnrbMJXNhXQrJtcbF6ZMaQk8dFhh0sdXcCAFAOABKlfIeSa1B1aub/DldYMgTO2B2bJruRv5UOaBzWl+tAT6fVAGAACJcAWf2Z97lZsX1EXnwhSwsl3LbQPMvCyfNODe+7BWZVV1tjcAALxAuILv7HaYvT7/KtPqFS2BZgjC39KNgGUCP1oCk4lGo0lvAAB4gXAFfMXv9kArDHvaHjBhpslM2a1j2Z5/lWBexk/niM5aAp24cHBimKYlEABgBsIVjBDUdi/4I2zrSzYh3vTzrwAAyCWEKxijrCrxGjVe7zCnU73KpuKA7JnQTpqJZK2jTldJvZhRMN2WQC59AAAIO8IV0E6m7YHZnG/FLIFOMr+/0onWuNY6a8XzihfL0X7bsTsoAwCAXwhXMEziuRNBbveCu4J8/pXdWULZVK/KJiYGNtOuhwUAQNgRrmAg+4AVi8U8W4LOqlfm10ZyR5Cn83c6YNlNZuFXwKIlEACQiwhX8FwsFkt668hIj89xSmdmN6Zg91dQz7+S7FsEg3D+Vfvn9KMlMMiVSwBAOHXzewGQe1ILSRElVh8sSQ0ZvWZHwc3va+Cwg+iekqL8tP6+duuJlxXT1oYWFWRW7Zkn36djBwAgVxGuYKRV5bWKRjcmVB/S3VlucdjwwqQ/q+hgB7aypj6hihCMhrPcU1HTkHVV0OvqaAu79UzKPGCVTaxLmI69ZGmBZxNfeNkSGI1GVbm+XsWF+aqqbeB6cQAAX9EWCM+VVdXZ3laV18YfE41Gfa8otehsx5CWQHOYMJ1/ppwOIHZByqn2wHSfJ53236SvGZBxBADkNipX8Fw6ocmuGpFJ9aq5EmZGWGuNlkA3JLaUprrOlNmc/xSLxTqsfDrJroKVSfXK61bGzipiblQE2XYAACaicgXj2e1EpXsUu6USZndLBTOd5YZs1hGnZHqdtdYOG17YHGjmJf7M7dkD2y+r3YyIAACEFeEKQAgF+3ppTgSsuHmJd2UTsNL93Y7af1N+zQCNHQAgtxGuEAhOVK+yZbfDm835VrQ1ucup869aJkywLMuVKlY6lyVINWCtKq9tG2pcvMBw65ZAu+VzoxLItgMAMBXnXAFpWFNVFz9/pKyqTuadxYXWnDpnz03JzueqyGIGQVMmhKGdFgCQa6hcITBMqF4BXnIynDgxe6AT1a5oNKqKmnpV1NSnFADZxgEAQUK4QqAENWAFYRnDyvR1JqGF76tbCyfPv3J6evbOWgLdYFLVEQCA9ghXgA/YQfSWyQErlRkKHZ3gwoYbMwjSEggAyEWEKwSOyTvKMEf7CSKCfIHhZDIJWJ1dkyoZt6dwt33NgI8PACD3EK4QSEEKWKYuV9i1XOup9S3IklWCnApY6YYnWgIBAEhEuAI8xg6in8J3/SvJv4CVDC2BAIBcRbhCYAWpegXvJZsoIujtgW4HFz/a/+wEaUwAAGhBuEKgEbCQTLKJIpJN/x2k9cYuYI3IoO0x1fOv2gcuWgIBALBHuAJc1H6HnR1EM4RhHOwClpXB8zjdHkhLIAAglxGuEHhUr5CJsK43JgSsbIVhHAAAuYlwhVCw21EeWdzf+wVBoAQ9YCWrEmXSIpgMLYEAAKSOcAW4JEg76WgrSGPn1AyCTlSvaAkEAOQ6whVCw/7odiZNUu7g6LuZwjAuToWaTC8w7KQgBVsAANojXCFUTA9YMFPQ2wMlaU1VXcJ9brbt0RIIAEAiwhUAKBwBK/ESyc60B6byM1oCAQAgXCGETJjcginYwyNoAcuOkwELAAAkR7hCKBFmkIkwrDd21SvJ2YDlVksgByUAAEFHuELOCEMFAu6z26EfOijf8+XIht35V1L6oahsYp00T9K8r/4/CVoCAQBoRrhCaJVVbUy4z4uARYgLPruAFUlWEjIUgQcAAO8RrhBa0WjU70WQRGtTmJhSwYrFYra39uwCVrYtfbQEAgCQXDe/FwBwU0VNQ8JOW0lRPjtu6JTdumOKkcUDUn5sZU19QiAaWlTgWGWLChkAAHtQuULoeTnFtqk748hMGKZnT8ar61QBAJBLqFzBGNFoVBUhOwpOhSz4TKx+ltlMWBGLxXTY8ELbx9tVr6T0K1i0BAIA0DEqV8gJYa5AwB9+rj/RaNT21pFkISqbwERLIAAAbRGukDMIWOHXUv2sqKl3dEKTyvUNjj2XnwhDAAC4i3AFOITWpnCzrMT7ghjOM51BcEQak2ikI4h/QwAAkiFcIadQvUI27CpYQVx/nJii3a0qGAclAABBRrhCziFgwWlhWX+YQRAAgOwQrgAHhGXnGp0LS2UlnQkubDoiHcF2AwAIG8IVcpLb1auw7IDDXliqn5nOIEhLIAAA9ghXyFlh2UGGP8Ky/jCDIAAAziFcAVkK4g413JPK+uDWlPGZ6miCC7uWwFgsFr9liu0GABBGhCvkNDeqD7Q25Y4wjbVdwLKbfj0iaWTxgPjNKWH6WwIAchfhCjkvLO1d8AfrDwAAaNHN7wUAgKCrqGlICFQlRfmBq8ZU1tR3OplFWVVd1q9D+AQAhBWVK0CZVx/aPyZoO9NwVxBDREcTXFR+dY5Y65sT2G4AAGFBuAK+wg4eshGm9YcZBAEAyAzhCuhAECsP8E+Yzr9qHbAiDj5vUP8eAACkwthw9eSTT2rMmDEqLS3ViSeeqOuuu06fffZZ/OcfffSRpkyZotLSUpWWlmrq1KmqrKxM+nxr167V4YcfrvPPP9+LxUdAJds5tpt6emRxfw+XDEERxIDVev1ufXuvvDYerNY4cK6VnTBV/AAAMHJCiwceeEC33Xab5syZo+985ztau3at5s6dq6qqKi1fvlwNDQ2aOHGiRo0apccee0yxWEyLFy/WBRdcoOeff159+/Zt83yWZem6667Trl27fHpHCLpUppxmJxEdMXmCCyenVAcAIJcZV7myLEtLly7V2LFjNWnSJA0ePFjHHXecLr30Ur3zzjsqLy/X8uXLtX37dt1+++0aPny4DjnkEN16663asmWLHn300YTnfOyxx1RdXa3vfOc7PrwjBI39DrDdpVQBe6aGKL+ZXsEDACBbxoWrSCSiZ599Vtdcc02b+wcOHChJamxs1Ouvv67S0lL169cv/vN+/frp8MMP11//+tc2v/ef//xHv/jFL3TttdcqLy/P/TeAUEgWsFaV18b/H+hIkNoDy6rqbG971nd3EEIBAGFjZFtgfn5+wn0rVqxQXl6ehg0bpurqap166qkJjxk8eLBefvnlNvddf/31Ouqoo/S9731Pr776aqevHYk038Km5T2F8b15qXt3+6mnK9c3ZPW8jI/ZMh2fyvUNGjoov819JUX5Wa8vdlovW7qfY8nW62yeMxVOPR/bj/kYI7MxPmZjfPyV7t/dyHDV3iuvvKLHH39cM2fOVJ8+fdTY2KhevXolPK53797asmVL/N9/+MMftHLlSj3//PMpv9aQA/JtnzsshhyQ7/ciBIZlJW5QI4bYT2JRXJjvyGsyPmZzanyGDsqX5XDxs/VkK8WF+Y5cg8rJ57T7cnJqu2nB9mM+xshsjI/ZGB9/NDam991nfLh64YUXNGfOHJ155pmaPn16yr+3efNmLVy4ULNnz463FKaiekOD8vJinT8wYCKR5o2yekOD4zt1YVa5XgmVB7uWwKrahqxeh/ExWzbjY78OZb/OtNc6CFXVNjgerrJ/zvw2/6pc36Aqh7oO2X7MxxiZjfExG+Pjr23bGtN6vNHhatmyZbrppps0YcIEXXvttYp8deizpXrV3pYtW+LnYS1YsEAjRozQOeeck9ZrWpZCveKG/f35oaLGuQ87xsdsmY5PRU1DwvlWQwc5O3tg6+Vyaj1y4zntntvJ52T7MRtjZDbGx2yMjz/S/ZsbG64effRRLVy4ULNmzdLUqVPb/Ky4uFhr165N+J2PP/5YQ4cOlSQ9//zz6tKli0aNGhX/eVNTkyzL0sEHH6ybbrpJY8eOdfU9IBzsdoyBdNmtRyZPzw4AANJnZLh64403dMMNN+iqq67ShRdemPDz448/XosXL1Z9fb0KCgokSZs2bdK7776r2bNnS5L++Mc/JvzeokWL9Omnn+rmm2/Wfvvt5+p7QLgQsIDMtd92CJQAgLAyLlxZlqUFCxaotLRUp59+ujZu3Njm53l5eRo/frwefvhhzZ49W1dccYUk6eabb9aAAQM0btw4SdKwYcMSnrtv377asmWL7c8AwG1UrwAACDfjwtWGDRtUWVkpSfrWt76V8PMZM2bosssui5+Pdc455ygSieiYY47RQw89xLWs4Bq7HWN2ipEuAhYAAOFlXLgqLCxUeXl5p48bPHiwlixZktZz33LLLZkuFiCJMAVn5FLA4oAEACCXdPF7AQAAAAAgDAhXAOADuwoOk6YAABBshCsA8EnYAxYtgQCAXEO4AgDDhClgAQCQSwhXAOAjqjkAAIQH4QoAfBbG9sCgLz8AAJkgXAGAAcIYsFqjQgcAyAWEKwAwWJgCFgAAYUe4AgBDhKW6QyAEAOQqwhUAGCSM7YFhCY0AAHSGcAUAhgljwAIAIBd083sBAACpKSnKT1oFikajqqip93aBbBACAQC5jMoVABgoLK10YXkfAACkgnAFAIaiPRAAgGAhXAGAwYIUsExdLgAAvEK4AoAACkKQoSUQAJBrCFcAYDhCCgAAwUC4AoAAML090KRlAQDAL4QrAAgI0wNWa1TbAAC5iHAFAAFnasACACDXEK4AIEBMrAgR7gAAaEa4AoCAMb090MQACACAFwhXABBApgcsAAByEeEKAELE64BFoAMAYA/CFQAElIntdyYuEwAAXiFcAUCA0R4IAIA5CFcAEHB+BSxCHAAAbRGuACCkvA4/tAQCAHId4QoAQoBgAwCA/whXABASnH8FAIC/CFcAECJeBaz2z0nlDAAAwhUA5AQqWAAAuI9wBQAhQxUJAAB/EK4AIITcbA+kJRAAAHuEKwAIKSa4AADAW4QrAMgxBCwAANxBuAKAEHO6ZY9gBgBAcoQrAAg5N9sDOd8KAIA9CFcAkAM4/woAAPcRrgAgh6UTsAhjAAB0jHAFADnC6RY+WgIBAGiLcAUAOYT2QAAA3EO4AoAck0nAGlnc352FAQAgRAhXAIC00RIIAEAiwhUA5CDaAwEAcB7hCgByVOoBy3J7UQAACAXCFQDksEwqWLQEAgBgj3AFAAAAAA4gXAFAjuu4ekVLIAAAqSJcAQBsA5bd9Ou0BAIAkBzhCgAAAAAcQLgCAEiiKgUAQLYIVwCAuI4CFuELAICOEa4AAG0QogAAyAzhCgAAAAAc0M3vBQAAmIfqFQAA6aNyBQAAAAAOIFwBAAAAgAMIVwAAAADgAMIVAAAAADiAcAUAAAAADiBcAQAAAIADCFcAAAAA4ADCFQAAAAA4gHAFAAAAAA4gXAEAAACAAwhXAAAAAOAAwhUAAAAAOIBwBQAAAAAOIFwBAAAAgAMIVwAAAADgAMIVAAAAADiAcAUAAAAADiBcAQAAAIADCFcAAAAA4ADCFQAAAAA4gHAFAAAAAA7o5vcCmMCyrPj/b9u2zcclcU8kIjU2RrVtW6NavV0YgvExG+NjNsbHfIyR2RgfszE+/mqdDawUBoBwpbZ/tKNLh/m4JAAAAABMtG3bNvXu3bvDx9AWCAAAAAAOiFip1LdCrqmpSZs2bZIk5eXlKRKJ+LxEAAAAAPxmWVa8y23fffdVly4d16YIVwAAAADgANoCAQAAAMABhCsAAAAAcADhCgAAAGlpamryexEAIxGukBJOzQMQVny+AanZunWr5s6dK0mdntQP77UOvHyu+YctA7YaGxu1efNmbdu2TZZlKRKJcJQKSNHnn3+uDRs2qKamxu9FgY3PPvtMlZWVWr16tXbv3s3nG5CCrVu36uyzz9YTTzyhZcuWSWIH3iTbtm3TzJkz9eqrr0qSIpEI4+MTLiKMBP/+97+1ePFiVVdXq0+fPjruuOM0Y8YMRaPReNCCf95//309/vjjqq2tVVFRkU466SSNHj1a3bqxOZvgnXfe0a233qp169bpmGOO0VVXXaWBAwf6vVj4yj//+U/deOON+vTTT7Vr1y6NHj1at956q7p37+73okHSunXr1Lt3b+29995+Lwpa2bp1q77//e/r8MMP18EHH6yPPvpIktgfMMhzzz2nP//5z9qwYYN2796tk046KR6wGCdvUblCG6tWrdLUqVNVVFSk8847T3369NETTzyh++67jw3UAP/85z917rnnasuWLRowYIBef/113XjjjZo3b5527tzp9+LlvNWrV2vKlCkaPXq0brjhBp177rkqKCho8xiOJPpn1apVmjx5so455hjNmzdP3/ve9/T3v/9djzzyiN+LBklVVVU65ZRTNGvWLG3evNnvxcFXtm7dqjPOOENHHHGE7rrrLn33u9/VP/7xD23atInPM4MUFRVpr7320r777qslS5boL3/5iyQqWH7gUDfitm7dqkWLFumcc87R5ZdfLkkaN26cpk+frpdfflmXXHKJz0uY27744gvdeuutOv/88zV79mxJzWN211136ZlnntHmzZu1aNEijsD7oOWL68UXX9Tpp5+umTNnxn9WU1OjhoYG9enTR0VFReratat2796trl27+rS0uamxsVF33323Jk6cqJ///OeSpJNPPllvv/22NmzY0OaxTU1NnE/ig7q6OvXr10/vvvuuLr/8cv3qV7+iguWzrVu36pRTTtFRRx2lO+64Q1LzRVQ3bdqkuro67bvvvhx4NcTIkSO13377qaSkROXl5brrrrsUiUR0wgknMD4e49sDbWzYsEEHHXSQJGnXrl3Ky8vTBRdcoNWrV6uqqsrfhctxsVhMdXV1+trXviZJ2rlzp3r37q3LL79cRx55pF555RXNmTOHCpYPIpGIIpGI1q9fr88++yx+/1133aUpU6Zo/PjxmjBhgqZNm6bt27era9eunOPjMcuytGHDBg0ZMkSS9OWXXyoSieioo47S4MGD9cgjj+jRRx9VY2OjunTpwpFeH6xcuVKDBw/WDTfcoLKyMs2ZM4cKlo+ampr061//WkcffXQ8WEnS//t//0+jRo3SsmXL4ucswl8tB4Ty8vJ06KGHatasWdp7771155136m9/+5uk5pb1xsZGn5c0NxCuELdr1y59/PHH+vTTTyUpfg5Pfn4+OxsG2LVrlzZu3Bgfn+7du2vnzp3q0aOHRo8erVGjRmnjxo26++67GSuPWZalpqYm7b333tq2bZsk6X/+53/09NNPa8qUKVqyZInOOOMM/fvf/9b555+vnTt3UhnxWCwWU0VFherq6iRJe+21l9asWaOnnnpKzz77rO655x79+te/1n/9139p3bp1tNL4YMeOHRo6dKhOPfVUXXHFFVq1apVmz55NwPJJly5ddO655+pXv/pV/L6WbaK0tFRr1qzR7t27JTEtu9+6dOmiPn36qLS0VC+99JJGjBih888/X/3799edd96ps88+W7fffrt27drF55oH+HZHXJ8+fTRp0iSNGjWqzf1NTU3q3r27evfuLSnxnBE+VL1RUFCg73znO1q6dKleeuklSYq3AH7++ec68sgjVVpaqjfffLNN9QTui0Qi6tKli37wgx/oH//4h5YvX67u3bvrZz/7mX784x/r2GOP1axZs3T55Zdr3bp1uuuuu/xe5JxTUFCgK6+8Uscff7wkafv27frpT3+qH/zgB/r1r3+tV155Rbfddpsk6YorrtCuXbs4Iu+xH/3oRzr55JPVvXt3nXbaabr22mv13nvvtQlY7Bh6q6WTpSVEtWwT55xzjmpqanT33XdLYlp2r7Xf72rZLvbff3+tWbNGknT88cfrpz/9qf7zn/9o9erV+u53v6t+/fpx4MgDnHOVw2pqavTJJ5+orq5Oo0ePVkFBga644gpJatNDvXv3bu3atUtNTU1tzkVYuHCh5syZwzk+Lmk/PnvvvbcuvPBCVVVVaf78+fr000912GGHafXq1Vq0aJGeeuopjRw5UkcffbT++te/6qyzzvL7LYRayzaya9cudevWTU1NTRo2bJguuOACLVq0SNFoVFdeeaWk5qpjjx49NGHCBL344otatWoV5/W47OOPP1ZZWZlqa2t13HHH6cADD9SFF14oqfkzrWfPnnrggQdUWFgYH4vjjjtO3/ve9/T444/rk08+UVFRkb9vIsSqqqr0zjvvaN26dTr++ONVUlKiwYMHa/DgwZKkXr166ZRTTpHU/F0ze/Zs/eIXv9A+++wjSbrnnns0depURaNR395DGDU2NuqOO+7Qxo0bFYvFdNppp+nYY4/VPvvsEz9X1LIs7bPPPvrhD3+ov/zlLzr55JN16KGH+r3oOWHHjh2SpB49etieu3viiSfqscce03/+8x/tt99+evjhh/Xll1/qkEMO0Z/+9CcNGjRI3/3udzlw5DLCVY56++23NWfOHPXs2VP/+c9/1LNnT40dO1bnnHOODjzwwDbhaufOnerevbu6d+8e3xm86KKLtHLlyvjOI5zVfnz22msvnXXWWZo2bZpuu+02LVq0SDfeeKN69eqlnTt3asGCBTr44IMlNR9pbPkAhjveffddLVmyRLfffrvy8vLiAatLly4aO3asNmzYoL/85S+qrq6WpPgOSSQS0SGHHBKfxhjueOedd+Lbz9q1a/Wb3/xGF198sc4991z17NlTXbp0UVNTkwoLCyU1H3WPxWKKRqMaNGiQBg0aFK/Uw3krV67UZZddpn322Udr167V8uXL9dOf/lQXXHCBpD3Vkby8PJ1yyimyLEs33XSTrrzySt122226+uqrVVFRoenTp/v5NkJn69atGjt2rPbff38NHz5c//73v3XLLbdo6NChWrBggQ466KD4Dn1LdfGJJ57Q888/r2HDhqlHjx5+v4VQ27Fjh0455RT17NlTTz/9tHr27Bkfj5Ztpm/fvvryyy+1YcMG/fa3v9Vrr72mxx57TJ999pl++ctfatmyZRo9erR69erl87sJOQs556OPPrKOPPJI6/7777fWrl1r1dfXW1dffbV17LHHWmeffbZVXl5uWZZl7dq1y7Isy3ruuees0tLS+O9PmTLFOvXUU62dO3e2eRyckWx8jjnmGOucc86xampq4o/797//Hf+3ZVnWjh07rHHjxlnPPfecX4sfak1NTdbOnTut8ePHW8OHD7d+8pOfWI2NjZZlWfHtwbIsa+XKldakSZOs4cOHW3fffbe1ZcsWa9euXdaOHTuss88+25o7d65fbyH0KioqrGOPPdZ64IEHrE8++cT6/PPPrYsuusg68sgjrY8++siyrOZxbFFfXx///x07dliTJk2yrrjiijaPgXPKy8ut0aNHW0uXLrU2btxo7dixw5o+fbp1yimnJP2bb9myxfrf//1f66ijjrJGjBhhnXbaafHtbffu3V4ufmjt3r3buuKKK6ypU6e2uf/++++3TjnlFOvYY4+1KioqLMuyrFgsFh+rJUuWWIcccoi1fPlyz5c513z88cfW0UcfbR166KHWD37wA2vbtm2WZe3ZB2vZFi677DLr8MMPt0466STrvffei//+22+/bW3YsMH7Bc9B9KTkoJUrV+prX/uazj//fB1wwAHKz8/XTTfdpClTpmjz5s2aNWuWPvroo3i5uaCgQNFoVOvWrdOUKVO0bt06/fGPf1Q0GtWuXbuYUtphycZn2rRp2rhxoy655BKVl5erpKREhx12mHr06KFXX31VL7zwgi6++GLt2LFDp556qt9vI5Rajg5u3LhRxxxzjNasWaPp06dr27Ztikaj8Zkav/71r2v27NkaN26c7rzzTo0fP17nnXeeLrzwQjU2Nmru3LmSOH/EDStXrtRBBx2ks88+W/vuu6/69u2rhQsXqmvXrnrhhRfaPHb9+vVasGCBbrjhBi1atEhTpkxRXV2dFi5cyHkJLnnttdf09a9/XRdeeKH69eun7t27a+zYsdprr720e/duNTU1xf/uLa3ovXv31ne+8x317dtXhx9+eJvvH1prnRGJROKt5pLin2WTJ0/WzJkz1adPH02cOFHV1dXxNmip+XItxx57rO666y5t3brVt+XPBR988IG6dOmiWbNm6ZNPPtG5554bn3129+7d8W3ha1/7mnr16qW77rpLhxxySHx7+sY3vqH999/fz7eQM/hUykFr167V+vXr1b17d3Xr1i3+IXrhhRdqypQp2rFjhxYsWBC/9sugQYMUi8X04x//WDU1NXr22WfjX2wtMwrCOR2Nz7Rp0/Tll19q4cKFqq2tlSTV1tbqiiuu0KJFiyRJTzzxRPzDFs5rGZsbbrhBP/nJT/TRRx/FA1bLDI5S8zVHrr76aj366KP6f//v/2nYsGE64YQT9PTTT8e3H/renVdZWam1a9eqZ8+e6tatmyzLUs+ePZWfn6/6+npJe0KyZVnKy8vTc889p7fffluDBg3S008/rW7dujE+LlmzZo3Wrl2rLl26xL8/vvzyS/Xp00eXX365fvSjH+nWW2/VunXr1KVLl/hMtRdffLGi0aiWLVsWHx++f5z12WefxS+50r17d+3atUuS9L3vfU8/+9nP1Lt3b11zzTXatGlT/KBqfn6+rrjiCj399NO00rqssbFRgwcP1vjx4zVz5kzV1ta2CVixWEySdNlll+mZZ56JnyrA55j3CFc56Oijj9a2bdv0hz/8QVLbD9Fx48Zp3Lhx+uijj/Tcc89p165dKigoUGlpqYYPH06w8kCq4/P8889Lkg499FA98sgj+v3vf6/777+fiqLL9t13X+2zzz6KRqOaOHGiJk6cmDRg9ezZU6Wlpbr++us1f/58TZs2Td26ddPu3bvZflwyePBgdenSRevXr48fXe/Zs6cKCgriR9Zb7i8qKtKCBQu0YsUK/f73v9dNN93EjrvLDjroIPXs2VNbt25VJBJRZWWlrrrqKvXt21fFxcX62te+pj/84Q+68cYbtWnTJknSm2++qcbGxjYHJhgf51hfnQ965pln6q233tJzzz0nSfFtQZJOO+00jR8/XjU1NXr11VclKf6z4uJi7bfffv4sfA459dRTdfrpp6t79+4aM2aMZs2a1SZgRaPR+PnW/fv3l8Rszn6JWPQ95Jz169dr2rRp2nvvvXXVVVfpkEMOkaQ2X1g//elPVV5erhdffFGRSETvv/++Ro4cqa5du/LF5rJMxqc1ZqFz36ZNm7TvvvtKaj7JeOnSpXrooYf0ta99TUuWLFFeXl78sZs3b9bee+/t16LmnJqaGm3fvl3Dhg1rc/+ECRM0bNgwzZs3r8229Omnn2rgwIHxx1mtJvOB81quIVZUVKRdu3bpT3/6kz7++GNNmzYtPvPfnXfeqXvvvVf333+/jj76aH355Zfq0aNHm9k54bzy8nLNnDlT/fr106xZs/TNb35TUtvvnpZJYe6//34/FzXntHyvt+yyRyIR7dixQ//7v/+r22+/XYWFhXr44Yfj3z3PPfecvvnNb2rAgAF+LnbOYg8sx1iWpUGDBmnu3Ll655139Nvf/lYffvihJLVpQfvJT36iuro6rV69WpJ0yCGHqGvXrmpqauKLzUXpjs+aNWsSzgshWLmvZTropqYm9ejRQ5MnT25TwWoZp5/97Gd6+OGH/VzUnGJZloqKitoEK8uytHPnTjU0NKhfv36S9lwg/eKLL9add97Z5jkIVu6xLEsHHnigioqKZFmWunXrpu9+97u69NJLFY1G463MkyZNUlNTk9atWyep+YLPLefA8f3jnuHDh+vqq6/W+++/r8WLF2vlypWS2n73fOMb34i3n8E7Ld/rkUhEkUgk/t3TuoJ13nnnSZJ++9vf6vrrr2fWYB/xKZVjWr6gjjnmGP3iF7/QlVdeqaamJk2fPl2HH354/JpVu3fv1gEHHKCCgoI2v8+Ou7vSHZ+WCwLCWy1/85YpvXv06KFJkybJsiwtX75c06ZNU5cuXVRdXa1f/vKXPi9t7rDbFlrua90qa1mWpk+frurq6nh7LdzXenxa/r/1dRJbxueTTz7R4MGDE64zxmeduyzL0nHHHadFixZp5syZuv322zVx4kR973vfi49TS6W3ZQIFxsQfLVWsHj166Mwzz5TUXPE9/PDD499DXKfPP4SrkLNrEWv5MDzjjDPUpUsXzZkzR5s3b9aYMWP0ox/9SJ999pl+97vfacCAAfRRu4zxMVsqLZYtAWuvvfbSRRddpK5du2rRokU67LDD9Oc//5lzRFyUagts9+7d1a9fv3jb2eTJk1VbW6vnn3+e8XFRquNTU1OjxsZGjRgxQnV1dbrjjjvUv39/HXnkkR4sJVqzLEsnn3yy7r77bt1000265ZZb9Prrr+vggw/WRx99pD/96U96/PHHOafXAC0VrJ49e2rcuHF64YUX9MEHH2j58uX62te+5vfi5TTOuQqxlnMHdu7cqfr6eg0cOND2fIKVK1fql7/8pSorK9XU1KT99ttPe+21lx577DFFo1HO4XEJ42O2VMenvcmTJ2vz5s164oknmBzBRemOz/nnn6+CggJ16dJFZWVlTM7jslTHp7GxUbfccotefPFF9e3bV3379pUkPf744/FWQXbkndPZ90Xrc3rWrFmjl19+WX/84x/Vq1cv7b333po9e7ZGjBjh1eLmnEy/zxctWqTf//73euyxxxgfAxCuQm737t06++yzdcQRR+i6665L+HnLhvzZZ59p8+bNWr16tQYOHKhvfvObTF7hAcbHbJ2NT3tz5szRW2+9pZdffpkddw+kMj4tO/T33HOP7rzzTh188MH6n//5H8bHA6luPx988IHefPNNffHFFyoqKtIPfvADPt9c0DqofvDBB9p3333Vu3dv9erVq8Pfa2pqil+DrEePHl4sak7KdHw++OADXX755frFL34Rv04Z/MWnVsh17dpVX//61/Xqq6+qurpaQ4YMafPzliMk++yzj/bZZ582pWSmi3Yf42O2zsantS1btuiII47QzTffTMXKI6mMT0ul5IQTTlBZWZnuuOMOxscjqYyPZVkaNWqURo0a1eZ+Pt+cZVlWfMf96quv1htvvKEdO3Zo7NixGj9+vA488EDb32s5wEd3hLsyHR+p+ZISjz32WMI58vAPW0sOOO6447RlyxZVVFRISv26B7RieIPxMVuq49OnTx+de+65XMfKY6mMT1NTkw4++GDdddddBCuPdTY+rS/o3Bqfb85pamqK/52vueYarVq1SjNmzNAxxxyjBx98UL/+9a/jFw9uj1DlvmzGR5L69u1LsDIMW02ItExj26Lly+rYY4/V6NGjtWjRIm3fvp0PS58wPmZzcnzYMXReNuPT/j6ClfOy3X6Ydc49LX/zHTt2qF+/frrzzjv1ox/9SL/61a80bdo0rVixQnfffbcqKyt9XtLcxPiED3txIdK1a1dt27ZN11xzjd577z3V19fHf3beeedpr7320t///ndJXLXbD4yP2RgfszE+ZmN8zHbTTTdp9OjReu+999oc/Jk5c6YuvPBCvfzyy7rnnns6rJDAPYxPuBCuQqLlKOHzzz+vV155RRdeeKEuv/xyPffcc9q5c6cOO+ww7bfffnrmmWckUer3GuNjNsbHbIyP2Rgf87SvJH7zm9/U4MGD9cEHH2j9+vVtHjNz5kxNmjRJr776qm699VZ9/PHHXi9uzmF8wo3ZAgOu/TS1LTNjPfTQQ/FZy77+9a/r9NNP1xFHHKEZM2boxhtv1OjRo31c6tzB+JiN8TEb42M2xsd8Tz31lI466igVFhbq1Vdf1cKFC9W1a1f95je/0UEHHdRmDG+55RY999xzevLJJzVw4ECflzw3MD7hRLgKsJaTsrdv364//OEP2r59uwYOHKjvfe97kpr7d8vKyvT444/H2zG+/PJLTZw4UZdccgnXR3IZ42M2xsdsjI/ZGB/z/fWvf9W0adP04x//WJdeeqn2228/vfrqq5o/f77y8vK0ePHihB34zZs3a++99/Z5yXMD4xNehKuAatnYtm7dqvHjx6tnz5765JNPZFmWxo4dq9mzZ8cfu3PnTu3YsUO/+93v9I9//EPV1dV68sknVVhY6OM7CDfGx2yMj9kYH7MxPsGxdOlS/fKXv9QPf/hDzZgxI2EH/u6779bgwYO5WLNPGJ+QshAoTU1N8f/fvn27dcYZZ1gzZsywLMuyamtrrZNPPtkaPny4dcstt8Qft3Pnzvj/l5WVWWeeeab1+uuve7fQOYTxMRvjYzbGx2yMj5mampqsXbt2tbkvFovF//++++6zhg8fbl177bXWJ598YlmWZf3f//2f9d3vftf61re+Za1du9bT5c01jE/uoSYfEJ9//nn8WggtMy2tWLFCTU1NuuuuuyRJt99+u7p06aJTTjlFDz/8sBYtWiRJikaj8d8ZMWKEtm/frrfeesuX9xFWjI/ZGB+zMT5mY3zMtGvXLknN09i3VDXuuOMOVVdXx6+3J0lTpkzRnDlz9OSTT+ruu+/WJ598ouOPP15XXHGFCgoKmAbfJYxP7uJiHwHw3nvvaeHChRo3bpzGjBkT30grKyvj09/efPPN+vDDD/XYY49p69atKisr029/+1vV1NRIkiZMmKAjjjhCXbt21X777af99tvPz7cUKoyP2RgfszE+ZmN8zLR161adddZZGjt2rC655BJJ0htvvKHf//73evnll/Xb3/5WRUVF8XayyZMn64svvtC9996rnj176vzzz9fJJ5+s0aNHKy8vz+d3Ez6MT26jcmW4L7/8UosWLdK7776rF198Uc8++2z8aMe3v/1t3XbbbSovL9c777yj6667TgUFBSoqKtJ5552nb3/723r//fdVVlamww8/XF27dtWLL76ot99+W0cffbTP7ywcGB+zMT5mY3zMxviYaevWrRozZow2btyoO++8U/fdd58k6ZhjjtGVV16pnTt3avr06Vq3bp26du0ar6CcccYZ2nffffXQQw/pwQcf1O7du9lxdwHjAypXhttrr700ZswY/e1vf9OaNWu0fft2RSIRff/731dpaakk6YknnlBtba369esX/72amhqNHj1at912m/r166cuXbpo165dOvjgg/XSSy+pqKjIr7cUKoyP2RgfszE+ZmN8zNPU1KTrr79e3/jGN3TJJZfot7/9rW6//Xbt3r1bF110kSZMmCBJuv/++3XRRRfpN7/5jQYPHiypeTzPOussFRcXa9SoUUyQ4ALGBxLhymjWV9cMOfnkkzV27Fh17dpVH374oX73u9+pS5cu+v73v68uXbqoV69e2rFjhyorK1VcXKxoNKpNmzbp6KOPVkFBgaTm2Z26deumAw880Od3FR6Mj9kYH7MxPmZjfMzUpUsX/fznP9egQYMkNZ+vY1lW/By31jvwS5cu1bRp03TPPffogAMO0NNPP61Vq1bpsssuU7du7P65gfGBRLgyWstJjHl5edpnn320atUq/epXv9L111+vJUuWSJJOO+00nXzyyTrttNM0a9YsHXXUUdq8ebO6dOmiE044If5cHAFxHuNjNsbHbIyP2Rgfc7XsuEvS0KFDNW3aNElK2IHv0qWLfve73+n0009XSUmJ6urq9OCDD7Lj7jLGB1znyjAtF2ZsucBiy8mO27dv1ymnnKLzzz9fF1xwgSZPnqytW7dq6tSpOv3001VfX69HH31Uq1at0v77769rr702PhsNX2zOYXzMxviYjfExG+MTXFVVVbr33nv1zDPP6PLLL4/v0L/11lt6++239fnnn2v8+PEaMmSIz0uamxif3EK4MkhZWZmeeuop/fCHP9SIESPi98diMUWjUS1evFh/+ctftGzZMu3YsUOXXHKJtm3bpunTp+vUU09V165d9eWXX2qvvfaStOeLEs5gfMzG+JiN8TEb4xN8rXfgb7nlFo0dOzb+s5bADP8wPrmDcGWITz75RD/+8Y+1adMm9ejRQ+PGjdOoUaPabHwffPCBJkyYoDlz5ui8887T5s2bddlll2n79u0aP368fvjDH8Y3zpZ+eTiD8TEb42M2xsdsjE94VFZWat68eSooKNBtt92maDSqrl27MiaGYHxyAzHZED169NAJJ5ygQw89VEVFRaqurtadd96p8847T08//bQ+//xzjRo1ShMnTtTDDz+siooK7b333rr77ru1fft2/fOf/2xz1ION1FmMj9kYH7MxPmZjfIKv5ULNQ4cO1ciRI7Vhw4b4jrvEmPiN8cktVK4MsmnTJt1zzz366KOPNGjQIP3oRz/SPffco/LycnXv3l2XXHKJtm7dqhdeeEHnn3++zjjjDEnN11To2bMnve0uY3zMxviYjfExG+MTbHV1dRowYIAkaf78+dq0aZN++ctfqkePHj4vGSTGJ9cQrgxTV1enJUuW6K233tLYsWM1efJkrVy5Uo8++qhef/11DR06VP/85z/1jW98Qw899FCbo4WcPOw+xsdsjI/ZGB+zMT7B9NZbb+mSSy7RqFGj1KNHD/3rX//SsmXL2pw7B/8wPrmHs00NM2DAAF100UWKRCJ64okntH37ds2YMUPf+MY39PLLL+v9999XTU2NVq5cqWeffVb/9V//Ff9dvtjcx/iYjfExG+NjNsYnmPbff3+NGTNGtbW1GjRokK688koNHTrU78XCVxif3EPlylAbN27UkiVL9MYbb+ikk07SrFmzJDX37a5fv15/+MMfdPHFF/OF5hPGx2yMj9kYH7MxPsG0e/duRSIRZp0zFOOTOwhXBmv5gnvzzTf1ne98Rz//+c8THkMrhn8YH7MxPmZjfMzG+ABAZmgLNFj//v01ffp0SdJf/vIXNTY26rrrrmvzGL7Y/MP4mI3xMRvjYzbGBwAyQ7gyXP/+/XXRRRdpy5Yt+vzzz7kWgmEYH7MxPmZjfMzG+ABA+mgLDIiGhgb17dtXXbp04QvOQIyP2RgfszE+ZmN8ACB1hKuAaWpq4mRIgzE+ZmN8zMb4mI3xAYDOEa4AAAAAwAEcggIAAAAABxCuAAAAAMABhCsAAAAAcADhCgAAAAAcQLgCAAAAAAcQrgAAAADAAYQrAAAAAHAA4QoAAAAAHEC4AgAAAAAH/H9k3MFpqY6F7QAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,tlines=[dict(tlines=datepairs,tline_use='high',colors='g'),\n", + " dict(tlines=datepairs,tline_use='low',colors='b'),\n", + " dict(tlines=datepairs,tline_use=['open','close'],colors='r')],\n", + " figscale=1.35\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "**Now compare using point-to-point versus least-squares:**" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df,tlines=[dict(tlines=datepairs,colors='b',tline_method='point-to-point'),\n", + " dict(tlines=datepairs,colors='r',tline_method='least-squares')\n", + " ],\n", + " figscale=1.33\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "**Try using least-squares for the entire data set, taking the average of ohlc, and alternatively the low, for the values to be used in the least squares regression:**" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n", + "\n", + " Volume UpperB LowerB PercentB \n", + "Date \n", + "2012-06-28 169242100 136.500761 128.219241 0.551922 \n", + "2012-06-29 212250900 136.721010 128.792993 0.921670 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(2)\n", + "df.tail(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.5a3'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "setup = dict(type='candle',volume=True,mav=(7,15,22))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "---\n", + "\n", + "**Let's see** how a plot can vary depending on how much data is present.\n", + "\n", + "**First**, let's see it using the old algorithm:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df.iloc[0: 40],**setup,width_adjuster_version='v0')\n", + "mpf.plot(df.iloc[0: 80],**setup,width_adjuster_version='v0')\n", + "mpf.plot(df.iloc[0:150],**setup,width_adjuster_version='v0')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "---\n", + "\n", + "**Now let's see** the same three plots using the **new** algorithm:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df.iloc[0: 40],**setup)\n", + "mpf.plot(df.iloc[0: 80],**setup)\n", + "mpf.plot(df.iloc[0:150],**setup)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "I think **most will agree** that the new algorithm is a significant improvement.\n", + "\n", + "Here is the same comparison using ohlc bars:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=========\n", + " OLD \n", + "=========\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "setup = dict(type='ohlc',volume=True, mav=(7,15,22))\n", + "print('''=========\n", + " OLD \n", + "=========''')\n", + "mpf.plot(df.iloc[0: 40],**setup,width_adjuster_version='v0')\n", + "mpf.plot(df.iloc[0: 80],**setup,width_adjuster_version='v0')\n", + "mpf.plot(df.iloc[0:150],**setup,width_adjuster_version='v0')\n", + "print('=====================================================================')\n", + "print('''=========\n", + " NEW \n", + "=========''')\n", + "\n", + "mpf.plot(df.iloc[0: 40],**setup)\n", + "mpf.plot(df.iloc[0: 80],**setup)\n", + "mpf.plot(df.iloc[0:150],**setup)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "That's all well and good. But suppose we want to just tweak the results a little bit: make the candles or ohlc ticks or volume bars just a little bit thinner or thicker. In order to do that, we need to understand that the algorithm cares about the widths of four main things (as we have been implying), and those are:\n", + "- candles\n", + "- ohlc open/close ticks\n", + "- volume bars\n", + "- lines (mav lines, and `plot(data,type='line')` lines)\n", + "\n", + "The first three of the above four items is divided into two parts: (1) the width of the item itself, and (2) the width of its edge and/or associated lines (for example, the edge of the candles, and their wicks). More on these two parts later. For now let's focus on the four _main_ things, and how we can tweak the widths generated by the algorithm.\n", + "\n", + "We saw above that we can choose which algorithm to use via kwarg `width_adjuster_version`.\n", + "\n", + "Each \"width adjuster\" algorithm generates a \"width configuration\" that consists of the above three mentioned items (candles,ohlc,volume). To modify the width that comes out of the algorithm, we use kwarg **` scale_width_adjustment `**.\n", + "\n", + "We set **` scale_width_adjustment `** equal to a `dict()` containing one or more of the four keywords `candle`, `ohlc`, `volume`, or `lines`, where the *value* for each keyword is a number ***greater than*** or ***less than 1.0*** depending whether we want that object to be thicker or thinner.\n", + "\n", + "\n", + "**For example, suppose we want our volume bars narrower, but our candlesticks thicker:**" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "setup = dict(type='candle',volume=True,mav=(7,15,22),figscale=1.25)\n", + "mpf.plot(df.iloc[0:80],**setup)\n", + "mpf.plot(df.iloc[0:80],**setup,scale_width_adjustment=dict(volume=0.4,candle=1.35))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "---\n", + "\n", + "**Or perhaps we want our ohlc ticks and volume bars wider, and our mav lines thinner:**" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "setup = dict(type='ohlc',volume=True,mav=(7,15,22),figscale=1.25)\n", + "mpf.plot(df.iloc[0:80],**setup)\n", + "mpf.plot(df.iloc[0:80],**setup,scale_width_adjustment=dict(ohlc=2.0,lines=0.65,volume=2.4))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "### Manual customization of candle, ohlc, volume, and line widths:\n", + "\n", + "Now suppose we want to simply *override* what the \"width adjuster\" algorithm is doing, for one or more aspects of the plot. As a general rule, I would advise *against* doing this. But if you want to experiment, here is how.\n", + "\n", + "This is where we need to understand that each of the three items (candle,ohlc,volume) is subdivided into two parts. This gives us a total of six width configuration keywords:\n", + "\n", + "\n", + "\n", + "| Item | Keyword | Description\n", + "|:---- |:-------------- |:--------------------------------- |\n", + "| ohlc      | ohlc_ticksize      | horizontal length of left/right ticks \n", + "| | ohlc_linewidth | thickness of ohlc lines\n", + "| candle      | candle_width      | horizontal thickness of the candle body\n", + "| | candle_linewidth     | thickness of candle edge **and** its wick\n", + "| volume     | volume_width | horizontal thickness of volume bars\n", + "| | volume_linewidth     | thickness of edge surrounding volume bar                                                                                 \n", + "| lines     | line_width | thickness of mav lines, and line-plot lines\n", + "\n", + "We can override any one of the six keywords in the above table using kwarg **` update_width_config `**. We pass this kwarg a `dict()` containing one or more of the six keywords listed above. The exact value we pass in will be used instead of the value generated by the width adjuster algorithm. But for those items that we do not specify, the algorithm's value will be used (possibly modified by `scale_width_adjustment`). Note that values set by **`update_width_config`** are taken exactly, and are ***not*** affected by `scale_width_adjustment`.\n", + "\n", + "**A note of warning** about the values in the width configuration. These values can vary greatly depending upon the data, ***especially if the user sets*** ` show_nontrading=True `, which can cause large changes to the width configuration values depending on the frequency (intraday, weekly, monthly, etc) of the data.\n", + "\n", + "To mitigate the possibility of setting the width configuration to values that may not make sense, **you can see** the generated width configuration values using kwarg **` 'return_width_config' `**. Simply set this kwarg equal to an **empty `dict()`** and mplfinance will return the width configuration values in the dict. \n", + "\n", + "**For example:**" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'candle_linewidth': 0.7916666666666666,\n", + " 'candle_width': 0.777328125,\n", + " 'line_width': 1.3,\n", + " 'ohlc_linewidth': 0.9583333333333334,\n", + " 'ohlc_ticksize': 0.51821875,\n", + " 'volume_linewidth': 0.65,\n", + " 'volume_width': 1.4115291666666667}\n" + ] + } + ], + "source": [ + "import pprint as pp\n", + "\n", + "setup=dict(type='candle',volume=True,figscale=0.75)\n", + "\n", + "wconfig = {}\n", + "mpf.plot(df.iloc[0:80],**setup,return_width_config=wconfig)\n", + "pp.pprint(wconfig)\n", + "\n", + "wconfig={}\n", + "mpf.plot(df.iloc[0:80],**setup,return_width_config=wconfig,show_nontrading=True)\n", + "pp.pprint(wconfig)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "---\n", + "\n", + "**Notice** in the next example, with intraday data, some of the width configuration values for `show_nontrading` are very different from those without `show_nontrading` ***yet the plots look almost identical.***" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'candle_linewidth': 0.7916666666666666,\n", + " 'candle_width': 0.0003708268228467205,\n", + " 'line_width': 1.3,\n", + " 'ohlc_linewidth': 0.9583333333333334,\n", + " 'ohlc_ticksize': 0.00024721788189781366,\n", + " 'volume_linewidth': 0.65,\n", + " 'volume_width': 0.0006733744211692828}\n" + ] + } + ], + "source": [ + "idf = pd.read_csv('data/SP500_20191106_IDayBollinger.csv',index_col=0,parse_dates=True)\n", + "setup=dict(type='candle',figscale=0.75)\n", + "\n", + "wconfig = {}\n", + "mpf.plot(idf.iloc[0:80],**setup,return_width_config=wconfig)\n", + "pp.pprint(wconfig)\n", + "\n", + "wconfig={}\n", + "mpf.plot(idf.iloc[0:80],**setup,return_width_config=wconfig,show_nontrading=True)\n", + "pp.pprint(wconfig)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "---\n", + "\n", + "**Now that we have an idea** of what the values in width configuration look like, we can play with them to see how it affects our plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(idf.iloc[0:40],type='candle')\n", + "mpf.plot(idf.iloc[0:40],type='candle',update_width_config=dict(candle_linewidth=1.75))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(idf.iloc[0:40],type='candle',update_width_config=dict(candle_linewidth=0.4))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    \n", + "- function `mpf.plot()` also accepts kwarg `volume_yscale` which has the same syntax and behavior as `yscale` except that it gets applied to the Volume Axes of the plot.\n", + "

    \n", + "- `yscale` may be a string, in which case it must be one of [\"linear\", \"log\", \"symlog\", \"logit\"].\n", + "

    \n", + "- `yscale` may also be a dict, in which case\n", + " - it must contain the key `yscale` whose value is one of [\"linear\", \"log\", \"symlog\", \"logit\"]\n", + " - the remaining key/value pairs are passed as kwargs to matplotlib's [`Axes.set_yscale()`](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.set_yscale.html)\n", + "

    " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## `yscale` examples:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 5)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "Date \n", + "2012-06-27 132.419998 133.429993 131.970001 133.169998 108088000\n", + "2012-06-28 132.289993 132.990005 131.279999 132.789993 169242100\n", + "2012-06-29 135.199997 136.270004 134.850006 136.100006 212250900" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "df = df[['Open','High','Low','Close','Volume']]\n", + "df.shape\n", + "df.head(3)\n", + "df.tail(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.12.7a8'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### We can set the yscale to logarithmic for price or volume or both\n", + "\n", + "- First we scale the data to a larger range, to make a 'log' plot more interesting:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import random" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "sdf = df[['Open','High','Low','Close']].apply(lambda x: (x-101.)*2**((x-101.)/4),axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "v = [ 2**(x/10.) for x in range(len(df))]\n", + "sdf['Volume'] = [ random.choice(v) for ix in range(len(df)) ]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== Original ===\n" + ] + }, + { + "data": { + "text/html": [ + "
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    OpenHighLowCloseVolume
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    std7.8872947.5344368.2432647.9289849.999547e+07
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    count252.000000252.000000252.000000252.0000002.520000e+02
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    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "max 141.740005 142.210007 141.080002 141.839996 7.178287e+08\n", + "min 108.349998 112.580002 107.430000 109.930000 8.607570e+07\n", + "std 7.887294 7.534436 8.243264 7.928984 9.999547e+07\n", + "mean 128.846587 129.772222 127.837500 128.857659 2.110454e+08\n", + "count 252.000000 252.000000 252.000000 252.000000 2.520000e+02" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "=== \"Scaled\" ===\n" + ] + }, + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " Open High Low Close Volume\n", + "max 47425.504565 52043.290245 41614.860352 48372.846654 3.596275e+07\n", + "min 26.268162 86.137175 19.593711 41.966324 1.231144e+00\n", + "std 10757.018248 12108.724154 9587.769652 11089.378731 6.192560e+06\n", + "mean 8953.275582 10256.544230 7797.223865 9116.338090 1.980439e+06\n", + "count 252.000000 252.000000 252.000000 252.000000 2.520000e+02" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Compare the original dataframe to the \"scaled\" one:\n", + "print('=== Original ===')\n", + "df[['Open','High','Low','Close','Volume']].describe().loc[['max','min','std','mean','count'],:]\n", + "print('\\n')\n", + "print('=== \"Scaled\" ===')\n", + "sdf.describe().loc[['max','min','std','mean','count'],:]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "kw = dict(volume=True,type='candle',panel_ratios=(1,0.5))\n", + "mpf.plot(sdf,**kw)\n", + "mpf.plot(sdf,**kw,yscale='log')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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w/HXzfU6bKujcs3e0GsNxty2tQ2qBLuWCSs9XezOApk+dgG2b19n1W7XxyIAyIiICkZGROHTokNH0gwcPIiAgAM2be2adQEsnpGkXCtZ2qWDpoRAdM1cOMH2xawMiyp80NGF+OGACKc3akXMKegY6OlqNuSDPUlpMu8WyxFymEfCwRxcgt6GPJ1NlQJmamork5GQkJydDp9MhMzNT/pyRkQEAGDt2LPbv34+1a9ciMTERBw4cwPLly9G/f3+ULl3azVtgn4JOSGtzKqXp1jwUWCxFRBJ7gkM19RlInq98+XCULx9uVfGzRDpvlXq5MQzyJH8eP2Z2XqWeodOmTMDHH3+syLLcRZWtvEePHo3ffvtN/pyUlISDBw8CAGbNmoVevXqhY8eOmDt3LlauXIn58+cjLCwMAwYMwMiRI92VbKcYNbQ/bt5IApC3J35LPfNL/WJJI08UlAsp5WIuX7VBwZQTkaexdbSPg/H7cP/eXSemiHyN9Bx6vns7q3/z8bKF2LljC0qULOW0TBJLQ4jaIr9nsbkg1tOoMqDcuHGjVfN1794d3bt3d3Jq3KugHEZzpLodw18fZ9XFZc86iMj7SA0NCiI1MODIW+ROpt3wnD19EqOG9keJkqWMPvd6sY9igaa0zLJlw6yav3z5cDlTyFwa/PwDkHDlsscHk4BKi7xJGSzOJqL8mBYRSi+jtmA9bHK10mG5wZw0jGfNWnWwfNWGPNW8pM9KvvRIy7S24U9+jY0Oxu+T61aa6+nF0zCgdBN7W6EZjnsqXVRERPYo6EFrrk6a9BDs3XcgAL64kvuYvgD5aTQoX9780MoFORi/z6qui6R12NLwx/AaGTW0v1zNzPD6mzJtrsfnUjKgdJOKFStiyrSCT0bTE9ywWwOpTgdbWRKRLaZPnZBv0bb00DQNOA0bSjCQJFeTnnWW6jNKOZW2klp1W9OVnrQOe3Pmk5KuIynpulG/lN6Sy8+A0k2sHWdUyi6XcibNvUFZan1mDwanRN5Pr8vJt2hbemia1qk0fKElcrWCctRNAzPpxUiq92iJYYMYSwONmJYIKvlC5S0vZwwo3cSWgevbtOsk38jN1cdQovWZhBXsibyX6Qvj/Xt3cTB+n8UXSXvqVBIpzdqMDtPAbPjr4/LUrSxoWZYGGpGes0rlJlrql9KTqbKVN+VlWC+koLcZe+pmEpH3+/P4MaP7R7HQ4mjTrhOGDuqNn354OFCE6UNTyqU0bLFK5ApS13mG563p+WkpyJN+I3WhB9jeNZbSOZPefA0xh9JDLF+1ocC6IdKbl+FIOEREpkwbBUo5kdJ0+UH83zCtUhE5h2slVzNXzUI6P03PV4lpgGlP3UppGY82fMzsMu2V3zVkS8mlGjGg9GCmb07WjL9rK9apJPIeUrGdpfGHTVuu8uWU1MxSS2sl6iRKyzD9V0mm1x8DSnIb0zod1gy1aAtbhr4iIvWSXgyle4Xp+MNSTo+3tDYlzycNweiNrB3/29Owsp0HMz0pDeuJ2EKq02E4zCPAEXSIvIVUb8xSbkvvvgOtfrgx6CRXsGcIRk/hbYGkhDmUHsz0pLS3Dy6p5bhhXRUWdRP5Dmsa+kndqHjrw5CIHMOAkgDkPiQM+7hk90FEnk+pF0Nv7OKEfAdz1V2DASXJ2IKTyHsoXQeaD2VyN3uHG2auumuwDiUZ4UODyDsoXQeaD2VyN6kLH4lSzyv23awM7kUywocGkec6GL+P1zB5FcOOwE3PbaXOdXaNpQwWeXsR5i4S+RbDOpIH4/fhi53b3ZgaIuWZG26Y1IkBpRdR6m1t+tQJSL7JLoOIrf3VzLCOpJQzWSy0uPy9YSM7e+ueEamBUs+2UUP74+zpk4osi/JiQEl56HU5qFixoruTQSrA1v7qN33qBGzbvC7PdMNGdtIgCES+zNwwjnxpVg4DSiIiDyQVBZp7ATR9SLI6DFFell7GyD4MKCkPqRNjwyIz8m18i1cnc0WBhg9Jbx3ijUgJLI1TFgNKykPqxJj9UlLyzetygDJ96gQGlipkOIqNKQaSRObxXqY8BpRkFV58vqlixYryW7xel8M6lSoUHTMXvfsOBJCbI8lRbYgKxnuZ8hhQklV48RG5hunLm2nXQOZIOZHMkSQqGFt7Owc7NiciUpFvD+w3Cgy3bV6Hn344hKTrSbh5Iwlt2nViB+ZEdihfnjn3zsSAksxiq1AylJiYiIjKVYDsLJt+N33qBAAcicIRUnUDaShFqQNzBpREtlm+aoP8/3ffecN9CfFSDCjJLMOH1aih/eWhr8g39e47EG3adbL5JqzX5TgnQV7s7OmTGDW0P8qHlzeaLg1B16ZdpwKroPCFkKhgHMNbWaxDSflq3baD2c5gyTckJibCzz+AuWFuoNflGAXktvS6wONFVLDomLksPVEQA0rKFx9Mvq1M2XCn33DZg4Cx4a+PMyqaM4c5kESkNgwoichqUnGsktzRg0B+LandTXqJk3KHDbGjciJl8KVMeQwoichqeiHkxiGOcmcQJwWxUhrU2C2WlDtsGFgykCRSBq8l5TGgJCKnyW8UF3cGcaXDwtyWBlsDaVdUOyAicpTDAeW+ffswcuRItGrVCg0bNpSnf/DBB0hJSXF08UTkRo4WC1katWX61AlIvmmc0+nKHMvbt24ZfZaGmHQFa4NYFskRkSexO6DMysrC0KFD8eabb+LQoUO4fv06MjMzAQBarRaxsbF4+eWXkZqaqlRaicjFbCkWsiUglIZzNOSK3EJLaZT6enTFuqXc0VFD++dbH1Xa9wwsicgT2B1Qrlq1Ct9//z2EEIiMjERAwMPK42lpafD398fFixfxySefKJJQUgc1NV4g9Zg+dQK2bV5n9NneHD9nnmOmQasU3LkiDX8ePwbgYe5oUtJ1JCVdl9dV0LCKRERqZndAuXv3bmg0GsyZMwdfffUVihYtKn9XtmxZfPrppxBCID4+XpGEkjpID0UiQ6Y5jqZ9KOZHCuqcXa/RcPzeggJJZ6RBCiRN171t8zpMnzpBlQ2DiIisZXdAee3aNRQqVAg9evQw+/2TTz6JIkWK4MaNG3YnjtTHtO4ZkaOkc8rZ55ZhB/2W1vnxsoUYNbS/U+tUPtrwMaPPUnG7M7pkIiJyFbsDyuDgYGRmZuL27dtmvz99+jQePHiAQoUK2Z04InINV1RlMFyHn3+AKoY9k+onSl3zSN0iObNOpaUibCW7ZCIicjW7A0qpRffQoUPx5ZdfIicn9+Z7+PBhrFq1Cq+99ho0Gg3q16+vSEJJHSwVFZJnU7K41TQ4lYI2w3W4esizguonFtQ1jxIBN68dIvJmdmcRDBkyBEeOHMHJkyfxzjvvyNOHDx8OABBCwM/PD4MHD3Y8leRW5cs/7PaFRd7eydpgx0+jQdly5S1+P33qBCRcuYyIylWQcOUygIIblbgi0DINmG1tOf3tgf12N445GL8Pbdp1ylPUbcrwOiMi8jR251A+8cQTmDVrFooUKQIhRJ6/IkWKYPr06Xj66aeVTC+5wfJVGwocW5g8m7UvCpbGmTbtwNxS/5OOrNse7m45bdj63dI6peJ2XmdE5MkcqsTUo0cPtGrVCvHx8Th79izS09NRtGhRREVFoXXr1ihevLhS6SQiFbAUFEXHzMW777wh/2sPZ+RUOpKzqARz/W2a4kg4ROQNHK4VHxoaiueff16JtBCRm0nFs0obNbQ/bt5IMrsOqfhZ6ZxKaTSeg/H7cP/eXZQvHy6nwZSlInCp1fXNG0kYNbS/U3IQ2XE5EXkDh4ZefPDgARYtWoQVK1YYTR8yZAhmzJiBe/fuOZQ4InItqa6h0q2+pS57Rg3tj4+XLTT6znREGKW6z5FyB9u064RiocWxfNUGDH99nNl5LQXRUufjzmiBXb58OMqXD2fH5UTkFewOKNPT09GvXz+sXLkS168b32hv3bqF2NhY9OvXD1qt1uFEkvpwxBzv5qxOtg37gjQlBVbO7D7H2uBNqtfoKNO6pYZYZ5KIvIndAeXatWtx8uRJuQGOoXLlykEIgX///RerV692OJGkPhwxx7tZm0to64tF+fLh8NNo7E2W3WwtVu7dd6DD9RoPxu+zqXESEZEnszug3L9/PzQaDaKjozF58mSj71auXIkpU6ZACIGvv/7a4UTaa+PGjejcuTM6dOiAN954A2lpaW5Li7dh90Hexd4GMfnlZJoL4pav2oCatepYtWwlc8FtLVaW5vfTaOzqzsewdTfrSBKRL7A7oLx69SoKFSqEfv36mf2+b9++CAoKwrVr1+xOnCP++OMPbNq0Cdu3b8e+ffsghMCaNWvckhYiNZo+dYI8vKBpH4k1a9WxqjjW3BCFUgBlb91AKYhTw9jW1u4HQwfj9xm17mYdSSLyBXYHlEFBQcjMzLRYP+jixYvIyspy29CLpUuXxpw5c1C0aFH4+fnhiSeewMWLF92SFiI10uty5OEFlQx6HF2W1NelO8a2tjdHUiLlTOZXd5KIyBvZHVDWr18fQgi8+uqr2LFjB06ePIkrV67g77//xqZNmzB48GBoNBrUrVvX7sStW7cO9erVw7hx5ltm7tixA507d0a9evXQvHlzzJkzB9nZ2QCAKlWq4NFHHwUApKWlYf/+/Xj22WftTgsR5eWMPhRd0TjHEksdt1tLyplk3Uki8jV2N2McNGgQfvzxR1y5cgVTpkzJ870QAhqNBgMGDLB52ampqZg4cSJOnDhhMYczLi4O0dHRmDhxItq0aYMzZ84gOjoaWq0WMTEx8nxTpkzBl19+iS5duqB79+42p4WMeUJ9MGf1pejJlN4n5pantnPDzz9AHv7RWjxviIjsY3cOZdOmTfHee+8hICDA7NCL/v7+ePvtt+3KFdyzZw+0Wi3i4uIsjrazbNkydOnSBQMHDkRERATatm2LsWPHYvv27bhx44Y837Rp0/DLL79Ar9dj5syZ9m4u/ccTHrjO6kvRkyldH9Hc8tR2bjCXkIjIdRzqaK1fv35o1aoVdu/ejRMnTiAtLQ3BwcGoVasWunbtiqpVq9q13JYtW6JPnz7w9/c3+/2lS5eQkJCAMWPGGE1v0aIF9Ho9jhw5gqioKAC5RfOFCxdGz549MX369HzXq9Hk/jmbtA439J6iKDWnX6PJDXratrc9yPGW42PK0vaYTrd2+23ZT+XDc0epseU30iyG89pzbBw5jm3adci9L5hZVn65vt56DhXEV7fbE/DYqJs7jo/S63K4594KFSpg2LBhSqRFFhERke/3UuOaypUrG00PDw9HYGAgLly4gICAAGzevBnr169HkSJFcPjwYdSsWTPf5VarUAIhISGOJd4G1SqUcNm6lBYaEoTIiiXcnQyzpLQ5mkZPPj6mpH2xe/dudOvWLXda0WBcvHjRaB/ViIywat/Zuo+//upLDB06FJEVS6Df/5636jeFgnJfKM3Na+2xcfQciBzYBwBQpHAgwsPDceKPI+jWrRuef/55XL9+Ha8N7GO0TwsHBchpVvM14mzedO14Gx4bdXPl8UlPD1R0eVYHlNeuXYO/vz/KlSsnf7ZWhQoVbE9ZPqT+JE2DP41Gg5CQEKSlpaFHjx44d+4cevbsCSEEIiIiMGPGjHyXe/FaKoKDsxVNqzkaTe5Jc/FaKiwMGqJ699KzcCEx1d3JMEtKm71p9IbjY0raF5u2fo66jZsDAN6c9AEmT3jDaB9VfqSOVftO+v6JZ1pZvY+lees2bm7VbzKzdABgNK+tx0ap87RytZqYOXcRJk94Izf9F6/IaTPcpxlZOfJ0NV8jzuKN14634LFRN3ccH602XdHlWR1Qtm7dGqVKlcJPP/0kf9ZYkV+q0Whw8uRJ+1NoJ41Gg/Hjx2P8+PFW/0YIuPRCc/X6lKbmtEtpcySNnnx8zBXHmtsnrdt2MPncyep9J4Tx/AWxZV4AkGY98I35bbF2WUodQ8P9IsxMM53XdN/6Ek++drwdj426ufL4KL0emxrlCJO1m2uMY+5PaaGhoQCQZ+QbIQTS09Pl78m3SI1w3NF/oZoYjtJyMH4fpk+dgOSb5rvfUVtDGnM+XrbQ7cdTasFuy7nlCfuWiEgpVudQ9uzZE0WLFjX6bE0OpTNERkYCAC5fvoxGjRrJ069evYrs7GxUr17dLeki9/r2wH60addJ7r/w5o0kjBra36F+BT2R4Sgt3x7Yj6BAP1SsWBGjhvbHzRtJbk6d7dzRH6Upa/rGZK8CROTLrA4oZ8+ene9nV4qIiEBkZCQOHTqEnj17ytMPHjyIgIAANG/e3G1pI/fz02hQtlx5JCVdd3sg4grW9jFpuC8K+o0a+pQ0PI5qU758uPzCIgXp3x7Yj8KFg2zu+5KIyBvY1Q9ldnY2+vfvj4EDB0Kn0ymdJqSmpiI5ORnJycnQ6XTIzMyUP2dkZAAAxo4di/3792Pt2rVITEzEgQMHsHz5cvTv3x+lS5dWPE1knhpzZewZf9lapturhu037RNSGvZv1ND+OHvafP3lgvqlLChAvX/vrtO3XTqOjg6H6AzLV23A8NfHISnpOvRCyPuafV8Ska+yK6AMDAzEmTNncPz4cYt9RTpi9OjRaNasGZo1a4akpCQcPHhQ/rx3714AQMeOHTF37lx89tln6NChAz744AMMGDDApkY45Dg11G9zJdNATOkOw5UgBTVSsOMMxUKLu6yOoDNfEGxlGNwabr8z9zURkSewux/Kjh07Ytu2bYiPj0e7du2UTBM2btxo1Xzdu3fncIpupob6bZLkm9cxfeoEdydD9fJrpEP5q1mrDmbMWSR/loq+GUwSka+zO6Ds1q0b7ty5gzfffBOtWrXCo48+ipIlS8LPL2+mp2E9RyKlSfUBK1asCL0ux6nrkILW6Ji5TlmPp3BlHUs11OeUmKZl+aoNePedN3D61Ak3pYiISB3sDihfeeUVALld9cTHxyM+Pt7sfBqNhgElOdW2zevw0w+H5M/OCECkFuSeonXbDhaDnOiYuXj3nTccWr4r9oV0HNW0382lJb99TUTkK+yqQwnAqI9JV/dDSd7F0cYdpjmTzgxAypQN94jcSXP7oHz5cPh50EC+agok8+Mp6SQicia7cyhnzZqlZDrIhzkr90/qdiY/1na5o9Tv3EkqnvUFnnh8iIg8mV05lL///jsuXryIv/76C7dv38ZTTz2F5557zuIfkSFndTeTmJgIP/+H70jDXx8ntw62tM6CWmkX9Ds1jMoj1etUQxdGaqHG1vdERN7M5oAyOjoa/fv3x+rVq7F161bMnz8f7du3x44dO5yRPvIypsMCKsm0ONowh8reAEP6XemwMLPfS63c1RDMWbONamrgQkRE3sOmgHLPnj3YsWNHnjqS2dnZeP/99/HXX385K53kJUyHBfQUt2/dyvd7d26LFEhb020Si4GJiMgZbAoopVzIChUqICYmBqtWrcJbb72F4sWLQ6/XY/PmzU5JJKmPpRw7W+U3mouzTJ86we7+KqUcPtPgzZ1F31KaTBsneVojnIKoIRfYEsN9zVxgIvJFNgWUp0+fhkajwZIlS9C7d2+0aNECr732GmbNmgUhBP755x9npZNU5tGGjwF4OHKIvQ97d4wwotfl2N1fpZTDJwVv0va7s4N3S7mOy1dtQM1adeShGD3dx8sWYuTQ/ti9e7fFeQ7G78PB+H24f++uC1P2cF8DzAUmIt9kU0B57949FC5cGPXq1TOa/swzzwAA7ty5o1zKSNWkh6Y0LJ4nFV8rybDhj6uZBvGmjZKA3NwybxlfWi8Ebly/nm9AKfUYUCy0OADf7YCdiMjVbAoohRAoXLhwnunSNL1er0yqyCepuUjTEnfmRpkG8eb6yLSUPm8MfswNKenK48OcSSLyZXZ3bE7kCOnhb1j3zN5cTnM5c9Zwdf1NpQJmqQ6oI2OXe2Lw46fRoFy45ZxWwwZf3hgwExGpmc0BZU5ODo4ePYrff//d6K+g74jMMax7Zi3TwMze0Wtsqb9pGqDYE8QqVS1AqgPqzLHL1ahmrTpYsWoD/vnnH4w00wDKsK6oJwbMRESezOZsnbS0NHkcb0MajcbsdxqNBidPurYVL6mfI+NJWxpZxxm5UlJrdtP1ecoQjN5Ir9fjxvW8DaCUGKOciIjsY3MOZUHjdnMsbzJHylV0ZotjR3KlLBVHF9T/pJrkF1B7UxGwn58fyoXb37MAEREpz6YcSg6jSLaSxlSWchWjY+aqJhAoXz4cN28kAXDeeOKulF/6PX3bDNWrVw8Tp87F5AlveNV2ERF5MpsCylmzZjkrHeSlzAVqpp9tzT2TOhG3t7seP/8AJFy5jFVrt9kd3Kohx8+ehkjeTg3HhYjIF/GJRG5nay6To52IG9a1szeHSw05Y75Wh9OaYFENx4WIyBex2yByCWcMTWht7qI7hnfMLw1qKfL3NFKw2K1bNzenhIiITDGgJJcwl6toa/GkaSBmbTc85roHsnbdSo1ZbpgGXx1VSCkMKImI1IcBJbmENOa1IVuLJ/88fkyx9BS0bml4P09q5e1rnJHrTURE9mFASS4hjfntCNPgThopxhkNMfIbL5rUwdG6tEREpBwGlOSxpJFiCsptNBze0d3UUJ+TiIhIaQwoSVFqbHBS0PCOpkHetCkTnNb5umFdSnv3lZ9/ALsMMqHG846IyJcwoCRFbdu8DtOnTnB3MvLIr1jctNGONE62kszlktrbOCc6Zq7PdRlUEDZ0IiJyLwaUpCipGFrizHqOtnB3/4QF5ZISERF5MgaU5FTW1nN0FU8uGh01tD9bNRMRkSqxIhb5jOlTJyDhyuUCg1s//wCn1aGUjBraXx5H3Fps0UxERGrFHEpyiFSU7Ql9AlpbN3LKtLmK16EEjOtxmutsnYiIyFMxoCSHSLl93tAn4PSpE/I0KLK27qe5jttN2Vvs78nF9ERE5BtY5E2qkF8R8MH4fS6pg2nYmEhi7Xpr1qqDGXMWKZyiXNs2r8NPPxxyyrI9WUEBPBERuQ5zKEkV8isCVnLIRWfJLyfT0RxG05bzlGv5qg1YvmoDDsbvw/17d92dHCIin8YcSnIKJXMVpSEXS4eFAcgtXi5brrwiy7akW7duNs1vaVutbQhE9uO+JSJyP+ZQklM4o6NpKbBUYlzwgtgaUFpiqSGQmoaD9AYMKomI3IsBJamOpSJiqVhZ6U7S3RHcsaNzIiLyJgwoSXUs5W5KuVDSv4mJiYqMae0pwZ01LcmJiIjcgQEleawyZcN9akxrVxT1ExER2YMBJZGbsZ9JIiLydAwoySmUGDnHlYGW0vUybeGMBkxERESuxICSnMLRkXNGDe2Pj5ctVDBF+XNVK2FHGgC5M+glIiLKD/uhJFXy9GEcLZE64rYHu8YhIiK1Yg4lkYsxMCQiIm/DgJLIifz8A5CYmGjXb9lYh4iIPAUDSlIFNYwc40jwZ0l0zFyUKWu578hRQ/vj7OmTZr9jYx0iIvIUDChJFVzRubiff0C+HaEXFPw5Q1LSdeiFMPudNHa5Uh24ExEROYtXB5T79+9Ht27d0KlTJwwZMgQ3btxwd5LIjaJj5jq9I3SpmFqJ4mpp7HJf68CdiIg8j9cGlElJSZg6dSpWrFiBffv2oWbNmliwYIG7k+X1PD03zdGueaRiahZXExGRL/HagDIwMBDz589HREQEAOCxxx7DxYsX3Zwq7+fK3DRn9MvoyhbYpulnIxwiIvJUqg4o161bh3r16mHcuHFmv9+xYwc6d+6MevXqoXnz5pgzZw6ys7MBAKVLl0bTpk3leY8cOYIGDRq4JN3kGp7e/Y5p+pmrSUREnkqVAWVqaiqGDx+ONWvWoFChQmbniYuLQ3R0NF566SXs27cPU6dORVxcHD744IM883799df4/vvvMXLkSGcnnQgAkHzzOqZPneDuZBAREbmEKgPKPXv2QKvVIi4uDsWLFzc7z7Jly9ClSxcMHDgQERERaNu2LcaOHYvt27cbNb754osvMG/ePKxduxalSpVy1SaQHbxpaMGKFStCr8tRZFnetF+IiMg7qbL1RMuWLdGnTx/4+/ub/f7SpUtISEjAmDFjjKa3aNECer0eR44cwQsvvIDDhw9j+fLl2LBhAypUqFDgejWa3D9nk9bh5m4XFWW4KRrNw8+JiYmIqFzFqm1t2/5hEbA0uzv2lSPrPHvmJEYN64+yZcKsWlZB26nRGO8XX+eN14434fFRLx4bdXPns04pqgwopYY0lkiNaypXrmw0PTw8HIGBgbhw4QK0Wi2mTp2KTz75xKpgEgCqVSiBkJAQ+xJth2oVSrhsXc5WKCg3+A8NCUJkxRLy50eqVcGqVatsWlZoSJD8+8iKJVAjMgKRFUsoml5r2HN8ggL8kHr7JipXLA8gN/3SPjEnslplXL9+3ex8+f3O13nTteONeHzUi8dG3Vx5fNLTAxVdnioDyoKkpaUBQJ7gT6PRICQkBGlpaTh48CBSUlLw+uuvy98HBwdj586dFpd78VoqgoOznZNoo3TmnjQXr6XCQp/WHiczSwcAuJeehQuJqXk+W2vk0P64eSMJQp+7Yy4kpuLchQSbluEoR46PtN0ZWbnF3RcSU/HEM60spv/DJWtwMH4fLiSm5tlXtu47X+CN14434fFRLx4bdXPH8dFq0xVdnkcGlNbo1q0bunXrZtNvhIBLLzRXr8+ZDDdDiLyfrZV0/brxcoXty1CKPcdHo9GgbLnyRsto3bZTvssx/N50Pm85P5TmTdeON+LxUS8eG3Vz5fFRej2qbJRTkNDQUAAPcyolQgikp6fL35PnUsPY3vaoWasOlq/a4O5kEBERuZRHBpSRkZEAgMuXLxtNv3r1KrKzs1G9enV3JIsUIAWShmN7+1orZ6mDc2ksbyIiIrXzyIAyIiICkZGROHTokNH0gwcPIiAgAM2bN3dTyshRy1dtwPDXczuylwJJT+/A3BqjhvbH2dMnATzs4Fway5uIiEjtVBlQpqamIjk5GcnJydDpdMjMzJQ/Z2RkAADGjh2L/fv3Y+3atUhMTMSBAwewfPly9O/fH6VLl3bzFvgeP40G5cuH5/lsT+6iFED6QiApSUq6Dv1/FVqYM0lERJ5GlQHl6NGj0axZMzRr1gxJSUk4ePCg/Hnv3r0AgI4dO2Lu3Ln47LPP0KFDB3zwwQcYMGAAxo8f7+bU+ybTuoPSZ18KCg0lJibCz9++Nm/MmSQiIk+jylbeGzdutGq+7t27o3v37k5ODVnDNCfS1+o9murdd6DPBtNEROR7VJlDSZ7HNHjy9WDK17efiIh8CwNKIiIiInIIA0oilfL1agNEROQ5GFASqRSLzYmIyFMwoCRSEHMViYjIFzGgJFIQcxWJiMgXMaAkIiIiIocwoCQiIiIihzCgJCIiIiKHMKAkIiIiIocwoCQiIiIihzCgJCIiIiKHMKAkRbEfRiIiIt/DgJIUxX4YiYiIfA8DSiIVKF8+HH4ajbuTQUREZJcAdyeAiIDlqzbgYPw+dyeDiIjILsyhJFIJVhcgIiJPxYCSiIiIiBzCgJKIiIiIHMKAkoiIiIgcwoCSiIiIiBzCgJKIiIiIHMKAkoiIiIgcwoCSiIiIiBzCgJKIiIiIHMKAkoiIiIgcwoCSSGVKh4W5OwlEREQ2YUBJpDK3b91ydxKIiIhswoCSiIiIiBzCgJKIiIiIHMKAkoiIiIgcwoCSiIiIiBzCgJKIiIiIHMKAkoiIiIgcwoCSSGVat+3g7iQQERHZhAElkcq0adfJ3UkgIiKyCQNKIiIiInIIA0oiIiIicggDSiIiIiJyCANKIiIiInIIA0oiIiIicggDSiIiIiJyCANKIiIiInJIgLsT4G46nU7+/61byQgO1jp9nRoNUDQwC7du3YUQTl8d2YjHR714bNSNx0e9eGzUzR3HR6tNl/9vGAvZy+cDyoSEBPn/rZs2cmNKiIiIiFwvISEBdevWdWgZLPImIiIiIof4fA5lRESE/P9f/u8sgoODnb5OjQaoVqEELl5LZdGDCrny+Axe8z1StBkoFVwYawa3yPOZjOV3bAav+R4AuN/ciPc29XLFseH9y37uuHa0Wi2ealQTgHEsZC+fDyj9/f3l/wcHByM4OMTp69RogJCQEAQHZ/Omq0KuPD6p2UBOSFmkZt1DcHBIns++4uWVh3A7PQOlQwojdlgri/Pld2xSs3P/9aX9pja8t6mXK46Nr96/lODua8cwFrIXi7yJyO1up2cgKygUt9Mz3J0UIiKyg8/nUJI6WZtjRUREpDYvrzwEAD71/GJASar0MMfqnruTQkREZBNfLG3x2oDy8OHDmDVrlvxZr9fj7t27+PXXX92YKiIi52CuPpkjnxdFC+Pnac+5Oznkxbw2oGzZsiVatmwpf960aRMuX77sxhQRETkPc/XJHPm8SON5Qc7ltQGlofv372PdunXYvn27u5OiSr5Y14PUjblt7sV7Qi6l9wPP67x4rnkPVbfyXrduHerVq4dx48aZ/X7Hjh3o3Lkz6tWrh+bNm2POnDnIzs7OM9/WrVvRvn17lCxZ0tlJ9ki30zN8sr4HqRdbfbsX7wm5lN4PPK/zcua59vLKQ3LASs6nyhzK1NRUTJw4ESdOnEChQoXMzhMXF4fo6GhMnDgRbdq0wZkzZxAdHQ2tVouYmBh5Pp1Ohy1btmDTpk2uSj4REeWDOXXkCgzcXUuVAeWePXug1WoRFxeHF1980ew8y5YtQ5cuXTBw4EAAub2837p1CzExMRg5ciTKlSsHADh27BjKli2L8PBwVyWfyCPwoU7uwvqeRN5HlQFly5Yt0adPH4s9t1+6dAkJCQkYM2aM0fQWLVpAr9fjyJEjeOGFFwAAhw4dQrNmzaxar0aT++ds0jpcsS5bqC09ElenS4nj0++/YpZNNgRqputz9nYbPtTVdOzz2w/WHBs1bYu7KLUPbF2ONH+/lYdwOy23ZXFB14AnHC9npNFd2+2q9RqeC0DB90Jnpsud55i163ZHXKD0ulQZUBY0puTFixcBAJUrVzaaHh4ejsDAQFy4cEGedvbsWTz//PNWrbdahRIICXHdcFHVKpRw2bryo/nvrIqsWMK9CTEgpUmj0bgtXY4cn5T0TAAF71PT7XTldqthH1tKS0FpM3ds1Hgeu5KSx9PRfZmSnomsoFCkpN83uww1nXv5Ufqccsd2G64TcO5zx9z2FXQvdOZ16857gr3rdmVckJ4eqOjyVBlQFiQtLQ0A8gR/Go0GISEh8vcAcPPmTYSFhVm13IvXUhEcnLdRj9LsGQTeljd+W4n/EnEhMVXR5TpCSpMQwuXpsuf4mLJ2n5pupyu32537uKC0WEpbfsdGjeexKyl5PO3dl9LxKSgtajr38qP0OeWO7TZcJwCH7mu2rEvavoL2oTOvW3feE2xdtxLPHVtptemKLs8jA0pb7N692+p5hYBLB2W3ZX230x72Jea8m4Fzlusod6VLifPBlt/nDZAcW7ct1HTsrdkP+R0bNW2LO2Rk69Bx/j5F6sYqsS8LWoYnHC9npNGT72vWrie/zwXN78y0uJKt63ZlHKL0elTdbZAloaGhAGCUEwnkvhGkp6fL3xMR+RohwK5piMjlPDKHMjIyEgBw+fJlNGrUSJ5+9epVZGdno3r16u5KGhHZQGppnpGtg1+Qu1NDRET28sgcyoiICERGRuLQIeMOSw8ePIiAgAA0b97cTSkjIltILc09odjTFV5eeQidFuxjZ8xE5HFUGVCmpqYiOTkZycnJ0Ol0yMzMlD9nZOQW44wdOxb79+/H2rVrkZiYiAMHDmD58uXo378/Spcu7eYtICKyHUdSISJPpcoi79GjR+O3336TPyclJeHgwYMAgFmzZqFXr17o2LEj5s6di5UrV2L+/PkICwvDgAEDMHLkSHclm4iIiMgnqTKg3Lhxo1Xzde/eHd27d3dyaoiIiIgoP6os8iYiIiIiz8GAkoiIiIgcwoCSiIiIiByiyjqURETeROpvU4nRa4iI1Ig5lERETsbugIjI2zGHkohIIcyJJCJfxRxK8jovrzzEkUbILZgTSUS+ijmU5HX4MCciXyfllmdk6+AX5O7UkC9gQEmkIHtzRjOydei0YB9v/kSkCCm3XGTdcXdSyEcwoCRSkL25o0LAo2/+UiDNeoNERL6JASWpAhszeDZfq2bgCQG0lOvtrdcU7xlE6sKAklThYWOGe+5OCvqtPISU9EyUCimE2KF8UCnJW4IATwigpVxvNVxTzqCmewYRMaAkyuN22n8PqjTjB5W3BEPuxCCAiHyZNz9H2G0QkZXYJQwRETnCm58jzKEkxXjzmxfZxhPqGJJv4H3Ju/B4qhcDSlIMizNJ4o1v35SXow93VzQc4n3Ju/B4qheLvImIyC6OFt89bDjEFxAiT8ccSiIiIg/BIl9SK+ZQEhEReQhvbtRBno05lCrH8Vh9G3Mj1IGNjCg/vE7dj8fA/ZhDqXLyeKzC3Skhd5COf2JqOjot2Gf3WOHkmNvpGcwRIos8Ndfw5ZWHvOae4qnHwJswh5Lcijmw1vH2UU+IPIG35YIx+CIlMYeS3Io5sETkKZgLRmQZcyhJca7oW84ZmFtKasZ6nOTNvC331xcxoCTFeWrxrJxbmnXH3UkhBXjbA4q5YuQurriWvKXDcm+pk2oPBpREXsZSTpY7Ayx35P56ywPKmzjzPPC2Fwg14bVkPV9+8WNAqTIs1iJr5PfwtHRDc+dDwZW5v6y6YB/Dc8pZnHkeKHF+8/7rfNzH3strA8qrV6+iQ4cOiIiIkKf17t0bgwYNcmOqCubLbzdkPeYYWMaqC/bhOaWu+6+35riqaR+Tsrw2oASAcuXK4euvv3Z3Moj4Vk7kZp7WWJABPnkarw4oKX+WKg+74s3Y1you862cyL08tbEgKYcv9s6l6n4o161bh3r16mHcuHFmv9+xYwc6d+6MevXqoXnz5pgzZw6ys7Pl79PS0jB8+HB06NABb7zxBlJSUlyVdI9gafQPV/S1xpFHyJtJuWG+9uJE5G75XXt87jiXKgPK1NRUDB8+HGvWrEGhQoXMzhMXF4fo6Gi89NJL2LdvH6ZOnYq4uDh88MEHAICQkBB07doVU6dOxZ49e1C0aFHMmDHDlZtBRD7qYW6Y8x5etg6b9/LKQwxyyeu54toj8xwq8t63bx92796NU6dO4c6dOzh+/DgA4IMPPsDIkSNRqlQpu5a7Z88eaLVaxMXF4cUXXzQ7z7Jly9ClSxcMHDgQABAREYFbt24hJiYGI0eORLly5TBlyhR5/sGDB6N37952pYfIl3hrYwBPZSkAtPWByTp59mPPAUQFsyugzMrKwuuvv44jR44AAIQQ0Gg0AACtVovY2Fj89NNP2Lx5M0qUKGHz8lu2bIk+ffrA39/f7PeXLl1CQkICxowZYzS9RYsW0Ov1OHLkCNq1a4e0tDRUrFhRTmNAQP6bq9Hk/jmbtI781mXvd44wt1xH12XP701/Y28alNhPlpZh7bId2RZr121PGvNbhmHgYes+tGV77dk+a64dW9ZlK3uOp73ngDSfaeDojjRYO68j9xBHjpEt2yc3zilaGJssvDCZ/t5czwFK3xvsmVeJ+6sSaem38hBupxkH3AUdEyWeca64DzvK2u20997mCKXXZVdAuWrVKnz//fcAgEceeQSXL1+GTqcDkFtv0d/fHxcvXsQnn3yCt99+2+blG3b1Y87FixcBAJUrVzaaHh4ejsDAQFy4cAF///03ZsyYgW3btiE0NBSbN29GixYt8l1utQolEBISYnN67VWtQok806TAPLJiCaPPht9L3znKdNmm67R1Xbak1XRe09/YmwbDZRf0uxbTvsCNuw9QrngRfD+lR4HptyZNBe1T099Zux8sTTeXloLWVdAy7Nn3ls7bgs5je7YPyP/aMTfd0WumoO2zlAZbz2dz81l7Tjl6TRl+b7ouW9JrzXRLabSFreezRCoSTUm/X+C1Y216HTm+ts5r67pMPxteO9beKwtaZ0p6plHAbe78tfXeYGtaLG1vfut2BkvXq+n3ttzbnCU9PVDR5dkVUO7evRsajQazZ89Gjx498NRTT+Hu3bsAgLJly+LTTz/FgAEDEB8fb1dAWZC0tDQAyBP8aTQahISEIC0tDc2aNUO3bt3wwgsvQKPRoFatWpg6dWq+y714LRXBwdn5zqMEjSb3pLl4LRVCGH8n/ptwITHV6LPh99J3jjJdtuk6bV2XLWk1ndf0N/amwXDZBf0uKVWLrKBQJKXeM1qnpfRbk6aC9qnp76zdD5amm0tLQesqaBn27HtL521B57Gt22fNtWMubY5eMwVtn6U02Ho+m5vP2nPK0WvK8HvTdVmbXun4FHRuWUqjLWw9n61Zp6371FJarE1zfhy9Ps2diwCMrh1r75XWnjuGnws6T+19xll7nM2dx9ZuryMsXa+m39tyb3MWrTZd0eXZFVBeu3YNhQoVQo8ePcx+/+STT6JIkSK4ceOGQ4lz1MiRIzFy5Eir5xcCLjuQBa0vv3Q4K43mluvouuz5fd5AwfnrtvU4WLtsR7bF2nUrcQ45up22LteWdVo6L5XYl7YyXU6/jwvuhsTec8DR4++MNOTX7YrS14otnL2Plf6tLfMpsS7T3zh6X7KmnnVB61DiGeeK+7CjbN1OV8YhSq/HroAyODgY9+7dw+3bt1G6dOk8358+fRoPHjxA8eLFHU6gOaGhoQAe5lRKhBBIT0+XvydlSDeP7Bw9AgP82FiD6D++1pLUE7bX0zow9yTSvs3I1sEvpKRNDbzYu4D3syugbNiwIb7//nsMHToUAwYMQE5ODgDg8OHDOHPmDDZu3AiNRoP69esrmlhJZGQkAODy5cto1KiRPP3q1avIzs5G9erVnbJeXyVVSNdl3YFwcytRtkB2HrZkJW8gBDswdxZp39ozrKknvIyQY+wKKIcMGYIjR47g5MmTeOedd+Tpw4cPB5CbU+jn54fBgwcrk0oTERERiIyMxKFDh9CzZ095+sGDBxEQEIDmzZs7Zb3ewpPfFNn1ifNwDGwi8kXMqFCGXR2bP/HEE5g1axaKFCkCIUSevyJFimD69Ol4+umn7UpUamoqkpOTkZycDJ1Oh8zMTPlzRkbuW87YsWOxf/9+rF27FomJiThw4ACWL1+O/v37my2Gp4esHS3AsHiDiIjIG7lidDhfYHfH5j169ECrVq0QHx+Ps2fPIj09HUWLFkVUVBRat27tUP3J0aNH47fffpM/JyUl4eDBgwCAWbNmoVevXujYsSPmzp2LlStXYv78+QgLC8OAAQNsaoRD+XOkeIOIyFN5cikOkbs4NFJOaGgonn/+eaXSItu4caNV83Xv3h3du3dXfP1E+WGlf+/AYi6yhDlVRLZzKKC8dOkSLl++jDt3LOdgGdZxJPIGrPTvHVgfl9wpvy6YiDyRXQHljRs3MGHCBKNiaXM0Gg0DSiJyCj6QyZMxF5S8jV0BZXR0NH799Vel00JEZDU+kImI1MOugPK3336DRqNBeHg4unXrhgoVKiAoiB3XERHRQ6xvbDs2CHI+lm44h90j5WRnZ2Pbtm0oU6aM0mkiIiIvwPrGtmPOu/NxHzuHXf1Qtm/fHhqNBgEBDrXpISIiIiIvYFdEOGnSJNy/fx8DBw7E8OHDUaNGDQQHB5udt0KFCg4lkIjUgd3sEBGRJXYFlEIIFCtWDBcuXMCbb75pcT6NRoOTJ0/anThSFuvmkCM8vZsdZwbEHAediHydXQFlTEwM4uLiAOQGl+QZWG+EfJkzA2KOg05Evs6ugPLbb7+FEAJ+fn5o2LAhW3kTEZFbSC3JmTvsm1g6oB52BZQ6nQ4ajQabNm1Co0aNlE4TERGRVaSW5Ka5w2oKNBn0OA9LB9TDrlbeTz31FAICAlC3bl2l00NERF7GMLhzFTnQVEGtLDnoUUFaiJzFroDy/fffR40aNTBhwgQkJiYqnSYiq7288hA6LdjHBkc+pMW0L9CPx9ujqCm4IyLnsKvIe+LEiQgODkZ8fDz279+P0NBQFC1aNM98Go0GBw4ccDiR5DusLaYymi+kpMe2PFaCmkd9cEZR3427D9gYkIhIZewKKH/44QdoNBoAua287969i7t37+aZT5qHyFqW6kPZO58vUHPrfdZvIiLyDXYFlOysXHkssiUiIiJPZXe3QaQsNecyEbmKmlrmknupuSoHEeXFwbiJSDVYlYEknvySzWFKyRfZFVBKo+TkR6fTISMjA/369bNnFUREPo3VYDyXpw9Tqkau6MtTKiHhi4B97G7lbU2DG41Gw4CSyEUYgHgXT86hI1KaKxr4SSUkfBGwj91F3vl126HRaNitB5GLMQAhb8ZiZCJ1syugnDVrltnpqamp+OOPP/Ddd9/htddeQ+vWrR1KHBEREcBiZHI/vtTkz66A8rnnnrP43aBBg7B3715MmDABjz/+uN0JI/JmHNuXPJml87ffykNISc/keU0ewdb7MF9q8mfX0IsF6dy5MwoVKoQlS5Y4Y/FEHo9j+5Ins3T+3k7LQGZgMZ7X5BF4H1aWU7oNOnXqFNLT03H69GlnLJ6swKx5UgpzU4nsw35VyZfYFVAuW7bM7PTs7GxcvXpV7vg8ODjY/pSRQ5g1T0rxteET+TJGSmG/quRL7A4o8+s2SGrh3bFjR/tSRUTkJnwZIyKynVO6DQoMDMRLL72E8ePH27t4RWzcuBFbtmyBTqdD7dq18cEHH6Bo0aJuTRN5DnZyS6bY1ycRkXl2BZQbNmwwO12j0aBEiRKoVKkSihQp4lDCHPXHH39g06ZN+OyzzxAcHIxx48ZhzZo1GDt2rFvTRZ6DndySKfb1SURknl0BZZMmTZROh+JKly6NOXPmyDmSTzzxBI4ePermVBERkdow59n1XLnPeXxdw6qA8tq1a3avoEKFCnb/dt26dZg3bx7atWuHhQsX5vl+x44dWLt2La5cuYKSJUuia9euePPNNxEYGIgqVaqgSpUqAIC0tDTs378fzz//vN1pIc8j3URYXE1E+WHOs+u5cp87ui4lerrwhaDWqoCydevWVo3dbUqj0eDkyZM2/y41NRUTJ07EiRMnUKhQIbPzxMXFITo6GhMnTkSbNm1w5swZREdHQ6vVIiYmRp5vypQp+PLLL9GlSxd0797d5rSQ5+JDwjf4wo3al/B4ktoo0dOFLzyPrO7YXAhh15899uzZA61Wi7i4OBQvXtzsPMuWLUOXLl0wcOBAREREoG3bthg7diy2b9+OGzduyPNNmzYNv/zyC/R6PWbOnJnvejUa1/2Zrs9SWuxNp7XLsmc+S2mwJa22sPZ3Be3LgvZRQcsuKG3WHEdb97Et021Jm7Xbb+t2K7F91q5Lcjs9o8CbtTXb78i1Y+u6Hbku7Nnn1qQhv3XZsw5bSeswPZ72XK+2rtOR3zqaNluPQ36/teZY5Xfd2nNeFpRme9hyfjqLUs82W6+vgo6F0n9KsiqHMr+hFp2hZcuW6NOnD/z9/c1+f+nSJSQkJGDMmDFG01u0aAG9Xo8jR44gKioKAFC/fn0ULlwYPXv2xPTp0/Ndb7UKJRASEqLMRlihWoUS8v9Nc4AjK5YwO12j0cjf5Uf6neH8BeUyWzufpTTYklZrc7xNl2Hpd/ltZ0FpkH5radm5rb2/zlPcYW77CjqOtu5jS/vUMO2WWEqbuWVYsy7T6eaW7ej2WZrP3HRrFbS9ls4xW64dW9ed3/wFrc/Wc8raNJhbd0Hnt6V12Mqa69fa61WJddryW3vSZss+tub8LGgdhp/NPXek5bSY9gVu3H2AcsWL4PspPSwuyzRt+aXZ0X1rKQ0F7WtHzo+Cnju2PNtsfZYbHh9nS08PVHR5VgWUs2bNUnSlBYmIiMj3+4sXLwIAKleubDQ9PDwcgYGBuHDhAgICArB582asX78eRYoUweHDh1GzZs38l3stFcHB2Y4l3goaTe5Jc/Faqjzkk2lu7oXEVLPThRDyd/mRfmc4f0E5xk9P2YXbaf/VE8nnPLOUBlvSam3utekyLP0uv+0sKA3Sby0vG7nDyWXeMZmed/sKOo7WHgtLaTKdnt9yLKXN3DKsWZfpdHPLdnT7LM0nke7JtpR+FLS9ls4xW64dW9ed3/wFrc/Wc8raNJhbd0Hnt6V12Mqa69fa61WJddryW3vSZvj901N2AQA2/VfXu6DrzdZzyfSzueeOtJykVC2ygkKRlHrPpvtufml2dN/mtz3537ftPz8Keu7Y8myz9lluLi5wNq02XdHlOTz0Yk5ODi5evIi0tDSEhoYiMjLS4TfHgqSlpQFAntxEjUaDkJAQpKWloUePHjh37hx69uwJIQQiIiIwY8aMfJcrBFw6pmd+68svHbam0dr5b6dZX0/E2mUqsT8dXZc1v7c3nQX9zvR7W9bjyPYUNJ+16VJquiPzOuMccnT7lVy3K5ZnbxqccTxt/b256Urdpx1ZjlLnzO20jAJ/p9S6Wkz7Atk5esQObVXgclxx37V1mUquw9FlO+M+LE1zVRyi9HrsDijv37+PDz/8ELt370ZGxsP6LkWLFkXv3r0xZswYBAW5b/BSjUaD8ePHu71zdVIGx5Mmb+LK4R29bTxpb9uegig5wMKNuw+syrnjoA7u02/lIdxO88yhX61ulGMoLS0Nffr0wY4dO/DgQe4JKv3dv38fa9aswauvvoqcnByl0wsACA0NldNhSAiB9PR0+XvyHnIrOxfmIJPzGAYFvujh8I7Ob/kpBLzq2vG27SmItL2ubCXsjnVSLqmk0BP3vV05lOvWrcO///4LAChfvjzq1q2LIkWKICUlBSdOnMDdu3dx7NgxbNq0CQMGDFA0wQAQGRkJALh8+TIaNWokT7969Sqys7NRvXp1xdepNEtFD+R87JbE/eSgwIFuOMj5vL0vV94LiJRjV0D5zTffQKPRYMCAAXjnnXeM6kxmZmbi/fffx65du7B7926nBJQRERGIjIzEoUOH0LNnT3n6wYMHERAQgObNmyu+TqVZW/RAyvPENz8id/D2a8Xbt4/Ilewq8k5ISIC/vz/GjRuXpwFOoUKF8O6770Kj0eDChQt2JSo1NRXJyclITk6GTqdDZmam/Fmqrzl27Fjs378fa9euRWJiIg4cOIDly5ejf//+KF26tF3rJSLrvLzyEHN3iIhIZlcOpZSzZqk1d1BQEPz9/aHT2Vc/avTo0fjtt9/kz0lJSTh48CCA3C6MevXqhY4dO2Lu3LlYuXIl5s+fj7CwMAwYMAAjR460a51EZD1X5eywcQARkWewK6CsVKkSzp8/j08++cRsALd69Wrk5OTIY2nbauPGjVbN1717dw6nSOTFHjYOuOfupBCRC/Al0nPZFVC2bdsW//77L5YuXYp9+/bhscceQ/HixZGamopjx47h/Pnz0Gg0aNeundLpJSIiH8KqFb6FL5Gey+qAMj09Xe5IfMiQIdi3bx8uX76Mf//9V27xLRFCoGrVqhgyZIiyqSWP4+2tRD0B+/AkT8aGM6RWruxP1hNY3SinadOmeOutt3D48GEEBwdj8+bNaNu2LQAY9UMJAO3bt8emTZtQtGhR56Tai3h744bb6Rl8ILgZ+/AkQ1KRonTfeXnlIZ/uE5TIXq7sT9YTWJ1DmZGRgb1792Lv3r0oVaoUOnfujGHDhuH999/HP//8g/v37yM0NBR169ZFWFiYM9PsVbzhRGQOGHkDZ5zHahzVxbRIUX7hYJ+gpEJ8vngOqwPK4sWL4+7duwCA27dvIzY2FrGxsahWrRq6deuG7t27o2LFik5LKFnHHRcfH0jkDZxxHrMDd7KWN5dUOYLPF89hdZH3zz//jA0bNqB///6oWLGiXMR94cIFLFmyBO3atcPLL7+MHTt24P79+85MM+WDxZtERO7hyJCirB5Ens7qHEo/Pz80adIETZo0weTJk3H69GkcOHAABw4cwOnTpyGEwNGjR3Hs2DFMnz4dzz77LLp37y7XsyQiIvJmzJEme/VbeQgp6ZkeXbRvV7dBAFCrVi3UqlULr7/+OhITExEfH4/Dhw/j2LFjyMrKwjfffIMDBw7g5MmTSqaXiEhRaqznSFQQ9tfo2UyP3+20/0oXMz33ZcSuoRdNVaxYEQMHDsSMGTPw1ltvoWzZsgDAsaqJSPXkXCXersiDPGxcxWJyV3OkaoPEG4+f3TmUktOnTyM+Ph7x8fE4d+4cgIeBZGhoqKOLJyJSFHMkicgRrNpgnl0B5dGjR+X6k4mJiQAeBpEBAQFo2bIlevTogWeffVaxhBIRKYEPg1wMrIlISVYHlIcPH8aBAwfw7bffIiUlBYBxkXbDhg3RvXt3dO7cGSVKlFA8oURkG3ZDQvlhYE1ESrI6oBw2bBg0Go1REFm5cmV0794d3bt3R+XKlZ2SQCKyjzfVzSEi5fBlk5zBpiJvIQSKFy+OTp06oUePHmjUqJGz0kVEREROoNTLpjurTbDKhvpYHVC2a9cOPXr0QMuWLREYGOjMNBF5LWtHMuLNkkj9fH1YQHdWm2CVDfWxOqBcunSpM9NBXk4qYvGm/tLs6QfO2mHEeLMkUj8OC0j0kMPdBhFZwxvr8z3sR+yeu5NCRETkVop0bE5EREREvosBJRERERE5hAGlh5Hq7bHbByIiIlILBpQexhvH/yQiIiLPxkY5REREPowlXqQEBpREREQ+jCVepAQGlEQOMuyPkpxD3sdFvWsf29OXKRGRGrEOJZGDWK/V+eR9nOZd+5jnDhF5CwaU5PMMhzkkItvxGiIiBpTk8+RhDoW7U0LkmXgNEZFX16HMyMjAlClTEB8fj//7v/9zd3KIiMgCtjQm8mxeHVAOGjQIjRs3dncyvNbLKw/hdnoGMrJ18Atyd2qIyJN5Uj1SwyJ+3vuIcnl1QDlp0iSUKlUKmzdvdndSvNLt9IzcYq6sO1b/hrkQROTp5CJ+G+59RN5O1XUo161bh3r16mHcuHFmv9+xYwc6d+6MevXqoXnz5pgzZw6ys7Pl7xs0aOCqpJKVbqdneFROhC/w9gYV3r59RERqoMocytTUVEycOBEnTpxAoUKFzM4TFxeH6OhoTJw4EW3atMGZM2cQHR0NrVaLmJgYF6eYyHN5e26Lt28fEZEaqDKg3LNnD7RaLeLi4vDiiy+anWfZsmXo0qULBg4cCACIiIjArVu3EBMTg5EjR6JcuXI2r1ejyf1zNmvWodQ8tsxnC1fsJ1vXZWk+V6bVFet2dJm21P8qaF2m37tzXzuDK4+fvee5Wu5Z5Hyuvsc5UldUiTS5+97db+Uh3E4ruJ1AfgMvOPIsd/b2K718VQaULVu2RJ8+feDv72/2+0uXLiEhIQFjxowxmt6iRQvo9XocOXIEL7zwgs3rrVahBEJCQuxKsz00+RzNyIol8p0n9wT+GuWKF8H3U3pYXKZGoylwWbaSllnQ8pRYny3rsrSd0vQW075QLF2W0mBq4JrDiq7TdH/Ys1xrc+ws7XvDz6b7XOlzzVyanLl803W56tqx5bg6e5+bW46rjqsruWOdjqy7oHOnoHXYc+3Ym7uvxLVj7b0/v9/bS1p3SnqmVdsv7aeU9PsWnz+W0mPrcVVSenqgostTZUAZERGR7/cXL14EAFSuXNloenh4OAIDA3HhwgW71nvxWiqCg7MLntFB0nkj8um07UJiar7zCAFkBhbDpeQ7qPnmFpQuWhibhrXKM78QosBl2UpaZkHLU2J9tqzL0nZK05NStQ6np6A0mFJ6nab7Q6ljas26DKdLTPe50ueauTRpNBqnbrfhulx17dhyXJ29z80txxXH1dXcsU5H1l3QuVPQOjzt2rH23p/f7+1l77rtuXZsPa5K0mrTFV2eKgPKgqSlpQFAntxEjUaDkJAQpKWl4dKlSxg+fDhycnLw4MEDdOzYEWXKlMHGjRstLlcIqKZjXmvT8XBIunsWf+OMbXLlfrJlXzjye0+hpn1v+j33tf3LtPc8d8U+97bj6qk86R6nRJrcuV1Krdua5bjruCq9fI8MKK1RtWpVfP311+5OBhERkcPY9yWpnUcGlKGhoQAe5lRKhBBIT0+XvyfnUOONTa4UHZK3UrQ3UeO+J+/H/mPdj70VkNqpuh9KSyIjIwEAly9fNpp+9epVZGdno3r16u5Illu5sq89NY7bKxf9e3kfl2rc9+T92H8sERXEIwPKiIgIREZG4tAh47fmgwcPIiAgAM2bN3dTytzHUqAhBZrMYSByP3ayTmQdXiueR5VF3qmpqfKINzqdDpmZmUhOTgYAFCtWDIULF8bYsWPxxhtvYO3atWjfvj1OnTqF5cuXo3///ihdurQ7k68qD3Pu7rk7KUQ+j8WW5AuUqILEa8XzqDKgHD16NH777Tf5c1JSEg4ePAgAmDVrFnr16oWOHTti7ty5WLlyJebPn4+wsDAMGDAAI0eOdFeyiYicjqUNpHbMyPBNqgwo8+vax1D37t3RvXt3J6eGiEg9WJeRDBnmBsYOa+Xu5JAPU2VASbm5ELfTCx7yiYiIfBdzA9XNl0oUGFCq1O30DNYfISIi8mC+VKLAgJK8ni+9IRIREbmDR3YbRGQL9qFHRN6OXcQph10W2YcBJRGZxZsqkeeQ6lImpqbzunUQB5CwD4u8SdU41KD7sB84z8AGfGSI1y25C3MoSdX4pkiUP7kBH68RInIj5lASkd28ub6WEqN9EBHlx5tK4RhQEpHdvLmxE/v3IyJn86YqCgwoiUgx3pxjSUREljGgJCLFeHOOpTN5U7EXEfkmNsohInIzNj4jIk/HgJKIiIiIHMKAkoiIiIgcwoCSiIiIiBzCgJKIiIiIHMKAkoiIiIgcwoCSiIiIiBzCgJKIiIiIHOLzHZsLg47ftFqtS9ap0QD67AyjdZujRxD02RnQZGUo8q81fGWdvra93rSPNRoNrx0VrNtX1ulN26vWa8eb9rGS69Rq023af7YyjHkKOi+soRFKLMWD3bx5E+XKlXN3MoiIiIjc4saNGyhbtqxDy2CRNxERERE5xOdzKPV6PW7dugUACA4OhkajcXOKiIiIiJxLCCEXe4eFhcHPz7E8Rp8PKImIiIjIMSzyJiIiIiKHMKAkIiIiIocwoCQiIiIihzCgJCIij8VmAETqwICSiIg8ik6nQ1ZWFlJSUtgzB5FK+PxIOd5Gp9NBp9MhKCjI3UmhApw9exbffPMNEhMTUb9+ffTt29fdSaL/aLVafPrpp7hy5QpKliyJdu3a4fHHH3d3sghAWloaxo8fj6tXrwIAVq5ciQoVKrg5VSS5ffs2UlJSIIRAmTJlULJkSQghGPirgFarxfr163Hp0iWUK1cOzZo1Q5MmTRRbPrsN8iJarRZjx45Fjx490L59ewaVKnb06FGMGjUKjzzyCJKSknDt2jUMGjQI77zzjruT5vPS0tLQp08fhISEICgoCCdOnEDp0qURExODp59+2t3J82kPHjxAz549Ub16dTRp0gQRERFo1KgRSpYsCSC3X2FH+9Ij+x09ehQxMTHIzMzEzZs38dRTT+Htt99G9erV3Z00n5eWloZevXqhVKlSKFasGH799VdUq1YNM2fORN26dRVZB3Movcj27dtx5MgRnD9/HkFBQWjVqhUCAwPdnSwyceHCBYwbNw6DBg3C4MGDcevWLWzduhXbt29H3759UalSJb7Nu0lOTg7efvttREZGYsGCBfD398f169fRs2dPbN++nQGlm+3cuROlSpXC8uXL5Wl37tzBrVu34Ofnh1KlSrkxdb7t77//xrBhw/Dyyy+jTZs2OHLkCLZu3YqvvvoKY8eOdXfyfFpWVhZGjx6N+vXrY9asWQgKCsKpU6fQq1cv/Pnnn0YBpSO5yXyV8yLXrl3DE088gUceeQTvvvsuDh06hKysLHcni/4jFQb8/PPPqFmzJoYMGYLAwECEh4ejbt26KFGiBEqVKoW7d++6OaW+6969e7h58ya6du0Kf39/ZGdnIzw8HK+99hp++ukn3LhxA3q93t3J9Fm3b982Knk5dOgQ+vfvjy5duuDZZ5/Fu+++i//7v/9zYwp9U2ZmJj7++GM899xzGDduHBo0aIBRo0ahQYMGeY4HC0VdLykpCampqejTpw+CgoKQkZGB2rVr49lnn0VwcDASExORmpoKANBoNHYfIwaUXuTOnTto1qwZZs6cidq1ayM6Ohrfffcdg0qVkN76rl27hqSkJGRkZMjBSVBQEEJCQjBixAg8//zzGD9+PE6ePOnO5PokrVaLkydP4s6dOwAg5/BXqVIF6enp8PPzY5GqGxUpUgTnz5+HEALnzp3D5MmT0aZNG4wfPx6DBg3CF198gWXLluH06dPuTqpP0el0uHLlCsqXLw8ASE9PBwA0adIEZcqUwdy5c7Fq1Sr89ddf0Gg0fClzsZSUFJw6dUqOBQoXLgwAOHnyJNauXYsOHTpg4MCBWLZsGQAwh9KXSRdnSEgIypUrhzJlyuCDDz5AnTp18g0q+aboHmXKlMGDBw8AAH5+frh8+TLefPNNVKpUCU2bNsWgQYPw7bffYtasWfI48+QaRYoUQYMGDfIEjUWKFAEABpNu1qxZM4SGhmLp0qX46aef0Lt3b7zxxht44YUXMG7cOLz//vv45ZdfsHfvXgBg4OIihQsXhp+fHw4fPgwg91mUkJCARYsW4erVqzh27Bh27tyJfv364ZdffuF15CLSM75y5cpo0KAB3nnnHXz55Zf4+eef0atXL1SoUAFjx47FihUrUKFCBWzYsAGbN2+2e31slOOh9Ho99Ho9dDodChUqJE/PyMiQ3z6uXLmCqVOn4uTJk5g2bRpatWolFxclJyejTJkybkm7rzJsMHDjxg2UK1cOALBnzx7cvHkT/fv3R0BAbrXmI0eOYNiwYXj33XfRr18/t6XZ2+Xk5ODOnTvQarWoUqUKgNzrpnLlykbz/fzzzxg5ciT279+PUqVKycfp+++/R9OmTeHv7+/ytHu7rKwsnD59GhqNBsWKFUPVqlWRk5ODmJgYHDt2DMWLF0f79u0xaNAgZGdny7nJM2bMwJ49e/Dtt9/KLwKkLMN6dtL/d+7ciZkzZyIgIACNGjXCjz/+iN69e2PMmDEoVqwYfvvtN8ybNw+ZmZlYvXo1ypYt6+at8F45OTnQarW4d+8eKlWqBAD4+uuvsW3bNhw/fhw1atTArVu3sGXLFvk5dPnyZYwdOxbly5fHokWL5DjCFmyU44HS0tLw7rvvIiUlBQkJCejWrRuaN2+OJk2aoHDhwtDpdPD390flypURExODqVOnYsqUKZg2bRo6dOiADz/8EJ999hkOHz6MQoUKsQGIEyUkJECv16NKlSrw8/OTb77lypWT/9+1a9c8v6tevTpKlSqFe/fuuSHVviEtLQ2TJ0/G+fPncfv2bdSvXx8LFy5E5cqV5WtIkpKSgkKFCqFo0aLy9MWLF2Pbtm3YuXOnXNRHykhLS8OgQYPw4MEDXLt2DYGBgejXrx8GDhyI6OhoDB48GL///jvCwsLQr18/BAUFISsrC0FBQahYsSJKlizJXi6c6MGDBwgODjYq5erQoQNq1KiBAwcOoGzZsrhw4QL69esnByZNmjRBp06dsHjxYty7d48BpZNI8cGFCxeQlJSEtm3bYvz48ejYsSPatm2Le/fuYfv27Th+/DjKlSsHnU4HILdaT+PGjXH8+HEWefuK9PR09OzZEw8ePEC7du3QoUMHfPHFF5g0aRJ27NgBAPD395dPksqVK+P9999HnTp1MH36dIwYMQJbtmzBqlWrULhwYQaTTnTx4kW0b98es2bNwqVLlwAY103Jry6Rn58fypYtmyenjJSh1Wrx4osvAgBeffVV9O7dG3/99RdGjx4NAHlyHLVaLbKzsxEUFASNRoOlS5fik08+wapVqxhMKiwjIwN9+vRB+fLlsXTpUixfvhy9e/fGqlWr8MYbbyAhIQFr1qxB48aNER8fj4ULF0Kr1coB5KVLlxAWFoasrCxW63GCv/76C127dsUvv/wiN+DQ6/UICQlB/fr1MW7cOJQrVw6pqamoWrUqAgMDkZmZCQCIjIxEREQEex9xkvT0dLz44ovQaDR48cUX8b///Q9ff/01ZsyYAQAICAhAqVKlkJGRgX///Re3bt2Cv7+/fJ3cuXMHNWrUsD8uEORR5s+fL/r27Ws07fvvvxdDhgwRUVFRYuPGjfL0nJwc+f83b94UTZo0EU888YQ4efKky9Lry3766Sfx2GOPiQYNGojBgweLS5cuWZz39OnT4syZMyIpKUkkJSWJwYMHiz59+hgdQ1LOsmXLxJAhQ0RmZqYQQojMzEyxYcMGUbduXfHjjz/mmf/AgQPi6aefFkIIsWDBAlG/fn3x999/uzTNvmL//v3iueeeE3fu3DGaHh8fL+rXry9eeOEF8e+//4rMzEwxatQo8fTTT4u2bduKcePGiZEjR4pGjRqJU6dOuSfxXkyv1wshhJg8ebKIiooSLVq0EL/88ovRd5LTp0+Lxo0bizlz5sjTsrKyxMCBA8WwYcPyzE/KWLRokXj11VdFRkaGEEKI7OxssX79elG7dm35WAkhxJdffimaNGki3nzzTXH+/Hlx5coVMX/+fPHYY4+Js2fP2r1+Fnl7mGvXrslFBVIRT/PmzREWFobg4GB88MEHKFSoEF588UX4+/vL9fa2bt2KrKwsbNu2DTVr1nTzVviGo0ePombNmnjttdcwfvx4zJw5E5MnT5br6kkyMjJw4MABLF26FGFhYShZsiQKFy6MzZs3y7nNrKOnrAsXLsDPz0/O1ZL6bf3www+RmJiYZ/5y5crhwYMHGDlyJL7//nts3boV9erVc3WyfYJWq0VCQgLu37+PEiVKyNPbtm2L1atX47XXXsP06dOxdOlSLFiwAPHx8fjhhx+QnJyMKlWqYMeOHXjkkUfctwFeSsq1On/+PJ555hmkpqbirbfewvz58/Hkk08a1assU6YMWrZsic8//xxnzpxBzZo1cfz4cdy7dw9xcXFy6Qwb5yjr33//RbFixeR2FQEBAXjiiScQEBCAmzdvyvN169YN//zzD/bt24fOnTsjMjISmZmZ2LBhA2rUqGH3+hlQepjChQvjl19+kYdXzMnJQUBAAGrXro0RI0YgIyMDK1asQJUqVdCkSRP4+flhx44dWL58OT7//HMGky6k0WhQvXp1tGzZElOnTsX7779vNqgsXLgw/ve//yEsLAyZmZkoVaoUOnXqBH9/f/n4kjLEf8VzaWlpuH37NtLT0xEcHAwAKFu2LMLDw+V+QKUHnhBCbojz+++/Y8eOHahdu7Y7N8OrhYaGIicnB2fOnEFERIQcqOj1ejz55JNYtGgRxowZg9WrV+PNN99Ely5d0KVLF3cn2yekpqYiKysLkydPRmpqKubPn58nqJSul7fffhuPPPIIvvnmG2RlZaFmzZqIjo5GQEAA72sKk/Z7dnY2kpOTodVq5Zb3NWvWRNmyZeWAUsqImjRpErp06YILFy4gNDQUdevWlRvoOJIQ8gBSEUF8fLxo2rSpWLBggcjKyhJCGBdt//jjj6JVq1Zi1qxZ8rRr166J8+fPuzbBJP7880/x3XffCSFyi1S/+uor0ahRIzF06NB8i78lLO52nvj4ePHpp58aTUtPTxdt2rQRsbGxQgghdDqd0fe7d+8W586dc1kafdkrr7wi2rdvL27evCmEyHstLFy4UDRq1Ej8+++/7kieT5sxY4Y4ceKEEEKIb775RvTo0UM0bdpULlLV6XQiOztbnj8nJ0ekp6fLnw2/I2XFxsaKdevWGU27e/euaN68udiyZYsQIjeWcNazhfnNHkIqSmjWrBkaNGiAzz//HHFxccjJyZFzsgDgmWeeQbdu3bBnzx48ePAAQgiEh4cjMjLSncn3OUIINGjQAC1btgSQW6Tavn17fPDBB/j9998xc+ZMuaEOAHz00Ud5lsFibucQQqBt27YYNGiQ0fSsrCykpqbKDQak4riNGzfiwIED6Nq1K8ckdjKpkdro0aORkZGBYcOG4cGDB0YNBwCgRYsWEEIgJSXFXUn1WWPGjEGdOnUAAO3atcOoUaMQFhaGt956C7/++iv8/PwQEBAAvV6PU6dOwd/fXy4FEEIwZ9IJpGujX79+GDBggNF3WVlZSE9Pl4vBNRoN/P39sW3bNnz11VdGv3cUA0oPotfrUbhwYcyePRslSpTA4sWLsWvXLmRnZyMgIEDuvLxq1aoICwuDn58fW3G7ibn9HhAQYBRUzp49G5cvX8bQoUPxySefyC3zybksXRPSy5lhvb0lS5ZgxowZqFq1qmsS5+OkIP7RRx/FG2+8gcTERPTr1w+3b982Om4REREc895NihYtCuBh8G8YVL755ps4evQoAGDkyJHYsGGD0W95vJwjv/0qVY8zvK8tWrQIU6dORa1atQr8vS34qqBCwqDOkGGlZT8/P+Tk5CA0NBSxsbF4+eWXsWjRIly/fh0jRoyQGxicPn0aJUqU4CgRKiG9/Wk0GgQEBKBt27YICAjAe++9h06dOiEyMhK//PKLUSMqcj29Xo+goCA5N2XhwoVYt24dPvvsM+ZMupAQAkFBQejcuTOEEFi4cCH69euHSZMmoU6dOihVqhRiY2Px4MGDPA3cyHX8/Pzk+1W7du0ghMDHH3+MN998E2FhYUhNTcX+/fvdnUyfJ+VISjnDCxcuxPr16/HZZ58p3niNAaXKPHjwANOmTcMrr7yCOnXqGLWcAx6+SZQoUQI7duzAW2+9hR07duCbb75BkyZNkJKSgsOHD2PLli0cJcLNpGOXk5ODwMBAObCUWhSXLl0ajzzyCDZu3MiK6k5iqYW8tK+lCupA7nBxGo0Gly9fxokTJ/Dpp59iy5YtbM3tYjqdTi4ybdu2LSpVqoQlS5Zg7NixKFq0KKpWrYoLFy7gk08+4Whfbubn5ydfY+3bt4efnx9ef/11VKhQAfv370dgYCDvay5keF8LCAiQqx9kZGTg9u3bWLt2rVPva8wKUZlvvvkGu3fvxqxZs3D27Fm541jgYZFcYmIiXn31Vdy6dQvz58/HpEmTUKtWLVy+fBnFihXDjh075Kxsci3xX2s7KZjcv38/Ro4ciaysLGg0GvmFYPDgwfDz88OGDRsYTDqRFExKLRyl4UoDAgKQkJCAvn37yt0E+fn5oUqVKpg9ezZWrVqFzZs3M5h0EtPSE+keJ1XfSUxMRJMmTXDkyBE0adIEsbGxmDNnDkaMGIFevXph+/btcj0+Up5UJ9/wOEn3NQD4448/8MMPPwAwruu9Y8cOREVFITY2lsGkixne18aMGYPExEQIIVC0aFHUrVsXMTExWLp0qXPva05p6kMOWbt2rXj22WdFnz59xJkzZ4QQD1vGJSQkiObNm4vo6GizreXYYazrFNRS7ptvvhGPP/642LRpk9H0n3/+WXTo0EFupc9Wj841f/580apVK7kTcyGEuHr1qmjVqpV4++23ja6ZrVu3iiZNmrBjbCcxbQF8+/ZtkZKSYjTPlStXRKtWrUR0dLTIycnJ09qenEu6Hu7fvy+mTZsm90ghTd+/f7+oX7++3IOFZObMmaJVq1a8rzmR4TPH3PPn6tWrokWLFmL8+PFG97UlS5aIWrVqidOnTzs1fRohODaVWmRnZ8stTNesWYONGzeiQoUKeP/991GzZk3cu3cPvXv3RsOGDTFz5kw5t0uYFIuT80nFPOnp6fj4449x7949VKpUCX369EHRokXx999/48UXX0RMTAx69+6d5/fCoDicb/DOo9frsWHDBqxZswYzZsxAixYtkJKSgp49e6JVq1Z4//33ja6de/fuIScnB6VKlXJjqr1PVlYWHjx4gOLFi8vT3n33Xfz111+4efMm/ve//6Ft27aoX78+Bg8ejHLlymHGjBlm72u83zmPdF/LycnBRx99hLNnz2Lp0qXy94cOHcLo0aPx3nvv4X//+5/Rbw8fPoymTZuyxMVJDKvvrF27FpcuXUK9evXQoUMHhIaG4v79+3jhhRfw1FNPyfc16VrR6XRITU1F6dKlnZpGBpQqYe4m+cknnyA2NhYVKlRATEwMqlevju+//x7Nmzdnww03ko5Veno6unfvjqCgIOj1ely9ehVPPvkkxo0bh4oVK+LMmTN4+umn3Z1cnyUdp7S0NPTq1Qu1a9fG4sWLAQBff/01OnTowMDEBbKysjB06FDodDosWbIEJUuWxJgxY3DmzBl06dIFN27cQFxcHBo3boxJkyYhMjIShQsXdneyfVZGRgbmzJmDK1euoE2bNujbty9ycnKQnZ2NFStWoFq1aujVq5c8v+mziyN7OdeoUaPwxx9/oFixYrhy5Qqee+45DB8+HOHh4YiPj0fHjh3dt/+dmv9JNnvnnXfEW2+9JX9evXq1aNmypejTp4/ciS+Ltd1HKsbR6XRi8eLF4q233hLZ2dni5s2b4tChQ+KZZ54Rzz33HMd5dgNzRUDS8fryyy9F48aNRXx8vKuT5fP0er149913RfPmzcXrr78uTp06JSZOnCiSkpLkeXbv3i2efPJJ0adPH3H8+HE3ppZ++ukn8eyzz4qmTZuKJUuWGH13//59N6XKdxlW+fjjjz9Enz59RHJysrh586bYtm2bqF27thg7dqy4du2aPJ+7YgRmc6nI3bt34e/vjz179mDatGkAgCFDhuDll19GYmIi3nvvPZw5c0buUohcLyAgAFqtFps2bUJSUhI6dOiAgIAAlClTBs8++yw++ugj3LhxA4sWLUJ2djYA5TqNpfxJb+WLFy/G9u3bAUAudqtduzYqVKiAX3/9FUDeRiHkHHq9HhqNBtOnT0eXLl1w/PhxTJ8+HefPn0dISIh8jXTt2hVTpkzB33//jZ07dwLgdeMqpv3fPv3003jvvfdQtGhRrFy5Env37pW/CwkJcXXyfJ5UGrl8+XIcOHAATz75JMLCwlCmTBm89NJLiImJwTfffIN58+bh4sWLANzY36dbwlgSQuQd2k0IIa5fvy5mz54toqKixPvvvy9Pl3IqX375ZXnYK3KPzz77TERFRYl69eqJXbt2ydMNh8esXbu2PIQfuc7x48dF+/btRVRUlBg0aJDYunWrnEsZGxsr6taty+ETXUzKOdbr9WLGjBmiadOm4qmnnhLJyclCCCE34hBCiBUrVoioqChx5coVt6TV10jXRkZGhjh69Kj47rvv5OP1ww8/iM6dO4v27duL/fv3y79hCZlrGMYH//d//yfatWsnmjdvLubMmSOEMC6R2b59u6hdu7YYP368W4cjZQ6lm2RnZ8tvHjdu3JCnly9fHv3798fAgQOxZcsWxMTEAMjNqRwwYAD++ecfLFiwAFlZWXyDdxHT/fz8888jOjoa2dnZ2LBhA06fPg3g4VthvXr1EB4ejuvXr7s8rb7GNHfl0Ucfxa5du7B27Vrcu3cPH3/8MXr16oXDhw/jscceQ+vWrbFhwwZkZGS4KcW+Q8oFlnKONRoNJk6ciB49euDOnTt4++23cfv2bQQGBso5ldWrV0fJkiV5fFxA/DcMYlpaGl566SWMHDkSw4YNQ48ePfDLL7+gadOmmDx5MgIDAzF//nzEx8cDgFFXduQcQgg5PtDpdGjYsCFef/11lChRAhs2bMAff/whD4QBAC+++CKmTZuGL7/8EuvWrZOvJ1djMywXysjIwP79+9GjRw+5NfeECRNw8+ZNTJo0CVFRUQCA8PBwDBw4EEIIrF+/HoUKFcLEiRMxaNAgBAQEoHnz5nJnzORcUmtFvV6PrKws6PV6BAcHo1+/fsjIyMCHH36IVatWYejQoXLfn9IQV2xY4FyGlf937NiBCxcuAAA6duyIp59+GuvWrcPRo0exceNGvPvuu6hRowbu37+PmzdvIj09ncfHiQyPzYkTJ5CTkwONRoMGDRrg7bffhkajwWeffYZ3330XM2fOlFvVHz16FEWKFHF6a1RfJ41wk52djbFjx6Jq1aqIjo7G9evXsX79eowdOxaTJ09Gjx49MGHCBMybNw8LFiyAVqtFjx492JjNyaT9O2XKFFy+fBmrV69G9+7dUahQISxatAhjx47FkiVL0KhRI/lYvvDCCwgICED9+vXl+MLl6RZ81XCJtLQ09OnTB1evXsW4cePQv39/AMBHH32ExYsXo1OnThg+fLgcVAKQOyg9deoUnnvuOcyaNctdyfdJ0kMxLS0NM2bMwMWLF+Hv74+aNWti6tSpAHK7d/rwww9Rp04d9OvXD4ULF8a+fftw/vx57N69m11nOInhEJWjRo3C+fPnERwcjJSUFCQlJeGdd97BgAED5Hl2796Nf/75B+vXrwcAfPfddyhfvrzb0u/NDI/N22+/jVOnTiEpKQk5OTl47rnnMGrUKJQpUwYffvghNm3ahOLFi6Nx48YoXbo0vvrqK6xZs4adlrtAVlYWfvvtN3z55Zd46623UK5cOQBAcnIy3n77bZw5cwbLli3D448/joMHD2LKlClo0qQJFi5c6OaU+4aMjAxs2LABy5cvR6tWrTB37lwEBQVh7969+Oijj3D37l0sXrzYKKh0NwaULqDVavHUU0/hySefxL1793Dz5k30798fgwYNAgBs2LABM2fORIcOHTBy5EijoHLOnDn4888/ceXKFezcuRNlypTh26ELCIOugXr16oVKlSqhYcOGOHfuHP7v//4PxYoVw+rVq1GxYkX5+Pn5+aFnz56oWrUqXn31VfbH5gJTp07F0aNH8fHHHyM8PBwXL17Exo0bsWPHDrz99tsYPHiw0fynT59GcHAwKleu7KYU+45Jkybhr7/+wsyZM3H37l2kpKRg0qRJeOaZZzB//nwUL14cCxcuxPbt2xESEoJ3330X9evX53CKTib+G/HmpZdeQkJCAmrUqIGNGzfKjT39/Pxw48YNjBgxAkII7Nq1C0Du6DiPPvoouwRyEnNB4b179/Dll19i7ty5ePbZZzFv3jw5qFyxYgW0Wi3mzp2Lxx9/3E2pNuGOipu+5ubNm2L27NlCCCGSkpLEc889J1q2bCnWrFkjz7N27VoRFRUlxowZI4+OI4QQMTExYs+ePeyuwQ10Op2YPHmyGDlypFHDgZkzZ4qoqCijkSI2bNggoqKiRHR0tDh79qwQouCRdMh62dnZRiNv6PV6cfPmTdGtWzejhlFCCJGcnCxiYmJEVFSU+Omnn4x+Q8rTarXi4sWLRtN+//130a1bN6MugK5fvy4aNmwoZs+eLV9Per1evPfee6Jnz57ixo0brky2zzFtBPr777+Lxx57TERFRYnPP/88z3yfffaZqFOnjvjtt9+Mfsf7mvIMny+mjWru3r0rNmzYIOrXry9Gjx4tj/i1b98+0axZM9G5c2eRkZGhivsbA0onM3eQr169Knr16mUxqBw0aJDYsGGDmDNnjmjevLlR/1LkWr179xbTp0+Xj+OBAwdE48aNxfbt24UQQiQmJsrzrl69WkRFRYm33nqLQ/cpKCsrS/Tq1UusXbvWaPjEf//9V9StW1fs3btXCCGMvrt06ZLo1auXGDdunMjMzFTFzdYb3b9/XzRs2FB8/PHHRtO/++47Ua9ePTkYMRwyVojcF+t9+/YJIXLvkVKLb1LWlStX8vTrqdfr5Zezv//+WzRo0EB07dpVHD582Gi+n376STRp0kT8+eefLkuvL0lPTxeffvqp0bTp06eLjh07Gr0IC5EbVK5bt07Url1bvP322yIjI0MIkdujiJp6RHB/obuXMy2e1ul0qFixIpYuXYrSpUvLw8IBwMCBAzFt2jR5uKv4+Hi5KI+c5+rVqzhy5AhiY2Px77//yi3k0tLScP36dWi1Wmg0Gnz99dd4++23MX78eLz44os4ffo0hg8fjqNHjwLIbYk/ceJE7NmzB7GxscjKynLnZnmNwMBA1K1bFwsXLkRcXJx8fCIjIxEREYHPP/8cABAUFCTv8ypVqqBMmTK4d+8egoKCWE3ECdLS0tC9e3e0aNECw4YNy/O9Xq9Heno6rl69ir59++LZZ5/F+++/DwBYsmQJNm3aBCD3HhkWFubKpPuE8+fPo2PHjnj77bcxbNgwnDp1CikpKdBoNPDz84MQAvXq1cP69etx+fJlzJs3Dzt37kR2djYSEhKwdu1aVKlSBXXr1nX3pngdqWX9nDlzMHv2bHl69erVkZqaiuXLl+Pnn3+Wp4eGhqJbt25o3bo1du/ejbFjxyI7Oxtt27ZFRESEOzbBLFbucjF/f3/odDpUqFABS5cuxejRo7Fp0yYULVoUvXv3xksvvYTHH38cQggUL16cN1onO3bsGN59911kZmbi+vXraNWqFT788EMEBgaiaNGieP7557FixQqUKFEC27dvx/jx4+UxbKVugR555BG5zuXAgQMRGBiIJk2asCW+gqZNm4aiRYvK3Wh1794dhQsXxssvv4xZs2Zh0qRJmDVrltE+L1y4MMLCwqDT6eDn58egUkFpaWno2rUrHn30UXk4S+BhPbCWLVuiSZMmmDRpEoQQ6NixoxxMAkBKSgqefPJJN6TcdyQmJkKn06Fx48a4ffs2XnnlFdSuXRuvvPIKmjRpIvdG0bBhQ6xfvx4DBw7E5MmTsX37dkRERCAwMBAbN26Un1msO6mMBw8eoHnz5njyyScRFRWF3bt3IycnRx4fvXDhwpg9e7Y8hro0fG+pUqVQr149PHjwAOfPn8etW7fUl9nk3gxS3yXVQ0lISBBdunQRzz33nLh7966bU+Vbjh07Jho0aCAWL14s/vnnH5GWliYPBycVkf7zzz+ib9++onbt2nJxnRC5xauDBw8WI0eOlOc111E9OcZ0n86ZM0fUqVNHbN26VQghREpKipg+fbqoX7++GDFihLhw4YI4deqUWLhwoXjsscfc2smvt7p//75o0aKFGD16tNF002N16tQp8corr4i6deuKH374QaSmpoq0tDQxb9480aRJE3HhwgVXJtsnjRs3TvTr109kZ2eL7du3i9GjR4uoqCjx6quvio8++kikp6eLBw8eCCFyBwVo2LChaNWqlfjiiy/kZRhWJSHHZWZmisWLFwshhLh9+7YYPXq0ePrpp8X06dPleXbt2iUPRWpY/D1z5kyxa9cuuchbbdjK242kFsCnT59Gz5498cknn6BZs2buTpZPuHz5MoYNG4bnn38er732Wr7z/t///R8WLFiAY8eOoU+fPihUqBBOnDiBW7duIS4uDoGBgarptsEbiP9yew0ZtpafO3cu1q9fj/feew99+vRBSkoKPvvsM8TGxiI5ORnh4eEIDAzEwoUL2f2MwtLT0/HSSy+hQoUKWL16NYCHrYal83/hwoV48OABJk2ahGPHjmHx4sU4fvw4wsPDUbp0aSQkJGDlypUsSnUi6RrasWMHli9fjpUrVyIqKgo6nQ6JiYkYOXIk/v33X9SoUQNPPvkk+vXrh2rVquHMmTN48cUXUb16dYwfP17OHSNlmMvpTU5OxgcffIDff/8dnTt3xnvvvQcAiIuLw4cffohSpUqhdevWSE9Px969e7F161bV9lLBgNKFpItcGt9Wemheu3YNQ4YMwezZs9GgQQM3p9K7Gd5ov/nmG8yfPx/FihWDTqdDQEAA7ty5g99++w1fffUVkpOTUbNmTbzxxhvQ6XTYunUr4uLiULlyZURERCA6OppdAyksLS0NI0aMQFRUFCIiItCyZUtUqFAhT/WBWbNmYePGjXjvvffQt29f5OTkID09HT/++CPCw8NRsWJFlC1b1k1b4b0+/fRTzJ07Fy+++CJGjx6NsmXLIjs7W+5IefXq1fjkk08wc+ZMtGnTRv7dtm3bkJycjNKlS6NZs2aqqvflzXJyctChQwc0atQI8+bNAwD88MMPGDZsGCZPnox//vkHf/75J27cuIEnnngCM2bMQEJCAl599VWULFkSH3zwAYNKJ5IyIm7duoXp06fnCSr379+PNWvW4OrVqyhVqhQ+/PBD1K5d282ptoxPQReQ3kq0Wi1CQkLg5+eHn376CWlpaahTpw4+++wz3Lt3T+5YlpxHCuJPnTqF69evIyAgABqNBgEBATh79ixmzJiBP/74A8WLF0dISAj27t2L06dPY+XKlXj99dfx6quvIjg4WF4eg0llrV69Gr///jsuXLgArVaL2NhY5OTkoE2bNqhTpw4ef/xxREREYNKkSShdujSmT5+OwMBAdOnSBcWLF0fnzp3dvQle7dVXX8W1a9fwxRdfICcnB6NGjUKlSpUAAKtWrcKaNWuwYMECNG3a1Oh3vXv3dkdyfZr0kjxkyBB88sknuH37No4ePYqxY8fizTffRL9+/QAA586dQ1xcHP766y8UK1YMDRs2xKpVq/DGG2/Ix5acw8/PD3q9HmFhYYiOjsb06dOxf/9+hISEYNy4cejQoQMaNmwIILdxojSilFoxh9JB2dnZ0Gq1KF68uNnvpYAjMTERAwcOxKxZs1CjRg106dIFt27dQsWKFeHn54fFixezeM6FlixZgk8++QTvvPMOSpYsiRMnTmDLli0oUqQIOnbsiNGjR8PPzw9ffPEFFi9ejCVLluCZZ54xKto2VzRLjnvrrbfw/fff480330TZsmVx5swZHDt2DMeOHUOJEiUQHByM5s2b44knnsBnn32GP//8E2+++Sa6devG4RSdyLC4LiYmBl9++SU6dOiA6dOnIzY2FitWrMD8+fPzrbbDa8b1zpw5gyFDhqBWrVr46aefMG7cOAwZMsTiscjKykJQUBAyMzNRqFAhN6TY9xh2KD916lRcuHABK1euRLVq1TzqmmFA6YAHDx7gtddeQ926dTF06FCL489evXoVAwYMQNOmTfH+++/Dz88Ply5dQkJCAvz8/FC9enXmTrqIdHEKITBgwAD89ttv8nc9e/ZE165djR6Id+7cQdOmTTFr1iz06NHDHUn2GYa5vYMHD8bZs2fx7rvvomPHjgCAmzdv4uzZs/jmm29w+fJl/PHHH6hcuTLOnz+PSpUqIS4uDkWLFnXnJng906Byz549qFy5MhISEvDxxx+jcePGbk4hmbNs2TIsW7YMr7/+Ol5//XWj7wzvicDDUhxPCmS8gXRtJSYmok2bNpg3bx66du3q7mTZhGV1Dvjuu+9w9OhRXLp0CUWLFkW/fv3yZEk/ePAAr7zyCp566inExMTIdSirVq2KqlWruifhPsxweLENGzZgx44dKFSoEMqWLYunnnpKnk+6uM+dO4fatWujZs2abky1bzCsj7pmzRq89tpriI6OhhACLVq0QNmyZVG2bFk54D9z5gyuX7+Ow4cPo0+fPgwmXcCwC5mpU6fC398fsbGxaNq0qXw/YyDifIb72Nz+lqZJx6pRo0aoVKmS3FWQYUmL9FvTZfAYOia/68AweJe6NZNe1IoXL47atWujWLFiLkurUphD6YDVq1fj559/RokSJbB3716MHDkSL7/8cp6g8p9//kHdunV5gaqIpVbZhtOzsrIwatQoBAQEYPny5WzF7SKGOZVDhw7Fn3/+iffffx+tW7eWi+DYqt758nsgGjbEmTp1Kr766iu0a9cOY8eORfny5RlUOplULC0dB9P9LX2+cOECIiMjAQAjRozA1atXsXv3bncl26dI9yjTe5UU5Kelpckvwd999x0SEhLw2GOPYd++fdi+fTt27tyJihUruiv5dmEOpQNu3bqFyMhIvPfee8jKysKKFSsAQA4qpYu6Xr16bk4pmZIucOlil46Vn58fsrOzceXKFcyZMwfXrl1DXFyc2RsDOUdAQID8wFy1ahUGDx4sd4otBZUMVpzPsFcK0wdiYGAgUlNTUaJECcTExMDPzw+7d++Gv78/RowY4XEPQk9y8uRJbNy4EVevXkXhwoXx1ltvoVatWnLvIUBuztf+/fsxduxYbN++HQ0aNMDgwYMxYsQIrFq1CkOHDnXzVngnrVaLNWvWICEhAQAwbNgwo4EvDNtUdOrUCUuXLsXjjz+OhQsX4syZMwgPD0dwcDDWrl3rkdcQA0oHVKlSBSEhIQBy66iMGTMmT1DJIESdpAv82rVrqFSpEjQaDdatW4fY2FiUKFEC/v7+KFy4sNzPJFtzu45Op0NQUBDu3r2L4sWLy8XfUv3jZ599lo0FnMTWB+LixYvRqlUro+LvQoUKYdKkSbxenOCPP/7AsGHD0KFDB5QoUQLnzp3DK6+8gs2bN6NGjRrycdq7dy+mT5+OqVOnyl3RVa9eHYUKFcLFixfdvBXeSRpOsXz58sjMzMS1a9dw8OBBxMbGonbt2tDr9QgICEBCQgIGDx6MHj16oFmzZvD398fq1atx+/ZtZGVloVKlShbbY6iekzpM92rSyCjZ2dkiLS1NZGdny99JIxEsXrxY3L59W55++vRp1fZu722SkpKM9r0p6fjt379fPPXUU+LcuXMiKytLfP7552LUqFFixowZIi4uTh7NyPD4kmOysrJEamqqxe+lfX316lXRtm1bo1Eihg0bJqKiokR8fLzT0+mL7t+/Lzp16iQGDRok+vbtK5599lnRuHFjcfLkSSHEw5Fwrly5Itq1ayfee+89odPp5OtECCFmz54tzp8/75b0e7tbt26JF198USxdulSedvz4cdGuXTsxfPhwkZ2dLXJycsSdO3fEY489JjZs2CDPZzjyF+9nysvOzhavv/66GD16tMjMzBTZ2dnizz//FF27dhW9e/cWmZmZQq/Xi8zMTPHss8+KCRMmeOUIawworZCeni6++eYbcf/+fXmadDJILAWVGRkZYuHChaJFixb5PkhJGadPnxbNmzcXs2fPzjeo3Lt3r2jSpInYsmVLvsszfFiSY7RarejXr5+YOXOmuHXrlsX5EhISROvWrUV0dLTQ6/VGx2DMmDEMWJzAkQei9HtyrjNnzohWrVqJo0ePGk2fPHmy6NSpk9EQicnJyfkui8dLWTdu3BDdu3cX33zzjdH0+fPni+bNm4uUlBR52uXLl/PED96CZbEFyMnJwZAhQzB69Gjs27cPDx48AJC3BVxAQAB0Oh2A3D4O27dvj1WrVqFv375Yv349lixZYrGvSnKc+K9t2c8//4ybN29i165diI2NRUpKSp55b9y4gejoaIwePRr/+9//8izDkOkwWWQ/qVeEr776Cps3bzZ7bKReEZo0aSL3iuDv74+cnBwAwOLFi+VGBqSclJQUXLlyBd26dUNQUBACAgLQoEEDtGrVCteuXUN6ejo0Gg2CgoKwfv16zJ492+geyOJt59Nqtbh27Rru3LkDILdhFAA8/vjj0Gq1uHfvHvR6PYQQCAsLy3dZPF7KyszMxJUrV5CcnAwA8v3qySefREZGhnyv0+v1qFy5stfWAedZVQCpgUClSpUwbdo0ZGdn47nnnkORIkXyzOvv7y+3uluyZAlatmyJq1evYsuWLahVq5YbUu87pAv07Nmz6N27t9lGUpJy5cph165deYZ/89aLXC2uXr2KZ555BiVKlMDy5cshhMhzbIoUKYKlS5fm6RWBD0DnMvdADAgIwJNPPomtW7ciJSUFJUuWlB+I5HqRkZGoUaOGHCxKrey1Wi2ys7NRqFAh1td3k9KlSyMsLEweRU26X2VmZkKr1crHytuPD+/SBTh//jyuX7+OhQsXYs+ePZg1axYAWAwqpRPn448/RkpKCj7//HP2YehCWVlZiIyMxJAhQ3D//n2LLe85lrDrsVcE9eIDUX2EQVdAOp0OoaGh+Pzzz/OMa5+dnW22JOXrr79GkyZNVD9cn6fT6XQIDg7Grl275G6ADI9d4cKF81w3R48eRZUqVVCmTBmXp9eZeHcogFR8UKlSJYwdOxadOnXCzJkzsXPnTrn421RcXBwWLVqELVu2MJh0ISEEHn30UXns02XLlqF9+/ZYsWKFXPwtdYNCrlelShXUr18fAI+Nmhg+EHv27AnAuPqHpQeilJtJyjt58iR27tyJtLQ0AA+r3hgGk1IVK61Wa/QyAACvvPIKVq9eLXdkTsrRarWIj483OjZCCKOBFaTr5969eyhWrJjRcZg3bx7Gjh3rlSVizKEsQPXq1TFmzBhUqFABADB+/HgAMMqpNLyQAaBdu3Zo1KgRqlSp4trE+hhhZrSIvn37QqfTyUV2S5YsMerOqV+/fihdujSEEPj999/RsGHDPG/8pCzp2Lz00kvIzMy0eGwMi7/PnDmDqlWrsnsgJ9Bqtfjxxx/x9NNPo2jRohYfiBqNxuIDcdeuXfjiiy/ckHrvl5KSgiFDhiAlJQV6vR5du3Y1Wxpm2Jeu1Fm2EALDhg3DrVu38OWXXxr1sUuOk9pU/PHHH5g+fbp8bEz3r3RsdDodsrKy5BflJUuWIDY2Fhs2bCiwnqsnYg6lgQcPHmDXrl346KOPcODAAfz7778AgDZt2siVbMuUKYMJEyagc+fOmDVrFnbt2gWtVgsAWLhwIQ4cOICQkBAGk05m+gYvjUXr7+8vNyqQjpnUSGrFihVyfbCBAwdi/vz5clEeKcf0DV46NgEBAQgJCbF4bGJjY5GZmYlFixZh6NChyMjIcOdmeCVrGxkW9ED86KOPvPKBqAZBQUEoVqwY6tSpg5iYGOzatctsaZhhker9+/eRlpaGESNG4PLly/jyyy/l/nMZTCrHtE2FpWMjCQoKQmZmJgIDA/HRRx/hk08+QWxsrNw3qLdhDuV/0tLS8OKLLyIoKAh6vR7nz59HrVq10LNnT/Tv3x8BAQFyg5uwsDCjnMoiRYrg8uXLWLlyJXbs2OHmLfF+lt7gzbW8N8wNGzduHD766CNs2bIFJUqUwM6dO3mzVZi1b/BSrwj+/v5yTuWqVatw+PBhXLhwAevWrWOvCE5gSyNDwPwDcfPmzazn6kQnTpyATqfDvHnzsHr1aov19qWcx2rVqiE7Oxu9e/dGTk4O9uzZw8EYnMTWNhUREREIDQ3FmDFj8Ouvv2LTpk1efe3wbENupeYRI0agVq1aiImJQWhoKH777TesXr0a8+fPx40bNzB+/Hiji7RMmTIYP348ChUqhMmTJ6NIkSLYuXMn6tSp4+7N8XrSG3z58uURExOT70PRcBi/hQsXon79+qhcuTI2bNhgFHCSMtgrgrrxgah+er0eYWFhKFu2LN566y3odDrMnDkTQgj06tUrz3F64oknkJqaiuLFizOYdDLTNhUZGRn5HpuoqCjcv38fR44cQVxcnNff13jGITfH686dOxg+fDhCQ0MBAE2aNEFYWBjWrVuHNWvWQAiBCRMmGAUhZcqUQXBwMEJCQrBt2zZUr17dzVviG6x9g5cEBQUhJydHrgvLYNJ52CuCuvGBqH5PP/00goODUbRoUYSEhFisty8NhRkaGopPPvkEjz/+uNxnK+9rzmFrm4oiRYpg3rx5qFq1qk9Ug/P5s04IgTt37uDff/+Vi+WkCzIyMhJDhw6FRqNBbGwsypYti4EDB8oX65w5c7BlyxZs3bqVwaQL2foGDwDLly/HmTNn8PXXXzOYdCJbAxbgYa8In332GYNJJ+MDUV1Onz6NQ4cO4cqVK2jcuDGioqLQoEEDPProo3KVEKnePvDwOL300ksIDAzE0KFDMXz4cDz55JMAcuu88r6mjAcPHuDrr79GUlISatSogapVq6J69epymwopU8n02EjX0MKFC9G4cWO0bNnSnZvhUj5/5mk0GtSqVQuNGjXCRx99hJo1ayIsLAx6vR5+fn6oVKkSBg4ciKSkJHzxxRdo1qwZqlevjszMTNy8eRMbN25kMbeLWfsGb+i1117D66+/zjd4J2OvCOrBB6K6HT16FMOGDcOjjz6K7Oxs7N27F5UrV0bPnj0xePBgoyohUr19IQTmzJkDjUaDQ4cO4ezZs2jUqJG8TI7spQy2qbCTk4d2VKX09HSxaNEiMX78eDF+/Hhx7tw5sXLlStG0aVOxaNEiecxuw0Hbf/nlF1G3bl3x1VdfydO8aVB3tTp16pRYsWKFmDhxoti+fbv4888/5e8Mx3hOTk4W48ePF3Xr1hWxsbEiKytLCCHEoEGDxJEjR+T5eMyUo9Vqxc6dO8WKFStEfHy8OHfunPyd4VjBpscmPT1dCCHEggULRHx8vMvT7Qvu378vOnbsKLp37y66du0qateuLZ577jmxfv16eR7pGhFCiJs3b8rH6PPPPxcLFiwQUVFR4q+//nJH8r1eUlKSaNeunVi1apV8T/r999/FiBEjRN26dcXs2bPleQ2vpZSUFPHOO++IqKgo0b17d/kYcmxu5WRlZYmXX35ZvPHGG+Lu3btCCCF+/fVXMWTIENGgQQMxd+5ceV7D/X7z5k3x3nvviaioKNGwYUNx4sQJl6fd3XwumyYtLQ3/+9//EBYWBp1Oh8uXL+PPP//E4sWLcfbsWXz66acoWrQoevfujaJFixoNQVazZk38+eef6Ny5MwCOGuFsSrzBnzt3Ti4OAnjMlMI3ePViI0P1k8bjbtmypdwJ9uOPP47SpUujTJkyWLt2Lfz8/DB+/HijKjolS5bE9evXUbduXWzbto3Vd5yAbSoc4OaA1qWys7PF8OHDxahRo0ROTo548OCBOHv2rGjXrp0YMWKEEEKIAQMGiIYNG4olS5aI27dvCyEe5mr169dPbNy40W3p9yV8g1cvvsGrW1JSkujSpYv44YcfjKafP39eREdHi6ioKDFnzhx5uuExmjlzpmjcuLFRbjMpQ6/Xy///6aefRFRUlDh16pQQwvgYJCQkiOjoaNGwYUMRGxtr9PvevXuL9u3b877mJHq9Xpw6dUpERUWJH3/8UQiR99hMmTJF1K9fX6xdu9bot7Nnzxb169f36fuaT2XXpKSkICkpCc899xz8/f1RuHBhVK9eHV27dsWff/6JrKwsrFu3Dk899RS2bNmC8ePH46+//sKJEyewdOlSnDt3Ds2bN3f3ZvgES2/w48ePx/PPP4+1a9fiww8/BPCwv0kARm/wn3/+ObvQcALpDf6FF14weoOfNGkSevTogTVr1mDu3LkAjI+N4Rv8jh07mPvlBMJCI0MAciPD3r17IzY2FuvWrQOAPI0MN27c6Ju5K04mHQcAePLJJ1G7dm0sWLAAKSkpCAgIkDuPr1SpEgYMGIBGjRph9+7duHbtGoDcOrH16tXD7t27eV9zEtM2Fbdu3cpzbAYOHIinn34aX3zxhTz4CdtU5PKpgFKn0+HixYtISEiQP2s0Gjz++OPQarW4dOkSAOCjjz5C//79cf/+fbz00kt4++23sW/fPqxdu5YNB5xIGIwffOfOHVy5cgV6vV5uSAMA1apVw2uvvYaXXnoJmzdvxqZNmwDkPhSFEPjf//6HpKQkbN26lcVBTsCARd34QFSnkydPIjo6Gv369cPw4cNx6tQptGrVCn///Tc2b96MtLQ0+Pn5ycfpkUcewZAhQ3D8+HH5uRQcHIz33ntP7gaN9zVlaLVaLF68GBMmTMCECRPw77//olWrVrh48SI2bdqU59hUq1YNr776Ks6dO4ezZ88CAAoVKoQPP/wQjz76qDs3xe18KqAsXLgwwsLCULJkSQAPW8RlZ2cjOzsbISEh8rzDhw/H5s2bsWvXLqxatQqxsbG80ToZ3+DVjwGL+vCBqG5//PEHBg0aBI1GgzJlyuDChQt466230LVrVzz99NNYvXo1tm3bJh8n6T749NNPo1KlSnJAaYj3NWWkpaXhpZdewv/93//h+vXr+OWXXzBq1Ci0aNECTz31FD799FOzx8awTYWE9fN9LKAsWbIkduzYgR49egB4mCOm0WhQuHBheT7pxnv06FGULl0aVapUQalSpVyfYB/CN3j1YsCiXnwgqltKSgo++OADvPzyy5g1axYWLFiAZcuW4cGDB1i9ejUWLFiAhg0bYtmyZVi9erX8ggbkHtsiRYqgTJkybt4K75STk4Px48ejatWqWLNmDVavXi03uFmyZAnmzZuHRo0aYdmyZVi7dm2ejI3g4GBERES4eSvUxefuIFLuJPAwoLx37x6KFi0q1wfz8/PD/PnzMXnyZLek0dfwDV69GLCoFx+I6nfr1i3cu3dP7svTz88P1atXR8uWLfHHH38AANavX49mzZrh888/x+jRo3Ho0CEcPHhQbuHdunVrd26C12KbCuX59B1eesBlZWXhwYMH8o12yZIl2LBhAxYtWoSyZcu6M4lej2/w6sWARd34QFS/nJwcXL16FVevXpU/+/n54fHHH8f9+/dx48YNAMDSpUvx2muvISgoCKNGjcKSJUug0+mwfft2+Pv7Q6fTuXMzvBLbVCiP2TiAXNxdrFgxrFixAp988gk2b96MevXquTll3i+/N/hff/0VQO4b/OjRo/H555/jt99+w9ChQ6HX67Fjxw6+wTuRFLBIIwz5+/vLAcu2bdvkgGXEiBHYsmULjh8/jrFjx0Kj0eC7777DuXPnMGPGDHdvhtcy90D09/fH448/jrVr1+LSpUuoWbMmPvroI3z88cf49ttv8dJLL6FKlSrw9/fnA9EFSpcujerVq6NixYoAHpacpKenQ6fTyaViADBgwAAMGDAASUlJKFy4MIoXLy6P180SF+XZ2qZiyJAhOHfuHIKDg1GsWDFWgzODZylyW6cWKVIEr732Gn799Vds3bqVwaSLGL7BN2jQQL55Pv744zhw4ABu3LiBcuXKYenSpVi/fj2+/fZbjBo1CjVq1EDZsmWN3uA57JiyGLCoGx+I6leuXDls3749z3CjOp1OHhRACCH3mPDFF1/gmWeeQYkSJQDk1udnMOkcUpsK6fqRjoO5NhV+fn44evQoIiMjWWqZD56pAMqWLYvbt28jKSkJcXFxqFWrlruT5DP4Bq9eDFjUjQ9Ez2AYTErH4sGDBwgLC0PhwoXlYHLAgAHIzMxEt27d5PlZ79i5TNtUaDQai20qvvrqK2zdutVdSfUIfAoDKFWqFFauXIly5crhkUcecXdyfArf4NWLAYv68YHoWQzr7WdmZsLf3x9CCAwbNgw3btzA7t274efnZ3TPI9coqE3Fxo0beW8rAJ/E/3nmmWfcnQSfxTd49WLA4jn4QPQchQoVQmZmJnQ6HUaNGoXLly9jz5497D9XBdimwn48a0lV+AavXgxYPAMfiOpXu3ZtZGVloWvXrsjJycHevXsZTKoE21TYj2cuqRLf4NWLAYu68YGofpGRkUhOTkaJEiWwe/duDhOrImxTYT+NMBxAmUglfvzxR0ycOBFFixblG7zKnD59GsOHD8cjjzzCgEWFUlJS0LJlS2RnZ/OBqGJ//PEHGjRowGBShX766Se2qbADA0pSpevXr6NVq1aoUaMGdu3axZuuijBgUT8+ED0H72vkLRhQkmrxDV69GLAQEZEhBpSkegwmiYiI1I0BJRERERE5hJ34EREREZFDGFASERERkUMYUBIRERGRQxhQEhEREZFDGFASERERkUMYUBIRERGRQxhQEhEREZFDGFASERERkUMYUBIRERGRQxhQEhEREZFD/h8DXUMy0h4fNQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "kw = dict(volume=True,type='candle',panel_ratios=(1,0.75))\n", + "mpf.plot(sdf,**kw,yscale='log')\n", + "mpf.plot(sdf,**kw,volume_yscale='log')\n", + "mpf.plot(sdf,**kw,yscale='log',volume_yscale='log')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### We can also pass `yscale` into `mpf.make_addplot()`\n", + "\n", + "(first we generate some fake data, from the existing data, for the addplot)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Flip the data around to make it more interesting\n", + "adata = [v for v in sdf['Close'][int(len(sdf)/2):].values]\n", + "adata.extend(sdf['Close'][0:int(len(sdf)/2)].values)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "kw = dict(volume=True,type='candle',panel_ratios=(1,0.75,1),figscale=1.2)\n", + "\n", + "ap = mpf.make_addplot(adata,panel=2,color='g',ylabel='Additional\\nData')\n", + "mpf.plot(sdf,**kw,addplot=ap,yscale='log',volume_yscale='log')\n", + "\n", + "ap = mpf.make_addplot(adata,panel=2,color='g',ylabel='Additional\\nData (Log)',yscale='log')\n", + "mpf.plot(sdf,**kw,addplot=ap,yscale='log',volume_yscale='log')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/markdown/animation.md b/markdown/animation.md new file mode 100644 index 00000000..c9077a1e --- /dev/null +++ b/markdown/animation.md @@ -0,0 +1,12 @@ +### Animation Support in mplfinance + +* **Real-time updates** to mplfinance plots are accomplished through the technique known as "**animation**" +* **`mplfinance`** animation requires the use of [**`mplfinance` External Axes Mode**](https://github.com/matplotlib/mplfinance/blob/master/markdown/subplots.md#external-axes-method) +* [**External Axes Mode**](https://github.com/matplotlib/mplfinance/blob/master/markdown/subplots.md#external-axes-method) allows mplfinance users to create and manage their own Figure and Axes (SubPlots), and pass Axes objects into mplfinance. _This also gives users access to matplotlib's animation features_. +* It can be tricky to display animations properly in jupyter notebooks,
      therefore, to keep things simple, the mplfinance animation examples are scripts. +* To run the animation examples, clone this repository, then **`cd`** into the **`mplfinance/examples`** folder, and run: + - [**`python mpf_animation_demo1.py`**](https://github.com/matplotlib/mplfinance/blob/master/examples/mpf_animation_demo1.py) + - [**`python mpf_animation_demo2.py`**](https://github.com/matplotlib/mplfinance/blob/master/examples/mpf_animation_demo2.py) + - [**`python mpf_animation_macd.py`**](https://github.com/matplotlib/mplfinance/blob/master/examples/mpf_animation_macd.py) + - [**`python mpf_animation_growingcandle.py`**](https://github.com/matplotlib/mplfinance/blob/master/examples/mpf_animation_growingcandle.py) +* **NOTE: There are comments,** in each of the above example files, that explain what's going on and how to use animation with mplfinance. You can view the code by clicking each of the above links. diff --git a/markdown/customization_and_styles.md b/markdown/customization_and_styles.md new file mode 100644 index 00000000..072c42a5 --- /dev/null +++ b/markdown/customization_and_styles.md @@ -0,0 +1,30 @@ +--- + +# Customizing the Appearance of Your Plots + +--- + +### Use [` mplfinance styles `](https://github.com/matplotlib/mplfinance/blob/master/examples/styles.ipynb) for _general_ customizations applied to many plots,
    for example: +- colors (candle colors, moving average colors, background, grid and figure colors) +- grid style +- y-axis on the right or left +- matplotlib defaults + +--- + +### Use key word arguments for [specific/individual plot customizations](https://github.com/matplotlib/mplfinance/blob/master/examples/plot_customizations.ipynb),
    for example: +- figure size and aspect ratio +- display of non-trading periods (weekends, holidays, after hours trading) +- figure title +- y-axis title +- x-axis datetime format +- x-axis labels rotation +- line color for line plot +- tight_layout +- fill_between + +--- + +### Other features related to customization: +- [**subplots**](https://github.com/matplotlib/mplfinance/blob/master/markdown/subplots.md) +- [**candle and line widths**](https://github.com/DanielGoldfarb/mplfinance/blob/master/examples/widths.ipynb) diff --git a/markdown/subplots.md b/markdown/subplots.md new file mode 100644 index 00000000..0a43f04c --- /dev/null +++ b/markdown/subplots.md @@ -0,0 +1,51 @@ +--- + +# Subplots in mplfinance +#### "Subplots" is the matplotlib term for making **multiple plots** on the same figure. + +--- + +## There are two ways to make subplots in mplfinance: +- Panels Method +- External Axes Method +#### Below is a brief description of each method, with links to tutorials on how to use each method: + +--- +### [The Panels Method](https://github.com/matplotlib/mplfinance/blob/master/examples/panels.ipynb) +* The Panels Method ***is easy to use and requires little or no knowledge of matplotlib***, and no need to import matplotlib. +* The Panels Method handles 95% of the most common types of financial plots and market studies. +* The Panels Method attains its simplicity, in part, by having certain limitations.
    These limitiations are: + - Subplots are always stacked vertically. + - All subplots share the same x-axis. + - There is a maximum of 32 subplots. +* The Panels Method is adequate to plot: + - ohlc, candlesticks, etc. + - with volume, and + - with one or more studies/indicators, such as: + - MACD, DMI, RSI, Bollinger, Accumulation/Distribution Oscillator, Commodity Channel Index, Etc. +* [**See here for a tutorial and details on implementing the mplfinance Panels Method for subplots.**](https://github.com/matplotlib/mplfinance/blob/master/examples/panels.ipynb) + +--- + +### [External Axes Method](https://github.com/matplotlib/mplfinance/blob/master/examples/external_axes.ipynb) +* The External Axes method of subplots **allows the user to create and manage their own Figure and Axes (SubPlots), and pass Axes into `mplfinance`**. +* Details on how to use this feature are described below.
      (code examples can be found in the [**External Axes notebook**](https://github.com/matplotlib/mplfinance/blob/master/examples/external_axes.ipynb)). +* When passing `Axes` into `mplfinance`, some `mplfinance` features may be _not_ available, or may behave differently. For example, + - The user is responsible to configure the size and geometry of the Figure, and size and location of the Axes objects within the Figure. + - The user is responsible to display the Figure by calling **`mplfinance.show()`** (or `pyplot.show()`). +* Passing external Axes into `mplfinance` results in more complex code **but it also provides all the power and flexibility of `matplotlib` for those who know how to and what to use it.** This includes: + - plotting on as many subplots as desired, in any geometry desired. + - plotting multiple ohlc/candlestick plots on the same Figure or Axes. + - plotting multiple candlestick plots side-by-side, or in any other geometry desired. + - anitmating or updating plots in real time. + - event handling +* Use method **`mpf.figure()`** to create Figures.
    This method behaves exactly like [`pyplot.figure()`](https://matplotlib.org/3.3.0/api/_as_gen/matplotlib.pyplot.figure.html) except that **`mpf.figure()`** also accepts kwarg `style=` to set the mplfinance style. +* Call the usual methods for creating Subplot Axes on the figure: + - [fig.add_subplot()](https://matplotlib.org/3.3.0/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure.add_subplot) + - [fig.add_axes()](https://matplotlib.org/3.3.0/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure.add_axes) + - [fig.subplots()](https://matplotlib.org/3.3.0/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure.subplots) +* When calling the above subplot creation methods, if `fig` was creating using **`mpf.figure()`** then the Subplot Axes will inheret the mpfinance style information from the figure. Alternatively the user may pass in kwarg `style=` to set different style information for an Axes than for the Figure or other Axes. +* Please note the following: + - Use kwarg **`ax=`** to pass **any matplotlib Axes** that you want into **`mpf.plot()`** + - If you also want to plot volume, **then you must pass in an Axes instance for the volume**,
      so instead of `volume=True`, use **`volume=`**. + - If you specify `ax=` for `mpf.plot()` **then you must also specify** `ax=` **for all calls to `make_addplot()`** diff --git a/pytest.ini b/pytest.ini new file mode 100644 index 00000000..be572015 --- /dev/null +++ b/pytest.ini @@ -0,0 +1,2 @@ +[pytest] +python_files = tests/* diff --git a/readme.ipynb b/readme.ipynb new file mode 100644 index 00000000..37ed41dd --- /dev/null +++ b/readme.ipynb @@ -0,0 +1,1120 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# This allows multiple outputs from a single jupyter notebook cell:\n", + "from IPython.core.interactiveshell import InteractiveShell\n", + "InteractiveShell.ast_node_interactivity = \"all\"\n", + "%matplotlib inline\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "[![Build Status](https://travis-ci.org/matplotlib/mplfinance.svg?branch=master)](https://travis-ci.org/matplotlib/mplfinance)\n", + "\n", + "# mplfinance\n", + "## matplotlib utilities for the visualization, and visual analysis, of financial data\n", + "\n", + "---\n", + "\n", + "# Installation\n", + "##    `pip install --upgrade mplfinance`\n", + " - mplfinance requires [matplotlib](https://pypi.org/project/matplotlib/) and [pandas](https://pypi.org/project/pandas/)\n", + "\n", + "---\n", + "\n", + "# Contents\n", + "\n", + " - **[The New API](https://github.com/matplotlib/mplfinance#newapi)**\n", + " - **[Basic Usage](https://github.com/matplotlib/mplfinance#usage)**\n", + " - **[Adding Your Own Technical Studies to Plots](https://github.com/matplotlib/mplfinance/blob/master/examples/addplot.ipynb)**\n", + " - **[Saving the Plot to a File](https://github.com/matplotlib/mplfinance/blob/master/examples/savefig.ipynb)**\n", + " - **[Customizing the Appearance of Plots](https://github.com/matplotlib/mplfinance/blob/master/examples/customization_and_styles.ipynb)**\n", + " - Technical Studies (presently in development)\n", + " - **[Latest Release Info](https://github.com/matplotlib/mplfinance#release)**\n", + " - **[Some Background History About This Package](https://github.com/matplotlib/mplfinance#history)**\n", + " - **[Old API Availability](https://github.com/matplotlib/mplfinance#oldapi)**\n", + "\n", + "---\n", + "## The New API\n", + "\n", + "This repository, `matplotlib/mplfinance`, contains a new **matplotlib finance** API that makes it easier to create financial plots. It interfaces nicely with **Pandas** DataFrames. \n", + "\n", + "*More importantly, **the new API automatically does the extra matplotlib work that the user previously had to do \"manually\" with the old API.*** (The old API is still available within this package; see below).\n", + "\n", + "The conventional way to import the new API is as follows:\n", + "\n", + "```python\n", + " import mplfinance as mpf\n", + "```\n", + "\n", + "The most common usage is then to call\n", + "\n", + "```python\n", + " mpf.plot(data)\n", + "```\n", + "\n", + "where `data` is a `Pandas DataFrame` object containing Open, High, Low and Close data, with a Pandas `DatetimeIndex`.\n", + "\n", + "Details on how to call the new API can be found below under **[Basic Usage](https://github.com/matplotlib/mplfinance#usage)**, as well as in the jupyter notebooks in the **[examples](https://github.com/matplotlib/mplfinance/blob/master/examples/)** folder.\n", + "\n", + "I am very interested to hear from you regarding what you think of the new `mplfinance`, plus any suggestions you may have for improvement. You can reach me at **dgoldfarb.github@gmail.com** or, if you prefer, provide feedback or a ask question on our **[issues page.](https://github.com/matplotlib/mplfinance/issues/new/choose)**\n", + "\n", + "---\n", + "\n", + "# Basic Usage\n", + "Start with a Pandas DataFrame containing OHLC data. For example," + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20, 5)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
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    \n", + "\n", + "After importing mplfinance, plotting OHLC data is as simple as calling `mpf.plot()` on the dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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WrJDNZlN2drZOnDhxwRWS8vPz9atf/Up2u10RERFKTk5Wfn6+rrrqKhUWFuqll16SJA0bNkz9+/dXYWGhxo0bZ6pOAAA6ot3nkd5www1at27dZX+jyMhIjRkzRpLU3NysjRs3asKECerVq5cGDhzY6mNKS0sVFxfn+jouLk4lJSUqKytTRESEQkJCzlt27mhiAAA8pd1H7Y4dO1aFhYVKS0trc19pe+Tk5Cg7O1txcXGXvLRgfX29goKCXF8HBwerrq7ugtslKSgoSGfOnLngOWw2m6IjfeOCEY7AAJ+ppbPxtd76Ui3u4Gv9dRd3rJO7+tIZ++sL3PHatdsvnnntDtI+ffooPz9ft9xyixITE9W9e3fXMpvN5trMeilTp05Venq6Nm3apNTUVOXl5bW5X7N79+5qaGhwfV1XV6eQkJALbpfOhu73J9RzDMPQ0eM17arNatGRYT5TS2fja731pVrcwdf66y7uWCd39aUz9tcXuOO163QaFw3Tdgfp66+/7vr8xIkT5y1rz4RaXFysY8eO6aabbpLNZlNKSooWL16s0tJSDRkypNXHDBw4UCUlJbrqqqskSQcPHlRCQoIGDBigqqoqnT59Wj179nQtu+eee9q7OgDgEw4eruq0f6h0Fe0O0ueee87UJt3KykotWLBAubm5ioqK0q5du9TU1KTY2Ng2HzNp0iStX79e48aNU0VFhQoKCvTqq68qLCxMY8aM0bp16zRz5kx9/vnnqqqq0siRIy+7PgAALke7gzQlJUXNzc2tbj5tjxEjRmjGjBmaNm2anE6nHA6Hli9fru3bt2vJkiWqr6/XyZMnlZycrKioKOXk5Cg9PV0lJSVKTk5WQECAZs2apcGDB0uSsrKytHDhQm3YsEFhYWFasWKFHA7HZdUGAMDlshmGYVzsDrW1tfr1r3+tLVu2yOl0auTIkXruued05ZVXeqrGyxYeHi6n09Duv5Z5uxRJnXc/ky/wld666xKBvvY8vtJfd3FHX9x5OcjO1l9f4o7e3jB0gOx2m06dOtXq8kue/pKdna3NmzerpaVFdrtd27Zt07x580wVBZyTEBvR5vs5AoA/uGSQvv/++7r++uu1bds27dmzR+np6dq9e7eKi4s9UR8AAD7tkkF68uRJ/eQnP1GvXr0UGBiohx56SIZh6Pjx456oD4AbnJv8v/8BwD0uGaROp/O88zzPnT/a0tJiXVUAAPiJdh2129DQoJqasztrz/1bX1/v+lySwsK4Kgfgq3h/VMA67QrSZ555Rs8884zra5vNptmzZ5/3dXveRg0AgM6mXUF6iTNkLrkcAIDO6pJBWlRU5Ik6AADwS+2+shEAz2vr6Fr2eXof/wc4p93vRwoAAC7ERAr4MKYewPcRpOgUugd1a3MZYQTASmzahd/jKj0AvImJFJ0GkycAbyBIAQtwtC3QdbBpFwAAE5hIAQswefo2/n/gTgQp0AlwwBXgPWzaBQDABCZSoBNoa1MlkypgPYIUuEyEFACJTbsAAJjCRApcptY2pzKlAl0PEykAACYQpMD/SYiNYKIE0GEEKQAAJrCPFB7hT5Me18kF0BFMpAAAmMBECo/wpwsGMHkC6AgmUgAATCBIAQAwgU278Akc4APAXzGR+hHOcwQA38NECp/QWSbPjq4HfxgB/o+JFAAAE5hIu6BzU1BnmQL9mT+dFgSgdUykAACYwEQKdGJsdQCsx0QKAIAJBCkAACYQpAAAmODRfaQFBQXKzs5WQ0ODIiIilJWVpcTERK1evVpvvvmmnE6nhg8frkWLFsnhcOjEiRN66qmnVFJSooCAAP30pz/Vz3/+c0lSUVGRnn76aVVVVSkiIkJPP/20Bg8e7MnVgRdwNCsAX+OxibS8vFyLFi1Sdna28vPzlZycrIyMDO3Zs0evvfaa3nzzTW3evFkVFRVau3atJOn5559XfHy8CgoK9Mc//lG5ubn67LPPJElz5szR9OnTVVBQoIcffljz58/31Kr4jXNXQvr7DwCA+3gsSAMDA7V06VJFR0dLkpKSklRaWqr8/HxNnjxZPXv2lN1u15QpU7R582ZJ0oEDB5SUlCRJCgsL03XXXacDBw7ob3/7m6qrq/WjH/1IkpScnKyKigoVFxd7anXgJQcPV13w0VH8gQHAnTwWpJGRkRozZowkqbm5WRs3btSECRN06NAhxcXFue4XGxurkpISSWfDNj8/X83NzTp27Jj27t2r0aNH69ChQ4qJiTnv+b//OJzVWuhwOgQAuJfHzyPNyclRdna24uLitGrVKs2fP18Oh8O1PDg4WHV1dZKk2bNnKy0tTaNHj9aZM2f0T//0Txo8eLCKiooUFBR03vMGBQXpzJkzF3w/m82m6Mgwa1eqnRyBAW6pxV3r4wt9qWtocttztXd92vqe3YO6deh5PMFXanHXaxeto7/WcUdv7XbbRZd7PEinTp2q9PR0bdq0SampqRowYIAaGxtdy+vq6hQSEiJJeuKJJzRx4kT98pe/1Hfffafp06crLy9PISEhamhoOO956+vrFRoaesH3MwxDR4/XWLtS7RQdGeaWWty1Pr7SF3fpjH3xlVrc9dpF6+ivddzRW6fTuGiYemzTbnFxsetAIZvNppSUFNXW1spms523SfbgwYNKSEiQJH366adKSUmRzWZTeHi4xowZox07dmjgwIE6dOiQnE6npLObig8dOqRBgwZ5anUsxz48APAPHgvSyspKLViwQMeOHZMk7dq1S01NTZo5c6braN3m5matX79et99+uyQpPj5ef/rTnySdnTgLCwt19dVXKyEhQVdccYU++OADSdI777yjmJgYxcfHe2p1vIqDZTo/9mcD/sNjm3ZHjBihGTNmaNq0aXI6nXI4HFq+fLlGjBihRx55RGlpaTIMQzfddJOmTJki6ezpL4sXL9Ybb7whwzA0duxY3X///ZKk3/72t8rMzNTKlSvVp08fvfDCC55aFY9o7ZeoL4Ul7yADAGfZDMMwvF2EVcLDw+V0Gtr91zJvlyLJ/LZ6d4WXO57Hl4LUl/rSWbEPz1r01zru6O0NQwfIbrfp1KlTrS7nEoEAAJjA26jBlLY2NzPVAegqmEgBADCBiRSmMHkC6OqYSAEAMIGJFPg/TNcALgdBikvypfNXAcDXEKR+xN0TU2sByVQGAB1DkOKSfP0qSwDgTQRpF8b0CQDmcdQu/N7Bw1VufV9TAOgIghQAABMIUgAATCBIAQAwgYONuiAOMgIA92EiBQDABIIUAAATCFIAAEwgSAEAMIEgBQDABIIUAAATCFIAAEwgSAEAMIEgBQDABIIUAAATCFIAAEzgWrse1D2oW6u3c+1bAPBfTKQekhAb4e0SAAAWYCL1MKZPAOhcmEgBADCBiRSXhckaAM5iIgUAwASCFAAAEwhSAABMIEgBADCBIAUAwASCFAAAEwhSAABMIEgBADCBIAUAwASCFAAAEzwapAUFBbrzzjuVnJysKVOm6MCBA5Kk1atXa9KkSZo4caKefPJJNTY2uh6zfv16jR8/XmPHjtVTTz2lpqYmSVJ5ebmmTZumiRMn6q677tK2bds8uSoAAEjyYJCWl5dr0aJFys7OVn5+vpKTk5WRkaE9e/botdde05tvvqnNmzeroqJCa9eulSTt3LlTq1ev1ttvv62tW7eqtrZWX3zxhSQpMzNT48aNU0FBgbKysjR37lzV19d7anUAAJDkwSANDAzU0qVLFR0dLUlKSkpSaWmp8vPzNXnyZPXs2VN2u11TpkzR5s2bJUkbNmzQz372M/Xu3VvdunXT0qVLNWrUKFVXV6uwsFD333+/JGnYsGHq37+/CgsLPbU6AABI8mCQRkZGasyYMZKk5uZmbdy4URMmTNChQ4cUFxfnul9sbKxKSkokSUVFRTpz5ozS0tI0ceJELVu2TC0tLSorK1NERIRCQkJcj4uLi1NpaamnVgcAAEleeBu1nJwcZWdnKy4uTqtWrdL8+fPlcDhcy4ODg1VXVydJqq6u1q5du/TKK6+osbFRU6dOVWxsrOLj4xUUFHTe8wYFBenMmTMXfD+bzaboyDBrV6oDfKmWzsQRGEBvLUR/rUV/reOO3trttosu93iQTp06Venp6dq0aZNSU1M1YMCA8w4uqqurc02aPXr00O23366wsLNNuPvuu/XnP/9ZQ4cOVUNDw3nPW19ff96Eeo5hGDp6vMbCNeoYX6qlM4mODKO3FqK/1qK/1nFHb51O46Jh6rFNu8XFxfrss88knZ0SU1JSVFtbK5vN5tqUK0kHDx5UQkKCJCkmJkY1Nf/fALvdroCAAA0YMEBVVVU6ffp0q48DAMBTPBaklZWVWrBggY4dOyZJ2rVrl5qamjRz5kzX0brNzc1av369br/9dknSnXfeqT/+8Y+qrq5WfX293nvvPSUlJSksLExjxozRunXrJEmff/65qqqqNHLkSE+tDgAAkjy4aXfEiBGaMWOGpk2bJqfTKYfDoeXLl2vEiBF65JFHlJaWJsMwdNNNN2nKlCmSpAkTJqi4uFgpKSkKDg7W+PHjdffdd0uSsrKytHDhQm3YsEFhYWFasWLFeftaAQDwBJthGIa3i7BKeHi4nE5Du/9a5u1SlBAbIUk6eLjKy5V0Tuxjshb9tRb9tY47envD0AGy2206depUq8u5RCAAACYQpAAAmECQAgBgAkEKAIAJBCkAACYQpAAAmECQAgBgAkEKAIAJBCkAACYQpAAAmECQAgBgAkEKAIAJBCkAACYQpAAAmECQAgBgAkEKAIAJBCkAACYEeruAziYhNsLbJQAAPIiJ1IPqGpq8XQIAwM2YSN3s4OEqb5cAAPAgJlIAAEwgSAEAMIEgBQDABIIUAAATCFIAAEwgSAEAMIEgBQDABIIUAAATCFIAAEwgSAEAMMFmGIbh7SKsEhAQIKfTqR49enq7FEmS3W6T09lp2+1V9NZa9Nda9Nc67uhtdfVp2e12tbS0tLq8U19r1+FwqLGxUXa7zduluPhSLZ0NvbUW/bUW/bWO2d7a7XY5HI42l3fqiRQAAKuxjxQAABMIUnQZbHyBv+K169sIUh/CD4u1bDb2QVmluLhYTqfT22V0Wrx2fVunPtjIXxw+fFixsbGy2WwyDIMfGjdbt26dqqqqdP3112vIkCHq27evt0vqVObMmaPevXsrMzPT26V0OqtXr1ZlZaWGDx+ua6+9Vn369PF2SWhFwNNPP/20t4voyrKysvTWW28pOjpaMTExhKmbPf744/rqq6/UrVs3ffzxxwoKCtKQIUPosZtkZmaqpqZGv/nNb7xdSqezcOFCFRcXKygoSFu3blW3bt107bXX8tr1QUykXnb8+HH1799fubm5MgxDo0ePJkzd5MMPP9Thw4e1bt06SdLvf/97vf/++7rrrrvorRs899xz+uKLL7Rp0yZJ0kcffaQTJ06ob9++uvrqqzVgwAAvV+i/PvvsMx09elRr166VJP3nf/6n1q5dqzvvvPOip2HAO9hH6kVVVVVqaGjQzTffrPDwcL311lvatm2bJLnCFJevZ8+e6tevnyorKyVJt956q2pra/Xss89q9erVKi4u9nKF/qu6ulqGYejmm2/WyZMntW7dOv3ud7/Tzp079frrr+v555/Xl19+6e0y/ZbD4VBYWJhOnjwpSZoyZYocDocqKyv5veCD2LTrRd27d9eAAQM0btw4RURE6Ouvv9auXbvUs2dP1z7T6upqBQUFebtUv9Tc3Kw1a9boxIkT+uqrr5SZmakf//jHioyM1IEDB3TkyBHdeOONstvtTKgdFBQUpOjoaO3evVsff/yx/vKXv+ill17SXXfdpWuvvVaHDx/W8ePH9cMf/lASB8u0l9PplM1mU0BAgAICAnTdddepW7ducjqd2rhxo2677Tb17NlTNptNtbW1TKc+gk27HrZ8+XIdO3ZMV155pUaNGqVRo0ZJkq677jrZ7XZt2LBBb7/9tq644gqVlZVp7969mj17trp16+blyv3Duf72799fkyZN0qpVq5SXl6d9+/ZpzJgxmjNnjiRpw4YN+vDDD/lF1EGff/65kpKSJEmDBg3Sfffdp3//939XYmKiQkJC1NLSooSEBMXExGjnzp2y29no1V6/+c1v9MpKwtMAAAjaSURBVM0336hv37664447dN9990k6+wdhVVWVmpqaXCG6adMmHTx4UI8++ii/G3wAr3IPeuKJJ1RcXKykpCS1tLQoIyNDb7zxhmv50KFDdffdd2vAgAGaM2eOnn32Wd1xxx38oLTT9/vrdDo1Y8YM7d27VzNnztSECRPUs+f/X3M5MDBQhmGotrbWixX7l5UrV2ratGl65ZVXXLcNHTpU8+bN07333qvQ0FAFBARIOrtZPSQkRI2Njd4q16888cQTOnLkiJKTk2W32/Xqq6/q2LFjks5eMzwwMFAOh0M9e/bUu+++qxUrViglJYXfDT6CidRDjh07ppMnT+o//uM/JEmNjY0aMmSI5s+fL6fTqbS0NElnfzEVFBSotrZWr7zyihISErxZtt9orb+DBw/WggUL1NjYqBtvvFGZmZmuqWnr1q1avny5QkNDvVy5/3A6nZo6dao++OADNTU16Ze//KUkKS4uTpJUVlamLVu2qKqqSlu3btWLL77IxN8OR48eVXl5uXJyciRJ0dHRWrx4serq6iSd3Szeq1cvRUVF6V/+5V+0Y8cOvfTSSxo0aJA3y8b3MJF6SEREhKqrq11HkDocDiUnJ2vZsmXKzs7Wf/3Xf0mSvvjiCxUWFurf/u3fCNEOaK2/kyZN0tKlS7Vs2TLV1dXp5ZdfVk1Njerr6/XSSy/pmmuu8XLV/sPpdKqsrEw33nij5s+fr7y8PGVnZ593n1OnTunrr7+W0+nUypUr6W87de/eXQ0NDdq+fbsMw9APfvADhYaGqqysTJLU0tKi5uZm1dbWuv5ASUxM9HLV+D4ONvKQgIAAVVdX69ChQ+rTp48iIyMlSQMHDpTdbtfevXt1yy23yOl0KiUlhVMHOuhi/bXZbPrv//5vPfTQQxo7dqzGjRun3r17e7li/2Kz2ZSUlKShQ4eqf//+io6O1muvvaZTp05p5MiRkqTQ0FAlJyfr5ptvpr8dYLfblZiYqMGDB7sOLHz//fc1dOhQ1++HlpYW/cM//IN++tOfMon6ICZSDxo/fry++eYbvfvuuyoqKpJ09hfUNddco6NHj6qlpUWxsbGKiorycqX+qa3+DhkyROXl5f/3lnq85C9XWFiYpLPT/tixYzVnzhzl5eVp3bp1+vDDDzVjxgzV1NRwekYHBQUF6frrr1dYWJicTqecTqcCAgJcvwdyc3M1ffp0xcTEaODAgV6uFq3ht4pFmpubz/va6XS6DiIqKyvTW2+9pby8PEnSd999J8Mw1NDQ4I1S/VJH+yuJ/nbA3/dX0nl/hDgcDt1yyy1avHixXnjhBT3//PN66qmnFBYWxqkul9Bab88dpGWz2WS329WtWzf16dNHeXl5Wr16tTIzMzkNzofxfqQWcjqd2rJliyZOnOi6oLfdbldJSYneeecdbdu2TcHBwTp+/LhefPFFDR482MsV+xf6a63v97etK22tX79eOTk5WrVqFfv0O+BSvc3IyFBRUZGampq0dOlS9on6OgOW2bt3r3HNNdcY+/btc93mdDoNwzCMhoYGo6qqyti3b59x/Phxb5Xo1+ivtVrr7/cdPXrUmDVrlvHll196uDL/11Zvz71+c3NzjZ/85CfGwYMHvVEeOoiDjdzo3FVJzomKipJhGDpw4ICGDx9+3hV0AgICFBwcrKioKE7BaCf6a62O9Fc6u3n31ltv1ZVXXumNcv1Ke3t77j69e/fWHXfcodjYWG+VjA5gH6kb2e12GYahTz/91HXbsGHDtG/fPtXU1Mhms/GejSbQX2t1tL9BQUGuA5BwcR3prWEYioqK4qBDP8JE6gbf/2vz3Xff1ZIlS7Rv3z5dc801uv7667V//37l5eVp0qRJHIhxGeivteivdS6nt/TY/3CwkUktLS0KCAiQYRiqqKhQXV2dQkND9eyzz6q5uVnh4eG666679MEHH+hnP/uZrr76am+X7Ffor7Xor3XobdfBJQJNOHe+l9Pp1KxZs3T69Gn16NFDI0aM0NKlS3XgwAGtX79e8+fPV2Vlpfr06cMPSwfQX2vRX+vQ266FTbsm2Ww2PfbYY7rqqquUkZGh8PBwvffee9q9e7fuvfde/eM//qPi4+MVHh6uSZMmqU+fPt4u2a/QX2vRX+vQ2y7EC0cK+73c3FzX599++63x0EMPGeXl5YZhnD3tYv/+/cb06dONt956y3W/lpYWj9fpr+ivteivdeht18RRux307bffKj8/X5mZmZLOHsYeERGhLVu26MyZM3I4HBo0aJDi4+Ndb4MkiUvTtRP9tRb9tQ697br4H+ygyMhIzZ07V42Nja4fmFtuuUXbtm3Ttm3bVFNTo+DgYPXu3VtVVVVqaWnh2qMdQH+tRX+tQ2+7Lo7avQzNzc06ePCgXn75ZfXp00e//vWvlZ2draKiItlsNg0ePFi5ubl6+eWXeaeGy0B/rUV/rUNvuyYONmqHZcuWac+ePerZs6fq6uoUERGhvn37KjExUZ988ol27NihuXPnKioqSo2NjWpsbNTcuXP5QWkn+mst+msdeguJifSSvvnmG916662SpEcffVSbNm3SLbfc4jrSrrKyUu+++67Cw8M1d+5cSWcPfWe/R/vQX2vRX+vQW5zDRHoJPXr00MSJE/Xee+9pwoQJevzxx+VwOLRlyxb95S9/0Zo1axQaGqq3335bhmFo1KhRkrg6SXvRX2vRX+vQW5zDBRna4eqrr9bvf/97paWlKSAgQKmpqbr11ltlGIY+/vhjVVVVqa6uTpMnT5bED0pH0V9r0V/r0FtI4jzSjtizZ49x7bXXGn/4wx8uWHbu7Y9w+eivteivdeht18am3Q7o16+fxowZo3nz5qlXr14aNmzYecv5a9Mc+mst+msdetu1EaQd1K9fP918882aPXu2rrjiCl133XWS+EFxF/prLfprHXrbdXHU7mXav3+/unfvzmHsFqG/1qK/1qG3XQ9BCgCACZzQBACACQQpAAAmEKQAAJhAkAIAYAJBCgCACQQpAAAmEKQAAJhAkAIAYML/AiLuW25o4xXxAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mplfinance as mpf\n", + "mpf.plot(daily)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "
    \n", + "\n", + "The default plot type, as you can see above, is `'ohlc'`. Other plot types can be specified with the keyword argument `type`, for example, `type='candle'`, `type='line'`, or `type='renko'`" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "year = pd.read_csv('examples/data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n", + "year.index.name = 'Date'\n", + "mpf.plot(year,type='renko')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(year,type='pnf',savefig='readme_5_1_new.png')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "
    \n", + "\n", + "We can also plot moving averages with the `mav` keyword\n", + "- use a scalar for a single moving average \n", + "- use a tuple or list of integers for multiple moving averages" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='candle',mav=(3,6,9))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "We can also display `Volume`" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(daily,type='candle',mav=(3,6,9),volume=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice, in the above chart, there are no gaps along the x-coordinate, even though there are days on which there was no trading. Non-trading days are simply not shown (if there are no prices for those days).\n", + "\n", + "- However, sometimes people like to see these gaps, so that they can tell, with a quick glance, where the weekends and holidays fall. \n", + "\n", + "- Non-trading days can be displayed with the `show_nontrading` keyword.\n", + "- For example, in the chart below, you can easily see weekends, as well as a gap at Thursday, November 28th for the U.S. Thanksgiving holiday." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    OpenCloseHighLow
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    2019-11-05 09:31:003080.333079.363080.333079.15
    2019-11-05 09:32:003079.433079.683080.463079.43
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    " + ], + "text/plain": [ + " Open Close High Low\n", + "Date \n", + "2019-11-05 09:30:00 3080.80 3080.49 3081.47 3080.30\n", + "2019-11-05 09:31:00 3080.33 3079.36 3080.33 3079.15\n", + "2019-11-05 09:32:00 3079.43 3079.68 3080.46 3079.43" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    OpenCloseHighLow
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    2019-11-08 15:58:003090.733091.043091.133090.58
    2019-11-08 15:59:003091.163092.913092.913090.96
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    " + ], + "text/plain": [ + " Open Close High Low\n", + "Date \n", + "2019-11-08 15:57:00 3090.73 3090.70 3091.02 3090.52\n", + "2019-11-08 15:58:00 3090.73 3091.04 3091.13 3090.58\n", + "2019-11-08 15:59:00 3091.16 3092.91 3092.91 3090.96" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "intraday = pd.read_csv('examples/data/SP500_NOV2019_IDay.csv',index_col=0,parse_dates=True)\n", + "intraday = intraday.drop('Volume',axis=1) # Volume is zero anyway for this intraday data set\n", + "intraday.index.name = 'Date'\n", + "intraday.shape\n", + "intraday.head(3)\n", + "intraday.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "The above dataframe contains Open,High,Low,Close data at 1 minute intervervals for the S&P 500 stock index for November 5, 6, 7 and 8, 2019. Let's look at the last hour of trading on November 6th, with a 7 minute and 12 minute moving average." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "iday = intraday.loc['2019-11-06 15:00':'2019-11-06 16:00',:]\n", + "mpf.plot(iday,type='candle',mav=(7,12))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " The \"time-interpretation\" of the `mav` integers depends on the frequency of the data, because the mav integers are number of data points used in the Moving Average. Notice above that for intraday data the x-axis automatically displays TIME *instead of* date. Below we see that if the intraday data spans into two (or more) trading days the x-axis automatically displays *BOTH* TIME and DATE" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "iday = intraday.loc['2019-11-05':'2019-11-06',:]\n", + "mpf.plot(iday,type='candle')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "In the plot below, we see what an intraday plot looks like when we **display non-trading time periods** with **`show_nontrading=True`** for intraday data spanning into two or more days." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(iday,type='candle',show_nontrading=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "Below: 4 days of intraday data with `show_nontrading=True`" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(intraday,type='ohlc',show_nontrading=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "Below: the same 4 days of intraday data with `show_nontrading` defaulted to `False`." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    " + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "Date \n", + "2017-12-27 267.380005 267.730011 267.010010 267.320007 267.320007 \n", + "2017-12-28 267.890015 267.920013 267.450012 267.869995 267.869995 \n", + "2017-12-29 268.529999 268.549988 266.640015 266.859985 266.859985 \n", + "\n", + " Volume \n", + "Date \n", + "2017-12-27 57751000 \n", + "2017-12-28 45116100 \n", + "2017-12-29 96007400 " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('examples/data/yahoofinance-SPY-20080101-20180101.csv',index_col=0,parse_dates=True)\n", + "df.shape\n", + "df.head(3)\n", + "df.tail(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mpf.plot(df[700:850],type='ohlc_bars',volume=True,mav=(20,40))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For more examples of using mplfinance, please see the jupyter notebooks in the **[`examples`](https://github.com/matplotlib/mplfinance/blob/master/examples/)** directory.\n", + "\n", + "---\n", + " \n", + "# Release Notes\n", + "\n", + "| Version | Description | Release Date |\n", + "|:---------|:-------------|:---------------|\n", + "| 0.12.3a0 | - kwarg `block=False` for non-blocking call to `mpf.plot()`
    - customize aspect ratio, figure title, y-labels
    - customize colors and other `style` aspects of plot
    - `no_xgaps` now defaults to True: use `show_nontrading=True` to set no_xgaps to false
    - secondary y-axis available to `make_addplot()`
    - bug fix for volume widths | 2020-02-11 |\n", + "| 0.12.0a3 | Increase mav limit from 3 to 7 different mavs | 2020-01-16 |\n", + "| 0.12.0a2 | Ability to save plot to a file (pdf, svg, png, jpg, ...) | 2020-01-14 |\n", + "| 0.12.0a1 | Ability to plot arbitrary user data (in addition to basic OHLCV data).
    - both line and scatter plots available.
    - optionally plot on either the \"main\" or \"lower\" (aka \"volume\") axis. | 2020-01-09 |\n", + "| 0.11.x | Basic Plotting from Pandas DataFrame of OHLC bars and candlesticks.
    - optional display of volume
    - optional display of (up to 3 different) moving averages.
    - old API still available by importing from \"mplfinance/original_flavor\" | 2019-12-20 |\n", + "| 0.10.x | Old mpl-finance API set up as its own package
    (i.e. removed from the matplotlib package). | 2016-09-08 |\n", + "\n", + "---\n", + "\n", + "## Some History\n", + "My name is Daniel Goldfarb. In November 2019, I became the maintainer of `matplotlib/mpl-finance`. That module is being deprecated in favor of the current `matplotlib/mplfinance`. The old `mpl-finance` consisted of code extracted from the deprecated `matplotlib.finance` module along with a few examples of usage. It has been mostly un-maintained for the past three years. \n", + "\n", + "It is my intention to archive the `matplotlib/mpl-finance` repository soon, and direct everyone to `matplotlib/mplfinance`. The main reason for the rename is to avoid confusion with the hyphen and the underscore: As it was, `mpl-finance` was *installed with the hyphen, but imported with an underscore `mpl_finance`.* Going forward it will be a simple matter of both installing and importing `mplfinance`.\n", + "\n", + "---\n", + "### old API availability\n", + "\n", + "With this new ` mplfinance ` package installed, in addition to the new API, users can still access the old API (at least for the next several months) by changing their import statments
    \n", + "**from:**\n", + "\n", + "```python\n", + " from mpl_finance import \n", + "```\n", + "\n", + "**to:**\n", + "\n", + "```python\n", + " from mplfinance.original_flavor import \n", + "```\n", + "\n", + "\n", + "where `` indicates the method you want to import, for example:\n", + "\n", + "\n", + "\n", + "```python\n", + " from mplfinance.original_flavor import candlestick_ohlc\n", + "```\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/readme_files/readme_10_0.png 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100644 index 00000000..14dfaff6 Binary files /dev/null and b/readme_files/readme_9_1.png differ diff --git a/scripts/check_version.py b/scripts/check_version.py new file mode 100644 index 00000000..9b84eb0e --- /dev/null +++ b/scripts/check_version.py @@ -0,0 +1,39 @@ +import argparse +from packaging import version + + +def compare_versions(v_str1, v_str2): + """ + Compares two version strings. + + In: + v_str1: str, __version__ string + v_str2: str, __version__ string + + Returns: + '>' | '==' | '<', reads v_str1 (x) v_str2 + """ + + p_str1 = version.parse(v_str1) + p_str2 = version.parse(v_str2) + if p_str1 > p_str2: + return '>' + + if p_str1 == p_str2: + return '==' + + return '<' + + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description='Check versions.') + parser.add_argument('--pr_v', type=str, help='mplfinance.__version__ for the PR') + parser.add_argument('--in_v', type=str, help='mplfinance.__version__ for the `master` branch') + + args = parser.parse_args() + test_tag = 'VersionCheck:{}' + outcome = compare_versions( + v_str1=args.pr_v, + v_str2=args.in_v + ) + print(test_tag.format('pr{}master'.format(outcome))) \ No newline at end of file diff --git a/scripts/check_version.sh b/scripts/check_version.sh new file mode 100644 index 00000000..ba9fb1bf --- /dev/null +++ b/scripts/check_version.sh @@ -0,0 +1,36 @@ +#!/bin/bash +# Run this script test.sh from project root directory containing setup.py + +set -ev + +pr_branch=$1 +if [ "${pr_branch}" == "false" ] +# All integrations pass if they're merged without a PR. +then + exit 0 +fi + +echo "PR: branch passed in: $pr_branch" +# make sure we have the latest pip: +pip3 install --upgrade pip + +git fetch origin +refs/pull/${pr_branch}/merge +git checkout FETCH_HEAD +pip3 install . +pr_version=$(python3 -c "import mplfinance; print(mplfinance.__version__)") +git checkout master +pip3 install . +in_version=$(python3 -c "import mplfinance; print(mplfinance.__version__)") +echo "PR: ${pr_version}; Incumbent: ${in_version}" + +# test the versions +git checkout FETCH_HEAD +pip3 install . +result=$(python3 scripts/check_version.py --pr_v ${pr_version} --in_v ${in_version}) +if [ "${result}" != "VersionCheck:pr>master" ] +then + # version in PR doesn't pass the test + echo "${result}" + exit 1 +fi +echo "VersionCheck PASSED with response: ${result}" diff --git a/scripts/mplrcputils.py b/scripts/mplrcputils.py new file mode 100755 index 00000000..ec39a05c --- /dev/null +++ b/scripts/mplrcputils.py @@ -0,0 +1,87 @@ +#!/usr/bin/env python +""" +rcparams utilities +""" + +import pandas as pd +import matplotlib.pyplot as plt +import sys + +__author__ = "Daniel Goldfarb" +__version__ = "0.1.0" +__license__ = "MIT" + +def rcParams_to_df(rcp,name=None): + keys = [] + vals = [] + for item in rcp: + keys.append(item) + vals.append(rcp[item]) + df = pd.DataFrame(vals,index=pd.Index(keys,name='rcParamsKey')) + if name is not None: + df.columns = [name] + else: + df.columns = ['Value'] + return df + +def compare_styles(s1,s2): + with plt.rc_context(): + plt.style.use('default') + plt.style.use(s1) + df1 = rcParams_to_df(plt.rcParams,name=s1) + + with plt.rc_context(): + plt.style.use('default') + plt.style.use(s2) + df2 = rcParams_to_df(plt.rcParams,name=s2) + + df = pd.concat([df1,df2],axis=1) + dif = df[df[s1] != df[s2]].dropna(how='all') + return (dif,df,df1,df2) + +def main(): + """ Main entry point of the app """ + def usage(): + print('\n Usage: rcparams \n') + print(' Available commands: ') + print(' rcparams find ') + print(' rcparams compare ') + print('') + exit(1) + commands = ('find','compare') + + if len(sys.argv) < 3 : + print('\n Too few arguments!') + usage() + + command = sys.argv[1] + if command not in commands: + print('\n Unrecognized command \"'+command+'\"') + usage() + + if command == 'find': + findstr = sys.argv[2] + df = rcParams_to_df(plt.rcParams) + if findstr == '--all': + for key in df.index: + print(key+':',df.loc[key,'Value']) + else: + print(df[df.index.str.contains(findstr)]) + + elif command == 'compare': + if len(sys.argv) < 4 : + print('\n Need two styles to compare!') + usage() + style1 = sys.argv[2] + style2 = sys.argv[3] + dif,df,df1,df2 = compare_styles(style1,style2) + print('\n==== dif ====\n',dif) + + else: + print('\n Unrecognized command \"'+command+'\"') + usage() + + +if __name__ == "__main__": + """ This is executed when run from the command line """ + main() diff --git a/scripts/rcparams b/scripts/rcparams new file mode 100755 index 00000000..ec39a05c --- /dev/null +++ b/scripts/rcparams @@ -0,0 +1,87 @@ +#!/usr/bin/env python +""" +rcparams utilities +""" + +import pandas as pd +import matplotlib.pyplot as plt +import sys + +__author__ = "Daniel Goldfarb" +__version__ = "0.1.0" +__license__ = "MIT" + +def rcParams_to_df(rcp,name=None): + keys = [] + vals = [] + for item in rcp: + keys.append(item) + vals.append(rcp[item]) + df = pd.DataFrame(vals,index=pd.Index(keys,name='rcParamsKey')) + if name is not None: + df.columns = [name] + else: + df.columns = ['Value'] + return df + +def compare_styles(s1,s2): + with plt.rc_context(): + plt.style.use('default') + plt.style.use(s1) + df1 = rcParams_to_df(plt.rcParams,name=s1) + + with plt.rc_context(): + plt.style.use('default') + plt.style.use(s2) + df2 = rcParams_to_df(plt.rcParams,name=s2) + + df = pd.concat([df1,df2],axis=1) + dif = df[df[s1] != df[s2]].dropna(how='all') + return (dif,df,df1,df2) + +def main(): + """ Main entry point of the app """ + def usage(): + print('\n Usage: rcparams \n') + print(' Available commands: ') + print(' rcparams find ') + print(' rcparams compare ') + print('') + exit(1) + commands = ('find','compare') + + if len(sys.argv) < 3 : + print('\n Too few arguments!') + usage() + + command = sys.argv[1] + if command not in commands: + print('\n Unrecognized command \"'+command+'\"') + usage() + + if command == 'find': + findstr = sys.argv[2] + df = rcParams_to_df(plt.rcParams) + if findstr == '--all': + for key in df.index: + print(key+':',df.loc[key,'Value']) + else: + print(df[df.index.str.contains(findstr)]) + + elif command == 'compare': + if len(sys.argv) < 4 : + print('\n Need two styles to compare!') + usage() + style1 = sys.argv[2] + style2 = sys.argv[3] + dif,df,df1,df2 = compare_styles(style1,style2) + print('\n==== dif ====\n',dif) + + else: + print('\n Unrecognized command \"'+command+'\"') + usage() + + +if __name__ == "__main__": + """ This is executed when run from the command line """ + main() diff --git a/scripts/version_update_check.py b/scripts/version_update_check.py new file mode 100644 index 00000000..91f27faf --- /dev/null +++ b/scripts/version_update_check.py @@ -0,0 +1,37 @@ +import os +import sys +import importlib +from packaging import version + +if len(sys.argv) < 3: + raise RuntimeError('Got less than 2 Version Arguments!') + +debug = True if (len(sys.argv) > 3 and sys.argv[3] == 'debug') else False + +v0 = importlib.import_module(sys.argv[1]) +pv0 = version.parse(v0.__version__) + +v1 = importlib.import_module(sys.argv[2]) +pv1 = version.parse(v1.__version__) + +if debug: + print('sys.argv=',sys.argv) + print('v0=',v0) + print('v1=',v1) + print('pv0=',pv0) + print('pv1=',pv1) +# cmd='cat '+sys.argv[1]+'.py' +# print('os.system("'+cmd+'")') +# os.system(cmd) +# cmd='cat '+sys.argv[2]+'.py' +# print('os.system("'+cmd+'")') +# os.system(cmd) + print('v0.__version__=',v0.__version__) + print('v1.__version__=',v1.__version__) + +if not pv1 > pv0: + print('ERROR: Pull Request requires mplfinance version to be updated: (Version '+str(pv1)+' is NOT greater than '+str(pv0)+')') + exit(1) +else: + print('Version was updated OK (from '+str(pv0)+' to '+str(pv1)+')') + exit(0) diff --git a/setup.py b/setup.py index cad4abe7..bd43192d 100644 --- a/setup.py +++ b/setup.py @@ -1,23 +1,48 @@ from setuptools import setup +from setuptools import find_packages -setup(name='mpl_finance', - version='0.10.0', +pkg_location = 'src' +pkg_name = 'mplfinance' + +vfile = './'+pkg_location+'/'+pkg_name+'/_version.py' +vers = {} +with open(vfile) as f: + exec(f.read(), {}, vers) + +with open('README.md') as f: + long_description = f.read() + +setup(name=pkg_name, + version=vers['__version__'], author='MPL Developers', author_email='matplotlib-users@python.org', - py_modules=['mpl_finance'], - description='Finance plots using matplotlib', - url='http://github.com/matplotlib/mpl_finance', + maintainer_email='dgoldfarb.github@gmail.com', + py_modules=[pkg_name], + description='Utilities for the visualization, and visual analysis, of financial data', + long_description=long_description, + long_description_content_type='text/markdown; charset=UTF-8', + url='http://github.com/matplotlib/mplfinance', platforms='Cross platform (Linux, Mac OSX, Windows)', - install_requires=['matplotlib'], - license="BSD", + install_requires=['matplotlib','pandas'], + license="BSD-style", + package_dir={'': pkg_location}, + packages=find_packages(where=pkg_location), classifiers=['Development Status :: 4 - Beta', - 'Programming Language :: Python :: 2', - 'Programming Language :: Python :: 2.7', 'Programming Language :: Python :: 3', - 'Programming Language :: Python :: 3.3', - 'Programming Language :: Python :: 3.4', - 'Programming Language :: Python :: 3.5', 'Programming Language :: Python :: 3.6', + 'Programming Language :: Python :: 3.7', + 'Programming Language :: Python :: 3.8', + 'Programming Language :: Python :: 3.9', + 'Framework :: Matplotlib', + 'Intended Audience :: Developers', + 'Intended Audience :: Education', + 'Intended Audience :: Financial and Insurance Industry', + 'Intended Audience :: Science/Research', + 'License :: OSI Approved :: BSD License', + 'Topic :: Office/Business :: Financial', + 'Topic :: Office/Business :: Financial :: Investment', + 'Topic :: Scientific/Engineering :: Visualization', + 'Topic :: Scientific/Engineering :: Information Analysis', ], - keywords='finance', + keywords=['finance','candlestick','ohlc','market','investing','technical analysis'], ) diff --git a/src/mplfinance/__init__.py b/src/mplfinance/__init__.py new file mode 100644 index 00000000..f1e1865c --- /dev/null +++ b/src/mplfinance/__init__.py @@ -0,0 +1,7 @@ +import mplfinance._mpf_warnings +from mplfinance.plotting import plot, make_addplot +from mplfinance._styles import make_mpf_style, make_marketcolors +from mplfinance._styles import available_styles, write_style_file +from mplfinance._version import __version__ +from mplfinance._mplwraps import figure, show +from mplfinance._kwarg_help import kwarg_help diff --git a/src/mplfinance/_arg_validators.py b/src/mplfinance/_arg_validators.py new file mode 100644 index 00000000..32ec18a2 --- /dev/null +++ b/src/mplfinance/_arg_validators.py @@ -0,0 +1,476 @@ +import matplotlib.dates as mdates +import pandas as pd +import numpy as np +import datetime +from mplfinance._helpers import _list_of_dict, _mpf_is_color_like +from mplfinance._helpers import _num_or_seq_of_num +import matplotlib as mpl +import warnings + + +def _check_and_prepare_data(data, config): + ''' + Check and Prepare the data input: + For now, data must be a Pandas DataFrame with a DatetimeIndex + and columns named 'Open', 'High', 'Low', 'Close', and optionally 'Volume' + + Later (if there is demand for it) we may accept all of the following data formats: + 1. Pandas DataFrame with DatetimeIndex (as described above) + 2. Pandas Series with DatetimeIndex: + Values are close prices, and Series generates a line plot + 3. Tuple of Lists, or List of Lists: + The inner Lists are each columns, in the order: DateTime, Open, High, Low, Close, Volume + 4. Tuple of Tuples or List of Tuples: + The inner tuples are each row, containing values in the order: DateTime, Open, High, Low, Close, Volume + + Return a Tuple of Lists: datetimes, opens, highs, lows, closes, volumes + ''' + if not isinstance(data, pd.core.frame.DataFrame): + raise TypeError('Expect data as DataFrame') + + if not isinstance(data.index,pd.core.indexes.datetimes.DatetimeIndex): + raise TypeError('Expect data.index as DatetimeIndex') + + # We will not be fully case-insensitive (since Pandas columns as NOT case-insensitive) + # but because so many people have requested it, for the default column names we will + # try both Capitalized and lower case: + columns = config['columns'] + if columns is None: + columns = ('Open', 'High', 'Low', 'Close', 'Volume') + if all([c.lower() in data for c in columns[0:4]]): + columns = ('open', 'high', 'low', 'close', 'volume') + + o, h, l, c, v = columns + cols = [o, h, l, c] + + if config['volume'] != False: + expect_cols = columns + else: + expect_cols = cols + + for col in expect_cols: + if col not in data.columns: + for dc in data.columns: + if dc.strip() != dc: + warnings.warn('\n ================================================================= '+ + '\n Input DataFrame column name "'+dc+'" '+ + '\n contains leading and/or trailing whitespace.',category=UserWarning) + raise ValueError('Column "'+col+'" NOT FOUND in Input DataFrame!'+ + '\n CHECK that your column names are correct AND/OR'+ + '\n CHECK for leading or trailing blanks in your column names.') + + opens = data[o].values + highs = data[h].values + lows = data[l].values + closes = data[c].values + if v in data.columns: + volumes = data[v].values + cols.append(v) + else: + volumes = None + + for col in cols: + if not all( isinstance(v,(float,int)) for v in data[col] ): + raise ValueError('Data for column "'+str(col)+'" must be ALL float or int.') + + if config['tz_localize']: + dates = mdates.date2num(data.index.tz_localize(None).to_pydatetime()) + else: # Just in case someone was depending on this bug (Issue 236) + dates = mdates.date2num(data.index.to_pydatetime()) + + if (len(data.index) > config['warn_too_much_data'] and + (config['type']=='candle' or config['type']=='ohlc' or config['type']=='hollow_and_filled') + ): + warnings.warn('\n\n ================================================================= '+ + '\n\n WARNING: YOU ARE PLOTTING SO MUCH DATA THAT IT MAY NOT BE'+ + '\n POSSIBLE TO SEE DETAILS (Candles, Ohlc-Bars, Etc.)'+ + '\n For more information see:'+ + '\n - https://github.com/matplotlib/mplfinance/wiki/Plotting-Too-Much-Data'+ + '\n '+ + '\n TO SILENCE THIS WARNING, set `type=\'line\'` in `mpf.plot()`'+ + '\n OR set kwarg `warn_too_much_data=N` where N is an integer '+ + '\n LARGER than the number of data points you want to plot.'+ + '\n\n ================================================================ ', + category=UserWarning) + + return dates, opens, highs, lows, closes, volumes + + +def _label_validator(label_value): + ''' Validates the input of [legend] label for added plots. + label_value may be a str or a sequence of str. + ''' + if isinstance(label_value,str): + return True + if isinstance(label_value,(list,tuple,np.ndarray)): + if all([isinstance(v,str) for v in label_value]): + return True + return False + + +def _get_valid_plot_types(plottype=None): + + _alias_types = { + 'candlestick' : 'candle', + 'ohlc_bars' : 'ohlc', + 'hollow_candle' : 'hollow_and_filled', + 'hollow' : 'hollow_and_filled', + 'hnf' : 'hollow_and_filled', + } + + _valid_types = ['candle','ohlc', 'line','renko','pnf','hollow_and_filled'] + + _valid_types_all = _valid_types.copy() + _valid_types_all.extend(_alias_types.keys()) + + if plottype is None: + return _valid_types_all + elif plottype in _alias_types: + return _alias_types[plottype] + return plottype + + +def _mav_validator(mav_value): + ''' + Value for mav (moving average) keyword may be: + scalar int greater than 1, or tuple of ints, or list of ints (each greater than 1) + or a dict of `period` and `shift` each of which may be: + scalar int, or tuple of ints, or list of ints: each `period` int must be greater than 1 + ''' + def _valid_mav(value, is_period=True): + if not isinstance(value,(tuple,list,int)): + return False + if isinstance(value,int): + return (value >= 2 or not is_period) + # Must be a tuple or list here: + for num in value: + if not isinstance(num,int) or (is_period and num < 2): + return False + return True + + if not isinstance(mav_value,(tuple,list,int,dict)): + return False + + if not isinstance(mav_value,dict): + return _valid_mav(mav_value) + + else: #isinstance(mav_value,dict) + if 'period' not in mav_value: return False + + period = mav_value['period'] + if not _valid_mav(period): return False + + if 'shift' not in mav_value: return True + + shift = mav_value['shift'] + if not _valid_mav(shift, False): return False + if isinstance(period,int) and isinstance(shift,int): return True + if isinstance(period,(tuple,list)) and isinstance(shift,(tuple,list)): + if len(period) != len(shift): return False + return True + return False + + +def _hlines_validator(value): + if isinstance(value,dict): + if 'hlines' in value: + value = value['hlines'] + else: + return False + return ( isinstance(value,(float,int)) or (isinstance(value,(list,tuple)) and + all([isinstance(v,(float,int)) for v in value])) ) + +def _is_datelike(value): + if isinstance(value, (pd.Timestamp,datetime.datetime,datetime.date)): + return True + if isinstance(value,str): + try: + dt = pd.to_datetime(value) + return True + except: + return False + return False + +def _xlim_validator(value): + return (isinstance(value, (list,tuple)) and len(value) == 2 + and (all([isinstance(v,(int,float)) for v in value]) + or all([_is_datelike(v) for v in value]))) + +def _vlines_validator(value): + '''Validate `vlines` kwarg value: must be "datelike" or sequence of "datelike" + ''' + if isinstance(value,dict): + if 'vlines' in value: + value = value['vlines'] + else: + return False + if _is_datelike(value): return True + if not isinstance(value,(list,tuple)): return False + if not all([_is_datelike(v) for v in value]): return False + return True + +def _alines_validator(value, returnStandardizedValue=False): + ''' + Value for segments to be passed into LineCollection constructor must be: + - a sequence of `lines`, where + - a `lines` is a sequence of 2 or more vertices, where + - a vertex is a `pair`, aka a sequence of two values, an x and a y point. + + From matplotlib.collections: + `segments` are: + A sequence of (line0, line1, line2), where: + + linen = (x0, y0), (x1, y1), ... (xm, ym) + + or the equivalent numpy array with two columns. Each line can be a different length. + + The above is from the matplotlib LineCollection documentation. + It basically says that the "segments" passed into the LineCollection constructor + must be a Sequence of Sequences of 2 or more xy Pairs. However here in `mplfinance` + we want to allow that (seq of seq of xy pairs) _as well as_ just a sequence of pairs. + Therefore here in the validator we will allow both: + (a) seq of at least 2 date,float pairs (this is a 'line' as defined above) + (b) seq of seqs of at least 2 date,float pairs (this is a 'seqment' as defined above) + ''' + if isinstance(value,dict): + if 'alines' in value: + value = value['alines'] + else: + return False + + if not isinstance(value,(list,tuple)): + return False if not returnStandardizedValue else None + + if not all([isinstance(line,(list,tuple)) and len(line) > 1 for line in value]): + return False if not returnStandardizedValue else None + + # now, were the above really `lines`, or were they simply `vertices` + if all( [ isinstance(point,(list,tuple)) and len(point)==2 and + _is_datelike(point[0]) and isinstance(point[1],(float,int)) + for line in value for point in line ] ): + # they were lines: + return True if not returnStandardizedValue else value + + # here, if valid, we have a sequence of vertices (points) + if all( [ isinstance(point,(list,tuple)) and len(point)==2 and + _is_datelike(point[0]) and isinstance(point[1],(float,int)) + for point in value ] ): + return True if not returnStandardizedValue else [value,] + + return False if not returnStandardizedValue else None + +def _tlines_validator(value): + ''' + Validate `tlines` kwarg value: must be sequence of "datelike" pairs. + ''' + def _tlines_subvalidator(value): + if isinstance(value,dict): + if 'tlines' in value: + value = value['tlines'] + else: + return False + if not isinstance(value,(list,tuple)): + return False + if not all([isinstance(pair,(list,tuple)) and len(pair) == 2 and + _is_datelike(pair[0]) and _is_datelike(pair[1]) for pair in value]): + return False + return True + + if isinstance(value,(list,tuple)) and all([isinstance(v,dict) for v in value]): + for v in value: + if not _tlines_subvalidator(v): + return False + return True + else: + return _tlines_subvalidator(value) + +def _bypass_kwarg_validation(value): + ''' For some kwargs, we either don't know enough, or + the validation is too complex to make it worth while, + so we bypass kwarg validation. If the kwarg is + invalid, then eventually an exception will be + raised at the time the kwarg value is actually used. + ''' + return True + +def _kwarg_not_implemented(value): + ''' If you want to list a kwarg in a valid_kwargs dict for a given + function, but you have not yet, or don't yet want to, implement + the kwarg; or you simply want to (temporarily) disable the kwarg, + then use this function as the kwarg validator + ''' + raise NotImplementedError('kwarg NOT implemented.') + +def _validate_vkwargs_dict(vkwargs): + """ + Check that we didn't make a typo in any of the things + that should be the same for all vkwargs dict items: + + {kwarg : {'Default': ... , 'Description': ... , 'Validator': ...} } + """ + for key, value in vkwargs.items(): + # has been changed to 3 to support descriptions + if len(value) != 3: + raise ValueError('Items != 3 in valid kwarg table, for kwarg "'+key+'"') + if 'Default' not in value: + raise ValueError('Missing "Default" value for kwarg "'+key+'"') + if 'Description' not in value: + raise ValueError('Missing "Description" value for kwarg "'+key+'"') + if 'Validator' not in value: + raise ValueError('Missing "Validator" function for kwarg "'+key+'"') + +def _process_kwargs(kwargs, vkwargs): + ''' + Given a "valid kwargs table" and some kwargs, verify that each key-word + is valid per the kwargs table, and that the value of the kwarg is the + correct type. Fill a configuration dictionary with the default value + for each kwarg, and then substitute in any values that were provided + as kwargs and return the configuration dictionary. + ''' + # initialize configuration from valid_kwargs_table: + config = {} + for key, value in vkwargs.items(): + config[key] = value['Default'] + + # now validate kwargs, and for any valid kwargs + # replace the appropriate value in config: + for key in kwargs.keys(): + if key not in vkwargs: + raise KeyError('Unrecognized kwarg="'+str(key)+'"') + else: + value = kwargs[key] + try: + valid = vkwargs[key]['Validator'](value) + except Exception as ex: + ex.extra_info = 'kwarg "'+key+'" validator raised exception to value: "'+str(value)+'"' + raise + if not valid: + import inspect + v = inspect.getsource(vkwargs[key]['Validator']).strip() + raise TypeError('kwarg "'+key+'" validator returned False for value: "'+str(value)+'"\n '+v) + + # --------------------------------------------------------------- + # At this point in the loop, if we have not raised an exception, + # then kwarg is valid as far as we can tell, therefore, + # go ahead and replace the appropriate value in config: + + config[key] = value + + return config + +def _valid_panel_id(panid): + return panid in ['main','lower'] or (isinstance(panid,int) and panid >= 0 and panid < 32) + +def _scale_padding_validator(value): + if isinstance(value,(int,float)): + return True + elif isinstance(value,dict): + valid_keys=('left','right','top','bottom') + for key in value: + if key not in valid_keys: + raise ValueError('Invalid key "'+str(key)+'" found in `scale_padding` dict.') + if not isinstance(value[key],(int,float)): + raise ValueError('`scale_padding` dict contains non-number at key "'+str(key)+'"') + return True + else: + raise ValueError('`scale_padding` kwarg must be a number, or dict of (left,right,top,bottom) numbers.') + return False + +def _yscale_validator(value): + if isinstance(value,str) and value in ("linear", "log", "symlog", "logit"): + return True + + if not isinstance(value,dict): + return False + + # At this point, value is a dict: + if not 'yscale' in value: + return False + + yscale = value['yscale'] + if not (isinstance(yscale,str) and yscale in ("linear", "log", "symlog", "logit")): + return False + + return True + + +def _is_marketcolor_object(obj): + if not isinstance(obj,dict): return False + market_colors_keys = ('candle','edge','wick','ohlc') + return all([k in obj for k in market_colors_keys]) + + +def _mco_validator(value): # marketcolor overrides validator + if isinstance(value,dict): # not yet supported, but maybe we will have other + if 'colors' not in value: # kwargs related to mktcolor overrides (ex: `mco_faceonly`) + raise ValueError('`marketcolor_overrides` as dict must contain `colors` key.') + colors = value['colors'] + else: + colors = value + if not isinstance(colors,(list,tuple,np.ndarray)): + return False + return all([(c is None or + _mpf_is_color_like(c) or + _is_marketcolor_object(c) ) for c in colors]) + +def _check_for_external_axes(config): + ''' + Check that all `fig` and `ax` kwargs are either ALL None, + or ALL are valid instances of Figures/Axes: + + An external Axes object can be passed in three places: + - mpf.plot() `ax=` kwarg + - mpf.plot() `volume=` kwarg + - mpf.make_addplot() `ax=` kwarg + ALL three places MUST be an Axes object, OR + ALL three places MUST be None. But it may not be mixed. + ''' + ap_axlist = [] + addplot = config['addplot'] + if addplot is not None: + if isinstance(addplot,dict): + addplot = [addplot,] # make list of dict to be consistent + elif not _list_of_dict(addplot): + raise TypeError('addplot must be `dict`, or `list of dict`, NOT '+str(type(addplot))) + for apd in addplot: + ap_axlist.append(apd['ax']) + + if len(ap_axlist) > 0: + if config['ax'] is None: + if not all([ax is None for ax in ap_axlist]): + raise ValueError('make_addplot() `ax` kwarg NOT all None, while plot() `ax` kwarg IS None') + else: # config['ax'] is NOT None: + if not isinstance(config['ax'],mpl.axes.Axes): + raise ValueError('plot() ax kwarg must be of type `matplotlib.axis.Axes`') + if not all([isinstance(ax,mpl.axes.Axes) for ax in ap_axlist]): + raise ValueError('make_addplot() `ax` kwargs must all be of type `matplotlib.axis.Axes`') + + # At this point, if we have not raised an exception, then plot(ax=) and make_addplot(ax=) + # are in sync: either they are all None, or they are all of type `matplotlib.axes.Axes`. + # Therefore we only need plot(ax=), i.e. config['ax'], as we check `volume`: ### and `fig`: + + if config['ax'] is None: + if isinstance(config['volume'],mpl.axes.Axes): + raise ValueError('`volume` set to external Axes requires all other Axes be external.') + #if config['fig'] is not None: + # raise ValueError('`fig` kwarg must be None if `ax` kwarg is None.') + else: + if not isinstance(config['volume'],mpl.axes.Axes) and config['volume'] != False: + raise ValueError('`volume` must be of type `matplotlib.axis.Axes`') + #if not isinstance(config['fig'],mpl.figure.Figure): + # raise ValueError('`fig` kwarg must be of type `matplotlib.figure.Figure`') + + external_axes_mode = True if isinstance(config['ax'],mpl.axes.Axes) else False + return external_axes_mode + +def _valid_fb_dict(value): + return (isinstance(value,dict) and + 'y1' in value and + _num_or_seq_of_num(value['y1'])) + +def _fill_between_validator(value): + if _num_or_seq_of_num(value): return True + if _valid_fb_dict(value): return True + if _list_of_dict(value): + return all([_valid_fb_dict(v) for v in value]) + return False diff --git a/src/mplfinance/_helpers.py b/src/mplfinance/_helpers.py new file mode 100644 index 00000000..c10ddf92 --- /dev/null +++ b/src/mplfinance/_helpers.py @@ -0,0 +1,121 @@ +""" +Some helper functions for mplfinance. +NOTE: This is the lowest level in mplfinance: + This file should have NO dependencies on + any other mplfinance files. +""" + +import datetime +import matplotlib.dates as mdates +import matplotlib.colors as mcolors +import numpy as np + +def _adjust_color_brightness(color,amount=0.5): + + def _adjcb(c1, amount): + import matplotlib.colors as mc + import colorsys + # mc.is_color_like(value) + try: + c = mc.cnames[c1] + except: + c = c1 + c = colorsys.rgb_to_hls(*mc.to_rgb(c)) + return colorsys.hls_to_rgb(c[0], max(0, min(1, amount * c[1])), c[2]) + + if not isinstance(color,(list,tuple)): + return _adjcb(color,amount) + + cout = [] + cadj = {} + for c1 in color: + if c1 in cadj: + cout.append(cadj[c1]) + else: + newc = _adjcb(c1,amount) + cadj[c1] = newc + cout.append(cadj[c1]) + return cout + + +def _determine_format_string( dates, datetime_format=None ): + """ + Determine the datetime format string based on the averge number + of days between data points, or if the user passed in kwarg + datetime_format, use that as an override. + """ + avg_days_between_points = (dates[-1] - dates[0]) / float(len(dates)) + + if datetime_format is not None: + return datetime_format + + # avgerage of 3 or more data points per day we will call intraday data: + if avg_days_between_points < 0.33: # intraday + if mdates.num2date(dates[-1]).date() != mdates.num2date(dates[0]).date(): + # intraday data for more than one day: + fmtstring = '%b %d, %H:%M' + else: # intraday data for a single day + fmtstring = '%H:%M' + else: # 'daily' data (or could be weekly, etc.) + if mdates.num2date(dates[-1]).date().year != mdates.num2date(dates[0]).date().year: + fmtstring = '%Y-%b-%d' + else: + fmtstring = '%b %d' + return fmtstring + + +def _list_of_dict(x): + ''' + Return True if x is a list of dict's + ''' + return isinstance(x,list) and all([isinstance(item,dict) for item in x]) + +def _num_or_seq_of_num(value): + return ( isinstance(value,(int,float,np.integer,np.floating)) or + (isinstance(value,(list,tuple,np.ndarray)) and + all([isinstance(v,(int,float,np.integer,np.floating)) for v in value])) + ) + +def roundTime(dt=None, roundTo=60): + """Round a datetime object to any time lapse in seconds + dt : datetime.datetime object, default now. + roundTo : Closest number of seconds to round to, default 1 minute. + Author: Thierry Husson 2012 - Use it as you want but don't blame me. + """ + if dt is None : dt = datetime.datetime.now() + seconds = (dt.replace(tzinfo=None) - dt.min).seconds + rounding = (seconds+roundTo/2) // roundTo * roundTo + return dt + datetime.timedelta(0,rounding-seconds,-dt.microsecond) + + +def _is_uint8_rgb_or_rgba(tup): + """ Deterine if rgb or rgba is in (0-255) format: + Matplotlib expects rgb (and rgba) tuples to contain + three (or four) floats between 0.0 and 1.0 + + Some people express rgb as tuples of three integers + between 0 and 255. + (In rgba, alpha is still a float from 0.0 to 1.0) + """ + if isinstance(tup,str): return False + if not np.iterable(tup): return False + L = len(tup) + if L < 3 or L > 4: return False + if L == 4 and (tup[3] < 0 or tup[3] > 1): return False + return not any([not isinstance(v,(int,np.unsignedinteger)) or v<0 or v>255 for v in tup[0:3]]) + +def _mpf_is_color_like(c): + """Determine if an object is a color. + + Identical to `matplotlib.colors.is_color_like()` + BUT ALSO considers int (0-255) rgb and rgba colors. + """ + if mcolors.is_color_like(c): return True + return _is_uint8_rgb_or_rgba(c) + +def _mpf_to_rgba(c, alpha=None): + cnew = c + if _is_uint8_rgb_or_rgba(c) and any(e>1 for e in c[:3]): + cnew = tuple([e/255. for e in c[:3]]) + if len(c) == 4: cnew += c[3:] + return mcolors.to_rgba(cnew, alpha) diff --git a/src/mplfinance/_kwarg_help.py b/src/mplfinance/_kwarg_help.py new file mode 100644 index 00000000..eeeeebf4 --- /dev/null +++ b/src/mplfinance/_kwarg_help.py @@ -0,0 +1,154 @@ +import mplfinance as mpf +import pandas as pd +import textwrap + +def df_wrapcols(df,wrap_columns=None): + + if wrap_columns is None: return df + if not isinstance(wrap_columns,dict): + raise TypeError('wrap_columns must be a dict of column_names and wrap_lengths') + + for col in wrap_columns: + if col not in df.columns: + raise ValueError('column "'+str(col)+'" not found in df.columns') + + index = [] + column_data = {} + for col in df.columns: + column_data[col] = [] + + for ix in df.index: + row = df.loc[ix,] + + row_data = {} + for col in row.index: + cstr = str(row[col]) + if col in wrap_columns: + wlen = wrap_columns[col] + tw = textwrap.wrap(cstr,wlen) if not cstr.isspace() else [' '] + else: + tw = [cstr] + row_data[col] = tw + + cmax = max(row_data,key=lambda k: len(row_data[k])) + rlen = len(row_data[cmax]) + for r in range(rlen): + for col in row.index: + extension = [' ']*(rlen - len(row_data[col])) + row_data[col].extend(extension) + column_data[col].append(row_data[col][r]) + ixstr = str(ix)+'.'+str(r) if r > 0 else str(ix) + index.append(ixstr) + + return pd.DataFrame(column_data,index=index) + +def make_left_formatter(maxwidth): + wm3 = maxwidth-3 + w = maxwidth + def left_formatter(value): + if not isinstance(value,str): + return f'{value:<}' + elif value[0:maxwidth] == '-'*maxwidth: + return f'{value:<{w}.{w}s}' + elif len(value) > maxwidth: + return f'{value:<{wm3}.{wm3}s}...' + else: + return f'{value:<{w}.{w}s}' + return left_formatter + + +def kwarg_help( func_name=None, kwarg_names=None, sort=False ): + + func_kwarg_map = { + 'plot' : mpf.plotting._valid_plot_kwargs, + 'make_addplot' : mpf.plotting._valid_addplot_kwargs, + 'make_marketcolors' : mpf._styles._valid_make_marketcolors_kwargs, + 'make_mpf_style' : mpf._styles._valid_make_mpf_style_kwargs, + 'renko_params' : mpf._utils._valid_renko_kwargs, + 'pnf_params' : mpf._utils._valid_pnf_kwargs, + 'lines' : mpf._utils._valid_lines_kwargs, + 'scale_width_adjustment': mpf._widths._valid_scale_width_kwargs, + 'update_width_config': mpf._widths._valid_update_width_kwargs, + } + + func_kwarg_aliases = { + 'addplot' : mpf.plotting._valid_addplot_kwargs, + 'marketcolors' : mpf._styles._valid_make_marketcolors_kwargs, + 'mpf_style' : mpf._styles._valid_make_mpf_style_kwargs, + 'style' : mpf._styles._valid_make_mpf_style_kwargs, + 'renko' : mpf._utils._valid_renko_kwargs, + 'pnf' : mpf._utils._valid_pnf_kwargs, + 'hlines' : mpf._utils._valid_lines_kwargs, + 'alines' : mpf._utils._valid_lines_kwargs, + 'tlines' : mpf._utils._valid_lines_kwargs, + 'vlines' : mpf._utils._valid_lines_kwargs, + } + + if func_name is None: + print('\nUsage: `kwarg_help(func_name)` or `kwarg_help(func_name,kwarg_names)`') + print(' kwarg_help is available for the following func_names:') + s = str(list(func_kwarg_map.keys())) + text = textwrap.wrap(s,68) + for t in text: + print(' ',t) + print() + return + + fkmap = {**func_kwarg_map, **func_kwarg_aliases} + + if func_name not in fkmap: + raise ValueError('Function name "'+func_name+'" NOT a valid function name') + + if kwarg_names is not None and isinstance(kwarg_names,str): + kwarg_names = [ kwarg_names, ] + + if ( kwarg_names is not None + and (not isinstance(kwarg_names,(list,tuple)) + or not all([isinstance(k,str) for k in kwarg_names]) + ) + ): + raise ValueError('kwarg_names must be a sequence (list,tuple) of strings') + + vks = fkmap[func_name]() + + df = (pd.DataFrame(vks).T).drop('Validator',axis=1) + df.index.name = 'Kwarg' + if sort: df.sort_index(inplace=True) + df.reset_index(inplace=True) + + if kwarg_names is not None: + for k in kwarg_names: + if k not in df['Kwarg'].values: + print(' Warning: "'+k+'" is not a valid `kwarg_name` for `func_name` "'+func_name,'"') + df = df[ df['Kwarg'].isin(kwarg_names) ] + if len(df) < 1: + raise ValueError(' None of specified `kwarg_names` are valid for `func_name` "'+func_name,'"') + + df['Default'] = ["'"+d+"'" if isinstance(d,str) else str(d) for d in df['Default']] + + klen = df['Kwarg'].str.len().max()+1 + dlen = df['Default'].str.len().max()+1 + + wraplen = max( 40, 80-(klen+dlen) ) + df = df_wrapcols(df,wrap_columns={'Description':wraplen}) + + dividers = [] + for col in df.columns: + dividers.append('-'*int(df[col].str.len().max())) + dfd = pd.DataFrame(dividers).T + dfd.columns = df.columns + dfd.index = pd.Index(['---']) + + df = pd.concat([dfd,df]) + + formatters = { 'Kwarg' : make_left_formatter( klen ), + 'Default' : make_left_formatter( dlen ), + 'Description' : make_left_formatter( wraplen ), + } + + print('\n ','-'*78) + print(' Kwargs for func_name "'+func_name+'":') + + s = df.to_string(formatters=formatters,index=False,justify='left') + + print('\n ',s.replace('\n','\n ')) diff --git a/src/mplfinance/_mpf_warnings.py b/src/mplfinance/_mpf_warnings.py new file mode 100644 index 00000000..dd687d02 --- /dev/null +++ b/src/mplfinance/_mpf_warnings.py @@ -0,0 +1,16 @@ +import sys as __sys +if not __sys.warnoptions: + import os as __os + import warnings as __warnings + __warnings.filterwarnings("default",category=DeprecationWarning,module='mplfinance') # Change the filter in this process + __os.environ["PYTHONWARNINGS"] = "default::DeprecationWarning:mplfinance" # Also affect subprocesses + +if __sys.version_info <= (3, 6): + __warnings.filterwarnings("default",category=ImportWarning,module='mplfinance') # Change the filter in this process + __os.environ["PYTHONWARNINGS"] = "default::ImportWarning:mplfinance" # Also affect subprocesses + __warnings.warn('\n\n ================================================================= '+ + '\n\n WARNING: `mplfinance` is NOT supported for Python versions '+ + '\n less than 3.6' + '\n\n ================================================================= ', + category=ImportWarning) + diff --git a/src/mplfinance/_mplrcputils.py b/src/mplfinance/_mplrcputils.py new file mode 100755 index 00000000..ec39a05c --- /dev/null +++ b/src/mplfinance/_mplrcputils.py @@ -0,0 +1,87 @@ +#!/usr/bin/env python +""" +rcparams utilities +""" + +import pandas as pd +import matplotlib.pyplot as plt +import sys + +__author__ = "Daniel Goldfarb" +__version__ = "0.1.0" +__license__ = "MIT" + +def rcParams_to_df(rcp,name=None): + keys = [] + vals = [] + for item in rcp: + keys.append(item) + vals.append(rcp[item]) + df = pd.DataFrame(vals,index=pd.Index(keys,name='rcParamsKey')) + if name is not None: + df.columns = [name] + else: + df.columns = ['Value'] + return df + +def compare_styles(s1,s2): + with plt.rc_context(): + plt.style.use('default') + plt.style.use(s1) + df1 = rcParams_to_df(plt.rcParams,name=s1) + + with plt.rc_context(): + plt.style.use('default') + plt.style.use(s2) + df2 = rcParams_to_df(plt.rcParams,name=s2) + + df = pd.concat([df1,df2],axis=1) + dif = df[df[s1] != df[s2]].dropna(how='all') + return (dif,df,df1,df2) + +def main(): + """ Main entry point of the app """ + def usage(): + print('\n Usage: rcparams \n') + print(' Available commands: ') + print(' rcparams find ') + print(' rcparams compare ') + print('') + exit(1) + commands = ('find','compare') + + if len(sys.argv) < 3 : + print('\n Too few arguments!') + usage() + + command = sys.argv[1] + if command not in commands: + print('\n Unrecognized command \"'+command+'\"') + usage() + + if command == 'find': + findstr = sys.argv[2] + df = rcParams_to_df(plt.rcParams) + if findstr == '--all': + for key in df.index: + print(key+':',df.loc[key,'Value']) + else: + print(df[df.index.str.contains(findstr)]) + + elif command == 'compare': + if len(sys.argv) < 4 : + print('\n Need two styles to compare!') + usage() + style1 = sys.argv[2] + style2 = sys.argv[3] + dif,df,df1,df2 = compare_styles(style1,style2) + print('\n==== dif ====\n',dif) + + else: + print('\n Unrecognized command \"'+command+'\"') + usage() + + +if __name__ == "__main__": + """ This is executed when run from the command line """ + main() diff --git a/src/mplfinance/_mplwraps.py b/src/mplfinance/_mplwraps.py new file mode 100644 index 00000000..bad47fbb --- /dev/null +++ b/src/mplfinance/_mplwraps.py @@ -0,0 +1,121 @@ +import matplotlib.pyplot as plt +import matplotlib.figure as mplfigure +import matplotlib.axes as mpl_axes +from mplfinance import _styles +import numpy as np + +""" + This file contains: + + (1) A wrapper of method `matplotlib.pyplot.figure()` that creates a + `mplfinance.Mpf_Figure` which is derived from `matplotlib.figure.Figure` + The wrapper function is the same as `matplotlib.pyplot.figure()` except + that it additionally accepts kwarg `style=` to set the mplfinance style. + + (2) Class `mplfinance.Mpf_Figure` derived from `matplotlib.figure.Figure` + which has the following overrides: + - Attribute `mpfstyle` indicating the mplfinance style used at Figure creation. + - Methods (listed below) which are identical to the same method in class + `matplotlib.figure.Figure` except that the `mplfinance.Mpf_Figure` versions: + - accept kwarg `style=` to set the mplfinance style of Subplot Axes, or + - if `style=` is not specified, then the attribute + `mplfinance.Mpf_Figure.mpfstyle` is used for the Subplot Axes style. + - Figure.add_subplot() + - Figure.add_axes() + - Figure.subplot() (this is analogous to pyplot.subplot() which calls Figure.add_subplot()) + - Figure.subplots() + + (3) A wrapper to matplot.pyplot.show(), because it happens often enough, when using mplfinance, + that sometimes one has to import matplotlib.pyplot *ONLY* for the purpose of calling .show() +""" + +show = plt.show # Not a true wrapper, rather an assignment. + +def _check_for_and_apply_style(kwargs): + + if 'style' in kwargs: + style = kwargs['style'] + del kwargs['style'] + else: + style = 'default' + + if not _styles._valid_mpf_style(style): + raise TypeError('Invalid mplfinance style') + + if isinstance(style,str): + style = _styles._get_mpfstyle(style) + + if isinstance(style,dict): + _styles._apply_mpfstyle(style) + else: + raise TypeError('style should be a `dict`; why is it not?') + + return style + + +def figure(*args,**kwargs): + + style = _check_for_and_apply_style(kwargs) + + f = plt.figure(FigureClass=Mpf_Figure,*args,**kwargs) + f.mpfstyle = style + return f + + +class Mpf_Figure(mplfigure.Figure): + + def add_subplot(self,*args,**kwargs): + + if 'style' in kwargs or not hasattr(self,'mpfstyle'): + style = _check_for_and_apply_style(kwargs) + else: + style = _check_for_and_apply_style(dict(style=self.mpfstyle)) + + ax = mplfigure.Figure.add_subplot(self,*args,**kwargs) + ax.mpfstyle = style + return ax + + def add_axes(self,*args,**kwargs): + + if 'style' in kwargs or not hasattr(self,'mpfstyle'): + style = _check_for_and_apply_style(kwargs) + else: + style = _check_for_and_apply_style(dict(style=self.mpfstyle)) + + ax = mplfigure.Figure.add_axes(self,*args,**kwargs) + ax.mpfstyle = style + return ax + + def subplot(self,*args,**kwargs): + + plt.figure(self.number) # make it the current Figure + + if 'style' in kwargs or not hasattr(self,'mpfstyle'): + style = _check_for_and_apply_style(kwargs) + else: + style = _check_for_and_apply_style(dict(style=self.mpfstyle)) + + ax = plt.subplot(*args,**kwargs) + ax.mpfstyle = style + return ax + + + def subplots(self,*args,**kwargs): + + if 'style' in kwargs or not hasattr(self,'mpfstyle'): + style = _check_for_and_apply_style(kwargs) + self.mpfstyle = style + else: + style = _check_for_and_apply_style(dict(style=self.mpfstyle)) + + axlist = mplfigure.Figure.subplots(self,*args,**kwargs) + + if isinstance(axlist,mpl_axes.Axes): + axlist.mpfstyle = style + elif isinstance(axlist,np.ndarray): + for ax in axlist.flatten(): + ax.mpfstyle = style + else: + raise TypeError('Unexpected type ('+str(type(axlist))+') '+ + 'returned from "matplotlib.figure.Figure.subplots()"') + return axlist diff --git a/src/mplfinance/_panels.py b/src/mplfinance/_panels.py new file mode 100644 index 00000000..c1b8bef1 --- /dev/null +++ b/src/mplfinance/_panels.py @@ -0,0 +1,239 @@ +from mplfinance._helpers import _list_of_dict +from mplfinance._arg_validators import _valid_panel_id +import pandas as pd + +def _build_panels( figure, config ): + """ + Create and return a DataFrame containing panel information + and Axes objects for each panel, etc. + + We allow up to 32 panels, identified by their panel id (panid) + which is an integer 0 through 31. + + Parameters + ---------- + figure : pyplot.Figure + figure on which to create the Axes for the panels + + config : dict + config dict from `mplfinance.plot()` + + Config + ------ + The following items are used from `config`: + + num_panels : integer (0-31) or None + number of panels to create + + addplot : dict or None + value for the `addplot=` kwarg passed into `mplfinance.plot()` + + volume_panel : integer (0-31) or None + panel id (0-number_of_panels) + + main_panel : integer (0-31) or None + panel id (0-number_of_panels) + + panel_ratios : sequence or None + sequence of relative sizes for the panels; + + NOTE: If len(panel_ratios) == number of panels (regardless + of whether number of panels was specified or inferred), + then panel ratios are the relative sizes of each panel, + in panel id order, 0 through N (where N = number of panels). + + If len(panel_ratios) != number of panels, then len(panel_ratios) + must equal 2, and panel_ratios[0] is the relative size for the 'main' + panel, and panel_ratios[1] is the relative size for all other panels. + + If the number of panels == 1, the panel_ratios is ignored. + + +Returns + ---------- + panels : pandas.DataFrame + dataframe indexed by panel id (panid) and having the following columns: + axes : tuple of matplotlib.Axes (primary and secondary) for each column. + used secondary : bool indicating whether or not the seconday Axes is in use. + relative size : height of panel as proportion of sum of all relative sizes + + """ + + num_panels = config['num_panels'] + addplot = config['addplot'] + volume = config['volume'] + volume_panel = config['volume_panel'] + num_panels = config['num_panels'] + main_panel = config['main_panel'] + panel_ratios = config['panel_ratios'] + + if not _valid_panel_id(main_panel): + raise ValueError('main_panel id must be integer 0 to 31, but is '+str(main_panel)) + + if num_panels is None: # then infer the number of panels: + pset = {0} # start with a set including only panel zero + if addplot is not None: + if isinstance(addplot,dict): + addplot = [addplot,] # make list of dict to be consistent + elif not _list_of_dict(addplot): + raise TypeError('addplot must be `dict`, or `list of dict`, NOT '+str(type(addplot))) + + backwards_panel_compatibility = {'main':0,'lower':1,'A':0,'B':1,'C':2} + + for apdict in addplot: + panel = apdict['panel'] + if panel in backwards_panel_compatibility: + panel = backwards_panel_compatibility[panel] + if not _valid_panel_id(panel): + raise ValueError('addplot panel must be integer 0 to 31, but is "'+str(panel)+'"') + pset.add(panel) + + if volume is True: + if not _valid_panel_id(volume_panel): + raise ValueError('volume_panel must be integer 0 to 31, but is "'+str(volume_panel)+'"') + pset.add(volume_panel) + + pset.add(main_panel) + + pset = sorted(pset) + missing = [m for m in range(len(pset)) if m not in pset] + if len(missing) != 0: + raise ValueError('inferred panel list is missing panels: '+str(missing)) + + else: + if not isinstance(num_panels,int) or num_panels < 1 or num_panels > 32: + raise ValueError('num_panels must be integer 1 to 32, but is "'+str(volume_panel)+'"') + pset = range(0,num_panels) + + _nones = [None]*len(pset) + panels = pd.DataFrame(dict(axes=_nones, + relsize=_nones, + lift=_nones, + height=_nones, + used2nd=[False]*len(pset), + title=_nones, + y_on_right=_nones), + index=pset) + panels.index.name = 'panid' + + # Now determine the height for each panel: + # ( figure, num_panels='infer', addplot=None, volume_panel=None, main_panel=0, panel_ratios=None ): + + if panel_ratios is not None: + if not isinstance(panel_ratios,(list,tuple)): + raise TypeError('panel_ratios must be a list or tuple') + if len(panel_ratios) != len(panels) and not (len(panel_ratios)==2 and len(panels) > 2): + err = 'len(panel_ratios) must be 2, or must be same as number of panels' + err += '\nlen(panel_ratios)='+str(len(panel_ratios))+' num panels='+str(len(panels)) + raise ValueError(err) + if len(panel_ratios) == 2 and len(panels) > 2: + pratios = [panel_ratios[1]]*len(panels) + pratios[main_panel] = panel_ratios[0] + else: + pratios = panel_ratios + else: + pratios = [2]*len(panels) + pratios[main_panel] = 5 + + panels['relsize'] = pratios + #print('len(panels)=',len(panels)) + #print('len(pratios)=',len(pratios)) + + #print('pratios=') + #print(pratios) + + #print('panels=') + #print(panels) + + # TODO: Throughout this section, right_pad is intentionally *less* + # than left_pad. This assumes that the y-axis labels are on + # the left, which is true for many mpf_styles, but *not* all. + # Ideally need to determine which side has the axis labels. + # And keep in mind, if secondary_y is in effect, then both + # sides can have axis labels. + + left_pad = 0.18 + right_pad = 0.10 + top_pad = 0.12 + bot_pad = 0.18 + + scale_left = scale_right = scale_top = scale_bot = 1.0 + + scale_padding = config['scale_padding'] + if isinstance(scale_padding,dict): + if 'left' in scale_padding: scale_left = scale_padding['left'] + if 'right' in scale_padding: scale_right = scale_padding['right'] + if 'top' in scale_padding: scale_top = scale_padding['top'] + if 'bottom' in scale_padding: scale_bot = scale_padding['bottom'] + else: # isinstance(scale_padding,(int,float): + scale_left = scale_right = scale_top = scale_bot = scale_padding + + if config['tight_layout']: + right_pad *= 0.4 + top_pad *= 0.4 + scale_left *= 0.6 + scale_right *= 0.6 + scale_top *= 0.6 + scale_bot *= 0.6 + + left_pad *= scale_left + right_pad *= scale_right + top_pad *= scale_top + bot_pad *= scale_bot + + plot_height = 1.0 - (bot_pad + top_pad ) + plot_width = 1.0 - (left_pad + right_pad) + + # print('scale_padding=',scale_padding) + # print('left_pad =',left_pad) + # print('right_pad=',right_pad) + # print('top_pad =',top_pad) + # print('bot_pad =',bot_pad) + # print('plot_height =',plot_height) + # print('plot_width =',plot_width) + + psum = sum(pratios) + for panid,size in enumerate(pratios): + panels.at[panid,'height'] = plot_height * size / psum + + # Now create the Axes: + + for panid,row in panels.iterrows(): + height = row.height + lift = panels['height'].loc[panid+1:].sum() + panels.at[panid,'lift'] = lift + if panid == 0: + # rect = [left, bottom, width, height] + ax0 = figure.add_axes( [left_pad, bot_pad+lift, plot_width, height] ) + else: + ax0 = figure.add_axes( [left_pad, bot_pad+lift, plot_width, height], sharex=panels.at[0,'axes'][0] ) + ax1 = ax0.twinx() + ax1.grid(False) + if config['saxbelow']: # issue#115 issuecomment-639446764 + ax0.set_axisbelow(True) # so grid does not show through plot data on any panel. + elif panid == volume_panel: + ax0.set_axisbelow(True) # so grid does not show through volume bars. + panels.at[panid,'axes'] = (ax0,ax1) + + return panels + + +def _set_ticks_on_bottom_panel_only(panels,formatter,rotation=45,xlabel=None): + + bot = panels.index.values[-1] + ax = panels.at[bot,'axes'][0] + ax.tick_params(axis='x',rotation=rotation) + ax.xaxis.set_major_formatter(formatter) + + if xlabel is not None: + ax.set_xlabel(xlabel) + + if len(panels) == 1: return + + # [::-1] reverses the order of the panel id's + # [1:] all but the first element, which, since the array + # is reversed, means we take all but the LAST panel id. + # Thus, only the last (bottom) panel id gets tick labels: + for panid in panels.index.values[::-1][1:]: + panels.at[panid,'axes'][0].tick_params(axis='x',labelbottom=False) + diff --git a/src/mplfinance/_styledata/__init__.py b/src/mplfinance/_styledata/__init__.py new file mode 100644 index 00000000..38a8b5b4 --- /dev/null +++ b/src/mplfinance/_styledata/__init__.py @@ -0,0 +1,57 @@ +''' +__init__ for mplfinance._styledata module +''' + +from mplfinance._styledata import default +from mplfinance._styledata import nightclouds +from mplfinance._styledata import classic +from mplfinance._styledata import mike +from mplfinance._styledata import charles +from mplfinance._styledata import blueskies +from mplfinance._styledata import starsandstripes +from mplfinance._styledata import sas +from mplfinance._styledata import brasil +from mplfinance._styledata import yahoo +from mplfinance._styledata import checkers +from mplfinance._styledata import binance +from mplfinance._styledata import kenan +from mplfinance._styledata import ibd +from mplfinance._styledata import binancedark +from mplfinance._styledata import tradingview + +_style_names = [n for n in dir() if not n.startswith('_')] + +_styles = {} +for name in _style_names: + cmd = f'_styles.update({name} = {name}.style)' + eval(cmd) + +def _validate_style(style): + # Check for mandatory style keys: + keys = ['base_mpl_style','marketcolors','mavcolors','y_on_right', + 'gridcolor','gridstyle','facecolor','rc' ] + for key in keys: + if key not in style.keys(): + err = f'Key "{key}" not found in style:\n\n {style}' + raise ValueError(err) + + # Check for mandatory marketcolor keys: + mktckeys = ['candle','edge','wick','ohlc','volume','alpha'] + for key in mktckeys: + if key not in style['marketcolors'].keys(): + err = f'Key "{key}" not found in marketcolors for style:\n\n {style}' + raise ValueError(err) + + # The following keys are not mandatory in the style file, + # but maybe mandatory in the code (to keep the code simpler) + # so we set default values here: + if 'vcedge' not in style['marketcolors']: + style['marketcolors']['vcedge'] = style['marketcolors']['volume'] + if 'vcdopcod' not in style['marketcolors']: + style['marketcolors']['vcdopcod'] = False + +#print('type(_styles)=',type(_styles)) +#print('_styles=',_styles) +for s in _styles.keys(): + _validate_style(_styles[s]) + diff --git a/src/mplfinance/_styledata/binance.py b/src/mplfinance/_styledata/binance.py new file mode 100644 index 00000000..880096a8 --- /dev/null +++ b/src/mplfinance/_styledata/binance.py @@ -0,0 +1,29 @@ +style = dict(style_name = 'binance', + base_mpl_style= 'seaborn-darkgrid', + marketcolors = {'candle' : {'up':'#70a800', 'down':'#ea0070'}, + 'edge' : {'up':'#70a800', 'down':'#ea0070'}, + 'wick' : {'up':'#70a800', 'down':'#ea0070'}, + 'ohlc' : {'up':'#70a800', 'down':'#ea0070'}, + 'volume' : {'up':'#70a800', 'down':'#ea0070'}, + 'vcedge' : {'up':'#70a800', 'down':'#ea0070'}, + 'vcdopcod': False, + 'alpha' : 0.9, + }, + mavcolors = ['#ffc201','#ff10ff','#cd0468','#1f77b4', + '#ff7f0e','#2ca02c','#40e0d0'], + y_on_right = False, + gridcolor = '#d0d0d0', + gridstyle = '--', + facecolor = '#ffffff', + rc = [ ('axes.edgecolor' , '#e6e6e6' ), + ('axes.linewidth' , 1.5 ), + ('axes.labelsize' , 'medium' ), + ('axes.labelweight', 'semibold'), + ('lines.linewidth' , 2.0 ), + ('font.weight' , 'medium' ), + ('font.size' , 12.0 ), + ('figure.titlesize', 'x-large' ), + ('figure.titleweight','semibold'), + ], + base_mpf_style= 'binance' + ) diff --git a/src/mplfinance/_styledata/binancedark.py b/src/mplfinance/_styledata/binancedark.py new file mode 100644 index 00000000..a6721ccc --- /dev/null +++ b/src/mplfinance/_styledata/binancedark.py @@ -0,0 +1,27 @@ +style = dict(style_name = 'binancedark', + base_mpl_style= 'dark_background', + marketcolors = {'candle' : {'up': '#3dc985', 'down': '#ef4f60'}, + 'edge' : {'up': '#3dc985', 'down': '#ef4f60'}, + 'wick' : {'up': '#3dc985', 'down': '#ef4f60'}, + 'ohlc' : {'up': 'green', 'down': 'red'}, + 'volume' : {'up': '#247252', 'down': '#82333f'}, + 'vcedge' : {'up': '#247252', 'down': '#82333f'}, + 'vcdopcod' : False, + 'alpha' : 1.0, + }, + mavcolors = ['#ffc201','#ff10ff','#cd0468','#1f77b4', + '#ff7f0e','#2ca02c','#40e0d0'], + y_on_right = True, + gridcolor = None, + gridstyle = '--', + facecolor = None, + rc = [ ('axes.grid','True'), + ('axes.grid.axis' , 'y'), + ('axes.edgecolor' , '#474d56' ), + ('axes.titlecolor','red'), + ('figure.titlesize', 'x-large' ), + ('figure.titleweight','semibold'), + ('figure.facecolor', '#0a0a0a' ), + ], + base_mpf_style= 'binancedark' + ) diff --git a/src/mplfinance/_styledata/blueskies.py b/src/mplfinance/_styledata/blueskies.py new file mode 100644 index 00000000..26985778 --- /dev/null +++ b/src/mplfinance/_styledata/blueskies.py @@ -0,0 +1,23 @@ +style = dict(style_name = 'blueskies', + base_mpl_style='fast', + marketcolors = {'candle' : {'up':'w', 'down':'#0095ff'}, + 'edge' : {'up':'k', 'down':'#0095ff'}, + 'wick' : {'up':'k', 'down':'#0095ff'}, + 'ohlc' : {'up':'#0095ff', 'down':'#0095ff'}, + 'volume' : {'up':'w', 'down':'#0095ff'}, + 'vcdopcod': False, + 'alpha' : 1.0, + }, + mavcolors = None, + y_on_right = False, + facecolor = '#dbf1ff', + gridcolor = None, + gridstyle = None, + rc = [('patch.linewidth' , 1.0 ), + ('patch.force_edgecolor', True ), + ('lines.linewidth' , 1.0 ), + ('figure.titlesize' , 'x-large' ), + ('figure.titleweight' , 'semibold'), + ], + base_mpf_style='blueskies', + ) diff --git a/src/mplfinance/_styledata/brasil.py b/src/mplfinance/_styledata/brasil.py new file mode 100644 index 00000000..f5b59088 --- /dev/null +++ b/src/mplfinance/_styledata/brasil.py @@ -0,0 +1,24 @@ +style = {'base_mpl_style': 'fast', + 'marketcolors': {'candle': {'up': '#fedf00', 'down': '#002776'}, + 'edge' : {'up': '#fedf00', 'down': '#002776'}, + 'wick' : {'up': '#fedf00', 'down': '#002776'}, + 'ohlc' : {'up': '#fedf00', 'down': '#002776'}, + 'volume': {'up': '#fedf00', 'down': '#002776'}, + 'vcdopcod': False, + 'alpha': 0.9}, + 'mavcolors' : None, + 'facecolor' : None, + 'gridcolor' : None, + 'gridstyle' : None, + 'y_on_right': True, + 'rc': {'axes.grid' : True, + 'axes.grid.axis': 'y', + 'grid.color' : '#fedf00', + 'grid.linestyle': '--', + 'axes.facecolor': '#009b3a', + 'axes.edgecolor': '#002776', + 'figure.titlesize' : 'x-large', + 'figure.titleweight': 'semibold', + }, + 'base_mpf_style': 'brasil' + } diff --git a/src/mplfinance/_styledata/charles.py b/src/mplfinance/_styledata/charles.py new file mode 100644 index 00000000..0347a605 --- /dev/null +++ b/src/mplfinance/_styledata/charles.py @@ -0,0 +1,30 @@ +style = dict(style_name = 'charles', + base_mpl_style= 'fast', + marketcolors = {'candle' : {'up':'#006340', 'down':'#a02128'}, + 'edge' : {'up':'#006340', 'down':'#a02128'}, + 'wick' : {'up':'#006340', 'down':'#a02128'}, + 'ohlc' : {'up':'#006340', 'down':'#a02128'}, + 'volume' : {'up':'#007a00', 'down':'#d50d18'}, + 'vcdopcod': True, # Volume Color Depends On Price Change On Day + 'alpha' : 1.0, + }, + mavcolors = ['#ef5714','#ef5714','#9f4878','#9f4878'], + y_on_right = True, + gridcolor = '#a0a0a0', + gridstyle = '--', + facecolor = 'w', + rc = [ ('axes.edgecolor' , 'white' ), + ('axes.linewidth' , 1.5 ), + ('axes.labelsize' , 'large' ), + ('axes.labelweight', 'semibold'), + ('axes.grid' , True ), + ('axes.grid.axis' , 'y' ), + ('grid.linewidth' , 0.4 ), + ('lines.linewidth' , 2.0 ), + ('font.weight' , 'medium' ), + ('font.size' , 10.0 ), + ('figure.titlesize', 'x-large' ), + ('figure.titleweight','semibold'), + ], + base_mpf_style= 'charles' + ) diff --git a/src/mplfinance/_styledata/checkers.py b/src/mplfinance/_styledata/checkers.py new file mode 100644 index 00000000..7c864f18 --- /dev/null +++ b/src/mplfinance/_styledata/checkers.py @@ -0,0 +1,25 @@ +style = {'base_mpl_style': 'ggplot', + 'marketcolors' : {'candle': {'up': '#000000', 'down': '#ff0000'}, + 'edge' : {'up': '#000000', 'down': '#ff0000'}, + 'wick' : {'up': '#606060', 'down': '#606060'}, + 'ohlc' : {'up': '#000000', 'down': '#ff0000'}, + 'volume': {'up': '#6f6f6f', 'down': '#ff4040'}, + 'vcdopcod' : False, + 'alpha' : 0.9}, + 'mavcolors' : None, + 'facecolor' : 'w', + 'gridcolor' : '#c0c0c0', + 'gridstyle' : '-', + 'y_on_right' : True, + 'rc' : {'axes.grid.axis': 'both', + 'axes.grid' : True, + 'axes.edgecolor': '#c0c0c0', + 'axes.labelcolor': 'k', + 'ytick.color' : 'k', + 'xtick.color' : 'k', + 'lines.markeredgecolor': 'k', + 'patch.force_edgecolor': True, + 'figure.titlesize' : 'x-large', + 'figure.titleweight' : 'semibold', + }, + 'base_mpf_style': 'checkers'} diff --git a/src/mplfinance/_styledata/classic.py b/src/mplfinance/_styledata/classic.py new file mode 100644 index 00000000..0a2fe461 --- /dev/null +++ b/src/mplfinance/_styledata/classic.py @@ -0,0 +1,28 @@ +style = dict(style_name = 'classic', + base_mpl_style= 'fast', + marketcolors = {'candle' : {'up':'w', 'down':'k'}, + 'edge' : {'up':'k', 'down':'k'}, + 'wick' : {'up':'k', 'down':'k'}, + 'ohlc' : {'up':'k', 'down':'k'}, + 'volume' : {'up':'#181818', 'down':'#181818'}, + 'vcedge' : {'up':'#181818', 'down':'#181818'}, + 'vcdopcod': False, # Volume Color is Per Price Change On Day + 'alpha' : 0.9, + }, + mavcolors = ['#1a1a1a','#262626','#333333','#404040'], + y_on_right = True, + gridcolor = '#cccccc', + gridstyle = '--', + facecolor = 'w', + rc = [ ('axes.edgecolor' , 'black' ), + ('axes.linewidth' , 1.5 ), + ('axes.labelsize' , 'large' ), + ('axes.labelweight', 'semibold'), + ('lines.linewidth' , 2.0 ), + ('font.weight' , 'medium' ), + ('font.size' , 12.0 ), + ('figure.titlesize', 'x-large' ), + ('figure.titleweight','semibold'), + ], + base_mpf_style= 'classic' + ) diff --git a/src/mplfinance/_styledata/default.py b/src/mplfinance/_styledata/default.py new file mode 100644 index 00000000..7e2690ad --- /dev/null +++ b/src/mplfinance/_styledata/default.py @@ -0,0 +1,29 @@ +style = dict(style_name = 'default', + base_mpl_style= 'seaborn-darkgrid', + marketcolors = {'candle' : {'up':'w', 'down':'k'}, + 'edge' : {'up':'k', 'down':'k'}, + 'wick' : {'up':'k', 'down':'k'}, + 'ohlc' : {'up':'k', 'down':'k'}, + 'volume' : {'up':'#1f77b4', 'down':'#1f77b4'}, + 'vcedge' : {'up':'#1f77b4', 'down':'#1f77b4'}, + 'vcdopcod': False, # Volume Color is Per Price Change On Day + 'alpha' : 0.9, + }, + mavcolors = ['#40e0d0','#ff00ff','#ffd700','#1f77b4', + '#ff7f0e','#2ca02c','#e377c2'], + y_on_right = False, + gridcolor = None, + gridstyle = None, + facecolor = '#DCE3EF', + rc = [ ('axes.edgecolor' , 'black' ), + ('axes.linewidth' , 1.5 ), + ('axes.labelsize' , 'large' ), + ('axes.labelweight', 'semibold'), + ('lines.linewidth' , 2.0 ), + ('font.weight' , 'medium' ), + ('font.size' , 12.0 ), + ('figure.titlesize', 'x-large' ), + ('figure.titleweight','semibold'), + ], + base_mpf_style= 'default' + ) diff --git a/src/mplfinance/_styledata/ibd.py b/src/mplfinance/_styledata/ibd.py new file mode 100644 index 00000000..c233f885 --- /dev/null +++ b/src/mplfinance/_styledata/ibd.py @@ -0,0 +1,38 @@ +style = dict(style_name = 'ibd', + base_mpl_style= 'fast', + marketcolors = {'candle' : {'up':'#2A3FE5', 'down':'#DB39AD'}, + 'edge' : {'up':'#2A3FE5', 'down':'#DB39AD'}, + 'wick' : {'up':'#2A3FE5', 'down':'#DB39AD'}, + 'ohlc' : {'up':'#2A3FE5', 'down':'#DB39AD'}, + 'volume' : {'up':'#2A3FE5', 'down':'#DB39AD'}, + 'vcedge' : {'up':'#2A3FE5', 'down':'#DB39AD'}, + 'vcdopcod': True, # Volume Color is Per Price Change On Day + 'alpha' : 1.0, + }, + mavcolors = ['green','red','black','blue'], + y_on_right = True, + gridcolor = None, + gridstyle = None, + facecolor = None, + rc = [ ('axes.titlesize', 8), + ('axes.labelsize', 8) , + ('lines.linewidth', 3), + ('lines.markersize', 4), + ('ytick.left', False), + ('ytick.right', True), + ('ytick.labelleft', False), + ('ytick.labelright', True), + ('xtick.labelsize', 6), + ('ytick.labelsize', 7), + ('axes.linewidth', 0.8), + ('grid.alpha', 0.2), + ('axes.grid' , True ), + ('axes.grid.axis' , 'y' ), + ('grid.color' , '#b0b0b0' ), + ('grid.linestyle' , 'solid' ), + ('grid.linewidth' , 0.8 ), + ('figure.titlesize', 'x-large' ), + ('figure.titleweight','semibold'), + ], + base_mpf_style= 'ibd' + ) diff --git a/src/mplfinance/_styledata/kenan.py b/src/mplfinance/_styledata/kenan.py new file mode 100644 index 00000000..98ed0620 --- /dev/null +++ b/src/mplfinance/_styledata/kenan.py @@ -0,0 +1,33 @@ +style = { 'style_name': 'kenan', + 'base_mpl_style': 'seaborn-darkgrid', + 'marketcolors': { 'candle': {'up': 'k', 'down': 'r'}, + 'edge': {'up': 'k', 'down': 'r'}, + 'wick': {'up': 'k', 'down': 'r'}, + 'ohlc': {'up': 'k', 'down': 'k'}, + 'volume': {'up': '#1f77b4', 'down': '#1f77b4'}, + 'vcedge': {'up': '#1f77b4', 'down': '#1f77b4'}, + 'vcdopcod': False, + 'alpha': 0.9, + 'hollow': 'w'}, + 'mavcolors': [ '#40e0d0', + '#ff00ff', + '#ffd700', + '#1f77b4', + '#ff7f0e', + '#2ca02c', + '#e377c2'], + 'y_on_right': False, + 'gridcolor': None, + 'gridstyle': None, + 'facecolor': '#DCE3EF', + 'rc': [ ('axes.edgecolor', 'black'), + ('axes.linewidth', 1.5), + ('axes.labelsize', 'large'), + ('axes.labelweight', 'semibold'), + ('lines.linewidth', 2.0), + ('font.weight', 'medium'), + ('font.size', 12.0), + ('figure.titlesize', 'x-large' ), + ('figure.titleweight','semibold'), + ], + 'base_mpf_style': 'default'} diff --git a/src/mplfinance/_styledata/mike.py b/src/mplfinance/_styledata/mike.py new file mode 100644 index 00000000..ef026e24 --- /dev/null +++ b/src/mplfinance/_styledata/mike.py @@ -0,0 +1,36 @@ +style = dict(style_name = 'mike', + base_mpl_style= 'dark_background', + marketcolors = {'candle' : {'up':'#000000', 'down':'#0080ff'}, + 'edge' : {'up':'#ffffff', 'down':'#0080ff'}, + 'wick' : {'up':'#ffffff', 'down':'#ffffff'}, + 'ohlc' : {'up':'#ffffff', 'down':'#ffffff'}, + 'volume' : {'up':'#7189aa', 'down':'#7189aa'}, + 'vcdopcod': False, # Volume Color Depends On Price Change On Day + 'alpha' : 1.0, + }, + mavcolors = ['#ec009c','#78ff8f','#fcf120'], + y_on_right = True, + gridcolor = None, + gridstyle = None, + facecolor = None, + rc = [ ('axes.edgecolor' , 'white' ), + ('axes.linewidth' , 1.5 ), + ('axes.labelsize' , 'large' ), + ('axes.labelweight', 'semibold'), + ('axes.grid' , True ), + ('axes.grid.axis' , 'both' ), + ('axes.grid.which' , 'major' ), + ('grid.alpha' , 0.9 ), + ('grid.color' , '#b0b0b0' ), + ('grid.linestyle' , '--' ), + ('grid.linewidth' , 0.8 ), + ('figure.facecolor', '#0a0a0a' ), + ('patch.linewidth' , 1.0 ), + ('lines.linewidth' , 1.0 ), + ('font.weight' , 'medium' ), + ('font.size' , 10.0 ), + ('figure.titlesize', 'x-large' ), + ('figure.titleweight','semibold'), + ], + base_mpf_style= 'mike' + ) diff --git a/src/mplfinance/_styledata/nightclouds.py b/src/mplfinance/_styledata/nightclouds.py new file mode 100644 index 00000000..2507d12e --- /dev/null +++ b/src/mplfinance/_styledata/nightclouds.py @@ -0,0 +1,23 @@ +style = dict(style_name = 'nightclouds', + base_mpl_style='dark_background', + marketcolors = {'candle' : {'up':'w', 'down':'#0095ff'}, + 'edge' : {'up':'w', 'down':'#0095ff'}, + 'wick' : {'up':'w', 'down':'w'}, + 'ohlc' : {'up':'w', 'down':'w'}, + 'volume' : {'up':'w', 'down':'#0095ff'}, + 'vcdopcod': False, + 'alpha' : 1.0, + }, + mavcolors = ['#40e0d0','#ff00ff','#ffd700','#1f77b4', + '#ff7f0e','#2ca02c','#e377c2'], + y_on_right = False, + facecolor = '#0b0b0b', + gridcolor = '#999999', + gridstyle = '--', + rc = [('patch.linewidth' , 1.0 ), + ('lines.linewidth' , 1.0 ), + ('figure.titlesize', 'x-large' ), + ('figure.titleweight','semibold'), + ], + base_mpf_style='nightclouds', + ) diff --git a/src/mplfinance/_styledata/sas.py b/src/mplfinance/_styledata/sas.py new file mode 100644 index 00000000..e88e310a --- /dev/null +++ b/src/mplfinance/_styledata/sas.py @@ -0,0 +1,4 @@ +# style sas is just an abbreviation for starsandstripes: + +from mplfinance._styledata import starsandstripes +style = starsandstripes.style diff --git a/src/mplfinance/_styledata/starsandstripes.py b/src/mplfinance/_styledata/starsandstripes.py new file mode 100644 index 00000000..40d9cee5 --- /dev/null +++ b/src/mplfinance/_styledata/starsandstripes.py @@ -0,0 +1,23 @@ +style = {'base_mpl_style': 'fast', + 'marketcolors': {'candle': {'up': '#082865', 'down': '#ae0019'}, + 'edge' : {'up': '#082865', 'down': '#ae0019'}, + 'wick' : {'up': '#082865', 'down': '#ae0019'}, + 'ohlc' : {'up': '#082865', 'down': '#ae0019'}, + 'volume': {'up': '#082865', 'down': '#ae0019'}, + 'vcdopcod': False, + 'alpha': 0.9}, + 'mavcolors': None, + 'facecolor': None, + 'gridcolor': None, + 'gridstyle': None, + 'y_on_right': True, + 'rc': {'axes.edgecolor': '#082865', + 'axes.grid' : True, + 'axes.grid.axis': 'y', + 'grid.color' : '#082865', + 'grid.linestyle': '--', + 'figure.titlesize' :'x-large', + 'figure.titleweight':'semibold', + }, + 'base_mpf_style': 'starsandstripes' + } diff --git a/src/mplfinance/_styledata/tradingview.py b/src/mplfinance/_styledata/tradingview.py new file mode 100644 index 00000000..10c6f722 --- /dev/null +++ b/src/mplfinance/_styledata/tradingview.py @@ -0,0 +1,27 @@ +style = dict(style_name = 'tradingview', + base_mpl_style= 'fast', + marketcolors = {'candle' : {'up': '#26a69a', 'down': '#ef5350'}, + 'edge' : {'up': '#26a69a', 'down': '#ef5350'}, + 'wick' : {'up': '#26a69a', 'down': '#ef5350'}, + 'ohlc' : {'up': '#26a69a', 'down': '#ef5350'}, + 'volume' : {'up': '#26a69a', 'down': '#ef5350'}, + 'vcedge' : {'up': 'white' , 'down': 'white' }, + 'vcdopcod' : False, + 'alpha' : 1.0, + 'volume_alpha': 0.65, + }, + #scale_width_adjustment = { 'volume': 0.8 }, + mavcolors = ['#2962ff','#2962ff',], + y_on_right = True, + gridcolor = None, + gridstyle = '--', + facecolor = None, + rc = [ ('axes.grid','True'), + ('axes.edgecolor' , 'grey' ), + ('axes.titlecolor','red'), + ('figure.titlesize', 'x-large' ), + ('figure.titleweight','semibold'), + ('figure.facecolor', 'white' ), + ], + base_mpf_style = 'tradingview' + ) diff --git a/src/mplfinance/_styledata/yahoo.py b/src/mplfinance/_styledata/yahoo.py new file mode 100644 index 00000000..b7d892a5 --- /dev/null +++ b/src/mplfinance/_styledata/yahoo.py @@ -0,0 +1,22 @@ +style = {'base_mpl_style': 'fast', + 'marketcolors' : {'candle': {'up': '#00b060', 'down': '#fe3032'}, + 'edge' : {'up': '#00b060', 'down': '#fe3032'}, + 'wick' : {'up': '#606060', 'down': '#606060'}, + 'ohlc' : {'up': '#00b060', 'down': '#fe3032'}, + 'volume': {'up': '#4dc790', 'down': '#fd6b6c'}, + 'vcdopcod' : True, + 'alpha' : 0.9}, + 'mavcolors' : None, + 'facecolor' : '#fafafa', + 'gridcolor' : '#d0d0d0', + 'gridstyle' : '-', + 'y_on_right' : True, + 'rc' : {'axes.labelcolor': '#101010', + 'axes.edgecolor' : 'f0f0f0', + 'axes.grid.axis' : 'y', + 'ytick.color' : '#101010', + 'xtick.color' : '#101010', + 'figure.titlesize': 'x-large', + 'figure.titleweight':'semibold', + }, + 'base_mpf_style': 'yahoo'} diff --git a/src/mplfinance/_styles.py b/src/mplfinance/_styles.py new file mode 100644 index 00000000..9e2b460a --- /dev/null +++ b/src/mplfinance/_styles.py @@ -0,0 +1,395 @@ +import matplotlib.pyplot as plt +import copy +import pprint +import os.path as path + +from mplfinance._arg_validators import _process_kwargs, _validate_vkwargs_dict +from mplfinance._styledata import _styles +from mplfinance._helpers import _mpf_is_color_like + + +def _get_mpfstyle(style): + ''' + Return a copy of the specified pre-defined mpfstyle. We return + a copy, because returning the original will effectively return + a pointer which allows style's definition to be modified. + ''' + return copy.deepcopy(_styles[style]) + +def _apply_mpfstyle(style): + + plt.style.use('default') + + if style['base_mpl_style'] == 'seaborn-darkgrid': + # deal with deprecation of old seaborn-darkgrid: + try: + plt.style.use('seaborn-v0_8-darkgrid') + style['base_mpl_style'] = 'seaborn-v0_8-darkgrid' + except: + plt.style.use(style['base_mpl_style']) + elif style['base_mpl_style'] is not None: + plt.style.use(style['base_mpl_style']) + + if style['rc'] is not None: + plt.rcParams.update(style['rc']) + + if style['facecolor'] is not None: + plt.rcParams.update({'axes.facecolor' : style['facecolor'] }) + + if 'edgecolor' in style and style['edgecolor'] is not None: + plt.rcParams.update({'axes.edgecolor' : style['edgecolor'] }) + + if 'figcolor' in style and style['figcolor'] is not None: + plt.rcParams.update({'figure.facecolor' : style['figcolor'] }) + plt.rcParams.update({'savefig.facecolor': style['figcolor'] }) + + explicit_grid = False + if style['gridcolor'] is not None: + explicit_grid = True + plt.rcParams.update({'grid.color' : style['gridcolor'] }) + + if style['gridstyle'] is not None: + explicit_grid = True + plt.rcParams.update({'grid.linestyle' : style['gridstyle'] }) + + plt.rcParams.update({'axes.grid.axis' : 'both' }) + if 'gridaxis' in style and style['gridaxis'] is not None: + gax = style['gridaxis'] + explicit_grid = True + if gax == 'horizontal'[0:len(gax)]: + plt.rcParams.update({'axes.grid.axis' : 'y' }) + elif gax == 'vertical'[0:len(gax)]: + plt.rcParams.update({'axes.grid.axis' : 'x' }) + + if explicit_grid: + plt.rcParams.update({'axes.grid' : True }) + + +def _valid_make_mpf_style_kwargs(): + vkwargs = { + 'base_mpf_style': { 'Default' : None, + 'Description' : 'mplfinance style to use as base of new mplfinance style', + 'Validator' : lambda value: value in _styles.keys() }, + + 'base_mpl_style': { 'Default' : None, + 'Description' : 'matplotlib style to use as base of new mplfinance style', + 'Validator' : lambda value: isinstance(value,(str,list))}, # and is in plt.style.available + + 'marketcolors' : { 'Default' : None, + 'Description' : 'market colors object, from `mpf.make_market_colors()`', + 'Validator' : lambda value: isinstance(value,dict) }, + + 'mavcolors' : { 'Default' : None, + 'Description' : 'sequence of colors to use for moving averages', + 'Validator' : lambda value: isinstance(value,list) }, # TODO: all([_mpf_is_color_like(v) for v in value.values()]) + + + 'facecolor' : { 'Default' : None, + 'Description' : 'background color for Axes', + 'Validator' : lambda value: isinstance(value,str) }, + + 'edgecolor' : { 'Default' : None, + 'Description' : 'edge color for Axes', + 'Validator' : lambda value: isinstance(value,str) }, + + 'figcolor' : { 'Default' : None, + 'Description' : 'background color for Figure.', + 'Validator' : lambda value: isinstance(value,str) }, + + 'gridcolor' : { 'Default' : None, + 'Description' : 'color for grid lines', + 'Validator' : lambda value: isinstance(value,str) }, + + 'gridstyle' : { 'Default' : None, + 'Description' : "grid line style ('-', '--', '-.', ':', '', offset, on-off-seq)."+ + " (see also: https://matplotlib.org/stable/gallery/lines_bars_and_markers/linestyles.html)", + 'Validator' : lambda value: isinstance(value,str) }, + + 'gridaxis' : { 'Default' : None, + 'Description' : "grid lines 'vertical', 'horizontal', or 'both'", + 'Validator' : lambda value: value in [ 'vertical'[0:len(value)], 'horizontal'[0:len(value)], 'both'[0:len(value)] ] }, + + 'y_on_right' : { 'Default' : None, + 'Description' : 'True|False primary Axes y-ticks and labels on right.', + 'Validator' : lambda value: isinstance(value,bool) }, + + 'rc' : { 'Default' : None, + 'Description' : 'rcparams overrides (dict) (all other rcparams unchanged)', + 'Validator' : lambda value: isinstance(value,dict) }, + + 'legacy_rc' : { 'Default' : None, # Just in case someone depended upon old behavior + 'Description' : 'rcparams to set (dict) (all other rcparams cleared)', + 'Validator' : lambda value: isinstance(value,dict) }, + + 'style_name' : { 'Default' : None, + 'Description' : 'name for this style; useful when calling `mpf.write_style_file(style,filename)`', + 'Validator' : lambda value: isinstance(value,str) }, + + } + + _validate_vkwargs_dict(vkwargs) + + return vkwargs + + +def available_styles(): + return list(_styles.keys()) + +def make_mpf_style( **kwargs ): + config = _process_kwargs(kwargs, _valid_make_mpf_style_kwargs()) + if config['rc'] is not None and config['legacy_rc'] is not None: + raise ValueError('kwargs `rc` and `legacy_rc` may NOT be used together!') + + # ----------- + # March 2021: Found bug that if caller used `base_mpf_style` and `rc` at + # the same time, then the caller's `rc` will completely replace the `rc` + # of `base_mpf_style`. That was never the intention! Rather it should be + # that the caller's `rc` merely adds to and/or modifies the `rc` of the + # `base_mpf_style`. In order to provide a path to "backwards compatibility" + # for users who may have depended on the bug behavior (callers `rc` replaces + # `rc` of `base_mpf_style`) we provide a new kwarg `legacy_rc` which will + # now behave the way that `rc` used to behave. + # ----------- + + if config['base_mpf_style'] is not None: + style = _get_mpfstyle(config['base_mpf_style']) + # Have to handle 'rc' separately, so we don't wipe + # out the 'rc' params in the `base_mpf_style` that + # are not specified in the `make_mpf_style` config: + if config['rc'] is not None: + rc = config['rc'] + del config['rc'] + if isinstance(style['rc'],list): + style['rc'] = dict(style['rc']) + if style['rc'] is None: + style['rc'] = {} + style['rc'].update(rc) + elif config['legacy_rc'] is not None: + config['rc'] = config['legacy_rc'] + del config['legacy_rc'] + update = [ (k,v) for k,v in config.items() if v is not None ] + style.update(update) + else: + style = config + + if style['marketcolors'] is None: + style['marketcolors'] = _styles['default']['marketcolors'] + + return style + +def _valid_mpf_color_spec(value): + 'value must be a color, "inherit"-like, or dict of colors' + return ( _mpf_is_color_like(value) or + ( isinstance(value,str) and value == 'inherit'[0:len(value)]) or + ( isinstance(value,dict) and + all([_mpf_is_color_like(v) for v in value.values()]) + ) + ) + +def _valid_mpf_style(value): + if value in available_styles(): + return True + if not isinstance(value,dict): + return False + if 'marketcolors' not in value: + return False + if not isinstance(value['marketcolors'],dict): + return False + # {'candle': {'up': 'b', 'down': 'g'}, + # 'edge': {'up': 'k', 'down': 'k'}, + # 'wick': {'up': 'k', 'down': 'k'}, + # 'ohlc': {'up': 'k', 'down': 'k'}, + # 'volume': {'up': '#1f77b4', 'down': '#1f77b4'}, + # 'vcedge': {'up': '#1f77b4', 'down': '#1f77b4'}, + # 'vcdopcod': False, + # 'alpha': 0.9} + for item in ('candle','edge','wick','ohlc','volume'): + if item not in value['marketcolors']: + return False + itemcolors = value['marketcolors'][item] + if not isinstance(itemcolors,dict): + return False + if 'up' not in itemcolors or 'down' not in itemcolors: + return False + return True + + +def _valid_make_marketcolors_kwargs(): + vkwargs = { + 'up' : { 'Default' : None, + 'Description' : 'color to indicate up', + 'Validator' : lambda value: _mpf_is_color_like(value) }, + + 'down' : { 'Default' : None, + 'Description' : 'color to indicate down', + 'Validator' : lambda value: _mpf_is_color_like(value) }, + + 'hollow' : { 'Default' : None, + 'Description' : "color for hollow candles (for `type=hollow`)", + 'Validator' : lambda value: _mpf_is_color_like(value) }, + + 'alpha' : { 'Default' : None, + 'Description' : 'opacity 0.0 (transparent) to 1.0 (opaque);'+ + ' applies to candles,renko,pnf (but not ohlc bars)', + 'Validator' : lambda value: (isinstance(value,float) + and 0.0 <= value and 1.0 >= value ) }, + + 'edge' : { 'Default' : None, + 'Description' : 'color of candle edge; may also be "i" or "inherit"'+ + ' to take color from base_mpf_style', + 'Validator' : lambda value: _valid_mpf_color_spec(value) }, + + 'wick' : { 'Default' : None, + 'Description' : "color of candle wick; may be single color,"+ + " or may be dict with keys 'up' and 'down'", + 'Validator' : lambda value: isinstance(value,dict) + or isinstance(value,str) + or _mpf_is_color_like(value) }, + + 'ohlc' : { 'Default' : None, + 'Description' : "color of ohlc bars; may be single color,"+ + " or may be dict with keys 'up' and 'down'", + 'Validator' : lambda value: isinstance(value,dict) + or isinstance(value,str) + or _mpf_is_color_like(value) }, + + 'volume' : { 'Default' : None, + 'Description' : "color of volume bars; may be single color,"+ + " or may be dict with keys 'up' and 'down'", + 'Validator' : lambda value: isinstance(value,dict) + or isinstance(value,str) + or _mpf_is_color_like(value) }, + + 'vcdopcod' : { 'Default' : False, + 'Description' : 'True/False volume color depends on price change from previous day', + 'Validator' : lambda value: isinstance(value,bool) }, + + + 'inherit' : { 'Default' : False, + 'Description' : 'inherit color from base_mpf_style for: edge,volume,ohlc,wick', + 'Validator' : lambda value: isinstance(value,bool) }, + + 'base_mpf_style': { 'Default' : None, + 'Description' : 'mplfinance style market colors as basis for new market colors object', + 'Validator' : lambda value: isinstance(value,str) }, + } + + _validate_vkwargs_dict(vkwargs) + + return vkwargs + + +def make_marketcolors(**kwargs): + ''' + Create a 'marketcolors' dict that is structured as expected + by mplfinance._styles code: + up = color for close >= open + down = color for close < open + edge = color for edge of candlestick; if "inherit" + then edge color will be same as up or down. + wick = color for wick of candlestick; if "inherit" + then wick color will be same as up or down. + alpha = opacity, 0.0 to 1.0, of candlestick face. + ohlc = color of ohlc bars when all the same color; + if ohlc == "inherit" then use up/down colors. + volume = color of volume bars when all the same color; + if volume == "inherit" then use up/down colors. + ''' + + config = _process_kwargs(kwargs, _valid_make_marketcolors_kwargs()) + + if config['base_mpf_style'] is not None: + style = _get_mpfstyle(config['base_mpf_style']) + else: + style = _get_mpfstyle('default') + + marketcolors = style['marketcolors'] + + up = config['up'] + down = config['down'] + if up is not None and down is not None: + marketcolors.update(candle=dict(up=up,down=down)) + elif up is not None: + candle = marketcolors['candle'] + candle.update(up=up) + marketcolors.update(candle=candle) + elif down is not None: + candle = marketcolors['candle'] + candle.update(down=down) + marketcolors.update(down=down) + + def _check_and_set_mktcolor(candle,**kwarg): + if len(kwarg) != 1: + raise ValueError('Expect only ONE kwarg') + key,value = kwarg.popitem() + if isinstance(value,(dict)): + colors = value + elif isinstance(value,str) and value == 'inherit'[0:len(value)]: + colors = candle + else: + colors = dict(up=value, down=value) + for updown in ['up','down']: + if not _mpf_is_color_like(colors[updown]): + err = f'NOT is_color_like() for {key}[\'{updown}\'] = {colors[updown]}' + raise ValueError(err) + return colors + + candle = marketcolors['candle'] + + for kw in ['edge','volume','ohlc','wick']: + # `inherit=True` takes precedence: + if config[kw] is not None or config['inherit'] == True: + if config['inherit'] == True: + kwa = {kw:'i'} + else: + kwa = {kw:config[kw]} + c = _check_and_set_mktcolor(candle,**kwa) + marketcolors.update([(kw,c)]) + + # Keep vcedge in sync with volume so that the auto-darkening + # logic in plotting.py still triggers after custom volume colors + # are applied (fixes issue #676). + if config['volume'] is not None or config['inherit'] == True: + marketcolors['vcedge'] = marketcolors['volume'] + + if config['hollow'] is not None: + marketcolors.update({'hollow':config['hollow']}) + + if config['alpha'] is not None: + marketcolors.update({'alpha':config['alpha']}) + + if config['vcdopcod'] is not None: + marketcolors.update({'vcdopcod':config['vcdopcod']}) + + return marketcolors + +def write_style_file(style,filename): + pp = pprint.PrettyPrinter(indent=4,sort_dicts=False,compact=True) + strl = pp.pformat(style).splitlines() + + if not isinstance(style,dict): + raise TypeError('Specified style must be in `dict` format') + + if path.exists(filename): + print('"'+filename+'" exists.') + answer = input(' Overwrite(Y/N)? ') + a = answer.lower() + if a != 'y' and a != 'yes': + raise FileExistsError + + f = open(filename,'w') + f.write('style = '+strl[0].replace('{','dict(',1).replace("'","",2).replace(':',' =',1)+'\n') + for line in strl[1:-1]: + if "'" in line[0:5]: + f.write(' '+line.replace("'","",2).replace(':',' =',1)+'\n') + else: + f.write(' '+line+'\n') + line = strl[-1] + if "'" in line[0:5]: + line = line.replace("'","",2).replace(':',' =',1)[::-1] + else: + line = line[::-1] + f.write(' '+line.replace('}',')',1)[::-1]+'\n') + f.close() + print('Wrote style file "'+filename+'"') + return diff --git a/src/mplfinance/_utils.py b/src/mplfinance/_utils.py new file mode 100644 index 00000000..024b966e --- /dev/null +++ b/src/mplfinance/_utils.py @@ -0,0 +1,1590 @@ +""" +A collection of utilities for analyzing and plotting financial data. +""" + +import numpy as np +import pandas as pd +import matplotlib.dates as mdates +import datetime + +from itertools import cycle + +from matplotlib import colors as mcolors, pyplot as plt +from matplotlib.patches import Ellipse +from matplotlib.collections import LineCollection, PolyCollection, PatchCollection + +from mplfinance._arg_validators import _process_kwargs, _validate_vkwargs_dict +from mplfinance._arg_validators import _alines_validator, _bypass_kwarg_validation +from mplfinance._arg_validators import _xlim_validator, _is_datelike +from mplfinance._styles import _get_mpfstyle +from mplfinance._helpers import _mpf_to_rgba + +from six.moves import zip + +def _check_input(opens, closes, highs, lows): + """Checks that *opens*, *highs*, *lows* and *closes* have the same length. + NOTE: this code assumes if any value open, high, low, close is + missing (*-1*) they all are missing + + Parameters + ---------- + opens : sequence + sequence of opening values + highs : sequence + sequence of high values + lows : sequence + sequence of low values + closes : sequence + sequence of closing values + + Raises + ------ + ValueError + if the input sequences don't have the same length + if the input sequences don't have NaN is same locations + """ + same_length = len(opens) == len(highs) == len(lows) == len(closes) + if not same_length: + raise ValueError('O,H,L,C must have the same length!') + + o = np.where(np.isnan(opens))[0] + h = np.where(np.isnan(highs))[0] + l = np.where(np.isnan(lows))[0] + c = np.where(np.isnan(closes))[0] + + # First check that they have the same number of NaN: + same_numnans = len(o) == len(h) == len(l) == len(c) + if not same_numnans: + raise ValueError('O,H,L,C must have the same amount of missing data!') + + same_missing = ((o == h).all() and + (o == l).all() and + (o == c).all() + ) + if not same_missing: + raise ValueError('O,H,L,C must have the same missing data!') + + +def _check_and_convert_xlim_configuration(data, config): + ''' + Check, if user entered `xlim` kwarg, if user entered dates + then we may need to convert them to iloc or matplotlib dates. + ''' + if config['xlim'] is None: + return None + + xlim = config['xlim'] + + if not _xlim_validator(xlim): + raise ValueError('Bad xlim configuration #1') + + if all([_is_datelike(dt) for dt in xlim]): + if config['show_nontrading']: + xlim = [ _date_to_mdate(dt) for dt in xlim] + else: + xlim = [ _date_to_iloc_extrapolate(data.index.to_series(),dt) for dt in xlim] + + return xlim + + +def _construct_mpf_collections(ptype,dates,xdates,opens,highs,lows,closes,volumes,config,style): + collections = None + if ptype == 'candle' or ptype == 'candlestick': + collections = _construct_candlestick_collections(xdates, opens, highs, lows, closes, + marketcolors=style['marketcolors'],config=config ) + + elif ptype =='hollow_and_filled': + collections = _construct_hollow_candlestick_collections(xdates, opens, highs, lows, closes, + marketcolors=style['marketcolors'],config=config ) + + elif ptype == 'ohlc' or ptype == 'bars' or ptype == 'ohlc_bars': + collections = _construct_ohlc_collections(xdates, opens, highs, lows, closes, + marketcolors=style['marketcolors'],config=config ) + elif ptype == 'renko': + collections = _construct_renko_collections( + dates, highs, lows, volumes, config['renko_params'], closes, marketcolors=style['marketcolors']) + + elif ptype == 'pnf': + raise ValueError('Plot type="pnf" should no longer come this way!') + + else: + raise TypeError('Unknown ptype="',str(ptype),'"') + + return collections + + +def _calculate_atr(atr_length, highs, lows, closes): + """Calculate the average true range + atr_length : time period to calculate over + all_highs : list of highs + all_lows : list of lows + all_closes : list of closes + """ + if atr_length < 1: + raise ValueError("Specified atr_length may not be less than 1") + elif atr_length >= len(closes): + raise ValueError("Specified atr_length is larger than the length of the dataset: " + str(len(closes))) + atr = 0 + for i in range(len(highs)-atr_length, len(highs)): + high = highs[i] + low = lows[i] + close_prev = closes[i-1] + tr = max(abs(high-low), abs(high-close_prev), abs(low-close_prev)) + atr += tr + return atr/atr_length + +def combine_adjacent(arr): + """Sum like signed adjacent elements + arr : starting array + + Returns + ------- + output: new summed array + indexes: indexes indicating the first + element summed for each group in arr + """ + output, indexes = [], [] + curr_i = 0 + while len(arr) > 0: + curr_sign = arr[0]/abs(arr[0]) + index = 0 + while index < len(arr) and arr[index]/abs(arr[index]) == curr_sign: + index += 1 + output.append(sum(arr[:index])) + indexes.append(curr_i) + curr_i += index + + for _ in range(index): + arr.pop(0) + return output, indexes + +def coalesce_volume_dates(in_volumes, in_dates, indexes): + """Sums volumes between the indexes and ouputs + dates at the indexes + in_volumes : original volume list + in_dates : original dates list + indexes : list of indexes + + Returns + ------- + volumes: new volume array + dates: new dates array + """ + volumes, dates = [], [] + for i in range(len(indexes)): + dates.append(in_dates[indexes[i]]) + to_sum_to = indexes[i+1] if i+1 < len(indexes) else len(in_volumes) + volumes.append(sum(in_volumes[indexes[i]:to_sum_to])) + return volumes, dates + + +def _updown_colors(upcolor,downcolor,opens,closes,use_prev_close=False): + # ----------------------------------------------------- + # Note that `nan` values result in `opn < cls` == False + # In other words, nans don't get plotted by collections + # but this function will choose DOWN COLOR for nans. + # ----------------------------------------------------- + if upcolor == downcolor: + return [upcolor]*len(opens) + cmap = {True : upcolor, False : downcolor} + if not use_prev_close: + return [ cmap[opn < cls] for opn,cls in zip(opens,closes) ] + else: + first = cmap[opens[0] < closes[0]] + _list = [ cmap[pre < cls] for cls,pre in zip(closes[1:], closes) ] + return [first] + _list + +def _make_updown_color_list(key,marketcolors,opens,closes,overrides=None): + length = len(opens) + ups = [marketcolors[key][ 'up' ]]*length + downs = [marketcolors[key]['down']]*length + if overrides is not None: + for ix,mco in enumerate(overrides): + if mco is None: continue + if mcolors.is_color_like(mco): + ups[ix] = mco + downs[ix] = mco + else: # assume it is correctly a marketcolors object (dict) + ups[ix] = mco[key][ 'up' ] + downs[ix] = mco[key]['down'] + return [ups[ix] if opens[ix] < closes[ix] else downs[ix] for ix in range(length)] + + +def _updownhollow_colors(upcolor,downcolor,hollowcolor,opens,closes): + if upcolor == downcolor: + return upcolor + umap = {True : hollowcolor, False : upcolor } + dmap = {True : hollowcolor, False : downcolor} + first = umap[closes[0] > opens[0]] + _list = [ umap[cls > opn] if cls > cls0 else dmap[cls > opn] for cls0,opn,cls in zip(closes[0:-1],opens[1:],closes[1:]) ] + return [first] + _list + + +def _date_to_iloc(dtseries,date): + '''Convert a `date` to a location, given a date series w/a datetime index. + If `date` does not exactly match a date in the series then interpolate between two dates. + If `date` is outside the range of dates in the series, then raise an exception + . + ''' + d1s = dtseries.loc[date:] + if len(d1s) < 1: + sdtrange = str(dtseries[0])+' to '+str(dtseries[-1]) + raise ValueError('User specified line date "'+str(date)+'" is beyond (greater than) range of plotted data ('+sdtrange+').') + d1 = d1s.index[0] + d2s = dtseries.loc[:date] + if len(d2s) < 1: + sdtrange = str(dtseries[0])+' to '+str(dtseries[-1]) + raise ValueError('User specified line date "'+str(date)+'" is before (less than) range of plotted data ('+sdtrange+').') + d2 = dtseries.loc[:date].index[-1] + # If there are duplicate dates in the series, for example in a renko plot + # then .get_loc(date) will return a slice containing all the dups, so: + loc1 = dtseries.index.get_loc(d1) + if isinstance(loc1,slice): loc1 = loc1.start + loc2 = dtseries.index.get_loc(d2) + if isinstance(loc2,slice): loc2 = loc2.stop - 1 + return (loc1+loc2)/2.0 + +def _date_to_iloc_linear(dtseries,date,trace=False): + '''Find the location of a date using linear extrapolation. + Use the endpoints of `dtseries` to calculate the slope + and yintercept for the line: + iloc = (slope)*(dtseries) + (yintercept) + Then use them to calculate the location of `date` + ''' + d1 = _date_to_mdate(dtseries.index[0]) + d2 = _date_to_mdate(dtseries.index[-1]) + + if trace: print('d1,d2=',d1,d2) + i1 = 0.0 + i2 = len(dtseries) - 1.0 + if trace: print('i1,i2=',i1,i2) + + slope = (i2 - i1) / (d2 - d1) + yitrcpt1 = i1 - (slope*d1) + if trace: print('slope,yitrcpt=',slope,yitrcpt1) + yitrcpt2 = i2 - (slope*d2) + if trace: print('slope,yitrcpt=',slope,yitrcpt2) + if yitrcpt1 != yitrcpt2: + print('WARNING: yintercepts NOT equal!!!(',yitrcpt1,yitrcpt2,')') + yitrcpt = (yitrcpt1 + yitrcpt2) / 2.0 + else: + yitrcpt = yitrcpt1 + return (slope * _date_to_mdate(date)) + yitrcpt + +def _date_to_iloc_5_7ths(dtseries,date,direction,trace=False): + first = _date_to_mdate(dtseries.index[0]) + last = _date_to_mdate(dtseries.index[-1]) + avg_days_between_points = (last - first)/float(len(dtseries)) + if avg_days_between_points < 0.33: # intraday (not daily) + return None + if direction == 'forward': + delta = _date_to_mdate(date) - _date_to_mdate(dtseries.index[-1]) + loc_5_7ths = len(dtseries) - 1 + (5/7.)*delta + elif direction == 'backward': + delta = _date_to_mdate(dtseries.index[0]) - _date_to_mdate(date) + loc_5_7ths = - (5./7.)*delta + else: + raise ValueError('_date_to_iloc_5_7ths got BAD direction value='+str(direction)) + return loc_5_7ths + +def _date_to_iloc_extrapolate(dtseries,date): + '''Convert a `date` to a location, given a date series w/a datetime index. + If `date` does not exactly match a date in the series then interpolate between two dates. + If `date` is outside the range of dates in the series, then extrapolate: + Extrapolation results in increased error as the distance of the extrapolation increases. + We have two methods to extrapolate: + (1) Determine a linear equation based on the data provided in `dtseries`, + and use that equation to calculate the location for the date. + (2) Multiply by 5/7 the number of days between the edge date of dtseries and the + date for which we are requesting a location. + THIS ASSUMES DAILY data AND a 5 DAY TRADING WEEK. + Empirical observation (scratch_pad/date_to_iloc_extrapolation.ipynb) shows that + the systematic error of these two methods tends to be in opposite directions: + taking the average of the two methods reduces systematic errorr: However, + since method (2) applies only to DAILY data, we take the average of the two + methods only for daily data. For intraday data we use only method (1). + ''' + + d1s = dtseries.loc[date:] + if len(d1s) < 1: + # extrapolate forward: + loc_linear = _date_to_iloc_linear(dtseries,date) + loc_5_7ths = _date_to_iloc_5_7ths(dtseries,date,'forward') + if loc_5_7ths is not None: + return (loc_linear + loc_5_7ths)/2.0 + else: + return loc_linear + d1 = d1s.index[0] + d2s = dtseries.loc[:date] + if len(d2s) < 1: + # extrapolate backward: + loc_linear = _date_to_iloc_linear(dtseries,date) + loc_5_7ths = _date_to_iloc_5_7ths(dtseries,date,'backward') + if loc_5_7ths is not None: + return (loc_linear + loc_5_7ths)/2.0 + else: + return loc_linear + # Below here we *interpolate* (not extrapolate) + d2 = dtseries.loc[:date].index[-1] + # If there are duplicate dates in the series, for example in a renko plot + # then .get_loc(date) will return a slice containing all the dups, so: + loc1 = dtseries.index.get_loc(d1) + if isinstance(loc1,slice): loc1 = loc1.start + loc2 = dtseries.index.get_loc(d2) + if isinstance(loc2,slice): loc2 = loc2.stop - 1 + return (loc1+loc2)/2.0 + + +def _date_to_mdate(date): + if isinstance(date,str): + pydt = pd.to_datetime(date).to_pydatetime() + elif isinstance(date,pd.Timestamp): + pydt = date.to_pydatetime() + elif isinstance(date,(datetime.datetime,datetime.date)): + pydt = date + else: + return None + return mdates.date2num(pydt) + +def _convert_segment_dates(segments,dtindex): + ''' + Convert line segment dates to matplotlib dates + Inputted segment dates may be: pandas-parseable date-time string, pandas timestamp, + or a python datetime or date, or (if dtindex is not None) integer index + A "segment" is a "sequence of lines", + see: https://matplotlib.org/api/collections_api.html#matplotlib.collections.LineCollection + ''' + #import pdb + #pdb.set_trace() + if dtindex is not None: + dtseries = dtindex.to_series() + converted = [] + for line in segments: + new_line = [] + for dt,value in line: + if dtindex is not None: + date = _date_to_iloc(dtseries,dt) + else: + date = _date_to_mdate(dt) + if date is None: + raise TypeError('NON-DATE in segment line='+str(line)) + new_line.append((date,value)) + converted.append(new_line) + return converted + +def _valid_renko_kwargs(): + ''' + Construct and return the "valid renko kwargs table" for the mplfinance.plot(type='renko') + function. A valid kwargs table is a `dict` of `dict`s. The keys of the outer dict are + the valid key-words for the function. The value for each key is a dict containing 3 + specific keys: "Default", "Description" and "Validator" with the following values: + "Default" - The default value for the kwarg if none is specified. + "Description" - The description for the kwarg. + "Validator" - A function that takes the caller specified value for the kwarg, + and validates that it is the correct type, and (for kwargs with + a limited set of allowed values) may also validate that the + kwarg value is one of the allowed values. + ''' + vkwargs = { + 'brick_size' : { 'Default' : 'atr', + 'Description' : 'size of each brick on y-axis (typically price).'+ + ' specify a number, or specify "atr" for average true range.', + 'Validator' : lambda value: isinstance(value,(float,int)) + or value == 'atr' }, + 'atr_length' : { 'Default' : 14, + 'Description' : 'number of periods for atr calculation (if brick size is "atr")', + 'Validator' : lambda value: isinstance(value,int) + or value == 'total' }, + } + + _validate_vkwargs_dict(vkwargs) + + return vkwargs + + +def _valid_pnf_kwargs(): + ''' + Construct and return the "valid pnf kwargs table" for the mplfinance.plot(type='pnf') + function. A valid kwargs table is a `dict` of `dict`s. The keys of the outer dict are + the valid key-words for the function. The value for each key is a dict containing 3 + specific keys: "Default", "Description" and "Validator" with the following values: + "Default" - The default value for the kwarg if none is specified. + "Description" - The description for the kwarg. + "Validator" - A function that takes the caller specified value for the kwarg, + and validates that it is the correct type, and (for kwargs with + a limited set of allowed values) may also validate that the + kwarg value is one of the allowed values. + ''' + def _box_size_validator(v): + if isinstance(v,(float,int)): return True + if v == 'atr': return True + if ( isinstance(v,str) and + v[-1:] == '%' and + v[:-1].replace('.','',1).isdigit() + ) : return True + return False + + vkwargs = { + 'box_size' : { 'Default' : 'atr', + 'Description' : 'size of each box on y-axis (typically price).'+ + ' specify a number, or "atr" for average true range'+ + ' or a string containing a number and "%" for'+ + ' percent of the most recent close price.', + 'Validator' : lambda value: _box_size_validator(value) }, + 'atr_length' : { 'Default' : 'total', + 'Description' : 'number of periods for atr calculation (if box size is "atr")', + 'Validator' : lambda value: isinstance(value,int) + or value == 'total' }, + + 'reversal' : { 'Default' : 3, + 'Description' : 'number of boxes, in opposite direction, needed to reverse'+ + ' a trend (i.e. to start a new column).', + 'Validator' : lambda value: isinstance(value,int) }, + + 'method' : { 'Default' : 'hilo', + 'Description' : 'pricing method:'+ + ' specify "hilo" to use High for X and Low for O'+ + ' or specify "open" or "close" to use only Open or only Close price.', + 'Validator' : lambda value: value in ['hilo','open','close']}, + + 'use_candle_colors': { 'Default' : False, + 'Description' : 'use same colors as candles for given style'+ + ' (instead of PNF colors derived from candle colors).', + 'Validator' : lambda value: isinstance(value,bool) }, + + 'scale_markers': { 'Default' : 1.0, + 'Description' : 'Scale PNF markers larger ( > 1.0) or smaller ( < 1.0)', + 'Validator' : lambda value: isinstance(value,(int,float)) }, + + 'scale_right_padding': {'Default': 1.0, + 'Description' : 'Scale the amount of padding on the right side'+ + ' of the plot. (Padding helps the PnF remain square', + 'Validator' : lambda value: isinstance(value,(int,float)) }, + } + + _validate_vkwargs_dict(vkwargs) + + return vkwargs + + +def _valid_lines_kwargs(): + ''' + Construct and return the "valid lines (hlines,vlines,alines,tlines) kwargs table" + for the mplfinance.plot() `[h|v|a|t]lines=` kwarg functions. + A valid kwargs table is a `dict` of `dict`s. The keys of the outer dict are + the valid key-words for the function. The value for each key is a dict containing 3 + specific keys: "Default", "Description" and "Validator" with the following values: + "Default" - The default value for the kwarg if none is specified. + "Description" - The description for the kwarg. + "Validator" - A function that takes the caller specified value for the kwarg, + and validates that it is the correct type, and (for kwargs with + a limited set of allowed values) may also validate that the + kwarg value is one of the allowed values. + ''' + valid_linestyles = ['-','solid','--','dashed','-.','dashdot',':','dotted',None,' ',''] + vkwargs = { + 'hlines' : { 'Default' : None, + 'Description' : 'Draw one or more HORIZONTAL LINES across entire plot, by'+ + ' specifying a price, or sequence of prices. May also be a dict'+ + ' with key `hlines` specifying a price or sequence of prices, plus'+ + ' one or more of the following keys: `colors`, `linestyle`,'+ + ' `linewidths`, `alpha`.', + 'Validator' : _bypass_kwarg_validation }, + + 'vlines' : { 'Default' : None, + 'Description' : 'Draw one or more VERTICAL LINES across entire plot, by'+ + ' specifying a date[time], or sequence of date[time]. May also'+ + ' be a dict with key `vlines` specifying a date[time] or sequence'+ + ' of date[time], plus one or more of the following keys:'+ + ' `colors`, `linestyle`, `linewidths`, `alpha`.', + 'Validator' : _bypass_kwarg_validation }, + + 'alines' : { 'Default' : None, + 'Description' : 'Draw one or more ARBITRARY LINES anywhere on the plot, by'+ + ' specifying a sequence of two or more date/price pairs, or by'+ + ' specifying a sequence of sequences of two or more date/price pairs.'+ + ' May also be a dict with key `alines` (as date/price pairs described above),'+ + ' plus one or more of the following keys:'+ + ' `colors`, `linestyle`, `linewidths`, `alpha`.', + 'Validator' : _bypass_kwarg_validation }, + + 'tlines' : { 'Default' : None, + 'Description' : 'Draw one or more TREND LINES by specifying one or more pairs of date[times]'+ + ' between which each trend line should be drawn. May also be a dict with key'+ + ' `tlines` as just described, plus one or more of the following keys:'+ + ' `colors`, `linestyle`, `linewidths`, `alpha`, `tline_use`,`tline_method`.', + 'Validator' : _bypass_kwarg_validation }, + + 'colors' : { 'Default' : None, + 'Description' : 'Color of [hvat]lines (or sequence of colors, if each line to be a different color)', + 'Validator' : lambda value: value is None + or mcolors.is_color_like(value) + or (isinstance(value,(list,tuple)) + and all([mcolors.is_color_like(v) for v in value]) ) }, + + 'linestyle' : { 'Default' : '-', + 'Description' : 'line style of [hvat]lines (or sequence of line styles, if each line to have a different linestyle)', + 'Validator' : lambda value: value is None or value in valid_linestyles or + all([v in valid_linestyles for v in value]) }, + + 'linewidths': { 'Default' : None, + 'Description' : 'line width of [hvat]lines (or sequence of line widths, if each line to have a different width)', + 'Validator' : lambda value: value is None + or isinstance(value,(float,int)) + or all([isinstance(v,(float,int)) for v in value]) }, + + 'alpha': {'Default': 1.0, + 'Description': 'Opacity of [hvat]lines (or sequence of opacities,' + + 'if each line is to have a different opacity)' + + 'float from 0.0 to 1.0 ' + ' (1.0 means fully opaque; 0.0 means transparent.', + 'Validator': lambda value: isinstance(value, (float, int)) + or all([isinstance(v, (float, int)) for v in value])}, + + + 'tline_use' : { 'Default' : 'close', + 'Description' : 'value to use for TREND LINE ("open","high","low","close") or sequence of'+ + ' any combination of "open", "high", "low", "close" to use a average of the'+ + ' specified values to determine the trend line.', + 'Validator' : lambda value: isinstance(value,str) + or (isinstance(value,(list,tuple)) + and all([isinstance(v,str) for v in value]) ) }, + + 'tline_method': { 'Default' : 'point-to-point', + 'Description' : 'method for TREND LINE determination: "point-to-point" or "least-squares"', + 'Validator' : lambda value: value in ['point-to-point','least-squares'] } + } + + _validate_vkwargs_dict(vkwargs) + + return vkwargs + + +def _construct_ohlc_collections(dates, opens, highs, lows, closes, marketcolors=None, config=None): + """Represent the time, open, high, low, close as a vertical line + ranging from low to high. The left tick is the open and the right + tick is the close. + *opens*, *highs*, *lows* and *closes* must have the same length. + NOTE: this code assumes if any value open, high, low, close is + missing (*-1*) they all are missing + + Parameters + ---------- + opens : sequence + sequence of opening values + highs : sequence + sequence of high values + lows : sequence + sequence of low values + closes : sequence + sequence of closing values + marketcolors : dict of colors: 'up', 'down' + + Returns + ------- + ret : list + a list or tuple of matplotlib collections to be added to the axes + """ + + _check_input(opens, highs, lows, closes) + + if marketcolors is None: + mktcolors = _get_mpfstyle('classic')['marketcolors']['ohlc'] + else: + mktcolors = marketcolors['ohlc'] + + rangeSegments = [((dt, low), (dt, high)) for dt, low, high in zip(dates, lows, highs)] + + datalen = len(dates) + + avg_dist_between_points = (dates[-1] - dates[0]) / float(datalen) + + ticksize = config['_width_config']['ohlc_ticksize'] + + # the ticks will be from ticksize to 0 in points at the origin and + # we'll translate these to the date, open location + openSegments = [((dt-ticksize, op), (dt, op)) for dt, op in zip(dates, opens)] + + # the ticks will be from 0 to ticksize in points at the origin and + # we'll translate these to the date, close location + closeSegments = [((dt, close), (dt+ticksize, close)) for dt, close in zip(dates, closes)] + + if mktcolors['up'] == mktcolors['down'] and config['marketcolor_overrides'] is None: + colors = mktcolors['up'] + else: + overrides = config['marketcolor_overrides'] + colors = _make_updown_color_list('ohlc',marketcolors,opens,closes,overrides) + + lw = config['_width_config']['ohlc_linewidth'] + + rangeCollection = LineCollection(rangeSegments, + colors=colors, + linewidths=lw, + ) + + openCollection = LineCollection(openSegments, + colors=colors, + linewidths=lw, + ) + + closeCollection = LineCollection(closeSegments, + colors=colors, + linewidths=lw + ) + + return [rangeCollection, openCollection, closeCollection] + + +def _construct_candlestick_collections(dates, opens, highs, lows, closes, marketcolors=None, config=None): + """Represent the open, close as a bar line and high low range as a + vertical line. + + NOTE: this code assumes if any value open, low, high, close is + missing they all are missing + + + Parameters + ---------- + opens : sequence + sequence of opening values + highs : sequence + sequence of high values + lows : sequence + sequence of low values + closes : sequence + sequence of closing values + marketcolors : dict of colors: up, down, edge, wick, alpha + alpha : float + bar transparency + + Returns + ------- + ret : list + (lineCollection, barCollection) + """ + + _check_input(opens, highs, lows, closes) + + if marketcolors is None: + marketcolors = _get_mpfstyle('classic')['marketcolors'] + + datalen = len(dates) + + avg_dist_between_points = (dates[-1] - dates[0]) / float(datalen) + + delta = config['_width_config']['candle_width'] / 2.0 + + barVerts = [((date - delta, open), + (date - delta, close), + (date + delta, close), + (date + delta, open)) + for date, open, close in zip(dates, opens, closes)] + + rangeSegLow = [((date, low), (date, min(open,close))) + for date, low, open, close in zip(dates, lows, opens, closes)] + + rangeSegHigh = [((date, high), (date, max(open,close))) + for date, high, open, close in zip(dates, highs, opens, closes)] + + rangeSegments = rangeSegLow + rangeSegHigh + + alpha = marketcolors['alpha'] + + overrides = config['marketcolor_overrides'] + faceonly = config['mco_faceonly'] + + colors = _make_updown_color_list('candle',marketcolors,opens,closes,overrides) + colors = [ _mpf_to_rgba(c,alpha) for c in colors ] # include alpha + if faceonly: overrides = None + edgecolor = _make_updown_color_list('edge',marketcolors,opens,closes,overrides) + wickcolor = _make_updown_color_list('wick',marketcolors,opens,closes,overrides) + + lw = config['_width_config']['candle_linewidth'] + + rangeCollection = LineCollection(rangeSegments, + colors=wickcolor, + linewidths=lw, + ) + + barCollection = PolyCollection(barVerts, + facecolors=colors, + edgecolors=edgecolor, + linewidths=lw + ) + + return [rangeCollection, barCollection] + + +def _construct_hollow_candlestick_collections(dates, opens, highs, lows, closes, marketcolors=None, config=None): + """Represent today's open to close as a "bar" line (candle body) + and high low range as a vertical line (candle wick) + + If config['type']=='hollow_and_filled' (hollow and filled candles) then candle edge and + wick color depend on PREVIOUS close to today's close (up or down), and the center of the + candle body (hollow or filled) depends on the today's open to close (up or down). + + NOTE: this code assumes if any value open, low, high, close is + missing they all are missing + + Parameters + ---------- + opens : sequence + sequence of opening values + highs : sequence + sequence of high values + lows : sequence + sequence of low values + closes : sequence + sequence of closing values + marketcolors : dict of colors: up, down, edge, wick, alpha + alpha : float + bar (candle body) transparency + + Returns + ------- + ret : list + (lineCollection, barCollection) + """ + + _check_input(opens, highs, lows, closes) + + if marketcolors is None: + marketcolors = _get_mpfstyle('classic')['marketcolors'] + + datalen = len(dates) + + avg_dist_between_points = (dates[-1] - dates[0]) / float(datalen) + + delta = config['_width_config']['candle_width'] / 2.0 + + barVerts = [((date - delta, open), + (date - delta, close), + (date + delta, close), + (date + delta, open)) + for date, open, close in zip(dates, opens, closes)] + + rangeSegLow = [((date, low), (date, min(open,close))) + for date, low, open, close in zip(dates, lows, opens, closes)] + + rangeSegHigh = [((date, high), (date, max(open,close))) + for date, high, open, close in zip(dates, highs, opens, closes)] + + rangeSegments = rangeSegLow + rangeSegHigh + + alpha = marketcolors['alpha'] + + uc = mcolors.to_rgba(marketcolors['candle'][ 'up' ], alpha) + dc = mcolors.to_rgba(marketcolors['candle']['down'], alpha) + + hc = mcolors.to_rgba(marketcolors['hollow']) if 'hollow' in marketcolors else (0,0,0,0) + + colors = _updownhollow_colors(uc, dc, hc, opens, closes) # for candle body. + + edgecolor = _updown_colors(uc, dc, opens, closes, use_prev_close=True) + + wickcolor = _updown_colors(uc, dc, opens, closes, use_prev_close=True) + + # For hollow candles, we scale the candle linewidth up a little: + lw = 1.25 * config['_width_config']['candle_linewidth'] + + rangeCollection = LineCollection(rangeSegments, + colors=wickcolor, + linewidths=lw, + ) + + barCollection = PolyCollection(barVerts, + facecolors=colors, + edgecolors=edgecolor, + linewidths=lw + ) + + return [rangeCollection, barCollection] + + +def _construct_renko_collections(dates, highs, lows, volumes, config_renko_params, closes, marketcolors=None): + """Represent the price change with bricks + + NOTE: this code assumes if any value open, low, high, close is + missing they all are missing + + Algorithm Explanation + --------------------- + In the first part of the algorithm, we populate the cdiff array + along with adjusting the dates and volumes arrays into the new_dates and + new_volumes arrays. A single date includes a range from no bricks to many + bricks, if a date has no bricks it shall not be included in new_dates, + and if it has n bricks then it will be included n times. Volumes use a + volume cache to save volume amounts for dates that do not have any bricks + before adding the cache to the next date that has at least one brick. + We populate the cdiff array with each close values difference from the + previously created brick divided by the brick size. + + In the second part of the algorithm, we iterate through the values in cdiff + and add 1s or -1s to the bricks array depending on whether the value is + positive or negative. Every time there is a trend change (ex. previous brick is + an upbrick, current brick is a down brick) we draw one less brick to account + for the price having to move the previous bricks amount before creating a + brick in the opposite direction. + + In the final part of the algorithm, we enumerate through the bricks array and + assign up-colors or down-colors to the associated index in the color array and + populate the verts list with each bricks vertice to be used to create the matplotlib + PolyCollection. + + Useful sources: + https://avilpage.com/2018/01/how-to-plot-renko-charts-with-python.html + https://school.stockcharts.com/doku.php?id=chart_analysis:renko + + Parameters + ---------- + dates : sequence + sequence of dates + highs : sequence + sequence of high values + lows : sequence + sequence of low values + config_renko_params : kwargs table (dictionary) + brick_size : size of each brick + atr_length : length of time used for calculating atr + closes : sequence + sequence of closing values + marketcolors : dict of colors: up, down, edge, wick, alpha + + Returns + ------- + ret : list + rectCollection + """ + renko_params = _process_kwargs(config_renko_params, _valid_renko_kwargs()) + if marketcolors is None: + marketcolors = _get_mpfstyle('classic')['marketcolors'] + + brick_size = renko_params['brick_size'] + atr_length = renko_params['atr_length'] + + if brick_size == 'atr': + if atr_length == 'total': + brick_size = _calculate_atr(len(closes)-1, highs, lows, closes) + else: + brick_size = _calculate_atr(atr_length, highs, lows, closes) + else: # is an integer or float + upper_limit = (max(closes) - min(closes)) / 2 + lower_limit = 0.01 * _calculate_atr(len(closes)-1, highs, lows, closes) + if brick_size > upper_limit: + raise ValueError("Specified brick_size may not be larger than (50% of the close price range of the dataset) which has value: "+ str(upper_limit)) + elif brick_size < lower_limit: + raise ValueError("Specified brick_size may not be smaller than (0.01* the Average True Value of the dataset) which has value: "+ str(lower_limit)) + + alpha = marketcolors['alpha'] + + uc = mcolors.to_rgba(marketcolors['candle'][ 'up' ], alpha) + dc = mcolors.to_rgba(marketcolors['candle']['down'], alpha) + euc = mcolors.to_rgba(marketcolors['edge'][ 'up' ], 1.0) + edc = mcolors.to_rgba(marketcolors['edge']['down'], 1.0) + + cdiff = [] # holds the differences between each close and the previously created brick / the brick size + prev_close_brick = closes[0] + volume_cache = 0 # holds the volumes for the dates that were skipped + new_dates = [] # holds the dates corresponding with the index + new_volumes = [] # holds the volumes corresponding with the index. If more than one index for the same day then they all have the same volume. + + for i in range(len(closes)-1): + brick_diff = int((closes[i+1] - prev_close_brick) / brick_size) + if brick_diff == 0: + if volumes is not None: + volume_cache += volumes[i] + continue + + cdiff.extend([int(brick_diff/abs(brick_diff))] * abs(brick_diff)) + if volumes is not None: + new_volumes.extend([volumes[i] + volume_cache] * abs(brick_diff)) + volume_cache = 0 + new_dates.extend([dates[i]] * abs(brick_diff)) + prev_close_brick += brick_diff *brick_size + + bricks = [] # holds bricks, -1 for down bricks, 1 for up bricks + curr_price = closes[0] + + last_diff_sign = 0 # direction the bricks were last going in -1 -> down, 1 -> up + dates_volumes_index = 0 # keeps track of the index of the current date/volume + for diff in cdiff: + + curr_diff_sign = diff/abs(diff) + if last_diff_sign != 0 and curr_diff_sign != last_diff_sign: + last_diff_sign = curr_diff_sign + new_dates.pop(dates_volumes_index) + if volumes is not None: + if dates_volumes_index == len(new_volumes)-1: + new_volumes[dates_volumes_index-1] += new_volumes[dates_volumes_index] + else: + new_volumes[dates_volumes_index+1] += new_volumes[dates_volumes_index] + new_volumes.pop(dates_volumes_index) + continue + last_diff_sign = curr_diff_sign + + if diff > 0: + bricks.extend([1]*abs(diff)) + else: + bricks.extend([-1]*abs(diff)) + dates_volumes_index += 1 + + + verts = [] # holds the brick vertices + colors = [] # holds the facecolors for each brick + edge_colors = [] # holds the edgecolors for each brick + brick_values = [] # holds the brick values for each brick + for index, number in enumerate(bricks): + if number == 1: # up brick + colors.append(uc) + edge_colors.append(euc) + else: # down brick + colors.append(dc) + edge_colors.append(edc) + + curr_price += (brick_size * number) + brick_values.append(curr_price) + + x, y = index, curr_price + + verts.append(( + (x, y), + (x, y+brick_size), + (x+1, y+brick_size), + (x+1, y))) + + useAA = 0, # use tuple here + lw = None + rectCollection = PolyCollection(verts, + facecolors=colors, + antialiaseds=useAA, + edgecolors=edge_colors, + linewidths=lw + ) + calculated_values = dict(dates=new_dates,volumes=new_volumes, + values=brick_values,size=brick_size) + return [rectCollection,], calculated_values + +def _construct_aline_collections(alines, dtix=None): + """construct arbitrary line collections + + Parameters + ---------- + alines : sequence + sequences of segments, which are sequences of lines, + which are sequences of two or more points ( date[time], price ) or (x,y) + + date[time] may be (a) pandas.to_datetime parseable string, + (b) pandas Timestamp, or + (c) python datetime.datetime or datetime.date + + alines may also be a dict, containing + the following keys: + + 'alines' : the same as defined above: sequence of price, or dates, or segments + 'colors' : colors for the above alines + 'linestyle' : line types for the above alines + 'linewidths' : line widths for the above alines + + dtix: date index for the x-axis, used for converting the dates when + x-values are 'evenly spaced integers' (as when skipping non-trading days) + + Returns + ------- + ret : list + lines collections + """ + if alines is None: + return None + + if isinstance(alines,dict): + aconfig = _process_kwargs(alines, _valid_lines_kwargs()) + alines = aconfig['alines'] + else: + aconfig = _process_kwargs({}, _valid_lines_kwargs()) + + alines = _alines_validator(alines, returnStandardizedValue=True) + if alines is None: + raise ValueError('Unable to standardize alines value: '+str(alines)) + + alines = _convert_segment_dates(alines,dtix) + + lw = aconfig['linewidths'] + co = aconfig['colors'] + ls = aconfig['linestyle'] + al = aconfig['alpha'] + lcollection = LineCollection(alines,colors=co,linewidths=lw,linestyles=ls,antialiaseds=(0,),alpha=al) + return lcollection + + +def _construct_hline_collections(hlines,minx,maxx): + """Construct horizontal lines collection + + Parameters + ---------- + hlines : sequence + sequence of [price] values at which to draw horizontal lines + + hlines may also be a dict, containing + the following keys: + + 'hlines' : the same as defined above: sequence of price, or dates, or segments + 'colors' : colors for the above hlines + 'linestyle' : line types for the above hlines + 'linewidths' : line widths for the above hlines + + minx : the minimum value for x for the horizontal line, already converted to `xdates` format + maxx : the maximum value for x for the horizontal line, already converted to `xdates` format + + Returns + ------- + ret : list + lines collections + """ + + if hlines is None: + return None + + #print('_construct_hline_collections() called:', + # '\nhlines=',hlines,'\nminx,maxx=',minx,maxx) + + # hlines do NOT require converting segment dates, because the dates + # are not user-specified, but are from already converted minxdt,maxxdt + + if isinstance(hlines,dict): + hconfig = _process_kwargs(hlines, _valid_lines_kwargs()) + hlines = hconfig['hlines'] + else: + hconfig = _process_kwargs({}, _valid_lines_kwargs()) + + #print('hconfig=',hconfig) + #print('hlines=',hlines) + + lines = [] + if not isinstance(hlines,(list,tuple)): + hlines = [hlines,] # may be a single price value + + for val in hlines: + lines.append( [(minx,val),(maxx,val)] ) + + lw = hconfig['linewidths'] + co = hconfig['colors'] + ls = hconfig['linestyle'] + al = hconfig['alpha'] + lcollection = LineCollection(lines,colors=co,linewidths=lw,linestyles=ls,antialiaseds=(0,),alpha=al) + return lcollection + + +def _construct_vline_collections(vlines,dtix,miny,maxy): + """Construct vertical lines collection + Parameters + ---------- + vlines : sequence + sequence of dates or datetimes at which to draw vertical lines + dates/datetimes may be (a) pandas.to_datetime parseable string, + (b) pandas Timestamp + (c) python datetime.datetime or datetime.date + + vlines may also be a dict, containing + the following keys: + + 'vlines' : the same as defined above: sequence of dates/datetimes + 'colors' : colors for the above vlines + 'linestyle' : line types for the above vlines + 'linewidths' : line widths for the above vlines + + dtix: date index for the x-axis, used for converting the dates when + x-values are 'evenly spaced integers' (as when skipping non-trading days) + + miny : minimum y-value for the vertical line + + maxy : maximum y-value for the vertical line + + Returns + ------- + ret : list + lines collections + """ + + if vlines is None: + return None + + #print('_construct_vline_collections() called:', + # '\nvlines=',vlines, + # '\ndtix=',dtix) + #print('miny,maxy=',miny,maxy) + + if isinstance(vlines,dict): + vconfig = _process_kwargs(vlines, _valid_lines_kwargs()) + vlines = vconfig['vlines'] + else: + vconfig = _process_kwargs({}, _valid_lines_kwargs()) + + #print('vconfig=',vconfig) + #print('vlines=',vlines) + + if not isinstance(vlines,(list,tuple)): + vlines = [vlines,] + + lines = [] + for val in vlines: + lines.append( [(val,miny),(val,maxy)] ) + + lines = _convert_segment_dates(lines,dtix) + + lw = vconfig['linewidths'] + co = vconfig['colors'] + ls = vconfig['linestyle'] + al = vconfig['alpha'] + lcollection = LineCollection(lines,colors=co,linewidths=lw,linestyles=ls,antialiaseds=(0,),alpha=al) + return lcollection + +def _construct_tline_collections(tlines, dtix, dates, opens, highs, lows, closes): + """construct trend line collections + + Parameters + ---------- + tlines : sequence + sequences of pairs of date[time]s + + date[time] may be (a) pandas.to_datetime parseable string, + (b) pandas Timestamp, or + (c) python datetime.datetime or datetime.date + + tlines may also be a dict, containing + the following keys: + + 'tlines' : the same as defined above: sequence of pairs of date[time]s + 'colors' : colors for the above tlines + 'linestyle' : line types for the above tlines + 'linewidths' : line widths for the above tlines + + dtix: date index for the x-axis, used for converting the dates when + x-values are 'evenly spaced integers' (as when skipping non-trading days) + + Returns + ------- + ret : list + lines collections + """ + if tlines is None: + return None + + if isinstance(tlines,dict): + tconfig = _process_kwargs(tlines, _valid_lines_kwargs()) + tlines = tconfig['tlines'] + else: + tconfig = _process_kwargs({}, _valid_lines_kwargs()) + + tline_use = tconfig['tline_use'] + tline_method = tconfig['tline_method'] + + #print('tconfig=',tconfig) + #print('tlines=',tlines) + + # reconstruct the data frame: + df = pd.DataFrame({'open':opens,'high':highs,'low':lows,'close':closes}, + index=pd.DatetimeIndex(mdates.num2date(dates)) ) + df.index = df.index.tz_localize(None) + + # possible `tvalue`s : close,open,high,low,oc_avg,hl_avg,ohlc_avg,hilo + # 'hilo' means high on the up trend, low on the down trend. + # possible `tmethod`s: point-to-point, leastsquares + + def _tline_point_to_point(dfslice,tline_use): + p1 = dfslice.iloc[ 0] + p2 = dfslice.iloc[-1] + x1 = p1.name + y1 = p1[tline_use].mean() + x2 = p2.name + y2 = p2[tline_use].mean() + return ((x1,y1),(x2,y2)) + + def _tline_lsq(dfslice,tline_use): + ''' + This closed-form linear least squares algorithm was taken from: + https://mmas.github.io/least-squares-fitting-numpy-scipy + ''' + si = dfslice[tline_use].mean(axis=1) + s = si.dropna() + if len(s) < 2: + err = 'NOT enough data for Least Squares' + if (len(si) > 2): + err += ', due to presence of NaNs' + raise ValueError(err) + xs = mdates.date2num(s.index.to_pydatetime()) + ys = s.values + a = np.vstack([xs, np.ones(len(xs))]).T + m, b = np.dot(np.linalg.inv(np.dot(a.T,a)), np.dot(a.T,ys)) + x1, x2 = xs[0], xs[-1] + y1 = m*x1 + b + y2 = m*x2 + b + x1, x2 = mdates.num2date(x1).replace(tzinfo=None), mdates.num2date(x2).replace(tzinfo=None) + return ((x1,y1),(x2,y2)) + + if isinstance(tline_use,str): + tline_use = [tline_use,] + tline_use = [ u.lower() for u in tline_use ] + + alines = [] + for d1,d2 in tlines: + dfslice = df.loc[d1:d2] + if len(dfslice) < 2: + dfdr = '\ndf date range: ['+str(df.index[0])+' , '+str(df.index[-1])+']' + raise ValueError('\ntlines date pair ('+str(d1)+','+str(d2)+ + ') too close, or wrong order, or out of range!'+dfdr) + if tline_method == 'least squares' or tline_method == 'least-squares': + p1,p2 = _tline_lsq(dfslice,tline_use) + elif tline_method == 'point-to-point': + p1,p2 = _tline_point_to_point(dfslice,tline_use) + else: + raise ValueError('\nUnrecognized value for `tline_method` = "'+str(tline_method)+'"') + + alines.append((p1,p2)) + + del tconfig['alines'] + alines = dict(alines=alines,**tconfig) + alines['tlines'] = None + + return _construct_aline_collections(alines, dtix) + + +from matplotlib.ticker import Formatter +class IntegerIndexDateTimeFormatter(Formatter): + """ + Formatter for axis that is indexed by integer, where the integers + represent the index location of the datetime object that should be + formatted at that lcoation. This formatter is used typically when + plotting datetime on an axis but the user does NOT want to see gaps + where days (or times) are missing. To use: plot the data against + a range of integers equal in length to the array of datetimes that + you would otherwise plot on that axis. Construct this formatter + by providing the arrange of datetimes (as matplotlib floats). When + the formatter receives an integer in the range, it will look up the + datetime and format it. + + """ + def __init__(self, dates, fmt='%b %d, %H:%M'): + self.dates = dates + self.len = len(dates) + self.fmt = fmt + + def __call__(self, x, pos=0): + #import pdb; pdb.set_trace() + 'Return label for time x at position pos' + # not sure what 'pos' is for: see + # https://matplotlib.org/gallery/ticks_and_spines/date_index_formatter.html + ix = int(np.round(x)) + + if ix >= self.len or ix < 0: + date = None + dateformat = '' + else: + date = self.dates[ix] + dateformat = mdates.num2date(date).strftime(self.fmt) + #print('x=',x,'pos=',pos,'dates[',ix,']=',date,'dateformat=',dateformat) + return dateformat + +def _mscatter(x,y,ax=None, m=None, **kw): + import matplotlib.markers as mmarkers + if not ax: ax=plt.gca() + sc = ax.scatter(x,y,**kw) + if (m is not None) and (len(m)==len(x)): + paths = [] + for marker in m: + if isinstance(marker, mmarkers.MarkerStyle): + marker_obj = marker + else: + marker_obj = mmarkers.MarkerStyle(marker) + path = marker_obj.get_path().transformed( + marker_obj.get_transform()) + paths.append(path) + sc.set_paths(paths) + return sc + + +def _pnf_calculator(indf,boxsize,reverse=3,method='hilo'): + '''Calculate Point and Figure Numbers + + TODO: Support arbitrary column names of OHLC + ''' + + def round_to(n, precision): + correction = 0.5 if n >= 0 else -0.5 + return int( (n/precision)+correction ) * precision + + # indf = df.copy()[df.columns.values] + + # suppliment data with the "box" that each row of data falls into: + + if method == 'hilo': + Xprices = indf.High + Oprices = indf.Low + elif method == 'open': + Xprices = indf.Open + Oprices = indf.Open + elif method == 'close': + Xprices = indf.Close + Oprices = indf.Close + else: + raise ValueError('Bad value for method="'+str(method)+'"') + + # X Boxes: Round down, i.e. truncate, to boxsize: + indf.loc[:,'XBox'] = [(int(x/boxsize))*boxsize for x in Xprices] + + # O Boxes: Round up to boxsize: + indf.loc[:,'OBox'] = [(int(round_to((x+(0.5*boxsize)),boxsize)/boxsize))*boxsize for x in Oprices] + + # Initialize First Column: + + # There are a number of ways to decide whether the first column is up (X) or down (O). + # Initially I tried something that I saw described online: + # If the first day (period) is an up day (close>open) then make the first column up (X). + # The problem with this was sometimes the trend was really the opposite of what the first + # day (period) just happened to be. Next I tried comparing the close of the first two + # days. That had a better shot a being right but still often did not match what I saw + # with PnF charts on Bloomberg or Schwab. Next I tried a "vote" among the first three + # days, seeing whether each day was an up day (Close>Open) or down day (Open>Close). + # Being an odd number of days the "vote" could never be a tie. This worked quite well + # but sometimes did not match Bloomberg. Finally, after close inspection of the cases + # that did not match, I decided to compare the Close of the 3rd day with the Open on the + # 1st day. This technique matched Bloomberg perfectly for all of the approximately ten + # cases that I tested: + + v = indf.iloc[2].Close - indf.iloc[0].Open + xo = 'X' if v > 0 else 'O' + + d0 = indf.index[0] + if xo == 'X': + column = [indf.OBox[d0]-boxsize] + else: + column = [indf.XBox[d0]+boxsize] + xo + pnf = {} + pnf[d0] = column + + # HERE STARTS THE MAIN LOOP: + + column_count = 1 + current_column = pnf[d0] + for d in indf.index[1:]: + current_level = current_column[-1] + new_column = [] + if xo == 'X': + box = indf.XBox[d] + reverse = current_level - 3*boxsize + if box > current_level: + #print(xo,d,'curlev=',current_level,'box=',box,'num=',num) + #print(xo,d,'current_column.1=',current_column) + num = int(round((box-current_level)/boxsize)) + for jj in range(1,num+1): + current_column.append(current_level+(jj*boxsize)) + #print(xo,d,'current_column.2=',current_column) + elif indf.OBox[d] <= reverse: + top = current_level - boxsize + box = indf.OBox[d] + num = int(round((top-box)/boxsize)) + new_column = [top] + for jj in range(1,num+1): + new_column.append(top-(jj*boxsize)) + pnf[d] = new_column + xo = 'O' + current_column = new_column + column_count += 1 + else: # xo = 'O' + box = indf.OBox[d] + #print('d=',d,'box=',box,'current_level=',current_level) + reverse = current_level + 3*boxsize + if round_to(box,1.0*boxsize) < current_level: + #print(xo,d,'curlev=',current_level,'box=',box,'num=',num) + #print(xo,d,'current_column.1=',current_column) + num = int(round((current_level-box)/boxsize)) + for jj in range(1,num+1): + current_column.append(current_level-(jj*boxsize)) + #print(xo,d,'current_column.2=',current_column) + elif indf.XBox[d] >= reverse: + bot = current_level + boxsize + box = indf.XBox[d] + num = int(round((box-bot)/boxsize)) + new_column = [bot] + for jj in range(1,num+1): + new_column.append(bot+(jj*boxsize)) + pnf[d] = new_column + xo = 'X' + current_column = new_column + column_count += 1 + #print('d=',d,'reverse=',reverse) + #if column_count > 4: + # break + return pnf + +def _construct_pnf_scatter(ax,ptype,dates,xdates,opens,highs,lows,closes,volumes,config,style): + """Represent the price change with Xs and Os + + NOTE: this code assumes if any value open, low, high, close is + missing they all are missing + + Algorithm Explanation + --------------------- + In the first part of the algorithm ... + + Useful sources: + https://... + https://... + + Parameters + ---------- + dates : sequence + sequence of dates + highs : sequence + sequence of high values + lows : sequence + sequence of low values + config_pointnfig_params : kwargs table (dictionary) + box_size : size of each box + atr_length : length of time used for calculating atr + closes : sequence + sequence of closing values + marketcolors : dict of colors: up, down, edge, wick, alpha + + Returns + ------- + calculate_values : dict of assorted point-and-figure box calculation results + """ + + # Put the data into a dataframe so easier to work with. + # Someday we may change mplfinance in general to keep the input data in a dataframe. + df = pd.DataFrame(dict(Open=opens,High=highs,Low=lows,Close=closes,Volume=volumes)) + if config['tz_localize']: + df.index = pd.DatetimeIndex(mdates.num2date(dates)).tz_localize(None) + else: + df.index = pd.DatetimeIndex(mdates.num2date(dates)) + df.index.name = 'Date' + + marketcolors=style['marketcolors'] + if marketcolors is None: + marketcolors = _get_mpfstyle('classic')['marketcolors'] + + pointnfig_params = _process_kwargs(config['pnf_params'], _valid_pnf_kwargs()) + + box_size = pointnfig_params['box_size'] + atr_length = pointnfig_params['atr_length'] + reversal = pointnfig_params['reversal'] + method = pointnfig_params['method'] + + if box_size == 'atr': + if atr_length == 'total': + box_size = _calculate_atr(len(closes)-1, df.High, df.Low, df.Close) + else: + box_size = _calculate_atr(atr_length, df.High, df.Low, df.Close) + elif isinstance(box_size,str) and box_size[-1] == '%': + percent = float(box_size[:-1]) + if not (percent > 0 and percent < 50) : + raise ValueError("Specified percent (for box_size) must be > 0. and < 50.") + box_size = (percent/100.) * df.Close.iloc[-1] # percent of last close + else: # is an integer or float + upper_limit = (max(df.Close) - min(df.Close)) / 2 + lower_limit = 0.01 * _calculate_atr(len(df.Close)-1, df.High, df.Low, df.Close) + if box_size > upper_limit: + raise ValueError("Specified box_size may not be larger than [50% of the close"+ + " price range of the dataset] which has value: "+ str(upper_limit)) + elif box_size < lower_limit: + raise ValueError("Specified box_size may not be smaller than [0.01* the Average"+ + " True Value of the dataset) which has value: "+ str(lower_limit)) + + if reversal < 1 or reversal > 9: + raise ValueError("Specified reversal must be an integer in the range [1,9]") + + + pnfd = _pnf_calculator(df,boxsize=box_size,reverse=reversal,method=method) + + yvals = [y for key in pnfd.keys() for y in pnfd[key] ] + + # yval is the bottom of the box: + ylim_top = max(yvals) + 0.5*box_size + ylim_bot = min(yvals) - 0.5*box_size + + # Attempt to calculate the ideal marker size: + dpi = ax.figure.get_dpi() + wxt = ax.get_window_extent() + + axis_height_inches = wxt.height / dpi + max_vertical_boxes = (ylim_top - ylim_bot) / box_size + inches_per_box = axis_height_inches / max_vertical_boxes + ideal_marker_size = (inches_per_box*72) ** 2 # 72 points per inch, square for area. + ideal_marker_size *= 0.6 # kludgey adjustment (should have worked without??) + marker_size = ideal_marker_size * pointnfig_params['scale_markers'] + + alpha = marketcolors['alpha'] + + if pointnfig_params['use_candle_colors']: + uc = mcolors.to_rgba(marketcolors['candle'][ 'up' ], alpha) + ue = mcolors.to_rgba(marketcolors['edge']['up'])#, alpha) + uw = 0.5 + dc = mcolors.to_rgba(marketcolors['candle']['down'], alpha) + de = mcolors.to_rgba(marketcolors['edge']['up'])#, alpha) + dw = 0.5 + else: + uc = mcolors.to_rgba(marketcolors['edge']['up'], alpha) + ue = mcolors.to_rgba(marketcolors['edge']['up'], alpha) + uw = 0.5 + dc = mcolors.to_rgba(marketcolors['candle']['down'], 0.0) + de = mcolors.to_rgba(marketcolors['candle']['down'], alpha) + dw = 0.18*(marker_size**0.5) # empirical "guess" + #print('dw=',dw) + + xvals = [] + yvals = [] + mvals = [] + cvals = [] + evals = [] + lwids = [] + jj = 0 + for key in pnfd.keys(): + + m = 'X' if pnfd[key][0] < pnfd[key][-1] else 'o' # marker + c = uc if pnfd[key][0] < pnfd[key][-1] else dc # color + e = ue if pnfd[key][0] < pnfd[key][-1] else de # edge color + w = uw if pnfd[key][0] < pnfd[key][-1] else dw # edge width + + for v in pnfd[key]: + yvals.append(v) + xvals.append(jj) + mvals.append(m) + evals.append(e) + cvals.append(c) + lwids.append(w) + jj += 1 + + plot_yvals = [y+(0.5*box_size) for y in yvals] # adjust so marker is _in_ the box. + + _ = _mscatter(xvals,plot_yvals,ax,mvals,s=marker_size,c=cvals,linewidths=lwids,edgecolors=evals) + + if config['volume'] is not None: + pnf_volumes = [] + d1list = [d for d in pnfd.keys()] + d2list = d1list[1:] + [df.index[-1],] + for d1,d2 in zip(d1list,d2list): + pnf_volumes.append(df.Volume.loc[d1:d2].sum()) + else: + pnf_volumes = [0]*len(xvals) + + # make the length of the x-axis approximately equal to the total + # number of vertical boxes, so the boxes are approximately square: + hi = max(yvals) + lo = min(yvals) + xlen = int(round((hi-lo)/box_size,0)+2) # +2 empirical kludge + pad = (xlen-xvals[-1]) * pointnfig_params['scale_right_padding'] + pad = max(0,pad) # less than zero not allowed + #print('hi,lo,xlen,xvals[-1],pad=',hi,lo,xlen,xvals[-1],pad) + #print('ylim_top,ylim_bot=',ylim_top,ylim_bot) + + xdates = np.arange(len(pnfd)+int(pad)) + pnf_volumes = pnf_volumes + [float('nan')]*int(pad) + + pnf_results = dict(pnf_volumes=pnf_volumes, + pnf_ylimits=(ylim_bot,ylim_top), + pnf_values=pnfd, + pnf_df=df, + pnf_boxsize=box_size, + pnf_xdates=xdates) + + return pnf_results diff --git a/src/mplfinance/_version.py b/src/mplfinance/_version.py new file mode 100644 index 00000000..0bf2d0c1 --- /dev/null +++ b/src/mplfinance/_version.py @@ -0,0 +1,6 @@ +version_info = (0, 12, 10, 'beta', 0) + +_specifier_ = {'alpha': 'a','beta': 'b','candidate': 'rc','final': ''} + +__version__ = '%s.%s.%s%s'%(version_info[0], version_info[1], version_info[2], + '' if version_info[3]=='final' else _specifier_[version_info[3]]+str(version_info[4])) diff --git a/src/mplfinance/_widths.py b/src/mplfinance/_widths.py new file mode 100644 index 00000000..4d404e37 --- /dev/null +++ b/src/mplfinance/_widths.py @@ -0,0 +1,202 @@ +import pandas as pd +from mplfinance._arg_validators import _process_kwargs, _validate_vkwargs_dict + +def _get_widths_df(): + ''' + Provide a dataframe of width data that appropriate scales widths of + various aspects of the plot (candles,ohlc bars,volume bars) based on + the amount or density of data. These numbers were arrived at by + carefully testing many use-cases of plots with various styles, + and observing which numbers gave the "best" appearance. + ''' + numpoints = [n for n in range(30,241,30)] + volume_width = (0.98, 0.96, 0.95, 0.925, 0.9, 0.9, 0.875, 0.825 ) + volume_linewidth = tuple([0.65]*8) + candle_width = (0.65, 0.575, 0.50, 0.445, 0.435, 0.425, 0.420, 0.415) + candle_linewidth = (1.00, 0.875, 0.75, 0.625, 0.500, 0.438, 0.435, 0.435) + ohlc_tickwidth = tuple([0.35]*8) + ohlc_linewidth = (1.50, 1.175, 0.85, 0.525, 0.525, 0.525, 0.525, 0.525) + line_width = (2.25, 1.8, 1.3, 0.813, 0.807, 0.801, 0.796, 0.791) + widths = {} + widths['vw'] = volume_width + widths['vlw'] = volume_linewidth + widths['cw'] = candle_width + widths['clw'] = candle_linewidth + widths['ow'] = ohlc_tickwidth + widths['olw'] = ohlc_linewidth + widths['lw'] = line_width + return pd.DataFrame(widths,index=numpoints) + +_widths = _get_widths_df() + + +def _valid_scale_width_kwargs(): + vkwargs = { + 'ohlc' : { 'Default' : None, + 'Description' : 'length of horizontal open/close tickmarks on ohlc bars', + 'Validator' : lambda value: isinstance(value,(float,int)) }, + + 'volume' : { 'Default' : None, + 'Description' : 'width of volume bars', + 'Validator' : lambda value: isinstance(value,(float,int)) }, + + 'candle' : { 'Default' : None, + 'Description' : 'width of candles', + 'Validator' : lambda value: isinstance(value,(float,int)) }, + + 'lines' : { 'Default' : None, + 'Description' : 'width of lines (for line plots and moving averages)', + 'Validator' : lambda value: isinstance(value,(float,int)) }, + + 'volume_linewidth' : { 'Default' : None, + 'Description' : 'width of edges of volume bars', + 'Validator' : lambda value: isinstance(value,(float,int)) }, + + 'ohlc_linewidth' : { 'Default' : None, + 'Description' : 'width (thickness) of ohlc bars', + 'Validator' : lambda value: isinstance(value,(float,int)) }, + + 'candle_linewidth' : { 'Default' : None, + 'Description' : 'width of candle edges and wicks', + 'Validator' : lambda value: isinstance(value,(float,int)) }, + } + + _validate_vkwargs_dict(vkwargs) + + return vkwargs + + +def _valid_update_width_kwargs(): + vkwargs = { + + 'ohlc_ticksize' : { 'Default' : None, + 'Description' : 'length of horizontal open/close tickmarks on ohlc bars', + 'Validator' : lambda value: isinstance(value,(float,int)) }, + + 'ohlc_linewidth' : { 'Default' : None, + 'Description' : 'width (thickness) of ohlc bars', + 'Validator' : lambda value: isinstance(value,(float,int)) }, + + 'volume_width' : { 'Default' : None, + 'Description' : 'width of volume bars', + 'Validator' : lambda value: isinstance(value,(float,int)) }, + + 'volume_linewidth' : { 'Default' : None, + 'Description' : 'width of edges of volume bars', + 'Validator' : lambda value: isinstance(value,(float,int)) }, + + 'candle_width' : { 'Default' : None, + 'Description' : 'width of candles', + 'Validator' : lambda value: isinstance(value,(float,int)) }, + + 'candle_linewidth' : { 'Default' : None, + 'Description' : 'width of candle edges and wicks', + 'Validator' : lambda value: isinstance(value,(float,int)) }, + + 'line_width' : { 'Default' : None, + 'Description' : 'width of lines (for line plots and moving averages)', + 'Validator' : lambda value: isinstance(value,(float,int)) }, + } + + _validate_vkwargs_dict(vkwargs) + + return vkwargs + +def _scale_width_config(scale,width_config): + if scale['volume'] is not None: + width_config['volume_width'] *= scale['volume'] + if scale['ohlc'] is not None: + width_config['ohlc_ticksize'] *= scale['ohlc'] + if scale['candle'] is not None: + width_config['candle_width'] *= scale['candle'] + if scale['lines'] is not None: + width_config['line_width'] *= scale['lines'] + if scale['volume_linewidth'] is not None: + width_config['volume_linewidth'] *= scale['volume_linewidth'] + if scale['ohlc_linewidth'] is not None: + width_config['ohlc_linewidth' ] *= scale['ohlc_linewidth'] + if scale['candle_linewidth'] is not None: + width_config['candle_linewidth'] *= scale['candle_linewidth'] + +def _determine_width_config( xdates, config ): + ''' + Given x-axis xdates, and `mpf.plot()` kwargs config, + determine the widths and linewidths for candles, + volume bars, ohlc bars, etc. + ''' + datalen = len(xdates) + avg_dist_between_points = (xdates[-1] - xdates[0]) / float(datalen) + + tweak = 1.06 if datalen > 100 else 1.03 + + adjust = tweak*avg_dist_between_points if config['show_nontrading'] else 1.0 + + width_config = {} + + if config['width_adjuster_version'] == 'v0': # Behave like original version of code: + + width_config['volume_width' ] = 0.5*avg_dist_between_points + width_config['volume_linewidth'] = None + width_config['ohlc_ticksize' ] = avg_dist_between_points / 2.5 + width_config['ohlc_linewidth' ] = None + width_config['candle_width' ] = avg_dist_between_points / 2.0 + width_config['candle_linewidth'] = None + width_config['line_width' ] = None + + else: # config['width_adjuster_version'] == 'v1' + + width_config['volume_width' ] = _dfinterpolate(_widths,datalen,'vw' ) * adjust + width_config['volume_linewidth'] = _dfinterpolate(_widths,datalen,'vlw') + width_config['ohlc_ticksize' ] = _dfinterpolate(_widths,datalen,'ow' ) * adjust + width_config['ohlc_linewidth' ] = _dfinterpolate(_widths,datalen,'olw') + width_config['candle_width' ] = _dfinterpolate(_widths,datalen,'cw' ) * adjust + width_config['candle_linewidth'] = _dfinterpolate(_widths,datalen,'clw') + width_config['line_width' ] = _dfinterpolate(_widths,datalen,'lw') + + if 'scale_width_adjustment' in config['style']: + scale = _process_kwargs(config['style']['scale_width_adjustment'],_valid_scale_width_kwargs()) + _scale_width_config(scale,width_config) + + if config['scale_width_adjustment'] is not None: + scale = _process_kwargs(config['scale_width_adjustment'],_valid_scale_width_kwargs()) + _scale_width_config(scale,width_config) + + if config['update_width_config'] is not None: + + update = _process_kwargs(config['update_width_config'],_valid_update_width_kwargs()) + uplist = [ (k,v) for k,v in update.items() if v is not None ] + width_config.update(uplist) + + return width_config + + +def _dfinterpolate(df,key,column): + ''' + Given a DataFrame, with all values and the Index as floats, + and given a float key, find the row that matches the key, or + find the two rows surrounding that key, and return the interpolated + value for the specified column, based on where the key falls between + the two rows. If they key is an exact match for a key in the index, + the return the exact value from the column. If the key is less than + or greater than any key in the index, then return either the first + or last value for the column. + ''' + s = df[column] + s1 = s.loc[:key] + if len(s1) < 1: + return s.iloc[0] + j1 = s1.index[-1] + v1 = s1.iloc[-1] + + s2 = s.loc[key:] + if len(s2) < 1: + return s.iloc[-1] + j2 = s2.index[0] + v2 = s2.iloc[0] + + if j1 == j2: + return v1 + delta = j2 - j1 + portion = (key - j1)/delta + ans = v1 + (v2-v1)*portion + return ans diff --git a/mpl_finance.py b/src/mplfinance/original_flavor.py similarity index 99% rename from mpl_finance.py rename to src/mplfinance/original_flavor.py index f3183c0e..f6963963 100644 --- a/mpl_finance.py +++ b/src/mplfinance/original_flavor.py @@ -532,7 +532,7 @@ def candlestick2_ochl(ax, opens, closes, highs, lows, width=4, sequence of high values lows : sequence sequence of low values - ticksize : int + width : int size of open and close ticks in points colorup : color the color of the lines where close >= open @@ -574,7 +574,7 @@ def candlestick2_ohlc(ax, opens, highs, lows, closes, width=4, sequence of low values closes : sequence sequence of closing values - ticksize : int + width : float size of open and close ticks in points colorup : color the color of the lines where close >= open diff --git a/src/mplfinance/plotting.py b/src/mplfinance/plotting.py new file mode 100644 index 00000000..3f5350e8 --- /dev/null +++ b/src/mplfinance/plotting.py @@ -0,0 +1,1438 @@ +import matplotlib.dates as mdates +import matplotlib.pyplot as plt +import matplotlib.colors as mcolors +import matplotlib.axes as mpl_axes +import matplotlib.figure as mpl_fig +import pandas as pd +import numpy as np +import copy +import io +import os +import math +import warnings +import statistics as stat + +from itertools import cycle +#from pandas.plotting import register_matplotlib_converters +#register_matplotlib_converters() + +from mplfinance._utils import _construct_aline_collections +from mplfinance._utils import _construct_hline_collections +from mplfinance._utils import _construct_vline_collections +from mplfinance._utils import _construct_tline_collections +from mplfinance._utils import _construct_mpf_collections +from mplfinance._utils import _construct_pnf_scatter + +from mplfinance._widths import _determine_width_config + +from mplfinance._utils import _updown_colors +from mplfinance._utils import IntegerIndexDateTimeFormatter +from mplfinance._utils import _mscatter +from mplfinance._utils import _check_and_convert_xlim_configuration + +from mplfinance import _styles + +from mplfinance._arg_validators import _check_and_prepare_data, _mav_validator, _label_validator +from mplfinance._arg_validators import _get_valid_plot_types, _fill_between_validator +from mplfinance._arg_validators import _process_kwargs, _validate_vkwargs_dict +from mplfinance._arg_validators import _kwarg_not_implemented, _bypass_kwarg_validation +from mplfinance._arg_validators import _hlines_validator, _vlines_validator +from mplfinance._arg_validators import _alines_validator, _tlines_validator +from mplfinance._arg_validators import _scale_padding_validator, _yscale_validator +from mplfinance._arg_validators import _valid_panel_id, _check_for_external_axes +from mplfinance._arg_validators import _xlim_validator, _mco_validator, _is_marketcolor_object + +from mplfinance._panels import _build_panels +from mplfinance._panels import _set_ticks_on_bottom_panel_only + +from mplfinance._helpers import _determine_format_string +from mplfinance._helpers import _list_of_dict +from mplfinance._helpers import _num_or_seq_of_num +from mplfinance._helpers import _adjust_color_brightness + +VALID_PMOVE_TYPES = ['renko', 'pnf'] + +DEFAULT_FIGRATIO = (8.00,5.75) + +def with_rc_context(func): + ''' + This decoractor creates an rcParams context around a function, so that any changes + the function makes to rcParams will be reversed when the decorated function returns + (therefore those changes have no effect outside of the decorated function). + ''' + def decorator(*args, **kwargs): + with plt.rc_context(): + return func(*args, **kwargs) + return decorator + +def _warn_no_xgaps_deprecated(value): + warnings.warn('\n\n ================================================================= '+ + '\n\n WARNING: `no_xgaps` is /deprecated/:'+ + '\n Default value is now `no_xgaps=True`'+ + '\n However, to set `no_xgaps=False` and silence this warning,'+ + '\n use instead: `show_nontrading=True`.'+ + '\n\n ================================================================ ', + category=DeprecationWarning) + return isinstance(value,bool) + +def _warn_set_ylim_deprecated(value): + warnings.warn('\n\n ================================================================= '+ + '\n\n WARNING: `set_ylim=(ymin,ymax)` kwarg '+ + '\n has been replaced with: '+ + '\n `ylim=(ymin,ymax)`.'+ + '\n\n ================================================================ ', + category=DeprecationWarning) + return isinstance(value,bool) + + +def _valid_plot_kwargs(): + ''' + Construct and return the "valid kwargs table" for the mplfinance.plot() function. + A valid kwargs table is a `dict` of `dict`s. The keys of the outer dict are the + valid key-words for the function. The value for each key is a dict containing + 2 specific keys: "Default", and "Validator" with the following values: + "Default" - The default value for the kwarg if none is specified. + "Validator" - A function that takes the caller specified value for the kwarg, + and validates that it is the correct type, and (for kwargs with + a limited set of allowed values) may also validate that the + kwarg value is one of the allowed values. + ''' + + vkwargs = { + 'columns' : { 'Default' : None, # use default names: ('Open', 'High', 'Low', 'Close', 'Volume') + 'Description' : ('Column names to be used when plotting the data.'+ + ' Default: ("Open", "High", "Low", "Close", "Volume")'), + 'Validator' : lambda value: isinstance(value, (tuple, list)) + and len(value) == 5 + and all(isinstance(c, str) for c in value) }, + 'type' : { 'Default' : 'ohlc', + 'Description' : 'Plot type: '+str(_get_valid_plot_types()), + 'Validator' : lambda value: value in _get_valid_plot_types() }, + + 'style' : { 'Default' : None, + 'Description' : 'plot style; see `mpf.available_styles()`', + 'Validator' : _styles._valid_mpf_style }, + + 'volume' : { 'Default' : False, + 'Description' : 'Plot volume: True, False, or set to Axes object on which to plot.', + 'Validator' : lambda value: isinstance(value,bool) or isinstance(value,mpl_axes.Axes) }, + + 'mav' : { 'Default' : None, + 'Description' : 'Moving Average window size(s); (int or tuple of ints)', + 'Validator' : _mav_validator }, + + 'ema' : { 'Default' : None, + 'Description' : 'Exponential Moving Average window size(s); (int or tuple of ints)', + 'Validator' : _mav_validator }, + + 'mavcolors' : { 'Default' : None, + 'Description' : 'color cycle for moving averages (list or tuple of colors)'+ + '(overrides mpf style mavcolors).', + 'Validator' : lambda value: isinstance(value,(list,tuple)) and + all([mcolors.is_color_like(v) for v in value]) }, + + 'renko_params' : { 'Default' : dict(), + 'Description' : 'dict of renko parameters; call `mpf.kwarg_help("renko_params")`', + 'Validator' : lambda value: isinstance(value,dict) }, + + 'pnf_params' : { 'Default' : dict(), + 'Description' : 'dict of point-and-figure parameters; call `mpf.kwarg_help("pnf_params")`', + 'Validator' : lambda value: isinstance(value,dict) }, + + 'study' : { 'Default' : None, + 'Description' : 'kwarg not implemented', + 'Validator' : lambda value: _kwarg_not_implemented(value) }, + + 'marketcolor_overrides' : { 'Default' : None, + 'Description' : 'sequence of color objects to override market colors.'+ + 'sequence must be same length as ohlc(v) DataFrame. Each'+ + 'color object may be a color, marketcolor object, or None.', + 'Validator' : _mco_validator }, + + 'mco_faceonly' : { 'Default' : False, # If True: Override only the face of the candle + 'Description' : 'True/False marketcolor_overrides only apply to face of candle.', + 'Validator' : lambda value: isinstance(value,bool) }, + + 'no_xgaps' : { 'Default' : True, # None means follow default logic below: + 'Description' : 'deprecated', + 'Validator' : lambda value: _warn_no_xgaps_deprecated(value) }, + + 'show_nontrading' : { 'Default' : False, + 'Description' : 'True/False show spaces for non-trading days/periods', + 'Validator' : lambda value: isinstance(value,bool) }, + + 'figscale' : { 'Default' : None, # scale base figure size up or down. + 'Description' : 'Scale figure size up (if > 1) or down (if < 1)', + 'Validator' : lambda value: isinstance(value,float) or isinstance(value,int) }, + + 'figratio' : { 'Default' : None, # aspect ratio; scaled to 8.0 height + 'Description' : 'Aspect ratio of the figure. Default: (8.00,5.75)', + 'Validator' : lambda value: isinstance(value,(tuple,list)) + and len(value) == 2 + and isinstance(value[0],(float,int)) + and isinstance(value[1],(float,int)) }, + + 'figsize' : { 'Default' : None, # figure size; overrides figratio and figscale + 'Description' : ('Figure size: overrides both figscale and figratio,'+ + ' else defaults to figratio*figscale'), + 'Validator' : lambda value: isinstance(value,(tuple,list)) + and len(value) == 2 + and isinstance(value[0],(float,int)) + and isinstance(value[1],(float,int)) }, + + 'fontscale' : { 'Default' : None, # scale all fonts up or down + 'Description' : 'Scale font sizes up (if > 1) or down (if < 1)', + 'Validator' : lambda value: isinstance(value,float) or isinstance(value,int) }, + + 'linecolor' : { 'Default' : None, # line color in line plot + 'Description' : 'Line color for `type=line`', + 'Validator' : lambda value: mcolors.is_color_like(value) }, + + 'title' : { 'Default' : None, # Figure Title + 'Description' : 'Figure Title (see also `axtitle`)', + 'Validator' : lambda value: isinstance(value,(str,dict)) }, + + 'axtitle' : { 'Default' : None, # Axes Title (subplot title) + 'Description' : 'Axes Title (subplot title)', + 'Validator' : lambda value: isinstance(value,(str,dict)) }, + + 'xlabel' : { 'Default' : None, # x-axis label + 'Description' : 'label for x-axis of plot', + 'Validator' : lambda value: isinstance(value,str) }, + + 'ylabel' : { 'Default' : 'Price', # y-axis label + 'Description' : 'label for y-axis of main plot', + 'Validator' : lambda value: isinstance(value,str) }, + + 'ylabel_lower' : { 'Default' : None, # y-axis label default logic below + 'Description' : 'label for y-axis of volume', + 'Validator' : lambda value: isinstance(value,str) }, + + 'addplot' : { 'Default' : None, + 'Description' : 'addplot object or sequence of addplot objects (from `mpf.make_addplot()`)', + 'Validator' : lambda value: isinstance(value,dict) or (isinstance(value,list) and all([isinstance(d,dict) for d in value])) }, + + 'savefig' : { 'Default' : None, + 'Description' : 'file name, or BytesIO, or dict with key `fname` plus other keys allowed as '+ + ' kwargs to matplotlib `Figure.savefig()`', + 'Validator' : lambda value: isinstance(value,dict) or isinstance(value,str) or isinstance(value, io.BytesIO) or isinstance(value, os.PathLike) }, + + 'block' : { 'Default' : None, + 'Description' : 'True/False wait for figure to be closed before returning', + 'Validator' : lambda value: isinstance(value,bool) }, + + 'returnfig' : { 'Default' : False, + 'Description' : 'return Figure and list of Axes objects created by mplfinance;'+ + ' user must display plot when ready, usually by calling `mpf.show()`', + 'Validator' : lambda value: isinstance(value,bool) }, + + 'return_calculated_values' : { 'Default' : None, + 'Description' : 'set to a variable containing an empty dict; `mpf.plot()` will fill'+ + ' the dict with various mplfinance calculated values', + 'Validator' : lambda value: isinstance(value, dict) and len(value) == 0}, + + 'set_ylim' : { 'Default' : None, + 'Description' : 'deprecated', + 'Validator' : lambda value: _warn_set_ylim_deprecated(value) }, + + 'ylim' : { 'Default' : None, + 'Description' : 'Limits for y-axis as tuple (min,max), i.e. (bottom,top)', + 'Validator' : lambda value: isinstance(value, (list,tuple)) and len(value) == 2 + and all([isinstance(v,(int,float)) for v in value])}, + + 'xlim' : { 'Default' : None, + 'Description' : 'Limits for x-axis as tuple (min,max), i.e. (left,right)', + 'Validator' : lambda value: _xlim_validator(value) }, + + 'set_ylim_panelB' : { 'Default' : None, + 'Description' : 'deprecated', + 'Validator' : lambda value: _warn_set_ylim_deprecated(value) }, + + 'hlines' : { 'Default' : None, + 'Description' : 'Draw one or more HORIZONTAL LINES across entire plot, by'+ + ' specifying a price, or sequence of prices. May also be a dict'+ + ' with key `hlines` specifying a price or sequence of prices, plus'+ + ' one or more of the following keys: `colors`, `linestyle`,'+ + ' `linewidths`, `alpha`.', + 'Validator' : lambda value: _hlines_validator(value) }, + + 'vlines' : { 'Default' : None, + 'Description' : 'Draw one or more VERTICAL LINES across entire plot, by'+ + ' specifying a date[time], or sequence of date[time]. May also'+ + ' be a dict with key `vlines` specifying a date[time] or sequence'+ + ' of date[time], plus one or more of the following keys:'+ + ' `colors`, `linestyle`, `linewidths`, `alpha`.', + 'Validator' : lambda value: _vlines_validator(value) }, + + 'alines' : { 'Default' : None, + 'Description' : 'Draw one or more ARBITRARY LINES anywhere on the plot, by'+ + ' specifying a sequence of two or more date/price pairs, or by'+ + ' specifying a sequence of sequences of two or more date/price pairs.'+ + ' May also be a dict with key `alines` (as date/price pairs described above),'+ + ' plus one or more of the following keys:'+ + ' `colors`, `linestyle`, `linewidths`, `alpha`.', + 'Validator' : lambda value: _alines_validator(value) }, + + 'tlines' : { 'Default' : None, + 'Description' : 'Draw one or more TREND LINES by specifying one or more pairs of date[times]'+ + ' between which each trend line should be drawn. May also be a dict with key'+ + ' `tlines` as just described, plus one or more of the following keys:'+ + ' `colors`, `linestyle`, `linewidths`, `alpha`, `tline_use`,`tline_method`.', + 'Validator' : lambda value: _tlines_validator(value) }, + + 'panel_ratios' : { 'Default' : None, + 'Description' : 'sequence of numbers indicating relative sizes of panels; sequence len'+ + ' must be same as number of panels, or len 2 where first entry is for'+ + ' main panel, and second entry is for all other panels', + 'Validator' : lambda value: isinstance(value,(tuple,list)) and len(value) <= 32 and + all([isinstance(v,(int,float)) for v in value]) }, + + 'main_panel' : { 'Default' : 0, + 'Description' : 'integer - which panel is the main panel for `.plot()`', + 'Validator' : lambda value: _valid_panel_id(value) }, + + 'volume_panel' : { 'Default' : 1, + 'Description' : 'integer - which panel is the volume panel', + 'Validator' : lambda value: _valid_panel_id(value) }, + + 'num_panels' : { 'Default' : None, + 'Description' : 'total number of panels', + 'Validator' : lambda value: isinstance(value,int) and value in range(1,32+1) }, + + 'datetime_format' : { 'Default' : None, + 'Description' : 'x-axis tick format as valid `strftime()` format string', + 'Validator' : lambda value: isinstance(value,str) }, + + 'xrotation' : { 'Default' : 45, + 'Description' : 'Angle (degrees) for x-axis tick labels; 90=vertical', + 'Validator' : lambda value: isinstance(value,(int,float)) }, + + 'axisoff' : { 'Default' : False, + 'Description' : '`axisoff=True` means do NOT display any axis.', + 'Validator' : lambda value: isinstance(value,bool) }, + + 'closefig' : { 'Default' : 'auto', + 'Description' : 'True|False close the Figure before returning', + 'Validator' : lambda value: isinstance(value,bool) }, + + 'fill_between' : { 'Default' : None, + 'Description' : 'fill between specification as y-value, or sequence of'+ + ' y-values, or dict containing key "y1" plus any additional'+ + ' kwargs for `fill_between()`', + 'Validator' : _fill_between_validator }, + + 'tight_layout' : { 'Default' : False, + 'Description' : 'True|False implement tight layout (minimal padding around Figure)'+ + ' (see also `scale_padding` kwarg)', + 'Validator' : lambda value: isinstance(value,bool) }, + + 'scale_padding' : { 'Default' : 1.0, # Issue#193 + 'Description' : 'Increase, > 1.0, or decrease, < 1.0, padding around figure.'+ + ' May also be a dict containing one or more of the following keys:'+ + ' "top", "bottom", "left", "right", to individual scale padding'+ + ' on each side of Figure.', + 'Validator' : lambda value: _scale_padding_validator(value) }, + + 'width_adjuster_version' : { 'Default' : 'v1', + 'Description' : 'specify version of object width adjustment algorithm: "v0" or "v1"'+ + ' (See also "widths" tutorial in mplfinance examples folder).', + 'Validator' : lambda value: value in ('v0', 'v1') }, + + 'scale_width_adjustment' : { 'Default' : None, + 'Description' : 'scale width of plot objects wider, > 1.0, or narrower, < 1.0'+ + ' may also be a dict to scale individual widths.'+ + ' (See also "widths" tutorial in mplfinance examples folder).', + 'Validator' : lambda value: isinstance(value,dict) and len(value) > 0 }, + + 'update_width_config' : { 'Default' : None, + 'Description' : 'dict - update individual items in width configuration.'+ + ' (See also "widths" tutorial in mplfinance examples folder).', + 'Validator' : lambda value: isinstance(value,dict) and len(value) > 0 }, + + 'return_width_config' : { 'Default' : None, + 'Description' : 'empty dict variable to be filled with width configuration settings.', + 'Validator' : lambda value: isinstance(value,dict) and len(value)==0 }, + + 'saxbelow' : { 'Default' : True, # Issue#115 Comment#639446764 + 'Description' : 'set the volume Axes below (behind) all other Axes objects', + 'Validator' : lambda value: isinstance(value,bool) }, + + 'ax' : { 'Default' : None, + 'Description' : 'Matplotlib Axes object on which to plot', + 'Validator' : lambda value: isinstance(value,mpl_axes.Axes) }, + + 'volume_exponent' : { 'Default' : None, + 'Description' : 'integer exponent on the volume axis'+ + ' (or set to "legacy" for old mplfinance style)', + 'Validator' : lambda value: isinstance(value,int) or value == 'legacy'}, + + 'tz_localize' : { 'Default' : True, + 'Description' : 'True|False localize the times in the DatetimeIndex', + 'Validator' : lambda value: isinstance(value,bool) }, + + 'yscale' : { 'Default' : None, + 'Description' : 'y-axis scale: "linear", "log", "symlog", or "logit"', + 'Validator' : lambda value: _yscale_validator(value) }, + + 'volume_yscale' : { 'Default' : None, + 'Description' : 'Volume y-axis scale: "linear", "log", "symlog", or "logit"', + 'Validator' : lambda value: _yscale_validator(value) }, + + 'volume_ylim' : { 'Default' : None, + 'Description' : 'Volume y-axis limits as tuple (min,max), i.e. (bottom,top)', + 'Validator' : lambda value: isinstance(value, (list,tuple)) and len(value) == 2 + and all([isinstance(v,(int,float)) for v in value])}, + + 'volume_alpha' : { 'Default' : None, # alpha of Volume bars + 'Description' : 'opacity for Volume bar: 0.0 (transparent) to 1.0 (opaque)', + 'Validator' : lambda value: isinstance(value,(int,float)) or + all([isinstance(v,(int,float)) for v in value]) }, + + 'warn_too_much_data' : { 'Default' : 599, + 'Description' : 'Tolerance for data amount in plot. Default=599 rows.'+ + ' Values greater than \'warn_too_much_data\' will trigger a warning.', + 'Validator' : lambda value: isinstance(value,int) }, + } + + _validate_vkwargs_dict(vkwargs) + + return vkwargs + +###@with_rc_context +def plot( data, **kwargs ): + """ + Given a Pandas DataFrame containing columns Open,High,Low,Close and optionally Volume + with a DatetimeIndex, plot the data. + Available plots include ohlc bars, candlestick, and line plots. + Also provide visually analysis in the form of common technical studies, such as: + moving averages, renko, etc. + Also provide ability to plot trading signals, and/or addtional user-defined data. + """ + + config = _process_kwargs(kwargs, _valid_plot_kwargs()) + + # translate alias types: + config['type'] = _get_valid_plot_types(config['type']) + + dates,opens,highs,lows,closes,volumes = _check_and_prepare_data(data, config) + + config['xlim'] = _check_and_convert_xlim_configuration(data, config) + + if config['type'] in VALID_PMOVE_TYPES and config['addplot'] is not None: + err = "`addplot` is not supported for `type='" + config['type'] +"'`" + raise ValueError(err) + + if config['marketcolor_overrides'] is not None: + if len(config['marketcolor_overrides']) != len(dates): + raise ValueError('`marketcolor_overrides` must be same length as dataframe.') + + external_axes_mode = _check_for_external_axes(config) + + if external_axes_mode: + if config['figscale'] is not None: + warnings.warn('\n\n ================================================================= '+ + '\n\n WARNING: `figscale` has NO effect in External Axes Mode.'+ + '\n\n ================================================================ ', + category=UserWarning) + if config['figratio'] is not None: + warnings.warn('\n\n ================================================================= '+ + '\n\n WARNING: `figratio` has NO effect in External Axes Mode.'+ + '\n\n ================================================================ ', + category=UserWarning) + if config['figsize'] is not None: + warnings.warn('\n\n ================================================================= '+ + '\n\n WARNING: `figsize` has NO effect in External Axes Mode.'+ + '\n\n ================================================================ ', + category=UserWarning) + else: + if config['figscale'] is None: config['figscale'] = 1.0 + if config['figratio'] is None: config['figratio'] = DEFAULT_FIGRATIO + + style = config['style'] + + if external_axes_mode and hasattr(config['ax'],'mpfstyle') and style is None: + style = config['ax'].mpfstyle + elif style is None: + style = 'default' + + if isinstance(style,str): + style = _styles._get_mpfstyle(style) + + config['style'] = style + + if isinstance(style,dict): + if not external_axes_mode: _styles._apply_mpfstyle(style) + else: + raise TypeError('style should be a `dict`; why is it not?') + + if config['mavcolors'] is not None: + config['_ma_color_cycle'] = cycle(config['mavcolors']) + elif style['mavcolors'] is not None: + config['_ma_color_cycle'] = cycle(style['mavcolors']) + else: + config['_ma_color_cycle'] = None + + if not external_axes_mode: + fig = plt.figure() + _adjust_figsize(fig,config) + else: + fig = None + + _adjust_fontsize(config) + + if config['volume'] and volumes is None: + raise ValueError('Request for volume, but NO volume data.') + + if external_axes_mode: + panels = None + axA1 = config['ax'] + axA1.set_axisbelow(config['saxbelow']) + if config['volume']: + volumeAxes = config['volume'] + volumeAxes.set_axisbelow(config['saxbelow']) + else: + panels = _build_panels(fig, config) + axA1 = panels.at[config['main_panel'],'axes'][0] + if config['volume']: + if config['volume_panel'] == config['main_panel']: + # ohlc and volume on same panel: move volume to secondary axes: + volumeAxes = panels.at[config['volume_panel'],'axes'][1] + volumeAxes.set_zorder(axA1.get_zorder()-0.1) # Make sure ohlc is above volume + axA1.patch.set_visible(False) # Let volume show through + panels.at[config['main_panel'],'used2nd'] = True + else: + volumeAxes = panels.at[config['volume_panel'],'axes'][0] + else: + volumeAxes = None + + fmtstring = _determine_format_string(dates, config['datetime_format']) + + ptype = config['type'] + + if config['show_nontrading']: + formatter = mdates.DateFormatter(fmtstring) + xdates = dates + else: + formatter = IntegerIndexDateTimeFormatter(dates, fmtstring) + xdates = np.arange(len(dates)) + + # Will have to handle widths config separately for PMOVE types ?? + config['_width_config'] = _determine_width_config(xdates, config) + + rwc = config['return_width_config'] + if isinstance(rwc,dict) and len(rwc)==0: + config['return_width_config'].update(config['_width_config']) + + collections = None + if ptype == 'line': + lw = config['_width_config']['line_width'] + axA1.plot(xdates, closes, color=config['linecolor'], linewidth=lw) + elif ptype == 'pnf': + pnf_results = _construct_pnf_scatter(axA1,ptype,dates,xdates,opens,highs,lows,closes,volumes,config,style) + else: + collections =_construct_mpf_collections(ptype,dates,xdates,opens,highs,lows,closes,volumes,config,style) + + if ptype == 'pnf': + volumes = pnf_results['pnf_volumes'] + pnf_values = pnf_results['pnf_values'] + pnf_mdates = mdates.date2num(list(pnf_values.keys())) + formatter = IntegerIndexDateTimeFormatter(pnf_mdates,fmtstring) + xdates = pnf_results['pnf_xdates'] + elif ptype == 'renko': + collections, renko_results = collections + volumes = renko_results['volumes'] + renko_dates = renko_results['dates'] + renko_values = renko_results['values'] + formatter = IntegerIndexDateTimeFormatter(renko_dates, fmtstring) + renko_avgvals = renko_values + renko_size = renko_results['size'] + xdates = np.arange(len(renko_dates)) + + if collections is not None: + for collection in collections: + axA1.add_collection(collection) + + #formatter = IntegerIndexDateTimeFormatter(xdates, fmtstring) + + if (ptype == 'pnf' and + (config['mav'] is not None or config['ema'] is not None)): + warnings.warn('\n\n ================================================================ '+ + '\n\n MOVING Averages IGNORED for POINT and FIGURE PLOTS!'+ + '\n\n ================================================================ ', + category=UserWarning) + elif ptype == 'renko': + mavprices = _plot_mav(axA1,config,xdates,renko_avgvals) + emaprices = _plot_ema(axA1,config,xdates,renko_avgvals) + else: + mavprices = _plot_mav(axA1,config,xdates,closes) + emaprices = _plot_ema(axA1,config,xdates,closes) + + avg_dist_between_points = (xdates[-1] - xdates[0]) / float(len(xdates)) + if not config['tight_layout']: + minx = xdates[0] - avg_dist_between_points + maxx = xdates[-1] + avg_dist_between_points + else: + minx = xdates[0] - (0.45 * avg_dist_between_points) + maxx = xdates[-1] + (0.45 * avg_dist_between_points) + + if len(xdates) == 1: # kludge special case + minx = minx - 0.75 + maxx = maxx + 0.75 + + if ptype == 'renko': + _lows = renko_avgvals + _highs = [value+renko_size for value in renko_avgvals] + else: + _lows = lows + _highs = highs + + if ptype == 'pnf': + miny, maxy = pnf_results['pnf_ylimits'] + else: + miny = np.nanmin(_lows) + maxy = np.nanmax(_highs) + + if config['ylim'] is not None: + axA1.set_ylim(config['ylim'][0], config['ylim'][1]) + elif config['tight_layout']: + ydelta = 0.01 * (maxy-miny) + if miny > 0.0: + # don't let it go negative: + setminy = max(0.9*miny,miny-ydelta) + else: + setminy = miny-ydelta + axA1.set_ylim(setminy,maxy+ydelta) + + if config['xlim'] is not None: + axA1.set_xlim(config['xlim'][0], config['xlim'][1]) + elif config['tight_layout']: + axA1.set_xlim(minx,maxx) + + if (config['ylim'] is None and + config['xlim'] is None and + not config['tight_layout']): + corners = (minx, miny), (maxx, maxy) + axA1.update_datalim(corners) + + if config['return_calculated_values'] is not None: + retdict = config['return_calculated_values'] + if ptype == 'renko': + retdict['renko_bricks' ] = renko_values + retdict['renko_dates' ] = mdates.num2date(renko_dates) + retdict['renko_size' ] = renko_size + retdict['renko_volumes'] = volumes if config['volume'] else None + elif ptype == 'pnf': + retdict['pnf_dates' ] = mdates.num2date(pnf_mdates) + retdict['pnf_values' ] = pnf_values + retdict['pnf_size' ] = pnf_results['pnf_boxsize'] + retdict['pnf_volumes' ] = volumes[:len(pnf_values)] if config['volume'] else None + if config['mav'] is not None and ptype != 'pnf': + mav = config['mav'] + if len(mav) != len(mavprices): + warnings.warn('len(mav)='+str(len(mav))+' BUT len(mavprices)='+str(len(mavprices))) + else: + for jj in range(0,len(mav)): + retdict['mav' + str(mav[jj])] = mavprices[jj] + if config['ema'] is not None and ptype != 'pnf': + ema = config['ema'] + if len(ema) != len(emaprices): + warnings.warn('len(ema)='+str(len(ema))+' BUT len(emaprices)='+str(len(emaprices))) + else: + for jj in range(0, len(ema)): + retdict['ema' + str(ema[jj])] = emaprices[jj] + retdict['minx'] = minx + retdict['maxx'] = maxx + retdict['miny'] = miny + retdict['maxy'] = maxy + + # Note: these are NOT mutually exclusive, so the order of this + # if/elif is important: VALID_PMOVE_TYPES must be first. + if ptype in VALID_PMOVE_TYPES: + pmove_dates = pnf_mdates if ptype == 'pnf' else renko_dates + dtix = pd.DatetimeIndex([dt for dt in mdates.num2date(pmove_dates)]) + elif not config['show_nontrading']: + dtix = data.index + else: + dtix = None + + line_collections = [] + line_collections.append(_construct_aline_collections(config['alines'], dtix)) + line_collections.append(_construct_hline_collections(config['hlines'], minx, maxx)) + line_collections.append(_construct_vline_collections(config['vlines'], dtix, miny, maxy)) + tlines = config['tlines'] + if isinstance(tlines,(list,tuple)) and all([isinstance(item,dict) for item in tlines]): + pass + else: + tlines = [tlines,] + for tline_item in tlines: + line_collections.append(_construct_tline_collections(tline_item, dtix, dates, opens, highs, lows, closes)) + + for collection in line_collections: + if collection is not None: + axA1.add_collection(collection) + + datalen = len(xdates) + if config['volume']: + mc = style['marketcolors'] + vup,vdown = mc['volume'].values() + #-- print('vup,vdown=',vup,vdown) + vcolors = _updown_colors(vup, vdown, opens, closes, use_prev_close=style['marketcolors']['vcdopcod']) + #-- print('len(vcolors),len(opens),len(closes)=',len(vcolors),len(opens),len(closes)) + #-- print('vcolors=',vcolors) + + w = config['_width_config']['volume_width'] + lw = config['_width_config']['volume_linewidth'] + + veup, vedown = mc['vcedge'].values() + if mc['volume'] == mc['vcedge']: + edgecolors = _adjust_color_brightness(vcolors,0.90) + elif veup != vedown: + edgecolors = _updown_colors(veup, vedown, opens, closes, use_prev_close=style['marketcolors']['vcdopcod']) + else: + edgecolors = veup + + if config['volume_alpha']: + valp = config['volume_alpha'] + elif 'volume_alpha' in mc: + valp = mc['volume_alpha'] + else: + valp = 1.0 + volumeAxes.bar(xdates,volumes,width=w,linewidth=lw,color=vcolors,ec=edgecolors,alpha=valp) + if config['volume_ylim'] is not None: + vymin = config['volume_ylim'][0] + vymax = config['volume_ylim'][1] + else: + vymin = 0.3 * np.nanmin(volumes) + vymax = 1.1 * np.nanmax(volumes) + volumeAxes.set_ylim(vymin,vymax) + + xrotation = config['xrotation'] + if not external_axes_mode: + _set_ticks_on_bottom_panel_only(panels,formatter,rotation=xrotation, + xlabel=config['xlabel']) + else: + axA1.tick_params(axis='x',rotation=xrotation) + axA1.xaxis.set_major_formatter(formatter) + axA1.set_xlabel(config['xlabel']) + + if config['type'] == 'pnf': + pnf_xs = list(pnf_results['pnf_df'].XBox.values) + pnf_os = list(pnf_results['pnf_df'].OBox.values) + tick_vals = sorted( set(pnf_xs + pnf_os) ) + axA1.set_yticks(tick_vals) + skip = int( round(len(xdates)/10.0, 0) ) + skip = max(1,skip) # must be at least 1 + tick_vals = [t for t in range(0-skip,len(xdates)+1,skip)] + #print('len(xdates)=',len(xdates),'len(pnf_mdates)=',len(pnf_mdates)) + #print('skip=',skip,'\nxdates=',xdates,'\npnf_dates=',[str(d.date()) for d in mdates.num2date(pnf_mdates)]) + axA1.set_xticks(tick_vals) + + ysd = config['yscale'] + if isinstance(ysd,dict): + yscale = ysd['yscale'] + del ysd['yscale'] + axA1.set_yscale(yscale,**ysd) + elif isinstance(ysd,str): + axA1.set_yscale(ysd) + + + addplot = config['addplot'] + if addplot is not None and ptype not in VALID_PMOVE_TYPES: + # NOTE: If in external_axes_mode, then all code relating + # to panels and secondary_y becomes irrrelevant. + # If the user wants something on a secondary_y then user should + # determine that externally, and pass in the appropriate axes. + + if not external_axes_mode: + # Calculate the Order of Magnitude Range ('mag') + # If addplot['secondary_y'] == 'auto', then: If the addplot['data'] + # is out of the Order of Magnitude Range, then use secondary_y. + + lo = math.log(max(math.fabs(np.nanmin(lows)),1e-7),10) - 0.5 + hi = math.log(max(math.fabs(np.nanmax(highs)),1e-7),10) + 0.5 + + panels['mag'] = [None]*len(panels) # create 'mag'nitude column + + panels.at[config['main_panel'],'mag'] = {'lo':lo,'hi':hi} # update main panel magnitude range + + if config['volume']: + lo = math.log(max(math.fabs(np.nanmin(volumes)),1e-7),10) - 0.5 + hi = math.log(max(math.fabs(np.nanmax(volumes)),1e-7),10) + 0.5 + panels.at[config['volume_panel'],'mag'] = {'lo':lo,'hi':hi} + + if isinstance(addplot,dict): + addplot = [addplot,] # make list of dict to be consistent + + elif not _list_of_dict(addplot): + raise TypeError('addplot must be `dict`, or `list of dict`, NOT '+str(type(addplot))) + + contains_legend_label=[] # a list of axes that contains legend labels + + for apdict in addplot: + + panid = apdict['panel'] + if not external_axes_mode: + if panid == 'main' : panid = 0 # for backwards compatibility + elif panid == 'lower': panid = 1 # for backwards compatibility + if apdict['y_on_right'] is not None: + panels.at[panid,'y_on_right'] = apdict['y_on_right'] + aptype = apdict['type'] + + if aptype == 'ohlc' or aptype == 'candle': + ax = _addplot_collections(panid,panels,apdict,xdates,config) + _addplot_apply_supplements(ax,apdict,xdates) + else: + apdata = apdict['data'] + if isinstance(apdata,list) and not isinstance(apdata[0],(float,int)): + raise TypeError('apdata is list but NOT of float or int') + if isinstance(apdata,pd.DataFrame): + havedf = True + else: + havedf = False # must be a single series or array + apdata = [apdata,] # make it iterable + if havedf and apdict['label']: + if not isinstance(apdict['label'],(list,tuple,np.ndarray)): + nlabels = 1 + else: + nlabels = len(apdict['label']) + ncolumns = len(apdata.columns) + #print('nlabels=',nlabels,'ncolumns=',ncolumns) + if nlabels < ncolumns: + warnings.warn('\n =======================================\n'+ + ' addplot MISMATCH between data and labels:\n'+ + ' have '+str(ncolumns)+' columns to plot \n'+ + ' BUT '+str(nlabels)+' labels for them.\n') + colcount = 0 + for column in apdata: + ydata = apdata.loc[:,column] if havedf else column + ax = _addplot_columns(panid,panels,ydata,apdict,xdates,config,colcount) + _addplot_apply_supplements(ax,apdict,xdates) + colcount += 1 + if apdict['label']: # not supported for aptype == 'ohlc' or 'candle' + contains_legend_label.append(ax) + for ax in set(contains_legend_label): # there might be duplicates + ax.legend() + + # fill_between is NOT supported for external_axes_mode + # (caller can easily call ax.fill_between() themselves). + if config['fill_between'] is not None and not external_axes_mode: + fblist = copy.deepcopy(config['fill_between']) + if _num_or_seq_of_num(fblist): + fblist = [dict(y1=fblist),] + elif isinstance(fblist,dict): + fblist = [fblist,] + if not _list_of_dict(fblist): + raise TypeError('Bad type for `fill_between` specifier.') + for fb in fblist: + if 'x' in fb: + raise ValueError('fill_between dict may not contain `x`') + panid = config['main_panel'] + if 'panel' in fb: + panid = fb['panel'] + del fb['panel'] + fb['x'] = xdates # add 'x' to caller's fb dict + ax = panels.at[panid,'axes'][0] + ax.fill_between(**fb) + + # put the primary axis on one side, + # and the twinx() on the "other" side: + if not external_axes_mode: + for panid,row in panels.iterrows(): + ax = row['axes'] + y_on_right = style['y_on_right'] if row['y_on_right'] is None else row['y_on_right'] + _set_ylabels_side(ax[0],ax[1],y_on_right) + else: + y_on_right = style['y_on_right'] + _set_ylabels_side(axA1,None,y_on_right) + + # TODO: ================================================================ + # TODO: Investigate: + # TODO: =========== + # TODO: It appears to me that there may be some or significant overlap + # TODO: between what the following functions actually do: + # TODO: At the very least, all four of them appear to communicate + # TODO: to matplotlib that the xaxis should be treated as dates: + # TODO: -> 'ax.autoscale_view()' + # TODO: -> 'ax.xaxis_dates()' + # TODO: -> 'plt.autofmt_xdates()' + # TODO: -> 'fig.autofmt_xdate()' + # TODO: ================================================================ + + + #if config['autofmt_xdate']: + #print('CALLING fig.autofmt_xdate()') + #fig.autofmt_xdate() + + axA1.autoscale_view() # Is this really necessary?? + # It appears to me, based on experience coding types 'ohlc' and 'candle' + # for `addplot`, that this IS necessary when the only thing done to the + # the axes is .add_collection(). (However, if ax.plot() .scatter() or + # .bar() was called, then possibly this is not necessary; not entirely + # sure, but it definitely was necessary to get 'ohlc' and 'candle' + # working in `addplot`). + + axA1.set_ylabel(config['ylabel']) + + if config['volume']: + if external_axes_mode: + volumeAxes.tick_params(axis='x',rotation=xrotation) + volumeAxes.xaxis.set_major_formatter(formatter) + + vscale = 'linear' + ysd = config['volume_yscale'] + if isinstance(ysd,dict): + yscale = ysd['yscale'] + del ysd['yscale'] + volumeAxes.set_yscale(yscale,**ysd) + vscale = yscale + elif isinstance(ysd,str): + volumeAxes.set_yscale(ysd) + vscale = ysd + offset = '' + if vscale == 'linear': + vxp = config['volume_exponent'] + if vxp == 'legacy': + volumeAxes.figure.canvas.draw() # This is needed to calculate offset + offset = volumeAxes.yaxis.get_major_formatter().get_offset() + if len(offset) > 0: + offset = (' x '+offset) + elif isinstance(vxp,int) and vxp > 0: + volumeAxes.ticklabel_format(useOffset=False,scilimits=(vxp,vxp),axis='y') + offset = ' $10^{'+str(vxp)+'}$' + elif isinstance(vxp,int) and vxp == 0: + volumeAxes.ticklabel_format(useOffset=False,style='plain',axis='y') + offset = '' + else: + offset = '' + scilims = plt.rcParams['axes.formatter.limits'] + if scilims[0] < scilims[1]: + for power in (5,4,3,2,1): + xp = scilims[1]*power + if vymax >= 10.**xp: + volumeAxes.ticklabel_format(useOffset=False,scilimits=(xp,xp),axis='y') + offset = ' $10^{'+str(xp)+'}$' + break + elif scilims[0] == scilims[1] and scilims[1] != 0: + volumeAxes.ticklabel_format(useOffset=False,scilimits=scilims,axis='y') + offset = ' $10^'+str(scilims[1])+'$' + volumeAxes.yaxis.offsetText.set_visible(False) + + if config['ylabel_lower'] is None: + vol_label = 'Volume'+offset + else: + if len(offset) > 0: + offset = '\n'+offset + vol_label = config['ylabel_lower'] + offset + volumeAxes.set_ylabel(vol_label) + + if config['title'] is not None: + if config['tight_layout']: + # IMPORTANT: `y=0.89` is based on the top of the top panel + # being at 0.18+0.7 = 0.88. See _panels.py + # If the value changes there, then it needs to change here. + title_kwargs = dict(va='bottom', y=0.89) + else: + title_kwargs = dict(va='center') + if isinstance(config['title'],dict): + title_dict = config['title'] + if 'title' not in title_dict: + raise ValueError('Must have "title" entry in title dict') + else: + title = title_dict['title'] + del title_dict['title'] + title_kwargs.update(title_dict) # allows override default values set by mplfinance above + else: + title = config['title'] # config['title'] is a string + fig.suptitle(title,**title_kwargs) + + + if config['axtitle'] is not None: + axA1.set_title(config['axtitle']) + + if not external_axes_mode: + for panid,row in panels.iterrows(): + if not row['used2nd']: + row['axes'][1].set_visible(False) + + if external_axes_mode: + return None + + # Should we create a new kwarg to return a flattened axes list + # versus a list of tuples of primary and secondary axes? + # For now, for backwards compatibility, we flatten axes list: + axlist = [ax for axes in panels['axes'] for ax in axes] + + if config['axisoff']: + for ax in axlist: + ax.set_axis_off() + + if config['savefig'] is not None: + save = config['savefig'] + if isinstance(save,dict): + if config['tight_layout'] and 'bbox_inches' not in save: + fig.savefig(**save,bbox_inches='tight') + else: + fig.savefig(**save) + else: + if config['tight_layout']: + fig.savefig(save,bbox_inches='tight') + else: + fig.savefig(save) + if config['closefig']: # True or 'auto' + plt.close(fig) + elif not config['returnfig']: + plt.show(block=config['block']) # https://stackoverflow.com/a/13361748/1639359 + if config['closefig'] == True or (config['block'] and config['closefig']): + plt.close(fig) + + if config['returnfig']: + if config['closefig'] == True: plt.close(fig) + return (fig, axlist) + + # rcp = copy.deepcopy(plt.rcParams) + # rcpdf = rcParams_to_df(rcp) + # print('type(rcpdf)=',type(rcpdf)) + # print('rcpdfhead(3)=',rcpdf.head(3)) + # return # rcpdf + +def _adjust_figsize(fig,config): + if fig is None: + return + if config['figsize'] is None: + w,h = config['figratio'] + r = float(w)/float(h) + if r < 0.20 or r > 5.0: + raise ValueError('"figratio" (aspect ratio) must be between 0.20 and 5.0 (but is '+str(r)+')') + default_scale = DEFAULT_FIGRATIO[1]/h + h *= default_scale + w *= default_scale + base = (w,h) + figscale = config['figscale'] + fsize = [d*figscale for d in base] + else: + fsize = config['figsize'] + fig.set_size_inches(fsize) + +def _adjust_fontsize(config): + if config['fontscale'] is None: + return + if not isinstance(plt.rcParams['font.size'],(float,int)): + warnings.warn('\n\n ================================================================= '+ + '\n\n WARNING: Unable to scale fonts: plt.rcParams["font.size"] is NOT a float!'+ + '\n\n ================================================================ ', + category=UserWarning) + return + plt.rcParams['font.size'] *= config['fontscale'] + # -------------------------------------------- + # From: matplotlib.font_manager.font_scalings: + # font_scalings = { + # 'xx-small': 0.579, + # 'x-small': 0.694, + # 'small': 0.833, + # 'medium': 1.0, + # 'large': 1.200, + # 'x-large': 1.440, + # 'xx-large': 1.728, + # 'larger': 1.2, + # 'smaller': 0.833, + # None: 1.0, + # } + # -------------------------------------------- + fontstuff = ['axes.labelsize','axes.titlesize', 'figure.titlesize','legend.fontsize', + 'legend.title_fontsize','xtick.labelsize','ytick.labelsize'] + for item in fontstuff: + if isinstance(plt.rcParams[item],(float,int)): + plt.rcParams[item] *= config['fontscale'] + +def _addplot_collections(panid,panels,apdict,xdates,config): + + apdata = apdict['data'] + aptype = apdict['type'] + external_axes_mode = apdict['ax'] is not None + + #--------------------------------------------------------------# + # Note: _auto_secondary_y() sets the 'magnitude' column in the + # `panels` dataframe, which is needed for automatically + # determining if secondary_y is needed. Therefore we call + # _auto_secondary_y() for *all* addplots, even those that + # are set to True or False (not 'auto') for secondary_y + # because their magnitudes may be needed if *any* apdicts + # contain secondary_y='auto'. + # In theory we could first loop through all apdicts to see + # if any have secondary_y='auto', but since that is the + # default value, we will just assume we have at least one. + + valid_apc_types = ['ohlc','candle'] + if aptype not in valid_apc_types: + raise TypeError('Invalid aptype='+str(aptype)+'. Must be one of '+str(valid_apc_types)) + if not isinstance(apdata,pd.DataFrame): + raise TypeError('addplot type "'+aptype+'" MUST be accompanied by addplot data of type `pd.DataFrame`') + d,o,h,l,c,v = _check_and_prepare_data(apdata,config) + + mc = apdict['marketcolors'] + if _is_marketcolor_object(mc): + apstyle = config['style'].copy() + apstyle['marketcolors'] = mc + else: + apstyle = config['style'] + + collections = _construct_mpf_collections(aptype,d,xdates,o,h,l,c,v,config,apstyle) + + if not external_axes_mode: + lo = math.log(max(math.fabs(np.nanmin(l)),1e-7),10) - 0.5 + hi = math.log(max(math.fabs(np.nanmax(h)),1e-7),10) + 0.5 + secondary_y = _auto_secondary_y( panels, panid, lo, hi ) + if 'auto' != apdict['secondary_y']: + secondary_y = apdict['secondary_y'] + if secondary_y: + ax = panels.at[panid,'axes'][1] + panels.at[panid,'used2nd'] = True + else: + ax = panels.at[panid,'axes'][0] + else: + ax = apdict['ax'] + + for coll in collections: + ax.add_collection(coll) + if apdict['mav'] is not None: + apmavprices = _plot_mav(ax,config,xdates,c,apdict['mav']) + ax.autoscale_view() + return ax + +def _addplot_columns(panid,panels,ydata,apdict,xdates,config,colcount): + external_axes_mode = apdict['ax'] is not None + if not external_axes_mode: + secondary_y = False + if apdict['secondary_y'] == 'auto': + yd = [y for y in ydata if not math.isnan(y)] + ymhi = math.log(max(math.fabs(np.nanmax(yd)),1e-7),10) + ymlo = math.log(max(math.fabs(np.nanmin(yd)),1e-7),10) + secondary_y = _auto_secondary_y( panels, panid, ymlo, ymhi ) + else: + secondary_y = apdict['secondary_y'] + #print("apdict['secondary_y'] says secondary_y is",secondary_y) + + if secondary_y: + ax = panels.at[panid,'axes'][1] + panels.at[panid,'used2nd'] = True + else: + ax = panels.at[panid,'axes'][0] + else: + ax = apdict['ax'] + + aptype = apdict['type'] + if isinstance(apdict['label'],(list,tuple,np.ndarray)): + label = apdict['label'][colcount] + else: # isinstance(...,str) + label = apdict['label'] + if aptype == 'scatter': + size = apdict['markersize'] + mark = apdict['marker'] + color = apdict['color'] + alpha = apdict['alpha'] + edgecolors = apdict['edgecolors'] + linewidths = apdict['linewidths'] + + if isinstance(mark,(list,tuple,np.ndarray)): + _mscatter(xdates, ydata, ax=ax, m=mark, s=size, color=color, alpha=alpha, edgecolors=edgecolors, linewidths=linewidths) + else: + ax.scatter(xdates, ydata, s=size, marker=mark, color=color, alpha=alpha, edgecolors=edgecolors, linewidths=linewidths,label=label) + elif aptype == 'bar': + width = 0.8 if apdict['width'] is None else apdict['width'] + bottom = apdict['bottom'] + color = apdict['color'] + alpha = apdict['alpha'] + ax.bar(xdates,ydata,width=width,bottom=bottom,color=color,alpha=alpha,label=label) + elif aptype == 'line': + ls = apdict['linestyle'] + color = apdict['color'] + width = apdict['width'] if apdict['width'] is not None else 1.6*config['_width_config']['line_width'] + alpha = apdict['alpha'] + ax.plot(xdates,ydata,linestyle=ls,color=color,linewidth=width,alpha=alpha,label=label) + elif aptype == 'step': + stepwhere = apdict['stepwhere'] + ls = apdict['linestyle'] + color = apdict['color'] + width = apdict['width'] if apdict['width'] is not None else 1.6*config['_width_config']['line_width'] + alpha = apdict['alpha'] + ax.step(xdates,ydata,where = stepwhere,linestyle=ls,color=color,linewidth=width,alpha=alpha,label=label) + else: + raise ValueError('addplot type "'+str(aptype)+'" NOT yet supported.') + + if apdict['mav'] is not None: + apmavprices = _plot_mav(ax,config,xdates,ydata,apdict['mav']) + + return ax + +def _addplot_apply_supplements(ax,apdict,xdates): + if (apdict['ylabel'] is not None): + ax.set_ylabel(apdict['ylabel']) + # Note that xlabel is NOT supported for addplot. This is because + # in Panels Mode, there is only one xlabel (on the bottom axes) + # which is handled by the `xlabel` kwarg of `mpf.plot()`, + # whereas in External Axes Mode, users can call `Axes.set_xlabel()` on + # the axes object of their choice. + if apdict['ylim'] is not None: + ax.set_ylim(apdict['ylim'][0],apdict['ylim'][1]) + if apdict['title'] is not None: + ax.set_title(apdict['title']) + ysd = apdict['yscale'] + if isinstance(ysd,dict): + yscale = ysd['yscale'] + del ysd['yscale'] + ax.set_yscale(yscale,**ysd) + elif isinstance(ysd,str): + ax.set_yscale(ysd) + # added by Wen + if "fill_between" in apdict and apdict['fill_between'] is not None: + # deep copy because mplfinance code sometimes modifies the fill_between dict + fblist = copy.deepcopy(apdict['fill_between']) + if isinstance(fblist,dict): + fblist = [fblist,] + if _list_of_dict(fblist): + for fb in fblist: + if 'x' in fb: + raise ValueError('fill_between dict may not contain `x`') + fb['x'] = xdates # add 'x' to caller's fb dict + ax.fill_between(**fb) + else: + raise ValueError('Invalid addplot fill_between: must be `dict` or `list of dict`') + +def _set_ylabels_side(ax_pri,ax_sec,primary_on_right): + # put the primary axis on one side, + # and the twinx() on the "other" side: + if primary_on_right == True: + ax_pri.yaxis.set_label_position('right') + ax_pri.yaxis.tick_right() + if ax_sec is not None: + ax_sec.yaxis.set_label_position('left') + ax_sec.yaxis.tick_left() + else: # treat non-True as False, whether False, None, or anything else. + ax_pri.yaxis.set_label_position('left') + ax_pri.yaxis.tick_left() + if ax_sec is not None: + ax_sec.yaxis.set_label_position('right') + ax_sec.yaxis.tick_right() + +def _plot_mav(ax,config,xdates,prices,apmav=None,apwidth=None): + style = config['style'] + if apmav is not None: + mavgs = apmav + else: + mavgs = config['mav'] + mavp_list = [] + if mavgs is not None: + shift = None + if isinstance(mavgs,dict): + shift = mavgs['shift'] + mavgs = mavgs['period'] + if isinstance(mavgs,int): + mavgs = mavgs, # convert to tuple + if len(mavgs) > 7: + mavgs = mavgs[0:7] # take at most 7 + + mavc = config['_ma_color_cycle'] + + for idx,mav in enumerate(mavgs): + mean = pd.Series(prices).rolling(mav).mean() + if shift is not None: + mean = mean.shift(periods=shift[idx]) + mavprices = mean.values + lw = config['_width_config']['line_width'] + if mavc: + ax.plot(xdates, mavprices, linewidth=lw, color=next(mavc)) + else: + ax.plot(xdates, mavprices, linewidth=lw) + mavp_list.append(mavprices) + return mavp_list + + +def _plot_ema(ax,config,xdates,prices,apmav=None,apwidth=None): + '''ema: exponential moving average''' + style = config['style'] + if apmav is not None: + mavgs = apmav + else: + mavgs = config['ema'] + mavp_list = [] + if mavgs is not None: + shift = None + if isinstance(mavgs,dict): + shift = mavgs['shift'] + mavgs = mavgs['period'] + if isinstance(mavgs,int): + mavgs = mavgs, # convert to tuple + if len(mavgs) > 7: + mavgs = mavgs[0:7] # take at most 7 + + mavc = config['_ma_color_cycle'] + + for idx,mav in enumerate(mavgs): + # mean = pd.Series(prices).rolling(mav).mean() + mean = pd.Series(prices).ewm(span=mav,adjust=False).mean() + if shift is not None: + mean = mean.shift(periods=shift[idx]) + emaprices = mean.values + lw = config['_width_config']['line_width'] + if mavc: + ax.plot(xdates, emaprices, linewidth=lw, color=next(mavc)) + else: + ax.plot(xdates, emaprices, linewidth=lw) + mavp_list.append(emaprices) + return mavp_list + + +def _auto_secondary_y( panels, panid, ylo, yhi ): + # If mag(nitude) for this panel is not yet set, then set it + # here, as this is the first ydata to be plotted on this panel: + # i.e. consider this to be the 'primary' axis for this panel. + secondary_y = False + p = panid,'mag' + if panels.at[p] is None: + panels.at[p] = {'lo':ylo,'hi':yhi} + elif ylo < panels.at[p]['lo'] or yhi > panels.at[p]['hi']: + secondary_y = True + #if secondary_y: + # print('auto says USE secondary_y ... for panel',panid) + #else: + # print('auto says do NOT use secondary_y ... for panel',panid) + return secondary_y + +def _valid_addplot_kwargs(): + + valid_linestyles = ('-','solid','--','dashed','-.','dashdot',':','dotted',None,' ','') + valid_types = ('line','scatter','bar', 'ohlc', 'candle','step') + valid_stepwheres = ('pre','post','mid') + valid_edgecolors = ('face', 'none', None) + + vkwargs = { + 'scatter' : { 'Default' : False, + 'Description' : "Deprecated. (Use kwarg `type='scatter' instead.", + 'Validator' : lambda value: isinstance(value,bool) }, + + 'type' : { 'Default' : 'line', + 'Description' : 'addplot type: "line","scatter","bar", "ohlc", "candle","step"', + 'Validator' : lambda value: value in valid_types }, + + 'mav' : { 'Default' : None, + 'Description' : 'Moving Average window size(s); (int or tuple of ints)', + 'Validator' : _mav_validator }, + + 'panel' : { 'Default' : 0, + 'Description' : 'Panel (int 0-31) to use for this addplot', + 'Validator' : lambda value: _valid_panel_id(value) }, + + 'marker' : { 'Default' : 'o', + 'Description' : "marker for `type='scatter'` plot", + 'Validator' : lambda value: _bypass_kwarg_validation(value) }, + + 'markersize' : { 'Default' : 18, + 'Description' : 'size of marker for `type="scatter"`; default=18', + 'Validator' : lambda value: isinstance(value,(int,float, pd.Series, np.ndarray)) }, + + 'color' : { 'Default' : None, + 'Description' : 'color (or sequence of colors) of line(s), scatter marker(s), or bar(s).', + 'Validator' : lambda value: mcolors.is_color_like(value) or + (isinstance(value,(list,tuple,np.ndarray)) and all([mcolors.is_color_like(v) for v in value])) }, + + 'linestyle' : { 'Default' : None, + 'Description' : 'line style for `type=line` ('+str(valid_linestyles)+')', + 'Validator' : lambda value: value in valid_linestyles }, + + 'linewidths' : { 'Default': None, + 'Description' : 'edge widths of scatter markers', + 'Validator' : lambda value: isinstance(value,(int,float)) }, + + 'edgecolors' : { 'Default': None, + 'Description' : 'edgecolors of scatter markers', + 'Validator': lambda value: mcolors.is_color_like(value) or value in valid_edgecolors}, + + 'width' : { 'Default' : None, # width of `bar` or `line` + 'Description' : 'width of bar or line for `type="bar"` or `type="line"', + 'Validator' : lambda value: isinstance(value,(int,float)) or + all([isinstance(v,(int,float)) for v in value]) }, + + 'bottom' : { 'Default' : 0, # bottom for `type=bar` plots + 'Description' : 'bottom value for `type=bar` bars. Default=0', + 'Validator' : lambda value: isinstance(value,(int,float)) or + all([isinstance(v,(int,float)) for v in value]) }, + 'alpha' : { 'Default' : 1, # alpha of `bar`, `line`, or `scatter` + 'Description' : 'opacity for 0.0 (transparent) to 1.0 (opaque)', + 'Validator' : lambda value: isinstance(value,(int,float)) or + all([isinstance(v,(int,float)) for v in value]) }, + + 'secondary_y' : { 'Default' : 'auto', + 'Description' : "True|False|'auto' place the additional plot data on a"+ + " secondary y-axis. 'auto' compares the magnitude or the"+ + " addplot data, to data already on the axis, and if it appears"+ + " they are of different magnitudes, then it uses a secondary y-axis."+ + " True or False always override 'auto'.", + 'Validator' : lambda value: isinstance(value,bool) or value == 'auto' }, + + 'y_on_right' : { 'Default' : None, + 'Description' : 'True|False put y-axis tick labels on the right, for this addplot'+ + ' regardless of what the mplfinance style says to to.', + 'Validator' : lambda value: isinstance(value,bool) }, + + 'ylabel' : { 'Default' : None, + 'Description' : 'label for y-axis (for this addplot)', + 'Validator' : lambda value: isinstance(value,str) }, + + 'ylim' : {'Default' : None, + 'Description' : 'Limits for addplot y-axis as tuple (min,max), i.e. (bottom,top)', + 'Validator' : lambda value: isinstance(value, (list,tuple)) and len(value) == 2 + and all([isinstance(v,(int,float)) for v in value])}, + + 'title' : { 'Default' : None, + 'Description' : 'Axes Title (subplot title) for this addplot.', + 'Validator' : lambda value: isinstance(value,str) }, + + 'ax' : { 'Default' : None, + 'Description' : 'Matplotlib Axes object on which to plot this addplot', + 'Validator' : lambda value: isinstance(value,mpl_axes.Axes) }, + + 'yscale' : { 'Default' : None, + 'Description' : 'addplot y-axis scale: "linear", "log", "symlog", or "logit"', + 'Validator' : lambda value: _yscale_validator(value) }, + + 'stepwhere' : { 'Default' : 'pre', + 'Description' : "'pre','post', or 'mid': where to place step relative"+ + " to data for `type='step'`", + 'Validator' : lambda value : value in valid_stepwheres }, + + 'marketcolors': { 'Default' : None, # use 'style' for default, instead. + 'Description' : "marketcolors for this addplot (instead of the mplfinance"+ + " style\'s marketcolors). For addplot `type='ohlc'`"+ + " and type='candle'", + 'Validator' : lambda value: _is_marketcolor_object(value) }, + 'fill_between': { 'Default' : None, # added by Wen + 'Description' : " fill region", + 'Validator' : _fill_between_validator }, + 'label' : { 'Default' : None, + 'Description' : 'Label for the added plot. One per added plot.', + 'Validator' : _label_validator }, + + } + + _validate_vkwargs_dict(vkwargs) + + return vkwargs + + +def make_addplot(data, **kwargs): + ''' + Take data (pd.Series, pd.DataFrame, np.ndarray of floats, list of floats), and + kwargs (see valid_addplot_kwargs_table) and construct a correctly structured dict + to be passed into plot() using kwarg `addplot`. + NOTE WELL: len(data) here must match the len(data) passed into plot() + ''' + if not isinstance(data, (pd.Series, pd.DataFrame, np.ndarray, list)): + raise TypeError('Wrong type for data, in make_addplot()') + + config = _process_kwargs(kwargs, _valid_addplot_kwargs()) + + # kwarg `type` replaces kwarg `scatter` + if config['scatter'] == True and config['type'] == 'line': + config['type'] = 'scatter' + + return dict( data=data, **config) diff --git a/tests.py b/tests.py deleted file mode 100644 index da0db501..00000000 --- a/tests.py +++ /dev/null @@ -1,11 +0,0 @@ -import glob -import os -import subprocess - - -def test_e2e_examples(): - """Run e2e tests over examples folder""" - os.chdir("examples") - exs = glob.glob('*.py') - for ex in exs: - subprocess.check_call(["python", ex]) diff --git a/tests/conftest.py b/tests/conftest.py new file mode 100644 index 00000000..f267ddff --- /dev/null +++ b/tests/conftest.py @@ -0,0 +1,23 @@ +import pytest +import os +import pandas as pd +import os.path +import mplfinance as mpf + +os.environ['MPLBACKEND'] = 'agg' + +print('') +print('pd.__version__ =',pd.__version__ ) # for the record +print('mpf.__version__ =',mpf.__version__ ) # for the record +print('mpf.__file__ =',mpf.__file__) # for the record +print('') + +infile = os.path.join('examples','data','SPY_20110701_20120630_Bollinger.csv') +df = pd.read_csv(infile,index_col=0,parse_dates=True) +print('df.shape=' , df.shape ) +print('df.head(3)=', df.head(3)) +print('df.tail(3)=', df.tail(3)) + +@pytest.fixture() +def bolldata(): + return df diff --git a/tests/original_flavor/test_date_demo1.py b/tests/original_flavor/test_date_demo1.py new file mode 100644 index 00000000..9f42ff73 --- /dev/null +++ b/tests/original_flavor/test_date_demo1.py @@ -0,0 +1,58 @@ +""" +Show how to make date plots in matplotlib using date tick locators and +formatters. See major_minor_demo1.py for more information on +controlling major and minor ticks + +All matplotlib date plotting is done by converting date instances into +days since the 0001-01-01 UTC. The conversion, tick locating and +formatting is done behind the scenes so this is most transparent to +you. The dates module provides several converter functions date2num +and num2date + +This example requires an active internet connection since it uses +yahoo finance to get the data for plotting +""" + +import matplotlib.pyplot as plt +import pandas as pd +from pandas.plotting import register_matplotlib_converters +register_matplotlib_converters() +from matplotlib.dates import DateFormatter, MonthLocator, YearLocator +import os.path +import io + +def test_date_demo1(): + + years = YearLocator() # every year + months = MonthLocator() # every month + yearsFmt = DateFormatter('%Y') + + # make file paths OS independent + infile = os.path.join('examples','data','yahoofinance-INTC-19950101-20040412.csv') + quotes = pd.read_csv(infile,index_col=0,parse_dates=True,infer_datetime_format=True) + + dates = quotes.index.values + opens = quotes['Open'] + + fig, ax = plt.subplots() + ax.plot_date(dates, opens, '-') + + # format the ticks + ax.xaxis.set_major_locator(years) + ax.xaxis.set_major_formatter(yearsFmt) + ax.xaxis.set_minor_locator(months) + ax.autoscale_view() + + + # format the coords message box + def price(x): + return '$%1.2f' % x + + + ax.fmt_xdata = DateFormatter('%Y-%m-%d') + ax.fmt_ydata = price + ax.grid(True) + + fig.autofmt_xdate() + buf = io.BytesIO() + plt.savefig(buf) diff --git a/tests/original_flavor/test_date_demo2.py b/tests/original_flavor/test_date_demo2.py new file mode 100644 index 00000000..cc4eba8c --- /dev/null +++ b/tests/original_flavor/test_date_demo2.py @@ -0,0 +1,55 @@ +""" +Show how to make date plots in matplotlib using date tick locators and +formatters. See major_minor_demo1.py for more information on +controlling major and minor ticks +""" + +import matplotlib.pyplot as plt +import pandas as pd +from pandas.plotting import register_matplotlib_converters +register_matplotlib_converters() +from matplotlib.dates import (MONDAY, DateFormatter, MonthLocator, + WeekdayLocator) +import os.path +import io + +def test_date_demo2(): + + date1 = "2002-1-5" + date2 = "2003-12-1" + + # every monday + mondays = WeekdayLocator(MONDAY) + + # every 3rd month + months = MonthLocator(range(1, 13), bymonthday=1, interval=3) + monthsFmt = DateFormatter("%b '%y") + + + infile = os.path.join('examples','data','yahoofinance-INTC-19950101-20040412.csv') + quotes = pd.read_csv(infile, + index_col=0, + parse_dates=True, + infer_datetime_format=True) + + # select desired range of dates + quotes = quotes[(quotes.index >= date1) & (quotes.index <= date2)] + + dates = quotes.index.values + opens = quotes['Open'] + + + fig, ax = plt.subplots() + ax.plot_date(dates, opens, '-') + ax.xaxis.set_major_locator(months) + ax.xaxis.set_major_formatter(monthsFmt) + ax.xaxis.set_minor_locator(mondays) + ax.autoscale_view() + # ax.xaxis.grid(False, 'major') + # ax.xaxis.grid(True, 'minor') + ax.grid(True) + + fig.autofmt_xdate() + + buf = io.BytesIO() + plt.savefig(buf) diff --git a/tests/original_flavor/test_finance_demo.py b/tests/original_flavor/test_finance_demo.py new file mode 100644 index 00000000..d907ceed --- /dev/null +++ b/tests/original_flavor/test_finance_demo.py @@ -0,0 +1,52 @@ +import datetime + +import matplotlib.dates as mdates +import matplotlib.pyplot as plt +import pandas as pd +from pandas.plotting import register_matplotlib_converters +register_matplotlib_converters() +from matplotlib.dates import MONDAY, DateFormatter, DayLocator, WeekdayLocator +import os.path +import io + +from mplfinance.original_flavor import candlestick_ohlc + +def test_finance_demo(): + + date1 = "2004-2-1" + date2 = "2004-4-12" + + + mondays = WeekdayLocator(MONDAY) # major ticks on the mondays + alldays = DayLocator() # minor ticks on the days + weekFormatter = DateFormatter('%b %d') # e.g., Jan 12 + dayFormatter = DateFormatter('%d') # e.g., 12 + + infile = os.path.join('examples','data','yahoofinance-INTC-19950101-20040412.csv') + quotes = pd.read_csv(infile, + index_col=0, + parse_dates=True, + infer_datetime_format=True) + + # select desired range of dates + quotes = quotes[(quotes.index >= date1) & (quotes.index <= date2)] + + fig, ax = plt.subplots() + fig.subplots_adjust(bottom=0.2) + ax.xaxis.set_major_locator(mondays) + ax.xaxis.set_minor_locator(alldays) + ax.xaxis.set_major_formatter(weekFormatter) + # ax.xaxis.set_minor_formatter(dayFormatter) + + # plot_day_summary(ax, quotes, ticksize=3) + candlestick_ohlc(ax, zip(mdates.date2num(quotes.index.to_pydatetime()), + quotes['Open'], quotes['High'], + quotes['Low'], quotes['Close']), + width=0.6) + + ax.xaxis_date() + ax.autoscale_view() + plt.setp(plt.gca().get_xticklabels(), rotation=45, horizontalalignment='right') + + buf = io.BytesIO() + plt.savefig(buf) diff --git a/tests/original_flavor/test_finance_work2.py b/tests/original_flavor/test_finance_work2.py new file mode 100644 index 00000000..972f77f7 --- /dev/null +++ b/tests/original_flavor/test_finance_work2.py @@ -0,0 +1,216 @@ +import matplotlib.dates as mdates +import matplotlib.font_manager as font_manager +import matplotlib.pyplot as plt +import matplotlib.ticker as mticker +import numpy as np +import pandas as pd +from pandas.plotting import register_matplotlib_converters +register_matplotlib_converters() +import os.path +import io + +def test_finance_work2(): + + ticker = 'SPY' + infile = os.path.join('examples','data','yahoofinance-SPY-20080101-20180101.csv') + r = pd.read_csv(infile, + index_col=0, + parse_dates=True, + infer_datetime_format=True) + + + def moving_average(x, n, type='simple'): + """ + compute an n period moving average. + + type is 'simple' | 'exponential' + + """ + x = np.asarray(x) + if type == 'simple': + weights = np.ones(n) + else: + weights = np.exp(np.linspace(-1., 0., n)) + + weights /= weights.sum() + + a = np.convolve(x, weights, mode='full')[:len(x)] + a[:n] = a[n] + return a + + + def relative_strength(prices, n=14): + """ + compute the n period relative strength indicator + http://stockcharts.com/school/doku.php?id=chart_school:glossary_r#relativestrengthindex + http://www.investopedia.com/terms/r/rsi.asp + """ + + deltas = np.diff(prices) + seed = deltas[:n + 1] + up = seed[seed >= 0].sum() / n + down = -seed[seed < 0].sum() / n + rs = up / down + rsi = np.zeros_like(prices) + rsi[:n] = 100. - 100. / (1. + rs) + + for i in range(n, len(prices)): + delta = deltas[i - 1] # cause the diff is 1 shorter + + if delta > 0: + upval = delta + downval = 0. + else: + upval = 0. + downval = -delta + + up = (up * (n - 1) + upval) / n + down = (down * (n - 1) + downval) / n + + rs = up / down + rsi[i] = 100. - 100. / (1. + rs) + + return rsi + + + def moving_average_convergence(x, nslow=26, nfast=12): + """ + compute the MACD (Moving Average Convergence/Divergence) using a fast and + slow exponential moving avg + + return value is emaslow, emafast, macd which are len(x) arrays + """ + emaslow = moving_average(x, nslow, type='exponential') + emafast = moving_average(x, nfast, type='exponential') + return emaslow, emafast, emafast - emaslow + + + plt.rc('axes', grid=True) + plt.rc('grid', color='0.75', linestyle='-', linewidth=0.5) + + textsize = 9 + left, width = 0.1, 0.8 + rect1 = [left, 0.7, width, 0.2] + rect2 = [left, 0.3, width, 0.4] + rect3 = [left, 0.1, width, 0.2] + + + fig = plt.figure(facecolor='white') + axescolor = '#f6f6f6' # the axes background color + + ax1 = fig.add_axes(rect1, facecolor=axescolor) # left, bottom, width, height + ax2 = fig.add_axes(rect2, facecolor=axescolor, sharex=ax1) + ax2t = ax2.twinx() + ax3 = fig.add_axes(rect3, facecolor=axescolor, sharex=ax1) + + + # plot the relative strength indicator + prices = r["Adj Close"] + rsi = relative_strength(prices) + fillcolor = 'darkgoldenrod' + + ax1.plot(r.index.values, rsi, color=fillcolor) + ax1.axhline(70, color=fillcolor) + ax1.axhline(30, color=fillcolor) + ax1.fill_between(r.index.values, rsi, 70, where=(rsi >= 70), + facecolor=fillcolor, edgecolor=fillcolor) + ax1.fill_between(r.index.values, rsi, 30, where=(rsi <= 30), + facecolor=fillcolor, edgecolor=fillcolor) + ax1.text(0.6, 0.9, '>70 = overbought', va='top', + transform=ax1.transAxes, fontsize=textsize) + ax1.text(0.6, 0.1, '<30 = oversold', + transform=ax1.transAxes, fontsize=textsize) + ax1.set_ylim(0, 100) + ax1.set_yticks([30, 70]) + ax1.text(0.025, 0.95, 'RSI (14)', va='top', + transform=ax1.transAxes, fontsize=textsize) + ax1.set_title('%s daily' % ticker) + + # plot the price and volume data + dx = r["Adj Close"] - r.Close + low = r.Low + dx + high = r.High + dx + + deltas = np.zeros_like(prices) + deltas[1:] = np.diff(prices) + up = deltas > 0 + ax2.vlines(r.index[up], low[up], high[up], color='black', label='_nolegend_') + ax2.vlines(r.index[~up], low[~up], high[~up], + color='black', label='_nolegend_') + ma20 = moving_average(prices, 20, type='simple') + ma200 = moving_average(prices, 200, type='simple') + + linema20, = ax2.plot(r.index.values, ma20, color='blue', lw=2, label='MA (20)') + linema200, = ax2.plot(r.index.values, ma200, color='red', lw=2, label='MA (200)') + + last = r.tail(1) + s = '%s O:%1.2f H:%1.2f L:%1.2f C:%1.2f, V:%1.1fM Chg:%+1.2f' % ( + last.index.strftime('%Y.%m.%d')[0], + last.Open, last.High, + last.Low, last.Close, + last.Volume * 1e-6, + last.Close - last.Open) + t4 = ax2.text(0.3, 0.9, s, transform=ax2.transAxes, fontsize=textsize) + + props = font_manager.FontProperties(size=10) + leg = ax2.legend(loc='center left', shadow=True, fancybox=True, prop=props) + leg.get_frame().set_alpha(0.5) + + + volume = (r.Close * r.Volume) / 1e6 # dollar volume in millions + vmax = volume.max() + poly = ax2t.fill_between(r.index, volume, 0, label='Volume', + facecolor=fillcolor, edgecolor=fillcolor) + ax2t.set_ylim(0, 5 * vmax) + ax2t.set_yticks([]) + + + # compute the MACD indicator + fillcolor = 'darkslategrey' + nslow = 26 + nfast = 12 + nema = 9 + emaslow, emafast, macd = moving_average_convergence( + prices, nslow=nslow, nfast=nfast) + ema9 = moving_average(macd, nema, type='exponential') + ax3.plot(r.index.values, macd, color='black', lw=2) + ax3.plot(r.index.values, ema9, color='blue', lw=1) + ax3.fill_between(r.index, macd - ema9, 0, alpha=0.5, + facecolor=fillcolor, edgecolor=fillcolor) + + + ax3.text(0.025, 0.95, 'MACD (%d, %d, %d)' % (nfast, nslow, nema), va='top', + transform=ax3.transAxes, fontsize=textsize) + + # ax3.set_yticks([]) + # turn off upper axis tick labels, rotate the lower ones, etc + for ax in ax1, ax2, ax2t, ax3: + if ax != ax3: + for label in ax.get_xticklabels(): + label.set_visible(False) + else: + for label in ax.get_xticklabels(): + label.set_rotation(30) + label.set_horizontalalignment('right') + + ax.fmt_xdata = mdates.DateFormatter('%Y-%m-%d') + + + class MyLocator(mticker.MaxNLocator): + def __init__(self, *args, **kwargs): + mticker.MaxNLocator.__init__(self, *args, **kwargs) + + def __call__(self, *args, **kwargs): + return mticker.MaxNLocator.__call__(self, *args, **kwargs) + + # at most 5 ticks, pruning the upper and lower so they don't overlap + # with other ticks + # ax2.yaxis.set_major_locator(mticker.MaxNLocator(5, prune='both')) + # ax3.yaxis.set_major_locator(mticker.MaxNLocator(5, prune='both')) + + + ax2.yaxis.set_major_locator(MyLocator(5, prune='both')) + ax3.yaxis.set_major_locator(MyLocator(5, prune='both')) + + buf = io.BytesIO() + plt.savefig(buf) diff --git a/tests/original_flavor/test_longshort.py b/tests/original_flavor/test_longshort.py new file mode 100644 index 00000000..d3970093 --- /dev/null +++ b/tests/original_flavor/test_longshort.py @@ -0,0 +1,62 @@ +""" +Illustrate the rec array utility funcitons by loading prices from a +csv file, computing the daily returns, appending the results to the +record arrays, joining on date +""" +import matplotlib.mlab as mlab +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +from pandas.plotting import register_matplotlib_converters +register_matplotlib_converters() + +import os.path +import io +from six.moves import urllib + +def test_longshort(): + + start_date = "2004-8-19" + end_date = '2018-1-20' + + # grab the price data off yahoo csv quotes + + infile1 = os.path.join('examples','data','yahoofinance-AAPL-20040819-20180120.csv') + r1 = pd.read_csv(infile1, + index_col=0, + parse_dates=True, + infer_datetime_format=True) + + infile2 = os.path.join('examples','data','yahoofinance-GOOG-20040819-20180120.csv') + r2 = pd.read_csv(infile2, + index_col=0, + parse_dates=True, + infer_datetime_format=True) + + + # compute the daily returns and add these columns to the arrays + gains1 = np.zeros_like(r1["Adj Close"]) + gains2 = np.zeros_like(r2["Adj Close"]) + gains1[1:] = np.diff(r1["Adj Close"]) / r1["Adj Close"][:-1] + gains2[1:] = np.diff(r2["Adj Close"]) / r2["Adj Close"][:-1] + r1['gains'] = gains1 + r2['gains'] = gains2 + + + # now join them by date + r = pd.merge(r1, r2, left_index=True, right_index=True, + suffixes=(['1', '2']), sort=True) + + + # long appl, short goog + g = r.gains1 - r.gains2 + tr = (1 + g).cumprod() # the total return + + # plot the return + fig, ax = plt.subplots() + ax.plot(r.index.values, tr) + ax.set_title('total return: long APPL, short GOOG') + ax.grid() + fig.autofmt_xdate() + buf = io.BytesIO() + plt.savefig(buf) diff --git a/tests/original_flavor/test_plot_day_summary_oclh_demo.py b/tests/original_flavor/test_plot_day_summary_oclh_demo.py new file mode 100644 index 00000000..cc4e635c --- /dev/null +++ b/tests/original_flavor/test_plot_day_summary_oclh_demo.py @@ -0,0 +1,49 @@ +""" +Show how to use plot_day_summary_oclh function +""" +import matplotlib.pyplot as plt +import pandas as pd +from pandas.plotting import register_matplotlib_converters +register_matplotlib_converters() +from matplotlib.dates import (MONDAY, DateFormatter, MonthLocator, + WeekdayLocator, date2num) +import os.path +import io + +from mplfinance.original_flavor import plot_day_summary_oclh + +def test_plot_day_summary_oclh_demo(): + + date1 = "2003-11-1" + date2 = "2003-12-1" + + # every monday + mondays = WeekdayLocator(MONDAY) + daysFmt = DateFormatter("%d %b %y") + + + infile = os.path.join('examples','data','yahoofinance-INTC-19950101-20040412.csv') + quotes = pd.read_csv(infile, + index_col=0, + parse_dates=True, + infer_datetime_format=True) + + # select desired range of dates + quotes = quotes[(quotes.index >= date1) & (quotes.index <= date2)] + + + fig, ax = plt.subplots() + plot_day_summary_oclh(ax, zip(date2num(quotes.index.to_pydatetime()), + quotes['Open'], quotes['Close'], + quotes['Low'], quotes['High']), + ticksize=3) + 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matplotlib.testing.compare import compare_images + +print('mpf.__version__ =',mpf.__version__) # for the record +print("plt.rcParams['backend'] =",plt.rcParams['backend']) # for the record + +base='addplot' +tdir = os.path.join('tests','test_images') +refd = os.path.join('tests','reference_images') + +globpattern = os.path.join(tdir,base+'*.png') +oldtestfiles = glob.glob(globpattern) + +for fn in oldtestfiles: + try: + os.remove(fn) + except: + print('Error removing file "'+fn+'"') + +# IMGCOMP_TOLERANCE = 7.0 # this works fine for linux +IMGCOMP_TOLERANCE = 11.0 # required for a windows pass. (really 10.25 may do it). + +def test_addplot01(bolldata): + + df = bolldata + + fname = base+'01.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + mpf.plot(df,volume=True,savefig=tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot02(bolldata): + df = bolldata + + fname = base+'02.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + apdict = mpf.make_addplot(df['LowerB']) + mpf.plot(df,volume=True,addplot=apdict,savefig=tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def percentB_aboveone(percentB,price): + import numpy as np + signal = [] + previous = 2 + for date,value in percentB.items(): + if value > 1 and previous <= 1: + signal.append(price[date]*1.01) + else: + signal.append(np.nan) + previous = value + return signal + +def percentB_belowzero(percentB,price): + import numpy as np + signal = [] + previous = -1.0 + for date,value in percentB.items(): + if value < 0 and previous >= 0: + signal.append(price[date]*0.99) + else: + signal.append(np.nan) + previous = value + return signal + +def test_addplot03(bolldata): + df = bolldata + + fname = base+'03.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + tcdf = df[['LowerB','UpperB']] # DataFrame with two columns + + low_signal = percentB_belowzero(df['PercentB'], df['Close']) + high_signal = percentB_aboveone(df['PercentB'], df['Close']) + + apds = [ mpf.make_addplot(tcdf), + mpf.make_addplot(low_signal,scatter=True,markersize=200,marker='^'), + mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'), + mpf.make_addplot((df['PercentB']),panel='lower',color='g') + ] + + mpf.plot(df,addplot=apds,figscale=1.3,volume=True,savefig=tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot04(bolldata): + df = bolldata + + fname = base+'04.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + tcdf = df[['LowerB','UpperB']] # DataFrame with two columns + + low_signal = percentB_belowzero(df['PercentB'], df['Close']) + high_signal = percentB_aboveone(df['PercentB'], df['Close']) + + apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'), + mpf.make_addplot(low_signal,scatter=True,markersize=200,marker='^'), + mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'), + mpf.make_addplot((df['PercentB']),panel='lower',color='g',linestyle='dotted') + ] + + mpf.plot(df,addplot=apds,figscale=1.5,volume=True, + style='starsandstripes',savefig=tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot05(bolldata): + df = bolldata + + fname = base+'05.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + tcdf = df[['LowerB','UpperB']] # DataFrame with two columns + + low_signal = percentB_belowzero(df['PercentB'], df['Close']) + high_signal = percentB_aboveone(df['PercentB'], df['Close']) + + import math + new_low_signal = [x*20.*math.sin(x) for x in low_signal] + + apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'), + mpf.make_addplot(new_low_signal,scatter=True,markersize=200,marker='^'), + mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'), + mpf.make_addplot((df['PercentB']),panel='lower',color='g',linestyle='dotted') + ] + + mpf.plot(df,addplot=apds,figscale=1.5,volume=True, + style='sas',savefig=tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot06(bolldata): + df = bolldata + + fname = base+'06.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + tcdf = df[['LowerB','UpperB']] # DataFrame with two columns + + low_signal = percentB_belowzero(df['PercentB'], df['Close']) + high_signal = percentB_aboveone(df['PercentB'], df['Close']) + + import math + new_low_signal = [x*20.*math.sin(x) for x in low_signal] + + apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'), + mpf.make_addplot(new_low_signal,scatter=True,markersize=200,marker='^'), + mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'), + mpf.make_addplot((df['PercentB']),panel='lower',color='g',linestyle='dotted') + ] + + mpf.plot(df,addplot=apds,figscale=1.5,volume=True, + style='default',savefig=tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot07(bolldata): + + df = bolldata + + fname = base+'07.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + mpf.plot(df,volume=True,savefig=tname,mav=(20,40,60)) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot08(bolldata): + df = bolldata + + fname = base+'08.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + tcdf = df[['LowerB','UpperB']] # DataFrame with two columns + + low_signal = percentB_belowzero(df['PercentB'], df['Close']) + high_signal = percentB_aboveone(df['PercentB'], df['Close']) + + import math + new_low_signal = [x*20.*math.sin(x) for x in low_signal] + + apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'), + mpf.make_addplot(new_low_signal,scatter=True,markersize=200,marker='^'), + mpf.make_addplot(high_signal,scatter=True,markersize=200,marker='v'), + mpf.make_addplot((df['PercentB']),panel='lower',color='g',linestyle='dotted') + ] + + mpf.plot(df,addplot=apds,figscale=1.5,volume=True, + mav=(15,30,45),style='default',savefig=tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot09(bolldata): + + sdf = bolldata[50:130] + + fname = base+'09.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + ap = mpf.make_addplot((sdf['PercentB'])-0.45,panel=1,color='g',type='bar', width=0.75, mav=(7,10,15)) + mpf.plot(sdf,addplot=ap,panel_ratios=(1,1),figratio=(1,1),figscale=1.5,savefig=tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + # Using 0.9*IMGCOMP_TOLERANCE here because discovered that if + # the only difference is the presence or absence of mav lines, + # then the default IMGCOMP_TOLERANCE is too linient: + result = compare_images(rname,tname,tol=0.9*IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot10(bolldata): + + sdf = bolldata[50:130] + + fname = base+'10.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + ap = mpf.make_addplot(sdf,panel=1,type='candle',ylabel='Candle',mav=12) + mpf.plot(sdf,mav=10,ylabel='OHLC',addplot=ap,panel_ratios=(1,1),figratio=(1,1),figscale=1.5,savefig=tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + # Using 0.9*IMGCOMP_TOLERANCE here because discovered that if + # the only difference is the presence or absence of mav lines, + # then the default IMGCOMP_TOLERANCE is too linient: + result = compare_images(rname,tname,tol=0.9*IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot11(bolldata): + + df = bolldata[50:130].copy() + + fname = base+'11.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + df.loc[:,'trend'] = 0 + df.loc[df['Close'] < df['Open'], 'trend'] = - 1 + df.loc[df['Close'] > df['Open'], 'trend'] = 1 + ap = mpf.make_addplot(df['trend'],panel=1,type='step',ylabel='simple trend') + mpf.plot(df,ylabel='OHLC',addplot=ap,savefig=tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_addplot12(bolldata): + + df = bolldata + + fname = base+'12.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + mpf.plot(df,type='candle',volume=True,savefig=tname,mav={'period':(20,40,60), 'shift': [5,10,20]}) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None diff --git a/tests/test_alines.py b/tests/test_alines.py new file mode 100644 index 00000000..5ac55027 --- /dev/null +++ b/tests/test_alines.py @@ -0,0 +1,48 @@ +import os +import os.path +import glob +import mplfinance as mpf +import matplotlib.pyplot as plt +from matplotlib.testing.compare import compare_images + +print('mpf.__version__ =',mpf.__version__) # for the record +print('mpf.__file__ =',mpf.__file__) # for the record +print("plt.rcParams['backend'] =",plt.rcParams['backend']) # for the record + +base='alines' +tdir = os.path.join('tests','test_images') +refd = os.path.join('tests','reference_images') + +globpattern = os.path.join(tdir,base+'*.png') +oldtestfiles = glob.glob(globpattern) + +for fn in oldtestfiles: + try: + os.remove(fn) + except: + print('Error removing file "'+fn+'"') + +IMGCOMP_TOLERANCE = 10.0 # this works fine for linux +# IMGCOMP_TOLERANCE = 11.0 # required for a windows pass. (really 10.25 may do it). + +def test_alines01(bolldata): + + df = bolldata + + fname = base+'01.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + segments1 = [('2011-09-13', 115.),('2012-02-06', 135.)] + mpf.plot(df,volume=True,savefig=tname,alines=segments1) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + diff --git a/tests/test_ema.py b/tests/test_ema.py new file mode 100644 index 00000000..f691e4fd --- /dev/null +++ b/tests/test_ema.py @@ -0,0 +1,124 @@ +import os +import os.path +import glob +import mplfinance as mpf +import pandas as pd +import matplotlib.pyplot as plt +from matplotlib.testing.compare import compare_images + +print('mpf.__version__ =',mpf.__version__) # for the record +print('mpf.__file__ =',mpf.__file__) # for the record +print("plt.rcParams['backend'] =",plt.rcParams['backend']) # for the record + +base='ema' +tdir = os.path.join('tests','test_images') +refd = os.path.join('tests','reference_images') + +globpattern = os.path.join(tdir,base+'*.png') +oldtestfiles = glob.glob(globpattern) +for fn in oldtestfiles: + try: + os.remove(fn) + except: + print('Error removing file "'+fn+'"') + +IMGCOMP_TOLERANCE = 10.0 # this works fine for linux +# IMGCOMP_TOLERANCE = 11.0 # required for a windows pass. (really 10.25 may do it). + +_df = pd.DataFrame() +def get_ema_data(): + global _df + if len(_df) == 0: + _df = pd.read_csv('./examples/data/yahoofinance-GOOG-20040819-20180120.csv', + index_col='Date',parse_dates=True) + return _df + + +def create_ema_image(tname): + + df = get_ema_data() + df = df[-50:] # show last 50 data points only + + ema25 = df['Close'].ewm(span=25.0, adjust=False).mean() + mav25 = df['Close'].rolling(window=25).mean() + + ap = [ + mpf.make_addplot(df, panel=1, type='ohlc', color='c', + ylabel='mpf mav', mav=25, secondary_y=False), + mpf.make_addplot(ema25, panel=2, type='line', width=2, color='c', + ylabel='calculated', secondary_y=False), + mpf.make_addplot(mav25, panel=2, type='line', width=2, color='blue', + ylabel='calculated', secondary_y=False) + ] + + # plot and save in `tname` path + mpf.plot(df, ylabel="mpf ema", type='ohlc', + ema=25, addplot=ap, panel_ratios=(1, 1), savefig=tname + ) + + +def test_ema01(): + + fname = base+'01.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + create_ema_image(tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_ema02(): + fname = base+'02.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + df = get_ema_data() + df = df[-125:-35] + + mpf.plot(df, type='candle', ema=(5,15,25), mav=(5,15,25), savefig=tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_ema03(): + fname = base+'03.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + df = get_ema_data() + df = df[-125:-35] + + mac = ['red','orange','yellow','green','blue','purple'] + + mpf.plot(df, type='candle', ema=(5,10,15,25), mav=(5,15,25), + mavcolors=mac, savefig=tname) + + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + diff --git a/tests/test_exceptions.py b/tests/test_exceptions.py new file mode 100644 index 00000000..4dfc616c --- /dev/null +++ b/tests/test_exceptions.py @@ -0,0 +1,91 @@ +import os as os +import io as io +import pandas as pd +import mplfinance as mpf +import matplotlib.pyplot as plt +from matplotlib.testing.compare import compare_images + +print('pd.__version__ =',pd.__version__ ) # for the record +print('mpf.__version__ =',mpf.__version__) # for the record +print("plt.rcParams['backend'] =",plt.rcParams['backend']) # for the record + +import pytest + +def test_dataframe_typeErr(): + s = pd.Series([0,1,2]) + with pytest.raises(TypeError) as ex: + mpf.plot(s) + assert 'Expect data as DataFrame' in str(ex.value) + + df = pd.DataFrame() + with pytest.raises(TypeError) as ex: + mpf.plot(df) + assert 'Expect data.index as DatetimeIndex' in str(ex.value) + +def test_kwarg_not_implemented(bolldata): + df = bolldata + with pytest.raises(NotImplementedError) as ex: + mpf.plot(df,volume=True,study='Bollinger') + assert 'kwarg NOT implemented' in str(ex.value) + +def test_unrecognized_kwarg(bolldata): + df = bolldata + with pytest.raises(KeyError) as ex: + mpf.plot(df,volume=True,foo='bar') + assert 'Unrecognized kwarg' in str(ex.value) + +def test_kwarg_validation_error(bolldata): + ''' + We *could* very exhaustively test all kwargs, but that + would be hundreds of lines of code, etc. So just going + to more-or-less randomly spot check just a few. + ''' + df = bolldata + + apdict = mpf.make_addplot(df['LowerB']) + with pytest.raises(TypeError) as ex: + mpf.plot(df,volume='True',addplot=apdict) + assert 'validator returned False for value' in str(ex.value) + + apdict = {'data':df['LowerB']} + with pytest.raises(KeyError) as ex: + mpf.plot(df,volume=True,addplot=apdict) + + with pytest.raises(TypeError) as ex: + mpf.plot(df,volume=True,style='some random style name') + assert 'validator returned False for value' in str(ex.value) + + with pytest.raises(ValueError) as ex: + mpf.make_marketcolors(base_mpf_style='classic',ohlc='chartreussse') + assert 'NOT is_color_like' in str(ex.value) + +def test_pmove_addplot(bolldata): + df = bolldata + apdict = mpf.make_addplot(df['LowerB']) + with pytest.raises(ValueError) as ex: + mpf.plot(df,type='renko',volume=True,addplot=apdict) + assert '`addplot` is not supported for `type=\'renko\'`' in str(ex.value) + + with pytest.raises(ValueError) as ex: + mpf.plot(df,type='pnf',volume=True,addplot=apdict) + assert '`addplot` is not supported for `type=\'pnf\'`' in str(ex.value) + #mpf.plot(df,type='renko',volume=True) + +def test_figratio_bounds(bolldata): + df = bolldata + buf = io.BytesIO() + mpf.plot(df,volume=True,figratio=(10,5),savefig=buf) + with pytest.raises(ValueError) as ex: + mpf.plot(df,volume=True,figratio=(11,2),savefig=buf) + assert '"figratio" (aspect ratio) must be between' in str(ex.value) + with pytest.raises(ValueError) as ex: + mpf.plot(df,volume=True,figratio=(10,51),savefig=buf) + assert '"figratio" (aspect ratio) must be between' in str(ex.value) + +def test_reversal_box_size_bounds(bolldata): + df = bolldata + buf = io.BytesIO() + mpf.plot(df,type='pnf',pnf_params=dict(box_size=3, reversal=3), volume=True, savefig=buf) + with pytest.raises(ValueError) as ex: + mpf.plot(df,type='pnf',pnf_params=dict(box_size=3, reversal=10), volume=True, savefig=buf) + assert 'Specified reversal must be an integer in the range [1,9]' in str(ex.value) diff --git a/tests/test_fill_between.py b/tests/test_fill_between.py new file mode 100644 index 00000000..0a37a96e --- /dev/null +++ b/tests/test_fill_between.py @@ -0,0 +1,236 @@ +#!/usr/bin/env python +# coding: utf-8 +import os +import os.path +import glob +import mplfinance as mpf +import matplotlib.pyplot as plt +from matplotlib.testing.compare import compare_images + +print('mpf.__version__ =',mpf.__version__) # for the record +print("plt.rcParams['backend'] =",plt.rcParams['backend']) # for the record + +base='fill_between' +tdir = os.path.join('tests','test_images') +refd = os.path.join('tests','reference_images') + +globpattern = os.path.join(tdir,base+'*.png') +oldtestfiles = glob.glob(globpattern) + +for fn in oldtestfiles: + try: + os.remove(fn) + except: + print('Error removing file "'+fn+'"') + +# IMGCOMP_TOLERANCE = 7.0 # this works fine for linux +IMGCOMP_TOLERANCE = 11.0 # required for a windows pass. (really 10.25 may do it). + +def _get_data_subset(bolldata,scaled_down=False): + start = int(0.2*len(bolldata)) + end = 2*start + df = bolldata.iloc[start:end] + if not scaled_down: + return df + scaled_down_data = df/df['Close'].mean() + scaled_down_data -= 0.9*scaled_down_data['Low'].min() + return scaled_down_data + +def _get_file_names(id): + fname = base+id+'.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + return fname,tname,rname + +def _report_file_sizes(tname,rname): + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + +def test_fill_between01(bolldata): + + scaled_down_data = _get_data_subset(bolldata,True) + fname,tname,rname = _get_file_names('01') + + mpf.plot(scaled_down_data,figscale=0.7, + fill_between=scaled_down_data['Close'].values, + savefig=tname) + + _report_file_sizes(tname,rname) + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_fill_between02(bolldata): + + scaled_down_data = _get_data_subset(bolldata,True) + fname,tname,rname = _get_file_names('02') + + mpf.plot(scaled_down_data,figscale=0.7, + fill_between={'y1':scaled_down_data['Close'].values,'alpha':0.75}, + savefig=tname) + + _report_file_sizes(tname,rname) + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_fill_between03(bolldata): + + df = _get_data_subset(bolldata) + fname,tname,rname = _get_file_names('03') + + mpf.plot(df,figscale=0.7, + fill_between=dict(y1=df['Close'].mean(), + y2=df['Close'].values, + alpha=0.67), + type='candle',style='yahoo',savefig=tname) + + _report_file_sizes(tname,rname) + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_fill_between04(bolldata): + + df = _get_data_subset(bolldata) + fname,tname,rname = _get_file_names('04') + + fb_above=dict(y1=df['Close'].mean(), + y2=df['Close'].values, + alpha=0.5, + color='lime', + where=((df['Close'] > df['Close'].mean()).values) + ) + + fb_below=dict(y1=df['Close'].mean(), + y2=df['Close'].values, + alpha=0.5, + color='magenta', + where=((df['Close'] < df['Close'].mean()).values) + ) + + mpf.plot(df,figscale=0.7, + fill_between=[fb_above,fb_below], + type='candle',style='yahoo',savefig=tname) + + _report_file_sizes(tname,rname) + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + +def test_fill_between05(bolldata): + + df = _get_data_subset(bolldata) + fname,tname,rname = _get_file_names('05') + + mpf.plot(df,figscale=0.7, + fill_between=dict(y1=df['Low'].values, + y2=df['High'].values, + alpha=0.33), + type='candle',style='yahoo',savefig=tname) + + _report_file_sizes(tname,rname) + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + + + +def test_fill_between06(bolldata): + + #df = _get_data_subset(bolldata) + df = bolldata + fname,tname,rname = _get_file_names('06') + + # ======= + # MACD: + + exp12 = df['Close'].ewm(span=12, adjust=False).mean() + exp26 = df['Close'].ewm(span=26, adjust=False).mean() + macd = exp12 - exp26 + signal = macd.ewm(span=9, adjust=False).mean() + histogram = macd - signal + + fb_12up = dict(y1=exp12.values,y2=exp26.values,where=(exp12>exp26).values,color="#93c47d",alpha=0.6,interpolate=True) + fb_12dn = dict(y1=exp12.values,y2=exp26.values,where=(exp12macd).values,color="#e06666",alpha=0.6,interpolate=True) + + fb_macd = [fb_macd_up,fb_macd_dn] + + s = mpf.make_mpf_style(base_mpf_style='blueskies',facecolor='aliceblue') + + import pprint + pp = pprint.PrettyPrinter(indent=4) + + for tag in ['a','b','c']: + apds = [mpf.make_addplot(exp12,color='lime'), + mpf.make_addplot(exp26,color='c'), + mpf.make_addplot(histogram,type='bar',width=0.7,panel=1, + color='dimgray',alpha=0.65,secondary_y=True), + mpf.make_addplot(macd,panel=1,color='fuchsia',secondary_y=False), + mpf.make_addplot(signal,panel=1,color='b',secondary_y=False) + ] + + new_tname = tname[0:-4]+tag+tname[-4:] + if tag == 'a': + print('fb_exp12') + pp.pprint(fb_exp12) + print('fb_macd') + pp.pprint(fb_macd) + apds[ 0] = mpf.make_addplot(exp12,color='lime',fill_between=fb_exp12) + apds[-1] = mpf.make_addplot(signal,panel=1,color='b',secondary_y=False,fill_between=fb_macd) + mpf.plot(df,type='candle',addplot=apds,figscale=0.8,figratio=(1,1),title='\n\nMACD', + style=s,volume=True,volume_panel=2,panel_ratios=(3,4,1),tight_layout=True, + savefig=new_tname) + elif tag == 'b': + print('fb_exp12') + pp.pprint(fb_exp12) + print('fb_macd') + pp.pprint(fb_macd) + apds[ 0] = mpf.make_addplot(exp12,color='lime') + apds[-1] = mpf.make_addplot(signal,panel=1,color='b',secondary_y=False,fill_between=fb_macd) + mpf.plot(df,type='candle',addplot=apds,figscale=0.8,figratio=(1,1),title='\n\nMACD', + style=s,volume=True,volume_panel=2,panel_ratios=(3,4,1),tight_layout=True, + fill_between=fb_exp12, + savefig=new_tname) + elif tag == 'c': + apds[ 0] = mpf.make_addplot(exp12,color='lime') + apds[-1] = mpf.make_addplot(signal,panel=1,color='b',secondary_y=False) + fb_macd[0]['panel'] = 1 + fb_macd[1]['panel'] = 1 + print('fb_exp12') + pp.pprint(fb_exp12) + print('fb_macd') + pp.pprint(fb_macd) + print('fb_macd+fb_exp12') + pp.pprint(fb_macd+fb_exp12) + mpf.plot(df,type='candle',addplot=apds,figscale=0.8,figratio=(1,1),title='\n\nMACD', + style=s,volume=True,volume_panel=2,panel_ratios=(3,4,1),tight_layout=True, + fill_between=fb_macd+fb_exp12, + savefig=new_tname) + else: + print('Should NEVER get to here!') + raise ValueError('Should NEVER get to here!') + + _report_file_sizes(new_tname,rname) + + result = compare_images(rname,new_tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + diff --git a/tests/test_hlines.py b/tests/test_hlines.py new file mode 100644 index 00000000..b60943cf --- /dev/null +++ b/tests/test_hlines.py @@ -0,0 +1,95 @@ +import os +import os.path +import glob +import mplfinance as mpf +import matplotlib.pyplot as plt +from matplotlib.testing.compare import compare_images + +print('mpf.__version__ =',mpf.__version__) # for the record +print("plt.rcParams['backend'] =",plt.rcParams['backend']) # for the record + +base='hlines' +tdir = os.path.join('tests','test_images') +refd = os.path.join('tests','reference_images') + +globpattern = os.path.join(tdir,base+'*.png') +oldtestfiles = glob.glob(globpattern) + +for fn in oldtestfiles: + try: + os.remove(fn) + except: + print('Error removing file "'+fn+'"') + +IMGCOMP_TOLERANCE = 10.0 # this works fine for linux +# IMGCOMP_TOLERANCE = 11.0 # required for a windows pass. (really 10.25 may do it). + +def test_hlines01(bolldata): + + df = bolldata + + fname = base+'01.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + mpf.plot(df,volume=True,savefig=tname,hlines=[120]) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_hlines02(bolldata): + df = bolldata + + fname = base+'02.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + fig_axis = mpf.plot( + df, + type='ohlc', + volume=True, + savefig=tname, + returnfig=True, + hlines=dict(hlines=[120.000001, 130.0],linestyle='-.',colors='g') + ) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None +# +# +# def test_vlines03(bolldata): +# df = bolldata +# +# fname = base+'03.png' +# tname = os.path.join(tdir,fname) +# rname = os.path.join(refd,fname) +# +# vl = dict(vlines='02-06-2012',linestyle='-.',colors='g') +# mpf.plot(df,type='pnf',vlines=vl,savefig=tname,pointnfig_params=dict(box_size=1.)) +# +# tsize = os.path.getsize(tname) +# print(glob.glob(tname),'[',tsize,'bytes',']') +# +# rsize = os.path.getsize(rname) +# print(glob.glob(rname),'[',rsize,'bytes',']') +# +# result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) +# if result is not None: +# print('result=',result) +# assert result is None diff --git a/tests/test_images/placeholder b/tests/test_images/placeholder new file mode 100644 index 00000000..e69de29b diff --git a/tests/test_kwarg_help.py b/tests/test_kwarg_help.py new file mode 100644 index 00000000..3eff151f --- /dev/null +++ b/tests/test_kwarg_help.py @@ -0,0 +1,26 @@ +import os +import os.path +import glob +import mplfinance as mpf + +print('mpf.__version__ =',mpf.__version__) # for the record + + +def test_kwarg_help(): + + functions = ['plot', 'make_addplot', 'make_marketcolors', 'make_mpf_style', + 'renko_params', 'pnf_params', 'lines', 'scale_width_adjustment', + 'update_width_config'] + + # just call `kwarg_help()` for each function, + # and make sure there are no exceptions: + + mpf.kwarg_help() + + for func_name in functions: + mpf.kwarg_help(func_name) + + # now call with `sort=True` (again, just making sure no exceptions) + + mpf.kwarg_help('plot',sort=True) + diff --git a/tests/test_pnf.py b/tests/test_pnf.py new file mode 100644 index 00000000..bf396c75 --- /dev/null +++ b/tests/test_pnf.py @@ -0,0 +1,131 @@ +import os +import os.path +import glob +import mplfinance as mpf +import matplotlib.pyplot as plt +from matplotlib.testing.compare import compare_images + +print('mpf.__version__ =',mpf.__version__) # for the record +print("plt.rcParams['backend'] =",plt.rcParams['backend']) # for the record + +base='pnf' +tdir = os.path.join('tests','test_images') +refd = os.path.join('tests','reference_images') + +globpattern = os.path.join(tdir,base+'*.png') +oldtestfiles = glob.glob(globpattern) + +for fn in oldtestfiles: + try: + os.remove(fn) + except: + print('Error removing file "'+fn+'"') + +# IMGCOMP_TOLERANCE = 7.0 # this works fine for linux +IMGCOMP_TOLERANCE = 11.0 # required for a windows pass. (really 10.25 may do it). + +def test_pnf01(bolldata): + + df = bolldata + + fname = base+'01.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + mpf.plot(df,type='pnf',volume=True,savefig=tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + + +def test_pnf02(bolldata): + + df = bolldata + + fname = base+'02.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + mpf.plot(df,type='pnf',pnf_params=dict(box_size=4),volume=True,savefig=tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + + +def test_pnf03(bolldata): + + df = bolldata + + fname = base+'03.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + mpf.plot(df,type='pnf',pnf_params=dict(box_size='atr',atr_length=2),volume=True,savefig=tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_pnf04(bolldata): + + df = bolldata + + fname = base+'04.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + mpf.plot(df,type='pnf',pnf_params=dict(box_size='atr',atr_length='total'),mav=(4,6,8),volume=True,savefig=tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_pnf05(bolldata): + df = bolldata + + fname = base+'05.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + mpf.plot(df,type='pnf',pnf_params=dict(box_size='atr',atr_length='total', reversal=2),mav=(4,6,8),volume=True,savefig=tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None diff --git a/tests/test_renko.py b/tests/test_renko.py new file mode 100644 index 00000000..e48617ac --- /dev/null +++ b/tests/test_renko.py @@ -0,0 +1,122 @@ +import os +import os.path +import glob +import mplfinance as mpf +import matplotlib.pyplot as plt +from matplotlib.testing.compare import compare_images + +print('mpf.__version__ =',mpf.__version__) # for the record +print("plt.rcParams['backend'] =",plt.rcParams['backend']) # for the record + +base='renko' +tdir = os.path.join('tests','test_images') +refd = os.path.join('tests','reference_images') + +globpattern = os.path.join(tdir,base+'*.png') +oldtestfiles = glob.glob(globpattern) + +for fn in oldtestfiles: + try: + os.remove(fn) + except: + print('Error removing file "'+fn+'"') + +# IMGCOMP_TOLERANCE = 7.0 # this works fine for linux +IMGCOMP_TOLERANCE = 11.0 # required for a windows pass. (really 10.25 may do it). + +def test_renko01(bolldata): + + df = bolldata + + fname = base+'01.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + mpf.plot(df,type='renko',volume=True,savefig=tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + + +def test_renko02(bolldata): + + df = bolldata + + fname = base+'02.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + mpf.plot(df,type='renko',renko_params=dict(brick_size=4),volume=True,savefig=tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + + +def test_renko03(bolldata): + + df = bolldata + + fname = base+'03.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + mpf.plot(df,type='renko',renko_params=dict(brick_size='atr',atr_length=2),volume=True,savefig=tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_renko04(bolldata): + + df = bolldata + + fname = base+'04.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + mpf.plot(df,type='renko',renko_params=dict(brick_size='atr',atr_length='total'),mav=(8,20,30),volume=True,savefig=tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_renkovalues(bolldata): + + df = bolldata + + rcv = {} + mpf.plot(df,type='renko',return_calculated_values=rcv,returnfig=True) + # returnfig=True above only to prevent "UserWarning: Matplotlib is currently + # using agg, which is a non-GUI backend, so cannot show the figure." + + assert rcv['renko_bricks'][-1] == 133.919998 diff --git a/tests/test_vlines.py b/tests/test_vlines.py new file mode 100644 index 00000000..e69a8e0d --- /dev/null +++ b/tests/test_vlines.py @@ -0,0 +1,89 @@ +import os +import os.path +import glob +import mplfinance as mpf +import matplotlib.pyplot as plt +from matplotlib.testing.compare import compare_images + +print('mpf.__version__ =',mpf.__version__) # for the record +print("plt.rcParams['backend'] =",plt.rcParams['backend']) # for the record + +base='vlines' +tdir = os.path.join('tests','test_images') +refd = os.path.join('tests','reference_images') + +globpattern = os.path.join(tdir,base+'*.png') +oldtestfiles = glob.glob(globpattern) + +for fn in oldtestfiles: + try: + os.remove(fn) + except: + print('Error removing file "'+fn+'"') + +IMGCOMP_TOLERANCE = 10.0 # this works fine for linux +# IMGCOMP_TOLERANCE = 11.0 # required for a windows pass. (really 10.25 may do it). + +def test_vlines01(bolldata): + + df = bolldata + + fname = base+'01.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + mpf.plot(df,volume=True,savefig=tname,vlines=['2011-09-13']) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + +def test_vlines02(bolldata): + df = bolldata + + fname = base+'02.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + mpf.plot(df,volume=True,savefig=tname,vlines=['2011-09-13', '2012-02-06', '2011-07-01', '2012-06-28']) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None + + +def test_vlines03(bolldata): + df = bolldata + + fname = base+'03.png' + tname = os.path.join(tdir,fname) + rname = os.path.join(refd,fname) + + vl = dict(vlines='02-06-2012',linestyle='-.',colors='g') + mpf.plot(df,type='pnf',vlines=vl,savefig=tname) + + tsize = os.path.getsize(tname) + print(glob.glob(tname),'[',tsize,'bytes',']') + + rsize = os.path.getsize(rname) + print(glob.glob(rname),'[',rsize,'bytes',']') + + result = compare_images(rname,tname,tol=IMGCOMP_TOLERANCE) + if result is not None: + print('result=',result) + assert result is None +